diff --git a/BHPD/01-DNN-Regression==done==.ipynb b/BHPD/01-DNN-Regression==done==.ipynb
index 1b173174887dbdb9313c93d2967608b06fd6a4b8..7e3de52f0d6435c9e21b5ab9ec018652739aeef0 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": "2021-01-26T10:05:37.832279Z",
- "iopub.status.busy": "2021-01-26T10:05:37.831960Z",
- "iopub.status.idle": "2021-01-26T10:05:39.183834Z",
- "shell.execute_reply": "2021-01-26T10:05:39.183436Z"
+ "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"
}
},
"outputs": [
@@ -136,9 +136,9 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Version : 2.0.5\n",
+ "Version : 2.0.6\n",
"Notebook id : BHPD1\n",
- "Run time : Tuesday 26 January 2021, 11:05:39\n",
+ "Run time : Tuesday 26 January 2021, 16:11:04\n",
"TensorFlow version : 2.2.0\n",
"Keras version : 2.3.0-tf\n",
"Datasets dir : /home/pjluc/tmp/datasets\n",
@@ -179,10 +179,10 @@
"execution_count": 2,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:39.186658Z",
- "iopub.status.busy": "2021-01-26T10:05:39.186333Z",
- "iopub.status.idle": "2021-01-26T10:05:39.188928Z",
- "shell.execute_reply": "2021-01-26T10:05:39.188593Z"
+ "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"
}
},
"outputs": [],
@@ -203,10 +203,10 @@
"execution_count": 3,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:39.192900Z",
- "iopub.status.busy": "2021-01-26T10:05:39.192578Z",
- "iopub.status.idle": "2021-01-26T10:05:39.279068Z",
- "shell.execute_reply": "2021-01-26T10:05:39.278709Z"
+ "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"
}
},
"outputs": [
@@ -214,96 +214,96 @@
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
- "</style><table id=\"T_eb112_\" ><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_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",
" <tr>\n",
- " <th id=\"T_eb112_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
- " <td id=\"T_eb112_row0_col0\" class=\"data row0 col0\" >0.01</td>\n",
- " <td id=\"T_eb112_row0_col1\" class=\"data row0 col1\" >18.00</td>\n",
- " <td id=\"T_eb112_row0_col2\" class=\"data row0 col2\" >2.31</td>\n",
- " <td id=\"T_eb112_row0_col3\" class=\"data row0 col3\" >0.00</td>\n",
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- " <td id=\"T_eb112_row0_col6\" class=\"data row0 col6\" >65.20</td>\n",
- " <td id=\"T_eb112_row0_col7\" class=\"data row0 col7\" >4.09</td>\n",
- " <td id=\"T_eb112_row0_col8\" class=\"data row0 col8\" >1.00</td>\n",
- " <td id=\"T_eb112_row0_col9\" class=\"data row0 col9\" >296.00</td>\n",
- " <td id=\"T_eb112_row0_col10\" class=\"data row0 col10\" >15.30</td>\n",
- " <td id=\"T_eb112_row0_col11\" class=\"data row0 col11\" >396.90</td>\n",
- " <td id=\"T_eb112_row0_col12\" class=\"data row0 col12\" >4.98</td>\n",
- " <td id=\"T_eb112_row0_col13\" class=\"data row0 col13\" >24.00</td>\n",
+ " <th id=\"T_4beac_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
+ " <td id=\"T_4beac_row0_col0\" class=\"data row0 col0\" >0.01</td>\n",
+ " <td id=\"T_4beac_row0_col1\" class=\"data row0 col1\" >18.00</td>\n",
+ " <td id=\"T_4beac_row0_col2\" class=\"data row0 col2\" >2.31</td>\n",
+ " <td id=\"T_4beac_row0_col3\" class=\"data row0 col3\" >0.00</td>\n",
+ " <td id=\"T_4beac_row0_col4\" class=\"data row0 col4\" >0.54</td>\n",
+ " <td id=\"T_4beac_row0_col5\" class=\"data row0 col5\" >6.58</td>\n",
+ " <td id=\"T_4beac_row0_col6\" class=\"data row0 col6\" >65.20</td>\n",
+ " <td id=\"T_4beac_row0_col7\" class=\"data row0 col7\" >4.09</td>\n",
+ " <td id=\"T_4beac_row0_col8\" class=\"data row0 col8\" >1.00</td>\n",
+ " <td id=\"T_4beac_row0_col9\" class=\"data row0 col9\" >296.00</td>\n",
+ " <td id=\"T_4beac_row0_col10\" class=\"data row0 col10\" >15.30</td>\n",
+ " <td id=\"T_4beac_row0_col11\" class=\"data row0 col11\" >396.90</td>\n",
+ " <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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_eb112_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
- " <td id=\"T_eb112_row1_col0\" class=\"data row1 col0\" >0.03</td>\n",
- " <td id=\"T_eb112_row1_col1\" class=\"data row1 col1\" >0.00</td>\n",
- " <td id=\"T_eb112_row1_col2\" class=\"data row1 col2\" >7.07</td>\n",
- " <td id=\"T_eb112_row1_col3\" class=\"data row1 col3\" >0.00</td>\n",
- " <td id=\"T_eb112_row1_col4\" class=\"data row1 col4\" >0.47</td>\n",
- " <td id=\"T_eb112_row1_col5\" class=\"data row1 col5\" >6.42</td>\n",
- " <td id=\"T_eb112_row1_col6\" class=\"data row1 col6\" >78.90</td>\n",
- " <td id=\"T_eb112_row1_col7\" class=\"data row1 col7\" >4.97</td>\n",
- " <td id=\"T_eb112_row1_col8\" class=\"data row1 col8\" >2.00</td>\n",
- " <td id=\"T_eb112_row1_col9\" class=\"data row1 col9\" >242.00</td>\n",
- " <td id=\"T_eb112_row1_col10\" class=\"data row1 col10\" >17.80</td>\n",
- " <td id=\"T_eb112_row1_col11\" class=\"data row1 col11\" >396.90</td>\n",
- " <td id=\"T_eb112_row1_col12\" class=\"data row1 col12\" >9.14</td>\n",
- " <td id=\"T_eb112_row1_col13\" class=\"data row1 col13\" >21.60</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_eb112_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
- " <td id=\"T_eb112_row2_col0\" class=\"data row2 col0\" >0.03</td>\n",
- " <td id=\"T_eb112_row2_col1\" class=\"data row2 col1\" >0.00</td>\n",
- " <td id=\"T_eb112_row2_col2\" class=\"data row2 col2\" >7.07</td>\n",
- " <td id=\"T_eb112_row2_col3\" class=\"data row2 col3\" >0.00</td>\n",
- " <td id=\"T_eb112_row2_col4\" class=\"data row2 col4\" >0.47</td>\n",
- " <td id=\"T_eb112_row2_col5\" class=\"data row2 col5\" >7.18</td>\n",
- " <td id=\"T_eb112_row2_col6\" class=\"data row2 col6\" >61.10</td>\n",
- " <td id=\"T_eb112_row2_col7\" class=\"data row2 col7\" >4.97</td>\n",
- " <td id=\"T_eb112_row2_col8\" class=\"data row2 col8\" >2.00</td>\n",
- " <td id=\"T_eb112_row2_col9\" class=\"data row2 col9\" >242.00</td>\n",
- " <td id=\"T_eb112_row2_col10\" class=\"data row2 col10\" >17.80</td>\n",
- " <td id=\"T_eb112_row2_col11\" class=\"data row2 col11\" >392.83</td>\n",
- " <td id=\"T_eb112_row2_col12\" class=\"data row2 col12\" >4.03</td>\n",
- " <td id=\"T_eb112_row2_col13\" class=\"data row2 col13\" >34.70</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_eb112_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
- " <td id=\"T_eb112_row3_col0\" class=\"data row3 col0\" >0.03</td>\n",
- " <td id=\"T_eb112_row3_col1\" class=\"data row3 col1\" >0.00</td>\n",
- " <td id=\"T_eb112_row3_col2\" class=\"data row3 col2\" >2.18</td>\n",
- " <td id=\"T_eb112_row3_col3\" class=\"data row3 col3\" >0.00</td>\n",
- " <td id=\"T_eb112_row3_col4\" class=\"data row3 col4\" >0.46</td>\n",
- " <td id=\"T_eb112_row3_col5\" class=\"data row3 col5\" >7.00</td>\n",
- " <td id=\"T_eb112_row3_col6\" class=\"data row3 col6\" >45.80</td>\n",
- " <td id=\"T_eb112_row3_col7\" class=\"data row3 col7\" >6.06</td>\n",
- " <td id=\"T_eb112_row3_col8\" class=\"data row3 col8\" >3.00</td>\n",
- " <td id=\"T_eb112_row3_col9\" class=\"data row3 col9\" >222.00</td>\n",
- " <td id=\"T_eb112_row3_col10\" class=\"data row3 col10\" >18.70</td>\n",
- " <td id=\"T_eb112_row3_col11\" class=\"data row3 col11\" >394.63</td>\n",
- " <td id=\"T_eb112_row3_col12\" class=\"data row3 col12\" >2.94</td>\n",
- " <td id=\"T_eb112_row3_col13\" class=\"data row3 col13\" >33.40</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_eb112_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
- " <td id=\"T_eb112_row4_col0\" class=\"data row4 col0\" >0.07</td>\n",
- " <td id=\"T_eb112_row4_col1\" class=\"data row4 col1\" >0.00</td>\n",
- " <td id=\"T_eb112_row4_col2\" class=\"data row4 col2\" >2.18</td>\n",
- " <td id=\"T_eb112_row4_col3\" class=\"data row4 col3\" >0.00</td>\n",
- " <td id=\"T_eb112_row4_col4\" class=\"data row4 col4\" >0.46</td>\n",
- " <td id=\"T_eb112_row4_col5\" class=\"data row4 col5\" >7.15</td>\n",
- " <td id=\"T_eb112_row4_col6\" class=\"data row4 col6\" >54.20</td>\n",
- " <td id=\"T_eb112_row4_col7\" class=\"data row4 col7\" >6.06</td>\n",
- " <td id=\"T_eb112_row4_col8\" class=\"data row4 col8\" >3.00</td>\n",
- " <td id=\"T_eb112_row4_col9\" class=\"data row4 col9\" >222.00</td>\n",
- " <td id=\"T_eb112_row4_col10\" class=\"data row4 col10\" >18.70</td>\n",
- " <td id=\"T_eb112_row4_col11\" class=\"data row4 col11\" >396.90</td>\n",
- " <td id=\"T_eb112_row4_col12\" class=\"data row4 col12\" >5.33</td>\n",
- " <td id=\"T_eb112_row4_col13\" class=\"data row4 col13\" >36.20</td>\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",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x7ff60aaabaf0>"
+ "<pandas.io.formats.style.Styler at 0x7fc5b85b9250>"
]
},
"metadata": {},
@@ -340,10 +340,10 @@
"execution_count": 4,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:39.287728Z",
- "iopub.status.busy": "2021-01-26T10:05:39.287375Z",
- "iopub.status.idle": "2021-01-26T10:05:39.289800Z",
- "shell.execute_reply": "2021-01-26T10:05:39.289471Z"
+ "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"
}
},
"outputs": [
@@ -392,10 +392,10 @@
"execution_count": 5,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:39.293380Z",
- "iopub.status.busy": "2021-01-26T10:05:39.293066Z",
- "iopub.status.idle": "2021-01-26T10:05:39.356438Z",
- "shell.execute_reply": "2021-01-26T10:05:39.356698Z"
+ "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"
}
},
"outputs": [
@@ -403,139 +403,139 @@
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
- "</style><table id=\"T_2c9a0_\" ><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_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",
" <tr>\n",
- " <th id=\"T_2c9a0_level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
- " <td id=\"T_2c9a0_row0_col0\" class=\"data row0 col0\" >354.00</td>\n",
- " <td id=\"T_2c9a0_row0_col1\" class=\"data row0 col1\" >354.00</td>\n",
- " <td id=\"T_2c9a0_row0_col2\" class=\"data row0 col2\" >354.00</td>\n",
- " <td id=\"T_2c9a0_row0_col3\" class=\"data row0 col3\" >354.00</td>\n",
- " <td id=\"T_2c9a0_row0_col4\" class=\"data row0 col4\" >354.00</td>\n",
- " <td id=\"T_2c9a0_row0_col5\" class=\"data row0 col5\" >354.00</td>\n",
- " <td id=\"T_2c9a0_row0_col6\" class=\"data row0 col6\" >354.00</td>\n",
- " <td id=\"T_2c9a0_row0_col7\" class=\"data row0 col7\" >354.00</td>\n",
- " <td id=\"T_2c9a0_row0_col8\" class=\"data row0 col8\" >354.00</td>\n",
- " <td id=\"T_2c9a0_row0_col9\" class=\"data row0 col9\" >354.00</td>\n",
- " <td id=\"T_2c9a0_row0_col10\" class=\"data row0 col10\" >354.00</td>\n",
- " <td id=\"T_2c9a0_row0_col11\" class=\"data row0 col11\" >354.00</td>\n",
- " <td id=\"T_2c9a0_row0_col12\" class=\"data row0 col12\" >354.00</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_2c9a0_level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
- " <td id=\"T_2c9a0_row1_col0\" class=\"data row1 col0\" >3.68</td>\n",
- " <td id=\"T_2c9a0_row1_col1\" class=\"data row1 col1\" >11.13</td>\n",
- " <td id=\"T_2c9a0_row1_col2\" class=\"data row1 col2\" >10.89</td>\n",
- " <td id=\"T_2c9a0_row1_col3\" class=\"data row1 col3\" >0.07</td>\n",
- " <td id=\"T_2c9a0_row1_col4\" class=\"data row1 col4\" >0.55</td>\n",
- " <td id=\"T_2c9a0_row1_col5\" class=\"data row1 col5\" >6.28</td>\n",
- " <td id=\"T_2c9a0_row1_col6\" class=\"data row1 col6\" >67.94</td>\n",
- " <td id=\"T_2c9a0_row1_col7\" class=\"data row1 col7\" >3.79</td>\n",
- " <td id=\"T_2c9a0_row1_col8\" class=\"data row1 col8\" >9.47</td>\n",
- " <td id=\"T_2c9a0_row1_col9\" class=\"data row1 col9\" >405.70</td>\n",
- " <td id=\"T_2c9a0_row1_col10\" class=\"data row1 col10\" >18.37</td>\n",
- " <td id=\"T_2c9a0_row1_col11\" class=\"data row1 col11\" >359.89</td>\n",
- " <td id=\"T_2c9a0_row1_col12\" class=\"data row1 col12\" >12.52</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_2c9a0_level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
- " <td id=\"T_2c9a0_row2_col0\" class=\"data row2 col0\" >9.32</td>\n",
- " <td id=\"T_2c9a0_row2_col1\" class=\"data row2 col1\" >22.71</td>\n",
- " <td id=\"T_2c9a0_row2_col2\" class=\"data row2 col2\" >6.79</td>\n",
- " <td id=\"T_2c9a0_row2_col3\" class=\"data row2 col3\" >0.26</td>\n",
- " <td id=\"T_2c9a0_row2_col4\" class=\"data row2 col4\" >0.11</td>\n",
- " <td id=\"T_2c9a0_row2_col5\" class=\"data row2 col5\" >0.69</td>\n",
- " <td id=\"T_2c9a0_row2_col6\" class=\"data row2 col6\" >28.38</td>\n",
- " <td id=\"T_2c9a0_row2_col7\" class=\"data row2 col7\" >2.07</td>\n",
- " <td id=\"T_2c9a0_row2_col8\" class=\"data row2 col8\" >8.67</td>\n",
- " <td id=\"T_2c9a0_row2_col9\" class=\"data row2 col9\" >168.13</td>\n",
- " <td id=\"T_2c9a0_row2_col10\" class=\"data row2 col10\" >2.17</td>\n",
- " <td id=\"T_2c9a0_row2_col11\" class=\"data row2 col11\" >87.29</td>\n",
- " <td id=\"T_2c9a0_row2_col12\" class=\"data row2 col12\" >7.20</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_2c9a0_level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
- " <td id=\"T_2c9a0_row3_col0\" class=\"data row3 col0\" >0.01</td>\n",
- " <td id=\"T_2c9a0_row3_col1\" class=\"data row3 col1\" >0.00</td>\n",
- " <td id=\"T_2c9a0_row3_col2\" class=\"data row3 col2\" >0.46</td>\n",
- " <td id=\"T_2c9a0_row3_col3\" class=\"data row3 col3\" >0.00</td>\n",
- " <td id=\"T_2c9a0_row3_col4\" class=\"data row3 col4\" >0.39</td>\n",
- " <td id=\"T_2c9a0_row3_col5\" class=\"data row3 col5\" >3.56</td>\n",
- " <td id=\"T_2c9a0_row3_col6\" class=\"data row3 col6\" >2.90</td>\n",
- " <td id=\"T_2c9a0_row3_col7\" class=\"data row3 col7\" >1.13</td>\n",
- " <td id=\"T_2c9a0_row3_col8\" class=\"data row3 col8\" >1.00</td>\n",
- " <td id=\"T_2c9a0_row3_col9\" class=\"data row3 col9\" >188.00</td>\n",
- " <td id=\"T_2c9a0_row3_col10\" class=\"data row3 col10\" >12.60</td>\n",
- " <td id=\"T_2c9a0_row3_col11\" class=\"data row3 col11\" >2.52</td>\n",
- " <td id=\"T_2c9a0_row3_col12\" class=\"data row3 col12\" >1.73</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_2c9a0_level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
- " <td id=\"T_2c9a0_row4_col0\" class=\"data row4 col0\" >0.08</td>\n",
- " <td id=\"T_2c9a0_row4_col1\" class=\"data row4 col1\" >0.00</td>\n",
- " <td id=\"T_2c9a0_row4_col2\" class=\"data row4 col2\" >4.93</td>\n",
- " <td id=\"T_2c9a0_row4_col3\" class=\"data row4 col3\" >0.00</td>\n",
- " <td id=\"T_2c9a0_row4_col4\" class=\"data row4 col4\" >0.45</td>\n",
- " <td id=\"T_2c9a0_row4_col5\" class=\"data row4 col5\" >5.88</td>\n",
- " <td id=\"T_2c9a0_row4_col6\" class=\"data row4 col6\" >43.47</td>\n",
- " <td id=\"T_2c9a0_row4_col7\" class=\"data row4 col7\" >2.10</td>\n",
- " <td id=\"T_2c9a0_row4_col8\" class=\"data row4 col8\" >4.00</td>\n",
- " <td id=\"T_2c9a0_row4_col9\" class=\"data row4 col9\" >277.00</td>\n",
- " <td id=\"T_2c9a0_row4_col10\" class=\"data row4 col10\" >17.00</td>\n",
- " <td id=\"T_2c9a0_row4_col11\" class=\"data row4 col11\" >376.71</td>\n",
- " <td id=\"T_2c9a0_row4_col12\" class=\"data row4 col12\" >6.88</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_2c9a0_level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
- " <td id=\"T_2c9a0_row5_col0\" class=\"data row5 col0\" >0.25</td>\n",
- " <td id=\"T_2c9a0_row5_col1\" class=\"data row5 col1\" >0.00</td>\n",
- " <td id=\"T_2c9a0_row5_col2\" class=\"data row5 col2\" >9.69</td>\n",
- " <td id=\"T_2c9a0_row5_col3\" class=\"data row5 col3\" >0.00</td>\n",
- " <td id=\"T_2c9a0_row5_col4\" class=\"data row5 col4\" >0.53</td>\n",
- " <td id=\"T_2c9a0_row5_col5\" class=\"data row5 col5\" >6.18</td>\n",
- " <td id=\"T_2c9a0_row5_col6\" class=\"data row5 col6\" >76.50</td>\n",
- " <td id=\"T_2c9a0_row5_col7\" class=\"data row5 col7\" >3.27</td>\n",
- " <td id=\"T_2c9a0_row5_col8\" class=\"data row5 col8\" >5.00</td>\n",
- " <td id=\"T_2c9a0_row5_col9\" class=\"data row5 col9\" >330.00</td>\n",
- " <td id=\"T_2c9a0_row5_col10\" class=\"data row5 col10\" >18.70</td>\n",
- " <td id=\"T_2c9a0_row5_col11\" class=\"data row5 col11\" >391.60</td>\n",
- " <td id=\"T_2c9a0_row5_col12\" class=\"data row5 col12\" >10.69</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_2c9a0_level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
- " <td id=\"T_2c9a0_row6_col0\" class=\"data row6 col0\" >3.40</td>\n",
- " <td id=\"T_2c9a0_row6_col1\" class=\"data row6 col1\" >12.50</td>\n",
- " <td id=\"T_2c9a0_row6_col2\" class=\"data row6 col2\" >18.10</td>\n",
- " <td id=\"T_2c9a0_row6_col3\" class=\"data row6 col3\" >0.00</td>\n",
- " <td id=\"T_2c9a0_row6_col4\" class=\"data row6 col4\" >0.62</td>\n",
- " <td id=\"T_2c9a0_row6_col5\" class=\"data row6 col5\" >6.63</td>\n",
- " <td id=\"T_2c9a0_row6_col6\" class=\"data row6 col6\" >93.75</td>\n",
- " <td id=\"T_2c9a0_row6_col7\" class=\"data row6 col7\" >5.19</td>\n",
- " <td id=\"T_2c9a0_row6_col8\" class=\"data row6 col8\" >24.00</td>\n",
- " <td id=\"T_2c9a0_row6_col9\" class=\"data row6 col9\" >666.00</td>\n",
- " <td id=\"T_2c9a0_row6_col10\" class=\"data row6 col10\" >20.20</td>\n",
- " <td id=\"T_2c9a0_row6_col11\" class=\"data row6 col11\" >396.90</td>\n",
- " <td id=\"T_2c9a0_row6_col12\" class=\"data row6 col12\" >17.11</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_2c9a0_level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
- " <td id=\"T_2c9a0_row7_col0\" class=\"data row7 col0\" >88.98</td>\n",
- " <td id=\"T_2c9a0_row7_col1\" class=\"data row7 col1\" >100.00</td>\n",
- " <td id=\"T_2c9a0_row7_col2\" class=\"data row7 col2\" >27.74</td>\n",
- " <td id=\"T_2c9a0_row7_col3\" class=\"data row7 col3\" >1.00</td>\n",
- " <td id=\"T_2c9a0_row7_col4\" class=\"data row7 col4\" >0.87</td>\n",
- " <td id=\"T_2c9a0_row7_col5\" class=\"data row7 col5\" >8.78</td>\n",
- " <td id=\"T_2c9a0_row7_col6\" class=\"data row7 col6\" >100.00</td>\n",
- " <td id=\"T_2c9a0_row7_col7\" class=\"data row7 col7\" >10.71</td>\n",
- " <td id=\"T_2c9a0_row7_col8\" class=\"data row7 col8\" >24.00</td>\n",
- " <td id=\"T_2c9a0_row7_col9\" class=\"data row7 col9\" >711.00</td>\n",
- " <td id=\"T_2c9a0_row7_col10\" class=\"data row7 col10\" >22.00</td>\n",
- " <td id=\"T_2c9a0_row7_col11\" class=\"data row7 col11\" >396.90</td>\n",
- " <td id=\"T_2c9a0_row7_col12\" class=\"data row7 col12\" >37.97</td>\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",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x7ff60c213c40>"
+ "<pandas.io.formats.style.Styler at 0x7fc5b85b9250>"
]
},
"metadata": {},
@@ -545,139 +545,139 @@
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
- "</style><table id=\"T_c21ab_\" ><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_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",
" <tr>\n",
- " <th id=\"T_c21ab_level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
- " <td id=\"T_c21ab_row0_col0\" class=\"data row0 col0\" >354.00</td>\n",
- " <td id=\"T_c21ab_row0_col1\" class=\"data row0 col1\" >354.00</td>\n",
- " <td id=\"T_c21ab_row0_col2\" class=\"data row0 col2\" >354.00</td>\n",
- " <td id=\"T_c21ab_row0_col3\" class=\"data row0 col3\" >354.00</td>\n",
- " <td id=\"T_c21ab_row0_col4\" class=\"data row0 col4\" >354.00</td>\n",
- " <td id=\"T_c21ab_row0_col5\" class=\"data row0 col5\" >354.00</td>\n",
- " <td id=\"T_c21ab_row0_col6\" class=\"data row0 col6\" >354.00</td>\n",
- " <td id=\"T_c21ab_row0_col7\" class=\"data row0 col7\" >354.00</td>\n",
- " <td id=\"T_c21ab_row0_col8\" class=\"data row0 col8\" >354.00</td>\n",
- " <td id=\"T_c21ab_row0_col9\" class=\"data row0 col9\" >354.00</td>\n",
- " <td id=\"T_c21ab_row0_col10\" class=\"data row0 col10\" >354.00</td>\n",
- " <td id=\"T_c21ab_row0_col11\" class=\"data row0 col11\" >354.00</td>\n",
- " <td id=\"T_c21ab_row0_col12\" class=\"data row0 col12\" >354.00</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_c21ab_level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
- " <td id=\"T_c21ab_row1_col0\" class=\"data row1 col0\" >0.00</td>\n",
- " <td id=\"T_c21ab_row1_col1\" class=\"data row1 col1\" >0.00</td>\n",
- " <td id=\"T_c21ab_row1_col2\" class=\"data row1 col2\" >0.00</td>\n",
- " <td id=\"T_c21ab_row1_col3\" class=\"data row1 col3\" >0.00</td>\n",
- " <td id=\"T_c21ab_row1_col4\" class=\"data row1 col4\" >0.00</td>\n",
- " <td id=\"T_c21ab_row1_col5\" class=\"data row1 col5\" >0.00</td>\n",
- " <td id=\"T_c21ab_row1_col6\" class=\"data row1 col6\" >0.00</td>\n",
- " <td id=\"T_c21ab_row1_col7\" class=\"data row1 col7\" >-0.00</td>\n",
- " <td id=\"T_c21ab_row1_col8\" class=\"data row1 col8\" >-0.00</td>\n",
- " <td id=\"T_c21ab_row1_col9\" class=\"data row1 col9\" >0.00</td>\n",
- " <td id=\"T_c21ab_row1_col10\" class=\"data row1 col10\" >0.00</td>\n",
- " <td id=\"T_c21ab_row1_col11\" class=\"data row1 col11\" >-0.00</td>\n",
- " <td id=\"T_c21ab_row1_col12\" class=\"data row1 col12\" >0.00</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_c21ab_level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
- " <td id=\"T_c21ab_row2_col0\" class=\"data row2 col0\" >1.00</td>\n",
- " <td id=\"T_c21ab_row2_col1\" class=\"data row2 col1\" >1.00</td>\n",
- " <td id=\"T_c21ab_row2_col2\" class=\"data row2 col2\" >1.00</td>\n",
- " <td id=\"T_c21ab_row2_col3\" class=\"data row2 col3\" >1.00</td>\n",
- " <td id=\"T_c21ab_row2_col4\" class=\"data row2 col4\" >1.00</td>\n",
- " <td id=\"T_c21ab_row2_col5\" class=\"data row2 col5\" >1.00</td>\n",
- " <td id=\"T_c21ab_row2_col6\" class=\"data row2 col6\" >1.00</td>\n",
- " <td id=\"T_c21ab_row2_col7\" class=\"data row2 col7\" >1.00</td>\n",
- " <td id=\"T_c21ab_row2_col8\" class=\"data row2 col8\" >1.00</td>\n",
- " <td id=\"T_c21ab_row2_col9\" class=\"data row2 col9\" >1.00</td>\n",
- " <td id=\"T_c21ab_row2_col10\" class=\"data row2 col10\" >1.00</td>\n",
- " <td id=\"T_c21ab_row2_col11\" class=\"data row2 col11\" >1.00</td>\n",
- " <td id=\"T_c21ab_row2_col12\" class=\"data row2 col12\" >1.00</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_c21ab_level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
- " <td id=\"T_c21ab_row3_col0\" class=\"data row3 col0\" >-0.39</td>\n",
- " <td id=\"T_c21ab_row3_col1\" class=\"data row3 col1\" >-0.49</td>\n",
- " <td id=\"T_c21ab_row3_col2\" class=\"data row3 col2\" >-1.54</td>\n",
- " <td id=\"T_c21ab_row3_col3\" class=\"data row3 col3\" >-0.28</td>\n",
- " <td id=\"T_c21ab_row3_col4\" class=\"data row3 col4\" >-1.48</td>\n",
- " <td id=\"T_c21ab_row3_col5\" class=\"data row3 col5\" >-3.96</td>\n",
- " <td id=\"T_c21ab_row3_col6\" class=\"data row3 col6\" >-2.29</td>\n",
- " <td id=\"T_c21ab_row3_col7\" class=\"data row3 col7\" >-1.29</td>\n",
- " <td id=\"T_c21ab_row3_col8\" class=\"data row3 col8\" >-0.98</td>\n",
- " <td id=\"T_c21ab_row3_col9\" class=\"data row3 col9\" >-1.29</td>\n",
- " <td id=\"T_c21ab_row3_col10\" class=\"data row3 col10\" >-2.66</td>\n",
- " <td id=\"T_c21ab_row3_col11\" class=\"data row3 col11\" >-4.09</td>\n",
- " <td id=\"T_c21ab_row3_col12\" class=\"data row3 col12\" >-1.50</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_c21ab_level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
- " <td id=\"T_c21ab_row4_col0\" class=\"data row4 col0\" >-0.39</td>\n",
- " <td id=\"T_c21ab_row4_col1\" class=\"data row4 col1\" >-0.49</td>\n",
- " <td id=\"T_c21ab_row4_col2\" class=\"data row4 col2\" >-0.88</td>\n",
- " <td id=\"T_c21ab_row4_col3\" class=\"data row4 col3\" >-0.28</td>\n",
- " <td id=\"T_c21ab_row4_col4\" class=\"data row4 col4\" >-0.91</td>\n",
- " <td id=\"T_c21ab_row4_col5\" class=\"data row4 col5\" >-0.59</td>\n",
- " <td id=\"T_c21ab_row4_col6\" class=\"data row4 col6\" >-0.86</td>\n",
- " <td id=\"T_c21ab_row4_col7\" class=\"data row4 col7\" >-0.82</td>\n",
- " <td id=\"T_c21ab_row4_col8\" class=\"data row4 col8\" >-0.63</td>\n",
- " <td id=\"T_c21ab_row4_col9\" class=\"data row4 col9\" >-0.77</td>\n",
- " <td id=\"T_c21ab_row4_col10\" class=\"data row4 col10\" >-0.63</td>\n",
- " <td id=\"T_c21ab_row4_col11\" class=\"data row4 col11\" >0.19</td>\n",
- " <td id=\"T_c21ab_row4_col12\" class=\"data row4 col12\" >-0.78</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_c21ab_level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
- " <td id=\"T_c21ab_row5_col0\" class=\"data row5 col0\" >-0.37</td>\n",
- " <td id=\"T_c21ab_row5_col1\" class=\"data row5 col1\" >-0.49</td>\n",
- " <td id=\"T_c21ab_row5_col2\" class=\"data row5 col2\" >-0.18</td>\n",
- " <td id=\"T_c21ab_row5_col3\" class=\"data row5 col3\" >-0.28</td>\n",
- " <td id=\"T_c21ab_row5_col4\" class=\"data row5 col4\" >-0.17</td>\n",
- " <td id=\"T_c21ab_row5_col5\" class=\"data row5 col5\" >-0.14</td>\n",
- " <td id=\"T_c21ab_row5_col6\" class=\"data row5 col6\" >0.30</td>\n",
- " <td id=\"T_c21ab_row5_col7\" class=\"data row5 col7\" >-0.25</td>\n",
- " <td id=\"T_c21ab_row5_col8\" class=\"data row5 col8\" >-0.52</td>\n",
- " <td id=\"T_c21ab_row5_col9\" class=\"data row5 col9\" >-0.45</td>\n",
- " <td id=\"T_c21ab_row5_col10\" class=\"data row5 col10\" >0.15</td>\n",
- " <td id=\"T_c21ab_row5_col11\" class=\"data row5 col11\" >0.36</td>\n",
- " <td id=\"T_c21ab_row5_col12\" class=\"data row5 col12\" >-0.26</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_c21ab_level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
- " <td id=\"T_c21ab_row6_col0\" class=\"data row6 col0\" >-0.03</td>\n",
- " <td id=\"T_c21ab_row6_col1\" class=\"data row6 col1\" >0.06</td>\n",
- " <td id=\"T_c21ab_row6_col2\" class=\"data row6 col2\" >1.06</td>\n",
- " <td id=\"T_c21ab_row6_col3\" class=\"data row6 col3\" >-0.28</td>\n",
- " <td id=\"T_c21ab_row6_col4\" class=\"data row6 col4\" >0.65</td>\n",
- " <td id=\"T_c21ab_row6_col5\" class=\"data row6 col5\" >0.50</td>\n",
- " <td id=\"T_c21ab_row6_col6\" class=\"data row6 col6\" >0.91</td>\n",
- " <td id=\"T_c21ab_row6_col7\" class=\"data row6 col7\" >0.67</td>\n",
- " <td id=\"T_c21ab_row6_col8\" class=\"data row6 col8\" >1.68</td>\n",
- " <td id=\"T_c21ab_row6_col9\" class=\"data row6 col9\" >1.55</td>\n",
- " <td id=\"T_c21ab_row6_col10\" class=\"data row6 col10\" >0.84</td>\n",
- " <td id=\"T_c21ab_row6_col11\" class=\"data row6 col11\" >0.42</td>\n",
- " <td id=\"T_c21ab_row6_col12\" class=\"data row6 col12\" >0.64</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_c21ab_level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
- " <td id=\"T_c21ab_row7_col0\" class=\"data row7 col0\" >9.15</td>\n",
- " <td id=\"T_c21ab_row7_col1\" class=\"data row7 col1\" >3.91</td>\n",
- " <td id=\"T_c21ab_row7_col2\" class=\"data row7 col2\" >2.48</td>\n",
- " <td id=\"T_c21ab_row7_col3\" class=\"data row7 col3\" >3.55</td>\n",
- " <td id=\"T_c21ab_row7_col4\" class=\"data row7 col4\" >2.85</td>\n",
- " <td id=\"T_c21ab_row7_col5\" class=\"data row7 col5\" >3.63</td>\n",
- " <td id=\"T_c21ab_row7_col6\" class=\"data row7 col6\" >1.13</td>\n",
- " <td id=\"T_c21ab_row7_col7\" class=\"data row7 col7\" >3.34</td>\n",
- " <td id=\"T_c21ab_row7_col8\" class=\"data row7 col8\" >1.68</td>\n",
- " <td id=\"T_c21ab_row7_col9\" class=\"data row7 col9\" >1.82</td>\n",
- " <td id=\"T_c21ab_row7_col10\" class=\"data row7 col10\" >1.67</td>\n",
- " <td id=\"T_c21ab_row7_col11\" class=\"data row7 col11\" >0.42</td>\n",
- " <td id=\"T_c21ab_row7_col12\" class=\"data row7 col12\" >3.53</td>\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",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x7ff60aaab9d0>"
+ "<pandas.io.formats.style.Styler at 0x7fc53a4148e0>"
]
},
"metadata": {},
@@ -687,91 +687,91 @@
"data": {
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- "</style><table id=\"T_233a2_\" ><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_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",
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- " <td id=\"T_233a2_row0_col12\" class=\"data row0 col12\" >-0.81</td>\n",
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" <tr>\n",
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- " <td id=\"T_233a2_row1_col2\" class=\"data row1 col2\" >0.45</td>\n",
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" <tr>\n",
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- " <td id=\"T_233a2_row2_col11\" class=\"data row2 col11\" >-0.03</td>\n",
- " <td id=\"T_233a2_row2_col12\" class=\"data row2 col12\" >2.19</td>\n",
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+ " <td id=\"T_3be5d_row2_col0\" class=\"data row2 col0\" >2.13</td>\n",
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+ " <td id=\"T_3be5d_row2_col4\" class=\"data row2 col4\" >1.04</td>\n",
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+ " <td id=\"T_3be5d_row2_col12\" class=\"data row2 col12\" >0.15</td>\n",
" </tr>\n",
" <tr>\n",
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- " <td id=\"T_233a2_row3_col2\" class=\"data row3 col2\" >-0.04</td>\n",
- " <td id=\"T_233a2_row3_col3\" class=\"data row3 col3\" >3.55</td>\n",
- " <td id=\"T_233a2_row3_col4\" class=\"data row3 col4\" >-0.55</td>\n",
- " <td id=\"T_233a2_row3_col5\" class=\"data row3 col5\" >-0.69</td>\n",
- " <td id=\"T_233a2_row3_col6\" class=\"data row3 col6\" >-0.50</td>\n",
- " <td id=\"T_233a2_row3_col7\" class=\"data row3 col7\" >-0.07</td>\n",
- " <td id=\"T_233a2_row3_col8\" class=\"data row3 col8\" >-0.63</td>\n",
- " <td id=\"T_233a2_row3_col9\" class=\"data row3 col9\" >-0.77</td>\n",
- " <td id=\"T_233a2_row3_col10\" class=\"data row3 col10\" >0.10</td>\n",
- " <td id=\"T_233a2_row3_col11\" class=\"data row3 col11\" >0.36</td>\n",
- " <td id=\"T_233a2_row3_col12\" class=\"data row3 col12\" >0.49</td>\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",
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" <tr>\n",
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- " <td id=\"T_233a2_row4_col12\" class=\"data row4 col12\" >-1.02</td>\n",
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+ " <td id=\"T_3be5d_row4_col5\" class=\"data row4 col5\" >-0.48</td>\n",
+ " <td id=\"T_3be5d_row4_col6\" class=\"data row4 col6\" >-1.35</td>\n",
+ " <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",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x7ff60a9777f0>"
+ "<pandas.io.formats.style.Styler at 0x7fc53a2e46a0>"
]
},
"metadata": {},
@@ -810,10 +810,10 @@
"execution_count": 6,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:39.360784Z",
- "iopub.status.busy": "2021-01-26T10:05:39.360472Z",
- "iopub.status.idle": "2021-01-26T10:05:39.362822Z",
- "shell.execute_reply": "2021-01-26T10:05:39.362503Z"
+ "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"
}
},
"outputs": [],
@@ -846,10 +846,10 @@
"execution_count": 7,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:39.365408Z",
- "iopub.status.busy": "2021-01-26T10:05:39.365102Z",
- "iopub.status.idle": "2021-01-26T10:05:39.410673Z",
- "shell.execute_reply": "2021-01-26T10:05:39.410328Z"
+ "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"
}
},
"outputs": [
@@ -897,10 +897,10 @@
"execution_count": 8,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:39.414997Z",
- "iopub.status.busy": "2021-01-26T10:05:39.414618Z",
- "iopub.status.idle": "2021-01-26T10:05:43.690360Z",
- "shell.execute_reply": "2021-01-26T10:05:43.690624Z"
+ "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"
}
},
"outputs": [],
@@ -928,10 +928,10 @@
"execution_count": 9,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:43.694363Z",
- "iopub.status.busy": "2021-01-26T10:05:43.694017Z",
- "iopub.status.idle": "2021-01-26T10:05:43.722359Z",
- "shell.execute_reply": "2021-01-26T10:05:43.722006Z"
+ "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"
}
},
"outputs": [
@@ -940,7 +940,7 @@
"output_type": "stream",
"text": [
"\r",
- "1/5 [=====>........................] - ETA: 0s - loss: 3.5110 - mae: 1.5408 - mse: 3.5110"
+ "1/5 [=====>........................] - ETA: 0s - loss: 6.2177 - mae: 1.8198 - mse: 6.2177"
]
},
{
@@ -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 956us/step - loss: 9.3403 - mae: 2.0969 - mse: 9.3403\n"
+ "5/5 [==============================] - 0s 997us/step - loss: 11.7336 - mae: 2.4627 - mse: 11.7336\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "x_test / loss : 9.3403\n",
- "x_test / mae : 2.0969\n",
- "x_test / mse : 9.3403\n"
+ "x_test / loss : 11.7336\n",
+ "x_test / mae : 2.4627\n",
+ "x_test / mse : 11.7336\n"
]
}
],
@@ -982,10 +982,10 @@
"execution_count": 10,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:43.738971Z",
- "iopub.status.busy": "2021-01-26T10:05:43.738539Z",
- "iopub.status.idle": "2021-01-26T10:05:43.742020Z",
- "shell.execute_reply": "2021-01-26T10:05:43.741686Z"
+ "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"
}
},
"outputs": [
@@ -1021,543 +1021,543 @@
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
- " <td>557.726257</td>\n",
- " <td>21.831192</td>\n",
- " <td>557.726257</td>\n",
- " <td>465.410767</td>\n",
- " <td>19.443037</td>\n",
- " <td>465.410736</td>\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",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
- " <td>318.877411</td>\n",
- " <td>15.442590</td>\n",
- " <td>318.877411</td>\n",
- " <td>103.988831</td>\n",
- " <td>8.112327</td>\n",
- " <td>103.988831</td>\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",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
- " <td>69.732025</td>\n",
- " <td>6.398403</td>\n",
- " <td>69.732025</td>\n",
- " <td>51.505543</td>\n",
- " <td>5.268475</td>\n",
- " <td>51.505543</td>\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",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
- " <td>39.388409</td>\n",
- " <td>4.640034</td>\n",
- " <td>39.388409</td>\n",
- " <td>34.674347</td>\n",
- " <td>4.275979</td>\n",
- " <td>34.674347</td>\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",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
- " <td>28.131756</td>\n",
- " <td>3.866695</td>\n",
- " <td>28.131756</td>\n",
- " <td>27.692772</td>\n",
- " <td>3.827654</td>\n",
- " <td>27.692772</td>\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",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
- " <td>23.777824</td>\n",
- " <td>3.556679</td>\n",
- " <td>23.777824</td>\n",
- " <td>22.575790</td>\n",
- " <td>3.403368</td>\n",
- " <td>22.575790</td>\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",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
- " <td>20.519739</td>\n",
- " <td>3.294708</td>\n",
- " <td>20.519739</td>\n",
- " <td>21.762815</td>\n",
- " <td>3.298342</td>\n",
- " <td>21.762815</td>\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",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
- " <td>18.815275</td>\n",
- " <td>3.125894</td>\n",
- " <td>18.815275</td>\n",
- " <td>18.112053</td>\n",
- " <td>2.959999</td>\n",
- " <td>18.112053</td>\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",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
- " <td>16.599741</td>\n",
- " <td>2.892735</td>\n",
- " <td>16.599739</td>\n",
- " <td>17.557838</td>\n",
- " <td>3.069333</td>\n",
- " <td>17.557838</td>\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",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
- " <td>16.405441</td>\n",
- " <td>2.918119</td>\n",
- " <td>16.405441</td>\n",
- " <td>16.186060</td>\n",
- " <td>2.797933</td>\n",
- " <td>16.186060</td>\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",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
- " <td>14.986947</td>\n",
- " <td>2.807280</td>\n",
- " <td>14.986949</td>\n",
- " <td>14.709121</td>\n",
- " <td>2.685835</td>\n",
- " <td>14.709121</td>\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",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
- " <td>14.074747</td>\n",
- " <td>2.706658</td>\n",
- " <td>14.074747</td>\n",
- " <td>14.212440</td>\n",
- " <td>2.691782</td>\n",
- " <td>14.212440</td>\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",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
- " <td>13.811787</td>\n",
- " <td>2.679205</td>\n",
- " <td>13.811787</td>\n",
- " <td>14.335299</td>\n",
- " <td>2.576332</td>\n",
- " <td>14.335299</td>\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",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
- " <td>13.124378</td>\n",
- " <td>2.618532</td>\n",
- " <td>13.124378</td>\n",
- " <td>13.333841</td>\n",
- " <td>2.556603</td>\n",
- " <td>13.333842</td>\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",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
- " <td>13.198022</td>\n",
- " <td>2.602929</td>\n",
- " <td>13.198022</td>\n",
- " <td>12.690322</td>\n",
- " <td>2.491196</td>\n",
- " <td>12.690322</td>\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",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
- " <td>12.325433</td>\n",
- " <td>2.533353</td>\n",
- " <td>12.325433</td>\n",
- " <td>12.782486</td>\n",
- " <td>2.509454</td>\n",
- " <td>12.782486</td>\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",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
- " <td>12.234372</td>\n",
- " <td>2.545480</td>\n",
- " <td>12.234372</td>\n",
- " <td>13.353986</td>\n",
- " <td>2.452728</td>\n",
- " <td>13.353986</td>\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",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
- " <td>11.956176</td>\n",
- " <td>2.492947</td>\n",
- " <td>11.956176</td>\n",
- " <td>11.975513</td>\n",
- " <td>2.387591</td>\n",
- " <td>11.975513</td>\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",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
- " <td>11.457092</td>\n",
- " <td>2.451375</td>\n",
- " <td>11.457092</td>\n",
- " <td>11.666655</td>\n",
- " <td>2.363236</td>\n",
- " <td>11.666655</td>\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",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
- " <td>11.117778</td>\n",
- " <td>2.394921</td>\n",
- " <td>11.117778</td>\n",
- " <td>11.824350</td>\n",
- " <td>2.360310</td>\n",
- " <td>11.824350</td>\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",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
- " <td>10.985151</td>\n",
- " <td>2.407069</td>\n",
- " <td>10.985151</td>\n",
- " <td>11.891624</td>\n",
- " <td>2.405929</td>\n",
- " <td>11.891624</td>\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",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
- " <td>10.578799</td>\n",
- " <td>2.342614</td>\n",
- " <td>10.578799</td>\n",
- " <td>11.270648</td>\n",
- " <td>2.395034</td>\n",
- " <td>11.270648</td>\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",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
- " <td>10.762817</td>\n",
- " <td>2.436217</td>\n",
- " <td>10.762817</td>\n",
- " <td>11.693694</td>\n",
- " <td>2.312181</td>\n",
- " <td>11.693694</td>\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",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
- " <td>10.151906</td>\n",
- " <td>2.312908</td>\n",
- " <td>10.151906</td>\n",
- " <td>10.904819</td>\n",
- " <td>2.328074</td>\n",
- " <td>10.904819</td>\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",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
- " <td>10.126535</td>\n",
- " <td>2.287258</td>\n",
- " <td>10.126535</td>\n",
- " <td>11.022042</td>\n",
- " <td>2.255396</td>\n",
- " <td>11.022042</td>\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",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
- " <td>9.863147</td>\n",
- " <td>2.302330</td>\n",
- " <td>9.863147</td>\n",
- " <td>10.363058</td>\n",
- " <td>2.246683</td>\n",
- " <td>10.363058</td>\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",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
- " <td>9.859764</td>\n",
- " <td>2.252545</td>\n",
- " <td>9.859764</td>\n",
- " <td>10.459204</td>\n",
- " <td>2.239222</td>\n",
- " <td>10.459204</td>\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",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
- " <td>9.713793</td>\n",
- " <td>2.271523</td>\n",
- " <td>9.713793</td>\n",
- " <td>11.134462</td>\n",
- " <td>2.254570</td>\n",
- " <td>11.134462</td>\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",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
- " <td>9.868529</td>\n",
- " <td>2.247317</td>\n",
- " <td>9.868529</td>\n",
- " <td>10.338126</td>\n",
- " <td>2.218763</td>\n",
- " <td>10.338126</td>\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",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
- " <td>9.307846</td>\n",
- " <td>2.224904</td>\n",
- " <td>9.307846</td>\n",
- " <td>10.477029</td>\n",
- " <td>2.242280</td>\n",
- " <td>10.477029</td>\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",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
- " <td>9.090651</td>\n",
- " <td>2.168821</td>\n",
- " <td>9.090651</td>\n",
- " <td>10.282516</td>\n",
- " <td>2.224239</td>\n",
- " <td>10.282516</td>\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",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
- " <td>9.014149</td>\n",
- " <td>2.188533</td>\n",
- " <td>9.014149</td>\n",
- " <td>10.177198</td>\n",
- " <td>2.153015</td>\n",
- " <td>10.177198</td>\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",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
- " <td>8.744909</td>\n",
- " <td>2.164945</td>\n",
- " <td>8.744909</td>\n",
- " <td>10.522911</td>\n",
- " <td>2.226613</td>\n",
- " <td>10.522911</td>\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",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
- " <td>9.020723</td>\n",
- " <td>2.207946</td>\n",
- " <td>9.020723</td>\n",
- " <td>10.507494</td>\n",
- " <td>2.184844</td>\n",
- " <td>10.507494</td>\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",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
- " <td>8.781519</td>\n",
- " <td>2.140479</td>\n",
- " <td>8.781519</td>\n",
- " <td>10.360873</td>\n",
- " <td>2.295997</td>\n",
- " <td>10.360873</td>\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",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
- " <td>8.468283</td>\n",
- " <td>2.115799</td>\n",
- " <td>8.468283</td>\n",
- " <td>10.011640</td>\n",
- " <td>2.135673</td>\n",
- " <td>10.011640</td>\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",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
- " <td>8.357755</td>\n",
- " <td>2.116824</td>\n",
- " <td>8.357755</td>\n",
- " <td>9.635697</td>\n",
- " <td>2.110390</td>\n",
- " <td>9.635697</td>\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",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
- " <td>8.211731</td>\n",
- " <td>2.107623</td>\n",
- " <td>8.211731</td>\n",
- " <td>10.262143</td>\n",
- " <td>2.281520</td>\n",
- " <td>10.262143</td>\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",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
- " <td>8.281448</td>\n",
- " <td>2.157730</td>\n",
- " <td>8.281448</td>\n",
- " <td>10.570223</td>\n",
- " <td>2.250335</td>\n",
- " <td>10.570223</td>\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",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
- " <td>8.278201</td>\n",
- " <td>2.070124</td>\n",
- " <td>8.278201</td>\n",
- " <td>10.093378</td>\n",
- " <td>2.270190</td>\n",
- " <td>10.093378</td>\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",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
- " <td>8.265082</td>\n",
- " <td>2.099927</td>\n",
- " <td>8.265082</td>\n",
- " <td>9.636299</td>\n",
- " <td>2.118821</td>\n",
- " <td>9.636299</td>\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",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
- " <td>8.124822</td>\n",
- " <td>2.086098</td>\n",
- " <td>8.124822</td>\n",
- " <td>9.540481</td>\n",
- " <td>2.148956</td>\n",
- " <td>9.540482</td>\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",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
- " <td>7.512119</td>\n",
- " <td>2.017386</td>\n",
- " <td>7.512119</td>\n",
- " <td>10.176338</td>\n",
- " <td>2.157403</td>\n",
- " <td>10.176338</td>\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",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
- " <td>7.723448</td>\n",
- " <td>2.040274</td>\n",
- " <td>7.723448</td>\n",
- " <td>9.509778</td>\n",
- " <td>2.115561</td>\n",
- " <td>9.509778</td>\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",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
- " <td>7.411258</td>\n",
- " <td>2.008291</td>\n",
- " <td>7.411258</td>\n",
- " <td>9.570114</td>\n",
- " <td>2.092582</td>\n",
- " <td>9.570114</td>\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",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
- " <td>7.417708</td>\n",
- " <td>1.981194</td>\n",
- " <td>7.417708</td>\n",
- " <td>9.861259</td>\n",
- " <td>2.230442</td>\n",
- " <td>9.861259</td>\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",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
- " <td>7.077811</td>\n",
- " <td>1.967764</td>\n",
- " <td>7.077811</td>\n",
- " <td>9.944820</td>\n",
- " <td>2.244957</td>\n",
- " <td>9.944820</td>\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",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
- " <td>7.371243</td>\n",
- " <td>2.003061</td>\n",
- " <td>7.371243</td>\n",
- " <td>9.661145</td>\n",
- " <td>2.100175</td>\n",
- " <td>9.661145</td>\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",
" </tr>\n",
" <tr>\n",
" <th>48</th>\n",
- " <td>7.123611</td>\n",
- " <td>1.927446</td>\n",
- " <td>7.123611</td>\n",
- " <td>9.585645</td>\n",
- " <td>2.103635</td>\n",
- " <td>9.585645</td>\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",
" </tr>\n",
" <tr>\n",
" <th>49</th>\n",
- " <td>6.978843</td>\n",
- " <td>1.930427</td>\n",
- " <td>6.978843</td>\n",
- " <td>10.193055</td>\n",
- " <td>2.162076</td>\n",
- " <td>10.193055</td>\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",
" </tr>\n",
" <tr>\n",
" <th>50</th>\n",
- " <td>6.884855</td>\n",
- " <td>1.942071</td>\n",
- " <td>6.884855</td>\n",
- " <td>10.418103</td>\n",
- " <td>2.333501</td>\n",
- " <td>10.418103</td>\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",
" </tr>\n",
" <tr>\n",
" <th>51</th>\n",
- " <td>7.147726</td>\n",
- " <td>1.980531</td>\n",
- " <td>7.147726</td>\n",
- " <td>9.417629</td>\n",
- " <td>2.118321</td>\n",
- " <td>9.417629</td>\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",
" </tr>\n",
" <tr>\n",
" <th>52</th>\n",
- " <td>6.824506</td>\n",
- " <td>1.921721</td>\n",
- " <td>6.824506</td>\n",
- " <td>9.488361</td>\n",
- " <td>2.129512</td>\n",
- " <td>9.488361</td>\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",
" </tr>\n",
" <tr>\n",
" <th>53</th>\n",
- " <td>6.757942</td>\n",
- " <td>1.891000</td>\n",
- " <td>6.757943</td>\n",
- " <td>9.805650</td>\n",
- " <td>2.229327</td>\n",
- " <td>9.805650</td>\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",
" </tr>\n",
" <tr>\n",
" <th>54</th>\n",
- " <td>7.123629</td>\n",
- " <td>1.978724</td>\n",
- " <td>7.123629</td>\n",
- " <td>9.275468</td>\n",
- " <td>2.090889</td>\n",
- " <td>9.275468</td>\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",
" </tr>\n",
" <tr>\n",
" <th>55</th>\n",
- " <td>6.777099</td>\n",
- " <td>1.936836</td>\n",
- " <td>6.777099</td>\n",
- " <td>9.289158</td>\n",
- " <td>2.090047</td>\n",
- " <td>9.289159</td>\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",
" </tr>\n",
" <tr>\n",
" <th>56</th>\n",
- " <td>6.527234</td>\n",
- " <td>1.862703</td>\n",
- " <td>6.527234</td>\n",
- " <td>9.582511</td>\n",
- " <td>2.137109</td>\n",
- " <td>9.582510</td>\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",
" </tr>\n",
" <tr>\n",
" <th>57</th>\n",
- " <td>6.308619</td>\n",
- " <td>1.845440</td>\n",
- " <td>6.308619</td>\n",
- " <td>9.423947</td>\n",
- " <td>2.129577</td>\n",
- " <td>9.423947</td>\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",
" </tr>\n",
" <tr>\n",
" <th>58</th>\n",
- " <td>6.280417</td>\n",
- " <td>1.813460</td>\n",
- " <td>6.280417</td>\n",
- " <td>8.884837</td>\n",
- " <td>2.053834</td>\n",
- " <td>8.884837</td>\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",
" </tr>\n",
" <tr>\n",
" <th>59</th>\n",
- " <td>6.697522</td>\n",
- " <td>1.930690</td>\n",
- " <td>6.697522</td>\n",
- " <td>9.340263</td>\n",
- " <td>2.096867</td>\n",
- " <td>9.340263</td>\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",
" </tr>\n",
" </tbody>\n",
"</table>\n",
@@ -1565,66 +1565,66 @@
],
"text/plain": [
" loss mae mse val_loss val_mae val_mse\n",
- "0 557.726257 21.831192 557.726257 465.410767 19.443037 465.410736\n",
- "1 318.877411 15.442590 318.877411 103.988831 8.112327 103.988831\n",
- "2 69.732025 6.398403 69.732025 51.505543 5.268475 51.505543\n",
- "3 39.388409 4.640034 39.388409 34.674347 4.275979 34.674347\n",
- "4 28.131756 3.866695 28.131756 27.692772 3.827654 27.692772\n",
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- "19 11.117778 2.394921 11.117778 11.824350 2.360310 11.824350\n",
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- "26 9.859764 2.252545 9.859764 10.459204 2.239222 10.459204\n",
- "27 9.713793 2.271523 9.713793 11.134462 2.254570 11.134462\n",
- "28 9.868529 2.247317 9.868529 10.338126 2.218763 10.338126\n",
- "29 9.307846 2.224904 9.307846 10.477029 2.242280 10.477029\n",
- "30 9.090651 2.168821 9.090651 10.282516 2.224239 10.282516\n",
- "31 9.014149 2.188533 9.014149 10.177198 2.153015 10.177198\n",
- "32 8.744909 2.164945 8.744909 10.522911 2.226613 10.522911\n",
- "33 9.020723 2.207946 9.020723 10.507494 2.184844 10.507494\n",
- "34 8.781519 2.140479 8.781519 10.360873 2.295997 10.360873\n",
- "35 8.468283 2.115799 8.468283 10.011640 2.135673 10.011640\n",
- "36 8.357755 2.116824 8.357755 9.635697 2.110390 9.635697\n",
- "37 8.211731 2.107623 8.211731 10.262143 2.281520 10.262143\n",
- "38 8.281448 2.157730 8.281448 10.570223 2.250335 10.570223\n",
- "39 8.278201 2.070124 8.278201 10.093378 2.270190 10.093378\n",
- "40 8.265082 2.099927 8.265082 9.636299 2.118821 9.636299\n",
- "41 8.124822 2.086098 8.124822 9.540481 2.148956 9.540482\n",
- "42 7.512119 2.017386 7.512119 10.176338 2.157403 10.176338\n",
- "43 7.723448 2.040274 7.723448 9.509778 2.115561 9.509778\n",
- "44 7.411258 2.008291 7.411258 9.570114 2.092582 9.570114\n",
- "45 7.417708 1.981194 7.417708 9.861259 2.230442 9.861259\n",
- "46 7.077811 1.967764 7.077811 9.944820 2.244957 9.944820\n",
- "47 7.371243 2.003061 7.371243 9.661145 2.100175 9.661145\n",
- "48 7.123611 1.927446 7.123611 9.585645 2.103635 9.585645\n",
- "49 6.978843 1.930427 6.978843 10.193055 2.162076 10.193055\n",
- "50 6.884855 1.942071 6.884855 10.418103 2.333501 10.418103\n",
- "51 7.147726 1.980531 7.147726 9.417629 2.118321 9.417629\n",
- "52 6.824506 1.921721 6.824506 9.488361 2.129512 9.488361\n",
- "53 6.757942 1.891000 6.757943 9.805650 2.229327 9.805650\n",
- "54 7.123629 1.978724 7.123629 9.275468 2.090889 9.275468\n",
- "55 6.777099 1.936836 6.777099 9.289158 2.090047 9.289159\n",
- "56 6.527234 1.862703 6.527234 9.582511 2.137109 9.582510\n",
- "57 6.308619 1.845440 6.308619 9.423947 2.129577 9.423947\n",
- "58 6.280417 1.813460 6.280417 8.884837 2.053834 8.884837\n",
- "59 6.697522 1.930690 6.697522 9.340263 2.096867 9.340263"
+ "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",
+ "10 15.005485 2.629189 15.005485 16.712772 3.060955 16.712772\n",
+ "11 14.504658 2.598304 14.504658 16.218006 3.010324 16.218006\n",
+ "12 14.062922 2.534510 14.062922 15.758034 2.953404 15.758036\n",
+ "13 13.351891 2.487953 13.351891 15.338236 2.893596 15.338236\n",
+ "14 12.728955 2.442809 12.728955 16.277588 3.025899 16.277588\n",
+ "15 12.984575 2.468601 12.984575 15.769207 2.985414 15.769207\n",
+ "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",
+ "21 11.045137 2.292688 11.045137 13.940805 2.743148 13.940805\n",
+ "22 10.672622 2.261289 10.672622 13.575719 2.725669 13.575719\n",
+ "23 10.199870 2.241123 10.199870 13.600177 2.736569 13.600177\n",
+ "24 10.503133 2.211974 10.503133 12.934708 2.645854 12.934708\n",
+ "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"
]
},
"metadata": {},
@@ -1641,10 +1641,10 @@
"execution_count": 11,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:43.744939Z",
- "iopub.status.busy": "2021-01-26T10:05:43.744518Z",
- "iopub.status.idle": "2021-01-26T10:05:43.747187Z",
- "shell.execute_reply": "2021-01-26T10:05:43.746864Z"
+ "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"
}
},
"outputs": [
@@ -1652,7 +1652,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "min( val_mae ) : 2.0538\n"
+ "min( val_mae ) : 2.4535\n"
]
}
],
@@ -1665,10 +1665,10 @@
"execution_count": 12,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:43.759149Z",
- "iopub.status.busy": "2021-01-26T10:05:43.758817Z",
- "iopub.status.idle": "2021-01-26T10:05:44.803167Z",
- "shell.execute_reply": "2021-01-26T10:05:44.802794Z"
+ "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"
}
},
"outputs": [
@@ -1686,7 +1686,7 @@
},
{
"data": {
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MiQt3rHbjT1MuRUSkXbV8TMNU06PuCRERaVMKDU0WbWnoU2gQEZE2otDQZOqeEBGRdqXQ0GQaCCkiIu1KoaHJNOVSRETalUJDk2lFSBERaVcKDU2mFSFFRKRdKTQ0WVcqiYX7Q/kixVJL1pgSEREZs5Yv7jRlrFoJTz2O5XMs8I38PnzkRv9Qkendym4iIhJ/Cg3N8sDd8JPrATj6RX/F77uC0DCQKzC9O9XKmomIiDREv+I2Syo9vNuTGOmS0GBIERFpFwoNzZLuHN7tsZHQ0DeUb0VtRERExkyhoVmiLQ1WHN5XS4OIiLQLhYZmibQ0dDESGgZyxVqlRUREYkehoVkiLQ3R0NCv7gkREWkTCg3NEmlp6PSRLgl1T4iISLtQaGiWSEtDRWhQ94SIiLQJhYZmibQ0pCtaGtQ9ISIi7UGhoVkiLQ2pkronRESk/Sg0NEukpaGjONK6oNkTIiLSLhQamiXS0hANDeqeEBGRdqHQ0CyRloZkJDT0qXtCRETahEJDs0RCQ6KQG97XmAYREWkXCg3NEumeSOSjYxoUGkREpD0oNDRLJDRYIYe5A2ppEBGR9qHQ0CyJBHSkht+W12pQaBARkXah0NBMFY/HDqZaFkpOrqBplyIiEn8KDc0U6aKYOdLooNYGERFpCwoNzRRpaZiR8uF9hQYREWkHCg3NFGlpmJEcOazQICIi7UChoZnSI6FhekdpeF/TLkVEpB0oNDRTaqR7YnpypHtCq0KKiEg7UGhopkhLw7TESEuDuidERKQdKDQ0U6SlIRoa1D0hIiLtQKGhmaItDaaWBhERaS8KDc2U2nZxJ1BoEBGR9qDQ0EyRloauaGhQ94SIiLQBhYZmirQ0dKOWBhERaS8KDc0UWRGy0xUaRESkvSg0NFOke6KTkaCg7gkREWkHsQsNZtZjZk+YmZvZf9Q4f6CZ3WRmG8ysz8zuMbNX17lWwszOMrOHzWzQzJ4yswvNbNrEf5MaIt0T6dJIUBhQS4OIiLSB2IUG4AJgTq0TZrYfcC9wLPBl4ONAL3Crmb2mxkcuAr4K/BH4MHA98BHgFjNr/nePtDREQ4NWhBQRkXbQ0eoKRJnZkcCZwL8AF9Yo8kVgFvBSd18WfuZK4A/AZWZ2kLt7eHwBQVC40d3fEvkZTwCXAEuBaybqu9QUaWnoKOWH99U9ISIi7SA2LQ1mlgSuAH4C3Fjj/DTgTcCd5cAA4O5bgW8CBwCLIx95O2DAxVWXugLoB04Zv9o3KNLS0FEcCQ3qnhARkXYQm9AAnAUcBJxR5/xhQCfwqxrnfh1uo6FhMVAC7osWdPdBYFlV2eaItjREQkP/UIGwgURERCS2YhEazGxf4LPABe6+qk6xPcLt0zXOlY/Nryq/zt2H6pSfY2bpGucws9PN7IFRKz5WkZYGy+fo7AhuvwOD+WKdD4mIiMRDLEID8HXgCYJBi/X0hNtaIWCwqkx5v1bZeuWHufvl7n7UduqyYyItDeRz9HSmht9qrQYREYm7locGMzsFeC3wAXfPb6dof7jtrHGuq6pMeb9W2XrlJ16kpYHcED2dI+NQFRpERCTuWjp7wsw6CVoXfgQ8a2b7h6fK3Qwzw2PrgDVV56LKx6JdF2uAQ8yss0YXxXyCrovczn6HMdmmpSESGjSDQkREYq7VLQ3dwFzgRGBl5HVneP6U8P2pwHKC7oZja1znmHAbHYdwP8H3Ozpa0My6gEVVZZujqqWhO50cfquWBhERibtWr9PQB/x9jeNzgSzB9Mv/Ah5y961mdgtwkpkd7u6/AzCzXoJQsZLKmRLXAp8kWPfhnsjx0wjGMlw9vl+lAdsZ06BplyIiEnctDQ3hGIYbqo+b2T7h7uPuHj1/DnA8cJuZXQRsJggB84ETPTJv0d2Xm9llwBlmdiNBF8jBBCtC3kWzF3aCbVoapkW6J7QqpIiIxF2rWxrGxN0fM7MlwJeAs4E08CDwOne/vcZHzgRWAacTdIGsAy4FznX3UjPqXKGqpaE7NdI7pDENIiISd7EMDeFaDVbn3ArgzQ1ep0iwHHWtJambL5kMXsUiuNMbDQ1qaRARkZhr9UDIqSc90towPTnS2KExDSIiEncKDc0W6aLoTY4sHa3uCRERiTuFhmaLDIbsTYy0NKh7QkRE4k6hodkiLQ09Cg0iItJGFBqaLTXS0jDNRoKCuidERCTuFBqaLdI90YVaGkREpH0oNDRbpHui20Yeh63QICIicafQ0GwVLQ0jQWFA3RMiIhJzCg3NFmlp6PSRlgYtIy0iInGn0NBskZaGVCk/vOzlUL5IsdT8la1FREQapdDQbJGWhkQ+R3fkoVUDuWKtT4iIiMSCQkOzRZ90mc/REwkNGgwpIiJxptDQbNEnXeaG6EkrNIiISHtQaGi27bU0aAaFiIjEmEJDs1W0NKh7QkRE2odCQ7NFHo1NfohudU+IiEibUGhotmj3xDYtDfkWVEhERKQxCg3NlqpsaZhWMaZBUy5FRCS+FBqarbqlQd0TIiLSJhQamq2qpaFb3RMiItImFBqaraKlYahiTINWhBQRkThTaGi26imX6p4QEZE2odDQbBWLOw1p9oSIiLQNhYZm287iTno8toiIxJlCQ7NVtzSkNaZBRETag0JDs213GWl1T4iISHwpNDTbdsc0qHtCRETiS6Gh2ZIdYOFtL5XoGckM6p4QEZFYU2hoNrOK1oZUMU9HwgDIF0vkCgoOIiISTwoNrRAZ12D5fNWqkOqiEBGReFJoaIXtjGtQF4WIiMSVQkMrpLe3KqRmUIiISDwpNLRC1UOrNINCRETagUJDK1Q/HlurQoqISBtQaGiF6pYGPbRKRETagEJDK1S1NHRXDIRUaBARkXhSaGiFVHT2RNVASIUGERGJKYWGVqiYPTFId/ShVUOacikiIvHUUGjIZDLvzGQyh1UdS2cymRl1yr8yk8mcOx4VnJRS1d0TyeG36p4QEZG4arSl4VvA31YdOwfYUKf8q4DzdqhGU0G6ciDktM7U8Ft1T4iISFy1vHvCzA40s6vNbIWZbTKzfjN72My+ambz6pS/ycw2mFmfmd1jZq+uc+2EmZ0VXm/QzJ4yswvNbNrEf7PtqG5pSI+0NGj2hIiIxFXH6EUm3J7APOD7wGqgACwETgeWmtkid38ewMz2A+4Ny3wZ2AScBtxqZq9399urrn0R8JHw2hcCB4fvjzCz17h7aaK/XE1VLQ0VYxrU0iAiIjHV8tDg7j8DflZ93MzuBq4D3k0QEAC+CMwCXuruy8JyVwJ/AC4zs4Pc3cPjC4APAze6+1si130CuARYClwzIV9qNKn6izuppUFEROKq5d0T2/FkuJ0NEHYpvAm4sxwYANx9K/BN4ABgceTzbwcMuLjqulcA/cApE1HphlS0NOSqWho0e0JEROIpNqHBzLrMbI6Z7WlmrwX+Mzz1o3B7GNAJ/KrGx38dbqOhYTFQAu6LFnT3QWBZVdnmqmhpqFwRUt0TIiISV2PpnpiVyWReHH0PkMlk9iL4jZ7qc2N0KnBp5P0q4BR3vyd8v0e4fbrGZ8vH5keO7QGsc/ehOuVfbmZpd89VnzSz04HTP/jBD46h+mNQ3dLQqYGQIiISf2MJDR8NX9VWjU9VuAl4GOgFjiDoipgbOd8TbmuFgMGqMuX9WmWry28TGtz9cuDyTCbjjVR8zCpWhByiJzLlUi0NIiISV42Ghj8DE/MPaMjdVxPMngC4ycy+B9xvZt3u/kWCcQgQdFFU6wq3/ZFj/cBudX5crfLNU7EiZI7OjgQJg5JDrlCiUCzRkYxNz5GIiAjQYGjIZrP7THA9tuHuD5nZ/wEZglkTa8JT82sULx+Ldl2sAQ4xs84aXRTzCboutmllaIqqKZdmRne6Y/ix2P25AjO603U+LCIi0hpx/3W2G9gl3F9O0N1wbI1yx4TbByLH7if4fkdHC5pZF7CoqmxzVU25BCqfdKlxDSIiEkMtDw1mtnud48cBhxLOjAinVt4CvMrMDo+U6yUYRLmSypkS1xJ0qZxZdenTCMYyXD0+32AHVLU0AFUzKDTtUkRE4qeh7olMJtNNsGrjumw2u7nq3N4EKy++mmAWxV3AP2ez2UcbrMPXw+Wif06wNkMX8FKCxZe2AB+LlD0HOB64zcwuAjYThID5wInlhZ0A3H25mV0GnGFmNxJM3SyvCHkXrVrYCWq3NOjx2CIiEnONtjScQfCb/CHRg5lMZjrBP8BvBmYA04E3AHdmMpldG7z2d4D1wDuArwFfIuhS+E/gsKqFnB4DlhC0PpwN/DvQB7zO3W+tce0zgX8GFgCXEQSRS4E3tGwJaajZ0lDxpEt1T4iISAw1Onvir4Cnstnsr6uOfxB4McHzIN5J0DLwaYLlmz8KjPp4bHe/jmC56Ia4+wqCkNJI2SLBMycubPT6TVG1uBPANLU0iIhIzDUaGg6h9sDBkwjGDbw3m83+KTz20UwmcyLwehoIDVNS1ZRLqBwIqQWeREQkjhrtnpgLPBE9kMlkUgSLMD1SY/zCz4H9d756k1RHCixcRLNYgFJRT7oUEZHYazQ0dALJqmMLgBRVz3YIPU/l6owSZbbtky7TamkQEZF4azQ0PEsw/THq5QRdE7W6LaYDL+xEvSa/qqWkK9Zp0JRLERGJoUZDwy+BV2cymVfB8BTM08JzP61R/lBqP1hKyqrGNfSkI7Mn1D0hIiIx1GhouCjc3pbJZB4kGN9wGHBnNpt9JFowk8nMYGRapNSznYdWqXtCRETiqKHQkM1mHwDeDQwQLMG8G0G3xLtqFH8XkAZuG5caTlZVYxq61dIgIiIx1/CjsbPZ7Lczmcz3CLoe1kemWFa7BbgbWDEO9Zu8qhZ46u6cMfxWLQ0iIhJHDYcGgGw2O0DwIKjtlVm1MxWaMqpnT0zX4k4iIhJvLX9g1ZSV7hrZzw9VrtOglgYREYmhRh9Y9c4duXg2m71yRz43JaSrWho05VJERGKu0e6JbxGsydAoC8srNNRTvU6Dnj0hIiIxN5YxDQXgB8AfJ6guU0v1Og2Rp1wO5gq4O1ZealpERCQGGg0NdwGvAP6WYLrlFcB12Wx2cILqNflVtDTkSCYSdHYkGCqUKDkM5Yt0pcc0TlVERGRCNbpOw3HAgcC/EzyI6r+BZzKZzKWZTOawCazf5FXR0hA8Hju6lHSfBkOKiEjMjGWdhseAT2QymU8BbyZYRvqDQCaTyfwW+E/gu9lstm9CajrZVLU0AHSnO9jYF+xrgScREYmbMU+5zGazhWw2+71sNvs6YD/gC8A84HJgTSaTOXac6zg5VbQ0BL08PWnNoBARkfjaqXUastnsk9ls9jPA6QQPqOoF5o5HxSa9qsWdoLJ7QqtCiohI3OzwSLtMJrMH8N7wtTcwCHwbeHB8qjbJVS0jDehJlyIiEmtjCg2ZTCYBvAE4FXhd+PnlwEeBq7LZ7KZxr+FkVaOlQU+6FBGROGt0Rch9gfcB7yEYv9AH/A9wRTabvW/iqjeJVbQ0lAdCqqVBRETiq9GWhsfC7QPAecB3NEtiJ1W0NGw75VItDSIiEjeNhgYD8gStDOcC52YymdE+49lsdu+dqNvkVqOloUdLSYuISIyNZUxDCthzoioy5dRqadCUSxERibGGQkM2m9UjtMdbrZaGTj0eW0RE4kthoFVqLSMdGQip7gkREYkbhYZWqbGMdEVLg0KDiIjEjEJDq9RoaagYCKnuCRERiRmFhlap88CqMoUGERGJG4WGVqkODe4V6zSoe0JEROJGoaFVEgnoGFk2mnxOT7kUEZFYU2hopYpxDTmtCCkiIrGm0NBKFQs8DdLZkSBhwdt8sUShWGpNvURERGpQaGilqgWezKxi2qXWahARkThRaGil0ZaSVheFiIjEiEJDK6U17VJERNqHQkMrpWos8KTuCRERiSmFhlYapaVB0y5FRCROFBpaqVZLQ+ShVRrTICIicdLy0GBmB5jZBWb2azNba2ZbzGyZmX3KzKbVKH+gmd1kZhvMrM/M7jGzV9e5dsLMzjKzh81s0MyeMrMLa123JWq1NKh7QkREYqrloQF4L3AW8DhwAfBx4BHg88C9ZtZdLmhm+wH3AscCXw7L9gK3mtlralz7IuCrwB+BDwPXAx8BbjGz1n/3Wg+t0lLSIiISUx2jF5lwNwBfdPdNkWPfMLOVwKeA9wH/ER7/IjALeKm7LwMwsyuBPwCXmdlB7u7h8QUEQeFGd39L+cJm9gRwCbAUuGYCv9foUpXrNIBmT4iISHy1/Ldtd3+gKjCUXRtuDwUIuxTeBNxZDgzh57cC3wQOABZHPv92wICLq657BdAPnDIO1d850e6JXBAa9HhsERGJq5aHhu3YM9w+F24PAzqBX9Uo++twGw0Ni4EScF+0oLsPAsuqyrZGRUtDuLiTuidERCSmYhkazCwJnAsUGOlC2CPcPl3jI+Vj8yPH9gDWuftQnfJzzCxd41zzjNLSoCmXIiISJ7EMDQRdCscA57r7I+GxnnBbKwQMVpUp79cqW6/8MDM73cweaLi2O6pWS0NkyqW6J0REJE5iFxrM7HPAGcDl7v7FyKn+cNu57afoqipT3q9Vtl75Ye5+ubsf1ViNd8IoUy7VPSEiInESq9BgZucDnwb+G/hA1ek14XY+2yofi3ZdrCHogqgVHOYTdF3kdry246DG4k7TtE6DiIjEVGxCg5mdB5wHXAmcWp46GbGcoLvh2BofPybcRrsU7if4fkdX/ZwuYFFV2dYYbRlpdU+IiEiMxCI0mNm5wPnAVcB73L1UXSacWnkL8CozOzzy2V7gVGAllTMlrgUcOLPqUqcRjGW4evy+wQ6KtjQMbftobLU0iIhInLR8cScz+xDwWeDPwO3AP5pZtMhz7v7TcP8c4HjgNjO7CNhMEALmAydGWyfcfbmZXQacYWY3Aj8CDiZYEfIuWr2wE1S1NNRYEXJIsydERCQ+Wh4aGFkv4cXA/9Q4fxfwUwB3f8zMlgBfAs4G0sCDwOvc/fYanz0TWAWcDpwIrAMuJZiVsU1rRtPVXBEy8sCqXAF3pypEiYiItETLQ4O7vxt49xjKrwDe3GDZInBh+IqfinUagpaGZCJBZ0eCoUIJBwbzxYouCxERkVaJxZiGKatGSwNUPelSgyFFRCQmFBpaqUZLA+hJlyIiEk8KDa1Up6VBS0mLiEgcKTS0UnrbxZ2gctpl31C+mTUSERGpS6GhlaoXdwpnjHZr2qWIiMSQQkMrJZKQDAOCOxSCVoXK7gmNaRARkXhQaGi1mktJR550qdAgIiIxodDQajUeWlW5KqRCg4iIxINCQ6vVaGno0fMnREQkhhQaWq1GS0PFQEhNuRQRkZhQaGi11PYfj92vKZciIhITCg2tVrEqZI3uCU25FBGRmFBoaLWK7olBALo7K590KSIiEgcKDa02ykBIhQYREYkLhYZWG2XKpZ5yKSIicaHQ0Go1F3dSS4OIiMSPQkOrjba4k6ZciohITCg0tNooLQ3qnhARkbhQaGi1Go/HTnckSJgBkC+WyBdLraiZiIhIBYWGVot2T4QtDWZGT3TapVobREQkBhQaWq3G4k5Q1UWhwZAiIhIDCg2tVtHSMDS8qyddiohI3Cg0tFqdlgY96VJEROJGoaHV6rQ06EmXIiISNwoNrdbAmAZ1T4iISBwoNLRavTEN6p4QEZGYUWhotXotDZEpl1rgSURE4kChodXqjWnQ8ydERCRmFBparaKlYSQ0TNOTLkVEJGYUGlqt4oFVdQZCqqVBRERiQKGh1SoeWFWve0JTLkVEpPUUGlqtTktDj7onREQkZhQaWq2BlgZNuRQRkThQaGi1ZAdY+MdQKkEhCAh6yqWIiMSNQkOrmUF622mXamkQEZG4UWiIgxoLPFU85VKhQUREYkChIQ5qLPDUU/HsCc2eEBGR1lNoiIMaLQ1dVes0uHuzayUiIlJBoSEOarQ0JBNGZyoYDOnAYF6tDSIi0loKDXFQ56FVFU+61AwKERFpsZaHBjM7x8yuN7M/mZmb2apRyh9oZjeZ2QYz6zOze8zs1XXKJszsLDN72MwGzewpM7vQzKZNyJfZUfUeWqUnXYqISIy0PDQAXwBeDTwObNheQTPbD7gXOBb4MvBxoBe41cxeU+MjFwFfBf4IfBi4HvgIcIuZxeG7BxpoadAMChERabWO0YtMuP3c/U8AZvZ7ghBQzxeBWcBL3X1Z+JkrgT8Al5nZQR6OGDSzBQRB4UZ3f0v5Amb2BHAJsBS4Zty/zY5IRVeFrLOUtEKDiIi0WMt/2y4HhtGEXQpvAu4sB4bw81uBbwIHAIsjH3k7YMDFVZe6AugHTtnhSo+3rp6R/U0vDO92a9qliIjESMtDwxgcBnQCv6px7tfhNhoaFgMl4L5oQXcfBJZVlW2tvfcf2V/5++FdPR5bRETipJ1Cwx7h9uka58rH5leVX+fuQ3XKzzGzdI1zzXfAwpH9R5dDuCaDuidERCRO2ik0lNvwa4WAwaoy5f1aZeuVH2Zmp5vZA2Ou4Y7aY2+YNj3Y37IJnnkKgO60Zk+IiEh8tFNo6A+3nTXOdVWVKe/XKluv/DB3v9zdjxpzDXdUIgEvOXTk/crlQPVS0goNIiLSWu0UGtaE2/k1zpWPRbsu1hB0QdQKDvMJui5yNc61xgGR0PBoMK6hW90TIiISI+0UGpYTdDccW+PcMeE22qVwP8H3Ozpa0My6gEVVZVuvxrgGPelSRETipG1CQzi18hbgVWZ2ePm4mfUCpwIrqZwpcS3BYxvOrLrUaQRjGa6eyPqO2V77jUy93LAO1j1bMXuiX1MuRUSkxVq+uJOZvQPYO3w7F0ib2afD90+6+1WR4ucAxwO3mdlFwGaCEDAfONEjj4J09+VmdhlwhpndCPwIOJhgRci7iMvCTmXJJOx/CPw+bAB5dDk9uy0aPq2WBhERabWWhwbgfcArq459LtzeBQyHBnd/zMyWAF8CzgbSwIPA69z99hrXPhNYBZwOnAisAy4FznX30vh9hXFywMKR0PDIcrr3GhmLqdAgIiKt1vLQ4O6vGmP5FcCbGyxbBC4MX/EXHdew8vf0/I2mXIqISHy0zZiGKWGfl0A6nOyx9hmm9W8aPqXZEyIi0moKDXHSkYK/OHj47fSnHh7e1zoNIiLSagoNcRNZr6Fr1Yrh/YGcZk+IiEhrKTTETWRcQ2Ll70kmDIB8sUS+GL+xmyIiMnUoNMTNXxwEyWB8qj37FC9KjCxaqS4KERFpJYWGuEl3wr4HDL9dVHhmeF+DIUVEpJUUGuLogMOGdw8dWD28r2mXIiLSSgoNcRQZDHlQ30ho2LC13pO+RUREJp5CQxztf0jwuGxgj77n6S0OAvDTh1Zv71MiIiITSqEhjrp64MX7A2A4C4aCcQ33/PEZXtg62MqaiYjIFKbQEFcHjky9PC69HoBCyfnxg0+1qkYiIjLFKTTE1UtGQsNLC88O7//wwScpaL0GERFpAYWGuHrJArBgYafpa59kXlewv37LEPc+8lwrayYiIlOUQkNcTZsOe+4LgJVKnDw/P3zq5vtXtahSIiIylSk0xNlLRqZeLkmsHV5SevmfX+CJ5za3qlYiIjJFKTTE2YEjizz1PLmCJQftPvz+5geebEWNRERkClNoiLNISwNPPMqbF+0x/PZny59m62C+xodEREQmhkJDnM2YBbvvFewX8ixYfiv77jYdgKF8kdt+p8WeRESkeRQa4u6vThjetR9+l/e+qG/4/S0PrKLk3opaiYjIFKTQEHd//Xdw8BHBvjuL7/hv9k4OALDmhX5++/jaFlZORESmEoWGuEsk4bRPwKxdAbC+zVyw6XaSXgQ0IFJERJpHoaEdzJgFp58z/BCr3dev4n0b7gXg/pXPs+aFvu18WEREZHwoNLSLAw6Fv3vP8Nu3bFnGy/sfx4Ef/FatDSIiMvEUGtrJCW+Bw182/PZj625n9/wmfvzgU6xYvaGFFRMRkalAoaGdJBLw3n+GOS8CoNdzfHrdj8kPDfKJq37NvY88O8oFREREdpxCQ7uZNh3e/0noSAHwktxaPrbuZyRzA3zu+t/quRQiIjJhFBra0b4HwttOG357XP+jfOvpK3nTpmVc/uOH+ObtK7R+g4iIjDuFhnZ13Bvh2NcMv51ZGuSDG+7hijXf5vnbf8K/3fgguUKxhRUUEZHJRqGhXZnBe/4pWMNhzsiDrOYVNvPJdbdy0s++xv/LXsvm/lwLKykiIpNJR6srIDshkYCXHQdHLoE7f4j/4BqsbwsAB+ae58CHruQP/3I7j+z/cuYc99ccffB8utL6IxcRkR2jf0Emg1Qa/vrvsCV/jf/oWoo/vYmOYvAEzAWDa1jw+xvY/McfcOv0g3nmsFdy6NGHs3j/3ehMJVtccRERaSfmGjBXVyaTcYBsNtvqqozNC2t5/n/+k13/8EuSbPvnu7xzD34+61B69tqbvffenZfstyd777M7iXRnCyorIiIxY/VOqKVhMtplLrud9WnYuJ5NP/0ByV/eSu/WF4ZPLxxaw8Ln1sBzwAMjHyskOih09mAzZ5M8ZBEdhx8NBywMWjJERGTKU0vDdrRtS0O1Ugn++CB9P72F7j/eT8JLDX90KJFi9Zz9WLfPoeQPeimz992bfeZOZ1pXagIrLCIiLaSWhiktkYBDj2LaoUfBxvX4L3/K0B+WMbhxI6WtW0gO9TOtOEQH24aJzlKe/Z5/mP2efxjuu4F1yWmsS3TybEca6+yio6eHzmk9dE/vpXPmTGyXuTB7DoldwtesXYcXohIRkfam0DDVzNoVO3EpXScupSs85O78ee0Wfv/Yszz6+NMUn/oT+69dyUsHVrFXYWPFx+cU+5hT7IM8MABUnq5pQ7KHF1LT2dI9i8HeXSjM2hXbdTfSc1/EtPnz6d1lNtOnT2N6T5qOpGYBi4jElUKDYGbsvdsM9t5tBie+/ADgOIqlEms3DfKHJ56A5fcz4/GH2P3ZlaRK+TFff3axn9nFfhh8DjYAT21bpgQMWYq+RAe5RIpCMk2xI4WZkcCDlzsJShhOAsh39pDvnk6hZzreMx2mz8R6Z5CcMYNiZzfFVDfFdBfFdBeFdBfFVCeJjhS9XSmmdwfbzo4EeAlKDsUCDA2Gr4HIdgiSSZg9J3hNmx6skyEiMsUoNEhNyUSC3Wf3sPvsBXDkguBgPgcb11MY6Gft2o08//wG1q/byIYXNrF54xZSA1vYJb+V2YWt7Jrfwq7FPmYX+xpaQSwBdHue7mIeigNBS8Zoto79exVIYOGMklozSxqRT3SwtWsmfd0z2Nozi0JnD3SksI4UiVTklU6RTCRI4nRQIomHL0iaY+6YOQkHw8NORMfMSHZ2kejuxrp6oKsbOruDbToN+TwU8sGfR24oeJ/PQakI3dOgZ1q47Q33eyHdGYQj9+BVKoZbD7qvurogsZNTcAt5GOgPglaqM/jZGkQrMqkoNEjjUmmYO48OYN6LYV4DHynl8+Q3rqdvzbP0PfM0Q889h69/nsSmdXRveYFpAxvpKgyR8uYseV1r3MZYpUoFZvevZ3b/elg/DpWKiXwyTT7VRT7VSSEVtNB4IgkEAQd3zIOWHtzpKORJ5QfoyA/RkRskWSpsc81iMkW+s5t8uodcupt8qgszo8OCAJUIQ1S5NYlkEkskgm0yCYkOLJnEkgkskcAt2GI2soWRIFV+ld+XIn/eVrWTMLBEEJoSiXA/Gewnk8FYnFQq2JZfqVTw30FHjW1HB+RyQWgaHBjZlveLBSgUIvUsBMeKxSAMpruCa6U7R17l96nwfDo9cqwjFbR4hfcBS4y8z+cjP79/pA5Dg0GZchjt6oHuyL4lIPzzBcKQWQJnpP7FQuV3KRYjgTRstStfwz24L8nw1ZEK7234HgvrXvUqlSrrPNgfbgeCgFwsBsG3WIBiKdiWikFYnT4DemdA78xgOz3cJjuCelXXz8NWxnw+/F5Vfz6pNHR2Bfe8syv8cwj/fIb/UlX9AuKlkc8Pb8Nrlkojf+eSycq/dx2pkZ9TfpX/nMsKBcgPBb8w5HLhfg522yMI6hNMoUEmVCKVIjF3d2bN3Z1Zhy+qX7BUpDQ0xMDWPvo299G/ZSsDW/soFJ2CQwEouFF0yJegUCzhW7dA32YSWzeT7N9CanAr6YEtdOX66Szm6Crl6CoO0VnMDb8SNVoXiuHv+UUzBizFoKUYTIRbSzGY6CDtRXYtbmVOYSvTfOxdNO0gVcyRKuZgcPyumSzmSfbn6erfPH4XFZlKLBEGFIKAUKrzi8+Zn4dDj5rw6kzq0GBmCeCjwPuBfYC1wHXAue7e18KqSbVEkkR3D9O6e5g2d+7E/IzybxThb2QODBVKbB7Is3Uwz0Au+E255MHg0JI77pByp1hy1hSdP5dKeH8fHZtfoGPLC6Q2v4ANDVDK5ynl83g+jxeC31q8mKdUcgpuFLBg65D3IACVvBxYgp9ZivzsVDFPZzEXdNmU8nR7ju5Snk4vkLckQ9YxvM1Zkpx14Bg9nmNaaYje0hDTSjl6S0P0lIbo8gIljJIFAakUvtyMpJfoGYcgVMToT6QZsBRpL9Jbqj0jR0TGwEtBi8soVj/7AnseOvHVmdShAbgI+AjwfeBC4ODw/RFm9hr3MSxYIO3PrGL6pwFd6QRd6Q52m9ndunrVUSw5+WKJXKFIvlAiVyiRLxRJJCwYK5EwEmbBNhE0Xw7mCgzkigzkCmzIFXkmV6A/VyBXqPyrHl2fpeROoVCEoUFscIDE0ACWGyA5OEDwn0gQLjwMHOVtPpliKNnJUDLNQLKTvAWjRErBR0gapEsFeoqDdBWCV2d+kHyxxGARckVnsOgMFkoMFZxc0fFSuam5FL4KWKmElYrgDHePmIddJmHLUd6S5C1JgcTwft6SFOuMqLGwO8SAhJfCbhIf3u/wEikvBi+KpMv7kVfaC6SIvi8yZB0MJFIMWIqBRJp+SzMQtloFdUqQJ0nBkhQsEd4zI+0F0l6k04Ng2FkqBFsvkB7eFoffd5UKdFDEAPPydwleCXeKlmDA0vSHP7s/kQ7rlSZBiZ5Snp5Sjm7PBfueo7sUtMR5GGQrtgZFEhQi97n8HQokKsIoMBxIAZLhvUxSIuUlOob3i8ON+4mwu6D8Z1LChutbvn/l+5qzDgqWoEiCoiUoYhQsSRGjywvMLA0wozhYuS0NkvRSUD+jsp5Y8D0sST78+1OI/P1Je4Gu8M+lqzSy3+mV3XFesW/Df77b3qvEyN+5cHB3eaB3iiJdpTxd5Z9ZypOuCt5FjEHrIGcd4S8NHQwlOigUmzPzbNKGBjNbAHwYuNHd3xI5/gRwCbAUuKZF1RMZVTJhJBNJusbwjJCZPVNv4GGx5BRLpaArq1iiENl3IJVM0JE0OhIJOsL9ZCKBWdDNVSw5hWLkGqUSxWIQ2ArFUmTr5ItFSqXKlqiiO+5OvuTg0OlOyp3eUlCmVHKKHg6hIJitFHTd2/D7RpSDXgnoJ2ydCq8f3ZbD5mCuSH+uwGAYIgfCQOnuJBPl+2AjIdSCa1Z+bydfKFIo1R807B7cv3z4mXwh2FYb/nNIJkglg/tffe+LpRLb+VFTUsJLdHkeMIYsSdFq///gU3st4OAm1GfShgbg7QT/jV5cdfwK4EvAKSg0iLS9crjakQe4pjv00LaJ4O4USk6xWKIjGbSKNRqOysGnVBG6gq2HQWlkO7JfcidhNhwMOxIJksNh0YYDynAoCsNNvlgavo6HdQ+2AE5HIkGqI0G6I0kqGeyXA9BwWCpfq1AMr7ltCK3YljzyKgem4Dsw/LODn19+n0wa6Y4kneW6dCTo7EiS7gjqtNeuveP8p1jbZA4NiwlC+X3Rg+4+aGbLwvMiIjLOzIxU0kjtwGJtCTMSSYNxznPJBDsULLdnvK/XDibz8nt7AOvcfajGuaeBOWZWsy3XzE43swdqnRMREZmqJnNo6AFqBQYYmVTWU+uku1/u7hM/d0VERKSNTObQ0A901jnXFSkjIiIiDZjMoWENQRdEreAwn6DrItfkOomIiLStyRwa7if4fkdHD5pZF7AI0JgFERGRMZjMoeFagvkqZ1YdP41gLMPVza6QiIhIO5u0E0bcfbmZXQacYWY3Aj9iZEXIu9AaDSIiImMyaUND6ExgFXA6cCKwDriU4NkTWkJaRERkDCZ1aHD3IsEzJy5sdV1ERETa3WQe0yAiIiLjSKFBREREGjKpuyfGSyaTaXUVREREmsWz2WzNJ4yppUFEREQaYu56eHkzmdkDeq5FJd2TbemeVNL92JbuybZ0T7Y13vdELQ0iIiLSEIUGERERaYhCQ/Nd3uoKxJDuybZ0TyrpfmxL92RbuifbGtd7ojENIiIi0hC1NIiIiEhDFBpERESkIQoNE8zMEmZ2lpk9bGaDZvaUmV1oZtNaXbeJZmbnmNn1ZvYnM3MzWzVK+QPN7CYz22BmfWZ2j5m9uknVnXBmdoCZXWBmvzaztWa2xcyWmdmnav19mOz3A4a/49VmtsLMNplZf/jfylfNbF6d8pP6ntRiZj1m9kT439F/1Dg/6e9L+N1rvbbWKDvp7weAme1iZv9uZo+F/76sNbM7zOyvqsqN2/3QipAT7yKCx3F/n+DBWeXHcx9hZq+Z5E/b/ALwAvAgMGt7Bc1sP+BeoAB8GdgEnAbcamavd/fbJ7aqTfFe4EPAzcDVQB44Dvg88DYzO8bdB2DK3A+APYF5BP99rCb4vgsJnky71MwWufvzMKXuSS0XAHNqnZhi9+Ueth3Yl4++mSr3w8z2Bu4EeoH/Ah4FZgKHAfMj5cb3fri7XhP0AhYAJeB7Vcc/DDjwj62u4wR//7+I7P8eWLWdstcBRWBR5Fgv8CTwCOGg3XZ+AUcBM2sc/3z49+GMqXQ/RrlXfx/ek3+Z6vcEODL8H/4/hffkP6rOT4n7En73bzVQbqrcj3uAp4B5zbwf6p6YWG8HDLi46vgVQD9wSrMr1Ezu/qdGyoVN828C7nT3ZZHPbwW+CRwALJ6IOjaTuz/g7ptqnLo23B4KU+d+jOLJcDsbpu49MbMkwf8vfgLcWOP8lLsvZpY2s94656bE/TCzVwB/CXzZ3Z8xs5SZ9dQoN+73Q6FhYi0maGm4L3rQ3QeBZUyCv7zj5DCgE/hVjXO/DreT+V7tGW6fC7dT7n6YWZeZzTGzPc3stcB/hqd+FG6n3D0JnQUcBJxR5/xUuy9vJfiFa4uZPW9ml5rZzMj5qXI//ibc/tnMbgEGgD4ze9TMor+Mjvv9UGiYWHsA69x9qMa5p4E5ZpZucp3iaI9w+3SNc+Vj82uca3vhb5LnEjQ/XxMenor341RgLUFz660EY2BOcfd7wvNT7p6Y2b7AZ4EL3H1VnWJT6b7cB5xPEBzeBfycIEzdE2l5mCr348BwewWwC8H9eB+QA64ys/eE58f9fmgg5MTqAWoFBoDBSJlcc6oTW+VmtVr3arCqzGRzMXAM8El3fyQ8NhXvx03AwwR9rUcQNKnOjZyfivfk68ATwFe3U2bK3Bd3f1nVoSvN7CHgX4GPhtupcj+mh9stwHHungMws+8DfwK+YGb/wwTcD7U0TKx+gqahWroiZaa68j2oda8m7X0ys88R/KZ0ubt/MXJqyt0Pd1/t7re7+03ufh7Bb07/ZmbnhEWm1D0Jm5hfC3zA3fPbKTql7ksNXyH4pevE8P1UuR8D4fY75cAA4O4bCGZn7U7QGjHu90OhYWKtIeiCqPUHNp+g62KqtzJAcJ+gdjNZ+Vit5rW2ZWbnA58G/hv4QNXpKXc/qrn7Q8D/AZnw0JS5J+H/L75KMJ7jWTPb38z2B/YOi8wMj81iCt2XWsJAtYaR6ahT5X6sDrfP1jj3TLidzQTcD4WGiXU/wT0+OnrQzLqARcADLahTHC0naD47tsa5Y8LtpLlXZnYecB5wJXCqh3OgIqbU/diOboL+Wpha96SboGvmRGBl5HVneP6U8P2pTK37so3w/6V7MjKIeKrcj/Lg+j1rnCsfe56JuB+tnms6mV8Ei9Rsb52GU1pdxybei9HWabieYC7x4ZFj5bnEjzJ55lafG/7ZXwkkdD/Yvc7x48Lv/7MpeE9SBIP9ql8fDP/u/Dh8f8BUuS/ArnWOf4Vt1/OYCvdjNrCZoMWhN3J8HrAVeHSi7oeecjnBzOxSgn7r7xM0N5ZXhPwl8GqfxCtCmtk7GGlS/TCQJlgVE+BJd78qUnZ/gvScJ1hFczPBqmULgRPd/dZm1XuimNmHgP8A/gx8hiBQRj3n7j8Ny076+wHDA7fmEYyEf5Kgn/WlwFKCvtZXeTi/fKrck3rMbB+CgZGXufsZkeOT/r6Y2UUEvxnfQfDfTy/BtMPjgN8QDAYsr6Y66e8HgJmdTjA1+Q/A/yP4/+sHCf57eoO73xaWG9/70erENNlfQBL4GMHKW0ME/UdfJZIOJ+uLoDnV67zurFH+YOB/gY0E/2D8AnhNq7/HON6Pb23nfmxzTyb7/Qi/49uAHxJMtRwkGOD1MHAp8OKp9ndklHu1DzVWhJwK9wV4M8FU3KfDvyd9BGvdfBLommr3I/I9TyJYb6GPYCbFbcCSibwfamkQERGRhmggpIiIiDREoUFEREQaotAgIiIiDVFoEBERkYYoNIiIiEhDFBpERESkIQoNIiIi0hA9GltEJr1MJnM+wfM+jstms3e2tjYi7UuhQURGlclkGlkFTv8gi0xyCg0iMhaf3c65Vc2qhIi0hkKDiDQsm82e3+o6iEjrKDSIyLiLjiEgeNLpmcBBBA/V+QHwyWw2+2yNz72E4AmgxwNzgXXA7cDnstnsyhrlkwRP7HsHcCjBk/6eJnhY2r/V+cxbgX8Jyw8SPOTnY9ls9umd+MoiU4JmT4jIRDoL+AbwO+Bigqe9vge4N5PJzI0WzGQyi4EHgFOA+4F/J3iC38nAA5lM5qiq8mngJ8DXgb2Aa4BLgN8CfwcsqVGfDPBtgq6Uy4DfA/8A3J7JZDp39suKTHZqaRCRhoUtCLUMZrPZL9U4/nrgZdls9v8i17iIoOXhS8D7wmMGXAnMAE7JZrNXR8r/A/Bd4NuZTOaQbDZbCk+dD7wGuAX4+2w2OxT5TGd4rWqvAxZns9nlkbLXAG8nePzydfW+u4iopUFExua8Oq+z65S/KhoYQucDm4B/jPx2/3KC7otfRQMDQDabvRb4BXAg8Jcw3C2RAQaAD0QDQ/iZoWw2u7ZGfS6JBobQFeH26DrfQURCamkQkYZls1kb40fuqnGNTZlMZhnwSuBgYBlwZHj653Wu83OCwHAEcDdBwJgJ/Cabza4ZQ30eqHHsqXA7ewzXEZmS1NIgIhPpuTrHy4MgZ1Ztn6lTvnx8VtV2rIMXN9Y4Vgi3yTFeS2TKUWgQkYn0ojrHdw+3m6q2u9coCzCvqtzGcDt/h2smImOm0CAiE+mV1QcymcxMYBHBdMcV4eHyuIdX1blO+fiD4fZhguBwWCaT2WPnqykijVBoEJGJ9I5MJnNE1bHzCbojvhMZwPhLgumYfxmuozAsfP8K4FGCAZFks9kikAW6gW9UT5fMZDLp6imdIrLzNBBSRBq2nSmXADdls9llVcd+DPwyk8lcRzAu4S/D1yoiMy6y2axnMpl3AT8Frs1kMv9L0JpwIPC3BItCvTMy3RKCJa1fBrwReDSTyfwgLLcX8Frg48C3duBrikgdCg0iMhbnbefcKoKZEFEXAd8nWJfhH4CtBP+QfzKbzT4fLZjNZn8TLvD0aYL1F95IsCLkdwhWhHykqnwuk8m8DvgA8E7gXYABa8Kf+YuxfjkR2T5zb+ThdSIijdOjqEUmJ41pEBERkYYoNIiIiEhDFBpERESkIRrTICIiIg1RS4OIiIg0RKFBREREGqLQICIiIg1RaBAREZGGKDSIiIhIQxQaREREpCH/H2KmV4zh8sobAAAAAElFTkSuQmCC\n",
+ "image/png": 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\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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\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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3xaRkKDRkC83+8SIiIpsssqHBOZcHlgFbBIeWBdvZNYqXj4W7LpYBW5hZreAwG991sUHXxFiblExU9vsVGkREpI1ENjSYWRewLVB+vvMCfHfDwTWKHxRs54WOPYH/fgfUuO6cqrJNo+4JERFpVy0PDWY2s85HX8cP1LwDKlMr7wAON7N9Q+f3AmcAzzN0psTNgAPOr7rumfixDDeOQvVHrCfU0qDuCRERaSdRmD3xJTM7CLgfeBXoxc+eOAL4I3BtqOxFwAeAe83sKmAtPgTMBo53oYUTnHMLzOw64Fwzuw24i8EVIR9kMxZ22hxDxzSopUFERNpHFELDA8C7gdOBmUAR32rwReBK51x5pgPOuRfM7BDgW8DngU7gKeDYGktIg29leBk4Cz+gciU+hFzc7CWky3q7Qi0NGbU0iIhI+2h5aHDO/Rr49QjKPwec2GDZIv6ZE1dsWu1Gn2ZPiIhIu2r5mIaJpqdL3RMiItKeFBqaLDzlUrMnRESknSg0NNmQ7gmNaRARkTai0NBkk7o05VJERNqTQkOTacqliIi0K4WGJguHhn51T4iISBtRaGgydU+IiEi7UmhoMnVPiIhIu2r54k4TxsKn4cXnSGYH2Cdb4JnkLHKFEvliiURc2U1ERKJPoaFZFjwB9/wCA+Zs+X6eYRbg12qYNqnW07tFRESiRf/EbZau7sruZCtW9jWuQURE2oVCQ7N0dlV2J4VCQ79Cg4iItAmFhmZJhkPDYFDQUtIiItIuFBqaJTk4bqGHUGhQS4OIiLQJhYZmCXVPdLvB1gVNuxQRkXah0NAsoYGQXS7cPaGWBhERaQ8KDc0SamlIlsItDQoNIiLSHhQamiU0ELKzmKvsayCkiIi0C4WGZgmFhkQ4NGhMg4iItAmFhmYJh4ZCuKVB3RMiItIeFBqaJTSmIZ7PVvY1pkFERNqFQkOzhFoaYvkcOAeoe0JERNqHQkOzxOPQkQDAcCSDaZf96p4QEZE2odDQTKHWhvJaDeqeEBGRdqHQ0ExDQoPvllD3hIiItAuFhmYKDYbsCVoacoUS+WKpVTUSERFpmEJDM4VaGqYnBoOCFngSEZF2oNDQTKHQMDUeCg0a1yAiIm1AoaGZ6oSGfoUGERFpAwoNzRQKDZPj6p4QEZH2otDQTKGBkJNjxcq+uidERKQdKDQ0U6iloZfBoKBplyIi0g4UGpop2V3ZnWShlgatCikiIm1AoaGZksnKbveQlgaFBhERiT6FhmYKdU90u1Bo0EBIERFpAwoNzVRjGWnQmAYREWkPCg3NFJo90VXKVfY1pkFERNqBQkMzhVoaOovhlgaFBhERiT6FhmYKzZ5IFEMtDeqeEBGRNqDQ0EyhloaOwmBo6Ff3hIiItIHIhQYz6zGzl8zMmdl3any+m5ndbmarzazPzB42syPrXCtmZheY2UIzy5jZa2Z2hZlNGvtvUkMoNMQL2cq+uidERKQdRC40AF8Dtqj1gZntDDwKHAxcBlwI9AL3mNlRNU65CrgS+AtwHnAr8BngDjNr/ncPDYSM5cKhQd0TIiISfR2trkCYmb0XOB/4d+CKGkUuBaYB+znn5gfn3AA8C1xnZrs751xwfE98ULjNOXdS6Ge8BFwDnAzcNFbfpabQ4k6WyxAzo+QcuUKJfLFEIh7FDCciIuJF5reUmcWB64G7gdtqfD4JOAF4oBwYAJxz64EfArsCc0OnnAIYcHXVpa4H+oFTR6/2DQp1T1g2w6SuwcymBZ5ERCTqIhMagAuA3YFz63y+D5AEHqvx2R+CbTg0zAVKwOPhgs65DDC/qmxzhEIDuSy9nfHKW41rEBGRqItEaDCzHYGvAl9zzr1cp9isYLu0xmflY7Oryq90zmXrlN/CzDo3obqbLhaHxOCPnJYY/KhfoUFERCIuEqEB+C7wEn7QYj09wbZWCMhUlSnv1ypbr3yFmZ1lZvOGqcumC7U2TEu4yr66J0REJOpaHhrM7FTgaOBs59xwvzn7g22yxmddVWXK+7XK1itf4Zz7gXNu/2HqsulCMyimdpQq++qeEBGRqGvp7AkzS+JbF+4C3jCzXYKPyt0MU4NjK4FlVZ+FlY+Fuy6WAe82s2SNLorZ+K6LHM0WammYGguHBrU0iIhItLW6paEb2BI4Hng+9Hog+PzU4P0ZwAJ8d8PBNa5zULANdyk8gf9+B4QLmlkXMKeqbPOEQsOUeLGyr4dWiYhI1LV6nYY+4CM1jm8JpPHTL/8TeMY5t97M7gD+wcz2dc49DWBmvfhQ8TxDZ0rcDHwBv+7Dw6HjZ+LHMtw4ul+lQaHQMDlWBPwMCo1pEBGRqGtpaAjGMPyi+riZ7RDsvuicC39+EfAB4F4zuwpYiw8Bs4Hjyws7BddeYGbXAeea2W34LpA98CtCPkizF3YqC4WGSRYKDRrTICIiEdfqloYRcc69YGaHAN8CPg90Ak8Bxzrn7qtxyvnAy8BZ+C6QlcC1wMXOuVKN8mOvszo0eBrTICIiURfJ0BCs1WB1PnsOOLHB6xTxy1HXWpK6NUItDT0ujx/WoTENIiISfa0eCDnxhEJDtxsMCuqeEBGRqFNoaLZQaOgKLUuh7gkREYk6hYZmC4WGZGkwKPSre0JERCJOoaHZQgMhO4vhlgaFBhERiTaFhmYLtTQkioMLUqp7QkREok6hodlCoSGezxAzP0kkVyiRL7ZmFqiIiEgjFBqaLRQaLJtlUtfgrFetCikiIlGm0NBsodBALsOkZCg0aFyDiIhEmEJDs4VDQzbDpGSi8rZfoUFERCJMoaHZOqtCg7onRESkTSg0NNuQloYBekItDeqeEBGRKFNoaLYhoSFbNaZBLQ0iIhJdCg3Nluwe3M9Vd0+opUFERKJLoaHZOpOD+7kskzrjlbca0yAiIlGm0NBssdiQ4DAlPrigk8Y0iIhIlCk0tEJoBsWUuKvsa0yDiIhEmUJDKyQHWxp6bbB1QWMaREQkyhQaWiE0g2JIaFD3hIiIRJhCQyuEZlBMsmJlX90TIiISZQoNrRBqaehhsHWhX90TIiISYQoNrRAaCNnt1D0hIiLtQaGhFUItDV1usEtC3RMiIhJlCg2tEJo9kShkiZkBkCuUyBdL9c4SERFpKYWGVggNhLRsVk+6FBGRtqDQ0Arhh1blMlUPrdK4BhERiSaFhlboDD/pMsOk0OOx+xUaREQkohQaWiFZFRrUPSEiIm1AoaEVqkJDT6ilQd0TIiISVQoNrVDd0jBkTINaGkREJJoUGlqhaiBkTyg0DKilQUREIkqhoRWquyc6NXtCRESiT6GhFapmT3SHWxpyxRoniIiItJ5CQytUd090xitvB3JqaRARkWhSaGiFcGjIDJ09oXUaREQkqhQaWqFzaEtDd6ilQaFBRESiSqGhFboGnz2x4ZgGhQYREYkmhYZWSHQO7udzTEoM/jGopUFERKJKoaEVYjHoHHw8do8NzpjoV0uDiIhEVMfGi2xcKpXaFzgCMODhdDo9bzSuO64luyCXBaDHDa4Cqe4JERGJqoZaGlKp1KGpVOqGVCp1UI3PLgGeAq4A/gP4YyqVunJUazkehWZQ9DAYFNQ9ISIiUdVo98RHgI8Cz4UPplKpvwEuBkrAjcD3gFXAZ1Op1HGjWM/xJzk4GDJZGgwKA7kiJedaUSMREZFhNRoaDgb+mE6n11Qd/2fAAZ9Jp9P/mE6n/wU4FCgAn2rkwma2m5ndaGbPmdkaM+s3s4VmdqWZbVOn/O1mttrM+szsYTM7ss61Y2Z2QXC9jJm9ZmZXmNmkBr/32Am1NMTzWZKJwWmXGa0KKSIiEdRoaJgFPF/j+JFAH3B9+UA6nV4I3APMbfDa2wLbAL8CLgLOB34HnAU8aWZblQua2c7Ao/gQcxlwIdAL3GNmR9W49lXAlcBfgPOAW4HPAHeYWWsHgXbWf9KluihERCSKGh0IORN4M3wglUptDWwN3JtOp6t/yz0P/G0jF3bO/Tfw39XHzewh4Bbgk/iAAHApMA3Yzzk3Pyh3A/AscJ2Z7e6cb9s3sz3xQeE259xJoeu+BFwDnAzc1Egdx0RycPaEX+CpA/ADIzWDQkREoqjRf20PAO+oOvbeYPunGuWzwOb+5nsl2E4HCLoUTgAeKAcGAOfceuCHwK4Mbd04BT+b4+qq614P9AOnbmb9Ns+QpaQHhqwKqRkUIiISRY2GhoXAB1OpVLhl4nj8eIZHa5TfDnh9JBUxsy4z28LMtjWzo4HvBx/dFWz3AZLAYzVO/0OwDYeGufgBmo+HCzrnMsB8Gu8+GRtVS0n3hFeFVPeEiIhEUKPdE7/AdxH8VyqV+h7+X/WfBtbgxx9UO4SqmRYNOAO4NvT+ZeBU59zDwftZwXZpjXPLx2aHjs0CVjrnsnXKv8/MOp1zuRHWc3RULSXd06kxDSIiEm2NtjRci++GOBY/YPHbQCdwcTqdzoQLplKpA4EdgPtGWJfb8eMg/h74GvA2sGXo855gWysEZKrKlPdrla1XvsLMzjKzsV2gqmogZPj5ExrTICIiUdRQaEin01n8VMqLgbvxazJ8KJ1Of6dG8TnAr4E7RlIR59wS59x9zrnbnXNfAU4Hvm1mFwVF+oNtssbpXVVlyvu1ytYrH67LD5xz+zde+00QHtOQzQ7tnlBoEBGRCGp4Gel0Ot0HfKOBct9ncDzCJnPOPWNmfwJS+FkTy4KPZtcoXj4W7rpYBrzbzJI1uihm47suWtM1AUNDQy5DzzR1T4iISLRF/YFV3cCMYH8Bvrvh4Brlystbh7sUnsB/vwPCBc2sC98a0trnY4QeWOVnTyg0iIhItG32A6tSqVQCOAe/0JMBDwLXBV0aG2VmWzvn3qhx/AhgL+AB8FMrzewO4B/MbF/n3NNBuV78IMrnGTpT4mbgC/jFoh4OHT8TP5bhxsa/5RiobmkY0j2hFSFFRCR6GgoNqVTqH/FdE59Kp9P/HToeA34DHIUPDAD/CzgplUodVmPRp1q+GywX/T/4tRm6gP3wiy+tA/4tVPYi4APAvWZ2FbAWHwJmA8eXF3YCcM4tMLPrgHPN7Db81M098CtCPkgrF3aCIc+eIDs0NKilQUREoqjRloa/BSYT/Ks/5JTgszeAL+F/yV+A7y74NI2Nbfg5ftDjafjZEg4fHr4PXO6ce7Vc0Dn3gpkdAnwL+Dx+BsdTwLHOuVqzNc7HT908C7+uxEr8TJCLnXOlBuo2dpJVsyc6NXtCRESirdHQ8F7g0XQ6Xd1ufir+l/w/ptPp+wBSqdRvgVfxT8XcaGhwzt2CXy66Ic6554ATGyxbxD+y+4pGr980Vd0TWhFSRESirtGBkO8AFtc4/j7gzXJgAEin0+uBO/HjEaSeIctIq3tCRESir9HQMAX/NMuKVCq1C77L4vc1yi/BP1hK6qleRlqzJ0REJOIaDQ2rgR2rjpWf3VDrgVUdwPpNrdSE0FV/RUh1T4iISBQ1Ghr+BByfSqW2CR07GT+e4cEa5d/FCB9YNeFULSOt7gkREYm6RgdC/idwNPBYKpW6Df/AquOAF9Lp9JDuieBJmH+DX25a6ulMghk4B4U8PR1W+WggV8A5h5kNcwEREZHmavTZE7cCPwTeiZ/GeBz+CZdn1ij+IWA6tZ9+KWVmQ1aF7CjkSMT9H0fJQbbQ2hmhIiIi1RpeRjqdTp8FvB/4HH4Fxj3T6XStrol+/FoN/zUqNRzPhu2iyLegQiIiIvWNaBnpdDr9KPDoRsrcA9yzOZWaMJJdfjksqISGNf3+GVoD2SL0tq5qIiIi1aL+wKrxTatCiohIGxnxA6tSqdTB+GWZDwFm4WdQvA48AlyfTqcfG9UajmdJzaAQEZH20XBoCJ5mmQb+icGHU5XtErxOT6VS/xdIpdNpdcpvTPWTLrWUtIiIRNhIWhr+E/+sidX4mRS/A17DB4ht8Q+u+jQ+VHTiH0IlwxmylPQA3Z09lbdqaRARkahp9NHYR+EDw5PAh9Lp9BtVRRYC96VSqSvxj8o+NZVK3RB+jLbUUL2UdHJK5a3GNIiISNQ0OhDyTPyzJ/6uRmCoSKfTbwJ/BwxQew0HCRsypiE7dClptTSIiEjENBoaDgZ+m06nl26sYFDmTvwTMGU4ye7B/WzVQ6vU0iAiIhHTaGjYCnh+BNd9Adhy5NWZYJKDK0L67onwQ6uKLaiQiIhIfY2Ghn78Y7AbNRnIjLw6E8xw6zRoRUgREYmYRkPD88CRI7juEYysZWJiGrKM9MDQ7omsWhpERCRaGg0NdwJ7pFKp1MYKplKps4F342dRyHCGWdxJ6zSIiEjUNLpOwzXAecD/SaVSs4DL0+n0mnCBVCo1BbgQ/0Crt4BrR7Oi41LVQMhurQgpIiIR1lBoSKfTb6dSqZPwLQ4XAf+aSqWexC/u5PCPzN4PSOKnW344nU6vHpsqjyNVUy61IqSIiETZSB6N/RBwIHA/0IV/9sTJwCnBfhfwAHBQnUdmS7XqZaSTicpbTbkUEZGoGemjsf8CHJVKpXYA3g9sg19G+nXgkXQ6/RJAKpXqAjrT6fTa0a3uONNZPXtisKVB3RMiIhI1I37KJUA6nX4ZeHmYIt8FTtvU608Y4XUasgNDB0IqNIiISMQ03D2xCaqfhCnVqmZPJOIx4jF/2wolR66gaZciIhIdYxkaZGOqZk+Y2ZDWBnVRiIhIlCg0tNKQgZBZgCELPGkpaRERiRKFhlZKdIIFvTiFPBQKVUtJq6VBRESiQ6GhlcyGzqCoemiVpl2KiEiUKDS0WvVDqzSDQkREIqqhKZGpVEqd62Ol+vkT4bUa1NIgIiIR0ug6CpsyfdJtwjkTzwarQmpMg4iIRFOjz55QN8ZYqe6e6NSTLkVEJJoUBlqts7p7QmMaREQkmhQaWq16TEOoe6JPLQ0iIhIhCg2tptkTIiLSJhQaWm2D2RNaEVJERKJJoaHVhp09kW9BhURERGpTaGi1YWZP9KulQUREIkShodWGzJ4YGNLSoDENIiISJQoNrTakpSE7ZEyDVoQUEZEoaXloMLNdzexrZvYHM1thZuvMbL6ZfdHMJtUov5uZ3W5mq82sz8weNrMj61w7ZmYXmNlCM8uY2WtmdkWt67bMBrMnQstIq6VBREQipOWhAfgn4ALgReBrwIXAX4FvAI+aWXe5oJntDDwKHAxcFpTtBe4xs6NqXPsq4ErgL8B5wK3AZ4A7zCwK3x2S3YP7uerZEwoNIiISHY0+e2Is/QK41Dm3JnTse2b2PPBF4NPAd4LjlwLTgP2cc/MBzOwG4FngOjPb3TnnguN74oPCbc65k8oXNrOXgGuAk4GbxvB7NSaZHNzPZkgm4sQMSg5yhRKFYomOeDTyjYiITGwt/23knJtXFRjKbg62ewEEXQonAA+UA0Nw/nrgh8CuwNzQ+afgH7R1ddV1rwf6gVNHofqbr2oZaTOrmkGh1gYREYmGloeGYWwbbN8MtvsASeCxGmX/EGzDoWEuUAIeDxd0zmWA+VVlWyc5dPYEoFUhRUQkkiIZGswsDlwMFBjsQpgVbJfWOKV8bHbo2CxgpXMuW6f8FmbWOQrV3TxVAyEBrQopIiKRFMnQgO9SOAi42Dn31+BYT7CtFQIyVWXK+7XK1itfYWZnmdm8hmu7OYYMhPTVHfLQKq0KKSIiERG50GBmXwfOBX7gnLs09FF/sE1ueBZdVWXK+7XK1itf4Zz7gXNu/8ZqvJlqtDR0q6VBREQiKFKhwcwuAb4E/Ag4u+rjZcF2NhsqHwt3XSzDd0HUCg6z8V0XuU2v7Sip2T0xuFaDxjSIiEhURCY0mNlXgK8ANwBnlKdOhizAdzccXOP0g4JtuEvhCfz3O6Dq53QBc6rKtk5HAspLRhQLUMjTk0xUPtbsCRERiYpIhAYzuxi4BPgp8CnnXKm6TDC18g7gcDPbN3RuL3AG8DxDZ0rcDDjg/KpLnYkfy3Dj6H2DzWCmVSFFRKQttHxxJzP7F+CrwKvAfcDHzSxc5E3n3O+C/YuADwD3mtlVwFp8CJgNHB9unXDOLTCz64Bzzew24C5gD/yKkA8ShYWdypJJyATDK6qedKlVIUVEJCpaHhoYXC/hncBPanz+IPA7AOfcC2Z2CPAt4PNAJ/AUcKxz7r4a554PvAycBRwPrASuxc/K2KA1o2WS3cBqv5/LMCk0e0ItDSIiEhUtDw3OuU8CnxxB+eeAExssWwSuCF7RVd090akxDSIiEj2RGNMw4XUOfTz2kO4JtTSIiEhEKDREQdVS0uqeEBGRKFJoiIINZk/ogVUiIhI9Cg1R0BVaSjrTrxUhRUQkkhQaomDqjMH91SuHPHtC3RMiIhIVCg1RMGPLwf3VK6uecqnQICIi0aDQEAXTtxjcf2uFVoQUEZFIUmiIgulDWxrCYxoy+SLFUvVjOERERJpPoSEKwt0Tb60gZkZ36EmXGXVRiIhIBCg0RMHkqf5plwADfRvMoNC0SxERiQKFhigw22BcQ3gGhVaFFBGRKFBoiIpwaKiaQaGWBhERiQKFhqioGtcwZFXIrBZ4EhGR1lNoiIqq0KC1GkREJGoUGqJiSPfECq0KKSIikaPQEBUbrNUQWuBJLQ0iIhIBCg1RMaR7YugCT5o9ISIiUaDQEBUbjGnQUtIiIhItCg1RMWkydCb9fnaAqZavfKTuCRERiQKFhqioWuBpWnZtZV+zJ0REJAoUGqIkNBhyam4wNKh7QkREokChIUpmDLY0TO5/u7Kv7gkREYkChYYoCQ2G7AmFhgGtCCkiIhGg0BAloTEN3evfquz3Z/O1SouIiDSVQkOUhMY0dK5bXdkfyKmlQUREWk+hIUpC3RMda1ZV9jWmQUREokChIUpCocFWrwTnAL8ipAv2RUREWkWhIUq6J0GyCwDLZ9kilgPAAZm8uihERKS1FBqixGzIuIbZsYHKvtZqEBGRVlNoiJpQF8Us+iv7Cg0iItJqCg1RE1rgaetSX2VfS0mLiEirKTRETah7Ysvi+sq+ZlCIiEirKTRETWiBp5n5dZV9dU+IiEirKTRETWhMw/TcYGgYUGgQEZEWU2iImlBomJpdU9nv16qQIiLSYgoNURMKDb0DawYXeNKYBhERaTGFhqjp6oHuHgA6SgWmljKAxjSIiEjrKTREUXgGRcGPa1BLg4iItJpCQxTN2HDapVoaRESk1RQaomjGhi0NCg0iItJqCg1RFFqrYYugpUHdEyIi0motDw1mdpGZ3Wpmi83MmdnLGym/m5ndbmarzazPzB42syPrlI2Z2QVmttDMMmb2mpldYWaTxuTLjJYhYxqC7gmFBhERabGWhwbgm8CRwIvA6uEKmtnOwKPAwcBlwIVAL3CPmR1V45SrgCuBvwDnAbcCnwHuMLMofPfaQs+f0JgGERGJio5WVwDY2Tm3GMDM/owPAfVcCkwD9nPOzQ/OuQF4FrjOzHZ3zi9sYGZ74oPCbc65k8oXMLOXgGuAk4GbRv3bjIYZG7Y0DGhxJxERabGW/2u7HBg2JuhSOAF4oBwYgvPXAz8EdgXmhk45BTDg6qpLXQ/0A6ducqXHWqh7YmZxPeacWhpERKTlWh4aRmAfIAk8VuOzPwTbcGiYC5SAx8MFnXMZYH5V2WhJdkGPb3BJUGJaqZ/+bIGgEUVERKQl2ik0zAq2S2t8Vj42u6r8Sudctk75Lcyss9YPMrOzzGzeJtd0NFR1UZScI1cotbBCIiIy0bVTaOgJtrVCQKaqTHm/Vtl65Succz9wzu0/4hqOpiELPGlVSBERab12Cg39wTZZ47OuqjLl/Vpl65WPltC4hi0KfQD0aVyDiIi0UDuFhmXBdnaNz8rHwl0Xy/BdELWCw2x810VuFOs3uqaHp10GLQ0KDSIi0kLtFBoW4LsbDq7x2UHBNjwO4Qn89zsgXNDMuoA5VWWjp8a0y7fW1+ttERERGXttExqCqZV3AIeb2b7l42bWC5wBPM/QmRI3Aw44v+pSZ+LHMtw4lvXdbDUeWvWnl1e2qjYiIiKtX9zJzE4Dtg/ebgl0mtmXgvevOOd+Gip+EfAB4F4zuwpYiw8Bs4HjXWhOonNugZldB5xrZrcBdwF74FeEfJCoLuxUNmRMgw8N815YwT//basqJCIiE13LQwPwaeCwqmNfD7YPApXQ4Jx7wcwOAb4FfB7oBJ4CjnXO3Vfj2ucDLwNnAccDK4FrgYudc9Gevzhj6EOrYq7EqyvXs3zNAFtN7W5hxUREZKJqeWhwzh0+wvLPASc2WLYIXBG82kuiE3qnwvo1xHFML/azqqOXeS+u4Lj3vrPVtRMRkQmobcY0TEg1Hlw174XlraqNiIhMcAoNUTZjw3ENf3ppFYVitHtWRERkfFJoiLLQYMidEn4Ry/5cgb8sGfYJ4iIiImNCoSHKQgs8vXvS4MJO815Y0YraiIjIBKfQEGWh7ontYgOV/XkvKjSIiEjzKTREWSg0TM+voyNmALz45lpWrcvUO0tERGRMKDREWWhMQ/ztVez5zhmV908uVmuDiIg0l0JDlE2fObj/9lvM3XEwNGhcg4iINJtCQ5R1JGDKdL/vShyw5eBaXE8uXkmxpKmXIiLSPAoNURda4Omd/W8yc7J/0vf6TJ6/LlvTqlqJiMgEpNAQde/au7Jr//1r9t95cJyDuihERKSZFBqi7qgTIRb8MS2cz+G9/ZWPNPVSRESaSaEh6ma+A/Y/tPJ274X3EzM/9XLRsrd5uy/bqpqJiMgEo9DQDo45qbKb+NMjvC8Y5uCApxavbE2dRERkwlFoaAfbvwt2n+P3SyU+0vdM5SN1UYiISLMoNLSLYz9c2d31xcfoLfoVIee9uIKSc62qlYiITCAKDe1iz/1g9g4AxHJZTso+B8Ca/hwvvrG2hRUTEZGJQqGhXZjB0YNjG05Y+zQJVwTgiReWt6pWIiIygSg0tJMDD4dpfmnp3uw6jly/ENC4BhERaQ6FhnbSkYAP/F3l7Unr/oQ5x3NLVvPC61odUkRExpZCQ7s57Djo6gFg+/xqDhh4mZKDr//iSdYO5FpcORERGc8UGtpNzyQ49IOVtx9b/ycA3nh7gG//aj7FkmZSiIjI2FBoaEdH/R3E4wDsObCU3bJvAH5sw40PPd/CiomIyHim0NCOZmwJcw+rvL0gsaiyf+PDz/OHRW+2olYiIjLOKTS0q2MGF3va8bWn+Xru9yRcAYDLbp/P0rf6WlUzEREZpxQa2tV2O8F7D6m8PeD1p7hmxW1sVVhLX7bA1299kkyu0MIKiojIeKPQ0M4+fSEceETl7U4Db3Ld6zez38ArvLR8HVffuQCnJaZFRGSUKDS0s2QXnPHvcMo5lYGRU0oZvrH8v/j424/zwIKl3PDgInKFYosrKiIi44FCQ7szgw+cCBdeXlktMgacvuaPfHXFb7j7/vl8Ov0g98x/jWKp1Nq6iohIWzM1X9eXSqUcQDqdbnVVGrNmNXz/m7BowZDDLyS24Knud/LKVrsy99jDOXTf7YmZtaiSIiIScXV/QXQ0sxYyxqZOh3/7Ftz2I7jnF5XDu+RXskt+Jax9isx1v+DZydvTu98BvPN97yP+zp0qXRsiIiLDUWgYb+Jx+MgZ8K694N5f4l74C1YaHNPQ5QrsvfZFuP9FuP/n5OKdrN9mJ3r23IeuPfaBnXaHnt4WfgEREYkqhYbxas5BMOcgLNMPC58m98w8Mn/6I1PWrRxSrLOYY8aShbBkIdxzCw4ju9W2JN69L/E95sBu+0DvlNZ8BxERiRSNaRhG241paMDaV17hmd/eR3zRM+zct5StiuuHLe8w1syYTW6Xveidsz89e+wFk6ZATGNoRUTGKY1pEG/K9tvz/rM/Tck5Fr+xlseeWcSaZ+YzZdkL7JF9nV1yK4gzGCQNx7S3lsDjS+DxuwEoYWQ7eyh092K9U+iYOpXktOnY1OkwYyuYuaXfztjKP2BLRETGBYWGCSpmxi7bTGWXbebCMXNZN5DnqcUruHvhUnKL/sx2K15gn8xSdsu9OSREAMRwdOf6INcHa96EpfV/Tr6zm/zUmT5cdPfQ0dODJbv8GhOdXZBMDu53JqteweeJzqHH4x1+qmmj8jlYv9a/chlIlH9mcL1k18ivKSIyASk0CACTuxMctucsDttzFjCX/myBl5av5e5Xl5N77mkmv/Ic269azKz820xyuYavm8gNkFixBFaMXl2dxaCzE0skobPTh4rwKxaH/nWhoJDd+EVjMeieBFNn+PUuppW3M/2xIYNDq7r04gno6oZkt992dfswUg4hzkEh78NLLutf+ZwftJoIQlEi4ffj8fYIL6WSr2c71FVERo1Cg9TUk+xgz+1msOd2M+CQ3QEoFEu8vrqfBcvXsHzZm7y9fCXrVr7FwFtv0dG/jhnFfrYsrmOrgn9tWVxPlxv951+YK0E241+jpVSCvnX+teyVzb+emQ8RruRDQqNjhyzmA4TVGTNiBh0d0JHwYaMj4ct3BC8I/azQz7QYdPVAd08QbIJt9yRfvn/94PfvW+9DV986X/dCAYoFKBYHt67kf97kqTBpMvROhd7QtqPTB7FYzIe4WMwHoljMV8s5Xz8Xepn571RpBQq2yaQPVLGYLxOL+e9T3gdfr0LBh7PKfsHXM97h69ARH9yPB/vxuP8e4W0s7v8+5HOQz0MhNxj08nl//5Pd0NXlt4nO2uGpHBYLeX/PYvHgzy6ow2gpFGCgb/DV3+frM3kqTJnm/3yG+3nO+e+WGfD3oKtbY5ZqKRRg+VL//4elr8Cat2D6FrDVLP96x+wJMfNMoUEa1hGPsd0WvWy3RS+8e/aQz9Zn8qxcm+Gt9VlWr8+wuC/L2+uzZFavxq1aTmHdWrJ9fZDN0lXK0+WCV6lA0hVIujxJV6DLFUiWQvuuQLJUoDMo0+UKG3SXbEyBGGtjXayLdzFgieBagz+ryxXoYJRXy3QOMv2bcF6psZaRKCjkYfVK/xpPzBoPeRAEsiDglEpBq1IQFoY7JxxUKiHIBvfNAKs/JK0cFjb298XMD16ePNW/AAb6/d/PgT6/XywMLd/V48cj9fT6YNnd448Xi/5VqtqWg191EIQgpIXCYywIZuXviw1+3/J3Lv93kM/5fxyU98vfNdxlGd4fEo6q/gxjMR8UOxLBtiMUFGNg5foFfwaxmP9ubyzxQeHNpUPvUy29U3yAmLGlv4YrDb0frjR4T2LV9yTm65wPWiXLIbW8Xw7WlTAeG6xnLAYnnOqn2o8xhQYZFb1dCXq7Euyw1eRhy2XyRd5al2HVugyr1mVZtT5Df7bAW/ki2UKRbL5INl8iky+SyRfI5UvkguO5QolsoUgxl8flssSDwNHpinSGth2uxPpYkrWxLtbGu+m3xEab0eOuyORSlhnFPmYW+5hZCLbFPmYW19NdyuNC//d2wa45SFCku5Sj2+XpLuXpdjmSbujzPvLEyFkHmVgHOesgZ3HizgX19nVPbkIgkjEw0hllruR/8Q6MICS6EhRKwweL0eIcrF/jX683WL7carFq+ZhXb1wpd4kuXtj8n33kCU35MQoN0lRdiTizZkxi1ozNm1XhnCNbKNGXydOfLdCXLQRb/34gV2AgV2QgW6A/VyCTK9KfK5AvFInHYnTErbLtCLYAhaIjXyzRVyjxdrHEwmKJfKGIc76lpXJezOiIx4jHjIFcgdXrs6zuy/LW+iy5Qom4K9LlCn6miXVQqtfdUCXmSnS6Qt1/XBqOhCuRCAJSwhWD/SIdFCvBpvrXXtyV6HF5eko5ul2OnlKOnlKeSS6Lw1gXS7Iu1hW8kqyPdbEuniRjCQoWo0CMgsUpWIwiMUoYSVdgSinD1OIAU0oZJgf7k0sZEq5EjBJxHDHniFOqbF3lm/iZOJif2ms4OkvFSotSV9D6VG5piuGI4TDnBveDqxXwdStYnHyorg4jTom4K9HhSoP7BO8r+0U6XIkOipUH8mQtHgS8DrIWJx+EvYQr0u3ydJXydLs8na7+A+HC9y2Oo8MVibviqD70p4QxEE/SH0/SH0vSH+skhvN/FsV+JhU23o1XjHVQSCSJlYok8qPY7TfezNgSZm3vXzO29K1sy5fhli+D5cuwfOPjvUZdg/+P2VzjOjSYWQz4LPDPwA744Xi3ABc75/paWDXZTGZGVyJOVyLOzOEbN5rKOUd/OUSsz1Io1f5Xq3NQLJUqLSj5om9RyRX8sWLJh5dCsVQJMsVSiXylbGnIeQNBK0wuX6q02OQKw3e5JIIQZGaUSo5iyVFyjlLJNdTekbUEK2IJVnRE6A9gFMRcKQgzjQ3yLAfErlKeosXIW5w8cfIWx9W5RiwIMR34sGJB3Is5H4RiwZ9AbJg/iSIx+mKdDGykJS3uikwtZphaGmBqcQBnRp910h/rpC/WSX8sSd4Gm/VjrsSkUo5JpSyTXI7eUpaeUhYwihgFi1PEKFqMEjGKZpX45jCc2ZBax4KQFw6O5WNWeYG5YIvDYWSsg1ysg6yVXwmyQT2TQWhOhl6drkBsmFaiGCUSLgiIQWjscEUSFCv1iTlH3ErEgHhQrxWd01jSNZPXu7Ygl+gihhF/w+BNyOV7yea3I5Mo4rYpMbPYx6zC28wo9lfuR2dHnERnnGQiQbIzTiIeI26OjuBndlAK7o/DzCjGOyjGE5Q6En4bT1CKd2DxODEXBHFc5Rx/Tx3vnrot29X99qNnXIcG4CrgM8CvgCuAPYL37zGzo5xzeuyjjCozY1IywaRkgm1ntnZQVMk5Hy7yRQqlEh3xGJ3xWKWFxIb5RVMOD4WSI1coDgkrft8HG99V6yiFtqXgf9yusvXXdPjy5Z8dM/PdzGbEYuZbxXO+xai/vA1emXwx6AL3dY6ZVd6XnPPdWbkimbwPTJm8b13KF0vgoBT87JILtiVXGS4QM79TvnZ5SMNgaCuRLzoKxRLFGiGwaHH6LE5fLNn4n43FyFmMXBP+F1y0OG91TOItGmvdK1mMdXE/Biiq1rXih2aB7DDjR8xY2dHLyo46/90XgtcmcTVODsZ/BL6yf4dCw+Ywsz2B84DbnHMnhY6/BFwDnAzc1KLqiYy5WKg1ZlPOjcWNjjibdP54NTQgVe2XfDBiSHAaDCqFUoliMdSCVPJhpFgqVYJTLLwNglG9nwkQj8VIVHW1xeNGseQqXXO+u67IQM534xWKJUqhVqVisA1f1wXf1QVvHNARs6B1yr8S8cEuumyhRCZXGAxtQYDL5Iuh4DXYalb+/pVAWfWzSm7wPg7eQ19HcEPukx8/aRjlFjxXudfFUolC0IpWZpQbZoJzofLdN2dEUcyMrk7/31ssZpXA2yzNenLxuA0NwCn4vw9XVx2/HvgWcCoKDSIyAmZGPPiFI+3DOTdsy1q4XCkcUoJQVSy5Shdeeb/kHMlEnGQQzDviG44pKJacD2uZPH3B2KtMrlAJQpXwFnofrkM5NBWD47U+K19juya1bI7n0DAXKAGPhw865zJmNj/4XERExrlGAkO5XNwgPkqhMB6zysyy8WI8r+AxC1jpnKvVCbUU2MLMOmudaGZnmdm8Ma2diIhImxnPoaEHP3SllkyozAaccz9wzu0/JrUSERFpU+M5NPQD9YYzd4XKiIiISAPGc2hYhu+CqBUcZuO7Llq4EoeIiEh7Gc+h4Qn89zsgfNDMuoA5gMYsiIiIjMB4Dg0346f8nl91/Ez8WIYbm10hERGRdjZup1w65xaY2XXAuWZ2G3AXgytCPojWaBARERmRcRsaAucDLwNnAccDK4Fr8c+e0BLSIiIiIzCuQ4Nzroh/5sQVra6LiIhIuxvPYxpERERkFCk0iIiISEPGdffEaEmlUq2ugoiISLO4dDpd8wEcamkQERGRhlj5+enSHGY2T8+1GEr3ZEO6J0PpfmxI92RDuicbGu17opYGERERaYhCg4iIiDREoaH5ftDqCkSQ7smGdE+G0v3YkO7JhnRPNjSq90RjGkRERKQhamkQERGRhig0iIiISEMUGsaYmcXM7AIzW2hmGTN7zcyuMLNJra7bWDOzi8zsVjNbbGbOzF7eSPndzOx2M1ttZn1m9rCZHdmk6o45M9vVzL5mZn8wsxVmts7M5pvZF2v9fRjv9wMq3/FGM3vOzNaYWX/w38qVZrZNnfLj+p7UYmY9ZvZS8N/Rd2p8Pu7vS/Dda73W1yg77u8HgJnNMLP/MLMXgt8vK8zsfjP7m6pyo3Y/tCLk2LsK/zjuX+EfnFV+PPd7zOyocf60zW8CbwFPAdOGK2hmOwOPAgXgMmANcCZwj5l90Dl339hWtSn+CfgX4L+AG4E8cATwDeCjZnaQc24AJsz9ANgW2Ab/38cS/PfdG/9k2pPNbI5zbjlMqHtSy9eALWp9MMHuy8NsOLAvH34zUe6HmW0PPAD0Av8JLAKmAvsAs0PlRvd+OOf0GqMXsCdQAn5Zdfw8wAEfb3Udx/j77xTa/zPw8jBlbwGKwJzQsV7gFeCvBIN22/kF7A9MrXH8G8Hfh3Mn0v3YyL36SHBP/n2i3xPgvcH/8P81uCffqfp8QtyX4Lv/uIFyE+V+PAy8BmzTzPuh7omxdQpgwNVVx68H+oFTm12hZnLOLW6kXNA0fwLwgHNufuj89cAPgV2BuWNRx2Zyzs1zzq2p8dHNwXYvmDj3YyNeCbbTYeLeEzOL4/9/cTdwW43PJ9x9MbNOM+ut89mEuB9mdijwfuAy59zrZpYws54a5Ub9fig0jK25+JaGx8MHnXMZYD7j4C/vKNkHSAKP1fjsD8F2PN+rbYPtm8F2wt0PM+sysy3MbFszOxr4fvDRXcF2wt2TwAXA7sC5dT6faPflw/h/cK0zs+Vmdq2ZTQ19PlHux3HB9lUzuwMYAPrMbJGZhf8xOur3Q6FhbM0CVjrnsjU+WwpsYWadTa5TFM0KtktrfFY+NrvGZ20v+Jfkxfjm55uCwxPxfpwBrMA3t96DHwNzqnPu4eDzCXdPzGxH4KvA15xzL9cpNpHuy+PAJfjgcDrwP/gw9XCo5WGi3I/dgu31wAz8/fg0kAN+amafCj4f9fuhgZBjqweoFRgAMqEyueZUJ7LKzWq17lWmqsx4czVwEPAF59xfg2MT8X7cDizE97W+B9+kumXo84l4T74LvARcOUyZCXNfnHMHVh26wcyeAf438NlgO1Hux+Rguw44wjmXAzCzXwGLgW+a2U8Yg/uhloax1Y9vGqqlK1Rmoivfg1r3atzeJzP7Ov5fSj9wzl0a+mjC3Q/n3BLn3H3Oududc1/B/8vp22Z2UVBkQt2ToIn5aOBs51x+mKIT6r7UcDn+H13HB+8nyv0YCLY/LwcGAOfcavzsrK3xrRGjfj8UGsbWMnwXRK0/sNn4rouJ3soA/j5B7Way8rFazWtty8wuAb4E/Ag4u+rjCXc/qjnnngH+BKSCQxPmngT/v7gSP57jDTPbxcx2AbYPikwNjk1jAt2XWoJAtYzB6agT5X4sCbZv1Pjs9WA7nTG4HwoNY+sJ/D0+IHzQzLqAOcC8FtQpihbgm88OrvHZQcF23NwrM/sK8BXgBuAMF8yBCplQ92MY3fj+WphY96Qb3zVzPPB86PVA8PmpwfszmFj3ZQPB/0u3ZXAQ8US5H+XB9dvW+Kx8bDljcT9aPdd0PL/wi9QMt07Dqa2uYxPvxcbWabgVP5d439Cx8lziRYyfudUXB3/2NwAx3Q+2rnP8iOD7//cEvCcJ/GC/6tc5wd+d3wbvd50o9wWYWef45Wy4nsdEuB/TgbX4Fofe0PFtgPXAorG6H3rK5Rgzs2vx/da/wjc3lleE/D1wpBvHK0Ka2WkMNqmeB3TiV8UEeMU599NQ2V3w6TmPX0VzLX7Vsr2B451z9zSr3mPFzP4F+A7wKvBlfKAMe9M597ug7Li/H1AZuLUNfiT8K/h+1v2Ak/F9rYe7YH75RLkn9ZjZDviBkdc5584NHR/398XMrsL/y/h+/H8/vfhph0cAf8QPBiyvpjru7weAmZ2Fn5r8LPB/8f9/PQf/39P/cs7dG5Qb3fvR6sQ03l9AHPg3/MpbWXz/0ZWE0uF4feGbU12d1wM1yu8B/Bp4G/8L4xHgqFZ/j1G8Hz8e5n5scE/G+/0IvuNHgTvxUy0z+AFeC4FrgXdOtL8jG7lXO1BjRciJcF+AE/FTcZcGf0/68GvdfAHommj3I/Q9/wG/3kIffibFvcAhY3k/1NIgIiIiDdFASBEREWmIQoOIiIg0RKFBREREGqLQICIiIg1RaBAREZGGKDSIiIhIQxQaREREpCF6NLaIjHupVOoS/PM+jkin0w+0tjYi7UuhQUQ2KpVKNbIKnH4hi4xzCg0iMhJfHeazl5tVCRFpDYUGEWlYOp2+pNV1EJHWUWgQkVEXHkOAf9Lp+cDu+Ifq/Ab4QjqdfqPGee/CPwH0A8CWwErgPuDr6XT6+Rrl4/gn9p0G7IV/0t9S/MPSvl3nnA8D/x6Uz+Af8vNv6XR66WZ8ZZEJQbMnRGQsXQB8D3gauBr/tNdPAY+mUqktwwVTqdRcYB5wKvAE8B/4J/h9ApiXSqX2ryrfCdwNfBfYDrgJuAZ4Evh74JAa9UkBP8N3pVwH/Bn4GHBfKpVKbu6XFRnv1NIgIg0LWhBqyaTT6W/VOP5B4MB0Ov2n0DWuwrc8fAv4dHDMgBuAKcCp6XT6xlD5jwH/D/hZKpV6dzqdLgUfXQIcBdwBfCSdTmdD5ySDa1U7FpibTqcXhMreBJyCf/zyLfW+u4iopUFERuYrdV6fr1P+p+HAELgEWAN8PPSv+/fhuy8eCwcGgHQ6fTPwCLAb8H6odEukgAHg7HBgCM7JptPpFTXqc004MASuD7YH1PkOIhJQS4OINCydTtsIT3mwxjXWpFKp+cBhwB7AfOC9wcf/U+c6/4MPDO8BHsIHjKnAH9Pp9LIR1GdejWOvBdvpI7iOyISklgYRGUtv1jleHgQ5tWr7ep3y5ePTqrYjHbz4do1jhWAbH+G1RCYchQYRGUvvqHN862C7pmq7dY2yANtUlXs72M7e5JqJyIgpNIjIWDqs+kAqlZoKzMFPd3wuOFwe93B4neuUjz8VbBfig8M+qVRq1uZXU0QaodAgImPptFQq9Z6qY5fguyN+HhrA+Hv8dMz3B+soVATvDwUW4QdEkk6ni0Aa6Aa+Vz1dMpVKdVZP6RSRzaeBkCLSsGGmXALcnk6n51cd+y3w+1QqdQt+XML7g9fLhGZcpNNpl0qlTgd+B9ycSqV+jW9N2A34O/yiUP8Ymm4JfknrA4EPAYtSqdRvgnLbAUcDFwI/3oSvKSJ1KDSIyEh8ZZjPXsbPhAi7CvgVfl2GjwHr8b/Iv5BOp5eHC6bT6T8GCzx9Cb/+wofwK0L+HL8i5F+ryudSqdSxwNnAPwKnAwYsC37mIyP9ciIyPHOukYfXiYg0To+iFhmfNKZBREREGqLQICIiIg1RaBAREZGGaEyDiIiINEQtDSIiItIQhQYRERFpiEKDiIiINEShQURERBqi0CAiIiINUWgQERGRhvx/6wEm+B8E33kAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
@@ -1764,10 +1764,10 @@
"execution_count": 13,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:44.806538Z",
- "iopub.status.busy": "2021-01-26T10:05:44.806191Z",
- "iopub.status.idle": "2021-01-26T10:05:44.808424Z",
- "shell.execute_reply": "2021-01-26T10:05:44.808081Z"
+ "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"
}
},
"outputs": [],
@@ -1785,10 +1785,10 @@
"execution_count": 14,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:44.813171Z",
- "iopub.status.busy": "2021-01-26T10:05:44.812330Z",
- "iopub.status.idle": "2021-01-26T10:05:44.898665Z",
- "shell.execute_reply": "2021-01-26T10:05:44.898926Z"
+ "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"
}
},
"outputs": [
@@ -1796,7 +1796,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Prediction : 11.22 K$\n",
+ "Prediction : 10.58 K$\n",
"Reality : 10.40 K$\n"
]
}
@@ -1813,10 +1813,10 @@
"execution_count": 15,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:44.901786Z",
- "iopub.status.busy": "2021-01-26T10:05:44.901270Z",
- "iopub.status.idle": "2021-01-26T10:05:44.905613Z",
- "shell.execute_reply": "2021-01-26T10:05:44.905923Z"
+ "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"
}
},
"outputs": [
@@ -1824,8 +1824,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "End time is : Tuesday 26 January 2021, 11:05:44\n",
- "Duration is : 00:00:06 724ms\n",
+ "End time is : Tuesday 26 January 2021, 16:11:09\n",
+ "Duration is : 00:00:06 765ms\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 1b2d94cc08e9154186ee6ef62e57cce895b2e698..a5601fe1adede847e2455d5b907155531a243045 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": "2021-01-26T10:05:46.815488Z",
- "iopub.status.busy": "2021-01-26T10:05:46.815173Z",
- "iopub.status.idle": "2021-01-26T10:05:48.179447Z",
- "shell.execute_reply": "2021-01-26T10:05:48.178876Z"
+ "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"
}
},
"outputs": [
@@ -137,9 +137,9 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Version : 2.0.5\n",
+ "Version : 2.0.6\n",
"Notebook id : BHPD2\n",
- "Run time : Tuesday 26 January 2021, 11:05:48\n",
+ "Run time : Tuesday 26 January 2021, 16:11:13\n",
"TensorFlow version : 2.2.0\n",
"Keras version : 2.3.0-tf\n",
"Datasets dir : /home/pjluc/tmp/datasets\n",
@@ -183,10 +183,10 @@
"execution_count": 2,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:48.182207Z",
- "iopub.status.busy": "2021-01-26T10:05:48.181875Z",
- "iopub.status.idle": "2021-01-26T10:05:48.184530Z",
- "shell.execute_reply": "2021-01-26T10:05:48.184201Z"
+ "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"
}
},
"outputs": [],
@@ -207,10 +207,10 @@
"execution_count": 3,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:48.187819Z",
- "iopub.status.busy": "2021-01-26T10:05:48.187503Z",
- "iopub.status.idle": "2021-01-26T10:05:48.271544Z",
- "shell.execute_reply": "2021-01-26T10:05:48.271865Z"
+ "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"
}
},
"outputs": [
@@ -218,96 +218,96 @@
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+ " <th id=\"T_e467c_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
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" </tr>\n",
" <tr>\n",
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- " <td id=\"T_703ca_row4_col13\" class=\"data row4 col13\" >36.20</td>\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",
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+ " <td id=\"T_e467c_row4_col8\" class=\"data row4 col8\" >3.00</td>\n",
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+ " <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",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x7f4d9c245490>"
+ "<pandas.io.formats.style.Styler at 0x7f811f6c7430>"
]
},
"metadata": {},
@@ -343,10 +343,10 @@
"execution_count": 4,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:48.278432Z",
- "iopub.status.busy": "2021-01-26T10:05:48.278020Z",
- "iopub.status.idle": "2021-01-26T10:05:48.281786Z",
- "shell.execute_reply": "2021-01-26T10:05:48.281280Z"
+ "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"
}
},
"outputs": [
@@ -395,10 +395,10 @@
"execution_count": 5,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:48.289733Z",
- "iopub.status.busy": "2021-01-26T10:05:48.287772Z",
- "iopub.status.idle": "2021-01-26T10:05:48.345857Z",
- "shell.execute_reply": "2021-01-26T10:05:48.345485Z"
+ "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"
}
},
"outputs": [
@@ -406,139 +406,139 @@
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
- "</style><table id=\"T_bfc15_\" ><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_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",
" <tr>\n",
- " <th id=\"T_bfc15_level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
- " <td id=\"T_bfc15_row0_col0\" class=\"data row0 col0\" >354.00</td>\n",
- " <td id=\"T_bfc15_row0_col1\" class=\"data row0 col1\" >354.00</td>\n",
- " <td id=\"T_bfc15_row0_col2\" class=\"data row0 col2\" >354.00</td>\n",
- " <td id=\"T_bfc15_row0_col3\" class=\"data row0 col3\" >354.00</td>\n",
- " <td id=\"T_bfc15_row0_col4\" class=\"data row0 col4\" >354.00</td>\n",
- " <td id=\"T_bfc15_row0_col5\" class=\"data row0 col5\" >354.00</td>\n",
- " <td id=\"T_bfc15_row0_col6\" class=\"data row0 col6\" >354.00</td>\n",
- " <td id=\"T_bfc15_row0_col7\" class=\"data row0 col7\" >354.00</td>\n",
- " <td id=\"T_bfc15_row0_col8\" class=\"data row0 col8\" >354.00</td>\n",
- " <td id=\"T_bfc15_row0_col9\" class=\"data row0 col9\" >354.00</td>\n",
- " <td id=\"T_bfc15_row0_col10\" class=\"data row0 col10\" >354.00</td>\n",
- " <td id=\"T_bfc15_row0_col11\" class=\"data row0 col11\" >354.00</td>\n",
- " <td id=\"T_bfc15_row0_col12\" class=\"data row0 col12\" >354.00</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_bfc15_level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
- " <td id=\"T_bfc15_row1_col0\" class=\"data row1 col0\" >3.47</td>\n",
- " <td id=\"T_bfc15_row1_col1\" class=\"data row1 col1\" >10.09</td>\n",
- " <td id=\"T_bfc15_row1_col2\" class=\"data row1 col2\" >11.35</td>\n",
- " <td id=\"T_bfc15_row1_col3\" class=\"data row1 col3\" >0.07</td>\n",
- " <td id=\"T_bfc15_row1_col4\" class=\"data row1 col4\" >0.56</td>\n",
- " <td id=\"T_bfc15_row1_col5\" class=\"data row1 col5\" >6.28</td>\n",
- " <td id=\"T_bfc15_row1_col6\" class=\"data row1 col6\" >69.64</td>\n",
- " <td id=\"T_bfc15_row1_col7\" class=\"data row1 col7\" >3.70</td>\n",
- " <td id=\"T_bfc15_row1_col8\" class=\"data row1 col8\" >9.58</td>\n",
- " <td id=\"T_bfc15_row1_col9\" class=\"data row1 col9\" >410.23</td>\n",
- " <td id=\"T_bfc15_row1_col10\" class=\"data row1 col10\" >18.40</td>\n",
- " <td id=\"T_bfc15_row1_col11\" class=\"data row1 col11\" >357.63</td>\n",
- " <td id=\"T_bfc15_row1_col12\" class=\"data row1 col12\" >12.82</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_bfc15_level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
- " <td id=\"T_bfc15_row2_col0\" class=\"data row2 col0\" >7.45</td>\n",
- " <td id=\"T_bfc15_row2_col1\" class=\"data row2 col1\" >22.58</td>\n",
- " <td id=\"T_bfc15_row2_col2\" class=\"data row2 col2\" >6.90</td>\n",
- " <td id=\"T_bfc15_row2_col3\" class=\"data row2 col3\" >0.26</td>\n",
- " <td id=\"T_bfc15_row2_col4\" class=\"data row2 col4\" >0.12</td>\n",
- " <td id=\"T_bfc15_row2_col5\" class=\"data row2 col5\" >0.74</td>\n",
- " <td id=\"T_bfc15_row2_col6\" class=\"data row2 col6\" >28.07</td>\n",
- " <td id=\"T_bfc15_row2_col7\" class=\"data row2 col7\" >2.07</td>\n",
- " <td id=\"T_bfc15_row2_col8\" class=\"data row2 col8\" >8.67</td>\n",
- " <td id=\"T_bfc15_row2_col9\" class=\"data row2 col9\" >169.24</td>\n",
- " <td id=\"T_bfc15_row2_col10\" class=\"data row2 col10\" >2.16</td>\n",
- " <td id=\"T_bfc15_row2_col11\" class=\"data row2 col11\" >88.23</td>\n",
- " <td id=\"T_bfc15_row2_col12\" class=\"data row2 col12\" >7.44</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_bfc15_level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
- " <td id=\"T_bfc15_row3_col0\" class=\"data row3 col0\" >0.01</td>\n",
- " <td id=\"T_bfc15_row3_col1\" class=\"data row3 col1\" >0.00</td>\n",
- " <td id=\"T_bfc15_row3_col2\" class=\"data row3 col2\" >0.46</td>\n",
- " <td id=\"T_bfc15_row3_col3\" class=\"data row3 col3\" >0.00</td>\n",
- " <td id=\"T_bfc15_row3_col4\" class=\"data row3 col4\" >0.39</td>\n",
- " <td id=\"T_bfc15_row3_col5\" class=\"data row3 col5\" >3.56</td>\n",
- " <td id=\"T_bfc15_row3_col6\" class=\"data row3 col6\" >2.90</td>\n",
- " <td id=\"T_bfc15_row3_col7\" class=\"data row3 col7\" >1.13</td>\n",
- " <td id=\"T_bfc15_row3_col8\" class=\"data row3 col8\" >1.00</td>\n",
- " <td id=\"T_bfc15_row3_col9\" class=\"data row3 col9\" >187.00</td>\n",
- " <td id=\"T_bfc15_row3_col10\" class=\"data row3 col10\" >12.60</td>\n",
- " <td id=\"T_bfc15_row3_col11\" class=\"data row3 col11\" >2.60</td>\n",
- " <td id=\"T_bfc15_row3_col12\" class=\"data row3 col12\" >2.47</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_bfc15_level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
- " <td id=\"T_bfc15_row4_col0\" class=\"data row4 col0\" >0.09</td>\n",
- " <td id=\"T_bfc15_row4_col1\" class=\"data row4 col1\" >0.00</td>\n",
- " <td id=\"T_bfc15_row4_col2\" class=\"data row4 col2\" >5.40</td>\n",
- " <td id=\"T_bfc15_row4_col3\" class=\"data row4 col3\" >0.00</td>\n",
- " <td id=\"T_bfc15_row4_col4\" class=\"data row4 col4\" >0.45</td>\n",
- " <td id=\"T_bfc15_row4_col5\" class=\"data row4 col5\" >5.88</td>\n",
- " <td id=\"T_bfc15_row4_col6\" class=\"data row4 col6\" >46.83</td>\n",
- " <td id=\"T_bfc15_row4_col7\" class=\"data row4 col7\" >2.05</td>\n",
- " <td id=\"T_bfc15_row4_col8\" class=\"data row4 col8\" >4.00</td>\n",
- " <td id=\"T_bfc15_row4_col9\" class=\"data row4 col9\" >279.50</td>\n",
- " <td id=\"T_bfc15_row4_col10\" class=\"data row4 col10\" >17.40</td>\n",
- " <td id=\"T_bfc15_row4_col11\" class=\"data row4 col11\" >374.69</td>\n",
- " <td id=\"T_bfc15_row4_col12\" class=\"data row4 col12\" >7.18</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_bfc15_level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
- " <td id=\"T_bfc15_row5_col0\" class=\"data row5 col0\" >0.26</td>\n",
- " <td id=\"T_bfc15_row5_col1\" class=\"data row5 col1\" >0.00</td>\n",
- " <td id=\"T_bfc15_row5_col2\" class=\"data row5 col2\" >9.90</td>\n",
- " <td id=\"T_bfc15_row5_col3\" class=\"data row5 col3\" >0.00</td>\n",
- " <td id=\"T_bfc15_row5_col4\" class=\"data row5 col4\" >0.54</td>\n",
- " <td id=\"T_bfc15_row5_col5\" class=\"data row5 col5\" >6.19</td>\n",
- " <td id=\"T_bfc15_row5_col6\" class=\"data row5 col6\" >79.75</td>\n",
- " <td id=\"T_bfc15_row5_col7\" class=\"data row5 col7\" >3.10</td>\n",
- " <td id=\"T_bfc15_row5_col8\" class=\"data row5 col8\" >5.00</td>\n",
- " <td id=\"T_bfc15_row5_col9\" class=\"data row5 col9\" >341.00</td>\n",
- " <td id=\"T_bfc15_row5_col10\" class=\"data row5 col10\" >18.90</td>\n",
- " <td id=\"T_bfc15_row5_col11\" class=\"data row5 col11\" >390.95</td>\n",
- " <td id=\"T_bfc15_row5_col12\" class=\"data row5 col12\" >11.37</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_bfc15_level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
- " <td id=\"T_bfc15_row6_col0\" class=\"data row6 col0\" >3.69</td>\n",
- " <td id=\"T_bfc15_row6_col1\" class=\"data row6 col1\" >0.00</td>\n",
- " <td id=\"T_bfc15_row6_col2\" class=\"data row6 col2\" >18.10</td>\n",
- " <td id=\"T_bfc15_row6_col3\" class=\"data row6 col3\" >0.00</td>\n",
- " <td id=\"T_bfc15_row6_col4\" class=\"data row6 col4\" >0.62</td>\n",
- " <td id=\"T_bfc15_row6_col5\" class=\"data row6 col5\" >6.62</td>\n",
- " <td id=\"T_bfc15_row6_col6\" class=\"data row6 col6\" >94.47</td>\n",
- " <td id=\"T_bfc15_row6_col7\" class=\"data row6 col7\" >5.00</td>\n",
- " <td id=\"T_bfc15_row6_col8\" class=\"data row6 col8\" >24.00</td>\n",
- " <td id=\"T_bfc15_row6_col9\" class=\"data row6 col9\" >666.00</td>\n",
- " <td id=\"T_bfc15_row6_col10\" class=\"data row6 col10\" >20.20</td>\n",
- " <td id=\"T_bfc15_row6_col11\" class=\"data row6 col11\" >396.23</td>\n",
- " <td id=\"T_bfc15_row6_col12\" class=\"data row6 col12\" >17.10</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_bfc15_level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
- " <td id=\"T_bfc15_row7_col0\" class=\"data row7 col0\" >73.53</td>\n",
- " <td id=\"T_bfc15_row7_col1\" class=\"data row7 col1\" >100.00</td>\n",
- " <td id=\"T_bfc15_row7_col2\" class=\"data row7 col2\" >27.74</td>\n",
- " <td id=\"T_bfc15_row7_col3\" class=\"data row7 col3\" >1.00</td>\n",
- " <td id=\"T_bfc15_row7_col4\" class=\"data row7 col4\" >0.87</td>\n",
- " <td id=\"T_bfc15_row7_col5\" class=\"data row7 col5\" >8.70</td>\n",
- " <td id=\"T_bfc15_row7_col6\" class=\"data row7 col6\" >100.00</td>\n",
- " <td id=\"T_bfc15_row7_col7\" class=\"data row7 col7\" >12.13</td>\n",
- " <td id=\"T_bfc15_row7_col8\" class=\"data row7 col8\" >24.00</td>\n",
- " <td id=\"T_bfc15_row7_col9\" class=\"data row7 col9\" >711.00</td>\n",
- " <td id=\"T_bfc15_row7_col10\" class=\"data row7 col10\" >22.00</td>\n",
- " <td id=\"T_bfc15_row7_col11\" class=\"data row7 col11\" >396.90</td>\n",
- " <td id=\"T_bfc15_row7_col12\" class=\"data row7 col12\" >37.97</td>\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",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x7f4d9c24a910>"
+ "<pandas.io.formats.style.Styler at 0x7f819d06c250>"
]
},
"metadata": {},
@@ -548,139 +548,139 @@
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
- "</style><table id=\"T_dac9a_\" ><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_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",
" <tr>\n",
- " <th id=\"T_dac9a_level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
- " <td id=\"T_dac9a_row0_col0\" class=\"data row0 col0\" >354.00</td>\n",
- " <td id=\"T_dac9a_row0_col1\" class=\"data row0 col1\" >354.00</td>\n",
- " <td id=\"T_dac9a_row0_col2\" class=\"data row0 col2\" >354.00</td>\n",
- " <td id=\"T_dac9a_row0_col3\" class=\"data row0 col3\" >354.00</td>\n",
- " <td id=\"T_dac9a_row0_col4\" class=\"data row0 col4\" >354.00</td>\n",
- " <td id=\"T_dac9a_row0_col5\" class=\"data row0 col5\" >354.00</td>\n",
- " <td id=\"T_dac9a_row0_col6\" class=\"data row0 col6\" >354.00</td>\n",
- " <td id=\"T_dac9a_row0_col7\" class=\"data row0 col7\" >354.00</td>\n",
- " <td id=\"T_dac9a_row0_col8\" class=\"data row0 col8\" >354.00</td>\n",
- " <td id=\"T_dac9a_row0_col9\" class=\"data row0 col9\" >354.00</td>\n",
- " <td id=\"T_dac9a_row0_col10\" class=\"data row0 col10\" >354.00</td>\n",
- " <td id=\"T_dac9a_row0_col11\" class=\"data row0 col11\" >354.00</td>\n",
- " <td id=\"T_dac9a_row0_col12\" class=\"data row0 col12\" >354.00</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_dac9a_level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
- " <td id=\"T_dac9a_row1_col0\" class=\"data row1 col0\" >0.00</td>\n",
- " <td id=\"T_dac9a_row1_col1\" class=\"data row1 col1\" >-0.00</td>\n",
- " <td id=\"T_dac9a_row1_col2\" class=\"data row1 col2\" >0.00</td>\n",
- " <td id=\"T_dac9a_row1_col3\" class=\"data row1 col3\" >-0.00</td>\n",
- " <td id=\"T_dac9a_row1_col4\" class=\"data row1 col4\" >-0.00</td>\n",
- " <td id=\"T_dac9a_row1_col5\" class=\"data row1 col5\" >-0.00</td>\n",
- " <td id=\"T_dac9a_row1_col6\" class=\"data row1 col6\" >-0.00</td>\n",
- " <td id=\"T_dac9a_row1_col7\" class=\"data row1 col7\" >0.00</td>\n",
- " <td id=\"T_dac9a_row1_col8\" class=\"data row1 col8\" >-0.00</td>\n",
- " <td id=\"T_dac9a_row1_col9\" class=\"data row1 col9\" >-0.00</td>\n",
- " <td id=\"T_dac9a_row1_col10\" class=\"data row1 col10\" >0.00</td>\n",
- " <td id=\"T_dac9a_row1_col11\" class=\"data row1 col11\" >-0.00</td>\n",
- " <td id=\"T_dac9a_row1_col12\" class=\"data row1 col12\" >-0.00</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_dac9a_level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
- " <td id=\"T_dac9a_row2_col0\" class=\"data row2 col0\" >1.00</td>\n",
- " <td id=\"T_dac9a_row2_col1\" class=\"data row2 col1\" >1.00</td>\n",
- " <td id=\"T_dac9a_row2_col2\" class=\"data row2 col2\" >1.00</td>\n",
- " <td id=\"T_dac9a_row2_col3\" class=\"data row2 col3\" >1.00</td>\n",
- " <td id=\"T_dac9a_row2_col4\" class=\"data row2 col4\" >1.00</td>\n",
- " <td id=\"T_dac9a_row2_col5\" class=\"data row2 col5\" >1.00</td>\n",
- " <td id=\"T_dac9a_row2_col6\" class=\"data row2 col6\" >1.00</td>\n",
- " <td id=\"T_dac9a_row2_col7\" class=\"data row2 col7\" >1.00</td>\n",
- " <td id=\"T_dac9a_row2_col8\" class=\"data row2 col8\" >1.00</td>\n",
- " <td id=\"T_dac9a_row2_col9\" class=\"data row2 col9\" >1.00</td>\n",
- " <td id=\"T_dac9a_row2_col10\" class=\"data row2 col10\" >1.00</td>\n",
- " <td id=\"T_dac9a_row2_col11\" class=\"data row2 col11\" >1.00</td>\n",
- " <td id=\"T_dac9a_row2_col12\" class=\"data row2 col12\" >1.00</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_dac9a_level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
- " <td id=\"T_dac9a_row3_col0\" class=\"data row3 col0\" >-0.46</td>\n",
- " <td id=\"T_dac9a_row3_col1\" class=\"data row3 col1\" >-0.45</td>\n",
- " <td id=\"T_dac9a_row3_col2\" class=\"data row3 col2\" >-1.58</td>\n",
- " <td id=\"T_dac9a_row3_col3\" class=\"data row3 col3\" >-0.28</td>\n",
- " <td id=\"T_dac9a_row3_col4\" class=\"data row3 col4\" >-1.48</td>\n",
- " <td id=\"T_dac9a_row3_col5\" class=\"data row3 col5\" >-3.66</td>\n",
- " <td id=\"T_dac9a_row3_col6\" class=\"data row3 col6\" >-2.38</td>\n",
- " <td id=\"T_dac9a_row3_col7\" class=\"data row3 col7\" >-1.24</td>\n",
- " <td id=\"T_dac9a_row3_col8\" class=\"data row3 col8\" >-0.99</td>\n",
- " <td id=\"T_dac9a_row3_col9\" class=\"data row3 col9\" >-1.32</td>\n",
- " <td id=\"T_dac9a_row3_col10\" class=\"data row3 col10\" >-2.68</td>\n",
- " <td id=\"T_dac9a_row3_col11\" class=\"data row3 col11\" >-4.02</td>\n",
- " <td id=\"T_dac9a_row3_col12\" class=\"data row3 col12\" >-1.39</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_dac9a_level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
- " <td id=\"T_dac9a_row4_col0\" class=\"data row4 col0\" >-0.45</td>\n",
- " <td id=\"T_dac9a_row4_col1\" class=\"data row4 col1\" >-0.45</td>\n",
- " <td id=\"T_dac9a_row4_col2\" class=\"data row4 col2\" >-0.86</td>\n",
- " <td id=\"T_dac9a_row4_col3\" class=\"data row4 col3\" >-0.28</td>\n",
- " <td id=\"T_dac9a_row4_col4\" class=\"data row4 col4\" >-0.89</td>\n",
- " <td id=\"T_dac9a_row4_col5\" class=\"data row4 col5\" >-0.53</td>\n",
- " <td id=\"T_dac9a_row4_col6\" class=\"data row4 col6\" >-0.81</td>\n",
- " <td id=\"T_dac9a_row4_col7\" class=\"data row4 col7\" >-0.80</td>\n",
- " <td id=\"T_dac9a_row4_col8\" class=\"data row4 col8\" >-0.64</td>\n",
- " <td id=\"T_dac9a_row4_col9\" class=\"data row4 col9\" >-0.77</td>\n",
- " <td id=\"T_dac9a_row4_col10\" class=\"data row4 col10\" >-0.46</td>\n",
- " <td id=\"T_dac9a_row4_col11\" class=\"data row4 col11\" >0.19</td>\n",
- " <td id=\"T_dac9a_row4_col12\" class=\"data row4 col12\" >-0.76</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_dac9a_level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
- " <td id=\"T_dac9a_row5_col0\" class=\"data row5 col0\" >-0.43</td>\n",
- " <td id=\"T_dac9a_row5_col1\" class=\"data row5 col1\" >-0.45</td>\n",
- " <td id=\"T_dac9a_row5_col2\" class=\"data row5 col2\" >-0.21</td>\n",
- " <td id=\"T_dac9a_row5_col3\" class=\"data row5 col3\" >-0.28</td>\n",
- " <td id=\"T_dac9a_row5_col4\" class=\"data row5 col4\" >-0.16</td>\n",
- " <td id=\"T_dac9a_row5_col5\" class=\"data row5 col5\" >-0.11</td>\n",
- " <td id=\"T_dac9a_row5_col6\" class=\"data row5 col6\" >0.36</td>\n",
- " <td id=\"T_dac9a_row5_col7\" class=\"data row5 col7\" >-0.29</td>\n",
- " <td id=\"T_dac9a_row5_col8\" class=\"data row5 col8\" >-0.53</td>\n",
- " <td id=\"T_dac9a_row5_col9\" class=\"data row5 col9\" >-0.41</td>\n",
- " <td id=\"T_dac9a_row5_col10\" class=\"data row5 col10\" >0.23</td>\n",
- " <td id=\"T_dac9a_row5_col11\" class=\"data row5 col11\" >0.38</td>\n",
- " <td id=\"T_dac9a_row5_col12\" class=\"data row5 col12\" >-0.20</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_dac9a_level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
- " <td id=\"T_dac9a_row6_col0\" class=\"data row6 col0\" >0.03</td>\n",
- " <td id=\"T_dac9a_row6_col1\" class=\"data row6 col1\" >-0.45</td>\n",
- " <td id=\"T_dac9a_row6_col2\" class=\"data row6 col2\" >0.98</td>\n",
- " <td id=\"T_dac9a_row6_col3\" class=\"data row6 col3\" >-0.28</td>\n",
- " <td id=\"T_dac9a_row6_col4\" class=\"data row6 col4\" >0.59</td>\n",
- " <td id=\"T_dac9a_row6_col5\" class=\"data row6 col5\" >0.47</td>\n",
- " <td id=\"T_dac9a_row6_col6\" class=\"data row6 col6\" >0.88</td>\n",
- " <td id=\"T_dac9a_row6_col7\" class=\"data row6 col7\" >0.63</td>\n",
- " <td id=\"T_dac9a_row6_col8\" class=\"data row6 col8\" >1.66</td>\n",
- " <td id=\"T_dac9a_row6_col9\" class=\"data row6 col9\" >1.51</td>\n",
- " <td id=\"T_dac9a_row6_col10\" class=\"data row6 col10\" >0.83</td>\n",
- " <td id=\"T_dac9a_row6_col11\" class=\"data row6 col11\" >0.44</td>\n",
- " <td id=\"T_dac9a_row6_col12\" class=\"data row6 col12\" >0.58</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_dac9a_level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
- " <td id=\"T_dac9a_row7_col0\" class=\"data row7 col0\" >9.41</td>\n",
- " <td id=\"T_dac9a_row7_col1\" class=\"data row7 col1\" >3.98</td>\n",
- " <td id=\"T_dac9a_row7_col2\" class=\"data row7 col2\" >2.38</td>\n",
- " <td id=\"T_dac9a_row7_col3\" class=\"data row7 col3\" >3.62</td>\n",
- " <td id=\"T_dac9a_row7_col4\" class=\"data row7 col4\" >2.73</td>\n",
- " <td id=\"T_dac9a_row7_col5\" class=\"data row7 col5\" >3.27</td>\n",
- " <td id=\"T_dac9a_row7_col6\" class=\"data row7 col6\" >1.08</td>\n",
- " <td id=\"T_dac9a_row7_col7\" class=\"data row7 col7\" >4.06</td>\n",
- " <td id=\"T_dac9a_row7_col8\" class=\"data row7 col8\" >1.66</td>\n",
- " <td id=\"T_dac9a_row7_col9\" class=\"data row7 col9\" >1.78</td>\n",
- " <td id=\"T_dac9a_row7_col10\" class=\"data row7 col10\" >1.66</td>\n",
- " <td id=\"T_dac9a_row7_col11\" class=\"data row7 col11\" >0.45</td>\n",
- " <td id=\"T_dac9a_row7_col12\" class=\"data row7 col12\" >3.38</td>\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",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x7f4d1e0a5a30>"
+ "<pandas.io.formats.style.Styler at 0x7f819d067460>"
]
},
"metadata": {},
@@ -718,10 +718,10 @@
"execution_count": 6,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:48.349877Z",
- "iopub.status.busy": "2021-01-26T10:05:48.349543Z",
- "iopub.status.idle": "2021-01-26T10:05:48.352076Z",
- "shell.execute_reply": "2021-01-26T10:05:48.351752Z"
+ "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"
}
},
"outputs": [],
@@ -753,10 +753,10 @@
"execution_count": 7,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:48.354968Z",
- "iopub.status.busy": "2021-01-26T10:05:48.354652Z",
- "iopub.status.idle": "2021-01-26T10:05:48.398164Z",
- "shell.execute_reply": "2021-01-26T10:05:48.397822Z"
+ "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"
}
},
"outputs": [
@@ -801,10 +801,10 @@
"execution_count": 8,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:48.401637Z",
- "iopub.status.busy": "2021-01-26T10:05:48.401175Z",
- "iopub.status.idle": "2021-01-26T10:05:48.404663Z",
- "shell.execute_reply": "2021-01-26T10:05:48.404959Z"
+ "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"
}
},
"outputs": [],
@@ -827,10 +827,10 @@
"execution_count": 9,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:48.408744Z",
- "iopub.status.busy": "2021-01-26T10:05:48.408202Z",
- "iopub.status.idle": "2021-01-26T10:05:56.589986Z",
- "shell.execute_reply": "2021-01-26T10:05:56.589557Z"
+ "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"
}
},
"outputs": [
@@ -846,7 +846,7 @@
"output_type": "stream",
"text": [
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 708.0176 - mae: 24.3400 - mse: 708.0176"
+ " 1/36 [..............................] - ETA: 0s - loss: 789.2297 - mae: 26.3365 - mse: 789.2297"
]
},
{
@@ -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: 537.8375 - mae: 21.1899 - mse: 537.8375 - val_loss: 373.7509 - val_mae: 17.5308 - val_mse: 373.7509\n"
+ "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"
]
},
{
@@ -863,7 +863,7 @@
"text": [
"Epoch 2/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 269.8658 - mae: 14.8471 - mse: 269.8658"
+ " 1/36 [..............................] - ETA: 0s - loss: 388.5272 - mae: 18.4144 - mse: 388.5272"
]
},
{
@@ -871,32 +871,32 @@
"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",
- "35/36 [============================>.] - ETA: 0s - loss: 325.2315 - mae: 15.8201 - mse: 325.2315"
+ "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"
]
},
{
"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\b\r",
- "36/36 [==============================] - 0s 3ms/step - loss: 323.1867 - mae: 15.7530 - mse: 323.1867 - val_loss: 161.4590 - val_mae: 10.7108 - val_mse: 161.4590\n"
+ "Epoch 3/100\n",
+ "\r",
+ " 1/36 [..............................] - ETA: 0s - loss: 123.3097 - mae: 9.8418 - mse: 123.3097"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "Epoch 3/100\n",
- "\r",
- " 1/36 [..............................] - ETA: 0s - loss: 132.0110 - mae: 10.8902 - mse: 132.0110"
+ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\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 "
]
},
{
"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\b\r",
- "36/36 [==============================] - 0s 3ms/step - loss: 129.6813 - mae: 9.0556 - mse: 129.6813 - val_loss: 64.5468 - val_mae: 5.9488 - val_mse: 64.5468\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 3ms/step - loss: 84.6737 - mae: 6.7705 - mse: 84.6737 - val_loss: 62.8453 - val_mae: 5.7651 - val_mse: 62.8453\n"
]
},
{
@@ -905,7 +905,7 @@
"text": [
"Epoch 4/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 76.5010 - mae: 6.5137 - mse: 76.5010"
+ " 1/36 [..............................] - ETA: 0s - loss: 56.9040 - mae: 5.8227 - mse: 56.9040"
]
},
{
@@ -913,7 +913,7 @@
"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: 56.4422 - mae: 5.5710 - mse: 56.4422 - val_loss: 38.6993 - val_mae: 4.3918 - val_mse: 38.6993\n"
+ "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"
]
},
{
@@ -922,7 +922,7 @@
"text": [
"Epoch 5/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 34.8021 - mae: 4.4828 - mse: 34.8021"
+ " 1/36 [..............................] - ETA: 0s - loss: 25.5895 - mae: 4.5046 - mse: 25.5895"
]
},
{
@@ -930,7 +930,7 @@
"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: 34.0519 - mae: 4.1611 - mse: 34.0519 - val_loss: 29.9662 - val_mae: 4.0534 - val_mse: 29.9662\n"
+ "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"
]
},
{
@@ -939,7 +939,7 @@
"text": [
"Epoch 6/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 26.2483 - mae: 3.7735 - mse: 26.2483"
+ " 1/36 [..............................] - ETA: 0s - loss: 28.6131 - mae: 4.2628 - mse: 28.6131"
]
},
{
@@ -947,7 +947,7 @@
"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: 25.4978 - mae: 3.5710 - mse: 25.4978 - val_loss: 23.2387 - val_mae: 3.4750 - val_mse: 23.2387\n"
+ "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"
]
},
{
@@ -956,7 +956,7 @@
"text": [
"Epoch 7/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 19.2170 - mae: 3.6746 - mse: 19.2170"
+ " 1/36 [..............................] - ETA: 0s - loss: 13.4863 - mae: 2.8797 - mse: 13.4863"
]
},
{
@@ -964,7 +964,7 @@
"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: 22.5723 - mae: 3.3525 - mse: 22.5723 - val_loss: 21.1290 - val_mae: 3.3247 - val_mse: 21.1290\n"
+ "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"
]
},
{
@@ -973,7 +973,7 @@
"text": [
"Epoch 8/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 14.4488 - mae: 3.0017 - mse: 14.4488"
+ " 1/36 [..............................] - ETA: 0s - loss: 48.1100 - mae: 5.2588 - mse: 48.1100"
]
},
{
@@ -981,7 +981,7 @@
"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: 19.9518 - mae: 3.1183 - mse: 19.9518 - val_loss: 19.1225 - val_mae: 3.1075 - val_mse: 19.1225\n"
+ "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"
]
},
{
@@ -990,7 +990,7 @@
"text": [
"Epoch 9/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 29.2202 - mae: 3.3824 - mse: 29.2202"
+ " 1/36 [..............................] - ETA: 0s - loss: 41.9494 - mae: 3.8969 - mse: 41.9494"
]
},
{
@@ -998,7 +998,7 @@
"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: 18.6989 - mae: 2.9931 - mse: 18.6989 - val_loss: 23.7809 - val_mae: 3.7447 - val_mse: 23.7809\n"
+ "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"
]
},
{
@@ -1007,7 +1007,7 @@
"text": [
"Epoch 10/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 26.4030 - mae: 4.1290 - mse: 26.4030"
+ " 1/36 [..............................] - ETA: 0s - loss: 17.7612 - mae: 3.2396 - mse: 17.7612"
]
},
{
@@ -1015,7 +1015,7 @@
"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: 17.2675 - mae: 2.9215 - mse: 17.2675 - val_loss: 22.3175 - val_mae: 3.5323 - val_mse: 22.3175\n"
+ "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"
]
},
{
@@ -1024,7 +1024,7 @@
"text": [
"Epoch 11/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 11.9258 - mae: 2.9241 - mse: 11.9258"
+ " 1/36 [..............................] - ETA: 0s - loss: 13.0373 - mae: 3.3431 - mse: 13.0373"
]
},
{
@@ -1032,7 +1032,7 @@
"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: 16.3747 - mae: 2.8595 - mse: 16.3747 - val_loss: 18.8370 - val_mae: 3.1147 - val_mse: 18.8370\n"
+ "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"
]
},
{
@@ -1041,7 +1041,7 @@
"text": [
"Epoch 12/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 14.7442 - mae: 3.1106 - mse: 14.7442"
+ " 1/36 [..............................] - ETA: 0s - loss: 12.4242 - mae: 3.2178 - mse: 12.4242"
]
},
{
@@ -1049,7 +1049,7 @@
"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: 15.6845 - mae: 2.8114 - mse: 15.6845 - val_loss: 16.7581 - val_mae: 2.8857 - val_mse: 16.7582\n"
+ "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"
]
},
{
@@ -1058,7 +1058,7 @@
"text": [
"Epoch 13/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 8.6752 - mae: 2.4503 - mse: 8.6752"
+ " 1/36 [..............................] - ETA: 0s - loss: 4.7718 - mae: 1.7164 - mse: 4.7718"
]
},
{
@@ -1066,7 +1066,7 @@
"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: 14.7012 - mae: 2.6734 - mse: 14.7012 - val_loss: 17.7870 - val_mae: 3.0411 - val_mse: 17.7870\n"
+ "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"
]
},
{
@@ -1075,7 +1075,7 @@
"text": [
"Epoch 14/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 6.8471 - mae: 2.1432 - mse: 6.8471"
+ " 1/36 [..............................] - ETA: 0s - loss: 4.5608 - mae: 1.8071 - mse: 4.5608"
]
},
{
@@ -1083,7 +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\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 14.0171 - mae: 2.6189 - mse: 14.0171 - val_loss: 17.4585 - val_mae: 2.9508 - val_mse: 17.4585\n"
+ "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"
]
},
{
@@ -1092,15 +1092,15 @@
"text": [
"Epoch 15/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 18.3990 - mae: 3.2548 - mse: 18.3990"
+ " 1/36 [..............................] - ETA: 0s - loss: 5.6014 - mae: 1.9940 - mse: 5.6014"
]
},
{
"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: 13.2649 - mae: 2.5988 - mse: 13.2649 - val_loss: 16.0616 - val_mae: 2.8575 - val_mse: 16.0616\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: 12.6768 - mae: 2.4456 - mse: 12.6768 - val_loss: 16.4361 - val_mae: 2.8082 - val_mse: 16.4361\n"
]
},
{
@@ -1109,15 +1109,15 @@
"text": [
"Epoch 16/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 5.6929 - mae: 1.7750 - mse: 5.6929"
+ " 1/36 [..............................] - ETA: 0s - loss: 17.0895 - mae: 3.0416 - mse: 17.0895"
]
},
{
"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: 12.9320 - mae: 2.5225 - mse: 12.9320 - val_loss: 15.2806 - val_mae: 2.6972 - val_mse: 15.2806\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: 12.0759 - mae: 2.4669 - mse: 12.0759 - val_loss: 17.0790 - val_mae: 2.8120 - val_mse: 17.0790\n"
]
},
{
@@ -1126,15 +1126,15 @@
"text": [
"Epoch 17/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 11.8435 - mae: 2.7357 - mse: 11.8435"
+ " 1/36 [..............................] - ETA: 0s - loss: 4.0176 - mae: 1.6579 - mse: 4.0176"
]
},
{
"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: 12.3233 - mae: 2.4755 - mse: 12.3233 - val_loss: 15.7543 - val_mae: 2.7013 - val_mse: 15.7543\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: 11.8501 - mae: 2.3821 - mse: 11.8501 - val_loss: 16.7642 - val_mae: 2.6477 - val_mse: 16.7642\n"
]
},
{
@@ -1143,7 +1143,7 @@
"text": [
"Epoch 18/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 3.8158 - mae: 1.5768 - mse: 3.8158"
+ " 1/36 [..............................] - ETA: 0s - loss: 5.2755 - mae: 2.1353 - mse: 5.2755"
]
},
{
@@ -1151,7 +1151,7 @@
"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: 12.0028 - mae: 2.4630 - mse: 12.0028 - val_loss: 14.1175 - val_mae: 2.4970 - val_mse: 14.1175\n"
+ "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"
]
},
{
@@ -1160,15 +1160,15 @@
"text": [
"Epoch 19/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 11.1040 - mae: 2.4605 - mse: 11.1040"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.6383 - mae: 1.6684 - mse: 3.6383"
]
},
{
"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: 11.6505 - mae: 2.3958 - mse: 11.6505 - val_loss: 15.4025 - val_mae: 2.6425 - val_mse: 15.4025\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: 11.2974 - mae: 2.3447 - mse: 11.2974 - val_loss: 15.3766 - val_mae: 2.6201 - val_mse: 15.3766\n"
]
},
{
@@ -1177,15 +1177,15 @@
"text": [
"Epoch 20/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 12.5761 - mae: 2.7012 - mse: 12.5761"
+ " 1/36 [..............................] - ETA: 0s - loss: 5.3210 - mae: 2.0364 - mse: 5.3210"
]
},
{
"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: 11.3816 - mae: 2.4297 - mse: 11.3816 - val_loss: 14.3772 - val_mae: 2.5576 - val_mse: 14.3772\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: 11.1116 - mae: 2.3240 - mse: 11.1116 - val_loss: 15.4354 - val_mae: 2.6671 - val_mse: 15.4354\n"
]
},
{
@@ -1194,15 +1194,15 @@
"text": [
"Epoch 21/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 9.1389 - mae: 2.3340 - mse: 9.1389"
+ " 1/36 [..............................] - ETA: 0s - loss: 22.3915 - mae: 3.1857 - mse: 22.3915"
]
},
{
"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: 11.1557 - mae: 2.3311 - mse: 11.1557 - val_loss: 15.2316 - val_mae: 2.6228 - val_mse: 15.2316\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: 10.7894 - mae: 2.2745 - mse: 10.7894 - val_loss: 15.6384 - val_mae: 2.7457 - val_mse: 15.6384\n"
]
},
{
@@ -1211,7 +1211,7 @@
"text": [
"Epoch 22/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 7.5503 - mae: 2.2118 - mse: 7.5503"
+ " 1/36 [..............................] - ETA: 0s - loss: 6.4214 - mae: 2.1479 - mse: 6.4214"
]
},
{
@@ -1219,7 +1219,7 @@
"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: 10.7700 - mae: 2.2843 - mse: 10.7700 - val_loss: 14.0376 - val_mae: 2.4623 - val_mse: 14.0376\n"
+ "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"
]
},
{
@@ -1228,7 +1228,7 @@
"text": [
"Epoch 23/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 5.5638 - mae: 1.7387 - mse: 5.5638"
+ " 1/36 [..............................] - ETA: 0s - loss: 4.2436 - mae: 1.6992 - mse: 4.2436"
]
},
{
@@ -1236,7 +1236,7 @@
"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: 10.6140 - mae: 2.2883 - mse: 10.6140 - val_loss: 14.1849 - val_mae: 2.4967 - val_mse: 14.1849\n"
+ "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"
]
},
{
@@ -1245,15 +1245,15 @@
"text": [
"Epoch 24/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 4.6123 - mae: 1.6717 - mse: 4.6123"
+ " 1/36 [..............................] - ETA: 0s - loss: 25.7706 - mae: 3.5717 - mse: 25.7706"
]
},
{
"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: 10.3315 - mae: 2.2589 - mse: 10.3315 - val_loss: 15.7215 - val_mae: 2.7212 - val_mse: 15.7215\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: 10.2193 - mae: 2.1972 - mse: 10.2193 - val_loss: 15.6784 - val_mae: 2.5965 - val_mse: 15.6784\n"
]
},
{
@@ -1262,7 +1262,7 @@
"text": [
"Epoch 25/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 5.8510 - mae: 2.1248 - mse: 5.8510"
+ " 1/36 [..............................] - ETA: 0s - loss: 5.5324 - mae: 1.9912 - mse: 5.5324"
]
},
{
@@ -1270,7 +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\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 10.0249 - mae: 2.2700 - mse: 10.0249 - val_loss: 13.7876 - val_mae: 2.4689 - val_mse: 13.7876\n"
+ "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"
]
},
{
@@ -1279,7 +1279,7 @@
"text": [
"Epoch 26/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 8.4378 - mae: 2.4217 - mse: 8.4378"
+ " 1/36 [..............................] - ETA: 0s - loss: 2.2377 - mae: 1.1077 - mse: 2.2377"
]
},
{
@@ -1287,7 +1287,7 @@
"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: 9.7874 - mae: 2.1681 - mse: 9.7874 - val_loss: 13.8153 - val_mae: 2.4259 - val_mse: 13.8153\n"
+ "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"
]
},
{
@@ -1296,15 +1296,15 @@
"text": [
"Epoch 27/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 8.0397 - mae: 2.4659 - mse: 8.0397"
+ " 1/36 [..............................] - ETA: 0s - loss: 11.4387 - mae: 2.7029 - mse: 11.4387"
]
},
{
"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: 9.7266 - mae: 2.1502 - mse: 9.7266 - val_loss: 15.9117 - val_mae: 2.6289 - val_mse: 15.9117\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: 9.6919 - mae: 2.1547 - mse: 9.6919 - val_loss: 14.1283 - val_mae: 2.5286 - val_mse: 14.1283\n"
]
},
{
@@ -1313,15 +1313,15 @@
"text": [
"Epoch 28/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 12.9662 - mae: 2.2371 - mse: 12.9662"
+ " 1/36 [..............................] - ETA: 0s - loss: 4.8911 - mae: 1.9812 - mse: 4.8911"
]
},
{
"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: 9.6765 - mae: 2.1631 - mse: 9.6765 - val_loss: 14.5592 - val_mae: 2.5298 - val_mse: 14.5592\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: 9.7451 - mae: 2.1941 - mse: 9.7451 - val_loss: 14.1609 - val_mae: 2.5382 - val_mse: 14.1609\n"
]
},
{
@@ -1330,7 +1330,7 @@
"text": [
"Epoch 29/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 4.1695 - mae: 1.5506 - mse: 4.1695"
+ " 1/36 [..............................] - ETA: 0s - loss: 4.6152 - mae: 1.7277 - mse: 4.6152"
]
},
{
@@ -1338,7 +1338,7 @@
"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: 9.5888 - mae: 2.1587 - mse: 9.5888 - val_loss: 13.8666 - val_mae: 2.4234 - val_mse: 13.8666\n"
+ "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"
]
},
{
@@ -1347,7 +1347,7 @@
"text": [
"Epoch 30/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 6.6638 - mae: 2.1498 - mse: 6.6638"
+ " 1/36 [..............................] - ETA: 0s - loss: 7.5951 - mae: 2.3817 - mse: 7.5951"
]
},
{
@@ -1355,7 +1355,7 @@
"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: 9.4498 - mae: 2.1108 - mse: 9.4498 - val_loss: 15.0172 - val_mae: 2.5108 - val_mse: 15.0172\n"
+ "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"
]
},
{
@@ -1364,15 +1364,15 @@
"text": [
"Epoch 31/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 1.5878 - mae: 1.0485 - mse: 1.5878"
+ " 1/36 [..............................] - ETA: 0s - loss: 10.3757 - mae: 2.2797 - mse: 10.3757"
]
},
{
"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: 9.3464 - mae: 2.1395 - mse: 9.3464 - val_loss: 14.1054 - val_mae: 2.4342 - val_mse: 14.1054\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: 9.2955 - mae: 2.0881 - mse: 9.2955 - val_loss: 13.9640 - val_mae: 2.4943 - val_mse: 13.9640\n"
]
},
{
@@ -1381,15 +1381,15 @@
"text": [
"Epoch 32/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 16.7570 - mae: 3.0722 - mse: 16.7570"
+ " 1/36 [..............................] - ETA: 0s - loss: 1.7013 - mae: 1.0237 - mse: 1.7013"
]
},
{
"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: 9.0926 - mae: 2.0997 - mse: 9.0926 - val_loss: 13.2308 - val_mae: 2.3516 - val_mse: 13.2308\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: 8.9611 - mae: 2.0217 - mse: 8.9611 - val_loss: 14.2293 - val_mae: 2.5926 - val_mse: 14.2293\n"
]
},
{
@@ -1398,15 +1398,15 @@
"text": [
"Epoch 33/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 0.3957 - mae: 0.5253 - mse: 0.3957"
+ " 1/36 [..............................] - ETA: 0s - loss: 29.0072 - mae: 3.0677 - mse: 29.0072"
]
},
{
"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: 9.1485 - mae: 2.0656 - mse: 9.1485 - val_loss: 14.0265 - val_mae: 2.4953 - val_mse: 14.0265\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: 9.0227 - mae: 2.0812 - mse: 9.0227 - val_loss: 14.0698 - val_mae: 2.5126 - val_mse: 14.0698\n"
]
},
{
@@ -1415,7 +1415,7 @@
"text": [
"Epoch 34/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 2.7144 - mae: 1.3836 - mse: 2.7144"
+ " 1/36 [..............................] - ETA: 0s - loss: 4.3387 - mae: 1.4956 - mse: 4.3387"
]
},
{
@@ -1423,7 +1423,7 @@
"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: 8.9538 - mae: 2.0819 - mse: 8.9538 - val_loss: 14.0589 - val_mae: 2.4220 - val_mse: 14.0589\n"
+ "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"
]
},
{
@@ -1432,7 +1432,7 @@
"text": [
"Epoch 35/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 4.0216 - mae: 1.6289 - mse: 4.0216"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.9999 - mae: 1.7044 - mse: 3.9999"
]
},
{
@@ -1440,7 +1440,7 @@
"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: 8.6741 - mae: 2.0562 - mse: 8.6741 - val_loss: 13.0050 - val_mae: 2.4048 - val_mse: 13.0050\n"
+ "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"
]
},
{
@@ -1449,7 +1449,7 @@
"text": [
"Epoch 36/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 7.7254 - mae: 2.3590 - mse: 7.7254"
+ " 1/36 [..............................] - ETA: 0s - loss: 9.9559 - mae: 2.1261 - mse: 9.9559"
]
},
{
@@ -1457,7 +1457,7 @@
"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: 8.7212 - mae: 2.0627 - mse: 8.7212 - val_loss: 13.2011 - val_mae: 2.3565 - val_mse: 13.2011\n"
+ "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"
]
},
{
@@ -1466,15 +1466,15 @@
"text": [
"Epoch 37/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 11.8881 - mae: 2.6282 - mse: 11.8881"
+ " 1/36 [..............................] - ETA: 0s - loss: 6.2959 - mae: 1.7283 - mse: 6.2959"
]
},
{
"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: 8.5431 - mae: 2.0591 - mse: 8.5431 - val_loss: 13.8942 - val_mae: 2.3905 - val_mse: 13.8942\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: 8.5076 - mae: 2.0127 - mse: 8.5076 - val_loss: 14.9473 - val_mae: 2.6213 - val_mse: 14.9473\n"
]
},
{
@@ -1483,7 +1483,7 @@
"text": [
"Epoch 38/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 2.5369 - mae: 1.3958 - mse: 2.5369"
+ " 1/36 [..............................] - ETA: 0s - loss: 9.4354 - mae: 2.2976 - mse: 9.4354"
]
},
{
@@ -1491,7 +1491,7 @@
"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: 8.3042 - mae: 2.0118 - mse: 8.3042 - val_loss: 14.1813 - val_mae: 2.5156 - val_mse: 14.1813\n"
+ "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"
]
},
{
@@ -1500,7 +1500,7 @@
"text": [
"Epoch 39/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 3.6958 - mae: 1.5786 - mse: 3.6958"
+ " 1/36 [..............................] - ETA: 0s - loss: 7.0406 - mae: 2.2434 - mse: 7.0406"
]
},
{
@@ -1508,7 +1508,7 @@
"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: 8.4004 - mae: 2.0197 - mse: 8.4004 - val_loss: 14.0777 - val_mae: 2.4052 - val_mse: 14.0777\n"
+ "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"
]
},
{
@@ -1517,7 +1517,7 @@
"text": [
"Epoch 40/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 3.4145 - mae: 1.4783 - mse: 3.4145"
+ " 1/36 [..............................] - ETA: 0s - loss: 7.8621 - mae: 2.2893 - mse: 7.8621"
]
},
{
@@ -1525,7 +1525,7 @@
"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: 8.2772 - mae: 2.0141 - mse: 8.2772 - val_loss: 13.6871 - val_mae: 2.5101 - val_mse: 13.6871\n"
+ "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"
]
},
{
@@ -1534,7 +1534,7 @@
"text": [
"Epoch 41/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 6.8318 - mae: 2.1699 - mse: 6.8318"
+ " 1/36 [..............................] - ETA: 0s - loss: 4.2978 - mae: 1.7720 - mse: 4.2978"
]
},
{
@@ -1542,7 +1542,7 @@
"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: 8.2636 - mae: 1.9741 - mse: 8.2636 - val_loss: 13.6589 - val_mae: 2.4498 - val_mse: 13.6589\n"
+ "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"
]
},
{
@@ -1551,7 +1551,7 @@
"text": [
"Epoch 42/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 4.9865 - mae: 1.8356 - mse: 4.9865"
+ " 1/36 [..............................] - ETA: 0s - loss: 7.7478 - mae: 2.3700 - mse: 7.7478"
]
},
{
@@ -1559,7 +1559,7 @@
"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: 8.0805 - mae: 1.9924 - mse: 8.0805 - val_loss: 13.6880 - val_mae: 2.4351 - val_mse: 13.6880\n"
+ "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"
]
},
{
@@ -1568,7 +1568,7 @@
"text": [
"Epoch 43/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 6.9380 - mae: 2.2673 - mse: 6.9380"
+ " 1/36 [..............................] - ETA: 0s - loss: 5.0734 - mae: 1.8705 - mse: 5.0734"
]
},
{
@@ -1576,7 +1576,7 @@
"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: 8.1778 - mae: 2.0097 - mse: 8.1778 - val_loss: 13.9274 - val_mae: 2.5414 - val_mse: 13.9274\n"
+ "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"
]
},
{
@@ -1585,7 +1585,7 @@
"text": [
"Epoch 44/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 7.6202 - mae: 2.0598 - mse: 7.6202"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.5913 - mae: 1.5571 - mse: 3.5913"
]
},
{
@@ -1593,7 +1593,7 @@
"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: 7.8929 - mae: 1.9596 - mse: 7.8929 - val_loss: 12.5873 - val_mae: 2.3543 - val_mse: 12.5873\n"
+ "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"
]
},
{
@@ -1602,7 +1602,7 @@
"text": [
"Epoch 45/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 5.3809 - mae: 2.0346 - mse: 5.3809"
+ " 1/36 [..............................] - ETA: 0s - loss: 6.7348 - mae: 1.9642 - mse: 6.7348"
]
},
{
@@ -1610,7 +1610,7 @@
"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: 7.9471 - mae: 1.9448 - mse: 7.9471 - val_loss: 13.1158 - val_mae: 2.3705 - val_mse: 13.1158\n"
+ "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"
]
},
{
@@ -1619,7 +1619,7 @@
"text": [
"Epoch 46/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 5.1117 - mae: 1.8457 - mse: 5.1117"
+ " 1/36 [..............................] - ETA: 0s - loss: 7.1294 - mae: 1.8667 - mse: 7.1294"
]
},
{
@@ -1627,7 +1627,7 @@
"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: 7.8671 - mae: 1.9329 - mse: 7.8671 - val_loss: 12.9690 - val_mae: 2.3042 - val_mse: 12.9690\n"
+ "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"
]
},
{
@@ -1636,7 +1636,7 @@
"text": [
"Epoch 47/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 7.4026 - mae: 2.3631 - mse: 7.4026"
+ " 1/36 [..............................] - ETA: 0s - loss: 2.3414 - mae: 1.0427 - mse: 2.3414"
]
},
{
@@ -1644,7 +1644,7 @@
"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: 7.5696 - mae: 1.9366 - mse: 7.5696 - val_loss: 13.2230 - val_mae: 2.4574 - val_mse: 13.2230\n"
+ "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"
]
},
{
@@ -1653,7 +1653,7 @@
"text": [
"Epoch 48/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 2.4101 - mae: 1.3461 - mse: 2.4101"
+ " 1/36 [..............................] - ETA: 0s - loss: 1.9289 - mae: 0.9229 - mse: 1.9289"
]
},
{
@@ -1661,7 +1661,7 @@
"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: 7.3693 - mae: 1.9225 - mse: 7.3693 - val_loss: 13.4483 - val_mae: 2.3449 - val_mse: 13.4483\n"
+ "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"
]
},
{
@@ -1670,15 +1670,15 @@
"text": [
"Epoch 49/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 7.3577 - mae: 2.2303 - mse: 7.3577"
+ " 1/36 [..............................] - ETA: 0s - loss: 10.4623 - mae: 2.0517 - mse: 10.4623"
]
},
{
"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: 7.5747 - mae: 1.9105 - mse: 7.5747 - val_loss: 13.2373 - val_mae: 2.3816 - val_mse: 13.2373\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: 7.5172 - mae: 1.8802 - mse: 7.5172 - val_loss: 13.3405 - val_mae: 2.5187 - val_mse: 13.3405\n"
]
},
{
@@ -1687,15 +1687,15 @@
"text": [
"Epoch 50/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 22.1598 - mae: 2.8860 - mse: 22.1598"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.7719 - mae: 1.6304 - mse: 3.7719"
]
},
{
"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: 7.4669 - mae: 1.9277 - mse: 7.4669 - val_loss: 12.4698 - val_mae: 2.2827 - val_mse: 12.4698\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: 7.5482 - mae: 1.8925 - mse: 7.5482 - val_loss: 12.2768 - val_mae: 2.4135 - val_mse: 12.2768\n"
]
},
{
@@ -1704,7 +1704,7 @@
"text": [
"Epoch 51/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 7.6647 - mae: 2.3585 - mse: 7.6647"
+ " 1/36 [..............................] - ETA: 0s - loss: 6.6832 - mae: 1.8979 - mse: 6.6832"
]
},
{
@@ -1712,7 +1712,7 @@
"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: 7.4126 - mae: 1.9136 - mse: 7.4126 - val_loss: 12.7967 - val_mae: 2.3007 - val_mse: 12.7967\n"
+ "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"
]
},
{
@@ -1721,7 +1721,7 @@
"text": [
"Epoch 52/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 6.6841 - mae: 1.8651 - mse: 6.6841"
+ " 1/36 [..............................] - ETA: 0s - loss: 5.1183 - mae: 1.7874 - mse: 5.1183"
]
},
{
@@ -1729,7 +1729,7 @@
"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: 7.4912 - mae: 1.8918 - mse: 7.4912 - val_loss: 13.2415 - val_mae: 2.3721 - val_mse: 13.2415\n"
+ "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"
]
},
{
@@ -1738,15 +1738,15 @@
"text": [
"Epoch 53/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 25.6787 - mae: 3.3779 - mse: 25.6787"
+ " 1/36 [..............................] - ETA: 0s - loss: 4.2185 - mae: 1.5925 - mse: 4.2185"
]
},
{
"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: 7.3401 - mae: 1.8995 - mse: 7.3401 - val_loss: 12.7098 - val_mae: 2.3565 - val_mse: 12.7098\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: 7.2048 - mae: 1.8427 - mse: 7.2048 - val_loss: 12.6665 - val_mae: 2.4466 - val_mse: 12.6665\n"
]
},
{
@@ -1755,7 +1755,7 @@
"text": [
"Epoch 54/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 10.1976 - mae: 2.4170 - mse: 10.1976"
+ " 1/36 [..............................] - ETA: 0s - loss: 46.2204 - mae: 3.7168 - mse: 46.2204"
]
},
{
@@ -1763,7 +1763,7 @@
"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: 7.1574 - mae: 1.8306 - mse: 7.1574 - val_loss: 13.6833 - val_mae: 2.5442 - val_mse: 13.6833\n"
+ "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"
]
},
{
@@ -1772,7 +1772,7 @@
"text": [
"Epoch 55/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 3.3518 - mae: 1.4800 - mse: 3.3518"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.3886 - mae: 1.4049 - mse: 3.3886"
]
},
{
@@ -1780,7 +1780,7 @@
"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: 7.1587 - mae: 1.8769 - mse: 7.1587 - val_loss: 12.6908 - val_mae: 2.4159 - val_mse: 12.6908\n"
+ "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"
]
},
{
@@ -1789,15 +1789,15 @@
"text": [
"Epoch 56/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 11.1812 - mae: 2.5203 - mse: 11.1812"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.6256 - mae: 1.6881 - mse: 3.6256"
]
},
{
"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: 7.2165 - mae: 1.8258 - mse: 7.2165 - val_loss: 12.6495 - val_mae: 2.3404 - val_mse: 12.6495\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: 7.0188 - mae: 1.8313 - mse: 7.0188 - val_loss: 13.4204 - val_mae: 2.7211 - val_mse: 13.4204\n"
]
},
{
@@ -1806,7 +1806,7 @@
"text": [
"Epoch 57/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 3.1343 - mae: 1.2883 - mse: 3.1343"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.0646 - mae: 1.5393 - mse: 3.0646"
]
},
{
@@ -1814,7 +1814,7 @@
"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: 6.8108 - mae: 1.8368 - mse: 6.8108 - val_loss: 13.0202 - val_mae: 2.3764 - val_mse: 13.0202\n"
+ "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"
]
},
{
@@ -1823,7 +1823,7 @@
"text": [
"Epoch 58/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 2.3965 - mae: 1.0410 - mse: 2.3965"
+ " 1/36 [..............................] - ETA: 0s - loss: 4.7752 - mae: 1.8080 - mse: 4.7752"
]
},
{
@@ -1831,7 +1831,7 @@
"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: 6.8447 - mae: 1.8758 - mse: 6.8447 - val_loss: 12.9640 - val_mae: 2.3844 - val_mse: 12.9640\n"
+ "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"
]
},
{
@@ -1840,7 +1840,7 @@
"text": [
"Epoch 59/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 7.0635 - mae: 2.1455 - mse: 7.0635"
+ " 1/36 [..............................] - ETA: 0s - loss: 2.1849 - mae: 1.2227 - mse: 2.1849"
]
},
{
@@ -1848,7 +1848,7 @@
"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: 6.9957 - mae: 1.8572 - mse: 6.9957 - val_loss: 12.8555 - val_mae: 2.3296 - val_mse: 12.8555\n"
+ "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"
]
},
{
@@ -1857,7 +1857,7 @@
"text": [
"Epoch 60/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 1.4058 - mae: 0.9211 - mse: 1.4058"
+ " 1/36 [..............................] - ETA: 0s - loss: 6.9132 - mae: 2.2178 - mse: 6.9132"
]
},
{
@@ -1865,7 +1865,7 @@
"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: 6.5657 - mae: 1.8124 - mse: 6.5657 - val_loss: 12.2690 - val_mae: 2.2857 - val_mse: 12.2690\n"
+ "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"
]
},
{
@@ -1874,7 +1874,7 @@
"text": [
"Epoch 61/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 3.4388 - mae: 1.4765 - mse: 3.4388"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.9258 - mae: 1.6678 - mse: 3.9258"
]
},
{
@@ -1882,7 +1882,7 @@
"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: 6.5999 - mae: 1.7953 - mse: 6.5999 - val_loss: 12.2474 - val_mae: 2.3640 - val_mse: 12.2474\n"
+ "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"
]
},
{
@@ -1891,7 +1891,7 @@
"text": [
"Epoch 62/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 4.1985 - mae: 1.6036 - mse: 4.1985"
+ " 1/36 [..............................] - ETA: 0s - loss: 6.3565 - mae: 2.2262 - mse: 6.3565"
]
},
{
@@ -1899,7 +1899,7 @@
"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: 6.6099 - mae: 1.7642 - mse: 6.6099 - val_loss: 12.5390 - val_mae: 2.3884 - val_mse: 12.5390\n"
+ "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"
]
},
{
@@ -1908,7 +1908,7 @@
"text": [
"Epoch 63/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 7.2697 - mae: 2.4947 - mse: 7.2697"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.8692 - mae: 1.5904 - mse: 3.8692"
]
},
{
@@ -1916,7 +1916,7 @@
"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: 6.4862 - mae: 1.8277 - mse: 6.4862 - val_loss: 12.5393 - val_mae: 2.3245 - val_mse: 12.5393\n"
+ "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"
]
},
{
@@ -1925,7 +1925,7 @@
"text": [
"Epoch 64/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 2.5746 - mae: 1.2740 - mse: 2.5746"
+ " 1/36 [..............................] - ETA: 0s - loss: 4.4650 - mae: 1.7936 - mse: 4.4650"
]
},
{
@@ -1933,7 +1933,7 @@
"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: 6.4198 - mae: 1.7613 - mse: 6.4198 - val_loss: 13.6842 - val_mae: 2.3957 - val_mse: 13.6842\n"
+ "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"
]
},
{
@@ -1942,7 +1942,7 @@
"text": [
"Epoch 65/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 5.3844 - mae: 1.7560 - mse: 5.3844"
+ " 1/36 [..............................] - ETA: 0s - loss: 8.3727 - mae: 2.3840 - mse: 8.3727"
]
},
{
@@ -1950,7 +1950,7 @@
"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: 6.3637 - mae: 1.7412 - mse: 6.3637 - val_loss: 13.2793 - val_mae: 2.3338 - val_mse: 13.2793\n"
+ "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"
]
},
{
@@ -1959,7 +1959,7 @@
"text": [
"Epoch 66/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 5.9346 - mae: 1.6049 - mse: 5.9346"
+ " 1/36 [..............................] - ETA: 0s - loss: 2.5810 - mae: 1.2768 - mse: 2.5810"
]
},
{
@@ -1967,7 +1967,7 @@
"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: 6.2636 - mae: 1.7726 - mse: 6.2636 - val_loss: 12.9668 - val_mae: 2.3200 - val_mse: 12.9668\n"
+ "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"
]
},
{
@@ -1976,15 +1976,15 @@
"text": [
"Epoch 67/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 8.7173 - mae: 2.1909 - mse: 8.7173"
+ " 1/36 [..............................] - ETA: 0s - loss: 41.1246 - mae: 3.7465 - mse: 41.1246"
]
},
{
"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: 6.2867 - mae: 1.7650 - mse: 6.2867 - val_loss: 13.3737 - val_mae: 2.3710 - val_mse: 13.3737\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: 6.1648 - mae: 1.7757 - mse: 6.1648 - val_loss: 11.3975 - val_mae: 2.3143 - val_mse: 11.3975\n"
]
},
{
@@ -1993,7 +1993,7 @@
"text": [
"Epoch 68/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 3.3311 - mae: 1.3425 - mse: 3.3311"
+ " 1/36 [..............................] - ETA: 0s - loss: 2.5277 - mae: 1.1879 - mse: 2.5277"
]
},
{
@@ -2001,7 +2001,7 @@
"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: 6.1797 - mae: 1.7593 - mse: 6.1797 - val_loss: 12.0307 - val_mae: 2.2832 - val_mse: 12.0307\n"
+ "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"
]
},
{
@@ -2010,7 +2010,7 @@
"text": [
"Epoch 69/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 3.9111 - mae: 1.4117 - mse: 3.9111"
+ " 1/36 [..............................] - ETA: 0s - loss: 4.7709 - mae: 1.8244 - mse: 4.7709"
]
},
{
@@ -2018,7 +2018,7 @@
"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: 6.4651 - mae: 1.7771 - mse: 6.4651 - val_loss: 12.2397 - val_mae: 2.3214 - val_mse: 12.2397\n"
+ "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"
]
},
{
@@ -2027,7 +2027,7 @@
"text": [
"Epoch 70/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 1.1011 - mae: 0.9641 - mse: 1.1011"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.5775 - mae: 1.4766 - mse: 3.5775"
]
},
{
@@ -2035,7 +2035,7 @@
"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: 6.2913 - mae: 1.7455 - mse: 6.2913 - val_loss: 12.9080 - val_mae: 2.3680 - val_mse: 12.9080\n"
+ "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"
]
},
{
@@ -2044,7 +2044,7 @@
"text": [
"Epoch 71/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 2.4270 - mae: 1.2445 - mse: 2.4270"
+ " 1/36 [..............................] - ETA: 0s - loss: 5.8586 - mae: 2.0126 - mse: 5.8586"
]
},
{
@@ -2052,7 +2052,7 @@
"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: 6.0847 - mae: 1.7154 - mse: 6.0847 - val_loss: 11.9177 - val_mae: 2.2353 - val_mse: 11.9177\n"
+ "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"
]
},
{
@@ -2061,15 +2061,15 @@
"text": [
"Epoch 72/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 12.3730 - mae: 2.7309 - mse: 12.3730"
+ " 1/36 [..............................] - ETA: 0s - loss: 1.3440 - mae: 1.0062 - mse: 1.3440"
]
},
{
"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: 5.8482 - mae: 1.7003 - mse: 5.8482 - val_loss: 11.9800 - val_mae: 2.3584 - val_mse: 11.9800\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: 6.0889 - mae: 1.7559 - mse: 6.0889 - val_loss: 11.4048 - val_mae: 2.3403 - val_mse: 11.4048\n"
]
},
{
@@ -2078,7 +2078,7 @@
"text": [
"Epoch 73/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 7.6617 - mae: 2.3681 - mse: 7.6617"
+ " 1/36 [..............................] - ETA: 0s - loss: 9.2074 - mae: 2.2444 - mse: 9.2074"
]
},
{
@@ -2086,7 +2086,7 @@
"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: 6.0238 - mae: 1.7351 - mse: 6.0238 - val_loss: 14.2401 - val_mae: 2.5699 - val_mse: 14.2401\n"
+ "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"
]
},
{
@@ -2095,7 +2095,7 @@
"text": [
"Epoch 74/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 3.3728 - mae: 1.2274 - mse: 3.3728"
+ " 1/36 [..............................] - ETA: 0s - loss: 5.6049 - mae: 1.9092 - mse: 5.6049"
]
},
{
@@ -2103,7 +2103,7 @@
"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: 5.9064 - mae: 1.7239 - mse: 5.9064 - val_loss: 12.5284 - val_mae: 2.3521 - val_mse: 12.5284\n"
+ "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"
]
},
{
@@ -2112,15 +2112,15 @@
"text": [
"Epoch 75/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 3.4484 - mae: 1.4781 - mse: 3.4484"
+ " 1/36 [..............................] - ETA: 0s - loss: 11.4862 - mae: 2.8122 - mse: 11.4862"
]
},
{
"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: 5.8608 - mae: 1.7129 - mse: 5.8608 - val_loss: 12.9856 - val_mae: 2.4163 - val_mse: 12.9856\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: 5.6214 - mae: 1.6770 - mse: 5.6214 - val_loss: 13.0445 - val_mae: 2.6862 - val_mse: 13.0445\n"
]
},
{
@@ -2129,15 +2129,15 @@
"text": [
"Epoch 76/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 2.6239 - mae: 1.1080 - mse: 2.6239"
+ " 1/36 [..............................] - ETA: 0s - loss: 16.1102 - mae: 3.3538 - mse: 16.1102"
]
},
{
"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: 5.8256 - mae: 1.7007 - mse: 5.8256 - val_loss: 13.3413 - val_mae: 2.4283 - val_mse: 13.3413\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: 5.7656 - mae: 1.7123 - mse: 5.7656 - val_loss: 11.1105 - val_mae: 2.3023 - val_mse: 11.1105\n"
]
},
{
@@ -2146,7 +2146,7 @@
"text": [
"Epoch 77/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 6.6166 - mae: 2.0045 - mse: 6.6166"
+ " 1/36 [..............................] - ETA: 0s - loss: 2.2238 - mae: 1.1720 - mse: 2.2238"
]
},
{
@@ -2154,7 +2154,7 @@
"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: 5.7902 - mae: 1.6942 - mse: 5.7902 - val_loss: 12.8301 - val_mae: 2.3500 - val_mse: 12.8301\n"
+ "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"
]
},
{
@@ -2163,7 +2163,7 @@
"text": [
"Epoch 78/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 3.4865 - mae: 1.4235 - mse: 3.4865"
+ " 1/36 [..............................] - ETA: 0s - loss: 4.7189 - mae: 1.7934 - mse: 4.7189"
]
},
{
@@ -2171,7 +2171,7 @@
"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: 5.5314 - mae: 1.6589 - mse: 5.5314 - val_loss: 13.5920 - val_mae: 2.3699 - val_mse: 13.5920\n"
+ "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"
]
},
{
@@ -2180,7 +2180,7 @@
"text": [
"Epoch 79/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 0.6828 - mae: 0.6668 - mse: 0.6828"
+ " 1/36 [..............................] - ETA: 0s - loss: 8.2901 - mae: 2.0116 - mse: 8.2901"
]
},
{
@@ -2188,7 +2188,7 @@
"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: 5.5757 - mae: 1.7302 - mse: 5.5757 - val_loss: 11.6502 - val_mae: 2.2429 - val_mse: 11.6502\n"
+ "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"
]
},
{
@@ -2197,7 +2197,7 @@
"text": [
"Epoch 80/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 2.8948 - mae: 1.2464 - mse: 2.8948"
+ " 1/36 [..............................] - ETA: 0s - loss: 7.3579 - mae: 1.9061 - mse: 7.3579"
]
},
{
@@ -2205,7 +2205,7 @@
"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: 5.5959 - mae: 1.6710 - mse: 5.5959 - val_loss: 12.8662 - val_mae: 2.3524 - val_mse: 12.8662\n"
+ "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"
]
},
{
@@ -2214,7 +2214,7 @@
"text": [
"Epoch 81/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 4.4004 - mae: 1.8574 - mse: 4.4004"
+ " 1/36 [..............................] - ETA: 0s - loss: 2.6983 - mae: 1.3810 - mse: 2.6983"
]
},
{
@@ -2222,7 +2222,7 @@
"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: 5.4484 - mae: 1.6461 - mse: 5.4484 - val_loss: 14.2820 - val_mae: 2.5297 - val_mse: 14.2820\n"
+ "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"
]
},
{
@@ -2231,7 +2231,7 @@
"text": [
"Epoch 82/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 7.1577 - mae: 1.7312 - mse: 7.1577"
+ " 1/36 [..............................] - ETA: 0s - loss: 6.9033 - mae: 2.1730 - mse: 6.9033"
]
},
{
@@ -2239,7 +2239,7 @@
"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: 5.3292 - mae: 1.6561 - mse: 5.3292 - val_loss: 12.7035 - val_mae: 2.5154 - val_mse: 12.7035\n"
+ "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"
]
},
{
@@ -2248,7 +2248,7 @@
"text": [
"Epoch 83/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 5.3531 - mae: 1.8256 - mse: 5.3531"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.6204 - mae: 1.3808 - mse: 3.6204"
]
},
{
@@ -2256,7 +2256,7 @@
"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: 5.3376 - mae: 1.6476 - mse: 5.3376 - val_loss: 12.6874 - val_mae: 2.4660 - val_mse: 12.6874\n"
+ "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"
]
},
{
@@ -2265,7 +2265,7 @@
"text": [
"Epoch 84/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 2.2913 - mae: 1.3012 - mse: 2.2913"
+ " 1/36 [..............................] - ETA: 0s - loss: 5.4169 - mae: 1.9446 - mse: 5.4169"
]
},
{
@@ -2273,7 +2273,7 @@
"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: 5.2812 - mae: 1.6430 - mse: 5.2812 - val_loss: 12.7600 - val_mae: 2.3858 - val_mse: 12.7600\n"
+ "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"
]
},
{
@@ -2282,7 +2282,7 @@
"text": [
"Epoch 85/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 2.2834 - mae: 1.2217 - mse: 2.2834"
+ " 1/36 [..............................] - ETA: 0s - loss: 1.8210 - mae: 1.0157 - mse: 1.8210"
]
},
{
@@ -2290,7 +2290,7 @@
"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: 5.4888 - mae: 1.6856 - mse: 5.4888 - val_loss: 12.6539 - val_mae: 2.3476 - val_mse: 12.6539\n"
+ "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"
]
},
{
@@ -2299,7 +2299,7 @@
"text": [
"Epoch 86/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 5.8355 - mae: 2.0482 - mse: 5.8355"
+ " 1/36 [..............................] - ETA: 0s - loss: 4.5370 - mae: 1.7690 - mse: 4.5370"
]
},
{
@@ -2307,7 +2307,7 @@
"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: 5.2497 - mae: 1.6176 - mse: 5.2497 - val_loss: 11.6699 - val_mae: 2.2357 - val_mse: 11.6699\n"
+ "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"
]
},
{
@@ -2316,7 +2316,7 @@
"text": [
"Epoch 87/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 6.1751 - mae: 2.0722 - mse: 6.1751"
+ " 1/36 [..............................] - ETA: 0s - loss: 4.9659 - mae: 1.6842 - mse: 4.9659"
]
},
{
@@ -2324,7 +2324,7 @@
"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: 5.1398 - mae: 1.6054 - mse: 5.1398 - val_loss: 12.0369 - val_mae: 2.3929 - val_mse: 12.0369\n"
+ "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"
]
},
{
@@ -2333,7 +2333,7 @@
"text": [
"Epoch 88/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 4.0589 - mae: 1.5536 - mse: 4.0589"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.0641 - mae: 1.2849 - mse: 3.0641"
]
},
{
@@ -2341,7 +2341,7 @@
"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: 5.1168 - mae: 1.5843 - mse: 5.1168 - val_loss: 11.5852 - val_mae: 2.2270 - val_mse: 11.5852\n"
+ "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"
]
},
{
@@ -2350,7 +2350,7 @@
"text": [
"Epoch 89/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 4.2984 - mae: 1.7413 - mse: 4.2984"
+ " 1/36 [..............................] - ETA: 0s - loss: 2.2846 - mae: 1.2575 - mse: 2.2846"
]
},
{
@@ -2358,7 +2358,7 @@
"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: 4.9015 - mae: 1.6137 - mse: 4.9015 - val_loss: 12.1187 - val_mae: 2.4366 - val_mse: 12.1187\n"
+ "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"
]
},
{
@@ -2367,15 +2367,15 @@
"text": [
"Epoch 90/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 12.7976 - mae: 1.9028 - mse: 12.7976"
+ " 1/36 [..............................] - ETA: 0s - loss: 6.5598 - mae: 2.2636 - mse: 6.5598"
]
},
{
"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: 4.8665 - mae: 1.5606 - mse: 4.8665 - val_loss: 15.2519 - val_mae: 2.6009 - val_mse: 15.2519\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: 4.7862 - mae: 1.5408 - mse: 4.7862 - val_loss: 10.8012 - val_mae: 2.3194 - val_mse: 10.8012\n"
]
},
{
@@ -2384,7 +2384,7 @@
"text": [
"Epoch 91/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 6.6535 - mae: 2.0568 - mse: 6.6535"
+ " 1/36 [..............................] - ETA: 0s - loss: 4.5877 - mae: 1.4147 - mse: 4.5877"
]
},
{
@@ -2392,7 +2392,7 @@
"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: 5.1705 - mae: 1.6286 - mse: 5.1705 - val_loss: 13.2850 - val_mae: 2.3707 - val_mse: 13.2850\n"
+ "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"
]
},
{
@@ -2401,7 +2401,7 @@
"text": [
"Epoch 92/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 1.5029 - mae: 1.0787 - mse: 1.5029"
+ " 1/36 [..............................] - ETA: 0s - loss: 4.4417 - mae: 1.5357 - mse: 4.4417"
]
},
{
@@ -2409,7 +2409,7 @@
"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: 5.1187 - mae: 1.5887 - mse: 5.1187 - val_loss: 11.8848 - val_mae: 2.2974 - val_mse: 11.8848\n"
+ "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"
]
},
{
@@ -2418,7 +2418,7 @@
"text": [
"Epoch 93/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 6.4396 - mae: 1.8832 - mse: 6.4396"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.4063 - mae: 1.3139 - mse: 3.4063"
]
},
{
@@ -2426,7 +2426,7 @@
"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: 4.7854 - mae: 1.5438 - mse: 4.7854 - val_loss: 12.8263 - val_mae: 2.3866 - val_mse: 12.8263\n"
+ "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"
]
},
{
@@ -2435,7 +2435,7 @@
"text": [
"Epoch 94/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 2.8374 - mae: 1.2201 - mse: 2.8374"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.8630 - mae: 1.6128 - mse: 3.8630"
]
},
{
@@ -2443,7 +2443,7 @@
"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: 4.6870 - mae: 1.5416 - mse: 4.6870 - val_loss: 13.2347 - val_mae: 2.5382 - val_mse: 13.2347\n"
+ "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"
]
},
{
@@ -2452,7 +2452,7 @@
"text": [
"Epoch 95/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 9.4396 - mae: 2.5367 - mse: 9.4396"
+ " 1/36 [..............................] - ETA: 0s - loss: 9.7030 - mae: 1.9510 - mse: 9.7030"
]
},
{
@@ -2460,7 +2460,7 @@
"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: 4.9903 - mae: 1.5629 - mse: 4.9903 - val_loss: 11.7711 - val_mae: 2.2457 - val_mse: 11.7711\n"
+ "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"
]
},
{
@@ -2469,7 +2469,7 @@
"text": [
"Epoch 96/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 2.1902 - mae: 1.0458 - mse: 2.1902"
+ " 1/36 [..............................] - ETA: 0s - loss: 6.5622 - mae: 1.7688 - mse: 6.5622"
]
},
{
@@ -2477,7 +2477,7 @@
"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: 4.6655 - mae: 1.5398 - mse: 4.6655 - val_loss: 12.3467 - val_mae: 2.3698 - val_mse: 12.3467\n"
+ "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"
]
},
{
@@ -2486,7 +2486,7 @@
"text": [
"Epoch 97/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 6.0663 - mae: 1.8891 - mse: 6.0663"
+ " 1/36 [..............................] - ETA: 0s - loss: 9.9376 - mae: 2.1553 - mse: 9.9376"
]
},
{
@@ -2494,7 +2494,7 @@
"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: 4.6368 - mae: 1.5071 - mse: 4.6368 - val_loss: 11.6750 - val_mae: 2.2501 - val_mse: 11.6750\n"
+ "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"
]
},
{
@@ -2503,7 +2503,7 @@
"text": [
"Epoch 98/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 3.7548 - mae: 1.4248 - mse: 3.7548"
+ " 1/36 [..............................] - ETA: 0s - loss: 2.5867 - mae: 1.2264 - mse: 2.5867"
]
},
{
@@ -2511,7 +2511,7 @@
"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: 4.6304 - mae: 1.5311 - mse: 4.6304 - val_loss: 11.7970 - val_mae: 2.3192 - val_mse: 11.7970\n"
+ "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"
]
},
{
@@ -2520,7 +2520,7 @@
"text": [
"Epoch 99/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 2.5398 - mae: 1.3573 - mse: 2.5398"
+ " 1/36 [..............................] - ETA: 0s - loss: 2.1308 - mae: 1.2632 - mse: 2.1308"
]
},
{
@@ -2528,7 +2528,7 @@
"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: 4.5894 - mae: 1.5283 - mse: 4.5894 - val_loss: 11.2752 - val_mae: 2.2551 - val_mse: 11.2752\n"
+ "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"
]
},
{
@@ -2537,7 +2537,7 @@
"text": [
"Epoch 100/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 4.4567 - mae: 1.9337 - mse: 4.4567"
+ " 1/36 [..............................] - ETA: 0s - loss: 9.0234 - mae: 2.3488 - mse: 9.0234"
]
},
{
@@ -2545,7 +2545,7 @@
"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: 4.5993 - mae: 1.5317 - mse: 4.5993 - val_loss: 11.7914 - val_mae: 2.2495 - val_mse: 11.7914\n"
+ "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"
]
}
],
@@ -2574,10 +2574,10 @@
"execution_count": 10,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:56.594618Z",
- "iopub.status.busy": "2021-01-26T10:05:56.594257Z",
- "iopub.status.idle": "2021-01-26T10:05:56.618379Z",
- "shell.execute_reply": "2021-01-26T10:05:56.618630Z"
+ "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"
}
},
"outputs": [
@@ -2585,9 +2585,9 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "x_test / loss : 11.7914\n",
- "x_test / mae : 2.2495\n",
- "x_test / mse : 11.7914\n"
+ "x_test / loss : 10.8222\n",
+ "x_test / mae : 2.3810\n",
+ "x_test / mse : 10.8222\n"
]
}
],
@@ -2612,10 +2612,10 @@
"execution_count": 11,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:56.621555Z",
- "iopub.status.busy": "2021-01-26T10:05:56.621133Z",
- "iopub.status.idle": "2021-01-26T10:05:56.623569Z",
- "shell.execute_reply": "2021-01-26T10:05:56.623837Z"
+ "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"
}
},
"outputs": [
@@ -2623,7 +2623,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "min( val_mae ) : 2.2270\n"
+ "min( val_mae ) : 2.2557\n"
]
}
],
@@ -2636,10 +2636,10 @@
"execution_count": 12,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:56.635433Z",
- "iopub.status.busy": "2021-01-26T10:05:56.632775Z",
- "iopub.status.idle": "2021-01-26T10:05:57.639103Z",
- "shell.execute_reply": "2021-01-26T10:05:57.638824Z"
+ "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"
}
},
"outputs": [
@@ -2657,7 +2657,7 @@
},
{
"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 +2681,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
@@ -2705,7 +2705,7 @@
},
{
"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 +2741,10 @@
"execution_count": 13,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:57.645194Z",
- "iopub.status.busy": "2021-01-26T10:05:57.644876Z",
- "iopub.status.idle": "2021-01-26T10:05:57.677424Z",
- "shell.execute_reply": "2021-01-26T10:05:57.677746Z"
+ "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"
}
},
"outputs": [
@@ -2788,10 +2788,10 @@
"execution_count": 14,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:57.681523Z",
- "iopub.status.busy": "2021-01-26T10:05:57.680777Z",
- "iopub.status.idle": "2021-01-26T10:05:57.796729Z",
- "shell.execute_reply": "2021-01-26T10:05:57.796363Z"
+ "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"
}
},
"outputs": [
@@ -2799,9 +2799,9 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "x_test / loss : 11.2752\n",
- "x_test / mae : 2.2551\n",
- "x_test / mse : 11.2752\n"
+ "x_test / loss : 10.5119\n",
+ "x_test / mae : 2.2557\n",
+ "x_test / mse : 10.5119\n"
]
}
],
@@ -2825,10 +2825,10 @@
"execution_count": 15,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:57.800848Z",
- "iopub.status.busy": "2021-01-26T10:05:57.800397Z",
- "iopub.status.idle": "2021-01-26T10:05:57.803014Z",
- "shell.execute_reply": "2021-01-26T10:05:57.802635Z"
+ "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"
}
},
"outputs": [],
@@ -2846,10 +2846,10 @@
"execution_count": 16,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:57.806375Z",
- "iopub.status.busy": "2021-01-26T10:05:57.806034Z",
- "iopub.status.idle": "2021-01-26T10:05:57.884911Z",
- "shell.execute_reply": "2021-01-26T10:05:57.885235Z"
+ "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"
}
},
"outputs": [
@@ -2857,7 +2857,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Prediction : 11.86 K$ Reality : 10.40 K$\n"
+ "Prediction : 8.55 K$ Reality : 10.40 K$\n"
]
}
],
@@ -2871,10 +2871,10 @@
"execution_count": 17,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:57.887920Z",
- "iopub.status.busy": "2021-01-26T10:05:57.887530Z",
- "iopub.status.idle": "2021-01-26T10:05:57.891218Z",
- "shell.execute_reply": "2021-01-26T10:05:57.890807Z"
+ "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"
}
},
"outputs": [
@@ -2882,8 +2882,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "End time is : Tuesday 26 January 2021, 11:05:57\n",
- "Duration is : 00:00:10 715ms\n",
+ "End time is : Tuesday 26 January 2021, 16:11:23\n",
+ "Duration is : 00:00:10 812ms\n",
"This notebook ends here\n"
]
}
diff --git a/IRIS/01-Simple-Perceptron==done==.ipynb b/IRIS/01-Simple-Perceptron==done==.ipynb
index 2ef233b6e176af594decb2fcd9d1188036d32cb0..340243702033f39ccc7b0f77db73e04325db5245 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": "2021-01-26T10:05:34.899916Z",
- "iopub.status.busy": "2021-01-26T10:05:34.899594Z",
- "iopub.status.idle": "2021-01-26T10:05:36.334882Z",
- "shell.execute_reply": "2021-01-26T10:05:36.334490Z"
+ "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"
}
},
"outputs": [
@@ -111,9 +111,9 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Version : 2.0.5\n",
+ "Version : 2.0.6\n",
"Notebook id : PER57\n",
- "Run time : Tuesday 26 January 2021, 11:05:36\n",
+ "Run time : Tuesday 26 January 2021, 16:11:01\n",
"TensorFlow version : 2.2.0\n",
"Keras version : 2.3.0-tf\n",
"Datasets dir : /home/pjluc/tmp/datasets\n",
@@ -166,10 +166,10 @@
"execution_count": 2,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:36.339161Z",
- "iopub.status.busy": "2021-01-26T10:05:36.338334Z",
- "iopub.status.idle": "2021-01-26T10:05:36.353929Z",
- "shell.execute_reply": "2021-01-26T10:05:36.354276Z"
+ "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"
}
},
"outputs": [
@@ -328,10 +328,10 @@
"execution_count": 3,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:36.358748Z",
- "iopub.status.busy": "2021-01-26T10:05:36.358253Z",
- "iopub.status.idle": "2021-01-26T10:05:36.361914Z",
- "shell.execute_reply": "2021-01-26T10:05:36.361525Z"
+ "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"
}
},
"outputs": [
@@ -373,10 +373,10 @@
"execution_count": 4,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:36.366364Z",
- "iopub.status.busy": "2021-01-26T10:05:36.366000Z",
- "iopub.status.idle": "2021-01-26T10:05:36.373813Z",
- "shell.execute_reply": "2021-01-26T10:05:36.373452Z"
+ "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"
}
},
"outputs": [
@@ -385,25 +385,25 @@
"output_type": "stream",
"text": [
"-- Epoch 1\n",
- "Norm: 1.94, NNZs: 2, Bias: 3.000000, T: 120, Avg. loss: 0.159083\n",
+ "Norm: 2.25, NNZs: 2, Bias: 5.000000, T: 120, Avg. loss: 0.281583\n",
"Total training time: 0.00 seconds.\n",
"-- Epoch 2\n",
- "Norm: 1.94, NNZs: 2, Bias: 3.000000, T: 240, Avg. loss: 0.000000\n",
+ "Norm: 2.25, NNZs: 2, Bias: 5.000000, T: 240, Avg. loss: 0.000000\n",
"Total training time: 0.00 seconds.\n",
"-- Epoch 3\n",
- "Norm: 1.94, NNZs: 2, Bias: 3.000000, T: 360, Avg. loss: 0.000000\n",
+ "Norm: 2.25, NNZs: 2, Bias: 5.000000, T: 360, Avg. loss: 0.000000\n",
"Total training time: 0.00 seconds.\n",
"-- Epoch 4\n",
- "Norm: 1.94, NNZs: 2, Bias: 3.000000, T: 480, Avg. loss: 0.000000\n",
+ "Norm: 2.25, NNZs: 2, Bias: 5.000000, T: 480, Avg. loss: 0.000000\n",
"Total training time: 0.00 seconds.\n",
"-- Epoch 5\n",
- "Norm: 1.94, NNZs: 2, Bias: 3.000000, T: 600, Avg. loss: 0.000000\n",
+ "Norm: 2.25, NNZs: 2, Bias: 5.000000, T: 600, Avg. loss: 0.000000\n",
"Total training time: 0.00 seconds.\n",
"-- Epoch 6\n",
- "Norm: 1.94, NNZs: 2, Bias: 3.000000, T: 720, Avg. loss: 0.000000\n",
+ "Norm: 2.25, NNZs: 2, Bias: 5.000000, T: 720, Avg. loss: 0.000000\n",
"Total training time: 0.00 seconds.\n",
"-- Epoch 7\n",
- "Norm: 1.94, NNZs: 2, Bias: 3.000000, T: 840, Avg. loss: 0.000000\n",
+ "Norm: 2.25, NNZs: 2, Bias: 5.000000, 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": "2021-01-26T10:05:36.382839Z",
- "iopub.status.busy": "2021-01-26T10:05:36.382393Z",
- "iopub.status.idle": "2021-01-26T10:05:36.385769Z",
- "shell.execute_reply": "2021-01-26T10:05:36.385431Z"
+ "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"
}
},
"outputs": [
@@ -473,106 +473,106 @@
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
- " <td>5.5</td>\n",
- " <td>1.8</td>\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>4.4</td>\n",
- " <td>1.4</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
+ " <td>1.5</td>\n",
+ " <td>0.2</td>\n",
+ " <td>1</td>\n",
+ " <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
- " <td>1.5</td>\n",
- " <td>0.4</td>\n",
+ " <td>1.4</td>\n",
+ " <td>0.1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
- " <td>4.5</td>\n",
- " <td>1.5</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
+ " <td>1.3</td>\n",
+ " <td>0.2</td>\n",
+ " <td>1</td>\n",
+ " <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
- " <td>4.4</td>\n",
- " <td>1.2</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>0.2</td>\n",
+ " <td>1</td>\n",
+ " <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
- " <td>1.5</td>\n",
- " <td>0.4</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>6</th>\n",
- " <td>5.6</td>\n",
- " <td>1.4</td>\n",
+ " <td>6.0</td>\n",
+ " <td>1.8</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
- " <td>1.7</td>\n",
- " <td>0.3</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
+ " <td>4.7</td>\n",
+ " <td>1.5</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
- " <td>4.9</td>\n",
- " <td>1.8</td>\n",
+ " <td>5.3</td>\n",
+ " <td>2.3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
- " <td>4.5</td>\n",
- " <td>1.7</td>\n",
+ " <td>4.8</td>\n",
+ " <td>1.8</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
- " <td>1.4</td>\n",
- " <td>0.2</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
+ " <td>3.5</td>\n",
+ " <td>1.0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
- " <td>3.7</td>\n",
- " <td>1.0</td>\n",
+ " <td>5.4</td>\n",
+ " <td>2.3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
- " <td>1.5</td>\n",
- " <td>0.2</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
+ " <td>4.7</td>\n",
+ " <td>1.6</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
- " <td>4.0</td>\n",
- " <td>1.0</td>\n",
+ " <td>5.9</td>\n",
+ " <td>2.1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
- " <td>4.5</td>\n",
- " <td>1.5</td>\n",
+ " <td>5.6</td>\n",
+ " <td>1.8</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 5.5 1.8 0 0\n",
- "1 4.4 1.4 0 0\n",
- "2 1.5 0.4 1 1\n",
- "3 4.5 1.5 0 0\n",
- "4 4.4 1.2 0 0\n",
- "5 1.5 0.4 1 1\n",
- "6 5.6 1.4 0 0\n",
- "7 1.7 0.3 1 1\n",
- "8 4.9 1.8 0 0\n",
- "9 4.5 1.7 0 0\n",
- "10 1.4 0.2 1 1\n",
- "11 3.7 1.0 0 0\n",
- "12 1.5 0.2 1 1\n",
- "13 4.0 1.0 0 0\n",
- "14 4.5 1.5 0 0"
+ "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"
]
},
"metadata": {},
@@ -622,10 +622,10 @@
"execution_count": 6,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:36.401730Z",
- "iopub.status.busy": "2021-01-26T10:05:36.397278Z",
- "iopub.status.idle": "2021-01-26T10:05:36.815320Z",
- "shell.execute_reply": "2021-01-26T10:05:36.815646Z"
+ "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"
}
},
"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": "2021-01-26T10:05:36.818652Z",
- "iopub.status.busy": "2021-01-26T10:05:36.818254Z",
- "iopub.status.idle": "2021-01-26T10:05:36.821342Z",
- "shell.execute_reply": "2021-01-26T10:05:36.820985Z"
+ "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"
}
},
"outputs": [
@@ -700,8 +700,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "End time is : Tuesday 26 January 2021, 11:05:36\n",
- "Duration is : 00:00:00 490ms\n",
+ "End time is : Tuesday 26 January 2021, 16:11:01\n",
+ "Duration is : 00:00:00 492ms\n",
"This notebook ends here\n"
]
}
diff --git a/LinearReg/01-Linear-Regression==done==.ipynb b/LinearReg/01-Linear-Regression==done==.ipynb
index 3235389659abe8d3dc510aed67b6b437ce7d91f0..fc64cbe6bf7a095116d77b262a9de1eff66b2f2c 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": "2021-01-26T10:05:17.216638Z",
- "iopub.status.busy": "2021-01-26T10:05:17.216142Z",
- "iopub.status.idle": "2021-01-26T10:05:19.313345Z",
- "shell.execute_reply": "2021-01-26T10:05:19.312911Z"
+ "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"
}
},
"outputs": [
@@ -114,9 +114,9 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Version : 2.0.5\n",
+ "Version : 2.0.6\n",
"Notebook id : LINR1\n",
- "Run time : Tuesday 26 January 2021, 11:05:19\n",
+ "Run time : Tuesday 26 January 2021, 16:10:41\n",
"TensorFlow version : 2.2.0\n",
"Keras version : 2.3.0-tf\n",
"Datasets dir : /home/pjluc/tmp/datasets\n",
@@ -152,10 +152,10 @@
"execution_count": 2,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:19.317961Z",
- "iopub.status.busy": "2021-01-26T10:05:19.317505Z",
- "iopub.status.idle": "2021-01-26T10:05:19.321328Z",
- "shell.execute_reply": "2021-01-26T10:05:19.321586Z"
+ "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"
}
},
"outputs": [],
@@ -199,10 +199,10 @@
"execution_count": 3,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:19.335533Z",
- "iopub.status.busy": "2021-01-26T10:05:19.325707Z",
- "iopub.status.idle": "2021-01-26T10:05:19.712690Z",
- "shell.execute_reply": "2021-01-26T10:05:19.712387Z"
+ "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"
}
},
"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": "2021-01-26T10:05:19.717262Z",
- "iopub.status.busy": "2021-01-26T10:05:19.716797Z",
- "iopub.status.idle": "2021-01-26T10:05:19.719702Z",
- "shell.execute_reply": "2021-01-26T10:05:19.719321Z"
+ "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"
}
},
"outputs": [
@@ -283,8 +283,8 @@
" [2]] \n",
"\n",
"theta hat :\n",
- " [[5.88192112]\n",
- " [1.77269376]]\n"
+ " [[3.42625908]\n",
+ " [2.13511254]]\n"
]
}
],
@@ -306,10 +306,10 @@
"execution_count": 5,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:19.732079Z",
- "iopub.status.busy": "2021-01-26T10:05:19.728209Z",
- "iopub.status.idle": "2021-01-26T10:05:20.037931Z",
- "shell.execute_reply": "2021-01-26T10:05:20.037434Z"
+ "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"
}
},
"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": "2021-01-26T10:05:20.041132Z",
- "iopub.status.busy": "2021-01-26T10:05:20.040611Z",
- "iopub.status.idle": "2021-01-26T10:05:20.044031Z",
- "shell.execute_reply": "2021-01-26T10:05:20.043694Z"
+ "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"
}
},
"outputs": [
@@ -367,8 +367,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "End time is : Tuesday 26 January 2021, 11:05:20\n",
- "Duration is : 00:00:01 734ms\n",
+ "End time is : Tuesday 26 January 2021, 16:10:42\n",
+ "Duration is : 00:00:01 915ms\n",
"This notebook ends here\n"
]
}
diff --git a/LinearReg/02-Gradient-descent==done==.ipynb b/LinearReg/02-Gradient-descent==done==.ipynb
index 68507d6f11e23b06d8f3b827ba295def43f6589d..d51dc17a4cd0ba8133ea4fcf7b4fcbcd2ce12aa7 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": "2021-01-26T10:05:20.967077Z",
- "iopub.status.busy": "2021-01-26T10:05:20.966762Z",
- "iopub.status.idle": "2021-01-26T10:05:22.377782Z",
- "shell.execute_reply": "2021-01-26T10:05:22.377376Z"
+ "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"
}
},
"outputs": [
@@ -128,9 +128,9 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Version : 2.0.5\n",
+ "Version : 2.0.6\n",
"Notebook id : GRAD1\n",
- "Run time : Tuesday 26 January 2021, 11:05:22\n",
+ "Run time : Tuesday 26 January 2021, 16:10:44\n",
"TensorFlow version : 2.2.0\n",
"Keras version : 2.3.0-tf\n",
"Datasets dir : /home/pjluc/tmp/datasets\n",
@@ -157,7 +157,7 @@
"output_type": "stream",
"text": [
"Version : 0.1\n",
- "Run time : Tuesday 26 January 2021, 11:05:22\n"
+ "Run time : Tuesday 26 January 2021, 16:10:44\n"
]
}
],
@@ -191,10 +191,10 @@
"execution_count": 2,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:22.380468Z",
- "iopub.status.busy": "2021-01-26T10:05:22.380160Z",
- "iopub.status.idle": "2021-01-26T10:05:22.786452Z",
- "shell.execute_reply": "2021-01-26T10:05:22.786779Z"
+ "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"
}
},
"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= 5.001 std= 2.885 min= 0.000 max= 10.000\n",
- "Y : mean= 127.079 std= 73.298 min= -92.804 max= 333.932\n"
+ "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"
]
}
],
@@ -268,10 +268,10 @@
"execution_count": 3,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:22.790068Z",
- "iopub.status.busy": "2021-01-26T10:05:22.789684Z",
- "iopub.status.idle": "2021-01-26T10:05:22.810761Z",
- "shell.execute_reply": "2021-01-26T10:05:22.811173Z"
+ "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"
}
},
"outputs": [
@@ -279,8 +279,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "X origine : mean= 5.001 std= 2.885 min= 0.000 max= 10.000\n",
- "X normalized : mean= -0.000 std= 1.000 min= -1.733 max= 1.733\n"
+ "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"
]
}
],
@@ -304,10 +304,10 @@
"execution_count": 4,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:22.814391Z",
- "iopub.status.busy": "2021-01-26T10:05:22.814027Z",
- "iopub.status.idle": "2021-01-26T10:05:25.830301Z",
- "shell.execute_reply": "2021-01-26T10:05:25.829939Z"
+ "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"
}
},
"outputs": [
@@ -360,78 +360,84 @@
"name": "stdout",
"output_type": "stream",
"text": [
- " #i Loss Gradient Theta\n",
- " 0 +9.999 -6.000 -1.890 -2.940 +0.019\n"
+ " #i Loss Gradient Theta\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " 0 +25.338 -9.867 -0.476 -4.835 +0.005\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- " 20 +4.516 -4.005 -1.262 -1.963 +0.327\n"
+ " 20 +11.816 -6.587 -0.318 -3.228 +0.082\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- " 40 +2.072 -2.674 -0.842 -1.310 +0.532\n"
+ " 40 +5.789 -4.398 -0.212 -2.155 +0.134\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- " 60 +0.983 -1.785 -0.562 -0.875 +0.669\n"
+ " 60 +3.103 -2.936 -0.142 -1.439 +0.169\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- " 80 +0.498 -1.192 -0.375 -0.584 +0.761\n"
+ " 80 +1.906 -1.960 -0.095 -0.960 +0.192\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- " 100 +0.281 -0.796 -0.251 -0.390 +0.822\n"
+ " 100 +1.372 -1.309 -0.063 -0.641 +0.207\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- " 120 +0.185 -0.531 -0.167 -0.260 +0.863\n"
+ " 120 +1.135 -0.874 -0.042 -0.428 +0.217\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- " 140 +0.142 -0.355 -0.112 -0.174 +0.890\n"
+ " 140 +1.029 -0.583 -0.028 -0.286 +0.224\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- " 160 +0.123 -0.237 -0.075 -0.116 +0.908\n"
+ " 160 +0.981 -0.389 -0.019 -0.191 +0.229\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- " 180 +0.114 -0.158 -0.050 -0.077 +0.920\n"
+ " 180 +0.960 -0.260 -0.013 -0.127 +0.232\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- " 200 +0.110 -0.106 -0.033 -0.052 +0.929\n"
+ " 200 +0.951 -0.174 -0.008 -0.085 +0.234\n"
]
},
{
@@ -460,7 +466,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
@@ -494,7 +500,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 1 Axes>"
]
@@ -519,10 +525,10 @@
"execution_count": 5,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:25.833461Z",
- "iopub.status.busy": "2021-01-26T10:05:25.833081Z",
- "iopub.status.idle": "2021-01-26T10:05:26.381861Z",
- "shell.execute_reply": "2021-01-26T10:05:26.381448Z"
+ "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"
}
},
"outputs": [
@@ -578,16 +584,16 @@
"output_type": "stream",
"text": [
" #i Loss Gradient Theta\n",
- " 0 +0.202 +1.415 +5.935 +0.000 +0.924\n",
- " 1 +0.067 -1.230 -1.037 +0.011 +0.935\n",
- " 2 +0.116 +1.524 -0.550 +0.016 +0.972\n",
- " 3 +0.087 -0.167 +0.018 +0.015 +0.975\n",
- " 4 +0.091 -1.266 -1.868 +0.001 +0.964\n",
- " 5 +0.038 -0.224 +1.789 +0.020 +0.959\n",
- " 6 +0.170 -0.049 -0.280 +0.027 +0.945\n",
- " 7 +0.073 -0.213 -1.968 +0.009 +0.948\n",
- " 8 +0.077 -1.302 -1.537 +0.008 +0.954\n",
- " 9 +0.099 +0.767 -0.024 +0.004 +0.950\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"
]
},
{
@@ -616,7 +622,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
@@ -650,7 +656,7 @@
},
{
"data": {
- "image/png": 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lvDv9SWCnp79M6APD84Me4zrb6UopT0n/mfTbh+18If0Z1Gcl+UGS35hxWdNGPDHJM0op/5b+uuvvpb+JyZlJdiZ59SbWDTdb9ozhpvHk9DfzOCP9iVovycTh4uHQ68OHZU5N8pwk56S/49Rrk/zxBrf3oiTPTX9J0O+kP/HpqvSXDX19njHOUmu9IsnJSd6a/qzw56e/5Olt6a8jvmKD4572tiSvT39nryek/748IP01zA+qtX5kk+uHmyW3wwSAxuwZA0BjYgwAjYkxADQmxgDQmBgDQGNiDACNiTEANCbGANCYGANAY/8PW/ZceN2JnbgAAAAASUVORK5CYII=\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 1 Axes>"
]
@@ -668,10 +674,10 @@
"execution_count": 6,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:26.384871Z",
- "iopub.status.busy": "2021-01-26T10:05:26.384502Z",
- "iopub.status.idle": "2021-01-26T10:05:26.388120Z",
- "shell.execute_reply": "2021-01-26T10:05:26.387789Z"
+ "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"
}
},
"outputs": [
@@ -679,8 +685,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "End time is : Tuesday 26 January 2021, 11:05:26\n",
- "Duration is : 00:00:04 015ms\n",
+ "End time is : Tuesday 26 January 2021, 16:10:49\n",
+ "Duration is : 00:00:05 859ms\n",
"This notebook ends here\n"
]
}
diff --git a/LinearReg/03-Polynomial-Regression==done==.ipynb b/LinearReg/03-Polynomial-Regression==done==.ipynb
index eead9bc0fa3cca13252acc5f3eb057ac18a8ebd0..66dfb54ba19b2585ececfbeaf3efb0ec6cb4b2e8 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": "2021-01-26T10:05:27.355095Z",
- "iopub.status.busy": "2021-01-26T10:05:27.354782Z",
- "iopub.status.idle": "2021-01-26T10:05:28.757497Z",
- "shell.execute_reply": "2021-01-26T10:05:28.757178Z"
+ "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"
}
},
"outputs": [
@@ -109,9 +109,9 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Version : 2.0.5\n",
+ "Version : 2.0.6\n",
"Notebook id : POLR1\n",
- "Run time : Tuesday 26 January 2021, 11:05:28\n",
+ "Run time : Tuesday 26 January 2021, 16:10:53\n",
"TensorFlow version : 2.2.0\n",
"Keras version : 2.3.0-tf\n",
"Datasets dir : /home/pjluc/tmp/datasets\n",
@@ -148,10 +148,10 @@
"execution_count": 2,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:28.764638Z",
- "iopub.status.busy": "2021-01-26T10:05:28.764204Z",
- "iopub.status.idle": "2021-01-26T10:05:29.063702Z",
- "shell.execute_reply": "2021-01-26T10:05:29.063371Z"
+ "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"
}
},
"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= +0.2036 std= +2.8703 min= -4.9925 max= +4.9840\n",
- "Y : mean= -747.1936 std= +3234.4475 min= -14069.6782 max= +4809.4644\n"
+ "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"
]
},
{
@@ -251,8 +251,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "X_norm : mean= +0.0000 std= +1.0000 min= -1.8103 max= +1.6655\n",
- "Y_norm : mean= -0.0000 std= +1.0000 min= -4.1189 max= +1.7180\n"
+ "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"
]
}
],
@@ -335,10 +335,10 @@
"execution_count": 3,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:29.067643Z",
- "iopub.status.busy": "2021-01-26T10:05:29.067330Z",
- "iopub.status.idle": "2021-01-26T10:05:29.069603Z",
- "shell.execute_reply": "2021-01-26T10:05:29.069276Z"
+ "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"
}
},
"outputs": [],
@@ -362,10 +362,10 @@
"execution_count": 4,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:29.084919Z",
- "iopub.status.busy": "2021-01-26T10:05:29.084320Z",
- "iopub.status.idle": "2021-01-26T10:05:29.413394Z",
- "shell.execute_reply": "2021-01-26T10:05:29.413037Z"
+ "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"
}
},
"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": "2021-01-26T10:05:29.427093Z",
- "iopub.status.busy": "2021-01-26T10:05:29.418672Z",
- "iopub.status.idle": "2021-01-26T10:05:29.766104Z",
- "shell.execute_reply": "2021-01-26T10:05:29.765735Z"
+ "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"
}
},
"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": "2021-01-26T10:05:29.769494Z",
- "iopub.status.busy": "2021-01-26T10:05:29.769119Z",
- "iopub.status.idle": "2021-01-26T10:05:30.130202Z",
- "shell.execute_reply": "2021-01-26T10:05:30.129864Z"
+ "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"
}
},
"outputs": [
@@ -508,7 +508,7 @@
},
{
"data": {
- "image/png": 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\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": "2021-01-26T10:05:30.133242Z",
- "iopub.status.busy": "2021-01-26T10:05:30.132751Z",
- "iopub.status.idle": "2021-01-26T10:05:30.136155Z",
- "shell.execute_reply": "2021-01-26T10:05:30.135833Z"
+ "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"
}
},
"outputs": [
@@ -543,8 +543,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "End time is : Tuesday 26 January 2021, 11:05:30\n",
- "Duration is : 00:00:01 380ms\n",
+ "End time is : Tuesday 26 January 2021, 16:10:55\n",
+ "Duration is : 00:00:01 436ms\n",
"This notebook ends here\n"
]
}
diff --git a/LinearReg/04-Logistic-Regression==done==.ipynb b/LinearReg/04-Logistic-Regression==done==.ipynb
index 716b69321bca07fb1fee56085cfc215ca9fa161b..2d31421eadefe3504c46d75db09e24ef9b23d313 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": "2021-01-26T10:05:31.092132Z",
- "iopub.status.busy": "2021-01-26T10:05:31.091737Z",
- "iopub.status.idle": "2021-01-26T10:05:32.511456Z",
- "shell.execute_reply": "2021-01-26T10:05:32.511069Z"
+ "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"
}
},
"outputs": [
@@ -145,9 +145,9 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Version : 2.0.5\n",
+ "Version : 2.0.6\n",
"Notebook id : LOGR1\n",
- "Run time : Tuesday 26 January 2021, 11:05:32\n",
+ "Run time : Tuesday 26 January 2021, 16:10:57\n",
"TensorFlow version : 2.2.0\n",
"Keras version : 2.3.0-tf\n",
"Datasets dir : /home/pjluc/tmp/datasets\n",
@@ -188,10 +188,10 @@
"execution_count": 2,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:32.525824Z",
- "iopub.status.busy": "2021-01-26T10:05:32.525417Z",
- "iopub.status.idle": "2021-01-26T10:05:32.530778Z",
- "shell.execute_reply": "2021-01-26T10:05:32.530443Z"
+ "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"
},
"jupyter": {
"source_hidden": true
@@ -305,10 +305,10 @@
"execution_count": 3,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:32.533468Z",
- "iopub.status.busy": "2021-01-26T10:05:32.533138Z",
- "iopub.status.idle": "2021-01-26T10:05:32.535563Z",
- "shell.execute_reply": "2021-01-26T10:05:32.535225Z"
+ "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"
}
},
"outputs": [],
@@ -334,10 +334,10 @@
"execution_count": 4,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:32.540859Z",
- "iopub.status.busy": "2021-01-26T10:05:32.540543Z",
- "iopub.status.idle": "2021-01-26T10:05:32.542768Z",
- "shell.execute_reply": "2021-01-26T10:05:32.542425Z"
+ "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"
}
},
"outputs": [],
@@ -357,16 +357,16 @@
"execution_count": 5,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:32.554568Z",
- "iopub.status.busy": "2021-01-26T10:05:32.554145Z",
- "iopub.status.idle": "2021-01-26T10:05:32.663500Z",
- "shell.execute_reply": "2021-01-26T10:05:32.663145Z"
+ "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"
}
},
"outputs": [
{
"data": {
- "image/png": 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\n",
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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 = [5.0079 6.9403] Std = [1.0209 1.5113]\n",
- "Dataset y : ndim=1 shape=(1000,) Mean = 0.638 Std = 0.48057881767718397\n"
+ "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"
]
}
],
@@ -407,10 +407,10 @@
"execution_count": 6,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:32.669004Z",
- "iopub.status.busy": "2021-01-26T10:05:32.667291Z",
- "iopub.status.idle": "2021-01-26T10:05:32.672642Z",
- "shell.execute_reply": "2021-01-26T10:05:32.672312Z"
+ "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"
}
},
"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 = 0.6375 Std = 0.4807221130757352\n",
- "X_test : ndim=2 shape=(200, 2) Mean = [-0.0049 0.038 ] Std = [0.9706 1.0367]\n",
- "y_test : ndim=1 shape=(200,) Mean = 0.64 Std = 0.48\n"
+ "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"
]
}
],
@@ -464,10 +464,10 @@
"execution_count": 7,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:32.675762Z",
- "iopub.status.busy": "2021-01-26T10:05:32.675386Z",
- "iopub.status.idle": "2021-01-26T10:05:32.862909Z",
- "shell.execute_reply": "2021-01-26T10:05:32.862573Z"
+ "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"
}
},
"outputs": [
@@ -485,7 +485,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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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": "2021-01-26T10:05:32.866773Z",
- "iopub.status.busy": "2021-01-26T10:05:32.866303Z",
- "iopub.status.idle": "2021-01-26T10:05:32.872648Z",
- "shell.execute_reply": "2021-01-26T10:05:32.872262Z"
+ "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"
}
},
"outputs": [
@@ -595,10 +595,10 @@
"execution_count": 9,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:32.876192Z",
- "iopub.status.busy": "2021-01-26T10:05:32.875518Z",
- "iopub.status.idle": "2021-01-26T10:05:33.272501Z",
- "shell.execute_reply": "2021-01-26T10:05:33.272160Z"
+ "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"
}
},
"outputs": [
@@ -606,12 +606,12 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Accuracy = 0.910 Recall = 0.945\n"
+ "Accuracy = 0.897 Recall = 0.926\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": "2021-01-26T10:05:33.275889Z",
- "iopub.status.busy": "2021-01-26T10:05:33.275414Z",
- "iopub.status.idle": "2021-01-26T10:05:33.278960Z",
- "shell.execute_reply": "2021-01-26T10:05:33.279326Z"
+ "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"
}
},
"outputs": [],
@@ -685,25 +685,31 @@
"execution_count": 11,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:33.283085Z",
- "iopub.status.busy": "2021-01-26T10:05:33.282708Z",
- "iopub.status.idle": "2021-01-26T10:05:33.481623Z",
- "shell.execute_reply": "2021-01-26T10:05:33.481251Z"
+ "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"
}
},
"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 1713 epochs took 0 seconds\n"
+ "convergence after 1845 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"
]
}
@@ -735,10 +741,10 @@
"execution_count": 12,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:33.485534Z",
- "iopub.status.busy": "2021-01-26T10:05:33.484264Z",
- "iopub.status.idle": "2021-01-26T10:05:33.815806Z",
- "shell.execute_reply": "2021-01-26T10:05:33.816133Z"
+ "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"
}
},
"outputs": [
@@ -746,12 +752,12 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Accuracy = 0.955 Recall = 0.992\n"
+ "Accuracy = 0.958 Recall = 0.943\n"
]
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1008x720 with 4 Axes>"
]
@@ -769,10 +775,10 @@
"execution_count": 13,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:05:33.819112Z",
- "iopub.status.busy": "2021-01-26T10:05:33.818780Z",
- "iopub.status.idle": "2021-01-26T10:05:33.820808Z",
- "shell.execute_reply": "2021-01-26T10:05:33.821137Z"
+ "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"
}
},
"outputs": [
@@ -780,8 +786,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "End time is : Tuesday 26 January 2021, 11:05:33\n",
- "Duration is : 00:00:01 314ms\n",
+ "End time is : Tuesday 26 January 2021, 16:10:58\n",
+ "Duration is : 00:00:01 309ms\n",
"This notebook ends here\n"
]
}
diff --git a/MNIST/01-DNN-MNIST==done==.ipynb b/MNIST/01-DNN-MNIST==done==.ipynb
index 3fa676dfdff0d08df79277c5728c7522eecd65ea..aa38f87c19c406786f98edec66514fdb21f19f44 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": "2021-01-26T10:05:59.854951Z",
- "iopub.status.busy": "2021-01-26T10:05:59.854631Z",
- "iopub.status.idle": "2021-01-26T10:06:01.215714Z",
- "shell.execute_reply": "2021-01-26T10:06:01.215337Z"
+ "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"
}
},
"outputs": [
@@ -123,9 +123,9 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Version : 2.0.5\n",
+ "Version : 2.0.6\n",
"Notebook id : MNIST1\n",
- "Run time : Tuesday 26 January 2021, 11:06:01\n",
+ "Run time : Tuesday 26 January 2021, 16:11:26\n",
"TensorFlow version : 2.2.0\n",
"Keras version : 2.3.0-tf\n",
"Datasets dir : /home/pjluc/tmp/datasets\n",
@@ -165,10 +165,10 @@
"execution_count": 2,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:06:01.218814Z",
- "iopub.status.busy": "2021-01-26T10:06:01.218501Z",
- "iopub.status.idle": "2021-01-26T10:06:01.414060Z",
- "shell.execute_reply": "2021-01-26T10:06:01.413709Z"
+ "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"
}
},
"outputs": [
@@ -204,10 +204,10 @@
"execution_count": 3,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:06:01.417193Z",
- "iopub.status.busy": "2021-01-26T10:06:01.416874Z",
- "iopub.status.idle": "2021-01-26T10:06:01.625593Z",
- "shell.execute_reply": "2021-01-26T10:06:01.625852Z"
+ "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"
}
},
"outputs": [
@@ -248,10 +248,10 @@
"execution_count": 4,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:06:01.692290Z",
- "iopub.status.busy": "2021-01-26T10:06:01.629522Z",
- "iopub.status.idle": "2021-01-26T10:06:04.703381Z",
- "shell.execute_reply": "2021-01-26T10:06:04.703058Z"
+ "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"
}
},
"outputs": [
@@ -324,10 +324,10 @@
"execution_count": 5,
"metadata": {
"execution": {
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- "shell.execute_reply": "2021-01-26T10:06:04.749305Z"
+ "iopub.execute_input": "2021-01-26T15:11:31.899031Z",
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+ "shell.execute_reply": "2021-01-26T15:11:31.940335Z"
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"outputs": [],
@@ -360,10 +360,10 @@
"execution_count": 6,
"metadata": {
"execution": {
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- "shell.execute_reply": "2021-01-26T10:06:14.351161Z"
+ "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"
}
},
"outputs": [
@@ -379,7 +379,7 @@
"output_type": "stream",
"text": [
"\r",
- " 1/118 [..............................] - ETA: 0s - loss: 2.3471 - accuracy: 0.0801"
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]
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{
@@ -387,7 +387,7 @@
"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",
- " 6/118 [>.............................] - ETA: 0s - loss: 2.1382 - accuracy: 0.3034"
+ " 11/118 [=>............................] - ETA: 0s - loss: 2.0013 - accuracy: 0.4162"
]
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{
@@ -395,7 +395,7 @@
"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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]
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{
@@ -403,7 +403,7 @@
"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: 1.3412 - accuracy: 0.6557"
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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",
- " 39/118 [========>.....................] - ETA: 0s - loss: 1.0861 - accuracy: 0.7192"
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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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]
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{
@@ -427,7 +427,7 @@
"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",
- " 65/118 [===============>..............] - ETA: 0s - loss: 0.7983 - accuracy: 0.7898"
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]
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{
@@ -435,7 +435,7 @@
"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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]
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{
@@ -443,7 +443,7 @@
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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",
- " 93/118 [======================>.......] - ETA: 0s - loss: 0.6522 - accuracy: 0.8258"
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{
@@ -451,7 +451,7 @@
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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",
- "108/118 [==========================>...] - ETA: 0s - loss: 0.5994 - accuracy: 0.8394"
+ "112/118 [===========================>..] - ETA: 0s - loss: 0.6200 - accuracy: 0.8314"
]
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{
@@ -459,7 +459,7 @@
"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",
- "118/118 [==============================] - 1s 6ms/step - loss: 0.5722 - accuracy: 0.8464 - val_loss: 0.2546 - val_accuracy: 0.9239\n"
+ "118/118 [==============================] - 1s 6ms/step - loss: 0.6033 - accuracy: 0.8360 - val_loss: 0.2453 - val_accuracy: 0.9280\n"
]
},
{
@@ -468,7 +468,7 @@
"text": [
"Epoch 2/16\n",
"\r",
- " 1/118 [..............................] - ETA: 0s - loss: 0.3287 - accuracy: 0.9219"
+ " 1/118 [..............................] - ETA: 0s - loss: 0.2442 - accuracy: 0.9121"
]
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{
@@ -476,7 +476,7 @@
"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",
- " 14/118 [==>...........................] - ETA: 0s - loss: 0.2494 - accuracy: 0.9307"
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{
@@ -484,7 +484,7 @@
"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: 0.2510 - accuracy: 0.9285"
+ " 26/118 [=====>........................] - ETA: 0s - loss: 0.2415 - accuracy: 0.9307"
]
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{
@@ -492,7 +492,7 @@
"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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+ " 39/118 [========>.....................] - ETA: 0s - loss: 0.2376 - accuracy: 0.9321"
]
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{
@@ -500,7 +500,7 @@
"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",
- " 54/118 [============>.................] - ETA: 0s - loss: 0.2398 - accuracy: 0.9319"
+ " 52/118 [============>.................] - ETA: 0s - loss: 0.2345 - accuracy: 0.9336"
]
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{
@@ -508,7 +508,7 @@
"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",
- " 68/118 [================>.............] - ETA: 0s - loss: 0.2352 - accuracy: 0.9332"
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]
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{
@@ -516,7 +516,7 @@
"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",
- " 82/118 [===================>..........] - ETA: 0s - loss: 0.2317 - accuracy: 0.9337"
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]
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{
@@ -524,7 +524,7 @@
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]
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{
@@ -532,7 +532,7 @@
"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",
- "111/118 [===========================>..] - ETA: 0s - loss: 0.2204 - accuracy: 0.9365"
+ "104/118 [=========================>....] - ETA: 0s - loss: 0.2140 - accuracy: 0.9388"
]
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{
@@ -540,7 +540,7 @@
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- "118/118 [==============================] - 1s 4ms/step - loss: 0.2182 - accuracy: 0.9372 - val_loss: 0.1808 - val_accuracy: 0.9464\n"
+ "118/118 [==============================] - 1s 5ms/step - loss: 0.2104 - accuracy: 0.9399 - val_loss: 0.1735 - val_accuracy: 0.9506\n"
]
},
{
@@ -549,7 +549,7 @@
"text": [
"Epoch 3/16\n",
"\r",
- " 1/118 [..............................] - ETA: 0s - loss: 0.2043 - accuracy: 0.9336"
+ " 1/118 [..............................] - ETA: 0s - loss: 0.1475 - accuracy: 0.9609"
]
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{
@@ -557,7 +557,7 @@
"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",
- " 14/118 [==>...........................] - ETA: 0s - loss: 0.1757 - accuracy: 0.9487"
+ " 14/118 [==>...........................] - ETA: 0s - loss: 0.1845 - accuracy: 0.9482"
]
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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",
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+ " 27/118 [=====>........................] - ETA: 0s - loss: 0.1727 - accuracy: 0.9512"
]
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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",
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+ " 42/118 [=========>....................] - ETA: 0s - loss: 0.1690 - accuracy: 0.9509"
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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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+ " 57/118 [=============>................] - ETA: 0s - loss: 0.1644 - accuracy: 0.9530"
]
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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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+ " 72/118 [=================>............] - ETA: 0s - loss: 0.1610 - accuracy: 0.9538"
]
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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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+ " 87/118 [=====================>........] - ETA: 0s - loss: 0.1588 - accuracy: 0.9542"
]
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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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+ "102/118 [========================>.....] - ETA: 0s - loss: 0.1549 - accuracy: 0.9550"
]
},
{
@@ -613,7 +613,7 @@
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+ "116/118 [============================>.] - ETA: 0s - loss: 0.1545 - accuracy: 0.9551"
]
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{
@@ -621,7 +621,7 @@
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- "118/118 [==============================] - 0s 4ms/step - loss: 0.1624 - accuracy: 0.9523 - val_loss: 0.1435 - val_accuracy: 0.9564\n"
+ "118/118 [==============================] - 1s 4ms/step - loss: 0.1545 - accuracy: 0.9551 - val_loss: 0.1430 - val_accuracy: 0.9587\n"
]
},
{
@@ -630,7 +630,7 @@
"text": [
"Epoch 4/16\n",
"\r",
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+ " 1/118 [..............................] - ETA: 0s - loss: 0.1798 - accuracy: 0.9414"
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{
@@ -638,7 +638,7 @@
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- " 15/118 [==>...........................] - ETA: 0s - loss: 0.1399 - accuracy: 0.9586"
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{
@@ -646,7 +646,7 @@
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- " 29/118 [======>.......................] - ETA: 0s - loss: 0.1350 - accuracy: 0.9591"
+ " 27/118 [=====>........................] - ETA: 0s - loss: 0.1344 - accuracy: 0.9609"
]
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{
@@ -654,7 +654,7 @@
"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",
- " 43/118 [=========>....................] - ETA: 0s - loss: 0.1331 - accuracy: 0.9598"
+ " 42/118 [=========>....................] - ETA: 0s - loss: 0.1313 - accuracy: 0.9619"
]
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{
@@ -662,7 +662,7 @@
"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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+ " 57/118 [=============>................] - ETA: 0s - loss: 0.1272 - accuracy: 0.9623"
]
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{
@@ -670,7 +670,7 @@
"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",
- " 71/118 [=================>............] - ETA: 0s - loss: 0.1315 - accuracy: 0.9607"
+ " 71/118 [=================>............] - ETA: 0s - loss: 0.1259 - accuracy: 0.9624"
]
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{
@@ -678,7 +678,7 @@
"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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+ " 85/118 [====================>.........] - ETA: 0s - loss: 0.1262 - accuracy: 0.9627"
]
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{
@@ -686,7 +686,7 @@
"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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]
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{
@@ -694,7 +694,7 @@
"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",
- "115/118 [============================>.] - ETA: 0s - loss: 0.1295 - accuracy: 0.9618"
+ "114/118 [===========================>..] - ETA: 0s - loss: 0.1240 - accuracy: 0.9633"
]
},
{
@@ -702,7 +702,7 @@
"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",
- "118/118 [==============================] - 0s 4ms/step - loss: 0.1294 - accuracy: 0.9619 - val_loss: 0.1232 - val_accuracy: 0.9641\n"
+ "118/118 [==============================] - 1s 5ms/step - loss: 0.1235 - accuracy: 0.9635 - val_loss: 0.1239 - val_accuracy: 0.9617\n"
]
},
{
@@ -711,7 +711,7 @@
"text": [
"Epoch 5/16\n",
"\r",
- " 1/118 [..............................] - ETA: 0s - loss: 0.0918 - accuracy: 0.9766"
+ " 1/118 [..............................] - ETA: 0s - loss: 0.1100 - accuracy: 0.9629"
]
},
{
@@ -719,7 +719,7 @@
"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",
- " 14/118 [==>...........................] - ETA: 0s - loss: 0.1141 - accuracy: 0.9668"
+ " 14/118 [==>...........................] - ETA: 0s - loss: 0.1161 - accuracy: 0.9662"
]
},
{
@@ -727,7 +727,7 @@
"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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+ " 27/118 [=====>........................] - ETA: 0s - loss: 0.1096 - accuracy: 0.9676"
]
},
{
@@ -735,7 +735,7 @@
"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: 0.1123 - accuracy: 0.9671"
+ " 41/118 [=========>....................] - ETA: 0s - loss: 0.1054 - accuracy: 0.9693"
]
},
{
@@ -743,7 +743,7 @@
"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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+ " 54/118 [============>.................] - ETA: 0s - loss: 0.1082 - accuracy: 0.9688"
]
},
{
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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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+ " 67/118 [================>.............] - ETA: 0s - loss: 0.1079 - accuracy: 0.9687"
]
},
{
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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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+ " 80/118 [===================>..........] - ETA: 0s - loss: 0.1063 - accuracy: 0.9690"
]
},
{
@@ -767,7 +767,7 @@
"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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+ " 93/118 [======================>.......] - ETA: 0s - loss: 0.1048 - accuracy: 0.9691"
]
},
{
@@ -775,7 +775,7 @@
"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",
- "111/118 [===========================>..] - ETA: 0s - loss: 0.1060 - accuracy: 0.9690"
+ "107/118 [==========================>...] - ETA: 0s - loss: 0.1040 - accuracy: 0.9693"
]
},
{
@@ -783,22 +783,16 @@
"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\r",
- "118/118 [==============================] - 1s 4ms/step - loss: 0.1058 - accuracy: 0.9691 - val_loss: 0.1112 - val_accuracy: 0.9670\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Epoch 6/16\n"
+ "118/118 [==============================] - 1s 4ms/step - loss: 0.1034 - accuracy: 0.9695 - val_loss: 0.1162 - val_accuracy: 0.9630\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
+ "Epoch 6/16\n",
"\r",
- " 1/118 [..............................] - ETA: 0s - loss: 0.0788 - accuracy: 0.9785"
+ " 1/118 [..............................] - ETA: 0s - loss: 0.1067 - accuracy: 0.9668"
]
},
{
@@ -806,7 +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",
- " 14/118 [==>...........................] - ETA: 0s - loss: 0.0902 - accuracy: 0.9739"
+ " 14/118 [==>...........................] - ETA: 0s - loss: 0.0914 - accuracy: 0.9701"
]
},
{
@@ -814,7 +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",
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+ " 27/118 [=====>........................] - ETA: 0s - loss: 0.0941 - accuracy: 0.9719"
]
},
{
@@ -822,7 +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",
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+ " 40/118 [=========>....................] - ETA: 0s - loss: 0.0916 - accuracy: 0.9729"
]
},
{
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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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+ " 53/118 [============>.................] - ETA: 0s - loss: 0.0924 - accuracy: 0.9727"
]
},
{
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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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+ " 67/118 [================>.............] - ETA: 0s - loss: 0.0920 - accuracy: 0.9731"
]
},
{
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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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+ " 81/118 [===================>..........] - ETA: 0s - loss: 0.0897 - accuracy: 0.9740"
]
},
{
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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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+ " 95/118 [=======================>......] - ETA: 0s - loss: 0.0893 - accuracy: 0.9739"
]
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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",
- "113/118 [===========================>..] - ETA: 0s - loss: 0.0896 - accuracy: 0.9738"
+ "109/118 [==========================>...] - ETA: 0s - loss: 0.0895 - accuracy: 0.9738"
]
},
{
@@ -870,7 +864,7 @@
"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",
- "118/118 [==============================] - 0s 4ms/step - loss: 0.0894 - accuracy: 0.9739 - val_loss: 0.0986 - val_accuracy: 0.9686\n"
+ "118/118 [==============================] - 1s 4ms/step - loss: 0.0895 - accuracy: 0.9739 - val_loss: 0.1025 - val_accuracy: 0.9680\n"
]
},
{
@@ -879,7 +873,7 @@
"text": [
"Epoch 7/16\n",
"\r",
- " 1/118 [..............................] - ETA: 0s - loss: 0.0484 - accuracy: 0.9844"
+ " 1/118 [..............................] - ETA: 0s - loss: 0.0925 - accuracy: 0.9766"
]
},
{
@@ -887,7 +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",
- " 15/118 [==>...........................] - ETA: 0s - loss: 0.0739 - accuracy: 0.9777"
+ " 14/118 [==>...........................] - ETA: 0s - loss: 0.0787 - accuracy: 0.9768"
]
},
{
@@ -895,7 +889,7 @@
"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: 0.0763 - accuracy: 0.9772"
+ " 27/118 [=====>........................] - ETA: 0s - loss: 0.0758 - accuracy: 0.9774"
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},
{
@@ -903,7 +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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+ " 40/118 [=========>....................] - ETA: 0s - loss: 0.0735 - accuracy: 0.9778"
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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",
- " 56/118 [=============>................] - ETA: 0s - loss: 0.0784 - accuracy: 0.9760"
+ " 54/118 [============>.................] - ETA: 0s - loss: 0.0749 - accuracy: 0.9772"
]
},
{
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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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+ " 67/118 [================>.............] - ETA: 0s - loss: 0.0752 - accuracy: 0.9770"
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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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+ " 80/118 [===================>..........] - ETA: 0s - loss: 0.0745 - accuracy: 0.9773"
]
},
{
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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",
- "102/118 [========================>.....] - ETA: 0s - loss: 0.0791 - accuracy: 0.9762"
+ " 94/118 [======================>.......] - ETA: 0s - loss: 0.0760 - accuracy: 0.9767"
]
},
{
@@ -943,7 +937,7 @@
"output_type": "stream",
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- "118/118 [==============================] - ETA: 0s - loss: 0.0785 - accuracy: 0.9764"
+ "107/118 [==========================>...] - ETA: 0s - loss: 0.0765 - accuracy: 0.9768"
]
},
{
@@ -951,22 +945,24 @@
"output_type": "stream",
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- "118/118 [==============================] - 1s 4ms/step - loss: 0.0785 - accuracy: 0.9764 - val_loss: 0.0968 - val_accuracy: 0.9687\n"
+ "118/118 [==============================] - 1s 6ms/step - loss: 0.0772 - accuracy: 0.9767 - val_loss: 0.0995 - val_accuracy: 0.9692\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "Epoch 8/16\n"
+ "Epoch 8/16\n",
+ "\r",
+ " 1/118 [..............................] - ETA: 0s - loss: 0.0698 - accuracy: 0.9766"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "\r",
- " 1/118 [..............................] - ETA: 0s - loss: 0.0510 - accuracy: 0.9863"
+ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\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"
]
},
{
@@ -974,7 +970,7 @@
"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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+ " 25/118 [=====>........................] - ETA: 0s - loss: 0.0691 - accuracy: 0.9791"
]
},
{
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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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+ " 39/118 [========>.....................] - ETA: 0s - loss: 0.0723 - 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",
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+ " 53/118 [============>.................] - ETA: 0s - loss: 0.0693 - accuracy: 0.9795"
]
},
{
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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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+ " 67/118 [================>.............] - ETA: 0s - loss: 0.0695 - accuracy: 0.9793"
]
},
{
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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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+ " 81/118 [===================>..........] - ETA: 0s - loss: 0.0689 - accuracy: 0.9792"
]
},
{
@@ -1014,7 +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",
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+ " 95/118 [=======================>......] - ETA: 0s - loss: 0.0676 - accuracy: 0.9797"
]
},
{
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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",
- "108/118 [==========================>...] - ETA: 0s - loss: 0.0669 - accuracy: 0.9808"
+ "107/118 [==========================>...] - ETA: 0s - loss: 0.0680 - accuracy: 0.9797"
]
},
{
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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",
- "118/118 [==============================] - 1s 4ms/step - loss: 0.0669 - accuracy: 0.9806 - val_loss: 0.0895 - val_accuracy: 0.9717\n"
+ "118/118 [==============================] - 1s 5ms/step - loss: 0.0682 - accuracy: 0.9797 - val_loss: 0.0884 - val_accuracy: 0.9721\n"
]
},
{
@@ -1039,7 +1035,7 @@
"text": [
"Epoch 9/16\n",
"\r",
- " 1/118 [..............................] - ETA: 0s - loss: 0.0547 - accuracy: 0.9922"
+ " 1/118 [..............................] - ETA: 0s - loss: 0.0785 - accuracy: 0.9746"
]
},
{
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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: 0.0634 - accuracy: 0.9809"
+ " 14/118 [==>...........................] - ETA: 0s - loss: 0.0566 - accuracy: 0.9820"
]
},
{
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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: 0.0612 - accuracy: 0.9819"
+ " 26/118 [=====>........................] - ETA: 0s - loss: 0.0575 - accuracy: 0.9825"
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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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+ " 39/118 [========>.....................] - ETA: 0s - loss: 0.0574 - accuracy: 0.9831"
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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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+ " 65/118 [===============>..............] - ETA: 0s - loss: 0.0581 - accuracy: 0.9831"
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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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+ " 78/118 [==================>...........] - ETA: 0s - loss: 0.0583 - accuracy: 0.9832"
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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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+ " 90/118 [=====================>........] - ETA: 0s - loss: 0.0580 - accuracy: 0.9832"
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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",
- "105/118 [=========================>....] - ETA: 0s - loss: 0.0614 - accuracy: 0.9817"
+ " 99/118 [========================>.....] - ETA: 0s - loss: 0.0581 - accuracy: 0.9833"
]
},
{
@@ -1111,7 +1107,7 @@
"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 [==============================] - ETA: 0s - loss: 0.0610 - accuracy: 0.9818"
+ "106/118 [=========================>....] - ETA: 0s - loss: 0.0575 - accuracy: 0.9834"
]
},
{
@@ -1119,7 +1115,7 @@
"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: 0.0610 - accuracy: 0.9818 - val_loss: 0.0881 - val_accuracy: 0.9728\n"
+ "118/118 [==============================] - 1s 6ms/step - loss: 0.0582 - accuracy: 0.9831 - val_loss: 0.0915 - val_accuracy: 0.9712\n"
]
},
{
@@ -1128,7 +1124,7 @@
"text": [
"Epoch 10/16\n",
"\r",
- " 1/118 [..............................] - ETA: 0s - loss: 0.0347 - accuracy: 0.9922"
+ " 1/118 [..............................] - ETA: 0s - loss: 0.0503 - accuracy: 0.9883"
]
},
{
@@ -1136,7 +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",
- " 14/118 [==>...........................] - ETA: 0s - loss: 0.0466 - accuracy: 0.9862"
+ " 13/118 [==>...........................] - ETA: 0s - loss: 0.0482 - accuracy: 0.9860"
]
},
{
@@ -1144,7 +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",
- " 27/118 [=====>........................] - ETA: 0s - loss: 0.0493 - accuracy: 0.9860"
+ " 25/118 [=====>........................] - ETA: 0s - loss: 0.0491 - accuracy: 0.9855"
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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",
- " 40/118 [=========>....................] - ETA: 0s - loss: 0.0497 - accuracy: 0.9853"
+ " 37/118 [========>.....................] - ETA: 0s - loss: 0.0477 - accuracy: 0.9860"
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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: 0.0496 - accuracy: 0.9854"
+ " 49/118 [===========>..................] - ETA: 0s - loss: 0.0495 - accuracy: 0.9857"
]
},
{
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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",
- " 67/118 [================>.............] - ETA: 0s - loss: 0.0500 - accuracy: 0.9851"
+ " 62/118 [==============>...............] - ETA: 0s - loss: 0.0500 - accuracy: 0.9857"
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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: 0.0500 - accuracy: 0.9852"
+ " 76/118 [==================>...........] - ETA: 0s - loss: 0.0497 - accuracy: 0.9858"
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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",
- " 93/118 [======================>.......] - ETA: 0s - loss: 0.0504 - accuracy: 0.9852"
+ " 90/118 [=====================>........] - ETA: 0s - loss: 0.0502 - accuracy: 0.9857"
]
},
{
@@ -1192,7 +1188,7 @@
"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: 0.0513 - accuracy: 0.9849"
+ "105/118 [=========================>....] - ETA: 0s - loss: 0.0511 - accuracy: 0.9855"
]
},
{
@@ -1200,7 +1196,7 @@
"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: 0.0517 - accuracy: 0.9847 - val_loss: 0.0875 - val_accuracy: 0.9732\n"
+ "118/118 [==============================] - 1s 6ms/step - loss: 0.0514 - accuracy: 0.9852 - val_loss: 0.0821 - val_accuracy: 0.9731\n"
]
},
{
@@ -1209,7 +1205,7 @@
"text": [
"Epoch 11/16\n",
"\r",
- " 1/118 [..............................] - ETA: 0s - loss: 0.0657 - accuracy: 0.9688"
+ " 1/118 [..............................] - ETA: 0s - loss: 0.0295 - accuracy: 0.9922"
]
},
{
@@ -1217,7 +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",
- " 14/118 [==>...........................] - ETA: 0s - loss: 0.0498 - accuracy: 0.9848"
+ " 14/118 [==>...........................] - ETA: 0s - loss: 0.0488 - accuracy: 0.9862"
]
},
{
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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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+ " 28/118 [======>.......................] - ETA: 0s - loss: 0.0464 - accuracy: 0.9873"
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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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+ " 42/118 [=========>....................] - ETA: 0s - loss: 0.0466 - accuracy: 0.9876"
]
},
{
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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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+ " 56/118 [=============>................] - ETA: 0s - loss: 0.0456 - accuracy: 0.9874"
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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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+ " 70/118 [================>.............] - ETA: 0s - loss: 0.0470 - accuracy: 0.9867"
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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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+ " 84/118 [====================>.........] - ETA: 0s - loss: 0.0467 - accuracy: 0.9868"
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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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+ " 98/118 [=======================>......] - ETA: 0s - loss: 0.0469 - accuracy: 0.9866"
]
},
{
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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",
- "105/118 [=========================>....] - ETA: 0s - loss: 0.0462 - accuracy: 0.9868"
+ "112/118 [===========================>..] - ETA: 0s - loss: 0.0462 - accuracy: 0.9869"
]
},
{
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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",
- "118/118 [==============================] - 1s 6ms/step - loss: 0.0466 - accuracy: 0.9865 - val_loss: 0.0778 - val_accuracy: 0.9755\n"
+ "118/118 [==============================] - 1s 5ms/step - loss: 0.0460 - accuracy: 0.9869 - val_loss: 0.0796 - val_accuracy: 0.9740\n"
]
},
{
@@ -1290,15 +1286,7 @@
"text": [
"Epoch 12/16\n",
"\r",
- " 1/118 [..............................] - ETA: 0s - loss: 0.0301 - 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",
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+ " 1/118 [..............................] - ETA: 0s - loss: 0.0327 - accuracy: 0.9902"
]
},
{
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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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+ " 14/118 [==>...........................] - ETA: 0s - loss: 0.0372 - accuracy: 0.9884"
]
},
{
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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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+ " 27/118 [=====>........................] - ETA: 0s - loss: 0.0402 - accuracy: 0.9876"
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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",
"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",
- " 91/118 [======================>.......] - ETA: 0s - loss: 0.0411 - accuracy: 0.9885"
+ " 83/118 [====================>.........] - ETA: 0s - loss: 0.0399 - accuracy: 0.9882"
]
},
{
@@ -1354,7 +1342,7 @@
"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: 0.0413 - accuracy: 0.9883"
+ " 99/118 [========================>.....] - ETA: 0s - loss: 0.0402 - accuracy: 0.9882"
]
},
{
@@ -1362,7 +1350,7 @@
"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 [==============================] - ETA: 0s - loss: 0.0413 - accuracy: 0.9883"
+ "114/118 [===========================>..] - ETA: 0s - loss: 0.0409 - accuracy: 0.9879"
]
},
{
@@ -1370,7 +1358,7 @@
"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: 0.0413 - accuracy: 0.9883 - val_loss: 0.0879 - val_accuracy: 0.9732\n"
+ "118/118 [==============================] - 0s 4ms/step - loss: 0.0409 - accuracy: 0.9879 - val_loss: 0.0794 - val_accuracy: 0.9747\n"
]
},
{
@@ -1379,7 +1367,7 @@
"text": [
"Epoch 13/16\n",
"\r",
- " 1/118 [..............................] - ETA: 0s - loss: 0.0354 - accuracy: 0.9902"
+ " 1/118 [..............................] - ETA: 0s - loss: 0.0370 - accuracy: 0.9844"
]
},
{
@@ -1387,7 +1375,7 @@
"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: 0.0383 - accuracy: 0.9891"
+ " 15/118 [==>...........................] - ETA: 0s - loss: 0.0347 - accuracy: 0.9897"
]
},
{
@@ -1395,7 +1383,7 @@
"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: 0.0413 - accuracy: 0.9886"
+ " 29/118 [======>.......................] - ETA: 0s - loss: 0.0331 - accuracy: 0.9903"
]
},
{
@@ -1403,7 +1391,7 @@
"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: 0.0394 - accuracy: 0.9889"
+ " 45/118 [==========>...................] - ETA: 0s - loss: 0.0329 - accuracy: 0.9906"
]
},
{
@@ -1411,7 +1399,7 @@
"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",
- " 57/118 [=============>................] - ETA: 0s - loss: 0.0382 - accuracy: 0.9889"
+ " 60/118 [==============>...............] - ETA: 0s - loss: 0.0339 - accuracy: 0.9901"
]
},
{
@@ -1419,7 +1407,7 @@
"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",
- " 72/118 [=================>............] - ETA: 0s - loss: 0.0377 - accuracy: 0.9891"
+ " 76/118 [==================>...........] - ETA: 0s - loss: 0.0345 - accuracy: 0.9900"
]
},
{
@@ -1427,7 +1415,7 @@
"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",
- " 87/118 [=====================>........] - ETA: 0s - loss: 0.0387 - accuracy: 0.9888"
+ " 90/118 [=====================>........] - ETA: 0s - loss: 0.0360 - accuracy: 0.9899"
]
},
{
@@ -1435,7 +1423,7 @@
"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",
- "102/118 [========================>.....] - ETA: 0s - loss: 0.0384 - accuracy: 0.9888"
+ "103/118 [=========================>....] - ETA: 0s - loss: 0.0362 - accuracy: 0.9898"
]
},
{
@@ -1443,7 +1431,7 @@
"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",
- "117/118 [============================>.] - ETA: 0s - loss: 0.0386 - accuracy: 0.9887"
+ "113/118 [===========================>..] - ETA: 0s - loss: 0.0359 - accuracy: 0.9899"
]
},
{
@@ -1451,7 +1439,7 @@
"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: 0.0386 - accuracy: 0.9887 - val_loss: 0.0819 - val_accuracy: 0.9737\n"
+ "118/118 [==============================] - 1s 4ms/step - loss: 0.0360 - accuracy: 0.9898 - val_loss: 0.0777 - val_accuracy: 0.9745\n"
]
},
{
@@ -1460,7 +1448,7 @@
"text": [
"Epoch 14/16\n",
"\r",
- " 1/118 [..............................] - ETA: 0s - loss: 0.0368 - accuracy: 0.9844"
+ " 1/118 [..............................] - ETA: 0s - loss: 0.0251 - accuracy: 0.9902"
]
},
{
@@ -1468,7 +1456,7 @@
"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",
- " 16/118 [===>..........................] - ETA: 0s - loss: 0.0340 - accuracy: 0.9902"
+ " 13/118 [==>...........................] - ETA: 0s - loss: 0.0267 - accuracy: 0.9929"
]
},
{
@@ -1476,7 +1464,7 @@
"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",
- " 31/118 [======>.......................] - ETA: 0s - loss: 0.0314 - accuracy: 0.9917"
+ " 28/118 [======>.......................] - ETA: 0s - loss: 0.0282 - accuracy: 0.9921"
]
},
{
@@ -1484,7 +1472,7 @@
"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",
- " 46/118 [==========>...................] - ETA: 0s - loss: 0.0319 - accuracy: 0.9910"
+ " 44/118 [==========>...................] - ETA: 0s - loss: 0.0285 - accuracy: 0.9925"
]
},
{
@@ -1492,7 +1480,7 @@
"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",
- " 61/118 [==============>...............] - ETA: 0s - loss: 0.0333 - accuracy: 0.9905"
+ " 60/118 [==============>...............] - ETA: 0s - loss: 0.0290 - accuracy: 0.9923"
]
},
{
@@ -1500,7 +1488,7 @@
"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: 0.0338 - accuracy: 0.9902"
+ " 76/118 [==================>...........] - ETA: 0s - loss: 0.0300 - accuracy: 0.9919"
]
},
{
@@ -1508,7 +1496,7 @@
"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: 0.0342 - accuracy: 0.9901"
+ " 92/118 [======================>.......] - ETA: 0s - loss: 0.0307 - accuracy: 0.9916"
]
},
{
@@ -1516,7 +1504,7 @@
"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: 0.0346 - accuracy: 0.9900"
+ "106/118 [=========================>....] - ETA: 0s - loss: 0.0310 - accuracy: 0.9914"
]
},
{
@@ -1524,7 +1512,7 @@
"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: 0.0341 - accuracy: 0.9902 - val_loss: 0.0798 - val_accuracy: 0.9752\n"
+ "118/118 [==============================] - 0s 4ms/step - loss: 0.0314 - accuracy: 0.9913 - val_loss: 0.0811 - val_accuracy: 0.9737\n"
]
},
{
@@ -1533,7 +1521,7 @@
"text": [
"Epoch 15/16\n",
"\r",
- " 1/118 [..............................] - ETA: 0s - loss: 0.0317 - accuracy: 0.9941"
+ " 1/118 [..............................] - ETA: 0s - loss: 0.0325 - accuracy: 0.9902"
]
},
{
@@ -1541,7 +1529,7 @@
"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: 0.0319 - accuracy: 0.9898"
+ " 15/118 [==>...........................] - ETA: 0s - loss: 0.0314 - accuracy: 0.9918"
]
},
{
@@ -1549,7 +1537,7 @@
"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: 0.0304 - accuracy: 0.9910"
+ " 28/118 [======>.......................] - ETA: 0s - loss: 0.0320 - accuracy: 0.9916"
]
},
{
@@ -1557,7 +1545,7 @@
"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",
- " 44/118 [==========>...................] - ETA: 0s - loss: 0.0299 - accuracy: 0.9917"
+ " 43/118 [=========>....................] - ETA: 0s - loss: 0.0301 - accuracy: 0.9919"
]
},
{
@@ -1565,7 +1553,7 @@
"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: 0.0293 - accuracy: 0.9920"
+ " 59/118 [==============>...............] - ETA: 0s - loss: 0.0284 - accuracy: 0.9924"
]
},
{
@@ -1573,7 +1561,7 @@
"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: 0.0298 - accuracy: 0.9918"
+ " 75/118 [==================>...........] - ETA: 0s - loss: 0.0279 - accuracy: 0.9923"
]
},
{
@@ -1581,7 +1569,7 @@
"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: 0.0294 - accuracy: 0.9920"
+ " 91/118 [======================>.......] - ETA: 0s - loss: 0.0285 - accuracy: 0.9920"
]
},
{
@@ -1589,7 +1577,7 @@
"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",
- "108/118 [==========================>...] - ETA: 0s - loss: 0.0292 - accuracy: 0.9921"
+ "106/118 [=========================>....] - ETA: 0s - loss: 0.0286 - accuracy: 0.9920"
]
},
{
@@ -1597,22 +1585,16 @@
"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\r",
- "118/118 [==============================] - 0s 4ms/step - loss: 0.0296 - accuracy: 0.9919 - val_loss: 0.0774 - val_accuracy: 0.9766\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Epoch 16/16\n"
+ "118/118 [==============================] - 0s 4ms/step - loss: 0.0288 - accuracy: 0.9920 - val_loss: 0.0885 - val_accuracy: 0.9729\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
+ "Epoch 16/16\n",
"\r",
- " 1/118 [..............................] - ETA: 0s - loss: 0.0262 - accuracy: 0.9902"
+ " 1/118 [..............................] - ETA: 0s - loss: 0.0521 - accuracy: 0.9844"
]
},
{
@@ -1620,7 +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\r",
- " 14/118 [==>...........................] - ETA: 0s - loss: 0.0279 - accuracy: 0.9919"
+ " 15/118 [==>...........................] - ETA: 0s - loss: 0.0294 - accuracy: 0.9926"
]
},
{
@@ -1628,7 +1610,7 @@
"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",
- " 24/118 [=====>........................] - ETA: 0s - loss: 0.0269 - accuracy: 0.9924"
+ " 30/118 [======>.......................] - ETA: 0s - loss: 0.0263 - accuracy: 0.9932"
]
},
{
@@ -1636,7 +1618,7 @@
"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: 0.0277 - accuracy: 0.9921"
+ " 45/118 [==========>...................] - ETA: 0s - loss: 0.0265 - accuracy: 0.9929"
]
},
{
@@ -1644,7 +1626,7 @@
"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: 0.0278 - accuracy: 0.9923"
+ " 60/118 [==============>...............] - ETA: 0s - loss: 0.0261 - accuracy: 0.9930"
]
},
{
@@ -1652,7 +1634,7 @@
"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",
- " 71/118 [=================>............] - ETA: 0s - loss: 0.0281 - accuracy: 0.9922"
+ " 75/118 [==================>...........] - ETA: 0s - loss: 0.0253 - accuracy: 0.9932"
]
},
{
@@ -1660,7 +1642,7 @@
"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",
- " 87/118 [=====================>........] - ETA: 0s - loss: 0.0282 - accuracy: 0.9921"
+ " 90/118 [=====================>........] - ETA: 0s - loss: 0.0254 - accuracy: 0.9934"
]
},
{
@@ -1668,7 +1650,7 @@
"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: 0.0275 - accuracy: 0.9923"
+ "106/118 [=========================>....] - ETA: 0s - loss: 0.0252 - accuracy: 0.9935"
]
},
{
@@ -1676,7 +1658,7 @@
"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: 0.0272 - accuracy: 0.9923 - val_loss: 0.0807 - val_accuracy: 0.9755\n"
+ "118/118 [==============================] - 0s 4ms/step - loss: 0.0256 - accuracy: 0.9934 - val_loss: 0.0780 - val_accuracy: 0.9758\n"
]
}
],
@@ -1704,10 +1686,10 @@
"execution_count": 7,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:06:14.354480Z",
- "iopub.status.busy": "2021-01-26T10:06:14.354119Z",
- "iopub.status.idle": "2021-01-26T10:06:14.645722Z",
- "shell.execute_reply": "2021-01-26T10:06:14.645420Z"
+ "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"
}
},
"outputs": [
@@ -1715,8 +1697,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Test loss : 0.08066742867231369\n",
- "Test accuracy : 0.9754999876022339\n"
+ "Test loss : 0.0780247300863266\n",
+ "Test accuracy : 0.9757999777793884\n"
]
}
],
@@ -1739,10 +1721,10 @@
"execution_count": 8,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:06:14.655483Z",
- "iopub.status.busy": "2021-01-26T10:06:14.653393Z",
- "iopub.status.idle": "2021-01-26T10:06:15.145406Z",
- "shell.execute_reply": "2021-01-26T10:06:15.145074Z"
+ "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"
}
},
"outputs": [
@@ -1760,7 +1742,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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RqF1cQ1MLO2oaqA41UeM9akNN1ISa7bahPcC0H7evQ33QXZY3JJ3heUMYnpfF8Pwh7c/zsmyQyc0kOyNtULZY+osGo0Hk2GOP5c4772Tq1KlMnjyZ2bNnM3z4cBYtWsTJJ59Ma2srI0aM4IUXXuDKK6/k4osvZr/99iM1NZVrrrmGk08+meuvv57jjz+e8ePHs99++7UlM0T6+c9/zrnnnsvNN9/MEUcc0bb/wgsvZM2aNUydOpX09HTmzZvHJZfYDPqzzz6bbdu2sc8++/TLz0MNPC2tpu0mfllViLLqENur7ba8OkR5dQNl1SFqQk1dXyxBstJTGZEfDi5RAk7+ELLSU/utPskq8GXHdzW+Zcc77F+9ejV77713IHXaVVxyySVMnz6dCy64oF/eT38n/au2oYnyqhDlXqAprw5RXhOivCpEWXUD5TUhtlc30NrH3zkpAjlZ6eRmpZOTmWa3WenkZqVRkJPZFmRGeAEnN0tbNP0o5g9aW0aqXxx00EHk5ORw0003BV0V1UONzS1srqhnS0Udmyvq2LSjru31ph111Db0biClX2qKMCw3k7whGeRkpTG0LaC0B5acTPs6Nyut7VhuVjpDMvo+DVklngYj1S9WrFgRdBVUF1paDeXVITZ7wWbzjvr25xV1lFfHWpMyPnlD0ikamkXR0CyKvW3R0MwOr/NzMgZc6rHqWxqMlEoyZVUh1mysoKS8tkOw2VpR36sU5oy0lJ0CTPHQLIZ5++zzTDLS9P6L2pkGI6UGsdpQE2s2VfLphgo+3WgfPW3hpAgMzx/CqIJsRhWEt9mMKrSvC3MytXtM9ZgGI6UGicbmFtZuqbZBxws+peW1cV0jPzuDUQXZjC7MZqQXcEYX2qAzPC+LtNRdagk0tQvRYKTULqjVGErLavh0Y2Vbi2ft5qpudbNlpaey5+h8dh+V19a6CQcfHYypgqL/8pQa4IwxlFWHWLOxvbttzaZK6rqRvZYiwqSRQ9lrTAFTxhYweUwB44tzSU3R7jQ1sGgwSmL+GbrVwNDSathQXsPnm6tYu6WKL7ZU8cXmKiq7uX7MmGHZTB5jg87ksQXsPjKPTB2wqXYBGoxU4JJ1faRQUwvrt1bx+WYbcL7YXMX6rVU7raoZS0FOBlPGFLCXF3j2Gp1PXnZGH9daqb6RfN8A/eHCY/vu2n9+Nuahyy+/nN122w3HcQBYuHAhIsLy5cvZsWMHTU1NXHfddcydO7fLt6mpqWHu3LlRz7v//vu58cYbERGmTp3KAw88wJYtW7joootYu3YtAHfccQdjxozh+OOP58MPPwTgxhtvpKamhoULFzJnzhwOPfRQXn31VU488UT22msvrrvuOhobGykqKuKhhx5i5MiRUdddqqio4MMPP+SWW24B4O6772b16tXcfPPNvfrR9qWK2gYbcLaEA08lG7bX0t1M6uyMNPYYndeh1TM8L0uz19SgocFoEDnjjDNYsGBBWzB67LHHePbZZ7nsssvIy8ujrKyM2bNnc+KJJ3b5JZaVlcXixYt3Ou/jjz/mN7/5Da+++irFxcVt6yP9+Mc/5rDDDmPx4sW0tLRQU1PT5RpJFRUVLFu2DLATtb7xxhuICH/+85+54YYbuOmmm6Kuu5SRkcHUqVO54YYbSE9P59577+Wuu+7q7Y8vIVpaDZt21LJuS7UXeCr5YktVXOnUxUOzmDQqj91H5rG7tx1VmK2DQNWgpsFoEJk+fTpbt25l48aNbNu2jcLCQkaPHs1ll13G8uXLSUlJYcOGDWzZsoVRo0Z1ei1jDFdcccVO57300kuceuqpFBcXA+3rFb300kttaxSlpqaSn5/fZTA6/fTT256XlpZy+umns2nTJhobG9vWX4q17tIRRxzBM888w957701TUxP7779/nD+t3gknFazfWm0f2+z2q7IaGrvZzZYiMK4ol0kj89hjVF5bACrIyezj2ivVA8ZARTlsWA9jdoNhwxN6eQ1GfaGTrrS+duqpp/LEE0+wefNmzjjjDB566CG2bdvGihUrSE9PZ8KECTutUxRNrPNirVcUTVpaGq2t7V/Mna2PdOmll/LTn/6UE088kaVLl7Jw4UIg9vpIF154Ib/97W+ZMmVKn68aW1XfuFPQWb+1Oq652DLTUpjoa+nsPiqPCSPydDZoNTA1hGDjl1C6ruOjttoe//6lMCexS+VoMBpkzjjjDObNm0dZWRnLli3jscceY8SIEaSnp/Pyyy/z5Zdfdus6lZWVUc878sgjOemkk7jssssoKipqW6/oyCOP5I477mDBggW0tLRQW1vLyJEj2bp1K+Xl5eTm5vLMM89w7LHR76f510f661//2rY/1rpLs2bNoqSkhHfffZcPPvigFz+xdqHGZr4qq2GdF3S+3FrNuq3VbK+Jb8aCoqGZTBg+lEnh4DMqn7HDcjSduqdaW6Gp0X5BNoSgod5uG0O+fSFobOikTIN93toKKSneI9V7pHR8SAqkprY/36mM73VqOmQN6fjIDD/Phswsu80aAukZMNC6WltboXyrF2zWtgedrRttSyiW0nUJr4oGo0Fm3333pbq6mrFjxzJ69GjOPvtsTjjhBA4++GAOOOAApkyZ0q3rxDpv33335Ze//CWHHXYYqampTJ8+nfvuu48//OEPzJ8/n7/85S+kpqZyxx13cMghh3D11Vcza9YsJk6c2Ol7L1y4kNNOO42xY8cye/Zs1q2z/9hjrbsE8L3vfY+VK1d2a8n0aLZW1vPeujLeXVvGpxsr2LyjjnhmZsvJTGPCiKFMHDGUCSOGMmH4UHYbMZS8IZrRBkBzE9TXQajObutrd34dfh7yHfeXaai3QWYwSEmJHaj8zzsEtBjls7IhIzO+4FZXCxsiWjobvrQ/6+7KyoZxE2DE6Lg/fld0PaM46XpGA8fxxx/PZZddxpFHHhn1eOTvpK6hmQ++LOfdtWWsWLut21PlZKSl8LXiXBtwvKAzYcRQiocmYTZbSwtUbofyLbB9m/2revs22L4VKrZ3DC5N3RsbpXpIpD1odQhsviCWkQnbNtnAU741jmunwMgxMG5ix0fRyN627nQ9IzV4VFRUMHPmTKZNmxYzEIHtZfhkww4v+JSxunQHLZ3kUqcIjBmWY1s6XsCZMGIoowsD6mJrabHdJaXrYNNX9i/rrGwYkt2+HZLje50T/1/LkepqbWDZvhXKvSATDjbl26CizHbt9LeMTMjIgsxM+8WbkWW3mVn2yzczs+O+Dsd9+1JSbP1bW6G1xXu0tj9Ma+fH2/Z7z5ubbOstVG8DcKje9zrieXOCV681xnvPOFo20eTmwbhJvqAzAUZ/zf7M+pEGoyS3atUqzjnnnA77MjMzefPNNwOqUdcKCgpYs2ZN1GNNzS3UNjRT19BMWVU9v3nytZjXSU9NYf/dhnHgxGKmTShiwoihwS1vUF1hg05JuPtkvb2BHG/rIjJgZedEBDBf8Gps8AUaLwDV9/KLLbIuHYKl9/6x6hMZXP1/3acMgkSP5iYIhaChrj1AhYNYQ6iLYBYu43seb/dlahqMHr9zayd/2IC4l6XBKIHiyTQbKPbff39WrlwZdDV6rKW1lfqGFmobm6hraKbJS6s2xtASpQt60sg8DppUzPRJxew3flj/T5XT1AibSzveLC5dB5Wdp8F3W2sr1NXYR1/JK7RpvUUjYNgIbzscCopt8AsHk9620gabtHTITYfcoYm5XktL10Gsod7+vsZPglHjbB0GKA1GCZKVlUV5eTlFRUW7XEDalRhjCDW1t35CjTunVxtjaKitYnNVE8NyMzlo0nAOnFTM9InFFOb20xie8JiMyNTYzSX2S6S7Coth7EQYu5v9yzbaDf9Qne1eS8R9mvQMG1iGjYCi4fYeQfj1sBEwrNiWUcFLTbXBPzun67K7AA1GCTJu3DhKS0vZtm1b0FUZlFpaW6lvbCHU2NLpfR8RSE9LgZR0Zk2dzBlHFyTmj4OWFqirhppqqKmC2ir7vLbKe+3tDz/fURZf6yQj0w4kjOxCyc2Lr57NTfYv4miZax2CWK39K7mtZeMFn9x8bc2oQGgwSpD09PS2WQNUYtQ3NvN/qzfz/PslfPDl9qhlBNhjdD4HTirmwEnF7DOuML77Ps3N8PlHNkGgQ1CJCDSJ7PYaPnrnoDN8VGLui7R1BcUZxJQKmAYjNaC0GsOHX23n+fdLeeXjTYSadu7SyslM4+tTRnHQ7sOZPrGY/Hhnqg7VwYfvwHuvw6q3++7+ypDsnYPO2An2fopSqgMNRmpA2LSjjiUflPLCB6Vsqajf6XiKwEG7D+dbU8dxyOSR8We9VZTD+2/YAPTJ+/Gn2YrYTK/cPPvIGept8+wN6Zy89mO5eTA0f8BkKSm1K9BgpAJT39jMK6s38cL7pTG74b5WnMu3po3jyP3HUjQ0jnEPxtjU6JVvwMrXYd2nscsOGw57T4f8wijBxXuekzs40ouVGqA0GKl+1WoMH3xZzpL3N/DK6ujdcLlZaRy+31i+NW0ce43O734CQmsLfL7aBp+Vr9sBo7GMnwQHHALTD4Hxu2sLRqmAaTBS/WLj9lqWfLCBJR+UsqUyejfcwbsP51vTxjN7rxHd74ZrCMHH79ng8/6bUFMZvVxKCuw1FQ6YbR/FnS+hoZTqXxqMVJ8xxvDap1tY/OY6Vn0Vuxvu6GnjOKK73XCtLXaA6EfvwsrXbCCKNRI9cwjsd5BtAe0/M3GDDZVSCafBSCWcMYZ3vtjGX5eu4bNNO7dUcrPSOXy/MbYbrigLqa2G7SXwZaVNpa6utI+a8Laq/XVtdedT2+cX2uBzwCEwZZoO0FRqF6HBSCXU++vL+evST/noq+0Mb6lhVmMZuzVtp6C1jt2zDV/LaqUgFCJlaSU8U2W72XprzNfaA9CEvWyXnFJql6LBSPVecxNr3/uQd5a+QdrGLzm3cRuTmsoY2hrRfVaVoPfLzrXjdQ6YbQPQyLEJurBSKigajFR8aqqgZC2UfAEl62hYu4a0raVMMq1M6sn1UtPax+UMzbfT0bQ9z+u4Lzffju9J03+2Sg02+r9aRdfaahfl8gUeSr6wc675dDrt6JAcm0I9biIUDo8eYIZka1q1UkqDkfKpq4EX/2GnyildF9f9nE1peVQVjWfU/vuSP3lvGJ+QVSGVUklCg5GyQeiFxbDk73Y25040ksr6jCK+yChmbXoxazOKGbHPPnzvqKlMHqmTcyqlekaDUTLrKggNLaBpzAQ+pIAlOzL5LLWIkvRCWsVmq83YYzg/PGwv9hpT0K/VVkoNPhqMklFdjQ1ALyzeOQiNHAvfOZPqSfvz2Ec7+Mfb62loaoEh7UWm7jaMc+dMZr+vDevXaiulBi8NRsmkrhZe/LsNQpHLJowcCyecTe3UQ3nq7a946q8rqYtYRXXK2ALOO3wyB0zQ1WyVUomlwSgZdBWEjj8LZs5hfXkdv1z0KmXVHRMXJo3M49w5ezFrzxEahJRSfUKD0WDWzSBEaiqfbqzglw+/RXV9+zo/XyvO5T8O24uv7z2KFA1CSqk+pMFoMKqvtSnazz+1cxAaMQZOOAtmHg6pdmbsVV+Wc/Xf3mnrlsvOSMM5dl+O2H8sqSkahJRSfS/wYCQiKcBPgB8CE4BtwGPA1caYzvOM7fnpwH8B5wCTgBpgKfBLY8wnEWXnAC/HuNS/jDHH9+QzDBhdBaHjz4JZ7UEI4K3PtnLtEytobG4FYOiQdH571kzNkFNK9avAgxFwC/BjYDFwE7C393q6iBxljGmNdaLYGxj/AI7ztrcDwwEHeENEDjXGfBzl1EXAKxH7Snv7QQJTXwsv/hOef7LbQQhg2Ucb+f3fV9LSamfBHpabye/OnsWEEbrUglKqfwUajERkX+BS4CljzCm+/euA24AzgIc7ucRcbCBaZIz5oe/8B4APvWscFeW8140xD/b+EwSstQWeexKefdwureA3fLQNQrOP2CkIATy3soRbn/kALw4xsmAI1589izHDcvqh4kop1VHQLaMzAQFujdh/N3A98H06D0aHe9t7/TuNMWtF5BXgaBH5mjHmq8gTRSQHaDHGJGANg4A8cY9tDfkNHw3Hnwmzj4wahACeenMddz3f3mAcX5TD9d+fTXFeNxa3U0qpPhB0MJoBtAJv+XcaY0IistI73pnwPJ11UY6F980CIoPRH/ACmIh8BvwJuM2YzlZtG2A+WtExEIWD0KwjYs5qbYzhoVc+54Fla9r27TEqj9+cNZOCnE6nPFVKqT4V9CpkY4AyY0y0daM3AMUi0tlSnR952yP8O0UkGxuEAMb7DjUB/wR+DpwIXARUYFtm93RWURGZLyLvdFam31RXwD03tr/ebwZcezd8/ehOA9GiJas7BKJ9xxdywzmzNRAppQIXdDDKBqIFIoCQr0wsDwJbgV+LyDwRmSgiM4AngOLI840xrxpj5hpj7jLGPG2MuQuYDTwHnCci34j1RsaYRcaYg7v3sfqQMXDfLVC5w74eWgDn/7TTNX5aWg23/msVT72xrm3fQZOK+e1ZM8nJSu/jCiulVNe6HYwcx3nfcZwfOY6TyFSrOmIviZPlKxOVMWYHNkHhC2yG3Fpsl18O8HuvWKfri3rZer/zXn67W7UO0tJ/wftvtr8+/6eQXxizeHNLK79f/B7PvlfStu/rU0ax8PSDycoIupdWKaWseFpG+wB/BDY6jnO34ziJaCVsxHbFRQtIY7FdeI2dXcAYs8oYMx3YEzgM2NMYcxjtQe6TmCe3W+9tizsrFLiNX8Jji9pfH3EiTJ0Zs3hDUwu/enwFyz7e1LbvqKlj+eUp08lIi57coJRSQYjnT+NxwAXAhd72B47jvAfcBTzsum6XA1SjeBs4GpiJb9yPiGQBBwDLu3shY8znwOe+XcdhW0WvduP0Pb3tlu6+X79raoS7f2+3AGMnwGkXxixe19DMNY++zQdfbm/bd+KM3fjRMfvq1D5KqQGn2y0j13W3uK77W9d1J2G/6P8OTAXuxLaWXMdxDojz/R8FDLAgYv887L2eh8I7RGS0iEzxkhM6JSKXAvsBt/hncRCRoihlM4GF3sun46x//3nqXrsEOEBaOsz/b0iPnttRVd/Ifz/4ZodAdMbXd8fRQKSUGqCkN9nMjuOMxLaSLsBO5QO2tXMn8DfXdbscwyMitwOXYGdg+DftMzC8ChwRnoFBRO4DzgUON8Ys9Z3/b+y9oo+xge1o4LvAv4CTjDFNvrJvY7sGV3jbMdixTHsCtxtjftyNz2wAXNftqmjifLQCbvll++uzHNtFF0V5dYgrHnqL9dvaB8FecOQUvnfo7n1dS6WU6krMv4Z7lU3nuu4W7M3/n2K/3AXb5fYXoMRxnAXduMwC4GfAvtjxPmdgp/U5vrOpgHxeB+YANwD/g+1OvBiY6w9EnieAEdhZH+7w6r0BOKs7gSgQkWncU2fC4SdELbqloo6f3f96WyAS4JLj9tNApJQa8HrcMnIcZyzt94/GYgev/gs7XudA7Bie4cBvXde9KiG1HQD6tWVkDNy+ED7wsufyCmHhHZBXsFPRkrIa/vuhNymrso3RFBH+a+40jth/bN/XUymluidmyyiu3F7HcQR7v+iH3jYNe9P/t8Ai13XD+cP/dBznJuBFbLAaNMGoXy19pj0QAfzgP6MGoi82V/KLh96iss4mN6SnpnDFKdM5dPKofqqoUkr1TreDkeM4V2JbQuOx0W054AJPua7bHFnedd1qx3Gepj05QMVjw3p47O7210d9F/bbOZv+o5LtXPXI29Q22F9BVnoqC08/mOkTB3aWulJK+cXTMvo1NlXaBe5wXTfa0gyRVgD396RiSS0yjXvcRDjlBzsV+6qshl889BYNTS0A5Galce2ZM9lnXOxBsEopNRDFE4x+BDwYz3gi13X/jc2QU/F48l4o9abuSc+AeZdHTeP+97tftQWigpwMfnvWLHYfldefNVVKqYTodjByXfeuvqyI8nz4DixZ3P76tAvtANcovvKlb1987H4aiJRSu6x47hkdCBwP3OWldEceHwXMB/7puu7KhNUwmVRVwD03tb+eOitmGjdASXl7I1VXZ1VK7criGWf0M2wCw9YYx7dgM+d+2ttKJaXwbNxV3mzceYVw3mUQY8aEUGMzWyvrAZvGPbqwy4kplFJqwIonGB0CvOy6btSBSd7+l4CvJ6JiSeflp7uVxh1W6msVjSnMJj016NVAlFKq5+L5BhsFlHZRZiMwuufVSVIb1sPjf25/fdRJUdO4/UrKa9qejyvO7aOKKaVU/4gnGNVhZ1TozHBiL5anomlqhEXXR6Rxn9/laSVl7S2j8UU5fVU7pZTqF/EEo5XAXMdxov4Z7jhOHjDXK6e664m/2JYR2PTtTmbj9iv1tYzGa8tIKbWLiycYLcK2fF5wHGeq/4DjONOA57GL0y2Kcq6KZtXb8OI/2l9/bx6M2a1bp/oz6cZpy0gptYuLZ5zRo47jHAf8B/Ce4zhbsDNejwVGYqcI+qvruo/0SU0Hm8odHdO4p82COcd369RWYzq2jIq0ZaSU2rXFlYLluu552Nm4P8YmNBzkbT8C5ruu2/XNDuWlcd9sl4cAyO88jTvS1sp6Gpvt6hr52RnkZXfdraeUUgNZXLN2A7iuuwhY5DhONlAAVLiuW5foig1qL/3TdtGF/eBnMLSg26eXlOn9IqXU4BJ3MArzApAGoXiVruuYxv2tk2Dfg+K7RLlm0imlBhcdKdmfGhvsbNzN3gK04yfByfH3bJZoJp1SapCJd3G9HMABjsEmLmRGKWZc19V1rqOJTOOOMRt3V/zddJpJp5QaDOKZKLUA+D9gH+y6RnlAJZABDPGKbQSaElvFQeLLz+y9orDvze92Gnekjt102jJSSu364ummuxIbiC4Awqu33QLkAocC7wJfAHsnsoKDxtf2sIkKmUPggNkw5zs9ukxtqIntNXaSi/TUFEYW6ASpSqldXzzddCcCy13XvRfAcRygbYLUNxzH+TawCvglcFWC67nrE4FDj4I99oEh2d1O447kH+w6dlgOqSk9u45SSg0k8bSMxmNbP2Gt+O4Zua67Ffhf4IzEVG2QGjEmrjTuSB3TuvV+kVJqcIh3otQW3+tK7IBXvy3YxAbVRzrM1q33i5RSg0Q8wagE2zoK+xj4puM4qb593wA2J6JiKrpSf8tIM+mUUoNEPMFoGXCY4zjhmxSPArsD/3Ic52LHcR4HZgP/TnAdlY//npGOMVJKDRbxJDD8FZvGPQ7bSroTOAL4LnC0V+ZVbNad6gMtra1s3O6frVuDkVJqcIhn1u53gR/5XjcDJzuOcxCwB7AeeNt13dZEV1JZm3fU09xqV30vHppFdmaPZ3NSSqkBJZ5Br98EqlzXXenf77ruCmBFguuloui41LjeL1JKDR7x3DN6GZjfVxVRXeuQ1q1ddEqpQSSeYFQG1PdVRVTXOkyQqpl0SqlBJJ5gtBQ77Y8KSEmZL3lBM+mUUoNIvHPTTXYc51rHcdL7qkIqNl1qXCk1WMWTjvUL4EPgCuACx3Hexw5wNRHljOu6FySofspTWddIVb2dED0rPZXivKyAa6SUUokTTzA6z/d8FDtPBRRmsDN7qwSKXMMopYcTrSql1EAUTzCa2Ge1UF3SOemUUoNZPINev+zLiqjOdZytW4ORUmpwiSeBQQWo4+qumtatlBpc4pmB4WvdLeu67lc9q46KpcMYI20ZKaUGmXjuGa1n58y5aEyc11VdaGxuYfOOOgAEu8KrUkoNJvEEjfuJHowKgAOA3bADY/XeUoJt3F6HNz8qIwqGkJme2vkJSim1i4kngeG8WMccx0kBrgIuAs7tfbWUX4kOdlVKDXIJSWBwXbfVdd1fYbvyrk/ENVW7Ul1QTyk1yCU6m+412hfaUwlSokuNK6UGuUQHo2GAflsmmGbSKaUGu4QFI8dxjgJOx85fpxLEGENpmX+MkQYjpdTgE884o5c6ucZ4IDwO6de9rZRqt72mgbrGZgByMtMoyMkIuEZKKZV48aR2z4mx3wA7gOeAG13XjRW0VA9ETgMkOkGqUmoQiie1W6cOCkBJuXbRKaUGv8ADjIikiMhlIvKJiIREpEREbhKRbiVCiEi6iFwhIqtFpEFEykXkSRGZEqN8vojcLiIbvPf7SER+JAO0ydFhQb1izQ1RSg1OgQcj4BbgZuBj4FLgceDHwNMi0mn9vADyD+A3wKfAZcBtwDeAN0Rkn4jyGcAL2MG5j3rv9yngAtck7iMlTse0bm0ZKaUGp3gSGK7EfmFPcF13Q5TjY7CDXq92XbdbA19FZF9sQHjKGHOKb/86bFA5A3i4k0vMBY4DFhljfug7/wFsVt9twFG+8hcCM4AfG2Nu9/bdLSJPAleIyL3GmAE1nZG/m26cjjFSSg1S8bSMTgCWRgtEAK7rbgRexgaI7joTO/fnrRH77wbqgO93cf7h3vZe/05jzFrgFeBIEfHPNn6Wd927I65zK5COTU0fMEKNzWytrAcgRYTROkGqUmqQiicY7YHtSuvMx1657poBtAJv+XcaY0LASu94ZzK9bV2UY+F9s8DemwIOBN7zru/3llePrt6vX23Y3t4qGlOYTXrqQOhVVUqpxIvn2y2b6F/6fiFgaBzXHAOUGWMaohzbABR793li+cjbHuHfKSLZeEEIOwYKoBAY4l23A+/9y4Gx3a963yvxDXYdpzMvKKUGsXiCUQkwu4sys4nyZd+JbCBaIAIb2MJlYnkQ2Ar8WkTmichEEZkBPAEUR5wf3nb2fjHfS0Tmi8g7ndQl4TrO1q1ddEqpwSueYPQs8E3HcaLeV3Ec5wzgMOB/47hmHe1dbZGyfGWiMsbswCYofAEsAtZiu9xygN97xaoirtPZ+3X2XouMMQfHOt4XIge8KqXUYBXPDAy/B84GHvYC0rPYVtBYbEbbicB24ltCYiOwj4hkRumqG4vtwmvs7ALGmFXAdBHZA9vtt9EY87mI3OAV+cTb7gDqidIVJyKZQBGwLI669znNpFNKJYtut4y8LLpjgK+A7wJ3AP/0tnOxK7we47puaRzv/7ZXh5n+nSKShV09ttvdYsaYz40xy40xn3u7jsO2il71jrcC72IDV2TraKZXj37thutMqzFs0EX1lFJJIq70LNd13wH2Ak4FbgL+4m1PBSa7rrsizvd/FDu33YKI/fOw928eCu8QkdEiMsVLTuiUiFwK7AfcYoyp9R16xLvu/IhTFgDNwGNx1r/PbKusp6G5FYD87AzysnWCVKXU4BVPNx0Arus2AU95j14xxqwSkT8Bl4jIU8C/gb2xMzAso+OA199hlzQ/HFga3iki/8beK/oYG9iOxrbc/oWdmcHvbuB84GYRmQCsBr4NnARcZ4xZ19vPlCglurqrUiqJxB2M+sAC7MwN84HvAGXA7cDVXtdaV17HDlY9z3u9GrgYuMsY0+IvaIxpFJGjgOuwA26LsMkPlwJ/6uXnSChd3VUplUwCnQ4IwAsYN3mPzsqdR3vA8e+/Frg2jverAC7xHgOWru6qlEomQU8HpGLwt4w0k04pNdgFPR2QiqFU1zFSSiWRoKcDUlHUhprYXmOHXaWnpjCyoMsEQqWU2qUFPR2QisKfSTd2WA6pKQNy3T+llEqYoKcDUlF0nAZI7xcppQa/oKcDUlH4M+nG6f0ipVQSCHo6IBVFx+QFbRkppQa/hE4HBLznOI6mdveSztatlEo2CZkOyHGc3YCrsVPtjAZSE1XBZNPS2srG7f7ZujUYKaUGvx5PB+Q4Tiq2e24+dk2hFOzccEsSU7XktHlHPc2tBoDioVlkZw6EGZuUUqpvxf1N5zjOJOBC7NQ8I73dZcBdwF9c1/0yYbVLQh2SFzSTTimVJLoVjBzHScPObD0fO2t2CtCI7ao7BfiH67pX91Ulk0mJrmGklEpCnQYjx3H2xK4tdC5QDAh2gbr7gIdd193uOE53ZtZW3VRappl0Sqnk01XL6FPsfaCtwC3Ava7rftTntUpiHbvptGWklEoO3UntNthF757QQNT3Oq5jpMFIKZUcumoZXQX8AJuyfZ7jOJ9iu+gecF13Ux/XLelU1jVSVd8EQFZ6KsV5WQHXSCml+kenwch13d8Av3Ec5xjsvaMTsNP9/MZxnOeBv/Z9FZNH5BpGKaITpCqlkkO3ZmBwXfc513VPBcYDV2Cn/jkOeATbjXeA4zgH9Vktk0SpzkmnlEpScY0zcl13K7ZldL3jOEdiU73nAgcDbzmO8wHwZ9d1/5TwmiYB/9IROg2QUiqZxDU3nZ/rui+6rns6MA74ObAGmAbclqC6JZ2OyQua1q2USh69nmvGdd0y4EbgRsdx5mBnZ1A90GHAq7aMlFJJJKETn7muuxRYmshrJovG5hY277Crugt2hVellEoWPe6mU4m1aUcd3vyojCgYQma6TnyulEoeGowGCB3sqpRKZhqMBgjNpFNKJTMNRgOEZtIppZKZBqMBQjPplFLJTIPRAGCModTfTaf3jJRSSUaD0QCwvaaBuoZmAHIy0yjIyQi4Rkop1b80GA0AkV10ohOkKqWSjAajAaCkTLvolFLJTYPRAFDaoWWkmXRKqeSjwWgA0AGvSqlkp8FoAPBn0o3TMUZKqSSkwShgoaYWtlTWA5AiwmidIFUplYQ0GAVsg+9+0ZjCbNJT9VeilEo++s0XMH8m3TideUEplaQ0GAWswxgjvV+klEpSGowCVqqzdSullAajoPnTujWTTimVrDQYBajVmI4DXnWMkVIqSWkwCtC2ynoamlsByM/OIC9bJ0hVSiUnDUYB0tVdlVLK0mAUoFLNpFNKKUCDUaA6Ji9oy0gplbw0GAWoYzedtoyUUslLg1GAdLZupZSyNBgFpDbUxPaaBgDSU1MYWZAdcI2UUio4GowC4u+iGzssh9QUXWpcKZW8Ag9GIpIiIpeJyCciEhKREhG5SUS6dRNFrLNE5DURKRORahH5SESuFpG8iLJzRMTEeDzTN58wOl3dVSml2qUFXQHgFuDHwGLgJmBv7/V0ETnKGNPaxfnXAVcALwG/ApqAOd7zb4vIIcYYE3HOIuCViH2lvfkQ8dJMOqWUahdoMBKRfYFLgaeMMaf49q8DbgPOAB7u5Pw0YAHwLvAtX+C6U0SagbOBacDKiFNfN8Y8mKCP0SMdMul0jJFSKskF3U13JiDArRH77wbqgO93cX46MATYHKUFtdHb1hKFiOSISFZctU2gDpl0OvuCUirJBR2MZgCtwFv+ncaYELY1M6Ozk40x9cBy4FgRuVxE9hCRCSJyHuAADxpjPoty6h+AGqBeRNaIyE9EpN8yCFpaW9m43beonnbTKaWSXNDBaAxQZoxpiHJsA1AsIl3NHno28DJwPfAZsA64B3sv6j8iyjYB/wR+DpwIXARUYFtm93T2JiIyX0Te6aIu3bK5op7mVnsbq3hoFtmZA+HWnVJKBSfoYJQNRAtEACFfmc40AGuB+4GzsF1/TwJXYhMb2hhjXjXGzDXG3GWMedoYcxcwG3gOOE9EvhHrTYwxi4wxB3f1gbpD1zBSSqmOgg5GdUBmjGNZvjJRiUg28BqQZ4w51xjziDHmb8aY04BHgV+LyOTOKuDda/qd9/LbcdW+hzosNa73i5RSKvBgtBHbFRctII3FduE1dnL+qcCewONRjj2O/XwxWzs+671tcTfK9lppmWbSKaWUX9DB6G2vDjP9O70stwOAru7RjPW2qVGOpUVsO7Ont93SjbK95m8ZjdOWkVJKBR6MHgUMdqyQ3zzsvaKHwjtEZLSITPG65sI+9rbnRrl2eN/bvmsURRbyWmULvZdPx1H3HivtMMZIg5FSSgWaxmWMWSUifwIuEZGngH/TPgPDMjoOeP0dNsAcDiz19j2DTQv/togsxyYuCHAy8P+Ax40x7/qu8ayIbARWYLsIx2DHMu0J3G6M6ZBi3hcq6xqprLM9j1npqRTnBTbUSSmlBoyBkFO8AHvPZj7wHaAMuB24uqupgIwxLSJyFPALbAC6AdvS+gy4HLg54pQngO9iZ30owA6IfQ+4xhjzSCI+TFf8c9KNK8ohpf+GNyml1IAVeDAyxrRg56S7qYty5wHnRdlfjU3hviLyWJSyvwd+35N6JorOSaeUUjsL+p5R0um4uqsGI6WUAg1G/a7j6q6a1q2UUqDBqN+VastIKaV2osGoHzU2t7Bph51QQrArvCqllNJg1K827aij1Vvnb0TBEDLTo43VVUqp5KPBqB91vF+kXXRKKRWmwagfaSadUkpFp8GoH/kHvGomnVJKtdNg1I9KyrRlpJRS0Wgw6ifGmI6zdWvLSCml2gQ+HVCyMMDC7x1MSXkNm3bUUZgTa01BpZRKPhqM+kmKCNMmFDFtwk6rWCilVNLTbjqllFKB02CklFIqcBqMlFJKBU6DkVJKqcBpMFJKKRU4DUZKKaUCp6ndPeQ4TtBVUEqpXY1xXVeiHdCWkVJKqcCJ8dbXUf1HRN4xxhwcdD1UO/2dDEz6exl4+up3oi0jpZRSgdNgpJRSKnAajIKxKOgKqJ3o72Rg0t/LwNMnvxO9Z6SUUipw2jJSSikVOA1GSimlAqfBSCmlVOA0GPUDEUkRkctE5BMRCYlIiYjcJCK69niARMTEeNR0fbbqDRH5hYg8LiJrvZ/5+i7KTxaRv4vIDhGpFZFXROSIfqpu0ojn9yIiCzv5P/SzeN9bpwPqH7cAPwYWAzcBe3uvp4vIUcaY1iArl+ReYefsoKYgKpJkfgtsB94FCjorKCK7A68BzcANQCUwD3hORI4zxizp26omlW7/XnwuA8oi9q2I9401GPUxEdkXuBR4yhhzim//OuA24Azg4YCqp2CtMebBoCuRhHY3xqwFEJEPgdxOyv4O+8V4kDFmpXfO/cBHwJ9EZIrRtOBEief3EvZ3Y8z63r6xdtP1vTMBAW6N2H83UAd8v78rpDoSkQwR6c5/OpUg4S+8rnhd2ScCS8OByDu/BvgzsBcwoy/qmIy6+3uJJCJ5ItKrxo0Go743A2gF3vLvNMaEgJXof6SgnYr9o6BaRLaKyO0ikh90pVSbqUAm8HqUY294W/0/FKwPsF2nIRF5TUSO68lFtJuu740ByowxDVGObQAOFZEMY0xjP9dL2T8QHgc+B/KAbwOXAIeJyKHeX98qWGO87YYox8L7xvZTXVRHFdj7ra8BO4DJwALgXyLyA2PMffFcTINR38sGogUigJCvjAajfmaMmRWx634R+QD4DfATb6uCle1to/0fCkWUUf3IGHNr5D4RuQf4ELhFRJ6I5w867abre3XYboZosnxl1MDwP9g/DL4TdEUU0P5/I9r/If3/M8AYY8qBO7EJJ4fGc64Go763ESgWkWj/mcZiu/C0VTRAGGOa8H5nQddFAfZ3AdG74sL7onXhqeCs97Zx/R/SYNT33sb+nGf6d4pIFnAA8E4AdVIxeL+XccCWoOuiAFiF7aI7JMqx2d5W/w8NLHt627j+D2kw6nuPAgZ7Y89vHrav+6H+rpACESmKceha7L3Up/uxOioG757D08AcEZkW3u+l4l8IfEZEpqrqeyKSFi3rVETGAz8CyrGJDd2mCQx9zBizSkT+BFwiIk8B/6Z9BoZl6IDXoFwpIrOBl4GvsIP7vg0cDrwJ3B5g3QY9ETkH2M17ORzIEJErvddfGmMe8BX/BXAk8LyI3AJUYf+YGwt8Rwe8Jk4cv5dcYJ2I/B1YTXs23YXesTONMfVxvbf+HvueiKRiW0bzgQnYqTMeBa7W9OFgiMhcwAH2A4qAFuxf2Y8BN3vjwFQfEZGlwGExDi8zxsyJKL83cL13TgZ2upqFOhVQYnX39+LdA/8TMAvbrZ2L/V57FbjBGBN3a1WDkVJKqcDpPSOllFKB02CklFIqcBqMlFJKBU6DkVJKqcBpMFJKKRU4DUZKKaUCp8FIKaVU4HQGBqVUTI7jLASuAQ53XXdpsLVRg5kGI6X6kOM43RlVrl/0KulpMFKqf/yqk2Pr+6sSSg1UGoyU6geu6y4Mug5KDWQajJQaQPz3aLCzJy8ApgDVwDPAFa7rbo5y3p7AVdjZrYdjJ61cAlzruu5nUcqnYme+Pgc7WWwGdpG6pcDvY5xzKvBzr3wIeB74T9d1dXE71WuaTafUwHQZdvnm94FbgU+B84HXHMcZ7i/oOM4M7AJz38cu5ngj8AZwNvCO4zgHR5TPAJ4F7gDGY5cxuQ1YAZwEfD1KfRzgQWyX4p+AD4HTgSWO40RbxVipuGjLSKl+4LV4ogm5rnt9lP3HAbNc133Pd41bsC2l64ELvH0C3A/kAd93XfchX/nTgb8BDzqOs4/ruq3eoYXAUdhF605zXbfBd06md61IxwIzXNdd5Sv7MHAmMBe79IZSPaYtI6X6xzUxHv8do/wD/kDkWQhUAmf5WiOHYrvxXvcHIgDXdR8F/g+76Nk3oK17zgHqgYv8gcg7p8F13W1R6nObPxB57va2M2N8BqW6TVtGSvUD13UlzlOWRblGpeM4K7GLn+0NrAQO9A6/FOM6L2ED0XRgOTZw5QNvuq67MY76vBNlX4m3LYzjOkpFpS0jpQamLTH2h5MX8iO2m2KUD+8viNjGm3RQEWVfs7dNjfNaSu1Eg5FSA9PIGPtHedvKiO2oKGUBRkeUq/C2Y3tcM6X6gAYjpQamwyJ3OI6TDxyATate7e0O31eaE+M64f3vettPsAFpquM4Y3pfTaUSQ4ORUgPTOY7jTI/YtxDbLfeIL/HgVWza9ze8cUBtvNffBNZgExlwXbcFcIEhwJ2RadmO42REpo4r1R80gUGpftBJajfA313XXRmx73+BVx3HeQx73+cb3mM9vgw813WN4zjnAi8AjzqO8w9s62cy8F3sYNn/8KV1g52aaBZwArDGcZxnvHLjgaOB/wLu68HHVKrHNBgp1T+u6eTYemxmnN8twGLsuKLTgRpsgLjCdd2t/oKu677pDXy9Ejt+6ATsDAyPYGdg+DSifKPjOMcCFwH/AZwLCLDRe8//i/fDKdVbYkx3JhVWSvUHXbJBJSu9Z6SUUipwGoyUUkoFToORUkqpwOk9I6WUUoHTlpFSSqnAaTBSSikVOA1GSimlAqfBSCmlVOA0GCmllArc/wdf7obKvJnhvAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
@@ -1784,7 +1766,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
@@ -1811,10 +1793,10 @@
"execution_count": 9,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:06:15.148596Z",
- "iopub.status.busy": "2021-01-26T10:06:15.148284Z",
- "iopub.status.idle": "2021-01-26T10:06:29.632300Z",
- "shell.execute_reply": "2021-01-26T10:06:29.632635Z"
+ "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"
}
},
"outputs": [
@@ -1832,7 +1814,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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OAZCdnc3+/fs5cOAAOTk5gDMf/2Gfp1Kp0Ol0zM7OUl1dzccff0xNTQ16vZ7vf//7PPfcc4SGhgKLvxcp15jdbpfG3OHDh6mvr6elpQWLxUJvb6/0Wik1UJcCHtZWlUrF8PAwV69elYbrfIbqfMZAdHS0dILY7Xb8/f0ZHx9nbGyMlJQUtztHXD2Is7OzTE1NYTab6erqoqKigvr6erq7uzEajWRmZrJp06YHKHUC7rIblN/b29tLRUUFtbW1mEwmqee6ceNGXn/9dVJSUtDpdPj7+xMcHIyvr6+UM9PpdNTW1rJs2TKOHj0qFYlGRkY4efIk0dHRPP/885Lq4U6HiMViwWQyERISQnZ2NnFxcVK67XHOjoVq91OxIARHR4Q+Tpw4wa9+9Svu3r0LgJ+fHz4+PoSHh3Pt2jWpbSrIyyqVCqvVKheWq9yC+J0ItajVaiIiIoiPjyc0NHTRBtWVtrBs2TI2btzI1NQUk5OTbN26lT179hAdHQ1AX18fYWFh6HQ6RkZGOHz4MEePHmVwcBBwLOiAgACCgoKckkOWkkHvCrGxjo2NUVlZydjYGBs3bqSkpMQpg9aTjFeTySQ9F4GBgZw9e5Z33nmHkZERpwQzJR9UeGYvXLhAfX09fn5+JCUl8dJLL7Fx40b5fk/U7hPyZYODg0RHRztdtB6mFarsQ1BQEOHh4dhsNgYGBpyMV0+HMou2ra2N06dP09HRIV8PCgpi27ZtrF69Wv7OnRQeQa+ZnJykoqKCzz77jL6+PoKCgti1axf79++XhqtQQHmU59uVknTmzBk+//xzdDod+/fv5wc/+AFFRUXy9cWeu0o6w/T0NKdOneJXv/rVA17IsbExrly5Qnp6OoGBgdLz76kQXFOtVotGo2F6epq+vj40Gg2hoaEEBwfj4+PD9PS05ESCg5JkNptRq9VERkai1+vx9/cnJCSE4OBgAgMDCQsLIyEhgZiYGPR6vYz0mc1mjEYj2dnZTl75xZjPgpus3C/BEYYWlKXe3l6MRiNdXV1UVVVRX18vz8bU1FQaGxtJT0+XXsyoqCiCgoKk3SCeKyyeMStslNnZWfr6+ujr63PKdUlPT2fHjh288sorBAcHP9LoLC0txdfXV+a/jIyMYLVauXjxInFxcRQWFjpdShcDwigVc6SxsVHacYWFheTn58u5NF/fxDwXNuF8FA+lDNw3kbt7asYrIAf19u3bXLx4UW5Eglze1dVFdXW1TGaKjY2VIQ1hvM73MJS/s9vt+Pr6kp+fz/PPP09JSQlhYWFPoxuPDdGmxMRE9u3bx6ZNmwCHaK/wWIDjIBTeRqPRSHNzMz09PdJQFWLGrqoMnhh2/ioIPpJarZbhr9HRUbRaLQUFBWRlZUlvjzs9WfNBuTEMDg5y5swZamtrAQgNDXV6Xcz12dlZ+vv7GRkZkX2OjIxkdnaW6OhosrKyPCp8Lkr7Cdmva9euoVar2bZtGytXrpTve1gSjHJOGo1G+vr66OjoICIiAqPRuGj9+KZQhssbGxs5evQojY2N8vWgoCAKCwtJTk6Wv3NnYqFYM8osc4CAgACpigAOJYLHKa6gvCTX1NRw8uRJurq6yMnJYcOGDaSlpQGewb1vbW3l888/l4arXq+X3tbBwUE+/PBD/Pz82Lt3rzRePVmyTjzL6elpTp48yd27d0lKSmL9+vVSJcLf359ly5Zx//59QkJC0Ol0TE9Pk5KSwvLly4mJiSE2NpbU1FQyMjKIjo5Gq9Xi6+srKze6eqKVxuNiOQ5EO8SeMTc3R3d3N9evX+f06dNcv36dtrY2jEajVCZStrm9vV1yePV6PTExMURGRpKSksKePXvYu3evDGcrk6cWA0onk7LNycnJ7Nmzh82bNztRWOY7z8U8Xblypcw5OHnyJA0NDYyOjlJbW0tDQwMJCQkEBga6ZR2OjY1x9epV6uvr0Wg05OXlSeqfcCS6tksoMIizb76z5Gkl8z+VWay0nn18fFi+fDm7du1ifHyc8PBwAgICmJmZoaenR0p+iNuGMBKeBCqVivb2djQaDeHh4axevdqJb7iYm1dISMgDt36LxYJWqyUgIABw3EJv3rxJU1MT09PT8jCMiooiISFBer6UXoelBmWiTmdnJ+fOnaOjo4Pk5GQKCwtlBQ5PysYXHn4hxNzW1sa//Mu/UFlZKd9jMplkKFZECASExqJAX18f7777LgMDA/zbf/tvJel+ZmbGbSVyld64mZkZTpw4wT/90z9RV1dHYWEhBw4ckMbro8ZGaRT09PRQXV3NxMQEy5Yt81hjYT4o11ZTUxNVVVVOWswhISEUFRURGRnp5C1b7DWp9BDPzc3R1tbG/fv3MZlM6PV69u3bJ8dNVNr6quIf4pI8OTnJ3bt3effddzlz5gzg8Kqkp6fLPWsxxcbhywNe7CH9/f1cvHhR0nJEWW2R5GS327l7967sy4YNGygoKCA2NpbAwECP2kfFmPn4+DA0NMS7777L73//e6anp9mzZw/FxcXSCMrOzubtt99m27ZtREZGSvWAuLg4cnNzCQkJISAggIiIiCf2Ni+0U0QYNErDZXp6mvr6eioqKqiqquLevXvS66pEeHg4GRkZWCwW6uvrMRqNcg5OTU3R3NxMf38/bW1tBAcHk5OTQ3Fx8aJfLJWc16CgILlfqtVqduzYwd69e6WOq4gSi34I20RZEESj0VBaWopKpaK/v5+GhgbAMf8rKirIzs4mOzsb+DLCvVBjqKQcTU5OcvbsWbn+hPylkn6ihNVqxWq14ufn5/Sa2WxmcnJSvq7VaomMjHwqJYyfuvGq0Wh48cUXSU1NpaOjg+DgYOLj45mcnKS5uZne3l66urqoq6ujoaEBs9lMfHw8vr6+9Pf3Mz4+Li13kRgTGhpKaGgoU1NTNDU1Ybfb6e3tpaGhgZ6eHukhWCzuk9JDqvxOEVIQlU5EGOjkyZP86U9/klxXu91OdHQ069evZ8WKFZLvqvQKLSW4blpNTU0cP36ckZER8vPzSUlJke/1hEQQAUFFEcbXsWPHeOedd+jv75eEfJG8JQ5+X19fAgICCAsLIywsTHrFbDYbZrOZgYEB3n33XTZu3CiNV3CfN13wO+12OzU1NXzwwQecP38evV7P7t272bhxo/SSPMx4FeMr5mZPT48TJUg5Zz3FYHgYhNpCW1sbzc3NMuQnEB4eLuer6Lc71CTEM52YmOD+/ftcuHCBu3fvolKpeOWVV3jrrbeIiYmR81cYna5Q7lFinx4fH+fYsWO8++67zM3NkZ2dzfr160lNTZV9FXNmsSDWouj3tWvXOHLkCMPDw8CXiZTCcLVarZhMJm7dusWtW7e4dOkS3/3ud3n99ddlJM4TLsrKPlmtVk6cOMEvf/lL6urqJD9eWUAgISGBffv2yUQZcHhqhXdVCRHihUevO3EuLfTaVF4+BC2iurqaS5cucerUKe7duyfbq9Vq8ff3Jykpifj4eLKysigoKKC7u5t3332X0dFRSkpKGB0d5ebNm9JgN5vN3Lp1i0OHDqHRaCgsLESlUi24YScgvNhms5m2tjZ6enoAWLFiBVu3bqWoqMjJoJ3vPBfPSMxprVZLSUmJ1Hg1Go2MjIxQUVHBxo0bnYzXhaQVCuMSHBJZn3zyCY2NjahUKiIiIuR+CM7RShEN9/X1xWazYTQasdvtDA8P09jYSHd3N1NTU8zNzREYGEhCQgJpaWnExcV9o7ynp2IpuX55VFQUISEhFBYWSoqAzWajsLAQs9mMyWSSmqfj4+NkZmYSFBREfX09fX19+Pv7o9PpmJmZkZtrTEwMx48f57//9//O9PQ0Op2O0NBQp87PR25fSCgPBmU2JTgmmtFo5O7du/zxj3/kxIkTzMzMoFKp0Ov1lJaW8sorrzgZdkvRcIUHq910d3fT0tICOIwbd3kdvwrKcNrAwADt7e0MDQ3JA0ccfkojNi8vj+XLl5Oenk5ERARzc3M0NTVx//597t69K0PoNTU1dHV1kZCQIPu/2CFNZZ3p/v5+jh07xrlz59Bqtbz11lscOHBAesQfFU4U3gaB3t5emWCwVEp0irFUqVRMTExw7949OUcF9Ho9ycnJTgbPYnuVxQElPDSXL1/mww8/5NKlS7IgQWlpKfn5+XKP9Pf3f+gYiLkraCPgiBC0trbKMd2wYQPbtm2Te5GYN+7I5AZHpOLu3btcuXKF8fFxqeQRGhqKr6+vkySUwJ07d4iOjmbLli0yG3q+sOZiQjxHjUaD0Wjko48+kuU1w8LC2LVrFxs2bCAuLk56EFUq1QMe1a+6mIj/V1JCxO9gceawMMLAsZceOXKECxcu0NLSQk9PD21tbXK+paSkEBoaSnFxMa+99hoZGRno9XpSUlKkd3Z2dpa33nqLhoYGmpqaGBkZITIykpCQEJqbm3n33XeJjo6Wkk3CebKQc1bZx+bmZg4dOsStW7fQ6/VkZ2cTHR3tpHf9OFC+LyEhgZycHClhKPotsNDREKVjaXBwkIqKCvr6+ggODqakpISCggInr7pQZxEFRMBB9zh06BBNTU2Mj48zPDzM0NAQMzMz+Pj4oNPpCAwMJC8vj+3bt7Np0yZZjUypiPM4WBBrSchjKT0WouECaWlp5OfnMz09TWxsLACrV6+WskNarRaj0YjFYiEjIwNwePRE2DYyMpLVq1eTlZXlxOdZzMNmvu8SBopWq5VZ3VVVVdLDo1ariY2NZdOmTWzZsoXg4GC5ybrbS/BNIAyf3t5eOjs7ZTjdVRDbU7KClYZkY2Mjx44d4+7du9LAEdmjIuwOjnJ4+/btY+PGjcTExEiOYVdXFx9++CG3b98GHJGCW7du8Zvf/IbXX39d8hLdZQyAQ9T+5MmT9PX1kZOTw969e1mxYgXg4LD6+fk9dO2I+QwOSogwXMFxsLpmAnsilF44q9VKXV0d7e3t8hkFBASwceNGNmzYIDdod2i7Kuel3W6ns7OT27dvS15uamoqeXl50sAJCAiY14CBLys1iQQLo9FIXV0dJ0+e5N69e/j6+vL888/zne98xylK4K4IgfjelpYWJ694UlISZWVlZGZmMjk5ya1bt7h37x4jIyP4+/tjsViko+Czzz4jJCRERvPcCeU43rx5k/fff59Tp04BsGfPHn74wx9SUlLiVM1MjJ2QKxNjKKCUm/KkM0PpXT5//jzvvPMOV65ccdr/Q0NDWbduHStWrCA0NJS8vDyef/55pzUWHR2N3W5Hp9Oxdu1aNmzYQEtLC++99x79/f0sW7aM8fFxxsfHaWpqkut6Mc4VpfHY2dnJtWvXmJyclOVgAwICnGhGXzU2ymRei8VCamoqK1asoL29HZPJxPj4+GNpcD8NuDoo1Gq1TMT19/dnx44dbN++XZZCV85DX19fpqenuX//Pp999hmfffaZE/VuPty6dYvBwUEiIiKcjNcnmc8LsjM/rgEZHBzsRGwWoVhX2O127t+/z507dySVIDMzk5KSEkkgdpe3wLWdygk2OjpKT0+Pk6h0ZGQkJSUlrFq1SvbVUwy6rwNx2Go0GsxmM62trU5GgZIXBJ4TVhbttlgsXLp0iV/+8pfcv39fZgNbrVbsdjtarZagoCDS09N58cUX2bdvH7m5uczNzWEymfD39ycmJob6+nrCw8MZHx+X4UyROSt4UErd0IW8ZAkjRqvVYrPZqKur4+LFi9LojImJkeLu4v0Pg6ALaDQaBgYGOHz4MNevXwcc6zwzM9NpzXrK+LpCuTGbTCZaW1vp7++XvwsMDGT79u3s2LEDf39/+QwX23h19TyIyIU46AIDAx9a1cb1p3KeCaPi2LFjnDlzhvr6evR6Pa+++io7duwAvrzELHaflQkwMzMzdHd3S7qAWq1m165d/PznPyc1NZWenh5u3rzJuXPnOH36NG1tbfKi3NfXx29+8xssFgt//ud/Ls8GJeVlMSCeu4+PDyaTiRs3bvDRRx9RUVEBOMZn5cqVbNiwAY1G84AqiYj8uPILPTGRV/RVrVYzPj7OxYsX+fDDD7l+/bqT4RUTE8PWrVvZt2+fTFAT54ay/0KWaWhoiIGBAVavXs0rr7zC3bt3qaiocPK6u/IrFxriHLNYLAwPD8v+BQUFER8f7yRV9jgeROXrGo2GpKQk0tLS8Pf3l4nAi0nJUn6+soRwbGwsxcXFMjdHnHsCk5OT/PGPf+QXv/gF9+/ff4AamJKSQkxMDL29vZI6aTKZuHnzJtXV1axdu/ah0YVHYcFWtLDklYMoqmQIfpOQUbBarTKpREwQsZGCo27wL37xCz766CPUajXLly9n27ZtpKenL1TzvxbEbWt0dJSqqirOnTvHuXPnpAchODiYDRs2cODAASc5Gk9KLnhSKA9IlcpRrae7uxur1UpSUpKs/CPgKdQIYbDNzc1JbpaYm3q9XkoUlZaWsmPHDnJzc8nKyiIrKwv4kksKDg5TQUEBGzduZHx8XIZ66urq+MMf/oDdbicoKIjk5ORFuagoudMzMzPcuXOH69evMzk5SVRUFPn5+Y9dj1r5Wb29vZw+fZqrV6/i6+tLWVkZmzZtchpfT/EEuUJ5WWhtbaWmpoa+vj6n13NycqQXQLn/LDaUc0SIgAcGBmKz2aQ8m6CnBAUFkZubS0REBBaLxUkXdnJykuHhYQYGBqiurub48ePcunVLSoPFxsZKdQFwHMrKssiLBeX3Ce6cUBXYvHkzr732GqmpqQDExcWxfft2AgIC6O/vp7u7W54dVqtVju3MzAzwoEdpMftjsViorq7m0KFD/OlPf6K7u5ukpCReeOEFtm3bJteVq3D/wwwfTz4jLBYLFRUVfPDBB5w+fVqOX0xMDCUlJZSVlbFu3TonT7OA8t8hISFs2rSJ69ev895773Ht2jVaW1vlfBdjmZSURHJysnxui+EMEDqtDQ0N1NTUSBWl5ORkcnNzSUxMBL7eZUmtVuPn54der3fq02JFklUqlYyMC/3aqakpAHJycpycHYLiMjg4SE1NDVeuXOHTTz91krNLTEwkMzOT5cuXk5OTQ2xsLNPT09TW1nL+/HkuXLjAwMAAPT09TExMfC3u64JZEvO5zR82oPMlRCj/tqGhgVOnTtHX14evry+bNm1i8+bNTrJU7jaKREYpODifv/rVrzh+/LischIQEMD69evZv38/O3fulOE+d8vRfFMoD9rp6Wkp6QOwfv16du3aJUNBSkK/p0AkvOj1eoxGo7z9+/r6UlRUxPe+9z3eeustJ1kWAWVfMjIy2LNnD319fZw6dUomedXX13Pt2jX2798PPJgkthBQHtZGo5HGxkaqqqowGo1s2bKFnTt3SqoOPHrtiLlpNpupq6ujtrZW6hNv2rSJrVu3Sjkxd3gqHxeiXePj49y/f99JSxMciVrK/WSxDR4llJu4iAQIzc7KykomJyc5fvw4Pj4+5Obmsn37dqKjoxkbG5MZvz4+PvT29nL//n0aGhpobW2lra1NKiskJCSwfft2p8jXo7izCwmlR9FqtUrNS51OR1FRkTSwp6enCQgIIDAwkPz8fKKiotBqtXKtqVQqkpOTyc7OdurXYvXJNWt6aGhIykZ2d3ejVqs5cOAAP//5z4mNjX0sXV5PhWuOx+DgIHfv3uXy5cvy8q5Wq4mKiuLll19m//79hISEyKxzsQcKmovNZmNiYoK+vj7S09NpaWnho48+oqur64G9MjIyUhYwEFjIZC3lBX5qaopbt25x/vx5uru7JX0xLy9v3vc/CaxWq5Nk2GJdvAT1QiSY37hxg4sXLzI0NCQLtiipYVarlb6+Pm7evMmhQ4f4/PPPmZqaQq1WExoaSnR0NGvWrOH555+nrKyMqKgo+fejo6PY7Xbu3LnD1NQU4+Pj0kiGJ1urbj9pXEMhImtQGLR1dXXcunVLekmsVithYWHExsbKOt6e4LlUutmnpqaoqqqSmowAy5Yt4/nnn2fr1q1OLnJ3t/ubQhnSEreq5uZmYmJiWLduHfn5+U4Goaf01zUaoJQlslgsFBQU8P3vf5+XX35ZLjwhF6Lk/Ij5GxoaysqVK1m1ahV1dXVO1de0Wq30TgrjdSGh/PypqSm6u7slhWHFihXs2rULnU6H2WyWh//DINbYzZs3uXjxogy1i2QJkeRjNps9kvuqPGRtNhudnZ20t7c7SZwJ75CyMpq7jHClt8XHx4cVK1awdu1aKisrpfeppaWFlpYWgoKCGBwclIb42NiYLK0ppHd6enowm83SMwmOCNDGjRvZt2+fjAa482LpKrN34cIFGV7s6+ujsbHxAb1lnU5HX18fw8PDaLVaub/k5uZSXFwsOcGLnQehdEaMjY05VXDLyMiQpT/B4fAQxuvDEn+V8ETaADjaNTMzw+TkpDwHBS3A398fHx8fBgYGuH//Ps3NzYyNjWGz2fDz85Mlt3t6emhqamJqagqtVktnZydtbW1yzJVzMyEhgZdffvmB6OVCQelJnZ6e5vbt29y8eRNwFBrYvHmzU4ntr9sWV+fIYtEJlXPWbDbT0dEhE+xiYmIeKC/c29vLmTNnOHbsGJcvX5bGZ3R0NDt37mTr1q3k5eWRlpbmFJUDBzU0KSmJ8PBwpqammJ6efkDn/nHhduP1UeGR4eFhTpw4wfHjx2UYqKSkRPJCwHNKqQYGBgJflsYVIQURAsrMzGTdunVS3sZiscgs2qUIV09bb28vN2/e5Nq1a9hsNimHIUIRyo3ZEyButL6+vvLwA8ehWFJSwmuvvca+ffuIioqSN2Lh0VJCyLT4+PgQGRlJeno6cXFxjI6OyvdMT09TUVHBpk2bpAd3sTAyMkJrayvgSO7Jy8uTYyJC0oKnpeyTyWSSvDuj0UhTUxO1tbVyo4qNjXXasD2Vty1oLWKujo6OMjw87DSOa9as4YUXXnhsb/RCQqlW4uPjQ35+Prt376avr48rV65IQffh4WEmJyepr6+nvr7e6e/F3A4MDCQyMpLp6WkpQWiz2fD39ycvL4+NGzcSEBCwKNGAR0HpXZqcnGRgYED24+7du1RVVbFlyxYnZ8X9+/dpbGyUnjxwPLPJyUkmJyedtDUXa266RtIGBgZobGxkampK0iG6u7vp6+uTCT4C81EFxLgopa6EpB14jtKHSqWSVb4iIiLo7OyU+0R/fz+nT5/m3r179PT00NHRwdTUlCyTKvSnRVEbAb1ej06nk+MoaFpxcXG88sorlJWVERwcLJ/RQkYvlfNnZmZGJiSHh4dTVlZGaWmpVFR6mkl0ix0xAMcaGh8fZ3p6GpVKhb+//wMOjqamJj7++GNOnDiB3W5Hr9eTkZHB2rVr2bt3L9u2bZOODJEbIiJIAwMDMnKn1+sJCwtzKjDidrWBbwJlskF1dTUnTpyQXIodO3bwwx/+kC1btsiF727jVSmfMTMzw+9//3t++9vfSk+x3W4nNTWV0tJSyYl5FqAMkdntdrq7u6mvr5cbUGRkpDToxfs8CUoZGSXxPyQkhH/zb/4NBw4cAJBeK6WX1RVK77M4wJTJCtXV1fzhD38gMDCQ9evXo1I5ih0sVMRAuRlNTk5KLcL169c7SbMpS/e5tkN56M/NzTE1NcXExAR2u53AwECnUBC4fx0+DK4GxeDgID09PXJ8dDodBQUFbNiwgbCwMI9R/lCOS3FxMX/9139Nc3OzrGx248YNeXiAIymiqKgIf39/+vr6sNlsbNu2jby8PA4dOsQHH3yA1WolNDSUlJQUkpKS5B4qol3ugvKiEBcXR1lZGW1tbVy9epWOjg66uroYHBwkNDSU27dvU19fz/Xr1+nu7pZ/JzzLN27cIDU1VUr7LPa+Mzs7K72E7e3t3Llzh7GxMdRqNW1tbRw7dkxm3SclJTnRG+bDfIa3J1wUlTQPX19fIiMjKSoqIj8/n9raWhnZaG9vZ2xsDJVKhcViYWZm5gHHh2t1LfiyZLfQ9I2MjGTjxo0cOHCAzZs3yxLs7qh+J/oeGxtLRkaG5MmLogTfZM65w/Oq/B5B35iampIXWuVZYDabqa2t5c6dO/J3BQUFvP7667z22mukpaU9kKCtjCQIBR8/Pz/JFRZ82id9fh5jvCpvmEIi5t69ezQ3N8v3rF69mt27d8sF7wmlAMVN2MfHh/b2dk6dOiWzSnU6HZGRkbz00ku8+OKLMiwpMsGXMpTGqyiV2tnZyczMDJGRkWRkZDiFYRdDQPpJIG71omSvgFardZINmpmZeWT5YSFnIwjsLS0tdHd3y4QFcHgRIiMj3UIX0Wq1hIaGolKpCAoKcjI4H9UG11roQiLLbDZLmTulHqW7jb2HQblxdnV1cePGDaeqWjqdjri4OLmBLpbY+VdBeSEKCAggNzeX3NxcRkdH6e3tZfny5eTl5dHV1UV0dDQrVqwgIyODgIAAent7MZlMbN26lcjISO7fvy8/Nzk5mRdffJHi4mL5O3fzlIWWst1uJy4ujq1bt3L69GnAwdmur6/n17/+NT4+PjICIKg5ot56b28v58+fx2KxcOfOHS5fvkxkZCQxMTGyfwsd+VF6RcFBeRD0B39/f6amprhx4wZzc3PcuHGDjIwMVq1aJcXpzWazjMiFhIQ4Je+YTCasVitBQUFOIXTB9XXX+lM+z/T0dPbu3UtiYiI9PT20tLRw//596dAQ9CphlJrNZqcqVIK6IlQnhAGckJDAtm3beOONN9i5c6eT0bsYlEFXuooow+vn5/e1suQf9h0ajcbJLtBqtYsyrq6e16mpKUlREvNZzLl79+5x+/ZthoaGUKvVbNy4kRdffJFXXnmFzMxMAKdIpUqlcjpLhIKCUE2Jioqatx2PA48yXpUkbpFsICZ+bm4uOTk50nC1Wq1uNVzFRihCsIIu0NXVJd/j5+dHQUEBzz//PGvXrgU8Q9LracB1oo2NjdHR0YHFYiExMfEBT7OnhLiU/KWxsTHOnTsn+UvgWKyDg4Pk5OQAPJIH6Mpvu3v3Lrdv36anp0catAD5+fl8//vfZ/ny5Q9UEloIKJ9zREQE6enpVFZWUltbS21tLatWrXpAVskVygIHnZ2dkmAPDo5oYmKik2fd3ZfIh0HsJ1arlYaGBq5fvy4NCnAYFcrN1Z2JWvPBdXzCwsIIDQ0lOzubV155RR76Yn0JfrlQzejv73cqxVlWVsb+/fvJycmRxpa7jVfAKfybkJDgtHecP3+e06dPy7ERpTdTUlL4/ve/zwsvvCC1JcfGxhgeHubcuXOkp6dLr9hCVyeaD65rwtfXl6mpKS5dusS5c+cIDQ1l06ZNbN++nbi4OCYmJhgbGyM4OJi0tDRiYmIIDQ2VEoQzMzOkpKSQlZUljRxXys9iQzl3goKC2LNnD3v37mV0dJRz585x+PBh6urqsNlshISEEBUVRXBwMHa7nYmJCXp7e2lpaaGrq0smbonLDHzJb/3Od77D2rVrnaSoFmveKsdxfHycmZkZbDab/O9pQORTKC8/NpvNLWWahfEJX9KX/P39GRwc5MyZM9y+fRu73U5KSgrbtm3ju9/9rqRciXNDeW4qzxJlFE9wvb8u3L9rfQGRCCMWZX9/P9XV1fT395OcnMyePXtYsWLFAxwgd7YXvvQ43bp1i6NHjzrJ72g0GpYtW+YkM+Fph+PXhdLrPTs7S1dXl6xYVFhYyPr162X51IU21p4ESuN1YmKC69evU1lZKcdldnZW8qvh4V4ps9nM7Oys5F43Njby2WefcePGDckDEt5XrVbrJMS8mAoT/v7+hISEoFaraW1t5dChQ2i1WtatWyc5Y+LA0Gg0mEwmxsbG6O/vl0VC7t696xQBEZu2O0JcTwqlbJEIhwn4+fmRlJTk5Fn3RCNcjBEgL76PojaIPdRisXD8+HGuXbuGSqXi+eef55VXXpFyb55wmRRQPveAgAB27dpFZ2cnR44ccRoz8XpZWRkvv/wy3/3ud4mKiqKmpoaMjAzu3LlDX18ft2/fZvPmzWzfvt3pIrmQcDWoUlNTyc7Opr6+XiYiBQcHS/H3sbExrl+/Tn9/P/7+/hiNRoxGI3q9nvDwcBkpsVqtjIyMMDc3R0JCAsnJyaSmprJx40ZSU1Nl9Guxk9OUUOq9guPS/Nxzz5GUlCQ1e3U6nUziCg4Opr+/n5MnTzIyMiL1W8X+6OvrS0lJCS+++CI7d+6kqKhISlXNzs4uauRSOKhGRka4efOmzCH4pnxqZeIvOCJDra2tMv9ienpaekDF9y00hAGt5IxrNBp0Oh2jo6NUVlbS09MjOas6nU7mPkxOTmK1Wp0irqIfgjtrNBq5desWNTU1LF++/LEjgfPBMywKnMN7k5OTNDU1UVNTAziqce3atUtmF3pCzWrlhtjf38+VK1e4dOmSk8JAfHw8+fn5Trymr2PEuSY7KUP27jqAlBtVc3Mz9+7dY2pqisDAQAoKCqS8zWJk1z8JlG2xWCwyY9k1NKR8j1KOB5CLeWxsjJ6eHlkO8cyZM4yNjcnqcmazmdDQUOLj45mYmGDZsmWL4oFWfr4w0DIzM6mrq+PTTz+ltbWV559/nvT0dEwmEzMzM+j1eimV0t3dTVdXF2NjY4yPjzM5OSkTEMEx9iEhIU7PyZMMIXhQtshoNDI5Oem0b8TGxjoVOgHPiRAooVRfERCHjNgXlNXDxLjcuXOHw4cPU1VVRVhYGFu3bqW4uFjyzsSFxROgFOhXq9Vs374dHx8fjEYj586dk3ugVqulrKyMt956i1deeUXqFSckJLBjxw4mJiZoaGigp6dHRhpycnIW5bxwNV7z8/N5++23+fTTT6mqqsJkMjkVrAHH2aEslvFVEBz9zMxMTCYTP/zhD7+xB+tpQFmARRjSwcHBrFmz5qF/ExgYyLFjx6QxL85UUT79+9//Prt375ahZXHpX6yzX5nsabfb6ejooLq6WkYyvullQXmmm81mqqurnZK94+PjFz265ePjI0saWywWeTGyWq0EBgaSkpJCZGQkbW1tdHZ20tDQQEtLC5mZmQQFBTnNQ/H8goODZdsvX77M2bNnsVgspKeny1LO4ruXlFSWgJiQU1NTUsRWUAby8vJkiU2lp8hdUHodR0ZGOH/+PFevXpUJBDqdjtjYWF544QX27dsnBbbh63EDlYcUfHkwu+Pgcf3u/v5+Lly4IHl1GRkZxMfHy/crs589Ea6bvuttenZ2FovFglqtxmg0YrfbpR7o4OAgH3zwARcuXKCurk563UVpx8LCQnbu3Mnu3bvl7XQxvCPKeRESEsKOHTswGo2oVCoqKyuprKyktbVVliZWeqPn5uYwm83yP/EslJtocnIyGzZsIDIy0u0en0dBGRLv6emhqqrKKaM5OTmZsrIyp/XpKcbcoyC8U8psdBFy12g0zM7O0trayqlTpzh//jzg8MCLaneLmYH/pBAGilarZe3atfz4xz8mJSWFuro6RkZGSEpK4sCBA+zevVsarrOzsxQXF+Pj48PIyAgDAwNMTExw9epVEhIS8Pf3l4mKC+n4cOWeJicn8/bbb7Nu3To+++wz3nvvPenc+Lre4Lm5Oale8tlnnxEdHe2kee5uRReRIPlVbRgZGeHIkSOcPn1aUu2E4bp161a+853v8NxzzzkZrs8alMZad3c3VVVVVFRUYLfbyc3NZe/evU5atovB7xUFTpTfabVamZycJC4ujh/84Aeykt3U1BQ1NTWcO3eOkJAQli1b5pRwL6QYxZo4c+YM//iP/0hfXx/Z2dns3LnTKYH4Sfdej9iplQL/VVVV/Mu//AunT59GrVZTVlbG2rVrZWhPWdnIXVB6N+rr6/nggw9kXXtw8NJeeOEFXnnlFTIyMgBkCFmj0TxUEkLpYRU/xS3oYXAtxbYYcJWDaWhoYGBgQBLytVqtE7fX0zxZAqI4gdA8hQe92UFBQfL5K71f9fX1HDt2jOPHj3Pp0iX5+5CQEKanp5meniY2NlbKuoDzTX6h+wWO+aTT6VixYgU6nY6oqCiuX79OY2OjpAWIZ2Cz2bBYLAQHB1NQUEBcXJzkifb09DgloInqNuDwGLgmGngCXPmctbW1nDp1yonvmpyczOrVq4mIiFgUyZ2nBRH1eNi+MD09TV1dHXfv3nXS5Q0PD5cVtDzxsgHOl/vg4GAZeq6oqGBoaIjk5GQnY21iYoLg4GB8fHwoKipi3bp13L9/nytXrnDz5k0iIyMpKyuTh6SQh1sMCKM5JSWF6Oho/P39aW5uxs/PTyZz+fr6Mjc3x+DgIOPj406OEYvF8oCBq9frJaf57t27nD17lvT0dPk8lJq57oCrZ1QUJBCXBq1WS29vLwcPHuS3v/0tt27dApByhf7+/uzatYt9+/bh7+/vRLNy9zmi1Wrx9/d/6PN9nL1d8HqV4zo8PMyNGzdobm52yuDfs2cPmZmZC743Kds8OTnJzMyMk3SkSKALDw8nKyuLN998k56eHs6cOcOdO3dkJbl169axcuVK0tPT8fHxkUmIc3NzVFZW8otf/IILFy6g0+l46aWX2Lp1K2FhYV+7fx5hvAouS0dHB6dOneLYsWNMT0+TlJTEiy++yIYNG5wOR3ceMGLyCeO1o6PDyUsMjtJob7zxBmvXrpUud61W68RxeVzj9avgjgXtGnqfmpqSRozQ7vPUw1EJ4SV41AVgvudbU1PD3/7t33Lr1i0mJyed+K3CCA4JCSExMdEp8UR56VkMiLb7+vpSWFhIeno6O3bsoLGxkd7eXumN1el0sqZ4VFQUpaWl5OXlMTo6yocffsif/vQnqqqqZJljT/XaPQyi0pnwaoiQZlRUlIwSLDYX+WlDmRQhqqoJDnpISAgrV66UWe3geCaeduGYD0FBQaxYsYLc3FwpQ6XkybmqYuTk5LB8+XIqKyuZmpqitbVVFugA99FbcnJy+Hf/7t9Jrdrq6mo6OjrQ6XS0tbXx+eefc+fOHaanp/Hx8ZHRNlcoaQfT09MMDAw48SI9zUMpPP1irg0NDXH27Fk++eQT7ty5AzgMcrEHp6enU1hYKHMJRMliT4CSqvMwPM78Eue/oK3dunWLEydO0NDQADjWqxD5F9+7kMar8qweHh6WHGUBlUrlNAbbt28nIiKCv//7v+fDDz/kzp071NbWcvPmTQwGg5PDrq6ujqtXr/LZZ59x8eJFdDodO3fuZMuWLd9YOtStxqvgEwqu3aeffsqhQ4ekIZiSksKaNWtkWM9sNnuEsL9y8prNZnmoCwQGBspyccqb6Ncx6IaHh2loaMBsNksv4MzMDD4+PqSmpjpJTSwGXD1aY2NjNDQ0MDo6SnR0NPn5+aSkpMg+e5qX52GyIErdQuV4Xrlyhfv37zMyMkJwcDBarZYrV65w+PBhhoeHCQkJwdfXVxql4m9ffPFFvv/978tELXclrSlVPITkUnp6OjMzM/LAEKFmIWAvKAJhYWGsXLmSW7duyY0VHHNyYGCAZcuWeexFRckTbW5udqrWo9PpSExMJD4+3qN5u08Cpcdtbm6OhoYG6urq0Ol0rF+/nh07dsjDEDwzMc0VSoqS69oRnjzRZ4vFgkajkcUXrl+/LjVWa2pqKC4uJiEhYdG9ksLzqNVqnRJZysrKmJ6eRqfTUV1dTWdnpxTwt9ls6PV6UlNTycnJYdmyZQwMDFBbW0tLS4vkIi7mRfjrQjnPzGYzFy5c4F/+5V+4evWqVMQQF/+MjAz27dtHdna2/BtPukxqNBonpSBXaTSj0SgvWK4OEWWSpdIeuHXrFkeOHOHixYu0tbUREBDAiy++yMaNG6UBr1RfWAgoP9vX11dekFQqFaOjowwODsq5JtbdqlWrMBgMxMbGUlNTg8ViYeXKlaxYsQK1Wk1PTw8XL17k4sWLnD59mrq6OvR6PS+++CJvv/0269evl2v662r1eoTnFeDu3bt8+umnUiM1Ozub0tJSJ06EpxwuynYIvTer1So9puPj49y+fZt169bJDDy9Xi+9O4A0EpSadTMzM7JcmsgyvXLlCqdPn2Z0dJSwsDA0Gg1DQ0NoNBpeeOEFXn/99UXtu/BWCnR1dXH37l3AEebLy8uTJGx386/mg7I9Pj4+BAUFodVqZSjHbDZz8+ZNEhMTGRsb4/e//z0HDx6UpV5dIcj1Su9BUFAQ+/btk3QBkcjmjo1Y6eEXG4RIKJsPglMu5qWg9CgPIZPJxPj4uExA8zSIeadSqZienpZGgUBQUBBr1qyhoKDAKeHJ07xWTwLl5j86OkpTU5OskrZq1SrWr1/vVAVoKXB7lWvVNQFvvnknkkPWrVvHjh076Onpob+/n8OHDxMTE8PevXulNrFyji8klMayazKL4OwmJSWxcuVKqquraWtrAxznQ3p6Ort376a4uJjKykpMJhM9PT2STmC1Wp3OFE+FiDi2tbVx5swZTpw4Ic9EgeDgYF599VX2799PfHy8E23OXVDumyqViqioKJKTk4mKiqK3t/cBjrOfn5+ThNl8UFIkBZXp5MmTkvdbUlLCgQMHKCkpcSqMs1j7bHx8PIWFhTIxrampiYqKCmpraykpKcHHx4eZmRn8/f1Zs2YNhYWFUkYxPT2diIgIKisrOXLkCB9//DE3b97EbrcTGRnJli1bOHDgADt37pQOkm+i1euWHUwIgQvphFOnTvHBBx9IdQG9Xs/69evZs2ePk8yUOyfyw6DMuhcGTFtbG3/zN3/DsmXLJM1AZPgajUY0Gg1ZWVkUFBQQHh6Oj48PU1NT3L9/n7q6OmZnZ6WMUVdXF52dnYyPj0stuOHhYTQaDWNjY/J2tlhQZtSOjo7S1tYmDTuRqOTJm6krp27NmjW0tbXR0NCAyWTCbDZz8OBBrly5gt1up76+/qGGq/JZKDmhq1atckoC8gQDXkmPcCXlu75P3LyVY6l8bkFBQVLXT8xtT/LkKS9N4lKo9ITExMTw3HPPUVJSIrNpPaGq1jeBOBAnJye5ffu2TB6dm5sjNjZWhujGx8elzM1SgTJc+zCur2uVrp07d9LY2MhHH33EpUuXiIqKoqSkxKkU5WJCGJsiwdF1H8rLy5NRGnB48e7du0dQUBBjY2NUV1dTXV0tzw+hAeppa+9hGBkZkVQWZTlfq9VKUlISr7/+Om+++abcNz2BwqOMxmm1WiIiIigsLCQpKYl79+49oMP6VTQcq9VKZWUl9fX1DA0N0dDQwJkzZ6ThKiqIbtiwQWbuL8ZzUNpV0dHRvPXWWxiNRn73u98xNDTE9evX0ev1dHR0sHr1anQ6HUajkYiICHQ6HRqNhr6+PpkfUVdXR01NjSxbnZKSwv79+3nxxRcpKiqShqtYz18XbjFexYEnQo4nT57kD3/4A+DYhJcvX87WrVspLS2VZf8WI9Pu60DZJsH7HBkZ4ezZs4/8u5iYGAoKCvDz88NmszE5OenEK5wPWq0WPz8//P39mZ2dZWhoyEl/c6EhJptarcZkMnH//n2nBJiAgACp5ybe72kJW8pDLjQ0lO3bt9PY2CgvTlarlbq6Ourq6uT79Hq9nKvC2BHVYYRR5OfnJysdPffcc07Vp5S8PHfhcQ85ocMIjmclJMKUm3RYWJjcgNyRMPhVUHq4rFYro6OjTheQhIQEioqKpOdrMZN4njaEI0Bcji9dusTnn38ulS9iY2NlMg849DeXGh5n7govleDyrly5ki1btnDp0iUGBwe5ffs2V69eJS4uTiZ4LSZUqgerKoqws1arJS0tjcTERGmYmkwmOjo66Ovr4/r164yMjDjJ1YFDR3b16tVSyQQ8Sy1DGbUxmUxcunSJ2tpaeekXRuyGDRv48Y9/7KQo5EnrUckPj4mJkcaeoKRkZ2cTGhoq6XzKKI6gzU1OTlJfX8/58+e5desWnZ2dTE9PSz52WFiYrFQVEBCwqBdqZYKgVqtl1apVGI1GxsbGOHLkCPX19VIOc+vWrWRkZMik7MHBQerr62lsbKShocFJ9i0mJoaioiJ27NjBzp07KSgocNKG/6ZJeG6Z6crNaHx8nKGhIfladnY2b775JmVlZXKSeNJEdr01R0ZGkpubKzk8rjp+D8PY2Bi3bt2ShtBX/V1wcDDFxcWkpqbi6+uLzWYjISGBvLw8GWpaaCi5rhMTE9y7d4+mpib5uiDbK0NznpYUIuadSLrLy8sjJycHvV7P1NSU5CyJjVW8F77kLwsj3t/fX3JZy8rKePPNN1m9ejWBgYFO2r6e6BmZj2MkaC/zlV1WGq+uf+tJlxNwlkOamJjg/v37MnkJeECjdilDWQREZPWKBNKQkBCWL19OZGSkfL/Yo+bjkT5LCAsLY/369bz66qt8+OGH9PX18fHHHxMVFcVzzz2Hn5/fonm2HgZlyD88PJzCwkJWrFhBZWWl3H8sFgttbW0PeIpTUlLYu3cvBw4cICEhQa5JTzorldWnent7OXbsGG1tbU7nf35+PuvXryc9PR34MtrjiXsmOC664qzu7+/n448/prq6mrCwMLkPin1UrEuVSsXQ0BCNjY20tbUxNTXlxFvW6/Vs2LCBgoICWW7WHfNSq9VKh9OGDRvw9/dHrVbzhz/8AZvNxvXr12loaJD758zMDBMTE1JSURl9jImJ4c033+S1116joKCAoKAgJxWcp3FmLOruJTYLIQ/S3NzMJ598Ir1eISEhbN++nZdeeonU1FS5YD1tIivd7Hl5efzkJz9h2bJlVFZWYrfbnbyP4PDI9vf3OykSmEwmOdgxMTGyXnJgYCDR0dHExcUREBAgKzklJiaSl5dHXFycVC4Q7z1y5Mii9Fu5gY6MjMgEAnCEG7Kzs50yCD2ZPiAQEhLCqlWreOmll2R5SaHFqNfr0Wq1ku7h2p/Y2FhWrFhBTk4O27ZtY9euXR5JbZkPD9s8XMnzWq2WoKAgJ51XZXazJ0I5TuPj41IaTKVSERgY+ICou6cZ318X4gAR0ZuIiAhyc3OJi4vDZDJRXV3NzZs30Wg0lJaWsnz5cuDL0qmets8+KVw5kvn5+ezZs4fGxkbOnTvH8ePHKSoqYv369fj5+UnD310Gn2vyzrp16xgYGMBms1FRUSGNG3FOqFQqwsLCKCws5Pnnn+e1116T+QUPk190B4RxEhgYiMVioa6ujnfeeYeqqir5HrPZTHx8PPv373faNz1BEssVykuer68v+fn5VFRU0N3dzc2bN6VBp9TKFj9FgRvX818gPz9flggWnmfX71xMiJwHnU7HypUr+Vf/6l+h0+moqalhfHycwcFBWWEMvozC2e12YmJiiI2NJSsri8LCQjZv3szq1avley0Wy1OVz1z0JyQOjampKY4cOcLf/u3f0tnZSVRUFHv37uWVV16RWbFfV8h5oSHCAna7ndjYWL7//e8TGxvL+fPnmZ2dJSAgwKmy1OjoKPfu3ePatWtSSgmQOrYlJSWyPGBgYCCFhYWsWrVKJsQos25dB30xF7qr8Xr//n26u7vRaDQUFxdTWFjotOg82bOjPLCKi4v56U9/yv3797l27RonT55kYGAAk8mESqWSYXNh9AiPQk5ODm+99RY7d+6UoTtPTFJ7ErgK2JtMJiYmJpxK5ippEJ7eV9H+6elpAJms9LBEmqUOJZ95dnZW8iUrKio4cuQIt2/fJjMzk9jYWGm8erKn6+tA0NL8/PwoKiqiuLiYc+fOYbVaZWZ/ZGTk185yftoQhmd6ejqvvfaa1HsVWswi/J6QkMCKFSvYu3cvu3fvltEdT6g4qYQIP6tUKnp6evibv/kbSQsMCAhgenoatVpNSUkJr732GpmZmcCXakKeNheV51hERAS7d+/Gbrdz8uRJ6uvrGR0dlRdGQd9x3RddHR8qlYrMzEx27NjBG2+8wbp165ze565noIwuqlQqtm3bRlpaGleuXKGrq4uRkRFOnDhBTU0NJSUlbNq0CavVSn9/P4GBgZSUlFBWVkZ8fPwDUdenHYVdNOtCbJBClufevXtcv35d1jQOCQlhzZo15Ofny8ni6QejgEqloqysjMTERCfPsuADiizR9vZ2ZmZmZIgvICCAtLQ0kpKS8PX1ldnBrjw1T4GrRJjg64gEic2bNxMYGOhxpSfng3JuRUREsHbtWvLz8yksLCQlJYUrV67Q0tLixOnNy8sjLy8PjUaD3W5nxYoVlJSUSMN1bm4Ok8mETqfzqMPkSeCqKdjW1iafBcDq1audPASPSv5yF5RjK+rJCy5hQEAAkZGRz4xElhJ2u11Kv4EjeevMmTNcuXJFcrRTU1NZv369k4rLUp2rD4NSLD46OprvfOc7Ujnk1q1bnD59mtjYWJkg5Uley5SUFP7sz/6MzMxMbt68KcuFrl69mq1bt5KVlUVmZqY0XAW9wJPGULkftLe3OxXwEZfgNWvW8Nprr5GVlTXv33kSlO3S6/UUFRWxbNky8vLyePfddzl79qyTtxXmvxAL2bOIiAhWrFhBYWEhycnJTtJgnjAH4Us6kq+vLykpKQQHBzMxMYHVamXz5s309fWRnJxMamoqNpuN0dFRNBoNiYmJTvKdQipOKTH2tLBo1oVILABoaWnh2LFjsqQoIMMMgvPxNAi9CwllLWe73U5AQIDUdn0aENwfsQgET8idnlfld4WHh7NmzRqpDLF9+3ZJGbBYLB61mX4VVCoVfn5++Pn5sWzZMtLT0ykpKeHy5ctcuHCB7u5uUlNT2bVrFxs3biQ0NBSLxYKfnx8RERGyDJ4y2WmpQiSRCM9kU1MT9+7dA2D37t28+OKLTqEgT7ygKOfesmXLKC0tpampifr6eoKCgqQ+rYCn7jFPChFWjo6Opquri+npacbGxrDb7SxbtowNGzawf/9+tm3b5nTh8lSj4etC9MdoNOLn58eaNWuwWq1cu3aN2tpajh8/TklJiTRev4lcz9Nsr2hHVlYWWVlZ5Ofnk5iYyOTkJFu3bmXLli3Al4VylDq3ngBxVok2tbW1cePGDadoo91uJyQkhJdeeomdO3ei0+lkvz2pL49CUFAQwcHBpKSkYDQamZycpKury8lpJTyYJpMJi8VCYWEhGzZsID4+noyMDLZs2SIVP5Q8X0/Zi5QUCLvdTnh4uNQpFp7yh0E47URS/oK1ccE+2QXKDeX69escPnyYmpoaJ3KzeFCeEMp5EiwEudq1drkye/FJKnA9TSjd/unp6fz85z9nenqa8PBwJ66rJxo0T4KEhARCQkIoKChg7969GI1GAgICiImJISoqCp1OJ2+mYiyUyWxLHcr1J7hMZWVl/Pmf/zlFRUWyVLOnUiRcZZNefvllJicnOXbsGMuWLSMyMtLpPZ7Yh8eF0ujSaDRs376dwcFBDh8+zPj4OAUFBaxbt46CggLS09NJSUlxUhxYyn3/KihDtQkJCWRlZVFbW0t1dTX379+npKREGhCe8Bxc9/X8/HyioqKw2WxOigLKxEpPchKIM0sYLNeuXeOzzz6jt7dXvic0NJRt27axefNm2afF0tx9GlB66HU6HXv37qW4uNip0I1SZUecE8HBwURGRuLn50dgYKCTVJ043z3F+6/E17HHlJVCF7I/Cz5jlCK7s7OztLe3U11dTVdX1wOl7sRt0hMH8WFQZk4+TDZIGDeupeXEc3FduJ52oxZQepsDAwMpKChwel0p27OUIOaa2HzVajVBQUEEBQU5VSVSYqn18XHhqqNZWlqKv78/paWlbN26dcmsS+XhXlBQwL59+0hISJBVmJS0gaU8lso1qVarWbVqFRqNhpiYGMbHx1mzZg3bt293SrhTavMulfH8OnAVwd+3bx8NDQ3U1tZy4cIFtm7dSk5OjsdE+IQhKjj2Wq1WJmSBg6olJLc88XxwLZhQW1srPa+CtpOfn8+BAwck3xpYUsofSv1ocCRbK/V5HxcWi0VWxfPUKoXgHMUSzjQhEam0XYTxvZh0wQX/FuXt0GazyTJ4yhJkIvEpKCjogWpASwmPmoAPE9deSoa6wMP6udQPw8WsZOKpcNUW3L59O5s2bUKv17uVsvKkcB3LoqIiyS1zPfyfhTEXa1KtVlNYWEh6ejpzc3P4+fk9YBwsFS/XN4UY15mZGUJDQ/nud79LV1cXf/M3fyN1U5Xnk6dEEh7GI/dEg9UVrlEbYcyKJKaCggJJvVrKKhffdM/QaDQemS/wKAhbxdfXV0Z8xHoR/VjM9bMonleBubk5RkdH6evrk6LhGo1GivOuWLHigYexlPCogfOETfFpQuhFis1fZJcuZSjbLyRDlJVslIv2WYfos+ACg7Pe7VJ5BsJbIGTonnXMzc2h0WicdIZtNhtms1mu06W4t34TKA2N1157Da1WS3h4+NfymC0GlNQwseZEwRBPhuuFMT8/n7y8PCkhuWLFCjZv3iyr8y1lvrXSAyvOwUdBOK9ExGMp9lupY+sJWHDjVdlRUXs6Li6O0NBQxsbG2LBhAwaDgZ07dwI4eWS98Fyo1eolVWLySSHKF3takYXFglJQGpxL4S4lKA8JZV+eVTxs3Jbi2D0tCM+z3W4nOzvbKbtbCU+bF666tZ4O18jbqlWr2L17N319fajVal577TXWrVvnxNFe6vi2ry13YsGfuvLw8PX1paCggB/96Eds374do9FIamqq1DiDZ2NCe+HFswKRCbtYpQoXCkrpuqUWrntSiKiBkDzz7qlfPpNv62V0MeC6ppKSknjzzTfJzs5GpVKxevVq4uPj5euedlnwYmnhiXc1g8HwVBtQXV3NZ5999lQ/85vgaffPE/Gs9/FZ7x94+/gs4FnvHzz7fXzW+wdPr49Xrlx5Kp+zEHjWx/FZ7N+z637wwgsvvPDCCy+88OKZg2opZvV74YUXXnjhhRdeePHthNfz6oUXXnjhhRdeeOHFkoHXePXCCy+88MILL7zwYsnAa7x64YUXXnjhhRdeeLFk4DYNFYPB8APgN1/xtrny8vIlqc9jMBgigL3AS0AhEA9YgCoc/f5NeXn5o5WNPRwGg+F1YDOwAigCgoA/lJeXv+3Odj1tGAyGBOD/AJ4HIoBe4GPgP5WXl4+6sWkLAoPB8F3g3S/++efl5eW/cmd7vim+LfNUiWdwDFXAD4GfAPmAD1CPYy/9h/Ly8vlrcy8hGAyGNiD5IS/3l5eXe2ZVhcfEt2EM4dtzXhgMho3AXwHrgXBgBId987fl5eVHFvr73el5rQD+00P+O/PFe466pWVPB/uBXwKlwHXgb4GDQAHwK+CPXyzmpYx/D/wFDqOg271NWRgYDIZ04DaOTfcG8P8DWoD/Gbj6xSXlmYHBYEgE/jsw5e62PEU88/NUiWd0DH8L/BpIBT7Asbdqgf8b+OAZ2EsFxpn/TPz/uLNRTwnP/Bh+W84Lg8Hw74ELwCbgGPDfgM+AMGDLYrTBbZ7X8vLyChwG7AMwGAxXv/jfXyxWexYADcAe4LDSw2owGP5XHJN6H/AaDoN2qeL/AXQBTTg8W2fd25wFQTmwDPjL8vLy/y5+aTAY/r84+v9fgJ+5qW1PFV8cHr8BhoFDwL9zb4ueGr4N8xR4NsfQYDC8CnwXaAVKysvLh774vS/wRxx76feBd9zUxKeJsfLy8v/o7kY8bXyLxvCZPy8MBsN+4D8Dp4DXysvLJ11eX5SycB7HeTUYDAXAWhweksNubs7XRnl5+Zny8vLPXKkB5eXlfcA/ffHPLYvesKeI8vLys+Xl5Y3l5eXPpN6awWBIA3YCbcA/uLz8H4Bp4LsGgyFgkZu2UPhLYBsOr8G0m9vy1PCsz1MXPItj+NoXP/+bMHoAysvLrcD//sU//82it8qLJ8EzP4bfhvPCYDCogf83MAO85Wq4ghzTBYfHGa/AT7/4+etnhQMzD8Tg2tzaCi++Ctu++HlinkvIJHAZ8Mdx2VrSMBgMucD/Bfzf5eXlF9zdHi+eHM/wGAquZ8s8r4nfrTQYDKGL05wFhc5gMLxtMBj+V4PB8D8bDIatBoNhSeZ9uODbMIbfhvNiPQ7axxFg1GAwvGQwGP76i7m6bjEb4lHGq8Fg8APeBuZw8EKfORgMBg3wvS/+ecydbfHiK5H9xc+Gh7ze+MXPrEVoy4Lhizn5O6AD+F/d3Bwvvgae8TEUnrrUeV5LU/x/ziK0ZaERg2Mc/wuOPIkzQKPBYNjszkY9BXwbxvDbcF6s+eJnP3AH+BzHhflvgSsGg+G8wWCIWoyGeJTxChwAQoGj5eXlnW5uy0Lh/8KRtHWkvLz8uLsb48UjEfLFz/GHvC5+H7rwTVlQ/L+AYuAH5eXlRnc3xouvhWd5DD//4ufPDQZDuPjlFwb7f1K8L2xRW/X08RtgOw4DNgCHSs3/AFKAowaDoch9TfvG+DaM4bfhvFj2xc+fAX7ADhzqLQXAcRwJXB8uRkPclrD1EPzki5//w62tWCAYDIa/BP4tUIeDvO7F0obIjl2yXEqDwVCCw1P338rLy69+1fu98Dx8C8bwfRwRuReAGoPB8CkOzt0OIB2HRysTWNI0s/Ly8v/k8qtq4GcGg2EKx7nxH3HILy5FfCvG8Cuw5M8LHPJm4OjL6+Xl5ZVf/Pu+wWDYi8PrvNlgMKxb6L3IYzyvBoMhDwefogsHn+KZgsFg+J9wSILUAFvLy8tH3NwkL74a4qYc8pDXg13et6SgCDU38GXShBdLCN+GMfyCP7gHh3JCH46L/7/CcVaU4VBWABhwSwMXHiLBd5NbW/EN8C0Zw2f6vPgCQqe2RWG4AvBFxEdEk0sWuiGe5Hl9ZhO1DAbDX+HQe6sGtpeXly/lBfptQv0XPx/GUcr84ufDOE6ejkC+7JvJYDDM955fGgyGX+JIAvqrxWqYF4+Nb8UYlpeX23BoSf435e+/yJNYARiB+4vfskWBOC+WbJY6fCvG8Fk/L+DLPo495HVh3PotdEM8wng1GAx6HDexORwixs8MDAbDX+PguVYAzyllQrzweAg90J0Gg0HtotcbBGzAseFec0fjngLMPHy9rcTBobyEY8N6FsPRzwK+7WP4XUAP/HaxJHrcAJHFPV+m/rOAZ2UMn/XzAhyFCWxApsFg0JaXl1tcXi/44mfbQjfEI4xXHNWowoDPn6VELYPB8L/jKBN3G9jppQosLZSXlzcbDIYTOLT7/iccVYsE/hMOT8j/KC8vX5J6ml+EeX4832sGg+E/4jB8frvUS4s+y/i2jKHBYAguLy+fcPndGhyOgSkc++yShcFgyAd6Xc8Ig8GQDPz9F//8/aI37CniWR/DZ/28ACgvLx8yGAwfAH+GI0n034vXDAbDc8AuHLSIBVdS8hTjVSRqLeWKWk4wGAzfx7EYZ4GLwF/OE9JrKy8vf2eRm/bU8EXVlFe/+KfQ8VtnMBje+eL/h8rLy5d6hR8DcAX4O4PBsB2oxVHydyuO8M//5sa2efEY+JbM02cdJw0GgxEH9WoSyAdexOF5fq28vHypeyX3A/9Pg8FwFkcVqkkciUwv4fBKHmHpl4h91scQvh3nxc9x9Ol/MxgMm3BUDE3GkUw4C/x5eXn52EI3wu3G6xfC2mU8e4laQs/OB/irh7znPEu7HN4KHCX9lEjjS92+dpZ4ecovbtOrcVxEnsex2fYCfwf8J683fUlgBc/4PP0W4E/Amzgy1v2AHhxa4P9XeXl5mxvb9bRwFodOaDEOmkAADl7hJRwJeb97BirEPetj+K04L8rLywcMBkMpDq/rXhxFFyZxVET9r+Xl5YtCi1DZ7Ut9PXjhhRdeeOGFF1548W2Bx0hleeGFF1544YUXXnjhxVfBa7x64YUXXnjhhRdeeLFk4DVevfDCCy+88MILL7xYMvAar1544YUXXnjhhRdeLBl4jVcvvPDCCy+88MILL5YMvMarF1544YUXXnjhhRdLBo+t82owGJa8plZ5ebnqYa896/2DZ7+Pz0L/4Nnvo3eePtv9g2e/j89C/+DZ76N3nj67/fN6Xr3wwgsvvPDCCy+8WDJ44gpb5eXlC9GOBcU8ZVkfime9f/Ds93Ep9g+e/T5656kznvX+wbPfx6XYP/CMPooCSeKnWv30fGmLPU9FH1SqRzp6nyo8YQwXEl/VP7eXh/Xi2cDc3BxWqxWbzYbdbkej0aDVap/qhuROzM3NYbPZmJubY3Z2FrvdLv8TUKvVqFQq1Go1Go0GjUazqJuZF8827Ha7XF9qtRofHx/v/PJiyULMXeUcnpubA56uIbsY8K7DxYfXeF1EzGfwuC7gpboI1Go1Op0OnU7n9Hu73b4k+qQcE9eSycIg1Wq1i90sL7yQe4ZarcbX19fpNXHYq1SqJbHOFgve5+K5sNvtGI1GTCYTVquV2dlZfHx8CA4Oxs/Pz93NeyLMzc1hNBqZnp5GrVYTFBT0wBn4bcR8ts6jIBw/TwKv8bqIEN47V++JGDgfHx93N/Gpwx3hlK8D5WJTelbFGGk03qXihXswNzfH3NzcvN4om80G8IBR+22Gcg37+Pg8k/vqUoNwYtjtdvr6+rh48SJXr16lra2Nvr4+oqKieOutt9i7dy86nQ6bzeaRkQXX82xkZISjR49y6NAhwsLC+PGPf8z69esBHrpmvw0QEUoRrXSliCgvlT4+Pmi12idep94TeYEgDhyxgQojyMfH55E3s7m5uSXpLRgfH6enp4f+/n5sNhuRkZGkpqYSEhICeP5CVrZtPkN1ZmaGkZERRkdHMRqNWCwWrFYrJpMJi8UiPbO+vr4EBgYSGxvLsmXLlsQtXMxVMV/FQSM8zuI/LxYPdrtd7gVi37BYLPT19WE0GgkICCAqKsppflmtVlQq1bf6oiXm7rNmzAuDXOyjS2WMlU4AgO7ubs6cOcOhQ4c4f/48Y2Nj8r3T09OEh4dTVlaGv7+//HtPOguFR18YWnV1dbz77rucOnUKjUbDpk2bKCkpQaPRPLbXcSnD9ewQjh6xZz1JtPJJx3pprIAlCHH4P6khulSMhNnZWekxnpub4/79+3zwwQccO3aMkZERysrK+Ku/+is2b94MODxEGo1myfRPYG5ujra2Nu7fv8/t27e5d+8era2tjI2NYbVaMRqNmM1mgoODSUhIIDQ0lJSUFHbu3MnmzZuJjIz0qM13PijHZD7j1dPb/yxCPH+r1YpGo8FsNlNRUcG5c+fo7e0lOTmZ9evXU1xcLEOtS21tLQSe1bkq1iIsrXEWPG1hxNTV1XHw4EEuXrzoZLgCtLa2curUKdLT00lPTwccFzJPomuJS4QwXqurq7l69SoAqampBAQEyLPuWZ2LSrieHYvZZ48wXkUofXZ29oHXhCXvetP0tBuZgNJzqnSDj4+P09fXR2NjI42NjUxMTBAWFkZKSgphYWHo9Xri4uKIj48HPD/crjRy5ubmaG5u5tq1azQ0NADw+eefs2XLFmm8evIt1GQyMTIywuTkJMPDwwwMDGCz2fD19aWjo4M7d+5QX19PV1cXnZ2dTn+r1WqJiYkhKyuLwsJCwsPDCQ8PJyYmBp1O57HjZ7FYmJubw9fXV0YGHnUoCk+gJ4RgXZMD53vGYv0pX3P1WHliNEC5f6jVaiYmJrh9+zY3btygoqKClpYWZmZmCAsLo6qqiry8PPLz8yktLSUqKgpAhuo86dBfaCgNisHBQe7fv4/NZiM1NZWEhATpofbUc2M+iLCrSqWSya9ivgojSsznpdKvlpYWbt++zejoKHq9nqSkJFauXElKSor0vHryWeHK46yvr2d6epro6Gh+8IMfsHz58mfO66+EzWbDarVit9vR6XTznh0TExMMDAzQ1dVFe3s7w8PDzMzMMDs7i9lsxmw24+fnJ+khcXFxbN++nYyMDMB5LT8KHmG8zmecfhU8daEqNxeTycTo6CidnZ10dHRQV1fH6dOnOX/+POAwfEpLS4mNjSUkJIQNGzbwwgsvsGzZMnd24bEgjBm1Ws3c3BxdXV0MDQ2h1+sxmUzYbDbu3LnD3bt3KSws9LjwubgdA3R0dHDixAm6uroYGBigrq6O0dFRfH19GRwcpK+vDwC9Xo+fnx8mkwl/f3/WrFnDli1bWL58OYWFhXLxLQUoDRsxlsrwj9LrKoxATzBc4eHJgV/nczwNykjN0NAQly5d4r333uPIkSNMT08DjrFrbGzkxo0bBAQEUFpayne/+11eeukloqKivpU8T4vFIj3QXV1d/PM//zNGo5HXX3+dsLAwOVc85QL2OHAdR3EpUaqZCHjieSjoAlqtFpPJxN27d6moqGBqagqAkJAQ1q9fz2uvvUZhYSFTU1PMzs4SGRkpP8PT6BFqtVoar319fXR0dABQWlrKc889R1ZWlhwLTzbCvy5c5504MzQaDVarlebmZioqKqioqOD69etUVFQ84GEHB0ffarUCEBwczL//9/+eH/3oR4SHhz/2XHbrzFCGnh8HFosF+PLgVfIs3A2lF8dsNlNTU8Ply5e5c+cOnZ2dTE5OMjU1RXt7u/wbi8XCzZs38fX1xc/Pj56eHlQqFS+88IL0ojzuLWSxoeyv3W6ntbWVlpYW1Gq1NGBra2u5fv06cXFxREdHA85Go7tgt9uxWCyyHQ0NDfzqV7+iubmZ0NBQxsbGmJqaQq1WExISQk5ODgkJCYSHhxMQEEBaWhr5+fmkpKQQFRVFZGQker3erX16XFgsFnx9feWam5qaoq2tjba2Nurq6mhpaWFqaorAwEASEhJISkoiJyeH/Px8aRw86br1JAhvltITZ7FYnPha7uiXKzewtbWVY8eOcfjwYS5fviwNV/hyHwQHT/DOnTuMjY1x48YNXn31VbZu3Sq9Pzabbclylu12uzzglHN2PojENXA8k6qqKiYmJigrK5OfIT7T0zE7O+tEEwBob2/n8uXLNDU1kZmZyfPPP09YWJhMTHP3njoflCH/2tpa/umf/okzZ85gsVgIDAykuLiYAwcOsGPHDnx9feUYKvvtSfNWmQBotVqprKykq6sLtVrNsmXLCAkJcZqjS3F/fBLYbDbu379PZ2cnra2tNDc3097eLs8TYbSqVCoyMjKIiYkhPj6eqKgopqamuHbtGrW1tUxMTHDmzBny8/PZsWPHY0eM3DLjxQYijLKxsTFGR0cxmUxO71Gr1fj7+xMaGkpwcLBHGq0CSmOupqaG999/n08//ZS6uroH3hsYGAh8eZOenp5mcnKSU6dOAUijCDzXeFWGT+x2O+Pj44DjOYhx9PPzIzAw0CmM4ikLWhDvAUZHR6mqqpJtDwwMJCsri+LiYnJzc0lOTpY0AI1GQ3Z2tpN3XKhIiHCK2OA8KVtWjJVYQ6Ojo7S0tFBbW8vdu3e5desW9+7dc7olBwQEyIMyICCA3Nxc+Vkic9gdniyLxcLIyAgjIyPzrg8RMvf390er1cp2+vv7ExISgo+Pj6QeaLXaeT24SvUJV0NioaDcQyYmJqirq+PmzZtyTETyo0qlIiAgAB8fH0wmEwMDA9y5c4eamhrGxsYwmUysWrWKmJgYadQsxURQES4XeFRoXDk+IyMj8jmYzWante6pcE3QA8ccGBwcpLW1lZs3b3Ly5Elqa2vJzMxkZmaG3bt3S6eA1WqVScGeAuVFoba2lmPHjjEwMIBarWbNmjU899xzrF+/Hl9fX8mN9WQngJKm0dvby/Xr12ltbUWr1RIaGopGo3FaZw+bq64XqPky8D0RVquVmZkZZmZmGBwcpKKigps3b1JdXU11dTVDQ0PyvaGhoeTm5pKenk5RURF5eXnEx8eTkZFBfHw83d3d/O53v+M3v/kN/f39Tvbd48ItxqtygLq6ujh16hQnTpygublZehUEpyI3N5cdO3awfft2YmNjAYdXwmw2k5KSIrMS3cVfU4Zx5ubmaGho4JNPPuGPf/wjbW1tAOh0OsxmM+AwCBISEhgbG5Ph6NDQUKanpzGbzdy4cYPu7m6nz/dUKMdxvk1z/fr17Nu3Dz8/P+np9ITN1TUEHhMTQ0lJCdeuXZNexc2bN/OXf/mX5ObmMj09jUqlws/PD7vd/gCnScw7sQkLr6QnbURKI29kZITf/OY3fPbZZ/T39zMwMMDIyMgDfzM9PU1FRQUzMzPExsYSFhZGdHS0k0GkNPAWqx+tra289957fPLJJ0xPTxMUFOR0mbJarURFRZGfn098fDwWiwWz2UxWVhY7d+4kLi6O5uZm+vv7iY2NlckhSggu92JCuX8FBweTmJhIREQEAwMDAISFhVFYWEhsbCxRUVHo9XoqKyv5/PPPMZlMmEwmjh49SnNzMy+//DKvvvoqBQUFwJfeck9YfwsBsSZnZ2fp6OhgbGwMX19fJ5keT4e4CNrtdnp6erh06RInTpygoqKCnp4exsfHsdls9PX1MTg4iNls5jvf+Q5ms5muri6ZNCrORHdDGCM9PT10d3dLD7iPjw+lpaVs27aN4OBggHn3VU+D0ngdGhqioqKCwcFBwsPDycjIICEhAbVajcViQavVPnRPdP39Yu+hTwLluTE+Ps7Zs2c5cuQIFRUVDA0NySilQHh4OPn5+Wzbto0NGzbIPczf3x8fHx95OQkNDSUmJoawsDBCQkJ4/fXX2bFjB4B8fl+FRTVehfaXOOQrKys5cuQIp0+f5urVqxiNxgf+5saNG7S1tTE8PMyqVasYGxvjypUrzM3NsXPnTtavX49er3fbwCs3xrGxMU6cOMGf/vQnabgKjiRAVFQUzz//PHl5edy7d4/Dhw8zMTHBxMQE/v7+WK1WxsbGpGcWHGFdT038UXpe5+O1ZGVlyVDzzMwMgYGBHhMGUnrbli9fzk9+8hP8/Pw4e/Yso6Ojki4gxLOVi1gQz10TKTylb0qIw1tsuq2trRw9epSDBw/KLFmNRsO6devIz88nKioKPz8/fH19aWlp4ejRozQ0NPCHP/yB6OhoXn31VXQ6HePj4wQGBjoZsgvVf+Vnz8zMUFtby+HDh6moqHjk3927d4+EhAQsFgsmk4nU1FTa29uJjY2lpaWFgYEBYmJiyM3NJSMjg2XLlhEUFERAQIDcbN0FwSVTztOioiL+7M/+jLS0NHx9ffH19aWwsJCAgADOnz8vQ3U3btxgcnKS0dFRXnnlFUpLS+XneKp+poDyEB8dHaW5uRkfHx8yMzPlvjjfQS/mx/T0tIzihYSEEBkZ6SR874n9FnuLMN7Onz/P8ePHqaiooKqqiq6uLvlevV6P1Wqlrq6ODz74gMnJSWZmZujr6yMtLY0dO3ZQXFwsuZlKKspiQaxXlUqFxWKhpaWFrq4u2b/Y2FhWr17N8uXLUalUGI1Gjy9OIBLkBIaHh7l//z4AQUFBpKWlSYNLqa7g+hnw4BxUjs98lBF3wmq1yn2wp6eH9957j48++ki+HhUVRU5ODpmZmWRmZhIZGUlSUhLFxcUkJSU5fZbov81mY3x8nPDwcHbu3MmyZcuk4QrMm7g/HxbVeBULymg00tjYyB/+8Afee+89uru7H3nrqq+v5/Lly7S0tFBdXc3ly5dlhn5KSgppaWlyQrgzg7impoZjx445TerJyUn5/y+++CI/+9nPKCoq4ubNmwB8+umnzMzMyFupRqNxMuI9LdFpPqhUqnnDPUqD1tOkQ9RqteSLRUdHs2fPHtrb27l69Somk0mG1AsLCwHnS4qPj4/HeDe+CkqP5NTUFB999BG/+MUvaG1tBRzzcs+ePXz3u9+loKAAvV6PXq8nICCAjo4OoqOjeeeddxgYGKC/v1+KjIs1uGrVKoKDgxd0zSmf/ezsLBaLhaCgoK/8O6HLKz6jo6ODq1evymQBwf+NiYmhsLCQlStXkpOTQ1RUFKGhoSxbtozo6OhFyVR3lRRqaWnhzJkz1NfXo9VqWb58Obt37+aVV15Bq9VKpYWsrCySkpLQ6/X8/ve/l5V+6urqGBoakmHasrIy+T2eDCUNpb6+nl//+tf4+vry05/+lKKioodSVUS/RAY0OLw78fHxTs4ATzEKXCHmVnV1Nb/5zW94//33MZvND+yrIoIHyJCt1Wplenqa5ORkNBoNhYWFaLXaRxa3WEgov3N2dpaenh7q6+uZmJhAr9ezdu1acnNzl5T0l6tB2dzcLJO1YmNjiYiIeKzP+Cp4WmREaUhOTEzQ1NQEOPqyfPly1q9fz86dOykqKmLZsmWy2MCjxlSj0UgaWnFxsYwiCTzuRWbRjFdxu/Tx8aGmpoby8nKOHDkiQ+cBAQHs2LGDxMREeajMzMzQ2dlJVFQUmZmZdHV1cevWLcxmM8PDw5hMpse20hcSIyMjNDQ0cOTIEaqrqwFHyMRqtRIUFMTq1avZtWsXGzdupLi4GJ1Ox+rVq/nZz35GYWEhly9f5vLly3Jjev/99wkMDOTFF1+Uh/TjutIXC8oJqtFoeP755+nt7aWqqkoml9y+fZurV6+ycuXKR3pN3Alx6EVERFBaWsqqVau4fPmyTEBLS0sDkF4wwWldChqoykN+dnaW69evc+nSJerr6wGHZ/xf/+t/zUsvvURycvID8yspKYlXX32V4OBgrFYrJSUlGI1GLly4wN/93d8xODjIvn37+NnPfiZv2QsxT5UbekBAAMXFxbz22muEhobS19eHXq93SpbQaDQMDw9TW1tLb2+vVCaYnJyU4XUBs9lMe3s7Y2NjdHZ2cuPGDZkcFB0dzdq1a2X4ayEvLK7Ga2trK2fOnMFqtZKcnMwrr7zCtm3b5Os+Pj6YzWZ8fX0pKirijTfeAODKlSt0dXUxNjbG4OAgx48fl8buhg0bpJPA02TCXLnFRqORhoYGLl68iFqtZuPGjeTm5j4yHAtfRkVEUl5oaKikD3gSlUfw48U5UV9fz5UrVzh79izXr1+XZ4FyrgIyiqJWqzEajU6OjtbWViorK+U8EsbrYkOpWGKxWGhtbeXevXuYTCZKSkrYtWsXKSkp8v2eThcQa0Wv12OxWLh16xaXL1+WY1NQUCDpD/BoA3Rubo7JyUkmJiZk9GRwcJDx8XHi4+NJSEgAPOecVPYlJCSEjIwM7t+/T0BAACkpKWzatMmJ/qGE4JsLupKSrufn50d8fLzTnmoymZ4oyrzgxqty0xB8pA8//JB3331XErSDg4NZtWoV+/fvp7CwEKPRKN30fX19qFQqzGYzPT090thYtWoVRUVFMrFpMRMrlJidnaW7u5ujR49y+PBh6ekQm1Nubi4//vGPeeuttwCknq1Wq2XTpk2UlZXxxz/+ka6uLsbHxzEajXz00UeMjIwQHR3NqlWrZP88CcowuUqlIikpidTUVKcEtYaGBq5cuUJSUpLUr1XyhtwNZTWiubk50tPTKSkp4fbt2xiNRnQ6HQEBAV/5OeIC5Wm3ZqWBcufOHf70pz9RWVkJODaP3bt389Of/hQ/Pz+ZOOjv7y8VIex2OxkZGSQmJuLj44PRaOTcuXN88MEHXL58GXDo+R44cEAarw8LmX1TCI+br68vmZmZ6PV6YmJi6OjowMfHh6ioKHlg+/j4MDw8zL179+js7ESr1RIQEIDJZKK/v5+Ojg5GRkbk3mSxWBgfH6eyslI+H4GbN28yNTXF9773PbnRLtRF0tXDLKIxYWFhlJSUkJaWJhPNdDqd9Fao1Wo2bNhAVFQUCQkJfPLJJ1RXV2MymRgcHOTjjz/GYrEQEBDAmjVrgIUbp28C5YE9ODhIc3MzPT09+Pv7Mzg4yOTkJBEREfMKowsDtaGhgfr6emw2G8uWLSM8PBxwDmW7E2KMhcE2OTkp6XMHDx6UOtngSOwVNBZBA7FYLE7KCr6+vuj1eiYnJ9Hr9URHR8s+ustYVz7npqYmqqqq6O3tBRxC/vn5+YSGhjq935Mh+OLgGK/r169z69YtAFasWEFRUdFDjVcldcNut9PQ0MC9e/cYGBiQl8qGhgb6+vrIzc1l165dLF++3O25PALK+ePn5ydzHoxGIxEREWRkZMhcEFEBTlz+HxU11mq1Tsm0Sj7s42LBrQix0LRaLc3NzfzqV7/it7/9rfx9RkYG27dvZ+fOnZSWlhIeHu5k4E1PT1NZWcmhQ4c4e/YsVquVnJwcdu3aRWlpqVwEi2kUKTdZq9VKb2+v5CcpJ2psbCxlZWWsWLHC6W+Vh5RarWb58uWsWrWKkZERKYJfWVnJ73//e1QqlfTWuovDNB+UEi2zs7NcuHCBI0eOSNUBwEmiRsCTjHCxuQtJHnG7FgbN1NSUFPMXho7ZbJZZ7PCluoJarfY43pZIIhSVa44ePUp7ezupqan863/9r/mzP/sz2WZhAAhDXDyPgIAAQkJCsNlsXL9+nV/84hecO3cOcMzdgoICpxD+Qs1N14tpYmIiQUFBzMzMAF+Gi5Uen23btjE9PS35hFarlaGhIe7du0dNTY3kLYsCG0oJKgFR1Wrfvn1yr1kIw2++JMKUlBTa2towmUxOtCil1JeAVquloKBAevI6OzulZ2hkZIRz585RWFhIXFwcsbGxHmm4KhVk+vv7aWhoYHJyktDQUIKCguThptx/ldWMTCYT165d4/r16wBkZmbKS5WY1+7eOwWHUPTz7t27/Pa3v+Xs2bP09PQ4vXfHjh08//zz+Pr6cvXqVc6dO0dbW5vTmSr0xLOzs3nppZd4/fXXnbzzi9lfsbeLc7ilpYVLly5JGh04aEp+fn4ed9F/FFwvlePj4zLBNSEhgfT0dCcnx8P61tPTw6effspHH33E2NgYGo2G8fFxRkdHmZqawtfXl8rKSv7dv/t3rF+//oHvdje6u7uprq7GYrHIJOf8/HwZJRfr8Ekuiq6qLk+CBbP2xGEvFtLk5CRnz57l4MGD9PX14efnx6pVq9iwYQOvvPIKa9askZNe3KLVajWBgYEMDAxw7Ngx6urqJKdn9erV0sW+2FCGY8fGxmhoaKCjo0NOtLm5OfR6PWVlZbz66qskJibKUIq4cYubio+PD4mJibzxxhtMTk7S29uLzWbDbDZz7NgxEhMTKSwslM/E3TcxASVdY3Z2ljt37kjDVei8arVagoODPVIqC5yTmXQ6Hb29vdTW1srQ48mTJ2lvb5dedBH+ENqn8fHxREREOG1cJpPJrXqh4JwhOjMzQ3V1Nbdu3ZIaw8uWLWPPnj3ExcUBjuSDiIiIeQ0aYdDZbDZJ2zGZTAQEBJCfn09eXt6iGK+AvGiI/oWGhjp5cFzxsGIfQr7FYrGgUqlobGwkIyODnp4e+vr66OvrY25ujrGxMSwWC3fv3uXEiRPs37+fwMDABZPzUT67mJgYli9fLhM/RfhXXBZHRkbo6+tDo9EQGxsrLyoJCQls2rSJqqoqWYLTZrMxPDxMS0sLPT09xMTEAEh9W0/g1btyWVtaWmQUp6CggNzcXLnOXDmvYp1ZLBa6urokFzE8PFxezjxl31Qm9dy6dYv333/fiT6n1+tJTU1l1apVbN68mczMTFkwZT5PqnAQREdH8/rrr1NaWgrwlRnvCwHXhKSenh5qa2sZHByU7xHRLHHZUCosiPUtLqqLbXw/DsQYKC8QD5ODFH1RqVSMjo5y/fp1Lly4wLVr1+R7hfSi1WqloaGBjz/+mNTUVCIjI0lPT5fzfLFpBOL7xN7Q3t7O6dOnuXv3LgB5eXkUFhbK9aXRaL7WhfibJDovmPEqDhkxqLdv3+bIkSPydpmdnc2uXbvYs2cPWVlZD3hNhbE2MDAgw3zgeEgiSUs5YRbzJqc0DoaGhrh//77TAtVoNKSmprJ161a2bNki5TOU3hWxUE0mE0FBQezcuZPW1lauXbtGZ2cnVquV0dFRJiYm5Oe6em3dCVcxZqUBJwxbUfbXU9rsCuXztNlsXL16latXr0od0Q8++MDJ6yoM2LS0NEpLS1m9ejUlJSUUFRU5fa67w5PK5y0Ml9HRUVkNLSYmxokL9yjjRYylKF8cHBzM0NCQTHgSHvjFglhD3+T5JiQkEBMT40RB2rNnD1NTU1RVVXHkyBGuXLkiJarGxsY4c+YMiYmJbNu2TUZWnqbGratnOSAgQIa8hR60QGdnJxcuXODMmTOEhoby3HPPERMTw8TEhMzeXrFiBaOjo1y5cgVw7EnT09OMj4/Lfov54AkQzxMcc66xsZH29naSkpLYunUr2dnZTu8VUM4DIVno6+vrcfqursUETp8+za9+9SsuXLjgpI+ZkpKCwWBg48aNNDY2cvDgQaqrq2lqaqK/v98pmiX+PyAggPT0dEnNAvdILLruA1NTU4yMjMgLcHh4OKmpqU55BIK65eoZd/ce+jAo147498P2QFFiHBxr9tSpU9TU1MjXAwIC2L9/P6+++ipms5l33nmHo0eP8umnn5KdnU1qaio+Pj5O4fjFgjKSbTKZuHXrFteuXcNoNBIWFkZeXp7cn8A9TqkFM15FaGRmZoY7d+7wwQcfcPHiRaanp8nJyWH37t28/PLLFBYWOnVcGHlCTuvmzZtcuXJFEtPDwsLIzMwkPT1dhnEXW0pKOVEHBgZoaGhgfHxcHgaBgYGsXLmSwsJCOcnnu0WKiSlQXFzM2rVrMRqNDA0NybJrnriIXb0A8xmvvr6+HivLozxIBgcHZVi9v78fcPTBZDLh5+dHbGws/v7+0itXWVlJW1sbd+/e5fDhw6SlpbFt2zZ27drl5JVzV3Uj143UbDYzNjaGj48PhYWFbNy40Yni8Cher/JSKbiW4juio6NJSkpyMn4Xo6/KELo4pJUUEBG6mu9QEeUqlQeBVqslLCwMcCSphYSEMDk5KRPboqOjKSwsJCkpyYlP+LT7qlwngYGBsk3d3d00NzcDDoPg/PnzvPvuu9y5c4eoqCg6OzsJCgpiYmICm80mdZX7+/ul4WCxWKipqeHatWukpaWRlpbmNLZms1lGDNwB5X4i+K5jY2NkZ2eTkZEh15XJZJLzUCS/6HQ6goOD5TwXc1NZZtTdxpByvrS2tvLZZ5/x6aefyvGJjIxkxYoVrF+/HrVazdGjR7l//75MHlVC0Hvm5uYIDg5mx44d7NmzxykK4Y4kKFfqR19fHzU1NVILdfv27ZSUlMhxUCbrPOwS6IkFiZR7irh0fdUFvqGhgQsXLsixzM3N5fnnn+fNN9+kpKQEs9kstWObmpqorq52qpK32Dq4yv7Mzc0xNTXF5OSkzC9QqrCAe+g4C7JTKRMa6urq+O1vf8vJkyflDTMhIYEXXnhBSp9YrVY5MMJwBcfkP3v2LOfPn2diYoLg4GBKSkooLCx0a6hLuQn29vbS1dXlJNS7bNkySktLnTIqRWjEFcoJGR4eTnFxMbW1tQwNDWGxWB76d+6GqxdYyRdUVjASnFFPg6iuZLfbOXr0KP/n//l/0tjYSEBAABkZGcTGxhIbG0tycjKZmZkEBwfT3NzM2bNnaWpqwmq10tfXJyXPTp8+jcVikZ52ITnlDriOS29vL62trVitVpYvX862bducNPjmO9RFmFWUbayoqODKlSsMDw8DSEN47dq1TrSBxTxkHnUxEF64x4UoGyvoTDk5OfK18PBwVq1aRVZWFoDcr562MaTsS0REBHl5eWRmZjI4OMjY2BhjY2MMDw9z9uxZLly4INvtatwoITxbwngNDg4mNDSUjRs3Sk+6UGNwJ5R9F6L2drudmJgYJ46uXq93clYoa60PDQ1RV1eHxWIhPz+fjIwM+ZnuvEQrI3UdHR188sknXL582WnP1Gg0rFq1iszMTN59911OnjwJOPorjFW1Wi3zQcQaT0tLY+/evbz88suybKlwGiw2lN5zcJzfgu8aGxvLypUriYqKknuLOBuE08fVi+6JtAFXzEflUBYustvttLW1cefOHXkZjomJ4a233uLVV1+V+4yPj48U7O/t7WVgYMCj9G9FlNhqteLv7090dPRjJTMvJBbEeFVO4OHhYaqrq2W2IThI24J3NT09LR+IkiM7ODjIsWPHuHr1qgzfCa1DZUUcd3gKlJSBjo4O2T6x4LKysli1ahXx8fGSG/MwD6rr75Qbj8VikeXYhBSQJ3oxXaEUlJ+cnPTI2uLiOQ4MDHDjxg0aGxsBh/f7Rz/6EcuXL5cG6LJly9DpdIyMjFBWVsbw8DBDQ0NUVlZy6tQp7ty5Q3V1Nf/xP/5H0tLSKCoqYt++fSxfvhxAShot1kasXH8jIyPcvXtXau5GRUURGRn5lW0RB6SPjw/j4+McPXqUY8eOOdFYIiIiiI+Px8fHxylxxtMhDlnhqVV6dwS3V6xpcOxht27dIjExkczMTCfe+tPqr5InBw5ZmpKSEl5//XUGBwdZuXIloaGh0pBV9sX1c5TcQ1FsYXZ2Vobjf/vb33Lw4EESExN54YUXeOmll5yypRe7JLV4jkL+q6urS6rMJCUlSbULZR8FlPt/TU0Nra2t6HQ6srKy5BkD7k3UEoUhABobG2XZcGGYms1mzGYzV69e5f79+9y4cUP+rV6vZ82aNajVatra2mhvb5eJeLGxsaxZs4bCwkL5+e52FCjno3LfNxqNdHR0cO3aNZqamjAajXR2dtLU1MTExIS8KAv5sIyMDMrKyigqKpIGnKcU2FB+v/CAu/5OePrHx8e5du0aFy9exGazERMTww9/+ENef/11MjIy5PwVziCxt/T393P79m3Kysrkc1lMKOXOzGYzTU1N1NbWApCcnEx2djaBgYFS0k1cQEQ/FqOa5lO3/Fw9cmIxiWxfu90uLXfASUBaYHx8nCNHjvD+++9LUVxwKBNs2rSJqKgoWYnCXZusqBzS0dEhva46nY6CggI2bdpERkbGA3ye+aDkzc3NzTEzMyMNXqPRSHd3Nz09PdJ49aSb6MM2ETGh4+LiyMrKWrSEnieB2DSsVispKSmsWbMGHx8f3njjDd544415b7zR0dFy3gKsWbOGtWvX0tDQwPXr1zl79ixVVVVcvnyZqakp3n77bacowWJpTSrX3/T0tFSwAJxUK0TJXsHhFH8rPDziGUxNTUlBdIHY2Fiio6Ol0ePuQ/NJMN++If7d3NzMwYMHnZIqhoaGaG9vZ3h4mMzMTGBxSjpmZ2fz5ptvSqoVIAtD3Lt3j97eXqkVOT09/UD40m63S81lge7ubqfy04ODg0xPT0taRHR09KJ77ZT8uv7+fu7cuUN7ezuRkZEUFRURFxfHzMwMQ0ND8nA3Go1SaQKgra2Nzz77jI6ODsLCwkhOTnYSjneXwSM4kQIDAwNUVlZKA1T8tFgs0puu1WpJSkoiLCyMsrIyVq9eTVVVFR0dHU79yM3N5bnnnnNKXHa3ioSyfb6+vrI0+sjICFeuXKGtrQ0/Pz+Gh4epqqqatyw1OAykpqYmXnvtNdatW0dQUJDHSCwqPcyCgqTc/5Rc15mZGS5evMilS5dQq9W88cYb/PjHPyYtLQ2LxeIUxVEa+0IVJT09ndjYWPm9sDhzWWm8zs3N0dLSgtlsRq1WU1paytq1a79yronntFCUnac+G1wbqfy38uE/rHxaW1sbly9f5oMPPuDKlSvSEPL19SUyMlIO5GJ7B8DZ0BTi5kNDQ9Ig8/PzY+vWrezcudOJzPy4BpswbpTvF7SElJQUqafmKXA9KF2xfv169u7di1qtlt5HT+EuiXkZFRXF22+/ze7du1GpVA+Uk3wUUlNTSUxMZNeuXezYsYP8/HxOnz5NY2Mj77zzDj09PfzVX/2VzAB+mgk+j4uHXXhcL5lKpQxXObbm5mYnT2RKSooUjVd+z1KFclzu3bvHJ598wr179+TrkZGR7Nixg7Vr18pM44XyMis/U6fTkZeX5ySNFRERwSuvvIJOp+PatWuMjIxgs9lobm52Svx5XFy5coWamhpZCOGNN95YdKF08TzBMddOnz7NxMQE2dnZBAQEUFdXx9WrV6mqqpJGQVdXl+TFimfT0dEhhc4FbUmJxc7YFlB+p7+/P5GRkQ812sAh8bVnzx42bdpEcXEx4+PjXL9+nebmZkk1CAsLY82aNWzevJmIiAgpweUpzgFwft5ms5nm5mZJcVE6aeDB5MH29nbef/99BgcHMZvNbNu2TYapF/vsV46fj48PQUFBBAcHMzIywvT0NNPT004XFOW+Kjyo4ODTr1+/XiasKemVDzNM3c3TBsfYiZyjuLg4IiIipFzgyMiIPGPm5uYICQlxSmZbSHtlUa4ydrtdGqEqlYrBwUEOHz5MamoqQ0ND2Gw2/P39ZXbs4cOHpZdHeC+Fp0eQvN2xSF313oxGIzabTQ6yqJwlss8fJ5lsvmxZZd8EbUAsdE81EuabpHFxcbIvIiHEkzZXcIxZTEyMU4jRZrNJvrEwUsQNVGR+C2624LWuWrWKqKgotm3bxvHjx/n1r3/NH//4R/z8/LBarRQUFDxS1ulpwnUslIeE2IgEL1dAHAbip0ajoa+vj/Pnz/P55587eeuSk5N57rnnJAdU+XdLEWJNjY+P09LSQktLC+C4MGu1WlasWEFpaamTJNNCe4GUmpmCOyeMgezsbLRaLTk5OYyOjmI2m2ltbaW5uVka4sKrI7LvdTodGo2GkZERWltbJU9/YmKCiYkJOjo6sFgshIaGsmvXLmJjY524iAu57yjna3d3txTqt9vtHD9+nI8++ojr16/T3d1NWFgYAQEBTlqbrpicnOTGjRtkZmYSEREhIz/uMlyVeQ25ubn88Ic/5Pz587LoTlhYGOHh4YSFhREREUFaWhrr1q2T+uCCLykM16SkJKkBK+TgPGX9uUZ9hGfZbrfLCKVQ44mIiMDPz4+MjAxSU1Pp7+/n3r17dHV1yaI9R44cARzPcdu2bZJeuJhQPtvAwECKi4tZs2YNbW1tXLhwgZycHIqKiggMDHQy2Do6Ovjoo48k13XNmjVOlEdXL7WgzYCDF7tixQqpDLPYSWtKTn9LS4ukKlksFs6dO0d3d7d0Sok9SqPRyGhrWloaMTEx8rxfiOTlBdmBlQ9ZqAO0trYyMDCA3W7n7t27/Jf/8l/Q6XROB+vExAR9fX2yHjkgaQa5ublkZmZ61CK1Wq1OUlAajcZJW1KZnf24EBwaAaHa4GlG3+NAGdbzBK7S40KZBKKEUlzcFbOzs8THx5OUlERaWhozMzP88pe/5L333mN8fJy3336bLVu2yAzyhfQCKT9Xr9cTHx9PVVUVALW1tdy8eZPo6GhpTLtqYE5PT9PR0cH58+f57W9/y7Vr1x7QIF21ahXh4eHzRguWCpSJFRaLhcrKSmpqapwoFCtWrKCsrMzJG78YWb+P8sAEBASQl5cnPd+CbiSKZVitVsbHxzGZTGg0Gvz8/AgLC8PPz4/a2loOHjzI559/7mQQgSO59o9//CNzc3Ps3LmThISEBd9vXS9aMzMzklfd0dFBT0+PNHoCAwMJDw8nOjpaVifSarXMzs7S1NQktbZHRkb47LPPZJnxLVu2yLnuDu+rci/JysriJz/5CaWlpdTX18uktMTEREkVELxPgEuXLj1An0tPT+d73/semzdvBtwThXwYXA0yjUYjuaoBAQEEBQWxfPlyNm7cSHp6OjqdjpSUFLKyshgZGeHy5ctcvHiR27dvy5Kyx48flwm0y5cvXxDO+aMg9jaLxYJOp2P9+vXU1NTw6aefMj09zccff8ybb75JXFyclI2cm5vj0qVLfPbZZ4yPj5OWlsby5csfiMiK9ttsNoaGhmRCbGFhoayuKWyCxRhj8UzFnB0fH6e1tVVGdQYGBvj0009lFVTl3FapVISHh7NixQp27tzJ9u3bycrKQq/Xywv408SCGK/KzT0nJ4fvfe97zM7OcujQIcxmMwMDA05hSCX0ej3f+973CAkJ4cKFC1RWVhISEsKmTZucKlW5Y7EqjUqz2UxHRwd9fX1Og/Kk7XL15rpqOmq1Wo/ZmFzhGk5xhbLutrulah4GcQkRIUZXGaWvgri8iFLH4PBMHjhwgKGhIT7++GOOHDmC2WxmYmKCjRs3kpiYuKAGkJKSk5iYyE9/+lPm5uY4ceIEp06dAhyb0Jo1a0hKSmJ6elrqMU5NTVFXV8fNmzeprKyUiWzCwAMH1UJc0kRygqfO0UdBqS0pDJ4zZ87IC7XNZqOwsJBNmzYREBAgN/bFlqxxpXGINgv4+PgQEhJCSEiI/J0oQOGKVatWodPpyM7O5vLly5w+fZq2tja0Wi0Wi4UbN27ItfDqq6/K8tvK0P5CQiTNgYMPGhsby9q1a1mxYgXJyclERkYSHBwsE0Kio6OZmprinXfe4f3335eFUubm5jh69CgBAQHEx8fLsrjCAFlsKMcxPDycDRs2SB5zQEDAvLXhOzs7OXv2LCdOnJAFKfz8/MjKyqKgoAD4soywJ6w/1zmalZVFcXExN2/eRKVSSaNGGK6iWEFoaCgqlUqWw83NzeXYsWOMjIzQ1NTE9PQ0XV1ddHd3k5OTI9ffYtKwxB6v1WrR6/WkpaURHR1NR0cHw8PD3Llzh4KCAhkZttlsThFTcfESlBZx7ov2NzQ0cOvWLaamplixYgUlJSVyni6mc0CZOCpyA/R6vcxNCg4OJjw8XOYcCbk6se76+vo4duwY1dXVXL9+XUpIJicny/fD04mcL8hupFKpZLZyUFAQzz33nAxX3rp1i8nJSeDLB+Tv78/k5CSzs7McOHCAt99+m8HBQSlDFBcXx+rVq0lOTgYWbyN1hasE0cDAgFPoSiTBCDyOseaaOSsyUJXf86iEL3dC+TyUHnQBV+1XT+LrCgj+9ddNdFBWhYMvOaM5OTn84Ac/ICQkhGPHjnHmzBkGBwcZHR3ljTfekNzthZjLSl52UFAQr776KhaLhaamJlpaWjh69Ci3b9+muLiY4uJimQks1C1aW1tlVZ+YmBj5e0DyzsUm7YkXkseFCGPNzs5y69YtTp06JStaAcTHx1NYWEheXp6UDFvsfUcZshcHqBijpqYmyX0MDg6Wl18l1UWsOaVIfkFBAQUFBaxatYrIyEg+/vhj6uvrmZubw2g0cvXqVUJDQ1m9evWCG6+uB3NycjKbNm3izp07ZGRk8OKLL/Liiy9SVFT0SOm58+fPyxB1dHQ0QUFBWCwWjEajU9Kau/Yg5XjMzc2h1WrlHiAgqvOJcpsVFRXcvXtXOnp0Oh1bt25l27ZtMhLgCUargGsiZFZWFiUlJbS3tzM+Pk5ERASbN29m06ZNANIAEvaCyWQiLCyMsLAwWXK8qakJvV4vIwruHD9l38LDwykqKpL75tGjR/H392fnzp0yXK5MwtLpdJLCosyRsdvt9PX1ceLECU6fPs3c3Bxbt25l5cqVTpGhxU6IFbZZYGAgOTk57Ny5U1I3U1JSCA4OxsfHB6PRyNjYGL29vbS3t9PW1kZPTw9dXV0cPHiQ5uZm7HY7b775ptPl+mlgwXZiV8t627ZtxMbGUlFRQX19PQMDA5I7FhoaSlpaGnl5eQQGBlJfX8/x48elNENiYqLkJC40CfhxISaz8oAQh4vyPU8CrVYruWkCvr6++Pn5OUlqeKLBMJ/xqvRweMq4LSSUWahBQUFs3ryZ1NRU4uPj+fu//3tu3LiBWq2mrKxMHlwLyZ9UrsHS0lJ++MMfcujQIXkgHj9+nAsXLkgNPz8/P/R6PSEhIezZs4ecnBxu3LjBkSNHsFqtBAYGkpGRQWJiosfoD34diHESElKXL1/mk08+keVzwZGUtmvXLtasWeMUpnQnjEYjDQ0NXLp0iSNHjlBXV0dJSQlarZaNGzc6aUKLg0+su/nWX0FBAf/L//K/kJGRwX/9r/9VhqZNJhO1tbXcv3+fwsLCh9JonhaUl/WioiL+w3/4DwwMDBASEkJmZqaTXvbDMDMzI/mCJSUlvPDCCwQFBaHT6Zw0jd2dsa4cC9d9XHCUwRGuPX36NHfu3JF7SmRkJPv27ePVV1+VnnJPi8y5JhyGhobi7+/PwMAALS0tsgzufFDuV6IwyJ07d2SZZndH75RzJy4uji1bttDY2EhdXR0nTpxgcHCQxsZGvvOd7xAaGkpdXZ0scRwfH09mZqaT8g44EtPOnj3LJ598Ql9fHykpKZSWlsoiTGKMF5uWpXzOGRkZ/OAHP2BychK9Xi/Xlbh0zM7OMj09zejoKJ2dndTW1nL9+nWuXLnCvXv3OHjwIGFhYezYsUPSJp5GueYFW8mi8+Lm4e/vz6pVqygsLKSpqYne3l6sVqtMHFmzZg1+fn7U19fz+9//njNnzgAOvcOYmBhptbtz8rpKgBmNRnkIisQtZfhnPoPuUZ/Z399Pc3OzLDUbGhpKXl4eCQkJThJHnmC8unqEBJdTidbWVsbHxwkJCUGv13vUJusKpTTI111USq6Q8K6IzOHbt29LD5dSp3MhvepCH3Bubo6oqCi+853vkJ6ezsWLF6mpqXEqhBEYGEhiYiLR0dEkJyeza9cuIiIi5DoFB12guLiY1NRUpz57wnx8Uih1Nz/66CNOnjzpNBa5ubm8/fbbFBcXy9+5o2qRcpOfmZmhpqaGgwcPcu7cOcAhYxYWFobFYmHNmjWPnZw0NTVFQEAAYWFhvPzyyzQ2NvLBBx/Q2dmJzWZjYGCAEydOEBUVxZYtWxY01K5cb1FRUdLbq4TZbJaeOmVmuq+vL1VVVTIpJjw8nDVr1vDqq68SGxuL1Wp18lq523hVJq2I/Ub8FGM3ODjI0aNHuXDhgrxQBQYGSmk+ESXyxIic8nwyGo1MTU3Jc7C7u9uJLmg0GmUyocjrEH8/OTmJ0WjEYrF84335aUFcDlUqFfHx8ezYsYOmpiba29tlxKKpqYnx8XHS09Od5PYCAwNlxTdRprmvr4/jx4/z3nvvUVVVRVhYGK+99hrFxcUPJNAuNpT7h5+fn9Oe/yisWrWK9evXo9fraWhoYHBwkIaGBqqqqmSeBHi48Sq/wGWzEFmyGRkZMmQnvD7gEJq+desW4OC/pqamEhcXJ41Xd3s/BIQhOZ+24pN8hpJs39nZycWLF2lvbyc0NJTdu3fzwgsvOE0cT+m/0mjx8fEhLS2NxMREurq6ZBtv3rzJxx9/zEsvvSQXriclFyjxtI0w5cIMDg6WlJfFFpwWm75YS0lJSWzatInGxkYp8yaoO2lpaURFRaFWqwkODqa7u9vpAhYSEkJRUdFjVY7zVLiut8OHD3P69Gna29ulUeDr6+tUqtPdpVMFxPwU4XFwGDq//vWvmZmZISIigoKCAjnmj5rPgsMLDvmtH/zgB5jNZv7xH/8Rm83G9PQ0ly5dIjk5mbVr18rLs7sglB/EfqvValGpVIyNjdHQ0CDpHtnZ2eTk5MhDUlSn8kQoHTwiGdRisfD+++/zz//8z9JrBw6jYPfu3U6GvTsuU08CnU6HXq93OieUa8g1EVm8b2ZmRuplj46OotPp5Di6e68R576Pjw/5+fns378fq9UqKUeDg4P85je/ISAgQEYCwGG4379/H6PRSEtLCxUVFVRWVnLp0iWp5LJ//35+9KMfkZaW5sQ5XQpQ7qtms5nOzk6pLx4REUF0dLRTtO5pnLULvhuLRgo+lpjA4qBwzUIbHByUnNjQ0FBKS0tZvXq1JAy78wamXHihoaFs2rTJSfTbZrNx5coVUlNTiYmJmZeE7wpXrbeOjg7AEbYUWn/idU+4fQoo26LRaIiIiPj/s/ff4W1e+YEv/gEIorD33jtFUiRVKFK9y1Xu62TGjj0zSWYWm3o3d39z9+7uTXKf3Cd3b7JJNlnM7Mxmmj0uY3ts2ZZl9V6oSlGUSIqkRIm99waA4O8P6By9gChZskjiBY3P8+ihSADkOe9p3/OtREZGutRT7+3tpaWlxSVwyxO5Tu/HXCVRVmptRQCY1WqVc7azs1NWmAsICHA5dBZCa6kUzLVaLYmJiSQmJspo7Pu1o6+vzyVjRHh4OAUFBSQlJcmLl7dU1RKI+edwODh58iQffPCBDEqzWq0YjUZefvllnnnmGTm/PZkpQ7neQ0NDKSkpYevWrdjtdtra2qRmvKenR0b1wt1AHqGtFIigIaW5WaNxVrKKioqSWkoRNf1Vqf7mGpGfVaxL9/SB7nvH9PS0LJur1+spKCggJydHame9oXiGuyKgpqaGqqoq+XpISAirV69mx44dhIWFMTU1hV6v9/hlyh13jXJGRgZr166lurqalpYWpqenqa6uprKykrKyMinMiET94pw7deoUX3zxhcwJOzU1JTWwnsZ9rJYvX47JZKK0tJRLly7JQFdlWjC73c61a9f4yU9+gslk4vbt29TX18sI/piYGF599VV+7/d+jyVLlgB3c76rhampKWldFmtLCKyiit/g4CC1tbUcPHiQ48ePMzo6ikajobi4mDVr1sgCP3OV9mvBZv/90gwpI2lF1RSDwcDk5CRhYWGsWbOGVatWyUpVD0pXNN8oD4awsDB27tzJ8PCwvPkPDg7yzjvvoNVq+d73vkdISIj0g53tluw+iCMjI3KBxsXFyRKlgKxzrKYJLQ4Ym80ma68rNXXBwcFERka6BEOpqf3Km61SAH0YLawyqbT7hcLPz08e+n19fZw8eZKjR48CTj9DZeWfhZ7LynYrx0XpE6nRaJicnJS+ZgK9Xu+SCk5ZGUntiLnq7+/P5OQklZWVfPrpp5w9e9blUFy9ejXf//73Wb16tYuA7kmEAKbT6ViyZAmvvvoqGo2G9957T74nLCyMwcFBJicnZSniBwU4KV2QBgcHOXHiBNXV1S4Hc3x8PCkpKbL/C5WW6KtcFJRaHiHsiiIoCQkJJCQkyKpHnh67h0G5f1y5ckW6jYHTjaK8vJyNGzfKuA+leV2NiPMuKCiIbdu20dPTQ39/P2fPnuXDDz+UF6qysjIAF+vluXPn+PWvf83evXulAGgymYiJiSE2NnbBL/7uuP/NkJAQmQ2jvr6e/fv3ExwczLlz51xcXbq6uvjkk0/k53Q6HYGBgeTm5vKd73yH1157jbCwsDmNxp8LxDwzGAwPXJdDQ0NUVVXx7rvv8tlnn8nqfwUFBVRUVFBYWOjiXulVwqsSsXEqb1yTk5McPXrUxU8kLy+PJUuWSA2mska0JxELLSIigk2bNtHS0sKuXbtoaGjg4sWLpKWlsXHjRkpLS12KGCgRKYZMJhOjo6McO3aMvXv3utStVpbOVcOt0x3RppaWFq5cueISqa3X6zGZTJhMpllNQ55GGT09OjpKTU0Ng4ODREVFkZycTHh4uIs/mjA9inQfIkWWSJ3ijkbjrMR0+vRpPvroI7q6uli1ahV/8Ad/4JKoeiHT9oiLlLgwKg9Bh8MhNbH+/v709vZSU1PjEmAxOTmpynn4MCh9rOrq6vj5z3/O3r17XQT2devW8frrr0s/V/ecy57C/TJVWFjIwMAAZ8+epaGhAZ1OR3NzM7/61a84efIkBQUFlJeXP7AohsPh4NSpUzK37bVr11zWryjCoozwVuPYuwejKYPL1NheJUoT9MTEBIcPH+a9997j0qVL8j2FhYW8/vrrskofqN9dQHlGGwwGnn/+eTo7O7l69So9PT0cOHCAiIgI+vv7ycnJITw8nJ6eHo4cOcKnn37KiRMn6OrqYmZmhtDQUCoqKnjyyScpKSmRqabmOuH9o+Kews5oNJKXl0dISAg7duzg6tWr/OQnP+Hw4cMun4uKimLFihWkpaWRnZ3NihUrWLZsmTzr1XQpmZ6eloFyDzqnLly4wLFjxzhx4gSnTp2SZ0Z+fj6vvPIK69atk3NW9UUKvgqxGSt9Xrq7u/nyyy/Zv38/k5OTFBUVsWrVKpd8hWq5jShv85mZmTz11FO0tbVJ82N3dze3b98mPz8fo9EoXSZEn4W2QAg9zc3N/OY3v+Hzzz/HarVSXl4uA9gEnq5ZLRAHgpiMfX19HD161KWcJjhNsB0dHQwMDLhoY9VyoCjbcenSJT7++GPGx8fZvHkzhYWFLq4cGs2Dc3sKYVar1TI+Ps7IyAj9/f1UVVXx8ccfc/XqVdLS0njzzTd59tln0Wg0UlO0kHP6Qf0QrhPi4GltbeXEiRM0NTXJ93iius3jIsxvIt1MTU0Nb731Frt27WJwcFCawBITE3n55Zd57rnnZJJxtWjtlL6Roi+FhYW8/PLLDA0NcebMGU6fPs2lS5dISEhg5cqVdHR0sHTpUln1R6zBgIAAHA4HV69eZe/evZw4cYLGxkYX1x5wCiBRUVFER0e7uBeoDZFjWLRNTa5VD4NQYoiL7ttvvy33nOjoaMrKyti6dSuhoaHy4ql24VUZYBgQEEB4eDhPPfUUFy9e5KOPPuLGjRv85je/4datWyxbtoyEhAQ6Ojr48MMPpfIqOjqa5ORkiouLZcJ7IeDNRbDP46K8UCoze4j4lKKiIurr6zl9+rRUSOn1elatWsXGjRuJjIwkOztb+tVbrdavPGcWCnFh9/PzkzLI9PQ0IyMjMg+9n58fNpuN+vp6Pv30U37729/Ky29iYiK5ubls27aNnTt3kpWVdY+wPxd4dHdWChA3btzg8uXLMm9qVlYW+fn5LrlC1aB1FYi26/V6kpKSWL58OVeuXKGmpoaenh6ampoYGBggPj5e3qxnS648Pj5OdXU1VVVVjI2NERERwfbt2+WGJTYytRykQmMubmI1NTXs2rWLpqYm6ScnzD3CT+brBrTNB8rnOTMzQ1NTE1988QUffPABoaGhFBYWPpJpamZmhurqavr7+9Hr9TQ3N3P27FnpStLf309ubi7PP/88W7Zskb9Pbb6i7sGDDQ0NnDt3jpaWFrRaLaGhoaSlpbmkelFT+++HsojCyMgIb731Fj/96U+lX73D4SAmJoZt27axZs0amTVDJCRXEyLYz2q1Eh4ezhtvvIFGo6G5uZnOzk4mJydpbW2lt7eXCxcuEBISIitQiecg3K9GRkYYGBhgeHjYJbBEkJ2dzYsvvsiWLVswGo2qEBhmQym8Kv11wfN7zVehFFa6urro7e2VbQ4JCaGsrIzly5e75Mf0hjUnEEF+Go2GvLw8/uiP/gitVstvfvMbbty4wcjICOfPn8fPz08WIgBnZP7q1avZuXMn5eXlJCUlucSPqOUsdMd9fWRkZFBUVMT58+ddrM23bt2ioaGB1tZW9Ho9RUVFMgDR0yiD0JX9aWhooLa2lrGxMex2O/39/Vy/fp26ujqamprk2KWkpPDSSy/x1FNPUVRURGRkpDxT5nr/8JjbgHLhdnZ2UldX51I/XeQ8VcOAzoZygxTuA4ODg3R3d1NfX8++ffuIiYlh8+bNJCQkuGhRxeLr7u7m6NGjfPbZZzIyr6CggFWrVpGdnQ3cdWZXE2IS2mw2qqurZRk/QAquFRUVbNmyhdLSUlVdQJR+rVarlba2NqqqqmQ9bVGBKi8vj8TERAICArDZbPT398sqWgMDA7S3tzM5OUlPTw9VVVV0dXWh1+sZHByUVWHi4+PZuHEjTz/9NGvXrpWBTuD55+COUuva29vL7du35YZkMBjIysoiOzvbxZVFrWvTHXFZbG5u5syZM1JwFYfrxo0befPNN2XFI1CvaVa4soCzjc888ww9PT2cPHmS3t5eOY9FidWHxd/fn+DgYEJDQ2VxgG3btsm1K4RfNaAUSkdHR+nq6mJiYgI/Pz9ZXlYkURfvV9tcFTldNRoNDQ0NfPjhhy7uAuHh4VRUVFBUVOTiEqF2gVyJeP6iqtm6detkAOjp06dpaWlx8e8NCwsjLy+PsrIytmzZwurVq2WWGrjrNqi2sRTrQhQyEeb25cuX89prr6HVaqmsrMRms1FbW8v4+Dg6nQ6bzUZbWxsZGRku8oGn5quyKAI45bIrV67Q2NhIX18fvb29dHZ2Mjw8TFdXF1euXJFpFGNiYigvL2f9+vVs2LCB5cuX36OZnms8KryK//f399PV1eWSAkYEVygPebVNWrhbzzcyMhKr1cqVK1fYtWsXR48eZXx8nLa2Nl599VWZXmhwcJChoSEGBwc5f/4877zzjsxpm5eXx9q1a118ItWG8DVyOBw0NDRw6dIll+TuACtWrOCHP/yhrASjnLiePgCVc0ikiBKBEABffvklR48eJTU1lVWrVhEfH09fX580n0dGRtLa2kplZSUTExMYDAbpFgLOILX4+HjS0tJYt24dO3fupKCgQLqLqHEOC0Taq4GBAUZHR+VBaTAYWLJkCUuWLFFl5ovZcHdvaW5u5tChQzLCF5ybalZWFk8//bSs+uMJd45HRZm2KjY2lh/+8IcyyreyspL6+nra29vp7e2dVavqjl6vJyMjg5ycHJYsWcKGDRsoKytzyd2sJmFe6YcsNEB9fX2YTCb6+/vp7OyUFi9Qp/AqhLDBwUEOHjzIz372M1kkApxjkpKSQnJystw7PJ2k/+si9gxRoCU0NJTMzEw++eQTamtrCQwMpKCggLy8PFasWMETTzwhlTdKwUetGleB0j0pODiYJUuWEBkZKVN8NTc3ExkZSVJSEikpKeTn55OXl+eiEBC/xxMoL0adnZ188skn/PSnP+XatWskJycTGBgoA9OVuZbj4+N5/vnn+da3vkVpaek97mXztZeqYjYIs5bosHB+LioqIiAgQN761bhwlTfBoqIifvCDHxAZGcm+ffs4ffo0t27doqamhldeeYXy8nKuXLnCBx98wI0bN+jt7ZW3baPRSHl5OZs2bXIpG6jGBSsm+fDwsExnAs5a6EuXLpV+PaKEqPiMGsZP2QZ/f3+ysrJ46aWXMBgMVFZW0tPTg91up729nffff5/x8XF5uzSZTDIIRtR8Tk5OlhkErFYrcXFxFBYWkpycTEZGhkt1H7WiHJvp6WlGR0eZnJyUm5PRaGTt2rWsXbsWg8Egg93Upj1W4u7ecuTIEX75y19y69Yt/P39sdlsREZGsnnzZpYtWyY/9zCZJtSCMj92fn4+QUFBrFixgs7OTlnBcHBwkIsXL9LT00Nqaiomk4nW1lbsdjvR0dGEhYURExNDamoqSUlJxMfHk5mZ6ZLGSG0uLkrhdWJigr6+PvkzEU+gVg2lWDsix/mpU6f4/PPP5eVYzM3x8XEXn0O1um08LMJsHhwczMqVK4mIiGD58uV0d3cTEBBAbGws4eHhxMXFyZzYcHf+qXmvcUd50YuNjeX5558nOztbprOLjo6W/uRRUVELGrQ7G2JuCffGqqoqvvjiC3bv3i3lExHPI9Bqtaxbt47y8nKWLFlCcXGxzCgASHfB+dw7PJptQJjARD5QYVIoLCykrKxMpuWx2Wyq8QlxRxlMERgYyBNPPEFSUhLR0dEcOXKEW7du8fHHH1NXV8emTZvo7u7m008/lbXjw8LCZOWibdu2UVxcLP171CLwuSP8YSIjI8nPz6euro7ly5fzp3/6p2zcuFG+b3JyUrp+qK0fYsGGh4ezfft2kpKSKCkpobOzE5PJRFdXF6dPn6a+vl4KqRERERiNRmJjY0lKSpIbUWlpKQkJCUxNTckABYHIUuCekFtNKOeZ3W5ndHSUqakpadqKjo6muLhYmpAnJyfv0RaoCTE/DQYDVquVs2fPsmvXLi5fvuzyvszMTJ544gnS09PlM1Cbn+v90Gg0UrARWv/k5GSSk5MBp1Cn1+sZGRlh//79NDc3U1RURFBQEHV1ddjtdnJzc0lPTycmJsblogmuqcXUhvsFVAS+6vV6EhISXLSu7u9XE01NTezdu5cLFy7I+SfOuuLiYqKjo12yYXgzyjPA39+fvLw8FzcdJcLvUqQc9DaU5nKNRkN6evpDV6jyBEqXoPHxcS5cuMAXX3zholgTVvCgoCDp3rF9+3aeeOIJuefAXTfHhVC6eUR4VUazTU9PU1NTw9GjR+nt7SU1NZV169a5aKzU6OfijrJ9ubm5vPbaa6xdu5ba2loOHz7MiRMnOH/+PMnJyRQVFQHOzba0tJTy8nLS09NJTEx0yQGq1j6LdiUlJfHHf/zHvPLKK4SHh5Obm3vP+9QqgCsFSb1eT2FhIYmJiVJom5iY4JVXXmF4eBidTkdQUJC8QAUEBBASEoJOp8Pf398loGI2lJc1NaLU6kxOTtLU1ERLSwsGg4GJiQkSExNdfLLUKoQLpqampEBz7do1/uEf/oFPP/0UuJs0XKPRUFhYyIoVK2Q1HG8SXgXKQhtKxHiFhYWxdetWxsbGCAsLQ6fTkZOTI7Vg7kKr8veqdc66V6/LysoiJSWFuLg4lwpwogCMGvrgHnjb2trKoUOHOHPmjCyZKgTVF198ke9+97supYm9SfP4IIRA96AxEQFDap1/D4syFZqaUT5jnU5HTEwMhYWFjI+P09XVRVhYGCtWrGD16tXk5uYSHh5OUFAQMTExLnm/ldaPhTgjPKp5Ff8fGBiQjtuRkZEkJia63LjUPvjgWsAAnNrjwsJC1qxZQ2lpKWlpaZw/f56CggKefvppgoODmZycJDs7W1bVEKh90Yq2mUwm8vPzyc/Pl6+Nj4/LBOnecGsWVXh0Ot09NdUf9rYsUmUJYV2Znskb5q4wzYEz9dlHH33E7t27AeetW5k8G9S/HpUb5/nz5zl8+DAOhwOj0cjMzAwGg4HNmzfz1FNPSX9n4bvsbSgFbjEPxc+V1gWlNUCZl1hUyhF7jjAfqnmMlW2LioqSmVlCQ0NdXEDUhHuqoLa2Ns6ePcvFixdxOByEhYURHx/P0qVL+c53vsO2bds83OL5QfTfvQKcsEypfe49Cu6FNJSCu4gdUYM7pPJ5BwQEsHLlSqKioigvL6exsRGDwUBFRQUbNmy4p2qoyA/u5+e34LECHs3zCnfLVaalpVFTU8P4+Pg9OQe9CffkyeHh4WzYsIFly5bJAJ+goCDphD+bWc7Tk/lxUHOGiNmYi83D3bzqbaY+pdA2Pj7uUlNd+EEqNXRq7ZfS9O9wOGhqauLGjRtS8Lbb7QQFBVFRUcEPfvADNm/e7PI5bz80lZq9h7V6KNPGie/Vzmz7a0VFhbSKCNSsRTeZTAQFBREQEIDVauXJJ5/kueeeo6ioyMXnc7EiShQr5503zL2vw2z5W5V5iT2NuxtOamoqiYmJrFq1yiXeYzZllNhvPdEPjwivSgFPq9WSnp5OTk6OjLYMDQ11Sa/kTSh9B4Xfjr+/PxEREff9jKjb7C2aOoG4dYkUJkaj0avaL3AfM6G1EmlPxE1ZbLDu37s7pathQ3oUlId8VFQU3/ve96ipqSEmJoaMjAyWLFniopX2hjEWwqhOp5Mlbo1GIzt27ODf/Jt/w8aNG6Um9n7lm70NdwFA6XsncviKuS3MmWo6RL8OGo0Go9Hook1WVs9TC+5jk5SUxHPPPSfT561cuZJVq1bJc09ZkGIxspiFVXe8ra/iYuF++ZuenmZqakruHcIP1lN985jmVfn/xMREli9fTn9/P2lpaRQWFrqYudTuYzcb7puOODBmSzGkZg3Bg/iq+unehvuYeYPbw1ygnH/x8fH88Ic/fOD71Sq8KoMn/f39SU5OZsmSJeTm5lJfX8+mTZt488032bx5M3q9Xgo5i0FwfRDu1iC1jt/joNTgqVHgcz/gIyIi2LJlC1u2bHH5+cNU9PPhYyFQZuwQyoD7+ch7Ao9pXgVCeH322WcpLS0lODiYvLy8RSU4KP17hDZI4OkazT58CJQVtmZD7b7YAmXS8NWrV/Of//N/ZmBggPT0dJYvX+7iI+rD+1GmWlRbWq9HRVixfGeCD08h4jbEPyG4qu3S+8jCq9lsno92qIbF3j9Y/H1c7P0DXx+/DhcuXODDDz+c09/5OPjG0PtZ7P0DXx8XA4uxf77rnQ8fPnz48OHDhw+vQaPWSiQ+fPjw4cOHDx8+fLjj07z68OHDhw8fPnz48Bp8wqsPHz58+PDhw4cPr8EnvPrw4cOHDx8+fPjwGjyWEM9sNmuA7wB/CBQAfkA98HPgf1gsFu+r1TgLZrM5Cfhr4AkgEugAPgH+ymKxDHiwaY+N2Wx+GdgAlADFQDDwa4vF8pon2zWXmM3mZuB+JW+6LBZL3AI2Z85Z7OvQbDa/ibMvD8JhsVjUlQfmETGbzf8vsALIAaKACeAWzr3mXywWS5/nWjc/mM3m14Ff3fn2DywWy//yZHsel8W+FpWYzeZ1wJ8Bq4EIoB+4AvyjxWL5woNNmxMWc//UciZ6MpvzL4HXgW7gfWAM2Ar8E7DebDa/YrFYvDqazGw2ZwKngBhgF1AHlAF/CjxhNpvXePmh8p9wCq2jQCuQ59nmzBtDwD/O8vPRBW7HfLDY12EV8Ff3eW0dsBnYs2CtmT/+HLgI7Mc5loFAOfCXwB+azeZyi8XS4rnmzS1mszkZ+GecazDIw82ZKxb7WgTAbDb/J+D/BnqBz3EqdKKAUmAj4O3C3aLu3x08fiZ6RHg1m83P41ykN4Eyi8XSe+fn/sBvgJeAN4BfeKJ9c4gFp+D6JxaL5Z/FD81m83/Dedj8DfADD7VtLvhznEJrI04N7GHPNmfeGLRYLH/p6UbMNd+EdWixWKpwCrD3YDabT9/5708Wqj3zSIjFYpl0/6HZbP4b4D8C/wewKJI93tFQ/hzoA34L/IVnW/T4fBPWIoDZbH4Fp2B3AHjRYrGMuL3u1aXFFnv/FHj8TPSUz+uLd77+vVikABaLxQb85zvf/vGCt2oOMZvNGcB2oBn4H24v/184b9Wvm83mwAVu2pxhsVgOWyyWhsWgDfiGsujX4f0wm82FODWTbcBuDzfnsZlNcL3Db+58zV6otiwAf4JTY/4dnPvoYmDRr0Wz2awF/l9gHPiWu2AHsr9eyWLvn9rwlNuA8Im4Mctr4mfLzGZzmMViGVyYJs05m+983WexWFzqUFoslhGz2XwSp3BbDhxc6Mb5eCQMZrP5NSAF52FZDRxbBD5o34R1eD++f+frvy6CcXwQz975Wu3RVswRZrM5H/hb4J8sFssxs9m8+as+4yV8E9biaiAd+BAYMJvNTwOFwCRw1mKxnH7Qh72Axd4/JR4/Ez0lvIqbZfosr2Uo/p8HnJn/5swLuXe+Xr/P6w04hdccfMKr2okD3nL72U2z2fwdi8Vy1BMNmiO+CevwHsxmswl4DXAAXh3k447ZbP4LnD6goTgDuNbiPFj+1pPtmgvMZrMO5zq8jdMVYjHxTViLK+987cLpn12kfNFsNh8DXrZYLD0L3bA5YrH3T4nHz0RPuQ18fufr/2Y2myPED+9sTsrgivAFbdXcEnrn69B9Xhc/D5v/pvh4DH4ObMG5WANxbkj/E0gD9pjN5mLPNe2x+Sasw9n4NzjX3Z7FFMR0h7/A6Zb0ZzgF1y+B7YvkwPwvOINe3rRYLBOebswc801YizF3vv4AMOEMRgvGqZ3cC6wHPvBM0+aExd4/gSrORE9pXt/Dqfl4ErhmNps/xeknshXIxKmVzAYWszlPc+erz19UxVgsFvdI9RrgB2azeRT49zijuV9Y6HbNEd/UdfiHd77+T4+2Yh4QaWrMZnMsTjPm3wKXzGbzMxaL5aJHG/cYmM3mMpza1r9fZOZXwTdhLYp0dBqcGsjLd76/ajabX8BppdxgNpsrvHSMF3v/APWciR7RvN7xAd2JU0vQiTPK8rs4I9fX4owiBWfKEG9FaFZD7/N6iNv7fHgXP77zdb1HW/EYfEPWoQtms3kJTqGulcWRsmZWLBZLl8Vi+Rina1Ikd/Oheh0Kd4Hr3A1eWlR8Q9aiyGt+QyHYAXBHk773zrdlC9qquWOx9++rWNAz0WN5Xi0Wix34+zv/JHf80UpwJtm+uvAtmzPq73zNuc/rIvr3fj6xPtSNOES8NlsEfCPWoTvflEAtACwWyy2z2XwNKDGbzVHKSHYvIoi7++ik2Txrxq+fms3mn+IM5PqzhWrYXPINWIviTBy8z+tC+DPNf1PmhcXev69iQc9ENZaHfR0wAr/x8rQSIufp9jspNCRmszkYWINzM/JW5/tvOhV3vs4WHbwYWCzrUGI2m404++UA/tXDzVlIEu589VZhfQrneM3279Kd95y4873XmmMfwGJZi8cAO5BtNpv1s7xeeOdr84K1aG5Z7P37Khb0TPRkedgQi8Uy7PazlTh9tEZxllT1WiwWS5PZbN6H02z373BWgxH8Fc7byf+0WCyLJU/hosNsNhcAHRaLpd/t56nAv9z59u0Fb9gcstjXoRuv4Ax4+XwxBWqZzeY8nEnDO91+rsWZMD0GOOWt5ajvmFx/f7bXzGbzX+IM4vrlIigPu6jXosVi6TWbze8D38YZfPefxGtms3kbsAOnG92Xnmnh47HY+wfqOhM9WR52v9lsnsDp7DuCs5bzUzhv2S9aLJbFoNEy4ywP+9/NZvMWoBZYBWzC6S7wf3qwbY/Nnaowz9/5VuQprDCbzb+48/9ei8XizdVvXgF+aDabD+OsfDOCM3jiaZyakC+Av/Nc8+aEb8I6FIhArcVQUUvJE8D/dycVTxNO/8hYnFXvMnD6UP6B55rn4yH5JqzF/w3nGfh/ms3m9cBZIBVngM808AdenMcWFn//VHMmetJt4EOcaSRewzngRThzLhZYLJa9D/qgt2CxWJpw5lr8Bc4J/e9xDvR/ByosFkvf/T/tFZTgLFn4Bs5bJTgPS/Gzlz3TrDnjMPAxztyL38I5TzfgNFG+ATxjsVisnmvenLDo1yHI5PZrWZyBWgdwCuSROCs1/e84y4n247TyFFgslmuea56Ph2TRr0WLxdKN8yz8ByCZu9XSdgPrLBaLV6eSWuz9Q0VnomZmxpepyYcPHz58+PDhw4d3oMaALR8+fPjw4cOHDx8+ZsUnvPrw4cOHDx8+fPjwGnzCqw8fPnz48OHDhw+vwSe8+vDhw4cPHz58+PAafMKrDx8+fPjw4cOHD6/BJ7z68OHDhw8fPnz48BoeukiB2Wz2+pxaFotFc7/XFnv/YPH3cTH0DxZ/H33zdHH3DxZ/HxdD/2Dx99E3Txdv/3yaVx8+fPjw4cOHDx9ewyOXh7VYLPPRjnnFbDY/9HsXe/9g8ffRG/sHi7+PvnnqymLvHyz+Pnpj/2Dx99E3T11ZjP17ZOHVx+Nht9ux2+34+fmh0+nQaDS4VznTaB5o6fDhw8dD4nA4mJqawmaz4efnh9FoxM/Pz9PN8uHDhw+vxuFwMD09jcPhwOFwMDMzI/8BUraZmZlBq9ViMBjQ6eZO5PSY8OpwOADQar9Zngs6ne6eAXQXVpWD78OzzMzM4HA40Gg08t9iQGw2X8VsffamZ6DVajGZTJhMJvmzmZkZr+qDDyfKw1Gj0Xjt2eF+yM+Gct15+1x1F2i8vT/fZMS5odVq5b+v+/nHnQceEV5nZmaw2WwA+Pv7e+0mNF/4hFf14HA4sFqtaLVa/P39F8WYiD7Z7XZ5mCgPUuX3SgsBeNdl0+FwzNpe3/ryTsS8BacSwJvmojs2mw273Q4w6/rz8/OT/7yd6elppqen5YXj6wg9PtSBzWbD4XDg7+//tbSoYt7r9Xr8/f0fqy0LLryKA8VgMCz0n14w3DU74nuHw0FHRwe9vb2EhYURHx+PVqvFZrPJDUz5bJQTxbfYFxahLfDz83PR2n0V09PTUihU6wGr1WoxGo1f+/NK7ZcaBUCxx2i1WkZHR6mvr6e9vZ2goCDy8/OJi4tzeZ83IUx0SjPd/XAXFtQ4Vg+DmGuzrUVv0qILYVWn02EwGBb1GQh3x2Y2a+Nc/g1hGVuItSwUb9PT0/Jy8ahry13zPjMzw/T0tMtadlcaeJLp6WlsNht6vd5lzo6OjjIwMMDo6Kh0hxQuWjMzM+h0OnnhNJlMZGRkEBsbK3+H6PPXnRsLLryqYTDmm9nMrHa7nebmZj766CMqKytZtmwZ27ZtQ6fTMTIygk6nw2azYTAYyMjIIC4uDj8/P6/anBcbX+e5i01UrYLdXKB2c+bU1JQUcpqbm/l//p//h9/+9rekpaXx93//97z44ov3vM9bUB7Ss/mXKbV4SuFVrWP1MHhz25Us5j1hNkRf5/OS6An3Efd19ahj6r5/uguyyjNEDczWnq6uLi5dusT58+dpbGxkYGCAkZERenp6GBgYYHp6mqCgIKanpxkYGCAlJQWz2cx3v/tdqXH1GrcBu90ubxJtbW1UVlZiNBopLS0lLi7uno4IU4NWq8XPz081A3k/ZrsBTk5OYjAY0Gg0dHZ28vbbb/PLX/6Szs5Obt68ybVr19BqtdIsLQ7T5cuX88wzz5Cbm4ter5e/X+3PYDEgbsHiNlhdXc358+eJiIhg2bJlJCYmSlOeckyUm44atXnKA6Szs5OjR4/S0NCAv78/er1e3oLFhclqtaLT6UhNTSU1NRWTyYS/vz9hYWFERUXJDUiN81L40wNMTExw/fp1wCnINjY2qlprPBtiTioPTDXOsblG7KlivTU0NFBZWcnExAQ5OTmUlpYSEhICIDVhasRms+Hv7y/b19HRwcmTJ2loaECj0WAymaRZ3d/fH5PJRFRUFKmpqcTFxREUFCTNtGrtoxJx1gOMj49z6NAhbt++TUJCAmlpaURFRREVFfVY1h9hfXCXDeZzPxL9ms3cPTk5KcdwtrYozwchEwgetJ49ub86HA5p4hdyyJdffklNTQ39/f00Nzdz7do1mpubGRoaeuDvGhwc5Ne//jWtra2EhIRQVlbGhg0bgK+vgV0w4XVycpKgoCDAuQn94z/+I9HR0fzwhz8kPj7+nkHyNn8fYdZSouxTW1sb7777Ls3NzYDzGVRVVc36u6qqqpiamuL1118nOTlZmirEBFIjDxv8o3ZEdLpYSIcPH+Zv/uZvyM3N5S/+4i+Ijo6W2jqlkCv6Zrfb5SamJrcBu90ufXYbGxv527/9Wzn/dDqdNGm6U1hYSHl5OWFhYeh0OhITE1mzZg2lpaWAOv1Hlc/cz8+P6OhoAEwmE9euXePgwYOsWbNGjqPa3QfEXILZ3QZmy1giPicu/2ru3/0QlygxTufPn+ev//qvaW9v5/nnn+f73/8+FRUV82aSniuU7Wtra2PPnj386Ec/4uLFi7O+39/fn/z8fNatW0d5eTlFRUWkp6d7jZuBuEhoNBomJyc5evQou3btIiYmhnXr1rFu3TpWrVolhddHWX9KIXBkZITx8XECAwMJCgqad22lTqeTc1IIzmKPf1RBXHnBFlH7anMb0Gq1TE9Py+9PnDjBf/2v/5XDhw/f8z5xOZtN0SjOlosXL3L8+HEAfv/3f5+VK1cSEBAg9zPVCq/KgWltbaWxsRF/f3+5IJUTWE0H4VchJp64jU1MTDA+Po5er3fph9VqZWBgQH6vnBTu3Lhxg1/96ldcuHCBjRs3sn79enJycuavE18ToRESfp7ufVKaN4Wfl9oPUXez7K1bt+jp6UGj0dDR0YHNZrvH1Cw2a5vNxueff87+/fuJi4tj+/btlJaWzjrHPYnNZqOnp0d+fz/BFaCmpobe3l6CgoKYmJggODiYW7du4efnx5IlS1QvOIiLhMlkQqfT8emnn2K1WsnIyCAjIwNwrs3H0QLNJ8o5MzIyQm1tLfX19TQ1NXH79m0mJyfR6/XygqvVauWeFB0dTUFBAUVFRWRkZBAVFaXqC7A77j69Y2NjtLa2MjExwalTp8jJySE8PJyCggKpOFDLGoO7GleNRoPVamXPnj3s3buXCxcuUFNT88DPVVdX097ezu3btxkfHyc2NlZqmUWqRbWek8p2+fv7ExkZydTUFGfPnsXPz4/MzEyXPedhFB9wN1JdjHVnZyfnzp3D4XBQUFDA0qVLHzsIaDYmJyfl/tDS0sI///M/U1dXR0lJCatXr6a4uJiEhISH/n09PT00NDRI61ZTUxMXLlxgcHAQm82GTqdjzZo17Ny5k4SEBJd0UwuBcg1NT09z5swZjh07xp49ezh58uQ97xdWkCVLlpCUlITJZHKxmHR1dVFZWcnBgwcZGxsDnBbNAwcOsGXLFgIDA79WO+f95BEPIjg4GHCaTM6cOUNPTw+rVq0iKioKwCX3KTg36rGxMQwGgzSbqAnlhBJBVzdu3ODKlSu0trYSFBREdna2vGEGBgaSk5MjBSGDweBy+9JqtS6BCfX19dTX19Pd3c3SpUtd3r9Qjulw70VC3JJEO4UzvrdoBR6EGE+j0YjdbufixYt0dHTg7+9PbGysvHkLxJiJHKJ+fn5UVlbyox/9iJiYGMLDw8nLy3NxUPfUwao0k4eFhbFy5Ura2toACAoKknNPaABEkODExASdnZ0uv2tkZAQ/Pz9ee+01CgsLAVdToadRPmOj0UhsbCzR0dHcvn0bgHPnzjE+Pi7f8yDh3VMoNUx2u53W1lbOnTvHyZMnqa6upra29p5xmY2SkhIKCwtZt24dTz/9NImJiYC6xut+KDXOAGlpaaxbt44jR47Q09PDuXPnKC4uZsmSJTIgVk3Cq3KvqKur4+233+ajjz6Sl3mTyYTBYJABu0FBQURFRcmLcm9vL/v27UOr1ZKcnMzWrVu9IuOJUrA2GAysWrWKs2fP8sknn9DV1SX7+6goLzNTU1NcunSJd955h56eHl588UWys7Px9/d/aGH4YVGe01arlatXr7Jnzx727dvHli1beOKJJ1i9ejVRUVEuedzFZ8VZ6XA46O/v59q1a1y5coXx8XE0Gg2XL1/m9OnTLn+zra2N/Px8YmNjpSvXQqB0v5mamqKhoYGPPvqIn/70pwwNDWE0GomJiUGj0RAVFUVubi6FhYWsXLmSkpISYmNj7/mdY2NjxMXF0d7eLvesqakpzp8/T0ZGhjxDxPn4sHNj3ncv4TMBzsbt27ePzz//HLvdTnh4OAEBAcDdW5XYrC5cuMD58+dJSEigoqKC1NRUuSmpZYNSCiONjY28//777N27l/r6esLCwti+fTsGg4Hy8nIiIiJYuXIlzc3NdHd3Mzk5CdzV3Or1epeJLtDpdBiNxntU+PPN/UyRwKztXAwINwDho3zgwAHOnz+PVqslPj6esLAwlz67LzKtVivnb3d3t9yoBcpNcKFRtjsqKorNmzfT2dnJ2bNnGR0dlcn7RYYLuDcdkZgTbW1tvPPOO+Tl5blsPGoRhpTtiI2N5amnnsJgMLBnzx66urrQ6XRMTEzI96hhL3FHuHkA9PX18cEHH/Db3/6WmzdvMj4+7tL+B1FXV8fly5dpbGwkKSlJCq+enIsPi7vwmpmZyYYNG2hsbOTGjRsMDw/f42eoJsT4DQ8Pc+nSJWpqauSeGhAQQHh4ODExMUxMTKDRaCgvL2fbtm0A7N+/nw8++IDBwUEOHTpEQkICoaGhlJaWSsuPGv3NwXVf9PPzIywsTLodKXNmPypCsLHb7dTW1nLq1Cn27NkDQEpKClNTU8DDa3IfFqViJiEhgT/+4z9Gr9eza9cu9uzZQ0NDAx9++KGLa49oh1LBJVzSxsbGGB4eZmpqCofDwfDw8D1/c2BggFu3blFYWEhkZKSLcmu+UArd4+PjXLhwgS+++ILPP/+coaEhdDodS5cuJS0tjaSkJFavXi39zk0m0301qIGBgaxcuZJjx45x6tQppqam5Lp9HBli3k8b5UM/f/48n3zyCUNDQ+zYsYNnn31WTgzxPkF/fz8XL17k2rVrBAQEEBcXh8lkkk78njxwlNopgKamJj766CM+/PBDrl69Cjgn34kTJyguLiY3N5fY2FhWrlzJxYsXpcYLnJqh6elpufDA9TAdHBzk+PHjxMXFkZqaKv/+fPn3iIoZ4obvcDjkTVloF8VlZHJykv7+frq6urh16xZ9fX3A3c0rICCAmZkZJicniY2Nvce8oraNV5hsAHp7ezlz5gyNjY0A0q9KudjExiTmQVtbm/SX1Wg0jI2NqUarp3zW4eHh0udz6dKlHDt2jLq6OsB54AYHBzM8PCwvWIKQkBBmZmYYHh6mpaWF+vp6+vv7iYiIUJVlRDlGERERbNy4kdDQUOx2O7t27cJqtXLp0iVycnIIDQ2VJkE1CQNK4XVkZISTJ09y5swZl/cYjUaSk5OJjY2Vh93U1JTsj5+fH0NDQ8zMzHDp0iUOHDhARkYGOTk5XhMIqmxbYGAg4eHhco2GhIQQHBw8q++5mhDaLGF9DAwMZNWqVaxYsYKkpCTGx8fRarWUlJRQXl7OyMgI7e3tHDx4kMHBQUZGRmhubqalpYX8/HwXX201KhCUSp3p6Wnq6uq4du2ai8vVo16elPN0aGiIuro66uvr5esi/+98IJ6xzWYjICCAJ598kuDgYAICAjhw4ACNjY3ynPi6BAUFERAQwMjIiAz0Hh8fd9mD5zu+QKwhu93OhQsXeOedd/j444/p6uoCYM2aNezYsYOcnBySkpIoKiqSyke4m1JLnIuTk5PS6h4TE0N2djZxcXHcunWL6elpQkJCXD7/qP2aN+FVPGjxQLq6ujhz5gxNTU1UVFTwl3/5l5SVlUm/SRHxLIiJiSEsLExO/E2bNn3tiT8fiH7V1NTw4Ycf8tFHH7ksJnDmQWtubqavr4+srCyKiopYtWoVfX19NDY2MjU1dY9wI5zchQBUVVXF5OQkKSkpUngVwVvzMYlFcMfIyAgOh4PAwEAXs7egs7OTixcvcvnyZaqqqjh79izNzc1SmJuZmcFkMsnfU1ZWxg9/+EOeeOIJeQlRG+JAHxoaorq6mhs3bgBOgS4uLo7IyEgXTZAykf/4+DjXrl2jqakJu92OyWRSVUS7uxCwdOlSiouLWbt2LX5+flJ4jYuLY9myZVJbNDg4KD83MTEh++zv709zczNVVVWsXr36awVfLAQ6nY6kpCSCgoIYGhri6tWrXL58mY8//piUlBS2b98utSJKfzpP4669CggIkO0UazImJoa1a9dSXFzM9evXOXToEFNTUwQGBtLb2+sydjMzM5w/f56lS5eSkpIiDw01acxnQym02O12FyFlcnKSqakpl/mmpn1FPNvw8HCWLl3K2rVrmZqaIiIigt/5nd/hhRdeIDw8nImJCel+pdFoGB0dxd/f/x63MvegHrWitGCNjY1x5swZKisrgbsKjUe1Iirn6dDQEI2NjXR0dADONZ6ZmTlnKZjuh3KdFBUV8Qd/8AekpKSwf/9+rl696qKAelREtgJhURGKlAdZ+uYK5Z5ttVq5cOECH3zwgXTz0Gg0FBQUsG7dOp599llyc3Nn3TPcg+yVmXcMBgMpKSlkZGRIX/2JiYnHkuXmXXgVD7ynp4ehoSGys7NZt24dy5Ytk6+LG6Sy43FxccTExFBZWUlra6uc7ELz6gmEWl20s7q6mvfee4+PP/5YHv5KLc7ExAQtLS10dHSQmZlJSkoK3/72tykrK2Pfvn18/PHH9Pb2ApCfn49Wq+X27dvSp1A8w+vXr1NdXc2OHTsIDQ2dF62riKA0Go1oNBrOnj1LV1cXzzzzjAwUsNlsNDQ0cP78eSorK6mqqqKuro7e3l78/f0JCQnBYDBgMpmw2WxycwFnEFptbS2lpaWkpaW5uCV4WsAT/n9+fn6Mjo7ywQcf8O6770p/V6ERyc/Pl4eKu4A2OTlJW1sb7e3tAPKyoQyQUYNQJ/oqNp/GxkbZZoCMjAy+/e1vExcXR2VlJSdPnqS+vp6bN29KLYDQwldVVXHgwAHS0tJk8JMn/XofhMlkkuZLh8PBoUOHWLNmDVu3bpVCoZo0Wcp2hISEsHr1ajo7O+nu7iY7O5tly5aRnp5OZmYmcXFxFBQUsGzZMkwmE319fXzxxRcyrZQQyoUVRZlTUs3CkPvlLyAggISEBOLj47l+/TqnT59m69atPPPMMwCqE+6U6yA7O5vXX3+dtWvXotfrKS0tJTw8HMAlAHR0dJSpqal75qHdbleF0uZhUPq8trW1cfPmTfna1w3aVQqvvb29UrkQEhIig5rF2Ttf54k4sxwOB8HBwZSXlxMfH8/y5ctpampieHhYniNDQ0MyKFa4fExNTTE5OUlgYCCBgYE0NTVx6NAhGhoapMVTEBQURGBg4D0WrfnomxiPvr4+aR3//PPP6e/vp6Kigq1bt5Kfn09OTg5ZWVmyTcK/V7jLuY+re7YEZWzMxMQEIyMjLgL/o1qB5lV4VR7yzc3NdHZ2kpiYSGZmpjSv3k/bERQUREhICBMTE/T397vcuD25QYmHe+PGDT744APef/99qaHT6XRMTU3J9g0MDHDjxg0aGxvJy8sjKiqK4uJiiouLSUtLY3x8nD179pCSksKzzz5LYGAgx48f5+TJkwwODsq/pdfruX79OpWVlaxZs0b6lsyllsvPz09Oyt7eXs6fP8/Q0BArV64kJCSE69evc/bsWS5evMjhw4epr6/HZrMRFBRESUkJFRUVZGVlodfrCQsLY3Jykt27d7N79255izx79iyFhYWkpaUBzInfy1ygbEdLSwu7d+/m0KFDAGRlZbFhwwYqKipkqrfZBLSxsTFu3bpFe3s7Go2GxMREEhISXIRXTwvp4Gq1OHHiBD/96U/Zt28fOp2O7Oxstm7dyo4dOwgJCWHVqlWUl5ezb98+PvjgA3lBCwgIYGxsjLq6Os6fP89LL7006+/3JO45Quvr6zl16pS8LFqtVlpbW+/xT1MLyjURHBzMxo0b0el0tLe3U1hYyObNm2WwK0B6ejrgvGDu2bMHg8Eg/ZgdDgd6vZ5ly5axbNkyeYCoYe09DKJiXVhYGMXFxTIoRMzB8fFxqdFT0xgqs5aYTCZKS0tlijm4a8kSAoC/vz9BQUGMjY25aKWMRiOJiYnEx8e7+F+q8ZIId10ArVYr7e3tjI6OytdEBaZH2SfcFVZTU1O0trYyNjZGWFgYFRUVVFRUYDQa590NRrlmTCYTeXl5ZGdnS3O/8NPu6+uTaTFzcnKIjo6WAltYWBhBQUHs2bOHCxcuyHPcz8+PwMBACgoK2LhxI8nJyS7C61z3S+l/PDMzQ3NzM5999hm/+MUvmJycJC8vj+9+97u88sorhIaGAq775FdVTlPmphbzQTyjsLAwYmNjXfxkVeM2oGRkZITKykoOHz5MSUmJ1O65I34mfC79/PyYmJiQVRtEWceFFgLE5BIDJRy0d+3a5SK4KoPOhJajqamJGzduMDQ0RGRkpGx7UVER3//+9ykvL5c+UDExMRQUFEjNkDCJTU9P09DQwOXLlyksLJQDPhdarpmZGRf/urq6Oj799FNu3rxJfHw8lZWV7N27l1OnTlFVVUV/fz8Oh4PU1FTy8/NZv3495eXlJCcnS5eDiIgIJiYmMBgMjI6OUlVVRWdnJ3v37iU3N5eKigqZe1MNAp1er8dms9HZ2UllZaXcdAB54RDthbvmI2Vk5tDQELW1tbS0tMj0MMHBwQti9nkYxKau1+uxWq1cu3aNzz//nDNnzkif5FdeeYVXX31Vatr1ej1r164lNDSU5uZmmpubpUuLoLu72yUoTS3Cg5jX4vnX1tayd+9ebt26Jd+jXD9qabdAua71ej3Z2dnyAAwNDZVaO3e++OIL/uVf/oXq6mrZf5vNRmZmJtu3b2f58uWAU3jX6/WqFYCUKC1eoqS2YGhoiGvXrrFixYp7TO1qR2j8rVari/KgpaWFy5cvMzg4iMFgYMuWLezcuZNVq1YRGBj4WEFPC4G4MPX19dHa2urivvJ1tOPufVVaP3U6HWlpacTHxwO4+HzPJ0ohWQSlKYmMjJTBkeK8DgwMlBfOoaEh2tvb6e/vB+7KPMXFxXz/+99n06ZNBAcHz2tqO3dB32q10tXVJS1sa9eupby8XAqu4jOCr5p/ynGzWq0MDw9L+SEnJ4f169eTnJz8tV225k14VTa8paWFS5cucePGDSoqKkhOTpY+V0rJX3yv1WoZGxujvb2d9vZ2DAYDt2/fJj8/3yPaAqVQ3dDQwG9+8xvef/99rl27BtwVZpRR2mJT6uvrY3R0VPZTRBiaTCbWrVvHypUrsVqtUmDYtm0bAwMD2O12Tp8+zejoqEyxcfv2bQYHB2XQ01wcuO7aiiNHjvDee++h0WiIj4/n888/p7OzE61WS2BgICUlJSxZsoS8vDzy8vJYtWrVrGmygoODWb9+PYODgwwODtLb28vk5CSXL1/m8uXLLkniPYXNZpNO+Hq9ntraWj755BMZUBcbG8vq1aspKSkhMDDwnkA5pd+Ww+GQeXz9/PxITk4mJSVFNZoSZYW7/v5+PvvsM3bt2kV/fz8ajYYlS5awceNGsrOzAaebj3ADKSwsZNOmTdTX13Px4kWXIIKRkRFaW1vlRqhW/8nZtAQixZ14LmoTYJUYDAaXNDTiQj0xMSEjly9dusQ//MM/cPToUZfPhoWFUVZWRkFBgfzZQmYueVyUh6TJZCI5OVl+f+PGDT799FOMRiOFhYX4+fnNa0Dr10HMLZETW/xMKESUaSTPnTvHoUOHOH36NMPDwyQlJbF06VKKioqk5UetQXbKYF+tVsutW7c4ffq0i/tYZmYmBQUFLpevhznPlZfMlpYWKRDn5+eTlJQk37dQa1h5BohzX/xMCGJCaJ2ZmZGWZp1Oh9VqpampidraWulaYDAYCAwMJDs7m82bN8szXqkYmI8+KOdRVFQUK1asoLe3l9jYWJlaT1w4lEHqD4NSmTc5OUlnZ6dU9kVFRVFUVAQ4zybVCK9CI6XVahkaGuL8+fO0traSkpLCxo0bycvLA5y3JGUCd2WqrMbGRqqqqqSGQPgCGQwGjwmvw8PDMrmuyCog8vQpb/zKhP2ZmZmkpqYSEhIiBW/lIWo0Gl1uigaDgZdeeomZmRkaGhqkycVms0lhPi8vT5oZHhetVis1j1euXOHChQvy74pNNyoqimeeeYZt27ZRVFQkSxber1SeGP/U1FSeeOIJWQMZnJq6qqoqcnJySElJcXm/pxFjOzY2Rk5ODs899xwvv/wy+fn5UptwP5T+PBqNhuzsbJYsWQLcTXLtac2roLOzk+PHj0s3gOLiYtatW+dyCChzK2s0GlavXk1dXR0NDQ0uxTbGxsaoqqqioKCAvLw8l4ucJ4V190tuWloaFRUVDA0NydQ03lp5SrleRkdHOXjwIMeOHePy5ctyXxJaPYCysjKeeuopF+uBN+VlVo6TRqOhqKiI9evXc+HCBS5fvozBYGDlypUuOYfVlg9Vma1FmMGVa7K7u5v/9b/+F//6r/9KV1eXdJMLDQ0lOTnZ5aKvhr1yNtwVIRcuXODAgQN0dnZiMBjIz89ny5YtrF+/Xlb1+ypllNJiNDMzQ11dHSdOnKCxsZGwsDBWr17tcplZ6Gdzv3LgyrknLvXKjBgDAwP09fXJgG33iluz/X+ucU+DGB8fz86dO1m5ciWhoaFkZ2cTEhLytTX9wvfZbrdTV1fHhQsXpDwzF3LcvAivSnNdVVUVu3btYmhoiI0bN1JWVibf535LEt8PDQ1x4sQJLl++TExMDJs3byYzM9Pj1WH0ej06nc4lwbm/v790OhY3aavVKlOfvPjii2zcuFFqVpWCq/viHRkZkSk4hLZPMDg4yPXr16mrq6OoqEgmL34clInKBwYGOHv2LFeuXGFycpLo6GiysrJITU2luLiYjRs3ulSLEthsNhlgIMyQ4+PjGAwG9Ho9sbGxhIWFYTQamZycZHx8nI6ODhc/KE8EyojqN/7+/gwODvLuu+/yySefyAogQUFBrF+/nhUrVshF7r5JKQX33t5eRkZG5PeRkZHy/+Jm6cnDVBzm4+PjXL9+3UUbsmzZMjZt2kRcXJxspzgsRdoW4e7xxRdfMDAwIC82ExMTNDQ0cOvWLXJzc2UAphq0mMrxCgkJIT4+3sUEptfr5XxWm7/kbAgtj3K9XL58mY8++ohDhw7JpOfKgibFxcX87u/+Ljt27JACgND6eXpOPizKNs7MzBAUFERkZCR6vZ6xsTG6u7vluhXvUSOiH+L5g/Pyd/78efbu3cu7777r4tYCTp/75cuXEx8fL7MtCKWBmsZOqXiyWq2cPn2ao0ePShestLQ0nn32WSm4wr2av9lQurQNDw9z4sQJTpw4ITPwxMbGuih/FvqZPOjvKYU+YeXx8/OjqamJw4cPc+HCBXlJsdlsMj2hyDiw0MHpQUFB5Ofnk5eX59Kvr3PBV8oWly5d4uc//zkHDhwAIDk5mby8PNm3r1IM3Y95tfFNT09z6tQp9u/fT1JSEps3b5a+KcB9I+n6+/upqamhq6tLRrsVFBS4RPt5osrUyMgI/f39LiY3kQNV5DYT7/X392fdunW8+eabJCUlzVr9xd2MKQQGq9VKdXW1y4Y8MTHB7du3aWtrY2RkhOjo6Dl9BkJtHxcXR0VFBStWrOCpp56ipKSEiIgIF7ONOPQ0Go0UAJUIwRXuVi9SVu3wtF/azMyMFF4B9u3bx1//9V9LDUFcXBzr16+nsLBQHvLKTVQg+iF8hUTUvnvmDE/iXpXt2rVrnDp1SmpP8/PzWbZsGcXFxQQHB0vBU6npEnM6KyuLZcuW0dXVJc1dDoeDsbExxsbGXIQGTwsQwkwr+nHr1i0qKytdcixPTEwwMTGhurRm90PMK7H/jIyMcOXKFQ4dOsTg4CBarZaAgAB5MUxMTKS0tJTY2FjGxsZc9htv6K9AKWRrNBpsNhvj4+PyOYSEhHhcsfGwCIEGnNHdZ86c4e233+bzzz9nbGxMlkwfHR1Fr9dLv3mxPyvzYqoJkb4RnBYsUd5cEBYWxubNm8nJyZFr82FcjJRnxcjICNXV1S4xCX19fbPmQlUD4uwQ575Wq+X69esy0FvkhhWBZgkJCaSlpUn3EE8FVD7uvqBUXgwNDbF3717efvttJicnycnJ4Xd/93fZuHGjPE+/bqnjORVelSp+cKZ4OnfuHCMjIzJPWGhoqDwwlAOj3JRDQkKk1lGv12M0Guc9h9v9+mOz2aR25tSpU/zkJz/h2rVr+Pv7uxQXEO0SPipxcXHk5uZKU6xy03JH5HsNDAxkaGiIjz/+mJ///Od0dHTIBaAUGOfqGSiff2hoKBs3bpSbS3x8PBkZGS4Cm3geQri5n+uCe/tEiqKxsTGPC65iIxGH/MmTJ/noo49k2bqQkBC+973v8Xu/93sueXWFtktcQgC5adrtdlk5Be4VDDwtKIiNZHBwkHPnznHw4EHa2tpIT0/n2WefZc2aNTLgwL2dygMmLi6ODRs2cPv2bY4cOQLc3XjUdGjAvYGIjY2NHD582CV4pLGxkVOnTrFu3TqplfQGlEnvIyIiZLvdA0u1Wi03b97kF7/4BYcPH2bFihXk5OQQHBxMdHS0tAapHeX60WicZSljYmLuec9s/1cLYoy0Wi2Dg4N8+eWX7N69m4aGBpqamuTeERgYiEajwWg0otPpqKqq4sc//jFbt25lw4YNMmgZcLmAexpx5o+OjnLmzBmOHz/uYt0RGRPgboqlR/WPn5ycZGRkRJ6xk5OTDA8Pz2uBgsfF4XAwPj4u/ZorKyv51a9+JQVXnU5HfHy8TMe4bt06l+CvhY4hEIKnkDceVXgW56Pdbqe3t5cTJ05w6NAhJicnCQ0N5emnn+bFF1+kqKgIjUbj4mL6qMzpk1H6GnV0dPDZZ59x6dIlkpKS2LFjh0yRBEjzh2j85OQkDoeDoKAggoKCiI+PJy4uDj8/P0ZGRqRJfSFz+bkLrzU1NZw9exZwqtjtdrtL7kuhZUxOTmbHjh0sXbpU/i6lqUhpohQCoPgboaGh1NbWcuzYMcAp+A0PD7scUHMVbKF0MDcajWRnZ8uAHYHVapUmIWV1rYfFZDKRlpZGcnIyHR0dUlPtKV9DZbni5uZmfvnLX3L06FHp1mCz2TAajTgcDrq6ujAajS6mZvcocHCas0SQHeCSSxNctdULjWjv5OQkNTU1VFZWUlNTAzhzTwrtunIjme3zgAwoUFpP7ufz5WncLwxBQUEkJiZis9mYnp5mcnKSGzducOzYMZKSkqTLg9qCfb6KsrIyXn/9dfbu3UtPT49LVTeRY9putxMWFkZtbS2ZmZmEhISwdu1aNm/ejE6nk+ZMNY4j4DIeWq2W/Px8KioqOHfuHMPDw3R3d9Pb26tqNwhlTMfo6Cj79u3j7bffBpz7iMlkYmJiwuVyBc4zp66uTpYVX7VqFZmZmbKqnadzZSvXy+DgICdOnODkyZN0dHTItEjJyclUVFRIoexRBG7lnOzv72dgYEAK+vHx8aSnp0tNpfv7PY2QVYTg2tDQwKeffioFV39/f2w2G1FRUTz//PNs375dXk6U7j0Lydf9eyLdpFLDfPLkSQ4ePMjVq1cJDAxk+/btPPnkk9KK/rjMi/AKzo3z448/prm5ma1bt8rIMnCtFiL8uJSRmFqtloSEBLKysmRScbEhL3QiauVDdtdCKtshtHHR0dHs2LGDN998kxUrVsj3znaDUQqwSgICAqQwpVTBW63WR86R9zA8aCIJk9WjTDZ314jU1FTS0tK4dOkSU1NTHjOHgKtZqa+vj9raWlnvXq/XMzw8zM9+9jOOHz9OVlYW27Zto7y8XObwDQoKuicVS11dHVevXpUaAOV89SRK7UZnZ6f0IwenJqSgoEBm8BBtftC4iPRvyvmnVm2l0gIEzrQvf/EXf8HBgwc5efIkN2/eZHBwkIaGBnp6esjNzQU8H2j2MCj7lZ+fz3/5L/+FDRs2sGvXLk6cOOFiVhXzcGhoiLNnz3L06FE0Gg1dXV1SaFc7Yu8Rwbvx8fFSi1xXV0dXVxe3b9+mt7dXulOpVYiFu0oRgXt1SXfsdjtnzpzh+vXrJCQk8NRTT/E7v/M7UtHgySppSv/r9vZ2vvzyS86ePSstkiEhIbz++uu88cYbLnEADyvAirVot9vp7Ozk9u3b8jVRIVCZ71hN2U5EQQJw5pn+b//tv0m/z+DgYBkjERUVRX5+votWXc3zdzaU++bY2BgHDhzgvffeo7GxkaGhITIzM9m4cSMrVqxwkSkeRw6Yc7cBwdTUlKyJ29HRwZUrV4iIiCA0NJSAgACX2xK4Rr/6+/uzdu1arl27xs2bN+no6JCpNRbavOeepkWgNB8Ls2lSUhLPPvssr732GqtWrZKDKbSNQrh3rzwhSq3a7XZGR0epr6+XwqvYsKempsjKyiI3N5eYmJg5D7gQZlZx2ImggK8zuZRt8vPzIzw8nPDwcLRaLVarVVbzUv5tTzAxMUFfXx+A1E6Jutl1dXWkpaXR19fH5cuX0Wq1TE1NER4eTkpKCklJSfj7+3Pz5k0OHz7skkIqLi7OZa54ym1Aeai1tLRw8uRJrl69itFopKKigmXLlkltyP00qMo5JlK+uJvp1CjAimcuNENpaWm8/PLL6PV6enp66OnpYXBwkMbGRpfsCeKyqPbDQ1w29Ho90dHRPP/884SFhZGbm0tTUxO9vb309vbS19cnqxt2d3fLzx85coSCggJiY2OlUKEmM/RsKPeM+Ph4IiIiAOf8u337Nrdu3SI8PFzVfQBkrIBAJO4PDw8nNzdXBtz5+fkxPDxMS0sLPT09jI6Ocvv2bfr6+hgbG+OVV15h+fLlHhXYlGt/cnKSqqoqmQ4JIDw8nFWrVklBe2hoyKUKpUCsN2WQk/szGh4eZmhoSP4sMjKS9PR0qcF0P1c9hVACKAXXH//4x3z44Ycyd68QXNPS0li/fr3MvCNy/qolZuKrED694tlPTExw+PBhvvzyS06fPg1AREQE69ato6ysTMpxSh/pr8ucznrlA4+Ojmb9+vV0dnbS1tbG7t276ezsJDIykuTkZMrKyu7xW1ISGBhISEgITU1NHD9+nM2bN7NkyRLa2toYHx8nPDyc0NDQed+olAtMqU0Tt3vlYsnJyeG1115j9erVwN1UYELgVi4ucUDabDaOHDnC3/3d31FTUyPziYpUVUIgSktLY+vWraxfv15u2rMFEX1d7hd89bg4HA5Zg1w8A/dNxlMbjnAJaGlpAe4199++fVvmvBUXlMDAQHJyckhLS2NsbEzmHBwaGpKa2eXLl89a1MCTdHV1UVdXJ6uiFRcXy5Rrgq/aMMVN2Vs2VncCAgKIj48nJSWFqqoqRkdHaW5udjHVeton+2ERKe4EOp2OTZs2sWLFCoaGhhgcHKSpqYnz589z7tw56uvr6ezslBq/27dvs2/fPlasWCH3q+npadULfgL3jBZdXV00NDSQmZkpD0i1pOCDey14sbGxpKWlyXGcnp5mzZo1PPXUU1Kxo9fruXr1Krt27ZKxIxqNhoaGBn76058yOTlJUFCQ1J574tKl/HvKQE5wus9t3LjRxV3QYDC4ZPj4qt8tNNLCtU6p5JqtJKkaUCoNbt68yT/+4z/y/vvvMzAwIJVS4Cwh/vrrr7Nz506Zw1kNZ8WjoHRbsdlsHDhwgLfffptLly7J91RUVPDcc8+5WHnmYp+Z0yelbFBycjI/+MEPyMzMpKqqCq1WS11dHf39/dhsNuLi4oiIiJC+lGIRi5Kxg4ODVFdX09XVxd69e2lvbyctLQ2j0UhcXBxlZWVUVFRIk4EazH0mk0kKluBUn+v1+nuE3Bs3btDW1iZv0l988YUcbOVBajAYpPklNTWVdevWuWwEarhlzoZyLKanp2lvb+f27dtYrVbS0tJITU31mJ+S8m+JsrwBAQF0d3dLLSwgTenuWsapqSnOnDlDZWWly8IV/8/JyWHTpk0uOVM9tSEpD4fR0VF5sOh0Okwm0z0339nmk/slwz0yVK1zUKBsnzhUlPXVrVari8nWG1JmKZmenpbWGVHpJywsjNTUVDIyMliyZAlr167l6tWrnD17lpqaGpmxpKamhkOHDpGQkEBqauqCVCZ6HNznWlBQEKGhoQwNDdHV1UVLS4tUbIBnUvDdD+UZEBISwnPPPUdBQYFUgszMzJCZmUleXp5MOajT6UhKSpLJ4a9evSp9Pvv7+9m1axcajYYXX3yRZcuWERAQsODn4NTUFDdv3qSmpoYvv/xSWjFCQkLYuXMnv/d7vyfz7wKPnNZqYmJCygXKlEqiSI67BdeTCK2xwWBgZmaGCxcu8Otf/5pPPvlEPhchI4WEhLBjxw5eeuklmQ9cmeVFrYi0j8LyLPK1jo+Pc/ToUT788EOOHz/O0NAQaWlplJeX88ILL7Bq1SqCg4NdAs8flzk9VcWDdzgcBAYGUl5eTlZWFleuXKG1tZWOjg5qa2tpaGigqqrK2YA7B/vU1JT0Z9VoNNJMMDExgc1m49SpU9y8eZOMjAz8/PzuiVxfiANnNq2M8rZrtVpdcn2KwgRjY2PSofnatWscO3aMhoYGurq6aG5u5vbt21I7K/yB4W4VnLi4OFavXk1hYaEsgaiMKlYbStOrzWbj1q1bXL9+HYfDQXx8PFlZWfcNgppvlIdZYmIir776Krm5udTV1XHz5k26urqYmpqSVWK6urpkoJly8xTCLSADgACZVUNZBU0NB6jIiAB3zf/KFDPi5w/aVISPunswmpp9DJV98vPzk0GWYuzEOAs8nRniUfHz85MuKkLwVqZVEod8WVkZ/v7+tLa2SrPurVu3uHTpEsuXLycmJkamYVKTxlKJe/Bgeno6SUlJDA0NMTQ0pIpsJvfD3f2svLyc8vLyr/xccnIy27ZtIyIigr1797Jv3z7GxsbQarU0NzfzzjvvkJqayooVK1zcZOYT5ZoaHx+nqqqKd955h2PHjkmzfmRkJHl5ebKq2/DwsKwIJ94jhHa9Xi+1z+Pj4zJwOyYmRgqn4mwVe1ZOTo5L7ndPBsUKhPDq5+dHe3s7b731Fj/72c8YHR3FZDLJbAkAJSUlrFmzRhZsul86Rk+hfJ7K2JzZZI6pqSmOHTvGz372M/bs2cPY2BhpaWns3LmTF198keXLl7uk/xI8bpnjeZF+lI2JioqivLxc5oIcHh6mr6+PkZERlwS9Su2cn58ft2/f5uzZswwMDFBcXMzLL79MSUkJBoOB0NBQEhMTXQSghdhslRqa2R64zWaTk1PkWrRarRw9epTjx4/T399Pd3c3LS0t9PX1MT4+zvj4uPT/EJuOKKcGzkX66quv8sILL5CSkiIr53h6oT4IpXAzPT1NT0+PTJsSFhZGTEwMJpPJI5Gyyo1dVH1JSkpi3bp1cjzsdjsBAQFoNBrq6uo4ffo0t2/fZnR0lOnpaaKjo4mJiZEBP42NjUxOTuLv709GRobUqIhiFWq9ZDxMNKtybGZzldFqtYSGhsqLmviMGuem0q/b01Ha84H7vqDUPOp0OgYGBmRtcYGot648NNWq/VG2y2QykZWVRXJyMteuXZPBiWpt+6OgHEOdTkdmZiZZWVmkp6czMTHBwYMH5Tkjym4r8zLPd9uU86q/v5+rV69SXV0ttYvCelpfX8+nn37K9PS0LMhTU1PD+fPnmZmZkdUpo6KiiI+PZ2RkhOvXrzM2NkZZWRlvvPGGdGnp6Ojgxo0bMoG/CPpREyJzR19fH8ePH+fs2bNSDggMDGRmZkae65GRkSQmJt6Te1ktKGN6hCA7W1U+m83G3r17ee+992R1Sp1Ox8aNG3nxxRdZtWrVrBYdEfyr0Wi+9rqdN+FVRFQKzYDJZHKJCnRHJOEH58M6e/YsHR0ddHZ2Eh8fzw9+8IMHfn6+UE6o0NBQAgMDZToa98XT2dnJ3r17aWpqYnx8XKYAO378OEePHnVxNlciBB3xf2WwT2ZmJs888wylpaXyZ2rUijwIkSUBICEhgcTERLRa7UOVB5xv9Ho9kZGRLpGwSvLz80lLS6OtrY3+/n7A6cIRExNDdXU1o6Oj3Lx5E0D6xApB4EG5fdWAMDkbjUZpGRAotXji56LAhHK8YmJiKCkpISsry+UAVYsQ4S5oBwUFERwc7BLFvFhQjovSfGy326msrOTs2bPcvn1b7jG5ubls2LCB/Px8mbf66yYMXwiU7dLpdISFhclLkwgkVEMg6MMgUrYp8fPzu6dylvLyu3btWkZGRjAYDBw8eJDu7m70ej3Xrl3j6NGjlJWVyQDM+VJuiAugmGsNDQ0cOXKEnp4emWxfo3FW8jt27BjV1dU4HA5pWbx06dI96cDA1UUOnJU5u7q6eO6550hJSaGxsZHTp0/T29tLTEwMaWlpLnmKPTlvhUAPTre/gwcP8t5773H9+nXAOYa9vb2AU3lTUVHBjh07iIuLc1lznjwHhVUN7hZDma09XV1d9Pf3S4vV1atXeffdd/nyyy8ZHR0lLy+PHTt28Mwzz1BQUICfnx9Wq9XF5UycIY9bonreVELu0YJfhclkckmKf+vWLRmtp9FoGB0dlcLrQmkdxa1AkJ6ezpo1azh58qTMNSei/sHpy/qTn/wEnU4nDw+HwyEr+dzvbyhN0UpBNjo6mtzcXBc/WjX49n4V7oeGyCMbGhpKTk6OTFatVvOkEr1ez/LlyyktLZW3ZrFptre3u2gAAgMDVVvFSHmo2+12Ojo66Orqcpl7SkTbxXxTugcoxzc9PZ2KigrS09OBuxHraum3EmVqPoGaxmiuEKkHxV567do1Dh48SF1dnZzD69ev59vf/jY7duyY1aSndoQ/ujgUBwYGaGtrc9ln1Sy8Ch9OJbM9f7GfiHX45JNPEhYWxvT0NPv372dwcJBPPvmEiYkJAgICWLNmjYuAMNcoBTWAtrY2Gfwocp9PTU0xMDDgUkZanFlKAVVJQEAAer0em81GQEAAU1NT7Nq1iwsXLrBkyRJmZmY4d+4cMzMzZGRksG3bNrKysmSbPHmOiDk4Pj5OfX09X375JXv37mVqakoWnRAa2Jdffpl//+//PSkpKfeMkSfXn9gHlXv8+Pi4LChlMpmor6/n4MGDNDY2Sjnlxo0b8kISFRXF7/zO7/Dd736XpKQkqZxyL68+V/2cV3um0nwl/s12eAhhTzmQQ0NDTE9Pk5WVRUFBgdSQCNNtUFDQvPvauQuvmZmZrFu3jtu3b1NXVwc4bylCqyjSQM2GSJGl9BtU+g+KCHzxu5KSknj55Zd5/vnnCQ8Pl7ddbzhglG0Ukc8hISEUFxe7RByqQXAQm7GYl2I8xFcRLCD+r2R6epqJiQnGx8fx9/enqKiI5ORk+braxkusr8nJSS5dukR+fj7bt28HnBuLMPko/UCVrgAhISFYrVaGh4flz1JSUlz6rLaIdXHoiwO9qamJa9euuQg5ygNVTeP1qIiMHkajUY7f5cuXeeedd9i/f79LuenQ0FA2bNggAwu9IVhEiThPxFyz2WzU1tbKuQnco9lUE4+6942MjGA0GjEYDJSWlrJ9+3a6u7s5cuQIIyMjnD9/nsbGRpYuXeriwjMf7VbOk/j4eHJycjh//rwU0ACXPLYiRzY44zeys7OJjY2V1rfY2FhZQl2n0xEdHU1HRwcnTpzg1q1btLW1YbVa5e8XvrR6vV7OA0+5ZolgSXDKJqdOneLMmTOyv6IIkb+/PwUFBTzxxBPSz1VtKOUvURmrp6eHkJAQDAYDzc3N1NTU0NPTIy01IyMjUqvs5+dHT08PN27ckMHryrmiLLzQ3t5OTU0Ner1ezgcxhg+rnFyQEX+YKjzKIgUCkR+0qKhIauvE7W4hblruG0xMTAw5OTku5dtEEMiDouiEC4VyQYvfL7Szdrud0NBQgoKCCAgIYNOmTbz55psUFxcDyFuMN+AuvLa1teHn58eSJUtcBB01+IKKW/PDzCe73S5NYODcoIeHhxkbGyMqKspFqyx+t1rGzGq1ygug3W6nvr6eEydOsGnTJtauXcv09DRGo9HlObgHEdy+fZv6+npaW1vRaDQUFhZSUFDg4uaiNk26uCiLdXb16lWXg1ZooYeHhwkJCVHdheNhEHuP0gw3PDzMxYsX2bVrF5988gnNzc2yX2FhYeTn58uofLvdruqgu/shFB6i3SKNovL1xYJSIB0bGyMgIEBaJgVDQ0NyHiurOc7luLpbVJcvX84bb7yBw+Hg4sWLgPOcDA0NJTg4mNDQUOlOMDMzQ0JCAkuXLiU3NxeTyYTNZiM+Pp60tDTpExoaGorD4eCZZ57h6NGj7N27l3PnzmG324mKiiIlJUX23dPadeWzvXz5MocPH6alpUVWD52amiIlJYXNmzezadMml2JNjxuwNJfMzMwwMTHB8PAw169f56233uLtt9++J6h3NsTe2tXVxW9+8xtu377N9u3bWblyJTExMdK9B5BuBGfOnOHzzz8nMjKSZ599lvDwcHUKrw+LssGZmZkUFBRISV8p/C70piQeZkBAAFFRUS6+Nv7+/i5R3CLwSrmoRIlVd/R6PQaDQWoL0tPTef755yksLCQrK0um0AD1CQUPQrkg+/r6ZKlAUaRiLtNlLARCeyeqSwnhdWBggJaWFhezlZq0Pe45isU8Fevn3Llz/N3f/R0nT55kw4YNMvp5bGyMGzduSC3e8PAw1dXVnD9/nurqam7evElUVBRbt25l48aNsvwhqONCokSZ+kqZZUH8bHx8nIaGBq5du0ZpaalLDkq1zk8RAKOckyaTSc7B1tZW3n33Xfbv309TU5P01Z6ZmaGkpIQ/+qM/Yvv27QQFBam+MIES5XwWAR9K69ViEVbdq02658VubGxkz549UlgU71uING9i3xbrIykpiZ07dxIcHMzly5fR6XTExsYSEREhhRaRTmlmZkZq5EQxCYfDIYNjAZe9pKSkhJGREY4ePeriMxofHy8zY7i7MS0UQhHg7+/P8PAwZ86c4Z133pHFhoRWWavVUlpayquvvkp5eTlRUVFSiaWGogpiT2xtbeXs2bNUVlZSW1tLdXX1rIKr2N+VsQIZGRlMTEzQ1tZGT08PlZWVdHR08PnnnxMWFkZaWhoVFRWsWLECvV7PxYsXqaqqwmAwEBUVJYXfR0U1J41QrwsSExOJjY3lwIEDXL58ma6uLukn4qnbllarJTExkU2bNtHT08OVK1cYGRmROWptNtusPj1arVYeEGKzFZNGvD8nJ4fnn3+eN954wyWXq4ii9fQkfxjEuIi+3rhxg0OHDslAPNFf98AgtfdNXJxE5RtwtrutrY3W1lYAadJTk+nVPdgwNjaWrq4uufEPDAxIv7KWlhampqaIjIzk0qVLXLlyRQag9ff3c/bsWaqqquR8Xb58OZs3b5aaBLX6uiqtPlqtloyMDPLz87l+/TqTk5PY7XZ6e3vp7OxkcnJS1cKrMg2W2CuV+0p7ezu9vb0cOXKEt99+m+rqauBuXt+UlBTeeOMNvve978nfeT8fRDXiHrAVHBxMYGCgdN1yn39qG7/ZEEKqUiCczRIk0kT19vby5Zdfsn//fjo7O+XBPzo66uJGMd8on21KSgovvvgi27ZtQ6PRYDKZXAJXvwphmVRaIYU1JywsjLy8PJYtW4bVamXNmjUsWbLkngqGC41yX7l58ybvv/8+u3btkhW0xLrKz8/nySefZMuWLS4WW0+izBih0Wi4efMmH3/8MQcOHKCqqkpmjTCZTBgMBnlZnpiYwG63YzQaiY+PJyQkhJycHAoLC+no6ODAgQM0NzfT3d3tUs0vIiKCa9eucfnyZaanp2loaCAmJoYnn3ySjIwMgoKCvpbvr2qEV3A9MESgU09PD0FBQXR0dJCSkuKRSGbRppmZGdLS0njjjTcICgri7//+72lubpabhrtbgEAUYYC7wqvy/SkpKXznO9/h5ZdfJjU1VX7O2/zQhN+o0Ezu37+fn/3sZ/T395OWlobD4XAx63na5POoKOfe9evXuXHjhryBBgcHk52d7VKf2tNjp/z7WVlZrFmzhmPHjjE6Oupyc25tbeWjjz7iwoULGAwGurq66Ovrc9H+KC9aqampbNy4kfz8fPk71CoouAuvubm5LF26lPb2dqlZED6+au2D4EGatZs3b/Kv//qvnD59mvb2dtrb2+VrWq2WjRs38uabb/LUU0+5fO5xSzQuJMo84kajkaysLJdiIKDeeXg/3HMmu7ffarXS1tbG9evXqaqq4vz585w/f57u7m4MBoOMsTAajQQEBHjs8hUcHOyiNX1UxPoTmmbR/pSUFF599VXWr1+PRqMhMTFRllIVn1tIlH6b4Iy+P3v2LOfOnZNZFMS5nZmZyVNPPcXGjRul4KqGIGUR7CguAJWVlVgsFtra2lzSWomLhLslOTU1lZdffpnNmzeTl5dHQEAA9fX1REVF8d5779Hc3Ozy9/r7+zl8+DDHjx9Hq9WSkpJCWVkZGzZsIDQ01CXVG3ip8Kq8fUZGRhIVFcXU1BT9/f33VMHxBGJhxcfH89xzz9Hf388HH3xAXV2d9KEzGo3yxmm1WmXdaiVGo5GYmBgiIiJISUlhy5YtPPPMM2RkZADIwRTVubwFEfgkuHnzJm1tbYCzvO3y5ctdfEI9Ldw9CkpXh+HhYRoaGqQpC5CaLVEWVg2aO+XzTU5Opri4mNOnT0uhLSIiAofDwfDwMJ2dnXR2dn7l70xJSeGFF17g6aefdhlLtbkLzIZGo5GpskR7xaHv6bF6EEJoFePZ1tYm07Pp9Xra29s5cuQIX375JfX19fJz4eHh5ObmUlRUxI4dO3juuefQ6XRYrVYmJyfnNbBnPpmamsJkMpGcnExiYqLcc2ZmZlzmoZovx0KImW3dtLa2ygqM7e3t1NbWcuPGDZqammhsbJRCkrhMRkdHs2XLFgoKClx8QRfCNWu2lHpCs+fusgN3LazKy6LQNguU/w8NDaW4uFjGfrj/7YWcv8q/193dTXV1NWfOnJGBZeC8CIv0gxUVFTz99NPSkupJq7ESpfA9NjbGxYsX5TkNzrii8fFxF4VFYGCgdGdcvXo1TzzxhIv/bllZGUajkaioKE6ePEl7eztDQ0P09/czMDDA5OQkiYmJFBYWUl5ezvr162WefqPR6N1uA2JSTE1NSV/Q4uJigoKCaG9vl+ZZ8JzQo3SCT05O5t/+239LREQEP/nJT7hy5QrgNPOL5PSz5ZAUB0pOTg7l5eU88cQTMs2Q2NDUXqbxYVFuzGlpaaxfv57w8HB58/PWftpsNsbGxlwuJf7+/jIPMKijNKVynQQHB5ORkUFqaqosGDExMXFP9g8lIghICLtxcXE8//zz/O7v/i7Lly938VXylouIKFIg2j05OXnfDCFqQRx6ovrenj172L17N3q9npGREc6cOcPAwIB0T7LZbBiNRlatWsW3vvUtNm/e7HLR8Pf39yqNqxJlPkpwCjfCbcBdQ6RmlELX+Pg4nZ2d+Pv7MzY2xuHDhzl58iT9/f20trbS0NDA5OSkzMqj/B3p6ek89dRTvPTSSyxbtmzBx/V+AvJCBVQvJKKYEDiDV99++2327t1Ld3e3tAaI8QkPD2fFihWUlJSg0WhUVURDKMbAeRFWug45HA6XmABwKmbWrVvHSy+9xMaNG0lOTp61tPjSpUvJy8tj586dnD59mnPnztHY2EhnZyfR0dHs3LmTp556iqSkpHsubaopUvA4KB9aQkICWVlZ7Nmzh3fffZeEhATWrl2LTqfzWIJ7peAVHR3Njh07sNlsXLlyRVZjEu8D54FfUlJCVFQUVquV2NhYmdQ9KytLlhEFdZgUHgfl4SEqqgkyMjLuWwjAG1BulAaDgbCwMOk7Cs6KKSL9i9KnyJMoNwSj0UhZWRkBAQF8/vnnvPvuuzJdlAhGdDgcshABIKN/wTmPX3nlFb71rW9JwdX9b6gR98M1ODiY2NhYwsLCpF/WzMwM0dHRLn50aumXMhhwbGyMU6dOsXv3bvbv3y994YUmTrgvlZWVyejm0tJSaQ0QQU6Pmxzc0yjHJiQkhPT0dGprazEYDPT09MjX1BiIJoI/RbBdbW0tJ06coLa2VvoWNjY2cuPGDcbHx136I5Qher2esrIyli9fztKlSyktLSU3N9dlP/JGjfr9UKYxFGe+J9wF7Ha7FNrGxsa4evWqtFZpNBp5qTKZTJSUlLhkYhHCqxpQnk8xMTEUFxezceNGxsfH0Wq1tLW1MTY2RnJyMqWlpZSWlrJkyRIKCwtd3OKmpqZcLAii8EB2drbMaNLX18fY2BihoaFSDhKIcf26MT3qeJoKlOYEoX09ePAgu3fvZtWqVaxduxZApstaaAFBq9W6aAwTEhJ49dVX2bJlC6dPn8bf359z584RFBREeno6y5YtY8uWLaSlpckEzKmpqS4+MGIAvVUbIlCO3a1bt2QN9TVr1lBSUiLNfWoumfogxAYaFBREZmami49XXl4e8fHx8nu1aYAMBgM5OTmyJnhnZyd79uyRgRVCABJaOZFuZ2JigsjISJ555hm+/e1vs2LFClUJ6F+FclMUAZerV69mdHRUJtouLS0lLS1N5i5Uk/+re6qyAwcOUF1dLS+G/v7+cj8KCAggJyeHl19+mW9961tyPlqtVunX6+2Cq3uqpuTkZDZv3kx9fT03b97kzJkzlJaWumiH1ODCo8RutzM2Nsa1a9f49NNP+fDDD2lsbJz1vTqdjoCAAKl1DwwMpKysjOeee45t27a5pB5UFrBRU38fF0+c8+6453xvaWmRa9C9EEF+fj6bNm0iMzNTvl9tFymxd4eFhbFu3TqXbBXCNUUEmxUWFsrPCR/Y2fYSZQGL6OhoeWlWItKKCmH3ccZVdRKEMm+fyWRi6dKllJWV0dLS8lAVSRYKMdAisjI2NpbY2FhKS0sZGBjAz8+PoKAgwsPDiY2NlbWN3TdfkWRZbRvso6LcOMfHx6mpqeH69ev4+/uzZs0aVqxYgcFgkDdQbxVexU0zPT2dxMREGQ27fPlyWakI1KO5Eyifd2JiIm+++Sbr169neHiYkydPcvz4ccLDw2Uu3tLSUoqKiuTnkpKSSE9Pn7f8kfOFexujoqIoLy8nKyuLl156ienpaZKTk6VGQE2CK7hegqamphgcHHQpsGCz2QgMDKSoqIhNmzaxZs0aiouLiY2Nle8RWiFvXHOzoSy/nJGRwVNPPcXevXtpbGzkypUrdHd3yxLUoI65qgz0GR8f58qVKxw5coRLly65+Bu6I9IMCRee9evXU1FRQXh4uGqi1xc7Yuz0ej1Wq5UrV65w7tw5mYJOWdQFnMLrunXrXKyqnha+lbgL4jk5OcTExADOvo6OjmKz2QgJCXFRyIjXlYG87q99VUn02Xykvy6q283cTZ0lJSV873vfo6+vj7KyMvmap/1HlOZIYdoTAuxXIQRWZQotb0dorMCpdT127Bg3b94kMjKSnJwcuQjUlAf1UVE6uvv5+bFu3TrA6RKxfPlyqenxREaMh0Fke9BoNGzbtg29Xk93dzfp6enk5uYSHh5OXl4eKSkpFBUVyQ3N/XeotX8Pg06nk8VPsrOz73nd00KOO8r2mEwmIiMjMZlMaDQawsPDycnJIT8/n9WrV7Nx40aXkplTU1MYDIZFs8coERd+4Sbx+uuvc/z4ccrKymQgiNpQCrDCZLt27Vqys7Npa2tjcnISf39/mTDeZDJJ9wBwurwIyyMg0w4KDZa3rklvQpjGrVYrXV1dANJqBbBs2TKZiUXksQX1KTNEcLzD4cBgMDxQbpmYmJB+sg/aS5SZXYSQq5R1RPXGuULVwqufnx/Z2dmkpqa6pGACdUU3P+qB5wlf3flGqSGqr6/n5MmTMm+osjCB2szpj4K7mWPTpk1UVFRI061y7qptswJnm0SdatGPtLQ0vvWtb/Hiiy/KMoYPCujxpuISiwF3/87s7GwKCwsxmUxkZGTwwgsvsH37dhISElzWltAULVaUzyUyMpI//dM/5Q//8A8xGo2ydPhs7/UU7peQ0tJSCgoKpADhHtwrLokifzTc2w+9Xq8KrfJiRzxfcaEoLCxkzZo17N69m9bWVpkVKS0tjd/5nd9hy5Yt8gKl5rF5WDlEzL9H6ctsvslz/SzUIwHeh9lMzGpdsCLTwPT0tMsNW/h3eFtlqUdB9Gl0dJRbt27JVD7BwcFERka6aKm9HTG+RqPR6zImiM1K3Ix1Oh2BgYH3lJoU2h/hJuHv7+81xTK+ChEYo6ySo1ZBT7n5h4WFSZNxX18fMTExrFy5UgZRaDQaJiYm5FipQWibb4RWJzQ0VLUaV3ceZ++wWq0y6G6xrEdvQbmeNmzYwH/4D/+BwcFBAgMDsVqtxMXFsXr1apnyEtQtvArcM3gos5u4u0Q8CvMt66heeIW7Ao8yL5wa+SpfzHgiiwABAABJREFUTrW2ey4QfRsfH6e3t1f65YlgmMWE8rbqPje9BaXfk/uFQmw6yujlxYTQoHtD8JK7xi4vL4+8vDyX9yjnoDJjwjcBpZnS25QD7jlQZ8O9P3q9XrUXrcWOsgBEcnIyf/RHf+ThFs0N7j6w3oLqWyxSVLiXRfShLsQG7Ofnx/DwMHa7na1bt/LGG2/IPLagvqjLx0FZY95btSBifSmtBe6lmn2oG5FvWI3leRcKm83mEgyqdq2z0h/wfon+lf6soF5f+m8SwsXDd4HwPI8svJrN5vloh2pY7P2Dhenj97//fQB++ctf8stf/nLe/54S3xguDhZ7Hxd7/2Dx93Gx9w98fVwMLMb++a5xPnz48OHDhw8fPrwGzWIIoPHhw4cPHz58+PDxzcCnefXhw4cPHz58+PDhNfiEVx8+fPjw4cOHDx9eg0949eHDhw8fPnz48OE1+IRXHz58+PDhw4cPH16DqvK8ms3m14Ff3fn2DywWy//yZHvmArPZnAT8NfAEEAl0AJ8Af2WxWAY82LTHxmw2vwn8/Cve5rBYLIsqaahvnnoXZrP5ZWADUAIUA8HAry0Wy2uebNdcYjab/19gBZADRAETwC2cY/gvFoulz3Ote3x8Y+j9Yzgbi2kv/Sach2azORJ4AXgaKAISAStwBWfff26xWBwL0RbVaF7NZnMy8M/AqKfbMleYzeZM4ALwHeAs8A/ADeBPgdN3JoI3UwX81X3+Hbrznj0eadk84ZunXsl/Av4Ip+DT5tmmzBt/DgQC+4F/An4N2IG/BKrvzFtvxjeG3j+GLizCvbSKxX8evgL8FFgFVAL/CHwEFAL/C/iN2WxekEopqtC83unsz4E+4LfAX3i2RXOGBYgB/sRisfyz+KHZbP5vODeqvwF+4KG2PTYWi6UK54K9B7PZfPrOf3+yUO2Zb3zz1Gv5c6AVaMSpvTvs2ebMCyEWi2XS/Ydms/lvgP8I/B+AN2cq942h94+hZDHupd+Q8/A6sBPYrdSwms3m/4hT8fES8CJOgXZeUYvm9U+AzTg1P2MebsucYDabM4DtQDPwP9xe/r9w9vN1s9kcuMBNm3fMZnMhUI5TQ7Lbw82ZS3zz1AuxWCyHLRZLg8ViWbRJrWcTeu7wmztfsxeqLfOBbwwBLx9DNxbdXno/FtN5aLFYDlksls/cXQMsFksn8OM7325ciLZ4XHg1m835wN8C/2SxWI55uj1zyOY7X/fNMtAjwEkgAOekXmx8/87Xf7VYLNMebckc4Zuni3KefhN49s7Xao+2wsfjsKjGcBHvpfdj0Z2H98F256t9If6YR90GzGazDngLuI3TLLKYyL3z9fp9Xm/AqfHKAQ4uSIsWALPZbAJeAxw4fWC8Ht88XXzzdLFiNpv/AggCQnEG/6zFKfT8rSfb5ePhWcxjuMj30ntYjOfhbNwZ19+78+2XC/E3Pe3z+l+AUmCtxWKZ8HBb5prQO1+H7vO6+HnY/DdlQfk3OPu022KxtHi4LXOFb54uvnm6WPkLIFbx/ZfAmxaLpcdD7fHx6CzmMVzMe+lsLMbzcDb+FmfQ1hcWi2XvQvxBj7kNmM3mMpw3r7+3WCynv+r9ixARkbfYfLj+8M7X/+nRVswRvnm6aOfposRiscRZLBYNEIczcCIDuGQ2m5d5tmU+HpbFOobf0L10UZ2Hs2E2m/8E+PdAHfD6Qv1djwivCtPBdeA/e6INC4DQWIXe5/UQt/d5PWazeQmwGmdU8Bcebs5j45unwCKcp98ELBZLl8Vi+Riny0ckd3Np+vASFtMYfkP2UhcW23k4G2az+d/hTOt2DdhksVj6F+pve8ptIAinDx3ApNk8a/aPn5rN5p/idOr+s4Vq2BxSf+drzn1eF5Gj9/M19EYWm2O6b54uznn6jcFisdwym83XgBKz2RxlsVh6Pd0mH4/GIhnDb8Je6s5iOw9dMJvNf4YzJ3gNsMVisXQv5N/3lPA6BfzrfV5bhtMn5gTOg9VbzQsiD+F2s9msdcuJFgyswVlB5YwnGjfXmM1mI06TgYP7j6234Zuni2yefkNJuPN10R2g3yC8fQy/CXupZJGehxKz2fz/w+nnWgVs88SFyiPC6x1H7d+f7TWz2fyXOCfyL725VJzFYmkym837cJp8/h3OSiKCv8JZSeV/WiyWxZLj7hUgHPh8sTim++bpopyniw6z2ZwHDN7Jtaj8uRb4v3EWoDjl7WV+FzOLfQy/CXupG4vuPBSYzeb/jLOU+AVg+0K6CijxdLaBxY4ZOAX8d7PZvAWoxVlWbRNOM+z/6cG2zTXCMd3bK4h8E1nU89RsNj8PPH/n27g7XyvMZvMv7vy/12KxeHOFnyeA/89sNh8DmnBWLYrFWYkqA+gE/sBzzXt8fGPo/WP4DWNRnodms/kNnILrNHAc+JNZXECaLRbLL+a7LT7hdR65o9VagXOwnwCeAjqA/w78laduLHPNnaTTa1nEjumLmW/APC0B3nD7WcadfwC38O7ylAdwHpJrgGKcqXnGcF483gL+u28MVc83YQy/ESzy8zD9zlc/4M/u856jwC/muyGamRlfBhwfPnz48OHDhw8f3oHHy8P68OHDhw8fPnz48PGw+IRXHz58+PDhw4cPH16DT3j14cOHDx8+fPjw4TX4hFcfPnz48OHDhw8fXoNPePXhw4cPHz58+PDhNTx0qiyz2ez1aQksFovmfq8t9v7B4u/jYugfLP4++ubp4u4fLP4+Lob+weLvo2+eLt7++TSvPnz48OHDhw8fPryGRy5SYLFY5qMd88osFSDuy2LvHyz+Pnpj/2Dx99E3T11Z7P2Dxd9Hb+wfLP4++uapK/Pdv5mZGTSaByq5H5mv6p+vwpaPOcVms2Gz2XA4HOj1evR6vaebNOeIPvr7++Pv7+/p5swZNpuNmZkZ/P3953wj8uFjrpmZmZH/ADQaDVqtdxkTp6ensdlsTE9P43A40Gg0+Pn5odPp0Ol0vnXoJYhxtNvtaDQaeTZ46/gJYXRmZoa2tjbOnTtHXV0d/f39DA0NYbVaSU1NZfXq1VRUVBASEiI/Jz473333Ca/zyMzMDA6HA0AOprdO5vuhPDy0Wu2iE+jcEcLdYuyjsk/zcZP24WMumW0/VQqyaka008/PDz8/Pw+3ZmERZ6JAjJXax+xBLJZxFGMjLoHV1dUcOnSIS5cucfPmTVpbW+ns7GRycpLw8HAuXLjAzZs32bBhA+np6RiNxgUbR5/wOo9MT09jtVoB0Ol0i1LgmZmZwWazodFo7qtlXSyCkPIisphwOBz3aKwWy5j5+GYxPT0tL5hqxuFwMDMzg073zTqCHQ4HdrvdReEh/nkji22fFONjNBoB2LNnD++99x7FxcW8+OKLDA4OMjIywsTEBLW1tVy4cIErV65w6tQpXnnlFTZs2OCihZ3PZ/PNWjkLjDD9LEbEIaHT6TAYDIDT7NzV1UVzczMTExOkp6eTmZmJRqOZVUDyNkT7b926RXt7O/Hx8aSlpQFgtVq9zkykPECEechqtRIfH4/JZJLv8aY+LXamp6ddTMw6ne6RND52u12uXWGe9tbxnZ6exm63Y7PZsFqt6PV6goKC5Otq3HPEBViM2eDgIK2trfT39zM+Po6/vz/h4eFER0cTFhaGyWRaNGfIzMwMWq32vkoOIdA/CLVYMN1N4729vbS0tNDf349eryc+Pp6EhAQCAgJc3q92lJZUgKGhIWZmZigvL+e1117Dbrdjt9txOBxUVlby29/+lsOHD/PZZ5/R29uLw+HgySefRK/XS9e6+er34lgVPhYc9w1E3MQOHDjAu+++S3t7O2+88QZ/9md/RkJCgosvjDci2t7X18cvf/lLvvjiC1566SX+/M//HJ1Oh91u9zpBQPhnifZ/9tln3L59m5dffpnly5cDTgFhsRyeiwGlX+fXOcTFRUX835vmq5Lp6Wl6e3tpa2uTQkNCQgJr164lMDBQvkdtwqtyD+zr62P//v188sknVFZW0tvbS3BwMMXFxWzdupWtW7eSm5u7aNbfV8018fpsrh9KYVENc1a5L05NTXHkyBHefvttLly4QGhoKE899RSvv/46RUVF97xfzWi1Wpd2rl69mqioKFatWkVwcDCAPOueeOIJlixZwqpVq/jFL37B8ePHCQ4OJjIykpUrV0ql1nyd+/P2NB0Oh7zhiw1XbCQzMzPy1jw9PS0/495BrVYrb6jCkV1tm5ES4eMq2lxVVcWZM2eYmpoiJyeH4uJi4uLi5AGihkX4KDgcDqxWKxqNRk7M9vZ2Lly4QH19PTdu3OD8+fNUVVUBTpNDYWEhzz77LOHh4YBzEXuTb5DQ3gjN5O7du3n77bdpaGggOTmZGzdukJOTI2/YatT23A+hvQPnuFy+fJkjR44QHBxMYmIicXFxciPzxvnqjtiTxD9ln8SmrfYLyP1MrA87PrN9Xgh5au43uK4tu91OS0sLBw8e5OjRo3R1dZGamsrNmzfZvHkzWVlZ0nVADXPXXeNaU1PD7t272bt3LydOnMBmswEwOjpKR0cHU1NTFBYWUlhYCHjfvilwPxNbWlq4du0a4+PjBAcHExYWRmRkJJGRkQQHBz/03in2Lk+Nq1I72dnZybFjx9i3bx8TExO0trZitVpZunQpS5Yswc/P7x4/X7XiLmOtXr2akpISwsLC5M/EfqHX68nKyiI6OhqAX/3qV1RXV/PZZ5+RnJxMamoq4LRKCnlhLpk34fVBfixCmFW7X9KjMjMzg91ulwv19OnT/PVf/zWdnZ1s27aNb3/722zZsoWkpCSXW6anN9aHRavVSl+YmZkZWltb+eCDD3jrrbeora2VWQbEe7u7uzl+/DgrV66Uwqvy+XgDYqFqtVquX7/Oe++9R0NDA+DctD777DOeeeYZsrOzvUZoVaIMlggODqavr48vv/yS3Nxcnn/+efz8/FxcRLwNdwHVm/cdcelXCt7CbeBh9xBh9oO7bk3etB4FYq8Vwt7Vq1e5ePEi169fZ2Jigt///d8nODhYvk8NYy4Enu7ubt577z1+9KMfSTOzXq/HYDAwOjrKzMwMjY2N1NXVUVJSQmxsrBwjbzov4O6cFe2/evUqP/7xj7lx4wahoaHExMSQmppKdnY2qamphIWFubgPiL6aTCZiYmKIjY1Fr9eraq8dGhqitbWVmZkZ9Ho9VquVW7duce7cOVasWEFOTo50lfCG8VO2T1wslAhBVIxrSEgIL774Inq9nn/5l3/h008/paSkRAqv84XXnUbC1OkNG67ysK+srCQgIIDg4GCp0RKLVO19EUKp8vZ0/vx5fv3rX7Nr1y6am5td3q/X6/Hz88NmszE2NiYPS3C9sXob/f39sq86nY6mpiZ+/vOfc/XqVV588UW2bt0qhXtv0JQoL5h+fn4UFRWRlJTE1atXuXDhAjt37pRaA4fD4TXCqxBYlL6hYk4+DNPT06pJu6TUNvb393Pq1CmOHTtGa2srycnJbN++nXXr1t1zoMzG8PAwhw4d4rPPPmNiYoJNmzbx3HPPERMTAyB91NSKcjz8/PxIS0vjpZdeIjk5mXfeeYejR49y9epVmpqaGB0dlWZOT+85yjHs6enhs88+49NPP6W/v5+wsDCWLVuGyWSitbVVCt9DQ0Ps37+fpKQknnvuOa86Lx5ER0cHly9fvufMiIiIID4+nqCgIKampgBn9hNh9RKm6CeeeIJly5a5nEWeEAiVbnChoaGEhISg1+ulJdlms1FZWUleXh4xMTFEREQA3uM+MBvKC4Xo/+TkJH5+fsTGxrJx40a++OILPvvsM95//32Sk5MpKyt7qL3p6zDnT1F00Gq1Mjo6itVqRafTYTQaMRgM6HQ6pqenGR8fZ2hoiNHRUXlYKDvm5+eHyWTCZDLJgJ/AwEDVO0ArN9ikpCRKS0uprKxkYGCA8+fPU1FRId8jhAK1b0biQJucnJRajrfeeovf/OY3ACQmJpKcnIzRaGRiYoJbt27R2dmJv78/QUFBLg76ahyz2RDzy9/fX2pCrl69yuTkJOC8RHV0dNDR0UFvby8pKSmsW7cOo9F4j7ZBrbgLr8XFxRQXF1NfX09bW5vUoj9MIIWnEWtJ7COzpTObmJhgbGyMsbExJiYmXNwm9Ho9YWFhhIWFqWrclM99bGyMy5cv89Zbb9HV1SUDe8rLyzEYDPfMO2WuRofDQUdHB4cPH+ZnP/sZADdu3CAzM5PNmzcD96YwUjN+fn7ExcURFxdHSUkJo6OjXLx4kZGREXp6eujp6SE+Ph7w/J5js9nkAX7z5k0OHjzI0NAQpaWlrF+/nvLycux2O59++inXrl0DYHx8XAriov3ecl4oUZr2hZZ8dHQUo9FIamoqBoOBqakpeW5MTU2h0+nQ6/VMTk4yNTWFXq8nIyMDo9GIzWZjZGSE1atXExQU5LFYCuW6jIiIICUlheDgYNra2mSQUnV1Nfv27aOoqIi1a9cuaPvmCqXAqnzGSquPUE7FxsaydetWmpqaqKqqYv/+/RQXF6PX6++xSs8F83IFGB4epq6ujgsXLtDZ2UlISAhpaWkkJycTGBjI4OAg165d4/jx41y5coWpqSmMRqMMHBEmzPT0dHJycjAYDDgcDpYuXcq6desICAjwinx+er0eo9EoB290dJSJiQnZdm8QCJQ3/RMnTvDOO+9w+vRp6urqAEhLS+ONN96goqICk8lEbW0tH3/8MV1dXTJNmBo0WI+K0l1genqaM2fOcODAAQYHB+95r8lkwmAwqHouzobSz1Gj0RAfH09qaiqBgYGyYIE34J6sfjY6OjqoqanhypUrVFdXU19fz+joqLxYJyUlsX79erZv305ubq78nJp8mMWBIbT7Ihrd/VARKINcpqen6enpYWJiAq1Wi8PhoL6+nitXrrBs2TLVCe1fhXs+ypiYGEJDQ6XwKtapGgJ8lPNS+P+tWbOGjRs3snbtWpYsWSKtW7du3eLy5ctYrVbph60UWD3dl8dheHiYW7duMTQ0xIoVK/jBD35AUVERBoOBrq4uTp48SXd3N/Hx8QQGBnLr1i06OjqIiYmhpKSE/v5+jh07xtjYGAkJCdIf2BMo904/Pz9SUlJITk6mu7tbjvfExASXL1/m/PnzZGRkkJCQsKhiCARibgYEBPDss88yODjIL37xCxoaGqQMoMx5P1fMifAqTHTidllVVcVHH33EmTNnGBgYIDw8nPT0dKKjo5menqarq4va2lopAN2PY8eOERERQUREBEajkbS0NOrr69m5c6dMUSQi39SCcqNSBqaBU3PS0tLCjRs3yM7Oxs/PT7UCgkhrAk4frQMHDvDjH/+Y48ePYzQaKS4uJi8vjzVr1txz4B89elSam9Xav69CKQw5HA7a2tpobm5mcnJSHv7CaT04OBi9Xu/1m5EyaEmY7LwBoW0Vm+jIyAhtbW0MDAwwNDREb28vTU1N1NfX09DQQE1NjdSgK39HQ0MDPT09vPDCCxQUFKhiTJWa1MHBQW7fvs3U1BTh4eGUlJSQkpIi9z93QU259nQ6nexzbGwsHR0d2O12BgcHGRsbIywszGvGW2C1WjEajfT29nL79m3GxsYAiI6Olj72X3WpWQiU55NwAwgICKCwsJCEhATAad3asWMH09PT/Pa3v+X48eOMjo7S1dVFV1cXSUlJct/xNsSctFqtDA8PY7PZiI2Npby8nJycHACWLFlCYWEhQ0NDxMTEYDAY6OzspLu7m8jISDIyMqipqaGtrY2AgACX2AtPoFwrGo2G5ORk0tLSuHLlipyH4FyzN27coK2tjZiYGK8TXh8mQ4S4HPv5+ZGUlERBQQF2u53a2lqam5ulz+xc7y9zIvUJjQBAW1sbX375JR988AGdnZ3odDqam5uprq6W0rcy+0BQUBCJiYkYDAba2toYGhpCr9dL94KRkRHGx8dxOBzU1NRw6dIlgoOD+c53vgOo24dEGVQBTkG7ubmZ5uZmUlJSpKlPjSiDHCorK/nRj37EiRMnCAsL43d/93d57rnnyMrKIjQ0lKioKMDpVjA6OipdQWJjY0lKSpI5Q8E7tbAajYbAwECCgoJcFrOIXvf393+gBkztCEHcaDTKsRofH2diYkIVAtyj0Nvby/nz5zly5AgXL17k5s2b9Pf3MzExIctwijUnzF5arVZqSaampoiIiCAyMpKUlBRpdoeFH1Nx+RV0dXVx+vRpOjs7CQsLk0Kack0p/++u8evu7qa9vZ2RkRHAaTEIDw+XScXVpGX+KpQpfYaHh2lsbGRwcJCMjAw2btxIenq6h1t4F+X5lJqaSnJysotPtXCbi42N5aWXXmJgYIBz587R1dUl/UMTExNV44f9qChTswkXsomJCbq7u8nKypJ9ioyMlJHr4HxWiYmJ8vklJyfz/PPPExAQ4PHxVY6DwWAgJyeH7OxsDAYDY2Nj8qJht9tpbW2lq6vLxf1Dref+10XsHcLVTqfT0dbWxunTp8nJySE4OHjOU2c9ltTncDiYmpqSB97Q0BCffPIJe/fupbOz0/kH7tz4hfYxMDCQsrIycnJySE9PJzU1lYiICGZmZhgaGmJqakpqGiYmJmhvb+fKlSscPXqU7u5u2trauHDhAmvWrCE7O/u+CY/VgN1ux2q1utyWZ2ZmMBgMqkrjMhtKbU9fXx/h4eG88MILbNu2jU2bNpGTk3PPRjo5OcnExAT9/f3MzMywdOlSNm3aRGxsrHyPWi8aD0Kj0UjBThwgytQ3K1asYOXKlVIb4C0BhUqNiNFoJCgoiIyMDMCZ0qalpYXQ0FBVmF7vh8PhYGBggJs3b1JTU0NdXZ3Url6/fn3WzyQlJbFmzRrpf3748GE+/vhjwLmHiYTxSjy1Tt0F0OHhYflzEQNwP4FGq9XK7AKiCs7Vq1elZigyMpLExEQZ2KRmRYA77hrm3t5e/Pz82LBhA9u2bZPFCtS0FsUcUrZHnKF+fn4YDAaGh4fp6Oigq6sLcFrrxsfHVZMx4XFQZrawWq1S2SGEGuVZLoQh5XwMCgpi+fLlLsGXyrzFC4ly79Tr9aSnp1NSUkJiYiL9/f2A83I4NjbGlStXqK+vZ8eOHdLa6m2+y49CcnIyy5cv59SpU5w7d45ly5axevVqwCkTzVVavsfaqcShDs7Jtm/fPn7729/KVELg3BCDgoKw2+2kpaXx5JNPsn37drKzs0lJSXmoBfnpp5/S0tJCd3e31H4NDQ25LGi1CIHKNhgMBgIDA10OF7vdzsDAAGNjY4+U126hUOblFRtramoqb7zxBkuWLCE/Px9wrfQjxiAoKIjIyEjZp4KCAtavXw84LyIGg0F1/X0YHA6H1CiL/goNXlpaGlu3bmXlypXA3c3Mm/ophFdw+jBrNBppriwsLFRlX8Q8tdvtNDQ08N577/HZZ59x48YN+Z7g4GCioqKIjY0lMjJSHhyJiYls27aNJ598UgoTFy5c4Pbt24SGhhIaGiqfh8ATe4vSagNIwRWcl6bAwEACAwNd2iYOc3E4arVaGSR06NAhlyhvcWERKLW8akYZmDc5OSmFA5PJREVFBVlZWYDTevAg4X6hUQbPiQNcq9XKIOSpqSmuXbvGhQsX5Geio6PlOeGthV6Ugp7wgfT390ev12MymeT5YbPZZNo3ZU54pW/pbAHbnnweSsVUQUEBK1eupKOjg8HBQTnWjY2NHD16VApx3noOPgjlc0hLSyMvL4/q6mqXixjMrRvP1xZexSENTm3FBx98wPvvv8+VK1dcUiOZTCY2b97M+vXrKSoqIiMjg7i4ODkJH4aMjAyZJFen05GZmUleXh7+/v7zXoLsUXA360RFRZGens7Fixflz0Ri7aSkJFnFSEThqaUPyv+HhoZSWlqKVquV5kXxmjB/KAVeg8GA0WjEaDTK9CCAi7nW2xgaGqKlpeWeRWgymSgqKiI7O1v+3Bt90mZDDb6CD0IIZyLf8MGDB10EV39/f773ve/x5JNPyqBJIajpdDpiY2OlxWjt2rVcvnyZd955R2q51KIVEcJre3s7t27dklodnU5HRESEdBtQmvxnZmakIADQ1NTEiRMnuH37NnBXiBL/9zbsdjt6vR673c7x48f50Y9+xPXr18nIyJCCK6h3LSoDDN0VG5OTk1LAA6cgEBcX55JBwltwd5vr6elheHhYWnKE9lX4TIrMRMLsLH6H0u1AbSiVbwkJCTz11FO0trayb98+qVybmZnh2LFjcgw3bdok+6/T6VTZr0dFOS9tNht9fX309/cTHx8/b9acr/1bxUBMTU1x4MABfvnLX3LixAn5ekhICCkpKZSVlfH000+zefNmlyoNIshLWd1F3KhnZmYYHx8nNDQUnU7H2NgYo6OjgFP7EBERIU1doqa8WlBOxLi4OJYsWcKRI0fkwTo4OEhdXR3d3d3yfcqbuJoQmnVl7lLlBiMOTdFukUWit7eXuLg46QsL3leKUlRampiY4NKlS1y9etXFZAt3NXvKi5g39VGgbLPIsWg0Gl20HGpDCK8Gg4GgoCACAwMJCwsjLS0No9FIXl4er7/+OsuWLbvv77Db7VITu2zZMr788ktaWlqoq6ujp6eH5ORk+bc87ToxPT3NxMSEnIP+/v4kJiZKlxyxj4qxEmu2ubmZI0eOUFVVxdjYGP7+/tjtdoxGI/Hx8S4aZrUI7PdDCENCaXL9+nU+/vhjjh07RnR0NN/61rdcLpJqdClz16YrLx0iIE+4rMTFxRETEyODz4RQq8Z+zYZSOzowMEBDQwMdHR1oNBoCAgIICQmR57hOp5u1CtODCh2pAXGBttlsBAcHs3btWk6cOMG+ffsAp5ukw+FgaGiII0eO8MQTT7Bp0ybAu9x0vgqlEstqtdLa2kpHRwe5ubnzNl8f+cmJqDJhsjly5AgfffQRV65cke+Ji4tj3bp17Ny5k9WrVxMfH+8StAPIG8f9yjGK10S1CiHsKfOKifepBdEPMYjBwcHExsbKWttw15XAWzYgJUJYUI6Xsn54fX09u3fvpru7m1WrVpGXlyff5y2L1N0f6ebNmxw7dszFFUaUcjQajQQGBroc+mrZVL8u7jmIQZ19UgrU+fn5PPPMM1RUVMjKLhERES5auNkQFyohEIkUfJcvX+bWrVtS8FVDIJPYD/39/ZmamkKr1UqhBpCBg8oDsbW1lffff5/du3fT1tYG3J27KSkplJeXy2h3UL/wquxbZ2cnu3fvZv/+/QQHB/ODH/yAP/mTPyEqKgqbzSZzhaoZEdAj2tnQ0MCBAwe4efMmGo2GkJAQAgIC5PmhxnX4IJRnw+DgIJcvX5ZKHFGJajGgDKyMjY0lPj5e9k8ZnCXWp8DbxvNhEXl7YX6tH48sUSgPdrvdTmNjI7W1tYyPjxMTEyP9OtasWcPKlStdggFE7joRwfygA0EkLz579iyHDx+WwmthYaFLRKKnD5Wvwj1i2OFwyMAmb0CZn8297jEgs0L09PRw5swZamtrSUlJ4ZVXXqG4uFi+Ty2uHV+Fu/Da1dXFtWvX6OvrA3AJ1srKymL58uUuQoTaBYCvQqvV4ufnx+joqFxzalxjyuecmJjIyy+/zNTUFAkJCXJ/EGsNcLHsgHM+it8hAkcEwpypZKG1z0JgFpkQamtruXXrlkt7lOMi5qTSRCsq3dTU1AB391SA3NxcNm/e7FLC0RsumCJJ/fHjx9m9ezeNjY3k5+dTXl4uLT1K30lvQRRCuXLlCoODg9KypSy5LbTm3sLU1JS0io6MjHDmzBn6+/sxmUz09/dz4MABWlpaCAwMlC4TYWFhslSssqQqqFvYU+5HmZmZFBcXc+7cOYaHh6VGWZjTh4aGCA0N9ZozUeCen165/yhTKzY1NdHX14dOpyMxMdHlfJxLC+wj71bKP+zn50dycjLFxcWEh4eTm5vL008/zYYNG6TQKvzHRMWsr0JU1NBoNExNTXH48GE++eQTBgcHSUtLY8uWLTI3HKjzYBXodDqZwF4wMDBAY2OjzMagdu4XrSuiBsVkvHjxIsePH0ej0bB582Z27NhBSEiINM2qybXjUejs7KSlpYXh4WEZiCUEm9zcXMrLy4mIiHAJIvFmlMJrT08Po6Oj0ldUTYeI8jnrdDoXLb9ApP/6KkTFP1G0oLCw0EWo84TLi1JrNTIywvnz56mpqZEX4enpaalFBVz+39fXx65du3j33XelRUz4EU5NTaHRaMjLy6OkpETGDYhxVyNirxEJ+ysrK/n1r3/N2bNnCQ0NZfny5S7+9d6y1yj3i97eXlpbW+UlWRTsaWho4Pjx4yxZsoTg4OCHOkPVgnLNdHZ2yuwfIvvFtWvXCAoKwmQyYbfbGR0dJTo6mu3bt/PCCy+wdOlSKeApL55qw90VpLi4mOeff57h4WHq6+vlmh0cHKS6uprq6mpWrFghx9JbgvBmC5BTxrsALi4DQUFBLF26VObkh7mV1x5ZeFVucAaDgbKyMhITExkfH5c+Z0JwhbsRrA97qxdFB4TAW1dXJwW9jIwMiouLXXwp1bjhirx9/v7+ZGdnk56ejslkYmpqCrvdTktLC729vS7lG70N5WYyPT3N+fPnuXTpEvHx8RQUFMjblrf1T+nbODg4SENDg9x03Q9Ff3//Oc9d52mUG9Rsmna1MZtJX2inHkb7JvzVBgcHZUL0zZs3s3TpUvm6J4qJKP+ew+FgYmLCRRvsHlAnhFmHw8HZs2f58MMPOX78OICsEiesPenp6WRkZLhcStS8RoULi7g8VlZWsnv3bux2O6+++irf//73KSkpkRpX5ToV5497jk0xrp4+P0S7JiYmGBwclDl4DQYDo6Oj7N27l9raWkpKStiwYQOrVq0iLi5OBsDO5ieqFkwmkyxLXFlZKVO02Ww2eaaLIF+R2UbkQR8eHuYP//APPVpF62ERZ4Y4E7Oysti5cyfNzc10d3e7VGWsqqriiy++IDw8XPZNzb6vIi5JnAVKi4/dbndRNiqt6mNjYxgMBjIzM4mJiZEW6Lns52NpXrVaLfHx8bKGtEAcHvdzwn4QyhxuNTU1tLS0yNdyc3MpLCwkNDRU1RGIyqo4SUlJxMXFERISwsDAAFarVfqEeHOuN2E+9/Pzo7q6mpMnT9LW1kZpaSlJSUkuE/5hUPpYCo2upxBzfGxsjM7OThkk4y6IW61WRkZGiI+P97qAtPshBCCDwUBAQICMlvV0wNL9UProiu+/aoMUxQqMRiMajYaBgQFu3bqFw+EgLy+PsrIyWTfdZrN5pFCDu4UrNDTUJa2VqIQmEJrHo0eP8tZbb1FZWenyXuFfaDKZSE5OdlEAqHVsBcq1dezYMb744gvsdjv5+fk8//zzlJeXA85zx2azSWFoNm3ybPuKGi6e4nAX83hoaEgKPc3NzVy5coWWlhZ6enrYsmXLPVkV1HQOigxAWq2WsbExPv/8c7744gs5ByMiIsjMzCQ+Pl4GcQtlz9WrVzl9+jQ//elPCQ0NxWQykZ6ePmvqLLUhrCV+fn4yrWRkZCSDg4MYjUasViuNjY0cPnyYNWvWSOFVjVkxlK6C7jEd4uKk3IPEhVBYsPR6vSw3Ll73uPD6MLgHLj0M4kYsbs1nz57lZz/7mdR6FRYWsnLlSgoKCqRJRa1mWveAJqVgpnyPWhfhgxCTVEzCxsZGPv74Yy5evEhQUBCFhYUkJSW5aPAeRYBV06XEfX4p/ZdFNL5S8yo+420o+zgwMCADXpTBlGo+NJQ8TDsdDodLbtva2lpqa2uJj49n9erVcsP15BpV/l29Xk9MTAzR0dHS79Fut7vkfQWn9u6TTz7h/fffx+FwyANT6VKg1+sJCQlxcadQ87iKA8/hcHDo0CH+6Z/+iXPnzhEdHc3rr7/OihUrANf1J1yVvGGPFe3T6XTEx8eTlpb2/2fvv6Pjvu4DbfyZAQaDjkHvjeiFIAgCJNhFUmySLJGSZSmW5BbbsSdK2V3n/N7dd/fd7Pue3WQ3uznJJp7EGyeWIsuSLFuyRImU2CvYQRAkUUgCRCV6LzOY+vtjeC+/MwQpUgQwg9E85/CAmIZ757bP/VTa2tru0YSPjY1x+PBhurq6sNvtZGdny3WrdDHxBpSR552dnRw+fJgzZ84AkJeXx9q1a9mxYwdLly4lMjKS6elptFotOp2OEydO8Gd/9mc0NTXx85//nPj4eF566SUSExO9OoAUXC0Yov/KM0387OjokO4h4J39cXfT6OvrY3R0FJVKxfDwMFarldLSUpfLB8ClS5c4d+4cOp2O6upqMjIy5q2Njy28ipRXQp2sDIR4FJSBMlNTUxw9epQPPviAwcFBsrOz+drXvkZ1dbUUbj1hyvsyiMTMSsd78A7h7MvgcDhcqqp1dXVx4cIF7HY7a9asYd26daSnp7vknrzf4hQmCXHr9pboYKUA7X5TFHNblA8VVgdvNv18EcpCH+3t7UxPTxMbG3vfTCDeyKOsJ61WKy8dt2/f5uTJk9y6dYu8vDwKCgpcArnAMz6Uyj00LCyMyspKent7ZfUwk8lEfX09paWlJCQk0N3dzcGDBzl48KDcZ0S0s3sKrYyMDJKSkuTne+NeZLVaXTSK7e3tfPjhh3z22WfEx8fzh3/4h/z+7/8+CQkJwL1+h+CczyMjI9hsNrm3iOA8s9lMWFgYcXFxHvM9VP6tiIgINmzYQHBwMNevX6e/v5+hoSF6e3ul9WdsbIzz588THh5OaGiorF7obfumaE9bWxuffvqpS57zlStX8vu///usWbNm1nn35JNPsnPnTukuePToUSoqKoiOjvaaft4P5WVJXBiVBWvE92M0Guno6KCzs5Pk5GSvUsCJNoq1ZDKZOHfuHHv37pUZd6anp5mZmaG0tJSVK1dSXl4utcjHjx9n//79pKWlsW7dOhf3wbneZx77tHU3X31ZlJ0bGhqSfqHgjCYWJUnBe/OizoYyqEnJYhC874dyEt68eZOBgQFKSkrYtWsXVVVVcj58kUbAW30qldpG5YVDaNHVajVZWVksWbJEbqjihr0Y5qTAPYn48PAwfX19mM1moqKiiImJISAgQPbNmzbZL4tSIJqcnOTo0aOcPXuW8fFx4uPjSU5OloKtVqv1WNUpMY9EMZjCwkKMRiMNDQ10dXUxPj7O3r17CQ4OJicnh4MHD/LOO+8wOTkptbNi7gYFBUlBPD4+nsrKSlkGGDxXYvNBOBwOubaGhobYv38/R44cwWKxUF1dzcaNG2VWib6+PoaHh6USJTg4GIfDQVtbGzdv3sRisUg3kJGREXp6ejAajRQWFrJz5055rnjqAupwOGSO0JUrV9LT00Nvb6/0FT106BANDQ1MTU2hUqk4ceIEt2/fZmBggN///d+X83Q+BIRHQWlqBmce3pqaGnmOl5WVsX37dtatWwe4utcJVCoV69at48KFC5w4cYL29nba2tooKSlx2Wu99dxQatJjY2OJj4+nra1NBko6HA6sVisNDQ00NjaSkJDgcl56eo9VWjAmJyfZv38/77zzDqdOnZLjKLKWHD16lMzMTJ555hm+973vSX/07u5u1q9fLwPuxOfNdd+8RlWk3EBNJpNLbfH4+HhZZWRiYgKr1UpERMSi0HQJ4XWxpcWYDbFpaLVaLBYLx44dY8+ePQwPD7Nx40Y2bdrkkhbDXWNls9lcNCrKnLHNzc2cPHmSqakpKisrWb58OSEhIR4VCGfzcbXb7cTExLBixQqys7Plc4stNc9siM03ODiYhIQEafIRApynN9bHQTmPmpubOXHiBJ2dnbS3t3P79m0AEhISiI2NlcLrbNq8hUY5p9LS0li1ahWdnZ2cPXuWCxcuMDg4SGpqKq2trTLdl8ViISsri5mZGXp6elwCvXJzc6msrJQ+st5QoVAc6OKyqNFoXPaOmpoa3nvvPa5du0ZERAQWi4UTJ07Q0tLCwMAAra2tDAwMMD09zcTEhFyzIghPuFCIoKCxsTEAVq9eTVpaGtnZ2R79DtxdRDIzM8nIyGBycpKioiIKCwt57733OH36NCaTCZPJRHNzMw0NDVLD5w0Cnfv3FxcXx5IlS2htbSUyMpIXX3yRbdu2yedF2jal37pGo2HlypWy6t3U1BRms9llH/a2i5ZAKbwGBASQnZ1NQUGBtJSA80w0m800NzfT2trK5s2bgbsuaZ7cY5V/v7e3l48//pi3336bjo4OqqurKSkpkVYrUbzn7NmzvPnmm9TV1REfH099fT1ZWVmsX7+e/Px8GSw6H4oqr5D+lFW2RkdHqa2tlbkJ165dy8svv0xOTg6ASyaDxYCYlEq/s8WK0k+wubmZt99+m8OHD5Oenk5FRYUcI2UEotDaCUd25eIUlUeuXLnChx9+yCeffEJERARhYWEy2tuTQW3uvsri/6WlpTz55JMuKUA8LeQ8DkpTl0iaHhsbK03L3h6N/jAIrZpKpaKuro6/+Iu/oLOzkyVLlmC1WtFqtUxNTdHQ0IDRaCQxMZGEhAQZtOYplH9bo9FQUVGB3W4nLi6OM2fOyOhsjUYjq/kUFBTIGuufffaZzOCSmJhIUVGRSxCFJ4NFlCVS3b9ji8XC+Pg4165dY8+ePZw+fRpwpg07duwYp06dIjIyUqZ1E0qN4OBgtFqti1VBBKzZ7XaZ+L+np4dLly7x29/+ltjYWNasWeNxs7TSwiECzwoKCigoKGBoaIgrV664KHWUe443XJzdg6oqKipQqVSyIuY3vvENEhISpIbcvUS8EHJiY2MJDw/HYrFITbpyfnhDX2dDaWFVqVQUFRVRUVHBwYMHGRkZAe5mkbh16xYNDQ10d3e7+Nh7ErPZLF1oGhsbeeONNzh9+jSbNm3iT//0T9mwYYPL65ubm/nggw/49a9/TU1NjdxLnnvuOTZs2ODiqqMs1DRXeMWJq/zS6urq+D//5/9w7tw5kpKS+MlPfsKuXbvu+15vN9WKiGWhWVjMiM1pamqKkydPcuTIEWw2G+vWraO8vFy+TmghHQ6HPDTctSnT09NcvnyZAwcO8Nlnn1FfX49araa8vJzs7GyvKE3qLrwGBQURHR3NihUrZES6MrPGYkPpfuNwOGROW3FJma2++GJFaQ6zWCwMDw9jsVhoa2uTc+3cuXO0t7cTGhpKTEwMpaWlrF+/noqKCmJiYjy+zwQHB1NUVMSSJUtYtWoVhw8fZv/+/dy4cUPmbq2urqasrAyr1conn3wi36vVasnOziYzM9NlrnpSWyfccNyFxsnJSU6fPs2RI0e4ePEiDQ0NLtpjkfJrYmKCpUuXsn79emw2G1qtlurqavLy8jAajVKYDQwMxGQySaF/ZmaGvXv38t5773HgwAEyMjIoLy8nKCjIo/NcaX10/250Ot09Ar43unuAqxC2dOlS4uLi0Gg00j/Z/cwWvwslRUdHBx0dHR7L9PFlEe2cmZlBq9USGxvLsmXLSE1Npa2tDbi73kZHRzlz5gwHDhzgmWeeISkpySX2wBN9Vs6lGzdu0NzcTGpqKs8++ywrVqy45/UFBQV897vfpbCwkLfeeosPP/wQwCWnv7CqzAcePXHtdruLM73D4aC+vp4jR44ATmHBbrczPj5OT08Pw8PDhIWFoVI5S6+mpKS4vNcbJ7m4ecbGxtLb2ysH0hvbej+E5kZ81xcvXuTjjz+mvb2dsrIytm7dKm+PYkzFZqSMah4dHaW9vZ3Ozk5u3brFkSNH2LdvHyaTiSVLlvD000+zc+dOli9fLhe5Jw5XZXCLTqeTpf6ElkhENAPSJ3QxoowKdjgcDAwMSDNzYGDgos6g4I67+X39+vV89tlnzMzMSPOlODTF68+fP09jYyMvvPACO3fuJCoqCri7HhYasZbCw8OlZrywsJBbt24xPDxMTk4OTz31FFqtlrfffpumpiaX4C2xhpW5Tz15SIrvUCQ27+vrk/EO58+flxWYBAkJCYSEhBAZGYlOpyMpKYknnniClStXolKpCA0Npaio6KHakJ+fT3h4OKdOnXLZozwlDAotuMjkoixGcPv2ba5fvy5dPETKqZmZGSnwecv5Jy7EwooxMzNDVVWVdMURgp37e0Q/JicnuXz5Mo2NjYBTBjAajczMzCw6qys4cyqvXLmSlpYW+vv75V4DTs3loUOHWLJkibRyibPTE2MpxsBoNNLW1obZbGbNmjWsX78ecMZEiEBskW0nMjKSiIgIIiMjCQkJwWg0Ul9fz8cff8zv/d7vkZSURFRUlMzwIlKozUX/PC68KnPxXbt2jaamJvkFDQ8P81d/9Vf8/Oc/d5HeHQ4H69ev5wc/+IGM9ha3NG9AOfnUajXx8fGkpqYyMjIiNQjeemueDWUgw9jYGIcOHZIJ0EU9+YiICJdqWu6T8/bt2+zfv59PP/2Uy5cvMzIyIh3Aq6ur0ev1bN68WaYDEnhSMxQWFkZCQgLJycm0t7fL5Nq1tbUcO3aMbdu2ERcXJzNfeMPh8ago07iMj4/LNCiLKdPAo1JQUMCmTZvo7u52iYQWpKamYrPZ6Orq4oMPPiA0NJTVq1d7XHh1R5TCtVqtTExMyBRYHR0dHD9+nKtXr0rhVQhFwcHBHveNFGl4xPyqq6vjk08+4cKFC1IQN5vN0jcVnAVqKioqKC4uJjc3l6ysLJKTk0lISJAmyUfpV2pqKq+//jrbt2+XOY0f9TPmEvcgUVEatrW1lUOHDnHq1CkGBgbketVqtcTFxXnNmSf2P1GBsLa2lnfeeQer1UpUVBRLly4FmDUAUim8WiwWmpubaW5uxmq1EhISIt3PFgtKN7fw8HCqq6tpaGjg0KFDLiVzJycnaW5ulj734FnfZdHusbExent7mZycJCEhgZycHMLCwqSFXJwNIyMjfPrpp/zjP/4j165dQ6fTERcXx8DAAP/4j//I1NQUr7/+OjqdzmVez9W54pEdWGxeyjrcx48f5+jRo9TU1BAUFMTMzAyTk5MyP5w7FouFl19+WQqvwlfP2xCppaanp10W4GISdoQWzmKxcOTIEfbu3cv09DQ7duxgx44dMurX/UBvamqisbGRjo4OGhoaOHPmDFeuXJGVYSoqKti4cSM7d+5k3bp1LtoGT34/So2j+y1YWAcOHjzIkiVLZLL3xSjwKTdKu91Oe3s7ra2tWK1WaeGAxVclbTaUF7D4+HjCw8PRaDRER0eTlpZGbm4u4eHhREdHo9VquXLlCocOHZJ+d96CMMOJQhLCHUe5dqxWK3FxccTHxzM9PY3D4SA9PZ0NGzZQUVHhomn0hD+5+Jujo6OcP3+ejz76iGPHjtHR0eGSu1atVrNt2zZWrlxJSkqKHKfk5GR5kXBHVCITgbLu1gNRrjwyMpLY2FhiY2PnubcPRrgmKatKgjM12IULFzh16hS1tbXcuHFDau0SEhJ45pln2LlzpxxLTwdTKpVHt2/floUJMjMzXS4hswlmQpMs0iV2dnbS19cHON0lUlJSXAp0ePry9UW4l65OSUkhISHBxVoXFBTE+Pg4XV1dLqXiPemi5W4RAacCR+RyVQZjT0xM8Omnn/Lf/tt/o7GxkejoaF577TVycnI4cuQIH330ET/96U+x2Wy88sor5Obmuvg4z4WQ7jH1gdhM2tvbef/993n77bepr6+XAl5gYKBLDlCVSiVTNIBT6+AtGjp33JMVd3d3c+vWLRe/rcVwk3RPkSRu0xcuXKCwsJDvf//7fO1rXyMgIEAG3dntdqanp7l27RoffvghH3/8Mc3NzfL7yMjIoKioiIKCAp544gm2b98uJ7Uwi4FnTdXib9tsNsxms0ukqMPhYGJigps3b0rNMSzeVFliXITwOjg4SHBwMLGxsS7C62Lq1xdx69Ytzp8/T1tbG2lpabz88sts3bpVWg9GR0eJjIzEZrMRERHBk08+6SIseVJQEPuhO8q1Exsby/Lly2lsbKSrqwur1Up6ejpPPvkkBQUFgDOIQlQYWyjsdruLkqGmpob/+T//JzU1NXJfFz6OFouFVatW8YMf/IDnn39+1nbO5tYSEhLiIsg/CG9wi1H6nINzXG7dusWhQ4fYs2cP58+fZ3R0VF6Mw8PD2b59O6+//jrLly8HPJ9iSVyoxLjevHmTY8eOMT4+TkFBAYmJiQ98vzIe4vr169y8eVM+l52dTWFhIaGhoV6RDuxR0Wq1xMfHExMT4yK/iDknsmV0d3eTmprq0aw1VqsVjUZDXFwciYmJqFQqOjo6aG9vJzMzk/b2dtrb25mamqKlpYX33nuPxsZG4uLi+MEPfsCPf/xj0tPTWbp0KSaTic8//5w333yT8fFxnnvuOcrKyoiMjJyzCpoLKryKyHsh2Z8/f55//ud/5qOPPnK5fQCEhoYSGxtLeno6RUVF5ObmEhsbK4UEpdYLPJNI/H64C6/T09NMTU25ZBzwJm3O/XAXXi9fvszx48cBZ7LpDRs2SJ/Pjo4O+vv7aWlpobGxkYsXL3Lx4kX6+/sBSExMZPny5Wzbto3Vq1eTkJAgo7nh7tyYraTjQiPGJiAgAK1WO2s1IlFidLGjnKciECYtLY3k5GSfEF7FhULkwmxvb+e9997j888/Z2xsjCeeeIL169dTVVUFODdwkW3giSeeICQkhNTUVBd/O29wGQBXP8mZmRm5diwWCwMDA4yMjLi4DSgjfj0xd92FnMbGRhnfoHzNhg0bWLVqFdXV1axdu3bWuSeK47jn0X6Uan6iSqMnLCZKzZNKpaKtrY3jx49z+vRp2tvb6e3tpb29XZaIBSgvL2fTpk08++yz0gwv3u9J3PcHoTlNT0+nqqrqnvSJYk4KQU5cNmpqavjFL34hMw2Vl5dTVVVFamoqsDjOTHA9IzQaDXl5eSxbtoyMjAxu3LghlSKCpqYmTp48ydatW2UKO0+nPsvPzycpKYljx47xZ3/2Z6SlpTEwMMDNmzfp7e1ldHQUi8XC8uXLefnll3n22WdJT08HYMWKFfzoRz8iLy+Py5cvc/jwYc6dO8fSpUvZtm0ba9asISoqCpPJhEajuSfrxMOy4MKrKD0Jzs3r8OHDTE9Pk5+fj8lkoqurC4fDQW5uLhs3bqSwsJDi4mIptd8PTws8SpSLWaVSkZiYSGpqKj09PffktvNmlBqBtrY2zpw5w+DgIOXl5WzduhWNRsPAwACXLl3iypUrXL9+nXPnznHt2jWZGHz16tUsW7aMgoICiouLWb58uXQzAKemISAgAI1G4yIkegOBgYGEhobKQ1/49Gq1WkJCQrzqwjQX2O12WeJXWU98sWk7lCiDB9Vqtcxw0dnZSXl5Odu2baO4uFi+XgSDRkREkJeXN+tnelpYECgjtIODg+X/zWYzt2/fpre3VwZXxMfHuxz+3rBfarVaoqKiMBqNpKamSqXE17/+dZ5++mnS0tKAu0JOYGCgFFQftziOWq32GjezGzduyJyaly5duud5nU7H8uXLefbZZ3n66afJy8uTFwHxnXga5ZoQcy45OZmMjAx58RMZFMS+qdSQ37hxg/fff59//dd/xWw2U1hYyMsvv8zatWvlOHvDnH1YxPiIAKXi4mIKCgq4ffu2vHgJGhoaOHjwIAUFBVJ49YQbpHI9LV++nF27drF3714+/PBDl74EBgYSHx9PRUUFzz77LNu3bycpKUleCAMDA9m4cSOlpaWcP3+et99+m08//ZQLFy5w6dIl1q1bR1VVFcXFxY9VPnbBVQjKhRYVFcX69etJSUkhNTWVmpoaPvzwQ2w2G6tXr+Z73/semZmZBAQEfGnp3BMo1eIBAQHk5+dTVlbG+Pi4i/DqzTdJ4UQfEBDA0NAQhw8f5uTJk6jVatauXUtmZiYnTpzg8OHDnD9/nq6uLsbGxqSmIDU1laeeeoqnn36asrIyaTZxF1CV6Zi8RSgQ2O12LBaLvCUrTezePHZfBovFwuTkpKzmlJ2d7aLNWgxuLrOhHCdhku3t7SUrK4tdu3bx9NNPExsbe8/ButhQ9lOj0bgEPubm5lJdXe1iqfKE9ti93PKyZcv47ne/y9TUFBkZGWRlZZGXl0deXp48xOGu0KK8THvbXvGwKAOb7HY7ra2t/Pa3v+XNN9+kqakJcI6fsNLpdDp27tzJSy+9xIYNG6QWU2kR8waU+0NsbCwRERGYzWbGx8eloCasa8o15nA4qKur43e/+x2HDx+We21xcTGbN2+WucM97RrxqLgXONHpdBQXF9PU1ERLS4sMoLRardJiqdSye2K/VY5LUVERP/rRj8jIyODzzz/n9u3bMvVXVVUVhYWFJCQkEBcXJ31iAZfLdGpqKnFxcbIM85kzZ6itreXMmTM8++yz/Nt/+29ldbsvc/4v6A7mnox66dKlJCQkEB0dTXd3N4cOHWJycpKYmBiWLl0q6+VarVYp9ClL0Hm6Msz9cE9WnJGRQU5ODpcuXWJ4eBjwHtPj/RBJsgH6+/s5e/YsAwMDhIeH09fXxwcffMDVq1c5ceKEHBuNRkNZWRnLly9n5cqVrFq1itLSUpfUKFarFavVKueCN38PQqATlYtE1KTZbJb9WMwoLQSTk5MYjUbCwsJITU2VORnFoeGN6+xhECZhu93O+fPnOXXqFFarle3bt/Pss8+6+OMpL9bCLUQcQt5+cCqFV6VwBE5hQqkBE69ZaNz9dUtKSoiMjGR6epqYmBgyMjJc8kOK1DrevEc8Kkq3uZmZGS5dusThw4dpbW1FrVYTGRkp95vw8HC2bdvGN7/5TbZt2yY1cUr/Zm/A/SIfFRVFaGgovb29XLx4kZycHCoqKqS2fHh4mPHxcYaGhqivr+fAgQMcOXKEvr4+kpKSWL16NS+++KL0z16seaaV8zYxMZHq6mpOnDghfXojIyPlOZuYmOiioPNksLIIBhVKp7KyMgYGBoiMjKSwsPCedHTC/UaZtk3MUa1Wy+bNm0lOTmbt2rXU1NTQ0dFBeXk5iYmJj5Vb2SOaVyFlL1myhKysLLq6uqivr+fChQuAc1CVN2+hsvb2A+R+CEFbiTcvRvfKOy0tLZw+fZqxsTGCgoL45JNP7hHeEhISWLNmDTt37uSJJ56QJRfdeVxz30IiNEWivUajUfoizZXTuSdRrqebN2/S2tqKyWRyKZEqorMXm/Dq7l/f1NTEBx98wNmzZ0lJSWHLli3ycjybVse9qIa3o9xPzGazzJkKzoNQXLg8jXIexcTEuPhDKp8Tfsq+hjK3ssVioauri56eHqlJHR8fx263ExISwo4dO/j2t7/N5s2bpeDqrrn0BpSCCzij0rOzs2lra2Pv3r3SnFxUVER7ezvnzp3jxo0btLS0yMBJgOTkZHbs2MF3v/td1qxZIwOBAwICFs2ZoUSlUslqYjqdjhUrVrBkyRJZLW56elrmOF+1apXMnASeU265j2VaWhopKSkuFgN33NvqfkkNCAigpKSEoqIivvGNb0irrnjflz1bPJYqS2gn1Wo1Q0NDXL9+XabHiI+PdwkuEKm1FgvuKvDp6Wmmp6ddBl6YKb1RIFdOYKPRyIULF7hy5QpwN61JWFgYlZWVJCcnEx8fT2FhIStWrKCoqMjFp1WUxhU+h97YX3fE2IWEhFBQUEBpaSmdnZ0uCaZjYmJcfLAXkyCrDEgD5/wUfsuAS/ogpQZ+MaG8gFksFk6dOsXRo0cJCQnhySefpLKyUmY0EQL6YkYpvNpsNqampmSWDKEJ8UbXD+U+abPZZBDWYhRWHgaltSMgIACdTkdoaKhLMO+mTZt46qmnWLlyJSUlJdLVymw2e+08VfpnZmdns23bNq5evcqFCxfo7Ozk+vXrpKSk0NfXR2Njo8y+o1arycrKory8nLVr17Jx40YqKipctHiLHTHeiYmJrF+/noaGBurq6uT6FHlwhbULPO/fq0zh5n62mc1mLBbLF1pPhQJByBPu5eEfF4/sEMoNy2q1MjU1JUv5qdVqmVlAsJhKxMG9AVvR0dHodLp7So16eoI+CHFzGh4eRqvVkpGRQVdXF1lZWRQUFFBeXk5ZWRlxcXHypi205eK2OR8TdiFQLtaysjJ27dqFxWLh9OnTqFQqKisr2bBhAykpKfJ1i1E7KTCbzWi1WvLy8khISJBRo4sZpQB048YNjh8/Tnt7Ozt27OD555+XfRSXqsWOu/A6Pj4uBSKtVktQUJBX9lPpw7oY94pHRTkGWq2WpUuXsnnzZkZHR2lra2PVqlX8yZ/8Cc899xxwV8nhTQFms6EsJBAdHc3mzZtpbGyku7ub3t5ePvroI/laIRBlZGSwevVqGdRbUVEhFQIi8GexX2KULoQajYYnnngCh8PB559/zqlTpwgICKCyspLMzEy0Wu09BTw82W5lDnCxTsU8fJi5qPT7FcoEpdLucbN8eHxmCCFHaOgiIyNZsmSJi9uAN266D0K0VyzA4uJiVqxYwZ49e+js7CQpKYnk5GT5Om+8XYpJFR0dzYsvvkh1dTUmk4nQ0FB0Oh0xMTFERUVJ86pykxGmMW/VLD8I940jKSlJ1nYWeV1jYmJISkpy0TAvpjnqvmGEhYWxY8cOCgsLCQ4OlqV+gYfOmelNKKOwh4aGOH78OOfPnycwMJCqqiqWL19OQECALFXp6YNirhH+ogIhFHpbP91TCi6mNfRlUfYxMDCQoqIivv/977Nz506mpqaIjY118SkUvsveGNDqjrJ9CQkJfPOb3yQ7O5uTJ09y6tQpbt26RVpaGqtWrZJV0kpKSsjMzJTFQZQshj5/Ee6uMNnZ2URHR7N69WoGBgZQq9WkpqbKdGDetgaU6fhEwOSXGRPl54jfH3d8PSK8KhstfFmFilnk1nSPSFyMk1hZcGHlypW89NJL5OfnU1hYSFlZmXydNx4sgtDQUHJzc8nNzX3g60QaKV+4LQtEf5KSkmTtaV9Eo9GQmZnpIrQKh/vFdvkA1/KtPT09HD9+nNu3b1NSUkJxcbFPmSQFyjUXFRXFhg0baGxspKmpiaGhISYnJ13S83hD371Bw+RpwsLCyMnJkVH1ApG3dzGtQTGWQlNcWFhIbm4uy5cvp7q6mr6+PhITEykrK5NCnPKcV5YX95UzRIlKpSIoKEjmOF8MuGdN+LLMR4yIx2eIe3CQ8HvyRv+sR0W5MJOSkvjDP/xDZmZmCAoKcoks9DYH/C/DYtlgH4Wv8sG6mA8PZWDS8PAwjY2NhIWF8eSTT1JYWCif86U5K/YQm81GTEwMr732Gna7nTfffNMntcu+zmI+E9y1y0uXLiU/P99FOTXb2hNKLD9+HgaP+7yCMyVIeHg4QUFBxMfHk5ub65KTUOk3spgQbRaaIPciC4shZ6EwQYoa7+IGpTRFLtbxeVisVisWi0UKRUK77InKPPOBCOgxm82o1WpCQkIWdb/cc7tarVaZdDsrK0seootZQLgfom8xMTHs3r1b5rAtKytzuTB7m3nyq4qIxBcBdQEBATL2Y7Gj1KS652kX/o9w19/5q6KJF5l6xHkSFBTktWk/vRmPCa/KgKaEhARKSkqorq6msLCQ6upqIiMj7ylPulhROi0LF4jFslBFyprFGHE+V/iSK8RsCHOWNweEPArK/SIqKoqqqirKy8tZsWIFcFczu9j3ldkQY+hwOMjKyiIrK2vW1/mCcOQLPEoAzGLDPQ5CIBQeX9U56OvnyULhFZpXnU7Hli1bWLJkiUyoPdvrFjNCu6XMW/dVXbx+/MwnyotWTk4OP/jBD1x8zHx97SlLU/rx42mUUebKHNm+dL77WXgeWXjV6/Xz0Q6vwdf7B77fR1/vH/j76Av4ev/A9/vo6/0Dfx99AV/sn++qH/z48ePHjx8/fvz4HCp/dJ8fP378+PHjx4+fxYJf8+rHjx8/fvz48eNn0eAXXv348ePHjx8/fvwsGvzCqx8/fvz48ePHj59Fg1949ePHjx8/fvz48bNo8FimXL1e/x3gF1/wMrvBYFi0mcT1ev3XgY1AObAMiADeNhgMr3qyXXOFXq+PBXYDTwNLgVTADFzBOba/MBgMi7rO71dgDH29f9/Bx/eZ2dDr9a8B/3rn1x8YDIafe7I9j8tXZK/570AlkA/EAUagHfgd8PcGg2HIc62bG/R6fRuQeZ+n+wwGQ9ICNmfO+Qrsp16zDj1Z5qEO+C/3eW49sBnYt2CtmR/+I84JPAl0AYUPfvmi40XgH4Ae4AjQASQCzwM/B3bq9foXDQbDYk5p4etj6Ov9q8P39xkX9Hp9OvB3OMc03MPNmSu+CnvNvwFqgQNAPxAGVAN/DvxQr9dXGwyGTs81b84YA/5mlscnF7gd84Gv76desw49JrwaDIY6nAfLPej1+tN3/vt/Fqo988S/wTmBb+K8jR3xbHPmnOvAs8CnytuWXq//D8A54AWck/q3nmnenODrY+jT/fuK7DMSvV6vwqkBGQI+AH7i2RbNGV+FvSbSYDCY3B/U6/X/FfgPwL8HfCHb/KjBYPhzTzdinvDp/RQvWodeV2BXr9eX4rxtdgOferg5j4XBYJAT1xcrXBgMhsP3ebxXr9f/I/BfgSdYxAfKV2AMfbp/98OX9hk3/hinNvmJOz99gq/IXnOP4HqHX+MUXvMWsDl+vgS+vp960zr0OuEV+IM7P//ZYDDYPNoSP4+D5c5Pq0db4cfP7PjcPqPX64uAvwT+1mAwHNfr9T4jvH4Bvr7XfO3Oz3qPtmLu0Or1+leBDGAKZ7+O+8o6/AqzoOvQq4RXvV4fArwK2HH6T/hZhOj1+kDgW3d+/cyTbfHjxx1f3GfurLm3cPqg/QcPN2fB8MW9Rq/X/wSnr3IUzgCudTgFvL/0ZLvmkCScc1XJLb1e/12DwXDMEw3y83h4Yh16W6qsbwA6YJ+POKZ/VflLoBTYazAYPvd0Y/z4ccMX95n/B1gOfMdgMBg93ZgFxBf3mp8A/xn4U5yC62fANoPBMODJRs0RvwC24BRgw3BGrP8MyAL26fX6ZZ5rmp/HYMHXoVdpXoEf3vn5M4+2ws+XRq/X/zHw74Am4DUPN8ePn9nwqX1Gr9evxKlt/V8Gg+H0F73eV/DVvUaki9Lr9YnAGpyCwSW9Xv+MwWCo9WjjHhODweCe+eMq8CO9Xj+Jcyz/HGcqJj+LBE+tQ6/RvOr1+mKcC7UL2Ovh5vj5Euj1+j8E/hZoADYZDIZhDzfJjx8XfG2fUbgLXAf+k4ebs2B8FfYag8HQZzAYPgS2AbHczdvri/zjnZ8bPNoKP4+EJ9eh1wiv+GAAxVcJvV7/p8Df47xJbzIYDL2ebZEfP7Pia/tMOM6k9kWASa/XO8Q/nKZngH+689jfeKqRc8lXba8xGAztOIWDEr1eH+fp9swT/Xd+hnm0FX4eGk+vQ69wG9Dr9cE41c124J893Bw/j4her///4TRt1QFbDQbDoGdb5MfPvfjoPjPD/ftSgdMP9iTQDCx6l4Kv8F6TcuenL1y4ZmP1nZ+tHm2Fn4fCG9ahVwivOKs2RAOf+FAAxVcCvV7/n4D/F7iIM6jA58x3fnwGn9tn7gRnfX+25/R6/Z/jFF7fXOzlYcG39xq9Xl+IM3l/r9vjauD/AxKAGoPBMOKJ9s0Fer2+BOhxHze9Xp+JU4MH8MsFb5ifR8Jb1qG3CK8igMJnKt0A6PX6XcCuO7+Kms2r9Xr9G3f+P2gwGBZtBRy9Xv9tnJPYBpwA/niWxMxtBoPhjQVu2pzxFRjDXfhw/9zwyX3mq8BXYK/ZAfyVXq8/DrTgrJCWiLNK0xKgF/iB55o3J7wI/F96vf4IcAuYAHKAp4FgnD7o/9NzzXt8fH0/9aZ16HHh9U5i7XX4SACFG+XAt90eW3LnH0A7i7t8Y/adnwE407rMxjHgjYVozDxRjm+PYTm+3T/A5/eZrwK+vtccxHmpWgssw5nKbQpnIN5bwP/2AU3zEaAApzVgNU7/1lGcbi1vAW8ZDAaHx1o3N5Tj2/up16xDlcOx2OeKHz9+/Pjx48ePn68K3pRtwI8fP378+PHjx4+fB+IXXv348ePHjx8/fvwsGvzCqx8/fvz48ePHj59Fg1949ePHjx8/fvz48bNo8Auvfvz48ePHjx8/fhYND50q6065wUWNwWBQ3e85X+8f+H4ffaF/4Pt99M9T3+4f+H4ffaF/4Pt99M9T3+2fX/Pqx48fP378+PHjZ9HwyEUKDAbDfLRjXpmlAsR98fX+gWf66HA4cDgcqFQqVKoHXoZnxdfHEHy/j4thnj4uCz2Gdrv9S6+pL4N/DF1ZjP0D3++jf5664ov983iFLT++i81mAyAgIGBBD1g/fh4Gh8OBxWLBarVis9mw2+0EBAQQFBSERqPx2vlqsVhQqVQEBgaiVrsaz+x2+z2P+fHjx4+v4RdeHxO73Q7gF85mISAgAACz2czk5CRms5ng4GDCw8MJDPRPPV9HaNq9DWEFUKvVBAUFERQU5OkmPRRir9FoNABMTU0xMTGBSqUiIiKC0NDQr5zgarfbUVaJFPuwN847gZh/SkuUN7d3oRBjqVKpvnLz2M+j45cgHgOHw4HVasVutxMYGOgXyO6gFFomJyc5f/48H374IdevX2fNmjW88sor5OTkyEPHv3H7Jt46vna7HZvNtmiEVoHZbJYCt81m47333uP9998nJCSEb33rW+zatQtwambVarW8PPoyNptN7sFCGy2Ee2/F4XBgNpux2Wyyvd62RhYapRUkKCjIL7z6+UIWXNpyOBz3aCsfZuGKW5ndbpemscDAQI8uepVK5XIAftnDWtzCBYt14So1Wna7naamJs6cOcOJEyd49913MZlMjI+Ps3nzZpYsWeLp5sr22mw2l+//YVCpVAQEBCzasXpclNoj5bp0OBwEBASg0Wg89t0o2yLWonJuBgYGEhAQgNVqpauri4GBAUZGRpiYmCAyMpLc3FxSUlLQarUeab87Yr8MDg4GnBfCffv28ctf/pIjR44AUF5eLoVXpbuOr6CcY4AUzjUazazCqrdenMDZdjGWc4G4jIlzcbHtS2KdarVar1lzfhYOcfkUe/PDsuDCqzAJPGrwjniP+Axv3JS+LL7SF6UQPj4+zp49e3jjjTfo6enBZDIBEBcXN6cb9+Mgvnfl3HqU9/rKuH0ZRP/dL17e4CqgvBSLtigvzODUYp47d479+/dz9epVmpqa6OzspLS0lB/96Ec89dRTxMfHy8/0ZL+E4CYEkvfffx+DwUBTUxMA4eHhLmvKF+emuyn5i/rna/1/EIv9bFxs7fUzt4h1/ajzYMGEV/fF9bANtdlscuMS2i73z12oye+uyenv7+fSpUsMDAxQXl7O0qVLAafZ7lG0wt6sJXgUxCS02+00NjZSU1MjD9jAwEBSUlJYsWIFWVlZqFQqObYL0W+hYVVenu43px4FZaDPYtJ2PCrCRcZms8kbsvj+ZvNRczgcjIyMEBAQQEhIyIKYcpXryH1Mle1raWnh448/5vDhw9y+fZuoqCgyMjJIS0ujsLCQ9PT0ey5YnhRcAwICCAgIYGhoiL179/LGG29w4cIFwKmNzc/PJzExUb7HV+eh+7gODw/T0NDAzZs3GRkZISwsjNzcXIqKikhOTgacWp3HXeNzicPhoKuri5qaGjo7O1myZAkrV64kLS3N5TWPOt/EHFlMKK0hQ0NDHDp0iM7OTpYvX86qVasICwvzdBPnDHFOiD1K6fMsLEFfBYQSQZwlQUFB95ydNpvtob6PBRNe3c13D+uYLTqhNPF6ym1A+CgBTE9Pc+rUKf72b/+WtrY2/v2///dSeDWbzTLC/n6I/jscDjo6Oujs7CQhIYH8/Hxg4VPgPC5Wq1V+Nzdv3mT//v20trbK52NiYli7di3r1q0jLi4O4JG1nY+D2CSUv8NdE7NYVI/yeeLA8NWNx/3COZuJVnxvZrMZh8NBYGAgg4ODXLlyhaGhIVJTUyksLCQhIWHe26vcY8T6UV5YLBYLra2tvP/++7z11lsMDw+zfv16nnrqKSoqKsjIyECn03mVL6zFYpHt2b9/P3/9139NfX293Duio6OprKwkJydHvkdcKnwJk8lEb28vVquVxMRELBYLR48e5Te/+Q0HDx5kYGAAgJ07d/Lqq6+ydetW4uPjCQwMfOS1PdcoteZjY2OcOHGCv/qrv6Kuro6Kigp+8pOfsGvXLkJCQgDXc+ZhUMZeLBa3AaXldWZmhtOnT/MXf/EX1NXVsXv3bsLCwqisrJR768MKNN6KL58TX4TyHBHzUrnH2mw2F6XIw35P8y68KoUwm83GrVu3aG9vx2w2Ex0dTUpKComJiff4uignq81mo6Wlhc7OTlpaWrhx4waJiYns2rWL3NxcwFV4mi+Uf2NsbIyDBw9y/PhxAIxGo3yduyl1NsQGZbVaOXHiBL/61a/Iz89Hr9dLAXYxIfpjMpmoqanhww8/5ObNm7KPJSUlvPrqq2zYsEG+JzAwcEEFWHAegiaTiYCAAEwmE62trVy5coWOjg7MZrNcVFar9b6fERAQQHJyMitXrmTp0qVotVrpN/tFlxZvxGazYbFY5KEnfOjE2Ij0UUpGRkbo7e1laGiIgYEBrl27RlNTE0ajEZvNxtjYGFFRUWzYsIH4+PgFEV7BGYHf1NREa2urDP5QqVRMT0/T0dHBhQsXaGpqIjw8nGeffZbnnnuOpUuXEh0dvSDte1jE4a7RaJicnKSuro4DBw5w7do17HY7ISEhJCYm8uSTT/Laa69RVVUl3+cLh6RS+2ixWLh58ybvvvsuV65cYenSpcTFxXH06FGOHDnC+Pi4fN++ffvQarVoNBq2bNlCTEyMPDA95fqhFF5v3rzJ0aNHuXXrFgC1tbUcO3aMNWvWkJmZ6RIT8qDPU7rtNDY2cuzYMZqbm0lLS2PTpk2UlJR4jXvWbFitVnkRvnHjBnv27JFWumPHjlFZWUlxcTERERFSabVY5rUIIgQe+jLhK9ZXdywWC2azGYCQkBAXl1FwnscHDx6koaGBnJwcdu7cSWho6EPJBfMuvAqzAEB/fz979+7l1KlT2O12dDodhYWFPP300xQWFgJ3BUSlxrWuro5PP/2UpqYmmpqauHTpEsuWLWPlypULKryKQAhwBk1cvXpV/h4ZGSn//7ABaOIzb9y4wb59+7h06RKVlZWkpqZKk4m3521UOtsDdHZ2Ul9fT0NDAxaLhZCQECorK3n++efZvHkzGo1G3rSEYDHfbQOnpry1tZXm5mZpzjYajTQ1NXHu3Dlu3LghhdeAgACXzVLZRrEppaWl0dzcTFVVFTqdjoyMDEpKSlw0ut48bnBXQ+muFRCBMErMZjMmk4nJyUlaWlqoq6vjxo0bdHV1cfv2bfnT4XAQERFBYWEhhYWFxMTEzOu6VH7PAwMDnDx5kgMHDtDa2irztc7MzADOOdDf309SUhK7d+/mxRdfJCkpCXCOq9lslu4Qnr6EmM1mtFotKpUKs9nM8ePHqa2tlc+r1WoqKyt58cUXWbduHXBXA+ft0faPis1mo6enh8OHD3P69GlOnDhBamqq3H91Oh1LlixhYmKCGzdusHfvXsB5cFZXV5OSkkJwcLDHBQOLxcKVK1c4e/asDPY1m81cvXqVwcFBMjMzH+pzhJYqICAAi8XCsWPH+Nu//Vuam5vJzs5maGiIkJAQiouLXV7v6f4LRGYBMU9bWlo4evQoVquV4OBghoeHuXLlCiaTSQqvntaePwjRPiHrzKZlnZqaYnp6WgplIrOCRqMhMjKS8PBw+VneMk6PgnsAL9w9R5T7kcVikdk2WltbOX78OIcOHWJwcJCnnnqKrVu3PvTfnHfhVQyi0Wjk7Nmz/PrXv+b8+fOEhIQwNTVFenq69DUDmJmZkQeHxWKhrq6Od955hw8//JDh4WGp4RwfH3fRdi70gNvt9sf6++L1NpuN0NBQgoKCGBwcpL6+nnXr1knhVWw83orSxGWxWGhoaKC1tVUK+kVFRfz4xz/mueeek5oAtVq9IH0SAgA4heqf//znHDp0iMnJSWkJMBqNjI+PSwFHcL/IR6vVisPhYHJykr6+Pj7++GOioqJ47rnnSEhIICkpSWoKvHnc4F4LwczMDOPj4+h0OpcNx2g0cvnyZWpra7l69SpXr17lxo0bjI6OykC8/Px8nnvuOakR3Lx5MytWrECr1c6rBkjkDga4evUq//AP/8ClS5dISkoiLS2NyclJRkdHSUpKorq6moyMDHJycigrK3PxExXaZW/Ju6kcl/Hxca5fv053d7d8PDIykrVr11JZWSlf5+4as5gRlypwzsuRkRG5nkRmCEF1dTUvv/wyJpOJv/mbv6GpqYl9+/ZhNBrp6elh165d0q3CExo8Zbtv3brFrVu3mJiYcHFBe1ThTMyD4eFhampqaG5uBqC3t5djx45RXV0thVchJHl6TitR9ndiYoLOzk6pgBIBiN6+fwoepLAwGo0MDAxw+fJlrl27htlsRqVSMTw8zPDwMImJiWzZsoUNGzYQEhIiteqLpe8CZfCu6IO7IC6UHDabjaamJj766CPOnTuHVqtl06ZN8rwQn/dFzNtOp0ybMzMzI9MlnTt3zkWVfOvWLemvBHcd7AF6enr48MMPeeedd+jt7XVteGAgPT09TExMEBERseB+au4TbHp6Wv7/YW65ygkfERFBQkICXV1dNDU10dvbS1ZWFrCwfqFfBmEGMJvN1NXV8fnnn1NTU4PdbqesrIzXXnuNr33ta0RFRQFOM8FCmbMsFotcDN3d3fz617+mp6dn1teK3ILChG632+UcnQ2z2UxfX5/8XaVSkZiYyLPPPktaWpoU/rzxJi00H6LPExMTnD9/ntraWsbGxkhOTiY1NZXw8HDMZjNtbW3U1NRw6tQpae4ESE9PJyUlhYyMDNasWcPKlSsJCwsjIiJiQVKhiX6I+dTe3s7JkycJDw/nmWeeoaioiPHxcUwmE/Hx8SxfvpycnByXQBDhQqLRaLxC8BMHYHBwMA6Hg+bmZj7++GMuX77MxMSE1Pzn5eWxbNkyYmJicDgcGI1GQkNDvW6ufVmUwmt7eztHjx6lv7+f8PBwJicnUavVLF26lLKyMnbs2MHXvvY1xsbGOHXqFE1NTczMzHD58mWys7NdLqaeEF7FmExNTTE5OcnU1BRw14qTlZUlNW8Pg9hbpqenOXv2rBRcwZnNJTY21sUNz9vnhEhbJ6ioqGDlypVyXXtTwJ0SEX+j0WhctK1dXV20tbXR3d3NwMAA/f39NDU1cf36dcbHx7Hb7XIuxMfHMz4+TkhICFVVVdLv2dvODREXIvosLspCBhIKKaVMNDMzQ2trK0NDQ/T29nLx4kWuXbvG1NQUYWFhWK1WcnJySE9PZ/fu3axbtw6tVvvQVst5262FcGe322lubuaDDz5g7969WCwW2fCZmRni4+PR6XQu7xMD19HRwdGjR6XgqtPpGB0dBZw+p5cvX6asrIzly5e7SP4LcWtxN2UI37/4+PiHuuW6p/CxWCwAtLa23lfA8iaUAXcOh4Pr16+zd+9e9u7dy8DAABqNhhdeeIFvfetbREdHY7Va5zy/4aOg9ENSqVQEBwe7aM7FjfhRLgvK1zc1NfHuu+8SHx/Piy++CHhvsnjlYTAxMcEnn3zCv/zLv3Du3DlMJhPR0dFER0cTHByMyWRidHSUkZERZmZmUKvV5OXlUVVVRWVlJUuXLiU7O5uEhATp0+QpRkdHcTgcVFZW8u1vf5vCwkIpnIo+u69Lb/MLFOskMDAQi8XCe++9xz/+4z+6XJTy8vJYv369vOD6ksZVIObR1NQUp06dYs+ePXR1dcl+RkZGsn37dp577jmWL19OWFgYAQEBVFdXc+3aNerq6piZmWFmZuaB/usLgTKqPDg4WLqyBAcHk5WVRWlpqYvP9f3ODmHREd9BU1MTR44cYXBwUL4mNjaWLVu2SEsm4PF86F+EEPwsFguhoaFUVFRQXl4uFVLeKry67yc2m43r16+zf/9+Pv/8cxobG+W+KQLqlCn7HA4HnZ2dfP755wQHB6PT6SgrKwPwOvcfIZgqx2G2OSViHqxWK7W1tXzwwQecO3dOWul6enqwWq08/fTTfO973yMhIQGVSkVhYSGhoaGP1KZ52fGU/qddXV3s3buXY8eOSVOP6HR4eDirV6+WmzDcDeJRqVRMTEy4mIeEUOhwOKQPY1dXF8uWLSMgIOChAqXmCuFfJujq6qKxsZHw8PBHuj2J9opJffv2bbq7u6VGWWgAZ6tj7klEhRih7Wlra+P06dO0t7cD8MQTT7Bx40ZiYmIA5y3sUSfn46Jc/KmpqezevZvDhw9LIUz43opDQfjoZmZmUlhYSGpqKkFBQVgsFvlveHiYq1ev0tjYyMzMjAzWstls97iyLOR8fFiMRiPBwcEEBAQwPDzMv/7rv/LOO+9w+fJlqaHq6+tzEZYAsrOzqaysJDc3l+LiYkpKSkhNTb1vIJbZbJb7wHyZLEVAEzj3HNHm2NhYmaN1NuFUCIjetJ4EQqsh/i8sMYLAwEBWrFjB9u3bZTooYFbLk0hHcz8zpHJuin1V/H1PRUcLzaiw2B0/fpzPP/+crq4u4K62MiwsjOTkZHJzc6UmXavVsm3bNikoXL58mUuXLlFbW0tmZiZRUVEe6ZP4njUajfRjFr8nJyeTlpYm+/AglxX3/aSjo4OGhgYmJyflY9HR0RQXF0tf7oVS5swVISEhREVFER4e/kh5fRcSZcCcWq1mbGyM2tpaamtraW5ulvNOKKQEarVaXvQnJycZHBykv7+ftrY29u7dS2lpKfn5+V7tMuE+DsJtzGg00tbWxoULF6RbTENDAzU1NZhMJtLT01m2bBlPPfUUOp2OkpISli1bRlpaGlqt1qW/D9v3eRFelbfDGzduyAAKIYCJxZadnU1VVRUpKSnyvUqBLzo6moiICPnczMyMXLxBQUHExsai0+nk6x9Vc/Y4uG8kw8PD9Pb2YjKZpPCqNH096HOUN0vhgzk1NUVERITLZudNiI0YYHBwkIaGBhobGwFYu3Yt3/rWtygpKZGv90TOPqXwmpGRwbe//W1ycnJobGzEZrO5+Nc4HA5mZmYIDw+nuLiY6upqcnNzCQoKkmYMlUrF9evXefPNN2ltbWVqakoKB4GBgdJ3WeANvpPuCL9Om83G3r17+dnPfkZTU5Psg7jxh4aGotVqCQ8Pp6CggCeffJJ169aRnZ1NbGysS05f5WYu/gUFBS2IK49YN2NjY4yNjUm/3b6+PmJjYzGZTPeYtsR73AsXwL3pwbwNjUZDUVERVVVVBAcHPzCn9FyUrF7olH3K4CKj0cjFixe5cuWKvASJy+H09DRTU1MYjUbsdrt0EcrNzWXDhg0cOHCAuro66urq+Pjjj4mLi2Pz5s3yAr2Q7gNi/hmNRkwmk8scCw8PJzw8/JHHyWKx0NPTQ3t7u0u2BZVKJdeuMiWltyO+E7VaTVRUFJGRkV4pwCkvA2azmZ6eHs6ePcunn37K/v375UUzKCiI8PBwYmJiyMjIIDQ0lLCwMAoLC8nOzmZwcJDLly9z9uxZ2trauHnzJleuXKGtrY28vDyv67vdbmd6epqZmRk0Gg1ms5mOjg66u7uZmZlhcHCQ8+fPc+DAATo7O+X7QkJCqK6uln69VVVVREdHMz09TW9vL5OTky4p4h5lTc6L8Kp0RL9+/TptbW0ysCIwMFD6EmZmZlJZWekS8avUPISHh7v47igXeFRUFOvWrWP58uXSPWGhTbTKTWE2Tc6X2TTcS2u6f4anN6PZXDPq6uqoqamhq6uL4OBg1q1bx7Zt24iLi5PmeE+YQJRtDA8PlwUSRkdHsdvtcj4J1wchCOh0OqKjo2f1v4mJiUGr1bpkIhCHrfv4e1OEr4juFRqtd999l5/97Gdcv34dcPZDaLXS09NZuXIlZWVllJSUsGTJEhITE4mOjp71kFVe4h42f/Nco3ThUQpboh3KPJhivJVtFXuI0p/LG03xAQEB0qUDHt41xWg0YrFYXC76ot/CciBM7wJhkbify8V8454TXDke4pKl0WhkOwWhoaHodDoiIiKYmJjg5MmTpKenU1FRIYVXq9U672eF8tI7MzNDR0cHPT09cq4qS90+Klarlf7+ftrb2118esPDw4mIiHBxo/M23MdSaa0KDg6msLBQZl4QMRLesI8qMyQIf+NPPvmE06dP09HR4WIhKS8vp6SkhOXLl7N8+XLi4uJk6j4RKHrmzBkZU+BwOBgYGOD27dukpaV5PPuA8u/abDYZT3Dx4kVMJhMajYaBgQE6OjqYmppiYmKCnp4el7lYWlrKjh07qK6uJj8/n4yMDBn7EhoaSmJi4he6ITyIOd2dlQLk2NgYp0+f5vTp04yMjADOL0EpxCQmJpKfny83lMDAQCIiIjAajQwNDXHmzBmXCaFc5EFBQWRkZEjNrDI4xxPMluj+YTYOd6HXbDYzPT0tBYmhoSGmp6eJiIiQWmZPT2iVSsXo6CidnZ1YLBY6OjpkIM/GjRvZvn27NCcHBQW5HCyeRKvVkpKS4qLp/yLE2ExOTtLc3Mzhw4epqanBaDS6CDxxcXGsWLHCJUevN6XLEutufHycAwcO8MYbb3D69Gngbh8zMzNZtmwZFRUVrFixgrKyMjIyMuRnCAFfIPIXeqKP4rsVqdfa2tro6urC4XC4mKHE719GC6xMf7OQ6025b7jvKRqN5oHafSHI2Ww2pqampIBz+/ZtGSgk3APEuhR7TUZGhkxvFhoaSkxMzIJfOpV9Eda16OhoOjs7mZiYQK1Wo9VqWblyJaWlpSQkJNyT2k2j0Uj3lnPnzjEwMEB9fb3sP7Age5Iy48jo6CgXLlzg2rVrcnytVisTExMYjcaHOiuUlkWr1YrRaJTCQkxMDMuWLWPr1q0uWTS8QeibDY1Gg9VqpaWlhfr6ejke5eXlFBQUyNd5U4osMcfMZjOnTp3iV7/6FZ999pmUUYTgXVlZKc8CpQuHO2VlZaSkpBAREcHMzAyjo6OMjY25uDp5yvdVaEFVKmeqvtraWn79619z/PhxF1dOQXBwsAz0TUxMJDU1lcrKStasWUN6erpLBimRBcjdGvuo58icCq/KxdrX18dnn33G0aNHXTqrXKRig1RisVi4cOECBw4c4ODBg3R3d8vnlFK93W6X/hbg+UU6lzdcsUkNDg5y5MgR2tvbWbt2LatXrwbu3gAXus8iyADg+vXr/PSnPyUsLIyUlBRCQ0MpLCzk1Vdf5YknngDudYlYrExOTnL+/Hk++OAD9uzZI/16o6KiGBsbA5wRwy+88AIVFRWA6y3dkwifXqHpOHDgAD/96U85f/68fI1araa0tJTvfve77Nq1i9jYWAICAmYtkeot2kjlXjM1NUV9fb3UIgs/ZCF8Ki8RwrdZ9G1mZobh4WEZSBobGyv/hlJL6Slms7w8aK8RLiGdnZ0yJ+qVK1fo6+vDaDRiNptRq9Uu/voi/VtWVpYMwCssLGTVqlUugsRC4N43oVkWLi2BgYFs2bKFV155hdWrV896KYmNjaWqqoobN25w9uxZwDlHlILQQmgklX9P5JRua2u7x0rgrtV+0HxTPifMreBUBH3ve9/j6aefJioqykX48CaUFqDBwUH279/PgQMHsFqtcs4pMy94yx4qzjCr1UpNTQ1vv/02H330kQwg12g0VFZW8p3vfIfNmzeTmJg4a0VCZTzQ1NSUrMZptVrp7e2lra2NkZER6bPvKZQuj1arle7ubnp6emS5b6vVisViISIiguLiYsrKyigrK5PudkKx4R7EO5c5tOdceBWDNTExQW1trfR/UCanF0xPTzMyMoJOp6OlpYVr167JSNG6ujpZJUcIc2Ijs9vtJCQkuEjuC71I3f9eXFycFOIEDxLaxHOTk5MyfQY4A4uKiooICQnh1KlT/PrXv5YLWyAO5YXus3LsxsbGqKmpobu7m5UrV5KcnMyOHTvYtGkTKpUKk8kk0/coC054ygQp/r4ySEutVrscfgMDA5hMJkJDQ+np6aG2tlYe+o2NjZw4ccLlMqX8PkSeUFFdSjk3hcDgCcFPGaFst9upr6/n9OnT0vQTHh7OypUr+cY3vsHTTz8ttTbicijWn0j4722HoRKlsCmCHoKDg2W/z5w5Q0NDA1arVZrxurq6GBkZQaVSERERQWZmJmVlZaxYsYIlS5Z4XHPuLmSNjo66mFnB2V+lgG61Wjl58iS//vWvuXjxIv39/bN+dlhYmBQURkdHuXbtGjdu3CApKYmcnBwuXbpERUUFxcXFLFmyZEGqkCnn18DAAA0NDXR2drqY2NevX8/u3btdLG1KISE8PJyMjIxZLyILiVJIDQwMZGZmxsVyITR1SmuNSNMn3i8sG+IMFJo4dytmQEAAubm5coxEvnRvQ3mpt9lsnD59mitXrgCQkpJCVFSUy/fm6fWnbMP09DRnzpzhjTfeYM+ePVJwzczMZMeOHTz99NNUV1e7CJ4Wi0Vq/IWLTlRUFGq1mt7eXrq6upicnMRut9Pd3c2BAwcIDw9ny5YtZGdneyzlotKP3mw2k5yczIoVK0hJSSEhIYHk5GTsdjuhoaEUFxeTl5dHcnKyLP2uRJyTYh6Lz33cPs3paapcLCLPmfI5i8XicuDfunWLAwcOkJmZSX19PXv27OH8+fNSo+p+GzWZTKhUKtLS0li1apVLLklP+PYoF1ZYWBg6nc4lW8JsKAMSrFYrPT09dHZ2Sj9goYm+cOECb7/9NnV1dWzevNklsthTwp+46Q8NDdHS0oLFYsFoNHL69Glef/11vv71r0vhJzg42OvSEN3Pl9FsNtPb28ulS5cYHh4mPDycS5cu8fbbb9PR0SFzbs7MzMjF555tYnBwkL1799LU1ERYWBgVFRUyMbonM0WI/s7MzHDx4kVu3Lgh15dOp2PdunX84Ac/YOfOnYBrJL63jZ8S5fcZHBzMkiVLSEtLo6mpSVYDm56epquri4aGBvbu3cvnn39OR0cHGo2GuLg4mT1CCAmi7OrSpUvZtGkTW7ZsoaKiQgpBnrgwuv+96OjoL8za0dzczGeffcbJkyel1SskJIT8/HxiY2MJCgoiOjqajIwMoqOjpaa2rq6Oa9eu0dHRQUdHB7W1tRw8eJB169bx8ssvs3Hjxnnrp0C5jw8NDdHY2EhfX58c74CAADIyMqTgOjk56aKpU/rHelp4U46d2N+1Wq3UAgcHB7Nx40aqq6vla5SXaff2i8/r6+ujrq5OWhrEa90vNd7OwMCAS97oiIgIGaTsDSh9lh0OBy0tLezfv59PP/3URXDdtm0bf/zHfyyLQphMJhlordFoXFKBis80Go3cvHmTtrY2eY709/dz4sQJYmNjycnJISsryyULyELOZ7HehoaG6OnpkW5xQ0NDlJWVsWbNGpnyLTo6+p4gWLjr0nS/dj/uXjonwqsIctBoNNjtdi5dusTx48ddoiCF0Kq8eV67do1/+Id/ICIigsHBQVpbW11cA8TAic8V5q0VK1awdetWlzQ9nkyBAs5B7uzsJC0tzWWyur9eCOChoaEYjUZu3brl0u+uri5+8YtfyPKzy5cvZ/fu3ZSWlsrPWWhTirgti4T277zzDu+99x7Dw8OA88a8fPlySkpKZMJ0pUkLFqZ876NisVhoaWmhtraW8+fPc/nyZYaHh2W1s46ODgA5ZmFhYQQFBbmkFBKC4dDQEO+//z7gNOE999xzsmCBcjMWgSILIQSJVF7grD71s5/9jCNHjkiN67p16/jOd77Dk08+Kd9zvzESGmtPpVByRym8ajQa4uPjiY2NJTAwUKauERHAN2/elELOE088QWJiImFhYYSFhUn/zunpaVpaWujo6KC/v58333yTY8eO8corr/DCCy+QmJjokQujcjzS09OpqqoiLy9PPib2SBGEdu3aNX73u99x9uxZKbjqdDqWL1/OSy+9REVFhTxQRCW1wMBAjEYj58+f5+OPP+b48eP09PTIDA5dXV3k5OQsiPCqxGq1ysw07oei4H6uAN4QqKQcu5aWFnp6elxc3YKCglxKwj7IL1ukSwQ4f/48P/vZzzh58iRw9/KmzMzjrRYSpQLk3LlzMh4GnPmL16xZIy9Uns6RrQwWdDgcDA8Pu/iOZ2Vl8eqrr/L1r39dCq7Cp1OUunXfT9VqNUNDQ5w+fZr9+/e7KPgAmbg/JyfHJWjbE8qP0dFRGhsbaWlpkdl5CgoKKCkpkUo25ZwDpIJSWBrn86ybM+FVeUNpa2tz0fAALhor0RlRIk2JWMAiOlj5XnBqJtesWcOqVasICQnx2IHq7ntmMpmYmZlxmawiel0gBCBBQEAAfX19dHd3u9y+9u3bBzgrjXzrW99i06ZNMvJdGSW/UAjBU6SvOXz4sNw4CwsLefLJJykuLpbjpFarGRwcxGw2MzY2Rnd3N6Ojo+h0OnJzc0lLSyMwMNAjNbeV/kszMzPcvHmTzz77jAMHDtxTxU34ZpnNZlkVRRn0oWRwcFAmC29qasJmszE0NMSSJUvIzMyUmsGFMgO5R2DfunWLzz77TFYpeuKJJ/j+97/PU089BSBdV4TwJ3LehoaGStcP5RrzdDCa+O5EO3Q6nXQFuHTpktyHmpqa0Ol0rFy5ks2bN7N69WoSExNRq9VER0e7mLna29tpbm7m7Nmz7Nmzh0uXLkmh4aWXXpIm2fn2Z3bPYiIQ/uXKA0Pp02uz2bh48aJLYRdwaoc2b97M008/TVpa2n3/blJSEjqdjtjYWM6dO0dnZ6dcu7dv357jXs6O2GeENcQ9qbvwWVa+XqAMaJrNV3ihcM+O0N/fz82bN+no6GB8fFy2LTExUfrMj4+PS3cj4QYiLhni0gzO8q8nT57k008/xeFwEBQURGFhIaWlpS7WOW8TXpUp1+x2O42NjVy6dEn2Pzo6mmXLlpGeng7cvXh7w0VZINy/oqOj6e3tlbLIsmXLAKTSRrnHT05OYjKZ6O3tpb+/n+npabq7uzl27BgnT55kfHycoKAgqZlfvnw5Tz75pLzUCG38Qoyn8kyanp6mubmZkydP0tvbS2FhIYWFhURGRhIQECDdzsT6FD6uC6k1nxMpSClcqlQqYmNjSUhIuK+Q9aCNxGKxyIIDyg1L+PiUlpa6VCRZiJQnD0NQUBChoaGPZGrt7+/n9u3bjI+Py5uN0MAWFRXxk5/8hOeff15OCE9FdrvnC1SWwi0sLGTjxo2kpqbKx27fvs1nn33GhQsX6OnpkbXIY2Nj2b59O7t372bJkiUe18QKv87R0VFpBhKHp7IwwZfh8uXLNDU1odVqycnJYefOnbz88suyIIfyQjAfKM01DoeDkZERuUGGhYVRWVkpq7m0trbS1NQkc+9duHCB8fFx8vPzKS0tpbi4mNzcXCIjI13+hqfTtsFdN5yEhARZWKK7u5u6ujoSEhJ45ZVX2L59O8uXLyc5OfmBpaQzMzNJTU2loqKCNWvW8NZbb/Hb3/6Wf/qnfyIvL48tW7YA8x8BrdwflfOvv7+furo6F0258H8X73Mv7ALOlDVbtmxxWaOzERISwoYNGwgKCiIgIECuCXiwVnAucE8b1dDQwMmTJ6W/rqg45o43aFi/iKmpKcbGxuS+KYLjEhISOHPmDB0dHXKvCQgIcOlrdHQ0hYWFLFmyhKmpKY4dO8alS5dcUmGFhYURHx/vNeb22VDuFUKwF3ERwcHBbN++3SU40FurginXm91up7Ozk76+PiIjI5mcnMRqtcrLZUtLC+fOnaOhoYEbN27I4kMTExOMjo4yPT0tL2rgtKysW7fOJcPLQqIcI7PZTHd3NxcvXmRqaorq6mpWrFghBVcx95TFoRbcL3cuPkSpPVOr1RQVFVFRUcGxY8cYHR2VAp0ySEYcrmKSCp9CEcUGd9XlQisZERFBenq6i0P0Qn5Z7j64ytrLN2/e5PPPPycwMJDly5dL/1fxHpGXr6enh+HhYYaGhmQFivHxcdRqtfSprKqq4nvf+x7PPfec1LiKPLmeQDm+IkWUIDg4mKSkJOLj4zEajVy9epXjx49z6tQpGhoa6OjocPHFEj6G3/3ud+Vh6u7rNZ+4mxZNJhPDw8PSSqD0Y9XpdDKlR15eHikpKXIsRHoe8f7+/n5GR0cZHh5mfHzcRYgQ2qvw8HBeeOEFkpOTF2RzFhqA27dvy5K94vH29nY+/PBDzGYz165do62tDZPJxODgIDdu3ACcQm5paSlFRUUUFBRQWlpKSUkJmZmZXhFIAXfXZFBQEOvWreP111+nra2NsLAwcnNzWb16NeXl5S7vEXPAZrPJwicqlQqtVktgYCBxcXFs2bIFrVbL5cuXqa2t5Z/+6Z+Ijo6moqJCJoCfLz805bxQfv7w8DDXrl1z0YIqtcCiD5GRkYSGhso5nZCQQEZGBhaLhcnJSZk6TOzBymp5wcHBpKam3pMFZr4FI2VaMnC6uRw+fJi+vj5CQkJkzIROp/tCn18xNsq17qmcy0L5MpuSpaenh0OHDt2j/BGXZ5vNRkREBNnZ2WRnZ2M0Gjl37hzNzc2EhoZKl4qAgABCQ0Pv0UJ7E+6BOrGxsYSGhjI1NUVRURGvvPIK5eXl0ud+oc6DR0FEzgtXh5GRET7//HNaWlqkNScwMFBmGrh69SonTpzg2rVr97gHCIS7j0ajISsri9zcXBeXu4XcZ5XpBaOiokhPT0er1XLhwgX2799PXl4eK1asWPBKmfdjzjSvcHcjTUxMJCMjQ26qyhRL4vAXKAdHGUWv1CYoNbAzMzMLnvJktraGhIRQUFBAU1MTY2NjnD17lsbGRnp6evja175GUVGRDN7SaDTSD+/MmTNcvXqVzs5ORkdHZdoe8dkajYatW7eya9cuQkNDpUnQk8Ez4qAzmUzU19e7uHqI3LxqtVpmILh8+TI6nY4nnniCtrY2zp49K7U4V69eBaCyslIKryJ580IjNACz/e2EhAQ2btxIXFwciYmJPPPMM6xYsQJwmvi0Wi1arZbJyUkaGhq4dOkS165do76+nubmZvr7+13mcH19PXv37iU1NZXNmzfLZM3zYX4XrhFqtbOa3cWLF13GYHR0lA8++IDf/OY3snKKyL0XERFBUlISZrMZo9HIpUuXOHfuHFqtlvLycr7+9a/z3HPPkZubK/smvktPoDywly1bJv2u4W5aFndEW2cL3hPaL5E+7Omnn+batWu89957MpWUyFG5EEEU7vlIRaYM977A3ZLV7lHtRqORyclJkpOTZaSz8n3uKX1MJpPMNAHOlHCzRRHPJULgFIjSpyKwKSwsjLi4OFatWuViHp/NeiMEJffvxlNaWnF+Kc+93t5emXLvfkEtSpcQZc7NgIAAOS/E5yrd7MTj3oYyT7iIE7BarWRnZ7N582YZACT8RT2N+6UiMTGRrKwsYmNjZaD14OAge/bskWsqKCiImJgYgoODGRoaYmBg4L6fLwpsiHFLTEwkMzPTo1mUxDwKCgqSBWrefvttfvGLXzA6Osp//s//WbpJLGSVutmYU7ut+6YqNE/iphUWFnaPJu5BJjj3g9FkMjE+Pu4S1LWQi1S5wcfGxvLcc88xMjLCnj17AKdQc+bMGQYHB0lKSnLJPGA0Gmlvb6elpeWe1DWiig04g59KSkpk1P709LRLNO1CIi4TYoLW1NTw/vvv09bWBjg1k9nZ2dLMERwczPLly0lPTyc6OpqUlBQaGhpwOBycOHFCajqbm5upqalhxYoVC27uci90UVBQwEsvvSRv/SIlW2ZmJitXriQmJoawsDCXdDZK87lINSWSMnd1dVFTU8NvfvMbWltbXVxBhoeHpT+pYD7mr1LLMzw8zN69ezl27Jj8u5OTk1Jrk5CQQFFREbm5uSQmJpKYmEhCQgIqlYr29nYuXLjAiRMnGB4e5syZMzK5/datW8nPz/dI2d/7IYJG3RGaRaWlR7zeHeFTGRoaSkREBFu3buXs2bMcPHiQ+vp6hoaGSEpKmtd9R3npUdatFyjb7Z7JYnJykr6+PhfXgaamJs6fPy/zL4JrMJ/y/WK/Evlvg4ODee6551i5cuXcdnIWlN/pxMSE1BwHBQWRnp7OE088wVNPPeVSdlq5dwgBVWjulHPBU8nuVSoVISEhMmUb3NUCK8f5Qe0TwcrK35WfbzKZmJiY8JpiMLOhDMByOBzU1tZy/PhxAKmFFXiL4K3URKpUKtLT09m2bRujo6P87ne/o729/Z4YCCGjKMnOzqakpISkpCRsNhsDAwPcvHlTuquJ/VpU5AoNDfVYLI8yOMxsNhMSEiJ9cj/88EO0Wi0lJSUkJCRQXV0tXc88EQMxp8KrclMNDQ0lNzeX3t5esrKy2LlzJwkJCTQ0NHD16lU5YO7morGxMYaGhlxKGYrJrNPpyMjIcBEeFvILExNJmHOefPJJ+vr6uHHjBo2NjahUKm7duuWS/mM2xGamUqlk2hSxIcXFxbkIBJ40n4h2iX5fv36d48eP09fXR0REBFVVVVRWVkr/48jISDZs2ODyGWFhYbz77rsuFxZRga2vr4+YmJh78sDOJ8r5otVqKSoqIjMzU7psCO2ViEQXKHMUuweGaDQaUlNTSU1NZcWKFRQWFjI9Pc1vfvMbGTijUqkYGxujtbWVyclJqcmab+2daF9ISIj0VYqKiqKwsJDc3FyysrIoLy+nrKyMhIQEl0NkenqaixcvUlxczN69e7l8+TKXLl1Cq9USGhrqMlc9fQuHuyZaZXCIyL/7sCg1PiJ3ZlVVFadPn2Z0dJT29naSkpLmra/u2h73ZOXCzaO5uVlqv5VBTYmJiWRnZzM2NiYFmubmZo4cOSKr/4i+CUQuX6HdCwoKkgJTYmIi1dXVLhkO5gul0KIU1sC5t1RXV7Nu3Tpg9tzJ4ruz2WxMT0+7BAwvpA+l8txSqVRERkayZMkSiouLGRkZwWKxyHytYWFhUgAX/Q8ICCAyMpLo6GjCw8Ox2WzSJUloK8U/cPrFJiQk3FN5zVvp7+/n1KlTMge88KMUZ6K3uCQJxDgGBwdTXV1NSEgIOp2Ozz//nPb2dhdriBA4AwMDiYyMJDMzU+6vmZmZ2O126urq+PDDDxkcHJRjKNamyKAkLEALjVLGGR0dJT4+nu3bt3PhwgU0Gg2NjY2cO3cOnU7H1NSUVHh4Yr7NqfCqnHT5+fn8/u//Pi+99BIlJSVkZ2fjcDikP6Ayt6LZbCY8PJyAgACOHDnCW2+9xdWrV+UkEJtQUVER27dvd0kv4smgn4iICDZv3szg4CDvvvsu165d+8L3pKenU1BQQGFhISaTicOHD9Pa2go4hSn3/KjecguFu0mWwXlbrqyslAeoeN4di8XiEvgBTvNIWVkZJSUl0hS2UBGVSsSG9DAmKmXf3T/DndzcXL7//e8TERHBG2+8ISuTNDU1sWfPHnbs2CEDt+Yjcl15iCUnJ/PDH/6QuLg4Dh06RGhoKGvXrqWyspL09HRiYmKIioqaVYMaGhrK+vXrpQ+kSqWS+SVv3LjhohVc6DyEs6EMHBB82XYJYTwyMpK4uDg0Gg2jo6P09fW5VPeaa4TLAjj3tq1bt9LV1cWZM2ekNnLPnj0MDw/zwgsvUF1dLS9CgYGBPPHEE4SEhHDkyBFOnz5Na2sr4+Pj1NTUoFaraWlpYdWqVTKq2263y+Iv4nvq7++nv79fXgKEIOzuB7tQiDY+SLOovDwZjUZaW1ulWR6c60C5LhZCQBJCT3h4OKtWrWJiYoLo6Ghqamro7e0lPz+fZ599lqKiIqanp5mZmZHBcqGhoTJuQpyTt27d4pNPPnGJ0o+IiGDNmjWsW7fORanj6WBYd8QeNzk5yYULF+SZB/cqA7zpzAPXuaJWqykuLiYhIYGnn36aW7du0dbWxtDQEEFBQaSkpMh0mcK1LDo6moiICMLCwrDZbIyMjDAzMyOz0yxdupTnnnuOoqIi+Xc8vZeq1Wri4uJYv3498fHxbNmyRV4Mz58/z9WrVzl9+jTZ2dls3bpVnh8LmRJz3oTXzMxMdu3add+cp/cjOjqaxsZGurq6XNKKAKSlpVFRUSHzwHnqlqacWLm5uXzjG99ArVbz+eefMzExcY8gEBgYKB2gY2JiyM7OpqKiQvqDCvLy8qiqqiIlJUU+5ulbqPL7Dw8Pl5GUKpXqnoTSwjxuNBoJDAwkPDycoaEhl1x+Op1ORrErg9k8pWFWmjtmZmZk4Aog/f4CAwPvqSkvUAZkCP+zyMhIli1bxvj4OJ9++ik9PT3yhi2qeCn//lwjvldhGl66dClRUVHSn2rVqlX3RLRarVYXzfLMzAwajUbmkFy1ahXXrl2jpaVFJknv6+uTG657xR9PMJfZOMR3KFLfCOFIXLKV2s65RGz8Im3ZM888w9TUFE1NTUxMTBAYGEhHRwednZ1yr9mxYweA1JTu3LmTjIwM4uPj2bt3L1euXKGpqYn29nZqa2vZsmULzzzzDKtXr5ZaeeU8HBgYoLm5mcnJSYKDgxkYGLjHFLqQaLVadDqdTLP0RSUmh4eHaWpq4ubNm1LY2LBhw4ILd+5nl6hgV1BQwO3bt8nNzZXxEUajEZPJJC/xgYGBhISESA2cCACqra2lpqYGs9mMTqdj9erVbNq0SRbsWcjg14fBPbCxra2Nmpoaurq6AKc/dUZGhmyzu6+yNyH2eq1WKy1tVVVVdHR0MDg4KIXXB13ybt26RVNTEz09PfKxyspKdu3aJTWz93N/WkjEpaugoICUlBTGxsYIDw9HrVZTWFjIr371K9ra2rh48SJVVVUuFrhFKby6T7pHFVzFZyQmJhIVFSX9QQTj4+P09fWRnp7u8cGFu9kTcnNz+fa3v83mzZulVlksQvGamJgYMjIyZERweHg40dHRLiUM09PTKS8vdzEVevoG5p62Rwg4RqORzs5OhoeHZSUppU+TaHdQUJCLZjMjI4OKigqXueGpsXTX0nV0dDA6OkphYaEUzJV5dZXjKt7v7scmhCeLxUJvb69LkIbIN6oc8/lc6MpDLD09nW984xsuWTKUuCeUVmrihAuPENwA6urqXDZgT/kUzhfKINTp6Wnsdjvx8fFyrgtT4XwJCiK7iHDPKSwslGVSQ0JCMBqNnDx5ktLSUjZu3CgjlGdmZoiMjGTVqlWEhoaiVquxWCw0NjZiNBqpra3lxo0b9Pb2EhgYyJo1a4C7l+T+/n5qa2u5ePEi4Jyz6enpMsBwoVCui+joaJYvX05ubq5sp/slxX2f6uvrk9XU1q9fz5NPPumy5yy08AoQHx8vcw2LC3tYWJh0bZntOxbrbXp6mo6ODvr6+qTFIy8vj82bN7u4dHj6vHBHCHyiXYODg1y5coXW1lZ0Oh3PPPMMa9euld+Vp6pHPgz3C6xLT08nJSXlgYF3ok+XLl3is88+k+5kSUlJlJSUUFxcTGBgoAzI86ZxDA8PJzg4WJ7TSUlJhIeHMzg4yK1bt1z86xdSaz4vK9h9IxG3RxElqdTwiAAQoe1qa2ujo6NDfiFKU9H169c5cuQIiYmJ8qbpycpNyoNe3MTgbm5GYe4RN2l3oqOjWblyJbW1tYyPj3Pz5k2uXLlCVVWVDNiaTxPlo6KMYrZarXR3d9Pc3ExOTg4xMTFyciuFI3ezbVJSEuXl5Qt+kNwPMYb9/f3Sr3PdunXs2rVLVl+aDbEhib4p+zgwMMDHH3/Mb3/7W/r6+uTfWbJkCdXV1S7C63z7uyrTrCn7IjTFyrkpLlvC71c8bjKZuHLlClevXpXr0T01jzchtMhfpkSo2J+E0Hft2jUuX77M9PQ0CQkJ0ifNPRXTXKP8bvPy8vjBD37AzMwMx48fl7kxJycnqamp4eDBg2zdupXg4GAX7aLIjJCamkpNTQ0NDQ3cunWLkZERDhw4wNjYGJs2bWLt2rWkpaUxMjLCJ598wi9+8QvsdjtRUVHs3r2bDRs2uFQznC/cA9EEIkWZe2UxJVNTU0RGRqJSqWSasImJCbRaLVlZWbJikSdclJSBZMKUrES4bYi0SaKdDocDrVaLxWLh888/56233qKurk6+LywsjISEBJfUSt4o+LkH4rW0tGA2m0lISGD79u2sXbtWpsT0hrK+D0J8vyLDQ0BAgEyxB879QwSIiny94uIPTvnm/PnzjI+Pk5SUxBNPPMHSpUvlJdibhHdxPgj/anG+9/T0cOHCBZqamkhPT3exJC4k83L6KL/8oKAgF+3EbFo2Ua0BnAFbosa8RqORPpHgzJd54cIFFzPJQqqpvwgx2Mo+ui9Es9ks+wVOt4Nly5Zx/vx5bty4wenTp3n66aelOVY5aTxNYGCg3HjNZjO3b9+WvnRr166VvshCQ9vX18e5c+dcfF7T0tIoLS0lMTHR42mWhBbVYrHQ1NTEwYMH+eyzz7h8+TJqtZrnnnuO6OhoGWDhvsGIzARwV/M6MjLCkSNHeOONN2QVMnDOjYSEBAoKClwEjPneqJVp1pTf9/3WjPhOxDjbbDauXr3KqVOnOHv2LEajkYSEBLZt2ybXIHiXj91sKbAeFrGfCGGirq6Oo0ePymTwYrzm2zdPeXEIDQ3lxRdfZGhoiNraWiYnJ2Vg2pUrV/jFL37BwMCAFEKVpufCwkJSUlIoLCzkxIkTtLW1MT4+TlNTE/v37+fMmTNs2bKFFStW0N7ezvvvv09vby/Jycl8+9vf5pvf/CYlJSULfoF2z8cs8n8La4gQ9MTeERoaKv/f0dEhNVuBgYGEhoZKAc8TFgJ3U7gyobv7eaFUiIiLonAZ2LdvHyaTSSpFRPzIfGcveRzcMymYTCbpRpaQkEBpaancV5UlcL0dd7lGEBAQ4HKZEOXEwZlvu7u7W/Y/KSmJJ598Ukbsi/d7yxgq56JyDK9fv86FCxcAp1bWU/mFvWKmKLWrk5OT0h/mfge7t9xMBMI0Aq5lcN1fA7ikf5mZmaGlpYWmpiZMJhNJSUnk5+e7mI88eQt19ymOjo4mLS2Nrq4uZmZmaG9vZ2xsjIaGBi5evMimTZsoLi5mZmaG+vp6Tp48yYULF+jo6CAwMJDc3FyWL18uTa/K0nILjfLgM5vNjI+PSx/X2tpafv3rX9Pf3098fDxTU1NYLBbCwsJISkqitLSUyMhI6uvruXjxIna7Xfph3759mwsXLkgNiUajkaVW8/LyKC4uJiIiQv79hRQKlAeJmKcio4QwgSsj3UdHR/nkk0/4+OOPuXjxoswYUVJSwvPPP++SPsxbLljuuFduckd8J0IAsNls8lBSq9X09vZK9wiltWChfPOU+8jatWt59dVXOXLkCD09PYyPjzMyMsKJEycYHBzk+PHjREdHk56ezrJly6T1Rgh7+fn5pKSkMDMzI4Xcuro6fvvb33L8+HGGh4cxGo1s3ryZH/7wh6xcuZLk5OQFm6PuFjvBwMAAJ0+eJD4+nqqqKhmdLuav0qR59OhR3n77bS5fvgw4TbrKvLCeRukfL7IluKdkgruZXgQqleoeDZfZbHbJx7sYEOMGzrzMSv9Qb7EwPirulxElok8DAwMcPnyYxsZG+VxcXBxlZWUkJSVJC7RSseVNKNemuBjqdDo2b97sYpVZyLPco8Kr2FSFs6+IYBOBP8oUWoDMvSk2ZfAOH58HabLcEdVtwNn/hoYGmci4tLSUtWvXkpSUJF/vaZO6ciHl5OSwfft2IiIiuHr1Kjdv3mRgYIAbN25QX1/PrVu3qKqqwmw2c+bMGY4dOyYFnoyMDHbt2uXin+fJRepuooyMjHTJp3vkyBFu3LhBeHi41CSHh4ezZMkSqqqqiIqK4vTp09TU1GC324mNjZXaaBGpLTIZiJx4O3bsIC0tTR667u2Ya5QHoBhL9/nknuNzcnISo9HI8PAwZ8+e5V/+5V84duyYfE1WVhabN29mzZo1REREeDRwUtlu4Z7icDi4ePEig4ODlJWVyeBHYZoVbjxCUy5cP5T7yODgoNRqnj9/nvDwcCorK1m3bp38/haqYpNYKw6Hs6To97//fZKTk9m3bx+3bt1ibGyMwcFBTpw4wYkTJwDnGK1du5aEhAQmJydlIRStVis1llNTU8THx5OWlkZPTw+jo6PExcWxevVqfvSjH7Fp0yYAaTJcaB9R5XwaGRmhvr6e1atXy3a4uyYB1NfX8/bbb/PLX/4Sk8lEdnY2u3btYunSpfK1nj4vHuTPqOy/MuuECOaKjIxkfHxc9jcqKoro6GiX78LbBR8RCJqbm0txcfE9qekWI/e7yCrXzcjICDdv3nSpjhcXFyfPeuGm5K0oL1KRkZGEhYWxe/duvv71r5OQkCDdcRZSXvGo8DozMyM3597eXv7u7/6Od999Vw6ixWJxUc1nZmayevVql2j8xWJmECiriNlstntyEYpUKd6Au0Ai6tuXlpayf/9+9uzZw82bNwGkufzixYsyR5wyt6vI9SsOEm/JCwrOC4VIzi8wmUwyWlkQFBREa2sr586dQ61WS7OdSqWit7cXi8Uiy42Cc6yTkpJ46aWXeO2118jJyZH+mAvRd6V/OTg32Qf5+7W2tlJXVydzMV+5ckUWpADnGL7yyis8++yzMqjQG7Qlop+ihOjbb7/NoUOH+OEPf8iPf/xj6WsvtBsiGG22ClwDAwNSE9nY2Ehvby/r16/nT//0T9myZYs05y7k3BWXkIiICJYtWyazSLS0tHDr1i2uXr0qtSHg9KsbGBiQfoQOh0O6Uoix12g0xMTEkJuby7p164iNjaW0tJQ1a9a4aNQDAwMXxNTufgFKTU2VVp7p6Wmmp6dn1TDabDba2to4ceIE+/bt48yZM9INbdu2bbzyyivk5+fLNemtFgIlyoDXiYkJTpw4QV1dHdPT0/I1YvwSExO92ufVfVxHR0cxm81ERUURERGxKMZjLhDnvXCBVKlULsUZvMVV4GEIDg4mPj6e8vJyKXx7IsuFRyU/5aS+dOkSBw4ckClZREStu8QfGxsra4uD9y3WL8LdxKA8BIUPpbdFbov2hoaGkpWVRVJSkoxCbmpqoq2tjfr6enp7e138WwsLC2V6pk2bNknB1b34gTeQlJTEjh07UKlUXL9+nZ6eHoaGhqQAbrPZpAZEWR5XIC4hkZGRBAcHS4f8p556im9+85vSVUJZ2nG+EBYN97KfguHhYSnMTU9PMzw8LKtp1dbWcu3aNem6A85xzM7OZt26dTK1DyxMUYlHRa1WExISQkdHBz//+c/RaDTs3r37vgFHNpuNrq4uuru76enp4ezZs+zdu5fr168TExPD+vXreeWVV9i2bZvLexZy7ipTgAUGBlJUVIROp2N4eJiuri5aW1vp6emhv7+fjo4Oenp6MBqN0nIl9kpROhaclfzWrFnD6tWrycvLIz4+nqysLOnrbDQaZYDRQlxQ3NOcbdiwgY6ODt555x26uroYGxvj3LlzqFTOSkdms5m+vj4GBwfp6OjgwoUL1NTUMDU1RVxcHM888wzf/OY3KS0tBe7NFOLNKPfG4eFhrl27Rmtrq4vwLiwJ4eHhXl2cQFQ7A2hsbKS5uZnR0VEiIyNlH3wV5Tne19dHc3OzzPKRnp5OUlKSV4+dQBkDcevWLa5cueIS7wGeUSJ6RHgVh6sQQpuamjhx4oRLqTVR9UU5oDMzM5hMJheHfV9CCLPeNond2xMcHExVVRXl5eVMTk5SW1vLr371K44fPy4P9tjYWDZv3sz27dvJzs4mJiZG5oidy3ycj4My5VVUVBS7du1izZo11NXVcfr0aW7evMnw8LAMFunu7qalpeW+l4uoqCiWLVtGUlIS4+Pj5OXlSc0P3BV65nuhi+92amqKyclJVCoVYWFhsjpTQ0ODzGnb19dHY2MjjY2NdHd3Mz09LddVUFAQpaWlPPXUU2zfvp2lS5fKiG7l9+dp3IW7b37zm4yPj/PP//zP/Pf//t9xOBxs27aNsLAwdDoddrudzs5OmYP46tWrnDlzRn4HDoeD0tJSnnnmGZ5//nnKy8uBu/uWp/NoRkdHS/9bZaWlrq4ujh49Kgu8hIaGumReUKlUUntXWVnJpk2bSE5OlkKucjyV2ryFQJliLjAwkLKyMr75zW9y9epVurq6qK+vp7+/n4MHD8qUWdevX6e9vV1eME0mEyEhIWzdupXXX3+dFStWAN5h5fmyiACg2UpoT09PMzIygslkcqnS5S3rUunXPzMzQ29vL729vTLobLFZTR8V5QXk3LlzHD9+nJGREcLCwsjJySEtLc0lANQbzkR3lGVqL126xJtvvslvf/tbzGYzvb29dHR0uOTpXUg8MnuEj5qycsjNmzelVgCQkaUREREuPrAajWZRC67KQyIgIOAeU7W3aV2VKHP2iX/BwcGsX7+eiIgIdu7cKQXwoKAgMjMzKSwsdJnY3nyQqFTOHMMbNmwgKyuLoaEhJicnMZlMzMzM0NfXx61btxgeHmZ6eprx8XGZRSA6OprIyEgKCgrIyMjAYrGg0+mktlm4E8xn30VaFpEv0GAw8MEHHxAaGkpKSgqTk5PSJ1fcmoXrgyAmJobi4mLy8/PJzc0lNzeX0tJS8vPzF7SM76MgNn0xt0pLS/nOd77D7du3OXbsGD/96U95//33CQoKIjIyEqvVSl9fH8PDwy5FKoKCgqiqqmLp0qWsXr2aVatWyUpoItBmNiFiIRHtVZr/hXY9Ly+PsLAwqqqqCAoKQqvVSg27WK/CbJmSkuKS9QKcfRQV3zy1RpX7X15eHqtWraKmpoaxsTF6e3sZGxtjdHRUXiaVREVF8dJLL/Gd73zHRXBdbGeF8ruPjY2luLiYjIwMGQSanp5ObGwsOp1O+iuLIF9vsmiJwGWR2F+Uo46MjCQqKkpWEFO+3hdQnpFjY2McOHCAw4cPy7SJNpuN5ORk0tLSvLb/7qkge3t7OXXqlCzEBLjsE55YYx4RXpUaVZXKWb87MTFRCjnCP0sIDeBMq7F06VIZrLVY3QaUmtXQ0FA2b94sK6cIXy1v9QNSBvyIC4jD4SAkJITVq1ezevXqWd+nDOrxlo1ViTLCV/SnoKDA5TVms1kGMg0ODjIwMMDQ0BDBwcFkZWURHx+PRqNBp9PNWmp1IYQepSDmcDi4desWZ86cAZzaOuGGI6qFabVaoqKiiI2NJSwsjPT0dIqKili2bBlLly4lJyfHJfOF8BddDGuutLSU119/nczMTE6dOkVDQ4PMJCB8zU0mExERERQVFbF8+XKKioooKCggNzeX5ORklzrf3pI43D3ATvwTY5+SkuISE/AghPuKGFNv6KPSL1etVrNmzRo6Ojo4dOgQHR0dGI1G6YetVquJjIyU+8rGjRv57ne/S3V1NXC3wtxiRLkXFRcXU1JSwmeffYbZbEalUlFVVUVBQQHR0dGebuoDEXmmham8vLxclje+ffs2JpNJ7pferLh5FERee3DGguzbt4+amhoCAwOxWq2kpKRQUlJCbm6uy1nvTZpXZQrSsbEx9u/fz29/+1tZ1nfdunVUVlZK5dtXRngVgySi8aqqqqTJa2BgAK1WS1hYmPQjVKvV7N69m6efflomeF8MB+hsiMlqtVpl/sapqSkZsR4fH++STN5b+6lMu/QgTZzyYPV2xIExm4Am8vpFRUWRlpaGyWTCbDZLv7P7XTiUCcrnG2WaFY1Gw49//GNWr15Nb2+vDNyZmZmRFd+io6OldUMI3eHh4URFRREVFXWPP7bSX9sbUbY3ODiYNWvWkJ2dzfPPP8/Y2Jj0e4S7/dFoNERHRxMfHy+158qxnO9iBF8W0S6l8Pqo46IMLPQWs6VyDAMDAykvLycuLo6VK1fyzjvvuGS+SE5OpqCggPz8fEpKSqiurpaWjoVac/OFsvpfYmKiTDHY2NjI0NAQqampbNmyhaSkJK9JrTgb7q5/KSkpJCYmUl9fz4ULF3j22Wflme4rwquS27dvc/nyZUZGRmRp1Y0bN7Jp0yYXq463uQsqA8t7enrYs2cPR48eRa1W8/LLL/Pyyy+zdu1auVd6Yt551OnEaDRKP8jc3FzGxsYAp6+eWq0mKiqKxMREtmzZwu/93u+xbNky+WV500B/GYTgHhoayrPPPovdbker1ZKXl+eiLfDWfrr7rYp0UspgNFEtxVs1ye4oTTjC3Aq4WAlEUnH3PikFefE9CP/WhRpDMR4i8nPp0qXyMLdarajVaqanp5mZmUGn033hhmOxWGQ/FsJXd64QB39wcDDZ2dlkZ2c/0vutVquLqd0bhaAH5a1V5pye7XlgUYynRqMhPj6e+Ph4cnNzZZW44eFh0tPTycvLIysri4KCApYvXy7dIMT8Xyz7zmy4WyfLy8v53ve+x+HDh4mLi2PFihWUlJTIPnqrJVJkOBFkZmbywgsvkJOTQ1FRkctz3rjOHgVx9gUHB+NwOGhpaZEKOXCeEenp6axbt04GvYr3eRvuOZdHR0cJDAzk61//On/0R3/EqlWrZGpCT10UPbp7KRfabAnxN27cyKuvvkp1dTVardbrFubjoBRQU1NT+c53vgM4AyUWYz9nK+u3GPshUJZrfJh+uAu4yscWmtkObSGohIeHu+SzfRCBgYFerWm9H4/bXm8wnz8OD9P2xTamERERvPjii+zcuVOaNEVeSXdB1duF8ofBXRjIzs7mD/7gD3jttddmtfZ463i6Z9TJy8vjRz/6kcz3qtyLPB0I+bgItyoRy3Px4kVOnDghMyjpdDqysrLIyMhwmaPeKLQr51NcXBzr16+nqqqK7373u1Lwdve/X2g8usqVAlx0dDR/9Ed/xLVr14iOjiYjI4Ply5ezYcMG+RplQNdiRzizm81mtFrtQwsU3spiSUPzsHyRAKo0J7svYE9/D+Lvi9yYGo1GCqKirUKzrDQ9C99B8W8xj6koBGGxWO6bfk4ZlCAuX96SCePLsljH636I0rBqtZrQ0FAXlyolIqAuKChoUY/f/QgMDCQiIkJaKsE1gHaxjPv9rFa+MGazxfJER0cTGBgoS2o/9dRT5OTkEBAQIPvtjX1XWgxjY2P5+te/LqtEAnJP9aRPuUeFV+UkTk1N5d/9u3836+uUqbV8CWX+NG81+/iZHW/ccNy530EP3ucbNx+IPcPX9o2vEsJNR+BeMlX8XOza8odB6QcrLqGLUcvsnut8MeylD4MYE6EIWLlyJf39/UxOThIZGclrr73Gxo0bF8V+5F6cp6ysDLgrp3iDS45XzPwHpU8SeQx99UYNd7ULwIL6SPrx48fPYkHkW1bmD1VWS/NlRFJ4kbnFk+nMHgdlIR5RSMVXzjtlMKhKpSI8PJxNmzaRkJAgBcDFILgqcdeKCzllUQqver1+PtrhNfh6/8D3++jr/QN/H30BX+8f+H4ffb1/4O/jXPGrX/1q3v/G/fDFMfTt66ofP378+PHjx48fn0LljWka/Pjx48ePHz9+/PiZDb/m1Y8fP378+PHjx8+iwS+8+vHjx48fP378+Fk0+IVXP378+PHjx48fP4sGv/Dqx48fP378+PHjZ9HgFXleBXq9/jXgX+/8+gODwfBzT7ZnrvHl/un1+vXAnwJrgBhgGLgC/I3BYNjrwaY9Fnq9/r8DlUA+EAcYgXbgd8DfGwyGIc+1bm7Q6/VtQOZ9nu4zGAxJC9icOcfX+6fEV9chgF6vTwP+X2AHEAv04FyH/8VgMIx4sGnzhi+dGXq9/uvARqAcWAZEAG8bDIZXPdmuuUSv16uA7wI/BEqAAKAZ+AXwU4PBYPNg8+YEb9lPvUZ41ev16cDfAZPA4q6VOgu+3D+9Xv8fgf8PGAQ+wXmoxAHLgSeAxXxo/hugFjgA9ANhQDXw58AP9Xp9tcFg6PRc8+aMMeBvZnl8coHbMV/4ev98eh3q9focoAZIAD4CmoCVwJ8AO/R6/VpfuEgq8cEz4z/iFFongS6g0LPNmRfeBF7DeVa8B0wBTwJ/C2zQ6/UvGgwGX0jx5PH91CuE1zu3lV8AQ8AHwE8826K5xZf7p9frX8R5YB4EnjcYDBNuz3u+FMfjEWkwGEzuD+r1+v8K/Afg3wO+kAF61GAw/LmnGzGP+HT/vgLr0IBTcP1jg8Hwd+JBvV7/1zgvmP8V+JGH2jbn+OiZ8W9wCq03cWpgj3i2OXOLXq/fhVNwvQWsNBgMg3ce1wC/Bl4Avg284aEmziUe30+9xef1j4HNONXtUx5uy3zgk/3T6/Vq4L8D08A33Q9MAIPBYFnwhs0hswmud/j1nZ95C9UWP35mw9fXoV6vXwJsA9qAn7o9/Z9x7qmv6fX6sAVu2nzic2eGwWA4YjAYbviI5nE2nr/z838JwRXk2vtPd379owVvlY/icc2rXq8vAv4S+FuDwXBcr9dv9nSb5hIf798aIBv4DTCi1+ufBkoBE3DOYDCc9mTj5pmv3flZ79FWzB1avV7/KpCB87CsB477go/WHXy5f76+DsWeud9gMNiVTxgMhgm9Xn8Kp3BbDRxa6MbNNT5+ZvgywtezdZbnxGMVer1eZzAYRhemSfOGx/dTjwqver0+EHgL6MBpgvUpfL1/QNWdn304/UKXKp/U6/XHga8bDIaBhW7YXKPX63+C0+8sCmcA1zqcC/YvPdmuOSQJ51xVckuv13/XYDAc80SD5hhf7p+vr8OCOz+v3+f5GziF13wWufD6FTgzfBmhbc2e5bkliv8XAmfmvznzisf3U0+7Dfw/OIMJvmMwGIwebst84Ov9S7jz80dACE7H9AicWp/PgQ3A+55p2pzzE5wmyj/FKbh+BmxbxAKBkl8AW3BuSGE4hZ+fAVnAPr1ev8xzTZsTfL1/vr4Oo+78HLvP8+Jx3fw3Zd7x9TPDl/nkzs9/q9frY8SDdy4k/0XxuugFbdXc4xX7qcc0r3q9fiXOm+X/8gGz1j34ev/uEHDnpwqnZufynd+v6fX63Tg1JRv1ev3qxf4diPQfer0+EaeZ9i+BS3q9/hmDwVDr0cY9JgaD4b+4PXQV+JFer58E/h3OzAq7F7pdc4Wv94+v0Dq8D6o7Pxe1L+VX5MzwZd4FXgV2Ag16vf5jnH7oTwI5OC0EecCidlXylv3UI5pXhWnkOncdmX0GX++fApFbsVVxYAJwR2vw+Z1fVy5oq+YRg8HQZzAYPsRppozlbg5GX+Qf7/zc4NFWzB++0j9fX4dCsxp1n+cj3V636PgKnRk+yx1/7GdxWul6cWYe+B7ODAvrcGaOAGcaLV9kQfdTT2lew3H6JwGY9PpZMw39k16v/yecTut/ulANmyN8vX+C5js/R+/zvDhUQ+a/KQuLwWBo1+v1DUC5Xq+PU0aX+hBik/WlKG4lvtI/X1+Hon/593leZPy4n0/sYuCrcmb4NAaDwQr8rzv/JHq9PgRncQYjcG3hW7YgLOh+6inhdQb45/s8V4HT5+ckzk1rMZpPfL1/guOAFcjT6/VBBoPB7PZ86Z2fbQvaqoUj5c7PRW0GegCr7/ycLXrWF/CV/vn6OhT5QLfp9Xq1MuOAXq+PANbiFAoWcxDMV+XM+KryGhAMvLmY09Z9AQu6n3pEeL1jyvr+bM/p9fo/x7lQ31yspfB8vX8Cg8EwqNfr3wNewRlo8B/Fc3q9fiuwHacp7zPPtPDx0Ov1hTiTMfe6Pa7GmRA+AahZzKUp9Xp9CdBjMBiG3R7PBP7+zq+/XPCGzRG+3j/w/XVoMBha9Hr9fpyuOn+Is+qU4L/g1PT8zGAwLNp8qF+VM8PX0ev1kQaDYdztsSqcMRKTOMsbL1q8aT/1eJ5XP4uefwusAv5vvV6/ATiHs+7xbpwayR8s4px2O4C/upNqqAWnz1IizuowS3D6Nf3Ac82bE14E/i+9Xn8EZ2WYCZzBBU/j1BTsBf6n55r32Ph6/wS+vA7BWcWuBvjfer1+C9CIs7+bcLoL/N8ebJufh+BOBapdd34VOVFX6/X6N+78f9BgMCz2SmIH9Hq9EWcQ0wRQAjyFU7P+vMFgWOxWHq/ZT/3Cq5/HwmAw9Ov1+lU4tT27cSYKnwA+Bf7CYDAsZlPeQeD/4DRLLsOZimcK52H5FvC/3W+gi5AjOPNoLsdp9gnD6Tt5Emcf31rkFXF8vX+Az69DoX2txKm52oFTIOgB/jfwX3xgHX4VKMdZHlXJEu7mQG1n8ZfB/Q3wMs6sAyHAbeDnwF8aDIY2D7ZrrvCa/VTlcCz6fduPHz9+/Pjx48fPVwRPFynw48ePHz9+/Pjx4+eh8Quvfvz48ePHjx8/fhYNfuHVjx8/fvz48ePHz6LBL7z68ePHjx8/fvz4WTT4hVc/fvz48ePHjx8/i4aHTpWl1+sXfVoCg8Ggut9zvt4/8P0++kL/wPf76J+nvt0/8P0++kL/wPf76J+nvts/v+bVjx8/fvz48ePHz6LhkYsUGAyG+WjHvKLX6x/6tb7eP/D9Ps5l/6xWKzabjYCAAAID57emh3+euuLrfZzv/tntdtTqudVP+MfQlcXYP/D9PvrnqSu+2D9/hS0/fh5AYGAgAQEBqFQPtD758eN1zLXg6sePHz/egl949eNnFkTlOZVKJQVXh8OB1WpFrVYTEBDgyeb58SOx2+1MT0/T0dFBS0sLYWFhVFZWEhkZCSAtB378+PHzuMzMzGCxWHA4HKjVapRVWgMCAggKClqQ/cYvvPrxMwtCYJ2enmZmZoagoCDCwsLQaDSAq3DrZ3HjcDikiX2xjKfD4cBisRAUFIRaraatrY3333+f2tpaysvLKSwslMKr1Wr1C6/cHWdwrltPaqZnK8vucDhwOBzywqxsq5iXi2V++vE9xNzUarVotdoHvtZut7vMZZj7uesXXv34cUNoqsbHx9m7dy+1tbWUlpayY8cOEhISAOdCttlsUpj1s3ixWCzYbDYCAwMXzXgqhVeAU6dO8cYbb2A0GiktLfW7DMyCzWbDbDbjcDjQaDRoNBqPCoM2m01qr1QqFWazGZvNRlBQECqVCovFgt1ud3Fd8l9C/HgKIYw+DBaLBavVikajkXN2rueuX3idZ8QNRCAG3263y5u1O0Ir4K2aILvdjtVqlX0TbQVcblui/d7Yh9kQ2reAgAAmJyc5efIk77//PqdPn6agoID+/n6qqqrIy8sjJSVF9tlms3lck+Pn0RHjLQTAxYK4XIWFhQFw4sQJfve739HR0UFkZCRhYWEuwYWLZf3NB2KPEgGX8x10+SDcNavubQkODnb5/X5tXaxWH3HmuZ+H4vwQ34943P11i62/voZarcZisXDr1i3a2tqwWq0EBwfLi7RarSYmJobs7GxiY2Nn1c7abDb5WY87nn7hdZ6536J7kLCjFPy8EdE+sREr2yp+LjbBFZzmVSHI9Pb2cvDgQerq6ujr66Ovr4/m5mZWrlzJM888w7Zt28jIyAD8gTGLlcU0N5XMzMwQGhoKwI0bN/jpT3/KZ599BkBhYSE6nc5Fy7FY+zkXuPvkeZK5Mp8u1vFUKjgEynPQ/bxYrP30Vex2O1evXuWf/umfeO+995ieniYhIQG73c7Y2BharZaKigpeffVVvvGNb8wqvCrH+nF5LOHVbrdjs9mk86643SpvTV9FU4e4icxmlhIC38N+J+6mI0+iHNNH0WJYLBYsFguANM16+8Yk5rbZbJYa8p6eHmpqahgdHaW1tZWNGzeyYsUK4uLi5PsexbQyH4igMpvNJjUdYr4FBATIfsHdC8ZsFyX3QDV3/6X59meaa5QaOOHyIebv8ePHaW5upqioiMrKSqlN8NY+hYSEADA+Ps7vfvc7PvroIwDKy8t58cUX2bBhg9TKwv01eL6McrxVKhUmk4lLly5x8eJFrFYr5eXlVFZWEh4evqBjrVKpmJmZYXBwkL6+Pqanp9HpdAQFBXHx4kW6urooLy8nNjaW8+fPMzIyQl5eHqmpqURHR5OYmEhkZKTLGevtl2eLxSLPjPu19YvSuol9DZzmZ2/vs69gtVqlPFNbW8vbb7/NO++8w9jYGAAdHR3ytRMTExw/fhyz2cyVK1coLS0lNTWVyMhIOXcjIiLmrG2PtasJdf/D+ond7wbsrYfE4yA0eDabjfb2dgYGBgCkMJGenk5ycjJwd3ErBYFH/W4XAqXgIvwExQHh7jYgDg2VSiX9y7wd5eUgPj6edevWcePGDfr6+rBYLGi1WkZHRzl27BgXL17k6tWr/N7v/R5PPPGEHEtPCz2e/L493fcHoTzsrFYrFotFCnWffPIJb731Frt37yY5OZklS5a4uPd4y0EpAq9UKhXDw8O8//77/OY3vwGcGtddu3bx/PPPs2TJEvl6oUz4qiFMnGJNt7W18atf/Yq///u/B+DHP/4x+fn5hIeHz/v3pJxDg4OD1NXVUV9fT3d3N3a7nZSUFKxWK//6r/9KU1MTu3fvJisrizfffJPh4WEqKipYsWIFSUlJ5OTkUF5eTnFxsVzj3jRHZ0MZ5GoymZiYmJBBsDqdDq1We4+GXHnWiN8Xak/7spr6+82fxejmIeZUYGAgNpuNhoYGfvnLX/LLX/6SqakpNBoNgYGBGI1Gl/dZrVaOHj3K0aNHiY+Pp7q6muzsbOLj4yksLKS8vJz09HSplX2cM2PBruQmk0nenNwPBuHU+6haSW9DaOqUvkunT5/mN7/5DfX19TIyGCArK4vs7GwcDgdms1k+rlariY2NJTs7m/z8fGmaFp/vCd9K91Q7V69e5ZNPPuH06dPY7Xby8/NlX8bHx9HpdOTn55OSkkJcXBxJSUkL2t4vi5iDANHR0WzZsoWZmRkALl26xPDwsNQgT05OcuDAASYnJ7l9+zZbt24lNzcXrVaL1Wpd1PP4y2Cz2ZiZmSEwMNDrfUiF5ln5+9DQEA0NDdy8eZOMjAyvFQxExPyFCxd47733uH79Otu2beOFF15g9erVUnCF+wdI2Gw2efEUnwl43CfUndk0/g/zHvHaqakpenp6GB8f5/Lly5w7d06+TljGxHvmE/H5U1NTHDp0iH/5l3+hvr6e2NhYcnJy6Orq4ubNmzQ1NQFw4cIFGhoaGB4eBqCuro7h4WHsdjsBAQE888wz/Mmf/Ak5OTnz2u7HxWQyERAQIL/nxsZGTp06xeXLlxkaGiI+Pp6VK1eycuVKkpKSmJycZGxsDJVKRUhIiNxTAgICiI2NJTY2Vn72fJ2FZrMZs9kMuArQSsWScr64x3go3enEeaK0TIvXePvZYDab5X6gVqs5duwYe/fuZWpqCnD6ZwvXJaUAK2Q8gIGBAY4fPy5ln9jYWFauXMmOHTtYsWIFOp3usS4kX3qncjgczMzMMD4+zvDwMDMzM0RGRhITE0NAQICcAEFBQYSGht7jjP5FKCMxvenweBABAQHSpNfV1UVtbS379u3jgw8+oL+//57Xh4SEuExioQ1KT09n+fLllJWVkZ+fT1ZWFkuWLEGn0wELr+ESmyZAf38/+/bt480336S5uRmdTkdfXx9XrlxheHiYgYEBgoODyczMJDU1lfT0dAoKCsjMzCQ6Opq4uDji4uK86pB0R3y/MTEx7Ny5k8DAQCIjIzl37hwTExMEBwdjMpkYHBzkyJEjDAwMMD4+zvbt21m2bJmLyXahx8pqtTI1NcX4+DhGo1GuQ51OR1hYGNPT00xMTMi5KrS0gYGBUjAS0dhCGyUiRwMDA9FqtdhsNqxWK1qtVt7MNRqN3MyEdcGbNA1GoxGLxUJERARarVZeQgCSkpJISUnBbDYzMDAgo2SVASSeRHyfYs309PRw5swZLl68SGRkJLt37+bVV1+V+6TIRazcN4WrhNKFZDY8rSVSpth5VL9/pTuIw+Ggvr6eI0eO0NPTQ2trK/X19QCsXr2aJ598Upow50uQUAoxVquVpqYmPv30U/bv3w84/erVajUTExO0tbXJ93V2dsr/BwUFYTabXZ5/++23iY2N5Rvf+AY5OTnysugtlg/hZiXOfJvNxsWLF9mzZw8HDx7kypUrTE1NERYWxtWrV2lpaSE7O5uxsTF6enpkxgUhA2i1WpKSkigoKCA/P5+kpCQ5ZnO114jvLigoaM4v37OddcJ9y93i6i37ptC6Aly7do1jx47JeRkWFsbExAQTExOAc/+MjIzEbDYzNjYm00sCjI2NSReDGzdu0NjYyO3btwkICGDbtm3AXVnvUWWCLy1BjI2N0dTUxPHjx9m7dy+dnZ2sXr2aHTt2EBYWJs3kYtIVFBQ80ucrc9wtBpQ3+Z6eHv75n/+Zjz76iLa2NkZHR2d9j7vKHZzBGE1NTfT09HDy5EkCAwMpLCzkD/7gD3juueeAhTcHio3C4XBw6dIlDh48CMDrr79OeXk5w8PDNDY2SnPswMAAR48eRaVSER4eTnh4OMHBwSxZsoQXXniB3bt3ExcX5/GDcjbcN4/Y2Fi2b98u2z8xMYFKpaK7u5uzZ8/S3d3N1atXcTgcTE9PExYWxrJlywAWXANrNpvp6OigpqaGo0eP0tLSQl9fHxqNhrVr11JWVkZzczPnz58nPDxcRoUmJycTHR0tzXoOhwOdTkdcXBwBAQEMDQ0xNDSETqcjLS1NCsfCD296epqkpCSpYRebsqcvKMJiYLVaqauro7OzkxUrVpCTk+PSNnGQiA3bm+Yj3NW2ija3t7dz+fJlZmZmKC4uprKyUgqqZrP5voev0s/3QSgvq57gy2q7xZwzGo1cu3aNDz/8kE8++YTx8XEGBwex2+2Ul5fzk5/8hCeffJKgoCCpEZsPlN/39PQ0N27coL293eU1TU1NLhcpd2Z7bnh4mL/+679meHiYH/3oRxQWFs5twx8TsZYE+/bt46233qKmpka6YIFTE3369GkaGxuJjIzEYrFIwUecDcKlIDAwkMzMTLZs2cIzzzzDsmXL5PjNxXqdD8FfaJFFvmV33Oe5Nwiu4vIo9pCmpibeffddrly5Muvrs7Ky+NGPfsSaNWvo6emRLgONjY2zvn5sbIxPPvmEkpISF+FVub89LF/6dLl9+zYnT55k3759HDt2DHAuqtHRUYKCgqTJIzY2liVLlpCbm0t0dLQMgBGO68HBweTl5ZGcnCw1OAkJCS4bsJjs3u43OT4+TldXFx999BHvvPMOzc3NgPMWExcXR2xsrNwohSbMaDQyNTVFUFAQ4eHh2Gw2Ojs76ezslDeWW7dukZiYSEpKily0MP83bXGBEAuspaWFY8eO0dLSQllZGa+//joFBQXcvn1bmoKMRiO3b9+Wm/To6CiXL1+ms7OTqKgoGYC2EO1/HMSC0mg0REdHs2HDBrKysjCZTAB0d3ej0+nYt28fPT09XLt2DbPZTEREBBEREWRnZ0sN0Hy3U8ypiYkJzp07x9tvvy21O4KmpiYKCgpoa2uTph+NRoNOpyM2Npa4uDipMbbb7YSHh6PT6QgMDGRkZITR0VEiIyNJTExkYmKC0dFR4uLi5JoOCgqipKSETZs2SdO1OMQ8McZC4AsICMBoNHL8+HGOHDnC6Ogo8fHxLtpxs9nMzMzMrEKbN8xPpalyeHiYo0ePcunSJRITE1mzZo28NIgcpu6IQ1L4mfX19dHY2EhnZycmk4mQkBCSk5MpKCggLS1NmjuF5WshUGpNxd80Go1SC/dF2rCZmRmX/v3qV7/i3Xffpbe3F3Bqv7KysnjhhRfYvHkzkZGRLnNkvhHfZWpqKiUlJRiNRgICAmS1ovDwcAIDA4mNjSU9PZ2ZmRmuXr1KT08ParVaKjpCQ0MZHR1lfHycY8eOsX79ehkUI/6OJ7XmytzXImPLBx98wNGjRxkZGZGvFW00mUz09vbKcYK7Jmm73c7o6Ki0HnV1ddHd3c3Q0BDbtm1j3bp1xMTEAHetll+272LONTQ00NTUhM1mIzg4WKaFDAgIQKvVSquyMnjMbDYzOTmJSqVCp9MRHh7OxMQEnZ2dWK1WkpKSpEwTHBxMUlISaWlpX5jo3xMo1/zw8DAfffQR7733Hu3t7dLKZjabiY6Opri4mF27dvF7v/d7pKamYrfbSU9PZ8mSJVy4cIHm5mZ6e3sZHR1FpVIRHBzMyMgIJpOJs2fPcvHiRVasWEFQUNB904Y+iC8tvE5MTNDa2ir9dMB5k9q3b989jtfKgB4xuYWWJyQkhF27drFq1SpMJhPBwcFUVFSwbNkyuSAXQ215k8nEuXPn+NWvfsXBgwfp7u6WzyUkJLB06VKWLl0qJ2xhYSEZGRkMDg7S29tLREQECQkJ2Gw26uvrOXfuHE1NTXR0dGA0Gjl27BjJycnEx8eTlZUF4JKkfD5QVh4CpwBUW1uLzWYjOztbJuxPSkpCp9MRGhqKw+GQG7NWq2VoaIhPP/2UpqYmcnJyWLlyJeHh4YB33DTvh7tpNSYmhqioKPmc0WiU/Th06BDt7e3cuHGDjz76iMjISJ5//nkyMjJQqVTzWp5TudYsFgvDw8OMj4/f8zqr1cq1a9dcHhNa8oGBAZcgO3hwtgExL2w2G2FhYajVasbHx1GpVPyP//E/+MlPfgI4hSmtVutR4RWch+r169c5cOAAycnJbNq0iczMTDkmyj3KXfjzBrcB4QJgtVqlKby3t5cdO3awadMmOS81Gs0XHgJdXV18+umn/O53v6Ourg6r1UpoaCjZ2dm8+uqrfO9730OtVstMFQvpsiX+lt1u58qVK7S1tRETE0N+fj7x8fH3BIXej9u3b3P16lWpQFGr1RQVFfHaa6+xa9cu6X413/EDys/WarXk5eWxefNmsrKypKVOrVbLmIfY2FgqKyuprq5mbGyM3/zmN5w4cYLe3l6uX79Ob2+vFOTAub5aW1sZHh52KQXsSYuHWFO3b9/mzTff5M0336S1tdXFFxJc15VGoyE4OPj/z95/h0d9pXne8KekCirlnHNGBIEAgUU2GWySc7fdbXdPh6ned5+ZndndeffZfTY81767s3vN7PTsjLbdwW273bbb2AZjwGAwWQSRhCRACZRzKmVVlVT1/lGc418VItmSqiTX97q4JFTpnDrpPvf9vb83/v7+JCYmkpOTQ1xcnNQUrayspL6+nv7+furq6njvvfeor6/H19eXDRs2yPebDMP98OHD/I//8T/o7u4mNDQUi8WCyWRCo9EQFBSEVqtleHiY4eFhefEREcegoCDi4+MJCgpicHCQjo4O+vv70Wg0xMXFER8fT0xMDPPnz2fDhg3MmTPnW7V1sqGMQhiNRk6ePMnRo0epqakB7PN5fHwcnU5HQUEBP/3pT9m6dSsajUaecfn5+cyfP5+Ojg4uX77M4cOHOXXqlLRjBMrKyvjd734HwOLFi+X+9iS23jee5REREYSGhtLd3S3/NlGIQ3mICCgn8sjICGfPnqW2tpbh4WFsNhtHjhxh3rx55Ofns2TJElJSUuR7DQ0NoVarn5hDO9lw5to0NTVx5swZjh8/7sBZCg4OZtu2bbzwwgvEx8fLDNiYmBhCQ0MZHBxkaGgIHx8ffHx8UKlU5OXlsWTJEo4dO8aJEycoLy+ntraWmzdvSm8s3J94MtlwHru6ujru3LmDVqslNjZWTnQvLy/Jd1SpVPJ3sHven3/+ebq6uvD39ycwMNDBaHB3KL0zSgNUr9ezceNGtFotnZ2d0tNcV1dHcXExBQUFMtluKo1X5fsGBQWxcuVKNBoNCxcupL29XY7f8PAwo6Oj6HQ69Ho9VqsVk8kk+avt7e1UVVU98ecPDg7K3202Gzdv3qStrY3o6GiXh+BF33U6nRzHkZGRBxp4zgLq7gDl3BFJZR0dHWRmZrJz504KCgpQq9WSSqScDyJ64O3tTUNDA8ePH+f06dOUl5dz7do1h89paGggOTmZdevWkZaWNi0XSyF/JML9NptNtvPjjz+mt7eXbdu2ERkZSUREhMPrnJNpRKJkdXU1TU1N5Ofn4+3tLXnqaWlpbNiwgYyMDAfHyVT2UWm8arVa0tPTCQsLo7+/X2pKq9Vq6ckTlwiNRoNer+f1118nLS2N48eP3+edFIbv0NCQg0HrKijpKlVVVbz11lvs27fPYU/R6XTExMQQFxeHRqOhrq6OhoYG5s+fzwsvvEBmZiY+Pj5ERUURFhbG2NgYnZ2ddHd309nZSUlJCYcPH6ampoaioiKZFJyTkzNp0ciBgQFJeezq6pJ/FyoJD4NwBDzosYaGBsLDwykrK+P8+fNkZ2eTkJCAv78/vr6+MroaGBiIXq+f9kuI+N6E5NVHH30k9wmVSiXnWUJCAtu3b2ft2rXSyy7OFrVaLamCUVFRREREMDAwICW1fHx88Pb2prm5mUOHDrFgwQIWL14MfB0hmjLjVUyOuLg4VqxYwdq1azl+/Dg+Pj4EBQVhMpnkTURJuhcu58HBwfsOiKamJpqamuT/y8rKOHnyJHl5eWzdupWNGzeSk5NDYGCg9Ha5GuKmJw6L1tZWamtrJVEZIDw8nHXr1vH666+zatWqCd8nKChIek5GRkbQ6/Xo9Xp0Oh2XLl2S36d4/Ju4178pnBNWhoeHGRkZkZuLWFwieU8k84AjIV2v1zuoJswkTMRZFTdxLy8vCgoKqK6ulptrT08PjY2NDiGyqTSIlModer1eyuhUVVVx584dGbIRm7tzZTcRIm5qaqKoqIiKigpZvWlsbEyqhAhVkPHxcXp6eujt7cViscgExZGREUl96e/vJyoqyqXGq3LcBgYG5GVTaLi6m5H6IAhvBNj3mCtXrtDb28vixYtZunSpXIMiOxi+nm/iwtXT08OXX37J3//930suWnBwsHQACKOovr6e27dvExMTg6+v75R7XZXyRyMjI5SXl3PixAkOHjxIcXExMTExMoKjnEfK35Vhf5PJRGNjIzqdjpUrVzI4OMjFixcJDQ1l/vz5xMfHy9dPN6fXy8tLUooeBhEqF2spKyuLq1ev3reOhKMoKCjIwZHjqvUm5l5LSwsff/wxv//97+no6ECn05Genk5AQABBQUFkZmaSm5uLr68v165do7S0lOXLl/OjH/1IRvKUSE9Pl7/fvn2biIgI3n//fW7fvs2+ffsICgri1VdfdaAqfRujb8mSJezZs4fy8nJGR0flJU55sXWOTglHgKBECp1tka0v8iF6enpkNODixYtotVqys7OJjIxEp9MRGxsrPe8ZGRnTZrwqL8j9/f2cOHGCDz/8kFOnTtHX14dGo0Gr1Uq6WX5+PmvXriUgIEDSNZQ0LEEN9PPzY926dTQ0NFBTU0NZWZmDXm9DQwM3b96ktrZW0uyeZP4+8bcj3lyr1bJixQoSEhIoKyujvr5ePlZXV0dTU5NsjOCCdHR08OWXXz7WTdFkMnHx4kXu3r1LcXExu3bt4sUXX3RY/O4kYyM2UaXXcf369fzN3/wNCxcufKzXW61WGU4qKyujqKiIO3fuAF+77KfTeHWGOCCjoqKIioq6L4ynXOBKr4qyvvFsgKg9LkIor732Gt7e3vyH//AfaG1t5c6dO9NmvAooF71WqyUnJ4fExERMJpO8PCpD/s5ZriMjI2zbtk0mFwqpGsFj12g00mv06aef8umnn8qSgGIdZmVlkZubS1JSEiqV6onDQJMFZebw+Pg4FRUVtLW14e3tzejoKD09PQ6XKV9fX3x9fTGZTNLQdQeINSSoRk1NTZw7d47m5mbWr18vLw7gOP5inxAXlitXrrB3715puEZHR7Njxw7S09MpLS1l//79DA4OyoSZhyUQTVa/nNtdW1vLr371K4qKiggODuZ73/seixcvZu09DWUxd509wsr939vbm9jYWDo7O7lz5448LNeuXcumTZskXQDct3BDc3MzN27cYGhoiMDAQNkXQQVS8p/Dw8NlLonAdJ+HSvpDbW0thYWFfP7559IDqdPpeO6552R4WafTyYttfn4+3d3dhIWFTWi4OmPOnDn8i3/xL7Barfyn//SfqK2t5YsvviAiIoJNmzZJA+jbYNWqVaSlpdHV1cXIyIh0wCmjkOKs8/LyQq/X09fXx61bt2hra2NsbIyuri66u7vx8/MjLCyMoaEhrl+/7kCxBPt5WllZSVNTkyzkI5J/w8LCiIuLk8+dSi6z8gJYWVnJO++8w6FDhyQtUUQG9Ho9ubm5rFmzRu7xzsm5Ym4qK2lt2bKF8fFxfv/731NcXOwQeRfrNCwsTFJfHteu+8YjbbVaCQwMZN68ecybN4/u7m6ZJVhbW0tLS4vDRAoICKCtrY2QkBBu3ryJn58fPj4+ctC6u7tpaWmRi9THxweTyUR7ezsHDx6kr6+Pzs5Oli9fTmZmJuHh4S5N4FJuImA3GJSeR7C71+fNmwfYbzSCsK3MxhRGq0ajkbeXEydO8NZbb3HhwgWZIOQK4XnlQTE0NERLSwt9fX0EBQUREREh2yPqwzt7NJSEdOfkL3eE8BZPJNfjXALXarUyOjqKn58fer2e1NRUOd97enrkLXW6IOajqIii0WgemOU6EYKCgh6ox6sMCfb19XHhwgUZYVCpVLKe9ebNm1m9erXLExGUm3F/fz/19fW0t7czNjaG2WxmeHjYYQONjo4mLi6OpqYm7t69i9lsdpD9ciWUe0xHRwft7e0kJyezatUqB2NM+Z2LSoc2m43y8nL279/PhQsXUKvVzJ8/n2effZYXXnhBesnFdxEZGUlSUhJBQUFTlrClPIR7enrkGrp8+TKHDh1iZGSE73//+7z88sskJSU5cPonOryVY63VajEajZw6dYrz589z69YtMjMzeeaZZ1i2bBkajcbB2JpuiO9UGELKS2RfXx8lJSUUFRVRXV3N4OAgVquVgYEBWltb5WVYq9XKtZeWlsaCBQsICAhwmQa4cn6Wl5fz2WefUV1dDdi9+2vWrOGZZ55h6dKl9702JCREatWKaK3QQFWOtcViYXR0lODgYIKDg9m6dStFRUWyfLdIevvRj34kK6Z9k34IJ5tyXT0u5s2bR0dHByqVSkpG+vr6EhwczPDwMDk5OVy9elWqLXR1ddHa2orJZHKI1l64cAE/Pz8iIyPZsWOHrIr4TbLxHwXRZ/G+vb29XLx4kaKiInmB9fX1lYmgUVFR7N69mzVr1siLszN9UxlNEe8RHR3Nc889R319PfX19Q75QL29vTQ1NTE8PDx9xquzJ00pIBwZGSm9bgKCkLtt2zZGR0el/MXY2BgtLS0UFRVx6NAhioqKGBoaYnR0VD4OcPnyZc6ePUtiYiI///nPef3114mJiXFpdqXyc5UatwIVFRV8+eWXrFixQlIDwFF6yjlJpK2tjX379vHZZ58xODgov4PQ0FBSU1MdaBPTEdYTn2E0GmXWudFodCCsw6PlddypxviDoOzvg7QmhUdRpVLJy0Z1dTVnzpyRhHTni810tl9sRJO5JoQBYTKZuHTpElVVVQ46zgsWLODFF19k586d0gs0FZvt48I5ia23t5f+/n68vLwIDg4mJCTEwdhLT08nJSWFGzduUFFRIfs2EV9/OqEcT7B7Xv38/NixYwff//730Wg0jIyMSDkhcLxo3Lx5k//zf/4PBw4cYHBwkPT0dLZs2cIbb7xBcnIyZrMZPz8/dDodo6OjREVFMXfuXMBuTFit1km9iCgVBcDu5SkqKkKr1VJVVYVer6egoIDnnnuOjIyMx3pPQWlRqVQMDQ1x8OBBfv3rX2M0GsnIyGDFihUsXLhw2goSPAzKhEehoqBSqejq6uLLL7/kvffe4+zZszIHwmazybko5qFwjiQnJ7No0SKZvCscItNlvAoDQ6vVSo/h+fPnHXihW7Zs4c/+7M+kA+dhUFZknIgiojxbUlNTee2117DZbBw7dozr16+TkpLC9773vW9svH7b/TIpKUnSUpSUOTEeBQUF9PX1YTQaqaqqkpJSdXV10kEl9MOPHz9ORkYG27dvx9vb+xtLST0KShqE1WqVOqzKyIty/8vIyGDVqlWkpqZKR8mj2iS+14CAANLS0khNTaW3t1c6d4SSyDeZt9/q2xgfH5e8EB8fH2mgPMhLKAoWOCMmJobw8HDi4+NZuXKl1BIVCyEiIkKGIRoaGjh9+jRLly4lNDRUbq6uyowVRk56ejqrV6+W4YPR0VEuX74sVQSWLFkC2BNcBGlZDKzZbKa0tJSqqiquXbvGV199JRNhxsbGCAgIYPXq1Wzbtk2WIYXplQ7z8/MjOzubiIgISkpKOHv2LHl5eVI5QvBmxPdhs9morq6mo6OD6Ohoh5Jw7grhOX4UxUEs2LGxMS5evCilYMQNWik7Nd1w5gMqN3IlZUB45pTSZYKrJV4L9r4Kqs758+d5++23uXTpksNnzJ8/n9WrV0vDVWx+rvKyKzfV0dFRbt++TV1dnZQiCgwMdJiLIvl0cHCQ7u5ueWF2JTdW7Gc+Pj5ynhUXF2Oz2cjIyJBrX1kpS7RZoKysjEOHDtHc3ExiYiJ79uyRpUfBPldiYmKIioqir68Pk8kkL8fO3OjJgmjf8PAwV69e5Z133mFgYICEhATWrVvHzp07ycnJAZAcwocl5yrn+927dykpKZFeSn9/f2JiYhwu/O5AX1Jy0MHe7j/96U988cUX8m/OGuDKyEpERAQbNmxw8GZOd7+UkbSenh4+//xzPvnkE4xGIwEBAcybN48dO3awZs0a1Go1Q0ND0iunVB4STo+HUcvEniz4pHq9nszMTGksgt2DNxkJzGNjY/Li9jAocw28vb3x8fF5qCEXGhoqZb1SU1OJi4tjwYIF3Lp1izNnzlBZWSmNV7AXqhBrZaoSSZ0TH/v7+xkYGHDYt8Wlf9myZbzwwgtSU/hxjH3lZUrQn/z8/By+Jz8/P4KDgx8ZYZkI38p4FYkdSjzqg5WTQsljSkpKIikpiT179nD9+nXUajV79+4F7AkXwgMpQj/CQHSV8Sog2uTv78/TTz8ttU7Pnj1Le3s7586dIz8/n6SkJKkvqZz4nZ2dXLt2jS+//JIDBw5w9+5d+d2APZy7atUqXn75ZclzEwbIdPRXtCM4OJiCggJOnjzJ6dOn+fLLL3nmmWckn1dcXARPRqVSUVpayokTJ8jKymLLli2kp6c7eGrdjUIgjHDlJigWoIgcCMNvcHCQs2fP8tFHH3H06FFaW1sBuyG0YsUKaSCI93AFHvW5Ikv7URgfH6eyspJjx45JmSaVSkVQUBD5+fnk5eURGBgo56U76THX1tZy9erV+6g5yqIivb299PX1yTCfUg3DVVEdi8Uix6anp4cTJ05QWloq+bkCziFWIdxeXV1NcXGxTIQVh4/I7BWvjYiIIDIyUmaFi8TLqdpfxHt2dnZSW1tLeXm5bPcbb7zBihUr5KXhYTKASl4z2Mewrq5OGhHCCHmYce9KiL2mqamJzz//nBMnTgBfU7CEESPOSJvNXoEoIyODTZs2sWXLFofysNNtvAoDZGhoiOLiYk6cOCHpAosWLeInP/kJ69atk8+b6DL/pG0W341QDRkeHpaP+fv7T8p8ncoSyWLuCVWYlStX0tjYiFarpa6uzkFJKCQkxIGmNtUQDkhBa1QiODiYl156iZdffllSVAQ16WFQypeJNSkUbgSGhoYctHzF6x4HkzpKymQd55uL8uaoJD5P5KlduHAhf/7nf45Op+P999+XC1mUpxTSEs7v7wooB1Cn0/Hss89iNBqprKykoaGBxsZG3n//fdRqNb/4xS9kOy0WC/X19ezdu1fKawnDFeybeXJyMmvXrmX37t0sX75c8kym81BVfk5oaCixsbHA15JQKSkpBAUFoVarsVgsDhNzcHCQmzdv0t3dTWpqKsnJydI76w7GqzOvr6qqirNnz1JWVobRaCQoKIi0tDQpKC14zb29vTJMVlJSIg1XsJeefOONN5g/f778mzsZc4CsOCSS75Rc7YkOlFu3bvH73/+eQ4cOyTLHGo2GPXv28Oqrr5KVlYVKpZJRhanUHn4YxEYpxMVramo4ceKE1CmErzmwQ0NDBAQEYDKZpMpCZGQkc+fOlUajKziEAsr9c3BwUFZiWrZsGUlJSfIxIeovDhTBufvyyy85evSorCq1ZcsWWeVQGO6CsjU8PExWVpZDpaappvk4nxEqlb0an1arlaoqT6IsMzQ0xPj4ODExMcTExNDY2IiXlxchISEOnltXjaczva29vZ3z58/z+eefc+zYMRlpEx5GAZH7YbVaCQ4O5q/+6q9kyHyqE+smgnMhgmvXrvGnP/1JFuQBiI+PZ/369URHRztw8CcLEzkZXJ2Ap4zSKH9XOqqEl1bpkUxISCAtLQ1fX1+pCSsS8cRrRVLsdPRhos/JyMhg/vz5MgIn5D6f9L0B6T0XqKio4Pz586xYsUIm7T2uYsSkjrjypvCgTeJBjRIT0mKx4OPjw7p16/D19aW7u1uGU8bGxhgcHKS+vp7GxkaHyTtdlVKcIfo8MjIihYzXrFnD3bt3+eqrr6ioqODy5ctSpDotLU1KGFVWVvK73/3OQQMtJCSE6OhokpOT5aGTn58P8FADYyr7JuDl5UVQUBD+/v5YLBba29vp6emRfF7luJtMJrq6uujv78fPz0+WHXUniHCMaPPt27d59913OXv2rHxOZmYm2dnZkhuo1WppbW3l+vXr0qslZGDS0tLYvXs369evlzdN5yS26YZyE7XZbFRVVXH58mWamprw8fEhJiZGVnqzWCz4+fkRHx8v1SQaGho4dOgQH330Ec3NzfK7ysjI4Pnnn2fdunUu65szlGWTRcGUw4cPSw/N+Pg4Fy9epKOjQ2ppWiwWysrKqK2tJTU1ldTUVIeD1pXGjoCgZ9lsNvR6/YRGnVLuZnh4mGvXrnH79m3UajVr165l1apV+Pv7Mzw87NC/mpoaWlpayM7OJj09XT421ZdjZw+91WqVVQUTEhLk34XkotKLo/Q2C85rREQESUlJ6HQ6STdLTU1l3rx5DhqxrryMCO8p2BUgfvWrX3Hs2DHg6yiIcNQIKA0KtVrtUH3SFfquwgElxu727dt88cUX9PT0oFar0ev1pKSkSCfHVFBvxNxRzh9Xny+PcigpzwAhLalSqWhqapLJpOJ5GRkZJCcnO2TsT8W8FfNK8GpLSkq4fPmyA2Vl/vz5bN++3UGd5ZtcRJTrVpnr09HRwdWrVx3qBTwu/cOt9EJEtQqBnJwcnnvuOYxGI5cuXZJf9o0bN/jss8/Yvn27Q3k4V3q4BHHdZDKRnZ3NX/7lXxIVFcU///M/09jYSHl5OX/3d3+HTqejpaVFFidQZt7FxMSwefNmNmzYwNy5cwkJCXFI9JruMKbzZ4WHhxMbG4tGo8FsNt93AImQi9Vq5fLly1y5coX+/n6WLFlCYmKiQzKRqzzlD4PIeFXi7t27dHR0OJStNJvNMsQTEBDAkiVLePrpp8nPzyc3N1f20x34dcpDc2hoiCNHjvD222/T3t4uq2MJSoTZbCYwMJDs7GwpVF9RUUFJSQktLS3y/cLDw6UwuAjLKr0Jzl6H6YLyxj4yMiLnoPDqCd3Pixcvyu9E7DeieIMoFCLa7w7JoIITKLzGyo1e6e0RGB8fl/MzJCSEzMxMh8Qe8R0Jbeqenh58fHwcZAinIulQHGDj4+MMDAw4FLjo7++nvLycJUuWOBivIhFJqQCiTGQzGo2Mjo5Kbmt7eztGo5Hg4GDy8/OZN2+eW1wkhcdStLu4uFgarhqNBpVK5ZB1Lr5/pYFqNBopLCyksbGRZcuWkZqa6pIIltI7J/RLwX4+rFy5kmXLlsk2TZUHX8nPh5lRhRMcSzU3NTXx5ZdfcvbsWVkQQaPRkJaWJqWoYOo8r87G6+XLlykrK3N4Tm5uLs888wyJiYkOl8cnhXIvtdlsDraeUvFEPP44cBvjVXRMKUit1WpJSUkhOTmZa9euOSzu27dv09bW5iBiPF0Qt0+RUajVau9L9ElISCAsLAx/f3/JIzl9+vR9t+XMzExpqKakpMjFr9RwFG766d6kxDgIr05CQgL5+flkZ2dz/fp1ysrKaGpqksT54eFhvL296e3tpaSkhJKSEgYGBoiLi5PGqzKL39VwbkN2djYvvfQSycnJUratqanJodKKgFqtlqLS27ZtY/369Q4GAriH8arE8PAwN2/epKSk5KHPq6mpISoqCpvNRnt7uyzKIIwAHx8f+vv72b9/P1euXCE8PFxebFJTU6XyyHQrgThzG4VxJH738vIiNjaWkJAQvL298ff3Z2xsTPLNnG/8rvTkKD9bhNp8fHzknuIM5yQLsVfabDb8/PzkJVNEDzo6Oti7dy9FRUX4+PiQm5tLamqqg9Ex2f1R7if9/f20t7fLx81mM9euXcPPz4+hoSEph/gg2SLxfp2dnVy8eBGdTkdXV5cMXycmJpKamipf7+qoj7MHUugpg30vcU7QUoZZRTb26OgoR44coaamhhdeeIEf/vCHMknSVVJZyj0uJCSEp59+miVLljioBEzWdy8uMCMjIwwNDTlwXiMiItxuv50Io6OjkvI4ODhIUVGRw348d+5c1q5dS05OzpR7XpUGpUqlkonGSplH4ZD6tgVnLBbLYyXCPQncxngVUN5OrVYrg4ODE1blUqvVVFZWkpubS0BAwLSWixUeR+WAKjfnoaEhTp48yalTp+jt7ZUiv0ovAtglel555RV27NhBQkKC1Ax1niSu5kwq5WgWL17M6tWruX79Ol988QV5eXksXbpUVsLx9vZmaGiIO3fuUF9fj4+PD76+vtIYF/QOd7glO7dh3rx50iC9c+cOjY2NXLt2jWvXrtHT04PNZpMVp8bGxggKCmLRokVs2LBB8hAfRz5kOqHso5eXF3FxcURHRzuUmnTG6OiopLKIdadMfmlvb6ejo4Njx44REBAgExGTk5N5/vnnefbZZ6VWqHMbpgvOG35oaCiZmZls3ryZ+fPno9friYmJYXBwkN/85jccOHBAFuFwh7mphKBTRUZGMn/+fAc9XmdjU4TfhXc2ICDAwdgVCS8XLlzgnXfeobm5mezsbNavXy8TgETS1mQemM7z0MfHx+GCPjIywq1bt2hoaKC0tJRly5axcuVKli9fTlRUlMN7VVZWygS7K1eu8Omnn0qh9+bmZqlx7DyOrhxX5+9y7ty5pKenU1NTc5/h6gxnh8fdu3f54osvyMnJkTzm6ZbKElB+pwEBAcTFxREZGYlKpXLgYX9bKGkxfX193L59W5ZhDwwMJDo6ekaUHReUj9HRUcrKyqisrKS3txcvLy/mzJnDli1b2Lhxo6S6iIjyVPRJOV+8vb3Jy8vjqaee4uLFi/LiX19fz9WrV6UiFHyzcudKrq9KpcJiscjzITIy8htViXOfU/YelA0XYROlS1nAbDZz/vx50tPTWbVqlUMVjMm+gYnKV+K9xQQUbR0YGOD27duyOEN1dTW3bt2isrJSGgnCYLXZbOh0OubPn8/OnTvZuXOnQ3KP8vOEkezqxaj8/JCQEHJyckhOTpZk69LSUhYtWiS/97GxMSorKxkdHcXHx0fKabkjxHctsidDQ0NZtmwZ6enp9Pf3U1BQIL2P7e3tXLp0iStXrtDU1ERjY6ND9RuRROFuxqvYoPz9/dmxYwdxcXFUV1fT2NhIV1cXAwMDDA0N0dfXJzX4lOEtwdESY6ikVvT19ckQ9Y0bNxw89MI4mU4PrPgssd78/f1ZtWoVTz/9tBR1j4mJQa1Wy5KH4eHhDvQHV683ZwjawMjICC0tLXR1dclymMrngH086urqaGtrQ6vVUlBQ4MBXGxsbo6qqiqKiIpnINmfOHAd1jKlaq8qs+ZSUFFavXs3t27cdompGo5HS0lLa29spLS3liy++IDQ0VOpBms1mGRXx8vKivb2d6upq2tvbpZEnEtgmOjdcBefs7J07d+Ln58cnn3xCRUUF/v7+6PV6RkdHJfdcOGjEGaIs03nr1i0OHz5McnIyS5cudQsZwpGREXp7exkYGJCOjG8DkeQk6FyC1tLS0sLBgwe5efMm/v7+pKamEhoa6hbRvAfBbDZLbXuLxcKHH37IRx995EDHyszMZMWKFQ5ymFO5FzknmQ0MDNDd3e1wWRLUIrFPirY+ztgq266k3SmpJGIfUPLSH/f8dJ9T9h6UG6eXl5f0cDpjdHRUbupTDXGIC1gsFsxmMxaLhaamJkpLSykuLubUqVPcuHHD4XUi+1qtVmMymRgaGsJkMuHt7U14eLj0KggDQXg83GEzEnD2MM+fP5+1a9fS2NjIuXPnePvttzGZTCxevJjR0VGuXr0qeVDOPEh3gZK+IL5rcfnRaDRER0cTHR1NZmamfE1vby/R0dGYzWY6OjowGo2cO3eOLVu2MG/ePLeTiQIcxs3Hx4dFixaxaNEimpqaZKLSyMgIbW1tnDlzhpaWFvkdiMo2gCztqIw4CDkjUY9dp9OhVqvvq2A1Xcar0vDUaDTMnTuXoKAgWZ5SebkS7RPlb4VB7i6GqzPnVa1W09DQQHFxMTt27JCPjY6OotfrZd9MJhPd3d0YjUYiIyNZunSpw2HY3NzMwYMHOXjwIKOjo2RnZ1NQUOAgZTQdl6+QkBCHgjVXrlwB7OMmLkRCvutxIHiwVquVyMhIkpOT3SJRS0CpMqNWq4mOjubVV18lNDRUSqApEycDAwPRarWcP3+eTz75hM7OTsbHx6VhYTabuXDhAsnJyURGRsp9arpzP5T7unDwiHC00mGj1AB3ft1E76WUKFTKV/X19VFUVMSlS5dkNMg50dJd1rASglZos9k4c+YM7777LidPnpSPZ2Rk8NRTT5GVleVAAZnKtehsvDY2NlJbWyvzWYTzUKkFLp77OFDysTs7O6mrq6Ozs9Ph9enp6eTl5TmUOH7cS4/bGa9KKENhzl9YUFAQ27dvp6CgAPi6ssxke10nOniFx/HatWtUV1fT3d1Nb2+vDGOAvTZ8RkYG2dnZzJ8/H4vFwrFjxygrK2NwcJDi4mICAwNZsGCBlIhQaqS6E8Q4CE/qokWL2L59O5cuXeL69eu899579Pb2kpSURHt7O4ODgwQHB0uBdZPJ5PLDwxkTjatzVrMzQkJCyMvLo6KigrNnz2IymTAajQwMDEgjwl3h3J/4+Hj8/f2ZP38+Op2OyspK7ty5Q3FxseRxi4MwLCyM6Oho5syZQ05ODgEBAdLY0+l0soylWq1mwYIFLF68eForwQkooxSBgYH88Ic/xGKxkJCQcN++4HyIinF3t0uWgDg8RHlJAYvF4iAbqDTglV53MUYXL15k37593L59G7BLu61du5awsDB52EwVd9A5AS4+Pp7nnnuO8fFxAgMDqaurkwoejwNxwQL7+Pn6+kraz6ZNmxyqdLnL/uMcRl+zZg25ubnSESM8jeLCsmjRIrKzs3n77bcpKSlxuFh2dnZSU1MjizLA9Jczdl4vIvFRtEVZzMDZeFVKZoJj0QLnuWK1Wjl79iz79+93KAjj5eXF4sWLeeqpp2RVMnc6P0VkTzhIPvvsM373u99x/fp1+ZysrCzeeOMNnnnmGWJiYqYkWXIiOHNeo6KiiImJYWhoyGGPcW7L43y/YhxtNhvNzc189dVXHD16lOrqaofcJeAbR7vcznhVdkLcACbioSUnJ7Ns2TL5f5PJNKn6ksrMVqEK0N3dTUtLixRlvnr1qsPAihKuQjMxKSmJnJwcUlJSKCkp4eLFi/JAEYvx5s2bFBQUoFKp8PX1dZtNdiIo27Zs2TJeeuklwK75eubMGVmtJz4+HrVaLRPVxM3bHeCcMCaKSvj6+hIYGOjAtxZcQ3Go+/r6kp6e7mAMiYQ8d+nfoyD65O3tLet422w2rl27JhMgbDYbQ0ND+Pv7s3z5cpYuXUp8fDzp6enMnTuXgIAARkZGHKSpxO/iIiY+azq/F2XlHo1G45DMKepzCwNXjLPwZgmajtK4cOUhqPxsnU4nVT76+/u5efMmW7duRa/XExQUJEPkgksmIlZ9fX20t7fLhJ9Lly7xzjvvcPHiRQCWL1/O5s2byc7OlvQQ58+eCog9Qa1WExcXx86dO4mJiaGyspLa2lpJvxK6lxEREURHR6PT6WT4NTIykqioKAYGBiguLuby5cv09/eTlZUlefjC4+xOBo2Yo4Lz5+fn99BqfKGhoYSFhXHt2jWZ2CPOuaGhIRobGx1Ksk6H8eo8N3U6HSaTiZGRES5evEhYWJisgDnR65zVSQSUe8XY2BgDAwP09/fLkqpffPEFn376qaQpJScns3HjRjZu3CjH+nE1QqcDSurV2NgYRUVFvPvuuxw+fFiWXg4NDWXHjh28/PLLDvrN0wGl8erl5UViYiIZGRmSPw52J5y4VAkIWVPxu3gvZZKhkiZw+fJl3n77bU6dOnXfc0XJ3IcZyw+Ce4zyA6DkSCgnekBAAKmpqVMqUiy8oGDnfbz77rucO3eOrq4uOjo66O7udviS4+PjWbt2Ldu2bWPRokUyc0+v19Pa2kp5eTm1tbUOG41Op5M8Q2VFDXeF8nIQERHBD3/4Q+bOncuxY8eorKwkJyeHPXv24Ofnxx/+8AdZAW26RJYfB0qNwr6+Po4dO0ZXVxcLFy6UyX/AfYaM8tARhpB4P2VkwF09dwLKCmcCp0+f5r333qO0tFT+Ta/Xs3LlSl5//XU2bdqEr68v4+Pjsgx0YGDgY3/WdGOizxW8a6XsEtj56gMDAw6eIHeAcj8LDAxk5cqVsizzwYMHSUtLY8+ePXI8RkdH5bwW3tP+/n7q6upob29naGiIw4cPS83sXbt28eMf/5iCggJpuE7X/uOcgZ6SkkJkZCTr168HoK2tjWPHjnH27Fk0Gg1r165l9erVhIeHy+Rdcah6e3tz9epV/vZv/5aTJ0/KvprNZgcxfXeDmI/O37vy/+JCGBMT46C6ICTqLBYLFRUVkqIFU2+8Ki9+AHFxcaxYsYKrV69SX1/PP//zP1NZWclPfvITtmzZMqEyxqPm2ejoKDU1Ndy+fZvy8nLKy8u5desWjY2NMhM+JiaGn/zkJ/zoRz8iOjpaJqy5i+EKjlXyrl+/zptvvklRUZEco5iYGF555RVeeuklabhOZ5Krs+c1ODiY0NBQh/1TGJrK9iidP87Gq9hjxd8bGho4deqUNFydNYp9fX0JCAhwGLcZm7AlJqFKZRdt7unpkXwfsG/MqamppKenOyzUyd6klJur2WymqamJCxcuyC9dhEdsNhvR0dGsXr1aZuyazWZZxaelpYVr165x5swZGhsbpY7kyMgIXl5eBAQESENA9N2dIZKStFot0dHRbN26lcTERGpra0lKSmLhwoWMjY0RExMjD0VnCSN3QXFxMR988AFarZaMjAxpBADyYBTj0dDQQF1dHdXV1ZSWlsq/C71eV2bWPykE/2p0dJTr16/z0UcfcfjwYXp6etBqtWRnZ7Ns2TI2btzI008/7cBHEkaec9hdbF5KXVlXfhdingpvqzI0pbxMKSv1CA+sM5XAFVB6hkXp6aamJlpaWqitreXAgQN4e3tTUFBAQkKCzNb18fGR3jCAkpISfv3rX2OxWDh16hQqlYply5bx4osvsnnzZhmCnu4iL4ITKbw0/v7+0tCJiIggICCAzMxMvLy8mDdvnkPSmTM2b94sDR2hELJ48WJSUlKmVYXmSeAsfzg4OIi/v7+co+3t7ahUKhnJEPJzgEzeA3uCm1IySqmHOxVw5vXn5eXx0ksv0dvby/Xr17FarZw/fx5/f3/a2trIzs4mJCQEvV6Pn5+flLRqb2+ns7NTeibHx8cxGo20tLTQ1NREQ0MD9fX1VFZWUlFRIT8vOjqaxYsXs2rVKl588UWpvOEOFRudIdag4JkfPXrU4aKRkpLC7t27yc3NBaafr+xMMYqLiyMtLY3g4GAp5dbV1UVzc7ODo1B5KXQ2agWam5spLi7m9OnTfP7553IfFdQOs9lMfHw8K1asYNmyZbOP89rT00NZWRk1NTUO3KbIyEhSU1MdBPwnG8ovMDw8nBUrVnD37l15c1J64KKjowkICMBsNnPq1Cnu3LkjPap1dXXU19fLzcbHx0f+npWVRUZGhvwsd/YUCAg+pIC3tzcLFixgwYIF8m/Dw8PEx8cTHR1NQ0OD5HC5EmJzE99vc3Mzx48f56uvvmLVqlXMmTMHPz8/B41WoSkoyoyeOXOG6upqjEajXNx6vd6Ba+1OxvlEENxwgKamJj777DNOnjwpN9WoqCheeOEF9uzZQ2pqqsMFRGx2D9qwnOWpXAnneaqE0ihV9ker1TrwZp376gqItRMWFsaqVau4fPkyZ86c4dSpUzQ1NVFfX8/LL79MYmIiZrOZ2tpa2tra5CXs5s2b3LlzR/4/ISGBlStXMmfOHLkWXLU2nSNqSk9kcnLyfQoISiqXSLhTq9UMDAwQFRVFamoqnZ2d3L59m46ODrmWlRctV4+ngNJwbW5u5ubNm4SHh7Nw4UK8vLwIDQ2V7bdarQ5a08oQq5+f3zeSGfqmUPJTVSoVsbGxbNq0idLSUmpra+nr62N4eJhPP/2Uy5cvS2Wa0NBQwsPDSUtLw8fHR6rxqNVqAgMDMZlM3L17l5s3b9LS0nKf1qi/vz9xcXEsXbqU5557jk2bNkkPNLheTlIJpRHa2dnJ3r17+eKLLyQ3WahtPP3007Iksysuys4e/oyMDHJychzmU29vL2VlZVy+fFlekgWNQJmcJ3RcTSYTLS0tXLhwgb1793Ly5EkptanVaqUyT3x8PLt27eL555+XEn1ir5txnlexsYgDp6+vj+PHj1NUVOSgSSmMRedb9WQfmsLzIYzlnTt3ys9Quv7Bzvn88ssvpR5oR0cHZrNZqgsoIQ6Rp59+ml/84hcsXrxYPuaqmvDfFBNNNrGpiXKq8HUYE1xn3CkTB8AuxH/p0iXJ7RSeHWU7r169ypUrV7h+/TrXr1+nqqpK8q3AfrNeuXIlWVlZbrV5PgyinTabjdLSUk6ePCk9G/7+/uTl5bH2nkg2IGuTC2+qs7HhjobB40C01WQySc9VfHw8sbGx3yiENVVQft/R0dHk5uZy+/ZtSkpKaG9vZ2RkBJPJRHp6On19fdy8eZNLly45eHiUJUetVishISH3VdNyJQSHTvwUB50SyoxnMRfVajWNjY2cP3+es2fP0tnZCdj3IJPJ5FZSWQLCsBHjevfuXd5//31Onz6NWq1m+/btvPbaawQFBaHRaDhy5AgffPABX375pXyP3t5e1Go1fn5+rFu3ThaJAaYt4qG82CUkJPDDH/6QuLg4Tp06xZkzZxgdHaWxsZGenh5u3rwpS8eGhYWh0Wjo6uqis7NT6oOPj4/T3t5+X3lcHx8f1q9fT0FBAXPmzCExMZHMzEw5P9zBMeIMm80mDcLy8nIOHTpESUmJ3FdSU1N5/fXXefnllx3WoasoD0IBQ3hflVCpVJSXl/O///f/xmw2873vfY+RkRGKioro7u6W0eexsTGMRiO3b9+moqKC9vZ26uvrHSoYKveyefPm8aMf/YiFCxfKvz1p/93GeFWWKgM4ceIEb7/9NteuXQO+Dkv6+/uTmZlJVlaWvHlNVfUpsZmKRJTNmzczMjJCWFgYt27dore3V8oJlZeXT/geot0+Pj74+PigVquZM2cOP//5z9mzZw+AFEd3F6/V40IZ2hT8HlH2rbm5WQr7i8NEr9e7rI/Km+3Q0BBXrlzh1q1bgH0DPH36NNHR0bS2tkoprKKiIk6dOiWNO5E8otPpCAkJYcmSJezYsYO5c+fKz3HXMVTScfr7+zl37hyff/45tbW1gP2QWLt2Lc8//zxz5swBkDfrB20qD/LAujOEB16lUjE4OEhdXR2tra3odDrS0tJITEx0kPVx9Xgqv3s/Pz/y8/Pp6OgAoLa2lsrKSv7xH/8RvV6PyWSiq6sLq9WKXq+XFcTGxsYYGRlBpVKRkZFBYmKiA2d5urKbHwTlHFNeroRXTWjyCigTAbu6ujh+/DjHjx+nrq4OsF/CQkNDpXND6bF1NUT/RkdHqa+v59ixYxw7dowzZ84AdkdIeHg4mzZt4saNG/zP//k/OXHiBPA1Vc1oNDI2Nsby5cv5wQ9+wLx58+T7T5fEolgXwkhbunQpSUlJREdHExgYSHl5OW1tbfT399/nwHkQtFotUVFR6PV6xsbG0Gq1LFu2jD179lBQUEBsbKx8rqBduJOkpLiAibl65coVDhw4wM2bN6W3PD09nV27dvG9731POkyERKar5qdy7YeFhZGSkkJFRQUajQa9Xk9vby8XL15Er9dLndpjx47R3t6OXq+XXtju7m7Ky8sdLiDKZD6dTkd4eDjJycm88MILLFq0CLCvBUETfRK4jfEqjAuxKRUXF8vbpo+PjwzRZ2RkkJubKzMZxSSeCjgf3LGxsXzve99jw4YN0pXe1tbGwMAAFRUV3L17V2alw9eGuKjGNG/ePNasWcOqVascNhx3KETwbaH0vHV0dFBWVkZLSwu+vr4yrADuYeT09vZy9epV6akpLy/nL/7iL2T50+HhYUwmk8yEBPsYzZ8/n9zcXEn3yMzMJCUlxSFb2N28AALKDaq2tpY//OEPHDx4UMqWJCQksGPHDl544QWZ1a1Wq922P98USm5cT08Pt2/fprW1Fa1WS0REhAP/3NW8XXA0LAMDA8nPzyciIoJFixZJTpky0Q7skm4LFy4kPj6e9vZ2SkpK0Gg0rFixgldffZV169Y5CI67Y2EGeHC4X7nn9/X1cffuXYfoXEhICImJiZJD6w4Z6IKL6ny+1dTUOCTx3rlzhw8++ECq2QjnDdj7rZTjmzNnDjt27JAGgnMhhOmA8qIXGRnJnj17WL58OaWlpRw9epTi4mKGhoakd7Wrq4uRkRGCgoIIDQ2VyiYajYa0tDSys7MJDQ3F19eXqKgo5s6dS05Ozn2KDK6+VE4EZSLoyMgIBw4c4MMPP5RREJVKxdNPP80PfvADabgKTr4rofz8kJAQnnnmGYaHh7lx44bD3Lxw4QJ37txBpVIxMDAgFVrA3nez2XxfNThlhDoiIoJdu3bx0ksvOShFfVN5ULcxXsfGxhgdHZVZlcovwdvbG6vVSkJCAps3b5YhTZieSSxkk0QFptDQUKnh2tXVhdlsprW1ldbWVukVEF6DsbExzGYzAQEBZGVlsWLFClmYQFl1YybDuViExWJhZGQEm80mDxIhGC5u1K6EqMAjICoNKSHCXKmpqcyZM4e5c+eSnZ1NcnIyKSkp92mHumPCgBJKA6C7u5vbt2/LEoDp6els2bKF1atXO9x+3bk/3xRKI15cUIR+sUgiAve4ZAmItnh7e+Pn5ycTmHJycpg3bx5lZWUylBwQEEBsbCypqamEhYXR3d1NWVkZFouF5cuXs27dOofMdXfqpxJC7eNREIe/2FO9vLyYP3++DH+6i4qEs+c3NDSUkJAQ+vv76enpwd/fn8HBQSwWC6dPn2Z0dFReLIWEn5CNArsXfsGCBQ4FVlzhPRd9EheKoKAggoKCSE5OJjo6miVLlmA2m/Hz88Nms2E0Gh2kCW02e8ltoaoQGxtLQEAAvr6+hIaGOsxVpYfOnS7VImwuzsDu7m4OHDjA0aNH5aUqJCRERraE/TIyMiLVQlwJ0e6xsTHCwsJ44YUXaGlp4fTp0wDSiaEsG/4giPEJCAhApVJhNBrx8/MjMTGRZcuW8cwzz7By5Ur5ec4XsieB21hNzjwn5UIUYYd58+axfft2EhIS5GPTYQg9SJNu3rx5j8xMVv7NWQDc1UbcZELZz4CAAGmw+vv7O9RiV0qQuQrBwcEsXbqUK1eucPfuXYfH1Go1a9euJSUlhbGxMVJTU1m7di1z584lJCTEIXlJCVdvQA+CMFrFBtXa2kpVVZUDH3DVqlW8/PLLDgkyrh6j6YAo9az0brprRThnBAYGsmjRInJzc2W4UqmmIIwlm80m6UkTFSBwV+P1YVCOzejoKIODg/j4+JCenk5kZCS5ubkORo87rE3xPQuDZd68eQQGBnLkyBHq6+sBu0EqyjQr0d/fj1arlWs2JCSE3bt3O+RLuDp65+w91Ov1rF69mhUrVjh4nEX5W61WK5NBBT3JOfvdGe6qHKGE2Wzm008/5Z/+6Z+4c+eO/Pv8+fMxGAysXr0aQMq9uQuEAoBarSYiIoKFCxcSExNDa2sr8GgJNj8/PxkNDw4OJiMjA61WS3t7O8HBweTn57NgwQIyMjIk1eTbRvbcwngVk1mr1TI6OsrHH3/MhQsXAEdZm+TkZBYvXiyfpywbN51tFV7YbxpWdFWIZyrhrMMbGxuLr68vRqNRcvScnzedUCaW+fr68uyzz5KYmEhra6s0YoSHID09nZCQEMxms/QiiEWmzHYWBoM7j6PSqOnq6uLAgQO89957NDY2EhUVxVNPPcWzzz7LokWLHOgC7nDgTzWEMSe4hJGRkTKBwh1CzRNBGKriQi1kzx4G58eV/OeZBiUXFuy0gZqaGkZHR8nJySE6OpqwsLD71qu7QJx1QkFCWVFMOfdEfoTZbKa/v19GIpctW8YLL7zAmjVrSEtLk2PpLp5IUbJVGCbOa0hZDU7gQW1XVuhyx7UIX3N+NRoNRqOR/fv336eZHRcXx6pVq1iwYIHDJcSd+uTMOV23bh3/7b/9N9577z2qqqoIDQ2lu7ubxsZGEhMTWbt2LcPDw9TX1+Pl5UVISAiRkZFkZGQwZ84cIiMjGR8fZ3h4GH9/f+Lj4wkNDUWj0dxXMOabwi2+PaVVf/jwYf7+7/+e69ev4+XlhZ+fn+Rd+Pv7O9xWXOEd0Wg0DrdM4Yl7nLCNOHDciWQ+WVBOQq1WS3BwMHq9np6eHhoaGqSOoav4PUqPmkqlIisri6ysrMd6rfLAFIe+O208D4LSQ9zS0iIzl4uKigBITEzkmWeeYcWKFXJdfRc8rgIWiwWLxYK/vz8JCQkOnmelgeROUB70wms1kedVzFNl2Fxp8M5kOFM/RkdHCQwMlGs6NDTUbZMJRbUzsBveubm5MiG0o6NDjpVIelGpVPj4+DA6Okpqaip/9md/xg9+8AO3XadKh5JS9/lhY6BMqFNeNiaKeLobhPEKUFpayrvvvisdb2CXHty9ezcbNmyQY+auZ4dIthb0gR/+8IeEhoZy4sQJYmNjaWxs5MSJEyxbtow33niDoaEhbt++LSl2oaGhFBQUSArPVMOl36KyfNro6CgXL17k448/lnV/BQkY7Eaju3G1lARt5e8TQfDp3M0TMFlQ9klQQPR6vdSFm8l9dubNzRSvlZLjun//ft58800HwW9vb2+ioqJkuMfdebuTAeUaHR8fR6/Xy6QQUWIS3CPU/CgojQOlDqqStzvR3J3JcObChoWFsXr1aubNm8frr79OWFjYfV5zd+qzCH1brVbCw8P57//9v7N8+XJ+/etfc/v27fuer9FoWL9+PcnJyWRnZ7N+/Xq3NVydofScPsqxo1T3cCd1iAdBtFGI7jc1NVFUVERFRYUs0RwWFsaKFSvYuXMny5Ytk550dx4/5wvDunXryM7ORq/XMzIywosvvigVCcbGxpg/f758jUajcSg2MNVwqfGqrCglrPiGhgb0er3UC7VYLMTHx7N9+3bWrl0rX+sOmcDKQZ7p3oxvC2WFnpGREZqbm6mrq8NisRARESGzRYWmnKugFNkW2pHKjVV4VcUmKjxV7nQAPgpKKaHu7m6++OILPvnkExnKCgwMJDY2lrVr1xIfHz+j+vZtoVyngYGBLF26lNTUVIekQnAv0fMHYSZ4pqYCyrHJysrixz/+MdnZ2WRmZrqwVU8GIR2YnJyMwWAA4KuvvsJkMqFWqxkaGmJ8fJy5c+eyefNm5s6dS1hYmCzMI85Hdx7/x6G0zFQoE7RE6eV9+/ZJjqhOp6OgoIDnn3+eJUuWyMiWO3PpxXmn1WodolIZGRnyOcrfgfvK/1qtVkmLVOYSTAUVzaXGq9L49Pb2xtfXV5K4hZhzaGgo27dv59/+239LSkrKfZl9HrgHnJMohBZhUFCQg0fLXcKxYpFOtJm4+63/UVAKd9+5c4ff/OY3nDlzRkqBhYSE8P3vf59XXnnFIflxJvf5caE8TKOiotiwYYMsUarcU2broTsboBwnofzhzt6siaBMPtJqtfz4xz/mlVdekR494UnXarXyXFRSn2ZK9Ge2QkmHsFgs3Llzh6qqKgCpT7t7926efvppt4sYPwjKtn1TY1PJnVUar1PRb7ciX4yNjTE0NCT5PmazmUWLFrFjxw5SUlIA1wtqezAxlBPd39+fp556in/9r/81/v7+UvQe3MejNdMN1IdBeUHo6uri3LlzALJMX1JSEmvXrnUoy/ddOwxFBrQ7Zfx68GRQVtoCuzdTKGu4+1wW9I7h4WEpLaSstjQRptIQ8ODJoNwvtVotCxYsYNu2bfT395Oens6qVasc+J/KaNhMgKDnWK1WxsbGpN0lIqfC8aOkJInXTBff3K2MV41GQ2RkpORXxMTEsH37dhYvXuwgUTTTbtnfBSiN16CgINavX8/69evl38QtdTYmq7kblGMRHBxMbm4u169fR6PRsGjRovtKSn4XL4PKTXWmlbb1wA7nMZtpe4uXl5cMuz4o4Vd5yfbMUfeBkvqm1+vZvHkzWVlZDA0NkZKSQlJSEoDbqUE8KZztLeXvrqatuNR4VQ6or68vy5YtIyIigh07dmA0GomOjmb58uVEREQwNjaG1WqdcRuUB3aIm6dnA556KL3b6enp/Mf/+B+pq6vDx8eHmJgYUlJSHPidM3Vj/bYQKhJKbrMHMwtiDGf63iKyvJW0AUAWsZnp/ZttcE5QjoiIICwsDLPZPCP0aGcDnth4FeTy6cDdu3c5f/78tH0eTG//XIXZ3sfZ3j/45n28cePGJLdk6jDbx3G29w9mfx9ne//A08fZgNnYP/dNVfTAAw888MADDzzwwAMnqL6LfDcPPPDAAw888MADD2YmPJ5XDzzwwAMPPPDAAw9mDDzGqwceeOCBBx544IEHMwYe43W6oFL9F1SqUVSqhEc/+aHv81eoVBZUquxJapkHHnjggQceeODBjIHLOK8Gg+F14PePeJq1sLBwevVrVKowYDewHZgPxAFmoAx7e3+PzWZ98BtM+J4JQCXwW2y2fznB49uB/wvIAcKAVuAq8PfYbBecnqsHaoDr2GzPPFE7JhkGg0EFvAH8FJgLeGPv5++Bfy4sLHSPclrfAgaD4W+BJUAmEA6MAPXAfuCfCgsLu13Xum8Pt12HUwyDwfAa8O69//6ksLDwt65sz2TBYDCsAv4CKABCgR7se9c/FBYWHnZh0yYds20MZ/teI2AwGOKB/wJs4evzbj/wnwsLC3td2LRvhe/SXuoOY+hKz2sJ8J8f8O/Eved84YJ2vQD8BlgGXAL+AfgEmAf8FvjoGwju/QdAB/zP+x5Rqf4WOAjkAUeAXwLXgJ1AESrVqw7Pt9lG7j1nOypVwRO2Y7LxDvA7IAX4E/bvTYu9fX+6Z9zOdPwl4Accw96vPwJjwH8CSg0Gw7fzpLseJbjnOpwy3Buz/w0MurotkwmDwfDvgTPAaux7yd8BnwMhwFrXtWzyMUvHcLbvNRgMhjTsjpk3gGLgfwF3sTtvLhgMhjAXNu/booTvwF7qLmPosiIFhYWFJdgH+z4YDAbhbfz1dLVHgSpgB3DIwcOqUv077AP1HLAHu0H7aKhUQcD3ga+w2RqdHosG/hpoBxZgs3UoHluHfcL/F+A9p3d9D/j/AQZgeoVw78FgMOwCXgNqgfzCwsKue3/XAB9h/55+CLztivZNIgILCwtHnf9oMBj+K/DvgP8v9nGYkXDjdTgluHeh+j3QDXyKff3NeBgMhheA/xc4DuwpLEp59TkAAQAASURBVCwccHrcPeoyTwJm6xgyy/eaeygEIoF/WVhY+L/FHw0Gw99jN97/K/BzF7XtW+E7tJe6xRi6HefVYDDMA5YDzcChaW+AzXYCm+3z+6gBNlsb8Kt7/1v7BO/4CuCL3TPpjCTsY3DJwXC1f95JYACIuO9VNlsLcBZ4HpUq8AnaMpnYc+/n3wnDFaCwsNCC3dMM8P+Z9lZNMiY6TO7ho3s/M6arLdMJl6/DqcO/BJ7G7jUYcnFbJgUGg8EL+FtgGPies+EKcl3OFsy6MYTZv9cYDIZUYBNQB/yz08P/EftYvmYwGPymuWlTitm0l7rTGLqd8Qr87N7P37khZ1IcAGNP8JoN936em+Cxaux82nxUqnCHR1Sq1UAAdk/KRCjCTkVY/QRtmUxE3/t5d4LHxN/yDAZD8PQ0Z9rx7L2fpS5txdTBndfhN4LBYJgD/Hfgl4WFhWdc3Z5JRAF26s5hoNdgMGw3GAz/1mAw/F8Gg+EpF7dtUjGLx/BhmC17zdP3fn5ZWFjo4By6d+Eqwu7oWT7dDZtizKa91G3G0GW0gYlgMBj0wKuAFTu/1H2gUqmBH9z735EneOVK7B7Uqvsesdl6UKn+LfD3wC1Uqv3YQ2Fp2KkLx/h64jvj8r2fq7FzZqcbwtuaMsFjqYrfs4GLU9+cqYXBYPhrwB8Iwp5UsRL7YfLfXdmuqYBbr8NvCIPBoAb+ADRgD8HOJiy997MdO19+vvJBg8FwBni+sLCwc7obNpmY5WMoMYv3mqx7P+8/C+2oxu7VywS+mpYWTTFm4V7qNmPoVsYr8CIQDBwqLCxsfMRzpxv/HXvS1mFstqOP9QqVSgtEAdU8SNbBZvsHVKo64C3gJ4pHaoC376MTfI22ez8TH6stk4+D2CkR/8pgMHxYWFjYA/KA+c+K54W4onFTgL/GPpYCR4DXZ7pB8AC48zr8pvh/gEXAysLCwhFXN2aSEXnv58+xc9A3YE82TcKetLUZ2MvMT9qazWOoxGzda4Lu/ex7wOPi78FT35Rpw2zbS91mDN2NNvDTez/fdGkrnKFS/Uvgr4AK7ElKjwuRdfdg6QiV6t8AH2NPbErDnm26GHvo/Y+oVP/jAa/sufcz/AGPTzU+xJ45mQbcMhgMvzYYDP+AnbC+DfsNDGCmh0kAKCwsjC4sLFRhp0vswe5dvm4wGPJc27IpgXuuw28Ig8GQj91T93eFhYUXHvX8GQghvaPC7mH9qrCwcLCwsPAmdtm/JmDNTKYQfAfGUOI7ttcoIdRpZlPN+lm1lz4Gpm0M3cZ4NRgMOdi5W03YuVvuAZXqF9hlS24B67DZeh7xCiWEd8DnAe+9FnuixQFstn+FzXYXm20Ym+0a9kOnGfgrVKrUCV6td/qMacU9vssO7F6CNuxG/Y+wj99K7PQHgAd5jmckCgsL2wsLC/dhD42E8bXO5KyA267DbwhFqLmKrxMJZxvE5fhuYWHhDeUD9zyUIlKUP62tmiR8R8bwPszCvUZ45YIe8Hig0/NmNGbbXnoPbjOG7kQbcD9Ss0r1F9g1zMqB9Q8J4U8Mm82ISmXmaw+sM0SRgZMTvHYYlaoYuxG7iPsTo8R7usw4LCwsHMMelvw75d/v8XwWYjesb05/y6YehYWF9QaD4Raw0GAwhCsVF2Y43G8dfjv4Y+dfAYwaDBMqDf3GYDD8BnsS0F9MV8MmEZX3fhof8LgwbvUPeNzd8V0YwwdiFu01Yp5mPuBxoabwID7lTMNs20vBjcbQLTyvBoPBB7vnzopd9N71sCdS/S/sYfB1T2y4fo0yIOYBkla6ez/vl8Ny/Lt5gsdEediSb9iuqcRr2L3NH80yiR5nxN77OSs2Jrdch98eJux9mejf9XvPOXfv/zM1HH0GuwJKhsFg0E7w+Lx7P+umrUWTi+/CGD4Ks2GvEU6aTffk3SQMBkMAsAK7w2M2JPjOxr0U3GgM3cXz+gL2xJ6DbkFqVqn+A/biAFeBTU9IFXDGKewc1nzul706C/wL4KeoVG9iszUr2rAV+0QYZeJCBEKK4n6v7TTBYDAEFhYW9jv9bSn25LZB7N/hjIXBYMgGjIWFhW1Of/fCLggfCZyfySUNneBe63AScC9s/mcTPWYwGP4T9qjGOzO5tGhhYWGXwWD4E/ZiKP8P8O/FYwaDYSP2hK0+nkwlxW3wXRjD78JeU1hYeMdgMHyJnQbxC+wV0gT+M/Z8jzcLCwtng3bvrNtLwb3G0F2MV0Fqdn31CZXqh9iNrnHsxuW/5P5qsHXYbG8/5jt+gj3ZazP3G68f3/vbBuA2KtU+7PzROdgpBSrgb7DZHGtaq1RewHqgEput/DHbMRU4ZjAYRrDTKgaAudiTtUzYq/xMpAE7k7AF+J/3pIbuYOfxRgFrsCdRtOGoEDHT4T7r0IMnxb/CXtL6/zYYDKuxVwNMwk47Ggd+UlhYaHRd8zx4BL4re42oCvmPBoNhPXAb+7xdhz3U/H+7sG2Tidm8l7rFGLqcNnBPdHol7kNqFrql3sBfYK8a4fzv9cd+N5vtAvbQ1vdRqbydHrNiN/b+EntC2G7shu5y7N/FZmy2X07wrhuAOL6u+OUqfIy9kMKr2A/P+di17OYWFhY+npyYe+M49s0nDHvW77/GXva2B/stc25hYeEt1zVv8uCG69CDJ0BhYWEH9gPkfwEJfF2F6hCwqrCwcK8Lm+fBo/Gd2GsKCwvvYNeufRv7fP0r7Io1/wg8VVhY2P3gV88MzPa91F3GUPUg+VEPJhEq1SvA+8AebLZ9k/B+n2C/kadhs82KzEwPPPDAAw888MCDx4HHeJ0OqFQq7IkE9iz8b/Olq1QLsVfR+ZfYbP80Ke3zwAMPPPDAAw88mCFwOW3gOwG7sfpTYB9fZ41+U8Rg1zp0NWXAAw888MADDzzwYNrh8bx64IEHHnjggQceeDBj4PG8euCBBx544IEHHngwY+AxXj3wwAMPPPDAAw88mDHwGK8eeOCBBx544IEHHswYPHaRAoPBMOPJsYWFhfdVGxCY7f2D2d/H2dA/mP199MzT2d0/mP19nA39g9nfR888nb3983hePfDAAw888MADDzyYMXji8rCFhYVT0Y4phcFgeOznzvb+wezv40zsH8z+PnrmqSNme/9g9vdxJvYP3LePNpvtniz6t4O7z1Oh8vRt+uquYzhZeFT/nth4fVLYbDbGx8exWCxYrdYJ9fmd/6ZSqVCpVHh7e+Pl5YVarcbLy+Mk9sCDqYTFYmFsbAybzSb/eXt7o9Vq8fb2fvQbeOCBBx48JoRdoFKp0Ol0wP3G3GQZs9MFYe9YrVYHe0fYMWIfde6T2WzG29vbs88+AabUeBUTT61Wo1Z/u4+yWq0AHiPWTWGz2eQYicvHTNp0vssQ61Sj0aDRaFzdHA888GAWQxh0SmPNarUyOjqKxWLBy8sLrVaLTqdz+zNEXPLh63PvYbaOxWLBbDZjsViw2WxotVp8fX3RarXT1eRZgykzXsWgTtbkGx8fBzzGq7tibGxMLkhvb+9JubB4MD2wWq14eXk9cq3ONC+IBx544J6wWq0OXsba2lquXLlCXV0dOp2OvLw88vPz8fHxAeznvzt6JYWnVZx7D2tjb28vVVVVlJWVUV9fj81mIyMjg3Xr1pGYmAjY+6lSqTx2zmNgyqwLcQsxmUx0d3fT1taG0WiUgyNoAWB3mVutVulWV6lU6PV6/Pz8CAgIIDw8HD8/P/neM+0QtVqtcoI/jDbh5eU1Y0MHHq/dzIPSA2Kz2WhtbaW7uxuTycTIyAgWi4Xg4GDi4+MJCwuTG+pMW3/fZYiIiAhlin1X7LMeeDDdEOd/f38/7e3tVFZWcvnyZa5du0ZlZSVeXl48//zzzJkzBx8fH2kgutO5KM5yLy8vB0NzaGiIwcFBuru7aWpqwmg0olarGR8fp729nerqasrLy6mtrcVisZCamkpraytbt24lMzMTvV7vwl7NLEyZ8Wq1Wunu7qampobi4mKOHz/OjRs3GB0ddeB9eHl5YTabsdlsqNVqeTDGx8eTmppKamoqa9asYf369dI4mmmHp+jn4xivM6lfHsxsiLlmsViorq7m6NGjXLx4kdbWVpqbmxkeHmbx4sW8/PLLbNu2jdDQUMDuHfB41WcGhKEgDljxu2ef8WA64Xxmt7a2cu7cOY4fP86VK1doa2tjfHyczs5OAK5cuUJfXx8RERHy9e4G5zXU2dlJaWmp9K5euHCBu3fvSgqExWLBZDIxNjaG2WxmbGyM9vZ26uvrqaur42c/+xmLFi0C7A49D5Xg4ZjUE0h5O2psbOTIkSOcO3eOyspKSktLMZlMD3ytj48Po6Oj8v9tbW1cuXKF6OhoKioqaG5uZsWKFcTFxaHT6WZEEpfwdCi9zI8LdzfQlX0bGhri+vXrXL16lYGBAZKTk1m4cCGpqan4+vq6uqnTAqvVitlsZnx8XHK23MlToITNZmNsbAyNRsP4+DgXLlzg008/5fz581RWVtLf3y+fe+jQIXQ6HWlpaTz11FPy9TMJwusI9gPHOdIxWyHoIM7eodkC4VEW4/ugeSk8ZILK5A7fhfAmiv3iYVErm82GyWTCarWi1Wpn5MVRyQttaWnhk08+4YMPPuDmzZsMDAwAEBgYKJ/f0dEh7YEHOX1cAWeVgKamJqqrq+no6KC6upqysjKam5tpb2+npqbmke9nsVior6/nwoULvPDCC/LvY2NjLjderVarTOBVJpu5CyZ1FSgn2K1bt/j973/PpUuXALtxKryPImRls9lITU1l/fr1xMbGUlFRQXV1NWazmdHRUYxGI729vRw4cIBbt26xa9cunn/+eebPnz8jQpiijSLzUGywyjYr/y8O05ngGVHyJLu6uvjwww/553/+ZwCys7P58Y9/zPPPP09ycrJ8/mxO4vLy8pL8LHeGMjlrbGyM69ev86tf/Yr9+/cTFhbGnDlzaG5upre3VyYXXLp0ibNnz5KcnExMTMyMi4DMVCrOt4XYf5QGnkgomQnfx4MMFjHnhFE+E+lKT5LIrFKpZsTeMhGUF0WA5uZmPv/8c377299SVlYGgFarxWw2Yzab5etCQkIcFAjcZZ8R7RgdHaWmpoYTJ05QVFREfX09TU1NNDc33/dccaYrbRaz2YxOp5OKC6OjowwNDU1/hx4C4YRxV0zJFW58fJzu7m5qa2vl3wR3RbjNQ0JC2LRpE7t372bJkiXodDp6e3vp6+vDarViNBqpqqri/PnznDp1iqqqKj777DNCQ0OJjY0lLi4OQE4Cd4KSDzMwMEB5eTk3b96kra2N9vZ2jEYjGo0GX19fhoeHMRqNeHt7k5aWxooVK1i+fLkMlwgj0Z3R19fH3bt35f/b2tq4ffs2HR0dDsbrTDgwvwlmUojHYrHItlZVVfGrX/2KDz/8EIBVq1axbds2+djly5c5e/Ys7e3tnDt3jpycHDZu3CjXm7uNqeB3Kjnmj/KAj4+PMzY25sAFnS2w2Wx0dHTIcayrqyM2Npa1a9fy1FNPERkZKZ8H305zcrIgxnBsbIyxsTEAh4u+uORrNJpvNVbuePEymUzSqaNsn/P5NhPOBAFhqPn4+DAyMsLRo0f5x3/8R27fvg3Y7QIRFRkdHcXPz4/w8HCWLl1KQECAfB936K9yn799+za/+93vOHv2LN3d3ZLrqoTNZiMqKoqIiAgyMjLIzs7G19eXnp4e6urqqK2tpaamBovFQn9/P7W1tfT39xMYGOiW54m4XHh5ecl9Fu7fN5RzGJiy5O1JfUfRCZVKRXR0NEuXLuXEiROMj48zPDwsjdaoqChyc3N56aWXeOaZZ+TNOT4+3uH9uru7yc3NJTo6mgMHDlBVVcX+/fuJiYlhx44dBAcHu5XhqjRaVSoVHR0dFBUVcfToUa5evUpbWxstLS1y0J2h1+vp6ekhMTFRGq8irORuUN6Gx8bGHNoYHh7OyMgIw8PD8m/uEPZRer6VUHq6HzQ2D3o/jUaDVqvFZDLR3NzM4OAgAQEBREZGyiRDdzgoRRvEplhXV8d7773Hxx9/jL+/Py+//DIvv/wyS5YsISAggDt37hAUFERTUxM3b96ktbWVrq4uqfohjAxXG3vKg15pgCq9cSL5TDxHzAOdToePj49DH0S/ZmLGr6CDqNVqVCoVDQ0NHDt2jIMHD/Lll18yMjIC2A9eb29vtm3bJg8iV3q3xJwSETkxho/a20dGRhgYGGBoaIiRkRF5CVFCzA+NRkNwcDAhISHo9XqXr0eLxcLAwADDw8P4+PgQFhb2wP6Oj49LDnp0dDTBwcGA+xux4iwUXuNbt27x+eefS8M1KCiIvr4+AIKDg8nOziYzM5P09HQKCgokjcBd1qLy3BgaGqK+vp7y8nKHM0Ov1+Pv709ISAgxMTHExsaSlJREbm4uixYtIjg4mO7ubi5fvswXX3xBdXU1AEajURq0c+fOlcaeK88Ok8lET08P4+PjhIaGfmsK4GT3ZUqMVy8vLxYsWMCrr75KZGQk165do6uri5iYGFavXs3atWuZM2cOcXFxDw35hIWFsWHDBoKDg7HZbHzyySdcvXqVt99+G41Gw+7du+XCsFgsbhE+EhPcbDZz5swZ3nrrLS5fvkx/f7+UknoQRkZGuH37NvX19eTm5k5Xk78RxGE3Pj7O0NAQFotFPiaMWVcfEM4QholYREqPk6C0iOcpXyOgfA04zrlr167xy1/+kqtXr7J06VJ+9rOfsWbNGgDJL3UlRFtVKhWDg4McPHiQDz/8EJPJxI9+9CP+5m/+hsTERGnkpaens3nzZs6fP09VVRUhISFER0fLTdVdQnnKC/NEaGho4Pr163R0dKDRaFCr1YyMjDA+Pk58fDwLFy4kLi7O4X3c4bLxTaA0zru6uvj888/53e9+R2lpqcMBe/ToUZYsWcKWLVvw8vKSF2RXGQjKghiPi+7ubm7cuMGVK1coLS3lzp079PX1Oew7om8mk4nw8HDWrl3Lrl27yM/Pd/AOTUe/nXXKa2trOXnyJBUVFaSkpLB161YyMjImfG1VVRX/63/9L+7cucNPf/pTXnrpJcA9eJEPg3Lfa2lp4dChQ5SUlAB2qoDgtEZHR/P888+zdetWsrKyCAwMRK/XO1AlXH1JBhz28MzMTPbs2UNnZ6ekRgJkZWXx9NNPs2LFCqKjowkICCAkJITAwED8/f3x8vIiKCiI1tZW/Pz8ZL9sNhvDw8MMDQ05JMRO516k/KyRkRFKSko4fPgwAwMDbNmyhZUrV0oFqYCAAJefaVNivAJERkayfv16oqOjycvLw2g0EhMTw5IlSxwMMyGTJZJHhHFhtVrR6/V4eXmxZMkSTCYTJpOJTz/9lKKiIqKjo8nKyiIvL28yu/CNIW7B3t7e9PT0cPLkSf74xz9y6tQp6fF40CT08fFBq9UyPDxMfX09xcXFZGdnk5aW5nb8QucNv6mpiWvXrtHW1iafMzo6+o2S1KYaDwsLi+/3SdoseKPnzp3jj3/8I/v378dkMtHQ0EBBQQErV67E29v7iby50wGRLBIWFkZcXBzr16+XOoPCixUTE0N6ejphYWFotVqSk5NJT093OCxd6Q1RrgdhiAwPD0uZmra2NqkdefXqVTo7O2W42WQyYbPZSExMZOHChdLbk52dTXJysjw4ZlJhFJPJJBNZR0dHOXToEH/4wx+ksRAeHk5iYiJlZWVYLBa6urpkP4V84XRD7JmiHRaLRY5hbW0tLS0tkp+trPo2PDxMY2Mj5eXllJWVUV1d/dBkYICamho6OjqIi4tjwYIF6PV6edZMl/Gq/KwLFy7w5ptvUltby5w5c2htbWXOnDkEBQXh6+uLTqdjeHiY/v5+zp07x3vvvcfIyAhpaWnk5eWRkZEh16K7emBVKhUWi4Xe3l4OHjzI/v376erqQqfTyfFatWoVO3fuZM2aNSxcuNCtk9GUikGRkZHs3LkTlUpFQkICRqNRXoZXr17NggUL7jtLlM6Rvr4+ent7ZdThYQmH0wXlZaOuro6PPvqIjz/+mLGxMVpaWigtLUWr1WKxWAgJCSExMRG9Xk9fXx8+Pj6EhIQwMDDAwMAAAQEBUiIsPj6etLS0+xxG3xZTZrwCREREsHr1alauXPlA40B5GDo/ZrVapcdo5cqV9Pb2UlNTw9mzZ7l+/TonT54kLCyMpKQklxt5yltwaWkpv/nNbzhx4oSsGOI8OYXBOjAwwOjoqDxQhcrC/PnziY6OlqETd5EnEoaP2Czr6+u5dOmSg/HqTtmhAlarFZPJJCVKADkfRfjYGeIwHRsbkwmHZrOZ4eFhtFoter2ea9eu8Y//+I8cO3ZMcoJ0Oh1jY2MyrO4Olw4RSgb73Fu9ejU6nY6BgQGioqLk88S8BOjv72d4eBiNRkNAQIAMGynD9O4AsblWVVVRUVHBzZs3uXHjBpWVlfT09DzwdSLL19/fn/nz57Nz506effZZMjMzga+5XTMByvVWXl7OW2+9RXFxMWCnYwkD3WKxUFZWJjnBrhxHZZtHR0e5ceMGra2ttLS08OWXX3L27Fm8vLzw9/eX3GRvb2/Gx8cZHR1leHj4kUYr2Of+2NiYvGhv2LCB7OzsaR1fsW+Kc6q8vJzr1687/B4UFERCQoLkPJpMJlpbW6mrq2N0dBStVsuNGzf46quviI2Nxc/P77792B0gqCtqtZqhoSGOHz/Ohx9+SHl5uYPyR0pKCn/913/Njh07AByid+4K5XoJDQ1lz549rFmzRnojw8LCJjxLlBcMLy8vqWOvlLBzNZTzs62tjRs3bkia4759+/jss89kNCMsLIysrCx8fX1pa2tDp9MRGRlJb2+vw5lisVjYtm0br732GpGRkZNqn02JNeQs4Ou8sCwWi/yiHuXpUt4GUlJSyMnJkaH1M2fOMGfOHBISEhwMRFd4/MRnDgwMcOPGDS5fvuxguAIkJiaSlZVFeno6UVFRmEwmKisrKS8vl9wXi8VCR0cHLS0tDtmX7mQMKttiNpsZGhq6r63ucJNUSrcZjUYuXrzI5cuXaWtrw9vbW16Mnn76abZu3crQ0BC3bt2S4ay2tjYqKioYGBggNjYWvV5Pa2srnZ2dUrJGzMPBwUFUKhV+fn7MmzePlJQUl4dVlFCuQY1Gw9y5c4mNjZUc3ZGREaxWq+SAWq1WTp8+zd27d+Uh2dfXR3R0tFsofYhbvNCSvn79OkVFRVy+fJm6ujo5H+fOncvKlSuJjo52KIYyPDxMW1sbJSUl3L59m7Nnz9LT00N9fT35+fmsWLGClJQUt+CEPgxiDHQ6Hf39/dy8eZM//OEPnD9/HrCHZJ977jk2bNiAWq1mYGCAyspK7ty5w7lz51ixYsW0l+FUOjKGh4e5du0ap06dory8nJ6eHrq7u6msrJTZ111dXQ99P7VajV6vl/NWjJe4POp0OoxGI2azmdu3b1NSUkJUVBQhISGyQMdU91/siQLK/VLwdUdHR2lvb0ev18sL5NDQEGNjY1K8vrS0lDNnzrB27Vqys7OntM3fFOKSIcZYJCwL41Sr1ZKXl8drr73G+vXr5euUFyqRoe/uCAwMdJD4EhDOC2V0yMvLi7GxMXQ6HatXr6apqYnjx48zMDAg++zKy7LSbgoJCSE7O5vq6mqampqkw0egra1NcsyFNq8zhJdWJKOvW7eOoKAgYHLOjikxXpUbvTPPUCRTPM7BLm4oAn5+fqSlpREeHk5XVxe1tbV0dHQ4uOOnO4lEGEje3t6YTCaKi4u5dOmS9AiIyRgaGipDJGvXriUiIoLe3l4+/vhjmX1oNptRqVT09vbS1tbmtsarctJptVr8/PwcPOhiobr6sFfOhb6+Ps6dO8fbb79Na2urw/OqqqoYHBykp6eHoqIimUTQ2NhIRUUFYPdI+vv7T3iQKo25hIQEtm7dyoIFC+573J2g1WqJiopy8LoK9Pb2cuLECT744APq6uqIjo4mOjr6vjXrivEVXibBt7527Rr79+/n8uXL3L17l8HBQcLCwkhOTiY7O5sNGzawcePG+8TOBwYGaG1tpbi4mI8++ohjx45x8+ZNqqqqKC4uxmazkZKSAnwt8+ZuNBj4egyMRiNFRUW88847HD9+HB8fH8LDwykoKGDnzp2sW7cOsIu/79+/n1u3bnHhwgXS09OJiYkBvvaYTTWUocO7d+/ypz/9iY8++oiOjg6H5wkP1kQHnZJGMD4+LrVCJ4LwvIK9j86X7Qd9xmTCOelIOZcCAwNRq9WSGicq3DlD/K22tpa2tjays7Pd8lIluPUA169fp7KyUu6pKpWKnJwcfvGLX/Diiy9KD7NWq52RcmATOWmUVBhnmM1m1Go1fn5+JCUl3XduuhLK+RkZGUlWVhZfffUVYJe/TExMpLOzk76+PmJjY0lNTcVisXDz5k1aWlrQ6/Xo9XrMZjNdXV1SfaG6upqzZ8+SmZkpjdfJyAOZ0p1KKV0jPLHfhJ8j3ic6Opq5c+cSERFBRUWF9Gy6Ekq9U5PJRFlZGbdu3XLYHAMDA8nLy2PDhg089dRT8iANCQmhs7NTGq5ikxWqBMr3mCnhS3eFl5cXOp3OocywQElJCR0dHQwPD9Pa2nqf5AnYw5rKIhpKiJB8eHg4W7du5cUXX5SGj3jcnTEyMiIviaOjo7z55pv88Y9/pLGxEX9/f+bOnUtBQQHp6ekADhntrkRDQwNHjx7lgw8+kJz6TZs2sXHjRubNm0dYWBjh4eFyw4SvDwjhMYmNjSUgIAC9Xs+RI0cYGBjg8uXLXL9+nbVr15KQkOCWBoKAzWajvb2d8+fP88EHH3Do0CFsNhvr1q1j/fr15OXlsXDhQvn80NBQNBoN/f399Pb2OoTdp+uCLPbs3t5eSfFwNlyVyhgTFZhQtlfQCB4EpfcrLS2N+fPnS5mw6eKLKvn2t27dore3Vz4WGxvLunXrpO7ynTt36Orqui85VEApU+ROEJ5Tsd998cUXvPPOOxQXF8t5Fh8fz+bNm1m2bJkcX0ElcMfL4cMgLk/KsXhUwqevry9Wq5W6ujqKi4ulIo8yauyqvUY5BoODg9y5c4eGhgZ8fHzYtGkTzz33HL6+voyOjuLr6ysvG4ODg3R1deHj40NSUhI1NTX81//6Xzl79qx8b6PR6LBGJ2OvmdJTVSl78m0gNhi9Xk9CQoI8aHU63X2yJ9M98MqDzdvbm5CQEEJCQuSGqNVq8fLyIjAwkPT0dPz8/Kivr8dms3Hr1i1Onz5NXV2dfL0IEQUEBDh8b+58eDpzXJWXFldC+f0FBQWxatUq/P39qauro7+/H19fX4KCgujp6aGxsRGTyUR8fDw9PT0MDQ2h0+kkz1MoRQgPu9FoxGQy0dfXh9lsJiAggKeffprdu3eTlZUF4KAf6m5Qtk0kr3R1dXHgwAHeeustSWMpKChg27ZtLF68WL7WFVEA54z0mpoa9u7dy/HjxzEajURGRrJjxw5effVVVq5c6fBaUZ0IkB5btVqNVqslICCA9evXMz4+Tm9vL8ePH8dqtdLW1kZraysxMTGybLW7QEmHaWpq4rPPPuOTTz7hzJkzWK1WVqxYwRtvvMFzzz2Hl5cXFouFO3fuUFlZyfXr16Wx0N7e7uCxnOo+Oid79vf309TURHt7u3xOQEAAVquVoaEhh0pvj4LgoIv8AbhficLf35+UlBTmzp2LSqWS1YOm2nhVfkZvby+3b9926HNwcDCbNm0iMjKSnJwcqquraW1tdQjX9vX1UVVVBdg9m6522kwEsecL4/Xy5cvs27dPRhTDwsLYsmULu3fvJi4uThp5zhJMEzm93CV3QIknsW+UyjSjo6OcOnWKEydOSEeJOPvFBcAVUHpDa2trOXv2LKOjoyQnJ7N06VJWr179WO8THh5OSEiI/H9ERARpaWkOToTJmL/u7RK6B6WWo9lsvo8m4MqDRTlxfX19Wb9+PfX19ZSUlMgkLKPRSG1tLQ0NDVitVq5evUpDQwNNTU3cuHFDvt5kMuHl5cXcuXPJy8vD399/ws9xJwjjfaKNxdWbjXKBBAUFsWLFChYvXiwzIrVaLaGhoZJnPDIywtDQEB0dHQwMDKBWq9FoNFI0XfBcq6qqOH36NBUVFZJGkJWVJQtuANID4U5Gj4Bzoo7NZuPGjRu8//77fPLJJ9TW1qLRaMjLy2PXrl1s3LjRgb7jCi6vKL8r2lFUVMQvf/lL2tvbiYqKYsOGDWzfvp38/Pz7XqvVaicM7QnR8YCAAJ566imKioo4ceIEVquVkZERRkdHHyjE7UqItvT29nLs2DHefPNNysvLAVi0aBHPPvssa9eulfP/5s2bfPHFF3z55ZeUlpYyNDREQEAAfX19067FrPwefXx8pCySwKPkBAU0Gg3+/v6MjIyg1WpZvHgxISEhXL58mcbGRvkc5fsJ5QKlnup09FnpiROVI5Ueb61WS1JSEvPnz2fOnDkYjUaMRiOdnZ0EBgYyMjLCBx98II1XdzTkJoJYs2A3YJYvX87WrVtZunSp5H9OdLlXUixcnVQ4WVDaMGNjYzQ2NtLY2CjVBgBZuEh5bk1nv8W+LgqbiMJDixYtIi0t7bHew2QycerUKYdISmxsLHl5eQ4UtcmwZ2aE8Spucn19fVRXV8sbucj8VmK6jQWlLpperyc+Pp4lS5YQHByM0WiU4Z7a2lo++OAD9Ho9tbW1tLe3MzQ0RG9vr4MRAfbENFGNQ8Adb9qALG2nJHSLEL27hMuVSS06nc7hBiggwohgH0slZWNsbAyLxUJwcDA+Pj6cP3+eW7duceXKFQAyMjLYvXs3BQUF0ospPBDutukqOdoAFRUVsordmTNnqK+vB2DFihX85Cc/Yd26dQQGBjI6OurycoHKjb6xsVF6r8xmM8HBwYSHh8v2CY+Gn5/fAw8/cSlRq9UEBQURGhpKYGCgNC5GR0cdPtPVcnWirV5eXgwNDXHgwAF+/etfS8N17dq1vPLKKyxZsoSWlhYuXbpETU0NN27coKSkhIqKChm6y8rKIj8/X1KYYOovyMp9TtBs8vPzqampQa/XMzIyQkNDA729vURERDB37lzAvh6VCS06nY6kpCTmzJmDzWYvNvHUU0/R399Pa2vrfcarSM602WzSu+WqvUlwdJ2jUqI9AQEBBAQEkJCQ4MBBFsoR4D6i/RNBef76+flJKpxGoyE0NJSIiAiHDHvlnLBYLHJ8JzJq3Tlx8lFQtru1tZXKykpaW1vl/qLRaEhNTSUrK0vOWyV3eCrhrA5x8uRJDh8+TH9/P3l5eTzzzDMkJyfLc9BsNkvNbDFmarUaq9UqoztKlZegoCCSkpLw9/efVPlB97AuHgDnBKyWlhZu3LghZZn8/f3dIokEHAcjMTGRtWvXcujQIYdytwcPHpzwtTqdTsqCabVa4uLiSEpKQqfTyY3eXTcrjUaDj4+Pw2EgZKncRfpEOScmutw4a88J4rkSytKAZrNZekcCAgLYsGEDmzZtIiwsDPhaD9DdUV5ezp/+9Cf27t1LZWWlwxj6+/uTkZEhk3nEPHSlAefsSRcICQlBq9VKo0DIKz2qrSIcCchNWXjERAKJO1F3lImvjY2N7Nu3Twqk5+bmsnTpUlJTU+nt7eXo0aMcO3aMuro6jEbjfeHZjIwMdu3aRWpqqjxQpsugE2vD29ub3NxcxsfHycvLo7u7mzNnzlBaWspTTz3Fli1bZAKrOFyF/ndaWhqLFi1ymBO3bt1yOA/EfBUXa5FI4+q91NkAU+4XSrUEpfGqdA6YTCYZHXKml7kayn4JFQWwnxPOe6oz3U95MVZqvot16upx+yYQ61XMy+7ubi5evEhZWZlU0wCIi4sjJydH5mRMZ9ElZ5m9Dz/8kAsXLgCwfv16Nm7cSExMjFx7zlE45TgKSUXlnFRWPHR7qazJgrPx2tfXR319PS0tLeh0OrKzs0lKSnLQT3MVz1I50RITE/nzP/9z1q9fT3l5OadOnXKowjERhHcgOjpayn+B3VBypxK4zoa0aO/Vq1dlqGBoaEhmxAoowyauwvj4uLzpinY4K2GIg0V5mAiP49DQEKWlpRw+fJjS0lLAPuciIiJkFTgx/4RUitJAciWUbTGbzRQXF7Nv3z6+/PJL7ty5A+DgBaiurmbv3r0EBgaSlZUlvxORWDjdfXL2xKSlpfHiiy9itVpl4ZP4+HiHjfhx5prYXzo6OmhoaJAZ3cnJyaSlpaHVamXFOFcfnmJ+jo+PU1dXJz3PKpUKvV5PW1sbH330EU1NTdy6dUt60cVzxBwGe+KWSMAT3snp6p+z8TZ37lySk5MZHR1l8eLFdHZ2EhcXR3JyMvA1nUoYeUJ3WLS3s7OTsrIyDh06JPMHAAeFAYCoqCgiIyMduLCuzJEQUHpihSdLGK8CSkdAd3c3xcXFpKSkkJeXh0qlcouCGso5dPfuXVpaWuRjcXFxLFmyhOTkZLkXPaiton83b96kv7+flJQUnn76aZKSkoDpU8WYDDg7Ti5fvsyRI0ccvpuEhATWr1/vkOQ7Hfurs2Hd3NzM6dOnOX36NABJSUnk5eVJW2Siim4TqYBMF5VzZsyAexD1oMfGxsjMzGTlypXk5OQ4eIRctXiVHJ3AwEDy8/PJz8+ntrYWHx8fhoeHaWhokEL5Si6d8Pb4+PiQl5dHTk6OfF938+A5GxGiYk1oaKj829DQEFVVVTQ1NbncYFXimyQPKueUxWKhpKSECxcu0NzcDNjHTGReKi8w7nThAMesapGcdevWLRlyhq+LK1gsFiorKzlw4ABZWVkkJCTIyk1KTcPpHFuVSuVwYGVlZfHGG28QHBxMamoqwcHBTxxmU86H+vp6KisrAbtXNzMzk7i4OMA9K22JamFgH4eqqipqamocpNx8fHyksWs2m+nt7cXHx4eFCxeybNky2Z/p5lAqQ8Ui7C/WS2xs7CNfr5zLd+7cYf/+/Rw4cIDS0lL6+vrkeaAU709PT5ecaDHmrpDzU3qdBZR658pom7Ocl3DODAwMUF1dTUtLi6wwqdQUdQWUSWnK/V8gJyeHFStWEB8fD3xNXxJ9tVgsstBIeXk5ly9f5urVq7S0tJCbmytDz+Kz3AVKD7Hz9+/t7c3o6Cg2m03Sl+7evcvFixcdkhGXLFnCc889R2JiogPFbbohElujoqLQ6XSsX79eFmyBiZUUnLX1xRgajUbAPp+joqIc9F0nC25tvDrfUpWlx3JycsjLy5OhWhFyd7Wh5Pz5iYmJbNiwgYGBAY4dO0Z1dbXDAGo0GrlJZWdns3btWocN3J2E7pUQB4Ofnx8xMTH3ZYz29PRIyoTYpNwdImSnPMydDRaz2ezgBQkMDJSeV3eG8rDU6XQsWrSIgoICiouLJT9p/vz5UrdPlIS9efMm/+2//TdCQ0NZvnw5Tz31lHyf6ZS3cb40JSYmEhMT89ia0c5Qtr2hoYELFy7IBIXFixc7JCi4g2YxID3A3t7eZGRkOFwYH1RJTKkE4uPjw44dO/j5z38ux1GZHe4KfJPv1WKxyMO9oaGBr776iuLiYsnnFR5aEXrNyclh9+7dPPfcc1JpQClx6Goox0h4rpTeVGcIb5m7eh+FkSP2SVFKNDo6Gvia9yv2WcGVfOutt9i3bx9Go1EWljCZTNy4cYMzZ86QmZlJdna2y6tpOkNZXMEZyjG0Wq10dnbS29vrQGXJyspi1apV0kEgKDJTDWX00cvLS9oq4uKUn58vox8w8SVXeWaC/TJ58eJF2tvbUalUpKamkpKS4qCzPeNoAyIk+aSHnZDZ6O7upqqqisbGRllbV5lk42pZJiWEp8Pb2xutVktWVhaZmZmcOHFCbrBC1kVkUC9ZsoRdu3axbt06h0PJHULOD4KYiFqtdsJ2ulL240mg9NqLLNi+vj4sFosU0Pbz86OpqUlWQ9FqtbLU7MDAAO3t7QwPD0tj12g0MjY2RnBwMKGhoS5NdIKvNyoRcktKSmL37t14e3tz48YNQkNDycvLY3x8nKqqKiIiIoiLi+PIkSN8+umnBAcH8+KLLzI6Osr8+fPx9/d36eGpNFqVUYxHbYyCAynma2trK4cPH+bIkSNYrVbWrVvHq6++yvz58+Vr3FE1Ii4ujnXr1tHf38/AwACDg4PSqzo+Ps6xY8ckbcfHx4eUlBTWrFnD97//fdasWSPfRxjEroBzSFUk0ImEKjG/xLgqyy8LhYzPP/+cmzdvSk66oLV4eXkxOjqKxWJhzpw5bN68mXnz5snPmy59V2eIPUZ5ARYUI2dMFJIF+3x0jvS4OpFJGKE2mw1fX18yMzOlE0boayuNTmUIuq6ujk8//ZT3339fUmGUtILBwUEOHz5MeHg4P/3pT+W5LxxWroAwPh9FoRJ97u/v54svvuDMmTOYzWZ8fHykmonJZJJz3Vk3djqgnFd5eXmEhoYyNjZGVFSUQ6TtQetFuTf29vbS2toqIyoTqXtM1l46bafPkxphSg24jo4OvvrqK44ePcrdu3fx8fFxWAzg+mQKJVQqlQzZAbS3t1NXV0d3d7d8jkajkfy69PR0/vzP/5zt27cTEBDgkjZ/GzyI4+JOY/IwKG+OFouFCxcucPv2bQejSKfT0dXVRWlpKR0dHXLz6u3t5fz584yOjhIQEIC/vz9DQ0OUlZUB9gzwNWvWOMiEuNJjoDQ4586dS3Z2tkPCjijd7OvrS2trKyUlJYyPj9Pe3s7evXupr69n27ZtDhw0V+NJjBCr1epQv3vfvn38+te/5ubNmyxZsoQ33niDHTt2OFSCcRfVCGVkSa1Ws3v3bhYsWEBzczMtLS1ERUWRn59PVVWVLIMMdo/6M888w6uvvkpqairwddjWXSI7wrP+sHNCyc8rKSmhsLCQzz//nM7OTsnHFs8Tc1qr1ZKSkuIQcnamoEw1lHNHq9USHh5OUlKSzCp/Ulit1gkVC1wNkVMgyoGKAh/K0LryuQKXL19m7969Doar8OjpdDpMJhPV1dWcPHmSF198URqvE3EwpwtPOn+OHDnCP/zDP3Dx4kWZ5CwcWUrjzhWXEOWa8/LyIjU19YnOKOXzxEVFJIkKnXvlc2eE51UchMpbtKjh7O3t7TABnBNbhoaGpM5pX18fH374IUeOHAFg4cKFzJs3zyHrzV08lM66kBUVFfzpT39i3759kicJOHBeFixYwMqVK+UtZ6YQ0pXctYngLmG5R0HMHSET8tZbb1FWVkZ4eDj+/v6YzWbpyWltbaWjo0OOs8lkktmjwiMiqqbp9XqCgoLu07hzh3CX8Dw5zzPlRhoTE8P3vvc9wsPDOXbsGFevXuXYsWOYzWb8/PwIDg6W4aDp9mQpEwAfNzHLeV1dvnyZd999lxs3bqDX69m8eTMbN26cdDHtyYLop6DsJCYmEhkZyeDgoMwE7uzs5Pbt25JztnDhQl566SV27twpDVexL7vLnvkoiLEWhuulS5d45513OHTokEPSGuCgCAJ2jUrBybfZbJhMpmkvQ6qcn35+fixcuBBfX18CAwM5evQokZGR9xlhD3IGKBNJnZ/j6uiAs9fQuYKWMlQuxqC2tpZLly5JDdvg4GB5NkZGRhIaGkpbWxtGo5HBwUGHJDZX9Ff0RczFEydOcPz4cYaHh/H19XW4VIyPj8towJUrV7h48SJgX38Wi4Xw8HC2b9/O+vXrMZlM0lPpqnWp5PZ/0/NJyJwBhIWFsWzZMgfe7GT2bUosJGUWmxhkobOn1WodxPedIfg+So/A5cuXZamx0NBQtm7dypo1axwOGXfYiJ116Kqrqzlw4ICUIgI7XWBsbIyxsTFCQkJYsmQJmzdvlhUpXF104UnwKOPB3fvibEQODAzQ0tJCTU2N/PcoCG1KAWH8qdVqsrKyiIqKchs5NyUEL1Bsts7JjiK0tWTJEpYsWUJeXh7/9E//xNGjR7lx4waLFy+moKBAGq/K5JjpwJPc4EUyiShWMDAwwI0bN/j444+lCsiuXbvYunWr5OWJMLQ7Ga8CzjI0YWFhqFQqhoeH+fzzz/nNb35DW1ubTFLasWOHVBYQ/XIXj+vjQMmbv3HjBm+//TYff/wxXV1d0kunVMPw8fEhOzubnJwcVq9ezaJFi+S6dDV9R6fTkZiYSGJiInFxcaSkpKDX6x3Cs6LakjOc91Ln+e/qfcV5DxFFCAQFQGnMajQaBgcHuXz5MhUVFdJwMhqNaLVa5s2bR35+PlarlZMnT2I0GvHz83O5dJ3o38DAAFevXuWf/umf2Ldv32O/1s/PT1a1i4+PZ9euXaxdu1ZeqoWWsasoLZMBkYAeFhZGfn4+GRkZDp/htrQBcSAqPRz9/f1cuXKFsbExCgoKHmi82mw2hoaG0Gq1MvP5s88+4/e//z29vb14eXmxevVqVq1aJUtwTqeY78PgbLjevn2b/fv38+mnn0opIrAbr7GxsYSEhDBv3jx27txJQUEBfn5+jI+PT3tIayqhDA25I5SeY5VKRUREBKtXr6a3t5f3339fymE5w1mSLSAggIiICAIDA4mJiWHu3LksWLCArKwsYmJiHDjMys91NYSnRJmpLIwA541sy5YttLW1cevWLdra2ujo6Jj26kzfBCLEKoy1lpYWvvzyS44cOUJRURExMTHs2rWLN954g4ULF8rXudrIeRyIcRKh2atXr3L69GmZeJaYmEh+fr6UuhH7izt4/h8Hzp7S69ev85vf/IaDBw86qCqAnYYlDs34+Hh+/OMfs2HDBiIjIx2SKd3pMpKVlSUl9sQe8aho1kyC+K5HRkYkRQ6+vowMDw9z69YtWVRCvGbz5s386Ec/Iicnh/Pnz0vNUVdr9AqjcmRkhP3791NYWCi9qY8DZzvFaDRy69YtcnNzpUyW4AO70qZx1j1/Ujhz2acKk24lCePLYrHQ1NREU1MT5eXlnDx5ksHBQcrLy1m+fLkUuw0KCpIc0eDgYAfOZ2lpKe+//z7Hjx8HYM2aNWzfvl1WXgH32YyUhmtJSQkfffQR+/bto6amBrVaLZOXEhISeP7558nMzCQxMZGlS5fK26RScmKmwXmiT1Tqzl0hNlNvb2+ys7MJDQ0lLi6Os2fP0tLSIpMjmpqapBwP2KMAOTk5LF68mNTUVAIDA4mKimLu3LkkJia6uFePxuNUzOrp6SEwMBC1Ws2yZcskx7K6upre3l75PHe7qIhLtIji2Gw2Kioq+Pzzz/nTn/5EeXk58fHxvPDCC3zve9+TyTzDw8NyLjhnEQtDUWzIwqPkikPGWXKprq6O4uJiB53ToKAgkpOT8fHxkVquM8njKpI+BC5evMj+/ftpa2tDo9EwNjYm6QQiUSs5OZlXXnmFF1980W3XoPJCJYqAwLenE7mjwWu1WhkaGqKmpoZbt26xYMECOQeNRiNlZWVUVVUxNjaGn58fS5Ys4bXXXmPXrl2AfcwFBcZVhQqUurR9fX2SWiYMV1EoQtAhxWvAfg56eXkxODiIyWRyKAvc29vL559/TldXFytWrCAvL4/k5GQHD7WzN3s68G33M/F6i8XC0NCQ5PZONibVeFW6u6urq/nkk084evQoNTU1GI1GzGYz586dIy4ujvT0dDIzMwkLC0Oj0ZCWlsb69eslFaC8vJwDBw446FBmZ2ezcuVKIiMjJ9TLcwWcQ+fV1dV8+umnvPvuu5LjKpQFwF4J55VXXiEtLe2+QZ2pHlfnBabVaiUfT1kK0F3hPIciIyN5/vnneeaZZ+jv78fPz4+goCCOHz/Ov/pX/0oarxs3buTll19m2bJl8hImLmKzBcrqaT4+PkRGRmI2m6msrHTwfrmb8SogQrDFxcV88MEHHDlyhJqaGmJiYvj+97/Pz3/+c2JjY7FYLNLjMRGfVsxxpfHq6gxv0V6w1yO/deuWw5hER0dLKUHhnZ0Jl0ngPu9/SUkJV69edbgwgX2vEfSk4OBg3njjDV5//fXH0ot1FR504XHnPfKbQHmeXbp0ifj4eMxms5RpGxoa4u7du5KfvHjxYnbv3s3KlSsBu6f9yy+/pLGxEZ1OR1ZWloMk43Sd/Uqe8dWrV3nrrbcoKiqSjw8NDcnLrojKidcIZZOJaCCjo6OUlJRw5coVPvvsM1577TV+8IMfSG66K4suTQamujLapFhLSqmhoaEhbt26xaFDh/j444+5efMmYJd2iYiIkDW2KyoqiIqKYnx8HD8/P3Jzc2lvb2fx4sUMDw9z5MgRDh8+LPmEycnJZGZmyoEVUlTuYPAJMvqdO3c4ePAgn332mTRclRmliYmJLFiwQGpIiuIFOp3O5Ub4t4FzxmxwcDBZWVlSkBpmxsYsPCIi8UpEAwQWLlwoy/f5+fmxcuVKnnnmmQnn4PDwMOPj45KE7y79fxLBfecEp7t370oecGhoqMNB4k5GkaASqdVqTCYTx44d47PPPuPUqVO0t7czb948du/ezc9+9jNp5HxTvVhXJT45S840NDRw7do1mpubCQ0NZfHixSxfvlzOXxH9mQkQNBaLxUJbWxsXL17kiy++4Ny5c7LP4nsXFanAfkasXr1ajml/fz++vr5ucUY4QyldZ7PZHkvRQkn5cKf1JuDcppSUFJYuXcrly5epqqriwIEDsqztpk2bsFgsDg6ckJAQoqOjGRsb48KFC/z2t7/lo48+ApDcbSUFa6qjCMqqhDabjfLycg4ePEhRUREWi0WWjx4aGpJzUKnc4uXlJXXBAwICWLBgAUNDQ9y5c4eBgQEHL+zdu3c5dOgQAPn5+SxcuJDY2FjJgQX32mOVUOrFivkMX5djnqr9cVJWtVLwubu7my+++IIPPviAuro6NBoN2dnZvPDCC8TFxXH69GlKS0tRq9WyUkhXVxft7e3U19eTmpqKSqWiurpayg2lpKTw3HPPsWbNGulSd3X4yzkz786dO+zbt499+/ZRUVEBIGU+LBYLwcHBrF27Vmppiknp4+PjtpPycSFCIwLC6HPmNruLAfcgTFSycGhoSBqsNTU1crMV1AJxMDpfQpyLNrgLHneuiQNVeBFaWlo4deoUFy9exN/fn+3btzsQ8V29HpVQclzLy8t58803OXLkCGNjY4SHhxMTE0NERASdnZ2oVCqGhoaw2WyEh4cTHBwstUaVyQVKioDZbKajo4P29nb8/f3JyMiY9v4LaSmApqYmbty4QWlpKVarlcjISPbs2cPGjRvl3BV9cHcoL0xGo5HDhw/zzjvvcOXKFSwWi6SlCW1UEelITk5mw4YNDh5XvV7vloarEk/SPudCBu4G5/0zPz+f559/HqPRKM/zpqYmOjs76e7uZnBw0OFC1dbWxtWrVzEajVRUVHDgwAEsFgt+fn5Sng/sHsvpODeVZ/z4+Dg3b96kpKRE8ndHR0cnTJpT8lbF6zds2MCePXvo7u7m9OnT1NfX09PTQ1tbmzxTrl69SnV1NXl5ebz88svs2rVLljN2R0oIOCpgjIyMMDAwIHMh/P39CQ8Pl3vQk6jDPA4mzfMqGiY8r1VVVfj4+PDyyy/z4osvkpubKwWj+/v7GR8fp6OjgwsXLnDs2DFqa2u5ceMGDQ0N95VGS09P57XXXmPBggWAe0hJCU6dVqtlfHyc8+fPs3fvXsrLy6X3TjlICQkJbN68maVLlwI4iGnPVIi2TyTvIeR4lJgpiSKAQwnfkZEROjs7uXbtGoODgwD3VQ0TclrKkofuBIvFIjOxH3YTFjIuQqfYYrFw+/Ztzp49y/79+xkZGWHDhg289NJLpKamTqgO4iqI713QNmpqavjkk084c+aMDNt1dXVRXFxMU1MT+/btw9fXV67F6OhoAgICHPRCxUEVExNDTk4OwcHBNDU1ce7cOVpaWti4cSMGg4GgoKBpO2DE5dfb25ve3l5OnTpFSUmJnK9BQUEsXbpU8imFDI+7zUklJvruampqOHz4sEzYEVCGYaOioti8eTObNm0iLy9PqkWAe12oJhPiQuluBqzSm6xWq0lLS2PTpk1cunSJ6upqwM7zFOW1RUlY8drq6mr6+vrw9/env79fUmASEhIcLiWu6rfyIuv8N/iaYiXOCIvFQm5uLk8//TTPPPMMCxYsYGRkhPz8fDo6Oqirq+PKlStcv35d6ooLTu3Y2BgjIyM888wzpKWlSe1iV1OVJoJoj9FopLW1VfY/ISGBOXPm4OvrKyuuTWYi7KRZgMpwjtBp0+v15ObmsnbtWqnJqhQ2F2Gd5uZmurq6GBkZuY/TBHYvlgh/jY2NOVSkcAUEH8vb2xuz2UxxcTFHjhyhpKQEsE9ik8nE2NgYOp2OlJQUdu/ezYoVKxy8kTPVcFUmljU2NlJUVCQ3IfF4UFCQg/fRHRfdw+C8yHp7e2lubpa35LGxMYfa476+vvI17tJPZUi7t7eX2tpatFot8fHxBAcHS8+iMhSpDJ93dHRw5coVzp49y/nz5yX/fPHixbKmuqDvuIOhoCw2UVZWJkXs1Wq1Q0314eFh7t69S2NjI/7+/pLaYzKZpNC6kPkJDg5mdHQUk8lEbm4uCxYsoKqqilOnTgH2A+qNN95wifEK0NzczJkzZ+TYaDQa0tPTpYSZ+F5mAoRX1Ww2U1payt69e6WUmUplLxQiasULLFq0iB/+8IesW7fOVc2edgi6nPMl1F32HeX4ZGVlsXPnToaHhykpKaG9vV3+Axw86T09PQ5ljlUqFZmZmWzZssUhsc3VSiDKAhjCK+tMgUhISCArK4stW7awe/duSXcUj4F9T543bx7x8fFERUXR2dlJf38/HR0dnD17ls7OTqlOpNfrp7Uc9+NAaQcMDAxw/fp1qdcLdvqguHQIZ99kYtIsQOXCUZZ1Ky0t5dSpU6xYscJBy85isVBaWkpJSQmdnZ1yQU5EbK6trWXv3r1s3LiR2NhYKQbsqkxfpXzL7du3eeuttzh9+rR8XClJk5qayk9+8hNeeuklh9ujO03CJ4Gz9NC5c+f4wx/+4KCJGhwczJIlSxwuKjOtv8rkQ5vNRm9vLz09PQ4L0Llutav0+R4E5WZXV1fHwYMHGR4epqCggJUrVxIVFSVpLcqkLIDOzk5ZXEMpei9qVQu4UyEK0Q6TycT169f57LPPaG1t5dlnn6WgoEB6kgU3S1ToCQkJYWRkhPLyctrb29FoNPT29uLj48PSpUtlVnBbWxtpaWkOhrqzMTUdUH6e0WikpqaGxsZGtFot69atY+PGjXKvFfQPd4YyUjE+Ps6NGzf47W9/y969e6VEokiIEbQNtVpNdnY2GzZsYNGiRfK93G0NTgUEZcRd+6lcH3q9nhdffJHU1FT27t3LRx99JCu/ieJFD8pGj4+P59lnn+XVV1+VlQCnW0pSudZE9ErQI8S8VGbXgz2x/Ec/+hFPPfUUycnJDoa3EiEhIaxcuZKUlBR27NhBd3c3d+/e5fjx4xw8eJCKigqKiopYtmwZ8+fPd7t1rKRG1NfXc+LECQdZUOHAmypM+rehVqull9RisbBv3z56enqoqqoiKysLtVqN0WikubmZ0tJSrl27Rl1dnTwcw8PDWbBgAX5+flRXV1NRUSEls8bGxti+fbtDjWpXJEwoF+eNGzc4efIknZ2d8iYmFmNERAQrVqyQRjd8zdeZyVAuaKWkENg31nnz5rF8+XKio6OlZ89dN9oHQYTmRP9qa2u5ffu25PNotVqHeeeOnCRlm+7cucPx48cxGo0EBQVJ/phOp3Og6fT19VFTU8Pp06c5cOCAw6UsMzOTl19+meXLl8u/uYPHVUCpkRkZGcnTTz/NyMgIu3btYtmyZTJxTqvVSj4vIKuoVVdX093djUajYWBgAK1Wy/z58zEajaSkpDAyMkJOTg4jIyPExMRQX1/P+vXrZVRpuox4EdEB+zzs7OwE7BeJ/Px8Vq1aJfdgd6F0PAzCeDWZTFy+fJkPP/yQffv2ySicVqu9z8BJTk7mpZdekqV8RVhypl2SHxfiO7LZbIyOjtLe3i5VT8Tj7gZREMPHx4eVK1dKkf6TJ09y48YNRkZGHOgfarWawMBAsrOzSUxMJCoqilWrVpGbmwtMfx+VF3MvLy+ys7NZsGABZWVlWK1Whznp4+NDUlISaWlpbNu2jd27d0sPq7gsi0iX6LNGo0Gn05Gamio9sy0tLVJN6fr16/T399PQ0EBqaqqUEXWXC5rSedPf3+9gx4HdNlNGJyd7f5wU41U5yP7+/nKAy8vLMRqNHDp0iOLiYoKDg+VG1N/fz8DAgAPpWaPRsH79en72s58RERHBkSNHePPNN6mpqeHatWvy5hEQEOBQq3q6oMw+tFgsXL9+naKiIrq7u+9ri0qlYuHChfclEbg65DEZUE7CmJgYkpOTqampYWBgQCoqJCcnA18bge6w2J4EykuR1WqlrKyMCxcuYLVaCQwMJCEhwe2TYZRUnt7eXioqKjAajZJntWrVKtRqNUNDQ4yNjdHS0sJXX33F3r17ZWKCODCDgoJYv3493//+98nMzJywGIm7wMfHh1WrVpGRkcHIyAhhYWGEhobex6V3Rn5+vkNSjKBSxMbGEh8fj1qtxt/fH5PJxLp16xgYGCAoKEhSgabLeFV+zsDAgKRpeXt7k5KS4qDI4s77jVI/02QycfXqVd577z327t1LT0+P9DAKI0FIBwUGBrJixQr27NlzX+Ww2QTleSK+K8GLrKiooKmp6b7H3QnO47Fs2TIyMjJYuHAhv/rVrzh58qT8e05ODjqdjoiICNasWcPSpUvx9fV1mOvTHeER36fg8C5btozBwUEqKipk2wUWLVrEiy++yNatW0lNTZWSe8oKYwIPu2DFxsayfv16NBoNmZmZ+Pn5odPpHOaCu1xUlOOh0WgmrIA2lXNyUk4eJZ8xNDSUzZs3k5qaSkVFBYcOHeLixYu0trbS2to64euTk5NZunQpCxYsYMWKFaxcuVKK3I+Pj/P2229TUVFBcXExtbW1dHV18fzzz7Nw4UJ5IE1Hkoxyg7hx4wZvvvkmBw8elOXeRLKLSqUiKyuLjRs3smbNGkJDQ2dFgpaAcvGIRLuuri50Oh2RkZGEhYW5bbb940KZEGG1Wunq6pL/T0xMZNmyZfJmDTyW1M10Q6mFHBgYKD1wn3/+OY2NjSQlJaHT6aScS3d3tzRwBebOncvq1auZM2cOS5culQoD7shhVrbHz89PStI5y0o5Q6mWMlGfNBqN1EsFO79ZSZ2YLog9ztfXF6vVSlVVFUVFRdK4Gx8fl1Gd1tZW6uvriY6OJiYmZlr3yceFoG2Anf939OhRjhw5InmPIhlWwGq1Eh4eLiXqxPiCe14eJxPK8KvZbKaurk7yRuFreTF3hNlslhGAiIgINm3ahL+/P9u2bUOtVpOSkiI9r76+viQnJzucH2IOuINXPT8/n7/+679m165dsrS2RqMhOTmZvLw8B3lIEQl4WLsFDU+sS/EdrVu3jqysLMbHxwkLC3OI1rrjXFer1Wi1WocLi7CFBCbb6J4041XA19eX3NxccnNzMZlMcjDv3LnjIJkA9kkpwnu7d+8mPz9fenKsViupqam8+uqr+Pj48Nvf/pabN2+i0+loamqirq6OOXPmyE15OrxAyi+/ra2NS5cu0dHRAdh5nuLQj4uLY/PmzWzYsEFmv4qb2GyCxWKhubmZ2tpawB6CHh8fd9CvA/e5KT4plAL1yrkVFhbGnDlziIqKkn9zxw1FuS7nzJnD9u3bOXPmDIODgzQ0NNDQ0IBarZbGncgGTUhIwGKxEBYWxo4dOxwqUAmP66M2ZVdDePyVxQUeBCW32dnzqtQwnMjwm07NTSWH2Ww2U1NTQ1VVlVxvGo2GO3fu8Nlnn3HlyhXGx8fZsmULERERj/Q6uwLOah0dHR0MDQ3JvVLZL7DvN76+vuTn5/PUU0+h0WjkxcMdIwDfFsq5JpIiBbcecCi56s57rDBoxPoKDg5m27ZtbNu27YGvEca6O+wzSpskICDgoe1WGtqPEwmYSJ4R7E5A57LiAu54STGbzYyMjDic/YJOJeCWtIEHQafTsWPHDubOncvQ0JCcBOIQsFqtMlQgwnLicbEY4+LiePnll8nPz6e3txeNRiNryCu/nOmY4MpEpdjYWKKiorh58yZ6vR6dTic5r3l5eTzzzDPMnz9fvtYdPVXfBMp+aDQa5s2bx7Zt27h79y6jo6MOHp7ZBCVvUGxQ7j6eyjZnZ2fzb/7Nv+HHP/6x3GRERr0SOp0OvV4vvQDR0dEOiXczaVyVSgqPA2VlHPH6iQxbV0F5yOl0OnJyciQ9B+x74KFDh3j33XdpaWmREj1Cqsbd6DvKPTsgIIBly5Zx584dLl26xMDAgFSBUHpovby8CAsLIzw8XNIN3NEwn2yo1Wo0Go0Dz9KdxvJxIKJZj9Nu4Ul2p0jB46x/5Tr7Ju12x3X6IDgnjjY3N8toQFJSEklJSfIMmopL/pQYr0qpmYfdIJxhMpmkXI8Q8VepVERFRTl4uZSYbOHbh0E5WBEREYSHhwP2G7C4BW/atInvf//7LF26VCaFWK3WWeMZUIqjAyxfvpyAgADu3r1LW1sb3t7ezJs3Tz7HXavBPA6UXjilhJtGo2FwcPA+z4e7bLICSiksPz8/5syZ843fy2QyuU1Fu8fBgzwaD8PDLsDuMIfF/BJJn6mpqSxdupSQkBD6+vowGo2y3npoaChz584lISFBOgpcbXw7Q+nRCgkJYevWrXR1dVFZWUl/fz8Wi0VyjE0mE35+fvfVf3f3ZLRvA+V49fX1SW6zwEypmCagXJOCqgRfV6MS5/jjei2nG2J/EJJ6yiRl4Rn/tvuj0pZR0glc7X1+FDo6Orh79y42mw1/f3+SkpKIioq6jwM7mZiSk0gYoE8K5zKaj2OUTqfB4MzfEDXvRdanv78/L7zwAs8//7wsDSe8sbMJyv6Eh4ezYsUK8vPzZWk4nU4nnzNb+u7cD6VEijtjsi527lTi9rsO5TikpKSwbNkympqaZKh12bJl7N69m61bt0qZHmW1MHeD8KxGRUVRUFAg6VhChkwYOfPnz+ell15i8eLFDpSe7wJmWz+VOrUzLSo5kZE6FX0QZ467fjfK/WRwcFAWlRAFXyIiIqZ0jKfEeHW+PYibykSNF3wl5xKj4n3g68IE4j3ELWe6b93Kz/P39+fZZ58lIyOD3t5e+vr6SE1NZdOmTQ6hxtkMJcl8orFwR2/k40Kpo6hWq1m/fj3nzp2jubmZ1tZWQkNDHZJ43N1It1qtmM1mmWTwsLmp3DQ1Gs2svIDNZCgPzvj4eN544w0WLlxIT08PISEh5Obm3ldtCtz3EFR6Z4QcW0hICMePH5d8+uTkZHbu3ElBQYFcdzN5f3kUnCMH69at486dO5w6dYqenh5p7CufP5Mw09qrxHS1fSbNbaG6Imgt8+bNc0ioh8mndk55DNDb2/tbZ54LMWNXQ/nlh4aGsnv37gmfJzbV2c7FelAm4Wzwigj1ACHyvmfPHnp6evjlL39JTEwMSUlJ+Pv7O+jBujO8vLxmvL6wB3Y470ObN29m8+bNLmzRt4Oy1HJ4eDhbt24lJSWFgIAA/vjHP+Ll5cUrr7zC9u3bHS6MsxlijEVy5NatWwkICECj0XD+/HkWLVrEwoULHZ4/k/dbD2YelPMtPT2dDRs28NVXX7Fw4UIKCgqkGshUlad2vUU4A/GoG7/QhfsubCaChK/05rlDhui3hTLL3Nvbm7CwMF588UUSExPx8/MjMzNTPu+7MM4euB8etQ+5ay30B0GsNV9fXxYsWIC3tze5ubkyCTY1NRWtVjuteQ7uhPz8fH7xi1+wY8cOYmNjHTjsM32/9WDmQRltzcjI4Be/+AXPPvssoaGh912spgJPbLwaDIapaIfbYLb3D2Z/H6ejf0eOHJnyz3gYZvsYwuzv42zvH0xeH8+fPz8p7zPZ8Izh7MBs7+N09+/AgQNT/hkzl3jigQceeOCBBx544MF3DqrZnlTkgQceeOCBBx544MHsgcfz6oEHHnjggQceeODBjIHHePXAAw888MADDzzwYMbAY7x64IEHHnjggQceeDBj4BKpLIPBEAbsBrYD84E4wAyUAb8Hfl9YWGh1RdsmEwaDQQW8AfwUmAt4A5XY+/jPhYWFM6u+nxMMBsPzwBpgIZALBAB/LCwsfNWV7ZosGAyG17GP1cNgLSwsnNE6NQaD4W+BJUAmEA6MAPXAfuCfCgsLu13Xum8Hz14za/aa15nFa3G2988ZBoNhFfAXQAEQCvRgX5P/UFhYeNiFTfvG+C7sNe40T12l8/oC8H+AVuAk0ABEAXuA3wJbDQbDC4WFhTM9m+wd4DWgA/gTMARsAH4JrJ4Fffz32I3WQaAJyHZtcyYdJcB/fsBjq4CngS+mrTVTh78ErgHHsM9VP2A58J+AnxoMhuWFhYWNrmvet4Jnr5kde00Js3stljC7+ydhMBj+PfD/Al3AQexrMxxYBKwFZqTxyndjrynBTeapq4zXKmAHcEh5EzEYDP8OKAaewz7gn7imed8eBoNhF/bDpBbILyws7Lr3dw3wEfY+/hB420VNnAz8JXajtQa7B/aka5szuSgsLCzBvljvg8Hw/2fvv+PbvtJ7T/wNkAAI9l4kUqQoUiRFFYoqJtWsXixbkm251xmPZybInZTZJJu9m+zevfu62exvX0kmNwkmmZYZF9mWLMnqVrF6F0Wxik0sYq9iJwEQBH5/QOf4C4iyZVskQBqf10svimg8B+c5z3nOUz6P4cr9//5qosYzjgg2Go0m1wcNBsP/AP4r8L8Bk5UI0atrpoCumep7carPT8BgMLyAw3A9BTxnNBr7XZ6f2J7vjxdTXtd4kpy6JefVaDSeNhqNh1xd6EajsRX49/u/rp7wgT1ePHf/5z+IwwTAaDSOAH97/9efTfioHiOMRuMZo9FYNclvkt8YBoNhLg7PZBNwxM3D+c4Yy3C9j933f6ZO1FgeN7y6Zmromodhqu1FV0yl+RkMBjXw/wJDwKuuhitImZ2U+J7omjHhDjn1xPawQnitbh3Fd0fs/Z81YzwnHss2GAyhRqOxZ2KG5MVjwk/u//ztZM8l/Bo8c/9nkVtHMX7w6prJj6m+F6fS/JYBM4FPgW6DwbAVmAuYgOtGo/HKV715kmOq6JqHYcLl1KOMV4PB4Au8ef9X9/bf/O4QHpCZYzyXrPh/OnB1/IfjxeOAwWDQA68DNhx5TFMGBoPhL4BAIARHAdcKHIbr37tzXOMBr66Z/JjKexGm5PyW3P/ZhiPHfp7ySYPBcB7YaTQaOyZ6YOOJKaZrHoC75NTTqLL+HsdN7KjRaDzu7sF8Rxy+//PnBoMhXDx4X5CVCc9hEzoqL74rXgRCgWOTuIjpYfgL4P/EUQW8Aoei3TjVDpP78OqayY+pvBdh6s0v+v7PnwJ6HAWFQTj24XFgFbDHPUMbV0wlXTMW3CKnHuN5NRgMfwL8L0A5juKDyY6PcdxGtgC3DQbDQRy5PuuBWUAVjlzCyR4K+r7hx/d//odbRzEOMBqNsQAGgyEGR4jv74FbBoPhaaPRmO/WwT1GeHXNlMGU3Yv3MdXmJ+iTVDg8rIX3fy81GAzP4ih4etJgMOROlRSCKahrxoJb5NQjPK8Gg+GPcVC63AbWGI3Ge24e0nfG/aTtbTi8Wa04BPeHOKrzVwCCO7PdLQP04hvDYDDMwWHUNTJ56Vy+Fkajsc1oNO4HNgIRwHtuHtJjg1fXTA1M9b04RefXff9njcJwBcBoNA7j8L4CLJ3QUY0TpqKucYU75dTtnleDwfBnwD8BJcA6o9E4ZRSs0Wi0Av9w/5/E/RyRLBxk8KUTPzIvviWmUvHE18JoNN41GAy3gSyDwRCprGSfjPDqmimla6b6XpyK86u4/7PnIc8L41Y//kMZX0xlXeMCt8mpWz2vBoPhf8WxwAU4biZTdYFd8QbgB+yezNQg3ycYDAY/HOtmA37r5uFMJKbd/zmpD1Cvrpk6umaq78UpPL/zOKrtUw0Gg3aM5+fe/1k3YSMaB3xfdI275dRtxqvBYPhbHDl1N3HcTCa1V2csGAyG4DEeW4Jj3gPAf5/wQXnxbfECjoKXo1OkeAIAg8GQbjAYYsd4XH2/SUE0cNloNHY/+O7JAa+umXK6ZkruRQWm5Pzu77tPcLCZ/B/K5wwGwwZgE9DLJK7I/z7oGgXcKqduSRswGAxv4VCmo8AF4E8Mhgca+NQZjcbfT/DQHjdOGgyGYRyhg34cPcefAsw4uouMxcs4aXC/s8+O+78KAyjXYDD8/v7/O41G419M8LDGCyIpfdJ3uXHBZuD/u09TU40jPzIGR8e0ZBw5lO+6b3jfDV5dMzV0jQum6l4UmMrz+znwBPC/GwyGVTg6TyUCz+LYo+9OVi7i75GuEXCrnLor51XwEfrgoOUZC+eYxO0M7+NT4GUclcB6oBkHD9rfG43GOjeO63EhC0fbSSWS+ZJb8i6OIpJJDYPBkIGj8GUqFU8InMKhfJYDC3BQngziqPx9H/ifk7zQwKtrpoauAab8Xpzy8zMaje0Gg+EJ4G9wGKw5OC5bR4D/x2g0TmYe4u+LrvEIOVXZ7d+rzp5eeOGFF1544YUXXkxieARVlhdeeOGFF1544YUXXjwKvMarF1544YUXXnjhhReTBl7j1QsvvPDCCy+88MKLSQOv8eqFF1544YUXXnjhxaSB13j1wgsvvPDCCy+88GLSwGu8euGFF1544YUXXngxafDIPK8Gg2HSc2oZjUbVw56b6vODqT/HqTA/mPpz9Mrp1J4fTP05ToX5wdSfo1dOp+78vJ5XL7zwwgsvvPDCCy8mDb5xhy2j0Tge4xhXjNGi7aGY6vODqT/HyTg/mPpz9MqpM6b6/GDqz3Eyzg+m/hy9cuqMqTg/d7WH9cILL9wIu92OSqXCarVSX1/P1atXKSoqIiQkhHXr1pGVlYVWq5Wvm8qw2WxYrVasViujo6Oo1Wq0Wi0ajcbdQ/PiIbDZbIyOjso1unfvHpcvX6aiooKQkBCWLl3K7Nmz8fPzc/NIvfg+wWazMTIywsjIiHzMbrej0Wi8sviYMemMV7vdjrKlrThYp8IBa7PZ5NxUKhVqtTerY7wh5OlR2ySrVCr5bzJCGKMqlYqhoSHKyso4c+YMH330Efn5+QD86Ec/4ic/+QkLFy7Ex8cHcMjmVJVHYaxqtVp3D+Wx4OtkerLLMDjmoNFosNvtNDc3c+bMGT744APOnj1LUlISP/3pTwkPDyc+Ph7ASa96MXH4Kr3quiZTYW3UajU6nQ6dTufuoXgM7HY7NpvN6bHHoYM83ngVSlgcnHa7ndHRUfll+Pj4yAN2smN0dBSLxQKARqOZMoepp0LIkvg3lqJVqVROStbHxweNRjNpFe3IyIiUq6amJnbv3s3BgwcpLy+Xr3nvvfeIiooiLS2NoKAgud+mqvH6VZiM8xbrpdSTAiqVCl9f30ntVR4ZGZHjr6qq4v333+fkyZPk5+czMjJCY2MjdXV1dHV1eY1XN8NV/gRcL1dqtXrKnONfhdHR0e/FPJUYHR3FbDY7PSbO0e/yXXiU8So8j8KY8PHxQavVOikctVo95mHiLuWkHOt3FUqNRvPAofJ9FPbxhLgFCs+2r68vvr7ffBtM1sNQeWDcuXOHzz//nPLycsLCwpg/fz5lZWW0t7dz9epVTCaTNF4f1TM9GdHf309rayttbW309/fj7+9PcnIyCQkJqNXqSbHWo6OjgONQeFR5FvvAk+flCnE+CD2Zn5/P3r17KSsrIyAggPDwcNLS0oiPj3e6/E+mObpCnDGuhqBYa+XchH5Tq9Vum7MypeObnl1Wq1U6CSYjBgYGqKuro6WlBfhSXhMSEsjMzMTHx+cBh9xkxlfpRiGv3/aM/Tp4lPGqVqvlxvumh6XSQzaREGMdL0GcCgLuaXgcB7a75O3bQqQLiHBWe3s7t27dor6+HoC0tDSeffZZsrOz2b17N5GRkfIAmcwH/1gQSlXsrbq6Ovbv38/hw4cpLi4mKSmJv/qrv+IHP/gB4PD0iYuOp+Lb6szJtLZChv38/LBarZSUlHDy5Elqa2uJiooiNzeXGTNmkJycTE5ODnFxcfK9k2merhDnouscxpqTJ6SbfZcxuNPo/jZQ1gSYTCYKCgr43e9+x9GjR1GpVJhMJoaGhnjnnXf4xS9+gVarxWq1YrPZpkRqwVet1Xivo9u1sbhVihwm4VkVB0Vvby8DAwPExcWhVqtpamqipqaGjo4OfHx8iI6OJiEhgZiYmAkNhSlvT2KsYh7fZOMKz+rg4CA3btzg+vXrjI6OsmjRIpYtW0ZgYCDguJG66/B0TdVQqVSyyEWEe8TBqfQEKL8H4VV3141amespDM/29naampq4c+cOTU1N2O129Ho9gJybr68vVquV4eFhfH19mTFjBgsWLCA5OfmBlAJPhs1mk999a2sr+/bt4/DhwwwPD6PVaomKimLu3Lls3LiRhQsXEhgYiL+/P4DT+k5FDA0NcffuXW7duoXVaqW8vJy2tjb5/FiGgydA7EFfX1956N+7d4+7d+/S1tZGR0cHvb298vWjo6Po9XpmzpzJvHnziI2NlZ8zGQzZ0dFRqQNbWlrYvXs3u3btwmQysWrVKl5//XWSk5MJCAhg+vTpBAUFuXnE3w1WqxXgkdM8RDqFWMeJ1k3C6yuikENDQ9TX12O1WqUOEYb4wMAAJpMJcMwvODiYxMREuWZCtj09LdBqtcq16ejo4MyZMxw7dsxJfwDU1NTI9VDWtkxGjI6OyrUR+9G1sFcZMb527Rrnzp3DYrHg5+fH6OgoiYmJPPHEEyQkJHxru8btxqurcI6MjGC329FqtTQ1NXHr1i1CQ0OJiYmhpaWFTz75hAsXLtDa2oqPjw+pqaksXbqUJUuWkJKSQnBw8ITcPMVCDQ4OykURhs83qdD28fHBarVy+/ZtfvOb3/Dhhx8C8PTTT+Pv78+KFSvGZwLfACJPzhXf5Obobm+AEsJAKSgoID8/nzNnzlBQUPC171OpVCxevJg33niDnTt3Ss/OZKjIVyrLuro6Dh06xJUrVwBISEggIiKCsLAwMjIyyMjIcMr19KS1Gw9otVoiIyOZMWMGNTU1xMTEEBISIp/3VMNOFJqBQ6abm5u5fv06ly5dorCwkJKSEjo6Opzeo9VqWbNmDW+++SZbtmwhLCzMI+c2FsQ4e3p6OH36NHv37sVkMqHX61m9ejVr164lIiLCYy8b3xRC5wpDTqTviLn5+vri4+Mj5VMYUe66jCh1jN1u59q1a5w/f56hoSG0Wq00aEZHR+ns7JQXK39/f2JiYli4cCGLFi0iISEBnU43KWo+XBkviouL6e3tRafTERQURGdnJwCxsbFTpjBtrAuFck42m01eYtra2nj//ff5t3/7N6fXZ2dn8zd/8zdERUVJB903xYQar8oiAvEFKCddXV1NZWUlJSUlFBcX097eTmpqKm+99Ra+vr5cu3aN3/3ud5SWlhIYGIjdbuf27duUlJRQVVXF1q1bWbJkCcHBwfLvjcfBK7wdFouFgwcPcuHCBdatW8fzzz8PgMVieSBX1xXKooP29nZOnjzJtWvX5PPXrl1j//79+Pv7k52dja+v76TLlbHb7VgsFqlkBYRXc6LmoVT49+7dIz8/n5MnT3Ljxg2am5tl6PxRPufGjRuEhYURFxfH2rVrCQ8PnxTKSHiJTSYTra2ttLa2yudmzZrFokWLiIqKko9NFhn7tlB6p8RhLw5LEQFyfa2nQOmRA0ee3eXLlzl16hS3bt2ipqaGxsZGWfyphMVi4ezZszKisGnTJmJiYgDPza9X5vN2dXVx9OhRfvnLX1JZWUlcXBx/9Ed/xPPPP09ERAQw+WXXZDI55YveuHGDAwcOUFpaio+PjzzXVq5cyTPPPENcXBz+/v6oVCpaW1upra1l+vTpzJgxA5iYdVWete3t7Zw5c4YDBw6Qn5/P0NDQA39/eHhYFvEEBASg1Wo5fPgwWVlZvPzyy2zZssXpPZOhcFIZjdRqtdKZBY5LozINazJ6XoXHVTitbDYbbW1t+Pj4EBoaKqkVR0ZGsFgs1NTUcPr0aS5cuPDAZ/X19TE4OCj39rfBhBivYqFcDRZRXT8wMEBZWZk04Kqqquju7pa3MaFc/f39iYiIwM/PD5VKxcjICIODg+Tl5WEymUhPT2f+/Pny8x+3wIvPE4ZkeXk5e/bsYf/+/XR1dTF//nxSU1MfMMof9lkC5eXlnDp1ioaGBgIDA1Gr1XR1dbFv3z4iIiKYPXs2gYGB8kYzkZtY8NaZTCaGh4elV3xoaIienh60Wi1BQUEy0T40NBSNRoPNZsPf318Kuslkknk+Dws1jAeUoSyAhoYGjhw5wscffywNOJVKRXh4OBEREQQGBsoDQsBqtdLT0yON3Pr6eqqrq8nOziY8PFx+T57ooRN7T5kycOfOHRmyCwoKYuHChaxevZrp06ePGRKailCmkfj6+mKz2RgcHAQcsqpUqp520Ih1EZX1eXl5HDhwgKNHj9Ld3Q04Dsu4uDhCQkKkvhweHqazs5POzk5OnDiBSqVi5syZUr+Kdfc0KFOx6uvrOXHihLzob9myhXfffZfY2FjpnZysuYTKnF5wHPA3b97k0KFD7Nu3j66uLpKTk+nq6qKpqYne3l5WrlxJSkoK4GBe+OSTT6ioqGDHjh3SeBUG1XjqppGREfm9V1dXs2vXLg4ePPhI7+3p6ZH/Ly0txWw2Y7fbyc7OJjIyEp1O5/GGKzj2pZ+fHzabjd7eXqczRKRJBAQEeJw++ToIu0M4oWw2Gw0NDdy+fZuqqirsdjtz585l5cqV0kgvLCzkyJEjnD17ltbWVkJCQtBqtXR3d2O1WklLS2PatGlS1r+NLTAhp5ProMTitrS0UFdXR2FhIZcvXyYvL4/Ozk5mzpzJH/3RH7Fp0yaSkpLkjXrp0qW88cYbDA8Pc/PmTSfhCAgIkNb/w/7ud4UgMAfo7Ozk+PHjFBcXA46q1w8//JAXX3yR9PR0Oc+HbTpxSJjNZu7cuUN5eTlmsxm1Wk1AQAB9fX3U1dVRVFRET0/Pt3atfxfYbDY5jpKSEiorK1GpVERFRVFRUcG5c+eIi4sjOzub3t5etFotK1euJCIiAovFwty5c5k2bRq9vb0UFhYyODhISkoKqamp8vMnIkFfqSyGh4fp7e118koFBwczf/58tmzZwtKlSwkICGB4eBi1Wk1QUBA1NTX8+te/lsarXq//Ws+6p0DkVwmDp7a2lmvXrtHS0oJOp2Px4sUsW7aMjIwM1Gq1/F480Yh5XHC9ZFgsFiwWi5Oh74lrq/SgibDsvn37OHPmDLW1tU75rdnZ2eTm5pKRkSFDllVVVdJD29PTw7Vr16irq2PlypXyMz0JSqcHOHIKb968ye3btwGIiopi3rx5REdHy9d72hy+CSwWizQAR0dHOXLkCIcOHaKhoYFZs2bxox/9iC1btlBcXMyuXbtISkpi2rRpgCMH+N///d/5j//4DzQaDQsXLnxAXsZTppXfu6gRUEKn0zEyMvJQ6iwljh8/TktLC+vXr2f79u0sXLgQeLDQ0lMhLv6uOlRZMzKZ5NRms2E2m+UZkp+fz29/+1uKi4tpbm5GpVLxwgsvkJubi1arpaenh7179/Lxxx9z7949aZONjo4SEBBAWFgYc+fOJSkpCZ1O94CD6VExrsara5FOW1sb+fn5VFZW0tfXR1dXF6WlpRQWFtLd3c306dN56qmnWL16Nc8//7y8OQI0NzdTXV1Na2srAwMDUhCSkpLIyMjgqaeeIisrSxaZwOM/gJUCV1NTw6lTp6irq8PPz4+Wlhb2799PaGgogYGBkmZHvM9VcYixmUwmBgYG5GYfHh528hxM9EZVjnV0dJT29nauXbvG8ePHKSwsxNfXl4iICGpra2ltbaW4uJjy8nIGBgbQ6XTcuXMHf39/7HY7S5YsYc6cOdTX13Pt2jX6+/uZN28eGzZsYOHChQQEBDzwN8cDyu8wNjaWjRs3kpiYSHd3N3a7nYCAAFJSUli+fDlpaWkPvH/WrFns2bNH/u7v7y9TYCYThoaGuH37NtevX6e3t5ekpCRWr15NVlaWlMfJkGf2OCC64NTX13PmzBny8vKk4W42m6UX1pMg1qi3t5cbN27w0UcfsWfPHvr7+wGIi4sjMzOTjIwMFixYQGpqKomJiURGRgIOY6+rq4tr167R09PzQEGXJx6oQs+LYpg9e/ZQUFBAdHQ0r732Gk8++aR0KoxFNTiZIPR+a2sr58+f5/jx47S2tpKens6qVat47rnnCAgIICMjA6vVSlhYGBEREXR0dGA0Gvnd737H4OAgW7ZsITMzUxqvrnRa4wHl956QkMDzzz9PZGQkt27dko4ZVwi9LLx6gkWiv7+fS5cu0dPTQ3JysjRev01B9ERCSfPpOs7AwEBZjDYWab8nQ0l11dzczOHDh9m7d6/Mp58+fToxMTHS9tq7dy9HjhyRkU2hV7VaLdnZ2axbt47NmzfLmpFvu6bjaryq1WoZ2u/s7OT8+fO89957XLlyReaFmkwmfH19mTt3Ls8//zzbt28nPT3daTPcu3ePY8eO8eGHH3Lx4kUZosjIyGDDhg1s3bqV+fPnExYWNp7TcVIAIrdItJVUqVRUVlZy/vx5UlJSiI6Oli7xsW4V4rP6+vrk4QOO70yEdJOSkpg/f/4DxSPjCaUhabPZJOfnsWPHZC5WfX29HCM4QvEiF/fkyZNYLBbUajU3b94kJiaG7u5u+Z4bN27Q2NgIIIvRvs2t61Hh6mVLTEwkISFBKg8xX1eSbOX3UFVVxcDAgHxOUCd5qhJ9GPr6+qivr5ce5OjoaObOnSurzidD4dl3hTjQhRzv37+fXbt2UVJSItfT07zqrikpDQ0NnD9/ntOnT0vdkZqayooVK3j22WdZtmwZYWFhshJaUPb09fXR3t4uDXMlowR4Vm6viMr4+PjQ29vL1atX2bNnDydOnABg+fLl/PCHP2Tu3LmA48IxWdMFlDUA3d3dfPzxx3z++ecEBQXx1FNPsXjxYtLT0+VlXxh1IsK3Z88efv3rX9PT08PLL7/Mn/7pn7JkyRJZ2T8RURTBJqBSqUhKSuKNN95g6dKl7N27l9///vc0NTUByFxr4IHUrIGBAZkvarFYaGxsfID1w9MjQkpDTHkZtFgsTpFYT9prXwWxpjabjYqKCg4ePMihQ4fo6OggMDCQuXPnsn79erZt2wbAJ598wr//+79TVVWFTqeTaWgAc+bM4cUXX+SVV16RZ44rQ8Y3wbgYr8pwhcViIS8vj+PHj3PmzBkKCwulJW6xWFi6dClr1qxhxYoVZGVlyY4o4AhxXr9+nfz8fK5evcr58+flc0899RRbt24lNzeX1NTUCb9xC6NVwNfXF7PZTF1dHY2NjU4bUynEouexRqOhv7+fmzdvUlBQIG+mNpsNk8lEZGQkmzdvZtWqVVJpfRsux+8Cu93O4OAgdXV10lhVq9VyrH5+fmg0GhkOstlscm1tNhu1tbXU1dU5jbmxsZFTp04xa9YsZsyYQUJCwoQqJEGA/bC/aTKZJHuE1Wrl4sWLfPzxxzI9BCA0NJQFCxY4RQY82ZAV3784FAREv22Rx/QoVGZ2u93pwjZeBNTjheHhYZmC09bWxu7duykpKQG+PEyXLl1KZmamfI+70whcL2BxcXHMnDmTuLg4goKC2Lx5M7m5ucTHx5OWliYLVpVe9O7ubo4dO8aBAwfo6+sjKiqKJ598ktmzZ8vXeJIMW61WOf7+/n6uXbvGpUuXANiwYQNvvvkmc+bMka/3dKPmq6BWq7FardjtdgoLCzl//jz37t1j8+bNPPfcc0RHRzsVyeh0OtLT05k2bRotLS2Ul5ej1Wp59tlneeedd8jJyZGfPdEePmHs+Pv7M3/+fOx2OzExMdy6dYvW1lb6+/vp7OykqanJyWmjHK9Yy8nI+SoicqOjo04OnsLCQoxGI1u2bCE+Pn5SXLRGR0fp7++nvr6emzdvcu3aNa5fv05hYSF6vZ6dO3fy2muvkZGRgU6n4+zZs3zyySeSuUelUskIwcqVK3n66afZsmWLNFzhu+mccT91Kisr+eyzz9izZ490I4eFhTFr1izmz5/Phg0b2Lx5M6GhocCXlbSNjY188cUX7Nmzh/Pnz2MymdDpdKSmppKTk8PWrVvZsGGDNOyEJ3ei4HpoCwoQi8XC0NCQNFKFICuLlJTjLCsro6SkRHqghVGQkZHB+vXrycrKcmreMJGbWRRgLViwgOrqahoaGqTXW8xVuUGVY1MeuHa7HT8/P+x2O2azmYaGBoqKiqiurn7AQz3eB6hQMGO1zVSr1fj5+cnxtLW1cfr0afbs2cPAwAB6vZ7k5GTWrl0rGSDEoeOp4UphrIMjWuDK+2k2m2XY9esuRuJgcg3PThauW1emjvz8fKloBf/gvHnzeP7551m0aJF8nSjQdBfE9yoKqiIiIti8eTNmsxmLxcJTTz0li3ZEta/S42EymTh37hwnTpygvb0dcBjor732GvPmzZN/x5NkWKyT2WyWlHadnZ1kZmbyxhtvsHXrVnmRdi0CBc+XRXAuJtVqtdy7d4+amhp6enpISEhg1apV8oIs5qlSqWQNiCi8KysrIzk5maeffpqsrCyn3NCJvJC48nyazWaysrLIzs6mpqaGAwcOSMOnp6dHGq/ifBP/F+lYFotlUqVmiUiBRqPBbDZjMpnkYwUFBfzjP/4jo6OjvPPOO+h0OrmfPUlWXYuzampq2LdvHydOnOD27dsMDg4SGBjImjVrePXVV1m/fj3gYEd67733uHz5MuDQJcI2WLhwIT/4wQ/YuHGjTLkTbco9pj2sONyEJ+fOnTscOnSIY8eOOVHzpKen89Zbb7Fq1Sri4+OdyKR9fHxobm7mgw8+4MMPP6SxsVF+CWvWrOFnP/sZc+bMISgoyClnUhy+E5E7KUJwrhtLGJfKnBbXtn7KxVKr1QwNDcn5ic+LjY0lKyuLBQsWyLCe0hMxnlAqOx8fH2bNmsWf/MmfsGrVKn7zm99w5swZoqKimDVrlizEstlsBAQEEBQUJNdZFAmJIgph3IvnLBaLNPwmGkp6JGV+78jIiKzMbmtrk1XNImUgISGBn/zkJ2zfvl0yLAAe63lURkDq6+s5deoUFRUV8nkRyvquUK6xp0LQ2/n7+9PX18fnn3/OkSNH5PNarZZly5axY8cO1q9fL2nD3N1qUwnlQRcXF8fzzz+PzWaTOa1C//X391NRUUFTU5Pknrx69SrV1dXys1JSUlizZg0hISEe1ZJTmac5MjLC+fPn+fTTTykqKkKr1ZKcnOwUaZtMuYOuEDmSyijlwMAAQUFBzJo1S7JAwJeGoSjqGhgY4OjRo/ziF7+goKCAnJwcQkND5XkhLqTulFulMyIgIID29nYqKiro7e11cnq4rqF4z/DwsHQCgecX5IlIlNinNpsNrVYrZbm2tlZeTgIDAz1Cp7hCXH7FmXb58mX27dtHQ0ODTDdauXIlf/3Xf012drZ8X11dHZcvX6atrU1eJkdGRggODmbx4sWsWLECf39/6ZEWtsF3+Q4e66mr7DbR3NzMp59+yqeffsqdO3cAhzWelpbGpk2bJJMAICvV9Xo97e3t7N+/n71791JeXg5ASEgIy5Yt49133+Wpp56Sf89iscgQ8HgaEMr8K7vdTlVVFcXFxU5hD0HTIuYpDGvBfSYwODhIf38/vr6+lJeXU1tb65RPqdFoCA0NJTo6Wnqj3QW1Wk1kZCSRkZEkJyfT399PYGAg8fHxZGdn09fXx6lTp6itrSUtLY2oqChKSkqoqKhgZGTEqYuKoNkCh3GemppKXFyck7dnIjbzo4S6a2pqOHHiBAcPHqS+vh4/Pz9MJhPh4eEsXLjQKV1AwJ0d0B4G5cHY0dFBQUEBzc3N8nlhcH5VRbLSk6VSqTCbzbS2tsoOd3FxcTIMJEjUPe17AOcDsrOzk6NHj5KXlye95z4+PixZsoQNGzY4pS550gGjvGip1WonXl7l883Nzezfv5/CwkJZpHfv3j3gy6Ku3NxcmUvvSbnOyrDx4OAgRUVFXLp0idbWVsLDw4mPj5e6Fb5MY3LlDReGoYioeMr8lBBFZuDIRz9x4gTXr18nOTmZDRs2OOl/YbiJcHNdXR1Hjx6VkYOUlBSioqKkt9Xd8/Xx8ZERLEA2z8jPz//KKI+obAeYPXu2U4tfT5iXK1xTAnt7eyVTjTDClU6u9vZ26urqiIyM/E40UeMBYbTq9XpMJhOnT5/m8OHDlJWVydcEBASwatUqli1bBjhSepqbmykpKXE6W8TcfXx8CAoKkrpGsCk9DjzWU0a5AMXFxezfv1/mCmo0GlJSUnjrrbd4/vnnSUxM/HIQ978wgBMnTvCP//iP1NbWyuezs7P5y7/8S9asWeP09yYqzOUa0qioqKCoqMipIlkYCsLzqhTqrq4u6YGtrKwkPz+f7u5uGhsbZVUlfBmeFDmFypxad8B1Q61Zs4Y5c+YQGRlJfHw8JpOJrKwsWlpaiIuLIzIyksbGRgoKCsjLy+PKlSvU1dUBzon6iYmJzJs3j9TUVPn4RFTEjgXXMGN1dTW7d+9m3759lJeXO3nOBwYGuHHjhuz4Fh4e7pSf5ckQRvtYxunXhVqVYevy8nIOHTrExYsX0ev1smAyMTHRKeTnaVAa1A0NDXR1dTE8PCwNnISEBOLi4h5QrJ5wqLjiqzyk3d3dnDlzhk8//ZTa2toHWotmZmZiMBhYu3atfMyT0gWEPAo9KnIk4Uu9ITzNgNP+c01b8uTiGKXO6+np4cCBA/z2t7/FZDLJlDhwbnijLPI9e/Ys169fB+CZZ57hrbfeYuHChR5hECn50C0WC/n5+Rw7doyysjKZcz+WzIn6CbvdzvTp09m8ebNkGgDPjHC5fsfKYmdlup9AbW0tBQUFpKSkOF36PWFuQibtdjsnT57kf/7P/+nUOCk8PFymMgr09vZy5swZLl26JB1VIi0AHI7H4OBgud52u53h4WH8/Py+85n5WL4xsVHEAtTX11NcXMzdu3fla5588klefvlltm/fTmRkJDabje7ubqfw/+nTp/nss8+k4RoQEMC6det48803WbVqFeDI/bFarQQEBEzo5lQaowMDA04kxEreNpvNRnNzM1evXmX69OnU19dz69YtSSvR3NxMaWkpPT09DA8P09LSIj9XGHeeIswi9CEMOGXXFnAom2XLljE0NCSFMTU1lfj4eLRaLVVVVdJ4VVZgjo6OEhERIb0I7vBaKsPBJpOJO3fuUFlZSV5eHl988QXFxcUP0Ls0Nzezd+9eioqKSEhIYObMmTK9QxRdWK1WJ4+DgLJL0ERBuT9EdOKbfs9KZXz79m0OHTrE3r17KS0tJSAggNbWVqqrq9mxYwcrV67E19fXIz2wVquVjo4OiouLOXnyJHfv3pXRgISEBJYuXUpGRgbBwcHfmnfQHejr65PMJ01NTTQ0NHDz5k3ZrMBqtRIaGoparZaX7djYWOkJsVgs37radzwgdJ84T5qamujp6SE0NJRNmzaxevVqYmNjndqIC4yMjNDX14dKpSI4ONhJ/jytiYhS550/f57//M//ZGBggNdff10arvDl+oh5dnR08Nlnn/H+++/T2NjI4sWLeeWVV1i9erXTfN15mVayXAwNDXHs2DGOHDlCX1+fdFYo0wEElGPW6/XExcU5MQh5ytopofzOY2Nj2bBhAx0dHeTl5cm8TiF7drudiooKrl+/LuUY3B+1GxkZwcfHB71eLyk/P/roI65fvy7TVKKjo1m1ahUvv/wyCxculGfd7du3OXr0KNevX2d0dFRGKUdGRggKCmLFihXSdrNYLJw4cYK6ujpmzZpFTk4OYWFh3zpP/bEar+L/fX19DA0NObVHmzNnDitXrpQULr6+voSEhMgD4tq1a/zbv/2bpEJRq9UsWbKEP/7jP2bjxo3Al/k+7qjUU36xIsVBOWeBwcFBCgoKuHfvnhSGgoICSQ+lUqkeIHDWaDTSQNTpdMyZM4eMjAwnL5C7DtKxkv6V8xWVpcouLoJJQemZFsaiTqeTVdLKz5hoiDn19/dTWFjIyZMnOX36tLxYCONLzGl0dJS+vj4uXbrEpUuX8PX1JSUlhS1btmAymVi8eLFTS0cBZR74REO5TuISovTmf1X+mHJPm0wmCgsLOXz4MJ9//rlMC+nr6+Pq1avcvHmTrq4uST490awYXwXl99/e3s7Bgwc5ePAgLS0t8vIZFRXF3LlzSU9PlzrLU8Y/FpTFqR0dHfz2t79l37591NXVjRmt6e3tlcZCdXU1x48fJyQkhDlz5si0Jk8JXSo9qGVlZTIsnpGRwZo1a8jIyHB6LTgO37a2NiorK6mpqWF0dJTp06eTnJwsDXVPuYgIPSg6MZWWlrJ//37Kysp4++23+fnPfw4gHQKCGcNms1FXV8fBgwd57733KCwsJCUlhe3bt7Ns2TJp/LjbEBJjFbBarbS0tNDc3Py1dRvKqE1fX5/M2545c6b8XE+6gMCX0VKbzUZcXBw7duygsrKSK1euAF96k4XR3tPTw507dx44G90JZZTiwoUL/P3f/z0NDQ3Al/tx0aJFvPjii2zatAmNRoPdbpeOuPz8fDkfYbyCg+pz06ZNzJ07l+HhYQ4ePMhvfvMbysvL2bhxI7GxsfJy4rYOW65k/PHx8cyaNYuIiAjq6+vx9fWlqKiIX//612RkZJCenk52djZ+fn5YLBY+//xzPv74Y06fPi3zP1966SXeffddnnzyyW89ufGA8By6HhIiZNrR0cHg4CDFxcXS26Fsf+cKpQHs6+vLvHnz2LZtG2vWrCEoKMitxo8rxCZVhprF5rVYLFJpVlRUcOjQIcrKyqQXxWKxoNfrWbt2La+//rrkKISJDVsq80B7e3s5deoUx48f58aNG9y5c0fKn16vlw0wIiIiaGxs5Pbt2zKaYLVauXPnDseOHaOxsZHnn3+el156ySnELry6IoFdUI8JI36819Q1jOrj4+N0ERHPj7WvlF73/Px8fv3rX/P5558zODjoFGUAh/Fw5MgR1Go1P/rRj1i2bJmkSfGUalofHx9GRkaoq6uTnJOuz7v70H9UCI8OOFhZPv74Y8nd64rp06c7zbepqYn33nsPi8XCO++8w6xZs5x0kDtDzfAlUf+tW7f4/e9/T0VFBRqNhqSkJCe+a3Hhv379OkePHqWyslKmYg0MDBAWFsbMmTNZuXIl27dvlwaQu4074YBRqVQMDAzw0UcfcfHiRRYuXMi6devk65TMGN3d3dy4cYPPP/+cU6dO0drayrJly9i5cyfPPPOMjIZ5SrRAuef1ej3Lli2jpKRE8rsLikWz2YzNZpNnqfipUqlob2/n0qVL5ObmSj5wkevtaSlaItVPMIGMxUKkNMzFGepuCIeTGO/FixfZu3evNFyFwa3VaklNTSUjI8OpUFKsndIWEv/XarXMmjWLoKAgLl++zMWLFzl16hTnzp3DZrNRU1NDW1sbJpNpzEjlo+Cx7mKhVENDQ5k/fz6pqancvn0bs9nM2bNnOXv2LJmZmaxZs4a7d++SnJxMfX097733HsePH2dkZIS4uDhWrlzJz3/+cxYvXgw4bmEBAQEekZvl4+ODv78//v7+TopCHI6Dg4MPdOcR4VolE4GSqFl4RfR6PTNmzCA7O5vw8HDAkSbxbRf3ceNhRrTwtoLD83zjxg158xQ5dyMjI8yYMYNNmzaxY8cOtFqtW6qclcar2WymrKyMEydOSKM0Ojqa9PR0EhISSE1NJTs7m7i4OOrq6igoKKCuro6GhgaqqqpobW2lvLxcdhgLCAhg5cqVMqXFx8dHes9HRkYoLCykp6eHlJQUWaw4nvRgrp5Xq9X6wC3fNedVvE6r1aJWq+VF5PDhwzL3UKfTERwcLKMgQ0NDdHZ2smvXLqZNm0Z6erqUX3dBzEt8t5WVlZw6dcqp4l5A8BOP1QXIE6GUF39/fzIzMzGZTMTExBAcHExXVxdWq5XU1FRmz55NbW0tN27coLu7G5PJRG1tLfv27UOv17Njxw4yMjLcbriLw1AY5fn5+Rw/fpz+/n4ZqVGGmru7uykpKeGjjz7igw8+kMWzWq0WjUZDXV0dt27doqamhtmzZ3uM8ar0cre0tHDx4kV8fHx45513ZIQRHClzvb293L17l8uXL3P06FFu3LiBVqtlzZo17Nixgw0bNsj8X09gFxBQntP+/v5s2rRJhpLz8vIwmUxObAPwZeqdKGITnOlKliJPMPjGgvIMGxkZITw8nJCQENmG3LUOQOhWd0Op+7u7uzl69Chnz57F19eXwMBASavo4+NDYGCgLI4UjAqiTboyEi72aEBAAIODg5w5c4aWlhauXr1Kc3OzU6ql2Wx2Yvj5phi3gq34+HhWrlxJVVUVt27dko+XlpbS1NTEyZMnZQrB3bt3ZaeFzZs38+d//ueSf1CZsO4JEB1AvokhrTSYXD9LCI+nbsyvgzC+RKrAmTNnnJK8BSVWaGgoc+bMIS0tza0tSJXr4O/vT2pqKrGxsdJ4ffLJJ3nttdeYP38+AQEB+Pn5odfrSUtLY8WKFfT29lJVVcXx48fZvXu35M28fPkyHR0dvP7667z22mtORSXguNWePHkSvV7vRNIsDp3xgGvOq6BtUcL1wFMarzabjUuXLnH06FFZrQ6OinXRHGRgYIDLly9z9epVzGYzxcXFXL9+XRrx4jPd0eZYzMNut3P06FH+6Z/+ic7OTifOYbVaTUhICCEhIRPOfPFtobzMzps3j1/84hfU1tZiMpmIjY2VNG4ajYagoCC6urq4dOkShw8fJi8vj46ODioqKvj1r3+NzWbj1VdfJTk5+StZJyYaSi5moRvF+Pr7+/n888/56KOPuHr1qjRcw8LCWLNmDYmJiZSVlfH5559TVVVFfn4+K1asIDg42O2eSWXRZH19PX19fcTFxUleYavVSm9vLz09PVy+fJnTp09z+vRp6uvrCQ4OZtu2bbz66qtkZWU5eaLdPa+xIPZ9XFwcTz/9NOAwbIVjAxxFQBqNhsHBQSfWHUBGroaHh9Hr9R5jnH8V/P39ycjIYMmSJVy9elXOSafTedxZLyJxIn2ltLRUnmci51zklnd1dVFVVUV/fz9hYWEEBwfT1tYmi9FdIZxYRUVFDA0NPbC2wcHBBAUFfSeH5GM1XpUHY3BwMOvXr2d0dJSkpCRZoCRuU8pQujBmrFYrg4ODdHd309DQgI+PD9OmTZOvE205J3qjut5Qrl+/LhOy9Xq9vEEA0g0vxik8q2N5dZSJ3OA4lPz9/Z1yYj1RKSkhmhYA0pApKSmRofLBwUGnXN5p06a5NRXC1WuVk5PDj3/8YzIzMwkMDGTdunWsX7/eqW0mIA2B2NhYEhISCA0NJTIyksuXL8sLWV5eHgkJCaxYsQKdTkdfXx+1tbWcP3+eq1evEhAQwPr16yXJOIyvkaT8fmNjY1myZAllZWWSus7Hx0dSvImIgLKoq7CwkEuXLlFWVobNZiMhIYGcnBwWLlzIkiVLSE5O5s6dO9TW1srGFW1tbZSWlkrjH8bXQP8qKL3M7e3t0nOsZL6IiIhgzpw5zJs3z8kY8ATPyMMgdIYoDpw9ezazZ8+WDgBXxMfHk5SUREJCAvv37+fQoUN0dnbS0NBARUUFra2tzJgxw+3Gq/Jv6vV62SnMZDJhNpux2+10d3dz6tQpfvnLX3LhwgXAIdsLFixg1apVsiPh8ePHqampoaqqinPnzjF37lynpjYPcyiMN5QGWG9vL0NDQ5jNZs6fP09dXR1Xr16ltbUVs9lMTU0NpaWlsqh35syZbN26VabSjYyMSD3qiUadcg/Fx8ezfft2fHx8CA0Nlbmsc+bM4d69e1y+fJny8nKn6JAofq6qqmLevHky19KTIWpaBgYGsFgsTue7gNC37oZYn4GBATo6OpyoPwUTCzj23/Xr1+nq6iI4OJi4uDhCQ0Npa2vj8uXL0kOrnKvFYnHq5ujn54dWq2VgYIDg4GASEhJISkqSud/fhid8XDyvdruj41B6ejqxsbGsW7eO1tZW7t69y61bt7hy5QqVlZXSGheGn91u5/jx49TW1rJgwQKefPJJ1qxZw/Tp0wHcYri6ore3l9LSUhnOCAwMdDokRQhSqUxcC5xEeFb8Xzw/bdo0Fi5cSEJCgny9Jx+i8OWFxWazUVJSQlFREc3NzQ8cpHFxcaSnpxMfH++UaznRm1i5Lmq1msTERN566y1ef/11AHnx+CrodDqWLVtGTk4OV65c4Z/+6Z/Yv38/4OAQvXjxIo2NjZSXl3P48GEuXbpETEwMP/vZz3j66aeJiYmRBt14hjDFrdpud7RoXLlyJRcvXuT06dNyrq5FaWJ/VVdXs3fvXq5evSoPyRUrVvDnf/7nZGZmyoJFX19fmedlNpvp7u6mq6vLSXG5Q1Er2U9UKhVLly5lw4YNXL58mcHBQSkHOp2OwMDAB9KAPNEYUEKZqiPwMC+GxWIhJCSEZ555Bo1GI7tV+fr6MjQ0REtLi8zFBPd5hpR/V9leUxx8HR0dNDQ08Nvf/lYarjNmzGD58uVs376djRs3EhYWRlNTExqNBn9/f+x2O2VlZeTn55Obm+t241U5x5CQEPR6PUVFRfzzP/8zdrud4uJidDodSUlJ6HQ69Hq9LIJJSEhwYnuxWq1ORdGeCnEZiouLY/v27aSlpdHe3s706dNJTU2luroalUpFR0cHra2t8mJpsVi4efMmp06dIjQ0lBkzZjygpzwBSueW4FW+evUq4Aifi/bpytQIT9IvYixKna0cn6A7u379Omq1moiICEJCQhgaGqKrqwuz2SxtmbFYJET9AziKYzMzM1m6dKmTLH8bnTPuyT+hoaGEhoaSlJREVlYWGzdu5NChQ/zLv/wL5eXl6HQ6qTjDw8O5d+8eN27ckP/y8/NZvXo12dnZTuThEwmlsAUHB7N69WrKy8spKyuTBri4QQg3u+tizJ8/n6VLl6LRaCgtLaWwsJDe3l58fX2l8Ttt2jSWLl3qxIHrqcarK1XN0aNH+d3vfueUIjIwMIBarWbu3Lk8//zzLF26VBJve1rnIqUyFBcQYVwqi5dEqodGo0GtVkuZbmxspLi4mIqKCj766CP0ej21tbXcvXuXGTNm8Morr/Dss886dc2ZCChpn0JCQh7gMVWmrmg0Gvr6+igoKODkyZN89tlnco/u3LmTn/zkJyxZssTp/YGBgdLrCl8qQHevq9J4BVixYgUDAwN0d3eTl5cnCyS7urq4desWc+fOJTY21imH0JMOSBFGF4eEkgBdpD8ImjJx2RCyazKZ5D4VDQpE9KuwsJD09HRWrVolGUBE8Yk7YbFYpCdIhBiLioq4fPky586dAxxzee6559i4caOT51zoVHGQhoaGyvC0gLvlExwk/Fu2bKGvr0825Jk9ezZr1qwhLS2N1tZWrl27Rn9/P0FBQURHR08KY9UVypz66OhoIiIiMJlMMhVAtBstLi6mtbUVu90uDfaioiL27dtHVlaWNHZE8a8nQVnEqqx5EQVmgk9aGPKeIH8CyiJjAZF3DF92xATH/Nra2mhra3P6DKUdI+bs7++PWq2WOc6BgYHk5uby0ksvsXbtWqmfv60dMC7G61heR19fX3kwzJgxQ35RZrOZ0NBQZs+eTU5ODgMDA+Tn59PR0UFzczP//u//zunTp2VlZVpamjQUJ0oIlF9ueHg4L7/8MmFhYbz//vuyfajwEqhUKrRaLVqtlvDwcMLDw4mNjWX16tVs3boVgH379tHS0kJvb+8D+SKinaPgVnN3l62HQcnj2d/fz5EjR6T3UdzKRkZGCA0NZevWrbz88suy/7onQRh3QrmIPCDXIjmlgSsMCbVaTVBQEOvXr6e+vp7Kykra29tl3pCfnx+rVq3ijTfeYOfOnYSGhn7rEMl3gdLQCQoKQq/XMzw8TE9PD0VFRbJjmkqloq+vj48//pjDhw/LqtPExEReffVVVq5cCThSZwTFyb179xgaGpLyMHv2bNLT0yXFj/juJhqu3IFWqxWTyfRAZazVaqWvr4+BgYFHphFzBx5WZS0KSAV8fX0foBJUGm0ajYbFixdz584dTp06RV1d3ZgNV9wBpS4PCAggNDRUeoVbWlooLi7m7NmzjIyMkJ2dzdatW9m5cyfz588HnIn/NRoNQ0NDaDQali5dypo1a5x0qbuKtpRrmJCQwIsvvkhoaChFRUXodDrWrVvH008/ja+vLx9//DGff/45vb29ZGVlsXTpUqdCSHfWDnwTuMqtKGRVtuResGABM2bM4NKlS8CXnSnNZjOdnZ0MDQ3J93va3oQvZde1g9RYuduCscj1ve6E65knnDdKDn+hxwV7glhXcX4KiDn39/fLOQcEBJCbm8vLL7/Ms88+K2X3u9Q0jesOFnlZ4oux2+3U1NSQn58v8yQAFixYwPbt29mwYQM6nY6uri4GBga4efMmv/zlLyksLOTu3bs0NDTwzDPPsGjRIqKjoyfMK+n6xUZFRbFjxw7mzJnD3r172bNnD3fu3EGr1RIREUFCQgJz5syRxOchISFERkYyffp0hoeHyczMJC4ujqqqKqeUg+rqan79618zNDRESkoKb7/9Nrm5uYDneYKE8Nntdq5fv05FRYXT82JtkpKSmD9/vhNXn6fRnSjpvx5lXMq2k+C40ISFhTmtT3x8PMuWLePVV19l7dq10qvlTkUVGhpKRkYGOTk53Lx5k+rqanbt2oXZbCYmJobp06czNDREeXm5k+G6bt06efGw279sUSkKgUQnspSUFLZu3crGjRuJiIiQF0x3ya2y2cfZs2f59a9/TUlJiRMnZkJCAps2bWLLli3ExMQ80HDF3Xjc+aciauBK4O9uuHIDJycnk5OTQ2NjI3V1dQwNDWGxWJwYabZv3y4NV9FyW3nmiPbhc+bMYcGCBQCy+Mdd+1CpX0RUKiYmhr6+Pnx8fIiMjMRqtXL+/HkOHTpEQUEBYWFhPPPMMzz77LNERUVJ3lBPOg++DZRr7konJXImw8PDyc3Ndap98ZS9+SgYa2+NRbXpTqhUKsLDw5k3bx7V1dU0NjZiMpmkjClT3FwvtsKbLPSUcg+L/+t0OlauXMkPfvADnn76aSfbwWMKtlzhmpdlsVhobGyksbFR3qRCQkJYvXo1zz33nAyXp6amApCbm0tQUBC//e1vyc/P57333uPevXuEh4fLnsdKwu6JgAhHBQUFsWjRIsLDwwkKCqKyshI/Pz/ZOnXOnDlkZWU5kfHbbDb8/f0f6Nks+G5ra2uprKwEHEpWmYPiScarENTe3l7OnTvnZLyLallwGEsLFixwqmT+OqLqicZYuYMPg5i3eH1HRwfV1dUUFRVx9epVuV4BAQGkpqayfv161q1bR2BgICMjIzJHbSIPTmV0QqvVkpOTQ11dHXV1ddTW1lJWVsbx48cJCgpi4cKFVFRUyG5wAM8++ywGg0HuSRGGLikpIS8vj+PHj1NaWgo4CkoWLlwo2RRE3rM7DAW73S4P+d7eXq5cuSLbaYo8NF9fX9LS0li7dq28XIkQu7svV8rwot3uaPwyPDyMr68vQUFB36hRi5IXdnR0lNLSUioqKlCpVISFhZGWluYUhnWHnlFeBsHRlGDjxo0UFxeTl5cnoxkajYbU1FQWL14sK/TBkb6iTO0StIWuVEWe4OWCLw92rVbL9OnTZV0HwCeffMLf/d3fUVRUBDj24M6dO4mOjnZ6v6fMxRVKPnDxu5JjWulx9fX1pba2lqNHj3L79m35GSKSmZCQwKJFi5zSrTzlHBwLYu4ComhbadzpdDqn4lB3Xx59fHxISkpi+/btBAYG8vnnn3P79m0n28psNj9QdK4ct1IWVSoVfn5+xMTEyKK8VatWsWnTJqlnxCXyu2DcrzDKTabRaIiLiyMuLk4aAKIrjzBcla8PCAjAYDCQlZXFv/7rv/LRRx9x4sQJcnNzZZODiYagyhJISkrij//4j2WRliA71+l0TkaRCBVoNBqmT58uK2nBocDEhgaH12Hjxo1OYXZPUFTKPNX+/n4uX77M+++/z+HDh51ymITimT17Nrm5uZMih/dRoCxIrK2t5ciRIxw6dIiSkhJ5UIJDOYeEhBAbGysVrbvDlOLyk5ycTG5uLidOnJBtmKuqqjAajVKhKkntZ82aJQ1Xk8lER0cHV65c4fDhw9y4cYPKykpsNhuxsbGSlFrAXVXQwoOu1+sZGhqisLBQepLhyxbT06dPZ968eU60ZkoqI3dC6TUeGBjgypUr1NbWEh0dzZIlS2T+36PweyqNt66uLq5fv05tba1MIVi4cKHbu/mJ8YsLT0hICAsWLCAtLY3S0lLJwGK32/H39ycgIMCJgq2/v1/qVNGyeGBgAK1Wy+DgIO3t7URHR3uM1065XkrHRGdnJ2fPnpWG6/bt2/nZz34mm7rYbDaP4Dv/KohLl1JfPkw+TSYTZ86c4Q9/+IOMivj6+sozRK/XExIS4nRZ84T9+VV4lPF5UuqDr68v06dPJz4+npkzZxIXF8dnn31GdXU1er0enU5He3u7E+cu4HS5FtDr9URGRpKamsrq1atZs2YNqampBAcHO3UvfBy224TuZMEHqgxbiUo1AVHEZLVaCQkJQaVSsWzZMlpbW2W7wI8++oi4uDieeeYZmVs3keTTonpOUGUpDVElbDabUyWeGF9rayt9fX1OrxNISUnhlVde4ZVXXnG6jXvCbVPpNb137x6XLl3i6tWrUtGIm5lWq5XFFKtXr37AOJhsEOFvcBgSt2/f5vDhw3z44YfSAIQvcwutViszZ84kPT0dtVotZdOdh44ytJOZmcmLL76I1WqVjRMEdZ1KpXI6KC5cuEBqairh4eGSuufWrVvcvHlTUvgEBgayfv16Nm3aRHx8vDQq3LXWysYeghO0uLhYkmELQygzM5Onn36aWbNmSRo+T5FPpfHa3NzMwYMHKSgo4IknnmDWrFnSeP0qw0CE0IXnR7T5rampkc9Pnz5dVrYLuPOCqZTTmJgYyVgj9plGo5E84WazmcDAQBoaGmhqapJOg4aGBi5duoRer2fu3LmkpqbKg9PTDB+R4iDav3744Yfs3bsXcBiuf/EXf0FWVhaALMzzVAeAsjh0rDGKtVXWD9y+fZsLFy5QUlICPFi8ExcXx7Rp05zyuj1x/kouYqUOEUwDov07OPbz2bNniY6OJioqyu1NiJROhlmzZvHcc88RHR1NZWUlAQEBBAcH09zczM2bNykvL6elpYWhoSGnjm6i4VB0dDQrV67kqaeeYvny5SQkJDit58Po/L4NJtTzOjIyQmtrK52dnTLn4969e06cr8LSV2JoaIiIiAjS09MpKCggLy+PM2fOsGrVKrcYr/AlzRA4K1wBEQbT6/VOHoKGhgZOnDghq0sBWUgiFn7z5s2kpaUBXy62J2xYpZHd19dHTU0NfX19Tl1RAObOncsPfvADtm3b5nTIgucdHl8H5doNDw+Tl5fH73//ew4cOEBvb68MQSv7rOt0OjIzM508lu42ipSUZtHR0bz22mtoNBr++Z//WYb9xaVR2f3m0KFDlJaWkpqaSm9v7wP56mFhYWzYsIGXXnqJjRs3ykILd6a5KD0BVVVVnD17ljt37qBWqwkNDZXGa0xMDKtWrcLX11fmU3rCJRGc90l1dTWXL1+msLCQyMhIJ8JvZfGgK4SXTpDAHzt2jMOHD8uLs6+vL1FRUUybNs0pmuROXaM8SP39/cnOzqaoqIjOzk76+/sZHh6muLiYtrY2KioqsNvtVFZWjtnyNysri5dfftkp59yTPF4i2iYM69OnT/Ov//qvdHZ28oMf/ICf//znzJ07F8CJysxTocxvHx0dpa+vD4vFQmBgoOw6KM59tVrNnTt3OHLkCHl5edKAF8Y8ICnD5syZg7+//wO1Bp4C5Zg0Gg3JyclkZWVRWloqWXlE+gA4bIAvvviCxMRENm3aJI1Xd3V/E/tN6BHBydvb24ter8ff35+uri6Ki4u5cOEChw8flqxCPj4+TukharWa2NhYsrOzndghhH55nA6cCf+mBEGvkltMmbzsKphWq5Xu7m6am5slybgguPUEb4HIrVPSRAhhVm5kMb6qqiqOHDnC7du3pTdOHKYLFy5kx44dsghBfJ6nwPUGJdZNo9Gg1WqdjFdlz21Pytf9pnA1hPbt28f777+P3W7n2WefJSsriyNHjnD9+nWpeKZPn/5AfpqnQMhiSEgIK1eupLS0lM7OTtra2h4oIggMDMRkMlFZWUlnZycWi8XJcE1LS2Pjxo1s27aNJ554Qioodx0wQvnq9XpGR0cpKyvj4MGDsiWsK4WdxWJxOiw8aZ3EfhkYGKCpqUnmfArycwGl8Srmp2yYIj6no6ODAwcOcOjQIad+5XPmzGHmzJmo1erH6hX5tlDqCa1Wy9KlS7HZbAQGBnLs2DEZumxvb6e0tBSbzebk/FBi6dKlPPvsszKCpWRIcTeULDwAd+/e5ejRo7S3t/Pmm2/yd3/3dzJ3fDLoT+UYRdOBoqIient7iY6OZvny5WRlZdHZ2UlJSQkdHR2UlZVx7NgxKisrpfGqdJD4+voSFhYm60OE7vKkMxGcafl8fX1Zt24do6OjvPfee5KPWNkYBb70yIr9Nha95kRCyYAgdKgyJzU6OpoNGzaQmZlJT0+PNF6VaQNqtZqmpiYuXrxIamoqUVFRhIeHj1sr+HHfyULQRGWZ6PQiFtu1+EB4PywWi0zo9vPzo76+nvLyclQqFUuWLGHZsmVO+XXuUkqCGuurIHJdwaGkCgoKZMK6+H4CAwPJzs5m+fLlBAYGykpZT1Jays0VEBAgiyRcUz8iIiJknqvojONJ8/gmUKlU9PT0UF5ezq5du9i1axcqlYodO3bwxhtvYDabOXHiBPBl9fqyZcucqmM9ae7KsUybNo1t27ah0+lkhx+TyYRKpWJgYMDJwyd4/UJDQwkJCWHatGmsXr2abdu2sWTJEulZEF263OFhV14Sh4eHuX79Ojdu3JCXKlFsplariY6OJjMzE5PJJPehJ0QFXHkgrVarE8ODoOETUBqo4n3itVarlc7OTnp6ejh9+jTXrl2TXvXFixfz3HPPsXLlSqmbPGH+AsIgj4yMZOPGjVLuTp06RXNzM4ODgw9wTcKXlGKpqank5ubKhi8mkwkfHx+3G+cCIi3Ex8eHxsZG3n//fa5evUpqaipvv/22NFxFgbKnQ2m8lpSU8MEHH3D58mWGh4eJiIigoqKCFStW0NXVxeXLl6mvr6e9vZ26ujr5GaIltZDRWbNmkZSU5IbZfDsI22XGjBk8//zzFBYWyiYvfn5+0tOu0WgkN3Zvby/h4eFuZWUB58JlpSEtalgsFgvBwcFMmzaNzMxM+T6NRiNptcDhELh69SpWqxWLxcKOHTuIj4934oF9XJgwi0/kocXHxzN//nxiY2Pp6OjAZrPR2NhIfX29UyGXWHBwpA00NDTQ2dmJv78/M2bMIDY21uNIpx8GIZSDg4M0NTXJsJ0gwwdH/t28efOcWod6MoTiHevQFzk+ykN1MkEZGejr6+P8+fN8/PHHfPzxx9jtdl577TX+y3/5L7S3t7N3717p2QNHsd3WrVtJTk6Wj3nKgQnOnny9Xs/SpUvJysrihRde4OTJk1RVVQHIKm8lBG9tTk4Oc+bMITMzk6SkJCel6ymGuiDWNplMjI6OotPpMJvNDA8Pk5SUxI9//GNeeOEFuTaCZsndEHKn9JAr+Z5dD7mvMrpra2s5ePAgFy9epKqqisbGRsCxjmvXruWdd94hOjpaHiqe4pUEZznVarUsWbKEuLg4VqxYwZkzZzhx4oSUVSVsNhuzZs1iy5YtThGsR+mcN5FQcmSePn2aDz/8ELPZzIsvvuikO9ydD/moELLT2dnJ1atXOXfunPSS9/X10dbWxsmTJyWvsslkeqAbk2hXDY6Wv0899ZQTo4QnyedYEDm/gv9bySyjZF8wm800NjZy7do1WTQ5ffp0J0efJ52Zrp1NQ0JCSElJ4c6dOzLdytUwzcvLw2Kx0NfXx3PPPSfrPx5n+uCESYNysJmZmWzZsoW7d+/S19fHkSNHSE1N5cUXX5SvU3pVRecik8lEfHw8s2bNYtq0aU7FMJ602AJKaiWr1cqdO3dobm52Spnw9fVl/vz5vPzyy+Tk5Mj3itxBT4Iyb7KsrIyamhoGBgacwibKG5herx+TG86ToSw6sFqtFBQU8MEHH7Bnzx4Ali9fzrp16xgYGODYsWMcP35cdgIKCwsjJyeHZcuWERYW5pRK4olQFpGFh4cTFRUlPSF37tzh8uXL9PX1odPp8PHxYdq0aSxevJj58+eTkJAgD1Z3NF74Ooj8up6eHicPMjhC76mpqZLNw52UXg+DiNaoVCri4+MlE8S9e/eorKwkMTGRoKAgScSv0+nkfPv7++no6ODChQvs3r1b5jQDzJs3jxUrVrBjxw6Z2uIJHbUeBqE7dDods2bNIjExkYSEBGbOnElFRYVcW8FH6efnR0ZGBrm5ucycOdPtxYOuEGfCyMgIbW1tXLt2jV27dnH37l02bNjAzp07iYyMlFRCykIlT4SSt9tsNlNeXk55eblcl4CAACwWi1NRqBJ+fn6yXkKkzwGsXLmSbdu2kZGR4aSTPR3izHZNhxR1LSqVCn9/f3p6ejh37hxtbW2SLg0Yl/D6N4Uy8gMOW8SVw3zFihXcu3ePe/fuSR5/ZW6ryWSSNIxpaWmSLUPkND+O+U3YjlamBsTGxvLiiy/S3t7O73//e65evconn3xCenq6JJMGx0S/+OIL3nvvPa5cuYJKpWLx4sUsWbJEVvgrq3I9Dcob1OjoKIODgwwPD0ujRqVSodfrZa5rUlKSzFn7tl0nxgNK4nabzcbdu3e5desWlZWVslhJbNT4+HimTZvmVMzmKfP4pmhvb+fixYsyLSApKYn169fT1dXFnj17uHnzpjRcY2Ji2Lx5Mxs3bnTi8PVkuK6LMAzAYaS/8cYbTuvnmsst4KnGuY+PjzSwlTlnfn5+9Pf3MzQ0hL+/v0ceisqLa0hIiLzMV1VVceDAAZqbm0lKSpIXdx8fH0ZGRmhoaKC0tJSysjLu3r0rGSHUajXz5s1j586dvPTSS7KY0GazeRTvsitc18bX15clS5aQnZ3t5M0SuXdCRj0tN9LV49Ta2srBgwfZtWsX5eXlPPHEE7zxxhssW7ZM5h9PhlxXpZxarVb6+/vp6emRqTqu3KCuEJERsTdFJ6Zt27Yxf/58ua6e5sgZC0qjz9fXl5iYGDIyMhgeHmZ4eJiGhgbsdjvDw8OS735kZIR169bJz3hY8aW74crBvGHDBu7cucPFixedvK7KFEJxoRyvhgwTavWJakKtVsv8+fN55ZVXaGtr49ixY+zfvx8fHx927txJWloaFouFgoIC9u7dK42HFStW8Prrr8sKTPCskKwrlBybOp2O2bNnk5iYKA8awV8n+lbDgyTHngibzcbw8LAs3hE0PAEBASxbtoxFixY5eWIng+IREIaA1Wqlra1NdhsBR15yWVmZ5DoVj0dHR/PUU0/x9ttvs2TJErl5PVEJuUKZuqLMwf66sSsLhTxlnspxiAYEr7/+Ok888QRXrlyhpqaGOXPmyDbTJpNJ9t/2NCgvFjqdTubFdXd3c/LkScrKypgxY4b0WpnNZkZGRujp6aGhoUG2e505cyarV69mwYIFxMfHS+ooQHJTe+L8XSFSkcTlyVMdFg+DMLTFuEtLS9m/fz9Xr15l/vz5/OQnP+Hpp592qlqfDFDKjk6nIzY2VjaJAIdBGxAQQEBAgIwOCN0xNDQkKSfBcWHevn072dnZzJ49W3IPu9sT+ahQMmX4+vrKCJzVaqWqqorjx49TVlbmZNDPnDlTOgxcP8OToLwcRkREsHLlSlpaWhgYGKCgoEAy6igpwWJiYli2bJlkToLHm1Y24TyvSsqEnJwcfvaznxEZGcmhQ4c4dOgQra2tLFq0iL6+PvLy8qirq0Oj0Uj+06eeegq9Xi89fp4u1KI/s7+/P5GRkcycOVMacz09PYSHh0tj0N/f/wGXvSfA1YPc0dFBZ2enE0UGOAqANm7cKA24R2236ilQzlP01G5ubpbKpqSk5AE+wujoaDZv3swbb7zBqlWr5Ge5i/bkm8K1p7VYS9d+1fDlIeKJni1wVowajYZ58+Yxb948urq6SExMpKioiE2bNvHcc89JijNPhXIuer2e7OxsKioqKC0tZXBwUIZnx4JerycxMZHU1FSWL1/O1q1bWbJkiXxe8BZ7ssfVFUp5E5XRY3nkhP70NCNA7CehEyorK2VO+Zo1ayRlkrL71GSAMqfT19eXmTNnkpubS2FhIRUVFajVaoaGhsZ0YPj6+srCtBkzZvDDH/6Qt99+e8zcT09ay4fBtfWv6AJnt9spKysjPDycM2fOUFJSwtDQELm5uezcuZN58+bJ9ymppzwNyuhBQkICW7duRavVcvLkSfLy8mhra0On06HVagkLC2Pt2rVs3bpVpgw8bnvAradrQEAAq1atIjU1lWXLlrF3714aGho4c+YM/f39WK1WcnJyWLx4MdnZ2SxZskTSN3ji4fkoCA4OJjQ0VFbKBgUFERMTI+fiiZ4QZRW3yWQiLy+PmzdvOvGBarVaFixY4JTSMRm4CZVQKktx6VBSQykRFRVFcnIyS5YsYceOHaxYscLpczz9UjUWlF5/4SlSKlJBZ+OJFyxX+Pj4EBERISvWX3/9dXp6epg2bZqUT0+eg/LiExISwqZNm/Dx8eHChQu0trZSX1/vVKmdmpqKv78/Wq2WWbNmsWrVKrKzs5k2bZo0EASUZPGTEWL8X5U24InpSsq9NDAwgN1uJz09nYULF0qZ9MRxPwrE+RAUFMRzzz3HggULyMvL4+TJk5w8edIpn1Vg2rRp/NEf/RFPPPEEer2epKQkp7NvsnKDCyippubNm0d0dDRbtmyhp6eH0dFRoqKiSEpKIiwszOl9njpfV7skISGB1157jTVr1vDBBx+wa9cuAgIC2Lx5M0uXLmXOnDmkpKSM20XMrcar3W4nICCAlJQUkpKSSExM5Pr163R2djIyMkJUVBSLFy+W1XjwpddgsiheVw9HYmIib731Frdu3ZLpE6tWrXIqUPM04xWclargp/Pz82NgYIDAwECWLFnC5s2bJ3UrWNck9RkzZrB+/XqZRhAYGIiPjw9BQUEkJSWRnJzM/PnzycrKQqPRyI5GkyXk5wrlvpos++uroDS2ExISZHhOFA14snwqL1FarZb09HT8/f2ZNWsW3d3dNDU1cevWLfr7+0lNTWX27NmyuGfatGksWrTI6VAUF03X4ovJCE9fu7Hgyvvt7+9PTk4OOTk5LFq0SBbNCRaXyQiRRhQVFUVUVBQLFy4kPj6ehIQEqqursVqtkvUDHGkCb775phOtoMVikdRwk22NXaHkTtXpdMyYMUNyn092iFz5gIAAwsPDef3119HpdAQEBLBlyxYnb7LI3X7cRrlbjVflJhXkvsuWLZMJvoLj1bWvsafeTB4GpRdl7ty5zJw5U+YZ6nQ6WZUv4GnKSyl4er2eJ598kq6uLtra2hgYGECtVrNy5UrWrVtHUFCQE8vCZIKr8ZqRkUFiYiLvvvuuDHkIz45ocazVap3mORlSBb5PGEtfeFpI+augHGd8fDwxMTGydkBwKIsuWuKw9/HxeSAlQNlAwouJh7Jlak9PD4mJibzwwgusWLGCOXPmAJ7JevFN4Gps6nQ6Nm/ezKpVq2SnKSWpvV6vlywaAlNJf04mJ9s3hStFX0ZGBj//+c9RqVQyV1lgvL4Dt0qKSqWSBSMiH3asPCzh0XpYz+TJhIfN0ZMhvnOz2YxOp2PBggV0dnZy9OhR6urq6OvrIzg4WBJKi/zdyQ6NRkNISMgDCtYVnkgV5YUDQsGK6m2NRjMp10l4L5QXeWW0ZqzXC9J0T2kv/X2HMNw0Gg0LFy5ErVY7eeImo1yOBcH9qdPp8PPz+9qwsXCACEq+qQRlBMVqtWK1WmW+tnB+TNY5q1QqSQnm7+/vdE4K59x48iu7/ZozVsGIMtdF/JtsXryvwlhznGxISkpi0aJF5OXlERoa6vFpD98WD6NpcaWP8sKzIbyTkxWuB5yrDlFCeHwm66E4laFSqQgODpY5rkpMFT3i6qD5Kh2qUqkIDAycyOG5BcKGmcw6aCwo11qpjybCQed241UJ5a0EnJXwZDTwxoLNZpNeIGH4TJY8J2VIJy4ujrfeeovs7Gx8fX1ZunSpfG6qbFARnhVpLGNxSU6FaIAXkwPKIiUlG4RrDuhkYGHxwoHJRMD/bSDOdCG3yrQB0SRlqpzt32eIsxImrpvdNzZeDQbDeIzDYzDV5wfjM0fXVqLuhHcNpwam+hyn+vxg6s9xqs8PvHOcCpiK8/O6jLzwwgsvvPDCCy+8mDRQeSohrhdeeOGFF1544YUXXrjC63n1wgsvvPDCCy+88GLSwGu8euGFF1544YUXXngxaeA1Xr3wwgsvvPDCCy+8mDRwK1WWwWDYCvwpMAeIAFqAm8A/Go3GK+4c23jAYDC8Abx3/9d3jUbjb9w5nu8Kg8HwNvCfX/Mym9FonLQ8MAaD4f8FFgOzgUhgGLgLfAb8q9Fo7HLf6B4vDAbDSuDPgGVAOHAPKAZ+YTQaj7pxaN8JBoNhJ/AkkAUsAIKAD41G4+vuHNfjxPdFTqeqjAIYDAYV8APgx0Am4ANU4NCx/2Y0GkfdOLzHgqkup98HXeMKd9k1bvO83hfiw0A28Dnwz0A+sB24ZDAYptRiGwyGBOBfgAF3j+UxogD4vx7y7/T91xxzy8geH/4cCABO4pDRDwEr8N+AovvrOulhMBj+BjgPrMKxH/8BOASEAavdN7LHgr8B/guOA6XJvUMZN0x5OZ3iMgrwB+C3wEzgE+DXgBbHen5y37id7Jjqcvp90DUS7rRr3OJ5NRgMscBfAG3AfKPR2K54bg0Ow+e/Ax+4Y3yPG/eVzn8CXcA+HHOf9DAajQU4DNgHYDAYhOf8VxM1nnFCsNFoNLk+aDAY/gfwX4H/DZjUJHoGg+EF4P8GTgHPGY3GfpfnJ3vXiT8HGoE7OLwiZ9w7nHHBlJbTqS6jBoNhB/AGUAssNRqNnfcf1wC7geeBt4Dfu2mIjwtTWk75fugawP12jbs8r4n3//Y1peEKYDQazwD9QJQ7BjZO+BNgLY6Q0KCbxzLuMBgMc4EcHDfPI24eznfCWIr2Pnbf/5k6UWMZDxgMBjXw/wJDwKuuRgGA0WgcmfCBPUYYjcYzRqOxymg0TllewKksp98HGQWeu//zH4ThCnJef3v/159N+KgeM6aynML3Q9co4Fa7xl05r1WABVhqMBgilZvVYDCswpEn8pmbxvZYYTAYMoC/B/7ZaDSeNxgMa909pgnAT+7//O1UyNN6CJ65/7PIraP47liGI0z5KdB9Pw99LmACrk/F3PPvGaaCnH4fZDT2/s+aMZ4Tj2UbDIZQo9HYMzFDmlBMBTn93sAT7Bq3GK9Go/GewWD4X4F/BG4bDIbPcLieZwHbcOTD/OThnzA5YDAYfIH3gXocIZEpD4PBoAdeB2zApC5IU8JgMPwFEAiE4Cg4WIFD0f69O8f1GLDk/s82HDnn85RPGgyG88BOo9HYMdED8+KbY4rK6fdBRoUDZ+YYzyUr/p8OXB3/4Ywvpqicfi/gKXaN2wq2jEbjL3CESnyBd4G/Bl4AGoDfu6YTTFL8H8BC4G2j0Tjs7sFMEF4EQoFjRqOxwc1jeZz4C+D/xFHpvAJHwcjGSX5gAkTf//lTQA+sxxH5mAscx1Ecs8c9Q/PiW2Aqyun3QUYP3//5c4PBEC4evG8o/F+K14VN6KjGD1NRTr8v8Ai7xp1sA3+FIwz0exwe1wBgEY4QyYcGg+H/566xPQ4YDIalOG4l/zBFwlqPih/f//kfbh3FY4bRaIw1Go0qHOG953B4Q24ZDIZs947sO0PQmKlweK++MBqNA0ajsRR4FkfxwZMGgyHXbSP04pExReX0+yCjH+NgZpmFIxr5K4PB8AscBbFP4Ui1A5gSaVhTVE6nPDzJrnGL8WowGFbjSMA/aDQaf240GmuMRuOQ0WjMx6GMmoD/xWAwJH/V53gqFG71Sr5Mtp/yMBgMc3DkpzUCk5pz8WEwGo1tRqNxP7ARBzfxe1/zFk9H9/2fNUajsVD5xP1b9fH7vy6d0FF58Z0wxeR0ysuo0Wi04UiZ+wugFQfzwA9x6NIVONLqAKZCRFJiisnplIan2TXuKth6+v7PB2gkjEbjkMFguI7DiF3I2Ansno5AHCTMACaDYUzmj18bDIZf40h4/rOJGtg44/tQqAWA0Wi8azAYbgNZrkWHkwwV93/2POR5YTjox38oXjxuTBE5/V7IqNFotOLgrv0H5eP36wiycBD6l078yMYfU0ROpzo8yq5xl/Gqu//zYXRY4nHLBIxlPGDGQTY9FrJxGOUXcSjlKZFSYDAY/HB4C2w8fO5TDdPu/5zMhvp5HCThqQaDQWs0Gl333Nz7P+smdFRePE5Mdjn9vsvoG4Af8IcpQAn2VZjscjrV4VF2jbuM1ws4ulD82GAw/IfRaJSdKAwGwxZgOQ4alMtuGt93wv1Q1o/Ges5gMPw3HIv8h8neHtYFL+AoJjg8VQq1DAZDOtBjNBpbXR5X4yBMjwYuG43G7rHePxlgNBo7DQbDJ8BrOBLx/0Y8ZzAYNgCbgF4cBRVeeCCmupx+X2TUYDAEG43GPpfHluCowB/A0bhn0mKqy+lUh6fZNe4yXj/F0SllPVBmMBj248jzycCRUqAC/nqy9zn+nkEUak32jlpKbAb+v/tUPNU48s5icHROScYhs++6b3iPDT8HngD+9/s8y9dxNBJ5FocX5N3JzC15v3vRjvu/Cj7NXIPB8Pv7/+80Go2Tuevd90FOp7SM3sdJg8EwDJTgaNSTiaNYy4yjq9hkTKFTYsrL6fdA13gM3MXzajMYDE8Bfwy8jEMB+QP3cBT6/E+j0XjCHWPz4pvjPmHxCqZeodYpHMb4cmABDgqwQRwJ6+/jkNN7bhvdY4LRaGw3GAxP4PBoPYujO1o/ju5o/4/RaJzsvJJZOFprKpHMl/yZd5ncLZunvJx+D2QUHE6dl3HwZOuBZhxc2X9vNBrr3Diux4UpL6dMfV3jMVDZ7d+HLmZeeOGFF1544YUXXkwFuI3n1QsvvPDCCy+88MILL74pvMarF1544YUXXnjhhReTBl7j1QsvvPDCCy+88MKLSQOv8eqFF1544YUXXnjhxaSB13j1wgsvvPDCCy+88GLSwGu8euGFF1544YUXXngxafDIPK8Gg2HSc2oZjUbVw56b6vODqT/HqTA/mPpz9Mrp1J4fTP05ToX5wdSfo1dOp+78vJ5XL7zwwgsvvPDCCy8mDb5xhy2j0Tge4xhXGAyGR37tVJ8fTOwcRRMM8VOlUqFSfeVleExM9TWEqT9HT5bTxwXvGjpjqs9xMs4Ppv4cvXLqjKk4P7e0h/ViasNisWCz2fDz85OGqqvBOjo6is1mQ6PRuGOIXijQ19dHUVERt27dQq/X8+STT5KamgqAzWZDrfYGaLyYXLDb7VgsFkZHR9Fqtfj6eo86LyYONpsNm83m9Pvo6ChqtVrqU7VajY+Pj7uGOGEQ+1Cj0TzWfTjhO3p0dBRwLNy38cB54Zmw2+3Y7XbUajVarRZwbNihoSFMJhNWqxWVSoVWq8Xf3x+dTic3rt1u98rCBEIoUnFxqK6u5ne/+x27d+8mJiaG0dFRoqKiCA0Nlesy1dbIZrPJaIBSFwk5/rYRAi88AyqVCp1OJ3+favLrhWdBGVkEnIzUr3ufeK94/1SRU7HnhD3wuDGhxqvNZsNkMgHg5+f3vbh1fF9gt9sZGRlBo9HITXv79m1OnTpFQUEBra2tqNVq0tLS2LBhA2vXrsXPzw9w3MyUB40X4wulcuzt7eXSpUucOnWKwcFB7t27R0VFBbW1tWRlZaFSqZwMuqmC0dFRRkZGUKlUTh4B4THx8fGZUvP9vkNEELxr6sV4QFyGv6ln0Wq1YrVapWz6+PhMGbtorDPD1cj/Lpgw41Uoj4CAAPmY1WoFvpzkZAzt2O12bDYbKpXqG4VXhbBPdoWqnLtOp2N0dJSWlhaKiorYt28fx44do6GhQb7+888/5+7du1gsFtasWUNISIjHGq7CQymiBa4QimYyhdWtViu+vr5oNBo6Ozs5fPgwR44cQaPRsGHDBhYvXszs2bMntUx+FUZHR/Hx8UGj0TilrAg5Vh4e4lCZTOv7VRCXENfLiN1ulzIuLiviu5is+mlwcJDa2lr6+/tJTExk2rRpgOelwXydjhG6dbLpmakOce6Pjo7i6+vrFEW0WCyMjIwwPDws9UpfXx8DAwMEBQURHByMzWZDr9cTHBz8QOqc+OzJaMQqdYtarcZqtVJfX09PTw/Tpk0jNjYWeDz7cMKsxbEUoHCRT2avzjc1WpXvmyohAuUcKioq+PTTT9m9eze3b99Gp9Mxffp0fH196e7upq+vj2PHjtHT00N3dzfPP/88wcHBANJz6ylQrq3rYS+em2wHisVikZfE4uJifvnLX3L37l2ee+453nrrLTIzM1GpVFLpwtQKZT1sHmM9PlkNt4dBORfl2ipDl66vmSzzV+7P0dFRKisr+Y//+A8KCwt56aWX+OEPfyiNBk/as2q1+oGiViUmq56Z6hB7w9XAVKlU0nlTV1eH3W7Hx8eHmpoa7t69S2JiIklJSVgsFpKTk9m4cSOBgYFjfvZkhHDIif+Xl5eza9cuamtreeWVV9i2bRvgOOu/q9Nq3I1Xq9UqQ3BNTU3s27cPq9XK9u3bSU5OfuD1k8WQtdlsWCwWp6IkEQL4KghhVuaBCINiMikokYwuxlxeXk5hYSHXrl1j165dtLW1ERUVxRtvvEFmZib+/v50d3dz8uRJTpw4waVLlwgJCSE2NpaVK1cSGBjods+71WpldHRURgGEx+PrbsDCazIZbsriO7ZarVy5coX8/HzS09PZuXMnTzzxhJtHNz4QKQI6nQ61Ws3Q0BA3btyguLgYrVbLkiVLyMrKAqCsrIyOjg5mzpxJQkICAMPDw2i1Wo9YX+HtGcvQGQtKT4hWqx3zYPy2F/DHDbvdjtVqlV6nb6IPlJ6qvr4+bt26xeXLlykuLsZqtRIdHc22bdukoSAiEO7CyMgIdrtdytWjyNZkPCdcIdZXCeFpBGej0N3nwVgQY1VeKEZHR7l+/TqhoaHMnj2b6upqjEYj5eXl6PV6fH19MZvNmM1mbt26JffkvHnzuHPnDkFBQQwNDREfH8/SpUuZOXOm/GxPu2x9HZRjLSoq4oMPPuDw4cNER0c/ss56VEyY8QrQ1tbGf/7nf1JTU4PJZOLtt98mJCQEi8WCSqUiICDAIwV2LKjVapmzqTR4HnX8Im3A1ZCdTBCHYFNTE0eOHGH37t0UFRVhMpkICQnhz/7sz/jpT39KeHg44PieUlJSsFgsHDlyhNOnTxMbG0tkZCSLFy928gK5Y8O6rp8ypDfWpUooWE8war4O4rDWarWYzWbOnDnDxYsXiYyMZOPGjSxevBgAk8kkw+pTBUrjoL+/n0uXLvH73/+ezz77DJ1Ox9tvv81LL70EwPHjx6moqCA3N5dXX32VqKgodDqdx1yov6sXbixDYSyD2B35dyL/+NtApIMAdHR0UFhYyPDwMAB5eXns2bOHnJwcabyOjIy49awR81Qa7EooPeFqtVru3ckI5Vwmy/n+MIh9YTKZGBoawtfXl4KCAj799FPCw8NZs2YNx48f5/jx4wBotVosFgsxMTGkpKRw7949WlpaCA4OZnBwkJMnT3Lnzh26urpYvHgxw8PD6HQ6meYy2SAYFdrb2zl+/DgfffQRAwMDrFmzhqSkJPm6x3G+j7skKQsfpk2bxs6dO9mzZw8ffvghzc3NpKWl0d7eTlhYGK+88orMibBYLB67WZXh7ZaWFgoKCoiIiCA7O/uRN2dBQQHt7e3MmzeP6dOnA5PrliXG2dTUxOeff86JEye4fv06ABkZGfzoRz/ipZdekoYrOGRhxYoV1NbWcvPmTVpbW6mpqaG/v18ah67Vl+7C0NAQZWVlnDt3jvz8fIaGhuRlxWQyERgYSFZWFuvWrWP+/Ply7Far1SMNP2UEpL+/n4MHD1JQUMDChQtZv369U+oG4JFz+KZw9Yj39fWxZ88e9uzZw61bt6Q35JNPPqG6uhp/f39qa2u5e/cuhYWFtLW18e677zJz5kzA89Javik6Ozupqamhq6sLs9lMQEAAgYGBNDU1cf36dfr6+ggICGB0dJTg4GBWrFjBkiVLCAsLc/fQvxZK46+vr4+qqiq6urqk8dDZ2SllG8YO0U8EhNEszsTi4mJOnjxJeXk5ZrNZnh8mkwlfX18CAwPJyMhg06ZNzJ49G3A21D0dVqsVi8UCgF6v/0aXwJGREaxWq8dEPYQDwGazUVVVxRdffEFRUZHUGYGBgZw/f57q6mrUajXz588nPj6e5uZmgoODWbBgASEhIej1euLj44mIiKCsrIwPPviAuro6mpubpV5auHChtCfc6dD5JhgdHaW7u5uWlhYKCwu5ePEibW1tREZGEhkZSVBQkHztpCjYEsp+dHSU2NhY/vqv/5rw8HD++3//7+zatYv4+Hjq6urIzMxkw4YN0ngVQutJEAaWRqPBarVSWVnJkSNHyMvLY/r06dy9e5e4uDjUarUTFQ986WnV6XR0dnZy/vx56urqWLBgAZs2bSItLU0urienTthsNqd8ldLSUvbu3cupU6cAyM3N5Uc/+hHPPvssYWFhkvNVGHd6vZ6VK1fy4osvUlBQQE5ODrGxsQ/lg52I+YDjOx8cHKSjo4OGhgZqamooKiri+PHjlJeXj/lesTn7+/vJzs7G39/fY40bIX8qlQqTycTt27dpa2sjKSlJGmeAk4KZrFAWX9lsNnp6ehgaGiIvL49du3Zx+vRpAEJDQwFHROjIkSMkJSURHBxMf38/HR0dfPjhh4SHh/Paa68RExPj9vx8wdYyMDCAzWaTeeRtbW3odDpiY2Px8/OTBVhtbW20t7dLJpCamhrKy8tpa2ujr68PjUZDYGAg1dXV5OfnAxAYGIjVaiUoKIi2tjaCgoJYvHjxhMi11Wqlv79fXhTHKmZ5GJTGq91uZ2BggO7ubgCioqKYM2cO/v7+8jXuMobEfHp6eiguLubYsWN8+umnVFVVPfQ9aWlptLW1sW3bNjIzMwkICHisVdvjAWURttKhMzAwgNlsdkrzsFgsmM1mABnJCgwMJDAwUH5frmlq7sDo6CjNzc3cvn2b8+fPc/r0aa5du/bA62JjY3nnnXdYvXo1wcHBtLW1YbFYmDZtGqmpqcycORO9Xg/A8uXLsVgscj1v3rzJzZs36ejoICUlhfDwcKfibk+Dcl18fHzo6Ojg7NmznD9/nhs3bmC1WvH39x8Xj/uE+fCF50etVrNkyRKys7O5fv06t2/fxmq1MjAwMFFD+dYwmUxS6O7evcvf/u3fcujQIfz8/AgNDeXAgQMEBASgUqm+soJ0dHQUs9lMe3s7Bw8epLCwkL/8y79k6dKlgHP+lqdBCKmoIrx+/TpXrlzBZrORnJzMn/7pn/Lcc8+h0WhkJaZrSCwlJYW/+qu/YnBwkKCgIMLCwtxWHKRSqTCbzbS0tHD9+nVOnz5NXl4eLS0tmM3mr5TL2tpaPvzwQ5qamnjttdfYtGmTVDDuzqn7KgiPo16vf+BG7OmH4qNAefEVBYL5+flUVlZSWloqXxceHo6/vz89PT34+vqyZMkS4uLisFgslJeX09raym9/+1t6enp49913SUxMBNznge3u7iY/P59bt27R09ODn58fTU1N3L59m8DAQObOnUtQUJDMx6+oqOD27dsMDw+j0Wik4Wu1WiX3siuEvNvtdqqqqqitrWXBggXjMl/XIqva2lrOnDlDdXU1CxYsYP369TJX7pvIo9Jg0mg0zJ07l0WLFjkVxrhTv4raj3379lFVVUVHR4fT8xqNBn9/f3p7ewGorKzkF7/4BYWFhfzX//pfyc3NlZdQEQ3yNIy1XjU1Ndy4cYPa2lqpf0SIubW1FV9fX8kBvmjRIrZs2eLk9XcXZZ+IiNrtdm7evMm//Mu/cOXKFXx8fPDz85P0nwBxcXG8+eabvPbaa8yaNUteHAWNVmBgoNP4g4ODyc7OprCwkNLSUvLz8xkeHiY+Pp7u7m6nyKUnwjWCcffuXS5evMiVK1dobW0FIDIykoSEBKf9NynSBsaCXq9n+vTphISEyI2r0+mcNqKrweMJUCr7zs5ODh06xMjIiKTF+LpirYehsLCQnp4e+bsnhM3HgtlsRqfT4evrS19fHydOnODQoUP09PQQGhrKc889x/r166Xhajab8ff3dxJUu92ORqORqRLugjAuVSoVvb29nDp1ioMHD3Lx4kWntRA5Z67yKJRWU1MTn332GVqtlujoaLKzsz3Sc64MVQpPQFRUFLNmzSIqKgr4eo+/yI1UwhOroYXhOjw8zJkzZ9i1axd5eXmYTCbsdjtpaWlkZmYSHh5ORUUFAElJSWzYsIFZs2YxNDREf38/TU1NlJeXc/ToUbZv3y6NV2WDh/GE3W5neHhYhlsrKyv59NNPuXTpkuRGbm1tpbOzE3AUTdpsNrq7u79SH2k0GmJiYmQ+r7+/P1qtVlZJg0NeEhISiImJGbdLmDLFpr+/n7Nnz/Kb3/yGlpYW7HY7y5Ytk9/D1+0npfwp565SqYiIiCAmJsYpkjeR+1N52SkpKWH//v3s27ePgoICwHEeLl++nKCgIPz9/cnMzCQ2NpY7d+5QXFzMzZs36e7u5urVqzQ0NJCbmwu41wv5KBgcHKS5uZn6+nrq6uqoqKjgxo0blJaWMjQ0JL8TcZESVItms5k5c+ZQVlbGk08+SUpKCjNmzHBbUxtxHlutVhobGzl37pzTeeDn50d6ejoLFy5k6dKlrF69mvT09Id+nslkYnh4WBrm/v7+Msog8rSbm5u5d+8es2bN8rizRAkR3TKZTFRUVHDy5EmuXLlCU1MTvr6+zJw5k3Xr1rF48WKni8ikMl6VBtno6CiDg4MyVAAPVup74oIpv3A/Pz9mzpxJZWUl4FBA/f39j/xZer1eCmp4eLjHpUiMBeWaFBUVcfDgQa5fv05ISAg/+MEPeP3112UoVtxKv+oz3AmlZ7SqqoqDBw9y5swZBgcH5Wu+KgfXZDLJfLrBwUEuXLhASkoKISEhpKSkAJ7hxXTtctLX18fNmzdpampixowZzJ8/H61W+0A6yFgQRqprYY+nQLmmJpOJY8eO8cEHH8gLiVqtZtasWWzbto3nnnsOk8nE7t276ejoYP78+WRkZDB37lw6OjpoamqiqakJcDRyuH37Nunp6QQFBU3YXlWpVPj7+zM6OkpdXR3Hjx/n6NGjNDY2yiIekU8IUF9f7ySvoaGhpKenExkZKaNewks0b948Fi9eTEhICIGBgZjNZg4cOCAjYSkpKaxfv55FixZJ+XjcxpLyEjA4OMitW7fIy8vDbrfT1tZGW1sb06dPdypuepi8KcfW09PjpItHR0exWq1ucwqIvMXGxkb27t3LL3/5S9ra2gDHGi9YsICXX36Z9PR0AgICmDFjBtHR0dKL5efnx9GjR7FYLNy8eZOFCxeSmpoq5dBTLssiXUeMpbq6mt27d3Pw4EEqKipkAxBXR0BAQABJSUloNBq6u7tpbW2ltLSUiooKTp06xQsvvMDOnTuZMWMGgIzoTRSUUcHAwEDi4uKkbtDpdKSnp/PjH/+YHTt2EBUV9bX7xDWH18/Pj4iICKKiooiKiqKjowOz2UxjYyNz5sxx4sb3JIjca7VaTUlJCbt27eLo0aOS1z0uLo6nnnqK7du3M2/ePODxpn9MmAQoB+vj40NwcLCkmbLb7QwNDckDApDheU+C0tsSFxfHD3/4Q/bv309dXR02m42MjAyysrIYGRmhpKSEuro6RkZGpGHg4+Mjq321Wq00XpVVmJ5SsKSEEFIx5pMnT/LRRx9x48YNABYsWMDGjRtZsGAB4Ch2cvW4KqHsOy4q2yfaiyAM66amJk6fPs3169cZHBzEz88PnU5Hf38/NpuN6dOnk5aWxowZM5g5cyaRkZHcvn2bL774gtbWVnx8fBgeHqalpYW8vDwWL14sjVexUd0ZonQdQ1FRESdPnqStrY0FCxYQExPzwGuVEGEv+NKjOdZB6XpwuQMi19PHx4eioiI+/vhjTpw4wdDQEOA4JFesWMHzzz/P0qVL6e/vx9fXl1WrVhEdHU1aWhqhoaEsX76c4eFhQkJCKC4uxmw289FHH2GxWOQBNd5FFMqQsMViYf/+/Xz44Yc0NjbK11gsFjQaDQEBAQwPD+Pr68v8+fOZO3cuYWFhxMfHk5qaKtv8inQCu91ObGws8fHx+Pn5SeNqcHCQrq4uADZu3Mj69evlZXQ8dJJSVtRqNXq9nrCwMO7du0dRURGXLl1ixowZxMXFAY9utAwPDzs5RsC5HfBEQXhcBUn9gQMH+Oyzz6ThmpKSwurVq9mwYQM5OTlERUU5GTYpKSmEhoYSHBxMb28vFy5c4Fe/+hU+Pj68/fbbsoDLU9LMhK7Q6XS0t7dz8uRJyfEpkJ6eTm5uLrGxsZKaMDY2loSEBBlp6O3t5caNGxw7doyrV68yOjqKVqtl69atJCYmTng6lrLBUmpqKmvWrKGpqYn09HTi4uJISEhg7dq1Uk4BeVkSnkmhK4Sxp9QbCQkJPPHEE3R2dtLY2ChTJwoKCkhJSZGGn7Lo1hMgxiPqCQ4cOEBNTY183m63ExcXN25R1gmTAuXmioqKYvHixZSXl8tE9e7ubg4fPkxgYCCrV69Gq9V6XJWd0niNiIhg586dREdHc+HCBVm0s2bNGkZGRjh9+rRsi3rnzh36+vqcPstqtaJSOfpvp6amEhISAngmQbEy16i8vJz333+fTz/9FICFCxfy1FNPOYVJvo58WMzbHVCG8Nra2ti9ezefffaZTF8xm82oVCqioqJITk4mJyeHnJwc6ZVTqVS0t7cTFRXF73//e+rq6gDHwVpeXk5xcbGs0PYE2XXt1lJXV0dJSQngkOGv8iK6em1tNpssthAyKjqruXOewugW65qfn89HH33E+fPnpSc9LCyMnJwctm/fzsKFC1GpVAQFBbFixYoHPi8+Pp5t27aRlJTEuXPn+PTTTzl+/Dg9PT2SWkzkto8XxHc+ODjI4cOH+eSTT7hz5w4ajYbc3FySk5Pp7e3l5s2b1NfXExgYyNq1a9m2bRvLli1j+vTpBAQEfK1RIy4mKpWKhQsXyhC74OAWB/d4GEdKmdFoNMTFxclcv9raWsrKyujv738k41V81vDwMENDQ07zio2NZcaMGU46ZyLkVWksl5SUcODAAQoKClCr1URHR7No0SLefPNNVq5cCTizCAiPupC3uro6ysvL6ejo4MyZMyxdupT4+PivdBJMJISh5uPjw8DAAFeuXOHQoUPScE1MTCQtLY3NmzezdetWEhISpONKyZUuUFNTw/z58/nwww+5efMmw8PDjI6O8sYbb8g8UHfknqemprJ161bsdjtLly4lKSnJiZNV6HylnD5sfcTeiomJIScnh66uLvr7+2lsbMRisVBbWysvk8rXu9s+EOPQ6XSYzWZu3LjBmTNnnAxXcESUxYVM2djncV0i3WK8RkZGsnz5cvLy8rh48SIjIyN0dXVx6NAhdDqdFHRPg7LDko+PDzNnziQ0NJScnBxGRkYICwsjNjYWm81GUlISbW1t5OXl8Yc//EHmpYlcyZGREWbMmMG2bdt44YUXnCq+PeEWDV8qX7ER79y5wxdffOFU9LJ06VJ27NhBUlKSU5W3p0KZZ9fW1sbBgwe5desWgMxtjY+P5+mnn2bbtm2kpaXh5+fnlGgfHR3Na6+9JruogOO7qq2t5fz582RmZrJs2TJJP+XusJ5SWQwODmKz2QgPDycpKUmureulyZX2y2azcfv2bUpKSujv70er1aJWqwkJCSE1NZUZM2a4LbylnJ/ZbObgwYP84Q9/kNXmAFlZWfzJn/wJK1eulDnZY8mpeDw8PJwlS5ZgNpspLCykpKSEa9eu8dlnn5GYmEh2djbw+L0hypa07e3t/Ou//iu/+93vZJgyJSWFl19+mZdffpn29nb+23/7b9TX1zN37lz+/M//nKVLlzpxUH8dxGGiUqmIjo4mMjLSLRdLZYqOkMVv8p0KA6Gvr4+enh55aVGr1aSlpTFv3jy0Wq2TN3S8IA53cWiXlpZy4sQJmV9ts9lYsGABTz31FHPnzpXvU3LwKucUGBjIG2+8QXR0NAcOHAAchXUDAwP4+/vL7w7cl8YjcrDBka955MgRSZ04f/58tm/fzpo1a5gzZ45TtOdhSE5OxmAwMDg4SElJCSUlJRQWFvL888878YZPhPHqarts2LABtVr9AIWcMs/6UdZB2YkqMjKSLVu2YLfb+cMf/kBLSwuzZ8922see4tgSzZnAkaLzySefcPLkSafXpKSksHXrVnJzc2WkSlw+H9ccJtT/Lgo+NBoNaWlpLFq0iIsXL1JXV0d/fz+dnZ0UFhZSU1NDYmKiR5GDK6HMgYmIiCAiIsLpeavVSkJCAgkJCfj7+3Pw4EH5nJ+fn6SP8vf3Z/HixeTk5DjdTjxlziI/SSiImzdv8tlnn8nb9Ny5c8nJyZEXDXGQe7LxqjwcrFYrd+/elb8HBQURHh7OM888wzvvvMOcOXPkcyKkZbFYZF7riy++SFdXF3l5efKwzM/P59ixY8THx8uDyVO4X0dHR2lqasJsNssKbJGeoySIF0TT4vfq6mrOnz/PmTNnqKioYGhoiICAAMLCwtDpdERERLBhwwaeeeYZSeMzUV5ncZG02+10dHRw6tQpDhw44GS4+vn5sWzZMjZu3IharcZisUgZHRkZeSB9RezDgIAASeHX3NzMtWvXZLW00nh9nN4QcZno7+/nzJkz7N69Wxqu8fHxxMfHS4aOsLAwnn/+eXx9fXnyySdZvXq1HNPw8LBMFRDGsPLyLbxDyr2qXH9x0EyUV09UZIvxmEwm+vr6ZMrHo0JcJJTpMtHR0ZImayK8dcoGNKOjo1y7do3Tp09L9gCNRsPChQtZt26dpBN0pZQSnneRbhYVFcXrr79ORkYGd+/eJT4+3m0FaGNBjL2np4fTp09z9uxZhoeHSUlJ4dlnn+XFF1+U+lREcJR7DZB702w2Ex4eTnBwMKGhocTGxhIVFUVubq4TM8pEnTNifCKCJc57kQ4o9tK3lauRkRG0Wi1xcXEkJyfT09NDQ0ODpNb0NCgvmVVVVVy+fJnu7m4ZpYuOjubZZ5/llVdeISMjAxgf+ZxQ49XVMMvMzGT58uUMDAzIBPuhoSGqq6uZO3eubM/oCfl0Y+Fh4xEpAULQlRtOHCQ2m43BwUEGBwdlQwZPm5/So2UymSgvL5e0WCkpKbzwwgvk5OTI13gqNdTD4Ovr6+QtnDlzJmvXruXtt992Mlzhy1QHnU4nN+6TTz5JT08PbW1tkgu2o6ODy5cvs2rVKmm8ekoOc39/P3fu3KG9vZ0NGzYwZ84cpwNQGIHKA6WwsJAPPviATz/9lLq6OkJCQmSFul6vp7W1lRMnTtDc3Ex8fDwrVqyY8EpusXfOnTvHL37xC1kxDxASEsLGjRtZtWqVNMSUBpmrASfGLoyc+Ph4Nm3aJOl8xCVb4HGtrdIzAY4ox6VLl5wKCK1WKx0dHezbt487d+6QmZlJZGQkP/7xj4mIiKC/v5+goCBpCAlPkDBclR66r4Ly9eMJ5eeLv6fT6WQHo9raWqdLyFeN3bUjldJQVzYnmAjZVBa32Ww27t69K1Mg1Go1KSkpzJ8/36k5zcPm5moQZWdnM2/evAdC0+6CKJL08fGht7eXgwcPsnv3bmprawkKCmLlypU899xzUp+K1ws+YvhyTUZHRwkICCAgIIChoSF5YY6MjOSP//iPeffdd4EvWW8m2iHgepETF/xvu1eUvPHgKAwtLS2ls7NT6mFPYl0S49Xr9YyMjFBRUcEXX3whUxvsdjsxMTGsW7eO5557TubqKgu7HicmXPqVB0V8fDyZmZlcvHhRPtbV1cWFCxeYM2eONF4nurrwm0AUQYibZFBQkJOrPzIyktmzZxMcHExfX58s4ALkTUWlUsnPGCsHcSzFJh4bT8+IWKvR0VGKi4slFQ84wrCbN28mLS1Ntpb01DVSQqnw2tvbneRx4cKF7Ny5U246i8UiSZbB2eMu3l9WViaptUQP6zt37nDx4kXS0tLIyMhwe1WwkBWbzSYJ7v39/WUhj4A4WMQ6Xr16lV/+8pccOHAAu93Ohg0bWLx4MUFBQeh0OiIjI7l37x5nz56lpaWFDz/8EEAasBNRYKCcW21tLXl5edhsNgICArDZbCxcuJBXX32VpUuXSi+pUk4fdvAoH5s5cyYrVqzg4sWL5OXlUVtby+DgIAEBAY/V66rcy4GBgURFRTmNtbW1ldbWVgoKCti/f78s9EhPT5cXq4yMDObNm0doaKjMoxd4lM5MExn9GR4elhd7QQVWXl4ujU1/f/8HwqYPg/ByVlVVUVlZKXNGBfXSo3zG44Ky6NZut9PX1ycvPLGxsU6GKzx4gRLGrHDaCF5ecBQdCn2ipK1zVy6kkuGjv7+fy5cvSyqpnJwctm7dKg1X19Cx63iVLXtv377Nr371K44fP87ixYtZtGiRfJ27nT3Kzn3f5fwV4x8cHKS8vJwvvviCTz/9lJaWFuLj45kxY8Zj50b9LhCXYdGk6fDhw3z44YdOl/lZs2axdu1aJ+fPeHWEm3DPqxJBQUGkpqayaNEi+vr6aGtro7GxkQsXLrB8+XJWrFjh8RRSIr9MqWRF0Y/IsRKhj4GBAQYHB7Hb7YSGhrJy5UpycnKcvH+eMl+lwLW1tclwKTiYIJKTkyUHnVqtdvJueCJci4/q6+spKSmRoTy9Xi95+sDhadbpdE7rIYx0jUZDf38/H3/8Mb/61a8kF6f4Dvr6+jh16hSxsbFER0cTHR0NuC99wLWqWxQriZQB4SlSXhLz8vIwGo3s3r0bPz8/3nzzTX74wx8yf/78BxTRM888w//4H/+DAwcOEBcXJ4ugRG7UeB4yykIdcOwfk8mESqUiNzeXF198kSeffFJWzT+scYgrxPcg9sHs2bNJSEjgwoULtLW1MTAw8FiLtsRhLgyW1NRU1q9fz5UrV2RedWhoKCaTSY6pra2NvXv3SkMpKiqKJ554giVLlpCamsq8efNIT0+Xc3mUA2QiDQLleER9gNiPWVlZ5ObmOuVHjjU2wbigUqkYGhri1q1bFBUVSePVEyJ2ytSHmJgYMjIyJLcy4JTeAV/KtPh+hKfSFZ6QnqV0rFitVu7duydleNmyZaxevVpSumk0mjHD4EqPHjh089GjRzl9+jRWq/WBRgDjnbP8dfiu37trEW1NTQ179uyRERVwGIFLliyRHUcfx9/9rhBnPXxZ/6LsDKfX65kzZw6LFy8mMDDwgTP3ccOtrjKR+xMTE0NaWhq//OUvaWhooKWlhdu3b1NYWMiCBQvc7rn6KrjyH7a2tlJYWMjw8DDh4eF0dnZy/fp12tvb5evBUei0c+dOpxuKpxiu4KyUhoaGaG1tlQeLINP2pPF+HZQhKpvNRktLC3fv3pVKUavVEhgY6JQLKRSt6LEtDLHq6mr27dvH/v37pdGkzOcWVGmXL1/m2Wefdavxqjy8e3p66OvrQ6fTMWPGDGnQDQ8PExAQIKtHb968yW9+8xuOHDnCzJkzefXVV3n22WedikuUmDVrFikpKfT19TlVx05EuoRYr56eHifPTUBAAC+99BKvv/46/v7+Und80wNAeI9DQkIICwtDr9ej1+ulR2Q8w3qZmZn89Kc/ZcWKFdKzarVa5cHX399PYWEhJ0+epLe3l46ODg4fPkxRURHTpk3jiSeeYN26dZLSR4xZ0Pi44yKlTKnS6XQMDQ3R1dXFmTNnZEee0NBQli5dysqVKwkJCZEeO5vNJvcbIHlrRXRENJcYHByUl5THWSDyqHCVe+WFSbTkVVJBKmmVviuzg7vPSDHXgIAAEhISZH5oX18fgYGB+Pn5SQ+eqKmwWq1SNvv7+/nkk0/4wx/+QG9vL35+fkRHRzt9J+72QH4VlF53ZZqOcsyu61NUVMSJEyek4QqOdKeZM2dK+XcnHZqYkzKlae/evZK1RqPR4Ofnx/Tp05k/fz5paWmoVCrpABoveXSr8SqS6aOjo9FqtezevVsS3FZUVHDx4kWmTZsmQyyemD6gVqsZHh6moaGBgoICCgoKuHPnDmazmYCAAPr7+7lx44ZT1yZwzL2rq4svvvhCGhjKwgqlAlTmRIkqcGEoRUZGTsgcRUEZOMJ5ynAGuL9g4NtApfqSX9disVBfX09HRwdRUVFON0eNRiMP+vr6enbv3s1//ud/Ul1djU6nkwUI4FhX4YFVpoi4C0ql2dHRQXd3NxqNRhrUgCzAAgdl3WeffcbJkyeJiYnhxz/+MW+88QYRERGykYjw0g4ODkr5i4qKIiYmBpvNRl9fH8HBweNqOCgLkYaGhqioqKCurk563Pz9/VmyZIlM+ejr63sgjP5VEGsvLjCNjY20t7ej1WqJiIiQn+uaI/xdoaxADgwM5JlnnmHbtm1jvnZ0dJSysjJyc3M5ffo0VVVV9Pb2Ul9fLyMLtbW18kBZsmQJs2fPdqsOVfJZl5WVcePGDYqLiykoKGBoaAi1Wi3ZOpYvXy4ZO1wLmgSUnryoqCgiIiKcKMLMZvO37nz4beEqC0JWwCGHdXV1NDc3k5iY6CRjAiMjI5jNZvlT0NMJ41YYiHq9Xs5VFBy6Uw8r5+JqYEZERMixjbWOIyMj3Lt3jy+++II9e/ZI2qXc3FzWrl1LUlKSfK27PZAC4lIFyAuZq6ffNS0LkBcxvV7PwMAAlZWVVFRUOHVyFIYfuIejWAklfy84ipIPHTpEd3c3gYGBBAUFkZyczNq1a1m2bJmc83hfjt1qCSpvpK4C3djYKJPcla/3FONVWVHa19fH7373O371q1/R09MjFS582U3MFVeuXKG8vNyJZUBU9yoFXnj0hPCKSmBweECfeOKJcdnMyjH4+fkRFBQkFZKoen4YzZInQjlGtVrNtGnTmDFjhtxgw8PD3Lx5k3PnzrF582ZJjaU0TOrq6jh06BAHDx7kzp07TspLQISsp0+fTmZmptv7qSvnPTAwwMjIyANrpVSMTU1NXLt2jcDAQH7605/y0ksvSe+J8AoJo1S5F6OiooiLi6Onp4fy8nKys7OlshsPb5BgRBDzKigokFRE4m9+l1xHpadjaGiIO3fucPfuXcxmM6Ojo5hMJtmbfTxk/1H2lI+PjyxsffLJJ6moqKCyspJz585x9uxZBgYGOHnyJBcvXiQ6OpotW7bw8ssvy9QYGL98NFe4ykBpaSl/+MMf+PTTT+no6JDfqWiuEB4e7iQ/AwMDToWvY2EsBgXXC+REGAFKEnq1Wk1qairp6elUVlZy9+5dzp8/T3h4OGazmbi4OGJjY2UURPCCt7W10dXVRV1dHXV1dZhMJvz9/aXHXaVSMW/ePLKzswkNDSU8PJzZs2c7cTK700MpCu7a29uJjo7+WlnOz89n//79HD9+XO5jQUO5fft2YmNjGR0d/VbRk/GCOB8exSuqdDopdWdbWxstLS1OEQX4kgVF+XfcBWVRWUNDA8XFxTQ0NMganfDwcDZs2MA777xDfHw8MDGNM9xqCSqVysDAgNMCDg4O0tvb69T+0FOqtl0hQs6RkZHyli3obeDLQ18ILjjCnK7e2EeF6PSRnJxMUlKS9FY/Tii/a1GFLlqiJiYmkpiY6JQ2oKyuFTdL5ee4Ki/XQ2a8If6+SPZPSEggJSXFaZ4NDQ1cuHBBFsKAoyirvr6eiooKbt68yZUrV6ipqSEgIEB6RsR8RBhMq9WSmZlJdna200Vmog8TZfGNoE8SSlG5r0QI02Qyce7cOW7fvs0TTzzBSy+9RExMDGazWZKJizloNBonj5KovB0YGKC9vR2TyeQUWn/ca+3q0W5ra6O9vV16N4aGhmSaC3xzJgzlWvn7+5OcnExcXBw3btygq6uLgYEB9Hr9uF/aHua9F4/p9XpCQkJYtGgRGRkZtLS0MG/ePGbPns3Vq1eprKzk3r173Lt3TxrenZ2dZGdnExsbO6F0Qzabjba2NkpKSjh9+jSHDx+W+bziEuDr6ysjUk1NTcTHx2M2m2lrayMoKIiEhAR8fX0xmUyo1WqZ1qHX62lvb+fatWs0NTXJ6EdiYqLkBRXjGG8oC3l8fX1Zu3Yt7e3t/OEPf6CxsZHKykqOHz9OYWEh4eHhZGdn88QTT9DT08OFCxcoLy9nYGCA7u5uqqurZQMVV5w+fZr58+cTGxvLkiVLCAwMlB5KdxivIyMj8kyzWCxcunSJwMBAcnJyZOhf6ALBhtHZ2UlpaSnnzp2TXQvB4TBJSkpizpw5Mu9TXFjd3RBFyJYr44HFYsFkMjk19hD71LWQGxw6qqqq6oH11Wq1pKSkPBDddAeUvMh1dXW8//77nDhxQjoV+/v7iY6OJjs7WxqugvZuvNMK3Wq8KhWJa4tQwZv2Vbki7oTSMxIWFsYbb7xBbm4uDQ0N3Lx5k/Pnz1NZWYnJZHLy0Cm7Ez0KdDodMTExklMzNDSURYsWsW7dOubPn09oaCh/+qd/+tjnpzTqent7uXv3Ll1dXWi1WsLCwh4oVlF6NR+li4a71tJqtcpNFRcX56RQOjo6uH79OuHh4VgsFkJDQykrK+PYsWOcPn2a+vp6ANnrXel1FWkfotI9IyODzMxMJwNvoj0Gyu/Yx8dH0luNjo46URCJMVZVVZGfn09nZ6dsOyo+Z6z1VH6XYu5j9S4fb1gsFkk7J8YZFxf3tZ66r4L47kQ19fTp04mJiZEHkjL8PZ74JqE3f39/Zs2aJVsaL1iwgJMnT5KXl0djYyO1tbW89957VFZW8vbbb7Njxw50Op28VI+HUaCsRjeZTHzxxRe89957XL16VXoQfX19pUHQ1dXF+fPnuXTpEiEhIYSGhspUFJ1OR1hYmBMNmIBKpWJ0dJR79+7R3d2NxWJBr9eTmZnp1LZzIvSO+B7FRXnu3Lls27aN/Px8GhsbMZlMlJaWcu3aNcDB6lFUVER7ezvnzp2jp6dH6pivSnkYGBjg/PnzgMMZsnz5cifjdSKg/D59fX2JiooiICCAwcFBzp49S2FhIVlZWaSmpkoGEJHv3N3dTUFBAeXl5U57FxxsGwsWLCAxMVE+5gmtUUVnqbEuz1VVVTQ3N2M2m2WqmegMNmvWLLKzs53OA8ERLi5w4DBy16xZw4YNG2Rqlzsjm6LQDuDu3bvs2rVL0kKCwzu+YMECyQwFyHbT4w23Gq+u3o2UlBTKysqALy1+TwkRuMJVmIQ3cmhoiMzMTKZPn85nn33G9evXnQjbXRO6Q0NDpaDPnj1bGjzDw8PYbDaioqJISEggOjpashrEx8c75QCNB5TCV11dTV5ensxlNJvNDAwMOHkzR0ZGZBh1rO/HU6CUufDwcJYuXUplZSU2m00S+B85coTCwkICAwMlHZYwXIEHvJZKTzM4KoqzsrLIzMyUObDuykdTFpLNnDmTtLQ0amtrZZ5hRkaGDM8GBgYSHR2NTqejpaWFgoICVqxYIYtsRLGQRqN5IGVC2bN7Imh7lOtYW1tLVVWVjEBkZ2fzwgsvOO2Rb5p/pfRc1dbWcuTIEc6dO0dAQACzZ8+W3XUed87rN4UwcERBhY+PD35+fmRmZkpapuPHj3Po0CEKCwvp6enhxIkTkmt09uzZ4zo+JV3a8PAwly5dcurG48rDKqgHwZHKIzxxAsqmIl8HvV5PaGiok8EwkVDKRHp6Otu3b6enp4fi4mJ8fX2Ji4tjZGSE4eFh6W318/MjJiZGvjclJYWFCxcSGBgoDTyx/0wmE3l5eZIJRpkmM1HGq9K7FhUVxZtvvom/vz8HDhygpaWF7u5uzpw5w+XLl2UUSsirMvKYmJhIUFAQdXV1DAwMEBoaSnZ2NklJSTK1RUQA3QXXhgqNjY1cvXqVqqoq7t27R1NTEzU1NQwODsrLh6DHnDFjBjNmzMBkMpGUlMT27dvp6+vj9OnTsmOlVqslOzubN954g40bNzpRNLrLDlLKsLIgV6fTMXPmTHJzc3nmmWdITk7GYrHI1J2J0IduNV6VobywsDCeeuopent7uXbtGm1tbXR0dDhVL3uqQQRfdtrx9/cnKytL5lCK27UIK4vK5YCAAMLDw5k2bRparZaAgACeeOIJVq5cSVBQkMyTDQkJISoqyqk6FXjA8zdeGBkZobq6WlYWguOWWV1dzbx58wgMDESr1TrlWvX399PX18fg4OADngPxHbk2b5goKI2Y8PBwnn32WYaGhjh16hQ9PT10dXXR2dnJjRs3xny/UCTh4eEy77eqqkp6MsPDw5k/fz5z586VCsedRVtKT2hSUhKzZ8/m2LFjXLx4kZycHNkBxW63ExcXR0bG/5+9/w5v80oPtPEbJEGCvTdR7BSLJIqkGlWtLquNuzWyPd7xlEwmSDI7k2z229/uZr/M7rW/L7P5MpkkM5iJp7hl3GVZtizJkiyq90qqUOy9k2InOr4/oHP0AqJkyaKIFzTu69IFCngBnINz3uc85zlPKUCn09Hb2ysXl/EWf3eBKpL4x8XFyY2W4FFY9MR3Dw0N0djY6GK9WLhwIevXr3dJR/RVlVer1cqZM2f41a9+RWVlJZmZmcyYMUNe52lXJhFMqUT4NcfFxbFs2TJCQ0NlVP7Vq1ex2+2cPXuWo0ePEhMTI9NRPQr/V3eZLSrwOBwOmSHAYrEQGRlJYmIio6OjDA8Pk5GRQXR0NPX19XJslfEBYl4Li7/VasViscjMIHA7oMZT959yzoWEhLB+/XosFgtHjhyRxhrhw6osKRsQEMDw8DBms5k5c+awdOlSoqOj6e/vx263ExYWhs1mo6amBqPRyMWLFzGbzS6K/mQpO+LetlgshIaGsmbNGmJiYggICGD//v10dnbKcejv75enNTqdjsjISCIiIli2bBlz586lqamJ9957j+HhYWJiYigsLJQWPWHB96QOIOJcjEYjdXV1lJWVsXPnTk6cOOGycRAojW/iPYODg6SkpMjxvXjxojQOREVFUVBQwOLFi6WibzQa77vU86NAGDb6+vpoa2sjNDSU7u5ugoODefzxx3nxxReZN2+e7OdkykOPp8oCZK31p556ipGREaqqqqTjekNDA/Pnz3fxt/MGxrvJhOApKChgzZo1zJs3j9jYWKnQJSQkEBsbS0BAgEsi5LsxWRYfs9ks/ZHNZjMtLS00NDQwMjLi4pczPDzM9evXOX36tMsRGdzeqFgsFtLT03nyySdZu3Yt0dHRk2q5UiqUERERrFmzhuDgYKZNm8bly5dpaGi4p3UnKCiIdevW8cILL5CcnMyxY8d44403pPKam5vLsmXLXI4qPRlkqBQmGo2G+Ph4NBoNlZWVXLlyxSUQUOkq4O/v7+KvOx5CqW1vb5dlnkX9cn9/f+nQ/yjHVhnAKBB9Ut479zvHlMGTDoeDlpYWrl27JhUDcSwqUJtMGq/IQEFBAS+++CJpaWl8+umnHDlyhIsXL3LgwAHmzp0rlVdhJZ1IlEe9wcHBrFu3jtTUVHQ6HVFRUdJiL9KPCQVUuAwMDQ1RUVFBVVUVQUFBJCUl4efnR39/vyzzK6pYXb58mdraWumPpxZjh9gUpKam8uyzz7J8+XK0Wi1RUVH4+fnJjAjCb1zkzRYySgRMxsbGyopy4AxyEsqPyWTi9OnT5OTkMG/ePGmdVZ76PUrci738xV/8BSUlJTQ0NKDRaBgcHKSmpoaRkRGSkpKYOXMm8fHxREZGMnv2bBISEti3bx979+6lq6uLkJAQ6UMpgp08JUeVPqzl5eW8//77HD58mLa2NulLLli1apXMx5yUlEROTg4RERGEhITI0tk3btxg7969XLx4Ub5X2Uc1yBRln0dGRjh79qxLGfSIiAhKS0tl8KcnNhceD90XUcHBwcEkJSUxb948kpKS6OjooLu7G5PJpAoL1pehFNIi36AysbI4cg0KCiI/P59NmzaxYMGCcT9LGeDiHgAlLF7+/v6TkmdVq9WSmprKrFmzKC8vx2azSQdzsehVVVVRXl5OS0sLly9f5tChQy6WMHeOHTsmF6hly5ZJJWiygww0Gmey/scee4yEhASqqqq4fv267IsIyNJqtaSkpMia8uvWrePZZ5+Vn7F//36Zoy8vL4/58+cTExMzrhI12bj/nmlpaeTl5XH27FkuXbpERUUFCxYskAtDcHAwCQkJDAwMsH//foKCgmSaG3GcK5SIkJAQqqur+fWvf82BAweYM2cOq1atkhuaR3mkLn5bnU53hw+aUDzF2D2IUBWfI9w9zp8/z9GjRzEajaSmprJo0SIXi64a/PCUKCOZRXSzv7+/PCXp6enh3Llz3Lx5k8uXL1NRUUFeXh7h4eGPpgqOQuEIDg7mscceo7S0FK1WS0RExH3d73PnzuX69evS9zggIEAqDVqtVlYABGhra5PKq6ctdQJlsYHk5GSXje39IOIkhDwScr+9vV0eOZtMJqqrq6mtraWkpEQesU+WTBUpvCwWCzqdjry8PJKTk2lvb5f5fOvq6hgdHZUnPDExMS5ti4qKclnTxNh5+nRDFFsB5/x6//33ZXJ+nU4nMz2sWrWKJUuWEB4ejsViISkpienTp8tMEoL33nuPP/7xj1JxjYyMZGBgQFqoJ7uc8XiInOQajbPIQF1dHZcuXZIn4cnJyXJzAU4L8UQWbbkfPK68ugcKxMbGUlBQwKVLl2Tgj1rSY90L5SItlEtlv8SiKPqnrJzhjnsglLsD9GRMEHd/reXLl8vds6i9DM4gp9/85jd8+umn9Pb2YjQapZU2LCxM+tS1trbS2dkpP/Pw4cMkJCSQl5cnnfKVueQeNcqx0el0FBYWUlhYyMDAANXV1TQ2NjIwMMDw8DCRkZHMnz+fzMxM6fspSEhIkHmINRoNCQkJ0rKkTMjuKdyjc+fMmcOmTZtoamri/PnzvPHGG/j7+zN37lwAZs+ezZYtW9ixYwdvvPEGNTU1LFy4kKCgIHp7e/H39yclJYXCwkJiYmL4+OOPef3114mKiuLP//zP2bhxo/yuR5mgWmzwhAVPaSUWOTLhwTcOSqtlS0sLx44do6ysDHBuTB5//HE5p9Uum5Q+yGJRVKbda2tr49q1a9TX1zNz5kyXILRHlf7ry6z546HT6ZgzZw5wezxFHmblJv/atWt3ZMBQxhh4K8q0W+5yKzQ0lP7+fqlkuJ90TKYy4b6Ri4iIcEk5mJ2dLcdMnLoq55rZbHYxALW2tpKTk+NxGaosk+6eAUmn07FgwQL+6q/+ivXr12O322WO1vF8dPfs2cMbb7xBW1ubfE5UYBO6kBosr8px7O/vl6Wp7XY7iYmJzJo1yyVvtidiOlQheZW+QYmJiaxevZqLFy/S3NzMhQsXWLJkCfn5+arJYTce7pHddzP/5+fns2rVKlJTU12ST4sIZndrgfh7sieGsu1xcXFkZWVJi9rY2BgnT57k5z//Oe3t7Xz00UfyqD0uLo5FixYxY8YMMjMzycnJISQkhLNnz7J9+3ZaW1sZHR2ls7OTY8eO8fLLL0vl1ROWdWUlHnBuLmJjY8nPz2dkZASTySQDmZSIkrD+/v7Sd1coM+JaNcxT96j5rKwsNm7cyPnz59m1axfvv/8+4eHhREVFkZWVxYwZM/jhD39ITEwMR48elb5qkZGRBAUFSQtEeXk59fX1nD17lsLCQrZs2cKWLVsICwuTyv2jVOyUv2tubi7PPfccVquV8vJydu3aRWxsLDNmzJC+4mK87obwmxSf29jYyO7du118n1NTUyksLCQkJEQqgWpWXoUrCDgVg6NHj3LixAk554eHh7FarYSHh8sN8qOObBbKpLAK3i0BuzKHprJIiDLdoFKhEX6Uah4PQBb6UBpt3IN4ldk9hCFE/C029zdv3qS9vd0lZVpqaqpLsJcnrHZiwyCq3SkDeN0NEyMjI9jtdsLDw+/Iyzw0NERdXZ3cJI+n7D5qhPwWVRPPnz/PmTNnXNaprKwsNm/ezMqVK4E7cw2bzWaGhobo7u7m3LlzvPnmmxw4cABwzlkR7CyuHRgYYHBwUH7+ZI+hmHfi925oaGD//v2cPHlSpv/MzMxk4cKF0p0FPFMdVBV3unKHnJCQwIIFC8jPz6eyspKjR4+yePFiMjMzCQ4OlqZ1TysF7ihvqrsJZY1Gw/Tp02WQjNipqrHMqnsmiLS0NJfj0rKyMo4ePSp91CIiIpgzZw6PP/44GzZskJYcZVqq06dPu5RktVgsLrtYTwhbd79I0Y6oqKg7jnuEMBNpeMC5GIljytDQUBITE118udVwbAmuR2+FhYVs3LiRpqYmrl+/zkcffYTZbGbLli0UFxeTk5PDt7/9bRYuXEhXV5e02Inxam9vp66ujmvXrpGSksJf/uVfsnr1anl8PxkKhDJAICsri5deegmbzSb95f/93/+dxx9/nFWrVgHcM7hR+AWKCOGmpib27dvHhx9+SHl5OQEBAcyZM4eFCxdKa4NaxnU8lEqo+Pvq1at8/vnnnDp1Si6W4eHhZGdnk5mZCTgXz0d98qFUjr+KNU057kqZKwK2lKciarS63q1S2Jeh9MU2mUxcvXqVqqoqqegI966kpCSPKq/ie+9nTdPpdC4yV2l1NBqNdHZ20t/fL/P0TvZYiraMjIxw+fJlPvzwQ/bt2yfd5qKiolixYgWrVq2SQYRC2RU4HA5qa2vZs2cPn332GeXl5QQGBpKZmUlSUhJWq5XBwUGam5vp7++Xp36ibLwncoMrTzRaWlo4d+6cS3zEePPLE+VrVaG8gqugCQ0NlRYeUbxAbULoqyDSg7S3t5ORkTEpKYW+KuJmBOSx+apVq2hububGjRsu/rx+fn4UFxfz4osv8vTTT99hpRSfJyrliM+cN2+ei0Ls6eTTwpqmtHYIrFarDBBR0tbWJksZrlmzhpKSEvmaWnzuwNUKGhISwtNPP01oaCjvvvsuJ06c4Ne//jXHjh1j5cqVLFq0iOTkZBlQ097eTnV1NRUVFdTW1mKxWIiLi5NK8MqVK6XSM9kbS1F1T5SRjo6Opr29na6uLt59911ZJjYsLEzmXNTpdHJ+C0uYsJ6PjY1x8OBBdu/ezeXLlxkbGyMnJ4cf/OAHPP3009LqOtmC+n4tTkKBE1bIzs5Ojh49yieffMKZM2ekS09SUhKbNm1yqbalNoOAEiGLlMVQlIqwe+o28ZwaFdivgnL8TSYTfX19UpYKpk2bJv1pxRz1tPwRv71yLO7mBuA+niKl1mQj5pKQmcePH+e1117j5MmTNDU1ycwsTz75JE888QRpaWlYLBZZZlspaysrK3nvvffYvn27TLe4cOFCmRd+dHSUiooKWZK7tbWV3t5ejwWoubtx5uTkMHfuXI4cOUJ7ezsAN27cYM+ePRQUFDBt2jTg0QR7fhmqUV6VmM1maZETqUOmCi0tLVy5coWEhASP5R/8KkyfPp2nnnqKgYEB3nzzTdrb22WaGqGEazQahoeHCQgIYGBggJGREfz8/Ojs7OTzzz/nypUrMon/+vXreeqpp+TkB88HNo23eCstHu7zsLW1lfPnz9PY2CiP7ZTVfNSkDIhFQeScTU5O5vnnnyc8PJyIiAiOHj1KeXk5HR0dnDlzhqioKMLCwoiOjsbf35+amhquXLlCT08PSUlJlJSUsG3bNhYsWEBQUJD83Eddz/pu2O12IiMjKSgoYHh4mJGREXbs2CGDy9LT0+9wG1D63oFzrM+ePctnn33GsWPHZIWuOXPmsHHjRrkp+zIXhEeB8lTHfZEXpzwajcZlDJqbmykrK5MbFGWZ6uXLl/Od73yHWbNmyYXHU2N3P7jfS+6yIiAggKCgIBeLnwhqVV7raWXuq6J0QRodHaWlpcUljWR8fDzTpk2T89ITG6zx+DIrsFI5VQYmi5MQT/TBPbvBiRMnePfdd12uyc/P56WXXmLZsmV3vHd0dJSbN29y48YN3n//fV5//XVMJhNJSUnMnj2bVatWsXXrVilPZs+eTVBQkKwaJ4p2eCLzgNL/WKvVyiB6ZVrLvr4+Ll686FLBUKRA+1oFbH0ZIkp/KuyewVmtqqenh5GREam8ejLJ+b1QWjn8/PwoKChgy5YtXL58WfpbibRe5eXlmEwmTp06RXh4OKOjo5hMJsbGxmhoaKCmpkbmDZ03bx5PPPEEq1atkv5OnnbKHw+l1UBY6pRHKleuXOHkyZMMDw9jsVi4cuUKNTU1zJ49G5h8K+T9oPRtDAkJYePGjWRlZbF27VrOnj1LTU0N7e3tnD9/nuHhYdLT02Vk8IYNG0hJSaGoqIg5c+bIyG/xm3hiHovvCwwMpKCggBUrVtDd3U1FRQXd3d2cPn2ao0ePEhUV5RJg4E5NTQ1nz55l//79nD59mv7+fvz8/CgtLWXdunWyKAF4NvWZO+6bEkF3dzeffvop7777LhUVFS65ROfOncv69etlxR8hY9V2/90L97kWFBRETEyMix+eu6LvzSgtgYODg1LWgPP4PT8/38UQ4A3r5XhudUJ5FSXXlTlOlb7Ak4kIqAKk/2tgYKCLW5nJZKK/v19W2jp//jznz5/n4MGDWK1WkpOT+eEPf+hyqiWIjo7mqaeeIjY2ls7OTlJSUqRrmtIvejLnsfK+MRqNLu59wB0bRU+Mi3qkMK7OwuKHCQ8PJywsTNVWgfEQFhF3xsbGZIJi5bWgXquA8ji9qKiIl156icDAQK5fvy5rcN+8eZNTp05x6tSpu35Ofn4+y5YtY8WKFaxYsULewGpdON3Hw1157e7upqurSyazv3z5Mjdu3JCCRo1HlkplR9SELy4uJi8vj9LSUqqrq6mrq6Ouro6+vj5iY2PJyckhPT2d1NRUsrOzXRQEYbXzlJKu/N7MzExWrFhBY2MjjY2NDA4OUlVVxfbt2+np6SE3N5eIiAhpVR4dHaWtrY2Ojg7q6urk/L158yZJSUmsW7eO9evXs2DBApfvmWxZZLPZGB0dRavVysVcbIzEpk9Y3ESJ3+vXr3P8+HHOnTsnXQX8/PxYvHgxL7/8Mo8//rjcPE9WOceJRGl5Flk+Zs2aRWFhIc3NzfT09GA0GmU+WIGa0y3eC+X4mEwment7ZW5p4Z/vTSd5cKcyqtPp5L0lKjiJrDyTnUdUeb+L4OP6+nrpL97Z2cmlS5cICAiQVta6ujq6u7sZGRmhr6+P/v5+cnJyiIuLY9OmTTz99NNkZWUBznkoTkJCQ0OJjY3l8ccflxld3GWMJwO2tVotWVlZXLt2TfbfYrFQX18vT6GEK9ZkoirlVXRemXjcZDLJqHxv4m47/sDAQJmIWnmtmlFGeoaHh/Pcc8+Rk5PDoUOHqK6upqWlhQsXLtDT0zPu+6OioigtLWXz5s2sW7eO3NxcGaQHnnUXeBDcxykoKMhldzw4OEhHRwednZ0ymbraLK8Cd+EYHBxMYWEhs2bNkkq6MvDnbmVfPW2FVAYlBQUFMXPmTL7xjW9gMpnYs2cPfX197Ny5k1OnThEdHU1cXBz5+flkZWXR0tLC8ePHaWtrw8/Pj9HRUQYHBwkKCmLTpk385V/+JbNnz/bIGCqPfYeHh7l06RIhISGUlJTIRVzZd3D6X7/22mv88Y9/lG49IoI7PDycWbNm8eKLL7Jt2zZphfZk6eKJQOSj1Gq1zJo1i6KiIi5cuEBXVxd2u53g4OBxc4d6G+7ZbJSKnjIHuDfhvmESWQrAuWbk5eUBzv6JY/TJwP0UsLS0lK1bt/L+++9TX18PQEdHB2+//TYXLlxgeHiYkydP0tLSQlpaGkVFRZSUlBAbG0tSUhJZWVmkp6fLUvDKcVL+BsHBwS65U9XCjBkzeOaZZ7BYLJSVlTEyMsLAwAC1tbVUV1dPSpq98VCl8qpM0ltZWcmFCxdYs2aNS8UNteGe3kr4Wwm/UDG4GRkZzJo1SwYqqdVlYDzE0ZVOp6O0tJSEhAS6uroYGBiQkaGA7LPD4ZDJyNPS0sjJyXE52lKLX9ZXRfjZKf0R29raaGxsJDY21itOC5RHxsp/98JkMsmxVcP4Ke+fmJgYlixZgkajwWazsWvXLoaHh2WeQoCzZ8+SkZEh8xcqSUlJobS0lCeffJLi4uLJ7IYLygCIgYEBvvjiC4xGIxaLheLiYjQaDUajUdZTb2pq4tq1axw9elQGhoDzt1m0aBErV65k/vz5LFiwQCquakjl9rAox15kTwgPD8dsNpOVlcWmTZvIzs6W13jDPflliJRZQhFyV2a9CaVrVlNTk0y5OG3atK+UE3gicFdeCwoK2LZtG8HBwVy+fBm73c7Vq1fZs2cPra2txMbGUltbS0xMDN/85jdZuXKlzD89bdo0eVoiAsGUgXRiAypOUtRyPyqzesTExPDEE0/g5+fHwMAA5eXlsgR6cnIyAQEBLrEvk4WqlFcxkXU6ncvRZFdXlzz6UivuqbLMZjNGo1HuikUKF1GkICAgQCoOakyVNR5CARe+ZFlZWfIY5H4R7hQiF643IyreKBkcHKS7u5uxsTGP5CZ8UJRj4J57U7RbCCXxOFmFJB4U4dKRkJDA4sWLMZlMhIeHU1lZSXt7O8PDw9jtdkZHR6msrMTPz4+IiAgCAwMJDQ0lKyuL0tJSlixZwrx58+TnesJ3Uhk5bzQauXLlCpcvX6anp4fly5cTGxuL0WikqqqKs2fPcubMGRdFPDg4mNDQUGbNmsVzzz3Hs88+KyPR3SP3vRllH2w2G2lpaSxcuJCRkRHWrFnDli1biI6Olm4y3tpnpcHGYrEwNjYm15SxsTF6enoYGhoaN9OLNzA0NERtba3MoJCSkuKi4Hli3JRujMXFxYSFhbFhwwZGRkbYtWsXX3zxBbNmzZJGmfz8fH784x8TEhIirciBgYFSlopgLHdEQLAaEenzIiIiWLVqFb29vRQXF1NYWMj69eulEU4EbE0mqvnFlP6BycnJzJkzh0WLFmGz2Zg3b56Lg7NaFQGBw+HAbDa7OHorUSa1V6MV+ct4mF2Wu2LkbYwXHSsEj1BwvDXAUJnORjk3xaMndtcPgrJdcXFxrFq1innz5jE8PExVVRXNzc2AM/H20aNHAZg/fz7p6ekkJCSQn59PdnY2ERERMgelp/zRlYt1UFAQ0dHR9PX1sX37do4fP05kZCT+/v4MDAzQ3d19h8tObm4uGzduZN26dRQWFrqkpPPGuXk33N2v0tPT+e53v8uTTz5JUlKSNIKoIW3Uw+Dedj8/P4JAt4NhAAEAAElEQVSDg6Vv5eXLl6mvr5dWZm9Q0pWypL29XW6+wsPDiYuLc1HoPDF27t8pjv+tVitpaWk888wzREREEB4ejtFoJDIyUvodK3Pdis3i/ax5aot/cS8g9eyzzzI6OkpERITLRskTyrdqlFflYIWFhbF06VLCwsIIDAyUVTbEdWo4qnTHPfJVFCO4du0aRqNRHiPMmDHD4zvKh0VpgRXBXEKRUwYrwW2FTqSaUuPYPQjux5SRkZEy561IsRIeHu5inVSLIPoy1HRs9VVQ/s5+fn7Ex8dLpW3OnDl0dHQQEBBAR0cHc+bMwWKxMHPmTKZPn05cXJxLNgKlv68nUC4a0dHRbNmyheHhYQ4cOEBVVdUd14eFhREbG0t0dLSsgLNlyxaZ+ULksxVlK6cifn5+hISEyPK94HrS480olYOEhASWL19OZ2enrHrkjRtmIWtMJhMtLS2y2EtKSgpxcXGq8VVWWk5FEYKcnBxycnLuuNZsNsv7TPTvQeae2tYK0QcRMKd0+xPPe+pEQzXKq3vnZ86cSU5OjpwsygmgxgVWKGzCDaCwsJBvfOMbaDQaenp6SEhIIC8vj8WLF7uU+/M2gaNEKKUOh+OeEctfluvPW3DfbKSmpjJnzhxu3LhBZWUl4HQLiY+PR6fTTanjWW9Ho9HIY/PY2FhZZ13kkXafm56eq0JG2O12IiIi2LRpE5GRkSQmJnLmzBmqq6vp6+sDnDXkc3JymD9/PuvWrWP+/PnExMS4RJ9785H5w6BWY8eDItYKm81GQkICW7duZXR0lMbGRkZHR1m3bt0Du3B5kvHy1ra3t6PVaikoKCAnJ0du4Dxt5HkQWaDVau8IqJwK3O0e8uSJhmqUV4EY7PGSwnvTUbNWq2XRokXExMQwNDREZGQk06ZNIzY21qXes7f0ZzymilJ6v7gL0PT0dLZs2cL06dOprKzE39+fJUuWkJKSAnx9fhe1InzPbTabjEgXFhT3tEI2m036ELpnA/EkQh4GBQWxdOlSYmNjWbt2rcxqYbFYiIyMJC4ujqysLEpKSggLC5PvN5lM0gDwdZiPwtdQWIq8JZ7gfhHzISIigo0bNxIaGopGo6G4uJjU1FR5nVrm791QKnVms5menh4aGxvx8/NjyZIlLFmyhICAAMxms8eKFShRpmYDZFl0YY0VcsU9Uf9UuedEP0ScjvDf9WT/VKe83uvHUPtEcN/lR0ZGsmDBAg+2yMejJCoqioULF7qU2FSi9vk61fHz83NJcg53LkLi//eTZcETKKN+g4KCKCoqoqio6J7vUfZNrcF1jwrhazjVlFZw9k0ZBDpjxgxmzJgx7rVqnMt3Q6vVEhMTQ05ODjqdjqVLl8p+CuVVLQh5MVXn2JehpsAy9bTEDRH1DN7ni6f0kfHhw4e6EL7acFu2qHmjMV6KnXthNpuloqPmfvn4aoi1cTxFwltOJ5VrY2hoKEuXLpV5UGfOnClf+zoqiD7ujwdWXvV6/aNoh2qY6v2Dqd/Hqd4/8PVxKjDV+wdTv49TvX8w+X3cvXv3pH4fTP1xnIr985kGffjw4cOHDx8+fHgNmqkSDefDhw8fPnz48OFj6uOzvPrw4cOHDx8+fPjwGnzKqw8fPnz48OHDhw+vwae8+vDhw4cPHz58+PAaPJYqS6/XPwesAIqBIiAc+KPBYPiWp9o0kej1+leA177kMrvBYPCehHz3QK/XLwd+DCwBYoA+oAL4hcFgmPzw0QlCr9drgO8APwBmAf7ADZxj+yuDwWDzYPMmlKk6hgB6vX468D+BDUAs0A58DPzUYDDc9GDTJgS9Xt8ApN/l5U6DwZA0ic2ZFPR6/cvAm7f++ycGg+F3nmzPhKLR/E/gPwMzcDiaH+Jz/hr4e6AQh6Nyglr3lZjqslSv18cCTwObgUIgBTDjlKGvAa8ZDAa751o4MahFd/Ok5fW/A3+B8wdo9WA7HhWXgJ/e5d/BW9fs8UjLJhi9Xv/fgSPAY8Be4B+BT4FoYKXnWjYhvAH8HsgE3gN+CwQC/wy8d0sgez1TeQz1en02cB7nwnkG+CegDviPwMlbi85UYIDx5c3/68lGPQr0en0q8K/AsKfbgkbTgEbjuMu/jq/weanAfwJevUNxdZZl/C4azSk0miE0mlE0motoND9CoxnPEGIAulDHHJjqsvR5nH0qBU4DvwC2A7OB3wHvT4E+gkp0N08WKfgJ0ALU4NTiyzzYlgnHYDBcwqnA3oFerz95689XJ6s9jwq9Xv888L+AA8AzBoNhyO11rUcaNgHo9fqngJeBemChwWDoufW8FngfeBb4NvC6h5o4IUzlMbyFAUgAfmQwGP5VPKnX63+OUw79b+CHHmrbRNJvMBj+ztONeNTcUgBeA3qBj3Aqep5mAKey4s5XUa7/FggC/mGc197AKZO6cCqAI8BanArgY2g0z7vUXnU4xtBo/hn4GRrNEhyOE1+hPQ/N10SWVgFPAJ8pLax6vf6/4tw0Pws8g1Oh9WZUobt5zPJqMBjKDAZDtcFg+Frl6tLr9bOBRTh3LJ95uDkPhV6v9wN+BowCL7orPQAGg8Ey6Q2bOJ659fiPQtiC7NPf3vrvX056qyaQqT6Ger0+C1gPNAC/cnv5/8a5+L+s1+tDJ7lpPr46PwJW47Skj3i4LYJ+HI6/G+ffg1k8NZpI4CXgi3Gsrk9xWwGchcPxfRyO/4jTAvYxtxVAd/4dsAGezFQ/5WWpwWA4aDAYPnV3DTAYDB3Ab279d+WkN2yCUYvuptrysFOYP731+Htv9/HB6RuZCXwI3NTr9ZtxHpEYgTMGg+Hkvd7sBQg/wbpxXhPPzdXr9VEGg6F/cpo04Uz1MVx963HfOIvKkF6vP45TuV0EfDHZjZtggvR6/beANJxKXTlwZArIGYlery/A6cP5zwaD4Yher1/9Ze/xMl4AQnBaVd2RCiAOh1QAcTgsaDR/CzyFUwF83eVdDkcbGs1R4Dk0Gj0Ox+DEN/tL+TrI0nshDABWj7ZiCuFTXicRvV4fDHwLsOP0gfF2Ftx67AQu4HRSl+j1+iPAcwaDoXuyGzZBiAUic5zXshR/5wOnHn1zHglTfQzzbj1W3eX1apzKay7er7wmAW+5PVev1+u/YzAYDnuiQROJXq8PwNm/JuC/erg57gSh0dyxccDheNCNw9pbj8fGee2+FEA0migcjn6314/jtPo9Bux6wDZNBF8HWTout+btf7j1372ebMtUwpcqa3LZCkQBewwGw1ePIFUPCbcefwgE4xS84Tgtd5/jFJQfeKZpE4IQ8n+l1+tjxJO3hNFPFddFT2qrJpapPoaRtx4H7vK6eD7q0TflkfIasAanghOKcxPyb0AGsEev1xd5rmkTxv8ASoBXDAbDmKcb44bYOPxvnL6vB4FqNJoVD/g5y4Ahxt9sPYgC6M7ZW4+PPWB7Joqvgyy9G3+PU57uNhgMn3u6MVMFn+V1cvnBrcd/82grJg4R3arBaZ27fOv/V/V6/dM4BfAKvV6/2EuPn9/FaSnfCFzT6/Wf4PQNXQtk47TazcDpT+atTPUx/DJE9K9X+94bDIafuj11BfihXq8fBv4a+DucaXy8Er1evxCntfUfVTgPXwOOAldxKp5ZOKOxfwDsQaNZjMNx+R7vd6LRBAKJQDXj123fhdOt4K/QaN7F4ei79b77UQBF1oO0++nQI+DrIEvvQK/X/wjn/VeJ01/ZxwThs7xOEnq9fiZO/8IWwKtzZioQ+THrFEoPALcsI2KXuXBSWzVB3PKRfAJnNHMHTuHzXZxjuAxntDM4I3+9lSk9hty2rEbe5fUIt+umGiJQxFMWt4dG4S5Qxe3gHvXgcPwUh+MgDkcnDscoDscVHI4fAj/HeZrxd/f5SSJl293yDr+LM71iNnANjeZVNJpf4MxqswmnAgjjK4B9tx7j7rMtE8rXRJa6oNfr/xxnFohrwCqDwdD3JW/x8QD4LK+Tx1QK1BLcuPXYf5fXhRAOfvRNeTQYDAYrzpyn/6h8/pb/cjEwhtPi4q1M9TEU/cu9y+szbj3ezSfW2xHKgDdnUwjj9vgZ9fpxg+Z/q9frf4szkOvHk9WwL+E3OK1u97txEK4QunFfdTjsaDRP4MxP/PKtfxbgBM4sA7/EOZ/HUwDF/esxd4uvgSyV6PX6H+PMJ30FWGMwGKaMUq4WfJbXSUCv1+twCho7ziTNU4UjOKMnZ+j1+sBxXp9967Fh0lo0ebyMc5F535tTSTH1x1DkIFx/Ky2YRK/XhwNLcS6aUypIRMHiW4/jBfl4CyaccnO8fxdvXXPs1v/V5FLwYBsHZ5CVmdsW2PGuseJw/CMORzEORzAORwQOxwac1r1i7q4Ais9UoxI1VWQpAHq9/v/CqbhewmlxVeNv7vX4LK+Tw/M4/ZB2TZFALQAMBkOPXq9/D2dewv+Bs/IGAHq9fh3wOM7jWK+NsNTr9REGg2HQ7bkFOJ3wh3GWHPVapvoYGgyGWr1evw9nRoE/x1mVSfBTnIrFvxkMBrXkC31g9Hr9LKDd/VhSr9en47TGgTPXp1dyy33l++O9ptfr/w5nENcbKiwP+1U2DhVACRpNxAOmtBIK4Bs4HOMpgCKI69IDfOaEMtVlKYBer/9bnP04D6z3uQo8OjymvN6quPHUrf+KFCCL9Xr967f+7jEYDGqonDIRiEAtr6+oNQ5/hbMc3n/T6/WP4awkko4zOMSGs+Z4v+ea99Ds1+v1YziPf4Zw1uTehNMa9IzBYPBmi5Zgqo+hHufR6r/o9fo1wHWc/V2F013gv3mwbRPB88B/0ev1ZTgT2A/h9IvcjFOh2Y06yoNOPTSaWUC7DJ66/fxX3TgcAubh9DE/MM733anUajT3owAuuvXoyUqWU1qW6vX6b+P8/W04A/h+NI6LS4PBYHh9kps2oahFd/Ok5bWYO6uBZHE75Ucj6ij791DcSqq9jKkVqCUxGAxder2+FKfF7mmcQnIIZ/Ww/8dgMHj7ceyHwDackbLBQBvOHL1/bzAYGjzYrgljqo/hLevrfJwLywacC2Y78C/AT6eAdaQMZz7bEpzWvlCcPszHcAY6veXpajhTmOeB/4JGM1Ebh+04/WQfZzzlFfaj0dxVAcThuFMB1Gj8cKZRu4HDceUB2jLRTHVZKlKY+QM/vss1h/HuErigEt1NM35GDh8+fPjw4cPHPXHmcf0hzo2DyLHbj/N4/i3grbukvbrXZ1649VmpdxQ50Gj+BqcCmM1tBfBz4O9xOBru8nnrb13zExyOXzxQW3z4UCk+5dWHDx8+fPhQCxrNC8DbOC2pOybg87YDK4BsHI6pmhLOx9cMn/Lqw4cPHz58qAWNRoMza4IzhdTDLNIaTTHOss8/wuH45Zdc7cOH1+BLleXDhw8fPnyoBaey+gNgBzDtIT8tGWdhh9982YU+fHgTPsurDx8+fPjw4cOHD6/BZ3n14cOHDx8+fPjw4TX4lFcfPnz48OHDhw8fXsN953nV6/Ve719gMBg0d3ttqvcPpn4fp0L/YOr30TdPp3b/YOr3cSr0D6Z+H33zdOr2z2d59eHDhw8fPnz48OE1PHCFLYPB8Cja8UgZp0TbXZnq/YOp30dv7B9M/T765qkrU71/MPX76I39g6nfR988dWUq9s+T5WG/NpjNZsxmMwCBgYEEBgZ6uEWTg8PhwGq1YrPZcDgc+Pn5odFo8PPzIyDAN/V8+PDx8NjtdkwmEzabDa1WS2Bg4K1UqT58+Jiq+DSISeDrpLDa7XbAmWdbo9Gg1WrRarXjXutwOHyLjAew2+135D0fbxzEc74x8qFGxBz28/MjODjYw615OBwOh0t/fIyP+/riQz24ryvCWPWo8Cmvj5B7KWd2u31KCilhZfX398ff3/9Lr/VZYCcXm82G1WrFarVKQSOs4UphIxaHRy2AfPh4GKbKBthut0vZqdVqp+TaMBE8yPriY3JRrisajYbAwMBHur57XHOw2+0u/wR+fn5eO0GVSoHNZqOhoYGmpiY0Gg0ZGRmkp6fj5+cnd9tCUNntdqxWK4BX9d3hcGC32/H393exshqNRvr7++np6cFms6HT6dBqtQQHB5OQkCAnts1mU21flXNTKHTKcfP39/eqxVPMq6CgoPt+j3I++/A8YgMiFgmx8fi6bDREv8W/gYEB6urqGBoaIjk5mdTUVHQ6naeb+UC4y/upopRPFMLYc7dTPLXjcDiw2Wwueo6/vz8BAQFeM84OhwOLxQIg56rYTAQFBY17wmy1WrHb7QQEBEz4hszjyquyQ0IxEM976+7TYrFIv06bzcb777/PL37xCzQaDT/5yU/467/+awICAuQCJAZcLETib2/B/QjH4XDQ3NxMdXU1Fy9e5MyZMwwPD5OUlERUVBSZmZls3LiRnJwcAKn4qhF3C6S78upN4/RV+Tr00ZvQaDT4+/vLDdXXSXEFV8XOaDRy+PBhfvGLX1BfX8/LL7/M97//fdLS0sa93od34u3jJ+5TpbHK2+5Zd/1EuRbejUepz3hMebVYLGg0GqmR30tR9Tbho7QgA1RUVNDV1QVAZWWlfN194MXvoUTtfVcuoIODg1RVVVFRUUFlZSWVlZWUl5fT0NAAOH1/IyMjyczMpK+vj6effprZs2fL3bQaXClEkJk4vhOKwr0Q4+npto+Hu9W0ubmZq1evUl9fz/DwMP7+/oSEhBAZGUlsbCxhYWGAc0cdFBREcnIySUlJXmvxAFfruc1mw2azudxTyiBCNbuxuFtax0MESIqFRcxftW4OvwoajQa73U5fXx/nz5/n9ddfp6ysDIC6ujpGRkZc5KYaZaiyTWazmaamJiorK3E4HBQXF5Oamgo4x1PNc1IgLGxCZk4U4lROWNgvXLiA0WgkOzubtLQ0VVvY7XY7FotFWibvdt/abDbVK7Kjo6OEhITcMRfF/0dGRjh8+DA3btxgbGyMqKgoFixYwIIFC2SfzWaz1HEmoq8euyvEYqg0p7s7rQuhq+ZB/TLsdrvLDZadnX3X3ch4bgNq7btyIXU4HLS1tXH8+HF27drF4cOHaWpqwuFwEBAQQGBgIH5+fthsNrq7u+nu7qazs5PR0VF++MMfkpmZCdy+iT2JCDITCKVHOS+Fm4SYo55u871wV14bGxv54IMP+Oijj+jv7wdAp9ORnJxMdnY2cXFx8igoJiaGgoICFi5cSGFhIeHh4YA6NhkPgjef4igRYyjkhHLjKGSF2hXwh0GpyAwPD3PkyBH+/d//nR07dgCQkpJCcXGx3IAJ1ChDrVarlDM3b97kwIED7Nixg5CQEH784x9L5dVisXjFeD6qNprNZhmM19PTw+uvv051dTVPPvkkW7duvWPtUNNY+/n5ubhniY2zuG+F24CaN5ZinQ8JCQFuK6DCJVKr1WK1Wjlz5gzvvvsun3/+OV1dXYSGhvL973+fadOmkZKSgs1mA5hQI8ik3hXCZ0LszhwOB5WVlZw+fZrKykr6+/sZGRkBnEre8uXLWbhwodctmoGBgXKwampqAMjPz2fVqlWsX79eTlY/Pz/pQwJw5swZ9u3bh5+fH0uXLqW0tFROGrX5hSoXzt7eXrZv384777xDRUUFw8PDAGRkZFBaWkpiYiJ2u52Ojg4qKiq4ceMGjY2NlJWVMX/+fBISEggNDVVV/wD6+/uprKzk6tWrdHV1ER4eTnx8PENDQ/T29pKSksKiRYvIzs52USzUNkeVAj0qKor4+HiXDZXRaKS1tZXR0VG0Wq0cv+DgYMrKyrhw4QLf+973WLFiBaDOPo6H2Wz+SmnZlP7NakBsnsT9ceLECT799FPq6uqIj49n9uzZ5Obmkp6eTkZGhldbye+FsCj7+flRW1vLhx9+KBXX/Px8XnrpJTZs2EBiYqKL5Vkt46hELPwAvb29nDlzhvLycoqKiu773hLGHk/2UTkmynZNVHuUJ5N9fX2Ul5dz6dIlHA4H8+fPl8qr2Ax46ndQ9lkELillbE9PDydPnuT8+fM0NTWh1WpZsGAB69atIz093SNtvh8GBgaIiooCnH347W9/i8lkYv78+VitVq5cuUJbWxtjY2OMjIyQlJREV1cXIyMjHDp0iOjoaGbOnElKSgpz586Vnyv0wIdh0pRXoXwFBgZiMpmorq6mqqqK8vJyysrKOHnypIsiFxUVxcDAAOnp6VJ5tVqtqk455XA4MJvN8oigqqqK9957j8uXL1NQUMDzzz/PwoUL5bVi9yI4deoUBoOBkpISli5dqsodtxAmYiFtb2/nk08+4dVXX+XKlSuAcyEpKCjgscceY86cOYSGhhIUFER3dzfvv/8+N27cAKCzs5Pq6mra2tqYMWOGFICTfcyn/L7h4WGuXbtGU1MTfX19VFZWcubMGerq6tDpdCQkJGA0Gunr62P69Ok0NDSwefNmZs2apcr8ku4LYVpaGlu2bCEqKor6+nppOTabzTgcDgYHB6mvr6e5uZn29nYAuru7mTFjBpmZmaSmpsp5qcbjWLhthRGyYmxsDJPJhNVqZXBwkNHRUWmNFYp4SEgIUVFRhIeHq04xF9Yacc8dOnSI//N//g/g3JgUFRUxe/Zs8vLyyM7OJj4+Xr4nMjKSrKwskpKSAPWO2b0QmwkxnjU1NXz00Ud89tlnACQnJ/Piiy/y/PPPk5eX58mm3jdK17KRkRGam5ux2WxMmzaNyMhI+dq95qInlVZl0BHA+fPnGR4epqioSCo7D2NwEfNUWF27u7u5cOECAwMDANTW1kpXPGV7PIXYLIngpICAAOx2Oy0tLVRWVnLy5EmOHDlCeXk5PT09ABw+fJjW1laefvppZs6cSUBAgOqCYyMiIuTfH3/8Mf/6r/+KxWJh1apVAJSVldHT00NAQADz588nPDycxMREOjs7uXz5MvX19WRkZLBkyRJGR0dZunQpwcHBE6LbTJp2ZLVa5USuq6vjl7/8JWVlZQwNDTE8POyiuILT6nX58mU6OjpkYM+9HIPVgPCXFEcFBw8e5Je//CX9/f0UFRWRnZ0tr7VYLHcoO1VVVXR2djJ//nw5OUZGRlRnlRQL6ejoKJ999hn/9E//JBXSxx57jOeee461a9eSmpqKRqPBarUSERFBR0eH9E2D264hnkaZsqu5uZk//OEP7NmzR863np4exsbGAKivr5euA0LB6+vr48UXX6SkpET2R63WyfDwcObPn09BQYE8AlK6qgwODnL+/Hk+/PBDdu7cid1uZ2xsjIsXLzJnzhwSEhKkRUGtgXYWi0W20Ww2c+LECZqamujq6uLUqVNUVlYSGBhIUFCQvLagoIDVq1ezfPly0tLSVLN4wO1sHgLloh0YGEhlZSV1dXVERERINx1w9j0tLY1vf/vbbN26lbCwMNUtjveLUGY6Ozt5//33+e1vf8vg4CBxcXE8++yzbNy48Q7F1Vv6ODIywuDgIGNjYy7GDDUjZEdQUBB2u53f/OY3VFdX8w//8A8sWLAAAJPJJE8OHxSxARWy9uDBg2zfvp3u7m7AadxSyh41jLX7JvPixYu8/vrrHDhwgJaWFgIDA4mKiiImJobBwUFu3LjBP//zP2M0GvnLv/xLpk2bpppTH+Fr7efnx/DwMG+++SavvvqqNGiIE+KbN2/K6y9dukRgYCBGo1F+zuDgIOXl5XR2dtLW1kZbWxtPPPGE3OA8jE/3I1dehdANCAjAaDRSV1fHRx99xBdffCGP1MFpESosLCQiIoLa2lrOnTtHe3s7bW1tj7qJE4LYZYaGhgLOHcn7779Pf38/4eHhZGVljXsjC9P5xYsXuXjxIgEBAcycOVO+LgSApycz3F5AhJJz5MgRtm/fLhXXjRs3sm3bNtavXy8tPQKj0Sh3noLQ0FBSU1PltULhm+y+KjdFNpuN/v5+mpqaXK4JCwsjISGBwMBARkZG6OjowGKx0NDQwKeffkpiYiIZGRnExcVJP241Kq8ajQadTnfXQIfk5GRiY2OprKxkz549GI1GgoOD6ejooL6+Xip7yvRoakHMH9G3lpYW9u/fz6FDh6irq6OlpUUGD7ojgtja29tZv349OTk56HS6O45EPYFYwAVpaWnExMTQ19dHUFAQJpOJwcFBBgcH73hvQ0MDsbGxpKamsmjRInmK5Q0WWHEficWtoaGBDz74gDfeeIOOjg4SEhL45je/ydatW5k9ezbgVKrEkbwaT64EwsAxMDDAtWvX6O7uxmQyyfbfDeEqYLVaGR0dxWazERYWJj9vssZVqWDV19dz+PBhqquraW5ulsrrwxiblPEv/f39nDx5krKyMqxWqzyCTkxMlNd7Wg4J45zIInTkyBF++9vf8umnn2K1WpkzZw6LFy+WJyNGo5EPPviAPXv2cO7cOTo7O5k2bRrgWUVcmUnHZDJRX1/Pxx9/zOuvv86NGzek7BcWcLHxT0lJcQlw1mg0hIaGYjabuXr1KpcuXeKTTz4hKiqKFStWeIfyKgT/zZs3OX36NNu3b+eLL76gpaVFXpOYmMjatWt54YUXiIyMZMeOHXR2dhIcHKxqNwElFotF3kA3btzg1VdfpaysDI1GwzPPPMPq1atdTPBCqddqtTQ3N/Pee+9x6tQpF39ZeHSO8F8FYS0G50KyY8cOTp48iUajYcGCBWzZsoXNmzcTGxsLOBVWoUgcPHiQX//615w4cQJwWgBnzZpFfn6+XFA9pfApvzMpKYnNmzczODhIWVkZRqORoKAg5s6dy2OPPUZCQgJHjx7l448/lu8Rm60nn3ySuLi4SW//RGKz2Whra6O/v1/OUZvNRlRUFHFxcXKOq8E64I7S2t3a2sof/vAH3nnnHRoaGjCZTHddTDUaDUNDQxw6dIjGxkYGBwf55je/KRUi93zMk437hm7RokU89dRT7Nq1S1phAwMDZQlqcWQpxu/UqVMkJSWRlpYmrZPCvclbGBwcZOfOnfzTP/0T7e3tJCQk8Oyzz7J161YWL16Mv7+/9AtW85ohjBz+/v5YLBbKy8s5deoUHR0d6HQ6IiMjXXwB3e8x8f/e3l7Onz9Pf38/paWlzJgxA3ANBHuUiN/YZrNx+fJlbDYbERERtLa2YjKZCAoKeqhMAMo539zcTFNTkzwhio+Pp7i4WCp7gEeDm5W+x3a7nV27dvGP//iPHDt2jKioKF5++WVeeukliouLpVIHEBMTQ1tbGyaTiebmZvLy8qSBy1Mnd0Kum81mysvL+d3vfieNcAEBAZjNZilXwsPDmTdvHps2bWLp0qUkJyej1Woxm82YzWaioqLo7+/nzTffpLKyEqPRiMlkcvm+h9ngPDLNSKRsUR6hv/rqq5w5c0ZGOQMsXLiQ9evXs2XLFoqLi7FYLNJCEhUV5WKFVLPADQoKwuFw0NrayieffMLRo0cBKCwsZNOmTSxcuFDmffX395c3IjgV+3379gGQnp4udyWAR53Q3VEeXQ4PD1NfX8/AwABhYWHMnTuX4uJil7aPjY1x+fJl9u/fz969ezl+/Lh8bePGjbzyyivk5ubK5zy1e1YmXI6Li2PLli2YTCZ6e3vp6+tj+fLlrF69mmXLlhESEsLNmzf55JNPgNtKQ19fH6Ojox5p/4OiTBclFDetVktYWBhtbW28++67HDp0SApPrVbLsmXLWLlypcvpgaetHQLl6Q44TzG2b9/Ozp07qaysBCA6OpqioiKmT59ObGwsMTExWCwWmpubuXbtGleuXGFsbIz6+no+/PBDCgoKpPIq8jZ7UnmF21a1+fPny4wQO3fupL+/n5SUFMLCwqiqqpILhLDYtre3c/LkSV555RX5mUr3JjUi5KQ4sTtw4AAff/yxPLZcs2YN27Ztk4qrMvuHmlGeVthsNhobG6mqqmJsbIz8/Hzy8vKIjo6W14/XH5vNRnV1NW+++SYtLS1ERERI5dVsNj9S5dV9IydOZMT9ceXKFa5cucLcuXPlhuKrbPxEv3t6erh69Sq9vb3ytcDAQHnKJfDUvSkCj7RaLTabTbrRHTt2jOTkZL773e/y/PPPU1RUdMd7Z8yYQXp6upRBxcXFMj+xJww5ZrNZbkquX7/Oa6+9xnvvvcfAwIB0cRSW0mXLlrFq1SoWLlxIXl4eaWlp485VZTEmrVZLUlKSi9x5GN3mkSmvQvCAM8/pu+++KxW0qKgotFotGRkZbN68ma1bt5Kfnw8ghbPRaOTmzZsMDAzQ0tJCb28vERERLsde4npPIlKZCCXg448/5q233qK1tZWkpCRWrVpFcXGxS5ALuAqlpqYmmpubAcjLyyMlJUW+5un+KVG2JTg4WAYWmM1mkpOTycrKkgLLarVSW1vLO++8wx/+8AeGhoYICAggOjqawsJCvvWtb7Fx40b5fpFOy5OIBTM6Opr58+fT1NSEn58fa9eupaioSM698PBwOY7C2qXGYK274Z73UyyWY2NjHDt2jM8++4yKigrAOeaFhYU89thjTJ8+HbhtUVdLf4WVUQjeQ4cO8fvf/56Ojg7AOV7r16/nmWeeYdq0aYSFhZGUlITZbJZBo5cuXeLs2bMyP/GxY8dYuXIl06ZNU02qLaH46HQ6lixZgt1uJywsjJqaGjIyMoiJieHEiROcOXMGf39/YmJi6O7ulm4uSqOB2lEG+5SXl/Puu+9y6tQpwsLCWL16Nc8++ywLFy68Y8EcGhqSkd5qmqPjYbPZMJvN8gg2JyeHxYsXk5ycfMc6oVQsOjs7OXToEJ988gl2u91lXMWm5lH2W2kVvHnzJo2NjfT09GA0GhkdHZXxAYIHsa65u4rU19dz9OhRuT6CMyVaRkaGXH88GV+gNOicO3eOX//61xw5coSYmBj+7M/+jFdeeYXU1FTpDzs6OirbPTQ0hMPhkPenyLQEnonvEfOrra2NnTt38uGHHzIwMIBOp5MW17CwMBYvXszWrVt54oknSEhIAG4bRJSI6qKNjY2YTCYZkKacHw8zbo9EeVWmQaioqODXv/61tETqdDrWr1/P888/T3Z2NiEhIVJZEwtQamoqM2fOZO/evbz66quMjIyQnJzMN77xDdXldVNOssbGRg4cOCAX/nXr1rFt2zaysrLkNWKwRBRlQ0MDR44cYXh4mIiICGbNmuVivVSrJSEsLIz4+HjgdpJ30aeWlhauXr3KZ599xq5duxgaGgJg2rRpbNiwgaeeeoqlS5fKz1JLH5UuGrm5uXznO9/B39+f+Ph42Ter1SoVViVq8I18UIxGowy6AHjrrbf4zW9+Q1VVlbxmzpw5PPnkk6qwkN8PY2NjtLe3S8U1Pj6eRYsW8fTTT7Nx40ZCQ0Nl1hKHw0FcXBzLli2jpqaG1157jd7eXrq7uzl+/DjvvPMOW7dulTk3PZ2uTjm/RKqd1NRUhoaGCAkJITAwkCeffJLe3l5GR0dpbGxk9+7dHDhwQPqviT6oNZ2Wsi663W6ntraWXbt2ceTIEYxGIytXruSVV15h48aN6HQ6uSgKP/xPPvmE5uZmioqKWLhwobTOqcXYocRms2GxWORinpmZSUlJCX5+fhiNRrRarct8s9lsGI1GTp48ya5duzCZTOTn57v4fj7qcqPjBQ9ev36d/v5+4uPjSU1NJS4uTrbhfoq83Ovza2trOXr0KPX19eh0OvLz83nsscfIy8uT2UI8oeiJeSpkZ21tLe+99x6HDh1Cp9Px4osv8tRTT0nZMV4lKpPJhMlkws/Pj7CwsHu6izxKlBujmzdv8t577/H+++/T3d1NQECAdLnS6XRs27aN5557jrlz58r1H5B53JX3mbC4C/cRq9VKdXU17e3tUo9TneVVKAGtra3s3LmTjz76iM7OTnQ6nQwceO6551zeo6xG0dHRwdmzZ/niiy84efIkw8PDslqD4MvKkj1q3NO33Lhxg/fff59z584BznRRa9euZcGCBfj7+2M2m+8QLMPDw5w8eZIvvvgCo9HI4sWLWbdunYvlVa2LjEhFpNPpsNlsXLt2jc8//5yQkBCqqqo4efIkBw8epK+vD61WS1xcHImJiYSGhqLVauVRtU6nU40ypCxAEBISIm8wcG7IbDYbdXV1tLa23jH3jEajXITU6A86HkqftFOnTvHuu+9y8eJFwGmNzc/P59lnn2Xz5s1ERkZKga22OSnkzdjYGGfPnnXxp8/IyODpp59mzZo10nIeEBAgfdSDg4O5efMmTU1NMuWLRqOhvr6e48ePs3TpUpdqR56cq8pcwuDcQIpMLALlnG1tbcVoNHL9+nUGBga4ceMG9fX1ZGdnS7mltsAtcSyp0Whk1Z7PPvuM7u5u8vLy2LhxI8uXL5dzd2xsTFqyRkdH2bdvH/v372fVqlVERESwbNkyQD25e4VVURSUqK+vp7Ozk8TERGbPni2VIWXOUOWpwvnz5/nggw+4dOmStMAr14vJiJFQKpf9/f20trYCzrnU09NDR0cHmZmZBAUFyRR8X8VFZXh4mJqaGun6ExUVxeLFi5k/f76La4UnELLAz8+PtrY2tm/fzq5duwgMDOSpp57ipZdeIi8vT1ojxbgoN6DDw8N0dHSg0WhISUm57xRpE41yLaurq2Pv3r1cvXpVBj1arVaCg4N54okn+Pa3vy3vKZvN5hKo5j73TCYTN2/edDH29Pb2ulhoHybF2YTOdGUBgr6+Pj799FP27t0r01sI7V0cl4gbcmBggMHBQTo7O6mtreXMmTOUlZVx/fp1mXahu7ubvr4++V1qUF6VQqWsrIx/+7d/o6uri5ycHF566SUWLVokFzuRdkLpZmCz2aivr5f5UefMmcPq1avRaDQYjUZVV8tRJmIeGBjg2LFj1NXVyXQ2HR0dUpkTmxJ/f3/q6urYt28fDoeDxYsXuyQTVwN3s6BqtVrGxsaoqamhsbHxjrlntVrvSPfmDVgsFmllrK2tlc8XFxfzZ3/2Z6xcuZKYmBjVWpWV0aqtra2UlZXJ+0mn0zF//nzWrl0rLXDKExs/Pz9GR0f5/e9/z6uvviqVXuWRrVrmpZL7bVNMTAz5+flMmzaNrq4uWltb6e7uJjMz0yWlm1o2j+60tLRw7NgxKioqiI2NZdOmTWzYsEEGhILrBqynp4fm5maZkm/NmjV3+MR6GuWx/ujoKBcvXsRoNPLYY49RUFAgrxPWZOFvDc6c2rt27WLPnj1YLBZmzZrF7NmzXZSeyR7L0dFR6WPd19fH3r17SUlJoaSk5CsprMIoYjKZKC8vp7a2VsaH6HQ6srOzpfuSuH4y9QD3DXx/fz8HDx7kww8/pL29ndWrV/PCCy8wb9486QervF/F30ajkcuXL1NXV8f06dOJiYlxiSeYTLmj9MGura2lvr4euL2mRUREsG3bNl5++WWXQgNK451AeeouCjNcvXpVvp6YmOiSiUg1yqt7QE95eTk1NTXSD9JkMtHa2sqePXsYGRkhLS0Nq9XKzZs3uXnzJn19fXR2dlJTU8P169ex2+2EhoYyMjJCQ0ODS9ossZP2FErl2Ww2U11dLSN/MzMz2bhxI7m5udLXRQyocrEVO2+xM1HmlxTVyNSkvCp/b+EmEBUVxfDwMM3NzS5+SeD04QoKCuLq1at0dHSQnp5OZmYm+fn5JCcny4mvNgVBafUwmUwyOjQgIIC+vj5u3rx5x00XExMjF1VPb6zuB6PRSENDA8ePH+ezzz7j1KlTjI6OkpSURG5uLs8//zwbN26UpTbVtMFQohyHsbExGhsbaWhokEEFypMMq9Uq+yDuraGhIc6fPy/T9gUEBKDVaomJiSElJUWOPXguKMQdpQVWBMYKOWG1WuVGUcgdYWkeGxu7w+VFLX1yVwp6e3s5cuQIx48fx2KxMHPmTFauXEleXh4ajYaxsTGXiPa2tjaOHj0q3UXESYhYmNVyTyoDcCsqKmRKPuGaJBZ/i8XiElR35coV3nrrLT799FPphpWfn09paan0O4TJV16FFU0ErjY3N8vUieJ55bXKQFFllD4gLXzg3Ljs27fPJbWiTqcjJyeHtLQ0uT5OdqyBcFMQ99uFCxf44x//yNmzZ5kzZw7btm1jxYoVch67j4e/vz89PT3s3buXnTt3Mjw8TGxsLKGhoeMquZOBkAFjY2P09vbKe0jcL1lZWWzZskVaXMfGxggMDBx3rinvsaGhIa5du0Z1dTXgTMOYl5fn4hapGrcBZcOtViv9/f3cvHkTi8Ui8xH29fVx9OhRrl27RmRkpKx3L5zWlbgfT6pF0MJt3yKr1cr58+ddFLecnBxZkEBYW0VflDfszZs3pbUrKyvLZUfpHlSjBpS/f0hICNOnTycqKkrmzlQmR9fpdERERBAVFSV3ziUlJTz77LMuR3lqsYiMh7LiCThPCJqbm+np6XHx7UlMTCQ/P9/l+M7TFV/cUS4Swv3hww8/5O233+bGjRtoNBqio6NZtGgR3/nOd1ixYgWhoaEeLz/5ZbjLnNHRUYaGhoiMjKS0tJSioiLZdpFCSlTuEZYv5YmOmKvh4eEuQSGgLvkDt61USpSuSeL+Er5nwodSWFvdg2M8yXhKwc6dO6mtrWX69OmsXLmSgoICqcyJmurCN/bYsWN88MEHNDY2otFoyMrKIiYmRn6+p+ewUjkXVtfm5masVqssYSzGCFwtit3d3fz+97/nN7/5jTyJjI6OJi8vj7lz58piG57IthAUFERYWJjLvdHR0cH58+dZsmSJnGdi7t2rfUqZ2d7ezuHDh2X8CDiNQspKjJ6QsXa73eWeOXHiBAcPHiQ4OJhNmzaxatUqgoODZdCyGE+TyYRWq5X+zGVlZZw+fRqA6dOnEx8fL/3wYXKVV/GdYtM+bdo0uQEpLCxk48aNMvMK3D4V+LLPbGhooKmpiZGREbRaLfPmzWPevHkuFvmHcUF7ZMqrGDyx0xcmZo1Gg8lkoqOjQ2r492JkZITg4GCWLl3qYrJ+1I7p90KpjAol4PDhw+h0OrZs2cJzzz0ndxdKp25ARsCazWaOHz9Oc3MzAQEBrF27loKCAinElS4JoA7Ll3LCBgcHk5GR4eJ7JI5JhCN9VVWVLItbWlpKSkqKi4/eZB/5fBWEkLLZbFRUVHD69GmXAgYiSfPs2bOl1QDUp+goBa7ZbKaiooKjR49KIaXVaomPj2fOnDmsWLGCyMhIWVZVuVNWMwMDA3R2dgLIkq9ardbl3hkbG5PW1Lq6Ol5//XXOnDmDTqeTvtjgVA5mzZrlEpSgts3keCgVVrExFCUro6KipMFAKK4inaEn5Sm4BupYLBZOnTrFkSNHCAwMZMOGDWzcuNHFn1ekHQTnGnHx4kUOHTqEw+EgLS2NOXPmkJycLK/3dHCv0uKv1WoJCQkhPT2d4OBgqRAp5b0ohnL8+HH++Mc/snv3bqm4RkVFsWDBAubMmSMtz544ZganNS0/P5/m5mbZvqtXr/Kzn/2MRYsWkZmZSWhoKNnZ2RQXF993CXBlUZSAgADmzp3LypUrPWplBle53tTUxIULFzCbzTz11FM8++yzLkfiyk2hiNYPDg4mLCzMxe8zJSWF7OxseUIy2ZsQMQ6BgYHMmzePH/zgB+zYsYOhoSGefPJJXn75ZTIzM6XhbbzNrljHRYWt8vJyjhw5ItfKyMhIlixZwvLlywkPD3fJd/xVmVDlVdmQsLAwSkpKqKyspKqqyqVkGNyOQvT39yc8PJyQkBACAgJkKdS+vj7Z8bi4OAoLC2UONPCcciCOK4Ty2tzczOeff05XVxcJCQk88cQTrFixQqaECA4OlhZasQMFp+P9+++/T01NDVlZWSxfvpzMzEzZL39/f+kzKj5DDYgFMSYmhrlz57Jo0SKuX79OR0eHrA5jt9sxm81kZmayfv16Xn75ZZdodYvFIgMW1NIvd5QWR7vdTn19PadPn+bChQt3pDTJycmReRbhwSNsJwP3I6mQkBDi4+NJSEigq6sLs9ksHewbGhooKioiODhYKuRq2Dx9GTabTfrfibaKNFci8EW50//iiy/YvXu3DB4UQjkpKYlly5aRn5+PTqeTSpXaNiRw22Ip5qpyQfDz88NsNjM4OEhQUBBFRUUUFhbe9bM8OcYi+AWcx+kXL15kZGSE6dOns3DhQkpLS4HbYyzKkvr7+9PW1kZLS4tcQMPDw5k7d65LlhdhAfQ0yoA04T5VUVFBS0sLdXV1Utnr6Ojg3Llz/OEPf2DHjh0AMngmPDyc5cuXM2fOHPm5kyVvhNwW5ObmsnbtWmpqamSp0K6uLvbt28elS5fIzMwkJCSERYsWYbfbiY2NpaGhgd7eXnQ6HWFhYdjtdhnjERYWRm9vL4cOHZKf5+fnR1FREUuWLJFuTJPZZ4GYb8oKkxUVFYSHh7N06VJmzZol3SNF3ndhWRfBouA8VRCb7FmzZlFSUuKSFWOy56kyM0ROTg4vvvgiqamptLS0sHLlSmlwcs+zrzxFVhYwAucG5vTp09KVMjs7m5KSEhcXrocdvwlVXpWNj4+P56WXXiIoKIh33nmHuro6RkdHpRIbFxdHcHAwISEhFBUVkZOTI9PaxMbG8rvf/Y6f/exn8vNGRkZcksB7UtAqjysGBwepq6sDnEco06ZNc8nNJ5yw3VOAVFZWcvDgQcCZQmru3LlyRyaO9o4ePUpQUBDLli2Tzwl/Nk/g/nvHxsZSXFxMaWkphw8fllU47Ha7TKvxN3/zNy5+g+B5K8j9oCxV63A4aGpq4saNG9IypyQlJYXU1FQXK5/aFB2l759Op+Oxxx6TqXfKysro7++noaGBPXv2YLVaefnll1m8eLF8v5oDewSRkZEupYaVPpSjo6MEBQURFBTE2NgY27dv56OPPpLjKX6XuXPnsnnzZjZs2KCKco1fhthcib+VDA8PU11dTUtLCzqdzmXz39/ff4dF3VMyVXmvdXV1cf78eRk8517QRSgEwcHB+Pv709XVxcWLF+UiCU7ltaSkhPT0dJfjWzWMo1L2BQcHU1RUxIkTJ7hw4QJvv/02Y2NjpKSkcOnSJXbu3MmRI0cA5wmP0mWgqKiIjIwMua5MpvIKSN/V5ORk1qxZw5UrV2hqaqK/v1+OV1dXF93d3TgcDrq7u+W9Vl5eTnt7O8HBwYSGhjI8PIzVapUnHZcuXaKystJlvQ8NDSU+Pt5l8znZMla4PwIyDV1NTQ1xcXEkJCTc4S4gTliFsQDg6NGj/PznP+fAgQPk5uby3e9+l5UrV8rv8EQmF/f7IikpiQ0bNmAymVyqgrq3TcgesUYqn+/t7aWtrQ2LxUJ8fDwzZ850sUpPxL34SJydxO4yLS2Np59+moiICFpaWujv76etrY2AgAAyMjIICwtDp9ORm5tLSkoKMTExpKenA7j4f+p0OqKiojwWjeeOe+CSiETX6XQufo/KXaLyRjOZTFRXV8vk0iUlJbKSmL+/P52dnZSVlfHOO+9QUlIifYfEcZ8nnPKF1UqksKmqquLy5cuUl5czODh4RyqQoKAgurq6qK6ulkEWgKozKChR7io1Gg0dHR20tLS4BNxZrVYKCgqYOXMmycnJ0sKu5v4J94HIyEjWrVuHv78/sbGxHDp0iJqaGmpqaujp6ZEnH6WlpXdURVETynsxKCiIqKgouYg0NzdTX19PbGysFMIjIyN88sknvPnmm1RUVMhAE41GQ3Z2Nk8//TTPPPOMVPTUanFWzk0x3ywWC9XV1YyMjBAUFMSNGzc4fvw4w8PDaDQaysrKsNls9Pf3097eTmBgIImJiRQWFjJz5kx5BO1JP3RRhEF8f09PD2fOnCEjI4MFCxYQExPjsqA2NTXxySefuEQ0p6WlyXUE1OV/rlSi/f39WbJkCefPn+fgwYPs2LGD3t5eMjIyqKmp4cSJE5jNZsLDwwkLC5PVxVJTU8nIyJDj7omNpfK+yMzM5PHHH6e2tpY9e/YAEBERgb+/v7SeVlZWMjAwgNFolNmH3ImMjGRgYICTJ0/e8Zoy0Gu8NjxqhJuNoK2tTbYzPDxcKmYajcZl3ReGG5EW849//COff/45VquV/Px8Nm7cyPTp02WqUE/LWaGMhoeHS2uxqNomcrmKk9OgoCCXedff3y/lzrVr1+TJeUJCAunp6XfVh74qjzTPKzgn9ne+8x3MZjOjo6OMjo7i7+9PWFgYQUFBUvgqzeUtLS0y+heck7qwsNBFIHnSX1L5vWLSgXPxGBwclK+J3K5w+/gSnDeysNaKI3hx1HDq1Cl27NjBjh07aGxslL4m4ns91WflAnnx4kXeffddPvvsMxoaGuQiKCqJ9fX10dzczK9//WsqKir47//9v/P4448DyKTi3sTg4KDMdiFy2wHMnj2bp59+mvnz57tkiVAzynstNDSUb3zjG3KxP3z4MDdu3KCjo4P33nuPw4cP881vfpOXX37ZJQelmhQ6ZTt0Oh1JSUkkJibS0NDAsWPHiImJwd/fn/nz5wOwc+dOXn31VU6fPi1zUIJTkUhJSSE3N9cl6btaLc7KCG1RM7y6uprdu3dTWVlJcHAwvb29XLhwAXAunr/5zW/4wx/+II82AwICKCgo4KWXXiItLU0qr5NdmlL45YLzNGfhwoV8/vnnnD59mpGRET7//HO6u7tZv349q1evlkfrZrOZU6dOceDAAbq7u9HpdBQXF7Ns2TLVBtq5B73OmzePDRs20NTURE1NDQcPHiQkJITh4WHAeUKZmZmJ1WplbGxM+vSKYDRPrQnKNHIajYbS0lLq6uq4fPkyLS0tDA4OusQAWK3WO7LRKElKSiI1NZWwsDAyMjJkELBATWMIuJzqmM1mF8u/uwGju7ubTz75hDfeeIMLFy5gtVpJSUmhqKjI5XRHDTJ1vN9ZeaIu3CbsdjtjY2MyK0ZDQwMNDQ2MjIxQXV3NqVOnZLxTXFwc6enpLq4TqlVeARfzuUgGHhwc7JKjbzxEegXlRPf39yc0NFQKVzVFQI+MjEjf1O7ubn71q19x7tw5pk2bJhPz63Q6qah3dnZy+PBhmUstMDCQsrIyOjs7CQgI4OLFixw/fhxw5tp0zxU7mVYE8TsrF29l3XhxtGexWCgtLWXjxo0EBASwd+9eqZwfP36cgwcPygwMQgFSc5YBuDPx/alTp1z86gDmz5/P888/7xJIorYE/ndDRGqDUwkPDQ1l2bJlXLt2jd27d7Nnzx46Ojr4wx/+gNVq5Xvf+x4lJSUAqolQB9ffe9q0aSxfvpzTp0/T0NBARUUFWq2WlpYWsrOzsVgsHDt2jJMnT96RMsput9PZ2UlnZ6dMUSSCn9SovIJzDC9evMiRI0doaGiQ1Y6am5vRarXSYBAeHo7dbmdkZMSl32lpacybN4/c3FwXi48n7kuhhPn5+ZGTk8OKFSs4c+aMrMhz/PhxBgYGqKuro6ioiJCQECoqKjh48KC05AUHB7Nx40Y2b94sLV7uPpqeRpkJws/Pj9TUVNasWcPNmzc5dOgQlZWV0loJsHz5ctauXcvFixepra0lMDCQhIQEl1NITyD6IaxysbGxrFixggsXLvDOO++4FG1xX7fFWij+CfeAgIAA8vPziYiI4PTp01y6dAmj0Yifnx+RkZEyq4HSzWQy+6uUNeKUxmAw0NraisFgoL+/n6KiIsLCwmR6z/r6em7cuMHVq1cpLy+XQVvLly9nyZIlLgF3apIz7jE64Lpm+/n5ce3aNQ4fPkxHRwft7e20trYyPDzM0NCQi/6WmZnJ/PnzSUxMlOunqpVX5WC711t2/1tMRDGxQ0JCXAZSaPki5+Z4nzNZuAvDhIQEli5dyuXLlxkdHeXNN9/kzTffpLi4mMLCQhITE4mJiZH+Za2trVy4cEHuLI1GI0eOHJG+TeI7FixYwA9+8ANWr17tEoAx2f0VE3Z0dJQLFy7wwQcfsH37dlpbWwkNDSU1NZV58+bx5JNPsnnzZgIDA7FarZw9e5aamhrCwsI4dOgQiYmJvPLKK8TExMgjGDUqr+4+ZPX19ZSVlXHx4kXGxsZcUtnMnDmT/Px8AJl3Uo19ckdk/oDbAT85OTnk5ORQWlpKcnIy0dHRHDhwQFphRRqXoqIil+NKNfRX9CE0NJTFixezceNGmpubqa6u5sKFC9L6qESkcgsMDGRoaIiBgQFqampoaGiQlnV3Xy5Po/y9R0dHOX36NNu3b2f37t1yM+yORqORvoY6nY7IyEiio6MpKSlh3bp1LFmyhMzMzDusK5ON0k/c39+f5cuX093dzXvvvUd5eTn9/f0cO3aMY8eOkZGRQVBQENXV1S4+d6GhoRQXF8tALWXArJoRlexmzJjB5cuXqaqqora2lsjISJ588klWrlxJS0sLY2NjTJs2jezsbJfiDJ7snzLoNicnhxdeeAGbzcbevXvp6emRBQeU95F78DYg4yWmT59OcHCwzNUMzmP5lJQUmWlAufGeTERMAzgVspdeeombN2/yxhtvcPLkSfr6+pg7dy7Tp0/HaDRy48YNKisr6ejocLmnQkNDmT9/PgsWLJCbZE+kObsX4234bDabtP7X1dXxwQcfsGPHDpqamu4YU7EZFindRKotkU1hIjaUj3xLqgxUck+lpfxbGegiUrcIxPNqEUJKwbFkyRL+6Z/+iYMHD/L222/LpMrC6VxEUIaHh8uKFcPDw9LfVQSRBAQEkJWVRWlpKQsWLJAO+crjL5hcQSU2FA0NDRw6dIjdu3fzxRdf0NfXR3BwMGvXrmXz5s0sXLiQtLQ0aQ1Yu3YtAwMDfPDBB5w8eZIzZ86QmJjIokWLWLJkiSoDmgRCsRaCpKWlhUuXLklriIiqnDt3Lnl5efJ9apmbD4IynZIgODiYDRs2EB0dTVRUFLt27aKhoYFXX30Vu93OX//1X5OamqqqDYhyPkVFRfHiiy8SGxvLH/7wB44dO3bH9bNmzaKwsJDo6Gja2tq4ePEiAwMDHi988mUof++GhgbeeOMNPvzwQ5fsF0qEP68gNzeXJ554gnnz5pGTk0NqaqqLfPGkO4h7CqUZM2bwwgsvkJSUxIcffsiBAweke5b7kbJYS5QKjvJ5NeLuPjB79mwyMjJYsWIFw8PDDA4O4ufnR0FBAX19fdTU1GCz2SgpKaG4uNiljKwnlR532bF8+XKCg4PJy8vjxo0bNDQ0cP369bv6uQpmzpzJokWLSE5O5tq1a1RVVcnMISkpKUyfPt1l0+wplJbDmTNn8vLLLxMTE8PZs2dpbW3l1KlTxMfHExsbK7MkzJs3T+a+NZvNpKSkUFBQIE+hRV50NaJcC4eGhigrK+Pw4cOy+llbW9u44+FwOAgODiY1NdXFDWsi5csjV17dze1fhkjc39vbK58zm81YLBZVOd6LIKawsDAWLFhASkoK4eHhnDt3jrq6Ojo6OjCZTBiNRlnv2Z2kpCTWrl3LnDlzCA0NJTk5mXnz5rlEBXsqAMhoNMobqqamhjfeeINDhw4BTiG1cuVKtm3bxsaNG+UCaLFYsNlspKWlsWXLFioqKqRTe1dXF52dnQwPD9+R1FpNjOeYf+3aNUZGRqSFJzc3l61bt7qkHfK0o/1XQXmKoCzZLPIqG41GWltbpS/T559/zvz589myZQtRUVHyvZ72gVXm0AwICGDatGls27YNf39/srOzGRwclAI4KipKKq+jo6Ps37+fy5cvA7c3kmqem+K3Fj6EQnHNycnBz8+PwcFB+vv75cIfHh5OfHw8s2bN4rHHHmPt2rUuhRvEXFeLcUDpg5yZmSlz06alpUml1WQy0d3dTWtrqzQCzJkzhyeffFL6EIL3uPDA7bk3nlvd+fPnqa6uxt/fn7S0NJKSkjx2fH43RFt0Oh3Lli0jMzOT+vp6amtruXHjhsx6MTAwQHBwsLSwmkwmqfRu2rSJ0dFROjs7ZY7X6OhomYlI4Mn+KmVDQECANNysXr2ay5cv09TUhL+/P9OnTycxMZHo6Gj6+/vZvXs3p06dApxWW+U8VcP43Q3lKWRtbS3vvvsuH374oXxdo9Gg0+lkfI8I6hKbZnf3rIlcK1ThDKTMm9ra2srx48ddjsHc3Q7UgDIvITjdB77zne/wve99j8rKSs6cOSMXlsuXL8tKPgMDAwwODhIeHs6qVav4i7/4C0pLSzGZTDKyVImn/bVsNhtVVVWcP38ecB55rF69mueff54NGzbcUVdbbDDi4uJc+iKqcnjS5eN+UW6S+vr6aGxsdHl9xowZPP7442RmZsq56elxeljEiYcYE61WK/21BQMDAxw5coT09HSWL1+ORqMZNwrYUyiPMIODg3nuuefYvHmzdE0SyeCjoqIICgri4sWLMr+tQPh6qZ3p06ezZs0auru7sVqtzJ8/n/T0dJmPuLm5GZPJREZGBnq9nm3bthETE+NSIhfUV3jBfeMQHR3Nxo0bWb58OSMjI/j7+2MymThw4AA///nP6e/vx8/Pj2984xt861vfIjU1VVqovUl5vRuDg4Nyk+Lv7y/L/IK6lB73cUtJSSEuLo558+Zhs9no6emhrq6Orq4uGZQVHR0tgw2nT59OREQEPT09hIWFSXkaGRlJcnKyagvABAUFkZaWRnJyMkuWLMFisWCxWGQa0P7+fvbv309vby8ajYaIiAimT59+xzqvNpQV4cB5Arl//36OHj0qrxHGHOEWIrK2KOdla2srVVVVdHZ2kpiY6KIDPCyqWHGVysLo6ChdXV0u+TSjo6NJTU2V1ZyEKdvTN6+wgIjkveIGKyoqYvr06YyMjBASEsLmzZs5cOAAb7zxBs3Nzfj5+bF69WpefPFFmXxb7LzB6atls9nQ6XSTrhQJS69Op8NisfD555/zxRdfuFQeWrNmDZs2bZKlX0UGCWUarJCQEBe/JGHlU9ti6Y77MZyybLEoopGdne2SAN0blJ0vQyl0jEYjzc3NnDlzxmUTGRoa6lI1T20og0j8/f0JCQm5Z2CLsmQzOMdXBJiqEaVyHhMTw3PPPUdWVhYjIyNkZWURHR3NsWPHaG5upr29HZPJJIuJiKM7jUaD0WiU8lOtmy4RLBcQEDDuOLa1tcnxCwgIYMaMGaSmpgLIEwS1juN4CKu6xWLBaDQSHByMVqultbVVHrvrdDrVpIu8G8KS7+/v73IaJRTWkZERAgMD77qxECc/Yl6KamRqnKfKIMPAwMBx/XAjIiKwWCwMDQ1ht9uJiIggJibmjrVRbShL2/b19fHOO+/w2muv0dnZSWhoKDExMQwNDdHf34/D4ZC+uxaLhbCwMGbPns3o6CjXr1/n008/JSUlheeee06mFFO6I3xVVDEj3HM1RkZGulh8YmJiSElJkZr+RHR8olAqbMrJHBsbi06nIzQ0VFbP+O1vfws4BfPixYtZu3Yt4FRWlcJWucucbJRuCk1NTbz99tvs27cPuF2Bo7i4WB5viRsSXP2bq6ur70gcHhYWJm9aNSp8YuzEMciFCxdk1gRwKm+lpaWUlJTIG1stVseJQNxXDoeDS5cusWPHDpeUdeD0F83Ozpb/V5MVRKBcGJTVsUSOQmVKKKWf69jYGMPDwzIwVG24/9a5ubnMmDHDJYJdBBaazWaioqKYNm2ai3HAbre7WNjVijK1oJAV4mi6s7OTiooKGaWenJzsMl7eeE8qA5bh9hy+efMm586do7+/n/T0dDIyMuR6oqzWpRbc12X35PVinMTzYjMVGBjoco8qSwWbTCZVuQwKxptnygqcGo2GsbExl6p3oaGhxMbGejy7x5chMspoNBrp9iDWgtjYWNlPgUg7qNPpWL16Nc8++yzt7e38/Oc/5+rVq3zwwQcUFxdL5dVisUw95VXsYpQ7M7EbHe96NSFynmm12jt2ljqdzqXdytRfQgiL5Oqejh4F50Jx9epVrly5InMOrlq1imeffVamhnI4HHfsIFtbWzl9+jR79+6lrKwMgPT0dBYtWkRWVtYdC5KaUJa4q6mp4e233+b06dPy9bCwMNasWcPSpUvlGKnF5+xBcZ9nQnEH6O3t5eLFi5w6dcrF8hwUFERhYSEZGRmA5/yx7xer1SrdAMZTXkU6H9Hvzs5Orl27RkdHh8yjqcaxVY6dsn02m43KykrOnj0LOO+7kpISYmNj5VG6Nyp24lgyODgYs9nMuXPn2L9/P52dnQQFBTF37lwXn0g1nMo9DEpFrbe3VxZgiIyMJCsrS1pfhY+3GhGGHLFBBKRPpEijKQruiAj0wMBA6doj1gdRDlgZh6C2tUMYbUS7RRJ/rVbL6Ogo/f39MuB32rRpMk+xQI3Kq3sue2VQ6OjoqNzka7ValzFetmwZP/7xj1m5ciV79+6V/WxpaXFJATcRY6iKma/siNlsZmhoyEVZHRkZkR1Xc6S6+9GBsl8isEBcp6wSIwo2gOcWS7EgKq2u9fX1LkfExcXFPPHEEy7VzwYHBzEajdhsNtrb2zly5Ag7d+6UwV1JSUk8//zzfOMb33B5nxrHULlo1NXVsX//fqqrq+VzISEhFBQUyGIZyh22t6A8HRD/Vx4RdXd3s2/fPk6ePOkisAIDAykpKZHuEp4smHG/jFfNTTnGojJOTEwMra2tALS3t0ufQlDfQgmuMkJEpYeFheFwOGQVJoCsrCyWLVtGbm6utHJ4ox+o0pXDarVy6dIlTp48idFolIExyuo93nQ/uuMeMGo0GuXaodPp5KYK1FU5zB2xSRpPzitT9YGzX0oXEOVrISEhxMTEuJzEqm3tEK5mypSWoj86nY6uri6Z9zQ3N5f8/HxCQ0PlSYLa+gOu95C/v79LKWmj0Sj1M2HwCQkJoaioiJdeeomVt8rd6nQ6OZetVisDAwNyzZyIk3NVKK/uPq/KOsjg/IHMZrOq3AXuB+XCJ3KkASxcuNClWphwh1CL0BUKjdlsdhkbk8kk+2A0GmloaODChQvcuHGD3t5e2tvbuXLlClVVVYDzJi4tLWXLli0uCe7dg93UgvL37+/vp6enx+V18bt4M+MteMpo/WPHjvG73/2Oc+fOyed1Oh1btmzhhRdekOWP1byJvBfKMU5OTmbx4sVUVlZSUVEBcEeaPrWjtKS631czZ85k9uzZBAYGen1goZCPtbW1XLhwQaZe0mg0MthVee1UQemDr3TLmkqIPM1KhVccScfFxTFjxgwZ7wLqU17dURoDzGYzTU1NDA4OEhYWRk5Ozh3GD7X3x91QIdwJlCnqnnrqKZ555hlmzJghrxOnXeD0m62rq6OpqYmsrKwJ2USrTpKZzWb6+/tdLK8i5ZTVavWqIyH3tBpisFNTUwkJCXHJbasWRJuio6MJCwuTLg1arZaqqir++Mc/kpubi8ViobKyktOnT3P16lUX/1atVktBQQGlpaVs2LBBKq6g3nKb4KrYhYSE3DEuAwMDMg2RmlMqjYd7IuyxsTGMRiPR0dGypO+hQ4d45513uHjxolw8AgMDKS0tZdu2baxZs0a1SbXvF6XQjYiIID09/Y5cyj09PXKTpfY+Kudpa2urPKFavHgxS5Yskf6Raiu48CAIdwez2Ux3d7fL2hATE3NH9LY33Zdfht1ulxtmd6ust6yDX4ayH8KVR4yxKMqgPKlU+/gKxcxqtXLmzBmuX78OQHx8POnp6S4FYtSKu6xQZmQZHh6Wp3dz585l48aNbN26VRYiEISGhpKVlUVLSwsWi4Xz58+Tl5dHQkKCvF8fxiCpOuVVRCkqLQRGo1G6EiiVBjVZK8fDvRCDGKSamhrq6urIyckhOjpaFX1Q5n0MCAggJiaG1NRUUlNTaW1txWq1cvToUY4ePSoFyeDgoEv1FK1WS3Z2NjNnzmTBggWsW7eOkpIS6eckrlErynFwtzqD0wKpzADhTcqAshiByWTi9OnTDAwMUFBQQEREBMeOHePXv/41ZWVlLtH3c+fOZevWrSxZssRrSvveD8rgT6VCILKdDA4OEh0d7WL1UsN9Oh6ibU1NTTQ1NREYGMjKlStdNo3e6pvtjrsCl5WVxYoVK2QQoVLOTgWUxg1v9Fd+UEwmk4u7kjfKWGGounr1Kl988QU3btxAq9WyYMECmREDPJ8G8164F5/IycnhzJkzmEwmGeuwaNEivvnNb/LEE0/I3PSjo6PSJzs8PJz8/HwqKiro7++nrq6OxsZGTCaTVF4fxpilil9P+UMJa0hNTY0MFAoICMBms3ndka1S0AQGBsoBO3v2LNXV1TLbgJqUAaWgLCkp4U/+5E8ICgri8OHDcjestHzExcWxYMEC4uLimDZtmizPGBsbS1pamvw85VGK2hCLv06nw+Fw0NDQQGVlpUukemRkJKWlpWRnZ7soNN6CEJSDg4McOXKETz75hM7OTrKzswkJCeHChQucOHFC9ikjI4OFCxeyZcsWVq1aJaNElZ81FXBXSv39/YmOjpaBBmpJy3c3RJ5dPz8/EhISCA0Nxc/PT6aXci937I2IjBCBgYEEBQUxODgoX0tPT6e4uJjg4OBx67F7I8qxio+Pp7i4mNOnT8tMIAJvkj/3QtkPkSpL0NnZSUdHh8zII65X4/2oLCICznWyo6ODmzdvUlBQwJYtW0hKSqKjo4OoqCjVVtUCXGI5YmJi+M53viNLvYtCFCtWrGDevHkylsW9kJRWq0Wn08mSsjExMWRkZExYaWNVrEJKxS0sLIxp06YRExNDS0uLfF4Zwa/0j1EzykU+IiKClStX0tHRQUREBPHx8R5NiXU3xFjYbDZSUlJ46aWX8Pf3x2g0UldXR1hYGP7+/pjNZuLi4lixYgWrVq0iJSWF+Ph4l52lyNWo9oThysXdYrFQV1dHXV2d9O91OBxERkaSnp7uUhlFzcc+AndBPzQ0xI0bN9i1a5dLcI9AjOGKFSvYsmULpaWlUpFT0yZrIhgv6CwkJITk5GQCAwNVl5ZvPITyqtVqZUUqo9HI8PCwjHpWc/sflLi4OGbOnEllZSVZWVnMmzfPJTOEtyt0ysTwcLukb21tLT09PS6KuzfInwdFpJcMDw9naGhIBmt5i9wR8tbhcDA8PCzd7vz8/Ojp6aGmpoaIiAh5igfqlKuiPSKH/fLly4mKiiI5OZmoqCi2bNki13rlqapS1oSEhJCdnU1ubi6dnZ3MnDmTnJycCQu+U4XyqlxcdTrdHdWZAgMDXawh3mJJUAqh2NhYvve977Fx40Y0Gg3p6elyENWWqw9uT6qgoCA2b95MXl4eo6OjMh+fyBcZFxcnFfHxxsQbFhP3VG2xsbHEx8cTHh4ud429vb10dXWpOmXLeIi+iaOelJQU8vLyxk2oPX36dFk5bebMmcTExNwzyb+3osyL6l5hy2KxSAVBbf7oX4ZGo3GZn97iXvVlKF0e0tLS+MlPfsILL7wgE98r09Z503jdDXHsbLfbmTZtGuvWrWPHjh00NDRIZQi8Q/48KKIK1cyZM4mLi+Opp56itLSU8PBwaYFX61xWKqF2u52qqiqam5sJDg7m+vXr/Mu//AvPPfcc3/zmNyfM+vioUa7pBQUFREVFERgYKIuewO1N1HhVR5999lni4uKoqKggMTFRGgQm4vROFcqre4cLCgrkohkZGcmqVavIzMz0CoVViXLxCAwMJCcnh5ycHJdr1LqwaDQaaTmNi4uTgR/3Quk/KHL6eQPugXUZGRls2LABi8XC2bNnaWlpwWazERQU5LULhjKid/HixXz3u9/l0KFDBAUFSctGYWEhmzdvZsGCBfJ9JpOJwMBAr1Pk7oUQtkFBQSQkJLjkCB0cHOTcuXMyUEQZaKnW+1SMi9FoJCwsjMjISJn8XVwD6pU1X4ay/SEhIcyePfuO4BA1Wq8eBqW7R0FBAVu3bqWuro7k5GR5jZpPsx4EpVtOQEAAJSUlhIWFkZqayuLFi+X9qeb70B2HwyFTfCpT78XFxZGcnCxd1NSsjAPSVUWkxBLWVhFIOF7VTKWCmpKSwrZt2yguLqavr29Ci7+oQnkVFgO73U5ISAjz588nOzubGzdusHnzZr71rW+5lONU82CPx73aq+a+PGiQh/J6NffrywgPD2flypXMmDGDgwcPcuzYMQICAli9erVLZLo3+X4qLa2xsbH8+Mc/5k//9E+l8BQ+he6W1vEstN6O2JQFBgYyY8YMsrKyiIyMZGBggIGBAVkdTgQBqdnio7Q2arVa5s+fz8jICOHh4TIqeCocp8O9ZcpUUlzBdVzDwsL40z/9UywWi8uJpJp9Jh8EpRwNDg5mxYoVLF26VJYpF6jdeKWUEX5+fuTl5VFQUMDw8DCFhYV897vfZd26dS4ZQLwBZf539+fG64P79eK3EC5O7q99VVSz+ioHPj4+nmeffZaioiLmz59/xy7bGwWV2L0oUxB5w85ZbCzGK9En/LOElVWtC/yDIlIkZWRksGnTJrKzswkMDCQ9Pd1l8VC7MB0PsVuOiIhwST+jRGSQEC4iUw2lr6sI0FIe96Wnp7sEqKn5N1AuIIGBgWzYsIFZs2YRExNDVFTUlNhMKnE4HDLiWVRl8qZN5IMifK6V96q3pYy8X5SBs0rEWKv5PgRXC7K/vz9z587lBz/4AWvWrCEvL4/HH3/8jrgdb0H89sKP/n5cHYV1VmRgUK6XE9F/1dz17pNz7dq1Mhp/KiAsW95oyfL395+Svo9fhsPhICkpyUWRUeJNwkegTPPlbo0Tmw9l3e2piPsiGB8fT2FhIZcvX2bhwoXSTQnUXwJX2ReNRkNRURFFRUXjXuuN89Wd8ZSbqYwys4nIranm+fgwKOenUrnxlv66318pKSmyqIvAG1wF7sWDGNzE5nI8JqL/qpsVyhrcAjUf2/mYmkyVtDvj4XA4ZMU6wMVa4E2+yl8V941ySUkJf/M3f0N3dzcZGRnMmjVLvuYtMsfbLDk+HgyRhmiqnoYoES6EIlPGVJnXokKjGgO0HzXKNGIT1fcHVl71ev2EfLFamer9g6nfx6neP/D18VFx9uxZPvjgg0n5Lt8Yej9TvX/g6+NUYCr2b2pv4Xz48OHDhw8fPnxMKTRTIQrVhw8fPnz48OHDx9cDn+XVhw8fPnz48OHDh9fgU159+PDhw4cPHz58eA0+5dWHDx8+fPjw4cOH1+CxVFl6vV4DfAf4ATAL8AduAK8BvzIYDLZ7vN0r0ev1LwNv3vrvnxgMht95sj0TgV6v3wz8R2AmEAu0A+eBnxsMhpOebNvDotfrX8E5H++F3WAweF+1AgV6vf5nwHwgF4gDxoBG4GPglwaDoddzrXt4prqs+brMU3emojx1Z6r3car172sga2KBp4HNQCGQApiBCpx9fM1gMNjv/gkThyctr28AvwcygfeA3wKBwD8D792aBFMGvV6fCvwrMOzptkwUt5SeXcBcYC/OsbsAPAkc1+v13/Jg8yaCS8BP7/Lv4K1r9nikZRPLT4BQYD/OMfwjYAX+Dii/NXe9makuay7x9ZinkqkoT92Z6n2cov2b6rLmeZx9KgVOA78AtgOzgd8B709WHz1iedXr9U8BLwP1wEKDwdBz63kt8D7wLPBt4HVPtG+iuTWYrwG9wEfAf/Jsix4evV6fhLMfncAcg8HQpXhtFc5F838C/+6ZFj48BoPhEk7F4A70er2wKr86We15hEQYDAaj+5N6vf5/A/8V+P8BXpko8Osga75G8xSYmvLUnanex6nYv6+DrAGqgCeAz5QWVr1e/1+BMzj7+AxOhfaR4inL6zO3Hv9RDDCAwWCwAH97679/OemtenT8CFiN8zhhxMNtmSjScc6f00rFFcBgMJQBQ0C8Jxr2qNHr9bOBRUAr8JmHm/PQjKe43uL9W48zJqstj4Cvm6yRTLV5qmAqylN3pnofp2L/prysMRgMBw0Gw6furgEGg6ED+M2t/66cjLZ4SnkVxeLrxnlNPDdXr9dHTU5zHh16vb4A+Hvgnw0GwxFPt2cCqcbp67JQr9fHKV/Q6/WPAeHAAU80bBL401uPv/d2H6Yv4Ru3Hss92oqH42sja8Zhys3TKSxPJVO9j1O4f19nWQNgufVonYwv81TAltiVZI7zWpbi73zg1KNvzqNBr9cHAG8BTTiPX6cMBoOhT6/X/1/Az4Frer3+Y5xHQNk4jxX2c3vxnDLo9fpg4FuAHaePz5RBr9f/JyAMiMQZwLUMp+L6955s10PytZA17kzFeTqV5algqvdxivfvaylrQI7rf7j1372T8Z2esrzuuvX4V3q9PkY8eesH+KniuuhJbdXE8z+AEuAVg8Ew5unGTDQGg+EXOI9KAoA/Af4LTofuZuB1d3eCKcJWIArYYzAYmj3clonmPwH/N/BjnIrrXmC9wWDo9mSjHpKvi6xxZyrO0yktT28x1fs4lfv3dZU14DRwzAZ2GwyGzyfjCz1leX0Xp1VgI06r3SfAKLAWp+WuGqefndceden1+oU4d5b/6O0po+6GXq//z8D/H/gX4JdAB85d5f8D/FGv1xcbDIb/7MEmPgp+cOvx3zzaikeAwWBIAtDr9YnAEpwC6aJer99iMBgueLRxX50pL2vuwpSap18TeTql+zjV+8fXVNbo9fofAX8NVOIMWJsUPGJ5veXs+wROS08Hzg5/F2jBafEReSW90nKnOBqp4raj9pRCr9evBH4GfGIwGP7KYDDUGQyG0VtKztM4g0T+Wq/XZ93rc7wJvV4/E6dS1wLs9nBzHhkGg6HTYDDsANbjzN375pe8RbVMdVkzHlNtnn5N5OmU7uNU7x98bWXNn+NMA3YNWGUwGPom67s1Dodjsr7rvrjlq9UHOIDIW5F6XsUth+yb93n5PxsMhh8/utY8GvR6/f+Lc7f1I4PB8K/jvP4RTiX2OYPB8MjTZkwGer3+n3FGyf7UYDD8nYebMyno9fqLQDEQr4ygnQpMBVkzHlNtnn5N5GkUU7iPU71/X8ZUlDV6vf7HwD8BV4A1k+0m6LEKW/fgZUAHvOHFA2zCmah4PObi9Pk5hrPyhrcenwTderxbOizxvHkS2vLI0ev1Opxz087dx3YqMu3W45Q66rrFVJA1LkzRefp1kKdTvY9TvX9fxpSSNbeCtf8eZ37pdZ4wbHiyPGyEwWAYdHtuAc4fZBhngnuv5JYj+vfHe02v1/8dzhv1DS8vhXcU+AvgB3q9/t8MBkOreEGv128ElgJG4ISH2jfRPI/T0X7XFAqAQa/X5wP9t/L0KZ/3A/4XkACcMBgM92s1UR1TWdaMw5Sbp18HeTrV+zjV+yf4OsgavV7/tzj7cR5nQO+kuQoo8aTldb9erx/DaXIewlkHeBPOHdozBoNhvFxpPtTDhzjzuK4Fruv1+h04/XwKgC2ABvgvBoOh9+4f4VWIAJgpU6noFhuAf9Dr9UeAWpx+WYnACpzpXTpwZpLwZr5OsmaqzlMfPryBKS1r9Hr9t3EqrjacBqwf6fV3FF9sMBgMrz/qtnhSef0Q2IYzOi8YaMOZj/DvDQZDgwfb5eM+MBgMdr1evwn4c5zj+DQQgtOvZzfwLwaDYZ8Hmzhh3EqqvYwpEgDjxgGcis5SoAhneqURnIEVb+EcR4/srCeQr4WsmeLz1IcPb2CqyxqRw9YfZ0rF8TjMJJTAVV3Alg8fPnz48OHDhw8fd8NTRQp8+PDhw4cPHz58+HhgfMqrDx8+fPjw4cOHD6/Bp7z68OHDhw8fPnz48Bp8yqsPHz58+PDhw4cPr8GnvPrw4cOHDx8+fPjwGnzKqw8fPnz48OHDhw+v4b7zvOr1eq/PqWUwGDR3e22q9w+mfh+nQv9g6vfRN0+ndv9g6vdxKvQPpn4fffN06vbPZ3n14cOHDx8+fPjw4TU8cIUtg8HwKNrxSBmnfNldmer9g6nfR2/sH0z9PvrmqStTvX8w9fvojf2Dqd9Hb5inDocDh8OBn99XsyF6wxiKIlgOhwONRoNGc09DuAtf1j9Plof92uFwOLBarVgsFux2O35+fgQFBeHv7+/ppvm4D2w2GyaTiZCQEADKy8t5++23qaurY+HChWzdupW0tDR5rW9cfUwmvjnnw4d6sVgsOBwO/P398ff3d1HmrFYrAAEB3q+S2e122TfRP6XSarPZAB5aVqnml3I4HNjtdsDZUaGxj6etP4j2rhbEzkOr1aLVaj3dHB9fAbvdTlBQEAAmk4ldu3bxs5/9DICOjg7WrVtHWlqa3KT4FAl1I+QNjC9nvAGl9UbMN7vd7mLp8MZ+TQRiDVGOsxKNRvOVrV4+Jg7lun8/c9Xdmifeq0bEvejv7++y7lssFoaHhzGZTISFhREWFga49smbUOpr4p6yWq2MjY0xNjaGzWYjKCiIsLAwAgMDJ+Q7VaW8ms1mOdB2ux273Y5WqyUgIED+OAB+fn5eOcA+vBeLxSKFT29vLzt37uSTTz4BICUlhfXr15OcnCyv9y2K6sbhcGCz2aSVICAgwCtliuiDckEwmUyA04ozFSw5D4PNZpMnXeBqGBEKhW+T6TmU92FAQMB9j4Xy3vXz81OtTiDmnk6nk+0bGRmhoqKCjz/+mKtXr7Ju3Tq+//3vExISIo0e3rZ+WK1WKUcBBgYGqKqq4uTJkxw/fpy+vj6Ki4t5+umnWbJkicv7vqqMeqSSTVhTbTabi/Ip/tZqtfj5+WG32/H39yc4OPhRNsejaDQajEYjvb29dHZ2MjQ0RHh4OBkZGcTExADq23UJC6IQEuKmUlMbHzXiKFar1WKz2Th37hxHjhxhz549nD59Gp1Oxw9/+EP+7M/+jNjYWACXm9iHenA4HFgsFgACAwO98gTEfbEX88xsNjM8PExERMQdclQobt62ID4o4rcRCo24D9V8LwrLHNxWrMW6Kf6+H/z8/AgICPCaMVb2WXkfKjcZwoAFt+euGFs1j6kYP39/f3lSB9Dc3Ex1dTXV1dWcP3+eTz/9lI6ODhoaGoiKimLLli1SFxBuhWpG6HUBAQEuY9jR0UFZWRlHjhzhzJkzXLhwAYAzZ85gtVoJDw+nsLAQeDiL+SOdAeIYwM/Pb1zlVfn6VESpjNpsNiorK9m3bx979+6lurqauXPn8uMf/5hVq1YBzl3aRJnUJwLl+Cgfv05YLBZpDWhubuZXv/oVBw4coL+/H3BuwGbMmCEVV6PR6LLL9qEepoKsEZtIoaiJ/lRVVXHlyhUKCgooKiq64z1fB5Tj6y19dl8blZZhobyKvoz3t7jW22Tz3doqfg/3e1Xt7gFKxLqpHK+mpibefvtt9u3bR319PT09PXIjfeXKFf7hH/6B+Ph4Nm7cCDhPT9RuzHOfu6Ojo3R1dXH48GHefPNNTpw4gdVqJSgoCJPJxODgILt37yYxMZHg4GCys7Pl2vpVDHePRHlVauTCpH83xsbGCA4OprGxkd27d2M2m8nMzKSnp4e+vj7y8/OZMWMGcPvoNiwsjKioKEJCQlQ9mYXwMZlM1NTUsGfPHj744AMuXrwIOAd/YGDA5Xq1IHZ+7jtc4d4Bt29SsaCqeSy+KjqdDnAeg5SVlXHy5Ena29sBSExM5Mknn2TmzJnyek8pR1ar9Q7fRx+3EbJDzOfu7m6uXLlCX18fUVFRZGVlMX36dGlBUNspiBJhrerv72doaIibN2+yZ88ejh07RkZGBnPmzCE4OJjExERmz57t4s4yVXA/FXK3PIpTrubmZq5du0ZnZyeBgYGEhIRgs9mw2WykpKSwcOFCGWT5qK1dNpsNq9UqA1YCAwPHdVd5mE2WmuctuOoGAF1dXVy9epWbN29SUFBAQUGBi6I6nizr7e2lpaWFkZERdDod0dHRxMTEEBER4dG+K63Efn5+1NTU0NbWxtjYGGfOnGH79u2Ul5fLdT4qKoqoqCg6Ozu5evUq3d3d8rPE76TGsTQajQDSSNPf38+1a9e4du0aV69e5eLFi1y+fFlep9VqiYiIYHBwkI6ODsrLy1m4cCFZWVlSyReW6gfhkSivykYIQaE8ChE7ioqKCtrb20lISODYsWP8j//xPxgZGWHp0qXU1dXR1NTEqlWrWLt2LXa7XS40c+fOZcGCBQQHB6tycJUC1eFwUF1dzSeffMLOnTupra0lMjKS+Ph4Vq1aRUpKinyfmpQO0XZ3twH3o5CpitVqlULIarVSVlbGp59+Sk9PDwDR0dF897vf5ZVXXiE7O1sufJ6ynKv5GE0NKJWB7u5uPv/8cz799FPq6urIycnhiSeeYP369dKC/lWE6aNGWFo1Gg1dXV2cPHmS8vJyGhoaOH36NFevXgUgLCyM8PBw5s6dy1NPPcXatWvJyMgAXCOBvRn342blxr+rq4uKigqqqqq4ePEie/bsoaWl5Y7PWLhwIT/96U+l8mq1Wh/p/SvkpxKxLirHQxyXP6jbgFar9YpxFbKqt7eXL774grfeeovu7m6+853vMGPGDAICAjAajVKxHxgYoLOzk5GREYxGI1VVVZw6dYrOzk4yMjJYtWoVpaWlREREeLRfSmWzq6uLvXv3sm/fPrq7u6V7ALha1+Pj44mOjiYnJ0fOQ0DVPvjCoGO322lsbOTUqVMcOnSIM2fOUFtby9DQEHBb5trtdgYHBwEICQkhMTGRyMhIl/59lb5O6IrnvnPt7u7m1KlTnD17lvb2diwWCxqNhsDAQPz9/eno6GB4eJiwsDDa2trkUezly5flD3Dp0iWGhoYwGo20traSkJBAQEAAs2fPdvH9UhNKt4iBgQFOnDjB9u3buXbtGnl5eWzevJnFixeTmZl5x4Qd77OUO7pHPaGVgUk9PT188MEHXLp0icTERJYsWcKCBQuIi4sb973KnZbaFv4HRfhc+fn50dzcTHl5OefOnaO/v5+cnBxefPFFXnjhBXJzc4HbDuuTLXDU4Bsl+q7GMVcer7e1tbF//34OHz5MdXW1PL4bGxtj5syZLF68WJXKq5BzNpuNzs5OTpw4waFDh7h+/TqdnZ10dXVJ2QkwPDzM8PAwX3zxBe3t7XR0dPDEE0+QnZ2t+tOq8bDb7TKVkLjH3GWl0Wikq6uLuro6Tp48ycmTJ2lububmzZvjKq4AN2/elJ8Lj+7k616pga5cuUJLSwtarZaQkBDGxsZoaWnhxo0btLe3YzKZ5KmWOF2B28q7xWLBZrNRWFjIs88+S0FBgfxOtcxfwMV4BTA4OMjRo0d588032bt3LwDz5s3jwoULpKSk0NfXR3d3Ny0tLdTW1lJfX8/NmzcZGRmht7eX2tpaRkZGKC0tZenSpURHR6PRaDzab/G9jY2NfP7553z00UecPHlSrovgqrjqdDpWrFjBsmXLyMrKIicnR16nRgOR0qADcPz4cd58803Ky8tpamqis7PT5R6KiIhg9uzZWCwWTp8+DUBSUhLr1q1j3rx5wG19w+PKq9K/s6GhgbKyMj7++GOOHz/uIlzv2piAAGw2Gzdv3pTP3bx5k3Pnzsn/9/f3c+XKFZqbm0lNTZUTRg03q9gpi3a0tLSwe/du3n77bcrLy4mPj2ft2rX8h//wH6SQ+TImWylQKq99fX28//77HD58mMjISOrr62lsbGTGjBkkJiYSHx8vFdXw8HC5IwPXdD2eVq4eBPcjjMbGRj799FMOHjxIR0cHkZGRbNmyhVdeeYXMzEy5sfDUBkoEPA4ODmI2mwkJCSEkJOSR/+bKFDCi72oKDBKnBsJVoLW1lffee49f/vKX1NfXu1zb19dHX1+fS0qlu6VXmmzEXPT392d4eFguGPv375dtDAoKIiEhgYiICHli0t/fT3d3NxcuXCAyMpJZs2aRk5MjZbTZbFalpU6p4MDtI3R3i6jFYmFgYICenh56enpob2+noaGB69evc/bsWa5cueJyfWhoKGFhYYSGhsrTo2XLljFt2jR5zUTPWyH/hCwZHR2lp6eH4eFhrFYrjY2NnDx5koaGBkJDQwkNDWV0dJSGhgYuXbrkcoz8ZZw4cYLExESmTZtGZGSkKu5BgYgo9/f3p7Ozk+vXr1NXV8exY8c4c+YM4Bzna9eu8e6775KYmMjAwAD19fVUVlZSXV3NyMiI/LyAgACioqJIS0tj/vz55OTkuFgDJ1sPUMoai8XCqVOneOuttzh9+rSMYxG6QXh4OA6Hg5GRETIzM1m2bBnPPPOMnN9qkqECMY/Fvenn58eVK1d46623eOutt2R2EyFrx8bG8PPzY9WqVWzcuJHKykpu3LhBf38/ixcvprS0VH62Ut94UCZkxVUeRdntdi5cuMDOnTvZvXs3ly9fxm63Ex8fT3BwMN3d3YyNjY37Ocpd8N3QarWcPn2a3Nxc5syZQ2RkJOAaWOMpxCQODAzEZrOxe/du/tf/+l+0tLQQFRXFxo0b2bRpk/ThVSPKxczf318exQwMDHDgwAGOHTtGcHAwubm5zJ8/n+joaOnKofT9BPX7X42HsNSJuXT+/Hlee+01Ll26RFRUFNu2bWPr1q2kp6e7vGeysVgs8mhpdHSUPXv2UFtbS2FhIYsWLSIxMfGRt2G8fqvFb1u5oADs2bOHf/3Xf5VHd0pu3rxJZ2eni4VELf1QBmU1NDSwd+9ezp49i91uJzQ0lMTERHJzcyksLGT27NmEhobS2trKoUOH2L9/P8PDwwwMDEjrbEhIiGr6djfclVclFouFkZERqqqqOHLkCBcuXKCtrY2enh4GBwcxmUwuio4gLi6O0tJSCgoKZEaGrKwsl5OviVYYbDab3NhZrVaOHz/Ozp07uXTpEqOjo9jtdvr7+xkcHCQoKIiAgACsVitms1kes94vQ0ND1NfX097e7uL7qYaTGeXvcOzYMV599VWqq6uxWCwuad2uXLlCQ0ODzMwzMjJyx1impqYyZ84c5syZw4IFCygqKnLZgHgig4g4CbDZbNTW1nLs2DHOnj0rFVcRYJmcnExJSQnTp0/HaDSSkpJCenr6uIFpakKp1wwMDPDZZ5/x1ltvceHCBZf4Fz8/P8bGxoiMjGTdunX85Cc/oaSkhA8//JDi4mJSUlJ4/vnniYqKkp/9MG46E6K8CgHr7++PzWbj7NmzfPTRR1y/fh1wTqiZM2cSFhbG2bNnGRsbIz4+nsDAQKxWKwkJCeh0OgYHBwkJCWHatGnymESn0zE8PExVVRVdXV0YjUbq6urYuXMnixcv5vHHHwfU4S8qLAR2u53y8nIOHTokj6xWr17N888/z4IFCwgICHC5acfzgxJpfYaHhxkdHSUwMJDw8PBH7uervPnj4uLYunUrdrudI0eO0NnZKV+rrKzk+vXrJCUlERISwpkzZygsLCQjI4Pc3Nw7bkpvQOwqAwMDMRqNnD59mp07d0orzuLFi9m6dSsLFy6U89NTFlflgmA0Gjl69Ci7du1i7ty5+Pv7s2bNGoKDgzGZTA+UP3E8hA+esAoIS6Cfnx8mk4mWlhaCg4PlIqI82vQEYlyCg4OxWq189tln/O53v6OxsZF169bx2GOP0dbWxvXr12lpaaGlpYXr169z+vRpUlNTCQ8P93jWDxErYLfbGRsbo6amhl27dnHq1Cnp+79t2zaWLl1KVFQUycnJzJgxg6CgIHp6ekhNTSUwMJCDBw/S29vL559/TldXF4899hjLly+X/VP60aqB8QJ8u7u7aW5uprm5ma6uLnp7e6mrq6OiooIbN264nNQJdDodsbGxREREkJqaKuMkcnJyCA0NRavVEh4e7uInOdHySnyeWBPfeecdtm/fft+KaVJSElFRUVitVkZGRhgeHpbudKGhoYSHh0slLy8vj+zsbGJjYx/al3CiMJvNBAQEEBQUxMjICAcOHOCtt95i3759d1xrs9lk8KEgKiqKWbNmERUVRVhYGGlpaRQXF5OXl0daWprLSYKn5rHRaCQoKAiNRkNrayvvv/8+u3fvxmQyodVqpXKXmZnJn/zJn7BkyRKCg4Ox2WyEhIQQFxfH2NgYWq2WwMBAVa6ZynuyqqqKnTt3SlcP4ULY09ODyWQiPDycxx9/nJdfflnmcy0pKeF73/se6enpzJ07F7gzgParMKGWV/F3dXU1NTU18nWLxYKfnx8REREyOrC4uJiwsDDsdjuFhYVMmzaNwcFBkpOTKSoqkoqtTqejtraWjz76iLKyMvm5/f39XL9+nZkzZ5KamurxKGGl+bujo0NaSABKS0vZtGkTS5YskZZi4WA/HuLoQ6vVcv36dc6dO0dSUhJLly4lJSVl3NQpE4XyCDgqKoqnnnoKcB55VVZWYjKZ6O/vl+Pc0NCAzWZj3759hIWFkZ+fz9NPP80zzzxDbm6uahbF+8FsNktfo6amJv793/+dHTt2YLfbWbRoEU888QTFxcWq2Cgp3TJsNhv19fU0NzfT2tpKQUEBeXl55OTkTMjRsBBe7oElZrNZOutPnz6dp59+mpiYmDvcZyYb5abi6NGj/MM//ANnzpzh8ccf57/9t//GsmXL6Ozs5OjRo3zxxRd8+umnVFZW8sknnzBt2jRWrVrlotxNZj+UR80ajYbm5maOHz/O7t27uXDhgrQcx8XF8c1vfpOVK1cCzsTnoaGhOBwOUlJSeOKJJ9DpdJhMJo4fP86OHTvYv38/DQ0NJCYmkp+f7/J9asNqtcro5DNnznD48GEqKyvp7e2lu7ubwcFBOSfdCQ0NpaCggBkzZjBz5kyWLFlCUVERkZGR98yKMlG/g9JdyuFw0NTUxOHDhykrK5OKa2BgoFRsxiMiIoKSkhLS09MZGRmhr6+P1tZWeYQ+MjIiT13sdjtJSUksWLCA+Ph4wJlqSShVnkQoPUeOHOHnP/85R44ckfNbnLRGRkaSmZlJREQEZrMZq9VKTEwMmZmZ5ObmkpycTExMDCkpKWRmZhIaGnrH93hK1gj5OjIywv79+2W5cD8/P8LDw+nr6wOcOsCPfvQjQkNDMZlM2O121afCAldZKnx5RWAoOH2XxRyLj49n06ZNvPTSSy6uASKLhHJzMRHjNWFmI2Vuuv7+fpnDTByFBAQEkJeXR3p6OuHh4cyZM4fw8HCsViuJiYnExMRgNpuJiIiQiXoFKSkpBAcHk5eXR3V1NUajkdTUVHJyclShSICrj5wQVkLRzs3NlTtIwb3aLZRXPz8/bty4we9//3sWLVrEwoUL8fPzkwvqoxRMYjzDwsJYt24dsbGxNDY2MjIyQk9PD5cvX+b8+fN0dXXJ9wwNDXH27Fmam5upr6/nscceY86cOWRnZ0uBo9bFElyPK+vr6zl37py0dJSWlrJs2TKXMRSZCNwtkyJtz2RZZe12O8PDw/LvyspKrl27xvTp06WAFJZ+9/ygQslUzkdllLPyNWXZv+vXr3Ps2DH27NnDlStXyM3NJSAggA0bNkiXhcm2wIojUp1OJxXrX/ziFxw/fpzi4mL0ej3Lli0DnGnOFixYQGNjI1FRUbS2tnLp0iUqKytZunSp9FObbOVVuD+J+//o0aP85je/oaKigqGhIRwOB/Hx8Tz++ONSAQWnpVHpr+3v78/KlSulO9eOHTsYHh7m2LFjREREsHTpUmbOnEl2drY88hQVDScb5SasoaGBq1evUl9fT0dHBy0tLdTU1NDS0sLAwAAmk0kqfeJ+i46OZvr06SQmJpKSkkJubi5ZWVkkJyeTnJxMenr6pAbAuMs4s9mM0WiUypqw/Gq1WmJjY+VmMzY2lrGxMUZGRkhOTqa4uJjo6GiGhoYYGxtjePj/Y++/o9u8sjRf+AeQBMCcc85BpEhJpAKVg5WTJdtlu5y62tVVg5qu27drpm9/Pff27b6zZqZn1u2p6lCoO12p3eVyLAfJkpUTlRPFJDHnLOYMggT5/QGdoxcQZcu2SIA0nrW0KBIAec570j57P/vZw5SVlVFQUMD169flmhdRT0fx2onzXlwAz549y1tvvcXt27cBiI2NZePGjURERDA6Ooq3tzepqakEBATIMfXw8MDPz4+AgACZT2Fr7ImKnKLY0VzCaDRKB9P09DTvvPMOP//5z6msrASw4n4mJSWxceNGeQY6YjLW4yDmXXd3N6dPn+bQoUNUVVWh1WrRaDTyfExKSuInP/kJmzdvJjg4WJa7/Sac1i/DUzldlVnWarWa4OBgqeslFqyXlxeLFy9m0aJFhISEWBkBthDZmSIzz8PDg3Xr1pGdnU1vby+Tk5O4u7vj7e39yC3MXoaRMFT6+/spKSmRkzgsLIxFixYRHh7+iA6cLYTRIA7MxsZGzp8/T1lZGVlZWZKUPhchEsHTmZqaIjQ0lB07djA1NUVPTw+9vb2UlpaSlJREWVkZU1NT+Pr6ShmT9vZ2PvjgA27fvs3evXt57bXXiI+PB7DiIToKlEaP2WymqKiIc+fOSVmsqKgoedCrVCoZDvsyDePZhHL83dzcSEpK4tKlSwDU1NRw/vx5/P39WbZsGZ6ent9owzSbzfIA7u/vp7q6mrNnz3L48GFJDeru7kalUhEWFiapPEpe7lzAZDLJ0Nvw8DAffPABhw8fRqfT8cILL/DMM88Alg1Zp9Oh0WjQaDTy2YyOjjI0NGTXZC3lfGpsbKSwsJCqqioGBwdxd3cnLi6OHTt2sG/fPnmYK3MOBHXLbDbj7u7O9u3bGRwcpKenh2vXrkn6VUlJCbt27WL37t2kpKTMKOM02xBGnkqlYnx8nLt373L8+HHOnDlDbW0tvb298nBUQlB7dDodUVFRJCcnk5ycTGpqqgwr254Lc5kIo5QIUqvVREZGkpSUhL+/v9QnFReGmJgY1q9fz8svv0xkZCQ9PT0YjUb8/PxklE6gv7+f0NBQuru7uXv3Lv39/bi7u5Oenk5SUpKUkhJz215QRoWam5t5//33+fTTTxkfHyc2NpZNmzbx2muvsWTJEkwmEy4uLvj7+3/p71XKitlTlhCspdrq6up45513KC4uBixREXF2BAUFsWnTJjIyMqQhJ5RDlGXvHbUIg0qlkhr8hw8fln20paLt2rWLH/7whwCSt63T6eQzmg2JvqdivCoPcbVazZIlS8jPz+fatWtSZcDHx4ewsDCio6NndJeLzomBtfUsqlQqKerrSBBtdXFxYWJiguLiYs6cOUNHRwfx8fG8+eab7N27l7CwMOCLE0GE4TowMMCNGzd49913+fTTT/H19SU9PR0PDw/AfhNcXEwCAwMJDw9n6dKlUoRZp9Ph6upKU1MTFy9elGFOFxcX8vPzpfHqKFncSgiDWkibffrpp7z11lt0dnYSHx/P7t27yc3NtTIWxOK0F5R0AC8vLw4ePMjw8LD0hIrM5vr6ejZu3Eh0dPTXmjf9/f00NTVRVVVFRUUFdXV18l9zczNgmRdDQ0NSDF5AycudK4j11dbWJi+Qq1atYuXKlVbjNdM6tGd1JrH2xfMSusK9vb2kp6czNDREaGgoL730Es8++ywJCQm4ubkxPj7+SDERW89fXl4eGzZskEUZhKi44NlptVqrBMS5SvJRXmQHBwe5cOECn3zyCSUlJV8YUp+eniY/P599+/aRlZWFl5cXXl5eUjPzi7RUldSX2R5nsUcIOpXSGBVhcxERCQ4OxtXVldDQ0Bm59EajkStXrnD69GmKiopkMlBWVpakjwQEBDA8PGw3uoCYdyLvo76+nqNHj3Ljxg3Gx8dRqVRs3LiR73//++Tl5X2ly9JMJXPt4TgQ80dceLu6ujhy5Ah1dXXyPcrEcy8vL8m9Vjr4RMEK5QXOkbjnAq6urty/f5+CggJpuIqzR6fTkZOTQ05ODnv27JGfEY4vJWZjrJ6a8aocmNjYWFJTUykrK5PGq5eXF/7+/tIAsL1xiM4pPQDK8KbyNidgD11NWyi9oCMjI9y8eZNTp05hNBrJz8/nlVdescponQmCYiHCH5WVlZLcbzKZCAgIIDAwUG70c9Vn4ckRVbXEAhP8ZR8fHxISEqw+s2rVKlJSUpicnOQ3v/kNZWVlXLp0iYyMDMLDwx1OkxeQF6Xp6WmKi4spKCigo6MDsGgPHjx4UNZinpiYkEbQxMQELS0tDA0NMTo6yvDwMNPT0/j5+REZGUlQUNCsjZlYI6I927Zto6uri8uXLzMyMkJdXR39/f3cv3+f9vZ2YmJicHFxwdPTk4CAALRarfTQ+fr6Sp1EsTn39PRQXV1NVVWVlcHa1tZmpefr4eHByMgIU1NTeHh4WBmIc0kXgIfi2TU1Nfz+97+npKREXj5SU1PlRVO5BynpHsrnOteYmpqSyXVgSYj86KOPCA8PR6vVYjQa8fb2ZuXKlWRmZn7h71Ly1gUfcuPGjVRWVnLs2DFGR0cZGRmhuLiYsbExent72b17NxkZGXMa0lTODxFCDwgIQKfTWZXKFslXQUFBeHp6EhYWxubNmzl48OCMzoyJiQkr3qlSzm0uoexfTEwMq1evpqWlhY6ODpkc2tvby8WLF4mOjmbjxo2P7JFjY2PU1tZy9uxZabiKS2NycjI7duxg//79JCQkYDKZpJFoD4gzWkRbLl68yK9//WuKi4vR6XSsXbtWOgJcXFwwGo0y90OMmYDyrBHnqyNQBIXNIbjMH3/8MR988AF9fX3SaO/v78fT05NFixaxbt06li5dKo1XoVls74TQx0Fpl01NTVFXV8etW7ekI0ClUkl7JTY2lhdffJENGzYQGxvL6Oio9Ii7urpaFdsQv1vJ6f+m4/nUVrTyNisqvCit7ZGRESnjIeDu7i69ibYbjLLDSq1Qe2cy20Jp+FRWVnLr1i2ZMRkRESEzsE0m04zlVgVEf0ZHRykoKODSpUvS+yAWhT37rDTCvqwd4eHhMsxeUVHB2bNnycjIYM+ePXK87ZmpL6DMngdLQYzPP/9cJsX4+fmxePFiMjMzcXNzw2g0WvEC79y5w+HDh2loaKCzs5OamhrGx8dZvHgxzz33HFu3biUyMnJWN13RBzc3NxYtWkRubi5Hjx5lamqKvr4+Ll++TGlpKRqNRo6br68vgYGBmM1mxsfHSU9PZ8mSJVIFQ3Bar1y5Qmtrq+T1TkxMPGLojYyMMDk5iZ+fH3l5eVYXtbkqGSyMcGG8fv755/zTP/0TIyMjPPvss6xfv56IiAimpqZkWBUcW+rLxcWFvr4+mpqaZHujoqLw9vaW73kS/rjYV5cvXy6zm3//+9/T398v+euCX/ryyy+Tn58vE42EgTVbEOvfbDbL5NCRkRGZmCS8khEREXz3u99l69atREdHo9Vq8fDweGxFJRGOtfcZoTRQAgICeOmll1CpVPzhD3+Qe4zQ7h0eHqavr4/9+/cTHR0tP3fz5k1+97vfceHCBbq6uuQzAcjKymLbtm1yzQkerb2gLKgzOjpKeXm59Nbl5ubyH//jf2Tjxo3S66y86IozTgl7j58tlPz39vZ2jh8/zocffsj169eZnp7G09NTelSjo6P57ne/y4svvoi/v7+kQopz3BHm50xQXkDUajWFhYWcOnWK7u5uObcmJibw8vJiw4YN7N+/32rPV3qS4eEYKr3lSnvum+CpcV6V/w8ODiYkJMTq0C4qKmJ8fJzQ0FA5gGFhYYSGhsqHFRoaSkhICAEBAURFRVl9fnJycs4OwyeBreFz+/Zt3n//fSm6HBcXR1JSktygH3coms1mOSlaWlr45JNPOHnyJK2trYBF127Lli3SgIK5D5fMZLCKRaqUKhHSF8JQF16RoqIiysvLOXjwIPCwYo4jGK/KA7qsrIwTJ07Q1NREdHQ0+/bt45lnnpHhPqXH9cSJE7z//vuy6pbw1IJlY/P39ycuLo7w8PBZLaShPKySkpL4kz/5E2JiYjh//jxVVVUzaiXaQlSxUavVUkezpKREzvGwsDDGx8fp6+vD1dUVT09PTCaT1GsODw9n165d7Nmzh8TERPl754rvqpyf/f39XLt2jZGREWJiYti1a5esXCO8cEqIxAOwr+GqVqvlxa6uro6amhqriMzGjRs5cOAA4eHhVprWX/R8lQl2Hh4eLF++nNbWVo4ePSoVQ6ampmhububMmTMsXrxYJrSJ1+ZirxH98fHxITAw0CopCyyUs5UrV8q2KT8n2qjMYnaEiBw8HBvBxc7OzmZgYICWlhYGBwfp6uqSBUZu3rzJ0NAQDQ0N5OXlERYWJkuMHjt2jI6ODhmu9vPzIysri127dpGVlSX3XHsXnVDSBxsbG62SebOysiTnHB46L+yZdPVVoSyA0N3dTVFREdXV1XLfEPusoHOsXbuWkJAQ4NG9p6WlhbKyMoxGo6QWiLKpOp3ObhQC27O5r6+PmpoamWc0OTkp8xp27doly07PlJj1JN7yb2LEP1XjVRzO4eHhZGVlkZ2dTVdXF6Ojo5SUlFBUVGT1uaCgIOmZdHFxISIigpiYGBITE1m+fDlZWVnSg2tvQ8cWYnMXB9/du3c5evQo9fX1UjYoLy9Pvn+mG7HZbLY6iM6cOcPPfvYzK/7M4sWLee2116w8Io6wyG3d/sqDzvZgHR4epr6+nq6uLsLDwx3mcFF6CgCZjAQWhYs9e/awcuVKWRFFJIGcO3eOv/u7v+Py5cvysyJcIgz6oqIirl69SmZmpuQ7z4bxKuaE2WwmICCA3bt3k5CQgL+/PydPnqSqqoqxsTF52RBQPn+hdSogQj4ajYbly5cTGRlJRUUFw8PDTExMMDY2Jo2L2NhYnn/+eQ4ePEhmZqbMMp1Lz4JIHpiamqKoqIj6+no0Gg0HDx5kx44djyS+KKE0lOw1J5Xzore3l+vXr1NaWirpGbm5ufzwhz9ky5YtssjAV2mr8jBKTk5m9erVMhlKUBLa29tpbGyUEktKbuFsQ/R9bGyMqqoqGhsbrV53d3eXChYiAqDVah0u8fNxUJ5daWlpbNq0iZqaGu7fv8/09DTu7u5y7paVlbF48WIiIyNpaWmhrq6OwcFBKa1lNBrJzs7m9ddfZ9euXXK9CXUMe0Ls/6Ojo7S0tEjjVXjxysvLSU9Pt5rvjho+nwnK5zs+Ps7w8LA890TOC1h0TTdt2iQNV0Ampmk0Grq7u/n88885deoUAwMD+Pn5ERYWRkxMDEuWLGHFihVyXOda7cTWK9rX1ye9/cJZsWzZMv74j//YSg5LuRaV3mWRw6SkDAh77psa6LNSHhYgIyODF154genpac6fP8/AwMAj7+/u7qa/v18mKtTW1uLp6Ymvry/nz59n6dKl5Obmsnz5crl5OWoddWVVlNjYWHbs2EFOTo58XTkhRMUKYUxMTExQV1fHzZs3peGq0+lYtmwZe/fuZcmSJVbcX0frO1j3z9vbm7i4OFknHqC6uporV67wzDPP4OPj45Cbli3RXBhxKpUKDw8PJicnuX37Nu+99570sAtER0fz8ssvo9FoOHz4MEVFRZw9e5bVq1dL43U2jSPbtffKK6+QmppKSUkJFRUVFBcX09TUJN8jNBVnqnYXHBxMXl4eqampuLq6Ul9fLzOkRSYpwIYNG3jppZdYu3YtcXFxVomYc2UICsNMpVLR2dnJzZs3qa2txdfX16r6jnif0kMwMDBAZWWlTDITGeD2NgKUFw2VSkViYiLZ2dnSM/tVE+GEYaNSqUhISOAHP/gBHh4efPbZZ3JfFhWaqquryczMnNMol/g7Yk8UIVZhsCn3SuXerzwQHeEy/DiICyY8XFtXrlzhxo0bMvojNHknJycpKSmhtrZWKl8I/iFYKD9Lly5l06ZNVmfiXKp6fBnEZVKch2azmdu3b/Of//N/ZsmSJeTl5REbG0tUVJSV0SPoP/b2ID8JxHgqQ+lubm6kp6fzwgsvsHv3bvz8/OT8HB4e5tChQxQXF9PW1kZdXR2tra1S2B8sNsTWrVuJi4uzkpqaq/NeRMBdXV0ZGhri0qVLXLt2DaPRKHnJYHE6Ci1+wXMVPPXW1lZ6enpQq9WyEp4oBmMymfD19SUhIYH169ezcuVKKTX2dZxys2a8hoSEkJOTw4ULF+QG6eXlhUajYWxsTHqLxAMDS8bp4OAg7e3tVFRUcOvWLYqLi2lsbGT16tWkpqbKDXw2pBe+CpQ3lL6+Pnp7e+WETk5OlrJKQmZIp9NZUQ0EP6m3t5eioiJOnz7N1atX5e/PyMjg1VdfZdeuXVayL47gdX0cxKEjBLajoqLka9PT04yOjmI0Gq0yL+3J/bGdPyJzGx7qZo6Pj0ujrKenh1OnTnHt2jV54IhEpZ07d/Lqq69iNpupq6vjzp07lJeXU1tbS35+vgwFzVY/hOdRJAOIKjQ5OTmUlpYSFRUlvXn+/v7odDpZuUhkjorkwI0bN7Jp0ybc3Nw4efIkd+7cobGxUWo3Csmbl156ie9///tWt+y5XpO2nvOamhq6uroICAiwuiCNj4/j4uIi94+RkREKCwspKiqit7dXPkN7GK/Kv2cymaQQP1joR0qdZPjqih3CeJqYmMDDw4O1a9cyMTFBX18f58+flxeYyspKTp8+jaenJ/Hx8XJOzfaYiv6IS29sbCz19fXykjQ2NsbFixelJmhYWBhhYWFWBptS49YRoeT8xcfHs2nTJjo7OykpKaG9vV2ekTqdjsnJSfm9m5ubVGVISkpizZo1j/BiHcXQE33UaDRER0ezZMkSSkpKGBgY4Nq1a1y7do2zZ8+yadMmFi9eTGpqKsnJyQQFBaHT6WQRCXhY2MhRx1M8c2XCp0ajISwsjJSUFKuzz2QyUVBQwC9/+ctHnB5gmd/CMDxx4gRbt24lNjZ2TrXCwfpSLBwBlZWVTExMWHFYw8LC5JkozrWenh6uXr1KYWEhvb29uLm5MTw8zL1797hx44ZV6W1RNS4nJ0dKh30ditKsPRmz2SxL1wmIg1WZ/CE2oJk25I6ODs6cOUNpaSmXL1/mzTffZPPmzcDDG4m96ATKDaO9vZ3S0lI6Oztl7WXbUKW4YduGAe7du8eHH37I0aNHZRbpokWL2LNnD9u2bSMyMhJ4eLNzlI1qJihlziIjI620+5KTk8nPzyckJEQepMokIntAeQERBoNYZIK+ovQmTkxM0NHRQV9fnzT4UlJS2LlzJwcPHiQtLY2mpiYpe6PMtJyr/ijnlru7O2lpacTGxrJ69WpGR0dlskRLSwvV1dX09PTg5eUlw8chISGsXr0aT09Pzpw5Q2FhIdXV1XJswWJQ7d+/n/z8fCvKkD14WsrnazQapb6irSdKyc8eGRnh6NGjfPTRR5SXl8tLi73mojKs39/fT2FhISUlJbi5ucniJMITA19fEUF5OGRkZLBp0yaqqqrkM2tsbOT48eOkpqZa6TLPpVcvPT2d/Px87t+/L8+OtrY2fv7zn+Pt7U18fDyrVq1i1apVxMXFERoaik6nc4jL8BdB+ew9PDzYsmULERERXLx4kcOHD8tqjKJoiJivwogLDQ1ly5YtvPHGGyxbtgywlml0FIiLbHR0NN/73vfw9/fnV7/6lczh6Ozs5PDhw1y8eJGgoCDCw8NJSEhg2bJl7NixQ0apxLxzpL7ZYqZLnclksrJ5uru7OXLkCO+///4jtEkBsa+ChWJ3/PhxIiMj2bhxo0w+nOuLmclkkucFWOalr68vK1asYOXKlbi4uEjVEldXV86dO8c//dM/yX1LOAIE1UUJ4WQQl9OvS1GaNctvamoKLy8vVq9ezcjIiHQdi3JpQUFBuLq60t/fL+sAi1unyBx2c3NjcHCQ4eFhWltbCQ8PJzU1laioKLtXqbD12AkxbZXKokcrQuZKaR6wHKq9vb309vZSXV3NqVOnuHDhgjRcw8PD2bZtG3v37pVkaPF7HB22k1AZEgoMDJT9EbQJe1MHlGPY09NDZ2enbL8g0CsxPj5OW1ubTM5KSkriwIEDPPvss6SkpAAWL7xY0ILTrSwuMZvjqDRexeHn6uqKt7e3VZY6QGJiIikpKZhMJjw8PFCr1RiNRlkdpbGxkZs3b8oiFFqtVnKf0tLSeP7550lNTZW3ZkdIphQcckBeLgTc3d2Znp6mubmZc+fO8dFHH3Hu3DmrKkX2iuQo/6aQHxNGmBDeF3vj1z3QlXNDhGaDgoKkJxosc/fu3btWiTZzodWr/P1iTWm1Wi5fvkxlZSV9fX1SwaW6upq+vj4qKysJDg5myZIlbNy4kbCwMNm/uUo0+zoQ4xocHMz69euJjIyUBtzly5cl91zwjk0mk0zq6unpYXR0VP4uR/M0K+exu7s72dnZeHt74+fnJyuCdXd3U1FRIXn2RUVFhIaGSprE1q1bSU1NdfjSqcKgVM4zLy8vEhISCAoKkhSIc+fO8W//9m/cuHEDlUolFQlEgRRXV1eMRiOjo6Myca26upra2lrWr18vSyDPxVgrHYhtbW2UlZXJiy1YIqp5eXlkZ2djNBo5ffo0d+7cwWw2S4nJx8Hb2xtfX185v0WJXPj6ibKzRhtwdXUlKSmJqKgoNm7cSEFBAR9//DFXrlyR3h2NRiM3J1EFqL29nerqasbGxqwOzfHxcc6ePUtUVBTPP/+8DJvMNaF5JgjOB1hulnV1dXR3dxMUFAQ8vEVOT09TX1/P7du3uXr1Knfu3KGiokIaQ1FRUezYsYO9e/dKXVGxQBx1M1bC9uBXLoaenh4aGhokncIREvDEMzWZTLS3t9PT0wNY5q6otqXE6OioVTLJpk2bOHDggJXAe19fH3V1dUxOThITE2N1AbH9fbOJL3u+Go2G2NhYeZgKioSYx42Njdy7d4+BgYFH5l9WVhZLlizBzc1NKkvY23AFS5+VhSSEIQsWb2tDQwOHDx/m008/pby8nOnpaby9vZmYmJDlO+2xzpT7V1BQECtWrOD06dM0NjZKCR54eoak8NbNNGaDg4PSUIS5CUkrn7mfnx9btmwhKSmJlJQU3n77bcrKyuTr4+Pj3Lx5U1aTW7t2LSaTiZ07dxIcHCzf56geWFsPcVJSEiEhIURGRmI0Gq0SJ0Vkcmpqit7eXo4dO4aXlxcqlYoVK1ZYVS9ypPNB2ceEhAT+7M/+TBqt9+7d4/bt21y5ckXKoXV2dnLmzBkqKyupqKjglVdeYeXKlZLu4ojjCI9Gury9vWWiukql4sKFC3z00UcUFhYyMjIi90k/Pz8yMjIIDQ2VFzGhhy+oArbRjtl+BiIqLFBXV8f58+cfyXUYHh6mubmZuro63n33XT7++GNMJtMj+Q5Kmsz09DRGo9GqD8r5qnz/V8GsWRCioe7u7qSmpsr60zt27MDHx4ekpCQ0Gg2tra0MDQ3h4+ODVqulqKiIP/zhDxQWFkpPj/A6lJSU8O677+Lt7c2BAwfw8/Oz6+1T9FFkYINlcz1z5gyjo6OsX7+e5ORkuru7qaqqorm5mcbGRmpra2lubqarq8sqxLB+/Xq+//3vS81Ns9nssAv3cXhce5ubmyksLMTf39+Kj2ivzck2w/vevXtSe1GETW0NhYmJCen5SEhIYOXKlSQlJclbuNFo5O7du5SVleHh4UFGRobVgWqPfopNSfwTxHitVvuI0an8f21tLXfv3mViYgJPT09GRkbw9fVl9+7d7Ny5U25W9q6prvzbPj4+JCcnExwcjNlspry8nNbWVtzc3Lh06RKfffYZly5doqamBoAdO3awdu1arly5wpEjR+jt7cVsNs95FThlH4RYf1BQEHV1dTQ2NlJXV0d6erqMNn2TNSPmvZ+fn6SUXLt2Tb4+NjZGZWUl5eXlpKamzmkVOREy9/HxYfHixXh6ehIYGEhpaSn9/f1UVVVx+/ZtqzBkUVERb731Fs3NzWzZsoXs7Gw5Nx3BsfE4jI+Py1LGo6OjVFdXy+gbICWkwHL+idLM165dY9myZSxdulQar8piPo4CEV0TbQwKCiI/P5+EhATy8vLYuHEjN27c4NKlS9y8eZOJiQnq6+v57LPP6O7uZsWKFSxevJj09HQiIyMd7hwUlDPbkH9TUxODg4PodDrppBJR2ampKfz9/Xn99dfZuXMno6OjHDp0iIqKCqvf7eXl9VhjcDZhq6YgbBOxx/f393P27FmpSlJYWChD/0ajUToaRR7T2rVryc7Opq6ujoKCAhnlEr/zm47prLq/lEkcISEh7Nixgx07dnzhZ7KysqSYdmlpqXRbq9VqJicnKSoq4saNG+Tm5uLv7+8Qt09BNhe4evUqV69e5eLFi+Tn59PR0cH169dpbW218gaBZaK6urqSmprKrl27pLyWkNZwtE3pq0C5GPr6+mhvb2dwcJCAgAA7tsoC5aVneHiYhoYGWltb0el05OXlsXjxYpmcpDQaxGciIiJk4plKpcJoNFJSUsK5c+dob28nLy+PFStWWCXa2KvKz5MQ/5Xe8I6ODqqrq2VEYGRkBI1Gw5o1a/jBD35gpQVqb+NASU2JiIhg7dq1XLhwgUuXLvHRRx8BlvV57tw5Tpw4wfT0NF5eXmRlZcm+DA4OcuTIEUZGRujr62N0dPSJaq0/LSj3rtHRUdrb22VBDJG4qixQ8E08sMqk0czMTNasWUNZWRlVVVVMTEwwMTHBtWvXSEhIwMfH5xHO/WzC1iuZmJhIVFQUvb291NbWcv78eTw8PKivr2d4eJihoSEGBwc5d+4c1dXV3L9/X5bSFn219/x8HIRUEMC1a9f43e9+R2FhoZQRErqtwmsFFiqBSLQTdJ+55tU/KVQqlZwvogyqq6urLNyTk5NDeno6QUFBBAUF0dDQQEdHBy0tLXz44YcUFBSwfv163nzzTZn85GhKQ8qqn9PT0/T09HDmzBmCgoJISkrizp07tLe3MzU1hU6nIyIigu985zv84Ac/IDY2luvXr9PX18fw8LD0UIoKXaJaI3x9TuhXgS1lSqfT4e7uLp1yglZWWlpKaWmpfJ+QhxQVAt3c3OTFeN++fSxbtoxTp05x48YNK0edbUW1r4NZP02/qgxCVFQUL774Ips2beLq1au8/fbb3Lx5U3bUbDbT09Mj5RgE5tp4VVb6iouLY8uWLdTW1lopBty8eZN79+5JCZSZsHz5cnbv3s2yZcusyj7OR8NVubH09fXJGydYJrmfn58Vx85RIBatyWTC1dWV8PBwwsLCUKlUTE5OSuNVmSBYX19vJT3V2dnJiRMnuHr1Kp6enqxZs4bc3Fw8PT3l3HQEqoQSYuMVhomLiwu9vb2cOnWKwsJC6VVQq9Xk5eWxd+9eGRITCVyOMEfF5qnValmzZg0pKSlcunSJkpISqaU5NjaGVquVJVZfe+019u3bx9jYmJVHoLGxkc7OTmm0zbXHZ3JyktHRUWlkNjQ0UFtbK8vDwjcrpmAbjtywYQPNzc3cv39fKhw0NDRw+/Zttm/fLp+DspjKbEO5t2q1WsLDwwkMDCQ4OJgNGzZgMpm4desWv/3tb6XXqqWlhdOnT5OdnS0NfUfWgRV7QXt7O2VlZVJfWuR+REREEBsbS2dnp5VnbnR0lK6uLoaGhqQUkyNDGGRKWTOwjG1aWhp+fn4cPHiQlpYWfv/73/PRRx8xODhIZ2cnZ8+eJT8/XxY3EPuNvYxX5bNWJrAKCb6JiQmqqqr45S9/iZ+fH/39/dJZlZOTw49+9CM2b96Mi4sLp0+fljTK3t5e2S+z2czw8PCMEoZzjS/b25WKC2DRRs/PzycvL4/w8HD8/PxoaGigvLxcSqIKuLu7f+OzY1ZPU1tuo1AYEEaO0jMrQpomk4nQ0FBCQ0NJTk6mpKREhhVEtn11dTVnz54lODiYrKwsu3BClQeAl5eXVEGIi4ujvLwco9HI2NiYrCoGlsxDIWzs6urKkiVLeO6553j55Zel51bIUjiaofMkEG02mUyUlZVZ8bcSEhJYtGiRFG62tzahLT/b09MTHx8fWea1qamJ2NhYtFqtVTa4oDu0trZSW1tLX18fPj4+XL58mWPHjkmv64YNG2S1KZPJZPcEw5mgVAoQB/3w8DCnT5+WnEJRIvfFF19k69atMuvdUXnYnp6e7Nixg4aGBmpqahgYGMBsNku9aKEzuG3bNsBiDCgTBxsbG6msrCQxMRFfX1+rCnmzNVdtqQ+ZmZmkpaVZ7SPKy69yvJSG3uOgbLugkYyNjaHT6cjIyGDVqlV8/PHH0ngNDw8nMjLSKnQ5l2OtLAUuDBYh/5aamgpYqD2jo6McPnyYuro6BgYGqK+v55133sHV1ZV9+/bJCn+ORB8QvGq1Wk1fXx8nTpzg0qVL8mAfHx8nPz+fnTt3EhMTQ2lpqSx+Mzw8TGdnJw0NDbS1tREdHe3wTg6VSmW1vsSYCs+syBdITU1laGiIjo4O7ty5Q0dHhyxdLPJH7J0UauuZ9PLykkYrWAwyo9Eo6WdKiJyC4uJi7ty5w/nz57l165ZMYBcyh6LMtrBrYG7Wnu0lSCgF2EKj0UjbzWQyYTKZ8PHxITs7m507d7Jp0yY8PDwoLCzk888/p7a2lpqaGhk98PLyYunSpWzcuFHuL183Z2JOLSQRBpmpoSKhaWJiQm42ynrAYJkcQ0NDlJWVMT09TXh4OEFBQURGRlpteHMxwW3/RlRUFAcPHmTVqlWUlpZSVVXF6OgoWq2WkZER7t27x5UrV2RfVq9ezcsvv8yuXbusKAeOJDb9VaD0fPf19VFeXi45XGFhYWRnZ0tjTlxa7AnlhqDT6YiMjCQqKoqWlhZOnTpFZmYmS5YswcvLS85DX19f0tLSpKxNdXU1Z86cwWw289FHH1FcXIyfnx+rVq2Shyw4jg7j46Aci+7ubsrLy2WIJzs7m3379rFjxw6ZfOZIxgA8SsfYvXs3KSkpXL16ldLSUjQaDRs2bGDNmjV4e3szOjoquZx+fn6kp6eTlJRETU0Nw8PDtLS00NfXh6+v75zwzURGsQgFb9myhTt37nDs2DH5rJXz1TbZ4ctgy2tWq9XS0y4ynZVYuXIle/bskQUeYOYKgbONLwoRR0ZG8md/9mcEBQXx85//nPHxcYxGI2fPnkWr1ZKXlyc9k442X8V43L17l3fffZfTp0/LMfXy8mL//v386Z/+KSqViuzsbBISEvjwww85duwYk5OT1NbWcvv2baKjo4mIiLCao46+18BDvqPtukpJSWHFihXU1dVJylJPT48sOmJvT7pyDgUEBJCWlkZISIg0QL9onyguLuav/uqvZPhdOLYAmRAFkJeXx/e+9z02bNgA2E8y7HHKK8K5JhyRvr6+rFu3jhdffJFt27ah1Wo5cuQIv/jFL7h27RoqlQofHx/5eeGB3rFjh6S9fF3jfE5oA+Lwt3UzC4tbcAltOyoqTs2kB2Y2m3F3d7e7pIaSFuHl5UVKSgqRkZEsWrSI0dFRuru7OXv2LPX19bLMX05ODi+88AJ79+6VunZGo1EWL5iPUC5cs9nMyMgIg4ODqFQq0tPTWbRokQx7igPUnlBWvQkNDWXVqlXcvn2ba9eu0d/fz9WrV7l+/Trr16+XxlFcXBx79uyhoaGBy5cvywo5ZrOZa9euMT4+zsqVK1m5ciU6nY6RkRE8PDzsLgn2OIiLnlK4v7i4WHrgwOIJjIqKeiST2xEhNladTsfixYuJioqSYxEbGysNVl9fX0ZHR6UBFxgYaKWjag+vsri4izb6+PgwNjZmVUpRvE/IzNmuObEPCVoHPDQUROhWfC/+zpUrVzh9+rSkTohCARkZGXh4eMy5fq/yvJjpIi+qwvn6+sqoQHh4OPfv35fendbWVqukLkeYr2I8lLSjc+fOUVJSIqWQxMV39erVst+pqakEBwdTUlLCsWPHAEt04A9/+AMajYb9+/dLVRtHgVJGynb8lN8LGTBRnamrq4uenh6r8XJ1dSUkJAQ3NzfpsbXX2aE0IIODg9m0aRMDAwO8//77VFZWykpUnp6ejI+PMzY2JqOoRqPxEb1TpaqNSGh77bXXWLt2rXzPXM1d23ESkn223lexT4n5HBoaSmZmpsxRKioq4tChQzIJdHp6WhbcSE9P59lnn2Xz5s1W/H2HNV5nCoHPdIsQ2dAajQaz2UxRURGff/45lZWV8j1KcnRiYiJLliyRyT8mk8kuovfKG4rYhDw9PUlLS6O2tpbjx49bZRSuWbNGVs4ShqtYwAsFrq6uaLVaSY+IiIggNDTUaiHa23gFa65kRkYGaWlp+Pr6MjAwwN27d/nDH/7A1NSUrDVtMplIS0sjNzeXO3fu0NDQQENDg1XpvLGxMamsEBYWRmJiIsHBwQ7pERGUHbVazcTEBCdPnuSzzz6Tsi2ATIoZGRmRyWeO2Bew9g5OT08TEBBglRwo9o+ZNIbF+pucnLSqeDOXUO6LarUaT09PBgYGqKuro7m5Wc4j0XZb6osStutLfC/mvKurK1VVVRw5coRTp05JmbiJiQkpfwZzb/h9GWXK9nLv6elJYmIijY2N0gMWGBhoNb6OMF9tcz+uX7/OuXPnrAwakTshaGaCKhcQEEBISIjcm/r7+zl37hwhISEsXbqUgIAAq8u4vfGkSVWCSmUymSgvL+fEiROcP3+e9vZ2wDK26enpsmCGKExkz7NDqQCRk5MjlQHeeustKioqpPLQ+Pi4tA2UiWbCyzo5OUlQUBApKSm4u7sTExPDK6+8wrp164CH9sxc88wFlMo6tutHRIpEn/r6+jh+/DhFRUXcuXNHnh+CViGqVO7YsYM9e/ZYJcN+k/45DLGypaWFM2fO0N3djU6no6ysjHPnzlnxJkWWrajOpHwIc6mh+TgI/ovw4ty8eZO3335bGq5ubm6SGzKXWbz2gnLDniu5j68C29BIQEAA4eHhDAwM0NzczIkTJ+js7OTcuXOEh4fj4+MjC1L4+flJb5XS0BEZpKtXr2bdunW4u7uj1WofqbjmKBD9r6ys5NChQ5w8edIqWUBsvI42dl8EYaDZcu2EUSYynwVCQ0NJT0+nsrKSrq4u7ty5Q35+vqS5zEWJVGV2Nlg8bps3b+b06dMUFxdz+fJlgoKCCAwMlHJeyqQRPz8/3NzcGBkZYWJiQkaw+vv7GRsbw8vLCy8vL6qrqykoKKCtrY2+vj4uXrxIW1ub9KQYjUarPWkux30mypegkQGSSiZCqWq1Gh8fH6Kjo63Wl5CBcyQo+9XW1sbt27cpLS1ldHRUri93d3dZKtWWVpWWlsaqVasoLCyURSSGh4cZHR2VlzF7G+nCaz7T5UNJCXR1dbVSIjh58iTvvPMO169fp6mpSXI/X3rpJZmsBfahrtjC9hknJiby4osvEhUVxYcffsjJkycxGo2o1WqZrS/WkJubG+7u7nJPzcvL44UXXpCVHJOTk+Xvtcd+q/ybIyMj0utqexERFIfp6WlaW1s5fvw4k5OTdHR0yNd0Op38nLe3N2vWrGHr1q2yj0oVn6+LWTFelTyGwcFBGcbR6XR4eHjIajdCGH5iYoLi4mI++eQTmpqa8PLyor+/X4YvhRdvcnJShtZ8fHy+MvdrtqHVauWB2dTUREFBAeXl5YCl3OiyZcvYsGHDI9IfCxWib8KYUI6XIxhDtuHh5ORk9u7dKy9P9fX11NfXA5YF6O/vLzlLZrNZZjV7enpKLeLh4WG8vb0JDAwkMDDQis/kaFDOvf7+fpqamqzkTMASYg8JCbGS/HL0Oas8PJUUJdvNUhhLWVlZbNq0iRs3bnD37l1KS0sl5078jtkOV9qGWBcvXswbb7xBYGCglBA6fPiwXDdarVZe5MHCAfX29qa5uZmJiQnprRJ0JX9/f7RaLbdu3eLTTz+ltrZWFpkA8Pf3Z3JykvDwcOLi4qxoFLMNMQ4qlUrqS6pUlmpEtt4nWwNGVJ5ShjdHRkYcbs0pPd9C71tZvUi8piyWIS5a09PTpKWlsXr1ahoaGqTx6uPj4zBcXjGGQp98ZGREGmvwaOLW6Ogo9+/fp6SkhHfeeYcPPvhA/g4/Pz92797N9773PZYsWSIpMY6UxKykMMbFxREXF4efnx9jY2NcvHjRqkys2HfGxsakY8Dd3Z3Y2Fh27Nghq3GKcPxMe9Vsw9ZbHhkZSVpaGhUVFfLSL7jySgwPDzM4OCh/h0ajkSVhNRoNeXl5ssT14sWL5eeeBpVuVmaDMizX2NjIBx98QG1tLZ6ennh7e8sQXUdHh1zEgu9iMpke8fQI752oQb5s2TLWrFnzSKKTPSGSAlQqFV1dXZw4cYI7d+7I13NycnjzzTdlWECpGbrQIDZhwUGEudGq+6oQB4owTpYtW0ZISAgpKSm88847nD17Vr53aGjISvorOjqaHTt2sG3bNpKSknB3d8dsNjM+Pi6F1kXhDUfwGMwEJS8tMjKSmJgYufkIiIRIJa3F0bxaj8OXzTdxofb29mbFihUykjM4OGgVyZltr6vy7wj4+vqyceNGUlJSaGlpoa6ujnPnznHx4kWGh4fx8/NDp9NJXl10dDReXl40NTUxMTFBcnIyU1NT1NbWMjo6KpMjurq6JAdNjLOPjw+bN28mLS2N0NBQWbsc5maslWL2LS0tXLp0iYmJCRYvXkx2dvZjD/Lm5mZOnz7N2bNnrSJ04rLsyJhpPtnmhAjPuuCl+/n5OSx/XkRDwXLm3759m+TkZHJycgBrr7rRaOTmzZscO3aMs2fPUlFRIc/45ORktm3bxoEDB6R0pAhTOxJsxwpgxYoVvPbaa/j5+XHp0iVJfxBGvbLwhFarlZczgampKbueFcq2rF69mv/0n/4TH3zwARcvXpT5Oi4uLlZ9FjRPEQ1SRiGXLFnCv//3/561a9ei0+ms1vHT2E9nxeJTHhpGo5HGxkYuX76M0WiUXiqz2Uxvb+8jt09R+1do/InKRUIAd9myZXznO99h8+bNVsld9jZeBR8HoKuri4KCAioqKnB3dycuLo7c3FxWrlyJl5eXDGE6onzS18Xk5KTsf2dnJ7du3aK1tRWNRjNjqVVH896JDSY+Pp49e/bg4+NDbm4uXV1d8jIl+Gk6nY64uDjWrl3LmjVrHNY4/TIovZKRkZHExcUREhJCV1eXzIQNDAwkJiZGevnmkxrGlxmdSu1JwU++dOkS4+PjDAwMSON+ZGTEKgw2V2338vKS8lDR0dH09/dTX19vxSsTaGhokJXQAKqqqmb8vaKEpUhaE0biwYMHWbp0qTTmBeaiz7ZlpC9dukRDQwPFxcVUVFRISShxMQSLoklxcTGnT5+mpqbG6nf4+flZJfI6wqVZJMy5uroSHR1NVFQU/v7+9Pf3y/aJMuPiXFNGhrq6uqipqZFeLrCcOaIAgCOhoKCAo0ePsnv3bmm8NjU10dbWRldXF62trRQVFXHq1CkZ2fLy8iInJ4eNGzdKPWmlOpEjOnpEu4S9EhAQwLZt2wgKCiI+Pp6bN29SVFQkyy27uroSHBxMaGgoixcvJi8vT46dcm7bC8pEz6ioKA4cOEBISAiBgYEcPXrUKpF3Jri6uhIWFkZAQACRkZHs3buXZ555Ru4nT/sCMisWn9KQDA8PZ/ny5VRVVXHjxg3u378vjRnbpAiVSiUzbJUi6MJDsHTpUr773e+yb98+oqOjAceR7VEOzPDwMNXV1fT396PRaEhLSyMjI8Mq0cLexvbThDJDGCzZvlevXpWlRUWmqK033VFg610KCQnhwIED7N+//7FtFqLS88UL+WUQtattw63BwcEyrKWMLiwEKA1xlUrFkiVLOHPmDC0tLVy5coV169bJMqX2HueUlBQZRj116hQFBQXU19fT29uLi4sLMTExhIeHMzY2RkdHBwMDA9I4F1SrlJQUli9fTmpqKl5eXoyPj+Pq6io9ZMJosmf+gLgs3Lp1i0uXLnHy5ElCQkKk8erm5iY1UhsaGqSiifgXGxvL8uXL5ZwVv9PeUKo9REREkJGRQWxsLGNjY/JSPDY2xv379+nr65O0jenpaVpaWigoKODq1avSEAJL6NnT03NOtIgfB/E3xQW+srKS8+fPc/r0aQICAli/fj1ubm6cPHmSkydPUlpaSl9fn1VxEJ1Ox6JFi9i9eze7du0iOTlZ/r75sNfYqhBs2LCBtLQ0li9fzocffsihQ4cwmUwsXbqUJUuWkJmZyYoVK0hLS5Pj7CiOLLFWzGYzHh4ebN26FV9fX4xGIx9//PGM2q9gcTpmZGSQm5vL0qVLSU1NJSkpaVbpZrNiQSldy1FRUezZs4e6ujpKSkqsFqurqyt+fn5SC1XcQsVnlQ9q5cqVfPe732X//v2SMyr+lqNBiGqDZVKKm7ZyE3XEdn8TKA27iYkJGZoEJM/ZVm/S0SBCH0JC6UnGSBh9AuI5iMxSEZZ3xP4qPTstLS00NTVJrqdKpSI5OdlqrS00KA1xV1dXMjIyyMnJoaWlhY8//pi4uDji4+Ol52CukyuVyUlC0mvLli0kJCSwZcsWuru7MRqNqFQqvL298fb2ZmpqiqGhIWkYiL1YSA5FRUXh5+cnfy4oLkpayFzPVeU68/b2lrXsjUYjVVVVVl5kUajGds1NT08TGxvLSy+9xMGDB2WBAkfx2s2U6JOenk5bW5vkB96/f5+TJ08yPT1NTk4OZrOZuro6SktLKSwspLGxUV4sgoODiY+PJz4+HhcXF7uVTlXylU0mE52dnfT09NDf38+pU6dwc3PDzc2NoqIiSkpKpCIEWOgqq1evZunSpaSlpUmjR4jgg2OeE4+DeBYiMufv709ISAjr169ncnKSmJgYIiMjCQsLIyIiwiEuVY+DUu5s2bJl6PV61q5dK6mb4jVxZnp6ehIWFkZ0dDTR0dGyqIQodvCk5+lXway5/5Sdj42NZdOmTbJ6zdDQEP39/QwODlrRBrRaLTqdDp1OJ/lnRqORpKQkDh48yJ49e6zKFTqCXqiA0pMaEBDAhg0bcHNzIzg4mJycHMLCwh4JZc2nhfllUPZFp9MRGBhIX18f3t7exMbGEhUVJQtRONK4KaFcYMLzP5PnVbRfGKjz1YsujNfJyUlaW1tpa2uTr8XHx7NmzRoSEhLkzxaS1xUeLVSRnJzM+vXrqaiooKamhnfffRd/f3+ef/55aVDNJZTzUbmfJiQkWI3L04Dt3J5LKP+ev78/K1asoKenhxs3btDW1iYjdELGa3p6+hEueVhYGLt27eLFF18kKytLvl94au0N24S8+Ph4cnNzuXnzJvfv38dkMtHe3i7/iXyJO3fuWJWHBQstYu3ataxdu9ZKcccesHVI+Pj4kJCQgI+PD/X19fz85z+3er+7uzs6nY6goCByc3PZvXs3a9eutUuhoacNZX4HWHjrYpxmgiP3U5xp4uL7Rf14HESkYbYuVLN26tpmcufn5xMbG0tvby+1tbWcP3+ekydP0tnZafWezMxMgoODSUlJISYmhsnJSXQ6HTExMVL/TsCRBl65kUZERPBHf/RHPPvss7i6uhIYGEhAQIDDex6fFkR9brAcRosWLZLVesbHxx1e01YYCl9UCUypczdfoUw6EJdBgZiYGFatWiXLN4L9eeVPG8rDRiQ97dy5k+npaY4fP86NGzf4i7/4C44fP85f//Vfs379esA+8naznfCo/N1zvTcpzwlfX182bNjAkiVLKC8vp6CggNraWiYnJ7l//z4NDQ2Mj48TERFBdHQ07u7ueHt7k5eXx5YtW6zkhhxpviqVV9RqtVSfSUhIoKamxuq9otKbUOSxxZIlS3j99ddZvXq1/JlwDMw1lGvIzc2NhIQE1q1bR1VVFcePH7d6r6hmt3jxYnJzc1myZAlxcXFWFA8lD30+QrT/yxKy50s/v65M4Fz0b9ZWt2i08F4pBcNXrFghS9vdvHmT/v5+MjIy2LZtG4sWLSIgIMDq0FRCeB8czWhQLmKdTielar4tUG6co6OjNDY2ApYEDKUqhLKKkKNioXGSHwexljQazYyC/tHR0fJgmQ8b7TeFi4sLGRkZeHl5sWjRIo4dO8apU6fsZhgooXQGCDqBuGCJ15WXEdv2KqMFtl5AR4qEaLVatFotQUFBJCYmEh0dTUNDg5XxOjExQUhICJGRkXh5eeHv709WVpacqyaTSdILHA3KZ52RkcGLL76Ij48PdXV1jI+PMzg4SHNzMw0NDfIzcXFxsjxqXFwc+/btY/PmzVLhRFCd7NlfsT/4+PiwfPlyxsbGiI+Pp6GhgampKZnEExsbS2ZmJtnZ2dJrLPow09ycb7A19IT2OzyMpIi1PB/6Kc5B0Y/H7YPCkSP+zQVVbtZPaCV/RUCn07F+/Xry8vIwGo1SUFyU0vwiw9TRB9zR2zcXsPVIPo7k7YR9obwdh4SEkJSUJHVpNRqNVAaZL16CrwvbfkVHRxMWFsaqVav4i7/4C1xcXJ5aVZinAaXe4uO4gTMZrzO9z9GRmZlJWlqaTAoVB6jgAQtDQCnzY29D7ougpIEEBwfz2muvyeID7e3t1NbWcuzYMWm8xsXFsWvXLhITEwkPDycnJ4eUlBRpAM9mWParQHn5iYyM5MCBA+zatUsabqLMsai+qFxD9ijHPFdQlnZ21NyHJ8GTJCfPdf/mxL0kJBhELWONRiP/PQ6irBhYHpybm9u8kelRVhMRXryFxhdUQogTC6SkpPAf/+N/pKqqikWLFkmeMjhOVqUT1t66wMBAtm3bJrOb8/LyiImJsXML5xbKinBif1IarY5iwM/nQ/BJIIxUIZf4JMaZ2HMd2XBVQlSacnFxIS0tjfDwcHp6eujs7CQrK4t79+4BFu9sdnY2YWFhBAYGWkWxRAlRR4KI5nh4eODh4fGF7xPyio5gfM8W5ju1TMARLxdzFhsVGnZK2PK4lA9IZCnOR9gac98G2Ja2/Ku/+qsZ3/dtey6ODOV6c3d3Z82aNWRlZTE0NISnpyfBwcHy9flgEHxT2BqFjwvLOzG7eJxB8zhvsvj/fNpblPJWYOH6+vr6kpCQwKpVqx77OaWn3RH7a1tFcSYutaBOOGL7nZg/sBuxT/C2BCd2PkgLOfHFUHqubGFbHtYJx4NILlQmUMC3w3BVQiTqCRF4Ua5xIXhQ5hvEBUL8EwmUSu7ofPVuCW+xUif1yyCKEjiy4ScoHspKZ2K8xL/5OF5OOBa+svGq1+tnox0Og4XeP1j4fVzo/QNnHxcCFnr/YOH3caH3D5x9XAhYiP1zusKccMIJJ5xwwgknnJg3UNlbAsYJJ5xwwgknnHDCCSeeFE7PqxNOOOGEE0444YQT8wZO49UJJ5xwwgknnHDCiXkDp/HqhBNOOOGEE0444cS8gd2ksvR6fQMwcw1Y6DQYDGFz2Jw5gV6vfxX4twffft9gMPzKnu35ptDr9W8Av/2St00ZDIZ5r4ui1+vXAn8G5AMBQC9QCvzMYDB8bsemfSN8G8ZQr9ergD8C/gRYBLgAlVj6/XODwWC2Y/OeGvR6fRTw/wDbgUCgHfgU+FuDwdBnx6Y9FXwbzgy9Xr8L+N+ADB6O4W3gfxoMhqv2bNvTwLdhDGHhnhdK2LuP9i7gPgD8bIafD89xO2Yder0+GvgnLH3zsnNznhaKgL99zGtrgU3AsTlrzSxBr9f/n8B/BrqBI1gOlCBgCbABmM+bURELfwzfAl4F7gPvAyPAFuAfgHV6vf55g8EwrzNX9Xp9InAFCAEOARXAciyG0Ha9Xr/aYDD02LGJTwsL9szQ6/X/HfgLoAfLpaMbSAL2AQf1ev1rBoPhbfu18KlhwY4hLPjzAnCMPtrbeO03GAx/Y+c2zDoeeH5+i2VT+hj4D/Zt0dOBwWAowmL8PAK9Xi+8BP8yV+2ZDej1+uexLNLTwAGDwTBk8/r8LAP3AAt9DPV6/X4shms9sNxgMHQ/+Lkb8AFwEHgd+Fc7NfFpwYDFcP2xwWD4J/FDvV7/P4H/HfgvwA/t1LaniQV5Zuj1+jAs50InsNhgMNxXvLYROIvFq74QjNcFOYaw8M8LcJw+Ojmvc4MfY/Fg/REWr8+Chl6vzwRWAq3AUTs352tDr9ergf8OjAIv2y5SAIPBMDHnDZsDLJQxBA48+Pr3wnAFOW7/14Nv/3TOW/UUodfrE4CtQAPwc5uX/28se86rer3ec46b5sSTIxbLeXxdabgCGAyGc8AQEDzTB51wDHwbzgtH6qO9Pa9avV7/ChCDZYMtAQoWCgcNQK/XpwN/B/yDwWAo0Ov1m+zdpjnADx58/fU8H8t8IB74A9D3gI+WCRiBGwuBg/YFWChjKDh0dTO8Jn62VK/X+xkMhv65adJTh9hTThoMhinlCwaDYUiv11/GYtyuBM7MdeOeMhbqmVENmIDler0+SHnR0uv16wBvLFSChYCFOobfhvPCYfpob+M1DPidzc/q9Xr9HxkMhgv2aNDThF6vd8XSvybgr+zcnDmBXq93B14BpoB5nZAG5D342gkUAlnKF/V6fQHwnMFg6Jrrhs0mFtgYCiMgfobXEhT/TwOuzX5zZgWpD75WPeb1aizGawrz33hdkGeGwWDo1ev1/wfwP4F7er3+Uyw0s0RgL3CKhxfK+Y4FOYZ8O84Lh+mjPWkDvwU2Y5nInlgewv8C4oBjer0+235Ne2r4aywE5jcMBsOYvRszR3gB8AOOGQyGZju35Zsi5MHXHwLuWJJ8vLHcNE8A64AP7dO0WcVCGsMjD77+uV6vDxA/fHCxVCaq+c9pq54ufB98HXjM6+LnfrPflFnFgj4zDAbDz7DQXFyB7wN/CTwPNAP/aksnmKdYyGP4bTgvHKaPdvO8GgwG2wznMuCHer1+GPgJ8DfAs3PdrqcFvV6/HIu39e8XSLjgSfEnD77+L7u24ulAyEOpsNwmix98f1ev1z+LxdO1Xq/Xr1pgY7yQxvA9LF7kHVg8Woex8LW2YPFqVQPJwHwPWX4RVA++zmtFhW/BmfEXwH8F/hH4Z6ADS0TgvwG/1+v1OQaD4S/s2MRvjAU+ht+G88Jh+uiICVv/34Ov6+zaim8ABV2giodJIQseer0+AwsnpoUFIAcCCG3MOsUiBeCBJ/3Eg2+Xz2mrZhELbQwfcED3Ysnk7sCiPPA9LP1bgyU0CxYZrfkK4Vn1fczrPjbvW2hYCGfGBiyJMIcNBsOfGwyGOoPBMGowGAqxGHOtwE8eJOctRMz7MeTbcV44TB/tzXmdCeIQmc+ZsV5Y+GUARr1eP9N7fqnX63+JJZHrz+aqYbOMhZLkI1D54Gv/Y14XC9l99psyZ1hoY4jBYJgE/v7BP4kH3N4cYAy4O/cte2oQ8zTlMa8nP/j6OE7sfMdCODN2P/h6zvYFg8Ewqtfrb2AxYpcwc/LhfMdCGMNvw3nhMH10RM/rqgdf5/MCHQd+/Zh/dx6859KD7+dr+MAKer1eh8WrNYWlXwsBBcAkkKzX6zUzvJ754GvDnLVoFrFAx/CL8CqgAz6Y5xI2wuDZ+kDKRkKv13sDq7EY6PM1Ie3LsBDODO2Dr4+TwxI/N81BW+yBhTCG34bzwmH6aBfjVa/XL1ImTyh+HouF6wPzWIzZYDCMGQyGN2f6Bxx+8La3HvzsfXu29SnieSxJL58vgCQfAB7I1byPJRz718rX9Hr9M8A2LKHY43PfulnBghtDAL1e7zPDz/KwSNgNYxF/n7cwGAy1wEksSS8/snn5b7F4s/7NYDDMW43phX5mABcffP0TvV4fqXxBr9fvwHIBMWKpojYvsdDH8NtwXjhSH+1FG3ge+Eu9Xn8OS+WbISzJE7uweEI+B/5fO7XNia8HkeQzb6sxPQZ/DqwA/tMDvcUbWATFn8WS5PP9eawPaouFOoan9Hr9GJbkkCFgEbATS4TkgMFgmM/eHgE9FsPmH/V6/WagHMu83YiFLvCf7Ni2p4GFfmb8AUvFoi1AuV6v/wQLRzsdC6VABfzlPC/xu9DHEL4d54VD9NFetIFzwCdYtBdfxvIw1mMJpb8O7DYYDAs1PLLg8KAQwxoWSJKPEg/kaVYAPwWieVgt7Siw1mAwzHfpE2BhjyEWw8Abi+rAn2OR5/kVsMhgMJz4og/OFzzwvuZiKXO7AkvmdiKWzPVV89zogQV+ZjxILNyJpZTvPSyGwE+wFJb4HNhmMBj+wX4tfCpY0GMI347zwlH6qJqentfqKU444YQTTjjhhBNOfIvgiAlbTjjhhBNOOOGEE044MSOcxqsTTjjhhBNOOOGEE/MGTuPVCSeccMIJJ5xwwol5A6fx6oQTTjjhhBNOOOHEvIHTeHXCCSeccMIJJ5xwYt7Aabw64YQTTjjhhBNOODFv8MRFCvR6/bzX1DIYDKrHvbbQ+wcLv48LoX+w8PvonKcLu3+w8Pu4EPoHC7+Pznm6cPvn9Lw64YQTTjjhhBNOODFv8JXLwxoMhtlox6xCr9c/8XsXev9g4fdxPvYPFn4fnfPUGt+0f9PT06hUX+hYeupwjqE15rJ/09PTcsy/6bg7ah+fFpzz1BoLsX9f2XidK0xOTjIxMcHU1BSiCphYuBqNBo1GY+cWOvFtg9lsxmQyMTk5iVqtRqvV4urqsEvoa2Nqakr208XFBTc3twXZTyXMZjPj4+NMT087/LiOj4+j1WpRqVSMjIxw+vRphoaGSEtLIy4uDh8fH+f+uICgNFjn+rLihBNPgunpaWmvubi44OrqOutz1WF2aHGrBFCr1bi6ujrcAaJso3Mj+XKI5/W4EsRqtXpePUMXFxfc3d2tfqacD/MNSk+OEmq1Gp1O98h7BeZjX78MLi4ueHh42LsZTwTlWNy6dYtf/vKXNDU1sXnzZvbt20dOTg4ajcYunlknnh6URqvJZGJ0dBSTyYSbmxuenp7OC4qdoVyHX3TOLfSLh9KpOJdwKOtwcnKS6elpNBqNww309PQ0k5OTTE1NSePaiS+GuI2JcYWHho94hm5ubvZs4jfG1NQUYDF+5iOEF9nFxQWz2Qww49yemppiamrKOe/tCLH36HQ6JicnKSkp4ciRI9y6dYvOzk6GhoaIjY0lNTUVPz8/p/E6jzE1NYXZbMbNzQ2TycSNGzf4/PPPqaurIzMzk/3795OZmSnfq1Y701fsAREZnpyclPunwPT0NGq1ekFHrqanpzGbzTP2b7b3nzl9otPT0/KwF9+LDrq6ukrLfXp6mra2Ntrb2xkYGJCGjwiXxcfHExMTg6ur65xt0CqV6hFDSwycmKSPa8e34dYlIIwclUqFi4sLWq0WrVb7hb/DkTdfZf/6+vqoqamho6MDT09PUlNTiYyMfOR98wFmsxkXFxer27LYgIaGhmhoaOD+/ft4eXkRFxdHaGioNNDnW18fBzFX1Wo13d3dVFVVMTk5SVxcHJGRkQ53sVKuE6PRSGFhIUVFRQwODgLQ0NBAd3f3Yz1ACwVms1k+i696aRRnjqPuN/BwfYn519DQwKFDh/iXf/kXBgcHMZvN7Nq1S77XkffPhYapqSl54Xd1dZXz70mNU2HgzldnhxJKR97Y2BgtLS0YjUb8/f0JCQmxsudm47yYU+NVpVI9ssjMZvMjHausrOTYsWOcPHmSe/fuMTExIQ+Y4OBgfvCDH/C9732PiIiIuWz+IxD9EYPzbdxAZgo5f9XJ6siGkODwGI1Grl69ys9+9jNOnTpFbGwsP/7xj3nttdcICgqad/SBx7Wzr6+Pixcv8tZbb3HlyhVSUlJ4+eWX2bp1KzExMbi4uMybPn4ZxJodGhri6NGj/PSnP0WtVvOTn/yEAwcOWBmvjmawi8uh+Aeg0+kWrIdHCbHPfp3xmA+OBKUnq7e3l/Pnz3P69GkGBwdJTk5mzZo1xMTEAPNnv1koUKvV8t/X/fxCwcTEhHRMlZWV8fvf/56hoSE2btzI9u3bCQoKAnisZ/abYs52OmGl2y420amuri7u3btHcXExRUVFFBYWUlxc/MjvaWlp4ebNm6xbt47AwED58Gbz9jk9Pc3AwAB1dXV0dnbi7e0tvVFP6p0RCWjCWLddBMrwsyMbCGazWfbBxcUFtVot+6ZSqdDpdPIw7ejooLS0lJqaGoaGhiSRG8DLy4v09HSWLFkieaTCG+gIUHp2pqenqa+v5+LFi1y4cAGAxsZGfve73zE9Pc2zzz5LQkKC1eccFSaTCY1Gg1qtpr29neLiYry8vEhISKC1tZWCggIuXLjAyZMnGR8fp7u7G4Di4mLy8/PZsGEDERERVt71+QZBY3Fzc0OlUlFZWck777xDaWkp/v7+uLm5PTInHW09uri44OXlhYeHh9V8s41uLRRMTk5Kvqebm5vVvPuyi4XymYjPiT1Lo9E43BwWe2RbWxtnz57ls88+o62tjZycHF5//XUOHDhAYGCgfL+jtX+hQkR+xfi0t7czOjrK6OgotbW1tLS0yH1FzFc/Pz+ZSOnr64unpyfwkIboaNGdrwLxHDo7O/n888/5+OOPCQoKYsWKFXOyX86Z8So2WBFqFwacyWSiubmZgoICPvvsMy5fvkxXV5f8nKAUKAdbhDWzs7PnzHhtb2/nvffe49SpUyQkJLBt2zZSU1MJDg4mKCgIb29veeDZhu1EHxaCV0Tp6RGw7dvg4CCVlZWcPn2azz77jJs3bzI5OWn1GR8fH77zne/g7+9Peno68NDL6QhQhuOmpqZobGykrq4OnU6HyWRCrVZTVFSE0WgkPj5eGq+Tk5MOnUghNsvh4WE+++wz3n//fWJiYli6dCk3b97k008/ZWhoyCppsqCggIKCAm7dusXU1BS7du2yOjwdzSv5JFAaeJcuXeLq1asAJCUlMT4+Tk9PD8HBwQ5LlRgbG6Ojo4P79+9jMpkAy5ry8vKSe+JCog8o9xhBGxCX5y8bF+UlSzwTR9yPJycnZZv6+/s5efIkb731Fjdv3iQkJITdu3ezf/9+oqOjgYcXUUeal7MFR4hsubm5MT09jdFopKSkhMLCQrq7u+Wlv7y8/JHPuLu7s3fvXtasWUNiYiKLFi0iJiZG0kIcbV95Eoh56uLiwtDQEKdOneLIkSM0NzeTnJxMRESEVcLvbNllc7J6hSHQ1dVFQ0MDAwMDuLm5MTg4SEVFBcXFxZSWllJXV8fY2Jj8nJeXFzqdDrVazdjYGCMjI+h0OqanpxkfH58TD4OYXEajkfLycoqKiigpKaG7uxsPDw9cXFxITk5mxYoVZGRkoNFoJCcGLIvNy8uLiIiIr2SYCZkiR57YQ0NDjI+PExAQIPtbV1fHp59+ytGjR7lx4wbDw8MzfnZwcJArV66wdu1aIiMj8fHxcbjDRInJyUk5rl5eXkxPTzMyMkJbW5vkHILjGgzCayXm08cff8yvfvUrSktLqa6u5urVq1RWVgKWTToxMZHp6WkaGxvl7ygtLeWTTz4hKiqKTZs2yd8704XGkeHq6oparWZgYIBr165x4cIFRkZGUKlUtLS08Pbbb6PT6fjOd74DIGlL9u6jMkfg/v37XL9+nevXrzM5OYmvry/Z2dmkp6cTHBwMONZl8Gni9OnTVFVVkZGRQV5eHj4+PvK1LzIGTCYTTU1NGI1GUlJS5CVzfHzcIYxA5fjW1NRw8uRJzp8/D0BKSgorVqyQHHuwTwhaXByeFgSN44suISaTSToMhD0wlxB7p1qtpqKigt/+9rcUFBQwNjbG6Ogozc3NGI3GGT87NjbG559/zt27d4mOjmblypXs2LGDZcuWSYrdfPPAKmkAQ0ND3Lhxg5KSEgB8fX3RarVzMkazZi0os5NVKhXFxcWcOnWKyspKORG7urooKyujpaVFfk6n00m9xeHh4UeMn6GhIXQ6HQEBAVbGzmxtPCqViunpafz8/FixYgV3796lvr6egoICqzaXl5ezdOlSmR2qbI+/v7/0znl5eWE2m6URpNVqpTEO4OHhga+vr+ybI9zMlG0YHh6mrq6O2tpaenp6MBqNREREkJaWxvj4OMePH+fDDz/k7t27aLVa8vLyyM7OJigoCJPJxNDQEPfu3eP69eu0trZSWFhITk4OmZmZ8lk7SkKF8rnrdDq0Wi3j4+NWFyxbyRp7j9WT4N69e7z33nvcvHkTsIS/JicnCQ0NJSsri7S0NEJCQujr6+PWrVtyzY6OjnLp0iXS09PJzs4mMDDQ4S9YtlDSAG7cuMFvf/tbrl27hk6nQ6VS0d7eTnt7O/n5+VafAccKz/b09HDv3j0Z0QgODiY+Pp7Y2Fj5nvlMH1B62kZHRxkeHmZ6epq7d+/y9ttvc+vWLfLy8piammLNmjW4u7s/Iv0mInxiXK9fv05paSmTk5MkJCSwaNEioqKi8PX1tWdXH0nQamlp4eLFizIaEBQURH5+Punp6ahUKun5mqvLvjjLbTnWs/F3bC//IqlUucfO1ZmolICamJigurqaX/3qV/z0pz+V7xER14iICEJCQggODpZzTqPR0NfXx+3btykrK6OsrIzKykr6+/sZHR1l2bJleHl5WUWl58NeqtxXTCYTXV1dMvqjUqkkPXK2MWuzX6l7JrwZv/71rxkbG8Pf3x+TycTIyAgTExPyM4IrMpP3KiYmhqmpKXQ6Henp6cTHx1tlsc/moE9NTREeHs4Pf/hDkpOT+a//9b/KmwZYMn8LCgooKSlhampKempEm1xdXfHx8cHd3V16cIKCgiQXZnJyUvJlMjIyWLt2LSkpKV8r+Wk2IP5+f38/Fy9e5J133uHatWvSEPD09CQ0NJTJyUkaGxtxc3PjwIEDrF+/nuzsbCIjI+XhMjw8zMmTJ+nq6qK6upqOjo5HLiiO5r1UPn/bjdvR2moL5cGoUqkYGhqiqKiIpqYm+R6z2SwT0J577jkZ3ZiamuLGjRtcuHBBRh06Ojo4c+YMiYmJ7NixQyZNOjrXV0C0sbOzk6tXr3LmzBm6u7vl2gRISEiwSgZ1JD1i0Q5b9RPB4bSl58xXKL07HR0dfP7559y4cYPq6mrq6uro7u6WRmhiYqKk7diuVbPZTHt7O0ePHuW3v/0tdXV1MjqWnp7Oj370I/bs2YNKpbIb5144M8T8u3PnDp9//jkNDQ34+vqyd+9etm7dSnx8PGq1momJiTk9F4Rs12xz3MWe82X9mquIgnJcWltb+cd//Ed+85vfAJYzPSwsjLy8PLKysggKCiIuLo709HS5Ln18fKisrOQXv/gFhw4dknkzH374Ic3Nzbzwwgvs3bsXrVZrJY02n2A7J+Zyr5wV43ViYkKS6mtra/n1r3/N22+/LcOr9+/fl+8V3Aij0SgN2aioKMLCwvDy8sLb25v4+HiioqIAi4GbmZlJXFyc1UDP9sGp0+nQ6XQcPHiQnp4e/vVf/5WWlhZcXV0ZGRmht7fXyiNni/b29kd+VlFRQUREBOPj47S2tgKWg7OsrIxnnnmG9evX4+3tDdgnmUnchMXfLS4u5t133+XQoUOP9PXu3bvy/3v27OFP//RPrbxXAiEhIUREREhKiJeX1yPC/45iKAiI0I6tXu309DRjY2NWFzBHM2bFsxQbvqenJ2FhYYSEhMgxE/Jz69atk1nMAtu2bSMyMpKSkhJ8fHw4ceIEN2/exMPDA41Gw/bt26W3wZGh9Lj29fVx4cIFLl68KBPSBA0pPDycvXv3kpubKz/rKHQWsR5VKhV+fn54eXk98h6lx8PRx+RJ0dbWxqFDhzh9+rT8mZ+fHzExMfj7+8uDX5mMBUheXk1NDefPn+f69etW6zMuLs7Kg+kIa7etrY2LFy9y/fp13Nzc2LFjB6+88ooMMwNzbuAon9H9+/cZHR392s9K7JtizNRqNe7u7vj5+eHp6fnIGTcxMUF5eTnl5eX4+PiQn58vPeVKjvBsQPzukZERLl26xNGjR5mYmGDDhg1s2rQJf39/UlNTSU5ORqPREBAQ8Ehxl5UrVzI+Pk5aWhrFxcVcuHCBlpYWPv74Y1xcXPD29mbNmjXzygOrbJut8Sr2n3mbsCU609raym9/+1t++tOfYjQaZUeV3oHx8XGrCZiUlMT+/ftZvHgxMTExpKWlERoaitlsljzQbyJV8XWg/Fuurq48//zzhIaGcuLECTo7O2XGckVFhXz/k4TsGhoaJKdwamoKjUZDR0cHV65cob29nYyMDGm8mkymR4y82YYyXARQXl7O9evXv9BIDwsLY+XKlfLwF+MmvOSNjY0UFhbS1NSETqcjJibGyvhx1EX7uDknuFCODhENUKvVZGVlERYWJl9zd3fH3d3dygMuLqAajYbc3FwZCbhz5w4DAwNcv36d7OxsFi1ahJ+fnzxQHXXjnZiYkPO4v7+f48ePc/XqVVQqFd7e3vJiHRQURE5OjvTkwUP5N3tD+VyNRqPVHhMWFkZaWppVIt18mJePg+jr6OgopaWlUnlGpVIRFxdHTk4Ou3btYsWKFQQGBlrtU0ra0cTEBKWlpZSXl6PVaiU3cceOHbzxxhssX75c/s25dg4ok8fAMi/Pnj3LuXPnGBoaIjMzk+3bt7NmzRrc3Nykprg9LlNjY2Pcvn2bW7ducf/+fTn3hDH6dSAy84OCgkhMTCQpKQlfX18rr3tjYyP/+q//yi9/+UsyMzN5++23ycrKAixrYKYL3DeFrfB+XV0dly5doru7m6CgIDZu3Mirr75KVFSUvBB/UeRp7dq15OXlUVhYiFqt5t1332VqaooLFy7IxNgtW7YAjklR+iLYqpvM5d7/VFeB0WiUhOqmpib+9m//ln/913+VnRMGjNJ4nZ6eJjQ0lOTkZCmzsHXrVqKjo/H29paDaM+kELFARXJKcHAwzzzzDFFRUQwODuLi4kJ9fT3Hjx/n5MmTVgk8YPESgGVz8vPzIz4+nvv379Pa2mq18AVfFqC6utrKmLDX4amcjF5eXgQFBdHW1iYvEq6urjLcERYWxqpVq1i+fLnkKI2MjGA0GgkJCWF6eprCwkLef/99uRHExsYSEhICPLxJO5rxI9qjNGDFeMTFxeHv7//Iex0NyudaX19PX1+ffE14sZTKHSaTSV5e3N3d8fHxkYcLWA4z8Z75ANs9p7y8nJGREZkEItasVqt9JGPf3tqgtuUXGxsbuXTpEj09PfI9iYmJrF+/Xmaiw8weY3EwK/mFQg3FEYxdQTcbHR2lsbGRK1eu8Omnn9Lf3w/AihUr2Lt3Lxs3biQpKQlvb28rsXh46JmcnJzk8uXLFBQUUFFRgdlsJj4+nhUrVvDd736XLVu2oNPprDzacw2lkVRYWMh7773HrVu3cHd3Z/Xq1WRnZ9s9lHz9+nV+97vfcfnyZTo6OmSZWhcXl6+0/sV8E2W2hS6xl5cXgYGBBAQEyBwCFxcXJiYmGB0d5fz580xNTVFVVSVzQ2D2ON1KyiNYLkDC+SaK7oh5Z/s5cTkSv8PV1RWtVouHhwfLly9neHgYrVbLiRMnaG9v59y5cyxevJjc3Nx5WRVP7Cf2wFM1XpWdGBwc5Pbt23KCeXl5SWNMo9Gg1WoZGRkhICCAzZs3s3PnTuLi4oiOjiY8PBxAGozi8BBG5Fx7XgE5cQV8fHxYsWKF/N5oNBIaGsrU1BSlpaVSz83V1VXyWhsaGoiOjiYnJ4f29nYuXbpER0cHRqMRo9Fo9fw0Go00ZME+XhTby0JeXh67du2iq6uL+vp6ybPTarVkZGRIqkNWVpYM4/n4+Mhs4Lt373LixAnpoc7KyiIhIUFuzo5qCCkPfOU4REVFkZOTY8WPdLSNR1nBDiz0lTt37lglScbHx7Ny5UqSkpIAy1wT81c5B4OCgkhPT+fWrVvy0Le3YfekUI5bd3c3AwMDwMPogsDIyAgDAwOMjY3h4eEh+2bPQ8VWo/TevXtcvXpVGnRg2Y/S09NxdXWVCbEzHa7KuTAT7NVPpSGtUqno7Ozk9OnTvP/++9y6dQu1Ws3y5cs5cOAAL7/8ssy6F5do8TuEMTg1NcWlS5f4t3/7N65duyaNiuTkZN544w3WrVsnQ7z2MtptPXz37t2T6gIJCQmsWrWK6OhoaQjZy3nT2NjI2bNnKS8vx9/fXyY3Puk8USbiis8Iqp2tofhFWLFihYxEwuzReWxD4ZGRkWRnZ3PmzBmZp2M0GqX6jOB5qlSqGaOjgnam0WjYvHkz7u7uDA4O8vHHH9PR0UFDQwMdHR34+fk5FL/+SWBPre+nOvpK4y4yMpI//dM/5a233uLq1atWXkR/f382btxIdHQ0gYGB5OXlkZOTg6enp9UtU0wIYTSISW7vEN5MIQKdTsf69euJiYmhr6/PSoPQ09NTehM0Gg2BgYGYzWaqqqo4d+4cp06d4u7du9IYEK54ZXjeHhNa/E3hEU1NTWXfvn3U19czMDBAf38/U1NTeHt7s337dt58803JTZ6ammJkZEQaQSUlJfzsZz/j97//PQBbtmzhzTffJCMjQ/49R+EWCojN1mQy0dfXJ/srEBwcTFJSkqwkAo5nvCox00GhUqnIyspi1apVUmJJCeU8DwkJYdOmTdy9e5eysjKampq4f/++FffM0eSZxBh6eHgAFs7etWvXGBkZke9Rjun4+LhDepSVe9/AwAC9vb1WF4sn2RMdbWyUEN5PMY9qa2s5d+4cd+/eZXJykuTkZA4cOMCrr75qRXmxVZwRxntlZSWffPIJhw4dsooyxMbGsmLFCtzd3e2eJKM8+Ht6emhqapLzcvHixWRlZUlKhD31ozMyMtDr9QwODuLj4yMT4Z4UopCNWIcjIyMUFxdTWVnJ+Pg4k5OTUpmor6+P+vp6q88Lof99+/YREBAgfz5b4ybsDpGkFhoayoYNG7hy5QodHR2kp6cTHh4uI1RfVv4cHtKW3NzcpKe1oKCA7u5u+vr6JI/Ykc8PAeVeY3uJEWfMXNhoT9VaEBuJUBT44z/+YyYnJ7lz5w7Dw8O4ublJ7l1YWBhbtmwhOzub0NBQ+Tump6dltSa1Wm33kMlMEAe6WHTiZ97e3ixevPiJf09MTAx3795leHhYejDFoAvj0PZv2huLFi3i2WefZWBggOPHjzM2NoZarWZ0dJTKykpGRkbw9fUlLCwMT09PpqamuH37Nm+//TbvvfceJpOJ4OBgnn/+eZ599lmZ+esoYUsB5UbS399PWVkZ5eXlVhcKrVaLr6/vIyR9R4My9C3kykQYPSQkhKSkJOl1tdVtVRo77u7uhIWFSdmz5uZmWltbGR8fl8/A0QwkZcaw2Wzm9u3bXLx4UdIERKEUgZSUFGJjY6WHxxFoA0pMTExIvWxhlEVFRVkl2tnSW5QyR+Pj4zQ1NdHU1ER7ezsjIyNERkayfPlyQkJCpLPAnn0eHBykuLiYmzdvMjQ0RHJyMgcPHmT//v3ScB0dHZXVtuBh9SOwlFQ9c+YM58+fp7e3F7A4F0Q2uDLhx14QkSlXV1d6eno4duwY165dkwnJGzZskLJn9tYYzszMtHIyfFXjRGkIurm5MT4+TklJiZTgE5cWb29venp6OHfuHFeuXKG7uxs3NzfS09M5ePAgO3bssKJozYWzQ/QzPT2dF154gf7+flasWGFVIfPL1omI2oo1KRxYPj4+dHd3S/66cu05MpTtEzktAiK5b14mbNlO6sTERDIzM6WYNlg2pzt37shNV2m8ituzvb2rTwLhXYWv53GrqamhoKCAmpoawGIcCE6P0PMTsOeEVnrVXF1d2bRpk1Xp176+Pt5//33OnDlDbm4uu3fvZteuXajVakpKSvjpT3/K4cOHGRsbQ6PRSLqA8CQ4mpfLFkKbVshLiYQ8oUDgyO2fyaN1/fp1Ojo6UKvVxMfHExYWJg9H23mmNOInJycZGxuT/R0eHqavr+8RPqmjQbRpeHiYiooKKioqGBkZkc9keHgYV1dXMjIy2LBhA5mZmQ5ljCsNycbGRoqKimRBifDwcNauXcuSJUskPcc2G1hErYaHhykuLubEiRNcvnyZ0tJSuru7yc3N5cc//jF79uyRoUvbMO9sQhkSHx4e5sqVKzJpFWDNmjW88cYbpKamAhYD3sPD4xEPkEBNTQ0XLlywkoPz9fXlmWeesVJAsec5o0wgbG1t5Q9/+AMXL17Ey8uL7du3s2XLFgICAuQY2HsOflPHgrL9Wq2WpUuXSm1v8Sw8PDxkXsjw8DBnz55lfHycmJgYVq9eTVpaGjB3lcWUbdbpdOzevVvmAAg86XOx3UeUxR4c3Vi1hbK9Q0NDVlH1b5LA91Xx1I1XZWIBWMI0O3bsoLOzU4YDzGYzJSUl9Pf3c/fuXXJyckhKSiI4OJjQ0FBCQ0OtXPHKWuSOBFvvhAgjiFumgHLSTkxMyCSnsrIyyf8E64M/JSXFikvpCEaByWSS8lb5+fls3ryZwcFB7t+/L705AKtWrWJkZIT6+np+8YtfcOTIEUZGRggODmb79u3s3r3boekCAuKZT05OMjQ0JH8uEhWE4eoIY/MkGBoa4vbt2xQUFNDf3090dDR5eXlWXjvbQ1LpwfP29iY5OZm4uDgA+vr6GBgYsAohOtqzUJYUvXfvHrdv36a2tpbJyUl0Op0MZwYFBbFo0SKysrIeiQTZE0pKRn19PR999BFXrlyRr4uCLSIpFB7VWlSpVPT39/PJJ59w5MgRysvLqaurkxflW7du8fOf/5yBgQGeffZZIiMj5/RAVVYYam5u5tixY1y4cAGAnJwcNm3aZGW4Kvmx4uIkzpyqqiqOHz9OYWGhVeQqNjaW7du3k5eXJ/+mPfcd5YXPaDTKy4harSYzM1OqXYgkaAFlafW5gqBXfJO1oJTsExFVYQQq++fn54fZbJbVG4FHQvNz7SxQSnopf/ZVLhTCqFOpLNU6+/v7MRqNqNVqWZVqvkA59zo6Oujo6JDfT0xMyEjybGPWpLLEQCUmJrJz506Ki4utuCwDAwMUFxdTXFxMdHQ0mZmZJCYmEh8fT0pKCtnZ2TJzVlnFx5F5ISJzeSaIhS8maWVlJXfv3rUKWY6OjgIWOkFWVpbDVctRLrD4+Hiee+45+vr6+OCDDwAkv7WtrY1z587x2Wef8atf/QqwhDbXrl3Lq6++yjPPPAPYZyP+OlCr1VZ9F2P5pGEje0LZtvv371NdXS11lv38/IiNjbWSV5qpL2azmfHxcTw8PMjMzCQzMxNXV1cGBgYYHR11iLlpC+E5VJYtPnPmDLdv35bUD8Hdm56eRqfTkZqaSlJSktWhZG+Pl9LIqq2t5ejRo9TV1cnDcGBggKGhIavylEpJQaFFfO7cOf7lX/6Fa9euAZa1LKTQRkZGuH79OsPDw7i4uLBv3z55cVYairMFJe+0p6dHOjaCg4PZv38/q1atsjJ6lEaU0qnR19fHp59+yqFDh2hrawMeljrevn07ubm5cj7Ye84KY3t6epq6ujp5DqSlpcm8AbDW9gX7zMfZTpA2Go1oNBrUajW9vb3cvHmToqIiJicnCQ4OlpdMgbneb5XP/Ot6wpWe16GhITo6Oujr60Oj0RAUFCTpEHOx3r4pxFwYHx+nv7/f6pIonFtzcTGc9fKwgsOzefNm6urqaGpqwmw2W222zc3NDA8PU1lZiVqtxt/fnx07drBz505iYmIICAiQxsPIyAhubm7z6qYCD/mxot137tzh2LFjdHR0yMpiguvr4+ODv7//nFUQe1KINpjNZjw9PcnPz6enp4fe3l5u3LjB2NgYzc3NHD58mBMnTlBeXi4/u2bNGn7wgx+wfv16+TNHNlqVRml/f7/V5ik8jV5eXvj4+MxJmeJvAtGmiYmJR6RmnrQqk/Kw/yKOr709lUoIg2diYoKSkhIKCgqsVBZsx2rRokWkpKQADz1e9pbImkmyR4mJiQm8vb2tsrAnJiZkhKetrY1jx47xwQcfUFRUJN/j4eFBTEwMOp2O9vZ2mpqauHv3Lr/5zW/QaDTs37+fwMDAOXcWjI6OSmNmxYoVbN68mcTERMB6TIQHVhiBY2NjnD59miNHjlBWVgZYSnempqby0ksvceDAASnJB3Mv9C8gLiMajYbx8XFOnTrF22+/TWdnJ5mZmbz00kuSfw5InrLgiyqNb+H9c+R99HEQ9oFYn2q1Wj6T9vZ2aRAlJiaydOlSqwu2vTzmIgL8VTidyuRPpVRhRUUF4+PjeHl5ER4eLhWW5kOlQuV5IhQXBOLi4li6dCleXl5yD5qt/szaLFBKsuh0OlavXo2rqystLS0UFhZy4cIFK65EX1+fVVbo6OgonZ2dslDBypUrZWUmeLT6kyPANtNOTFqx6SiFs+/cucONGzcApBqBCGGGhYU9ErpzpAkt2uLh4cH27dsxm80MDAxw8+ZNurq66Orqku8NCQlhyZIl7Nu3TxqugqTviBcQW49dc3Mz169fp7m52eo9Op2OxMREFi1aZFUb3ZHGSUCpr6jc+N3c3PD19ZWZ+PB4zpJyLgreq1jjtiFqR8Po6ChVVVUUFxczPDwsPTnDw8Oo1WoCAgLYuHEjOTk59m6qFWxpSe7u7vj7+0sZPbVazdKlS1m9erVVlMbDwwOz2UxtbS1HjhzhrbfekuWsAwICCA8PJyUlhcWLF+Pr60tdXR1HjhyhoaGBW7ducefOHdatWycNhrkc08HBQalSEhsba0XhUEJpfI6MjHDixAnee+89SktL5c/d3d3JyMhg69atkuoyOjpqJYE21xBecZVKxfDwMCdOnODo0aMAZGdns2XLFiIiImRUynaPVOqNOuJe86RQnodarVZeQjQajdUeFRYWxuLFi60UJuzV7yc1mpVniJJCaTabuXXrFh9//DGFhYWARX4yLS3NoeyYx0FcZEVEp7e3l+7ubmnnuLq6kpiYKFVrxKVktvo2a8ar7QSLi4sjMTERjUbDiRMn6OnpkSGsmdDU1MS7777L9PQ0aWlpvPDCC7z++uvywQhvkaMNutJwFQa27QAWFhZKjhM8ylGLiYkhJSXFyqhwpH6K7FHB18nMzLQ6ZISqhEajYdmyZfzwhz9kx44dwMPkDEc0csBakw8s9I4zZ87Q3NwsjTWhDLF48WKWLVsGWEIo86HalnIehYaGkpOTI+k5T1okQrzuSFn4M0G5Fvv7+yVdws3NTfIlp6am2LdvH3/+539u5fFyxIuVoGONjo6i0+nIycnhwIEDbNy40UquDSxGzsmTJ/nFL34hE0K9vLzIyMhgz5495ObmkpOTQ0BAANeuXePKlSs0NDTIvzOXYXUxh0wmE3V1dTQ2NqLVagkNDZXrUESllJiYmKCzs5Nr167xwQcfUFBQIPV7wWK8hoaGWkUK7L2P2nrSlUllPj4+VioXyr1kamqKlpYWmpqa0Gq1JCUlWWXez2coqRG2F2fBjVWOmyPvOfBQ4cP2LCgrK+Ptt9/m17/+NWNjY6SkpLB3714yMzNl/x0tr0cJ0ScxTrW1tdy5c0cWS7G1A2abUjdn/ncfHx/ZkS1bttDd3U18fDz19fX09PRgNpvRarUyZKBMkLl58yZqtZrW1lZWrlzJypUrrTwN9oI4/JQeqJkkhsDC8Z2YmKCiooLDhw9bhdTFDQUsXlgPDw+HNYSUgunT09M0NjY+Eo7VarUyezQ8PJzFixfLRTkyMjIrJf2eJpQb6MDAAC0tLYyMjEhelsiOVYay7J0A8iQQm6qAr6+vDMkKCsGT9EFZiUupPiD+hqNAKWmn5JaD9fpMTU0lMzMTsMxPd3d3h1x7QkZQPO/w8HCSkpKkV8psNtPS0kJvby+lpaV88skn0nBNS0tjzZo15Ofnk5+fT3h4uFQnEOFaeOiNnysZIuFFnJ6eprKyksLCQgYHB9m4cSNbt26V+7ySE2s0Gmlra6OwsJCysjJ5iAppJZEAlp6eTl5eHt7e3lZ/y55QqjiIi7BAYGCgVVKQCKEXFhZSXl5OX1+fHJ+ysjISExNlZUpHNnq+DI9TjQDLHuXt7W3FdXZU41XYAsKr3N/fT0tLC/39/bS2tnL16lVOnz4tOfc+Pj54eHhY0ZMcNTkdrM/+qakpysrKKCgooLe3l5iYGNavXy+Lh8BDJ8FsYc5OW9vw1xtvvMHWrVu5c+cORUVFks9048YNPvvsM/kZwTG5c+cO169fx9vbmx//+Mf8u3/376welD0gtBO/bIBKS0upqqqiv7+f4uJiTp06Jb0cYK0XazQaqa+vp7a2loSEBHkTdwTJHnhY5316epqmpiZ+97vf8Zvf/Ib6+norSR54eCgq6SGObuDZQqPR4OnpKWV1lN48JX/UUTdUW9h6ML7OnBIHrpubG15eXg7rFVEm1innnZA6ExgYGJAC7HMhwfN1oQy16nQ6wsLC8Pb2ltJB09PTlJSUcPToUa5fv05dXR1gSZZ85plnePPNN6UOtVDLKCsr4+OPP5YeS5EtPBeXEGV1qZGREe7evSvzHpKTk63UVsDiuSopKWF4eJi7d+/yySef0NzcbBWenZiYwN3dnezsbFlGNigoyCoKZk8ooxX9/f3SkImLiyMlJUV60M1mM21tbXz66af8y7/8C5WVlSQnJ7N27VrpBLly5QqrV69my5YtMsnrq2bBOwKUYzIwMCALNWi1WiIjI4mIiJCFDhw5QdbWuL527RrHjx+nqqqKuro6GhoarM6Mmpoajh49ilarZePGjYSFhTlkeXQBW+O1qalJ7jERERFkZGQ84nmdTcypJSHIy+KmERkZSUBAAOnp6YyOjuLi4sKmTZvYvHkzhw4d4sqVK7ICh8DQ0BC/+c1vGBgYYNu2bSxdupTQ0NA5XbBK97myXZ2dndy/f18mMXV1ddHa2kpjYyO9vb0YjUY6Oztpa2t7xBMkJsbExAS1tbW0tLRY3codwXhVCrZXV1fzu9/9jl/+8pdSKkOI14tyt4ODg7S0tEgVhfkCW5kz4QW3DaXaZsA66qbzRXgSI0VJexkeHqaurg61Ws2SJUtYvny5VbKQveeoEsI4Ev8eB6PRyOjoKD4+PnY3bp4UMTExbN26leXLl8u+ubi40NraypUrV6iqqsLf359Vq1bxzDPPsGnTJqsCKqKwyHvvvcdbb71ldcG8f/++3Hvmak5PTk7K6IZGo+HmzZv8t//23/D09JR7ZVtbG+3t7ZhMJu7fvy956LbrMikpiddee439+/dLY1BZodGe0Gq1MuHszp07cu9cuXIl8fHxcv6ZTCZu3rzJhx9+SGVlJZ6enuzcuZOtW7ei0+m4ffs2n3/+Oa2trURHR0vj1WQyzVii1JEhPHSjo6OUlpZKfV93d3cCAgIkVVBZEMgRIfa+/v5+SWW5ePEiXV1dVnQWgf7+fo4dO8a9e/coKCjg1VdfZcOGDXPc6ieHUhlocHBQFgABy1j5+Pg8EtmY955XYfSI27EQ6FWpLLWARehSID8/X/6sqKhIhiY1Gg1Go5H29nb++Z//mcrKSvR6PXv37gUe8kxn27snNkKj0cjAwAAdHR3U1NRQUVFBY2Oj1D6rrq6ecdLOBBEm8PPzIy4uzopmAfb1aCn5SJOTkzQ3N/P222/zz//8z/T19REZGcmyZcsIDAykr6+Puro67t27x+TkJJ2dnVa3za9SVtBeUB5yQgXCtvKJMiFRfMYRDsenDdtwa2VlJdXV1ahUKtLT08nIyMDd3d1hxNTh4eVSq9UyPj5OaWmp9BCAZUzFPIyNjSUuLk4m3Tlatu/j5pSHhwcRERFWh4XJZKK3t5fOzk6mp6fJyMjgueeeY9++fdIAEBXxtFot5eXl3Lhxw0qn0d3dnZCQEMm3n81QrfI5a7VaEhMTSUxMlEljd+7c+dLPC369UGGIjY1l//79PPvss4SFhck9a7ZDmF8GZRQALBeEmpoaenp6pMawUg2hvb2dQ4cOcefOHaKjo/n+97/PG2+8IfnpERERnDt3jqtXr9LY2Cg/JzzP8wG2z6Szs5Pq6mrJofT09MTT09PhnQLKKnYALS0tnD17ltOnT8sLlpCQ8vf3x9vbW1KZxDyoqanBZDLh6urKokWL8PT0tFs54MdBrCGj0SgLnAgIyS8hlzkXKiWzbrzaSnqYTCaZbW6bWajE1q1bCQwMpKioiMLCQkpLS2lsbLSS9jl16hSxsbEsXbrUSmh9tqAMyQwODnL+/HkKCgqora2lubmZ7u5uhoeHZR9tvatKKD15rq6uxMTEkJeXR05ODjExMSQlJVkdTPY8UJXGa0VFBW+//Ta/+tWv6OvrIy4ujjfeeIPNmzcTEBBATU0NH3/8seT0jo2NSc1FsJ9EzdfF4xagrbHq6BusgK1G5pcl5ohNWWRH19TU0NraKkOwgqPlSP0fHx+XB3hzczP/9m//xtmzZyV9QIQlo6KipHC9eL8jGa5gPa+Uc665uZnTp0/j7e1NfHw8Op2Orq4u2traGBoawt/fnzVr1rB9+3ZpuILlkKmpqeHq1aucOXOG2tpa+Zqvry979uxh165dj4TsZwNKTrK7uztLly5l6dKlHD9+3Ep55os+r9VqpTMkICCAl19+mddff90qO90RLlRgPZaenp54e3tLKSxlqVuwUM3Onj2Lh4cHP/7xj3n11VetQrIiEW1wcNAqsjWXldGeNoRTSJzv4eHhVklpjhzdUrZLo9Gg0+msIqfp6els3ryZlStXEhkZidFopKWlheLiYs6fP09hYSGffPIJ3d3dPPfcc2zZssUqr8eeY2prnFdUVHDs2DErh0BwcDCpqanodDq5Hmf7rJ9V41UccMoqPSIspHzP2NiYfK+o8ytCXqtWreL69ev84he/oLKyUtZRFzftI0eOEBERwSuvvEJycrKsYT4b3BjlwW82m2lvb+fs2bNW+okzQcm5E/qESuM1IiKCgwcPsmfPHpKTk2XCk72NV6U0Bjws6/vZZ5/R29uLt7c3zz//PC+99JLUxwwKCuLOnTu4uLhIXdHa2lpqamqsSsLOpw1WWSDjSd43X6DkCj6u7coLW1NTE+fOnaO8vBwXFxd0Ot0jIuqOAKWxcu/ePc6dO0d3dzcajQYvLy8Z7oqKimLr1q1kZ2fL9zsypw4e7gNdXV1cunSJlJQUufaqq6tpbGyUVQ2/+93vWoWTx8fHqaur47PPPuP48ePcvXtX0gW8vb3Ztm0bb7zxBmvXrpUHz1wYDGJd+fj4sGHDBmprazl27BjNzc0zXq7EXmpbrjgyMpKtW7fKqJ2Q3HKE8VQqKri5ueHn58fixYsJDQ2luLiYiooKGaUT4+Tq6kp+fj7PPfccoaGhGI1GhoeHJT1L6MU6inH+daAcGyGZJYpWpKWlWeW1OOratF0j0dHRrF+/npqaGgoLC6Xhmp+fz9KlS+X7pqenWb58Oampqbz77rucPXuW48ePYzKZCAwMJDw8HI1GY3dZUJEoqjRejxw5IhWTfH19iYuLk2M1V1UnZ814tbXWW1tbGRgYIC0tzcoQE/IQYgMSNavHxsakC1oQ7kWoz2g0ys21o6OD//E//gfh4eEkJycDlsUvDMCnCWW7PT09yczMJD09XRqvwkidic8qbmG2g6rT6VizZg0vv/yylMxQJjLYE7aap/X19Vy7do2Ojg5cXV3ZuHEjW7ZskYcnPPSGiH4ajUYqKiqoqqoiOjraKlN9Pm+6CwFPchCIedjb20tBQQHHjx9nfHycgIAAmekuLoz2lkATIX9hkJeVlXH58mVpoE1PT8u16eXlRVZWFunp6TJE7miUAVvYevv7+vqsVFlaW1vp6+sjLS2NV199Va7LoaEhenp6KC0t5ciRIxw/fpzOzk5Jh/H29ubZZ5/llVdeYeXKlXN+wVRmkufm5kqPpC0XFx7K9CkLpoCF7pCcnGylAOKIY6mUo0tISCAgIACAy5cvc/DgQXJycmhtbaWrq4tFixaxYcMGaRS4uLhYXTZ1Oh1+fn6PFLNxRAPvSSDk64xGI56ensTHx89pAtA3hZiX7u7uskT61q1byc/PJyUl5RHKnEqlIiUlBZPJRGNjI83NzVRXV3P9+nVWrVrFunXrCAgIsDslTdgkAvfv35eRVX9/f3Jzcx+xAeat8arkvwkS9rFjx6itrSUyMpKkpCSCgoJISUkhIyPjse7l+/fv09TUxMmTJ6XAuIBKpcLT05O+vj6MRqMVeXi2NAqVHmStVkt2djYvv/wyAKdPn6arq0sejqIOfHBwME1NTdTW1srb8uTkpAyVbdq0iYMHD0qpnicJ5c4VbDN0CwsLOXbsGH19fWRnZ7N79255kxwbG0Or1aLT6WRSAliM15KSEjIyMlizZo00bOdjVux8PRQEbLPu+/v7aWpqws/PT4qnw0MlBTc3N1xdXWXZzQ8++EBSQJQyPeAYWc7KDbO8vJy33nqLTz/9lOHhYXx8fBgcHGRiYoLQ0FBee+01nn/+eSIjI2ctUvO0IUrZCgOmvb2d69evk5CQQFRUFKOjo0xMTNDW1sbt27fx8fGhr6+PmpoaqqurKSkpobCwUGqLqtVq/Pz8WL9+Pd/97nfZtGmTlcbrXD4P4ZzQaDSkpqbyyiuvEBoaSn9/Px4eHkxOTtLR0UF5eTllZWUyuUvst6mpqWzYsEEag4DDcQZt4enpKcPi1dXVNDc3MzQ0JDmQLi4uBAcHyzVrMpmkoTo4OIinpyfJyclWfbb3GvyqUF6QzGYzJpOJiYkJ3Nzc8PT0tLu02VeB0rj28PBg9erVAPJCJSgiYr8R0ovh4eFkZmZy/fp1qqurGRkZobW1VSpRgP0lCJV9U1b5CwwMZOPGjSxbtsyqGM68NV6VnsO2tjZOnjzJH/7wB+7evQtY+BEvvPCCVUhgaGhI3ibNZjOdnZ1cvXqVzz77jAsXLjxS1lFwSnU63SPu+LmSu/H29mbTpk2S3/LRRx8xPT1NUFAQy5YtY//+/aSkpHDlyhU+/PBDysrK5M1YvG/fvn0888wzgHXpQEeA8gZVX1/PjRs3pMRXREQEeXl5Vl5xtVqNl5cXoaGhREdHU11djdFo5N69e1RVVT2injDfYO8N5JvCVt6rr6+Pu3fvEhUVJQ9AcVkRHFCTycTt27f5wx/+wLlz54CHhoJS1N/eyTDKZLGuri4uXrzIZ599JnVOlbzP8PBw3nzzTektEOFlR4Ty0PDz8yMlJYWGhgYaGhpobGzk0KFDTExMsGTJEjo7OzGZTFRUVPAP//AP3Lp1C09PT0pLS7l586YsualSqfDz8yM+Pp6lS5eyc+dOVq1aZXV5mevIj5AdFBB63koUFhbyi1/8gvr6ekZGRqzWY25uLps3b7bi6jqiIaeMTqjVajIzMzl8+DCTk5PcvHmTvLw8KRHV1NTE4OCgTDgTc7S7u5uCggL6+vpITU2VpUXF758vsE0G7Onpoa2tTRa4EWWO5wts90BhtCojmDMZ40LRRundFEauI0Dp9Oju7raK9uh0OjIyMkhJScHFxeWJC908DcxZwpbSu2o2m1m8eDGZmZl0dHTwu9/9jgsXLqDRaPDz85PcntbWVmpqahgcHJSfFZ49wQ9atmwZf/M3f8PatWvlJJlt408YnyqVCg8PDxki8PHxob29nYSEBDZv3syaNWvw9PTEzc2NpqYmGhsbrdQHAgICSElJkYbC2NiYleyQPaEMoXZ3d3Pp0iUqKirk61FRUY8N6cTFxbF69WomJyepr69nYmKCvr4+abDaOwzyVSA84TOFlG2Tnxy1T0q+nTJ60d/fT1VVFbm5udJ4VXp3AK5evcqnn35qVVQjKSmJvXv3WoWK7JmIN1NCwaVLl6wSBZWHoFartSqU4cgXKeVelpyczEsvvcTk5CQffvghQ0NDdHR0cP78eZmtLCJQtbW1GI1G3N3dqa+vtxp3Dw8PNm/ezHPPPceiRYukXizYnzohvMszGc8jIyPU1tYyODgoi4WApazqunXrSE9PlzJUjqqXqVQ9cHd3Z+fOndTV1fHee+9x8uRJMjIyePHFF/ne977H8ePHGR4eprm5mYSEBPk7zp8/z9tvv01/f7+VkgTMP+NVOd9qa2u5ffs2Q0NDBAYGWo3xfIZIQhNGoHAiCMnQ5uZmbt26JSsAwsOS8vaGsvLX6OgoJSUlVuoWgIzQiffPFWbdeBUai0qPT0pKCmq1mpKSEq5fv84//uM/WnlWlRAcEiFNJRK6BJYtW8batWuBhzqycyUVIkKlnp6ebNy4kejoaDo7OwkMDCQnJ0cKh3t6euLr6/vIxiKqawg4Uia+chKaTCYr8WhB/fDz8wMeCp4LxMfHs2zZMmpqaqivrwfmh0SWgPLQExuOMhFQ/NyWu+2IhyVYJ8SEhobKZMG+vj5u3rxJYmKiNGDc3Nzo7+9nYGCAyspKjhw5wtmzZ6XXTqvVsnTpUvLy8nBxccFkMj1CR5hriMuFWF/l5eXcvHlTGuIitCxklUZGRujo6JBeOkc/8AV9x8vLiw0bNmA0GpmcnJSRkLq6OqvMXwHhdQbLhTI+Ph6tVou/vz/79+/n+eeftwrZCkUYe0KMhdlslsmtk5OTVFVV8c4773Dr1i2MRqMMu2ZkZPCd73yH/Px8K4+mo0Kp46rRaFixYgXt7e2UlZVRVFTE4cOHWbRoEbm5uWzfvp2+vj5cXV0ZGxuju7ubixcv8vbbb1NeXk5eXh5Lly61Ml4dIVfiSWF74e/s7JTnhVardei+KOl9M+37yteVPHzxvdJGEbkkou8BAQFERkZalYe319kivP5gyXu4deuWlSMjMDDQbhUzZ312iCQJod0G0NjYyN///d/j4uLC0NDQFxquQkJEGK9g8b4KnteSJUvk++dy8xVZ+OJm4uPjw+LFi2W1LKWmbW1tLWVlZY+I9dsuXkfy3IlDZHp6mpCQELKzs6WnVaPREBAQIDcX4S0REN4PWxH/+QxhQCj7NN8QHh7O+vXrqa+v58qVK3R2dnL27Fm5yW7ZsgWAixcvcvbsWcrKymhpaaGjowOj0UhUVBR79uxh586d0jtr7yQteJQn3tTUJKME4pBQXjxE+eX5Ats9bfXq1YSGhnLt2jXef/99Lly48IWfT05O5tVXX2X9+vWEhYWh0Wjw9/d/RLfYkVQjJiYmJHe+rKyM3/72t3z++ecyZOni4kJGRgYvvPACzz//vFQYsGdW9leB8jlnZ2eza9cu+vv7uXHjBn/913/Nnj17pENkcHCQkpISCgoKOHLkCD09PeTn5/Paa6+xYcMGvL29HV7A/0ng4uLyiMHqKPNxJiifudJ5YTabpVyUOBd1Ot2MY1NdXc21a9e4d+8eIyMj6HQ61q5dy4oVK2Q0xN5JsAJDQ0NUVlZK7VqwGNpKzvVcRrFmxXhVDpLQ7/vRj37EtWvXOHPmDO3t7bKKBlg8IkFBQdLQnZycZHBwUH4vPCcajYY1a9aQm5tLfHw8kZGRJCYmMjY2hru7+5zf1GwllISXWYQFtFotU1NT1NTUUFZWJsN4gohtO9COZLwCVoZ4VlaW5Dj29vZSU1NDbW0taWlpaLVaacx0dXVx4cIFLl26ZHVhsTVwHRnKdgq5L41Gg7u7Oy4uLnR3d8ukO+VnHLF/yk3Vzc2N9evX09fXR1NTE319fYyNjVFYWIhWq5WlNgsLC634zQJLliyRGen2lm9RwvbZK+ddUFAQQ0ND0nMcGRnJ9u3brXRAHdnDo4SYb97e3ixZskR6y9PT0xkYGMDT01MenEJ2UKvVsmzZMrZs2UJ6errV7xOeTUcJUdpCzFuxh7a3t8uxioqKYtu2bezYsUMaro40J78MystTZGQkzz33HBMTE/zmN7/h1q1blJSUcOXKFeLj4+nv76ehoYHe3l60Wi379u2TpW8FD9aRjbwnhdhj4aEB6Gh7qlIN6HEX4MdV9BsYGJB88vv378sEaKH+ARau94EDB1ixYoX8/fasDqf8u5OTkzKRV8iV9vf3262C5qwbr76+vuzatYv9+/dTX1/P66+/zsWLFwFkBZyJiQk5eF9kBGzatIm//Mu/JC8vTyZlOcKma7txKDO34aHG4pd9zpHh4+NDQkICQUFBdHd3c+jQITw8PNixYwfx8fGMj4/T0tLCnTt3OHHiBOfOnZP8Xl9fXxITE620Ix1h3J4EIpHEbDYzOjr6WNoAOOZ4ijYJIn1wcDArV67k8uXL1NXVMTIyQm9vL59//jnHjx8HHkq+CG8cWES2N2zYIFUxhGSRIxgKts9dScURl2GwGAx79+7l+eeft/IWzBcvrO2BGB4ezksvtly57wABAABJREFUvcQLL7xg9XNlURGx1mYaJ0fut62mNliMbbVaTUxMDBs2bOCZZ56xShqcL3uKgDCENBoNOTk5jI2N0d/fz+nTp2lra+PEiRPyve7u7qxcuZJXXnmF7du3P1IS3RH3nq8KQRWBmfdXR4CQ8RwdHZURV+V+8zjU1tZy48YN2b+ioiKuXr1KZWWlLMixcuVKXnjhBbZu3Sov1/aWIFTOMaGgVFlZKaPlbW1tNDc3s3TpUlxdXef0PJh1l4NOp5Mdio+P57vf/a6szBMYGEhPTw+XL1+28kK6urqyd+9eNm/ejKurq9QVXblyJWvWrHGIA3MmKA8NpZETHR1NbGwsXV1dTExM4O3tjVqtJiQk5BGNPkeC0sgU/UhKSqK7u5uKigreffddKioqCA0NxWw209fXR3Nzs1VimlqtllVvlGEQRz04bUucRkZGkpGRwY0bN6wuIMnJyQ5ZxedxUKlUMjkiISGBP/7jPyY4OJjjx49TVlb22M+lp6ezYsUKVq5cyerVqyW/yVFKwcKjpXqzsrJISUmhqqpKXoqjoqLYuXMn+/fvJyYmRsq5ODJX+XFQJsHaZul/EQSVR6w/Rxm/maBsW2trq0xmcXV1Zc2aNTz//PMsXboUd3d3adw6cn8eB+Xcy8rK4gc/+AHbt2+no6OD+/fvYzQacXFxwc/Pj7S0NNasWSNzDZSSg/NtDs8EUYobrM8eR6GziP1zYmKCEydOcPnyZTIyMti8ebMsL61Wq6mtraWkpIT+/n4pj1VbW0tlZSVDQ0OYzWaMRiOBgYFs27aN0NBQAgMDSU9PJzc31+pcsXe/xTk9PT1NTEwMu3btorCwUL4eERGBu7s74+PjMjdkrjDrxqtIdAHL5rlv3z4SEhKorq6WGWxeXl5cuXIFNzc3AgICyMrK4ic/+Qn5+fkz/k6xATuaB09MNKVUl4uLC7m5uWzbto3Ozk6p5Zednc3q1asdmmxve7AnJyezefNm+vv7qaiokP9mgkhW27hxI6+//rqUMjMajY/l/zgCbA2h+Ph4tm3bRnt7O6dPn8bNzY0lS5awfft2q2x7R81uFhAH+8TEBJ6enqxdu5awsDDc3d3R6XR0dHRIb4eIfsTExLB582Z27NjBokWLpOFqW3nN3rDVaF25ciVvvPEGhw8fpry8nPDwcL7zne9w4MABIiMjZYKho623J4XSK2XLrZsJwsC1LUHqyBDztb+/n5aWFkkzE0lOGzZswN3dfV6Po/ICKBLyRIncL4LIXLd3ouTThi1tQNBaHGVfVSojCOdNUFAQ5eXlsrCGWq3m+vXrXLx4Ue61IrFV5OyI6mq7du1i27ZtJCYmygQ12746wh47NTUlZUlzc3PJz8/n2rVrREREcODAAZKTk+U8nMuxmvWZLzojQj5hYWFy8MDyYNauXUt3dzdqtVqWzktLS5vx94nMYtuEKUeCbah28eLFmM1mGhsbefvttwGLIbhnzx6ioqIkR83RDhbbm29qairPP/88np6enDp1ivLycjo6Omb8bEJCAvv372ffvn2PaPDOJ/j5+bFx40YSEhL40Y9+hEqlIiAggLCwsHkpUaPcDJOSkvje977Hzp07pWoAPEyAcnd3JzQ0VJYpFK852pqz3eATExN59dVX2bx5M319fbi7u8vyhaKKjyMcCt8UYiweV6JXqaPpSJeNrwLRR3E4RkREEBsbK40cIYs1n2Er9fYk73c0LujXge2cDAwMJCYmhtraWgYGBmhpabGSyRTnvr1D6Gq1moyMDFatWkVJSQnvvPOO1B0WES4BPz8/4uLi5P4ZHR3N0qVLWbx4MampqVa6xAK2lS3tDVvb5MUXXyQ3NxdPT09iY2MJCAj40jLjs4E5WfXK0Nb09DQ6nc6KJ6IUWVZCFC4QRqqbmxsajWbeGEDKDSY7O5vvfOc7mEwmurq62LNnDxkZGYDFyHXkPolFKaqKCbWH6upq6urq6OnpkQtOVA5bvnw5L7zwgtQnHB0ddWiP6+OgVqsfyaicz1B6YF1dXYmLiyMuLu5LPyd4sPOhEpVWqyUqKoqoqKgZX3fktfZVIKIE8914mwmilrq/vz/e3t4ynLx69Wri4+Pl++bLpfGLoPTAikRQW4+68LJqtVqHc3J8XdgaoqGhoWRkZFBZWUlraytXr15l2bJlpKSk2E2OSQlBCdRqtaxbt47g4GAuX75MUVERvb29MsKs0Wjw9fUlPDyctLQ0EhISJE0pJiaGRYsWWemijo+PyzkgPOqOtseKvA+A2NhYYmNj7dyiOTJelfgqg6LUOfuqn3UEKDcZtVrNli1bWLFiBWaz2aoYwVxVBPu6sDU4k5KSiImJkRwlpYar0tBV9nE+Gq4LGV+VJ+ccOyfmEkolj5CQEIKDg4mNjWXPnj1WxutCM9yFATOTZ9WRz4ivA1vjNTw8nIyMDC5dukRraytFRUWcOXOGpKQkli9fPmf67V8EUQU0KiqKsLAwVq5cidFotDoDlZdKQdURhq+tsodKpbKL1/LrYK7Kvj4p7LLyBdFcQJlIIG4gWq12Qdyq4SFHydbjrPRmzQcopWiedCMxGo2yhjM4Dvn+q0DU3BYHqtiYHJ3n+kUQ4yFKMM6kzyfCRfOtnyICIC5WQiR8oXisvg1QjlVaWhr//t//e3x8fMjPz8fT09PheNdPC/MxgfDrQkkpdHNzk7rtPj4+8j1CvSYsLIzU1FQAu/OcxRiJKLBI1npSmEwmKbc110lO3xRCw318fFzuq/ZKGLTLDLBNillot2dbKPunrMox34zzmcqjPu4mJha4rYzIfNyYv4qxPt8wn5J4nhTK4iZOzE8IFRYRav3BD35g9fp83EecmBnCGFWpVCQnJxMZGSlf6+/vp7a2Vuo0A9LwcwSIM9C2SI/y/7Zzdb7Tlhxlb3WMGfAtgfDgTU9Po9FoHGYBflUIz7lInlMa5MIjIrKbnYeME0448XWgFIS3/blzX1k4UDpFPD09yc3N5fbt29TV1aHRaAgNDZXFGGzfby+IuTlTMQUxNwV/VdleR9WvnY/4ytaTXq+fjXY4DBZ6/2Dh93Gh9w+cfVwIWOj9g4Xfx4XeP7BPHzdv3szmzZsBi2fWYDDM6t9b6OO4EPvnvAI44YQTTjjhhBNOODFvoHKk7DEnnHDCCSeccMIJJ5z4Ijg9r0444YQTTjjhhBNOzBs4jVcnnHDCCSeccMIJJ+YNnMarE0444YQTTjjhhBPzBk7j1QknnHDCCSeccMKJeQO7CY3q9foG4HEFcjsNBkPYHDbnqUOv178B/PZL3jZlMBjmV6UCG+j1+l3A/wZkAIFAO3Ab+J8Gg+GqPdv2NKDX658D1gM5QDbgDfzeYDC8Ys92PW3o9foo4P8BtvNwHD8F/tZgMPTZsWnfGN+WMQTQ6/VrgT8D8oEAoBcoBX5mMBg+t2PTnjr0ev2rwL89+Pb7BoPhV/Zsz9PCQh3Db8OZqNfr/zuQC6QAQcAY0IhlL/1ng8HQY7/WPR04yn5qb5X8AeBnM/x8eI7bMRsoAv72Ma+tBTYBx+asNbOABwv1L4AeLIuzG0gC9gEH9Xr9awaD4W37tfCp4P/EskCHgRYgzb7NefrQ6/WJwBUgBDgEVADLsVxKtuv1+tXzfNNd8GMIoNfr/0/gP2NZh0ewXECCgCXABmDeGj620Ov10cA/YRlTLzs356lhgY9hEQv8TAT+d6AQOAXcBzyBlcDfAH+i1+tXGgyGZvs176nAIfZTexuv/QaD4W/s3IZZgcFgKMKyWB+BXq8XHsl/mav2PG3o9fow4D8AncBig8FwX/HaRuAsFk/efDde/3csC7QGy23znH2bMyswYDFcf2wwGP5J/FCv1/9PLP3/L8AP7dS2p4EFP4Z6vf55LEbPaeCAwWAYsnnd/vUcnxL0er0KiwevB/gYyz4077HQx3Chn4kP4GMwGIy2P9Tr9f8F+Cvg/wfM94oBDrGf2tt4/dZBr9dnYrmJtQJH7dycb4JYLJzp60rDFcBgMJzT6/VDQLBdWvYUYTAY5MJciFVK9Hp9ArAVaAB+bvPy/w38CfCqXq//icFgGJnj5j0VfAvGUA38d2AUeNnW6AEwGAwTc96w2cOPsXjpNjz4Ou/xLRxDiQV0JjKT4foAH2AxXpPnsDmzAkfZT+1tvGr1ev0rQAwwApQABQaDwWzfZs0qfvDg66/neT+rAROwXK/XBxkMhm7xgl6vX4eFB/OpndrmxJNDHP4nDQbDlPIFg8EwpNfrL2MxblcCZ+a6cU48EfKBeOAPQN8DHnomYARuLATuuYBer08H/g74B4PBUKDX6xeE8cq3aAxnwEI5E78Iex58LbFrKxYQ7G28hgG/s/lZvV6v/yODwXDBHg2aTej1enfgFWAKmNfJBQaDoVev1/8fwP8E7un1+k+xhPESgb1YOD8/ePxvcMJBkPrga9VjXq/GYrym4DReHRV5D752YuHbZSlf1Ov1BcBzBoOha64b9jSh1+tdsZwXTVi8WAsJ34oxtMVCOhOV0Ov1/wELF9sXSwLXGiyG69/Zs10LCfaUyvotsBmLAeuJZbH+LyAOOKbX67Pt17RZwwuAH3BsAZC2MRgMPwMOYLkEfR/4S+B5oBn4V1s6gRMOCd8HXwce87r4ud/sN8WJr4mQB19/CLgDW7BEPjKBE8A64EP7NO2p4q+xJC69YTAYxuzdmKeMb8sY2mJBnYkK/AcstKs/w2K4Hge2LrTLhz1hN8+rwWCwzTosA36o1+uHgZ9gyc57dq7bNcv4kwdf/5ddW/GUoNfr/wL4r8A/Av8MdGDJPPxvwO/1en2OwWD4Czs20YlvDtWDr9N2bYUTXwQhLaTC4p0rfvD9Xb1e/ywWr/p6vV6/ar6Gn/V6/XIs3ta/n699+BIs+DF8DBbUmSggpD71en0oFkrI3wF39Hr9boPBUGjXxi0QOGKRgv/vwdd1dm3FU4Zer8/AMolbmN9yJwDo9foNWBIMDhsMhj83GAx1BoNh9MHCfBYL+f4nDxKCnHBcCM+q72Ne97F5nxOOB6HDW6cwegB44KE88eDb5XPaqqcEBV2gCvi/7Nyc2cKCHsOZsNDOxJlgMBg6DQbDJ1ioV4E81CV24hvCEY1XEWr2tGsrnj4WGil994Ovj8hkGAyGUeAGlvm1ZC4b5cRXRuWDrymPeV1kxz6OE+uE/SHGsP8xrwvDyH32mzIr8MIyP9MBo16vnxb/+P+z99/hUV95ni/+KqlKOWehHJGQAAEiZwMm2cZgbLdT2+1ud/fWTM/e2b13Z/a3O7s7+zyze2funb3d0231dprutrsdMLbBmGxMEAaJKJQllHPOUuWq3x/FOf6WEBhspCrJ9X4ePzKqoHO+55zP+cT3xx6aBfjNnd/91FmD/IaY62s4FebanXhPFBQUNAOVQI5Wq41w9njmAlxReV1952eDU0fxCKHVan2AV7Anpf/OycN5VPC+8/NedFji98YZGIsbXx/C+Hj8Dl2PhFarDQTWYu8SUzTTA3PjgXEBMAMZWq3Wa4rXc+/8bJqxET1aGLDLzan+u3nnPRfv/Hu2htTn+ho6YI7eiV+FeXd+zmlFfabglJxXrVabA3QWFBQMTPp9EvbcSZj95PZKPAuEAp/OoaT0QuAvsXcN+VVBQUG7eEGr1e7ErvTosXducsNFUVBQUK/Vak9hD2v9BfauRQJ/jz0C8qvZyvH6bUBBQUGfVqt9H3gJe1HTfxavabXabcB27GkfJ5wzwm+GO2HzH0z1mlar/W/Yozt/nM3tYef6Gk6BOXcnarXaLOyNl7om/d4De/OJKODSbG+37SpwVsHWs8DfarXas0AjMIqdYmk34IM9/+X/ddLYpgMiKX22dw9R4iD2TjBbgSqtVvsx9oKtbOwpBSrgb2d5W1G0Wu3TwNN3/hlz5+dqrVb7hzv/31dQUDDbO/xosRsZ/6LVarcAVcBKYDP2dIH/5MSxfWN8S9bw32Ffs/90h2f5CvZGInuxe3reKCgoGHLe8Nx4AHyb1nAu3ok7gP/nDq1ZPXbqyGjsXahSsd+PbzhveI8GriJPnZU2cBb4GDsp84vYD+1G7KGfV4EnCgoK5kS4+Q6p9jrmWFL6HUL7XdhbxVViF7D/HjuZ/TFge0FBwc+cN8JHhjzse/JV7N4PsAsi8bv9zhnWo0NBQUE9di7CP2C/PP89dmPyX4DVs90A4duxhj3Y1+7/AxL4sgvVUWB9QUHBXKRZmlP4tqzhXL0TsTtzfo29MGsf8H8BzwAD2KNYOQUFBZXOG94jQx4uIE9VNpubAccNN9xwww033HDDjdkBVyzYcsMNN9xwww033HDDjSnhVl7dcMMNN9xwww033Jg1cCuvbrjhhhtuuOGGG27MGriVVzfccMMNN9xwww03Zg3cyqsbbrjhhhtuuOGGG7MGD8zzeqcV36xGQUGB6l6vzfX5wdyf41yYH8z9Obr36dyeH8z9Oc6F+cHcn6N7n87d+bk9r2644YYbbrjhhhtuzBo8dIetgoKC6RjHtEKr1T7we+f6/GDuz3G652ez2ZjMj6xSqRx+fh240hynA+596oi5Pj+Y+3OcjfODuT9H9z51xFycn7Paw35rYLFY0Ov1qFQqfHx88PBwO7tnGywWC56envLfKpXqvkqq0WhEpVKh0WhmYnjTApPJhNlslvNQzt8NN9xw4+vCbDY7yBdvb+9ZLSvvB5vNhtFobxbq5eX1jZwbsxU2mw2LxYLNZpN3p9lsxmw24+HhgUajQa1+eFXUrbxOMzw9PfH395f/Fgs4V6H0Siq9kyqValYp7mIeHh4eeHp6YrPZ5IEzGAzo9XqHeXp4eODt7U1gYCBeXl5OHv3Xh9ifGo3G4UJRPg83XB/3ig7MRtmjPGf36wipnN9snOe3BWq1+mspK7MNQpZ6e3s7eygzisn3v4eHx13r7enp+Y2fy9zfQU7EVIqqxWKZ0wdXKHlWqxWr1So3sKenJ15eXrNG+bFarZhMJtRqNVarlY6ODtra2ujs7OTGjRvcvHkTnU6HWq3GYrHg6+tLfn4++/btY8mSJfJ7Zpuxcq/xCst5tqzftx3C22G1WgG7MqdWq2fVXhQQSqswHuFL5VR5QQpD0x0lmJ2YbbLyq2A2m+/yKM+1OU4FcV4tFgvAtDlz5q4W5QJQqVT09/dTVVUFwOLFiwkMDATuDkXPZthsNqxWq7xAZrvnURgYnp6e9Pf388UXX1BeXk5bWxv19fUUFRUxMjJy12dv3bqF0WjEarWSlJSEt7c3fn5+s2qdPTw8sFqtdHZ20tHRgaenJwkJCURGRgJfKvUajWbWKLJWq9VBkVMqOnMFSqPR09MTtVo95foIo1I8A1eExWKRIWWlwfsw3hrlWrvhGhCyY3BwkPb2dvr6+vDy8iI5OZnExEQ8PT2lwiOiXcpQ82yBuNs1Gg1Go5H6+npUKhWJiYn4+fk5e3jTDuV5BdDr9fT392M2m/Hx8UGlUtHX10dfXx8BAQHEx8cTFhb20E49t/L6iKG0rHQ6HcePH+cf/uEfCAoK4re//S0LFy6UrwUEBDhzqI8MQrjMJgFzPwiPK8Dly5f52c9+Rnl5OUajEb1ej16vn/JznZ2dHDhwgI6ODtavX8/q1auZP3++PMSuanVPHld9fT2HDh3i1KlT+Pr68vTTT/PMM88QHByMh4fHrPPAKven+G82jf9BoJzT/fbYg7zH2RCK9TcZoyvP79sE4RkX+7O3t5ejR4/y7rvvUlZWxoIFC/jRj35EYmKi/IwwwGbrnWI0GvH19QWgubmZn/70p/j7+/OTn/yElJQUBwV9rkOv13PlyhWuXr3K+Pg4MTExeHp6cunSJS5dukRsbCwvvvgiu3fvJjY2Fnhwx55TlVelN0RYWZP/A/vGF94EV15w4eERoYLS0lL+9Kc/UV1dTXBwMCaTyeG9sxnCigbw9vbGw8MDi8VCQ0MD9fX19PT0MDIywujoKBaLhfT0dNasWUNCQoKDQLJYLJhMJmw229dO3H5UMJvNct+Vl5dz7tw5PvnkE86dOyfXKyQkhPT0dDw9PRkdHWVwcJDBwUHAfuk2NTUxMjLC+Pg4oaGhzJs3j/DwcMB1lVeREmCz2aiurubAgQMcPnyY27dv4+/vj16vZ2BggO3bt7Nw4UJ8fHycPeSHggiZT4YIQ8/mgjSxdkI2inm0trbS3NzM0NAQBoOBgIAAMjIySE5OlgqsUr66AoS3VXitACYmJujq6mJkZITGxkYaGxuxWq3S8NfpdFgsFoKCgoiJiSE6Oprk5GSio6OB2ZerrczpVaZ+eHp64uHhIb3rSsVuqjxgpTEjImPAjEccRMGSkBktLS18+OGHnD9/HoCwsDASEhLkWO+1TiIFbTacU+UYL1++zCeffEJKSgrf/e53ganXay7AZDIxMTHByMgIfX191NfXU1paSmlpKS0tLZjNZkJCQlCr1TQ3N9PQ0EB1dTWenp7k5ORI5dVsNrum8qq8wOdifpJSee3s7KSmpgaAzMxMh5DBbJ+3KFAC+5qOjY1RUVHB559/zsWLF6mqqmJgYECG11esWEFQUBDz5s2TeaJi/Z39LMSeFApOV1cX7733Hv/8z/+MXq+XikFMTAzbtm0jJSWF0dFR2tvbqa+vp7q6mqGhIXlBDA4OcvPmTebPn8+KFSuk8mqxWFzqEhWXoJh3TU0NH3/8MW+//TYtLS2AfcynT5+msrKSlpYWXn31VRYvXiw9sM5euweBMLSEsSWK0eZC4Yh4/sLwslgs3L59m1OnTlFcXExnZyd6vZ7IyEjWrVvH1q1bWbhwIb6+vqhUKpe6SIVcELJhaGiIy5cvU11dTWdnJ+fOnePq1atTfjYiIoL58+czf/581q9fz4YNG0hKSpoV+1MJpSExVYRgtqVkKeVLX18fFy5c4Nq1awDs2bOH//yf/zP5+fmA3WPp5eU15Zq5kty8F8Q9Itaora2N8vJyBgYGmDdvnrwLheycC1AaRRqNhtbWVi5dukRlZaX0uIo8dbVaLf/f19cXjUaDyWSioqKC/v5++Z3CM/1VmDHJLfKYRL7VN6GNcFUP1mTExMSQkpJCU1PTnNqwIudRoKmpiVOnTnHmzBnKy8vp6OhgeHjY4TM9PT309fWh1+sJCAiQl+1k5cFoNM64QqssojObzRQWFnLq1CmZHpCens7q1atZuXIly5cvJyIigvHxcZkXWldXx4ULF7h8+bJkIWhqaqK4uJgXXnjB4e+4EiWMxWJxuFy++OILDh06RFtbm3yPEDbt7e0cPnyYpqYmHnvsMTZu3EhGRoZLpr4o5YPJZKKuro7PPvuMy5cv4+XlRV5eHqtXr2bp0qVyPYxG45RVsa4Ikbcqxio85kVFRZSWllJbW0tDQwNdXV2yqNDb25vKykpKSkrYu3cvmzdvJiYmxkGBdZZMVYYJDQYDRUVFXLlyhZqaGjo7OxkeHmZ4eJj6+vp7fkdfXx+jo6Pcvn2bmpoa6uvrZfGkSqWSe91VlSBXH9/Xgbgn1Go1AwMD/OlPf+L3v/89g4ODbNy4kVdeeYXc3FxsNhudnZ3odDr8/PwcvOVCZoaGhkql0FXv/8nj0ul0mEwmPD09GR8fp6WlhdHRUVn34qrzuB+EF184LvR6vUMkpLKyknfffZfbt28zPDws7w/A4f91Op2UvUlJSfKZwIMbKjMmqadSSEZGRqSCIMILQsEVnhIRTg4ICCAkJITAwECXXXClImAymRgfH5cLNHkhZ6MiKwwPkYje3t5OQ0MDV69e5dixYxQVFTmkRnh7e2MwGAC7pdXZ2UlnZycZGRnSazs6Okp/fz9Go5HY2Fi5icXfmgmoVCqsVitGo5EvvviCAwcOUFZWhr+/P3FxcSxbtox9+/axZcsWmcsEkJ2djdFoZGhoiISEBIaHh6mqqkKn0wFQVVXFF198QUJCAqGhoQ6ealfYw6L63GQycfXqVc6ePUtVVRVWq5Xo6GhiY2NRqVSMjo7S09NDS0sLLS0ttLa24uvry7x586TQctUCRIvFQn9/P1euXOHdd98F4OjRozz22GPs2rWL9evXk5SUNKs8Wspiq97eXkpLSzlx4gSffvop1dXV8n0inUfkaQ8PD9Pc3ExTUxMWi4WXX34Z+FJxctb6CVloNpu5cuUKb731FocPH2ZoaMjhfSqVisjISPz8/AgICMDb25uRkRG6urrQ6/WYTCZ6enro6enBaDQyf/58yfzhqvJWyALx7IXXSSjco6OjmEwm/P398fX1ZXx8nP7+fgYGBujv70elUpGQkEBUVBQWi0Ua/15eXvLuMZvNspDUy8trxgxOpbFeVlbG+++/T21tLb6+vkRGRtLU1MTbb7/N4OAgIyMj0okgnongSPf29iY7O5vly5eTlpbm8kqsEmId+vv7qampobe39647ztXnIBRWYVwp5YSIJttsNq5fv86ZM2coKSlhaGhIyinhnfXy8sLHxwc/Pz+ioqKIjo4mJiaGFStWkJycLL/zQR0ITnMzNDU1ceXKFRobGwG7stfV1cXAwICsTuvp6cFisRAeHs6SJUt46qmn2LBhg7TOwHXyteBL5dVkMlFVVcWZM2e4fPkyAD4+Pg7u8NloYSsVyps3b/KrX/2Ky5cvMzY2JoWsEkJxBRgfH6etrY3u7m4yMjIAu/V17tw53n33Xfr7+9FqtezZswewJ3pPd1MHcSA9PT0ZGRnh5MmT/P73v+fs2bOYzWbS09NZsmQJq1evJicnx0FxFfDy8iIqKor169fT1NSE0WikvLwcgKGhIT744AOCg4N5/vnn8fT0vMtr5gxYrVbMZrO8BC5evMgvf/lLrly5ItdsyZIlaLVaoqKiKCws5MCBAzJk29XVRVlZGRs2bJC5ha6kvCplglqtJjY2ltWrV9PR0cG1a9fo6+vjwIEDFBcX89hjj/HSSy+xefNmh+iIK8kVgcmXdVdXF0ePHuW9996jqKiIsbExAKKiokhOTiYgIICRkREqKirQ6XTSy3r16lWKiop45pln8PX1nVFDUQnxd9VqNaOjo1y6dIn33nuPEydO3KW4AkRHR7NkyRKysrJYtGgRERERnDx5kt/97neyktlms2EwGGQ++vj4OP7+/i67nsqoz+joKG1tbRgMBtRqNYODg1y/fp3u7m4WLlxIYmIiJSUlXL16ld7eXnp7e7FYLCxYsEAWAo2NjaHRaKRi4OHhwcDAAJ2dnRiNRjIzM3nsscdmZH7CWO/u7uby5cvU1dUBdkfWlStXKCoqwmw2o9frMRgMcn+LiJx4TaPRsHLlSgwGAzExMVJuuSLtpHIOo6OjjI+Po1Kp0Ol0tLe3O+xrZ527rwOr1SoNEZvNxtDQEGazWbLQlJSU8E//9E+cOXMGg8Hg4LgCe61IVFQUKSkpLF68mGXLlpGRkUF4eDgBAQEOnleXUF7FQlqtVlpbW+nu7sZsNtPd3c2NGze4fv06vb29eHp6YjKZ6OvrY2BggImJCYeCptu3b1NVVSWLDtLS0qZz2F8LyovFarUyMjJCa2sro6OjgN36bWtrY/HixbOu+5IyV9BgMPDFF1/wpz/9iUOHDsliJYGIiAh8fX0JCgoiNjYWnU5HVVWV9O74+flhMBior6/nwoULnDt3jsOHD6PX60lJSSE/P5+4uLgZ60YiiiH6+/s5e/YsJ0+exGq1smHDBrZs2UJeXh4pKSmEhYUBjkWGFosFb29vVCoVUVFRZGRkyPcJdHR00NHRIZUiJfetq6C8vJxjx44xPj4OwMqVK3nmmWd44okn5Ny8vb2Ji4vjxo0b9PT0cP36dSorK8nOzgZcU9kDuyBMTExk9+7dzJ8/n6qqKqqrqykvL+fWrVu8++67tLa20t7eztatW5k3bx7guheLxWJBp9PR2trK+fPneeutt6SBnJeXx9atW8nIyCA4OBi1Ws3Q0BBffPEF586do7m5GZvNRlxcHImJidKYdpb3R1nIMz4+zrFjxzh8+DCDg4OEhoaSlJREfHw8Xl5eeHt7Ex8fz5IlS5g/fz7h4eG0trai1+sdcuqEjBIeWIPBgL+/v0sWbU3OBxX1AqOjo6jVavr7+7lx4wbd3d2kpaURHh5OVVUVvb29wJc5hDdv3rzruyMiIkhISECj0dDV1UVLSwv+/v7s2rWLnJycaZ2X2WyWUR2dTsfFixe5cOGCVNzGxsakoQX2oq2YmBg5H5vNho+Pj4wcBAUFsXDhQmJjYx0UG1eTOUodwGazMTIywsDAAGazWXqRJzt4XBXKgnkRbQX72hUXF1NcXIzBYGDt2rUsXLiQy5cvc/LkSZnXq1arCQsLIykpSVKhzZs3j6SkJDIzM8nKyprSGfQwmFblVSiuzc3NnDhxggsXLtDX10d3dzeNjY3SShTvgy+rZ+HLykiTycTw8DBXrlxhyZIlhISEyCIYV7lkhLVls9nw9vZm3rx5Djllo6Oj3Lhxg9TUVLKzs+VmcJXxfxWE0Lh9+za/+tWvOHDgAGD3KIvUj5iYGPLz80lPTycpKYnFixczPj7O6dOn6enpITs7Gy8vL65fv857773Hp59+KgtKwK7o3bp1i+DgYBnamu7nI4TN+Pg4g4ODWK1WfHx8WL16NS+//DKpqamSRQLuTn9R0qINDw87WJtgT5dQVue7QpGMyDk3m82Ul5dTU1MjFdfU1FR+8IMfsHfvXplSkJKSwg9+8AMSEhLo7e2lpaWFW7ducebMGbnOSqvc1S4VjUZDYmIiiYmJbN68Gb1eT2VlJQcOHOB3v/sdn332Ge3t7QQHB0vPv9Iz7Wwoq8s9PT1paGjg448/5tChQ9y6dQtfX1/Wrl3LM888w+7du0lISJCfsVqtrFy5ksjISN599108PT15+eWX2bNnjzxjzvKYK8+1KPAYHBwkOjqavLw8Vq1axaZNm4iLi8NqteLr6yvZSgYGBmR+q0gtS0pKIjIykoqKCnp7e6murqa7u5uwsDCXk7HKSEVfXx+ffvopb731FoWFhZIBQ2koV1ZWSrnh4+NDeno6GRkZWCwWrl+/Tnt7O/AlT7Pg0VQiMDCQkJCQad/XYm4qlUpSJV2/ft0hbS4mJkayX2RkZJCYmIiXlxdGoxGLxUJAQAChoaHyv4iICIKCghxki6tEeu4FESYXa3Iv7mVXxGSaMqPRSH9/P1evXuXAgQN88sknjI2NsX37dvbu3YterycnJ0cWaEVERLB582Z27drF4sWL5fqJNINHcUdMi/KqPJidnZ2cOXOGo0ePynCH8vKeyhLx8fGR9DXi8JpMJiorKzl9+jRZWVlSeXWlS8Zms2EymfD29iY1NZXo6GiZHzo8PExhYaFUXsH1uxaJZy8Uk97eXk6dOsWVK1fkezQaDbGxsWRmZrJixQpWrVpFYmIiwcHBhISEYLFYSE5Opr+/H5PJxLVr17h06RLnz5+XKSMAoaGh5OTk3MXKMN3PRuxFPz8/uaeMRiMqlUpSdwiKmslQHsCenh5u375NV1eX/J3BYGBkZMRBoXW24qostquoqOCtt97i6NGjqNVqUlJSeOmll3j88ccJDw+XOXdhYWH4+voyf/58mQer0+k4efIkkZGRxMfHExMTI7/flc6j8OSI8LTw/ufn5+Pn58fY2Bi//OUvqaqqoq6uTsouZ6+TEsJ4EmHYhoYGDh8+TElJCXFxcXz3u99l586dpKenO+xZsF/wubm5vPzyyyQnJ2MwGFi2bJkDr6ZgwZgpo0NEYcQ+OXXqFL/73e+oqqrCx8eHrKwsnnrqKbZt20Z6evqU4woMDJT70Ww24+3tzZo1a9i0aRNXrlzhz3/+M+Xl5Vy8eJHIyEgiIiLk33YlpcdqtVJUVMRbb73F2bNngS9TkWJiYoiNjSUuLk5GtLy8vAgKCpKvW61WmpqaaG9vl15Kg8FAbW0t1dXVMqKVk5NDYmIisbGxDms/HVCenaGhISorK+np6SEiIoKdO3fK/RcSEkJYWBiRkZEEBgY6eF41Gs09PXOu6vBRniEPDw9SU1Olh7Gnp0dG+WYTrFYrDQ0NXL58matXr1JVVcXt27dlRLm2thaDwcDmzZvJzMzkypUrdHd3ExcXx9q1a1myZMld0Uj4soBfFH59ne5/06K8Knm62tvbOX36NGfOnEGv1+Ph4SHDOBaLRXZQEX3hIyIiCA0NldaKxWKho6OD2tpaRkdHGRsbc9nCJ2VLNLDnefj7+2M0GhkfH6eiooL6+np5wSv591wV4vmOj4/z6aefcujQIWnR+/v7k5GRwdq1a1m/fj0rVqwgKSnJ4bMqlYqQkBBaW1s5ceIER44c4dq1a3R3d8vvCAoKYu3atezatYv09HTArvjNZBeniIgIli9fzuOPP87g4CDBwcEYDAaZE3g/2Gw2WltbKS8vp7u7W3pXvb29iY6OJjw8XB5MZ3slleeloaGBY8eO0dTUhK+vL/v37+eFF14gISEBsCs+QUFB8v0BAQGsXLmS9vZ2Ll++TENDA2VlZbJADR6c5mS6cK9wl4AI4alUKrKysnj55Ze5ffs2V65ckQVpKSkpLlVcp7wUOzs7uX79uuzat2bNGl5//XV5bvR6vUNBC9jXceHCheTm5qLT6eQzUFaDzyTE/SCKyY4dOyYjOZGRkQQFBbFgwQKZGz8xMYGXl5ek0tLr9fj7+7NmzRpqamo4deoUQ0ND+Pj4sG3bNjIyMrhx4wZXr17l8uXLrF69WiqvD8ohOd0QiozBYKClpYXr168DdsfNjh07WLlyJSkpKURGRpKYmCjXdyqsWbPmrt+J1J6JiQkWLFggHSYzAaXMbmtrk+wly5Yt4yc/+QnLly9/oO8RKVaTOWpdUXGFL2W7qNeIiYlh4cKF+Pv7y9dddewCSiYBs9lMZWUlR48e5ZNPPuHmzZvSEePh4YGfnx+LFi0iLy+PJUuWsGTJEpYtW8bw8DBhYWFERUUBjjzDyqKvb3oOp11qCe+NCA1nZ2cTHx+P0WhErVaTkJBASkoKMTEx+Pv7Ex4eTmRkJDabDS8vL0wmEwcOHODNN98kKCiIFStWEB8fL7/fFQSRwOSK3bi4OPLy8rh+/TojIyPyv/HxcZnT6eyL8V5Qeig6Ojo4duwYH3zwgSzqiYuLY8uWLezcuZP8/HyioqIcFB348jC3tLTwwQcf8OGHH1JTU8PY2JgMz2/YsIGdO3eyZs0ah1ysmch5VRboBAQEsGXLFlJTUxkbG2PevHkO4f77cQ/q9Xra2tq4ffu2Q/etiIgIXnjhBXbt2iU/72yvnlDmdDodXV1dMn8uLi6O3NxckpOTZbqAUGyEERkXF8e+ffsYGRmhsrKS4eHhu5QfZxuTIvoBTNlKVK1WMz4+jtVqJTQ0lOXLl7N69Wrq6upobW2lsbGR+Ph4h7QeZ8oYkT8I9m4977//PkePHsVgMBAbG8uiRYuIi4uT7xeXz72I60VUQyjq6enp0muu/FvTCeW5HhoakoYs2M+UyWS6y0EhLr/JhmR+fj7bt2/n/fff58KFC9TU1ODv74+3tzd6vZ7BwUEH48rZ+1NAzEMwAwhZEhoayubNm9m7dy/h4eEONEQPg6ioKDZt2oTZbHYohplOCENPpAJOTExQX18vDYsFCxbInHJ4MI+/WK977WlXhNKADw8Pl3JosjPGVe9+4Wyrra3l448/5pNPPqGhocHhTPr5+bFixQp2797tcG/HxsbK6I+AUiYpPdPfFNMiqZTCPiYmhp07d8pcm9zcXGJiYqRnLTk5mdTUVCIjI6e8bATdlMlkIjQ0lLS0NEJCQqb8W87G5EKspKQk1q9fT09PDxUVFYyPj6PT6RgbGyM0NFR+xhUh+OkA6urq+PDDD/niiy+k5ZWens6LL77I9u3b5WdEFbsQSCMjI9y6dYujR4/eReOTnJzM6tWrefLJJ9m2bZv0jMw036byMMXHxzsYRgL3Omii4MTX1xdvb2+HIgSwK8Rr1qyRFujExAR+fn5OWXMlLUt/fz/nzp3j9OnTMj9p/fr1JCcny/07WciKatPU1FTy8vKIjY1leHhYphAIONuzoGyeYTab6e/vl8aSn58f0dHRBAcHy/drNBqp8Pr4+ODv7+/0OSihrKguKyvj3XffpaSkBH9/f7Zt28bKlSsdigFF8wElTCaTzLkTbBhHjhyhq6uLHTt2sHv37ill73RB5EMCDAwMOIzX29ubqKgoh9QTX19fuSaiwQTYFZr09HRee+012tvbqa6u5je/+Q3h4eG0tLQ4GCCuBvG8R0ZGpAHp5eXF7t27WbdunYx+CMNR2WRDeB/FMxH0kpO/X4TdrVYrOp1OOoSms1hYqaD09fXR1tYm5YOgaouIiMDb29uhbbaYm/DKCQ+dK53FrwOVSoXRaATsaXdKBXCm03W+CsJh4evry61bt/jjH//I4cOHpXHp4+ODp6cn0dHRrF69mscee4zVq1dLZgFh/Hp7ezt4cKdLR5sWDUGpeCQmJvLaa6/xwgsvyDwn4c0Ryt698h30ej0HDx7kyJEj6PV6/Pz8GB8fR6/Xy4PpCmE9gcme1Hnz5rFw4UIuXLggfydyPcT7XdGanJzOMDY2RlNTkzQk4uPjWb9+vUP4R0l7I3pYf/LJJ/z5z3/m5s2bsiAI7Plq+/fv5/XXXyc5Odnh4hRW+2yAcpz38qIrhZUrzMtkMlFaWsof//hHjhw5AsATTzzBU089RXZ29pSW8eQzFhUVxfz582lqapLcvZmZmXd9zpkYHh6mpKSEa9eu0djYiMFgIDo6mqVLl5KTk0NcXBwBAQH09PTQ1NSEWq1m6dKlLFmyRIbMXKEdtZCl3d3dlJaWyo59cXFxbNu2jTVr1uDn53dX4xAllDQ3RUVF/K//9b/49NNPCQkJkQwuCxYscGh6MN17VXy/4PIWiIuLY/369Q5hciEnlWMS9QK+vr5s3bqVoaEh/vjHP3Lq1ClJ2+fr63tXKpezz6AyoiWKrUTawxNPPMFPfvITFi1aJOWpiA5NVjon08FNvkeU59DDw0NGkWZSWRKsAf7+/nR3d3Pq1CmSkpKIjo52YAxShtNdSZl7FBCedbDXGHR0dLB06VLA9YwqMR6bzcaNGzc4ePAgAwMDeHl54eXlJZ1u27dv50c/+hFZWVkO94VSUZ2Je2DaqbI8PT0JDAz8ytCFcCuLhxUUFITJZOLzzz+npKQEQHK8KQ+qK250IXhCQkKIi4uTOS+ApAAB1wlhPQjExha5ZitXrpQCUdDVCK9Pb28vFy5c4ODBg7IIwdfXl9DQUMLCwti4cSPPPPOMzMMym83y8p1p5Uf0txceDmXXKaG8TL4IBBG4WMfz589z5swZaWELBAQEOJ3bV1z6SlL76upqqQSBPc9w6dKlhIaG3tU3HRwpfcT7MzMzOX/+vKSZUl62Mw2xdmazmd7eXoqLizl//jxlZWW0tLTQ398vw6/R0dFkZmbK4kDRfCExMZGcnBx50cxUCP1eUCrPIyMjnDp1is8++0zytS5evJjs7GyHfDolrFYrExMTaDQauU/PnTvHb37zG06fPg3YQ/ZjY2PodLoZLWRShszDw8MdvKyxsbEsWbKEefPmTbkXBZRjVavVbNy4kdbWVm7duiUNZR8fH9n4xlUgGAQ8PT2prKzk8OHDnDt3DoCFCxeyaNEiwJ7zLxSfr5teNhPeLyXEGMVeiouLIz8/n/nz59PQ0EBbWxtvv/02PT09kvorPT2dnJwch2iIMGhcpfDzYaF81oGBgWRnZ1NdXU1bWxtXrlwhPz+fmJgYl3HUiPUSHtMLFy5w6tQpBgYGAKQxD0gKzLCwsHsa9+I+nW52hWmnyoIvFdOpLHplIYtKpSIgIEAqRcqQCiDTBoKCglyaTFyZYO7n5+dwCc7GNrFKBU5U4SckJEjvt1gvm81GW1sb586d48iRI9y6dUt+h81mY968eezdu5d9+/ZJTx3g1B7zX+dvKxkient7ef/99/n4448ZHx+X1GEBAQFkZ2dPWWk5k5h8TkTzD6XQCQkJkWksIu3jfs8kNDSU6OhovLy8GB0dZWBgAJ1O5xByn8mIiMiT7Ozs5Ny5c7z11ltcuHABtVpNdHQ0cXFxeHp6MjExwe3btyktLeXTTz8lPj6egIAAPDw8WL16NSkpKTMy3gfBZPL6a9euyaKeFStWsGHDBhlahrsNYZE+Ibx1DQ0N/PrXv+bjjz+WIVovLy/CwsKIjY2VToGZyMNXKq/R0dF3FXkqPYxfRURvMplkI4oNGzZw9uxZOjs7AXvoXJlPKr7fGRDPVihk/f39FBcXS+M+OTmZlJQUjEajjE5+03VwVhREhMPVajXLly9n586ddHV1UVVVRUNDA2+++aYc3/bt29m/fz9r1qwhISEBPz+/WcWBPhWUzz04OJhFixZx8eJFent7uXbtGjdv3mTDhg3S8HQ2e4Iyr18w0BQWFkrlU7Q8Fylyt2/f5oMPPpC8rfPnzycsLEye65m6y6f9r4i2myInQniBlIJSeGz8/PykIlRTU8PHH39Ma2ur/C5PT09SU1NRq9XSq+CKG32y0FEqCgMDA4yMjBAXF+eSireAcmzKPEKdTkd9fT2dnZ0sXrzY4TM2m43CwkL+/Oc/c+vWLZnXLLyqq1evZufOneTk5MiiIGDG11C0H/66YWFlmkNpaSlVVVXS22M0GvH29iYvL4+1a9fKXF5wXn62UpGcmJigt7dXdn7Jy8tj8eLFDx1W9PT0RKPRMDY2Rl9fH0NDQ07NFx0bG6OsrIyLFy8yPDzMmjVrWLFiBYsXL5YUaBMTE9TV1XH+/HlOnz5NXV0dPj4+pKWlybxlV4RYD+HZj4yMJDk5WXqrlDzE8GUIT5wrkb8mGF+EgWU0GgkLC5NKsNi70w2lMazRaFi+fDkbNmzgwoULNDY2UlFRQUZGBr6+vpjNZlngKrhPhfHo4eGBTqfD29sbb29vsrKyJJG9RqMhODjYgXbPmVAq7ACDg4OUlZXR3t5OQEAAO3bsICcnRzbombyerpKO8yBQKt7+/v48/fTTpKSkUFZWRnFxMZ999pksmjx+/Dj19fVkZmaydOlStm3bxrp16+R33S8dZjbA09OTgIAAAgICpNwV3akEnG1Qiefb19fHxYsXuXz5MgMDAwQHB+Pl5cXIyIjsejY4OEhhYSE3btwgICBAFtkvWrSINWvWSPo6sV+NRqNk3nnUmHblVeTbKCu37wWxUbu7u/noo4/49a9/TUtLCx4eHmRnZ7N582bpIZpNG1q5OUdHRx0Ek6t6YZXj0ul0snOGp6cn5eXlHD58mNDQUBYuXIifnx9Wq5WLFy/y4YcfcvHixbtyXLdt28YTTzzB/PnzpWBzxhqKi0/ZurC3txeDwSBDHaKYQAieoKAg2fZXjFvw34l2o2IuorAiKSmJnJwcBwYGZ6UNKD3F3d3dlJeX09LSQkxMDNu3b2fZsmVy/A+iYBuNRqn8GwwGGhoaaG1tZd68eTI/cbqr9JVh/YGBAU6fPs0XX3yBzWZjz549rFy5klWrVkl5IWCz2UhJSaGpqYna2lr0ej3t7e0UFRXJTlzJycmy1agr8DAryen1ej0dHR1UVFSQlZVFenq6Q06jeL9ojVpTU8Nbb73FoUOHGBkZwdfXV+5j0bhh8t+ZbigLtqxWKzk5OWzatImqqiqam5u5cuUKWVlZLF68WObbKT+rhPCcg72wtLOzU6YC1dXVERYW5iCLnLWWyvqGoaEhioqKuHr1KgaDgS1btvDqq6+yatUqp4ztUUNZSObp6UlCQgIJCQmsXbuWZcuWsXjxYtlYob+/n9raWmprazl//jwdHR1YLBaWL1/uUKg3mzBVdFn87utyms4E9Ho94+Pj8rwMDw87vG40Gu8qShY4f/48NTU1LFq0iOTkZLKzs8nIyHBQWh91NM6lGgM3NjbS3t5Oc3MzRUVFNDU1AfZcoL/8y7/kySeflO8VVrgrQrlIytxIsFulk3kYXR3Ky9FqtdLV1cW7775LfX093//+99m4cSOlpaX8/ve/5+zZs0xMTMjPBgUF8f3vf59XXnlFelPAeYV2SqVqaGiIDz74gGPHjsme4v7+/sTFxeHr64ufnx85OTnk5eXh6+sr5yU8QvX19dy6dUtWkQoFUDQ8CAkJmbIbl7MwNDREeXk5165dA+wFhXl5edLz9qBrIrxIXl5e6PV6bt++TWtrK8uXL5dUYNO9t5Xff+nSJd58802MRiPf+9732LlzJzExMfdkL1F2QvPx8cFisXDx4kXq6uqor6/nBz/4Abm5uS5Dz2O1WrFarfj7+zM2NsbNmzfR6XRYrVaeeOIJyZAhDK+uri7OnTsn6wWqq6vlfEXld3JyMs8//7zMsRSfnwkoFVcPDw/Cw8NJTEwkLCyM2tpaiouLiYyMxGw2fyUnqM1mo7m5meLiYo4fP35Xq9QbN25QVlbGY489hkajcUoepTIs3Nvby8mTJ3nvvfdkNyLRMnOuYfJ+Cg0NZd26dSxZsgSj0UhPTw9Xr17lxIkTnD9/noGBAT744ANqamp45plneOaZZ+TedrXmEg8KJa8puNadryyaFIXY+fn5ZGRkOES8HwQ9PT188sknnD59mpCQEJYuXcqLL77IE088AXzZMOZROqxmhOd1YGCA5uZm2traZFjEw8NDbkgvLy8GBgZkUnNfX59D9yWRz1ZYWEhISAgRERHMmzfPwavlSqwDSkRERJCWlia9Jn19fdTX15OYmCi9O64GZW4WQFZWFs888wx/+MMfJOE0IKmWbt26RXV1NWfPnmVoaAhvb2+CgoKIiYlh8+bNvPbaa/KSdFauslBEDAaDDJ2LorLz5887vFdcgGq1mpycHEpLS9FoNIyOjspnY7Va6e/vp6WlhbGxMWw2G0ajkcjISDZv3sy6deuIioq6q/BppucshObo6CiXLl2iqKhIWtZpaWlkZWXJ8PNX5RcKiDMrvttgMDh0ypvOPa1kKbHZbJSWlvLee+9x8eJFVqxY4dAow2g0SiXP29ub4eFhLl26xMcff0xzczNJSUns3LkTT09PTp48SV1dHb/97W8xGo388Ic/JC8vT37PTLd2VK5DcHAw69evp7GxkaNHjwJQVVXF0aNH6e3tJTY2FoPBII3M0dFRioqKOHXqFFarFS8vLzIyMhgcHJQNRtLT01m+fLnkeIWZT2sR90BwcDCpqanMmzePmpoaLl++LD3MlZWVMhTp7e0tIxsBAQF4e3tLLsrjx49TUVGByWRi0aJFLFy4EJ1OR1tbGydPnsRisbB7926HyM9MKesiBxTsXL2ff/45xcXFMnrQ1tbGwYMHCQkJoaenRzIl+Pr6kpiYSEZGhuzWOBugLHwVzYaELPLz85OpHHFxcSQnJ5OXl8e2bds4dOgQp06dorCwEJPJREJCgmTEmE2Kq1L+GY1GBgYGpBdTpVI5tP11NeTl5fHiiy+SmJjIyMiIpFkTXlmTyYTBYGB0dFTuVZFXLnjsu7u7aW9vZ3x8nN7eXh577DGSkpKkzAYXbg+rhNFopKGhgXfffZdPPvlEJtODo8IplAvhZRCXlM1mo7q6mn/4h39g3rx5LFiwgMWLF7N48WKysrJITk4mJCTEJRVXsCuvS5YsYeXKlbIl6tWrV8nMzCQtLU1uZlejCBHdbASX4o9//GOam5t5++23AWT48ezZs1y6dEkqb4Bsv/ncc8+xdetWB2JqZyhw4u+qVCq6u7spLCyksLCQK1eucPv27Xt+1mw2U1ZWJrsZTVbKxOWjVGrWrVvHG2+8wapVq74WufijhFIZbW9vl95FsK9vVFSUg9f1QZVX8d1CqUtOTiYmJsah+HK6oCwoM5vNsntfSEiIFJJifCqVSirmw8PDXL9+nQMHDnDhwgVCQkJ47rnn0Gq10kg5cOAA586d45e//CWenp78zd/8DfHx8U4JXYrL2mQyERQUxDPPPMPo6CiVlZU0NjaiUqm4du0aV65cwdPT8y5lQTynhIQEFixYgI+PDzdv3pTKq6+vL0FBQQ7e6Zk+m8oLPDMzk1WrVtHY2EhTUxM3b96ksrKSd999l7y8PDZv3kx0dDTDw8PodDoiIiLQaDR88cUXvPfee+j1ejQaDUuWLOGll17i1VdfJSIiggMHDvAf/+N/5B//8R+xWq3ExMQQERHhQH4/UwVqYPe8NjQ0yEpui8XCiRMn+Oyzz+7qJiU8WLt27WL37t2yoPB+LAyugMkMLfdSPG02G4GBgdLoDA8PZ3h4mOLiYmpqajh69CixsbGsXr0awGGPuzKU6z0+Pk5dXR09PT2AvV7CVSI6AkqjKCgoiP3797Nt2zbGxsbQ6/WMjY0xMDBAf38/o6OjjIyMUFtby8WLF2lubpZFhkpKO4PBwKeffkpVVRUmk4kf/vCHgF2ePSoe92lXXm02G2NjYzQ2Njp4Ux8EgrpB5Ng1NzfT3NxMVVUVly5dIj09nT179rB79248PT0dLDxnQilY1Go1aWlpLFiwQF4ebW1tDrkjzq42vBeUhywuLo69e/fS3t5OaWmprEA0m80yJCkQHR3Nxo0b2bRpkwz7zHTzAeUcRDMBsBevvPnmm1RWVkqKL8F1GRwcjE6nk0UgFouFqqoqBxL+yRAex4CAAJYuXcoTTzzBypUrna64gqMQFR6AyXNRcns+qEAdHR2lq6uLgYEBAgMDWbRokcy9hOll1FCO02q10tHRIduCPvnkkzIaMzo66lC0dPv2bd5++20OHDhAUFAQ3/ve9/je975HcnIyAM899xzp6emEhYXx0Ucf8dZbbxEdHc0PfvADYmJisNlssthpJqFMP9qxYwc6nY5PPvmE4uJimYeu9HorsXHjRp599lmMRiPnz5936P4WFBREfHw8/v7+DgrTTGIy/ZpgIblx4waHDx+mpaUFg8HA2bNnaW9vlwaziNiNjo7S0tICQEJCAlu3bmXTpk0OhZJbt27l2LFjnDlzhoaGBjo7O4mIiJix3OzJ6Orqorm5WXLvim5iygIeHx8frFYrY2NjXLx4kcHBQebNmyeVVxHmdTXldbKj4F7vMRqN0jGiPE9PPvkkGo2Gt956ixMnTnD06FEyMjJYvHixrKtwxXtyMpRyV6fT0dzcLP8tiP5dEeJcBQcHO1CXWSwWdDodo6Ojcu3a2tpIS0vj0qVLdHV10d7ezuDgIGCvcbFYLIyPj9Pa2ip/D4+2U9q0aBLK/JSBgQEqKiocFjAgIACz2Sz5MoXXUUmSK3pYq1Qq/P398fLykgnggmJicHCQwcFBByvaFSwa5eEVfHVBQUF4eXlJ5XVoaEi+/140Ys6G8nKxWq2sXbsWjUbD0aNHOXPmjLw4vL29ZdtN8bnJSqozha0QeOPj41y4cIErV64AyNSI+Ph4Nm7cSHx8vOxGJKg/Ll68yIkTJxgcHJRWs9L7JxSCsLAw1q5dy6pVqySnsSt5CiYmJhgcHJQKT1hYGEFBQQ49p+934ZjNZvm8BgcHqampYWhoiKSkJBISEiQlmLKT13RA+d2ikLO5uZnw8HBp1YOd/ksoBM3NzXzwwQd88sknANLjmp6eLo3r8PBwtm3bhpeXFxaLhcOHD/O///f/xsfHh9dee42IiAiZLjKTXi8RAbFarcTFxfGDH/xAcixWVFTQ39+Pp6cnCxcuJCUlheHhYaqrqwkODubVV19lz549fPrpp9TV1TnInPDwcFJTU4EvvdkzvU+Vf0+j0ZCfn09+fj5btmwhODiYd955R3qKb9++7aAUCHaa1NRUFixYwLp169i0aZNkzjAYDHh7exMQEMAPfvADEhIS6Onp4ebNmyQlJTns/emCOAve3t5MTExQWFjIkSNHZC2HSqUiMjISo9GIr68v2dnZLFmyBD8/PywWC93d3Rw7doxr16453J+iWNLVoGTFENzBotOXkmpxci66TqdDrVbj6+vL3r17GR8fp6qqipqaGk6dOsXKlStZt27drEmbUMJsNjs4qkTEyhXTBoTOJpyAQs4pGRMEUlNTiYmJIS8vj6amJsl1PjY2xtjYmFwrkcsu8Chl57ScAKFkgj1cee7cOcn5qdFoCAgIQKVSSe8d2B+YXq/Hw8PDofI5NDRUhiVFw4NFixaRmZmJv78/0dHRLtM3fioI615JFl5RUeGQPuGKG1kJsZnDwsLYtGkTMTEx+Pj48M4779DT03OXstLS0sLp06fJzMyUni1h0MykAqvMqe7v7+fYsWNcvXpVvu7l5UV2dja7du3i6aefJjExUdK5+fv7o9PpSEhIwNvbm9OnT9Pe3u6Q86qEIPJ3JWJt5Vno7u6mpqaGgYEBAgICJI2U2JNCSE2FyZ7Unp4e2eRA5LAp+V2nE5NplrZs2SLXdnx8nPDwcHJzcwH7JV9UVMRHH33Exx9/jK+vL9/97nf50Y9+JDs4iZxQgbVr10qmiY8++oif/vSnqFQqfvSjHxEQECA9ZaLwcCagFPg+Pj48/vjjxMTEUF1dTWtrKyqVSnq/jUYjnZ2dBAUFsWnTJjQaDQMDA3R2dkpDKygoyKEdt7Nl5mTDPSEhgTfeeINFixZx6dIlysvL6evrkw4Og8FAcnIy27ZtIzc3l6CgIKKjo0lISJBKnUqlYmxsjICAANatW4darZYePYBt27bJHuzT5dEzGAxyn3R0dPCLX/yCTz/9VI4vNTWVxx9/nCVLlhAREUFERASxsbGyGLmsrIy6ujoGBgZcglrpflA6rG7dusXnn3+OXq9n6dKlrF27ViowUxVeTZYvq1atYuvWrdTX13PlyhU+/fRTEhIS5JmdzfRZJpMJvV7vssXmAkqH4L2cEQkJCcTGxmIymYiPj0ev13Pp0iXJqCSoKKfrzp8W5VU5WJF0np+fj4eHB0lJSYSEhKBWqwkMDMRqtVJSUsKtW7eYmJiQvGBr1qxh1apVREREEBQUREREhOzSlJWV5VCsBdPv8XkYKC9yDw8P4uLiSEtLkx7j7u7uu3ocu6JAEhDzEV2Kli1bRllZGe+//z5gp9jw9vaWz35kZITi4mLCwsJQqVSsW7eOkJAQ+R0z5eFRGlG9vb1cvnyZ9vZ2Ga5LSkrixz/+MS+99JJDB7ju7m7q6+upq6ujqakJg8HgEF4X3ZyUa6bX62ltbaW6upqwsDBCQ0NdwuMqIC59sCvtOTk5ZGdnO1wCUymvYr4il1LQg3V1dQF2D25ERIQswpjuMKySP9DLy4vU1FTy8/P55JNPOHbsGIGBgTz//PMEBwdz5coVfv/733P+/HmioqJ47bXXeP3116VyK75D5IyaTCZ8fHxYt26d/PeRI0f4+c9/zrx583jhhRfQaDSy48xMeSvF3xEe2IiICB577DGWLFkijeCYmJi7vN8CIyMjMl0kJCSE/Px8srKy5OszbVROhpJ9wGAw4OXlRWJiIgkJCSQnJ1NZWSk9qcKrl5qayvbt2+9SYoRnfHJzgqSkJJn3OzExQWJiolReZ6q7n6BJioyMJD8/n3Xr1vH444+zaNGiKf+2wWAgLi4OLy8v2tvb0el0+Pr6OqUT4VdBjKejo4Pz589z6NAhIiIiyMjIcNhbU91zwoiamJjA19eX9PR0VqxYwQcffEBPTw89PT0O6U6u7uxRYrJTICoqiuTkZIeum66ylmJtppJrIjos7gOhnArjTDQqEJ8VUcnBwUFGR0fv+huPAtOivCoFSkZGhqS5slqtJCYmEhgYKAtGRkdH+fnPf059fb2syIuNjeU73/kOr7/+Op6engwMDODr6ys9JFOFTFxlAyih0+nw8/MjNDSUvLw8ecHfr0+1K0J4RsQzFnlbgjpq0aJFBAcH09raSmtrqyQWf/fdd2ltbSUwMJCNGzcCOOSfziRE1aTInwZISUlhx44dUnHt7u6mtraWGzducP78ea5evcrg4CCenp6YTCbpARPpAEoYDAYaGxs5f/48RqOR1atXT7tn52EQGRlJSkoK1dXVMh9pcjvbqfahkt6ktbWVjz76iNOnT8v0AyGMBSwWy4x4RZRjXbx4Mc899xy/+tWv+M1vfkNlZSVpaWlcvXpVpojs3buXv/iLvyAtLU1GQ5QeV1GpLzxDYr8ODg5y8eJF/uVf/oXAwECeeOIJPDw8pPE5k+s6+VIJDQ2VuWnK3wsPpfidyKEEu/K6cOFChzVz9t4UECFlZeHfkiVLyMnJkf8WF+i9GtQo56IsQFSr1QQEBDA4OMitW7ccWFMeplDxYTC57e1f/dVfkZeXx/j4uExzUOYWToaITOr1epqbm6mtrZXct65yZygjajqdjtLSUq5fv47BYCA/P5+NGzcSGhoq75D7PWelXE1MTCQyMpLBwcG75usqc38QTA6TJycns2jRIvz9/aVzxVXmc79xTJ6HsuXw2NgYxcXFVFdXMzw87MBjO52tiafN8yqEjLCk0tPTp7zEBUfk0NAQRqORlJQUnnvuOXbs2CE3uuiQI2CxWKQXyVW7bAEOoYGQkBAHr1FLSwt9fX0yl85VLpCpoPSm9ff3c/LkSY4cOcLw8DDr16/njTfeICEhgYsXL3Lw4EFqampkiPLmzZsO+VozOU+llSe6aimLyzo6Ojh8+DBpaWl0dnZSW1tLc3Mzt2/fpqamZspCLfGdIodXeCR1Oh01NTWSQzQjI8PBs+OM7k1KYePn50dUVBQRERGSSmnhwoXk5ubKZgNms1kW8AjPsvI7BgYGuH79OpWVldhsNiIiIiSdzUxDnHmbzUZkZCTPPvsszc3N/PSnP+XEiRMkJiYSFBTE2rVrWbNmDc8++yxpaWmA/fxNlhlinsKr7u3tzfr16/nRj37E2NgYRUVF/N3f/R09PT08//zz0nMi8g9n4gJSeiiF0qCM8ojLUKfTYTabpWI0ufrbVSvVleMShpVolToVzGazPKOCS1OZbz9ZkVWpVJImr76+Xnrepytip7y0/f392bBhg8xLTklJkesjlFRB6aZWqxkYGKCsrIza2lpUKntL7qioKIe5uMIaKu8GvV5PS0sLnZ2dhISEsHz5cuLi4gA720dAQMB9lVelUyMiIoKFCxfS0NBARUUF3d3dMmKizL+fbXBVzlcllJFFsb5KA0KMf3h4mBs3bnD69GlOnz7N7du3paGs0+nQaDQsWrRI5taLz7p0zivcXbQk/l+EfwBOnjzJL37xCy5evCiLCTZt2sRrr71GYmKiDKdP3vCCL87VoRSegt8W7M+gqqqKyspK2UkEXJerVimgOjs7OXv2LDdu3ADsFc2vvPIKYA/NmUwmTp48SUlJiQwB1tbWUlNTQ3p6ukODhumeq/L7ReGE8neVlZX8j//xP2Rfd8E0ILptiZCPkpQ/KCiIefPmERERwfj4OJ2dnXR1daHX6+nq6qK/v5/Q0FBZaCLm6myIUI9Go8FgMHDt2jXmz5/Ptm3bSElJwdvb24EtQLlOFotFEoo3NDQwOjqKl5cX+fn5LF++3OEimelCEsEzGBcXxxNPPEFDQwOlpaUyJ3Lr1q0sWLBAKps22/1bFU7en48//jhGo5Gf//znlJSU8Pd///d4enry6quvAo7FDTOFqcJ6KtWXbR6VnladTsfg4KA02iwWC6Ojow6NRFxR7kxWTqY6QyL17F6YbLylpaWRnZ1NaWkpN27c4MKFC6xdu1bK3+mOkKjVaskYAF8+d6G0Ceo5sO/rsrIyKisrUavVLF68WBrDgrnFFavWBZe2wWCQdGBg35Nf9WyVURvBE67T6bh586ZDjYjQC1xtzz4IBF9qeHi4yzqsvspbOjExQXt7Ozdv3uSTTz7h6NGjUn/z9/eXjqulS5eyd+9eli5dKj+rVqtdm21ACcHZKjxUQqvv6+vj6tWrnD9/XuZErFq1ik2bNpGRkQHYlTxBfaWsinbVRb8fJhMTu3LV4WQohcTg4KBD9w3l5REWFsaePXtITk7m+PHjkubl5MmTREZG8txzzzmE0qdb+Cq/PywsjGXLllFeXk5vby+AVMruBeHNEqHWpKQkIiMjycnJIT09ndbWVk6cOMGZM2dkDqhoqNHQ0MDq1avx8fFxicpgYT0rUVZWxvnz5wkPDycoKGjKCMbAwACFhYWcPXuWoqIiqqurAXu16dNPP80TTzxBcHCw5Lyd6bkqZcGyZcv4m7/5G7q6uggMDCQjI8MhPC6K8R5k3wnvVnh4OHv37iUsLIx//ud/5uLFi/z0pz/Fz8+PJ598UioezioimYr0W6nctrS00NbWJtMcRPhc6eVyZSVA3B/CC6SMZk3uXjgZYi9aLBYCAgJ4/PHHGRwcRK/XU1ZWxqlTp0hLS3OgoJqpCIm4D+6VPjYwMEBDQwN6vR4vL6+72v+6CpTnz9vbm5iYGAICAqiurubo0aMsWLCApUuXyoY8ExMTd3nfRJrL+Pi4dDD09PRQUlIC2DsBKivWXaW25UEw2UMeGhpKdHQ08GVKlrPmojQALBYLXV1dGI1GYmJi7ipInZiYYHR0FJPJRElJCSdOnODGjRuSdQbs6yIYh1avXs2rr77K9u3bJc/7o65LmvabRllsIC63vr4+jh496sA9mJeXxwsvvMC6devk5JTeVVe0Mh8Gk1sT+vn5fWUYxdUgvHBKKAvPgoODWbp0KXl5efj7+9PT08P58+e5du0aCxcuZPv27cTGxs4Yv6Ly2UZFRbFhwwZu3rwp8yBF7txknkzhDQkMDCQmJoZFixaxceNGMjIyCAkJISMjAz8/P9ra2qioqJDPRAje0dFRysvLqaqqIjc31yHEPZOCSvl8o6OjWbVqFU1NTQwMDGAwGGRLP09PTzZs2EBoaKgsztLr9bS3t3Pr1i2OHz/OoUOHpIKWn5/Pzp072b59u0MhnjOgLKQLCQlhzZo1Dq+LFIiHVazFew0GA6GhoTz99NPYbDb6+/spKSnhZz/7GdHR0WzYsAGYuVzfyZi8n5R7bHBwkPLycgdj08vLi7CwMAfaG1dWBL6qKM5gMNDf3++Qe+nj4yNlq/DSaTQaoqOjiYyMxMfHR6apTee+nRxx7O7uRq1WS4YcUSg42ajq7+/n+vXrklLL19f3LqXdVdZMSa/k5+cnU5E+//xzDh48iJ+fHz/84Q/Jz8//yoipMBzGx8f57LPPuHDhAoBD+gHMfHTnm2CyoRESEiLnKeSSsyCii0LeX7x4kdu3b7NgwQIyMzPx8/PD29ubwcFBysrK6OvrQ6/Xc+PGDc6cOUNvb688b56enjKas3z5cl599VX27dtHZGSk/HuPes/O2JMzGAxy45aXl/OLX/yCkpISVCoV+fn57NmzhyeffFJawc5e2OnGbPC4ToZKpSIgIMCB6WF4eJiJiQkHoeTh4UFAQIDD73Q6nYMyNVPeA+E91Wg0ZGZmsmzZMi5cuEBtba2D4q1EaGgoy5YtY82aNbLXc3R0tKxMF8JndHQUg8Eg8/ME5cvw8DBtbW10dXWRmZkplZqZJkRXUsfFxcWxZ88e2R63srKSvr4+zp49S19fHzdv3iQ5OVlerLdu3eLChQuyGYFQ8Ddu3Mh3vvMdtmzZ4uDVdNUctG8aqVGu17p16/j+97/PP/3TP1FcXMyhQ4dISkqSleyuAGXx0eDgILdv33ZIYRHpI5PP32wKw46Njcnirps3b3L48GEGBgaIjo5m3rx5LFq0iLy8PLl24vydO3eODz/8kNraWrKysliyZAmhoaHyex/12RQpLQB9fX0cPHgQtVrNnj17SEpKkmthMBhQqVQyinXt2jWOHDki6egWLFgg813BdQrslBBea0H/VVRURFFREQcOHGBsbIw9e/awatUqh/zHqTA2NsY777zDn/70J6xWK7GxseTm5jrk1c8mR5ayaxpwzzvHGVAqr2azmZs3b/LBBx8QHh4umwuB/e7u6OhgaGgIk8mETqeT3LXibFksFqKjo1m2bBl79uxhx44dUnFVcsY+SsyYdijc0ENDQxQXF1NaWgrYCeL37dvH/v37HfKBZtMGvReUF4SowAdH0nxRHOLKUM4jKipK0n6Nj49z7do1fvOb3xAdHS2V1u7ubi5duuSQpzQxMSEv+MkHeroh9pKXlxcbNmzAYDBw/fp1WltbGRkZkSktBoOBwMBAli1bxsaNG1myZInkFpwMo9GI0WgkPj6eFStWcPXqVQcS+MDAQMLCwhy8cc64dETIVbB7rFmzhoqKCurq6hgZGWFoaIjCwkKam5uZN28e0dHRqFQqSRIukJiYyJYtW9i5cyebNm2Sgkk0GnH2eRVFooKHVeSAftNUBtGG1mw2ExERwd69e+nr6+Odd97h+PHjxMbG8vrrrxMeHu5S4Vywr83IyIhDZy2z2TwrDWewyxDBBiJYQBoaGjh16hT19fVkZ2fz6quvEhcXJw1nDw8PdDodZWVlHD9+nMLCQoaGhvD19SU8PNxB9j7q86lUXkdGRjhx4gStra3o9XqeffZZUlJS7krn6evr4/r161y+fJmhoSFycnLYu3cvCxculO9xxe5ayjO2atUqfvKTnxAbG8ulS5c4ceIE1dXVrFy5kvXr15OdnY2/v7+M8ojCO5Gi9N5779HY2EhISAhPP/00jz32mIMHz9WdWko54OvrK6McAQEBDuF4V0h/EH9fRCbMZjNXr16VfOjKuqWpIBw38+fPZ9++fWzZsoXs7GxiYmIAHNI9HzWmfRcID6pKZW9KcPr0aT7//HPZE37t2rVs27ZN5rkq++TOdkzuICNYE0QoU3jyXB3KtYiIiGD16tVUVlZy9uxZPv/8cy5fvozVaiUoKIiUlBQmJia4ffu2Q6grNDR0RondlWMXig3YvRjp6elUVFRQW1vLxMSEJAWfmJggNDSU/Px8BxL7qS41Ly8vYmNj2bhxIzExMURFRfHhhx+i1+vJyspizZo1ZGZmyo5Nzgr1TR57VFQUixcv5tatW9Ij5+HhQVtbmzQ2JhdJ+vr6snv3bl5//XUWLlwoL/zJdFPOhuD3fNRjEgVsglj+lVdeQafT8a//+q/85je/ISIigv3799+3eMgZEA1flGupZCxwdQjGGiVF3+nTp/nzn//MrVu3UKlUhIaGMjo6itlspqenh8DAQAIDA+nv75f5slevXuXMmTNcunRJtqoUCsV0Pgfl2fPy8sLf35/q6mrefPNNRkdH2bdvH4sWLZJ3QFdXF8ePH+fs2bO0trbi5eXFunXrePLJJ0lKSnJKO9sHhahLEWvywgsvkJyczMcff8yZM2coKyujtLSUy5cvs2TJEnx8fJiYmJDKa29vr+TVBnsK2vbt29m3bx/r1q0DXKtj4YNiYmJC0gpmZWU5pD84ex5KFhJfX1+2bdtGZ2cnv/3tb+U58fLywmAw3NWERnhTBdvLvn37+Ou//msiIyNlPvd082BPu/Kq1Nibm5s5duwYp06dAmDz5s3s3r2bzMzM6R6GU6D0ukVFRbFv3z5KS0sZGRnBarWSkZGBj4+PpO5xVYVdKSz9/PxYuXIlra2tNDU1UV1dLelqent7GRsbw9vb24GSaufOnezfv1+mGyi7qM0UlIUtXl5eLFmyhKSkJEkvJKi0RCMMASWfp7CUxTqFhYURGBhIYmIiycnJrFmzhpGREVJSUli5cqX8HlchgBdtbzdt2oS/vz9btmyhp6eHsrIySkpKHKjBAgICyM/PJyEhgQULFvDYY4+Rl5fnUA3tipfodEAIYGGIL1iwgP3791NUVERxcTH//b//d7y9vXnxxRedPFJHiBxDf39/mdstmAiUhqWreYzvBUF1VVtbC9jHraxoV6lUnDt3jpaWFsnuolKpaG5ult2qAHJzc9m8eTMLFy50yP191Bet0oiaN28eP/7xj7FYLBw5coQ333yTkpISUlJSCAgIwGaz0dzczPXr1+X8li9fzoYNGyTFm6u0P78fRNqKSqVi5cqVhIWFsWLFClnjMjo6ys2bN2lsbJSRSCUCAgJYu3YtmzdvZvXq1eTl5cnXnK3sPSiUcrGmpoaysjLA7p0UxUvifc68GybT582fP5/vfve7pKSkcPXqVerr66mvr6e9vd3ByEtMTGTevHmEhoYSExPD4sWL2b59u/SOC1706ca0K6/ishsZGaG0tJTy8nL5WmZmJuvWrSMoKEh2rHElT843hZi71WolNDSU/fv309LSwsmTJ8nJyZGudeWBd0UoKxI9PT1JSEhg8+bN9Pb2cvToUerr6yVPqKCbEsjKyuLVV1/liSeeAL6syp5pxUdpOQqrUFnBqsRkfrt7QYSkfX19iYyMvKtYaPLfdiaUnU+ysrLIyMhgbGyM5uZmzp49S1xcHP39/YBd+MTExLB06VJWrVpFVlYWwcHBDuT3rsqtPJ1Q0mItWbKEF154gYGBAXQ63X1ZK5wFs9nM6Ogog4OD8jIZHx9Ho9HMCraBqSq1ly1bxr59+zh//rzMfRUtN7u6unj33Xfv+X1hYWFkZ2ezbds2du3aRVJSEvBlJ75H/RyEjBNtYrdv346npyejo6NcvHhRtopVwsvLi5CQEBYvXszTTz9Nfn6+A2+tq64VOBbXCS9pVlYWWVlZ5ObmsnLlStrb2+nr68PHx4e6ujrZLUwoT4899hgbN24kLy9P8uAKxckV5OiDQHnvW61WcnNzsVqtrF27VjINgOvNR61Wk5ubS05ODhs3buTcuXNcvnyZmpoauru7AbsRtmTJEhYsWEB8fDzp6enk5OTIu0EUrs7E/TBtyuvkDdfQ0MD169dlqFKj0RAXF+dAGyFSCeYKJgua+Ph4/vIv/5JnnnnGISHa1ZsUCIgCIJVKRW5uLsHBwcybN4+PPvqImzdvOuR8gr2457XXXmPTpk3yd86ep1BM75dArqTmcfZ4pwuenp4EBweTk5NDZGQkW7ZscSg8E5eoaKIBXwpjVyFIn2kIjkKVSoW/vz/PPfccS5YsYWxsTHrHnA2lZ85kMjE2NuZwLkWetpC7yvCfq8PPz49169aRm5vL1atXOXv2rJxbUVERjY2N9/xsVFQUWq2WHTt2EBMT46BETLcHTClDFi9ezOuvv05mZiZVVVU0NDTQ0dGBRqMhNzeXtWvXSuNy/vz5klpQYDacO+EhVo41Ozub6OhoxsbGmJiYYGBggPHxcSlLPDw8CAkJISYmhvDwcAenwWwqJgTHnNz169cTHx+PSqUiJSXFIarnaneLeMYqlYoFCxYQHh7Ohg0bGBsbk400RGQyODgYX19fAgMDnZaKNK2eV6VAHBoaorOzUxYPpKenM2/ePOkBmMueHFGFrlKpSEtLkxedCN3NtvCr8J6mpKSwZ88evLy8yMzMpLe3V1YiRkZG8vzzz/Pkk0/i6+srGxY4e65K78BUF/aD8oAqIRgNTCYTVqsVtVrtFO/yg0LJnanRaIiNjb3rklRCREWmO4fJ1TF533zVc3MGlOsTEhLC0qVLMRgMVFRUMDo6yoYNG1i6dKms3p6uSuDpgFqtJiQkhJCQEMmMMTIyIplECgsLUavVBAcHYzKZJEWj0Whk+fLlvPbaa9LbKrxEM5FDqdFopIzw8/Pj8ccfZ/HixZKDt7e3F7VaTWZmJnl5eSQkJMzqCKRK9WUbWLPZLL1xYWFh94x2TYbo8KRWq11Wjn4VPDw8iI+Pd3BUuToEdZso4FIaefeCaJox04V00/bXJufnjI2N0dnZKTsQrVixgvnz599FVjxXMdXcZuOhVAomsHuTX3rpJfbv3y8peETIXVld6YpFeMLj9FUVlQ/yPcqogasrAw+roM/GfTrdcNX1Va5VbGws+/btY/fu3RiNRmw2m+QvFphNxsjksa5evVp6e1atWsWPf/zju/a2uIemmvdMevSEjFCr1fj7+xMZGUlWVpZU7sAuI12deeZhIYqCHnafiTV01XM2VyFSwh5mvZyV8jityquSc7CxsZFr165hMplYvnw5+/fvZ8mSJfK935YL0mg0Ss/lbLWuRX6LYEzw9/eX7Tcnw9UrRB+V8fR1PLbOwuR5CiooZbhPXLbOLipwRYjnYTabZRfA6WA5+CYQMjUgIMChKGm2w2w2yzaqyuft7e0tcyTvB51OJyMjM72vlX9PpOZMtWdMJpNkWZjt509pyAuaNuH1nhxm9vT0dNraTBdMJhNGo1EWCrs6zdfk9RJrpix4FtSIzo7GzdiTNJvNBAUFERcXx969e9m6datsGafkw5vrcLVL7utCWVynpM+Y/J7ZotB9m+GMtq5zAa783JTRBOW5dPWowFfhXs/8qyrxxbydQdd3P0xeG5i7KXSuelamEzNVvDQdcGX5BtOovE6ujNy0aRPh4eEEBATIXscwuzxWbtwNkcslLGrxOyVJvBtuuDHzEGdTeLlEDuHDhgVdFUqPkMjVg6lb5rqaR0/IS+UchEfLVcbohhuujIfWLLRa7Tf+o5999tk3/o7pwqOYn6tjrs9xrs8P3HOcC5jr84O5P8e5Pj9wz3EuYC7Ob/ab32644YYbbrjhhhtufGugmg38fm644YYbbrjhhhtuuAFuz6sbbrjhhhtuuOGGG7MIbuXVDTfccMMNN9xww41ZA7fy6oYbbrjhhhtuuOHGrIFbeXXDDTfccGN2QaX676hUelSqhG/4Pf8elcqESpX1iEbmhhtuzACcVrCl1WpfA37/FW+zFhQUzFoSWK1Wux/YCOQBi4FA4M8FBQUvO3NcjxJarXY38G+BBUA40AlcB/5XQUHBZWeO7ZtCq9WGA3uB3cBCIA4wAmXY9+7vCwoKrPf+htkDrVYbD/x3YAdfruMh4O8LCgoGnTi0b4RvyxpqtVoV8D3gh0AO4AnUYJ/jmwUFBRYnDg9UqnvKCWy2h5MTdoW1BvgtNttfTXrtvs8Bm80y6f2+QB1wE5vtiYed1qOEVqttApLu8XJ3QUFBzAwOZ1ow1+f4Lbnzm3CBNXQmg3wJ8Pf3eG098BhwfMZGMz34z9g38BjQBswp616r1f4j8B+AfuyKTh+QDuwBntFqtd8tKCj4k/NG+I3xLPBL7BftWaAFiAb2Ab8Fdmq12mcLCgpmNWWHVqtNAy4BUcBhoBpYgV3Z2KHVatcWFBT0O3GI3wTfijUE/gi8AvQA7wPjwFbgZ8AGp85RpbqvnECl+i4228PIib8DvIH/Z4rX7vscUKmedWhrZbPpUKl+BvwjKtUabLZLDzm7R41h4KdT/H5shscxnZjLc5zTd74CTl9DpymvBQUFJdgV2Lug1WqFJf7rmRrPNOGvsW/gOuzW2FnnDufRQavVxgD/J9ANLCooKOhRvLYZ+By7J282K6+1wFPAUaV3TqvV/v+AK8Az2JWgD50zvEeGAuyK618VFBT8XPxSq9X+L+x7+B+AHztpbN8Uc34NtVrt09gVtkZgRUFBQd+d32uAA9jn+CrwhxkfnErlICew2XoUrz28nFCpgoGXgDPYbK2TXnsaxXPAZuu78/uveg5/Av4HoMVuxDkTQwUFBf/NyWOYbszlOc7ZO38SnL6GLpfzqtVqc4FVQDtw1MnD+UYoKCg4W1BQcHsOeHWmQhL2/VOsVFzBPm9gFIh0xsAeFQoKCj4vKCg4MjmsXFBQ0AX87zv/3DTjA3uE0Gq1qcDjQBPw5qSX/yt2z9UrWq3Wf4aH9kjwbVhD7Mo3wD8LxRWgoKDAhN1LCfCTGR+VHVJOOCiuADbb15ETLwB+2L2qkyGfg1Rc7X/n/s/BZusACoH9qFRBDzEWN9xwwBy/810Krth4/kd3fv7O6XlabtwPt7HnDq7QarURyktTq9VuwJ7rc8hJY5sJmO78NDt1FN8cj935eWoKBW9Uq9V+gV25XQWcmenBTTPmyhqKHLOGKV4Tv1uq1WpDCgoKhmZmSBJSTqBSRTgolSrV15ETW+/8vDjFaw/0HFCpQrDZhia9/gV2I2YD8OlDjOdRw1ur1b4MJGI3HEuBC3PsLvw2zHGuw+lr6FKeV61W6wu8DFix56O54aIoKCgYAP4Ge/5gpVar/bVWq/2fWq32AHAKOM2XhsicglarVQPfvfPPE84cyyPA/Ds/a+/x+u07PzNnYCwzhjm2hkIhTJnitVTF/898/p3N5iAnUKl+jUr1P1Gpvq6cWIfdWzvVfv0mz+HqnZ8bHmIs04EY4G3sqTo/xZ5WcVur1W505qAeMb4Nc5zrcPoaupTyCjwHhADHCwoKWr/ivW44GQUFBT/FHqpTA28Af4u9QKYV+MPkdII5hP8byAWOFRQUnHT2YL4hgu/8HL7H6+L3IdM/lBnFXFpD4Sn8d1qtNkz88o6CriyKDZ3RUQnYbD/lPnLirnSCe0Gl8sKuBHcxNU2OfA6oVGGKzz3Ic+i68zPxgcYyPfg9sAW7YuCPnR3jV0AycFyr1S523tAeGb4Nc5zrcIk1dLW0gR/e+fkrp47CjQeCVqv9D9gLHf4F+AX2CyAL+J/An7VabV5BQcF/cOIQHzm0Wu1fAf8ee0X+K04ezkxAdefnnMnhmoNr+B72iNVO7FGQT4AJ7CH2NOze8wzAOWFZleq+cgKVKg+b7UHkRPidn/eibnN4DqhUD/McBu78jHiAcUwLCgoKJrPvlAM/1mq1Y9j363/DTvs2a/FtmONch6usoct4XrVa7QJgDfZKvWNOHo4bXwGtVrsJ+Efgk4KCgn9XUFDQUFBQMFFQUHAD+8ZtB/79nYKgOQGtVvsX2Cl3KoHNd1InZjuEZzX4Hq8HTXrfrMZcXMM7ucpPYa/q78KukL+OXZauw05RBXb6qJmFSrWJO3ICm+3fYbM1YLNNYLM5yAlUqgeRE7o7P32mfNVm+ybPwXfS33AliMJCZ6c0TCe+DXOc65jRNXQlz6u7UGt2QRB630UFUlBQMKHVaq9gv5yWMHUBxayCVqv9P4D/D7uVuWUOpUTU3Pl5r5zWjDs/75UTO2swh9eQgoICM/DPd/6TuFNHkIddKauY+ZHdW05gs02gUj24nLDZhlCpjHzpgZ3qPVM+hzvNCPK493MQ3+mKe0KMaVYyfjwgvg1znOuY0TV0Cc+rVqv1wW4lW4HfOXk4bjwYvO/8vBfNjfi9cQbGMq3QarV/g13pKcHurXPFC+7rQigVj2u1Wgd5oNVqA4G12C/8opke2KPEHF/D++EV7J7KA3eos2Yaj1pOlAGxX4PSSj6HO9RZkyGKuEoe8ntnAqvv/Jz1ToD74Nswx7mOGV1Dl1BesSfvh2IvnnAXas0OFN75+UOtVhunfEGr1e7ErvTocT7p9zeCVqv9O+zFPdexe+v6vuIjswoFBQX12Ku+k4G/mPTy32O3ot8qKCgYn+GhPTLM9TUE0Gq1dylzWq12OfZ5j2FvBOAMSDmBSuUgJ1Cpvo6cOIf93lox5atTKbUq1YM8h1V3fjqFVF6r1eYoi+0Uv0/CnicMs7vhy7dijnMdrrSGrpI2IAq1ZntHLQfc6Xzz9J1/Cg7C1Vqt9g93/r+voKDg/5zhYT0qHAQ+w14MUaXVaj/GnmeWjT1UqAL+dha3FUWr1b6K/bKzYL+E/0qr1U5+W1NBQcEfZnhojxqis9C/aLXaLUAVsBLYjD1d4D85cWzfCN+iNTyt1Wp12FMiRoEcYBdgAPYVFBQ4y6PlICdQqaaUE9hsDyonPsReFLL9zvdOxmlUqns+B2y2u5+DSuWBvXq6Bput/MGn9kjxLPC3Wq32LPYOYaPYi8x2Y/cYHwP+XyeN7VFhzs9xjt/54EJr6HTlVavVZmNPpp+LhVp52NsRKpHKl5yDzdiLC2YdCgoKrFqtdhd2b913sOet+WGv2j0G/EtBQcEpJw7xUUDwRXoC/8c93nMeZ7TdfIQoKCio12q1+diVvB3YL/tO7NXhfz/Li5q+FWuIXUn8DvZqe1+gAztX9v9dUFDQ5LRR2WxWVKr7yglstgeXEzbbZVSqm8BLqFR/i802uT7ins8Bm63pHt+6FYjD3trTWTiLnXN5Cfbwqz8whL0Zw9vA23Oga9O3YY55zNE7/w5cZg1VU9PlueGGG2644YYLQqV6AXgHuyf140fwfR9i70Ofhs02J1g13HBjrsOtvLrhhhtuuDF7oFKpgMvYPat592hY8KDflQfcAP4Km+0XX/FuN9xww0XgKgVbbrjhhhtuuPHVsCurPwQ+BuZ9w2+LBf6OLzkq3XDDjVkAt+fVDTfccMMNN9xww41ZA7fn1Q033HDDDTfccMONWQO38uqGG2644YYbbrjhxqzBA1NlabXaWZ9fUFBQoLrXa3N9fjD35zgX5gdzf47ufTq35wdzf45zYX4w9+fo3qdzd35uz6sbbrjhhhtuuOGGG7MGD92koKCg4KHebzAY8PLyQqVS0dTUxN/93d9x8OBBFixYwN/+7d/y7LPPAmA0GvH09MTT0/Nhh/SVmKKjzj3xsPNzBTzM/GDuz3E2zg/m/hzd+9QRc31+MPfn+E3nZ7PZJNOXSqW6wwI2/XDvU0fM9TnOxfnNaIetkZER6urq0Ov1lJWV0dvbK19THuK5CIvFgtVqxdPTEw+P2eHwFuths9mwWCwO66NcL09PT9Rq9YwJXje+OQwGAyaTCZVKhbe3N2q105vtORVWqxWDwYCvry8Avb29lJaWMjExgdFoxGAwkJ6eTn5+Ph4eHlitVoBZc5bdcE1MpbBardZvzb4S9yI43ikeHh6z6q50Y+YxozeWWq0mMDBQ/lts2m8DlF5lq9U6o1b2w0AIEA8PDzk+lUr1QEJErKerzu1Rwmq1YrPZHvjZuArEmL29vfH29nb2cFwGHh4eUnHt7+/n5MmTfPrpp7S1tWE0GgkNDeXZZ59l6dKleHh4OJwTZ0GMYaqzdq/zN9lBoPT6TVYe5voZdiaEsTQxMYHBYEClUhEYGEhAQMCskif3w1c5pFQq1bRFW50JMW9xNr8N96EzMO3Kq3Lzenl5SQ+PyWTCYrE4vG8ue16VMJvNLntoLRYLFotFpno8DMxmM4DLzu1RwmKxYDabUalUeHl5zZoLR3j/7/XabJnHo4TJZEKj0QDQ1tbGn/70J44fP05paSlDQ0MAbN26ldDQUAeDztnySnitlIrmZMNzMpRy1mazSUPaw8MDi8UivfFKWe3GN8dkI6O7u5vi4mLOnTvHzZs3CQoK4tVXX2X//v2AfU8K7+NshdVqlXeC8tyI1zQazZxU6mw2G0ajEYvFgqen59e6S934aky7dFIevvb2dvr7+wGIiooiKChIvjYXLX1xeI1GI6Ojo5hMJiIiIvDz8wPsoVubzeYSyo+40NRqNWq1GpvNhk6nw8PDA4PBwPDwMBMTE9KKNJlMGI1GPDw8CAkJITo6+lvhyRPKgkajkQqP8veuCjE+T09PjEYjtbW1tLe34+fnR1paGvPmzZMeRbi3524uQekZMRqN9Pb2cujQId566y2qqqoACA0NZcmSJezdu5fFixfLNXamvBJreT/lUii2Ip3nQaIE4qIVEMrtTChQQlbabDaZhvRNoEx1coWUpsme+tbWVk6dOsW7777L0NAQAQEBPP744/L9wqiYjRARuAdxYvT19TE+Pg7YnR8GgwGAgIAAQkJCZpUnWhm18PHxcXjtq+4HZdRS+dONe2PalFexkOKCb2lp4fLly3R0dACwdu1aUlNT5ftns4V5L3h4eODh4YFOp6OkpITKykoWLlwohZQrhB6ngsVioba2lt7eXry8vOjt7aW8vJzOzk7AvlZjY2P09fWh0WhYuHAhmzdvZvny5Q4K7L1CmrMZ95qPq8/TZDJJD0BPTw8///nPeffdd0lNTeVv/uZveOGFF+T7vkoxmisQa6bT6SgrK+PYsWMcPXqUmpoa1Go1ubm57Nixg61bt5Kbm0t4eLjDOjtrzR/k7wpF9ZtchjMZ7hTjfVTyUPl9rnA2J8v6np4ebt++zcjICP7+/uzcuZPc3Fz5/tl8/u73vA0GAzqdDl9fXzo6OigsLKS5uRmVSsXY2Bi9vb14eHiQkJBAXl4ey5YtIy4uDsDlDetvEo1xNR1gNmDaTojICRSHsLGxkcuXL9PW1kZiYiKrV68mLS1Nvn8uLZ5IhxAehMjISCwWCydOnODkyZMMDg7y5JNPSg8s4LQCkMnelZqaGk6fPk1paSk6nQ61Ws3w8DAdHR0MDAzIS2FiYoKhoSE8PT2pqamhoqKC3NxccnNzWbRoESkpKQ6hTFcVOA8KZXh2dHSUW7duUVdXR0hICGvWrCEqKgqwew9c8eJRKiJNTU0UFxfLeXybCifB0QsyOjrK9evX+fjjjzl8+DDNzc34+Piwc+dOnn32WVavXk18fLxLrKlyD5pMJsrLy+np6SEkJISQkBBMJhMGg4GIiAiSkpIA0Ov1Mi3CYDAwMjLC2NgYJpMJnU7H0NAQPj4+hISE0NnZSXl5OWq1mvz8fFasWCE9sdO5r+/lSf6mckMpS00mk9M9sMpzpdPpGB4exmq1kpaWxpo1a2b9fThZQa+pqaGmpgar1UpISAgWi4Wqqiqam5vRaDTo9XoqKiro6urCw8MDvV7PxMQE3t7e+Pj4UFJSgtVqlcqrxWKRebKuBOUdqlKpaG1tpbCwkKamJpKTk9myZQvR0dGA4zmy2WwyhVC53kJ3grkZkX5UmFbPq/Kwtra2UllZCUBERATZ2dnExMQAyNyQuQIxF6PRiEqlQqfT0dvby+3bt2lubmZsbAyVSsXjjz9OUFCQg1dspmG1WjEajbJYpbCwkP/yX/4Lg4ODD/wdg4ODlJaW8umnn7Jlyxa+//3vk5SUhKenpzyIs319LRaL9ORcv36dX/3qV5w7d478/HySkpKk8mo0Gl1C0REQCoBQQtra2rh58yZGoxGAhIQEAgIC5PvnenGBUnHt7+/n0qVLfPzxx5w7d46BgQFiYmLIz8/ntdde46mnngLsio8rGCVms1nmCY6OjnL48GEuXbpEfHw8ycnJUiFKT09n69at+Pv7U1dXx8TEBD4+PoyOjtLZ2UlfXx96vZ7h4WHa2toIDg5m3rx5VFZWcuLECQDeeOMNIiMjmT9/PmDf/9M1f8HeMDlt4Jvsw8lpA8oUH2dBOZ/g4GCioqJQq9X09PTQ0tLC0NAQiYmJgOt7GaeCMqWssrKSgwcPcv78eaxWK5GRkRgMBqqqqmhqarrvd2g0GoxGI2VlZeTl5fH0008DrlsrYrPZMJlMclxFRUX81//6X6mrqyMjI4PR0VH27dtHZGSkfI+Qy1Pty9louDgD0yaNlS700dFR2traaGlpAez5LNHR0TK3ci4pr2IuFouFa9eu8fnnn9PY2EhtbS3d3d2APYXinXfe4dKlS0RERJCfn89jjz2Gl5cXVqtV5qrNFJRGxsjIyEMprkraoPHxcQYGBtDpdFLoikKQ2Q6NRiM9B0eOHOHEiRMMDQ3h6+vrkCrhaoJHmX8GUF5eTmFhoVxjPz+/B/a0CgVD5ONpNBqXm+/9oDSox8bGOHfuHL/73e+4fPkyPj4+rFu3jk2bNrF69WqWLFkiP+cKxVmT0dHRwa1btzhz5gxhYWFERkYyMTGBXq8nJCSEU6dO4ePjw9DQEAaDAU9PTwwGA2NjY+j1eun1GR8fR6PR4O/vL4vTAC5dusTSpUunNZ9daRBUVlby3nvvMTw8zKZNm9i8eTNhYWHAg7GzKL20FotFpqmNjY2xadMmMjMzAbtxqczrnSlMPicZGRmsW7eOyspKGhsbOXv2LKtXr2bRokVyDrPpbCmfa2lpKW+++SanT5+mv78ftVot78TR0dH7fo8odhJQPgNXVuTF2MxmM9XV1dTV1QFw+/Zt3n77bXx9fXnppZfkczCZTDIvdmxsjK6uLqxWK35+fvj5+RESEiLnPhsNGaHHCIgUykeJaVVexYXZ2dkpKWfAns8zOaF5tkNZEDMyMsLly5f56KOPOHr0KO3t7fJ9wcHBDA8Pc/jwYQCCgoJ45ZVXiI+PJzc310EZnAmoVCoHRTk3N5cnn3ySmzdvystFrVZLwSQ2pZeXF+Hh4aSmpuLh4UFZWRl1dXWMjo4yPDyM2WzGy8tLep9nq3GiNKxMJhOdnZ1UVVUxMjLC2rVr+c53viO9JYBLeHiUEAqbmENvby/19fUMDAwAdoNDp9M90Hd5eHjcdfHPlpQQsY7ifJ4/f54//OEPHD9+nMDAQDZu3MiePXvYvHmzjAiZTCbA+Ws62Xs+MDDAzZs3aWlpwWq10tfXR19fn3x/d3c3NTU1D/U3ent7JYWawWCgoqKCP/7xjwQEBLBv3z6HFKdHNR9xmQ0NDXHmzBnefPNNhoaGGBwcJCkpyUF5/Sr5ofQMDwwMcOrUKf785z8zNjaGTqcjIiKCsLAwp8khpWLt6ekp5X1UVBSNjY00NTXJMwmzq2BLeB7F/qyrq+Pjjz9maGgIjUYjIxciBK7RaAgICMDX1xez2SyfibiLfHx8CAgIIDc3l/z8fPl3xHtcEWIvT0xMOMjTmJgYfH1973Lg+Pj4YDQaqaqq4urVq9TW1krPsp+fH3l5eWzYsIHw8PAZncc3gTJtZCpldbJCC19667+OYjutyquo4u3v73ew6uFuvsHZDqGsAVy9epWf/vSnFBYWykpKgfHxcUkfAsiLNC4uDi8vLzIzM1Gr1TOWAztZIVmzZg1BQUGcO3eOhoYGwsLCSEtLIyoqCk9PTwfqk7CwMBYsWMDo6Ci//OUvKS8v59atW5SWltLX18e8efNcsiDtYTBZWFosFgwGA0FBQWzYsIEdO3bg5+cnO8m5opI++awpL8ZvGoabLV4BMT69Xs+FCxcoKCjg1KlThISE8OSTT7J//35Wr15NZGSk/Iyr5JtNzkuvqKjg888/p62t7a73CkNRKWOUrympiqb6O6LaW/yd6upqqcQ/KpktDH0hF0pKSiguLpaXflVVFVVVVcyfP5/AwMAHWgOlF7erq4uTJ09y8eJFNBoNH374Id7e3jz//POEhoYCjvRozoDw5guHTmJiIhEREfJ1V9l7XwdWq9VBWTObzfj7+5OQkMDo6ChGo5GlS5eyYMEC9Ho9FosFf39/mXudkpIin4fymTg7bed+ULL1KO/TrKwsfvKTn7BlyxY8PT1lsRrYow0///nPOXXqFCMjI3h4eEg9afv27QQGBrJ+/Xq8vb3nhL6k3BdKWfR19/m0Kq/wZU6lMhQwlyAEsZeXl0wVeOeddzhz5gwmkwlfX18SExPR6/WSJiw9PZ2srCyGh4e5dOkS5eXlHDx4kPj4eOLj4x+pl+Nh5gH2lI5Vq1YRERFBa2srwcHBJCYmykrrqTxtooJUrPH169e5cuUKTz75JN7e3pKQezby3ZlMJhkyHRkZobKykvr6eqxWK0FBQVIQ3Y8w3plQWrU6nY6enh6Gh4elQgL3V0pMJpNUnkZGRujo6KC/v5+AgAAyMzOlMuCKqT8iNC7SG8R5+9WvfsWJEyfw9vbmpZde4vnnnycnJ0d6+gwGgwx1ugIm542XlZVx/vx5enp6pBIocg3FnAV8fX2lUqhMm/Dx8SEiIkKmbanVahklSU1NJTk5mfDwcHJycqZFaRBnZXx8nNbWVoaGhggKCqK3t5e2tjYaGxsZGRl5YOVVqYwPDg7S2toqlcOioiIiIiJ4/PHH5X4V+2KmIOYr1lCwDfT39+Pt7U1eXh4JCQny/Q+ivLoqW42Xlxf+/v6Mjo7i4eFBZGQk+fn5bNu2DYvFwsDAAFlZWWRlZUnPq6+vL15eXgQHBxMXF/fIi/emE0pFbHBwkJGREflabm4u27Ztk/eE2KcDAwMcP36cjz76iKGhIeLi4pg3bx59fX0yUuDj4+MyMuh+mNyMwWw2MzY2xsTEhJQtQUFB+Pv731OWiJQ0Eb1+kLWedlNGHFhXO2CPCspiq5GREd5//32OHDkiLxCLxcKCBQuIiYmhsbERHx8fnn76aTZv3kxDQwP/9E//xPHjx7lx4waffPIJsbGxrFmzRiqwM3VoJ69Peno6qampd+WaqVQqh6KX+vp6Dh48yNmzZ+V72tvbOXHiBDExMaxatWpWk22LwzYxMSFTQZqbmwG7AGprayMhIcFlCbeVYxocHKSpqYnW1lYHDtCpQjkCGo2GsbExamtruX79OteuXaO2tpaYmBheeuklduzYIXPXXQ3KgoiRkREKCwv59a9/zaeffgrAzp07eeWVV1ixYgXgaIi60loK40Ggp6eHxsZGAJmaM5UnNSIigvj4eLq6uujq6pK/9/HxYdGiRSxevBi1Wo1er5c5sQEBAezYsYMNGzbg5eWF2WyWF++jfCZKmrLR0VFGR0eZmJiQrytlxoPIQLHONpuNnp4eeWmazWZMJhO9vb0PbLBNByYrmn19fdTV1dHf309kZCQLFy4kPj5evv9B7ktXLa5UepTVajXJyck89thjfO973yMkJETuVx8fn7vWYbZRESoLrwwGAzU1NVRXVwOQl5fHypUrHd7v7++P0Wjks88+45NPPmFoaIi8vDxefPFFsrOzpSc6JSWFRYsWuaxsVUI4tQwGg0xLE3vbw8OD0NBQ4uPjSUlJISIiQjoTvLy8pJdacKeL73sQzJgf3lU336NET08P5eXl9Pb2So+HRqNh5cqV7N27l87OTnQ6HcuWLSMyMpKYmBhefPFFOjs7KSkp4eDBg6hUKvz8/FizZg0wvVW+U0FU/CqLcYQ3RxRfCUsZvqxer62tBeyXqclk4uLFi+j1evr6+ti1a5c8hHq9flbkOys9JSMjI5w5c4Z33nmHa9euyfdMTEwwMTHxlV2NnAmlt81qtTI6OioNK5HPPBkeHh4y/0p49D744AM++ugjhoeHGR4exs/Pj6CgIMLCwli2bJn0Trtis4axsTEuXLjAb3/7W44cOQLAqlWreOGFF8jLy5PCVxTJuNo6TlZelWumLCZLTk5m06ZNpKamotPpCA4OJjY2lqGhIcnRrFar8fb2Ji0tjbS0NNm0QnhM/Pz8yMzMdGCgEGOYDuV1bGyMmpoaSkpKGB8fJyQkhOXLl5Obmys94feDsmkIQG1tLSUlJfT19Tk8M2ev6WTlVa/X093dzfj4ONnZ2axZs0amWSnzRydDFPsAUo6KVKbJjVNmEsrnKxpkALI+IjAwkJCQEACHuU21LsILNxscX0oP/sjIiORzDwwMZOfOnTz22GN4e3szPDxMUFAQKpWK5uZmTp48SVFREcHBwTz11FN897vfJTo6momJibuaHDh7794LItKjVqsZGBigtLSUixcvcv78eaqqqrBarSQkJBAfH++Q3+zr60t0dDTx8fEkJiaSmZlJVlbWQ+/dGdGK5jJ3pPC4mUwmGhsbpfdAp9Ph7+/PmjVrWLt2LZmZmbLiFZCLvm3bNgwGA//yL/9CaWkpR44cYeHChaSmpsrCkZmE8mJU5jOKjSXorwRiY2PJzc2loqKC8vJyjEaj9PRUVVXR09ODp6cn27dvd7hkXBWTw/8DAwOcOXOGX/ziFxQVFeHl5SXzAoX3QOm9dDVBIwS/1Wqlq6vLIaQlLkLleioLvMRcrl69yqFDh6SBolKp0Ov1VFVVcfv2bRYsWOBSyquYj81mY3BwkEuXLvGv//qvskhy1apVvPHGG6xbt06O+160Na4A5fO0WCyMjY05/NtmsxEVFcW2bdv44Q9/KItclIbi5ArurzKIhYIklIdHua+FR3VgYICioiLJCgAQFxfH0qVLmT9//gOxAij329DQEBcvXuTzzz+ntbXV4X3CKHcmlH+/o6NDVqSHh4eTlZUl3zOV8io+q8xRFzmEGo3GKalmSijnNpmFxGg0MjIywsDAAGFhYRgMBqxW610pV/ClN9kZjBBfB0rZ2d7ezpUrV2hubiYzM5NVq1Yxb948wPFeUNKGxsbGsnDhQskDq1TWXbGeQBjSyru8q6uLoqIijhw5wrFjx2SUJyMjg+joaMLCwhgfH6esrEx6pcHevTA5OZkVK1bw2GOPsXz5cqKjo/Hx8XmgO2RGlFdXeviPCkoSYbBvyJqaGocCrdWrV/MXf/EXDrQ7AmLTh4WFsX//fqKjo/nHf/xHLl68yLlz51i5ciVBQUFSKM20UiA26VRJ1cpxJCYm8sQTT8h/l5eXy/+3Wq2cO3eOsbExWlpaeO655wgNDXXIs3NFiKTyvr4+Tp48ya9+9SuKiorQaDSsWbOG1tZWqqqqHJQIV8zJUuahtrS0cP78eXlhApLUXimArVarzPO1Wq2cOnWKX//61zJMDfa5+vr6EhMTQ1RUlIPS5wrPQHS1q62t5cKFCxw6dIjPP/8csCuuP/rRj9ixYwcxMTEuvxfhS4NSp9NRVFQkLz74UinNzs5m165dDl2alN6bh1UGhHx7lAqfUtkCOx3XH/7wB4f5iLV40PVQ7rfbt2/z2WefcePGDcA+f71eD9hzf51pVCmf4/j4OJWVlZSWlgLcdVlPdYYms4YANDQ00NPTQ1ZW1gN5qacTyvkpxyi4sZXFOpOLCZX52krFzRU5XSdDrJXNZqOqqorr168DdqVUWfypXFMRsQOIjo6WHmlwTJdxRYjoqbe3t0zLKS4u5sCBA5w9e5auri4yMjJ46aWXWLduHUFBQTK1qaSkRNb41NXVMTg4yODgIBUVFZw9e5a1a9eye/du1qxZQ2xs7FeOxSkS++sKERGyVlKtTAd/2INgsjDp6OiQ3ULATpHxxBNPsGvXLjQajVRqfX19ZThE5AYFBwfzxBNPUFJSwsWLF6mvr6etrc1hXko2g5nAV9FbiTXw8fEhLy9P0pucO3dOFpL09fVRU1NDYWEhAwMDjI+Ps3fvXlJSUhxyeVxB4YEvK5BFnufJkyf52c9+RklJCRqNhu9///usX7+ejz/+WIZFlIn4zvY4ToZSee3u7ub69esOtG1qtfou4alci+bmZg4fPsynn36KyWQiJCREKntZWVmsWrWKBQsWyGcAzm3zLBpECM9iUVERv/nNbygrKwNg5cqVvPHGG+zatUs2lZhMFedqUK7hwMAAFRUVkuRdmTKQmprKqlWr8PHxYXh4WBoYwmsqir6Uxujkcyden1wx/agg5J1QXtvb2zl//ry8DA0GA319fXR2djI8POzw2XvJCHHmBI1ddXW1Q2QE7Pn7GzduJDg4WH7OmWsunrGyOcPExIQ8h5ND8PDluWpubqa9vZ3u7m6qqqro6OggISGBFStWMH/+fEJDQ6Xnc6bkkdJTarFYaG1tdaj58PT0xNfXl6CgIMCe92kymdDr9bL6/n6pZMrmFa4iY5X0dTabjaamJsrKyiQDiFgHAeW4lWuj0+kcHF5iP4iInrOhpLcSOoG/vz9g75p64cIFjh8/zunTpxkYGCAvL4/vf//7vPTSS7I4UmD58uVs3ryZ6upq6YVtaWmhvr6e2tpa2tvbGRoaIjAw0HWV16/LYyoUVmV1m7M28+RUCJGsPDQ0RGhoKLt27WLVqlVyAysTkwWEMi4glABhkSiJjJ0d8pqMyQcrMzOT2NhYnnvuOcxmM52dnRw9epRDhw5RXV1NRUUF//iP/8jg4CA//vGPiYuLcznlVbkvr127xu9//3tKSkoICQnh9ddf56/+6q8ICwujuLgY+LJdIbje+kyGWq3G39/fgWxe0Nco6Wg0Gg2enp4yzFNXV+eQY5ecnCxTRfLz84mKinKZHvLKMfT19XH58mWpuG7atIlXXnmFHTt2SMXVFcb8VVBSZI2MjMjKfLCvqbIIScgWscbKwrPJ8soV5q28GJXNNDQazV15vfeCeE3MXSlPhTGzfft2nn322bv2+UxCaWj4+PiQkJBAWloat2/fxmQyOczxXuvU2NjIkSNHOHLkCLW1tRiNRvR6PXq9nszMTF588UV27txJUlIS/v7+M3I3KoscDQYD169f58aNGw4MF4Jpp7GxkYSEBAYGBujv76enp4eenh5iY2PJzMyUjD0REREOxpOryBcllOfSZDJx+/ZtqqursVgskjFBKHlwd7MF8e/x8XGXZmIS41SpVA5nq7+/n3/913/lT3/6E93d3eh0OiIjI3n++ed59dVXCQwMnNKhk5aWRmJiIhs2bGB0dJTW1lZu3rzJ5cuXuXXrltwXDwKnKK8Pc9ELgmMh0KY6kAaDYcbzZJQHSWxkjUaDzWYjKCiItLQ0IiMjHaoRp/qOyd8D9kvq+vXrlJeXs3z58ocKo800lDQ+wcHB0rsh6LViYmL44IMPpEf24MGDBAUF8fzzz0tyf2fTLAkvgbe3NxMTExQWFvLmm29SWFhIcnIyP/7xj9m7d6/sFy+EkkgfCAsLc2ji4CreAeWeiY+PZ+3atZSXl8viHZvNJiu9J1P5DA0N0dTU5JAaERQUxLZt21i2bBkxMTEkJiZOSyX6w0LsQeEFaWlp4cMPP+SLL74A7CH1Z555hieeeEIqrvClQjHZiIS7ZdTkSM9MzFdJ9QX21I9z587R2tpKYGAg8GVuqujStHHjRodceWUBprMvfw8PD7lfmpqaqK2tlWMymUyo1WqysrJYvnw5UVFRDjRt4vNin4pzJgoLxT0xGSqVnY9a8FSLz830s5js6Ojq6pJ5uT4+PlMqOkru2osXL8qCUdFARonS0lImJiawWq28/PLLBAcHzwiVllLeGQwGWltb6erqkr9Tq9UMDQ3Jrn5BQUFMTEwwPj4uaaVCQ0OJjY2V92RiYiKJiYlER0eTmpp6F1G/KyiySuXVaDTS1NTE7du3MZvNLFmyhE2bNjmwRyhrYwSNFNjTC0SLeI1GcxfTiTPuRlFwJ9holIZhdXU19fX1XL9+ncOHD8soUEBAAPn5+WzYsEHKJjFfs9mMwWDAx8cHHx8fyTIQFBREXFwc8+fPZ8WKFdTU1KDT6cjOzn6gcc4IVRY4WsSRkZEOocb7QVlBqbxkhOLn6ek5La0LvwpKT4aowtfpdDKHcHIBz728jMp/K5/JjRs3qKmpITMzk/DwcJdRiCbjXsaERqMhPT1dtq0cHBykqqqK6upq3nnnHfLy8qTyajQaH3g/TAdEcZJOp+P06dP88z//M4WFhaSmpvLXf/3XvPzyyzKkNzY2JvN92tvbqaqqcqiMdiXlVdmtLSoqivz8fI4fP05RURFgD1k1NzfT39/vsE9VKhXDw8M0NDQ4tAoODg5m1apVbN682SW73ahUKkZHRzly5Ai//OUvqaurIykpiaeffppNmzZJxVUZihUhXFc2DgVGRkZk7rGgtxKorq7m/fffZ2hoiLVr15Kamoqfn5/LzEsoYiqVivb2dj766CPOnz/v0BTB19eX3NxcNm3aJCvvv0r5EkrB/dZQp9MxNjbm9LxQAYPBQFtbm8zHFbJHhNXFuVXmYh87doxf/vKXAA5MEAkJCWRlZdHR0SFzDxcuXEhMTMyMeJeVa+Pl5SXTkMQZ0+l0tLe309zc7ECneD8kJSWRlpbG/Pnz2bBhA2vWrCE6OlqutSvIHWUajsVioa2tjbq6Omw2G0uWLGHLli0EBgbK1sxiHfv6+qRcFcwa6enpcq3MZjOjo6OyCM8ZTp3JRYGCpaa8vJzjx49z9OhRysrK5PyV6ZNNTU2S/1vp1Jt8vyuNudDQUJYtW8ayZcseapzTLtmUVhnYvVbZ2dkOIZypYDQaHR6iwWDg9OnTXLp0CbPZTGRkJLGxsSxfvpz58+fLz82U8iAWVWzK7u5uSkpKALsQDgkJcVgwZdjoXlBuVJVKRWhoqFSaXL2oRHiJlGTDHh4eBAcHs2fPHsbGxujr65P5WpNz2pwBYWEKwVFYWMjPfvYzCgsLSU9P59/+238rFVdx+Xp7exMYGEhAQIA0WpTC1BWT7cW+CwwMdPDwiLwzJcQ+a2hooLi42CFH1sPDA39/f7mvJ3srnQVlkUdNTQ2XLl2ShWnr1q3jmWeeITc3F5PJhE6nkx48Ly8vpxi+D4rJEZuUlBS2bNnCwYMHMZlMmEwmOZf+/n6Kioro7Ozk4sWL5OTksHXrVof2msK76YzLXym/RkZGqK2tpaurS0YsjEaj9CIrGSC+aqzidU9PTwIDA6c8f97e3pLCT0nzN5NQyn9/f3+ysrKIj4+nra2Nvr4+bt++TXR0tIN3X4y5uLhYFneBXbnbtWsXqampZGZmkpOTw7lz5/jJT35CSUkJx44dIyMjg/nz50sKtOkyNpU5xz4+PuTn51NYWCg9w1O1BP0qNDc3Mzw8LPNIT506xdKlS2WO/UxzoE8FEREQVIqNjY3o9XpCQkLIyMi4K99ToL6+nhs3btDb20tiYiJJSUmSaQDsRYe//e1viYuL44033iAoKMiB2nC656R8noODgzQ3N1NdXU15ebnsuKdkDBB7enh4mKKiIsbHx7l48SLz5s0jPj6erKwsFi9eLM+ciKYooydf18iatqeh9DQqlUlfX9/7egSUidBg1+Tb2tqor6/n8OHDHDp0SBYjZGdns2XLFnbs2MHChQtntHe1UrCOj49z69YtmaydmprKwoULHTw99xIe98pvEm3ylHk1rqy8Ki9acfmIZPyMjAy2bt0qlSGbzUZnZycjIyMEBQW5BEVRW1sb7777LmfPniUuLo6//Mu/5IUXXiAkJASdTsfExATh4eFoNBqioqKIjIzEZDIxMDDA2NiYZFGYmJhwqc4oygiBt7c3fn5+0rOj0WiwWCzU19fT2NgoC+na2tq4cuUK5eXlDmkDYWFhDuwXD9JzfiYg0h8qKir4+OOPuXTpEmBn+9ixY4ekIZqKB9NqtcqOY56enkxMTNDX1yfbOJvNZry9vYmMjJTz9/HxmbGzqBxvVlYWb7zxBn5+fhw/fpy+vj6pnIiCpc7OToqLi0lLS2NgYACr1cr8+fPx9vaW+fOTO3bNBJR3QGBgIKmpqQQHB8sUFiH7qqqqOHbsGCtXriQwMPAuGiWlt0d4vUT6QENDg0NfebDL3p6eHvr7+x2KQJwRjhVz1Gg0JCcnk5GRQVtbG/39/TQ0NLB48WICAgKkoq9SqaiqquKdd96hpKQElUpFXFwcW7du5aWXXiI7O1vek+K+6e3tpaOjw8E5MN2pEoLeS6PREBAQQE5ODunp6dTV1REbG4tarZbROGWER+xD+NLbZzKZGBwcZGhoiKGhIRoaGvjiiy+4dOkS7e3t+Pn5sWDBAjkvZ8kfURsAdoadmpoaAPLz80lLS5PvE/msIpTe2tpKaWkpVquVgIAAfH19GRgYoLe3l9bWVo4cOcKZM2fYsmWLA+XfTECZwlNTU8P169epqKjg+vXrXLp0STo6fHx8CAoKwsPDA71eL/lbdTodly5dorCwED8/PxISEli5ciV79uxh48aNhIWF3fOuVxbjP2h3w2mVwEK7Bhzc5o2NjQwPD8sFVUJpoXd2dvLLX/6SQ4cOMTExIXPzwK4Y3bhxg4qKCo4dO8Ybb7zBK6+8QlhY2LSTjYsHDDA6Osr58+dlYQjYPSSZmZmSUeBBBeXk8So9BF+3yM2ZEPNXqVRkZ2fz9NNP09TURGNjIzdv3mTjxo3k5ubKZzmTlrRYE09PT7q6unj//fc5fvw4Pj4+fO973+OFF14gPDwco9F4l/CIiIggJCSEW7ducfPmTXbv3k1CQoJshezl5eUSSh04Kq9RUVHS0u/s7JQ8qIcPH8bX15d/82/+DfHx8Vy7do0vvvjCoQo2NDSU1NRUmcelzEV0Bibn2t28eZNDhw7x/vvv09nZSVRUFC+//DK7d++WhSBTrUlJSQlXrlyht7cXtVpNb28vlZWVdHV1YTAYMBgMBAcHs3DhQhYuXEh2djZLliwhLi7urnFMB5SKWkBAAGvXriUmJobFixdz7NgxmUbQ29srUzxsNhvNzc0cOHCAmpoa1q9fz/r161mwYMFdCuFMQXlpxcbGsn37dkpLS6UXx8vLC6vVyo0bNxgfH+fUqVOyfa3wPE0uzoIvn7/VaqWpqemuYg+r1cqZM2dITk4mJSVFRh6EsTKTUD7ziYkJqWibzWb6+vrknSjkodFopLS0lBMnTtDe3k5ISAjPPfccL730EgsXLnR4DteuXaO/v5+QkBDy8/Pl/gSm3ds+mZkmNTWVffv20d3dTWhoqDSw7tXyVayFn58fQ0NDXLt2jWvXrjnQtdXU1HD48GESEhIIDw8nOjr6oTqwPSooCwvBnq5z8uRJamtrSUhI4PHHHycnJ8eBEUmZnzw0NCQZiUR+/tGjR7lw4QIXL17Ex8eH3bt3853vfEemh0x3ly2lDJuYmKC4uJgPPviAs2fP0tfXx9jYmFRcvb29WbRoETk5OURHRzM8PExnZ6eMYtXW1lJZWYnRaKSxsZHW1lZqa2tpbm5mz549pKSk3PU3lc8KXKDDljLXdbKgaGpqor+/X16EykOoVquZmJigpqaGQ4cOceDAAZkU7OPjw/z580lMTMTb25u6ujpZyX7t2jV27txJWFjYtG9kpcU3MDBATU0NAwMD8nWLxSIVc6G83gtTFWwJuHoF+1dBWcQUFhbGypUrmT9/PtXV1TQ2NtLd3S29QuJ9M3WhKPNs6+rqOHHiBN3d3WzevJnnnntOes1FcrmSBNzPzw+LxYLRaKSnp0deiJ6eng7hIlcoLFBGCDw8PFi9ejUVFRUcPnyYoaEhVCoVjY2NfPTRR2RlZbFo0SKKiooc+GBVKhWBgYFERkbKgjxPT0+npg0IAxWQBSGff/659ORpNBqH8N3Y2JiM4hgMBsxmMzU1NVy+fJn6+npp9Tc3N09Z/VtfX8/Vq1fJz88nICBAKgcibWS6lQMBb29vFixYQGRkJAkJCTQ3N6NSqejq6uLWrVvU1dXR0dHB+Pg4zc3NtLS00NLSQl1dHfn5+axZs0Z6rmBmc7SVodacnByef/552f1MKN5Go5GKigoaGhqkLFCmj1ksFpmeNFl2Go1Gh0iBWq3GarXS3t7O8ePHiYqKYteuXcybN8+BxWUmzujkCGR4eDiZmZlUVVXR29vLrVu3WLZsGfHx8Xh6ejI8PMyFCxc4deqU3NNJSUls3ryZRYsWyUI8i8VCYWEh7777Ll1dXTz++OPs2LGDuLi4GfWwK42T+Ph4nn/+eQwGgyyiFOdr8jMRiq2Itk5MTLBs2TJWrFhBZWUlDQ0Nsh13dXU17733niz41Wg0d6XvTTeUcxgZGeGLL77g6NGjDA8Pk5KSQl5enoPhoEzTArusEorgwMAAH3/8MRMTE7S1teHj48POnTv53ve+x+LFi4H7R20fFQSvN9hTBQ4dOsS//uu/ylRPLy8vVq1axfz582VXrNTUVKKiojAYDHR3d+Pr6yuV146ODvz8/KitreX999/n8uXL2Gw25s+fL5VX5d/8usxR05o2ICwyUWUmINgBlO9Vfqa9vZ3f/e53/OY3v8FoNBIREUFaWhpRUVHk5eWxZcsWNBoNb7/9NrW1tVitVvz8/GaMCkb53V5eXoSEhDh4kUUb2MktFh/me6f692yEuLDUajVBQUFSmejs7KS1tRWDwTDjyutkr2Fvby8VFRWAvaJeUJ6JqlCRexYQEIDVaqWiokIaKwaDgf7+fvldSg+DK6yfMvHew8ODFStWMDIyQnNzM+fOnZNnpqGhgU8//ZTq6mpu3rzJyMiIQ4h2YmKC4eFhxsfH7zprzoCS7F6n01FdXe3QVclkMjmsy5UrVzh9+jTFxcUMDw+jVqvp7u6mu7ubkJAQYmJiZEeqycqrSmXvKFZdXc3Y2Bjbtm2Tr01nPuH9EBkZyVNPPSXHJ9ozfvbZZ3z++edUV1fLNSwpKaGqqooLFy7Q1dUlqXxgZpVXcR+IyNWuXbtkgc/Bgwelp39sbMxBCRWfhYcz6IXCJDzzok3p/v37JfPATCk+ky/n7OxsNm3axM2bNykrK6OwsJC1a9eyceNGAOk5P3LkCAaDgczMTLZv3052drZUyj08PJiYmOD69esUFxfj4+PDsmXLZLX2TKb2KOcWERFxF0PAg0DMaf369QwMDFBcXMzbb7/NyMgIExMTGAwGCgsLyc7O5rnnngMcK+NnAuJZ6vV6bt68yZkzZ6Shn5eXJ+tvlIaaKL4rLy+X+grY6aY6Ozvx8fFhxYoVfPe7372LEWUm1k55FxoMBjo7O6XiGhISwsqVK3nppZfYtGkTYWFhDjzQytxVm81GXl6e1HvOnj1LSUkJxcXF9Pf333WmvymmbcWF1afRaEhLSyM5OdnhdWXbSpEvI6qcKysrpesZ7F0oXnrpJRYsWEB0dDQZGRnS9S5adKakpEgqI/F90yWUlZQtERER5OTkONDTTNVy815QvuZshWA6oBTaYq0AampquHHjBjt27JBVtkqFZLqhfNbj4+P09vYC9jDy//yf/1Na9cKzZrFYJI1Jb28v3d3dgJ2+6Ne//jXFxcWyx3hycjLr1q2TbApThcxmGsJL6uXlxYoVK3jqqafo7++X6S5ms5mrV69SVlbG0NCQpHIRXKLDw8MMDAwwMjLi0DnGWVCun9VqZWhoiPHxcUl2bzKZaG9v58iRI3z++ec0NTXJNYiNjSUvL0/S9oSHhxMZGYnBYMBisaDX67l69Srnz5+ns7MTjUYjC6SMRqNTPc7CizU5LywiIkKmFCxdupSKigpKSkooKSmhqakJg8FAVVUVBw8eZGJigscff5yFCxc6NKiYKYgz5enpyfLly9m/fz/BwcE0NTXd1UhDYCqv3VfJS+V7xsfHmTdvHnFxcVIRnsnK9clsHl5eXgQHB8uLvqmpia6uLqkI1NTUcOvWLZm7umnTJp599tm7opUiJ1FQDC1YsEB6+5xZmf91/q5yP4eFhbF582bZ1OLKlSsyxUTw98LMtp5XyvGOjg4+//xzzp07B8BTTz3Fq6++KmV+R0cH9fX1dHd309HRQXNzM7dv33bQazQaDStXrmT16tVs3ryZDRs2yAjfTBrFyrtJcNQLZo7MzEyWL19OXl7elGme4MgFK/Zza2srFy5ckKksS5cudfBIP4p5TavyKiyiiIgIYmNjCQwMZHR0lMHBQa5du0ZsbCzh4eEO/Kx9fX3cvHnTwWuyfPlynn76aRISEgD7xjh16pTcOMnJySxYsMChIGG6ISwrjUZDdHS0w8I+SLs/8XuhrA0PD9PX1+fw/a6mzE4unniQDThZOVdWd9fX1ztUu89kDqVSUAoaqeLiYjo7O2lvb3fg1xRQ5t8JDAwMcPjwYc6dOydb++Xn55OamurAY+ts5VWZ9xYWFsaTTz7J4OAgvb290hAU6TngmLyv0WjIysoiKyvLweJ2Zl6v8nz19/czOjrq4DEV3qmGhgYuXryIRqORnr6EhAQ2///Z++/wtq/8UBN/CYIkQLD3XsQqkmoUVajeJUv2uEi2x23G3inJ4k5ms8n95W7utpvdJ88m2d1bkgk2E2fG9ow97pY8lizZkkV1kapUoUhRFEmRYu8FBEC03x/QOf4ComTZFgmAwvs8eiii8Ryc9jmfun79fTMNfPXVV3R2dtLZ2SlT1wBe0bKCewCsmEvKgBextkpKSigpKWHt2rWcPHmSrKwszpw5Q2trK4ODg1y6dImOjg46Ozt56aWXZBlq8RkzfVg6nU6WL19Ofn6+TML/xz/+kY6ODsLCwmQ0snDxMZvNTExMuBVnuBdKt6W1a9fy8ssvs2LFCpklxJvlRz2LKjidTnp7ezl//jwWi4WTJ0/KC3VRURE7d+6UmSNGRkaYnJykra2Nd999l6+++org4GA2bdrE0qVL3aye3ozG/7aWUKEkEEGSGo2GuXPnkpeXJzP5gCsWxGKxyGqVM9VHpfDa09PDqVOn6OrqIiMjg82bN5OXlyddGa9du0ZNTY30nxeFRZT7VkFBAf/9f//f89RTT8n5LTL1zOR5oTznoqOjeeqpp1i8eDEmk4n8/HwpyJpMJre0X8q+iEv1+Pg4Fy5c4Pe//z3vvfceZrOZJUuWsGnTJgoKCuTrH8a6m1afV+Wk0mq1ZGRkcOPGDa5fv85/+2//DYvFwksvveRmXh8dHeXy5ctcuXKFmJgYXnjhBX72s59JwbW3t5fDhw/z3nvv0dDQQHJyMi+++CKLFi2Sn+GZ6He68fTnUR4q9wocE5tnaGgoY2NjVFVVyZrcwF0VUrxtghaXEaUf1YMsMGW7lQF84DLRe6YHmwmCgoLcBJfFixfzH//jf2T//v3cuHGDyMhIsrOzZbCBMrJZ5FO8fPkyISEh5ObmkpSUJC9OarWa7Oxstznt7bFTtkFswPn5+Wzfvl1Wourp6ZG+dYDUYDqdTpKSkvjRj37ESy+9REJCgvwMbwqvYsMdGxvj2rVrdHZ2uj0vLgxr1qyhoKCA4OBg8vPziY6OJjIy8htTZGVkZFBYWEhtbS29vb1umuuZzuOr9BlUlsj0dH9RCp+JiYls2rSJefPmcfnyZb744gv27dsnUzOdPn2a5ORkMjIypPA61YVtOhF7SUJCAtHR0SQnJ1NaWsrTTz/N559/zqlTp4iIiGD16tVUVFTgdDo5e/Yshw4dorm5GZVKRUREhHQRGRsbc/v8qKgoVqxYwcaNG1m9ejVFRUXyu/NWLmaxdnQ6HdnZ2W4la+vr63n33XcZGxvjxIkTdHd3k5mZyQsvvMCqVavk+6uqqjh9+jQtLS2cOnWKkZERkpKS2Lx5M4WFhYAr8EZkFplpxLxU5mS/XwC1mLfifBDCK7jO+8bGRreYkuHhYW7fvi3X9Uztr8ozvq2tTWqCtVotnZ2dvPvuu9TW1lJXV0dfX5/bfpqamkpycrJMPwUuN4MVK1a4pZESVl1v4HS6cirHxMSg0+mw2WyybRaLhcnJScLCwtyKhgiEO90XX3zBgQMHuHDhAmazmZCQEEpKSu6y8vi08OpZW7mgoIC1a9cyNDREd3c3tbW1HDp0iKKiIubOnStznd2+fZtr165JTcKqVauYM2eOrId75coVDh48SG1tLenp6bz00kvSnOJZB3o6Ud4stVqtmyCnPNjvZWZURj/fuHGDDz74QEYbpqSksHjxYjdnb29Hr9+rVrbI2zbV68R3JNxHbDab9GvTarXk5eW5ZVSYyY1WbBIOh4P4+HieeOIJsrKyaG1tla4pUVFRUngVwlBrayv/+I//SH19PVqtlpUrV0pfIPFdpKen3xXt6ysov+PS0lJefvllKioqaGho4MyZM1y5coXBwUG3Mc3MzGTjxo0y1dDExITX+iTMqmL8uru7aW5udrPUgGvddXd3k52d7XaxFYyPjzM5OUlQUBAajUZq+cClYWhtbcVoNLpp7zIyMtiyZYtbXunprlwlDvapIrWn0hw6nU6ZIzsiIoKIiAiSk5Pp7++Xlipw+ZyfPXuWbdu2SR/JmXTbgbvrvcfExBAbG0tWVhaZmZkUFBQQERHB2rVrpUtYSUkJWVlZNDY2olKpSE5OltkJTpw44TZv09PT2bZtGz/60Y/cDuGwsDCvaiQFBQUFbNu2jZs3b8q8ym1tbVitVingiBiBI0eOEBoaSktLC4cOHeLAgQOMjo4CyBK48+fPl5/tzQuz0Pp+lzPLM53dVBry4eFhenp6yMvL+06BPt8VoaBob2/nypUrcs+5efMmb7zxBkajUV6gRIrIpKQkcnNzWbJkCaGhoXz66afcunWLkJAQ0tPT5eVFZJ7wZrEe5ZzxHIewsDC3C7/T6cRoNDI+Ps7IyAhNTU0cPHhQZnsB1/mycuVKNm/eTGZm5kOfk9MqvMLXh01FRQWjo6PU19dLM2V9fT3vvfceFRUVlJaWolKpOH36NG1tbYDrC2pqauKTTz7h+PHjVFdX09bWhtFoJDExkVdffZWXXnqJgoICOYln6tairICSnp7u5jYgqmSIylhTLWKlcHv58mVOnDhBf38/Op2OtWvXsmHDBrdbubeEBaU2RwhnSjcPTw27UnhV+u0YjUaamprk2Obk5JCdne22IGZaS+Bp+i4rK6OoqGjKaj1C45Weni7NKOHh4ZSWlrJx40bS09OxWq2yDJ7y/b5ScQvc2xIeHi4jewcGBjh8+DDvv/8+hw8flptwXFwcBQUFbtkWvHmR8twARfCAZ2los9lMdXU1hw4dksEd8PV+pNFo3FwBlBcuoUE4cuSIdOXRaDRs3ryZX/7yl5SVlclLmbfW5f1ckTwtTyEhIcTGxrp9RyaTiaGhITe3HW+6KXnOqcLCQjIyMtxKyoIrDVN6ejpjY2M4HA6Sk5OlK0FNTY10HQkLC6OgoIDS0lK3fs9kCfGpEH/f6XSVEX/ppZcwGo38/d//PUajkba2Njkvg4KCaG5u5l/+5V94/fXXAdeeOj4+LpUAxcXF/OAHP+Dpp592y3TiC8U3JicnpZ+8VqslOTn5W3//OTk5LFmyhIaGBinQA7Ka5UwIe8rqcMPDw1RVVXHq1CkZ1ORwOKRMExMTQ1FREeXl5SxdupTi4mJSUlJITk6mqamJY8eOAV/7fYt9Ryh3fJ3r16/LwKuuri7q6uq4du2arJ4pzo3c3FyeeeYZfvjDH1JYWPhAPurflmnfeUWDNRoNy5cv5yc/+QkhISEcP35cRm1funSJtLQ0dDqdrA8MrsX71VdfYbfbuXLlirxpFhQUsGvXLl588UWpNVCaHryBcuNobm7m+PHjJCUlyYIMZrP5rjYODw9z6dIlzp07J1PFGI1GYmNjKSoqIjw8XB623hAYlJOtt7eXI0eO0NDQQEZGBhUVFeTn57sJNZ4oD/b29nb27dtHTU0NKpWKnJwckpKSfELIU1baUqbkUSaJtlgsREZGuj0mzH/CHDJVEnxfRxxyycnJrF69mpaWFs6dOyc3oaKiIubNm+c2Tt7so6f7Q25uLmVlZSQmJtLT04NarSY8PJzR0VHOnj3LG2+8weDgIPn5+eh0OnJzc0lJSXG7oJhMJumb1tbWRk1NDQcPHpSHZUJCAsuXL+eJJ56grKwM+NqNZrrmrDJFjtFopKGhAaPRKFPVCJ9eUX5SvFYcEg6HA5PJJE3znrk+xfz2Jb96sc7sdjs6nc7N9WZiYoKgoCC0Wu1d2WtE0nTPlGK5ubkUFxfLKkiirrovYDabpUC3adMmqqqqqKqqksK3GMepMi+A66JdXl7OihUrWLt2rXQXmO5g5fuh9MseGRnh1KlTHDhwgM7OTiorK3n++edJT0/HbDbjcDhkbl+lZlVUWlMGnZlMJjd/dlE0xjP/73ShjFkwGo1cuXKF+vp6QkNDyc/PJy8vj+joaFlYKC8vj+zsbHJycqRLjminaLNWqyUkJER+Z9Ody/VBsFqtcr5NTk5KZeDo6ChtbW1cvXqV1tZWTCaT9NEWOVzBVYhhw4YNVFRUUFRUxJIlS+5Ky/cwmXbhVUxKm81GXFwcr7zyChEREYyPj8tyhj09PVN2TKSyEWRmZrJy5Uoee+wxVq9eLf1gvYGnD09xcTGbN2/mxIkTdHZ28vnnn5OamsqmTZuAu33lJiYmqK+vZ+/evZw8eVK6FkRHR5OUlOSWJ9bbOBwOWlpaePfdd9mzZw9ZWVns3LmTtWvXymTFQvBTal7FRirG+osvvmBsbIzQ0FBycnJIS0tzE4S8JbxOZeK6l9lL2UaR63ViYsIt+bm/CLDK6m0hISEkJCQwZ84cN61NWFgYWq3WTZBQ5lj1FsrgiQULFjBv3jwaGxuZnJyU2kSTyUR1dTVjY2MkJSWRlZXFmjVrKCkpkWZ3u93O+fPnOXz4MBcvXuTWrVvyIqnT6UhLS2P58uU8/vjjdwXDTOd3oMyNPTAwwDvvvENDQwOrV6/mqaeeYu7cuVKDfK8Ue2LMent76enpuasU8HQWcvkuCBcOgdLq43lJFu5YQvPmWUxErVYTHx8vy5B7BtF6G+UekZ2dLUtonz17VkbYi/ERFw+n04lOp6OkpIQNGzawadMmSktL3ax+3uyjGCuLxUJDQwO7d++WGuO+vj62bNlCeno6Go3mnhUjPQu8nDt3jkOHDsnqleD67sLDw+V3ON2BhsrPFgHoc+fORaPRsH79eunWotPp3PyMlTLNwMAAFy5ckEVFSktLKSgocNtrZ3otilzJwtf47NmzVFdX09/fj8VikYqAnp4eTp8+7ZYpQRASEkJcXBxz5syhsrKSxx9/nBUrVsi9Rzk2D3tuzpjNS7mxrF+/HrPZTEZGBlevXgVcUdue1VGUFBUV8cMf/pCdO3fKQfdMPzKTKBeY0+lkzZo10o/z+PHj1NfX88knnzA5Ocnq1avvSjMxODjI+fPnOXHihIykXL58Oc8++yxbtmxxS3zvTcTEFumSwOWs/sknn3Dq1CkyMzNJSUkhNDSUhIQECgsLycrKQqPRYDQaGRwcpKmpiePHj0vTSlhYGNnZ2eTl5blVP/L2QSq0aZ4BBkr/Zs8Ib1HWTjwnXCV86aC8H06nE7PZLAWH+Ph4t7V68+ZNLl26xI4dO+RjIhhEaTqf6Xmq/HuJiYls3ryZtrY2Tp48KTdYkearsbGRpqYm6TMfFxeH0WjEaDRiNpvp6+ujo6PDbWNetmwZa9euZdGiRbIwSlRUlBTcp1vwU/rJT0xMcPbsWU6cOEF9fT3gWpfFxcUP1Ia6ujoOHTok1x+4xn0my9x+W0RmD8+oebHXCw2tEF49XSW8mUngQVBmjEhMTGT9+vXU19dz9uxZwLVHlpaWUllZycKFC9FoNJhMJtRqNWlpaeTk5JCZmSkFuJnM1zsVyr/f399PbW0tjY2N8vn+/n6ZPQHutt4ozehi3M6cOcPevXs5c+YM4+PjhIaGotPpKC4ulsLjTOTqVX52VFQU27dvp7y8HK1WS2Zmpiws4YkyEX9zczP79+/n3LlzxMTEsHXrViorK90uazM9X0WAmEgF+P777/NP//RPcm+w2+1kZmaSkJDA8PAwGo3G7RKZlJTEokWLWLlyJaWlpaSnp5OVleXmyiECTadDoTNjO5dovM1mIyYmhp07d5KcnMy5c+dkZY3z588zOjpKZGQkQ0ND9Pf3ExkZSWZmJvPmzeOpp56SZjsRlOBtoUdoraKjo9m0aRNBQUH09PTw+eefy0oxAwMDVFRUoNVqpaNzTU0NR48edUusvmLFCn75y19Kk6A36m8rEcJJcHAwqampbrl629rauHXrFjU1NVKrnJiYyPz582Ug1ujoKN3d3bKaljiQMzIyyMvLk1oRIfB5m3sFpSldPZSCqVqtJiQkRJoiVSqVV6LRvw8i84LYoCMjI+VFS6VS0d7eTk1NDdevX5fVUSIiIrw+XsrNMDQ0lDVr1sg8r9euXZOVbJRBgj09PXdVDhMCXGxsLImJiWRkZMgAi9WrV5Ofny9fP5OXZM+/I8yNra2tfPrppxiNRhnMGhUVJYNGlaZ34TP58ccfc+zYMWk6F9WohoeHpd+e6J+voEwj6Pk4uOagaO/Y2BgDAwNumi6Rk1fgS30TKNMtilSSgpSUFFasWMHTTz9NZWXlPYUz5WXKmyitMWNjYzJvrUClUlFVVYXT6SQ3N1defh0OB9HR0eh0Omm2tlqt1NXV8cknn3DixAm3NFM5OTnMnz9f5rudCdcX5Xer1WplqWiBCJIUiHXoeQEVF0+NRkNJSYk8T70dRAiuPoyNjeF0OklMTCQhIQGTyUR2djbz5s0jOjraTaMcHBxMfHw8CxYsYOnSpVJIdzqdMjYmJCRkei8V0/bJU6Dc/ENDQ1mxYgXz58+XtanHx8flbdtms0nBMCwsDJ1O5+ZX6isaA89DvKCggPz8fHkoHD58mOHhYVJTU91yFTY3N9PR0SFNeREREdIXD77O9+ZNxOaiUqnkJM7JyaG1tdXNAVss3Pb2dlkZRWhHrFarNK+DKwJ43bp1bkKBt/v5bVBqYT1/ev7fX1C2OTw8nKysLK5fvy79Ijs6Ojh8+DCpqank5+dLjeZUgW0zjdgkc3JyeOaZZygoKODkyZMcPXqUM2fOuJnKQ0ND5TwsKipi69at5OXlYTKZsNvt5OXlUVJSQlxcnJsQ7w08D8ySkhKuXbvG6OgotbW1tLS0cPjwYQoLC9387kQEsCgPe+7cOa5evSoDz5RlVWcyUvthIvakoKAgent72b9/P9XV1W65X6cqR+rLiCIYAq1WS3BwML29vTQ1NZGTk+OmpRMoU/l5E09/YyGMCm7fvs1vf/tbDh48yPz588nOzmZycpLJyUmWLFnCqlWr6O/v59SpUzKZ/7lz59xyn0dERFBcXMycOXPkY95MLaVEVI6Dr8fkXukzhbbY2yj94ENCQti1axfl5eVkZ2cTHx8v4zxEKkhP64eI+fAM4BZjMt3zckZPHmECErcST8d7oYm7HyJAwduHpkBs/uJQFJVB+vv7qa+vZ2hoiJqaGsDV/6ioKIxGo1tkoVqtpqCg4K7KRb6wIQnhXK1Ws2HDBtrb22Ud7akQ5ljlZ4h+6HQ61q9fz/PPP++WbshXxvJ+eG6QwkVgcnLygaup+SrKeRYVFUVubi46nU7mVgwNDZWmu8LCQikkGY1GsrKyWLVqlfQ/n2nzpVIjnpaWRkpKCrm5uRQWFrJ06VJu375NUFAQycnJRERESO1saWkpq1atIiMjg7GxMYxGIwkJCXcJCMKlYqaDYJRax9jYWLZu3UpbWxuHDh3CYrHQ29tLX18fV69eJSsri7S0NMLDw5mYmMBsNmM2m2lra5MxA0LDLIJ/Fi5cyIsvvugWUOErwUzfhFLL19PTw4ULF9wKbIArAFFkBQHv76X3QrRLo9GQlJREdHQ0IyMjXLlyBYvFQnt7O52dnaxfv14GJ4sKU94KzJoKpRInPj6elStX0tHRwb59+2hvb2doaIihoSE6OjpoaWkhMzNT7qGtra00NTXR29vLyZMnuXnzJn19fXIvjYmJISMjgyVLlrBt2zYKCgqkz7s3hFehkAHkBf6bYiaUWTNEELe3UbYvODiYjRs3sm3btm89p4T/uchbP1NWOa98g1PlLXxQfCEFyFSIjT80NJQNGzZQXl4uNVa/+c1vaGhokP6FSsFVp9ORl5fH6tWrZcQoeK+SjxJlyiu1Ws2CBQt47bXX6Ovr46OPPpIH+702D+UNVNRvfuqpp2T9bqVPmz/i6Y/nryg3q6ioKMrKyigsLKS6uhpwBRvU1NRw8uRJVCoV4eHhMlXNqlWrZNUq8H4wl0qloqCggLy8PJ5//vkpE2qL38W8i42NdbPqKJlK2zUTiLY5HA6ioqJYtWoVdXV1nDlzhtHR0buKNAiT5L2sAMp805mZmbz22mv88pe/lM/NdFWfh42y7QkJCSxbtuyuij6+uE7FGMXFxbFkyRK2bNnCwYMHGR4epr29nfT0dFlWW8wJX3RNUmqARXEIEYH/+9//Xpb8DQ0NlRcv0R8R3CWEWbFmg4KCSEtLo7y8nHXr1slgS+F36a0MQw+SVUZYLQVC0QGui1VSUpLba32B7ypbeevS69XdSkxWZSJ4MSGVamchJEx3QvCHRVhYGMnJySQnJ5OQkIBOp+Ozzz7j4sWLDA0NERUVRXp6OkVFRZSWllJcXExhYSF5eXnyM3xNoBMatdLSUvR6PeXl5XR2djI8PExXVxetra0MDAzIjVXk9xMsXbqUZ599lsrKSvmYr23A90M570QBjdTUVDIzM71WaOFhoZxrUVFRrFu3DpvNRkREBIcOHbrLpKn079JqtW7FNLy1ESsPC6H1eJA1pMxFbLfbZT99wSVCSXJyMk899RSTk5O89dZbMhG4CLZQZkEAd/9rk8mE1WrF4XCQkpLCyy+/zNNPPy0/29eyDnwbgoOD77LgZWVlsWnTJhkfIV7nK0KCwNNto7y8nF/84hds27aN/v5+goODSU9Pp7i4WBbxAd87G6YiLCyMhQsXypRYZ8+elQWKWltb7xLuBOLcdDgcaLVaVq1axRNPPCHdeZRCoz/NWaXbQGxsrFv2Fl9BBEkKdzHlxUD501Mu89aZ59XdWWywsw0hhKvVarKysnj++efJyMhg//79NDU1ER0dTXFxMUuWLGH58uVutzBfRBziwjRQWVlJZWUlAwMDUnC9cuUK7e3t8rW3b9+mvr6e4eFhiouL2blzJ9u2bSM1NdWtxKy/IDZatVrNxMQEJpNJZlfQ6XRer5X+fRAbk4jaLSwsJC4ujtjYWMLCwjh9+jTgMgfabDZMJhNarZYFCxbw9NNP+8Sly1OD75nH1POgE5pXpYDqi+Mn4gFUKhWLFi0iKSmJoKAg3njjDbq7u6XG1GazycNHIC4ZIko4MjKSp59+mldffZXMzMwpi474G1arFaPR6CaYBgcHk5eXR1JSkvxOfFXxoTz44+PjWbNmDWvWrPFii747ntlZVCoV8+bNIyEhgcrKSpnI/saNG3R0dGA0GlGpVFitVpkzdcGCBbLwhEajYcOGDSxZsgRwjbUyRZ6v45n9Qvw+ODg4Ze5ebyPco/wl1aN/zAI/RGiSg4ODpR9sUVGRzHMaGRlJXFycWxJjX8fTCTs+Pp7Y2Fiys7NZsGABJpNJPjcxMcHo6ChWq5XIyEgyMjLkwasMGvEXhPCqPASjo6NlyVQRYOdv/VKibHtCQgJbt26luLiYgYEBmVMUvnYjiY2NJTk5+aHXrP6+CKFVqd1RJvAXKIMLxO++iFLASU9P56/+6q9YunQpv//976mtrZUVfjzzuArmzZvHpk2bWLZsGQsWLJClVoWA4W8ox9Bms2GxWNweGxsbc7MUBPAOwkKVk5MjM9GMjo5iNBoxmUzS6grIcsbR0dEyfWJQUJBbHMhMBQI9DDzdGXQ6ndSej4yMuFklA3w3AsLrNKDU4IiDNCIiws2nVSDyhApNkC8vSnHjFUFKwrT6bSOzfUHA+bYob/tLly7llVdeYeXKlW5ppfwdMffEwREXF+cW9HI/fOlA+bapg3yl3d+EyWQiNDSUmJgYnnrqKcLDwzl9+jROp5Ouri5ZnVCj0UjBNDU1laVLl8rMCgKh7fJHPLWVeXl5Mig2JCSEpUuX+qU1RGiJlX6fQrPuWSHNl1EKbuJSodPpZNGPb4u/+mQr25uWlsaTTz5JUlISSUlJpKSkyOf8ZX76Gv41G/yQb3IoF9o6bzief1fEovSX9j4MlAf99u3bWbduHWFhYfJxfzG1PAjfRYP8KM0Fb+GZC3Lt2rUsW7YMQKYWFEKr0gfWM7k4+EeGj3sh2u50OsnOzmbjxo1cvnwZo9HIli1beOmll5gzZ47fFQwR4+WZdsmfzgZPHka7/UlwV+IpvL788svs2rULlUrlFicwm86OmcR/dzA/QelPKIImlJuUP5qaPQ8DUVBB6Q4gHhO+rdOdsHgmEAdKeHi4mzDgS1rHh4FSA6uMUvc0u8+WcfUXxLozmUyAK1ju20QIC7eeqUrK+hvCJSQ4OJiysjJeeeUV1q9fz+LFi1m4cCEqlcrN/9df8BdB+9sicpuKc2Kq4gJTFR0S6bD8GXEGRkRE+GSglr8SOHVmCJVK5bNpvr4vvlDhZSbwDEjwd63INxEcHOyWSSGAb6AckwcpkCHm6GwaS2WAnlar5bHHHrvrNYFLle8gzohHcUzudW4E+H48ejMpQIDvid1ulybJgMkngLcQ/vLgXrVHeTAKIc9fTa/fxFRFMWabJSSA/6NMQ+WNoiezkW8tvOr1+uloh88w2/sHs7+Ps71/EOjjbGC29w9mfx9ne/8g0MfZwGzsX0D0DxAgQIAAAQIECOA3BPla1ZEAAQIECBAgQIAAAe5FQPMaIECAAAECBAgQwG8ICK8BAgQIECBAgAAB/IaA8BogQIAAAQIECBDAbwgIrwECBAgQIECAAAH8Bq/nedXr9auBPwdWAHHAIHAF+K8Gg+FzLzbtoaDX6zOA/wPYBsQDXcAe4G8MBsOQF5v2UNDr9X8PVACFQAJgAm7h6uOvDAbDgPdaNz3o9fpXgN/d+fVnBoPh37zZnofNbO3fbN5r9Hp9K5B9j6d7DAZDyj2e81sC89T/CMxT/5+nvjKGXhVe9Xr9/wL8n0A/sBeXYJcALALWAf6+UPOAU0AS8CnQACwF/gdgm16vXzkLhLv/EbgAHAR6AR2wHPhPwM/1ev1yg8HQ7r3mPVz0en0m8E/AODDrav3N1v7N9r3mDiPAf53i8fEZbse0E5infk1gnvo/Xh9Drwmver3+WVyL9BDwjMFgGPN4fjaULjLgElx/aTAY/kk8qNfr/zMuoe9vgT/1UtseFlEGg8Hs+aBer/9b4D8Cfw3MigzJer0+CHgDGAA+Af69d1v0cJmt/XtE9hqAYYPB8J+83YjpJjBP/Z7APPV/vD6GXvF51ev1KuDvgQngRc9FCmAwGKwz3rCHiF6vnwNsAVqBf/Z4+n8HjMArer1eN8NNe6hMJbje4YM7Pwtmqi0zwC+BDcBruMZvtjHr+vco7DWPIIF5GsAfmHXz1JfwluZ1BZALfAQM6fX6HUAZYAbOGAyG015q18Nkw52fXxoMBofyCYPBMKbX60/iEm6XA1/NdONmgCfu/Lzs1VY8JPR6/Vzg74D/ZjAYjun1+g3f9B5/Yhb371HYawRher3+ZSAL12F5GThmMBjs3m3WwyMwT2cFgXnq/3h9DL0lvC6587MHl7/kPOWTer3+GLDLYDD0zXTDHiJFd3423uP5G7iE10JmgfCq1+v/PS6fnmhcAVyrcE3ov/Nmux4Ger1eDfweaMPlCjGrmOX9exT2GkEKrnFU0qLX618zGAxHvdGgh0lgngbmqT8wy+epwOtj6K1UWUl3fv4poAU2AZG4bppfAGuAD73TtIdG9J2fI/d4XjweM/1NmRH+PS53iD/HJbgeALbMks32f8MVMPGqwWAwebsx08Bs7t+jsNeAy7duI65DRYdL+Pk1kAPs1+v1C7zXtIdGYJ76P4F56v/4xBh6S/MafOdnEK7b5KU7v9fp9fqncWkr1+r1+spZZi5REnTnp9OrrXhIiPQYer0+GZcJ7O+Ai3q9/nGDwXDBq437Huj1+qW4bs//72yci7O9fzwie43BYPgbj4euAn+q1+vHgb/Elf3j6Zlu18MiME8D89QfeATmqc+Mobc0ryK/abNikQJw56byxZ1fl85oqx4uQrMafY/nozxeNyswGAw9BoNhNy6XiHi+zm/ndyjMP43A/+rl5jx0Znv/7vAo7DX341/u/Fzj1VZ8DwLzNDBP/YFHZJ7ejxkdQ29pXq/f+Tl8j+fFQtZOf1OmDdHHwns8L6Lw7+UT69cYDIZber3+GrBQr9cnGAyGfm+36TsQwdfjZ9brp8z49bper38dl2P+n89Uwx4Ss71/8GjsNfej985Pf85qEpingXnqDzwK8/R+zOgYekt4PQbYgAK9Xh9qMBgmPZ4vu/OzdUZb9XCpuvNzi16vVykzDuj1+khgJa5qVNXeaNwMkXbnp79GkVqA39zjuXJcfk0ncB08/mgimu39g0djr7kflXd+Nnu1Fd+PwDwNzFN/4FGYp/djRsfQK8KrwWDo1+v17wMv4XJu/l/Ec3q9fjOwFZc5/YA32vcwMBgMN/V6/Ze4zOf/DleVDcHf4Lqd/NpgMPht/je9Xl+MK1lxt8fjKlzJtpOAU/5aBveOue6nUz2n1+v/E67N6C1/Lfc32/sHj8Zeo9frS4Eug8Ew6PF4NvCrO7++PeMNe0gE5mlgnvoDj8I89aUx9GZ52L8AlgH/s16vXwOcwVUv92lcmrqfGQyGYe8176Ggx1Ue9h/1ev1GoB5Xn9fjchf4n73YtofBNuD/vpPG5SauSiLJwFpgDtAN/Mx7zQsQAJj9e82zwP+k1+urgBZgDMgDdgAaXCVF/x/vNS/AAxKYp4F56uv4zBh6K2ALg8HQi2uh/hcgk6+rUewDVhsMBr9PC2IwGG7iynn6Jq6+/iWugf5HoNJgMAx4r3UPhUPAv+IKzHoG+P8BO4FBXNrlUoPBcM17zQsQ4JHYa6qA3biS3L+ISwhai8tE+WPg8SnM0AF8jMA8DcxTP8BnxjDI6ZwVmZoCBAgQIECAAAECPAJ4TfMaIECAAAECBAgQIMC3JSC8BggQIECAAAECBPAbAsJrgAABAgQIECBAAL8hILwGCBAgQIAAAQIE8BsCwmuAAAECBAgQIEAAv+GB87zq9Xq/T0tgMBiC7vXcbO8fzP4+zob+wezvY2Cezu7+wezv42zoH8z+Pgbm6eztX0DzGiBAgAABAgQIEMBv+NYVtgwGw3S0Y1rR6/UP/NrZ3j+Y/X30x/7B7O9jYJ66M9v7B7O/j/7YP5j9fQzMU3dmY/8CmtcAAQIECBAgQIAAfsO31rxOB3a7HZvNBkBwcDDBwcEEBd3XVSVAgAAPGYfDweTkJDabDZVKhVqtxul0YrPZmKoSX1BQEGq1GrVaTXBwsBdaHACQY2Sz2XA4HHKsgoKC5Diq1erAnupHOJ1OLBYLTqczMH6zBLvdjt1uR6VSzQoZR7nPiN+V50doaOi0ngs+IbwKgfVRxOFwAKBSzX4l+KPUV1/GUxAVv6tUKjQazV2vDwsLm5F2PSycTqfbxir+fy8BXPzzV4KCgggJCSEkJOS+r/M8bAL4LkFBQVOuxdmC0+mU54ESMTf9fU0qcTqdBAUFzTo5Rzk+oo9hYWFu54V4fDrwqvA6nR3zF4RWKyQkZFYLdeJWJg7a2dxXf0AcHE6nE7vdTlBQEKGhod/583xpLTscDux2O/C18Cq0kqKN4v8hISHfq9/+hOizr4xTgKlxOByzfn+02+1MTk66XSiFpSA4OBi12if0at8bsb9O1R9f2jO/L/fqI0xfP70yQ0RnRIcGBgbo6+vDZrMRGxtLQkKC32l74OuJCnzj4hMb1KNwcNpsNtRqtV9pEmw2G3a7HafTiUqlQqVS3aUV8KeNx+FwyDknDgiBmKtjY2M0NzfT29uLTqcjISGByclJBgcHsVqtBAcHS62mw+EgJCSE+Ph40tPTiY2N9VbXpLDqdDqldsNTw/FN60wI8P4oNBiNRvr6+ujv78dsNsuxBtDpdCQnJ5OcnDxjGpHpQuyvYqyVCBcWf9ZsKdfn2NgYN27cwGKxkJaWRkpKil+eiZ4Is7lwhfim1wJ+O6ZiPNVqNQ6Hg4GBAYxGI1qtlri4OGkp8Ze1KNw7hcvD5OQkdrsdjUaDWq3GYrFw8+ZNuru7iY6OJicnh/j4eGB6rK5eEV6FBkClUmE0Gjly5Aiff/45JpOJNWvWsH37drKysvzOzPVtDj9/6dPDwB8FApVKJQU1pfDqefHyF8TcvNdYjI6OcuzYMd566y2OHTtGVlYWK1asYHh4mDNnzjA0NCQ3YbEuo6Ojqaio4PHHH2f16tWkp6fLz5vJDVn0TalZ/S6f4S9jqtTMTUxMcPHiRQ4ePMiJEydob2/HZDJhs9nQaDTMmTOHdevWsXXrVhYtWuR3B6aS+10alZdLf2VyclJe8Ht7e/m3f/s3uru7eeqpp9i2bRtJSUmAf2vQv027/fHcUCIEdYDu7m4OHDhAY2Mjubm5bN++nczMTMClKPkmlx9fQVwS7XY7t27dkoJqamoqra2tvP766xw8eJCCggJ+/vOf88QTTxAeHk5QUJDb9/Ew8IrwKiaww+Hg+vXrfPnll/zhD3/AbDYTHBzM4sWLycjIcBMW/AXl4Exl/rHb7fLmMjo6SnV1NZOTkyxevJjU1FTA9w8WEVynFPCmckC3Wq3SReD27ducOHGCiIgIKisriY+P9+l+3kvQU7bXYrG43SjFASr8m3wB5QVQrLmuri4GBgawWq1YrVba2tq4fPkyV65c4fTp0/T19dHb28vIyAgmk4nbt29P+dnd3d3cunWLmzdvMjw8zAsvvEB0dLQUcGfqO/D0J2tvb+fWrVvY7Xa0Wi2Tk5PcvHmTrq4uIiIiUKvV9PX1odFoWLRoEeXl5cTFxc1IWx82DQ0N7Nu3j88//5zLly/f9fzt27fp7Oykvb2dJ554gsrKSuLi4vxKMBBWkLCwsG/0GxRaZ380Oyu1yVqtltDQ0FkTEKnUKgOcOnWK2tpaLBaLFNzCw8OJjo4mKSmJ/Px8eR4q3+9PiDnY29vLoUOH+N3vfseZM2dYvnw5xcXFUni12+0+J7wq3cmAuyxaTqeTK1eucPjwYSwWC/Hx8QwODlJVVUV7ezvt7e0kJiaSlpZGZWXltMxhr6xwMQkHBgZoaGigvr4es9kMQH9/P2NjY9hsNr8zqSsHPDg4eMrFJm4fQUFBNDc386tf/Qqz2cxf//Vfk5qaKk2yvrxZPejBIIRXgOrqav7mb/6G/Px8MjIyiI+PlxuSLwqwdrsdq9UKcJeZXWj6/MWMJy4JDoeDK1eucPLkSW7evInD4cBoNFJTUyMFH6UW88aNG/Iz1Gq1nM/ChUCr1TI2NkZ1dTWJiYls27ZtxoVXZd+Gh4e5evUqR44c4dKlSzidTpKTk3E4HJw8eZK6ujpiYmKIioqivb0dtVrN6tWr2bVrFxs2bCAnJ8enx1QpANhsNurq6vjss884cOAA169fR61Wu2lWwaXNa2hooKOjg97eXux2O9u2bZMaPuHS48soTczKrArKfUOlUsmLsr8JOQLlepmcnCQtLY2MjAzKy8vlZR/8UyOp3BNaW1v5/e9/z5tvvinPfQCNRkNOTg5z585l+/bt7Nixw02A9RfEmgoKCmJkZIQvv/ySjz/+mOPHj+NwOGhsbGRoaMjbzbwvQsMqcDgcmEwmJicnmZycpLGxkRMnTrB//35u3bolX6ecm0eOHCEpKQmtVktFRYXcpz1f912Z0V3L0w3AZDIxPDyMyWSSrxGTfKrIYF9EqT1sbm7mzJkzhIeHs27dOqKjo91Mz4DUUDocDq5evcq5c+cICQlhYGDAm914IDxvv0ajkbCwMDnJPZ8PCQnBbrfT3d3NsWPHaGhoICYmRm5Yvia0irEcGRnh8OHD7N27F5PJxPz585k7dy5arRa73U50dDSFhYUkJCTc87McDocU8rwlHChdHPr6+qipqeHzzz+nurqakZERQkNDMZvNtLa2ur1nqrVXVFREfn4+drudhoYGbt++fddcED5qM8nk5CTt7e2cPXuWo0ePcvbsWTo6OpicnCQyMpK0tDTi4+OJjIwkMzOToKAgUlNTmTNnDl1dXZw8eZJr165x7tw5nn/+eZYvX05UVJRPWgWEeTEoKIjx8XH27NnD22+/TUdHB06nk6ysLDZv3kxeXh4tLS0cP36curo6wOXPfPToUXJzc1mxYgUajeaeEd++gud5MTQ0xIEDBzh8+DC9vb2EhYVJP7z8/Hy2bdvG6tWr/UowVyKEV5vNxunTp/n8888pLCwkIiIC4IHjKXwRtVrNxMQEbW1tfPnll5w6dcpNcAUwm800NDRIc3R3dzdPPvkk8+bNk1Y+8L1zwxNl8NLo6CgnT56kurparrWEhATCw8Pl632tP8q9z+l0MjExgdFo5NSpU3z22Wd0dHQQFBREZ2cnPT09bu8VsRAAPT097N69m/j4eNLS0khLS3uo7ZzxVaD8YiYnJ+869O6ntfRFRH+cTic3btzgnXfeQavVkpKSwrJly+56rdigurq6uHnzJkajkYSEBBl04sv535TjduXKFa5du0ZaWhrLly9Hp9PJ561Wq9QCWa1WvvjiC7788ksACgoKpBO3r2xGyu/dYrFw+vRpXn/9dfbv3w/AiRMnWLRoEeHh4dhsNuLj4ykrK6OwsJDo6GhUKhURERHExcVJ53WdTud1LZ7VapXWi0uXLvGrX/2KL7744q7XhYaGkpqaSkxMDGFhYahUKrRaLeASGOLi4li3bh25ublcv36dtrY2zGaz2+GTlJQk+6tMT/Ww8RQq+/v7qa6uZvfu3Zw9exar1UpWVhYZGRnExsYSExNDSkqK1PSPj4+TkJBAdnY2LS0t/Pa3v+Xo0aP89re/xeFwEBMTQ3l5+T0vZN5EaV60WCxcunSJpqYmYmNjWbhwIUuWLOHxxx+nsLBQas2HhoYYGBjAbDYzPDxMbW0t165dIykpyafcW6YiKCgIm82G1Wrl9u3bfPXVV+zbt4/r168THBxMZGQkNpuN7u5uTp06RVNTE3a7nS1btvjMmD0IYk6LNg8PD3PlyhWOHj1KW1sbzz77LBkZGW4CnL8gMn2EhITgcDiorq7m3XffpbGxEY1GQ3R0tNwrbTYbY2NjDA0Ncfr0abq6ukhKSmLevHmAaz8TAVC+jPJCaLFY6OzspK+vD7VajVarJS0tjcjISC+28P6I/XV8fJzz58/T0tKCxWLh6NGjvPvuu3e9XqvVEhMTQ0xMDNHR0URERDA+Pk59fT23b99m79695ObmsmPHDrcAru+7Rr0ivArGxsbo6+tz07yCfwRPeAbuGI1G2tvbuXr1KgCXL1+mtLSUiIgIqWlV+mL19fVx69YtJiYmCA0N9emNSSnc2Ww2Tpw4wZtvvklNTQ0LFy7EZrOxatUqdDod4FqwyojEEydOcP36dSIjIykrK5M3MF8RDERS5aCgICYmJqiqquLUqVPy+fb2doaHh+UYqdVqDhw4gFarJTg4mJCQEIqLiykvLycpKYn4+HgqKipISUnxWp+UmS8AWlpaqKqqkr8L14DQ0FDKy8vZtGmTHJvY2Fh0Oh0Oh4OxsTF0Oh3p6el0dHTQ0tIi3SkEiYmJ5OTkzIg2wTN/69DQEF1dXahUKjZt2sTKlStZuHAhsbGx0tUhNDRUauPEnNNqtSxZsoS0tDS0Wi0HDhxg//79lJSUUFJSQkREhDx4fcl9SbnviMtCYmIiu3btYteuXTKoJyEhQQqmX331FY2NjYDr0nzmzBkyMjLIz8+XGSTA+5dIT5xOJwMDA5w9e5YvvviCc+fOER4ezk9/+lNWrFghL8xXr17lv/yX/8Jnn31GeHg48fHxPnsBeRCcTifh4eFoNBqGh4e5dOkS8+fPJzk5GfDPgC2n00l/fz91dXWcOXMGh8NBQkICy5Yto6KigqysLEZHR2lubpauP62trTQ0NLi5BvnTOMLXyjhR8MVsNmM0Gu/aQ30B5fc7ODjIkSNHePvtt7l48SJarfYuTTm4+ldaWsqGDRtYu3YtOTk5DAwMsH//foaHhxkZGaGxsZGqqioWLFgghdeHsa/OuNuA0p9zZGSE27dvMzIyIl8jBndyctKnq4p4ugN0dnZSX19PT08PkZGRjI2NMTExIU0+yvQ14vVNTU1upsD75UrzJko/XWFS/+ijjzCZTKhUKurr65k3b54UXpXa44sXL1JbWwtAeXk5CxculK/zxbEVG2VMTAyhoaE4nU5GR0cZGxtze93g4KDb78J3Oy4ujpiYGC5cuMDy5cvJy8sjOTlZzoOZwvO71Wq1lJSUEBMTw/r16+VhEhkZSVFREQsWLCAvL++eGgGr1cq5c+dkQJcgIyODJ598kscee0yO63RexDz7FRUVRVlZGcnJycyZM4eVK1c+0LyyWq1oNBo2bdrE0NAQt27dor6+nnPnzmE2m93WrS8h+qbUjo+OjpKQkCAF14mJCcLDw6msrJQCeE9PDyMjI5jNZrq7u932XF8SXsVFGVyXYCG4trS0UFBQwNq1a9m5cycxMTHyPQsWLODKlSvcvHmTpqYmrl+/TllZGVqtVl7ifFnoUZpog4KCZCql+Ph4bDab9DUU+KJLy1RMTk4SGhoq3eL27NnDsWPH5JpKTExk8+bNbNmyhfj4eMbGxujv7+fKlStYLBaOHz9OY2MjdXV1lJWVyXPS11G2UVw01Gq1VNJ5yjy+orRSrpOGhgY++OAD9u7dKwXt0NBQtFotYWFhpKenU1RURFFREXPmzKG4uJhly5YREhJCf38/77//vgz0jYuLmxYr5IxKSp63RY1GQ1RUlJsEPjo6SltbG0NDQ1KT40ubq8BTeL158ybnz5/HbDaTm5tLamqqPMyV7xH09PTQ0tICIAMNfO2gFCjb5XA4aG1tlQtRHCLK14SFhREUFER3dzcnTpygo6ODpKQktm7dSllZmXydr5gslcK2Vqtl8eLFXL58mePHjzM+Pi6DQe53W7ZYLNTV1ck5fvToUb788kvWr1/Pjh07WLx4MSEhIXfNm+lEeREqLS3lF7/4BSUlJVRWVgIua0FISIi8JN5rfbW3t/PZZ5/xwQcfUFNTI2/gKSkpbN++nT/90z+V4yqC9KZrrSo/NygoiKysLJKTkzGbzQ/8dz3XWWRkJImJidTX199VCtdXDhZPhFAKrn3UYrG4PScE2BUrVlBfX89XX33FyMiIrKLmbZeWe6EM4rRarXR3d2O329m4cSObNm2itLQUlUrllgPUYrFQXFzM0qVLpenZG/7X3xVPYdRut2MymTAajeh0OmJjY33aR/JeKN2Wbty4we9+9zsuXrxISEgIOTk5bNmyha1bt1JQUABAREQEOTk5pKSkcO3aNc6ePUtzczO1tbVkZWURFRUF+L4m3bPwgjLdosPhYGJiwu0y4iso3ZKam5uprq7GarVK4Vu0OTo6mhUrVvCzn/2MJUuWAC5FpDjPBwYGuHbtGuPj4wAsXLiQzZs3y+wKwEPJrjDjwqvyQBU36UuXLsmItcHBQS5cuMDChQtl3kjlbdxX8KyccevWLa5duwZATk4O+fn5UngVk9fzUBQbrAjuUVYF8iWU7Q4LC3M7/JOTk0lLS3PbXJU5KIeHh6UfYmlpqU9mVPAMMpszZw7Jycly8QUHB6PT6bBYLNIUrUwbYrVaMZlMbgLE4OCgjOoPCgoiPz+fhIQE2feZFl4LCgrIyMggMTFRPuZ5uQKkSUtcSk6cOMEf/vAHacYTgmt6ejq7du3ilVdecbuQzNShojzwlSUJlesIvl5LDodDCqZiPMGlBfnyyy+5fPkyKSkpLFy4UL7XYrH41Fr0FNzj4uKorKxk06ZNLFiwQF4cgoOD77poTUxMAK65LNyUlJ/lK0K68iIZGhrK4sWLyc/PJzs7m9zcXPm60dFR7HY7CQkJ0ndSZL8QQr3AV/p2L5Q+r06nk87OTm7duoXZbCYqKkoGpfkbwlVnaGiImpoampub5XM7d+7ktddek4IrfK3MSEpKIiEhgZCQEMxmM5OTkz6r2PkmRECz3W53C9iaau/1NcS6iYyMxOl0yj0lLCyMpKQktwCsyMhIuacIH1iBcCuIjY2VfssP4+z3io1a+BjGxcWxaNEit6jtsbExWlpa6O/vl4/5akolZXuUUeViM4WvhVTPwYqPjycnJ4euri5GR0fp7OxkZGRE+siK9/pCn5W3pLq6OjcTekREBPn5+cTGxt5VpSgsLAydTieT2/uqn5anUKDT6cjMzCQnJ4fW1lacTucD+Skp/UjDw8MZHh6mu7ubS5cuuQXmzdRhquxXREQEERERbqVTxWuU6YWUl5CBgQEOHjzIJ598Qk9Pj7x8pqWlsWPHDl599VUp7FksFpmHcyb7psyOIDTkD3Krt9lsjI+PU1NTQ1VVFRMTE7zwwgu8+OKLUsDXaDQ+dWgqv9uwsDCWL1/OwoUL2bRpExkZGfI5kR9U+dqEhAS6u7uxWq13CQO+JNyJeeh0OgkLC2PRokXyOWXcQExMjOzD5OQkra2t9PT0kJWVRW5urpwDyv3IVxFzWFwienp66O7uxul0ldTu6elhdHRU+rz6yrlwL8R5J7TiZ8+e5erVq3L+6nQ61qxZQ2FhIeC6iERFRbkF/IqxFpctX1F0PAjKsREukOLSHx0dTUFBgZvM4ytjqWxHUlISubm5tLe3Mzo66va6kZERmpub6ejokArGsbExaZ1saGhwk4ViY2NlBcaHWTXNa3lehQN2X1+f1ArA136xvo6nIJaamkpOTg7d3d1MTEy4aVHFP+WApaenU1ZWRl1dHf39/dTX19PV1SUng/gOvDmxRRtE6bevvvqKDz74QKbfAZfmNScnR/rseuZZFO0fGxuTm3BUVJRbsmNvL15P4TUmJoYNGzYQHR3N8ePHuXjxokzqfz9EnzwPS18S2pXrS2nSEoh2Xrp0iY8//pjdu3fT29sLfJ2V4KmnnuLVV19lwYIFAF7XogvhSzmXxPqb6tI7MTHBhQsXOH/+PMeOHaOvr49ly5axa9cu8vLy3F6rUqmYnJz0CX87ZQxAeHg4GzZsQKVS3ZWyTWnhcjgcLFmyhCeeeILu7m5GR0flBcsfUSoDgoODZUDo8ePHsdvtbN68mU2bNsno9QcpQ+preKYqEkUa/AXlZchutzM8PExPT4/UHi9cuPAu4U28x2q1Mjw8LDXrwkXEn/ov5pvT6ZSXKkFaWhrFxcVuRVF85XKlbIewQolCNGazmbCwMJxOJ8PDwxw7dowXXnhBvr6rq4uGhgaOHTvGyZMnaWpqkm5dSi3sw1RCznjAlvKwbGpq4vjx43R2drq9Ljw83Gd9su6FyWSStyulf6TQciijJR0OB2FhYcTExKDVahkYGKCnp8dNo/l9Sl0+TMSmMjAwwKFDh/jggw8wmUxoNBrmzp1LSUnJPevaC3OX0HL19vYyNjYmfZd8SeMjCAoKIjo6miVLljB37lxKS0uprq6mvb1djpPwHQwJCcFmszEwMMDQ0JAcf+F/KfAFE634m/eqUCQOh4mJCerr6/n444/56KOPpKkvJiaGoqIiNmzYwHPPPScFV4vFcpembybxvBSKNaZ8zGKx0NXVRWdnJ4ODg7S3t3PmzBlOnjwpU0rFxsZy/Phx+vr6sFgsREREUFZWRn5+vhT0vO2+pHSBCA4OdisXOlVVKdHeoqIili1bxieffEJbW5vX+/EgeGrhRIUepb8ruKoXnTt3jqamJpKSkli0aJE0Vws3H39DWDAcDgfh4eGkp6e7CQC+cC7cD8/9bXR0VGrwsrKyZGpFgYiREHtTXV0dFy5cwGKxEBcXR1RUlNs4+nr/xX5vNBoZHBxkeHhYPldYWCizoXi+3tso94TU1FS2bNlCdHQ0p0+f5syZM4yMjMjvvqOjg9OnT7NlyxY5X8+cOcOHH34oA7Xmzp3Lrl27KC8vl58r4j4eBjO+spX+fkKg8dS82u12nxRs7kV/fz9nzpyhtrYWlUpFQUGBTJMk/JiU2jfxmKgUI0wjvrZARZudTqcsGSoCtTIyMti0aRMLFy6UbfXMUStMdsp0Ib6yUO+FiPYV6Wo2btzI8uXLGRoaoqenh/7+fjlfJycnaW5u5uTJk1y4cEEK6p7aZ6Vp21vz+kGE5pGREc6fP8/u3btlmT9w+TAVFRXx/PPP8/zzz0tfJ1Gy01fwtNiIHKfd3d2cOXOGw4cPc+3aNXnRUKZ+uXr1Kk1NTfIgTUxMZMOGDbz66qssX74c8J3Llucaupc2QxxGY2Nj9Pb2YjabpfbWH6xbMHVCfqWm32q1ytR8Op1uSiuCPyH2XJHfNiEhgZKSEpKTk2c02PP7IFyjRNDdrVu35CUxJyeH0tJSefEC9/nc2NjI/v37qaqqwul0kpeXR1FREREREXe5pfkanue8CLpTXrbS0tIoLCx0y+riKxdJ5fcaHx/Phg0bKCsrIzc3l8nJSU6dOuVmffzwww+JiYnh1VdfxWQy0dHRIRVwMTExbN26lZ/85CdkZ2dLd7WHacGaceFVOVCZmZlUVFRw6tQp2tra5ONWq9WnHdRF0EdwcDCjo6McOXKEEydOAK4bS0lJiVycQmDzNB0rTYBiQSoXvXjc24iN1GKxuC3CuLg4ysrKyMjIkOYd0f7Q0FA5WcVzcXFx5OXluWmLfHUTUhISEiITMItchOLWfPnyZS5fvkxfX5/UEAkhUQi4UVFR5OfnS19Sb46p59+enJyUvoXBwcFcu3aNjz/+mKqqKpkXNDs7m1WrVrF27Vo2btwoBVexifnCxqv0eQWX5vvixYucPn2axsZGRkdHMRqN3LhxQ2b4AFi6dCklJSVERUUxMDBAXV0dN2/eZGxsjOHhYdrb2+nt7eVHP/oRGzZsICoqSl44fcHsbrPZ5MVQObaeAZHnzp3jwIEDdHV1kZiYKFNsCXwpYMuTqdaL5z6q0+nQarVSWLrfe/0BseeCyz9UFJQQSh1/2DcFo6OjtLa2YjQaAcjKypLBq+AS8LRaLVarlaNHj/L+++9z7NgxOY7JycnSlWcqtzRfQhmb43A4qK+v5+LFizLwF76uvqVUavkiIitJVlYWGzduZGBgAKfTyfXr1zEajYyPj9PU1MQf/vAHaWG9dOkSIyMjaDQaiouLWbhwIdnZ2fLzHrZMN+PZBsB1aApfrXXr1snqOOCS2NPT06VpWbzPlwZZ5GYF6O7u5ty5c7JkWmZmJiEhIYyOjqLVamltbZXCDbi0WCqVSqYDEwMqNiXPQ8jbiHZ5BsLExsZSVFTkljhbaRIQlVBEn6Kjo0lNTZVJ0X0t+bsnnuMgfhfz0mg0cuTIET777DMaGxul4BoWFobFYpFak8cff5zHHntMBvD5UjEKpXm9t7eXgwcP8sUXX8iLZHR0NBs3buQnP/kJS5YskeOvLAHoCyhT6dlsNqqqqnjrrbc4ePCgzMebnJxMZGSkzN+6fv16du3axbp168jKymJsbIwLFy5w5swZLl26RGtrKzdv3uTzzz9nfHyc6Oho1q9fj1qt9pmL9b1M4spgF3AVqLhw4YLMu2m1Wt20zr4yHx8UZXttNhtGoxGz2UxQUJDbvPS3fk2F0i3GX/qj1O43NTXR0dEBuPqSk5MjhVGLxeKWmunNN9/knXfeAVxKg7S0NLKzs33KunM/hDUjODgYu93OtWvXuHDhgpvwqtQc+5JM44lSuZSamsrWrVuJiYmhurqakydPUl9fD7g05b/97W+x2WyyzHhoaCjz58+noKBA7jnw8Msae90hSKPRuGkCMjMzWbt2rVvghC/7LTkcDiYnJ6V/VVBQkDz8hFtET08PExMTqNVqNBqNTAHS2trK2NiY7L9yMvuSZlJsoMpNRGgUla9R/gRk2h5wacOUUYu+0rcHQYyvEFybmpr413/9V/74xz/S0tIiNy2lxsvhcDB//nyee+451q5dKzc0Xyj/K9K2iIOjtraW9957TwquDoeD5ORkfvCDH/DDH/7QTXAVef98afyUqdnOnj3LW2+9xfvvv+/2mp6eHnp6eigsLGTz5s0888wzLF26VAqzkZGRrF27lsLCQrZu3cr4+Djnzp3j3Xff5caNG3z22Wekp6dTWFgos2dM5WfqLZTZPDz9gD33lfHx8buqGvoTynyUPT09XL58mdHRURITE6dM2eePeHuP+C4o/eoBWltbuXjxoswcJFw7xD4qAguNRiN79+6VCixwpZPauHGjW7YJX7DyfBuES4s4H2JjY8nOziYtLU1qIn3hPJgKoekXFmaRPnLBggWkpKTw0Ucf0djYiMlkoqmpye29paWlbNu2jYqKCplxQpQdf5h4ZedValJFHlBBXFwcc+fO9WkfH+UNWOT4FIf66OgoJ06c4ObNm3dVYboXVquVjo4OmpqaKC8vJzw83KdSgzkcDiwWi9sNElxjJyqj2Gw2mQNWHO7Dw8NMTExgs9kYHR2lq6uL8fFxIiIifCrbwDchcvWBy8y1Z88efv3rXzM6OipLj4rLhtlsRqVSMX/+fJ588klWrFgh++rtQBnxXSsjtRsbG3nvvff43e9+R1dXF+Bag4899hg/+tGPZNUU4W/mSxpXuNuHvrW1le7ubpmIPzExUQqaKSkpVFZW8vTTT7N69WoA6RITEhIisymkpqYCrqhop9PJm2++yVdffUVCQgKvvvqqdJ3w1rwV+6LSWqPcI4W7jjDHKg9QrVbLnDlz3EoX+/r6U6LMjw0uAam6upqgoCCKiorcAmH8TdhRIs4YZWVGX3bvgLuLCY2OjsogXXDNy5aWFhobG5k3bx6hoaGYTCZ2797NZ599xvDwsOyjsMqWlJTIi5mvj6dnvIdITygeF8KrCL5TliX3NZTfd1BQEOHh4YSHh5OYmEhqaioZGRkYDAYuX74MIIOXs7KyWLVqFeXl5VLjOl3+9V5XG3gOnkjYL4QgX1ysys2zu7ub2tpahoaGCAsLo6Oj465gkOzsbGJjY+nv76evr0/6GgJS4Dl//rw8OFesWCEdun1FuHM4HG59am1t5Z133mHu3LlSI6u8eTscDgYGBmhpacFkMhEdHc34+LgsmesLfXoQlClcrl+/zldffcWePXukFlmYkJUBd0L4+8EPfiDdBeDhVBX5Pii/c5PJxMmTJ/nggw84fvy4TOcSGxvLc889xwsvvEBFRYVssy9eIj0JCQkhOzubHTt2MG/ePIKDg4mKiiIuLo7c3Fzy8vJISEhwGxPhEjPVwRgeHs6iRYuorq7mwIEDfPDBB0RFRfHMM89IAdYb+Yu/SYgR42Qymbhy5Qrnz5+XriDFxcU89thjZGVlycTjvuy+44mnoN7c3Exvby+lpaUUFxe7ja2vCzv3wvM89JfgOs91EB8fT1pampxfTqeTo0ePkpiYSEpKCjExMfzmN7/hN7/5jUytpDxDlAHD4vP9BWWqM2WffMVS810QPvbp6em8/PLLHD16VAqv4OprTEwMqampbnvKdI2b179JURpVoKw2pQxq8hU889D29fVx5coVwOXDI6os5eTkUFRURHFxMaWlpURGRjI4OIjVamVwcJAvvviCmpoa+Vlms5na2louXbpEcXGxFF69mUNTuehSU1OZO3cuR44cYXh4mLNnz9Lf309OTg7R0dHSzADuC/fGjRtS6BUJ0j0/3xdRBsPYbDaOHj3Kxx9/TE1NDZ2dnVKrJQ5T0UetVsvjjz/Ok08+SU5ODvB1An9vauqU1eC6u7s5evQon376KVVVVXR3dwOuxNQ7duzghRdeoLKyUvowC/OeL6LcOyIiIpg3bx7p6emMj4/LPJ9xcXEycECgrPSi3GitVqsU6kJCQli0aBHr16/n6NGjXLlyhYsXL7J27Vo34dUb61PZb2H5EIK4MJ339PSwd+9eDhw4ALhqya9cuZKioiLAf3JqC4SWXavVYrPZOHfuHPX19SQnJ1NRUcGcOXPQaDRuFav8DXH+CTct5WVLKQj5ImJ/E+suMzOT8vJysrOzZQBoS0sLn3zyCeCKb/njH/9IbW0t4ApOi4iIYHx8nKtXr/Lhhx+SkZHBunXrAPc164soFU3C2qgsVexpNfAnhKuZWq3GarVy8uRJtyD7sLAwaUFubGxkbGxMWrDEfHjYeP1EmqrikK+q0qciJCQErVaL0WhEpVIRGhpKZmYmjz32GI899pisIKY05d26dYuWlhZqamoAl9ZOVOHo7u6WkZng/QTwgqysLLZv305fXx+ffvopfX19tLS00NnZ6bYgRUSs8O8VrgYRERFERkbedSPz1c1YOQcvXLjAv/7rv8pNV6PRyLRYnpevdevW8dprr0lfLRHN702E8Gmz2ejs7OTLL7/krbfe4ty5c/KyFRkZyeOPP85rr712l8bVn9ZifHw88fHxbvNqqvbfSwsuHrfb7YSGhhIaGsrGjRs5fvw4VVVVDA8Pu+Vt9Gb1P6PRSFtbGy0tLRiNRsLCwoiNjWXRokVERERw48YNDh48yO3bt4mOjuaZZ55h+fLl8jAR+5W/YLVa5Vrq7+/n4MGD3Lx5kwULFrBy5UqZycSf5iy4V9gCZABabGwsmZmZMjLf14VXgTJrTklJCcuWLePatWt0dHRIC9Y//MM/3HWuFRQUkJWVxdWrV2lubuaPf/wjCxculMKrmLe+cB5+E5OTk4yOjsqiIOBfmmMlIsBarL0//OEP/MM//INU2sHXFsj+/n6++uorduzYISuoTRdeF149q4dMTEzIhP3x8fE+N+CeWqisrCy2bdvGuXPnSEhIoLy8nIqKCubNm0dhYaHUgigX3NDQkFtBAp1OR3JyMtHR0ZjNZilQgHe1k55moCVLlqBWq8nIyKC6uprOzk56enoYGBhwO8SFyUfpI5uZmcmCBQvkASM2Il8bX/haIHE6nRw6dIhf//rXfP755/J5i8XilsfQarWSnZ3Nli1beO6551iyZIlMF+ZN7Y/nId7R0cF7773Hu+++y+XLl+XcWrRoEU8++SSPPfYY8+bNk0nev0v7HQ6HTCdls9lk6rSZEOCV5kXPeSXGKTg4+K4Lx1SI7wAgLy+PX/ziF9jtdi5fvszVq1fdfGZnSistDpGBgQGampqoq6ujrq6OtrY2TCYTYWFhMmYgJSWFixcvymCKvLw81q5dy4IFCwgKCpJRwP6knVRqicfHx6mvr2dsbIzKykrmzZsn/V09hUFfR2jARRqo9vZ2mdItPj7+rtRmvo7yMhcTE8O6detk5o6RkRHZX2Wsy8KFC3nllVcoLi7mq6++4le/+hWTk5OcPXuW8+fPs3jxYkJDQ/1mTO12OxMTE5hMJr8WXsUeLvbv+vp69u3bJwVXkV1HFOaxWq3cuHGD3bt3k5aWxoIFC77XeXI/vCa8ioPG8+Y/NDREQ0MD8+fPJz4+Hvg6v5uvDL7ysMrLy+Oll15i4cKFREZGsnr1aubOnSufF8K5GPzW1laOHj3qpnLPzs5m6dKlxMTEkJaW5rZZ+UJeUGUaqOXLl5ORkcGyZctoaGigtbWVoaEhqUUVWlen00lnZydnzpyRgV3CXCk2Ll8zRSs3GZPJxPnz5/nXf/1XPvroIwDpKiBumWFhYTJAa/Xq1fyH//AfZJYMYXb2BaxWK62trezfv5+3336bq1evAi4BLSkpiaeeeoo/+7M/IzY29q6D9JtQaoOEqdZb2jzlfBVzVuwbnqneHuSznE4nRqORiIgIli1bRlJSEnV1dW4ah5ksqCIylJw7d46qqiqqq6tpamq6q2xxSkoKERERWK1WxsfHUavVJCcnk56e7uaO5O+IPoSFhREZGel3KaUEyvaazWYaGxu5desWqampfhlYpyyPCrBgwQKeeOIJRkdHOXnypAx0dTgcaDQaioqKeO6553j22WfJzMwkMjKStrY29u3bx7Vr1/j000+l3zr41t56L6xWK2NjY4yOjkqXHvC/uanMhnDp0iXef/996urqZF53i8VCcnIyc+bMISoqiubmZm7cuMH+/fvJyclhzpw5xMTETEt6TK9ID8pbsacv4NDQEDdu3JDpNQAZ6ewri1epRY2Li2PlypXMnz8ftVp9V51xT78yi8XC6Oio9P3UaDQsXbqUn//852RlZTExMeEWdOALAp7n956RkUFsbCwLFy5kYmJC+n6Kg1yY1RsbG/n973/P559/LnP7CnxxEQuB2uFwcOrUKf75n/+Z/fv3A1O7OFgsFjQaDYWFhSxZsoTMzEzA+76ESi241Wrl6tWrfPzxx3z88cc0NDQALo1Ibm4ua9euZfPmzW5aq29zQxb+ocIf6l6HynSOt2dS/q6uLvr6+khOTpaH/3fRxIkLm0jOfe3aNWBmA4GUGSoGBgY4duwYe/bsoaamhqGhoSnfI3yYxVwWmm9lSU5/F15DQkLQaDTSJ10pwPvi3nI/lGdbb28vN2/eZGJigjlz5jBnzhy5Fn0pR/SDIOZuQkICK1euZGRkhImJCaqqqjCbzWRnZ/Piiy+yefNmCgsLSUxMBFxBhUuWLOH48ePcunWLixcv8uSTT0rhVZkqzVeZnJxkYGBApqQT57i/rDvPNF5Xr17lD3/4Ax988AEDAwOEhoZiNpuJioriZz/7GTt37mRkZISPPvqI/v5+urq6uH79Ol1dXTK7wsOW37wiGYka1YDU3AkGBgZobGyUG7Cvo1KpiIyMdCv3JsoVisNcudBiYmKIjY2VkzktLY1FixaxePFi+Zpv8tebaZQBWEKw0el0bofhVGi1Wg4fPoxarWZkZISenh75PfmSuVIsVKEdb25u5vPPP2f//v2YzWZZWEL4IovUWJOTk0RHR7Njxw42bdrk5uvlTT9XYakAlyDz2Wef8f7770sTskajobS0lC1btrBlyxbmzp3rpqkU71VutOJiopybwv9M2dfx8XEGBwcZHR2lr68Po9FIfn4+xcXF09pn0eb+/n72799PV1cXO3bscAsaeNADz+l0ynEPCQmhs7OTt99+m+vXrzN37lyWLVsmX/swyx1OhVIo7+3tpaamhhMnTjA+Pk5mZialpaWkpKSg1WoZHx+nrq6O1tZWJiYm5IUyJCSEsLAwN4uOvxyi92JoaIj29nYsFguJiYl3ZZDwJ5TCqzj4HQ4HiYmJJCQkuCW19yfhFb4+O9RqtVR0CGJjY/nBD34gyy9PTEzI1INRUVHSnbCzs/OeFzVfRRTPEPjbnBTyydjYGLW1tezZs4d9+/bJQgTgyvX+1FNP8corr0j/1s7OTs6dOyeDKY8cOUJ0dDRpaWkPPY5iRoVXzyTGvb29XL16lb6+Pvma8fFxuru76enpcdMg+YIQ96B4HmhK7YmobiNuZKmpqcTGxrqZQnwlSMuTbxvBe+vWLVka0Gg00tHRQX5+vs9FryvnV09PD4cOHaKmpkZuniLzgEAZZFhSUsL27dspKSkBvi536E3EGNntdmpra9m/f79bImmNRsO6det44YUXyMnJuadQpzR1Ca2P6PdUh+jg4CAnTpzg9OnTNDU1cenSJaxWK3/2Z382bcKrcm319/dz4MAB9u7di1arZdOmTW6ve1Dh1XOenz59mj179qDRaNDr9WzZskU+N91+eMrvub+/XxY/iYiIYPv27TzzzDPMmzePhIQE2tvbefPNN/nggw/cDhkh9Pi7wKock9u3bzM4OEhiYiKLFi0iPT3db/KB3g/l3JucnJQ+h/50/gkmJyflPt/e3s7u3bs5ceKEtFBWVFRI10C4O72UGMeJiQlGRkbk6/xBEPTnbBfiu3c6nRw/fpw333yTqqoqtzEA2LlzJ3/6p3/KnDlz5GMlJSVUVlbKAhW7d+8mJydHZmdRZvH5vnhVglCWEBWIYAphPsnMzPT5SaDMxefZH7j7gL169SpdXV1SKzs5OSndBYQ7ga9uwJ5+hUIjJyppOJ1OIiMjsdlstLS00NDQIBOl9/T03FWkwJsI4VS05cSJE+zevZtTp07R2tpKaGiom0lSCKXi4lFZWckrr7ziVgXGm+Ys5eHtcDi4cOECX375JdevXwdcLjopKSmsWLGCjRs3UlBQACDzDisDXZTuPPfbbNra2qSP3s2bNzl//rz0cw4NDWXdunXy70wHQmsOrqwQf/zjHwkODmbbtm3fqkqfcH8ApJl9fHycy5cv8+GHH1JXV8fWrVt5/PHHSUpKkkLFTI23w+FgcHCQ27dvA67SvUuXLmXTpk1yv4mJiZHmSmXQ5+TkJG1tbbS2tlJWVgZ4P+fwt8HTmtHV1cXQ0BCVlZUUFxezYMEC+VpfvfjfD+UFJT4+ntTUVLnX+LM7hPKyNDExIV2WQkJCePHFF9m1axfJyclMTk5KE7XdbpcVDcX+HBkZ6VY5zV++B193k/smurq6+Oqrr/jss89kKkgR5FlRUcH27dtZuHAhDoeDnp4etFot2dnZrFmzhtOnT9Pd3c2ZM2e4ceMGW7dulX6yD0uem1HhVXmzEhUoEhIS3CamODQ7Ojq4fv06kZGRJCYm+vTN837BLZ653fr7+6mrq2N0dBStVktYWJib6VUITL6O6LNSKFCpVLKvouyf8F2emJigu7ubwcFBWaTA28mnlT5k9fX1/Pa3v+WNN94AXPNQmfbLbre7ZRkoKSnhRz/6Ec8++yw6nU4KUd7UKAt3AVGK9vjx43z11VdS2Lbb7WzYsAG9Xs/ChQvl++7lRC+EYfF/4dscEhKCxWKhvr6evXv3snfvXm7cuCFzAU5MTJCUlMSzzz7Lv/t3/84tgHE6+37y5EnOnj3Ln/zJn/DjH/8YcFlywsPDH2hclN9DV1cXx48f549//CNHjhwhJSWFVatWkZGRAcxc2iLxN+x2O0NDQzLQ0263ExUVJfedxsZGvvzyS/bt2yfXXExMDCaTCYvFQl1dHYcOHSIrK4uSkhI3Hzx/UA4ITZbdbqehoYHh4WHWrFlDRUWF9JX05TPifijnUXh4OBEREWi1Wr8Twu9HSEgIERER9Pf3o1arWb9+PZWVlYDLNK0MuBMVDcV4arVaN7cQf7EgeLbT1wVYZSGa8fFxamtruXjxoltxIqfTydq1a/n5z3/O+vXr5Z4ZGxsr/79+/XquXLnCtWvXGBkZoaWlhaGhIZk96mGtU6+VhwWXb6jRaHS7XVqtVvr7+2lsbKSlpYWFCxfKST2TaWmmE2VVpuzsbDIzM+8SAv0V5cS02WxSkyzy3ikXgrcJCgrCbDZz5coV9uzZQ1VVlXxOaCPVarVMByLGraKigp/97Gc8+eSTREREAL6xMYnNUmhem5qaqK+vl88HBwczf/58Kioq5OvvNdcGBgZobm6WloErV67Q2Ngo+zkyMsKtW7eoqamReU8zMzPJz88nJyeH8vJyNm/eLDNMPGzEJULsDd3d3bS0tDA4OOh20AmB+354Zr64du0af/zjH/nkk0+4cuUK2dnZvPDCCzzzzDPydd6o/qdMo+dwOOju7ubmzZsy5+knn3wiM0msXLmSiooKBgcHqaqq4vbt23z66aekpKQQHR19V9EGX0b5PTudTm7fvk1jY+OsOAvAPbVUT08PnZ2djI2N3VVAw998XpXjIyoSCpR+8sK6pfSJtFgs8v0ajcYvx9pz3/H1PL1Kq8XQ0BCNjY309va6vUan00mtqzKdoHKeRkdHs2vXLlloor6+ntbWVuLj492CwL4vXp0RQlPl6U8oAg+uXLlyl9+av09ikbwfXP0XZSvFYehv/r1KPBdneHg40dHRjIyMEBMTQ05OjtSSgHc2Y6XANjw8THV1Nbt37+bw4cP09PTI6HIxFsLvTKvVSpPeiy++yIsvvkhERIT04fEFM6zy+3c4HNLEDMjKRMq5NTAwIDNDjIyMYLFYCAoKwmg0ypuz1WrFaDRSU1MjK+GAS5MSGhpKcHAw2dnZLFq0iMrKShkhXVJSIj9bmSruYeG5RoKDg4mNjUWn09He3u5map6cnJTVwsT3pFxnYg+yWq1cvHiR9957j48//pi2tjaKiop4+eWXeemll2S080zmKBZ/Izg4mJiYGNLT0+no6MBms1FTU8PExAQDAwMcPnyYixcvArBs2TJ+/OMfs3r1am7fvo3VauW9996jtbWVY8eOUV5eTkJCghwTX78sK9es2Wymrq6O6upqNBqNzKPp6324H+JME+V8m5ubUavV5ObmkpaW5ua+40/9FAJNf38/zc3N0gIEuAVghYaGyhyhnZ2dXLhwgePHj9PV1SUrbInAS/AvlxeBiPPw5bNd2TaRMzoqKuqu19y+fZvjx4+Tl5d3VwpTYYGcmJggMTGRkJAQmpubqa2tJTc3l7i4OODhWHy8IgmKvGcRERGUlpaSk5NDdXW1q0F3yo8NDQ1RW1tLR0eHNDv68q3lXnhO1vHxcZm8Pzg4mPDwcLckvg/zZjLTeAreSUlJZGVl0dbWRkpKCkuXLpW5RCcnJ71aMtVsNlNdXc2vf/1rDh8+jMlkkmbJqYSt/Px8Hn/8cZYtW8bChQulxtWXDxOl+4lwg6irq+PAgQM4HA6MRiMhISG0tbVx7tw5KRTZ7XZGR0cZGRnBZDJhtVrdNCchISFUVFSQn59PYWEh5eXlFBYWEh0djUajITw8XN7gpzs/s7jQCrP+tWvXaGho4JNPPmHTpk3Sj9xsNsuLiXCvUGoaOjs7qaqqYs+ePZw+fZrx8XHWrFnDq6++yo4dO9yqN82kOVd8dyqVipycHJYtW8bhw4cZHx/n888/5+TJk5jNZrq6ugCYN3f0M94AAKknSURBVG8eu3btYsuWLWRnZxMbG0t5eTlnzpyhubmZmzdvcunSJXJycsjOziY0NNTr7jvfhDLYzGg0Ultby/Xr13nmmWfIzs5+6L50M4Vnire+vj5u3LjB+Pg4eXl5VFZWSqHN2yWmvw3KPNEi9qGlpcXNaqDshzj/Tp48yQcffMC5c+c4e/YsANu2beNP/uRPiIuLk76x/qLAUsorU1US9TXEOnI6nSQlJbF27VoZgAsu2WxsbIz333+fkydPMnfuXBkoKQrAiLSmk5OTXLt2DafTSV9fH+fOnWPZsmVSeH0YOV+9ludVDGR2djYVFRXU1tZy69YtWSPXZrMxPj7udlvzh4U7Fcro0a6uLnp6egCkg7pY1P62+XriqRlIT0+noKCA2tpaRkdH5W3bc/OaCTw31EuXLvHHP/6RqqoqRkdHpZZOLD7h3hAbG8uyZcvYunUrmzZtoqSkRH6Gr0U2K+t+q9Vq1qxZw8WLF+nu7pbr6Pz580xMTABf50/u6uri0qVL90xHo9VqSU5OJi4ujqysLJYsWSIjvDMzM90SqQuEu8h0FyxQzjehaXz//ff59a9/TUREBFu3bpVlXgWeh9+1a9d44403eO+99+jo6KCkpIRdu3axefNmNm7cKC8qoiqVt4iPjyc9PR2tVsvw8DCDg4MMDg4CrnzTlZWVPP7446xfv56srCzANX8rKyu5desWH3/8Md3d3Vy5coWtW7fKC5ovzmUlykvx2NgYvb29BAcHU1paKjVDFovlLsuCvyGqwIWHh5Odne0WcKiMm/B1lEKa3W6XqfPEuvO0oI6NjcmqTG+//basPrl161ZefvllKfB4frYvExQUJPcKsf9YrVa3cfTFvoi4BWFRKygoIDY2lqGhISIjI2WmpKamJm7fvk1KSopMG6lUvJnNZsbHx2WhlFu3bt1VVvv74hXhVRngFBISwtKlS2lsbOSTTz6RwQaZmZmsXLnS7WD01c31mxDVRET1CTGINpuNvr4++vv7SUpKcqsQ44+bsKfmNS4ujuzsbLRaLdeuXePAgQMkJyeTk5MjU3GI9003YrGoVComJiY4ceIEVVVVMhefuC2KBehwOIiJieHpp5/mtddeY8GCBYSHh8t564u3f2WKNrVazXPPPYfVauVXv/qV9F26du0aly9fdhsrUf1kKsrKyliwYAE6nY68vDzWr19PcXGxzH17rwvXTAl5ISEhMvNFSkoKW7du5cCBA3z55ZdkZGRQUFDglsoFXOuuq6sLnU6H0Wjk/fff55/+6Z+wWCyUlpbyp3/6p/zgBz8gIyPDLV2YNwRX5dqIiIggKSmJ6OhoqWmNjY2Ve6WwDCgrE4aGhrJ48WJ6eno4deoUFy9e5Pjx41RWVpKdnU10dLTP7zdKM3FbWxsxMTEsXLiQ9PR0L7ZqehAKAF8ej29C2fagoCCZL1kpuN26dYuJiQlsNhuHDh3is88+49ixY4yNjaFWq9m5cyd/8Rd/wdKlSwFksQ1/QQSowdfxE8HBwW4yjC+Osed+npmZSXFxMRcvXrxLuWE2m7l165bbY1OlVQwPDycyMvIu/+3vi9eKFMDXKaTKysooLi6WWgSdTidTaYgE6p6R7f6AMkXW+Pg4ly5d4saNG9I1wuFw0NHRQVdXF4WFhfK1/pjuRaCclKGhocTExBAZGUlLSwvnz59n48aN5OTkAF+7j8xEX5WLSSy61tZW6c8qNJNCyC0oKOCJJ57gueeeY+nSpbJfVqt1xtr8bRFtFD6Zc+bM4emnn2Z8fJxz584xODjo5rfqSWFhITk5OYSGhpKYmEhZWRlz584lNjYWlUpFYmKi9PtUYrFY5JwVBUhmcmMWKdvUajXZ2dmsXr2ay5cv8+mnn9LV1cWyZcsoLS0lISEBk8lEXV0dFy9elGn5Tp8+TVBQEE888QSvvfYaK1eudHMTEAFd3jhslHteRkYG27dvZ2xsjISEBOLj46moqKCkpITCwkKys7PdiqWIuarVasnIyJCHaWtrK3/1V3/FZ599xi9+8Qu2bdsmrQm+tMeKS5UQXi9evMjBgweJioqiqKhIXlpUKpVXi4J8H5TaNxHUOj4+zuTkpN9E1XuiXCchISHk5OSQlJQkA7PDw8P56quvaGtrw263c+HCBWpqarBarRQWFrJ+/Xq57wLSMulPYxwRESET8wuNem5urpvvri9aWj0tMDk5ORQXF0vXAU+m0h4r521GRgZlZWUsW7bMrfqo3+d5FQdebGwsxcXFLF26lKtXr0qhoby8HPg62bEvDvaDIjRdVqvVTVAKDw930+iJ1/ojnqnQoqKiyMzMJDExkebmZk6ePEltbS0rV66UwVreMJ2oVCo0Gg0ajQaz2YzD4ZDlJq1WKxqNhtWrV/PTn/6UuXPnSh9dEVjg6yg3hvz8fF599VU2bNhAfX09qampnD9/HqfTSUREhKxPnZqayrp162SgVWlpqVv+WoFSYBBz2tuHitIPLjQ0lK1btzI+Ps6ePXs4cOAAZ86coaysjLS0NCYmJmhsbOT27dvExsaSlZVFeno627Zt4yc/+Qnz5s0DXAemEG69rfER33loaCjl5eWo1Wrmzp1LdHQ0S5Yskem7wP3CrCygEBMTw5IlSzAajQwODtLa2kp1dTWPP/64W1ELXxZer1+/zqFDh5icnGTOnDl0dXXR2dl5l4bcn/ZPT0EvPT2dpUuXMnfuXHnZAN8UdO6F5yU6LS2NsrIySktLqampYXBwkL1797q9R6PRsGDBArZu3coTTzzB/PnzpRDk7f3lQVFas8LDw1m8eDGbNm2itraWOXPmsH37dvLz8+XrfTGAy9N6mpOTw6pVq2hsbKS2thadTodGo5EXiqnaHxwcTEREBNnZ2ZSWlrJgwQJZSEX5mu+LV3cq5Ua5ZMkS/vN//s+Mj4+TmprqltjcXwVXpYY5MjKSlStXcv78efbt2we4qmutWLGC+fPnS7OKsnSuvyLSnuh0OhYsWEBBQYHctM6cOcOOHTvIzc29r9n5YaNcZDqdjqysLHJycrhx4wYWiwWNRkNWVhbJyckkJyezZs0aqSFWFqHwBzyDIYRWbv78+axbt066rYgMFyJALSkpSeZbFPWoPREXDmXuTW9vwMpctCqVigULFhAfH09paSlVVVXU19fT09MjyxOnpqbKksyLFi0iNjaW6OhoN62ycB3xhbXo6Us+d+5cqdVRpgUD9xLOnv7nP//5z3nuuecwm80MDg6iUqkoLS2Vr/G1i5nnxdZisdDc3Mzg4CDh4eEsXLjQ6xeL74PnuKalpbFz507pZ6087P2xn0oXqxUrVvCzn/0Mi8Vyl/UnMzOTHTt2sGHDBhYtWkRmZqaMP/AnlD6fKpWK1atXk52dzfDwMDqdjoyMDLdsO76wt3jiuZfHx8fz2GOPUVpayvDwsJTFxP5/r70/JCSE8PBwoqKiiI6OJiIiwu0S4rduAwKlpi4hIcFtsQLSB9EXTbTfBpE+Ij09nccee4zW1la6u7vZvHkza9eulUEHSq3JbCE3N5fHH3+csbExhoeHKS4udstHOlMoF5pGoyEnJ4eCggKam5tlcKDdbqe8vJyVK1dSVlYm2+fvc1BktQgPD3czW30TExMTbmnAhLuEr34X4jAIDg5mzpw55OTksHz5ci5evMi1a9cYHR0lISGB3NxcioqKmDdvnpvAZrPZZBSsLwkLYu6KYIqQkBC5V4pIX5VKRUhIyD01pxEREffNuatMUO5LeOZ4FcGG4+PjxMXFSWFAXJi9fZH6tijbGx4efpd/9lQXEX/BUzB/6qmnMJlM7N69G5vNJkujFxcXs2bNGsrKyny+RPr98LQ8TiXT+BshISGkpqZ+q3NjpvAJG9G9NhxfVKt/F5QH4YoVKygtLcVut8tqKgJf03x8V5T9ValUPPHEE6xfvx6Hw4FGo0Gn0wEz6x7hqeXIyspi4cKFNDU1yfyYGo2G3NxclixZIoNBfM0PcCYRKWz8dQ2qVCoKCgrIzMxk69at0iyuzFGrxBv+ut+Gqawy4nLxfdvsi3321OxotVry8vLo7+9nw4YNFBUVuQkMsxF/FFrvRXx8PK+++iq7du0CcHPL0Wg0Ph/M9KD4c9v9CZ85lUXKKLvdTkhICGFhYbNm4QoTpPBbU5oOYGaTns8kIp+m0Pp5E8+5lJGRwZYtW0hLS6OpqQmLxcKcOXNYvnw5ycnJ93yfvyLmnzJdi7JIhAiIVGqb/bXvIoALkL7MymowAqvVKiOBhbbV19egGLNv67Yh/LaF9lakSdNoND6lZVai1PoDlJaW8hd/8RcAzJ8/n8zMTPmcv2nppkIEB4p90x/m44Mi5mtERISbwkaJzWaTVQ1nQ7/tdrtcc0rLiL/1TVTKFHuG8ty4F2Jvms4gXp8RXoVpc7aiNP0Is7mYCLNVs6c8UDz77E2CgoKIi4sjLi5Olkq9F/4qwHki5t9snWtKPM2snpW14GvByB+tHd8lJ6svBNZ9Wzz3xrKyMsrKyqZ87WwQXpW5QWcbyoA6T8Fntp6DwcHBaLVabzfje6NWq31ybHyvRbMccRsTN0x/9NP6toja1f7UZ18J1gnw/RBaRlE5RqkRCIyvf3C/fND+ll3gUUecBfC10Cou1YH1GODb8K2FV71ePx3t8Blme/9g9vdxtvcPAn2cDcz2/sHs7+Ns7x8E+jgbmI39C1x1AgQIECBAgAABAvgNQbM1SjNAgAABAgQIECDA7COgeQ0QIECAAAECBAjgNwSE1wABAgQIECBAgAB+Q0B4DRAgQIAAAQIECOA3eC1Vll6v3wWsBRYCC4BI4B2DwfCyt9o03ej1+leA39359WcGg+HfvNme6WA29VGv178KvPENL3MYDAa/TTKp1+vjgaeBHcA8IB2YBK7g6vsbBoPB4b0Wfn/0ev3fAxVAIZAAmIBbwB7gVwaDYcB7rfv+PCJj+Cqzfy0+EmeiXq/fAfwPQAkQD3QB54H/bDAYTnuzbd+XwBjO3Bh6U/P6vwC/wDXIHV5sx4yg1+szgX8Cxr3dluliFvaxFvibe/w7fOc1+73SsofHs8DrwDKgBvivwMdAGfBvwAd6vd7fE2n+j4AOOAj8N+AdwAb8J+DynXnrzzwKY1jL7F+Ls/5MvHOR3AuUAwdwrccLwJPASb1e7+9CXmAMZ2gMvVmk4H8EbgNNuG4qVV5sy7Ry5+B4AxgAPgH+vXdb9PCZjX00GAy1uA7Nu9Dr9eJ2+a8z1Z5pohH4AbBPqZ3T6/X/ETgD7ASewSUM+StRBoPB7PmgXq//W+A/An8N+HMixFk/ho/IWpzVZ6Jer0/BdS70APMNBkOv4rn1uC4h/wfwtnda+FAIjOEMjaHXhFeDwSAHdTYm0PXgl8AGYN2dn7ORR6GPAOj1+jJgOa6b9T4vN+d7YTAYDt/j8W69Xv8vwN/iGlN/FnzuElzv8AEu4bVgBpvz0HkUxvBezLK1ONvPxGxc1t4apdADrr7r9foxINErLXtIBMZw5sYwELA1zej1+rnA3wH/zWAwHPN2e6aDR6GPHvzJnZ+/MRgMdq+2ZHqx3vlp82orpo8n7vy87NVWTC+zfQwflbU4G7iByxd7qV6vT1A+odfr1+DyDz3kjYYFeGB8Zgy96TYw69Hr9Wrg90AbLg3PrONR6KMSvV6vBV4GHLj8CWcld8b1R3d+PeDNtjws9Hr9vwcigGhcAVyrcAmuf+fNdk0Xs3EMlTwqa3G2YDAYBvV6/X8A/jNwTa/X78HlZpaHy+3lIF9fRgL4IL40hgHN6/TyvwGLgFcNBoPJ242ZJh6FPip5DogB9hsMhnYvt2U6+TtcAT+fGwyGL7zdmIfEvwf+d+DPcQmuB4AtBoOhz5uNmkZm4xgqeVTW4qzBYDD8V1z+12rgZ8D/hCvgsB1409MUHcD38JUxDAiv04Rer1+KSxP5//p7+o978Sj0cQp+fufnr73aimlEr9f/EvhLoAF4xcvNeWgYDIYUg8EQBKTg2nznABf1en25d1v28JmtY+jBrF+Lsw29Xv9XwEfAm7i0dTpgMdAMvKPX6//Be60L8CD4yhgG3AamAYUpvRH4X73cnGnhUeijJ3q9vgRYgSua9HMvN2da0Ov1/w5X6pNrwEaDwTDo5SY9dAwGQw+wW6/XX8A1f3+HS0M5K3gUxvBRWIuzDb1evw74e2C3wWD4C8VTF/R6/dO41uJf6vX6fzEYDM3eaGOA++NLYxjQvE4PEbgSos8FzHq93in+4TJbArx+57H/6q1Gfk8ehT56MquDQ/R6/Z8DvwKuAusNBkO3d1s0vRgMhlu4BLxSz+ADf+URGsNZvRZnKY/f+XlX+iiDwTCBK62bCpcbWgDfxGfGMKB5nR4swG/u8Vw5roE9AVwH/NXc/ij0UaLX6zW4zK8O7t1vv+WOE/7f4cqludlgMPR7t0UzRtqdn34vAD0qYzjb1+IsJuzOz3ulUhKPT85AWwJ8N3xmDAPC6zRwJ3Dpp1M9p9fr/xMuwe4tfy6d+ij00YNngVhg72wLDtHr9f8rrsTS53EFMM0aM7Nery8Ghj01kHq9XgX8n0AScMpgMAx5o30Pi9k8hlMwa9fiLOc4rupTP9fr9b82GAyyApVer38MWAmYgVNeal+Ab8ZnxtBrwqter38KeOrOryl3flbq9fo37/y/32Aw+H2VpgCzBhEc4u9VfNzQ6/U/xiX02HFtTL+cIrl2q8FgeHOGm/aw2Ab833q9/hhwE1dal2Rc1W/mAN24Imb9lkdgDD2ZrWvxKWb3mfgRrhygm4B6vV6/G9f6m4vLHB0E/E8Gg2HAe038fgTGcObG0Jua14XAjz0em3PnH8AtZkGJ0QD+z50iDKuYncEhuXd+BuNKITUVR3FFlvojh3AJOSuBBbhSKxlxBRb8HvjHWaClnO1jKJnla3Ehs/hMNBgMDr1evx34d8APgaeBcGAQ11j+o8Fg+NKLTXwYLCQwhjMyhkFOp3Mm/k6AAAECBAgQIECAAN+bQLaBAAECBAgQIECAAH5DQHgNECBAgAABAgQI4DcEhNcAAQIECBAgQIAAfkNAeA0QIECAAAECBAjgNwSE1wABAgQIECBAgAB+Q0B4DRAgQIAAAQIECOA3PHCe1zs16/0ag8EQdK/nZnv/YPb3cTb0D2Z/HwPzdHb3D2Z/H2dD/2D29zEwT2dv/wKa1wABAgQIECBAgAB+w7eusGUwGKajHdPKFKUS78ls7x/M/j76Y/9g9vcxME/dme39g9nfR3/sH8z+PgbmqTuzsX/eLA/7yOB0OrHb7TidTvl/h8OBqG4WFBSESqUiNDSU4OBgL7c2gBKbzYbNZpPjJ3A4HADyMbVaTWhoKGq1mqCg+1qqfBK73e72u5inNpsNh8OBWq2W//yxf7MJh8OBw+EgKCgIh8Mh56cnyvFyOp2oVCpUqoCxLYD3cDqdck8JCgoiJCQksJ/4AZOTkzidTkJCQnxmD/Ep4dXpdEqhICgoSP7zJ5QCjtPplH1Qqx/sq1YKtLMNIbyL//vqGIt2inF70LHz/Azw/XEU/Zzq0qRWqwkLC7vv+/wd5Z4Dvr/veAqhwcHBhISEfOvP8NX+eeI5PgLP9ovf/aVf98PzHPQVYeFhIATWRxl/Gl+xV4SGht71mLfxKeHVZrNhtVpxOp1yU/Y3TaTQqCoFoG+zWG02GyqVyu/6/SAIjZHQPIvvJjg42CcWg0BoHENDQ79zu0T/fKlfnggtSHBwsE9voNOJw+FgcnJSjpf4Lnz1O/m+B4fycu0PCMuH5wXDc4+cTVplu92OxWIBIDQ0dNb06144HI5Z30clTqdTajKFxc5XsdvtdylvHA6HT8gnPiG8KoU8f72V3U+DNTExwcjICDabDbPZzOjoKBMTE1itVsClPYmOjiY7O5vY2FjAP4Sf+yGEVKEpUqvVBAcHfydN0UxhtVrv0rb29PTQ2dnJ8PCwvFg4nU6sVqu8bAUFBZGYmMicOXOIi4tzc/+w2WzS3OJLiANDtMtkMsm+iP6NjIzQ3d2NyWQiJiaG1NRUYmNj0Wg0fjsv4WuhXQhAWq3W2026L0JTIwTqsbExJiYmCA4OxmQy0dPTw+joqBxTm80GQGJiImlpaajVaux2O+Hh4URERHi5Nw+Gcn5+27WjdMlSqVR+M1ftdvuU1h7hwiP2FM8LjL/0D8BsNjMwMMDQ0BDh4eGkp6dL686jIMSK89Bzz/EVbaZAjIVarcbhcNDS0oLVaiUjI8Nn9hCfEF59adAeFuPj46jVaiYmJqitreXatWsYjUZ6enqor6+ntbWV4eFhADQaDaWlpbz22mvs3LkTwE0T5I8IIU8sVn/A04TT2trKl19+yf79+7l8+TKjo6NyPCYnJwGX0GexWFi0aBHPPvssFRUVpKWlkZubi1arJTg4eEp/RG+idN8AaGlpoa6uDovFglarxeFwMDY2Rl1dHQcPHqStrY158+axefNmlixZQmlpKYmJiW6f509rWIyzv81Lm81Gb28vFy5coLOzk7CwMDo7Ozly5Aj19fVYrVZCQ0MZHx/H6XSyevVqtm/fjk6nw2QykZ6ezvz580lPT5fj5asCw/eZTyqVyi8v//cyIYvH/dE1QnnxArh9+zaff/45Fy5coKioiNdee42UlBTApTy4l5vSbOFeY+drY2qz2aQ/cm9vL2+88QY9PT3s3LmTDRs2+IS22KvCq3LjNBqNXLx4kcuXL2M0GsnOzmbBggXk5OTICe2Lh6TSd9PhcNDV1cXZs2dlP2w2G+3t7XR2dmK32xkfH+fWrVuMjY25fU5rayuRkZEkJCSwZMkSwsPDvdSj74YIHFH6yCgF75GREXp6eujt7aW7u5uhoSEiIyMpKSlhzpw5Xr3NWa1WgoODpbbj8uXLHDt2jIaGBi5dukRtbS3j4+Nu79FoNOTm5qJWq7l9+zY3b97kzTff5MCBA8yZM4dNmzaxZcsWEhIS5OcqtSfeQqy54OBgjEYj58+f59NPP+XChQuEhYWRmppKaGgoExMTtLe3c/nyZcxmM4ODg3R3d3Px4kUef/xxtm7dSnx8vBQS/AGhKReXCkDuOcPDw0RFRZGamkpqaioZGRnEx8d7ucWuS5JwX+no6OCdd97h2LFjjI+PExISQl9fH3V1dVO+9/PPP6e3t5fIyEhGR0eJjIxky5Yt7Nq1i9zc3BnuyYMh1khQUBBWq5WamhquXr0qBXKn00loaCgJCQlyrjocDuLi4khJSSE8PJywsLDv5KfuLcQaEhf+mpoaTp48idVqZdmyZaxevfq+/bFardjtdqkp86XLiNI1CVzn3Geffca5c+d47LHHMJvN8rVT+TbPFpQ+rjdv3uTYsWMMDw8zf/58ysvLiYuLA3wnVkLpynf16lVOnz7NhQsX6O/vZ3JyktWrVxMbGystWN6Yc15d4ZOTk2g0GgCGh4f5wx/+wK9//WscDgdr167l5z//OcnJyW5mBW8f/p4ofUJMJhOHDh3izTffpLq62m1heiKyC4jPsNvtHDp0CLVajU6no6KiAgCLxeIXt1Flf+BroX5iYoLbt29LQfDixYtcvHiRvr4+Fi1axM9//nPS0tLchNeZvqQo/15PTw9vvvkmb7zxhtSMA4SFhUk/tLKyMp5//nlWrFhBREQEra2t7N+/n48++ojr169z9OhRWlpaGB8f56mnniIpKUn+HW+jvDDeuHGDTz/9lKqqKkwmE8nJyZhMJunCU1hYyJw5cxgcHKSxsZH6+noaGhro7+/H4XCwdetWqYH1VQ2eEmGOdTqdjIyMcOnSJT799FM+/vhj2tra0Gg0LFy4kNWrV/P0009TWVkJfG3Onen+CXOx4MKFC/zmN7+hubnZ7cIsDg/PNWO1WqmurkatVktXgvb2dkJDQ3nmmWfIzMyUffIVxYAQwoTG55133uHNN99020tDQkKYM2cOJSUlhIeH43A4yMrKorS0lNjYWMLDw4mJiSEjI8Nt7flC/6ZCtM3hcHDx4kV+/etf8+abbwLwgx/8AJVKRWVlJSEhIdKSpeyPr7vbKfe9kZEROjo6GBkZAbwvpE03SvcVgObmZt555x0MBgO9vb089thj/Pmf/zmbNm3yKYuBaO/w8DCDg4NMTEwwPDzMnj17SE5OpqCggNjYWK/KY17XvAomJiaor6+Xj1ksFiwWi8+ZXD0R/lVBQUF0d3dTVVXFkSNHvvF9qamp5OfnyyAmo9HIzZs3OX/+PN3d3fJ1NpvNZ4VXIXSLG7+S69evU11dzeXLl+nt7WVwcJD29nZu3LghhcDIyEhSUlKIjo6WnzeTwVuekZS1tbW8++677Nmzx01wha/dBKKiotiwYQOvvvoqGRkZAFRUVJCYmMjQ0BBffPEFZrOZ6upqhoaGqK+v56mnnmLVqlXS9xDw2qIX4zQyMkJzczMWi4WtW7eyZMkS4uLisNls8kKp0WiIiYmhr6+PPXv2sGfPHhobGzl48CATExNkZ2dL4VW4HPgiIkBQHPAtLS380z/9E8eOHWNsbIy2tjYAOW4ajYYVK1bI93vr0hEUFCTX/u3bt6mpqaG1tVW2SbQrJCQErVYr+ye0XcKlRQiu4FqXr7/+OiqVildeeYWYmBgpnHv7wAR3H9Xr169z8eLFu5QAVqtVul0JQS4iIoKjR48SERHB5OQkOp2OzZs38+STT5KVlQXgc4Gh4nKiVqsxm80cO3aMt99+m/3798vXfPnll9jtdl555RVWrVoFuM5KIVxotVrS0tLcPtdbl60HISwsjMjISMLCwuTYzWZE3Ie4eOzbt4/f/OY39Pb2AlBVVUVhYSG5ubkUFBT4zJhZrVZCQkKIiYkhPz/fbW/v7u6mq6uL/Px8r16avCq8Kg/wnp4ejEYj4IqwzMzMJCIiwmcG0xNPwWdoaIgTJ05w/vx5wHWghIWFSd/XhIQEYmNjUalU6HQ6FixYQHFxsRT+bDYbdXV1BAUFERkZKf+Or2malYgALPg6KG10dJS2tjaqq6v5/PPPqa6udntPTEwM8+fPZ968eWzatImFCxd6bQEIM3J4eDhOp5P9+/fz//1//x9jY2NoNBoZmCRcIkJCQigqKqK8vFwKrsKsu2bNGplvc+/evZjNZi5dukRDQwNBQUEsX75cHp5KM9pModTUiGjXmJgY1q5dy+LFi5kzZ84935ufny/zhb777ru0tbVx8uRJWltbWb16NfD1Ju1LwoHSRcJut8tAp3379vH666/L/SYxMRGdTodWqyUpKYny8nKSk5Pl53hDsBMXORGgde7cOa5fv45Wq8VoNMrDxGw2y4v+VAhtTlhYGFqtluHhYerq6jh16hQ7duwgJiZmBnt1b5Sp6cAlrF++fJnBwUHAtZ+GhobKMbNYLPT09Lh9RlNTk9vvnZ2dBAcH8+yzz5Kamgq41ryvuBR49nfv3r188MEHWCwWYmJiCAoKYmhoiH379jE5Ocnt27cBGBsbIzg4GIfDQUxMDIsXL6awsFBGrgsrlq+YoJU4HA6sViuTk5NSyJ7NKAX05uZmvvrqK9rb2wGIiIhgfHycI0eOUFZWRlRUlNx3vG3JUioW586dy6JFi6iursZkMnHr1i0OHz5MQkIC8+fPB7yzrnxCeLVarfT19UntlkiP4su3MjG4St+5L774Qm4wQUFB0k8yMzOT7du3s3nzZmmqi4iIkJkFhIA0NDSExWJxOzh9VeuqZGxsjNOnT3P8+HGuX79OW1sbnZ2d8nYp0Gq1PPnkk/zwhz+kpKSEmJgYN3eBmRbolL46N2/epKGhQfoia7VasrOzyc7OJioqCpvNhlarZd68eZSXl7t9zsTEBOHh4WzevJnDhw+zd+9e+ZzFYqG+vp7m5mbmzp07pZZ6JvCMTo6Li2PZsmVSa/VNLFmyhMHBQaqqqmhrayM0NJSRkRG3qHBfO4jExRBcl8ujR49y4sQJqqurpRAEkJeXx9atWykpKSEjI4PMzEy3NejtC6TI/mC1Wt0OFc/Au6lQFtNQWrHGxsbo7OwkMzPTJ0zOnsGd/f39tLW1MTExASD7/224dOkS77zzDsXFxVJ4tVqtPiG8Cs0WuKwgJ0+e5MKFC/ISYrFY3Mb2+PHjXLlyBfhaKHU6neh0OgoLCyksLCQrK4vy8nLKy8ul8OttPOfo6OgoXV1dbikTZytKAbSnp4fDhw9z69Ytt9cIH9ivvvqKBQsWyH3H28Fryv1cq9Xy7LPPYjKZeP/996mtrWVkZASdTucW+zHTeHUVC5NJSEgICQkJUovpcDgwm81+IcCKg623t5eOjg55QExOTlJUVMSyZcsoKSlh6dKlrFmz5r4HYUJCwl2P+cIGNBU2m43+/n7q6+upqamhpqaG+vp6Ojs73YLRCgoKyM/PJykpiaysLNavX8/69evdPssbGjtxUwwODmZ0dJRDhw5x9epV+XxoaCixsbGsWLGCpUuXyht0SkoKaWlpbu8Xly6AlStXUl5ezoULF+Rj165dw2AwsGvXLhmM5y0tpTgwhAUAXNo7EQAUFhbmFtVsNptl8KDFYpEChFarZWhoiNu3b5OVleUTApBAmUMYoKuri4MHD/LJJ59w7NgxhoaGiIqKIjc3l3nz5rFq1SoqKyvJz893C5Q0mUyoVCqvHCJKrYtOp6O4uJiMjAxMJpNsW1hYGCEhIeh0OlJSUsjKyiIsLIzh4WG6u7sZHh7GbDZjNBqZnJx0m6d9fX3U1taSk5MjrQi+EFCoRJkyKjQ0lLKyMgoLC9FqtQwODtLT0yN9tEXqOnEh7ezsZGhoiDNnznDgwAEKCgrIzc2VLjHeRvk9nzlzht27d1NXVycD0MT4xsTEoFKpGB8fd3MnU3L79m0uXrxIWloa586dY/ny5WzdupW5c+cCXwvs3thvPK0WOp2OmJgYaXpubW2VwYO+cKl4mCgF0Js3b3L06FG6u7sJDQ1lcnISs9lMWFgYRqPRLfsQeD94TcxPk8mEVqtl+fLlNDc389FHHwEu16t9+/YRExPDK6+8Ivda5aVsuvG68CpISkpyOyR8UZPjibJ9arUarVZLWFiYFN7WrVvHX//1X5Odnc3k5OQ3mgGEOVcIxb72HSgPt8HBQfbv38/777/P6dOnGR0dvSt9RmFhITt27GDHjh2UlZUREREx5cT2Rh+VZo6rV6+yd+9ebty44damwsJCVqxYIX3NrFbrlMnRlZrLDRs2YLfb+du//VvOnj0LQFtbG7/61a+wWCwkJSVRXFzstXGdKvl+WFiYjGhXuhYItxi73U5jYyOXL19maGgIcF3OREER8K1LlihnC65L5Z49e3jvvfeoqanBYrGg0WjIy8vjmWee4bnnniMvL29K1wBvCjqiLcItZd68eSxatIjk5GR6enqkhjgsLIzY2FiWLVvG2rVriYqKorm5mdraWpqbm7l16xbXrl27S/AZGhqit7dXCsPgGwGFSoQFDqC0tJQ/+7M/48UXXyQ0NJTW1lZOnTrFwMAAQUFBDA8PYzQa0Wg0DA0NUVtbS0tLCxqNhq6uLs6cOUN8fDxRUVHys70hLCkD7MxmMxcvXuTjjz/myJEjjIyMyAuxcEESFgJlVhuxfoWAY7VaGRoakv2urq5mdHSUH//4x2RnZ3u9pLNyv8zMzGTx4sXcvHmT9vZ26urqmD9/PvHx8XI8fM396LuiDIZUrkMRYKcshiP8gAW+0n/lnqB041SpVFy6dInU1FQee+wxeQYK97qZwKvCq3LzaG9vdzPl+dsEFpoe5YFnMpnkBhMaGio1V8IHz+FwEBkZKTUHR44c4eTJk6jVapYvX05lZaXUjvmCVmRyclL62rW3t/Pee+/x5Zdfuj0PLq3c0qVL+cEPfsCWLVsoLi52G2uR2uW7ll79Poh5pdFoGBwc5Pz587zzzjucPn3aTTMVGhrK9u3bpeAK3FfwFibd8PBwNm7cyJUrVxgbG6Ojo0NeZhoaGmhsbCQrK0uO60z5NinXk+e6UgpuNpvNLYpdHKTd3d20tbVJ7UBycjJ5eXlSaydyjHoTsdGKOdXW1sYXX3zBhx9+yLFjxwDXGK5evZpdu3axZcsWcnJy5PtF1RtxiPja/lNRUcGPfvQj+vr6KCwspKCggMjISDQaDZmZmdJvOS8vj4ULF9Lc3MyxY8fo7++/S3jNycmhoqLCZ9wjPN0Gurq6uHLlCh0dHcTFxbFlyxa3/JI5OTlERkYyMTFBUFAQJpMJs9lMSEgIRqORDRs2MDo6Kqs1pqenu/XPW2OrXO8i8vzDDz+U0ffKfV4ZaCeYqlyuRqOR/swAt27d4g9/+AM2m40f//jH5OXlATOrFRN45ipPSkqiqKiI2NhYBgcH6ezsZGRkhPj4+Lsuzv6O0vLT2NgofV3BtUeJMyM5OZmysjI3y6u3z3qB8myKiIggMzOTwcFB1Go14+Pj1NXVSQsOTH1GThc+IbyOj4+7+byC72kBvglhPhaaKXCltnn99dd57rnnWLhwIWFhYXeZIK1WK0ajkatXr/Lhhx+yd+9eMjIySEhIYPHixW5CjrcntFJT3t/fz5kzZwDX5hkWFsbIyAgJCQlUVFTw5JNP8uSTT0pfM4vF4lYxx1tmZpPJJE3D4+PjvP7663z44YeAK5OA8DlbtmyZdG8QldHu5xuqrBwmBNjOzk7effdd+RqbzUZTUxPl5eUzLrwqhWyz2SwtAeIiFRQUhE6nk31QanicTie9vb20tbVJU1dFRQXz58+Xc9LbZi5wT1snXEHefvttjh8/DiD9fJ999lmee+45dDodTqcTs9mMVquVgtHk5CTj4+PY7XY0Gg3h4eFezw4BrsC5/+6/+++w2WwkJye7FYqAr31jw8LCyMjIYHx8HKvVKv1Glene0tLSWLZsmfTn9nZBFE+hrL29ndraWsCVmm7Tpk2kpaVJjb9GoyE+Pv6euXgXL14s/y9cXZTfpbf6qsxOYzQaqampkUFpMTExjIyMSOtATEwMYWFhUkMn1rBYl3a7ncTERIqLi7FYLBw/fpyhoSHUajXXr1/nzTffRKvV8vLLL5ORkeGWjWKm8LRoxMbGkpubS3x8PA0NDbS2ttLX10dubi5BQUEP5Mft6yjTXYmUfMrgQ0/r3dy5c6msrJRnJfim8JqZmcm6desYGxvj+vXrgCuV1pkzZ5gzZw5lZWVyjc3EueYTeV4jIiLIzc2VBzowIwf698HzZpiQkEBSUpI8HIKCgmhqauLdd9+VPkdlZWWA+83y3LlzfPnll9TU1HDixAnGx8dZvXo1c+fOdfO/84XJrOyzMqDA6XQyMTFBeno6L774Ik888QSFhYV3RWyLA8qbY6sM+lCr1W6uAiaTicjISLZu3cpPfvITt6wP32TS8gyIyszMJCsrSx7IKpWKwcFBbt68ycjICJmZmcD0C32eGq2GhgZOnjxJY2MjarWa8PBwRkdHiYiIYNu2bTJFlLI/PT09nDt3jvPnz2OxWKioqGDVqlWyMg74hr+aWCN2u51r165x5MgRjh8/jtPpJDMzk6effponnniCiooKt8uDsq9Go5Fjx45x4MABhoeHWbNmDVu3bnWrSjWTmiHlWomMjCQiIuKeaZBErXSRSuqTTz7hww8/pKmpSfozK7MS+FKOV0+hRfjpqlQqFi5cSGlpKWq1+jtFqfuSP7byu9bpdG7rRpj3nU4nFRUV/Mmf/Anz589ncHAQk8nkZtUT2mZRVvzy5cuMjIxw9OhReYlrb2/nX/7lX7DZbPzyl78kOjpaXnBmGjFmkZGRFBUVkZKSQn19PfX19bS3t7N06VLAvbSvvyKyB/X393P58mWqqqpoamqS/RLZa8B1YVm0aBHLly8nNjbW7bzwBZRrJz09ne3bt9Pc3CyFV5vNRkNDA01NTZSWlgIzN4Y+4/OanJx8l4+ZL09izxtlVlYWjz32GMHBwdTU1NDS0oLZbJYJ7MPCwnj++eeZN28eQUGuajnnz5/ns88+48iRIzLNS0pKChs3bmTFihWEhIRIU48vTGYxPkajUUacg0uQ1el0skTqkiVLAJegKNLBeNukLBACqdPp5MiRIwwMDADI7zo4OJgnn3ySrVu3Aq6+Kg+Zex2a4nEhnCckJDB37lzmz5/PyZMncTgcXL9+/a6cjNNtbveM9L106RJVVVW0trYyMTHBwMAAY2NjJCQkcPv2bZqbm2VeP7vdTnd3N+fOnePo0aP09/cDSDNXVFTUXSmOvIHS79ZqtXLlyhX27dvHmTNncDqdxMTEsG3bNn74wx/KwgMi2tnTr7yxsZH33nuP3/3ud4BrjyoqKiIpKUmOk7eEPeUeIHIsi8ftdru06gwMDLB//37efvtt6uvr5euFBra4uJiysrK7MqZ4G+VcdTqdsthAWlqa7FtwcDBarRaVSiXdjzx9tUXaNpHZQwj7vrCHCl9HYW1T5rAdHh7G4XBQXFzMrl27ePnllx/4c5OTk7l16xYTExNcunRJlglua2ujpqYGs9kshVdv5E4XmT9UKhVpaWky087AwAAjIyNuvpK+fO7fD2XAoFqt5tq1a+zevZuamhra29undNsKCwsjOTlZKjO8WbFqKsRlym63Ex4eztKlS1m2bBlHjhxhcHCQsbExbt68SUdHh3yPZ0ng6cKrwqtyEEWgkhJfnsSeh1dKSgpPP/00a9euZe/evfzbv/0bV65cwWKxUFdXh9FolAUJdDod7777Lu+8845b6oygoCDmz59PUVGRXMjigPUmnv6PDQ0N3LhxQ7p5hIaGsmjRIjZt2nRX2Ulf0MjB3cFWb731Fv/8z/9Me3s7Op1O9iUkJMTNHPttN3rxXWk0GpYuXcrOnTtRq9UcO3YMh8NBS0uLFCLE66cT5SY4OjrK5OQkqamppKen093dzalTp7BYLNLFoaqqiqVLl5KTk8PIyAjnz5+nqalJHrIajYaUlBSSk5Ol/7O3NXfib5vNZhoaGti7dy979uzh+vXrJCQksH37dnbu3MmCBQvc3iPmphD+bt68yf79+6mqqpKvGx8fp7e3VwZOgW/sS8oDLigoyG2ednV1cfLkSXkh1mg0mM1mHA4Hc+bM4ac//SlPP/209LHzxWTxQgD1dNsQeyjg1n+l8CoKHfiSEKBss9FoZP/+/bz11lu0tLTIdgp3kKeeeort27d/q89Xq9X89Kc/xel08n/9X/+XFJacTieRkZE+4e/r6ZMOX7tbeVvz/zBQjrHT6eT8+fPs37+frq4uORbg7iIzVWVKX0NZTEOn05Gfn09hYSFXrlzBaDTS0tLilnN5plw/vCpZKDsoKm4IgoODCQ0NdXvMlye4mIDp6ek8//zz6HQ6GdAkzHh79uzh9u3baDQamRMVXAKTCKDYsWMHhYWF8nO9Lbh6IjIiiMMFXILhkiVL2LJlC7GxsfI5XxFcwX3u3Lx5k3379nHu3DnAladVbPIvvfSSWxDPt60apZyvqampLF26VJrqHQ4Hg4ODnDp1ivz8fOLi4txcQ6YToclatGgR+fn5REREMDY2RllZGZ9++qn0X25tbWV0dJSoqCjsdjtdXV3SxJWdnc22bdvYsWMH8fHxbu4I3kIZNV5fX89bb73FoUOHqKurA6CkpISdO3eyZs0atFqt2yVmcnJSBloajUZ2797N73//exlYIbT0nhdrXzhgPPdC4btss9m4ceMGjY2NUqsfGRkpLx9z585lw4YNMrhrpqvaPSjC9BgcHIxOp5NV+EJCQtw0xt+k3bFYLDKC39uI77inp4ejR49SVVUlx8XhcJCens5zzz3Hs88+y5w5c7BYLJhMJtRqtSw2oUSU/TUajSQnJ6NWq5k3b550iRF+7FFRUW6CvrdRCjcmk8nNV92ffV6Vl6X6+nqqq6ulciosLMztvAwKCiIxMZHy8nJZAQ58rwrcVAhLqigaMjY2RldXFwMDAyQlJbn5Z09rO6b9L9wHZQcnJibctAc2m80nD437IQ6PmJgYXn75ZWJiYjCZTJw9exaj0Sh9fODrie5wOIiNjaWyspIf/vCHrF27Vpp3wHdMep4o/e7S09MpLy+XeQUtFovPFVcQm6PJZKK+vl4Wk4Cv59WLL77IX/7lX5Kfny+1id/28uCZxiYlJcWtipHT6eTYsWOkp6fz+OOPS+F4qsjih4koTBAXF+f2uIj8jY+PZ3R0lImJCZqbm2UZ0qioKEZHR2Vfdu7cyebNm9366AsYjUZOnDjB+++/T3d3N2FhYeTm5rJhwwYqKyvRarVyTMWaUgo/1dXVfPDBB/z/2/vz8CavNEEbvy1bsuRV3m28YBsbG7ABs5udsIU9a1VIUkkqlVTXaKq7a7r6++bX22+6vrnmm+6Z6aWWVld1kkqqyEoWSMjCYsIe1pjNgPGObbxjvEuWZOn7Q5zDK2ESktiWZN77uriEpdfyOe8573Oe85xnKS8v9/jO0NBQEhMTPeaBrxV2JcryzHa7ndOnT7Nnzx45fjabTUahp6enU1RUJH2Vx+p479sgrKeDg4O0tLRQXV1NRkYGbW1tcnMRExOD0WjEarXS3t7O0NAQEyZMICkpSaaE8wc5pNzkdXZ2cvr0aS5evHhH2dvFixfz/PPPU1BQILNe3Ev7lUYCcUog/m5fXx8DAwMexSp8hVjvRV53cCvyDQ0Nfrlm3CveFuX29nZOnz7tcZQOt8s9W61WXC4X0dHRLF26VFapAv9d74dDKf9FRbwlS5aMWYpBnyivYhERC/eNGzc4fvy49KkD5EM32ov6SKL0QwPYuHEjERERmM1mdu3a5SGsXC53vePg4GCKiop49NFHWbFihYdPpr/swJQCb2hoiI6ODhobG2U9+8WLF5OTkyOv8acH0DsP6c2bN7l+/brHWERHR7NgwQI2b94s+yGC7L6toiJ+X5QdVW5GLBYLfX19frEZS0pK4sUXX2TdunWUlJSwc+dOD6ErrCIOh4PBwUGam5vlQqO0Bo21QifcM0Rd+NOnT3Py5EmZEmrq1Kk8/fTTbNy4UbqBCFcBbyV27969/Pa3v5VFKkQScZfLRXZ2NlOnTsVgMHjk6PQXhoaGZPS9xWLh008/Zfv27XR3d2MwGLBarTJAZ+7cuSxevFhaMcF/FHHvILTw8HDCwsJoa2vj/fff5+LFi0RGRtLb2yujtsPDw4mMjMRut9Pb20tQUBATJkxg4sSJ5ObmsmzZMjn2vkzUr/Rrr6qq4tNPP/U4dXO5XGRmZjJ//nxyc3OBb2YRF8pCfX09Fy5ckJUdlZY+X8sapWtHWFgY06dPJy0tjcbGRs6dO8fVq1dl9hJ/Wfe+Ccr1uqenh+7uboxGIykpKfT09NDf309ISAhpaWlYrVYaGxtxOp1kZGTIOAhfBzPfDe9MJKmpqUyfPp2amhqZ4k2UjM3MzPRYQ4fLKz5S+Ex5hdtlUSsrK7l48aK8EYCsyKQ8VvX3SS1M6UNDQ1gsFrRarUe6E0Ae4YngEoPBQF5eHkuWLCEyMlImp/anXai34HM6nbKeusFgICIiwmNBFMci/qDECn8dYTmrqanh2LFjHnkvs7KyPCrSwLd31xABJOKYqL6+npaWFvkAW61WEhISSEtL87CYjMXcFkdyQkgqg1pcLpesmCXK+hoMBrRarUxkX1VVxZtvvklISAjr16/3aQlKZenXvr4+SktLuXz5MlqtloiICObOncvGjRulC87AwAAGg0Euog6Hg56eHs6cOcNLL73Ep59+is1m80iXNnHiRKZNmyYtlb4u2ahEjKPwF7RarZSUlPDZZ59JOarX62XlqaysLFasWMH8+fM9Krz5wzMKdyqviYmJpKWlce3aNUpLSz0q1n3d96SnpzNt2jRu3LjBxo0bSU1NJSQkRM77sZyz3gFSIsBFpLQSG4/09HRSUlI8AkO/zoCh/Nxms9He3k5bW5v0qddqteh0Or9wG1Bu+gwGA9OnT2fOnDk0NjZSVVXFlStXyM7OJjw83G/m5DdBeV+1Wi2RkZFERUXdUXhAo9EQFxeHVqtl/vz5ZGZm+o1MuRveAblTpkxhw4YNVFZWyhPM+vp6SkpKmDJlCllZWXIMR3O++YVTonfUa0hICLNmzWL58uXSCvJdrGBjgXLX5HK5qK2t5ciRI5SUlHDq1Cnpm2exWGRkpbAEeAch+CIa9KtQChOdTkdeXh4zZszg8OHD8rj24YcflsqfP6U7EalhhDJ64cIFdu7c6VHCNjw8nMzMTI+ckd/2oVMqON3d3XzyySccOXJEWr9cLhepqalkZWWN+VG00vqhVOhffvllfvOb33D9+nVZKESv1zN37lwiIyNpbGzk6tWr9PX1sXfvXsLCwoiKimLJkiVy0zLWJwXKIyubzUZjYyN1dXU4HA7y8vKYNWsWiYmJ8hrlEbnL5aKuro4dO3awfft2Lly4IOeIcF+Kiopizpw5MsG7vyHmtbC6lZSU8Jvf/MajxLHIOZ2ens6mTZtYvny5dGEZy0o494J39pbMzEymT59OeXk57e3twG0fz6/C5XLR1NREV1cXV69e5dixY2zdupXly5djMBjGvLKWd7+EQinSfoG7X1FRUUREREhZ+03lp9PppKenh97eXrn5Cg0NJT8/n/z8fI+gIF8oh973ITk5mczMTPR6PT09PbS3tzMwMCBzaXufmPkz3m2Mi4sjNTVVFncReaTtdjuVlZVMnjyZJ554wmPNHO57/A2RCSEsLIwFCxawYsUKrl27RnV1NRaLhQsXLrBv3z4yMjKYN2/eqAf0+oXyKh5o8VBpNBqSk5M9koYHym7M4XBw4cIFduzYwfvvvy99XMVner2e+Ph4ent76e/vp6uri+rqar744guWL19ObGys3+3ExMQTC3x+fj4LFy5kz549nD17lqqqKt555x1ZGUyUYBQLrLDu+QqlotPe3u6huIrPJ02aJIOUvm2wmXfqpZMnT7J3714ZPARQWFjIrFmzmDhxorQAjvVx5tDQEFarle7ubs6dO8frr7/O+fPnAbePq1D+li1bhtFopLq6mr1797J7925cLhctLS309fXd4Y8+1hYtgd1up729XSprWVlZ5OTk4HQ6ZZYAZQ7pqqoq3n//fV599VUqKioAZHlcsfCLSkDKDY2/bJ6FxVxkETh06BC///3vOXToEE6nk4iICOx2u+zL8uXLefrpp2UeRvA8WfD2hxxr66T4m6INQUFBMrDsyy+/lMqrUFw1Gg0ZGRnk5uYSExMjC2/cvHmTmpoaOjs76enpoaenh5qaGjo6OnC5XKxatUquKb4qD9vU1ERnZ6ccG61Wy9SpU1m1ahWFhYXyOnEa8lUo3RFaW1vZv38/Fy5ckPfS4XAwffp05s2bJzc5vrK2e+dINhqNJCcnExYWRnd3N62trR45iP31CP2rUBZ7EfJduKcpfV2dTieLFy/2SCkZCBkXlBsQo9HImjVraG1t5e2335buZBcvXuTEiRMe1RdHa6PsF8qrCHRSCtHhkmn7M2JQb9y4wYEDB/jDH/5AQ0MDGo2GiIgIGfQiXARqa2tlJoKzZ8+yY8cOjEYjDzzwAHD7QfCnviuF6ZQpU1ixYgVdXV3U1tby+uuv09zczE9+8hNWr14ty976g3VHKRSGcyZPTU318DVzOp3feGHzHq9Dhw7x3nvvSd82gHnz5vH9739f5vAdS5SLgdPp5MqVKxw8eJDDhw/LIKXU1FSWLl3Kxo0bmTNnjrQOt7a2otVqaWxspKysTJb19WX6He+coEof5qSkJLKzs4mNjZW+q6J9dXV1vPvuu/z2t7+VgT86ne4OZSY+Pp7c3FyPYDt/2UAro7MPHTrEv/zLv3Dw4EGp1Pb398v+Tp8+nTVr1siF0maz3bFQ+pOMEQt5eHg4CxcuZMmSJTQ2NtLR0UFoaKiM0l60aBEPP/ww2dnZ0oe8srKSffv2UVVVxdDQEL29vTLPdmRkJPn5+TLLwlgor2Le6fV6bDYbFy9e5NChQ5SXl8uYh6SkJJYtW8YTTzxBfHy83PCLzdRXoaxQ+fnnn/PGG2/IQD1AWsAKCwtllgZf+WyLvghFRlgnIyIiqK+v5/Lly7S2tnoUb/G21vo7YtPndDppb2+/QxkXMis8PNxDrviibO+3Qcg/0d6ioiIaGhr45JNPaG5uBtxzvru726MQxmidwvqF8urdOZfL5XE85M+TWAgoMWl7e3tpamqSgxkaGioHPSIiguLiYp599lnsdjuTJ09m586d1NbWUlJSwsKFC6Xy6nA4RtXZ+dugFPapqamsWbOGmpoaamtrcTqdfPnll7z88suUlZVRXFzMwoULPSoZidQ3Y413UmhBeHg4ubm5rFixQh5xfJuAgcHBQRm57nK5OHLkCL///e/ZvXu3DC6JiYlh7dq1bN261aMM4FhZf0TJyaCgIHQ6Hbt27eKVV16RVuicnBweffRRHnnkEaZOnepRCjcpKYm0tDRSU1Opra2VpTtnzpwprexjfQytfC5CQ0NJT08nJCREWr9Fu8Cd97Szs5Pr169z/Phx3nrrLam4iqp3DQ0NUgGOiIhg/vz5LFmyhMTERL+peiPciYKCgmSO3jfeeIOjR48yODiITqdDr9dL/96FCxfy1FNPeeQMFTlhhby6m9XfV65ayucvKSmJJ554gsLCQhmQFRwcTFhYmHQrEONss9nIzc0lNzeXmzdvotFouHnzJnv27GHnzp2cPHmSQ4cOMWHCBPR6/ZjMVZvNJuWN1Wplz549HDhwwKMKY2ZmJoWFhR517b8OMQ+Cg4MZHBxk+/bt/O53v/NQXBcsWMBjjz3GihUrPOIRfI3SRTAnJ4eJEydSX1/PqVOnOHbsGBMnTiQhIcGv13xvnE6ndBezWq0cPHiQP/7xj5SWlkpXF6vVKk8gJ06c6JGCMVD6KRgcHJTPT1pamof+FhUVRVhYmEefRqt/fqG8is6JV++KTP6c+01p1XE6nXR3d2Oz2YiIiKCrqwur1YrVaiUqKoqVK1fy4IMPMmfOHMDt92Oz2Xj55ZdpaWnh1KlTLF68WO6U/W1SiyAfp9OJwWCgqKiIRYsWUV5eLo/rPvvsM44ePcrGjRvRaDQsXbpUVpXx1e7ybnMnKiqK+fPnk5eXJy0x3+TIVPgqKxXiw4cP84c//IFPP/1UZs8wGo0sWLCAZcuWScXVarXekcd4NFEGgFRUVLBv3z65wcrJyaG4uJgtW7bIMo0iTVRISAgDAwNoNBqPqls1NTUe7hdjnTZLuQmKjIyUFqazZ89y5coVvvzyS9LT06murubq1avU1dVRUVHBmTNn6OzslBkmMjIyqKurk9kzIiIiWLBgAatWrfLIheprxVUg+l1fX8/rr7/Ojh07gNuFCIQf5cSJE9myZQvf//730el0DA4Oyo2L93eJ0wahFOn1ep9VE1P6fAYFBTFr1ixmzZp11+uFhU6n05GWliaPKsFtIUpPT8dgMMhqhrGxsWzatIng4GD5/I7WBlIpd+rq6jh8+LAsy+xwOAgLC6OwsJDc3FysVqvcXN6tPeKeKNObXb16lffee0/maTYajaSnp/O9732PZ555RuZj9rdTPHBbhmfPns2xY8dobGzk5MmTzJ8/n5iYmK8tx+0viNOO0NBQ7HY7Z86c4bXXXuOdd94B3M+SyIgCMGvWLNasWeNRaTEQrK5KlPPIYDDIamkAHR0ddHZ2esTtjGvLq/fk9OfJ6o3yONZut9PQ0EBjY6NH2UKn0ymdtIVlFdwLzMqVK6murubAgQPs3r0bo9HIj3/8Y+nI7Y9HCkKJjY2N5fHHHycqKopXXnlFCtDe3l4+//xzwF0QID8/n0mTJpGamiq/w1c+TcqHanBwkGvXrtHY2Ojhe3qvilh/f78MvgA4evQor7zyCrt27ZK5NQEmT57Mxo0bmTp1qnxvrPxcheAQ7hJXr17l3XfflYoruH0if/KTnzB79mz5nvecEwq60+kkMTGRyZMnewitsbaoK/9eeHg4s2bNYt68eZw7d04GyAlXh46ODvr6+uSYpKam8swzz1BcXExDQwP19fXyswkTJrBp0yaPe+HrYhvemQFEUFJtba28JiwsTC6QOp2O4uJi5s2b5+HjOZwcaWlpoa2tjZ6eHjo7OwkKCqKwsFAW6vBVEYN7/XvCsDHcplOr1bJo0SL0ej1Op5O9e/cyYcIE1q1bJ11FRqOYitJdANy5XUXJcOVCHh8fz6xZs5g2bRparVb6Z3+VXBRtFvmYP/nkE495UFRUxGOPPca6des8/LX9RQlUPrdiA3n8+HFOnjxJXV0d169fp7CwUI6Jv+YhFogTLXDnOn3zzTfZu3ev/Ny7kMvKlSt5+umniYqKki48vpYv3xRle8Vmv7W1lfr6eq5cuYLRaGTr1q0y2NXhcIxKCXS/uGvKo3dwJ5JX+kz4M0J4iuCba9euUVdXh8VikYIqNTWVxYsXs2jRIiIjI2Xy6PDwcObPn09dXR3nz5+nubmZnTt3snjxYqm8+kN5WCVKK7M4Ann88cdpa2sjKCgIi8VCe3s7zc3NvPXWW5w4cYKZM2eyfv16NmzY4HFkPtZt9qazs5NDhw5RWFgoBZDFYvEoIwu3x1j8E2MicvJ2dXVRUlLChx9+yN69e+nq6pI5KcEtsJcvX05KSgqDg4NoNJoxG1PhriEETmVlJadPn5aKzuTJk1myZIlU1gYGBggNDfUQNkFBQXR2dtLS0oLT6SQ9PZ3Jkyf7NF+och5qNBrS09NZv349ra2tHDhwgD179shrQ0NDiYmJISsri8zMTB566CE2b96M1Wrlyy+/9ChYMXnyZJYuXUpKSor0wx8NwftNUGaI6O7upqysjGPHjskANUBax6Oioli3bh3PPPOMhwIu3HcGBwcZGBigubmZq1evcvXqVZleqaurSx6/r1ixggULFkjfPKHEjibCXUz4gwoXB+88pUKRF3mylQwNDXk8YwaDgfT0dMLDw2lpaaGhocEjtmI0rELeqSBramq4cuWKjHsQG+ioqCiys7OlHLlblhmn0ykVgJCQEPr7+zl8+DB79+7l5MmTcuMVGxvL3LlzeeSRR0hOTva4l/6CkENDQ0OEh4dTXFzMqVOnKC0t5dy5c3zxxRfMmDFD5gr1d+VV3Nu+vj727NnDZ599xs2bN2Vub6V/ekJCAtOmTZOuLiIPqj/3bzi8YwOELN22bRsWi4Xy8nKuXr0q/exHq39+obz645HGvaK00jkcDq5fvy6jY+F22q9ly5bJ6kZCUddoNEyYMIG5c+cyceJEmpubaW9vp7q6mhs3bhAXF+e3uzLlMbTRaOTRRx9lzpw5tLa2sm/fPj766CN6e3u5du0atbW1NDc3o9frpUXAO7p4NFEuUN5WVYvFQktLyx0bKO++ilcRka5UaP74xz/y7//+79TV1Xn4Ngni4+OlJcs77+xYo9Vqsdvt9PT0kJCQwLJlyzzStQgfbaWfZ3t7uzyOdzgcGAwGv5mX4hRAr9ezatUqYmNjiY6O5s0335R+5YsWLSI1NZX4+HiKiopYunQpAB9//DF79+6VGQeMRiPZ2dnyhMAf0tYpTyja29s5dOgQe/bs4fjx47S2tnrkD46KimLt2rU8++yzLFiw4I7vun79OrW1tTQ2NnLq1CmOHDlCXV2ddDXQaDQMDg6yf/9+6urqmDBhglRexUI72ojxFAi/f28l824yQ1lWXBTRaGlpoampCUAGfY0lIhuCuM9Cdmq1Wo885neba97zsLq6mm3btvH555/T09Mjx37JkiUsXLjQoyiHv2Kz2TAYDNJ1ICYmhra2Nvbu3cuyZcuk8uqv7oLipC44OJiBgQE+/vhjduzYIfOHi7RSIs+ySL2nTN/nq6IZ3xXlSbPBYGDu3LmcP39evh8cHExtbS2VlZVMmjRJntqN9FrvFyuQ0+nEarVKR/Zp06aRlJQkP/dF6pZ7xbv6VFdXF93d3XLxDw0NJScnh+zsbJm8X6TQEEExubm5TJkyhRMnTjA0NER5eTlXrlzxOPbzt9QhSsuXy+Vi8uTJ5OXl0dPTQ0xMDOnp6TidThoaGti5cycnTpxgwoQJZGRkSOVB6VoxVniXZARkIvTZs2dL30FhNRU+S8o2hoeHS/+mDz74gA8//JDKykr5udPp5ObNm8THx7N8+XKeffZZuUjp9foxVYiU7bZarfT19dHb24vVaiUlJYWCggISExNlUQ1lEYPg4GCsViuXL1/2KCKi1Wo9AhG9/46vCAsLY/HixYA7G8bAwAC5ubnk5+cTExODwWCQBQfA7YdYVlYmhXBaWhoJCQlS2PpDNS1l3uDa2lree+899u/fT19fnwzqVAbBhIaG0t7eTklJCTabTabUunnzJqWlpVRUVNDT0yPzMw7nIpOcnExGRoZHerGxykOsnFNC2dNqtff095UnYEFBQbIKXHd3t7RSj1XpSiVfZV1T3n/l/5VZT4KC3NUo+/v7qa2t5f333+fYsWOymAi408M99thjLFu2TCrt/mzRU45nfn4+ixYtYseOHVRVVXHhwgXmz59PUlKS32ySvVG60wwODnLhwgUuXbokZbvD4SA8PJzBwUGZ23vTpk3k5eVJ+epvKTG/KWK+hoeHExQUJHOEh4SE0NXVRUdHB1lZWaNmqPL5zFD6BomAiXnz5jFx4kR5jT+XjPNOORMZGUlkZCQ2m00GbmVkZJCVlSWPh8DT9N7Z2Snzv3Z1dXHp0iXOnTvHtGnTpPLqT0EjSrzbZDQaefDBB1m2bBmdnZ2UlJRw+fJlzp8/zxdffMHKlStZtGiRXHTHalEUKC0dwgpZWVnJ66+/LgNE9Hr9HYucCO5wuVzYbDZOnTrF//yf/5N9+/YBtwNmxPfGxcWxdetW/vqv/1pGEougjLFeVET/+/r6aG1tpbW1FXAfW6amppKcnCwrgolr+/v7aWhooKqqisOHD8uUX9HR0eTl5clAGO+/4Qu8/7Zw0RHBPMo5JvwKu7q66Ovrk+5JWq2WnJwccnJyPKzivuyXd3Wm1tZWTp8+zc2bN2U1PxGIBe4F8+zZs/Jo3Gq1EhISQmhoKL29vVRWVsojZuXJifg5Ojqa6dOn8/DDD7N+/XoyMjLk3x4L1wnRX6G0fdXf9HYjUL4qlV2Hw+GhvPrCkieC4Yb728q5qZxrSoXX5XLR0NDAiRMnKCkp4YsvvpDPsE6nIzs7m4cffpi1a9d6WMp97e7yVSjXv6SkJIqLizlz5gzt7e00NTXR3t5OQkKCR3o/f1z/BMLlRWycvOVGfn4+q1atIi0tTbqB+Ktifq+IPopc7hEREfT19WG1WmlqaqKtrc2jnyP97Pns7nkrFEJZENYRf6y/PRxKxVqv11NUVMTVq1c5cuQINptNKqVKxVX8HkBZWRnvvPMOx44do6+vj6CgINra2jxS98DYR3N/G2w2G06nU0YrX7x4kX379smjFFGUQTAWWSS8o3enTZvG6tWrOXLkiDzib25u5u2335aWrBkzZnh8R0dHhwzEExar8+fPc/z4cQCPaNKUlBSee+45Zs6ceUcKHF/PY2HZUu6EhbVOfC6oqqri5Zdf5vLly7S1tdHU1ERiYiKPPvooDz/8MJMmTZJKnr8EgyhTCHlb8QQiD2pNTY2H5cpoNLJ8+XKWLl2KXq+XffL1AuN9sqM84ldeI05zKisrqaysZGhoyMNP1TuGQHyvy+UiJiaG6dOnM3/+fObPn8+8efNk1P5ojq3yu4WCVlJSQlVVFStWrGD16tXD/p6yAIOwjis3m8pxLysr4/Dhw1y8eBHAI4uLUOBHG3Gaobzn4vXrZILT6aS0tJTt27ezb98+rl+/zsDAgJwHBQUFPPPMMzz66KPSXQB8H2T4dSjnVEhICJGRkURERMgiMqIIilJW+TNKhVUYZsTGMiMjg/nz58sctuD//bkXlHrPxIkTKSgo4MyZM/T09HD8+HFycnJYsmSJlKcj7TfvkxmuDHJyuVy0tbVx/fp1eZR+Lwma/QXlYIiSmuXl5XzxxReAe4Cbm5spLS1Fq9XS2dkpg306OjrYvXs3n376qSzrqNPpyMzMJDc3964C2R9Q5uIVikJQ0O2iBF1dXWzfvp13330XuG2xS0pKkgJpLNxBvBWQ/Px81q5dS0NDA+Xl5XJT0NLSwscff0xQUBAbNmxg8uTJWK1W6urqqK6uprKykvr6eq5du0ZlZSV9fX3yO8V3pKWl8eyzz2IymWQqFHFspEw/NNYok2NHR0cTHx/P1atX6enp4ezZs+Tn55OSkkJ9fT1DQ0NERERw+PBh3nvvPbnx0Ol0LF++nGeeeeYOf0p/eVaVqZ/E3BTKuvAzFmmKWltbaW5ultelpKQwb948OW4Wi8XDsuwrlPdWp9MRGRkp2638TCS3F0qqUOrE2IeEhEgFSqvVEhsbS3x8PHFxcWRnZzN//nwWLlwo5Y4y6Gi0UCqvdruda9eu8fHHH3Po0CFaWlpISEggPT0dh8NBRESE7FNoaOgdPuMul4v+/n7sdjsWi4XOzk7q6ur44osvOHz4sLxOKVPHymVJ+MB7K5TCOq7sgxhXm83GjRs3uHTpEnv27GH79u1cv35dfp/IUf29732PrVu3Sl9KMW99vVH+JhgMBoxGI+Hh4VitVi5dukRNTQ0zZ84cNavdSKIMNBRuKyEhIeTk5JCenk5KSsod5cD9RWZ+F5QGteTkZNLS0qirq6OlpUUaeZSbj5F2l/OJ8qr00RoaGqK0tJRjx45htVql/8TX1bD2F5RHdiEhIWRkZJCeni6tWTdv3mTHjh3s3r0bi8XCzZs35Y5b+EaKSGGn00lcXBwbNmzgoYceIiYmRu4+/W0n7V1IQtRZDwoK4ubNm3z00UecPn1afp6SksLKlSuZNWuWvGdj5TKgFBSRkZFkZ2czZcoUmpub6e7ulp83Njbyhz/8gV27dhEeHi4jly0WCxaLRVqWva1YTqeT733ve/z0pz9l3rx5Hr5MQmnwFUrrtl6vJywsDKPRSExMDNeuXWPbtm1YrVYKCgo4d+4clZWVhIeH09nZKQssAMycOZPVq1d7pPsaiwj0b4PS6io2SMrFz263c+PGDTo6OuRJwdSpUz2s5P64uAgLHtz2F/+6a8XxsziqDApyJ8ZftGgRy5Yto6CggKSkJMLDw4mIiJAL7Fj3XzxXQUFB9PT0sGvXLjo7O5k0aRJZWVlkZ2cTFBREREQEc+bMuWNj0dDQQGlpqQzOqqiooLq6muvXr8vTHrHAegdgjgbKv2E0GklMTCQ8PFyWqgW3G8+VK1fIy8tDq9XS1tYmLart7e188cUXHDx4UFafArc8iY+PZ8aMGTz88MNs2rRJKq7eOaf9GbHegdt9qaCggNzcXM6cOcPZs2c5ceIE69evlxspfz9mF8+j0h1u0aJFzJgx4w6XFX85qRpJhHzxXutGc433mfKqPC5qamqivr4eQDpAi4c4UBCDZjAYyMnJYcqUKbS0tNDV1SWPl7+KoKAgYmJiWLJkCcuWLZMLqTJgw18QSstwlqn29nY++ugjtm/fTktLi1QcXC4Xc+fOlRWNfOXDFBISQn5+Ps8//zwZGRm899570qLhcDhkTfSvQ6/XM3v2bLKysoiPj2fdunUsWbIEQJamjIyMvMN3zddCS6fTSV9fl8tFbW0tb731Frm5uTQ1NVFdXe2hnKempjJv3jyZOklZMc1fGS7QSqlkC0Wps7MTp9PJnDlzWL16tYfy6o/+giJtFLhPMkRqupCQEI9E9ENDQ1gsFumnLX4nKiqKefPmsWTJEhYvXsysWbM8ylTC7SjpsfZF12q1pKSkkJaWhsPhoKOjgw8//BCj0UheXh5ZWVnSxeXEiRMylZmolnX58mVKS0tpbm6mrq5OKnuClJQUnn32WTZu3CiVoNHaWCr9bYUFrqCgQLrCieIfbW1tvP/++9TV1RETE0NXVxddXV1oNBp6e3u5cOEC5eXlHpXf5s6dy7x585g9ezaLFi2SJwVWq9UnmRS+C2J+6nQ6Jk+ezMyZM3nnnXdwOp00NjbKeeuPRYq8Y12io6MxGo309vZKf2OLxUJXV5fM1DHW7iqjjVJGREREMHHiRMrLy6U71uDgII2NjUydOnVUXLB8tpVR7kKUNYC7u7upqqqS1YkgMOocK9uWnZ3NokWLuHbtGjU1NcDttBhKxUBM4pCQEJKSkli8eDEPPfSQR7CaP+XoEwxnbXM6nVRXV7Nv3z62b9/OF1984SF0UlNTyc7OlhHto5W4+OsIDQ1lypQpTJkyhfz8fLq7u3nnnXewWCzf6HumTp3Kz372Mx577DEAj98PDg6WyoUSX8xf7+cmISGBjIwM6VwP0NbWRktLi9yUCKuI0Whk8+bNPPnkk+Tm5spTEfC9/+43RblYiEwK4jh62bJlbNmyhbCwMJkGzR/7pxxLodCIoCzlZlBZOUqcjsTExLB+/Xq+973vsWDBAlmC05uxtG55n1pNnDiR3Nxc0tPTZfnenp4eTp48SWlpqUexBofDwdDQEImJiVLxEy4uwzFnzhyee+458vLygNvBk6M5zna7XaZTmjJlisygI0rvdnZ2sm/fPk6cOIHRaMRut0vlR6wVyvFIS0vjkUce4fHHHyc+Pt5j/HyRRWEk0Wq16PV6oqKi6Orqwmg0+uUzKFC6vIWGhlJYWMjly5fp7e3FYrFgtVrZv38/V65cYdasWcOmrgt0lHNz4sSJrFmzhubmZsrLywF3We4rV66Qnp5OZGTk+FFelYgUC3q9np6eHk6cOMGDDz7I8uXLAWQgjT/jHYA2depUnnnmGVpbW7l06RKlpaUefpLgHvzk5GRmzJjBkiVLKC4uJjc3l6ioKLkY+dMDLCK1ASoqKnj77bdpamoiIyMDnU4niy1UVlZ6KOlr167lueeek9HLdwumGQuUCnNOTg4//vGPmT17NhcuXODDDz/0COIZjnXr1rFw4ULy8/NZuXKlfN9gMEj3D+E+4Q94z58pU6awefNmbDYbNTU1REVFcePGDc6cOUNvby9Go1HmIxQW5UWLFhEUFOTznKcjRXBwMEajkbi4OGw2G7Nnz5ZZKAYHB6XC4Q8oxy8yMpLExESZT1ggFFSlFTEiIoKUlBR5xLxgwQKmTp1Kbm6utLYqDQfBwcE+yzsp+hgWFsby5cvRaDRUVVXR1tZGVVUVly5d8pCdStnS2tpKZ2enh6/vmjVrKCoqwmKxcO3aNeLi4tiyZYtUXJV/czRR3sv4+HgKCws5c+YMN2/epL+/X5bNFqnrRGo6JVqtlilTppCdnU1xcTFr1qzxSCMp1kZ/kTffFLGpHBgY4MqVK3R1daHT6cjJyZGy2pfrxd1Q+uIaDAaWL1+O1Wqlra2NGzduYLVaaWlpwWKxkJOT4/fGt2+DWBNcLhfR0dEUFxdz4cIFSkpK6OzslPJFPJvK0/aRuBc+UV6H80NUphoCPNwG/PHYwBulMAwJCSE3N5eioiJ0Oh0HDx4kPDycK1eueFTCSUxMZOrUqaxdu5ZVq1bJyhv+cLw8HEpr6Y0bN/jss884ceLEsMcgGo0GnU7HwoUL+elPf8rGjRuB2y4HvhJGIohFpB4rLi6muLhY5ml96623cLncpW9F+T6bzUZHRwdz5szhhRde4JFHHpHfJxb/0NBQjzRc/oa472FhYaxcuZLIyEiamprQ6XR0dHSQm5vL5cuXmTBhAuvXr6egoACDwUBiYqKHtdUf5+W9oHw+Q0NDSUlJISYmhrKyMs6fP8/DDz8MeEaj+xrvRTs1NZW1a9fKyHxAnmQEBbmrOQ0MDJCUlERRURGZmZlkZmby4IMPyo2jMgtBUFCQX1jslGNTUFBAQUEBLS0tXLlyhbKyMs6dO0ddXR19fX309PRIdyxwy1qxOCYkJLBo0SKee+45li9fTlNTE5WVlWRnZ0t3JVE2eCxOfZR/QxTRuHHjBnv37pVBd0JuKoPthGvO0NAQeXl5bNy4kQceeIApU6bIkq/+GgvxTVDqASJQNC0tjVmzZjFnzhyPLCj+ZMRRIlwEYmJiWLlyJS0tLdjtdr788kssFgs6nY6wsDAP17/x4jbgTUxMDPPmzeOhhx6ioaGBWbNmkZ2dLefzVxUC+jb4ZOYrLYohISEsXLiQ48ePc+LECcCdp9EXdeC/C94Wkry8PFmJKCoqiqKiIrq7u2XQhEj0Hh0dTXJyslRcwT+DRcBTGGdmZvLMM8+g1+s5ePDgHdfGx8fzyCOP8NRTTzFnzhz5vj8IIRHMorzPubm5/MVf/AWPPvoo4O6rWCBEiqLY2Fjy8/M9vkt8j7/nIfRu24wZM8jPz0ej0WCz2SguLqarqwu9Xk9KSgpGo9FD0AS6sPX2Q0xNTSU2Npb29nZeeeUVJk6cyCOPPCL9Ev0lQMT7aO6HP/wh69evl6dV3imzhoaG0Ov1xMTEEBYWRkREhEdVHzGf/X2+inSJ06ZNY9WqVbJs88WLF/nNb37DqVOnCA0NlZtHo9HI97//fR555BEWLFiAwWAgPDyc1NRUmaZwrI0gSjeO8PBwlixZQmRkJBMmTGDfvn2cP39+2DLo6enpTJ06lcjISGbPns2GDRvIzs6WfRBuIYFuzVPqAQaDgWeffZYHH3yQuLg4MjMzPVzm/OFZHA5lGxMTE/ne975HcnIyH3zwASdOnCAmJobs7GxSUlLGJFBwrPGWIbNmzSIlJQWLxUJUVBRJSUnDpmIcCXwyI5THHMHBwRQXF/P888+TmJhIZGQkjzzyCIWFhfJ6f7KG3AsigTi4BVd8fLxHMMhwiF24PyvqIjDE5XKRkpLCCy+8wJQpU5g3bx6VlZW4XC5CQ0NxOp2kp6ezdetWqbharVa/8SUUVmFAlu/T6/Xk5+ffoZwOh9VqJSjIXcHHH9Ip3QtKCwe4rY9Ka4AoXfx1vz9eiIuLY9myZdTX18usJ/4YJKrcPBgMBrKyssjKyvpG3zE0NITVapUWR39VBOC2ZVij0WAwGKT1X5CTk0NraysTJkwgKiqKwcFB2tvbmT59Oo8//jgLFiyQZTmDgoI86siPlcXVG6GsREREsHjxYmJjY8nMzOT06dM0NjbKSPX+/n4iIiIoLi5mxowZGI1GJk2aJPODCsOHMldzIKOc21qtVlrdAwlhRbXZbISGhpKamsrmzZsxGo0UFhai1WopLi4mNTX1jiCv8YDok3BZMhqNdwSBjhY+cxtQkpKSwpNPPsmWLVtkpQZvM3ugcq+TNDg42G/dBZQod41arZbFixdTVFR0R91ukXha4C+KqzfCv/Gb3Hd/jES/V/xxDMYSobiFhoby8MMPs2rVKlwul7RSel/nL3wXueBvfthfhXBNuVtbIyIi+JM/+ROeeeYZ6QIkItZFLli4c/x8OZ7efcnLy2PixIk8+uijHukGhTVcr9fL0rZKy56/+X2OFIEwL7+KoKAgjzUhPDycBx54gEWLFgFuWRPIa8a94JPMQWP+F4dBJF1W1tIOdJTHcsKqo6yyIgR0cHCwLGcYSA+xMqJZWQ3NG38LgPFGuVAqU7QpE7zD7WpUox2hPNoorR3KjB8ielssmP46XiPJcDLHn4/TRSGC4fIpKlFa54RfZKCMp7erirDECnmj1+tlCe7hUFon4fZ4+oNsVVaA+ybrnSi/GShj+G0RwT2iNLC/PofDIeaXSIvlfbJ1vyBS84kc0yEhIaM2jn6hvILnYhpIk/ZuKPtwt5yogYzSX2k4XzKxCAXSA3w/CRxv69Z4XxiHQzlvxf3wZ9kjLDzj3YojELkhva2mXyVvvK/1p/FUPmPepWKVeD+b/pgucTQYD/JXOVZjUaXO3xAV8MYCv1BeheVH7JqHE1gq/okoxTlcZQ1hUVZR8UdE0n/hc+fP/uYqt1GuFYC08gSKvFGedHif7girsXeFOJXAQpwYAD7NrjOe+cYaoslkGo12+A3jvX8w/vs43vsHah/HA+O9fzD++zje+wdqH8cD47F//r9NVVFRUVFRUVFRUblFUKDnb1RRUVFRUVFRUbl/UC2vKioqKioqKioqAYOqvKqoqKioqKioqAQMqvKqoqKioqKioqISMPgsH5XJZHoMWAbMBGYAkcAbZrP5aV+1aTQwmUwbgD8HpgJxQDPwJfDPZrP5uC/bNhKYTKY6YOJdPm41m83JY9icUcFkMqUB/w/wILfHcCfwC7PZfNOHTRsxxvM8NZlMQcAPgR8D04Bg4CrwKvBvZrN5yIfN+86YTKY44GFgA1AIpAI24CLuPr5qNpvvXtUgQFBlTWDLmvthzVf7OHb40vL6t8BPcd+A6z5sx6hhMpn+EfgYmAXsBn4JlAJbgGMmk2m8TOhu4BfD/Ps/vmzUSGAymSbhVuJ+CJwC/gWowa3oHb+lOAQ098E8/QPwCpAFvAO8BOhw9/OdW8ptIPM47j7NB04C/wq8DxQALwPbx0EfBaqsCVzG/ZqP2scxw5eVAP4L0AhU4dbiD/iwLSOOyWRKBv4SaAWmm83mNsVnK4DPce+wX/dNC0eULrPZ/Pe+bsQoYQYSgT8zm82/Fm+aTKZ/xj2H/wfwEx+17Tsz3uepyWR6CPgBUAvMM5vNHbfe1wLbgUeBZ4HXfNTEkaAC2Ax8orSwmkymv8atBD0KPIJboQ10VFkTuIzrNf8Wah/HCJ9ZXs1m8wGz2VxpNpvHa66uibjv70mlQgDuvgO9QIIvGqZyb5hMpmxgDVAH/JvXx/8N6Ad+YDKZ7q1IuX8y3ufpI7de/0korgBms9kO/N2tH/90zFs1gpjN5s/NZvMub9cAs9ncAvz21o/Lx7xhKvfM/SBr7oM1X+3jGKLWYB09KnH7nc0zmUzxyoXTZDItxe0nstNHbRtpQm8dLWfgFrIXgMOB7ksIPHDrde8wikGvyWQ6hnvBWQDsH+vGjRDjfZ4KP8iaYT4T780ymUxGs9ncNTZNGlPst14dPm3FyKHKmsCVNSoqI4aqvI4SZrO502Qy/Vfgn4HLJpNpJ3ADmIT7iG8f8Ce+a+GIkgxs83qv1mQy/dBsNh/yRYNGiLxbrxV3+bwS94IymQBdUO6DeSqU8axhPstW/D8fODH6zRk7TCZTCPDMrR93+7ItI4gqawJU1qiojCRqqqxRxGw2/yvuY8sQ4EXg/4c7uKIBeM37mDZAeRVYiXtRCccd7fw7IBP4zGQyzfBd074z0bdeu+/yuXjfOPpNGT3G+Tz9+NbrX5hMpljx5i3F7heK62LGtFVjwz/gDtr61Gw27/F1Y0YAVdYEuKxRURkpVMvrKGIymf5v4P8FfgX8BmjBbeH5n8AbJpNpptls/r992MTvjNls/oXXW2XAT0wmUx/wc+DvcafxGY+ICO6A9m8a5/P0beBpYB1uy/JHwACwCrd1uRLIBQL92NkDk8n0Z7ifv3LcAWsBjyprgACXNSoqI4VqeR0lTCbTcuAfgY/MZvNfmM3mGrPZPGA2m0txC9jrwM9vOeqPR0SgyFKftuK7Iawd0Xf5PMrruoBjvM/TW/6Dm3FnVGjBrcg9jztadjFuFwmAQLYue2Aymf4z7jRgl4EVZrO508dNGm1UWaOicp+hWl5Hj423Xu9II2E2mwdMJtMp3MpBEcMHkwQ6QhkI2OhY3Inswe1nNhy5t17v5qcWCIz7eWo2mx3AP936JzGZTAbcuQotwKWxb9nIYzKZfoY7P2gZsDLAXT7uFVXWqKjcZ6iW19Ej9Nbr3dIMifdtY9AWX1B86zUgFZ5bCIVujclk8nhWTCZTJLAIt+ITyIE+9/M8/QGgB7bfSp0V0NwKvPsX4Bxui+v9oLiCKmtUVO47VOV19Dhy6/XHJpMpVfmByWRah1sYWYEvxrphI4XJZJqmDIJRvD8Rt+8kBGhyewCz2VwN7MUdEPKfvT7+BW5Lzx/NZnP/GDdtJLkf5mnUMO/NxR3Q1Ie7CENAYzKZ/g53f77EbXHt+JpfCShUWTMuZI2KyogR5HL5xv/7VuWbh279mAysxb1zFotph9ls/suxb9nIcGv3vAd3YEgvsAO3z90U3Ee1QcDPzGbzL33WyO+IyWT6e9yR6QdwVzDqxR0EswG3RetT4GGz2RywVrtbJRu/wF355kPgCu4ynCtwH+EtNJvNN+7+Df7NfTJPT+K2WpXh7uM0YD0wCDwS6JH4JpNJVAgbAn7N8H6RdWaz+bUxbNaIosqacSFrHmIcr/mg9vHWe2PSR1/6vM7EXZZRSTa3cy9ewx1kEZCYzWanyWRaj3sX/QRuv8EwoBO3oP2V2Wze68MmjgQHcOcnLMJ9dBcOdAFHcedi3ObrKhzfFbPZXG0ymebgts49iFvpacYdmf+LQA+GuU/m6Xu4+/Y0YACagJeBfzCbzXU+bNdIIXLYBgM/u8s1hwjsEriqrAlwWcM4X/NvMRO1j2PSR59ZXlVUVFRUVFRUVFS+KarPq4qKioqKioqKSsCgKq8qKioqKioqKioBg6q8qqioqKioqKioBAyq8qqioqKioqKiohIwqMqrioqKioqKiopKwKAqryoqKioqKioqKgHDPed5NZlMAZ9Ty2w2B93ts/HePxj/fRwP/YPx30d1no7v/sH90UcVFRXfoVpeVVRUVFRUVFRUAoZvXGHLbDaPRjtGFZPJdM/Xjvf+wfjvYyD2D8Z/HwNlnorCLS6Xi6Agt/FNvH4d6hh6cj/0UUVFZezxZXnYb4TT6cThcGC32+WiEhwcjFarJTg42NfNU1EJeFwuF3a7HYfDQUhICDqdztdNGjOcTieDg4OEhoai0bgPpLwVVqUyq+IbXC4XLpdLrgVOp1OOiUajISQkRK4H6rqgojJ+8WvlVQiqoKAgNBoNOp1u2AVVWErUhWXscTqd3K3EsEajUcckgAgKCvJ4xu6H58rlcuF0OgkODsZgMADQ09PDwMAATqeTkJAQDAYD4eHhUqlV8R1BQUF3zNOvQt1wqKiMT/xeeR0aGiIoKIiQkLs3VVyj7rTHnqGhIRwOh4cFRCwYOp3uK8dNxf8Rit14xeVyYbFYiIiIAKC3t5eXXnqJAwcO0NfXR2xsLA888ABbt24lLi4OALvdjlar9WWzVe4Rp9OpbqJVVMYhfqlZOBwONBqN/AfQ19dHU1MTLS0tWK1WdDod8fHxpKenEx0dDfjOUuR0OhkaGrrDCin+r9FoCA4O9uhPoCL6KTYUWq32KxdycW9E//0V5Rg6nU75vrD6BwcHj2slDsBisdDY2EhHRwcJCQnk5OQQHBzs8TyOF+x2OyEhIWg0GiIiInA6nfT09LBjxw5efvllysvL5bUOh4P169dL5dXhcPiV8iqsx0NDQ8BteRPoCpvyWQwJCcHpdGK327FarXR0dHD9+nUGBgYICQkhKCgIg8FAUlISUVFRBAcHExER4XGKEOj3Q0VF5TZ+qbwqF0q73U5raysXLlxgz5497N+/n+bmZqKjo5k9ezZPPvkkmzdvJjg4WArxsbb2aTQajyAP8ar0xRJKUKBzN3/AuyH67e999x4fMX6B0v5vw9DQkJybTqeTS5cu8cc//pFjx46xYcMG/vqv/xq9Xi+V+vHkA6u0xlksFs6ePcvu3bvZtWuXh+IK0NjYiNVqlT8rNzf+gJijws1qvCDGR8jz7u5u6uvrqa+v58iRI+zatYumpibCwsIIDg5mwoQJPPDAA+Tk5KDX65kxYwaFhYXAbRe08fgcq6jcj/iN8upyue4ImCgrK+PgwYNcunSJlpYWzp07R11dHQCdnZ3U1tbicDiIjIxk4cKFhIWFjalwcjgc0l3hXi1zge5HqHTP6OzspKysjIqKCrq7u6V1taenh7CwMBYsWMDChQvl9TabjaCgIL+xWonAD6VldbxbV5Uofcpv3rzJ3r17ee211+jt7SU6OpqzZ89SXFxMaGior5s6YlitVo8gz6tXr/L555+zd+9ejh8/TltbG3q9nqioKNra2gC38jo4OCi/w18URKW/7te5VnmjDH4NDg5Gp9P5nUxS9snpdHLlyhU+//xzzp49y5dffsm1a9cAt48ywPXr1+nq6iIuLg6dTseyZcsICgoiLy/Pb2SOiorKyOBXyqterwfcgury5cu8++67vPbaa9TX1wNIH0qNRiMtrNXV1ZSUlJCYmMj06dMBt2Aei2MzIViFb+7Q0NBd3QZEu/1tgfgmDAwMYLfb0Wg0dHR0cOLECXbu3MmBAwdob2+/4/rnn3+e4OBgMjIyCA0NJSYm5g6/WF+iVKSVYyjGUWl1HY+KrbAgajQa7HY7Z8+epbe3F4C2tjbeffdddDods2fPBjwttYGIy+VCp9PJDe6VK1d4++23ef3116mpqQHcc0JYWYOCgnC5XEycONFDgfeX/is3ksp5K+TNV7UzJCTE7/3RHQ4H3d3ddHZ2cu3aNQ4dOsSePXu4fPky/f39MrOAUOI1Gg11dXVUVlYC0NraSnBwME899RQ5OTnyO/293yoqKl+PXzzFAwMDhIWFAW7h8sknn/DJJ59w5MgRqbiCe/GJiIjAarWSkpLCzJkzSUxMRKPR0N/f73HdaKIUgA6Hg7KyMo4ePcrly5fp6upCo9Fgs9no7e1Fq9WSn5/PvHnzmDp1Kunp6URGRsp2+stCOBxKK7HT6aSmpoZz587R2NhIbW0tFy9e5MqVK3R1dQ37+wcOHKC5uZnk5GTWrVvH448/Drjvmc1mk2PuC4QfLrj7eeHCBb788ksuXLhARUUFvb296PV6EhISyMvLY9GiRRQVFREbG+vXY/ZNUB4zh4WF4XA45GeNjY3s2LGDiIgI4uPjmThxYkArrv39/Wi1Wun68MEHH7B9+3ZOnTpFbW0tAEajUc5lo9HIc889R1ZWFunp6aSmpsrvEptsf6Gjo4NTp05x6tQpBgYGKCwsZMWKFaSlpQGec/2rEAqgL1G2oaKigvfee4/jx4/T399PR0cHtbW1cnMhfFqFb+zQ0JC0worfP3DgALNnz5bKq7+5fKioqHw7fKq8KhdOcB//7N+/n9dff539+/fT3d2NVqslOjoap9NJf3+/XFz6+/sJCwtj2rRpTJo0SQpqYNSsrkLZDAkJweFw0NjYyMWLFzl69CiffPIJly5dGvb3zpw5w5kzZ5g5cybr1q1j2bJl8pjOHxaMuyEWBa1Wi0ajoaKigm3btnHu3Dna29vl+On1etkfYcHs7++ntrZWKgb9/f2kpqayYMECv7D6iPlhtVo5cuQI7733HqWlpdy4cYPe3l76+/uxWq24XC6Sk5Pp6OggIiKCmTNnSuXF3zcfX4fSOldXV+fh19nd3U13dzfnz5+ntraWxMREmUoqkPot2hoeHi7f279/P//+7/9OSUkJ4D7RcTgcUrakpqbyox/9iD/5kz9hwoQJ8veEEuhrC7yQGU6nk/r6evbt28cHH3zA+fPnSUlJISYmBrvdfsfvKcets7OT1tZWBgcHiYmJISUlxa+Cm2w2G1VVVezcuZOzZ8/K9zUaDaGhodjt9rtumsPDwxkaGsJqtXL16lUOHz5MZmYm+fn5ftVHFRWVb49PNQibzSaP43p6evjVr37FBx98QENDA93d3YB7IZk2bRphYWGUlZVx5coVwG1tOHDgAAkJCaxZs4b09PRRd8q32+1S+LW1tfH666/zySefcO3aNZqbmwEwGAwkJyeTnJzMxIkTiYiI4Pr161y4cIHS0lLa29uJiopi/vz5AH6ruIKnZW5oaIhLly5x5MgRLBbLHddGRkaSkJCATqejvr7ewxIOcPDgQaxWK48//jgbNmwgJiZmTPrgjTLzQWdnJ59++ilvvPEGZ86cITY2ljVr1rBgwQKio6O5evUqn3zyCZcvX+bMmTMUFhYyefJkqbwODQ35XAn/NohxFUpYXV0d+/btk/7k3jgcDr/x8/ymCDcXMU4fffQRv/zlLzl+/Li8xmAwSHmTmZnJf/zHf7B69eo7+uzrZ1XpyuJyubh+/Tq7du3id7/7HZcuXSI+Pp7Vq1ezYcMGJkyY4FHMBW7P156eHj7++GO2bdtGZ2cnmzdv5ic/+QlJSUmAp1z2Rd/AHUTX3d2NzWaT1+h0OnndV81HpfuW8OWOi4sjPj6e5ORkwP8yRqioqHwzfLbyKvNH2mw2SkpK+PDDDz122Tk5OWzatImFCxei0+lobGykrKyMc+fOUVpaSktLC0eOHGHWrFkkJCQQHx8vBdto7KqFYHU6nZw7d46PP/6YkydPys+nTZvG5s2bKSoqwmg0EhsbS3R0NI2Njbz//vu8/fbb7Nq1C41Gg8ViYd68eej1eilI/ckS4HK55II/MDDA0aNHOX78OHa7nZiYGJKSkmhpaaGrqwur1crkyZNZvXo1MTExVFRUcOnSJbq6uujv76e+vp62tjb27t2LxWKhvb2duXPnkp2dTUJCwpguIna7Xc67pqYm3nvvPS5evEhxcTErV65k4cKFzJ07V16bmprK73//eyorKyktLWXTpk0e3xWIyit4Hs+K4MfhLFmhoaFf6z/pz4jNptVq5fDhw/zHf/wHn3/+OYDMpGC1WgkPDyc7O5s/+7M/Y/Xq1YBbCerq6iIyMtIvApqUmyWbzcaXX37Jp59+Kk98MjIyWLVqlfT9985HGxISgs1m49SpU2zfvp2SkhK0Wi3Lly/3u82JzWaTPvbgHkexybDb7URHRzNp0iSio6Pl5qqvr4+amhrpOqDX67FarZw/f57ExERWrFghlVd/66+Kiso3wycrrzJPaGdnJ3v27OGdd96RjvbgFsRr167lhRdeYOrUqXKxtVgsvP3227z00kucPXuWsrIyXnnlFWJiYti8eTPgmcNxpNvrcrk4d+4ce/fupaKiAoDk5GQyMjIoLi5m69atMj1Lb28vkZGR5OTkMGnSJCIjI3nppZd46623ZIDarFmz/PIoS2l9KSsr47e//S2fffYZ0dHRLF68GIPBIKOx9Xo9DzzwAC+++CLx8fG0trbS2NhIdXU1p0+fpqSkhPLycmw2GwcPHqSyspJ169bx/e9/n5iYGLnAjoULhdKvs6Ojg5MnTxIXF8ff/u3fMm/ePAYHB2XWC61Wy+LFi7ly5QplZWWUlZXR1dVFSkqKbG+gopxnOp2OyMjIYa1togBFoC32opy0eLZKSkr4P//n/3hYXAcHB+VzuGbNGv7qr/7KY+Oi1WqJj4/3SfuHQ4xDUFAQ/f39nDx5knPnzgHuTUZiYqKHP64YM6WPfn19PR999BGHDh0CYNOmTaxbtw6j0Sh/zx8skqL0t5AHNptN/j82NpZly5axefNmUlNTsVgsuFwuysvLee2116TyGhYWJl1hGhoapLwC/wm6U1FR+XaMufIqLF9BQUF0dXVx+PBhduzYwZ49e2TxgYULF7Jy5UpWrVrF1KlTgdtWT4PBwLp162hubqa+vp7r169z9OhRNm3ahM1mG5VclCLKOjg4mKGhIZkT8ubNm8ycOZOnn36aqVOnyuAegajaA5Cens6Pf/xjHA4H27Zt4/PPPycjI4PMzExpDfDFcd1wiBRSoi1tbW1y0Xc4HDJ5vSAzM5Pp06fLhT4pKYmkpCQmTZrE5MmTmTJlCvv27ePTTz+lp6eHuro6Ojs7sdvtHovIWChIyr9hs9mkMirmmU6no7e3V2azyMrKYvny5ezYsYPq6mrKy8uZMmUKMH5qpwcHB9/VuhrIuUOF8mqz2SgtLZUKm8FgQKvVyqC8oqIiNm/e7KG49vX1+cy15W4ox6Gnp4crV67Q0tICuN2rUlJSvjKYzG63c+7cOQ4ePEhfXx/JycmsWbOGRYsWodfrpcLuC/cI77mn1+vJz8/nwQcfJCQkhKamJnQ6HZMmTWL16tWsXLmSadOmSYu4qOinlLnK51NkJFBRURkfjKny6nK55K6+s7OTw4cPs337do4cOSJ3yAsXLuTJJ59k3bp1MghLpL6yWCzodDqSk5NZvHgxO3bs4Pr167hcLgYGBujv7/cQZiOFEHrBwcE4nU6qqqq4evUqAJMnT+ahhx5i0qRJgHuBEJVuxPVWq5WwsDAyMzN5/vnnsVgsvPnmm7z//vvk5uaydetWjxQ+vsa71G58fDxz585l165dxMTE0NnZyeDgoLwvhYWF0hoJ7uAsg8GA0Whk5syZTJ8+nZiYGOrq6jhx4gR6vZ6enh6ampqwWCweAVCjjbJfsbGxzJs3j+TkZG7evElERAQ2m00ugGIcs7OziYmJoaamhvLycvr6+sZV9R5R4ne4+x+IxTWEBT8sLAy73c6pU6e4ePGi/NxqtWKxWIiKimLVqlVs2rSJ4uJient7CQ8PR6vV+p3iCp4K3s2bN7lx44b8OSkpicLCQhISEuR7YtyE1bWrq4v6+noaGhoAt5/6hAkTZCDe0NCQX1hdwa28Tp06laeeeopJkyZRVlaG0+lk3rx5bN68mcTERMAta/R6PRqNhsjISA83Hu9nMpCfURUVFU/GTHlVWkUtFouMkC0pKaGzs5OoqCgee+wxHnroIYqKimSUr1CQRBS7WGCTk5PJysrizJkzwO2CAeLa0UIoyoLBwUGam5ul8ioyCCiVJFFiMyQkRPrxlpeXU1JSwi9/+Us0Gg2PPvqoR7owX/tSKi04hYWF/OIXv2D16tUcP36cs2fPUltbS39/P3l5eUyePJmoqCh5vbLimPh5/vz5PPHEEwCcPHmSffv2ERERIdOIjRVKy/zEiRP58z//c3Q6nbz3Iq+rSOAOt/1/7XY7nZ2ddHd3ExERIZWDQFdehaVdPGvDBcQEUv/sdrs8Nejo6GD37t2cOnUKgKioKHmsnJ+fz1/91V8xZ84c+vr6/N49QpmqrLOz08MFJj8/nyVLlnhkR/A+GRBBUGJTJjIT+CMajQaj0UhhYSHp6ekygC42NlYqruCel+JkTKfTefRZOWe9yz6rqKgENmOmIYkd/eDgIAcOHOCdd97hyJEjdHZ2Am7h++STT7Jy5UoA6UKgLM1pMBg8Kq4oFxoRQT4aKNsQHBxMXl4e2dnZ1NTUcOrUKd59910MBgOzZ8+WfrHKBPBiIRXHcsuXL6epqYnGxkbOnj3L/v37Wb9+PWFhYbJ+t6+VV7gdtRseHk5RURFZWVkMDAxw8OBBmcw+OTmZnJwcj0VQWHLgdqT6hAkTePjhh2ltbeXEiRM4HA4ZbBcXF0dWVpZH0YfRUpaU9zU+Pp7169fL5PXg6e8nFkKl9dFut3soDYGI2AiK/rW2tnLlyhU6Ojqkb7cIlPHeNIr3/FmZVbbtzJkz7Nu3T+aLFhvP6OhoHnvsMebMmQO40yv5a/lQZYo+cCuuzc3NHvMwLS2N6dOno9Vqsdlsd/j8d3R0cPjwYY4fP47NZiM6OpqcnJw7Np3+RmhoqHRDEohqjFqt1mPD39jY6JHlRJmpICIiwsOlwJ83KSoqKl/PqEsrIWCDgoKw2+3s2bOHV155hQMHDtDR0YFeryczM5OFCxd6+IsOd1yp3Dm3t7fLqjharZbw8HC5aI30wqrM7RgcHMzy5ct5+umnSU1Npbm5mY8++oijR4/S0dEh2zmccBSLj06nY8OGDWzdupWkpCRaW1vloupPQtXb/aKjowOLxeKhnCYlJTF58mSPgA9vhCIkfHyjo6MBtyXo8OHDnD59Wo6tSDY+FgQFBaHX6zEYDMP6ryrThAkFwp+VtntFKKSCa9eucerUKSwWC6GhoXe1Xvk7ok/Cz/Xw4cO8//77XL58WV7jcDiIj4/nL//yL9m6dat835/dI7z9jltaWjyi6kNDQzEajXIDNpz8qaqqYvv27ezbt4/BwUEKCgqYM2cOcXFx8ppA8eFWBs8KLly4wIEDB6QPMNzeqERFRVFUVER6evqYt1VFRWV0GBPznvBBu3z5Mjt27OCTTz5hcHCQiIgIZsyYwYMPPsiaNWtkwI9IjO9NcHAwNpuNtrY2SktLaWpqAiAuLo6EhASPylUjaR0Si5o4zp86dSqbNm2irq6Obdu2UVdXx9tvv41Op2PNmjXShQDcu3+RH9bpdHLx4kVaWlooKipixYoVfPzxxzQ0NFBRUUF6erqMsvUHRL8HBwepra3l4MGDfPnll/T09KDT6Zg2bRpLlixh8uTJsn/K34M7C0bodDr0er08vqypqaGpqcnDoj5Wx3vCQq5UXMS8UZ4UnD9/nubm5rtG5QeSgidQLvy9vb1y4xUSEuKh2EZGRmI0Gj3mpL/2V2lNvnHjBu+//z47duygr69PJq632WzMmTOHVatWkZaWJgMHIyMjpdzxh6BJJd55ea9fv865c+ek/CsqKvKoADac/3xfX59HtcKsrCzp7y3+hj8qr8qyzcIXXwQYgnvMKyoq+PDDD9m/fz83btyQnw0ODsoUWVu2bPG4R/7YVxUVlXtn1JRXoYAIQVJWVsYHH3zAsWPHGBwcBNwCdOXKlWzdutUj4MlbeVMKLo1GQ3V1NaWlpdK1QOQMHW2Ui3Z+fj4PP/wwdrud3bt3c+LECZqbm7l+/TqPPfYYU6dORafTodPp5BFeV1cXu3fv5vPPP+epp54iLy+PpKQkWaErLS2NvLw8QkJChlUExxKlItDW1saRI0fYv38/Z86coaOjg2nTpvHss8+yZcsWuem4W7S6sg9RUVGkp6fT1dVFX18fN27coKenR6anGku8A9MEyr5fv36ds2fP0tLSgtFoZMKECfKoVVznr8rcvWIwGIiMjKSnp8dDqdXpdEyYMIGMjAy0Wq30LfS3/ooNh7A83rx5k927d/PZZ59J66Q4Tl67di0vvviizIUaGxvrm0Z/A7yV16amJhk4KOaksh8iwFVc393dTVdXl4cfe1xcHJMmTSI4OFgWcvBHhU5YWZXuPso1orKykjfeeIMPPviAyspKHA4Her1eys/Y2FhWrVrF6tWrMRgM0gDhj31VUVG5d0ZVMxIWnMHBQXbv3s0f//hHamtrMRgMZGRkMHfuXFasWEFmZubtBg2jrDkcDum/FBQURG9vLw0NDQwNDTFr1iw2btzo4XIwWknVlQIvPDycpUuX8tOf/pQf//jHJCQkcO3aNf7t3/6Nf/7nf+aNN96gvLzco092u53GxkaOHz/O+++/T0VFBVOnTsVoNPLBBx+wc+dOqdj7uqqR0p/u2rVr7N69m6NHj8pjuby8PFnZTFw/3LG60lcP3CnDFixYIANLOjo6uHbtGtXV1YCni4avUN73wcFBrFYroaGhpKenk5ubS1hYGDabzaOcaiDj7Sog5mtoaCjJyckyQEYZxOZPDA0NeZRD/eCDD/jHf/xHKisrpaVf8MADD/DII49IX8nhcDgcfje2yvtutVplf7u6urh8+bLHcXlvb6/0SR8cHKSqqooLFy7IKmLgzoEqNouBnA7tzJkz7Ny5kytXrsgTPmHsgNubZeHqNFzZXBUVlcBjVCyvQnhotVr6+vo4ePAge/fuleUnIyIimDJlCkuXLqWwsFBGd99tR6zMPdjY2Eh5eTkNDQ309fWRk5PDihUrSEpKkgrXaAc7CUtPbGwsCxcuJCYmBo1Gw1tvvSVdCY4dO8bmzZvZsGEDaWlpxMXF0dPTQ1hYGENDQ5w+fZr58+ezatUqmpub2bZtGydPnvTws/SV1dU7J2Jvby81NTXcvHnT4zqRHkscx97LfTcajaSkpEgXD3D7L7e0tDBp0iRCQ0N96nvo3ff29nZaW1tJT09n1apVMheoMk2W8mQgEPD27+zs7BxWWQsODvYIcvHXaHxRkEBY406dOiVT2UVEREhFbs6cOeTm5mK1WmlpaaG5uZmwsDD0ej2Dg4PYbDYSExPJyMiQpx/+cJzuvSkMDw8nKSmJ9vZ2uru7KS8v5/jx46xevZrk5GQPP9bQ0FAsFgvXrl2TwbFRUVFERUV5BCT6mzV9OMRJh1arpbu7m8OHD/Pee+9Jn2aRJlGUr544cSILFy70cBfwh0BYFRWV786oPMnKBPfHjh3DbDZz+vRp+bk46p87dy6xsbFSeA7np6o8wr18+TJvvfUWn376KdXV1ej1etLT02U+2LGyIHi3dfLkybzwwgvk5+fz8ccfs2/fPmpqanjppZc4fPgwqampzJw5k8mTJzMwMIBGo6Gjo4Pu7m5yc3OZPXs2r7/+Olar1SPi3l8UBVEbPiQkRFqGBwcH7ynqXiiDSl/E6upqj1Kk4eHhsgTnSPsrfxvEfbfb7Rw/fpzjx4+TlZVFcXGxR3S2TqeT2QcC6ShSmQGjsrKSqqoqqbwqFXd/moPfBKXbkVDYHn74YV544QVaWlp48sknqaqqwmKxEBwcLHMXt7W1sXXrVn7961/LHM2Dg4OEh4f7qivAne4tmZmZFBYWUldXJ62pR44c4dVXX+WFF17wyPUqGBoakmNrNBo9ArwCbZyHhoY4fPgw/+t//S+OHj0KuMdcmWJQr9ezcuVKnnvuOaZMmSL75y/xBCoqKt+NEVVexbGNWBjLy8vZvXs3R44coa+vD41GQ1JSEqtXr2bVqlVkZ2dLJcV7R6y0aA0ODlJTU8PHH3/Me++9J4/j161bxwMPPCCPhJS+oqONyOcqKjFlZ2eTmJhIZmYms2fP5uTJkxw7dozS0lJKS0s5efIkGRkZdHd3SwXw8uXLnDp1itbWVsLCwnC5XDQ1NUkfQ19ZIL0tczabDafTKf0Gp02bxtKlS+VC8HVBZsoxqaur48yZMzLYJDIykpSUFNLT02XORl+lLBJ/NzQ0FLvdLsfw+vXrpKam0tTUxMGDBwkKCsJgMDBx4kSSkpJk30WBiq+qcuRrlFkTLBYLjY2NtLa23lV5UY6dv1roxOYK3BHmw7XR4XBQU1PDvn37+Oijj+76XTt27GDp0qU8+uijaLVav9iQeAcTTp8+nfr6eo4cOcL169cBd9nXnTt3EhERQXFxMVarFZvNxuDgICdPnuTq1av09fUREhJCamqqR9lbfx1XgTBgBAcH09PTw4EDB3jppZek4iqe2b6+PhwOBwaDgeLiYtatW8f06dOlXPH3fqqoqNw7I6q8KmuJt7e388EHH3Dw4EFp1YmIiODxxx/nBz/4AdOnT/dI7eKtrAwNDckFqbq6mjfffJNPP/1UKq4FBQW88MILrFq1CrjtxD+Wi40y/yu4+7dw4UKKi4tpaGhg27ZtvPXWW7ISzrlz5zyslSdPniQsLIzOzk76+/vp7u6moqKC5ORkn1dvEvext7eX5uZmGY0uytx+//vfJzo6Wo7d3ZRX72P4np4e6uvrpY+swWAgOjpaHnX6soyjsjxvdXU1r776KocOHcLhcHD9+nXeeecdwsLCsFgsxMXFsXz5ctatW0dWVhZAQFlf4fYG8avudyAs9iL6fGhoiLKyMhobG+VnIm3Wrl272Lt3r0fuz+Foa2vjf//v/43D4eDpp5+WKf78IaBJyLioqCiKi4uZPXs2V69exeFw0Nvby4ULF/jNb37Dm2++icvlwm63Y7fbpVsOuPMyFxYWehyl+2MQnhJx3/v7+zl8+DC/+c1vKCkpAdzj63A4PORqXl4ezz33HCtXrpT9Cg4ODijrsoqKylczosqrULg6OzvZs2cPu3bt4vz587hcLgwGA/Pnz2f9+vUyMbhQzJQK4HCLaV1dHfv376e0tBRwC2Dl94jf89WRkNJKLBTu7OxsfvjDHzJjxgza2tro6emhoaGBmpoaLl++TE1NDQMDAwwMDEhLbFdXF21tbbIMrvhuXywsYkxu3LhBTU0NN27cICgoiFWrVrFmzRqZNFy5YbkbyvFUVt8SgUL+oBiAZ2WmhoYGPvroIxmtbrFYuHTpkrTiBAcHc/HiRd5++20yMzN59NFH2bJlC0FBQXIx9WcLrOCbWKP88XhZufFtb2/n3LlzHsqrsMo6HA75nMXGxqLT6aRCFxoaytSpU+nr66OyslKelGzZsoXIyEi/6bcys0VaWhrPPvsskZGRfP7551y9ehWr1UpFRcVXfofRaGTu3Lnk5uZ6fK8/9E+J2MQKxbqvr4/PPvuM3//+9xw8eBBwuwBotVrsdruHjJk+fTqrVq2ShVOE0u/PCrqKiso3Y0SUV4fDIa2QDoeDAwcOsH37di5duiSVryVLlvDUU08xa9Ys+XtKX0hxnTLafGBggIqKCvbs2cPZs2cBd1Wk733ve2zatMkjmMSXuRmVSqsotRkUFERGRgYZGRmA26pnsVgoLS3l1VdfpaamhoiICGbNmoXdbqe8vJz29nbq6+vp6+uTifyHs0qPJt7J+O12O11dXdhsNnJzc5k/f/6w9dO/CuU1yjK+wcHBpKWlkZSU5LFQ+WqRUf5dvV5PWloafX19FBUVeWTEALcyW1dXx5EjRzhy5Ajt7e2kpKQwb968gAoK8RfF7NuifD4GBgZoa2ujr69Pfj44OOiRu9dms0k/WLhdIU6r1UpXFnBn2Pjiiy9YtGiRlDO+9sUWclEEpz3wwAMkJyeTnJws3Vtu3rwp/eqFISAoKEj6mMfExDB16lTpNuBPip33PBT9vXnzJocOHeL3v/89u3fvBtzPp81mo7+/36M4TWRkJDabjfLyciIiItBqtQH1PKqoqNwbI/JUKxfAzs5Ojh07xpEjR2SUb3p6OmvXruXhhx8mMjJSKrtKa5tQaoSgaWtr4+jRo+zcuZNdu3ZhtVqJjY3liSeeYOvWrRQVFckjo9FKjfVtuFtEtsj5WlhYSEFBgSx1O2XKFBISEjh69Chnzpzh8uXLdHR0yGM9pfvEWKK0iguFMiwsjMjISI/2fN19Dw4OxmAw4HK5KC8vp6KiQla+CQsLY/ny5cybN8+j/K6vxlK5AcrNzeXv//7v6e3tZcKECcTFxUkrscPhwG63c+PGDc6dO8fBgwepq6vjv//3/86TTz4pN1ZCcfCXuXk3/L19X4Wy7cPVt/e+VqPRSCvdc889x5/+6Z9y+fJlfv3rX9PW1iava2ho4PTp00yaNImcnBzAd8+iN975pp999lnWrl1LR0cHra2t9PT0yAwudXV1HD9+XAbMJiUlebjo+NPGRVTXU5a27e/vp6SkhJdfftnD4urdbrF+2Gw2jh07RltbG7NmzWLRokUUFxfLk6KxNgaoqKiMDiMiicVxvcVi4ezZs1y8ePGOnX5RUZFMjyQqTgm/LJ1OJ7+js7OTiooKzp07x549e/joo49wOp1kZWXxxBNPsHnzZoqKiqSi4Q+LiRKl5VhEKzudTpkCSqPREBMTQ2hoKE6nE6PRSHZ2Nunp6Vy6dAmbzebhv+WrxUUskDabjd7eXmw2GzExMaSlpXlEX3/VQmCz2aRLQVVVFW+++SYHDhyQ311UVMTatWspKiryOI731eKinEvJycls2bLla39nzZo1rFu3jldffZXPPvuM3/3ud/T29rJhwwaPDYg/uEXcDX9SYL4pyrbb7Xb6+/s9/FpFZhCXy8Xg4CAGg4Hs7GweeOABfvSjHzFp0iT2799PQ0MDwcHBMr9yUFAQ2dnZHsn//UXpEXNJWE3T09NlvmW73S4tzxqNhrNnz1JfXy+VV+80df6Ed47ntrY2Dh48yGuvvca+fftwuVzSFUfEUQhZIuaB1WqloaGBhoYGzpw5Q3V1NcHBwaxcufIrc/uqqKgEFt9J8/NOg1RdXc2hQ4c8yhCmpqZSXFx8R/lCsagoF4QbN26wb98+duzYwYULF6irq8PpdJKfn89/+k//ic2bN5OWluZxRO/PViNhCRIZCQQOh8PDKqfRaAgPDycjI4Ps7GyPxWWsF0wxniJQpbW1lYaGBsCdZWDu3LmEhITIxP1fdf+VgRZffPGFzBSh1+spLi5mzZo1FBQUyO9QzqVAorCwkJ/+9KfExsby6quv8g//8A9oNBpeeOEFwK1QBGK/AhWlQhsSEuJRXCEvL4+f/vSnPPvss1y7do2f//znbN++nYGBAQwGgzwtmj17No8//jharRar1epXZZsFw23ctVotRqNRytYJEyZ4bDaNRqOHEucPGxelHHc4HLS1tdHd3c2ZM2fYtm0bBw4cwOVyyXRYX/U9gLSu9/T08Pnnn5OVlUVubi65ubl3uKmpqKgEJiOqvNbX13Pu3DkZmQ7uY60VK1aQkpLCwMCALJcq0Gg09PX1cfr0aY4cOcLRo0c5fvy4tB6kp6fzxBNPsGXLFiZOnAjgt2Uqh2M4S6LSuiMErl6vJzExkZSUFI/FxVfKK9z26+zu7iYxMZHJkyfLtGTDLXqiTxaLxSPlVElJCR9++KEsUmG1WsnMzGTu3LkeCdX9ScFzOp1S6VFa7+B20JlwWdHr9WRnZ/Piiy9y+fJl3n77bY4cOcKqVavIzMz0efDd3fiqMQwUvKu3rVixggsXLlBVVQUg3ZPEWE2fPp0JEyZQUlLC66+/zhtvvCG/RyiuCxYsYMuWLVJZ9df7ofRL9y6oIFIMtrS0SFmq9DX3N0TVxNLSUsrLy2lra6OqqorTp09LH9/g4OA7immIOSxcx4aGhoiKiiIoKIibN2/S398vXwN1c6yionIn3/nMXbkAtrW1UVtbS2dnJ1qtluzsbBYvXsySJUuA2/6gSqXXarVy9OhRfv/73/Phhx9is9mkwhYTE8OGDRt48MEHPSy3geBHqEQpNEVQmjLIwOFwyMwDvi4L631fQ0JCiI6OZnBw8A7B763oiP8r/Q6vXLnC+++/z8GDB6WvYWRkJNnZ2WRmZhISEjJs1glfo8xX/FU4nU4GBgYICwsjKSmJjRs3cvnyZa5cucLu3bv5/ve/L6OelVWg/AHlHAxkbDYbQ0NDGAwGli9f7pHHVa/XY7VapU+kRqNh9+7dbNu2TVaMMxqN0s1pzpw5/NVf/RWrV6+WcsqXwaD3gnJOKZ/Jnp4eGhsbZT9FP3yVis4bZbxCW1sb27dv58MPP6S2tpaenh5pPRZ+5iJWwhthaRVrS39/vyxNnpaWRnZ2NnFxcd/IV19FRcW/+c7KqxAC/f39NDU1UVtbC0B0dDSzZs1i+vTp8lqNRkN/fz/t7e00NjbS0NBARUUF58+f5+DBg9JXLTc3l6ysLAoKCqSPq0h3451bNZBxuVzYbDaampq4cuUKjY2NHsq7L/DOW1tQUEBqaiplZWWUlZXJhP3CX1mgXOCF4lpeXs7bb7/NiRMn5AI6bdo01q9fz4YNGzyCKALZIqLcbBQWFlJUVMRHH33ERx99xLJly/xWeRV4b5aEcuNvAT13wzs3sNI6p9fr5Ty12+0y77SYj1FRUTIdmtFoZOPGjSxevJjQ0FBZnCOQ5qayvYODg3R2dsr+JSUlER8f79EfXypxygC4Gzdu8Pnnn3Pu3DmPa1wul3T9EAjfWJFXWRRQUVbGAzAYDBQVFTF//nyZLURZhUtFRSVw+U5PsVLwDQ4O0tvbK3MparVaIiIiuHnzJo2NjcTGxso8jBUVFTQ0NFBWVkZpaakscRgdHc306dOZO3cuM2fOpLCwkClTpshjV19Goo8UQsAKC8nQ0JC0WA8NDZGQkOCRAmys+6sMgNBoNOj1enQ6HZ2dnRw9epSjR4+yefPmYYMfLBaLtHjU1dXx7rvv8vHHH9Pc3CyvmTVrFi+++OIdeSYDFeGvDO57JpLAv/vuu5SVlUklCfzH4uWNco4JxUBY2r0t6/74/Hm3UwQV9vf3y1yuIpOJcF0JDw/HbrdLxa6goIBNmzaxbt066XMugkoDCWV7RUGQlpYWNBoNWVlZHjEDvj7tEBu5vr4+Ll68yLVr1+T74eHh0vo6NDTkUdBmaGjII28vuPsSFRWFRqNhYGAArVbL3LlzWbduHTNmzBj7zqmoqIwqI7YF9V7YLBYLZWVlDA4OUlZWRkxMDK2trRw9epSqqiopfITiajQa2bJlC6tWrSIvL4/09HQSEhLGnYO9d1BBf38/fX199Pf3M2nSJAoKCoiOjpZ+vWOt2CkDtvr7+7l69arMi3nx4kV27dpFYWEhU6dO9fi9pqYmampqsFgsXL16lUOHDnHmzBlaW1ulJSQhIYGpU6dKK4hQdANZeRWIILyEhATmzJlDYmKiLFcp8FdFSNkup9Ppl9bhr0JY4cDdl8cffxy73c6vfvUrOXfFyYAoRKHRaORJz6JFi/j5z3/OggULMBqNfmOZ/DYorZkNDQ2cOHGClpYWIiIiyMrKIjk52ef9E7JNyMAzZ854pFZ0OBxYLBYZ1CrkkXecgJLMzEzy8/NlCdm4uDjWr1/Ppk2bSExMlNepVlcVlfHBdw7YEoJEROUKNBqNLCtaUVGBwWDg5s2bXLhwwcMClZWVRWZmJnPmzGHNmjVMnz6d6OhoudiIvzFeXAVE4nCDwUB/fz9nz56VQjs3N5fs7Gx5HfhWsRsaGsJqtRISEkJkZCS9vb0cP36cd955h2nTpuFyuYiLi0Ov13P69GkuXryIxWKhoaGBL7/8Us6H8PBw8vLyWLRokcxWAIyrcVUGy0ycOJHExERsNptfKz/e/tfg7ofw/7RYLB7X+6sbgTJSPSQkhNzcXJ566ina29spKSnBbrfT3Nws+zM4OMjg4CAJCQksX76cH/zgBzz44IMBp7R/HY2NjVy5cgVwu0/k5eWRmZnp0U9fPH9iHglFtLOzk7a2NrmZEKc9IuhM6TIAbnemtLQ0cnJy0Ol0hIaGUlBQwJQpUwgKCmJgYACj0ciMGTOka5LI+DFe5I2Kyv3OiG1DQ0JCiI+PJyIigr6+Po/Sp+KoDjwtj1OnTmX16tU88MADzJw5k6SkpDsWEH89qvy2CKU0MjKStrY2Dh06RFdXFxaLhaioKJnH0FeKglK4h4eHM23aNNLT0+UC0tzczLZt29DpdBgMBhISEtDr9dTU1FBdXY3D4SA4OFguREajkaKiIlatWsXSpUuZNm2aHM/xZAVRRnuL6kbCZ9KfUD5LOp2OuLg4jEajfE+pVGRmZspKb4DfZ/hQzt309HSef/55lixZQmVlJbt37+bYsWPy84yMDF588UV+9rOfERERIY+iA31OinvQ3d1NZ2en3BiHhISQkZFBWloacDsHs69KTyuDBdPT05k0aRKnT5+mv79fyhqx+RNy0Gg0kpGRQWpqKgsXLmTjxo2kp6djtVoxGAzExsZ6lOpWbvzH28ZEReV+5zv7vAqhEBISwubNm3E6nbz++utcvXpVXqfcOcfGxrJkyRJmzpzJlClTyM/PZ9KkSR5+nsqduT8vlt8GocyIIgVVVVX09/cD+MRNwBtlcQKdTseUKVNIT0+XSrfL5aK9vR2bzUZoaChVVVUMDQ3J4DOn04nD4UCv11NQUMDixYtZvHgxRUVFpKSkyFRb4w1lwY2qqiqam5tlaVJ/Q4yRTqcjNzeX/Px8DAYDFouF+Ph41q1bR1ZWFvHx8UyZMkX+nr+UEb0bSuVVp9Mxffp0Jk+eTGtrK9OnT6eyslL2Oy4ujiVLlki5MzQ05DcVtL4LIntHa2srbW1tHsFLBoNB3iNfzkvlOGk0GiZPnszy5cspLy+npKREZhYA93qRnZ1NSkoKBQUFTJ8+nYSEBNLT05k8efId362s0giBlVZRRUXl3hmRgC2RBaCgoED6M27bto3u7m4ZGGG1WomMjGT+/Pk88sgjrFixwiPHpxCmQmEdr8JGWOiE0i9qc0+cOJGCggIpeP1F4AYHB1NYWMiyZcs4duyYHEvA45gvLy+PsLAwGhsbsdvtFBYWsnbtWlavXk1hYaFHIYLxdHQnNlrCYn7jxg1OnjxJf38/6enpHoFt/jCeAvG8GQwGFixYwIYNG7h06RLLli3DZDJRWFjI0NDQHVHegYJQYiIiIoiIiGDSpEnDXme32wkKCpIBQYGKqOImfNUrKipobGxEq9UyODhIaGio3ynmQhZER0czd+5cOjo6CAsL49y5c9y8eZOUlBQWLVpEUVEROTk5FBQUyEpigNw0w/DuD/5gDFBRURkdRkSaKdNXRURE8Oyzz7J06VKZGsjpdMoqU6LEqPdRpbBI+ovSNlqIaFmh7ADMmDGDH/3oR2zcuFEK2+Hqd48lysV84cKF/M3f/A1vvfUWO3fulDXgBQUFBaxevRqtVsvFixeZMGECjz/+ONOnTycsLGzYXLDjBVGsQNyviooKDh8+THJyMhs2bCAlJUVe6y/Kg0aj8ThGnTlzJn/3d39HT08PCQkJ5OTkAHeW6wwklJvhr0IEBQU63sVFqqurPZTX6OhoD5nrD+4syvs+YcIEtmzZwoIFC7h586Ys5RsfH09sbKzchHgjxs+7P8oALxUVlfHHiCmvcNtHSVlr+244HA5pLRD5+sYrSgEaGhpKWFiYh7AtKiri8ccfl8EFwlLia8ErLBuRkZEsX74cvV5PdHQ05eXl9PT0oNFoSE9PZ+7cucyZMweHw0Fubi6ZmZksXrwYcC8ug4ODaLXacbsxEfO+urqaX//61+zZs4e1a9eyceNGOabgX353ysTuUVFRHvmYwa0AhYSEyCTygYayzaJamjLzgyhC4e8FCL4NQpkT1bX0ej1z5syR/q7gm0Atb5Rp+UJCQkhOTiY5Ofmu14txBGTFrfG8bqioqNydETUFfZPFWQS2BOLC+E1R9jEyMpL09HQSExPR6/VkZGQwa9YsmVvSn6wFwcHBHtbf2bNnk5eXJ8tRgnvMhRLgcrmYNWvWHdHM/u4r+W0R2RJcLhcXLlzg/fff59NPP8XpdEp/bp1OJwOB/EFhUCLaPhxi8zQexk345ntXWBoPfRN4B1rm5eUxYcIErl69yty5c3nwwQf9diN1r+OgjLEYT2OnoqLyzRlR5VVZa9tms92Rl09EgOp0uvtGcQVPQWswGCgoKOAHP/gBixYtIjExkdmzZ8vFxzvgwNeI8rVOpxOdTierRd0NcXwuxl/k1BzP6HQ6IiIimDJlCj/60Y8ICwtj9erV8pjWn+e5sNKJEqshISHjbszGm6I6HMrxCg0NZebMmbz44ossWbKEadOmsWDBAgwGg/Qz9cfxFYFaokS2RqORp3KizeN9HFVUVO6NUdGStFqtX+3s/Qlx1P5VbhX+trAolenhUngNpxwEegDMvSD6HBoaSl5eHnl5efzgBz+44zp/P9oUldRUAhdvv/IJEyawdevWO67zN9miRLipqKioqHwdqqRQuWeEz5nwlYTbEb1CQfNny46KioqKiopK4PONlVeTyTQa7fAbxnv/YPz3cbz3D9Q+jgfGe//g/uijiorK2KOax1RUVFRUVFRUVAKGIH+sAKSioqKioqKioqIyHKrlVUVFRUVFRUVFJWBQlVcVFRUVFRUVFZWAQVVeVVRUVFRUVFRUAgafpsoymUxpwP8DPAjEAc3ATuAXZrP5pg+bNiKYTKYg4IfAj4FpQDBwFXgV+Dez2Tzkw+aNCPfBGP4jMAeYDMQDFuAa7j7+xmw23/Bd6747JpPpMWAZMBOYAUQCb5jN5qd92a7RwGQyLQF+BiwEYoFO4CLwr2az+VMfNm3EMZlMPwD+eOvHF81m88u+bM93xWQyxQEPAxuAQiAVsOEev1eBV81ms/Pu36CiojKe8Jnl1WQyTQK+xK3cnQL+BagB/hw4fktYBTp/AF4BsoB3gJcAHfBL4J1bym3Acp+M4X8BwoF9uMftDcAB/D1wwWQy3b3aRGDwt8BPcSuv133blNHDZDL9LXAYWArsBv4J2AXEAMt917KR59ac/DXQ5+u2jCCP45af84GTwL8C7wMFwMvA9kCXpyoqKveOLy2vZiAR+DOz2fxr8abJZPpn3ArD/wB+4qO2fWdMJtNDwA+AWmCe2WzuuPW+FtgOPAo8C7zmoyaOBON6DG8RZTabrd5vmkym/wH8NfBXQCAns/wvQCNQhdsCe8C3zRl5TCbT48B/B0qAR8xmc6/X5+OmHOAtBe5V4AbwAfCXvm3RiFEBbAY+UVpYTSbTX+PeOD8KPIJboVVRURnn+MTyajKZsoE1QB3wb14f/zegH/iByWQKH+OmjSSP3Hr9J6G4ApjNZjvwd7d+/NMxb9UIcZ+MIcMprrfYfus1d6zaMhqYzeYDZrO50mw2j8uceSaTSQP8IzAAPOmtuIJ8JscLfwY8gPs0pN/HbRkxzGbz52azeZe3a4DZbG4Bfnvrx+Vj3jAVFRWf4Cu3gQduve4dRhj1AseAMGDBWDdsBEm+9VozzGfivVkmk8k4Ns0Zce6HMfwqNt16veDTVqh8HQtxu+18Ctw0mUwbTCbTfzWZTH9uMpmKfdy2EcVkMk0B/gH4pdlsPuzr9owhYvPh8GkrVFRUxgxfuQ3k3XqtuMvnlbitepOB/WPSopFHWFuzhvksW/H/fODE6DdnxLkfxlBiMpn+EogAonEHcC3Grbj+gy/bpfK1zL312gqU4g72kZhMpsPAY2azuX2sGzaSmEymEGAbUI/bneW+4Fa/n7n1425ftkVFRWXs8JXlNfrWa/ddPhfvG0e/KaPGx7de/8JkMsWKN28J218orosZ01aNHPfDGCr5S9zuED/DrbjuBtYEutJzH5B46/UngAFYhTujQgGwB3cA17u+adqI8v8HioDnzGazxdeNGUP+AfdYfmo2m/f4ujEqKipjg7/meRVRo4Hsh/c28BkwCbhsMpn+w2Qy/StwDliP2zIJEPDpsu7CeBhDidlsTjabzUG43UEewW09P2symWb5tmUqX0Pwrdcg3BbW/Wazuc9sNl/CnXqpEVgWyC4EJpNpHm5r6z+Zzebjvm7PWGEymf4M+DlQjjs4VkVF5T7BV8qrsMpF3+XzKK/rAo5bfqCbcVvsWnAL1+dxL5aLcUcDA7T5pIHfnXE/hsNhNptbzWbzDtwuEXHczqWp4p+IXMM1ZrP5vPKDWxZKYa2bN6atGiEU7gIV3A4EHfeYTKb/jDt13WVghdls7vRxk1RUVMYQX/m8Xr31Ovkun4sI7rv5UwYEZrPZgTuf5D8p3zeZTAbceTUtwKWxb9mIcF+M4d0wm83XTCbTZWCmyWSKV2aUUPErxDztusvnQrk1jH5TRoUIbj+DVpNp2KxtL5lMppdwB3L9bKwaNlqYTKaf4c4pXQasNJvNgWoAUFFR+Zb4yvIqckmuuZXKRmIymSKBRbgVu0AMZLoXfgDoge0BnKbnfh9DgAm3Xser68d44DDuKPRck8mkG+bzgluvdWPWopFlEHchlOH+nb11zdFbPwe8S4HJZPqvuBXXc7gtrqriqqJyH+ITy6vZbK42mUx7cR+9/mfc1WAEv8Bd0eh3ZrM5oPMUmkymKLPZ3OP13lzcQQZ9uMuqBiT3wxiaTKZ8oOtWLknl+xrcSe8TgS/GQxnc8YrZbO4wmUzvAE/hDmr6W/GZyWRaDazF7doSkJHqt1wfXhjuM5PJ9Pe4g7j+EOjlYQFMJtPf4ZaZX+IOllRdBVRU7lN8WWHLBHwB/MpkMq0EruAu/bcC91Hz3/iwbSPFPpPJZMF9vNULTMMdrDWIu9LPcDlgA4nxPoYPAv/7Vjqlatx+ykm4K1Fl4/ZlftF3zfvu3KoE99CtH0Vu4mKTyfTarf93mM3mQK/S9Be45+XfmEympbgrMk3EHbA1BLxoNpu7fNc8la/DZDI9i1txHQKOAH82jItEndlsfm2Mm6aiouIDfJZtwGw2V+POl/ka7oXl57gj838FFJvN5ht3/+2A4T3caXmexr2AFuKuwz1tPKR1uQ/GsAT4D9yBWY8A/xfuMpSduK3L08xm82XfNW9EmIm7TPGzuK2Q4FbMxXuP+aZZI8eto+X5uI+b07ldheoTYInZbB4PqbLGOyJfdjDudHX/bZh/z/miYSoqKmNPkMs1LjIZqaioqKioqKio3Af4a55XFRUVFRUVFRUVlTtQlVcVFRUVFRUVFZWAQVVeVVRUVFRUVFRUAgZVeVVRUVFRUVFRUQkYVOVVRUVFRUVFRUUlYFCVVxUVFRUVFRUVlYBBVV5VVFRUVFRUVFQCBlV5VVFRUVFRUVFRCRhU5VVFRUVFRUVFRSVgUJVXFRUVFRUVFRWVgOH/A8bDN13+23H/AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 864x1652.4 with 200 Axes>"
]
@@ -1862,10 +1844,10 @@
"execution_count": 10,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:06:29.647840Z",
- "iopub.status.busy": "2021-01-26T10:06:29.647493Z",
- "iopub.status.idle": "2021-01-26T10:06:32.005987Z",
- "shell.execute_reply": "2021-01-26T10:06:32.006303Z"
+ "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"
}
},
"outputs": [
@@ -1883,7 +1865,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 864x507.6 with 15 Axes>"
]
@@ -1903,10 +1885,10 @@
"execution_count": 11,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:06:32.009552Z",
- "iopub.status.busy": "2021-01-26T10:06:32.009223Z",
- "iopub.status.idle": "2021-01-26T10:06:33.659886Z",
- "shell.execute_reply": "2021-01-26T10:06:33.659548Z"
+ "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"
}
},
"outputs": [
@@ -1924,7 +1906,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 2 Axes>"
]
@@ -1944,10 +1926,10 @@
"execution_count": 12,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T10:06:33.664859Z",
- "iopub.status.busy": "2021-01-26T10:06:33.662564Z",
- "iopub.status.idle": "2021-01-26T10:06:33.668455Z",
- "shell.execute_reply": "2021-01-26T10:06:33.668723Z"
+ "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"
}
},
"outputs": [
@@ -1955,8 +1937,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "End time is : Tuesday 26 January 2021, 11:06:33\n",
- "Duration is : 00:00:32 455ms\n",
+ "End time is : Tuesday 26 January 2021, 16:12:02\n",
+ "Duration is : 00:00:36 338ms\n",
"This notebook ends here\n"
]
}
diff --git a/fidle/02-running-ci-tests.ipynb b/fidle/02-running-ci-tests.ipynb
index c6b8793b0ed9ce6463480f1da2422727db801254..742c3a19c516177562b0e714d8cd29f8f30ebe19 100644
--- a/fidle/02-running-ci-tests.ipynb
+++ b/fidle/02-running-ci-tests.ipynb
@@ -77,17 +77,17 @@
"\n",
"Notebook : LINR1\n",
" Run notebook.....done.\n",
- " Duration : 0:00:03\n",
+ " Duration : 0:00:04\n",
" Saved as : 01-Linear-Regression==done==.ipynb\n",
"\n",
"Notebook : GRAD1\n",
" Run notebook.....done.\n",
- " Duration : 0:00:06\n",
+ " Duration : 0:00:08\n",
" Saved as : 02-Gradient-descent==done==.ipynb\n",
"\n",
"Notebook : POLR1\n",
" Run notebook.....done.\n",
- " Duration : 0:00:03\n",
+ " Duration : 0:00:04\n",
" Saved as : 03-Polynomial-Regression==done==.ipynb\n",
"\n",
"Notebook : LOGR1\n",
@@ -112,11 +112,11 @@
"\n",
"Notebook : MNIST1\n",
" Run notebook.....done.\n",
- " Duration : 0:00:36\n",
+ " Duration : 0:00:40\n",
" Saved as : 01-DNN-MNIST==done==.ipynb\n",
"\n",
"End of running process\n",
- " Duration : 0:01:18\n",
+ " Duration : 0:01:26\n",
"\n",
"Complete ci report : /home/pjluc/dev/fidle/fidle/logs/ci_report.json\n"
]
@@ -138,14 +138,16 @@
"name": "stdout",
"output_type": "stream",
"text": [
- " 843697 96 -rw-r--r-- 1 pjluc pjluc 95989 Jan 26 11:05 ../LinearReg/03-Polynomial-Regression==done==.ipynb\n",
- " 843694 236 -rw-r--r-- 1 pjluc pjluc 238528 Jan 26 11:05 ../LinearReg/02-Gradient-descent==done==.ipynb\n",
- " 338283 44 -rw-r--r-- 1 pjluc pjluc 44004 Jan 26 11:05 ../LinearReg/01-Linear-Regression==done==.ipynb\n",
- " 843698 264 -rw-r--r-- 1 pjluc pjluc 267882 Jan 26 11:05 ../LinearReg/04-Logistic-Regression==done==.ipynb\n",
- " 338282 72 -rw-r--r-- 1 pjluc pjluc 72510 Jan 26 11:05 ../IRIS/01-Simple-Perceptron==done==.ipynb\n",
- " 843699 864 -rw-r--r-- 1 pjluc pjluc 881136 Jan 26 11:06 ../MNIST/01-DNN-MNIST==done==.ipynb\n",
- " 338267 208 -rw-r--r-- 1 pjluc pjluc 209579 Jan 26 11:05 ../BHPD/02-DNN-Regression-Premium==done==.ipynb\n",
- " 326327 168 -rw-r--r-- 1 pjluc pjluc 168985 Jan 26 11:05 ../BHPD/01-DNN-Regression==done==.ipynb\n"
+ " 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",
+ " 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"
]
}
],
diff --git a/fidle/03-ci-report.ipynb b/fidle/03-ci-report.ipynb
index 9828b72c22946aacec212ce61998b7c0f1eec428..4aad472c2562a444355d5601c0370b9874fc370f 100644
--- a/fidle/03-ci-report.ipynb
+++ b/fidle/03-ci-report.ipynb
@@ -15,7 +15,7 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 2,
"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 11:05:16 \n",
- "**End** : 26/01/21 11:06:35 \n",
- "**Duration** : 0:01:18 \n"
+ "**Start** : 26/01/21 16:10:38 \n",
+ "**End** : 26/01/21 16:12:04 \n",
+ "**Duration** : 0:01:26 \n"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
@@ -66,97 +66,97 @@
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
- " #T_59a81_ td {\n",
+ " #T_d83b1_ td {\n",
" font-size: 110%;\n",
" text-align: left;\n",
- " } #T_59a81_ th {\n",
+ " } #T_d83b1_ th {\n",
" font-size: 110%;\n",
" text-align: left;\n",
- " }</style><table id=\"T_59a81_\" ><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_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",
" <tr>\n",
- " <td id=\"T_59a81_row0_col0\" class=\"data row0 col0\" ><a href='../LinearReg/01-Linear-Regression.ipynb'>LINR1</a></td>\n",
- " <td id=\"T_59a81_row0_col1\" class=\"data row0 col1\" >LinearReg</td>\n",
- " <td id=\"T_59a81_row0_col2\" class=\"data row0 col2\" ><a href='../LinearReg/01-Linear-Regression.ipynb'>01-Linear-Regression.ipynb</a></td>\n",
- " <td id=\"T_59a81_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_59a81_row0_col4\" class=\"data row0 col4\" >26/01/21 11:05:16</td>\n",
- " <td id=\"T_59a81_row0_col5\" class=\"data row0 col5\" >26/01/21 11:05:20</td>\n",
- " <td id=\"T_59a81_row0_col6\" class=\"data row0 col6\" >0:00:03</td>\n",
- " <td id=\"T_59a81_row0_col7\" class=\"data row0 col7\" >ok</td>\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",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_59a81_row1_col0\" class=\"data row1 col0\" ><a href='../LinearReg/02-Gradient-descent.ipynb'>GRAD1</a></td>\n",
- " <td id=\"T_59a81_row1_col1\" class=\"data row1 col1\" >LinearReg</td>\n",
- " <td id=\"T_59a81_row1_col2\" class=\"data row1 col2\" ><a href='../LinearReg/02-Gradient-descent.ipynb'>02-Gradient-descent.ipynb</a></td>\n",
- " <td id=\"T_59a81_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_59a81_row1_col4\" class=\"data row1 col4\" >26/01/21 11:05:20</td>\n",
- " <td id=\"T_59a81_row1_col5\" class=\"data row1 col5\" >26/01/21 11:05:26</td>\n",
- " <td id=\"T_59a81_row1_col6\" class=\"data row1 col6\" >0:00:06</td>\n",
- " <td id=\"T_59a81_row1_col7\" class=\"data row1 col7\" >ok</td>\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",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_59a81_row2_col0\" class=\"data row2 col0\" ><a href='../LinearReg/03-Polynomial-Regression.ipynb'>POLR1</a></td>\n",
- " <td id=\"T_59a81_row2_col1\" class=\"data row2 col1\" >LinearReg</td>\n",
- " <td id=\"T_59a81_row2_col2\" class=\"data row2 col2\" ><a href='../LinearReg/03-Polynomial-Regression.ipynb'>03-Polynomial-Regression.ipynb</a></td>\n",
- " <td id=\"T_59a81_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_59a81_row2_col4\" class=\"data row2 col4\" >26/01/21 11:05:26</td>\n",
- " <td id=\"T_59a81_row2_col5\" class=\"data row2 col5\" >26/01/21 11:05:30</td>\n",
- " <td id=\"T_59a81_row2_col6\" class=\"data row2 col6\" >0:00:03</td>\n",
- " <td id=\"T_59a81_row2_col7\" class=\"data row2 col7\" >ok</td>\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",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_59a81_row3_col0\" class=\"data row3 col0\" ><a href='../LinearReg/04-Logistic-Regression.ipynb'>LOGR1</a></td>\n",
- " <td id=\"T_59a81_row3_col1\" class=\"data row3 col1\" >LinearReg</td>\n",
- " <td id=\"T_59a81_row3_col2\" class=\"data row3 col2\" ><a href='../LinearReg/04-Logistic-Regression.ipynb'>04-Logistic-Regression.ipynb</a></td>\n",
- " <td id=\"T_59a81_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_59a81_row3_col4\" class=\"data row3 col4\" >26/01/21 11:05:30</td>\n",
- " <td id=\"T_59a81_row3_col5\" class=\"data row3 col5\" >26/01/21 11:05:34</td>\n",
- " <td id=\"T_59a81_row3_col6\" class=\"data row3 col6\" >0:00:03</td>\n",
- " <td id=\"T_59a81_row3_col7\" class=\"data row3 col7\" >ok</td>\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",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_59a81_row4_col0\" class=\"data row4 col0\" ><a href='../IRIS/01-Simple-Perceptron.ipynb'>PER57</a></td>\n",
- " <td id=\"T_59a81_row4_col1\" class=\"data row4 col1\" >IRIS</td>\n",
- " <td id=\"T_59a81_row4_col2\" class=\"data row4 col2\" ><a href='../IRIS/01-Simple-Perceptron.ipynb'>01-Simple-Perceptron.ipynb</a></td>\n",
- " <td id=\"T_59a81_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_59a81_row4_col4\" class=\"data row4 col4\" >26/01/21 11:05:34</td>\n",
- " <td id=\"T_59a81_row4_col5\" class=\"data row4 col5\" >26/01/21 11:05:37</td>\n",
- " <td id=\"T_59a81_row4_col6\" class=\"data row4 col6\" >0:00:02</td>\n",
- " <td id=\"T_59a81_row4_col7\" class=\"data row4 col7\" >ok</td>\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",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_59a81_row5_col0\" class=\"data row5 col0\" ><a href='../BHPD/01-DNN-Regression.ipynb'>BHPD1</a></td>\n",
- " <td id=\"T_59a81_row5_col1\" class=\"data row5 col1\" >BHPD</td>\n",
- " <td id=\"T_59a81_row5_col2\" class=\"data row5 col2\" ><a href='../BHPD/01-DNN-Regression.ipynb'>01-DNN-Regression.ipynb</a></td>\n",
- " <td id=\"T_59a81_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_59a81_row5_col4\" class=\"data row5 col4\" >26/01/21 11:05:37</td>\n",
- " <td id=\"T_59a81_row5_col5\" class=\"data row5 col5\" >26/01/21 11:05:46</td>\n",
- " <td id=\"T_59a81_row5_col6\" class=\"data row5 col6\" >0:00:09</td>\n",
- " <td id=\"T_59a81_row5_col7\" class=\"data row5 col7\" >ok</td>\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",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_59a81_row6_col0\" class=\"data row6 col0\" ><a href='../BHPD/02-DNN-Regression-Premium.ipynb'>BHPD2</a></td>\n",
- " <td id=\"T_59a81_row6_col1\" class=\"data row6 col1\" >BHPD</td>\n",
- " <td id=\"T_59a81_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_59a81_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_59a81_row6_col4\" class=\"data row6 col4\" >26/01/21 11:05:46</td>\n",
- " <td id=\"T_59a81_row6_col5\" class=\"data row6 col5\" >26/01/21 11:05:59</td>\n",
- " <td id=\"T_59a81_row6_col6\" class=\"data row6 col6\" >0:00:13</td>\n",
- " <td id=\"T_59a81_row6_col7\" class=\"data row6 col7\" >ok</td>\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",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_59a81_row7_col0\" class=\"data row7 col0\" ><a href='../MNIST/01-DNN-MNIST.ipynb'>MNIST1</a></td>\n",
- " <td id=\"T_59a81_row7_col1\" class=\"data row7 col1\" >MNIST</td>\n",
- " <td id=\"T_59a81_row7_col2\" class=\"data row7 col2\" ><a href='../MNIST/01-DNN-MNIST.ipynb'>01-DNN-MNIST.ipynb</a></td>\n",
- " <td id=\"T_59a81_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_59a81_row7_col4\" class=\"data row7 col4\" >26/01/21 11:05:59</td>\n",
- " <td id=\"T_59a81_row7_col5\" class=\"data row7 col5\" >26/01/21 11:06:35</td>\n",
- " <td id=\"T_59a81_row7_col6\" class=\"data row7 col6\" >0:00:36</td>\n",
- " <td id=\"T_59a81_row7_col7\" class=\"data row7 col7\" >ok</td>\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",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x7fcdb2bafdf0>"
+ "<pandas.io.formats.style.Styler at 0x7f48c34be3a0>"
]
},
"metadata": {},
@@ -187,6 +187,13 @@
"---\n",
"<img width=\"80px\" src=\"../fidle/img/00-Fidle-logo-01.svg\"></img>"
]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
}
],
"metadata": {
diff --git a/fidle/logs/ci_report.html b/fidle/logs/ci_report.html
index 9b5287e6c47eac3f2eda9bf9ee2dd263b4a453b8..ef01ec59b9f947a872c54d562f5a03832e1398c6 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 11:05:16 <br>
-<b>End</b> : 26/01/21 11:06:35 <br>
-<b>Duration</b> : 0:01:18 <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>
</div>
<div class='title'>Details :</div>
<div class="result"><style type="text/css" >
- #T_5330e_ td {
+ #T_1cb31_ td {
font-size: 110%;
text-align: left;
- } #T_5330e_ th {
+ } #T_1cb31_ th {
font-size: 110%;
text-align: left;
- }</style><table id="T_5330e_" ><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_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>
<tr>
- <td id="T_5330e_row0_col0" class="data row0 col0" >LINR1</td>
- <td id="T_5330e_row0_col1" class="data row0 col1" >LinearReg</td>
- <td id="T_5330e_row0_col2" class="data row0 col2" >01-Linear-Regression.ipynb</td>
- <td id="T_5330e_row0_col3" class="data row0 col3" >01-Linear-Regression==done==.ipynb</td>
- <td id="T_5330e_row0_col4" class="data row0 col4" >26/01/21 11:05:16</td>
- <td id="T_5330e_row0_col5" class="data row0 col5" >26/01/21 11:05:20</td>
- <td id="T_5330e_row0_col6" class="data row0 col6" >0:00:03</td>
- <td id="T_5330e_row0_col7" class="data row0 col7" >ok</td>
+ <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>
</tr>
<tr>
- <td id="T_5330e_row1_col0" class="data row1 col0" >GRAD1</td>
- <td id="T_5330e_row1_col1" class="data row1 col1" >LinearReg</td>
- <td id="T_5330e_row1_col2" class="data row1 col2" >02-Gradient-descent.ipynb</td>
- <td id="T_5330e_row1_col3" class="data row1 col3" >02-Gradient-descent==done==.ipynb</td>
- <td id="T_5330e_row1_col4" class="data row1 col4" >26/01/21 11:05:20</td>
- <td id="T_5330e_row1_col5" class="data row1 col5" >26/01/21 11:05:26</td>
- <td id="T_5330e_row1_col6" class="data row1 col6" >0:00:06</td>
- <td id="T_5330e_row1_col7" class="data row1 col7" >ok</td>
+ <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>
</tr>
<tr>
- <td id="T_5330e_row2_col0" class="data row2 col0" >POLR1</td>
- <td id="T_5330e_row2_col1" class="data row2 col1" >LinearReg</td>
- <td id="T_5330e_row2_col2" class="data row2 col2" >03-Polynomial-Regression.ipynb</td>
- <td id="T_5330e_row2_col3" class="data row2 col3" >03-Polynomial-Regression==done==.ipynb</td>
- <td id="T_5330e_row2_col4" class="data row2 col4" >26/01/21 11:05:26</td>
- <td id="T_5330e_row2_col5" class="data row2 col5" >26/01/21 11:05:30</td>
- <td id="T_5330e_row2_col6" class="data row2 col6" >0:00:03</td>
- <td id="T_5330e_row2_col7" class="data row2 col7" >ok</td>
+ <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>
</tr>
<tr>
- <td id="T_5330e_row3_col0" class="data row3 col0" >LOGR1</td>
- <td id="T_5330e_row3_col1" class="data row3 col1" >LinearReg</td>
- <td id="T_5330e_row3_col2" class="data row3 col2" >04-Logistic-Regression.ipynb</td>
- <td id="T_5330e_row3_col3" class="data row3 col3" >04-Logistic-Regression==done==.ipynb</td>
- <td id="T_5330e_row3_col4" class="data row3 col4" >26/01/21 11:05:30</td>
- <td id="T_5330e_row3_col5" class="data row3 col5" >26/01/21 11:05:34</td>
- <td id="T_5330e_row3_col6" class="data row3 col6" >0:00:03</td>
- <td id="T_5330e_row3_col7" class="data row3 col7" >ok</td>
+ <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>
</tr>
<tr>
- <td id="T_5330e_row4_col0" class="data row4 col0" >PER57</td>
- <td id="T_5330e_row4_col1" class="data row4 col1" >IRIS</td>
- <td id="T_5330e_row4_col2" class="data row4 col2" >01-Simple-Perceptron.ipynb</td>
- <td id="T_5330e_row4_col3" class="data row4 col3" >01-Simple-Perceptron==done==.ipynb</td>
- <td id="T_5330e_row4_col4" class="data row4 col4" >26/01/21 11:05:34</td>
- <td id="T_5330e_row4_col5" class="data row4 col5" >26/01/21 11:05:37</td>
- <td id="T_5330e_row4_col6" class="data row4 col6" >0:00:02</td>
- <td id="T_5330e_row4_col7" class="data row4 col7" >ok</td>
+ <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>
</tr>
<tr>
- <td id="T_5330e_row5_col0" class="data row5 col0" >BHPD1</td>
- <td id="T_5330e_row5_col1" class="data row5 col1" >BHPD</td>
- <td id="T_5330e_row5_col2" class="data row5 col2" >01-DNN-Regression.ipynb</td>
- <td id="T_5330e_row5_col3" class="data row5 col3" >01-DNN-Regression==done==.ipynb</td>
- <td id="T_5330e_row5_col4" class="data row5 col4" >26/01/21 11:05:37</td>
- <td id="T_5330e_row5_col5" class="data row5 col5" >26/01/21 11:05:46</td>
- <td id="T_5330e_row5_col6" class="data row5 col6" >0:00:09</td>
- <td id="T_5330e_row5_col7" class="data row5 col7" >ok</td>
+ <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>
</tr>
<tr>
- <td id="T_5330e_row6_col0" class="data row6 col0" >BHPD2</td>
- <td id="T_5330e_row6_col1" class="data row6 col1" >BHPD</td>
- <td id="T_5330e_row6_col2" class="data row6 col2" >02-DNN-Regression-Premium.ipynb</td>
- <td id="T_5330e_row6_col3" class="data row6 col3" >02-DNN-Regression-Premium==done==.ipynb</td>
- <td id="T_5330e_row6_col4" class="data row6 col4" >26/01/21 11:05:46</td>
- <td id="T_5330e_row6_col5" class="data row6 col5" >26/01/21 11:05:59</td>
- <td id="T_5330e_row6_col6" class="data row6 col6" >0:00:13</td>
- <td id="T_5330e_row6_col7" class="data row6 col7" >ok</td>
+ <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>
</tr>
<tr>
- <td id="T_5330e_row7_col0" class="data row7 col0" >MNIST1</td>
- <td id="T_5330e_row7_col1" class="data row7 col1" >MNIST</td>
- <td id="T_5330e_row7_col2" class="data row7 col2" >01-DNN-MNIST.ipynb</td>
- <td id="T_5330e_row7_col3" class="data row7 col3" >01-DNN-MNIST==done==.ipynb</td>
- <td id="T_5330e_row7_col4" class="data row7 col4" >26/01/21 11:05:59</td>
- <td id="T_5330e_row7_col5" class="data row7 col5" >26/01/21 11:06:35</td>
- <td id="T_5330e_row7_col6" class="data row7 col6" >0:00:36</td>
- <td id="T_5330e_row7_col7" class="data row7 col7" >ok</td>
+ <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>
</tr>
</tbody></table></div>
diff --git a/fidle/logs/ci_report.json b/fidle/logs/ci_report.json
index 61a4778c27c7e1d24e4cca09391f13598b31073b..680f1171788c93f84cb0ff6bf58e2952c86e2ac3 100644
--- a/fidle/logs/ci_report.json
+++ b/fidle/logs/ci_report.json
@@ -6,43 +6,43 @@
"description": "Runned notebooks (done)",
"host": "Oban",
"profile": "./ci/full_fad_s01.yml",
- "start": "26/01/21 11:05:16",
- "end": "26/01/21 11:06:35",
- "duration": "0:01:18"
+ "start": "26/01/21 16:10:38",
+ "end": "26/01/21 16:12:04",
+ "duration": "0:01:26"
},
"LINR1": {
"dir": "LinearReg",
"src": "01-Linear-Regression.ipynb",
"out": "01-Linear-Regression==done==.ipynb",
- "start": "26/01/21 11:05:16",
- "end": "26/01/21 11:05:20",
- "duration": "0:00:03",
+ "start": "26/01/21 16:10:38",
+ "end": "26/01/21 16:10:42",
+ "duration": "0:00:04",
"state": "ok"
},
"GRAD1": {
"dir": "LinearReg",
"src": "02-Gradient-descent.ipynb",
"out": "02-Gradient-descent==done==.ipynb",
- "start": "26/01/21 11:05:20",
- "end": "26/01/21 11:05:26",
- "duration": "0:00:06",
+ "start": "26/01/21 16:10:42",
+ "end": "26/01/21 16:10:50",
+ "duration": "0:00:08",
"state": "ok"
},
"POLR1": {
"dir": "LinearReg",
"src": "03-Polynomial-Regression.ipynb",
"out": "03-Polynomial-Regression==done==.ipynb",
- "start": "26/01/21 11:05:26",
- "end": "26/01/21 11:05:30",
- "duration": "0:00:03",
+ "start": "26/01/21 16:10:50",
+ "end": "26/01/21 16:10:55",
+ "duration": "0:00:04",
"state": "ok"
},
"LOGR1": {
"dir": "LinearReg",
"src": "04-Logistic-Regression.ipynb",
"out": "04-Logistic-Regression==done==.ipynb",
- "start": "26/01/21 11:05:30",
- "end": "26/01/21 11:05:34",
+ "start": "26/01/21 16:10:55",
+ "end": "26/01/21 16:10:59",
"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 11:05:34",
- "end": "26/01/21 11:05:37",
+ "start": "26/01/21 16:10:59",
+ "end": "26/01/21 16:11:02",
"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 11:05:37",
- "end": "26/01/21 11:05:46",
+ "start": "26/01/21 16:11:02",
+ "end": "26/01/21 16:11:11",
"duration": "0:00:09",
"state": "ok"
},
@@ -68,8 +68,8 @@
"dir": "BHPD",
"src": "02-DNN-Regression-Premium.ipynb",
"out": "02-DNN-Regression-Premium==done==.ipynb",
- "start": "26/01/21 11:05:46",
- "end": "26/01/21 11:05:59",
+ "start": "26/01/21 16:11:11",
+ "end": "26/01/21 16:11:24",
"duration": "0:00:13",
"state": "ok"
},
@@ -77,9 +77,9 @@
"dir": "MNIST",
"src": "01-DNN-MNIST.ipynb",
"out": "01-DNN-MNIST==done==.ipynb",
- "start": "26/01/21 11:05:59",
- "end": "26/01/21 11:06:35",
- "duration": "0:00:36",
+ "start": "26/01/21 16:11:24",
+ "end": "26/01/21 16:12:04",
+ "duration": "0:00:40",
"state": "ok"
}
}
\ No newline at end of file