diff --git a/BHPD/01-DNN-Regression.ipynb b/BHPD/01-DNN-Regression.ipynb index ea620c30ac652753f377a13f92336fde8110dd19..1a79e120eb048cd91c9af686de7508e279d12c71 100644 --- a/BHPD/01-DNN-Regression.ipynb +++ b/BHPD/01-DNN-Regression.ipynb @@ -96,6 +96,12 @@ " margin-bottom:0;\n", "}\n", "\n", + "div .comment{\n", + " font-size:0.8em;\n", + " color:#696969;\n", + "}\n", + "\n", + "\n", "\n", "</style>\n", "\n" @@ -107,19 +113,31 @@ "metadata": {}, "output_type": "display_data" }, + { + "data": { + "text/markdown": [ + "**FIDLE 2020 - Practical Work Module**" + ], + "text/plain": [ + "<IPython.core.display.Markdown object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "name": "stdout", "output_type": "stream", "text": [ - "\n", - "FIDLE 2020 - Practical Work Module\n", "Version : 0.6.1 DEV\n", "Notebook id : BHP1\n", - "Run time : Tuesday 15 December 2020, 21:51:22\n", + "Run time : Wednesday 16 December 2020, 21:07:33\n", "TensorFlow version : 2.0.0\n", "Keras version : 2.2.4-tf\n", - "Datasets dir : /home/pjluc/datasets/fidle\n", - "Update keras cache : False\n" + "Datasets dir : ~/datasets/fidle\n", + "Update keras cache : False\n", + "Save figs : True\n", + "Path figs : ./run/figs\n" ] } ], @@ -174,96 +192,96 @@ "data": { "text/html": [ "<style type=\"text/css\" >\n", - "</style><table id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0\" ><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_5edb565e_3fda_11eb_9239_15d9bb000c39\" ><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_4a11dda6_3f17_11eb_bc41_a3018241c6f0level0_row0\" class=\"row_heading level0 row0\" >0</th>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row0_col0\" class=\"data row0 col0\" >0.01</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row0_col1\" class=\"data row0 col1\" >18.00</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row0_col2\" class=\"data row0 col2\" >2.31</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row0_col3\" class=\"data row0 col3\" >0.00</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row0_col4\" class=\"data row0 col4\" >0.54</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row0_col5\" class=\"data row0 col5\" >6.58</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row0_col6\" class=\"data row0 col6\" >65.20</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row0_col7\" class=\"data row0 col7\" >4.09</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row0_col8\" class=\"data row0 col8\" >1.00</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row0_col9\" class=\"data row0 col9\" >296.00</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row0_col10\" class=\"data row0 col10\" >15.30</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row0_col11\" class=\"data row0 col11\" >396.90</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row0_col12\" class=\"data row0 col12\" >4.98</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row0_col13\" class=\"data row0 col13\" >24.00</td>\n", + " <th id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39level0_row0\" class=\"row_heading level0 row0\" >0</th>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row0_col0\" class=\"data row0 col0\" >0.01</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row0_col1\" class=\"data row0 col1\" >18.00</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row0_col2\" class=\"data row0 col2\" >2.31</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row0_col3\" class=\"data row0 col3\" >0.00</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row0_col4\" class=\"data row0 col4\" >0.54</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row0_col5\" class=\"data row0 col5\" >6.58</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row0_col6\" class=\"data row0 col6\" >65.20</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row0_col7\" class=\"data row0 col7\" >4.09</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row0_col8\" class=\"data row0 col8\" >1.00</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row0_col9\" class=\"data row0 col9\" >296.00</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row0_col10\" class=\"data row0 col10\" >15.30</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row0_col11\" class=\"data row0 col11\" >396.90</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row0_col12\" class=\"data row0 col12\" >4.98</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row0_col13\" class=\"data row0 col13\" >24.00</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0level0_row1\" class=\"row_heading level0 row1\" >1</th>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row1_col0\" class=\"data row1 col0\" >0.03</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row1_col1\" class=\"data row1 col1\" >0.00</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row1_col2\" class=\"data row1 col2\" >7.07</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row1_col3\" class=\"data row1 col3\" >0.00</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row1_col4\" class=\"data row1 col4\" >0.47</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row1_col5\" class=\"data row1 col5\" >6.42</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row1_col6\" class=\"data row1 col6\" >78.90</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row1_col7\" class=\"data row1 col7\" >4.97</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row1_col8\" class=\"data row1 col8\" >2.00</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row1_col9\" class=\"data row1 col9\" >242.00</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row1_col10\" class=\"data row1 col10\" >17.80</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row1_col11\" class=\"data row1 col11\" >396.90</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row1_col12\" class=\"data row1 col12\" >9.14</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row1_col13\" class=\"data row1 col13\" >21.60</td>\n", + " <th id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39level0_row1\" class=\"row_heading level0 row1\" >1</th>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row1_col0\" class=\"data row1 col0\" >0.03</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row1_col1\" class=\"data row1 col1\" >0.00</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row1_col2\" class=\"data row1 col2\" >7.07</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row1_col3\" class=\"data row1 col3\" >0.00</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row1_col4\" class=\"data row1 col4\" >0.47</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row1_col5\" class=\"data row1 col5\" >6.42</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row1_col6\" class=\"data row1 col6\" >78.90</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row1_col7\" class=\"data row1 col7\" >4.97</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row1_col8\" class=\"data row1 col8\" >2.00</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row1_col9\" class=\"data row1 col9\" >242.00</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row1_col10\" class=\"data row1 col10\" >17.80</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row1_col11\" class=\"data row1 col11\" >396.90</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row1_col12\" class=\"data row1 col12\" >9.14</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row1_col13\" class=\"data row1 col13\" >21.60</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0level0_row2\" class=\"row_heading level0 row2\" >2</th>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row2_col0\" class=\"data row2 col0\" >0.03</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row2_col1\" class=\"data row2 col1\" >0.00</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row2_col2\" class=\"data row2 col2\" >7.07</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row2_col3\" class=\"data row2 col3\" >0.00</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row2_col4\" class=\"data row2 col4\" >0.47</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row2_col5\" class=\"data row2 col5\" >7.18</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row2_col6\" class=\"data row2 col6\" >61.10</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row2_col7\" class=\"data row2 col7\" >4.97</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row2_col8\" class=\"data row2 col8\" >2.00</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row2_col9\" class=\"data row2 col9\" >242.00</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row2_col10\" class=\"data row2 col10\" >17.80</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row2_col11\" class=\"data row2 col11\" >392.83</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row2_col12\" class=\"data row2 col12\" >4.03</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row2_col13\" class=\"data row2 col13\" >34.70</td>\n", + " <th id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39level0_row2\" class=\"row_heading level0 row2\" >2</th>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row2_col0\" class=\"data row2 col0\" >0.03</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row2_col1\" class=\"data row2 col1\" >0.00</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row2_col2\" class=\"data row2 col2\" >7.07</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row2_col3\" class=\"data row2 col3\" >0.00</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row2_col4\" class=\"data row2 col4\" >0.47</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row2_col5\" class=\"data row2 col5\" >7.18</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row2_col6\" class=\"data row2 col6\" >61.10</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row2_col7\" class=\"data row2 col7\" >4.97</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row2_col8\" class=\"data row2 col8\" >2.00</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row2_col9\" class=\"data row2 col9\" >242.00</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row2_col10\" class=\"data row2 col10\" >17.80</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row2_col11\" class=\"data row2 col11\" >392.83</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row2_col12\" class=\"data row2 col12\" >4.03</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row2_col13\" class=\"data row2 col13\" >34.70</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0level0_row3\" class=\"row_heading level0 row3\" >3</th>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row3_col0\" class=\"data row3 col0\" >0.03</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row3_col1\" class=\"data row3 col1\" >0.00</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row3_col2\" class=\"data row3 col2\" >2.18</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row3_col3\" class=\"data row3 col3\" >0.00</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row3_col4\" class=\"data row3 col4\" >0.46</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row3_col5\" class=\"data row3 col5\" >7.00</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row3_col6\" class=\"data row3 col6\" >45.80</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row3_col7\" class=\"data row3 col7\" >6.06</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row3_col8\" class=\"data row3 col8\" >3.00</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row3_col9\" class=\"data row3 col9\" >222.00</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row3_col10\" class=\"data row3 col10\" >18.70</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row3_col11\" class=\"data row3 col11\" >394.63</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row3_col12\" class=\"data row3 col12\" >2.94</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row3_col13\" class=\"data row3 col13\" >33.40</td>\n", + " <th id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39level0_row3\" class=\"row_heading level0 row3\" >3</th>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row3_col0\" class=\"data row3 col0\" >0.03</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row3_col1\" class=\"data row3 col1\" >0.00</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row3_col2\" class=\"data row3 col2\" >2.18</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row3_col3\" class=\"data row3 col3\" >0.00</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row3_col4\" class=\"data row3 col4\" >0.46</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row3_col5\" class=\"data row3 col5\" >7.00</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row3_col6\" class=\"data row3 col6\" >45.80</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row3_col7\" class=\"data row3 col7\" >6.06</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row3_col8\" class=\"data row3 col8\" >3.00</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row3_col9\" class=\"data row3 col9\" >222.00</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row3_col10\" class=\"data row3 col10\" >18.70</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row3_col11\" class=\"data row3 col11\" >394.63</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row3_col12\" class=\"data row3 col12\" >2.94</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row3_col13\" class=\"data row3 col13\" >33.40</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0level0_row4\" class=\"row_heading level0 row4\" >4</th>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row4_col0\" class=\"data row4 col0\" >0.07</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row4_col1\" class=\"data row4 col1\" >0.00</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row4_col2\" class=\"data row4 col2\" >2.18</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row4_col3\" class=\"data row4 col3\" >0.00</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row4_col4\" class=\"data row4 col4\" >0.46</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row4_col5\" class=\"data row4 col5\" >7.15</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row4_col6\" class=\"data row4 col6\" >54.20</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row4_col7\" class=\"data row4 col7\" >6.06</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row4_col8\" class=\"data row4 col8\" >3.00</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row4_col9\" class=\"data row4 col9\" >222.00</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row4_col10\" class=\"data row4 col10\" >18.70</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row4_col11\" class=\"data row4 col11\" >396.90</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row4_col12\" class=\"data row4 col12\" >5.33</td>\n", - " <td id=\"T_4a11dda6_3f17_11eb_bc41_a3018241c6f0row4_col13\" class=\"data row4 col13\" >36.20</td>\n", + " <th id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39level0_row4\" class=\"row_heading level0 row4\" >4</th>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row4_col0\" class=\"data row4 col0\" >0.07</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row4_col1\" class=\"data row4 col1\" >0.00</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row4_col2\" class=\"data row4 col2\" >2.18</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row4_col3\" class=\"data row4 col3\" >0.00</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row4_col4\" class=\"data row4 col4\" >0.46</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row4_col5\" class=\"data row4 col5\" >7.15</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row4_col6\" class=\"data row4 col6\" >54.20</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row4_col7\" class=\"data row4 col7\" >6.06</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row4_col8\" class=\"data row4 col8\" >3.00</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row4_col9\" class=\"data row4 col9\" >222.00</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row4_col10\" class=\"data row4 col10\" >18.70</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row4_col11\" class=\"data row4 col11\" >396.90</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row4_col12\" class=\"data row4 col12\" >5.33</td>\n", + " <td id=\"T_5edb565e_3fda_11eb_9239_15d9bb000c39row4_col13\" class=\"data row4 col13\" >36.20</td>\n", " </tr>\n", " </tbody></table>" ], "text/plain": [ - "<pandas.io.formats.style.Styler at 0x7f5dcbd67410>" + "<pandas.io.formats.style.Styler at 0x7f4cc01fb110>" ] }, "metadata": {}, @@ -349,139 +367,139 @@ "data": { "text/html": [ "<style type=\"text/css\" >\n", - "</style><table id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0\" ><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_64b6e886_3fda_11eb_9239_15d9bb000c39\" ><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_4a1b17e0_3f17_11eb_bc41_a3018241c6f0level0_row0\" class=\"row_heading level0 row0\" >count</th>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row0_col0\" class=\"data row0 col0\" >354.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row0_col1\" class=\"data row0 col1\" >354.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row0_col2\" class=\"data row0 col2\" >354.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row0_col3\" class=\"data row0 col3\" >354.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row0_col4\" class=\"data row0 col4\" >354.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row0_col5\" class=\"data row0 col5\" >354.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row0_col6\" class=\"data row0 col6\" >354.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row0_col7\" class=\"data row0 col7\" >354.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row0_col8\" class=\"data row0 col8\" >354.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row0_col9\" class=\"data row0 col9\" >354.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row0_col10\" class=\"data row0 col10\" >354.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row0_col11\" class=\"data row0 col11\" >354.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row0_col12\" class=\"data row0 col12\" >354.00</td>\n", + " <th id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39level0_row0\" class=\"row_heading level0 row0\" >count</th>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row0_col0\" class=\"data row0 col0\" >354.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row0_col1\" class=\"data row0 col1\" >354.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row0_col2\" class=\"data row0 col2\" >354.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row0_col3\" class=\"data row0 col3\" >354.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row0_col4\" class=\"data row0 col4\" >354.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row0_col5\" class=\"data row0 col5\" >354.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row0_col6\" class=\"data row0 col6\" >354.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row0_col7\" class=\"data row0 col7\" >354.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row0_col8\" class=\"data row0 col8\" >354.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row0_col9\" class=\"data row0 col9\" >354.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row0_col10\" class=\"data row0 col10\" >354.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row0_col11\" class=\"data row0 col11\" >354.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row0_col12\" class=\"data row0 col12\" >354.00</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row1_col0\" class=\"data row1 col0\" >3.92</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row1_col1\" class=\"data row1 col1\" >12.18</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row1_col2\" class=\"data row1 col2\" >11.21</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row1_col3\" class=\"data row1 col3\" >0.07</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row1_col4\" class=\"data row1 col4\" >0.56</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row1_col5\" class=\"data row1 col5\" >6.29</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row1_col6\" class=\"data row1 col6\" >68.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row1_col7\" class=\"data row1 col7\" >3.80</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row1_col8\" class=\"data row1 col8\" >9.62</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row1_col9\" class=\"data row1 col9\" >412.68</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row1_col10\" class=\"data row1 col10\" >18.38</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row1_col11\" class=\"data row1 col11\" >358.11</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row1_col12\" class=\"data row1 col12\" >12.49</td>\n", + " <th id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row1_col0\" class=\"data row1 col0\" >3.83</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row1_col1\" class=\"data row1 col1\" >11.78</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row1_col2\" class=\"data row1 col2\" >10.98</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row1_col3\" class=\"data row1 col3\" >0.08</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row1_col4\" class=\"data row1 col4\" >0.55</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row1_col5\" class=\"data row1 col5\" >6.30</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row1_col6\" class=\"data row1 col6\" >67.78</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row1_col7\" class=\"data row1 col7\" >3.77</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row1_col8\" class=\"data row1 col8\" >9.58</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row1_col9\" class=\"data row1 col9\" >405.92</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row1_col10\" class=\"data row1 col10\" >18.43</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row1_col11\" class=\"data row1 col11\" >356.45</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row1_col12\" class=\"data row1 col12\" >12.26</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0level0_row2\" class=\"row_heading level0 row2\" >std</th>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row2_col0\" class=\"data row2 col0\" >9.58</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row2_col1\" class=\"data row2 col1\" >23.79</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row2_col2\" class=\"data row2 col2\" >6.95</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row2_col3\" class=\"data row2 col3\" >0.26</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row2_col4\" class=\"data row2 col4\" >0.12</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row2_col5\" class=\"data row2 col5\" >0.73</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row2_col6\" class=\"data row2 col6\" >28.35</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row2_col7\" class=\"data row2 col7\" >2.13</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row2_col8\" class=\"data row2 col8\" >8.78</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row2_col9\" class=\"data row2 col9\" >169.62</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row2_col10\" class=\"data row2 col10\" >2.18</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row2_col11\" class=\"data row2 col11\" >87.83</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row2_col12\" class=\"data row2 col12\" >7.22</td>\n", + " <th id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39level0_row2\" class=\"row_heading level0 row2\" >std</th>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row2_col0\" class=\"data row2 col0\" >9.54</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row2_col1\" class=\"data row2 col1\" >23.96</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row2_col2\" class=\"data row2 col2\" >6.69</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row2_col3\" class=\"data row2 col3\" >0.27</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row2_col4\" class=\"data row2 col4\" >0.11</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row2_col5\" class=\"data row2 col5\" >0.72</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row2_col6\" class=\"data row2 col6\" >27.86</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row2_col7\" class=\"data row2 col7\" >1.99</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row2_col8\" class=\"data row2 col8\" >8.73</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row2_col9\" class=\"data row2 col9\" >168.10</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row2_col10\" class=\"data row2 col10\" >2.23</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row2_col11\" class=\"data row2 col11\" >92.60</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row2_col12\" class=\"data row2 col12\" >7.06</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0level0_row3\" class=\"row_heading level0 row3\" >min</th>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row3_col0\" class=\"data row3 col0\" >0.01</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row3_col1\" class=\"data row3 col1\" >0.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row3_col2\" class=\"data row3 col2\" >1.21</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row3_col3\" class=\"data row3 col3\" >0.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row3_col4\" class=\"data row3 col4\" >0.39</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row3_col5\" class=\"data row3 col5\" >3.56</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row3_col6\" class=\"data row3 col6\" >6.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row3_col7\" class=\"data row3 col7\" >1.13</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row3_col8\" class=\"data row3 col8\" >1.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row3_col9\" class=\"data row3 col9\" >187.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row3_col10\" class=\"data row3 col10\" >12.60</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row3_col11\" class=\"data row3 col11\" >2.60</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row3_col12\" class=\"data row3 col12\" >1.98</td>\n", + " <th id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39level0_row3\" class=\"row_heading level0 row3\" >min</th>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row3_col0\" class=\"data row3 col0\" >0.01</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row3_col1\" class=\"data row3 col1\" >0.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row3_col2\" class=\"data row3 col2\" >0.74</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row3_col3\" class=\"data row3 col3\" >0.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row3_col4\" class=\"data row3 col4\" >0.39</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row3_col5\" class=\"data row3 col5\" >3.56</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row3_col6\" class=\"data row3 col6\" >2.90</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row3_col7\" class=\"data row3 col7\" >1.13</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row3_col8\" class=\"data row3 col8\" >1.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row3_col9\" class=\"data row3 col9\" >188.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row3_col10\" class=\"data row3 col10\" >12.60</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row3_col11\" class=\"data row3 col11\" >2.52</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row3_col12\" class=\"data row3 col12\" >1.73</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row4_col0\" class=\"data row4 col0\" >0.07</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row4_col1\" class=\"data row4 col1\" >0.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row4_col2\" class=\"data row4 col2\" >5.13</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row4_col3\" class=\"data row4 col3\" >0.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row4_col4\" class=\"data row4 col4\" >0.45</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row4_col5\" class=\"data row4 col5\" >5.89</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row4_col6\" class=\"data row4 col6\" >42.65</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row4_col7\" class=\"data row4 col7\" >2.11</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row4_col8\" class=\"data row4 col8\" >4.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row4_col9\" class=\"data row4 col9\" >281.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row4_col10\" class=\"data row4 col10\" >16.80</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row4_col11\" class=\"data row4 col11\" >374.71</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row4_col12\" class=\"data row4 col12\" >6.74</td>\n", + " <th id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row4_col0\" class=\"data row4 col0\" >0.08</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row4_col1\" class=\"data row4 col1\" >0.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row4_col2\" class=\"data row4 col2\" >5.15</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row4_col3\" class=\"data row4 col3\" >0.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row4_col4\" class=\"data row4 col4\" >0.45</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row4_col5\" class=\"data row4 col5\" >5.89</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row4_col6\" class=\"data row4 col6\" >45.02</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row4_col7\" class=\"data row4 col7\" >2.11</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row4_col8\" class=\"data row4 col8\" >4.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row4_col9\" class=\"data row4 col9\" >279.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row4_col10\" class=\"data row4 col10\" >16.92</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row4_col11\" class=\"data row4 col11\" >375.38</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row4_col12\" class=\"data row4 col12\" >6.74</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row5_col0\" class=\"data row5 col0\" >0.23</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row5_col1\" class=\"data row5 col1\" >0.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row5_col2\" class=\"data row5 col2\" >9.69</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row5_col3\" class=\"data row5 col3\" >0.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row5_col4\" class=\"data row5 col4\" >0.54</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row5_col5\" class=\"data row5 col5\" >6.21</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row5_col6\" class=\"data row5 col6\" >77.50</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row5_col7\" class=\"data row5 col7\" >3.10</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row5_col8\" class=\"data row5 col8\" >5.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row5_col9\" class=\"data row5 col9\" >336.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row5_col10\" class=\"data row5 col10\" >18.80</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row5_col11\" class=\"data row5 col11\" >392.22</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row5_col12\" class=\"data row5 col12\" >11.29</td>\n", + " <th id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row5_col0\" class=\"data row5 col0\" >0.28</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row5_col1\" class=\"data row5 col1\" >0.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row5_col2\" class=\"data row5 col2\" >8.56</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row5_col3\" class=\"data row5 col3\" >0.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row5_col4\" class=\"data row5 col4\" >0.54</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row5_col5\" class=\"data row5 col5\" >6.19</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row5_col6\" class=\"data row5 col6\" >74.70</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row5_col7\" class=\"data row5 col7\" >3.36</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row5_col8\" class=\"data row5 col8\" >5.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row5_col9\" class=\"data row5 col9\" >329.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row5_col10\" class=\"data row5 col10\" >19.05</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row5_col11\" class=\"data row5 col11\" >391.88</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row5_col12\" class=\"data row5 col12\" >10.38</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row6_col0\" class=\"data row6 col0\" >3.69</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row6_col1\" class=\"data row6 col1\" >20.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row6_col2\" class=\"data row6 col2\" >18.10</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row6_col3\" class=\"data row6 col3\" >0.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row6_col4\" class=\"data row6 col4\" >0.62</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row6_col5\" class=\"data row6 col5\" >6.63</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row6_col6\" class=\"data row6 col6\" >93.60</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row6_col7\" class=\"data row6 col7\" >5.24</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row6_col8\" class=\"data row6 col8\" >24.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row6_col9\" class=\"data row6 col9\" >666.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row6_col10\" class=\"data row6 col10\" >20.20</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row6_col11\" class=\"data row6 col11\" >396.90</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row6_col12\" class=\"data row6 col12\" >16.27</td>\n", + " <th id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row6_col0\" class=\"data row6 col0\" >3.68</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row6_col1\" class=\"data row6 col1\" >16.25</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row6_col2\" class=\"data row6 col2\" >18.10</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row6_col3\" class=\"data row6 col3\" >0.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row6_col4\" class=\"data row6 col4\" >0.62</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row6_col5\" class=\"data row6 col5\" >6.63</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row6_col6\" class=\"data row6 col6\" >93.45</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row6_col7\" class=\"data row6 col7\" >5.07</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row6_col8\" class=\"data row6 col8\" >24.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row6_col9\" class=\"data row6 col9\" >666.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row6_col10\" class=\"data row6 col10\" >20.20</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row6_col11\" class=\"data row6 col11\" >396.27</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row6_col12\" class=\"data row6 col12\" >16.40</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0level0_row7\" class=\"row_heading level0 row7\" >max</th>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row7_col0\" class=\"data row7 col0\" >88.98</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row7_col1\" class=\"data row7 col1\" >95.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row7_col2\" class=\"data row7 col2\" >27.74</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row7_col3\" class=\"data row7 col3\" >1.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row7_col4\" class=\"data row7 col4\" >0.87</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row7_col5\" class=\"data row7 col5\" >8.78</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row7_col6\" class=\"data row7 col6\" >100.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row7_col7\" class=\"data row7 col7\" >12.13</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row7_col8\" class=\"data row7 col8\" >24.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row7_col9\" class=\"data row7 col9\" >711.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row7_col10\" class=\"data row7 col10\" >22.00</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row7_col11\" class=\"data row7 col11\" >396.90</td>\n", - " <td id=\"T_4a1b17e0_3f17_11eb_bc41_a3018241c6f0row7_col12\" class=\"data row7 col12\" >37.97</td>\n", + " <th id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39level0_row7\" class=\"row_heading level0 row7\" >max</th>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row7_col0\" class=\"data row7 col0\" >88.98</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row7_col1\" class=\"data row7 col1\" >100.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row7_col2\" class=\"data row7 col2\" >27.74</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row7_col3\" class=\"data row7 col3\" >1.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row7_col4\" class=\"data row7 col4\" >0.87</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row7_col5\" class=\"data row7 col5\" >8.72</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row7_col6\" class=\"data row7 col6\" >100.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row7_col7\" class=\"data row7 col7\" >10.71</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row7_col8\" class=\"data row7 col8\" >24.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row7_col9\" class=\"data row7 col9\" >711.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row7_col10\" class=\"data row7 col10\" >22.00</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row7_col11\" class=\"data row7 col11\" >396.90</td>\n", + " <td id=\"T_64b6e886_3fda_11eb_9239_15d9bb000c39row7_col12\" class=\"data row7 col12\" >36.98</td>\n", " </tr>\n", " </tbody></table>" ], "text/plain": [ - "<pandas.io.formats.style.Styler at 0x7f5dcbd672d0>" + "<pandas.io.formats.style.Styler at 0x7f4cc024ff90>" ] }, "metadata": {}, @@ -491,139 +509,139 @@ "data": { "text/html": [ "<style type=\"text/css\" >\n", - "</style><table id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0\" ><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_64bdd7d6_3fda_11eb_9239_15d9bb000c39\" ><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_4a21ceaa_3f17_11eb_bc41_a3018241c6f0level0_row0\" class=\"row_heading level0 row0\" >count</th>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row0_col0\" class=\"data row0 col0\" >354.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row0_col1\" class=\"data row0 col1\" >354.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row0_col2\" class=\"data row0 col2\" >354.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row0_col3\" class=\"data row0 col3\" >354.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row0_col4\" class=\"data row0 col4\" >354.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row0_col5\" class=\"data row0 col5\" >354.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row0_col6\" class=\"data row0 col6\" >354.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row0_col7\" class=\"data row0 col7\" >354.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row0_col8\" class=\"data row0 col8\" >354.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row0_col9\" class=\"data row0 col9\" >354.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row0_col10\" class=\"data row0 col10\" >354.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row0_col11\" class=\"data row0 col11\" >354.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row0_col12\" class=\"data row0 col12\" >354.00</td>\n", + " <th id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39level0_row0\" class=\"row_heading level0 row0\" >count</th>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row0_col0\" class=\"data row0 col0\" >354.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row0_col1\" class=\"data row0 col1\" >354.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row0_col2\" class=\"data row0 col2\" >354.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row0_col3\" class=\"data row0 col3\" >354.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row0_col4\" class=\"data row0 col4\" >354.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row0_col5\" class=\"data row0 col5\" >354.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row0_col6\" class=\"data row0 col6\" >354.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row0_col7\" class=\"data row0 col7\" >354.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row0_col8\" class=\"data row0 col8\" >354.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row0_col9\" class=\"data row0 col9\" >354.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row0_col10\" class=\"data row0 col10\" >354.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row0_col11\" class=\"data row0 col11\" >354.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row0_col12\" class=\"data row0 col12\" >354.00</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row1_col0\" class=\"data row1 col0\" >-0.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row1_col1\" class=\"data row1 col1\" >-0.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row1_col2\" class=\"data row1 col2\" >0.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row1_col3\" class=\"data row1 col3\" >-0.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row1_col4\" class=\"data row1 col4\" >-0.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row1_col5\" class=\"data row1 col5\" >0.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row1_col6\" class=\"data row1 col6\" >0.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row1_col7\" class=\"data row1 col7\" >-0.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row1_col8\" class=\"data row1 col8\" >-0.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row1_col9\" class=\"data row1 col9\" >-0.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row1_col10\" class=\"data row1 col10\" >0.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row1_col11\" class=\"data row1 col11\" >-0.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row1_col12\" class=\"data row1 col12\" >0.00</td>\n", + " <th id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row1_col0\" class=\"data row1 col0\" >0.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row1_col1\" class=\"data row1 col1\" >0.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row1_col2\" class=\"data row1 col2\" >0.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row1_col3\" class=\"data row1 col3\" >-0.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row1_col4\" class=\"data row1 col4\" >-0.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row1_col5\" class=\"data row1 col5\" >-0.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row1_col6\" class=\"data row1 col6\" >0.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row1_col7\" class=\"data row1 col7\" >0.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row1_col8\" class=\"data row1 col8\" >-0.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row1_col9\" class=\"data row1 col9\" >-0.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row1_col10\" class=\"data row1 col10\" >-0.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row1_col11\" class=\"data row1 col11\" >-0.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row1_col12\" class=\"data row1 col12\" >-0.00</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0level0_row2\" class=\"row_heading level0 row2\" >std</th>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row2_col0\" class=\"data row2 col0\" >1.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row2_col1\" class=\"data row2 col1\" >1.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row2_col2\" class=\"data row2 col2\" >1.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row2_col3\" class=\"data row2 col3\" >1.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row2_col4\" class=\"data row2 col4\" >1.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row2_col5\" class=\"data row2 col5\" >1.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row2_col6\" class=\"data row2 col6\" >1.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row2_col7\" class=\"data row2 col7\" >1.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row2_col8\" class=\"data row2 col8\" >1.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row2_col9\" class=\"data row2 col9\" >1.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row2_col10\" class=\"data row2 col10\" >1.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row2_col11\" class=\"data row2 col11\" >1.00</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row2_col12\" class=\"data row2 col12\" >1.00</td>\n", + " <th id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39level0_row2\" class=\"row_heading level0 row2\" >std</th>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row2_col0\" class=\"data row2 col0\" >1.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row2_col1\" class=\"data row2 col1\" >1.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row2_col2\" class=\"data row2 col2\" >1.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row2_col3\" class=\"data row2 col3\" >1.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row2_col4\" class=\"data row2 col4\" >1.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row2_col5\" class=\"data row2 col5\" >1.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row2_col6\" class=\"data row2 col6\" >1.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row2_col7\" class=\"data row2 col7\" >1.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row2_col8\" class=\"data row2 col8\" >1.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row2_col9\" class=\"data row2 col9\" >1.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row2_col10\" class=\"data row2 col10\" >1.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row2_col11\" class=\"data row2 col11\" >1.00</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row2_col12\" class=\"data row2 col12\" >1.00</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0level0_row3\" class=\"row_heading level0 row3\" >min</th>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row3_col0\" class=\"data row3 col0\" >-0.41</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row3_col1\" class=\"data row3 col1\" >-0.51</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row3_col2\" class=\"data row3 col2\" >-1.44</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row3_col3\" class=\"data row3 col3\" >-0.28</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row3_col4\" class=\"data row3 col4\" >-1.43</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row3_col5\" class=\"data row3 col5\" >-3.73</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row3_col6\" class=\"data row3 col6\" >-2.19</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row3_col7\" class=\"data row3 col7\" >-1.26</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row3_col8\" class=\"data row3 col8\" >-0.98</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row3_col9\" class=\"data row3 col9\" >-1.33</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row3_col10\" class=\"data row3 col10\" >-2.65</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row3_col11\" class=\"data row3 col11\" >-4.05</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row3_col12\" class=\"data row3 col12\" >-1.46</td>\n", + " <th id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39level0_row3\" class=\"row_heading level0 row3\" >min</th>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row3_col0\" class=\"data row3 col0\" >-0.40</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row3_col1\" class=\"data row3 col1\" >-0.49</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row3_col2\" class=\"data row3 col2\" >-1.53</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row3_col3\" class=\"data row3 col3\" >-0.29</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row3_col4\" class=\"data row3 col4\" >-1.43</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row3_col5\" class=\"data row3 col5\" >-3.80</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row3_col6\" class=\"data row3 col6\" >-2.33</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row3_col7\" class=\"data row3 col7\" >-1.32</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row3_col8\" class=\"data row3 col8\" >-0.98</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row3_col9\" class=\"data row3 col9\" >-1.30</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row3_col10\" class=\"data row3 col10\" >-2.61</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row3_col11\" class=\"data row3 col11\" >-3.82</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row3_col12\" class=\"data row3 col12\" >-1.49</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row4_col0\" class=\"data row4 col0\" >-0.40</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row4_col1\" class=\"data row4 col1\" >-0.51</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row4_col2\" class=\"data row4 col2\" >-0.87</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row4_col3\" class=\"data row4 col3\" >-0.28</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row4_col4\" class=\"data row4 col4\" >-0.91</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row4_col5\" class=\"data row4 col5\" >-0.55</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row4_col6\" class=\"data row4 col6\" >-0.89</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row4_col7\" class=\"data row4 col7\" >-0.79</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row4_col8\" class=\"data row4 col8\" >-0.64</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row4_col9\" class=\"data row4 col9\" >-0.78</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row4_col10\" class=\"data row4 col10\" >-0.72</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row4_col11\" class=\"data row4 col11\" >0.19</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row4_col12\" class=\"data row4 col12\" >-0.80</td>\n", + " <th id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row4_col0\" class=\"data row4 col0\" >-0.39</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row4_col1\" class=\"data row4 col1\" >-0.49</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row4_col2\" class=\"data row4 col2\" >-0.87</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row4_col3\" class=\"data row4 col3\" >-0.29</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row4_col4\" class=\"data row4 col4\" >-0.88</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row4_col5\" class=\"data row4 col5\" >-0.57</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row4_col6\" class=\"data row4 col6\" >-0.82</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row4_col7\" class=\"data row4 col7\" >-0.83</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row4_col8\" class=\"data row4 col8\" >-0.64</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row4_col9\" class=\"data row4 col9\" >-0.76</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row4_col10\" class=\"data row4 col10\" >-0.67</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row4_col11\" class=\"data row4 col11\" >0.20</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row4_col12\" class=\"data row4 col12\" >-0.78</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row5_col0\" class=\"data row5 col0\" >-0.39</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row5_col1\" class=\"data row5 col1\" >-0.51</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row5_col2\" class=\"data row5 col2\" >-0.22</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row5_col3\" class=\"data row5 col3\" >-0.28</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row5_col4\" class=\"data row5 col4\" >-0.15</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row5_col5\" class=\"data row5 col5\" >-0.11</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row5_col6\" class=\"data row5 col6\" >0.34</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row5_col7\" class=\"data row5 col7\" >-0.33</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row5_col8\" class=\"data row5 col8\" >-0.53</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row5_col9\" class=\"data row5 col9\" >-0.45</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row5_col10\" class=\"data row5 col10\" >0.19</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row5_col11\" class=\"data row5 col11\" >0.39</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row5_col12\" class=\"data row5 col12\" >-0.17</td>\n", + " <th id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row5_col0\" class=\"data row5 col0\" >-0.37</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row5_col1\" class=\"data row5 col1\" >-0.49</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row5_col2\" class=\"data row5 col2\" >-0.36</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row5_col3\" class=\"data row5 col3\" >-0.29</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row5_col4\" class=\"data row5 col4\" >-0.14</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row5_col5\" class=\"data row5 col5\" >-0.15</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row5_col6\" class=\"data row5 col6\" >0.25</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row5_col7\" class=\"data row5 col7\" >-0.20</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row5_col8\" class=\"data row5 col8\" >-0.52</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row5_col9\" class=\"data row5 col9\" >-0.46</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row5_col10\" class=\"data row5 col10\" >0.28</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row5_col11\" class=\"data row5 col11\" >0.38</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row5_col12\" class=\"data row5 col12\" >-0.27</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row6_col0\" class=\"data row6 col0\" >-0.02</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row6_col1\" class=\"data row6 col1\" >0.33</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row6_col2\" class=\"data row6 col2\" >0.99</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row6_col3\" class=\"data row6 col3\" >-0.28</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row6_col4\" class=\"data row6 col4\" >0.57</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row6_col5\" class=\"data row6 col5\" >0.46</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row6_col6\" class=\"data row6 col6\" >0.90</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row6_col7\" class=\"data row6 col7\" >0.67</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row6_col8\" class=\"data row6 col8\" >1.64</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row6_col9\" class=\"data row6 col9\" >1.49</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row6_col10\" class=\"data row6 col10\" >0.84</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row6_col11\" class=\"data row6 col11\" >0.44</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row6_col12\" class=\"data row6 col12\" >0.52</td>\n", + " <th id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row6_col0\" class=\"data row6 col0\" >-0.02</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row6_col1\" class=\"data row6 col1\" >0.19</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row6_col2\" class=\"data row6 col2\" >1.06</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row6_col3\" class=\"data row6 col3\" >-0.29</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row6_col4\" class=\"data row6 col4\" >0.61</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row6_col5\" class=\"data row6 col5\" >0.46</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row6_col6\" class=\"data row6 col6\" >0.92</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row6_col7\" class=\"data row6 col7\" >0.65</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row6_col8\" class=\"data row6 col8\" >1.65</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row6_col9\" class=\"data row6 col9\" >1.55</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row6_col10\" class=\"data row6 col10\" >0.79</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row6_col11\" class=\"data row6 col11\" >0.43</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row6_col12\" class=\"data row6 col12\" >0.59</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0level0_row7\" class=\"row_heading level0 row7\" >max</th>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row7_col0\" class=\"data row7 col0\" >8.88</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row7_col1\" class=\"data row7 col1\" >3.48</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row7_col2\" class=\"data row7 col2\" >2.38</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row7_col3\" class=\"data row7 col3\" >3.62</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row7_col4\" class=\"data row7 col4\" >2.65</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row7_col5\" class=\"data row7 col5\" >3.39</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row7_col6\" class=\"data row7 col6\" >1.13</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row7_col7\" class=\"data row7 col7\" >3.91</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row7_col8\" class=\"data row7 col8\" >1.64</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row7_col9\" class=\"data row7 col9\" >1.76</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row7_col10\" class=\"data row7 col10\" >1.66</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row7_col11\" class=\"data row7 col11\" >0.44</td>\n", - " <td id=\"T_4a21ceaa_3f17_11eb_bc41_a3018241c6f0row7_col12\" class=\"data row7 col12\" >3.53</td>\n", + " <th id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39level0_row7\" class=\"row_heading level0 row7\" >max</th>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row7_col0\" class=\"data row7 col0\" >8.92</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row7_col1\" class=\"data row7 col1\" >3.68</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row7_col2\" class=\"data row7 col2\" >2.50</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row7_col3\" class=\"data row7 col3\" >3.48</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row7_col4\" class=\"data row7 col4\" >2.76</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row7_col5\" class=\"data row7 col5\" >3.36</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row7_col6\" class=\"data row7 col6\" >1.16</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row7_col7\" class=\"data row7 col7\" >3.48</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row7_col8\" class=\"data row7 col8\" >1.65</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row7_col9\" class=\"data row7 col9\" >1.81</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row7_col10\" class=\"data row7 col10\" >1.60</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row7_col11\" class=\"data row7 col11\" >0.44</td>\n", + " <td id=\"T_64bdd7d6_3fda_11eb_9239_15d9bb000c39row7_col12\" class=\"data row7 col12\" >3.50</td>\n", " </tr>\n", " </tbody></table>" ], "text/plain": [ - "<pandas.io.formats.style.Styler at 0x7f5e482d29d0>" + "<pandas.io.formats.style.Styler at 0x7f4c48281390>" ] }, "metadata": {}, @@ -633,91 +651,91 @@ "data": { "text/html": [ "<style type=\"text/css\" >\n", - "</style><table id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0\" ><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_64beac06_3fda_11eb_9239_15d9bb000c39\" ><caption>Few lines of the dataset :</caption><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >crim</th> <th class=\"col_heading level0 col1\" >zn</th> <th class=\"col_heading level0 col2\" >indus</th> <th class=\"col_heading level0 col3\" >chas</th> <th class=\"col_heading level0 col4\" >nox</th> <th class=\"col_heading level0 col5\" >rm</th> <th class=\"col_heading level0 col6\" >age</th> <th class=\"col_heading level0 col7\" >dis</th> <th class=\"col_heading level0 col8\" >rad</th> <th class=\"col_heading level0 col9\" >tax</th> <th class=\"col_heading level0 col10\" >ptratio</th> <th class=\"col_heading level0 col11\" >b</th> <th class=\"col_heading level0 col12\" >lstat</th> </tr></thead><tbody>\n", " <tr>\n", - " <th id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0level0_row0\" class=\"row_heading level0 row0\" >38</th>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row0_col0\" class=\"data row0 col0\" >-0.39</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row0_col1\" class=\"data row0 col1\" >-0.51</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row0_col2\" class=\"data row0 col2\" >-0.76</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row0_col3\" class=\"data row0 col3\" >-0.28</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row0_col4\" class=\"data row0 col4\" >-0.48</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row0_col5\" class=\"data row0 col5\" >-0.45</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row0_col6\" class=\"data row0 col6\" >-1.33</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row0_col7\" class=\"data row0 col7\" >0.02</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row0_col8\" class=\"data row0 col8\" >-0.53</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row0_col9\" class=\"data row0 col9\" >-0.79</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row0_col10\" class=\"data row0 col10\" >0.38</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row0_col11\" class=\"data row0 col11\" >0.40</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row0_col12\" class=\"data row0 col12\" >-0.33</td>\n", + " <th id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39level0_row0\" class=\"row_heading level0 row0\" >388</th>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row0_col0\" class=\"data row0 col0\" >1.10</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row0_col1\" class=\"data row0 col1\" >-0.49</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row0_col2\" class=\"data row0 col2\" >1.06</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row0_col3\" class=\"data row0 col3\" >-0.29</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row0_col4\" class=\"data row0 col4\" >1.27</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row0_col5\" class=\"data row0 col5\" >-1.97</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row0_col6\" class=\"data row0 col6\" >1.16</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row0_col7\" class=\"data row0 col7\" >-1.09</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row0_col8\" class=\"data row0 col8\" >1.65</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row0_col9\" class=\"data row0 col9\" >1.55</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row0_col10\" class=\"data row0 col10\" >0.79</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row0_col11\" class=\"data row0 col11\" >0.18</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row0_col12\" class=\"data row0 col12\" >2.60</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0level0_row1\" class=\"row_heading level0 row1\" >391</th>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row1_col0\" class=\"data row1 col0\" >0.14</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row1_col1\" class=\"data row1 col1\" >-0.51</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row1_col2\" class=\"data row1 col2\" >0.99</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row1_col3\" class=\"data row1 col3\" >-0.28</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row1_col4\" class=\"data row1 col4\" >1.21</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row1_col5\" class=\"data row1 col5\" >-0.33</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row1_col6\" class=\"data row1 col6\" >0.51</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row1_col7\" class=\"data row1 col7\" >-0.77</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row1_col8\" class=\"data row1 col8\" >1.64</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row1_col9\" class=\"data row1 col9\" >1.49</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row1_col10\" class=\"data row1 col10\" >0.84</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row1_col11\" class=\"data row1 col11\" >0.23</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row1_col12\" class=\"data row1 col12\" >0.87</td>\n", + " <th id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39level0_row1\" class=\"row_heading level0 row1\" >400</th>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row1_col0\" class=\"data row1 col0\" >2.22</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row1_col1\" class=\"data row1 col1\" >-0.49</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row1_col2\" class=\"data row1 col2\" >1.06</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row1_col3\" class=\"data row1 col3\" >-0.29</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row1_col4\" class=\"data row1 col4\" >1.21</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row1_col5\" class=\"data row1 col5\" >-0.44</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row1_col6\" class=\"data row1 col6\" >1.16</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row1_col7\" class=\"data row1 col7\" >-1.09</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row1_col8\" class=\"data row1 col8\" >1.65</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row1_col9\" class=\"data row1 col9\" >1.55</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row1_col10\" class=\"data row1 col10\" >0.79</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row1_col11\" class=\"data row1 col11\" >0.44</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row1_col12\" class=\"data row1 col12\" >2.06</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0level0_row2\" class=\"row_heading level0 row2\" >307</th>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row2_col0\" class=\"data row2 col0\" >-0.40</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row2_col1\" class=\"data row2 col1\" >0.88</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row2_col2\" class=\"data row2 col2\" >-1.30</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row2_col3\" class=\"data row2 col3\" >-0.28</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row2_col4\" class=\"data row2 col4\" >-0.70</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row2_col5\" class=\"data row2 col5\" >0.76</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row2_col6\" class=\"data row2 col6\" >0.08</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row2_col7\" class=\"data row2 col7\" >-0.29</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row2_col8\" class=\"data row2 col8\" >-0.30</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row2_col9\" class=\"data row2 col9\" >-1.12</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row2_col10\" class=\"data row2 col10\" >0.01</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row2_col11\" class=\"data row2 col11\" >0.44</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row2_col12\" class=\"data row2 col12\" >-0.69</td>\n", + " <th id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39level0_row2\" class=\"row_heading level0 row2\" >85</th>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row2_col0\" class=\"data row2 col0\" >-0.39</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row2_col1\" class=\"data row2 col1\" >-0.49</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row2_col2\" class=\"data row2 col2\" >-0.97</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row2_col3\" class=\"data row2 col3\" >-0.29</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row2_col4\" class=\"data row2 col4\" >-0.91</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row2_col5\" class=\"data row2 col5\" >0.46</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row2_col6\" class=\"data row2 col6\" >-0.42</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row2_col7\" class=\"data row2 col7\" >0.34</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row2_col8\" class=\"data row2 col8\" >-0.75</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row2_col9\" class=\"data row2 col9\" >-0.95</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row2_col10\" class=\"data row2 col10\" >0.03</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row2_col11\" class=\"data row2 col11\" >0.39</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row2_col12\" class=\"data row2 col12\" >-0.81</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0level0_row3\" class=\"row_heading level0 row3\" >384</th>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row3_col0\" class=\"data row3 col0\" >1.69</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row3_col1\" class=\"data row3 col1\" >-0.51</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row3_col2\" class=\"data row3 col2\" >0.99</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row3_col3\" class=\"data row3 col3\" >-0.28</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row3_col4\" class=\"data row3 col4\" >1.21</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row3_col5\" class=\"data row3 col5\" >-2.63</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row3_col6\" class=\"data row3 col6\" >0.82</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row3_col7\" class=\"data row3 col7\" >-1.11</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row3_col8\" class=\"data row3 col8\" >1.64</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row3_col9\" class=\"data row3 col9\" >1.49</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row3_col10\" class=\"data row3 col10\" >0.84</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row3_col11\" class=\"data row3 col11\" >-0.82</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row3_col12\" class=\"data row3 col12\" >2.51</td>\n", + " <th id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39level0_row3\" class=\"row_heading level0 row3\" >335</th>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row3_col0\" class=\"data row3 col0\" >-0.40</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row3_col1\" class=\"data row3 col1\" >-0.49</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row3_col2\" class=\"data row3 col2\" >-0.86</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row3_col3\" class=\"data row3 col3\" >-0.29</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row3_col4\" class=\"data row3 col4\" >-0.34</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row3_col5\" class=\"data row3 col5\" >-0.37</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row3_col6\" class=\"data row3 col6\" >-1.19</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row3_col7\" class=\"data row3 col7\" >1.11</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row3_col8\" class=\"data row3 col8\" >-0.52</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row3_col9\" class=\"data row3 col9\" >-1.08</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row3_col10\" class=\"data row3 col10\" >0.79</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row3_col11\" class=\"data row3 col11\" >0.44</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row3_col12\" class=\"data row3 col12\" >-0.60</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0level0_row4\" class=\"row_heading level0 row4\" >17</th>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row4_col0\" class=\"data row4 col0\" >-0.33</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row4_col1\" class=\"data row4 col1\" >-0.51</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row4_col2\" class=\"data row4 col2\" >-0.44</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row4_col3\" class=\"data row4 col3\" >-0.28</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row4_col4\" class=\"data row4 col4\" >-0.15</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row4_col5\" class=\"data row4 col5\" >-0.41</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row4_col6\" class=\"data row4 col6\" >0.48</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row4_col7\" class=\"data row4 col7\" >0.21</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row4_col8\" class=\"data row4 col8\" >-0.64</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row4_col9\" class=\"data row4 col9\" >-0.62</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row4_col10\" class=\"data row4 col10\" >1.20</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row4_col11\" class=\"data row4 col11\" >0.33</td>\n", - " <td id=\"T_4a228cfa_3f17_11eb_bc41_a3018241c6f0row4_col12\" class=\"data row4 col12\" >0.30</td>\n", + " <th id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39level0_row4\" class=\"row_heading level0 row4\" >94</th>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row4_col0\" class=\"data row4 col0\" >-0.40</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row4_col1\" class=\"data row4 col1\" >0.68</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row4_col2\" class=\"data row4 col2\" >0.61</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row4_col3\" class=\"data row4 col3\" >-0.29</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row4_col4\" class=\"data row4 col4\" >-0.78</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row4_col5\" class=\"data row4 col5\" >-0.07</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row4_col6\" class=\"data row4 col6\" >0.34</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row4_col7\" class=\"data row4 col7\" >-0.08</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row4_col8\" class=\"data row4 col8\" >-0.64</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row4_col9\" class=\"data row4 col9\" >-0.81</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row4_col10\" class=\"data row4 col10\" >-0.10</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row4_col11\" class=\"data row4 col11\" >0.44</td>\n", + " <td id=\"T_64beac06_3fda_11eb_9239_15d9bb000c39row4_col12\" class=\"data row4 col12\" >-0.24</td>\n", " </tr>\n", " </tbody></table>" ], "text/plain": [ - "<pandas.io.formats.style.Styler at 0x7f5e482c1e50>" + "<pandas.io.formats.style.Styler at 0x7f4cc024ff90>" ] }, "metadata": {}, @@ -781,14 +799,14 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Model: \"sequential\"\n", + "Model: \"sequential_1\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", @@ -803,16 +821,6 @@ "Non-trainable params: 0\n", "_________________________________________________________________\n" ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<IPython.core.display.Image object>" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ @@ -820,8 +828,8 @@ "\n", "model.summary()\n", "\n", - "img=keras.utils.plot_model( model, to_file='./run/model.png', show_shapes=True, show_layer_names=True, dpi=96)\n", - "display(img)" + "# img=keras.utils.plot_model( model, to_file='./run/model.png', show_shapes=True, show_layer_names=True, dpi=96)\n", + "# display(img)" ] }, { @@ -842,205 +850,205 @@ "text": [ "Train on 354 samples, validate on 152 samples\n", "Epoch 1/100\n", - "354/354 [==============================] - 1s 2ms/sample - loss: 513.4509 - mae: 20.7256 - mse: 513.4510 - val_loss: 430.5565 - val_mae: 18.2928 - val_mse: 430.5565\n", + "354/354 [==============================] - 1s 2ms/sample - loss: 559.3389 - mae: 21.3539 - mse: 559.3389 - val_loss: 376.8441 - val_mae: 17.5978 - val_mse: 376.8441\n", "Epoch 2/100\n", - "354/354 [==============================] - 0s 231us/sample - loss: 299.3683 - mae: 15.1641 - mse: 299.3683 - val_loss: 204.4792 - val_mae: 11.5829 - val_mse: 204.4792\n", + "354/354 [==============================] - 0s 243us/sample - loss: 366.9889 - mae: 16.6631 - mse: 366.9888 - val_loss: 190.5160 - val_mae: 11.8520 - val_mse: 190.5160\n", "Epoch 3/100\n", - "354/354 [==============================] - 0s 239us/sample - loss: 111.2687 - mae: 8.3739 - mse: 111.2687 - val_loss: 76.9330 - val_mae: 6.3440 - val_mse: 76.9330\n", + "354/354 [==============================] - 0s 244us/sample - loss: 168.8779 - mae: 10.5596 - mse: 168.8779 - val_loss: 64.1663 - val_mae: 6.5603 - val_mse: 64.1663\n", "Epoch 4/100\n", - "354/354 [==============================] - 0s 222us/sample - loss: 44.0149 - mae: 5.1225 - mse: 44.0149 - val_loss: 45.7564 - val_mae: 4.7400 - val_mse: 45.7564\n", + "354/354 [==============================] - 0s 234us/sample - loss: 66.9357 - mae: 6.3509 - mse: 66.9357 - val_loss: 35.1695 - val_mae: 4.6727 - val_mse: 35.1694\n", "Epoch 5/100\n", - "354/354 [==============================] - 0s 230us/sample - loss: 26.6644 - mae: 3.9499 - mse: 26.6644 - val_loss: 30.6785 - val_mae: 3.7247 - val_mse: 30.6785\n", + "354/354 [==============================] - 0s 230us/sample - loss: 39.4804 - mae: 4.6161 - mse: 39.4804 - val_loss: 25.0917 - val_mae: 3.7680 - val_mse: 25.0917\n", "Epoch 6/100\n", - "354/354 [==============================] - 0s 217us/sample - loss: 20.6117 - mae: 3.3932 - mse: 20.6117 - val_loss: 26.4334 - val_mae: 3.3416 - val_mse: 26.4334\n", + "354/354 [==============================] - 0s 252us/sample - loss: 28.5192 - mae: 3.8081 - mse: 28.5192 - val_loss: 19.6559 - val_mae: 3.2363 - val_mse: 19.6559\n", "Epoch 7/100\n", - "354/354 [==============================] - 0s 217us/sample - loss: 17.6924 - mae: 3.0659 - mse: 17.6924 - val_loss: 23.7837 - val_mae: 3.2338 - val_mse: 23.7837\n", + "354/354 [==============================] - 0s 229us/sample - loss: 23.1326 - mae: 3.3960 - mse: 23.1326 - val_loss: 17.9289 - val_mae: 2.9819 - val_mse: 17.9289\n", "Epoch 8/100\n", - "354/354 [==============================] - 0s 227us/sample - loss: 15.9457 - mae: 2.8998 - mse: 15.9457 - val_loss: 21.4864 - val_mae: 3.0186 - val_mse: 21.4864\n", + "354/354 [==============================] - 0s 239us/sample - loss: 20.1564 - mae: 3.1458 - mse: 20.1564 - val_loss: 17.1985 - val_mae: 2.9429 - val_mse: 17.1985\n", "Epoch 9/100\n", - "354/354 [==============================] - 0s 217us/sample - loss: 14.6125 - mae: 2.7675 - mse: 14.6125 - val_loss: 22.9072 - val_mae: 2.9882 - val_mse: 22.9072\n", + "354/354 [==============================] - 0s 243us/sample - loss: 17.9801 - mae: 2.9005 - mse: 17.9801 - val_loss: 16.4553 - val_mae: 2.8830 - val_mse: 16.4553\n", "Epoch 10/100\n", - "354/354 [==============================] - 0s 245us/sample - loss: 14.1301 - mae: 2.6367 - mse: 14.1301 - val_loss: 19.5298 - val_mae: 2.8492 - val_mse: 19.5298\n", + "354/354 [==============================] - 0s 229us/sample - loss: 16.9272 - mae: 2.8096 - mse: 16.9272 - val_loss: 15.8260 - val_mae: 2.7384 - val_mse: 15.8260\n", "Epoch 11/100\n", - "354/354 [==============================] - 0s 237us/sample - loss: 13.1397 - mae: 2.5622 - mse: 13.1397 - val_loss: 18.6511 - val_mae: 2.8039 - val_mse: 18.6511\n", + "354/354 [==============================] - 0s 251us/sample - loss: 15.8887 - mae: 2.6495 - mse: 15.8887 - val_loss: 15.7330 - val_mae: 2.7499 - val_mse: 15.7330\n", "Epoch 12/100\n", - "354/354 [==============================] - 0s 250us/sample - loss: 12.5476 - mae: 2.5026 - mse: 12.5476 - val_loss: 17.8982 - val_mae: 2.7973 - val_mse: 17.8982\n", + "354/354 [==============================] - 0s 240us/sample - loss: 14.7554 - mae: 2.5771 - mse: 14.7554 - val_loss: 15.6936 - val_mae: 2.7338 - val_mse: 15.6936\n", "Epoch 13/100\n", - "354/354 [==============================] - 0s 224us/sample - loss: 12.1809 - mae: 2.4823 - mse: 12.1809 - val_loss: 18.7780 - val_mae: 2.8541 - val_mse: 18.7780\n", + "354/354 [==============================] - 0s 247us/sample - loss: 13.8885 - mae: 2.5541 - mse: 13.8885 - val_loss: 15.1870 - val_mae: 2.6825 - val_mse: 15.1870\n", "Epoch 14/100\n", - "354/354 [==============================] - 0s 234us/sample - loss: 11.5024 - mae: 2.4120 - mse: 11.5024 - val_loss: 17.7346 - val_mae: 2.7236 - val_mse: 17.7346\n", + "354/354 [==============================] - 0s 245us/sample - loss: 13.2875 - mae: 2.4147 - mse: 13.2875 - val_loss: 15.4071 - val_mae: 2.7051 - val_mse: 15.4071\n", "Epoch 15/100\n", - "354/354 [==============================] - 0s 217us/sample - loss: 11.1445 - mae: 2.3840 - mse: 11.1445 - val_loss: 16.1831 - val_mae: 2.7346 - val_mse: 16.1831\n", + "354/354 [==============================] - 0s 218us/sample - loss: 12.5419 - mae: 2.3772 - mse: 12.5419 - val_loss: 14.6967 - val_mae: 2.6135 - val_mse: 14.6967\n", "Epoch 16/100\n", - "354/354 [==============================] - 0s 218us/sample - loss: 10.9601 - mae: 2.3061 - mse: 10.9601 - val_loss: 15.8746 - val_mae: 2.5763 - val_mse: 15.8746\n", + "354/354 [==============================] - 0s 240us/sample - loss: 12.0579 - mae: 2.3855 - mse: 12.0579 - val_loss: 15.0117 - val_mae: 2.6226 - val_mse: 15.0117\n", "Epoch 17/100\n", - "354/354 [==============================] - 0s 217us/sample - loss: 10.6611 - mae: 2.3021 - mse: 10.6611 - val_loss: 15.6866 - val_mae: 2.5988 - val_mse: 15.6866\n", + "354/354 [==============================] - 0s 226us/sample - loss: 11.8239 - mae: 2.3227 - mse: 11.8239 - val_loss: 14.6878 - val_mae: 2.5761 - val_mse: 14.6878\n", "Epoch 18/100\n", - "354/354 [==============================] - 0s 214us/sample - loss: 10.4118 - mae: 2.2787 - mse: 10.4118 - val_loss: 16.9243 - val_mae: 2.5444 - val_mse: 16.9243\n", + "354/354 [==============================] - 0s 253us/sample - loss: 11.4843 - mae: 2.2879 - mse: 11.4843 - val_loss: 15.0906 - val_mae: 2.6017 - val_mse: 15.0906\n", "Epoch 19/100\n", - "354/354 [==============================] - 0s 214us/sample - loss: 10.3306 - mae: 2.2449 - mse: 10.3306 - val_loss: 16.9934 - val_mae: 2.6862 - val_mse: 16.9934\n", + "354/354 [==============================] - 0s 229us/sample - loss: 11.1887 - mae: 2.2663 - mse: 11.1887 - val_loss: 15.1687 - val_mae: 2.5992 - val_mse: 15.1687\n", "Epoch 20/100\n", - "354/354 [==============================] - 0s 237us/sample - loss: 9.8463 - mae: 2.2128 - mse: 9.8463 - val_loss: 15.5787 - val_mae: 2.6066 - val_mse: 15.5787\n", + "354/354 [==============================] - 0s 251us/sample - loss: 10.8531 - mae: 2.2715 - mse: 10.8531 - val_loss: 15.5461 - val_mae: 2.6520 - val_mse: 15.5461\n", "Epoch 21/100\n", - "354/354 [==============================] - 0s 243us/sample - loss: 9.7320 - mae: 2.2203 - mse: 9.7320 - val_loss: 15.4724 - val_mae: 2.5029 - val_mse: 15.4724\n", + "354/354 [==============================] - 0s 240us/sample - loss: 10.5002 - mae: 2.2545 - mse: 10.5002 - val_loss: 15.6734 - val_mae: 2.7218 - val_mse: 15.6734\n", "Epoch 22/100\n", - "354/354 [==============================] - 0s 246us/sample - loss: 9.3334 - mae: 2.1828 - mse: 9.3334 - val_loss: 15.5829 - val_mae: 2.5425 - val_mse: 15.5829\n", + "354/354 [==============================] - 0s 240us/sample - loss: 10.3560 - mae: 2.2152 - mse: 10.3560 - val_loss: 15.1688 - val_mae: 2.6291 - val_mse: 15.1688\n", "Epoch 23/100\n", - "354/354 [==============================] - 0s 250us/sample - loss: 9.2649 - mae: 2.1177 - mse: 9.2649 - val_loss: 15.3732 - val_mae: 2.5681 - val_mse: 15.3732\n", + "354/354 [==============================] - 0s 243us/sample - loss: 10.1000 - mae: 2.1553 - mse: 10.1000 - val_loss: 15.0622 - val_mae: 2.5826 - val_mse: 15.0622\n", "Epoch 24/100\n", - "354/354 [==============================] - 0s 254us/sample - loss: 9.1117 - mae: 2.1026 - mse: 9.1117 - val_loss: 15.3212 - val_mae: 2.5937 - val_mse: 15.3212\n", + "354/354 [==============================] - 0s 217us/sample - loss: 9.6788 - mae: 2.1429 - mse: 9.6788 - val_loss: 16.3673 - val_mae: 2.7813 - val_mse: 16.3673\n", "Epoch 25/100\n", - "354/354 [==============================] - 0s 236us/sample - loss: 9.0936 - mae: 2.1371 - mse: 9.0936 - val_loss: 15.4627 - val_mae: 2.4987 - val_mse: 15.4627\n", + "354/354 [==============================] - 0s 233us/sample - loss: 9.9303 - mae: 2.1358 - mse: 9.9303 - val_loss: 15.3259 - val_mae: 2.6056 - val_mse: 15.3259\n", "Epoch 26/100\n", - "354/354 [==============================] - 0s 259us/sample - loss: 8.9899 - mae: 2.1038 - mse: 8.9899 - val_loss: 15.6777 - val_mae: 2.5340 - val_mse: 15.6777\n", + "354/354 [==============================] - 0s 223us/sample - loss: 9.5239 - mae: 2.1137 - mse: 9.5239 - val_loss: 15.0186 - val_mae: 2.5824 - val_mse: 15.0186\n", "Epoch 27/100\n", - "354/354 [==============================] - 0s 247us/sample - loss: 8.7228 - mae: 2.0762 - mse: 8.7228 - val_loss: 15.2530 - val_mae: 2.4652 - val_mse: 15.2530\n", + "354/354 [==============================] - 0s 236us/sample - loss: 9.6209 - mae: 2.1253 - mse: 9.6209 - val_loss: 16.8419 - val_mae: 2.7562 - val_mse: 16.8419\n", "Epoch 28/100\n", - "354/354 [==============================] - 0s 241us/sample - loss: 8.8868 - mae: 2.1030 - mse: 8.8868 - val_loss: 15.2783 - val_mae: 2.4830 - val_mse: 15.2783\n", + "354/354 [==============================] - 0s 238us/sample - loss: 9.1132 - mae: 2.0803 - mse: 9.1132 - val_loss: 15.3359 - val_mae: 2.5663 - val_mse: 15.3359\n", "Epoch 29/100\n", - "354/354 [==============================] - 0s 244us/sample - loss: 8.4892 - mae: 2.0355 - mse: 8.4892 - val_loss: 15.5838 - val_mae: 2.4354 - val_mse: 15.5838\n", + "354/354 [==============================] - 0s 240us/sample - loss: 9.0402 - mae: 2.0878 - mse: 9.0402 - val_loss: 15.5912 - val_mae: 2.6013 - val_mse: 15.5912\n", "Epoch 30/100\n", - "354/354 [==============================] - 0s 234us/sample - loss: 8.5458 - mae: 2.0438 - mse: 8.5458 - val_loss: 15.7169 - val_mae: 2.4373 - val_mse: 15.7169\n", + "354/354 [==============================] - 0s 254us/sample - loss: 8.7160 - mae: 2.0564 - mse: 8.7160 - val_loss: 15.5916 - val_mae: 2.6276 - val_mse: 15.5916\n", "Epoch 31/100\n", - "354/354 [==============================] - 0s 238us/sample - loss: 8.1906 - mae: 2.0414 - mse: 8.1906 - val_loss: 15.2374 - val_mae: 2.3660 - val_mse: 15.2374\n", + "354/354 [==============================] - 0s 244us/sample - loss: 8.9422 - mae: 2.0629 - mse: 8.9422 - val_loss: 15.0898 - val_mae: 2.5457 - val_mse: 15.0898\n", "Epoch 32/100\n", - "354/354 [==============================] - 0s 239us/sample - loss: 8.2735 - mae: 2.0165 - mse: 8.2735 - val_loss: 14.5404 - val_mae: 2.3494 - val_mse: 14.5404\n", + "354/354 [==============================] - 0s 221us/sample - loss: 8.4271 - mae: 2.0411 - mse: 8.4271 - val_loss: 16.0204 - val_mae: 2.5948 - val_mse: 16.0204\n", "Epoch 33/100\n", - "354/354 [==============================] - 0s 249us/sample - loss: 8.2003 - mae: 1.9736 - mse: 8.2003 - val_loss: 14.3508 - val_mae: 2.4532 - val_mse: 14.3508\n", + "354/354 [==============================] - 0s 239us/sample - loss: 8.4956 - mae: 2.0368 - mse: 8.4956 - val_loss: 16.0425 - val_mae: 2.6195 - val_mse: 16.0425\n", "Epoch 34/100\n", - "354/354 [==============================] - 0s 245us/sample - loss: 7.7961 - mae: 1.9638 - mse: 7.7961 - val_loss: 14.5859 - val_mae: 2.4202 - val_mse: 14.5859\n", + "354/354 [==============================] - 0s 224us/sample - loss: 8.4621 - mae: 2.0366 - mse: 8.4621 - val_loss: 15.2432 - val_mae: 2.5632 - val_mse: 15.2432\n", "Epoch 35/100\n", - "354/354 [==============================] - 0s 227us/sample - loss: 7.6356 - mae: 1.9727 - mse: 7.6356 - val_loss: 15.9552 - val_mae: 2.4375 - val_mse: 15.9552\n", + "354/354 [==============================] - 0s 239us/sample - loss: 8.0943 - mae: 2.0001 - mse: 8.0943 - val_loss: 15.3228 - val_mae: 2.6081 - val_mse: 15.3228\n", "Epoch 36/100\n", - "354/354 [==============================] - 0s 241us/sample - loss: 7.9449 - mae: 1.9577 - mse: 7.9449 - val_loss: 14.6588 - val_mae: 2.3436 - val_mse: 14.6588\n", + "354/354 [==============================] - 0s 220us/sample - loss: 8.1738 - mae: 1.9585 - mse: 8.1738 - val_loss: 15.5203 - val_mae: 2.6234 - val_mse: 15.5203\n", "Epoch 37/100\n", - "354/354 [==============================] - 0s 224us/sample - loss: 7.7020 - mae: 1.9771 - mse: 7.7020 - val_loss: 14.8468 - val_mae: 2.3969 - val_mse: 14.8468\n", + "354/354 [==============================] - 0s 239us/sample - loss: 8.1451 - mae: 2.0027 - mse: 8.1451 - val_loss: 15.4533 - val_mae: 2.5483 - val_mse: 15.4533\n", "Epoch 38/100\n", - "354/354 [==============================] - 0s 240us/sample - loss: 7.5701 - mae: 1.9369 - mse: 7.5701 - val_loss: 15.1807 - val_mae: 2.3786 - val_mse: 15.1807\n", + "354/354 [==============================] - 0s 222us/sample - loss: 7.6986 - mae: 1.9325 - mse: 7.6986 - val_loss: 16.2505 - val_mae: 2.7286 - val_mse: 16.2505\n", "Epoch 39/100\n", - "354/354 [==============================] - 0s 228us/sample - loss: 7.2280 - mae: 1.9195 - mse: 7.2280 - val_loss: 14.7364 - val_mae: 2.3831 - val_mse: 14.7364\n", + "354/354 [==============================] - 0s 234us/sample - loss: 7.8702 - mae: 1.9740 - mse: 7.8702 - val_loss: 15.7567 - val_mae: 2.5586 - val_mse: 15.7567\n", "Epoch 40/100\n", - "354/354 [==============================] - 0s 242us/sample - loss: 7.5389 - mae: 1.9141 - mse: 7.5389 - val_loss: 15.3474 - val_mae: 2.3752 - val_mse: 15.3474\n", + "354/354 [==============================] - 0s 217us/sample - loss: 7.5809 - mae: 1.9462 - mse: 7.5809 - val_loss: 15.5753 - val_mae: 2.5962 - val_mse: 15.5753\n", "Epoch 41/100\n", - "354/354 [==============================] - 0s 227us/sample - loss: 7.3597 - mae: 1.8916 - mse: 7.3597 - val_loss: 14.1774 - val_mae: 2.3974 - val_mse: 14.1774\n", + "354/354 [==============================] - 0s 214us/sample - loss: 7.6618 - mae: 1.9305 - mse: 7.6618 - val_loss: 15.0298 - val_mae: 2.5522 - val_mse: 15.0298\n", "Epoch 42/100\n", - "354/354 [==============================] - 0s 239us/sample - loss: 7.0825 - mae: 1.8568 - mse: 7.0825 - val_loss: 14.2668 - val_mae: 2.3858 - val_mse: 14.2668\n", + "354/354 [==============================] - 0s 241us/sample - loss: 7.3388 - mae: 1.8815 - mse: 7.3388 - val_loss: 15.4820 - val_mae: 2.5426 - val_mse: 15.4820\n", "Epoch 43/100\n", - "354/354 [==============================] - 0s 254us/sample - loss: 7.0469 - mae: 1.8867 - mse: 7.0469 - val_loss: 14.9425 - val_mae: 2.3592 - val_mse: 14.9425\n", + "354/354 [==============================] - 0s 229us/sample - loss: 7.1564 - mae: 1.8520 - mse: 7.1564 - val_loss: 15.6216 - val_mae: 2.5706 - val_mse: 15.6215\n", "Epoch 44/100\n", - "354/354 [==============================] - 0s 223us/sample - loss: 7.0406 - mae: 1.8601 - mse: 7.0406 - val_loss: 14.0913 - val_mae: 2.3614 - val_mse: 14.0913\n", + "354/354 [==============================] - 0s 233us/sample - loss: 7.1698 - mae: 1.9118 - mse: 7.1698 - val_loss: 16.1703 - val_mae: 2.5756 - val_mse: 16.1703\n", "Epoch 45/100\n", - "354/354 [==============================] - 0s 218us/sample - loss: 7.0613 - mae: 1.8465 - mse: 7.0613 - val_loss: 14.8358 - val_mae: 2.3776 - val_mse: 14.8358\n", + "354/354 [==============================] - 0s 219us/sample - loss: 6.9308 - mae: 1.8668 - mse: 6.9308 - val_loss: 16.0441 - val_mae: 2.6813 - val_mse: 16.0441\n", "Epoch 46/100\n", - "354/354 [==============================] - 0s 240us/sample - loss: 6.7649 - mae: 1.8648 - mse: 6.7649 - val_loss: 13.9273 - val_mae: 2.3785 - val_mse: 13.9273\n", + "354/354 [==============================] - 0s 236us/sample - loss: 7.1931 - mae: 1.8628 - mse: 7.1931 - val_loss: 15.5112 - val_mae: 2.5444 - val_mse: 15.5112\n", "Epoch 47/100\n", - "354/354 [==============================] - 0s 233us/sample - loss: 6.8243 - mae: 1.8643 - mse: 6.8243 - val_loss: 14.8333 - val_mae: 2.3090 - val_mse: 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- val_loss: 16.0258 - val_mae: 2.4205 - val_mse: 16.0258\n", + "354/354 [==============================] - 0s 222us/sample - loss: 6.5600 - mae: 1.7998 - mse: 6.5600 - val_loss: 16.7930 - val_mae: 2.7328 - val_mse: 16.7930\n", "Epoch 51/100\n", - "354/354 [==============================] - 0s 234us/sample - loss: 6.6074 - mae: 1.8102 - mse: 6.6074 - val_loss: 15.2152 - val_mae: 2.4258 - val_mse: 15.2153\n", + "354/354 [==============================] - 0s 243us/sample - loss: 6.6818 - mae: 1.8058 - mse: 6.6818 - val_loss: 15.4193 - val_mae: 2.5365 - val_mse: 15.4193\n", "Epoch 52/100\n", - "354/354 [==============================] - 0s 237us/sample - loss: 6.4244 - mae: 1.8012 - mse: 6.4244 - val_loss: 14.8104 - val_mae: 2.3019 - val_mse: 14.8104\n", + "354/354 [==============================] - 0s 223us/sample - loss: 6.5178 - mae: 1.8086 - mse: 6.5178 - val_loss: 15.5370 - val_mae: 2.5626 - val_mse: 15.5370\n", "Epoch 53/100\n", - "354/354 [==============================] - 0s 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val_mae: 2.5070 - val_mse: 14.8172\n", "Epoch 96/100\n", - "354/354 [==============================] - 0s 233us/sample - loss: 4.4600 - mae: 1.4974 - mse: 4.4600 - val_loss: 13.3793 - val_mae: 2.2611 - val_mse: 13.3793\n", + "354/354 [==============================] - 0s 239us/sample - loss: 4.2478 - mae: 1.4617 - mse: 4.2478 - val_loss: 13.8714 - val_mae: 2.4700 - val_mse: 13.8714\n", "Epoch 97/100\n", - "354/354 [==============================] - 0s 248us/sample - loss: 4.2927 - mae: 1.4881 - mse: 4.2927 - val_loss: 13.3131 - val_mae: 2.2616 - val_mse: 13.3131\n", + "354/354 [==============================] - 0s 224us/sample - loss: 4.2061 - mae: 1.4586 - mse: 4.2061 - val_loss: 14.8290 - val_mae: 2.5543 - val_mse: 14.8290\n", "Epoch 98/100\n", - "354/354 [==============================] - 0s 223us/sample - loss: 4.1763 - mae: 1.4515 - mse: 4.1763 - val_loss: 13.8829 - val_mae: 2.4999 - val_mse: 13.8829\n", + "354/354 [==============================] - 0s 241us/sample - loss: 4.1120 - mae: 1.4495 - mse: 4.1120 - val_loss: 15.1588 - val_mae: 2.5921 - val_mse: 15.1588\n", "Epoch 99/100\n", - "354/354 [==============================] - 0s 236us/sample - loss: 4.3079 - mae: 1.4784 - mse: 4.3079 - val_loss: 12.9524 - val_mae: 2.2145 - val_mse: 12.9524\n", + "354/354 [==============================] - 0s 222us/sample - loss: 4.0187 - mae: 1.4488 - mse: 4.0187 - val_loss: 15.8335 - val_mae: 2.6448 - val_mse: 15.8335\n", "Epoch 100/100\n", - "354/354 [==============================] - 0s 221us/sample - loss: 4.0813 - mae: 1.4686 - mse: 4.0813 - val_loss: 13.4295 - val_mae: 2.1932 - val_mse: 13.4295\n" + "354/354 [==============================] - 0s 237us/sample - loss: 4.0992 - mae: 1.4641 - mse: 4.0992 - val_loss: 14.8246 - val_mae: 2.5098 - val_mse: 14.8246\n" ] } ], @@ -1072,9 +1080,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "x_test / loss : 13.4295\n", - "x_test / mae : 2.1932\n", - "x_test / mse : 13.4295\n" + "x_test / loss : 14.8246\n", + "x_test / mae : 2.5098\n", + "x_test / mse : 14.8246\n" ] } ], @@ -1096,7 +1104,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -1130,114 +1138,145 @@ " </thead>\n", " <tbody>\n", " <tr>\n", - " <th>count</th>\n", - " <td>100.000000</td>\n", - " <td>100.000000</td>\n", - " <td>100.000000</td>\n", - " <td>100.000000</td>\n", - " <td>100.000000</td>\n", - " <td>100.000000</td>\n", + " <th>0</th>\n", + " <td>559.338897</td>\n", + " <td>21.353868</td>\n", + " <td>559.338867</td>\n", + " <td>376.844083</td>\n", + " <td>17.597807</td>\n", + " <td>376.844086</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>366.988856</td>\n", + " <td>16.663086</td>\n", + " <td>366.988831</td>\n", + " <td>190.516033</td>\n", + " <td>11.851984</td>\n", + " <td>190.516037</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>168.877884</td>\n", + " <td>10.559620</td>\n", + " <td>168.877884</td>\n", + " <td>64.166264</td>\n", + " <td>6.560343</td>\n", + " <td>64.166260</td>\n", " </tr>\n", " <tr>\n", - " <th>mean</th>\n", - " <td>16.917902</td>\n", - " <td>2.323967</td>\n", - " <td>16.917902</td>\n", - " <td>22.374289</td>\n", - " <td>2.762395</td>\n", - " <td>22.374289</td>\n", + " <th>3</th>\n", + " <td>66.935664</td>\n", + " <td>6.350907</td>\n", + " <td>66.935661</td>\n", + " <td>35.169455</td>\n", + " <td>4.672655</td>\n", + " <td>35.169449</td>\n", " </tr>\n", " <tr>\n", - " <th>std</th>\n", - " <td>59.089760</td>\n", - " <td>2.424422</td>\n", - " <td>59.089763</td>\n", - " <td>45.905594</td>\n", - " <td>1.882063</td>\n", - " <td>45.905594</td>\n", + " <th>4</th>\n", + " <td>39.480374</td>\n", + " <td>4.616073</td>\n", + " <td>39.480385</td>\n", + " <td>25.091733</td>\n", + " <td>3.767965</td>\n", + " <td>25.091730</td>\n", " </tr>\n", " <tr>\n", - " <th>min</th>\n", - " <td>4.081289</td>\n", - " <td>1.451479</td>\n", - " <td>4.081289</td>\n", - " <td>12.952355</td>\n", - " <td>2.193249</td>\n", - " <td>12.952354</td>\n", + " <th>...</th>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", " </tr>\n", " <tr>\n", - " <th>25%</th>\n", - " <td>5.263275</td>\n", - " <td>1.627658</td>\n", - " <td>5.263275</td>\n", - " <td>14.071505</td>\n", - " <td>2.315892</td>\n", - " <td>14.071506</td>\n", + " <th>95</th>\n", + " <td>4.247794</td>\n", + " <td>1.461652</td>\n", + " <td>4.247793</td>\n", + " <td>13.871438</td>\n", + " <td>2.470020</td>\n", + " <td>13.871437</td>\n", " </tr>\n", " <tr>\n", - " <th>50%</th>\n", - " <td>6.586041</td>\n", - " <td>1.806143</td>\n", - " <td>6.586040</td>\n", - " <td>14.834556</td>\n", - " <td>2.377117</td>\n", - " <td>14.834556</td>\n", + " <th>96</th>\n", + " <td>4.206060</td>\n", + " <td>1.458569</td>\n", + " <td>4.206059</td>\n", + " <td>14.828999</td>\n", + " <td>2.554330</td>\n", + " <td>14.829000</td>\n", " </tr>\n", " <tr>\n", - " <th>75%</th>\n", - " <td>9.015857</td>\n", - " <td>2.103222</td>\n", - " <td>9.015858</td>\n", - " <td>15.605363</td>\n", - " <td>2.503167</td>\n", - " <td>15.605363</td>\n", + " <th>97</th>\n", + " <td>4.111996</td>\n", + " <td>1.449539</td>\n", + " <td>4.111996</td>\n", + " <td>15.158840</td>\n", + " <td>2.592129</td>\n", + " <td>15.158841</td>\n", " </tr>\n", " <tr>\n", - " <th>max</th>\n", - " <td>513.450921</td>\n", - " <td>20.725618</td>\n", - " <td>513.450989</td>\n", - " <td>430.556491</td>\n", - " <td>18.292789</td>\n", - " <td>430.556488</td>\n", + " <th>98</th>\n", + " <td>4.018689</td>\n", + " <td>1.448834</td>\n", + " <td>4.018689</td>\n", + " <td>15.833544</td>\n", + " <td>2.644831</td>\n", + " <td>15.833545</td>\n", + " </tr>\n", + " <tr>\n", + " <th>99</th>\n", + " <td>4.099164</td>\n", + " <td>1.464135</td>\n", + " <td>4.099164</td>\n", + " <td>14.824627</td>\n", + " <td>2.509779</td>\n", + " <td>14.824627</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", + "<p>100 rows × 6 columns</p>\n", "</div>" ], "text/plain": [ - " loss mae mse val_loss val_mae val_mse\n", - "count 100.000000 100.000000 100.000000 100.000000 100.000000 100.000000\n", - "mean 16.917902 2.323967 16.917902 22.374289 2.762395 22.374289\n", - "std 59.089760 2.424422 59.089763 45.905594 1.882063 45.905594\n", - "min 4.081289 1.451479 4.081289 12.952355 2.193249 12.952354\n", - "25% 5.263275 1.627658 5.263275 14.071505 2.315892 14.071506\n", - "50% 6.586041 1.806143 6.586040 14.834556 2.377117 14.834556\n", - "75% 9.015857 2.103222 9.015858 15.605363 2.503167 15.605363\n", - "max 513.450921 20.725618 513.450989 430.556491 18.292789 430.556488" + " loss mae mse val_loss val_mae val_mse\n", + "0 559.338897 21.353868 559.338867 376.844083 17.597807 376.844086\n", + "1 366.988856 16.663086 366.988831 190.516033 11.851984 190.516037\n", + "2 168.877884 10.559620 168.877884 64.166264 6.560343 64.166260\n", + "3 66.935664 6.350907 66.935661 35.169455 4.672655 35.169449\n", + "4 39.480374 4.616073 39.480385 25.091733 3.767965 25.091730\n", + ".. ... ... ... ... ... ...\n", + "95 4.247794 1.461652 4.247793 13.871438 2.470020 13.871437\n", + "96 4.206060 1.458569 4.206059 14.828999 2.554330 14.829000\n", + "97 4.111996 1.449539 4.111996 15.158840 2.592129 15.158841\n", + "98 4.018689 1.448834 4.018689 15.833544 2.644831 15.833545\n", + "99 4.099164 1.464135 4.099164 14.824627 2.509779 14.824627\n", + "\n", + "[100 rows x 6 columns]" ] }, - "execution_count": 10, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "\n", "df=pd.DataFrame(data=history.history)\n", - "df.describe()" + "display(df)" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "min( val_mae ) : 2.1932\n" + "min( val_mae ) : 2.4700\n" ] } ], @@ -1247,12 +1286,24 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -1264,7 +1315,19 @@ }, { "data": { - "image/png": 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -1276,7 +1339,19 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -1290,7 +1365,7 @@ "source": [ "pwk.plot_history(history, plot={'MSE' :['mse', 'val_mse'],\n", " 'MAE' :['mae', 'val_mae'],\n", - " 'LOSS':['loss','val_loss']})" + " 'LOSS':['loss','val_loss']}, save_as='01-history')" ] }, { @@ -1303,7 +1378,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -1317,14 +1392,14 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Prediction : 8.92 K$\n", + "Prediction : 0.04 K$\n", "Reality : 10.40 K$\n" ] } @@ -1338,15 +1413,15 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "End time is : Tuesday 15 December 2020, 21:51:32\n", - "Duration is : 00:00:10 080ms\n", + "End time is : Wednesday 16 December 2020, 21:12:10\n", + "Duration is : 00:04:37 856ms\n", "This notebook ends here\n" ] } diff --git a/BHPD/02-DNN-Regression-Premium.ipynb b/BHPD/02-DNN-Regression-Premium.ipynb index 8ffee0fc58659527a1b3fc8a96d3b2212890346c..35dc1ecca51de514f3d856dbbd550183c8d0d475 100644 --- a/BHPD/02-DNN-Regression-Premium.ipynb +++ b/BHPD/02-DNN-Regression-Premium.ipynb @@ -97,6 +97,12 @@ " margin-bottom:0;\n", "}\n", "\n", + "div .comment{\n", + " font-size:0.8em;\n", + " color:#696969;\n", + "}\n", + "\n", + "\n", "\n", "</style>\n", "\n" @@ -108,19 +114,31 @@ "metadata": {}, "output_type": "display_data" }, + { + "data": { + "text/markdown": [ + "**FIDLE 2020 - Practical Work Module**" + ], + "text/plain": [ + "<IPython.core.display.Markdown object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "name": "stdout", "output_type": "stream", "text": [ - "\n", - "FIDLE 2020 - Practical Work Module\n", "Version : 0.6.1 DEV\n", "Notebook id : BHP2\n", - "Run time : Tuesday 15 December 2020, 22:05:15\n", + "Run time : Wednesday 16 December 2020, 21:13:48\n", "TensorFlow version : 2.0.0\n", "Keras version : 2.2.4-tf\n", - "Datasets dir : /home/pjluc/datasets/fidle\n", - "Update keras cache : False\n" + "Datasets dir : ~/datasets/fidle\n", + "Update keras cache : False\n", + "Save figs : True\n", + "Path figs : ./run/figs\n" ] } ], @@ -178,96 +196,96 @@ "data": { "text/html": [ "<style type=\"text/css\" >\n", - "</style><table id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3\" ><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_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018\" ><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_3ad09fba_3f19_11eb_8e70_3dad9513ffb3level0_row0\" class=\"row_heading level0 row0\" >0</th>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row0_col0\" class=\"data row0 col0\" >0.01</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row0_col1\" class=\"data row0 col1\" >18.00</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row0_col2\" class=\"data row0 col2\" >2.31</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row0_col3\" class=\"data row0 col3\" >0.00</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row0_col4\" class=\"data row0 col4\" >0.54</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row0_col5\" class=\"data row0 col5\" >6.58</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row0_col6\" class=\"data row0 col6\" >65.20</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row0_col7\" class=\"data row0 col7\" >4.09</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row0_col8\" class=\"data row0 col8\" >1.00</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row0_col9\" class=\"data row0 col9\" >296.00</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row0_col10\" class=\"data row0 col10\" >15.30</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row0_col11\" class=\"data row0 col11\" >396.90</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row0_col12\" class=\"data row0 col12\" >4.98</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row0_col13\" class=\"data row0 col13\" >24.00</td>\n", + " <th id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018level0_row0\" class=\"row_heading level0 row0\" >0</th>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row0_col0\" class=\"data row0 col0\" >0.01</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row0_col1\" class=\"data row0 col1\" >18.00</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row0_col2\" class=\"data row0 col2\" >2.31</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row0_col3\" class=\"data row0 col3\" >0.00</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row0_col4\" class=\"data row0 col4\" >0.54</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row0_col5\" class=\"data row0 col5\" >6.58</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row0_col6\" class=\"data row0 col6\" >65.20</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row0_col7\" class=\"data row0 col7\" >4.09</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row0_col8\" class=\"data row0 col8\" >1.00</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row0_col9\" class=\"data row0 col9\" >296.00</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row0_col10\" class=\"data row0 col10\" >15.30</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row0_col11\" class=\"data row0 col11\" >396.90</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row0_col12\" class=\"data row0 col12\" >4.98</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row0_col13\" class=\"data row0 col13\" >24.00</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3level0_row1\" class=\"row_heading level0 row1\" >1</th>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row1_col0\" class=\"data row1 col0\" >0.03</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row1_col1\" class=\"data row1 col1\" >0.00</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row1_col2\" class=\"data row1 col2\" >7.07</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row1_col3\" class=\"data row1 col3\" >0.00</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row1_col4\" class=\"data row1 col4\" >0.47</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row1_col5\" class=\"data row1 col5\" >6.42</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row1_col6\" class=\"data row1 col6\" >78.90</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row1_col7\" class=\"data row1 col7\" >4.97</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row1_col8\" class=\"data row1 col8\" >2.00</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row1_col9\" class=\"data row1 col9\" >242.00</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row1_col10\" class=\"data row1 col10\" >17.80</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row1_col11\" class=\"data row1 col11\" >396.90</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row1_col12\" class=\"data row1 col12\" >9.14</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row1_col13\" class=\"data row1 col13\" >21.60</td>\n", + " <th id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018level0_row1\" class=\"row_heading level0 row1\" >1</th>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row1_col0\" class=\"data row1 col0\" >0.03</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row1_col1\" class=\"data row1 col1\" >0.00</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row1_col2\" class=\"data row1 col2\" >7.07</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row1_col3\" class=\"data row1 col3\" >0.00</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row1_col4\" class=\"data row1 col4\" >0.47</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row1_col5\" class=\"data row1 col5\" >6.42</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row1_col6\" class=\"data row1 col6\" >78.90</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row1_col7\" class=\"data row1 col7\" >4.97</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row1_col8\" class=\"data row1 col8\" >2.00</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row1_col9\" class=\"data row1 col9\" >242.00</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row1_col10\" class=\"data row1 col10\" >17.80</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row1_col11\" class=\"data row1 col11\" >396.90</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row1_col12\" class=\"data row1 col12\" >9.14</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row1_col13\" class=\"data row1 col13\" >21.60</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3level0_row2\" class=\"row_heading level0 row2\" >2</th>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row2_col0\" class=\"data row2 col0\" >0.03</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row2_col1\" class=\"data row2 col1\" >0.00</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row2_col2\" class=\"data row2 col2\" >7.07</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row2_col3\" class=\"data row2 col3\" >0.00</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row2_col4\" class=\"data row2 col4\" >0.47</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row2_col5\" class=\"data row2 col5\" >7.18</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row2_col6\" class=\"data row2 col6\" >61.10</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row2_col7\" class=\"data row2 col7\" >4.97</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row2_col8\" class=\"data row2 col8\" >2.00</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row2_col9\" class=\"data row2 col9\" >242.00</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row2_col10\" class=\"data row2 col10\" >17.80</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row2_col11\" class=\"data row2 col11\" >392.83</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row2_col12\" class=\"data row2 col12\" >4.03</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row2_col13\" class=\"data row2 col13\" >34.70</td>\n", + " <th id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018level0_row2\" class=\"row_heading level0 row2\" >2</th>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row2_col0\" class=\"data row2 col0\" >0.03</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row2_col1\" class=\"data row2 col1\" >0.00</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row2_col2\" class=\"data row2 col2\" >7.07</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row2_col3\" class=\"data row2 col3\" >0.00</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row2_col4\" class=\"data row2 col4\" >0.47</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row2_col5\" class=\"data row2 col5\" >7.18</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row2_col6\" class=\"data row2 col6\" >61.10</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row2_col7\" class=\"data row2 col7\" >4.97</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row2_col8\" class=\"data row2 col8\" >2.00</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row2_col9\" class=\"data row2 col9\" >242.00</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row2_col10\" class=\"data row2 col10\" >17.80</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row2_col11\" class=\"data row2 col11\" >392.83</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row2_col12\" class=\"data row2 col12\" >4.03</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row2_col13\" class=\"data row2 col13\" >34.70</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3level0_row3\" class=\"row_heading level0 row3\" >3</th>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row3_col0\" class=\"data row3 col0\" >0.03</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row3_col1\" class=\"data row3 col1\" >0.00</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row3_col2\" class=\"data row3 col2\" >2.18</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row3_col3\" class=\"data row3 col3\" >0.00</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row3_col4\" class=\"data row3 col4\" >0.46</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row3_col5\" class=\"data row3 col5\" >7.00</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row3_col6\" class=\"data row3 col6\" >45.80</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row3_col7\" class=\"data row3 col7\" >6.06</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row3_col8\" class=\"data row3 col8\" >3.00</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row3_col9\" class=\"data row3 col9\" >222.00</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row3_col10\" class=\"data row3 col10\" >18.70</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row3_col11\" class=\"data row3 col11\" >394.63</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row3_col12\" class=\"data row3 col12\" >2.94</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row3_col13\" class=\"data row3 col13\" >33.40</td>\n", + " <th id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018level0_row3\" class=\"row_heading level0 row3\" >3</th>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row3_col0\" class=\"data row3 col0\" >0.03</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row3_col1\" class=\"data row3 col1\" >0.00</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row3_col2\" class=\"data row3 col2\" >2.18</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row3_col3\" class=\"data row3 col3\" >0.00</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row3_col4\" class=\"data row3 col4\" >0.46</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row3_col5\" class=\"data row3 col5\" >7.00</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row3_col6\" class=\"data row3 col6\" >45.80</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row3_col7\" class=\"data row3 col7\" >6.06</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row3_col8\" class=\"data row3 col8\" >3.00</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row3_col9\" class=\"data row3 col9\" >222.00</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row3_col10\" class=\"data row3 col10\" >18.70</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row3_col11\" class=\"data row3 col11\" >394.63</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row3_col12\" class=\"data row3 col12\" >2.94</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row3_col13\" class=\"data row3 col13\" >33.40</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3level0_row4\" class=\"row_heading level0 row4\" >4</th>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row4_col0\" class=\"data row4 col0\" >0.07</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row4_col1\" class=\"data row4 col1\" >0.00</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row4_col2\" class=\"data row4 col2\" >2.18</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row4_col3\" class=\"data row4 col3\" >0.00</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row4_col4\" class=\"data row4 col4\" >0.46</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row4_col5\" class=\"data row4 col5\" >7.15</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row4_col6\" class=\"data row4 col6\" >54.20</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row4_col7\" class=\"data row4 col7\" >6.06</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row4_col8\" class=\"data row4 col8\" >3.00</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row4_col9\" class=\"data row4 col9\" >222.00</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row4_col10\" class=\"data row4 col10\" >18.70</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row4_col11\" class=\"data row4 col11\" >396.90</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row4_col12\" class=\"data row4 col12\" >5.33</td>\n", - " <td id=\"T_3ad09fba_3f19_11eb_8e70_3dad9513ffb3row4_col13\" class=\"data row4 col13\" >36.20</td>\n", + " <th id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018level0_row4\" class=\"row_heading level0 row4\" >4</th>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row4_col0\" class=\"data row4 col0\" >0.07</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row4_col1\" class=\"data row4 col1\" >0.00</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row4_col2\" class=\"data row4 col2\" >2.18</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row4_col3\" class=\"data row4 col3\" >0.00</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row4_col4\" class=\"data row4 col4\" >0.46</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row4_col5\" class=\"data row4 col5\" >7.15</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row4_col6\" class=\"data row4 col6\" >54.20</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row4_col7\" class=\"data row4 col7\" >6.06</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row4_col8\" class=\"data row4 col8\" >3.00</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row4_col9\" class=\"data row4 col9\" >222.00</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row4_col10\" class=\"data row4 col10\" >18.70</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row4_col11\" class=\"data row4 col11\" >396.90</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row4_col12\" class=\"data row4 col12\" >5.33</td>\n", + " <td id=\"T_3553ad76_3fdb_11eb_ab9b_cb8a5f6c0018row4_col13\" class=\"data row4 col13\" >36.20</td>\n", " </tr>\n", " </tbody></table>" ], "text/plain": [ - "<pandas.io.formats.style.Styler at 0x7f27698151d0>" + "<pandas.io.formats.style.Styler at 0x7fa28b888990>" ] }, "metadata": {}, @@ -352,139 +370,139 @@ "data": { "text/html": [ "<style type=\"text/css\" >\n", - "</style><table id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3\" ><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_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018\" ><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_3ada7058_3f19_11eb_8e70_3dad9513ffb3level0_row0\" class=\"row_heading level0 row0\" >count</th>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row0_col0\" class=\"data row0 col0\" >354.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row0_col1\" class=\"data row0 col1\" >354.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row0_col2\" class=\"data row0 col2\" >354.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row0_col3\" class=\"data row0 col3\" >354.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row0_col4\" class=\"data row0 col4\" >354.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row0_col5\" class=\"data row0 col5\" >354.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row0_col6\" class=\"data row0 col6\" >354.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row0_col7\" class=\"data row0 col7\" >354.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row0_col8\" class=\"data row0 col8\" >354.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row0_col9\" class=\"data row0 col9\" >354.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row0_col10\" class=\"data row0 col10\" >354.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row0_col11\" class=\"data row0 col11\" >354.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row0_col12\" class=\"data row0 col12\" >354.00</td>\n", + " <th id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018level0_row0\" class=\"row_heading level0 row0\" >count</th>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row0_col0\" class=\"data row0 col0\" >354.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row0_col1\" class=\"data row0 col1\" >354.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row0_col2\" class=\"data row0 col2\" >354.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row0_col3\" class=\"data row0 col3\" >354.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row0_col4\" class=\"data row0 col4\" >354.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row0_col5\" class=\"data row0 col5\" >354.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row0_col6\" class=\"data row0 col6\" >354.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row0_col7\" class=\"data row0 col7\" >354.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row0_col8\" class=\"data row0 col8\" >354.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row0_col9\" class=\"data row0 col9\" >354.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row0_col10\" class=\"data row0 col10\" >354.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row0_col11\" class=\"data row0 col11\" >354.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row0_col12\" class=\"data row0 col12\" >354.00</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row1_col0\" class=\"data row1 col0\" >3.58</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row1_col1\" class=\"data row1 col1\" >10.87</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row1_col2\" class=\"data row1 col2\" >11.19</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row1_col3\" class=\"data row1 col3\" >0.08</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row1_col4\" class=\"data row1 col4\" >0.56</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row1_col5\" class=\"data row1 col5\" >6.29</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row1_col6\" class=\"data row1 col6\" >69.35</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row1_col7\" class=\"data row1 col7\" >3.75</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row1_col8\" class=\"data row1 col8\" >9.66</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row1_col9\" class=\"data row1 col9\" >408.53</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row1_col10\" class=\"data row1 col10\" >18.45</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row1_col11\" class=\"data row1 col11\" >357.38</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row1_col12\" class=\"data row1 col12\" >12.64</td>\n", + " <th id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row1_col0\" class=\"data row1 col0\" >3.82</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row1_col1\" class=\"data row1 col1\" >11.53</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row1_col2\" class=\"data row1 col2\" >11.32</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row1_col3\" class=\"data row1 col3\" >0.07</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row1_col4\" class=\"data row1 col4\" >0.55</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row1_col5\" class=\"data row1 col5\" >6.25</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row1_col6\" class=\"data row1 col6\" >67.99</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row1_col7\" class=\"data row1 col7\" >3.80</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row1_col8\" class=\"data row1 col8\" >9.33</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row1_col9\" class=\"data row1 col9\" >403.71</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row1_col10\" class=\"data row1 col10\" >18.41</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row1_col11\" class=\"data row1 col11\" >355.95</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row1_col12\" class=\"data row1 col12\" >12.81</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3level0_row2\" class=\"row_heading level0 row2\" >std</th>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row2_col0\" class=\"data row2 col0\" >8.38</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row2_col1\" class=\"data row2 col1\" >23.05</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row2_col2\" class=\"data row2 col2\" >6.85</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row2_col3\" class=\"data row2 col3\" >0.27</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row2_col4\" class=\"data row2 col4\" >0.12</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row2_col5\" class=\"data row2 col5\" >0.70</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row2_col6\" class=\"data row2 col6\" >27.89</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row2_col7\" class=\"data row2 col7\" >2.11</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row2_col8\" class=\"data row2 col8\" >8.74</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row2_col9\" class=\"data row2 col9\" >168.51</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row2_col10\" class=\"data row2 col10\" >2.20</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row2_col11\" class=\"data row2 col11\" >90.23</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row2_col12\" class=\"data row2 col12\" >7.18</td>\n", + " <th id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018level0_row2\" class=\"row_heading level0 row2\" >std</th>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row2_col0\" class=\"data row2 col0\" >9.14</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row2_col1\" class=\"data row2 col1\" >23.50</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row2_col2\" class=\"data row2 col2\" >6.89</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row2_col3\" class=\"data row2 col3\" >0.26</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row2_col4\" class=\"data row2 col4\" >0.12</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row2_col5\" class=\"data row2 col5\" >0.67</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row2_col6\" class=\"data row2 col6\" >29.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row2_col7\" class=\"data row2 col7\" >2.06</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row2_col8\" class=\"data row2 col8\" >8.62</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row2_col9\" class=\"data row2 col9\" >168.39</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row2_col10\" class=\"data row2 col10\" >2.22</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row2_col11\" class=\"data row2 col11\" >92.01</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row2_col12\" class=\"data row2 col12\" >7.24</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3level0_row3\" class=\"row_heading level0 row3\" >min</th>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row3_col0\" class=\"data row3 col0\" >0.01</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row3_col1\" class=\"data row3 col1\" >0.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row3_col2\" class=\"data row3 col2\" >0.46</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row3_col3\" class=\"data row3 col3\" >0.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row3_col4\" class=\"data row3 col4\" >0.39</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row3_col5\" class=\"data row3 col5\" >3.86</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row3_col6\" class=\"data row3 col6\" >2.90</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row3_col7\" class=\"data row3 col7\" >1.14</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row3_col8\" class=\"data row3 col8\" >1.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row3_col9\" class=\"data row3 col9\" >187.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row3_col10\" class=\"data row3 col10\" >12.60</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row3_col11\" class=\"data row3 col11\" >0.32</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row3_col12\" class=\"data row3 col12\" >1.73</td>\n", + " <th id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018level0_row3\" class=\"row_heading level0 row3\" >min</th>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row3_col0\" class=\"data row3 col0\" >0.01</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row3_col1\" class=\"data row3 col1\" >0.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row3_col2\" class=\"data row3 col2\" >0.46</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row3_col3\" class=\"data row3 col3\" >0.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row3_col4\" class=\"data row3 col4\" >0.39</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row3_col5\" class=\"data row3 col5\" >3.86</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row3_col6\" class=\"data row3 col6\" >2.90</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row3_col7\" class=\"data row3 col7\" >1.13</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row3_col8\" class=\"data row3 col8\" >1.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row3_col9\" class=\"data row3 col9\" >188.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row3_col10\" class=\"data row3 col10\" >12.60</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row3_col11\" class=\"data row3 col11\" >0.32</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row3_col12\" class=\"data row3 col12\" >1.73</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row4_col0\" class=\"data row4 col0\" >0.09</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row4_col1\" class=\"data row4 col1\" >0.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row4_col2\" class=\"data row4 col2\" >5.15</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row4_col3\" class=\"data row4 col3\" >0.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row4_col4\" class=\"data row4 col4\" >0.45</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row4_col5\" class=\"data row4 col5\" >5.88</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row4_col6\" class=\"data row4 col6\" >45.80</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row4_col7\" class=\"data row4 col7\" >2.09</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row4_col8\" class=\"data row4 col8\" >4.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row4_col9\" class=\"data row4 col9\" >279.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row4_col10\" class=\"data row4 col10\" >17.40</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row4_col11\" class=\"data row4 col11\" >375.38</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row4_col12\" class=\"data row4 col12\" >7.18</td>\n", + " <th id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row4_col0\" class=\"data row4 col0\" >0.08</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row4_col1\" class=\"data row4 col1\" >0.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row4_col2\" class=\"data row4 col2\" >5.40</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row4_col3\" class=\"data row4 col3\" >0.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row4_col4\" class=\"data row4 col4\" >0.45</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row4_col5\" class=\"data row4 col5\" >5.88</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row4_col6\" class=\"data row4 col6\" >42.15</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row4_col7\" class=\"data row4 col7\" >2.11</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row4_col8\" class=\"data row4 col8\" >4.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row4_col9\" class=\"data row4 col9\" >277.50</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row4_col10\" class=\"data row4 col10\" >16.90</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row4_col11\" class=\"data row4 col11\" >374.69</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row4_col12\" class=\"data row4 col12\" >7.18</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row5_col0\" class=\"data row5 col0\" >0.30</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row5_col1\" class=\"data row5 col1\" >0.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row5_col2\" class=\"data row5 col2\" >9.69</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row5_col3\" class=\"data row5 col3\" >0.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row5_col4\" class=\"data row5 col4\" >0.54</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row5_col5\" class=\"data row5 col5\" >6.20</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row5_col6\" class=\"data row5 col6\" >78.80</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row5_col7\" class=\"data row5 col7\" >3.10</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row5_col8\" class=\"data row5 col8\" >5.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row5_col9\" class=\"data row5 col9\" >330.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row5_col10\" class=\"data row5 col10\" >19.10</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row5_col11\" class=\"data row5 col11\" >391.48</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row5_col12\" class=\"data row5 col12\" >11.27</td>\n", + " <th id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row5_col0\" class=\"data row5 col0\" >0.23</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row5_col1\" class=\"data row5 col1\" >0.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row5_col2\" class=\"data row5 col2\" >9.90</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row5_col3\" class=\"data row5 col3\" >0.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row5_col4\" class=\"data row5 col4\" >0.54</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row5_col5\" class=\"data row5 col5\" >6.17</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row5_col6\" class=\"data row5 col6\" >76.85</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row5_col7\" class=\"data row5 col7\" >3.24</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row5_col8\" class=\"data row5 col8\" >5.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row5_col9\" class=\"data row5 col9\" >329.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row5_col10\" class=\"data row5 col10\" >19.05</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row5_col11\" class=\"data row5 col11\" >391.60</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row5_col12\" class=\"data row5 col12\" >11.66</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row6_col0\" class=\"data row6 col0\" >3.66</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row6_col1\" class=\"data row6 col1\" >0.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row6_col2\" class=\"data row6 col2\" >18.10</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row6_col3\" class=\"data row6 col3\" >0.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row6_col4\" class=\"data row6 col4\" >0.62</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row6_col5\" class=\"data row6 col5\" >6.62</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row6_col6\" class=\"data row6 col6\" >94.30</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row6_col7\" class=\"data row6 col7\" >5.11</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row6_col8\" class=\"data row6 col8\" >24.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row6_col9\" class=\"data row6 col9\" >666.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row6_col10\" class=\"data row6 col10\" >20.20</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row6_col11\" class=\"data row6 col11\" >396.24</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row6_col12\" class=\"data row6 col12\" >16.63</td>\n", + " <th id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row6_col0\" class=\"data row6 col0\" >3.28</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row6_col1\" class=\"data row6 col1\" >12.50</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row6_col2\" class=\"data row6 col2\" >18.10</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row6_col3\" class=\"data row6 col3\" >0.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row6_col4\" class=\"data row6 col4\" >0.62</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row6_col5\" class=\"data row6 col5\" >6.56</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row6_col6\" class=\"data row6 col6\" >94.47</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row6_col7\" class=\"data row6 col7\" >5.23</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row6_col8\" class=\"data row6 col8\" >20.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row6_col9\" class=\"data row6 col9\" >666.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row6_col10\" class=\"data row6 col10\" >20.20</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row6_col11\" class=\"data row6 col11\" >396.27</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row6_col12\" class=\"data row6 col12\" >16.96</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3level0_row7\" class=\"row_heading level0 row7\" >max</th>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row7_col0\" class=\"data row7 col0\" >88.98</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row7_col1\" class=\"data row7 col1\" >100.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row7_col2\" class=\"data row7 col2\" >27.74</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row7_col3\" class=\"data row7 col3\" >1.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row7_col4\" class=\"data row7 col4\" >0.87</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row7_col5\" class=\"data row7 col5\" >8.78</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row7_col6\" class=\"data row7 col6\" >100.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row7_col7\" class=\"data row7 col7\" >12.13</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row7_col8\" class=\"data row7 col8\" >24.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row7_col9\" class=\"data row7 col9\" >711.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row7_col10\" class=\"data row7 col10\" >22.00</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row7_col11\" class=\"data row7 col11\" >396.90</td>\n", - " <td id=\"T_3ada7058_3f19_11eb_8e70_3dad9513ffb3row7_col12\" class=\"data row7 col12\" >37.97</td>\n", + " <th id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018level0_row7\" class=\"row_heading level0 row7\" >max</th>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row7_col0\" class=\"data row7 col0\" >88.98</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row7_col1\" class=\"data row7 col1\" >100.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row7_col2\" class=\"data row7 col2\" >27.74</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row7_col3\" class=\"data row7 col3\" >1.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row7_col4\" class=\"data row7 col4\" >0.87</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row7_col5\" class=\"data row7 col5\" >8.30</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row7_col6\" class=\"data row7 col6\" >100.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row7_col7\" class=\"data row7 col7\" >10.59</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row7_col8\" class=\"data row7 col8\" >24.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row7_col9\" class=\"data row7 col9\" >711.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row7_col10\" class=\"data row7 col10\" >22.00</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row7_col11\" class=\"data row7 col11\" >396.90</td>\n", + " <td id=\"T_355b97de_3fdb_11eb_ab9b_cb8a5f6c0018row7_col12\" class=\"data row7 col12\" >37.97</td>\n", " </tr>\n", " </tbody></table>" ], "text/plain": [ - "<pandas.io.formats.style.Styler at 0x7f27e44e7490>" + "<pandas.io.formats.style.Styler at 0x7fa28b904290>" ] }, "metadata": {}, @@ -494,139 +512,139 @@ "data": { "text/html": [ "<style type=\"text/css\" >\n", - "</style><table id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3\" ><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_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018\" ><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_3ae1805a_3f19_11eb_8e70_3dad9513ffb3level0_row0\" class=\"row_heading level0 row0\" >count</th>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row0_col0\" class=\"data row0 col0\" >354.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row0_col1\" class=\"data row0 col1\" >354.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row0_col2\" class=\"data row0 col2\" >354.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row0_col3\" class=\"data row0 col3\" >354.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row0_col4\" class=\"data row0 col4\" >354.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row0_col5\" class=\"data row0 col5\" >354.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row0_col6\" class=\"data row0 col6\" >354.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row0_col7\" class=\"data row0 col7\" >354.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row0_col8\" class=\"data row0 col8\" >354.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row0_col9\" class=\"data row0 col9\" >354.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row0_col10\" class=\"data row0 col10\" >354.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row0_col11\" class=\"data row0 col11\" >354.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row0_col12\" class=\"data row0 col12\" >354.00</td>\n", + " <th id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018level0_row0\" class=\"row_heading level0 row0\" >count</th>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row0_col0\" class=\"data row0 col0\" >354.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row0_col1\" class=\"data row0 col1\" >354.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row0_col2\" class=\"data row0 col2\" >354.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row0_col3\" class=\"data row0 col3\" >354.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row0_col4\" class=\"data row0 col4\" >354.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row0_col5\" class=\"data row0 col5\" >354.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row0_col6\" class=\"data row0 col6\" >354.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row0_col7\" class=\"data row0 col7\" >354.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row0_col8\" class=\"data row0 col8\" >354.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row0_col9\" class=\"data row0 col9\" >354.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row0_col10\" class=\"data row0 col10\" >354.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row0_col11\" class=\"data row0 col11\" >354.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row0_col12\" class=\"data row0 col12\" >354.00</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row1_col0\" class=\"data row1 col0\" >0.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row1_col1\" class=\"data row1 col1\" >-0.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row1_col2\" class=\"data row1 col2\" >0.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row1_col3\" class=\"data row1 col3\" >0.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row1_col4\" class=\"data row1 col4\" >-0.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row1_col5\" class=\"data row1 col5\" >-0.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row1_col6\" class=\"data row1 col6\" >0.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row1_col7\" class=\"data row1 col7\" >-0.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row1_col8\" class=\"data row1 col8\" >0.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row1_col9\" class=\"data row1 col9\" >0.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row1_col10\" class=\"data row1 col10\" >0.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row1_col11\" class=\"data row1 col11\" >0.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row1_col12\" class=\"data row1 col12\" >-0.00</td>\n", + " <th id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row1_col0\" class=\"data row1 col0\" >-0.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row1_col1\" class=\"data row1 col1\" >0.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row1_col2\" class=\"data row1 col2\" >0.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row1_col3\" class=\"data row1 col3\" >0.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row1_col4\" class=\"data row1 col4\" >-0.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row1_col5\" class=\"data row1 col5\" >0.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row1_col6\" class=\"data row1 col6\" >-0.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row1_col7\" class=\"data row1 col7\" >0.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row1_col8\" class=\"data row1 col8\" >-0.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row1_col9\" class=\"data row1 col9\" >0.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row1_col10\" class=\"data row1 col10\" >0.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row1_col11\" class=\"data row1 col11\" >-0.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row1_col12\" class=\"data row1 col12\" >-0.00</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3level0_row2\" class=\"row_heading level0 row2\" >std</th>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row2_col0\" class=\"data row2 col0\" >1.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row2_col1\" class=\"data row2 col1\" >1.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row2_col2\" class=\"data row2 col2\" >1.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row2_col3\" class=\"data row2 col3\" >1.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row2_col4\" class=\"data row2 col4\" >1.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row2_col5\" class=\"data row2 col5\" >1.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row2_col6\" class=\"data row2 col6\" >1.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row2_col7\" class=\"data row2 col7\" >1.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row2_col8\" class=\"data row2 col8\" >1.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row2_col9\" class=\"data row2 col9\" >1.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row2_col10\" class=\"data row2 col10\" >1.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row2_col11\" class=\"data row2 col11\" >1.00</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row2_col12\" class=\"data row2 col12\" >1.00</td>\n", + " <th id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018level0_row2\" class=\"row_heading level0 row2\" >std</th>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row2_col0\" class=\"data row2 col0\" >1.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row2_col1\" class=\"data row2 col1\" >1.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row2_col2\" class=\"data row2 col2\" >1.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row2_col3\" class=\"data row2 col3\" >1.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row2_col4\" class=\"data row2 col4\" >1.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row2_col5\" class=\"data row2 col5\" >1.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row2_col6\" class=\"data row2 col6\" >1.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row2_col7\" class=\"data row2 col7\" >1.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row2_col8\" class=\"data row2 col8\" >1.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row2_col9\" class=\"data row2 col9\" >1.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row2_col10\" class=\"data row2 col10\" >1.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row2_col11\" class=\"data row2 col11\" >1.00</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row2_col12\" class=\"data row2 col12\" >1.00</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3level0_row3\" class=\"row_heading level0 row3\" >min</th>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row3_col0\" class=\"data row3 col0\" >-0.43</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row3_col1\" class=\"data row3 col1\" >-0.47</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row3_col2\" class=\"data row3 col2\" >-1.57</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row3_col3\" class=\"data row3 col3\" >-0.29</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row3_col4\" class=\"data row3 col4\" >-1.45</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row3_col5\" class=\"data row3 col5\" >-3.48</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row3_col6\" class=\"data row3 col6\" >-2.38</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row3_col7\" class=\"data row3 col7\" >-1.24</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row3_col8\" class=\"data row3 col8\" >-0.99</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row3_col9\" class=\"data row3 col9\" >-1.31</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row3_col10\" class=\"data row3 col10\" >-2.66</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row3_col11\" class=\"data row3 col11\" >-3.96</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row3_col12\" class=\"data row3 col12\" >-1.52</td>\n", + " <th id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018level0_row3\" class=\"row_heading level0 row3\" >min</th>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row3_col0\" class=\"data row3 col0\" >-0.42</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row3_col1\" class=\"data row3 col1\" >-0.49</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row3_col2\" class=\"data row3 col2\" >-1.58</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row3_col3\" class=\"data row3 col3\" >-0.28</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row3_col4\" class=\"data row3 col4\" >-1.47</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row3_col5\" class=\"data row3 col5\" >-3.54</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row3_col6\" class=\"data row3 col6\" >-2.24</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row3_col7\" class=\"data row3 col7\" >-1.30</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row3_col8\" class=\"data row3 col8\" >-0.97</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row3_col9\" class=\"data row3 col9\" >-1.28</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row3_col10\" class=\"data row3 col10\" >-2.62</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row3_col11\" class=\"data row3 col11\" >-3.87</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row3_col12\" class=\"data row3 col12\" >-1.53</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row4_col0\" class=\"data row4 col0\" >-0.42</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row4_col1\" class=\"data row4 col1\" >-0.47</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row4_col2\" class=\"data row4 col2\" >-0.88</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row4_col3\" class=\"data row4 col3\" >-0.29</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row4_col4\" class=\"data row4 col4\" >-0.89</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row4_col5\" class=\"data row4 col5\" >-0.58</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row4_col6\" class=\"data row4 col6\" >-0.84</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row4_col7\" class=\"data row4 col7\" >-0.79</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row4_col8\" class=\"data row4 col8\" >-0.65</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row4_col9\" class=\"data row4 col9\" >-0.77</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row4_col10\" class=\"data row4 col10\" >-0.48</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row4_col11\" class=\"data row4 col11\" >0.20</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row4_col12\" class=\"data row4 col12\" >-0.76</td>\n", + " <th id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row4_col0\" class=\"data row4 col0\" >-0.41</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row4_col1\" class=\"data row4 col1\" >-0.49</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row4_col2\" class=\"data row4 col2\" >-0.86</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row4_col3\" class=\"data row4 col3\" >-0.28</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row4_col4\" class=\"data row4 col4\" >-0.92</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row4_col5\" class=\"data row4 col5\" >-0.55</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row4_col6\" class=\"data row4 col6\" >-0.89</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row4_col7\" class=\"data row4 col7\" >-0.82</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row4_col8\" class=\"data row4 col8\" >-0.62</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row4_col9\" class=\"data row4 col9\" >-0.75</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row4_col10\" class=\"data row4 col10\" >-0.68</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row4_col11\" class=\"data row4 col11\" >0.20</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row4_col12\" class=\"data row4 col12\" >-0.78</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row5_col0\" class=\"data row5 col0\" >-0.39</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row5_col1\" class=\"data row5 col1\" >-0.47</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row5_col2\" class=\"data row5 col2\" >-0.22</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row5_col3\" class=\"data row5 col3\" >-0.29</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row5_col4\" class=\"data row5 col4\" >-0.16</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row5_col5\" class=\"data row5 col5\" >-0.13</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row5_col6\" class=\"data row5 col6\" >0.34</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row5_col7\" class=\"data row5 col7\" >-0.31</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row5_col8\" class=\"data row5 col8\" >-0.53</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row5_col9\" class=\"data row5 col9\" >-0.47</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row5_col10\" class=\"data row5 col10\" >0.29</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row5_col11\" class=\"data row5 col11\" >0.38</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row5_col12\" class=\"data row5 col12\" >-0.19</td>\n", + " <th id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row5_col0\" class=\"data row5 col0\" >-0.39</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row5_col1\" class=\"data row5 col1\" >-0.49</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row5_col2\" class=\"data row5 col2\" >-0.21</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row5_col3\" class=\"data row5 col3\" >-0.28</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row5_col4\" class=\"data row5 col4\" >-0.14</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row5_col5\" class=\"data row5 col5\" >-0.12</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row5_col6\" class=\"data row5 col6\" >0.31</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row5_col7\" class=\"data row5 col7\" >-0.27</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row5_col8\" class=\"data row5 col8\" >-0.50</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row5_col9\" class=\"data row5 col9\" >-0.44</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row5_col10\" class=\"data row5 col10\" >0.29</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row5_col11\" class=\"data row5 col11\" >0.39</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row5_col12\" class=\"data row5 col12\" >-0.16</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row6_col0\" class=\"data row6 col0\" >0.01</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row6_col1\" class=\"data row6 col1\" >-0.47</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row6_col2\" class=\"data row6 col2\" >1.01</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row6_col3\" class=\"data row6 col3\" >-0.29</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row6_col4\" class=\"data row6 col4\" >0.58</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row6_col5\" class=\"data row6 col5\" >0.48</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row6_col6\" class=\"data row6 col6\" >0.89</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row6_col7\" class=\"data row6 col7\" >0.65</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row6_col8\" class=\"data row6 col8\" >1.64</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row6_col9\" class=\"data row6 col9\" >1.53</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row6_col10\" class=\"data row6 col10\" >0.79</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row6_col11\" class=\"data row6 col11\" >0.43</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row6_col12\" class=\"data row6 col12\" >0.56</td>\n", + " <th id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row6_col0\" class=\"data row6 col0\" >-0.06</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row6_col1\" class=\"data row6 col1\" >0.04</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row6_col2\" class=\"data row6 col2\" >0.98</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row6_col3\" class=\"data row6 col3\" >-0.28</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row6_col4\" class=\"data row6 col4\" >0.60</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row6_col5\" class=\"data row6 col5\" >0.47</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row6_col6\" class=\"data row6 col6\" >0.91</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row6_col7\" class=\"data row6 col7\" >0.69</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row6_col8\" class=\"data row6 col8\" >1.24</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row6_col9\" class=\"data row6 col9\" >1.56</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row6_col10\" class=\"data row6 col10\" >0.81</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row6_col11\" class=\"data row6 col11\" >0.44</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row6_col12\" class=\"data row6 col12\" >0.57</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3level0_row7\" class=\"row_heading level0 row7\" >max</th>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row7_col0\" class=\"data row7 col0\" >10.19</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row7_col1\" class=\"data row7 col1\" >3.87</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row7_col2\" class=\"data row7 col2\" >2.42</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row7_col3\" class=\"data row7 col3\" >3.48</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row7_col4\" class=\"data row7 col4\" >2.72</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row7_col5\" class=\"data row7 col5\" >3.57</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row7_col6\" class=\"data row7 col6\" >1.10</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row7_col7\" class=\"data row7 col7\" >3.98</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row7_col8\" class=\"data row7 col8\" >1.64</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row7_col9\" class=\"data row7 col9\" >1.80</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row7_col10\" class=\"data row7 col10\" >1.61</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row7_col11\" class=\"data row7 col11\" >0.44</td>\n", - " <td id=\"T_3ae1805a_3f19_11eb_8e70_3dad9513ffb3row7_col12\" class=\"data row7 col12\" >3.53</td>\n", + " <th id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018level0_row7\" class=\"row_heading level0 row7\" >max</th>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row7_col0\" class=\"data row7 col0\" >9.32</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row7_col1\" class=\"data row7 col1\" >3.76</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row7_col2\" class=\"data row7 col2\" >2.38</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row7_col3\" class=\"data row7 col3\" >3.55</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row7_col4\" class=\"data row7 col4\" >2.74</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row7_col5\" class=\"data row7 col5\" >3.04</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row7_col6\" class=\"data row7 col6\" >1.10</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row7_col7\" class=\"data row7 col7\" >3.29</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row7_col8\" class=\"data row7 col8\" >1.70</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row7_col9\" class=\"data row7 col9\" >1.82</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row7_col10\" class=\"data row7 col10\" >1.62</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row7_col11\" class=\"data row7 col11\" >0.45</td>\n", + " <td id=\"T_3564e172_3fdb_11eb_ab9b_cb8a5f6c0018row7_col12\" class=\"data row7 col12\" >3.47</td>\n", " </tr>\n", " </tbody></table>" ], "text/plain": [ - "<pandas.io.formats.style.Styler at 0x7f2767f08490>" + "<pandas.io.formats.style.Styler at 0x7fa28b6de2d0>" ] }, "metadata": {}, @@ -711,24 +729,14 @@ "Non-trainable params: 0\n", "_________________________________________________________________\n" ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<IPython.core.display.Image object>" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ "model=get_model_v1( (13,) )\n", "\n", "model.summary()\n", - "img=keras.utils.plot_model( model, to_file='./run/model.png', show_shapes=True, show_layer_names=True, dpi=96)\n", - "display(img)" + "# img=keras.utils.plot_model( model, to_file='./run/model.png', show_shapes=True, show_layer_names=True, dpi=96)\n", + "# display(img)" ] }, { @@ -768,205 +776,205 @@ "text": [ "Train on 354 samples, validate on 152 samples\n", "Epoch 1/100\n", - "354/354 [==============================] - 1s 2ms/sample - loss: 481.3753 - mae: 19.8670 - mse: 481.3753 - val_loss: 314.3385 - val_mae: 15.8008 - val_mse: 314.3385\n", + "354/354 [==============================] - 1s 2ms/sample - loss: 483.3541 - mae: 19.9419 - mse: 483.3542 - val_loss: 402.4295 - val_mae: 17.7721 - val_mse: 402.4295\n", "Epoch 2/100\n", - "354/354 [==============================] - 0s 260us/sample - loss: 229.3621 - mae: 12.6174 - mse: 229.3621 - val_loss: 88.5334 - val_mae: 7.5604 - val_mse: 88.5334\n", + "354/354 [==============================] - 0s 252us/sample - loss: 265.9092 - mae: 13.9827 - mse: 265.9091 - val_loss: 170.4736 - val_mae: 10.3814 - val_mse: 170.4736\n", "Epoch 3/100\n", - "354/354 [==============================] - 0s 257us/sample - loss: 68.8611 - mae: 6.3557 - mse: 68.8611 - val_loss: 31.3818 - val_mae: 4.0464 - val_mse: 31.3818\n", + "354/354 [==============================] - 0s 264us/sample - loss: 103.1428 - mae: 7.9022 - mse: 103.1428 - val_loss: 76.5217 - val_mae: 6.4929 - val_mse: 76.5217\n", "Epoch 4/100\n", - "354/354 [==============================] - 0s 276us/sample - loss: 35.8664 - mae: 4.2830 - mse: 35.8664 - val_loss: 22.6644 - val_mae: 3.3926 - val_mse: 22.6644\n", + "354/354 [==============================] - 0s 236us/sample - loss: 53.7278 - mae: 5.3582 - mse: 53.7278 - val_loss: 42.3464 - val_mae: 4.8395 - val_mse: 42.3464\n", "Epoch 5/100\n", - "354/354 [==============================] - 0s 308us/sample - loss: 27.5686 - mae: 3.7422 - mse: 27.5686 - val_loss: 19.3083 - val_mae: 3.1289 - val_mse: 19.3083\n", + "354/354 [==============================] - 0s 239us/sample - loss: 34.1679 - mae: 4.1669 - mse: 34.1679 - val_loss: 28.7698 - val_mae: 3.9412 - val_mse: 28.7698\n", "Epoch 6/100\n", - "354/354 [==============================] - 0s 219us/sample - loss: 23.4305 - mae: 3.4043 - mse: 23.4305 - val_loss: 20.6539 - val_mae: 3.4142 - val_mse: 20.6539\n", + "354/354 [==============================] - 0s 238us/sample - loss: 25.6470 - mae: 3.4843 - mse: 25.6470 - val_loss: 23.4439 - val_mae: 3.5135 - val_mse: 23.4439\n", "Epoch 7/100\n", - "354/354 [==============================] - 0s 255us/sample - loss: 21.1150 - mae: 3.2773 - mse: 21.1150 - val_loss: 18.6601 - val_mae: 3.1530 - val_mse: 18.6601\n", + "354/354 [==============================] - 0s 239us/sample - loss: 21.8655 - mae: 3.2492 - mse: 21.8655 - val_loss: 21.6451 - val_mae: 3.3260 - val_mse: 21.6451\n", "Epoch 8/100\n", - "354/354 [==============================] - 0s 260us/sample - loss: 19.8029 - mae: 3.0902 - mse: 19.8029 - val_loss: 15.9759 - val_mae: 2.7631 - val_mse: 15.9759\n", + "354/354 [==============================] - 0s 239us/sample - loss: 19.6529 - mae: 2.9502 - mse: 19.6529 - val_loss: 21.1501 - val_mae: 3.3495 - val_mse: 21.1501\n", "Epoch 9/100\n", - "354/354 [==============================] - 0s 245us/sample - loss: 18.2403 - mae: 2.9607 - mse: 18.2403 - val_loss: 15.4413 - val_mae: 2.7050 - val_mse: 15.4413\n", + "354/354 [==============================] - 0s 231us/sample - loss: 17.8505 - mae: 2.8674 - mse: 17.8505 - val_loss: 20.3661 - val_mae: 3.2418 - val_mse: 20.3661\n", "Epoch 10/100\n", - "354/354 [==============================] - 0s 270us/sample - loss: 17.1524 - mae: 2.8301 - mse: 17.1524 - val_loss: 15.1125 - val_mae: 2.7898 - val_mse: 15.1125\n", + "354/354 [==============================] - 0s 241us/sample - loss: 16.6143 - mae: 2.7924 - mse: 16.6143 - val_loss: 18.6808 - val_mae: 2.9841 - val_mse: 18.6808\n", "Epoch 11/100\n", - "354/354 [==============================] - 0s 270us/sample - loss: 16.2984 - mae: 2.7811 - mse: 16.2984 - val_loss: 14.8470 - val_mae: 2.7025 - val_mse: 14.8470\n", + "354/354 [==============================] - 0s 224us/sample - loss: 15.2757 - mae: 2.6240 - mse: 15.2757 - val_loss: 19.3353 - val_mae: 3.1216 - val_mse: 19.3353\n", "Epoch 12/100\n", - "354/354 [==============================] - 0s 252us/sample - loss: 15.2709 - mae: 2.6902 - mse: 15.2709 - val_loss: 14.4838 - val_mae: 2.7250 - val_mse: 14.4838\n", + "354/354 [==============================] - 0s 240us/sample - loss: 14.6014 - mae: 2.5722 - mse: 14.6014 - val_loss: 18.6065 - val_mae: 3.0238 - val_mse: 18.6065\n", "Epoch 13/100\n", - "354/354 [==============================] - 0s 260us/sample - loss: 15.0772 - mae: 2.6599 - mse: 15.0772 - val_loss: 13.1951 - val_mae: 2.5494 - val_mse: 13.1951\n", + "354/354 [==============================] - 0s 253us/sample - loss: 13.9226 - mae: 2.5732 - mse: 13.9226 - val_loss: 17.2032 - val_mae: 2.8274 - val_mse: 17.2032\n", "Epoch 14/100\n", - "354/354 [==============================] - 0s 239us/sample - loss: 14.4671 - mae: 2.6048 - mse: 14.4671 - val_loss: 12.9212 - val_mae: 2.5698 - val_mse: 12.9212\n", + "354/354 [==============================] - 0s 245us/sample - loss: 13.1008 - mae: 2.4556 - mse: 13.1008 - val_loss: 17.0273 - val_mae: 2.8188 - val_mse: 17.0273\n", "Epoch 15/100\n", - "354/354 [==============================] - 0s 246us/sample - loss: 13.8594 - mae: 2.5400 - mse: 13.8594 - val_loss: 12.7734 - val_mae: 2.5859 - val_mse: 12.7734\n", + "354/354 [==============================] - 0s 241us/sample - loss: 12.5638 - mae: 2.3986 - mse: 12.5638 - val_loss: 18.1385 - val_mae: 2.9360 - val_mse: 18.1385\n", "Epoch 16/100\n", - "354/354 [==============================] - 0s 236us/sample - loss: 13.6460 - mae: 2.5167 - mse: 13.6460 - val_loss: 13.0759 - val_mae: 2.6484 - val_mse: 13.0759\n", + "354/354 [==============================] - 0s 227us/sample - loss: 12.0747 - mae: 2.3770 - mse: 12.0747 - val_loss: 19.0295 - val_mae: 3.1033 - val_mse: 19.0295\n", "Epoch 17/100\n", - "354/354 [==============================] - 0s 264us/sample - loss: 13.2246 - mae: 2.4772 - mse: 13.2246 - val_loss: 12.1817 - val_mae: 2.5219 - val_mse: 12.1817\n", + "354/354 [==============================] - 0s 232us/sample - loss: 11.7585 - mae: 2.3485 - mse: 11.7585 - val_loss: 16.8025 - val_mae: 2.7537 - val_mse: 16.8025\n", "Epoch 18/100\n", - "354/354 [==============================] - 0s 235us/sample - loss: 12.5195 - mae: 2.4540 - mse: 12.5195 - val_loss: 12.6745 - val_mae: 2.5802 - val_mse: 12.6745\n", + "354/354 [==============================] - 0s 238us/sample - loss: 11.1622 - mae: 2.3130 - mse: 11.1622 - val_loss: 16.1754 - val_mae: 2.6902 - val_mse: 16.1754\n", "Epoch 19/100\n", - "354/354 [==============================] - 0s 261us/sample - loss: 12.4546 - mae: 2.4254 - mse: 12.4546 - val_loss: 11.9251 - val_mae: 2.4647 - val_mse: 11.9251\n", + "354/354 [==============================] - 0s 238us/sample - loss: 11.0410 - mae: 2.2970 - mse: 11.0410 - val_loss: 16.0992 - val_mae: 2.6674 - val_mse: 16.0992\n", "Epoch 20/100\n", - "354/354 [==============================] - 0s 225us/sample - loss: 12.0475 - mae: 2.3894 - mse: 12.0475 - val_loss: 12.0472 - val_mae: 2.4925 - val_mse: 12.0472\n", + "354/354 [==============================] - 0s 215us/sample - loss: 10.7863 - mae: 2.2871 - mse: 10.7863 - val_loss: 16.7388 - val_mae: 2.8191 - val_mse: 16.7388\n", "Epoch 21/100\n", - "354/354 [==============================] - 0s 225us/sample - loss: 11.4262 - mae: 2.3048 - mse: 11.4262 - val_loss: 13.1727 - val_mae: 2.6941 - val_mse: 13.1727\n", + "354/354 [==============================] - 0s 212us/sample - loss: 10.7021 - mae: 2.2414 - mse: 10.7021 - val_loss: 16.6998 - val_mae: 2.7544 - val_mse: 16.6998\n", "Epoch 22/100\n", - "354/354 [==============================] - 0s 214us/sample - loss: 11.4323 - mae: 2.3778 - mse: 11.4323 - val_loss: 12.2495 - val_mae: 2.5638 - val_mse: 12.2495\n", + "354/354 [==============================] - 0s 254us/sample - loss: 10.2228 - mae: 2.2079 - mse: 10.2228 - val_loss: 16.0634 - val_mae: 2.6520 - val_mse: 16.0634\n", "Epoch 23/100\n", - "354/354 [==============================] - 0s 255us/sample - loss: 11.2458 - mae: 2.2963 - mse: 11.2458 - val_loss: 11.7263 - val_mae: 2.4637 - val_mse: 11.7263\n", + "354/354 [==============================] - 0s 248us/sample - loss: 10.0609 - mae: 2.1896 - mse: 10.0609 - val_loss: 15.8375 - val_mae: 2.6662 - val_mse: 15.8375\n", "Epoch 24/100\n", - "354/354 [==============================] - 0s 261us/sample - loss: 10.9569 - mae: 2.3280 - mse: 10.9569 - val_loss: 11.6823 - val_mae: 2.4107 - val_mse: 11.6823\n", + "354/354 [==============================] - 0s 223us/sample - loss: 9.7379 - mae: 2.1534 - mse: 9.7379 - val_loss: 17.0298 - val_mae: 2.7464 - val_mse: 17.0298\n", "Epoch 25/100\n", - "354/354 [==============================] - 0s 231us/sample - loss: 10.9952 - mae: 2.2930 - mse: 10.9952 - val_loss: 11.6954 - val_mae: 2.3762 - val_mse: 11.6954\n", + "354/354 [==============================] - 0s 229us/sample - loss: 9.4700 - mae: 2.1768 - mse: 9.4700 - val_loss: 16.0757 - val_mae: 2.6375 - val_mse: 16.0757\n", "Epoch 26/100\n", - "354/354 [==============================] - 0s 242us/sample - loss: 10.3608 - mae: 2.2362 - mse: 10.3608 - val_loss: 11.7024 - val_mae: 2.4272 - val_mse: 11.7024\n", + "354/354 [==============================] - 0s 225us/sample - loss: 9.3435 - mae: 2.1333 - mse: 9.3435 - val_loss: 18.3934 - val_mae: 2.8681 - val_mse: 18.3934\n", "Epoch 27/100\n", - "354/354 [==============================] - 0s 260us/sample - loss: 10.6636 - mae: 2.2256 - mse: 10.6636 - val_loss: 11.4609 - val_mae: 2.3786 - val_mse: 11.4609\n", + "354/354 [==============================] - 0s 246us/sample - loss: 9.0069 - mae: 2.0935 - mse: 9.0069 - val_loss: 15.4444 - val_mae: 2.6123 - val_mse: 15.4444\n", "Epoch 28/100\n", - "354/354 [==============================] - 0s 267us/sample - loss: 10.3853 - mae: 2.2194 - mse: 10.3853 - val_loss: 11.3762 - val_mae: 2.3642 - val_mse: 11.3762\n", + "354/354 [==============================] - 0s 215us/sample - loss: 8.9357 - mae: 2.0635 - mse: 8.9357 - val_loss: 15.7287 - val_mae: 2.5909 - val_mse: 15.7287\n", "Epoch 29/100\n", - "354/354 [==============================] - 0s 223us/sample - loss: 10.1887 - mae: 2.1885 - mse: 10.1887 - val_loss: 11.9517 - val_mae: 2.5128 - val_mse: 11.9517\n", + "354/354 [==============================] - 0s 218us/sample - loss: 8.8445 - mae: 2.0849 - mse: 8.8445 - val_loss: 16.8335 - val_mae: 2.7164 - val_mse: 16.8335\n", "Epoch 30/100\n", - "354/354 [==============================] - 0s 230us/sample - loss: 9.9776 - mae: 2.1494 - mse: 9.9776 - val_loss: 13.0448 - val_mae: 2.6374 - val_mse: 13.0448\n", + "354/354 [==============================] - 0s 243us/sample - loss: 8.7798 - mae: 2.0682 - mse: 8.7798 - val_loss: 14.9682 - val_mae: 2.5153 - val_mse: 14.9682\n", "Epoch 31/100\n", - "354/354 [==============================] - 0s 239us/sample - loss: 9.6249 - mae: 2.1446 - mse: 9.6249 - val_loss: 12.0983 - val_mae: 2.5684 - val_mse: 12.0983\n", + "354/354 [==============================] - 0s 216us/sample - loss: 8.6369 - mae: 2.0122 - mse: 8.6369 - val_loss: 17.8983 - val_mae: 2.9533 - val_mse: 17.8983\n", "Epoch 32/100\n", - "354/354 [==============================] - 0s 230us/sample - loss: 9.8706 - mae: 2.1513 - mse: 9.8706 - val_loss: 11.4932 - val_mae: 2.4160 - val_mse: 11.4932\n", + "354/354 [==============================] - 0s 211us/sample - loss: 8.3828 - mae: 2.0524 - mse: 8.3828 - val_loss: 16.0668 - val_mae: 2.7383 - val_mse: 16.0668\n", "Epoch 33/100\n", - "354/354 [==============================] - 0s 228us/sample - loss: 9.4976 - mae: 2.0707 - mse: 9.4976 - val_loss: 12.2362 - val_mae: 2.4694 - val_mse: 12.2362\n", + "354/354 [==============================] - 0s 215us/sample - loss: 8.5447 - mae: 2.0082 - mse: 8.5447 - val_loss: 15.1219 - val_mae: 2.5224 - val_mse: 15.1219\n", "Epoch 34/100\n", - "354/354 [==============================] - 0s 222us/sample - loss: 9.3964 - mae: 2.1224 - mse: 9.3964 - val_loss: 12.7674 - val_mae: 2.6478 - val_mse: 12.7674\n", + "354/354 [==============================] - 0s 226us/sample - loss: 8.1540 - mae: 1.9673 - mse: 8.1540 - val_loss: 16.8374 - val_mae: 2.7148 - val_mse: 16.8374\n", "Epoch 35/100\n", - "354/354 [==============================] - 0s 239us/sample - loss: 9.4643 - mae: 2.1037 - mse: 9.4643 - val_loss: 11.3943 - val_mae: 2.3635 - val_mse: 11.3943\n", + "354/354 [==============================] - 0s 248us/sample - loss: 8.0155 - mae: 1.9871 - mse: 8.0155 - val_loss: 14.6871 - val_mae: 2.5105 - val_mse: 14.6871\n", "Epoch 36/100\n", - "354/354 [==============================] - 0s 230us/sample - loss: 8.8058 - mae: 2.0187 - mse: 8.8058 - val_loss: 11.5623 - val_mae: 2.3851 - val_mse: 11.5623\n", + "354/354 [==============================] - 0s 269us/sample - loss: 8.1472 - mae: 1.9709 - mse: 8.1472 - val_loss: 14.6178 - val_mae: 2.4975 - val_mse: 14.6178\n", "Epoch 37/100\n", - "354/354 [==============================] - 0s 270us/sample - loss: 8.9810 - mae: 2.0965 - mse: 8.9810 - val_loss: 11.1572 - val_mae: 2.3400 - val_mse: 11.1572\n", + "354/354 [==============================] - 0s 219us/sample - loss: 7.8367 - mae: 1.9733 - mse: 7.8367 - val_loss: 15.5460 - val_mae: 2.5704 - val_mse: 15.5460\n", "Epoch 38/100\n", - "354/354 [==============================] - 0s 251us/sample - loss: 8.6998 - mae: 2.0867 - mse: 8.6998 - val_loss: 12.4127 - val_mae: 2.5576 - val_mse: 12.4127\n", + "354/354 [==============================] - 0s 223us/sample - loss: 7.7893 - mae: 1.9585 - mse: 7.7893 - val_loss: 15.2375 - val_mae: 2.6453 - val_mse: 15.2375\n", "Epoch 39/100\n", - "354/354 [==============================] - 0s 255us/sample - loss: 8.9094 - mae: 2.0972 - mse: 8.9094 - val_loss: 11.8589 - val_mae: 2.4271 - val_mse: 11.8589\n", + "354/354 [==============================] - 0s 213us/sample - loss: 7.5407 - mae: 1.9485 - mse: 7.5407 - val_loss: 16.9275 - val_mae: 2.7329 - val_mse: 16.9275\n", "Epoch 40/100\n", - "354/354 [==============================] - 0s 234us/sample - loss: 8.6066 - mae: 2.0621 - mse: 8.6066 - val_loss: 11.5191 - val_mae: 2.3642 - val_mse: 11.5191\n", + "354/354 [==============================] - 0s 211us/sample - loss: 7.5565 - mae: 1.9030 - mse: 7.5565 - val_loss: 15.2341 - val_mae: 2.6018 - val_mse: 15.2341\n", "Epoch 41/100\n", - "354/354 [==============================] - 0s 244us/sample - loss: 8.7560 - mae: 2.0669 - mse: 8.7560 - val_loss: 11.2479 - val_mae: 2.3179 - val_mse: 11.2479\n", + "354/354 [==============================] - 0s 216us/sample - loss: 7.7118 - mae: 1.9763 - mse: 7.7118 - val_loss: 15.7800 - val_mae: 2.6320 - val_mse: 15.7800\n", "Epoch 42/100\n", - "354/354 [==============================] - 0s 230us/sample - loss: 8.3698 - mae: 2.0177 - mse: 8.3698 - val_loss: 11.5014 - val_mae: 2.4096 - val_mse: 11.5014\n", + "354/354 [==============================] - 0s 237us/sample - loss: 7.4267 - mae: 1.9107 - mse: 7.4267 - val_loss: 14.6142 - val_mae: 2.5046 - val_mse: 14.6142\n", "Epoch 43/100\n", - "354/354 [==============================] - 0s 243us/sample - loss: 8.3662 - mae: 2.0202 - mse: 8.3662 - val_loss: 13.6899 - val_mae: 2.6890 - val_mse: 13.6899\n", + "354/354 [==============================] - 0s 254us/sample - loss: 7.4060 - mae: 1.9014 - mse: 7.4060 - val_loss: 14.1551 - val_mae: 2.4665 - val_mse: 14.1551\n", "Epoch 44/100\n", - "354/354 [==============================] - 0s 228us/sample - loss: 8.3175 - mae: 1.9934 - mse: 8.3175 - val_loss: 12.2908 - val_mae: 2.4973 - val_mse: 12.2908\n", + "354/354 [==============================] - 0s 214us/sample - loss: 7.3371 - mae: 1.9142 - mse: 7.3371 - val_loss: 14.2481 - val_mae: 2.4548 - val_mse: 14.2481\n", "Epoch 45/100\n", - "354/354 [==============================] - 0s 239us/sample - loss: 8.0425 - mae: 1.9670 - mse: 8.0425 - val_loss: 11.5553 - val_mae: 2.3337 - val_mse: 11.5553\n", + "354/354 [==============================] - 0s 217us/sample - loss: 7.0906 - mae: 1.8327 - mse: 7.0906 - val_loss: 15.6930 - val_mae: 2.6193 - val_mse: 15.6930\n", "Epoch 46/100\n", - "354/354 [==============================] - 0s 222us/sample - loss: 7.9485 - mae: 1.9926 - mse: 7.9485 - val_loss: 11.2622 - val_mae: 2.3386 - val_mse: 11.2622\n", + "354/354 [==============================] - 0s 234us/sample - loss: 6.9100 - mae: 1.8281 - mse: 6.9100 - val_loss: 19.2019 - val_mae: 2.9945 - val_mse: 19.2019\n", "Epoch 47/100\n", - "354/354 [==============================] - 0s 242us/sample - loss: 7.8891 - mae: 2.0168 - mse: 7.8891 - val_loss: 11.4137 - val_mae: 2.3604 - val_mse: 11.4137\n", + "354/354 [==============================] - 0s 218us/sample - loss: 7.2151 - mae: 1.8930 - mse: 7.2151 - val_loss: 15.6496 - val_mae: 2.6456 - val_mse: 15.6496\n", "Epoch 48/100\n", - "354/354 [==============================] - 0s 230us/sample - loss: 7.9028 - mae: 1.9734 - mse: 7.9028 - val_loss: 12.7944 - val_mae: 2.6490 - val_mse: 12.7944\n", + "354/354 [==============================] - 0s 223us/sample - loss: 7.0622 - mae: 1.8432 - mse: 7.0622 - val_loss: 15.2120 - val_mae: 2.5867 - val_mse: 15.2120\n", "Epoch 49/100\n", - "354/354 [==============================] - 0s 258us/sample - loss: 7.7419 - mae: 1.9250 - mse: 7.7419 - val_loss: 11.0452 - val_mae: 2.3072 - val_mse: 11.0452\n", + "354/354 [==============================] - 0s 219us/sample - loss: 6.7430 - mae: 1.8479 - mse: 6.7430 - val_loss: 16.1004 - val_mae: 2.6940 - val_mse: 16.1004\n", "Epoch 50/100\n", - "354/354 [==============================] - 0s 255us/sample - loss: 7.7409 - mae: 1.9717 - mse: 7.7409 - val_loss: 10.9745 - val_mae: 2.2683 - val_mse: 10.9745\n", + "354/354 [==============================] - 0s 216us/sample - loss: 6.7931 - mae: 1.8296 - mse: 6.7931 - val_loss: 16.1302 - val_mae: 2.7490 - val_mse: 16.1302\n", "Epoch 51/100\n", - "354/354 [==============================] - 0s 225us/sample - loss: 7.6033 - mae: 1.9730 - mse: 7.6034 - val_loss: 11.0436 - val_mae: 2.3185 - val_mse: 11.0436\n", + "354/354 [==============================] - 0s 214us/sample - loss: 6.9212 - mae: 1.8488 - mse: 6.9212 - val_loss: 15.2317 - val_mae: 2.5733 - val_mse: 15.2317\n", "Epoch 52/100\n", - "354/354 [==============================] - 0s 244us/sample - loss: 7.3048 - mae: 1.9423 - mse: 7.3048 - val_loss: 11.2731 - val_mae: 2.3358 - val_mse: 11.2731\n", + "354/354 [==============================] - 0s 243us/sample - loss: 6.6125 - mae: 1.8240 - mse: 6.6125 - val_loss: 13.7314 - val_mae: 2.4453 - val_mse: 13.7314\n", "Epoch 53/100\n", - "354/354 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mse: 4.3969 - val_loss: 14.1345 - val_mae: 2.5131 - val_mse: 14.1345\n", "Epoch 96/100\n", - "354/354 [==============================] - 0s 233us/sample - loss: 5.1372 - mae: 1.6370 - mse: 5.1372 - val_loss: 12.1917 - val_mae: 2.5880 - val_mse: 12.1917\n", + "354/354 [==============================] - 0s 236us/sample - loss: 4.2738 - mae: 1.4875 - mse: 4.2738 - val_loss: 12.2324 - val_mae: 2.3689 - val_mse: 12.2324\n", "Epoch 97/100\n", - "354/354 [==============================] - 0s 235us/sample - loss: 4.8466 - mae: 1.6235 - mse: 4.8466 - val_loss: 11.0726 - val_mae: 2.4107 - val_mse: 11.0726\n", + "354/354 [==============================] - 0s 238us/sample - loss: 4.3581 - mae: 1.4904 - mse: 4.3581 - val_loss: 12.9004 - val_mae: 2.4411 - val_mse: 12.9004\n", "Epoch 98/100\n", - "354/354 [==============================] - 0s 230us/sample - loss: 5.1305 - mae: 1.6269 - mse: 5.1305 - val_loss: 11.4330 - val_mae: 2.5100 - val_mse: 11.4330\n", + "354/354 [==============================] - 0s 269us/sample - loss: 4.2009 - mae: 1.4409 - mse: 4.2009 - val_loss: 11.3523 - val_mae: 2.2606 - val_mse: 11.3523\n", "Epoch 99/100\n", - "354/354 [==============================] - 0s 234us/sample - loss: 4.9402 - mae: 1.5922 - mse: 4.9402 - val_loss: 12.0358 - val_mae: 2.6035 - val_mse: 12.0358\n", + "354/354 [==============================] - 0s 228us/sample - loss: 4.1062 - mae: 1.3971 - mse: 4.1062 - val_loss: 11.6835 - val_mae: 2.2600 - val_mse: 11.6835\n", "Epoch 100/100\n", - "354/354 [==============================] - 0s 232us/sample - loss: 5.0016 - mae: 1.5761 - mse: 5.0016 - val_loss: 12.4178 - val_mae: 2.5545 - val_mse: 12.4178\n" + "354/354 [==============================] - 0s 213us/sample - loss: 4.2882 - mae: 1.4424 - mse: 4.2882 - val_loss: 11.6418 - val_mae: 2.2779 - val_mse: 11.6418\n" ] } ], @@ -999,9 +1007,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "x_test / loss : 12.4178\n", - "x_test / mae : 2.5545\n", - "x_test / mse : 12.4178\n" + "x_test / loss : 11.6418\n", + "x_test / mae : 2.2779\n", + "x_test / mse : 11.6418\n" ] } ], @@ -1030,7 +1038,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "min( val_mae ) : 2.2683\n" + "min( val_mae ) : 2.2600\n" ] } ], @@ -1045,7 +1053,19 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -1057,7 +1077,19 @@ }, { "data": { - "image/png": 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\n", 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ERKT4hGFhqyuBHcBTwLgB2p7Zx/bFwHzg7kG877XAPzO2rRvE/vkRLev+stwlNOQhIiJFKQwBxXzn3EoAM3seqOmroXPuN5nbzGwWMA94wjn37CDe95Fsx9vtysp7vnQJ6jXkISIiRajgQx6pYGIYzsF/jl8Mdkczqzazwt6dKj1DkVSGQkREilPBA4rhMH/f73OAFuCWQe7+I6AJaDWzl83sc5Z+H/HdJS1DEXVdCihERKQohWHIYzhOwA93/Mo515DjPp3AXcCfgQ3ADOBc4BrgjfgAZfeJRru/LHcJLWwlIiJFqagzFMB5wfMvc93BOfcv59x7nXM/d87d7Zz7OXAU8DfgbDM7Ntt+Zna+mT0x/C5niPauoVCGQkREilHRBhRmNh54P/Cic+6h4RzLOZcErgq+fVcfba51zh0xnPfJqqz3LI+ORJKupMv724iIiIykog0ogDOAcgaRnRjA6uB5Up6Ol5uMDAVAu7IUIiJSZIo5oDgXXw9xQ56Ot2/wvDlPx8tNRoYCoE2LW4mISJEpyoDCzI4ADgHuds5t6aNN1MwWmNleGdsnZmlbjl8cCwa3ONbw9cpQ+MyElt8WEZFiU/BZHmZ2JjAn+HYyUGZmXw++X+OcuzHLbucGz/2tPTETWAE8AByXtv2vZrYBeJKeWR5n4DMUS5xzy4byOYYsa4ZCAYWIiBSXggcU+ODgbRnbLg+eHwB6BRRmVgl8FL9M9t+G8H63Ae8DLsIv9d0MPA1c5pwb7FoWw5elhkIBhYiIFJuCBxTOueMG2b6Vge/5gXNuNbDLQlXOue8C3x3Me46otJUyNeQhIiLFqihrKEaVqIoyRUSk+CmgKLSy9AxFEFAoQyEiIkVGAUWhpdVQqChTRESKlQKKQkvPUCQVUIiISHFSQFFo2TIUukGYiIgUGQUUhVaWZZaHMhQiIlJkFFAUWpYMhe7lISIixUYBRaGlTRuNapaHiIgUKQUUhdZr6W0NeYiISHFSQFFoJaVg/sdQSpKIS6ooU0REio4CikIz2+UGYcpQiIhIsVFAEQYZNwhTQCEiIsVGAUUYZGYoVJQpIiJFRgFFGEQzhzxUQyEiIsVFAUUYlKUPeXRpyENERIqOAoowSM9QJBO0ashDRESKjAKKMMhY3Kq9s4ukcwXskIiIyOAooAiDLMtvd2jYQ0REiogCijDQDcJERKTIKaAIg4xZHqD7eYiISHFRQBEGZb0XtgJlKEREpLgooAiDbBkKrUUhIiJFRAFFGETTayg05CEiIsVHAUUYlO06y0NDHiIiUkwUUIRBNMssD2UoRESkiCigCIOsRZmqoRARkeJR8IDCzL5qZrea2Uozc2a2up+2i4M22R5fGsR7jjWzJWa23szazOwFM7vAzCwvH2qwshZlKkMhIiLFo7TQHQCuBHYATwHjctznC8C2jG1P5rKjmZUB9wKHAkuAFcDJQByYCizOsQ/5k21hKw15iIhIEQlDQDHfObcSwMyeB2py2OdO59zqIb7fecAi4LPOuSXBtuvM7HbgEjO73jm3ZojHHposS28rQyEiIsWk4EMeqWBisMxsjJkNJSD6GNACXJex/RogCnxkKP0ZlvQMRVIBhYiIFJ+CBxRD9CxQD7SZ2cNmdnIuO5lZBDgMeNo515bx8jIgic9e7F5Zl95WUaaIiBSPYgso6oBrgYuA9wJfBeYA/2dmZ+ew/3igElif+YJzrh3YDszMtqOZnW9mTwyp1wOJaultEREpbkUVUDjnrnHOfco592vn3F3Ouf8HHAxsBn5oZgPVX1QFz+19vN6W1ibzva91zh0xpI4PpEw3BxMRkeJWVAFFNs657cDP8DNEjh6geUvwXN7H6xVpbXaftAxFVLcvFxGRIlT0AUVgdfA8aYB2O4FWsgxrmFk5MJEswyEjLluGQgtbiYhIERktAcW+wfPm/ho555L49S4ODQKIdG/Cn4+RqZPoT7YaCg15iIhIESmagMLMSs1sbJbts4EL8AWVD6dtj5rZAjPbK2OXW/B1EudnbP88kAB+n89+56RXhkJDHiIiUnwKvrCVmZ2Jn6kBMBkoM7OvB9+vcc7dGHxdA6wyszvxq1vuBPbHL1RVA3zUOdeaduiZQbsHgOPStl8HnANcbWZzgzbvAt4PXOGcW5XPz5eTzAyFc7QroBARkSJS8IACOBd4W8a2y4PnB4BUQNEK3A4cCbwPH0RsA+4DvuecW5bLmznnOszsHcAVwEfxdROv4aei/mTIn2I4SkogEoFkkhIcpSQ15CEiIkWl4AGFc+64HNu147MRuR53NZD1Zl/OuTrgwuARDtFyaPcJljKXoK2zBOcchbpfmYiIyGAUTQ3FqJcx0yPpoLMrWcAOiYiI5E4BRVik11EkNdNDRESKiwKKsEi/QRia6SEiIsVFAUVYpN/CPKkbhImISHFRQBEW6RkK3SBMRESKjAKKsEjPUCigEBGRIqOAIiyi0e4vy1KrZaooU0REioQCirAoU4ZCRESKlwKKsIhmq6FQUaaIiBQHBRRhkS1DoSEPEREpEgoowiJLhkI3CBMRkWKhgCIset1xVAtbiYhIcVFAERYZ9/IABRQiIlI8FFCERa8MhVbKFBGR4qKAIizS1qEo766h0N1GRUSkOCigCIuy9LuNpmoolKEQEZHioIAiLKKqoRARkeKlgCIsyrLVUCigEBGR4qCAIiyUoRARkSKmgCIs0jIU0WAdCi1sJSIixUIBRVgoQyEiIkVMAUVYZK2h0CwPEREpDgoowiLLOhTKUIiISLFQQBEWWVbK7Egk6Uq6QvVIREQkZwoowqLXvTx6MhMdCWUpREQk/BRQhEVahiI15AFai0JERIpDwQMKM/uqmd1qZivNzJnZ6j7amZmdYWa/NbNXzazFzNaa2V1mduQg3u+44H2yPf6Utw82WJl3G3V+qEN1FCIiUgxKC90B4EpgB/AUMK6fduXAjcBy4LfAKmA68GngETP7uHPuN4N432uBf2ZsWzeI/fMrUgIlpdDlsxNRuuikVDM9RESkKIQhoJjvnFsJYGbPAzV9tEsAxznnHkjfaGbXAS8APzCzm51zud6i85FBBiAjr6wMWn0AUea66LRSZShERKQoFHzIIxVM5NAukRlMBNs3Aw8AU4JHzsys2swqBrPPiEqvo0imbmGugEJERMKv4AFFnswCOoC6QezzI6AJaDWzl83sc2ZmI9G5nKWtRVGmtShERKSIFH1AYWbvAt4E/M4515bDLp3AXcCXgVPxNRh1wDXA//bzPueb2RPD7W+/ssz00CwPEREpBkUdUJjZvvhCzfXAF3PZxzn3L+fce51zP3fO3e2c+zlwFPA34GwzO7aP/a51zh2Rr75nlTbToydDoaJMEREJv6INKMxsHvB3wAEnO+e2DvVYQSHnVcG378pD94YmW4ZCQx4iIlIEwjDLY9DMbC5wP35GyNudc8/l4bCrg+dJeTjW0PTKUOgW5iIiUjyKLqAwszn4YGIs8A7n3NN5OvS+wfPmPB1v8FRDISIiRaqohjyCYGIpMB440Tn3ZD9to2a2wMz2ytg+MUvbcmBx8O3deevwYGWtoVBAISIi4VfwDIWZnQnMCb6dDJSZ2deD79c4524M2tXiMxNzgSXA/ma2f8bh7g3WpQCYCazAr1FxXFqbv5rZBuBJYAMwAzgDn6FY4pxblr9PN0jRXYc8FFCIiEgxKHhAAZwLvC1j2+XB8wP4WRwAE4F5wdcX9XGs4xl4yOI24H3BMcYBzcDTwGXOuVty7fSIiGbczwO09LaIiBSFggcUzrnjcmy3Gsh54am+2jvnvgt8N9fj7FZlPTUUqSEPFWWKiEgxKKoailEvW4ZCAYWIiBQBBRRhkp6hSCqgEBGR4qGAIkyy1lAooBARkfDLKaCIxWJvjcView3csrv9wbFY7OND79YeqlcNhWZ5iIhI8cg1Q3E/cHb6hlgs9pVYLLa9j/bvB64fRr/2TFkyFCrKFBGRYpBrQJFtdkUFftql5EtaQBHVzcFERKSIqIYiTFRDISIiRUoBRZiUpd/LwwcSiaQj0ZUsVI9ERERyooAiTNIyFBX0ZCZUmCkiImGngCJM0jIUFfTUTqgwU0REwm4wAYUbsV6Il15DkZ6hUB2FiIiE3GDu5bE4FostztwYi8V0tcuXXjUUPRkKzfQQEZGwG0xAkfONuQLKaAxW+u3Lk+kBhWI2EREJt5wCing8rlqL3SHLOhSggEJERMJPgUKYpA15RNMyFO2qoRARkZAbkYAiFoudHIvF7hiJY49q6RmKZAKcHzVShkJERMJuMDUU/YrFYjOBTwDnArPzddw9SiQCpVFIdAL+BmEdVqqAQkREQm9YAUUsFjPgFOB84CSgJHjpAeC64XVtDxUt6w4oyl2CDkpp69AsDxERCbchBRSxWGw2cB4+IzGDnhkgDwHnxOPx1/LTvT1QWRm0Nvsvu28QpgyFiIiEW84BRSwWiwCnAp8ETsRnIzqAO/C3Kr8beFHBxDBFd12LQgGFiIiEXU4BRSwWuwI4B5iGz0Y8BfwKuDkej+8I2oxQF/cwZWlrUQQBhZbeFhGRsMs1Q3EJkAR+Cvw0Ho+/MHJd2sOV6hbmIiJSfHKdNuqCtqcDF8ZisSNHrkt7uF4ZCh9IaMhDRETCLtcMxRx87cQ5wKeA82Ox2Mv42okb4vH4phHq354nrYZCRZkiIlIscspQxOPxdfF4/DJgLr4w8/+AfYDvAK/HYrE/j1gP9zRZaih0czAREQm7QU0bjcfjSeBPwJ9isdgMeqaOnhQ0+VAsFmsHfhmPx5fns6N7jPKK7i8rk349Ci29LSIiYTfkpbfj8fiGeDz+LWAefnGrPwLVwGeAJ2Ox2OO5HMfMvmpmt5rZSjNzZrZ6gPb7m9mdZrbTzJrN7J9mdsJg+m5mY81siZmtN7M2M3vBzC4ws8HeUTX/Kmu6v6xJtgMa8hARkfAb9tLb8XjcAX8B/hKLxabil94+Fzgsx0NcCezAT0Ud119DM5sPPAwkgO8B9fjajr+Z2cnOufsGejMzKwPuBQ4FlgArgJOBODAVWJxjv0dGVXX3lwooRESkWOTtXh4A8Xh8Mz5AuDIWi70jx93mO+dWApjZ80BNP22vwgcdhzvnlgf73AC8APzEzBY4F9xRq2/nAYuAzzrnlgTbrjOz24FLzOx659yaHPuef1W13V+mAgqtQyEiImE3Yrcvj8fjA2YLAFLBxEDMrBpfELo0FUwE+zcBvwD2wwcKA/kY0MKu9xq5BogCH8mlPyOmuieeqk1lKFRDISIiIZfrSpkfH8rB4/H4DUPZrw8HA+XAI1leezR4XgQs6+sAZhbBD8U85Zxry3h5GX7xrlyCkpFTlV5D4bvY1pnAOUcYSjxERESyyXXI41f4xa1yZUH7fAYUM4Ln9VleS22bOcAxxgOV2Y7hnGs3s+19HcPMzgfOv+CCC3Lr7VClZShqXAcASQedXUnKSkv62ktERKSgBlNDkcBPGf33CPVlIFXBc3uW19oy2gzlGKnjZD2Gc+5a4NpYLDaYwGrw0jIUY5I93Wzr6FJAISIioZVrQPEA8FbgfcAUfP3B7+PxeOawwUhqCZ7Ls7xWkdFmKMdIHWegY4ys9KJMlxZQdHYxphD9ERERyUGuK2UeD+wPfB+/Qub1wMZYLLYkFosdPIL9S7cheM42JJHalm04JN1OoDXbMcysHJiYwzFGVvqQR1fvgEJERCSsch7yiMfjrwJficViXwPei1//4QIgFovFngR+Dvw2Ho83j0hP4Tn8UMWbs7x2VPD8RH8HcM4lzewp4FAzK3fOpQ99vAkfYPV7jBFXUQVm4BwVyQ5KXBddVqKpoyIiEmqDnjYaj8cT8Xj89ng8fhIwH7/uxHTgWmBDLBbLdsEftmB66N3AcWZ2SGq7mdXg15Z4hbQZHmYWNbMFZrZXxqFuwddJnJ+x/fP4OpHf57/3gxCJQGX64la+MLOtQ/fzEBGR8BrWwlbxeHwNcGksFnsYn6GYCUwezDHM7Ez83UwJ9i0zs68H369xzt2Y1vyrwNuBe8zsh0ADPlMyEzglY1GrmfhVMB8Ajkvbfh3+rqlXm9ncoM27gPcDVzjnVg2m/yOiqgZamgA/dbS+pFJDHiIiEmpDDiiCm4N9InjMwc+Q+A1+Ce3BOBd4W8a2y4PnB4DugMI596qZHYO/y+l/A2XB+52Uy7LbwTE6zOwdwBXAR/F1E68BFwE/GWTfR0aV7uchIiLFZVABRSwWiwDvxg8xnBTs/xzwOeDGeDxeP9gOOOeOG2T7FfgajoHarcavh5HttTrgwuARPtVZAgqtlikiIiGW60qZ8/CZhHPw9RLNwK+B6+LxeJ8rU8oQKUMhIiJFJtcMxavB8xPAZcAtIzibQ6p71qLovp9Hp4oyRUQkvHINKAzoxGcnvgF8IxaLDbSPi8fjcwZqJFlkuZ9Hu4Y8REQkxAZTQxEFZo1URySNhjxERKTI5BRQxOPxEbvNuWShgEJERIqMAoUwSgsoahVQiIhIEVBAEUZZ7uehaaMiIhJmCijCKFtRpmZ5iIhIiCmgCKP0W5in7uWhIQ8REQkxBRRhVL1rhkIBhYiIhJkCijCqSrvbqOsg4pKqoRARkVBTQBFGkRKorOr+tjrZQbsyFCIiEmIKKMKqsvdaFBryEBGRMFNAEVYZdRQKKEREJMwUUIRVxuJW7Z1dJJ0rYIdERET6poAirLIsv92hLIWIiISUAoqwShvyqNby2yIiEnIKKMIqbXEr3c9DRETCTgFFWGVZfltrUYiISFgpoAirat3CXEREiocCirDKegtz3SBMRETCSQFFWGWZ5aEhDxERCSsFFGGVJaDQ8tsiIhJWCijCSnccFRGRIqKAIqw0bVRERIqIAoqwShvyqEp2YM7R0NJRwA6JiIj0ragCCjNbbGaun0dnDsdY2s/+R+yOz5GT0lIorwCgBEel62B7Y1uBOyUiIpJdaaE7MEh/AF7Nsv1g4GLg7hyPsw34QpbtK4fYr5FRVQPtPoioTbazvam9wB0SERHJrqgCCufcs8CzmdvN7OfBl7/M8VDNzrnf5K1jI6WqBnZuA/xMjx3KUIiISEgV1ZBHNmZWBZwGrAf+Ooj9ImY2xsxsxDo3XOlTR7va2KEMhYiIhFTRBxTAh4ExwPXOuVynQcwEmoB6oMnM/mBmC0aqg0NW3Xu1zJ1N7XQlkwXskIiISHajIaA4F3DA/+bYfhXwPeAc4ENAHDgZeMzMFva1k5mdb2ZPDLOvg5OxuJUDdjZppoeIiIRPUQcUZrY/cCzwD+fcqlz2cc6d45z7mnPud86525xzFwMnAjXA1f3sd61zbvfOAklbiyK1Wub2JtVRiIhI+BR1QIHPTgD8YjgHcc79E3gQON7MKofdq3zJcsdRTR0VEZEwKtqAwsxKgY8DO4A78nDI1UAJMD4Px8qPLPfzUGGmiIiEUdEGFMB7gKnAjc65fFxl9wUS+AAlHKp2vZ+HMhQiIhJGxRxQpIY7sq49YWbTzWxBMK00tW2smZVkaXsKcAxwr3MuPFfsjFkeADsalaEQEZHwKaqFrVLMbAZwErDMOfdcH82uAs4CjgeWBtuOB642s7vxq2ImgDcBZ+BXz/z8yPV6CCqz1FCoKFNEREKoKAMK4Gx8vcNgizFfAp4E3o0fLokC64CfAVc659bnsY/Dl6UoUxkKEREJo6IMKJxzVwJXDtDmbHzgkb5tBX7tieKQrYZCGQoREQmhYq6hGP2qe9ahqE22g3PUNXeQ6NJqmSIiEi4KKMIsWuYf+FuYVzh/d3ZNHRURkbBRQBF2VVlmemjYQ0REQkYBRdipMFNERIqAAoqwy7JapgozRUQkbBRQhF2vG4SlVstUhkJERMJFAUXYVVV3f1mrG4SJiEhIKaAIu5ox3V+O62oFYLtmeYiISMgooAi7ydO7v5zZWQfADmUoREQkZBRQhN20Wd1fzk7sBLQOhYiIhI8CirCbNrv7y1mdPqCob+mgI9FVqB6JiIjsQgFF2I2fBGXlAIxNtjEmqKPYqSyFiIiEiAKKsItEYGrasEeQpVBhpoiIhIkCimIwvSegSA17qDBTRETCRAFFMUiro0gVZipDISIiYaKAohhMyzLkoQyFiIiEiAKKYtBrpkcdoBuEiYhIuCigKAZTZ3Z/OT1RT9R16QZhIiISKgooikF5BUycAkAJjumd9cpQiIhIqCigKBa9VszcoQyFiIiEigKKYpFRR9HY2qnVMkVEJDQUUBSL9Kmj3WtRaNhDRETCQQFFscg2dVTDHiIiEhIKKIrF9IybhDmnDIWIiISGAopiMXYCVFQBUOM6GJ9sUYZCRERCQwFFsTCDaT3rUczu3MnmutYCdkhERKRH0QUUZub6eDQN4hjvMrOHzazZzHaY2a1mNm8k+50XGTM9Xt5YX8DOiIiI9CgtdAeG6J/AtRnbOnPZ0cw+ANwGPANcDIwFPg/8y8yOcM5tyGM/8ytjpsffN9bTlUxSEim6uFBEREaZYg0oVjrnfjPYncwsCiwBXgfe4pxrCrb/BXgSWAycn8d+5levmR47aO/sYvWWRuZPG1vATomIiBThkEeKmZWZWc0gd3sbMAP4RSqYAHDOLQeWAh8Jgo5wSp/pkagD4MX1dYXpi4iISJpiDSg+CLQAjWa2xcyWmFkuf6YvCp4fyfLao8AYYL889TH/pswA8z+yqYkGypIJViigEBGRECjGgGIZfmjig8BZwD+AC4F/5pCxmBE8r8/yWmrbzCyvYWbnm9kTg+5tPkXLYNJUwP/gZibqeEkBhYiIhEDRBRTOuSOdc993zt3pnLvBOXca8DVgIfC5AXavCp6zrQjVltEm832vdc4dMaRO51NaHcWszp28vq2J5rac6lFFRERGTNEFFH34f0AHcMoA7VqC5/Isr1VktAmntJkeczp34ICXNmj6qIiIFNaoCCicc53ABmDSAE1TU0KzDWuktmUbDgmPOft0f3lo2+sAvLh+Z6F6IyIiAoySgMLMKoBZwOYBmj4ePL85y2tHAQ3Ay3nsWv694bDuLw9o30R1sl11FCIiUnBFFVCY2cQ+Xrocv6bG3Wltp5vZAjNLr4l4ANgInJdewGlmhwDHAbcG2Y7wGjMO5u4LQAmOw1rX8uKGOpxzhe2XiIjs0YoqoAC+bmaPmNmVZvZpM/uSmf0D+BLwGH7RqpSrgBXAm1IbgmDhc8Bs/KyQmJn9N3APsBW4bHd9kGFZ2P2RWNS6hrrmDjbX674eIiJSOMUWUCzFD0ucBVwDfBOYgJ/lcZxzbsCrqnPuVuBU/EyP7wNfwS/lfYxzLtz1EykH9Uw2OaJtLTinBa5ERKSgimrpbefcH4E/5tj2bODsPl77E/CnvHVsd5u3H9SMgaYGJnY1s3fnNl5aX8dxB84YeF8REZERUGwZCgGIlPQqzlzUukYZChERKSgFFMVqYc+wx6LWNbyysZ7OrmQBOyQiInsyBRTF6sCegOIN7Rsp62xl1eaGAnZIRET2ZAooilXG9NFDW1/XsIeIiBSMAopidtCi7i8Xta5h+ertBeyMiIjsyRRQFLP0Ooq2NSx7eTMNLR0F7JCIiOypFFAUs3n7Q3UtABO7mpndtoWlL2wYYCcREZH8U0BRzCIlcGDP9NGjWlZxzzPrCtghERHZUymgKHZpy3B/oHE5W9Zt0mwPERHZ7RRQFLsj3gKTpwNQm2znnLqHufdZZSlERGT3UkBR7KJl8NFPd397ctO/WfvYkyS0yJWIiOxGCihGg4OPxB18ZPe3H99wL0+8srmAHRIRkT2NAopRwj56AYmSKAD7dWxh+5/vKHCPRERkT6KAYrSYPI2m497f/e1bX/wbDVu2FbBDIiKyJ1FAMYqM+8/T2VY+HvAFmp0//Bps3VTgXomIyJ5AAcVoUlbOyhM+1v3txK1r6LzsAnj8wQJ2SkRE9gSlhe6A5NfC95zMLc++yIfW308pSaIdrfDzK+HZZTB1JjTs9I/ODjjwcHjz26GyutDdFhGRIqeAYpSpLCvlxC9dxPevnc3HX/kDMxLBIleP3Ldr42ceg9uvh6PfDse/B2bM2b2dFRGRUUNDHqPQxNoKLvzMf/LjIz7N/VX79t+4vRXu/xN841Nw/dXQ1bV7OikiIqOKMhSjVE1FlG+c9TauvK2GB559lMNbX6clEuWAN+zNwQvnQ3MjLP0TbFjbs9O/7oH2NvjkV6CkpPcB29v8IloRxaAiIrIrBRSjWEW0hG98+Ai+Ey3hxyv8bA/bCIvf+gaOOnKqH+Z46Vm45w/w7GN+pycehIjBuV/2QcXWjXDnDbDsARgzDt78Djj2P2Da7KF3rKkR/vxbf+z3nw0z9hr2ZxURkcIy51yh+1BUYrGYA4jH44XuSs7aO7v4yo2PsmJ9HQDl0RJ+cNab2Xf6WN/AObjlp/CPu3p2WvQ2qB0LD/wZuhK7HnT+G+Dtp/p2Zrl35smH4Kaf+MJQgAlT4LKfdN+GXUREQqvfX/bKX+8ByqMlLP7IEUwbVwn4AOOy3z3Ohh3NvoEZfPQCn7FIefwBH2BkCyYAXvs3XPsduO670NY6cCfqd8BPr/CPVDABsGML/PoaH9SMdolOeOKfsHl9oXuy+zQ1wBUXQey9/rOLyKilDMUgFWOGImXt1kY+f/3DNLf7IMGAA2aN55gF0zh2wTQfcNz8E1+kmW6fN8AHzoHWFnjob354JL14c/pecMHXss8S2bEV/v5HePDPfv+UmrHQVN/z/ekXwvHvzt+HzZdkMn91I9d+B5YthdIonPlZOOY/8nPcsHLOT1lOBRJl5fD1JRriEile/WYoFFAMUjEHFADLV23jkpuX0ZXc9ec+b0otb5o/mfesuY9Jj/0FmzEH3ncWHHJk72GNhjq441fwz7/2bCsrh1PPgPGT/NcW8cMby+7fdebIsSfCh8+HO34N99/tt5VG4Ws/gtl75/ZBkl2wZSNUVsHYCYM6BznZvhl++X3YuBY+eC4cc+Lwjvfvp+DqS3pvO+nD8IGzR2+h67KlPohKN2seXHKN/zdSTB75Oyx/BE44FfY/uNC9ESkUBRT5VOwBBfig4paHXuXZNdvJElcAML7MePvh8zjzrftSUdZH7e6/7oWbfgwd7bm98bTZfmjlwMP8950d8O3PwbpVPa9//X+gorL/47z4jK/5WL/afz99L/9LfsHBcMChuddjJLt84JNZA/L6Srjm636YJuXMz8Lb3pXbcTMlEvCtWO8ZNSmHHg3nXjzwZy42ddv9VOSWpl1fO/7dPiOVq2TSD5ONGT/04Ku50f97Gzdx8Ps+/4T/9wC+UPkTX4Ijjx9aP0SK2+gJKMxsP+AM4ERgPlABvAbcClzjnGvO4RhLgbf18fIi59wT/e0/GgKKlPqWDh59eTMPrdjI06u209mV3KXN9PFVfP7dC3nj3EnZD7Jula+L6K8uYN8D4Z0fhIOP3PWCsPF1uPzCnqCkrBz2OdAHCPseBJOm+uLQaJkfPvn9dX4mSl9Ko3DEW/zFf58Ddw0WGurgmUfh6Ud81iAS8ReHE0712ZEXn4GffLP38EzKmRfB207J/r7OwXOPw4rlcNjRvu8p990Jv/2Z/7q80p+P59P+mc3eGy76JkyY3PuYnR0+C5RMwltPHt5f9YmE/7yPPwirX/arpJ78oZHJ7jgHP/oGPP+4/37iFF+fc9sve9pc8HU4/Njs+7e3wUvPwMoXYeVLsOolaG322Y1PfAn2mp97X1a+BH+7FZ76l+/X1Jn+sx94OCw4BMor+t+/oQ4WX9C77gd8YPz29+beD5HRYVQFFN8BPgPcBTwKdALHAx8GngWOcs71WyEYBBQHAl/I8vKfnXM7smzvNpoCinStHQmeXrWNZa9sYdmrW9je2DvrcMrhe3HuCQuorohm2bnZ111seh06OiDR4Z/HTfQX9vkH9P/mD90Dv7q6/zaV1f4Cm+js2VZW7i+26dvSTd8L5u7rg4O2Fv9X6rrV4HYNnADfzzWv9hyvsgomTu3JoMCuQUUy6VPhf7oF1r7qt5n5oaKTPwzNDXDJuf4cgR8+OfEDcNv/wj239xxn7Hi4cDHM299/v3k9/OxKeP01//2cfSF2qb8456qj3U8LfvphP/zU3Nj79bJyny046UNQO86f3x3boLHOZ4tqhjjz5sG/wA0/6vn+S9/1AeLPvu37AVBVA5/6qg/6Uhf1zRtg6d0+85UtswFQUgrvPQPe+aFd10pJcc4HbH/5Pbz8XN/9rKqB8y72gW42yST8zzd6B3/p3v0xeO+Zg5vl1Jf1q31xMsCHzusdkIZVexv8/U4/DfzAw/zPuDTL74fdzTn/GK1DiYU1qgKKI4BXnHP1GduvAL4GXOSc+/EAx1gKzHXOzR1KH0ZrQJHOOcd9z67nZ/e8QFNbzyyPiBlzJtew7/Sx7Dt9LONrysFB6l/QzAnVzJ82Zihv6GeU3PsH2LY5t32OPN5fnKtr4bUV/i/aZ5fB2tcG//7ZjJ0An7/CX8Cv/iqsfqXntUnT/JoctWN9f1NDL5ne+GZ/sXzsfv/91JnwzZ/1/NL951/hN0t6akyiZf4vcOf8BbktI0tSMxY+fYn/y7ov27f4TMmzy+DF5bkNR5WVQ0VV77/Co2U+cDrpg4MbJnjyIfjfH/gVWAHe8X447VP+6+ZG+NZnfB9TIhGYPd8Hby8+k/v77L0APvHFXddDaW2GG/7Hz1LKVBrdNfgsjcLnLocD3rhr+3v+AL+/tuf787/qL6CvrejZduTx8LFYbsNsTY1+aKs0Ywhx+2a46r/8MBH4YbhTT4dTToNIH0FTNp0d/mc4blLfwVa+rHwRfvn/emcmK6rgoMPhsGPg8Lfs2gfn4NF/+Czecaf4n2G+vbYC4t/ygeenLhn4jxkZrNETUPTFzBbiMxQ/d859eoC2S4G5wN5ADdDoBnES9oSAImV7YxtL/vw8j7yc40UeOHD2eD705vkcud8UIkP5y237ZnjpOXj5WVjzmv8F2Vjn/1oEPzzw0Qtgv4XZ91/9CvzzL/Do/T0XtXRm/q/iQ9/sL/j1O+Dvd8FTD/W8x7RZ8IVv++wE+L+Wr77EDxX0p6zcBxsb1mR//XOXw8JFvbe9+IwfMsrMHqSURn1GJRV0RCJw6pkwf4EfPqmo9Bei557wf0lvzFKnkTJhMhzxVpg9D+69I7fgK1rmh1ve9i6YMnPXi2FK3Xa/vsjTD/dsmzYLvvGT3kM1r/0bvnfxwEu8T54OhxwFe+8P8xZAV6cPVFa+2NOmpMQvtHbKab796pfh51f5BdPS27zpODjxP31/XnkeXngSHlvacwEvr4Avfqf3BW7tq/Dtz/dMm37nf8KHPun/Kv/pt3uGc8Bnlz72mexDOG0tfpbLv+6BV17wgerHYj1tG+vgO1/MPmS4/8F+1dqBArq67fCPu/3Kty1NPtu06K3+c88/ID8ZlJREJ9x1k8/+9JXpAz8z7JP/3ZNR6+yAG/8HHg7uKVQa9Z+tr2Gvodi+Ga74nD+n4AOcz13uhxjDzDlY9TJ0tPmfeT5/Xvm3RwQUJwN/Br7lnLtsgLZLgWPwwyWVQAvwN+AS59yL/ewK7FkBBfhsxQMvbOSWh15lzdZGcv3XMntiNacumsshcycye1LN0IKLlGSyp6hu/KTc/sO1tfpf+u3t/q/fyir/C2bSNJ9ZyLRzm/9l197mhyRqMjItLU3wi//Xs6JouvIKXyPwHx/wf6ne9ku4747ebQ4+Ej77zex93bzep9YzLyqTp/uMREe7v4hljuPnYtosH8Qcdqy/uKTSwM75uoK7ftOTYYlEev66Tb8op0Qivk9TZ/qLXHmFD2qSSbj/rt51J6kMT7ZZO2tfgwf+D179d+/sjpnv6wmnwhsO2zVl3dXlL2R3/6Z3QBKJwMFv8kFV+ropx5zoZx5lGybatgm++yX/cwc//HHx9/y/mycfgsf+AY1BInTOvvDVq3syS4mEvzj+657exzzsGDjoCP9vpaXJv8fyR7NniQ4/Fj7wCbjuqp7sV2nU14mkB65VNXD0O3xwMG//nn/7rc1+eO6Rv/sMWF/DfhOn+AB6xhz/mD7bn6+O9p7hycpqGDcBqsf0vLZuFax5xRcoN9T54Ly9zZ+v1DkD//Nf9BZ48Vn/edNV1cDZX/CB2k++5Wth0pn54tzj+qhLGoy2VvjuF31/05VX+KCirz9ANr0OD93r18N5x/t9ALs7vfKCnzGXGprbewF85Hy/cGC6pkb/O3DqjN3bv12N7oDCzEqAh4AjgIOccy8N0P56YAM+o9EFHAlcCHQAxzrnsg66mtn5wPkXXHDB4bDnBBTpWtoTvLapnpc31vPapgbaOoJf3mZ0JLp4euU2ElmmjdRUlLL/zPHsM20ME2rKGVtVxtiqcsZXlzFpTCU1FaVYuKPyHi1N/hdsY32QOemC/Q/ZNUh57H4/Jt7R7i8U3/yZvxD3pbnRBw0vLvffH34snPUFqApuLb9zm89krBwg5i2Nwv4LYeGb/GOgX0DJpA8eSqM+SCgp8cHGs8v8hTt9qCdXbz3ZD0dV1QzctrnRp6kbdvq/ziZPH3ifta/B737u60OyqaiCj3/WX4T7s/F1H1Q01ffdprzCZ1my/eyefhh+8+Pes4GGyiI+eHzjm+FPN/tH5u/mSdNg7n7+Yr95XfbF4LIN6+SqpNQP5dXv6MnW9Wf/g+Gc//L9cs5n5h75u68NSt+/sqp3sFlV07tG5tQzfL1RohM6O/0fDu1t/i/29jb/fbTM71dVDZU1/pip3xnJpP+/kcqOlZT6ICn1cy0rh898w5+7RMK/z0vP+iHHV57v6UckAu85Hd512sgPGa1+Bf54gx+ezOaIt8Jb3umD7hee9MGYc35W2Mc/l/2Pot1j1AcUS/ABwSXOuauGeIy3AEuBfzjn+l1taE/LUAzGtoY27ly2iv97ci0tHYmBdwhUREuYNKaCKWMrmTauihkTqpgxvppp46oYUxWlpiJKRbSkeIKOlI2v+1+wC4/IrcgukYDlD/sL4oGH75qJ6eyA+/4Ir73g/yJra/G/qEuj/pf7wkX+L7GBZi7kKjVz5f67fSZhx9b+20+d6afX9lfjkU8vPQt339S79mLOvr7WIde/5Na8At//SvZZPTVj4RP/1XfRJvgL462/6L0mS6aZc/0iZge/Cf56m18cLlPmtOQXn4Hrf9C73qQ/8w/wwzqHHOn/6l221Gda+ipuHY6ycr/Q3QmnZi98fDVYRXdHRt8jEfjIp3yg96NLBx5C7E/tOD+sMv8A/+8y/bYBZ33e/4X/g69A/RCyensv8LVMTQ0+y/ncE/7f/8Qp/mc5a55/rqrxgU5p1N//aPMGWLcyCPjW+yzdAYf6bNvcfaBuh/+5PHb/rpmUkhIfVOYSDI4dD+d80WfDdr/RG1CY2eXA14FrnXOfGuax7gfeAtT2N1NEAcXAmts6uffZdSxftZ1/r9tJfUvHsI9ZEjGqy0upKCulvDRCebSE8mgJ08dXMW/KGOZNrWXvKWMYV11WfIFHsWhvgy0b/C/L5gZoC/6KbGuFKdN9PUMhFqx6+Tl/kZ46yw9XRcsGt/8rL/gLXFuLDyIOO9oXFe5/cN81I5lefMZfKJJJf6GprvHDX3svgL326R0c/vspX3SbKkB+38f9jJFMXV3+uMuW+uGp1Ewh8BfnGXP8MMgxJ/qLa6ZEpx+b37Aa1q/x66Bs2eD3LSuHsuBi2Nzk6zBSxzfzweFe+/gAbdJUH+RWBENck6cPHLQ2N/rPmJrVU10Ln/5aT/FrWyv89HJ44akcTu4gpBcBb1rng8VUrUw2kYiv1Wms84HQSKms8p8583prBked4DMjFoHb/zf7tHiL7Fqzcvy70xZZM3/sliZ/7lOPtlaf+cqf0RlQmNli4DLgeuDcwRRW9nG864GzgZnOuQ19tVNAMTjOOTbubGHFup1s2NlCfUsHdc3t1Ld0sKOxna0NrbQnckiv5qiqvJTp46qYNq6SqeOrmFhTQW1llDGVZdRWRplYW8GUsRWUaEqZpKvfCXXbYNbeI5/uBh+cPf4gjBnrh6YGCoI7O+DfT/vhiJlzfD/zlYlK71NDnZ8uXFk9/OM55wOKdSvhLSf1FDmnJDr9ujL/usdn56JlEI36IKe8wgc95RUQLYfOdmhp7rlgZqtLOfBw+Oy3ev/8Nm+Aa6/yxcqlUf9aadQPGSw6Do5+u88kJLvgL7fCXTcOXDCcD9EyXxh+ykd9tiPdq//209B3bPYB6UFH+EzHayvg+qt7ik5zFf9jPgP90RdQmNllwGLgBuAc5/orN875mA/h6ylqnXNtfbVTQJFfzjma2hJsbWhlS30rG3a2sGFHMxt3trClvpWmtk6a2zrzGnSURKx7aKW8tISdze3sbG6nrslnUmZPqmHulBrmTK5lzuRa9ppUw6QxFcMrLBWR7Jwb3MyGZNIXU776b3+RXfOKz6ic9fnc6nb6s/plX3y96XVfU3TQEX4ocZ8DfcC5bpVfy2bzOh/UdHYE6+Mk/J2TZ82DWXP9dOZNr/sMzL+f8oGgRXyG5sjjfRZsKEFbQx38+ofwTJbi8L58/6ahrRCb3egKKMzsG8A3gRuBs/sKJsxsOjAWWOucawm2jQWanHNdGW1PAf4E/MU51+/6ygooCqMj0UVLe4K2zi7aO7voSCRpautk7bYmVm1uYPWWRlZtaaStc2T+uigvjTBrYg0zJ1YzdWwlU4LHuOoymtoS3VmXprZOKqKl1FSUUlMRpbayjDmTa5hYm+e/JkVkZCS7fL1DrjPKBuKcH96qrNp19thQj7dsqQ8qUrOaUkFZZbUfXko9asb4oCh/2azRE1CY2WeAHwNrgUuBzGBis3Pu3qDtr4CzgOOdc0uDbe8DrgbuBlYCCeBN+OW8dwDHOOf6rRRSQBFezjnqmjvYVNfCxp0tbKrzQyyNrZ00tnXS0NLBlvpWdjTleO+RPJo8poIFM8ez/4yxtHZ08fr2Jl7f1sSGHc1Ulpcyd3Itc6fUBlmRGvaaVEttZQhWHRQR6dFvQJFjxVFopFYF2gv4dZbXHwDu7Wf/l4AngXcDU4EosA74GXClc66fG1JI2JkZ42vKGV9TzgGzxvfZrrUjwcZgaCXR5RhXU8aE6nLG1ZST6EqyZmsTq7c0smZrI2u3NbFue/OwC0u3NrSxtWEj/1yx6/oO7YkOljdvZ/nq3sVj46vLmT2pmuryKA2tHdS3dNDQ0kEi6aipiAaPUiqiJSSdD6i6nMMwqspLqS4vpboiSlVZKRVlvoi1InjMmFDNnMk1lJX68eaupOPlDXUse3ULL62vY1x1OYfMncgb505k6riqYX12EdkzFFWGIgyUodgz1bd0sG57E+t3NLO1vo0tDa1sbWijvrmd2soyxlaVMa66jJqKKG2dXTQFWZGdTe28tqk+rzUg+RIxY+aEKqaNr+Kl9XU0tGafsjZtXCWzJtZQXhqhLFpCeWkJXUlHS0eC1uAxtrKMI/ebypv3m+qXZO9DU1snz63ZwbbGNvaaVMP8aWOoyXZ/GBEJo9Ez5BEGCihksLqSSVZtbmTF+jpWbm6gpiLK7EnVzA5qMprbEqza4utAVm/pyYpku/tr2BnwhtnjOWTuRMpLSygpMUojEbY1tvHM6u28tqmezLXPpo+vYs7kWiLmMyWJpMM5R3V5KbWVZdRWRKmuiNLakaChtYOGlk6a2jqpLCthQk05E2oqmFBbTnlpCWZgGGYQLY1QVVZKZXkplWU+k1MeLekOjCJmOOdIOkdX0lESiVASUeGtSD8UUOSTAgrZHbqSjs11Lby+vYmORJKxVWWMCTIhJSVGS1uCpjZ/YW3r7KIkYpj5C6lzflXT5vZOmtsStLQn6Eh0dRe0NrZ2smZbIxt3tPRaSn1CTTlHzJ/MofMmsa2xjeWrt/P82h20j1Cha6EZ9Pr80ZII+80Yy8K9JrBwzkT2nT4W5xwdiSSdiSSNbR2s3dbE2q1NrNnWxOa6Fkojke7hpLKSCC0dCV+z0+p/NjWVUaaMqWRysHDb5DEVTBpTyaQxFUyqrWB8TblmD0kxUUCRTwooZLRo60iwemsTm3a2MGuiv1Ns5qJgnV1JXtvUQENLB+2JLjo6u2hPJCmJGJVlpVSW+ZqMVzY18PCLm3h+7Y5+7/cSMZg/bSyzJ1azdpuvVcm2XPueoqYiyiFzJnDIvEm8ce5EKstKWbm5gZWbG1i1pZGGlg7MjEjEiJgPeqrLo1RXlFJd7mtoaoM1Vmorfb2MgyDz4t9jTGWU8TXl3fUyIsOggCKfFFCI9K2uuZ3HXtnCxp0twfBFkq4uR3m0hDfMGs/CORN61Ux0diVZs6WRjTtbMIPSkkh3tqWprTP4a7+D5vYEldESaqvKGFPpC1Jb2hPsaGpnZ1M7O5rb6Uwkcc51X1A7EklaO3yGprWji7bOBB2JZHdQlBIxX08y2gOb6vJSxleXU1MZpbq8lKogMCkvLaG0xCgtiVAa8VmWuuZ26pp9IXBFtISZE6uZNaGamROrGVtVRqLLkehKkkgmqSwrZd6UWsZVF2CVVNndRtUsDxEJsXHV5bzzjbNzbh8tibDP9LHsM3333uwo9Rd8xOjOyuxsauf513fw/NodPLtmB5t2thAtjRAtjVBWGqEiWsrMYHbMXpNqmDmhGgc9a6N0dlFVXhpkC8qoKi+loaWDrQ1tbKlvZWtDK9sa29jW4B+bg4Xbdpfm9gTN7bnfYyfdv9cNfE+M8dXlzJtay8Taip4VcZs76EgkmTbeF/bOnljN5DGVNLcnumctNbR2BEFfanguyfiacqaPr2LG+Comj6lkR1M7r29rYu02XxhdEjF/k8HqMsZVlTN5TAUzJlQzM3hMqNVQUiEoQzFIylCISD4453h9WxPLV/spw8+t2U5X0jFv6hj2nlrL3lPHMHVsFQ5HMulwzi/w1tyeoLmtk6a2BI1tHTQF9RqNrZ00tyeIpA2ROOdnKO1sbqdrlGdgMkWCjFdpSYRokPmKlkQoKTGqykqZMaEn6zKuupy65nZ2NLWzvbGNto4uZkyoZu6UGuZNGcPkMX5hqPZEkpb2Tlo7fF2RQXftUllphPJSX09TEjGa2hLdgeTWhjZKIsaEYFr7+Gr/HC0Z+BYAqeDXgkxagSlDISISNmbGXpNr2WtyLacumjui75V0jsZWP405Vazb3O4DkM5EMhi+8MMYFWUljKsqZ1y1LwJuakuwfoefebR+RzOtHV1+iCQSoTRi1LV0sGpLY+iKd5MOP8TVx5TtVzc15HysstIIiS4/IygXEWOX2UzZjK0qY2JtBRNrfXBR39LR/WhtT5BMq4UpjRhzJtcyf9oYn9WbNoa5k2upzjLtemdTO6u2NFLf0s7xB83M+XMOlwIKEZFRLmLBEEHVIO/EGjhs70n9vt6VdGza2cLKLQ00tXUG67KUM66qjJKIsX5HC+u2+6BkR1N7cMO+KGOryqitLAtqOvwU32hJhG0NbWzc2cyGnS1srW9lbHU5e03yQ02zJ/n7daQuvDub2tlc18L6Hc2s3+Gf8z2U1FdQ0pdck0Gpz7By88BtE0nHa5sbeG1zA/c8s657++QxFcyZXMuUsZVs2NnM6i2N1DX7hfiqyko57sAZu+0OzAooRERkWEoixsyJfvggm6njqgYMStLtPXXge15MGVvZ52up9UU6U8WjXcnuQtLOriT1LR1BANLM+u3NNLR2ML66nAm1FUysKaesNMLr25u77xGUClDKSiPds5tSF+nUkERnIkl7p5+enXS+EHlK93ThSpLO+RsRNvmhlbrm9pwDj8wpzun8KrzZ72fZ0pFgc30r03bTarcKKEREZFQxM0rMKIkA0V2ny84GDtprQk7Hcs6vCutnw+RW85BIOkqD2Up96Uo66pp9zca2xja6kq47izS2yhf1lkQi3YXDTW2dvLapgdc21fPqJj+1+PVtTVlnJ5VHS5g3xd8fqN953HmmgEJERKQPZkZ1ee7Lw5sZ0ZKBhxhKIhbUT1SwXw7HramIcsjciRwyt+dW5ImuJBt2NLN6axNbG3wmYt6UWqaNrypIAacCChERkSJUWhLpLuwNg4HzNyIiIiIDUEAhIiIiw6aAQkRERIZNAYWIiIgMmwIKERERGTYFFCIiIjJsCihERERk2BRQiIiIyLApoBAREZFhU0AhIiIiw6aAQkRERIZN9/IYolgsVuguiIiI7E4uHo/3edcxZShERERk2My53XizdOmTmT3hnDui0P0odjqP+aHzmB86j/mh85gfI30elaEQERGRYVNAISIiIsOmgCI8ri10B0YJncf80HnMD53H/NB5zI8RPY+qoRAREZFhU4ZCREREhk0BhYiIiAybAooCMbOImX3BzF40szYze93MfmBm1YXuWxiZ2X5m9i0ze9TMtppZo5ktN7OvZTtnZra/md1pZjvNrNnM/mlmJxSi72FmZlVmtsrMnJn9OMvrOo99MLMJZvZ9M3s1+D+81czuN7O3ZLTTOeyDmdWY2SVm9lzwf3qbmT1sZmebmWW03ePPo5l91cxuNbOVwf/Z1QO0z/mc5eOapJUyC+eHwGeBO4AfAAcE3x9qZu9wziUL2bkQ+gTwGeAu4CagEzgeuAL4sJkd5ZxrBTCz+cDDQAL4HlAPfBL4m5md7Jy7rwD9D6tvAZOyvaDz2DczmwMsBWqAXwIvA2OBg4GZae10DvtgZhHgL8DRwK+BJUAV8FHgevzvxK8EbXUevSuBHcBTwLj+Gg7hnA3/muSc02M3P4ADgSRwe8b2iwAHfKzQfQzbAzgCGJtl+xXBObswbdvvgS7gjWnbaoA1wEsExch7+gM4LPhl81/BOfxxxus6j32fu38CrwPTB2inc9j3uXlz8O/uhxnby4CVQJ3O4y7nbO+0r58HVvfTNudzlq9rkoY8CuOjgAHXZGy/DmgBztjdHQo759wTzrn6LC/9Lng+CCBIz50KLHXOLU/bvwn4BbAfsGhkext+ZlaC//f2V+APWV7XeeyDmb0VOBb4nnNuo5lFzawqSzudw/6NCZ43pG90znUA24Bm0HlM55xbmUu7IZyzvFyTFFAUxiJ8NLgsfaNzrg1Yzh7ynyNPZgXPm4Png4Fy4JEsbR8NnnV+4QvAAuDCPl7Xeezbu4LntWZ2N9AKNJvZy2aW/otX57B/y4A64Mtm9iEz2ysY878KOBxYHLTTeRy8wZ6zvFyTFFAUxgxgm3OuPctr64FJZla2m/tUdIK/sr+BT9vfHGyeETyvz7JLatvMLK/tMcxsHvBN4FvOudV9NNN57Nv+wfN1wATgLOBcoAO40czOCV7XOeyHc24n/q/oHfj0/BrgRXyt1H86564Lmuo8Dt5gz1lerkkqyiyMKiDbDw6gLa1Nx+7pTtG6BjgKuMQ591KwLZV6znZ+2zLa7Kl+CqwCru6njc5j32qD50bg+CBFj5ndgR/7v9LMfo3OYS6a8LUAd+ELCCfgA4qbzey9zrl70XkcisGes7xckxRQFEYLMKWP1yrS2kgfzOxyfLr+WufcVWkvpc5beZbd9vhzG6TkTwTe6pzr7KepzmPfWoPnW1LBBPi/uM3sLuDj+CyGzmE/zGwhPoj4gnPuZ2nbb8EHGdcFMxV0HgdvsOcsL9ckDXkUxgZ8CinbD3smPvWk7EQfzGwx8HX81LJPZ7ycKvDKlgJNbcuWBhz1gn9vVwN/BjaZ2T5mtg8wJ2gyNtg2Dp3H/qwLnjdleW1j8DwencOBfAF/sbo1faNzrgX4P/y/y7noPA7FYM9ZXq5JCigK43H8uX9T+kYzqwDeCDxRgD4VBTO7DLgMuAE4zwVzm9I8h0/dvTnL7kcFz3vq+a0EJgOnAK+kPZYGr58RfH8eOo/9SRWuzcryWmrbFnQOB5K6sJVkea007VnncfAGe87yc00q9LzaPfEBLKT/Ob9nFLqPYXzgCzAdPpiI9NPuVvz860PStqXmX7/MHjJnPct5iQIfzPK4IDivfwm+30/nsd/zOB5owGcqatK2T8fXBLyctk3nsO/z+MPg392XM7aPw//FvAMo1Xns8/wNtA5FzucsX9ck3W20QMxsCb4G4A58Cjq1Ktm/gBOcVsrsxcw+A/wYWAtciv/Hn26z8wVcBGn8ZfjVNH+I/+X/Sfx/mlOcc3/bXf0uBmY2F1+k+RPn3IVp23Ue+2Bm5wM/B14A/he/GNMF+KDi3c65e4J2Ood9CFYbfQofoN2E/903AX9+5gKfcc7Fg7Y6j4CZnUnPEOVF+H93Pwi+X+OcuzGt7aDOWV6uSYWOsvbUBz7N90X8imXt+PGsq0n7i0ePXufrV/hIua/H0oz2BwB/xM9zbwEeAt5R6M8Rxgf+l/cuK2XqPA543j6An9PfjJ/xcQ9wjM7hoM7hfPyy2+uCC18D8CDwAZ3HrOdraa6/Awd7zvJxTVKGQkRERIZNRZkiIiIybAooREREZNgUUIiIiMiwKaAQERGRYVNAISIiIsOmgEJERESGTQGFiIiIDJvuNioie6xYLLYYf2+Y4+Px+NLC9kakuCmgEJEhi8ViuayMp4u1yB5AAYWI5MM3+3lt9e7qhIgUjgIKERm2eDy+uNB9EJHCUkAhIrtNes0C/q6JnwcW4G+u9Sfgkng8vinLfvvi7zL7dmAysA24D7g8Ho+/kqV9Cf7OimcCB+Hvyrgef3Ol7/axzweBLwft2/A3+/piPB5fP4yPLLLH0CwPESmELwA/A54BrsHf4fAc4OFYLDY5vWEsFlsEPAGcATwOfB9/l8/TgSdisdgRGe3LgL8CPwVmAzcD/wM8CbwfOCZLf2LAb/DDMz8Bngc+AtwXi8XKh/thRfYEylCIyLAFmYds2uLx+HeybD8ZODIejz+ddowf4jMW3wHODbYZcAMwBjgjHo/flNb+I8Bvgd/EYrE3xOPxZPDSYuAdwN3Ah+LxeHvaPuXBsTKdBCyKx+PPpbW9Gfgo8F7g9319dhHxlKEQkXy4rI/Hf/fR/sb0YCKwGKgHPpaWFTgaPyTySHowARCPx38HPATsDxwL3UMdMaAV+HR6MBHs0x6Px7dm6c//pAcTgeuC5zf18RlEJI0yFCIybPF43Aa5ywNZjlEfi8WWA28DDgCWA4cFL/+jj+P8Ax9MHAo8iA8+xgKPxePxDYPozxNZtr0ePI8fxHFE9ljKUIhIIWzuY3uqIHNsxvPGPtqnto/LeB5sIWVdlm2J4LlkkMcS2SMpoBCRQpjax/ZpwXN9xvO0LG0Bpme0qwueZw65ZyIyJAooRKQQ3pa5IRaLjQXeiJ+yuSLYnKqzOK6P46S2PxU8v4gPKg6OxWIzht9NEcmVAgoRKYQzY7HYoRnbFuOHOG5JK6b8F35K6bHBOhHdgu/fCryML84kHo93AXGgEvhZ5pTPWCxWljktVUTyQ0WZIjJs/UwbBbgzHo8vz9j2F+BfsVjs9/g6iGODx2rSZobE43EXi8XOAu4FfheLxf6Iz0LsD7wPvyDWx9OmjIJfBvxI4D3Ay7FY7E9Bu9nAicDFwK+G8DFFpB8KKEQkHy7r57XV+Bkb6X4I3IFfd+IjQBP+In9JPB7fkt4wHo8/Fixu9XX8+hLvwa+UeQt+pcyXMtp3xGKxk4BPAx8HzgIM2BC850OD/XAiMjBzLpebBYqIDJ9uFy4yeqmGQkRERIZNAYWIiIgMmwIKERERGTbVUIiIiMiwKUMhIiIiw6aAQkRERIZNAYWIiIgMmwIKERERGTYFFCIiIjJsCihERERk2P4/tLXtYGpkQ+YAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -1069,7 +1101,19 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -1083,7 +1127,7 @@ "source": [ "pwk.plot_history(history, plot={'MSE' :['mse', 'val_mse'],\n", " 'MAE' :['mae', 'val_mae'],\n", - " 'LOSS':['loss','val_loss']})" + " 'LOSS':['loss','val_loss']}, save_as='01-history')" ] }, { @@ -1149,9 +1193,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "x_test / loss : 10.5732\n", - "x_test / mae : 2.2805\n", - "x_test / mse : 10.5732\n" + "x_test / loss : 11.3523\n", + "x_test / mae : 2.2606\n", + "x_test / mse : 11.3523\n" ] } ], @@ -1193,7 +1237,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Prediction : 9.75 K$ Reality : 10.40 K$\n" + "Prediction : 9.11 K$ Reality : 10.40 K$\n" ] } ], @@ -1211,8 +1255,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "End time is : Tuesday 15 December 2020, 22:05:26\n", - "Duration is : 00:00:11 601ms\n", + "End time is : Wednesday 16 December 2020, 21:13:59\n", + "Duration is : 00:00:11 697ms\n", "This notebook ends here\n" ] } diff --git a/GTSRB/01-Preparation-of-data.ipynb b/GTSRB/01-Preparation-of-data.ipynb index a9a62b8594f47b767bf94ef4b1383b04b32c2db6..1b0a427c6eed13ef8969998ac7e0e9c1097834d9 100644 --- a/GTSRB/01-Preparation-of-data.ipynb +++ b/GTSRB/01-Preparation-of-data.ipynb @@ -81,6 +81,12 @@ " margin-bottom:0;\n", "}\n", "\n", + "div .comment{\n", + " font-size:0.8em;\n", + " color:#696969;\n", + "}\n", + "\n", + "\n", "\n", "</style>\n", "\n" @@ -92,18 +98,32 @@ "metadata": {}, "output_type": "display_data" }, + { + "data": { + "text/markdown": [ + "**FIDLE 2020 - Practical Work Module**" + ], + "text/plain": [ + "<IPython.core.display.Markdown object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "name": "stdout", "output_type": "stream", "text": [ - "\n", - "FIDLE 2020 - Practical Work Module\n", - "Version : 0.57 DEV\n", - "Run time : Wednesday 16 September 2020, 16:00:46\n", + "Version : 0.6.1 DEV\n", + "Notebook id : GTS1\n", + "Run time : Thursday 17 December 2020, 14:58:51\n", "TensorFlow version : 2.0.0\n", "Keras version : 2.2.4-tf\n", - "Current place : Fidle at HOME\n", - "Datasets dir : /home/pjluc/datasets\n" + "Datasets dir : /home/pjluc/datasets/fidle\n", + "Running mode : full\n", + "Update keras cache : False\n", + "Save figs : True\n", + "Path figs : ./run/figs\n" ] } ], @@ -125,9 +145,9 @@ "from importlib import reload\n", "\n", "sys.path.append('..')\n", - "import fidle.pwk as ooo\n", + "import fidle.pwk as pwk\n", "\n", - "place, datasets_dir = ooo.init()" + "datasets_dir = pwk.init('GTS1')" ] }, { @@ -136,13 +156,13 @@ "source": [ "## Step 2 - Read the dataset\n", "Description is available there : http://benchmark.ini.rub.de/?section=gtsrb&subsection=dataset\n", - " - Each directory contains one CSV file with annotations (\"GT-<ClassID>.csv\") and the training images\n", - " - First line is fieldnames: Filename;Width;Height;Roi.X1;Roi.Y1;Roi.X2;Roi.Y2;ClassId \n", + " - Each directory contains one CSV file with annotations : `GT-<ClassID>.csv` and the training images\n", + " - First line is fieldnames: `Filename ; Width ; Height ; Roi.X1 ; Roi.Y1 ; Roi.X2 ; Roi.Y2 ; ClassId`\n", " \n", "### 2.1 - Understanding the dataset\n", - "The original dataset is in : **\\<dataset_dir\\>/origine.** \n", - "There is 3 subsets : **Train**, **Test** and **Meta**. \n", - "Each subset have an **csv file** and a **subdir**.\n", + "The original dataset is in : **\\<dataset_dir\\>/GTSRB/origine.** \n", + "There is 3 subsets : **Train**, **Test** and **Meta.** \n", + "Each subset have an **csv file** and a **subdir.**\n", " " ] }, @@ -325,7 +345,7 @@ "metadata": {}, "source": [ "### 2.2 - Usefull functions\n", - "A nice function to read a subset..." + "A nice function to read a subset :" ] }, { @@ -361,7 +381,7 @@ " for filename in filenames:\n", " image=io.imread(f'{path}/{filename}')\n", " x.append(image)\n", - " ooo.update_progress(name,len(x),len(filenames))\n", + " pwk.update_progress(name,len(x),len(filenames))\n", " \n", " # ---- Return\n", " #\n", @@ -374,9 +394,9 @@ "source": [ "### 2.2 - Read the data\n", "We will read the following datasets:\n", - " - **x_train, y_train** : Learning data\n", - " - **x_test, y_test** : Validation or test data\n", - " - x_meta, y_meta : Illustration data\n", + " - **Train** subset, for learning data as : `x_train, y_train`\n", + " - **Test** subset, for validation data as : `x_test, y_test`\n", + " - **Meta** subset, for visualisation as : `x_meta, y_meta`\n", " \n", "The learning data will be randomly mixted and the illustration data (Meta) sorted. \n", "Will take about 1'30s on HPC." @@ -394,8 +414,8 @@ "Train.csv [########################################] 100.0% of 39209\n", "Test.csv [########################################] 100.0% of 12630\n", "Meta.csv [########################################] 100.0% of 43\n", - "CPU times: user 15.7 s, sys: 35.3 s, total: 51 s\n", - "Wall time: 51 s\n" + "CPU times: user 13.3 s, sys: 753 ms, total: 14 s\n", + "Wall time: 14 s\n" ] } ], @@ -410,7 +430,7 @@ " \n", "# ---- Shuffle train set\n", "\n", - "x_train, y_train = ooo.shuffle_np_dataset(x_train, y_train)\n", + "x_train, y_train = pwk.shuffle_np_dataset(x_train, y_train)\n", "\n", "# ---- Sort Meta\n", "\n", @@ -482,6 +502,18 @@ "y_test shape : (12630,)\n" ] }, + { + "data": { + "text/html": [ + "<div class=\"comment\">Saved: ./run/figs/GTS1-01-stats-sizes</div>" + ], + "text/plain": [ + "<IPython.core.display.HTML object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", @@ -554,45 +634,44 @@ "plt.figure(figsize=(16,6))\n", "plt.hist([train_size,test_size], bins=100)\n", "plt.gca().set(title='Sizes in Kpixels - Train=[{:5.2f}, {:5.2f}]'.format(min(train_size),max(train_size)), \n", - " ylabel='Population',\n", - " xlim=[0,30])\n", + " ylabel='Population', xlim=[0,30])\n", "plt.legend(['Train','Test'])\n", + "pwk.save_fig('01-stats-sizes')\n", "plt.show()\n", "\n", "# ------ Statistics / ratio lx/ly\n", "plt.figure(figsize=(16,6))\n", "plt.hist([train_ratio,test_ratio], bins=100)\n", "plt.gca().set(title='Ratio lx/ly - Train=[{:5.2f}, {:5.2f}]'.format(min(train_ratio),max(train_ratio)), \n", - " ylabel='Population',\n", - " xlim=[0.8,1.2])\n", + " ylabel='Population', xlim=[0.8,1.2])\n", "plt.legend(['Train','Test'])\n", + "pwk.save_fig('02-stats-ratios')\n", "plt.show()\n", "\n", "# ------ Statistics / lx\n", "plt.figure(figsize=(16,6))\n", "plt.hist([train_lx,test_lx], bins=100)\n", "plt.gca().set(title='Images lx - Train=[{:5.2f}, {:5.2f}]'.format(min(train_lx),max(train_lx)), \n", - " ylabel='Population',\n", - " xlim=[20,150])\n", + " ylabel='Population', xlim=[20,150])\n", "plt.legend(['Train','Test'])\n", + "pwk.save_fig('03-stats-lx')\n", "plt.show()\n", "\n", "# ------ Statistics / ly\n", "plt.figure(figsize=(16,6))\n", "plt.hist([train_ly,test_ly], bins=100)\n", "plt.gca().set(title='Images ly - Train=[{:5.2f}, {:5.2f}]'.format(min(train_ly),max(train_ly)), \n", - " ylabel='Population',\n", - " xlim=[20,150])\n", + " ylabel='Population', xlim=[20,150])\n", "plt.legend(['Train','Test'])\n", + "pwk.save_fig('04-stats-ly')\n", "plt.show()\n", "\n", "# ------ Statistics / classId\n", "plt.figure(figsize=(16,6))\n", "plt.hist([y_train,y_test], bins=43)\n", - "plt.gca().set(title='ClassesId', \n", - " ylabel='Population',\n", - " xlim=[0,43])\n", + "plt.gca().set(title='ClassesId', ylabel='Population', xlim=[0,43])\n", "plt.legend(['Train','Test'])\n", + "pwk.save_fig('05-stats-classes')\n", "plt.show()" ] }, @@ -609,6 +688,18 @@ "execution_count": 7, "metadata": {}, "outputs": [ + { + "data": { + "text/html": [ + "<div class=\"comment\">Saved: ./run/figs/GTS1-06-meta-signs</div>" + ], + "text/plain": [ + "<IPython.core.display.HTML object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "data": { "image/png": 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\n", @@ -621,8 +712,8 @@ } ], "source": [ - "ooo.plot_images(x_meta,y_meta, range(43), columns=8, x_size=2, y_size=2, \n", - " colorbar=False, y_pred=None, cm='binary')" + "pwk.plot_images(x_meta,y_meta, range(43), columns=8, x_size=2, y_size=2, \n", + " colorbar=False, y_pred=None, cm='binary', save_as='06-meta-signs')" ] }, { @@ -639,7 +730,19 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 1152x676.8 with 32 Axes>" ] @@ -652,7 +755,8 @@ "# ---- Get and show few images\n", "\n", "samples = [ random.randint(0,len(x_train)-1) for i in range(32)]\n", - "ooo.plot_images(x_train,y_train, samples, columns=8, x_size=2, y_size=2, colorbar=False, y_pred=None, cm='binary')\n" + "pwk.plot_images(x_train,y_train, samples, columns=8, x_size=2, y_size=2, \n", + " colorbar=False, y_pred=None, cm='binary', save_as='07-real-signs')\n" ] }, { @@ -671,7 +775,7 @@ "See : [Local histogram equalization](https://scikit-image.org/docs/dev/api/skimage.filters.rank.html#skimage.filters.rank.equalize) \n", "See : [Histogram equalization](https://scikit-image.org/docs/dev/api/skimage.exposure.html#skimage.exposure.equalize_hist) \n", "\n", - "### 6.1 - Enhancement cook" + "### 6.1 - Enhancement cooking" ] }, { @@ -733,7 +837,7 @@ " \n", " # ---- Add image in list of list\n", " out.append(img)\n", - " ooo.update_progress('Enhancement: ',len(out),len(images))\n", + " pwk.update_progress('Enhancement: ',len(out),len(images))\n", "\n", " # ---- Reshape images\n", " # (-1, width,height,1) for L\n", @@ -771,7 +875,7 @@ { "data": { "text/markdown": [ - "#### EXPECTED" + "<br>**EXPECTED**" ], "text/plain": [ "<IPython.core.display.Markdown object>" @@ -782,9 +886,21 @@ }, { "data": { - "image/png": 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\n", + "text/plain": [ + "<Figure size 864x97.2 with 12 Axes>" ] }, "metadata": {}, @@ -793,7 +909,7 @@ { "data": { "text/markdown": [ - "#### ORIGINAL" + "<br>**ORIGINAL**" ], "text/plain": [ "<IPython.core.display.Markdown object>" @@ -804,9 +920,21 @@ }, { "data": { - "image/png": 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RFUh25lESMSnEJHSKGBVQaUC8IhlHDJeElZBUizY71CSsdChlsM4RfMCoRGUGSB27E8vNFlR3TOdXrIeOIfaIeCQqrKuJ0aNSxFAC+5CIkpAYkZAgfbCDtl8vQGsEoR80wa9RRFJas1oe8+TRQ0JQrM89+IiEgKQAWlB4rEo4ralcjTYu7x+dg9WMYsaMKhaHnyQnEqIUCUUqtF0l2TGNP7OxEtgmUe9JKt+vfevLxzx88FXsjYaFuc3puxek5UOUWoME5vM5L730US6bOWf9QLh/n9vzCV2/YrE4RteW3kv5bAklgqZcn9YlZxIm1jHb2SVYR4hgjMLaRNO0oGo6HxAfkKFD6YRtarS2eO+J3kMKSIpICvzEH//xD/QsKYDEBi3myhlvVscViFy+W5LBEX1mkwlu/jk68TFogzGhL8+nONXs9dMmz3xPKivqPcHGVpcVQCkDVpX0t3x6P2CTw9UTJs0+pyf3OLp8B798wrA6wznLznTGEFaso8fHgI4JrUy5So1SmsrmRC/ImPwKKiS0saAErcAaizJVvmOhwxmFcy2Ihio/6673xCQf4JzJwE0I431TKKOIKe+TgKJymjTkyiERjKiS/OWUwRjBh/y1QRReoJYMxtUKagWDUgwCMQlUIF6wCgK5lSCNeIFWaAdE4eadKaJfZb3+HU4WRwQDLe8/cfyDYkqpfM6VPZPBlww25v74tGGbCDlR1JJQ6AIGCAmNKIVVGd5JjLtXkCSbvSZJ0EqjUKQYSVqhtc6xG4DO+3qMe1TZk1EEVMrn6bZbURRBO3qlGKLCpgTJoyJobagcVJVG8FCAFi+agEb5iKzXVCoDnMOwJoSBJIkhBvqYk2MDVNZRKcFIYtJM6OgYVpegwBnLeKokFEEpfIrgE1Vd51PLaCZtTWR7gHH5zSc8OA7M+89x5/UJ6dFbWCyvzmteff6T7LiP8Pbbf4/v6QlfP4UXnrvNra7hTrvHENcshgVvXRhe+9Cf46Of+CR9epdvfuvzvPbRW9S1Q9JjJERWJ2/ytbef8mL/End2foDnn9foxZKjiynVnlA3DqsB7nDQ3uagvk/dTpn0CR8iPgpR+L5Jxz9vI6AnpZVo/Nr43Wd9xbOp37io81cFKb9TUsni65XSFHrZ1c+MPkkEXUA1ozS6PKGRjaSuXo2N//kAQDiYHMuTE9VaOdIQUNoTw8C676mVRsWEj4rd+Q7N1HN6dsTJ0Zr5zi1mM4sU7YmYSnInYCtH33esV2u8XwERa/LezQmvRkm8ugRUjnMKoKELKGRECMFDSpjv4xO3ThwntUIrIQ49CiHElNHSBESPpBXdSjGZOiY7N6jqFmUb2nqH6dSg40OWT08JK0c7myDrnhgA4wgi6EpjNSRvaN0utbasV6ckNCGBKFMoLJooYBWIEhQa51oaUxG6DqMspEActqPnKPIDCZtgJC9Ka12mt6Vcrg6ZzwdsMO8S0+RFaJUCyQ8lpgzzmRLQGaXw/UDSEDUErQkFCciBLMQ+l7JjeX5iDEoNEOMGFfQx5kN3C/viVz5b6AAZ59cojNK5R04bUgr4OLB/cJNXP/RJprNbXCwWPLj/PY7vv00T1rxwa8qN23PWg+fRk0vOl4EuCF402SUIQqIyitqUAMhqRCWsjkysYuos1liSNZkPqPI9NKZiCJp+CITkGfyK51/41FbXqFvHo/WK47MTnp5dkLQhxoiIZwjZKZri1BSKKAmtdP4MIvQ+0CFUVtjRljYaVKdprLA7g3o+4+DWR7nzwoeJcsqj46fszxwPHz3k6N597r31Dt97+0265KluT1nqU0zs2B9WNIMn+sDQD/jg89qx2wV0ShKSVA4wjUIbQ4wDUSJa1/laYiCJylQvB5JWJG+JBDrWRL/CVVNqp0hJSEYRRTFrLc72+OipTU/wZ4g/o+sXrLtFBi0kkILgVJ2rCZKTRU2+p6t1RyQfSikpjPkAjHiJuYdTQQiJZfBoJfns8Z7L8zWSFClaYtIYZdDOohC0UljlqIzDal18hmwqqilFYvTEGIqzIoM7SqGsQ2m7STKS5NcTNKh0lUDK+HpXwMM21gNrbZgYg9EWpRzPUmNyUSeiJSflsbhGStimtcbYRAwREfIzL4mvKpU6kWecJ7kiMAJPRun3OOMYY8Ejckhnq5qUEiH4XHnaMhgY3c5VlfG9jkiVSoVcefH3JI/5h+TqVSQ7/Fw1ebaGXcKIjYcf65dqk2yVN9y8VNoED2qDQW55jAKlmqL11ZksQPD5BWMGoPpBCMsVcThmEZ5y2i0ZvMfYCclUBMliVFGN1ct8Flul0YUylas8kRQjXiAGYS0B5yh+KWGcxRgwOjGftBjVoFH0Oif+3RA32PxWVtaiU5aQhODz10QJQQldnym2LlqczdV5H4XodAbiBkVSMCTFMghf+ubv8Obn/hGT4ZKXb8z4kY/+D3jujR9lhdArybxW7zGFRiWFCaGtycmnTxAjzjju3IaLs1s88ZqnXeIgPN768j724Zez/2PcP4KY7MOsUtk/xEgSkFLdzXFBREmCKKANICQiogtwEVPxZ7YwJ7KFEEFUybXyus77OxLIwLPSGkkaoxRK5f06AilaK9787oP3fX0WcjU3kV+/BMupBOuqnHGqXOuzQY0giGZzboYYMORSYikgo8peGunH2pR4R+U4Z0wOk+T3UiRiJL/35raURHUEfbYw0ZqoHR5NiganErM2odMaksWqgEo9YgMeQUVFwpCUQscEKaJVQiQSguAjhJhAC642IIKOgsagUk6U+yEhYrGuRkIgxoBzNj9rpYgpElPAWYPRkEIixBKgm+1Hp/+Db94jLoWX+Arffdxx9/YO83rKN7/5Ft2k4d5vvsu0PeDi4gz3+CE0e1TmJvfu3ce+cJN9J9w6XbF75zZEx/1f/BV+7hc+w4//mYbX7r7A6vgrHJ8c8/DxIx4eD3zjC+c8d2OftjrgYnWf79Qv8NGHO/zpP3yfX/uH/4y/+fgtVr/wK7y4/xx7ATrvWQ89Q/HZWm17jc889LK/rmrez8TXZb+UHyzfy2d4Kr8zMk3G9DPzWMg+scR3GXQc37pAdeWcey/HhbIvfrd/3/4cjTFSYbDW5KKEwKSq6DvPKiW8hjh0KFdnX2YU0+mUFNccPT5Dx1yt1kbTNBVGJ4L35QxRGAk0TpNqR782KJ9bc7QtYKTOMa/VmqTBGEttDFoSXfAkrQuGmn/n+z3DrSO6tq5J3rMeVsTgGXwgFiQrJU1Kgor5yQwRrK6o2xmT2T7WBrSfM2sHVpennD26pLItuvNcrDqiMegqUllPW0eG9TGXZwZRA4v1iihCSJEoENNAlAFRGSEHTWUr/HBJbQNDXOWDP24vzLGhyTD2v0mhY+jNclSMiaPe3GSl0mbhJwGDQqmYy8HKYHWmhvjggQBaEbVCO0NVV9iqxqicOOvSk5UPogFV1RhboYZcBYghsBoG4pb0I6NzP1vK8ScoIVIS4pQD0mk1RRYrvvv53yRog55OiUoTlbDynpPlgngaWIfE2bqnj4qQRmSz3Atd7pvKgZpOCWOhtpZZpZk7hzWGZC2mdhkNBAQHIkSdMMZhdLv187v35IQnTz8HyuGTIqRcjctoU362Y5lfirOOlIqNwBA88+eep1aatve8eudFpruH9H7Byi/Yv/Eyz7/4AvX+lNlOw07tSH7F48ePeXLvXd769rfow5LJDctpWtF1L3KoPsztnRltDCy6FV0fgLxeTFVtd4Epk4AoQUAoVLe8TgcMJfgQhTI5oLRGcDbgjIcUWS1X0C0J4ohYbD2htYY6DaR+CfRECax8j/gVaz/gEQKaIBpn8/2zouhDIsZcaddKYazNCQdk5Etvj9AliVAoVGMSh1YoY0hJw0iB1TnAkjFp0BrnHK6qS4WeTCUtSZekkVoaxldGZEwqMipZmhcpr5hvNyMimq5oLMIzgeR2ziQYw+zObQa5IKZUEqv8GZXK6zANHapuIQUUmUaiFRtkNsa0Cd7G4C/TCwsQUtDtgjOhVb4XSMT3a1yVn5cyFRGDkljYOYog0PlEignCQG22Q8rze6orkLbYe1bCexDdMRAtFcUxWRyrFinlMxi1edlnTZfEPo2VRjJF6T2VwJLkj3SoMeC9QpS3tOEcbA3K5l/3PgMegydFYXlxzmJ5hoody8s1D05WLIJHxQGd8l4SlYEro1VWIzau/LusgajwUUgxFh8biSSERPAJGwVjEioFjFVMrCYOnrquICV0SjhrGbyg2M4X+lLFlpBPm0iuCubHk8BoGmsJKgMvvRd8iJmeyljtFWIPcRC+/e3Id779Vb72xZ/j67/+S/ypn/oof+gTf5xvfVu4+RLUdUbJlXXZHwkYowmi8tkWodKKSPYXQRTT/dvcDLdpgmf5+NHWj1AbXQAqKUwDQZf97GMqCWVeT+NuylW03C0lGrQqQFKhGyudwdDNWoshU98LuJOUwhkD8RmGQyoUMQFTRM9iSsWP5vWfUu6J2saisAGJJSPuxJRyb3yh6o1JYyrUP132Rk72coKptUKF0lOr2ID3RkkRY9IF6Ellf+lN8rnBbFI+O60ptRAp8ZTEzb3Z1pZDQE0UUdfIEHHDQFMpUhDqyiDrnn55THNjh9g0rERjk8oUaG1wbYv3fUnOIz5GkgLnHNpmQDaJZPq1ZIbJYrnGW4t1Vb6nKWSwUmtEJMd3ErDKolVmgQx+wHvPtG22vsbw5B6T9sO8/Y2vEZRn6V9muPsh7uzu8/Wvf4WTnRd5/dWbfOjxE9YfeZUffPF5vvRPv8RbXUX77gkqnFNZzcOnn+atNytkGPjhT/4Ep29/kzcffhtH4sHJGedHl5jgqedvcXlyxqPlV1n177Da/RHW+x/jb/7f/2P+0T/9GvfsPn9st+Fwauj7hvPlkrpyDDEREKKo739Rz9pYWczb/GoVPPt38loc3UMGRbkCC8siS2Xv5mWfAa6RgbLx05uqpJBSaV1QBqV0jg/f87nyz22gyg+CMJLbpGI/0DQTMng9MG0bVO0YJOJVjnn6YYkPS/qhRpiQUkuK5yg8WoWiXRHwQ0SjMUZQEqmcpq2nWK1YXh4jxuT2HK2JSbCmyvcjFUorscQLEYmRkLJ/UZIB5u/Hwtk6cayalkEi2kTC4NEoYgoFHTT0faDSEEVTNROUqbG2RluLMYZKHxCbgYO9c9xyQGjZu3kH/fItuvUJIZxwcnLC5eIcJ4pwNnDRLWG9QqVAkoSgCbFniB2GOZPZDtNqgqw7pD/nycU9To5P8TFl9GsLy0HmWI5WJCXlUE05KCuLLxUko4QyjEqdGcjOnOEkgjaC05raNOzWNb1fc9kPWYlSKyJC1TRoSWgsVdVQOYWxCmscAFpHrHNoVZFiJISeGDy271muh62uT5EXE1IUsCT3c0nM1VLnFEZDk4TWWpr9A5bO8fD0nN4HKmNZeY2/zFSOZQDvIzlntps3UaQskJKXN6BxytK4iknlqCUR+x7fd6RQ00xbnLN0IQftRmcq5kjZ3e4ZWjpJKOVJqjj8cuDkw+G9waKX3H8wtZZKa27v7rP3/F3m0312xNDULYs+shwqfNxl+XjJ0fKr1LMp07ljPm9p65p28Dz93lsYa1BVhZsP7LYtq5MP0es3ePD4W1R1RzesWfeeymms1Zn8s0VMV5jTJfCNpCiAJqTIrFU0KhL7NXU9w5HQ0UN3SaUjtRqQAE0zpY8DVgzKOJRfszuZQ1yR0oqgBoxEWhMZ+p7aGdbJEpJisr9LWxvwHd3ao1RFtJokkVUKdDof2kqbfFh9gMM2lkZuKSWhzMHPjeCiyONHbK5aj1UBkYixOoMwNlcNQwybpBrJ1Zsc6KScNBWaRl4XmrGCqIqDGauJmfefA60CN5Sg8p/HI9+PqRh5fP8+7Y7GNIeM4jzABrXu/Rrva2JUhMIuCKKyUEmMGKUJUiqF5Huuf3floCwYRWaK5D4ihQ8DIWmsmxJi7tfUegzkyFWYlCtIuR9wO3uPkBDq6g6VJH8TVD+TXBay3AbQAo1SDmMVEnypurIJdjfUpmeqiZnCPwaxVxVV2bzmGMw+e5+2f34A/vQ+7uAWIhNUSMT+kjD0+LXm8dGS07NjHpw/5WR5QTcIXZfwoac2ifVqQGjQCJbEXtuyN5uzU9XsThruX5zxYLUGrXBJSpVUEUqQrjQYbXDWFAp2wqLwIXG6SnQ+0lpDiDkY1sZgtwzoouR8oPeeyhjQuRKnyesjhUxN0xoiOdNVlSMlCH1u9Tg+us/58QN+54vf5ngJv/3Vz3D/a9+j0Tv85m8+5MaNf8RrH+lYdLs89+Iept6nrQ+g+F20AiOEBITSRqByH9IY5NWl8rr/wvsfaXRlGVQcK2VJUgYhNvs/Jxla516/JLn3OccEGqUSQiiAR2YbbeihIiRS6bXKwHKmk0NKAxITaIO2DoVBQso+ymhIuX9dawghXJ1HW27EsZf/as8Vx1H6V7Xoq8qh5OpwzpVL5WXcxyl/WZeqxygmh4xBOqBUuT+5wrkBL0mbc2A8LTX5PBeV1xIqh+ffjyL3u21IQtAGsZa46Bkue7QJoDKrqVaOFPNFVbv7LId8U3QRI4kSES3E5InSkSSitEEpg+8DwefWKFOOKUkRWzuCVvh1j4qR1jm00kiMoARnDblsYEg+bcA4ZxWV3v6kOWhnKKs5bPa5d9xz/9hy4d/FP3zIxw5fxepT9i6e47nXX6OTJV/+2S9y73Gk3RHSyTlNM2NIPUoeshQHKeDXC1JUrIzDd6ecPj1mdbFkPUQud/aY3LlBvf8cRu1z/9uf5vgLP8fb734Ppju84W4wPZzz4U8e8p1Pf43VkMDUWBNycr1le9iVa1AbkHP88gb0kyu6atoklOp3JXqqtJaMmWiJzQtQqDd+LO9HPbJeJMeuWhW+/fhyG79w9XrPft5tzFmLHwKLVdazMCahtFA3E6baMPRroiRW6yUPH90jpMCtWy9hmynRWlbdAumXtG3DInqGITKxDqsSoiJiLUnlGGw8Q0bvprTJTAEBr/pMC0bowlBYMwobc0vdEHLffeXc73k9W0fl2rWYFJkqsGnJYt3lhvfyUIahJ1WROkWWXce8nmfJfiIRwbga3bTcqG5ghvvcem6X2699mLOzJ7h0BwkLYrem6xzLIRHjknhxxsN7mRLQhRUSIqINy6iYtPvUkwNMWqLkktX5EY8fP2YQQ0wK4+qtri8zUAvCpsEAKamrQ3IM8FR25pqRJ50dApCDI1J+DRpqY2lshGFJhaZ1lj56hiGRdEWM5ECuXxLiaQloc+CtUaTks/PRY49jDqqjxNKz9/5NJKvUGaNQzuJDZNl7QlBYo1FaCCorUTWTCTcOD7BK8+j8soRYhj5ouqXgE4SoICnauqZyU4YAIQ0oFbAGKpv7YIzROFeSZVFEbYg60A0Z7QsaKhq6QRiGhHE1bTtB6Swpv43pQo0cDxo9BqQjGECuIBsFPnQEo2l3brFnWl7Y2WX3+ec4wXJ0suBJH4nhjK7rCTGVoABQR1SVRetAqi03bt3i9dkO6eiC3Vu3afcds8MVIDx8923unT1lZ37J7qrGSEbmJEaqpsIq8FtUxkfkbAxgVFFBBeHG/g4vzOeERcDZCU3VFrQJJm1NXTcEL0xm+/iCYBttSaKYTeYgFdASU4fVgdokhpVDJLJeD5Asu7M5VgeWixP6uqLvI+v1msX6ksergcuYKddok3sHtnx+kI/5kjOSj3+9ufYYM6qttKaqDNZmmueIjBuTA5YYAzGO1dhnAijIdCtdqgvFwYwO6tlk4qqYeFVV3KQZZcNvfm4L0wqsaFaLNbMqJ6VjMiWlAtF1S2JTE7xCJGxosklSDiZVpubmKG2siehnENzMLhjpuUky2m+MKg7e0/lztFSIhOw4k6AtrLsOiXHTJ6Hslk9RPSOw8czfNi7/mWQPKOJU5WfHCrLSOFeD9MQYc/tBkdN59na/B5iQq0BhFCzKsfKYkF4952dfY0uMHAC7XEG1RIzONLblgouLc54eLfnO0SXvnB3z4Mm7XFyesliuSHGgQqFi9isx5aSiNoa5M7wwn/CR+ZznmobjV1/hZ999l7fe+h5zEYx1DDGSH1HuNdRF9WE+mbJTO6KPXIpipRQX/ZroPaKEXjKqvm36PwO8gqaqcAb6QbBSwv9SoVMmV3cQIUQISTg5geOTx/zO536dr/7Wp7k4+S4XJ2d0Q2DtB9zKUZtbGG/5Zz/7j/iVX/gF6oniIx9/hTc+8VN88o2f4JMffZ1BgScv76RAtN1sYgOEADFEnLVlvMn2T1GSgDFo59A+ZL+rcvA5ghDjLjdaQ5TSTywFkBFEa0RpDFeiGrokC6MMkyrnTO6pL2q6KtMzY9m/kKuZKEOSkN835pNPGwcK4rZBOfk8EaU27RgbYaric8bnKRShqEKlM+P5lvLhWWkDMaK1plYqC3WgSYWJpUa+Kjno1vDMmTYG8XI1AmvcdaVlBBkrRu/fnDFM6pqhs2AqpvOGYX2OAdbLntOzBVqDS4nFZccgNWZiNz1eigxSr6NHaQ82q2joCJWpMGiGEAixMB4kIX7I1crCGOtipNaK2lmUSric8mcabEo454jaoMQTw5ZCeMDh/l1efOmAnUni83/7c1gzcKfe52095ZUf+2Gm/WOkWsDswzz52S/w+DyixfK9f/oZuosVWjl86Ejeo6IQfJ97EpMiBp9ZeQVUGFD4yrJ7+hrzlwOhFfaqXV6aRG4+/2G+q494evkyN3/gx+h3P8uT1ZJ1t6YbIiHlpE4/Q81+P/a7K4ybZTSCFuWPkcl3lV2OQMjV+tJGkZ4BfjQFuN6AlGnze1eMs1xxZOyFHKMBNYInY9vD+GG234OTdkqsYmZoxkiMkcXKs/ZLGmuw5YyuXEsfPU+fPMa6llt3XmD/1h7r8yMujh9jD+9QVQ1Ke2xKOMkV8l5Srj6q3LNsjIUUURqcrXKyXRgUIlf5DIBVitpa+sHnswKF9/+KxXEmkz0GpfECeqJYDQmVgOTRKivEKUkMfqCPiT1j2Z/NmBvYd4bWaNJshzR0hEojF2/x8Evvsl4k9psZjdXs1C21a2An9y+dS8/0zm3q04qqOuNo2bFWlunuIfuTmzg/YVpd8vaTr3N2fEKIiiEKdTujabejOqY0InvpGfTjaiMIpfqhnl1g5dDcVAyKYhyCtRUza5H+lBgDdTNjgkGT+8S8UHpZssAHKeVekkIrGRc4klHKVCqoWutNb9k2NvY31s5QNRWdD6zWIVMNVebze5XovKerOpQRqspinQGtCVGybHy5P1mgwdDWDbPJjD4Iy04AT+MUjTUZRTS5GhKSsEoJZS1UNR5hSJEQAq7rCUnhk1CLw9YVk6bmdLXVJRKSYIwGlSlTWpWm3/HhlD6SKAPYNbcODjm49SEmckDjDIu14vH5gsdHS3yf0UtrMgqZ+41ychJ8DuI7ei6Xx6Rpx+4QOTxwtNN9mt1dnrvdcOPOEQ8fvsXOzk3SWnH28AKLIFERw4Crt9uG76FGlqqcsoZ2MmFvZ8oL+3PqeaYnGBqcmVK5Bmct2lSAzcPGCxXaKo01VUGIbb4/SmF1whJIE0v0PVSgxEIMqNix1yp6ZfCVY2WFR+GSc52oTHa8xhmqtsZtWfUHqKpmc43v+VOukkbnHM5Vuc9LjxWI7OBjzM4+yRj2lYSBXEHYMAg2iLfeVLDye6Xx9m4c1YheqjEAUwrkas9vY1qpUosvdKeCAo5Ba0qJfrWAyuJ0g1EJW947+65cfdFq7Jd69j4VYk1ZG8v1mqD7DRWnqTU70zlgSQJhSCCBGMBYIYWUAYYhEqPCGEX028I3o+/P5+J4f64Q4JLMbDwySEmE8u8IxoASTwgFOFNjInjVrac2vRhF4OOZ13tWPOcqUBg/2e/aRx8g6bh//zF3dIuuDKREXKxIqzWENevlMQ+ffI+nJw9YXJ7TDwPWOYx2BK9LhUvQJFrnmFc1u5Xm1rzihckObrLD6zefQ5YrLo+O6HuPMQ5rHD6EPA5Hl1EXGuqmxk4mGF3TGGF9+pSwuEBIJJWBA7NtwLM6ZW2mWFMTfUmUcoZAArrgsbpCQsKQe3d++wtf5fNf/GW+9s2v8+SbX8MujhmWx+iYkJiwheo9IAxIoQxqqsZw9Og+v/PFt/mNw5/nT//kj/NDP/lHSNO71LOXkExaKXL6iVR6ALU1WJUf/7ZJBwDa5B5ASaWqmPf+GDiKoqjEwrMBY4hhw1YQCnVzc0YVuqekAn6ZDGKUX0+i0cZuGCNhpGFLoc6VbkQtUvrUx3NGIVvSjTetKVKo25LPzpw0jnTtMloIClv/vfvDKE3jDOKHfE+ioKzOVZSQinbD1f7TKv87ScBoyHxenRNGKBW9HLSP+UGu6oKP22lSJO/pF5cE3+RnYTXWaWzfYSrH/PY+g9SsQ0/ymV6dxJKUAvFoSWDIVV/Top1BhsAwRFTwFB1gjNVEMYSYATpHFqYatM6qyArWIWBIVEqjleBSotEKZzUxQO/Dxl9sY/vtIbd2nif0J8xmNSj45M19hnDJl77zDj/6w8/T7v4J3vnVL/D5XjF1E976+X/A8t37uJBFprQkVErFT47Ey6LxoO3Gh2glOO+5fPstovdMXrzDC7f22G8ij9dH6Bh4eRp4eO/rfPaLv8ZlVzGxhr5bM5T+xqi29RXjwhz98xXoN1ayN1vvmX228RUjKowCyePJlLajF0QpycUrSTlGGCvjKSJiN+ytqwhBrvb/M6yW9/rZLa8wkc/vGJk2LcbUnJxdkAgMvgfJLE1VYuau73jy8B5GASrihwsWRDibMtkxNLXBhIFGS+6xDwmLZpl8Vu/NGxFbGFirZU+KCWccQ8j0VCnHSpQE2mVWaBJUUny/1H/rxHG+d4tOwyJ0+G6NUhGjhVj6gDI8GOj7Nfg1L7Y1KS65uVuxe3rMO999B7c74f67bxKGNa1OhKMT5qZhrXJvgKoa9HRONWmxDhoiOyjuTHew1lI3AyuZ4aZzTLrADmvOnnyPoydHDCFL6DvXUrdzpjvbKa1tGrQ3QUf5Y0yUTFEbMzZTu8Y1Oy74q1eichWz1mC6Jb73+f7ExHTSooYc2EJRe9QGZx1pGJ4JYPNrj1VQ2dBCEimk4ku2Q3estRjJvYaTxqGN5sJZ1uueGAJeQVAaHwIikem0wrQTqroCpYnEfC9S5khrY3AmH0xaIm3tQFXEFGhsPmBjTIVLngPCIQmE3IDujSVqQxChH4a84bUmiKf3A/N2xvZbNSNIxlhGoR5jDKMQilEaT2KN4s6dF/jI3ReRYcbxwvDdyzXL1SWdjzhdU08mpOQJMcuZ11WNSBZsydSkigqI68C99TknFt559xH7LvCCm7Jz+4Af+8mfoJ3+MR48XPDwa9/BPz7OvZToXBVoarapqxqjGTWzQsyB2LTZoZk6WmdYPXlAf3HJ7Rs3OTvpiKGhqWZoZdG2zk39Kt9nrQsFSRmSygJGmojVCUXI/XXPBFMGDclTmRWt6zl/9yF2skc1nWLSgLP5GVfW0LQ1ptKUw2ErayeTzT6QTaUqQ5J5tqOjqqrS36w26sciiVQQvfFtR4VHSbKhbG32tZaitJpBjbz1x/cqEt95ZscmVwS1CbBywPNMD8T7fYYaGEWZxmqEazIVygikgNUWqyyXqxWViohflT4a0HKVgEVJKGVK4k8+E8p9M9Yy29khWZvHR6RI6FesV2usa/BJcMoQfY9IQSjrir7v8xxNaxiV4Laxzd1QGze8QTg3surq2bsm7/ltVYRiYgobCDqNgY++6s+Cka60OYX/Ba+XLW2+k6shG2owY+C/nf3WN77Bj1vH7UNyJSYO7ExbWu04vlhwzyqWClYUem35TCGlPOOwgCBt5dhta3ZqS10ZdOOQxTlvWM3kuef5jZB49PQpOyJMtEE5hWiFNQqnM93qYvC4KverQ6JtGvrVEh8i2uT337bX+HO/89u89saPga6y8I7JwENSUFUQpCImYUDjo/Brn7nPr33mv+HBu7/Aw3vvYvoePfhCH5OrCl15nnkLRlCKLoKsFcvLb9GfPuTvHP0Wb538Bn/0p/4KN27sc+PmjE4gWVBiUErwPieyMSvXFKGl7SxJBotVCkUMh009e7xdiWcrHYXMZkzWKFAU35Z9nFZZbG7cf0hmD6HNplYeU35GNpfk8giAsuZjUWje9DvqUSAplUBvu4U6jg3KQA3IZs9wFWwz4mC5deaqgp9/yFmNSRGfBG0MKUa6JFTthJqOLgwkMbnN8ZlgO43UwVToqTpn/yKln6qc2zmIymeh1r83Re532zD0qBRze1QMpNBR6QRxyaSegIXF6ZrKaKq6JQRHEpOBd8a5w4lpO8FHx6IfUGGgToE9lxPMi5AIaOym4h2zLvvI/FGCMQpnKnw/4GPCOV36HgWjIzEMDN7j3GSr6wP4wvEp093nmMpr/NCPrGDyYdrbjuPTX+YPv/I6zWKHR2++y2+/dZ+5ivzOr/8CF/fvsZM0aUxsUYixmzM4xkQiEUvllQSdyEbVVnzP2b13CDFQaUV30OJ2Wv6Hs0/xo77j//a6xX+v4uW6oto/4PDY8b2TBV40y+1lRfJ7bpJH2XzOsQoo5TkBbMa6MJ7hRRVV5x7x3BaXCedKZDNeQ8bRMwWokZTP5PcmjSO4qUuxZgQ4rnriP4hNJ5PCMIlYFDpFdiY1Phn6qBhiIkVQPqK04Iwj9h2P7r1NVVe4yhBTz6p/xNSvuXV4yERp1sdHPH74Doe7B+y/+BqnypW2AdjZ3WFvPmV5saTvzyEGpk1DVTkul5esfE8qOUyQ3H6nlUGbZ/3ov9i2ThzPzztIBlc3xGFF22rOzwd0ORiNgbXv2JslXt6dsu89z9kA977C/Te/xcVpx1IZVl0E64haMammBBLr5AnDQN8tWC3O0FrjmglqPqcvss+tctza3WGw+3hd4YeHPHr0LmdHlwgOY7IzMs2MarpHs7td4pj7EvOoDZGsKqiVLhS3cugagzZmg9zk3qgrQlZMCWMd07pGx57QrbDkRdivlpjKUVcNfYQgGQEy1iE+UwfHhuo0Ogm5CnizAI26osVuuZBnTUudhJlTVBqSKdVHa7OiWAgEZelTYjF0XKwvqCcVs0muWK27YTPQWSFYMtWqNhqdPBIik0phTIsiBw0m5d6bJJITroKaKq0IKTEUxczaWYxEjBGmTcNuO6F1U2Cx1TXmcjyb6FWKQ8/0FBDxpNRx49bzvPjSp3DScHxyztOLNZcU518ktmPsSbKkbRTT6Q6VrenWHctVz3pI+ORQKivuBq25CJGLp095EDsuhtt4P6Od7fPf+yN/iBdfeIQcrVhM34GuB1FE8WhbkXU2359Z69AipUqcqRlDCDgaJBqmwdIMUF123DEN6BZjLJWrsVXDONvWaDDWYHR2pGJMEQnKlUZEk8SUvsCM1pnx0E4D4eyUvT6BSXQ60GpLY2usSTTGoUxG/7TdLhgAqKq67KmSVG0AkkwZs9aWuWKpKDtnhzBWEkd6ySjFXQrtV0EYUmgsuW9yrGZdIYxcFaO4+n9OZMsY4ZJ8q1EwZAsbFXUlCVoiTgOuYVj3tLXCCsSQ6I5PS86lWCwGvAhtUe+TlIWRtMoKhroopZLSZjZh6nvOnx4R1diHnb3hoDXCRZ61pzWEnHKsF+eYxjI/uJMRdq9KdX775H8U2oAsxqVHDy1XVQ3gGYec3XYScLrCKEUMXV5741GYsgCSVpoMmYw9KmzQ/BFyUyP4tmFtjBWRZ57xJk3YPum49+gRd+cT6hSYuRo3neJ2D6h0z8HuITcO7vLg+CL3qFuL9wPWZoBMSj94Yy07bcNuU3EwaWkry9Cfs99Y6lTh45zD/ducDB3q/JQQEmJylTqkmPvNMKwXa2LqszqrhpkzhcqaBU2Usmy7Sr/ypifJ1/nwhw4x9XNoMyelvHa7aFEahqC46IWf+dmf5zd/7u8THn+dyyffZhozJUtLrtnk4/h3Jfcqi8XlCK2ANBGOj89YdoZH/+AXeXJW81M/+Zi0+EF2X/wEXjI4vZmbOiZqqO17qyh0YWOfSajGakdmk6hSZUBgnPuZ11veSwkBlTDWEvu0AZKycFVRJ5QrkEOkJBwp5R7Scg6BKkI9MSej4zw1Ge9XVpHfqhm+XF+KmUVw1Q9c+sShJEBFaq2ov4/qlILKlUIlSMjPcpwXbBWkIVI5i5dA8iVIh6IwXMAeVUAgASnKzamcQ1d9xlkYJBdXt5w1iqJSisZqAkKjEq0zdER06hgulqyOjpncuctaGXzSOMyGuaFFsFoQa7AoFuueuda8sL/Pboro+ZS3+oG3n5ziUiptF5leHENEYsAazaRuqOuadRSGYShtGlnYUCQRtSIoTf8BKo6Lh4/4rp7zE3/2f8Ktd095enyb2Z2b7Bx/kbptWaUXeXP9D7lln/Kl3/oyR2/+DpO+xgNJ5VMylPhxTL6ikKnSkmcXxpLYpwISGzQSOlaP7uNdRSe3uH3nNv3Bi3xpesTzy0d85Twx23F88tU7PHaK4+XAxZCYqO39fXmYI5yU/31VlSlu49kKo96IRzpjccaWcyCPlSCEzCIoCEki56BRQSrzd7OvzP22VtssZik5Lh2r//m9r4AX5IP1w2fQDKw1WdsjDWUnJyrniARSjCWXIM90rIWuX7FcReo4Y2osSRYMqwE13yEGxcmDRyxPTtCdMJm/iNYNVjl86Lk8v2RYrvB9j0igaSuMdWgsqEh/0RfQK9+TvN1Hkarf+yq3ThwfPPgezU7N7Z0W+gaze4hRNZfLJVE0vW6wO7t8+EOvcqdRHHYPuNMPPH3rq+jLBfuqwcTI7nSXtcqBauboRgy5WmD9wDB0VCE72W69Qk2mOFfRmgoRg6sUlVOcX/ac9z2mtqgEPoKYCjc7pD14kfZwxjZBuXMGawxCJEnEmiIcYQ0jxTGVTZj5xPmGF90yIAcqWus8B3UIkIQQ8veMS6wWFzSzm9TWMvh1pnzELBctZaB4Do5MrkiNlZfNwX9l26LIN2YzdpWijT1JZcyt1obGVWgSQxjoQyQZy6pynKyX7K5bGmNw2rJOgjZ5tIgWodKaqauYVQ6VIn3X4RpH4xxBWSIKrRzOJqL3hNAzpIioOs/8Gjw6DDSVZVYcQFM7ZtOGaVOXjb+tlcRPSnVB66wOSZa9D0qzu7vDx158Gad2eevdUy4XngELEgs9KKO7a4m0reGNl27y+nMvUbmGx/cecP/ohHcu15yuBDMGRjmOZe4aVmcdT+WUyh7SfOGUD80Sf+En7rB34wb3TcW6EiTCOgaca+i5fN9X9yxinyRL1WttUVT0g0X0nKo1WfZcHM7U7M52qZsarzQYi1Iaax3GVFhjMCYfrqEEFE4ltBZEZQXHyllS9BiJ2BRYngoX4YypneP1lCUVXnuG5EnGkdA5IfmATsTYIqOtVUETzSboyfcgC1mFEAkx071GmWvkGWp5Qbwzylh6BGMODI024CEFn6sppgRJXPUojUFdlrDPglKCbMYmXCmxbbdOYxznCgZUytWHkDw6DfjFwCB+MxNNJOUTrARaUj5bShGcyw3xSuGsI/a+0NNKhackneOK0UjuTxM2wVMqlF1RGmsVq84z2dvF6AlRZWbAB5GRz++dyucoFaESHKTCPlBjgFqoworM6rBWQfCkmAcYl9Wewbvx2aiR1nolaCQlCdWFf3SV7F/FIc9Sj3IQsj2nAWBYLXl6/ARD5O6NQ240dzGSkPmcdbUgTOZ4O0WpNbWDLiWi5D5cIdNMd53lZttwc9Kw31Q0RiP9EpHEvD7k7s4OH/EJWZ9w6jtOL/s8G5iEkUAyCuV1pjuqHBhFBR5hag3K5FERBrN1Re4HP/GnuXzy83zt21/Gzn+Eg+oT/MCHGjpbsVLCZQ/LQfj5n/06v/4Pf4buyWfpnjzGpjK7GIg6P4ekNMbV2KpCm0yN8z4Qw0CKPjNYUspnqUC3SoSk+ZX/9v+Lkrf54z/xv+Z58zI3707xCVxVRu8YxeBzAhc+QKUjzy3MuyOi0ELZ+yMRYBRGyWdLlFKpkKIeW8AopXPVEW0o7W2bjDP3ROb+YyGPEMNkYCO3m/BMZSXvCas0Yw6VtWrGgSFbXt9YPdVFjBsYZ6OmksSmsiezAJkU6m4JdI3BqqzmjNZoO9L8Qx7xIRana0QNuZoqBZIrMdBIwTewqcKO9PqcCMQihJc/V4jb0RytreguF7gms4F0ClROM6gEKdGYiolrQRypxCNZRCyPiyHlJCmmwKyWPD4u7fPSdJ/u3rsY3TKfzeD4AgkeyIyHFAXvs17EpGqpTMWwHkhFB0GQMiZLESM0kxnR1nkcy5Y2vfMa7Z2XOXr7Myzf+i7d6gm/8fSML6ULfuBTNTcXn2bXJx7ff4enX/plZt2Eic7Ch+g8bsugCCProSRTQl5bymiSNqyHIa9QBRConMUqobv3Fpeho/HPc7FOcLNmehK4OZnzo5/4KD96d4dfvrhA3tZMrOXk4nzraxzPZ7iqfkuhWV/5VinrUKF1FrPRGiqncEqIfiD6oqwtKWuQ6AIqUdiCJrMF0XlHpggpGjQVWtlnKubpPWzCcT/I5v5tZ6vlJaIzmKdUjmsUglEG62wGNYNkgFdpMAZTKRor9L2w7jpcbam0Z7hYsTKPmOgKu1oxsxVGK87PjwiTKZVRrBZrRCt8SlhywspYGJCEM4a2qkn9QAyJqGJmUdpMqx9B13+ZbS+OIxf0K02a3kC5Bq0aqqkldh19tOzs3uWFV17kdu24GRY0qwc8ffiIsEoY3TBgkabFuylmMqduG+qmLhLeCR165mnA+QX96TH9apGT0otAPd8H19A4mweX9xcYo0mzQy76BefrBT5qJu2cnd273Nh/neefP4CLz7/v6zOFzuVjwFmb555E2VT7FGTO0zhkuyD/o+rZqASnjMamiAwDCcVsby8HTGGB+IR0a1xlmRhN8mWmX4obBCAP1g0bpBIKdaa8R0xSksbtXMm01tysKiaDZhUTC+WpdKKyeYB6iDrLkFc10k5ZhYRerAg+H/7jAHWNojaGWV0zrRscEHwPfkAIiBZ0bVmnRJCeSmuszc39PgaIWXFTi5TXMEydZd7WzCYNVWPR0hPj9tIqRgkpDlnVU42BcQ60A0K9d5Pnnn8F6xuOHzzmchlYP8ujR5Gl/Tt0a9i7dYc7B7f50OEhz9064GTW8IU3LSt3Tq/OWS8u0boB8sGjBGbG0J9f8Oab38ZWDScvTJG7rzEfoDaGyjoikT61oLbrww0xEsoaCJLpo9bmZHDdJ86EDK6kyG7Tsrd/m6ZuaCcN9uCAXmtM6Q9UyuZqFXkkiUChH+eESIqcXtvUDN2SiQrU3Zr7q2WpmliwFb2xnHWJixjpjcYnhZEEIeThs1uaLomZ1ib3A6GvqJkx9zB67wkh75FRSj4V4v6YGKSYhWRiCAVIGANC8hxVEkjMI0sqmxVx1YhvXlXxNhQXSl+k1hunJFd95u/bNmI/SFY3TgFFwFhIfkxs0uZnGK9nFAHJkRYp9DlAVyrPWZPcO7tJMtMzSdJYhlT571LuW36T/H8fPJP9Fk0AAtpk9FG2HGv0LGUtv34R7mGk5SlGUZ/Nj5AdqjMaoifFwKh2q20+l5+ZI5R76sf5m2Mpk3EI+VXCuKm0lUB9/GlVsoNNxXJLWy7WnJxd0jjNnb15no2pLXpnlzQ55jysGegRBpRkMHAIATCkmGgRdgwcVIZb04bDpmHisipp1/c0Trgzi7weLf1iFzVAJxecXVzgU4DYo8RQuXrT8y6S++NjmbnXNBUa8CGWvvn3bz/4McWj9sM86Brevuy4XHyBvfUetz/6GutY0wXh7/2jz/BrP/v3CU++xfrJI5rN6AmyeFUzwTZTbNNi2wmhHLJJoJZc5dIC68sL+sUCFXskdCiBYTWAKH7xF75E0j/Hn6wss+mP4SZ3GSQnb845YhJiURTc1jSqsCmu6OhG5VhkTOh0qSoqnRMNlGTaPzaDvJKfp1YJCEVtVRXBp4QqAfsorGdKs2EqSaLWWc05jdS58idCEeADRSi6CdvZpsqrNboIZOVQJb9SKqI4icIiElVo2/k3KxLKZ2qpKLBVjRDpV+v8QkQqlWfADZLvZxxxtJSriHlUkLk6j8gJdhzpqir3P14lLe/fnKtIWuGJSFiRYqB1DUJkiNChWYghdBGxTRYFSUJlc1+7Kr5EYqB2gefnM6q0QzofUEFz+vScYdJwMJ8RVhcMXcQPuUUkn6mGlBSDj/iQmS+KDDD0Mc/ZkxCxbcW8day791/EGO34/Bu89sodjp6ecuP5P8OrNxM/80/+Kz7xRz5O7e5jzybcOPoCv/Rrv8Tess46IuXpp/LcgsSs9YAmSKbKC1C5msthzXq94KUbDSsJnK0dfRLC5Zrbsxk+BU7evccsCgf2BQ6bCX52g0+8lvhz/+7/iHD6Fpf6W9x+cZ/vPXyE3XbkiGwK1PmfwsbHSRkHs+m3NVkMT6sGhcGUOZ0hesIQkaQ2/lvIcznhSpSKpMF7tKkwjUGFhF951gqiGpVJR27B+PHGpJF/rnDzvi9RQt4PKKw1uXWK3OoVkqB0PjON0YjKLTh1nZWLYxrwYeD8/ClTB7cmLXVaEPtA6C9Z955GC7a7x3T3DjfmlsVlBONo2xYZAkGEwYcc5yCkGDIYX4DxEPK86BHA/X6J4daJ4/O3nqcfOvoukJTm3Uf3MEpxGTVMd7h19xZ7JjJdXnIjrFg8vI9dDmg1I9oJ7f4N4mwXd3ADJjO8AlDoqsK0LdOmZhI64sVT2sMT5OgxO4tLLs+WdMOa1jjqaJjEOiP9xtLu7vD4PBCCJ2iHNBMqBwczDcuTra4vpXJwS5HoL8dqVnOMBV28ot5khx2fCVsUtWuYVRbWl6g4UDUTdg9v0TQVFyf36C/O0GaNdS2IcNkv86DyAlMqrct4gRwkaa2w+qpHL25oVlwFZu/TLhYn7O1MaZsd+lVi7fPQeGs0femQyWMPEuvVitPTPJNMUk5uMmkmU+MmzjGtGiwaP3TEMGB0HgRPTJA0MQRCGqhqh9HZaeriVACUSjhrqCtLVZmsvGoEY6FtHck4uNguIMg9PcVRl4pCBLxEKqu40exQyU0ena45uRzy8GAZq2ugtcWnNdMWXjmc8fzhbV648wo7t3cY9JqdOzd4OVmW9l0mLnBPdRxdrKnMDFPm5qQYcdawvjjn/rc/z/dem/Olh5rj42N6gUiZvxgqLs6679uM/Kxl2fisrpgV+vL8NBcSvQRWxlBrQwqJyXyH5+6+yLxu2NmbMnnxLsvSowtX4jgaVcbIZFxkFIlAgzIKV2iDtl/Ak8c01kFS1HWNOMUq9iyip5MsFIDR+BSBgPsAZ62xpiSPekMxHRHrEJ5JGlMejDsGOirlzx9Tvk/BB2LwRXwCNhii0ptATSSiU14jFQpjR3n4qz1dWGP5flmdK9pKEaNczWDbwjb+R2nQFpFY+o+zGrRESqKnMapClOGq2nrVvI9ShOjRTYNSmtB1m35eRBVqcRaryLnjeHaoXAdIgZQGNIkggdlsh9l8PwMhkhUekRGf3sKubhjjXX+2X1VtPtd4l8vZogxaGSQOuaJUeh2NrYihUGtSZloYPQ5TLveFq17TTR9rAds2f33G8Sv1wZNGgIt1z8lqxV5oEEsuITYNHOyxP2to0sBEB0gD3eBBcgKHQPSeqq2pa4O1QttWNJMW0zZMD2eYRU/oLgjhmBd2Zxj1MnBEEoWOnvPVItOtUiJEj6tqrLaoFHPFzORZh0Mo/ana5jmTW1hUijsvf4i2/xCH/QkPvvM7/NLXf5vnhgXPvfaH+cLnj/nKr/8Sq6e/zfLJO9gUc9BlNEkp2p1dprs3UKYBYzaVLWBD+QMDCWYHc6pmTb96SurOGLoeLZphHUBVfPaX/3/cnh/x+q0DlL2Nah1KGWLMFLsogvsAo5tEYp4PR9rMkPMjsKFAUiRKnnuGKn2iGhCF9z6P2yBfl3Mq7zMRdOlflDJD9uqUGk+gzF6ypRSYEESXXlQy+BULjTffsTIAfFsqpxSGQYqlklAiGpWvmVINld+llZBbdhRaK1Io/cFGoYrAUwoB7xOJ3PvoqgpCoI8j2DVSY/UGyElCERO6Yk8pKCMRcoXpPeMV3oelkOi0YEwBmVIsz00TkqM3jsu0ousidZulFaL3GGtxOkHoqF2i14mJa3jetYSjMxanC+YS6ULEBmhtxVIqlPa5Mq5VYbYIMfjc3JFyDU8kEkKipwgCxcjEZDVa/QH6/V+bvMLeZMb+qze5+fLH+dYX/ik/9qf+CG/cvcvw9hH+6X1+8e/+LM2DJdgJg/dISRBzL3f+IyWhR1inLL8UjELWJ0xvv8pf/F/+eZ4/+R4/+7nPcf70jP2m5gff+BDf+8o3OE0NVYx03SPefduzQqifO+TGzVf47W9+jW9++3M8uHjA7d2aWx97nZdu3eCdN7e7xrFKm13TWIEuBZmRbac1zlU4bTOQKYJWAYkDKXhUyv5qnAkqWmFtnkQgvmiMhIgmZXXZJJgUGUwGjTxShMSematcwI1n+im2xTaArEwNUoBOoPRgigjrYWDlPUEiFbmgYlColOj6ATEaWzuWq56pdtw5OGBHwdOjh4jTzCc3GIZLVhdPmO3W3N55jvWNG9w/PeVitcojy5RGF/2HsImX8vuMIE6OGXKOE76PdsrWJ+3Nw5cRlbi4OGW5PiXGNZc9TGe3uHP3Dgd2YNdfUvfnnD49gl5QZkaz+yI3X3wNtX+buL9LauG87+hiyio/tkJPpkhVo90edrqD2jmE6Q7p+AnSnrI6PYW4pBah6mA6maFMwCkFO/t4DDZpFtqg1ZLQ3+Po5Jznb2xR0RkR8BJRKJVlq4May31FHMdarDUbGglATHne4m7bYMMK7QesdqiqpZpNqaYtVdhBho6u6xBvmEx3MlqqoR8igx82NB9MHmUgaRQfApCrQbqFWrKNPT49JfmOxdyw9pbFMKIgFlVQEKVAxUh/0XHWAUlTt5ax30zpLMowcY5WKfzQkVKiqpsstiKZBhiV2gTszhqMsKmMJUlZlr6orXkfGbSidwmD0DpLNW0x9RTud1tdo4+F7lsWf4yJUFU0831c3/FcPWFYLXm0WLAu1V2R7LjREFIPlWV/f4ePHu7z4duHHNzapdORdfJoDTeeO+RHdOJtk4VJenVBt+hAHFo7Ysr3YccYwvklP/sLv8rDs4e8fneXVbQMqaMbeqxzzHemXBy//+vLB5spKnk52lEJVEwMMXBuoW1rGhSrswuOJyfsv/E6zf4eAWEyneTkNqXcR2wyFXRc9wHoU0SUonIW5wyVVhipWC1OuXz8kHRxgU5g64pVChz7jnOVSeFjNS7EmGNps/1Ra4wtPSJCiIFUlHxTiqXiGDeU3Wdw9cIAgJBirrKETBUfJegZ85lNHSr/KyUh+bwXnFisyaIWSZfATZXqpx5FQvLvyCjTvqVpZPMaRltSGlitV9Q2QKGzpCi42rG7d5ukXK66yZVTG9MkkZRFDQq1dXTBUpQUUVeU9nwPBKUtfhB8t2B1eYSIzyIYrqKqdhHTEL3PSRxsXTUe79nVfWZDlRyTyGc9cHb1asNoyMPH85BubSrQBlOEqZLk/hUZqzUxlqrjeByWM/E9ojn/PDdjZCLAVXV3GztZrJnvTlkrQxIN7QwxFfr4hBf3dpkTmUtgXltO/UCvTR4hMfRMm4pm0tBMJlRNi7UVddOip3Pszh3uPn/A4uQ+jx58labreX33kCSOEJeE7gLNlG6w+OA36p7GaqoRRVaaLgR67+mLMI7dcht2PmcMVmkOXEP1+g9wIYd89pv3eX75Rb70m7/AxYMvsXz6kFbynFFjHGIMk509pgc36CWrUccibCSSStVOl60XC20LqlkL9gBT1WhzTlhf4jD4dSBYzWc/80Vemf0Sf/jfe52+2qVx0/zANQxBvi+96l9khiyKIwiS1GbdGpMVuUVFlEqkFIqitgWl84islDBqpGLnM7gURjIAqRQp5F5P42yubKlRr0AVwT2hWy6wlc2aDyKbpLoQSjNBO3piGnu2toAZR/q30jlALBX7fA6MZ2emUOdLz3vBGMFaXQREFGiLaRqwpSJRV0RZI0kRQ06kmrpiWK9QRUxMnnl/KYdvppPrkgCXeIJcoYtp+zmOUYS+G/K9bWraSrEaPAOG1TJxYUD0hN4r6jqPN5OQMCkAQ57D2IDViYmeIJ1ifXGC0HM5rDFtzc12ik4N0Sr6uECZvsSHGRgYfMKIoI0loQqrQEAZnKlJMTIMEa3TRhV/G3swLHj69mP+7Bt/irBY8tJrL1GlYxaPlsyC4Tf/q/835u0LJmbO6bCmR9NLyor95DhEC6AzC0krzUoFlnbGj//gT/GX/4//W04uv8P/8+9+lt8cFtz88Q/zH/+VP8eDn/nHfPN4wqsf/TjpMnH69hGLy57V4iksFAe7N6iU4o/9oQ/xl/7cv8tst+J3nr7N3//MF4EPve/rG9eHGgGbDRB45SKMMVhTYXUNMSKhB6QMrs+jmkzVoHRhL2pIRmOqihQivlujJSBpgJj7CeOwJiVPrxKqchne0SlXBsdgcPyE8qxv+QDxjHWFLRMZYiSKxxmDHwZ67xlKLCYxq/gnCVyc9gSj2bl1g+g9851D9qoW1UfOTh+xWHpeevGjvPziG1yePeJbb36OR2895PlXb3Lz4C6XEU5Pn+AlKyNLGhWPM3tLG5PPkwKEjSr7I+b7e9nWiaNxmr5fQVxDt8bqinZvyt2bt9m3mvmw4iaR7ugI4xNS7yG7tzn4yA9R37iNTCb4ynDenTOYrKYWrc1zqpJglWKweTRAUgZV19g6O9jppCWeHOP8wA41TehwKg8Ejq7i7v4N7LLPxS5ruby8QIYl8P4Tx4zm6w19pPehINeq8Paz4Me4qPLYjhwgOatwTmPTgHRdZmK5CbuHz9HMGmzjqGdzwmIJQ6JbBYxzzNqGlb/Mr1jWpVKjkEtBxUsFLduo8LQ9R27tDQ/OBk4Xxzg3IaHLXDyFqwzGG2KIeXytOMIQuLjsqcOKED1G58VnlaZSChV6ku9o5zvs7t4kDpHV5TkSPMrFLPSDLtSeLMiiSAxFPVZriyTFuotlHEDNxFSIMfgU0Hr7g3Z3fz87vJIUoQyDraGa0ARhvnvIZR9ILBmixqi6VJEVMXZMW83OzpSb8xu88sIrvPGhG6zrwGnfoRTEOFDXlrsv3gJjOdMNyRiePHnM+eWKJFOsMcTkC9rT8Pa9U3r5DrPqE7S9ZvCB3g+0Vcd8ardKHMfEIY0iMEmQEIh9Ry+K86pm0hj2XcVUVegEF+uBHdMy373JYLJSnjUabKZiqRAY+oHF5ZJ2vs90MmWIntpqnNXoyiLLU1oXSarn9OIUE0E1ji6uOBo6TpIQtMt0LGtIknv36g/QHwc5sA/eZwR1FL9JzzStlzlo4x4p+GSedRpi7o9TV43w76XDyBXCWdKWDGImJHmoDNqpUo3IQaCxFmPzXh+VFD8Y/ph/LVNsR+GhLPiRYsTqihTDhorpY49tLYNkdJBnpO9zUJfJbJs5VBtFj2ccXumRUqWSEMrw8VhqkU4J1hom7QRXNfTKIAV9JAXqLUfGlLvM6GvHYu+GqTEGluXnErlH0xjJCq9JEGUxrsk9IONtM6Yo/Y7jgArVTcY+xrGm80zXeQEBr5LVsU+0nOHPMDi2MVfVeAxaO0w7g8kOcdVz9vghfe3o+jUSelqn2G0rBm0Qpwk2z83abWpuzufsTefYqkVcjZnvUt98hbZ9AdPucdmd0T99hAwrdieWF28fMsgA55ecnF2iTECb3CsmKuUqkcr9jI2tQVuW3ZoYAnZLZVyjbRmBAdpNqHzLJ97YY7W6zZe+/Pd4+L1Pc/Hw69g0ZDVQFEobJjv7TPYOCckhRfVVwTO0zPJ0ioCIxKLcrBJNM8NToYAhDcTeo1B0y8CZM/yTX/wlmpfe4OM//lNEKpS1RJ/3uf8AI2N2+kWphiViyhUyaw2ql1y9KlqoKMn91CkDUyoNaBUxupwZUioVsdDm09hrlQP3kCJJPJqEVrbMl40oSVgiIflSBdRF6KuM6SAycuEzHT9B+4Pv/wJVWQ8xFNXoogRf2EyM++bZDkpFbmEQlUcvKZ2frXH4JBiyGJBxFWkIGC0EP6B0ReVqOj8wgnkjRT5rDeTYIVIKOMCoAL05DbbM/b2UWmwIqKAJ2jAsV8QhsPKKS61YR4X2gdgN1FhsGLABagMVgR1jMZWjCRG0w01buj7AbJ/QeebdwN78EHYqTs56+tht2iMMuScWAStZGz2iCDGiQ6RyWeQrpZjZVx8A3Jj3X+GHXvtTtPYFtNK4k8jqMjGb7PDb/+n/juNvr9mtpxyvOzSWIJE+pcz+kQxS1ioDQEZlEDjEnh946aP8B/+b/wu/8ov/JX/nv/hP+OZBS/PCXf73/+Ff4a1P/+f8zM/8Fi998pN884tfpelnNFVLOpjyzeUFzcnAq+6U2/El/p0/8iOs14mf/rmf5XOf/Q2+8o2KP/En33/ieFX/elaY7krX0+icOBqddUyImaaeJPdxGluh6gZtJ1g3xVUVxhaZndJK5topEntSWOHXK1I/oAVS9AyrJTo1oBLWarTk8SmQ98X4mT4oTRVgiHkPZyA8EX2gZ1R3DZiQqKqaqq4RDEOIuLplf3efyXxOq2FetaiV4B8+YlgFXDVFTw84fOlj1Pv7PFk84vjddzm+/5QpE55rJ1RxytHlIlNTlSkFKF1ERHMVV9J4fl2dB99PW2TraGC5POLy4ikSFqyWKw72nmN6+xZ7VjGLA/M+YpaXVCFh3Yz68EPsfeRTzJ97Bbc/J7qBk+U5ympUMhhbGl1NQ1XX2MoQNCgamt0dKvaomxZ25qinNapxDE8fo/oV1ggGR1vVYBuMbVFNol8s8fUUNYDesu3BWlvU2YQYQg7gCqVEUIjOVFJQRdWSokyYaTdGa3QYciCOYmfvgGY+R5whWcN0/yZ6iPTdGh0GFpfHtG43B3QpZoQxln6UUrEz2hRRi9LQXIYUjwqr25gxM4ZhoOsGXCW4UfFSZVpKU2V+uwgonRVD+7Uw+Et0yjP6HAqrDBIhKo+tYLa3w87h86wvI8tloOuPMDbijIIEQz9kbDMpQhCG4apXjFIdicrSiGUdQfUDyawJH2B6/I1bt0tvqGB1VhPsRGPaXW7s3GDVDRydHWWak1xJO6NyYLo7aXhlvsPHXnyJV158mZU/49HlMWZniiNXW49OjjjRNfObd/gYDTsqcs9pvvrOEeeL0kel9aaq4aqWwSuWS2GvaliHSN+vaaYNacvZVUplTnqmfunckzv0kBK6qvEpsfSROG2QakqvLetB6AfFVLXUrUNbQVUGKk24OKNfXRC14tHikipV7FZzbDVFtzW6zlRK5RcEWXF8/A6PT46I9U2Uq7j0pyz8mlXKNBHRIDGgEYxOBeXezkLIs0UzJdVv6JljmJPVC8c+QVUk81VREUzomKiVzoGlCP3gc19woZ+Pthl7U5KPGLPCkVaS51u6IoJjNMbaPGA4hqtgWKkylme7fZgTmvw+kkL5Wg4Ota1IyRLTChUT68UZtRFMtUsSA1o2gNWYCGU1Ql2CvjFBGqk/ppwlOfBMKdMX+3XPerHICKvRWV5/OiORqfFDUkVQIzGED9hdVZD5ZxPdUVjwPbRRo3N/RxxQZSxKllU3m+eUUVKNRE0KMb+eMWidkBg24jvPjiy4WjNXgMuYXI/qkfn1tw8KXn3xFZZ+xfKyQ3UBlmsEy/3jY77z+CFPz88YUsJ6j1OwqxV7u3Ps3g6+H7gxabk7nbI7aWkmU2QyJ833SQe3CNUNko3YwxdQXSD0A5GB6XzCfL1DOwSq9QBeI0Riyv91IZVzW6hcTV1Zki/zd7fsUw0hk5qiUnQhy8UTHS/dPeSffvoRj95+SOXzLGLJGVIOcua7DKIRLYTQI8mjlUPrulTnii9NKs8wix1h6MvIpwrnGmycIk0i+RNIPQbN2cWax2dHfPnLv8pLr3+U2cGELgaUtnnExQcQHnn6zV/KQROQx2NnX4skLFIo3LIZpZHXiS69jXGTgOVgKydBORArTIANvyH/aUQgjfL3xZePYwIkv4aBDbPgahbplVLyFjh4no6mpbQ2XLEt8tkxAtBX7AsliYCishZXkLYkAjYryWeSY65OZIXuNTFmVfQ0eCqjSFoVFXw2Z9SoolreZvwj/7kBAtmaveFj6U81+ZMth4GgFdNmyqStWPuECj1IZOiWWOcQb0h9TZMVyTBBcaOZoINBokc7xc7uAS999Ed481uPePjNN2nsJbvThj0aTk9X9NHnCrXkmaxaZz+MUmib2ytCjITosVoV+upA2pJqDPBTf/Q/4OjRt+C1j7BarhnePuHg+R2++Df/Bve+eERdtax9QtsaPXisyv2qUtZZvtGCTxGrNbVS1HoCF4/423/tL/LV73yD+YtzPml3Ody5wy//P/5ffPnnP0fau8XnP/stJAk7NmInay4cnK49U4k8mc84+OEX+a1fe5tf/eyv8utffZeeOyRzttX1jWrbm7rIuM6B7DEMJEVKAa1i7tETIYjCupp6MkfXDWIc2IqobVHzVRmc0QqUQwzYKs94TCyJg6ciK+N26xW2ymeUs5ZEJMWrWc9cwZDb1moAWPY+z5b2Qz5bzNgapKitY+50bi+oKup2SkJxcXHOanmKMpFZ28BiifGJWvWchQEzmfD8ay/z/Idf4PjEMrl3m+H4gjSsGY7uMz/c5TI6rGmzhoKAxDzXt6pbjMosR5IvqrpZkTal9zyAf6FtX3FElQeXe5du37qJmjbcMMLeEGk6z14IXEiFnexz45XXMbduYw/30ZOKy/UyJ4aVoVYVrjYkLOgGY0yeiVYCPtEGW02pjMY0FusUwSl2dcI/OSF0a9qJoSHPQupTwhnLzd0DToJHUsf68gS48b6vL/cwqU2wYaomD64PMcv2czXfScpw3twDaWhcS2tA+jVaEu1sh2o6zTNyFguWRx1NvcNkukO717IaFlQq4dfnGOeQGDBEUghA7kMYqVubAFcXWs2mfLLdKjbG4TVE+txHYgZcVVFZh0by3MWCjMio7JqE2A9YEo3WtNbSmIwWW2uxsyluPoO2xaGpLndYDSf49RpbV1RK03ceL7kvL8a8KY3WqJCImCJkY1iLwgUh+UQcPL0EYLvZR30/EEtPByVp8NpyY7JLO5vx1qN3ePfRJUlcDjoEkIgYRTvdZWe2zxsvvcKHX3qRdb/irXe+x9Nhyd2PvMrBxGFS4sHDY56er3nl5ZqXd28xEcVaanZ3YNWd0g9lQHQJOoaQOL+Ek5OOj3z4Nuv1U7qTjgPTlOT5/duIFGWMuPSFKEETQTyiKrCawRourSbGwNQP9F3Pat0znU/QTYUYQTlQzhFD4Byhn85YYRj6gf1Jy6RtEFfi/2Xi9PEjnpyf4XZ3WYtjjXAaIssQidaWSlLu07Eqq5J+EJS174dcOSx9xSAbOssInFxREfORHmLKPWQh4lBUzqFdBkJ8EkIKJMn9uSMcvvlkz2wnSVKUxgJojS3jd5JSm5mk2bJ4jv4Aqqqq0FFHuXDI8VNESs9alekywSMh0a+XNHYK2lwFfehSbcyfZaQtj2OD9DjsuPQQ6U0JQNN3HcvFKSatERWp2xntbJchgSMyrH12nCW58h8g+efqlm4C07EgKs98f6OQmmJWvoVCC85zRjdUt5HxYQ0+jiJi6QoNLpXF/FzVxvfJ+LWyHjdVx3KO5krl9lVx0Y7l2nP/yQlH7zzgufYAbt6hcRXn5xdcLtb0XphgqZwmkHAadmYTmsMDdl3NraalaSqqtsFO99Czm6TJFKkd6F2q3VfhItCr7zFJK6bUOFWDaJwzRAn4EFAqB9BJUSiNuYKOCI1TROVY9dtV5EIRjYkhlJ4gxZDgwb37XD56gqwj4hMqSR6nNG1p9/ZIusz8jcJqvWBYnSKDYbpzi8l8mv1pVCyXHavlMaE/Jwxrqtri6n1m00Nm0x1EKlarFZI6LJqU4OzsCQ/f+R26kwc0k+fpbZXFZ1RWRN3Wnl6+OdbGkNIflaHMLBimyDRwUVf7K47AKmXdyBVNdoPUjyCFynFCKn3pSkZmWN7DFCpoTJLvN6r0aubRVVnsC67gjy19RQFscpCqi2BPTpIzrVaVsyjlwqaCyiis5GeewRmFayuULgynpAgonIVmUtNFT/ACBJRoXGlTSCMNPMlGF+Kfr2YoCv6e1Zu3pYyrHE8oIpXKlNFJ2/DqrdtEVVEte6aNZ3FyRq0i1grJJNZpIHqhMcK690zmEyQm7j1+RDOFj3/yx3jxUz/MUJ9yctxzdPE9xPU8306o/ITHg8+jcVSO0yJZeCtRYkilMGQFS00eOG+sQbtqu+sDbnzix1h+8Teo5oecHX2Zvd2eb/1//mu+/tnPs1PPWXaehSQGEbzLoJqRrCcRUFBXYCmsEod1NXY9cPrkIYP0fOiVlzAHDZeLJU8//eu8s7ikrQ8Qr3ntB3+EO7sz5js1w/qMo3cfsjq6oDpbsBNqblkH3RlVMkRdsTOc89FPfXir69vspRGk2BzRGaRBuVI8Cag0FHDXUNcNzXSObWaIcZtWoyiJlBRG5RacUMBnZxXaOExrEGXpLhfgh5w4xQjeoG1T2HE9ichmDtSzIOPWTxCGUOJ6KW04Jh8EShmcsUyqmiEl1t5TtVA3FbZXDP2K85Mle4e32J3N8BcXnC8egw28+OFXePWTr5NaYefODe6+/ikuHp9y+fQetQffTajdLk2yhNiTgkcYMqNC29wmY2xRC2aTEefJEb/3VW6dOA5BWHgP0dOryHRWEdVAqyO2P8OGC7puzXR2lxsvv8HOzdtUN2/S7rYMwzIPkJeEjh68p48K0XVGYiqNsrnB1diCWKqa+c6UOlma1pAcJAL9ELl88hQ/9ChrwWdUctruMETNJF5y2b3LyfFjXuUj7/v6xmG1442MKRHKcF+UQqU8+0aVwZlCPhS10exMKlS3QIeAMxVmMkfXmvXimKOnjwgxUk12md3cp57s4qY9w+USaxSVdrTWser7TCEsuvKqVBnHGUlCcTZKYYzefhWr3ISetM69gEPKUummqGtKytXNojaZY7GMtmjxOGWZWEXtFJXR1PWMajoHN8ETsY1i93CKjzNOT1fQRayrQXLvoRcPkmWsRRkCORHSZKrPcvAY70hW00ug0sK2iePpk6fE6BFJaGvxkgja0e4sOT+/5OxsSZIKY5tMb1Kln0SESd3yyssf5kOvvcZyOOMbj+7x7tMzhjhww0NKCpLi/HLNtx495ci/hb+r+NCdWxwsBu6e9yxOFgy9z6ijZCUwhyJ1kUePL1i+/iJ6PisHZO7x3MZ05kflQ9DkYbcWmNQVtTNMJoZmWhEd9EawqmfVXbBcLZjFCBjQE5QDUQPaNVSTObHvUW2NM3u5J3fWoCuD0gMprOHyhO7JMV2XmEwnpF64JHIZNVHnIbWSQu5VMRZH+fcHSBxDqSiBKoOjy+ovSOKotJZKn05KwhACwQdMypWocd6otZq6rgBN9GEzk/JZ+snmTzVWFDI1zWuPtRowWYgkRUblw9z/p3PQvmXimEdolKRKjZ2AOZjrw4AQS2KgCaHHBgshgHO56pZyQHo1zuLqnqgxiSyvKkmhjCoJJRAhdh3EFSID2ip05YjicjUkhXymhpxkbqTrP4iVe3xV1XgvRVWUyo5akSnCAmBQusbaClVAyiiC0RVK5Z5HY68ED0QKwDXOuFNFN/WZ6uMGF8iloPKcr5LLbZ8fwNfevgcE0kr4xjsPuXnjLoc7++xPp9zaP+SbDx+y6gbmk4a6rZB+jY8eIbG7v89BM2HHujx6pGmxk10m80NcO8dHqNo5N198g8Xguezepe07Xm53WN+8xdsXF6TFRUauMYDC1g5BWPd9wVSKqqcBwWC2rBrHFHLbR4hoNCEpLoaBh/ffJlycIt0Kk3KvsbU19XSfQVcYY0kpA5CXyxXD+SnPHTzPfDYhlv21XJ1zeXFGCh6SxZkZwSdQHZ09pm4t1aTGdRP6s8us40IieMXjd494+r37zG99igGL0xpiZMtjFIDTbpJppaNKZrGyfbLwGLkvzwDEuIkHxvqmBlQaB4oXAEjy6JiRArYZoVRaTsYKo8QyT7YEphsNL3lvBWbcNEngky9vf51KKYzOonfjG2Ql2bIfUHlkhyisaEzpIVfKgK7yrMu8oYh+oIvCdNrgTEXVTomyJMUs+FYZQ5MS65jI80PzOIgkVwIoV4LwgjJl96Xtz1FBZepryuqlTivm1mC6BTt7e9DUxMcLaCI70wmz+ZQhRIZuhSC4dsZ8MqUKPU+evIPWwsd/8Mf50Kd+lGH/FpO7DW/88B/irW97vvPwLaIeqKgwqgIpTJESo6Xxo0tWwrVKoWLKKuVVjakd/ZZ0cQD2D7nz8RdQ4T5VWHH/t36Ze1/+EjPdkoae2Aizmx/G7c1ZxAuePn6MPz6jDobZC6/S3H0O7xJ68MxNQ7pccPHmt9CzOS9+6EfY+fBzdG1CP36Ime6yfnTM6dEF7c5tdp57nt27N9E6MUu3eeHGDU6/+U3eXa44H1bcrp+yO3uOx6dHqI9/lL/20btUsxX/+Ve2eIbj+uOKFTLuAaUU1lRUzkHs8LFHJGFdTdW0GFflMyoGRGUhq6g02jis0Vg0/eBZr5Z4LSidgXLnaqqZIiwvCZ3P3jcJKmVgOUM3FKX5EYyEbQHi0SrnCJJANMYakFgqjwbrHIGcXGIsunIoa2imM5wzDJ2nqac44zhbXrJcr3nplVd57VM/jMx3OZdcVX3ujTfo1ws+/6snnC3O2Tm8zd5syurCs+5DUVBORcskK2/rAqqq4hPTJh76V1xxfHh8TldPGIaB2f6Eyd4+urvErU+pwsDQ9dSzHXZu3aXamSMETFxx7+vfZP3kEYvlBZerJasYGJRF2l1kuk+9e5v24AYGWygZClM5dFVDU9HUt2gnNUEFfLegXywxi0v8skeHiDYBoyMqeKbULLsVYXWZe3m2sg3+CEoV1DUnhvkeB1JMpKAwRlDW5sDUKZRfoYaOKIpUTZjtHoLtOT99F98NRB+xSiBMqNoZ0g7odWRYBzSJnemUdezw64jEjL6M5+sz2jiMqlEfBPuojCUZBTYCLlMBvadDUK7KA+GdJXqf6Z4lMDcqURvFtHG0lUYRUdai2ym23UW7PPNN09PMa3bjAethzXrZEwdN1DXWCKQVKXZZFdGYQiO4ovoNQ+Tisme9HjAqMZ+4rffqsLpAYmQ99JimYYgJVU/Y3ztg3XmGkAo1kSsaTUFyK2d45eVbpLTgyck97i+O+cK7j9ipp3wKR5SIVZqzixVvPTnhUk2xQ0Qnzysvv0K/6nnnnfvF4Zo8YkUkJzGiODm75MlixaTWYDO1cluao60r+q6jdo7JZIoxCiORtqmYNo6mqqmcAqPwBoJOhBRYrZeslkt2AygPUlsQnysTsx12Jgm/jFTtnP3DOW0jWEMOQBdncPoEOV+wOjpH7EB9cIu+HwgoplWFqMggkaT+/6z92a4l2Znnif3WZMOez+hjzBGcySTZZCozK6uqK6tRanWjNQB6AEEXehy9gNAXuhMECRCgC7WkajW6VFWZWTkzmSSDQUYw3MPHM+7RhjXpYi3bx5mNFmMHygh6uB/3c/a2bWZrfd/3n5IBkhKCztpksnHgId64JxKil3Uw+feDXk2QzY+cS7rGACImjUlnA4qANAWjwmCEpqXH2j6bJyUjTCHlnjLtvMMHT0DgQlrMhbUYJRBK7Sej+/Dq7Gx76JPo44AcD36n6UgDjOyYKzQhaoQI+M4RijXKgPdFehd7SO0Ns5EQ0+Seuwm/EHd0+kBIdBnbgfcobdBlQRAal/PNfIigU9MlpEBGcSDOcbcyDUOvN8bI+yluzM2b0goZXbayT+wDZXTWWDqcT8MtIWJGi5PRh5DpeiOyyZZPBi0M6GEGIYfPgH3zOtSs6R5K7naHI6qv1zsqJXCu5RP/nHcfvmL84D6280SbagMfAqu2Zd3uECKwmE1QKmmvtdIoZTClQY5njOZnFONTOgdKBHyA8WzE/O33WK9+Q3yxYwbcmxecnC+4Xl/TbTq00gQiSqf1OwiD7ZLJmpHJUddamyJpDjhCcHg3mMYEeiG57hqefPE53eoG73pcTMYqWhUoM8arfG8iaLdb+u2OelRTTsd4CVEqrIt0tiXYFaNiSlkfMZ7Oub1dcXv7BCl3iDgHoanHI+ymILqeEMHZSOgEr37zBe//wBGUR6iSqiozU+ew4+NfbCDrZQeU8M04ihiHbML0DEgR9rVByOcuBal5HRATgGxCcYc6pnsuGzgyrGHDgAeR15f8d4mOACm64o55dKg0JZD2HhECNiZn1t92Fs4O5D7DPlJTFhXRNXu5R1WWKZZMJOpt3/d0UVD4VGRLpSgKje090SemUFEUacDvk5wmCpk9YpPmc3jaUk5rRj2l4NCFNMYU8SVFcvO2IdA5y/XyNZQto8WCh6caNxkRes+ogMWDe6joaDdrTBxh+oKXL5+zaS5494ff5d3vfR81uU85PuH8wYT+9Svk54ax1pTFlKs44vk24GKLkflai2RAknKCU9Md8kDahYTaDrmRhx4xasp7j6G7ZfXqNRe6phAKi8RrzaPvfpPjH/8JVgdeXH+OfvKElz/9B9xNx3gyRUjNNlhGoxK3c9xeXrLZbJg/fJuTb3wTM1pz8+I1VTFm+rjgxWrNUkS0UJxMR5Ruy9/+9d9z7+2v8wffe4di9ZovvnjNi8rwLz+6x3/4u495Woz53/7ge6wngv/j/+W/Zv72/+xLn1+qv/IgFPZShmHdVjq5p1rX4z1oZdBGEwjsmi3O7/AxDbpcDEStqUcTihI662l3G/q2pY8e6z1eKybTGUejEYqIc23KEyciY3a/NSqbUubnN7+XYQB56KGkSM7SIeREKZnWf2kgCrq+T2tHNueRskapitFkTH1UUzrBxfOXrG5X1LM5p48/Yn76Puhx0kPbnroueP9bH3Fz/Rk//6s/Y3XznFmpeHA84nJp2bQeqZOUKUUX3RllpWGO2DNw/qNrHKMoOTp+QD2eM5mVVEWkECA3NxivcaGimMwx4xIvHcvVS16tn3L18hNWT56w2Vg6G3BKQT1DzR9SnJeYqssLcwE5LiA5xYExClOMKXVJ5RvazQ1ufsPuCmIj6KxPlvs6EmyPC45+19DZAGZy0PkNdK7AsNgn23eZSeOCQHCeQKKoRUiCYyHBdmjv6aWkPl4wms9ouluMLqlUj7UB+kC3bjlfnKEXC7pmhXKWbrelGNWMqxlNv0nFa17UGWgtsEdBE+K4H9t96WOsNTpKDB6rAo2Etk/RBr1QaCUIEoLMJgAxFVVaQWkKxkVBJQWNddiiQNQVajRBFCVBhBRMbRRmPGE0P0boluALdFAELM6rlOWZ71aRG7eYC2nnI3QO3we08JjoEYddQpRMBZuSYNsGHyMPzh9wb3HMky9u8D6mCASS3koKkgtshHpccdNcs9t1fHH1lN88fcbysmf64IwYNSFYXJBoXeN3PbcXr3jWpWymXVBsO0uM8g6RyptvQEBUbHu4aRxmJOlkZG17zuNhZXmUGqULyqqgrguSx01CjK1NXPZCSGwpaWLAAEIK+q7l8tUrqumcRVGjgwYlUOMRIirGUTI9LlClQqiYPhgZwFpEtyG+fsX62RWi18wXc1aVYb1ZYkXAyIjoPUoZgtYoJYi9o+vs3qL9oGuoVbKOj4G7oMQ0hv8t7VAUBB/TMCdTMkPMpgnWo4KnilCWEmMMCsFWBPr+zpVVi0RrRUpiD65PonspBU6QHPOyPkRKeYdmxcGw4vABjpeKPiYzE4d/o3kUewRSSoMuJX0bwVt222tq4zH1KTGa/ffsqZ6wp7enz40cojxElaRMOW8bbLdLuW1CMhpNoaghZ60RUx6bFDkr1otD69X9hPbOrIZ9oyZIBa1AoJVC4FNmI0m7qosC8NiuycQLjSmLOz2WkEhpCDJCcPvX0loRnbu7HnkAOYyv42812zEXArmqPzAGAGB5u6bVCq8Vny8b/vSTT3AnMxbHD1j3kT6HUS93W2QMzMc1hZRMS8PM5D1DaURRUc0WVPN7qPKIoCLXmy2/fPqKBRO+fz7nweOvc7FdYzfXVLLlWydjTPuAnz15wnK3QwDddkdRFChV4Ah439NZh7cWaxOl9ZDD2WTgkj6uZFr3cnPBk2d/T+xuiC5LAgSYskCagj5PPna7De1uSSkVVT0h6BqpNM4no5jee7zzzGYlo6MZjQ/Mj+as1pq+awnOoctk7qF1mdYgSA66fcvu6jnCLRGiQMka7+3BjpwA5yfnqVBUOb81T90HjboUMusQxf5+lirpnmMMKT5GpSGHDw6URCmDzPeaUqlx9wzDnYASCcnQpsg5h6S1R6TBzuDULkjNVNJfDhDkgYhcCLnwzRTVmAY3g3tq2qsUUQTy7Qixz9ouiTSaSKDrW6y3ySHUOUxRZ2ZDbmzVCCkaYkx6dG+hkAU+dtgYc6GaCMBpSJccJtPnmJsG+RWeQykwWiUvBZnYGtdNixgXzKWiioFxfo/z4zn3zu8xnS3QMUIz5/blilfPXzFSkkcffYOTdz/CT0ZE4aiU5/79U3avz4naUKF5NBpTmCm/are0m0D0HqUSM0Kx97MmimTa0wE6Jr8MXJ/MvQ48orXsbnYsP/2M211HOR7TaU0XPHpxxlu/9ycU96b85M//PRcby4P7H9C/vub29W949utfYYuK6fvvoI4jT3/9S3Yvb9AYwnRCV/Rcfv5Tnv7DS+59+8csTqbUVUUtJbUqWEwqxu416vIF3ewBvnpMP5+znk44PjvlL/7icypR859+420+vnzBT/7sV7x6MWb+9gHnt0fAxZ5llP8m6flJA6zgPCCJ0iC0QUhot7sEBCidlvnk+oKIyaao63b0XUtRGKpqStf3bHZb3K7BmpKyqDB1jfVJe+i9Q+kCrSTCwhBKOqwNX5V5453N60d6f1JKjNYp99Qlp3itFb7viU1DLCps1zMejZmUFd1ySVit0TFSLRZM7j+iHs9TlnZwSfYVPLosePv999m9esbFb55xHZ7w+P2POJpM2PpAb/v0+iL5tchc/w41w95p/D9243h8ekqlK252Pfr8iCcvP+V4e8W8bcEHpKywGHRVo+qCaBv0bkll1/QhhVVXStKSNhANFFFQSU10Ae8D1aSmrDXjUcVsPOZ4MqIgotqeWBg6k4pTUZT09GxtT1Rp0XC643a1ZbvbcbPr2enZQecXh+ykEPY3cZoMDgHkIk0Sh79DUJmCWqYHXMTIeDZjPJsm6p6asS3GlFNHqRTCHDG//xbRVJSlYtpNWHddCuftHMZU1LrHhwYfc36dSMYRkBpJIw3GmIRmHWh4YIRPujYkwisChkQUzYifs3gfMloRiXkCo2SBQiO9ThEEMaLKgnIyxtQlTmYXWCmTy6GqKEdHKNURvMPZDtd7ehQhGvpgIXiEkgym/SEm5y9jJKU2aJEohYcekRSTIIJH+ISUnkxLZlpitzuc9UQMnqxJIKEiUQg2bcdla1k1W37+6Qt21ysqJogcieJCxItExRxJRb/r+KK/YeUU6xbGIdD7IaOSnDHmc3Hbc7l8wVV7nypaxudnzBcPD0bkFCn3VBtFqQWj0tB1W/reoYVBCknTd8nYwSdH1KXukLohbrdsrq4pR3Mm4xKpUi6ij5qQp18yRITJ1McgiSLA1TOuPvsVy6WlmtzDlyXPlje8aLdsZaDvLb11SF0zqip839D27X66dviR8lLxAR+SffbQPL4Z7B7IBi4xF3fxbtgSEEQfsF2HjlBUgrLQOFEktCA/r1JEjJagFTYIYp+GJSGjxii1R7EEqXgM+6ZxmKMfdp8Ko5mdPmC5XaLKmhCvErrAYP8TkQq0KbCuIfaAh3bbYoxH6gIXQmr+iPv1KE33E+oqpMzpb8kECqFwXUu7W6NiMhoYj+dM56ds+3QPij3FNaKkTFRChuCPQ46sVYeMDt8ZhKR3mgx9BgvygSojVUIcBRFjStq+Se6bQqXBXX4bUikMmuATJTx4n+3F9d7xcHgtOTSI5JgPst5TDEXLVzv6poXCgFe8Mhp1u8b+7GM+eC/SRE89HnG9iliSu7D3lkIpJqZgIiVaQlGWVOMx0dQEo5mModkKLjaeXy538PoJ6pnhe49PuP/27/Hq07+ial7yjjaEk1OebXZc9c+JfZcQoq6nKmWOAOhxtiM4l6iVB6Id3iXKpVKRECXKWcT2gqlZc9MvkTHJGZACVRaZOUJ2Au7pujWFNBR6QqErgg/orMMM3oOQSJ3ce5VSKdZBG1yfnL4DgaKqCdUkxzykSIy16/jl1Qt+3N8gxALvOrQ2d1DFAce3fvCd1LQIgRCaECU2OGJ0CCmSs2weEhkhMULR9y5lFhcGj8J5SVUbAi27zuKDwpQVSUvcoLTHi6RXnFQ1u/UK2zU06wZlKowpaVrLpreZiZCivUK8M7Ehm1rFAB9+/cufX3rO7nCSYXUZ6po9V0KCRyFjMnnRMmnTtTH40LFtu6y5TMj2yBRIJAGfBkBGg+/S4DdKiC6hKjkCJGZklhizAU5m2kSRHeOTwdmBcn9st03Agi4ojUaYEqwniJqmL2AdaTY9oe04GY15cDJmVBlcA77x3G5u8d0lk7Nz7r//LXZ6wk+efMLDx5fcnwhm84p3P3qLi+c/5B8uVrjlDcVJYDqNjLcC0QZCsCA15AHDPuKHVC/EGHAiAgHzFfjUfv0x8kYRykeM7jcc3XR8MSlZRomopqipYnX5K17/7V9iZh9RjBVh26F9j3Q9RYBZWTIrA2spEjqHoW0CXbej3UoKWyJaj49J1mCIqUkpCxbFCKkknUs0ikk9QkbBxT98xtG3fo/f+/G3eXHzGc93lvHkHC2fHXR+cY/oZ+Q9o/mBRJX2IaBCBm1CQAiT6JwAMWCMoRxPiCKxVyJJRzjU60prpNYIrZlVFYUUNNsd3W6HnI1QVUXsmwRY7OM9BEiJEP7NN5re61eBHOOdu7SWEq1BCY+IMvku5PdbakOpSrz1ONthG49X4JorlNthlOHs0Vs8+vADVKHZdS2CgJSglSSKEePFOzx8vMTdOi6Xl1w9e0V99hZ1uWDdvEAGR1HWxJAycJXSuGzQN8R2/a5c6oMbx+V6Sd82rHzAXlpG2xtcv0PGiPACEZPWQZdTdFlRlh7lJbsIygeUSzRMQkSoCuUdOtk/oVEUKrJZ37DZWVY3gZui4oUInM0l96aa69cvMNHTI4i6oo/r5LakFLbdsm239L3FukhZnUNVHnZ94zAYH5LFSHlLgjey40jvn4guNKNKI7cbgvOU5YhiPEeXZRKhasG9tx9DN2b77AXzk1M4mtLZniA1o6P7hAb85RXCW5RQTAqBCzI94DFtsClnL9E+lNb7iufQgs5jk6ObDMk9VgiKwiRtRabODa6dPibToQKohEbGkt6CkB4zKpgv5owHChIx5dslawtMMaEoNd3uNc32Gilssvo3I7r1lhgsQoasQTMZ2ZVURlOZRH0pi4KqMNweZjpKCMn2XSuJtT3VqObkeIrWEmt91qve0YcCmeMtk4nPxx//hqv1mqsLx4hpsrh2NrmkBcDoTDtSaArWbcDerIlby1QIulzEhjBEPmROu2h49HgEcklA0tgtLy8v+Ojs0UHnJ2POKNLJWrsIjs45gnM4JRBeEKLHOkdbGCQVY91iTEPZbLDLW/rZCjurKPK5SwlKS4IMxMHpNgSE97C+YfXsKeuLi6TzqWq2RF73Ha+9o5ciUURihADNZkdwLd4ld2DxFVZa2zXJpZAUXh2832tBYxyyhnKEysAAinLfRN35BCa9ZEeXNpaqpDAKqBLrwdqMvKXPQMiBkpIQ9xCSm2TUd41jevGwXytiRkEPORaLBZPZjNum5Xa3o6gkzSaFVydkQaIkmLpAl8c0y1v6Zot0Edu06JHJbq6DS2wqCJXMuqXsAj2YYQgh8DbSN22exjq0FowXc4QaIUQDwmdzB0AK9hEDGSk89NjHlQygHkMTmd1fpcjGERkjFAqhdDLKIhClRrpE7/Eh5OFZ3H/WQiTjov26nBHGwVQ2DtfqDdRTvuHMs98bDydu7F/fh0jvPeuu49XNGqUU1kmaELjd3hK9ozAq0fwLw6SsGOkSEyNCRXZ4hC44PzmnGi/YdtB5uLgJbLrIevkFn2w1i9k9TuoHjE7fpnx9jbGK46rm/uKY5XbJatnTuTT4TA6cyfFTRHLT6A8+R+97hMoPhYxI1/Ps40+4eXkNfmg/SDREkf9dTGYnq+2Gvt8xHs+IIbmHF4VB6RopctE3DHeG/+ZBXtzf0REf7zScwzVcu8Dk7Xe47XsWJGRUBYf+CsYjf/PJZ3kwnH6+D2nwJBVAzPsgFLpkCpQ+r4nesXaWyfkjvv7176Kk5+XlFTebHdPj+/hqggsQouLFi89ZNlsePH6b6WhBv1zz9FefIbctbR8pq5pQlFz1ltVui3XJWCbkZ0UiILg9Q+LDr3/rS59fnqntZ1sqD3jxg+NyumcEkUKVVFqBdXgREUqhTYHr1mgBwpRYn7TnLmRkNKNsjoisKnQM2M4yRCuYnANr450mdP+4BZEbyrRGhBDeeCi/3KGDJTqPJTLWilk9RtcSbM/yZsOurghoetvyy2cvkEXPB4/eQtkR65dXtOtbtE5ZfnF8j5ch8qd/82/55kXJ//z4DDm9h5SRb3zre+irho//7P/N5vYlo7LkbDamIdA0jojGk3S9eXVKa1GIhExvlvINydEhR71AnEx4/I33idwgftHgFyM2KmBx2GaJdTsmomf9xc/4+MknrJZXaCEoI8TBZdyUjIyiFxEbBbWQGDRFkeJv6G1CnJRCKEXwIKhwQjN/7xGnH35EGRdcvPgJXFyyaAyyF9w0bbrHXl3yq0tPqw59DtNzHUh632EFkCq5mcdcAwhStqgudZIy+IRiJw1khccnF/TsPZCeaYVUhhiTa7rRimg0ViaE24uY9h1pSBhxkkeI7BB/h4LC3YD48M0wDaZSvW6URMvEpBLIxAJQaQgTpCIURXpN75iWFZVr2LZLtt2GR++9z9e+933Gx0fcbBpkVSbWgwQXe6IpGJ2/w+xhi3r6OaZZ0q/WFEXHtFQprkax9xYRSqG1oXNJo62yJO935Y0e3DhOF1MqXTDSBY7I6XzOvJWMm4DZupTjppI2URmNRIJKH3dpNH0WsOq8oCT+vaPbrJBFQdsplsIRtUe6lnFVURcSGQt0qGi6nsqDFYZY1MiqQm4bihgw3iFDKph7ISmkxDbbg84v5JBdnwtDkRe1mDPkBlv4GCNSKSalIXYbRN8RkLiiZnF0SjUdE0UgOke3XhLbK+pSYrsNcXOLKguEMKBGqPEUtVkTdluEtIwnNR0eG3pcTKjB4DZFSHmHHvIE/rARXZ8zfmxI9swpmHkwH8nh5qSpsfCpcayEYCwlOrO+VFkxPZoxmc4IAXrf45Xeh8iH6JHCUBiDiJFmswXRUZoKYwq0tgjbpcgDlXKzJJJSSsZaU5cVukpi8qosuL096BQToqA1iEBpNN623K5ueaBl4neHkKiYpNMeimUZI/1mx/OrKzrrqJVBK03vk5bKh4hH4KUkzT5SaGspBKHr2XSOTkAU2f4c8duFMh7bb3B2x6g+o5vOcI3GH4jIKZkQF6UE3js2bZ+WvBBBWEKiyROkwceOWjmaGNn5jrq5YbMaUa5WmFWdaFWVTguuEWB0WhViSPbi3Ybw8hnLFy/YrpdAMrFqZWAbYEdqGr1P03ItZMpY8pnGrb6a22HXtQiGuBbuaBSIu8YxDghj+v2AOg4T+oGg5UgUN9e3aAKmqqhKQ9Qa10nwdq8tGr5/0MQF5whSgVE5BzFd9308yDBBP7BxLE1y5x0pzdI5WmvTJrUXp6cJoi4Lto0DWSNkKpKC3eKdRBaJwx2IKBINbigS99lTAEIRY6TrtmAbZPQpcH40JcrqTaeKRJ3c08eGd5IGSV/tGIryoYFLh5Q6TUiziZUQGikLpFYgUpMz0GhC7HFOAGXKIhSKQfsllErGJESIPhkHQdJs5eLtt6an8e5rMVP2RGRvCnDIIUTKwEJKXNeziZ5bJYjW0YtIEzu0SmvQrC45n4xZ1BW1VlRK0SrNax8oW8vUWtSu4doFNkLz+nbDzdU1V8sLQlly+/nnfDCa8b3HM2Q1ZiwCZ7rg4XTM7XhCaFuc34FPeXFaJhO0iMDGhEAfSuUUSmGUpHcOqSVNcBy9+z5tLNL6EmNu/PNnkZ/Ndtdit1sKI9ns1txuNzgcp4spJ8eP0r63h3sFZAZPyILVmLW2+U4hRpX/G/LXBZ988gl//K98LgglzgbcgbFGAD/9+LNUCuZbdED5hogd75NOb1RMeHe2oHY72t0S3/cUR0e8d37OZL4ghI7NFztW2zVej1E+GaO1u5aLm5agS6bzc6KsOH/wmJe//pjmqqVvPSJEqrKikKDweJGGtiFEkMkZEpFMog6NjQm4TEdNBTX4NMgTafgV3lgzpQwI2+/vaW2KjAZJZKGwXb9v+pzvMaTBVRrURYLUyLJGeEewAAIpAkYlBNnHZCAjhEi/iSG7rQ7sLvlbeu8vczw8ucey3dHs1oSsQ6/rMTEGZkcjfFXz9OUK26W65Xbr+OzXzzB9wTQqJoVi01nuvfOIk3ff56+/eMbfv1qzW73mT35kKR/U3HYrpJrwwfvfZfubX/L8i5+idIWJI9Zdh1aJNumCp7dJYqTkXT6lUiqBsDFw4OkBIOUjzNlJiu2SAXE+oz4dc1KAF45Z31HUMx48vg/hGeG2oTQe36et3EePiRGjFFJJSikQPlLESKULfFntNf5FdrIGEMGzurmlOh3z3T/4F8Q45/mvf85PfvpLtitLbQyubXC25ep6x+XlEkdBH/qDzm+IwtoPFklDRZ0D6oc9V4mY3KerCqlk0h5LRWctbrXGR4suFKooMSY5/Efv8dZRVDWjqkZmGZPUCmVMGlIGlZ4NMeiak+QlzU/FnenWGzKHg6+hCEidwn6S2y4Ma2ByVc46fqOJKj0bhS4Y6xp3fUGzvmVytOBr3/sh09P7XK2vscHTLQ1Hi/v40NHZjlZAbUbc//A+65v3WV09obA9RX+DiIqZEKxVkVxe81A1MeKSDVDwMcXL/A5K9cGN4/3zGe3W4yiZjErKXqFVh1ZpkUhNFyBTMLOWJUaXiTOsQGuBDeQiKdHQpOtRdNh+g9ATjo6PKcYlk0oxGQmIPcF5btYeQc1mdYmzoKJC6ZIYdsSY3DGVKJAoRNyy3b7mcr0FfvClzy8MAb57nm+einNnp51H+BRap4lS16N9xCnD6OQ46TtFskO2/S2xuya2u0Q14YawE1T6PJE8lKSYTdCrEm8tq21DOSoZ18d09hYXO7pASk8aKBA+ZHtwDqZ2+ATu0ufzhJhy5GLcN6ExIypkh9VSwkhHhLAYbZjMZkxnZyBrOmsJSiGGaVogU5J6ikJyvJjh2yNul9dsNx1lXSKFRgiNIGdUivQZF0oxLmumoxmiLvEiOdMdOuHZF8xRYnSBjzt626bnNP9fiLjPjxqEjjEGms0mif2VIgS3X0xCTHPZkDV0+QWIefIqJZAtsWPwGQlOyGQUPutWYLfbYWQB0TCujzCjU1x3WNMhs4svIbDzicY5bOiF0VRa423ajL11tH3Psu8whWTkJJvNEnVzhZ6WlPWcqjCJmu1domVm5+AYekS7wV+8Zv3iJZvNFtQCX2iWbsfVdkcvAn1MiGcUJaVSTIqSlbe4YFFaIL6CIUCiSN65fCWayPDoZd/tPKFO07x8Aw6e3Ony5Oc4Tdic82kqJxV1bTBGI0PSHwkhEVKDdHc3UEZsdM5xTV/K55Kp7CGk632wuYr3GG0QwVGPxkwmUzarCwaqk8pxKyCoJgtWG4dQHcG19N2WqhSYcpyiTvJSNbgTwx1FNT2YEoIluAbv2kTNLSpMMUXJMp1TCGmKB6m5ysNVKWQyeTmwcbzLnxuGbcMkGRACnZ0wvUsB40iFNMkIK5B0YML75DgZQjJicR4tk+O2zK7WQpnkqGiTzjiRMmSWk73ZMA4sg+F+YV/w5g/vsOuXP18JCRGXigBsmzbFGo2SQZVRgnGhWYxqjiZj5qOK2mhGZYFVhk4o2t7y8aefMpkuKc8ec9nUXF685Olvfk6zfUpXFVgXmN9/xNJOGY/PKcMV47Dl0VyzWp+x2jjWjSPQ451PcQB5XR0GLIf2xtZ58DmaiUgTBWsVaNmg5G/T61ODEbHe0e5WFEJhzJhqNsEGybZbc3u7ZFJt0SNNjDZfgMGkQTLowRNrIGaNuEfQQ0wa2Jgpjh988GEakMWAjBYhNC4ceIKAKaocfB2QOTLC50ZYiaSL9s5STWc8uPcArp/zbH2Frkd87/s/5OGjt+hdYNN3rHYNbdNytFDo3qJjRJclm/E4aSVbRyscsjI8+vAjfrVp2e2uU7QVAhUjpcqNXB68eefx2Q3S58b2kCM1xSoxD6RIZkek9XJANAUkXwkRkzFHdlLVShOCo7ceKyTBR4wUIGVG+UNaWzJORIx4qVDlGGKXs3gj2lTUhSb2LS5ogrwbzGVaQKJZv6mH/pKHDYKuSwY7UQTWzRojI8eVpjYOsag4DjUvf/2KMhrqWLEwNSpqVi9fE9rX3Hv/hPd/+B2qB4/Y/voZyxuLlSUy1ux2PbKcosKUVeyYPniP8e1nTJ0gyCM2WrHxt2iSSZVBZ3Q/XadsmZQHHoOp4WFH5yeU3if5Xijg+B7y8X0WY0MMPbPljsW9d5j8y/+ch9fXPPnkMz7/2U/xz26gB4tACzDKUFcVvRSUUTIRkrExOG0ogTIElNYYoymVhL5jc7NifHLG5rMnvPzZUzYvf8H2ckWhxogQUN4TrEVpzXQ+ZndxQ38gWDMgcXk1Tv8N4F3WwYrBrEXSdY5YBEypQAqKOl2jtm0hOnoLOM9opNG6QMbEVwjO0jYNo6qgKAr63tL2Fl0YSq2QRuGbtOkJEqtLDfnMMdxlBH+Fxh/YDxCUVKi8NvsQ9q7wWim2bUe72mD7hklZMC0n2HVHe3GNFpH777zN/PwRDs3N6jm7zTXj0WPWfsJiZnC7DT/95c+Yjkf8k+99h2/94Fs0ty/49K//hm79jPuP32FSndCst/h+i1IqD8F9Zh0Mm+LvHnAc3Dhubm9oNo5yckZwOqFI1uxpJ8lUJiYUAlA5qFupJDSPUhGMJghNLCusgOg6RLvGjEroBZvfXBOiJUaHC1u2/Q5pRuiyYlTCEY6yaVj0Ftlboo8ElTU0Eo7GIza3a7q2oZcHnqJI5hLKaCAJV2MMOTw5FTFSCKIyaK2pfCC6QI9kcnJONZ+CBqGSrX0UHSHuCDiUiKBagrIEmcwcCJFyMmJ6vOC27ShswDcOWVWMyyKhji7nQGWtwN3i+o+m6V/iSK5fGXWTAiEVISROt1EJ+euCy1SUiFGSutCUOuKjpRyV1NMpVpQ4JxCFQmuRbeEFLoLP9BWlItPFDMljQlS02x3tNqGoIusqQ0jTF58zkIqqRhc1fYCgQIvDmw4NDDdD7yP1pOb07BgfPKYwyXkwfXx50xwQ17RpO+uSFkoK0Kk5cCEZNXifmolCJ8OkEFJxPTjQJWp8MhwIIS0OCpEnOvD2o0ecTOews1x//pRSNpw8fIdDltqEqAS8iAQlsx25pzIaUxi0VMgg6V1yrm1tw02rKUrFkTZYv2O7fkVxLZjOC6rJBHxAqABeZHchj7A7aG6xLy9YvdwQQ0E1r1nGnpebFave0kjogidKQ1FWeCJt2zLoEJ3zidp14BEGN74Y9/f4PitN6hQ4PRQvKsUxiDeei3Rx457Suv/sPCjrsapHGo1SpGGT0ngkEZWpLh4pEt1ZSQ3I9J6G9xeTHju9tyEI/MsftmsI/ZqooNk5Nps+LRo4EGndnI7nxPGC17c7VDEi+A5y/EG36ylMhypr3OA0hdgXYoPBTsiOqLZt8V2TXeMC2gjqkcG5Nt2fQ8GeKWa2d+mz8ykjUKvDCrr8NnKRSmr8SZPkZDYSs+YjxS/J/DylPL5k7OL6jJ6TYwQI9L4nxWsqlCkodIkyJmkds6OZzI6+bm+hxH7JjOTBWP7iUPB+FfpRGjAGEj0zr8/5vlPRUUrJYlQxH5UsqpKjUc1kVDOuE/OiLmtGfWTbOZ6vrlDrLe+WJaIdMbYdxfoW0d7y7tF9vv3uPd4/PkJLwdG9d1iHnt3FC+7pEk7PebW2PFsvibankBJve2RISLTM9fmhK2kIgqgSHTe4gIiCSke+9rWHfPLZ36amYzCuSlMUCA6bdamj8YLZ4pRNY/FCZMOcLdNRTYhuv2aG4EHJbEaTLfAjECUSmxpH0vopRWKlbJ+/ZGqq5HwYPV4avgoo3nb9bzGJBpq31tnV11vGkwnnp1Nce8X64gUhCI7PHzOa3eOzJy+JRc3z6xcst2sUgZOjBffP7uGiZxk86+6GzfUFTz6zLE4eoI3nbDzj0Ttvs1le07VrdFkzH4+ItFwudxCT2VkgZ9n61JjHA+9TsV8XfEb2uWODiOTi6mOklBJNopMmtoPJeuM0jHStZUAEC2P2zqHp57Af7AVAaoM0nuCSoZF3FqUVpjBYmwtTQkZzMirHYM5x2Pktdztc8ElXr9I6IaVkoiQjrWiNASMphWRkPceq5EE95ub2Nd3tKx4/POYbP/4jyrfeZyUMhEjlYSQKXv3mC5pbT5iecDx/iJwHyvMjil/PeVtEwuKITsHqekvfdyiZXZ/zeiqzBCTFtexhq4PODyCamGn6lhgrBPfg7CFypilvN9if/5y6lMzOjqnH59TfnVFKS1j9La+vm7QVOk9p6tQ4moLgQDiHDRFVarSM+JhqClRil3kfCdJgu4Yvfv4fuPzlc2KnUaIiRIcjOY/WquRoXDOeFrApqEcH+ooMw7z9+DsPogJooRDiru4dzJwSep508sYUVKVGqUjTtay7HikaxuMUV4bwCakXMtHqM53e+pD8HAQIkZ0gh/eU38dvXa39nOPwayi1RimVGDMk99+U7Jbul67vWG3WKc7GjKiEpg4Be3tLHSO6njA6Oqc+uk9HwYvXN6xePuV45JjNPBefrVk1r7m+fk391lt0TtKrMR997w9ZXqz59Nc/p7i55v47pxwdl6wuerzt9ieVWCN5tdhnx/6PH4fnOLYqGUnEFhFNyuBSmoAkKoW3SVzqnM8weV5cCoM3JZ0uEXUS2wpTIasKh6PdXNO0t6ybNbevX7Ldbtm0Lb13eGUox8ccnZ7z6P6CMDIc45GhRziLQlCoCiMkVkLfbWibDucKqvG9wy6wzNONGJILKjAIufeIHJJqPKYuBaZr6UKgnC0YzReIskRolUW8CsEUxALkGgAvKoKeQbYtR4GLgsnxPULv8f0zYmiSSZCGUits8LiYbdGD2E/O85s56Oh6m4OGSYhHtms3EiopCTY9pH1M5hiz0ZhJWWLwKCkwVU3Qmj5CY10KVsUyK0pG1YQgNCvX07ZrRkROR2PqyZjz0zOuwwW7XUI8lErxytYHUGnh6ENg2/dgOqJK2i2jDi/qlBg2IY8xmu224cmTV8zOdhQlIB0hGN4MO4lwR8WVYk+fSKhVamw779NnF0N22BSZZ88ecYqQNVZxT3WOMYmXIwVffH7Le2/DeG4YExhJiT6wsYqZ6RMEiBDSxizA2p5WBjySYGWiayiJsz1N37DrK1ZSMdEa315TLDXb5RHFdIbRNSo3DsMCKdoN8eXnrF++wjWCQk8ISnDdbXjd7OgjRBdQSlGWJVKphAxlBFTHZK4UvkLUQaJGJpgkfaZ3476YkcSQbaUFMt1DyTYo/YB9t3C3YSctQHJr9dbi8MmEqShyXmKivkmpQST0TskkXrfW5eFXRiVCur/i/tof9iButxs+fvpzpsdjMPcRQQGKQZeolaIqRojRnDOzYHu7IoxKNtevse0tuMhmtaSaS3Q5Tq+eBZp3G0BCTnzv6LYbord4PFVdoEdFCsLuHSoIRExB1ZJ0Kkpmg5Lgk0HAgY1jOgYqaGoeQ54aJ2e5rMFTEmSiDA2NvoySiEboZNSkZdJ0h/xMx5iMXrxLU3gtJUrrlNGZWRQyo4pxuDLxDSB5uCP2YHY8GI1LPyBrQGUqRpwPyZDGSMaLKSezitN5xelkxLSaMB6NGZWGuiwRskCrMaUM3DY9F8sGUbScr6+YFCXffucttPgBv/z5mtpVPJif8taDt5gXJZOqSIZPNy/Q2x3nJvLw3own2xm3z9d4G8FDsD67Pib07FD33xgdnQsM5lZCRMbVKbe3FdIcEZsNA9XKdi16ZNmuVzhnOZonDW8UgtF4zHp3ndYEIRPbJIkIU3EaBEHKZCSWBwRCpiGt6zt22zVGDIM5yUSXvH9yn2kxY2UjWkJre4iHO1Y6n+5RrdIzL0S+z3zAkZzEHx0fsZCR5atn4DzVZMbk9JTL7Y5V79g2PevgOXn0GLltefrsOUVZI7XiZ08/x0bLpDbcvryg0iPKGtY7i/aOh6dHLF9ds72+5rh+wHw8Yd312C4McCFCgIp7g8eDDjGwh0hNt8vN437Ilu99LSA6j5Q6Ia5aECUpr1qS13CF9wmJVlIQHahCIBgQtnSfQUAXBtX3hIwaeRtQuqRUjtbZPEga6ikYKEuHejbY0FOPCqoieUBoLalGI5SMIAyNDax2HSIGlIsUQXH98hUvPv8586Mp3/7hjzh994dcmGMsGi9TbnfTW/79n/8ZnpqrYHnr8ZT/9Lvf5OjxKaf3v82rX38M6gUnc8lNrFle9SnmKIbEdIjpXKRIe4bMKOtX0Th+8bf/jmW84Pd+8L+gLBQwR56/g5xKxjvN7vVnXPx/nmELSfXRNzn6F3+C+cbb3P79x2yXLa1Ie3FlFJU2bBFYAsH3BO+TY7WRNG1D7SOWJO9wwaON4Xw2Z1mP2FDRiYDLvhvOZ8RMlqh4xLFe81rfcFse5isyHIM/+XAPCCkRWu0bGwVopRIYhUyuoMpQjyrKskSIiCkLwmpFzJo9BInCLiKqKJDagLUpKs0POathH5Nyt0IOrsNvrJkiN1VfaStUOBfwwSata4De2kyaErRdj4gBozSlrlmM5lS2ZWU3OOeZzR/yzte+TzW/z2e/ecLzlzsKP2FydJ8QItPpnFWzorcF1o25XSoqdUJUBY8++D7LzSU3r16jyxmjh4+5dzTh+mbHpkn0/lTX5OYc4HcMcA5uHK8ulygjqaeOoARroyFYvE9Flo0e7zpc1yH7gmACvQc5Oyb6gvJ4RNBlCpmPEIVChgDNDrvbYNt1QlKMRpoJlSnSNG5+znv3H7IoLAssU++RXYuyjkrIpBkRCqJls9vQh8BoMkPo6qDzM0oSQkhFZDalId7lM3kEo2rEyWSMthvwDq00whjKUYUpktupkOmGN8UUphGnNa7vUNURsloQSAGxA8/YSYOeL1C3l3hv0coiTcWEEut3BAQ+Twpjdg1Ub2gTv+xhbdLDKWNSjqJKBVupwfiwn8IYIVHaMK7GlEqD7REqaTJtFHSu42K74Xp1TRkt98dTjudn9Lri+fqW5fqSuY6E2RFn8zPGkzF+tyHYBoQjiogNiZ7kQ24kY6TtW0xpMLoAMWjHDruGUWvKKJExYGMkRkPbQts2TGYl/nWk6x2FLIkhIxUiucjtrdBlQphC/nMMaYKaNoFMkxNpsRvMPYaB1d72Pwen37FySo7nDzmpjhHNBa5r8459aDWQkH0fIlokk57oHZaI7D02WBSGUS0QwWJ7S5CKbdeyFoJrKZkBk3JEt9qwXe8YlZq6MgnREolCGZaX9K+eYa+vCY1FVgVeSZZdz7VztDGRlCpTUpUFPnj6AB6JCFDKpD/qv4IzbnILjvvqPhX/cf/7RBtONIv0J0jN4VCIvEErick9zGiTNh4lUDIL8cUw3Qw5HDtTVSCb5pAK2BiSs6RUIHLjGP9RLuABR9tbgip49uwVjx6eoKLDDw0PiV6jkBSmpI+OyWLCehUx9Rxnd0Tfgu9xtkEXJRGVoyvy0AKBEhLft7TbNcq3EGyK/JkvoKxxsiTqSNclgzJtCmJIOsHh3MTQuKsDOfG5ocgL1h4MlVIngw7X790UjU7DR/B5UCMR0iBDQvzvKJcpOD16h+37NEwbSg2lic5ninVqSFPze/fab763Nw/xFamqw89NmeoRgafTksY7Vk3DeFqhCsODs3NOZ+d4JEo5bLREabhtAy2GoDTX22v6zZL3HxwxM2fUheGDdz7A9Us+fvoZf/3pFzy8/xaP3nuLuApMzhsW25dsfvNr+t2KcxP5wcNzPulbPn/xGm9jKq5UTMwWkSjVB52ehMIU9F3ikBgXOK9OeXTv+1wWf0eUz8An5kjbtWjXM5qM2G42rNdrtDIs5iXrpskGKIIgFEFokBqPwIaI7B1G1azWW6JPxb+Q2W3T9gSXNFNRkAo+U1GfPKCnorMgC4g+RTscenjv8/033N8eLXUyyRGCsppThZLuakW/66nVmGp6j/PH91i7JUfHRzxYnLPsA7EJ9PGK3WrNZ599gSp8GoDKI7Qacf90zYdfO2O9WbO9XKFi5PjoFN3Bi4tb1ldX1EcnTMcn2Lii6fvMakmGR3ujtUOuYR44C7LTKUNuW8i/xuQ6ScgmgIltpQqVkN8QsT4hkZWROJco+oXUeGfxTiO0IkaXmkny86sFVV2y225TQygEMngMkS6/g5gHS9mDPKN1hz2HO9thjCB4cnMmud21VOOSsGu5Yc3OSkKzReua9e2abXODGRccffCY4u136UfH6HKCpGBTGi6U4WcXt7x6dgNxxGV7w/QfXlOFP+J/+S//d3z0/T/k8vKap6/+AuY1jyYLVOO4WaecwOSAm3alQqhsUJS0g18lL3bm7/Pf/uWf8fCjmofHDoFEHc0opjXNhUW/NeX0/Y9Yvbyi36xQiylzteDhSLPRkpuQGsfalBijsxlekl/UWuOkxhuHUA2qgKIsQAh8EJSqYjFdMCkKVN5bRH5uRYRdu+X1zRVmUkLrkDtyTNwBxxuyhvTHuz8Pjrw6OwtZa5F9R1nVSG0o65ohgis5rBZMRmP6zmUJiUPIlt4Htq1GqjlKJzQ92MR6SDXcYHCXQSIpiD7yjxl9QsSvktxE07XZNdgn7wKZPBOidxBgpBW6rul8YFpWHFUjmu0NW9cxOTnh7d/7PcR4ys8+fcJvnr9k01nGdYE5P2NWTVmUhpt+g1lveHV5gV+uee/+2/heUM8WnN97BOsdu8srotIcn04IozGd26H6lJPpQxoIpFzq//8neTjiaJMz0WrVEAQczSuafoeMgqAlUTZs1zdMdht8Ab6KCFHizBH1+RnRahrriD5ldzkfCF1PUJpiNON4csLJwwphKsxkwnhWokuVbl7fo3fPKXfX2FdbRNcQ2h5TjFEiEmOP9T1RpixCISMxbA48Q7FHXJSSb8DoiZoklKSqCpTzhN4jgsKUYyaLReJdQ0IF8bl5CKk5KGvW2xYlLYWPOUMlT6ZkTNb5psKMj4hdZLvZUiEZVXO63uPaFkUunCC9xzcK1y97FFol/VPeZJNjYjIe8ZDyG4Wg1ClIXoaEtmkMkRJEhUeyXt9y9fIlN+tbRkZSuUDXSjY9vF5f4f2SYmbYKhgVI3Q9w5QF2kRi32C0RhuNjSE1xSEgC81sOmY6rQgiIrREfwVnlTZ2yGZNDB1egNaa7eYVtzevGZ++y+ljyRef3+I6S6EkLg4LukhUDUibKHviBJGI9ymnMDlqurTtRnkn1cgFaIwx6+buplMhBJSRvHXviDme7naF7yNxLO6gjy95KJWE3EqAVgItC2xvs+4u0vcOoy0+9nStS9SMDtZryUIX7EJAW8uuaVmvtphtx2juidZCoaG34Hp8s+bq2We8ePaU3ldU9YQNLSvb0oSAI2edKU1ZlEjl6S10LuDaDuFFCj/+CgUd+dn4LSR3ILOEwX0xHyHHYoiBbvZm+RGzZjBlqiXqqUgUVZV0O852hJgXzOBzgZ0pLHEgXoesf056yKEf2jeeBzYeRiiiDZSqwHVd0tyKRC1VQmJjpPUB2o66UPRCIKYLfOfZ7m6QweJ9j7INwo+zxkfeIa0ZaYjOEX1DDG12qdP0XlKZcRoQ+D5TlBMyLOJA+Ve4kOizMVqsO7DgyUi9QBAzkpg0HikkPEmaUh5pKtrzz8/0PEjW6neOq4kCLpGZWh7Sxu86vDYoadDa422/114poQjC5zV8eEOZJrt/owO17CscQiYaVQ6KtkLQuICyAbHrKHYdD+MCEyRjpaGuaeyWxnnkaEpdnrF7fcPPP/ucF5st43ng6volb80+oCwLPJbJ4hhpO15KwRfPnvHB4hx9PKfvp1TzdxCLHb17xmmzwUfBZnbC8+s123aJlBLv3f7+F/6w2B+A3vZIKQkxZeoupOHhvXN+MVvQ3BZpjyWgtKCza0KxQOkRwre022uWrsFJQ9vcgvRU45ooJGU9pbndsOs6gliy2y1p2w6Bx5gRQpXEKOm2O/Au5wxKikpA0XP86DxFO5H4InEw8zrw0FqnDNc8cXc+orVGalBRMCrGFF5hdy02CMxkxte++QOO788YR4+XBdt2BTuJa0d4MaGcGArhaJrX3F5e0vYTjiYLFtOSzi2ZTkqaXYlaLJgKzfJ2i9BLQtfitz2mKCiEwKs0fLQhGVeorzDfiAOVOCO6eHeHKwgwSlMoRbRtZlUJyqpKjbsQFCGw6R3CGCZVRbPbYWPAaEPft2ytpUZTaIMPHucdLiQ9l87DdLvrkjlZTHmfkwg75wh5KEXM/lxCcCgmZz3sti1BK4rCYFSkWW8RYYKZGC7smptlz8JtGJmKzfKa01HJ2eNvUp+9hTp/iJyOUUbS7Bom9+9x/vUf8Pw//BmlmXE0f5u532J3f8vnr3Y0UXP2+D7f+fEP2P3Fcz579QWjxTHTasay6XC2S0MSmR25BwaPSwZs6kAzQ4DTs4+4vfX8xS9/yr/6g+9QR1ClQY4Nu3HF8X/+v0b8lz8i/jf/Z8LPXsPsBOKCk/GYR/qaOiiiKSiVJg6Sd5IzsLQwmh7z4OsfYeZHzI6O8J8KNiLHzrm0H0qt8CJFC4nM7UEIfO+xbUdfOi695aLzbNruoPOLb/w6/C7tr2lwoaREiURpjyFJVIJzKKnxPtD1Lt3HRXK/3zUdIUIp0oC4rAIyOrzdsV4lpNH2PYUpqLVGuhZvk0mbUklDfzewFv+DN/sV+ka8b5PxnCgRQiGVoDSSaFLEkIgRYwRjWXI8GSFsy+bqNVJH3vrmB5y9fZ/r9SXPXrW44BhPFNZt+OTJx3z9nW/gGsft+pZqrNGqo1s/4/LGUdcnLPstxewhi8WOi1fPaW6vKIuCujyh1BItHfsiNj+T/9HjOOrphPFsQoyO0Vgzndewi+hgkdYi8Cg8u+UNpRG0jQcpCapg3XQ03tKEyM7aVHzGiEZgTUksx8zPHjA7PuPk7AEPz06ZjCLBt9B3mO0Sf73G9q/Z+g63XSMzDxohsM6m4G8pCNogpcYceH7O+9zMvWG/z11jYIzBSEHhHd4FvFTMj04oplOCTPQ2H1PEgZFpEvvq6oKma9n1HteumciCxXTKxBgKLTExGSxoYxjNjnG7DtM7+l2HiJq6qtjZniKncPQZGRkcYA+6frrASpGcVbOTo9aCoKFH4ERy4ysRjBAolzaCsqqZLhaE6YRV39LsGmgb6hCodUkfoWt2dF1AtS1GekzUuODpvMMRQaWm1fU9pVKURUETA02eqCqpqMqCcVURjUCXhroQPLlcH3SO/+yf/ifcfvoPSLHl6cvnrHc91eIeT37zMT9+/C2msqVMlWwqliE3BLmkzHqNOwe7hABVWif6ddZ9KRn33YPY/5rcGtORp1fZTl5IT1V72nbFbtsRMWla5g/bLCtTpsmfGCIKRDK4sY627emtA6npQ3Z40wojBMJZtn1HNaox0bPrO26XS4rrK06OKkStQMaEBm1vaZ9/wcWL57QRwnjKrqy4cmuWfUsfQ7KMz8HVUklkNrsSmTLpBNhI1uAdesQB0r3TNwxkljcbdTLaE5KFvoB/VF3dZQkG7xJyKNM0VfpsvJI5YEGIZPoQPEOvG0l0271JkycNNURCRXhjKnrIoaWgIDdTYtD8plcMEfoQ2bQbwkaiS4HQGsGYejZmvZsSbA8hYJuWUO6QFcRoEELv0e8YA77vCX2a8UtlUKZEGp2bL4OQHiUd0SdkQ6lBr85+HYskne9BV2/giYr0/VKpHFLs9nofoXSiDg0XVACE315/w92EN2YUMwqBNiVSaqxP7nAKkdy8Q7rOGd9MmrkY8xwiP6v7NXOYbPPG1778IXNG3UBZ9ULgfKTrPYUObHc9q3XHattyNGnQGpzr0YVhtDiG8WPeGt3j1o65+eXPCfYpVT3FVIooNT4K5tMZ3x5VdP2Wl69e8uebv+TDH/yIk/M5hfs665sWs71g6sCVI6aFYDaest2t6F2PjwFCooOqA+9RJZNrrM+Ni5GKSipOHz2kny+I4zlxdQ2+o9usMLFldnoE42Nu1y/YtLesNjepAJWB46Mp9XhEj2IxmiOPPMvrl6w2N0Cg1AqjCuaTI4ws2d5usbsmDVhJAyhTSR6+d8bi8X2cLCCCcxaJxLvDXVWVVkTv0UXKRR2QIiLUVcV8YqjaDXa7RhrNo4/e49EHb+N1w68+fsFkfo+HD7/GbOKR0vPp5xdUxTEnozGrpWJ6fMzV9ZY2BPRkQaDm9uqay82W6njC/fuPebxrWK2u8Mst0u4oS8XEaHrXJfq4kAxGqIc+h3nigtjPZu5ccH10SBFThnTMQVpCJr2OSK/Vdimioa6zqUjX0vbJDKWINVFaom3oXU3Esmu2OA/G1JTjMYWu0YXHdX3WTHtKLemjoPfp/cjsupyIP4c1VpPRCB2SOj24FOBeqQLfOUZ1gW5b1HrJ40XFrADfenrnQU84ffgRi3uPaKTASBiLwPce3sf8s3/Fr8p7fPfB19i0U/7853/JxauXODFByJLJZIwe11TjCVNTo7rAzIwxqkzrea4BtNYJ0RUSI1NkwqHnB/D65z/hL3/yV3z4w/eo3ddAF4hCoI5r4tOIHL9NMPcZ//4/Y/wdTXjrQ+RPfkG92fGO0WgHfQyMMRS6xiHogiOsb7h+8pTzj97j7W/8PpQR++Ipq18/xdhArRxqc8vqBVzcruljxOT1d/ifjj4ZzAWB6zp2reVmtTvo/IYIrf3M842/iyGgTIkRKmmnSQPRELM3Rgg0ux1djNR1SWd7GttjyoqoddaYFkgb6bqeTbfEh0hVVcxHFaWAvm0J1mYGkiRZ4PKPPEWG2u6rsVPKQiOlQasSozQix3EopfECrOspBSzGFdpbbi6vibZlfnrM7OyY2+UVk/qYj+6d82q5RhQBR8HNtuFXv/qY8/mUm/UtnfA8fGvK5PGMk+P3uVl6rq7g0ek5vrH0Fy9QtsNuO6SZQ0g1UIS75/5LDMIPbhyrMVi/oSpLrLUgTjGVQPUdoe8ICoK37LYbKEtkXSLKkijGTI8Myu1wbYvuUxiqUYn+paOA8ZT66JxyfkQ5GacAbCEYT8aMRIUxju3GsCNpKvquoRA1QoGXkagFQpaUZU1lHEaXyAOnrCni765gHT7AFLViGNcjKgWy61Kg73yWGmltcnZaCq1P2X0C53p8dLQusvYRZIBmy7iu8CoZqAwW/DFExrMJoZ/gmhuiddh+jRIllalwvsU6lyBuOVDTDruJC20yrO/wPlGApFD556XiWSpFQcTgkZmeUBSS+WLMzmjsrqc0mnvHx3jXY+oKJxU+SGZjhZhqgqsxlUKrOiMpPk3fhEGKkmgjFB5jFF12rJUymaIIISmKClOWTMcj4LDG8V/80R/TfutdfP+a1eVLLq/W3FBy2c55azGl/eI1t75hLUu6kMwChEj253lYmKdeMRsKCIRz7K4vkUfHCDRKCbRKltvJSTjuFxmZkZ876gW46ClrTTGWbOyWbdfjhMKGmHU9X/6Qokw6YzpiTBQDHQPR93jbp3gKUpi9UpoYk2uXloJNt0PsNKUU9L5NuuIrxXomKMaP8Z1NxgYvP+fyZ79ks7SMZwt6r1lFy9IHmpAQVaRMZjxG4b1j1zZsmg5lTJbVJHOFQ6Mq/vEh9pTSu2cyf9L7KyXE4Cg6uPC+MTWMydQo+MQCkHsE9M1GYsgTTAYHiZKcnvtAosSmAUAycBiKgIHiGg8u6O52yqT3kvm9ADHRZDbrG9rYYurkiqfUKVJNOD0+Y2Ud7bZHBUuzuaWSEV3OU20YE325b3u67S4hMRJQBbocEUh0a+eTk6ynRRAJMbmd7vdKwPpUXIZw2Dr620VAopAJ0s8eYgak1on2/Vu1VEzI8eBi/VuFxJvooEQbjVBJT+9DSHNwqZExNQAiI/JpgnrHGkkvkwsBxD96jS9/yJwhGUgUv73xmA/0vcNZT9N71i5y03VUBKqywNQTinrG+PQcHQ2UC4rKcLtS1JXm1WqJUxfEUjObzzn3PSOzYHd+xtV1y69fXCCnJWf3jhHLe7SvR0ixZFEUzMZQ1xVlUeYwayAjcf7AolUKQxSeKGPa/2JEBjh5dML5tz/i01d/jWwkwkeMEPSbDmuumR3dI+gZfauSG6/3zCYjxtMxLiYX7UJGTk8WGB1pmi1SCkopmdUTqtGE1XpJs75Gh4xeiKSFnS7e5+F7/wJb3s8eAomCm/JiDy/KpSAhZW2bHKWRuBAZVxXvnBwzlT3rqy8geO49fJu33nkLqYGi5OT0La6udzx/dk1RdpTlJYW2BD9CVyecVo9oux2FueJ6vWRaj7m62GB3W44WCyaLY5Q03H/rMeurz3n5i1/TNRuq8YhZXbDpGzrv90MqieR3uOT/D47kcxH2VL6BBDOY2CidZShEAhJpTHpecnB953uiLCilIcSIixGlVdJKF8mtNYTAdrfGZjfGGFKR3obIbFRQ6ALhAjpEonf0MQ0IQrS53sqosTy8KB8VBTIEZPSoGDBCMStq6uiovGCORhcVD6ZzRkS2rqWYjHj3gw955xvfxpsiOTt7y6KAb8xHvPetD7GP38L0Na93Y16LJV/c/nd0waF0ZDKvWNw7ZTQ95axecTye87kNPK01XShRwd3JHqTEaE2ZjZ8OdcUF+N//X/9rNldX/N/+H/9Pzh79T/gX3/8aoZCIkznSvqT9u39P9Y1vI9/9l6TJ5jXbf/OvMde3lOWYVnRILPWq4zfXDcaBFdBvVzz/xU/pl0vq2TnebLj+2V9gbgMLJYi0hF/9nM8/7eguXjDP3nkuJohYSEFZCU5PZmxlj2ssbReSR8BBR66x39x48uYRPMSQvAmUdjjbp7zqrkeqkkJrjIHdeo3tN6AlRVVTlHWSOyiDigHvW7QGEyKF1oxGI4zShH6H7/qsS1WEoIk+RVulHG7uNqGvKmkAtEzRbkanfGbvQnIdzuaPUhYQNdobfLvBbpaMiwnV/CGz80esb67ZXF0zXRxz/+gMUYzopaWcREInuLq94OL6mtnpMRc3jieXDd89G2GPDKP5gokpOZOe1c3nPP/1L6EeYRhxNClYbXINJe9oqr/rLA+nqoqA9p6+CxhTcnOzopYW1fY0LhWTdrMlthFRlsxGY8rxnFgdoxcTlFvibm/RFkrvsTGC0kzqMbKeUE8WLOZHTOqKoiqox4aZiYjtNW51hVvesHn5Anu7pG17VD1BlYZOBXxR0wdJawOUI3ovCIfq5bML7CCYHfITfUzTraOqgm6VDCxMgSwrdF3itdxPthNqEPA2axFFRpVyQ1EohZEKLQQEj40hc8eTQ6WuKsr5jM6tobMUwERr+hjoREZURTJjEAeWPEoVhD6J05XMsQs+EKVAaUOhFSpKihx07GxHWRToQrHbLGmkpAqeuihQRcppjOrO/l8LkYqhOE5RTUIiraVZL1NMR1lTukC3XdHEDWo2QkuZTAqkpKgrVFlinU/IqzgUM4Zfffyck4Xk/ukRD47HTJ8vmYaCe+aMMnR8851j1psrfvL8lhDHIIpEZePOJGMfq57BkBg8XbMjhkUqSGVyCU47sMybstgvNOn7UnFqfceo1rz/zglluWNzfU1ve6I0d+HcBxxt71HGIIXC9one5bzFWUskXUcXYL1tkUJRSI0VjlIbainouoauKNhoTVk2dO2Km4uXiEpijWMuG+yLz7lcrtmuLb1bEuYFrZKsczFqEMhCIwqTNGs2GSEYoQkuPwciZ3R+Bbpxlv6mQ7zZPL5JNIy/9Q0xeKR0byBXuYEkN38AUZC8iOL+RYQYKIzJA0ZlF2iRn+NBp5qaxmyTP1Bb41eM4ximm5nyk2HRNPAk0f+KQmJGBS9vbigCnC3GWHqs7TGFp28FIgiC9bS7hrGeEHWydO77ns3qGulaJB5V1FTjOagyOVbnaWoKSs55bLmwGZ6FSMqqDd6i9cFbxW83jVJAdNmwQGT6ckJzh6gP8cZqNiCAd4XWoF8V+5/tvU+O3dkRUEmdaZUSMVwToRBi0MPeFSaDvmpvGfMV6gGlVB7+pXNS4m4IEUNAZLMP5wNt12dGRUlRHjOenjCezrCdY1Jrvv3RB3T2mNhvqYoFOysQdUFsHA8mc95+6z59abhtOjbLDW3n6ScwPbvP0elHXN5s6De3TJTn4XzMbj2n6x3OpzzUw5EqePX6itlkRCEFhdLYmAYmlfb8+DtfY3z1LX7+by4JThO8Q6DYrq7weI6P7xHHc4LIWmEp8ntI11jKpEubL46Yz48SeoFAI9mut/SbFdGtiHiCSIZV49GMxdEHzEff5rR6QC+glxmhVppgDx9QaSXxQRBIg9MoAo7IfD5joTXNxWv6TcfR+IijxT2iVBR1yQ7HvYfvIuUVz19cIFTPdOqp6yMmkxPQ4KNAG0NVlkzdmN1qyXazplCSk+N7mGpMWVTs1ivOzt+jf77i+csruvWK8mjBYnJEc3uDCxYhVY6mOZDZoDX7tS5rvZNxX8QogyTn2kmBlAZVlokxE0HEQG97jJlitElmKsEjsqleiA7vPLvOJlf0EPdGMEEIZHBYC0VZpvvH58gcH5BKYSR0Pu4jlxSHU/699RgtKbRGETGyQEqd9GkuclKNuL+YMnYO39yA3/Hh13/AN773bWxR0HSJ2m57i1IwEwoKQ3FeslsFbrstmhWzEZwcjwlhh/Mr3n7nEetv/yF/86Jhc/MUUXvuLTQilmw2OYfTBTA557jvkTHrjQ88fvn0F/i+5i/+5hn/xeUyf7WgjxqjLfYf/r8s/w9LFt9/H+suWf39x5iff8bZ6BhvLSdommefs3z1HLVcciIipYi0MeKWt1ytligpkEowcpYqN1saS/vsKSFGjqRkIgStiHgp6FUkjmqOP/oeb3/0dX7zi7/kk+dPsaGmPfD8Yi609trG4ev5F+ciVgFS5yxjS7/bgdCU44rpqETEmt7apM8tC1TOFZdaU2qNNpP8OknyQAj4rsN3fZZpAKQYGoTCxy6ZUeVh5Zst7VfpHStT5mzE5CKslc5Z39ngT2jqckYlFI1d0vqOenrO2x99l3v332bTbBmf36cPc4IqWRyf8tmvf8FssqAcj3nr/jnTxYjnV5eYcsrDew/QomJzfc3q+goePeLd99/Br75Dt3zO5vYV07Hm3vl92vmUXd8naQxfzp7q4GpAlyeMMxITcbR9Q9tvkN0O01vGomA8VWxX16xvItV4jixbxtNkXV4WE46PDZtmg7Y9287jpEGYRGdROiCxRKfwVhCdwDY7+osv6J99xtWvf0n3+oJ+7QnMkKMxnRZ0RUXQhu1mw8r2rL3HoVDlYacoRMyo4V1dJ4WgLArGlUa6jtA7lDKUoynT2Zyq0gQtEy1roNVFkFqhxQh9JNB6Q+2TJm4+njKvKiqRFnCfm0sRczGiR0ym9+kbxXp3SXSRUV1iR4ZuY3FR5liIQ33yyNlKiY5bKJ0oHiEgo8SQdBBaCwwefKIpWevYbrfE7Q5HorwJkcN6B4OKXCDEmBNh8gQ+CkHrHFaAmcyQqkghoyEifSR2DlkW2W1PEJROrl7WoQVYfXgx8O//7Z9zdqz40Y/v0fYbnj5bc/+dr3F98QrbXXI0O+XBB4/4vPdsXvcYUWY6VKLrDBbhZDpG8B4nBdXxMVYKbFLi302gcnZgCqgWe6hfSEUTHUWp+NrbD/j6Sc311a9YrbcUZpZjOmKOevnyR2ctfuNRyqXCN3hUTJQ9qXRqKLPBkxARLyEohSSgvUuh1rajdYZdt2PcKNpVweWLS+JE4sI18faW7aZnu+64N53RV5p16Fg7R0RghKQuK7yMhBweqwUpv9UHfIzYrGVTX2op+sdHvFugY7zzD8pNZK6DGBbiZJySBiJCDSLvhCAIkq7xjvrK3SRRDD827APnBRERU6uZkLaQ9UXD6+TmMfv3xHC4vkrkxnHIHdxP+mJARJm1moEgA6aa4pdbvG1xRK6uXzMuDaYqCG3Ee4twIWklpUEQ8W1HcA1Ei1QwGo3RZoSPgrJIm6EkOdWhihwtwt6FUeaGS0qFRBPjYYjjm+uSzvdeCJZBpypCwPddzqf9R00jg72P2OskRUzT7iFKY7gHPInDJ6XcI8rxjalDDCmeI23QearKgFjn13ujIT3k0FoTrM2T2phNDyQKGGnDWEqMdejeYoJPBXlRU09PMOWI6AJjY3h4MuPlRYeMY955+yPmRxPateXi6obbrWUymqKqksJb7k0L7o3P8D7iVwHZa45P7tE+O+Hm+ROM2/CdakFxdp/bpqX1PYZEpz6Ujvvq4pa+bTkeFzTdjvpoihdjKl3w+PTrvD77AxaPllx+9rep0fAWGQXNapWo/fNU5ERVZcR38AxIVvtKmdTEZGghxMjtekm3XiHsLsX4yHR9q0lFNTZ8+OE5b99XXP7m7zh9/0M6VyPEmJA154ceMXqEksktkWRHMK1KpkrS3C5pltu8P9QIp2mvlzzd/T0t2cwlOOahxVpHtJLe7Fhe/SYXvTmmJwQKwETPeFTgA3TXG4LquJFLdIjsVgEbK4TW7LYbnCyR0xnjokxDweHaHejMUddVWrNcUqfJKPEiqYi1lMjMOooxacCHGiaxpnJwuXAIPAhBWWh8lIlemtfRuizzv01PbnqeksFWCD7TAEnMo4ESESxGJk8Bm2HHxDY67B7t2pbRuKZQBk8kSE3jIi4KRkFwGgXjGBHrDWyXfPCNR3zwnW8hp1MCkVFR0MeAJvkWVCoNuXrXMz89ZtK1vHtvzvk//yO++3iMHhdYOspqzPsffZ2rL17zl3/6KbfLK+ZH57h6xHrb0PjkaGxjoPUOay2ayLw4fBAeb2/YlSXv3o+8NUuOpUGMGX34bdY/+Zzq0lP/+u/wn/4tJnSc2p6imBBJ+dGjCCNnKXctqtDMpOSGnksPu+jpQ8RHgbAB0PQpHYdIwBiFiwIbAorASCmcCohixNn3fp+jH32bL1af8e/+9E95ctOgi0gxPczMEMjD9lw7izsAhuhxvqONLimaRYqNEd5idyuEcFSjitlsTuvSvq+kRsgUfzEgaWmgGDBCIrzH9m0yanRdiiJDILUEJfB4rBuaybv78SuCjUByZ3bepzo5cQCQWuK8xQeLMYbptGZkHZumxauCs/c+4sNv/4BWKlo9plUlffQY4VjdLHl98ZKTuub+2X2iCOjqHarFnCcvX3K7vCLKyNWTzzkfVZyVitvliunxY775jd/nr//df8/64prKTLg3P+e6DXQ318Qhwup3PIcHN47vvv0RRfRY2+HcDnwDYYTqRojtGt1scc2SshLQrti+/IJFUVLcFpRKwGhCU40pKolpW2QbcSJFeWCGfLbkClkTCLfXdMsL+hefcvmzv8W+fsbLFy8hHDE/f4wrJCutaKoJXVnRR0U9gr5zKF2izGETnqIoMp0qZ4wRkSIJbaVtU6BojPiup5xrBJHd9VWaJgiSntPZtJEKATEQvWeBYJQ1OqW1cH2FJeCjRxhDay0iDA2kxjUddD0yQtPs6AgUVUXZe/rgU4xF4rUdeAVTERxINtFaSoRKdC3vUlajQCRL7ihAaHoXcOtd3hgEgua3ivYhYyvZTydCXxwsLqSkD55WSsqiQMhA37ZMlMEUaZGPKqJLDULSdD3adBRSUZUjjKkPPD/oG8fx4l1CPEOOBPfe00QU82nLZ9e/4YsXG8Yn3+DB4++y6T9hu1wBBSEqBjv/QeelSdfRRrhtWvpYZZe0LOgfbFr2xeyAqEQCHULD4vSY88WU7vUL1jc3dLpAmUT9GrSqhxxapGD04GVeiHyydR5Q0j3Wk2dlMeB8xAdBRNPZlt4XdMHR2I6mUWxlRSdblI8Ed83y6VMur9cUo2P0pOay33DVN+y8w8asR5EKrQS922FtCmh3PuTAcOj7HqLIOrbDjjcLe+DuuuQ7MPsL7/9tajSTk5pAkfhkMaFpUqGlZgi9flO3kNDGtEGRndUS3XCgxGZ30DdCq2NIJjlheAvx7r18+WOw9xniWvJZDD1PZsd4UqEnBchUbSOUIaJRqkgzCx9SFIXbgU/0Sd834HogYkyNcwGpe2KM9F2fXZXL5NScG+K0Uae4kpgZCWlGojAHrqMiG+IM13BoEPZ43z4rKn3Ce3g5xjtDibzpxz1jQ7A3BMuo/vCsDnNSn59LmeN0pIggBTKnSgxoSn4bey2m+ApWeVpLbM6jS+wNks+6hErDvNLMS8PUSAo8Ak81LlFacHNzyUkxxTlHdC2VaOntEt8YGrukrkfo3UtGYYVY72ieXhHrMq2XEfreo71kc/kSNlfE0GGbLabbUFrF4/ERZ2enbF1P4XpkIQ6mGx8dnVEYz+XyknZ7xTSumR69jd30fHj6dS4eOp4/ekm3u2D58ik6+rT2e8/69gLn1oym99CFRBcVPqZGIQ1mFfgU2SVChBBYL2/Yra8Rvk1NY3b8Ho1KJpOK7//g23z40X3MtOPv/uFTTn3L6cNv43aet87H9OJwjWNiEIh9BufIFIydR6xuEN5jshOo77Zc/uZXXD0X+OgIIl1vJSIiI95DobmPmciOjcM+i4BOSnQ9wm52VCQtlVaKrusI3hGkQvmAbzagBbVW7KTKQw+FOxBxDC5TXUk5qYSIkiCUROKQebgntaSuSoIUWe+fivdJPSVGiet7lJaU2iCiwHUNQ1C4gL2b8YBZeBewIu49YNsY0+vvH/PEEKikwvcWl+uleCCd2tsOvIFgEEqD1jjbIkmDnKJtULsdqmmoYuT8+AGXyx1Xn3zM4t4D2suUhewAKSKVkGilCMaw8xeUaswf/+ARzkuqsMbZHb1csl6/pl073np3xvXlu/zF310R1j2TYo5SDZ1vIQRECOCTAZ+JgrI73MDpadcxPXrIf/W/+t/w6L1zAKS5j/zunzC7vWX93/w76muL9hopK4QxROfSkqpT1iJKMK0UhfeY3qGiYNc7WudpbWAXPULAKkIhBGUQaJEYISEVGel+15FGlnz0gx9x/ke/hz8u+MXf3PALC5XRbJqGUh9Wsw3mk0P9kieYw4qeB4GJSSNQCB8QeLx3tNuUN1yOp9RFMt6SGYRI+3uqsVSWsriuI3QN3qZBrO/7NLDQCqElAYd1FuddlmyIjIam9/rmnnbIYW1C5UXOySSCjx7omY4U01GJCR3dakWzXHPy8DHf/s4P0YyY6pL3773PNsKz51e0XceD0wn3P3yXd89PKUpP6xxVWTM/Lzk2kZvVLbLfcu/BPR4fz5kbCBTs1DmVeczR0Vu8vnrG1Ytbpg9POBmf0ex2rJotd2Kt//Hj4MYxRRSkzVoXJVJIepus7oXSJFdrB7ZhhMVtn/DqV9ecPPiI0Gyozs+Rkyl1XVNMJ2hjaX1I02StKZRBBYeyO5qL12yunyBePeHmk0/g8gJ7vcSFisX5GVQFrp7iRjPcZIZThrr2TIyh7jb0fZsX8y+/2PZ9MoNJVE6V7OONodQaIzzRtkQXkEhuby65WF3vC6JIomk4N2zQaZOX+cEY+rxEDUmmHS5EpNF4a/f5g5IczGstWqSiq9luKZlQmTFtv6EfkK0Dr99sMia2Hb63+ftT2LH3gW3X0nU9lVaMtUnZLsogVCrSnPPZvcqk6Y1WFIXG+8Q7F2RhvZJpABBDarAiGEEyxrEpGsIahQMa79BBYDLC4ZzDWk9RGoQweH+4bmXbOorROUX9Dn3fY7TBh0g93nB8dMWnv/ycq1cXPH7nPb5+dsKv+jXLxqdiJl+vRHe5o7eJEFHOo3rL2CQ0QeZrLqTM8TJ3q4qNjrKIvHU05bg2XL98znV/Q+djsqvOi/mgizpkNapVDuaOAe+ynXSIpIDmVLsqmUT6aZqWw+oLTVmWGJms1nfOUhd5Ad6t0UKjvWe7fsHt9Q0WjSlrGinYekvjLG0I9DFlPZn8nr1PfH3nUvxJ78N+Ai2luqOcHnC8mZe0N1qBwWw1I0uQU9/faB4jg2U4IlEGIdMScxL6mxrJpGdOGsaYQ7IDSbge3/g5Id41jilPMOTG5dDkseEzs9nYavj+YXgg774Wcxk6bKwx0WyULolCIVSdHPKEJbqO3faGSkVCGNO1TWqGlcaLAikLOtcSgsWUERUthJzHJmXSrew/5LtnLmWVhn1e6Zc+7rJB9kj8MFJKusKkD37zsxuQv7RW3q1sMQrEXjczXM+8ueWbS7zxQ2K+RpCKYIZ7KQ73zx0tanirX+UwWrIlredaa6QQyY4/eqSGUVkwLgpqrShw2O2S5uUXKOuZHj+i7z/DEQmxpXQdR94SX66wQtL5gOo6xq4nNI7lpaUPgc5G+t7SW0+0ntB39NsN3eVrIp6oFTftjq0oOJlM2M6OsNstxkQ4EDU+Oqrx0TIa32O7rlhtVqxfvmZESdPv+E++f8zl9vtsVj3wE9Yv/w7hPUq4xHrY9Kybl0i9pKxH6NEEJ5OR1hAs0W63BGtx7Q7btciYjMeGB6AcKcYTyR//kz/hx3/wX9B7RzG/z9nXjri6XHL72eccyQnVzjF/PD34GoaYqP3gkjGOl0yPZ5SqZfn6kug9hdA0/Za+a5K2W+xHPsNt9dt+A9kcbK/HjjFrASNWSmRZIPoeHe6GjUKKpC8cnpvQUGNQok7UOp/2iUOpnFFIrBsGT+leFVJQqjzgDunrQojkWSEF0bl9UxjC0BwGuj2bamAVpa/HPGROJmJJi5kX2oQkZilAyEynkCUe3nuE1ndo01fYKIocuxNCMjqqtCFoi4kBI5NZVR8cdSHwTvMPP/0F7WdP8EajCwNa41VyrZZaZSdOoDRYISlNRalgUgfGtcI2ESNHlKok2kCz2iEvXnEWNaGHzigKWaSIsZj8C6ROzJLOBzZfYa0xBub33uX/9R8u4PjP+J/+wR/z/vEpcvYtxB90jFvY/Ld/Rv1yjYwqUWRjqktivn5oQ1QKbTWjKKisR4uchwu4GOgDWFJTUAiJFgNfB1QMjLTGS8Vb3/8xj//ln/D4tOSXL55zfP8xH3zr23z+539HqRS72+awE8zXPs818jHstzlrEYlUJiOHFnxiAkUL3XZLDIKiHiFlgVBp6Jl+TEjIf77H+maLa3eI0OJsk4zxpEGbCozC2Rbr+jxQknf7ypt71Ve4T613CJnSA5x3SKXSnhsFJZKFlHTXV/TXS2olGJUFu/WK9cc/w1Qm+ZE4R32zRLQNcT0mFIpnL76g61tCiDifsjeldOiuoWs8pprwhYg8cS1G1TQbwe3rS3RMrBjpHP3NJUUhGQXHyjuiMr+zZTq4cWxWK1RdEQX03kHoMgSr0MUYMQn0SlBrSbi9oAgbxPaKzeeRarumvbkgHp8SxzNiPWZc1UlbYDQqCuJ2TSED2y8uuXn+Gf7q16yffUZYtdAFSjVifPKAYGr6oqIvZ+xGJzTjBVIaKjy7zYrQ+RRP4FNB/WWP6dERRVUzqqoUxx0jKgq0d7Sra3xIlsoxBEKT3KOiINHOYszC4VQs25hsqaNNk1BHQmpkUeB7i86uqKFp0oQ8oyguRpzUCCUJuaEUgPSRMsIIkRrHfTf65Y9RWdIH2FmXQtajSzlNPtA4T+M9rfc01qcpKSLlBEboQ6DQMC0LjNEEo/BGQSwJvSX6JLj3SmYzHJ+0jxlZiyE1j6EwbIjJOMh7xlExmAolJz9omp7gNhTmcAt55y2/efI5s+MF4/kihVjLZK5wenSPSfGE3fIJxZXjXl3QnL/F7uqafrPDSEWMyewlFaB5IuZ6djc3jN6Z07x4jdq1jKoa55cYk4LJB4zIRofVcDaf8k6tKZsbLu2OlduBcNRu0Holh9YQLIfEc5Va0rge5ywCcpEs8SGhij5GRPCpMfE+BekmmGavGbMh0DiXaMTGYd2Oft0jd5bd7QW+c2hd0YZAqQuCLrB9S5djOKKAED19a+l7B2ikiin+IVOUZEwf+1c63pzw7e/zXKa9UTwNv0uDwYxnDcUXHsjOqXFAMPLf5WiGgV1w55x690jtG7rcIIYwFIJ3r57e2uEbiQ89KYMy5nvnriFOTr+p/CKK1DjFjBgJnazeiUThkQack4igCQ7abUIVo+8S6i08QUR2fQsxomWyHI/Oo4wn+Ih3DmM0UqZ7URvDPgRl/+weWLDGuyYwBkcQCimym9zQ2g+RQG98fkq8odoefpMRbClzkX0HVgIZ+c9F7d1PH/6NIhIzlVjs76cY4/4cRW7WDz2U0qiqxIYd1nYYmYZhUqd83KowTOsajUB2llJGuL6m27Toy2tkOaEj0PWpyddK0iHwwwkKkNEnx1ZnwTpKJCZKVOfYtS2EiI4gdEWo5my7Lb0yLBuHKgqOJ2Nu+h1SRibVYRSy4Ft0jhWYjBaMxycIAc1qyYsXv8Tv4MPv/IDbyzOei4CRN1y/+AIdIiLnZ4YQ8P2GttsSllfZQC4j/SEgYvq/FJlyTm5KlGAyGTGeCH70h9/jh//kP0PXXwff0FnF/Xv3OD9LiOHyi+d8+vnPKXdfZQKQrr0xaU8WAqwQtEoTpjMYSYKQBJcMkEQc6NPZbTiGhCTINDQNeTCVUO88AAqJpSAimPw9oipwGeQfaJw+xtx0RpJUWUMMaKUgs5gOdeAmpiFulhRndLxAI/AhBaPH7KTtvM+D7mwaFEP+dOSeUZPechYfiISCMqCa+3NIT9Ne85tNi4SUJA8JkV2foXcBH8W+/jn0CtZFmWJ6BMjgcbsdJkQqnbT9hRFEsWXXpnXR3a5xt2ukGtxBYe09J2+/zXq7xXvH8fERn794wf133qZZPmX3+iViZFjJiPMKgcYokwbNLiJ6z70g0vAdqLXJqHPSpIookEIRBLhDMw6BH/3+d6gLwYX/Cf/3f/uKyflbfL1YcPnymtOPfoT65wXTzrP71/+W+LqlcOkiJqmGSEhdBJBIGVF5SC/ysNmlZO/9Ne9jTPRdmVBnKRUnpaH1geOPvsOjf/r7nFbw3/3DM/7+yQXz8lPs1SuEHmPjGq0OlTXEf9SopJ0jhdLL5O5rPTo6RsagtSJEDT6k/cL32GZJdB1CaoRM2mKlVHLYjolm7Z2jbzuEsxATomiKCqFqVFWjK0W/7pMzfB5+xPhG/QoMUVyHHlrrHC/l0hAfSfSeGDTRVXTrHtfuUFiqsmCzuuGv/uK/RypD1yVkVAtBoQsC8LTd4fqEagOZBZXYayEk5ocUCuccQ5wYAaSqSLVMhxAeKS2y7SjKOdOR4doKeudRv6MgPbhxbNdf4NoxykwQRqZOvxgRosTKSDWZI6sdpl4yMWPCpWKmGnbXl9x89opYTPCzBbas2SmDH4/ZFgWxKAgx0m13mOCxN69Rr18wsg3S9RRoTFFRzU+JxYhYj2mKipVQrKLACUOBIfqGovDE3tC3Fu/XwORLn9+9s5MUJu09IqbQbNumAVwfSJOJOLgoin1LOlC7BGnCNrjQKSlRRYEgpCiHmNAijE8uddmMJ9H7IgObwwpJkBLpko5NKI2LBhEiTigCPi1+B+o6+rbPN1cKrk86xoALyfADqehdn9xbhcqT/X6P0lgXEFYwLkcEIr33GJViGZK2VhECySYft3cb1YCKEoTCS+icxbo+OSDmBU5KKIsCKTRd5yDTZg89Wt/jtQBjUFJSqEAXPQhDXS6YmIgVn7FptuA/pJ4/4u0zxTVP2a5aEKN0DfeIDxAcN5dXfPFshH39im3f0rtUMIhMshBK4IOnVJ7HZ8ecjEd0m2v69oo2NrTWUhiTC+XIkAcZDkQChBaUMunGlJSEqNLUaWhqQtIdOpGyHhNolqImNtsdrZDEcUBKxaZruSESjaEkQrvGb7a45RqEpzi5x1ZGrpuWrXf0MeZrCk3bYH2g7WzavFVCbBUpAqHterw2jMry4Gv45l4SB7Rv/wEMd8Uw9x++nL+6n/6HPVIXEfjg0vReiKwrJOVCBZeb73TIwcxluEb5ZxCzVTVij0Sm95er/IPOL29oeaLqfVoLYrgroPPLQ0xNq3cegk/vLwoiDikDZVnjhCY4S995oEUKj1Rg6hoXBM7aRB/1AVOkyaR3fW62I81uR1lEjCnx3oGW+OCRA7X30N1S3LEwQkYsfDbl2OO9Q7bcGz97+Ns3G8/0WUdc9MOPTk9cvsZxGAJkCnHMETsMqPObxjhiKE/Tiwohk67zK5QD46IkmI6qKBDSohBUUmCUYF6XjOoKXRTYENk0LQGHlhZdtOy6JZQKl5vNEJNUQAfBqChTHIcAJfPn7wIVChOh2e5wvUNYh+tcKhB9wDjF2eSM09ECtemo7Y6Chq227GxHlOPDTjBKguuBFOsjI0TvqeqKk3uPWNJjteS9r58wNt/iM70CPWbz6leo3mKtQ+ZOXYnkDExw+8FLAhXv2AJSJJQkSEU9HTGbjvijP/ynfP8P/ylmep+i0jQrx3w6ow1xHzT+7nsPuTIbutIDPz34Ojp3N1QSwnOzvKXQkqqoETKtZVIn/wGtdWoME9aWjM0yrW1PeyYNOaTIA5eYByIxNZAqbbuQB9PDWiQF+4YGFH1Msh0f0jBOSJXQ2IPOrceo3BSQqNuVFgSXY2xy7SGiRxH3w2iXh2VDQ+fi8LxopJJYl4LLAxKT130hVWInhR4lQtoPPQg00VqilnTWQ5SZzfNmHm/KkD10t1dKE5GZ9gcuSLyNqEi6P0WgqirGZaI6jkyBKgpMNiiMMTJyjnK+QJTTRJ+uR0yPJdLMMbXBnJRoo7DWEmPSabqM/mqjoCCtk7KkzYw8pQ22aSEKki9icqsX+vBJaiUdu+2G7fYl882ao08+5U//6oJ3/8kPAfAn30L98z+hWt7S/+nf0y8blJVon5gxEoEj7TE2SnYh0jGwbLLGPLNxkvgqGUS5KBE5+WAVIkdvv8P9H30TawL/5s//Nf+nv/8lcvJjHpkdn3z2jM1WIGKgMge2FXEY0b4xEI4xO2OnHSB6cFh6EVL2b1HjbUgNYOjxzhGCY+9OkeUDw2ITSZF3xJCTAkDoElNNQVbocsRorOnaVX4ncv99wL7m+CpNY/r2RJVNQw6FD2C9RUvNbHKEW19jXRomx97Tdx2b2+scUZPyjmMM+yGzkgqtFfvVMzmQpeFsRvijkBRSIGNMa0CWuHVKEUSdhnr0jMYGPa1QDci1RMbwOwf+BzeO68sviGLEtpFM5zN2uy3z2YL1tmF+fERYzDk6PiOMJvRViak0m4tnEFvc9S3N5ord8ooWQSMVuxjZIWhDwHqfJlURKhk5Ugko95SU5YjFfEE7mhEmM2xZcyMkO5k+VBGSQ550lrbd4gKUUhM2Gw5pHK9e///ae/d4y7Krrvc751yP/TivqlOnqrqrH9XddNJJJyEh3Xl1yMPIIxcCguSDqBcNCnoXVxTN54Mi5Aa4KHwUFeEu9YrKRVEJUSIYiZDEEEhUYp6dbpJ00u/qR1Wd9zl777XWfNw/xtz7nK6uqq59uqv6nMr6fao++5x91t57zr3WmmOOMX7jN55EKWmY6JptPI4QUnSa0e918XWDNhqnhOIVlMZ7K5sZLxtcD1JXg/SF9Fb6wllnQYlzqdJc6qaIWaFc6JTGW4J1k55yiTbS+DREUZSYKbJKGpjrKZfa9eGIgXM7hbraYBIDTaC2NcGOM0U60mjGNXgeYxQqWOp6gBl5Or0eqc5ixFWhkwQbDNKjWxQ/XVQctFHhcBKFDQ4RJAkonNQ75Jo8S1Gqg1Yw2++S5QaWV6ea49A3jIyCbkaaKELj4vdk6Gd9js70WVuueKLZwrk1Zk2HE4spR7KjPBJOs7pR4ZSRJsg6bl+DZ21tlY99egVlxYAMbcCYgHVDWWybQNZPeOF113JdL2NrdYXlepMmVDR2FLs5JhPBBx08ZrJVvnTo1NAxCabXQRHY3h7Q1JDlWWzy7OVzAkKRio6eKGeKUzRqahgNSZVm1Tt8bVhMDPmoplmvyBuYnc/ZSgNn6iGnt0dsNg0V4jw1jSVYTxP71nksaWpIjSbqKkl2TCUx8jkdJtVwMbW0w2R6+vL9lO3GhNYZJvknVAywBPBBY0wCCoILcn9Pti/yOZ6A8jvvs+NkjLOe42yWWCBxbKc7h2PHZpLxjBlrEZdQMUsRJlT74Mf1l25iDJvGicy90phE4ZzFRIqm0oY07WGdpnYyR2cteZoQUBIYCg3WCRNARxqNdo5gLCrIBtlai46vnQb6afWI8XsM8j1KXaNGGU1iUnbMcjSEIWY4os+q5WKOfxtfDJIDmaxTzoKV693HoM/40hivy2MRlJ1eZPET95Cs6mUJ/U4GqZIMOyK9nyaw0O1htcHnXUbOsrJZ4fCynqSerJdiGzHilQeLBpWSVjVdhtDvs5UYbFORKU1Pp8x7T1456rVN/NYW1cY69eYQrMI4qZPV83N0lxzH8j6JtRiTcWZmgbNrZ1BVRXcK3zFYR1Ae52vSzBC8I00TnLX0+vNoBZ2gSBcDS72XkqYZ9yWQZJa15WXcYIAbDiAqE0+EcEIYJ9bQMQOJCvg0wWQdFmbmmJ/J+brX3sGdr3sbWe8G0l6Xre0trA5sDLbJOyLIkiYanOP4jbcwnJLGKZATb61FK2FRJUHjnGI4qkUwO3iyPGN2fg6V5iRKSdaCWDjrdbSTQWraCLElWsxLhhAJDjoGgcTREBqorP5JkqMVDKsBtfO4IHuQECTAGsb9Wc2UjocC523M9O7K6jobhbBiYFQn0WENBK0xKpmE5JQa1+PL3Ra0wsfetzoogjaAZB3RGmUSXGwTFZQWZowKEtiyYSK8tUPtjVmn8bowBTySofcKaqUIJsENhxA0jYIHncW6mkU8J3oZc90+nZlZkjTF+bE2ADSNxeR9EgVr1hMOH+VUVRGSHDuXUo0alJFzr5E+vONggHMO5y2uCaw6yyAErPfUsaTJWUdqNFmeigDLlHjoSw+yfeQV3HDj91C84jauq07x6yv3ca2/FTiK8gM48RKSt1aYpmL101/BP7bOQkjQKJraU2nPlq3ZdlADG7GudCKQFuv/dQgkiC5FUKLCO7CW3rXXcPyOr8N3Otz72ft5/wNnOXV2jeqBP+A+vcHWsMYHEaSxbsr7cEKwOOfch/HzcYze0zRCw00T+SxnLdpoEqWxjcW6WAamoKklIwlyfSgj+x+0EvXVNBPNAJ2Q5x2SJGC0kvKNoKJIIpMAsYjw7WYcXTqck+4FkpWPpfABUg1Z4lHdHD/MSVVCPiPOnzFJZC/2sL6HTjTaNJJIUgkeTZIF0I3Qvk2KTmKbPi3aDkYpmqpmvj/LcH2VJlhYWGBtVOOVonENyjuWN9Y5fXaVUSXCn88UwpnacXz4/rMYA147zp5RpEnGyulTBN1hdeNxnpw15KdneMGJ6zmUGOZmF5gxKbo7R95ZgzNPora30U1N0wzpqAQVIEfhYg+xxGhwjfDCycnnF1m45qgYidywrhwr9YhVCy5x5MMBXRrSRDFY3wSjqZt1qFbZOPsw1548fsnz63R6aJ2i0QTXYWt7C5VoHIHaNZgoBGNjnWLTWEmBV47goxqg0eKMeU9VNZEuu7MJNnqnwTZhHFEXS6qjE+qVvJeJLxxrxtkoo6+0niz808AmKbHjmUQ/o3BI8FZ6IXnJYmljJouq1CsKQUUWTOnVGVQgGEVdNyivMDqdpPa9k/5qEjGRja9OTKQfSBQs1QkGjw6BPDH0OnmMumq6eZe5uT55b3phFbTi0ccfYn3zeq7tX0NVD9FZH4fCqIRrlk7w6OnHeXJ7SEhOQXOWxB/m8LFruP76a0jPrLO2PaRqLHU1RJS6NNsbFcPtECNkiRhUE+hkUhOZdrocOjbLNYdz0rWzuO0ncL4iGE2a9NHe7dRmESb0Suunc/8l02ylxYR3eN/Q7XZIOzkgzoV3gbqqpEclMZJPoLEWlRq0DzhvqW1Dk6TUCta2NukOKlyT0s1yVGbYajZZaWoGHmoHjXcE60TqP1gaK5t0k0i2rHYVzagR+lGaE1RC4/ewKx+bEsWO9YjPT5y2MHYjxw6JHDumIE38SzXOYolhjO7khNqx+x4a0xif8jlPHQDRhEyymXtxOkSwQmFixktrhWjTemnzgrQAwkvU34aAE/1u2aBqCWw4JAupgkcC/8ImUEkXpzoorUmoqWsr7+Ms3hm8c6SZUMt88LH9CJK1sxadSIZQapcbUbSbAjt+4u71aVcwYOKESyuQ4JxQ40wqa4D27Lh2O2+oiJkdNCANv0UoKEWEqRifxEl/3ImrHz937LzIs7vO45SYyw2L3Xm6CZgsoZN16aQZvU4PqzS60yVLZxkM1ljb1jQeqrqm8hUYj5lJGYaAVRmbjWVQjeijUM2Qa245yabSIm7SOEzVsISiM2zIbMBurFJtrJCh8Q34qsG7muVTj5DOPcjha49C0iXrLLI0cwMDNFubZ6aan3cDBtWALE9QzqG8QSFBzKAVaZD6oe7iPM71OHLsThavybnvy8d5+NEn2Dz1JGbwCM3wcUKjaRppnWJtjTGigmuSBJ0kZHkGnZzZpRu48ehJXvWS2zj50hczSBdwaY5tHN50cKYmN16ueRTNyGKD9KULevobUdS0NUEZxrXOjY00/ygQMxa+WejN0uktsDAzx2yuCEoCo9KOJ+zUQHsnWTwllE7va3xwEAyMS1K8xTtLCBalcoaDQFPVDJcrtgfD6LBLsMgoLS29xtn/aea3uzdiZC5UtSNL4qZZiX2oYm/eREFQwqRJU0M1GojOgBr3mQ1MCiPj2jduueJpaBqEkoqJwStNmgaCC4yqBmNCbOsrwa3g/WT5DH7cCmiK+SVpzHQamoBk/BrLXNrDZTlnhp5Hz26Rr29y25FDHA+KWaXJ0pzGWZwTASGcE4GxSCmWkqOA1Z712rK20eCGDZn2JCaQaE2WpZHxg6hEjxqavMeG8wxHlWRWkSxcakR0Zy+1Gw+tneLY0h24tUd57+cG5P2UP/6W13Pi5BHRxkgzfDMgzF+Dec2bmdmGtdEXOLO8Tcca6qCgaRjgGOkutWtiKzepM9ZBMt850hrFo+hqCTBvOcfs8ePcdudrWTy8xKNnvsz7PnU3XxiBGWzTC2eo6y6EBEjozMwzn09fXjRhHoxLSSbruJ8EjcU+waipaXwgVwYTHMYkJLHUQjWWxCQYrXCN3QlHao0Z9zBXkOYGjDhORmeYRPapEltXcc+unnK/TVpu7cHe68TEchNh+3gfW12pwPL2Ggv9GeZvvIlOYsgTTZ5n0nNdabQ+xAMPbLJ0dJEkHVKNhmTpDGeWV5g/2seHLZy1BCXlbUEFYRR5YQroTpc1r6hnZkE7Vrc3eOz0Cs556lr8ExU81iuCTgkYYWZdBFM7jlk+z+LxPk1YpwqGPJshz3vk2RxGD+hkA1bX1lh/MiHkKWtNRUagl8wws9RFzczQnD1NvbVOvb3N2qBmaBKGVmqnUGCco9/p4Do95mdPsHTsBGkG265mZbjC/WefxHWPYmZTTG3ppjDaOMNwtE6wGYnOUWGFx07dy8ryCrfxqkueX6fbETlfr2gq4Rs7SQuI0qIy2LjX1I3F1g11XWNtwPnYd0wr6V+ndiioY2qoUsRjowOoxqqPCuWtGCnAeZHHVvFiVcZACCRGhIgCAWcbAtOJVjRBg5IG9kG5XfkTod/sVqSSfyoqEUq/N62kiWmSGUxqUEbHnkWONBEuubWWqq6lZYiJVBgf6CQZaZJRjyrJjCH91hQqzksDDq08JglYO0JPmekASFWgHmziBut0/SJNkAxuExSD2pPMLpD2+uiNdZxfZdN6NrdWWK5GLF5/I/NLc+S9hOBgOBjSNLW01hgpet0ethFuOsrT6zrmZzuAodOfozOfUA/OYLfO0unCoZCwMWwYefBpSp6msZ+PxyupNaysp5Nd+vwCYtiCc7i6wvlA3skxUehZay31xxHaGAJS/J+kKQGPyRJMKnUXNZ6BR1QEA6gkJRhNFTzrTcVq3VArhVKG4Bs534C1Xhpvx0i6sxbbVDgrNBewKA122q7Vk1kKVGyVEiZWILCTwQqT4ydO3HifNHY7Jr0f4z0oRcmRqgo7GyKe8l6TDc3TfJ+wyw+JTsqU1kSPmQcxgm20porptRAzFNJLtsF7CeSosboiUQVV6UipFmoWIRVqmbJxMydZ/TwzdPIZ6QVnFMZAmnZIkgyHI8TsgNaaRCm8FF3hPbJ+eT9VDW78CndqEXeekq8wbgp2vl9RZBxZS5akZEgGACXfj1J6UhLgCdGxluxOXdcEDXmWTBzFc4YxyXyqXZ85yUorzvu6S8H187NcP9Ph6HyfhbkZZrqzJGkGpAwtDBvH8tmzrK5ssrnVsLGxxfZgSOMDdbNNkitm5+bpHT7K4+tbfOmRRzBpQtYxcGiBmU6fI/05hhtrrDzyGD2ToDFUKJIkZf6mW1g4skSS9RlWNYPhNvrsaZ489RBPPPkYR+eOktZ9FkNCpzfPo266Dmsb2yvYagShR5J0CEGL3YpUKI9Ca7lGTeqxznH7i17GzSdvYzgKfOnzX+ZLn/9NlOvx+KMbGNujskMyNyIJgW6a0k0TTK9L0uty64tfzM23vYajh27m6OEFahA6oQv4oHBBgUkY1gNM1xBCQpbmkvXDs5d2HD74WMMfJoJ13lm89zTOYkRWO9qyjENLxzhx7FqWFjoEhlLLbx3BWYQMKlkzqUv1cYFxBBzB6/g3h7UV3lYELGkyy8ZqzfITp9nOcjbVgMo2MTgUA0RB7vlp2Skqai+MYzXjXpUOcYiDDxilGdogvUhQ0eEJjJoGj4jd7V7ftFLkeYdx6wO0xiDZnY7WO+2stNSDqeBBWbxFaIVx/RKHQJyDuOTAlPuZbpaJ5oRSUtE+bouUGNm3OU+uO6QJoDKa2uIbycQbF8DB5sY2GysrjKpKeht6SAgY5TC5or+wSN6fZ9mN2K42cU0lWVwgS1O0NjSNpakbRuvrbI/7O8c2I0liogChE0GiKfFD3/Ra/u0ffo7Hqwd5tDrM2777B7nrta8AxmtqSlAZ9alVTOcI2Rv+OPMhZflz93DmiVW0k71W1umQ2pQhjWTrnFwXqdakYyp0IN7jhqFr6Cwc4sbbX8qhY8d4aOVRPvCHH+XR0+vM9I6wuDjHS77mBn7/44+wNqzJ+0u85BVvZDF7iKkuU8VT7Wesc5+Ug4xjh+MMeIDgLA1WVHgDKGVIujmmEyZaBCbJJnY6KCnDkrChx2HBOwIa5yzWNmSZJknGZSqSdZckyDi4vGtzMSVEvdyP492SFVQijrm6PWJj1IDSJGlKv9clS1K0SsmyGZxfweaKevs0qArw6KbC5/DY9jqKStYuoyIlOkFnOcRSpUQlwsDsdVjfWmV5Y53tEFhbXZVSNSf9RbMsBZMIZfwZTOL0fRyzipX1ASpTdObnmTt0nG43o5+nYAOuGjKXd1hfXma1HjGsNvFpxqHZQ/RSw7H+HNmsJ5tZ5JokxT1xlpnZeZY3B4QkpdPtUG+vc8OJRZRW9Huz2FHNw489xqr1PLm1ySaGTrdHnxlm0wUMHUnJmoamGTDaGrF6+iHOrJ3Gm+kEAaRBq8YYhfUJvq52No6xMFY2lXEzrkE6PTtiD21xEr0iyRLZ7DmpFRIvXiho2olYg3UeHZXFNKJQGuKC47yLGycxNkprdGJwIUbHCJPi2EuFi7zxJBYRS/Q9NgDXCofC+5gJUUSqWCQLBIVB0zGippplBpUYQmKiAyGUVmmJINx4lMJ5oad0kow0TQmNlQ1pfG+tZVFwXuSDAo66GUkfwtH08tWJChJJrDOyMENXbzMMIplee4fKxenVweO93MG1HbH82AMsh4osaA7lHY4fPUq61Gc0HFJbS92k2KZBK02aaNLE0O2mZAYGW1tsri4zHKVctziP6uQkJuXIbI+HnzhFMxzQObRAqIXiok0iBMnQ4Hw11fx07FFk65raC/3ZubHDT4yk+lg/FiTooDRZlpBnkinNspTEaJRybI22qQKkyhCShKZpGClxTtebmrVRTa0U1juslYWGuHnURhG8UL1CsKLy6iOlyQW0uCZTn0O/K8O0k0oc/zVmi8bO3QXW8wnBZOLE7MpgMQ6OjB2/Xa/bHfWc7Lh2XvUUZyiMFTqnm6MPKq4n456TO6Oe9CpUPmYQiTWkKS5EZVUTW2XEMWBStOng6gp0QBuN0pAlmjRLSNKcoFI8Qj00WYegRKLfGMBJLTVaRyqpjNF7qb3LpnX+xw7Z2ImP39OO3z12tnXMUDiMMoxpfeMgG94RglDgxrWKTinp0eVF2Cb4EPOPctp8ePrZmNS/jp1FEAEJxkq80+PY7BwnFxe4/ughDs3M0Mv7KJOyurbJynDAxvIy28unGWxvsrW9xagaybiVAp8w2NhgVie49CyJc8z0ZzkzqDC6w5n1EUdnjjJnZslNg8679GzDoW6G7vVYuv5Glm64mc7SEovXXovOO2xsbKE2t7nvk5/g7o9/HDXaoqNWGK6toGf7HOkeZm2K+X3p/i9z7aFFtEnp9EQRU4UocOYVidISboziaYlJsdbRSTWZgTte/SJufmGPrfWHePArp9muMj752T/g1H2f5EhHcezIMV73yjdy69e9gSZPyDopOp3FpHOsemnXoIM4KngrTo8xNA0iROMctQ2TfpC7JBkvGWPHSisJHpnYYqhpLEls6eMDJFGUQmeK/lxGFcUlmsZG9fMAOLxXeIwoTDdDoU8j64bzLqqGN8LY8VbsPUMOzy3SyQMES5oY6sbiXEAlBucjbU6pqadolMYj9HZFrNc0CqOk8biUFGhSk6C1IgkelXdQRuyU8sKGCPH+14xp47J++V2sKVmvkJ633kvvP50ACq8VigY9zuZNgm+y9/De7ZT5TIGEIG0jtLTM0jicCtTOTphOKsSggoY0EwpuaCpSa6nWtxiePsuMNiwtLJAcWSLr9xmurlJvbLGyvk1eZczMaNZNjUsMI9vB4nBYVFQ4csFjtZb905jZEqScKEkSAoG6rtlDUpw7/8ZPoX71n2AfPsyxWzLuuPMkIMJ6UuMZMMySLF3D9qkvc6ZRHHn5K+kFzUb4HIPHV3GVxnrHyA+obM2qtYw8VD5QOQnc2QlLIzBUoBZmOfGC21i44QbODE/z+5/5r9z78ArK9NlePc1NJ25h5ewavqpBe/T8IvPX3srW2fuZRt84YIRiqRXOSgBTRBJD3KMS13pJ2KoYXFWxrs8pTeU9jR0zuiTrbZSOWcId4SqlY5BbhbiuxE4IdcWWd0BCf+4QzimUSoSB48XJdE2DbRrslD2bAeom9phWsuYIEUDGFlRCNawIypHYnKq23HzjLdx08iWsrNUcO3GITsfR1MMY/JH3yNNU2uCo8f1oMCaJmUzZvxutSLTB2kC33+WJJx9he22V9dV12UMEsZ3WO0KjSJM0tga7+IU6fcZRVzTeoV2G39xmqzlL6CUsV2tsjzao6m22BzULySzHvCVNPVshsL09xKYZTe043JklTztok7Bw+42QdVhMuqL2hyfVjtHwNE+cPsWDjz0gzhsJodtlaf4wNy0cQyWH6PUXObJ4DesrK9x4/TzLZxxbG2usuHV6MzmH9SE2BtPNT8eNk1JyIYfJIql4agsAOdYhYhXE4uzgd9NJVLwJhAYzVv+zyknz8PEGGMlAohVeSdZo0gYgbmIVMcOklFBcorratBSrm2+5ieA81bBmMBjRVBVNPcD7bRy1KKwFKSrWITrB8TpSchboJimdvIPSCc4LDUOnCcGPnURFlqQojAhiIJlSHTzaOzKjaJzCek8MGOGDwlrJNIRQYYxQ77I9UDs6WlG5QDXQbNgOlXE4tVP0m3Y7mEQRvJUAQJBNehYsW48/RGoSrDFsLD+GThPyPGOm1yU4i7MN23VFnhpmOikm7+FDYGXlSUKSkfcOUQdHN8/YHKyysV0zszRDqjo0usvpU5t0Ol2STISONBJ0mAaJjuIoLkTxAU3jFcqkgMPaECPLRHU1SI3IOTjX0Ol0pJVKNKC1C9RecdaD1ynKaCmgtiPODAdsNY7KeRprqa2Nyn6ysBjEoXROlEsb60XiXhs6xsQapr1kAsZO4XiXv5syws6FvzurtStFuOPKPXUR3O0iht3vupsKec4bh/jrOEs18Tmf8qHTwkXl4SBVlnHMkY3K2OEdfwU+BFzMnPvg8Y3fVYck58AYhcQK9E5NU4A860hAwAWCTgAvskGRVkcQ0ZwdJSUJkLmoGOmcpa6nNZYhZnqJBlNNvsuxndsN6XU3jnR6tImOoPNSR0V0tlETSmqijESatVzb43U5fn2IAquesJ9gZ20Ou66RvajixkHTnZ2l358lm1tAd/owGNHtzuDXhwwGA5QOpN2U2ewQR285RNqdkWAVgfUzp1l55AGGm8tct3CYpd51fGG94lS1gSFltjNHlszg1IBut0/qKtL5OY7edCMnb38lh655AfqaI6jZDnhYtAE1gEM33s7s0dv47If/E2eX7yVPMzI/Q+rSqSz+cDig6c3QdGRTqUKkfnmpfXJB6vYTbaRVBB6U1PdpZUF5jh09wdHFa7nxhg53f/EUX3r0EU7f/3lctUHWgVe94S006Y00OSjtZA8QIJBAkOCmd9Imx2hxcBormyEXhO6JCygSphUcBWk3MElsSKQClCLNUlJEo6BxHm2SuIG11HZIv5tjbYMHTJqhVcDZCmut2E8jtf7D4ZCqESVL72rWN1bRxpAZQzcxaJNQOceg3sSHBucdzgt1XLL+QbQRiEIwUwaKd4JiO8ERpTRp3DR6pEYPk2CSDr08wRuFj7RVHVvZyOoojpizTlgsOgb4YoBJKUttK4ySNcb5gNUWozJMdDkl4BObjGtizZjM1TmhSk4D72qUyeL4RGxOK49rKrTOJGPk5Vq0rkHhSLAo69jc2GDtzFk6vT5f+3V3cPy6m1DzC3TmZnHb24Sh5r77Vrj3i59ndeM+8mTEnOrjQ5cq1DR+iAoOlFg4r5SUKYWo4qyDsMZiqYQyY13a6ZB3buM7fuAfMLu2hkoC9BcAEUgBhwpDqq27yY99DbOzr2DlKx8heeGt9HJPP1hOu3vYOrvGtlfYJCMxHSqt2XKeTecIJqGbpZhUHJpaGWZnZugtHmNu8SjkFR//9Ce496FtUDmBwMuWjvDAF77EzSePsnTsCLoe8fLrLWce+s8kW8vMHj12yfObmTkkfRQ1sZWdij1HEdromPUS/MS2jxFiJNKHgHXCsFFKWns4Nc4URo0AAspF8x0p194HtBphozCN0ki9L4oQ1+kkUSTKYHUgBIerpz+HiTEihEW0hUrqKK2TfqMqy1BI4CpPc/pZxuLcHDecvIbOfApqGxB6qyPgnEVZS24S0VoxUenYR5uXiDK6txbvA12TwMY6g8ZxdGaWx7UhT1LqIN9D8NIeRwdpD6ieIVA8teN46tRXABVlb1NMkpMkXUI6w8ziPEeOXcd1C31eecNxRp/7DPn8PMOFQ2wMRc2ztpbKB0aIYmdiPMoP8YMh+NiewFmCqmHmCIcWryfLMrRJSU1GlmbkJkOToEOCG51hrhNYfvw0eE/iAt08penPE3SXvLuHfgBjykSUfvfxcWebOVZICxNHUcUoWwg7e9oxpcfE+gCtxVkJ1sdaP7mApaZHJKp9VAjUsReUfGr8HIhKrBCMhB6mdRxFgVmT9Ttk/emysZcb6w2srwOM4v+9oa81vg5Uo4Y1G2iUjrVe0psoyTuTGlGjRXFMK+goSJyd0JW260ropbaLCYFeohhubTJ0DQuzS+QaVO3ozHQx2jCwDu2kYa41CctbI0YjMN2Ete11+vMp29VQFN1sQoYhMdOL43grNWt11cQaPSlkdzY2blZj5VChGKoxx3NMkwBSk5B6T+WCFGsHWKsaggnkWc4gWAbDAStVwzDAcDSS6HrUkRlHBaXljcM5R2MtTQBlElGZc6LMG/bQXF2rHBg7EkKn3FHLFIzppbv8xbgJjJ7CLorWjqe3Q1vd7Tju3GkwEbXY9WlCD91JfhIpohJkgmlvxBCciHkxFm7fSW4+9e3UzoaW2Gs0On3jmgt5nSYEi8ehjKyt49rW4OUayBIjdK6kG+l5UbTEOVm7dCIBM0QFMjOaikCSpXTzPdQax8E9zTFTY9mNXYqtMfsqhf/yNxWi+AXScXNMJQxI1FgyhuP32xEtGJ/LsUBPiGd0bLAZf8Y4qwkwRcumyTSSRLKjJuY7bYX1DaPRQPpoojBJh8Ozh5k7doLsyFF8p0ev28e5mmw04swX7+GPPv0/ybdrTiwoVrsJKyElMwm+rgmqZq7fJW1mIOQc/5oXcu0LX0T3+An0NUcI810agtznqcJk4JNZXnDX17NVb/DEB88SNleYTyyZ0UhDiEvDYLSNVoHaVtTOk6gMnPQ7NRixbxrAyn8lZRaJUih0LPEApVO8Dlx/87XwhwZtDDmKvJNwZuMxFq49RB06aNsl4EmSWAenFNaJ2qfUwiYobwkuYBtHkiYTZ4bgpP/ylPjmt33b1K/ZOLvOxgX/quL3AZCTJDnJrl1Wr/90vYVefDx08gSHTr506vFcDME3WOfQSRIl+rXUv3srSgNGFFaDl5rqJniq4QjvFbkxUSnbSwdWrSCIUFYzqsAkkqkIgUSnoJzYEi3ZaSlhsWSJqJiiwTqpYwxBT1bYSR9LtTfhEQmSiqPhgxd6HkLBHWd2TGLEBHhFYj2DjXW219dZOnKYky+6nZMveykzi0dpsg7BaDpzPbp6jnzpa2Au5557NtjeeIL5rEsn61BtB7Y2t9DBibqlHxdGiDE1WtTy1ZjVEK3NXrpTmQ/8Dj925hH+8ve9jRdn1yHNr8aMDUPwM6jkFnwzg+kpbn7pK4En2HxylvVrbqLbO07fWfI8oT+7yMyhWba21vji8gpnBw1J3iXPE/IUwuYyNjRs+B6WHJtXPHj/Pdxz/6M0qsPiYs7r33AHL9xY52OnZpm7cYkPfvhTHDl+iLcsBn7tC5/kxTe8bCpmQ6fTndiDJEt32EZRNTmMW8bEVhPjJM54/Q54ERqMJTNhQusmMlXULoM63hfIGRkHYoMTW4iToImPNieEBozDZFITqRKDmranMbF1k9J430Rn1US7Le2WUFIGoLyMuXIOywiTWwbVEJSVoFrs1QiWjlFU1lJ5WB9uEWzFoX6fJMnYGFQ0HrqdHv1uDsqTZZGK76GTd0nMILYGsUJfdzFo5dQzBnCmdhw7PUNdSc8Q5yuU8qhsnqSzxHU33ErQlpkZw6mzj9Ob77MRAltrqxKJsxbrJCNinaSWg5fNgVEJ3QDapPi8i8pzsqwD3RnymTlmZ2Y5PDvHXL/HTLdDv9uhk2UkRnoI9jLLYOM0g80n+eJ9n+f+B05TNwPIp6NY3XHHq6f9SlrsM+TAtnM0wxpbO1RqpFdYbGebZjlZlqKNSKqLWqMsNnrs5BtDoqEKXgQqgo4bUXkfKajWbG4P2BjVuKCxzjOspAZQNjqG0bCiHjYMRo5qtEJuDMo31KMRad6VaKhrmGbjapsRVVXTNEFooUFBsHQyoUVX1QilExJtSIwodI2VxsbU56ppJIOemNhcWto9bDW1KG8ZxaCuGDlH4wNBCeVVEuNSw+tsLbLq+KhQF1A6EbqXksJ7FdsjTIs0m0EK7h0hjGSBO6etArAr86gmDtekFmLX4jdOXO4udj9Xwy+Escu4oz+oxu8z+bjoPU4yVzvZ12kgnyVZcLyTecY6rbETGU0bIYj4hIm0nLFY+Hi+Km6OAkJtmww2DitEB1UpqVdWxOJ8lQKKPOuIWrQi1jOLWEJqDEmvhwo1Y0bFdJMcj2HHId8JwMn5EgU7cSB1dHIxUkuNEvVCyT5LXy/C5KzEjKKfONMTh1MpxnVasBM4CIFJm5UQMynjLO9eko6iZ+YwKoCtCa7CWsfqxgqbw21UkjJqAoePneTYrS8m6c/RmZ1lczRifbjJ/Lzh5UePMz+3xAOf+B+MNlfppYaj/Zy+NrjhEI/Gj0ZQj1g8vsSNN7+Q2eMnMdddA7MdIJBo2TzHcl1C5qHb4Wtf9fVsLi9zz0d+h+31NZTpQ9Z7hlntIFeQKunnZrzHWkuSi8y71PM7kiSRdkLKoYIjDULVTDo5dlRhTIZt4hj9gDw3sZdgQBvP+ubjdJtFRvYItkpYWsywzXa8sOValjXaoIImxUgtt/WibB6DECGMy0xa7EYTpFBAh/HaKCyiSkGSiZjauN+tqBEr0jShqTy2tthQkyYJHo8NnjSROjECUfNBVChdrLk2WkUVVVFLdsHFFkhjtXlNkuYYZXC2mag1ex9rTKf0rCQJpaJmAnjnpd5SK+lDHSRIlxpNN++QmRy3XbG9uk7IEhZOnEDPzvD5hx9gbrhO0utyemWZLAR6ps/Rw9dxaClhbm6Jar0hcw2z2Yg5Alsjw2jYTNaRNGbLvQqyJhBp1oxXuz1p4/DO33wvd33zG7leDyE8hGEJVA+ltgjhUbSxZDM9IIEwh3UzJMkqA7PGabNOczjDOc+1hyA71md1CI89usqjDz/CE5sVo6zDoSOLHAsVc3NDvulNL+KPPvEV/uPnH+bU8mnuuf+P2BgafFDMmBkefOiL/NFjD9O4Hp+4724GIefw8SXuHj5GtzfD+z/9Be6666ZLnt9wOGJiI/ROn0TF2GZIIDwoEVQaO45Kj8tQxqJKGqNTGLdkMjuSbipe/GmSROZYjU4TfKzTTQK4qsKkCV6JCmpqDM6O8L6KgjM26pFMv85ErR2qRlrrpKmhaWqhkTon67cPmCyhsh6fZWSHZ9ms18m7HREfROpPR03DcLRGaiuOzB0hJB3OVDXbK0/gtrpkOuPUxia6M8Oxw0dJNZxe32TGGOokwWpD1uuRd7YlKGQDDaIk7wnSAeEZ9mxTO44z88dQPsV5aSsQdMDk8ySdDlvDLY4cXWR2dobrjp9kJlEszM2RdaXYM1FSq1fVNaNRTVVZqqphu27o5znDx58kYJi9+RaGwOzMLLNzfWb6fWZ7M8x3OnSM0O7SRJNoBc6jm5rN5cfIfMbaExuopmY21uD5ZOopXpUoy3KPfKyDh65S9LSBusFWNZ00jQW/QjkgKPKsS5pkVE3ckPsw3qKIT+DjZtuJWI9Gx8UkwXpRY6uUkkx6VOJzSSKS3WkfXW+S+oTUSz3qnJnBNYGOMlB7kjQlTXpoEjrs2uxfAqq6obYO6yR6FIJCuZrRVoNzQ6GSpwqfark/tWQGJJkt1J3KO2ls7by0ZLBKMocEBk3NqPaMXEPlA4331I2XCLUSJ9w1Fhtld2trRQ5aRzoXnizNSZ0Tefo9FHYkJiWEBIJE6cb9mUDmEdgdRdzJ2DHJDKqJN7CbLKDOGcskWzkx7bt90aePO0zSgbs+MYRJbcWl4hWvfBGvmOoVBwvf9xfe8XwP4YrAOEcWPBmIM+NEVGRrNKL2Gpt3OZuk5DpwjXIwGrAyHPGV9Q3cyhlO9nscPXGCa5Zv4cF7PkU3eI4lCQsKGA0lW7S9TS+BwwsLkGQk/UPYJCc4J7WdXmp8Ro20I1FBkTbi7L3ohS+lefRRvvhH/51maxv6S5c8tyzS+1PlGGycJU17hHQGZVJsUOACLjRoExu/1xajDV4pRrW0gHBBavukdYHoBkutqydJFL2ZI9T1HFvDgB1t08sHpNmQwBxK5VJvowIoCbD4piGNiokYg1WS3ZFs0qWvoV8t9vDOOy9dGPAg4ppXvGHy82HghnP+fuSc3z2wzU7e/VHg0Tr+8vAAGNc2Kfn5iS/Jr8eP0jt+FIA54CXx/5XAN99xC9/zJ9/CjFrD28fQ6QyEHp51tLqbTz78aTpLr+L27ssISpOYGjtYZu76JQ4NKoa1I33sDC/62hdhz65y+rN38/l7v8TvfuHL3F/PcsNNr+XbbrqOW67ps/DSHp0Ty3z5vZ/gPf/tcwxHfdLuAgmBNDc0pssjKwMOzR8mq1N6AX7gW1/PW2+Y4Ud+/T/yxCClzqZjsnV73VgGNm5VIWFTE1lNauw0quhehnFAMIqK4KPisDiBRuuo8htif+ZxoFV6KJJ4xEk05gAAF2NJREFUQpoSlMcHjVIpBo3pJJJMUJDEuuckNThrGNUjvN+pU5waSlpgNXanLjUEKesJyDikRl/0CbbrEY+vPEavlxC2pFWTD9KX0+NZWX6MrZXT3HL9C1i4/lYq79gYbPHE6jLaazZNSjdNGVQbnH78AbbXV6FuyLIOWZ6jE9G80D6lGosPeiVlSDEweDFM7VW98a6LZeQccBo2T7O6CavAI5f4vsu7fj776fsBeGLawU3QhcNdbjx86Ubyq8WQfDXA1w3BKkbbW9BYuklfIkxk2EbR6XdJ0nxCa/CBnQbwCog3aIDYd1JU9TCyEQokOJ8xqByVhSzLYjbdkOkuVW1wQ0VVa7xNcFayJlpr6mCwtURCm7om0Y6QeJbmLj0T0Fhpt+Fiv0SlpVayGtb4YAmJqLrJlMQhts6SGCWF+l56ONmg8Y2Ir+AUyoMzmsY5tlxN5R11EOVUa6PjiWSjxnVBXtI4JInUBTeTzKCdZCH9tL3HANsMUSRCt421VaLwGw/YvUdUT3Uix7PeyXjtOJXxBU85cvzM5K8KnmIdxnWNT/ncczepe+BYtTjQ8MFR1SPqpqGX53ivaSxsj2qqpma7dow6c6yvLzM4NWLQyTC+SzV3jM1qwOrZJzn9lRVuv/Y4Ny7OsnhkkeWVFXre0yXgqwF1PaCPopf3SNIeOp2lqROqM1uYjiVNM2oyNoJmaC3NaEQ1rFggoDfXscGwdOwGnjj1JVZGK1PNL8tyRniqrTV0kqNnAs53wCckRlrENHUt7TqUIul0AYWtapQTpeBES7sGN26VMiHtebxydGaXMNk1HOl2GGyOGG4/ijYV2wMHHg7PdcFIiyvrLWjZaIIoFSapiORIE/jn+gy3aPH84+3fcicddYr77/4Ux69/Ob3FLDJfUmCRvr6d+eTrgYTgv4KtHyYxjpmFm3nFq19LY7fRdgbTOYpe2uBF172aG7/8Yer3vpfVL87yp9/xt/gzbx273BvwyR/nD//wi/yxb30lb1ZH+On3fQabzbGxdpaVzQqCY+NYn9tOLvATf+Ed3LR9D7/53t/BjpYwYYt+Oh3DqNvvR/Mp9HYXxXq01lK/rvQk8B1inaOYexVpz+IghqDQyqC1QRHQ476xMGEOTV6nDd5anI0ClGmOTjJccPG7lRZ8WhtCrHmMUpJ7svSvuuuuqV8zWt1mtHr+v+X0yOdPsrZRs3bPPRhgiT7k0qh3DmBrxPqWlHx18lmh4gGzObzkttunn8QutOm4FlcdOr0enUxLrcNwwIztMfKeYTNkc1BjnWFUeWxIcEj/PKLi7Vi9LkQnJaDxQbPdBJyG7UbhVcLyVk0InqYB3TQoDJXzsD7i4cGTJM4yqmBYebwS4QbnPXmqyZOEZqMBX2FQrGUZSycv3XF0LvL9o+NolDg20rPL4KKbZXbTRVUgTQx5YgjW0zhP4xx4jfKIAqrW1ASa4LEIvcJFGutYkMYHqTHQRuGtNDoeq4SB9GB13lM3DY0XaexplX8B/vSfedvUrzkIuNoDVFf7/HZjVNdsNA3rdU1qPcpnbI5qtoY1DRIwMWlGomF5+THWfEO3c4x+rZlLExaOLLFZVzRVRZjpky8cJtsekFSNCP/4hqoeYbMsqjpblNKsnXocnVlUXlElOUMzy2mVsOEc9dYmzXCTZTvkcNqn3hoyctCdXUAP16aa3/aT9/DAk8/td3bHHNzxrW+e/P6/Pvoh4EPP7Ye0uOrvw6t9frvxo3//N3f9dg/wq+c56mPnee7Tz/DOX8tLvgY+9ls/w8d+65w/3fY9qC34CHDXW6654Du874N3yw9H38g1wIWPvDDe/PqrmXtzdeKSHcevphu1xcHG0l2vYpxrfsA/xAOPPvTUA7ahe2SW17xp+ijQdNjLMvrMuOG6Fz+7N8jgYm0jOzCVnHaLFl+N+NxW4HNb6/DI+oUPGpyCs7ufWAO++JRDPs8u16nbg25k6ugM0ninWg9f+CP5vxf0NJy8eW+vbdGiRYsWU+Nq9ZvajGOLFi32Da7WhbZFi4OC9h5s0eL5x9V+H17t87uaoUJoCwNaXBhFUSwC3wF8C/BS4ARQA3cD/wr4V2VZ+l3H3wp8J/BNwK3AMaTc9X8A/6gsy/92RSfQokWLFi1aPEtMawvja2aAHwG+C7gJ6TP1SeDnyrL8L1du9C1atGjx3KB1HJ8F9mJI4usU8L3AO4CXAV1EC+gTwI+VZfmlKzKBS0BRFH8Z+CfA48B/Ax5GnMHvBOaB/wC8vSzLEI//98B3A/cCfwCsAC8Evg0wwF8ty/IfX+FptGhxoFEUxXcBbwReDnwtwib+1bIs/+x5jr0e+FvAK4EbgUOI/thXgH8J/JuyLJsrM/IWLa4O7MEWLgC/jwhw3oMwkvuILVyitYUtWrQ4gLjsVNVpNjy7XvM64MeA1yAlV19GNjy/UJblHhqKXTa8nQsbkl8C3loUxcSQABRF0QF+HfhWpNjl3wKbwLXA1wMvAPaN44iM5duA95+TWfxR4A+BP4nM9z/EP30A+NmyLJ9SmV0UxRuB3wX+XlEUv16W5eNXYvAtWlwl+DFk/dxCVORvu8ixtwB/BvifwPuQ4M0i8FZkHf3eoii+oSxLe8F3eB5QFMXPAncga+ARYAg8hMzhF8uyXN51bAoUiF15BfBiRGX/+8uy/KUrOvAWXy2Y1ha+G3Ea/yPw3eP7rSiKpXj83y+K4rfLsrzvis3gItgDu+gk8MBF3vLXyrL8U5dtwHvAHubYrjMtWpyDK1HjOM2Gh6Iovh1ZeEfAryGbnrcB/xC4C3HW9gumNSQAP4c4jX8XyS6eS21J2Ucoy/LDF3j+iaIo/inw08CbiHMsy/KXL3D87xVF8RHgG4DX8dTvpEWLZ4VpnI54fA78ReDPATcjAapHkODGz5VleY6i0vOOH0bWzy8jgbiLUb4/Dhy6wNryO8j9+p3Aey7LSPeOHwY+hZyD00h25jXIBvwHiqJ4TVmW4w5PfeAfxZ+fRBgb11/Jwba4dEx7f+5HTGsLkXsM4F27gzRlWZ4piuLngF8A/jLwNy7boKfD1IHwiM8i5/FcfP7yDXXPmHaO7TpzQLBXBuB+w0GgxF8Jx/GSNzxFUcwB/xxpCPmmsiz/V3z+x4EPA99VFMWfKsvy31/2UV8CpjUkRVHcghiKTwB/+zwLMAeMQjYe66VmLqY9vkWLS8UlOx1FUSQIbewu4AvAvwMq4E7gryAZudeVZXnvlZ7EhbC7Nrgoimc6tr7A801RFO9D1qRbn8PhPVeYK8tydO6TRVH8NPCjCP12PPkB8L8BnynL8vGiKN4N/F9XaqAtpsY0QYGDiPPZtuPx8f7zHD9+7i2XbUTTYy+BcJB78N1XapDPEtPO8cCtM3th+Z3z+n8BfF/89dayLL98OcZ5GbDXwMd+w1TzOA8l/p+xQ4l/f1EUzzkl/rI7jtNseBBveQn4lbHTGN9jVBTFjyGbvf8D2BeO4zPgfIbkewAN/H/AXFEUb0OiV8vAhw/QDTrefH9v/PUDl3D8jYiRHAAfvYxDmxpTUuROcvDoOV8N9XHTOB3fgTiNHwK+8ZwNxE8A7wLeyY7xvCpQFIVBNkEAn3s+x3I+nO/8RbwHOYe37jq2Bn77SozrucAeo8gHLSt+MUxzfx4oXMQWnkV6Mt2E1Pzvxrg3ykUZWFcSe8ioHjjsgUF1oNaZiKlYfrsR96TfF187c1lGd/mw18DHfsO+p8Tr5+qNniP8sfh4Pkfko4jT8bpoUPctLmJI7oyP88hG/F8DfweJEHypKIr/J27uDgJ+BrlY/0tZlv/1YgfG8/WrQA68uyzL1Sswvmnww0iE5neBn0fGapEb8nPRmToXnwV+4jz/33sFxjstfgz4PxHH8dQzHDuuj1tHHOefA34LcSL/JfA78freV3gGpwOemmEbb9ref+5mHfhP8XGJA46iKI4URfHuoih+oiiKEsmufiNSV/2fn9/RTYW3xcd95+xOgbcjbJpXI7Wn/wgx/C9BosjviaJpwFOy4r+IBHr+HfBPkWzdXwE+WxTFs2zoeuUw5f150HAhWzi+x969267HIMJfj7/mRVF0r8wwnxUuxha6tiiKv1QUxY/Gx5ddyYE9h7haGFE/jATB55BEyyUhOhr/HCkR++TlGdrlQ1mWHy7L8rfOtellWT6BrJ0gQYF9jT3M44KUeGT/liJMx+cM+20D+ML4+DRxmLIsbVEUDwC3Ixu/PXZCviK4kCE5Gh9/EvggktV4EHgV4jwWwBnEYdm3KIrih5C6jC8A//szHGsQB/kuZEH6+5d9gNNjL9Hwg0TP+Wqoj7sQzud03BMf31oUxc+fM9dvjY8fvOwju/w4wlNpVQG5/350P9N1iqJ4JxLtnkeYAK9Hzt/PPJ/jepaYNor81ZIVP9BBgWewhe9CAjVvB15UFMWHgB7w7Ygg3iD+vp8E/56GS2AXfUP8v/s1HwH+XFmWD1/e0T03mJZBtZ8xJctvN/7f+PiD7P+s3LS4WoIC+4ISv98cx/n4uH6Bv4+fX7j8Q9kbnsGQjKOOjwPfUZblMP7+4Ugn/BTw14ui+DsXqlN6vlEUxQ8iWbl7gbeUZblykWMN8G8Qw/ke4M/uxw3rNBS5g4ivkvo44JKdjvcjtI7vBO4uiuKDCG3wlfH4X0AyPQcaZVl+AVDxPjyBOCM/Cby+KIpvudi9+zzjnUhNxxgfAP58jKAeSOyBBvhMWfF3cQCz4ldTUOCZbGE8t3cijI+3IcHHVSQT+VPIpm59v9r6XbhQIHyAzON97GxQX4YEvt8MfKgoipeXZbl95Ya6Z1wyg+pqRFEUfx74E8i+dHlKh3Nf42oJCuwnSvx+cxyfCWMqz75zPuCSnKoxRfMDu5xGAMqy/GzMqN4CvAihQu4rFEXx1xB1288j8zt9kWMThBL39vj4veX+aqVyKbhYNPzaoij+EtLmYBn472VZHsio+aVgv9fH7cIzOh1lWYYYqHkX8OOIxPoYHwL+7QG8Vi+IOJeHgZ8viuJJhPb4kwh9ed+hLMvjAEVRHEMUmH8G+HRRFN9aluWnntfBXR6cL4p8tWbFr4qgwKXawjivvxr/7379m5H9zCcu70ifHS4WCI9zftc5L/loURTfiPRwfjVSo/vzV2Coe8Y0DKqrEVF/4ucR/YL3Pc/DuRy4WoICF6PEfz9Cif+e8d7lfJT4c/2OvWK/OY7jjOL8Bf4+d85x+waXaEi+iFBX1i7wNmPHct/VPBRF8SPIhfsZ4BvKsjx7kWMzJFv37cCvAO84T9R832HKaPiBp+dcDEVRHEEcC4VkNr4B+Br2eX3cpTgdhfRS/RWkr+EPIhmcAUIN/MfI5uftZVn+p/N8xEHHWOjhTc/nIC4FZVk+CfxGURSfQqiev4IYzqsGF4kiX5VZ8ashKDCNLbwIvj8+/upzNa7nGtOwi3YjlhX9EuI4voF97DjudY5XC4qiGIs1bgE/9DwP5znH1RIU2G+U+P0mjvPF+PiCc/8QDexNSFT2fFze5w3RkPxDxJC8+SKZuA/Fx6dtfqKAzJgC+OBzPMRnhULaofwMUjD9lmdwGnPgN5CL9l9wQJzGiHciNWF/DdmcfQCpL9odDR/Tc16JKI4eYqdu8E0IPad/5YZ82TCuj3sXUmB/C1If9+f3I934XJRl+WRZlr+BLKiLiNMxxt9EFtm/XZblPyvL8omyLDfKsvxtRNk5ZR9vdp4lTsTHA1PrEdVD7wVujwGNqwnnjSLHe+y7ENrfC5FN3TsRCuBHOeBZ8We4P/ctprSFupD+auc+/xcRhfXPsE8dxxgI/0UkEP7mKMwxDcY2c9/awudgjlcDfhjZv3z/PhQtfFY4Jyjw5oMaFHimecTr9k4k6N1HKPHfjgT4/ziSiHpOKfH7LeP4YUTR8ZsROtVuvAHxmj9almV1pQd2IURD8pOIIfnGZ7g4fxtxer+pKIpvKMvyd3f97ceRTNfv7acFrCiKP4fMzyG9Yn7oPPz3B8uy/OX48z9FKI1nEQXPd53n+I+UZfmRyzTkPeNSouFXCz3nmXCA6+OegrIsHyqK4l7g5UVRHIkbvTHV72kiQZEyvgLcWBTFYnkAGpOfi6IoXg3cXZbl4JznZ9i5Lt9/xQf27HBtfDywztK5uFgU+aslK36B+3NfYg+2sAc8WRTF7yLCZABfj4jhfQWpJ9t3rY2eo4zqa+Ljvgryj/EczfFAoyiKW5Ha6n9VXoYm8c8npimr2s/Yr5T4/eY4vhf4WeBPFUXxC2Xs5RiN6P8dj/knz9fgzsW0hqQsyzq+5neA3y6K4jeQfoF3Io7xGeAHrszoLxk3xUeDZOLOh98Dfvmc44/wdAdrNz7yLMd12bAXitxBoudMg4NWH3cBnOt0jNv5PE1cJGbMx5T4fSNaURTFn0DEC2BHRe21RVH8cvz5bFmW74w//y3gTUVR/B5y7gZIv9i3IsJiHwf+7mUf9BQoiuI2YO3coFmkUv0Uokj98aslKn4JFLlxVvyvlmX5z3Y9/9uxPvcz8fUH2nGMOChBgWltYYX0nH49O2UNX0GYHP+gLMutyzLKZ4FpAuExQPXpczMZRVH8MSSTBSKOt68wZbD/asbtiC18R1EU77jAMffFPe13HJT6x6slKLCfKfGX3XGcZsNTluVGURTfjziQHymK4t8DK4iM+Qvj8792ucc8BaY1JJRl+QdFUdyBGI83Ixu5JxEp5J8qy/LRyzTWPaGUlhPvnuL4N12usVxp7CEavu/pOc8S+7I+bg9Ox+8jgYAfLYriY+cwGN6NrIufKMty87IP/tLxcqQR/G7czI5q2kMIlRGkF9c2EpB6E5L5WEU2Su8B/mW5q9/TPsE3A3+vKIqPIpvrZURE5Y3IHJ9gxwgCUBTF32RHLe7l8fEdRVG8Pv78B2VZ/tJlHvfUuMQo8lWTFb9aggJ7sIUN8Bcu13iea+who/qzCH38I0i7JxBV1XE/7h8vy/Ljl3PM02IPczyw68wl4EGknOh8+BZkv/7rwAb7rHzqQrhaggJTBnA00Ds3EHU5KfFXIuP4ci59w0NZlu8riuKNwN9Gelt1EJrHXwf+8X6qr5rWkOx63b3Adz/X42lxWTBNNHxf03OeA+zX+rhpnY6fRhRz3wJ8oSiKDwBDhAb4qvjzUygfzzemWWvKsnw/B4+K+kEkeHYX8LVIQG0byfj/a2TtP9d4fjNyjnfjdfH/GPtqQzdFFPnAZcUvgqmDAi2eF0wbCP/XSAnDnQibIUWC4O8BfrEsy9+/XAN9Fpg62M8BXGcuBWVZfgYpq3kaYjDgONLz98vnO2a/YS9Bgf2Ig0CJv+yO416cq7IsP8aO9H+LFpcN00bDDyo951JxQOvjpnI6yrI8VRTF1wE/gkRW34EIhT2ObBh+NtZ4trhCKMvy80gt3zSvedPlGc3lwZTR8IOYFb8Q9hIUaHGFsYe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\n", "text/plain": [ - "<Figure size 1152x97.2 with 16 Axes>" + "<Figure size 864x97.2 with 12 Axes>" ] }, "metadata": {}, @@ -815,7 +943,7 @@ { "data": { "text/markdown": [ - "#### ENHANCED" + "<br>**ENHANCED**" ], "text/plain": [ "<IPython.core.display.Markdown object>" @@ -828,14 +956,26 @@ "name": "stdout", "output_type": "stream", "text": [ - "dataset : RGB min,max=[0.022,1.000] shape=(16, 25, 25, 3)\n" + "dataset : RGB min,max=[0.024,1.000] shape=(16, 25, 25, 3)\n" ] }, { "data": { - "image/png": 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\n", + "text/plain": [ + "<Figure size 864x97.2 with 12 Axes>" ] }, "metadata": {}, @@ -850,9 +990,21 @@ }, { "data": { - "image/png": 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\n", 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yqSgrjwwDwk5IpTSmNriqwXtHlYb4WGJFRWBytCqJghsfFzTOoV/fuVsiEWh/dbSXU+uhtg7jPFIrAglNsWR2+ZKGAHM+R8wygqomNBYpJV4rKqHwHjIcFzUcL2uOZhneGmQvBmIGoWQQJ8Rac9hJSKVGS4WWGrxFyJZ4cVZTG4PmZs+wF0MaKXQIVlhkHNG1IanWpFpjGodUklXRoAPNRj9he5TSjSVVVVM2Eb1OzKLMqJr2zVFrwqLd/9v3KokCOmlEECoaaymKCmctQaSorKeoDYH2JL2AXqKw1jLNGy5mBbPSkUQh4yREK0Uc/PWky3/rGdYVSkpWywmmyrnWYQs2BMRRwvbmLXajPvEa1DkvcV6Cf322vKk/IXwL4LDrRbBeD6/z9bQsozUNQrZkV9NULFYTalMRRylJ3EFqjTN1WyUUAiUVzjvyYkVV3YwIADDW4KzFGIO3FmtbZkB6j9cKlAQp8X79PdeCSOS6aoXHeIs3DgnrihVYZ2mcbQkA4VFStutPa9Aar9r/V0hHKEKUCPHO4azBWYW3DqHEm+ouzrWEzg2P/SSMMNa0xJcAI1uyVEiFFAqnJEr4Ni+pQEq0k9jao9bEWxAEazKtrd4lUUgcRTReIAVtnmtcIoQnDDXdTodQB2sSx+K9w5qAJggwxmCtwVqLsxbrHOv7z1eqWN94N1peX+G9Q2tFFGiEVDTW0zjwqmW6pBSwfrHOAUqh4oT+qM/O5pjtXpeOVwQOpLO4qsBVJbaqcI1BpQlKqfbQS1OMDqibhlm2olwuCKQkjhKEDlBK0XWWnm/QSmCdwRqDdC1Da9xXwfC/il9nOv9dkec5k+trrLUEWrdUu3M459CBRgjJxeUFXzx+zKvTU4SEJElaSUNVI6WiqCpWq4yyLDg9PSPLVmgdIKXEOYtz7U2l/XPbB+xdC+6QbbkljuKbPsJfy6/94P1q24D2Hmjx3qzlA779vrP4psYZR6NiMimZrBRmWWLsjLqyWFMQdgIuih4bwKCq6Q4qOrc8fS9JRYWrIpY2IOpGpFGEUm7NwK5vXsIDDiEdEodyCiOSG+W3qHKiIGo/9FJhhaJpBGVeYFSDV+C9RDqPt5ZaWawGKSw0NUWusDhMkVE1OdfGcFVbSmNIAkU0GBD0RwgdYmpLWdTIyGExFM7QVGCEoBNasO3GVVaCumnIsozFIqOuKrANztQ4awhv+FEUQiOEQiIIdESv12Vzc0gdeAZpRBJqVKjw2mONXa8jiXDrG/CaaZdCEoZdHBGnl1OevviYOj9jf5iyOzogjnaIww5B6BCipqkcdVWxmM+ZZp5lLVhWS1arM6rlNcpCvzskiUKklAgnEF6hboYJAFhVS3QY0+31iLynyc85+uI5Lx//lNnkApMYTo4/pTINXz75iMnkAiEkUZwQRilhkNBJevR6Q7Ro8Mw4v77k6NkrJhcTsuySV2ePePHiMXleM+zvsLd1m4PdQ4p8wdXlOWenL5kvJigVsr19wP7BbRCe45dPOTl6Tl2VJKpDHHduzIZcvPqcZXVEZC7Y7kA6OKTu3iOLB1imSFuQqJCOBJ0E5EGK7SuqoqZeVnjvqC/nrOanmBUM0pruEDpxQieRBFoiEMRas91POBjF+NCwKK8ojEOrgqQT0utK8BZWKyLjsa7DRZFQyAjhBJ3Yk0SC6ObYldxYUimRgPVtRQx+XVolcNazrA2zyoBfA5GyppguiFSALDNklSGNIRAeFSi8imgMIBwy7aC6PVxoyJsJdVnQ0YKqm9BREbf6KXu9Lru9DttJRKIDhBQ4LxFeESiHtw5EQ3iz44J+EpA1hmXucMJhACkVMghJ0hDhwQqF8SWNddSmrcQoAgIVopUjijyjQUTdeKy36+3dr7Fdu4elaULa66PCDlI4dKCwosDTVtGi0JOqgACJUoKiajDWoGS7y5e1I5MNGIfnq5Evr+PW7n3CIKRpSharCUVT4VrIRRymRGGXcVMhnEVYh288Vgrao0qgBDRVwWo1oSzyFog2JdYawiBm0N8mSVKQLQO6WE2ojyqUVJR1RpbPycsVtanppAPSpE+adFGqZRMDrRj0NrDWUDcldVPc7CHSvj5rG6xtwaugxRLGSiwtw+txWNNg6hrrHEJKAh0ghMSYhqIsME2FEKCDEKk1fs3metdKP5SQWCmo16wnvn1AYRgjRNhKzWT7fJy12KbGutcAt72ce8ea7PnqEWhNK3VYy8QE679HIBE43xIbLYC0tD/SrpRWxrJmpl1b8UjiiH4nYZAULYgXgtI7SmPXREj7WpVUbZp2zZSvQ6zJOCEF0su1jLTFNkqpr7SX3ng7Mr9WqtZKIaVqH6q3OG/RHpQXeN8yrmknJU46xFHM/taI33hwyMPNMXFW01zPqbMleZWxLErMwhMGIUmcEicxwyhkO9RkoeK6gONVyWl2zbysmKJwUuG8R2DbWwOe2jiqxuAdRGtQOdw+vGmaf22cnZ3x2WefUZUlSZoiZUv3C9GWMfKiYLlcslouyfOMvCrx3hLpgEAFKK1ZrVa8fPkS59oygamb9hbiWhrdrm+ClTE0dYOra6xp8NITRAGD/oDtrZ2/wat/XZ5fywX+7RDtzUn69ssBtQdnBd5G5DbgvJRcLmomsyWrfIGtGkRTILUjiELGKmQvCdi7HbCja/aXF2yaU6I4Qu6McG4X3U+I4xAhGgQNXpg3r6ddy62Ew9qbXTOLOkcJgaoEDRJTS6zr4k2GNA2EEV73wBc0TUHpNEpFpEhsVXG2LKnzFcX0mPPTI37yy8d89OyIVVnTEZrZyvLsIiPreELvSFJL2NX40OCEx1nRftC9oRuEBFpSmZqsbijzHGMMzjqqqiavM5yxhNzsEuLcevMSgkCpNl8PkQ7opilhFK0ZV4uUbd1WCoEUbamqXac11jdYoGzg8ycX/PP/93/F1elP+Y139/itb/0Btw++x3gjJUkChG4PVB12iGNLV1iW1xOeP/slz559Sojh1s4h3bSHd235yAqPcBYd3BAVABdXp4CkOxjTG46oyxnPHv2MT37655y+OmU42iWvS5bLOU8ef8LV5Rlaa4bjLTrJEGkT6pWlFhkNBWVxxfHxIz796MccP31CPp+SF0us94y3Drl39322tw/Q0rFaTel3X6zLfxpjLf3hBrfuvIPWkuViyovnTwBomtf6rZsxWs8ffZ/GfcGDuyn3H/4O6dZv87w6xLmaaHhOYDXWbBCJHsOuIhCCVS0okCxnNdPZJZPrU6rFjFKFBGfXlMLh4phsUmCKAmMMhXIsJSy1xNcly2IGqcRs9pGRIVELhF2gdMYgHIAdceVSJoWi5xWpDIh0SKxvXuWprSMRErUuobYF63XpVAhq67iqDC9XJcuqZhhJNp0iWzVMJgVRqhg4hRIOQQlSIYMUITSyifB1Q6A6jEnYWWrOZ3MW3qB1gBdt+bYbasZxQDdQIFqZghYSKXV7QEuHF44AQWhutk61dFzOMyZZ9eYCrgNFM7KEUhBIQVnXZGVJ0Vi8t3RDRSI11klWpaZyMVHSJe0oatNQmVbCIIRASI0OQuK0gwx7WFJC7Un7OYIMJStC1RBgEMZQloastBgHcazopQHjWrIqHXlRsygq8vpmN8kP7n0TKSSTxQXWGho3aytjUhGFMUrrtiroLDQG11gapZCvAYuxZIsJL0+PKMq8ZfW0Iialmw65ffCQnb1DrLScvnrGydFTyvMXxHFCGMbYtd6zrivmi2uSuItc/92vI447jIY71E11Y5kZQFUVa8LIriudrYCucabVtjqLM2uywTm8lEgdILzHOyjrhrysqKsCj0GoFrzhHd60jKNal+eVkmvqVIJXaKURqceEBY3QLaZZ44i6LvFC4pVABxqtdLsn3fACAi0YfUMSIVGyxWneWry1rQzCO6xtL3Oe9vwVQrYa1LrBmFbOkMQx3bgiDTSmse0acJbaFW+oMOscdVNhG09tDMa1eVljMU2NXUsPXoPj17IGqdRXchK4+V1aSqIoItAKISTWtbfptQQE6T3Ce5yHTq/H/bv3uLO9Tcc3DKi4I2p2iiXNMidfzBH5Cl+saLIlZW3xKqDUITYOiTsxUSehqwNwgigK2Nzc4CLLOFssmS6nFFVJ48xaSA3GQrMuh2rZviE3Aa9ZljGZTDDGEAQBzjlWWUZZliitSdOUxhhevHjBy5MTyqoiiqL2hmItSgiapiFbZa1uRQiy1YJX56cslwviMKQTpwipKKuKqizx3qOkwjuPaVqxsvMOawy1MVRNgzEti4c1oDz90ZA7d++yMd648SNcZQWtgMPiMXhh1povB1isdEgDojBQlkgdUyvNZRlSnMNq0TBpHNfLktm8pCwbfGMQtsa7tvmho2NOu12264Tx3DPWFfui5L1dwV1mCFkxaxxRf4t+J0WrCkGOR9JYRVE0lLmhKhtM8e8Wbv/bUS/mzLRByxAtFFKGSBGggwScoPGaxgQIb4m0g0jhA0dVFVxdzHlyfMmr0zPKq1fMLi/4/PkxL84WeJ1gnObR41dY/TMGnZhuqBmOBgx3uwy2Akb9iH4QoXxbItNBhNYRRVlS2hqDQUmHcDW2zsmqksx4lLsZ8GkZLNfeXAUo1joqpQnCCKl0+7n0HkkriPfWr8ukutXeVgXzbE5WL7mcCX760S/46c9+zvHTH3HyfMDpScXD+3Pu3n6Hg4MhvWFK0umjww6b2wPSsuZqOufq9IwXj58y6nc42NxvQZx3eC9/TWN18wMlL0penTwnTlPu3HtAGkdtDl7hnCAvcmbza/JsQVXlbdOfbKs/dVVyefoS7TVpEqEDSeNqzi5OmS/OGSSG98aHSBkzKS0+7jEeb7G5sYMOQ3QUM1tMiKKEXm+IkJpO2iNbLcjzBbPp9ZvX6ZzDOov8Chr4X4/5/Dm7Q8O9nVvcOvwOmf829VmA9M/pbi1ICMknA/LM4mJDFVtmdc7J1TnnL56SnZxilgaaCFMrzHnOxSzHSs98VTO7LrBNRR1KTvOcTy8uUUJSuJrxrR0Ix1S2Qz1zCG/pSk+qCkq1xEcRTnVprKIpHMa/bqq5WXjvCaWgoxXWeaq1XElLwaqxXJUNH0+WPF0UaDzv6A5ZA8fXGQt5TTF03Ik0famQOgShsEFKECTUsiSrllSNIJURd0fbyNsPWGZ9ImUZRJJSCU6Khswt6OUV/SRmFMeM44heHBHr9pl50Z5h5oY9BEmi6aWCyrQXwKZxCAPCOqyxWGcpqgovoTvosDEaMhwOkVHKqpRUUQuOtFQEWiGdR1rwKIRcX0qVRCpNLWIWdUQFJPGQYd+z0YduUCKrGeViwpwljROt+kpJ4jhg0AvIC8vJheXKOJobkgGD7nDdg9Gu8253jPUCFYTEUcygP0YpcK6ivZ7YtunWGSrTkNUls9WC+XKKUIqt8T5p1MXVnihM2Bzt0On0yOsVzjuMbRBSkCZ9+r0RxtRM5wGrfEHdlKyyGVpp4nUz0+ueFI8nTXtofedG+QHUVdkCV9FeQq1XYA3CuV+V8U2NMc0atCcoqajyjCzPKYXCiADrQ6plRrm6os4XuKrGrcvjSkmSKCHpJCTdDp3ugG7aI9EC5RuyxYTlMkcHAXEgkBJc7fFKgZctky4EWmq0upkMa43QWq2qA5REKAG2/W/OO5ASqTWWllxpex08UqybLJ3DOIcQEEmFRra6Ve8IlSJSCuFpsRgtc9zUNSjRShR8Kwnx3oNc9094+0YCuSaE12vtrwfnNwavwrfi30BKTNPQNA2N83jRdo01CIyXJEnMzuYWX7t1yIe7m3Sya+rza+yzV7woDfNVRV1bAqkQ3lHVFc55hPOUjaFeLdAzSCON0BoV99jZ2OXu/i2uGsOTywuO9BnT1YLCNNTOrZk6gdQBUgq8b2ia+kb5LRYLHj16xHw+J4oiqqri4vKSPMtQSiGlxFhLXdeUTUPjXMtEW4uwFuFa0GnqtqPQNobLy3NevHzOdDYh0AFhEOH8WnTfmFYYvZYceOfAtRpFt6bprWsXgxQCLQRpHBAA/pZDBTfXEi6mUzAGbIWnQmjbLmap8IiWrWtq1MpQ1hGFqriaGD4/Lrh4sqSYTjG+wTqPMWsVQ9v+CTIEDxVwludMjwr0iUc5x05syFeOflyy6Suq3GIaiWabJGkb4BwFTVVTZYY8ayjqBTa/WSOMWFYUgUJrTz8IiBKNTCRKJvgmoDGtNidUEYnU1L7ianrJq5Mpn3/xip998YJnL04opnNMXpDnS8paEKVDykbw6LPHHJ/OCSNNN+0w3tpm984mt+6PeXh3h/s7YzqdgFjS6rBDjTISpRxWWLxrcFUBVYV0DusFi/pmmlfn12X/tXw41Jo4jFpBv2y1gN6BM6CkRPiWQXRGsMxLZvMZp+cnnF294nwy49VVxpMnL1gtppSF4IsvJlyd/xWffnrKncNDDg+32dzdYmvvkP39O+zvHBJFMZFOEEZhSoFPNYFKCHWAlm0jgBDt3+3MzcFrr79F/fwRi7NLAgW7O7dJkg129h7QOA0IOp0BWmk2N3dRQmKco6pKJtcnxKFmefUcISWD4RY7e3dIopStjU3u3N7j77/3TeJkix+/POPz4yNMlZOtpqikyyJbcT29Yja/RkjJzt4tOt0ex0cvePrkExaL6Vp+0+64WgfE0c3kLZ2NHQ72ttgZf53Q3GaxjAky2EgjBnGEUBGzRcDi2lDPSurEMbMVl6cnXJ98ib1eoIoYakVRF0yrFU2VUdUFeVlSNZYwUAQkPD89ZzJfEStNvz8gGe9RlR3QHZrKEQlQgUKSoZMJnWGKibqEC4daNfjG426+1VBZi0KQKIWQEOCQogWvlfVcVw2fzzIuspJYSXa6CcvG0mQVWZARyZjBsEcQdPE+ZFW1e6ZUFfOi4OXlnMtlg/ULPBH7vT70Q7SqEbQd1Gem5tWqIcgNo7zmdq/Giy5xqIiFWus0HcYYyrqGGzzGbi/kQdhjdxyyzB1F2Woh+52QRLfl+ihSbA/6bO3tc7BzSCcdsyh0e2nQntSsm1aFQCGIfHvBlEKtRVsCv+4JKFFUUtAEkrSnCbYkvbhEl5cE+gjPGVJlrMqGZWWprKEfS7xrqy/CrRupbhBZsQJaHefWcIdBb5va0jKPyuOpWa2uiatN0A4VAMJgsWRNxdViyiJfEcUdtsZ7HO4/oB9vIAw0psaKhuvLV1zNz5lNrkiiDoONMdubt+l1h1RVQRSmXM/OsbbB2JrZ4gqxriTZNWMaxx3Gg23Ggx1aUe1XD+ta0u11OGfxtXvjkNE2osm2EQ0JMsChKasV09mKhTUYGeArS3F5yvTkC+bnL6mytrfBmIZAK7q9PsPxBuPtHXZ2Dwi3t4hJsU5RmoDaxoRRAp2QIAwQas3uGou1DeAIdEAU3myvaVNoyQSHXeuNZducLVowKYVA0OpdaQy+adZSPoFWqpVDqnYtudrQlDV5WVHUNaEOkHi0Um3TuZRrntehdNiyy8asCT1QKKw1mMZjadnu17roFuD+9fncGLy2tHLTHkhrFO1pKW2hA6zQRGmX+/vb/ObtXd5NBcPFGUE+I6gK5oslq/mSvDHIICZMhiRh0i4OCU4I8rpisVxgyoyyaktA0oJMUqI4YlOF+H6PTiC5zHtcLBdcr1ZkRd0i9nWnnxCaG5IhWGtZLpecvDqhaRqKPGd2PaEpSry1LFcrltmqZbCCgMY5yrrGGwPOYtclYelb/U5ZlkxnUyaTa4qiAMSbkoBzbXcea9DabjDtl1g3n7RWEq91ioJuHNEbDtjsD+l1evQHw5s+QorrU8r5iiZfgi8IE0nS7xJ1ByAk5WJBvcqBlCmbPL1e8dkXC7787IrV2SU2WwANSimUCgh0gBStTkUoDVJgbU1VF1SVw7sA0GS5REhP5Q3fyxfcvXWCsrBoaorhmG7XIX2GLRb4QuBKhy0ybHEz8BqZDnEvIenEdKOYIIpwQUBjHLUHhCMSntBJskXBo6OX/PzJE55+ecLxi0uOTi+5mC4xlUMYi3QF3liUjrHWMbs4Yj65QChNlHTpnJ5wcrbJq9M95tOa6v2Adw4i9gVEkSWmRjQVviop8oxyWWCWOdSWOAgYaclNcYHwvmX7JARAojRpEFKZhtZ6DHDgGoeVikAHIDTTxZIvv3zKx598whePP+d6ckFWZKyKmjwvEKZi0NugyktWWc3L45csFtc8e5mSdDskvSHD4TbvvvM+3/rmN5DSkUYRwoAtHd54FBAo1bK/XuK8x5mbs3Z7+3cwPmc2eYWvDZPLc7KipjKOTn9M2unS7fbIlzPy1Zx8tcDkGWWZk2UzilUPWy0pqxKE5d1336eTDlHZGdoUeBvQ6W6yvxtwXZScnx3x/OmnZHXNbH7FxdkLFss5/cEmw81dkrTL0dGXzOftelRKvdGPa6XRN2xo2nn4j1Bhh1UWkb28IpUp93u7+I0e4WCDlZI0tl23bmLJC4stHZ261Y8uy5rVLKOqCspySZ4tKFZLqqqkaiqMt0SRpsgTpvM5odZ04pSdjR1k2EcHY/bvxnR7I6QPaDKLl54o1iRS0SjohDBKBb04RHRuXqg7Lxs2jaXvA/RaX/e6NfO1z8hrCb7xnrxpiYiNJGFzNGDY66ODlMpJ5ivP88s559mKwhhWZcHlfM4yq8C3lZU4jhh1I8adgEgHiDBEdvogwZkaqLFK4rWgtazhTde4tQ2NvaE42wuGacgwllSpp6zbBmYtW9ccHWrSjS69jX229x6SDu9SMKJYKGpvUTF0ZYiUARYJriGlYRi0YGPpQkrRQeoOHk1twQmNDqGIVlzZBbGq2drYYZRuESdPia+O4PqSRbnietFwMSnwjaMs29KtuqE2u2hqBLT2mCokUJrQeSpnWGRTprNXiEgTjEdI4QmURPrW+qo2hvlqgTGGvc1b3D/8kFF/j0CkSKGomyXXi2Pm1xdMJ2c4axn3N9nZvMVgtEsQdoiiGiE1cdxhlc/I8xWrfE5VFeuOd0kUJqRJjyTpMehtABc3ylEqTbB2oUC0JW9r2mYipEIFUVvVcoKmbphO5zQE1IVgvrQcHz1mcn3SNrlmS2YXR0wvT6jzDNO0TZChDuh0uvSHI/qnY85evmQ0GjLc7jDaGbGxcZc02cOWBasmJ+p1SXohwrcVWXAoJd+4H9wklJYIqVvAvwb7zrXIXEq1bppeA0jVymu8dzR1+3OBloS6bXZsastqmbFYZVRNK2vMqxIJdNIOvW63dVZaS0tArok5vxYseqz3v8I8a+uxtSVB26j9FVQRfwPw2jKGXkmEby0bpBCoMCBMu+ikz854k9+8vc23hgHp/JT8/BTXNAQ6Jkz7jOJey4h1egwGm3Q6/TXw9TTOsMpXzGcTitkEny1bRlMIysUVTTZFBim97oik16PfTRFSsMxz5qYhbyzOrrV9SnJTm1WlNWEY0jSGi6tL5tcT8tkcUTfYuuFycs3F9RVlWeKBxhjqpnnDnLYddX4tgvbU1rQiZ1rxul3rO9pNu7Ut0oFubTNEC1Zfd9u9Phzbhp+Kpm5I4oS9vT0Ob99hY3OL8Xjzpo+Qp599RjZZUMxn4ErSXkhvNCTs99tnnBUIJynSXV7amkePl5x+ckF1OUPZEqkt1rQSBuc9RiiU0Agc2BonHM5VYEqEUKgwIg403ll+eek4W1myrOQf1VfslSW2KLDuHWDQ/nnZHLdYIXJDVNfoG+KesLtDbxAQ90OE1DTWkxc1y2VBWVV42aC1Z7mqefLklH/zs4/5wS8+5uz4DLcqWlG794RC47E4V7/RQ+Fsy1abHCEUVb2kya7JZpfMrmeslo5lppisBF+7q0HEbCYOky0pZlMmswXLrMKVjlRo+oFmFAQMoptqmNYfdAGhkqSBJgk0vllbrbkWMNrGIQLAwnKx4NNPP+XP//zP+Ksf/SVHL1/irCWJI+IoQmlNEgSk4zFyQ6xLR61ea5EVzFY5xfNXLFc/4ydbP+Pi8ph3H96hyOc4W7fdv6bB27YjXAcab6Bee/rdNDY3t+gNE64vt3nx+DOePv6Cs8sLamsZjrfY3N6j1+sywbbNmrbBOksoQ7QKUDpEKI3UhjBSJJEgwdLM5jx68YxiYnj/A080HNMLNE8WE7748lOmswllmVFV7We803NtJ7ptnQXCIKRufpVTe4lTX8k679dDHf5DTi6uMSePCfVT7mxdcHjrG8jRAJOECGnJRlWr+VOW6sITVtCtJLa2zJcTlhcXZGVOYypqU2ObBq1AiADjWt/ebFVQZiVCCMIwY74syJYryuUS0ZTcefiAKPQ0VY4JEkI7xuddvBXtRSTR+DjAhTenXo/ykt0qphdaAiFojEOK9oJjrGMjCnh30EEJgbUOJSWRjjgcjriztUMnTKhzw9VkyfPTC3559JLjySWlqdu9Yq2rdB7MukLVT2K2+z22+322R0P2uz02B11C5cGWJKJGR5JGSioPWEtjGhrTUNub2UgVlV/vFYJQSFSksK/ZLQmdfpfO5i694T2C9B2W8hYXZshMhbieIuoptI4JtMaYGlHPOEhrHm62jbvPZnBadvHxDjLsYXyIDFK8N+SL55wuv0SIirS7wfbOBmnaIVACUxcsixWXs5KXZwWrpSEJNVHwqwvXVw2h9Vp65DCuQcqWU6tMxmR+zvnlEWGScCvP0B5CKdrGLTxeCmQY0htucnDrPW7f/oBQpDSVQUtP3BiaKmIZJtTpEKVDNgabdNM+eGjqBiVDhr1tkighmIVUVUVdl6yyOcYa4ighDjtoFWBNwyqfsz7KvnqOQqC0RinZSvbsr85zPEjtEUisF2RlxeVyRVZ5TAnT4yO+/MVfcfT4J9gqR8hWu1w3JXjf4iPRXuLr+ZRFtkC8Ompdl6KQzb0h77x3j6+/bzjcVaigh9UaG4WYpgbR2kppBUorlNJrZ6CvHjrQrQxAK7xzNHVbNUcIhBJ42/bY+HVDpVzbTCIlxjpsUVAX7SWoqgyX8yWTVda+NwjyqibQml6vS6/TazWwUhIEEVJCVVft5/u1NuC1zta5NWgWa423RPPV+tFuDF6dF63QXbZ2HNZZnBRYIQmTHrf29nh/a8T9yJNOz3FXF9jFEoOAXod4vE+6sYsej4nHY3rDDeKkA0phvcO5hn5VMlwuKCaXVJNz6skF9eyaernAFDl1WRBaS6I1W0mHVdJl0ulQ1CXWOwrraCyAvPEHlbVw2FhLluWcnp1xcXRMk+UIYJXnTOYz8jxfv/Gv9Ta/+mpNntYqEykJgoAoDAnWXmtOtCWYMAwJA70GrJIoDEniGK1VC4ybhrKsyPOcujFIGsIwpDMcM9jeZbixyeCmn1Lgn/2XP8BUhqosMKYmjkPCJKSy7cH3YOeAW4cPuFzCZ/MrFleWvUiSjDrMS01dakyWY5oC6wzCgVStTMPWSxqTg2sZcxV20Aq0FlgrqMuKl5dL/qTymCLk94qSd4Um7Qwpwj6XasxqdYU++5je/JxUDomTmwH0phMztzBdWEpTscqWLKYzZtMVTdWgpMHbkouLOR9/fszPPn/Cs6MTylVG4FvvYYUFn7cceBDhvcVUGd7VqCBFSI0zFbZZIYTCNhXGOLyFoqiZznOywiIIcBsRfrVkdnXJbL6gMA7lNUGYUom2kSoSNzs0X1+TpRQIpYiCgDgM225XKTDG0NQGHTgMlsX0mkePHvNv/tW/5Id/8edcXJyhVEi/N2LQH9LvpQSBajW0SrYMhAdrHY1pLylaBxR5w4vnLzl6+YJ//a8rnj3doyhynLB0eylaq3bjt6/Nu18bT9+cecUaTNmQLwsmkwmXV2fMZtdEaY9ur8fGeIte2sHlS9IkQWuFDgK6vSG9wQgZRARRRH84pJOkvHrxhHo559XLF8wurxE2YnvzFrfSFLOa8/LFY7589ghvm3WHdoWQitn0kmdPPiEMI+bT8/a9adrSog5CwjBumZswulF65/EOSxrqyjEqL4jjazaWDWnvEBEESBSuClg0nonXZI1ndTXl7NFjTr/8iMXVKdWqtUzSStLpDQiThCAMW4kT7R5SZAVlllMUOUVekRcFZbaiKQvKcsX15TNu3dpid2OLRPVpyphGtxxJHnheAWpZEuU3k7YAXJU1i6ZhZQK0Z91p37KtjfOMw4APBh06SjCrLb00ZZD0SWUCheV6dsXxxTXPTic8O73k1dUFTZXRi0KGaZe01yUIQjyOrMyZLJdMpxOuZzPOBgNulxXGNGjbcHd7k+FoC9fkNHXOsvJY6XBlQ12UVHXF6obNTEXT6gW18GBb+yi0R2hB3Enob+4x3LyHCO4wb/a4cFtMGVPrhCBOCHTcelHbHLU6oxc0fHCrw+988xClNJ1Pz6ifFczsEk9CEHVRUQdrHUKPqP2Y63xKZykJ4y4bgwO6ZoWp5zRNxmS24suqpjYto5UE6qaN6iBbzaJcM2Je0do1CUWUpPR7Y6K0Qxyna5LGI9d6xjCO2bl1j2i8y87WPYY7B6Q6hjJDlXNMBqnvkwR32NrcQaiQOEgwzlHWDR6IwhAZRHgatA6RUuGcf4M/jDGUVc7V9Iz5agIIfnv36zdKsTFNa+spRAtevcP61s4N5/FNQ2Uds7LioiiZL1YsLy65OHrB6dPPuHzxGYvLI0xdIKQiiDrESZdOt0ccJa28oakpi4yiWJEVK8q6QipJUW0jnKeYFrw6OOHBw2+xf+shorFU0wkq6RCmHTym1ZC+qV189dBK4dY+3W03rWvlgf61r+tattgaRbVuCgiiMKQoCq6vrrk6PSafzWiqmsmqYJYVKCVJVciqrGisQyEJhMKv8VcYBIRSvLHp0nrN/q6H3zS0dmLeryvNyr1p3vprc7rRO0CL1/AK7xXGmNYXTSsUAUnc5e6gy/sJDBcXZBeniMYQp0Po9Ag29+nf/Rq9e++jt3cRvR4yCkCptmkJj3YWbS1xXWPyJW5xRX1xRHn6nPLsmNXZKfPrKcVygrMQDrfYimLy8QbW1Xjb0HrPaoSnnXxyk/zWXf6su+BWyyXPnz9nNp2igwChFM65lqHVGr0GnvK1xdaaPZWq7eZ73UCi1ib1r28XSmvSuC1ztRNnHGEY0u/1iOMYawyz+YLm8pJ6Xb6IAk230yXq9pFJigyCdZPVzeK//rOPEXKtDzQNUgUoAaZcMUgS6u9sY4djrl3A9GrOOIrYfrjBVSl4fJ5zdbnE1gLfNAjXblQIh/M1xiyx1QohNQQJyBDnBZVtQX1P1+RiydOJILcSHUm2hobecEHTKVnGe1w3e9QTRXJ8QWoz0uRmB8rT8y8pCkdVO2pbUWQzsvmUbFlSVZ6mqpnPZzw7ueTpyQXz2ZzAOqK0h0etgeoSW5dtt28UIVWM1CFKhiTdDaTUVPmMumz1YAKPq1esro5oypwizzGmnQRX3BrQczPy+YIyz/AIlA7xKiIXLZshbjikwNPajAjZ3pxVoAjCAFm2Fx9j22EglRFMp3M++/wRP/jzP+OH3/9Tzk6OGAz7HN66y+bWAWmnR5qESOEwpsYYu7aJabVHXa3pdPqknR512RAEAZ99mvHkiy/48snnJJ2Eg4M9+qM+nV4HLwRVY1CRXXfgtwzZTePo2SPyvGQ6vaapHJ3OAKVCkk6XcX9MGqekcYfhcJOtrV0ur85hsaQ/GJH2BjitSftj7t96B1+V/Oynf8HFyTN2BmN2tnYZJSkd0dCTDmkK5vNLlqsZaZyipVq/F4a6Kphen77p8H097UbpgF5/RJJ2CJRmMLhZ82SmKlSqUKM+uR9yrnKKxTXdoCAymlwOyfIdLmcxJ1c1q6NLrj77OY9+/GecHv2CXiDZ6m/Q7/aI0h6D7T06wzFBFBEFAVEQ4BtDtlwxm8yZXF9zMb1gtrwiq2uenp5wenXJk6eP+M63HvLdb/0mQbBFFBmkF0RSUzjHvGwgqxn+TZrurKVe6/Zb38v2gKTFeiRKshMH4CP6oSNMu3SChHzZ8OX8hJdXZzw+O+V8saIyraThcPcW93d32d/Yod8dEIYRAk+Wrzi9vOTJ6SlfXl5wnuVc5895dXnO1e42zjre0wf0og4EGmdrqqbB1W0Ti/fixttp4x2hEFghqNdWSkp4ojhB98YkgzvI6C6zaodXWZ+Z6OE7Y4KoRxCmKK2x1Qpfzem6Kx5uWr79/gbf+tYdpFJYW5EtF3xx8YrrRUapNhDxBkInBDpCdncxNZxOZziXUw8V4+4+w4MMTM50MmdnUGCdIwk0gZK4m96ThUNoWiASRFjVotfUJgRRwsZwEx3H9AdbWKCxrV2SRDLsj3jva98kqw2BD4hD6CeQRAJsQU1ONw3pJ/sUXuN1iMWxWM2YLaaYxqB8jTMS01QY27xxBHjdgyKkIC8WLJYT6qaiMQ2//fs3BK9NjfVtT4+H1r9Vrs1QvacqC0rjuagazlcFq+trrh5/xJNffJ9Xx0+Q3tNJOyT9IUJoOsmAwXCT4XCDJO3iEZR5zmoxZb64RmQzgjrHe4Np4OWzE54+fcbW7hOMg2F/SNIZ0XhAanwc09h6rfm12Bt6ugVS4t7Qa+ADhSdYV4EF7rU80UpMY7CNQUlBHKdY2zCdXnP88jnN9Iq6KMiKksJYNvoddKAxfo6pGmhqfGUwtaOp2oatMNKEgcYqhWrNZZHrwQdKS5qmacmO141hxrReun9N3NwqqzFkvkQK0ZazBAQqIUl6DKOIkcnpzgv08hpT1aAidH+T6M67dB98wMaDrxEf3mpdIoAcWpZUthIk4duufR8mBJ0e0dY2cv8WzeFdsuefocKPqJqG4mLCcnZFAgz2Drk3HFMWK+bzeevbKeVaf3ozxkcpRZIkdNIOnSQhjWLidbmsMoZQSDpxwsZwSK/Xbd9w59feZILatB+sJI4JAk1tWqcAKVvR8+spHFK1dhNxGOI81Ma03q1hSBTHWGuRy1VrZF0UKCnYGIw5ODhgY3sTHQVUdU1e3NzT7mpWULuapqnb16tC+p2U24MRd3cOIT7k8TzCGcGmiDgYdBnv9Ok7hdURzknOqgbR1EhXI4TH+grvKhCKIBqggg5B1Ee86YrUSOHROsLHKSYIyOSIJ7MuPz/SmN6K4eCacTLCRDschd/h6apk+vwxJvsl7L73lfP70ff/Bd4IlAiJQo3yBl+XuKJmmRlOr3NOziacXEyYLRYIZ4iCEB2EWBSmqUAqhH7tIlEBnqgzZNAfsLW1TRJqynzBYrEkKxqKum0ONE2BX14zPdU8lRJXLpidbnBnM2QQOqx9PT3N43zrHRg4i6r/BuB1XYKxeLwSiEDjRQtcARyS6Tznk88e86d/8if8/Cd/wWI2YWtzi83tTUajEb1+hyRNCYLWNkgZTbAuo/qqwDpLHKd0ugOc88wXE/J8DhjKsiDPCpjMSJKkXcO63STrxhBZh9LBuhHw5szrZ5/9jP39B+zu3GHY32B7Y5fl4hJjDUmY4L3E64juaIvtvdtcXJ5TW08UJcRpj7DTZ+/wXd57+B1evXjMi+Mjrs9P+ObDb/Ld975Os7xCuBWmWdDtxBzu73M+vSDLMpq6euMiZ635b/V/hFFMnHTodHoMRpvEcYJWivF490b53eo0BGPBsDNgpO8RCEVNwLU9hdUZjYSiuE9zvcHsyXNefvJTTj7+F5wdfYY3jv54xM7eFoPhDvFgh97mPulghNIhSisCFSAR2MawsSrYmM4Ynr/i7Ow5k+tnTCannE6mXC7m6NDSTyNCPWQv2SbVm6ACAmuJbGvr0wtubs/TrB0vtIRYSFpOu52s5VzryKEExErQp61CubrhajLhYjnn81cnXCxm9DspD27f4u6du9y7/4A79+6zubVLFHfaSqD3VHnOdDLhw7NTPnv8BX/5i5/w2ZePeFkUaKUJdIC1jm+/c5/bG3u4Ykk+vcR5WvtCawhuyGhZ54kCTaRl28DbWAKtSJM+ve4+Kr1DLg+4avpc1x3qICHRXYKo1+baZPjslKg84f6W5fe+fZvf/NZ9+sMuAB987QAhIP30jI9fzjhe5JTVCp1sEsY9VDLAKE9WOJ6fnpKtah4c9Nkb3yfNp4zH59zbMaSxo6wcTWMomxt+FkXb+R4EmihKsDLAO9eOf9cBxBEyitFRh9IqikbQVZpIx2z3NxgOBxRVyfJqil9eIpYeVxe46RSK1pNb65iO6uKDGBsYNBWmXjEzK4q6wQlF3bSNT9635FGadN4QkI2pqauKVbFsJW03DCnb0rlbD07w3iHeNL8K8qJmnpWsKk92PeX40Se8+MWfc370CFvXdHsjNja2GWzskfQ3SDpj0s6QpNMjiCKsF9R1Ta/IGCznFPmcpliQz6+4PH/JyfkR1jtq6/jslz8j1pJ7D7/JYPcezlqy5QwnPEorrGlobniP1LIdwf56AhqyZVzfvFceAiWxth06hDVIJYnDgFxJTFOSLWZUkwn5bImtG4IwpDcckMQRXniWkwnUJbauMLVlscy4DDy2lxB3Oq0O1vnWrx6PUgIh2gmFv5rk6Npmr38fDVvGmlbz6hxeiPamnA4Z9YZsBhCvJli7AGuIki6yt0ly6z2GH36P7oP3oddhXhbUzuOlQgm1Zi9bPa3FvaG1y6Zm2Vi8Vah0B31LMKCd3mGaR1ydX1Fkc7pFW/rcTvtcdgdYkVEYS4n7SmPG/u1oBeAhw8GQ27dvUSwWeATX0yl4TxqGjPp9xuMRKtDtaxaSxlhWeQ4C+t0uOtAssxxXV4RBQBxGbwyIlVKEQTtkAdsKma2z1E2DKAtM3dptZasVVVHQSztsbW9z+85d9vb36IyGpGlKt9O9cX5KC2zestQBHusqYp3y4YN3+NYH3+aUDT46ndNBcbg7YJR0CKRgGAnuboZUdUpd95l4Q50tsbZqWVhv0UEHHaRIlSBlsC45tTct4R3G9RBRwEYUEgZdruqInxw3xJ0Fvz0+4qAbo7v3OTv8TV69zPno4kuuvnjCP/yPvjp4vXryCWkU0u8O6A026MUJKMmFsVxUS65mcy6mc4qyRK+9bhtjMFQIoXC2ajU/YRdcg60zrPdEnTHpcJftnU02BzHebLFYFFzNcq6mMxbLOU1T41CYfMXlyy/J5+csrrYpHxzwYH9MJwDpHc631miBhECDvJkpRqtNEmC8w3iLEeC1wvhWh22cY5XnPH1xwQ/+/Pv81Q9/wHxyxt7ONgcHt9oN1VmKYoVUYIxub8OsxwXqkMA6MO2teDabcXV5wYsXj7k8f0WRZ2jVOkRYa7k8u+L5s5fsbG1zeCugP4iwvjXOEYFG/Q1UA8u8YLi5y70771FnS1489bwoF2SFR4kIFXYI0i6BjBmNtxgMRsyWGZ3umK2du4y2drl7+ICN4SbXJ8/pJAnJwV2+/o3f5ttf/y5Xx5/x/OWnPD5+CumYb33wuxQV/PgXP6Cxho3N3bZpZjmlaao3OrP2sxsShNF6vGWNFCH+hrTdw0SSSEXHdUiCfbQaYYnJmojCGvIyZrFSFK8ylp99yatf/AXnL39KKBsOb93l3p277B8cMti+TTzcJ+yMUFGM8y2D8XqGXiAl6bZk08DBcsXl6UueP/k5jx//jNweszQlL04v2X70JcN4g153g7gXEusxCYpAhwTDlKBz8w5n49YNvVKSaIWWHuM9Yg0ULJbaeczaLseZhsVqzspYzrM5lSs42B7zG/fe57e++T0efvgtth+8S2d3F9ntYaVsp/o4h60qdvOcd+dL3n33GaPBGC0VL09POF/l5M+eU1UVtzc3+WB/n0B6ysWE68pQNRVFWXOZ36zKs8xqxqkmiBVKehopiOMOG6NDuuP7lOEeV1Wfa9unCUeoeIwKO61evljQrI5ImxNujyq+9/UDvvvd99jcHgCt3GZzZ4Nvd3sk3R5ReoJ+OuXF1QXFssazT9DdJAi2sdaxXBbUzYKoExDoAUmyS29zj4O8IQpypkvLdCXJb+hs0jZpQ9NYpLRIHaA8GFNT5HPKfIYMO4jhHpVVVDbA4ugEmlR58nyBWCxgmWHmJRQNVdWAUShStBBI2yBEhrUVIvZ0tcT0ehjfMMlWVLZdS1IowiCh1xkAPVSgaGzDYjWjKAuiIMbIm1LLbTPaWqUL62bY1v/UYVEUTrGoBIuLKy4ff8yLj/6C4xefEwC727fY2thjc+eQzVvv0N06QEY9vAxapwjZukgEQMfDyBhEU+OKFdOLl9TCc7GcQF2RV4ZPP/+Uslyik4jx7jbKKVYriwwjgqBDa250sxzbK2Pr8cpatuglIFtv1zel/DX76sNWmpFlGcv5DFcX+KZkNpszmcwQzjHo9ekNhyRx3A5UyDNMU1OXOabIWM1mXJgcyYidtINWmsbWGNsAHq0VSkm8U28G6fj1hVb+e7HKEiC1xFQNxngCFZH0Rmx0YsauoFNlCNvglER3BkS3v8bgg+8xuPuAAsfjTz/h82cvWFU1O/u3ePfh19jfGRMATV2A94RaYqqcy7NTHj8/5vx6TrfT5+HtW9y98202VUxVFGR5RpFVTC/OiYyjn3a5s3Mbf3XBq+ur9aixm6VomoY8z3HOsTEeE0cRzsEiy5ktFpRFQdXUZEVBXCYMkwFpkrZ+rKscu55aZL3DGUNjLc63HZFKt9PH5HrcmpIS5zyNNWuPuVYUn2c5q+WSyWxKlufYxqCVpjcYMdjcpD8csr27y8HhAYf7Bzd9hFR1Ac6RJClhGFDkGdLU6DQl2tqlubJcnDwncJrDNGA07qCaGh0EDLuC+zsRkj5PJJydOcw8RzZVy4Ao3Qr7mxUgUEGMjrqw1ik5GaFUSBy01lxzLzhdOVavFoSjnLQXEz3YJLk7IjzpYGPI8puxy+/sjgjCgG5vk43RPt0kIS8yLnPDIm+YznPysgYkWke4dSnG2wYhDDjTyjtUgJcKbIM3BrveQI2AIAnoxQnDYYfhsGTUj5jMEpZ5xTJvKMqSKpvT1DlawiAO6SjYGwb0Q4GWDm0ThIixWrPS4Y1ydOvJcU4IaudpAKcUXimM8yzzgsvFC37845/xk7/6U67PT9jYGLK7t8dwPF43AZY4b9dshkcKh3stgZGSMExQKiLLVlxdHfHq9JiLyzNWi0Xraaw0SZJQFAWL2ZKPPvoUkFiveP/9Ls47GusQWhPEN+ycBO7c/ybjzQOCKGA+mXL86gmPn36GVF3uDe7Q6YxJohTXLLCmLamFUcp46x4PHv4Wtw8O6KqG1dVjqtkLPrz3gOHmIXfe/Q7bdz+gl6Y8ffWcv/zlL9je/zpfe/Db5Et4+vwJpa/42gffQ0vN8dFj5vMJxjSUZU7T1G0DwmLKcjEDAUmcUJUV7z386uxrmJWM44quBlRAIwRCh4TcoiljinnJ2dELXn76jLNHPyC/+IJYOna3R9y/t8+te++xufcuvc0Dol6r8XUI6qamsRbjW/eT1xMRu/0+m5s7jDf36PZ2CKJNVPhDLi++IC8bjs8WbPaekcQBniu29nfp90f0entE/X1sfHPw2lrvtb9KIZHSIdYjIMVahuDwax9JcDQsy5qzVU4tDO/c2uTbX/uAb7z/Ozx897fZv/ce6c42dRJRKrG+MLSHstQJOuhA2OUwSPkHYYe0v8WffP+/4Ue/+EsuFjmh1jw6OuF+v8feqMtCKP7yeslnp+eUdYNxjp37Xz2/y1lBHEoa7wgUSBXSSTfpb92lt3mXZTnkfKmZNylxf5coHbVERzGnXBzjihdsbhu+961D/t53HrK11QJXY1sQJSV0OiFfe/+ApJvQHxzzg5895/OjI0ov0ekIFacE0Yi457FmzunkGlnPuRX36G4cMs4WmDLHW4kxIbPsZgDdOY8xnsyUlBXEUYNUnqrOuLw85uriCBWlyPEBh0ggRNiCSOe46hXz4ydMLjIiNujILVwYYbQkSAIibVB2iatXFCZjUU0pK4OMO4zjbmvoLz2Xq5zSeLSKGXY26SY9VCCJ4pg8b89l7xxhGNENbt4H8sYNxa/fd1q9a9NUVE7RkFKamuPnT3j003/F+cvPCIVga7TFwd4ddm6/y+jwPr2tfYJOj8a2VdiW2Vz3J4i2X0gnCaFWYEZEvQ4iDIjTLscvH3F5fsRkadBaMTl5THN3h2jzHqEc4GgbMKUE9A19wd9MPHVr1rVtKHfevcn9jdzMe5CKosg5PT3l7OgFy8tzmjzjajbncpERhRHj4YCk02n7cHp9lvM5q+mEbDWnmV5SxyG5HFBZkEqhtcJYibBr7a14bY71enjCr319hcmoNwavUgrCIEA4i8UTxAn9XodRKBgUK2JXosIQ4g7BeI/O7YfonQMulxM+f/IJf/Hjn/Pzz5+RNYY7736NWeH4jW/8BnvjAbEMEKZmNZ/w6ugpH/3yl/zoo085enVBb7TF6Xd+l+Kb3+Sgf0B86x2G8znNs2Nm15dETjC8M+RgtM2yqDm/nuKcwN2wYSsIAvr9PlmWYYxBKM3G7i47B/tcXV1weVGzLHL81RXWWVTQzj0u1yV8aywqlNRNezNytp2sIaGd0uFb8bt3jsY5GtMKzpVSxFGIUpLVYsVi0ZakrXWkccK4P6Q3HCLjCOM9aZpy7+49NjZuPqSgyHPiKCSME8IoJpGSjSTGBzEvK8er+YLV9Tl1CZ91E8JEcVf16MuUOA7ZH2gC2aHxkso0TJscs2zLOd6Urb+os2umyiFV0FZgW9M4vBA0tcOJhjqQVN6xmtRMX5aEuwvsvQXdfsRW3zHuhizj9Eb53X/3IVYqonTMqL9DIBSr83MmheB00jBb1NjGAxon2gYGudbhteV8gHZsnVIBYSzQtkEqiTNV6/xgOwSRpJ8qeoli0FFsDBOmi4qrWc5kNmO+dDReUuQN5xczepGko/r0xwlKNPhmQV16atrhCTcKtx7DZ9rxmrbVEaC0xjjPxeUVx2enfPzRjzh99ZQkSdjfP6A/GLbCfDxBFK7dLHw7REC17gXtVByHkAHGemazGScnL7i8vGjdGrzAWo9zpq1SRBFlWXJ+ds0n8hHdbo/RaEja6ZBGMV4KuOHkIoAPf+N32Rj2yJbnfPHk5/zs47/g+YsXjDfvs3e3xjtLnS9ZTF/x6vg5V5dnND4iSYcc7N7n/cPbzE5+wY9/+W84PXnJu3e+wYMP/5D+9j1s0mPz1n3iwYgXr15iGfPbH3TZHW7TSVLiqMf9ex8Q6ICyXJHnS5qmHVkpo7i9aK6HjEvRWsEslpMb5Td9dU3YWyK6OSqGSlSUoqJ0Eatln/PjOS8f/YyXX/yQ6fmnhDJnc3ufw9s7bO0fEI12KHSXYp7hp3O88MhAt00RqpVrKCkROPLllPnZSxwKFXZJ+33uP/gG0taEzrCYveJ62fDs+IxOaOiGM4bRLUR6Fxd2KNU22c37tVpJlGu/jH9tlS5almu95OXascp5T2kdi7phVRtGox6/8d6H/MHv/yF7974NyR7nRYE6PUH3OqhuihWCxoFzEtbjXhsUsjfg1te/Q2+8j1KaZTbn0bPPmVcNP3nyJQPp+c77DzmtHX/+6op/9rPPAIgDxf/kH3z1/IxznM8KJquCKFSMN7cZdDaRg13qcMRi1WHVJBg5QoUDpA4pixnV6gTRnLI7Nnz763v8zm9/jYP9EdBWTtrqx3qAgvd00oAH9zZJYgkmx9UveT6/xuXnGLGNjLr04z5VPmN5XXJSXNLf7tDt7JB0X6H1BZL6dRvxjZ6hFMF6jbcX3QqDVJ66KqjKkrzI0HiMKdDCEyqNtA5TTMinL5nPTslNTDwckAzv4RjTqJCoH9AJGsJyis/P2xHTM0u5yHHGEgeOYRDSpD3KxlJVJUJHpDrGS4eOAqIoIVAxcXD65ry5qRUYQG2aVoHw2gmoRZvUeDJTk5ee+dUZJ88+4ej5x1BXHOwccrB7l42dW6Sb+9i4y9VqDospUgYEQYpUQYvRfNs/UDvHqi6o64ymKdEqZLS1TydKkc4xuT6nNIai9JwfveD4UYe7KibeGVLJ9mIqVWsDd5Ow60Eq9vWQgrXdljUW15h1pcbTWNsOeFLtVMGL8wtePH1KdX1GPp2zWGbkxtEbdegP+oRRiFSapNOhOxyyzAuqbMns/AQdx+hBn8ZLyqpuLdSkIAj0rwZLvGZ929vsG9esrxI3B69rpwO1fgO73Q79WNLzNVGZ45sSo2Oi4R7J7Yck21tMl+f8+OO/5Ic/+ku+fH7JIrdYb3hcZWRFwdVswe9+73u8d7CJL5c8/uQn/OCH3+ejz77g9GJK3RiW8wlF1XA5nfOd9+/wcOMW3VszlpcT5tM5TZ5DXhKqiEiqlhb3nuqGQwrG4zEffv3rdLtdnj59ymQ6IwgD7ty9jWtKpBKcvjpjsVwQBZpknlCvJRQAcRwRBuHacsMTheveQCnbRpi17ZdS7cQZa91aptDKCjweZx1FXpLn7ZjT7eGYW/uHjDc28FqRVyV1dcM6869FHIUMe12c1uAth5tDfuPuXYb7dzitFGeLqtXDVjWnF+d04gCJ5Q6e8YYniRI2OiH3twE35rmAqzNJOb/ENxlShwgdI2W7SJtqhbQWpaK1Rti0pUMVtrYuQvGyivlk3tBMG0aLmi0ZMipHaDugETfr4q51BxsIgiTEh5KytFwvS04nGVezgqJyIFrxuHUehG7tQl6754l2uk0QRKRxSBR0ULIdd5ykCZ0oQEvZ+h6GijDQBIEi6UQMBg3jYcpkGnExSZmuGkoLi2XG1Sxmd3NMo3o4ZanqFfU8w5cpSnVulKNYMwT4dpqPdB613hiKvOTy/JIvnjzm/PycKArZ2d1lY2uLMIowTYNQ7es31r4Z5KGVQqpWB1WVJUU5Z5llnF+cMZlOyLKs3exs68/nRWsDE0YRQRjjvKNuDF9++ZTxaMDWxgbjjQ2KxlHkN9P0Amxtb5JqwcXJNU+ffcHRyRFFWWJtzWJxzvlpDK7i/PQZj7/4mJOTI9L+JqZeIKslYVGQX1zw5ItfMltlfP0b/z1u3/1NbBxSK0fQD9ne32B3o0vMkmz1jLw6IwwEKu4QqXDtuGDIixVlWdDp9BkMx63OVWuSJCWKYkzTMJ/fDLxmV9ccTa5YDSvGWx2sFlyuVpxNp1xdXnP19AkXX35OMXmF9iXdXszW7j7bBw+JNg6YWbh+/jnXF2esZpc0pqLT7bK1tUN/sEXSGTEcbhCHisuTpzz65c+4ur5isLHNvfvvs7txyL0770IFXzQ/ZrZ4wel0wuEsplnlyLpAS0/tFatcMMlv3rBlvaexfn13eT2i2OOFaCUuryc0CrF2imn3hnG3y/3DB9y5//fo3fotyt6Yl6fHHH35GCU9tx++w8HD9wiSPpVRNAa8UOtmQYdvSlIZkm5s8fd+5w8JpeFPvv8v+eiTX/Dx0RFxqEk3tyml4mL5q8rOTfWgO+OUybzg8jojjCSd8S5Rb0QpEy7mlss8RiT7xHqMx9HkU8rlKXV1zP5Gxe9864D/zu+8z/01cAUQWsGvNaw0VcNiMUMqxc5Wj7//9z6gkyR8/6fHfH7+lNwK4q2HRHGAMTVOdMntiGkjGIYrVDREhz2y+orpqqCsb1ZyTqI+QRAjpMX5gropqKsGbwN63U1UqNCdhOFwQCgNkTRIY1hM5mTTgqi7TffwDp3NB4TJHoY+VgbYROIDT2T6yFUfPx8w6m8TzGcsJ5eUqyletJaCoyChUYbcWryUOKWQMsB7gZYh/d6YUbbJKpuvzfxvFta1qvzXTgnSOxwSowOyuuTy/Blnn/2Y5asv0HjSTofxcJPRzm2izQOWjWXy9BHz6TnKezbH22zt3qYz3EToAGcNpmlYrhacnz7j9PgRy8WEwXCTd+5/g+3hDgd798gmV5xdnGCs4fHzk1bqtPWAw+37CCLqyiECh9Q3g27es3aMaJdWO9CpxRqvR9I7D45WTyx1K+U0TU2+XJJdT1nNlrjaEEcR3UGfpNtFh63zVKBSNjY2MEXB9cU5F5dn2O6AaOeAbFVyrSb4YZduv9din6YdpS6URKFRtvVUh5YVVl/BCuxvIBtoD3kVRoRxl34a06EhqgtkWWPrGj8MiDZvkRw8wMaaF19+xF/99Ad88uVLOv0DvvvBO3QCw4uXX3L0+ccYH7G9d8j2MCF/+Zgf/8Wf8f2//CnzWrC3d4vdcZflfMaLV8/4ySJDBoLxd95jf/823ZdfMr++prYN2WwK1uFN095avaOqbnZoBkHA1uYmYRBQliVZnoN3RFoi8SwWK66vZpR5TlU3LBZLjPP0+j16a1GyEO1ITEernWHd0WesaX0JnUPItaeaECS6bSbw3lNWFUVRUJcldVUSBxGj8QaHt++ws7dHZ2PEYDig3+/9jcY1QlvijKOIvGlvYr10zOH+AaK/x5NFh3ke4GSIlCVZtuTo9BzpDKEURCqg0w8JQ8FeT6NFH6E0DselLaiWBhAtQyWD9Zqh3RDWXoF4i0OipSTwHuMlz+gSlgXp5ZLt00t25R1GTY+mDplkNwPq18scmbQjFTMjWE4Lnh+fcnI2ZbEqaJq2I5g1e/ZGqygVWgdEYUAnjel1EvrdmCRSBBqUhCgKSdOEQS8lCoL1nGpAaXRkSZOQQTdmNEgZjfpcTjOuZhlZbViVhlkpyVxMV/t2KlnVIL0h6dzcKkv49UQ2Y1FAHGiqQLOoak5PTjl6cUxVOjY2D9jZu03S6bajCp0jitoJLr6sWvuV9Txt3OvDcsn15JLr6TWztTWcNRZnzPqZCtoZlB6t9dqxIKGpS6bXU549fcY3PvwA5e/jG0OVlTfMD6piirU1pyfPOTk+oihqut0hnTQmX11y/DKjLFacnrzg6OUzsnxF2t9AU5NPT3hZZ5wevUDSZWPrkGhwCxukiMDTyJJSGQ7uHPK73/4uxy+P+Ozp91k0nncffIOks4H0cDk5ZbmY0dQNOggZb+9yeOchmxs79LpdumkXrRTz6TUvnj++UX6pq1mUDUo7ul2FVAnlteL66JpXR0+4evEpy9MTfGnohV26vZjxxia97XtU0YCnLz7n6eNfkE+uMbWhrmu0Fkw2Ntndu8vGzj2qusHWK06ff8aTLz7h/PqSZNCnMBPUu7/J4fAbHNz6OqfXp5xPHjNZlszyXWa5ZLYSJAuQquHaZlxkN5z4wuv7VTucIFhr6iytlVrtPJV1NOuZ5x4ojEEIxe2dTb7x3tcZ3f0Ox2qHo2fP+OWP/xVHn/yMNAz5cPEdvhWF3Lr/dXTYxVjPZFVwNbvm6uIFy6sTqGoOx3t84/AWv/87/wBRZJy/fMnPp1M+uZqwe3HNxnDI3sYGO/MFDkEnvJl8Z2MYs8gqvHWEBIzSLr1uj6IWnExrZjYiGO4iowFNtaDOp9jinK6e8d7hiD/4zn0+vNVWzy4upyzKkiQJGXY76LVv8NHLU54+e0631+E3vvkhtw836cYRs+mM44tXLOtNEBon1nIDGWFkn2lVMdQR43hI1BtSixmLsr6xbZ0OY9J0QBB4TC1Z2IbSORAB/X7MRrpNMuqxub1DVzaockK9mFNeVng7Yu/uHTYefAC9MaVTlE6BFzTCY6TC0kfqmEANGKUF3d4lypVcLl5g65ok3mQr7OBTzzUZy6airhpcLdeWnYZO2mdn6zZpMiUrljfKD2jtsFhLWCQI2+C9xIQpmRecnT7n5PMfUV4dM+wNGI82GW7tofub5E5xcX7MxaunFNmcQCnqxQRb5+zJh3THu1gE08WUV0ePOTv+gtnFMaYqqbMVTVky277NXn+T9x98iziMePLsYx4fzeh0x9yfTtivpwihMZVEOIfRN/TqZT1p8fX/5trpV/jXkxBpz0QkzlqWWcZsco2tMoSt26EE8wyFZNTv0uu1jWhK61YWJCFNU7bGQ4rVnLPZgmA2pZhNWSQRNDFhKOn1+yipsJj1gASJFwJlXutfX9ub/nuwyuK11VMUEXU7JJEmaEqoclxtECiiuE9nY59gvM3CL7leTqm9YPfue3z9N36Xv//d7zBSBX/1p/8N/+Wf/IR6uWK2yji+POXVL3/OJ5/8kkWhuP3h9/jD3/8t3tlKePn5R/zpn/6Ql8uc6TJnJkION7cZ7O0wPTtjeZlTzydoHE5CqAVaeFxz81sYwGAw4IMPPyROYp4/e8752Rmd3orBaJN+f0jTGLKqgvkCJSQbwwG9NAUhqJsG69uZv62tx9o706tWU8lr9lqhdCsXkFJSFAWT6ZzJdPZG66qilHTQp7e1wWBjzM7BPvfu3ePOrdt0e9032sebhFIBjfE441FCUnnPeVnj54bFXGAK1Q4XCBTWGSaLKd7VRCogUDE7TtIdtJ60W/2Q2jmaeohtDBMRYvM5tspANyRpj06nByKibDyN8WsdsgDvUa7GCclcxrwqG65Pz+BMMz68xcaGI0wdjbvZM5TOEDWSoCipM8v56ZwXJxdcTBfUjUF4i7N1O8/ct93/CEkQJPT7HXY2+uxtDRgPO6RphFIeQatdUkoRBEFrk7a2PkO03ZwCBYHHxxCmCWmvy2jYpX854+hyTt00zBYZy7xmZ9QnjVKc9ahA0Etv2OW87oY1xtOYdihAHEfkgaauSqbX18wnM6QPGI922djYJYoDlosJjamJiFrdtTJY2WqwpRCURcF0OuN6OuH6+orZ7JrVatkyLc6/ccuAFsC+BvOjwYB+r0+Rr7i8qsiynPliuQa9ghs61gEwuzpmcvmKR48+4urqApDEcXtBrKuCxpRkyzmz6TVVVRKnXXb2brG/c4Cpcz4+eszi6ox37n6L2w++y/jgASuTESFQ3jCtG8a79/it7/4DLi7/C/7so79i9+Ab/Ae//z+gNxjz80c/5PzyiDzP6KQDeqMx+3cesn/vITvbB/TiDtJZymwBry+qN4jtURdcgA4twkXIqkNSa8a+Q+EU86KiXi2gKkkSTb/XozveIBlvscgajl+94PzVc7aHW+zefUjROK4uTshXK+qsRHrBxdkrvnz8U6rZJYP+mP72bZbeMC8sZ+cXbKYZ/c0x450NguOYus64WtU8uSqRJzl1MKeXXbFSAdkNHTGgPYLaITptMbYd3OLJjWubaq3F+Lbh9fXQlygJuLW3zXsfvEf3/n0+LTz/5uNf8tmPf4S/OGWUdGnUZ5hoC5Xus39rRNEUfPniMT/76Mc8++JjJq+eU60W3D+8g/3Df8zvPHyf+wf3ub9/ly9OX3Ge5Ty+PKfT7/LtD7/Oh7/1+wTdDRbLBZVdfOX8GudQgWRr3ONwPOTO1ibdMOGqluSFpBKaRIYEkcTYGGMNIQV3RorfvDPmnb2Wcb08nfKDH/6UF5cX3Lqzx+9+5zfoxDHXlxN+/IvP+PzREXv7u+zfukOnkzDe7LGz1affu+Iqb32rrUnWVpaCpvbMnWeqFL04IRykRJ0QrSVS3nB0qvD4oC3rOivAvp6P5sBLQhkziEdsdvt0RYO5Pia7mCOW0BsestG9wzgZ44OY0jkKAaGHwgLWUzuBIQSlCcOExNb4bgJdRbkSSKWJwx5OhjRANsspswWlaUvoSgcEKmRrvM94tMcim90oPwDh2qmYhrZa4G07WaoWnjy3zGYrZpMrytWC0e4eO4d3Ge/dp5IxF5fnXJ0+R7ma3a19rPMsZhcU5QyvDLfiBCM6vDo95stHP8EXCw73bjPaOGSerXjx8jMm50dEX/sdHtz5OotyRf3kFyydZZmXVPkUl18iRYoyHZANNDfbUNvL4XpUklwTJ4gWdaJB2nb8PJ7lKuPV8SuOnz9lenGKKVdkRc6iqAiiiNFwSJqkbY+LkO1kusaigShtJ4gtqxpZZtSXZ2RhgA62qW2rfw+kQK6HJfg1CwwtuJbB6wmd/x40r68Ny6NYoeOEMAjQTYEvc5y1iLhD1BsRD8eofh9hJYOdO3z9NzXp+A7f+d7v8cHhEJYTXnzyM/pxRB4FeAmT+YSjo+dcXl4Tdu9z7/1v8+3f/gO+thuxHUvOn52QPb8CLylFBIMNOju7pINn+Mt2PGIQaEQnIdGaSLVerzfKr2mbV8IwZDwaYW7f4fLiEiEVvf6QW3fuslwuMd4wubpklRs6/x/a/qzZsiQ9z8QeH9a8xzOfmCPnqgQyARQAAmiSaINolNTsC/0A/Sv9AplMN9JVm8lM1s2mWiS6G8RQVaghK+eMOc60573X7IMufEegQLLFPGlGvwyziBN+1t7LP/++933eLKXvekzfo+MIKUXwsJsAZw9OPsmb/F4hBJFWIVJS65BhLKBpGtbrFfPlkqppSOOEg8mE0XSKzFOchCLPeHD/PodH4bZuf0D3NdJRYMf2ljiO6JC8bGr6+RXzeUW7XuBd0Pv6vWh9ser4Rii8kFgc9/SUQeSIpeco8/RHQ6yPkSpleSWoVzOUtxyMEu6cH9G5iIt5xWZbI4Xeux8dOIsDOiRlK6jXDXa7RKol8WFBepYTTce32t8g1kR2R1S1mC5mvdpws9iyqRqcc+H5vP1uBDF9nEQcHI64f37Cg/Mpd46HjEcZUguarqM35i3DF94EUeyfqAjjJiUFUoaXvDAW6ztUFJi/3nnqpmG9WVPXR0T6hMlwhOktno5BdLuXkQ3fejpj6azdY9YihJI0bctut6VtWpJ0SJEPSNMcoUKR7vaxxc45+r7fGwhjrIHVcsXV1QXLdaAnlGVJ14R0FEFgKkoZUG9RrBkOhhxMDzk5OmE0GLJer4K8wHq22y277RoZpSh5++p1ubzim69/xctXT/B4BqMxOopo9rGQ+WBEnBVhClQUHN59xIef/ik//tFPsOs5n118Q7kt+fDH/5Q/+qP/Ha6QLPoSmXlqoCodD4sz7j+SRPm/5buXFyT5u9w/esTwYMTf/rpmvrzCmJ7J5JCzu485P3/EcHAAXrDdrqk3S1bza26uX3Jz9Zr33zv/3vvTwwwVD7He0vSCqE+JRMQkHdOkE65VgrQWb8PFMS8K0tGYqCiIzJY8jzk9PeWDx5/w4N1/wqpxyC9+zubia9J0SJGOmC3mvHj2NcNI8pPf/6dMH/8OTxZzLp99S7nz1M2awajg8GjEweSUanHJqmp4frNG5SNUtOHUrvDDmN7tbv0MW+uYNx0XVYsQQVO96Q3brqczlt5aeudxKrwzlXAMi4SzB+ecv/cQeX4Az+dYB6cnj3nn8SckKuXVdscXr1eMXs8wwyNWqzmff/5TPvu7v6TZrJHOMbu+4Pr5N5wXOR+e3uHw4JyHd9/l4LtveDp/xcXNJb/zzgM+/Z3f4d6n/5Roep9vnz7h//uv/2/fe3+bsiNLJMPhiPsnJxxPD8niAdIWwADnNcZ6EgVCpfTGkijH/XuHvPvOHWIFs+sVP//FU/7qZ094dv2K2lh+/+OPwu+va7leN3x73XK5vWF6/C0HRxOGWcT08IBpcUm86+nrLdYrnAOlczqRs2siVjGc5YJ0GDEapgzimL6+ZeGjBMZ14BWm13gbgW9wrsMbjeghMprMJ+je0Mxv8PMNk+iISXZMYiTm5jUiAR1rkjiDOAcf0ztF3zpc61EOYqnIkww9mqCmB6zdmtZovNAMUsXEdayrJTNTsdtt0FHKaHjAMB2RZgOcVKhb6kGBf0h68oD1ga7gHW3TUi+2lNuKsu/onEUjGB6eEB+dMbucM796hTItDx885vTeR2yrjq++/DnLxVNurl4xOLiHSo/ZrlfsVjccDnI+/Oj3efjhn/D84jkvL59yffGE1f0VZANUPtyTD8BZQ7lesp1dUYiDfSCHhFvSBpSS+y065JuUECEAjZAeY/eyMx3R1C2b1YoXT56wvX7FbrFkV5Y01pKkKdlwSJKmCCnZB9kHz4QU+CQhGYwYbEu6qmZ99Qqd52THRzS9Y7vd4fIYpaNgWLfBMOb28kmxn2R+n/jbWxevbdMG8UTmGOqUOIqJmx2yC4ehSAvUYIwcFKgiZ5yO+SBJufeoYnx4yt3DgHb68usv+OWXX3C9XjG9oxnmMYk0CBdu4SqKEVGEiCKSNOPo5ITJZIjmBmccqAxRxOjxEcVwRKYvqeoW0zXoImcYp+RRgroltw/4R+kOfd/RNCFa8ejoMOiKbEtdrUOmetWyLEui2RznPZODCVGa7COzg4oGxD5uLmhL3mhg1T7JSBDc4946TNdT1TW9tRxPj3h87wGnJ8fISNHsdajW3B4F8tsrjjS9s3hjUFoR5xlynFPurpldfsVm2ZEkMUrHgWErFc5ZblYzHBahJSpJuaMkeSYolOZslIFK9oWhwVhBLi13jka892DIto/YtrCtQsQqwgVO55toRzxGaIyY0LkRZaPoo5T0wSPG731wu/2lKWI7w/aGqk3Z1g27pqftDN4TYkOF5o3PUWrJdDrivUfnvPfwlONJTp4qlAyF62Zb0vYOqUJykfcOLQVpEhGpUIi/ifxVUoIXNE3D9XzDxc2G11cbZosSh6dpG3pniZKEvEioq5K26XDt7UayznrYM/OsNXt2bAgH2NU1ddshBKSpJkklYLHWI1XQKNVlRbndISTk2RBrPE3dMF/MuZldsSu3NHVDWzfhQFT6Lf8QIUiSiMFgxMHBCedn59w5O2M4GJBcp1zP5ljTU+1K6nJLVrzpXN9utX3Her3AOcvh8RlSxbR1xW67DgXl8RnTsztY4VGLgrsf/C4ffPLHPLr/mPlXW5TrcUIgsoLiQKKHUK0M62bHoupxTjONEw6LUw4O7zEtJnSbGc+//Tmj5YTN4hpvLFop0jRlNBgxTkeoznF1/R2L2St2e+LAYnFDWW6An3zv/c2EZSbCd8A7KLD0StJKS+0d1gtiqZEqIo0z0mJEnA2QUjMcjPjwox9jHt7naPqYqDjB2w0iL0gmE7LRAUk8IJYJwzzjcDLg5P4DRvcecSNS0ps1ui3xpkGKisl4wOnpA26MwbiOumqoa8vORAyI0Uisu71jq+wNTzYVQsCsTYikoLUW4xx6b9SyHpwImsNcSw7HAw7vnZOfn0AacTbI+dPf/QMmn/wBHxydsVxt+R9+8TOeNRXfbrbUr16wunzKs69+RbZb8Wef/iH33/+If/OX/z3/7n/877h49RzbWQ4OTzk5v89ocoi7ec52tcD1LcdnJ9x//yO6dMjlLSVKXWOYDDTjIkGnKS5KEVGO6AZYkWP93qwqQ33U1DVZashOD0hPD5mvtnz186f8+19c8dW1p7cDkOlbzuV0OuX4/AH2q4ZfPruidr8hO5ryh3/wITpJyADRNnTNDh+CNUkHhxgU5WLJturoJoZBFFFECYmIkNzuOQoPfduCzEBloDtcu0F4T6JScj0gkQWij+grT19VaNcTpwlZHOO3M7brl3hVQZ5hh0fYyV18foIQA/AyOOG9gEST5GNid0azPWezFRijsdYRKcEgiRlkCUpB1zXhUl1MyOMELSSras1mfcMd7txqj8Y5cLwtYr2DzniaqqS9uaFZh4mVAJIoJcpGGJ2wrSqaasfZaMjdO485OntItGk5XGyxJgQq7DYrEpuhhWI0mDI9GDM+PGVwcErR9uSjY3QywCmJkR6hVdDRtzXGOq5v1rx6PeNuviY7GkAUhd/VLZZUe3nAXtfqRWjAKAHSCbwLzRilFDpSSCxdtWM1W7KZrajKFhFpkmJAnOcIHQxdtg9GNKUUUoVuqk5SkjRjt15zs5whD46ZNC2bzRZpaw6nI6YHB0Ra0zuH30eQwxt2uUf+l4iHtdbicVgnEDIikhEJoJ0NYuc4QeYFIk0QSUxSRJwX50gfCrTXr17w2S/+jr/5q/+Z//Wnv+Sm9BylOUejAQdxTRaFAqHxhqYp2ew29OR4JQOA3Ri8cUiVQDJApAPiNCPVEuUM3lgSqRkkmiyKkbfMAFZKoX9LDC2F5OjoCGsMbdeCdNy9f5fdakm9qXj64gWr7Q5nHMJ7dByRsY/V7M2+Kyf2qRHByaeU3EfChhjZN0llTdPQdy1904CHyWTC/QcPOL97h+HxEdPDAw6Pjt4iJgBuHX8L1F0TPnjWgI8oBgMmRxM23Zzd7jl1GZFlD5A6xnbBESkjTWca5tst3758hVaKSJxw93hInGqGsUcogSPDuAMiKRjYjrtHI+4cZsw7RTFrUGuNrU3INcbi9lGD1jqMVBg1pvOHdHUGoyH5+SMGj98Hvn/XR2UZ2k7pyx3rbceyqmk6i3Mi6O+kDMWrB6Ulo2HG/btHvPvghIdnE+JIUDct81XNfF1yvdxRNx2SPfIjjhmPck4PhsS5QguB3e+h7Rxl2XM1W/HiYsbrmw3z5Y6mbsnSmN46ei+w3iOEI44s1kBjbtkt2CNFnLMB+uyD8WVXN8zXG3Z1jQeUEnhMSJ/bSzX2Q//AdZUKaxzLxYLVesXN/IbNdk3b1PSdCSB5IUJRLkIsYRxrijzn6PCYs7O7HB4eUYyGpHlOWg5I0oxq11Nua3brkkgn3F4tCUQxOk4YTw7JBgdESc78+pJyu6ZpSuI05fF7P+b8/C7z2SVHdx9xfjBBmx2p63j37CGtLjg8OqSxln694cnXf81vvv6GVZty9vBTDgd3ELHgzqPH/MWf/ROWV9c8f/63TKpzDgc57z98j4vZLHTdgUhI6A2r69c8e/o5dV3RdR2r1Yy2uR3SbWtrUA7lW7ztQMSIJKNROxZdzbbp8NYTSUUUpyT5iDgtkEJTZAUPH/0YLyzO5iwWHcvZBaZdkQ8TsskEEeUkUcbRwRFHxwOSYY6LFD6K0HFObC3SWwQ9RVEwnZ6yWczodpf0TRP2m2eo4RSRHEB/++K1to7XVY3xjnXXM4wUSkAsQqGqhMAiMIQ4zkRpBnlOMj7AZwUCz93RmPPf+yMGkcaslnz95GsWy9f4YoBINZebOd99+Ws2ly/59M5d/k//4v/And/9CVtr+PbLL4lVgXCCIi+YHh2Tj0YYB03ZY02LzmPUMKHz0KvbfVK988RKoiOF1ZpORfQipiOmczGGML0SPhBYjLUYLzBSM991vH72mp/+4gWfvXAs3YTJICVJB2/f61mecnh8QjS4YdFt+ey15/gXF+y8p58t2bQWZIFHYB1onaKiAmkEvY9oWouzkljlpDIlFvrWDZ3l4pIsHTHINVqlqCgKBi6vyZIBaTImUgO8z+hMT2tCclo8SEhTcNsbmpvP6M0NLkuw43P83RZxv0AMRggnEK3Ae0GvoI0SRHGEG9/H7STG17jeIgXEIiaJcrRKcN7SNlvW2zlKSqw1XC0vuF5e8NGntyteex8aG8JYpANroes97bakW87oN3OsaYm1JslG6GiAJcb5oLtFaawX1G1PU7c4Y4l0RJLuGx7GEEnFYDglH47wStM6hxURcTYmK8ah7hCGOEoYDg6xdUPT9VzNtxzdrJnc3ZDLKVJmOHu70k3IPdXDC6wPEgKx56qGpJCQmLpcLrm+uqLarsB21GXFcrXDGM9wMmIynZBkWWgsbNZU+2lmkiQMBgPSNCUvCppBwWKhKcua7XZNuZyzjiSuyyiKHK2C0dlbg5FhMmldkGqEsex/gc6rVjowILUmEgLtIfKghUcLgVIRUicIHeMQWANSQyRgub3h7/7X/5F/8z/8v/n6yQsu1gaRn5IVY8ZFxsC3SB+Sh96gQgIuRASsypuRJYTbkVT4OEFEUdDjGItwnkSpwJlVIZ/7NuvNWNg5h/eek5MTiqLg28GAL7/8krqqSZOU+w/eo945dnXPs9fPKOuK3a5ku9nRGYvb4x/SJEaKoI1y3geZhdb7EXMoYk1v2O1KVus1u12JN4YsSRmORwwOpwwPpty9d5f33n+fRw8fkmXZW62r/AFYkNlqiVIabUO3TiqN1tE+b1gjVY6ORygNvWnwSoY4Q0a07TbcpujJlSfTEZMJxFlPrmNOhhLnU0Z6QNL2HI1ysjghFo54IIgysE2AkSN6rJBYL7CEbkxnFKbT6F6QeojjGJEk0H3/4tUJUPkZdbtmWb1gsdnS9iYUrMLsO12BOJAkKadHYx7dmXI8zYk09F3HYrnl6eWSlzc7FquKuiyxXYWKNJOjIx7IMw4nLvDqvA/PsO65WTW8vtlyebVguVhS1Q1NG/LnfaLxQmK8pOws1kGRDNB6QHXL4jWATVzg9LkQ/GecZ72ruFms2FX1WzRIt5c9SBXoD1op0uGQOE4xxrNerbi5uWQ2vw5yg7YLheubUc7+INWRJo5j0iRhPJ5yenLKyckxKtJUTR2653jiNKFrYurKsVn1DAaCOLv9KE+lBYPpKVE8YDQ5Js/HZEkRIha3C/J8wP3773I4HFOvZ0gMRbVkefkcV1Z89PgTpnff5/DBI5zd8e3Tn/I//ff/D/7tX/4l0fAd/ut/dcDi0SdoCaeP3uG/+Rf/ki9/9Xe8vl6itOfTH/8Bdx9+yM+/+DWvLl/S9z1dVyKlouvqULj2fcjiZo8Yu8USpmcCJHZD0W8Y6AQzmLKqDUY6KmNprSERIU44ijOUipFIEBFaD7FK0xtF211iVlfE9ZLRyYDsYIyXGQ5NkiRkWYKKFUQKocM7HL/PFZegk4QozXFCUXU9VdtivEFF4YJnTfRDalecd7QG1m1PLMMFYBJJci3JRHivGxeCC7wHLTWRSsKIHY10jiwJSL/Fcsn/8tf/E/+v/+7/zlfffMnv/fm/4N3Df8a8Lrl++QRd7fj4T/8ZP/roR9RFSjw45PTujxgkOX1jQDiGkwH5IA/6WgfO9QhlkIlDeBDJLY9EKXASZKKJ8xgRaWrrKDtLa8HvJ2t+P3iQcY4nZX1d8s2vX3L55JJfPe+47ieYSOJFYKq+0QEC2L7DW0s2PkPkYz5/aXh5+fdo09PbI9z4FKELkClOpVghgoPc9HhA+BQtBiQyI5aBNX6b9eriG86PHxFJRSdLjOmQUqJViowSvIrxIkzewvMUWCQ6V2QDT7/awc01pnxNryXNoAQmxEfvoUcCL8PkzTvYNtD3hshldINzxBSUnUOzCx26GqxJ8D7Ge0/ZbCmbkqvFa4w1VPWW+pYmbQgEnBDwZBFWYIzAdhZb15hqi21rQBBlA9JiTKRzlMoZFBNWSc5is+K7Z99wWDk2m5LXz39FbxY8PHqP8fSIto0wpg/vCKVCgqPUIUYdGeRzpkXiybMho+FxSLQyhm1ZUdZV4OC7FkkM/naXrFA+iX01FBoXHk9ve7yAJEuoas/l6ws+//WvmL18Ql/u6LuOpuvQScJkMmEwGOC9Z7Ndc3l1yXK5pq5bokhzenbGvbt3GecZo/GI4WhI3RtMuWV3dUkcRSRZCjIKk2dJSAKMwnfO9+Es2/dY/rPr9sWrjpBKEmkVite9DFghUVIEYbCQIFQwL5lwsDvlaOoKY8wbmWHoZEkZYsos9NaFpIX9BoQUIXlrnxn9JlPcE268gqDb6J0PHDhjiV1wtb/puLrb1a5vl9+7r6WUjEYj3nvvPZqmpW0aTGcYDMfce/SIbb2mNzvWqzVV27BcrhhZSzooiNIErdXbf0vtE4mECCJlrcKYufeeqqxYrTfUTUORZpwenXB8coIe5PQ+FBGHBwcMh8Owr31x/UNWVZboOCYTUUDLNC3b1ZamdshoTJyNkTpDiCYk1xAOaK0StM5oTMtsteLLZ8+QwvPugzNOT0bE2jOKPHKkmOoc3TumRYoUKuhKU0WUKBok1oFUHu8t1vcYAiDZtBbRGpKuRW+XNBfP2b5+AUffn/ValSWdzVmXhmXVUbYdvQlc1EAYCMQDqRRFkXJyOOL8aMggj2j7nvlix9OXc75+fsHlfEvdGLq6wXQNaZFSjCdoBZrQXd+0juWq4max5vX1ioubFev1lr5tUFikd4g9fkvqBBElOJWCKkjTiGTPlL3Nss6E9BdrQwHrPaa31HUTZCfGIABjHU3b0rYtWaaIkyQku8nAh63KktlsxuXla5arGX1vcNbj7N4Nusdnaa1I05hBMWA8mnJ0eMzh0TFZntJ0LV1nwtgLh1Dhe4PTWBPjXMQP8YbG6YTRwT26rKIoBhT5EOFhd/89hrslB0fnjEdHnBzcg+QIX87pVpeUqxpMzvT8R9x/9DHFISx3O7aLkmffPOerL79hcuiwNeATWgfj0SPO30mpl1sW65+T6CEPzn6Pe2mKjwcI/TesVwvmiys8jtV6QVVXWGuQShHHyfd74/7WWl9ViMWOqVlyrA1Hx4d0A8FNnZAWGVJHOOexeJyQeBTSKyQS78MBW/eeytiAItttyFzHqMjJRiN8Gwf8z/7S77zFOoPxPdaZ8BkCkBqHpLOepu+puo5dr1nVFbPVDTZ6SmeWbG8vecX7UJx21mGcI5GCozTmKFZEUtBYjzOWzrEfPwoSrYl1hFYxTqV0rWdb7Xg2m/H5asnPnj5h8/xbPnpyznuJJfeCZnaJ2G0oDg/Q4wFX2y2XmzVOxcHkpxRSgtSB3xmCKMH6HkuLVz1Kpsj4dp9TnQh0AnEqiVMNEtquo25DUISTobtlDQihSPMxvlvy4umaerZjuZHciHuYYoK3GzqzpG37f2TE7ZoK09Yk2QHJ4SN2dsfrV0u0kIwOT5DZEd6meBfEOc6F9CvvTDhDSRGiQ6uYWCuUuuXI2Vm86yjLObtqTd1UaB0zGR+SJIMQ5iJ00H8QjJ1eCkTiUYnBCgOdw5WSTkBtLHJn0Z3H9lBXhnbXgdGgQMowPY1sgXcZsVcgNFaGMV3Xsw+08HSmpaprvPeh+1eMmU5Ob7U/AOEt7Cdi3oNF7D8gDm9MeB8S6h8dJUih0DplODomKcZcXD9hV27YbCqauubi5WdEqUPpDykGU4wN8eFtW+99NYQxPh7v+n19Y5BSkKYpaZYhlaazbQgd6Xr6zmB7h07ekAG+/1K/3fTbnzVe+ICrkoLBIEdIKMs1z598y+rVC/ptCH+wwHAQJmtlVdF0HWW1o6lr1us1ddMG+WiSkiYpTCdEWjOaTGmbjr4pWd9cEA9GDE/OqBrDer1mkCXoKCKK9VvCwBsPj/seF6wfwHl9A5J903UKz9gLgfBin5RiMc6S4Im0wPaeru8phgf85E//awbDKT/967/i7372S2Z1S1tuuF6uMbKmsyG6TAiB3UORvTUI75FvIPL7BFnpQFhP2xnKtqc1Du091jl6s8eG/MD12x0ngOFwyCef/C6RVvz6s89o+yuG04J3P3gEsuGrL7/l5mqOM5YsiTiYTsjyLNzw+35f2Eu898HEhcBphfchyKDrOsqqxBrD4fSIhw8fcXbnLkmWYZyl6zra9ge0Pv7Tmwsvx/2LvNzt8K+v2JQKqXKitOBNVKO3JhiD2h1G1kilyPIppq94dvmatlnjvSOOM6ZComIYakUxzAO+SQWygECSJilJ3LAVDU4opIpBWlzfh2etPN5JpJOo1mJ2V6y/+DXLr34DR3/4vbdXbXaUm2s2mx11U4J48ywtb/PxpCZOUkbDnMm4YFBkaC3Z7GpeXm/59sWMly8vKHcbPArnNVJq0rRgNMgZJBpnDPOq43Je8vJyyc3NnPVqQVXtML0hVH97U5dKETJQHITSqDhFRFnAhAjHML7dTbozFqzbd/v8PsIxdEvfXA6BPR0gAMalFKTJAO8c282a2fUV1zc3zOczNts1XRNeks65txc3fEBhZXnOIM8YD8ecHJ9weHxKluf01mD2BZxQCufcXo4CWsfoKAUR8UO+ir6XJMkYKVNUrN++2KYHJwwOTzk6fYAQKU3tUY0m6RIGYkw0iOjFAJ8fUwJ0YHqIxRHj4SOmoymjySGxSpFNUEN4NcJ6iVAHKCHpS4ephhyf3uP999bcrJ4yn73m5ctLuq5hNrtiu10ipWIwGDEZH9z6MnnzumG5e8mZWHByXqCnU3onUVqTFQOyJKXcd9H6/cjZGQvOIaPQPel7w3ZXstsuELZjmBYMhwfE2YjO6BDAoRRKRQgU1ga9tHNB/iWkxHlF2zvquqVpO6yz9M6x2pU8ffmK1/MlnVUYA/J2JCkguLelEBRacZTG3ClSjpKgFV91hp33IWjDOSSSREMaQRQpehkCMDa7LdFwzI//9H/Pp09e8ZdPniHblqzfkZmOfrui3a6pXY9JYrrGsSrXzOcv6BNJXgQeb98bui4A6TUghKW3PY0xNGr/vbrFShNJkUnSBITY02W8I1hZQhPEWYsJCjLSdIgxI17Oam42EpGeIaZ3iJWi23b4PqCDfvujpLUKbFzXI2REXDygIMeZFhsN6V22p440ICxKp/uLeiA4OOeDpnE/zYyj271r7h0/QCcpu2bLbPmaxfqGSCeAZzI6Q0oFzuHbGkGLdA4igdMOIwxGSUw0pEs9rYxp8wlxPEFYjd027OYN23mNJ4Y0RkSC3DuGG4uc16jlDi16bBSjPOxha0DYk5JB6nc4PeHO6WNGxdGt9gegZSAnOMke6ijRyqPEG1OuCIMs78EYnO1BOESkkPvJr+lq6nodGgc6GMecE5jOhGab2E+CfSiahPAhbleGApJ9YA7CAB2efi8PA2OhbT117RCRRdxykBXti0HhRSieCJxuF4X3Q5pojJHEyuH7inK9plptKMsGGUVkwwGd81y+fMW23DEsshCRHUU46xmPxwgPr169YrPZcHJ4SJzljIYDVm1NuV2T77bUZcN8voR+x/nxlKOjw+AbEQAR3ofp4PeZYv0gzasj5Bz3xtJ6T+OhQ4TRjzPYvsW0Nb43FIXGE9H1nigb8HAw5uHD93h05y7jJOOvf/457XrBy4tL+gEYIYjiiFYGrEMURSQqJk1y4ihBCYn3Fud6sB2+a+manrq1mHBu01lDZTxd/yZR5PuvNwfQm8L1t+kDRVHwox//KBwIWnF1dUkcB1PX9eWCi9fXlLamblq6riPuYrwKIHznPd4GXY0UAh0pnHfUTUtdN3RNS1s39NYyGI04Oz9nOp0wHI64c+8u77/3/j9K03pTYPyQlaU5zrnApEVQ7yra2YLGj9HJBK3S/Rijf/NLwfQVDkcU5+R5gfeeXfuaJ69meK9xXvP+o1OOjwviPELEEVrJPRTZk2rFQZYwyWLWWtAAjqBj9uzH+FrgowR0jm8F/WxN8/KC5ub6VvtTCOpqRVVu8AYiFRhyYq/Edy4Yl9I0ZjhMKYqEKFJYY9hsay5v1lzeLNmuN3hThZu2jlBRuu/iJNQtvL6pWM6XvLy44vJmGVz2fYN0fXjRSQVEIDRCqJAI1VbU1Zau3dH2OTsviZQglemt9misQ779rL7prsmAGyGA9aUPOr/DgyMGwwFSSpw1dE3HYr7g9cVrbm6uqKod/V54731If2P/O4uTiDRNgl5wcsjx4SHT6QFplmL8G41SmJ50bct2u6Gu62DEAyyhc/h9oNP/4bp68Q3OeaIkBe/Z7dYsZ5d0Xcfg4IQkKcLB7A1aGERfozCMj6cwOsJkMRUlpuqoNyt2ux1KF0wP76LTiMXsG66f/prs5Bh5MEVoQTYqOBgPsW1Ltb3EmiFZ4nC25Pr6JYvFEq0VzhmKbMBofMTZ+QMmowlNU95qf4nSaJlhbcx2a7i+WlL1KZuuCBBvPJ010Lf0psWaFutanO/C/UtFmKphs7ym3FxTxHBwcMRwdEwUD+jlPq3dC5RMiaMRUTwhiSqUioPUyoM1jq5p6ZoaZ8K/7fCUTcPlzQynPMZ2SAF37r176+eYK8VxGvN4kPPOsOBOkZBpQW0spjPUxrLrHX1vSaWjNx19X9PUNZ1qMT0MigF3z4Y8uHdC90//FfLlC+7eK9hqyc1sSW86pPf0XYvzoHREU26YXT+jnIxQaYyOM1znsJ1BA0UMRZah44ReKNp9EthtVqwUeaxRwmP6Drwjz1IGpiDeRjQ+hC9YE/TjSkW45IAWTa8i0uSQJB3jXI9zYQJpjPtH2fVRFCEF2K7B9D3FwYBRMqBv3N4j0dP3gXYjpEeoMJr1cn+ZdC3OB79GHGtGxe1ifk+O7tC6nh5LVowZWIMWijTOiHQSYn+9RTtPjKBF4HC0FlpibHKInzyCtEHGMVFWEI0OEcLR1yua7ZbduqRzEX2aIGLNgVek25JkXSJ2JTIGoSO08khpEFj2ojeiKCKNc/J0SJYUxHFKgF59/yVUFxCgSKQTOCRWBdKCkAEPCgLbdbRtRe86sBXb7RVtuWA0HDAeTxhOTmlbh1AJzpS0Zcdqfg1iGLqTOgrAKm/B9uB6IJzlQoL3hrYrqZstfdei4witw+Sqaj2LdUllO5LsdheQaI9O9W+QRz50ONxe413vtmwWM/pygzAtVVmyWO3orSMfDkjSlF3T8PLigs12w+nxEYPBICAWM0maJDRtw/Vszmy1wgvJveMjRsMRfVWyqRra7YZmMWctLcoVnBxOyNIs0Hj2h09wAfG9GgG3pw10PYigS2mMpXKeSihyoSi8wXU1vtnimhpXNVhhaKs1q87QZ1OGoxGnqeCDDz9m/uIlT757zYvtltVqxSjKAh8Vj7eBQ+r3JsC2NbSdwThHJH3gpXYlttzS1dUezqzxUtFZS9UHrcYPHa2//QXp/U3AhdF9UQz4+OOPsTakEJnWMCoOmI4OGKQZVVOz3G5R15q268gGA1ASa0ygBAhBEgeuq7WOsqrZrbf7wseELleRkQ8LkixlOp3wo48+4tNPPn3r07LW/ked4dusNC+wxhChEUhs10PTo9OUPD/Adgm+2wUHvdT76iiw8HAGY4KTPYlT6q7kxc0lSVYwHCSMJwWJlAHHIcFaj/WeVEsO8hCjqmICpNhYLDIYqfYXD7IIP8hxUQE2RRmNcrcrfMajIXU1oO862q5DiaDzVEpAt8dyaE0cK/JUk+7d+FXVslqVrNZbqrrGeYdSGqkTnNDhYtR1LFYlTevomorl9SuWs1fUdQnI4LgkjGZClnUEMg5dd9tju5q+WtNsr6m2Dp8kREmGv63Wbt/NclKAF/sLUUSaJMSRDuMuBGmScXhwTDEo2G03rJYLFoslN7Mb1tsNbddi+v5talYwE0bhNp4lFIOcIh8wGk45PTnn+PiEKNa0fYNxFqUjhBCYvqNpOjarNXVVobyitx1t39C7HulvLxt49u3PGY6OODw6w/uY9eKK58++pGkqTruK6dEZSnpGA0kmWtrlDGsqslFO/iDDRQ7brjFlyXz+km+++znPXn7BrlwTOcOr5z/ldBhzqD+Gw8ekk5Tzx4e01QNePbvhevF3pLMSE/f0dc1ut6btGtJ8SpZlpMmAR48+5t13P2ZQZFxfP6MzV997f++eah7dfwTbMf3iku9eztktatZiwnZZUtUNu64h7Rr6rsb2JdZWGNsinMC6iLpsWFw+o1k+4zBPmB4ekBYTrIiADounM56uA9dKZCcRvXjbtbdeYHpHXe4od/Og6RW8/b5oLXFS7JmMt8edxVJykMS8M8j5eDLg8bggjSSNs5S2Z9n1zJuede+xxqCcZ7EtWa7WDJdzepXSdinjYcGgh6zseCDgow8+ZvD4gNVgxEX7Hb13DKRCWRfqlh663Y5yPad3DSKJsU5Qbyq6siaSMB4opsMxaT7C64TehC7xbZa3Amc1fQdeWWIdcTCZsKNA34DrQ+fMOYM1IdJYJROy/BilNUJYrOnAmdCls37vvP+HnyFDKYUU+zAHH8bmnXGY3mGcx/FGrvcPusY3kUqeDuNrDAYVR0xHw1vtUcWBUnCQJAxGB5iuQ3gRisWsQGCRvici+F6kCJKk1khqP0Dmd+FYo11HmgiiWCJHWaAe9B2aLZGq6IyirRWuVRQyxnY9zvd4EUxFQlqQDrU3H3nPW8mUdY5dueX11XOUuuT37r5/qz063YU4ZaUQncR6R6c9aI/Q4m2BVbcVu2ZL5xp8t2Fx9R2b2XPOTk748Hf/kMHkDptNTz68ZHn9HfVuwXr2msHkAZGOUEIhbDB3C+fxxmH7Hmf70K33nrZu2G42VHVFnkxI0xwdZzS942YxR+9aiuHtUif3QcPhsyECHQcgjWKMtcxmM779+isunzyjXm2oyoqq64jTnMlkQhRFmN3urZxltQmFbdeF5t623NF1LRC+x1XTYL1nOBjSNTV1O8NsVzSzC5JEYqdDhE4CN11JjFZ76kD4D4r/ErKBqmlQUhH3wQTSe0+vNFZHmN7Q1SVmu0I2NWa75umL13z33W+4aT1uep/B6ISH0wFHUcv1fMHNZksVx6RZTp6lWGfouwaRhA7Rxas5X9mKm6+/4dXlFbvekMUxkXS4ckU3v6TbbsKEVic4IWmsoTIdrTWYW4pe3xSEv92BFULQdQGhEscxeZYzGU/QUoMXDAdjHj5+zGa35snTp6x2O+y+Y+uFRCdx+JIZi1RyP1oN2Kymrlltt2zKiiTSnEwnHE/GJHlGOhgwHo+J44jV6h+0UIdHByT7JJj+B4QwREmOpEEh98YNi3Kg1YgoOqcRnsbUIEERhduat4SKFJztUUKSJANiLcNIeTxAxhFOhMNOSrEv+j0IQaQg04I4VZBFWAW0gR/aG4sxHh+DSCVu2tMc5TS7KT7OiW7pjh2OBtj+ENNZ1tUGLxu0Dl8S9hcR4cNLMIokWoZOdtt01FVL1wbxvthDmL2MQ9pK37Bbt/TtFoGgbSrq3QrTbsH1SCmwdp8lJmO01MhQyeKFJ44jDoc556OMceRRZoegRtDj09vSBtxeErAfezuPlJLBYMDh4SHj8ZDtpqQqa6qyJU0GmN6zmC948fIZq82Ktusw+47Q2wGFCBGzSZqE6OfhmMnkgKPDE06OzyiGQ3rT0vRNII/4MFUIpqUw/uqNxdgeLzpU1ON8S93c/nO63c6J44S+HeKaktXsklcvv2O1uqHtGh48+pA8kkSipa9neNcQ5wPkcIzLYpRyZGhMX2Bay+vLJzx79Tmb7YyTYkwcFUid00nNytVEWjB5eJ/7vuHJ5b/ms6//kko2/PjjP+L9h5/y7XuveXHxHIlHK83p6V0+fPdj3n/3x0hhkL7h+cX3L17P0yWj43s0oxGv+5hXr75jsVnTSUu3C6NFi6B3jq5taestbbWBukTqHoOm2W7YXD3Hrl4TTR8znI6RaUblA3/caUVrYbMumb96ATvH6uaSanNJKgwORdN65vNrrq6fUpYLhkVKnhdMRkNOT4/QUcp217Pd3j4lTQnBQGuO0piTPGUUR/Q4qt6ybntWTUfZG6yXGOdY9z1Xqx2r2YI76wVdnPDyuuKLzZqzYcZpXrC6+IrXL75iOHjMh0KTZAO8d1T1jl3VUHfQ9Yq6bGmrDVKGy+pyueXZk+csZ3OSKGI6mTIcHZNmU2SUBNN1dLt3za7q2TUxTgmKPCZNB4yKnLy0SFPi+uztmNa5Dm97VJwRpUN0FOI3rakRLphV2r6ndRL/W8Qb7zqkN0Hn6AV9D3Xd0WwXONPhZYLQWYjjtg7blbhuSyQtiYoQElrT0TqL0Jr8lrpeGYUpWhEHY6/Yexa890iv0PRIV2M7j6FDuhaiiN4otn2E0BHdWIC0xKlDRD0ilghnER6mqSI9yKmNZGuhMT1xV9LLFhKLdzGIHuc6Gm9BR6goedsosM7R9i3GWja7Fc55fo/bFa9WOIQO4/+3FBflEZFCJzFRlOCBnTUstyvqeo2KFeXygnq3pHjnMfcff8Bw8pjZTUXfZ1SbOdvlBV23w2HxUgRfjxVEIiPRY7TY4K3C9BacBKtp6j68nwleiTQbkqQ5ve0p1yVS1Hh3u0mdepNaFRrItNYihKTIM4y1fLta8cVnn/PNl1+zma0wbeCaD0ZjxpMJXiuSNOHO2SmrdUrdNFRVHWSd3tMbQxrHnB0dEWcZxXCAiiJkmpAUQ6J4Q1dt2cwviccjeuNYbyvmszmjYYHa69zDxS0IN/5z69bFa9cbtA6jctPVWDfA6xif5PiupWlKms0Sv13Trxe8fPINf/s3/wtP5mv86AGD8TnHRUrhtzz55nO+my04+fH73L17j/OJZD4YkSUaY2sWr17w07+CF2nD+vUX/ObpU3ZizDvjMZNY4VcXrF+9YLeYIxAkWY5OUlohqI2hMobmeyQ1fJ/1VgP4WytJEuIkQsiC++8+orEtZV1RfveUqm3ZlmVg3XkXdDH724SxFteGW5bpenZVxa5puDMa8N69u9w9PSEfjshHI7RSPHvylC8//5KmbTk9PeGTTz8hOby9ruftXnSK7AOGx3iL6SHtDbFIiJIJxndQhRu8kAqxHwELIfcOyUCAiKKc6dER7zy8y+P7ZxyNcpJco5QIXU77piaSiL3GR0QamabIKIa6xJgmmPicIPGeQhpUtmI96rkuJBUW0d0OQZTkKdN+QtNYZrUkqbZkJSRl+/ZGJwgdgjdBA94Fsbi1Fu8I4GWpCSCfoJf1pqEzDV1psH2N6xukTkiyIUIKbFdhuxqBQ+p4jybpwhc8ykmzgnsnx7x355Q7BwcMEk9kO2LfEbvb7fGN3lzsv+TGBL1rkRecnZ7y6vCY7aZiNptTFK/oe0/bViyWK+bzG3blLhgT9gg3uXche0KRPRzkDEdjxuNDTo7POD09JS+KMAJ1NnD9rHyLeVORJk3TwCc0Fm9akhRG4wipLFV9ewfweHJGMZzinWO1nDO7uWCzXrDZrCl3G5S3pAKqxYLN62uGMmF09i6iOGfXgnQtB2pIFsck0Zy2g/nikrbpSZMR9x78MXff/XOiwwEX7ZZ6B79zcp+DhxEb/j/81a/+nrLJ+d2P/oI/+uQvqJ3kb3/273jx4lt605MmKYMkQnQ7NtWK3XZ5q/3JzVNUkaPkPWxxj11Us9y04DuEUWRRRBonmFZRNi3b9ZpsvUTlJSpu6IWjb9bQlkTSkxQF0WAIOkY4h4ggGgxQ2ZBdXfHi+Re4+AXzco1pNujxFCkjql3LxcVLXl0+oW92DIo7hDALg/SWLIpxSU7XxHBLXm8Yh4oAH1eCHk/ZW7adoewN3f79nCpJ5yRVa7nZlCyuZnSza+wo5umzJ/zVX/97Ci34g49/l6vXL/jsl/8zj1lx0P9L4pN7HB8c8/zVa7548YK/+/Xn3PQRs8UCKSXjIkd5y4uXz/j157/i1eUL4kJxeHzO5PAuUTIJz0NCdEvt+bpsGZQap1MiE1B8wnWIvoWuQthRcE+Lvas8tL1wfYeVMV5EoWA2Fc71NKah7MU/OreU8Ajf453Zv6eg7/rAdrUNMi7QSYoUMdY29PUW3ywpIsckz9Aqoq0drfV4rYjV7Qr0OE5RCiIt0RqsDNM0rEc6j7Qea3p25ZrON0jniMWEvodVbVA6wQ9HaC3QiUdFLVpYtFc4FNlwiB1rnIhonaVq1pSzK7pqQScqZCJxTlP3HcumYde1tDaEJb0ZR1pv99MjflDqpO0Vzst9QpnBSSBS6CwiykMQinUh3GRdrqlWc4Y6IvISoSLqtmGzvAE/YLtu2W5mNO0GFUniIkdlMXYdGMdl1bBabcivZ2wWS/quQ0cRSsSY1lPtqrcRt0JK0nxEkhW4PT5UCwO9glsACIUMKDIh3hgi3D/wh3vLer3k5ctXweex3OEspGnGcDQkKwpaZ8myjJOTY/Is4+rmhuVqhdsXm0IIsizj/OQ4dOOjKAQq6AidZyRZSltt2W7XFOWOaltxeXGNb3Y8uH/O8fFxmEY3IXzHf4/3zO0NW3s6gOnbAOkfDmgnA0ycY/QW03W01ZbNxXOKomCUZJwen/P04oqXv/kpjgFfRzHWlDS2Z3z+Dj/+5FPeuXfO3SGITz5lt5jz629ecvnNz7l+8jmJaKjLGavGcPj4EY9PD7kTWeyLC66evWC5WKH1kGIaUr16aaiNYdu0lM3toNP/oeb17S9K67d/Zq3l4PCQ9z/8AKUlF5eXdN5wen7Oe4/ewZQNN4sFZV2TbLdoIYhVEOLbfZdKCAHWUtc1TV3hnCUvBhyfnHN8eofBZIzWis12y3a9YVduyXNNmhiePklx1nJyckoU/YA0EakQSHrbsql7cIIszkhkhc+rcLsVDucFUu3nMzaYnFD7TiySWA84nhzzzr27vPvgiDwWIAxCBeyM82BduBkrL5BOkEcRwzRjF6e0MnSkdZRQyIi7qeXM97jViu8uvuOLqwWLco60t+vaqSQjH2iOfEqjh/Tyhra5Yr0pAybmDbN0P2YT++SsNylo4ZDYa0AB73q8dUGf5CxuP/7HtaTFgNHRGTpO6eoNXb3Zu22jEIlp2/BLiHKiOAC2R1lMlmVEcUTkDImC5Jb4GilUwJ14gbAuvESMQSlNlg6J4xzvBG3bst4ssbZnV265vrmkqus99SOYB98EZ+g4Io5jsjylGAwYjcZMpweMJhN0HNH2DXUdbtuBnqH2elcFe+RbXZW0bU0aSYbDnNEoR0hJVd0+pOD8/D2GgxHVbsViNWexvEEKxfHRHc5O7zPOB8i6pdtW9DuFmRzg8hNQOV1nENbTpTFKgIomRNGAdt8BXq82ZMMzDu89JMphVRqiXuOkIM6O8Cpnttjw7Tff8vr5Cz45usv79z9kvbiiq0s25QYdabblgmcv1lxev+JidsnJ3cn33l+1m9Eub9jFU677nJWN2LUebVsSNFmkybMB63rLpu3IlyuG4wXFaI3PV/ReI+k5Pj4ik2NGx6eINENoTewkeaY5Oj6i3b1Lvbxka5pQtHrLcJQxnU7Bw+r6itnVa6pmSyzDpXW12bGp11zcvOZgcoeiuI/1CbcbVobxZOc8jXOUzpEaw67rKbuezoaAEiUEeh8Z2UYxu6bn2ZMXHB5+QXrPUpVr1uWKJ4tr1s2azPU8PJnwTx7e452soBwd8pM/+ue024Zfffk5i//r/4VK5bx+/ZzjO+9xcHiX5c0rnnzza55efsWKhvvxkHsP3uHu4w9JiiltGxB7cXK74rXvLU3TIWWFlCvmsytGo0P6PiOJJanXIb/dAyiUzlBRHCQALlwahdA4Z7F9FeJ5VzXPX7/mJ+/dQwBZmqAEmK7HdRbRBbKIFxoZJyAd3pQIucf2mQ7lG8aF4HCYEqPpao91Ah1p9G1pA0ohFUjhwJvAtBYSoRVYgbOO1oVEwUQacqVCsMGupU4akoOUuCgQWgaaQJShlUM7gUARRxGWCOsVBYaR7JmJmqvqgrZq0PEIp1K2reVidcPzq2fMFpd0fRcu3XujqPMOKVWYiN5yNVtH5epgNFeQRAEFFhUaPcyRcfy2Nui6jnq5YJiMGRdHrAYbXrx4QrX7fzIYnNH2mtVqCdScnh1zcHyPaDgiKTfoPGe9W/OrX/w7vvr612zKDeXmNdODKUkSsZq9Yrm4eAvtj7QkTjNUUmBo8b1BKn9rKZ3dT8a8s0GeIEIX+PL6mquLS55+9x2b5YLtZsd6V+G8oCgKsiIPBI4uUG26rqNpG7quexuO8/ZnWEvdtCAUsfe4LENFmrwoGI4GVLs1velptlvq+ZylMyhhOTk7DhNpG6RJ/nuYteAHFK8qCoyuvm3YLZesBxOmozF1lNFGEUJGONuyePkd5AUPf/S7TE9OidKCv/rrv2a+ruiEwMQxxyeP+MM/+XN+8pM/4M604GigmP7BH+OsZdv+G9pvntLUKyolMWnB8dkpP/7RR3xwlFFsLrh59oTr1zPW24bBwYRiNEIMhsyrwLnclDV1d7vi9T/Ske7N6W8LV2OQUnJyfMxoNCLSmq7radqWyWDMe++8j+sczeefcTW/QQnI4hgVB/OWY5/hK6BrW3a7EtO2ZFqR5UOi8QH5wRH5oKDvGnbrDeWuJk4k43ECoubJk69Zrxs++VRzfHT4H+3he+wS78Moqe9bfCsYJRmRXBMXS2oXUmGsDTnIAVmWIlUKUuEILswkLohVQdcatts1PtNoFSLelFZBfP1mIu0lqVQcJpqzQUyVJ8y2geUY64iTLOHxgeRu4TBrwxd//zm//OYZ89nFnvX7/de28aQyJx6kTIXipGpYzTbczBIiranaHuuCzshaQ9e3tN1ea+YMpi/pmzWu7/ajqXAbBI9UEUIG8LgUhnx0yPTwmDQb0LcTurbCGkPXG+pyR1sFXE2SpwwHKZnyyL7CdRU+m0I2RmqFUreM+5MaJTReGLw3bwXv3ji8FWiVkWQDrOmpqw2b9Q2r9YKyCrg6gdi7kPdCeQlJGjMcDgOWqhgwHk2YTMYkaUzTNdRNMNF4ZwOrWMfoKEZHCV3fsVrOub66pKp2jE+OyIuCJMkIF53bHyjHR3cY5kNeNzWb3Zr1bkGS57zzzid8/KOfcDQ+o16tkZUlTY+hOGIrFTEhDtELReWh6aFVkvHRKefn97m4eIGKJU41+HAfI08SMq3pa6DxnB2d89HjRzSrLb/45b9Dx4JkWHA6OWZ1dp/Zak4cxax2K9p6x8uXT7m8ueDk7h997/01XlD3hrnZcLHdsdzdUNcLUteiVUKkPVk+YL1N2LYb4tWayXzGYHpJkmV4NWBUZIzf+zGDTDMcDkBnICNiFWIfj4+OiSQsl4fUuwV0FYXWjIohsUypF2tev/ya7fKKQZIxGQ4ZFQMqY7hZXNO/bjk+aLl/b8xodMzkls/QAa1zlNaxs5bECErT0+47Nm/VKngiGcw3ZdPxzdMXSFVwVsL4+Jw/+YPf5+mrp6wXM6bjEf/sn/8z/uyP/4Tj6SEzYv6rP/8/4p3m7//yX/OLv/nXqKzgcHLOg4d/xmBwxGef/4yvvvgZi+oKBRwMUh6/+y73P/yYaDBl03iM/n5au99ekVK43tOWFdgrbl4/YTAcQ/aQk6MT+q5g5w1dFxjmgfRicKZD9OyZlwJTrbHNlr6pWMxqvvn6a56+f5fH53eJtEYhML1BdD2yCzgqnQyRkcD2W2xXIrUCH2ONRfmGYe44KCTJ1rGrDNJCHGviW3onrff7ZCYCAlOCEBpBhHeCnh4nQmpglOQIFHSKflch9AY1zEiSHBmnYXoX+0AjEHt6kRCYxtHXPaqvEfUOuV2jtisoWyCCPMMIwabaslheUZYbBII4SvDOhf9D0DLc0qIdVrVumTc1pmsYxoJoHBNPISty8lFGPhiRZyPKZov1jsXsmiwaMywOODo85+mTK37z4qd79FOBVJqjk3MmB2eMD+4g45TJdMr29Jyrdsd3z35BtV0jteb4/A537z5GR5JXLz/j8uIJUghyBYM8R0cxRig6G6gySgqU1NxmCuL2XiLTBQpOkiYgLd8+ec5P/+ZvefL553TbHc5ayq4nyXLy0Yg4TQLhyVrK3Y6Xr16zXK2DB0hp9H7yp5SirCrKqiKOYw6mB0RpihqPiPOMwXjMdrsNSM71ku3NFSLW9BzQ2X1yq/fhrP2eGLDbnyiERpI3Ld5v2FUl296x1posTkOtJxzt8pL1y4KDuw+4++5H/Mmf/AWj43PmqyWtF3QiYnx8lw8/+h3u37lDkSgiKckPT3nvd36fXWe48+ABTdPTighRTDk5u8s7x1MOuiVXv/o1rz7/DbtdjfERrYMGj3GG2W7HYrOladtwOP+A9Y+MXv63ilrxxnkIaZLw7rvv4b0nS1OuLq9Jo5T1rmT0+gVX85sgH6iDy1JFGpR6i1Cpm4ZdXYPzjIuCyWRMOh6jizxEeFY7yt0OawL4vW5rrO9wLse5Bd99+x1C3H5E4rylNy2m7zDWUDuou5aInqNcYnzBVTKg35Yo16BkAtEIpQs8FmsqEBIrNKva8s2LGVdzQ5FrhsWA4WDIeJAzSBVSg5QChUfhmSSCoyFcF5IbJTGdoJAwTB3jowHJvQlbsebbz77l259/xvZ6/lbf+33Xt69uOJ4c46xlMV9SbrfkWnEwHHCzqtnu1thmR19rmnLIagG2lPRtYBG35YJmexW+oNkAqbN9Ae73kb8yJBSlGdn4hCQbhg74PjrVGIOnppEC62V4cR1MuHM64mwQMegrRHmDSR0yOcHqIeZ7aHx+e70xjQof9K5vLgnWBCzbyckJrel49eIZr1+/oCo3WGdDt5mg/bUuOHZ1pEnznMFgwHA4ZDwcMxxPGY8npHmOVBJrgqSi3zMPjbXIzqC0QWlN27Vs1mt22w14R5ZnpOleh+f38bK3XEkSobTAuZ62a+hMx2hywuN3P+Wjj/4rCmlZXj9DuYTx8TmMj2h16P5rBWhB4wxd7+gV3H/nY/7lf/t/ZrZ6yuTgLicnKa6fIcWE0TCliCXlFhLX87s/+h34b/8bfvo3f8PzV58TZwkffvgxuVJMihFt32GBru9p+w6HC53oW6yOAUZGGGo6s8X0r/BmFrojckCSCorRkGQ3oG3LEIIxX6Lzp4yxxAcPmY7PyYbnJEkEeJxX4UyTFokjT1PU0TlpXtA1h0TOMFQR2sDy+prLi+c8f/UlTbPmeDzl0Z37jKcHbKyl2E0xrmM0OGc4OSdJhsDsVnv0QOc9pbFsWkOEp+tDIInz/u17Vr4hZnhP23ZcL9fEL14i44IPxiN+9KMP+OOP3+fVzTXDYsAffPJ7nN5/SGU91gge3X+E+dM/ZxgpZi++oIgjjg8eUkRTtjcv+Xd//7d89/wrdq7jLIN3753z4J33mN59RJ0OAiAddeuRc6J1MGd6R0xFt5uxXcw4fnCfd+4MsGvP1/M5jc3JkgjbNzT1CtftUNKjo5RIJ5i2pN+tMLuSUmy4efmKl0+eMogSdtsN3hoUMcYFc5JHIEQUKCa+xTuLQCHw2G6DtzfksmYYVYi+wtU10nkSrYi43R57a/dGH4kUEgvY/bvOuSh09JQLQRejIbmOSXeWft1Srq/oC4cbCgo1RUQZEg1SIiKJEB5vepxv8P2aZj2nnV9QzdfQapSXWCsxXR/eOUqT5yPQEcYZynqDtSakM2HpTf8WqXebtdtV7KqKvqqQkaVQCflYkyYxB3nGnaN7bO99gHOGbbXg5eULjIUHjz7g3vEBsfyU18Njur4mjiWDPOfk5AHTwzPiKDR9RsWQ07OH4BxaxRS7DYN8yN2zdxkPpqzmL3j28gsubi6QMuJwcsrB9AwVR9R9SWdKvDdIHaFjxW2K15Cp5emcwwtBkmYkeJq64ul3T3n53XPMdovvgxk8KwoG4xE6Sd7+lK7rWCyXNG3HZDym2HNfrTHESULbtuzKkrppyIpi3w33oDRRXlCMxnR1S7lZYaVETsZ0xrFcb4ixjIYFSZrivfhez/AHoLIcDh90kK6nrrcst2tSNWQQFxgdo0SP7Guq6+c8//XPOPaKo0fv8c//4jG9dBjvcEKhohSto4AyEsE92XpHenDC7/+zv+B3/qjG9Y7eCWScMI4VcnHBi7/5GV/97V9z8/QFthdkgwkqHVBaw2q35GK9CAWjEMS37Nq9Wf+hcevNenNAWRt0f8PhgI9//OPQSe0NZdtSTMecnB4xm12y2pbMNxuEEAyHA6I0jFRM17Graqq2JVGao9GI06NDhuMBQgm6tqEqd7Rticez3ZZstx15nnF0/ADrep48+W6fp367FVizPd5blJA4ERAxMXASJdjBlGcDx3q1wpkSoUCpAhUN8a4FF7KUKtPQbzxXqwbhdkQRjIZjTg6OOT8YczhQZLkgSjWJViQ6AhWRp4JsECNjjSsrlG8ZFAXxccRiEvF63vH0YsH65RzTNCS3NBhcXl7RNj1d27C6ucLuSpSNGOUJwyzmBkPbbumbjL6pqbYeGo93CtO3mHZHVy0AgY00QsWh9PYW19d451BJjtRDPJKmqem6Cmv68P0wPW2zpWsrPJJ8MOH0/JhH9464fzjiICIcKDZGqgNUovDmdgeKc3twpHdvESMCcLYjieDhgzPyYcJyccnV1QUQPrtpmgYe7L5Tq5QkK3JGkzGj4YhBXlAMhgyHQ5IsxROKXCEDfzS4bmXQRHowbYutK3a7DYvFnK7rGQxGHB4G7VOI/QtIm9uu5eqKtYTZ4hV9WxNHMcVowHgypUgH2N2Mbbkhzg6YjEdE0zEidXjpQAUOqnMOH3Wk45h3P/od3vn4faIi6OPanUSKlkj15IMU7T2bqiaXcPfhRxxkmq62/Pt//zM2mxW27cJLPR2wTUpq06GVYjScEumI6cHJrfbX+5xEpYyUYhh3LFWFFQ2ZjhnmQ7xIaA1M6hLftZi6ZL7d0r34joO24sRpjpMRcRYYxULFeBnjUOwl0Sgp0VFCWowhjfFdQ181rGczXj39jmfPv+Jq8YpIOg7Hd3h09xF3HryDHwzotUNqBy5lUyaUVQf+9sWr2Revi7ZDoxHOYvcGpbcyLSDVimmWAprGwXK75vLVE+4cDpk8OOHxx7+L/P3fp48SvE7YOoEVilRLIqEYfPABHz98gC3XyN2WZrbiu6+/4fNnX/Dvf/VzLuYzJlnCp+++xx/+wR9x550PcMUEK4OsqxNv/djfeykpiZVmXAimA02mPaKtyUVHMTKsmhXfNWtMP8aRE9klaf0KJWqSSCN8jG00XWXoyyWmLDGioVxuefnsFa53PHm+oK4alCpwewmCf4tedOCTkHQlNbZdI+2cTM4ZqJbMl3TdFteGwBkdSdQtk+CsCHIqYQPnNOCWgnzQOYHzQYoldEySjxgXQ7KkY9vNqLcz2pstTpX4yRk+HePiEAahEh3kaaZCdhvEbkY7v2R1NaPZdojogDiLqfFsmor1doUHDg7OmApJb3tW65sgfdnOaLuGpqvp+9tNWwE2uw1tZ3BdR2csbaPoOkeiHGMdc/f4LvXDH1FWa9ZPZ2zqHebqCXmheTz4iA/f+5jHH/4JPRatHHkSkaV5kHUohRCSQTYkOk2Yjk8x7/wErEU7iWwdq+tLrq9uuJhdYT2kWnN8eM7h4b2Afes2IFqSTJNkGTJKgO+/T72fHkc6sCu8C1g5U9f0dcVmvaJe7mjrjixJGI4HpEWO1BprQqBPkiYURYFWEYfTKVEc0TQNnQ9m4TRN6Y0hjhPGoxFRHNFbA73Ay8CurrI1y9WCzWJGtl5RbbZcS4+td6TJPSaTcZAf1P95c+iti1fnfIhpVSFIoNquuLl8ieYuk5MpdeHp3YaMnr7ecPPt57S944EU3B1/QnR4DvH+Rg6UXUfXtjgbOkjGObyWZNMTDiJFyl6W3FTUr77h4sufcf35r1m8umS12pCkA45OjkgPj1kKw2K1YNvWiCjEInpu73KGf3iJ/afoA/AP/FetNXGSoHVEbwLW4/DokPfe/4Cmqvjiq6/Z1Q2L5TLEoyUJ0gWu4m5X0hvDwWDA+dEhp0eH5EWG9T1tXVFWy33UnUNh8LbFdRlpEmNMT9+HVv1tlyAUH4Gk4MFrQKF9w1BuMdkpx6MR23yI2a33e7fg++ByFyo4P5sl1V5r6WxgDK53DetNzewmZ5BAkkCSxQzzAdPhlHw8opMRWRw6fU25JUng5GhMVmR88eoFP/vN3/Pd02eILlAQuv52I/Whb7h5/TWm78i9IIqhci1SWvIUijTG9QlSarTSxHFEEokgkxDiDew0jMi8x9kehwFv8XvNK52nKwVb29JsY7SOg0lLKkxX05RLuqYiTkYcTIccT8eM8hSpNLV3WAuCDB0NcHGCt7d7jtaHjCARIDn7OtbtWZMdo9GAJD/kzt1DhuOC7bpkb/MKMhgPQkmyImU0HjIejxkNxmRpThQnGGdpmgal9f7C5jF9H6YQUhJFYc/OOjabFavFnJvLC5z13H38Do8evctoPN2D9QPW67brq69+jrEd68Wcvm85Ojrh7OQQ7dcsr36N2ZXBpDaeMDoakY3AED7XWgiUAJRF55JYx4zHKTrN0amiKS1bsaS3hlgZtDRg9mlkFhJfoMU9pgcfcHayJJEFwiSkaszR2NDYDred4REMiglHx3dwwM388++9v7oVyFYSpQm5HpJHGcQp4/iI44P3sTKmFym96YmFZLu4ZrudcTVfsmlaGqMwreHo6ITx4RHDySlxfoAXKoTGiEA1Mc7gjKGrGi6vXvDs+bdcvXrO/PqCxeoC4xpGgxGj0ZjRwRmndz9genaOyiVtt2GxXmNvttRdww95nRrn2fWGZdOTCciE3+vh96ROAd5biiTj8ekxPRFfX894OruhvqjJMs04TxgnCe99/HvExYSdkxgDURKjAet6SFNUPqIk5uJiycuvv+AXv/xrvnjyOderFa2DYZbx6ad/xB//83/FwcMfs/GK3nriRJAIbq0HBc8oVRwNE4Z5hIwilO1w9QpX3ZCZjIkX1H2P6HImyY67d+H8dEJW5Kw3Lc9fbXm63eKaNbapMKpnvaz55uuXXF4ueT2rmW8tTsUBB7n/uda2CKfRSQFS0TUr+uaCPNtyPpacDC2p3dK0NdYGqL+WgsiL2/VedRTwV6bD9024BMdDhIzpfAjQCFAVRaRT8mzAUBtkVWLaBdVujX22ZndxhY2npGmIpo4ihRMtvdmC3eK7LdVuS112GJeR5EOitKDqtswWL/nu9bfsmoo0GzIcHFAUY4psiNYRXd+y3i6DDvOWTxBgs14QetsCrRKsG1JVBcYoMI4sTxhPpwyKMYnK6OwOazsur1/hgQdWcnb/xwwP75MNxsSxxmGp24bOmoCWFOEclCLGW0WzXbG6fsnV1Xc8f/4tr65eBH+IgNNpwenJlOFkDMqD6ygKzXg4IolzjE+B7ffeX5jQCpI4wiKYzxe8fP6C50+eYqodbdsw32zBS4bTAXme46UIXX7vUFIxGU14cO8+VVkhBNRlRVVV1Pv48+FwyJ2zcybjEZPJhCxJ8NbSumBOj5OYNM/xWgdawWpJPZuxcYYkkjghSeKIvoPue5gKf1DCFoLAqAO6asfaWpIoYzE+YD7KGWvLkTehu7S+YfPEcC0MqtlSPHwfeXwOwxyS4OaOlcILj5cQobDO7bs5js5ZdLOlu3rOxa/+lqc/+xsun76kr3ukSlFJTj6dkh5MuV5fs65LOmvRcULsBeYHOA/hH1zc/+jPfusA1lqj9zq+N9irSGuyKEKPhqiHj2iqms1mx9dPnlAZw7osg0lHKaqqpqqDw3w8HHB6esLB4SFRnAaGbFdS10vKZosUkGpJrMNYeHH9lCTdEqdH9N3tCjsA4UJ8rpQhgUWiUUKgXEXCjKP8hLuHQzabKXNbYU2HtTXeN6GQFRK8w5sGb+oQ87s3dvVtxbLvWS3nIREGQxLHjIcTjg7CHkWSsG48qq85HsU8OM44mI7YrNb87Fc/429+8dfstpvwufDQdrdLFnt0NKR/uUBGntPxlK6zfPd6hrUNk0JxejgBqRFRQe8U1kc4pTEWeq/xKiFKh3j2XVfb4ax9G2EHDtdVNH1NswW17zik2QghJX1b0jW7EGcct7huQ7W85vKVQ64y8ljiMo3eKcablOlwQeYXt9qj1uKN3yx8Ur3DmJa2r2lNQ+wihoOM9957h6ura774/Cs2yzVNXb+9cKV5yngyYjweUeRD8nxAmmYgPFVVI2UTLmZKh7GcseG7LxWRjkjSjLYNQOvlYok1hpPjU9595x3u3b9PURTYt5HPtz9Svvv2M6oqUBEmkwMe3H/E+ekRfXnJV6+/pK9gMn3EyT1BInsiT0jjwxF5BTiQhkg70iyYa8pqx2omsL0gUgnFMEMnAbLuEVgV0VvBeisQZcwgv8/79ze0uwbfAU4yHo7ZmRWr3YxttUXqhHx8SJbm3My///42ZYld76DPcF1MJEekUc0gP2M0uEMrBHlXMjmuyZOMQTZAXcXMFlestyX986dUmyWrw0POzu5yeucxo8ldVDQMmkTh6U1HW9e0dcNqccNX3/yKX3/99yyWNygZDrPpaMrBZEoymGB0Rk8MXiOMoatr6mpL225p6w3ZrU+MkLpYG8emt4y1JNIBR9R5j99zQfGGPI354MED8uERNv6WZ6s1V9st/slTyrLi+nrGJ09fcO+dD8knx0TFgChJEbiQwd50bFYlL797xuef/YJffP53fP7yK5ZNRawlR1nOx+9/wCc/+a949Ok/RR0cs2gNThqyNDjqtbzdpM5YxyhTHAwShIrZtZZ6OcfELzj0CYP0jEfTjN7v2HYVoxH84UfH/MkfPmI4HfHNk0v+7V99zeX1HG8DraTThvW64sXLG5J4znxn2dUjXBohZAyE6HWhFFLqPX6xwfQ3RHrG2YHn0UHGgVzh1yv6qsGzN11Jh/a36dkB1oXY2b7Bdrugt3QKHROMZqbFq0BSEEKB1KhYkg1zhlWKn6+p52t23ZxGDCiSCVmcoyPwNPSuorctxjmMkPgohSimwdA0S16vLvnq1Zd88eQzyqpkPDrg7PgBx4f3SJOCLB28lSVppW+dIAZg2wYvNFGSkmU5Op5SdwWbusG1a1xXoxPPZHLE6dFD8s0VjSm5WSyZLdcsFzeU62vuPfyE0fFDVJbihQ/JgiK0DYRwKCEQVtKWDbOLpzx/+kuev/iSq8U11jkiqbh7NOHR3XucHB+QD2J616FUxDDLGeQjrIsoy1tO6vYSnSzNcAK+e/KMv/vpz/j6V79kM59jup7GBqLAYBLkYogQNiGFQOqI8WRKmuVstxtmsxs2280/+IGEIMtzzu+cc3R4QKojnHP0LsRCSyGIkpTheMxkOsUvVtjNmt31NTpJ6NF0JkiGBLytrf7/rdsL0YTHO4d706VyDts2bNdzLmcTBskpephDZBlFLb6uadc3XH9jqDYriudPSc8fkJ2eUxwfU0wmRHkKet8J9B5nO5pyzfrmmtnVa+qr11RXL5k/f8LVs+dsFmuMU+SjAwZHp9gk5bJc8XI5Z7YtKdsehySk0Pww2cCb9b9FH1C/9ct1znHn7l2stXzzzde8fn1BmuXcuf+QsqppjeXFq1cs1huctaRJTFk3OOcoVMRkesjo9A7pZIpQit50NL2l6WpsuyaOIyI9QGhN13eYZgsNkEucvH3n1dsQuwsQRwmCKBRB1pELS5zX3D1KWdZjjJds1xtsv8Z029BhVQlCxiidhpe973G2C8UaMoDPraVra1zfopWiqlvW2zVXi9d4JNtdSZok/O5H7/Lx4wO6Zs7PPvsZn33292wW8zBujN+4JG+3BtMJH0mFluCl4unFDWVnSKRgfFiQxwlSJ6xqy3xV0fWGLIkwVjBfdbQuRiXjPeRb4voKZ+rQrSYUSN71+3Qnh+lDce2dwZseY9qgZUsKmrbm1ZPfsL15zvXBlFGWoJXAKIXVKUlWcHQw5Pzkdty+PFbgBc4GvJWxPW1X0ZqG1nbEpmOUTHn8+AOaRuAc/ObXv2C7rum7nuFwxOHBIdODKXmaoVSEkjKI852l77sgRRASp2xI/LEOrTTowCW0dsdiPufFs2fsdjsePHjEJ598wr17d0kTjfcGISKss7fungNsNyu22zXDyRGndx/z/vufMtSKi+e/4auvP2O7abhzXjE8OGI4HTLqjhAqaOedlljbY+hABdmDMZLdzrDdGoTQjMZDYpERWwc2zDdUrJFJRGQlQsQkx4dE1Qkvu6esNy8hrsgmOYrQ5V4sZyy3OzprGY1vZ55clyusThC9o+7A9h5JgXeSulnSCIOlIikyBklBkR4QRYdo/Yz54iVNs+Ti8oL54oaLq0uOX71mOj4lT0doFQEivEuahrZrWW2WPH/9hPX8ErxhNJwynRxR5CMGgxFJMaH1jpvlJXW7JEks6B5rBM5GdK28dfHqCVil3jka62idp3fBQNJYh/GhTSBlAMHLLGVwcMzde577iy3ty6fM1js22y0vb+b88ulzTk/PmUyPyIoBcRxiStu+Y1dWLFcbZtczXl285MX1S+ZdTQI8Pj/m93/0MX/6Z3/Oe5/8MQwO2fSw6/bu5hh8DO6WcsnOWrwWqCSm7QSvZhtuNnPGq55PkiEffXRMNoyofMd3lyXSxxwcnPPhe3fC/90afvWbZ0Ta41xP39d0bUfbatomQjiJ6yzSpigpcSrFi5Dap6MUqSK8qXDdDVmy4mgE7wwF56JCLedUixW260MxIDxSeLSQtypeq80C7x1C9Djb0nUNxlyTxAVZPkTFEVolKBm0952FRglcEmHyjHqbsZUGIx2xd/i+DaNm7xDSIB0Yk9GJGBdrVKxwqmddLnl285zPX3zF1y+/5vI6hMEUqxuarqMxPWmSsd0uqZodWipkkiJ/AG1gEGc448mkIE4kOpNUomO+nVGvX5FiKPIRD955H6VyXj79jNcXnwdkmLdczS7BWZarNenwc3SSoOOYJM2J4xQpAh/ddC1921KXFevlNTc3z7lazd6ecQfDnLtnDzk/f5fJ9IQojeitQwqJsJpq29P0DXXXchsllndhsi2UQglPXW55+ewZz757SrNa0bc9URQzGI8ZTg5I0xwr9gYqLYFwUYqSiDhWKBkuCnmRY6wjTTMmBwdMDg5IsyxwWq1F2YC9klKgtWI4nnDWdmhj6euK5fwaNT1k3Bpu5itS6ZhORsTpf/48vL3m1RiMsQhp0EoFd7n31Ls1VxcvkEoi5CmiyDlPWrLMQt1R7VZ0bc12fk1x8Zzh+QPM+X3aw2P0IEfEId9Weg+mpdsuWL18yuW3X3P9/BnVahXG08YjowQlYwZHpySHJ1y1Fd/OXvFisWBVt0Fjt5/+ylu6R//DJcQ/xJWJPcD47Z/7wAaNomgPhh/vzSuG7vKS0WTMOx98QN33bMsdi8WC5W5H3MX0xqCAo/GY4+MzssNjfJrSm25PSmgoyxLR7UClOJfQNh7TWVIvcLal7Wb0QgO3K3yEeGOSCLrA/dWQSGgKEVFEhuNBzb3jHMEhVzpivTK0ZY2zNd60SJ0SxSNkVOBsgzM9zoNUCVE8QvuAwfCRQgqFdS2L1ZzlyobbuYfR2TGnQ0vKhi+f/ZKffvbXLObzt7e2pq730obb6SUvliXneRjdzMotu94RxQnjgWYyHjAqDcZ73MWWxaZkNl8Hrar3mLamb3tUFJyx3hm8t3gX0FIOQmAD7NOlQvKK7Ruqrsb0HTpOGU3PGI7G7FaXzC5esJ1fcPEiJJ4LHFop3D7v+vDkkHc+eMynP/q9771HbSQ9YF0YAfa2p2prmr6jc5bWWByKo8NTPv5RQteU1OWKb755Qte60EFVkiRKSOIsJMuoYKCQCCKt2fd0w2ef0GXpjcHUDXVv2G63zG6uWC7mjEdjHj56yL0H90mThLZp6dKYOAqGDuNvX7x650nSgsOTO9x/9BEPHvyIpLNUswWJHlLS0LdrVrNXXL+a4PqOLMtwWuC0wNqedblitrqh6QxJMiaK8pBvbzpWM0GRJhRJjBIag8RJSZYkDCKN7hrWs5c8e/U5Xz/5grKrOK1POe7vUnuom5rVakndNuzKLaPRAcdH3x9dtyk3WCkR9Y6qg77yYGBbLan7OUYZOkDLFKkGZINDDn2BkjGxViyWknW5YF23rMoZF9crivhbiiQj0TFqP2I2Lox2676lbmomowl5njOZTBkOp2T74nU4mlDkEZ3bcLPpUNqQ5hFejjE2oesiKG73DOV+PBDCFqBzns4F+VnvfEhGFCClonae5+stm3hDrWKOj8+pupblckbb1czrmptvv8J9/UVI5tGBqhDIKT1N19EZg/V7bJKSnAxzjkZDfvzBh/zpP/sL/uDP/gXDs8fMq5YKgRH7g33nIJY01e06WnVnuN51RGlD0zieXCx4OSs56SQPHt4g2DEe5pxNDbuyJRaG9XbNy9c3nB4fsFlXWLO/JHqLMTW27/C2CElnWpJqS2EcRkKjElwMUuRIWoxpaLavke4Vx6eGR0dw6nek6yvibgeRookj1D4qXQmxB9Z//7W8eQ2KUFBIz3w1Y7G8pkjH3Dt/l8OjI5JYEmsJXtBax06Ak4JdkrItpuwokB4kEZ2N6KXAxw6tILURmBghNCiP1wZrtlRty/X8mpeXz1ksZnRt+3YS15mOstmx2s5Zr29o6jKkIQJv3lu3Wen+7yaxRkSWXpY03ZZyd0WznZHlKQcndzg+OSHKDqi7ivX2ms72mH1NcDGfczGfB/1nnJBnBUU+JE1ypFT0fUtV7dhVW+qmDtMs75Ei1FHT4YB7Z3c4PrrLYHhMkhREkUPIjq53bHc1xpS0fYfxHYPpwS12KAIS11r6vqWrdnTVhu1qzW65o20taZSQZ6GR4azDWYMXDqFUuISGEweJZzoakeqYyXCA8540K0iSUIfUuzJMBvY/2XkHTmIIU7thXtAVBfOqZLfbUpQ7yvWWK+WJfEe+RzX+59ati9em6d46wZRSxHGM0gprSzZvMtG1Qp0d4NMJh4Ui9StUVeLrFlfXuHJHtVhw+fwJfVpgtUbKNwxZEaL0qi3dakY1u2azWNE0DXGsGQ4KpsNTXDbFFyPmtuXrmwu+vrhg0zSovQGMfbrT96Qu/G+u3/7r/6mo2d8OLtBa8/777wd3tZS8vrxEKMGdO6e8eDJhu1jggM4YcI48zblzes7Z2RnpoKBzjrKsWKxXrDYL+m2Jti3Ce5pe4JwKk9A4QXuPsA3OS8ju3GpPOorJ0gLblZi+C7GCxCgpUdYStTVjL3gwFAyjjCKJeR4fsFzE+M0NXXlF3yyC4SsaIrwHoZBKoHWMVnHoSiqFiHKkTOm6LX09x7RbJqMDHj5+j8eP7tK5lp/+4m/48rsvKLcbcI7OteGSZC1KafQtu+eff/YFs8kBw0GB0DDMYgYPT9C5RicavWl52BuE80ix4/W8Y7Xd0tUbsBWR9CgVuL7GGbx9E43p9maJcBMOZpg4oFraCtN1EGUMDs45v3ufOwcD7LHmuuh4fXXF9bIJFyEAYZgWCXEcMx4kFPHteL3beQtpjNMhK9F56Az0FqyFrg+FZpooHtw9Q9hPEcIxPDzixatXNJsd1XZNlWYkcUIURygl346ARBQuEN7ZYMhwBI5rWVLWIQJ5Nl/Qdx1nJ4c8fHgPpTxPnz5lUEw5OTrCWYmxwTylo9t3Q5zzHB6dc3L2gHwwIYozJlnM43vvofuS3W4e9G+jIXQ9tmzwSFocRgHCMb+85Oe//luuZjccH93lztl98I6b+RWr9RzpHMO8INIxdddTtS1awTCNiZ1lOb/mu2ff8Xp2SZrGvNe/g5UCkpy6DsXgbrfBmJ7dZsXx0Yffe39l0+LYgWjpeoHpFd5BZUus36EiRRQPsbKn//+19+7Bll7pXd6z1nff933u53S3utVSz2iksUZjbIyNyxdcJsa5QAhUuRKnjFNAkh0CRUIlQMAxSajgIiQ4ODskJoZgG7BDgqmE2OWAPR6DnVSCjY09o5FGavXt3M++7/3d1iV/rO+02hqNpnePultH3k/V0e4+Z5/WWnt9l/d71/v+fiYHG2KRRI2Qtl5DyRQbSsJSkec52XzG6XjESIxIgogkigj9wGnwAha3tRcEAfVmg1qzSRDVCZMa3U6T7a0OSbOFCgLmVjNNRwzGp+SLCUXWYDafstldbg39ICCQTgu4tIJMWwpJpdzxtr0neIzykuz4BDHV5EaS5znNTpt2sw5lwWI+YzQeM5yMmc/nzlWu0s4+LyxyOSKIk5Cd7W2uX73GtWvPcv0jL3Lj5a8m2bvOwqsxSTVKWLxAIhCowlJqSJfUI15kituHMwbjgqLQnI4ylAFTFgxPjrlz8w26WxmNoMlz2x5oyem9Ez716V+m3mqRLTxGQ4vWPsYqjCkwSqNLyJUEBaURztVSgJLGORFKgZpnlLN9dHaHZm3I5YbPnl/iDQ8w6ZD19TrRZhNz85iz+RFKKyJ/+dBuODgiaTQI/BADzGczBqNTbFOAhdCvEfk1AhkjkehqjZUXUiYtZDckqrkgLSBAarfDg+8eFKyRSC0rs3KFECWUhobusrdzhbRMCb2Io7NDZumUer3F9sZluu0txtMzZpMzzu/U54mmZZnPRqzVWgShRy4VaTpmsSghy2n6CevNNbrtDiKqsSgVO89cxeiczuk9xpNTzkbH5NVuJsZQKOUSIekc3w/dMaYV82zBQv/GB/l2rcXu5mX2dp9hbW2dKPTQJsUogQhCyrJgOp+iCoPWrtl62eSy50uEhXQx5/T4kNP9uxTTCWWeM0sLtLaEniFPU0aD0yo5Z+5bRSOdZa62GonAlx5GGzyl3f0/yyiLAq0UZWVvbMW5h4RL0kjhJEIpClcaKiRalajpmGJwykQoxvWQQmkepvT8EYJXt90tqqdlYy2+9vClWxzDQaXTpTGb62RRg7UEasKjXhYE2mLLnPHRXYZ33mRUavLSbUlKKcDzUBaMVgQYar4kCkNaa3X8QBDUEoL2Fnnc4XA+4/XDO3x+/4DBLMULfJIwIPQkqnDBz6NKZZ3zBZ/hAw1c59axrntfEQQBcRzzsY+94EorMNzbVzQbDfZ2d1jMZpycDdGVpWu72WRnd5fNzQ2iyCdTObNswXQ+IU+nCG3BxKQZyLIk8m0lzaJZFApROGeq5YPXCJk0ya0im48plGERB6RFTp7OaU9rdHyo1wN2OxFJI8RGISJsYaVPWYzR8zEwQQgfz4vufw5GlxiZY3SO0QVCxAg/xsdQixOMKFjrNrl27Qqb2xu8+fqv8Ku/9E+ZTYZEYQy+ZTobo1SJ7/l4foC3ZB3a2dEho9GQjW6XqzvbXNnqErYistCyUCWe9AmUT+xHJLWIJPaIZcFAa+azBWWhKPCq5i0NVt33FBfCGQRYayhyJ9iPcLW5Ya3Gxt41rt94iRvP7HKp7RHZDcbXt3nr7j6v39pn/3iAFLC71WZns0Oz0aDeaNHdWCdbIulztH9MY6tL0Iwq0wufwE8IvQSPDF8IfGkJfE2rViO4do2olrC+t8PnPv9Z3nrtNYaHAwaDM9IsJ06SqjlLVm5b8v6DmTGWslRkiwXpYobRBRLLeqtBt9Plox+5TquV8OZbt3jj9ZtcvfYxdrcu43kRRVEiPIv/CHVoQRCyu/sMG+tbFOmMe/tvouotolBw+fIVhN3Bj2oQtpCB67oXMqDUJcq469Mi15wOBhwcH+D5dbrtHSQwG0843r/rGgZ933UszyaMZxOstTSSGvUkQRnN2XTMzBj3YBbEhH5IicQKiVc16eV5RpYtZ5+qNJSlewA2SpDlGWk2JS+nCKlIkjrYCGU1eTYkzTK0sUghXZmOL0gaTZp+hNKa8WjAZDLE6BLr+2jPJxeu1i6Ia9TipmsoNCXG90gxlFrh6wIZaGo1SaORoKI2QggmWnE4eJOzgxNsGZLOM569fG2pOZZlgRECiSHzJJkW5FLg83agoYFSW+ZZiR2OSIdzZnkJ1tJt1tlttem0W0Trm5iiZDybcjoeM01dw2tpFMYaalFEK4kJwpiw3mDvyjO88OKLPPvRj7N2+TpBe5OZ9SkyQ2kkVmqEKAmlRJrAPWwVS/ZIWNDKMBilTOcFFo9Oo0biS04Oj3hVWC5PZ6zvPMNGYxOhAxbTGb9+MiC1EcZ2GM99xlNFWSqMKsl0xmA4RssALw6xBOBJSq8gm55g8EEvMONb+MU9dtZyPvpshxd3fWrZIUdHQ5TNiLsbrLe6nC4E/skYtXBB07JCUmk2p9nqUouaaFUijQRlENYSeD5x0CAMmnheDeEFiMCDyNXnhlFCu1ZiFVjrtGGFlVWoaZBG41td1ZzrSj3BEJiYpNtgbX2N3Y09ttZe59Vbr3I4OCAKY9aaa7QbXXwB6XxEUWTkRVZdo5dXNhlNBmy1O8jAYzyfMzeWyCZ04w51z2OjvUYStki1BhSNTpedZz5Cs9GifvwWQmjOxmdYC4Hn4wsJ55a/+ds9G54XUPfDyqzIEAUBG90uu1vbbO9cJUoaZOkxs8Uxvt8Er0telJU5jHKlYgaCJaPXKHQ7rIdnJ3z2s5/jc595jcnZEKsM2riyHsqC6XjIfPZ2I5gnBF5lQ25wDfX39cF5O7kneLC5ncr9zFa6ydX3z99tQJUlyrqy02xwyiQMkZFPabcptUU9RJnZI0hl6fsDdJ3qBqg8hpWiHDu7M13kqDyj2N4ma3RpN+ook7FmcsI0RRVjisUck2WgSoyy9+3ejHQ3hkJKwkbCerfNxvY2yg8YacsZHsPFhNfv3ePVm7c4G0/xo5huIyGOI7CKMsvJlWJJVZAvi3P5rCAIePb6s6R5ynQyoV5v8My1G2QlnE1+xd2xgG6zydpal6RRA6zTqLOGwBc044gw6CC1oVAaKu/sKJDkxYJ0MYWyQOAt7XojXJW1y3QLgdEFg+mE/cGY48GM9SCh25AEQZei28TUJZlUaM9gbAuVd8CkeCIg9GOk9Ch0RlmmGFHgW41nSygXIEHKOlEkaRNjk5woLBmc3mQ6vM3dO28ymY5RhQsqpRD4foAxunJx8gn85XReN/e28AWsN1qsNdu022v47RDflMhFThiGxGs1gjgmaoW0mz7rdcHtBO4ewNngjGI+BasRvkcYuBofpd0TpOd5aG2wZYbWEsIWze4Gu3vbvPjiS7z80ks8s9OlFSgoUuaTbTY2NtnbvcTZaILSJUksqcceSRxTb7Ror63z+r35Q8/x4Oh1dhvPUI/XMEYSBhHdVofFcIKaTWlGAd1GQj3x8QNotOtcjZ+h2a6xs9HkyuY6r372dd584y77h4eY6uHR8zw8zyeMQqIgdJZ9xpDlhZNB8T221to8e3mPa1eeYXdnl6Qec3f/Dp9Lc3SeE/mCWhLg+VCUBRiL/whOcGudDbY3tqn5Pif7b/HW6/+cepSw2e7QqkWEviTUmlatRXetjRe4+qtSWYyQLnsfxmzsXSFsrrO99VG2dm8QB5ZGu0t3fZPx2Qn53G1f5caihMDzfTqdLltbe3S6mxgpmcyHBCbjaqfDZmuD00WJ50f4YYyUkixPWTanJfEI/BA/rKOkZj4dMxgeY9WcerOGiRK3RagF8/mUweCY+WyCEBLfC5HSibT7gU8YRtS0Bs9HG6fFm+Vz0nSGEIK1WoNOp4snA6bzMZlKIcsIAmc/Opx6JKOAjAARSubaMDkeMDkdcXp0QDZLydMcvvLaUnNUSqEAiUVHEUYIVLV7oSvbaW0tWakpRImVJQWW2WLBYjFnMhmSzudc2drm+d0rXFnfxrNwcHLM3ZMDhvMJpVGEkc/O+hp7W9u0OhsE7TWaGzts7l2ms7lLWO+gZUCRK0ot0XhYTyFMCZ5EEiCRiCUl62pJwN5Wk7zQFIVFaUEU+CilORmMkcJSCz08K1FtQ62+QRBE+KXPbKI5mUwYTAXDSYrL2ihm6YD9csrZbIqM1/DiDfy6wbMzjH4LOz9C2Al1dcqz64Lf9okrfM1XPculrsfgdoCZ3uL0dMagsOjMw4QNas0GRZmxUBn+koW92mr8IKQW11GqJPQjpPCg2tn0vYAwrOFFNYgjRCPBr9fwpIenDUJrPAtYDy08DBKDayASxiBRSOHkF7VxFq+BNSRGIyZzan4Ni0cuNCWKyXTEYHSE0gVGK8C4+5h1SjreI9S8FkYjwoC8UAwHA0QQcml7i3bcxiiDlTFpLplnBfNpSZqXaM+QtBK2vR2Sesx2mt8P7BfzCePZgHk6RRuNLySB59MIYxqtderNdTxfYk2K7xm8yGOWjZgXM/J8gDBzrBAYGWMAKQOsVZWGuECaJedY9eiMJ1M++9qbvPr6W4yHM6QV+J7LqlpjKIocrAu2RaVOY6y972DmSiUthdZoa53hkpMLuW86IgUE0hnTeF4VG1a/f/8aaSvLWqWZjIdoTxJsrKGNpVCa4iHMpZZeZf9+dsZlaILAxw/cFmtZlhR5wTwfosscowpUqZisb9KOAzYinywK6QSuo9XzYxpF5rKUhkqv0iA8iZU+hQEZhsh2B9tuMtUet86mHIxOOB6e8tadA+4enqG1od3y0Npt/RhjKS1onCTL+8IXybi6HwmCIHAdtEVBGIa0Wi1u3LjB/r17HJ+cgYxIS83BwT63b81Zr9XY3Nig1m6hhCBNF2RK4QlJLUzAGmIUvhDkRpAb0BIWRUY6L1GLgsAqpPcIPs5Ku6L7ssQdTJKs1NwZzHhtf8CW77MeBTQlZF7AVs2jXIdIalp+jW6wzWndZzHXZLmmyGeocoagQGqDLicUZYYQliiAyKvR8DQh7ikvzQe8+do+RZphtCEJQ3JryLKFkznyfGwQ3f/czZLbQB9/+QVqViBKUDZgXBhqykdaiZc7dxsdQLJeI2mFtJsh7UZIt9Oiu7bG3bt3OT09JM9SiqIgz1O0Lit1Bo0qMqQUxLUmjWaX7toWu1eu8NyN63z8het85Nk91lo1MCXpdEoSRsS+z0anzaIsXYY7m1HmC6QU1GquwxUePni9e/AqjU1J1PAQfockiqFuGMUBEwmRL6lHAVFQNWpIaDZjmo099rbXePbqs1y6/Cxra7/Ga5/7PNPJxDn/aINSGlUqhrMFZVkSeB61Wp2t9U22drZ5/uplXnnhI7x443na7TYHJyccHp3geyGdVpP1To16TeB7hqzQ7uL/CKXn9XoTVeQc7w/4/Buf4fBonzCpsXfpKp12h7JIkZ7kxguf4OX2Ol6SoFRJbgpKa1mkGbmwrO9dYcdrsbn2Epvrz1BPFKrcYzG9wWQ4ZHx2xmB0wvFgn8HkBIthY3OH68+9xNUrHyWKEk6Hdzg9eA09OObk7JiTeclkOmaxmJEVOZ4f0Gh2lpqfNaZS6gA8VxdclAW2LIgKn7IsKI1HVihGkyGng1Nm0xFSeJXUUIjv+6RFTpLUCKKQRuCzmM8Yj+eMZxOybE4cxxgpIAyxwkMDeVHgCj4FC2u4d5wxyzI2NgTNdkCuDNPTKfkkJZ1MGJ6dOBecJbl+/QYCi28FdSBGIcgxlc2oC2YtuTaU2nVbh0GEn+XkWc5kNGI0mTIrStrrW3xsd4/L6zu0T0/xbr9BcHpAqgsarQbPX73GjevPsbZzCdvoUEZ1CGIyL6AUEl+AF3hYz0cbgcJgKPCMQJoQsFi1XPbc8wRJEhD4HkkckGauASwrSrSxNNKMyWSMLiXRIGN9J2Vjb5f1tS42DCgpyVSGKUq8xDULThYlk9kUr9AE9YhQrBHXLGtBQSseE0YDfG/KVtPylc/t8g2fuMIrL17GA1p+xvD0DvPFnMOzMXePFiyGE87GU8bTOXk2RxrN3pWHn2NRpMznY4bRadWTMUFVUpEWi/Q9/DhExiE2jqBWw2u0QPhIbfGNJay2kA1UJgf2fjOuxUk5CaFdE5cVRNaQFCVGCcJaSqvTZW2yjud5nA6OONT3aNRbhEFIURZOTxSnf10s23UHeD4MpgOyMiedjuh2N2jHMa1mm0mqGKUlZpZSFgWLWUG6mDFdnOHrBZEP7e46rbaH0AKT5cziGHyB8UDrkloUU4trxFGTen2NRqtLEPmUes4iHTHLpowWI0AgJYS+jyFzsqOJEww1WlCWupK5XPK+L6l2CRSzecpoPGM6yyiUxpcSe78B/W3d5fMMqraWsgpUQ9938VWeo0r3sCF5+32elMS+TxQERJ7rbVHGXf+lkOf/MqJKnmkpnFJIkTFfTJlXsl3KNL/klJYOXpNaQhRFeNJ9GkJ6+L5/f8paaYwpUXnO5OwUlZcMTo5pNJtsrnWZbKyz1WwTdxvIRgehSoRx4sdSaITUzgRI+HjKQ1vJiQf7Z2P2hxNuHgw4HgyZTCcMxxPm8xQpBIu5h+f7FEo59wkh8QLfNdo8Ic4buM7pdrqsra3TarVAelze26Z46UXWkxBrLI12GxHHzIqc6WKCFJJ6UseTAZm2KHJkJCEISBea4dGI2XgEuqAdCdZjj+gh9NDeiTEueM3zBUor4jjG90JGmeIz+6dcrgU8u9HG0wtEPqIRNrhWD1gPAq40PI7bcHutxs2DIXfu3CYd3yUOJJ2NTdCGwdEdhvMTZFJnLWmxVTcEtmRWLFhkruA8XaTkWY6UPp7nvkpRukwdLgOIkBRlQVEud9N8ZmcTT1nu3Tvl5uEh3rzBleAyieczHM84mR5jIkOn3aGdNLC2RhdFo93g8u4mR1c2OD45ZTKecefePV5/43UwpXMvqpq1Qr/Gyy++wgsf+xg7O1ts7eyxvbvLxkaTZsMjCCSoAKM0tkhBxQS+JBGCXCuyRUyxmGOlh5/U8R+iu/JB3rrzFu21BnHSpLXWxAslwiq3nayV2wUpS5S2TidZahACLwyJmnVq7TUazXV2t5/ht3zykPlsRlEULGYLzk7PuHXrNq++/hqD4ZCd9Q1e+diLfPzlV7j07DV2d7a4vLlOq56QG42JZshaCz+q4xUKTxikNAjPOjMvI9CP8BSpreVg/w7Hx3e5efNzjKcj2t0NGo02ZVlyfHTXyTgVivXuDnLPNXllRc6iyJnMpqTpBCEMcZKQ1Ns0mi3q9RKjcgJf4HkJftwg6LSgHrC4lTIcnbLIM7QBZQRCAfjMFjmvvvYqB/f20QQUQjCejNC6ZGtrj73dq0vNbzabI5D4RUGqNR6aeq1OtlBkeQkyRfqWyWzO2ckRk8kQqw1B5EoVtFbM5xPGo1O665vs7D2DJ32Go1NOzo7Jsjn1Wsx6p0OzXkepglJpyiJDl2XVwCNZlAWjUcpgOEHpBn60gw0StIhcaUNWUOb5Q3uOP8i3ffvvRWpNOhgxOzikPL2HyM9QtnSNhhZyA0Xl2OT5HvhOKQHrdIbyPOfk7ISj0YAi9GldeQZvbZt5GKMbDcbFgqTZpnP1BmvXnqfeXWNsBROlKUsFpSIQzojAkxFWWnILuZph1Iw5ljjI0NpjPl1C6wyYLgpuH06w2rLIS9eMCkjhxPzTQnE0nBNPDUm0QIsFIkxpdi7TCrs8v+Ox1xaMzzwOvYDbeYwt6mSZwAsjoppH0pR0u4JndwXP7QVsbjRotTvsbDa5vrfFpe21au9T0Kh36XavEEcHHJ+8wf7BMfdun3JyNKIoM6fVrS17Lz/8HGfzCQeHtxiMXPA6mpy6si4/wgtCCCQilojER0QBeCGIoDJ2cQEuAoS0+Bg87bbTS6DENfOBXzUuWXwkgbbOhjvMkEmCn8QIz+1wDEanFGXBfDElCEKEcDsYWJwTX7HcAwiAsQVvvPUqFkuz1aYehi6oKhVGRkxzxWg0hnKOtAuknaPzGbPZCKkVcRgR+IHro/Al9bU6NhEQ+1ib02036bQ3kaJOlpXMsgE2K0BY8jJjOp+S5zlSSKIowoQRSlnyoqSR1whDn7J0JjieJ5ffUdYKLNSTiGd2Nri3vUGRLrCeIG7UnemMcRaybvtfVHXpFmUNGkEQ+CSBT1koTsYTJovU6UhXzoue79NtNNhot2jGMdIaiqJAGV1pOlald7iGemRlrGMt2g/wPCjzFKwhfAhjoqWD1yAICAIfKZ03OrigzRjjvIWp5KmEpCxKZqNT0umQ2bjObDbjbJrR6bRp10IasU8c1IjCAB9TPZHnKFO4mohckWeG6WLG6fiUo9MTBoMpaVqijBPgpvp/L9IUIwQaS7NZI/C9ant82Rm+N+cFyOfJwPMM7Hk2Nq6CEGstZ6enxFHE5voa1irQba5ev0GaFty+9SaDyZDdYkHgKdLZkND3CGKPwLNkFEwWE8pZzryEs1HOyeEZo8EY35Nc3mpR3207wf2l5+AknrTRWGsJ/cA1rJSag8mMs3lGaTWQYfSEkJBGkNANJDuJ4FK9xWbTp5No2loyl4qNjS47L77AmCa//usd7Gu/xmZQ8vJewvZmizuDEb90MOF0cEYtjIj8COLA1awp5T5DTzibxmqbWQhBUZZotdwDiE1zTqYpbx2dcOv4lGaZ0mzHTKzg3r07HI7uQaDp1tdoxR2kZ0EoanHCWhQTxxtsrDfJ5jnrrQRdTHnrzi1K5cS4gyjipZe+gm/9pm/hq3/LJ1jf7hDECcJPMEJjyDDGIo0g9CIII4gCrDVYL6iavzS+J8GPkFGytKTbG28coJRkkYc8/0KN1ppiNj8jyyau3MFYrALPhgReTGkyxpMh0ywnL0BYSRIEXNrd4vrVS9VTuWUyWfDG598kTXN+9dd/DaNLuq0aX/dVr/CN3/wtdC9dIohiPGEZjYaczqbMrSBotAjiGuVwQJoXFKXCM1UQ8qiKH9Jjns6xCNY3dkjqTXw/xBPORtRHYEvF5PSUezffRBSCpNZExgFpPufszDVT1GoxSbxGqQqUzitpt4z5fMLR6RmD8ZDCVE4xQYQ2MJlMODy8h7UxtVoLpVJmqeVsoTmYLgiCgFqtRq2WoFTgsghL2lIeHh8zGA2dRJmUeH5EGISoICFNZ2iTIYViNhkzm4wosowgCCp7aosqCxazCUWeEsaRcxWLAgqjmMzGYDVbcYe99Q2iJOR0MmAynYFSGOPUQUxVl7dYzJzvvE0wMsGvtRiOT5lMp5Rlie+HhI9g8Xv9Iy+Qj0dkXsS8MIyyKaNiQK5KlLFkyjIvFUq47JyUEo2zQBXS3cit0a4BajTgYDzgcpniJTHh2jqxyphOB6RScDgdI+7cwu7f5XSRMspzrHCNxYEn8aRAyABkhDaWvFygihmetcRhTOCHlNlyLgyLhSLLZpWtrKBRS5wskCexyjBdZGSFIQlSmrUQI2ZkxYRac0C9uUGj2aAb12m1PJhazgJNIA0iDIhqIVFi6dRy9upzrtQGXOvEvPjR5/jIC8+xu7PxBeNJah2CaA1LjDAlOj/j9OSQO/cmWGHxPE1RLDfHssyZzkdkRVaVTQXEUY16vYXnh640zAcv9JC+7yxrtXGOhFpTWhDWI7A4dy9VglZIY8BKp+3qC/wAAgS+9RGlh9IBpYzRUYgKJLnRZEVeJTggzTKK0pWbicS739hrHuEha5ZmDEZTakmNjcpEIUszhD+HJMDGgtLPMPmAQM2QOiUAFgrSLKcsc3zPItAkSY1mY43ET0jKGlIGbOxusrF+hTyPSA/uMTw7Il2MKvts6QyOKikro63bxS4KtxNjDLUkcrJVlfLLedXww2JLZ0DebTd4+cUbSKPY2dtkMc8IPNdXcl4aIIQ8t71BGKdMYyrb83Q65vDgmEm2wCt8V9qgFcpo4jhhY32LS9tbtBo1arFPFFZN+Lay0rHgGp9NZbTjVG+UlOgwZmNng621Fu1m7UvO6REctjRZmlXqSvfbydBaV1lX9wQtKqkEUYlQqzJneHrE4OwUz/Op1+usb2ywsblLp9khlE4vNk1HzBYT5ouUxaxgPs+ZzufMFzMWiwVlUVYSWE6c+TwDLKXrGhVWOL93rSkKl9Z+/zkXq3+b83pXgDzPuXnzJvv7+2ilqNcSoiBkInyUTDhLNW/c3WeeTrh2eZPN7XUicqzS6FJU8l4LJrMZ+8dnHJ9OmU4zirwkSwvc8WRY36zTSgKWbYXxq635wA+dA5LR5EWKthKS0Lmn+R42kNjAw/oeQkBgFD6KIDREaxGbYYeXgm3sdsbW5Q3aX/URXk8+gr70cdaaG3x88hm+8dk29ct7/PRNj1981TCcZ4ReQBxISmEq04vKTMI6/VzPumPGWrfVYJdt2Dod8+bhCbcPjkmzjCiCw/2bzKYz7t7eZzQeYtC8qW/j4dPq1FjfatHubBB4ddCCyJOsdSJqwQ7C3kCS88Zb9xBxnRe+4hW+6Ru+ma/9qk/y/LOXkY2AidbMS4Wwhkj4BFApE/iEXoxN6ogoIhQhQamYq9I1ggUhfhRXAcnDs38w5uB4yunYkqmAK9d2SbMxk8kZRpUIVcNmhnJhKJViNB9y5+BN3rrlXHuKXLO+1ub5555hb2eTJK7jyRppppnMFxyfnTEYuizUxlab689f4plrW3i1GqVxpRxaSudo5YUEoXOZsxaKwpULeKV21rJVp+myNNpdarU6V69ep1arcXx8yFu33kQbSxhF7F2+xtraJknSYDAaYGzI5s4VtjqXiUJJeaBI0wmtVkSjWUMGftUJa0BaMpVydLbPnXu3sFbTaDRY6+wQBjWybM48WzCenuF5Eb4f0m5f4qMvfA1bO89SlAt8XyKxTIYDTs6OOTi8w6VLLz70/O4e7uMc6yAMQmqNNknSdNt1RlIWBUrNydIF50/LRbVdJ6XEWEteZJV8oUJZTej7RLU6QRBTFnM8KahHAVqXDE4OOR4MiHyfwHcSU0J61fmfY4wmTVMOj+/hRTFKK/LFFK3K+y6Cy3Ln4A7HN98gmC/oCp8w8SnQzMsChXO3Ko3FizySOCIMAzLztuCRxToNWCFYZCm3j+7Rvvcmnc46KSWl75GZkvH4iNPj1/hsqVksCobzBfPc7eJIeX4/qu5Xwon8G6OcLJW1JElEp9um095gY4lz0RMCv1Jz0FVDZ1BJSBalZpHmGJuRRSHYGIEiXaT4wQjh38ILI9Y6m2y0dlDpgnR+xnx6hOf5RJGEXFIrQ7rKR4xmDI/G5M916HY+8UXHlOY58zQFAY16nU6zyVnNyaWVNiNbsjTCD0KiKKHVXKNR7zhDAGup19vOeUuXVe2rh/Q9J49NCWQYCpSVWBOB9cEYrMrdl9au4dgTWCHAtxgj0SrGljWs8SmsT2YFmTUUWKz8wpI9oDqPAqIwqTSOl2OWGRqdy7Taa8S1Nr6MiTwPKRTaS6l1DGuBx/xIk57MKLIcD0Gj3qAIPKwpwbhG1tCX+NKS6xKtCmToEUYJfhSTF9KpLvghqYXFIsXl/CyB7+rYBa5WXBuLrTTTlTYIYV0VqjUuGbYEVhsQllq9xvUb11nbWOMTk5fJi7IyZHJ64dZaF2gK4ZqyjKoUPeDk+IDP/Oovs79/i8l8ynjhtM7zPCUvS+r1NnGjS9TaIO4mXLu6w43rl6nXErKscLuAUrid37JEqdIl0HCOrX6c0G63WO92qNceg85rWZQo5bqv/SBwAVslSwXntRIWozVGSiQeVkhKZSjyMel8gSo1UVIjSwuE18AP6iQe5POU0dmQs8EJg9GY8XTOYpGhtbkfLp5nOV0dn0D6VZNPZfMZ+BJhDKrUFHnx6FmfL4qo/it+Qx2fMeZ+8KqU4ujoiLdu3UJI9/lMZ3Om4wnTyQStDWFSwxOScj5BZjE1zzIrco5PjyjLgtk842ww5/R4ysnRkDQrqkDPdTGWZUmuDKVl6eBVVhkOKT1EZVigjUF6EaHnEwaurlkEASKKwQ9cgb1WWF3iYWiHPuvrdTyxTlSfs7YWELRK/K02Ey4zmk35+K0Bn9yp4d/Y5TNJTOvmFsFijEBilXYXr6rqyVbBa+CHLmC1Fq20K/pfMiuZlprFbM58PGY0mTIZnnAv0IxHY06OhuRpgdGWeZpTFAXtdsylq5e4/JyguxlR82OnchFYAi+g06kThwHGQL1W59r1Gzz//PO0mxHpbMRsZjnShauvrNVpxXUS33NZZUDIEFNrIT0Q1idKU0SZuTqvIMKP4vsOMQ+LKgVngynGu0PcaDGanKFNSjqb4ytJMS0pC4+jswWlEJxMDrl95/O89eZN9u+dskhz6q0an399l52tdZK4Thg2UMZj/+CQW3dvIXyPtXaL5258hPWdTfAFWT4j1+B57iEnDENibQmDwAlxG5c108agtEErgyddVn1ZOmsbWK25sneFnc1t3rj5GgfHR8yzOXG9RbPRYDGfUZYl8zxDpnNaFvykSRC06GxcQgrY2tmiu7FNGIRooVHWIqTEDwWNBqy3JUoZksQjjJokcY3B6IT5YsZgeIQ1EIauqXJn+zLb27ssijlCWmLfY3C8X5kATJaa32A4rMxCLGEYUlukJMmMMIiwxlIUGUWRY6rSJ4Egq2rVhZR4vo+trjvSc3qq0veI4hpRUqMs5mhtyIuSQmkmkxGzyZAijIhCp1JhzfkNy6CNYjodw9nR/TEGfkAQOkm3dxq1PAy3793i9pufpa40rG8gpabwPJQfIryAKJJ4wnNuTN0uOkjIp27nwrk3KTxP4gcBxlomsymnwxNk6IENXQd0mZFOj1iM98kmUwanU04HcxZZWX1qwjWbmPN+53PpHrd7aCzEtYDt3U0uX32ejSs3Hnp+0hPEoe/qArUl8H0CX+J7HgKntlAqTegJJDHCWFSWoxYZk7RgsCipN9a5ujtFYhgNj5hMTgmDwAUrVuOXNerUEXnK6fGMm2+ts/v6Lpf3LqPKklIVxHFEFAWcHZ9wdPt15oMTdK4JvBr1eptWy5Kqklw5HfJl0EbjBwH1epNue4MoTFyGzvMwgFLaPVtJDyslRoCgxCPFiJRSeJSmEiEytgpaS4RRLug1rv5baIMyEq3A0xGeCDEIlLEoA9YKZ+ntB5RlUT3UuKZjWx2bnvQe6TjF89m5dJlOZ51IWuI4pNVsIOKAhV9STzySuEFQdikmC/S8BKFJkpAkCVCqROUp0pTEQYQnPazN0UojPelk2LKMbFEirKKRtNBlQVGMyMvUzSWweJ6LbbSqAlZklV2W94NXozW+Xu5+IbBgXHKo2enQXF/jSuWUiTFuXaod5fNaZGMsRilnjmEtN98MuX3z10mLGePZlMncXTvKKhNurEAEMdp3ZQ/d3S1efPkl1rsdJtM5Zanw/fOH5QKlKoUN4yQxa7WEJI5csPwQu1iPpDbg6i5cUBFW27vn8hTn6W5rjcsIlOX9C4fWClXq+0XaFoGVEuEHeJHAL50IXVGWLNKCvHCddb7vpHusraxYtdvu9oKAKI7xKykHz5Pu/1uW7n1KO9mOJ8CDJ8x5A1dWKo4GJ8zncxaDIflwCGnG9a0Oextfi1A5HoZsOserBShluX1wzP7hGdmiwJceAkmrnmCNk6nwPCeivtFukIgAMgNfOsP+DizGKEpVUJYFTsbNQ0oPi/uczw9ka10G9Lz+Bet8irES7eG2O/Oc9O4RGmjf6PBS8AKjbkj7tE4eRojNDt31Fs+MPsqgmMLNATpTCF/geQKjquAVkMJ3WxhaYdDupF0yK9notrk8G3P41k1+6bXPczgcEgYSjGaxyFGlRlQdr3meMzibkGaGzs4Vbry4xVZrncRodDFm/2DMzXtH3No/QQOh7+FZzWI25PCohEIzyC0DzxJ0I+LNTfBC/FCghcaagtJolB9BECCVIhSSepggPA/teXhBjL+kokKn3YbAmSTcu3fEcDRC6wxTlvh4hN4Rnn8L6wVkSjFZTBiPh8ynU7JFRl5qprMZo7MBr4YBUnp4MnR6sWVBqUuuX3+Oj73wcV7+5NfRXr+EspJClU73VUrX1W6dHIqrUQZrNUIaPK9q0DBuAwq5/A5IvdFkNp1QakVRKsqixGhLFNap1TuAZToZkxYZzY5PN4mIajWsCAijBs9cfRm7d4NaLSJJOggrsKIgLy0STb3h8xUvXSF6eZd0kXJ4MuHwaMp0MqfMMuazMWenh9y98wZBEBMnNZr1JrVGk6Bep15v04xCAgR5ljN6QGLmYShVUV3L3Na91oYsc97xtnpAtdbt6MjzHoOqA5jzUiUpkbisV+BLPOEyG+f1qaXSTBcZeanud/BqY9zNVpvqveebhF+4FalU6bqFtfoNmtYPSxInNJot7HzOuCyQRmGiGoGUztEniIjqDdrr64SNJsNFwWhxULnXcb/sS+Cyr1K4Y833Q4R1GrKBMYRGEyY+2qtRpjnHx2OKtMAPqntHFaRzPk/hrGltlYGw559JuZRxKkobcqUQQhIEPlHg40lJ4EniwK+slS1x6NOuxzRjH69aH60UJ2XJ6dkJQjl/9/ligjGQFyV+OieJa4SRoNGOqdd8Frrk8M5NfvHTJa16A6MU2rhrqS8s5XTGYP8EdXaKsRmzeerWX2us8AjChFptufKW8WyA50vnCGahWe8Qx3VkEFIKQWENCiirOsbIgCktHhpB1QSqS9A+aBDWbX9L4Y67UBtsXmJKRW48lAnxhSb2jLM8MwpbamzhSqEeRBvt6ourbveydFv4y9LqBHS6gm7HEEpJK45pNBsY4aF0gdYCZItmM2Kx5pNmmmJ6Atq4B3npShRdy7lEeAF+GBMEERZBXpTM5iPSeYoqMneM+DHS8+8/UEnhlD/AYKyT+VSqJF0sHgjWwfekczpcgvtiVa47jkoGiPsZuGotsPbtkgRtsNop/vi+IIoDfP/ta8C5EsH9/0dVs+6yx9aZ4CQxtXoNrV39bhB4WGGJVPR2qWl1/RGVzr+w9zf033tODyvo2+v13q++/adGv9//oh/Jh31+8OGf44dhfvDhn+PqOP1wzw8+/HP8MMwPPvxzXB2nH975Lf8ovWLFihUrVqxYsWLFU+KhM68rVqxYsWLFihUrVjxtVpnXFStWrFixYsWKFReGVfC6YsWKFStWrFix4sKwCl5XrFixYsWKFStWXBiWt0x5n+j1er8P+EbgFeATQBP40X6//51Pa0yPwjLz6PV6V4A/BfwW4CrQBc6AN4AfAn6k3+8vZ3/yBOj1et8HfBXwEWADSIFbwE8AP9Dv98/e8f4I+IPAdwHXgRi4A/xfwF/q9/u3ntjgH5Jl5ngR13HJ+d0Afi/wLwA3gG1gCPzfwF/u9/s/+0QH/5AseS4GQK967yeBF4EA+EP9fv+vPaEhPzZ6vd6/CfzN6q8Xfk4flvsFLH0uXgNuvsc/92P9fv87HttgH4FHWater/d1wJ8BfhvufvF53LX0r/T7/eW0vZ4ivV7vLdw94d046vf7O09wOF8Wy973q995Yuv4NDOvfwb4I7gD/N5THMeXyzLzeA74N4Ax7gD4S8D/jjvYfwj46V6v99QeKN6DPw7UccHn9wM/Cijge4FfrYI5AKrx/yPgB3AXrb8N/FXgGPj3gV/p9XoPb0P05HjoOXIx13GZ+f3nwF/ABa3/J25+/wT4F4Gf6fV6f/TJDXspljkX68BfBv4AsAMcPsZxPVGqtfwrwOxpj+V95MNyv4DlzsVzfgX4c+/y9XefwHiXZam16vV6vxv4NPANwN8D/jsgBP4b4O88tlE+Psa8+1r9V09zUI/AUsfpk17Hp3mD/ePAXVxk/o3ABzKb8xAsM49fALr9fv83KLZXWaCfBr4Jl/H68ccy0ken1e/3v8BTsNfr/XngT+OykL3q2/8q8NtxAezvfHCuvV7vzwHfA/wJ4N963INekmXmeBHXcZn5/RTwff1+/5ff8d5vxF3I/mKv1/tf+v3+wWMe87Iscy4ugG8H/lm/3z/o9XrfC/ynj32Ej5leryeAv47bCfjfcOfah4EPy/0CljsXz/ln/X7/e5/A2N4PHnqter1eC/hBQAPf1O/3/7/q+38W+Bng9/V6ve/o9/sXKYgdXaC1ei8e+jh9Guv41ILXB7cee713nqcXh2Xm0e/339W+pd/vl71e7ydwQc/DexM+Id7tAK74cdxB/OCYr1ev/+CdwR3w93HB6+b7O8Ivn2XmeBHXccn5/Y0v8m/8XK/X+xTwrcDXAf/r+zvKL49HOBd/8nGP6SnwR4HfgTsGf8fTHcr7x4flfgFLX08vHEuu1e/D3Q/+5nnAU/0bWa/X+zO4JMi/y8XMwF5oljxOn/g6ftC2Nn9T0uv1PFwWCOBXn+ZYluRfrl4fHPOvV6+/q9frff87Ath/qXr9h499ZO8f7zbHd+WCruNDz6/ivJZ3OYP0FY+dXq/3MVy5x/f3+/1P93q9D03w+puE9zoX93q93r8NrOOy6r/Y7/cvyjXmvTg/Rn/qXX72adwOydf1er2o3+8v7/v6dIh6vd53As8Ac9x6fvoi1e5+Cd7tOH3i67gKXp8CvV5vA1cTJHBPK98KPA/8LeD/eIpDe096vd6fABpAG1fI/fW4A/gvPPC2f4Dbrvy9wD/v9Xr/EChwzU1fj6vF+4EnOOyleMg5nr/3wq3jMvN7l9+9CnwL7kL06cc4zBVLUtVY/zBwG5cVWfEBZ8lz8Vurrwd//1PAd/X7/duPd6SPlY9Wr6+98wf9fl/1er2bwEu4Hb3PPsmBfRns4M7FB7nZ6/W+u9/v/9zTGNCXw0Mep098HVfB69Nhg99YX2dxxdx/ut/vf5Atz/4EronnnJ8C/kC/3z85/0a/37dVt+n3AH8W18V9zj8C/tYH/An0S87xAS7iOi4zv/tUChI/CkTAf9Tv94ePb4grHoHvwakmfH2/30+f9mBWPBQPcy4ucA2UPwG8WX3vZVzTzDcD/6jX673S7/fnj320j4d29Tr+Ij8//37n8Q/lfeGvAz+P24Gc4oK1PwL8YeAne73e1/b7/V95iuN7FB7mOH3i67jSeX0K9Pv9V/v9vsA9PFzFFbj/YeDTvV5v7akO7j3o9/s71bh3cJnV68Av93q9rzx/T6/Xi4Efwx3w/x6wizuwvx03109XXYkfSB5mjg+898Kt4zLzO6cqh/hhXCPej3HxumY/1PR6vd+Ky7b+pX6//4tPezwrHo6HORf7/f5xv9//nn6//0v9fn9UfX0a+J3A/4Pb6fmDT2P8TwhRvX5QkwG/gX6//+f6/f7P9Pv9o36/v+j3+7/W7/f/HeC/BhLcQ8eF4lHuGe/C+76Oq8zrU6TKQN4Gvr/X6x3hZKX+M9yT2geWfr9/BPy9Xq/3S7htgr8JfLz68Z8Efj/wx/r9/v/wwK/9ZJWR/Wc42Y2//+RGvDxfYo7vfO+FW8eHnV8VuP4Ibk1/HPjOD3BW+TcdD5QLvIbb6VhxwVjmWvPA76her/fXgK/BSRN9/2Mf6OPhPCPX/iI/b73jfReVvwr8h7i1upB8ieP0ia/jKvP6weG88/mbnuYglqEyG/gM8FJV/wlvN2V9gTxKtV0yAK72er31JzPKL48vMsf34kKt43vNrwqM/jbwHbg63n+93++vGrU+WDRwIuIfA7Jer2fPv3i7pOUHq+/95ac1yBVfmke41pxv29Yf36geO5+rXj/yzh9U159ncc2hb77z5xeM4+r1Iq8V8EWP0ye+jqvM6weHS9XrRQsO9qrX8zrWqHr9Ajmsqm7y/AnsXeWmPqC8c47vxUVcxy+YX6/XC3GZ1t+Ne8L+7neRPlvx9MmB/+mL/OwrcXWw/xh3c1mVFHzwWeZa89uq14sc2P0MzvDl23APyg/yDUAN16l/UZQGvhhfW71e5LV6kHcep098HVfB6xOk1+t9DfDP+/3+4h3fb/D2ts8/eOIDew96vd4LONHlw3d8X+IaCbaAX3iggefncVsJf7rX6/2Tdxys34s75v7ffr8/feyDf0iWneNFW8dHmF+EU4z4dlxg9IdXgesHk6o5611rHivjhU8C/3P/gtvDflh4xGvNL79TW7qSQfvj1V9/5LEP/PHxd4HvA76j1+v9lQfE7WPgv6je898/rcEtQ6/Xewk46Pf7g3d8/ypvK+xciLV6hPv+E1/Hpxa89nq93wP8nuqv536/X9vr9f5G9efTfr//gXeHWXIefwr4pl6v93O4GskFcAX4XbguvF8A/svHPujl+Daco9KngTdwGoPbOOeU6zhbzT/0wPv/PE4H7luAV3u93k/hPJF/O/Bbqz//sSc2+odj2TletHVcdn5/FRe4nuLsHb/nXcTGP9Xv9z/1eIe9HMteU3q93p8EXqj++kr1+t29Xu/rqz//41XQ98Hgw3K/YPlz8ftw27OfwrlWgVMbONfV/LP9fv8XnsC4H5pl1qrf7096vd4fwgU/n+r1en8HV1r2r+Dkl/4urkn0IvD7gT/Z6/V+FriJUxt4DmerHeOsti9Ks+tSx+nTWMenmXl9Bfiud3zvOm87NN3iYlgbvsLDz+MHcaLFX42riawBQ+Cf4rZof+gDWFP4D4H/ERd8fgIXnM1xBds/DPy3Dz5p9vv9e1UX4n+MO2m/G1dbfQD8DZzt6KtPcPwPw1Jz5OKt47Lze7Z63cBJMH0xPvV+D/TL5BWWu6Z8G+5i/CBfV32dswpePxi8wofjfrHsufjDOMvtr8Y9HAfAEe468wP9fv/nn9jIH55XWGKt+v3+T/Sc9fR/AvxruEDv88B/gPs8LkqD6M/iArVP4soE6sAIV7bzw8APX6C5LHucPvF1FNZelM9yxYoVK1asWLFixW92VmoDK1asWLFixYoVKy4Mq+B1xYoVK1asWLFixYVhFbyuWLFixYoVK1asuDCsgtcVK1asWLFixYoVF4ZV8LpixYoVK1asWLHiwrAKXlesWLFixYoVK1ZcGFbB64oVK1asWLFixYoLwyp4XbFixYoVK1asWHFhWAWvK1asWLFixYoVKy4Mq+B1xYoVK1asWLFixYXh/weE8Ow9YRKp6QAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 864x97.2 with 12 Axes>" ] }, "metadata": {}, @@ -862,14 +1014,26 @@ "name": "stdout", "output_type": "stream", "text": [ - "dataset : L min,max=[0.024,0.996] shape=(16, 25, 25, 1)\n" + "dataset : L min,max=[0.025,1.000] shape=(16, 25, 25, 1)\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 1152x97.2 with 16 Axes>" + "<Figure size 864x97.2 with 12 Axes>" ] }, "metadata": {}, @@ -884,9 +1048,21 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 1152x97.2 with 16 Axes>" + "<Figure size 864x97.2 with 12 Axes>" ] }, "metadata": {}, @@ -901,9 +1077,21 @@ }, { "data": { - "image/png": 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+PDxUvV43MN/n8ykWi+nw8ND2lcTx7OzMwOZ2u+3p+Xq9ns7OzgwgHhkZsfjp9ffKPQNsC4fDBqpkMhkLrmOxmMbGxiwZOjk5UavVsrtcKpXsbqXTaQUCAdVqNfV6PaXTaX388cfKZrPa3NzU1taWtra2tLGxIZ/Pp1QqpT/8wz/09IyRSETDw8Nmk7vdrsLhsG7duqV79+7p8PBQa2trGhkZ0djYmL766is9efJEk5OTWl5e1tjYmI6Pj1UqlVQqlbS7u6tisaijoyPzey54iv3F5p+cnOjk5ESSVK1W9eTJE0UiEQUCAa2srGh4eNjiXOyNlxWNRhUKhVQul/Xzn/9coVBI77//voEo/X7f4n9J1/xCIpHQrVu31Ol09PLlSwNOsfd8LnKH14FjbCLn0Y2t/6r1NvHM8PCwJYLlclm1Ws0SyEgkovX1dT19+lTlclkHBweWw0xMTOj4+FiVSkWSDIjl3lCQY7/w+ZKUzWavxaPDw8PK5/Oam5tTOp3W5OSkKpWKAaxjY2OKx+OKx+MKh8O/9Xk8J44ETMPDw9cSJvdSxuNxSyrb7bZqtZoajYYZ3ZmZGctyLy4uDBlNJpOGxHY6HeXzeTvcJDssDnwoFFI4HLYgp1qtKhQKaW5uzi6/lzU6OqqRkRENDw8rlUopl8tpfHxcpVJJ5XL5Grocj8fNceJE3AoQxpmLRIKUTCY1Pz9vFVgce7fbVaVSUSAQ0OnpqVVOut2uarWa6vW6hoeHzUCSqHhZBCHuz41EIhodHdXZ2Zm2t7d1fHyskZERjY+Pq9lsyufzKZFIaHZ2VrlcTkdHR6rVakqn07p586ampqbk9/vtspIoUpkeHx9Xv9/XycmJisWidnZ2VC6XJV0aqpOTE3OUBExHR0cqFApqt9saGRnx9IyHh4dWneLfU21wg0hJ15Ib9zxPTk5KkiYmJnRwcKCTkxN7plgsplwuZ3vSbDbtWaRL9G4wGCgWi2l+fl5LS0saGRnR3t7eNfQaJxSLxTw9HwYQUIU1GAwsACdRx0h2u10dHR1ZkB4OhzUxMaF8Pq9EIqGxsTELBvl37XZb1WpVhUJBp6enikQimpiY0PDwsPr9vjqdjiTZu5Nk1TgSBzdB8LJ+9KMfGag0Pz+vXC6nmzdvWhJ4fn6u4eFhLS4u6sMPP9R7772nTCajw8NDRaNRbW1tqVgsan19Xdvb23+pGsnCCbn7j+NxqyOcYwLibrerSCSi5eVlq2p6WRjrVqtle8b7dFka7F2327Wk1w0+Wdw/Agz2pdfrqVKpGIjiBrGS7OcTmPJvCHpHR0cVDoc9O0sSPxf44+65IKD7i6+XLs/y6emper2enSnsKAkTe0ESCSgyNDRklbG7d+/qxo0bCgaDhpq3Wi396le/0meffWYB0dsst1JCoE2wiu/hnuKIT09PdXJyoomJCTtj2GG32sj7DofDSiQSluzX63W12201Gg0VCgUdHByo0Wjo9PRUfr9fJycnxvap1+uq1+vKZrNKp9NKp9Oe95C7BsA4MTFxreLY7/fNJ/Luh4aGzBcODQ1ZIBKNRo190+v1DDBttVpqtVoGIGNnOS/8//Hxsbrdrr2blZUVTU5O6saNG5aUe12VSkXNZvNaUoXPDofDVjXjHRBYcj5JjjkH0uX9PT8/t1gpGo0a26PX62liYkKZTEZjY2MG5MTjcQNcK5WKTk9PzSZzJ91nf9N1cXGho6MjS4gikYiCwaA9YygUUjabVTKZNDAR3885Yy/5+ZwDvjabzWp4eFitVsv8LSBDNBrVgwcP1Gq19PjxY52fn8vv96vb7erk5ESDwcBiSUA5LwvbEYvFNDExobOzMz179syC71wup4WFBUUiEVUqFQ0PDyuRSCgajdq7BNRIpVIaHR014Jq4BHsLEEycyn0PBoNqtVqqVCoaHR3VzZs3jV12fn6uUCiklZUV9Xo97e/ve3o+1sjIiNmAYDCo6elp5fN5+f1+1Wo17e/vq9frKRwOa29vz5J2bA8Vub29Pe3t7anRaFwDrN04njM3NDT0l0CRRqOhZ8+eKRAIKJfLaXFx0b6Od+HV3+PfTk5ODAiDeTY2NqZOp2NVRmyrW6mOx+MW021sbOjs7MxiJO4pVXzODEkjnxWfx55KMt/lAucXFxeeCjWsbDarUqmkWq2marVqVeoPPvhAs7OzisfjOjo60uPHj20vOWcAiMSVxCf4cc4sCXyj0bB7i+0YDAZ2jiVZkQ8AD/CFRLrVav3W5/GcOLZaLTOyIDIEXIPBwAKQwWCgZrOpSqWig4MDHR8fq91uWyAZDoeNcpXNZuXz+cwxkDiOjY1pcnJSgUDgWqlaukI4QUuggPj9fqP8vJ4kvMlKJpMaGhqyiiVJcLvdNsqaGwi5KCxBab/fN4fSarUseOCCZDIZjY+PK5/Pa3d3V7VazaoOlUrFNv/s7Eyjo6Py+/2WZAwNDeni4kKpVMo+h5c1PDysarWq09NTTUxMaHZ2VtlsVvl83i4MCOPR0ZEqlYpCoZAFCxhGkA8c4NDQkM7OztRoNCzQ8/l8Vs2jygotNBQKaWJiwv6uWq3ahedS1Ot1tVotrayseHrGdrttxo7K0fj4uJLJpBKJxLVzxCUkkSZpgp7M1zYajWuBMGgsdCZQdYxRLpfTgwcPdP/+fY2Pj6tQKEiSIf8uBYlA/00XAYx0lahh8KFfUhVzk0kq/J1Ox4CeTCZjwbokQ9B9Pp8ajYa2t7dVqVSM8jExMWEoFsgxSDjOn0o5SblXcEOSVbkmJiaUSqV069YtNZtNNRoNNZtNC9Dj8bgZwP39fR0dHenw8FAHBwcqlUrmjEgMeUfQaF0qJXQ8nC5fj9PiOXGO6XRas7OzymQynsENbBznhsCE4JP3d3Z2ZvaVpN91euy3dJXAu9Wb1xMrl8WBI2UfpauKiM/nUyQSMQqXFzq8JEuKOAMkiy6YQNDHwl7zLrDpgUDAgt6/KqDh9wAzjUZDFxcXunXrlv7ZP/tnSqVSFqCXSiX9N//Nf6Of//zn196R14U9x2YRfNXrdV1cXGh0dFTT09N2RglWoe0TgI+NjZlPdSv5kqxlgmdqtVra3d3V3t6eSqWSVXba7bYuLi4s6AoGg9rb29OrV68Ui8W0sLCgDz74wNPzhUIhY1qcnp4aw8dNZqBIAbDwLqhmkViQmPC8ksyvEphVq1WVy2UdHR3Ze8V+dDodjY+PWwD9/Plz81P5fF6RSEQffvihHj165OkZj4+PVSgUjIIvyZ4FWwlYNTw8bFXhoaEh+/ncGe6Tm4BCU/T7/To7O1O73TZAmipLq9Uyv0TF8/T0VIlEwlpRoM7duHHD8/Pt7u7K5/MpnU4rlUopHA7r8PBQx8fHSiaTmp6etiqway9IfPFXMLgmJibU7/c1MTFhFfLj42MVi0VVq1UDinu9njKZjL7//e+r0Wjo4ODAKuGtVsvsEWAdybmXRbV/bGxM6XRag8FAr1690v7+vjKZjO7fv6/vf//7Ghoa0s7OjoaGhhSNRhUOh3V0dGT0Yp4Fv0os49LIh4eHNTU1ZbEobSDDw8Oq1+t6+vSp0um0lpaWDOw/PDxULpfTj3/8Y42MjOiP//iPPT2fdJUYYOsnJiY0PT0tSSoWi8boW19ft6QmHo+r3+9rf3/f4hbe1WAwsNiZfXIp2dhqbCx+BfCCu0q7USQSMbAaEM3LIm7Gzo+PjxvA+VdVCPHBJPixWEwzMzM6Pz/XwcGBAYuS7Cy7vtX1o3wNoB6JKn6Zam273TZAyetaXl7WyMiIgQntdls7OzuKx+O6deuWVZCfPXumtbU1Sx7xkewfACFAtruXgFzQcPv9viXNxG3cu5OTE/ss+Gf8da/Xs2LIX7U8J46UUHnpLu2IS0YQdXZ2puPjYyuv829OT091cHBgGfTe3p6eP3+u8fFxhcNheyGnp6cKBoPK5/NKJpMaGRmxSiMJwWAwULlcthe9srKiO3fu6MaNG0Yj8LIwCgQxIG1jY2Oampqyvq52u30t+OFgQm3hMpyfn6tcLhudEMQrHA4bXQLHxEVoNBra39+3/jicB8EbSAtIn5dF3xZGPJVKKZ1Oa2FhQe1223oecd4EJOwj/XlU5MbHx41XTkUZQMDn81n/4sHBgSXIVHWhpxBINBoN+3+QEPbUy6IiAZVwYWFBqVRKS0tLWlhYMMfm9q2QIIyOjloiQj8mhoZfrVZLe3t7WltbU6PRuEaD5Zzcv39fd+/eVTKZVKvVsiCTnzM+Pm5nyStVle+BI4DSxDt36YrSVW9YNBq1YA/jyLvA4MOhly6DDpx7Pp+3Hl6XygqQQqXENfIAG28TlOMwXJocZ4JAmUCn1+upVCpZD+329raePXumra0tSZe9bK5xJIjn7uIkTk9Pzdi6CSOOM5lMGo0Q4COZTJqT9bKgHBIUkoxTqQiFQorFYjo/PzcWRzwe19jYmH0m7JQkA55eT8ZcZgFnhH/LsxPM8xnoX5+amjKwAKrMmy7oqW7i6FakXNRXuqoc4EdAgGu1miRZAgMIRGDearXM+WFPABVItr777juFw2HzXZVKxdgj5+fnFmR5Xdhr3huBHecnFAoZYEVfMMARwQx74Va3qfaSjBDYsn/0MpIg0hNYq9VUq9XMbtZqNatY9vt9zxU5zgiBCz8fe/c6VRoQhOeGYunemUQioVwup5GRER0dHeng4MCCVRLocrmsRqNxDSkHuBkdHTV2EX4nkUhoZmbGc1IlXQbexWLRGEVUEc/Pz1WpVK4xAaDi8evs7OxaW87IyMi1OIeEEvtILxY6DkdHR9a75rJHAGjHxsbU7/dVq9XUbDavJbdeFvFSPp/X7du3NTY2ZroQtAfhg13mU71eNxoptuX8/FxbW1tqNBrX+v8A8agYw9giqSCOOzk5sfYX/Bd3hv4zL+v09FTFYlH9fl/Ly8sKhUIqlUoaHR1VNpvVvXv3dOvWLW1tbVlbEbTdWq2mbrdrdzQWi1l1WboCUSmScI+43+Fw2CriJycnOjg40OHhofkoAEiS0vHxcU1NTXnevwcPHlgrE0UY+mWx39L1xMoFcV3a9/DwsHK5nIHLFGuIfdgXvh+/B0RBt4N3fXh4aKwU9tNrzE3/rQvYE8ewH3xGKJqJREJLS0uKRqMqlUqmKULc5zIAXAaHC/C4FUe3ZQUfyb0H0AWEjsfjnveQPlRJ1rJ0eHho7TczMzPKZrP6+3//72swGOhf/st/qWKxqJGREQOZpEs/7/pUPjPvHcC1Xq9fSzSxQyTcLugFGMYd4Pz8tuU5cYTWAZoGsswmDA0NGbIIQsgHp5x9cHBgToaDALJBJYDvTWNrKpW6FtDxC/pjo9HQwsKCPvnkE/3gBz9QKpWyy+FlIVzASycZnJycNDoRVE2SD4JXqAyI3hAQ0svRarWMFz89Pa2JiQmjg4AwcjlwQvQ6UUnl+QlmvfYeUcms1Wo6PT3V/Py8gsGg0V+hotbrde3u7loFo9lsWuCF4SEhQQSgWCxaNYBgmj7Ow8NDSxqhwUDjwHC7/VCNRsPQH68rk8lofn5efr9fDx480J07dyzxmZmZUSgUUrvdNrofhgpnPzw8rNPTU+3v72tnZ8f6ZgEFDg8Ptbe3Z47XTXKy2awePHigDz/8UBMTEzo6OlKn0zEBgpOTEzO0VDi9VnNcOg3gDQgaBhPAgaCWhCAcDhsliGTHpUhCN3IDNj47d5nvyb93E0T6gVwj9TaJo/v5CSxIHgBmoAoTaF9cXKhWq+nFixd6+fKlms2m2SHuSyKR0NTUlCYmJtRsNq3n5uzszM6q+465d6Ojo0qlUspkMmafSLxcJ/WmKxqNamVlRZVKRdvb25bok1AQDGPzMO4EBFRj2RPuo5vAuoG9i77iiEk4oC2fnJxY8gwdm0Dda++Rmyy6v9zEw01wXQotVStJ5qwBDo6Pj412yfej11C6ageIxWLqdrt69uyZnjx5Ys6fvYa+B1WQYMLLoi8ce0fAAejonn3uHhRV3gHVO56N880+BoNBo+kSfGezWXU6HVWrVe3v72tvb0/7+/vGTgkEAuZ/EJahX9jLIqBjP9z+H7d/kbMBSAGoQhyALyCZQFylVCpZSwY+CJbH6Oio+SrsnGuT+v2+sWK2t7fte3llGB0eHurs7EzNZtMCNaiUtIbgkyVds32dTketVsuYG9AX8dt8LbQv910gHIhYDGA0rRCu7gDJ+OjoqGeAg3eez+cNCBodHVWpVFKxWJQkC9ihxu3t7WljY0O1Ws2enx6/vb09nZ+fa3x8XMvLy5ZYERd0u10dHBxoZGREmUxG/X5fT548kc93qRdB4gS4C6vI7bv2soLBoAXP/Mz5+XnrveRn0KYRi8UUj8etgjM0NGTsNyiQryfuxFnhcNhasCTZfTs5OTEKa7lc1tramiXA9EhubGxY76TX9eGHHxrQWSqVtLq6avFnNBo11ozf77dqFmAGdGuojpyHQCBgvZsAlW4PP0UdEjjuVSaT0Y0bN7S8vKzh4WEdHBzYu3JZLF4WFGFsN4k7CTvsQ943vY2Li4vy+/169eqVNjY2DKDCThHXQJWHRQDgjB1judVVn89nYmC8H1oP3iaeabfbWlxcVCQSMTB4fX1dpVLJejPfe+89PXjwQMPDwyoWi/rJT35i/gob4AoY8Zl5TnIG99+Q8BMTAnBhiyhmRSIRTU1NKZ1OG3vwty3PiWO5XDbhCx6GYBHjDvqUTqcVCoWs14+DAQJGcEYFk1IxaKJ0KXTiistMTU0ZVaTZbBrakEql9P777+u9994zeitUJy8LGoMk+8xuMMAGSbqWPEm65jRcRVGCNZrrm82mut2uJTdUNhYXF5VOp63fAx63mwjwWTCAExMTnhSednd3dXx8bAa7UCioWCzqxo0bpr6ECAG03cPDQ1UqFRPsicVi1qNCcgcKjEM4OjqyfSeompiYMONLEEDCRZ8d/RRuz6jX9cknnxj3fnJyUlNTU1blpY+j3W6bkEs0GlW329X29rZ2d3cNGCgUClb55axLsgrA3Nycstmsms2mjo6OND4+bhXvaDSqRqOhw8NDJRIJpdNpq+COjo4qFotZDxFiDG+6QAYvLi4sEPf7/YbQuX23bkLhUiNJ8OktoIrnChVRCRgaGrpGuabSQ9JNL+TFxYU18mOQSfy8rlarZYk6NHcCNt4jIkjFYtHOEqq49Xrd9giEEGdKgETFCQo16DvVOZIdep7dihAJTTQaVTwe9/yMPp/PEhdspyTbn9nZWd28edPunXSVTHP/6Qfn2dz+VGwxfcPYaeyNJKNq0a8yPDys7e1tc64uDd9rwOpWGN3EkfcI0utWHN0KG+AAKsXsIf3ZmUxGd+7c0dzcnIaHh/Xq1St9+eWXqlQqisfjymQyRieH/ggtEgYJ1ZXXhVnedKXTadXrdevbYn/o54M9A0JMgErAAvjQ6XRUr9e1t7dn7JNer6doNKrFxUVlMhkDehCxkq6Er1qtlmq1msbHx03oql6vq1wuX6OOcY7edOXzefssJPrYFEnX7AiBeiwWs/sSiUQMaAFUhi5JnzQMFahiVPlGR0cVj8fNT8GsILjD5vGZms2m1tfXdevWLU/PiALqyMiIMWL4bNIlEDExMaFcLmc0YqqFJPnSlcATQZdL+zw4ODDxIjeA5b0CzpbLZbujkUjEAGzYSbFYzBLqN10kwe4ZSyaTyuVy1pedyWSs4nFxcaFSqWSBciAQ0OHhocrlsiqVisVnJJTz8/NGoaaVAOARplSz2bQKHfZobGzMvp6KoVs9e9M1NTWl999/30B52l1QEP3lL3+pjY0Nq45i79g37BNVG+4yAAZg5dHRkcWu/IxyuWyiZRMTE7p165YmJia0v79vBQcAz9PTU01OTiqTyXi+h6lU6hpbpN/vq1QqmR1xbWUgEDAbgQ+jnYRWMZhOxKnE49zTRqNhhQWXbYVd5QxXq1X5fD5ls1kDIiV59hUAIrxrYrOpqSmzj8Q83JdoNHqtncEVnHJbZSgEjI+PS5IlS7B23MTRbfHh/bjMEJe55HU9fPhQh4eHCofD1iY0Pz+vaDRqlWN80OLiov7xP/7HGhoa0pdffqmDgwMDvIeHh603mAVwTEzt5iWwPmGEcP9IkAGKARzcAt5vW29VcUSAhm9OwEKgAgWOpBFUA0pUKpXS5OSkORr4/SSC1WpVzWbT5HULhYI5IxLMi4sLbW5u6ujoSLlcTisrK/re976ndDptKOjh4aF2d3c9PR9Jo4v6urSTbvdy7Ah9VhwukC+QRpKner2ucDisXC6neDyuQqFgf57P5w3xDwQCpoLloqsE8lBzCeTpt+r1ep4Sx729PZ2cnNjnLxaLevHihW7cuGHJPr0PBNf9ft8EZ+DDcxBJHqEsnpycWAN2r9czit/rSSPIEQZOkoEBrkN+GwTrwYMHdrm5pK4EOAYWMIDP/PDhQz169EiFQuFagzV8coIi6UoIZzAYWOKBMaBBfWtrS51Ox5JOjHY0GjU67NuIc9Bz6lafEV+gR5ZEkoALIwsVy6VsEAi1Wi0LaF30EOED+lcZ34J65Pn5uarVqgkoEZBQkXibxPH58+fWO8rYFvaTz7u9va2XL19qfX3dqN4sqFnZbPYatQTwB/T5+PhYW1tbpoiZTqevGXEYFdIl2MDn4L+MIPFKNwZM4v2SpOEEk8mkVlZWtL+/r1KpZEghfYIkKVQPcRg4UAJ9aKdIjA8PDyuZTCoUCqlYLKrT6SgUCimfz5uIx+PHj9XpdHRwcKBMJqNgMOi58u9WGAnOXKGc1yuOAI4wNtykFhVRetmr1aoWFhb03nvv6cc//rEkaWtry3wGgBPPNjU1pVQqZaqzBCewZhAG87oYpUBViGdE3TSdTiuRSNjoHoJRNwBCtGJ/f1/Pnz/X9va2gTLT09NWCXApcS7YU61WdXBwYH6F55GuVJHpsfNqa27duqVSqaR6vX5N4ZTAEBuKfeVZEcqhF2tmZuZafyr+Y2xszJKVdrutQqFwrW+XsSYkLAR1+JqxsTHr/5T0Vns4Pz9vmgHEHozPcPt+oaX7fD5TuqWSSCLiiujwbzkf0FxpUSBYdkESdxwVgIMk60um+utlYZsZgbWzs6NWq6WZmRmtrKxcawcIBAJqNpsGXCUSCaNfuhXd4eFhq3gfHBxY7y4UYxgSLn3ZtZ2SLHAnwEdYxWuv+MzMjB48eKDd3V0TnCsWi2YH6BeFiidd0fo5a1BAuY/4UxI+qofNZtPu72AwUKlUutY/SN87FaO9vT2Vy2XFYjHl83nduXNH29vbnhNHkjjAlKmpKY2Pjxs1HdEVekqXlpZMN4R4S7rqBSeucZlSnMnBYGDnpFwuG9uDPml6xLe3t62FhURU8p40sigiuYr/ExMTNn6PuwDTsNlsamtrS+Vy2eJhWBWu+M9gMDCw0WVaUZV07xOFDujZtILQloawl1d2kST9+Z//uVGbo9GoPvjgA33ve9/TysqKJbJ+v9/O2I9//GNrH3n+/LkSiYTFtPQg06rAvrmAP/aTYg7JPuABoCYtA4eHh/aMb6KK+1bjOKCIuD0TBJlcJKgeVKlI7hCToL8PNA3UDbpUu91WvV7XwcGBvUxoqRhBGrE/+eQTU1gjsDw7O9PBwYG++uorr4+oarVqylQEXjhfULtKpWIVHJIpl64Hgtput21+0usIca1WUzQaNToa6A+UARdJcOWhSUJcGsybLnpL6a1otVomFz07O2sOkkNFTxWJB89LPyRqYhw81MSgUqAcB10gkUiYkUC9FTpcs9k06Weqt29TCSCgJtgF2UWxlUrZ2NiY6vW6Pv/8c3355ZfWAE2zfTwet5mMrpgKCShGGKdPIscIiSdPntjcpHg8bo6TwJ0Ag6ThTRf3y6WM0UdKsso94Pu64iuumAgJJL2NBExuoMh5IbBx+5aDwaCOj481GAxMLZL+V+Y5eg12JOmnP/3pNeotQaOLAJfLZZVKJTuXII3xeFwzMzMmIEV/BLYJ6h+BHEbbdVyu6AlniMoUQQV3k/E8XhbfF6dNcAUlXLpMSn/0ox/ZLFeq1IA5rigXAJNLW8YRrKysKJvNSrpSWiXw7XQ61i8CDWlxcVFPnz7V2tqa4vG4KQh7WThqgkO3Aun2M3LeoANBE0d4gZ8PzRshCkQZWPPz8/oP/oP/QBMTE/rZz36mra0t23PuCowDknOCWn55XfF4/JoQF5VdQKZMJqPJyUmbo0dASkWNfSQJBOmv1WoWnGJ7l5eXFY1GbR4ntnd/f9+YEgT23INEIqFEInFNqdzLWllZMV8DXR87yp4FAgETkSOZQ32bSjFVCqol0lUPNHf85OTEglcqxPiQYDB4TcYeu0MQiX15m6A1mUzq/PzcaHAkC1AwAWQ4i4j8YC/d4JP4hX2jRWBkZMTGO7H/7BMgMSAfiQtJvis6Av3YywJIGhq6FCFMJBI6OzvT7u6uer2eVbMYYUG8Eo/HTZWa1iJaLCYmJqw9hT2/deuWUqmU2dFUKqVg8HIm9MjIiIrFooEe7Gk2mzVlb9qNvIIbJJ18duIRZmXeuXNHN2/eVDQatUqWC2BRFd3a2jJBxG63a3MnqThTxSNpwIeQWLx69UrlclmZTObasx8dHSmdTlug7pVKLUmFQkG7u7tKpVJ68OCBUc/ppSyVSmq1Wsrlcsrn8zZahfnVkq4BNjAEAPdcCvpgcClqmUwmtbW1dU3YEkouPbeugKQLqHsF+5kZTNEGivP+/r6Oj4/Nn09MTBhggaI09w2bwTgLZvcSy8BgcmOf31Q95D5TdUMEiT56F5z2sr777jsDAScnJy33oerI+3Pt43vvvafBYKBnz56pVqsZK+r8/PzaeLREIqHBYKBarXZtn9Ergb57enqqQqGgSqVic6HD4bCJqqFELumvjUc9J443b940B0UZ1G2c7/V6qtfrWltb0/r6urrdrhYWFqwiuLy8rPHxcUvuqJQQ9ICI53I5e1i3+ggt4uDgQOfn51paWtKtW7ds7iBowuHhoVZXV/X5559b0PQma39/XxsbG3r58qXK5bJGR0c1MzOjTCZj3xcJbzaZABtHgKHHYNP7EY1GlU6ntb+/bxWcs7MzlctlDQ8PX1P5cntGcd4EhNLV/DWv6BU0WZJdLmKxWFStVrOeMNBxt9LrVl0J3umzqdfrhrBfXFzYLCv3kAMg4HwZyTE0NKSjoyMTAIJ+QCXT66rVaioWiyZpnkgkbJwENKSLiwtVKhU9e/ZMf/qnf6rnz5/bkGmqZvQkgPZLMoSdBQLpvhcqHdJlor62tmaVz6mpKWWzWXv/IyMjnhEsqoicLRIIVHDpcSDJcdfrht2tCrpBjJsY83wuZZyzydcT0BDwcz5qtdpbJf+/+MUv7LyRtKHuiBMj8CepxxmmUikL1gneEFVxVXZJrPL5/DUBECp22BOXXk91AZSuWCwqHA7r9u3bnp6PwAM0d2hoyOi4VLhRUUTpzEXJpSvxAij+bkCNvXAFOnCS7D9JpHR5B0FUoZ+trq6qVCopHo/r+PjYU9DDz3crC/xyaapu5ZHkDTocvVcEtggT0NhfKBT03nvv2bm8f/++UcK//vprA6ig0QFIcScI7jnLXhd0dJIBFxEGRKLSAS2Ie8I76XYvVQqpMrr722w2tbq6av3VS0tLlvSTbEJtxUaR+IRCIeVyOc3MzGh0dNRstZc1OjqqyclJ2zd+Fn4P+i3KmlCIl5eXtbi4eK3fCNvotidgb7CF+Xze6KnlclkbGxvWuwag0Gg0zPYNBoNrrRBeq1WS7A5SxZSuKP4usAEwys9ye8uhC8KOcBkdtHYgOgE1zKUAuhVKvh+AkPt7VB29Jh/BYNCYXdls1ubCHh8fW8WWNofBYGDMmtPTU6uasd/YzG63q1KppGfPnml5eVn379/X9PS02WF6+Xq9yxERgIvcFe4Hol+AKl7jGVfMz/URZ2dnikaj+p3f+R198MEHKhQKevLkiSRZ9YU7i8hSpVIxYBRtg1AoZNVXl3afSqWUzWbV7/f19OlTvXz50phKVHGgz1KBfPLkiQ4ODjw9nySrAsL2gSVDdRxKaSaTMZV85vTFYjE7ty4907Uz+HnuI2NyKB6sr6+b6j0UYPrI6Qut1WoGnHlNrqampiyG7/f7xlRcW1tToVAwMcZe73KcyYsXL8yWEb/CiqBC/Hp/NcxA1uv/z3vAjrzer06MBcPH6yLmoL3s+PhYz549U7FYVDab1dTUlKampqyns1Qqye+/1OhYXFzUy5cvrU82FAoZaIPqeavV0tOnTw3owGdDOQfsIr8YDAYGckhXkwiOj491fHz81wLFnr3l8vKyBW7w8kEdB4PL4bffffedvv76a5XLZU1NTWlpaUkrKyuamZkxZcdms6mDgwNT2yQZBZVmBh4VSqqNqCfyoBjVZrNp1JV2u63V1VV98cUXWl9f95Q4/vznPzeaK8kqiREOBdRMuurRwXEQjEDTxDjCrfb5fFZxcmmvrtgDFFWMK9Qnt4RMIO+14shyHR5qlCSV8NmhENMszkXkvdfrdRWLRR0eHlqlNBaLmZR1q9WynjGS1PPzc1OiJGgiUGRf6SGjQdvr4uewJzgt6dJpdDod7e7u6smTJ3rx4oX1ReVyOWWzWXOcvCMk2ev1ukKhkNHOGCRMEz19SVQ2COxfvXpllF6qZFzai4sL7e3teZoDCCXNBRRc5Bv+uqRrCf/r1GsMKucVg+L+kq7Gf7h0SMQCCCJcsYhms6nR0VFDpY+Pjz3v4fb2tgEP/HKTV4IvHBxzvEZGRuzPoHG4fY2gfty/ZDKpO3fuaHJy0lT9cIxusuZWoAE1oENRqfWyXGojvT/dblejo6NKJpMWyPIsPDMUVTex5724NBxALFeABVALkI6AmYoutPlyuWxN/PRyeQ1Wf5OaqtvP6AYuVHahlpVKJRMJCYfDJthEnxLB/OPHj429MTk5qX/0j/6Rcrmc/rP/7D/TvXv3dHFxYU76m2++0a9+9SujLRGQu5QtryuZTKrZbBp4wh3A+YJUg96yN26/PL4Lij4AE/fy5OREpVJJL168kN/v1+TkpAllIFYGXZrqJSM5mAP4m2hZb7L29vYUi8WuVZKq1aqBgihyk8zMzc3p1q1bmp2dNT+P8AwCKNwVAmpsFwEOCQ7+bmTkcv6tdClGhM1kuYDe21SNYX4gTMS9w4dQ0SR5vLi4MBEKBM6gbmJDAY2xNfQ1Eay6YlqwarBVbhWI5baueH1G1JmDwaAODw9NWIrWFCjwsIUA5NrttgkvNRoNEwGjVxNKNqrxOzs7mp2dtSHkABVoPFCldvttibGgz1GZ87LOzs5MLMqtQNEvSfLD/6PM22w27SwiGFcul00xliTJZYNgq2OxmCYnJ5XP543xMhgMTJWS9zcyMqJ8Pq9AIKCHDx/qyZMnCgQCWlhY8PSMmUxGmUzGdBgkGS0Y4IRzhsgJSSPxG3YA4M4tcJAw4Vfc0SaAMycnJ6rVatdiuF7vcnxcpVKR3+/X/Py8FhcXPQM4S0tLZv9RYXbnZlNBq1QqevXqlXZ2dow+zPgan+9y3AwAFjEQVWLiN2JmpjC8bve5Y1CYue+8N/yu1/W9733P3jvvGWbj5uam3n//fSWTSYXDYdXrdb169UoXFxdWtLpx44ampqZULBatihyNRm1+9cbGhvb29oydRD6GwNnw8PC1/nlYgYuLi5qenlan01GhUNDOzo71lf+25TlxdCWqB4OB0TmkSwrm5uamISuxWEwPHjzQysqKRkZGVK/XtbOzY2qGCBfU63VLEgj4Y7GY7ty5o+9973uan5+3jJ2gD4S+UCio3+8rn89rfn5ekUhE9Xpdq6urWl1d9Ux92Nvbs6CTag5oFsE6z8whIKjGaTCXykXxq9WqUQWhd0A3ogGeQAkULBgMGlogySg0br+Q1xWPx433D+JN0AkiPj4+rkwmo5WVFd24ccOUQBEl6vf7pmpZLpeN2kkyTwmdgBAONgklzxSJRAyZw+C76O3bUlWhUBAYsk8EAeVyWV988YV++ctf6ujoSHNzc+ZIMQ4kETjB3d1dFQoFExKZm5uzcwmSB+0wlUrZyAf+/uHDh0YJZRwAFF0C9TddCJe4/UC8O7eXkqCKc+fSK0n2CHJIzPg+0vX5eG7wQnUOQMFN6LgDbnXQK4osyRy7q7r8es8pSbsrHkFvEM6UIBQnCpARCAQMrEomkybMUSqV7Pmp4pH8QGNFaOL4+NiS57+umfz1xZl0f8+9dvsMENkiuHSDR/aLJFDStZ4Wdw+5T9KVgimVa2wJdJdCoXCtof5t+nBfrzLCnMBeuvRC9guF2XK5bHQ3v9+varVqlSbEiKjGbW1t6fj4WPPz88pkMvrggw80MTFhSoQkaP1+X998840J42DD3JETXlculzNQhMoH9h8VQ4AIzo6Lyp+fnxtFEADN7bFi705OTrS5uWk2ZmFhQdFo9Nq7APDjzLRaLUuGSGoION50ra2tmQIx4DAB3snJibUejIyMKJVK6ebNm7px44apnTebTQvYEIXDz7viHVA5aTVhZifCR/jDs7MzDQ0NWRLK+XWBMK+L6iVMknQ6rdHRURMLAzAF+ERgIhaLmW+XrhJAKgb9ft/UqAkU8YfYSaqS3AGSGt4LAIdLNyW5e9MVi8WUzWat1efi4kLJZFLLy8tWBWVFIhEVi0Xzx7B/UD8/Ozuz9qNMJmP97eVyWV999ZUGg4Fu3bplDAEC/6GhS8VRRsigDAkbCTsMW8DLGhoasmehEgXtHf9aqVRMWIrPRMuD3++3KlC9XtfW1pYuLi6Uz+dtBuvQ0JDNZsWWAUJiP6FSImRFj30qlVK73dbm5qYajYay2aznxDEajSqXy5l2BGfE57ucfU6vIfNS+a+ka4mhCz5ggwFBEILkLiCUg88dGRnR6uqqdnZ27P7v7u6q1WrZmaJ65XWkCjMp6/W6KZvj7/GF9XpdGxsbWl1dtbYg4sREIqFUKqWZmRmjFLv3q9fraXJy0uwtLW7EAIyaAqjCZ7itPdxz13d5WZx9/AHMA1ouuGfQ3XkX0OhnZ2fte1HUoN81Go1arzF7c3p6anPLob4Ti2NP8A/ER2jL0Mrx25bnzOP//r//bzOw8/PzSqfTisfj6nYvB3BvbW2p3W4rl8tpcXFRt27dUjAY1Obmpp49e2a9g1Qs3cCVQLHbvRx50G63VS6XNT8/r+XlZRthQTBOIgLyAqJULpcNHXzdOP51i1mNlUpFBwcHRj2Ix+M2INaVrYfi51JyUAvj0NNHCBrgJoIYViiROBf3ENNXSbIHh/1tDvDNmzctmCBYpfLgJo6xWEw3b97UycmJKT/FYjG7bKDIOO/T01O9evXKkmACXxIIDDaUP0RICKhIBuijIbl5m0XwTTLU6/Usweh0Otra2tKLFy90cXFh6JwrnkMA0u9fzdTc2dkxjjm9D6BV0G8xwqDNN2/elHQ5K+y7774z2mSnczXehOqPl8X7RSyJe0PviJtYkOCD4JFsUE1zex3dBFS6Lnr1OlCCMQIt5gwTZEmyezM6OqoXL154ekZ3fpN0JaZAcgwdFYVnAnLQZSrD7I1LU4X66d47ehgwqtJ1lTXoOPQH7ezsqN/vK5PJaHp6+q0SRwJi7iIqn41Gw6ryrk3lvLmiGm6jv7s37i/X2ZHQkYATlDCUe21tTV9++aU2NzctGIaBkUgk3vj5Xk8aqUC6yYsbEPv9fqM3d7tdZbNZGyxOq0K5XDY7EQgErAediuxXX32lhw8fKhAIaHl5WX/wB39gP+t1ihbVD5LZt0k6stmsgZ5QUN3qO0GHdNXT97o6LxUXzvrromwAMoFAQIVCwRKu27dvK51OKxaLWY+T3++33u2TkxNtbW1pe3vbgoZoNGq0wzdZpVLJ/B+jbFylbfaWuW7T09NGp6tUKtrf37eemuPjY3tG3j1JI4AbDB8ERkKhkGZmZizAwldSIWRfee9v4w+p/A0PD9u4CmbyHR0daWJiwqqq7A0BN4mDax8lmR116bOvVypc28tzcDfdO8u5dVtXvCSOjCigCoHfpcJNRYLPSILrUtthcbTbbRWLRR0dHSkQuBTQGR0dVaVS0YsXL5RKpbSwsKBEImGVL+4uVXYUWsfGxqwXnnYNQHovC80HetHW19etfYHZqVT53dEUvH9sEsB2v38pTIbADGeNc+L6A2iBS0tLFu9gI7m3AH9Q2t+GTk0ixtD2fD6vRCJhAjCxWMyq/VDT3Z536cr+SVctAlSaUSg/PDxUJBKxOw5gMDMzY1U3SdYGtLa2ZknV3bt37d78dcPjX1/YxFarpe3tbV1cXFg7m8/nsyRqbW1NW1tb8vl8VnxIp9OmEAzgRusMlHfpUkQJu8L4HHQJ2Jt4PG7V9H6/f20kF7HQ267NzU1L9kkee72eYrGYpqenlU6nzd5LV2JB0hX422w29fTpU21ubhqbBX2RRqNh84ix2zdu3LAzDKMAMJg7f3h4aG0DxFOckd+2PCeOT548USaTMXQMakG1WtXOzo5Jzk5PT2t2dlY+n08vXrzQV199pSdPnpiojCQTowBJ5aD4/X6jE5bLZfvvnTt3rJkdGgzVQL4HVCFJZvC9rJWVFQvGh4aGrIEVaWCXnkbVFQMPbdZtYD8+PlaxWDTREg4nyC2LAw/1gOeBKkmiQaUOFNlrwDM/P2+ceZI85h2BMILUM9YkHo9rZ2fHAAK+zhUuKBaL2t/fVzAY1Pvvv69cLmeoN87ITQg5yO5cJBrNcZ5URL2ui4sLowdxSXEYlUpFGxsbajabyuVyunnzpiKRiPU9suhjQ3yCfgK3nw/kkp4OghqMztjYmHK5nO7fv6+dnR09ffpU0lVQjaP2WgkgGEAFjkTQvQMuBZE5om7SiBF0g5fXE0b+zEWOETOC4nx0dGQVI6i7JKwg82+zhwAzbpAG0oYyratSyX5QUYpEIorH4/aZoHy6iQJAgVvhoaIgXfV/QtOBtnVwcKBWq2WiWch0e1kkEW6/GPLvbqWj3W5re3tbhULBgAYCWLdKLF1PTtyKDoGT22MYCoUMfMpmsxYUrK2t6Wc/+5mePXtmQFm73dbe3p6nxJHgF+qddBV08We8f84LokCxWEzpdFp+v99sCHZHklXBANkA6KDW0ZsVCoV0794965eDlgZwR58z1VWvK5fLqVqtqlarXesXohfPHeVEwgpQBzJMP7Ar+vR6bzf7xrgGqJ1zc3PmLzk3x8fHNsbB7/ebrXDVq990ITAHWHNxcWHBOL3AiURCCwsLFjxjY/f397W7u6v9/X1Dzl0f4FbgOJvQ+XO5nFKplI1RQlWXXl7OuHQ1D/BtmCnSFdWVWIbKYiwWM6YNtFmX8uuCaq/36rpn6XUWx+t/79pcF8xz/5w9pvroZUGxnZmZsZFUjUZDlUpF4XDYKmV8LeeYMwlASdUUNg4JIaI/rVZLz58/VyaTUTwe19LSknw+nwW1VBqxpy5tG1snXYmGvemamJgwEJBiBaI/9+7d0+Lios2oBfR3gR2KFiSubqtDt9u1SrkkoxtLshgwHA5reXlZgUBA1WrVkhm+x8bGhrrdrpaWloy26nXRw4lmAJVoQJ1sNqulpSUtLS1ZhYkYy21RcCuIgUDAKJurq6taX19Xr9czxVYqwYi4UPmCFszc7k6nY3MYu92utTd5WWhgIALE/QMYpz2NQg4+LZFI2PxUkmoYjO12W7VaTQcHBwoEArp165YWFxeNxQeVFyYOYK0kozDTjgT12AXRva7vvvtOsV/PRqY31O/3a2lpybRfoFCfn58rk8loeHhYlUpFjx490tbWlorFoh4/fqzz83PTilldXVW5XJbf7zcA++nTp3r16pWGhoYsDgXkIu/g5yNAlkgkNDk5acnrv/U5jiBFc3Nz1s9WqVRsCPFgMLBmT5/Pp2fPnukXv/iFHj9+rGKxaMg+9BfXCBPQEsQj0SxdjT2gx8MVguj1etrd3bXeS0ZVUL73IgrgInsoFkG1pZ+Pnhu30VuS0XMCgUsJ+cFgYPQ3RBkwyCAKoKnQQzBevA+QMrjaBA1IynvtcYxEIvr3/r1/z6i+oFnQMWq1mg3IRahIuqRLSJfOhYuJAWs0GlpbW9Pe3p7y+bz9Oww1n7nX612rFqEee3FxNaeyXq9fo+q8zSXd2trS3NycJiYmrOEe1BDpeqhXoFWvV0abzaapFdKrARp0enqq7e1tEzMhoUExlktJlejDDz9UIpHQv/k3/0aPHj0yZ0yi7FUch54iKidUWFOplIlTMSLA7ady5exdKod0hXgTsLh9vG6vAYGeW+0cDAZGnaNZHkGPQCDgeVSFJHNuJKqo24IuQ9vEyLs9GnxG7hYcf5J7t9rBzyKR5PkxnvT/ouYMvcNN2ElYvSzuBD1tLv0ICg693iifHR4eWnDH10hXyrguFZ7vx/O6v5cu+/NIDHnmdruttbU1PXr06JqdluSZrur2NrqiIy5VigSK1gV6Y1EgBGnGxg0NDRlLAxtBcg8FEvXqVqulP//zP9cvfvELY64EAgFT9wSQAIB8m0rA2NiYVazdaiFCI1DlacFwA3++Dr8AjR1aJ34AkBEVT5/Pp+3tbfV6PZVKJRvrwygeqGMAc4lEwmZ0vs095Lwx1gEKFHQ4xDioGjUaDZVKJe3u7l5j7BCQcG/cyiPngbFIJNyRSMTOUCaTsYoz1FYABfe8eV2vV/oApjhbADpuJZA9lXStP5a95WvdP3MDTu6cm3zyX3og+Z5Uad8G2JBkYATJm5t8M8OSFQxejlChgri7u2t9zwhmUJVjdi8U02azqZcvX8rn89m8QpTYqbLs7+9rf39fjUbDhP2IzVAfTqVSnuI1Pj8A9/379zU7O6vx8XHrtaXPEbvJfrAHtNgAjnY6He3v79vn7na7Js7kAprsNf6JailKscPDw3YHEomEpqen36rfn1iYAgJ0y7GxMRtHsri4aLbN7e8DJHWTHqqra2tr+r/+r/9LP/vZz3R2dqbp6WlTJ0WYanl5Wblczt4XbDFGygFMf/vtt/riiy8Uj8f10UcfeWLguEWnfr9/TX3W9cPSFWhOVbvVaml1ddVUeZk36oL8w8PDJpY5Pj6uqakp3bt3T/Pz83rw4IHGx8e1tbVlFXHsJvHVbwLZvS5A90wmo5s3b1qyjQ1NpVI6OjrS3t6e9e2OjIxoc3NTL1++VDAYNDbOxx9/rI8++kjFYlF/9Ed/pK+//lq5XE6Tk5OamZlRu93W06dPbf7j4uLitekNFBmgiiP2hK+BSfhbn8frC+DF009Yq9X08uVL7ezsXCv3+v1+7ezs6Fe/+pV++ctfmly4pGvGCmSEZNEV7HDR6EKhoGq1qnK5rNnZWaPAuag0/UmRSMSEL5aXlz0ZIhQwqciRKEmXap3u4F+X/x0IBCxBITk6Pj62uT1QV3g+ghiqq6Bf9Oe5FQKQUIILmpXhSntZg8FAN2/e1Pz8vIkb0WiNIh9Bo3RlkEHg3P4ZLmqhUFCxWDSJZmg+qJi6wSx9OaC4oGNUH4rFogULvFev67PPPtPm5qbGx8ev9RxBIT47O7s2GoQkA+MMEre5uWmD7XHgOH2qFQQR7XZbS0tLhtgRKNF/m0gkjHYHdQzn41VinX8LaDE+Pq5cLmc9VD6fz8auSFdBFU7QpfBSwSC4d6t3nNXXK9sM9qZqSl8S79Oli7jO2stiX6guQkklYXZRwKGhIaPIkmD2+30TIkJdF3vBc3LOeGb6i6mCU0mv1+smkMU7J9GgAkmfxpsut/JL7wGJMQAUoj5LS0sqlUqqVCoWVLtVfGwnSQjnAweBE3bpufF4/FovTKPR0IsXL7S2tmaVvenpaeVyOQPCvCw3YfT5fDYjlt5bt08NGurJyYmpyZ6fn5s8Pz0X3Bee063ycWZgwEC/el2tlLtRr9cViUT06aefamRkRC9fvvT0fNIlzYdEAztAIA1F2g3cCN5gpcAi4a7QD1ypVMxGUS3keXkvtGnQvsGdRoym2+1awAy67tVXsH8AhBcXF6YUmclklEwmlc/nr+0Xcvj1et36ymDIlMtls6eIq7gjQ2CF0KqCLQuHwxobG1MmkzGROj4PNuZ1GrSXZ3xdjAY7ynO7Z4ffAz654Ld0RQN0e9AlXQtA3eSTs+H6Ffdu84zu997f33/j50NZ2u31pUfP7fXFrvX7l6IdDx8+1MbGhoEjpVLJ5jgDirqU02AwaPP9Njc3NTU1Zf4FRUdEN2DAHB4eSpJRrhn14SVeA4Dq9y9FXVCmJPk9OjrSwsKCVbBOT09tvAbJBXMfeS+9Xs8YYqOjo1ZFw6dsb28b24QkutfrmX+5uLgcXUJy4NKb0b7wsgDqsR9Qf+fn5/X+++/r/v37ymQyFi8B+LkzEd1RL4PB5WxDfIrP57M9qNfrKhQKBhC5I2lQqE8kElbFevXqlY1ryWQyun37tm7fvq2dnZ03fj7sOuAzTDFiEJgULkMOivTLly/1+PFjU7Sljcw9G4BS6+vr9qyVSkW///u/r9u3b1vySAwLcOnG+SyXreVlffrpp0qlUpqdndXi4qL1i1PY4E6sr69bQYjYhGpspVKxin42m9Xu7q5NgOh0Otrb27Oxhz6fzwpdFGlo0QGwxK+mUimLwwF7/rqY1HPi+Hqlr1QqWcYPxSgQCFhC+fLlS+3v719zWgSt0MI4zC5qy+agRMbF4/AjaiFdouEc8EqlYnzf6elpTU1NeXq+p0+fmuEOBALGlYYWR28lhthVfXIRZYwDBtltriVRBBVyK5A0vI6MjFiyQqWHihHVs9eFMN5kwa1GjACnXSgUzDHymd0qFAkBqPPh4aG2t7f16tUrFYtFQ+sajYYePXqk8fFx/e7v/q6mp6dtCCnqYO78LZRwUWxDAOns7MwOutf1/Plzra+vm+HgrNJbS/KKsAOG8eLicjQMSlcHBwcmigQCDX0HRKper+vx48cmw+5WE90q2Pn5ueLxuGZnZ7Wzs2Ofww1Y3nS5gYwkC7CkS4S5Wq0aqkhVFLScJIOzRNL0eqDDOUWFC6SKnoZkMql+v29zglKplFUI+NqjoyP1er23quYQNEMXoQ+FPXCp4pyliYmJa1VPAAxXEZn5cu4C1OGcI7RTr9cVCFwNr+ZeEDAS4FKN9LLYBwJFghYcYqVSMVU+Rrisra0Z7Y898vl8Np4CW8EeUpEEbedd5fN5LS0taX5+3qrUe3t7Jg9Ofyh/L0lzc3Oeno8KJwDgzMyMfvd3f1eTk5OqVCp6+PChnj59aoEkwSt2krlVBEzuuJdyuWziSFSkAaFcGiQJHVQ0knT8RD6f1z/5J/9Es7Oz+h/+h//Bc0CAwh1Bb6VSsUB6eXlZs7Ozxh6RrobBU+UE/ON8wZhhnIAkowliT6g005fLWCgAgaGhy/mNzHjb3983irY7RuhNFu+KX7xr7hsJG36yUqlcqzRS9UEVHeXL8/NzZbNZ3bp1y0A1tAhKpZI2NzdVqVSuiZwEg0Hr1+n3+xbo80zYN68LUJb7D4jGL5eB5PYe8mfYTWwDf/+baKt/VVuAS0d1QTq3TeA3UV7fZM3NzZlwCRVF4hjUFbk3BLKwpI6OjuwOEWy6ZxllVNpbSBYZaTY1NWWK0ZKuVW+xVZOTk5qdnbU46G38PTaZGKXRaOiLL77QxsaGpqen9cMf/lC3bt2yNg5JVlWiQu62OADcNZvNa3NIe72eiQFGo1Gbe00CSuJIlZd7GggEDOSvVqvXhE7eZG1ubhq7DX+4tLSkDz/8UB988IGmpqbMH7lVcXy7z+ezVjDpSnBNku7fv6979+5d63EfHh7W7OysfU6SOKj+sVjMKqrValWVSkXLy8v6B//gH+iHP/yhxsfH9T//z//zGz/f+Pi4bt68aSwmqtLEHScnJ6pWq1Ylp3r2/PlzffPNNybm9roAHDG42xdPv/6LFy9MxXRqakrpdNpsMr94h9g86Yrd43X94R/+obLZrFWF8Uv7+/sqFovG/mO6wdbWliYnJzU9Pa3h4WF99dVXNg/97OxMjx8/tjMuXfrF7777TuFwWB9//LHee+89SZfj4Pb396+NkaOXmJYqAKparWZsyr8O3PCcOGIMUIN88uSJ1tfXdXFxYZWyZrNp3Gk2PJPJmKgLCocgpK1Wy4JMlwYmyQ7D60kZPU7wdkFdUSBMJpMmPe1lwSEHseESIufMBtNzBVKM+iOoDw3R0Kd4XihMfL3b70OViuSEnieCXoJmEOu3QT4IdGdmZqy6yc8nCDk9PbVLTEJPIuKiynt7eyoUClaJgUq2ubmpWCymGzduaHZ2VlNTU9YPAFLFxWE/cdjhcFj5fF7j4+Mma+915fN5M9g49+PjY9XrdUNA3cHYOB76Qba3t1UqldTpdCzJhUZE7x5jOxBR2tnZMaEBdyRHIBAwMaKJiQlls1nt7OyoVqvZ13mtqrZaLTv77rgKZoyCGFEtJPAcGRmxBIM+SIIm6Xpgg4Hke9Bv6/6CEsOeSleqnlQE3Z5BL4vEYzAYXBt94QZS0lVjPUkm/W58DvoxuKP37983YIbEjfPNXcdBHR4emsAOjoyvdZE7KtpeFkG3JLNtUFMjkYhKpZKazaZRSOj3KpVKJiBFpZyghMAelNutJvMz6A2ZnJxUOp02QSr3rvB9XAqmCzK8yaICDACUyWQMxOP36+vr9v58Pt+1gcv1et2UqDkLUPlR7EZ6HbELmvupALjvCHDuxo0b+uEPf2jiZePj49ZDgzCAl2dEDblYLFrCxAgEaLNUm/gcBKYue4SAgSCU81ur1YxWD60fQQwAMRgM3HWSISqYhUJB4+PjnpN/lwotycSvXDsOoEMfMCIbKK3OzMxYxZHPw/PMzMwoFotZRYTkg36mSqWibDarXC5nwADtBm5F0GUreV03b9605A+bRmD3OoX19cTQ/f/Xaay/SUyDP3Orz9jc1//ObSdw6fBefb7blwzVmRYR4i2e8fz83KqC9Kb3+30LKGl/YOQGipTr6+taWlpSJpNRu93W+vq62dCZmRljSXAveE+ol6ZSKTvzXvdwMBhcqzbDLGLe38HBgfl1RKMQBgK0ooIOGIOGA3EeIkncN34Gvo19dNkrLuNmMBjYHMSjoyPPiePa2poBUDAISPimp6dNxRg111QqZZ8b8BegGPuBXU4mk9e0OtLptFKplO7fv6+RkRE9efJEOzs71mIViUT04MEDY/xJl4qhy8vLNjLEiwCXdBkzUEmk746YAZbD4eGh9bNCm0ekJ5fLmeI/+wM7MBAIaHp6WktLS5qZmZEk7e7uamtrS8+ePdPQ0JA+/PBDyxckWfsdn8ttm3JBIS8Lezc0NGSsxVarpd3dXa2vr0uSxWflclmtVstGwgB43rhxQ/fu3VMwGNTPf/5z/cVf/IXNW+x0OlpdXVU4HDZAbnh42OjT9O76fD4DK+m9hwWDfeZs/LblOXG8f/++IpGIDg4O9OLFCz179kytVstKqPTKbW5uWqNrNpvV7Oys3n//fUNIoIPu7OxobW1NL1++tPKpdL1Z3O0DoKfr8PBQ0WjUHDQNriDNzNnxGgyAIDPUGBVUEDE40y4Nq16vG2oFVerw8FAHBwfq9Xp2GSUZQkMlE5QKbjElfmZzYZhIngmMCFq99q0cHBxYYhcIBDQ3N6d0Om0oPcktIzZIqNrttg4ODrS1tWWqTST+rzcOn52dqVwu69mzZ8bhJog8Pj42xJqg3e1ni8fjRv2EBuh1/a2/9beu9cLyWV5XzwJRZy97vZ4ajYbJEtNjROADvQzq3crKiiYnJ/XixQvr60mlUpqenr6GLuFs0+m0ksmk9eu2223rIfOyisWiDcQlUTw9PbVknsoqiB0qvVRPOVNuJZGKK+8BZ+P2XzJrLRC4GmUBGocoFckaiqtv03ckXfV1MKIAxBUaGP+FSkXSQRWfKqgk7e/v2yxNnimXy1myjQACVfH5+flryqyLi4tWueTcE1QR7HhFIblvbi8TdKBsNmvS+aenp0ZxWVpa0sHBwV8SnJIuE1FovZJs/92vIXEkyXb3LRAIGNDm812KWuzv71t/5ebmpm7duvXGzwcFsN+/Eh9yF6wRaEjYXXqveUYoxnwfaD2NRkMLCws2n6rdbpusvnTVz8v9A/1fXFzU3/k7f0eZTEbfffed/uiP/kg//elPVa1W9emnn3rawxs3bpjdwq4XCgX7fCC63CfOLPQrer2g8THXjqQRZBggk8CV6iyVIldYjT7yYDBowKekv1bs4Dctgnj+61bG8b2IYtBHR8CDPgD9ptvb2zYjj342qjXb29s6Pz/XwsLCtTaUer2uRqNhonKv00npB+buvE3FMZvNXqtUuz2XLuuG5d5Zfu9WO1/vZXSTRDcpfL3vzAXF+HuSRbdVwqu/DwQCRo90lW1dxgqVW2Zrt9ttE9pYX1+36iNVQkAL1Os3NzetWhcIBLS3t6eLiwvNzs5qcnLSglCSYYRjSLywdSTgXtbrQCasLQoUZ2dnWl9fN9YJbTbSFSAC+6jdbmtra0uFQsFofK1WS4VCQZLsncDCAmQENAW8Q/CRd0vSB/XR6zo4ODAwj/7i6elpS7SOjo50cHBgyfHMzIyBBIeHhxbPuPFzPB5Xr9fT9va2nj9/bowoZlmPjY1pc3NT/+//+//qyZMnBpSOjY3p/Pxcd+/eNXX5TCajUCikn//85/rzP/9zpVIpT8kVxQrmU9N+A6OCvm1icUZG9ft9TU5OKpfLaXp6WmNjY+p0Otre3tbjx4+tEr68vKwPPvhAd+/eVSKR0Pr6uv70T/9UT548MXbcBx98oEgkotPTU6sAQo2FLure2bfZQ9hQMGAADbvdrlVSYcYQIz5+/NiEGT/55BN9/PHH2tnZ0YsXL7S6umpgAoAHPZHYRknWxkdvM+eeWAmf4gLnf53uhufEMRqN6vj4WGtra3ry5IlarZaJ4UxMTFiS0fj1QPehoSFNTk7q/fff1w9/+EO99957ymaz8vl81uDbaDS0tbUlSWZEcYIg/O7ikJ2cnJiBwHlQDVpZWVE2m/WM0EGBYiNxvlT5gsGgCRLg4H0+n11U1OeYzQWNiqZeeqgQg+ASj46O6vDwUFtbWyaI46oh8f2RCwYV8dq3QpnepR+BToyPj5thcZ0m+8CFpU+A/gmqcCQjVAEYwTA1NWV0GVfFjeCH5yVZcfstvArHSNL777+vmzdv2lyoX/3qV3rx4oV8Pp/x6KHv8TMABWiAx0jmcjnlcjlD0/ls9NykUqlrzpwKiksnJMFBcY2qSqPRsMDLy6IPtN1u69WrVza7CnqaW42GFsReQjPHibkiKxgzKpL8HiQ1Ho9rcnLSxppIV5Ul7kav17PxH8xR9KLGyXJn0xEIExxQTSZBpGKO03ZFbzCgJycnev78uQk8fPTRRxYsMW7l5ORECwsLRoHEBvHzXHo9lSzOjNc9bDab2t3dNdEbfpZ0NU+q2WzazCnUeQnWEFBx+6t4VyTZ7LkLOjFSIRqNqt/va3t7Wy9fvrSKPOeVMTSo9IFsvukicSWg39vb0xdffKFEIqHT01PrP0RsiH2DznV8fKxYLKZMJqNAIGAJM0AEPoaeSCom9E1Bf0wmk2q32/rmm29stMnW1pbOz8+1tramhw8f6tmzZ55pnJI0OztrQCIJuIvwX1xcmM3nawAc3MCBflqoqoPBwAQiqNyXy2Xro+I9MZ7JpXHz9fST53I5GynhdTSVm9SwsNXMqR0eHjZGAAEegBu+/dWrV3b3ELyj2lssFvXtt99aYoJq6/j4+LWzTr/o69RPbBVJn9eF2i7fy6XfutVA6XrS6CaH7rvi6/ic7IkL9LgAGD6Ic+G267gsIzd59LKwyZw9PoP7M/iak5MT0zvA5iEaR5U4EonYcHjojlR46vW6Vf9oWQmFQpqfn7dng51EKwJnx+1b9bKghrrjMRYXF633C/CReAzQHfCfZIQRY1QjuU8kkAjeSLLqOQuby0xFKLPSZVK6sLAgn89nyZ3XRXwFTRQGm3SZFOzu7urVq1fWNlIulzU3N3dtnEipVLKKYT6f19DQkGq1mjY3N/Xq1SvzbxRlwuGwzWTf3d1VPp9Xt9vV1taWHj9+bL4Txh9zFnu9nj799FNPiePKyooBZfQ4E/cCzrKv2WxWz549M4Ew4n8Ewtxz3e/3LZ7vdrva3d01wD6fz+vg4EDlclmrq6vKZrO6ceOGgZS0Tblgn9si43UhJhWJRDQYDEx9GvaIqw5LAa7bvRxxWKlUjLJPbA27RdI1u1er1fT111+r3+8rHo9rcXFRhULBbG8ikbim7eCyGlxQ/q/Lmzwnju12+5pwCDSqdDptjo4XTGATi8U0MzNzTd3tdYoHH9RFnPgaN3F0EVacVDwet4uayWSMHkmVxesCWYVeCn2DpBHKKgG7pGtjAaAO4tSazaYFbW5p2O/3K51Om0jO0dGRUehApUEBCCzpi6PX0SuSfHx8rL29PaPFIUnMIaLSwud0K54E8lQMcUhQbvkz+q5KpZI19qZSKc3PzysQCNhMKaqQBLkIoICAuKq6XhaVUkmmkra3t6ejoyOlUilTqeXsUSGj2k2fG4luPp83tFS6CiBGRkZM+p4zEQ6Hzdi5Ah4gaSSQBLpvk3S0Wi1TD3v27JkBMK7KI/Qgzook2zvQXoIawBk3+CT54HmZ45bL5TQ6OmqCTyiYvo6o+/2Xgjkgo2+7hoeHbZyGmzy6FDL2ksoqCG+327UB3J1OR6VSSU+ePLH9mJubs4p5o9EwBgDoIEETFV3e4+s9SW+jVlkqlUy91Ofz6datW+ZscX6cyWAwqIWFBc3Pz2tlZUVbW1vWo4CN5L0TILp7w96nUinNzc1pcnLShB1WV1f1x3/8x2o0GpqYmLDqBI74/PzcHKiXBUuDAK3ZbOrhw4eWoKEgBwrKnh0eHho6isz80dGRiYwR6B4dHWl3d1fhcFg3btzQ2NiYqtWqdnd3TUnuBz/4gZaWltRoNBQIBPSTn/xET58+1e7uriRZNevGjRtvBVAR3OBssVlIu0P3he50eHh4DZABfCSBdhUbmaXb7XatAitdUp6o8AGcAHRgg7DHyWTSqnswaLws9067Ni8cDisSiVhlBXtN0ksPVDqdNuQeUJXKK34GEIFK8mAwMAqs20cHfdLtz3sdVH6bSsC33357rZeTs8jddisMbrIIco99gN5FQA8Ayh3ka/EVjMYgicMHukGbS1N1Azsvi5ab1/uAXVquJFPqJAH0+/1W7en1esYcmpqa0vn5uTY3N69VeRESowLUaDS0urpqzzY9PW2VfxJF1NtHRq7mH3tN/gFQYXFB04TeDp0cO+8m7PjL8/Nzs0W9Xs/GdxDHQauFbQKlt1arKZ/Pm83tdDoWb9DLnEwmdevWLcViMau6e13YURTbKSTgn7a2trSxsWGAf6VSsV5nwPNyuayzszMTjDw9PdXq6qqOj49NwGpkZMR66ycmJqzXOhwOa2VlxfrL9/f3Va1W7euazaaNJLp586Y+/fRT/eIXv3jj55ufn7dCEvbCfefYUEBE5jPCJoQyTXJEqwOxZr/f14sXL1QoFNTpdOyMplIpGx20v7+v6enpa/eVO0cszJ1/mxYx4hDA5mq1qmq1Kr/fby0WAI7BYNBmGJ+cnCidTmt2dlbhcFirq6t6+PChARDE3JKsH/T58+eKRqP6/d//faXTaYt/sUeIYpGrufeO+/pvnaqKoaSZ2L30HGiqgQRULmWKaiI9blCQXKoDKm2SDMklwXD5xgRyBCdQlShbg7B5WQRiBKH0jcARZpOHhoYMsajX69YfRNXHpSDxLuCcl8tl66WEDgttjGAC5TwqX/TBlMtlOwhQzLwsDr3P5zNKKQgPSYWLSGAIQbFzuZyKxaLW1ta0trZmM45c6XmcAwqD9L5iNOkbIyGGHkPjcq1Ws4o1xs7rHp6cnBjC7pbqZ2dnrb/R7cvjnUxMTGhubk4zMzNGsXZ70aQr8AL+/OzsrIl5dLtdU2YDKUQNFOcFnYx997p8Pp85aub7MQvLpbO5ylnuXC6SHVdcCUNCQMsikHKdsSsQwd8RPCPtTCUbR+51zc/PW2CC3Lmb7JMwQsUleUXBl89GwEQl6/z8XBsbG7q4uNCNGzesv4b7CsUcqiU/1w3a3KoB9FCvFSs3iYAxgfEmOOEuMOcK8bHZ2Vnr+3DvHYG3W4HEZuJ4qejQa7G+vq5f/vKXOjs70/LystkcSdfes1c7+uGHH5oqrt/vt75o7gQCQH6/X8lk0tBWbOPrTtuleblVuHQ6rcXFRTubnHsoW36/X/F4XPfu3dPFxYW+/vprra6uqtlsGhU5EolY9cTLIpAAFFpYWDC6eygUsmCBBOz8/Nx65HHQqDgzN026AqZgvpydndnMNIJFSVa5455gZ0ja0+m0JY6Acl7W62rSr1PfSfCoFMGKgZkwPz+vUChkQdoXX3yh58+fX6NruhW11+nXLhgCwIIdAmz+TVU+L4t2EIAnYgm+twsQcQbp9ex0Otrc3FShUNDR0ZHRCJkjenp6akJJfr/flEnn5ua0sLBgfo0kA58AsEgy4sY9vV5Pf/Inf/LGz8e+j4+PG/2PCu7U1JRGR0d1fHysQqFg1GlAN7QnLi4uNDU1pd/7vd/T3bt39ezZM62trRmjTJIBTmNjYzYOg7YPQK6JiQnTO8B28qzYbqosb7pGR0ftHdGziColyqf00YbDYVPnR08hFotdUzimgk/iQoxKDOFSCh8/fmxsCZRMiSsAAAKBgIH9/X7faLleFveZhIO2FxJd+u+5c71ezypt0WjUChCdTsc+j8vmikQiVp0EQKXyB6PMFTEDlI5EIgqHw6ZKy1lfWlrylDhub29b1Ve6pFDi30hQI5GIjSoiySeHQI0XFhdVc0QQh4eHtbu7q8ePH6vVaun27dsGTFHppD3r9ZFf0pUAJhTttwEZYQ/2ej01m00dHR0ZuE57G0n50dHRtVaq+fl5/e2//bfl9/v1Z3/2Z/rZz35m4A5+hXV+fq5SqWQtZVD/UbJ2k1+SWGII13/+WxfHqdVqRsEZHR3VycmJKfFBuwNBJQAhKCOoo6JFkI38LVRJEjV+T7WHPhUEaEDjQDA5zK6SnVeUNZ/PKxqNKp1OX6tkYoAikYh99l6vZ9LjVNAQn6nX64YYdLtdo5eenZ0Zlc/v9+vg4MCCp3A4rMFgYL2R0WjUeg2Zo0QyhYqn14B1eHjYkCiUwlBadVFckkgOF0hQMBhUpVLR119/rRcvXuj8/NwcGu8cR9vpXA5yfe+99yxo29ra0r179+z9IUZDdYNeIUabtFotLS8ve3pG6XpPD06fniPUK0k2cBLRaNTQ0YmJCcXjcY2MjBiSxSK59/v9NtLg8PBQiUTC1ATHx8etWgzth6G0rVbLes1wUl4WF9yltSEW9XqFke9NYHd+fm6CP4A+VBqlK2BBuqo0TkxMmCEjyOHzI3iAY7u4uFA4HLb7Q2XV61pZWTGQCbqsW9XHwWMMEXKBViVdCez0+30lk0m99957ikQi+vbbb/Xo0SPt7e3ZgGiACqpZ2WzWknGcCMElRnZ0dFSxWOwvzUN7k3V2dmaIqnQVPLJ6vUsV4KdPn2pra0sjIyN68OCBksmkZmZmbHyFC3qAEINOEwDCLkBoB4Brb29PGxsb2tvbM3YFfZWSLFgFAPKyPv74YwMBJWl1ddUo4FCH6UtMJpM6OztTvV63uw9dttFoaHh4WMvLywqFQjo8PDQnDzBXLBavVRFwzsViUYlEQicnJ2bX+/2+KpWKIa/Q597mjJKIkWSQCFAd5KxAXwccc+nwVPfdvYcOmsvlNDMzY1XWYrFoIBD73Wq1TMiMKiB2hXaHkZGRa2q7b7q4e/htPqfb38Vd4x3QY0ZABLCCH4ZOxrlk39zq1+u0T/7O/QXS/ptaWbys+/fvGzhCzw+JML1WVN+q1arZkkgkomKxaABup9NRNBrV9PS09QoCTiwsLCgYDGp/f9/6/+LxuObn5+X3+60vFLE6/A72z02Y+/2+p8SRuIh3DdUukUgoHo9LuvQThULhWvJKnMG9iEajWlpa0r1792xWNX6G5J9EESAtnU5rZGREjUZD7XZbk5OTmpqauiYMiIgcAXyv19Nf/MVfvPHztdttE4Q5OTnR5uamqXIS39AbSOWxUqnYWXUVtgHQifNgffBs0mUSB3PqxYsXarfbunPnjp1vV6iHxB8hOvqDvYJUMEDogR4aGtLMzIzFbcTF2AyAHQoxxD/NZtPiUu6x9Jf7conlAEiZz048n81mNTk5qZGRERvD1+v1FIlEjFLuZb148eJa2wlgAgrT4XBYIyMjps+BxgaihbQlAFS/evXKaLfEe9wf9gEQH/Ac34n9dFteLi4ux6tAi32bRUGt2WxaHzyVTUkGivMeQqGQCRkmk0ndvn1bxWJRGxsbev78ucV9LrgBeNbv97W/v6+HDx8qEAgol8spHA5rf39fh4eH1u7g5lCcs8FgcK3V6q9anhPH9fV1u+jM8hsMBspms9eCUBcNJBhx+3gwhtDQyMZf7xHhoeD3gp6B8lAJYA6UJONyx349J8rLeu+992zOWSgUsp4xEGCMERcMp07z/tbWlqrVqtGgSMBctJcAFMN0dHRkfY6dTkevXr1Ss9nUwsLCNRUmECO3WuaVuhKPx23QLj2c9IiB/FGWxzmAch8cHOjly5f69ttvzQFyuQgyCN5ImnAGBBQkadDOoDkwsgN1QeiBb0M17nQ61wJ5V+hAku0bf9frXY6MoJ8RI0OPB0OMXcqSi5pLl72xk5OTllC4FThXDZH3BDr2OhX7TRZ9xJJMZCKVSl0LQgi4XAlm7iDnD6CHqgJJtHsGqGogSY5BcZNVRDDceaAYJzcg9rKo2oIM8lnYP5fW6Sb/vGf2nHcLZWlsbMyGpe/u7lovHfuJshnv0FXA5LyAgLqquG9DX8Fe0eMGGs1+HB4e6vnz5woGg7p586ZRqKkaEuDyjl1mB46I5B+xEnoW9/b29NVXX+nFixemHoh4FU4Ixzw2Nqa7d+96uosk7dxDkhkCKcSVMpmMotGo1tfXzbHxbjjLt27d0ieffGL03rW1NZut686TAxDqdrva3t7WL3/5S+VyORM8cnu2cZjY37fpj3OVsLGFsBnYF3qsSBzdniuYN4Ayo6OjajQaGhsb0/T0tO7cuaNUKmVIPxUBmAMEtAT7JMP4p9dtudf1m3r7ACN+E0WUgBXAaHd3VycnJxoeHtbk5KQ+/fRTlUolfffdd5JkATo28jf111BJBTRi716n1bsgmZcFpRgAiuCJPjiowfRvYvd6vZ6KxaKdW4JeEhFGBvBMkgwo3dra0t7enqamphSPx+384Atcyqw7bsT9Xm+6uHfsnVslZu4yTCgYRdVq1dRxpctEgTFrBJXQPKHfSldqlKOjo1pYWNDU1JROT0+1sbGhVCqlGzduaGJiQgcHBxobG1MymdTY2JgVBd6mx3F7e9uYI7RwACIeHh6q0WgolUqZHgG0cYJ0gBjuaCgUstmkgPjEocRBsN0ArwBXSLb53vy7drttislvcw9dBhGAGtRuSda2tL29rUAgoEQiYT2JxOIw96ja8e+oIFIQOT09NUCdMw3YFo/HdefOHX3yySe6ffu20eVhDKIf4bWYwZQGqL6cfUaj4PuJ8/HLJNTce/wUOgWvXr0yv81noxhFTD48PGyx2MnJiRKJhDE3Xrcnb2NfWICgpVLJmE88F618c3Nzmp2dNcVYek1DoZD29va0urqq/f19K3LE43FrKUE8CIXdRqOhp0+fam5uTt/73vd0dnZmMzcBF9x2QeIG7Oi/dXEcGnDPz89N8pakjYMqXSGFBGT0aZycnNgH5d/w8mZnZ23QNMETlIJ+v28caJyJy90HoQNBoErilQpIoy4OxO1jo78DzjjNtwRJJHdQPBC+SafTVg0Kha4GqkJbBJGCysBh5xC7aG7s14Ns3UvvZYEGg6hwSXCWIMBulezk5ET1el1ra2v61a9+pbW1NXW73Wuy/y4CzSHs9S7nfD5+/Fizs7Oanp62n4+zdAEC9g9EEhqY10U1jcV7dxNht8LmUkqoFvJ+QXbYN/4N9LlGo2F0TcQDSHYI5AlwoLOgHAlV720Sx263a9LcgBw09ruiGW5fI2eLIJfP5SYcrgHBAZI4oi4LihuPx63Cz3Pi4AiqY7HYWynHcu45U27vgUtrI9Ai+CAYZ3EecdhQafP5vLa2tlSpVIz2MT4+rng8bmIPBA6Hh4f2viXZcGcqA9B+vSxAGoIOWBkgoeVy2YRchoaGtLa2pv39faNaZzIZq3bAuuBZefcEv5xNKo6IHHzxxRfa3d21hJSf7VbDAR8ikYj29vbe+Pmg70NLo9UAGfKLiwsLPrvdrqrVqg4ODtRqtQxUJBGZmZnRhx9+qLOzMy0sLGh1dVUbGxva2NiwqhuzfDmHgAIPHjzQ9PS0JJmY2MTExLV+bvqkvC78ED0ibq8mff6AqyiO4gMBkNz9icfjKhQK1icIuMeZpnLgAlFuEuqCPdLVmJffxCZ4k0XC6NoF7pmLcpPUYBOw72tra/r6668VDAb1H/1H/5Hu37+vxcVFvXz5UiMjI0qn01apcdkq7p11/bybpGOD+RyAR14XfWMkU4CCLrUQlfjDw0PNzs7q7OxM+/v7ev78ufWTxeNx65cjSYBSvbe3Z2DixMSE6vW6KY7fvHlTkgwEaLVaVhF06XK8a690Y+wntp7e2cFgYEwxaPz9fl+5XE4+n0+PHj2ySv7k5KQpGFcqFRtdA13XPS9oP0xOTtreFgoFbW5uWoJH35zbrwebyeseVqtVA3ulq4pfp9NRsVhUsVjU2dmZVlZWjEEF0B8Oh21GIIwT6K3ZbFalUunas2HHDg8Pzc4SuKOTAAgPgEVxAGXTtwFSKShIV9Vd2FhuZWxnZ0cHBwdKJpO6c+eOtR1hAwDBGUFCDIpP55zgy9w4KplM6v333zeRy5mZGRPVIc7nHXmN2VZWVmxkFoAlrD9AxlDocnb2YDDQ+vq6Abu1Ws1aoAKBgG7evGmzj6mUwnwJBAKqVqsm7Dg2NqadnR0DGIh/3Z5nl+HwNuAwC4YPLVPEo/iQZDKpDz74QJlMRltbW/pX/+pfye/3686dO8rlcnr48KE+++wzlctlyylisZgBF5JMYId3AgBELsK+UJyjaETxiTsIaP/blufEcXl52QJfKkqUlF2D7mav9OuUSiV7WOiPoLALCwuGsILA0t80NjZmAy5fvHhhqntuwzcHDJ49yITX+Wo4Cy4qypqgdSC6vPzR0VGdn5+rUqmoWq1akCldJSw4ALdPhN+DFlWrVQWDVwN6pcvgCzoqJfTx8XGbZ8Nze1nxePxawEvABJJIFYnEqdlsqlQqWWM3NAGMM5Q7aAEAAjwnTfJ+v18/+MEPdOvWLaXTaRsr4vZSkjy6gfDbXFZ6UN2AIhaLGc0NQAJDibNyKVNu3y4J9us9aCTVJFIkSSQEJD4YB0QloPbyM706SxJ7HAPqht1u12hhfr/f7pl7J0BFQQVJ3gkQ3fcA4k2QMDw8bPce5URoTfT28u9ArQCGvC4Ukaku4MRcSpNrX7BB0KKkK5VRV2iDofLMfAQNdgEiFEX9fv+1/hyCHIAupNldwOxNFwACvc6uYzo+Ptbz58/17bffWlL7r//1v5bf79ff/bt/V/l8Xnfv3rVkYXd31xwpdoXPDYVxenpaqVRKgcClPD801YuLC83Pz1svHQwKEkaEu4rFoqfne13FUbpSeKQijf3CNzSbTWvMp78PddlSqaRkMqnvf//7evDggV68eKE//dM/1aNHjyzYZs9hw+AQUcg9OTnR5OSk/uAP/kDHx8d2zsvlsh49euTp+SQZ4OT+Yg87nY4JaLg9268LLQFYuHPMECnZ3d01wOPo6MgoeATcVHQ7ncuB3rVazYAe7jt2wLVzXpYrlAW46Yp6UeVkviOo9/n5uc23pZLKXSa4pFJBhdYVb+HOwxqiMsW5cvfgbVkNkkxhErAFIAeaISOomB2J72Um8NzcnJaWlkwZsdvtqlAoGIUvFouZXWSOGzoF29vbyufzmpmZ0enpqXZ2dnR0dGRsKSq7Lpjr1ZbiW6UrUR+qYYCmiItcXFxY/NXvX85vDIVCJo6ysLBgM18JRF1QATsGLfLk5MRGYh0eHupnP/uZ7ty5o+XlZSWTSav2webC/npZ8XjceqLRGSgUCqabgP8mvqBVg6oi81dddXpXkI0pAsSTAL7SJStmf39fvV5P2WxW8Xjc7hyxHb4Jgae38YVTU1PXgn50RhDjQ9kdpX6q/LlcTpFI5Fo/m9vO4PbIEWtzXtBkIP68ceOGfu/3fk8/+MEPtLi4aOAK/o9xVW6v9psuV2QrEAhYkaVarZpd5Ry6olztdlu7u7smUhkKhazXslarmSYJ7wBb6n49bXPELaHQ5fxLYgyXCfE2e8cCsKZfNpfLaW5uzij909PTymQyki4TuGq1quHhYX3/+99XIpHQv/pX/0rffvutTk5OrIKOCCLPQbsbzDOEk37605/q7t27Wl5eVjgcVqlUUr1eNxv8OjsF//LblufE8YMPPrBeu3g8bnRMLjwy4K8L59DL5vf7Tc4f+s34+LgZ0Hw+b4Mq2TjpEvFJJpOKxWImsID0MRzlTqdjRhfEB6XMN137+/t2aOjvikaj1wKgWq2m7e1tlctle+5yuazt7W1Vq1Ur8/K5mG8XCASsIsMFlmSqfz6fT/Pz82ZUkVAGMSeR4SBTEfCyZmZmlE6n5ff7Tczl4uLCqKJzc3PWwH52djkD6dmzZ9ra2jIhHElWgaHhniprKBQyJBmaRqVSUblcNnqqSxMB/aH/DgfpGjuva3d395rhR8CG98m5I4ihYkbC53K+X0fAWbwfziFVSRJWgmKUYXkmEldAgOHhqyGtb7qgLBOI4yCh2QBuIHiAQUQEgESKvh6EmdzAEtCD/eE+SldUa2aQVioVbW9vWzXH3T+XzutlQWvme9DbTMWDBINKf6VSMYozd43eLwKX3d1dlctlu3vcJVBqAgwCcb/fb4kidFxXpIOk3ytdXLqkGGezWetbIWgOBi9Hm6ytrVlfYDAY1KNHj3R2dqbZ2VktLCzo5s2bOj09NTEfDD/vq9vtmhPO5/OanJy08Qhra2t6/vy5yuWyIpGIFhYWFAqFtLu7a2eXcx8KXUrNr6+va35+/o2fjyTWTaoIMM7Ozqw9gVm+lUrlGluFvWm323r+/Ln29vaUTqd169YtLS8va3FxUUtLS9rc3LSKXi6X0/j4uAVGbgKDAA+MEqh54+PjevXqlQqFwrWE5E0WCbB7Nt1AH+p9sVg0tgz2hcDdFbEBxMGXUMHkHBPkkVCQTCEMUqlUND4+biNXuLcAG17PKWwEGAlUOlwBjXQ6bT5/YmLCEr9A4FLF9/bt21YxRA9AutI9GBsb061bt3RycqKpqSmjWrmsBtRU0QvgjLo9PW9DAZRkFTbuDHaQswNtbDAYWBAKkHF8fGzMJuh9MGgIRPFz2PxkMmlgMWACIA3vmN5CfJIL4nlN/knqseUE6ADZLiUcKjRMMgAZnn1ubs56Bznz2AeXcXZxcaHt7W1Fo1Hdv39fCwsL2tjY0JMnTzQ6Oqq7d+9aXzm9nQDPXtfCwoIODg6utQdJMhCeFhIEbUhA2F+qvC4tO5VK6cGDB9dGM0BNbjabRofFP5H8whBwRdxcEZq3oeJKl0JxxMSI4dFXC1AFEOn3X4ow7e/vq1AoKJfLGSMM3+kWeCgQoLtwenpqZ1G6UgcOh8OanZ3V/Py8gSEkm7AsYKx4TRypiJGcE5MBQOMLoMPCmCNJBsR3ga3BYGD5AUkf/pY5lVRWmV9Jgkkxi3NElR975ZUuzh5CM0bgiDmn9KJSiHj48KHNUEYbpVqtWl9kKpVSIpEwerd03WdGIhHNzMwYSPn8+XMlk0l9+OGHGh8fN7oy7A3iKXz2m+QVniOeyclJSVe9ctIVj35oaMh6rai+0Vjf6XS0v79vyR1BGhQReNQHBwdWGYBaRAKBWqvf77ehrWNjY0adgQONo30blKBcLls/FJeRAMHnu5QMfvz4sZ48eaJSqXStsRvKFAHQxcWFWq2WbQLGylUu5OuazabRxXgeqjsIWlAlgy77NjTHmZkZ691E5Q00fnR0VPl83gxcpVLRkydP9Pz5c6OXSbI9WF5e1o0bN9RsNvX5559bxfejjz7SysqKNjc39ejRI0tYXr58aXtDkDs0NGR0rHa7fc2BeB01wvrjP/5jU0N97733bEDs6uqqWq2WqtWqMpmM/SzEI1wqKkbR7RdyF0aK4I53RumfXlh6Hnq9nvb397W2tqaTkxNzXlTevaxyuWzqXlTMqDS6VDF3vAgG0XVqGAkCHNcQQT0jwCc4IJkgOQRdRvCJBnDUCqk2eF2IJxAw4RTdxMalRkciEbtHVLLpm2aE0P7+vvUDgAaTAFNZBbiQZGCUS0Mk+HbpOZL3UQD5fF7f//73jVaCfeH7kURIV70VjUbDwADUMrENLtWPPSfRmpmZMbr/3t6evvzyS3399deqVquan59XLpezBIE77qKQb/N8rmKvyzopl8vy+XwmPlQoFGzOlJugAKadn5+bQmWv19PU1JQ++OADzc3NmROtVCo2CoAEEUe4tbWlTqejO3fuaGFhwarIbmDBnfCaONJL7arvQQOPRqNGXYPSzrmUZE6dvjLGhmxtbanX65mdKhQKymazisVimpub08XF5dxPKuwEdtxvxieQKLgVeq/sDc4C1Qn63BFbqlarSqVSljgCCLfbbcViMS0sLCidTttd3Nvbs0HsxWJRr169UjAY1A9+8AP1ej2lUikNBgML1MPhsCmlAwC5FUf8Ks//NgEd3wM7BhUY0AJ7Efv1TNBOp6P19XU9ffrUBt/DPIj9erxVMpm0d0aS1Wq1DOlHPIlZlcViUYHA5ZxcaI30qhGoukIaXhYjlEiksPsEzthFnmF3d1fffvutdnd3zT+gCN9qtYwajI+jAMDZZ1FtnpqaMvsD4FAqleyOsq+oz3sFGamOEgRPTEwok8nYqAa/32+zo09PT5XP56+1WbnzaWmPmZqa0qeffqobN24omUwam+bf/Jt/Y2Ow6I2lhYUeZij4bvLV7/eNGuqVASdd+goAh1qtZoA0vo1RFIBY/X5fjUZDBwcHBhyzsAMkjuhMoGzq7g3vlfgQW4M/JAmnmAP10Su40W63lcvljDEEWAr4z88m2Zqbm9PTp0/V6XSsBaPRaJhA4eLiolXwDw4OLPm7d++ePvzwQ0WjUUnSq1evdH5+rnw+r8XFRUUiEdtrl9FE3L6/v69Wq2V5j5d148YNSw6LxaJ2d3eN8YNg1ObmpnZ3d4166/f79fTpU1UqFa2trVnVMpPJaHR01ASCAICIz6g6jo+Pq91um/2p1WrWkoXWgCuE4zLO/jqxP8+JI4eH3gwSq3q9biIEY2NjKhQKRmuEW06We3p6ahzzoaFLhchisaijoyMVCgWtr68bCsxFo9chGo1aX5dbBQCBpUzrUua8LCoxoGAkctKlkykWi9rc3DSqCn8P+uNWrNwGfi4rlSsuON8b+ivBt6RrNBKqTJIs+eK9el1uH+Hx8bHRF6GeuIELSAe0R9DuaDSqjz/+WH/n7/wdm3/33Xff6e7du/qP/+P/WPPz8/qLv/gLG+J8fn6unZ0dJZNJTU9PWwDnVoh4H/R8vU0PpyT9yZ/8iSYnJ63KJMkMLqAEkuQkjy7Pm0XgKslACBAwPid/5yaJgBYgOASPOzs7NjuJXkj62rysYrF4DSUKBoPmsAA9oLHgnAFW3EoMyDM9FJxhn89n43Gi0ahV9SRdo4ej7Or22VFVos+Y++l10QdA1QpHR2JOAEQ1C+CGO4JYwevVN/owoeu6yqkEVCQCADjssUtb4e+lq7mLXtbExITNxER9UboCS6anpw18IYE8OzvTo0ePNDs7q9/7vd9TJBJRLpdTNpu1/jkq6aHQ5eDt27dvm+z+6empyuWynj17phcvXuj4+NjYDPQTkpy7zxyNRj3POqTyiXMqlUoGBAIcdjqXszXp1XQrSIygAKQieHj58qXW19d19+5dm9U7MjJiwg8Eydhuzqd0afdisZglcohJuAqYXpZLxQbkcOmrVFZJIgA5+PkwNOr1ulWf+v2+3b3BYKBSqWTsDlQLCZJbrZYav5adh+6JuBjnFqDHBQXedL0eUHAHmXOH/YaGn0qlVC6XjXKMr6YiSp/gxcWF9vb29PjxYy0tLSmfz1t1/+DgwCp86XTa+nao/lG1xB+5wezbUHFhJVFBhWkEpZuB9fR4r6+v65tvvtHa2poODg6uaTFMTU3pxo0bNqOR4G10dFS1Wk1ra2sqFosmDNNsNrW+vq5gMKj5+Xlls1mrnElXqsavt114WcRZMJ9OT0/tvHQ6HWNhLC8va3x8XKurq6Y4PT4+rkwmo8FgoOfPnxswynOTOLjtH9DlaPkh4A2HwyaW8+2338rn82l5ednuLiKLXs8oDBpEv0ZGRmyOX71eVyKR0NLSkgEoqCyvrq5qZ2fHqo3Yb3oYoYUHg5czdHO5nJ48eWIVOuw0dEHajUjOSeoAeNAeACzysmZnZ61aXCgUzP/j80qlkvWq0689OjpqwDKxCVVlYsdEImF3dn9/34o/yWRSoVBIrVbL+umINYl3YfRATcc+pdNpz+PTAE34GVSG0+m00um02edOp6N0Oq35+XljxSWTSd2/f1/Dw8M6Pj5WPp/X9PS0Njc39eLFC2MYTU1NWaEjELhUxEX8aXJyUtPT0wqHw3bf8SvYbewT/aBeVzgcthmpriAkCR094ZubmxoaGtKdO3c0NjamV69e6dGjR6pUKgZM+Xw+A2tokcLWkAMBJBKDVioVvXz5UvPz85qfn9fw8LDK5bL5HLca7YLnf9XynDhSKqc6AVJH5sxLYgNBGKFwUIaGdkE1ChSIjJvsnoWB9vl8lnET+Lvywp1OxzaCvkCvGxwIXEkBUzUh2apUKjo7OzOkn9JzvV6/JroiyZISej8wMkjUI5LgBob0WyF4QiUWo0c1DDTmbVTIcD7QH4aGLgd0U3VrtVrGxUakYWNjQ4eHh9bYPjs7q9u3b+v999834/TRRx/p7t27+uijjzQYDPTixQtT20UUQpIFsajH0lNJX9DBwYHt6dskHVQxnj9/rv/z//w/TRnv8PDQDDezSN3mYOlqRp/rTKg2uUJCiF+4oADUXIAD6EYEPXt7e1ZJ4YKTwHlZUIEkGS0YFJhkrdfrGars0s2oRJDs8AtBIKp4JI2cQSpvgEWcE2guUEmgp1PBef1OvOlyaTQ4KqiFDM4maSY5camnBA/0p6BaPDExYci5JAvypave0dcFmlguhfP1ZNFrRQ6hAgw3VS9szq1bt1Sr1XR2dmZ39ujoSL/4xS9MEv7OnTtaWlqyat3e3p79HnRycnJSiUTCBFVINujjYMg3lerx8XE1m007K+FwWJOTk8rn8/r666/f+PkI5E9OTkzBltmqyWRSg8FAhUJBGxsbFii/XjGCJubuQTAYNCbE0dGRxsbGFA6HLRkrFouKx+MWgHC/UZS7f/++0um0SqWSnjx5cq1dIJfLedpDgjcCjOHhYTsTJCDMU3PpSCRcjKbw+Xza3t42OiaVwsFgYEmlS0VGCZPZea46qQv4ASS5tE4vC0EtKKuwh/h/zjA2J5vN6vz8XOVy2VoXUCAtFArXki0AjG63q5mZGUvUOPPMY56cnNTw8LBRmjc3N20UDZWXt6WpSpc+uFQqGVUPkA3Bpkqlcg10evLkib744gs1Gg0DvfGXUDcPDg6shQdRuMFgYGyIVCqloaEhG6QuXSZ4+Xze7Kc7uobzD+DsZcH2KpfLGh4eViaTsZ45hPxgNvHsVLQnJye1uLiooaEhPXz4UOvr60qlUmo2m8ZUCgQCNpJqdHRUt2/f1s2bN1WtVvWzn/1MGxsbCoVCun//vmKxmPnlaDRqcz5dZoPXM1ooFOz+8e6g/8diMRNL4f4Tz7n+y/35rVZLP/nJT0y5ORQK6Uc/+pGNLsEvQQ131XBrtZq1iQwNDZntA9RiJqbXxHFpaUlTU1MaGhrS6uqqGo2G+WT8OgkvZ4Tkr9frWTUUEBnl44WFBQNyANGWlpZ09+5dq77duHFD2WxW9+/fVzabNUCM2Acb0OlcjqOZmpryPMkgHo/bZ6OaB+CF8u7x8bHK5bKBGbRq0I95+/ZtY1rt7+9rd3dXh4eH1wChUChkTKPd3V3rJ2aMx8TEhCnMdrtdywWIExOJhIGeXtfe3p5evHihra0tU/EeGxtTv9835V4Yi9PT0/rggw80PDys7e1t61nl89HWAROBAlokErGzDe28Xq9bO1S329X09LTZI9rqiLNJIGHg/bblOXHkgIGCopiIGhVB9tzcnI6Pj/Xs2TOjqFI54HBz6QgwQV0Hg8G1ERaU1/1+v6LRqKkiJpNJy5JR46N65FawvCySDC4/Mya73a7NkanX6zZ/iM0B1XZV7ejRoDeToBSEGjQRsRQqYoxXIMiF2+wGD1S2vKqsPX361KodcKVdZVhJ1vPQ7/eVSCR0fHxsokQk5KOjl4OD19fX7fChYgtCRGmcKoJLJYZWVavVrMrlSkYzo/Btehzz+bx2d3dVKpVUKpXMkIIGHh8fG7UNJ+4ul1cPkkYlCgQHKp+bXA4GA0MWOePdbld7e3t69OiRdnZ2LNCj4kJFzMuanZ01WhXIIU3WvO/R0VElEolripEgz9w3khSq+b1ez5JjkHLOMpUs6apX4+LiwgAWqL0uRYjk+G0SR2wMybd7PqkocQf4WWNjYxZMcib57CRTUN+o1lKBJJEkWXGryXweqkqwBfg9fS1eFkwCEgAXIBkeHlY2m9WNGzfs/FLJ5d+VSiWtrKwom83q9u3bthc4iunpaS0uLmpyclITExNWjYJyDnjkVs5Bjl1BAoAjr4kxiQrB6cnJiY2riMfjlkziRF3amvvv+T3ABAEvLAYAgWAwaIyVfr9v4AkCAJJMmS+RSKjb7ZryqjvKycuCaeJWG6Urpgk2j35mqNQABuzJs2fPVKlUrGrCuZeuxNoIFt3xLwCNjUbDqgKSLMmihYTg3Gu1amVlxc4m/bSIYDR+LS0PODo1NWWUNehzhULBhJvK5bLK5bL1Fl9cXKhYLFqCBvW+3+9bAEql5fT0VKVSSYVCQZVKxQBI7j6Mo7fpNcZWk3gjjlUsFlUoFIwddXFxoXK5rMePH+vZs2caGhpSLpez4e5usuneQ8ABBFcI9Ph+VLxyuZxisdg16ixVVdpxaNvxskhY6AXjbCHchM1HcZt3S0J4+/ZtNZtNPXz40OwdVVoU9efn5y0eQ/yGvuWvvvpKhUJBqVTKZsGSBBwcHBjo6rJ0vCyUSrFZJycnKhQKxtqiP4yYAvvuvkt8AUDAN998o1/+8pc6OzszzQDiWfzr8fGxqaJztxEzJIlyKaHYiLfpcZybm9Py8rJOT0+Vy+X06tUrqyqRbDE7tN/vKxaL2QxNEsbx8XHNzMwok8nYGUun07p3754pV0uXvXjMHR0bG9O9e/fk8/k0MzNjfaKAQhsbG1pdXdXh4aHi8bhu3rxplUAvC2Vtn89ncT82lFEVh4eHVkWLRCK6c+eOOp2Otra2tLOzYyOM6vW6Hj9+rPX1dauwY3Oazab8fr+JObp2hippr9czBlI6nTZ/MzY2Zr2Vb7N+9rOf2Riei4sLpdNpLS4uWnWeuAXAliQXYAMQn1zDja+Irzlrrq/mXrXbbet9nZ2dteIdQAtaLm7rxm9bni3t1taWOS+/369MJqPJyUnlcjnrjxsaGtLs7KwGg8vhoRsbG/aw8MGpXNFMjxN0VeegRUqypHFhYUG3bt3S7OysiT2cnZ1ZlRFZbIytVxogXHQODlW+YrGo/f19ra+vq1arGfpCHwQKhxg/3gMBJ8EuhsUVXMHhQU0FISIYgfblKnnS+O01GNjf31c+n7eqLRL29CjQXwR1jaDMrf75fD41Gg19+eWXKhQKVlHr9/vKZDLKZrMaGhoy6WEqOQQ8vN94PG7V69eFPVwRCa/r3r17Gh4eNiSHdw0tczAYqFKpWI9KLpezirB0JUuMZDggCckTl5U9cxN6N7miWvzll1/qV7/6lWq1miGB9Ia4Cc6brpWVFaOSMPLFHehMUkOzPrRPKr8kwK6RoaJHvyZn1X1ON2EGcWT/AIKgMCGqA2XwbRbvxhVXIfjBwJGwEpS4SQjGD5VUSSbcFQgELNlyUX3OHz/XDWhIpug78vl81+ZYellUcKBptdttS3j4XsPDw1pcXFQikbBA8uLiQpOTk8Z+gPrdaDS0vr5u9+rOnTt68OCBZmZm7BzSS0hlmV+uCBHIvZu0cb+9LNduAXSNj48bgMMYg7m5OWWzWXPy7j0CpHFtKlRJN4AG7MBeUAEnEJQu78yHH36oxcVFQ9kJArwm/SzOIvbLPTvYL+6NJPNHr995/N/h4aHRoQBv6I8mUcR2cu7pfePPx8bGbFwEdgGAxOtaWFgw+w1NeGtry/qnSADD4bAFHYx6CAaD2tvbs3lkVOXc5K7X66larers7MxEL1KplGZmZrS0tGTnvlwuW29vv983Ghn2plqtqtPpvFWP48nJidLptPVxMwtwb29PhUJBo6OXg78bjYa+++47bW1t2d4eHx8rlUoZwwEmCmyFs7MzbW1tGdUVIZ1+v2+VPthE09PTmpubswQWu4Cfh7HjteK4trZmQl8Ae1SY6KWKRqM6PDxUsVjUzs6OxSeAksQcbt8UiSP0xNu3b5tyMwwK2BAHBwfa3983EDYUuhxu/vLlS52dnSkej1uM4RXAGR0dVb1eNyCJBHt4eFitVktPnz612Gt0dFT7+/t69eqVyuWyifERH0gyiqnbbgSAUK1WzR4x3zeRSBioCRiEEAvjSOjfpV3Ha/KPzSSp4g4RG1HhQ1SRfSNZGhkZUTabtd5PbA2ilLFYTPfu3bvm4y8uLke30BfOuaFFa2trS3/xF3+hX/7ylzo9PdX3v/99vf/++8rlcp4VuKme8XuXwTU6OqrFxUWl02mrwk9MTJhQ22Aw0Orqqn7yk58YcIxQngvAdTqX41l4P8vLy5qZmdG9e/e0tLSk8fFxY+KgSIteC8DU29hQ1jfffGPAmHQJeFSrVauooipO3LK2tqadnR19++23qlQqyuVyVunkfQ0GA8s/6PekVYP8CnYW+gLffffdtcIR+gD05bsij79teU4ckdfmIQiwoTZioGjmv3fvnmq1mlWsTk9PNTIyoqOjI6uSQPFBTQwaIBc4GAyaBP2HH36oO3fuKJ1OG10AtAylPBAWAkMvq1QqqdfrGcWGCtj6+rqVjUELcWoke6D3UPUQKDk8PDTqIP2D7qwnKiII3hwdHZlhI/htt9sqFApmQKgIeXWWoJ8Ezq6i5MnJiSXg4+PjpiIHPRB0lWRgY2ND5XLZngm6HNLUOHkMFsFPq9VSLpfT/Py8ut2uvUMuppvMvM1lnZycNIq0m4zSm4vYQrlcNiO5tLRkn5Gf6SqfSldVNxJtHGjj14q0VFSZc3pwcKCnT59agzNBSCAQ0OHh4bUGdC/r/PzcRKpIiKGJAsRIV33BJL/FYtGQLbcCQcWXe+j2c+KcCAY5OyQ+rghKIBAwB83Xucm012d0+8UkWcAGKAMgQ8WARD8YDBr6SwUBKvn5+bkymYztERVTvocrVU/PjFsJY+wASQ3v923ocjhHt5cSJgJAjUsbRrAIwKjZbNozuyqtqVRK8/Pzmp6etiStXC5bvzIVR/aHoJtn4XkJMLrdrlZXVz3T/iX9JZtCVSeRSOiDDz6wc8SoHHwLQbjbouD2t3JvqJgAyJH80gpBVZDnLRaLWltbM+oe+/A2SYebOLq0b34m46ZcQReCZ/rL/X6/zRSTZGg9QAVAQiQSsbvminq5lSy+N8EJSRDiWF7vYavVUrfbtdl/CwsLds5pMRkaGtLLly81GAw0NzdnI1QAp9i3UChkiS/vmzsEOwIaFfTqi4sLlUolm2dK0OqCmuFw2Bgub+MrEBajv4rKPv24+Xxe8Xhce3t7Wl9fNwqq2wvEZwFMw4/gcwBdYPfQd+sGkXt7ezo4OLC73m63Va/XrY+MuMJrVfWbb74xgBG6mnTZJ7+xsWEVeHqpEG/Dp+/t7Zl/9vl8JlQFw8sVt/H7/aZrwZ2dmpqyhMTn89n4k0ajoY2NDbM7fB+viWM8HjfWBs9Je0Wz2TS/Sz90rVbTq1evDDySZL4Phpp7ZhEMYh4eYBCMKfQd3CQRVWcE+IgJer1LpeDnz597ekbEXIgPqRLRL5vJZKz/ze3Jcxlbro4DGgT9fl/xeNzUjGE3AOJhQ4mjADy2trb0q1/9Sp999pm2traUyWRstjAghJfFneb3bhI5NDRkyTntayMjI/bM0Ku//vprbWxsmK39q84RFPjbt2/rk08+0e3btzU6Omo+Et9EQgcID1jsFrO8LlrDABopoh0dHWl7e1tnZ2emSbC2tqaf/OQnev78uYGNtJwg3AVDk1aPYrFoSunELVDVaVF59eqVtU5kMhn1ej0TfKIS+SZztz0njsVi0Qw0gSLN8ZlMRtPT01blYe6W62wIvkEEKAPz9wilUE3w+XyKRqO6d++efvzjH+ujjz5SPB5XtVrV7u6uHSYS12azqVevXpkx8hqUM6xXulJrK5VKWl9fV7lcNvU4qCxsGtx3jBABDvRL6QohouLq8pQJ4rncKPARFIBW9Xo9m8v2NtQcgk9EhKCkkvS6PXtQKtPptBYWFq5VfzFIqArm8/lr3x9DRdUJxIN3OjY2pnQ6bZSV1/sFMR5vI3jABaeH1EX8R0dHtbCwoGg0atTjwWDwl+io7v67+wTaD43ArTjTUwvP/unTpyZCgqDT2NiYcfP5GV4DnpcvXyqVShkSSQJFogttFsPrUroIZHH69Cy5xpCAlSTq/PzcAlMSSn65tGzoDq/P0XybhcqvK3tOgE5QRqUJow41jwXwBNLuAjnQ+qTLMxYOh40u5tLBAchIZHlOSddQaa8BD//GpQDzXPzsXu9yNlm73bb+CpfKg9gCiePi4qJVgKhsYxdJAlzKDcFpvV43iXJGtZD4oLr45MkTffjhh2/8fCQGrVZLxWLREkfk2qFOIWZBLyOVc3qQqMYGg0EDGiUZBYkkDfAOiXbAIir/hULBzk6tVlOz2bxWyX6bc+r+O9c2Yh/oZ6Tq6c5fDAaD5jtoFZBkFDcqvwQA3APAG+47d3h0dNRAI/wPsx+h6HulkD169Mj8QDabVTgc1o0bN67Rx7vdrra3t6/9GYkmfUGcMUaxYE9JGqmQuFURqnF7e3va2trS7u6uGr+eBcndmJiY0NTUlPL5/LUqn5fFeJCzszOFQiGrBABiuFoDgcDlLMZsNms0aGw+NorP4FKuCeTZY1gB7pmgfwmaervdNqEh/DBBrJe1urpq52F0dFTlclmpVEq1Wk3ValXZbFapVEqrq6vWg0+vJv3V+LZut2v+kmeIRCI6PT3V9va2CdFBOXTf32AwsK/3+/0mDkJVGcDf6yK5A2jjvnAPOYuxWMzGifHnbiWeGOH13nVYQXytG6/R68hMPABEwCQSHHecztDQkOfEUbqas00SenBwoN3dXfMFsV/PVOYs4v/5nAArxOr4eESceGc8hysKSQxwfHysg4MD/epXv9Kf//mfq1QqSZK1BcCU8DK2iUXM58Z7fB5AbmI6fEEymdT3vvc9jY2NKR6P69mzZzbjHRVg2o0ocM3Pz+v+/fu6d++eHjx4oEQiofX1dX399dfqdDq6efOm7RnvhfmRfAavFWPpci61yzZEBb/dbmt9fV0bGxtaXFzUj3/8Y2UyGW1vb5ttcltwksmkAoGAqtWqSqWSAVnEgICtrvI98V4sFlM0GjXfwWei8Far1TQzM/NGd9Fz5uHSSyirUoWJ/XrIeqdzOeNuZWVFs7Oz+vjjj02taX9/35wIQZNbFRweHrZLkMvllE6nDe28f/++Dcs9OjqykR8Ya9dJk1V7pXZIV/1VJLf06HS7Xeupubi4ULVaVSgUMv4xKCR9LQRPBJsEZciXcyFwLAQ5btUWtIm+GKqVb9P7x/5xydknfibiGAQnUNbi8bju37+vfD5vyQhUnU6nc214NQE2ARL7t7e3ZzQB9pf+Dp4bZ0vC8rYBHU4EEQoCMEk2wJgZpM1m0zjyPp9Pk5OTBhxwlgi40+m09V6SpPCu3P7QWq2mb7/9Vmtra+p0Oor9ejg0Ykaol74edL7pgv4FTWhqakqTk5PWj8udxAniCAnSCODYY941jo0E0O/3q9FoWMLNM4PIQt3EELlBLoEs1C2v6/z8aki8e2bpH6Ky41K9CeaQCIf+NBgMTKmNKvHFxYWi0aj1gU5MTCiZTJqDIMlgb0iGXal1VDvdge5ellupdYMfApRer2eDnul/AtxBCKXZbCqdTmt6etpAEhB2GA4g1RMTE5qdnbWeMcYD8AxU8UBDARpASb0sghacP7Qhni8Sidj77Pf7lhjxXl1qPMCjayMAGNlbl1mAP4C2hh2hVwS7yh2B4eF14cyprpMkuNRSWhioEELhHh8fVzqdNv/gMgVc0Az/wL1yRbr4f7efv1KpWHBL8INN8DpfDao/Z5D+YO6AWxk/PDzUq1evdHFxoenpaSWTSaVSKVNlhJrJfcTnkGAAyoVCIVO83d/ft8oKlE5JxlqBUjY3N2dtMt98842nZ3Tn6gaDQZ2cnJiATzqdNtXIbDarDz74wPq5pSvKGP7eBew4n+yrS192RW/4HvgXxJ6oolEtwDZ7DVqPjo6USqWsV2t/f99oxDC08BuocAP+wWySLlk8fAbuqiQD19hDgAzO6eugH204sHRod+Csvk3l3403sN3M4iN5JVm6c+eOjTLAxgJmkVhxrvETbouGSz/HfuEXXWYSAAfn6m2ei1UsFi1+nJmZ0Y0bN+TzXSpr7u3tXbOVsBGIxSRZ5RG7StuNW/nH9gAa8I6IIYhrHj16pM8//9ySRlS9KW7wGbwsFyx1k/lAIGCzaqVLKq7L4BsMBspms/r44481Pz+vnZ0dUyWuVqvW08jzxONxzc3NaX5+3vz+1taWPvvsM33++efW07+ysmI2lTOPD+K9eV3ce6iwU1NTymazKhaLpgY/NzenO3fu2PzTH/zgB/b1vV7PWBnEMY1fzy3lTmJXib9g3HAXAHQQvcpkMhoZGVGr1VKhUFC5XLaC1b/1xPHWrVumQoajxDHT+4bUbbPZ1OnpqWZmZvT9739f8/PzpngJvYSqEH1kGKGpqSk9ePBAy8vLNraDKhmjPl6f8YiyIpcVRHJjY+ONn4+gHlqC3+83548jgGNNAsLLxmiB2mBc3Y0EHXd7qNyDyEUdGRkxAR4oa24DN7LrbuXkTRb0Xt4zwiDZbNbENkgMXeO4srKi+fl5C/zOzs60t7dn6n1cROi3JBf0rXQ6HaM0MPuLACcSiRiQQG8FBv1tDC7zr3BaXCioGMj2s3eVSkWrq6tqt9u6ceOGpqamFA6Hr/XAoeQVCoWsyjM1NWXgBNWVnZ0dPX/+XE+fPlW3e6liRSWLfytdORe3j/BNF0qAvV5P6XRafv/l8GEqUK9TK+jlSCaTmpycNIodydfw8LAhYa46FwwAKgmo17lVZYJX7gkOgDmV3G+viwSbxTuil4VnCgaD1l/EgqoO0h0IBMzAMsAZ1T1m5BHwuCCOq1oH7Zfvy2fis3hNrAhQXPov39PtK5V0zRagJsl7R9E6m81qbm7OgnEYCScnJwoELmfMjY6OmtjD1taWId+wGnBEIL8uVfJtFEf53gsLCxYoEiyi/AlCznskyMYWcLbcih57zC/OOGAY7AW+H7YuEoloaWnJlJ4JdBh35DX5ZxC3G/Rg45vNpjERsP84ZDd5QODMraxzL93P455D7iLBOTQ7+q5AkPv9viHUJJheViKRsDvYaDRs8Pnk5KQmJyftmaPRqLrdro034N9Eo1Hzcclk0nQBsMnYEno8eW+uAiuiDoeHh9cSy5cvX6rdbptCIC0IXheMC4LodrttNgY/iKI5dET2id+jY+D2iLvxgtujS2sDVQGqtoiYUEEikabv0u/3G0DtZcFSSCQSikaj2tvb0/7+vrU75PN565O/c+eOJFnfG2eGWMBt3YDGjuKjq+zrtt6QNBLoItAlyUYwAP7wb70s7gj7IF35VmwGrK+hoSHNz89bv5x0aUdQcoetQesVn5X2nNdBUBJkVxTOrXpzXvksbnuIl1WpVKxFgpat8fFxU4rd39+/VrDAV1Bx4rOQ0NG3j59zGUScU+I+4rBGo6FHjx7p5z//uXZ3dzUxMaGVlRUtLS0pnU5raWnJ7ofX5WotEKth6wDViJ/6/b7W1tbMdzDaZmVlRSsrKwYWAgZIV8xIEshAIKDj42Ntb2/ryy+/1E9/+lNT+s1kMrp9+7YpPb+NX/hNa3d313xUPB43YA/7jbgoMcfMzIx+93d/16r9xB+0prg+Q7oaf0Vi6/aKchf5M84lsTxJJwnmmyzPieM//If/0IJBHJwk491ubm5aAz30xHv37unu3btaXl62QcfQhVD7oqEaxCOZTGphYcHmjPX7fe3s7Gh3d1evXr2yvhmqDfQv8VL5TJOTk54Sx5/+9KfXXjbfh0oG/U0IYuRyOat8SLLfkyi6CQKGkc9KgOhSRKWrywPq7/b+dTodVatVbWxsmMH3shqNhnZ2dqzCwmgG5tzQg0DgTuAFjdOtVtB3wiBgBFh4VnpZcaTZbNZ42oFAQKlUys4REsNUTEhY3ka4YnZ2Vmtra1ZdY1E9Pjg4UDabVTab1czMjILBoEqlkp49e2YzrWZnZy3YxnC9//77ymazNn+NgdDM2iuXy3ZGUUCDngr6w366fR9encne3p4l1T6fT4VCwc4fTdEIFYBW9Xo9Q9RisZjRpV+vEEKbc3vDqDKwp/S/YsypLFJB5mf0ej3j4XtdVCcIrnDMbuUf5BS1PKowkq49N46Q6j22YzAYmDH+TdRowCeCNZdCTRJE4O+VEo8joPpEggaVGbSegIDPgeIrjpY+ayrCKysrVhEiSB0MBkqlUgYknJ6eWiN9KBQyu1wul9VoNFSpVCz5zmazlhh4Wdzl8fFxzc7O2l3n5x8eHpoYAbL1UDdxplS+cWxu5Rn7+bp4EeIbVIPj8bgBVwBw9M9RPcLOeV0uuEhCTNUWgAKRs2g0atUrUHXsejAYvMaQISgnwSD5IPDkPpB0uXaSewg1udfr2fxkr4nj4uKitZWUSiVTPKcCDViKXgGsjp2dHQPXqP4nk0kLZAEFAAxIeGu1miqViiqViknpVyoVbWxsqNVqaXJy8tq4CmiCW1tb6nQ615gfb7omJiZUrVZ1dHR0DZihcl2pVNRqtQwwooLo9l/zHiT9JXvOngEuEthT3aIaL12N6MFuAqYcHx9bIuDV39PHxM9Cyfi9997TRx99pNnZWR0dHSkcDuvBgwfWm8ccUXdmIYE3CTXK6lT36W2j2k4y6PaNh0Ihu6PEIKhS8++8LO4fZxsgmrvB50eUhp8D2EhyAJsBXwJYBbD1OiPAZVMQ57FXUFY5MxQLAEa8rmg0qmg0alVS2ipo18K/uoAfYkwk/pwBF9AgqSfB4n6SyOGDWq2Wnjx5os8//1zb29tKJBL6+OOP9eMf/1jLy8sWVxCre03+patkFh8Lo4n4hO+bz+etxxSBQJf1BovIBeO5rwAI+/v72tnZ0c7OjgqFgoF8qHUTy8KKo4BAj/3bVBw5/xSVsN/0ygaDl6rgX331lUZHR61ayv2B7gyDhuIKfsFNFN2+e94t5wJ/QJEBm0ORB7bdX7eHnhPHf//f//clyQ4d/SQ+36VyDyMqCoWC9vf37cORZM7Ozmpubk4LCwvXHP7r6ByOFW730dGRNShLsmGXJLH0erkUQpA2L+tnP/uZBcwEMPDCUSwCjSHJoYeERA+ngrNw0WI2kllyvBeQBrehlcDGNW5QYo6OjrS1teWZYsXP8/v9NsZhMBiYGioKZ+wxaBmXeTAY6OjoSKurq3r27JlOT08VCoW0vb2tcDhs75/kAooMqApBqM93KfFMMIwghps8UtHxujKZjDVq01fJe0c1ttVq2TDUmZkZbW1taXNzU8fHx3r16pWOj49tNhV0ZOjTLh10fX3dlH0ZpNvtdpXNZhUKhawK7lblSH6k6xWmN10IldB8T4DFbL5kMqmbN2/qxo0bljBA76YS4aKLOD8qE6BPVEtIbECcCQQTiYQlaOwxBoh+IQJ2rwunhUPGKRJ0kmjxZwRoOJ6RkZFrKsT8O5wnVVecJHbIRfGopoTDYbNBoOMuHc1NWN90uSgoiZ77X+45ySk0Y/c+kUwza252dtaGqSND32q1bAwFAhnsOcOaFxcXdevWLaXTaVPMbLfbViVKJpPq9XqmTPsmy6X5kECQYJ2enioWi6lUKmlnZ8eARGw79Lnh4eFratw4PoIFaEyc53g8rsnJSQN0Op2OpqenbTzP2tqajo6OTJ0T4ARxJK8BT7VatWCz1WpZEO0GmIiKIfgCMMPPo0ofi8U0OTlpKsjIzGNfCQIBDbjTLpU8Go0qnU4rk8mY+A5jA+iV87KWlpY0NDSkQqFgM++oxO/t7VlwVy6XFYvFlM/nFQwGtb+/b2NkoFEzjoXkzqVCI8jByA7ua7PZtCDv/Pzc6MUk4mNjYybGgUjbp59+6ukZSSRcShjAA2OMJNkdd4Mwl5JJgEscI10FX8Q13AlsrwsQuxoD0FNJCEi8oJp5WWNjY2o2m9eqmb1ez5hAR0dH2tzcNHaMWzXnbPOz3TYNQBASxv39fTuLAAu8S8DTUChkIyEAUAAjiSe9LnzpYDCwntp8Pq9ms2nJQr/fV7VaVbFYNB/otgSwZ4C7gCLsMf7ZjenYXwJ1EkkqkNhxng+BNsAxL4vYlsIBdxFgAaojICt7CEjhJhY8L4wFzqXrB6WrZAtl2s8++0w7Ozuam5vT7/zO7+j3f//3defOHQMZRkZGDGjxKkiJj3ep3W6bDb622+1eA6WZWXtwcKBisWhCUtCm3aSefvN6vW5JI3EF7whb1Gq1TBSOdiyUn+nnfJs9xGczN5KkXrr0l+Vy+dooMPwI+8i9clsi3NiIO/R6y4MkexcUL9wqM4DU/Py8jT/661rhPCeOqLZxsAhcMfrDw8OGQoC+DAYDbW5u6vT0VLVaTUtLS5qbmzOhg9+0eBGbm5va2NhQs9m0wPX27duSLo3G7u6u0dB4gcPDw0qlUlpaWvLcqAttb2RkxBrhQVUxjDSQYzAIdEZHR412Ql9cPB43igkVR9e4UrngcktXSpl8Hp4rEolocnJS09PTdlG9GiIGqGaz2WsjKChfvz6vkM9MQuwmry496ujoyHo0pEsaiksDlHRNXAVHDL3HNRj/3yhXSTLHGI1GrWcKtJSL0+l0lEwm9eDBAwWDQd29e1e1Wk27u7taX183QQcqSlB+3H4NaFUnJycmvuL2FRweHurw8FAjIyMmSMK/c/vivFYCDg4OrlWMA4GA/SyXXsWsRj5LqVSyyg60REm23y5FkgDHpXgQBENldenTCDlxjiQZgPA2FBbmSiE+BLiQTCaVTCbt/kFV8fv9VmGj8nRxcWHBF4k7iTPnjLuG/cDxY384u9BeAXxgR0CJ8Zr8u/0y0hUqKF2p/LGXfH4EnEh0eO/SlYBBt9u1Xi3Er9zqJftLgMT3npiYsH7cbDZrvWrpdFr5fF6RSMRT4si7la5EDvgcVDMRraHvKh6Pq1arWQ8vZ8xVqh4MBkaPm5yc1Pj4uFU6XCEFGCHYJJLJQCBgyZpLMc7lctrZ2fG0h/i8g4MDE2WAgkjSPTk5aewGgm0SnuHhYTvfbtU/EolYoIEvQlX36OhIBwcHqlQq2t/fN/vj9/tNFCmfzxs9fnh42CrsXqs5c3Nz6vcvxZW414BvIPFULvB5VBp5HmwJ859R+z08PNT6+vo1MIZkif8eHh7akHU3+aJdBAQfDYK38RlQ+6n8UXHDJuIfqSK7vWsE6q6IkUsBdFskuOduRdINjLEFxAGcVRhYfAavewj1nLswPDxsGhVffPGFVVsXFhZsJEGpVNL5+fm13nVJBopAbSexxAbSggNYTr/ozs6OpqamdPv2bSUSiWsgEmeHGM4r0E+fNj6eEWpQ9KempjQ3N6dOp6Nnz57p0aNH2tvbs5+N7gLquS4jAHsqXbHO2Ffo5iTYriBgJpOxCjv/FuDRa5+xdDk7HTDQ57ucIbm1taX9/X1j5mAj6f+tVCq2f8wjdFWZOVcA4hQ13PYzCgSfffaZVldXlUgk9Pf+3t/TP/pH/0iTk5Pa3t7Wy5cv9f777ysUCunFixf6/PPPPTOoKpWKFX/Yf/p6SQAlXWNbYGukq9nLzLEE2AEMIHGkl79arapWq13z9RQp6vW6VldX7WcDyk1OTl6blet1EQvl83nNzc3ZTMxcLqf33nvP9gbbB7Ds2hT8H7/w4W7i6Io7uYxGYlPa6xYXFzU9PW3PTytHMHipSA+d/K9anhNHDj8Gr9FoaG9vT7u7u7q4uDBlVao6rsLb0dGRXr16ZVUXt3rj9q5wWSmjEziGw2HrKzs/P1epVLKAC1rAyMiI4vG4bty4oeXlZWUyGU/Pl8/nNT4+rmg0qps3b2p5eVk+n08bGxt69eqVVZfcPkAocCR5vV7PlDOhkyJugfIXCoNUZFwEzO15clH6kZERo30xR8krujM6OmooUa/Xs6ALKWd+Ng7a7UGicgynHSoWvQGU36VLhCWbzVov6PHx8bVEiSDg9Z4kfs7FxYVRer2uRqNhyR7osaRrQhKSlEqlDOQASS2VSvrlL3+pp0+fqlarGRp+eHhoVCMou8z2BO3nHYIIYthAqqCCuMI/LhXjTRdUCs46ewlfPZFI2JB7AjxUuA4ODtRoNCxxdRMQlyoNYomwD2IX0EHc6oeLspKguVWQt0GSUdbs9/uG/o2Pj9tsOqoDUFDdXhyU0AA2UGiFkkjC4FYnCYpxIm6/IwGl24cGEwFn5PWcuoEH9951uKDbLjWOP5dkd4XPDl0WhT8Cec6+229EsEPlrVAoKJvNGnqPKMbU1JSp92azWf3Zn/2Zp+dzHbKbKOPcms2mtra2VKvVdPfuXaMNlkolq2oAxCH8Q+IIiBEMBlWr1XR6empq09A+ofUBJszMzFhASAWT3vq5uTnPiSPo9fb2tilxBgIBY1bQE8tncBNcPiMVyP9Pe2cfX/dV3/f3lWTLiiTrwXp0bMuyrdhO7DTBydo4pIGSlLA+8NB0Y1tXYCvtdthYobxedECytIzX4NVmg4adtlAeBqUrKRTYBmQhZCGkoYmLceIQy3KkSLEdXT3biWxZftwf5/c5OpIlWb8bSb735nxeL79uIv3u1Tn3PHyfPt/vV04NReNk2MpJoD2bzWbZv38/XV1d9PT0+OIKMtTVe+2GG25g165dvppzyHJYKJqamjxNUhEjKZ6VlZXTPk9jU3sLFdIpLS31DcNVAEZOz56eHkZGRnwxErGTRFkVbVPyUtF23TvhXlZEPi1UqVJ3c2VlJR0dHV6uKTKt9ZUMVMVGOdYUeZRsA6YZGWE0R9Ef/bf+iZKuyEnIetKdeimFbiaOHTvm1y48MwMDA/T09PiiRw0NDT5frrOzk7GxMVavXu2dRpLHcmBL2VdD8nBdNK+XX37ZGzfnz5+nvb3df+eSCXIynD8/1Xs4DZRXe/78+Wm9DqU8NzU1sXPnTgDfwkqRNN2dra2tvnVR6ADUHa2xSr6F0XLJ0SuuuMKf59ra2mk54boH9d9psWfPHu9cUlFItYeTDAgN+bBYnM6qajaIyab8QeUXK41B+1ApOI8//jhPPPEEmUyGm266iTvuuIOdO3eSzWZ5/PHHGRkZ8fmO+/bt41vf+pZ36i0UTzzxBOPj454xIke3UklCBqGYKHLk6H6Us1RU4zDqFub4Xbhwgerqai9bM5kMjY2NbN26lcnJSWpqajh27BidnZ3+7FZVVTE4OOjZN/MFvOaCbB1VO9fdqarQp0+f9k5TyczQqSSjb+b+CR1Tej50eEh2yMFTm7RJ3LJlCzt37mTNmjUA3sZQ7ZRLtVRJbTiG/G/lpsg73N7ezqZNm3ySZ1iVUsJA3pCRkRG/cDMLI5w9e5b6+nq2bdtGQ0MD27Zt4/Tp074y1sDAANlslqNHj9Lf3+8LL6xatco3tpSHIG356uPHj/tLYWhoyCswZWVlNDQ0+DwPUaPUP23NmjU+uibDWJHPkG+uTR165cIqs/Jk6vuVsFKVVkUSVBkzbbI84GmLEsSipuiCC70W8jyGQk+Kj/62jFFFgZRjJ+qrvCbiVosqIi+YxiMFXMn0MnrSQsVDVq9eTW1t7bQIrzz4wDShL++1Il1btmzhpZde4siRIzz77LP09vZy5swZT9uUV/jMmTM+cV29KzUHVfJau3YtDQ0NvlhJaITr4k+DyspKWlpa2LBhA+vXr5+WIyLPbWlpqW9RoAiBnBQyakXvkeEngXHixAkymYwvLqUqZKJthpEweeVF2dZ3GXrYc8lTzWaz3pN45swZGhoaaGtr8xevPGTKc5QBq+q+UsDr6+s5f/48Y2NjjIyMTFNwQuVTORKnT7uG4qWlpbS0tFBTU+O/MymSUhD13jDSvFDo7+s+EKUTphwccn5o/ZSrJmGvthaiMCm6OvNcDQwMeE9myCAQnbGrq4v6+nqv5Kspd0NDgzeA0q5hmHMRUmxklMuRontGlR31TFNTEy0tLZ5afurUKb/WchgqwqaIg2i9tbW1PpdaZ3FmnpLWQEq9cjvSQDnT6smraJSKGcm46u7unpazqLNRUVHB9ddfz8033+zppfKqS0GQ4a/z29nZyd69e31hDFHyBI1H0aFdu3b5ZuQh9XIhEENC1ZvVokUOJykoWuuZ+1B5iKJVSSmUjJdTQCkpkoMyRuTMk+EDU5VsRS3TM6LOp0XYCuzcuXO+AImiDWonI4aGWsSomrso/HK+hTm3YeRRkRztuZDhoVzAhoYGqqur/bmTAaCcJUXU0+DkyZO+ebvO/+TkpG9tsm7dOtra2igrK6O7u5sjR47wwgsvePbYwMCAV8rlMNd5FqUtVNQFUZrV37m6uppsNsumTZt8EaOSkhLvlJKTOK0sVD9t3Xm6T1SVXusLU4WCpL+qgmZ7ezurVq1iaGiIw4cPc/LkSU8vr6mp8ZRvRfXFopMMV1EaOS+qq6v9HKXQy7DMpdCKemdeuHCBI0eO8Nxzz/kCRzDF5BJVVOsi9ol0MskR3TPKtZNzVA77kpISJiYm6Orq4qc//SmZTIbdu3dzyy23UF9fT2dnJ08++SR79+6lvLycF154gQsXLkyTM2kMxwceeGCa8a1zonxARfSlZ2mPhA5AwNei0B6dSb8V5LwEJ6eam5vZvHmz1yF07uTMU+2Kuro6tmzZwpYtW1Kv4dVXX82KFSs8Y3F8fNyndsmBIRksm2BkZGRa32WNPcyxlSyXbqJ7NYyUS6eX81RF3ZSOoucUyV2InEhtOMoQkMc49PapsbaUBFVBUvheZaaz2ayn9ijPQ4JOBqeiJmFT7xMnTniPWE9Pj28ILCVeinl9fb3PN0lLIROlRnz0/v5+GhsbvQe1srLSL2RzczNXXXUV69ev91RV0XPk4ZVSLWVT3hEp6idPnvTUI+W6KBF6YGCA0dFRT1mSEFMukEqdp+kLpCIuEibySom2KMEe8riVd6gooQrMqDplY2Ojj0xmMhlfIl1J6hL6qoSbyWR830fRbUMjMVSo064f4PedIr2q9CrjVFEwHaAw7F9eXs66deu8AdnX1+fXc2JiYlrzeHmI1cZBuaiqONzc3Ex7ezsbNmygqqqKc+fOeYM/bA6eln7U3NzMtddey44dO/xny2h7+eWX/V7UnFWxUAaKPFcS9iUlJb4qnvr5qDfg+vXrWb9+vRfCYREDRR+k3EkI6TzLG5uLl/Wxxx7zysCqVat8CWkJQFFnleslAaKk8VA4VlZWeqMrzJ2QR1nj1Dy090PHg+4m0XoymYyP9ED6liowFXnXPtc5kfCSV1hCfbY2PDqvol9LOEmxGx4epq+vzxeyEjPjxRdf9AaHFA0VcpDXVk4z5RunQRglDfOIFOEW3bCiosJHDCTwlL+7detWysrKphVyUpU5VafTvlVUsaqqirVr11JbW+vvYO11GSmhd1brmrZpdThPrX1ZWZmPOEheTE5O0t3dTWdnJ/39/Z46WFZW5iOiykOuq6vz37M+S+1KdOd2dnbS2dnpe9+G+07KxNmzZ+nt7fWe+ptuuskXPUsD0YuVf3n69GnfDF5ReM1f+1WO4NHRUU9RFitAz6saupwHOpOKIqjIlhgA4R6XklVVVeWdqqGhnhbKgx8bG/PKakmJq1JdXl7umTI9PT2cOHGCwcFBz7BSNDbMFQv3uNZS32MYjdT3ouhVSP9U+4/Kykp/7uUkziWXWo4IpdpIbm/YsIFbbrmFtrY29u/fz549e3wET39XtFadpdBpeKm9I+q1HICKUoqqKnkrhpeYOGkQ5lPKKa0okZx8ghR26YVVVVX+DPb19bF//34OHDjg026uvvpq1q1bdxEFu7S01BuHSrnRusuBqnXS3aqIWVqGGDhH8fDwMEePHqWnp4e+vj7/OZJxoXEvx43yj1VIRiyT8fFxX4NCBaGGhoZ8ayY5NSYnJ1m9ejU7duzgtttuo6Ojg+HhYfbs2cPTTz8NOIaeDKuBgQFf5TgNDh065L9DMZ1kMIpWK+M4bAUkx6S+d92XkjcwJZclZ2fbY9JdYKqwk+yWkpISn2s9OjrqnelpId1QOcPSUxRAkZ4iO2BkZITe3l5flEyMPI1L85fzIHQyzQXpFUpzqKqq4syZM15/V30KBfrmQ2rDUZ5ZXYbV1dU+T0NRwLGxMR/B0UUcUjl0sLToMFV6XheWPM1PPvmkb+ipHi5q5yEee5gjphB3TU2N30hpIAVFxpI8SbqAwv5VwDRam6I3oSEiL06YwxTmSEjBC3MIlXSvqMr58+d9xEO03DVr1vgcpEcffXTB8xPfe3h4eFroPux3pvUIvTZSzDOZDIODgzzzzDN0d3d7T6HyYEQRk8Ijj9z4+DidnZ0cO3aMVatWsW3bNu99CWleErgrVrgqtrl46LReYVQ0pO2Jsjc6OuqjS6FSFSrJVVVVvr9lWJlQhmNLS4svSR1SVLW+GoMuM+XphpSXtIZjR0cHu3btYseOHdTX11NeXk5jYyMbN270a6j8EtE5QlpNWARH+7e6uprGxkZOnjzp6VEqnqLLW2cgLPAQ0rWk5Om8njp1ygvZtNi7d6+nl15xxRXegykFQwasxhN6FyUcdP9I8Id9qeTFDythqhJuS0uLFyBydEggAV4pUFRXTqu0mM1JI2hPhtFMKZoaj6jhOi9SxrS/pYh3d3dz8OBBJiYm/PehvDc1Xa+trfXrGUY0dUeHUa008wv/hT+DKUNHe0b3kYw5RYzl9dddIGqhvh8xGELqt7zWusdlmCrio+flVe7q6ko9vzAnVTJAd7Yq1Gl/6J5UhKytrY1NmzZRU1PDM888w+nTp3nNa15DXV2dj5xUVVXR2NjoZaLyQdUGIVwTRfbDPNIXX3yRnp4etm/f7qNKaaDnKyoqfFVcOfcUaVIOeWlpqT8jkns6L5IbYtnovbqH5O2WA0zRvPAeliyRISvZIHmyUINmJkSpVBGz4eFh/7dEX1Tv5omJCV588UXfi1pyPiyCp+9Nuo6UPN2fYkPMzGvXHSTlX3qSoj/aN2kNx5qaGk+v09rorgN8ZfGuri5vFEtWlZSU+GhbOE7pVZKzYYRVZ0vVLScnJ+nv7/esJjlOVLGyv7/f37vqvZsG9fX1vihc6BDUOoROS933ckw1NTX5PL4DBw54ZsDZs2d95fiWlhaampq8c2d0dNSfgdbWVu8Q1tqHDjMxgOTgCHPa00CdAZR/qsqsmUzGV/pXOpD2jox9fZ+6z/XexsZGnyM+ODhIf38/2WyWY8eO+aJW27dv58Ybb2TXrl20tbVx4cIF+vv7fe2HdevWUV9fz3PPPcfBgwcpKyvzrEMZlguBnLHS5WcW7lH0VHe1zpscunrPzIqgOpO6p6QD6iyFLK0wVUyQHAqNdLGM0mLfvn1MTk5SX19PW1ubr/yq/GM5iMMiN3IGz7zrxVgI2Xii8EqmiRElPQzwnyV7Y2JigsHBQV/vo6mpyesWl9LZUms7CtmLlqMv//nnn2fPnj089dRTZLNZ75GUp0BeQVVFEo9fF6qEvRTybDZLT08Pvb299PX1+YtaiymaAEwZYoDP8Wlvb/e5fGkhY0fjloKiCzUs6Xz8+HGOHTvmlTdVGlNJ9JAWF/LcQ4qkFO1w0SVsdRjE25ey1draSmtra2qqqpTQkZERn1MjZRGmN5+WwBPVSEpXNpvlwIEDHD582BudQ0NDPt9OFC5RwFTAQBWwjhw54pO3pdArehUaIRJCaSGlQx5vCWlRHORMmJiY8BX8FE3T3w2prTKGFcLXfmtoaPB5koq2qdS/jJ3GxkZPn5DRVlNT4w0SJainwfbt29m2bRsbN270e0gFNzT+w4cPe8GhAgQyIpU3JKNDEUqVm5fnKWydIiVIwk/fbVjwCKZTyeRcSqsMAJ5eeubMGY4fP05fXx/ZbNb3IZRxExofolFL8Ego6OdScsOKdKJ5yICXUjM5OcnIyAinTp2a1qQ8pCOGFdbSUqrlbQwVDik8ch5J2MmICpVT5Z2Fa6NoTlgoQeW2pVSAu8NV4EsKu6Id+pyxsTGOHj3Kxo0bPb0t7fqFzIGQthrmOcpzqmiqfjc0NERfX583FkTRV+l0sSQmJyc9VVXfq3qvAT6PUXdrGHEU5LxLG1UNqe5qjyMartINxMi58sorPZW9oqKCbdu20dHR4fM8S0tdA+jm5ma/HxSxUQEy3T+SaWHujv6u9qrmeOLECUZGRjw1Kg1Cj//q1at9WxNF+aXghI3SdafpPMqgFc1SckTQ+RXFr66uzrfpCiPnisTJ8SbmTxjJy8VwHB0d9VEqMUvGxsY8DbapqcmPV4VHwlZIulfkNJBjJpPJ+DYKMmB0V4byXfpMWIRHd5SKAimiJPmYBspPD9kMUsClu0j2Ar7fofJ0pdTqDMuhqGJPmoPOue7U1atXU11dzcjICGNjY9O+797eXurq6qbJdzlY08p7Odb1Psk73X0zIWeUmDpdXV3s2bOH3t5enz+qlI3u7m4GBwfZunUrdXV13iALqcVyUInNMjN3VSk3MsDD9mALhc6ZHGPSR+WgCHPzQ1kgPVn3nu5YsYfkANCeDenC6lN9zTXXsH37ds/qqK2t5aqrrmLNmjWcPn2aw4cPe51/06ZNXr9PAzFaxLDR+MP8Pt3Xmqfkp9Zc97wMI8karTngHVrSwdRBQJF1FaWRnqg7TWkTSlmbzdF7KYjqql6RVVVV04rVVFVV+XQ1OdVU1E05nTp/isaKsRZGj8PgiyrJivIqRpYg+SC5Lz0wk8lc0m5KbTj29PT4jayL89SpU3R1dXHo0CEOHTo0jZMtAS6FTgajLn95j0PhojzI4eFhn0MpD5kuqlAAhdFLKUCjo6P09/enVuh06eszZfXLiApzkkKhJWqGqh5KQZJlL6VUCmdYeENexgsXXKsLVTkCvMJYUVHhWzwovB1ymRcKjUURPlVqlQdGUGK+DpEUWG1ERQkrKyu9MaLPGx4eJpPJTDOYzp51pZRHRkY4evQo3d3dvqKTjFPAfzdhGeS06O/v9wa51kV5bFKuFHELE4qlgIVGa0VFBRs3bvSeRjlAVq5c6XM41dhaUUZRmNatW0d7e7tv4yKaNjgv2+bNm/3hTVOYo6Ojw+fyqhBKGF2R0Sznh4objY+PT6siKIMhjKKHhaZ0LhXdCgV76CgpK5vq+6nLUMIjzOVJg+3bt3Pw4EF/ftU/dHR0lJaWFu+Zg+nRCFV9BfwelYdZxY5EMZUgETWlpKTE72/Rw7RX9HdCulxYICStMBG9Kozkhwp1GJUTzVIUspnfpwwUnVEZyzI4FZEJPZwy5ERnHRoa8gJqfHzcRyrXrl3LxMTENOVvIZgr2qhXORdE9VNkTg46VQ48fvy4d8Zp7dTOQ4aU8rOl8ClqpIhsGG0MHWT6zsrKXL/f/v7+VHNUXqwiZGKWyIBQjunKlSvZsGGDV+AkY0TdU0RXsk4OGzlnJGcUbduwYYM3MORAlWzV9ynnQXl5OUNDQxw9etQXJ1koKioqvGNFudyNjY0+0h4ajnJKqVicFCGdKzmkQkdHWPQlzO9UQTsps6qaqvfqngrzyBSBTgvtFVHsQ6Mw3HeiOUue6OxKZ1mxYoV3VOu7aG5uZsuWLV5HCp3F+k5DCprWWxR9VaUP8/TTOoqbmpqmRTOUhiGHwsDAgKdhqhenWEitra0+/1SpFZmM62GtqsVKCwhrF0hHUpGNEydOeFpcX1+fb2jf2trK1q1bfV2Ml156KVXPbUEGj3S0cC1D/Uj3fE1NDc3Nzb6Y2OTkpM8vVYVi6aHS07SH5VCW8y1s0RAWjtR9IKNRRnou7TgOHTrkUwtqa2t9saZwD4VsGMl3MY9UqVgFncrKyhgYGPB7YmBggOeff97f8WKAdHd3+/ldf/31vk7DmjVr6Onp4aGHHuLBBx8km83S3t7O5s2bWbVqVapoI+DvXemboQ6jqFkY9ZORGOaXypGs6KT0UelAWjedM+XCizIqXUHvAyfTdQfKKM9FlwFXHGf37t3TqM8h9VZV+fX5KkxYXu4qyUt+i50hJ7YcTCqCpBzekydPehrz+vXrvU6rO1i52ufOnfOOEP3NhbDEMgvlIxtjcu+PkCew1s656nF++Y/55gfFP8dinx8U/xzj/PIfcY8W9/yg+OcY55f/iHu0uOcHxTvH9FUrIiIiIiIiIiIiIiIiIl5VWHDEMSIiIiIiIiIiIiIiIuLViRhxjIiIiIiIiIiIiIiIiJgX0XCMiIiIiIiIiIiIiIiImBfRcIyIiIiIiIiIiIiIiIiYF+nrV6eEMeZO4FbgOuBngGrgK9ba35jnPbuBjwA/B6wCngM+D9xnrU3fRGWJYIxZA7wV+CVgJ3AlcBrYD3wB+IK19qKOr8aYDPCbwLuAa4EKIAvsAT5irU3fjXqJkHaOxpgO4G3AG4EOoBkYA/4e+KS19v8t6wQWAGPMJ4AbgKuABmAC6AO+CXzaWjsSPLsReH6ej/uqtfbtSzbYHJDmDBpj1gP/EdgFtAF1wAjQjTuDf2mtTdfjZhmQZg2T58uB3wLeAWzC3TOHge8B91pr+5Zt8AtAXMOLzuEKwOC+j+uBq4EVwLuttX+xrANfAHKRFYW2R+dD2vOZj8hxDauADwJ3Au3AKeDHuPX7zvKN/tLIQdZvpPBkYdo5FtQ9A7np3DPe/zngXyX/22GtfW4pxrnYyFUfzzcUwj2zHBHHjwD/DreJj17qYWPMm4FHgZ8HvgH8d2Al8N+Av16yUeaGXwc+C/ws8ATwSeDrwA7gL4D7EyPRwxizCvhfwBeBFuCvkvc9ypRgzSekneNHgY/jDMbvAPcCf4c7BA8bY967bCNfON4HVOIUsk8BXwHOAvcATyeK+Ew8BfzBLP++tgzjTYs0Z3Az8C+A4zil7l7gf+MMkM8DDxpjltzhlAMWvIbJ+L8PfBonVP8n8GfAIPDvgaeMMVcv5+AXgLiG089hJe4ueifuHs0u4zhzQap7tED36HzI5Y7NN6Rdw1rgR7izew74c5x82Al8Ow9lYWp9JkEhycK0cyy0ewZS6twhjDG/gjMaxxd/WEuOXPdvviHv75nlUB7eBxzBRQ1vBeaMOBljVuO+sHPA66y1/5D8/C7gYeBOY8zbrbX5YkB2Ab8KfHuGl+pDwJPAr+Gib18P3nMv8MvAf8FFF2d6DlYs9aBTIu0cHwA+Ya39SfghxphbcUrDHxlj/sZam67b9tJitbX21MwfGmM+BnwIF70xM369z1p7zzKMbTGw4DMIPA7UzbEvHwReh1vv+5dkpLkjzRq+FbgZp5j/4ox9/QfA3cAHmPK65gPiGk5fw5PAP8adw35jzD3Af1qugeaAtPdoIe7R+ZDLHZtvSLuG9+CUvb8F/qm19mzyfGPy/B8bY75rrT20bDOYH7noM1BYsjDtHAvtnoF0ssIj2ZefBb6KM5JvXaoBLhFy3b/5hry/Z5bccAypicZcUi7cCTQCX5LRmHzGKWPMR3BC9N+SJ5FHa+3Dc/w8a4z5M+BjOCXt6wDGmM3Av8FRUj9srb2oF0q+UcjSztFa+8U5nv+BMeYR4HZgN3l0eGdTaBLcj1NqOpZxOIuONGfQWnt6jp+fMcZ8E7fWefd9pFzDTcnrtIs5wbdwSnnj4o7wlSGu4fQ1TOb43eUY12Ig7T1KAe7R+VAMd2wOa/i25PVuKXPJ80PGmHuB+3D6wO8t2aBTIIf5FRxy0GcK6p6B1Dp3iM8kr++hANe4WPZvIdwz+UZX+oXk9YFZfvcozvuz2xhTbq2dXL5h5QQZgGeDn/0zHD34fwCrE1rAelz+0cOFwiUPMNscF/P5y41fSV6fnuV3a40xvwOswa3fj6y1sz1XFDDGlOI8rzD795GvmG0Nf5q8vskY86kZivkvJ68PLfnIlhlFtobFhNnuxVfLHi2WtZ1tDVuS155ZntfP3rBkI1pczCe7i0UWFpp+smgwxrwTeAvwVmvtSEqDsxBQLGubF/dMvhmOW5PXi4rDWGvPGmOeB67BeWMPLOfA0iDJT/nN5H9DI/jG5LUGV6hiTfC7C8aYPwXem08FgObCPHOc6/k23OY9iXMC5B2MMR8AqnDrcwPwWpxC8/FZHr89+Re+/xHgHdbaF5Z2pEsPY0wDLk8ig4ts3A5sweXk/p/LOLR5scA1/DaO1vE2YL8x5iFc8vmu5Pn7cLllBY0iX8OiwDz3aFHu0WJc23nWcBhoxRWreHbG2xRR3ra0o3vlWICsL3hZmFafKSYkutmncEXTvnmZh7PoKJa1zad7Jt/acdQkr8fn+L1+Xrv0Q3lF+DiOc/wda+3/DX7elLz+IfAPuOTVapxB1Y3L8bhrGcf5SjDXHC+CcdUBvwKUA/dYa8eWYXy54AO4/IXfxSk0D+Dyi4aCZ07iCgDtwlWrrGMqj+B1wPeNMZXLN+QlQwPuu7gbRw/fDPwx8M7ZKNZ5hEuuYTL+O3G5AVuB9ybvez3OqfFXheC8WQCKdg2LCLPeo0W8R4txbeeShXLO3JNE+wFfNfH9yf+WG2MqlmeYOWOu+RWTLFywPlNMMMaIATeOu2OKEcWytnlzz+Sb4XgpqJJQ3io9SQWj3wM6gX8549da1H4cJeAZa+14wmm+EzgPvN8Ys3LZBpwDLjHHmc+WAl/GFXr4Kk5xzUtYa1ustRlc6P9tOG/NT4wxrwmeGbTW3m2t3WutPZb8exT4RVwFrC24EvoFDWttZ/JdlOGqcb4P+G3gUWNM/WUd3DxYyBoaV9n4qzgl9j04b10NjsbZhpvjm5d77IuNYl7DYsB892ix7tFiW9tLyMK7cS1Hfh3YZ4z5pDHmM7iowHmc4QWuGGBeYr75FYssTKPPFCHehzP2353HDv2cUSxrm2/3TL4Zjooo1szx+9UznssrGGPegwv5Pwu83lo7OuMRHcwHrLUT4S+stU/heiJVA9uXeqy5YgFzDJ8tBf4St6HvB34jzyMdAFhrB6y138AJwDXAlxbwnrO4UsngWskUBay156y1L1hrPwX8Dq636h9e5mFdEpdYw9/H7ckPW2v/3Fqbtda+ZK39Ls6BswK3x4sCRbqGBY0F3KNFvUeLYW0vtYbW2iwuPeVPcG0dDPBmXITgNlz/5uNzFbO63Egj60MUkizMdY7FAON6bn8M1xcwr3qKLgaKZW3z8Z7JN8PxYPJ6US/DhN/bjksKnS0J9LLCGPO7uJyTZ3CLO1u/H83v2BwfI8MyL6krC5yjni3D9R57Oy6n6p+HFZ8KAdY12H4WuCbJF7sURLcqFHpOWqi63Osu5yDSYI41VHGRi8qUJw6cUaAtoXoUG4plDQsWC7xHXxV7tFDXdqGy0Fo7ZK39D9baTdbaldbaZmvtv8bpMhlchfW8QxpZPwfyXhYuwhwLHdfg0ofeZYy5EP5jqhXHoeRnb7lso8wBxbK2+XrP5FtxnIdxjavvwBkdIX4euAJ41OZZRVVjzAdx/ON9wO3W2uE5Hv0+rnnzjlk+o5ypkuS9iz/KV4YUcySh2t6P83p8CXiXvbikfKFgbfK6kDD/zyWveefYWCRcmbwWlAOAi9ewPHm9qJ1Bcg7FbMjLSMArRLGsYUEixT36atqjBbW2aWThPHh38vqVxRrXYmGR5pfXsnCR5ljo6AU+N8fvfglHJ/8b4CXyUCedC8Wytvl8z+Sb4fg14BPA240x99mkl2OS7/Gfk2f+9HINbjYYY+7C0b5+jEvyny8c/l3cRfpGY8zt1trvBb+7C0fR/UG+eUfSzDFRav4Wl4vzOeC389loNMZsA47N/M6TpPGP4goaPS7+vzHmZ4GfzAz7G2N+AZcvAI6eW5BI5rffWntyxs+rmKLGfXvZBzYP0q4h8EOc8+ZDxpi/m+GIugd3L+6x1r685INfArxK1rDgkFJWFM0eLaa1TSkLS4ArrLXjM37+W7jWXPvIM8Mx5fwKUhamPIdFC2vtPubIQU2q4rYAH7IF1CauWNY23++ZzIULS5tyloS435L8bwvwRpzx9MPkZ8PW2g/MeP5rwCngr3GUnF/FVZb7GvBP8iVPzhjzDuCLOE/pfcyee9lrrf1i8J7XAg8CK4Fv4JJab8RFVIeA11prL2pHcrmQdo7GmC8A78SVCLbMXsjoEWvtI4s/2vRIqAB/hKtU2I3rQ9WMo2psArLAG6y1zybPP4KjeDwCHEk+5lqmepDeZa2VkyMvkOYMmqkG8T8AXsAlVq8H3oS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\n", + "text/plain": [ + "<Figure size 864x97.2 with 12 Axes>" ] }, "metadata": {}, @@ -918,9 +1106,21 @@ }, { "data": { - "image/png": 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\n", + "text/plain": [ + "<Figure size 864x97.2 with 12 Axes>" ] }, "metadata": {}, @@ -941,17 +1141,22 @@ "datasets['L-LHE'] = images_enhancement( x_samples, width=25, height=25, mode='L-LHE' )\n", "datasets['L-CLAHE'] = images_enhancement( x_samples, width=25, height=25, mode='L-CLAHE' )\n", "\n", - "ooo.display_md('#### EXPECTED')\n", + "pwk.subtitle('EXPECTED')\n", "x_expected=[ x_meta[i] for i in y_samples]\n", - "ooo.plot_images(x_expected, y_samples, range(16), columns=16, x_size=1, y_size=1, colorbar=False, y_pred=None, cm='binary')\n", + "pwk.plot_images(x_expected, y_samples, range(12), columns=12, x_size=1, y_size=1,\n", + " colorbar=False, y_pred=None, cm='binary', save_as='08-expected')\n", "\n", - "ooo.display_md('#### ORIGINAL')\n", - "ooo.plot_images(x_samples, y_samples, range(16), columns=16, x_size=1, y_size=1, colorbar=False, y_pred=None, cm='binary')\n", + "pwk.subtitle('ORIGINAL')\n", + "pwk.plot_images(x_samples, y_samples, range(12), columns=12, x_size=1, y_size=1, \n", + " colorbar=False, y_pred=None, cm='binary', save_as='09-original')\n", "\n", - "ooo.display_md('#### ENHANCED')\n", + "pwk.subtitle('ENHANCED')\n", + "n=10\n", "for k,d in datasets.items():\n", " print(\"dataset : {} min,max=[{:.3f},{:.3f}] shape={}\".format(k,d.min(),d.max(), d.shape))\n", - " ooo.plot_images(d, y_samples, range(16), columns=16, x_size=1, y_size=1, colorbar=False, y_pred=None, cm='binary')\n" + " pwk.plot_images(d, y_samples, range(12), columns=12, x_size=1, y_size=1, \n", + " colorbar=False, y_pred=None, cm='binary', save_as=f'{n}-enhanced-{k}')\n", + " n+=1\n" ] }, { @@ -968,8 +1173,8 @@ "metadata": {}, "outputs": [], "source": [ - "def save_h5_dataset(x_train, y_train, x_test, y_test, x_meta,y_meta, h5name):\n", - " \n", + "def save_h5_dataset(x_train, y_train, x_test, y_test, x_meta,y_meta, filename):\n", + " \n", " # ---- Create h5 file\n", " with h5py.File(filename, \"w\") as f:\n", " f.create_dataset(\"x_train\", data=x_train)\n", @@ -981,7 +1186,7 @@ " \n", " # ---- done\n", " size=os.path.getsize(filename)/(1024*1024)\n", - " print('Dataset : {:24s} shape : {:22s} size : {:6.1f} Mo (saved)\\n'.format(filename, str(x_train.shape),size))" + " print('Dataset : {:24s} shape : {:22s} size : {:6.1f} Mo (saved)'.format(filename, str(x_train.shape),size))" ] }, { @@ -989,113 +1194,270 @@ "metadata": {}, "source": [ "<div class='todo'>\n", - " Create enhanced datasets and save them will take about 7-8' and using about 9 GB<br>\n", - " To perform tests, change the code below to use :\n", - " <li> a local folder (./data),\n", - " <li>a subset of the dataset, for example 2000 images.\n", + " IMPORTANT : This part can be run in 2 modes :\n", + " <li>'full' : All enhanced datasets will be generate and save in datasets_dir/GTSRB/enhanced- Need 9 GB and 8'\n", + " <li>'smart' : We only generate a very small enhanced dataset, with 2000 images, in ./data<br><br>\n", + " Default mode is 'full', ...but during formation, 'smart' mode is forced !<br><br>\n", + " Anyway, you can choose the mode you want :<br>\n", + " <li>with an environment var (export FIDLE_RUNNING_MODE=smart)\n", + " <li>in the notebook (pwk.running_mode='smart')\n", "</div>" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 12, "metadata": {}, "outputs": [ + { + "data": { + "text/markdown": [ + "<br>**Generate enhanced datasets :**" + ], + "text/plain": [ + "<IPython.core.display.Markdown object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "name": "stdout", "output_type": "stream", "text": [ - "\n", - "Dataset : ./data/set-24x24-RGB.h5\n", - "Enhancement: [########################################] 100.0% of 500\n", - "Enhancement: [########################################] 100.0% of 500\n", + " - mode is : full\n", + " - output directory : /home/pjluc/datasets/fidle/GTSRB/enhanced\n", + " - nb images : 39209\n" + ] + }, + { + "data": { + "text/markdown": [ + "<br>**Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-24x24-RGB.h5**" + ], + "text/plain": [ + "<IPython.core.display.Markdown object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Enhancement: [########################################] 100.0% of 39209\n", + "Enhancement: [########################################] 100.0% of 12630\n", "Enhancement: [########################################] 100.0% of 43\n", - "Dataset : ./data/set-24x24-RGB.h5 shape : (500, 24, 24, 3) size : 14.2 Mo (saved)\n", - "\n", - "\n", - "Dataset : ./data/set-24x24-RGB-HE.h5\n", - "Enhancement: [########################################] 100.0% of 500\n", - "Enhancement: [########################################] 100.0% of 500\n", + "Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-24x24-RGB.h5 shape : (39209, 24, 24, 3) size : 684.4 Mo (saved)\n" + ] + }, + { + "data": { + "text/markdown": [ + "<br>**Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-24x24-RGB-HE.h5**" + ], + "text/plain": [ + "<IPython.core.display.Markdown object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Enhancement: [########################################] 100.0% of 39209\n", + "Enhancement: [########################################] 100.0% of 12630\n", "Enhancement: [########################################] 100.0% of 43\n", - "Dataset : ./data/set-24x24-RGB-HE.h5 shape : (500, 24, 24, 3) size : 14.2 Mo (saved)\n", - "\n", - "\n", - "Dataset : ./data/set-24x24-L.h5\n", - "Enhancement: [########################################] 100.0% of 500\n", - "Enhancement: [########################################] 100.0% of 500\n", + "Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-24x24-RGB-HE.h5 shape : (39209, 24, 24, 3) size : 684.4 Mo (saved)\n" + ] + }, + { + "data": { + "text/markdown": [ + "<br>**Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-24x24-L.h5**" + ], + "text/plain": [ + "<IPython.core.display.Markdown object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Enhancement: [########################################] 100.0% of 39209\n", + "Enhancement: [########################################] 100.0% of 12630\n", "Enhancement: [########################################] 100.0% of 43\n", - "Dataset : ./data/set-24x24-L.h5 shape : (500, 24, 24, 1) size : 5.4 Mo (saved)\n", - "\n", - "\n", - "Dataset : ./data/set-24x24-L-LHE.h5\n", - "Enhancement: [########################################] 100.0% of 500\n", - "Enhancement: [########################################] 100.0% of 500\n", + "Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-24x24-L.h5 shape : (39209, 24, 24, 1) size : 228.8 Mo (saved)\n" + ] + }, + { + "data": { + "text/markdown": [ + "<br>**Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-24x24-L-LHE.h5**" + ], + "text/plain": [ + "<IPython.core.display.Markdown object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Enhancement: [########################################] 100.0% of 39209\n", + "Enhancement: [########################################] 100.0% of 12630\n", "Enhancement: [########################################] 100.0% of 43\n", - "Dataset : ./data/set-24x24-L-LHE.h5 shape : (500, 24, 24, 1) size : 5.4 Mo (saved)\n", - "\n", - "\n", - "Dataset : ./data/set-48x48-RGB.h5\n", - "Enhancement: [########################################] 100.0% of 500\n", - "Enhancement: [########################################] 100.0% of 500\n", + "Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-24x24-L-LHE.h5 shape : (39209, 24, 24, 1) size : 228.8 Mo (saved)\n" + ] + }, + { + "data": { + "text/markdown": [ + "<br>**Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-48x48-RGB.h5**" + ], + "text/plain": [ + "<IPython.core.display.Markdown object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Enhancement: [########################################] 100.0% of 39209\n", + "Enhancement: [########################################] 100.0% of 12630\n", "Enhancement: [########################################] 100.0% of 43\n", - "Dataset : ./data/set-48x48-RGB.h5 shape : (500, 48, 48, 3) size : 55.4 Mo (saved)\n", - "\n", - "\n", - "Dataset : ./data/set-48x48-RGB-HE.h5\n", - "Enhancement: [########################################] 100.0% of 500\n", - "Enhancement: [########################################] 100.0% of 500\n", + "Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-48x48-RGB.h5 shape : (39209, 48, 48, 3) size : 2736.4 Mo (saved)\n" + ] + }, + { + "data": { + "text/markdown": [ + "<br>**Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-48x48-RGB-HE.h5**" + ], + "text/plain": [ + "<IPython.core.display.Markdown object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Enhancement: [########################################] 100.0% of 39209\n", + "Enhancement: [########################################] 100.0% of 12630\n", "Enhancement: [########################################] 100.0% of 43\n", - "Dataset : ./data/set-48x48-RGB-HE.h5 shape : (500, 48, 48, 3) size : 55.4 Mo (saved)\n", - "\n", - "\n", - "Dataset : ./data/set-48x48-L.h5\n", - "Enhancement: [########################################] 100.0% of 500\n", - "Enhancement: [########################################] 100.0% of 500\n", + "Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-48x48-RGB-HE.h5 shape : (39209, 48, 48, 3) size : 2736.4 Mo (saved)\n" + ] + }, + { + "data": { + "text/markdown": [ + "<br>**Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-48x48-L.h5**" + ], + "text/plain": [ + "<IPython.core.display.Markdown object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Enhancement: [########################################] 100.0% of 39209\n", + "Enhancement: [########################################] 100.0% of 12630\n", "Enhancement: [########################################] 100.0% of 43\n", - "Dataset : ./data/set-48x48-L.h5 shape : (500, 48, 48, 1) size : 20.2 Mo (saved)\n", - "\n", - "\n", - "Dataset : ./data/set-48x48-L-LHE.h5\n", - "Enhancement: [########################################] 100.0% of 500\n", - "Enhancement: [########################################] 100.0% of 500\n", + "Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-48x48-L.h5 shape : (39209, 48, 48, 1) size : 913.9 Mo (saved)\n" + ] + }, + { + "data": { + "text/markdown": [ + "<br>**Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-48x48-L-LHE.h5**" + ], + "text/plain": [ + "<IPython.core.display.Markdown object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Enhancement: [########################################] 100.0% of 39209\n", + "Enhancement: [########################################] 100.0% of 12630\n", "Enhancement: [########################################] 100.0% of 43\n", - "Dataset : ./data/set-48x48-L-LHE.h5 shape : (500, 48, 48, 1) size : 20.2 Mo (saved)\n", + "Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-48x48-L-LHE.h5 shape : (39209, 48, 48, 1) size : 913.9 Mo (saved)\n", + "\n", "\n", - "CPU times: user 9.19 s, sys: 156 ms, total: 9.34 s\n", - "Wall time: 9.3 s\n" + "CPU times: user 7min 45s, sys: 7.84 s, total: 7min 53s\n", + "Wall time: 7min 52s\n" ] } ], "source": [ "%%time\n", "\n", - "# ---- Uncomment to write h5 datasets in the project place\n", - "# ...and remove the [:500] limitation !\n", + "# ---- To force full/smart mode\n", "#\n", - "#output_dir = datasets_dir PLEASE, DON'T DO THIS DURING THE COURSE ;-) !\n", + "# pwk.running_mode='smart'\n", + "# pwk.running_mode='full'\n", "\n", - "# ---- Uncomment to write h5 datasets in a local ./data for tests\n", - "# For small test only ! (only 500 images)\n", + "# ---- Set output parameters\n", "#\n", - "output_dir = './data'\n", - "ooo.mkdir(output_dir)\n", + "if pwk.running_mode == 'smart': \n", + " output_dir = './data'\n", + " nb_images = 2000\n", + "else:\n", + " output_dir = f'{datasets_dir}/GTSRB/enhanced'\n", + " nb_images = len(x_train)\n", + "\n", + "pwk.subtitle('Generate enhanced datasets :')\n", + "print(' - mode is : ', pwk.running_mode)\n", + "print(' - output directory : ', output_dir)\n", + "print(' - nb images : ', nb_images)\n", + "\n", + "# ---- Generate enhanced datasets\n", + "# \n", + "\n", + "pwk.mkdir(output_dir)\n", "\n", "for s in [24, 48]:\n", " for m in ['RGB', 'RGB-HE', 'L', 'L-LHE']:\n", " # ---- A nice dataset name\n", " filename = f'{output_dir}/set-{s}x{s}-{m}.h5'\n", - " print(\"\\nDataset : \",filename)\n", + " pwk.subtitle(f'Dataset : {filename}')\n", + " \n", " # ---- Enhancement\n", " # Note : x_train is a numpy array of python objects (images with <> sizes)\n", " # but images_enhancement() return a real array of float64 numpy (images with same size)\n", - " # so, we can save it in h5 files\n", - " x_train_new = images_enhancement( x_train[:500], width=s, height=s, mode=m )\n", - " x_test_new = images_enhancement( x_test[:500], width=s, height=s, mode=m )\n", + " # so, we can save it in nice h5 files\n", + " #\n", + " x_train_new = images_enhancement( x_train[:nb_images], width=s, height=s, mode=m )\n", + " x_test_new = images_enhancement( x_test[:nb_images], width=s, height=s, mode=m )\n", " x_meta_new = images_enhancement( x_meta, width=s, height=s, mode='RGB' )\n", + " \n", " # ---- Save\n", " save_h5_dataset( x_train_new, y_train, x_test_new, y_test, x_meta_new,y_meta, filename)\n", "\n", - "x_train_new,x_test_new=0,0\n" + "x_train_new,x_test_new=0,0\n", + "print('\\n')\n" ] }, { @@ -1121,7 +1483,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -1133,7 +1495,19 @@ }, { "data": { - "image/png": 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\n", "text/plain": [ "<Figure size 1152x507.6 with 24 Axes>" ] @@ -1145,8 +1519,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 781 ms, sys: 938 ms, total: 1.72 s\n", - "Wall time: 1.7 s\n" + "CPU times: user 3.94 s, sys: 132 ms, total: 4.07 s\n", + "Wall time: 4.05 s\n" ] } ], @@ -1161,10 +1535,30 @@ " y_tmp = f['y_train'][:]\n", " print(\"dataset loaded from h5 file.\")\n", "\n", - "ooo.plot_images(x_tmp,y_tmp, samples, columns=8, x_size=2, y_size=2, colorbar=False, y_pred=None, cm='binary')\n", + "pwk.plot_images(x_tmp,y_tmp, samples, columns=8, x_size=2, y_size=2, \n", + " colorbar=False, y_pred=None, cm='binary', save_as='16-enhanced_images')\n", "x_tmp,y_tmp=0,0" ] }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "End time is : Thursday 17 December 2020, 15:07:28\n", + "Duration is : 00:08:37 855ms\n", + "This notebook ends here\n" + ] + } + ], + "source": [ + "pwk.end()" + ] + }, { "cell_type": "markdown", "metadata": {}, diff --git a/GTSRB/02-First-convolutions.ipynb b/GTSRB/02-First-convolutions.ipynb index 2b2fedcbf1c68bc650f79bad43c8c6fe333f2496..f75882c9b4df5eec5b7b02df5cce81c34655db57 100644 --- a/GTSRB/02-First-convolutions.ipynb +++ b/GTSRB/02-First-convolutions.ipynb @@ -19,6 +19,8 @@ "Description is available there : http://benchmark.ini.rub.de/?section=gtsrb&subsection=dataset\n", "\n", "\n", + "**IMPORTANT :** You must have previously generated the enhanced datasets with the GTS1 notebook.\n", + "\n", "## What we're going to do :\n", "\n", " - Read H5 dataset\n", @@ -31,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -76,6 +78,12 @@ " margin-bottom:0;\n", "}\n", "\n", + "div .comment{\n", + " font-size:0.8em;\n", + " color:#696969;\n", + "}\n", + "\n", + "\n", "\n", "</style>\n", "\n" @@ -87,19 +95,32 @@ "metadata": {}, "output_type": "display_data" }, + { + "data": { + "text/markdown": [ + "**FIDLE 2020 - Practical Work Module**" + ], + "text/plain": [ + "<IPython.core.display.Markdown object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "name": "stdout", "output_type": "stream", "text": [ - "\n", - "FIDLE 2020 - Practical Work Module\n", - "Version : 0.57 DEV\n", - "Run time : Wednesday 9 September 2020, 16:14:19\n", - "TensorFlow version : 2.2.0\n", - "Keras version : 2.3.0-tf\n", - "Current place : Fidle at IDRIS\n", - "Dataset dir : /gpfswork/rech/mlh/commun/datasets\n", - "Update keras cache : Done\n" + "Version : 0.6.1 DEV\n", + "Notebook id : Fidle notebook\n", + "Run time : Thursday 17 December 2020, 15:34:34\n", + "TensorFlow version : 2.0.0\n", + "Keras version : 2.2.4-tf\n", + "Datasets dir : /home/pjluc/datasets/fidle\n", + "Running mode : full\n", + "Update keras cache : False\n", + "Save figs : True\n", + "Path figs : ./run/figs\n" ] } ], @@ -116,9 +137,9 @@ "from importlib import reload\n", "\n", "sys.path.append('..')\n", - "import fidle.pwk as ooo\n", + "import fidle.pwk as pwk\n", "\n", - "place, datasets_dir = ooo.init()" + "datasets_dir = pwk.init()" ] }, { @@ -132,7 +153,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -141,8 +162,8 @@ "text": [ "Dataset \"set-24x24-L\" is loaded. (228.8 Mo)\n", "\n", - "CPU times: user 3.43 ms, sys: 88.8 ms, total: 92.2 ms\n", - "Wall time: 436 ms\n" + "CPU times: user 0 ns, sys: 75.6 ms, total: 75.6 ms\n", + "Wall time: 74.4 ms\n" ] } ], @@ -156,7 +177,7 @@ " name : dataset name, without .h5\n", " Returns: x_train,y_train,x_test,y_test data'''\n", " # ---- Read dataset\n", - " filename=f'{dataset_dir}/GTSRB/{name}.h5'\n", + " filename=f'{dataset_dir}/GTSRB/enhanced/{name}.h5'\n", " with h5py.File(filename,'r') as f:\n", " x_train = f['x_train'][:]\n", " y_train = f['y_train'][:]\n", @@ -180,7 +201,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -195,7 +216,19 @@ }, { "data": { - "image/png": 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\n", "text/plain": [ "<Figure size 864x338.4 with 12 Axes>" ] @@ -205,7 +238,19 @@ }, { "data": { - "image/png": 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\n", 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dXYXX60U2mxUCtFKpIJ/Po1gsotFooFAo4PHjxwDw4YPX1157TQAhwzyVSkUWCTgDXgwVEXDm83kcHh4ik8mgUCig1WohGAyi0Wggk8mgUqmI50tl2+8Pcj6AQT5JIBCQFINmsymsCifI7XYjEAjIAXK73WONb1TIW8sow08AoTcVNyi9TpfLBeAsFEqQTI9WKwTgDIwb2U8dUpqUmdS5WXzmUSFmvv+o8BaVoh6vfm8joDH+TP+c4xwFXp+HedXrop+Rnz2KMTWCWSNw1e/zQeBYr80oB+FZ7/Es0XOmldqofaiBqd5X2ni22200m82hsKrOP9Rg2QhejSzshzXO/f19yb8iwNRjonBv6jA654iglIBM7y0CQW3keRb4d5wLp9Mp7B9fx/fjM4wLDh49eoRKpSJ5/fl8HqVSCTabDcFgEC6Xayh1QesKi8UiaVs+nw+BQAA+n0/AKQEax2NMhSCr3Gw2JZRIsEiGzGw2Sw6x1WodOy0CGBAR7XYbhUIB1WpV9uvJyQm2traQz+cRiUQEjJDVMZvNT7HOGuC1Wi1kMhl0u12EQiHJ16tWq6jVauh2u08ZaP3+gUAAfr9f0rHS6bQweh+GGKNxWscb9Sn3rhHQNptN2Gw2hEIheL1eAGdgGRhOIdDOM3+uz63WdeMKwQvXRAP1UXUAdCbK5TL29/fFCQUge40RWT1m7lGmBbhcLlgsFtTrddRqNbhcLnFKCaJHMcuTiHaW6vU6Hj9+jGKxiPfeew+hUAirq6tYW1vD5z//ebz22mswmUwIhUKYnZ2FxWJBoVAAAAHaOvVFO1qMmtB5stls8Pv9kiL44MEDbG1todFoYHZ2FpFIRIB+v98fIsHGEaZ08izxfJjNZgGj1J90BBjh7vV6AuLtdru8Bx0ri8Ui53Fvb0+wndvtht/vx+LiIlZWVgSf2Ww2yYPO5XIoFAriKMzMzCAcDiOXyz1zTGODVxZkARDvwe12SwoA6WNj+IuJukwQ7na7UgDRarUkxNPv96XQip/hdDoRDAYRCATEA2i325KA7HQ60e8PipzoxTNPIxgMjjW+9fX1p4DXKHbJyDAZPT4aM3oeXq8X/X4f1WoVfr8frVZLALp+PyMI0Z7zKFbLbDbj/fffH2uMOofxgwCsHrcR1GnGzwgOzyswGcXensdsGsc6jlBR67C1fgb9mZo11SykBun69foz9Bj0+PhzIwtiZG71+4wrRsfG+DsNUDlGIzBjWJpsSLlcRrPZhMVigdvthtfrlUINOoPG3GzjWhr3hJ6LcYXKkc+qWQsNpglIotEoZmZmEIlEJO+Vf08jqRlK/bzaCdDg3G63IxAIYGZmBrVaDZlMRsCRXodJ2BDmlrbbbZTLZeRyOTSbTXl2gk4aGkZxHA6HhOK9Xi8CgcBTeb7aESTDxXzQYrGIUqkkRow5oky1sNvtksPI2gQaunGl0+mgVCohl8sJ48NInclkkjFwn3E96DjROHKtHQ4HLBaLzAvthwboZND53FwXm80Gr9crOa5MkWAONPMxJ5VR50IDTIJSYzSE+1uzXkwHcTqdiEajEokEIMVmzJ3UETQj+aHPCc//JEJniGtAW8+9z+doNBrihOXzeeTzedTrdTmnfB/uK543spM8q/V6XZw2phjqfaBrP8jyAmcFz+PKq6++CpPJhEwmg62tLRweHkohtNPpxMbGBt544w18x3d8Bz73uc8hEonI+WXEhEC13W4L0cT0Bu7Ler2OarUq0YjT01Ps7u4KmKvX61hdXcXy8jJWVlawsrIizCb39SQREJ4b4jKG+C0WC5xOpzh9zGvVTgOZZKYRcb1p0/hsdLR6vR6q1Sr6/T7sdjtarZbkCgcCATl39Xpd0kLpjC8vL6PRaGBvb++ZYxobvJpMJrjdbjkcHo8HgUBAFD5ROZUJlXI+nxeWY2ZmBm63W4xLr9eD1+sdyidj6KfT6UheUiwWg9vtlpQB5mDYbDbU63U5GDywVI7jyGuvvfZUiHBUSNYYqqUi5eGjsdChSADi8ZPN4abS4IDPPqqIi/83soDjiAavRgBpFO3ZGkEu30d793x/Y/rEqGfX76kVsPEzx5VRxoPvo5/N6JTo12njosGffk+9B4yhHb6XHqtOVXhe0Z856nc6L5B7U88vmVbmNRWLRZTLZWEFPB4P6vW6hFI1aOJe1fNmBPl67JOOd21tDcViEScnJ8hms6hUKuj3+2K0CQTsdjvi8TjW1tYwNzeHaDQqTq3FYhFwQPZSs9Ys1NLgVQMNMiQ6opBOpyXapJ3Pcffq4uKi5AK2220pNovFYlLcUC6XJYLDuff5fIjFYgiHwwL6+KWjMlwDrV9cLpekcDFH9PDwEEdHR+j3+4hEIkNzx1xVjn1cYe4pjTvHarVasbGxAYfDIaAbgOhOGldNAnBfMo82HA6j1WoJaNKkCvc49x67TwSDQRmjzjVm0Zoxf/FZYtRTOqLBZ6Eu0vmtfC3PoS5gI8HDcVcqFVkHu90Ol8slecsa9HPNjSl0o2zIOMJ1o3At6BTxc8i+sSMOMOjec/nyZXlGOiSMIHKNdb4qz2u5XJYoJcfG15Dd1eOdNEoHAG+88Qa63S7u3r2Lvb092Ut0tN5//32J3kSjUYRCIamzYTEUnW2/349AIPBUIbZOIyDDu7Ozg7feeguHh4dwuVyIx+PY2NiQSArzQnVk22hXLiKcGwJuRnhY8G6MLvK1zG3ls4TDYcmV18WwPEt0wvL5PFKpFI6Pj5FOp3H37l20220Eg0EsLS1JNJ0glg5rJBLBlStXEA6HnzmmscGrkaZnagCBKzdRrVYbSmjmhvP7/QiHwxLi0gCQHhUPsclkQqlUQrValc9huI/eDTe1w+GA3+8XbwcYLPK4Cfhs3WAEX6PYLR4mGjmfzydjp0fBnB8d+tNhOp/Ph3A4LIeEwB+AMAqj2DoNqsYVzaTy+/PGalSINObcqKxY1BWVOs+Om1In2eu5HQWkaQD4+eMqJYI343xRjGE3/RojU6KLCTRzQUWl2UgjiDGCWY7XuA4floxiPjkOetHMt6YHTkPLddJMJJ1EXWXKAksaTSpA4zxrR2cS0AMAGxsbyGazYqgYWmZkhYCD4abFxUUsLCwgHA7La4DBnHPsev105S8NKsei97iumiagYz4YDS2rgMcRn88Hv98vhqnRaADAkC5hNIptZZgWRQPKM6VDzdpJ4tklePX7/UNsV6lUQqfTQbVaxenpKU5PT1GtVuHz+RAKhSTMN0kRDAApyCJbx2d0u92IRCJi5LnXdM4qGTun04lAICDFZoyqMRRarVZFb3L/klE1mUzCTHu9XiE7uFe53vybcSvVjeDQqJe1DuFZ1B0iyMTpUC7PIR0SDfB4bhuNBorFouwHAopR+mdUlGgc0YydMVLBn5dKJQl9Z7NZtNtt+P1+xGIxLC8vIxgMylh0ruuofE6e13w+L+eT+69YLMJkMsne53zzXJIVHFeWl5fR6XRwcnICh8Mh7LzH48Hp6SkODw+xs7OD3/zN34TP5xMWkfpNR6vo8GvWm7pWr712ZgjKnU4nFhcXMT8/L6k7PB96/seVfr8v+II6y2q1wu/3yzkk283Poc4hGCd2C4VC8Pv9QrwZbQ3TQB8/foxHjx5JWkUqlcLjx49xdHSEtbU1RKNRwXvAILUhFouJE/+sjgNjg1edp6KNOSeEYY9SqYSTkxPU63V4PB7Jd2DeCjey9lxpHBjeiUaj0iqHifWNRkMqEQl2mZMxOzsrXhqfddyF3t/fHwJ35yXIExxRybrdbsTjcVitVuRyOaRSKamozWQyKJfL6Ha70laEDMja2ho2NzfhdruRzWaRy+XEw9KJ/KNAzqTgVTOl2qM2Ms16vPr3XH96cASwNJhcQ4rD4UAgEJC2H7qAbdT7c+wc27jKSOd16rXUY9LsMf/VIXbuZ20UaUCMTBgdJrKRxn2tRQP05wGuxnmjY2EEYFQmpVIJhUJBvFyukd1ul5xG4Axca+dGF0T1+33pp8oWOgwxU5Ebjeak42RrJjp99XpdnFiLxSJOrtlsRiAQGAKiDAGbTCYJafGsApDXamDHfFEqYf4cgBgXh8OBeDwufWGLxaKwi+OexZ2dHenIwvY7LGagoeD+YbucSCQiOYM6yqRDmNVqVYA6QRC7C9C4c01cLhdWVlbg8/nw6NEjbG1tIZvNYmZmRopxGZadZB273a6cebJznFc6BZxzrdOz2SwymQz6/T6i0aiws7p+gCCODjVtgclkEnAHQOouWKNRLpdhMpkEHOpzPK69eNa80FE2tn5iARMBAwugY7EYAMg60c7owi7uPRa6VCoVzMzMIBQKSdcfTTjoSBEw/nk09nfV5AJDxLlcTtL9gsEgNjc3hyIDFO5Tkju69RMdHNofRiiDwaCkIbD3qe46we+5nybJzSa5xtzOXq+H5eVlcXYymQyazSbS6TRu376NWCyGl19+WXrK8/np7BHUGW0L7STJrOXlZZjNg64DxAkHBwcAgHg8PtTlwxgBHFd0OgZTZTqdjjj6mn3luYhGo9J2lF0ldMRYi8lkkqgI89BjsRiuXLmCy5cv4+2338bt27eRz+exu7srWK1cLgse9Hg88hkfOnjV4EWHPQCIB5/P55HNZtFsNuH3+zE/P494PA6bzYZyuYzT01MBpBocUtGyS8Hs7CxmZ2dRKBRwcnIiQIkbjdWINCpsMs2f8T3Hkb29vaFWLaPCvNoo87PsdjsODg5Qr9eRSqWQTqcll4yhIFaPUlH6fD4sLy/j0qVLmJ+fh9VqFfaBbJgxb9IYlp3EoIxiCjTDahwj/4a5WKzk5f+Zj0QFTTau3W5LCIzhBDJ3bIBs/DyKdpDGXUMd/jWCPH6Wdkz4M121yv9zLTjf9EpZOQuc5WXTCGpGkqBXg9nnDeNxfjRjoYGrZuIIOtkrtdPpSPiYDKpuhaPzQ/l8XEcyInwfNrnvdrsC5nWI7DwAf1FhwQqNIDAAWzTQxWJRkv2ZS8XcORo3GhGyUjQEuqcn50+HJak/eCZcLpcocM5NqVRCOp0WncX3u6j89m//NlZXVxGLxdBoNPD48WMcHBygVqtJSgHXJRKJSDED8+VarRaKxaLkK+swq24bxrVmfqzX64XX6xUnks4ICy+2trakubzX65XPnGQd9Rkzm82SgsLzSWeKwJYOMZ19ppfR+WXxktlsltQH/Tvm7nGt2EMSgDhw7FLj9/ulfY/X65XitHFEn2HuFf6rHWGeK0YLtI5n1x4W6XEf0vlgSBqA6GC2A6Nt4ZkkSDcW9GoQO27OJPUC38dY3JTNZpFOp9FoNODz+bC0tISlpSX4fD4p+mG/8mKxKDnXus8oC7TI8pHh03tVF3Wx0T0AcUL4bJMwk9vb21hcXBTAZrPZMD8/D5/PJyQGnYTZ2VnZb/F4XJxpzi31ok5bIbDjF/WTz+dDPB5HPB7HnTt3sLW1hXv37mFvbw9zc3NYW1vD8vKyOLJGR+SiQrzR7XbFwe31enC5XMLC8n0J4iORyFAalsk0aDWYz+clz9cYzWIakM/nk2hYu93G6uqqpAt84xvfEEeE42AuOqPrFymcHBu8MhdHsys8rNxU6XQarVZLAGggEIDJNGiL8PjxY7z33nvY2tpCqVSSzWgymWTzzs3NYXNzE5cuXRLlQgPEqlVeZOD1eqXIRHuE3EyTbGQCF81sGoEdc3MIuKvVKnZ2dnBwcCDJ141GQ8C97vnGDehwOLC7u4utrS3cunULN27cQCgUEqaD4zPOs85vMplMePDgwdhjpBgVnGZd9dg7nQ7K5bJ4hwzVMMRCx0E/I1ugUUnl83nxksPh8FP9I/Xn6fSBcZWt0aBc5PX0hrVh0c4LwY1W3Dp/je1fWOyim3HrPGYdPnwe8Mq9R4BmZI4048pzRgePAFA3C2eLF35poMGiJZfLhWq1KgCJRZbNZlP2LZWO0WGYRMrlsjwn04zIsHS7Xam2ByBArNsddD8hgOfzUyF7vd6hgkI+K1kRAijuAWPhhU67AIBKpSL5h+MWh96+fVvWiMUbuncrAFHoS0tLUnlMJ6pQKGB/fx9HR0dyLqlzdNoN18XpdMrlLwsLC5ibm0MwGJS9GIvFcOvWLdjtdty7dw+Hh4fyd0xjGFeYdsJcTRptnSuu8xwrlQrK5TIsFguWl5cxOzuLeDyOaDQqhXgEr1oH65AsGTLmXpZKJWSzWRwdHSGbzaLf78Pr9QrpQLbM7XaPnWamwYRO2dFMKe0JDT5BDR15nkkA4oiwoI5RHuoTspMETVarVdafelPfYkZi4XnOoZFIIJPKAkYCV7/fj6WlJbkNikD7+PhYWLfDw0MpTNLAR+djLywsiP1fWFgQtj0Wi8ktTfyi/eFaTEro8AKkYDCIaDQqdsrj8WBubk4iECsrK7h58yauXLmCeDwu+7nf7wsbzm5KdCAJCLUTyb1GZrrT6Ygzns1msbe3h52dHRQKBbmdTuOAcc+iw+HA/Pw8AoEATk9PkUqlpA6AwrVl8evs7Kw4rty/mUwGR0dHSKfTyGQyYtt7vZ4UbC0vL2N1dVUccKvVilAohGvXrklx7d27d5HP59HtduHxeLCwsCDzyfZcz5KJwCsHSsNM41etVqXlAnuzBgIBVKtVHB8f4+DgAA8fPsS9e/ewu7srITIOnJR9PB7Hzs4O7t+/j83NTWxubsptW6S6ecBJ1WvPRyuRcRd5fn7+qdtoOF6GJHSeEjsl8Drcvb29oXw4Hk7d+43vzRwUm80mLYF0InQoFJLiNmNIWrOw//gf/+NxlxHAMEjkGI3pAgTquh8bCy6M+Y/6vXq9QXUp8/QYItNVjY1GA7FYTFqbacWjn+N5wCuF68D31WNn/zu2OdEto7jHNTDkGmpWiW199G1GvV5PQurGIopJ0j2MwtA/9wsNFL1/FmExUsHKbhpo5iZpJoQKl0CHuV9ME2C+dqFQEBBLkMdKdx0m5HpMYlDq9bqkEJEx1OCNjg9ZOEYEOBfMS9Y517oCXafB6DY93A/seMKiVBaxsYMK55SdAchsXFQI9HWBEueZYCEej4ujx5zRSqWCTCaDw8ND7O3t4fDwELlcTnJEgacZfs1ShcNhpNNpbG5uYnl5WW4odLvdWFpaAjAAJo8fP8bp6Sn8fv/EbaQYndDVzTp6pKME1AtOpxPz8/PY2NjA4uKihBK59+js0hHU68zPYtHb9vY27t27h6OjI3FMGRWq1WrI5XLiyNAGjSNa53F8mv3j3DONoVarSdU292+73UY2m8Xp6SmOj48lb5RV2Bw3i/mY2+31eqUfKaOZ2k6QgeUcTQrudHRU1wuUSiWkUikUi0WEQiEsLi5idnYWdrtdIqz7+/u4c+cO3nrrLdy+fRupVEoq0fX78nmZfre3t4eDgwNcuXIFa2triMViwsBaLBak0+mniDQ6DZMKHYNgMDjUWs9ut2N+fh6Li4t46aWXcOXKFcRiMZhMJlSrVZycnKBYLCKTyeD09BTZbBalUmnIjvB8UZeFQiEpfiKgW1hYkMgDATBTMbiGxrS+iwrTNVmcxb78OuWGEbRQKIS5uTmEw2FYLINe16lUSm46JXhlBxF9Q1ogEEA8HsfS0pJ0TWAdgt/vx6VLlwQ73LlzB6VSCeFwWEhKFgJexIkcG7yygIATabMNmlcz96teryMYDArjWqvVsL29jbfffhv37t3D/v6+sHFMDuZh4v3WnU4HR0dHuHPnjtzo9corrwz15iOTZ7FY5OfA033uLoLgtSwvL4vS16EWvjfzdXK5nCibR48eYXd3V9gPna+p/5bvxQUym80Ih8NYWVlBJBIRSp7eDwEvKxh5mPR7T8KGGEV75XxvKhZ6hHQ0qEy1x8n11GFk4OyiCr/fLwCAYSa2BSKgN4ZdNVAcF+gZFRrfg2BUv6bf70vPSzodwBkw1K2HuB/IpLNQT6cHMDRoLAzSYIlhOG34xhUNXHU7IF30SPaf+4k9kfv9PgqFAg4ODrC3t4fj42Nh/VicRWXLu9/JguncOrPZjHw+P1TBSrBPkMk5mRSsc90Y2gYgXUtoCCwWi+Q3MhrA5voul0vmaFTUgmuqi7vcbrecNX3DDJlqrjXniE4Zq8IvKi+//LL0OGWVe7/fl36KBJrRaFTYmVqthqOjIzx48AC7u7vSiogsih4f308Lw7g0XqVSCevr63IJjMk0KIa5evUqgAEjlUqlhIGZVBit4NnQ3RGAM+eeTNfS0hJWVlaEVaOBZ94qGU0WMTF1g2eVaSS9Xk+ABVMItG4gS8+fjZv6wb2gxTjnjIIw5Y260O12I5fL4dGjR7h37x62t7dxcHAgzgiLktnpg2D15s2beOWVV3D58mXEYjGsra3B6/Xi+PhYAIlOjwGGo1qT6BzOEfcg7S/7m8ZiMczNzUl0Jp1O45133sFv//Zv491335UaEH2jlp6rfv+soKhWq8n1q4eHh3j11Vdx8+ZNrKysiFPNvql8JqYpMZI0rjDliPqDDmS1WkW320UkEsH6+jpWV1elUKvZbOLk5AQ7Ozt4/PixgFhdkKUjpjo1IhwOo1gsip7yer2IxWJCBLI3MlMYuHaTpkXoOhOmZVL/sUUb7TBz600mE4rFIg4PD3Hv3j3cvXtX+t9S5+hIj8lkQi6Xw97eHt5//33EYjHcvHkTr7/+Oq5fv45QKIRAIID19XW5ZY+FYSaTSYg8rb8+SMYGrzppmCCSlDITbyORiLSS2Nvbw/3797Gzs4N0Oi1sjdlsHlKYrDJlsReN3+npKe7duwer1Yr19XXE43G52ICsEoEgwRQXmj8bR2ZmZp5iyQBIWIrAkwnqjx49wt27d5FKpYZCKzrXkf+SZWCBWTQaxeXLl+WmDoZumSqgK9rJCnCMz5O4fZ5oQKcVFVk5GhdWehaLRezt7WFvb088/0qlIqEqenHz8/NYWVkR5cbG5VxzrrVmVTTAGFfZkuXRbCRFMwd6/7JxOwBhD7WB1YaNoXIaPhbgERjqnFmCeV2Uosen534c0UUBFOZB6txHABL+YpHTyckJdnd3sb29jd3dXRwfH4sDog078wIXFhawtraGjY0NXL16FYuLi+LF9/t9Ab2lUkkMrXa0Ji32MYo2dMaUHuZukt0gW8xw/ygwp884zzyrhgl6WTnNtAun0ynzTEbF4XBILvA44PWll16Slk0nJycCsufm5hCPx+UCAoaAWc396NEjPHjwACcnJ+h0OgKijfPCMbJan0CfLGA+n8f9+/eHIj7UOcvLy6jX6+KQM490XDEWEOp+vTyLBKKMvM3PzyMWi8HpdIpRpeOp883ZQYO6ibqFzrLb7ZYiXmDQppAOaq1WkzoEggGmcIwjuupeF3RyfHxWAgRGEhwOh6Saff3rX8dbb70l99kXCoVzi458Pp+A3DfeeAOvv/66OJa9Xk8IpGKxKCBWg3Ng/FQeDTS5D5k/rCvWXS4X2u02jo+P8e677+LLX/4y3nzzTezv70uuvb75jk6IJhsI9LkWXC/uaZ2XajKddSNiYfgkRXfAoFCbrCvTJHgtNJnExcVFSTfJ5/M4OTkRZn9vb0/0p3aU+V7cK+yJz7kk8LNYBn1O4/E4Op3BJSH5fF5Yd54ZIy65qJB0ZBpKMBiUCFOlUpHccqbmEIg+evQIt2/fxrvvvotHjx4hk8kM4S1jjjf3VrVaxcHBgYy92+3i8uXLmJubEydsbW0NACQFjamSDofjQudwooItvTBUHmR42CybCvng4ACFQkHCx2w50e/3sbGxgc3NTVgsFuzv7+PBgwdSALG2tobV1VU5EFtbW7BarcK2MB1Bt6DQ95RrQzeOaIZNvw9zqQjUU6kU7t+/j62tLeRyOfGyeAg1CNT5Z8BAoYfDYVy+fBlXrlxBJBKRnGGTySQhUB1WIZvFhP5JwwfniX5ePj8VCEMouiinXq9jb28PX/3qV3Hv3j0pHGFvW83Mz87O4tq1a7hx44Ykn8/NzQ21EtM5Y0Z2dFxly8NFo6cZNs0s6w4ZZN8ISAgkRjEx9MhPTk6G2v6Ew2FharlGZId0QRuViHGPjSN0YqgIOV6ygKzk5JrRw97f38e9e/ewtbWF09NTueGEFxQQLAAQ40AjwpSKarUqBRnBYFAALD+bCojzPMkacowAxKHV88YoCMNVAARcErjQkJ0HXo3GnPnVDGGy1yDZTQCSM6uNL5913LPIUBqdHWDgaCwsLGB1dRXxeFzaAdGYErhms1kAkHxbNgPXhSxW6+De+fn5eckfdLlcqNfrwt4eHR1ha2tLbjPSbXAIBBnOZ1RiHCE5YXS4e72epKnoNLP19XXpAUkHjEyYZv/IZLKYt1AooNfrSc7d3NycPP/ly5eloDKdTqPZbEoerMlkkmgCw8bjiDFdRxe/8jkJ/s1ms6QLAIN9lU6nJT/SZDqrtqbDRGZLA4THjx8P5YoCwNzcHGKxGCwWiziiuhgTmDz/XNsbEhrsJMRqdKaGFYtFPHr0CF/+8pfxO7/zO8hkMpLzqYkl7mlNhuk9QvtzfHwsn89i2NXVVQFfzPOmczApM/mVr3wFOzs7uHbtGhYWFmA2m3F6egqn04mXXnoJV69exezsLGw2m+RU3717Fw8ePEAqlZKOERo8U+9xj5CAYmGgxWKRvci0O6fTidnZWbhcLkklZJ9XOgB873GE5AxJFkbF2ZmELTuZnlkqlXBwcIB79+7h3XffxdbWluSic4xG8oT9tpm7ymJ19nglePf7/dKRotPpYHt7eyhtst/vI5PJPHNMY4NXTp5OUqZ3xDCjy+VCNpvFzs4OstksIpEIrl69CrPZjPv374sCunr1Kl599VVhTdiXb25uDrdu3cLKyop4AMy5PD09FQ+72WzKQS2VSpKXpSv9xm2boStD9WFiP8HT01M8fvwY9+7dw4MHD3B8fCx9DDWYYC4JvRNuHpvNhlgsJrm8TMRmOx/m0eTzefR6PblejfmKfM2HJWQNqEw0EGICer1eF0PAEO3e3h7efvttvPXWW9jZ2ZHcNg0SaOyazaYYIBpFff0lq2UZFtQgjwB0XOHh1gZTPxvZM93HlJ89itXUjGq9Xke9XpeuGmazWfplRqNRAU7AWfEfx6BzbjUQG1doyPS66XxsRgno0FWrVRweHmJrawvHx8fSh5HV5BwLc6xYEUtj2mg0sL+/L2ySyWTCysqKVGnTi6cDQzCkxzqu6L7OZJTJDDKEr50D9vHUBtsInM87O1xfgnPuZyp6pmAQDOvoRL/fHzLOFxXOL59JF+PoqyHJaqdSKUnz6Ha7CIfDmJ2dFRaKPVqpR30+HxYXF7G5uYn19XVhVJiKwNBoOp3G9va2pJbwdU6nEzMzM1Khf5ErG0eNURfG0ejx/DGUHgwGEY/Hsbi4CLvdjpOTE/k86h7NcBP0Ekjt7u6iUCjA5XJhaWkJm5ubWFtbk4If3gxJw0x95PF4pJCFkZj79+9feHw6OqTtBnUo20hRh+quGAzTrqyswGazSa9Rk8kkYeN0Oi19dxkVzGazKBaLePjwoaS7MC+TbaWoB9ixQqcWjSvUwfzi5Rbdblcq7u12O4rFInZ2dvDuu+/inXfewe7urpwNAnlg+AbAUSl2WhqNBo6OjiRPmHuXqUsul0sAfrvdHrpUYxx5/PixsK8sNuJNWKurq1hZWYHH40GlUpH9tre3h0ajgfn5eZln7kndGYkFyvF4XPqYAhB7QhzFc8JLmZxOp+SxU+/q8P84wv3JKCCLxQiMiamY1396eoqjoyOUy2UEAgHcvHlT8mbZlYRzQSdwcXERV69exdramlx5+/DhQ2xvbyOXy2Frawt+vx+rq6vw+XxYWFhAPp/HwcHBUHSaz/cseW7wSg+JbU147V4ul8Pu7i5qtRquX7+Oq1evDhnXfr+PpaUlzM3NwW63I5/PY3FxEfF4HNeuXRs6yDMzMyiVSjg6OsLh4aG0cPB6vdIuxG63S2sNHYoY16DosKlOO+DCk0p/+PCh9CFkEQyVjhYedla5hsNh3LhxA1evXhVmh2BXJ+/zXveZmRmYTIPCDfa5ZChUM4mTyKgDoPOIeAgJdJhvls1m8fDhQzx69EhynuiAMCGcAIppJGQbyCoz7EqgyBZHBLhGoDmOjCr2MqaQEFTSEHINqBz0e5GhZWoMGWMadIYvdX4TDbS+uEMn3Bvn/3lCecBZSFbnP7JQiZ4sgavD4cDa2poo+larhVQqhe3tbZjNZhSLRTgcDkSjUTlnOsR0cnIiV1Yy3KTbqNHYch0nrXYOh8PSxoUOHp08OnMcN6MTzCszOgujUki0g6NbEO3u7uLk5AQ+nw+XLl1CKBSS/N5arSasGlkIXaw2zl7ltdHsBsC8b16yQJ1SKpXkukoSBSaTSQog5ufnZT+yqNRmsyEajYoxsVqtePz4MUqlEiKRiIDaSqUiUQSGLWdmZiTdIB6Po9froVAoTHRRgS6S0xE7RrF4VgKBACKRCNxutzBp7CjBanOyzwR01MdHR0fY3t7G6ekpms0mbt++jY2NDbz66qu4ceMG5ubmZI0IQNgKKBqNSj4v99I4MioNSKeLkXk1mUxSdMiuJgSsLHZivQSjcLlcTtaMKWbhcBjHx8f4+te/jq2tLdy9exdutxsLCwuIRqNDqRUkBZg6MKpm4iJijFbpaI++PGhvbw+3b9/Ge++9JyktAIacaz1PZCMZ0jYKz26r1UI6ncbW1hYWFhYwPz8v0TESKsQhxr6y446TqQLr6+uIRCIwm81YXFyU/ZHP5/H48WMcHh6i3+9jfX1dogU8J6enp0in0zg5OUG73UY4HMalS5dw+fJluVaWBa+s+6F+pQ2y2+3CSnN+mF5DlnYcIZuvWWyeh36/PxS1po7P5XLwer3Y2NiQSAaxR71ex/7+Pt5++23cv38fLpcLr732Gq5fvy4FoABEn2xvb+Po6EjqYCKRiLSI8/l8aDQaQjwwr/no6OgDxzQ2eCXDSAPP4hPg7Ao+Xiiwt7eHer2OmZkZSbYOhUJYWlqSvFdW9LI4wev14saNGwCAO3fuwGaz4ZVXXoHT6RSwtLi4iKWlJcnjo4LQ9/Lq8P84okPxmi3ixuG4jo6O5B7ymZkZOUQ86LrgqFqtIhAIoNVqYXZ2VkIQVG58Ldnl3d1dPHr0CPl8XtpVkEFg/is32iSg4Dw2ioaFLJRmJclysQKy2+0KG8C8vGg0KuGc09NTuV6Uidpk8HK5nHjSNGxk7Xh3MoHBJCFnzbrrKmtdZEZHikDaCCw5T/QwM5mMJOSz0IwMB5kpk8kkn6NvkwEgSoksjZGJnGSfGp+T4JUGkIqGrN3h4SFqtRrm5+elKpgKksyh2WxGoVCAw+GQwhmyUkwv6PV6UoVOBoTKj7mIbB7PVIxJJBgMolqtSp4WnUPd5J7MDVlmzdzT0GrWyOg46DzhTCaD/f19PHr0CLlcDrOzs5J/ypZSvOYagOS3Mo+t1+vJtZgXEaaZEOgwf5rKn8/KIq2joyNJB2Fl7/LyMmKxGHZ2dgRcEqgEg0FJ0+E1lKenp1haWoLZbMbCwgIWFxext7eHhw8fSgVxo9EQJ4AXxZCFGVd4vjWA1bmvBO3xeBxer1fWw2azya1MTElpt9s4OjrCwcGBFAoyleLg4ACZTEacyFQqJR0ZdCoC02TsdjtmZmbkRkUadpIzkwiBgd5b3BfsbW21WuUs9vt9KdYhaKhUKrK2a2triEQiwhSzmj8ajUoF+PHxMR4+fIjLly9jcXERoVBI9hTz8snoT0rocEw6zUrnPNLuZbNZ3L9/XxjXWCwmNoXzAZwRByze417ThZJkCDmOZrOJTCaDnZ0dacE0MzMjuqlUKiGXyw3N/yTCQtaVlRUpzuKlBc1mU1pZdbtdqQUguGUak84773a7iMViUnFvsVgkFY96l3qNBUv6yl+dVzpJhI7C99ORW9alUO8Qj+m2cjMzM1hfX8fCwoKMX98SxlROXs/t8/mkJz/bjl2/fh2dTge3b9/G7u4u1tfXsbm5Kfnf4XAY/X5f2GCSYM+SicAr2Q+yHVSyNJZsQXJycoLDw0NhAi5fvizKmRXeqVQKwWBQQu9sSZPJZLC3tweHw4HNzU1h/JirRKqbbXsYWmSY4nmAHTDMhJGyZ44Vm/RaLBaEw2HJT2P/SeCsOpNeNkPn9L4JoLhBa7Ua0un0UAU4c0H39/clNKFvypn0kOq8Vu0Fk5nUm9NkMgmzXCqVJDw3OzsLv9+P/f19VKtVCWGyctrr9QrwYAEMPbaTkxOZZ4YhaMyoGCcFrsDgCkFjMrxmAmlU9IUQmq3j57Il2/HxsTgsDO/wmXWeKBvF6/55uv8k53NUWGtS5lUzkkxN6ff7koJBR+L4+FgKIZnXRxaZeykej0u1MPMfmQvIXCwqtlwuB5/Ph/n5eenxyrw3KmKm8UyqeGnsdQsjHV5jQRwAYYB1jihZaLKIxpAin5NFbHt7e3j8+DFyuZwoUgASVaLDo/tSs4c199s44JWV70xDYaheX23b6XSkvyKBJaMcbLdjNpuRyWQk946sFNtL9Xo9HB8fY3t7G4VCARaLRW7voXNptVpRLpeRy+VQLBYFODJ/WYd9xxE6i7orAIEAmSbmTfJzzGazFM6wYLdYLMJisUj6C8E0wQTTm3jOyuWy9Mu8du0aNjc3pUq9Wq0iFAoNARJeAzwua6d1qY68aIZT91fudDpIp9P4xje+gUKhIC2FyuWyFG0Fg0G8/PLLuHLlihScMaWHc8gOO6x0f/DggVR0e71ecaiZOqCB67jOpN6L1HcEPlxPsnXseEDHhxeK6Pmq1Wo4PT2VNJ1gMIiVlRXMzs5KkR4jcyaTSfBEu91GOp3G/v4+lpeXJbeSr6FjPQnzyjU8PT3FV7/6VTidTnz7t3+7tGpj3j07Jni9XszOzsLr9SKfz8sV8HxmkjAmk0k6ZhwdHcl+pUPDSzHIvjISRmxF0ojPaHSQLioErrofNh1mRrGsViuKxSJOTk4EvDKN4Pj4GA8ePMDdu3dRLBaHcs/pKDPd52tf+xq2t7cRj8fx+c9/HktLSxJl5oUW7I/NehEWTjIl7CIt68YGrzQc9Kg4kSwoAiDht3w+j+PjY/T7fakgZVpBv98XMKgXDBgYC76Hw+FApVKRohAWBjGXhEwLQaDOl+Rzjis6bYBAh5XxDMWQHeDkU/nqAhWCCt2omCwZ81d0Pi0XlhW+NGwEHwsLC1hYWBj6jEm9MSoxYxjHZDJJtSfnmCAin89je3sbtVoNKysrCIVCaDabyOfzoqR4AJmXpIXMS71elzyXlZUVUTaszNcs2SRMQTqdHlLUzI3S6wucMSNGh4X/0ts/ODhAKpVCvV6HxWKR8AkrtgmOaTjo5XJ+edB1ixidBzgJQDcqMjpYNP58BrKudIZ026XT01MUCgU4nc6htlL6UhCyN0y0Zxi4XC5LqxwaHbfbLYyCbpQ/qRCcUbmS+efZI8Ohm70zbK4Nvtk8uH6RrDh/T2NEp5FrzHysxcVFac7PeeGlKHR4GOIHBmD4P/yH/3Dh8dnt9qEb3egkcB2oKwi4mGfIzw2FQuj3+5Kzenh4OFSkyH1CAMwCKbIrxWJR8oRtNttQL2cWvem9NMk+pf7jWSSoY09wGjCGnvv9vjggDJu/9dZbksbhcDik0judTgsTTqeJgJH2YmdnR0A4c0u1Xudc0A6Ne8OWnhOdcqZD82y5Z7VapWn/e++9h+PjYxSLRcnDfffdd/HgwQNcunQJy8vLKJfLEkZtt9vY3d2VHrhms3nIOT08PEQmk8HGxobYRZ0brMH0uDZRF07qwkI6NszPzWQycuEGmXY6iDp1ymod3PZEO+pwOBCJRBCPxwXckiE0m83SWoqpKycnJ6hUKsKU04ZSx04iXLd6vY67d+/C5/NhfX0dV69elegui1fpILLYmHrU5XIJM64LFXnOC4UCDg8Pkc1mJbLFXrx0DJg6yOi27qWv99m4NpEkIx0OrZ/pMDPd7/T0VLoHRSIRuRlta2sLjx49khQl2sPl5WXRV0xPe+eddzAzMyP9lqlDGMXMZrNiM9hXl9jhok7k2OCVOYCaHqdiInBkzpKx96Cu5tWGXfft073RjIBUtypiPqV+LrINVEzGMPBFRINebhqyrtysTLbXXQSoEHW1JFlLMjg0mOzdyjArC9GY86QBlTY8/NxJK9T1XOn/Gw+DziOkMWXY+OjoSFIC5ufnxUvmweStR7rIgq15GNpl7zg2Ew8EAnA6nRKO1SwB99o4wkpssgNG4GoElnytcV4IXlmUpRvGW61W7O3toVAowGQaJKtfvnxZGGnm8ur55p7UIfrnYdD5dzRM3I905jqdjkQqstksyuWyXPWnw7gEKnwPPhcrYZkHpm83oqLLZrNyLSRv5NLrNyk4ByDXwrJTCVlXdh4AIGee4AA4S9UhaGdxDteCeeWpVAqpVApHR0c4OTkBMGiVx1x8prswOsBcW+5pFokx13CSM0mwqQsoCLDIphuvm2Qv1HA4jG63Kw49davWzYw8aF3KaADTSzh3rN5mrj33AQ3KJPn1DA1zv1NPslWVroSn8SLDurOzgzt37uDRo0cCvKkvCKT4XrrzjO4Jq4sSGao8ODgQ1p5OQeHJNcPj5rzqsPioVCxtT8zmQXN4duHJ5XJYXl4GcBYFsNvt0iOdTHsgEBDHgjdNMaTOloO8nYl5n4yCcg/oSOS4BU1GooTREKZ9kcBgxIsXKrD2hQ4k0xf8fj+i0ehQvjOjAPoKa+qoWCwGv9+Pk5MTPHr0SOpmeHZ4Nnkex2lXp4UkGteIjrIuLuT5oPNPHWk2mzE/Py8sOwk4Fs5SL+q8Ye3cE7MwmsezybOribBJziFBMgtp6RjTWXS5XJIix+iL/r3H48H6+rqQCNlsFg8ePJBbsoDh6C0xBB19TYxxT7CHLfUe9xnZ12eu17iToA0/cLaxdY4pJ5mTxqvtdAUwq4bJ5AAYAm5MKKYSYl4bJ0ZXp/GLm10nhk+ab6dBhWaC6XnROPCZuaGYI0pvmwdTpw9wHulFMpmZ4UMtVE76QgfNKk4yPp0LbAzpaBBEYMA2PJVKRUJxNBYejwflclnYTrJwVFbM59LsMwBpUFyv1+X2IHqDPLi6ynIcYQoCwyQcs5FhNjLXxnxUgm6ycUtLS2JY+LtYLIZ+v4+VlRUsLy8jGAwORQP0fLMRPcPgzOOcBPQYx6IZfgIAFiGxKKfRaKDf7wsgZN4y2UWyWHwPgvfDw0NhB2g0GTlhDiF7iJLVNT7fJMJnYyEPGSoaD6vVKoqX803wRkbk5OREOnoAg/ZLrKQ9ODjAwcEBisWipE1sbGxgaWkJoVBIlCrTLLh/abDJTuvWYOMIQ57UWcyV5lgY1mYUhKw6r1NkMV04HMbVq1elYwtDsjpthrqUz039yTNCZ0df28m14zxPIjrVQBMCzM/2eDyydwkoG40GUqkU7t27h/fffx8HBwfSpYUM3ebmpoBA3vzDXN1IJDJ0/W08HsdLL72EV155RZ6DBV5k1XS0bBwx6lLtdNNOkZABMFTYSD1HPcubzK5fv475+Xnpi87IjY4QEVAZwRXnVF8A8byOpDG9jPuTeo5RSbYNXF5ell7QdP7pULCbhcvlwunpKfb29uDz+aSNIgEPGUKLxSJ1Fffu3ZNcZ0bp+Dy0K3T+xhWz2TzUCq7X60lNBM8Ri4oJYDW4m5+fly4FTCVgBJPRCzrRrL2gntYkno4gaJJPY41JmFfaZKvVKueP49U6jQwz89uZf724uIhYLCZFloVCAXfu3MGdO3ekYJ+6iemNusaEe0c75Iw2cf10Aacurj5PJkob4MNoBUfRTBaBj87P42t0iIXvdZ4YD5xOVdBVrEbP93mBgWYwWNTB0B1FP7d+LnqfwWBQPDoaCwASaqHiPT09FYBOz4NKlcU4mm0AMDF41crWGI6goqWy0WELhhxZQMBWIjx0zGe2WAbX9/EAMKeX3rr2PvXGppJmARWfb9x2Z/xb7eEaAav+PD0nwNmakg0hU87+wgwvWSwWUdKRSERSBoy9/vgs+lKGaDQqr5kkvK7X3XiG+PlUuDqfiMqSDA6LHvVNUgxXkWnI5/NSGc8iKjKBZK3YrompMKO+xhWukVbk3IfMUSRLqR1ZOpvMPyZoYlW9zj2rVCqw2+1YXFzE2toaZmdnhWHWY+HzaGfZqIfGHSOLTcgk8Tm5thqg8FwybSUej0s4jj+7cuUKDg4O8N577+Hw8FD2P/UO2Snua13Yx2iAbt+jxz1JKzDg7DY0PXdkmDSLpHO2W60Wdnd38fDhQ+zt7UnhaiQSwerqqjBA9XodW1tb+NrXvib5rh6PB5cuXcLVq1fl5sKZmRmsrq4iFouhXC7D7Xaj2Wxif38f/X5fnCTaq3FFr7tmvHXKhAYcOlLJPc7ODt1uVy7/IHOn9RfXVIfweaZ1Xr2O/Bjt87jr+KxzTMfDZBrczhaJRPDyyy9jYWFBSA9GLQhUarUaHj58KDnXb7zxBl566SUJaWvmmOtVKpXEQdMEmXaKjDbtosJ2XhTNyhOk6ggxIxdOp1NuOVtdXUU0GpVcXn1u9TyOml8AT+0TTb4Zo1mTpg30ej3Jha5Wq8IIcx8SoNO+aaeZF7ToLhl+vx93796VZ9SOt44W0fHnntRRah0ZojN4EZs/Nng1hkH4IFxUk8kkeZLsEakHw8KYfr8vxRJkdYAzw8tcOxpgKl/mQ2ijNWpTTApedThZ55Yaf6ZZNXoKZH7dbreEHHnJAgABtWazWYp7mPzMHBkWfTmdTuTzeTkAmuHVX5OAAo5Bj21UmEszsUZnQzOpBLjs89vpdKRwhVW2XGcWh9BQGA+uHuukQu9SGxEj02xc51EKj6CcTgWNPJWZ1+uVNmD0ILWhNqbWkKnUaTR83bhOiF4LreD0/uT4yA4wvM68JgIjKimeXQIVKjMN3lmIp9tTARClRiPCOZi06wffk146FafxTFL0Z5FBZISErepKpRL29/eRSqVEV4VCIczMzGBjYwPz8/PC8OqqXK3c9bnRTvMkTqTOpyUgGTVP/Ew6lCykY54qbzZkZwHmyXLs3F88q5xXAntj78hRjt6kY6TTTrBGZkkXoTD1yGKxSKeanZ0dPHz4EKlUSlpBXb58WXq3sgDEbrcjlUpJZfT8/DyuXr0q7X2CwaDkouv2UeylTWba7/cPsZUXFSMo5Zfeq3rPUo8wT9pkGuQku91uLC0tyb32jAwEAgHEYjFJHyORQT3JOdBdNs57Pr2HxxHtsGmbbzwPvKQoHo9jeXlZ7rEnsKVu6PV6yOVySKVScjtcJBLB7OwsAAg4ZbcbTWKcFzZ/HrIKGNipmZkZuSac4E4TLMbonY5okKTTkRLqB6NjyzkgwKWu0Tmu5+GZ5xkn14zRDUZFdNoLdQb1O1M1GClg+h87EKyvr+P09BTAsJ7UTlav1xN8ZDxjmuzUN1p+JOBVt2PhRDIvlDlLwWBQChl0hZueKP33xoPBjaGNB8ERw/DGSwG0ch0Fxi4qxsMJQFIYWDWvlYQGd2QxgsGgtIbiM/D5CNqY18NemXxeKvDT01P0+32psjUaT2M4ahzRYE1vJG2QNQOq82XokHBMZIiplH0+nzSqJ/BgGzEyVFTeurecznfm5tfPNY7oPTFKWRvZMm1sCIL4Or4P9zGBDeeIgEI7M5oBJEDk7UfFYlGYCrbsYSHROGJkA43hJ+5Hrif3Lrtz6KIHhit1/hhBqw4vM6+TThTzldghREcF+HrOxSRsCAABNtqD16Emrcg5BxqcsbsFdRM7LNjtduljOz8/L8z5ecYDeNo5MIK5cfep1n18bn2uCTj5e4bweBVnsVjEgwcPsLOzA7fbjZdeekmq1/f29oY6sDCaY7PZhpwyrjc/Q+/v81igcUSfPa4V15IGn3pCRwF4E2OlUsHa2hpu3bqF69evy5XidJTYZuvGjRvSXoodMFgMRn3FHG0W/pB1slgsQ3Myjmidpddf61J9Jgnw2CWC6x4MBrGxsYGjoyMpwMtkMlhbWxMHhGePXwxns+BG62Y6CNzLRvZ1HOF76JZnmkghiGPuNCMfuVxOAA/nttvtSlESoyD1eh27u7uwWq1Ip9PY3d0dqvOYn5/H/Py8dALRzLXepzqtZ1zxer1YX19HpVLB/fv3hxxu7XzpSC8jCJVKBel0GgAkbQyA9FA1tqeiPiSxom2jvt1R6wRts4APjlSPEs1S84v7UoNXDY5rtRp2d3fRbDbF+eNlUJ/73OdET7Bewphbr3Uz948en3HtmAJ20T62419FoYTKjg2kafx5gxINIqs92T6CiD8ej2NlZUVaLp2cnAzdo/3yyy+LkeENXiaTSTYIjQk313lAZVzR76s9LDbV5bj4WopOHCejQIaNz6gTtXkDjmZEgEFhl9VqlfxaHhoeHJ3fNwl41Z6kBj0cq2aUCDZ7vZ5U1BOM0ttmzz02/Cb7zJwaghtgcKBZzcyehEYv2wg6x11DDXT0enKPci7JWGjQoA/2KKWlAbhWCMa1oKHhDUBk/hiupaLlveDsQ3lRMbJko1gRXczk8/kkF6nZbEovPgJSnlO9fzkOvTe4r1n1zluDyOhqlo/vNSnzqu+213nY3DNcVz4Pn1PnVLJDSKFQgNvthtfrlQrY+fl5LCwsSK9P7QjwvTkHXGc6Mdwrej3GBXfUg2SIuXbUEVw7KnOdutLr9XBycoI7d+7g7bffFoIgGo1KikelUhGGmVED5tDrNBGuEZ0RFqhpwzlpQRo7V3Dv0FjrlosMs1JHNBoNFAoFSUtaWVnBlStX5EpiskfsALG5uSk5ebOzs9IlQTs33D90ys1ms+gq3dlhkgiIEbjyPOlonI4gRqNRxONxIYK4bux1a7fb5Za7cDgsNodgh5XuOmeWbdu0PuX8asZwEuaV60cHiCwcQ+dcB93j/fDwUC7X2NvbkzoEzrvf78fjx4+xt7eHTCaDUCiEx48f4/79+7h//z4qlYqkgqyuruLq1atS7EO7oe0wMJyTPq6w1ZPH45HbtEKhkBAZ2l7oPHjmTB8dHaFYLAr7z6JdEik6pYvFSCxq1jU/1G/6Z9qZBc4cpnHEaM90kSv3MM8l83JrtRoymQwymYwQLpVKRciO5eVlObOcd9o2bW85T/xcdjjRTiOJMBa4X+QcTtwqixPBEDn7ZeoG06wS1rmprALudrtyCwoNHzd+LBbDlStX8PnPf17CCoeHh1Jowio13sLCjaVzb4xs7EXFGObRjClD4Dw02vuhESDtrm/LoPLk4gNnYXdd/QecpU3ou9kZmmDxmvbMJg2T6HQHGny+H5WhBnrAAITG43GkUilJZGerE95pTCDAm3na7TZsNhsWFxfR653d1MO8PRaR6FC0ZiQmcT6MMsrDJFgjQNJMs55XgkLjz/k7Y8iQ78+zUCwWsbu7i62tLRSLRdmPPCdsD8MbyC4q3Gv6WXR+Mo2c7qtMBt1qtQ4pHRaOaUYVOCu25BejDpp153ngmPv9s5vKzsu7u6iww4BmezlOnlHOM3PCySwSvOpLKAAgFotheXkZS0tLiMViwraOAqsUo4NKXaPzUycR6kztbDEflVErGhLqAm0kCMp56Uc2mxUHgmeWoMHn84mBZmENyQCdGkKDyugQje+kOa8EiFxDtovr9XoSddDnSofHWfzBfFd2yeB5JRBkUShTY3QEju+riyR1CJP6mZHDcUUDCu10a8DH6BK7CczNzWF5eVmKsfi5LHYKh8OYm5tDOp2G2TwogqGzxZ6b6XQatVpNWFemRzASRsfIWHcyqZCo4l7s9QZdHtg+jraeESWu+Z07d3D//v2hAsv5+XnE43Fpp1kqlXD37l24XC48evQIe3t7Q+29ut2u9Dzv9/tYW1uTizy0XuF5nGSs8Xgc5XIZDocDt27dwvLyMhYWFmQc1KUcLx0JAlkNUhmpNeZ2065Ho1GxmaFQSNKctE3iexr3JXXeuHUS1H+cH+oWzh+fj6A9EAhIxygt2s5p/Us8wrSmWCwmkRHW/PR6Pbn6lkXa+sIGkiEfGfPKDcRJYAPffr8v973zHt/r169L0cfx8bFczbe3tweLxYK1tTWpHiY7lcvlcP/+fQQCAelpenBwIH+/uLgoeZX0PrmpGHI3PuM4ovMPNdWv2WPdWoYb1dhuiIvFhaDSyWazAg6Yr6bzl5gny01vtVqFnaPy1htuUvBqDCXp/9MDZW5Mv9+XjbWwsDB0WxNv0mAoj2xrJBKR3LLj42MB6NlsFu12GzMzM5idnYXVahVAq50cI/s5jjBkrx0RLdpRcDqdwlKwzx7nwxhKNKZvjJo7LWw9xKrofD4/VEzFSnGCvXGE86LD+mRFqNzMZrPcB87bwICBkZybm5P5MZsHF4sw/5pg1efzYXV1VZSNvnqZVcNsh6bZLTK+Ovw8ibB4g2vBZ6Vyp/MEnDHdnHf+jrmvdBSZj8ab0ZhPS4bTyOQAZ6lBzGfTYXg6BMbzdBHhPiKYYriV68ax6nQlsqE8o+xvS0ZDPz/DmQR/N27cgN1uR7VaxcLCAuLxOJrNprQ7Y+4hQS7PP52CSVI//H6/7AFe9aurm4GzXDsae17YwHvsCVToSHMPms1mAROcT6NR1+uiQ+2ce6b0kImedB31vxQ6WtQp/f4g93x2dhZra2vSMmhvb0/GS+PNdeVV4a1WSzqb5PN5HB4eSo/m5eVlrK+vC2CgM0KAQkB/3nNeZHw6KkUHWbPYvBXJbrcjnU5LKsiDBw+wt7cnTi1bMjGVgGTOzs4OrFar7EU6THa7HY1GA/v7+/B6veJ48upWOrXaUZjEUaZjMDs7K8VmACTX3mQySfSV1wnrtD+ut76RK5/PI5fLAYDs03A4jJmZGVlfplXw3PPn2kmjozYqHH9RoX7RYXraD34G9c7MzAxCoZD0YWb7x3a7LTZsc3MTwWBQ2rS1220sLi5ifn4er776KkKhELrdLpaXl2GxDNobsosEdYzNZpO6J8613++/cJRnbPBqrPAj/dzv9+Uh6FV84QtfQK/Xw9e//nW5manTGdwwwlAUiyf29/dxdHSESqUihmdhYQFms1kqgtfX17G6uip5lbx1g6wCF5yMIjA+46M9Z/49mVeGXrlhO52O3L1NUEtjy78nMD05OcGDBw+QzWalYn1vb0/Gzw0VjUYxMzMzVJnODc+F1YUYkwiVkWYK9TzRw+73+5JjFIlE4HQ6sbCwICFn5jWRhapUKtLzjsxsPp+XawPJHvOaw1AoJAaSOc1sr2FMZxhHyC5p4Mp11OCT+5eHSBdD6HCjTh7X+2LUs2lQybkGzpw+Kim2xpmbm5OeopMI104DRuaIAhCFeXx8LJdfzMzMIBwOC4PHAq6joyN0Oh1pRxQKhbC+vi7rwfVst9sIhUKYn58XRa7z30blbU0CYHW6DcErvXkqY7YH0uAVOAPQDE8TfLIH8PHxsaTBzM3NCUjS1bI6fYDdC3gjGVOjfD7fxE38de44GVc6s0wjofMaDoeFWeUZi0ajWFlZEcZoYWEBLpdL2l2xODAWi+H69eu4du0aZmdnJYfNarXi8PAQjx8/RrPZRCgUkrQDu90uxALB5CTtsjTg5pnmfuLaMHzI1xG4aENOe8NzxNcayQadnqD3XKVSweHhIfb395HL5cTOdDodYSr59+Ok8HBvGaN1/NLglbbT7/djdXVV+rLu7Ozg0aNHwjQz/E5WvdVqIRgMYn5+XgrUePU6831v3LiBaDSKXm/QvaLX6w3d1sa9OQkrqSNXOk1Pdz2wWq1SdMVUAV5ioivaO52OpIToM0tMoCv0uXfocPj9fikE461Mui8s8yUnkUgkguXlZaytrWFubg4Wi0VaN3EOeL09U1zYCpN4gD9rtVpCuJ2cnIgNt1qtwlKTNGHeLwkdtugjI687Suh0hXGZV30OdZoco561Wk0cEF60kEql4PF4cP36dVy5ckWiO61WC/F4HA6HQ3ppk8QKh8O4cuUKrl69Kv3x+Zpmsym2h9E+dj5ghIBs8EdSsEWDohO2AYiC73Q6Moi1tTXpaXfnzh0cHx8LE9vvD/pevv/++0MeMA9tNpuVG7mYzM7CCpPJJG2r6H37fD7xCKk0JvHAdAETRdPsMzMzWF5elqpV5t9qpcqDyjYh+Xwe9+/fx/b2NorFIgKBALrdLvb39yXRm6I7EDQaDbm9i825dYGTzoMZRwjetBemwb7O7QQgBS5kDS5fvoxarYadnR25U5oMGFnpVqslNxix/+Ly8jJu3ryJeDwunjNBJg/OqJuwxl1Ht9v9FGs6immmwqMjQvDKO6ZpQDnXjDBwnxkdHX6v2VCmR2SzWem5yj07OzuLxcVFxOPxC93lbFxDvV6aCeQNdMybZPuaXC4nfVtpVGhM2LCfTijTB8ioN5tNnJ6eIpvNot/vIxqNShSERTb8G52nqQ37uMKcPoJJMo5M7Gc+J9eMxsHj8SAWi8nVjrwmlmuYSqUktanf70veLiMdo56DSpbOMoEeQeAk55Cghk43QRX3LsXr9WJpaQnFYlF6Y/IihStXroheiMfjciNfoVCQyNTDhw+FbWcKUrfbxeHhoehlVvTTSSWDVygUUKlUpGBzEjG2ewIgIVKGWY1OGNdBM9PUURrkGvPq9PvzNXRaePV2Op0WncVzT3Z53HxJ6hidKqAdZKbeMLIBDMDr4uKiOP/Hx8fY2dkR8ofPTuPPNoRs5M/nDYfDuHnzJl555RWsra1JGymm2mjwfx5RcRHh+Dg2rpFmrwleNzc3JTJHVpVkDYE+0wD0mmmwwrUnO0hCamZmBleuXMHly5cRDAblinl2MaLTNWmkh2lvrE3grYLcbwSvZEuBs4gP54I3tvE68Xw+P+Sk6j3DW8mazSbC4bDcmudwOCQvXfdiZVTSGPkbV+gY8LKVfD4vebaaUDk4OBAi0Wq1Ym5uTq4rbrVaQzf7ZbNZ2f9Xr17FzMyMkJL37t1DKpWC0+mUq2K55roOhXaD0ZdnyXOBV3pIOv+r2z3rZ+l0OrG4uIgvfOELcLvdeO+99/D48WMBqdzAHDT/T+DG3K9Lly5JpSkwAHjsQ8bQGQ+okY0cl500bg7tQRO8Xr58GRaLBblcTirNq9WqGCHOS6PRQCaTEc+aIRHm4VWr1ac+n8qKhpjgNRKJwO/3y+fR+32eXCZjWF2zXAAk18piObtyMxgMYnV1VV6zs7ODQqGAQqEgSlOnNejc3tnZWWxsbEguEVkzblyGnfi3fMZxD6rOReS/560pw7J0xhjK4kGih0lGUxfqaDZCfwYdAvZupILgjS1Wq1XATygUkirhcdeO+0AbFD6rzjfmdae8KOPg4AClUgkAxEDSyQAgtzUR2AJnt9qZTCbJfY7H49JkXqeX6OtNNcgfVxh21QwNCwrIxjkcDphMJsn1ZHEarwLleWKfSPZ+ZdU38wSNzi6dUYayGeJ2u91PhbMpk4AC/h3HQ2eOt+yYTCa52rRcLqNQKODg4AB37twBMGCMGKIrl8t49OgRtra2pMiiXq9je3sb1WpVojdMHTg+PsbR0RFMJhPW1tYkl5DPxuriarWKSCQytoPFsRGMU1/RhhAoalBqsQxuSQoEAshkMgJKCJxpdzSj/0GAjACHhSc8h9z/FF2UOY7oll/cqzpth4UpZMJZiEVn4tKlSwJU6JxwXLp7B+slSCosLS3htddew7d927fJBRXNZlNsI8PcdET0eowrOsxMJ4aV9CStCPTW1taQyWQkOkeiSq+RkXTRTj8/R2MCh8OBcDiMjY0NbG5uYn5+Hk6nU4ieXq8nKUyTprcUi0VJ7WJkY2lpSWwJ14zhc5IzvLiH42E6ku5qQUzACBfJnVarJTnQjEZ6PB6ZU+o05mbrdLhx9akG2CRP6LgxtY1tzuLxOFZXV3F8fIxHjx7hzp07qNVquHLlitRo8HKl+/fvC/PKPtpvvfWWFLvxvAWDQayvr2Nzc1MirozOMqrNaC/Z4GfJ2OCVG4MDpzBpnt5sPp+XtlbXrl0TdjQajSKTyYgCIcLWRR6sXpydncXVq1dx/fp1yZ0ol8viNTO/xMi6amU4rtBoGUNAdrtd8kGYGlAoFCS3iMaGyqtarSKTyWB7exvb29s4OTkRxctFM5sHnRmAM9DO/Ct6QJcvX8bKygqi0aiElHQ3gEmUET8PGAZ1xkIHp9M5xHRXq1VRimtra/L7x48f4+TkRK6Vo6fMsFU0GsXy8jKuXbsmuTIMkRJI+Hw+qZbVzzXKIXmWUGlwTJoJ0WPXTglBKFss0fjwakLma/G9aGCMz8Y1IbByOBzCWp6cnEjxUCgUQjgcHrqqddz106Hqfv8sD5OFTiwK433oZFV5NSrDd2xrxmdn8VO1WpU8SrvdjlAohIWFBSwvL8ttYgDEE2domXmgxv01rrBokTqFjIGuANZ9hAnOCa59Pp+cSyrEYrEoxWvMQ2OFqzHViKCL82G1DtoAzszMSCs8gqhJRO8hridwBriKxaLkLDJFgDmS9+/fR61Ww/r6OsLhMDqdDo6Pj7G7uysRLoLDYrGIcrmMo6MjqeRlKyKr1YrV1VXpn0pHjp0yCNrp5E0ixlA6HS0WhZLVBgZAJRAI4NKlS9JycGVlRQoaCegIihkyNqbx8PfUw0yZMYYjCcieJ1rH99DEB4EYf+71elEulwX0cC/duHFD0tECgQAePHiATCaDSqUydHMRnUKv14uZmRm8/PLL+LZv+za8+uqrki7AyAgLYunk6T06aTRSp3KxdzkBCG2gx+MRm80cx/v370tqGeeKYFALdYRmZ3lO5+bmcOvWLbz++utYXl4WkKNZQZJYFw05G6XT6SCTyQih4nA4UCgUZI8SA7AVJj+bAJqRYOoh5pDqlKBcLifzT306NzeH1dVVqS0Azs6rto3sD6/ncRyhUwwM9gD1HetWeAMjAHGWeeXv/fv3cXh4iO3tbUlN4nXwx8fHkoJD8Hrnzh0549wTs7Oz2NzcxNLSErxeL4rFIo6Pj1Gr1RAOh+XKYxaxXsQejg1eNRDgZFitVmlgzjQBHWpmhaHT6cTKyorcJ350dIRcLiebNBAISANuNg9nPhrDocViUZgxFpKwFYk25nzOScanFSGNCkODZExZDctcSYaU6TnkcjlpBcLcXL6XDjsDGPos5kjNzc3h6tWreOmll7CxsYFoNCrKiM/Jv30e0WDMuL4ELWRc8vk8Tk9P4XK5MDMzg6tXr2J5eRnZbBanp6dIpVI4OTlBvV6Xv2P+ZDwelzxL3tTFXEU6Kyy6M6ajjDvG09NTAW2j0gU4XioCFuNpo84wM9MZuC5MB+Hf62dj+F5XdJpMJqmYXlpakrmdmZmRCw6M7MhFxFhZy3lkoR2ZM6ZAuFwuRKNRrK+vo9MZXMvH9nQcGwEi8714FSNBxOLiIjY3N+UmKuY5Gyub9Vi0Mziu8DY2DQ6ZMkNnlyHJTmdw1zgZNeamE+CQydLsOcPRdB40o07jqFMOWLSoQ7FaX0wCYjWwoMPH65bdbjcWFxel6Ckej+PatWswmUzY2dnB7du3sb+/D7/fL44J05n0s3DsdFRIMrhcLszPz0s0hLfjETyXy2WYTKah/qHjCveljoRYrVYxyIywMc2Bbb6uX78uoC8ajUp3DA32ubYMs3OvMR+TKVtkf8hIkmihQdf7ddxzyH2jI4/GdCez2YxgMAiLxSLXTbPl09zcnJAwi4uLuHv3Lh4+fIiDgwMB23Swo9EolpaWcPnyZVy7dk2KtPr9PjKZjDgtZK7pbD+vGG+a0/mlvCaVTjNt/SuvvCLn6P79+ygWi0MstfG5tPOmyaNgMIjr16/ji1/8Ir7lW74FMzMzEgnRDjOjPboV5ThCfcFuOdSDOpWDRYPci3xWRjh0NNqIQ/S+dTqdEoXc3NyUSzdsNpvUjdCGakaZTvwo8P8s0XUQrFOyWCzSPpHgs1Qqye2LN27ckJSsBw8e4P79+9ja2pIiNv6OESI6b3R+LRYLIpGIpLYsLy9LSh9T1ex2OxYWFjAzMyOMM1PdniVjg1fS8lwgsiEMvTH8yYGxOo3sz9zcHFZWVpBOp5FOp+UOYOagEbjyikYyL7lcTvJ5uKisctdK9XnC6Px7Y5iDB4sgJxwOi3dgtVqHbtVgIdnh4SFSqZRsfubiULnqqlAyPFTWs7OzuHbtGl5++WVcunQJCwsL0tuOxQ3Pm/NiVCCjWE6+jo4FARvvP7bb7dJbkQ3ACXiYBkDDRweDhS+VSgW9Xk/CwFQ++nMnFc4l8DTToBld/p4GSANU3UeRgLTX60mhAf9Wh5V0jz46Uszn5dWUwAAcsSCK4x7XaOrwGnAGnDVzxqsNK5WKeMHr6+sCph8/fiwdMMjCUjny9Wzbs7S0hIWFBclzJaNM5cUWL9yj2nBPykxSYWuGUodkaQh06yyGhlutljgGNL4aZBiLT/gzhvO0gWRLHA1cuZe4DyZxsozKnq2fms0mjo6O0Ov1JCJBo7m8vCwGc2dnB0dHR9jZ2RnKHdNtcXRBE39ms9kEOK2trWFlZUU6DACDHHcy89S1upPIOELGivOlC7c4B3Q+mK5it9uFmNDXtpLF4nvp9aQt4p5kbUUul0M+n5f0ETo8VqtVzgfXj/M3juhzaNQtfE46AAR8p6enckEIL1O4evUqFhcXcenSJTmXpVJJxkvCgJdQsLMAGb2TkxMpfGGrI21zjIB63DFyLBwb8+F1Tnm1WpV2lhsbG/I6v98vucZk+LjntVCfcqzxeBwbGxt4/fXX8eqrr2J1dVUcgFwuh3K5LOl1HOukumZxcVGwB6N/zE3l/iSgZLSHc6CBL50THYlltIGRsUAggKWlJXEaGfmrVCoyLrPZLNE5FoJzr02aLsg+6oww8CywGDSTycBischc6Es8PB6P3HiXz+eH8J+OeLNojV0Krl27hlu3buHy5ctSV8BamE6nIxEHl8slmIB29FkyMXilYuRD656kbPNSr9dRKpWEfeLguEHm5uaGNggXWCfsNxoNFItF5PN5Aa6svne5XCMPp84JHfew6oNK0Syu0+lENBoVA0JG1Wq1Sqhvb28P+/v7klagk/jpFRpzfBj2XVxcxMsvv4xbt25hdXVV8tQ8Hs9QP0qOeVxly88+T5lxLfR8cC7J7DEviIaCjcN1H0XdQ7FWq+H09FQYLD4/QyJUBLoK0sh8jyOhUGiI+eSYdX88DTz5ezoj/Ex9fR49V2OeInDWgJngjZ9Lo0gjxVzfdrstzhmZynHHaGTeuRd0M/N+vy95We12WxSV7p9JpaVTPrjOZM5nZmakeJJnjqF0Al2GlXXKAJ9rUgBLA6fHwz1CBpagLxQKyb5Kp9M4PT2VkJS+ipPFlcZQNteYwIfOKADRaaNysvUaTAJeyWCwTVs0GpXcuIODAynU5PlnPi8Nz+7urhTH6DkaNecE+wRBKysrmJubE2aH+qxUKiGfz6PZbErajMl0drnMOGJktOkcMCys8yi5puyeQHaVl9sw917nH+sISrfblbxR5nCz/oKfxf1Jvcv34h4b96Y7I2AaFcHSDhJzU1utFjKZDOr1OmKxmNg03hLG86W7bOgzZjYPOrqk02ns7e2h0WhIukwkEnmq0TttzCRCHaajICaTSew8Wz0x6sG+s5cuXYLf78f8/DwePHggbbOy2aykGun0LuIDXvF78+ZNCTUzpM7iSYJERny5f43O2kVlfn5+qChKdy4gyCZxw3PEmgafz4dIJIJCoSBXy1J/cO1YcMcoFv9lmzdN/vR6PSmy1T1lR5FOFxUSJHwmgkTiMeaF8zIo3RmIF0UtLS3h/v370klCd/Qh9gsGg9JLe319Xa6RJZNaLBaRTqfRarWkXSbTUPicF12/iS4p0ICLm04DM7Y7oIJqt9tSFUjjrnMidKI72UsqHg0a2F4oHA4PtZPQz2D0TMY9sOcdch3a83q9Qywq8yT5LGQX6dXzObSiI5NLT445eJcvX8brr7+Oq1evIhAIDLWP4nNww0zC2Omx6LHq59TKWANIp9MpioKeKJUIDzhD9QTu/X5fAIEOU9DzI+Cld2vsqzqJRKNRGQvHyLYjZO2Mjg3nQee/MfeVeY8MC2oFriv9yfLxPbSDwLuz6UUTaBrD/xcV7fXqNeS+0h0XGC7X7YB4U9rc3JzkarFbCMOUzFPXTgnfh6w0mU9dqKXHohnYcUXfuMY10kCRYWOLxSJ5oVzvo6MjVKtVASja+TRWlHN/UNdwL5MBoIOlG9ob2Vc91osKASbfg3uCDdNPT0+lwfulS5dk/zDCxSjQ3NycdLOgHtKGjk4ZoyHscjE7O/tU27FsNouTkxP0ej3p3EBme1KjqdeLTgJBuw7F0ri2220pbi2VSpJKwJQjRj/4ezqL3W4XuVwO6XRaCnm4XmSQtHNFZ0avo9PplCLFccS4DzThAZy1NrJYBq3emC7Biwrq9brYRV78o3sIE7TTthDE5XI5iVxGo1G5YUw/C0VHFccdm3Ycta5kpEe3eiOREQ6HJUecRUm7u7s4PT0VfUMbSTzg9/uxtLSE69ev48aNG1hYWJDbnhgdYu0FuxpxDz8PuGMxOM+L1+uVIkECUbPZLPaJqRKMyPj9fsRiMcEttB06Ms3cZto7puewYJb7mo4yW8lpFncSQg44ax3I3GUjgPV4PMhms8hms9jd3UWv1xNnioVcS0tLWF9fx87ODlKplEQGGLFg72/m8a6srEhaJ/ODs9ksKpUKPB4PlpaWEI1GZS74nDrC8kEy8fWw2ihxMpjvw4FQYXBBmbjN3+tbe5ijp2/G4a0T7I1GZcpFZYjTmOtKQzlJ/otWPKMME5W4bj3D/osMRZ2enqJYLEqojbkq3CycNzJG8/Pz4n2vrKwMVVRybJqxBc6S6CdhXgm+RjHWxtcYAR7Zn3g8LqG4arWKSqUibGqz2ZQWIMyFIqDiASbI02Fcgiydv2Y0AhcRMgJ8TwBDwNh4+PX3NGg6PYZ/q0PKZNx12oMRuOq5ZV4vDbAOn06qcHkGtDPCf9l7VZ9B5mcT/DDUr1NCONc815oV1mF0AgGd8jGq4GWUIb+okFUle6crbfUX59LlciEej8szk0lg4YteWz4nAb6+TpNhQTIjBO6cb53bZkxBGUf0XOtenDMzM7Db7bh79y4ePXokYIohR64vc0EXFhZQLpeFZdfOJNda3w5kdEgACBN4cHCARqMhJAGLY/iM4wrnzbhXgbP8ZR1y5FkjoCPxQQDO80jnnXuD550MIC+mIKnBM6j1qU4p4RcLdS4q5zmeWsca7YjO6eN6lUqloT1KQMHCGl3dTt1D/TEzMyO5wfoWvFFAdRI9Y2TxNZCls8voGx2obreLUCgk9TAbGxuSR8niX+5T7mdiAobgGbrmfDJPEhiAzXg8PnQTpY7KjCssymX0l3aVOkhjjF6vJwCVRcnUGbq1lmbdmV/P86a7D7Dux+VyDbXLor3RtnhSe0HySTPTPHtkVhuNBlKpFPb396WonAVWfCZ2fWBuPW0q9QPrAoLBoHSB4v5muozD4ZDr5Nn6Ta/bRddvbOQzSmHrSkQqKCojm80mniGLAfg+miEwGgaz2Sygx+/3IxQKSQ4sPR/mGhLo6A0DnIWpxhEa2lGsnGa7dJ6vyWSS3on0btjqRd/RrD+DrNXMzAxWVlYkNMIODfrGH+Nh0MB1EnbSGIIwAi2OWRto7ayQKaHhZ3sQKiLeidxqtSSnhcVmPDA0RnwezRI+DyAAMKTM9Nh0ayujwdEASwM3HUEgM6L3sb6dSefyUWj4OXb+nVZmk4wRODP+5xVCEIixsIo5fgQIfAaykbq3pmacued1gZu+sphsIP9WP8ukYwMgDCfXymgQjLl4VKDMB/R6vVKoo9lXI/DkfqCDwZx77luGq8/TOaPm/qJCUKXfi1e3snqXl3yYzWYprGJaB9Ml2FpH5xQCw+DVeMUvi0/r9bqwIrp4Vt9cxfkZV7iPeLa1o6WjIgSjBA5cKzKMdMK45tS7/L2+htMItPQcm0ymodxW/g2B40UYn1FraIzYETQbI258BuYGsv9rPp8XNjKfzwuIpT2h09zv9yUCRrCn82mpxzTY0s/xPOeRtofzRtDBPUYSiwysLqyk48X51/uBe0s7lrpHOueVaSvsYDMzMyN7QNunScArdT5tqn4/prBw7Iw6Mt1HtwZlyqPeq5wrRmPpULOwnbnYZJLJZtMR4P7VQPh5oiDAme3guvL2TJPJJPnuu7u7qNfrkpfNlA7ePsb3oJ3VjiHnhcQeuycwWuT3+4cuBeJ70P5fRCYCr1qotPWEUgEwpApAWoMYw9LAmYLToRUeXJ2DyPfmQGlEOGH0SPXrJzUomvUzMkf6PS0Wi3gZ/X5faHZW4bP/KTeKZoppJHgJAe8BpjJleNkoOsd4EtF5Ksb0Cp2fq9lKHkgacSZd01hq5o7gHThLIyiXyxJ6ASDKm+BEh+ONzzUJo8W9RFCmq+D1QTOuqwbO3Gdk5njQjHmzeu8bzwfngz1H2cmAYH7S1Ai+tzFP2Dhf2iPmsxjZY130RGOi2X49Z5xPzXoZFSH/3gguxxXqBCMoMTLC/FyO3Wq1SjEcGQX9xXXk/HB/aBZFM+l8nU5N4s8nGZdxTvX78CyQUbtx4wa2t7eRyWTwO7/zOzg5OcHly5extLQkIW8aWIZxR6W26DXj/mCEJJVKCbvJW8N4/a7OA58EFLD1jQ43Gx0cnUpA8KqjCBRtwBnFabfbQhJQv3AP6PPOz9XOMfUEc/d1ZGwS0SCWz2A8m9p20Rnm3vP5fNK2iPNB26FzJwOBgJAc2iExzq0x1WxS0Q4jv9f7lWOgLufFFuxpS9sInOU06paIfF6CF+Cs1uX09FQ6+3i9Xqyurko3BY6N/06qZ4AzJ4ZOPVP6dDcJ7ikWFVYqFQFmrO3RDpix1oURZZ0uwfQKAkSHwyEOmU5h4vo/j93X8wxgyHlwOByIRCIS+k+lUsjlcshms5IKMDc3h0gkMqR3jNEY7bzwelz25GcHKZ/Ph1arhVQqJamkOh1Rpw5+kEzU59UIEHU+hs6n4GQRjBCs8EDT6GnGTYcQCHzopej+m8Zwj6b0uSDayIwrRuZVG0cqXB4Usm/9fl+qD+PxuOQSGo2lfjaG03mNH5kIblqjF01jS2X1vErJyHIax6ifg42y+UWFz7xcDYgJ2ABIKI8pBsAgXEaGSVfcc6z8mkQhsepWM4o0KsbUBA229Gfq9aWnzNAyn4lgRr+W86j3j/4MbcxGMd7jrJ1eM7Jb2gk0vp4MCVk3Rjl0ay3dRUN7+jxzzPsiyGJqD9dbF11q5noSo0LjT3bZGIbT66cNNQAxPn6/X9aczeB1PhodZc2gc+x6bTUbTzGevXHPolHH8DO4Dna7Haurq8JEZrNZHB0dwWw2o1QqSd9nsuDGCIDRuWHhEvcJO6Owbzar1AkKOUdGgD2OMNKgGaPzHGX9eQQ5em2pIwiI3G63RPW4V7R+1aLXUjtEOqowSX/QUfqT/9d7UzO8mhjgviRL6ff7JWTMSA2ZZ90SSpNAOhpgLO7RtuN5hOdNA3CjfmY6BIE5m+yzCI91D1xDrQ+N5AdJA52exAs5aGu0w8x1HUWOXUR0q0AN7vgZGtByf9JRZKcMknbUnxrAUr8yf5XzFQgEJLeUulV3OtHRCq477c44op0NIyvM/UN2nFHux48fS+cW9sA9ODgQZ8lYr8H54lkmI87+xCwm7PV6UhSqi5eJHTnuZ8lEzKtmnHQIQC8sNzj/RishzYrqw8BJpJLSPzceHK2M9PNo714D7OcRDer43qM2j34OttWKRCJDhoCv0Qys3lAEGcYF5Gs10zfpQdUKTTsZRgBmZEAZWiRgITPOjazXR7M8zB/UwIHgl1fsMr+Ja6oP/bh5y4eHh3IzllawOidKK8oPYneN+0ivI783/sz4fvx8ng1dvToJs0zR7DFbY3FedUqO9ta1EtUVzQQ09PA5/5p10GwRnSe+hgVErExnRbQxvD6OsHOCduaMxtjoKFD0vHL8TKMwstSaydXvr9dY6xUNYLVjOy74IbDXekzvVeqCeDwOk8kkDCPvtrfZBnemz87OSlcCY9EcjYkOw+p2Plxvglb+jd4DWpePK8yPpm7X66LZaw1gdLqIkRAhS24ymaRvrc5L1Oui18xIlOhQJf+WTDNvfryIGO2AJgS0DmXEQ4NWpgzwOmY6IXSmjM42hdEDnvNutyugl5EQI6g27tlxRJ8POgi0UfrqX9o9RiJ12zKmLGlniABHrz3Zd5IazIsky8y11wBaj2lS9pU3W3F/acDNM0J2WUdktNOu09/0Gmg9qkk5vpeOXHJvcJ/oaDQLfCfRpaPsk9GZ5DOynsftdsstafl8HkdHR0PX+jLVQ68JAOkixNxX7mt2wCAGoB0h+cVoj3G/nydjg1dNo2uDqMM1HIgxVKTROP9OgwjNKOrcV6Mi0IDKyHqd9/+Lij7wWkaBO8qoiTaZTEPtorQB5jg1+NCeI4AhMHjeZ056ULXR0MyS/hyuJcEOmyeXy2V0u13JyzWZTKjVahJC0T38zGbzUF4WCxHI2OkqTt3Cxsioj2s433vvPZTLZczPz0tvThZxcfxUhFppatGfbQT7+rVamXzQc44Cs/z587Aj/Dt9zR97BTLfm2fSqOg146SZL4qRydIgnv9nzmwwGJSrhNltxMhEjStkiHUxlTFFQ3+NWiejATcWlRnfY1TEiEYFwBCoMoLccY2KZv2A4YI7s9ksrIvdbsf8/DxCoZAYEYZTWQwBQHova9acAFmHLQk4uO40NMy1q9frcj70nngeo6n1NudLOza6kBU4A716H1GnkCHj+Pv9/lMAwpgeYASVfA6CEv27ccCrjvTxPUd9cf5ZA6FDyJ1OR9pgsZjVaOc4T+y2QMBTLBaFBNA52qP2pPFMXlS0nadDBQwXcJrNZ5FVnQbR7XYlpF4oFKRjAiNZmu3kOK1Wq7CuTA/R3T404zyKMJjEJtLpY2oKW0HyynOz2Sy3gWqHhPuQc6EBp9F+jSI1NPs/ygZpYsBkMo3dyk2/F3GIBqv8Oa8W5jqyiMvv90s+L19LWw9gKHJMIKtvL9R7stvtypo7nU5paamLYrn+HwnzSjaLonNBtLeuPRCKNiRacfPwa+9Oe8RUWtoIG42h/jwu+qSMj37WUd8bx/FB76FBoU5GNoI0gkQqA/23zzOOUXKet2oE51zPSqUi+a30HlmIVy6Xsbe3h62tLaRSKSkAoQFgWGR+fh6rq6tYWlqScCeVMe+S7vV6Q+kTo5yTi8jbb78tIdbZ2VnMz89jdnZW8oyYX+NyuWSfnOcIcI1pEI1g15i+osXI7vX7fTFaOnw2KXjVf8fQ1cnJiTQE59WNRqOlle+oKAjZHg1cjHuRzo3P55N2TWwur1+vHdRxhcadYVNjIcR5Sn+Uk2k0GkYZ5axqAEA2gHrpvNeNI5q11/rACLr5L9to+f1+LC4uil7sdgeVyyz0oZAZ0TrVbrdLaJdN/KlbaWD0/tas5ySXFOhzrOeHe1B/jjGfj/PCudHPwHOnc+50WoD+bM4fP8Nod7RdGTdSx/fi+3Nseh3oWBovTOCaRiIRaSGo14Cv0evD/EDmRbL2gDdPMgStgZ6ex0lFp/XRQWKxUaPREFxA1lKnOni9Xul00u12nzrXOiqrQbp2IrrdrhSAa/ulIyb6DE0yPobD6QzoGhoCL2PqmF4rzerzNZpV5n7R2McYueOzk9lkjnMsFhM2nmMfVwi0yYDT0eh2u9Kj3mw2IxwOSxpDrzdoUbq4uIhYLIZKpSLt9HjpDltphcNhaS9GLMbUF5PprBhSdxrS33MfMHL/LJmIedUTx4NlPLCjDLI28kZvWL9Ghyq5ccjy6PCH9hx0ePF52Z4P8uDOA7H6+fXvtfLWCdLaW6dQOZN1MIbOjfM+qWijYXxmfq8ZJ4YYAUhxT71eF6B0584d3Lt3D6lUCvV6XQAscFYZOjc3hytXruCll16S2zacTqdUVeqWG89TIAIAx8fHaLVaKBQKct/38fGxAG5ekLG8vIxoNCp9Ao2hNb2HjeysBqajWCW+hvPNfW9MSH8e4Aqcseg0CtlsFoeHh9jf35crGY1Olg75GC9WYC4kjQuVsR4P14lAqNVqwev1DhVq0imgcp5kjEyBYFiYYbtR4WaG9ijagaU8y0k5by3I+hlBz6j3GEeMzo3RgFM0kCEYiMfjADB0qQAvKgDOiilYXMGQqN/vRzQalWtoeVMaiQLNggFn+4upJpMI14djAM6Kr4wsqI5kEHBznsgacT/pPpzsCa7PGY00q9g5r2R2dLoG95XeQxcdG3XVKD1A0FMqlZDL5VAoFCTaxCIkXsLAAl+mdeiWWAQyZMl9Pp/0c9UpITx7vBTIuNcnsRtcP2MoXBMu2rHpdrsS+eEace+wl6vVahVQY9z7wFmqQrvdFsaWqQRk+HQBn9bDo4qcnyU8CwAEaPNZCKTpIOh6gVFMP/egtt/c06McOf1a1iCwswmvNGYLLg18xxEjA6x/1usNCgNzuZyQU+zFznQWXp/OmyF5Tvv9PiKRiFzxStzAlAtt67Qe53nW2I52n9jvWTJRn1ejwj3vQBgZH+MEjgKwejMalZgekD5IelF1fqnxtp9xxzjpa0cxskYGwmhENUDlYlLhGpkQY7hkXNFOhGZl9OEDzhQve4NSYTQaDZycnOD999/H7du3BbhWKpWn6H5W19OzYz/Dl19+GeFwWMArK1PZy1eza+OKxWIRcF0sFpFKpWA2m+UO9VarhWg0ipdeeglf+MIX8PLLLyMej0toRM+Tcd70XjdGG84DPsBwVbsGdpz7cYEPP1NHK9j6qFAoIJvNysUg+nUcA5kSAlcqK90AnoqaoEF7/TT4JtOgWbhOiTGG9jnGcUXnfet8W80GjmJez5NRzzDOc9EB1SFtCs/tOGLUeVxHrQt0JImMFFMJ6ICws4IuYCHgIVBjmyFGTQj+4vH40DXV+tk4Js3GTyIE/5pVMo7duI5aXwLDxSBa5zMcz6pmFjXRgAIYYpj0c2iniilek9gL49nQQpvEVIFutyspAixSKZVKSKVS2NnZkQbwRl3K4sPZ2Vmsra3h8uXLWF5elvcgk14oFOQMMhRrTD8Y9yxq4oTgCoCALAIUzUIyDM1b+6hXGE7mXfYkqmh/jCwlmTs6aDabTVpnEgTrcRnTgi4qpVJJcjMJqJinnMlkkE6n5SIQ7fgY8YvFYhEHU/dS5vsZ/6+/er1B/9h8Pi/N/I1gl3MyiROiWXNiDIJN7RTSPrBXuJ5TPg/bY5rNZszOzop91fpLR/f0mjJnm+01CdRpg4xY7zwZG7x+//d//7h/8kLJ933f933Sj/CRy4/8yI98aO/FFhrjyO7uLnZ3dz+0ZzDKl770pQu/9s0338Sbb775kT3LRyV/+k//6XN/t7i4iMXFxYneV7N640ihUMBXvvIVfOUrX5noc0fJz//8z39o7/VplB//8R//pB/hI5dvfOMbn/Qj4Pj4+CN77x/+4R/+0N8zGAwiGAyO/F2lUsF7772H995770P/3PPkh37ohz62z/qk5O///b8/9t+cRzq0Wi3p4vFhSLVaxd7e3nPp1o9in1I+TJ0/jjx/Kf5UpjKVqUxlKlOZylSm8jGJaZKw7FSmMpWpTGUqU5nKVKbySciUeZ3KVKYylalMZSpTmcoLI1PwOpWpTGUqU5nKVKYylRdGpuB1KlOZylSmMpWpTGUqL4xMwetUpjKVqUxlKlOZylReGJmoz+uHIYlE4j8H8Hee8bJeMpmcrFHrJyiJROKPAvgfnnz7J5LJ5H+nfncJwB8A8LsBXAIQB5AH8CaAn04mk7/5MT/uc0kikfg9AP4cgOsAIgCOAXwdwE8lk8nf/iSfbRxJJBI/AeBbAFwGEAVQB/AYwD8B8LPJZDKrXrsE4P8K4HMAVgCEAGQBbAH4eQB/P5lMtj/O538eSSQSuxiMY5Skk8nk7Mf4OBPLOGv45PVeAD8E4A8BWAPQwGDv/mQymfzVj+/Jn1/GHfunVb6ZzyHw2dGnoySRSJgA/HEAfxLADQAWAPcxwAH/72QyOV7n/U+hJBKJPwTgOwG8AuAWAB+AX0wmk3/kk3yuD0sSiUQEwO8H8HsAvARgAUALwHsYrOPfSSaTH951oB8gnyTz+jaAHzvn618/ec2/+ESe7DnkiUL9fwE474Ls/xuAH8cAtP4qgJ8E8O8x2Az/OpFI/NmP4zk/DHliaP45gNcA/BqAvwHgLQD/KYB/n0gkXqQD++cBeAD8KwzG8YsAOgB+FMC7T9aVsgHg/wigiIFR/UkA/wwDA/rzAP5lIpH4xBzDCaWI0Wfxr32SDzWmXHgNE4lEEMBvA/gRAF0APwfgH2GgkH/lRTqHT2Sc/ftplm/ac/gZ06ej5O8C+O8xcBT/RwB/G4Adg3H+j0/A7YsuPwLg+zAAr4ef7KN8JPKHMVi3zwP4DwB+GsD/BOAmgP8OwD/4uNbxEzvYyWTybQwA7FOSSCToYf6tj+t5Pgx5smh/BwPv/38G8AMjXvZrAH4imUx+w/C334mBwv6riUTiHyaTyY+us/aHIIlEYhaD8aUBvJxMJk/U774LAwfkLwMYv/vzJyP+ZDLZMP4wkUj83wH8BQwYnsSTH38FQMjoYSYSCRuAfwngixiw6//go3zgD1kKyWTyRz/ph3hOGWcNfxQDhfs/A/jfJpPJzpPXzgD4KoC/lkgk/kUymXz4cTz4hyDjjP3TLN+U5/AzqE+HJJFI/D4AfxTADoBvTSaTmSc/t2GwPn8QwH8G4Bc+oUf8sOTPAzgA8AgDBvaFiqReQB4A+F8D+BV97hKJxF/AQG/+QQzO3P/0UT/Ipy7nNZFI3ATwBQy8ll/5hB9nXPmzAP6XGIRGqqNekEwmf8EIXJ/8/LcA/BsMPNH/xUf4jB+WrGCwf/6DVrQA8CT1oQxg5pN4sElklMF8IjR8l9RrW6NCI09ClP/E+PqpfDwyzhpioGAB4C8SuD55j1MMGDwbgP/yQ3/Ij0jGHPunVr6Jz+FnSp+OEJ63nyRwBWSt/psn3/6Zj/2pPmRJJpO/mUwmHyaTyc9kA/1kMvmvk8nkPzOeu2QymQLw3z759osfx7N86sArgP/Lk3//+xcpByaRSFzDIB3gbySTyX874dswP6vzga/6dMhDDHJdvjWRSET1LxKJxHdgkOvz65/Eg33I8nuf/Pvus16YSCQsAL7noq//lIkjkUj8kUQi8RcSicSfSyQS3/VkPJ8FGbWGzOPdHvF6/ux/9ZE90ccnF96/n3L5rJ/Dz7o+vch5e+1JOs9UXkz5WPHLpyofKJFIuAD8EQA9DPInXgh5klf19wDsYRDamuQ9VjAwljUAk4Lfj02SyWQukUj8EICfAvB+IpH4JxikS2xgEFb4VzhzRF4YSSQSPwDACyCAQeHIt2NgAJ+6iP6Jkfk+ACYMWJH/CMAmgP8PBrlrL5LMYrCHtewkEok//iQq8MLIBdcwA2AOg/y79w1vsf7k36sf7ZN++DLO/v00yzfbOfys6lMlZFvXRvxuXf3/KgbFy1N5geQJBvpjT779tY/jMz9tzOv/BkAQwL9IJpP7n/CzjCN/EcCrAP7zZDJZH/ePE4mEA4PCBAeAH00mk/kP+fk+Ekkmkz+NQTjICuBPAPhhDBK69wH8gjH89YLIDwD4SwD+KwwM5q8B+O4n4WSjRJ+89i8C+FMYGJq/hsE+eJHCRn8HA8dpFoNimZcwKGBaBfAvEonErU/u0SaSi6whQc2Paob5STXt9z/51vHEoX6RZJz9+2mWb7pz+BnVpxSet+9PJBJh/vAJ6Pkx9brQx/pUU/mw5McxqCH41WQy+f/7OD7w0wZe/+STf3/uE32KMSSRSHwrBmzrT07SyuSJ4fx7AL4NgwrMF6a6O5FI/CAGFdq/gIHB8GDQtmYbwC8mEon/5yf3dJNJMpmcTSaTJgyA3B/AgBX4RiKReG3Ea+89ea0Vg5y1P4/BHv63WkF/2iWZTP7Yk1ymdDKZrCWTydvJZPK/xIAFcmFQ3PTCyAXX8C9i0ILpDwN4O5FI/HQikfhbGLCwPQwiIMCgE8ELI+Ps30+zfDOew8+iPlXySxh0D9rAgFn+W4lE4qcxKNr+HgzSJoAX7LxNBXjSmeW/BnAPg6K8j0U+NeA1kUhcx6BQ6QCDFlKfelHpAg9wlnQ+zt9bMKge/cMYFCT8kReFKUgkEl8E8BMAfjmZTH5/MpncfgJ83sKgD9whgP86kUisf9D7fFrlCZD7xwC+G4N+i//DB7y2m0wm95LJ5N/AILT3BQwqg190YQL+d3yiTzGhfNAaPikweB3Az2AAEhIYtCT65wC+hAFoLyaTydbH/dwfhoyzfz/N8s1yDr8J9GkPg/SHHwCQwgDk/J8wsPffjkGKBAC8yOzyN50kEok/jUGrs/cBfFcymcx9XJ/9qQGveDELtbwYNNO+BqCRSCT6/MIgjAUAf/vJz35a/+ET4Pv/BfC/wyA36/+gq55fAPneJ/8+1QokmUzWMGibYcYgneKFlWQy+RiDg3nDWEhxjrA38Rc/sof6+ISGxPOJPsVzynlrmEwmT5PJ5J9LJpPryWTSnkwm48lk8v+MQV6eCcDvfEKP/KHJBPv3UynfBOfwM69Pk8lkJ5lM/mQymXwlmUy6ksmkP5lM/scYrOsrGFxIcecTfcipXFgSicR/BeBnAdzGALimPs7P/1QUbCUSCScGnlgPgybGL4o0cf7zvoaBovkyBreISEpBIpGwY8C0/qcYMAl/fFTLl0+5OJ78e177Fv78hWSuDDL/5N+LOFULT/59kRyR8+SNJ/+OqhB+0WScNfwTT/79xY/oWT5uGWfsn2b5LJ/DbyZ9apQ/CsAJ4O8mX7Ab0b5Z5Ulx4Y9jkPbxH+n2Zx+XfCrAKwZh8xCAf/4iFWo9Kc76L0b9LpFI/CgG4PXvJoevh3Vg0Bj9ezAAvn/yBQSuAPDvMKjw/ZOJROLnksmk3CaSSCT+EwxyeBsYNBL/VEsikbiKQZP+lOHnZgxuRIsB+AoL6RKJxOcBvPeEEdGv92IQQgFekB7FiUTiBoBjY7jnSfeLn33y7ae+MfoEa2gG4E4mkxXD6/8LAP97DJTyCwFexx37p1W+mc8hPkP69DxJJBL+ZDJZMvzsdQxAUAUvSIrHN7skEon/BoO1+joGRZQfW6qAlk8LeGWh1gt1o9aE8t9iAFwzGOQx/cVE4qmLb/5NMpn8Nx/zc40r/wiDvoNfAnA3kUj8Ywxyma5hEAIzAfjh5Itxp/p/jMHNZv8Wg3vRsxhc3/udGBSKpHDGxgGDW36+mEgkfguD9mg1AEsA/hMMumV8BcD/4+N6+OeUPwzghxOJxG9icPtNGYOiit+DARvyq3gxigjHXUM3gHQikfhXGNyGAwC/C8C3Pvn73/8CsUDjjv3TKt/M5/CzpE/Pk3+VSCTqGISZywBuYGALmwD+QDKZfOEjPE9uEvt9T75lb9s3EonELzz5fyaZTI66efOFkEQi8Z9hAFy7GDhcf3YEftlNJpO/8FE/yycOXp809/92vECFWs8p7HMXxaDi+Tz5Nx/9o0wuyWSyl0gkvgfAn8Ygb/f3YwAIchis488kk8l/+Qk+4jjy6xg4Tt8G4BYGhq+KQSHe38NgLNq7/NtPfv86Bjl1bgB5DDzRfwDg51+g/OXfBHAFgyjBGxjktxYwSHf5ewD+3gtSRDjuGjYxqID+dgz6ggIDwPSXAPyUkZH9lMu4Y/+0yjftOfyM6dPz5B9hMLY/gkFB5BEG/dx/PJlM7n6Cz/VhyisYXHOrZR1nvWwfY/S18S+KEL9YMGhjN0p+Cx/DNb+mfv9FsEtTmcpUpjKVqUxlKlOZyqer28BUpjKVqUxlKlOZylSm8oEyBa9TmcpUpjKVqUxlKlN5YWQKXqcylalMZSpTmcpUpvLCyBS8TmUqU5nKVKYylalM5YWRKXidylSmMpWpTGUqU5nKCyNT8DqVqUxlKlOZylSmMpUXRqbgdSpTmcpUpjKVqUxlKi+MTMHrVKYylalMZSpTmcpUXhiZgtepTGUqU5nKVKYylam8MHLh62ETicQLfxVXMpk0nfe7z/r4gM/+GD8L4wM++2Oc7tPP9viAz/4YPwvjAz77Y5zu08/u+KbM61SmMpWpTGUqU5nKVF4YuTDzSvnBH/xBmM1m2O129Ho9pNNp7OzsoFarIRaLYXl5GbFYDE6nEyaTCTabDQCQzWZxcHCAdruNWCyGmZkZ2Gw29Pt9mEwmmEwmmM1mWCwWmM1mdLtdNBoN1Go1tNtt9Pt92O12uFwudDodPHz4EF//+text7cHu92OWCwGr9eLRqOBcrkMl8uFtbU1zM/P4+d+7ucuPL6f+ImfgNlsRr/fR6/XAwB5Jkqv10On05HnslqtsNvtMtZGo4FCoYBMJoNMJoNKpYJ+vw+3241wOIxwOIxgMAi32y1/0+v10Gq10O125TP5ufziPAGQ/5tMJiQSibHW8B/+w38o72m1WmGxWGAymdDr9dDtdmXcANDv9+Wr1+vJF8VkMsHhcMjzBgIB3LhxA7/rd/0uvPrqq5iZmYHdbke/30e320W325XX6s/ke5nN5qHn6PcHjuPP/MzPXHh8f/Nv/s2x5uPTIn/qT/2pC7920jF6PB7cvHkTX/ziF/Gt3/qtmJ2dRavVQqVSQa/Xk7PHuedadLtdtNtttNtttFottFotdDod2Q+dTgedTgfdbhdWqxVutxt+vx8+nw8WiwXlchlvvfXWWM/6l//yX35q/wMY+pd7k6L1CH+v9y2flWPi31osFjgcDjgcDgCQMQKQc0IdoMfL13E+xlmXn/iJn5Cx6DEYRZ97rZesVitsNhtMJpOMifpU/y3/Tq+RFovFApvNJvqGOqHf74tO4jP8wA/8wIXHBwA/8AM/IGe/1+vJ+zSbTZTLZTSbTVgsFrjdbjidTtjtdlitVjgcDrhcLtEdXDuuKccCADabbej5+UXh3PJfPT8UrV//zJ/5Mxce31/6S38JjUZD9JrD4YDdbofFYhmyE1wbPhuf1WQyyV7k+Dj3xrXq9/vyXjabDS6XC1arVdbHbrfDbrcDgJxXfUb5Gb1eDz/1Uz914TH+oT/0h3B0dIRyuSw/47OZzWbYbDY5H5x3jgMA2u028vk8jo6OUCgU4PV6sbGxgfX1dfj9fnQ6HVSrVfR6PTgcDlitVlnfZ50LvXYcNwD86q/+6oXHBwx0r94XWq/ovcTn0rZJnzH9N1arVebFarUO/b3xrFJvcd37/f4QBtB6mFjhl37ply48vj/2x/4YXC4X3G63nCuNa4x2uNfria7v9Xqyt20229BZMT7vKKzCc9BqtdBsNtFqtWRv8qter6NcLuPk5AR7e3t4+PAhQqHQB45pbPBq3JxGRUdAR2XCwVksFvh8PvT7fbhcLgCQBdQHmRPSbrfRaDTQaDTQbrdl0Pycvb09HB0dYW9vD71eD9VqFcvLy3C73bDb7Wg0Gjg6OvrAzT9KqCi1kdBAkQva6XQEnFutVjSbTWSzWeTzeZRKJRSLRVSrVbTbbXnver2OUqmE09NTeDweuFwueL1e+P1+eDwemctRB0OL8ZCNK0YgoA+f0bDpOeF68Xv+bavVkjVsNBpoNptoNpuyQanE9PPrzzV+jhEkj3qmqUwmFosFjUYDh4eHuH37Ng4PD9HtdkVJAZDzxr2ujZ42ivr3GuBarVbEYjFcunQJHo8HDodDgMY4QoVvBGPGPatBrD432gnlmdKGxPg+/Jfggs41f849T4NtVPzjnkXjGIw/5++MYwDwgeDMeH44zm63K4aGf6/njeefYzTO0Shd9CyhoafBtlgsAlBJgOj35jzqNeK+IljSZAfHQCNodHb0v1rv6bnWdmfcNSTAMJIwfD/t9BEE2O32ofUzzjX1pV77UfaI+5SOGm2HXmd9Doyfd1Gx2+1wOp1oNptPERd8P+MXHQra8mq1ikwmg9PTU3i9XgQCAcTjcXi93qdsgREMjvqdcR9wTFardSKbOGrd9Fj5/hrw6f2n15hCPGTcp9SbGsARUwAYcgb4LBr08jyNIy6XCy6XC06nU97fCF6NZ0PvLzrK/Dur1SpOs3YsR2E5va/tdvsQCOd81Go1eX+e/Uwm84FjGhu8cnNwUH6/X9g1l8sloJWD48R3u11B+1RaXHCCQLK1AIZYjXq9jpOTExweHiKbzaLVaqFWqyGTyaBYLKJYLKJQKKDdbmNzcxPBYBDFYhHpdBq1Wm2s8Z0H3ozAutVqyQZrtVo4OTnBo0eP8OjRI6RSKdTrdVitVvh8Pvj9fgBArVYTD9NqtcLj8SAWi2FxcRELCwsIh8NwuVxiOLUiGyXGg31R0QfxPKXB75+l0LlpeWh5KI3MqT7w+nN5QLXx1H93HqCeyvhCxmtvbw/1eh07OzsIBoNDXni/30ez2USlUkG1WkWtVkOz2RxiQWhIqawJKoDB+ptMJqyuriIQCGB1dXUIBI77vEbwZAQa50UJ+D2Ap8Ar9Q1Fsw56v/K5ddSAv9OsiAa0k8io8eln00wvcAaYgDOwZ2TK9ZjPA2fn6Q6+jnqIbPykjjLnnc/WarVgNpuFbQUwFAGi3tPfU7gP9Vj0Wug9oUGhHpee51HO0DhCY6t1lAbizWYT9XpdnEMyi8Y50s+g9bPew3yNBhLccxybjghqQKYdr3FtBgEP95wRZBvnjiyd0+lEt9tFvV4X0qnRaAAACoUCKpUKotHoEAFmdDT0sxoBqwbwelyT7NNmsynzrsHVKGdYz4HGA81mU/ZBr9cTAkDrKO7/Wq2Gcrks5Fy9Xkez2YTJZBICjj+v1+toNBpPRYwWFxcvPD5GNYzgUgNMI9bodDqCcYx/Z2S7tVNsXDvjXuT7aeLBbrfD4/HI55ZKpQ8fvPKw8PAwFM5wCRlE/eCcbHpjPLzNZhOFQgHNZhNOpxPRaHSIJic9ns/nsbW1hXfffRd7e3tot9uw2+1otVrIZDLIZrPyXD6fD16vFy6XS8JS48gotlWDM7PZDKfTiU6ng3w+j2w2i0wmg+PjYxwcHODw8BCFQgHdbheBQADAmRIqlUpyaHu9Hux2O1KpFFKpFPb29hCLxRCLxRCNRsUhMD6TVmhc+HHlPCaC738eWNSv1Rtde/LGDWs0QloJaAaI662/5/tMwevkovcIgak2qN1uF5FIBD6fT4CEZoaYUlAoFFCtViWU/ixxOBzI5/Oo1WpwOBwX/rvzxmBUhhqwUTSo4bi14SAIJHjVoTwNbPk67ket5LUYQdS4jBbHxvcyvi/HZ2SBNJOpASt/xnOn9bDWX8Yzr5mhUeeXf6+f4aKigYl+RupRrc8IkklqdDodOBwOeL1eecZarSYRrkajIRG9cDiMQCAgDocxWqAZdaNMwrhqGeUc8HuSMCRpCD6Mxp7PYWQTzWazzIVeKw3UNUk0CkQYGdhxwSvTaRwOh7Dneo5H6Wc6c2RsCZz6/T4ajQYqlQoqlYqsMe23MdSuddcHObPGn48rd+7cGYos6f1uZPH5PPrscc/yeQk8deRVO6KVSgWlUgn1eh2dTkf0sslkEhKQjCSBLR0gzvc44JX4TDOuxnkyzqPVah0iKLROoFPLZ9fMsE4/MkZ59fnQ/1osFjidTvT7fdRqNfh8vmeOaSLmlQPggjJPzOl0CnNoPIjclPTgeKgLhQLy+Tw8Hg+cTqegbw6SAHVrawu3b9/G3t6evF+9Xhfw63A4YDabEQgEYLfbMTMzI3mw29vbFx6fBlDA2YJSSXD8zWYTW1tbeOedd7C7u4tGoyGHdWFhAXa7HX6/H36/Xw4987gIHOixEfR6PB7Mz8/j8uXLMn8ej+cDDegkYjyEeiMZGR39eXQqjM9gBKBaidKIjmJ8zvtXs0aa1ZvKhyNerxeLi4vY3NzExsYG5ubmEIlExPGk00igwPScvb097O/vI5fLPfMzer0eKpUK8vk8zGbz2BEQCg2EBh38mRFMGRWjBn1UtPV6XdgNI3PK/3c6HdRqNXQ6HckjNDJNowyXkVF7lpwHyPWXHhPfn6w3AQsZLbIzdrsdPp8Pbrf7qdQLo8EaxZIYAcMoR+GiogE0cMbSENwQeBkdcyPzRWm1Wkin03j48CGy2Szsdjvm5uawtrYGm80Gn8/3FKAZxegZ58LI1l9UjMwa39fIzhM0EFxr/Wj8bP33wLA+1HtE5yJr8EQ7qwGudszGdUJsNhscDgfcbrfsQ+oIAhdtH7X9t9lscLvdUt9BppIRHUYhSdRop0vPiyYz9Jf+OWUSJ+s3fuM3hnL6OWc6JcMYqdRroiMTRudTOxFct0ajIYyqdmYAoFgsDn0W55Jg8oOisecJ86PPi2gY51DrUGIVziv3MXULx067rzEf8Z5OUdDnkuutWW23241gMPjMMU2cNsDBms1m8aqI7rWHxw2sRW/8ZrMpHjTTBCwWy5ByrlarKBaLyOfzKJfLktuTyWRkQgke79+/D5NpkLx+7do1LCws4Ld+67cuPD4ugg4DEkAxt/Xo6Ajvv/8+3nvvPTx48ACFQkEA88zMDILBoLC/fI92uy2LovM8OLZKpYJyuYxKpYJarYZarYbLly9jYWEBPp8PNpttKAxoDImNIxoMauXG9xu1sfk9AazOudEhSx0+0c+qleao3C0+i3F84wKCj0q0wdMg/sNwJj5sMQIROkHBYBBzc3NYXV0V4Lq8vIxoNIpAICAGhkau3W6jWCxKEv3+/j52d3exv7+P/f19nJ6eivPI88JIBz3oYrEIu90+dgTE+Px6TxiZAL6WYx8FSjqdjhRz8uc0mkbWzJjSZFSufK3Oy9dpBeOMT4t2/vT4NGupx9hut4XBYUSn1WoJiPP7/QIcqIs0y6mLbIxzpvPYJgV2/BzNWpHE0AbMyIgHg0FJIcvn80in08hmsyiXyzg9PcXOzg62t7eRyWRgt9sxOzuLxcVFxONxKQamHg4EAnA4HEOsp067MIL1caXRaMjfadaQdtHtdgOAMHBGlnUUsGHqjZ4jXWvBgjaeVb6fzlcmWNAAd1Lyg+OgvWdBVaPREGaYNoT6WoM+l8sFn88n0R3+nTHlhu+v10XbDA3aNaA3AttJwOs777wjdplrRQdA71cjw2vUHXrOnE7nkK3gazXo18BfA0YW5bEQnPuXOmDcddQpA0b7r8fDs6jrHri2xrOsQaoG60YHlPtRpwYZCUKtly6qR8dGBvqg8YFcLpd8PyqPUif36lxWsgQ0nPQsdIWm2WyGx+NBIBBAOBxGo9GAyWRCo9GAw+FAvV6XzyqVSjg+PobX68XS0hL6/b4wuReVfr8vxlizAQyn7+/v480338Tbb7+NXC4Hu92OjY0NKcAi+0zvlGyIrvwEBovE1zmdTgSDQQGzzEkkCFxcXEQgEBii4c8DmRcR7ZFrhWE8iOe9t1ERGr1hAEOskAag3CejcmM028u514zTJy364J7HQn/SMspIBQIBrK+v49atW7h16xYuXbqExcVFhEIheL1eUZLaqAODdY1EIlhYWMCVK1dQLpeRzWaxv7+Pd999F1/72tfw3nvvIZVKDe1tAE8Bu0nEaJhGMVFG8KpBiV4nspNkp+r1unTJ4Hvq99Pnnr83hu+N+d3jRgj0XjeyavpstVotVKtVVKtVKYCkQ5DNZpFOp5HL5SSHrtfrCePl9/sRjUYRjUbh8/mEYNBMmjF0TSAEnOmKSXVNt9uV82vULSQhaJj1mlksFlSrVdy/fx//7t/9O3zjG99AOp2WHMBKpYJ6vT6kR61WKyKRCK5cuYLr169jc3MTm5ubWFhYgNfrfQqkGkHHJOMjY0aWieSNJj/MZvMQQwmcFf4YGa5GoyH2sd/vy1q1222USiV0Oh1ZVw2W9dkdFRLW4x0X3NFG0VYwcso11MVoPDecA4Jnr9eLaDSKTCaDer0uDgrnUANTY0W/3pM6H9UYmdDYZFwxOqA6dYGgTlfj6+4WOl+e8+DxeCT1jw6mxj/EA/ps6cjOKNCs87rH1annRVu1kLgjoUhdw9x03XHFiD+MZ8mI8/ilO6RoJ8tIVFykfuC5UQE9TKP3YBRjLlO/34fD4UA4HJb/U5lqb8zr9WJubg5XrlxBs9lEJBIRryAejyOXy6FYLKJcLssE8aCfnJwgHA6PNR5uIC4ek9Xr9TrS6TS+/vWv42tf+xoODw/h8/kwNzeHeDwu4X0WmJEJYd6LbntCpePxeOB2uwWcNxoN5HI55HI5nJycDIUll5eXEQwG4XA4LgQwP0h4yLXHBeApw8LDaARrXHP+HXNpaDCDwSDMZrOwygx1cE214jYabRoxrQQnLYSZVEZ51M9S/JOyGh+26Ge22WyYnZ3FlStX8Prrr+P111/HzZs3sbi4KB0/gLO2N2RHNcvOnEKfz4d4PI7NzU0Bv7FYDH6/H2+99Rb29/elGIPPYWy1Mq4Y2T/Nwui51r8zsiIESDrvnuxCo9EY6vBBI2UymQTM0+nWrIc2BNqwjztGI5trNJBM3WCIldEZph2Vy2Wp4K5UKgJ8CJQcDgeCwSBCoRBCoRDm5uawuLiI2dlZGbP+0mOjgdR6YpL0HRIBRqPLn+liXrvdjmw2i/feew+FQgGdTgd7e3v46le/ivv376PX68HlckkUgc/V6/Wk1U4qlUKtVsPx8THu3r2LjY0NXLt2DdevX8fy8jI8Ho/MkWb8tBMxjrCThgaQ+n1I8BgL/oAzB4+AgeusK9eZa9rpdESXut1u2Q9er3eoU40Gekb9qkHfOMIIhSYVCGRYPT7q/OnPpa1fWFhAs9lENBqF1+uVFB06mPr5tS47j3U1OjwAJupsogukdYRAR3voZGlmnZ+rn9PpdGJxcRE3btxAKBRCNpvFw4cPsb+/j3q9/hRTrDsz8XvtTOq8Wf5s3DU04gQNFPl+uqsTHWCn0ynRm3FIJJ5JOjc851xjYLhIk2NnSgLTSD5IxgavRi/8vInUgET39+ImIEMJnCkynYvBA+N0OoV+93g8ODo6kvBYvV5HLpdDOp3G/v6+5M4GAgH0ej0cHR2NbVA4cVQm9IDS6TS++tWv4mtf+xpyuRwikQjm5+cRiUTkYPOzisUiHj9+jOPjY+TzeWFQyc4QlIdCISnO8vl8MJvNCIVCcDgckiZx9+5dmbe1tTVEIpEhozeJaOM/KmzIMIBW6BrAcm2oONnqi9+zeIItUrjmBLdkpY3AVT+X3lOfBlD4oonZbMbCwgJef/11fPu3fztee+012T9kPMjqGQsC+PdkfVwul+S1A0A4HMbNmzcxMzOD2dlZhMNh/Pt//+/x8OFDiYToENmodmkXEWOajAYFRkdZK2GeRSPTwAponRbAFi06N1vvdV2IoI23/uJ8jisafBlBRbfbRbFYRC6XkzzdWq2GdDqNvb09HB8fI5PJCNuqjToBkNVqhdfrFQC0ubkJm82GSCQic6CNJNdIG9JnkRLPkkajIfpbF8Hp8QODPDez2Yzt7W384i/+It5//31Eo1GEw2FYrVbcunULCwsLiMVikgZgXPN6vY5sNou9vT2cnp7i9PQU9+/fx+3bt/Gd3/md+N2/+3djfX1dSIZRUYpxx+n1eocAiQZxmi3Ua8t9RYZL5z/qyJTJZBpKn+P7sIiHDF84HIbf75d9TJBnBJCTglejfdZFP/o9jUypMQzv8/kwPz+PXq+HYDAIv98va2E8Z/qcGwEsZRRzPimJoM+injNd1Kmdaa0nuac5Lx6PB4uLi/iWb/kWbGxs4PT0FA6HQ0gpkjmaZWQqBt/rvDM3KXuumVLj+1IXMDIFQIg1dseYxDFnaovusKDbqWoHTz/XRZ3kicCrTr7VB1MbDC60zp3QTJr2bIyTqZk/srLM45qbm0OxWBSDW6/Xkc/ncXBwgHQ6LQfD4/Gg0WggnU6PNT6N/Dm51WoV29vbeOutt7C7u4toNIrV1VWEw2H0eoPCFI6xVCrh8PAQe3t7SKfTKBaLkpiuWR2C7NPTU2SzWUSjUUQiEQSDQQSDQdhsNpycnCCbzcqGImhkyGhSEKuBq/ai+TsjoNQHmU6H3+/H/Pw8VlZWMD8/L5tdJ4azKbL2vlhRyT3EPTMqXMqfT8L4PI8YlSdDrZph7vcHOZ10pD5pgG3swbewsIBXX30V3/md34nPf/7z2NjYgMvlQrfbFZaOIdharSasnY4OEOxxzT0ejziUXq8XXq9X8tgYgn///fdlv9PokkEaVzRwIqAEhgsH9V42GjMaULIlfEaOkWFasiXURWShOSc6+qBBrc7j4ueNI7rQQetQfclJoVAQXZfL5XBwcIDt7W1p+K7bIhnfm4CABpUXvtBQMarDedERDqPTOqloW8EzzjnUjGu1WsXDhw/xW7/1W3jnnXdwcnICu92O5eVlzM/PY3Z2FvPz83A4HKhWq5JryrVkv+xGo4GtrS1sbW2JTXj//fdFf3W7XWFgaZt0ruakzCv3CVlYbR91tJHOBc+ebtpO4Ep9w73I/EfuXX1RCImharUqJAKjczw3RlA5rmjnUQNkrq8O53OMBK7UKSSfuM8CgQC8Xq+kIOjohk6fIN7QgF7vIa2nR+VTXlS4PvosaidWR16ID/gc/f5ZX2JGHlkQu7Kygng8jlQqhQcPHuDk5AS1Wu1cpp/nWDOSuhgMONtT466h0dnX70WCjXqSRJT+TO5TvZ/1c9Ges6sUv3Terk6h0bpdpw9w/M+SscGr0TPQHqemf3XOA71ADkJvsvM8DCMT6PV6pYq2XC4PtZxaXl7GxsaG5H6RddCgbBwxmQYFLgTAu7u7uHfvHtLpNCwWC6LRKEKhEMxmMyqVihS1HB0dIZ1Oy0UFBLTGzcd5qVaryOfzyGQymJ2dlTxdv98Pl8slOUK5XA6PHj0SwMD54MGaZHycfwJibhYeUnrYZM4BwO/3S2V6MBjE+vo6Xn75Zayurkq3B66tLh4gw0WDWalURBEab/swhoM+SWH7Nq53JBKRtlLtdht7e3u4e/cu9vf3hxyUT0IY3g+Hw5ibm8NLL72E119/Ha+99hqWlpYkL71WqyGfz6NQKKBQKEgYWifna3aRzKvP50MgEEAoFEI4HBanZGZmBt/6rd86ZGwfPHgwlDIA4EJhoFFizI0+DxRo7537RoMKHVYFIEwHX0PgxjQBOiYajBj3KM+OjlSMI5xvbRTNZrOkKGWzWXQ6HZTLZezt7WF7exupVEraRPFvjKyQEYh6PB4sLy9jZWUFXq8XrVYLpVJJWGPm62vQNYqlmQT46O4zo5gyl8uFZrOJe/fu4Zd/+ZfxzjvvYHFxEW+88caQrrFYLMhkMqJnGWrmGkYiEVy6dAnxeBzxeByhUAhXr17FwcEB7t27h729Pfyzf/bPUK/X8b3f+71YX18XR4FGVoOhi4rW7QQ5RkZJEwLNZhOlUkmen2uobSLnS7OlRsafoJlFe7wcptPpwOv1npujOAnhwfPH/WEkrnREgnNAkMMCOTrDBNcsaqaN0Y5cpVKRdEAN6nUXAiOo0+BnUrtBm6eBGddA93Y3tgLlc5NgW1pawtLSklTMu1wuLC0t4fLly0JulUqlofOl04W0M8U9rsfF+XpeYUoCU1dITpGMoNBu0GaQsDHaOu5LEnMsWud8UceYTKYhAKvTivRaPEsmYl755noj83fczPSeuHk1c6U9jg9S+kZmhfmnZApoSBwOB0KhkBRMsSOB0+mcqL+kyWSSMNbp6Snu3r2L+/fvo9vtIhaLybVlzLE6ODjAzs4Odnd3USgUnvnenB/20GTVNnOe5ufnMTMzIzlBZJe3t7flWlluikkMivZktdHXa0sxm83w+XzweDxYWlqS1kqBQACzs7NYXV3FwsICXC7XSENHhe1yuaTpPXvbAWdtWHSVO5WSZmw+SqFjReeKOXXz8/NYXl4WIxoOhwW8djodbG9vY2FhAffu3UMmk0G1WpXb1ZrN5sfOxjocDiwvL+Nzn/scvvCFL+DmzZuYm5uTLgBsXUUnjxEMfYuWZmw0ECKApeLSHTVisRg+97nPodfriRFNp9NDeX6TMK86FMf9qattdfifr9X5YzQ4NEqjWE7N+JB54PsDkNAt84G1o0dQPGkoz3jeyPiyf3Q+n0en00E6ncaDBw/w8OFDVKtV0al8D82QGoGT0+nE/Pw8rl27hs3NTblCm6CN68O14lk0XgOpn3ccIdvG5+MFBWQXK5UK3n//ffz6r/863nrrLTgcDrzxxhu4fv06gIGOrdVqODk5wdbWFra3t3FyciKMOZnLSCSCra0trKysYGZmBsvLy1hbW8Py8jL8fj/efPNN7Ozs4Dd+4zfgcDjwXd/1XVhYWJAUBCNAuKgYw9i6ul+DPZ6NcrmMUqkkDhPzJhmVqlarUisxKo2H0SzmuQJnPUW5rgT8+tIg/bzjrqPRkdH7QT8f31936mALTM6zZpf5ZTzf7P9rs9nklkrqaDpDRraQe1/n3U8i2hZyrkalMoxiTS0WCyKRCDY3NzE3Nyd61WKxYHZ2FlevXpVICvcvxRgx4rg066sjQ5OsofHZdQcL4is6F8BZhxZt14zgVT+HBq+MBHi9XsmZZdSOwvnRYxvlNJ8nE3UbMH6vlSYfhsiawFVX9vLvnrUAo8AQuxtwARkKIyBiPinByLj9JbWHy7ZYd+7cwdHRESKRCObm5qRXa6FQwMHBgbBv1Wr1me9/3pgzmYywCP3+oMo0FArB7XYjFArJtbK8zCAajQ4VTY0jXAtjmoc+qJoxi0ajUviwvr6OaDQqG5weZCQSQSAQGPJ++UVWlkCVXSJoMLlPjLkv+pB9lKILWyKRCJaWlnDp0iVcunQJCwsLCIVCckOJbtYdj8exuLiIl156CQcHB/L1+PFjpFIplEqlj/S5tTAiEolEcP369SHg2ukMbixJp9OSikLGVStm43nTDiaBVb1eR7VaxezsLObm5uR8RyIRvPLKK8jn8zg9PRVmkuBoEuZVM010+Mhwa4CqiyvZmkjrIKZ5MNpBh5fOG/cgc9GY8kKGgLf4sdKbjiN1jN1ul78fRwg+yPoxEkNmtV6vS2uovb09cYx1+z2di8uzx1QCj8eDaDSK9fV1rK2tIRaLieHXJAOfm11PQqGQOJOjQo3jCEEwASuNL7tcPHz4EL/6q7+KL3/5y/D5fHjllVewsbGBbrcrl7dks1mkUins7u7i9PR0qFk79+jp6Sm63S52dnbgcrlw5coVvPHGG7h8+TI2NzeFNTs+PsY//af/FJVKBd/7vd+LK1euABhcfsBo0Dii95Bmz4xkQLvdRrlcRrFYlI45XC/usXQ6jaOjI6RSKRSLxaE0Hs4fbdDMzAwCgYCAw36/L9E+/k2v15MOExpwjhuNHAUm9Pvp8ZKUAQYhdF4apHNHGeWpVqvo9/tD7BzZS0ZZ2Qe+Xq9LugHZ+kqlMnRm2XpzEmGnI9o+nSag599I2HEuiEsWFhZw6dIlRCIR5HI55PN5qWlZXV2VS4lyudzIdDN+vs6t1RcF6NeMI1wvzZrr62sZYaOeZsQnm81KJxM6isZOELQ9tBEk3CqVCvx+P4LBoJz5UQBWpxBoTPLMNRtrBjB6I+tJ4YNzU2nvcpT3YpRnAVoePlb3A0AulxMPjQCDnznJIpMhyGQy0teyVqtheXlZ0gUymYz0vUylUmi329L+g0ab46WXqBP7WeBEIMT+rvv7+8Iam82DSxeCwaDk1p6cnOD09FRYg0kq8ZlyoMNBVL5ULGSyAoEAVlZWcOvWLbz88suYnZ2FzWYT1jmTycDtdmNtbQ1msxler/epzyNrQIPPXEoyzUzk1ofVGLr5KIRhklAohHg8LszyjRs3cO3aNQmzMhymFYjNZhMjsra2huPjY+zu7mJrawvhcBgPHjzAwcGB5CV+1EKGnH1c5+bmpKcildDp6SmKxSIACJuu88uAM9CqmR4m7TOEVSwW5fdcc6fTidnZWbz00kvY29tDt9uVdlTA5GkDOiROhajzFPUZ57OzCI3sIs8YWeder4dIJIJQKCTMKZU5w4I2m00UK0GE/pdsAnUQz/c4Qmee+563CZZKJRnv4eEhtra2cHJyIgCdzJROe9BOJ1kbv9+Py5cv4+bNm1hfX4ff75f54bxWq1Wcnp4in8/D7XZjfX19iK0jiJ00ijAq3EmmBQCy2SwePXqEarWKW7du4erVq+j1enjvvfdw7949PHr0CJlMRljo86TX68nV4QCwu7uLYrGIWq2GjY0N3Lx5E263G1/5ylewtbUFi8Ui6QXhcHjivGW9f7TO51roTgIM7/N8dbtdCcfu7+9je3sbjx8/HrJnXGMAoqsWFhawsLCAeDyOubk5eX5GWHK5nHw+7QjB4yQOyHlsmF5X7l/aODpCzIk3mUzifGrmf1ShpE53YHSS70uGkASMBqu9Xm+ol/EkY6QYI8LGfcxn0Xpyfn4e6+vrWF5ehsvlkpxrOpDhcBiXLl3C0dERjo+PhXjTDsCo1DPtHOhI9Ljj00Jnu98/6/REMkx3a2KUjiSgBu/ED5wfnm+du2xsJ+j3+wUDEADr6Nko5+A8mZh5NQJR/kznmWlFq/9eMzrjiP5MsiPc3DpnTRdRjLvIfH25XMbR0RGOjo4k7M2iJF5ru7Ozg+PjYwDAwsIC5ufnZXG051SpVJBKpXB4eIhyuQy/3y95MYFAAPV6XW4xKpfLOD4+lt5q9KzdbjcajQZqtZrkwZK9GFfYsUB/UZFynk0mE3w+HxYXF7GxsYFLly4JmCsUCjg+PsbDhw+Ry+UEtAcCAWEoNZtHpcR/df4SPTzmxFK50YMDPrqLCpjTOjc3h5WVFVy9ehU3btzAlStXEIvFBPzp/E0eODKOLpcL4XBYwuqhUEgqaR0OhxjfD1uMoVx6/Wtra5iZmZFOHvV6XdopVatVKbbyeDwwmUwol8vI5/OSQkCgzVQcdo5gziyBcKVSwdHREbrdLhYWFsSbjsVieOmll9But5FKpYYS9scVXchBx6pSqQh7yrHQQDOkT3aYeVwsEshkMtjb25M1ZF47FTbXWTNizHtlji/PIHO5abDz+fyFIi/GNdS6kI4/gTdTisjS6JSWQCAgjJ++vrfZbMJisSAQCGB1dRWvvPIKXnrppae6lOhWWzs7O9jZ2ZECDZ/PB4vFIo7bJHUDFAJp7RhbLBZx1k9PT+HxeLC+vo6FhQWYTCYcHh7i9u3buHPnDg4ODi5EQBgdxHq9jq985SvCbt26dQubm5soFouoVqvIZDL4yle+gmAwiC984QuIRqOy5uMI9RnniXtVOzXVahXlclkcdAIsOg57e3t49OgRdnd3kc1mh1I5CACYIkEgzGgA9wvZPbvdLvfCW61WBINBiYIAHy54pe2gzmb0kwW9tIUaEFF3mM1myWU25rTTJuTzeeRyOZRKJUkdqFarEpr2+XzCmBL8EHOMK7pIS49bRyMBSORCFzqbTCYEAgEsLy9jfX1derYfHh7i7bfflvSYz33uc1hbW8PR0RF2dnYkwkI9pXNpdTqEMS+Y2GIS4Xh0ZwOSSXSIeRkIgavxTGh7ToyjI+PU93zmcrn8FLNKUoEOnnb+jOtwnkyECrR3yQ/SnibzPJg7xb/ha897sIumEeiJcrvdCAQCkp9BUEsAOe4lBZzcarWKw8NDnJycwGQyiRdJo5XL5ZBKpVAoFBCJRLC2toaVlRWpYuVNYQRAJtPgthgAWFlZwebmJmKxGKxWqzTbNplMODg4kM/2+XwIBoOS7O52u4VhSKfTCIfDI5nOZ8nKyooYMp3mwTApe0TGYjGsr6/jypUrWF5elu4K5XIZBwcHwkj3+31kMhlkMhlRKLo4xhhC042fmePHQgyyDvqwfhR9XtlnNx6P4/Lly7hy5Qpu3ryJy5cvIxwOo91u4/j4GKVSaai5PQE59zernD0eD+bm5v7/7P15mKT5dhYGvrEvGfseue+dVdXV3bf79pXulSyEgQtGsmSwhGEMBvyAxxOMNSDpgRkkQEJjLJjRjFkcwOAZdM1gltEgsJGBAa51tetu3bera8/Kyj0jIzP2yMiIzFjmj6j35Imvoqrzi6rqrmriPE89WblExPfbzvKe95yfIHJutxudTkcccY7peYnxLASDQenByt7GDEjYbont2RhkWCz9yz6CwaCks+j8+P1+pFIpxONxaZlCg+P1eoUWYbfbpY8o0M8oLC0todvt4uHDh6jVagM3zZkROooaKTSijE/ixTLw0Q4e14AFCHTmaRyI+tPQE4Elt5V0ofPzc0nVnpycSBuYUVKWw5ALdhs4PDzE0dERGo3GwJXXRI2p45rNpqDKDJRmZmbw+uuv47XXXkMymYTVahVkmFQHq9WKZrMpVwDzwhi2/6OB0fvMrNCwEekh6nJwcIBvfvOb+MY3viF9MUOhEIrFIh48eCB9MXu9ngSDDHY5R0QntRBgIO/8137t18QOzczMYHp6GuVyGffu3cOdO3fkOu5YLCY6yaxoypNGvgHIc2pam83Wv4CB19zev38fW1tbKBQKQmkxtidiJqrVasme4J5mSp0FvXRoy+UyqtWq0J4uyyV80viMKV2+H7MsrVZLOukwq6j1fLFYxN7eHprNJiKRyAB4QnvRbDZRqVTEwdvf3wcAxONxuayh1WqJTrJYLFL8RkdsFLDDiOrTHlPfUz9ovjyDkG63C6fTKTe82Ww2FItFbG1t4ebNm+j1evD5fJifn8f09DTm5+exsLAgre4YYDGLpPn3xk5ARDDNinaKiegz4Nc8fhb0ssWn2+2WGz6N60+fi9kEBi0E1Wh/qMNPTk4kA0vnX3ev0ODQC3Fe6fVrQ86Ik5Ou0U+jkX1ewudg5T0PDwBp4UOlaUZoyNhTsVAowGazSS+9Xq+HSqUibWyobILBIAKBADqdjkTFHo8HyWRSlAp5JcvLy5idnZXUe6fTbxkzNTUFABKV5XI5JBIJcYb8fj8ajYYgJizeMCuLi4uSPmTjc0aAVAA+nw+JRAILCwvCl3M4HNJ/lrxJVoceHh4OXEHJvoPA44ELOYtEzlwuF5rNJvb397G1tSUNyvk6h8OBpaUl0+N8kmhuVTqdxurqKt58802srq4iHA6j1Wohl8shn88L18fIL2Sk7PF4pOdvMBhEMBgE0FcS1WpVCqOIqj1P0SnzSCSC+fl5zM3Nwe/3DyBytVpN+LCxWEzSbRaLRZxvrkGj0YDL5UI8HpcWaOTkcc6mp6dhsVjw8OFD4aSRn82ghw5nPp9/rPr9skJUkygq9w/bgpHSoJUfcHGLG1EAXv7RbreRTCbl7+v1Orxer3DydE9NtqSz2WxiYIjs6DZ1fI1uLG5m/fi8mh7RbDZxdHSEg4MDlMtlWCx9TjmLIzWVBegHLvF4HIFAQJyUtbU1vPbaa4hGo+j1etKhhUVZVqtVCi/oPJyenuLg4AC7u7uIRCIIh8NinEfV39T/FotFGtXb7Xa89957+Of//J/j5s2buHLliqT1WQB7eHiIXq+HVCqF119/HalUasDGHB8fS+shzgOvlmVR7b1799Dr9fC1r30NHo8Hn/vc55BMJjE1NYXDw0MJ2J6Vm675q0bagG4VSWeE68FuJRsbGyiVSuIEaU6jEZGkTWNAfHp6Kg4+KWY+n08cynK5jFgshomJCXke7RRfRvjctKX6mThuBni80ET34uUeoA7UjhPPktVqRaPRQC6Xw87ODtbX13Hz5k1sb28jHA7j3XffxfT0tMwPzygDLNJFRtU1wPDryY1nVNdnEIXtdDpCsWNLup2dHTx48AA7OzuwWq3Y3t7Gw4cP4fP5EI1Gsbq6iv39fbExmrale2PTsaTTqRFZM6IpD+TQEhSjs89sDB1X3TVAB1QMWOr1OgqFAiqVCux2O+LxOGKxmNCpdOcI0r3q9foA0staGOo+Xbz1UfJM+Vi9OanI+eG6oOJJnCmzUaAxzcZoy+PxwOPxSEEDEVk61aOMiYhgrVYbaNXVbDZxfHyMQqEglY3kp3Ej7u7uotFoSEsh/g0RLd4Os7+/jzt37gAAFhYWkEwmEYvFhGvCdG84HJZolpuYaTezzjkAJJNJcVo1AkuU0+12IxKJYHJyEvPz80Jv4JwwYqQy5ZzoKlI6GDpVyXWjgiBa4Pf75fKCs7MzKSw6PT0V7tTzdl5JGVheXsa1a9cEsWw2m2JAy+WyKBI69zr1YbVaJVXLFB8bq3e7XaFX7O/vS9HB8xLtULD59+zsLFKplKD9vPP+5ORkID1eLpdxdHQEAMKfi8fjODw8RLlcFioEgzG2KHK5XFhaWpJ9enBwIEUJ1WpVjFEgEBA0lvM2CufVqHCBiwIgGg+NjjLjQQPN9GGpVMLBwQGsVisWFhbg9XoF4S8UCrIfaCSM3FdyQwFI9SyNOQPmUXQNA32iEnyv8/NzFAoF5PN5QZmi0SgSiYQUP7CIwm63Syu3yclJoe0sLi4ikUjIhSu1Wk2MpG5I3mg04PF44PP5pLH/3t4eZmdnBwq7RhXd1YTzCQD5fB7vvfceNjc3sba2hmAwiLOzM6Fq8XKDVCqFZDIJv9+PVqslujgUColDzqvCw+Ew4vH4QAP8jY0NnJyc4MMPP0QikUAikUAymUQ0GsXe3p50dRhVjGCO8XtdyMeMEylpm5ub2N3dFT6vLmrm3gAubBL1KfUknT06TuSXut1uWVv+Y/ZvFLCDa8daDu2sU7i2PB/DHGSn0yn1G6Qiae5qPp/H7du38eGHH+L27dty6cnq6iqsVquAODwz1DfARftJI2JtZh2NVDfgwnkl9UKvAdfE6/UKbdDlcknfefoDVqsVm5ubuHHjBgKBAObn5wV93d3dFdoci1G1k6oRWTq4owTKxj3K8Wjn+PT0FNVqFbVaDUCfXphMJoUy1uv1BKmlP0OdRXvq9/sHnpW2BIC0iCMFUzuvGhG+LHJu2nnVhT5adGRAVIDcrae9lz6glGForfHzOJlGdE9D66OkSPh6LmSz2RTuDgCp+ieaxtQbKwhpAJiW5uLW63UAEMVTKBSwu7uLzc1NAP10F9M75CsyaqnVakilUvB4PKKUWGgzSjGQzWYTXhTfg3QLthtLJBKYnJyUggC73Y5isSh8W436MqKmManVaohEIlJUp9MvwOC6E7Xm5xWLRblFrVarwe/3IxqNmh7jR43f7/djdnYWa2trUh3KdczlcrJeRJJ1UYExjUR0hSl3OnfT09OYnp4euNXqeQqfi4FGIpGA3+8HAEFLiaoD/Y4W/Fk+nxfubiwWk+I10h7Yk4+8y+3tbQkkYrGYFE2wgKtSqcjlGZoPzHZ1oxgUUmVoMKkwNcrF4FXzKM/PzyUdxYtKDg4OEAwGpTNCq9VCoVCQgCKZTEphF9eTyIGmHAAQhIlohMPhkNSZGeH5oa7hmWIlNulEfr9fMhlEkZlmttvtmJubkzEwvUo+IXWh5g3n83nkcjkAGGhldH5+LpkVZhw0h3PUlDOdVwprBuigJhIJ+Hw+bG9vY2dnB7lcDu12WyhI3H+np6eIRqNYXFyEx+MRVAgAwuEwpqen4fV6paBubW0NPp8PH374IcrlsgQqbHvX6/VQLBZlHxjb/V1GuCc0X0+nPzn3DNbb7bY4N/v7+8IHZPBkdFiBi2s09Ty2222xA/l8HhsbGwPt/NgBg/uL1IJR1lHzOwkY8Tzq7ji6kGoYJ3JiYkJ4zeTds8gsl8vhzp07eO+99/DNb35TivhSqZQE116vVxwdUhTI06STrjN+ZuRJIBCRfmCw4wB/5/V6MTc3h2vXrmF+fh5Wq1XQ41qtJsHv8fEx7t69K4FmIBDA7OwspqencXx8LAGGMQgiYq+pAsbzZEaM1DddE8CsbrPZFBtAX4T6iTbAZrOJg8raAavVKr1gSXViPYzX65WCRY6VAJfD4Ri40OKytIiRC7b04aLDp6vEaQA4QO3EaCfAmFr4qIOlP5OHxmazCfdSRymjcF/43OxHSsdOE8mJZtF5ZfGKxWKRSxKYvqGjWCqVhDfJ1IlOVzGFRyVAw6sbWjNFQofzo4KDJwk5RSy4oXGkMSZ/Z3p6GpFIRJSBTpuw1ynTz7q4TKeStLLTwsNpsfR76iYSCczMzMjmZxopEAggHo+bHuPTRPN5l5aWkEqlYLVahQ7S6XQEtWKQQISZjowWOjkWy0W/WDqUi4uL2NjYwMHBgRRuPE9hUQZblVGp0QHibUREJqh0eC0qzy1w4Qyzn7LmFlarVZyengqXUHOXWWmvDQALtYjWjFL0Q6eUBo7vQ+XGtCE/h/xToljn5+fi+PCCEab4HQ6HXCdKblcikRBUB4CceTrjTO3ToOkMg91uH+ksat65/kddyjOvCxxZcLS7uyvPlk6n5RIRrQPJM6URLRaLsh+9Xi9mZmYG9BspU9znzWZT0JFnKdyiTmABYa1Wk6xLPB6HxWKR88cWSkT9mYFqNBqYm5uT9S6VSnA4HJifn0cqlYLFYpFLHJaWlrC6uopAIIDDw0Ps7e3h8PAQ1WoVyWRS6gcIOFQqFeEBmxE6Ztp55c+HrTWDDxbD0E5p/qSRm8qzxjVgsWIwGJQzTt5yPB6XM8zaD4IL2lkxu3Z0oKnP+R7cY8zYsTsFX8dxM/AkRYe3gBEMun//Pj744APcvn0be3t76HQ60obwzTffxMzMzEAAR51GGgF1g7HB/mXF6JfwPOjuGNpXYRaOHT2uXr2KSCQihdzb29toNBqCRtrtdtRqNdy6dQvBYBCrq6uYmprC6uoq9vb2hD6os00ABAzUa8B/ZkRnrY20D+AiGKLPQx+ODufh4aG0vqLOoc/CfXZ2diZX4Far1YEiXp4t+i0MFlnQx/GYyfQ8M21Ap0d0dfDp6alwHXSq1fhgT3NajT/T6J12Xukw0cHjZh4FKdCTS8qDVu66qhKApBRZSUpHgHdOu91u4c5yM/PZtXDRtIIh50/zhHSahJvNrBSLRRwcHGBrawu9Xg8LCwtiAHhAIpGIoDjARfUji5yIJBwdHcFm69+0xKtiw+GwKCeNDBsrlzkH5BcGg0FEIhFcuXIFb7zxhrT0ajQaglCPIkYkn8VVc3NziMVi0gybSDtRWZ/PJ21aHA4H6vU6tre3hWBv5KY1Gg0cHBwI6hgIBDA3N4eVlRXs7e2hWCyOjJY/SYiYEwmkaDI9q5V1Y3QWIMbjcVFE7PtKpaaRFR2gkuOlU3RE6Cjcq06nc+Tx0jl0u90DRl1nVjhmBpxso0UOJ69qLpVKiMViA+nBk5MTaVnDtCuNLw0yebxE9Ii+ABioOnY6nUIRuqwQzdfpSO0cU/S8syCGKeJerydIazweF862brVEI1KpVLCxsSGXHaRSKXEq6NATcNDpZjq/oziv2nEBIPSqk5MToUOxqbmRWkNqEoMoAANUmAcPHsDn8+H1119HPB7HzZs3cfv2bQBAKpWSmwrpqO7s7ODg4ABTU1MSZNKZLJfLCAaDpgEPY6ZPZwUomvPZaDQkNatTrvrs0knk2JnFI8rcbreFmlOv17G5uSldaPL5vNQraKSSDomuaL+s0AYS5dT6gc6r8dIB7Sh1Oh0J3G02m1CYmOl68OAB7t27h42NDRQKBbkRjkW0vDmN9qDX6wmPmHaYPErdU9bsOupn1mPX/dT5dxxzJBLBwsICJicn0el0sLe3h52dHRSLRTidTiwsLGB5eRnNZhPr6+u4d++eUCDm5+exvLwsY9fdfuhT8fwwgH0W1JXj0XxevTd59plNZN9gBvnn5+dCxyQ3t9Vqia1n0E0UFYBc1sP9w+I93U3IyOH9WJxXTgYnmM4rDQOvoWTkaObBjKIjI+DC2WNxkb4Sj4dH//1lha2+jIVn/EwqKh1ZcyH1AvA6TSI8LJbQVAfNA2R6RTvLVDq6WTU/i87SKDeIsciGzeTZiH9ubk64fGwuzQ3HQCEajcLlciEQCACApFN5IxULl1htz1u1iFRpfivHQ6SABW2Tk5NyO87Z2ZncXvYswn1KxcH0ms/nE0REo8i8apXFgFxvplOolLkuNAr6UJMKwpQ+uWDP03ll4YOxHZUubtHV+QCkyCyVSmF6ehoTExPSPF03OddcRV1YoREIGm9juocO0agcNODCuWPUzs/m5/EZWKHMM0anjun1nZ2dgfYw1FNMX9frdXEOWNCl2/3RCdBNxZmhIYpkvITlsmvH/a854hoVoSNaLpfFYQ2Hw1heXpZripeWlqRFmsPhkPPG+SOnlij07u4uAEggzT1EtJrOIm9IfBJV7DLC1xC8YKP+s7MzBAIB0Sd0vur1uuw/zTWmMEjjuvl8PqRSKUSjUXz961+Xv9Pjp5TLZckckJ/JDEW5XJZLPcyIRl11Ot0InmikkvSWbrcLn88neoaIMtHFUqmETqeDYDAoOoRBBFvYHR4eAgDW19cFMdf0Gv1sdCDM2mDuR2O1ubEynntYUwXIz15fX0c+n4fH45G2XuVyGbdv38atW7ewu7uLer0Ou92O+fl5rK2tYW1tDbOzswOUAZ2BJDWRmRb2dzd7MZFeS+MeH4Y6A5D9wwxlIBCQa+KbzSZisRjm5uZw5coVTE5OYnd3F3fv3pXWmqSTxWIxXL16FblcDmdnZ9KHmwWkmkNt5FObHZteT/0VGOxCwKLRUqkkmSjdM1u3uNLXigMXep/7jPtAO830abTzyt9fljIAPAfklV+NcLeeYG04h0U3+u+e9DP9Hvr9CeHrA6qjJLMKVx92YyRphN2NopFENv1ltH1ycvIY8qzfQzfy1QutHQPOAZ0fvsasEM2t1WoDUWQ0GpX0Jws/NDGfrXTY4L5SqUjrE6fTOdA2ioaKKTJWdqfTaeG4aWef6BWRL4fDIagJ2zA9D+EBJB+TSD0PIQDJHHQ6HXi9XlgsFineIkeX/DUd0LBYiUgPiySIID5LxPwk0YbFGL1q7p12OGloeM2kNrrG1/C9jHtfO65EYIx7cdQ05TDRypvPyHNJx4dtuUitOTw8lMIJ3sqn/xEtKJVKsFqtct0tb5hi8RaAgc+m40qjrYtFzIiRx2Y8AwAkACwUCnIeYrGYXFtssVgwOTkpVzRzHfh+en7y+TxKpZL0qWUxnea3cVz6JrNnoQwY950u5mDhlcfjEb5drVYbasAsFgvC4TDS6TTC4bBQi/SNQDooNGZb+DPuI4fDgUAgIGvHamhy/MwIz4pGTGlD+PkaMWP2zuFwIBwOS+DBDhpOpxOVSgW7u7totVpIJpPCzWcRMFuHsSJ/b29vIDhlAMf0NpF1sw4C5+1JAYy2u7pAl3/XarWwt7eHb37zm9LFYn5+Hl6vF4eHh7h16xbu3r2Lk5MThEIh4Y9evXoVMzMzMl46xaQ+MeDhfiFNglSEUUQ7UQSudMbHGMST6pZKpeB0OoXC4fV68cYbb0jRZLlcRrFYlEw0aRLxeBzLy8t4/fXXBZm+ffv2YzUC9HEACAo8ahbEaAsotGM6ONdZN362vk6ZSC2dV71HtP2hbaRvxjOi96HOWlzWZ3um62H1oeVk8iE8Ho/0KNWTbXxgPalGh1XzH4yOqxF5JZH6SYtzWdEFCkS0uBjcwOTZGp1RnZZmaxLeCjRsnEbRBW/GSn3tMOjU5yhCVInRFvtWsmCM/ChyDjmPOm1htVqlNQ/fD7igBpB+wZs6WBVbqVSk9yB7MuriAgCSfmdrpufh/FC4hkyf0/jpiwiAC+SSCoyOGRtkk0ZCA0GDrJFGrpEOPF6kDAuMjM9AxL5cLgu9gQUebHVmPDfDkCT9vsBgwYp+Fm0MRhmP1gFG2gCfgZQPplN7vZ5cSHB4eIiTkxPZkzoY5HniTUxE5HWfaLbg4+fpW484dq2gzY5PBxNMfRKB0yk9jpG0CDraExMT0iaLZ5M8QBoZ9vplkRR/x70LQBDmSqXyGFqnDZJZMYIWT0oR0o5wzPxsOqR+v18uSjk7OxMHhbQUXu9Koe7U+8fohOsAQd8EZHZ8eo/TiOsz/yRAwuFwIB6PY35+HolEAsBg73LeuEadk0gkMDs7i4mJCdjtdmk7xCJLvqcORLgvNZ93FH2q7Y/ePxSdNeDfdDodqQfhbWnhcBiFQgFutxuFQkEKm7i+b775Jq5cuYKpqSnJ4On3pj4GILcH2mw2sSNG+tJlxbjXubZcL40oEsRhzQT7grO4emJiAmtra3jrrbdgsVjw67/+6zg4OBhoLXlwcICDgwPMzs5icnIS165dw87OjvC7NdXmeYj2PYwOohGc0OvH/czAmRQufZEQnVdNL9I+mDH4MeqRUX01084rB84DSWPNlAENPguAmOLWk2I0ck9yUIf9Lf+OG1Tflavha53GNSMcF5WA7isHYEA5lMvlx97f7XZLOpqV2Lp5ue5fOgwp6/Uu+CFcbO3M6u+NaZzLim6Bo3kqmmvHZ9COu1YguiUWjSQrCWkwC4WCNMom37NcLiOXy0lbGyIpOq3LtkHtdnvgtqhRZRjKr/csHSLOgVaG/BkpD1SOOv3GeSTnsl6vSzqUnJ9RA42PEiKBRuRTpwm19Ho94Zpx/9KR9/v9cvuNDkyNGRajI/405FfrCLNiNCL6OeggcM/pQqxGo4Hd3V1sb2+jUqmIA6H3uV4PFkbu7OwgnU5L9wu73S78LD6DRtWMZ2OUIgrOD4NA7bxy3vTZ0A4XAEGaOUaHo38LFx1tpsV1eo9ZJRbT9XoXtQPc1/q8P8v+5fvrdlH8HKbriUIGAgH4/X5Uq9XHPs/v98vtRe+//z7u3bsHALLmT3pGY0DH/UyHVxcfaj1/WeF8cp4YiGh6mQ60+AwMjtg1IRAIoNlsyj6jvmG3i3w+j3w+L/UdtC07OzuS+eJ88NzzZ3QAOR+jOq96Po1Bsf4b7h2mntnBhVmQYrEoHHLq+Ndeew3vvPMOrl27hqmpKaFY6SBE8991eznqap4DdlwxIxqQAgZblRl9EIul37FieXkZi4uLUteys7ODQqGAUCiEUCiESCQi3HPaM+rf4+NjuV6d9SVra2tCOyiVSuILUDTq+7zFCDIY15lAEqlFujiWfoPW9cPmDsCAbTF+3rC99DQZ+YYt4AIZ1YaS6SryBoe91oiwDnNQn6aMGBVwUu12u6TBqRx0IYkZoTPG4iGv1yuOGYs3eIsECf/G14dCIUxMTMi1kZqDQ2XG/1PYOaDX6w0oeCIymvfHnz+vazdrtRoePnwIj8cjmy+ZTGJubk6cVC0aLeLns0CPaAn7fxLlY+sfHkyv1yuNublmNK5MWzJIisVipsf4JOH763/cLwy+OEY+hy7UYZ9Bja5SqRwdHeH4+FhQWI2gjRJkXEaIyumWWMCFk8B0Gp/fYrnoYdzr9aRHrN/vH7hkwpgyHpY6pHLlZ2jkkbzfXq8nQY5ZMSLY2jmwWq3C8Ws0GlIIYrPZUCqVsLW1JbfVUV/oAjaibPzKQqL79+/LXLAfsw5q9OfzmXSHBjPCfaHPOSkt5PEP49ZqBLHb7UpwbLFYMDExIbqCLcw4XmZSCCho6oMR9dV0Dx2ImBXqcM2LZOtBIlEsZGW3Ep57rbtJSwIw0JeV9BcGMsa51UEFEUpSfnhO9UUVZrMjPBNG55R0EiOCxWJJn88ne5FzY7EMdrrgjXgMTnO53MBtRbxK/Pj4GBaLRfYM9wfXUfcw5pyZlWGODf9vROoYANXrdWxtbeHhw4dSsMzzyAsVpqamsLS0JFQB6qJhgINeSwZmFotF9A8Lh0ahmQ0L1nTgwb/h92x1FYvFUK/X8eDBA2xsbKBYLEqfXQYetDEcS6fTQaFQwJ07d4SCl0qlsLy8jFwuJzQ7dhvRug/ASGfRmJXW86p9Ju0Ya4oJKS3kY+v+5sZ2YsBFizE67TprSyf3E3NetZOpU7FEKQg1G/uw6vd42vfDfqaRVI1S8mc6itaEYTNClC8WiyGVSmFnZwdHR0dSHMA+Z8FgULh1xtcz9ajvJafo2y2MaUbNeaOi0wdT/72mNZgV3WLLYunzOW/cuCH3iAcCAVy7dg1ut3uAw6pFG91er39jDCvqT05O5CvRDE1V4NrR8SAZ3IiKMW32PETvJTorbAPCKlUiqyzk0dQK4CLY0EVb7XZbov5hBsI45uct5GyS80khksqLBsjlpHOn2z3p+aEzxPQ0K9uZSaGDSKPLiJy/53sxaGk2m5iYmBipfY12nrRyJJWn2+3KGvKs8JKL3d1daYMF4DHnlUqXDobN1r9Ja3NzEz6fD7FYTBwajaoxdcb3BAaLFMyI3g86KGVvY1aTs0sE29GxmFJ3JdFOdK/X53AfHBxgb29PgvFwOIxIJCK3UvE1RKyACx2kbz8a9ryXFW20ya2PxWLweDwoFAoA+kWfk5OTEgDRaPKZ6Fxzf2unluMwFgwS2aQ9slgs0mOTvyNXknM9yh7VmTn9DNrRIsePtRDRaFSuwmV7MJ/PN5CO5byzqT+D41wuJ9xK1hSUy2XYbDaEw2GZWwpBDtrDUYpFtfPIc2ek9DGDR7vW6/XEQbt9+7ZcuKGzs7FYTG5XW1paQjqdlrNFvwIYRH11hsxisYju5WcSoR1FjDQgDWTw8wmYRSIRJJNJ2O12PHz4EB988AE2NjYkmDk/Px/onsFnYlDRbDZx//59AJB9GY1GMTc3hwcPHuDo6EhqUoyUrFFkWOreGHDpoFWjo9oXoe5nNybOk+bZ62ymca/wc3RbNePfXJZmNnLBFjcK4WKSqNkKSKeJgAsYXvM4L/MZlGHRAoABBaVTbfy9WYidzxsIBKSKlf0BaQCYEvB6vbLB+Fy8/s3j8YgTp2kDdJrC4TCmpqYkQpuZmcHCwgImJiaEhM7UkY6m+TmMhEZpfr+1tTVQGMH7zalU2LNN0zD0nHNDM2DpdruCotCBo0PAv2Xak0gcb++g08NNzApnprrOz8/l5jSz8iTaCAs02Ls0FAoJd4yFWpVKRfawfnYA8rw0BnTMe72eGGB2W9BN343p6mcRRtDtdhuFQkH6W9IZZwagVqvJTWWxWEwqvHlTE2kZ+ipWtkkhWjc1NSXrTRScKVfyv3hBAQBJi21ubqLb7WJhYWGk9jUUY4qe+5AtndrtNiYmJgD0L2LY2tqSiyb0PGmjZ6yIBfrB7+HhISYmJjA5OSnpPzooXFcWf9G4GZHKy4pGUPSZCgaDmJqakiKParUqRjkQCEjbIBo27k+v1yuO69HREba2trC1tSWIXCwWw+rqqhigdDotl5+wTRzRW3YFod4ZlbesOfA81/F4HG63G0dHRzg5OUGlUhHOfTQald6uAKT/rsfjwc7OjqDtFBbAMAClkLLDDgO9Xk94wufn53LbGFuMUWeb7d7CoJsG2IhAabtFlJCUqUKhgE6nIxdG2Gy2AadAp4hZIMNiL2Y2yPVOpVKIx+NIpVLCyafTweykzjaZEX3ueA4175uUHOq3Tqd/p30+n8fm5ib29/eFo6x1Mil4+kpZ4AKlN54nOkocP8fB7JNOY5sVjkl/lgbmqOsnJiYwPT2N5eVlxGIxadnG/rQ8T9oue71eQVibzabQEfnsGxsbSCaTWFxcxPT0NObn57G3tycgEwu4jBk/M6L5zhpZ1s4rsy/sma9/p+t/2H2A601fwWKxSIvISCSCdruNaDQqxYUUZpc0wKP32At3XoGLSIhK1+PxSIEDm9DS0OvXPOm9KMMeXEdiREE4kYSwuQAABhqvmxEaOYvFIsYLgDTtDofD4qBGo1FJ19Io6n58vCXKWIx0fHwsvUbj8TjOz88Rj8eRTCZRqVSk5yab97PJsU4f0IiO4rzycgJGPrwOdnl5WRQ50zfAReBhDCA0esy+kGzQz6bp5GYdHx8L4heJRLCysoL5+XlEIhE4nU5R2jysmm88ClpgTNXrTIG+SYitvliw5PF4REEy5cH10/NvtVoHirrI0aLT6PV65Y76vb09ab5uNhPwtPERoarX65JuKpVKSCaTkiGo1WrSo49NvVOplFxhyz1Qr9fl9q3z83McHx8jFovJlZrcC6yqLZVKwtHkTUdE4ev1OnZ2dvDhhx8KSjFKKk8jWZqzR0eIBosBV6PRkDvESYvQBlBXyGp9oou4Tk9PkcvlsL6+Lrxl3V9S7wEaEq10zYgOxHmW2POYt83t7e0JUkrnNRqNYmJiQhwYZlHoaHL+Hzx4IA5So9GQyvZYLIZOpyMFkwyyiWz6/X6Ew2FxKIalFC8rnCf2GbVYLBKUc+9yreLxOBYWFlCr1QayIswYMAumna9yuYz79+8jkUggFovh2rVr0tmFCDyLE3nDGhvjNxoNJJNJRCIRhEIhcUTNjk8DKUZ+NnWCRulJ1SGXlbqx17to2WcsquVXOh1av/l8PgSDQQFbaHOpl3jGRy0Aoo3neIdl03Sx29nZGY6Pj7Gzs4PDw8MBoISvJaXu6OhIdIn+PE1J5FjpJGsH3mazSYoduKiSH0X0Z/JZuX/pqIdCIVy7dg1vvPEGgsEgtra2xEE/PT0dKCDXNAP2hHU4HNJGKxgMCnJ+69YtuWxmYWEBm5ubKJVK0gVDI598XzOi51FnKhgksc6DdBbaNqLb5BXrzBzHRuCj0+lI0SvRVzqvXCP6Lnw/PosGQV+Y82p8U3649tx5+xTvnNYw/mWcVyq5YdQC7YQQZSCvRFcJs9+dWYXLAhCmlFjxWCwWhW/kdDrl+k86DkwL2Ww2QaV0sRbHw/uoGckQ2eGmOTg4QC6Xw/n5OaampsQJJEmdaQu2ORol1cWoh8YvFAphdnYWb7/9NhYWFqTCn5xeVmJrBAyApBztdrsoEl4ByCtXmb6kcbfb7ZiensbKygqmp6fFGSIfSvO/dCrYrOh9YhTe8sOel+w7GAgE5BYpfYuZTuNphIWGhOnkaDSKmZkZhMNhWCwWHB0dYXNzE1tbWzg8PJTCohchxWJR7konWq9TzNVqVa4TjUQi4pQw+KMBZSDGKyw7nY6gqp1OR5CsSqUCm82GQCAwgJ43Gg3s7+/j9u3bcpf3ysoKZmZmTI9JR+QABNVngRURNfIkeXvUzs6OdBjQVA62zyKPnaiV/qx2u41yuYwHDx4gHA5LVww6NvpGJM2RHAVRZ0AKQNBgFlt1Oh1pgUUUnF1MiKQyyNMdA6hDNjY2xKDabDbs7u5K6tzn84khq1arODg4wP7+PprNJkKhkKB4DEhoMEdBXrVjr+docnISn/3sZ3Hz5k3RoezxvL+/j+3tbdmLNJYs7tJSr9fl0oVkMomZmRmUSiVUKhV8+OGHUq0/OTmJubk5CSoZLLOGgUiY2TEOs1EcL/UhHXVyGAOBAGZmZqSILpfLIZ/PCxrM9ScIpKlpur6EQEEikcD8/DwmJyelNzdpe5qLTufA7F41FoICF5xGnQUh8nl+fi63muXzeVkz2kfuJ/KdeaWz/jydSeXz02HWxU/AhcOqWxeOKprfr4NKoH++pqenceXKFczNzcFms+Hw8BD7+/s4Pz9HLBaTi1CYra1UKpLp5A14i4uLuH79OqLRKNbX1/H1r38dpVIJh4eHiEQiWFpaQqFQkJ7IzIjQx6IvYFY0DUDTbWiXJyYmEAgEZE1YqBwKheR2M9L8uEYWi0Wyx6T4sYsGg3EWajebTQmouC8ZjNCx1frmo2Qk5FUrMk0dIDeJSBq5jIz+NBT9UQ83TCnoz9dRGEnidJTZ2JtXG5oRQuLcuMFgELFYTKLDarUqiOz8/Lz0TOVrqtUqNjY2JLI0Pj+Lmdrt/lWz+iaUWq2G/f19HB8fIxgMYnp6WtJAHCuvsiTpf5R07NramhTtnJ6eCh0ikUhgcnISLpdLkA+9uekkcA1YZMKI3u12I51OY35+Hul0Gn6/XxRaq9UaIOknk0lMTExI6xAqb32rEo21pl2MIkaqydnZmfTaS6fTSCaTWF1dRSgUGojqOefcYxp54/vpIh5Wqfv9fkEeNjc3cXBwgGKxOHDZwbMKFQ+lUqlgfX1dxkS0kNfrdrtdaQnFal+LxSJX3hJ15fOdnJxgd3dX2tgwKOQetNvtwrFjZgDoF9Pcu3dPOGCTk5OPZR/MiDFNZrFY5MaXer0u+oVOwO7uLorFInq9nqS5qJ944xZRoqOjI6G68DOsVqv8Hak9pAhRUTOYYXu+UR1Y3SuY33Pdzs7OkEgksLy8DIvFgpOTE8RiMQlWiWCyGI9rtr+/j3v37mF7e1voBmx2Xy6XJVDjvDCoqVQq8Hq9krYkgqd5jqM46Drw4PxZLBYsLCzg9/2+34df/uVfRqFQwM2bN7G8vCyFsj6fT/br/v4+rFbr0Ot32+028vm8ODN+v1+ClEqlAo/Hg5WVFbz99ttCmSA1hmcjGAzK+42CLlO0fWOAQ4CFdoKBbiKREMoEDT//RvOsjfpCo4Eej0d0F8ECnkNd6Mu1Nq7JZUVn3nSBGvUenUcixizoqdfr6PV64sATbCH/PplMSrcZXainaVjakdEZMY5Rd+QALrrkjLJ2GvGjfeP3pK/Mzs4K17VYLGJ7exsHBwcCykQiEcm2Wa1WoU+0Wi3E43FcuXIF169fx8rKioB67BpxeHiIWCyGqakpvP3225Kx5N5+FuoVhWtGodPIzDlBD+ps3ujHLgP0C3Tw0O12hRbSbDalF3yv1++5y8uqAEgxu25RSaCIBeCXXb+RkFdj+pgOLFMkExMTkkpgCocHelTloDlEWiGwmIGor26voft2XlaIbPKz4vE4VlZWhMdXLpfFeUyn00KeJ9rLiImonfH5eTiJIhSLxcfaTxAJTafTCIVC0nuVzdQTiYTw3kZBQ+LxOA4ODh67PhS4UAhEiQFISkHz36hYyKligVAikZCrGXn4iUTy/yyOIPrF1Em325UG8Sxc4RWto4pxrwKQz93Z2cGtW7eQSCQQDAYxMzODZDIJq9WKfD4v6wVADhiVGg8ZkZtUKoV0Oi086P39fbndKZ/PS+HN8xKjI1GpVHDz5k1MTU3JrTQ0FIlEQs5DuVxGrVaT/UhnTO8BcpR5i5FunE/jS16TLnRh14pvfOMbuHHjBnK5HGKxmCCWZkWn4mnIyW9jJM+9VSwWsbu7K90euE58LREnGlYaSt3GS+sz9hre2NgQo0WkgD1FtfF8Fi4zX8tiBqCfuk+lUnJmGNixOTsACfLomJOqcefOHQmcGaCQx1wsFgccZBopv9+P6elpLC0tSfZA9wblvJgVnj86XEw3Tk5O4otf/CIsFgv+2T/7Z9ja2pLbipaWlpDL5YS7a2w6r1PgDIpIlWAmp1arweFwIJ1O4+2338a7774Lv9+Pzc1NfOtb30KpVMLq6iq+7du+DclkUt77WVLrut8l/9F5Y4BFB5eOJwNaOl/lclmquJl90s4nub2kj/AmKha8cZ65V6irdRbDrA2mbdc2nJ/DHt08m3RsbDabcKxZiEU6FXmR5P6ypyudUJ3e1llYgkdMQfMMa2oRHf9RRPs2HG+n0xEfIxKJyM1YrVYLW1tbuH//Po6OjuRGTbvdjoODA+TzeXmW8/NzRCIRXL9+Hd/2bd+GK1euiG5aWlqSLN7u7i42Nzfl6vKrV69K1pL9l3VlvxnROkZTK3UQQvQ1HA4LYEOEnBeIMKDU9DlNxaMzysw3X8f9EA6HJYvLvUX+stnLfJ4LbYBfGR0wLWds30OoeNjmuozy15uY0DYVgUZ3GUXQMJsRXYRELuqVK1eEW1apVHByciK8lnQ6LYd1a2tLinOMCLPxe/LQmCbiYUwkElhZWcHKyoo4IECfU1oqleTa0nQ6LRchmBWmzQ8ODoSnQyNGhUlnhUHCycmJOG1cQ256RvhES1kYwfEyEtPOLp3j4+NjFItF4eBNTEwI/YOtfcxe96dRAmDQ6HKMLATb2NhAMBgUKsX09DSmpqYE0SMawuIuIl6kSxBFmZychNPplGj8wYMHA6jrMNToeQjH2mw28eDBA7z33ntYXl5GOp3GzMwMnE4nwuGwzIXD4RD+LVN8OntiPJvaMDEyJxeWKWiu0e7uLj788EN861vfwsOHDx+r9B91bFSQPDPUK0QMGo0Gtra2sLGxIdcr6nZSfB+XyyVoKvci2+vprhJAf8+QhkB0Lh6PA4BcSUlkW3O3zAiNh1Hsdrvw5j0ejxSGMAAgJ15f6ZrL5aSyW/f+1Ogdgza2fqOz4fP5MDU1heXlZczNzcm60nGijAo8aKeJqDcLwmZnZ+XGrHK5jNnZWSwtLeH09FTmhul0zSfVTjH/jlkFoJ+iXltbwzvvvIOVlRV4vV6Uy2XcvHkT3/zmNxGLxfDuu+/iu7/7u5FIJMQJNlupznVngEbHWr8PnQLuX+7dYDAo6WdmbnK5nFSaE43iviRAwJqEmZkZLC4uSl9Ufra+0hi4oMRwnszuUyJwdFg1f1JzenU6OxgM4tq1a0IXou5gOzbaCz4rdT0ASY3rs08+Oi+54e/o+PH5niWIBC72OMfJtbXZbEKpCQQCqFaruHfvHtbX16UTETNCrKVgkOF2u7GwsIArV65gfn5+YG+Qara5uYn19XXkcjkUi0XMzc1hdnYWV69eBQBsbm4KgqupVGZFUzYYaLADhKaicF7pfDJbwUB4GC2PwAL3N+2Kw+GQzC5rXLhf+DnU5brbwUfJyM4r39yIiDKdxsPKYio6aHQSjAUAejH0/3noNDGcDlW73R7Y/AAEHSNx2izUTp4GlRmNE3kb9+/fFxSE1bF03hwOB3Z2dgRVNaJNwxaE7UUYSc/Pzwv6QYev0WhIv0b2hGPF7ijOK+ePaeJqtSrOGZ07nY6p1+tCWuf1p1RedGg1R4jrSyXJ+eHP2Krq+PgY+/v7KBaLsFqtwjtltTz/3uwYh0Vuxj1FpPvw8BC3b98eqKienJyU9Cr5dvV6XYwIo1cS2RnIlMtlbG9v486dO3jw4AHW19dlP2jn8HlRB4xyenqK9fV1fPWrX5V77qenp0V58FyQw83eu6RIaAOnW6ewKphoSSwWQygUgt/vF8N1dHSEDz74AF/72tewvr4ud9LTqI/ivGojCUCqq4mcEmkqlUoDRRO63ZymepBTuba2JqjlwcGB7Addic308ubmplSks02YTpMR3dYI0GWFukpzyTn/RM3YL5uIMf9xXiuVCo6OjrCxsYF79+5JL1C+r9Z/1MFsKehwOBCNRoXHt7KyIhx7fj5fB5hPNw97rR6rxWJBKpXC1atXUSgUcP/+fdhsNrzxxht45513pLCpVCqhUCgMFK8Z5/rs7EwyNV6vF3Nzc/jMZz6Dq1evwu12Y3d3Fzdv3sS9e/cQCoXw+c9/Ht/+7d8uzhWpIKOgkgwCidBxrHxOu90udQQsqOv1emJDLBaLXJ2dy+VwcHAgSJvuX06kMhKJIJVKYXp6Wmhn2iFk8D9MDw6jIlxmjJquYJwjOnkMMMiTjEajAnDw+YzOrxHg4Z7l/qANIIBQrValrzOdMP3aUXWrcWzavnm9XuFMs9hxf38fDx48kFqGer2O7e1tWK1WySISBKPOKJVKuH///mO9mkkZIYe+UqkInW9qakpuqNQZolGdV46N+p1cYdbyEJBhVxm73S5oN3ni+n30/5kRZ+DBwky2FWMLUQBif0ml0ZkCvtdHycjOq1HZUriJWAVvsVjkITlRbrdbkCujgRomPBhEP+kUEukj71JzzywWi9AIzIh+Hv5fIxOVSgV7e3s4OjqSKIUdCbjo+/v70rroaRXmfMZgMIjJyUkh3etK39PTU2kpw0hdt0MZhUtIh5+FPETWOL8kxDNgYORF9Eff/c5AhZ0PdLN2jTZTkRM1LxaL2NnZwcHBgRSN8T30IeVBMLuGRES08aRy43j5LIeHh7Kfm80m3nrrLczOzkqhHFtKaaNEhJrtbTY3N6UA7MGDB7h79y7u3buH/f19ubWKjsTzdF6NZ7BYLOL999+XFJ3L5UIikYDNZpNqa3bLKBQK4gwab2BiMR73SiAQkJZYPHM0MpVKBffv38dv/uZv4saNG9LmCLjgkI/CW9Znt9frCfJC3jdv6cnlclKJ3u125fpMPT/US7zRyO12I5/PS6GZ1h/US+yUsb29LQhsMpmUivVqtSrZgmcxJhTt1NHo0+Hhnubv6MxWq1Xs7e1ha2tLKBPauTA6ZByn1WoV/vlrr72GpaWlAX6v5ho+KyVC6wFd8GOz2ZBKpfDZz34W29vb+PKXvyydWK5fv461tTXEYjHhsN6+fRu3bt3Czs7OY5/jcDgwOzuLxcVFpNNpTE1NCUp2dHSE999/H++99x5CoRC+//u/H9/7vd+LhYUFKTQdtTeobsFGhFPTAOgAcez8x+psZqYmJiaQTCaRSqWwsLAgwWSpVMLBwQGsVquMiXufr2M2jOfV2FaRz6HXw+wYh6He1KUcL8/4xMQEIpGInDPdrWLYZ2tfQutr7kEW65XL5YGCNg0EUJ+PSk3UbR31XHm9XiSTSVy/fh1vvPEGEokEms2mZAtJr2HhJGtE6LDTsefZfPjwoawXgQE+//T0tBTZAf0uEslkUqiDGpUc1YZwjonQM2XPrAHngHQzfUES10V3gzAKX88uIclkUuoitF9AQIiAJgMwrQM/Ska+HvZJP+dXpu4p+tpQfWuM7stqdGJ5KKggdBsMIh4aIWD0ZFQUZmTY5mBV9eTkpLT+IH+MqcNYLIZ4PI7JyUmk02ns7u5K0QAjFi42x00lFIvFpLKYjiENFHseejweLC4uYm1tDYlEYsCYmRXyNCcmJsSxAiDrw/YjTHHR+aCjU6vVhAJC6gSjrFAoJGtKRcD2GuQqFotFucO5VqsJUqb5Lrqa/1mcPa2IaLT1/mAREjmuRKUbjQbm5uYkU6CRDCJYnK+trS3cunULDx48EDT5wYMH2N/fF8qDRrEuG1mOMtZWq4XNzU38xm/8hkT+165dk/6DvD2KxHzSYJgOomPODITH4xEqCIsu6Biyx+aDBw/wa7/2a/jmN7+Jzc1N4XpznKNyXoHHL09gRwqv1wsAODo6wsOHD3FwcCCt2rQRYlTP4ij2n3W73Tg+Pkan04HP55OsDlOE7MSg90c+nxdj5XQ6RQHzPnOzWR6ujx4n502PgQaHus9qtUoBHftIc36J3rCgQhsrZgpoIGOxGGZnZ7GwsIDJyUm55cporIyOpxkx7nW+F8+33+/H2toa3n33XeH83bx5U4J16l0WVk5NTWFzc1POFQPtWCyGN954A0tLS8LpPT09xf3794XCEwgE8J3f+Z34/u//fly/fh0AUK1WBbE0rsNlhGg9gyOOl7qGNkmPnT8ngs5Mjs/nQygUGigirFQqopvi8bggtdoBIX2EThH12rCx8HVmhHrB6PhqPch5oJ3Tuly3yzQ6qJp+oM86HVTWkpBrSUSToveXsTuJGdHvo51ip9MpGdGFhQXE43GUy2WEQiFcvXoVyWRS0uT6Pej/aDoEMJjR0k7u1NSU3DBHYIkAESl++Xz+sbZilxXjXtDBKTnWRFW5j2j7dOaNBXN0enUGnnudhaeRSASRSGTgxjRSD0hbox9EANLM+TPtvNK4aaWqozKt9Hi4qGw5cP7jQj4p6tG95ICLKy9pWDWnR0PhLAYapW0GN67xkOrUTrPZlKsn8/k8er2epBXpGCQSCeG/ktuquyJQ2bA5Pkn9TMk3Gg0cHR3h8PBQChyuXr0qFxnoDg9mRY+Nc8SWSUxhsK8tETmmbVgByY4LHo9HipVYRUrlyblklaJGyJiG5yFh5MUNbHy92TU0KmmdhtLcXB0Edbv9Fid37tyR4IHdA7jv+Ey86OD4+BgPHz7E/fv3pdI9n8+jWq0KFUKnZvSBfxFCtPDOnTviXFerVbz99tuYmZkRJ4vKMRgMitOmKRpG2gDPHB20Wq2GjY0NfPDBB3j//ffx/vvvY319HdVqdYAuQn7zqAqX86UbY9MROz8/R6FQkO4C5C6T6sPzQcfC6XTi+PgY5+fn4ny63W7Mzs7Ke9NB1PuQOoXBM1EvBnPlcln+xozobgN6f2pDSL2oeeYaGKjX65JGtlgskuHS9Ae+bygUQiKRQDqdluIJ0pVoZDSlSwcAoyLLWj9x32vHBIA4lRMTE/iVX/kVfPDBB/jyl78Mr9eLxcVFrK6uYnJyEtPT04jH47h+/bogcKS8+Hw+pNNpOJ1OuXGOZ3NnZwfRaBTf9V3fhS9+8YuYn58HAGkFNGqRFsei125YNlE7Rbq4WAcYwEXrQWPWj91CdNsmfiYDTB1waOfPmHkYBWXWPUH53nw+Y49OdgTQ2VIjFexJe0mDFQSt2BbP2MuYY9X9SDm2UW6d1HZfO+rUG7TNtM+8EUxTjYCLzK0GY3TmkZ/FdaIDyyCEP+faTUxMYGZmBjMzM7h165aAf2b37DCnniAFbawOUvR+Jo0oHA7LmrKLEJFm/i0DKSK2xsCF2bPz83MpPqSPaNYujoS86onQjp6mFMgHPHJOdc82Khy+n+4ZptE6/h1Jv9xE3BB0cI0TTsVhvCHqMsLNqBERLpjT6cTk5KQ04t3Z2UGpVEK1WhUonA2jw+EwZmdnB4wuFZAuetLzqFszEaG0WCyYm5vDtWvXsLCwIBSFURr3U7QCAiBE8/39fWk4T/SRn8Pn0lXozWZTbmtiURZv+WFRDakI1WoV+Xxe+t91u11pw0Hlpov5uJlHRe200eR7kr8Uj8eRTqcRiUQk6tNGe2JiQjpBWK1WcXa00mR1JdF1vo4RLNOB5PaUSiWZS43C8vlGCUKMop2DarWK9fV1MSLcW9PT0wMta3R25KOEbd4KhQLW19fxwQcf4L333sPdu3ext7cn/UiNToo+76OMx3hTEh0Orgtb13Q6nQHqitEZ1Jkhm80mqTEdJNEQGpEU3Sxf965mAYnm3V9WjFkGGl+NUujnpXNMI2e1WqW/Jm+tI5oHDN7XTjSE1d283Y4OE4NHPe96/kYVHUBoR43jIvpCPmEwGESv18N7770nPaIrlYp0d2FfbM4ROZ69Xg9bW1vCAabD02w2MTk5ic997nP43u/9Xly7dk14hXQin0W0Q6IziUYUVjs4DKABCO+Q/zdmaLxeL8LhMHq9nlSA62wlAzlNldIOoEaGNVff7Bi5dvq9tCPK74GLC2u0DWXbTH3jF/UpbSN1vf6embBeryfj1p+lA046gaMEIxp0Ay6cYn6uxXLRVpC2S6fxjQi8pkkYEV3jWPUeMbYdI22PWUraQrNn0ui36XHrm7NYXNvpdGSMdMT5PpwbrpMOqo1FnrThmqanW3DRnxsF0BmJ82pMH2j4Xz+4/j+NBZEYfbC46EajQUeXg+XrmRbj5GiYX0+k8TkvI7rhsd5EvV5Pbidif7pEIoGHDx9ib29PLjFgKyhGFExvGueJm1VzMNmh4fj4WFoULSws4OrVq1hbW0MkEgEweK3ksxDUuSmbzSZyuRy2t7fl5iVuYh4uffOLPkA6YmJ6od2+uLKULY3IVW6328LTouFhqlLvF83DNeu86iCKipZoVTwex+LionD8vF7vgCLVjgJbI7HtjkagiAoQHWHfU9Ir2De1VqvJpRNsi/MkJfI8hPvLbu/fn723tycBWK1Ww7Vr1wR5CwaDl0ZhTk9Pkc/nsb6+jhs3buD999/H3bt3sbOzI420WYFPBKbVagn1ZNQ+r0TAj46O5KYkUlYYTPImN+Bx7poROdSBmy42pEHRSl6vkUZIqF/cbrdkEHiRhxnRCBY/Q+8vBu7ABWqn14tOC3tQMtjUQbt2qPjMgUBA+kQz26H1utGQP0umQDutwxxYnbnz+Xy4cuWKUF2KxSIePHiADz/8EHfv3oXP55NWO1xXBp2tVkt6KdPWBINBrK6u4vr16/jMZz6D+fl54SBq/rlea7MIM5+dc2Z0XLWt05/BteBZ0Z+tHUSiV3QytD4zOsdGpFUjmPwZkTaza8ivOjPDudecVs4Ji7SbzeZABoHj0UisEbjRjr5GVmkjjJQ0nlcNCpkVpui5P3SmjBSUra0tueGNgBafUbfu5PzooFgjlXw9LwDSv+McM+CnHmUWVo9zFDHud60n6cDyeZiZ0Bk3HaRdRjg3DGgASKZ51ECDYnoGjFG0Ng7DNo1WVtzwGvLXC2d0gBnh0CjSIeXmAoYT0anU+fdmx2e1WlGr1aRSnPdxM4Vss9nkPuZAIAC/3y+cO/Jb+ToeVCogGkpuXh1pMjLp9XpSBfzaa69hfn4e8XhcKi/1OowifA7+I3eP6JauqqaDbTxcPFhcDyK1rLxm4222iaLiJOqn0wtMmXBM2nHVBXqXFWOFNRWe3+8f4BeT6kAlw72sHUl9w5ZG7zgH3W5XkDheoZpIJIRmcXR0BIvFIinmYYZMf30WoePI8bKYbHt7W4KRYrGI2dlZ4TfSiFBB6SpeGpRGo4FyuYy9vT3cv38fN27cwP3795HP5z+yo4YuADQrNByktDA9TJ1A7isLpoalqI2OidGp1QGYdjZ0kQpfS33F4gZ+NdPexThXXCvggnNOo0l9qYMrbRTpwPv9/gG+skb6uKacT50K1XqJxkrrUWNW7XnsUYpeAwDSASEQCODdd9/Fm2++iVKphBs3bmBiYgLr6+tCM+L47Hb7QDcbl8uFWCwmNIhEIoG1tTVcv34dqVRK5pdoM8+xdtbNrqGxKFR/BTCgQ40Bqg5INJqoKR9GpJJgh7Yl1JE6s6P3tQaHtAM6qnDP8tnpXPIs6DoUi8UysDcZXBGJpa7WzivtvTF7ZqS0AI9ndnXhpRnhfgAusq+cy3q9jo2NDeRyuQFHm7aeupV7UTv4zA5rZxSA2DadlaXw3Gk+MefEuFfMrNmTfsb11PaNn0v9TX9KBw7GIE0HTcYgmjaP+oqBvgYdh4E6T5Nncl6HcV2NaKfx/0YngQs87OBzMvk3Opo0pp90qp/KeRTnlcri5OQEt2/fxsHBgaA7PKw0AEx3R6NRHB4eytWuhUIB5XIZVqtVkEWijRwL7wOmc6SNCq+eXVhYkOpSAAMK8FnQEK38KNoo6oOr5964Ti6XSygSPEy6cIQ3gxEx0ER1bnxtXKl8edg1P9qMaEeCX3n42IOWBTka/dbRKMfIuaHow6oVjkZeNE+IxW+Hh4eCDBmzFny2ZxFNy+G6aWpKtVrF3bt3hU6g+0KyWERfJUmkuFKpoFAoSD9eXiOr7xPX8qQA1iz3HLi4/cViscgZYI9AIh163TiXml+m0SD9Pf/PtJje/wwstfI1BizARaaBxW9mOa/a6en1etJZhJdIkGNnpNNoxInPZUzjasdTf6+NIjMHfD/tGGlDRcR5lIp8vR/0WXyS8eN66O4lc3NzUvjKoJhOAhunT0xMSJ9a9jhlyj0QCIhTox1EvTdGdc6N66D3nvFnxuBXBxi0O3oNNcrFc8ngSZ8njfBRL2snbhjQNKpoW6/1uB4r7Zjxs7lH6XDrom3+LUXrDD0PGuXVHEsdBIxqG+lHcB9arX3KGNvwARc0Bb0O3APGojW9p4z2SDu0RtG6xhhMjrpPnwaS6L3BTAzRYv2MT6pR0vqIwBNvHaUeY52JkZOs/UmzMvINW8boxrg4xoeh0tTOq15wpkMoWvnqAQ4zgvqzuCk0amFGtMOrUwO6Tx2fweHo3ybGKw3ZHoTp8vPzc0nrGVtO6Kb+dF7ZNiuRSMhtT7xsQRtfrexHFa1ItWLhHOvIWm9kfZCcTidCoRBisdiAknI4HAiFQuK8k+fCg63bJ5G4rR1OriENrFm+JB0Y/p/Py++pQOn8EHEaVuClC5WMyAn/DrgoaqAB4dzpwjDOO3DRsohBi1nHRwsVu25tpRuCAxAke29vT3qbMqLns2ouJ9GFWq2GYrEoTdON8zwsWB2mG0ZxXvleRNRYoUrFSNRCI1Vce82jp+7hXOs119QBYDAFqFvG8Xn4OV6vF9FoVNLwdDLNiBEpbjabkq2gXtS0GZ2Z0k6qNhx8X+00GR1Z7Wzx/9pw6XmPRqMDHNlR5EnItzFY1E4dnctkMonZ2Vl5r+PjY2xtbUl/Te7fqakprK2tSU2AFu4VjbgO27ejIK86W0T9yOJPitFR5bi1HdF6Rj8H/8+/1TUZGkwYlnUh2qUD61FQOz1XOkDUv+f3xufSY6HjY1xnzoGR82104rVN15QK3Wd91IwkW1rqZ+r1elLboXthayoGn500M2CQ6jDMbujxa3tgpBrowI7831ar9VgHg8vIMOdVnwPtwOpn0bpC70WdKTe+l9HWMpA0Fm89zQm/jIP+zJfl6oEZB2L8G52a0hPB13NjGieIm9WYbtUHSn8+P2cU55XP6vP5sLi4KDdDkB+oN5tWNA6HQ1Kxs7Oz0n5I39M8TNHQQbZYLJiYmEAoFEIgEJCrX7UjOewQjOrAGlNLPJyMnGnUmaLVaR8AA8iI2+2WdSQnkQVYfHbjNbRMS5MqwcOoUw7cB6OMUTvnOqDSjg4dSO49pruYHtZpVjqCev8ZURTNl2YApT+H86gVA9diVOeVBpnFjKw8TyQSkhkAIJ0R8vk8CoWCVO9qR82I3GkkYZhcZl30WR5lbL1eT4qJHA4H8vm8cGw530ZFyrk2Ul6AwYbqelxaP3H/aYPFvwH693Pz9jKN5Jsdo1Ff0tFkgdrW1hbu3r2LXC4HAGIgdfDPoITPybOrnSq9BkQs9ZmgwxMMBuV2RLaqun79Ot59913JHj2LaMeVn815MJ4r/i2fmeej1+vJ5RGFQgGJRAKf+cxnsLq6Cr/f/1h63giWGI2mdt4B87dPkcZA55VfjVezartnRED5vTHw4vPowMto67QDpd+b70v9y2cdBXk1BoPD0EQjyjtMN2gn3ijUwVonaieK49IFRPqfkWtsVnjudTZJc1u1HdfZOuOe1oipxXJRkKj3l/49X8N/xlodzpmRnjUMSHmaaJ/rSeirnnsGs7RNOkA2ftX6hHtOtwnTQbHxM/XXYb97mozUbWDYoI1R9ZMeVBtFnWLRRl7/nT7Y2sHhV72xNeJAg2XWeeVCBAIBrK6uSqTD1DgRKQp5IZ1OR5BTKjRySfmPKC4PIA0kiwzYR1P3KTw7O5NCNeOme1bHVc8NDyiDBVajM73sdDolOiXyxPZg2lhqaoXb7ZYecmxt5Ha7hRtMpIKKh9xGpqR1gGBWtJLXxonjJ1rJZ2bqlwgYn09H+CSYawPAfcrnZQCgeVs6y8BnG/acZoXrxL697HCxuLiIyclJ+P1+2Yvkuz58+BBWq1XQPToD7M36tM/ieI1I5NOEDpYRjb2MUOHZbP3qbKIRjUbjsQsWtPLVKDiNEoXOK1FVzTfXwbV2Zrk+nK9EIgG3242ZmZnHMhZmRDvd2ons9frdOh4+fIivf/3rWF9fl4CaWQoA8tzMYhDp162JqBPJW+btP8OERVws7ksmk/B6vVheXpZKd7Oi94hxnxsdaG0/+NwMeukAsMPH3bt3sbu7i9dffx2f+9znEAgE0Gq1UKlUhHYADAIF+jn4uaPqUIpGr4GLrBGf2Rg80EmjbqMN0++lC3uIuJHvy0BV953mfLGYmTpJO7zD0D4zY9QBoJ5H6jeNBhudVI2sGwEo4/9p57SO5jg1VeBpnR1G2ae8OUsHGEaEVe8bDcTQSWV7SY5f02MI5ujg2Lg+2knV47BYLi5c4vhHaQemHVgt+mf6Mzm3/Dnng2vIPaqz5/Qf6ONo+oXRJg4LYs3IM19S8KQPNk6SVk7asDDa0NxKvq/x/zqCNio6jWry7zlZZoTvwzQgnTVulkajgVKpBADw+/3CwQMwcLC4iAAEwWHvz4mJCbTb/Ybp6+vr2N3dhc1mw+LiohT+sC+udvB0BPcsSvdpAQG5quxZy2fx+XzSX450B7bV0ptcG3ngoj0VDwMNEh1YBhi9Xk8a5jcaDWlNNgqXkEKjZUzPaFSn3W7LeAKBgCCupHzoCFQfTM6Z3v+cT+Ma0cHRBQVcU43AmxFWKxNxDQQCmJqawurqKpaXlxGPxweMJ1OwvFVFFwdd5oxwDs3uO6NSNCvauGkaSy6Xw8OHDwc6WuhUG4AB51S/n3aouQeGpd/1OtntdjFYDAxmZmaQTqeliNPs3GgumTHQISLOvq1Av7cu9aDuyaj3TjAYRCqVEq4nA8jDw0MJiJ8UqLBrgm5RaAQbzMqTHEUjCqoROyMKRL3K+WFXllKpJNdm6/2h7QntjdE+8DP5jPxnNh1LfaFfy+BIZxx0QKt5/xyrDmS0M6spVDprxM/TgZPey0a7TKfJYrGY7oqhHS5tp/Wc66BP7xeOUY+J66BRVf6M88PXat2pHVpdXGp0hEbZp9euXZM5NdpZBgb0AXRmjv2+9/b2sL29LTcAMtggcklqEYCBllEEidrtthRMc+za/hBcsVgsI9WBPM0x1H7VsIBOr6n+x/2p+74CGHCw9ZXA2j7qn40qpp3XH/7hHx75w14F+ZEf+ZFP5HO73S7u3r2Lu3fvvvDPYqeE2dlZfOd3fufA78rlMr72ta+98Gd4kfIH/sAfeOrviUB9nDI/Py/N0Z+H/PE//seH/rxer+P9999/6mtDoRDeeuut5/Ysl5GtrS3Tr/mhH/qhp/7ebrdjenoa09PToz7WM8nXvva1ZzorP/qjP/rU34dCIfzu3/27R35/CguX1tbWRnr9V7/6VXz1q18d6bV/6k/9qZFe91HidruxtraGs7MzfOlLX8KXvvSlF/I5HyU/9VM/9Yl87scpf+tv/a1P+hFeuDAwoDNmRhwOx3PX789b/sSf+BOf9CM8d3k+ftjYLAAAk1FJREFUzSXHMpaxjGUsYxnLWMYylo9BLM/K+RnLWMYylrGMZSxjGctYPi4ZI69jGctYxjKWsYxlLGN5ZWTsvI5lLGMZy1jGMpaxjOWVkbHzOpaxjGUsYxnLWMYylldGxs7rWMYylrGMZSxjGctYXhl55hu2PkoymcwPAPgtAN4C8CYAP4C/n81m/+CQv/1ZAH/4I97yy9ls9rc958f8WCSTyfwhAP/Do2//eDab/e8/yee5rGQymb8M4LMAVgHEAJwC2ALwTwH8jWw2WxjyGguA/wzAHwXwBgAPgByArwH48Ww2e+9jefhLiJk9ql7zBQA/DuDbAbgBrAP4fwH469ls1vx1Up+QjDL2l1XMjiWTybgA/DH0dc4i+uu4A+BfA/iZbDZrvr/XJyyZTObfA/AnAXwBQARAEcANAP9tNpv9Xz7BR3vu8qrq0yfJI535RwH8FwCuAbABuAvg7wL4714VvWLWXmQyGR+APwPgBwAsAGgC+Ab6Z/Cl27OZTCYK4PcA+B4A1wFMAThD/5z9XQB/N5vNdtXfzwN4+JS3/EfZbPb3v7AHfsHySZ3DjwN5/XEA/3v0DcreR/ztPwXwk0/4t/Hob/7Fi3jIFy2ZTGYGwF8HUP+kn2UE+VMAJtA36n8VwN8H0AbwEwA+eDQ2kUwm4wbwPwH4WQApAP8jgP8WwC/hQqm9TGJmjyKTyXw/+mP5LgA/D+C/A+AE8H8H8A9f2FO+GDE19pdcLj2WTCZjB/BvAfwN9J3cfwDgbwHIA/ivAHwrk8lcfZEP+7wlk8n8OC725b8E8DMA/mcAYQDf/ck92fOXV1yfPkm+BOD/ib4D948A/B309cpfBfCPHjm3r4Jc2l5kMpkQgF9H/+x2APxtAD+HvlP4C5lM5unNnj8Z+UH01+bbAPwm+rbt/wvgdQD/PYB//IS1+haG+zY/9+If+cXIJ3kOXzjyiv5G3kUfmfotAP7XJ/1hNpv9p+g7sAPyaIP/afSjm599/o/4YuXRRv67AAoA/gmAp3cnf/kkkM1mm8YfZjKZ/xrAnwXwfwKQUb/6GQDfC+C/QR9l7Rpe53iBzzqKXHqPZjKZAPqKqwPgu7PZ7Ncf/fzPAfgygB/IZDK/P5vNvipO7KXH/gqImbH8HgDfgb4D+0UDUvKTAP48+uf0P39hT/scJZPJ/CCAnwLwbwD83mw2WzP8/mU7cyPLp0CfPiaZTOY/AvCH0EfoPpfNZo8f/dwB4B8D+I/RzxD87Cf0iGbEjL34CfSdvn8C4D/JZrPtR38bB/BVAP/XTCbzL7LZ7P2P48EvKfcAfB+AXzDojT+L/jP/xwB+L/oOrZb3s9nsT3xcD/mi5ZM+hy8cec1ms/9rNpu9n81mn6Wh7B9CP+38T3ioXzH5IQD/PvopoZNP+FlMyzBF9Ej+8aOvK/xBJpNZAvBfok8P+DGj4/ro/c6NP/skxeQe/QEAcQD/kI7ro/dooo8eAMD/7gU85guR53Q+XwoxOZbFR19/Ycge/WePvsaf39O9OMlkMlYAfxlAA8D/xui4Ai/fmXtGeaX16RPk9z76+jPaxj1atz/36Nv/6mN/qhHEjL3Axbj/PB3XR+9xhD4I4kDfnrw0ks1mv5zNZv9no97IZrM59LM3wKcs0/EE+UTP4ceBvD4P4V2Y/49P9ClGkEwmcwXATwP4q9ls9pcymcy//0k/03OU//DR1w/Uz/4A+kHRlwAEMpnMfwhgBv3o7MvZbHb9433E5y5cv3855He/hL4D8YVMJuPKZrPm7hkcy8cpNx99/Q8ymcxfNRii73309d98zM80qnwB/VTzzwEoZTKZ70EfzWoC+Go2m/31T/Lhnqd8ivVp6tHXjSG/48/ezmQyoWw2W/54Hum5yzB7cZlxv0o1LgwS20N+N5nJZP63AKLo28Nfz2azHwz5u5deXoZz+NI7r5lM5vPo81/uZbPZVyql+YhX9/cAbKOfLnmlJZPJ/CgAH4Ag+tzV70RfEf20+rN3H30NAniA/kGl9DKZzN8E8EOvSvHBEHnt0dfHCs6y2Ww7k8k8RL/YYhHA7Y/zwcZiSn4B/VTX7wVwI5PJ/Bv0aUnvoL+v/zr6fNhXQXjmDgF8E319KZLJZH4JwA88QrNeWfm06VODEG1dGPK7RfX/NQC/8eIf59nlkvbiGEAa/XHfMrwFx732Yp/0+cij/fmfPfp2GLjxOx7906/5RQB/OJvNbr/Yp3t+8rKcw1ehVdZ/8ejr3/lEn2I0+fMAPgPgj2Sz2dNP+mGeg/wogL+AfjXzd6J/QL9oMIqJR1//IoCvo29I/ehHzw/Q5zr9Oby6Enz0tfKE3/PnoRf/KGMZVR5RC34Afc7da+inwH4UwG9FH0H/H1+hAItn7r9En17129E/c68D+FfoF3D9fz6ZR3uu8mnTp1r++aOvP5zJZCL84SNH4SfV34U/1qd6NrmMveC4fyKTydj4w0cV/T/86FtXJpPxvPjHfWb5afTP3P+SzWb/lfp5A30++jvor18YF5z87wbwbzOZzMTH+6jPJC/FOXypkddMJhME8PvwChZqZTKZz6EflfzMpyVtl81mUwCQyWSS6KcqfxrAe5lM5nuz2ew3H/0ZFdABgN+jNveXH7Uy+ib6CvovZbPZs4/x8T8uYZXpK88h/TTLo44Y/wOA/wDAn0Cf59pAv4jrrwH4pUwm84PZbPafPfldXhrhmbOgj7B+69H3NzOZzO9BP0vwWzKZzOdfVV30adSnBvmHAP4g+vvxViaT+Z/Q34+/HcASgPvoc0VflYDqsvbizwP4IvoV/Fcymcy/BeAF8P0AaujPgRcv+bgfdUX4EQB30K/REclms3n0x6nllzKZzBcB/Ar6XQv+GPqdGV5qeZnO4cuOvP5B9DfuK1WopWD1e3i1Ucahks1mD7PZ7M+jr3SiuOjxBgClR1//pTEqe2RUH6KPCl35OJ71BQiR1eATfh8w/N1YXk75P6JvMH8sm83+7Ww2m8tms9VsNvsv0EdkHXgFjMkj4ZnbUI4rAODRGSQK9LmP9amek3za9SkAPOJcfx/6aGUOfQfoP0e/e8Z3os+RBPqt3F4peZq9eFTk9C76AeME+pm570cfkf3t6GcSKi8z0JHJZP4E+rriFoDfms1mi5d53aMCNfZE/a4X9HjPTV62c/hSI6+4KNT625/oU5gXHy56mTYzmcywv/k7mUzm76BPeP6TH9eDPU/JZrNbmUzmFoC3MplM7FGAcRd9JVV+wstoaF+FNNAwuYuLXrXf0L94dLgX0CfrDytAGMvLIyzKeoxHn81mv5XJZIoA5jKZTHTYJRwvmdx99LX8hN+/6mfu3xV92ka/wv5n9M8fpczfQr/Z/83HX/lqyBPsBTsL/B8e/RPJZDK/Ff1swtc+9oe9pGQymT+Jfn/vDwH8tkcoqxkhheJVoA28VOfwpXVeM5nMt6F/S869bDb7i5/w45iVFvrNpofJ2+jzRX4FfaPzqqfAJh99ZVrn36Lf0uV14x8+utGIbVI2X/iTvRj5MoD/FMDvQr+xvZbvQj9T8EvjTgMvvbgefX2sHdajfUoE/aVFfJT8EvoB00omk3EOQal4Fjc/1qd6fvLvkj4dJn8I/dvfvvQpaHlmtBdPE4JXf/8FPcszSSaT+TPoUyHeB/A7RswOf/ujr68C2PFSncOX1nnFRaHWK9ce61Gq7o8N+10mk/kJ9Bf5Sx/XNWrPIplMZg1A+VF6R//cij4JPQHg17LZLNGdf4H+QfydmUzmd2Sz2X+tXvbn0E+3f8X4fq+Q/Bz6PTV/fyaT+evqkgI3gP/zo7/5m5/Uw43l0vLL6Dt1fzaTyfyqIdj4CfR149eG9Ux92SSbzR5nMpl/hH5Q9edx0W8YmUzmdwD4nejTWIZVQL/08mnSp0+TTCYTyGazVcPP3kXfQaqjXwT7UotZe/Ho595sNls3/P0fQ7/t4vt4CZ3XR5fS/EX0s29ffBpV4BEQ954xqHzUXupPPfr2//2invV5yct2Dl+48/ro5pD/6NG37On2+Uwm87OP/n+czWZ/1PCaAID/BH3U40sv+hnH8lT5XQD+L4/a7TxAn3uVRL9achF9fhYjZGSz2bNMJvOHAfz/APyLTCbz8+jfa/0u+sjkES4Ck5dCzOzRbDZbzWQyfxx9J/YXM5nMP0T//vjvQ79q/efQv9rxlZBRzufLKibH8l+j33fytwG4k8lk/iX6adnvQJ8begpDGvMllx9Gv/DjxzKZzHehf9PPHPo3iXXQv3O8/Mk93lguIf86k8mcop+CrqHfcu93o494/d5sNvsqoHOm7AX6marDTCbzr9G/GQ8A/j30z+AD9It+Xyq0+ZF9+4von6tfBvBDQ1Lom9ls9mcf/f8vA7j2qC3W7qOfvYGLnuF/LpvN/tqLfOZPo3wcyOtb6F9rp2URFz3ctvD4tWL/KfockH/4KhVqfUrl36CPfn8H+jSOEPq3adxDn7z914xRZzab/ZVMJvNZ9Nuk/NZHrzl89D4/lc1md/FyyVswsUez2ew/zWQyvwXAj6F/FaAbfcX7w+jPx6vUaeAtmD+fL6u8hUuOJZvN7mUymbcB/BkA34P+LTFW9Ltk/CyAv5zNZu+8+Ed+PpLNZvOPEJ4fR99h/Xb0HaBfAPDfZLPZV6I36L/j8nMAfj/6hcoeAPvoF/T8dDab3fwEn8uMmLUXLfQ7LXwnLnqgPkDfdvzfjIjsSyLsxWtDvw3YMPkKLjok/T30z+S76HeTcKBvD/8xgL+RzWZ/+UU96KdZLL3eq2RnxzKWsYxlLGMZy1jG8u+yvOytssYylrGMZSxjGctYxjIWkbHzOpaxjGUsYxnLWMYylldGxs7rWMYylrGMZSxjGctYXhkZO69jGctYxjKWsYxlLGN5ZWTsvI5lLGMZy1jGMpaxjOWVkbHzOpaxjGUsYxnLWMYylldGxs7rWMYylrGMZSxjGctYXhkZO69jGctYxjKWsYxlLGN5ZWTsvI5lLGMZy1jGMpaxjOWVkUtfD5vJZF75q7iy2azlSb/7tI8P+PSP8dMwPuDTP8bxPv10jw/49I/x0zA+4NM/xvE+/fSOb4y8jmUsYxnLWMYylrGM5ZWRSyOvlD/9p/80bDYbAODs7AzFYhHb29u4desW7t27h+PjY9jtdvh8PgQCAYRCIfj9fgBAu92G3W5HOp3G1atXcfXqVQSDQQDA9vY2fvM3fxMPHjyA3W7H3NwcFhYWEAqF0Gw2sbu7i729PbTbbXi9XthsNtRqNdTrdTidTsRiMUxNTSGRSMDr9aLX6+Hs7AydTgd/7a/9tUuP76d+6qcAABaLBRaLBVarFTabDVarFRaLBb1eD+12G91uFwDkd71eD91uV/51Oh35v/47AOh2u+j1+gFRr9eT1wKA1WqF3W6HzWaDzWaT5+Df8r07nY68x0/+5E+aWsNsNmvq7/k5xp/pMTzt53p8w8bzpL/Xc/oX/sJfuPTz/uqv/ipWV1fh9/tRq9Wwt7cHp9OJt99+G9/+7d+O09NT/Kt/9a/w5S9/GUdHR3A4HOj1ejg/P0ev14PP58OVK1fwu37X78L3fM/34Pr163A6neh0OrBarXA4HPJZZ2dnqNVqKBQKyOVyKBQKOD8/h9VqRbPZRLVaxdnZGbxeL0KhELxeL9xuN+x2O+x2u+yJTqeDf/AP/sGlx/g3/+bfHPpzl8sFv9+PaDSKdDqNhYUFLCwsIBwOo9Fo4M6dO7hx4wYODw9hs9ngdrsB9Penw+FAt9tFo9HA6ekpzs7OcH5+jlarJeva6XQAAD6fD7Ozs3jjjTdw7do1JBIJdLtdnJ6e4vz8XNav1+uh1WqhXC7j9PT00uMDgL/0l/7SwPtw7/Bs8bktFgvOzs5QKBRQLpfRarXg9Xrh9/vh8XhwdnaG3d1dfP3rX8d7772HSqWCVCqFxcVFTE1NIR6PIxgMwmKxoNFooNVqyee22+3H9v/ExATC4TBisRj8fj9cLhccDgdcLhd++Id/+NLj+yt/5a8AGDzX/CzqG/5e/6MY9Qv/nnqLf8PXtNtt2ePcf9RL1Df8mcViQbfbRbvdRqvVQrvdhtVqxY//+I+bWsN3330XlUoF7XYbDocDNpsNnU5H9h7n2OfzIZ1OIxKJAAAajQaazSYsFgvsdrvYmnK5jPPzc7jdbgQCAfh8PrhcLjidTjgcDlitVjmjPGfdbhetVgvNZhP1eh3NZhN2ux2hUAihUAgej2dg/D/2Yz926fH90T/6R/HzP//z+IVf+AXcunULdrsdS0tLeO211zAzM4NgMAi32y02gs/m8Xjkc/XPAoEAXC4XAOD8/Fzm3ePxYGJiQl7DsbTbbVkvntXz83N5ba/Xk7Hxc1wuF/7e3/t7lx7jD/7gDw7YLwCP2SHuIbvdDofDMaDf9L7V+xq42LfULdq+cm/zd+12G+12G2dnZ2i1Wmg0GqhWq8jn86hUKjg/PwcA1Go1mcPLytWrV+V5Wq0Wtre3sbW1hV6vh9nZWUSjUQB9PW2329FqtUTfVKtV7O3tYX19HfV6feB9Z2dn8Tt/5+/E5z//eUSjUXS7XTSbTdGpXFPu79PTUzidTni9XlgsFjl/HJvVapUzffv27UuP70d+5EceWwvONZ+H88r9Y7VaEY1G4Xa7sb6+jl/91V9FLpfD1NSU6Hyr1Spz4nQ6UavVcPv2bbz//vvY3t6GzWZDJBKB1WpFtVqVs3dycoLd3V0cHx+j2+3CbrdjamoK3/d934c/8kf+CN5++21kMpmnjsm086o3q8PhQCAQQDKZRKvVgsvlwsnJCRwOhygVj8cDq9WKUqmEg4MDnJ2dYWJiQgxkMBhEs9lEqVSSgXm9Xvh8PtjtdtTrdRSLRdRqNfh8PgSDQQQCAdjtdpyenspr/H4/gsEgJiYmZJGogM0IHXPgwgjor9op5WHWG4J/y2fgoaNB599o40HRhsl4yPUzaGdwFKnVak90OPVnDnuuYb/Xog3oMCdV/8z4GUYDbXTsLytUrPV6HYeHh2g2m5iamsLKygrS6TR2d3dFCT7pvbWypfLnvqdQsTQaDdRqNZRKJRwfH6PT6cDr9UoQR4c4FAphYmICvV4PzWYTzWZT1r/Vapkao8vlGnDw+cwct9Vqhdfrxfn5uTimNpsNTqcTfr8f7XZbPpeOpdPphNVqFSOhgzDtEJ2dnaHZbIqDQQNqs9lwfn6OTqcDi8UiBo9n1azzStGGbJgB5ZlwOBxwOBxoNpvipFksFpyenmJjYwNf+cpX8JWvfAVOpxPf8R3fgeXlZZmDbreLYDCIUCgkzg6ddzoCAGC32+F2u+F0Oh8zyMOCvKcJ/147mDw3TzqHWocY58g4N8bgUP+fz81/+nON7/2kM3sZ8Xq9ODk5QbPZxMnJCVqtlgQXkUgEXq9X1o1zyHPj9/vFOJbLZXS7XVkPAHA6nfJ3Ho9HPtNms8HlcsFut4vOpr3S59nv9yMSicDn84mjwHW+rDgcDvj9fkxMTMj700GkDeAz8Xc09DrAoCNIgIeOIP/vdDrFnhGYYVDhdDolKNBnF8BAgMK1NbuOrVYLTqdTPof7QYM1wIWuHLanjKLfh3rr/PxczpwW6iCedTrFDFoBoF6vo1arScBl1nk9Pz+XuWm1WigWi3j48CFsNhsCgQC8Xi+azSbOzs7g8XjQ6XREb1A3cm2tVqs8F/egtm06INc+gj6znAPOCQORj7K/TxINxvEzOVfDnqfZbKLT6QiwQ33faDTkjHCtqXt41rg36ZRyv3MMen9yL9rtdgSDQfh8vgE99jQx7bxqJ4SHyufzIZlMYmJiQjx2HUnRkFitVrjdboke6/U69vb2cHJygnK5DJfLhVQqBafTibOzM9y5c0fQLJfLhcXFRTEwNpsNoVBIJpGbRi88D5EZsdvtjzlr2mjQEdUG2+hk6q/dbhdnZ2eiuGlkvV4vPB6PHMYnKYRh7208BGYln88/9bXDPnPY74cZPW0QtRIb5ixT2emxc2/ptTM7xkgkgmKxKKjn9PQ03n77bVy7dg0TExM4OTnB6enpY0Zdfw4P4enpKVqtlqwRn5URa61WQ6VSQa1Ww+npKdrttqCTHo8HLpcLLpdrICArFArI5/M4PT3FxMQE3G63KLvLitvtHkD5ed6olBhB83sqQbvdjmg0CpvNhnK5jHK5LGgjADH6RJepxCwWixgEKj0Gj/w911o7ejTiZo0JhfPNcegzRwMCQJAr6gIifXa7HY1GAxsbG3j//ffRbDbR7XYRCoUQi8XgcDjEUaXTRARaK3M6ChyXRvaeZKA/SoyGTI/ZeCb03wN47GwZg0+NThs/S3/GkxxX4zONKpFIBBaLBQ6HA6VSSfQgbQQdP6fTCQByJrQhq1QqOD4+RqVSQalUQqfTETRzYmJiwKlxuVyYmJiA3W6XIIYor9Vqhc/nk6CVe5Ov5XybEbvdjomJCQQCAUGS6cTy/TTYwyBS72GeX7fbLXtN/73T6Rxwxnn2Tk5OxB45HA4JyInWGrM7GuE3I5xDnj/OGQN6vjeAoWdB71OdzQQu9intJJ0j7m/Oj3bwGIzr7ID2JaxWK2KxmKkx8mzzOSqVCvL5vKCERLrr9brocQZSXD8j2MW9oNeawQX/vtPpiB49OzuTn2uHfpiOMCv0V4wZZPoy2m5x3k9OTmT9O52OADDU5VxHY8bI4/EgkUjImaOtYmaAji1f32634Xa7kUqlkEqlJNPyUTIS8qqRQ24mr9craNDp6SlqtZosOicnEAjA4/EgGAyi1+uhWq2iXq+LUxeNRkWJkBJAJ4ROR7ValWiXKTudFqKjTMea73dZ0c6udlx11GB0YLWC4O/Ozs4kAiHqxAVhZM50o46OtWGkctUKTgcFo25mHhKO8WkOqvH7YdH2k5xWjXIYo3G+VqeN9BoYUWkzsrS0hL29PdjtdsRiMbz11lt48803MTk5KY5ro9GQMRCZoULmgSwUCnj48CFCoRAmJyfFsaFS4Z7jPmBGAIAEaXpttWPZaDQk7ceo34w8ybHXgY2OcM/Pz9FoNMQQEZEkGur1esWR5tnu9Xqo1Wpy5ukcanoAzxyFNIrz83Oh93DsZoX7SkfpRvReI8P6zDSbTUGrgH4gsbCwAI/Hg5WVFVy/fh2xWOwxlJnvzzQ0jY9Gx4xIE42o2TE+KbNgRPiNgZ9+rZ4n4/MM2wt0DPTvhwX4z9N55edqCorH45E9NzExIWNwOp3y/eHhIY6Pj5HL5bC/v498Pi8ooNVqRavVwsnJCSqVilARPB6PBC60TUzRaweCTh73P+kzZoW2LxAIIBAIoNVqPZZi52dSrwEXelQ7ZBQjQMT/02GjM8H5JFoLXDhhRp2skTWz68rPehKq+iRUd1igZMxk6bnQjhR1sHb4qtUqarUabDYbgsGgBKblchm5XA6bm5uoVqsCapkR/SzUaycnJxIEabtPO079Q/CN2QEt3K8ul0sQTL6eyDF/bgQBtBNstA9m1/D09HTAedUOK5H8arUqaKvT6RTnvNFooNfrIRKJCFgJYMBucQ09Hg9mZmbg8XhQr9clO1ev13F2dibrenZ2Jn4k96xGYS/jt5l2XjV3iZAylTwfpNFo4OTkBIVCAbVaDVarFYFAANFoFH6/XxQFuUtUYpo/GgqFEAwGkUqlBuDqfD4/oKjopZ+cnMgkc/CjICLGCFFHq9pw0UBQmG49PT2VFAYRLS4ONw65kFp4qKkIQ6EQAoGAcC116oB/bxZVpgQCgYEIWCsdo3OgDbWO1rhZafy0UtNiNLLDFKB2Shh4PIvzSoS+1WohkUhgYWEBfr9/wNFhRkDPpVawnU5HUkdEdyYnJxEIBGTfc26cTieCwSC8Xq8oJkaUxn3pcrnQbrclJUoDpnm0lxEd8fM59H7Uypbr1Gq1hN5wdHQk/FA62hMTE0L1sdvtAyl5i8UiAarH40GpVJI9z7UlZYEIm8/nE/5Ws9k0vY56j2ojTqEO0qiJ1gv82cTEBN566y0kk0l0Oh3hOgJ9biX3IRU1lSyDSCLoTqdT1ksHkNxTz5LSAx6nzuj30+den1W9b/Xfa93Fr8b0oBb9eiOK+yyi97XL5RLkxu12S7qeSCgpBJ1OBwcHB3jvvfdw8+ZNFAoFoaJRL/r9fvh8Prjdbpyfn0uQxUDU5XIhEAgIuk6ah6Zx0XHkHtcZMDPj4+dEo1FUq1V5H63DtPNK3cA10cAHaQD8GR0E6g4jnYDnjmJE5I10EsD8unLP00nWOod7j8+j95t2Vo3nWNtTjapqVFZ/bqvVQqlUQi6XQ6/XQyKRkJqGSqWCQqEgqLymkJgRnmGd0ep2u4K40ok9OzsbWLNarSaUBaO4XC6hOvZ6vQF9owNmfqb2K4z2WWdVzDqv9MM0IMA9T6DmwYMHaLfbmJ6eRiwWg9PplAxer9cT8IZ+3snJidgIOsQ2mw3hcBgulwvValV4wc1mUzISDLqY/eh2+3UWDx8+xObmJk5PTy/l25h2XvXhYWrD7XbL5qPyIa/y/PxcUjnxeByhUEgWhQaTHDJubP5Lp9OC8hwdHQl/kRvq/Px8gC7QbrfloGtHxIxoxT4sHcsNRtRZE56JQmleFvlXRHJ0qkP/4+cQHSMZnXwurRy0ERrFwDAdZ0zb6/fUz6kPC5Wo0chqtEEbTeDxNCi/p5J6EgJlNKaXlUgkgng8LnsVAPb29gSN01G28bOIujF16Xa7cXJygp2dHXQ6HczPzwsBXSMiWiFwjK1WC5VKRSJyngMGbDw3GiG9rNDga5RGGxSePY3ssBihWCyiWCxKis3j8cDv90sQGQwGhbrj9XoRjUYHqC6tVkvI9jroaDQaqFQqouhtNpuknsxyerXos6wDLSJ1RhSHP+fcsgDvjTfeEGVZqVREnwCQ9B2fU+s2Oq/aOPO5uP4a5TUzLv0avQf1/zX6zH2nnQE+P7M9mqfLtec8aeDB6PBqNA0YdKb185mRYrEoaCQRUAaoeo0sFosEPsViETs7O9jc3BSwIhaLIZFISPGMz+eDx+MR55gGkJkuq9Uq1CCOk+lO6lvNtaXTazZg9ng8SKVSWFhYQC6Xw8HBgdR56D1kBHyMDiB5ht1uF06nU+ZKgwZEq+icszCZVD2dOdLOl0bXRwmyaGO1PeWzGx1T7lV+Bl+j0TRmUEmP0Ai0RgZ1ARGzZbSPdILOzs7gcrkQj8dlH83MzJgaH3BRiEU7zD3abDZxeHj4GKhFO0Lu9PT0NJLJ5ICddjqduHbtGlZWVhCPxwW95v4jIEV6mqYl6SBBBwP6ezNCf4wUGg0GnJyc4MGDB/iVX/kVdLtdfOELX0AymYTX65WgkHaCzi71Ddee/hD9FupR+hfcmxwXdRT1Jwu4Hj58iHw+fynuuWnnlcRtTiQXaWJiQqJLEpprtZogNslkEolEAqFQaIA4z9S+Rl21wtRIqt/vF+Vcq9VQLBbR6XQk9cRF0QfVrDLSm0MjrcZ0CP+m2WyiUqkIv5KwejgclrEZI2W9KbUD22q1UK/XheNVLBYRDAYRi8UGuCbamRwVHdHPYDRY2tGkguDhIeVBoxQ6ojO+t45ijUGA5gPp1+k5NqaiLiM2m00qIYvFIg4PD9Hr9VMzoVBIjIBx7hg5Op1OpNNpvP7667h69aq8z/7+viA+HJPm8ZTLZRQKBeHkAX1FzUOu5xW4KDg5Pz9/DIn/KKEC1OfEKFw/nakg8kuE2Ol0Srrd6/UikUggkUjA6XQKNUAXa/D1NpvtMQSCaSIAA+n7YUjfZYT7RO9TjlUrRH3e+TodFDAgYRCpg2qNtLA7CVNnLpdLnAq9l3VFtcPhEMTarK4xOqb8md6bOkgycus4dgbQJycnghLVajVxzH0+n2S96GQbsx/8LI3mGZ30UXTN7u6uVFRzjohgt1ot2ZudTge5XA537tzB/fv30e12MTs7iy984QvSVSAWi0mHBxpSjoHrRCpBvV7HyckJDg4OBFQgCqvBBJvNNlDcZxbs8Hg8mJqaEqoSC4i5r2i3yMOlnqezxH2nnROeO7vdLg4scKGfaPAZCPD5AQysn5FeNqqtIL2N9kwHVhrI0vtE147wGejwUCezUxD9Ca4NdT73Nf9xvgkMVKtVmf9YLIZarSYBt9niUKMuAyDrdXBwgFKpBADw+/1SVO5wOBCJRJBKpQRdZUcZFikRSKHNCIVCA2Or1+viOzB40XpbO3HaNxoF7Oh0OhIYEWQkcry9vY3bt2/DbrdjbW1NHFb+o80npYLnmFx17oFyuYx79+6h2WwiFovB4/EMAIvD0GNmDgiuHB0d4ejo6CPHZNp5BSAHRnMnqcg5sYxII5GItJYJh8NCG9DRFVFUnV7XBoJp2VAoJJNtsVikYIaG3+12P9aGyKwyImLKhdVILieZ4z85ORF6QK/XJ9z7/X6Ew2FJI/NgDkNVKPwsOsIulwulUklI+b1eD6enpwOpMiqHUZ0CLU9CW3R6jQ4A0QOd2rrM5+n9oh1YnVrTB5PpCP7cjDBlaLVa0Wg0JMokOkAlyRYlGqknn2p+fh5XrlzB8vKy8HYYHdIRrNVqOD4+xsnJCbrdrrRtOT8/l33OgE7zJzknmsYwSpD1UaKDCVJSeI5OTk5kLsghn5ycxOzsLJLJpCBhTLv3ej1UKhVBC/jMPBd04Dn/NMrkv46yT41BpNEIa5SbqA5RGjoAnCs6JzTAuoqXgcCwNdFpX2YhuGd0yyM+jxnROoG65aMcKD4n03Z6HJqHzX90dMiv5l70+XyiS55E+dFjGtV5PTs7k0wP9wEdFF0/Ua/Xsb29jfv376NUKmF2dhZXr17FW2+9hVgsNoAUGQ0gswKBQGAgu5DL5VAqlVAqlURnRyIR4W7TSeL/jVzVy4jL5UI0GkUsFhOOt3bWgIsOFQz8gIvzy2Id2g6HwyHIFZ1aHeTrdLx29oBB6gfpQtwXnGuigmbHSDusdTWfQes0fW44B7rw6PT0FIVCAUdHR2g0GpKFos7Qr6XdIPpKHUZaF/VwOBwWFJoO4De/+U1TY2R2ALhwXhlUMXsG9MGIaDSK6elpxONxRKNRxONxpNNpySxzrWmj6Tjqs619HwZiPKc6sBtW3zKK3acTyXVkxoL6zu12I5FIiG7gehJl5t8zqLLb7QNFigyyjSi9kS4CQJxhZrva7X7B1vT0NKampuByuS4VfIzEedXoGA0DF558zna7jVAoBJ/PJ8iEsaUHyfZELk9PTwfSq8FgUCIajQq4XC4kk0n4fD7k83kcHh6iVqvB7XZLyxKN5JoRXQkLXKARwMVC04Eml8PtdiMajUpLDV2IZXTANIKkUxE8iDygiUQC9XpdOCOFQgFutxvJZBKTk5Pyt6MUwhgdJW2UNKLItabyZfqL49IGX+8LYxpJBwBEOugIaGVMw8T5H2VsHA8rcN1ut7Q/In9Yt9rRaAIPcSwWw8zMDKLRqBzeZDKJo6Mj5PN5NBoNhMNh4WCfnp7C5XIN8Ev5HHSqjIgFAElxDluTy4zRqGz5c46bHQ40ahoKhZBMJsXZpnOaTCaxurqKxcVFhEIhnJ6eCofMbrejUqkIdef8/BylUkmCEUbjAAY4iJVKBaenpwiHwyPxl3WaTCPxFO4R7pterydpKwbEwIXzSv4tHRx2kaC+YRqbOogIhTFdx/Q80QkaqcukuoatI8diTMVqR416RzvcRG1YO+DxeOSM+nw+cVYJFJDjbLfb5UzwvGnHyOikaqTWrHA/MKCg08p0PfVBqVRCpVKRAsvV1VVMTU1JEeT5+TkqlcpA1xY+F4NVost2ux3hcFhQ8XK5LAUj5MGzsp/PqDsPmBFtl3gONJrOGhDNgyXtio5ls9lEMBiUPrfHx8c4OjoSZE47EFrvcv6IfmmbpwNXfg51kdkxGsEgraf5c2OQo4Mspvx1dlG3meL+5BlnNoFoKMennXTgoqc126VpXrNZ51WDNDqQZJqfQjsSjUaxurqKmZkZxGIxoZgR1NHBhg6MjHPHwIutPo+Pj1EqlcSJ5Rzq/QbAtG0Mh8Pyf+piPovb7cbKyoo8//z8vGR5jc4o59dut0vwy3G2223Mzc0hGAyKU8pggmePAAILK2u1GtrtfjH/4uIirly5gqmpqUvxlk07r0YD3Ov1BirqacTYPoSRLg83jRqr8+i8VioVUUqMQoPBICKRiCCZpAYwxclItdPpoFQqoVaryeZhJGZ2kfn3egNq48loiQ46+xUyncUqV50mH5a20U61PpQ0muFwGKenp/B6vQD6Ed/R0RHa7bZU6jJ6MStGI8RNrFMWREmYuqJx16i77oWpubEaaWTQwkiU//ha7cCSE2NEecwq2wcPHiCXy4lh5EHi2uzu7iKXy0nlp6ZEhEIhpNNppNNpOBwOVCoV9Hr9ZtLdbhflchm7u7soFApiVLWBIBLEohQeahoZBlZU5DzQXOfLSiKRkLUgV5PrxT2ZTCYl80GEhkbS5XKhVqsB6KfCFhYWcOXKFczPz8Ptdgta1Wg0JCXLXs3s+ddqteD3+wfaHxFBIRqrMzNm9+pHoX06lc/5rFarA4EwX899xeCr1+uJ4WPnD+4X3f+XQRgVts1mG7iIQQcRZhEtYzZG02/0uGk0Tk9PUSwWJcjSZ9Zutw/QF4woXL1eH3AqOFcscKFOGRbYGmkZZoTOCp1uvn80GkUwGMTZ2ZmkZYPBINbW1nDt2jUkk0m5eOLevXuSSqRR15kMnh9SXhKJhDgUtBn5fF50aLfbFV43nVZjsHBZ0QCO5nVy3jqdjrS0arVa0maJDhudStIipqampOXk4eEhSqWS6GAjBYD7We8brhX3LQuaqZtGSTkbaQHGrKamLHDMzWZTfAJSOBjssvMO7TNpHXTSNBpIP4DnUrf/0zUE2raMInx/Os7GQJlO9MzMDBYWFrC8vIzV1VWk02k5NwRGjME254tzpeeLoIKx/sdqtUoRmEYtRxWNmmt+MXX25OQkksnkQIBPYMAIXPHfMEAylUrBYrEIwn58fCwACn1AHSQwyxAIBJBKpTAzM4NEIoGJiYmPHNNIBVtawZIXUqvVkMvlAEAg9GAwKM4lqwUPDg6wvb2Ng4MD1Ot12cg6EmNEwkkj7zOZTApczyiU6U6r1Yrj42Pk83kAkEk3q4w4Nk0+11QCIlLtdluei7eiMCVjTG8Zn8GIvj5JnE4n4vG4OH5bW1vSxYGbfRSDoj9fI8JMiep+tDRqdD7Y2YHo1rAblTQiwKpiOgpEOvm52oE1psU4h2bH+Mu//MsDbWWMja9PTk5wfHwsaW5+JrnZLArpdrsoFApot9uIRqPwer2Ix+M4OTnB4eGhcJ6CwaA4BAAkNUNHjvuJCoBKTnPt9PNdRtLptOzHcrks78kCAhrxSCQiHEGbrd/OiwEQnQm/34+ZmRlMT08jnU7Lc7K6llWlOsXKM82Ale+lHR3Nk2Pl6iii94DRsdPBFGk2nAc+DwMTpsi1QgYukAg613S4AAwYE76Gilo7AqPsU60DNDIHXGRAeE6ItB4fH8NisSCZTArawyBa39iknYtutyuUEfJCmYotlUqoVqsDhXnagdXjGsWAlkqlAToJjZ3X60U4HJauF91uF6urq1hZWRF6WKFQwN27d3Hjxg1xYDudfr9JBmUAhJPs9/uFf/raa69hfn5e+vnabDYcHx+LnWq1Wpienh4wrKMIdR6DBzrk2qlkupz7i4Eq6WahUGigRiIYDCIcDsuNSycnJwLG0CHlnqZ+MTpMXEfdreZpl7I8TXTWTGfVgIushtYLLLzjjUrcc3xWzX8kwMMAnEj12dmZdHZhgElghEie0bEaJbtD0fUYGlDRazY9PY3PfOYzePvtt7G2toZ0Oj3QVJ/rbVwLbcuM6X/gQlf6fD5ZM845b5Qz8uLNrqPWz0bbyvUjIkouNh1nUnI0AKX9QK2TtUNMncnLqOick4LQaDTEWSZfmB0NLpPlMe280nNmKpkOCg8UScpstUBe6tHREXZ2drCxsYGdnR0Ui0WpGtQPyknQ6V2Xy4VwOIzJyUmUy2UsLy9LNRw/j8q9Xq+jXC6Ls2W2ObqxsAq4SL0wimQPy3g8Lo40o2iOQSMWZsTIu2MlJTdIPp9HvV5HPp8Xh2qUz9DPptEYOiK60ppKkjdJEd2i80pDzrFrrovT6ZTImy1uNKEdwIBSfVKK2IzcuXPnscsw6vW6OG9EMvRaWywWhEIhzM/PY35+HsFgELVaDffu3UO5XMbMzAxWVlYQDoelNUuj0XjMIed78qDSUSCqwCCByDPny6wy0vxj8q/ptOk+wbqzgcViEeSHzh6dAWZJotGozBvRMh3MMGBin1waJ6aogQuUgu+j94cZ0agWjac2ejyXnGMWyvFqRSpgGiB9K5EOuHThHZ0FIkUOhwPRaBSpVAqxWEzGTFrKs2QIqGM4JjometxMvfG8UfHzRjQ6sByvMTClQ+xyuaRohC3T9BlmKp8O/rB1GEXYtYJ7j9exso9kq9WCw+FAOp3G0tISUqkUarUa7t+/j9u3b+ODDz7A7du3sbOzIwU+1PekPuhrJ3mZAVG/hYUF4SVSTx8dHcm+ZDZE96w0u4Za39Nwa+qaTutzv3HfkgoWDocFaabDEI1GxfmvVCoAMABY8CszD5pDbEz38uejnEN97rRuNzpo7Xa/FyuLjWnfNVpHag73HJ+JTjazqPl8HsfHxwD6vgBvQtOUCwCPOVOcD7OiuaW045oe5/P5sLKygnfeeQdvvvkm5ubmBvSM0ak3ijH7qlFwnR3iDaH8WbvdxvHxMc7Pz4UWNArYoelsujaJelvrQa4nbSh76vN1vEzCmH0iWMFgkDTKdruNcDgsN0xarVYpUi4UCuh2u/D7/YjH40L3uUyWzrTzyibvJOzyYchLdblciEQigjrx5ov19XVsbGwgl8sN3MmsDwJFHwh+T24Xo7jz83NMT0+LomBFLQBpuMvJNCOa/8jIgwqYFbwTExOSluKCUoyokJbLKkcdrXFzBINBLC4uwul04uDgQNCSUZ1XAAOfoYnxFotlICjRCB8vjSDiSkdbP7s2dkQXNY8WgPT1pWNs5Avqgz2KUSEBnfyb4+NjSY9MTExI8RGDG15bvLy8jOnpabjdbuzu7uLGjRvY2trC4uIi3G43FhYWEIvFJItQKpXg8/kE6aQTxciTTip5X6weJhrMtTbb55VpVs4hkVLOMy9BII2Ha02Hlmk98vGsVutA8ZHf70cqlZKgkA4jzwXXWgebmn7BW8NY/T2KGPnDxlQl9w2VqO5RSwSH/+iQkmdfrVbFAed78G85PlIhVldXhf6keY2k7owSpFK0juCz6LE1Gg0cHR2hVCoJ0t9qtXB4eIhisYiFhQXRAfocaodf/45ODFEetqlhRqVSqcg+0UaN/F6zMjs7K61vQqGQOJFMK56cnCCdTiMWiyESieDs7AyHh4e4ceMGvvKVr+DmzZsDzdOZuqTQ4efPTk9PcXBwILbn9PRUeHThcHiAJ8xLdIwAihnhGaAxZu0Fn8nYKkunT8k3j8fjCAQCODk5QT6fl2xIKpWCx+MZqOnQV+bqoEvzgDV6px093RrMjGiOpJH/yJ93Ov3uQgcHB9JxxePxiMOpEWNSehgcasoLi/c8Hg92dnZwcHAgAAlfT/BhWDr9WQIt47zwrHS7XSQSCaysrMheYhErU/DawR/2PkYw7Gmf6XQ6haPKPcHamlGzBJxbnR3jHqJDTIeR9ov+HYES2oJisSgBoi5u42uIoOruIvrSHuracrksXQWi0Sjm5uYkG3KZNRwZeQUu7gQn54pXxGoy7t7eHu7cuYONjQ2Uy2WJsvl6GnsqSUaqgUBAvHWmHHkH++7u7mPIoNPpRCwWQ6fTwdHRkXCJzDp32nE1pkNYXBMOhxGPxyWFyCjKeKiB4bfjfNTn678nKkmUhSlNGhyzEZh+bx1p6tSOTsUw5cWiMRZN6ChOt3PhfDAVwgNHZU7kisg9lZFGm4yH3CxakEgkEAgEkE6nMT09LQrRarUiGo3C7XYPBFB0Wnw+nzin7XYbuVwODx8+xJ07d1CtVqXVWzgcxtTUFBqNhjT8Z3cBZhs0/5dKlpwqGlqNVI7ivAKQCmY6pzx3nHuiUrqgTnOfrFartHajc0al7PV6kUqlcHJygr29vYFCJ+CiuwfXHbi4EheAKCgWCkUiEVNj1M4rxaj4jUgTA1dmYKrVqnzVt/aRI8/P0MEbdVCn02/DNz8/Lz1wq9Uqer3eAN+O8zkKqqWNGo0Jf0aeMVOHBATK5TJ2dnbEaPIMAhf8RO49nisjnYkOLB0adoXgDUacA+plY7bmshIIBATBp0EDIPQnh8MhdLBer4etrS3cuHEDX/va1/DBBx8I4sj0ojaCNPS8aZHt38ixZQsiFsWwADgSiUg7MSOndBTHhzaDmStmUuiwkQNP+0Cnk45DKBSC3W7H4eEh7t27JxSKq1evwuPxyFzxHHPsRHA1SsXn589Y+ARcdB0ZBdDhOI0pYzo1pFIxUAmHw5JS150wdBtIrg0LrYPBoHCh19bW4Ha7ce/ePSkWZcU895FGkvl11H2q6R+cHwZMsVgMV69exeuvv47Z2VmhXrHwDMBAIGt0LvW5e1JG0YjEut1uhMNhJBIJHB0dDaCdwON1Kx8lRm43hW1Oqdvpa7DYl3rl9PRUkNJ8Po9KpSLFWMAF9YHrqPuGE4H1er2YnJyUeTg9PRUneHFxEYuLi0gmkwBwKcDDtPPKTcNJYPTKnpVEYqvVKvb39/HgwQNsb2+j1WrJ3bWhUEia/+bzeSl+0mnyhYUFrK6uCrrKiPr+/ftScEMeBXug+nw+uUkCuGiob0b0BuM4dREHr7fVV6QBj18ra3y/ZxGdJiLqa7FYBA0e9f1o1MiHIl2A3DR+hu4byRYlVITkxLJ3I51gi8UiBoOVoORe0TDTQGqOjXZedWrKjASDQVgsFgmMyEvVjplGQBuNBlwul/Cq3W43jo6OBlrttNtt3Lx5E8lkEtevX0cymZSCL3JoOaes6CZXkp0IaHhoDFhEpVuRXFZoAKmQ+B5EOnmWGCXzljA6auzHGovFsLKyIhWmvB0LgPCUJycnkU6n5T24D3TLNJ2lAC5uBmL1PwDTzqvmfPJ7YPA8kB9ltVoFpdzf35cCHyP3jsVLGpXmugEXtI5eryddRKiziFox8KLB0ilLM2JEXXVwQZpOuVxGr3dxdfbR0REePHggCN3e3h4cDgfi8Tj8fr840vqZtPHU88d9w2JEIpUcH7NKxkyYGWHQSHRHVyFrtN/j8aDZbCKXy+HrX/863n//fXFc9fpwXOy4QFSHaKam5xwfHwuq5/f7sbS0BK/Xi1gshl6vJ4EM+7By7c2uoQ7WeRb4Pjpw5RpQ5zJdTv2wvb2Nr33ta6JDE4kEpqamEI1GpV1ftVqVc6btnC6aMXJgieIb9etlhbZAI/n8XIul37KyXC7j+PhYemknEglYLBbs7e1JT9ejoyNsbGxgb29PgkCLxSI2NRwOY3p6GtevXxf+s9Vqxe7urvCzOc/Gc2e0uWaFgSOLN5k1c7lcWFpawjvvvIMrV64gkUjAbrfj5OQExWIR9XpdaAX0C7QTS/t/mTnXSDbtQjQaxcLCAtrtNnZ2dmT9zepSrQu0EDHl3mFGnZkZZg6JkvLWVA3QUBiknJycCG2M9RcMZgKBgDjEtVpNnP+rV69KH+bLZnlMO68+n08OeaPRkIIrbmo6e4VCQW5I8Xg8mJ6exuzsrLR5ovO6tbWFhw8f4ujoCL1eD7FYTCr5pqenheNDvhSRJrbtIZGYFXJ0vNhaxazCpSFkxKzHSUVPR41Kior9SZv0oxzYYQeQ3xu5PEyHUzmP6rxqvh8NgVExkJtJJ4moOp15cjuJOrKylgg1i8o4Z5wrvid762nlq1PTw6LYywir36nwS6WSIDP6TmWiF51ORzpasFhkf38f+/v74uCUy2V8+OGHgrZdu3YNk5OTaDQaODg4wPHxsdAQuB/4PVEwnUokIsGfmx0nFQyLVojKARAHU6OP4XBYjD4dWPZinp2dRSwWkzPDq1+BfjonFAphamoK09PT2N7eFr6vTt/yLHAfaUPJOTYrmg9mPFvaATMaCt7It7W1JYZTt+KhI8tn0pQKnmObrX/N4ezsrPQe1IGZrnY3ctcuKxo10sgo149ICzn/DP7oADLLpJF8nRYcJsPmk3qNgVy1WhXnlXMzitMDANVqdSC7Qs4xETTqdKbdd3Z2cO/ePRweHgLoB1B8bj4T5+js7Ex4gESJ6RBq3f3w4UO5bnx+fl7oA+T96kJCs2PUWTcj9xLAgKPKcfAf0+o2m01uFVtfX0ej0RCUiuBMo9FALpdDsViUjAfXhsGO5oFzPzKrQ2qY3gOXFQYHfD9dk8E1JdpNaoPdbkepVML29jbu3r2LfD6P3d1drK+vP/GqaFIOd3Z2UCqVsLa2hlQqBafTKX1hAQx0r9Fj0ZQis0L9oO2RzWaDz+fD/Pw8lpeXkUqlpECSn0EggKg4zzJBGT7TMNqAfk7js2sdBEAKDS0WCyKRCGZnZ1EsFi89PiPdisLvOVauH6mS5XIZpVIJx8fH0hqU+13vA84baWkEY2h/+Zl08qenp1GpVGQfz83NSY3IZTORI92wxQNJJUquAxvWnp6eIp/PC/eIbXji8bhEyEQQWQlKZHNqakpaUFSrVdy6dQunp6dIp9OYnZ0VY0t+1uHhISKRCCKRiKBdHo8HjUYDOzs7KBQKpsanuUlsGM30ACNE7bwCj1+jaJSnpb810mtMKWhFpxUz0+CFQmEk2sCTnkM7WERdqdhZmARc9Cft9XqSGiA3llX13OAABq7dpGJldKWRMyNqYXTeLyukjdhsNlQqFezu7oph144jDwr3Dwnl5XJZ7lmu1WriHOTzedy4cUNuTZmensb09LTcClIqlYQnxIPN8dLpoRHX6VwqAjPi9/sRi8WE4F6pVOBwOOQ6ThoyclsZKNCQEsUPBoPi+JIDy36cGl0k52t/fx+5XE6cC50WZrDDPcJgRd/EYkaGGXzj3AEXfW6Z4mP7sGKxKMUONCx0ephOJeVJFwnQOSWC5Pf7Zc+z8E8jkVxDs4EyFb+RR8yMCpEfni+73Y5YLCadEMjbJcKoOyzoedNUJj2nFJ5ZrhFThOQQ67kfRXQAo509ZmY8Hg9OT0+xvb2Nzc1NocSQzsL5HnYJAINqGk7Sxdimjnpye3sbi4uLmJ2dHSh80UV8oyLoRlRLF+5oug71G1F9dgNpt9s4PDzE3t6e9E/e39/HrVu3EI/H8frrrwvPnlkDIsV05En94vmmntNnj/QBs7pGZ1q1UL/RcdOUjqOjI+zu7mJ3dxf7+/vY3d0duI55mLRaLeG4FotFFAoFvPXWW4Iy5nI5VKtVWWvaag0gcZ5HEWM6nXaBfGnyNZl1CgQCEiyw9RzQX3MCPUTIjXtEB/TGQi9N92G3pXA4LHU2KysrWFpawvvvv3/psekgWwfa1I3kWdPOUz+Wy2UcHh5KRxuur9ZRtOOsO2J9AINhZiddLhdOTk6ExjM7Oys3szJ4rtVqcp4/Skw7r0RXiEL0er0BI3h2dibVgpVKBX6/H8lkUhqf7+7uolarIRaLYX5+HslkEjMzM4LmsDLUZrNhc3MTv/7rv45arYbV1VXYbDZp5DwxMSGIF+/f1fwvi8UycEXiZYVRKj1/8nnOzs4GrmllZER5mtIzOrfaCBh/Zkyf683O59KO7ijtQTTCSai/1+sNoII8lCwsIDeJERZRPJ3CAyApQm2wdC9VjRKcnZ1JkGAsxuF6joK+UsHwOZn6IL+M7Ts4B7pDBh3ABw8e4P79+zg+PkYwGEQqlRJEemtrC3fu3JFew+l0Wgw+HQ7tMNCBpJLSBodidox0sIhs+3w+afVFJ5TBBddczy851EyHEz3hvDAdSIQ1EAhgdnZWHNhCoSApeV52wHZNpC6wHdgoqCSfUyOr+kzolJXu0ej1ejEzMyP7jHuzVCoN6ALteHK8OoBzOp1SYOT1egeuX/X5fI8Vr3FvmxGuiXboAEg3ABYRkg5gtVolHWuz2bC/v49arSZFHXqueFkL319nb7h/+JXvR+eD2RMGbvoWJ7PC1zMNy7ZrPPfMZBweHmJzcxO5XE5oEOTJafoNnRU6TDznRG1oLDkmBnAsNmV7Hk2N4j7lXIwi/Dzd5oj7j0ErAPksXahVqVTw8OFDHBwcSLam2Wxic3MTk5OTmJqaEv3E2gvexAhAnCfOB/czcJFV0H0+RxGeNQ0y0A9g8S5tRKvVws7ODjY3N4Wv3ev1W5nxelTqS/6cnHvejraxsSFn6s033xQfg90kOM+kvHD9dBBmdnwcF51G3vi0sLAgQRTtnC5CA/qZOTpfxkBNF3VyX3APa7qVMUigveDlMul0GhaLBXNzc5icnDQ9vmEAG5+F9UF+vx+dTke4yaQt8dpbdqupVqty7brFYpHLb1hvwuw3sxsEFOr1unTCiUQisFgsQhulY8vA5KNkpG4D5DbymkRG6DabTa7MJALk9XpRq9XkcN67dw8nJydYXFyEzWaT+2/JU+TGazQagt42Gg1EIhEUi0WEQiHZNLo4gzxDLrbX60Wr1TK9kY3OEtEkGnw6xtpZG4Zm6M1idEZ1BKT/b3QqtTIiWkTDyrS9Wa4knw24uLaVqJROO9K5Ojs7E0MBXKSndcRJjiWfbVjUZHTYNf+SRlwrxmeRaDQqDcFZsUvHJRQKIRQKAYCkQVgwEgqFcHZ2JpSUo6MjtFotzM/P480330QwGESlUkG9XsetW7fg9XqF/0qyO51A3Z4KwNB1pVIHzN+wRf4bK5vZzJvGmpd+MCOigwOeM84FEauTkxO5fMBqtYqyoTKJRCJYWFiQSndG1LyJi5xhRuTcI6NQBrQYUVedruJ55T7udruCFLPtFXUEHXqd3tXnGBjs+RuNRuUmv0ajIXPKanlWTbNi+lkcH40cMRXJgh4WvpBzH41GZU5zuZx0T+B7ca2NKKzWRXrM/J6XowCQAIhFGzS6ZoXXw/I9uA6cZ6IsrJGo1WqS2eCcco21I1yr1eSacKbfSbMgMsb0us5WlUolySZ4vV7ZN7RlZlE7Gm860AQ2tC7Xa0CE1GbrX0Ntt9uRy+Xw4MEDFAoFoYj4/X6cnZ1hd3cXGxsb8Hg8SCaTsNvtcgvTxMSE9H/V+ptrq8+Mpm6YzdbRAdeZMO5H7hMWXwH9jAC5rt1uV8bS6/Wk9mB/f190RCQSweLiohTt0e43m01pe7i2tiaFtOSzUy/RF2AWxWydCzCYBSH3NZ1O47XXXsPi4qIAG5wLjTZy/WlPSG/Q540BGNdFZ68BSNEaC2ApfG+imgRiNB/8MqKdaf1sPNPacSa/mLQ5Zsi9Xq8ExH6/fwA8SyQSmJycFL+r0WgIkAVAgMRarTbADe71egOFaEZQ4Gli2nkl54HN5QndExFkBTaryCwWC+7fv49er4fDw0Nsb2/DarVKxMnbRDTyYHSaONFcOJ0uZORH/hMPqcvlEi6mGTEaIL0BGR2whQ3FiJY+yTE1OrP8uU4vU+npilT9fyIkVFyjHFRSPahsdLSulR7nV/e9ZOTFXn2kjrBCURtEvp9utaLTJxyXRq80IqTXwIxMT08jn88LWphOp+V5me5hCuPk5ERutnE4HMjn8zg6OoLVakU6nYbdbpdrUzm+w8ND3LlzRwj1a2trwn/d29uTO7u5NnR4ho1rWMXwZYQKjO/ncvXvWPf5fMJd5XPoxs90aPR1mgBkLYkM6TXUKO3CwoKgWKQH6Wryqakp4dvu7OyIs8ECRzOiHS6NUGrny2KxCA+ejjfP2sTEBBKJBJLJpKBuuj2ZTkFrI8/xsrsEszgnJyei5Jmu10WqZgMQfdZ4NnQAxDnQ+4jp83g8Lu/T6XSkqwONHZ9T3wWvkcphldGs3Nd8ce3ojEIbyOVy6PV6cmsO9TWdBTqWREdJHeMlIQykaCjZWeDo6Ah7e3sIhUKYmZmRe+UDgQA6nY4EbTTGVqtV0qDsFOP1esWRph4aFZ00ZqR4jogw6zZFRJxp6Pf29rC7u4t2uy3Xf0ciEXS7XZycnODmzZtwuVy4du0aEomEdB/ge3Hf8qt2KjTSPir1w4jaa1pZrVZDo9EQ0KjX69dibGxs4Pj4WFqgORwOCRA4zwy82f+bdI54PI7l5WU8fPgQu7u7uHPnDpLJJObn5+H3+3F0dCROM4DHOryMMkZj5tNu718xnEqlhDpkzNIwEGZmxGaziQNLWh3fj11YdKsy+hOsP6Du0XNOXcX9Sh63WefV6Liy5oRF2gxKGFxVq1WhorHQigAH9zLPWqfTkU4e5+fnUoQfCAQk+KdO43Wwmp5IMaL6HyUjXQ+rnTMdjdGppaJnmo3EYnIbQqEQpqenEY1GJRontMxBcJK1g2c0WnSw2DLKmMIzckkuI8bNz41MNIvpDl4bymegYdBoKedJO698Rjor+m+MCK12cjW6yxZGMzMzl+KGGIXRHqMeIqcseuDvNLLKeaXR00VBxvSudoY1zUErV+P6UiEYU3ejKCKiEbr1Fz+XPBzOJbnXoVAI5+fn0rs1mUzKLUaJRAIej0ectuPjY0E9p6enkUwmBaVjmkTzmVisRmWni8W0k29GuAZsXB8MBiWYZHDBVBCddaIGHo9HLiRwuVwDqKJGVYypnEgkgnQ6La1rqtWq/D2DTKaWmEKqVCqCyl5GIWnRzqtx7PxqtVqFh+V0OqXtGXUCb+Bj2ySdxgQu0mYaHSPqGo1G5T2LxSJqtRr8fr8UF1H5Uwdd5j5uLbrFlj537PBB6gO/8vxoxIdj6Ha7QuHY39+XsXB9arUaTk9PJZBgkK8dGoIQmnLBzzXSXC4rt2/fxtHREZaWljA3N4eJiQlxXrWTTd3p9XoxNzeHhYUFSS9rWhFrDjY3N9HpdBAKhbCysoLV1VWxNUSGeA6KxSIODg7EgJ6fnwslgWPSOtaM6MBD/0wXlGlUn/UhvDmxWCxKanZychKzs7PS67Jer2Nrawu3bt2CxWKRXpjhcHigKJVn3mj/dOCn19NshkBT6LhX6eiw5zdTziws2tjYQL1el0I5l8uF4+NjQb+ZlWXh6enpKTY3N6WX9vz8PDqdDh4+fIj9/X0Ui0XMzc0Jok7AhKAJUWDqIrNiBJ9o6zQFTOshrbMZJPJnbOlJZJl7m69nEMPzT0CQFIhhwuCAVDuzoJXRcSU1qNfrSdEg544gBsdzdnaGfD6PUqmE09NTubQAuNgbnMNmsymtCIE+IssCLs6HvomSnH4Wpr5Q55XNx3X6gP80Yqp7uHKQ5G0sLS3h6tWrSCaTYgTp5VOpkn+pI1bNGdSLomHmZ3V+6NhQodKg93o9KZDgndN8byp2I3pqRF/1AeGzGdFaLVQSRgeHKenJycmRnFduRH139vT0NBYXF+H3+x9DjBkYsFBNR56smGfbJJvt4n54vWZaOBZjpKyRX45fp90uK6QIdDr9u5OPjo4kOueBJdUlGAwKSnNyciLcpVgshoWFBUxNTcFut0vbt52dHbla9uDgQIoqPvOZz8jVsVQA9Xp9oHKTCBD3NDDY3cKMUJHpoI2OlH4/OpMcv8VikR7KdGJ08aXNZpMULxUvjb7P55PqWzpKRGw1skznOJVKyZnxeDwjd8Yw8sCMiCGdLo6ZRTjUOZOTk1LoQoOrz6d2QDTqSv4XlXm1WkWxWESxWBRuPm9F6nQ6l7qP2zg2LdpJpPI26jXuF6J3vPXLYrFIlfb+/r4ULPLvNVcwkUiIAdS0JwqNh3auR3VeHz58iGKxKIEbL3bRfEHgIshjJfKVK1fk3NAuAJBiyFarhVwuJ+jO4uKi6GibzSbORKPRkPQnr5cFLq5w1rzgUZxX6ied8dPIGh1YnlOPxyPXp3e7XQk+FxYWEAwGpY8oAyadCZqenhZ9FY1GkcvlJA3LAN3Ykotj0zQls4CObpmmASZ9NqjTSPfL5XKi33mjor4OnnQkZqgICmkwrFgsij5l8AVA1lb3EuX8ay68GaGDqc8X9ynX2fi+GpTRetNqtQrQRbqEBra4VlpnaZ6sfn/ONeeFmbRgMGhqfHQcmc3Ql01pm86giwE9aRrtdlva3rE7CZ+bWQbaH2PxIPcG/SPuITrkBB90+7MXQhtgGt7oWAIXaB0XSStcokDkkSwtLcFisSCXyw208NDOp9FwUYZtIuO/JzlOHyUaju90OtKQn4qQfSTZc45jp1I0oqb6mY2O60eJcR6Awetj9d+Ykfv37+PXfu3X8N5776FYLGJ2dhbf9V3fJU2RjQZTo6k8YDzkukUGlRwDF63MtRMOXHCFjc+vvx+V+9psNiW92O125XYiPX90YKkIbDabOGLkPMViMczOzgLo7wsS0KkIKpUKbt26JXetr62tYWpqCqenp9jZ2UG5XBYngWcDuEi7McXLr2bEbrdLMRVRDwYXnF99kQfTUVarVdKrVPZ6TckFJD+O6TimyROJBGKxGFZXV3F8fIxCoYByuYxAIDCAEFLBsfMHK53Niu6dqYM4YwYIuEixk0+lUX0iPkSsmE2gUeB+9nq9UtlLo9put8UB2djYkAI5ooBE4olGXFaMgRsVOw2HNp7G5yQiOzExgXQ6LWvPm6uOjo6kOp/Oa6lUEu4dU7V8Dv08RuTjSQj4ZYQFUoVCQZxqpsxpOHu9nlQgd7tdKU5ixbJ2wFgQpNFh6hum2QFIoMb0KPe2bv9F3TXMxlxWaPhZPOT3+6WtIudUG3jexhcIBFCr1aTP7JtvvonJyUnhan/44YfS8aTZbMLj8eDDDz9ENBrF9evXEY1Gpa1ds9mUNke6E44OynhuRnHs9HsY9wj3q0bdjo+PJb1MYSDJ9WNNDPcx9U+73Ra+LB139tQmykykkLdyMWPY7XbF8RplHY3ZDfo4GjwZZrModGC5r3ihj6YHGDngw9LnxrnXa0C9ajZQZnEYzwuzH0Z/hYEh15XZVeCiA0MymRS9rou1OW5Nn+H6aqfU+LkaJGPQfBm/baRLCsi95AMZ0U4KF0enMXhbE6/rJFxOxI9G3ohSagXA9zYqIU6OTtmadQpY+KAPg26zw0rPUqkkaIGOco1zodES41zxZ/pwGB124+uphImejGJQ3nvvPfzSL/0Sbt68CaCPVC0vLwvqqD+X66ydZz67rgzkPPBgtFot6f1KQ0NFr8ejKSd8f21MR0nnpVIpeSYdzTHNRKUbCAQQi8Xg8/kEQWO0z7Qsx8VWSroVTbvdxsHBAT744AMkk0k52EytE2ngeKlodRqU+9nsPmV6WTeCjkQigojQAeIcMIggxYBdCLTCoBPMNB95pESRy+UybDab0CSWl5dRr9dxeHg4gOLqoj6eW91L87KiFR+RC31edGBFXcHiBn5P55VcfPa91bcVAReUGK5hNBodcJ5oMIh8pFIpTE5Oyhx1u13TvN5hZ9eYWtS6RJ8bijawNCQsnCXSaLfbUavVBjhsNF7A4wH3MCrFk3T8RwkDgUgkMnCWdFAC9Pc/b2YE+pcbVCoVoXkQuWTAUKlU5FawXC6He/fuCepMhJNzQ73NTjRP00dmdY0GZ3jONBrL/Us7woIsq9WK/f19bG1tSeZrfn4eoVAIBwcHqNfryOVyKJfLcLlcqNVquHv3LqLRKCYnJzE5OYl4PC7ZpFqtJlXeev1od3Xq2uw6GoEGrgVRV34e9QSDBa4jx0Cklbx4NrPn+lPnsGKfTjAdVwYFRC6NvF7O+Siig0jOF7//qL2v9w31iP4d7YBuW0iwQX+G8TmMQB73ErnBZsdn3Af83khz1L6WvnXL7XYL3YwBg8PhkCyPzmYAF7VL1OM8i8BgsED6G518tqz8KDHtvA5ToBQjOqAjvU6nf/fx/fv3USqVkMvlsLS0JARtKiNjxPg0x4+wM50CKiUeqFEqD7lY/GydXtTpSc2p1Y6e0dE0IpRGCgQVn/Fv9O/0z4imsUnzKFHmrVu3sLe3B+AiIgYuKgKBi1Ss5lDqA6aRPe28ag4y245xb/C1XD89dm00NYo9isH87Gc/KwqURRvkSLGfHB1Ucs94qcbm5iZOTk6kYILOqjFlSqecPRm/8Y1vIBwO43Of+xzC4TDm5uYkXUkkkq2kjA7HKAGI3qMsToxEIoIIa4WhnXin0zmATLIohz9nSxSiVtzLNCC8izoUCmFubg4AsL29LXQbdvggusnWSKOIVuRP+rlGhICLG5i0c0K0i0EnrzakIgf654C9c3lbFR0Brt/09LT0JiXaabPZpIXNKFdR6/EAj1eJG7M3T5obl8uFZDIpa/3w4UO5lpeBFp0NIuHD6EzDgshncV5XVlaQSCSQTqelswX3pTELQtSSNzUdHx9L30/qpXQ6jampKaFBkCvJjjbb29sSSDDgIFIej8eFQmNMjxrpaJcVjd5y3vR7UjcyiGIf6Farha2tLdy+fVsKgyh6X7I9YbPZlN6vpBawp/Hu7i6KxSIsFosEsMa0tG6JaHactKvcA6wbIJqogx8A4sA0m03k8/mBzBDTxMvLy7KutLG6UwsvJ6DTytZxOuAiikindxSKGYXzwudgayc9Z0/SQ0Yh6BEIBMS26eJyZqa9Xu9AG0njmTO+p87WmQU79OUK5LNSL2v0XI+N4+bn0V4QVeclRNzb2j/imIedMZ1J4efwxjICXpfZo6adV6MzQuUHQJwR4+0SlFqthr29PWxsbEhKdXl5GYFAAIFAQFI9HCQnodvtStTsdrsH+pLqXoB0Usi1JRnYjPCQcyEIowN9vtXk5CS63a607NLtkLSzakQX6YBqR1U7qfzKVCH/GR1eIp28J3oUcjobt1utVqRSKXF6qCjo+HMt2bNNG1Wuj25XogMOjcpr+oBOFWhkXkeFDD6eFig9TVi8QaeDY7NarVJwQ8QyHA6j1+thb28Pt27dwv3796VCu9frSQU0AKmI5XPy6ttOp4PNzU18/etfRywWw1tvvYWpqSl0Oh3s7u5Kj1cqqE6nM9B3kVwrM+J2u4Wry/ekoWMlrg6IaDiY5bBarVLc1O12MTExIb0W6ehQ8fD/5LNz3XhjEau/adh0sSb3k0bZzIh2cIALNP5JwbN2/qiQLZY+P44XSujG9ED/3Ho8ngEuMMdCBe90OqXHdLPZxO7uLsrlMlKpFJLJpBQImRHtdGtKhEZdP8pxpzCI4fqywJCpVuCiDQ1rEhhg6jNpRH71s47i3F27dg3JZFJoANSndDaazaZQBpLJpCCOvCWN/b9JBzg8PBSOMbtLsKiHjfC73a40XCcncmZmBlNTUwgEAqI/6UgYg2gzovcbdZfm+1OHEbFn5X0+n8fm5ibW19eRTqexsLCAarUqzwZAWn1xn56fn2Nvbw/f+MY3EAwG8eabbyKVSsnVnSwoJCWD60fghetnlko3zJEyOvtE1DV1gVfC0m5ZLP0CWTay93q9KJVK4pjWajWUSiW43W7pq7q7uytgCWlMDLaZNdIFmKOir1y3drstmRmPxyNI8jDH7klnkfpRd5pwOBzSmYEBpEYeNYDD9xi2F0cdHwMQ7XvwDFLH6izIMD/l/Pwch4eHaLVa0nuY/fupv7hnSVXT/gwdYCNYZUR8CX59lIzkvGrv2cgVIbxMdJCKyWKxSPsenZ7SkT5RN0Lj4XAY0WhUWsPEYjG43W4UCgU0m03pVUl+I9EiOq88TGbHxyIBIhZUsIFAAKlUSgpzjC1nnuS8Gv+vnTwdUT3pn1aqRC7K5bJUcpsVzhXHqjsoUJHw8LHFBxFEIy/ImAaksqVzzL9ljzgGF1TwmiPDPaA500YjehlhtwGijzSWRHgASMGLy+VCuVzG1tYW7t27h4ODA8zNzcmeLRaL4jyxypJp7Gg0ipmZGZyfnwtKdOfOHUkpx2IxVCoVFAoFMb6cez4HjZ5Zo2l0sliMRGWhAwgGerykgS1X6FwSdWXVJ28L43PRaSUKzf3C/U/EjyhrrVaT6yK5x0dxXJn54Dxp0XpD70ltsPnsVITRaFTSqPrObgByLSKdGzqu3DNEzavVqlxpHQwG8c477yCZTI7snOu0IM+6BgCMRmzYPPA9WCzD/sQ6YOJcAX10nOupOek6a8LzbaQOmBX2yGRlv74qlWlCtuianZ2V1P/+/r4YRc5Jt9tFrVbD1tbWAOf14OBAzjnBDf3+RFm9Xi9CoRCcTqcUAFHHkAs8Cm1AI2t0qJkS5s/dbrfQJzqdzsCNWtFoFOfn59JhgjZSZ9/Y+7Xb7WJzcxPf+ta3kEgkMDMzg0QiIcg0nS5my4js6VZ5ZtdROxcEBEjPITpKwINgEgM50gSpj0kPpA7UNEACRtQXOtvJrg0MuoZleM065Vp4MYjFctGL2OPxSBeWYfuC4zCipfqsEIHlmbbZbMKDZZCiz7AGh/T3/BnHbXafal2odSXXhZQjUgGZUdVAHnU/2yKyW43FYhEbyyJotqPThV2aEwtc9JmnriInmnzgjxLzpeoYTHcZI3aXyyWIVLPZRDAYxNzcnBDUWYU4MzODmZkZuFwulEolFItFuZGrVqshmUxiZWUFdrsdrVYL6XRaDmk+nx9I+wYCAdnwPLA02GYvKeCEcizARZNmq9UqnA+9GEZnddg/yrC0wEelBoEL1ESnRTUH2IzwqjsAgmqQY8bqcEbQHo9HyNn6IPEQUZGxZx/ng8aRzrE2NlQGmhKh6Rl6zoyp08uIMRo3RnaMhJk6LxaL2NzcxN7eHk5PT+Xw8lAyPdbpdAQ9sdlsWFpawptvvgmv14utrS1sbm7KzVuf//zn5fIDpkDPzs4krcf0DZ/RbBDCSndmGDivzEAwcKSzZrVaJX3KJvs0tAw2WRHMThTc48ZggjxPKjjyXamYWRXMtBKRCLNZAp2KHXZedDA1LODjPFMfOJ1OxONxcV5brRY2NzdRr9clEOYVjHScdXqMBVwAJK2obyEzG2QNQ1cYDOqeycx6ELUwojxAf8+Xy2Xs7e1hf39fghm9r7SBJ/LIbBbPbLValcCcGS3jZ5mRdDotDgvHwRv4qHfoVE5OTiKfz2NjY0McJabd6ZRy3vlzANL0n8gzx8y5YpaCXG/uYQZ71Ad04M0I9yBbKTJTQ6Otb6GMxWIIBAKoVqvY3NzEwcEBAMgVuWwxSQCBAZXNZsPq6irm5+cF9d/b28PNmzfh9Xrl+tTDw0O5hpOUJs0/pT0zG2QZdTP1CpFtoqFMhfMKdzq0GsjiOeK5IVDCItJUKoVAICCIns5CMENC6gH3Lh2rJ6GVlxFmjDQfmhecaISeNhgYvNqde4GBjJEOpjONmjIDDF5na/QPdEGtvnTDrK7RxXVaf9Ju0F4TiOJ6GbN17Gbh8XgGnN5ms4lCoYBwOCyZDmZt2ZmGRY0auCEFhW3yGBBdZo+adl41/GxMlxAxjUajCIfDck/tzMwMFhYWxFFot9tyuw8LC9i2yWbrX7/JliJTU1NycNj4fHt7G2dnZ5iamkI6nYbP55OJpIIbNcrUvBQqADoZRHTZmuNpTqoWvVn01yf9nfH/+n25qLo9hVkhIZpNzTl3vJGo0WgIQsHmyEwd82+NqAy/EinQKDg5S0xfUglpo6EPMx3aUYVoJA8EkUUqchpmVr7mcjm5yY29B0k1IJLIHq8ulwuLi4uIRCJ466238M4772BychK5XA6/+Iu/iG984xv44IMPEI1G5WaScrksVcFU6Dw3o6bUQ6GQRLtUaHTOLRaLrB0/i0aHTiSb0OvCBAZEdMoYYOhUlkbr2d+RvHOmhZnWY09nRucshjSzjlrPDAuajak7GhDOK/ciHX2mJJeXl8V539/fF1Q6lUpJcEqEga2ISJVYWFgQZJ7Gm4bF7PiGnXnOHeeSzvGwVC3TjtoAaYPH9+X/GbTSeWCXCKZkWbBIBEXXDIySrtRXRfJMcw/S6aO+ZiHc7OwsCoWCXPjB1xn3sd4fmoKl59Xj8WBqagqzs7NSKEW9acwa6TW4rPCzz8/7txIVCgWpyuYeYuAUjUbhcDjkpslSqQS/3y9XTzP1TzvGThKxWAzvvvsurl+/jm63ixs3buDevXt4+PAhwuEw3nrrLSSTSeGk04Fm8MZ54vjM6hrtuOo9SJ4ysyzM4szPz4sTXa1WpcsQi/ZIeSsUCtLqi+3DAIg+LBQKElgxACc9hwEezx2pZqOAHZwXBqtEhM/OzlAsFnF0dCRBmLEzgLZ91Om61zTPoQbWhtlso++gg1Ldr5zXPo8yPu1087n4TKQSUc8RwLHZbJIB14Vy5GGz9ytrP9jph3qFvZfZ15eFsJxvPScaWX4hzisHx6hH9/XiRopGo0gkEpJy5eZmhMlIrlwuY2dnB1tbW8JtAiCe99LSEqLRKID+VZ7b29vY2NhAsViU++Z5BzZTRLwJilxHsxuZ6Sq2uuBNRjyo4XBY5oAb0qgcniaXeR7jgeD/+T0NFZWiWSFXpVAoDPBRdOqMkSJbDzGtdX5+LnPMw6C5ukzRkdhNB4mpOUZyRAA1IkuEj+/J+TKrbImUafoDx0l+EWkMx8fH2NraQi6Xg81mk4sJTk5OsLe3J+grKRUWi0Wui3377bexuroqraO4L7a2trCzs4ONjQ0sLS0hnU5LVT4jTSJrXGuzfMlwOIxmsykcVCJbVIx0Xsk7YurNbrfLOWEP42FI/jDDx/WgQiX6yjlmapjVwjTYfM9ndV71P6PzqlNrfEY63yykYkEIUdbZ2Vm5pYyoLHm/vJyBiB3f0+l0IpVKCXeaVJjz83PTxaHGsVLovNIIApD+qFT6wxBYol5cYzrnzIAw2GEFeK1WQzQalbHx50Af2WdlP8/mKIGysTWVLjzl3FFfOJ1OJJNJXLlyRZ59Z2dHEDgaVZ2WBh4vIubecDgcSCQSWF5exvLyMiKRiNgJUiZIORu2DpcRInGkoJTLZbkOlZ1bPB6PNOs/OzvD9vY2dnd3hXrE4lB2F2ArKL/fj3g8jrfeegtf+MIXMD09DQCYmpqC3+/H7du3sbe3h6mpKczMzCAcDkvKu9PpCP/VCDKYzfLwdbqOAbjIsvKSoWazCa/Xi1gshsXFRZyenooOJaecjkmv1+/JWyqVJMvB/U3Htlgswuv1IpFIIJVKDfD7jZ1bRskKaKFzTBrgyckJKpUK7t69K2jvtWvX5ApxAiFGR1IHk8xCEfTR+kwH1vy/Dgy0zqXzqrMGZv0aXT/EwNFutw9QbAjU2Ww2aRnIbjnUdQQrGCgdHR2JjS8UCpLRYscX7keeNdKydAcadnHhPOteyU8dk6kZwEUlYSAQEJI1OXd0asl5YLPi27dvo1gsIpVKSUquXC7j4OBAerrxwPFWkUqlgo2NDZkEbiYWykxOTiKZTAqfRCvkYQToy8rW1pY4W3Rcms2m9KxkWtFoqC6bsviov9OOqzbaVNC8RpH8KLNoD9A3TNFoVIpsGHCweEvD+nT0OI9Mo9Tr9YFI18g11Ei4Tv8RBaXzSKeLB4fpaWNq2Iy4XP2rUhlN8vP5PZ3oTqeDg4MDrK+v4+joCG63G+l0GoFAAEdHR9LGhqlvKplYLIYrV65gbW0NgUAAQN9IX7t2DQDwG7/xG1hfX8d7770nN8YsLS2h2+3i+PgYR0dHSCQSYliIkpgROq/k7ukLC6ggNX+JCoJ7mi1bGOTp7AKAx8j1GvkEIAUz/AwGDGxBRWXHThYAsL6+bmqMFKNTovedpizxjOhCAI3yV6tVQbbIsSJ1yWazSfs5KlZdHc1xkRtXLBbRbDal9ZHRyb+M6MBUow00EvwsGi4iFsb1INc8FovB7/cjnU7LGeU/VvOyX7EummJARd3JrhNs/aWN7yjCZ9XdUagHuA/L5bLQzRYXFwf0wdHRkaD5LATRCA3PNxFkghexWAxLS0tYXV3FzMwMvF4vTk5O5IYnFimyZaNxj19GtG7S68kgn45rPB6H0+nE3t4eNjc3pVVkMBgUx3Vra0ucaqbaU6kUXn/9dXFcgX4rwGvXrqFUKqFUKuHhw4fSBSOVSmFnZ0c4m5p6w+czG4RokELPER0cFiJplJlzyxZtvLlQO/pEmrm/aVvYR93hcGBxcRFvvvkmlpeX4XQ65bbORCIhNlIXG+lxmpFerydUBJ7zYrEot3s5HA5BwTU/1KgfaZO5f3WtiC5EN3YV4mczE8l91O12JeNL1FpnKS8r7E6kaZG6noCFuQSXGCxTZ+RyOeGms5Dt4OAAlUpF7CIDj2azKTQqdnGJRCLynsy4ECSMx+MDGZDL6tGROK/kz9Fw8M5aVnbSGZqensbp6Sl2d3dxcHAgyKXL5UK9Xkc+n5e2PpqjRsRhd3dXFspi6VcqTk1NSU88Vm52u10pImEEPyq8fnx8DACC0ulqON6nzV6BOi0L4DEDZlSExkM17JDp1Kieb37OycmJcJt0o3EzEolEEA6HBdqfnJzElStXcO3aNUxPTwtfq91uD3QK4HORD0TDQ6XFZ9YcYG5gHgj+o+Omi4H4Ptp5Neu4ApAUBQn+vDCB70UjWK/Xsb+/j+3tbZycnGBubk56Ld69excbGxtwOp2YmpqS9kk07KweLRQKElQxouz1esjn8ygWi4IasN8lrxkl8kwHwqzR1Lfq6Gpe7j/uGSLnPp9P+OPValX66rFAhDetsUiGnTb0cxm53VRQ/D8/y+/3S7qXaPooNBDtoFLBGveDLiQhiq8DHs4D9QQzA0A/4p+enhYHmwVwNBaay01Dcnp6iq2tLXzrW9/CwcEBfD4fVlZWcOXKlZGNJvB4Kxw6L+SglstlAQd0wQNfy8CQ/FIGF3Qs6vU6wuEwCoUC2u02wuGwnBE2Iu92u3J7E0EBZpZGpfJwTxI55ZgZFFLfVyoV2Gw20U0rKyuyD5lt47rpLhJc03a7LU6fz+dDOBzGzMwM1tbWMD09LcVOnAsim7o3KveL2fEBF4U50WgUExMTUkDGG8CYEj84OBA0WV+bms/nsb29LXaFV6cz6GYRHs9ktVoVZGtrawvhcBjBYBCRSERapDFYp1PA4Nas86pT5dTNnH/OIYux6cCRx0y+Yy6XG2itRY4pAycGwo1GA9VqFU6nE2tra1hZWcHy8rLUwvDvtCOudcOozivrNywWiwBlpIoVCgXEYjG5FZTpdCKsWidy/fh/6lwdwOkMhM5E6BaYnCO26+JYWbA2SjaS70GkVBdQc21o81k8xefgupBf3mg0pJuJztoSweUe8Pv9ctU23491Nsyo8NISnbm9zKU2pp1X8pPsdrsUZXFTnZ6eCh+UbXSAvrLZ3t7GwcEBjo6OxJDQ8dGKm6LhbaBvWKamprC8vIyVlRWk0+kBugB7lPK52EZoVNFoIheFBREkM7OizmgsNWIKDHdIL/sM+v9UYjs7O8K9HWWMbMReKpXg8XiwtraG69evY2VlBaFQaCD1SuNDw6jbLjHlysOgnVdNRaDjSjSHiAA3utFxHYYWmBGmohhl0lj1ehf9JIn+7+zsyM0/jBCZdj06OpKuF+12G9FoVKryDw8PpeF9uVyWbgLk/tCZpePhcrnEuJXL5YErbEdB7cjlJYLFlBedOEayNOZE7chVBTBQUUpOMufISFmhgua66jQulTVT1/F4HBaLBaVSSRqNjxJI0jkxOq5PcvQ16kyUQ6cUeVZoAIiAEP3inqdi5/nS3Rt6vR6KxSI++OADvPfee3A6nXjnnXdEWT+raITf4/EIIsUb/RKJxABwoPcO14BrNTExIVXh4XAY8Xhc+PxERCwWi3CcuZfY1YXrT6d1lDXU66FTlxQiTaR0MKsXiURw9epV4YRubGyIA0S7QHCBz+hwOBAOhzE5OYm5uTnMzMxgcnISgUBAuIh67zMFyn02CrJcKBSkAJJFWUTyu91+dT1bqVWrVezs7CCfz6Pb7cqZZKcSXt9LvRwMBtHpdLC+vo7t7W25/Y9BOa9TpVN+fn4uBaUcK22x0+mU7IFZXcO100jn/7+9bw+O87qvO3gQALEgXgQIECAkEJBESbZlWaLsWOrYUpSXrdaxHTfjmdh102mdyU2aKI4maV07lVNlxm7jxEqcWydWHVWNE1uTyMq4Dk3XcR1p6tRtbVqhQpmkQxIkSAIksAAWIAABWKB/3D0XZy8X4H5LELsg75nBLLnY/XCfv3t+z8v9w6SypqamPEWnpaUFXV1deeSUuQOUfQSrtQBuDZM77N+/H7fddpuvCMMEw507d/pbEQHkEddSQeJIq7lWGLh06RJOnTqFQ4cOeWs+65HSAKAhFRoawDBJ9i007OhnNfyOXu3p6WkvkzVmNekcqqc4zA9iCBjlH8P66uvrfUnQxsZG72UnwaWM4BlGecokXuZ9NDc3+wQv5r9wHzJpWnM/eBHUlZCYvHLCgNXagiyXMT097UkOs8rYocbGRl9MOZPJ5GXvKfielu/hDUJ79uzxpUGYVEPrF5OPduzY4ROSVEMrFiTWXFQUqiSjDE9gQV2tOBBafYDCB622KSS2ekDTEk3taHJyEsPDwxgaGsK2bdvQ1dVVErnr7u72Vww2NDRgYGDAF+tXzVoJOIkK3f88WFkHL8yu5LxrtiIzCVVAqOU2JK56QCcB28IDjVYohhPQfXjixAkcPXoU58+f9zF/58+fR3V1td88JCy0FtGCyaSIMOSBcWyMGdyzZ4+3lnV0dACAd0XRNcbknyRgDCtd9XQnMWaJhEvnjSSCMXXAqqWJCooSDM5JSF5DAa1WCO5rhhdpeEFSqBJF5SiMb9M9wt9r5n+4huk1YTw0hTrdZhrmQhc1lTDGZfGnuroac3Nz/krMiYmJxH1kP8M+k3xyLuhmXV5e9t4r9hXAZfuVoIKjc0bDAWP3SHy2b9+O9vb2vKuD+UxaLJNCSb/uZ/6fc0JZy7JKDD3jIdjZ2emvXKbcCEsiplIpdHZ2oq+vDzfddJO3kjFvgSEjvEWO1qhwDpLg4MGDqKqq8iFyJDN0QzN5eXFxESdPnsTx48cxOTnpx4XrNpVK+TXGQ5/5HHSzAqsewfr6evT29vok6Z6eHq9I7ty501s8aZFmfOPi4mJigwdlCaHeDipBTCBlHD0Trtkn1nI/ffo0Ll686ENRqAgzCY8Jka997WsxODjo488zmQwaGhrQ1dXl4181GfVqwswAZ9ChMsE4d675bNbd9kVldWpqyufjMPyMlkLuMfWGECG5DX/Yfu5JKh8MXeI+LkWWcu5p6NNwMyaWLS4uIpPJYGxsDNu2bfO1eBmSwhAkzjO/qzKTMen0ArBsJZVHxoUzPIlrKzTUFeMdSExeqXkxUQSArw85MzPjGTgtP62trbjlllu8MDp16pSPaVmrgTwsWltbfcUB1s3csWOHZ/xMpGE2G0ts0BJUiuWOCQo83ElWSYx5IPOqRQra8G+qm+VKBLbQv0kWuOAYszYxMYFMJuOvriwliaKrq8vf8kKtifU96dJnX+hKoJLC+DoqJBTMSjDU0qKxrhQ2jAWiBUzHSw+5cCyLBRMV6BZhIDmtadu2bcPIyIhXptgnlqHhYdjf3++TJnjYqZuHY0KhohZJrmEGofP91tZWzMzMYHx83GufQPLwCCYP8QCk9UyrDSi55HpiuIKWUdL5Us9BIZDMcK6pzFJhoEWIZddYYaEUlzOt87qPdZ0oGVPPB92koTVGCZ5aZ3WP8u+FMVi0amezWfT39+P+++/3MX30KJRSZkmh7aiqqvKkg+9NTk7iwoULmJub82Es4WEdhu/oYcn+aqY/s6K5B7i3eaBQ+Thz5gyOHDmSqH9sj/aJJCisGbpt2zZfd5ht5Z7r7u72VWt4qPPg5TOoTNNV2dzc7EvIUYa/+uqrnqDTGkkyHXrLisVzzz3n5R/PRFbZ6Ojo8Hke8/PzGB0dxczMjG9bR0eHN7SQ5NFgw/hfrcqioRfqAVEviJIIAJ5ksJ/6jGKh8kDdupR5qVQK7e3tPjlnfn7eW+66u7u9N6anpwd9fX0YGRlBJpPJUzz4w0TKvr4+NDQ0YGpqytcC7uzsRFdXF1pbWy8jPGrsKcWgwxCZbdu2eeJFDx6NVsePH8fCwgJGRkawf/9+7N+/H3v27PHnZ+gFAS4v9RieZaFcY/4Qa5/S+6MVMQo950pgaCdDxkKDEw0cDI+kUaazszPPEEmux37pea0hbEwWpseYsc/j4+M+LIThNeQE7BMNl1ecs0QjgFVyoTXDuADJ6ElyKEz0znQGr4+NjXmNn64Qte6QGO3evdsTV4Yk0KTOuBQG6KsbiBagpJPMe+7ZV1rGGCPFuEBqj7RekDTrYRNaU9caT0KDlTnpFLwU2Mzg1vJISUH3FuNxeJMN+83KAHTHqJtOXQOa2KXaeOge4e/pqghDBXQslLTyNamLhO59WnO0DiA1fFo7WC2AiTdUjuhWpHVTrXDcnKy4ocQ+HC/Wf2ScEktv0b0fkq9iwRIlGuvKv0chrNdx6rhyDsMxDy3dSlQ141wFsh7+VVWrFyaMj4/7hIwwcatYhIJf3Wwq9Pn/0EocPoOWSvaTChetDiT/wGq5Nj6X81tdXY2BgQHs2LEDd9xxh09yosUraf8K/TvsR0tLi3+PJddY65Tf1bq+Chob2EeNhaSbV0vicV3oQZzJZHDs2DG8+OKLia12ahXX0CJCrW50h5MsUGmur69He3s7du3aBSD/NiQAeXUpV1ZWL9UgGSZ5a2ho8GeQlusp5ZwgqEzQEFBdXe2tjB0dHT5sgQrHXXfdhX379vn8EBJtln2ix0I9J5qJTgIK5Bd5p4WQCh+t5LrPqZAlVSTVKKPhO5xLxvu2t7f7hDgad0jI6T3t7+/3t2ppaSo1BJBEpdNpv845/zxngVUFiMSpmPN2LZw8edLL85WVFX/mUh7Mzc35+vIjIyO4ePEi0uk07r33XvT19flkJPXAquKt88YxVfDzzP8gB6KxITQoJF2vc3NzGB8f9/KDz9C4WwDe+EB+NTY25vNUGH6moVS6d5TQ0tJKWcWKFKwjz783NzeHiYkJZLNZzxPp4bwSSiKvwGrcBP9fX1/vhQaTAhjvwAXa3t7uM7rZMa2FptY6mspJfjlgtDKNjY0hnU57NwhJRxgLlpT47NixI+9QI2mlKzSTyfiQAVotWGybmnS4iMOxCxdeITcoJ5V1FwEn6On2ZmC4Wu+KBQUQSSqtdFpzjQe3ElhmkDPmlZtKN0EIPkNJa1g8XT+nZCO0ihULWl01sYNtpnBsbW3FnXfeib6+Pm/l0ivt+FntlxJ03bS0YPGVQo/7Qdc5AC+smWxXiofg7NmzPqZOy8WRPNbX12PXrl15pBaAd8GR8JAwaJUBdRPqAUllUw9Vzr3Wla2trcX09DROnz6N+fl5nzCTFHqJQ0joVFDy96EVgOBhRms4SY7WNSYBocuTpJ9riIc++7t9+3Yf00cSWIo7j9D+hJbA2tpaNDc3+7XM/cNSfsCqt4FzohZOWst4EQkTa1KpFJqbm/2hpK5JHcPp6WkMDw/j1KlTuP322xP1i+tHFTRVNvh/7jetM0ziQvLDMabCGCoslFOsP0mPHM8exkryu6GiVgr27dvnjSgkPEtLrvbyrl27fPWWuro6vO51r8Pg4CCA1RJiuo9UwaTM5A1htO4qMaPCtZbSpYoBraTreVXWg1r4tb16/re1tXlLL2/po4WNMfo8I6l4qNuYFjh6UxniobGTlMlq9WP71LCWFIcPH84rFRmO6/Lysk8wY6jiqVOnMDQ0hIcffhivf/3rPU8oZHXVs0wNOnw2zwqGTHLMlLjqc5OeiawXzdAZykKdX2JpaQnT09MYHR3F0NCQ9yLwp7293Yc08SzU84IGm3Q67ctraow693BtbS1mZ2dx9uxZXLp0yV9UQuXySii52gCtV2wQyV2YuTY3N+eFjSbLUNCE8WzccGqVokDjIaMlgmhiZvyEug/5rKR949/XmBxepsA4IoY0ME6LZboYp0VTv7pi1RpEFLJuMUaLBadJGkngKXx5DWdSMEOSbeJCVuHPjaZJEYy95SGjQfxKMgu5FFQAa4wrv7NWvHBS5QNAXv1NxjYyi5kCgYdY6D4m1BKplittnyaBaByQhkSodUA9DPz7tAolPVC4FnnVK6/hrK2t9TWTKUCy2ax3k168eBGHDx/GxMSEL1nGONkwXlyJkM6thgyQXNGqw73DW4S4/7XUT7Gg60xJDpUJnRtC95HuNX5G3ec8AGlRmZyc9HVGOzo6fHw2n6F7hcSACVqlrtOQOBWyvnJPcm2pIkjysry87BV9zgFJKMOCeCBrzUi1+pFgqaWO7VCZkBQkzpqYyOeotYxyl4casHo7ldaK1jAYVVi411WG8aBklRvNoNY1wf6Woih3dXXl5QGwFjTPu+VlV41HYxdDy7/KDpI6zjllBseSspPnIueU48u20DOkt6TxM0n7qEaq0EqtCkkqlfIlCrVkHi9vAPIvoGF7uU7ZRhoCWJqSdZWpbOu5otZNznsxyT4hVlZchZgryWHGjtL7ytJQIyMj6O3t9UpSW1ubJ9phQpkqKPzb/LfmDBUK7wj3ULFg6CFLd4WGJjVUUYlg/Hkmk8Ho6Kg3PDJhnkaAMCZ6dnYWQ0NDeOWVVzA2NubDQagkt7a2+hhj9eZqyEUxoS2JySsD+QH4mEy1GJBY8RrXqakpn2WtMWT80TIlbHjoalYyx7pwDPSnlUQFIjcFD+AkYHwrB5JW3uHhYVy4cMFfc9bb2+uFPd02mUwG4+Pj3jXFRUgiG5I13YAs6s+gaMamhPd7hxaVUsIGSO7UncFx4sFIIRNaA4DVgsYkAJw3tRap1kkoidMYrHAzKlkohRTQYkPyyFhXlgYLSaUmgFDgahynkteVlRWfHALAxxExdIW/4wbUoH32Wa9NDQlYsaAyxTFkIgPrIk9OTmJsbAzZbBatra24+eab0dHRgdnZWRw9ehRHjhzxmeU8dBgeoYSGZE0JlFrQaa1UwsRYdO7XtrY2n02cBLTyhrGbfOX46Z5SZRhYvRZRiY6SWFYRGRsbQ3t7u3dvMvY9hK5LDXOiQp4Eaq1QIsdXjj0vzBgeHsbk5GRehRauTfaHYU5qtdHC/nTL0Q1ImRwqoRoOopbmpGD71JKrygjHQa1LtHorSVdlMDQE6OeA1VJ4VELCutI6T0paSyF2TCID4N3+XG+sWMJSekQYOhWGXHFdUk6zrGGYUEsZxedxzrgX9Qzk50vxEGg8Zyin9ZWyjWW+eNnLxYsXce7cOR9ioW1VD+uOHTt8nO/u3bvzrmsmEQSQxwuUWNPlzWt3k2Dv3r34wQ9+gOnp6UTfO3PmDA4cOICXXnoJ/f39uP3227Fv3z4MDg763BJVqsO5495iKBoTRXWOeP5zjEs5EycmJvJiadVDFSojVVWroUT02o2MjGBmZga7d+/2vI2KGNvKf8/Pz+Ps2bP4zne+g7Nnz2LXrl3+sh6tPMSzkbHpDBfg2XMllJSwRYSuLna4paXFxzlQO6SGosIydFHymdQq1d2krldaHznpKysrnkyFgexJJ5o3nxAzMzMYGRnx1hnGGbJuoGZas9Yss+1aWlryiIC2jQcP3WMkrrSm0vUcutIVa71/Jaj7SUkxSQoPgTD0gYJT455Coa9kt5iDoZDFI3SdlhLDxPXFA3xubg7Ly8u+MDL7SaGibjlVClRYcK6qqqr8YcKkkaWlJU/8mHyysLDgYwmV2BNqVUnaR64VAD6pYWVlxSeLMISBfWP5KioprCEIwBO2rq4uH1em9UQVdHFxvU9NTXlLPrBaR5BWM+7dpIcCkJ+8GAptFeZKKHXdKekGVuMreRBS+SQB1YQZ9mWt/RWSaL6XBNoH3TOhVfDSpUs4duwYDh06hNHRUSwvL/tyNkwiZHtouWlpafGJQFQyNVab3iG1YIdrUEl0U1MTurq6/FgWi1C5DRVS3eckV5wLXvvJOF0euuFhS7lKksXsdlp71Aqt1sdClu6kOHToEGZnZ5FKpdDT0+O9FtlsFul0GmfOnEFVVVWeh4UKFv/PsDqtM8qzTmPaGT7CvUnFW+tth2FOwGoxejUYJEGosKliQ3DP0avFxLhMJuM9MadPn8bJkycxOjrqSVRTUxN6enowMDCArq4utLe3+4oXTPpSOUSZEtZA5RiXSl6bm5uRSqV8ZSF67tba/xyLpaUljI6OYnR0FCdOnMDQ0BBOnjyJwcFB7NmzB11dXT6XQs8iJrM2Nzejt7fXrxuV0eHeUdKb9LzgjYrkT+Hz9ZzVKkpMwkun00in06iqqsLY2JivGMAxIAeqr6/3pRf5nebmZr/u1JPGfd7S0uLbownPV0LJpbKo7XHTAPBFyhkMT0JGInvx4kWfTEK3ioYIsAM8cPQKVAaF80YjPcz49+l6Cg+DJBgfH/dEmTFHJN7cnBQaGq+r7gvWtmO9Ps0YZRA2tZrJyUl/xzMJFMdV3Q2hNZIHbilZ3DqHJPgUnqEVXH/UIq4LX9uhlpZCVlhVXMJn6xrghqISkwR6QQVjZ1hxgAd3mJjCOqxhlj6VJLqVRkdHUV9fj76+PjQ1NfnyRel02pMh/nBdcpMr8S/F2qqYn5/37WY5HRJExgnyalG2IZvNYvv27ejv70c2666P7O/vR09PD3bt2uUT3eieU8VJ54r7kbHXvGiELmKGlNBiouOdBEpadZ3TEqHkkVZKIJ+IcG+yH5wHElmWV2poaPDxiTpHKkv4vNDiFFpOk/YvfLaG0GSzWV/C7eWXX8bRo0d9PsHu3buxc+dOb61iIosmwWqML/tDpZnEKXTB6+FGLxdd7yMjI4n6yPnjGK3lTVlL2eUBRxKnyn84LxqOxDNG+1KIsOpr+O9iMDw8jKqqqrw1z4zsTCbj5RD3DeWeVlmgF5FW2+np6bw1z6tyGXPe1tbmFSy6sFWW69oBkHdelLJOmTVeSE6rl4PzRcKpf29hYQHpdBonT570nICKZCqVwsDAAO688848d7sq9qHST36g1WpIaJNeQw3AXxzBvq1HXNn3kEDyOtmzZ8/i8OHD6Ovrw+DgIG699VYMDg6io6MDNTU1SKfTGB4exvT0NHp6enxFBq4j9kdBws6k+KRnolr1NQmQ65EEtLq6Oi/elCGRzJOgR4S1u8mHyHkYLpLNulJY3d3d/nzh7apM2FpeXs7z/iinKcbomPhE0QByLha9ZaKmZrW8Q2trqy/SPjY25rV2FTgkbLoBSNi4eXnI0PVFbVw1WN1QtNxSOCcBJ47Ck6SVRKG62iW4UIhPTEygu7s776YWWmNZkJdtqK6u9jePUfgsLCxgbGzMxwSpCT50g3LxUQsvlbyG8aXMlK6rq/NZq5lMxgt/JV6EHi5hHJMeLBoewfnRQ6yQxUMtUFwfSaBB7mrVUDcT55LuCrpaubHpymK4AQDvkuc88kIHhrKEYRwUClyfOh46n6VYfJig2NzcjJ6eHjQ2NvrkQQCeWALIq9JRX1/vb6djHdpdu3b5mHEeDKqY6t7UagvclwDyLNDLy8u+wDUV2lIu0wgtqTqGSkRCcqvhNfQGsR9aSqy62pUO2717Nzo7Oz2B0KobOj/qbQgP8fCATYKQsOnf0/rBmUwGQ0NDAJwcVosln6NjoxY79r2mpsZX4GD4Ci0tOr66Vuvq6tDW1uYzrZP2TcM0lCiHxgWdYyVeGk+t7uNCUJmpMZFheFIholzKPqytXb2NaGlpyRMnej4YSsBXNWRoXDnbTmtra2urr2XOW9YWFha8oUNDepSYFyKTHEdNtEoC3YeF1rjuQ/ZDFV1eW8vLGrTPDIvYu3evr8LAvAF1tetzeS5ouAQJcjab9WUPk2B4eDgvQfRK0LFgP7PZrI8tnZqa8t5Z8iSWF0un0xgaGsL4+DiWl5dx22235SnWhBqMeFU082BKARULejXUC86/V1tb68t+0nvIa3v5XYa1UObX1NTkhZNRHnV0dKCtrc2HrDEGnDyQ80xvQlJPeWLyygQhCkNqhAD8YcDGkwRw4KiRciMByCvBo9q5aqVhRqZ+n8/me/q5JIuRuOmmm/IOugsXLmBoaAgjIyN59xTzLurh4WHcc889uOWWW3yfSeYoQGmNqqqq8oHYvA+d46nlKziBHAt16ekGLvXA1O/QRaIuDZYxo+uHNzjxb3K8VcvXf68lHMNDP2yTWm3130mhlrbl5WUf7E+B2NjY6Akp41WpbLB/HJcwXo9tC61bdXV1PpmQnw0tWGF/Q6GfBIODg1hZWfEuf94MxrZqpQQSUwobHowsW0fLKEvsTE9P+8NSyTaJhFYBoVWO4QF0HaVSKb/fS7Gec1x07EIFICRpbKOuT7ZRC3+/+uqrPjGIRIHzRbmilgkNnwnd+3qAlTKP4WGlVhe1hDLjXsk1sJpxzrCR6upqXxGFSa2s8qJhE+qi1MRSHW8lUx0dHVhcXMTLL79c0hyq14h9C+e20I+SXT1XlITp/IchEGuRUj2wSyWuALxViZVowqojKysredVZ1LJEks3EZlaBoGLJBMy2tjbMzMx4YjQ+Pu4tvU1NTT6EiWSd64BzquWxSjkz9DuFjBI6l4Xe5zgXsvTxXFTFRM937jOVn5rozfmmJ7G2thbd3d0lEbxwXGhxvpLsKiTHu7q68OY3vxn33XefN55wjJjUTs80E9x1bYTegOXl1auNl5aWiooJVVBuA/DyWY1SlHfkAjz/yGe4hrXKEOWfeum4BmtqXJ1mrl+Se8obKmWLi4s+Hl2V0mLO/cTkldoDBYouNC5K3iXPxlBL3LFjh3ddsYGM2dH4FZJetQrQIsRDSzcmN4ZaCbmgklpe29vb/fNpoWPtOq2dR02bm4abSOPPOCaqtXLT8Rm0kOlhrBY8XRQh6GZIChVEFJxLS0s+Ruv06dOYmZnxlkUuYnUj60LT/q5FXvXwUourHtR6+Cg5T3qwhO5e3rOtSRAkr9XV1b4Oq5Yq4Wd5bWZtbW1emS8S1dDqxTUQurm1H+FhWUof77jjDi/E6J5XBZCg1UcFDIUQvQUso8L7q0l6wtAPeh/0sGAYBsMtFhcXfXgPY4LT6XTiGqicm3DdhKQx/LyuL5UJXJNqyaS2D+SXj6PLWceRYxuSZj63FAt6IUuWHvb8P115vOJ1bGzMK8EcD8plYJVgaPY9w7k0NKhQ+SVtgx7KPLySQscwtPKol0bfD5V3AHnevpBkq4Vc95oqMfr8jQRjMykfKBP0AhZNHOYaoizh+HNdaogEFWE9L9QbxWonVVXOZc6zUPdBOIalGDvUaxaS39BSryRWyaWe2zzvtE1cx2FMp77PvmkCXyEvQXt7e+I+7ty50xNJPoeEqxgjisb9A8DAwAD279+PN7zhDb5mKtvPON9UKuVvgdO1XEgJ5ndpMU16FTUVXwB5ZFqT8aj4MxSA3nOWXGSJScpNlcUqM6iwkbxS5qysrHpCAeTdSqYKabEGq5JKZQGrC1oJGDUrbjAKXm0gO60d5QBqBp4udA6uWgsKaezh/0uxhvDvs816+QFJdCqV8plzra2tfgGGxeqVSPA9mv/1XuoQHD9u/BBcZFVVVd5NnBR8NsuasG7diRMnfMA7S380Nzf7EjOFSFg43mGf+Hm2OzzoQ/KmhKkUYkctjkJfrcPU8LlZU6lU3hV3epUhsz4pUNh27Z8eDkpuwv5ov8JxKWWd7t2718doURApkeZBrm3kfmRNUMYGM0uXVzfroaBt1mxtjhf/JpODtCwRb4GbmZnxQflJQHnCOQjXhULXmK7HQtY4KsJcDwzvqamp8eEgKtzDA5YyKBzjUqByDLjcHcnPcG0yk5vX04YWSn6P+3BmZsb3hb+jNUX7Fe43/Tyt6hpDXSxC5UHbQGIdolAb+G8lE0p6laTy+8VaVK+G0M7PzyOdTqO2ttZ7dkgmuXZUjrOdHNPFxUXU1dV5b0hjYyOqq6u9TJ6dnUU2m/V7q6mpCS0tLT4WemJiAufPn0ddXZ2vY6txzGohK1We6nxwHvX5Sh5DA4R6p2i1U5kZ7nE1AlApYxgTDSkkr0z6omxmO0uJr9+zZw/Gx8dRU1OD+fl5v0dIloshVFyjJHwkjOqBa2xsRG9vL1paWrC05Epudnd3X1ZzNZyjmprVS5JogEiCjo6OvDJZavjSMVSFsqmpCZ2dnVhYWPClHVnBIzRChQoow2OoRALw+SN8n7H6PFd0HRWzRhPP8lNPPZX0K1sKx48fv+y9xsZG3HPPPet+b2pqquj6ckeOHMGXv/zlktq3EXjmmWfW/T0Xzrlz53Du3LnNaNKG4sknnyx3E645nnvuuXI3oSiwsHXSuGUAeOKJJ65BiyoHjz76aKLPp1IpPPDAA4m+Mz8/X9Z9/Pjjj5fl724WHnrooXV/n+RcqFQkXafroaurC4888shl7x88eBAHDx7csL+TFPv379/wZx44cAAHDhzY8OeWgiud+cXi4sWLeOWVVzbkWVeL0swFEREREREREREREWVAVSkxMBERERERERERERHlQLS8RkREREREREREbBlE8hoREREREREREbFlEMlrRERERERERETElkEkrxEREREREREREVsGJdd5vVoYY94D4K0A7gbwegA7AHzeWvu+crWpFCTphzHmaQAfuMIjv2GtfXiDm3nNYIx5BMAvA7gTwE4A5wF8B8DvWGv/tpxtKxbGmJ0A3gXgEQCvA9ALYAHAYQB/DOCPrbXL8vl+ACfXeeQXrbXvvWYNToik/ZPv3Q/gIwB+CEADgB8A+ByA37fWXl6AuMxIuBf7APxbAPcCuBlAG4BxAP8A18c/sdYmvwHkGsMY8wkA+wHcBqADwByAIQDPA/i0tXY8+Hw9gH8JJ3cG4ObxDID/AeCT1tqhTWv8VcAYUwXgZwF8EMBrANQAOAq3fv+gEtdjIVzvsmY9lCqHKhE36j4EKoe7ldPy+hEAvwg3AGfL2I6rRZJ+PA/gY2v8nMh9pjIKwxWB3Ab+7wDuAfBVAE8C+C6AnwTwv4wxW0UR+acAPgvgTQC+DeBTAP4CwGsBPAXg2dzhGeIlFJ7LP7/2TU6ExP0zxvwkgBcAvAXAlwD8AYA6AL8L4Aub1fCESLIXBwH8DIApuH35SQBfhiOynwPwNWNM2ZT7dfArAFJwh96TAD4PYAnA4wD+LkfKAQC59v81gE/DHTB/BuAzAC4A+NcAXjLG3LmZjb8K/FcA/wXAXgBfhFvPdXBj8MU19mcl4nqXNeuh1L5XIm7UfQhUCHcrp3D+FQDDcNactwL4n2Vsy9Wg6H5Ya5+HOyjzYIxpBfBrcFro0xvfxI2HMaYbwGMARgHcZa29IL97CMA3APwmgD8pTwsT4RiAdwD4SmD1+DCA/wPgpwC8G07QKr5nrX18sxp5FUjUP2NMM9whkwXwoLX2/+Xe/yjcvL7HGPNea22lkdgkMuVbANpCS48xZhuArwF4EG5Mnr0mLS0dzdba+fBNY8xvAfgwnDXZ5N5+F4AH4A7OHwvm/mMAfgNuD/+La93oq4Ex5p0A3g9ngXyjtXYs9/42uPn5KTiL1tNlamISXO+yZj2U2vdKxA23DwUVwd3KRl6ttb7Dxpj1PlrR2KB+vB/AdgBfoGDeArgZznL/bSWugBsTY8w0gM6ytCwhrLXfWOP9EWPMZwD8FhyZ2QpC9TKU0L/3wM3dMySuuc/PG2M+AieEfx4VZoFNshettQtrvL9ojHkebjxu3cDmbQgKHZg5PAt3aGqbB3KvXwlJOoC/hDs0t8IefXfu9ZMqH3Nz9VEA74SzYD29+U1Lhutd1qyH66nvN+g+BFA53C0mbFUG/lXu9Y/K2opkOA5nKX6jMaZDf2GMeQuce+Tr5WjYBoNxj4XuN+0xxvycMebDude7NrNhG4RC/fvh3OtXC3z+BQCzAO7PxXFdVzDG1AB4e+6/f1fOtiTEP8m9apv/Pvf6NmNMKOv/ce51K+zR7tzriQK/43v35DxYWxnXu6xZD+v1fSvhet6HFYVKjOm6oWCMeTNc8Pox1WgqHdbatDHm1wH8DoAjOWvVOFws4TvgYoF+rnwtvHrkYpX+We6/hYjcj+Z+9DvfBPABa+3pa9u6q8c6/duXez0Wfsdau2SMOQmXNDMAoDIuui4ROcXrFwFUwVk/fhTALQD+FC6euyJhjHkMQBOAFrjEkX8Ed2B+XD72FQDPwVkuDxtjvg6ncN6b+/zvw8XhVTpobd1b4HcD8u/bAfzva9+cjcf1LmvWQxF9r1jcYPuwohAtr+XHB3Ovny1rK0qAtfZTcBuyFs56/G/ggvLPAHg6DCfYgvg4XDLBX1lrD8r7swD+A5zwacv9MPbnQQB/bYxJbW5TS8Ja/WvJvU6t8T2+33qN2rWZ6ADw7+Fcdz8Pp3z9NoB/bq2t5LuzH4Nr96NwB+BX4eLpLvIDufa/By6JZB+AX8p97yE4C/qfbpEsfSoRHzLGtPPNHOn5mHyubVNbtbG43mXNelir71sBN9I+rChE8lpGGGNaAPw0tlCilsIY82tw2a5Pwx36KTghewLA540x/7F8rbs6GGN+CcCvAvg+XEyyh7X2grX2N6y137XWTuZ+XgDwY3BZtLfAlUWpWKzXvyLAjOBKJndFwVr7fWttFZwCdjNcMsIHAbygRKnSYK3tzrW7G06BHABwyBhzDz9jjGmAy8x/DMAvANgNp5i8Ha6vL+SqSlQ6vgBXhWUQzsvzR8aYTwH4Hlxfjuc+tyUJwPUua9bDVcqhsuMG24cVhRg2UF68D0AjtlaiFgDAGPMggE8A+JK19kPyq+8aY94F53L+VWPMZ6y1hWLVKhbGmF+AK39yBMDD1tp0Md/LudSfgisF85bcMyoORfSPltUWFEZz8Lktj5zl4zSAJ40xo3DlbH4TLqSgYmGtHQXwJWPMd+H23DNwVixg1RPyy9baP5SvHcjVavwe3Dr4y81rcXJYa5eNMe+Aqyf9/tzPIlzFiA/AuVxvhSs9tKVwvcua9VBq3ysRN8I+rDREy2t5wUStP1z3U5UJBppfFqdrrZ2FK31SDeANm9moq4Ux5lG4w/BlAA9Za0cSPoLuoop05RXZv6O519sKfL8WLvZwCYUTaK4HsNbyg+VsRBLkipwfAfAaSaBcb4++BCAN4OZc8fiKhrV2yVr7SWvt3dba7dbaZmvtT8D1+W64IvF/v+5DKgzXu6xZDxvQ94rE9b4PKwmRvJYJxpg3wd1Occxa+80yN6cUMNN8rRIffL9gSaJKRC4B7XfhNOGHSozZ/aHca8URuwT9Y0mbnyjwu7fAeQu+Za19dcMbWRnozb1utcznntwr3edr7tFcpQha0LfMHi2A98PdVvSsrcAb0dbC9S5r1sMG9b2ScSPuw01HJK/lAxO1tlJ5LMWLudcPGmN69RfGmLfBFWWeh3PtVTxy9SI/Dne17cPrhXEYY95kjKkr8P4Pw8VMAhV2OUOS/sHFMY8BeK8xZr88owHAE7n//udr1dbNQG4OGwu834RVF+xXNrdV68MYc3vucpDw/epccfRdcErFRO5X3KMfLlDW7HG4sLH/a62dvlZt3igYd3FG+N59cGt6Bi7EY0vgepc16yGhHKpI3Mj7sJJQtbJSnpwL425NeWfuv90AfhxOg+REj1lrH9v8liVDKf3ICeJzALYB6N2iG7gawEEAPwJgGu4K0REAd8C5SaoAPGqtrfhYLGMMb+fJwpUtKRTLecpa+3Tu89+EKxX1TbibRgDgLqzWR/2otfYJVAiS9i/3nXfCkdh5uISZNFwJtH2593+60rLxk+xFs3oRwd/AxbrOAugD8Da4KgrfAvDj1tqZzWh7Mci5Wv8TXIbyP8CVpuuCyz4fgNt/D1trj+Q+3wtXOmoPgFNwmdBzcIrlG3P/ftha+7eb2Y9SYIz5Nlx7X4aTN6+BS3h5FcC7t0qW+vUua9ZDKXKoEnEj70OgcrhbORO27oYLtlcMYLVu3xBcdl6l424k78fPwMUpbblELSKXRPF2uOzJ98JdgdcIR3L+CsDvWWu/VsYmJgHrR9bAlTwphL/BakWI/wbX3/vgyM42uGtynwXwaWvti4UeUEYk7R+stc8bY94K4N/BXdvYAHcd4Ifg5raiiGsOd6P4vfhZAJfg5vBBuLU7AWcRehbA56y1lRY28HU4T80DcCFHrXB9OAa3Jn9Pk16stWdzWc+/DuARAD8L5207DzfXn7DWfn8T2381+HM4OfM+uNsIzwF4CsDHrbWnytiupLjeZc16SCyHKhQ38j4EKoS7lc3yGhEREREREREREZEUMeY1IiIiIiIiIiJiyyCS14iIiIiIiIiIiC2DSF4jIiIiIiIiIiK2DCJ5jYiIiIiIiIiI2DKI5DUiIiIiIiIiImLLIJLXiIiIiIiIiIiILYNIXiMiIiIiIiIiIrYMInmNiIiIiIiIiIjYMojkNSIiIiIiIiIiYsvg/wMMZR+6YTLVMQAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 864x291.6 with 36 Axes>" ] @@ -220,8 +265,8 @@ "print(\"x_test : \", x_test.shape)\n", "print(\"y_test : \", y_test.shape)\n", "\n", - "ooo.plot_images(x_train, y_train, range(12), columns=6, x_size=2, y_size=2)\n", - "ooo.plot_images(x_train, y_train, range(36), columns=12, x_size=1, y_size=1)" + "pwk.plot_images(x_train, y_train, range(12), columns=6, x_size=2, y_size=2, save_as='01-dataset-medium')\n", + "pwk.plot_images(x_train, y_train, range(36), columns=12, x_size=1, y_size=1, save_as='01-dataset-small')" ] }, { @@ -236,7 +281,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -326,7 +371,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -351,60 +396,51 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Model: \"sequential\"\n", + "Model: \"sequential_1\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", - "conv2d (Conv2D) (None, 22, 22, 96) 960 \n", + "conv2d_2 (Conv2D) (None, 22, 22, 96) 960 \n", "_________________________________________________________________\n", - "max_pooling2d (MaxPooling2D) (None, 11, 11, 96) 0 \n", + "max_pooling2d_2 (MaxPooling2 (None, 11, 11, 96) 0 \n", "_________________________________________________________________\n", - "dropout (Dropout) (None, 11, 11, 96) 0 \n", + "dropout_3 (Dropout) (None, 11, 11, 96) 0 \n", "_________________________________________________________________\n", - "conv2d_1 (Conv2D) (None, 9, 9, 192) 166080 \n", + "conv2d_3 (Conv2D) (None, 9, 9, 192) 166080 \n", "_________________________________________________________________\n", - "max_pooling2d_1 (MaxPooling2 (None, 4, 4, 192) 0 \n", + "max_pooling2d_3 (MaxPooling2 (None, 4, 4, 192) 0 \n", "_________________________________________________________________\n", - "dropout_1 (Dropout) (None, 4, 4, 192) 0 \n", + "dropout_4 (Dropout) (None, 4, 4, 192) 0 \n", "_________________________________________________________________\n", - "flatten (Flatten) (None, 3072) 0 \n", + "flatten_1 (Flatten) (None, 3072) 0 \n", "_________________________________________________________________\n", - "dense (Dense) (None, 1500) 4609500 \n", + "dense_2 (Dense) (None, 1500) 4609500 \n", "_________________________________________________________________\n", - "dropout_2 (Dropout) (None, 1500) 0 \n", + "dropout_5 (Dropout) (None, 1500) 0 \n", "_________________________________________________________________\n", - "dense_1 (Dense) (None, 43) 64543 \n", + "dense_3 (Dense) (None, 43) 64543 \n", "=================================================================\n", "Total params: 4,841,083\n", "Trainable params: 4,841,083\n", "Non-trainable params: 0\n", - "_________________________________________________________________\n", - "Failed to import pydot. You must install pydot and graphviz for `pydotprint` to work.\n" + "_________________________________________________________________\n" ] - }, - { - "data": { - "text/plain": [ - "None" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ "model = get_model_v1(lx,ly,lz)\n", "\n", "model.summary()\n", - "img=keras.utils.plot_model( model, to_file='./run/model.png', show_shapes=True, show_layer_names=True, dpi=72)\n", - "display(img)\n", + "\n", + "# img=keras.utils.plot_model( model, to_file='./run/model.png', show_shapes=True, show_layer_names=True, dpi=72)\n", + "# display(img)\n", "\n", "model.compile(optimizer = 'adam',\n", " loss = 'sparse_categorical_crossentropy',\n", @@ -420,25 +456,38 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "Train on 39209 samples, validate on 12630 samples\n", "Epoch 1/5\n", - "613/613 [==============================] - 2s 4ms/step - loss: 1.2806 - accuracy: 0.6437 - val_loss: 0.4845 - val_accuracy: 0.8893\n", - "Epoch 2/5\n", - "613/613 [==============================] - 2s 4ms/step - loss: 0.2476 - accuracy: 0.9288 - val_loss: 0.3506 - val_accuracy: 0.9165\n", - "Epoch 3/5\n", - "613/613 [==============================] - 2s 4ms/step - loss: 0.1361 - accuracy: 0.9609 - val_loss: 0.3014 - val_accuracy: 0.9296\n", - "Epoch 4/5\n", - "613/613 [==============================] - 2s 3ms/step - loss: 0.0943 - accuracy: 0.9718 - val_loss: 0.2427 - val_accuracy: 0.9405\n", - "Epoch 5/5\n", - "613/613 [==============================] - 2s 3ms/step - loss: 0.0751 - accuracy: 0.9776 - val_loss: 0.2611 - val_accuracy: 0.9403\n", - "CPU times: user 14.7 s, sys: 1.62 s, total: 16.3 s\n", - "Wall time: 14.1 s\n" + "35968/39209 [==========================>...] - ETA: 3s - loss: 1.4260 - accuracy: 0.6061" + ] + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m<timed exec>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/fidle/lib/python3.7/site-packages/tensorflow_core/python/keras/engine/training.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, validation_freq, max_queue_size, workers, use_multiprocessing, **kwargs)\u001b[0m\n\u001b[1;32m 726\u001b[0m \u001b[0mmax_queue_size\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmax_queue_size\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 727\u001b[0m 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total_epochs)\u001b[0m\n\u001b[1;32m 121\u001b[0m step=step, mode=mode, size=current_batch_size) as batch_logs:\n\u001b[1;32m 122\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 123\u001b[0;31m \u001b[0mbatch_outs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mexecution_function\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0miterator\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 124\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mStopIteration\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mOutOfRangeError\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 125\u001b[0m \u001b[0;31m# TODO(kaftan): File bug about tf function and errors.OutOfRangeError?\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/fidle/lib/python3.7/site-packages/tensorflow_core/python/keras/engine/training_v2_utils.py\u001b[0m in \u001b[0;36mexecution_function\u001b[0;34m(input_fn)\u001b[0m\n\u001b[1;32m 84\u001b[0m \u001b[0;31m# `numpy` translates Tensors to values in Eager mode.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 85\u001b[0m return nest.map_structure(_non_none_constant_value,\n\u001b[0;32m---> 86\u001b[0;31m distributed_function(input_fn))\n\u001b[0m\u001b[1;32m 87\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 88\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mexecution_function\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/fidle/lib/python3.7/site-packages/tensorflow_core/python/eager/def_function.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwds)\u001b[0m\n\u001b[1;32m 455\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 456\u001b[0m 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**kwargs)\u001b[0m\n\u001b[1;32m 1821\u001b[0m \u001b[0;34m\"\"\"Calls a graph function specialized to the inputs.\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1822\u001b[0m \u001b[0mgraph_function\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwargs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_maybe_define_function\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1823\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mgraph_function\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_filtered_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# pylint: disable=protected-access\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 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\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_delayed_rewrite_functions\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mregister\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/fidle/lib/python3.7/site-packages/tensorflow_core/python/eager/function.py\u001b[0m in \u001b[0;36mcall\u001b[0;34m(self, ctx, args, cancellation_manager)\u001b[0m\n\u001b[1;32m 509\u001b[0m \u001b[0minputs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 510\u001b[0m \u001b[0mattrs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"executor_type\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexecutor_type\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"config_proto\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfig\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 511\u001b[0;31m ctx=ctx)\n\u001b[0m\u001b[1;32m 512\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 513\u001b[0m outputs = execute.execute_with_cancellation(\n", + "\u001b[0;32m~/anaconda3/envs/fidle/lib/python3.7/site-packages/tensorflow_core/python/eager/execute.py\u001b[0m in \u001b[0;36mquick_execute\u001b[0;34m(op_name, num_outputs, inputs, attrs, ctx, name)\u001b[0m\n\u001b[1;32m 59\u001b[0m tensors = pywrap_tensorflow.TFE_Py_Execute(ctx._handle, device_name,\n\u001b[1;32m 60\u001b[0m \u001b[0mop_name\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minputs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mattrs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 61\u001b[0;31m num_outputs)\n\u001b[0m\u001b[1;32m 62\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mcore\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_NotOkStatusException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 63\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mname\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " ] } ], @@ -449,7 +498,7 @@ "epochs = 5\n", "\n", "# ---- Shuffle train data\n", - "x_train,y_train=ooo.shuffle_np_dataset(x_train,y_train)\n", + "x_train,y_train=pwk.shuffle_np_dataset(x_train,y_train)\n", "\n", "# ---- Train\n", "history = model.fit( x_train, y_train,\n", diff --git a/IRIS/01-Simple-Perceptron.ipynb b/IRIS/01-Simple-Perceptron.ipynb index 99391cdbe065f020952dff9ea8f6da220b7861c6..420b60fbcd50accb6e3ffbe2965045fe23af2b7d 100644 --- a/IRIS/01-Simple-Perceptron.ipynb +++ b/IRIS/01-Simple-Perceptron.ipynb @@ -71,6 +71,12 @@ " margin-bottom:0;\n", "}\n", "\n", + "div .comment{\n", + " font-size:0.8em;\n", + " color:#696969;\n", + "}\n", + "\n", + "\n", "\n", "</style>\n", "\n" @@ -82,19 +88,31 @@ "metadata": {}, "output_type": "display_data" }, + { + "data": { + "text/markdown": [ + "**FIDLE 2020 - Practical Work Module**" + ], + "text/plain": [ + "<IPython.core.display.Markdown object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "name": "stdout", "output_type": "stream", "text": [ - "\n", - "FIDLE 2020 - Practical Work Module\n", "Version : 0.6.1 DEV\n", "Notebook id : PER57\n", - "Run time : Tuesday 15 December 2020, 21:49:41\n", + "Run time : Wednesday 16 December 2020, 21:01:59\n", "TensorFlow version : 2.0.0\n", "Keras version : 2.2.4-tf\n", - "Datasets dir : /home/pjluc/datasets/fidle\n", - "Update keras cache : False\n" + "Datasets dir : ~/datasets/fidle\n", + "Update keras cache : False\n", + "Save figs : True\n", + "Path figs : ./run/figs\n" ] } ], @@ -102,7 +120,7 @@ "import numpy as np\n", "from sklearn.datasets import load_iris\n", "from sklearn.linear_model import Perceptron\n", - "\n", + "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import matplotlib\n", "\n", @@ -118,7 +136,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Step 2 - IRIS Data Recovery\n", + "## Step 2 - Prepare IRIS Dataset\n", "\n", "Retrieve a dataset : http://scikit-learn.org/stable/modules/classes.html#module-sklearn.datasets \n", "About the datesets : http://scikit-learn.org/stable/datasets/index.html \n", @@ -130,7 +148,9 @@ "- 3 : petal width in cm \n", "\n", "Class (y) :\n", - "- 0 : class 0=Iris-Setosa, 1=Iris-Versicolour, 2=Iris-Virginica\n" + "- 0 : class 0=Iris-Setosa, 1=Iris-Versicolour, 2=Iris-Virginica\n", + "\n", + "### 2.1 - Get dataset" ] }, { @@ -138,44 +158,146 @@ "execution_count": 2, "metadata": {}, "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Length (x1)</th>\n", + " <th>Width (x2)</th>\n", + " <th>Setosa {0,1} (y)</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>1.4</td>\n", + " <td>0.2</td>\n", + " <td>1</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>1.4</td>\n", + " <td>0.2</td>\n", + " <td>1</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>1.3</td>\n", + " <td>0.2</td>\n", + " <td>1</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>1.5</td>\n", + " <td>0.2</td>\n", + " <td>1</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>1.4</td>\n", + " <td>0.2</td>\n", + " <td>1</td>\n", + " </tr>\n", + " <tr>\n", + " <th>...</th>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>145</th>\n", + " <td>5.2</td>\n", + " <td>2.3</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>146</th>\n", + " <td>5.0</td>\n", + " <td>1.9</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>147</th>\n", + " <td>5.2</td>\n", + " <td>2.0</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>148</th>\n", + " <td>5.4</td>\n", + " <td>2.3</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>149</th>\n", + " <td>5.1</td>\n", + " <td>1.8</td>\n", + " <td>0</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "<p>150 rows × 3 columns</p>\n", + "</div>" + ], + "text/plain": [ + " Length (x1) Width (x2) Setosa {0,1} (y)\n", + "0 1.4 0.2 1\n", + "1 1.4 0.2 1\n", + "2 1.3 0.2 1\n", + "3 1.5 0.2 1\n", + "4 1.4 0.2 1\n", + ".. ... ... ...\n", + "145 5.2 2.3 0\n", + "146 5.0 1.9 0\n", + "147 5.2 2.0 0\n", + "148 5.4 2.3 0\n", + "149 5.1 1.8 0\n", + "\n", + "[150 rows x 3 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "name": "stdout", "output_type": "stream", "text": [ - "Examples :\n", - "Length Width Iris Setosa (0/1)\n", - " x1 x2 y\n", - " 1.4 1.4 1\n", - " 1.6 1.6 1\n", - " 1.4 1.4 1\n", - " 1.5 1.5 1\n", - " 1.4 1.4 1\n", - " 4.7 4.7 0\n", - " 4.5 4.5 0\n", - " 4.9 4.9 0\n", - " 4.0 4.0 0\n", - " 4.6 4.6 0\n", - "\n", - "X shape : (150, 2)\n", + "x shape : (150, 2)\n", "y shape : (150,)\n" ] } ], "source": [ - "X0,y0 = load_iris(return_X_y=True)\n", + "x0,y0 = load_iris(return_X_y=True)\n", "\n", - "X = X0[:, (2,3)] # We only keep fields 2 and 3\n", + "x = x0[:, (2,3)] # We only keep fields 2 and 3\n", "y = y0.copy()\n", "\n", "y[ y0==0 ] = 1 # 1 = Iris setosa\n", "y[ y0>=1 ] = 0 # 0 = not iris setosa\n", "\n", - "print('Examples :')\n", - "print('Length Width Iris Setosa (0/1)')\n", - "print(' x1 x2 y')\n", - "for i in range(45,55):\n", - " print(f\" {X[i][0]:3.1f} {X[i][0]:3.1f} {y[i]}\")\n", - "print(f'\\nX shape : {X.shape}')\n", + "df=pd.DataFrame.from_dict({'Length (x1)':x[:,0], 'Width (x2)':x[:,1], 'Setosa {0,1} (y)':y})\n", + "display(df)\n", + "\n", + "print(f'x shape : {x.shape}')\n", "print(f'y shape : {y.shape}')" ] }, @@ -183,7 +305,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Step 3 - Get a perceptron" + "### 2.2 - Train and test sets" ] }, { @@ -191,20 +313,86 @@ "execution_count": 3, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "x_train shape : (120, 2)\n", + "y_train shape : (120,)\n", + "x_test shape : (30, 2)\n", + "y_test shape : (30,)\n" + ] + } + ], + "source": [ + "x,y = pwk.shuffle_np_dataset(x, y)\n", + " \n", + "n=int(len(x)*0.8)\n", + "x_train = x[:n]\n", + "y_train = y[:n]\n", + "x_test = x[n:]\n", + "y_test = y[n:]\n", + "\n", + "print(f'x_train shape : {x_train.shape}')\n", + "print(f'y_train shape : {y_train.shape}')\n", + "print(f'x_test shape : {x_test.shape}')\n", + "print(f'y_test shape : {y_test.shape}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 3 - Get a perceptron, and train it" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-- Epoch 1\n", + "Norm: 1.56, NNZs: 2, Bias: 3.000000, T: 120, Avg. loss: 0.176917\n", + "Total training time: 0.00 seconds.\n", + "-- Epoch 2\n", + "Norm: 1.56, NNZs: 2, Bias: 3.000000, T: 240, Avg. loss: 0.000000\n", + "Total training time: 0.00 seconds.\n", + "-- Epoch 3\n", + "Norm: 1.56, NNZs: 2, Bias: 3.000000, T: 360, Avg. loss: 0.000000\n", + "Total training time: 0.00 seconds.\n", + "-- Epoch 4\n", + "Norm: 1.56, NNZs: 2, Bias: 3.000000, T: 480, Avg. loss: 0.000000\n", + "Total training time: 0.00 seconds.\n", + "-- Epoch 5\n", + "Norm: 1.56, NNZs: 2, Bias: 3.000000, T: 600, Avg. loss: 0.000000\n", + "Total training time: 0.00 seconds.\n", + "-- Epoch 6\n", + "Norm: 1.56, NNZs: 2, Bias: 3.000000, T: 720, Avg. loss: 0.000000\n", + "Total training time: 0.00 seconds.\n", + "-- Epoch 7\n", + "Norm: 1.56, NNZs: 2, Bias: 3.000000, T: 840, Avg. loss: 0.000000\n", + "Total training time: 0.00 seconds.\n", + "Convergence after 7 epochs took 0.00 seconds\n" + ] + }, { "data": { "text/plain": [ - "Perceptron(max_iter=100, random_state=82, tol=0.01)" + "Perceptron(max_iter=100, random_state=82, tol=0.01, verbose=1)" ] }, - "execution_count": 3, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "pct = Perceptron(max_iter=100, random_state=82, tol=0.01)\n", - "pct.fit(X, y)" + "pct = Perceptron(max_iter=100, random_state=82, tol=0.01, verbose=1)\n", + "pct.fit(x_train, y_train)" ] }, { @@ -216,25 +404,174 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 13, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "Petal : length=2.0, width=2.0 => is setosa : 1\n", - "Petal : length=5.0, width=5.0 => is setosa : 0\n" - ] + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Length (x1)</th>\n", + " <th>Width (x2)</th>\n", + " <th>y_test</th>\n", + " <th>y_pred</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>1.2</td>\n", + " <td>0.2</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>5.6</td>\n", + " <td>2.4</td>\n", + " <td>0</td>\n", + " 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<td>1</td>\n", + " <td>1</td>\n", + " </tr>\n", + " <tr>\n", + " <th>10</th>\n", + " <td>5.1</td>\n", + " <td>1.6</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>11</th>\n", + " <td>3.3</td>\n", + " <td>1.0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>12</th>\n", + " <td>5.8</td>\n", + " <td>2.2</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>13</th>\n", + " <td>4.8</td>\n", + " <td>1.8</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>14</th>\n", + " <td>4.7</td>\n", + " <td>1.6</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Length (x1) Width (x2) y_test y_pred\n", + "0 1.2 0.2 1 1\n", + "1 5.6 2.4 0 0\n", + "2 4.3 1.3 0 0\n", + "3 4.3 1.3 0 0\n", + "4 5.2 2.0 0 0\n", + "5 5.1 2.0 0 0\n", + "6 4.0 1.2 0 0\n", + "7 1.5 0.4 1 1\n", + "8 4.5 1.5 0 0\n", + "9 1.5 0.4 1 1\n", + "10 5.1 1.6 0 0\n", + "11 3.3 1.0 0 0\n", + "12 5.8 2.2 0 0\n", + "13 4.8 1.8 0 0\n", + "14 4.7 1.6 0 0" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "X_pred = np.array( [ [2.0, 0.5], [5.0, 1.5] ] )\n", - "\n", - "y_pred = pct.predict(X_pred) \n", + "y_pred = pct.predict(x_test) \n", "\n", - "for i,x in enumerate(X_pred):\n", - " print(f'Petal : length={x[0]}, width={x[0]} => is setosa : {y_pred[i]}')\n" + "df=pd.DataFrame.from_dict({'Length (x1)':x_test[:,0], 'Width (x2)':x_test[:,1], 'y_test':y_test, 'y_pred':y_pred})\n", + "display(df[:15])" ] }, { @@ -246,12 +583,24 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 720x432 with 1 Axes>" ] @@ -263,38 +612,46 @@ } ], "source": [ - "a = -pct.coef_[0][0] / pct.coef_[0][1]\n", - "b = -pct.intercept_ / pct.coef_[0][1]\n", - "box=[X.min(axis=0)[0],X.max(axis=0)[0],X.min(axis=0)[1],X.max(axis=0)[1]]\n", - "mx=(box[1]-box[0])/20\n", - "my=(box[3]-box[2])/20\n", - "box=[box[0]-mx,box[1]+mx,box[2]-my,box[3]+my]\n", - "\n", - "fig, axs = plt.subplots(1, 1)\n", - "fig.set_size_inches(10,6)\n", - "axs.plot(X[y==1, 0], X[y==1, 1], \"o\", label=\"Iris-Setosa\")\n", - "axs.plot(X[y==0, 0], X[y==0, 1], \"o\", label=\"Autres\")\n", - "axs.plot([box[0], box[1]], [a*box[0]+b, a*box[1]+b], \"k--\", linewidth=2)\n", - "axs.set_xlabel(\"Petal length (cm)\", labelpad=15) #, fontsize=14)\n", - "axs.set_ylabel(\"Petal width (cm)\", labelpad=15) #, fontsize=14)\n", - "axs.legend(loc=\"lower right\", fontsize=14)\n", - "axs.set_xlim(box[0],box[1])\n", - "axs.set_ylim(box[2],box[3])\n", + "def plot_perceptron(x_train,y_train,x_test,y_test):\n", + " a = -pct.coef_[0][0] / pct.coef_[0][1]\n", + " b = -pct.intercept_ / pct.coef_[0][1]\n", + " box=[x.min(axis=0)[0],x.max(axis=0)[0],x.min(axis=0)[1],x.max(axis=0)[1]]\n", + " mx=(box[1]-box[0])/20\n", + " my=(box[3]-box[2])/20\n", + " box=[box[0]-mx,box[1]+mx,box[2]-my,box[3]+my]\n", "\n", - "plt.show()" + " fig, axs = plt.subplots(1, 1)\n", + " fig.set_size_inches(10,6)\n", + " \n", + " axs.plot(x_train[y_train==1, 0], x_train[y_train==1, 1], \"o\", color='tomato', label=\"Iris-Setosa\")\n", + " axs.plot(x_train[y_train==0, 0], x_train[y_train==0, 1], \"o\", color='steelblue',label=\"Autres\")\n", + " \n", + " axs.plot(x_test[y_pred==1, 0], x_test[y_pred==1, 1], \"o\", color='lightsalmon', label=\"Iris-Setosa (pred)\")\n", + " axs.plot(x_test[y_pred==0, 0], x_test[y_pred==0, 1], \"o\", color='lightblue', label=\"Autres (pred)\")\n", + " \n", + " axs.plot([box[0], box[1]], [a*box[0]+b, a*box[1]+b], \"k--\", linewidth=2)\n", + " axs.set_xlabel(\"Petal length (cm)\", labelpad=15) #, fontsize=14)\n", + " axs.set_ylabel(\"Petal width (cm)\", labelpad=15) #, fontsize=14)\n", + " axs.legend(loc=\"lower right\", fontsize=14)\n", + " axs.set_xlim(box[0],box[1])\n", + " axs.set_ylim(box[2],box[3])\n", + " pwk.save_fig('01-perceptron-iris')\n", + " plt.show()\n", + " \n", + "plot_perceptron(x_train,y_train, x_test,y_test)" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "End time is : Tuesday 15 December 2020, 21:49:41\n", - "Duration is : 00:00:00 203ms\n", + "End time is : Wednesday 16 December 2020, 21:02:00\n", + "Duration is : 00:00:01 537ms\n", "This notebook ends here\n" ] } diff --git a/LinearReg/01-Linear-Regression.ipynb b/LinearReg/01-Linear-Regression.ipynb index 4adb02163c5c532b49a4f22fdccce9323d393594..19e8beed1e9285fa459f0a2bbbcb94f16ba73675 100644 --- a/LinearReg/01-Linear-Regression.ipynb +++ b/LinearReg/01-Linear-Regression.ipynb @@ -74,6 +74,12 @@ " margin-bottom:0;\n", "}\n", "\n", + "div .comment{\n", + " font-size:0.8em;\n", + " color:#696969;\n", + "}\n", + "\n", + "\n", "\n", "</style>\n", "\n" @@ -85,19 +91,31 @@ "metadata": {}, "output_type": "display_data" }, + { + "data": { + "text/markdown": [ + "**FIDLE 2020 - Practical Work Module**" + ], + "text/plain": [ + "<IPython.core.display.Markdown object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "name": "stdout", "output_type": "stream", "text": [ - "\n", - "FIDLE 2020 - Practical Work Module\n", "Version : 0.6.1 DEV\n", "Notebook id : LINR1\n", - "Run time : Tuesday 15 December 2020, 14:04:04\n", + "Run time : Wednesday 16 December 2020, 16:30:42\n", "TensorFlow version : 2.0.0\n", "Keras version : 2.2.4-tf\n", - "Datasets dir : /home/pjluc/datasets/fidle\n", - "Update keras cache : False\n" + "Datasets dir : ~/datasets/fidle\n", + "Update keras cache : False\n", + "Save figs : True\n", + "Path figs : ./run/figs\n" ] } ], @@ -168,7 +186,19 @@ "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ "<Figure size 864x432 with 1 Axes>" ] @@ -187,6 +217,7 @@ "ax.tick_params(axis='both', which='both', bottom=False, left=False, labelbottom=False, labelleft=False)\n", "ax.set_xlabel('x axis')\n", "ax.set_ylabel('y axis')\n", + "pwk.save_fig('01-set_of_points')\n", "plt.show()" ] }, @@ -223,8 +254,8 @@ " [2]] \n", "\n", "theta hat :\n", - " [[4.04203785]\n", - " [1.95660345]]\n" + " [[3.94371605]\n", + " [1.85594304]]\n" ] } ], @@ -248,7 +279,19 @@ "outputs": [ { "data": { - "image/png": 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FHG4eoYHfMzdfLx9skRuOWh7y+erXrO6FA0fKld+BY7B2fdVLmt1Ss9z33+6nYkoXw7AUU3Goytp7qqQ4kZvi5IUbzMxFPbLTs3lOXrjR8paeZX3PFApw+dzCft+rl2t/sI1bKmb7DkXHG6+q75/1ZrfULOf9x+XGRulhGJZiKg5VWXtPlRRjl2+9EYTnzcwVyF251dIwvKTvmYczcOZUOfjmRuD+3drvfPe+UsV3MKr+bt+1oOVhJWtuZktNve8/Dk/FlC6GYSmm4lKVTWPvqZKnUCwu+vJ8YfGXN9Obvmdu36wIvsNwNgf5uervZFUPHHyqXPkdGIT1G5q+9jiIw1MxpYthWIopq7JajL2Ui+t+TIU0093d2oUUi3DlAoy9WtroNgKTF2tft2FTxUa3QdiXhZ7VzV9vDMXhqZjSxTAsxZhVWVWyl/LxDu/aRN8jAaqvJ0N2Z5MD1OxDODNWPtVt/CTcvV37up17y72+2UHo39OQlodOEJenYkoPw7Biw4pXuvj1rp+9lI/XsgB151ZU7R0rtT2cHYO52erXrOqB/YfLxxkPDEaVYC3Kp2JqNcOwYsGKV7r49V4eeykfrykBqliMWhxyI5ArtT1cuVD7uvUbo7Fm2aej8HvgcGpbHpbLp2JqJcOwYsGKV7r49V4eeymrW3GAmn0I53JR6B0rnep251bt6/r3lCc8ZIeiFghbHqTEMAwrFqx4pYtf7+VpditAHFpXWrqGu3eiwDs/6eH0a7VbHjKrYH82Cr2HS1MeNm5uzvoktYRhWLFgxStd/HovTzN7KePQutLUNRSLMHW5tMmtFIAvnat93dr15QkP2aHohLfVvStbi6RYMQwrFtw9nC5+vZevWb2UcWhdaega5ubg3Hi51zc3Ardv1L5u+66FI8527YNWj2eT1FKGYcWCu4fTxa93/MShdWVFa7h/NxprNlYacXbmVHTSWzWZTDTP940jjQdh09YV/ikkJY1hWLHh7uF08esdL3FoXVnyGopFuDZZnu2bG4FLZ6OXV7NmXWnKQyn4HnwKevua8CeRlCSGYUlSLFpXHruGg9uiSm9upHyy263rtd/hE/2lKQ+lEWe79yey5SEOGxulTtZVrHUn3QRBEBQBwjBs+ceWJC1uPnS1s3UlXyjyF8NnuTv8dQ7fu8ieG2fomhit3fLQ3Q1PDixsedjyRGsW3URx2NgodYjHfsNYGZYkAW1sXXl96o2Wh0xuhOMXTtdueehbCwNHK1oejkLfmtast4XisLGxHayGq5UMw5Kk1snn4eLp8nHGuWG4ca32dVt3LBxxtvcAdGeavtx2i8PGxlazGq5WW3EYDoLgCeBtwH3gD8IwzNe4RJKUFtP3YWK0HH4nRmHmQfVrurph78HSiW6l8Lt1e2vWGzNx2NjYammthqt9lhyGgyD4h8CPAX8jDMPrpZd9K/D/AvOzaL4aBME7wjC81+iFSpIS4PrVcsU3NwznT0OxUP2a3j44NN/yMASHnoomPygWGxtbLY3VcLVXPZXh9wDF+SBc8kvAFuC3gH7gbwL/APjlhq1QkhRPhTxcPFsebzY2DNenal+35YnSlIdS5XfvoWjmr94kjTO501gNV3vVE4YPA783/5tSe8R3Ar8RhuFPll72MvB+DMOS1HlmpqM2h/nwO3ESHtyvfk1XF+w5EFV858Pv1h3Ry1ugEzZipW0mdxqr4a3UCd8TjVZPGN4GVN7y/9XSr79T8bI/IWqlkCQl3c3Xy8E3Nxwdb1yo0fKwurfU8lDq9T10DNa2p+XBjVjJlMZqeKv4PbG4esLwdaByaON3AgXgyxUvKwKxP87HuyJJekShAJfPlY8zzo3AtSu1r9u0deFs3ycHYFU8BhW5ESu50lYNbxW/JxZXz0+sk8D3BkHwj4A8UQ/xiTAMb1e8zQFgCT8928e7Ikkiank4c6piysNJuH+39nW79y+c8vDEzpa1PNTLjVjSQn5PLK6eMPwvgM8DF4A5YC3wwflXBkGQAb6dhZXi2PGuSFIq3brxSMtDLpr5W03Pajj4VLnqO3AM1m1ozXobwI1Y0kJ+TyxuyWE4DMPfDYLgHwA/UXrRi2EY/nbFm7yTqEXiPzVwfQ3nXZGkjlcowJXz5eA7NgxXL9e+bsPmKPQeLo042zcAq3qavtxmcSPW4mwVTK9a3xNp/bvRVax15GUTBEFQBAjDsOUf+6VTk3zsc68suCvq68nwoR94xjAsKZlmH8LpU+XK7/gI3LtT+7pd+yr6fYdgx67Ytjws1/w/7m7EitgqqMd9T6Tg78Zj/xDx2OXQQlYKJCXenZsVB1uMwJkxyM9Vv2ZVDxw8AgND5WON13f+o1E3Yi1kq6Ae9z2R5r8bjw3DQRDsK/3vxTAM8xW/rykMw3MrXlmTOLJFUqIUizB5obzRLTcMkxdrX7d+Uzn0ZodgfzbqAVaqLdYqOD2b54+HL6Xu0bgWSnMbabXK8BmiUWnHgFMVv6+lWOP9tp2VAkmxNfsQzuai8Ds+DLmTcPdW7ev695R7fbOD0L+341oetHKLbaDq6oI/Hb3C7FyhEx+Na4nSvLmuWmj9JFGwvfXI7yVJjXL3dkXLw3DU8jA3W/2aVT1RpXe+1zd7LNr8JtXwaKvgqkw3+UKBh3PRYSppejSuhdLcRpq6DXSSmiutu5GXpFiEqUvlXt+x4WjqQy3rNsDAYHm+74Ejtjxo2So3UJ27dpcvvnppQaWrC/jA24/w/rcdbtcS1SYdvuHUDXSSmi8Fu5HrMzcbtTxUbna7c7P2dTt2L5zysHMvdHc3fblKh8pWwZdOTfLnr02m8tG43iytbaRLDsNBELwtDMM/WcLb/UwYhv9iZcuSlERJ2Y3ctOr1vTvRWLNc6b/Tr0U9wNVkMrD/cFT5nQ/Am7asfC3SEqT50Xgn8wldfeqpDP9REAQfCcPwnyz2yiAItgCfAP4W0Wl1klImCbuRG1a9Lhbh2pXSlIdS1ffS2drXrV0fneSWrWh56O1b/h9IWgEnLHUen9DVr54wnAM+EgTB24EfDsPwyvwrgiB4K/Bp4Engdxq6QkmJkYTdyMuuXs/NkT+X4/xLX6E7N8LO10+z+t4Spjw8sbPc65sdig66sOVBMZLWR+OdKilP6OKknjD8rcC/BH4EeCUIgg+EYfj/BUHwIeAjQB74qdBdcVJqJeGR65Kr1/fvwcTJN44zLp5+jczDGQ5Ue+fd3dERxtmnyzN+N29rxh9DkhaVhCd0cbPkMByG4X3gR4Mg+EPg14D/GATBCDBENIf4PWEYfr05y5SUBEl45Lpo9XpVN8f6ZuClPypNeXg1anmomLaz2J/gXvdqZvc/xeZveiaq+h58ypYHSW2VhCd0cVP3NIkwDD8ZBMEG4OPA08BV4DvCMLza6MVJSp64P3I9nt3B4O4NzEzkOHzvIm+ZvcxbHl5h06/fqXntZGYDw727GO7bzXDvLs71bOWHv+OoI6gkxUYSntDFTV1hOAiCbuCjwAeBu8DXgbcCXwyC4L1hGH6j8UuUpBV6cA8mRiE3QiY3zAsTo3TNTFe9pEAXE73bGV69k9fW7uX6zgFO3ltYbemz2iIpZpLwhC5u6hmt9iTRJrm3An9J1BZxqqJn+OUgCP5He4Yltd31q1Grw/yIswunoVh449WL/pPQu6Y05WGQkb7d/OJX73Ijnym/+m43u7eu5fKN+x1RbXH0ktS54v6ELm7qqQx/DdhCtInu58IwnAEIw/BjQRD8MVFQ/ngQBO8Mw/AHGr5SSVpMIQ8XzpSPM86NRGG4li1PlKY8lCY97DkYzfwFXvnSGDfzpxa8+cO5At9+bCfZnZsSX21x9JIkldUThruBd4dh+LlHXxGG4ZeDIPgm4LeAdzVqcWofq0aKrekHcHq0fJzxxChM369+TVc37D1YnvCQHYJtj6/oPm4DSnbnpo6otjh6SZLK6gnDz4RheOZxrwzD8Cbw/UEQ/NRKF6X2smqUXrG8CbpxrXyc8dgwXJiAQqH6Nb19cPBoeb7voaOwZt2SP+RyNqDE8nP3GI5ekqSyekarnVni2/3qslejWLBqlE6xuAkq5OHi2XL4HR+Ba5O1r9u8rVzxzQ7Bk4feaHlYjno3oMTic1cHRy9JUlndo9XU+awapVNbboJmpuH0a+Ve3/GT0eSHarq6YPf+cq/v4SHY1h+9vCRfKHLi1OSKqrT1bEBJ2g2ko5ckqaze0WpdwLuB7wH2AL2LvFkxDMPvbsDa1CZWjdKpJTdBN18vT3jIDcP5ccjnq1+zujc6zGK+8jtwDNauf+ybt6NKm7QbSEcvSVJZPaPVeoHfB95ONJmoyMIJRcWKlyvBrBqlU8NvggoFuHyuHHxzI3D1cu3rNm6Jqr0DpfC7bwBWLf2+vR1V2iTeQDp6SZIi9VSGPwh8F9GhG/8H0clzvwD8a6KA/L8BXwZ+pKErVMtZNUqnFd8EPZyBM6fKG93GT8L9u7Wv272v3OubHYTtuxa0PNSrHVVabyAlKbnqCcM/CPxFGIb/GCAIAgDCMLwCfCYIgq8QzSL+WeCXG7pKtVy1qlGSds1r6eq+Cbp9s1zxzQ3D2Rzk56p/kJ7VcOBIxZSHQVi/oaF/jnZUab2BlKTkqicMDwD/puL3RaBn/jdhGE4EQfB7wI9hGO5YSds1r/o89iaoWITL5ys2uo3A5MXa73DDJsgOURgYZKRvF98obuXgnq1NDYrtqtLadiBJyVRPGJ4Fpit+fwfY/sjbnAW+b6WLUntVq/wmbde8lmn2IZwZK5/qNn4S7t6ufd3OJ8sb3Q4PwY7d5ItU3EDdpLfnbFNvoKzSSpLqUU8YvkA0QWLeKeCvPPI2zwDXV7ootU+tym/Sds1rie7ciqq9Y6XK79kxmJutfs2qHjhwuNzrOzAYVYIfcWJssuU3UFZpJUlLVU8Y/jPgnRW//zzwT4Ig+E3gc0Sb6N4JfKpRi1Pr1ar8JnHXvB5RLEYtDrkRyL0a/XrlQu3r1m8shd5S+D1wOOoBrsEbKElSnNUThj8FPBkEwYHSaXS/ArwL+HGiPuEuIAf8fGOXqFaqFVzcNZ9Asw/hXC4KvWOlU93u3Kp9Xf+ectU3OwQ79y5ryoM3UJKkOKvnOOYvAl+s+P39IAj+KlEgzgJngC+EYXi/sUtUK9UKLvZjJsDdO1Hgne/3PX2qdstDZhXsz5amPJRm/G7c3JDltOsGyqknkpbCnxXqKhZbf0ZGEARFgDAMW/6xVZ3TIhKmWISpy6VNbqUAfOlc7evWri9XfLNDUcvD6sUOlGyM+X9sWnUD5d9jSUvhz4pUeewXtK7jmNX5rPzG3NwsnBuvmO87Ardv1L5u+67yhIfsYDT1obu7+estafWGNqeeKM2sdC5do39W+LlPJsOw3sSd+DFy/2401mys1PJw5lR00ls1mQzsy1ZUfgdh09bWrDcm3LSntLLSWZ9G/qzwc59chmEpLopFuDZZ7vXNjcCls9HLq1mzLurxzZb+O/gU9Pa1Zs0x5aY9pZVPRerTyJ8Vfu6TyzCsWErFo6Z8Hs6Pl6Y8lEac3VrCmO4n+su9vtlB2L2/pS0PSeDUE6WVT0Xq08ifFX7uk8swrNjp2EdN9+/BxMlSr+8wTIzWbnno7oYnB8q9vtkh2LytNetNMHvf1Upxunn3qUh9Gvmzws99chmGFTsd86jp9amFLQ8XTtdueehbCwNHy5Xfg09B35rWrLfD2PuuVojbzbtPRerXqJ8Vfu6Ta8lhOAiCHWEYTjVzMRIk9FFTPg8XT5ePM84Nw41rta/buqPc63v4adizH7ozzV+vpIaI2827T0Xax899ctVTGT4fBMHngV8Pw/CPmrQeKRmPmqbvR20O8+F3YhRmHlS/pqsbnjy48FS3rdtbs15JTRHHm/d2PxWJU9tIq7X7c6/lqScMnwJ+EHh3EATjwK8DnwjD8PWmrEypFctHTdevliu+uWE4fxqKherX9K6BQ0fLwXfgaNQGsYg0/+PRifx6pkcibt5bKG5tI9JS1HUCXRAEbwV+gigUrwFmgM8RVYu/VMf78QQ6VdXqE8sWKOTh4tlyr+/YMFxfQofQlicqqr6DsPdQNPO3Bv/x6Cx+PdPFr/dCL52a5GOfe2XBzUFfT4YP/cAzVkvVbo05gS4Mwy8DXw6C4GeADxAF4/cB7w2C4BTwr4BPhmG4hCOxOpdVoZVr6aOmmemozWE+/E6chAf3q1/T1QV7DpSmPJQC8NYd0cvrFLeeQ62MX89kq/fnt32iC8WxbUSqZVnTJMIwvAV8HPh4qVr894EfAv458LEgCP4t8KthGH61YStNCKsECXDz9YrjjIej440LNVoeVveWWh5KwffQMVi7riHL8R+PzuLXM7mW+/PbPtEy20aURI0YrfY6cAOYJmqdWE1UNf6RIAi+APzdMAyXcJJAZ7AqFDOFAlw+Vz7OODcC167UvOz+mo082PcUW77pGbqPPB21PKxqziRC//HoLH49k8uf3ysXyz0fUg3L+tc9CIIe4O8APwl8B1Efxingo8AngG8G/ifg+4BfI2qlSAWrQm02Mw1nTlVMeTgJ9+9Wv6arC3bvpzAwyL+d6uUPH2zmfHEdvflVHJ3czAvvPNzUqr7/eHQWv57J5c/vlbNtRElUVxgOgiBL1Cf8Y8A2IA98HgjDMPzDijf9IvDFIAj+PfDXG7HQpLAq1GK3biw82OJcLpr5W83qXjhwpNzyMHAM1m3gK6cm+fTnXmGaPHS1rirkPx6dxa9ncvnzuzFsG1HS1HPoxh8A30VUBb5EVAX+12EYXqpy2X8Fvn9FK0yYVlaFUrdRr1CAK+fLvb5jw3D1cu3rNm4pT3jIDsG+AVjV86Y3a2dVyH88Ootfz2Syqi+lUz2V4XcA/wUIgc+HYVij/AbAF4iCc2ospSrUiBCbio16sw/h9Kly1Xd8BO7dqX3drn3RlIeBUvjdsWtJUx6sCknpZlVfSqd6wvCxMAxfq+edh2H4KvBqfUtKvmpVoUaF2I7c6HHnZsXBFiNwZgzyc9WvWdUDB4/AwFApAB+D9csLr1aFJFnVl9JnyWG43iCsxTUqxCZ+o0exCJMXyhvdcsMwebH2des3lVseDg/Bviz0rG7IkqwKSYtLXUuWpFRpzqwoPVajQmziHunPPoSzuSj8jg9D7iTcvVX7up17y72+2SHo37Osgy2WyqqQtFAqWrIkpZphuMUaFWJj/0j/7u2KlofhqOVhbrb6Nat6YP/hivB7DDZsbslyJS2uI1uyJKmCYbjFGhViY/VIv1iEqUvlXt+x4WjqQy3rNlQE38Fo3FmDWh4kNUbiW7IkqQbDcIs1MsS27ZH+3GzU8lC52e3OzdrX7dhdDr7ZoagForu76cuVtHyJa8mSpDoZhtsgcX2p9+5EY81ypf9Ovxb1AFeTWQX7sxUHWwzCpi2tWa+khol9S5YkrZBhWAsVi3DtSmnKQ6nqe+ls7evWro/Gmh0ubXQ7cCQ66U1SosWqJUuSmsAwnHZzc3B+vDTlodT2cOtG7eu271p4qtuufbY8SB0qcU+zJKkOhuG0uX8PJk6WjzM+/Ro8nKl+TSYDTw5U9PsOwuZtrVmvJElSExmGO1mxCK9Plnt9x16NWh6KxerXrVlbOsq4VPU9+BT09rVmzZIkSS1kGO4k+Tycnyj3+uaG4ebrta/btqN8qEV2EPbsh+5M89crSZLUZobhJHtwDyZGy8F3YhRmpqtf09UNTx4qb3TLDsKWJ1qzXkmSpJgxDCfJ9atRq8N828OF01AsVL+mby0cOloKv4Nw8Cj0rWnNeiVJkmLOMBxXhTxcOFM+zjg3EoXhWrZurzjVbQj2HrDlQZIk6TEMw3Ex/QBOj5aPM54Yhen71a/p6oa9BxeOONvmIPxOlC8UOZGbYvzKbQZ2OudVkqRGMQy3UGWgObpujmfyU3SPl8LvhQko1Gh56O2LWh7me30PHYU161qzeLVNvlDkwy++/KYTwF54/lkDsSRJK2QYboVCnvyFs/zup3+PLZfHeeeDi/Tn79S+bvO2itm+Q9HGt4wtD2lzIjfF6MWbTM/mAZiezTN68SYnclNNOQTBKrRayb9vktrNMNwMM9PRYRbzvb7jJ8k8uMf3V7umqwt274fDT5fbHrb1Ry9Xqo1fuc1MKQjPm5nNMzF5u+Fh2Cq0Wsm/b5LiwDDcCDdfL094yA1Hxxvn81Uvme5axWur+8kceZqnv/ttUcvD2vUtWrCSZGDnRnp7Mm9UhgF6ezIc6t/Y8I/V6iq00s2/b5LiwDBcr0IBLp8rB9/cCFy9XPOyh+s28VW28/XVOxnu3c346ifoWb2aD/2NZ8Af+h2hWY97j2d3cHTP5jdVz45nG79ZspVVaMm/b5LiwDBcy8MZOHMqCr5jwzB+Eu7frX3d7v3lXt/DQ2S29vMfPvWVlgSaTpKUfsJmPu7NdHfxwvPPciI3xcTkbQ71N+/z0MoqtOTfN0lxYBh+1O2bC48zPpuD/Fz1a3pWw8Gnyr2+hwZh/YYFb5KBlgWaTpGkfsJmP+7NdHfx3JH+plfLWlmFlvz7JikO0h2Gi0W4fL5io9sITF6sfd2GTeVDLbKDsD8Lq3pqXtaqQNMpktRP2CmPe1tZhZb8+yYpDtIVhmcflloeSlXf8ZNw93bt63Y+WT7OODsEO3Y75aEFkhQwO+lxrzdtaiX/vklqt/SE4ft34efeB3Oz1d9uVQ8cOAzZihFn65MXaDpBkgKmj3slSUqm9IThteth63aYurTw5es3RoF3INroxv5s1AOstktSwPRxryRJyZSeMAxRi0NXV7nX9/AQ9O+15SGmkhYwfdwrSVLypCsM/+jPepxxwhgwJUlSM3W3ewEtZRCWJElShXSFYUmSJKmCYViSJEmpZRiWJElSahmGJUmSlFqGYUmSJKWWYViSJEmpZRiWJElSaqXr0I2EyxeKnMhNMX7lNgM7430amyRJUhKkKgwnOUzmC0U+/OLLjF68ycxsnt6eDEf3bOaF559NzJ9BkiQpblIThpMeJk/kphi9eJPp2TwA07N5Ri/e5ERuyqOKJUmSlik1PcOVYbLIwjCZBONXbjNTCsLzZmbzTEzebtOKJEmSki81YTjpYXJg50Z6ezILXtbbk+FQ/8Y2rUiSJCn5UhOGkx4mj2d3cHTPZvp6MnQBfaU2j+PZHe1emiRJUmKlpmd4Pkw+2jOclDCZ6e7iheef5URuionJ2xzqT9YGQEmSpDhKTRjuhDCZ6e7iuSP9bpiTJElqkNSEYTBMSpIkaaHU9AxLkiRJjzIMS5IkKbUMw5IkSUqtVPUMr0SSj3KWJEnS4gzDS5D0o5w7hTckkiSp0QzDS1B5lDMsPMrZyRSt4Q2JJElqBnuGlyDORznnC0VeOjXJi18a46VTk+QLxXYvqSkqb0iKLLwhkSRJWi4rw0swf5TzdEUgjsNRzmmqlla7IbE6L0mSlsvK8BLMH+Xc15OhC+iLyVHOaaqWzt+QVIrDDYkkSUo2K8NLENejnNNULZ2/IXm0Ct7uGxJJkpRshuElaudRzo+bohDX9o1miOsNiSRJSjbDcMxV6wtOW7V0/obkeHYHJ3JTfOZPc45YkyRJK2IYjrlaY93SVi1N06ZBSZLUfG6gi7laY93mq6Xvf9thnjvS3/GBME2bBiVJUvMZhmPOKQoLxXnmsyRJSh7DcMzFdaxbu3hzIEmSGsme4ZhzisJCads0KEmSmsswnADtHOsWN94cSJKkRjIMK3G8OZAkSY1iz7AkSZJSyzAsSZKk1DIMS5IkKbUMw5IkSUotw7AkSZJSyzAsSZKk1DIMS5IkKbWcMyw1Sb5Q5ERuivErtxnY6eEgkiTFkWFYaoJ8ociHX3z5TcdGv/D8swZiSZJixDYJqQlO5KYYvXiT6dk8RWB6Ns/oxZucyE21e2mSJKmCYVhqgvErt5mZzS942cxsnonJ221akSRJWoxtEmqLTu+nHdi5kd6eDNMVgbi3J8Oh/o1tXJUkSXqUYVgtl4Z+2uPZHRzds/lNf8bj2R3tXpokSapgGFbLVfbTwsJ+2ueO9Ld5dY2R6e7iheef5URuionJ2xzq77zqtyRJncAwrJar1k/bKWEYokD83JH+jvozSZLUadxAp5ab76etZD+tJElqB8OwWm6+n7avJ0MX0Gc/rSRJahPbJNRy9tNKkqS4MAyrLeynlSRJcWCbhCRJklLLMCxJkqTUMgxLkiQptQzDkiRJSi3DsCRJklLLMCxJkqTUMgxLkiQptQzDkiRJSi3DsCRJklLLMCxJkqTUMgxLkiQptQzDkiRJSi3DsCRJklLLMCxJkqTUMgxLkiQptVa1ewGqT75Q5ERuivErtxnYuZHj2R1kurvavSxJkqREMgwnSL5Q5MMvvszoxZvMzObp7clwdM9mXnj+WQOxJEnSMtgmkSAnclOMXrzJ9GyeIjA9m2f04k1O5KbavTRJkqREMgwnyPiV28zM5he8bGY2z8Tk7TatSJIkKdkMwwkysHMjvT2ZBS/r7clwqH9jm1YkSZKUbIbhBDme3cHRPZvp68nQBfSVeoaPZ3e0e2mSJEmJ5Aa6BMl0d/HC889yIjfFxORtDvU7TUKSJGklDMMJk+nu4rkj/Tx3pL/dS5EaxpGBkqR2MQxLaitHBkqS2smeYUlt5chASVI7GYYltZUjAyVJ7WQYltRWjgyUJLWTYVhSWzkyUJLUTm6gk9RWjgyUJLWTYVhS2zkyUJLULrZJSJIkKbUMw5IkSUot2yQkSZLwNMy0MgxLkqTU8zTM9LJNQpIkpZ6nYaaXYViSJKWep2Gml2FYkiSlnqdhppdhWJIkpZ6nYaaXG+gkSVLqeRpmehmGJUmS8DTMtLJNQpIkSallGJYkSVJqGYYlSZKUWoZhSZIkpZZhWJIkSallGJYkSVJqGYYlSZKUWoZhSZIkpZZhWJIkSanV1hPogiBo54eXJElSOhTDMFz0bG0rw5IkSUqtrmKx2O41SJIkSW1hZViSJEmpZRiWJElSarV1A50kqXWCIPgE8KPAwTAMz7R3NZIUD1aGJUmSlFqGYUlKjw8Bx4CL7V6IJMWF0yQkSZKUWvYMS9IKBEHweeBdwE+HYfjxR173UeB/Bn4zDMO/t4T39V3A+4BvB/YCPcA48O+AfxqG4XTF2x4EXgEKwDNhGJ6teN064KvAEeAdYRj+cenln2CRnuEgCL4P+BlgENgKvA6MAZ8NwzBc+mdDkpLHNglJWpm/C5wDfikIgmfmXxgEwXcDHwZGgJ9e4vv6IPDXgK8Bvw78BvAQ+AXgPwZBkJl/wzAMTwN/D9gCfDoIgsriRggcBX5xPgg/ThAEPwH8B6Ig/AXgl4HfB9YAP77EdUtSYlkZlqQVCMPwehAE7wP+GPhsEATfAqwFfhuYAX4oDMP7S3x3AXA6DMMF/WsVFeZ3A5+t+Nj/PgiCfwn8Q+CjwIeCIPgA8AHgi6WX1fKTRIH7m8IwnHrk4z6xxHVLUmJZGZakFQrD8MvA/wIcJqro/jawk6h1YriO9zPxaBAu+ZXSr9+zyOt+DvhL4INBEPwUUVX4KvB8GIaFJX7oOWB2kfVcW+L1kpRYVoYlqTH+KfB24P2l3386DMPfqOcdlHp9fwb4fqJ+3w1AV8Wb7Hn0mjAMp4MgeA9Rj/DHgSLw7jAMLy3xw75I1BoxHATBZ4kq3H8WhuHVetYuSUllZViSGqBU0f2dihf9Sj3XB0HQA/wR8L8CfUTtEB8DPlL6D6D3MZefAr5e+v8R4D8v9eOGYfjPiTbVnSPqbf4dYDIIgv8SBMF/W8+fQZKSyDAsSQ0QBMFh4J8BN4gmPPxGEAR9dbyLdwHfBvxfYRi+JQzDnwjD8B+FYfgLRK0X1fw88FbgGjBENE94ycIw/GQYhs8B24C/Cfwm8B3AfwqCYEc970uSksYwLEkrFARBL1Eldx3wXqKK7luorzqcLf36fy/yuu+s8rHfCvwi8BrwdOnXjwRB8O11fGwAwjC8GYbh74dh+PeBTxCNWXtbve9HkpLEMCxJK/fPgGeA/z0Mw/8M/GPgz4CfDILgh5b4Ps6Ufn175QuDIDhE1I/8JkEQbAE+DeSB94ZhOAm8h2hD3KeDINhW64MGQfDXHxnLNm++IrzUSRiSlEhuoJOkFQiC4G8DPwW8TDT+jDAM86Vxa18D/k0QBF8Nw3Cixrv6ApADfi4IgrcQHaixD/hbwO+V/v9R/2fp5T8dhuHXSh/7L4Mg+B+AXwV+C/i+Gh/3M8B0EAR/ShTIu4iqwceB/wr8QY3rJSnRrAxL0jIFQbCPKJDeAt4XhuHc/OvCMDxPdCDHRuAzQRCsrva+wjC8B7wD+BRR3+9PA/8N0azgH17kY/93wN8GfvfRk+/CMPw1oo1w3xsEwX9f44/x88CfA99CNOf4x4lOvvsg8F1hGL5p5JokdZKuYnGxkZaSJElS57MyLEmSpNQyDEuSJCm1DMOSJElKLcOwJEmSUsswLEmSpNQyDEuSJCm1DMOSJElKLcOwJEmSUsswLEmSpNQyDEuSJCm1/n/lNpEs7TyNXQAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 864x432 with 1 Axes>" ] @@ -268,6 +311,7 @@ "ax.tick_params(axis='both', which='both', bottom=False, left=False, labelbottom=False, labelleft=False)\n", "ax.set_xlabel('x axis')\n", "ax.set_ylabel('y axis')\n", + "pwk.save_fig('02-regression-line')\n", "plt.show()" ] }, @@ -280,8 +324,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "End time is : Tuesday 15 December 2020, 14:04:04\n", - "Duration is : 00:00:00 295ms\n", + "End time is : Wednesday 16 December 2020, 16:30:42\n", + "Duration is : 00:00:01 716ms\n", "This notebook ends here\n" ] } diff --git a/LinearReg/02-Gradient-descent.ipynb b/LinearReg/02-Gradient-descent.ipynb index 9c07eae260e46df6f27732757025bf5267f0369f..bbc5f2374066670a620f6cd6543d725c61adcbaf 100644 --- a/LinearReg/02-Gradient-descent.ipynb +++ b/LinearReg/02-Gradient-descent.ipynb @@ -38,7 +38,7 @@ "\n", "where $\\eta$ is the learning rate\n", "\n", - "## Step 1 - Import\n" + "## Step 1 - Import and init\n" ] }, { @@ -88,6 +88,12 @@ " margin-bottom:0;\n", "}\n", "\n", + "div .comment{\n", + " font-size:0.8em;\n", + " color:#696969;\n", + "}\n", + "\n", + "\n", "\n", "</style>\n", "\n" @@ -99,59 +105,70 @@ "metadata": {}, "output_type": "display_data" }, + { + "data": { + "text/markdown": [ + "**FIDLE 2020 - Practical Work Module**" + ], + "text/plain": [ + "<IPython.core.display.Markdown object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "name": "stdout", "output_type": "stream", "text": [ - "\n", - "FIDLE 2020 - Practical Work Module\n", "Version : 0.6.1 DEV\n", "Notebook id : GRAD1\n", - "Run time : Tuesday 15 December 2020, 15:05:11\n", + "Run time : Wednesday 16 December 2020, 17:11:22\n", "TensorFlow version : 2.0.0\n", "Keras version : 2.2.4-tf\n", - "Datasets dir : /home/pjluc/datasets/fidle\n", - "Update keras cache : False\n" + "Datasets dir : ~/datasets/fidle\n", + "Update keras cache : False\n", + "Save figs : True\n", + "Path figs : ./run/figs\n" ] - } - ], - "source": [ - "import numpy as np\n", - "import sys\n", - "\n", - "from modules.RegressionCooker import RegressionCooker \n", - "\n", - "sys.path.append('..')\n", - "import fidle.pwk as pwk\n", - "\n", - "datasets_dir = pwk.init('GRAD1')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 2 - Instanciate" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ + }, + { + "data": { + "text/markdown": [ + "<br>**FIDLE 2020 - Regression Cooker**" + ], + "text/plain": [ + "<IPython.core.display.Markdown object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "name": "stdout", "output_type": "stream", "text": [ - "\n", - "FIDLE 2020 - Regression Cooker\n", "Version : 0.1\n", - "Run time : Tuesday 15 December 2020, 15:05:11\n" + "Run time : Wednesday 16 December 2020, 17:11:22\n" ] } ], "source": [ - "cooker = RegressionCooker()" + "import numpy as np\n", + "import sys\n", + "\n", + "sys.path.append('..')\n", + "import fidle.pwk as pwk\n", + "\n", + "from modules.RegressionCooker import RegressionCooker \n", + "\n", + "# ---- Init Fidle stuffs\n", + "#\n", + "datasets_dir = pwk.init('GRAD1')\n", + "\n", + "# ---- Instanciate a Regression Cooker\n", + "#\n", + "cooker = RegressionCooker(pwk)" ] }, { @@ -163,7 +180,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -187,7 +204,19 @@ }, { "data": { - "image/png": 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IUDUOTeOoWlmKybkFxJIVI+Max8unBtE9PJ0WDc1FRhDRb+zZuh5PHnlHKijcVrvM5wPb7bFzimZ6sb7oVpO4pllmEEoiCqbmF7GUfE0X20avvtA+5OF46fvc0T+O517rxuTcIsZmbuCZV86QlSCH5CqTT75ZLjMBBEEQfkKCPM8Y7QgLSfFlRBYNzUVGENFv2AkKtyI13w9sN8fOKZrpZh9EVpOSaCL1/1JcQ1lJBFUrSzE+cyPttxdiappX3yzGRb/lZp8VxjBzbQkxNV38k5Ugd+Tius03y2UmgCAIwk9IkOcZs/VBVIgnTNO9doLCrdAuhAe2UzTTzT6IbC3liODjd2xFSSThrdc4xzNHz6QdM5FXX3/dmILS6/EiK0HhUkhZS5bLTABBEISfkCDPMyKRZKZQpnvdCu1CeWCbBx+qxnGqbzwlinSft2wfZAK4JKLgof1Nqe80H7P66hUYmbqWZm0piyppQj6T45XvmQkiMwoxa8lymAkgCILwExLkeUYkkhhLeItjSVtD2KLHMrwIbdkDO6yRQKdiTCLcCGAvXv2H797u6ViYj+WeretDPzNBWKGsJQRBEMUPCfI8I4oq72hYjQdat2BoYi5v0eNshTG3Oi5c/WZYI4GZiCIvMwZevPpukB1Lp6g+ET76R2ctBbvIakQQBFFckCDPM3ZR5Tt31OWlTZkKY/MC1ajCsGldBZ59pA2lycWMdoQ5EpiJ/zoba062U/6yY6lnvMn38STcoWocJ8+OWV4X5fcnCIIgChdnlRRiGGMKY+wJxthZxtgCY2yYMfZVxtjKfLfNC7r4emh/E/Ztr817xNIo5jjShbHbzwGJ7CCDE3N4/Pl24WJVM3aiN9/o9hMjbvzXsnOr+9EPH+/Hqb5xV8fHC2E+loR7OgcmMDp93fJ6w5qVZDUiCIIoIgo9Qv51AI8DOArgqwB2Jf/9s4yxX+Sca3YfJtLRbSpHOwYzmiI/N3bV8jkAuHBlHl959Qzu2d1gGyEO86JDPzPD5MKa4+VYhtW3T4jtKgDQtquezhFBEEQRUbCCnDG2G8AfAXiZc/5xw+uDAJ4F8BsAvpOn5hUcZruJGTfCeFvdKmHKPlXj+PH7I3ird9xWeIY5HaKfmWFEdpKei9N44Xgfooriiyh2eyzD7Ntf7sjsKmVRBY11+R+kEgRBEP5RsIIcwEEADMDfml7/NoAvAXgYRSzI/Y5qmkWikXKXwrilsQab1lVgcGJO+L4bT/iBls1YUzEKANjfXI/WpvxbeHT8SuUmtJPENbx48lxanvFsRLHbAUSYfft+UagzAGRXIQiCWD4UsiBvAaABeMf4Iud8gTF2Jvl+QeIkIIKIasryod++eS0ebN3iSsREFIZnH2nD48+3p1WaNCKzvoj2aWp+Ea1NmYlCP0WY34JOZCcBblbkXIip6BqexpdfPYN7HWw+drgZQBR7saBCngGQXZNkVyEIgig+ClmQNwC4wjlfFLx3CcCdjLFSzvmS+U3G2GcAfOazn/1s0G30jBsBEURUUyQSy0siONCyGQDw3fYBV2K0NKrgm5/ej86BCRzrGsGJnrFUqXZAbn3p6BtH1/C0L2Xd/RRhQQg6s50kIrD5xFQNb7w/grcdbD7ZEmbfvh8U8gyA7Jp0a1cp1JkBgiCI5UghC/IVAERiHAAWDNtYBDnn/FsAvvXYY4/5m9rCB0QCwhwt9TOqqT+0+0dnUV+9AqPT19Pyob/SOYRej2JUj8y2NNZgat4qZkU+5ude704T7vq+e9knfV+OdY2g++I0luLZi3s/BJ1IGBntJDFVw8unrAtps227G8Ls2/eDQp4ByObcFPLMgFdo4EEQRDFQyIL8OgDZk6ncsE1BIRIQ5mjpgZbNvkQ1zQ/t0qiChjUr0barHo11q6BxjmeOnslYjHrxMU/NW8dWepl4va1ubTwiYZupCMtW0DlV+Ny3vRaqxtE9PO17293g52LVMFLIMwDZnJtCnhnwwnIaeBAEUdwUsiAfAdDMGCsT2FY2IGFnsUTHw4ZZaG6pqRT6i4GbD9UDe+FLVNP80F6Maxidvo7GulXYt70Wh4/3Zx1ddOtjjsWtGSrXVpahpbEmIxuPmUxFWLaCzo0wMgqvY10jaD87loruA0BJVMHwlXmc6hsPRCz7tVg1jBT6DECm56aQZwa8sFwGHgRBFD+FLMg7AdwPYC+AE/qLjLFyALcDOJ6fZrlHJDR3bKjCjobV6B0R5x9ejKkYmphLCbiBsVnEVQ2j0zfwlVfPYP+uerS6LC7k9NDOVXRR9DulUQWP3t+MiMJwqm/c8aErWwAHAFGFob56BfZsXe+5bdkKOrfCSGbzYSwxQ2KXNlI2e0BT+f7PABTKMS3kmQEvLJeBB0EQxU8hC/LvAfgzAJ+DQZAD+DQS3vHDeWiTJ0TRnd5LM/jCg7dDYUwYLdUfqhGFoaWxBi93DOK9Dyahrwl8o2sEH751DR7cuwWDE3O2osHpoZ2r6KLsd/QMK6KH7kJMxdGOwdTnZZlLGBLZS0anr+PJI+94nsrOVtB5FUbmaLlxUaxxINLSWJPy/p88O4aRqWtYimsp29GdO+rwVu/N15fzVL5fMwCFZI8o9JkBtyyXgQdBEMVPwQpyzvl7jLFvAvhDxtjLAP4FNyt1HkMB5CCXRXeGJubw0P4mx0WRnQMT6Lk4DWOCDs6B9z6YQs/FGcRVeyHm9NDOlb/Y6XdkYvvM0CTOXprBzg1VeOrgXuzcUIXu4SksqTcPiP5fsqlsNxHPbARdJsJI/71zY1cRNy10XYypGBi7iqMdg0KLzmJcw+DEnCUXvJep/EKJAueaQrJHFPvaAJ3lMvAgCKL4KVhBnuRzAIYAfAbArwC4AuAbAP6Cc241JYcMp+iO6KG6Z+v6lFganpxPi57rcMBV+kDj9w+MzULVOBTGUhHYiMJy5i+2+x3jQ9csQPX9O33+Mp7+VCueOfoujnWPCn/DPJWdq4hnpsWOZP1D1TRbv7wMN1P5hRQFzjWFZo/I9dqAfAzklsvAgyCI4qegBTnnXAXw1eT/Cg430R3jQ9UslqIRBQw3o8Ay7ESDbn3RI65hFGHGh+7RjkGcGZpMe9+4f7PX5et4zVPZQUc8sy12JOsfCmNSv7wdbqbyCykKnGvIHiEnnwO5Yl6UTBDE8qGgBXmh4zW6YxZLMVUDA9JEuUigO4mGMIswc9TtQMtmS3TYuH/Nm6otgh1ILOw0D3aCjnhme1xl/aNzYEKaiUdGucup/EKLAosIKlJL9gg5Yb6HEARBFAIkyPOMl+iOSCxxAD//oXowJATHXTvr8IPOIfSOzLoWDV5FWK6mpp2y0Ij272BbE37QOYT5hXjqe0ojCr7w4O24Y0ddWjuDjnj6IW5F/UMkDOurV+DOnbV46+x4WnGn+uoVaNtVh8a61a7OU6FHgYOM1JI9Qo5s4fWxrhE6RgFDaz4IojggQV5AyEpp37t7Q5pgu2NHnSfRIPreaETBBUHu61xOTTtloRHtX2lUwZEn7sOR9n50D0+jeVM1DrY1oTSqWL5/z9b1qK9egeEr84hr3HUU2S1BiVs7Yfip/duzEoyFHgUW9Zmei9N44XgfooqStWAhe4QY2cLr9rNjmJrvCI39rdigNR8EUTyQIC8g3Iolr6LBvGiSMUDVNLxpqA6q3+AzETyZRnCcstDI9q80quC3791h+92qxvHkkXcwMnUNcY2ncpU/dXCvbw+yIMWt7BxnKxgLPQos7DNxDS+ePAdV4zkXLMsleqn39a7h6dSCcgBYimtkXQkQsgoRRPFAgryACEos2VWKNN/gvQqebCI4Qdon9AfZYnI/9Vzlp89f9u1BVqjiNixRYJGYBWArcGWR2ngyN2guBYtd33faj0JD7+tffvUM3nh/JO29QluDUEgUw5oPgiASkCAvMIISS8bc1+Yy9k7VOwG54MkmghNkhDlXD7KwiNtCQ7Z+AJxb1g8YB3fmPhNRWKpv6rhN/+hFMBu331JbCU3jeOWdIXQNT0Pj6ddGR/84Xn1nqOhsBhGF4d7dDXi7d7xg1yAUGoW+5oMgiJuQICfS8Fq900nwZCN8/Yowi8RVmB5kXsRfphaIQrNOyKxRnNvn2Df3mZiq4eVTg57Os9dZHfP2gDwV6WJMxYnu0aK1GRT6GoRCg443QRQPJMhzTNiFkewGv2frepzqG8e5sas40LIZB/YCQxNzjoInW+GbbYRZJq70yp75fpDp7eu5OI3FuIaowrBpXQWefaTNshA1U/tPIS78Eg3kREWwRIM7c+7+7uFpV+dZvzbf7BpJ80I7CWbz4MGOspJIqt1O+yFqW1jvGzqFatMqVOh4E0TxQII8h7gRRvl+8Mqqgz555B2pF9ZO8OQ7giOzzOiVPfP9IOscmEiJcSBh/RmcmMPjz7fjm5/en9aeTO0/YVn45cUTLhrIlUaVtAg5kOivMVWDqnHhuXMrWIzXpkhY2wlm0eBBhJ4Lf/+uerzlwdZRaAMqsmnlFjreBFEckCDPIU7CKB8PXtkAwHiDP9U3bmn3+xem8MLxPjx893ZbwZPvCI6TZSbfD7JzY1dTYtzI8JV5i2D2Yv8xntfhyfm8L/zy6gkXDeT07c2LcV8+NYju4WnpdaJXowWA/tFZ9I7MQGEMTfU3c7M7RbntBLNsXUVaGxjDJ+7ahofv3g4AngapYRlQEQRBEMFBgjyHOAmqXD943Q4ARO2OaxwvnjyXEkJ2wjafEZwwecVFbKtbhajAhx/XuEUwu90X83mNRhQwBnDDT8iOQVAzNJl4wkUDOQB44XgfXjx5znXmFLMtSKfc0N/totxO+enNgwcg3UOuMOBDt63Bw3dvTx1LL4NUyqRBEARR/JAgzyFOgirXD163AwC7zCphj9Tl2zLjREtjDTatq8DgxFza6+UCwbxn63pEIwyI3XwtGmHYs3V92nbm8xpTNTCWsHzE4pr0GMii2A+0bMbgxFxWAj0TT7hsIBdVFKgeMqeYU1zqGPu7zCLTtrMO9+xusN1v8yzQ5ppElpWTZ8cAAPub69HaVJv2eS+D1LAPKgmCIIjsIUGeQ5zEYa4fvG4HAHq7378wlVEKOb/xEsUN2jKTbUQ5ojA8+0gbHn++3bFi6Onzly0pKWNxzZI7XXReOQfadtZh07oK6TEQDdDe+2AS3cPTiKtaVhYqt57w0qiCmKrh8PF+6fH0ep3YRb/1/vvJuxqF1+bnD9zual9FArttV73j59wQ9kElQRAEkT0kyHOIkzh0GwH1C7fCRm+32Sog2z5IMvHZB2WZ8cvzXxpV8M1P73ccNJwbu2qJKi/FNVfWlvKSCO7Z3WB7DETCVeOAZrCUGNcOeNlHO0+47iEvjSooiSp4+dSg7fH0KlDtPN76olDAm40kl4uv870Ogwg/+U4GQBBE9pAgzzF24tBtBNQv7ISN6Ab/8N3bXaeQC4psfPZ+P7T89Py7GTS4HUB5EazGYxLXNMfFiea1A26Pn0xUAki9thRT8VLHoLRKrNN3ydqiHw+zh1zfn5fePu9qLYTxmOV68TVl0iBkFFoWHoIgxJAgDxFuI6B+YSeSZLm7D7RsxpqKUQBib2zQZOqzVzWOLyYX9i3FNZRGFezaWI1DWTy0cu35dyu0M0n1Z4xQlyOCxZiKkqR9hJuq3GS6dkAkKnUvuKpx/D9nhi39X3Y8vQhU4/EYGJvFhcvzaD87lvrtxbjmaX/8GIhRRJOww0v/oCw8BFEckCAPEflYvCUSNqI0hz0Xp/H48+0Ynb6eEoNT84tobUp8LlcCI9Nj1NE/jvc+mITutlmKa3jvg0l09I/jzh11ntqg7+vw5DyiESXNAx3k+fISGXYjWM0Pcj16/PE7tqIkomBzTSVe6RhE1/B0IGsHnHJ/A0BJVMHW2lW+ePX143H4eD+Od49mvD/ZDsSKLaK5XKrH5gqv/YOy8BBEcUCCPESEZfGW8AYf11KLDoH0KExLY03OCh65OUai3zrePQqTpoTGgRPdo54EuapxfPGFU+i+OJPIXmJ4T1+Maaxqmsm+2h0rP60LsswnJREFD+1vAgC0NtUGtnago38c3ckZCxlrKsqwZ+t6XwVstgPfbD8vi2i+cLwPUUUpKHG6nKrH5gqvEW/KwhMOaIBJZAsJ8hzjJLbcWg2CvPBFN3hRrmw9CgPA8gDpGp7Gl189g3t3N9hW+vTabqdjJLOmrFlZms0hSdHRN46fXphK2Tg4AAbg3t31uPdDG7Le11wKFdmDfPP6yrQBxcG2JunagWyio8+91m0rxksiCh69rxmnz1/2dUo+24Fvtp8XDYQWYipePHkOqsYLSpwGWT12uQocrxHvsARyljM0wCT8gAR5DnFz0TpFQL1e+Jk81EQ3+PrqFRidvi6MwogeIDFVwxvvj+Dt3nHLZ7MVVHbHSGZN+fU7tlmK4zAG7PeYmu5Ez6jFU80BMJZok8juk60/uWt4Gh1947hz581IvtvzaredMPNJw2q80jmEXsH6gdPnL9uuNSiJKlhTUYZH72tGazKPuOz3OwcmMDm3KD0O+mxD6/ZafLd9wFagZNLHD+zdjOruUTAk+oDeXjdkm/XELq8/UFge4EztEk6fy6XACZvw9xrxpiw8+Yd8/IQfkCDPIaKLVk8jd7CtCafPX3Z8KHi58DN9qIlu8LLIry7MZNk5FmJqmtVFJyiPo8yaMjF7Ax++dU0ip7bGEVUYmjdVo9Xj73Ob91SN41jXiOU4ePUnmz8fUzV89Yc/AQB8tLEG/3ZuAs+91o3JuUXEVC2t4qTxvDqdf9F51jjHM0fPWPqXnunHbq3BUlzD2MwN/M1Lp/GhW9fgqYN7pbMF58aupnnvdapXluLff/Q2NNbdLGtvJ1AyGaCat5+aX/TcD7KxDpkHQhGb2adcPcwzFaWZ2iWcPpcrgRPGyGYmEW/KwpNfyMdP+AEJ8hwiK0H/vZPn8IPOIcRV7vhQ8HLhZ/NQE93gZVEYu7Ry+j6aLS/Gh69MDGQiEqTvMg6GRCQb4GCMSbe1+927m+txrGskTfQrDLhrZz3+7HAHui9OW77Pqz+5xLRQFADmF+L4m5dOo7w0gqW4lmb1kJ1XN+fffJ4PH+933b9Egwcgcb57Lk7jSHu/9Pe31a1CuUmQlUQUPP7LH06bCQDsBYrXPh6GSJZ5IBRTNbz09vm0ayeXHuBsRGmmdgmnz9nd5/Tz7kdEOwz9wQxFvAsP8vETfkCCPIfIpqpVjWN+IZ76t91DwcuFL/OqHusayegGL4vCGAsHfbd9wBKhLokwbFxbkZahxehBlqVYzMSLvX9XPd7oGrFYU2qrVuDt3omU0I2pGnpHZi3H2LxosySioHljFQ49vA8RhaG1qRYfvm2txaOusISP3uyJLokonv3JayvLMDZzw/Je3NRPjIjOayZRGy/9SzZ4ABKLgLuHp6W/L6uMKYpU2wkUr/uYz0iWaKCn2zPymd8/24F7JuLR6XPS9Q01lb5GtMMa2cx3xDtsNp6wQz5+wg9IkOcQuxL0ZmQPBS8XvmwA0H52DFPzHb5Oy0YUhqiiWMQ4AKytLMezj7RZPMgRhUk913bRVbuHVOv2Wnx4UzW6Ls5A1TgiCsPujVWIKoqrB6950WZM1fDTC1MpD3dEYTgkEBIinzMA7N9V57r8un4cH72/GYdeftd2waMI83nNJGrjpX/ZDR50S5A5paH++7og6+gfx4lkCkI7P79MoHjdx2wjWdksYrUTkvmMiGYrSjMVj3afk/VDcOsC8mwi2hTZtBJGG0/Yyfc1TBQHJMhziDGSbE4jZ0b2UPBy4esPta7h6bQo5pKkEEq2URGZDeHR+5pRGlWED19ZFP/t3vGMvdhMUVKWl4jCwBQF22qtD96Ikiibrm+nahwvnTpvXbTJE4s5dSuFSEjYlav3elNubapF88Zqx5SAZszn1ShqFmIqogpDffUK7Nm6XvodXnOdywYPm9ZV2GZn0Xn1naHU+2/1jmNHw2o80LoFg+Nzrvqg18hUNpEsN0LFfA3t2boep89fxrGukbTzaRaS+YyIhlGUyvqh0wJfr1Bk00oYbTyFQL5nNYjChwR5jokozFKCXq+QaPaQyx4Kbi98/aH25VfP4I33R9LeMz/E/IiKyB5udgvmRGKAMWD4yrxlWzcioXNgAr0G68hSXEPvpRlgLyw+97jG8fKpQXQPT+Opg3vx59/pwPvDVg+4GzJ9sKsaR0ffeCJ7CxIe9dam2lT0+Ll/7cbYbHoEWklmi1GSgwgjxvMaURieOrgXjz/fnlpYOzJ1DU8eecf2vHp5sOiDB6Po37SuAs8+0obSqGIr7kUP/p9emELPpRnE4pqrPmgUbgNjV6FqGhTGUvnxzZ/LJpLlJFRE11A0whCLa8K1FWGwRgDhFaVuB77ZDB4osmklrDYegih2SJDnAVkWE5Glw4/fund3gyXibH6I+REVyeThZhYD0YiCuKohbgpTu/FiqxrHm5IsJ0MTc8LZCaNFpvvijPS7NZ7IKmIXLfa677pf3WiROdY1gg/fthaHPtWaKlhkjkBHFAX7d9WhrnoFXj41aHteT5+/jNHp66n99Vom3q7teiT4wN7NOMCBoctzlv0WiSr9s0c7Bi3ninNIo8gy9IXFRzsGXQ0oM41kOQkV0TWEmPz78h2F1ikkURrE4IEim+mEccaEIJYDJMjzhOghENRDwc1DzK+oiNeHmznC+cN/G8LMtSXLdk5ebD062SWIcBt9y1FFEUaVu022HiMMCaF8qm/cNmLrdd87BybQfXEmzSKjcaDn4nRKhA6OzyFmiq7GVQ2b1lXgk3c1pmZajJaUj2xelyrsc3FyPqs0jCKyqc7Y0TeO517vxtT8ois7jtu2dvSNp1mzgphmdxIqomtIRrmPUWg/FuAViigtpMFDoRLWGROCKHZIkBcp5oe0qLCL8SHmV1QkE3GgiwEAuCbIIlIaVRy92Hp00iyqS6PpkXXZfjZvqrZ47XV0vbwQU9F9cRpfefUM7tndkLUQkOXiXoprKRFqd15ElpRLk/N4+P/8Ucr+VBJVLAWRso122eXTf/ju7ZZjYhTiV64uSNdOlEQUqJqWtjDYTVtVjeO517stx3JBYMvKJr3mnq3rUV+9InWsy1z0LdE+7t9V50v/0ffJPDjy6sMPgiCzdBTK4KFQoUEPQeQHEuRFiF0EU/QQUzUOjXNUrSy1FJvxEhXJ1ocuE6hrKsoc2yGLTrbtTI+sy6I/B9ua0HVhKs0+ImIpruHH74/grV77aLkTqsYRT/qdNdMPlkaVlAiVVdPUOMfh4/2IaxpGpq6lRO6SyrGk3hzULMU1KAwpK5CbaJeTmJLl03/x5Dl0D09bFjnqMxeyGQgAuH3zWhxo2SysEup07jsHJjA1b636WRK5eRyzTa+pahxPHnknZf+JKgwNa1biqYN7bfuW0UMeVRg2rl2JJz72EZRGEzM1+kxGpqLVDx++31CWjsKHBj0EkXtIkBch2VTzLIkqqKu6Ja38uZ+/ayf27LK02FlVOgcmMDw5j6gpJ7Yoy4ld9OfQw/tSCywBoLbqFrx8alC4IG8hpqZZS7xgPOZmMa4wYNfG6jQReqBlM9ZUJNp0x45afOfEAP7mf5xGXOOIMEC1z6AJzhOWn03rKhyjXW7ElF3pd/P5ls1cGCkvieDB1i3Yt70WrUkvtpfI3LmxqxZbDwCsrbw5kJP1TbfpNc2fj2sco9PXUxVMAXHf+sjmdXji709aFtVmmmdftO/mwVEmPnw/oSwdBEEEQbHnxydBXmC46ZDZVPNcimuYubYERWGeO7rT7zqJPa9ZWszfxxhS9gy7CL8s+hNRGO7cWZdKb6hqHD0XZyy5tFP7FtcwMDbrWWSYjzkARBjD7k3VeHDfFrQ21aasFMb9K40qeMu0ONdJjAMJ28c9uxtctdONmLLLp2/uZ06+at1StGfr+rRo8SfvanTd/0QDhNKogkfvvzmQk6XXfOvsmCuPvdtryty3TvWNCxfVZppn382+m3Hrw/frYVdoWTqK/SFPEMWA15m3QryuSZAXEG47pBs/uF2mi0wfnk6/6yT2vHoXzd/HeUKIte30x6NrbM9Lb5/HTy9MWbYxLxB1g0iwaJzjZ7euS2VWARL7Z0zTKIrUO+HVeuRGTNnl0zf3M5lgjCoM61aV49H7m/HRbTVZRYulA7km+3R5ADB02Zpe02gZsvu8G3+77HjaVTH1ct2JshRl6sP3y2aSqywdfjxwyV5DEIVBNjP/hXJdkyAvINx2SKHveEMVNC3hO95SU5ny6ooia5k+PJ1W57sVe269i6Lvi8UTGUj8isTp7ekfnRUK8oiieP5Ot4Klf3TWlQg3L9rUuX3zWjzYusWTUHHbNlE+fZHn21ycqCSiYG1lGR69vzk1EyCq1to1PI0vv3oG97oYWLkZyLU01qCu6hahADfTsGalZQCTaeYJu0XEsiqmXjDv++b1lRn78P2ymeQiS4dfD1yy1xBEYZDNzH+hXNckyAsIL9PmaQ/pmkq80jGIZ145I42i6WSTjs1JGPkdOctlvtym+tUWf3t5SQSNdf4PXHTM/nIZK0qjUDVuaZvuyw6ibYA7IexmG+HAStXwxvsjeNvj4lnZIYsoDJtrKl0J8rt21vlWUEg0IKlaWYpttauxo2E1ekdmsxat+qCxpbEGnQMT+PCta7B7UzUiCkNj3WrXPvxMIvayKHXQWTr8euCG3V5TiNPu+YaOWXHi5Xkf9utaBgnyAmJLbSVKokpa/mZZhzRGmk/1jaN3ZDbVkWUL7DKJqNr9rhm/I2e5zJdr/q2SaEJYaRqHqnFPx8utYFGY83cyAJ/79x/GP/+/FyyiT+PZt23z+kqAAd9tH7B9uJmFsOihKLsR2vmg3Qgtt9FS5uJ4AsDJs2N4aH+TLwWF9ONpzL8+PnMDX371DHZsqMIXHrhdWFDJK7JjcLDNuh8iMhncOh33ILN0+PXADXMRnEKdds8nxXzMlvtAw8vzPszXtR0kyAsEVeN4pWMwTUwrDNjhQoC6KViSaUTVC35Ezsyl5j/20c040CKuEhlE2zv6x/Hca92YnFvE2MwNPPPKmYxu+G4EiygqDyT813GNoySioHljFe7aWY+7dtZbRN8zR7NrW0tjje3DbSmupeVAL4sq2LWx2nMGEXMU2YxIaBkfTnFNS/Pay7L71FXd4mr/R6au+Tq1GVEYFIVh5tpSWvaT3kszUFoZHtrflPVvZBsxzmRw29E/ju6L03nJ6OLXAzfMRXAKddo9X6gaxwvH+9IWmxfLMSvmgYZbvOiHMF/XdpAgLxA6BybQOzKbFomMKAoeaNnseEGKHl6MJVIKGnMV56KzZhM5cyo1H/SNKaIwKCwhrIKsCKkjy0H+QOsWDE1YByAi0ZdN2+wEQUtjDR5/vh2DE3Op7RfjCWHslEFEFOnRb7THukbQfnbMdhbI/HCKJAcoRkTZfXoupldxVRjDqltKMHM9vTKssTCTXwQ9hXpu7KplMGMujGSH18GyqnE891q3pdpqrqaF/XrghrkITqFOu+cD/Rp3k/mpkNDvlW92jQReibgQcKsfwnxd20GCvEAQFmNRNQxdnkul6ZPhVdiFFVmp+a4LU75Vz3RClj7vaMcgAPhekVB2UzFmY7FrWzYPI7vvA4DhK1Y/9mJcs80gYhd116PyU/PW941CS5QT3Iwou49xgWxUYfjEXdvQVLcaz7xyJvCpTaeIbrbT0VtqKi2LexlDwnLkEi+D5c6BCUzOCYoxRRXf9smprX49cMNaBKdQp9294kc/0a9xp3tBIWEMPMjsfEE8d4qFsF7XdpAgLxCyuTl7FXZhRVbJM65xX6pnukHmdz4zNImzl2Z8/30vN5VcLppNWEWsD7+owmwziPiR+lJmwYomc7e7ye6jJi0/rdtrczK1uWfretRXr0jZe4yLp32ZjmaJ9QQ8/aXk//mPXVXdPVvX462zYyn7VFAVQ4N44IbFp+tX9eSw45cVw+6eUKjHTFSvwkxQzx2vhOW6KXRIkIcMWcfOdoq2EEeL5mOxpbYyYbORLErVq2e+cLwPUUUJ5MZg53fO9zRikItmzYtFt9RUCv3tm9ZV4GBbkzQd4nfbB4QzDMe6RiwLQEW5ZTsHJnBxct6yuLm8JIJf27cFJRElTcSrGkdc0yy2Fn2AkIupTVXjePLIOxiZuoa4xhFVGOqrV+Cpg3ulaR+99qPB8TnLwlrOgaGJOd8G3WbffllUSZt1KIko+PQv7sKTR95Jm17PdJ9yjUwcPnVwL06fv5wzseFn9eSw45dPXhQ80GfBHr57e0EeMzdrv4D8X1vkb/cPEuQhwqljF6InSoSb0bToWOxoWI1dG6vwnsFDbmYxruHFk+fSIqV+R+X083C0YxBnhibTfz+PfkWnPuI1iiHLEPLM0USGED1t30JMRVRh2LSuAs8+0obSqCJth2w9Q/vZMdtIqnn6lrHEombOkfqM+cFr9I4bxbg50hj0YNVsmYlrHKPT13H6/GXs217ri9VoS63EslLj3rJih+h6LIkmcvAvGc6bojCcvTQjHDSH3csrE4ePP9+O0enrORMbflZPDjt+2exkwYhCFeOAvALxhjUr09buAPm9tmjxsX+QIA8RHX3jtgs3CinKvRTXcKS9H93D02jeVI2DbU0ojSquR9Oii7x3ZBZfeOB2PLh3C070jOLK3AK6h6ct1omgV9jr5wGAL8Vd/MAsts2l5zONYthlCPnCg7dDYUwo/mV9VVZZ0mkhqqgqazSiYP8ueVVWmXe8takGm9ZVpBanZpNq0M0Ax0l0+GI14ul2leRL1hczRHQ9liOCj9+xNW1WQjQDohN2L69sfYhuM9L/ne09xanfLKfFnH7Z7IopYKUjG2QcaNmck3UvbllO/TVoSJCHBFXjeO71bktkyUumhLCwFNdw8OuvY34hDiDhc/tB5xCOPHEfTp+/7Go0LbvIhy7P4aH9TbhzZ53nbBt+E5bUSm7EdjZRDOm5mEicC9HnZaLD/OC8cGUeb74/Yvlu8zmTLWq2q8oq/IzGcfLsWNYzKF4GOE6iw49+NDghsawkF31n6/GU9YGSiJKWtlG2xqI0qrjeJ6e2BuVXFc0yANZFw9ncU9z0m+WymBPw9x5aSAErN8gGGQBC8dzRWU79NWhIkIeEzoEJTM0LshZElNB1bKcH4pH2/pQY15lfiONIez+iiuJqNO3mIjffsGKqhpdPDebsxhCWqIxMbHf0j0NhDOfGruLi5LxFJLkVFl5vuCLRUV+9AnftrENT/eo0j/ipvnG83Tvu+N2Z3PRl4tAY7TSuOdhSWwnwhLh1EnpeBjh2okO/lj506xo0b6pGRFHQmIHI3Fa3SlhJdmvtKl88nm6Pv2jdwdrKMjx6fzNam5z9z05tDdSvKphlABLWKKMmz+ae4qbfhGWgnwvyeQ8thIWIskFGGJ47OsupvwYNCfKQcG7sKmJxq+9ybWVZqDq2mwdi9/C08LPdw9N4sHWL5we73UVuvGGpGpcuJvRr30U38HxHZWTRy+de68bMtaXUwjBz9M+tsPB6wxWJjsGJOQxOzKX823p/cfvdmVRKNX9GOINiWHPAWEKQcQ5LO90e84Gx2dT7TqXkAaQ87otxLeXD/8Sd21wJV2Nf3LN1vfQ4+uHx9HI9ZiMWnHLfB1n4RTTLACT6g37tZJvpxM30fr5Ear4Eaj7uoW4HdmEV7WF47hjbEqYBQiFDgjwkyBZwPHp/c97SboluRE4PzM6BCaiCdHgA0Lyp2tcHu12BGb9vDGFeSS7qOyVRJZUuDUjYiBSW8F3HVW/FoLzecO2yA2SS5tDYBi+VUkUzKC+9fT7NUw7cjJgbxZhTMaMttZXC67W9Zwzff+u8cKGr8QGqVxV874NJqPxmOwYn5vD48+345qf3S4+vUzYQ83H0w+PppQ9kIxbkA52rONoxmHa8Mt0XGaJZBiAxSCuNKGjbKV+v4OU33AQkci24wnx/CwI3g9TldkyyIUwDhEKGBHlIkAnV1iZ/OriXkb7djcjpgSnLm1pRHsXBtibbB7uojbKL3K6NQdwYwrySXNR3qlaWYmzmRtp2nAP7d9Vh07oKz4MV0Q1X1qdkVhEdUUTQbfU1r5VSzTMoXRem0iq92mFXzGhHw2rs2FCFXqMtp+oWXJy8lmqbTGAbqwqaxSWQKLhk169kfVHP2mL+nJ8L54J+6MraqmqJKrCi41UaTaRCPXy8P2PPuapxaFoi7/fl2QWopg4Si9uvV3BLWKf3w3x/CwI3g9TldkxyTVhnH/IJCfKQ4Ne0j6iTA/A00re7Edk9MM1iXI8Q3rGjNi3LiugiVDWOLyan75fiGkqjCnZtrMahDNoYxM3SzQ1cduyDvumI+o6mceFK/Ht2N/hyfOwGRHa52vV2ZOrBzSbaG1EYHmjdgp5LM5aS7yLsihnpGX+U1kSWmc3rK4WLsgGrwLarKggkhLzd/ng9BpmIQLuHZZAPUllbFcYsMxs6Guf4H2+dQ0y1LtR1E+U0p9SMKsxiJvdrLUpYp/eDyJQRZsHlZpBK2UOCg2YfxJAgDxHZRqBknfzA3s2exKvdjeiTdzXKH5imz6gax93N9aksDHYXYUf/ON77YDK1eGopruG9DybR0T+ekzLxTrgpfS6KooKxtChqEDcd2UAgyEic04BIFx0DY1fR3jOKkalrafmqM21HJgtMjcdGtlYDSOY1h9UrLErlZ8z4oy9OFZWSB6wC26ngR7mD+PN6DLyKQLvrVNU4Hn++3VJx1K8+LWtr58AEooI1AAAQM4TNF2Iq3r8whReO9+Hhu7e7Gribt4lrHAoDIop7e5cX8enXTIOfgtfvTBlhF1xuBqmUPSQ4aPZBDAnyIkLWyau7Rz2JV7sbkd0D0+nmZXcRHu8ehflZq3HgRPeoUJDn+mbpdAMX7Vv3xRkwBscc29lg9+ALMhLnNCDSF2wCAOeJMuARhaGxbnVW7fAS7ZVle7H47ZP5zPc31wPJVIFOxYxE0TRZBdmyaHqmJDtLj5tFg5lEvL2IQLusPf/4Zl9aUZKg8nKb27pn63qsrSzH+OwNm29KENc4Xjx5Dt3D0/jQrWsc732ivuzF3pUP8enXb+rHvm9kFqtXlCJ29QZUnuizXgfO5kquYRZcbgapYbUXFQM0+yCGBHkRIevkDPAkXkU3oh0Nq6FxnubTNF44bm5edheh18eW7Pf2bF2PU33jvk+TOt3ARfuWi2qFTpGGoDy/bmYMRBYkfR1BpniJ9oqOzcjUNTSsWYnR6espe8LGtSvxxMc+gtJk5ck7d6YPAN1G00QLAksiDLs2Vqdta/6+0qiChjUr0bar3lXKw6BtD7ICOce7RjF8Zd6yfTa1EtxaSp488g5mrolnIETENY6zl2bQvKna8d4n68tu7V35iPb58Ztmq45OhAENa1biqYN7pWt7RB78fNaEyASnQWpY7UXFAM0+iAlckDPGHgVwN4CfA9AEQOGcS3s0Y6wBwJcA/BKACgBdAJ7hnH9fsv1vAXgCwE4AVwH8EMAXOeeX/dwPP3HyGm+pqQQYMDjunA/ZiKyT799Vj6n5RdcjffONaPP6SrzSOYRnjp6RPjTd3LzsLsLN6yvxRteIpfT3/l31rtq4tTaR+u3JI+8EFqmyu4ELS8LDmtfY75uO1/R7fuEkUr1akLzgNtorOjZLcQ137qzDW2fHUraLkalrePLIO6ksJU7FjIxpC/XB35aaytQiz4WkILmlNIJf2XMbtjesxnfbBxzTIHo5P0EusJRF8N8duiK0jEQVFkhebn3m7VjXCLqTAzsvJM6DYsmLXrWyFBq/mS4z20hoPqJ9fvym+djrqBwYnb6O0+cvCxc0u6msLOonbu99YfKeU/aQYKDZBzG5iJB/EcBaAO8CWAlgo2xDxtgaAO0AagB8DcBFAA8BeJEx9nuc8783bf9EcrtjAP5D8rv/GMAdjLG9nPNr/u9Odgi9xhuqAM7ROzKLhZgKxpJijsOS0szuJiXN1LK9Fq3baz0JAOON6FTfeEpoAPJojNPNy+ki/Jlb16D74gxiqoaSiILmjYm2u2kjkBBH+ZomdZPzGgDqq1f4etORpcvU0+8FNYXuJCq9WpCCQDYA5JxjdPp66vwsxhMZPB5/vh2j09eFx8zc12RrBv7jgY/g2z/qwdT8Iq4txPH9t89Jc5uH9UHf0liD+uoVadYUALi2EBP6uDetq/A9L7dT1iYdffZv9YpSoZ1l+Mo8DuzdjI9pHN/+UQ+uXF3A2MwNHHr53bRF49kMkPIR7bP7TbeC1m4tgy7uAYjtS33jUJIpNbfVrUL/6Kzwu6LJCLtbwZUv+09YBgDLhSBnHwr5fOZCkN8L4ALnXGOM/d+wEeQA/hTAFgC/yjn/IQAwxp4H8DaArzDGvs85n0++vg7AXwPoBPALnHM1+XongB8gIdCfDmaXMkcUEeq5OA3Ob1ocuKFinH4DtBMLOk6d3O/cwF4jQE7tO/Twvqwu0Hz60sx5sickXte2XXWBR6rrq1ekLBlAcAMTO1EZhtufbcYOcz+Ja6mIOeB8zGSZV86NX8XMtaVUNNcut3lYiSgMd+2sswjyuMpRW3ULpucX0woZPftIm++LCUVZm8xEFYbmTdVYU1EGVdWEgvzNrhGc6htHffUKjM/cSN1XzTM22QyQ8hHts7PsuRW0dmsZdHEvsy899/rNomOytRllUQUfv2Nrqtq0m/t5ru0/YV98WswEEZQo9PMZuCDnnA952PwhAOd0MZ78vMoY+waAfwTwywBeTL71AIAVAL6hi/Hk9j9kjJ0H8DBCKMhl0+h2LMRUXLgynyq4Y3eTCqKT+xkBsmtftm3Pty/NmCdblNGuvCSCxrrVvv+meZDTPzqLw8f707YTDUzsUlCm7FMeyskb2b+r3tGCFHQkw8sCZFHk124wJxv8dQ9P22ZQCZuPVkZT/WqLJ76sJIJH72+GwphvUS0vgyYzcY2ja3haWohMZyGm4oPL8xb7mF8zNvnwGht/c2DsKlRNg8IYjrT3uxa0svSk5gWdokXQU/OLaYvVjWszjOfx4bu3hzqoQtk+iotCP5+hWdTJGKsHsAHAYcHbp5J/W3BTkLck/74t2f4gY6xCj6iHBZnFwBghF2F+6OTywV4ofq8wtFM2DRxVWGBtEQ1knAYmdtUejT58Yzn50qiCNRVlePS+ZrQmM6nIaN1ea2tBylUkQ3Rs3MwqiI6ZEdngr3lTtW1ktySqYPjKPE71jbsSbU6DFv39/tFZaJxDYQxN9dllsgHsC5Xpx9QPvAyaRDiJcR1NUgnK3afFv+u2iFlQ6P533drjdTGlSNSbMyGJ+kHVylKMm4qOLcU1tO2qQ2Pd6qwGJbkOqngZAPgZQChkW0WYKfTsLaER5AAakn8vCd7TX9vgYXuW3KbPl9b5hEwMXF+MYdow1W0mwpBWpS7Xkd9CWG0ehnaKHihRheETd23zHC3KFDcDE1kkwRxhM+qYpbiGsZkbePrld7F7U7WteI4ozNaCJPp9Y/5ofZsgHlheFgTLBlCyY3ywrQndw9PCAY3CEoPuH78/grd6xx0HIE6DlqW4lpYTXKcsmdEmm8GNn9eSk/hwM2gqjSooiSqIq9x2jYYMWQ7z2qpbMtqfsEyLZ7uYMpNMIxrneOaotehYY93qrAcluQyqqBpHPDkISbt+BMfLz3Mepv5TbOR7ljxbXAlyxlgVgM95+N5nOedTHtuyIvlXlNtqwbRNJtunYIx9BsBnPvvZz3psYvaYoxJ60ZTFuJbKAHBtIZZW7KIsmRbNPB2Yy8hvmBehGcl3O2UPlFyJccCdmMrUcgEkRKVRPNuJctm5EP2+nj+668IUOIAeU3T90MP7fBXl5rZ5EaB2xzgtQ1FNwvJzomcUJ3rGUrNgdlOpuoA1ZxdZiKnoGp7Gl189g7ub6/GPb/Ri8LJ1AnAxrqXyhiuMZTyoMR6jTCN6mYoP2aDp9PnLOD+eyPn+0tvnhdU7IwxYt+oWzF5fSovqjpmiukDCfuGVME2L283IeVlMaYdoQXNQojn9+TgLVUvM+uhZd/y6/vV+2XNxOk2My+oA+HnOw9R/io0wzJJng9sIeRWAv/TwvS8A8CrIryf/lgneKzdtY97efKcVbZ+Cc/4tAN967LHHMp2xzArjlO/33zqXeqjEVA03FuPYuLbCIr71LCthjlAT4YjS6+2wG5hkarnQMRZfySSyI1tQZvQF6xdnTNXw0wtT6Ogbx5076wKb7vU6mJNtL3p9cGIOcZMlTebrF+WG1ompGt54fwQnz47Zrj1ZjKl47rX0hXdeonBp6whqEmlPM6k4m434EB1H4wChe3gaPRen00R5eTLbza+2bMbJs2MAkCr49KWj76ZtWxZVMlrTkatpcTf9XHQd6Ytyb11fkXUhLhFB3+NEVhy/o8h6vzT2h6jC8Gv7tgiDDH6e80K3VYSZsDx/M8WVIE8uzAx6j0aSfzcI3tNfM9pTjNsPCLbnhm1CiWyBp8yLVwgRaiL/UXo3eLJccLHXVi++kklkR//99y9MWabZRdPuPBllbt1e6yriGjaPptupVFluaDNOC8FLogom5xZdReTNmKPa0YgCVdNSC5W9fFdQ4kMUSY0oCrYmBw9ffvUnqf4xNb+Ipw7uxa6N1b5EznIxLe52ZkG/jowDE1Xj6OifwOz1pawLcckI+h4XdBRZ1C9VjaMkogiPl5/nvNBtFWGnEJ6/MkLjIeecjzLGLgHYJ3hbf+3fDK91AvgMgDtgFeStAHrDtqDTjOzC9MOLRxB2eLFcaMkczhOzNyzZYzIRV7pY/tCta7B6RSnae0bT1kcojAkX4Q1OzOGF432OD2pV4/jiC6csC0r9tLx4xe1Uql1uaLeURRVUV5RZLBpuz5VZDLmtOCsaBAUpPvRIKnCzAJbGuaVmwvsXpnCkvd+3WUbZOqD+0dnU+9n2M7eCVL9eXzjehxdPnnOdtjMo/BoIux3IZfp7Xvuln1aIQrdVEMERGkGe5AiAzzPGPmbIQx4B8EcAZgD8i2HbVwE8C+APGWPfMeQh/xiAbQCezGXDM4EuTCKfeLFc3LGjzvLQB7yLK1Hk75ayKGJxDUtxLSFuqm7BB1fmLeJ/cGLOsoARsD6oO/rG8dMLU6kFqWbLSy4QCQU3U6kyK4+o6qsRhTGsX1WOX/zIBmyvr4KmcTzzinXhnd250tt8tGPQMULPGBL+eMNnZVl7ZPe4bMWb6DerVpZK1ya83TuOu3bWSbPQuG2PbB3Q4eP9KPGQicgOWf7vY10jwkqyUUXJayYuwN/Fim4Ecza/5/XZ66cVotBtFURwBC7IkwL5I8l/NiZf+/Pkv2c45//VsPmXAPw6gO8wxr6GhEXlIBIpDn+fc56qVME5v8wYexLAVwD8iDF2BAmryp8AOAvgbwPbKZ+gC3N5EzZbhR0RheHhu7en2VkyGUCKIn/liKQVENmzdT3+/Mg76BGUS3eTReJEzyjMAXbd8uKnILfL4y4TCk4zX7pQ6BqeTotMOy12uXd3PT5/4PZU//G68M7Ju26Gmxoli+iePn9ZeI8DkLV4E/3m5NwiSqKKsN8MTsxhcGIutUjeKM69tke2DshLJiI7RIKUMaD97BhiyYGrsX1hsEH4aTPJJlOU2/UJTs9ev1Jbyu4TNAtOmMlFhPzjAH7b9NpTyb8fAEgJcs75JGPsLiSE+R8AqADQDeA3OOffM38x5/yrjLFJAE8gES2/ikSe8j8Nu11Fhy7M5YUxb/TJs2OO1VfDhB8DSNlUdElEwUP7m1KvHUpOw3+3fUBYZMkui0QuVmrbiW63QkH2oH76U6348qtn8Mb77pbAlEYV7G+ut6QS9HKu3HrXdTgHhi7PpQY4sojum10j0JJi2LiPp/rGsxZvot+MqRrqqm7BlasL0rSIi3EtJc51O9OvtmxOGwS5bY/MYhRTtawsI2ZBqvv4jRl3jN8fhtlWP9cLZJMpyu3v2T17/Yr2U4rD3FJIQS4RuajU+TsAfsfD9pcA/KaH7f8BwD94bBbhgULv5GHBLgrpJADCcg6yTYXnJZI3Nn1dKMYjDPjEXdukJbnbdtYLxexdO+strzkh20c70e1GKNhZPE6fvwwgkZLPGCVXWMKaYhaaMVXDKx2DqaI9qeMkSFd3qm9ceL68etcZAzavv2lZkVlt3nx/BG8mK7aWG/bxWNeIZVuv4k30m+UlETx6XzP6x2Yt9ioRMVXDTz6YwgdX5i1e+QUX7bErP69bTLxcq8b+dmDvZhxIDnwuXJnHm6Y+bTxeYZht9TtK7ySY3eYQzwS/ov2U4jB3FMPgJ2weciJkFEMnDwtOUUi7CnFhOweZtslNJE//7u6L08LvuHV9pW3+c4UhlR1Gh7HE637to53o3lJbabFNmIWC6EHdc3Eajz/fnpo1YYb9KC+JYMeGKjzQshnHu0dwomcsJUQ4B3pHZm0f8uZ9KTXZNrbUVLqqjKnDAPSNzKQi33u2rpdbbQzZWfR9vDR1zfKd0YiCCx6qmEqriW6vRev22pS9ys0+Xb2+ZHlNH/C5aUO3wF4FJCwmU/Mdrq5Vp1mXt3vHLRWeY6qGw8f781YtNC09Zm0ldjSsRu/IbKBReuNxMhfE8uv3/Ir2+zlrEJagTFgphsEPCXLClmLo5GHBKQopi+5kcg6CvHmrGscLx/vSUha67RduInn6/poFjsKA29ZX4tlH2gBAGu0dnJgTesiNFgs32B13WTRw8/pKvNIxaIls7zAJBeGDOq6lLVrlPCG62nbW4Z7dDal9HJyYg6qNpn12IabiaMcgAHGWD/O+GG0butg3i6lohCEW14TFdzQOfP/t82m2oacO7sXXfvgTW6uNeR+NqJqGN98fwdsuqpgCzn1JVoBNhCiQvrayzFHc6W3o6B/Hc6914/LVhbTFlUtxDd0Xp9HRP447d9j3Pbv+Jqtc+vKpwbwN0kUDiB0bqvCFB27H0OW5wKL0ssBG1coyPHVwry+/J7q+S6IKhk0DRqf7rF+zBmEMyoSNYsjvToKcsKUYOnlYsJvellWIA7yfgyBv3vp3i/KHe0lLZhfJkw1c7t3dgM8fuB2A/QK8bXWrUC6wMnh9CNod90/e1SiMzoIlotXGAUFEUfBAy2YANwcRcU2z9AVRefdYXMOmdRUpi9CpvnFcnJwXLlw8MzSJs5dmhOfabjC4EFPRe2kGX3jwdiiMWSpjHusaQbugEJF5MHb6/GXcu7vBEsk1IithDyCjPOdu1uAwAL9173aAA8d7RvDm+6Np6wwYYDmepVEFj97f7Op6iSgMd+6oQ2tTrdD7vxTX8Nxr3RZLkRmn69w4+IipGl4+NZjXQIloANF7aQZKK0tbD+I358auCvvX5NwCTp+/7Mv+mwdAjCXsTT9+fwRvJQeMTx3ciyePvGN7n/XL20+BMWfCsLA5W0iQE7YUQycPC8ab80JMRVRhqLilBD+7ZR3ubq6XPrC9noMgb976d7vJdpLpwEDmDb5nd4OrBYF+PQTtjrssOvvd9gFr2j1Vw/mJObzaOWSJcJYjkpbL+tLkNSypVquLef2BbsExnwbZubYbDAIJ4Tc0MYeH9jdZKmO2NNZgav7meTT7dvXPiwYqjCUcK5wnLCAry6OYvxFz9HZnO+i38+hPzS+lMviUJm0OjDFLJdLWJvlvmwea+uCFQTzouHx1wTHtptN1bhx8HD7en/dASb6CNdvqVgmPcVzjvv228fo+1pWwiJkX/B5p73e8z/rl7afAmDNhWNicLSTIQ0CYvWHF0MnDQmp6u28cz73ejan5RcxeW8LbveOYnl+UCgCv58Cvm7eoX8oirVGFuUpL1nNxGi8c70NUUaR93Wl/nfbPr4egUztE0VmZqFI1zWIZAZBK97i5phJHT51HTBNbXczHkvOE5/q2tSsxOJHKBms5FqJ9EYlyuwGe+XjGVA0vvX0+vQy9ZKBiLCw1Nb+ImWtWr7aIbAf9dmkYD0nSMHb0j+NEd8IKdNfOOnT0j2NwfM7ST0V+/JKogrjKpQMeVeN47vVuS27yTD3YYQiU5KsNLY012LSuwtLvy6LOnn8v6Nf3ubGriJsW/C7GVHQPT7u6z/qRSS0M5zvshGFhc7aQIM8zYfeGRRSGpw7uxZH2fnQPT6N5U3Vg5ZiXAxGFQVEYZq4tSVOYiT7j5Ubjx81b1i8P7N0stFp84q5tloWWMp/0iyfPpXmPzX1dtr9AwvIxPDmPqCkDiXn//HgIZnKDl4l4hTHLsViKa6l0j6f6xtE3elVodYkoTHgs46qGLTWVGJ2+7upcH2jZjDUVo+CcY+jyvCXlpt0g25xdxy4fvfnYn+obT+vvTtjZt9wiS8M4MHY11TZj31iKa/jHN/tS/vY3ukYSxZg4LP1U5MeXedONTM0vWirKijzY//HAR3Dy7Bg4gLubxZmBsg2UyCL8XoJCXtrgZ9ApojA8+0gbHn++PXW+yqIKdm2sDiRQJLufNm+qtgxwgxLJFBhzR6GnkSZBnmfC7g1TNZ7mkzt7aQbdw9OhGTAUItmUhXbTJ/Sbd8/FaSzGNUQVhvrqFdizdb3rNsr65QEO4YNBlPVEZpNwsxBUlLLPKF7MGUiCejh5vcHLRHznwITtIEkmuPWFqDJRsH9XPSbnFtB9cQYxNSHwdzSsTjsWQuHXsBq/de/tGJqwLr5zEk9eBypeUirevnktHmzdknVkS9b32ntGcbCt0RKlfvz59rSIK+c389mb+6nXFJE6sbiWdo0LZ5CGp/HB5TlcX4wjFtekC1yziQbaRfi9BIXctiGIoFNpVME3P70/uWh3FqrGobDEYMk8uMhksGFEJoYPtjVlXSjNLcUQ/SWcIUGeZ8LqDdMfyse6RtJSeoVtwFCIBF0WWp/VMEaQRqev48kj7wg/79aashhTMXR5zvWDwfwgs/MeO/UlkWVDlIHEbzKJ7IlEvFOEy6lPyD7/0cYavNI5BJZsEmP6/91EuPhuZBYKsy6+c9vvIgpLsxDpbXS7BqIkooBzntYfyksieLB1i2+L8uqrV1hsDSNT1yz3rs6BCQxfsa8jZ+ynTn58IDFrpHGe5vE3X+Oia2xJ1bBksPV4GbS6xSnC7/ei2qCCTnofPNoxKB1cZDrYMP+O7J6XS5Hs9nyH2QJL2EOCPM+E0RvmVEY7DAOGMOL2Rhh0WWgAOH3+MkanrztGo71YU4w+YTcPBpH32JgZwvidMvRjerRj0NIXjRlIgsCNOHV7zp0e3m786rLIe68hReRSXEOv6TzL7BuiojVu+91SXEsb8JXbCB3Rvu1oWA0IFlL6FV2MKAx37ayzCPIlU5RaPz5Oi0ztBkdm0ccYLN8nmsVxI+wB/++3biL8fv5mEEEn/bp7s2skLfe9eXCRzWDDiOyeJ3rdL0GcyfcEbYElsR8sJMjzTBi9YU4FbDLNo1rMF7KXG6GbyEq2DzG3nxcJsK7haXzso7f50i+9eI/NOA0Mgx64OolTrw8/u4GMmz4h+ryb8ywTfid6EkVr9Oqg58au4uLkvGU78/eJLB5OkVzZmoAgo4tN9ast6S9FfWZb3SqURRWLD5wZPuM0ODKmiDzRMwbNsL4hqjD82r4tFluX00JbuzZng5uBQFlJBJtrKqW5/rP9vWz2yem+4ESQAaVsBbH+nOwfncXJs2MYmbqGpbjm+nuCtMCGfb1bMUCCPM+E0RtmF0HJxK+7HC5krzdCpyhztg8xt58X5fSNqRq+/aMefPuz9+L0+cu+9Uuvfd1uYBikb1zHSez6/fDLxILg5jzrws9cTTKmJjK/GKuDlkQVS5VT8/fJLB4LNkJHtm9BLsByG+xoaazBro3VaWsuNq5did+8ZwcuXBEXuBHtjywjh6pxlEQUYT/XF9pemVtAT3IdgJFSH6tPGvfXLsKvLy59pWMQvSOzWIipKIkoWFtZhkfvb3bMp+70e9kuQNU4z1iMA4mc80EN5LO5J9gNNNx+T5AW2LCvdysGSJCHgLCtDJZ5PvfvysyvuxwuZL9vhNk+xNx+flvdKpSYMpYAiYwQepENP8+Rl74uGxj6tfDPCSexm4v1H0txzZLhqDSqpN53c571gdBXXj2DH5uK1izE1LTKmUtxDQpLpFSMq5rw+2QWj6jCshI6bmfR/LIJmbfr6BvHiZ7RVHaT1qZatO1yX9kVcD8QFi2sLCtJiPZsBXAmi3L1CL/+b03jeOaVM6n9iKkaxmZu4NDL76J5Y7VvHmw3+2IO5lStLJUGjMpcpKBcU+FcgTVTsrknOM1Mu/meIC2wYV3vVkyQICcsyB7ynz9we0YCaDlcyH7fCLOdOXH7+ZbGGqytLMPYzI20180ZIfKBrECQXwv/nMh2IWa2LMU1HPz665hfiANIVOL8QecQjjxxX0qUexGd9+xuwFumKpoKsy605RzYv6sOm9ZVCL9PZvHYtK4i45R3bmfR/LQJmTEWbpJlN5Hti9FqUF+9wmI1MB8X0cJK4GZe+kxnpNx6+2URfv3fosJD+vf76cF2QhTMmZxbFFZW1Rd421WYLYkoePQ+dxVYMyGbe4KTt9/N9wRpgQ3jerdigwQ5YcFvG81yuJCDuBFmu6rezecjCsOj9zfj0Mvvpj24wnB+8r2+ItuFmG4RnT8A+MqrZ1JiXGd+IY4j7f347Xt3pLXT6TyrGoemcVStLMX4zI1USj/OeSLftmHbspJEVVTZ94ksHpvWVeDZR9qEQvuLL5xKS8vYvLEKhx7el9FiUtF23Ren0dE/jjt3eItmG3Hz+/pgwLzfX//du/BX3+tM6wcNa1aibVcdGutWC++dwgwrhrz0meDV269/RtT3llTVYl3SyWUwRXScYqqGuqpbMHNtSRow2rfdWmFW365V0m4/1jllc0+w8/a7tegFaYHN9/14OUCCnBDip41mOVzI+VoL4Ic/v7WpFs0bq0N3fvK9vsLvfNyy3xAVhwHneO/ClPAz3cPTnvbDHDU1ov9LL0UuymNuxst+d/SN46cXplLCLqZq+OmFKUsZebezaDIh+9xr3Z6tHUbsMtGkvMsaT4lxIJFJZXBiDo/+X8cwc20x9fpCTMXo9HU01q0ObI2IjrGPxjXNk7dflp+eA3jPcM7M5HKwLpsle/S+ZigKc2VFctNP/Vrn5PSbdvcUkbe/amUZ6qpvwe5Na1wV5AsyeUK+78fLARLkROAslws5H2sB/PDnh/n85Gt9hZd83Nm0T1gc5uI0OAc0iSCKaxyn+sYt50gW7TRHTUXo4kuUx1yE2/0+0TNqEXacJ143CnK3AnVb3SqLXQEAJucWPdsozN9r/n3GgPazY4glrSdVK0uFFTkvX71hOVdOUWQ/ghTmPhpRrPYjQO7tF882zIBzLhXj5kht0NmzZMepdXttqg/a4baf+rnOSfabTvcU4314YGwW7T1jGJ2+jonZG+i9NOtYkC8XyRPCtt6t2CBBTuQEupCDwS9/Pp2fdOysEa1Ntb6JEFnE1473L0xhYHQ27WFrl0/eqegNAKj85qJOcx7zbLDP7n0TLxlR1lQI1jyo2a15MP9+NKJA1bS0gmhT84tQWKLgjxGN35xh0DEOJmSiNdtBsLmPynKpy7z9MjuIDPNi6lwJwFwEC3KxzsmN6DcOMr7/1nlPAwTZPesrr54JtHga4R8kyAmigFkO/vx8IBPK/9e/duGVd4YsBW2e/lQrAHgW6qLzVxpVwLm9ODI/oGUP++ruUduiN2YhqX/25VOD6B2ZgcIYmurFPmg33N1cj2NdI2kRZIUB+5vr07bzsjj1kV/Yib956V3Lb926rsJ1u0Qi2fj7F67M401TRppYXMPqFSWYuR5Le50l22U8jtEIw56t6y2p7Ix++9KoYltUZktNJcCAwfE5YX+SLQKMMEBNDhJE3n79Ny5OzltmG0QVVIFEnzQvps5V9qxcBAuCsBCZz5kX0S9KR2uXVlT2/UtxDT9+fwRvSRYpe6XY64nkGxLkBJFD/L6hFaI/P4w3dXObttRWCq0RV+YWMX1tKS1yevbSDDr6x/HqO0Oeo4Wi86d7yHsMFThFGB/msoc9AyzFcQCgdvUtuP/2TVA1a/VUAPjJB5P4yQeTAGBbhdOJ1qZafPi2tehJ5kAvjSrYtbEarU3ec/PrnB+/Knx9YGwWbbvqhe8ZsYvs6r9/qm8cb5sy0pSVRPC//OwmvHjyfFrknwMWK0ssruH0+csAYIliD07M4fHn2/HNT++XZpBZiCUWVTIkLD6i/iQUkVEFH79jKyJKIsIPAEfa+1MDqz1b1+PJI++k/YbCbv6GyEOuMGDXxmrLPaUQs2fJ7j1BWIjM58yL6L9tvXhwaTfotFsU6sdgKR/1RML4rAgSEuQEkSOCuKGF2f8tIoxFomSL20TWCFXjUE3Rw8WYihPdoxlFC2XnDwA6+sfx3GvdmJxbFEbLjQ9z2cN+/656TM0vSiO0xuqpsvzH2T7MH9i7GWsqysAA7N9Vn/L/mnFKKai/3iVZ1NpzccZVe9xEdvdsXY9ohAGGYHg0whBVIq5sOEvJtKGcQ3hch6/MO2aQ4fym5UfURpmIPNjWhCePvJO2ABVIDKz0lIz665wncs4ba0wASOVkB4C7dtZDYcB3TvRD4zwl7rfUVIZ6ds7cb4yDEdG9x28LkfmceRH9A2Ozwt+wG3Q6VX7NdrCU63oiYXxWBA0JcoLIEUHd0PK58NFr9CKMRaJEbeodmcUDrZvx0tuDaWK4JJKoZGlOEalxayGShZiKgTHnB6Ds/N25oy7lVzcu8hI9zM0P45KIgqqVpQADnjq4V1px1ShEjnYM4szQpLCNmTzMRQ/UqflFYdo5Wf7spw7utYio1StKhb/XvKnaVbvcRHZPn7+MmCDqrXF7f79OqaEapMgWFNc4jnWNOFoajOhWIgC2PnS9P5uj9uYiUKm2qBo2ratIO7d37qzDnTvrpNUjy6IKdm6sxo6G1egdmQ3d7Jyo75kHI+Z7T7b3Uad+5UX0ywaX3RdncKpvXHjPNX7/sa4RnOgZS7t3ZTtYyvWMSBifFUFDgpwgckQhTvHKyDR6EcZjIGtTSSSC3ZvS00HuaFgNMJbmIa+vXoErcwvC79ZtA5liFAkH25qkD3P9YdzRN47nXu/G1Pwixmdu4JmjZ9LsGLLfaGmsQe/IDN6/MCX0nGfyMHf7QFU1jsf/2wkMXr65+FTf9kh7v+U7tPkFiw2nojyKg23u8ne7sQ6cG7tqsQstxTWMTV+35G0X0bBmZUqYblpXIcxy0352DFPzHbaWBjM/+WASZy9NY5ehWqZZRNoJ+7jGbRegmpFVj1xMLv79woO3Q2H26QfzgajviQYjft573PQrt6K/eVO1cHA8Nn0dh15+V3rP1b9floM9k8GS3ZoDp/tCNpaTMD4rgoYEOUFkQCY3mmJagJlp9CKMx0DWpsa6VTjY1ii0kySi1lfR3jOaFnUz46c4cXqYRxQGRWGYEXjc7c6LseCNSIy7LUpixu0DtaNvPE2M6yzEVHQPTwsygXA8dNcWcJ7Iyd68qRoH25pS1UudcGMdkPUJxpgry0rbrvrUuX/2kTY8/nw7Prg8l7a41Vz10jzLIRP+iw7VMp0KzNRXr5DOtJixE/eLMRVDE3N4aH9T6ASSqN1eByNe8XM9z8G2JvygcyitMFhZVMHk3EKq/XbXtl9WRtEMif4NTvuXreUkjM+KoCFBThAeyfRG4/aGXQgLWTKNXgS1CDWbY2bXJpkIvpma7JxUjJdFFTTWrc5qv7ySyXkRWRwiLCEqb11ficYM+6DbB+rx7hHzRwEACmNoTs5QmL9je32V7QDDyYt+oGUzDuwFhibmhGJF1if276rHW6bFnmbKk4M5ndKogm9+ej++/OoZvGHK3GJnabhweQ5vdI0Kf8PunOptF3nIdRuQzMJkxk7ch1kcyQoKeRmMeMXP9TylUQVHnrgPR9r70T08jZ0bq/DGeyMYn01f02KXecWrBUfVODr6x3G8ezS13gMMluuPA6haWYr/8CsfTi3OFtlosrWcFGLCgmwhQU4QHsn0RuPmhl0oC1kyjV4EsQg122OWaZvsooeZRpWzxe15MYrT4cl5y36oHJi9vpSxGAfcP1CvzC0KP69HvHXv71KyQE8mUTmRF92uj9gttjVXUyyJKoir3HYfIwrDvbsbhJlbZJaGU33jeLtvQiiGIwrDYlzF4eP9tl7igbFZqBpHRFHSzqVboSZbKFgWVUItjmR9z8tgRIbd4N/P9TylUQW/fe8OAAnBq68fMFISUXwZFKkaxxcPd+C9DyZTszhvdI2gZlW5sP/N34hBSRYQk917s7WcFFrCAj8gQV5AFELkdDmQzY3G6YZdKAtZsole+L0I1a9qpV7bJMsh3razLm+FONycF7NojSYXqpqrM54ZmsTZSzMZDwjdPlDXVpYLP78YU3HkxADKSiJoWLMSbbvq0FhnnxNd1hdEXnRzHxHdX0V9wrxPe7audyXy7M6N6LftsmbENY7vnTwHzsVpKf26xtLF/VWomoaIwlLnARBHR2XHM1fXQ2pNRf84TnQnZhn2J21E+nERRYRlGYB08hUwOTd21bLIGADWVpb5MijqHJhAz8XpNEsV54nBcoSxVOEwnbjGU+lHZdeVLDiweX2ltM+YyVfCgnxBgrxAKJTI6XIgSG9boSxkCVP0Il/HTCawPn/gdt+Pg1tx4+a8mEVrTNXAWGIwYV7IuBBT0TU8jS+/egb3ZjDIcPNAvWd3PY53j1jKzxtT/g1fmYeqccffl/UFkRfd2Ee83F9F++RGNNhF3WW/rW//ZtcITpiKPOkaye3gIpvUql5Lwdvtk1fBns2+GGsDGIvjABBGhH/m1jU49PA+zwM+L4N/v9YflUYVPHp/sy/3GtEiZr2t1StLMX1tKe31smQWIbt77yfvarTWWGhYjVc6hyyL4u/aWeepAFmxBidJkBcIhRI5XQ4E6W0rpIUsYYle5OuY5WpQ4nUw7nReRA9RzoG7dtRi+tqSJbtDTNXwxvsjeNunan9mzMWDdL+3kbjG8eLJc+genrb9fVlfkHnR9T6Sz6qTp/rGhb/9wvE+RBUF2+pWYcOalZZjYmQhpuLNrpFUhU+z6AnivNkdM0AeOXU7AFI1npY1KGawLLnZF6f2iSLC3Rftz3m2g3+/1x+JCmxlwra6VcIBeUlEwR/+0ofwwvH+VJaasmRxL/15J7v3iu6PGud45uiZtHMyODGHwYk51wXIzMewJKpgTUUZHr2v2XaGoxBEPAnyAqFQIqfLgSCF2HJcyJIt+TxmuRiU+C0W9YeveTHq0OV5/NY926WFRYIUqYcM11NMFVcPjWvc8fftiuXoBZBEfSSf91fRby/EVLx48hxUjaeiiKJzZuTN5ILRaCRRpVOziaAH1W79mHEO2+Mp69P6IOS29RV44Xi/JTONl31xap8oIhxTNeE518Xc8OQ8ohEl4/zeQa4/yoaWxhrs2lidNmPAGNC8sQp37KjDHTvqhL/tdO813x8PH++XrrtxeyzMx3AprmFs5gaefvld7N5ULRT0heIwIEFeIBRS5HQ5EJQQC5MVpFAolmMmi+D4LRZbGmvQsGalJTf26PR1gN1ctBhEtT8z5n3+5F2NUDWOt3vHLWLMze/b9QW7PpLP+6ssk4kxvd3o9HU0rFmZyhACWFMi6v8WVXXN9LzZRRWdjpnde3aDkLjGbXO9L8RUS1ElEU7tk0WERQugjWKOMaTWXHhdvO3HtWxe6+EH+qDY7Lk3RpxFzzuv916nXPtuiqnJFtPHVHk60EJxGJAgLxAocrp8CIsVpJAolGNml5JPFsHxWyxGFIa7dtZZBLmeV9pY7a/97JinQiBeEO2zXnhpdPq6RYy7/X1ZX7DrI/m8v5p/O6JYK3suxlS07apHY90qnB+/ig8uz+FNSUpEEebj5mb63imq6HTM7N5zGoQ4ac4TPelFlUQ4tU8WETafc7OY4zzzxduZXsu5iPBGFIY7d9Thzh11nj+XbdYeI07F1OxEvWxwIxsAuhnY5RIS5AVCsUQBCSJf5NtDaPdQtYvgBCEWm+pXW6pdGr2fflf7EyHa5+6LM2BMbCcIMpWk3f016H5j/u2YquGlt8+n2VP0QlXGlIinJCkRgYS4LIkoab5r/bi5FXdOUUWnZ5Lde24GIXbYRUNlx9XcBqeIsI5IzMXiGjatq0BLY42nvpHptVwoEV4njOfk5VOD+MkH1mqkTteWfgy7k2tOjJRGE3YiczpQmYg3V8vNNyTIC4hCiQISRNgIg4fQ7qHqNJXt92DcjTAIOgggFDoCuwUA3L55LR5s3RLoIEp0f81VvzGn49P97gsxFVGFoa7qFizFNTxz9F1wAG0767GjYTV6R2YTVT1ZooIi50jNNDzQukVY+MituHNjr7B7Jjm95zQIccKN1cOpDW4iwtL0fTWVnvuGm2tKNAAspjVk+jkBgLOX0otXuSmmZkxp+dxr3ZicW0RM1VCWrAnw8qlBy/nQ73ddw9Np9xhztdx8Q4KcIIiiJwwRJruHqtNUtt+DcbdiO8ggwJaaSssCuZJkTvQlU4XJB1u35OWBmY9+E1EYnjq4F48/357KbDF0eR5/89Lp1DbHukbw4VvX4gsP3I6hy3PYvL4SYNbKoyKx6VbcBe2rtxuE6AMMjQNRhWFtZTmm5xewpAZT9t4O2eAV3D6TjAy7a0o2ADywd3PRrSFraazBzo3VqexKpVEFOzZUQeNcWPDKjMIYfvFnNkLjicJXqpa+GNx8Pp7+VKtjtdx8Q4KcIIiiJwwRJjuBkysPszH6tqUmIeKCWCTmph2vdA6l+UUZA3ZtWA2mKJaUfflaK+NXv/Fqezl9/jJGp69LbRwaB7qGp/BA62Y8tL8p9bob/69boZ1LX715gGgeYOzZul5YaTVXmZREg9fvtg/4fk+RDQAPcHtPvl/k3NbHeer+o2kc58eu4pmjZ+xTYZoi47qV7UO3rrE9HxHFXbXcfEKCnCCIoicMWYrsBE4u1ogYo28im0MuLTydAxPovTSTtnCTgWH3rWvw0P7tWZc3d8Kt8PCj3+hlyY2RwF0bq3HI5ljLMkkYiWscz73WjdYm++qSZtwK7VyvWxJFjo0DjHyuoRK1TdQ3SqIKNtdUAshM3PaPzlp8zosxFUOX5zzv/1Jcw5H2fnQPT6N5UzUOtjWhNKpYttPb2T86i5NnxzAydQ1LHnO+Z0LnwAR6R2ZTM2RxjWN+MZ56X5a73uwd17dr3lTteK2GPTkGCXKCIIqeMNyInQRO0GtERNkijNUwc2nhEQlOjXN8/63z6Lk4g6c/1ZpRO/zIHmLEj37T0T+els1jKa7hvQ8m0dE/Lo1oO6WH05mcWxSeM9FxAJB67UDLZhzYa7W4mAnTuiWZx1+WtSjoSG9LYw12bKhKO7cxVcMrHYP46LYaYUTfTtyqGsfJs2OW10uTVTG9nIuluIaDX38d8wsJgXtmaBI/6BzCkSfuSxPl5kG6kaDuCfq5OdphrTVgRpS7XrTgW18YnO91MdlCgpwgiFARxMM0LDfifAocp6hrLi08dmnvMhUBS3EtzXctq/znxRfuR7853j1qSeGoceBE96hUkNtlkjAiKmQjTCe5oQrgHL0js0KBqGocp/rGQ13F0IxsYPXUwb1pYthtJUf9O1OWrtpKgAODE3PCYxJRGB5o2Yzu4WloySgv50DvyCyOtPe77mP6bx7rGsGlqWuWNjWsWek5cHCkvT8lxnXmF+I40t6P3753R+o187VgJoi6A7IBgAin3PU6EYUhrmr42Edvw5qKMgDA/uZ64exRmAaZZkiQEwQRGoLMahHmG3GQ2FUZNJJLC8+eretRX70io+I/IlSN4/Hn29Nyq2eSPUSWxi6bfpNJrzVmkvg///k9zFxbEm5XLjhnogFHz8VpcH4zi405rWa+MxBlgmxgZRbDbio5AuICQBzpBYDMnx2cmEPcdD0txlR0D0+78pe7Eahtu+o9n4fu4WlXrzsN0v2+J9gNAKIKg6KwVD81pzm1mzWKaxzfO3ku7XxNzS+itamw7vUkyAmCCA1hyIaSC+xmAfycIbCrMijykOfCwqNqHE8eeSer4j9mOgcmMHxl3vL6gofsIZvXe09j54b9u+rxRtdI2uJZxhKv26FnSfnotho8/nw7LlyegyHJCKIKw+oVpegdmQEA28qusmn+8+NXAWSWLSTXmK+L/tFZoegViWHAOXe5yNKlIzsm2+pWoTSqpKXuK40qaN5UbRGeon7tFKEuT+afd0LVODr6xnGiZxQcwKpbSoTbrV5RmpbBxE7kZpP330vVYQCoKI9iKa4hFtdQElVQV3WLZUbDKXe95uJ8hR0S5ARBhIYwZEMJGrtZAACOotCLYLerMrh/V70wVV7Q2ImQTEXAubGrwowkUYW5zh4CFowwbd1ei5+5dQ26L84gpmooiSho3liFVpffWRpV8M1P70fnwAT6Rmfwo59cwpW5BcQ1jvHZG/jOiYG0CK5IZJVGlbQIuf5aTNWEXl7jNZfvglqA+Jqpr14hHFiJxLCO3b3Eq6VL1TjiqmbJUlQSVfCJOxtTaRzt1h44/WY0wrBn63rp+3o7vvjCKfz0wlSqLQoDIgxpA7gIAzr6J3C8ezTN3mO+FuqrV6BtVx0a61ZndK69Vh0ujSpYjGmpvrkU1zBzbQmKwiwWIaN9bPjKPH5sSmFoZDGmYmAsMeA0ZpUaHBdbkMIACXKCIEJDGLKhBI3dLABgLwq9WnrsqgzeuTPhX/ZaKjtbZCIkm+I/2+pWocwUqQSQqqZoJJdp7PTfO/Twvqx86MZiKi+9PQjVNPhwquxq9pCXRBgYY3jx5DnhQEa/5vywkGUj6PXPvtk1klbUZSGmYmTqGhrWrMTo9PW0th1sa0L38LTQf293L3FaSGv8rH5czIVmACCucvxk6IqrtQdOvxmLazh9/rJtRdDOgQl0X5xJGxhoPJHTv21HLWavL2H1ilJ09E9Y7iunz1/2fW2N16rDVStLMTZzI+07ZNed0T72Vu8Y3uwaEc6y6du+dmYYL15bxGJcy2tWKbeQICcIIjSEIRtK0NjNAnAOW1Ho1dKTiwGOV8ElalO2xX9aGmuwK1lkZDGuIaowbFpXgWcfaXOdPURUqMivY+XX+gW7iKpTZVcgIZYGxmbx2pmLGJ+9Ifwe4yxFthYyJ0HvZN2y81cvxbVUJNcsJkWVHEujCqpWlkLTOFSNO2bUEXnIjcfx7KUZ4XqMRGR2NnW+7K4J42/K9nFgbBZHOwalx/Dc2FVhO2Kqhs01lXhofxMOH+/H8e5RSzv1/uLn2hqvVYc1jeOZV85I71HSPmLIEiVCn0HSyWdWKbeQICcIIjSEJRtKJviV29ruPa+WnqAHOJlEUINoU7b9RlaoaEfD6lANBu0iqm4qu7Y01qB3ZAaXr4rFuHmWIlsLmVO01K7vOPmry0oiaKxbLdxP3X/f2lSbJszHZm7gmVfOCPuopThRTSLLytBlq6Xr3NhVabtKIgztPWP4/lvnHa8J428e6xpB+9mxtKh+WUkEajLzkGxQtK1uFUoEi7X1dIlAbmceRb8VjSiJYk+w9k1V49L7gd39ZXBiTljUTGGQRs2NhNEKSYKcIIhQUYjZUPzMbW33ntcHa9ADnEwiqEG1KZt+IypUVBJR8EDrlqza5bf/Wu87+kyAjhvvvd5H378wJRQsUYVZZimyFXJ2gh6wt2fZzQa4XWsQURgUxjBzbUmYYcbOEqGjW7uMyEQwAFRXlGN0+rrra0L/zZbGGkzNW+8hCmO2g6KWxho0b6yyeMh3baxOHZ9czjy2NNZgR8PqtPaomoZXOoeEaSft7gen+salfWRb3SqUm4W/aaGnHWG0QpIgJwiCyBI/c1vbvZfJgzXIAU6mEdRM2hTk4kKZ135oYi5jj30QKTyNfWdgbDZpvVDQ6OJ46H1UJlhEfvtM+pvxPMU1zZKFRBdComO+EFNxrGtEmgFEX5B8z+4G1+ffax91089aGmuwtrLM4n0GgLqqFZgw2YH0/bL7Ttl9oXNgwnZQpK9R0LOsAMBdO+uhMOC77QOp38vVzGNEYXigdQt6DEV8NA70urCImCPedufuk3c1Chek6nUIROh7G1YrJAlygiCILPH60LcTpE7vhcnSk6upcGGxm4bVeKB1iy9ZE4LYj6BSeGY6wJJFnBUG3La+Uui399rfROepJFkZ0liOXRdCIvtN+9kxTM13CDOA7NxQhc8fuN11cZ9tdauwpbbS9bl1O4iKKAyP3t+MQy+/m2YxKS+JYPet1egdSbfaMJbYr5hDSXrRuXUzKIooDHfurMOdO+ts98Gp3/g16B0cn0PMtKBWdj/0mpVFP3cii9HRjkFoBlXPkBjEqRpHXOOIRhSsrSzDo/c3C4sG5RsS5ARBEFmSS49mmCw9uZoKF4nbn16YQs+lGUeRE9R+OImXsKXwFHp7FYZP3LUND9+9XXrcjP3NaZ9F56kcEXz8jq0oiShpgl4/5uZMJUtxLaMMIHou7ude78bU/GKqX+xoWI0dG6rQ6+Lcuh1EqVpiheCairK03zJmedH7UjSiQNW0lHDXv/OF432IKoqj8HUzKDLPShgtTW4Hgn5m1Lk4OY+SqGLxw4vuh16zshjPnbFvnuobR9/IbJodK6IwaBypiHlMTaZUZCx0YhwgQU4QBJE1yyE7jIhcRexF4pZzWEROptFnPyLBZvHidZAWdL5vWR+1E+Pm9jnts2wQUhJR8ND+prTX9WP+5VfP4A1TPmmvGUBkaQgXYip6R2bxhQduh9LKHM+tm0GUOftLSURBbdUtaVFXY1+6cGUeb5r2byGm4sWT56Bq3JXwtRuEm8+LuWCOaB9E+JlRZyGWyFKjMOfCY16zsng5d4nj4P1Y5AsS5ARBEFkSNitJLslFxN4pXzOQ/YPWy364ES9eBmlB+M1F+5dNH3Wzz5ksOr53dwPe7h23/YzbyLwsDeHQ5Tk8tL/J8dy6ab/5OIiirubIrXn/gJtR22wHk+b22OWVt8PtjI7sXIiKkEUjCvbvsvf8Ox1zt9el24JYYVzMqUOCnCAIwgfCZCUpNsz5mvUc1kYYQyJVXQ6QLUgcGLspXrwIYJnYdWtrcEs2fdTNPmcyU+T0mUwj8zpeBJib9mebejTTCLYM2b5Hk9eI29k6N4MRu3MhjFCriSJkdvvl1+yim4JYuoVJ4xyHj/eHrmInCXKCIIgiIwzlzv0kVewl6RG+LChqw1P/FzyyiH17zygOtjUKI6V250Qmdr3YGoLGzT5nEoV3+kymkXkgESHduaEKe7aux6m+ccfrwU37s009GlM1vPT2eWHmmUyQFdpqbarB7PUlNG+qxsG2Jsd+40YY252LTNfR+DW7KPsevd3nx69i8/pKHH1nEE+/9C5iqoaSiILmjVU49PC+UNwfAxXkjLENAH4LwP8KYDuAVQCGAPwLgC9xzicFn2kA8CUAvwSgAkAXgGc459+X/MZvAXgCwE4AVwH8EMAXOeeX/d4fgiCIsJML+0M+iCgMipLIKa0KhDdPFnER5Y32m5bGGtRXr8DgxFza6yNT14TWA6dzIhOU2dga/B6U7dm6HqtXlGLBNBgy73MmUXi7z7iJSJtnUEoM2TQ+uq0GTx55x/X14NT+bCK6nANNdYlFpj0XZ1KiMJsCVKL2RCOJHN76Atnu4WnH69+NMPaahtDNcfGzn8rOnf7aW2fH8N4HU6lxe0zV8NMPptDRN56T+4YTQUfIPwbgrwD8M4AvA5gDsBfA5wB8kjG2l3M+pm/MGFsDoB1ADYCvAbgI4CEALzLGfo9z/vfGL2eMPZHc7hiA/wBgI4A/BnBH8ruvBbp3BEEQISOodHthwKlYTK68oRGF4a6ddRZBvhTXhNYDp3Pit63By6DMjSBSNY4nj7yDybkFy2/J9tkrsna4ibxmWlwmHwuAS6MKSiIKWHJzxvT/ywynCLyX/XUajIjORUlUwfCVeXQOTOCpg3tx+vxl15FuN/3U2C+21FQCDBmnOj3WPWKZROMAjveMLAtBfgLAbUbRDeDbjLEOAN8G8Pnk/3T+FMAWAL/KOf8hADDGngfwNoCvMMa+zzmfT76+DsBfA+gE8AucczX5eieAHyAh0J8OcucIIlOKzVJAhIewpdvzE1kkuSSi5DyrTVP9akulQNkUvdM58dvW4CV9nxvhbldUyI9FcnbtcBuRlolJpwJEmdx3zb+lalxqiTGfi8W4lnZel+Kaq6I5xmMlenbo7Tl8vD8t3SDg3/VvPheMJaLMP35/BG/1jqflO3eDUz8VZW5hSM/c4mXmb3J+Ufz6nPj1XBOoIOecd0ne+h4SgvxDptcfAnBOF+PJ71AZY98A8I8AfhnAi8m3HgCwAsA3dDGe3P6HjLHzAB4GCXIihBSrpYAIB7nMiZ5rzIKgJKpgTUUZHr2vWViWO5dtsZuidxvlNfrNjbmsvS50czsocyvc7RYO+jEQcmqHm4i0lwg7AJzoSRQgcnvflX2/0/3cblZHx61gDiLdpheMA8djXSM40TOWymBiN+jzunZiYGwW+7bXCjO3cMN2Xmc61laUiV+vLPdyGAIjX4s6Nyb/jusvMMbqAWwAcFiw/ank3xbcFOQtyb9vS7Y/yBir0CPqBBEWitlSQNwkX7MgxZwT3WnhVi6PtRfrgtdzku1CN7eizK1wz7SokFvczCDYWSncRNi7L06nRY5jqub6vmv3/U73czcpO90KZr/TbWaCfi7OjV1FXLWPxLtZO1EaVdJmDACgvWcMB9ua0D8662uq03uaG3CsexSGYp5gDLh7V73LvQ+WfAny/5T8+98NrzUk/14SbK+/tsHD9iy5TV+GbSSIQChmSwGRIJ+zIEHlRA+LzUpkF8jnsXazgDHT7COZpih0K8rcCvdsiwo5saW2EixZREbHSxpLNxH2r7x6Bj+2KUCU6fc73c/Nx640qqAkqiCucs+C2c2zI1c1ETLJ2S5aO9GwZqVlLcbo9HV09I/j5Nkx2OE18t+6vRY/c+sadBsW1DZvrEJrSJ67rgQ5Y6wKiYWYbnmWcz4l+a4/AfDrAL7FOf+x4a0Vyb8iM8+CaZtMtje24TMAPvPZz35W9DZBBEoxWwqIBPmeBck2J7pZfO/Zut5TpoqgEA0K8n2s3ZLLPPVuRdmeretRX70Cw1fmEdc4yqJiL34QIs94LpdUNU2MA97SWLqJsN+zuwFvORQgyuT73RS2MR+7PVvXe1r8qOP22eFmRiHbwbUfOdtli6MXYypOdI9iZEqel6O8JIL66hXoH51NtcdpHyIKw6GH94W2gJvbCHkVgL/08L0vALAIcsbY7yORbeWfAfyh6e3ryb8ik0+5aRvz9uaktKLtU3DOvwXgW4899liOstYSxE2K2VJAJCjkWRBRxLm+egVGp6/nVfTKIuEfunVNwR7rIHEjyp488g5Gp68jrnFEFYaGNSvx1MG9GaUD9IKo3Lsl+4VNGkuzoNxSU+koVLO579oJYTffKzp2mRxLP54dfs0o+ZWzXbQ4OhpRwDm3LE5N/TZLCPILV+YxeLwfZVEFuzZWu9qHMBdwcyXIOedDSFhAMoYx9nsAvgXgNQAf55zHTJvoc0kbYEV/zWhPMW4/INieG7YhiNCQqylFIn8U8iyIKOKsR1CN5Fr0yiLhzZuqC/ZY5xNRyfXR6es4ff5y4OfUTbl3WRpLkaDcsaEKOxpWp1VkFIniTO+7dkI4l/fzTFIuuplR6hqezigXtx8521saa7CjYTV+emEqNUuiahqGLs8L/eUAoHJg5vpS6t+LcQ09F6dDNyvmlZx4yBljv4tEVpUfAXiAc26xmXDORxljlwDsE3yF/tq/GV7rBPAZAHfAKshbAfTSgk4irIR5lE5kTyHPgghLYCcjqEbhFITo9ZqRQY+uFuqxzif5nMVxyjyiMGCH5ByKBGXvpRl84cHboTBmK1T1++6eretxpL0fRzsGU5UsS6NKajtRP7QTwpnezzOxjrj9LbsZJfNCyZiq4bnXu9MyFflha3EzgIgoDA+0bkHPpZlURFzjCR95w5qVuDh5LZXJxY5Fn/Lh55PABTlj7HcA/DcAbwA4wDm3Vha4yREAn2eMfcyQhzwC4I8AzCBR4VPnVQDPAvhDxth3DHnIPwZgG4Anfd4VgiAIVwQdNQtygaUwuh9V0LBmJUanrwcmejOpZllWEkFj3WocbGuiGSeP5GMWR++3FyfnURJVpJYEhTE80LJZmNrwjfdHLIJyIabi/PgcHr67yVGQLcU1HPz665hfiAMAzgxN4gedQzjyxH0oTbbp8efbU7NC5YZ+6GcQJejFyHYzSiURxSJyp+YXhfm/s22bmwHE4PgcYoLc6W276rG1phLPvd6NqflFxOKasGgWkMj6I5tRCcNidDcEKsgZY78K4HkkStp/D8DHWXpFqnnO+SuGf38JiQWf32GMfQ0Ji8pBJFIc/j7nPOX855xfZow9CeArAH7EGDuChFXlTwCcBfC3Ae0WQRCEI0HNggT9IJdF971W4fOK12qWZttAIc44uRULQYiKXM/iiIq8KCwRDTUT1zjOT1xNs1Don3/vgjBfBFTNOYoKAEfa+1NiXGd+IY4j7f14+O7tePz59rRFhkGtlwh6MbLdjNLayjKMzaQvvYsZIsxuCvb42R/lg+1V2Le9Fq3JNulFs14+NWgZlG1aV2Hpu4VW8yPoCPkeAAoSi0K/JXj/AwCv6P/gnE8yxu5CQpj/AYAKAN0AfoNz/j3zhznnX2WMTQJ4Aolo+VUk8pT/KdlVCIIoRoJ+kNtF94MUvV6rWRZ6JNytWJB5ph9o2YzBicxKiAO5X8siKvISjSi4dc0KDF22Pq5Vk1LXP29+Xcdt9fnu4Wnh610XptA5MIHhK9a2LARg5bHr77rXWyR43YphuxmlrbWrcOjld9NmKEqiCoavzONU3zj6R2dt22bXbzMR606DQ1nRrIWYiqjCsGldBZ59pM3yO6J75U8/mMI/vdmL37x3R+juHUFX6vwrAH/l8TOXAPymh+3/AcA/ePkNgiCIQiUX3t98RJy9VrMsdNwOrETbvffBJLqHpxFXtawEuh/H060AE/XbmKrhxpLYSx5RlLR/O/nO3zo7jk/tt+ZFN7dv58YqnBmatHx+bOYG+kdnPdkhskHW3zevr5QKXgCuI776Ykljzu0dDatTIrd5Y3XqexhLnIsfvz+Ct3rHUV+9Qnot2vVbJ7EuQj8/H7p1DZo3VSOiKGhMploV9SsvA8lzY1ctkXSNcxw5eQ7dl2ZwKGSR8nwVBiIIgiAyoJAzuNjhJCAKFZlgdTuwEm2ncUAzlCw3C/RcTct7sQTIKlaOz5qzFicyrDTWpfdnp4qXo9PXhWXbLbMLDVUoizIsxtOF9+z1JWg8kYvdnNlDZIfIFllUGAxSwQvI3xMOqhhLzRwwhtQ0glHUHusawYmesZSnfCGmYmTqmnTNyHfbB4Tl7o92DKJ3ZAY9F6dTx8+pfbL+84k7t9nWPZANJEXpMEV+eQChzMpCgpwgCKKAKOQMLo5IBEShYidY3Q6s3JReNwt0vyxMTtFvL/Ypc79VkvYGM3rWHHN/Nn5edCxEgxlhRpaRGezbXodj3aOWz0cUhl0bq1Oi0s4OkS2ySK9I8C7GVBzrGsGVuQXhgtaBMevsWOfABHoNmUuW4hp6L82go28cSnJAuK1uFRrWrETcJFiX4hradtWhsW61JQot649nhibx/oUpaXpUkQ1H1n+OtPd7tuXJrF1rKkoxPmvNJbIUwqwsJMgJgiAKiGLzUuvIBETYolhecJredzOwMm9XEk1E/MyVLY34YWGSDSb0xb3nxq5ieHLetX3K3G+Pd49aKjQCwK3rKoQRdnNUt/3sWJoHWjSYsVvYaC5Gk4uMPaIBjjnSKxK8HMDx7lGhnSbxvdYIsGjfF2Iqnnu9GzPXltKKfpnzfevHQhSFthsYidpXVhLBresq8QffPpFWEXbXxmppUa/u4WnPtjzRtdZzcRoP7t2Cl06dt7StNKqEblaRBDlBEESBUUxeap1Crm4qw2mf3AyszEJ2c00lXukYTBXBEQl0PyxMssHE48+3p6wM0YgCxuD6t439NqZqQkF+x45aqQDWP9/SWIOpeetgwTyYkc1C7G+ux9T8Yk4z9ri198gEr0yMA3C9qDOqMEzNL6YGMgsxNZXv221KU2N/PNoxKPTjR5OzH3qU+p+O9aYt3NUL+ciKejVvqrbsv1OfFl1rS3ENx7pHsGtjFd67kL6YtzSiYM/W9dLvywckyAmCIIi8U4zeeKd9civ+zNu1NtVKBbpfFiZZhNVYtTWmamAsEW2MxTVPv32wrQk/6BxKS0FYUR7FwbYmx8+6nSWSzUK0NtWmHcNczDK5tffo+/bC8T68ePKcrRAHEjUCGutWW15vaazBjg1VeO+DyVRqybjGLXkm9XzfjXWrXB8LvT8CsAjn8pIIHmjdjImZG+AA6lbfghffOmf5jsVkTnHR+TnY1pTKpOK2T2+rWyXMbT85t4if392Anoszaccypmo5qUrrBRLkBEEQRN4pRm98UPtkJ9D9EpeyCKtZIHIOtO2sw6Z1Fba/LbJrHHniPhxp70f38HSqYmZEYTjVN+6YtcXNYMZJuPsRCc8my4ydvSeqKNIUjzrlNv0poiSKK3UPT6fWF4gw5vv2eixE/XtHw2r0XJxBb/K1iMKgCnYjqjBbi5BXW15LYw3WVAjyq6saegTpMslDThAEQRACitEbn6t9CsJmIRJb9dUrMDJ1Lc1vHFEYNA5HMS6za/z2vTtcbZdpjusg7V3ZZpmxmwGSLZ4sjSrYsGZlatGl3TEYnJizLNgE0i0l2QwQRf1b4xzPHD2Tarcswm/OXGNeE+H1vEUUhkfva8bTL7+bllWlPEMLTD4gQU4QBEGEgmL0xhfqPonE1p6t6/Hn3+nATy9MpQSUqnG82TWCU33jUjGaTc719y9M4YXjfTjY1mSbCs8rflSbzCbLjJMYNnvJSyIK1laW4dH7m9HaJPfZGxEOAqIKPn7HVpREFF8GiOb+ffh4vzBfvD67YsxcA7jPq+6G1u212L2p2hcLTD4gQU4QBEEQRUym4lM0mHigdQt6DNlwdOzEaDY51+Max4snz+Ht3vG06Hw26R39Kqnu1YbiZbbEj9kV2SDg4butBZT8YkttpcXLXV4Swa/t22IZBJzqGxcOaMypGd1WKtWPWUf/OE4k01ru31VfMLNvJMgJgiAIokhZimt4/Pn21GLM8iyjkIPjc4jFxZ5kmRjNNud6XONpi0mdfs8JL5FtO7zaUDKxYYi2X4prOHyiDx19E6i4pQQPtGwRZqfJtRBVNY5XOgbTLCMKA3ZIBgFuUzN6rVT66jtDqW3e6r05cxP2mSoS5ARBEASRR9xEsDOJcqsax+PPt6elF8y2cJBdoSKZGPWac/29C1OWRXi63cEoys2/53SM9PePdgxa2p+JuM/HQuSluIbf+NpruLZ4s/3vfTCFj9y2FoceFudvz5UQ7RyYQO/IbJofPKIoeKBls+vUjAoDrlxdSJ1nr5VK/Rps5QMS5ARBEARhwA9/sZffcor6ZWqx6ByYwPCVecvrC1nkd9dFqLFEOuCc8cNtzvWnDu7F7//dmxifTc+WUZ5cVCrLl+1mQaj+vpfBhB1+RKDt+powM017f5oY1+kansq76BRajlQNQ5fncOfOOsv2or6UyMwongnhHI4WoUKuZ0CCnCAIgiCS+OUvdoubiF6mUb9zY1eFWS6iCss4w4RRhA6MzULVOCKKgkaHgYvbSO3p85cxc23R8np99Qo8+0gbTp+/LBS/TsfI/L4Ru8GEE9lEoO36GiC2Z3BJida4xnGsayQv3mh94DA8OY9oREmzrDhZeJ7+VCv+8VgvvttuzVWuUxJVMHxlHnWSqqLG7y/kegYkyAmCIAgiSa6nvN1E9DKN+m2rW4Uyk4ABrCnnvBKkDeLc2FXLglEAaNtVh9KoIv1dp2Mkeh8Abt+8Fg+2bnG9cNBP7PoaILZntDbJz1v72TFMzXcENng0o2ocHf3jeO61bkzOLSKmalAYUtVb3Qx0IgrDhCl3uBGFJXKJ//j9EZSXRFASVQAkrDsii1Ah1zMgQU4QBEEQSXI95e0mopdp1K+lsQa7NlanLAHGlHNhyzChI9rX8pKIsBql0+eMx0j2vQ+2bkk7r7mcIbHrazJ7xqZ1FVhZFhHaVpbimufBY6aDD/04dV+cThtAaTyRK71tZx3u2d3g6vtk5Y9qV9+CqfnFVMR9IaaiHBHbtI2FklFFBAlygiCIIiSXPuhiItdT3m4iei2NNdjRsBrdF2cQUzWURBTsaFjtGPUrRHGSaYTT6XNuvzeXMyROfU30XlP9anz3j+/H4RN9+J/vDmPm2lLad3oZPIoGHzsaqrBrUxXOXpxJq55qvpfox0k0mxGLa9i0rsL18bq7uR7HukZgdFcpDFi/+hbLWoLFZE72h/Y3Sb+vUHP/kyAnCIIoMnLtgy4mcj3l7Vo0MwbGUv+J1D9cfH8hiZNMBxFOn3P7vbmcIXHqa8b3SqIKqlaWQtM4IgrD7/78TuzaUI1DL7+b8eBRNPj4yQeT+MkHkwCAM0OT+EHnELbWVKJv9GpaGz906xqhBchrGwCgtakWH75tLXqS0fbSqILSiIKzF6ez/u5CggQ5QRBEkVHIqb/yTT6iyiLRbJzhiGsaeg3RyKV44t/Fej4zHUQ4fc7N9+ZqhkQ/vx+6dQ2aN1ULF8bqRW50j/bYzA0888qZ1OA628GjzFdvZH4hjq6LM6k0lPq9pHlTtTD9ZUlE8TyAjSgMhwzXXEzV8NLb5y0Lkkuj3r+7kCBBThAEUWQUcuqvMJDvqLJ5hiNiyr8N0PkMilzMkMhmsA62NVr80ApjmLm2lOajNg6uMx08qhpHXNOEfUu0rRG9T5oj+GsqyvDofc1o3W4tUuSE8Zo7fLxfvLB3Zx0+f+D2op3lI0FOEARRZBRy6i/COsMhEkx0PoMhFzMkXmawnAbXmQwe9QFBz8XptL5lLryko+dx1ylLLrI92NYUyHGSLcC9Z3dD0YpxAFDy3QCCIAjCX/QoX3lJBAzZ5Vkmco/MShBVGJ3PHKCL3If2N6VEr5/YiWwzujg14mYwpmocp/rGcfh4P071jacJan1AYEyHGVUYPr5vK1aWpf9WRXkUuzeK7yVBHaflev+iCDlBEESRUYjZNbKlmLLKCGc4ooptujfCP4LuS15msDKx0Dgt6hYNCFSNo7w0gu/+8f040t6P7uFpS5YVu3uJn8dsOd6/ABLkBEEQRUm+fdC5pNiyyshE2MN3by/I/SkkctGXvIjsTMSpkyXGbkBQGlXw2/fusHyn3b0kiGO2nO5fOiTICYIgiIKm2LLKLNcIYRjIpC95jQ57Pb9examT79zvhaudAxOp4lNA4pj1XJwu2OsvX5AgJwiCIAqaYswqsxwjhJnip13Ca1/KNDoc5Pl1ssT4PeDrH51N86MDwGJcw8DYbFb7V0w2NDeQICcIgiACIxcPVcoqs3wxC+LSqIKGNStx1846NNWv9tzf7PqSqC97jajn4noQRcB3NKyGxjkOH+9P/a5fAwKNi9MmmtMletn3YrOhuYEEOUEQBBEIuXqo5rq6JhEezIJ4Ma5hcGIOgxNzqewcXvqbrC/t2bpe2Jc/dOsaS3GcBUlEXdU4vvjCKXRfnEFM1VASUdC8sQqHHt7n6/VgjoBvXl+JVzqH8MzRM4Fch4qkamxEuZnIz+u9oNhsaG4gQU4QBEEEQq4equS5Ll6coqp21SYz6W+yviTry7s2VIExwBgkZgzYvL7S8t0dfeP46YWp1LYxVcNPL0zhH4/1ojQS8TVibrTEnOobR2+AUfym+tUoF+QNb6y7OUPl9V5QjDY0J0iQEwRBEIGQy4cqea6Lj6W4hsefb8fwlXnENY6yqIJdG6vToqoii4mRTPqbqC/J+vLY7A0wAEZzBkv9XzonekZhdndwDrx48hw4R2AzSF6uw0xmtdzMUHm9FyxHGxoVBiIIgiACIdOiJgShahyPP9+OwYm5VPXIxbiWyt6hYywiI8Kv/ibrywwQiuyhiTnLd8gK1Gs88Z4xauwnXq5DYyTbbZv0WYUv/trP4rfu3Y4v/trPWgS813vBciwORBFygiAIIhCC8HYvt8wLy5XOgQkMX5m3vL4Y19KiqkaLycDYLNp7xjA6fd33tQSyvrx/Vz3e6h13Fcm9u7kex7pGIKhOf3P/AphB8nIdZjqr5TRD5fVesBxtaCTICYIgiEDw+6G6HDMvLFfOjV1NRcaNRBVmEbtGMXiwrSkQESfrywBcC83Wplp8+La16Lk4jaW4hqjCoGo8LXIexAxS+qDlKlRNg8IS1TfNxydIq8iBls1YU5Gw7dRV34KIogjbYGz3crKhkSAnCIIgAsPPh+pyzLywXNlWt8qyUBAANq2rSIld2WxJUCJO9t1uB50RheGQMftJTSVe6RhE78hs4NmBIgpDS2MNjnYM2g5og5rV0gfSCzEVjCFl9aFB9U1IkBMEQRAFwXLMvLBcMQrDhZiKqMKwaV0Fnn2kDZFkZDkssyVeBgHmbVubanNmy3AzoA3CKmL+Xc5v+ukXYiq6L07jy6+8i/o1K6EwllH++GKABDlBEARRECzHzAvLFSdhWCyzJUHbMoyzCBcn5y0zDqIBrd9tsktNCSSy6bzRNZr6dyb544sBEuQEQRBEQUAFgMJJUAtt7YQhzZY4Y55FKIkqlpzpuRjQOqWmNFOog6tsIUFOEARBFATLMfNC2MmXdYRmS5wxzyIsxTUoDIhGFMRVLWcDWrP9SPeQ5zrbTNghQU4QBEEUDMst80LYyZd1hGZLnBHNInAO7N9Vh03rKnI2oDUPpDevrwQYcKJ7FCd6xhBTNctnluPgigQ5QRAEQRAZkS/ryHKcLfFqDZLNItyzuyHnA1o9ywuAVPuf+NhHMDW/iJ6L01iM3xTly6EIkAgS5ARBEEQaVHyHcEs+rSPLabYkqJL2uULW/qcO7sXp85cxMDYLVeOIKAoal+k9hwQ5QRAEkSJM6eSI8BMm0VfMZGINCtMsgqz9p89fXjaDKidIkBMEQRApiiWdHJEbwiT6ipmgStrnCsqK4wwJcoIgCCIFPTgJr4RF9LmlEC1ZhZ5VptDbnwtIkBMEQRAp6MFJFDOFaskqdGtQobc/F5AgJwiCIFLQg5MoZgrVklUo1iDZ7EOhtD+fkCAnCIIgUtCDkyhmCtmSFXZrkNPsQ67bvxTXcKS9H93D02jeVI2DbU0ojSo5+e1MIEFOEARBpBH2Bz9RuOTbv02WrOAIavYhkz6zFNdw8OuvY34hDgA4MzSJH3QO4cgT94VWlJMgJwiCIAgicMLg3yZLVnAEMftg7DMLMRUlEQVrK8vw6P3NaG2qlfabI+39KTGuM78Qx5H2fvz2vTsyakvQkCAnCIIgCCJwwuDfJkuWvxij13FNQ2lUSau6me3sg7nPxFQNYzM3cOjld9G8sVo6mOsenhZ+n+z1MECCnCAIgiCIwAmLf5ssWf4gmvEoSdpBluKaL7MPoj6jf7/dYK55UzXODE0KXw8rJMgJgiAIgggc8m8XF6IZj3JE8PE7tqIkovgy+yDqMzp2g7mDbU34QedQmm2lojyKg21NGbclaEiQEwRBEAQROOTfdk++F7+6QTbjURJR8NB+f4Sv3me6hqcRU7W09+wGc6VRBUeeuI+yrBAEQRAEQRgh/7Y7wrD41Q25mPHQ+0xH3ziee70bU/OLiLm0w5RGldAu4BQRqCBnjNUAeAbAzwHYCGAFgIsAjgE4xDkfEHymAcCXAPwSgAoAXQCe4Zx/X/IbvwXgCQA7AVwF8EMAX+ScX/Z9hwiCIAiCyBjybzsThsWvbsjVjEdEYbhzZx1at9cW9WAu6Ah5NYDtAF4D8AGAGwCaAPwegF9njO3jnHfrGzPG1gBoB1AD4GtIiPeHALzIGPs9zvnfG7+cMfZEcrtjAP4DEqL/jwHcwRjbyzm/FvD+EQRBEARB+EZYFr86kesZj2IfzAUqyDnnvQDuMr/OGPsfAN4B8IcAHjO89acAtgD4Vc75D5PbPg/gbQBfYYx9n3M+n3x9HYC/BtAJ4Bc452ry9U4AP0BCoD8d0K4RBEEQBEH4TiEtfi12kZxL8uVu/yD515x/5iEA53QxDgBJof0NAGsA/LJh2weQsMB8Qxfjye1/COA8gIf9bzZBEARBEERw6FaQ8pIIGIByWvy6LMjJok7GWAmA1QBKADQC+KvkW/9i2KYewAYAhwVfcSr5twXAi4b/BhLRc9H2BxljFXpEnSAIgiAIIuzQ4tflSa4i5P8LgMsARgAcB7AbwJ9wzv/JsE1D8u8lwef11zZ42J4ZtkmDMfYZxti/uWs6QRAEQRBE7tCtIA/tb8K+7fIS8UTx4CpCzhirAvA5D9/7LOd8yvDvUwDuA3ALgGYAnwRQzRiLcs71rO0rkn8XBd+3YNomk+1TcM6/BeBbjz32GLfdC4IgCIIgiJBQCPnJicxwa1mpAvCXHr73BQApQc45vwLgR8l//pAx9k8AfopENpVHk69fT/4tE3xfuWkb8/Y3XGxPEARBEARRkBRKfnIiM1xZVjjnQ5xz5uF/lvzipu8bQUKgP8IY0wX4SPLvBsFH9NeM9hSn7blhG4IgCIIgiILFmJ+cIz0/OVH45LOG6C0AIgBWAQDnfBQJwb1PsK3+mtH33Zn8e4dg+1YAvbSgkyAIgiCIYsAuP3mQqBrHqb5xHD7ej1N941A1cvsGQdCVOms55+OC15sB/AKA86aKmkcAfJ4x9jFDHvIIgD8CMANDVhYArwJ4FsAfMsa+Y8hD/jEA2wA8GcAuEQRBEARB5Jx85Ccnm0zuCDrt4RcZY/cB+GcAQ0hkPvkQgN9EIgXiY6btvwTg1wF8hzH2NSQi5geRSHH4+5zzOX1DzvllxtiTAL4C4EeMsSNIWFX+BMBZAH8b3G4RBEEQBEHkjlyVqjditMkA6TaZsBYDKtSFr0EL8v8bwCYAn0BiAWcECZH9fQBf4Zx3GTfmnE8yxu5CQpj/AYAKAN0AfoNz/j3zl3POv8oYmwTwBBLR8qtI5Cn/U7KrEARBEARRLOQjP7mdTSaMgryQI/qBCnLO+Y9wM7uK289cQiKC7nb7fwDwD54aRhAEQRAEUWDkulR9Pmwy2VCIEX2dfC7qJAiCIAiCIEKKbpMpL4mAASjPgU0mG/K18NUPgrasEARBEARBEAVIPmwy2VBoEX0jJMgJgiAIgiAIIbm2yWRDPha++gUJcoIgCIIgiBBTqJlDck2hRfSNkCAnCIIgCIIIKYWcOSQfFFJE3wgt6iQIgiAIgggpxswhHOmZQ4jigQQ5QRAEQRBESCnkzCGEe0iQEwRBEARBhBQ9c4iRQskcQriHBDlBEARBEERIKbRc4ERm0KJOgiAIgiCIkFLImUMI95AgJwiCIAiCCDGFmjmEcA9ZVgiCIAiCIAgij5AgJwiCIAiCIIg8QpYVgiAIgiAIouAp5IqmJMgJgiAIgiCIgqbQK5qSZYUgCIIgCIIoaAq9oikJcoIgCIIgCKKgKfSKpiTICYIgCIIgiIKm0CuakiAnCIIgCIIgCppCr2hKizoJgiAIgiCIgqbQK5qSICcIgiAIgiAKnkKuaEqWFYIgCIIgCILIIyTICYIgCIIgCCKPkCAnCIIgCIIgiDxCgpwgCIIgCIIg8ggJcoIgCIIgCILIIyTICYIgCIIgCCKPkCAnCIIgCIIgiDxCgpwgCIIgCIIg8ggJcoIgCIIgCILII1SpE8Bjjz2W7yYQBEEQBEEQxQ3/u7/7OyZ6gyLkBEEQBEEQBJFHGOc8321YljDG/o1z/tF8t4MIFjrPywM6z8sDOs/FD53j5UEYzzNFyAmCIAiCIAgij5AgJwiCIAiCIIg8QoI8f3wr3w0gcgKd5+UBneflAZ3n4ofO8fIgdOeZPOQEQRAEQRAEkUcoQk4QBEEQBEEQeYQEOUEQBEEQBEHkERLkOYIxpjDGnmCMnWWMLTDGhhljX2WMrcx32wj/YIxtZ4z9Z8bYKcbYZcbYHGPsDGPs/6BzXbwwxlYwxgYZY5wx9l/z3R7CPxhjaxhjX2GMDSTv3ZcZY28wxvbnu22EPzDGKhhjf8YYey95z77CGHuLMfY7jDFhERcivDDGvsgY+z5j7HzynjzksP0OxtgrjLFpxtg1xtgJxti/y1FzU1ClztzxdQCPAzgK4KsAdiX//bOMsV/knGv5bBzhG78H4A8A/ADAYQAxAD8P4K8BfIIxto9zfiOP7SOC4T8DWJfvRhD+whi7DcCbACoAPA+gD8BqAD8DYEP+Wkb4BWNMAfD/ALgTwH8H8A0AKwAcBPD3SDyrv5C3BhKZ8DSAKQCnAVTZbcgY2wbgLQBxAP8FwCyATwP4V8bYL3HOfxRsUw1toUWdwcMY2w3gPQBHOecfN7z+RwCeBfApzvl38tU+wj8YYx8F0M85nzW9/tcA/g8Af8Q5pwhqEcEY2wPgHQD/OxKD7W9yzv8wv60i/IAxdgLAZgB7OeejeW4OEQCMsTuQEGR/yzl/wvB6KYCzANZwzqvy1DwiAxhjWznn55P//T6ACs75Zsm2LwL4OICf45yfSb5WAaALwAKAnTxHQpksK7nhIAAG4G9Nr38bwHUAD+e6QUQwcM7/zSzGk3wv+fdDuWwPESyMsQgS1/H/BPBynptD+Ahj7G4AbQD+C+d8lDFWwhhbke92Eb6zKvl3xPgi53wJwBUA13LeIiIrdDHuRNJG+qsA3tTFePLz8wD+G4DtAFqCaKMIEuS5oQWAhkQULQXnfAHAGeTwhBN5Y2Py73heW0H4zRMAdgKgiHjx8cvJvxcYYz8EcAPANcZYH2OMgijFwzsAZgD874yxX2eM3Zr0FB8C8HMA/iqfjSMC5WcAlAF4W/DeqeRfEuRFRgOAK5zzRcF7lwCsS06PEUVIMor6F0h41MiaVCQwxrYA+E8A/jPnfCjPzSH8Z0fy77cBrAHw2wAeAbAE4J8YY7+br4YR/sE5n0YiSjoF4EUAHyBhVfkDAB/nnH87j80jgqUh+feS4D39tZytFaFFnblhBQCRGAcSHiV9m6XcNIfIMX8LYB+AP+Oc9+a5LYR//P8ADAL4Wr4bQgRCZfLvHICfT1oYwBg7CuA8gKcZY/+dFuQXBfMA3kdiMf5bSAzA/gDAdxhjBzjnr+ezcURg6BY0kT5bMG0TOBQhzw3XkZgWEVFu2IYoMhhjTyFhZ/gW5/xQvttD+EPSsnA/gP+Ncx7Ld3uIQNCzIR3RxTiQiqj+AEAdbkbRiQKFMfZhJET465zz/8g5P8o5fx6J9QNjAL6dnOUkig9dd4n0Wc61GQny3DCChC1FdNI3IGFnoeh4kcEY+ysAf45E6qz/Lb+tIfwieR1/DcC/ABhjjDUyxhoB3JbcZHXytap8tZHwhYvJv2OC9/SMK9U5agsRHE8gIb6+b3yRc34dwD8jcV1vzn2ziBygL+QV2VL010R2lkAgQZ4bOpE41nuNLzLGygHcDuDf8tAmIkAYY38J4C8B/COA389V2iQiJ9wCYD2AXwHQb/jfm8n3H07++/fz0TjCN/RF+BsF7+mvTeSoLURw6MJLFAWPmv4SxcV7SNhV7hC8ty/5N2f6jAR5bvgeAA7gc6bXP42EP+lwrhtEBAdj7C+QWJn/TwB+lzymRcc1AL8u+N9jyff/Z/LfP8hL6wi/eAUJ//jDybzEAADGWD2AB5CoNzCQn6YRPtKd/Ps7xheTM1wHAEwDOJfbJhG5IJne8IcA7mWMfUR/PXm9/z4SgZV3JB/3HSoMlCMYY99Awkt8FImpbr1S50kA/45EW3HAGPsDAP8VwAUATyKR7tLIOC0QKk4YY5uRWORJhYGKBMbYZwA8h0SRkP8/gFIAnwVQD+Dfc85fy2PzCB9IVmM9jYT96DASz+Q1SATMNgP4A8753+WtgYRnGGO/iZsWwj9C4rr9avLfH3DO/8mwbSMSojuGREX1q0ic+w8D+BXO+b/mrN0kyHNDclHI5wB8BomL/AoSkfO/SI7SiCKAMfYPSKRHk3GMc35vblpD5BIS5MUJY+zXkKjC+mEkBthvA/hPnPOTeW0Y4RvJ8ul/AeAXANQisaD3DBLVO6ngV4HBGHsTwD2Sty3PYMbYLgBfSn6mFIkB2l9xzn8UYDMtkCAnCIIgCIIgiDxCHnKCIAiCIAiCyCMkyAmCIAiCIAgij5AgJwiCIAiCIIg8QoKcIAiCIAiCIPIICXKCIAiCIAiCyCMkyAmCIAiCIAgij5AgJwiCIAiCIIg8QoKcIAiCIAiCIPIICXKCIAiCIAiCyCMkyAmCIAiCIAgij/x/kljBcF3syqMAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 864x432 with 1 Axes>" ] @@ -201,8 +230,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "X : mean= 5.001 std= 2.889 min= 0.000 max= 10.000\n", - "Y : mean= -7.985 std= 14.300 min= -73.530 max= 69.202\n" + "X : mean= 5.004 std= 2.886 min= 0.000 max= 10.000\n", + "Y : mean=-112.002 std= 77.303 min=-425.770 max= 188.861\n" ] } ], @@ -221,15 +250,15 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "X origine : mean= 5.001 std= 2.889 min= 0.000 max= 10.000\n", - "X normalized : mean= 0.000 std= 1.000 min= -1.731 max= 1.730\n" + "X origine : mean= 5.004 std= 2.886 min= 0.000 max= 10.000\n", + "X normalized : mean= 0.000 std= 1.000 min= -1.734 max= 1.732\n" ] } ], @@ -250,7 +279,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -303,23 +332,23 @@ "output_type": "stream", "text": [ " #i Loss Gradient Theta\n", - " 0 +22.008 -9.167 +0.402 -4.492 -0.004\n", - " 20 +10.341 -6.120 +0.269 -2.999 -0.070\n", - " 40 +5.141 -4.086 +0.179 -2.002 -0.113\n", - " 60 +2.823 -2.728 +0.120 -1.337 -0.143\n", - " 80 +1.790 -1.821 +0.080 -0.892 -0.162\n", - " 100 +1.330 -1.216 +0.053 -0.596 -0.175\n", - " 120 +1.125 -0.812 +0.036 -0.398 -0.184\n", - " 140 +1.033 -0.542 +0.024 -0.266 -0.190\n", - " 160 +0.992 -0.362 +0.016 -0.177 -0.193\n", - " 180 +0.974 -0.241 +0.011 -0.118 -0.196\n", - " 200 +0.966 -0.161 +0.007 -0.079 -0.198\n" + " 0 +17.475 -8.118 +1.568 -3.978 -0.016\n", + " 20 +8.002 -5.420 +1.047 -2.656 -0.271\n", + " 40 +3.780 -3.618 +0.699 -1.773 -0.442\n", + " 60 +1.899 -2.416 +0.467 -1.184 -0.555\n", + " 80 +1.060 -1.613 +0.311 -0.790 -0.631\n", + " 100 +0.686 -1.077 +0.208 -0.528 -0.682\n", + " 120 +0.519 -0.719 +0.139 -0.352 -0.716\n", + " 140 +0.445 -0.480 +0.093 -0.235 -0.739\n", + " 160 +0.412 -0.320 +0.062 -0.157 -0.754\n", + " 180 +0.397 -0.214 +0.041 -0.105 -0.764\n", + " 200 +0.391 -0.143 +0.028 -0.070 -0.770\n" ] }, { "data": { "text/markdown": [ - "**Visualization :** " + "<br>**Visualization :**" ], "text/plain": [ "<IPython.core.display.Markdown object>" @@ -330,7 +359,19 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 864x432 with 1 Axes>" ] @@ -341,7 +382,7 @@ { "data": { "text/markdown": [ - "**Loss :** " + "<br>**Loss :**" ], "text/plain": [ "<IPython.core.display.Markdown object>" @@ -352,7 +393,19 @@ }, { "data": { - "image/png": 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\n", "text/plain": [ "<Figure size 576x288 with 1 Axes>" ] @@ -374,7 +427,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -429,22 +482,22 @@ "output_type": "stream", "text": [ " #i Loss Gradient Theta\n", - " 0 +0.877 -11.545 -5.624 -0.005 -0.166\n", - " 1 +0.640 -12.133 -9.952 -0.076 -0.082\n", - " 2 +0.410 +0.987 -2.082 -0.095 -0.157\n", - " 3 +1.002 -1.358 -0.831 +0.046 -0.143\n", - " 4 +1.013 +5.783 +2.135 -0.004 -0.202\n", - " 5 +1.120 +1.943 -4.618 -0.007 -0.224\n", - " 6 +1.641 -14.414 +6.571 +0.010 -0.254\n", - " 7 +0.644 -0.503 -0.960 +0.006 -0.264\n", - " 8 +1.159 -2.750 -9.709 +0.001 -0.217\n", - " 9 +0.821 +13.720 +5.236 -0.012 -0.226\n" + " 0 +0.313 +3.019 +0.971 +0.071 -0.747\n", + " 1 +0.229 -4.993 +1.014 -0.033 -0.825\n", + " 2 +0.210 -0.911 +3.999 -0.022 -0.795\n", + " 3 +0.237 -1.041 -4.380 -0.022 -0.796\n", + " 4 +0.339 -1.175 +1.106 -0.002 -0.822\n", + " 5 +0.937 +3.404 -0.109 +0.011 -0.808\n", + " 6 +0.460 +5.775 -2.128 +0.025 -0.814\n", + " 7 +0.717 +10.079 +7.425 +0.004 -0.818\n", + " 8 +0.584 -6.748 -7.090 +0.005 -0.795\n", + " 9 +0.622 -1.218 -7.436 -0.001 -0.784\n" ] }, { "data": { "text/markdown": [ - "**Visualization :** " + "<br>**Visualization :**" ], "text/plain": [ "<IPython.core.display.Markdown object>" @@ -455,7 +508,19 @@ }, { "data": { - "image/png": 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\n", "text/plain": [ "<Figure size 864x432 with 1 Axes>" ] @@ -466,7 +531,7 @@ { "data": { "text/markdown": [ - "**Loss :** " + "<br>**Loss :**" ], "text/plain": [ "<IPython.core.display.Markdown object>" @@ -477,7 +542,19 @@ }, { "data": { - "image/png": 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"text/plain": [ "<Figure size 576x288 with 1 Axes>" ] @@ -492,15 +569,15 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "End time is : Tuesday 15 December 2020, 15:05:14\n", - "Duration is : 00:00:03 120ms\n", + "End time is : Wednesday 16 December 2020, 17:11:26\n", + "Duration is : 00:00:04 240ms\n", "This notebook ends here\n" ] } diff --git a/LinearReg/03-Polynomial-Regression.ipynb b/LinearReg/03-Polynomial-Regression.ipynb index a385f6b9d16048620b7958e20baeabf03005cde6..645f06158149dca16f07adfc193572d48a7ebe17 100644 --- a/LinearReg/03-Polynomial-Regression.ipynb +++ b/LinearReg/03-Polynomial-Regression.ipynb @@ -69,6 +69,12 @@ " margin-bottom:0;\n", "}\n", "\n", + "div .comment{\n", + " font-size:0.8em;\n", + " color:#696969;\n", + "}\n", + "\n", + "\n", "\n", "</style>\n", "\n" @@ -80,19 +86,31 @@ "metadata": {}, "output_type": "display_data" }, + { + "data": { + "text/markdown": [ + "**FIDLE 2020 - Practical Work Module**" + ], + "text/plain": [ + "<IPython.core.display.Markdown object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "name": "stdout", "output_type": "stream", "text": [ - "\n", - "FIDLE 2020 - Practical Work Module\n", "Version : 0.6.1 DEV\n", "Notebook id : POLR1\n", - "Run time : Tuesday 15 December 2020, 15:05:27\n", + "Run time : Wednesday 16 December 2020, 17:48:01\n", "TensorFlow version : 2.0.0\n", "Keras version : 2.2.4-tf\n", - "Datasets dir : /home/pjluc/datasets/fidle\n", - "Update keras cache : False\n" + "Datasets dir : ~/datasets/fidle\n", + "Update keras cache : False\n", + "Save figs : True\n", + "Path figs : ./run/figs\n" ] } ], @@ -114,7 +132,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Step 2 - Preparation of learning data :" + "## Step 2 - Dataset generation" ] }, { @@ -122,18 +140,29 @@ "execution_count": 2, "metadata": {}, "outputs": [ + { + "data": { + "text/markdown": [ + "#### Generator :" + ], + "text/plain": [ + "<IPython.core.display.Markdown object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "name": "stdout", "output_type": "stream", "text": [ - "Nombre de points : 100 a=[-1.73470323 -0.96758946 0.56806097 -0.69785106 1.20525819 0.2900597\n", - " 1.11499056] deg=7 bruit=2000\n" + "Nomber of points=100 deg=7 bruit=2000\n" ] }, { "data": { "text/markdown": [ - "#### Before normalization :" + "#### Datasets :" ], "text/plain": [ "<IPython.core.display.Markdown object>" @@ -146,33 +175,35 @@ "name": "stdout", "output_type": "stream", "text": [ - "\n", - "Données d'aprentissage brute :\n", - "(100 points visibles sur 100)\n" + "100 points visibles sur 100)\n" ] }, { "data": { - "image/png": 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\n", + "text/html": [ + "<div class=\"comment\">Saved: ./run/figs/POLR1-01-dataset</div>" + ], "text/plain": [ - "<Figure size 864x432 with 1 Axes>" + "<IPython.core.display.HTML object>" ] }, "metadata": {}, "output_type": "display_data" }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "X : mean= +0.2918 std= +3.1059 min= -4.8714 max= +4.7676\n", - "Y : mean= -4500.4407 std= +6563.1355 min= -22360.3344 max= +6127.0924\n" - ] + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 864x432 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" }, { "data": { "text/markdown": [ - "#### After normalization :" + "#### Before normalization :" ], "text/plain": [ "<IPython.core.display.Markdown object>" @@ -185,16 +216,17 @@ "name": "stdout", "output_type": "stream", "text": [ - "\n", - "Données d'aprentissage normalisées :\n", - "(100 points visibles sur 100)\n" + "X : mean= +0.3946 std= +2.7857 min= -4.7119 max= +4.9613\n", + "Y : mean= +944.8316 std= +2687.1875 min= -4221.2450 max= +11553.9320\n" ] }, { "data": { - "image/png": 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\n", + "text/markdown": [ + "#### After normalization :" + ], "text/plain": [ - "<Figure size 864x432 with 1 Axes>" + "<IPython.core.display.Markdown object>" ] }, "metadata": {}, @@ -204,8 +236,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "X_norm : mean= -0.0000 std= +1.0000 min= -1.6624 max= +1.4411\n", - "Y_norm : mean= -0.0000 std= +1.0000 min= -2.7212 max= +1.6193\n" + "X_norm : mean= -0.0000 std= +1.0000 min= -1.8331 max= +1.6393\n", + "Y_norm : mean= +0.0000 std= +1.0000 min= -1.9225 max= +3.9480\n" ] } ], @@ -253,29 +285,24 @@ " print(\"{:8} : mean={:+12.4f} std={:+12.4f} min={:+12.4f} max={:+12.4f}\".format(name,m,s,V.min(),V.max()))\n", "\n", "\n", - "print(\"Nombre de points : {} a={} deg={} bruit={}\".format(n,a,deg,noise))\n", + "pwk.display_md('#### Generator :')\n", + "print(f\"Nomber of points={n} deg={deg} bruit={noise}\")\n", "\n", - "pwk.display_md('#### Before normalization :')\n", - "print(\"\\nDonnées d'aprentissage brute :\")\n", - "print(\"({} points visibles sur {})\".format(nb_viz,n))\n", + "pwk.display_md('#### Datasets :')\n", + "print(f\"{nb_viz} points visibles sur {n})\")\n", "plt.figure(figsize=(width, height))\n", "plt.plot(X[:nb_viz], Y[:nb_viz], '.')\n", "plt.tick_params(axis='both', which='both', bottom=False, left=False, labelbottom=False, labelleft=False)\n", "plt.xlabel('x axis')\n", "plt.ylabel('y axis')\n", + "pwk.save_fig(\"01-dataset\")\n", "plt.show()\n", + "\n", + "pwk.display_md('#### Before normalization :')\n", "vector_infos('X',X)\n", "vector_infos('Y',Y)\n", "\n", - "pwk.display_md('#### After normalization :')\n", - "print(\"\\nDonnées d'aprentissage normalisées :\")\n", - "print(\"({} points visibles sur {})\".format(nb_viz,n))\n", - "plt.figure(figsize=(width, height))\n", - "plt.plot(X_norm[:nb_viz], Y_norm[:nb_viz], '.')\n", - "plt.tick_params(axis='both', which='both', bottom=False, left=False, labelbottom=False, labelleft=False)\n", - "plt.xlabel('x axis')\n", - "plt.ylabel('y axis')\n", - "plt.show()\n", + "pwk.display_md('#### After normalization :') \n", "vector_infos('X_norm',X_norm)\n", "vector_infos('Y_norm',Y_norm)\n" ] @@ -294,7 +321,7 @@ "metadata": {}, "outputs": [], "source": [ - "def draw_reg(X_norm, Y_norm, x_hat,fy_hat, size):\n", + "def draw_reg(X_norm, Y_norm, x_hat,fy_hat, size, save_as):\n", " plt.figure(figsize=size)\n", " plt.plot(X_norm, Y_norm, '.')\n", "\n", @@ -304,6 +331,7 @@ " plt.tick_params(axis='both', which='both', bottom=False, left=False, labelbottom=False, labelleft=False)\n", " plt.xlabel('x axis')\n", " plt.ylabel('y axis')\n", + " pwk.save_fig(save_as)\n", " plt.show()" ] }, @@ -316,12 +344,24 @@ "name": "stdout", "output_type": "stream", "text": [ - "Nombre de degrés : 1 a_hat=[-5.75965507e-02 -1.92340078e-18]\n" + "Nombre de degrés : 1\n" ] }, { "data": { - "image/png": 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\n", 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qJ9hGT8cVYWPMmLWWV0OgT363HvhZxWWfaABJENXZLfqAo6eb1oj7jTG3SrrJWvvlgMYDJFoQT85+7j3JqmUASRDVPXnZeSl6ugnCM5J+W9IrjTFHJd0k6cPW2p8EMjIggYJ4cu6nittcnb5o+7lUKwBERq8zaFGe3aIPOFq6OWL5GcaYiyW9SdVA/G5J7zLGfErVKvEdAY0xdKyih1+CeHLutYrbrjp9w1XP0TePPUS1AkCo+plBY3YLnepq1whr7VclfdUY81ZJr1M1FF8l6TXGmBlJ/1PSR6y1J3wfaUii2meEeAriybnXnrN21elvHnuIagWA0PUzg0YvLjrV0/Zp1tqfSnqfpPfVqsS/J+lVkt4j6UZjzCck/Z219uu+jTQkUe0zQjwF8eTca89ZlKcOAaCf5yh6cdEpP/YR/omkE5JWJI1IGla1WvwfjTG3Sfpda+1xH75PKAgL8FNQT8699JwxdQggyvp9jqIXF53oKQgbY7KSXiHpGkmXSUqpupjuBkkflvSLkv6bpJdKer+q7ROxRFiA36Ly5MzUIYAo4zkKg9BVEDbGTKjaF/x6SWdLKkm6VZK11v5fz4feLul2Y8wnJf2qHwMNC7+ISCqmDgFEGc9RGIRuDtT4kqTnq1r9fVDV6u8HrLUPbvBp35D0sr5GGDJ+EZFkUalOA0Ar9eeoqYkxTc8u6mN3zsZ29yZ2oIqmbirCV0j6N0lW0q3W2tImHy9Jt6kammONsAAAQDiSsHtTEu5DUnUThM+31v6wmy9urf2+pO93NyQAAICqJOzelIT7kFTpTj+w2xAMoHulckUHZha0/44jOjCzoFK5EvaQACBUG+3eFBdJuA9J5cf2aQB8wNQZAKyXhN2bknAfkqrjijCAYHmnzipqnDoDoobZCwxKffemfDajlKR8DHdvSsJ9SCoqwgnDqtRgBfn4cngL4oLZCwxSEnZvSsJ9SCqCcILw4hSsoB9fps6SJckXpSz8waAlYfemJNyHJHIqCCf5hUkK7sUp6Y9bp4J+8efwluRI+kUpsxcAksKZIJz0FyYpmBenfh63pAXooF/8mTpLjqRXTJm9ABxSqUirRamwIhVOSisnPf9ekU6t1G6r377J+84el/7kxrDv1RpngnDSX5ikYF6cen3cknjhMYgXf6bOkiHpFVNmL4CIFntWVz3h0xNK1wVTT6g9tVJ9Xz2s1m8reEJsuRzu/QqQM0E46S9MUjAvTr0+bkm88ODFH51KesWU2Qu4ru9iT7ncJrB2UV1t9bmrxeDvfL8KJ8MeQQNngnDSX5ikYF6cen3cknjhwYs/OhXFiya/q1fMXmBQQq28VirSqUJj2Cyc1MzRH+uJP7xbFxcLGqkUNVIu6nHHS1r4h4N68hnp9dVVbxW2sFL9mnGSGZJyeSk/Ig3npXxeyo003VZ723v72tsjjZ8TIc4E4Si+MAXB7xenXh+3VgF6KJPWfQ8/ogMzC7ENkLz4oxNRu2hKYqsS3OD92V0plpTNpHX2E3K65sUXaPfO8dM/v2t9rIXGVoBCU3V1raJaaHzfuhYBTxW2sn6P7PNrf9Y5HuSj0YFUujFwev/O56uBdS2kjqwPr9731d/O5aWhbMh3LDipSov/4KAZYyqSZK0d6PetX1VG4YUpitpddffyuDU/eaVSUkrV5xNehIHBOjCzoBs/9a2GC9N8NqPrXn4hF3UYvFKpobra0J/atCBr7scP65t3P6Ds6imNVE4pXykqX17VGSrqiemSzs2nlKp/Tqm0+feOkpbV01pYzZ9xOrh63+etrtbf5/2Y7LCU4nW1jZYPjDMVYYlq3kY2qxh1+7h5K2Jf+cGDuvPwvE6tVpvtk9AvDMRJEluVMAANfayFzqur6wJuU49rF32s22p/2hpEu2l2eF34rAzndeihk3q4ID2qIRUzw3rcllFd8ewdSo80VVTzZzQF2bw0nJPSHO4bBU4FYbQXxOK2eoA+Or+s4mrjitNOX4QjuSoXiBkX1kg4rVKRiqdaVFebF1V1UIU9VTgdcGPXx5pZ3wqQaw6lzdXVVj2unqpsLl/9uk1SknbVXp/mPLOlaV6fYocgDEnBVox6fRGmrxHwhytrJCKvXR9rt/uwtto1oBKj7a3qfaytpvab+lXLuRF97vsLuuenq3pEQ1pJZbWSzupkKqvycF7/6dd/URftOq/69Qbcx8osczIQhCEp2IpRry/CSdyCDQhD1Bbv+SmwWaNSaX0VdaNFVS2rqyvrK7Rx62MdzrVfVLU27Z9r3bu6VpltCrld9LGmJf36b1R0cGZBN/3rIR1/pKDianntdeRZF50vJeDnGOEhCENSsBWjXl+E6WsE/JPE6lWpXNHbb/533fPAw0qfWtFouqwD5+b1hy+YUKZ+IECrftWWtzeF2eKpsO9ed7LDLSqqrYJpXsp5wmu+qZfVuzVWRPpYM+mULt61VbsnxxN5MYdwEYQhKfiKUS8vwvQ1Agmy1sfqV3V1RTr5mP6q2NTHep+kb4RyDzuTTreusLbai7VV+0DLFoKRln2sSZPEizmEjyCMNVF7kqGvEQjJarHFzgAbLKpq93HNYdfnPtZAo18q1dQGMFKtoq7tADDS5nZPO0DzwQP1/VjZ3qovLKKGnwjCiKwk9zUCviiXWgfWVpVW78e1qq569m5VaTXse9aVlVR1EdVj6axOpYd19jlb9IQto03B9HR1tTyc1ye+Mad7lopaLmdUyub0pK1n6y2veI4yI7UAO5wjsEYQi6jhN4IwIi1qVWoMTqKqPvVjWttVV1vuBrBJdbVwMn59rEPZ9pXStguymtsBaj2u+bxK2Zze/snv6O4Hl9eFoo0WUH1tZkG3HBzSSu5029UPjqd01qFlvfayrfH9OXMAi6jhN4IwgMgJrepT396q3VZWm1ZXmw8bqP27zTGtkZVOtz4EoOVJWO3e16LHdcjfl5yMpL987S/7shB3tVzRJ+46qkP3n6C6GGFxWkSdqIv5BCMII1F44kmGjqo+q6udVVfXvW+DnQIKJ6unacVFKtWmuppv0cvafHv9ffUeV8/BAzHqY/VrIa5UDcNUF6MtLouoaeGID4IwEoMnnogqlzxtAZtUV2vHtZ5z77z+6MGHla8UNVIuKl+p/jnn/f8kVYqx7GOt7sfaYrV/u5Ou1rUHNC/Qoo+1V/WFuN+/77hWy42V+qhWF1EVl0XUtHDEB0EYicETT5+8faxrp1k1VU69ldR1H9emytrDMa0TtT/rFPu9kx3IDG2wtZWnitqux7X+cd7troZzUjr521vFRX0h7s13zOgTdx1tCMNRrC7itLgsoo5TC4frCMJIDGeeeNaOae1hsVWr3QXi3Mea8wTNbqqrrXpcA+pjRTRl0im99rJJHbr/ROSri2gUh0XUcWnhAEEYCRLJJ57V1TZV0y6qq/X3ef8dt2Na2x0Y0HLav/qnPDyiI8cLeuDRksbHztL5E09Wpv5x+ZFY9bGie4Po949LdRHxE5cWDhCEfcdird71+9j19cTj3Y/V2wawFk47qK62ah9YHcRcvo+yw+tX+7c5/epHy6v6/KFF/aw8pJPprFZSWZWzOe190TP0zF/4udOfnx3u6ZjWtKRfqP2BWwbZ7x+H6iLih4us+CAI+4jFWr1r9dg96cwz9NxdW7XzSU88/QRS72NtUV3NFE7qxh0runf4hJaO/1RjOenJw2ml93+txXZXTb2sPfSxhioztH7af11bQG03gJanXHne5/3cLvpY77zjiD5z74y8zRQpSc+qbNEzz32S73cZ7qDff2MUXOKBi6x4IAj7iCdvj5Z9rIW2OwXMzx/XZYcf0AtWC8pXVjVSPqWR+4vKf7uoM7SqR1OrekKqpNQmfaxpSdsHdy83l0q3XlTVao9V78Kq5oA73BR0h7Jh37NotqIgEZzp9+8BBZfOcLGAThGEfRTbJ+9Saf3OAM1V03Y7CLTcXaD27y76WLfV/oRqOLd+j9VWW1Z5A+lwvvo57fZxTXAfKz1wCEonF1muBh0KLpvjYgHdIAj7KPAKWbnsWTTVYquqdqdctetjrYfYuPextmoRaHX7Rgu2hnM99bG6jB44BGWziyyXg05sCy4DxMUCukEQ9tHak/cDJ6RTBY0OlfW0s0Y0lX9UOnr3BouqPG0DLauwtbdj18eaabMzQP220xXY8nBet31vQT9aXtXPyhmdTGd1MlVdgHUynVVlOC9z5bM19bSnxGY/VhcqVvTAIQibXWS5HHRoSdocFwvoBkF4tbjJKVdtdgNocchAprCiv6rdnqr3sd4j6Wuh3sPN1ftYm/tQuzn9qrnKmm/fx9ouIP7mr1Vvn51f1p13/1gPHn9Up1bLa9Wei572VCkmQdLlilUQXLioQKONLrJcDjq0JG2OiwV0w60g/J7rpeMPNYZYn/djDfyluX5wgDeItlp05Q2kzW0CzT2uAzymdbOAWH/hu+qSiVhPubtcsfJTqVzRwZkF3fSvh3T8kYKKngsjLirc5XLQoSVpc1wsoBtuBeGFB6SfLA7mew1luz/lqt2+rfW3E9DH2mlAjPuUu8sVKz+UyhUdPLKgm754SA8tr6jkOQKXiwq4HnT8en5M6kwLFwvohltBODey/raGPtZWgTXXZmeAkdM9rg37s+Y5pnUDrgRElytW/arPGhx64IROrZZbfkwSf2ZwWruA5r39yqmn6srnSPcu/oyg04Okt2/FvZiCwXErrf3+9dW/vfu4RmA/Vpe4EhBdr1j1oz5r0C4ES8n8mUFVu4B2w1XP0Z/d8rXEBrdBo30LqHIrCD/5P4Q9Aue5EhCZmutdq1kDr+GhdCJ/ZlDVLqDdcucRgpuPXJmdAzbjVhBG6FwKiEzN9abVrIFUfTzPHc3rmhdfoN07x337mUlqn2Svwn482gW0Q/efILj5yJXZOWAzBGEMHAERG2meNcgOpXXW43O65kUXaPekfwFYSn6fZLei8Hi0C2gXnHdmQ0W4fjvBrTeuzM4BmyEIA4iUQc4a0CfZKAqPR7uAdtUlO3Xo/hMEN5+4NDsHbIQgDERA2NPRUTOoWQP6JBtF4fHYKKAR3PzF7BxAEAZCF4XpaFfRJ9koKo9Hu4BGcAPgt3ifzgAkgHc6uqLG6WgEqz4Nn89mlJKUd3y6nccDgGuoCAMhi8J0tKv6nW5PWksL7QcAXEMQBkIWleloV/U63Z7UlhbaDwC4hNYIIGRMR8cTLS2DVSpXdGBmQfvvOKIDMwsqlSthDwlAAlARBkLGdHQ89dvSkrS2iiAltfoOIHwEYYSCENCI6ej46aelhWDXnSjsbwwgmQjCGDhCAJKgn5O5CHbdcW1BKYWC7vB4oR8EYQwcIQBJ0E9Li2vBrl8uLSilUNC5Urmig0cWdNMXD+knPyuoWCqvrbHg8UKnCMIYuDiHACoP8Oq1pcWlYOeHfqrvcUOhoDP1C4ZDD5zQqdXy2u08XugWQRgDF9cQQKUGfnEp2PnBpQWlfhYKknzhXr9g8IbgurgUVhANBGEMXFxDAJUa+MWlYOcXVxaU+lUoSPqFe6sLhro4FFYQHQRhDFxcQ0CcWzoQPWEEuyRXCJPCr0JB0i/cW10wSFI2k45FYQXRQRBGKOJY3YlLSwdhB60kvUKYFH4VCpJ+4d58wZAdSuusx+d0zYsu0O7JcX6m0TGCMNChOLR0EHbQTtIrhEniR6EgLhfuver2goECAdohCAMdikNLB2EH7SS9QohGcbhw71enFwwUCLARgjDQhai3dBB20E7SK4RoFIcL90GhQICNpMMeAAD/1MOOF2EH0ukKYT6bUUpaO3ggSRVCNKpfuF996U7tcbhvdqMCAUBFGEgQF6ZD0RsqhHAVsyHYCEEYSBDCDjYS9dYeIAgUCLARgjCQMIQdADiNAgE2QhAGAACJ0G6bNAoEaIcgDAAAYo9t0tALdo1AIpXKFR2YWdD+O47owMyCSuVK2ENCwvAzBkSLd5u0ihq3SQPaoSKMxKEqgKDxMwYMTqenwrGPOnpBEEbisHk6ghbUzxjHwAKNurnoZJs09IIgjMSJQlWAQJNsQfyMUWVGEvX7XNjNRSfbpKEXBGEkTthVAQJN8gXxM8ZMRhUXkcnhx3NhNxedbJOGXhCEkThhVwUINMkXxM9YFGYywsZFZLL48VzY7UUn26ShWwRhJE7YVQECTfIF8TMW9kxGFHARmSx+PBeGXdhA8hGEkUhhVgUING7w+2eMF3wuIpPGj+fCsAsbSD6CMOAzAg16wQs+F5FJ49dzIe0OCBJBGE4LYmEOgQa9ivsLfvPv00Xbz9U3jz3U8e8XF5HJwnMh4iBVqQz+NCRjTEWSrLUD/95AHQtzAP+0+n0ayqRUXC3r1Gq549+vepgmOAHwWcsnEo5YhrM4jhPwT6vfp0dWVlVYLXf1+1Wvil996U7tmRwnBAMIFEEYztpoYQ6A7rT6fWrG7xekatX/wMyC9t9xRAdmFlQqt56Z7vTjgH7QIwxnsTAH8E+r36dm/H6h05Y0WtcwKFSE4az6wpx8NqOUpDwLc4Cetfp9enx+SLmhNL9fIYpaVbXTljRa1zAoVIThLFY0A/5p9ftU3zWC369wRLGq2ule0ewpjUEhCMNpcd+uCoiSVr9P/H6FJ4on9XXakkbrGgaF1ggAQKJErR0gLFFcENxpSxqtaxgUKsIAgMSIYjtAWKJYVe20JY3WNQwKQRiBC+L0NgBoJYrtAGGJ6kl9nbak0bqGQSAII1BUZwAMEousTqOqCmyOIIxAUZ0BMEidtAO4NEtFVRXYGEEYgaI6A2CQNmsHYJYKgBdBGIGK4mINoBWXqoRJtlk7ALNUALwIwghUVBdrAF5UCZNlo3YAZqkAeBGEESgWayAOqBK6g1kqAF4cqIHA1aszV1+6U3smxwnBiJwoHjyAYHBQAwAvKsIAnEeV0B3MUgHwIggDcB697G5hS7FoYIEqooAgDMB5VAmBwWKBKqKCIAwAokoIDBILVBEVLJYDAAADxQJVRAVBGAAADFR9gaoXC1QRBoIwAAAYKLaxQ1TQIwwAAAaKBaqICoIwAAAYOBaoIgpojQAAAICTCMIAAABwEkEYAAAATiIIAwAAwEkEYQAAADiJIAwAAAAnEYQBAADgJIIwAAAAnEQQBgAAgJMIwgAAAHASQRgAAABOIggDAADASQRhAAAAOGko7AEAAOCCUrmi6dlFHZ1f1o6to5qaGFMmnQp7WIDTCMIAAASsVK7o+v0HdXhuSYViSblsRru2bdG+vbsJw0CIaI0AACBg07OLOjy3pJViSRVJK8WSDs8taXp2MeyhAU4jCAMAELCj88sqFEsNtxWKJR1bWA5pRAAkgjAAAIHbsXVUuWym4bZcNqPt46MhjQiARBAGACBwUxNj2rVti/LZjFKS8rUe4amJsbCHBjiNxXIAAAQsk05p397dmp5d1LGFZW0fZ9cIIAoIwgAADEAmndKeyXHtmRwPeygAamiNAAAAgJMIwgAAAHASQRgAAABOIggDAADASQRhAAAAOIkgDAAAACcRhAEAAOAkgjAAAACcRBAGAACAk0I9Wc4YE+a3BwAAgBsq1tp1Z5pTEQYAAICTUpVKJewxAAAAAANHRRgAAABOIggDAADASaEulgMADI4x5sOSfkfSz1tr7w13NAAQPirCAAAAcBJBGADccZ2k8yXNhT0QAIgCdo0AAACAk+gRBoA+GGNulXSlpLdYa9/X9L4bJP2ppA9Za9/Ywdd6vqSrJF0i6eckZSUdlfS/Jf21tXbF87E/L+lbksqSLrTW/sjzvsdJ+rqkSUlXWGu/Urv9w2rRI2yMeamkt0q6QNJZkn4i6Yikj1trbeePBgDEC60RANCf35V0n6R3G2MurN9ojHmBpOslHZL0lg6/1rWSXizp25JukvRBSackvUPSvxhjMvUPtNbeI+mNks6UdIsxxlvYsJJ2SfqLeghuxxjzJkmfUTUE3ybpbyV9XtKIpDd0OG4AiCUqwgDQB2vtcWPMVZK+IunjxpiLJJ0h6WZJBUmvstY+1uGXM5LusdY29Kx5KsuvlPRxz/f+pDHm7yX9gaQbJF1njHmdpNdJur1222auUTVsP8tau9j0fc/pcNwAEEtUhAGgT9bar0r6M0k7Va3k3ixpq6rtEj/o4uscaw7BNe+t/f0rLd73x5K+I+laY8ybVa0GPyRpr7W23OG3XpVUbDGehzv8fACIJSrCAOCPv5Z0uaSra2/fYq39YDdfoNbb+1ZJL1O1v/cJklKeD9nW/DnW2hVjzKtV7Ql+n6SKpFdaax/s8NvuV7Ud4gfGmI+rWtm+y1r7UDdjB4A4oiIMAD6oVXI/7bnpvd18vjEmK+nLkv5SUl7VFogbJb2z9keScm0+fUbSd2v/PiTpi51+X2vte1RdQHefqr3Mn5a0YIz5N2PML3VzHwAgbgjCAOADY8xOSX8j6YSqOzl80BiT7+JLXCnpOZL+yVr7DGvtm6y1b7fWvkPVdouNvE3SxZIelvQ0VfcL7pi19iPW2j2Szpb0G5I+JOkySV8wxox187UAIE4IwgDQJ2NMTtUK7uMkvUbVSu4z1F1VeKL29z+3eN/zNvjeF0v6C0k/lPT02t/vNMZc0sX3liRZa5estZ+31v6epA+rupXapd1+HQCIC4IwAPTvbyRdKOm/W2u/KOnPJd0l6RpjzKs6/Br31v6+3HujMWa7qv3H6xhjzpR0i6SSpNdYaxckvVrVxW+3GGPO3uybGmN+tWnrtbp6JbjTHS8AIHZYLAcAfTDG/JakN0s6qOoWZ7LWlmpbqn1b0j8YY75urT22yZe6TdKspD82xjxD1cMyniLpNyV9rvbvZv+rdvtbrLXfrn3v7xhj/kTS30n6R0kv3eT7fkzSijHmTlXDeErVKvCUpG9I+tImnw8AsUVFGAB6ZIx5iqph9KeSrrLWrtbfZ629X9XDNkYlfcwYM7zR17LWPirpCkkfVbXP9y2SnqnqXsCvbfG9/1DSb0n6bPOJdtba96u66O0lxpg/2uRuvE3Sv0u6SNV9jN+g6ol210p6vrV23bZqAJAUqUql1ZaVAAAAQLJREQYAAICTCMIAAABwEkEYAAAATiIIAwAAwEkEYQAAADiJIAwAAAAnEYQBAADgJIIwAAAAnEQQBgAAgJMIwgAAAHDS/wdDRgRLETnAkAAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 864x432 with 1 Axes>" ] @@ -336,8 +376,8 @@ "a_hat = np.polyfit(X_norm.reshape(-1,), Y_norm.reshape(-1,), reg_deg)\n", "fy_hat = np.poly1d( a_hat )\n", "\n", - "print(\"Nombre de degrés : {} a_hat={}\".format(reg_deg, a_hat))\n", - "draw_reg(X_norm[:nb_viz],Y_norm[:nb_viz], X_norm,fy_hat, (width,height))" + "print(f'Nombre de degrés : {reg_deg}')\n", + "draw_reg(X_norm[:nb_viz],Y_norm[:nb_viz], X_norm,fy_hat, (width,height), save_as='02-underfitting')" ] }, { @@ -356,12 +396,24 @@ "name": "stdout", "output_type": "stream", "text": [ - "Nombre de degrés : 5 a_hat=[-0.11012813 -0.86090502 -0.06692461 0.74769467 -0.04976534 0.58587519]\n" + "Nombre de degrés : 5\n" ] }, { "data": { - "image/png": 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\n", "text/plain": [ "<Figure size 864x432 with 1 Axes>" ] @@ -376,8 +428,8 @@ "a_hat = np.polyfit(X_norm.reshape(-1,), Y_norm.reshape(-1,), reg_deg)\n", "fy_hat = np.poly1d( a_hat )\n", "\n", - "print(\"Nombre de degrés : {} a_hat={}\".format(reg_deg, a_hat))\n", - "draw_reg(X_norm[:nb_viz],Y_norm[:nb_viz], X_norm,fy_hat, (width,height))" + "print(f'Nombre de degrés : {reg_deg}')\n", + "draw_reg(X_norm[:nb_viz],Y_norm[:nb_viz], X_norm,fy_hat, (width,height), save_as='03-good_fitting')" ] }, { @@ -396,18 +448,24 @@ "name": "stdout", "output_type": "stream", "text": [ - "Nombre de degrés : 24 a_hat=[-1.45668043e+01 -3.71816434e+01 1.65760336e+02 4.59549397e+02\n", - " -8.10675684e+02 -2.48528909e+03 2.21972076e+03 7.71216289e+03\n", - " -3.70717297e+03 -1.51254030e+04 3.84328083e+03 1.94566710e+04\n", - " -2.39252512e+03 -1.64831502e+04 8.13218675e+02 8.99081679e+03\n", - " -1.38253096e+02 -2.99612773e+03 3.85192157e+01 5.55085597e+02\n", - " -2.23807387e+01 -4.86320671e+01 5.03530599e+00 1.33494174e+00\n", - " 4.19736748e-01]\n" + "Nombre de degrés : 24\n" ] }, { "data": { - "image/png": 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\n", "text/plain": [ "<Figure size 864x432 with 1 Axes>" ] @@ -422,8 +480,8 @@ "a_hat = np.polyfit(X_norm.reshape(-1,), Y_norm.reshape(-1,), reg_deg)\n", "fy_hat = np.poly1d( a_hat )\n", "\n", - "print(\"Nombre de degrés : {} a_hat={}\".format(reg_deg, a_hat))\n", - "draw_reg(X_norm[:nb_viz],Y_norm[:nb_viz], X_norm,fy_hat, (width,height))" + "print(f'Nombre de degrés : {reg_deg}')\n", + "draw_reg(X_norm[:nb_viz],Y_norm[:nb_viz], X_norm,fy_hat, (width,height), save_as='04-over_fitting')" ] }, { @@ -435,8 +493,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "End time is : Tuesday 15 December 2020, 15:05:28\n", - "Duration is : 00:00:01 686ms\n", + "End time is : Wednesday 16 December 2020, 17:48:03\n", + "Duration is : 00:00:01 491ms\n", "This notebook ends here\n" ] } diff --git a/LinearReg/04-Logistic-Regression.ipynb b/LinearReg/04-Logistic-Regression.ipynb index 1683fb87f355907495eb34c4634b8d91b1b64a96..f04bc2bfae8399091924806691d46e421ce01245 100644 --- a/LinearReg/04-Logistic-Regression.ipynb +++ b/LinearReg/04-Logistic-Regression.ipynb @@ -6,8 +6,8 @@ "source": [ "<img width=\"800px\" src=\"../fidle/img/00-Fidle-header-01.svg\"></img>\n", "\n", - "# <!-- TITLE --> [LOGR1] - Logistic regression, in pure Tensorflow\n", - "<!-- DESC --> Logistic Regression with Mini-Batch Gradient Descent using pure TensorFlow. \n", + "# <!-- TITLE --> [LOGR1] - Logistic regression, with sklearn\n", + "<!-- DESC --> Logistic Regression using Sklearn\n", "<!-- AUTHOR : Jean-Luc Parouty (CNRS/SIMaP) -->\n", "\n", "## Objectives :\n", @@ -63,15 +63,6 @@ "execution_count": 1, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WARNING:tensorflow:From /home/pjluc/anaconda3/envs/fidle/lib/python3.7/site-packages/tensorflow_core/python/compat/v2_compat.py:65: disable_resource_variables (from tensorflow.python.ops.variable_scope) is deprecated and will be removed in a future version.\n", - "Instructions for updating:\n", - "non-resource variables are not supported in the long term\n" - ] - }, { "data": { "text/html": [ @@ -133,7 +124,7 @@ "FIDLE 2020 - Practical Work Module\n", "Version : 0.6.1 DEV\n", "Notebook id : LOGR1\n", - "Run time : Tuesday 15 December 2020, 15:05:42\n", + "Run time : Wednesday 16 December 2020, 12:52:18\n", "TensorFlow version : 2.0.0\n", "Keras version : 2.2.4-tf\n", "Datasets dir : /home/pjluc/datasets/fidle\n", @@ -143,17 +134,14 @@ ], "source": [ "import numpy as np\n", - "import sklearn as sl\n", "from sklearn import metrics\n", - "\n", - "import tensorflow.compat.v1 as tf\n", - "tf.disable_v2_behavior()\n", + "from sklearn.linear_model import LogisticRegression\n", "\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", - "import math\n", + "# import math\n", "import random\n", - "import os\n", + "# import os\n", "import sys\n", "\n", "sys.path.append('..')\n", @@ -172,7 +160,11 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "jupyter": { + "source_hidden": true + } + }, "outputs": [], "source": [ "def vector_infos(name,V):\n", @@ -180,12 +172,93 @@ " with np.printoptions(precision=4, suppress=True):\n", " print(\"{:16} : ndim={} shape={:10} Mean = {} Std = {}\".format( name,V.ndim, str(V.shape), V.mean(axis=0), V.std(axis=0)))\n", "\n", - "def random_batch(X_train, y_train, batch_size):\n", - " '''Returning a data set for a batch'''\n", - " indices = np.random.randint(0, len(X_train), batch_size)\n", - " X_batch = X_train[indices]\n", - " y_batch = y_train[indices]\n", - " return X_batch, y_batch" + " \n", + "def do_i_have_it(hours_of_work, hours_of_sleep):\n", + " '''Returns the exam result based on work and sleep hours'''\n", + " hours_of_sleep_min = 5\n", + " hours_of_work_min = 4\n", + " hours_of_game_max = 3\n", + " # ---- Have to sleep and work\n", + " if hours_of_sleep < hours_of_sleep_min: return 0\n", + " if hours_of_work < hours_of_work_min: return 0\n", + " # ---- Gameboy is not good for you\n", + " hours_of_game = 24 - 10 - hours_of_sleep - hours_of_work + random.gauss(0,0.4)\n", + " if hours_of_game > hours_of_game_max: return 0\n", + " # ---- Fine, you got it\n", + " return 1\n", + "\n", + "\n", + "def make_students_dataset(size, noise):\n", + " '''Fabrique un dataset pour <size> étudiants'''\n", + " x = []\n", + " y = []\n", + " for i in range(size):\n", + " w = random.gauss(5,1)\n", + " s = random.gauss(7,1.5)\n", + " r = do_i_have_it(w,s)\n", + " x.append([w,s])\n", + " y.append(r)\n", + " return (np.array(x), np.array(y))\n", + "\n", + "\n", + "def plot_data(x,y, colors=('green','red'), legend=True):\n", + " '''Affiche un dataset'''\n", + " fig, ax = plt.subplots(1, 1)\n", + " fig.set_size_inches(10,8)\n", + " ax.plot(x[y==1, 0], x[y==1, 1], 'o', color=colors[0], markersize=4, label=\"y=1 (positive)\")\n", + " ax.plot(x[y==0, 0], x[y==0, 1], 'o', color=colors[1], markersize=4, label=\"y=0 (negative)\")\n", + " if legend : ax.legend()\n", + " plt.tick_params(axis='both', which='both', bottom=False, left=False, labelbottom=False, labelleft=False)\n", + " plt.xlabel('Hours of work')\n", + " plt.ylabel('Hours of sleep')\n", + " plt.show()\n", + "\n", + "\n", + "def plot_results(x_test,y_test, y_pred):\n", + " '''Affiche un resultat'''\n", + "\n", + " precision = metrics.precision_score(y_test, y_pred)\n", + " recall = metrics.recall_score(y_test, y_pred)\n", + "\n", + " print(\"Accuracy = {:5.3f} Recall = {:5.3f}\".format(precision, recall))\n", + "\n", + " x_pred_positives = x_test[ y_pred == 1 ] # items prédits positifs\n", + " x_real_positives = x_test[ y_test == 1 ] # items réellement positifs\n", + " x_pred_negatives = x_test[ y_pred == 0 ] # items prédits négatifs\n", + " x_real_negatives = x_test[ y_test == 0 ] # items réellement négatifs\n", + "\n", + " fig, axs = plt.subplots(2, 2)\n", + " fig.subplots_adjust(wspace=.1,hspace=0.2)\n", + " fig.set_size_inches(14,10)\n", + " \n", + " axs[0,0].plot(x_pred_positives[:,0], x_pred_positives[:,1], 'o',color='lightgreen', markersize=10, label=\"Prédits positifs\")\n", + " axs[0,0].plot(x_real_positives[:,0], x_real_positives[:,1], 'o',color='green', markersize=4, label=\"Réels positifs\")\n", + " axs[0,0].legend()\n", + " axs[0,0].tick_params(axis='both', which='both', bottom=False, left=False, labelbottom=False, labelleft=False)\n", + " axs[0,0].set_xlabel('$x_1$')\n", + " axs[0,0].set_ylabel('$x_2$')\n", + "\n", + "\n", + " axs[0,1].plot(x_pred_negatives[:,0], x_pred_negatives[:,1], 'o',color='lightsalmon', markersize=10, label=\"Prédits négatifs\")\n", + " axs[0,1].plot(x_real_negatives[:,0], x_real_negatives[:,1], 'o',color='red', markersize=4, label=\"Réels négatifs\")\n", + " axs[0,1].legend()\n", + " axs[0,1].tick_params(axis='both', which='both', bottom=False, left=False, labelbottom=False, labelleft=False)\n", + " axs[0,1].set_xlabel('$x_1$')\n", + " axs[0,1].set_ylabel('$x_2$')\n", + " \n", + " axs[1,0].plot(x_pred_positives[:,0], x_pred_positives[:,1], 'o',color='lightgreen', markersize=10, label=\"Prédits positifs\")\n", + " axs[1,0].plot(x_pred_negatives[:,0], x_pred_negatives[:,1], 'o',color='lightsalmon', markersize=10, label=\"Prédits négatifs\")\n", + " axs[1,0].plot(x_real_positives[:,0], x_real_positives[:,1], 'o',color='green', markersize=4, label=\"Réels positifs\")\n", + " axs[1,0].plot(x_real_negatives[:,0], x_real_negatives[:,1], 'o',color='red', markersize=4, label=\"Réels négatifs\")\n", + " axs[1,0].tick_params(axis='both', which='both', bottom=False, left=False, labelbottom=False, labelleft=False)\n", + " axs[1,0].set_xlabel('$x_1$')\n", + " axs[1,0].set_ylabel('$x_2$')\n", + "\n", + " axs[1,1].pie([precision,1-precision], explode=[0,0.1], labels=[\"\",\"Errors\"], \n", + " autopct='%1.1f%%', shadow=False, startangle=70, colors=[\"lightsteelblue\",\"coral\"])\n", + " axs[1,1].axis('equal')\n", + "\n", + " plt.show()" ] }, { @@ -204,18 +277,7 @@ "data_size = 1000 # Number of observations\n", "data_cols = 2 # observation size\n", "data_noise = 0.2\n", - "test_ratio = 0.2 # Ratio of data reserved for validation\n", - "random_seed = 123\n", - "\n", - "learning_rate = 0.01\n", - "n_epochs = 1000\n", - "batch_size = 50\n", - "\n", - "epsilon = 1e-7 # To avoid overflows on some calculations (log())\n", - "\n", - "learning_rate2 = 0.01 # Pour la version 2\n", - "n_epochs2 = 6000\n", - "batch_size2 = 50\n" + "random_seed = 123" ] }, { @@ -234,33 +296,7 @@ "metadata": {}, "outputs": [], "source": [ - "def do_i_have_it(hours_of_work, hours_of_sleep):\n", - " '''Returns the exam result based on work and sleep hours'''\n", - " hours_of_sleep_min = 5\n", - " hours_of_work_min = 4\n", - " hours_of_game_max = 3\n", - " # ---- Have to sleep and work\n", - " if hours_of_sleep < hours_of_sleep_min: return 0\n", - " if hours_of_work < hours_of_work_min: return 0\n", - " # ---- Gameboy is not good for you\n", - " hours_of_game = 24 - 10 - hours_of_sleep - hours_of_work + random.gauss(0,0.4)\n", - " if hours_of_game > hours_of_game_max: return 0\n", - " # ---- Fine, you got it\n", - " return 1\n", - "\n", - "def make_students_dataset(size, noise):\n", - " '''Fabrique un dataset pour <size> étudiants'''\n", - " x = []\n", - " y = []\n", - " for i in range(size):\n", - " w = random.gauss(5,1)\n", - " s = random.gauss(7,1.5)\n", - " r = do_i_have_it(w,s)\n", - " x.append([w,s])\n", - " y.append(r)\n", - " return (np.array(x), np.array(y))\n", - "\n", - "X_data,y_data=make_students_dataset(data_size,data_noise)" + "x_data,y_data=make_students_dataset(data_size,data_noise)" ] }, { @@ -277,9 +313,9 @@ "outputs": [ { "data": { - "image/png": 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\n", 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PKKYIIYQQQnxAMUUIIYQQ4gOKKUIIIYQQH1BMEUIIIYT4gGKKEEIIIcQHFFOEEEIIIT6gmCKEEEII8QHFFCGEEEKIDyimCCGEEEJ8QDFFCCGEEOIDiilCCCGEEB9QTBFCCCGE+IBiihBCCCHEBxRThBBCCCE+oJgihBBCCPEBxRQhhBBCiA8opgghhBBCfEAxRQghhBDiA4opQgghhBAfUEwRQkiXUVoqYVQZReaGDEaVUZSWSlGbREhXQzFFCCFdxvieccwemUW1XsXskVmM7xmP2iRCuhqKKUII6TLmjsyhVq8BAGr1GuaOzEVsESHdDcUUISR2MEzlj6F1Q0in1D/v6VQaQ+uGIraIkO6GYooQEjsYpvJHcWsRw+uGIaUkDK8bRnFrMWqTCOlqMlEbQAghRhim8kdudQ775H1Rm0FIz0DPFCEkdjBMRQhJEhRThJDYwTAVISRJMMxHCIkdDFMRQpIEPVOEEEIIIT6gmCKEEEII8QHFFCGEEEKIDyimCCGEEEJ8QDFFCCGEEOIDiilCCCGEEB9QTBFCCCGE+IBiihBCCCHEBxRThBBCIqG0VMKoMorMDRmMKqMoLZWiNokQT1BMEWJFqQSMjgKZjPq7xD/2hATF+J5xzB6ZRbVexeyRWYzvGY/aJEI8QTFFiBXj48DsLFCtqr/H+ceekKCYOzKHWr0GAKjVa5g7MhexRYR4g2KKECvm5oCa+scetZq6TQgJhKF1Q0in1GkonUpjaN1QxBYR4g2KKUKsGBoC0o3/Jum0uk0ICYTi1iKG1w1DSkkYXjeM4tZi1CYR4olM1AYQEmuKRTW0NzenCqki/9gTEhS51Tnsk/dFbQYhvqGYIsSKXA7Yxz/2hBBCzGGYjxBCEgDLCBASXyimCCEkAbCMACHxhWKKEEISAMsIEBJfKKYIISQBsIyAfxgqJWFBMUUIIQlAX0YgtzqHcrVMUeAShkpJWFBMEdKF8Bt496GVEai8r4KslEVpqURR4BKGSklYUEwR0oXwG3h3Q1HgDYZKSVhQTEUNG+mSEOBk291QFHiDFddJWFBMRQ0b6ZIQ4GTb3VAUeEMfKt0n70NudS5qk0iXwAroUcNGuiQEiluLGN8zjrkjcxhaN8TJtstgGxZC4gXFVNQMDakeqVqNjXRJYHCyJYSQzsEwX9QUi8DwMCBJ6m820iWEEEISBT1TUcNGuoQQQkiioWeKEEIIIcQHFFOEkJ6FxU0JIUFAMUUI6VlY3JQQEgQUU4SQniXo4qb0dBHSm1BMEUIiJyoREnRxU3q6iBcowpMPxRQhnYYthNqISoQEXUmcbXyIFyjCkw9LIxDSabQWQrXaSguhHi+PEZUICbq46dC6IcwemUWtXmMbH+IYivDkQ88UIZ2mwy2EkhBC6JZeguyZR7zQLZ//XoZiipBOMzSktg4COtJCKAkhhG4RIWykS7zQLZ//XoZhPkI6TbGohvbm5lQhFXILoTBWrBmbKPsVDewlSHoZfv6TDz1ThHQarYVQpaL+zoXrveCKNUIICReKKUK6HK5YI4SQcGGYj5AuJ+4r1sIIGxJCSCehZ4oQ4oqgPV0MGxJCkg49U4QQVwTt6WLYMFzo+SMkfOiZIt0Bq4onFtbYCRd6/ggJH4op0h1oVcWr1ZWq4iQRsMZOuNDzR0j4MMxHuoMOVxUnwcEaO+HCFjeEhA89U6Q76HBV8W5E1HYmCa1oiDX0/BESPql6vd7xi8qyXAcARVE6fm3SpZRK7VXFQy6G2W2MKqMtHozhdcMA0PYavUiEkB4lZfYGw3ykO9CqihPPGHNrphenkUYaNTDfhhBCrGCYjxACAMJcmoyU6YqVdgxXEkLChGKKkB7CSlSIcmmqtWpbvk0ShYm+PMD04jQ23rgR0k4pMfYTQuINxRTpDlhnyhFju8cwvTjdFBVju8ea7+VW51DoL7R5ovbJ+1B5XwX75H3Irc611S0a2z0We3GlD2Fq1FBj3SUBSRTLhEQNxRTpDlhnyhELxxYst52s/DLmVi0cW4i8KKSdADALTzIPrB0W+STEPRRTpDtgnalA0Go+6T1RRowVywFEXhTSTgAUtxaRlbJtxyU1DyxM7xGLfBLiHoop0h2wzpQj8mvylttOMHqv8mvykSep2wmA3OocZiZmUOgvQEpJyEpZpJFObN2lML1HbO9DiHtYGoF0B8Vie50p0sbUtqm2prduMVYsFzXS7TROqnx3U6X1ML1Hxa3FyJ8nIUmDRTsJIYlHJOi0EKXVe0lFVGC1W4QiITHGtGgnw3yEkI4RVq6PVa5XNyZUs0UMIfGCYT5CSMfQhE2tvlKWIGyPSjcmVMctZNmN3j9C3EDPFCEJRu/pGdw1iMFdg7GuDxSFsGFCdfh0o/ePEDdQTBGSYPST2MKxBSwcWwh8QgsyNBeFsGFIzDlen3U3ev8IcQPFFCEJRlTZGwh2QgvS6xCFsHFSOytphJV75vVZ0/tHeh2KKUISjH4S0xPkhBak14HCJhjCCqt5fdb0/pFeh2KKkASjn8Tya/LIr8kHPqHR62AtmKLIFworrOb1WXejSCbEDRRThCQY/SQ2v30e89vnA5/Q3HgdjKJj78N7u6JprpVg6qakenqYCPEGi3YSQgLDWEwyk86gUqskrrikcan/7OIsaljJTZNSEirvqwCIpoBmnEoRxMkWQkKGRTsJIeFj9NKUq+XQvTZh5CwZPVEZKWPqCeqUN0d/n+N7xlHcWoxFWI1lEQihmCJRUioBo6NAJqP+LiUzBERWMIafslI29HyrMCZzoyis1qqmgqlT+UL6+5xenMbGGzdGFjrVC7vpxWmWRSA9D8UUiY7xcWB2FqhW1d/j/EabdIxemqltU6F7bcLIWTKKQiktRR7GEpXBiMoTpBd2enp1gQIhbCdDomNuDqg1JodaTd0miUbU5iTs/KGhdUMtOUtBTObFrcVmHpCUlrBcXUYd9Y61wNHQ5yNJaQm1ag11rOS5RuUJEgk7KSU1xSZphXll3Q89UyQ6hoaAdOMjmE6r2ySxBJG75OUcYeQs6UN31Vq1KWA6LV70HqBKrYI+qa/l/ag8QUbPXaG/EGiYM4raXWHCvLLuh2KK2BNWblOxCAwPA5Kk/i7yG22SCWLC8HKOIHKWrCbvKOtsiXK3DlxzAIX+glA8dkqEhJ10323ig+12uh+KKWJPWLlNuRywbx9Qqai/c13m9u6xBHvRhOF2co9q0rGavN0Kh7B7GVqJx06JkLCT7rtNfLDwbfdDMUXsYW6TN3oswV40Ybid3I3nGFg90BFPi93kXa6Wm6voxnaPWdoRZS/DbhEh3SY+WAy1+6GYIvYwt8kbPSRCS0ullppSudU5TF482bZsfnpx2lIYGScdAB3xtFhN3uN7xrFwbKG5vXBswdKOKHsZdosI6TbxwXY73Q/FlBk9FqKxhLlN3ughETq+Z7wpjrT6UhN3TAj3tRJGxknn4NLBjnharCZv0TWt7OiUoBGFE72KkLglfFN8kKThqZ2MLMt9AEYAPAvAcQAziqIsuzg+/u1kRkfV0Eytpk6Ew8NqXg/pDKWSGhabm1NFSLGYvJyqiO4himXYmRsyLTWHpJQEAG11iPToW7KYEUarFrfjM6qMYnpxuuW1Qn/B1I5OjX+QY+PkXFzeT4h5OxlXYkqW5bUAPgLgjQBO0L31FICbAfyVoihHHJwn/mIqk1FzXTQkSU2UJp0hqWI2BiIwil5x+mtqZKVsS18+L3363EzgTvd1Oz6lpRLGdo81Q335NXlMbZvqiJCwuieRgLUTp2Y4OVcUnytCYob/3nyyLD8HwP8DcCWAMoB7ANza+F1uvP7Dxn7Jp4dCNLEkqflGESWdR93eQwsv6VmuLiOTzviqhq6Fe/Zv3w8A2LRrk2kYymnit9ucptzqHOa3z6P+/jrq769jfvt8xzwyVi1kggwnOjlXtyS3ExIGbnKmPgwgB+BTANYrinKBoihbFUW5AMB6AJ9uvP+hwK2MAuYJRUtSxWxEItBPe48g8mU00aOF9wCgjjqqtWoz72XLhi2e82CcCCWnk32SkrStWsgEmaTt5Fx+xi1uOVmEBI0bMfUHAL6rKMq7FEX5tf4NRVF+rSjKOwHcC6A71n93ew2kuJNUMRuRCDRr7+Fkkg1yKf/A6gHLba84EUpOJ/tOrRQLQkDo70lDu/8gk7SdnMvPuHVbEU5CjLjpzXcSgO/Z7PNdAGd5N4eQBpqYTRrFYnvOVAcw9qdzk8+ShPCNk/57+n56Vj3iRP0Dw0ATELV6zXNPP+2e9AnwUXnT/IxbEj5jhPjBjWdqFsDzbPZ5HgD+LyG9S0QeTT9egyC9SQeXDlpue8XJ/cVtOX0QAkK7J6sWMk6IOsyWpNAqIV5wI6Y+DeByWZZPF70py/JmAJdBzakipPuJUS2yuAiJsCbNuNyfG4IcC7/3H3WYrduKcBJixE2Y7yCA/wDwI1mW/xnqKr4nADwHwPkA3gzgGwAelmX5PP2BiqLcE4y5hMQIbeVerbayci+E0GSY9X1KS6WW6t6AP2+S01BbJ4mqPpKTseiUbVGH2ToVWiUkKtyIqb0A6lDrLFwFtRSChlZ74Q8bP0YkwWuEBEcU9Z06tHLPa+6Nk4la5KFw60HxIgg6KXCCyF0SYXcPTgREWLYZ7ZTSEqqNunkppBhmIyRg3IipG6CKKULiR4e8RC0MDbUWFg1p5Z5Xr4Jxoh7bPYaslG2Z/EXncutN8iIIrI4JWmiF5ZUJQgh1wmM0vmccldpKAc4+qS8WHkNCugnHYkpRlB0h2kGIPzrhJTJ6vyYngYmJ0FfuOVnJJsI4US8cW0A6lW6Z/EWrAN0KFy+CwOqYoL01XscPsBZ2QQghP7Y5xVg2o1qrJiLnjJAkwUbHJH54SewOur6TyAZjdfOJiY6s3POavGtMgAbQMvnPLs4GkhjsJdHa6pigvTVh1UcKIsFcL85q9RrK1XLgK+24ko6Q8HHd6LjR5PgiqI2On6koygcar58A4HcAHFEUpWZximT05iPR4aUvX9A5UyIb5uYS1a/R6FWZPzqP5dpKP/KslMXTf/O0cF83obWgc6bi1APOqmddUOHIsO+XDYoJCYzAGh2/BsDnADy3cdK6oihS472XQK2Avk1RlD0256GYIubEocm0yAZjjlRSmi83sBIGogldtBot6ua+naYTwi7IhsWEkFAJpNHxiwF8FWoS+jsB3Kx/X1GUH0Itn3CJJxMJ0YhDXz6RDUltcdPAbWgtqtpEcaop1Yn6SN0Whou6QCghUeAmZ+p6AP8F4MWKotwIYF6wz30AzgjCMNLDxEG0iGxIeL9GK2EgqoIedW2iOEzKnRB23VbQ0okID+LZxuHzkQSbSGdwI6ZeBuCriqI8brHPL2DfcoYQa+IgWoK2IQbV0t0KAyuPSWmphMFdg0jtTCG1M4XBXYOuJg4nk07UVbs19LYO7hrE4K7BQCfLOHnigsCJCA/i2cbl8xF3m0hncCOmngngiM0+/8PlOQnpDYwrAcd1f2RjILREPfWsPCbje8ZbKqcvHFtwNXGYTTp64TK9OB2L5rh6WxeOLWDh2AKq9SqmF6cxtnssEpusiNo74iRsGYTXM2rPqYg42kQ6gxvh858ARm322QyAfk0SDTEQJaZY1cGyElo6wpwkRROglcdENEm4mTjMJh29cNETZS6RsU6THmMrnqgpLZUwMjmC6cVpVOtVzCzOxLIPXxB5YnHMNYujTaQzuBFT3wAwJsvyy0VvyrL8+wB+D8C/B2EYIa5xKEoiwSqp3iC0KjPTQrGkFxrTi9MYmRwJTFC5zdsRTRJuJg6zSUckXDqZSyQSrHpb4874nnGUq+Xmdh31yPrwWYUtg8gTi2OuWRxtIp3BcWkEWZafD+CnUEN5uwBsAPAGqL34zgMwAeA4gDMURbEMB/ZkaYQoesd1K2ZjGYeSCmZYPX9dTatqCphdB5z+jvZl+MYl9ABQ6C9EUoOptFTChV+4EIeOHwIA9KX78K03fwtbNmxxfLyo/IHXEg1h1nzSXz+dSrfU6sqvyWN+u2gtTjTE6TNCSBfivzSCoij/CeDVAB4FcC2ASxsn/lpj+zEAr7ETUj1LlF6TOIe/vGA2lmbenzjcv1VCe2PlYKUhpMa3ivMtzHJPoiC3OodnZJ/R9NhU61VM3DHh6niR90L0zd5JUm9Qib+i8KNm6/7t+7H+2eub++bX5DG1bcrTdcLC6EXLStlYeEeizuMiJGxc+a4VRfkJgCEArwfwdwD+L4BPQBVWI4qi/CxoA7uGTvSOMyPO4S8vmI2lWUmFuN9/Q2idcVMBp78jjYNrxPkWxa1FZKVsczuFlK+cDL8T3OzibFt7Gr+IRJaTpF67fZzeq1XOy/ie8eZx6VQaWSkbyco7q3vRi9FCfwEzEzOxWB3IVW6k23HdTiYIejLM56VFSlDEOfzlBbdjmZD7dxKqCrI6uN/q3qs+uKolP0ffnsYPxnvU+tVZ2Tm4a7AlGdwYfnN6r1bjG5dK5XFqt+OUuIydFXGqvE9ii/8wnxFZllfLsvy7Xo/vOaIsRBmHiuJB4nYsO3X/PsOJThJ3jfsA8Oxd8ruMu1qrWm57xejFAOA7qdfpvVo9g7is1Eri8vu4jJ0V9J4RP7gSU7IsP1OW5f8ty/LjUGtOHdS9d64sy3fIsnxW0EZ2BVEWooxDRfEgcTuWnbr/CMKJfiYALxOcPsQkpSWkGl/UgpwgjWLh4NJBW5EpqpOlx+5enYQB7VZqdSovKAnCxEgSVrklUaSS+OCmN9+zAPwAal++RwHMoNXl9TMArwCwNUgDIyEOCctBEqWQi8NYdur+I8iL8zMBeJng9OKtUqugT+oLfIL0IhbsjrG7Vyei1M4rOLZ7LHTPRmmphHK13HzmudU5TF486UrERZEMrh87bVGB1+uHZX8SRSqJD248U9dBLdr5VkVRzgLwJf2biqL8F4DvALgoOPMiIu4Jy0mil8Yy4HCik0nDzwTgpY2JUbxVa9XA26BMXjyJTDoDAMikM5i8eNL2GDuxZHevXkSpUYAtHFsI3bMhSoKfuGPClYiLOpzl9/ph2Z8E7xmJL27E1B8BmFIU5Z8t9jkE4Pn+TIoBUa686zZ6aSwDDic6mTQ6PQF04tv7xB0TqNTU5ORKreKo5ILf/nZe7ssowLRj3ZzDLSLR51YIRh3O8nv9sOzvth6JpLO4EVOnAnjIZp/fAHiWd3NiQrclbEeJ1VjGIQQYJAGEE932puv0BODFa+QWJ5OlyGvnNvyj379cLSO3OudKlBoFWH5NPnRhKxJ9boVg1OEsv9eP2n5CRLgRU08CONlmnwHYN0OOP92WsB0lVmPZCyFAl4Ixjr3p9HjxGrnFWHhSSkuWrXU0r53b8I+ogbGbJfFGr+DUtqnQha3IE+nWOxl1OMvv9aO2nxARGRf73gfgD2RZPklRlCeNb8qy/DwAF6MbevNpHgbiDaetc3ohBKgJxlptRTBafLbMetNpkzzQWg9HSkuoVCsY7h/uSF2cToSIiluLGJkcadawWq4uY3zPeEstJTM7vIa7NDQRZle3ae/De/Hqf3l1s7XMb8u/dXGH1ljVO9I8kUb2yfuax23atclSFJqdo1P4vX7U9hMiwo1n6tMA1gK4Q5blEf0bje0vATgBwI3BmUcSiVOPUzeGU42eKE1IAY4EozGEUegvtHk69B6VcrWMGmodSyTW25dCClJaCmRVlT7kNr5nHJXqSkFHY7Pe0lIJUlpqbgcR7tJwKhDHdo+19Og7dPwQNt64MZDVZV4TrKNOLCekl3HTm28KwA4ALwPwcwB/BQCyLB9pbP8egL9SFOX7wZtJEoVTj1M3hlONQjKTcSUYnYQwRB6VTiUS6+3rk/pQqVVcT96i3CajEMhIGcu2LsvVFSEjpSSUq2W1EXHjT1qtXsP80XnsfXiv7b3ocRpO1Vd+1xOEiPHq/Ys6sdwP7N1Hko7b3nw3QC198DUASwCqAOoA7gDwSkVRPha4hSR5OPU4hVX/KcrEdqOQrFZdCUYnCeUij0qncqr09lVrVU+J4iIPiqjkgpmonDsyhzpW2mAt15ZRWiqpta/qlZbXx3aP2d7LgWsOoNBfcJWDo++RqCcIEWN8vtV61ZHASHJiNr1qJOmwNx8JHqc5U173tyPKPogduHaUOVN6nPSIE+0zd2SurU/b0Lohx/3mjOc0eumM1N8f/N84Y86URhC98rTnO7047eq8cegt59UGt7374nCvpCcx7c1HMUWiJ2gB4qWxcVCCLmhh2CH0k9PA6gEAaksWq4nKyYQmmiRFwkmriu1kcrRqhGwkrObLevvCmtiT0BzYiNcmzG6PS2KzZ9IVUEyRGONF/FjhRZxF6c2KAfrJSY/TicpMUIgmPTfCyQn6a5/6O6fi0ScfxXJtGVkpi6ltU9iyYYtru41EMXknUTB4FYBuBWkShSbpCtyLKVmWawC8KK26oiiWJRcopkgLQQsZL96hoAVdwjBOTnqcTFRmE3/cwzFOBYtofA5ccyCUe7EL48Z5TDslAJMoNElXYCqmrBLQ7/H4891ATCadJ6rE7aBX9XlJbO9UmYaYVn03S1b22lpFS8L2UqE9qJVdTs7jdAWcaAzCSpI2NpMe7h82LY0RZkNlL8+gUwU1WbiTxA2G+cgKvRzqCjrXyex8HRpjt96L0lIJG2/c2PZ6ob/gyPNh5Skw2jJ58SQm7pgw3TbmQGnhurcV34aFYwsAgPyaPKa2TVna5TVBXuThEI2P39CS2TOyC2F1IsRFzw8hQjx5pkiv0QsVyc0IukyDWeFSYxHP2Vl/1zG7vEvvRW51DoX+QlvBUC2/yc5DYeUpMNoytnusuT29OI0LvnABphenm+8vHFtoyd0qV8sY2z3WFFIAsHBsAeN7xi09KE68Tk49HKLxsfLYOfHsmD0juxIHdu8H4dlLcs0qQqLAt2dKluV1AF4B4L8A3KkoijjxovUYeqbiSC97ptxi58ky5mAB6pjWWhO8AQAHDrQc62VlnREv3guRp0Sb8P14KKzysfxgV1Jh1QdXtRXXdOppE+HG2+fEsyMal0J/oc1TZ7yOnR1BeJXomSJEiP/VfLIsXw3grQB+X1GUY43XXgTgmwDWNHb7MYALFUWxbFRFMRVTErqs3xde79lOeI6OAtPT5sfryeeBbLZpw9jlZdyJ9qX+dmEos3IBfiZDO1FmF8ITCbJMOoNKrSIsZZBOpZFbncMjxx9pCqEUUuiT+oTCSFSzSrNP2imhBm+rE/3iRMyKVlB6sc/4DKzGxOs545TkHgadvt9eG98uIpAw3+VQV+od0732MQCrAfwT1CroZwN4uxcLSQwIqyJ5nHHaR9CIXUjUTRL9wkKLDZ+4aUEoNKzCLcaQEYBAEnTtQkqiEN7M4kwzhDcyOYLJiycxvG4YaawIqUxavOB3eN0wprZNYWZiplmVfOOajXjeM5/Xsl9+TR7FrUVL+4b7hz333vOLk2rkonY2XuwzPgMpLfmuhO5l4UAc8Bri7HQFdlZ87z7ciKlBAA9pG43w3vkAPqcoylWKoowDuA/AG4M1kZAQ8ZonZrf6L5cDCoWVfTRSKfG2zoaho2gTAYD1xGjMcTm4dDCQydAup8h43XK13NLqpVwtY+KOCeyT92G4f7jpkarUKsivyTcFU6G/gAPXHGjaqp/Ms1IWv/j1L5pjUOgvYH77PHKrc5b2+em95xcnuVjaPbrJxRJhfAaVaqUrVrp5EUZeRUqnc8SYk9Z9uBFTawH8Urf9ssbvr+he+y6A9X6NIgkhzGX+nSoh4LUkgpNyDvp9sln1/CMjwN13q0JLktTtfL7FhtpgvjkZ5tfkkV+Tb5sYjRPNwOqBUPqy2XkojB4YUc86baLwKvisJh4r+/z03rPDbqJ349nxu8zf+Ay0UgpJ9yrpFyo4FUZeRUqn+xomuY8iEeNGTB0DsE63fT6AGoDv616rAzghALtIEvAaIov63BqlElAur3iFcjnn4TknIVH9Pk8/rd7Lvn3Ali2tx05NtQiz7B1Tzclwfvs85rfPt02MYYX13GIUAlPbploElX6i8DqBeD1Om5w37doEANi/fb8jcaGf1Fd9cBWknVKbYHLjAfEivNx4ZczEmNNzBFXXyy/GMdWv6nQqjLx+Vjpdt6rX6mTF5TMWJm4S0L8NYBjA6QCqAPYBOKQoyu/p9vkSgDMVRcnbnIsJ6N1AmFXDgzi3XXJ5QlcvhlHzyO56bmtWifZ3ep69D+/F2O4xlKtlZKUs/ul1/4QPffdDrlc3eq3K7iQx3M1qSS8r4zq5Im9UGcXM4kwzPJuVspiZmOm4R0u0ulFrZO23rRGJli5aHRpIAvqnATwPwGEAvwDwXABNNSTLsgTg5QB+6s1GkjjCrBoexLntvFt+6mpFWMlc5AUJM0zgpWaVKMzkNPSlCSlAzbn609v/tCV/qrRUarNF9M3XLORjdz/64zSMnhE3HhAvoSfRMW6/2Tu97tyRubY8tygSovVjmkIKfem+pv1afpwdSU2c73Z6IUfMsZhSFOVrUFfq7QMwB+DdiqLs1u3ySqghvqlALSTxJeg2MEGf204s+RFsIqHmU2BpgkDaKWHVB1eZTpxmxSfDotN/CI0lEMrVclNITC9O2wqkmcUZjEyOtHg59ILH7n70k7roeMBdmMZL6MkoLLTVkdr9ORE7Tq8rej2KyU4/pn1SX/P5abl4UQqjXghThUkv5IixnQxJFm7qQtmF8fzU1RKFIYeGfIUNndYd6rTLPKzraSGZ2cVZZKQMqrUqhtYNYf7oPJZryy37auEe42uaLXaFQfXFOu3up2mX7lloLW22bNji+T7dhJ6MzY6NAtNLEVazYqCisHFWyuLpv3na9b0GRSda5rihi8JUkdBF4Ve2k4kNMW10mxjcJKbbebf81NUSebV8tuNxEl4CuidZtilYoJZU0MJup5x0SjOJPStlhULKaIvIm6TfVx/yMd7P5MWTLV4HbR99Lazl6jIm7pjwdJ9eQk/6Y6q1dpFYrVctPSR7H96LkckRTC9OQ0pLuO4V12Fs91hL2x7Nu5VbnUPaMBVUqtEJFyB+noxeCFOFSS+EX+mZ6jQJTXqODWEmvbtB5NUaHwdmZgDt/1Q2q247FGl+KmLbffOL4zdDM2+S0QvhxCtg9ORo9azsqsYbe/5p+wPA9GJrBfuovCOitjiA9WfD7Bg9+vuJ2vPi1IsWFVGPD4kN9EzFhqQ3E47asxZm0rsbRF6tYhHo61vZp1JxVdJB85ikoeaIuPEE2SVVR1Vx2SrXxEluEuCuAGblfRXMTMw48qSN7xlvEVLAitdB5HmIyjti5iWq1WuYXpwWeqfshBQAzzlgYWD8fGqFXr2WiwiaqMeHxB96ptwQRO+6pHum3NofdL8/0fmA+PQUjMhzZpdjElUOyuCuwRbBkl+Tx/z2eQDinKmB1QNYri7j0PFDzf2ntk21eSX8NoMW5QlpFPoLANCWMxVFuQBA7LHUU+gvtHlJnHimDlxzIHLvpIbV51N71npPIb1DJCLomQqEIApJhrkCrhO49awFXXxT5BHqRIFPp0TkObPLMYkqB8Xo+dFva96k6vurePpvnm6WPtCElLa/yIum92QsHFvAwrGFFq+bnRfDzDOXlbIobi22eCIK/YXAhJQX74relvya9hJ+Ii+avnhqVsoiJZgDNu3aFLqHx+n9Wn0+tWeth3lLJG7QM+WGuOTrRIlbz1QnxixOzyVoT5zTy8Y0Zyq1s30SL/QXTO0Q5VGJvGhWq/eklNS2As7oWRIdb+YFCxKnKwmtnpPfIqB6wvbwOLXV6r7NinnGxTMVx3xEEhruPVOyLB+TZfn/022/T5bl84K2LFHEJV8nStx61joxZlE/F30e2fi4Oiaa5+yRR4BVq9SGxqtWAXv3BnNJ3Tf+wV2DGNs9ZvnHPKrVNEZPSl+6zzJ3S+QxM3vNrBm0qJSAsRCl0ROib54cJnarwpzktnnJ3zGb4MP28DhdBWf1+RQ96zjlLUWVj0jihVWY79lo7bO3A8CWEG2JP0kP0QWB23ICnRizqJ+LVZhxbEzt/weov8fGgrmkTZgrLkxtm2o2GS70F1CtVS0n1+LWYosAy6/JCydNY+hL3wzaLGFbf62oEortwq1OxIfXUgtamQk9YYd8gwgvG0OuB645EKvl9SybQAAgY/HeEwBO7ZQhiUATEsQ5nRizqJ+LVR5Z2ZAEbNz2eklBTSogfn/MtYlfwxj2GVg9gFFltMWrpiWoOz2vFmap1+tqc1y0j0sKqZaJ3GiXHUGFcopbi23n0V9DSkuoNkLWRpv9IvrMmAnJIO9XKz9Rq6v1xEpLJVfncvusOs3QuqGWz3TUNbFINJjmTMmy/BUArwHweQCPQfVM7W38WFFXFOUDVjskNmeKEBH6PLJUSi2PUK2q4cb5eWC5tZo3CgXfuVRB5sAEMXE6PYdxP21yDaqhrxlOVuNZrRAMwk7RdfRjZbwPpysInY69m1yrIOsqBV2jKW45SnGzh4SKac6UlZjKA7gdwIjLi9UVRZGsdqCYijkRJVEnFv14acnvWoL+7/4u8OijrYIqgJIYfksD6AlisvN6jiBKNti1knF6XiuBKqrA7rW0hNlYeR2LIJK8jQRZSiPoshxxLaBJUdUTuE9AVxRlAcALAQxiJVfq8wAusPm5MACD/RN1cckkE0apgW55HqL70OeRVautIb/Dh4HBwdZzBFCsVZ83M799HvPb5z0nlweR82F2DmOi/OCuwZZl8l5yaozL7QdWD5i2kgGch8usQqd6RHa6KXlgNlZe84uM5zMr5Okm1yrIUhpBl+Vw8lmLohkxE9F7G8elEWRZrgHYoSjKDX4v2hHPVNKLY0ZJGKUGuuV52N2H6P25udbxBNRQX0zuX+SR0TcGdnsOvbfAzNuTQgoj/SPCHCK7axqvpSVXa8U/jSv5nIbLnIQLAXEJhSBCaF49G6PKaFvrG1EhTzd4DduK9gvaY+PksxaFxypuzZlJKLgP84VJR8RUnGoPJY0whE+3PA9JWvE8Aer46O8rhJ59YSOqMA2siAY/k6pdPSgvk43fau9tffyqFQz3Dzf7wRnHwYhIqLiZSIMWF6Jq7p2ayKMQME4/a50WM1GLOdIRgq2ALsvyqbIsj8uy/GZZlv9QluX4rfqLuvZQkgmj1EAUzyOM0GImY71t1rNvZEQdz0IhVkIKMF8tpVUfdxK6MAshmdWDAgApLXkKxfit9q6/p3K1jBpqLf3gpJRlymdbGFRbhadhF1Z0W9rALnyVW51rq+el5dG5xW2ozE2IOKgwnJPPmptwYlB2sX9fb+NKTMmy/AJZlr8J4BCAr0LNofoKgEOyLH9TluUNQRvomahrDyUZt7WknBDk83AqksLI/TKG64zbIsIYTxcYJ4u9D+/1nd9jdw3tnNoEI6JcLWNkcsT15GU3adm9L8qNMstdMmImziq1FQ9In9QX6ETayVwct9dyI2DCvg/jc5+8eNLR5zwou6IqjEvigWMxJcvycwHcC+DVUMXUvwD4aOP3wcbr32vsFz0RT2DEQJDPw6lIcttH0IhItIXhYQvIg2YmaIyTxdjusbbJQzTR9KX7HE+WZhOSNsEcuOZAs4GwHmNlcif3aBcis5vU9F4kDf29WQlAvTjTxnt6cbpFnFVrqsC2m8idekScCNqDSwctt53idjGCG29M2Injxuc+cceEI5HEopskCNx4pq4H8HwA7wEwqCjKWxVF+StFUd4KYAjA/wfgFAB/E7iVhOhxKpKshI8TASMSbWF4PAXX0U8wqz64CtJOyXaiMRM0xsmiXC23TR6iiaZaqzqeLO0mJG2iEwkqN5NXEF4EUYV0/b1pthrDfVJKahFnoga8mihzYuf4nnHMLM6gWq9ienHa1EvnRNAGtWLO7XmCWCEYlsfKqUiKqgk46S7ciKnXAviWoigfUxSlJbahKEpVUZSPA/gWgD8I0kBCmmgCSBRqEwkiK+HjxLslEm1heDwF1zHL69G8SGM3DGLfySlUpBTKw4NAqeR4yb2+rYg2eYgmmuH+YceTpZMJqbRUaltpp+UX+fXSuPFuDPcPt42HJij1x7lp/dI8d0OUOZnI547MoY6VBUBmXjo7QauNq3a93Oqc5zCj/lq51TmUq2XTshZ+zq2/j7A8Q05FUhC5TlGXZSDR40ZMPRfA/Tb73N/Yr7volhpJSUcTQCJmZtoFkZXwceLd6lTSvOA6Vnk943vG8YmbFjB8BMjUAGn/AjA+bjp5GCeLqW1TbZPH0LohpHQLVbJS1tWk4mRCEoUT9eURnHgnnHg3rLw8Rlsz6QyWq8vC69rdk6hZsiY4nXqTjOiFhDZBb9q1CQCwf/t+oaDVj6smDr3m6+jFc1bKorRUCqz/Y9CJ43Y4FUlB5DqxxhRxI6aOA1hvs88LGvt1F2EkMhP36AWQkXrdXU6UE6HkJKTnRWgbj5mcbLuOKAla70UaOgJIDaeGVAcqs9OYOzKHTDqDNNLCsJU2WWzZsKVt8ihuLWKkf6TZTNZJXSY9TiYko0DUh82ceieceDcA61wsva3VWrXpHTJe1+6erCZrJxN5cWsRWSnb3DYKCacTdFienU71fwxrFVwnE8KZd0XciKnvAXiDLMu/J3pTluVzAVza2K+78JvITIJBL4DM3rdDEzKzs6qYsRJKdiG9UkkteTA9rQptkXdMhFGcT0y0XUc/wWSlbItAGlo3hLl1QLXhSKqmgLm1QLVeRaWm1kxyOnk49X4EgXG5vn7bqXfCyrthxMmEZhSt1XrVcZjGarJ2MpHnVucwMzGDQn9BKCScTtBW4+oHs1WNQecVdcMqOOZdkYz9Lk0+BDVv6juyLH8RwN1QGyA/F2q7ma0AagA+HLCN0TM01FrEkjWrokErgKn1wFtebi2E6SQZXBMytZoqXpwUJDXrVTg+DpR1OUBOvWMOxLlZ7SdA/SZ/9ZExfOKmBQwdVYXU+NbG6Vx+K9a8H7X6Sk5WIIUGRWNm4NCvDjVFizHnR1vW7rSwZXFrESOTI82cLKctZLQQo75Qp5txKC2VMLZ7DAvHFgCIq6Nr+4lWIVo956F1Qy1FIDs9Qeur04v6P5IVRJX8SW/hqgK6LMt/ALW21BoA+gNTAI4BuEJRlK85OE+yGh2z8W/88PpMvFRiN6sIbzwX4KxNTMAV5v1UXg6tarTgHjOXz7VVQ8+vyautYAz2A3B9T06FjQg/TYadtHLx8oycVkqPuvJ3Uoh7I+K420cABFUBXVGUf4eaN7UNwCcB/GPj95sBrHcipBIJa1bFD6/PxEtSuZknyRh2dOodC7i8gp+ck9DCE4IxE5174diCMJzlJQdF69Gn3Y82OdnhtoK5HrNVeqLXvNyPVfhLC9HqhVQcQ0xxWekW9yTxuNtHrHET5gMAKIryWwA3N34ISRb6UKFJ+KmNgQFgYaF12+xcTkSdJgQDwipUZEdo4QlBaLy4tdjWQw4wD2eJXrP79m4lWsyOtatgbnXNoXVDbZ4ps5V7+ibKWm6WH++DqM5VHNuYmIWSO+2J6XSSuNv7YxJ7svHUm490Ab1a7iFIL2MXeCxDS/4VeN9EPeTya/JCz5qZt83u27uZp620VMLI5AimF6dRrVcxszgjLGoKqMVK9eNgdc3i1mLLPWn30zYcgqrqfr0PVqsj9UTtGTITCZ32xNh5YYMepzBb85D44SpnKigSlzPVjQSct9PVeMmzsqKHc/D8eiOM+UEAmmLm4NJBYaJ0bnVOmNuk5RbZ5TOJcpKaJSpc3oPoXPu377ccE7Mxc5qH5SenLgjMrt/pXC+7z17Q4+T2/pgzlQiCyZkiXQTLPaiYeej0r0tSsMU7g6pbFpJ3Mehv6Przje8ZR3Fr0bMnTLRcX19QsrRUQlbKtp1fFDIxK2pqV5xTSkuePSoi74OdB8Ps/aBa/YSNmZ1uPDFBfCbtvLBBj1OYrXlI/KCY6lU6Vd077pgJG/3ry8v2NancYBSy09PehFBAosw4URkbIY/tHnM0kTlttOwnnGPVhBgwnwSNIkxf4V2bxPZv3w8A2LRrU9P+vQ/vxfzR+eYk+7u/87uoVCu2k67ZWIiEhd0kbva+2eRrvLZRfIoaPYeJmZ1uFk50IiQYdJgtrGKkJJ4wzNer9HCoqQWzEJ6X0J7TMR0dVQWUkULB3XNwYaNVCMEY3hBVvdZe9xJOCiOco7+WnhRS6JP6UK1VW+7TSQhFZP/CsYWWfoJZKYv8mrxtOMhNyMhuX7fhJ7vnmUYa1fdXTY72R1ihKi+fIbe2ON2f4biehmE+YqALkqcDwcxD58VzNza2Ug19elrdFmHm2XLrXXJho9U3e6PnA0DLN3T961bhD6eNloNIrDXzUNVRb/bam1mcwcjkiOPwosh+Y2PmcrXsyONgPNf04rSpZ8/ufFbvizxgds9zuN/cs+eXsDxIXj5Dbm1xGmZjCQMigmKq14njqr5O2qT3BNVqakXzUsldLSjNXn35BKB9WyOXU71QxtY4bnPXXNhoGkoqlTD7GQnLO4GfTwIbl1LIr8k3J+/c6hz60n0t55LSkjDU57TRslm4wyovxvgeAOyT90FKtYestF57ddRRrpYdhytF9ut75wFoNhG2m3RFuV1mk6/d+azeF03sxvvQP8+ww01h5Wd5CZl1omchSxgQDcdhPlmWNwAoAPhOo9YUZFnOALgewOsB/BbAxxRF+YqDczHMFxfiuKqv0zb5vZ7+eCNm/7+0kKA+3BfivZqGikZHUZ+dRapWQzUFVNJAFhJSjTDl6DfH28JpKaQw0j/SFmra+/BejO0eQ7laRlbKYmrbFLZs2OLfRov3zMJ9TsivyWN++3xzWxS+eeT4I3j1v7way7VlAMD6Z63HXW+5yzasoz+XcfVhkKvW7FYHmq1uDIuoVw52wpY43SPpOIGE+d4P4F8APK177W+giqkXAngJgFtlWX6JFwtJRISxqs+vZ6nTKw39Xk9/vJ58vv01DS3MeuCA6qUKKrndBNNv9nNzSDVsl+rAqiqQ0iW0G2sZAarHZ3pxGhs+tQGpnSmkdqYwuGsQbyu+rVn8slwtY2z3mKtVV1bf+M3es0pI11dDFzXs1drOaIg8QFs2bMHg2sHm8b/49S8chXX05yr0F1yFqNysXBN50/TXzkpZlJZKHQtJxSnpOixb4nSPJD64EVMvBfBtRVEqACDLchqADGAWwAsAnAPVO/XOoI1MHHEMnZkRxqo+v6vMvNjkZ8z9joGxrQygCqSpKftjg85dMxkH01CRyHagpQWMSIgAwKHjh5r/1soT6IVXuVr2XDYAaA0nmoUQtfsShfumtk21THpeEQk5N4LH7eTrJidn8uJJZNJqI4tMOoPJiydtbQ+TMJb3ey2LwFIDpJO4EVPPAXBIt70ZwDoAk4qiHFYU5ccAbgdwdnDmJZSg6gh1goD7xAHw7+nxYpOfMfc7BsYVePm8r9WRvmrquB0H/b1ns0Cq4cXWtYDRhIAX7CZv/b2Wq+WW6yxXlx3XVNLCWXom7phomUxF1dedoBdyKaQgpSVsvHFjs5q6neDJrc6huLXYLPQ5vmfc8pm6EUATd0w0vYGVWgUTd0yY2u42+T/qyukacUv4dmNPXMaQhI8bMdUHQJ8A8rLG9l261w4DeF4AdiWbJBXEDGNVn52nx86L5MUmP2OuXW+/WmcImzY5925puU/6ZHPtNY/4mjysxkE07vqxnpkBRkbaWsAYw1UDx9RkdS1pfeCYevr8mnxLwraThsH6ey0tlZq5SYAaTrSrqWQ5FAYRMrVtCoX+AqSUhEJ/AVPbVM+h3YSnF3J9Ul9LHz9ALHjsandpqwydJsJb3aOV8PIakrJqv9Np4pbw7caeuAlBEh5uxNRhAKfrti8GcERRlBndaycD+HUQhiWaXi+IaefpCdpzVyqp19LwOuZe7NKO0eNExFjga/Kw+uzZ3Z+NiNUm5uIeYPgIkKmrv4t7VCE1tW0KU9ummoKqT+prCzvZ3aseTUg4+XZ/cOlg+1AYRIhIkBlFw/TiNDbeuLHlOvrjqrWqqZ16jJOoPgRaq9eaqwy16+lzzyYvnmwTQGZjYCe8vIa6xveMt5SF0AvbThO3nnVBil3SPbgRU/8O4FWyLH9cluUPAngVgK8Z9hlGayiwNwkjdJYkrCblUkldwRak5258XK1SrpHJOCtlYBQ3XrxbouRztyLGwEUYaPH8XIT2EJYpVp89nx5TbWIePSZBaviopTowekzC/PZ55FbnzMNOJmNulZOl5QA5+XY/tG4IKd1CG32FcyuMokHD6jpGe0UeHyuRaMXCsQW8rfg2oZ1+Wsq4xar9TqeJW8K33p7c6hzK1XIgXkaSbNyIqY8COAjgXQD+GsBjUFf4AQBkWV4P4PcA3BOkgYmEBTHNEQkJv567ubnWEgTVqvWYm4kbLx5FUQK3vl6VZp8LEVO82eD5udnejCZWnz2L+3OV26E7Tz2dxkK/1DxudnFW/E3cZMytVuNpYszJt/vi1iJG+keaIbyZiRlPoUANq+toE2mhv4AD1xwQenxEtZ6csnBsoU04uW0p4xer9jtu8JszFMdq425WS8ZNCJLwcCymFEX5JdQSCH/Y+CkoivKobpdnQhVa/zdQC4l/4rS6UCQk/Hru3IogM3HjxKNoHMvJSXECtz5vyqV92YWDLZ6f7EJ7CMsTFvfnKrdDd54DJ2fwmsuXm8dlpIz4m7jJmGsTk758gIYmGpx8u7cTFVZhspRJ6RhRUrtZqNB4buMkquVrmXnhjBiFU6c9HEbR6FScGvGbMxT3nCM7oc8Vhb2Dm6KdfwLgCUVRHKz3tj0Xi3Z2kjgV5gzDFrd9Bv3YYHWsWa+8oOyzOY+fb/Gmvc9srik6Tlu11mKDzZhrtk8vrhQx1QoiFrcWfXsnzAot6scsnUq3JMAbi3q6PbcRLT9LFFbU6Ev3tdgAAIX+QiBjEAV++zKG0dcxSFjAs+cIpGjnPwJ4jX9bSMeJ0+rCMPLJ3IZV/dhgNZZmHiijfQAwOKh6sVIp9d96b6GZfTa5V36+xZt6PmyuaTxOSkviCd9mzLVv8AeuOdBccacJKV/f7huexJ++YxoP3VTDwLH2MJlWtsAoYrSkdrtQldMk49zqHKq19gbD6VQahf4C6u+vC/OrfI9BhPj1qMU954hhPKLhRkw97nJ/EhfitLowDvlkfmwwG8tSSc2T0oRWLmcu0oylFBYWWkWKmX02otjPyiHT4o8219RPJpl0ptlkuE3MORxzJ6LBTQ+/8sVjwOxsy8pD46SsiVA96VQaA6sHMKqM2taUMpvwRXaKEtitmkIX+guhCqew6yD5FRtxFytJFbkkeNyIo28CuKBR+ZwkiSSuLoxTnpceK6+RZmM6reZPmYk0kWfQibfQRhT7+RZvugrP5prGsgFak+Egl4Hb1WzSixujdy49v9AUg1IdGDrSvvpO1DJHS4o3iiyntZzM6jSJEu69NIX2Mm4ioWTnzfQrtpyKDf11Vn1wFaSdUktDa4oVEnfcCKPrAJwE4HOyLK8LyR4SBnHwBrklblXkNXG3aZO6vX+/K69RCyLPoBNvoY0o9jMRm3q1XAjxsEIydjWbLHv4rUWLGMyMFNomZZE3aJ+8DweXDtrWlDLLUzOr02QVzgSC9XQ4CfvaeTM7lQCuv065WkYNtVgmnBNihhsxtQfAcQB/AuAXsizPyLJ8tyzLdxl+vh2OqSQRmHmU3Hqa7MRJpz1XduLOTSi1WGxtgtzXp57T7j5sRLGfidhUCFlUhzd6LUTFJtsQPDe3OUmajW22Cu7jXe/IN8VgeTCHscvbawKZiVAnNaXMxIZdnSa3LWa8IBJKVmFHkQDuVNFJkXeQRS5JknAjprZArYCeArAKwBCA8xuvG39Ir2ImOtx6muzEif5809PAxo3hiio7cecmlJrLAfPzam2sQkG9h1pNPC4dEo22Xi3B8zMKCWMvPKGYc3Aeu5yk/Jq8qa3G+/jM9qmmAD3zmizuRHtNILNyB+VquWWCz6/Jt62iM4qN2cVZjCqjLSvQAHGdprC9PqLFAcbr2T33TiWAi4RrHBPOCTHDcWmEIGFphC7GrDyA2etm2JUTMJ4PCLfsQ1jlJezGZXRU7Zmn/T/NZtXtTodqBXZm3gf3y9Y9nMeq5ENpqYSx3WNYOKYm9GttbQC0HbNp1ybH9uqXvGuIlr4bl8Zn0hlUapWW47JSFtVatc1247J/YKUMQhC5QcZxm12cRQ0rdjl5Xp0qmqm/jpSWUKlWMNw/HNr1/BDHQqKkY5iWRqCYIsFiJjq8iBErQaU/nx47keYVt7WinGI3LiLRWCiEIhgtJwmBnaMTcF9jZ3QU9dlZpGo1VFPAwedk8ft//QKUlkqeavWMKqMttakAVZAA7baJXjO7jkjoAKoA2b99f3OctMKeB5cONkN2xuPSqbTwmk4FW1CwJpI/zGqh5VbnkJWyFFe9QSB1pgixxyzc5WVFoVVoUDufnjDLPoSVxG83LqL7CaJOmCB8aBl2EtjpKeG9WMSBkzOopIDZdcBrLl/G7x5ZxtxnMljeCcx9JoNvvNS6ObIeUU7N3JE5Ya6PG3vNegZW61Vc+IULm+NUWiohK2WbIUJjWEy7vt6O5lAIVvbV6jVML04Hnj+lv17QZQbCLq8QF0QlNGr1mrD9D+k93FRAP8/pSRVFucfmXPRMEXuchAbD8hjFgNJSCVfvGsPtNyxgVbXxlSioEKPA05S5fK49DLZtPzA2tlIXK58HpqZ8jbHR6/PzSaBwNI2UhxCqyDOVX5NHVsr68sLovXQiD5UefbjM6N0rV8u2Xjcz71pSvEa94vESeSs1r6OeuFVpJ4ESiGdqL4C7Hf4Q4h8nK+TiUvbBS6K4zTHje8ZxJ0ooTADT/UAlDfd1wsyuIUioFyYb2xUY9YAxqXjoCFQhpbPFKcWtRfSl+4Sv+/HC6JPSRZglZRuT2ae2TdnaIXotSavYwl7xFxfPl9nqzvyafKyrtJPO4EZM3WDycyOAH0BVbP/eeI0Q/ySp2KiXulg2x2iT1ME1wGkTwAnvl5wJRr2AGhlRE9aN1xAIVaEA8Vpg1IJmdXXtdOuAqvZ9TyeanUyiudW5Ns/AwaWDgdZrykrZlu2+dJ9joebEjtzqXEsT5KRNyGGv+ItLs2Nj8+cD1xxwLJhJ9xNYArosy28FsAvASxVF+bnNvgzzke7C7WpFB8d4Dp+YJefrr+E0PDo6qpae0OMzAd4Y1ho4Bnzr1izyi9UWW5zev91+fldffeqHn8I7p97Z3P7k2CfxFy/5C+H5B1YPYLm6jEPHDwFYWV1od70krxAL2/a4NzsmPUX4CeiKonweqofqw0Gdk5DE4KX/oc0xnkNV+hCeHrPmy8WiKqwyGbXp8uDgSljwuuvUoqIa69e79hAaPUyzi61JvAfXAId/MIXRG4eQuXwOo99UC1iahY/cFgvVezae3j+DWmHEVTj2PXe+x3Jbf/6FYwtNIQUAC8cWHHlSktzjLWzbg/Z8xSVsSLqLoFfz/RSA40R10mN0ump5J6/nJSRpc4znScoo0rJZa7v04caFBfVHCwv+6Z+ueM/SaeAZz3Cdl2YM02SkTFv7lok7JtpCOfpJNIUUpLSEzA0ZjEyOYGZxprnv2O4xS6+IXpTdfnMdA0+UXYVj9W1hRNui6t3G942ENaF7PW+cBYbVlwovdsclbEi6i6DF1O8CyAR8TtItdLrfntvr+RFfXhLhw0qen5xU7wFQRdTznme9v5knq1YDyuW2RHUnE5h+n+nF6RYPU7VWbZsc7UoZ9El9qNQqzd5t+obK5WrZcmLUi7KhI2rDY+1+KrPTthOxMWfKuK2df+CYujJxeaf6e+CY+v7A6oG28QprQvd63rAFhh+xZvWlwovdnWqRQ3qLQMSULMuSLMtXAXgDgB8HcU7ShbhpBhwE+rwhrV2LFXFrruyViYmV3KvlZeDQIet70nuy9GheLUMo0skEpt+n5ZSNMI1xcjQKkqd2VpF7+Tj2vaaIyvsqqNaqlt4fwHxi1Iuyh5+TRb1xP9UUMLcWLR4u0YQ/tW2qKaCyUrZZYd14/uIeYPgIkKmrv4t71JwpAG3jNbs42zKhG0OfXvEqFKyOC8JrFZZY83K/nWqRQ3oLx2JKluWSyc8jAP4LwN8DWAbw12EZSxKOl7wiP2Qy1ttGOi329AQZkrTyNGn3pL9euax6xSRJrSOVz6+EBaem2kKRTiYwUejLLKdJ3wevKUhqaIq/0lIJUlpq7p9CClkpCyklIStlkWrkhJpNjHrPRv7eGaQa9zO7DhjfiuZ9iIovlpZKmLhjAtVaFYX+AmYmZrBlwxbh+UePSU2vl1QHRo9JmNo2hYVjC23jlZFaP4vGba94FQpWxwUhhMLyBnm537CKl1oR5zBq0onL2LrxTKWhZrIbf5YB/AyqmDpLUZTvB20k6RI6XerA2IbFuG3ETuyFmYMVhFesVFKTx83uU39P+uuVSqoHqlJRGzDPz6+EHrdsaQtFGuvtVOvVlT9ijTF6ame1GerSmhNr7VY0kdK8dd22MQyHOXX/5epyc/8+qQ8zEzOovK+CmYkZjPSPOM+n0YVWz7omi4NrWofIOOG7EhKCz49Z2LFaa31Gxm2veBUKVscZhZCbCu3aM9B7KIP0Bnm53yiS/ZmnFR5xGVv25iPeiXv1cbf9AO3uJ6xmx4C30gpGRGUMAHUF3uHDrffk43pWPcq+8eFHMPBEGVJdDaPNrgNef30eh351CMu15ea++vIF+qXvP59UPVNSHdaV2S2WxpvZZyyZYFXRWrsfrYGy8drCcgBLaPv8ZHZvarvGgWsONCcAUTkHu8bOnS6h4KdCu6j/YJDNnJMCyzuER4fHlr35SIMgvStxzzFy6wkzKxegjZNVGNDvuAYRAjULSz7jGe1J7j6up32zl1IroTctTLahIaSAlVBXVso2hZS2rz7Mo/d0ve6NKfxibaMUQyMB/iIMuArlmPVQM4aWjCGi/Jp8i5dDhHZt4bdhwYIC4zUK/QXkVucsPSpW37TD+hZuFSrxU6HdGO6VUpIrb1BcQjh+YZ5WeMRlbD2JKVmW+2RZfqEsy6+QZfl0WZbb+zmQeBKkAIoyx8gJflbLicbJSoD4HdcgQqBmgkj0XAK4nqipr76aeTUFLPRLbV4N7dimKTphsWrTCE5Zu35lnEslFG9Gm/CwmmRF+VqiP7J674i2f3FrsRn+Obh0sM1urdee0xwg/b3lVudQrpaRuSGD8T3jLdfSiwurcwede6SN48YbN2J6cRrVehXTi9PYeONGDO4axOCuQWzatQlZKRt4LpYT4hLC8UsUeVq9QlzG1lWYT5bl3wHwUQBvBnCC7q2nAPwLgPcqivIrB+dhmC8qgggnaYQZ9ooa0Tjt398axpmcVFfOzc215ylJEnDnnWqT4HJZzUmamlJzkMKiVGptSgyE+lxETX3rBw7g9pvrGDqiCqvxrWjLS8pKWcxMzJh7Jxx8Rq2qnotCS2aVyN2eR9sHgOvq9F4qumtooTGr8KAXRNcSkUIKfVIfqrWqq/Ci37Akw2MkZvgP8zWE1L0A/heACoDvAri18Xu58fr3GvuRuBLkirok9c5zi2icjJ6uiYkVb5QebX9NSAHq77ExXybZhjxyOTV5/MABteVLEM/FInwpauq7atMIzniHhGfckMVpE+1CSlsR15xQRed38Bm18tAUtxaRSa+sjkshhdwSkHv5eNt92J3HGO4T1cBy+m3YrTdLj+aV0V83k85gdnHWU/hL+yzpa4BZUUcd1VrVddK232TvuIRwCLHDTZjvrwCMAvgMgPWKomxRFGWroihbAKwHMAmg0NiPxBW3AsgqFyisopNxwMk4iUoQ6Pcvt1bKbtt2iWXIQ/+cxsfV65s9Fzf5XSbhS5Gw00+cotVpWtJyy4QqOr9o7A02G/Oo9IUxx/eMo1Jd8V5sOFbH7TcsqMn51ara+LlxH0PrhpqlFQB1ZeLgrsGW+9E3IdYqsW/atQkAsH/7fsciwakwMMtJmzsy13xvaN0QKrUKaqi5Cn8Zw3pO6YSQEX2m4hLCIcQON2LqjwD8UFGUCWMoT1GU44qibIfam+9/BmgfCRq3AijuSeZWhF3R3OhBKRRa98+2Vspu2fZgm6Vnw81zcrOvSV6cXS6LUaRkpax4IhScv7QaGJ0AMu9Tf5dWt9tszKMCWgtj6lvWFPcAq/Tarl5v3kdxaxF9UmvKp7GfnlkldrciRqulBaCZhG7FwOoB0+3y/lk8dFMNyzuBh26qobzfWdFPUXK+RqG/gLvfcjcK/QVIKQn5NXnk1+Q7JmREnymRZ6tbktJJd+FGTL0AwF6bfb4DtaUM6RbinmRuRdhC0M57NTW1IqC0nCkftll6Ntw8Jzf7moTc7EJWxa3FZv2nttCezfmFQs1gc3ZuoVkdXUsW19tTqVWaob6hI4JEh8Z95FbnhF40/f0YPW5eEsD1tbTSqTSyUtbWm6WvrWXc/sYtmZZq69+4xVnRT7PkfM1ruGXDlua9zm+fx/z2+Y7VY3IaBk1aUjrFX2/gRkz9F4CTbfbpb+xHuoVOVy0PkrCFoJ33assW4OmnVU/I00+3Jp97sM0y5OHmObnZ10QwCoWdztumbwVjORELzi+cVEU26gSo0Z5MOoNKTQ316VcY1gFV2OqEryh8ZfQKmV1HdKxo8vSyCu/Q8UOm2xsXqy0lKDYuOiv6aSy4CiA24TOnYdCk9dZLmvgj3nAjpu4DcKksy4OiN2VZ3gjgssZ+pFtIcpJ5nIWgB9ssk3ndPKcAnqlQ2HnxBDqozTS0bsg8Z83Enkq10pxwx7eqxUMrKeDAc7NqzpRO+Ba3FtGXdlbdxUkOj2jyNN6TqPmxG1KGz0/K4Wdbb3+hv4AD1xwI3evk1DPjND8qaUnpSRN/xBuOSyPIsnwRgG8BeBLALgB3A3gMwHMBbAGwHcCzAIwpinKnzblYGoGET5wrtLu1Lap7cVP+IqCyG6bL6V3YYrbk32xpfZBL8EXn2r99f1sZidJSqVniIJPOtJUdGNw12FKBPb8mj/nt841BivFn24DTkhBOiaIKvB+Cvn8SKaalEdzWmfozAJ8GYPwap/Xo+wtFUT7j4DwUU4S4IaqaXnYCST+pa++Z2ehXALg43mlLGY0gJzwn5xK1sjHamDTRYEav14rqludIAAQlpgBAluUXQC3aeSZUT9RxAA8A2K0oyiGrY3XnoJgixA1BFlt1g17EpVJAX59qhyZmtNCe2fsh9zYUTVQAmq9puU8Hlw5aTmRBTnhOzmVVLLPbxAY9M52Dwi10ghNTQUAxRYhLovJM2XmejNXfrUReCIJQP1FvXErhazfXsUlXff3QWueTdycnIv210ql0S+9CfTivGybHbriHpEDhGjpsdExIoolqIYA+QbxabV+BqE+EBtR9zOpmiZLufTaI1if3am1stHIBxT0rCb9OkqA7uepKv5hg/bPXm+7XDSvB/FZBJ85hsnt0WBYnaYT0XKMoyiPezCGECNFETZQMDbV6x/ShvmldNW1tJZ/R3snJlRY7mYy6rQ8Tzs6ifPEYzrwm69iLMbRuqPlNfOgIWsoFDB1ZWe2l72mniRLjN/YgJyI33hhjQ2X9NidH4gb9/4ckrHTsJuw8Uw8DOOjyhxXJCAkCn16bwK+h947lcqoo2qS2VYG00vrEtG7WxMRKWK9SWWkSrfN2pecXXHli9Mvp9+vqSVVTaqhPW2IvFCU2LWr8TERuPEpWS/1F7yWtCGTS7E0ybL8THXZi6hHBz6+hxg1F7z0C4BdhGUtITxFEBXc7seTmGvqQXzarnks7TpJaQ3gDA+3XFRUqNYT+5tbClScmtwTsmwQqNwD5k9bjF2v7UEkBB5+TxUlTdzfDSkLBYtOixs9E5MajZDUB6t/Lrc6hXC03++olJfTXDaHKpMCQanR4Wc23A8D1iqJIdvtanIMJ6ITYEUTCtl3iutdrGI8DgHweOHhQFUjlsiqg9NcF2m3RwoRzc8DAAB4+fginHlnG3DrgdW9MYdWmEesE2sFBYGGlFhPyeWB+vm03Yditf1NoKyTDSAR2WzsrLvR6aQTSVQSagN755X+E9CJBVHC3a1vj9Rqi/R7RpUoePNh+XWMSvZYzNbfSLmb90Wozgfybt/TZe4f0Qkq03UD4jd3lvbsJV4URbjHrqxf3vJikVSwnxAtczUd6m07kJXkliBV8doLB6zVE+5XL5mE/kVB529tWwmzT08DCAlINASbVgfxiNdwwhct7dxOuCiPcEue+elYwj4f0AhRTpLcJIi8pLOwaKTvBSjD4qUieywGFQmtZBI1aTbXZeN2xMVU06cRT03tlxMZTpHmJ9q8xuMrzeWf2a/fgYnz1nqH1R2u4dcd0R0W4XpRkpSzSEf35duKh0+8zvmccxa0Oml4TkmAopkhvYxcG80vUni8rweBXSGpCzSioUqmV3Cz9dU1CcG048BRpXqLXbAOm+4FKGqq4m5pydw8u0HuGinvUUGQoItzkM6N5u4bWDaFSq6AGtczD2O6xjq6Wc+KhY9I56TUopkhvE0RekhVx9nz5FZKaUDMKqr4+5+HCbHbl36mUKojsPEWlEm7dMY2nd9RQ3KNWOj/h/ZK9d8mnsNV7hoaOrtS0Qq2Gyux0cCLG5jNjXCm4cMxdOQm/OFmpyPpYpNegmCK9TdiVxf0KFjMBEITHKyghqb9HQBUBIlFjDMHl88DMjCqgJAkYGXE2/uPjGDZUOneU1OxT2DbzoLbtRyaTbYYXqylgbi2CEzGGz4xRqBkTugF35ST84iShPKikcy81qljXikSBZWkEWZbb25rbU1cUxa6yOksjkN7Ab089s+OD6NXnJ2fKiY1hXc9QlqGSBh45csA+Fyeo3oCjo6oIrNdRB/C0BBQmgEfWBrTkf3AQ9YUFpKDmg82vAS75QKFZWsFY5qFcLaO0VDItw2Dcf/LiSUzcMeG5V56T6u5B9ePzUmKC/ek6Q4/2XPTW6FiWZZPsUGsURbH0eFFMkZ7Br4AwEwBWwiAo0eIUUTNkzcsXxnW9CkmXx+knCyktoVKtYLh/GD+/Zg4p3djXoeZtvesdeUy9r73GlWsEYqrw5+ZCzW5SM4qLTDqj5lx1UGx4nXi91KhiXavO0KOi1ZuYCguKKRIanRYSYePFMxWE1ypIW4PG6zN2eZyoSGY6lcbcZzLI/7IC1GqoQ/3rWk0B1U15ZGcDEFNGz1sKOOOmgueJyigujIjERtBeB68TLz1T8aVHRWugRTsJiS9WeTFRr6zzgllOl/71TEa9V6u2LZ24bz/5YW6ejdeSET5KIWjU6jX8/uWVZkV37S+rVAeyCwcRCENDqDdy2aop4OHnZH3VZjLmL2WlrG0+U9Cr8bwmpHupUcW6Vp2BxVhboZgi3YXVhB7Vyjo/Is5MAGivDw2p79VqK/ekTywHVu7X733b3Ycood3pvcdw1aOoSGY6lUZ2U8Pjpq+zFeRK0GIRqYZQlkYKyN8748srZBQXU9umbMVG0KvxvE68Xoqfsj9dZ6BobYVhPtJdWIWaRP3k7r4bmJgINywYZvhLlDu1f7+6Mq5cFh/jJ/Ha6j5EYTRNJNnde1DJ4QFiljPVDHk5DRsmMPQcdKisR5OVSffBMB/pApx4OaxKHYg8B2Nj4XtEwiwMalbewExIacd4wct9aEJKO2Z2VrhbOT8ATUrVAdSktPj52n0GtPclCVi1yldoU+/hePpvnkb1/dVWT4fTsKFPr5vfpf6OjjeM6zdeOonhdcNIQ01Ynzsy56vMAL1FpNuhmCLJwcmkZDXBmfWTC7MCOuCunpPbkKBIPNpN1l5radndh+j5ZAxVUozb2qFvBJYlNBO668vL4vuw+wzoPWH6XoFRhg19imm/+UuOjjeM6wu2TWCfvA/D/cOo1CqsZE6IDRRTJDkEUbHbmOeSzYZbAR1wVxjUTiwYxRbQLh7NxiWdVu/fa4jJrs/f9HTr85mebveQGcOsDb6Ng8jUWhO6hfdh9xkwFhA126+T+CyOasxfml6cduWlcpT/ZDKurGROiDMopkhyCKJit1EQTE2FWwEdcLeKzE4sjI+rBSO1ZsEjI9aJ4EY7/Nyf1X2Mjdkfb/HMhtYNYW6dunoNaDQvrlbbvXN2nwHRvZtdt1OrO31W2RclwrvxFDlK/jYZV67YIsQZFFMkOQTR+sUoCLZs8bbMPizsxMLcHKBfNFIuq0JGLwomJ5tL95toXjjt/oIWEk6aGA8Pq7YJrlvcWsS73pHH7DqgZUmM0Ttn9xnQN1/OZtX9cjl1nIz32qkVhF5LOTTQr5rS49RT5GjVlcm4Rr1ii61hSFLgaj5C4oTdyq/RUdUjZSSdbl8xZ7VCLugVhinBIheRTU6uG/TKPrNrxnAFoR1RFqSMYkUeC3CSmMHVfIQkAjsvRrGoelw0NC+WKDRo9HINDKx4hYz5TXY5RXaeLGMT4/XrxR4kszCm/vyStCLOgkjYN7tmUI2eQ0bvnSlXy8itzkXiKQq6kKcTmLNFkgLFVJxIYoVu4g03z1q/7/i4mudVKKwIlXxeLAqMoRtgJaylx4mQsAuJ6W0qFIC77hKLQjMBoz9/pQL09QWTsG91zSDCxh1AL2JKSyVkpWwkJQaiEDbM2SJJgWG+OBFVTzXSedw8ay/FMkV5OaKipZLkrJCkn2P1mNnqNeRmPE4bH/35gfgXzbR4hqLeelJK6njxyyhCbiz2SWIGw3yJIMzijiReiJ61mbfK7nPhNMHZ6KEpFMyPMdoyMNC+Ss5L4raZrV5DbsbjtD6FZrZpCfsBeX8DS5AWedgaz+CpnVX8fBIYOLayu9NQW5AJ3FEko7PYJ0kKFFNeCCscl5Acjq6lk2FW0bM2C1kF9bnwU+8KWDlWT1Ci32vIzXhctdouPPX3srCg/gS0gi+wPCKRYG7YnakBw0eA4p7WQ5yE2oLMc2oTNktgWgIhDSimvBDWkuqE5HB0LZ1stit61mYeqKA+F37qXR08uHJsGA1+vZYPMB4nEp6iQp7afTkVgiZCO7A8Ihu7pTowekxCob/gKocorDyn0lIJCy8bQXVmGqhWUY+6yjwhEUMx5YWwwnE+69F0PWF7jjoZZhU9azMPVBSfCytvmF9xF+ZzFNlmJvbcCEG90NYVSw0sQdrMbsMzcBtqCyuBe3zPODY8UVYr1QNIMS2B9Dr1er3jP1dffXX96quvrieWQqFeT6frdUD9XShEbVFv4GbcDxyo1/N5dV9A/feBA8GdPwwOHFCvKUnqbzt7w9zf7bnd0OlxPnBg5XOg/3FzX5IkPP7AsQP1wmShLu2U6oVJdTtQu30+g7Dsk3ZK9Z/3o15JqWNRSYF/B0kvYKpruJrPC05XT5FgcbPiS1TcslCwXh2ZtOfqdvVnXFaLRlEs0++9iz5PCSjyGRajyiie3j+D22+uY+gIsH8d8Lo3ppHdNIzJiycxcccEV+CRboSr+QKF4bhocJOIbdYk14okPFd9iExUeNMqhNbJMKaVHVEstPAbmjQWS02lenqBSHFrEas2jeCMd0h4xg1ZnDaRwsLqGmaPzGJs95hl0jtbxJBuhGKKJAc3E6JoouuGyU+fu6PHbkUg0FkRY2VHEAn1bvOu/ArlXE5tMK0VJh0Z6ekFIvqVfdVaFfVGR8VavYZytdyS9F7eP9vyrK7eZS22CEkiFFMkObiZEIvF1hYn+Xx3TH6ilWlOVgQCnV0tGrYXzCQhPFSS4LmMAGOSe1bKtmx/45bW2l+fuGmBLWJI10ExRbqTXA6Yn19JF56fD3byi6r1j13hTSvvkxsx4Pf+rOwIogSFUVRqxTiDeiZs7eQY4wrDqW1TLdsbF1trfw0dBVvEkK6DCeiEeCGqZG59kvzAgPrawYPBt07xe39WyfxOWsDY2SxKCNfOVaupOU19fep1vIxDXJL1uwHDWJYHczjzmiwT1EkSYQI6IYHiNoxl5+lw6gnRe5eyWXU/vYcnqFCU3zBdLqcKmIEBVfRs3AgMDqr2um0BI0KUEK7ZCqjeyHJ5JQw4NubO/qS2doqjR80QXs7eMRV+i5g4jgPpaiimSDu98IcozDCWCLvQlpfQV5gTfhDJ6uPjausWjYUF9TUnLWDsECWE5/Pt/QP119Ywe/b61yVpRaAlqbVTJ6v4OyWKXLM4jgPpahjmI+30QogjzDCWCLvaSl5qL4X5nIKouWW8J0B8X0Hdh95m43UB1VtldT3j65r9Sag5phFFDa84wnEg4cAwH3FBUkMcbggijOXm27adp8eLJ8jp6jwvXrggvAmie9DyvPSE0XtQv5ITaN02e/bG16vV5K3cY7N0FY4D6TAUU6SdXvhD1Ol7tBMMXgSFU8ETVcijWFSTwPUsLLQLujDCQFNTKyHAQkHd1jB79t3wuQ9TYCcJNo0nHYZhPtJO0tqqeKEX7lGjkyEP47hqYTM9UYeOzZ59L30meiGUHya99FkhekzDfBRThHQ7nZw4RXlHlYq40ChzWKKDOUX+oBjtVZgzRUjPIgp5hBXmEeUdDQ+37pPUEFo30Q0hzSjphbxS4gqKKUK6HVFOUlh5VKJJet8+4MCBlRwm5rBED3OK/EExSgxQTBHSi4T1zdo4SU9Oqp6vTZvU9/fvT9bquG6FfQb9QTFKDFBMkeDo9hVC3YTTb9Zun6lxkp6YYPFE0n1QjBIDFFMkOFh12B6vgjNooer0m7XfZxpVbklchH1c7CCEhArFFAkOpxNnL08wduLEbGyCFqpOv1lbPdNSSe23l0qpP1rvPT1R5ZbERdjHxQ5CSKhQTJHgcDpxuplguk142QlOs7EJysMjGk+rMbZ6pma99/RElVsSl9VWXu3ots89IV0OxRQJDqcTp5sJptu+2dsJTrOxCcrDIxpPqzG2eqai52Z8LarckristvJqR7d97gnpciimSHA4nTjdTDBx8TBY4caLYCc4zcYmKA+PaDytxtjqmYqeW6dFi9nYx2W1lVc7kvC5J4Q0oZgincfNBBMXD4MVbrwIdoLTbGz0xxWL6jW8hIBE4+l1jIvF1gbC+XznRYvZ2Cd9tZWxIbSoQXQQMJxISCBQTJHO42aii4uHwYogvQhOxsZPCEg0nl7HOJcD5ueBel39mZ/vvGjplAfHq+iIe7guTPso1EgPQTFF4k0SPAxuPDtBTDBuBITxekD7eMZ1jJ2MldXYBzmZexUdXsXewYPW20ERphiNu5AkJEAopgjxixvPThATjBvxluQJzYntVmMf5L17FR1eQ6idCm+HeR3mfZEegmKKEL+48ewEMcG4EW9JntCc2G419kHeu5+8Ms2mWg0ol515yDoV3g7zOknIdyQkICimCOkkQUwwbsSb1+tFne9SKqkTvIaXsQpyMveTV5bNrthRKjnzkHUq9BrmdZKQ70hIQFBMkXainki7mU5PMF6vF3V4cHwcWF5e2c5k3I9VkGPtR3Qk1Tvo9+9AXHPxCAmBVL1e7/hFZVmuA4CiKB2/NnHA6Kg6gdZq6jfq4WH1jyFR0bwLc3Oqt0MfyukWMhlVSGlIkjop9sr1RXh97kn9/5RUuwkJj5TZG/RMkXaS+k26U0TttekEUee7RH19EV6fe1LDXfw7QIhjKKZIO3GcyOJEL0wyUQuAqK8vwutzDzLc1ckQPP8OEOIYiinSThwnsjjRC5NM1PkuUV9fRByeeye9ovw7QIhjMlEbQGKINpERMVo7F33uDOl+4vDcO+kV5d8BQhxDzxQhbomj14SEj/G5A51f9RoH7xghpA2KKUKSDMtYREcUCxEYeiMkljDMR0iS0Sb0Wm1lQmdopjNEsRCBoTdCYgk9U4QkmV5YWeiXsLx3DLkRQhpQTBGSZDih2xNWOK6TIbewBCHDxIQEAsUUIUmGOTT2hOW96+RChLAEYS8UoCWkAzBnipAkwxwae4aGWtuiJNF7F5YgZJiYkECgZ4oQ0t10g/curHAuw8SEBALFFCGku+mGumBhCcJuEJqExACG+Qgh3UOp1F6lPIniyUhY4VyGiQkJBHqmCCHdAxOqCSERQDFFCAkHq2X3YS3JZ0I1ISQCKKYIIeFg5SUKy4PEhGp/sO4UIZ6gmCKEhIOVl0j0XhATOROq/cEwKSGeoJgihISDlZdI9F4QE3k3rNzzQlAeJYZJCfEExRQhJBysvESi9ziReycojxLDpIR4gqURCCHhYLXsXvReN1Qqj4qghGix2F5aghBiCz1ThJBWokpCZr6Td4LyKPVqmJQQn1BMEUJaiSoJmRO5d/RCNJcDymWuyCOkg1BMEUJaMYaMpqc5KccdvRDNZtVnFacVeSy5QLociilCSCv6kJFGXCZlYk8cE/lZcoF0ORRThJBWtJCRnrhMym7pRY9IHFfkxVHgERIgFFMkHvTipBdXtJBRoRC/SdktvegRiWMifxwFHiEBQjFF4kEvTnpxJ46Tslt60SMSx0T+bvgsEWIB60yReNCLk17csaoTlRRYuyoedMNniRAL6Jki8aBXwwAMb4YLPSKEkA5AMUXiQa9OegxvhkscQ16EkK6DYT4SD3o1DMDwJiGEJB56pgiJkl4NbxJCSBdBMUVWYP5O5+nV8CYhhHQRFFNkBebvdB7m9MQTfrEghLiAYoqswPwdQlSS+MWCApCQyKCYIiswf4cQlSR+sUiiACSkS6CYIiswf4cQlSR+sUiiACSkS6CYIiswf4cESZLDTkn8YpFEAUhIl0AxRQgJhySHnZL4xSKJApCQLoFFOwkh4cCwU2fp1cK3hMQAeqYISXI4Ks4w7EQI6REopghJcjgqzjDsRAjpERjmI4ThqHBg2IkQ0iPQM0UIw1HdCcO3hJAOQTFFCMNR3QnDt4SQDsEwHyEMR3UnDN8SQjoEPVOEkO6E4VtCSIegmCKEdCcM3xJCOgTDfISQ7oThW0JIh6BnihBCCCHEBxRThBBCCCE+oJgihBBCCPEBxRQhhBBCiA8opgghhBBCfEAxRQghhBDiA4opQgghhBAfUEwRQgghhPiAYooQQgghxAcUU4QQQsSUSsDoKJDJqL9LpagtIiSWUEwRQggRMz4OzM4C1ar6e3w8aosIiSUUU4QQQsTMzQG1mvrvWk3dJoS0QTFFCCFEzNAQkG5ME+m0uk0IaYNiihBCiJhiERgeBiRJ/V0sRm0RIbEkE7UBhBBCYkouB+zbF7UVhMQeeqYIIYQQQnxAMUUIIYQQ4gOKKUIIIYQQH1BMEUIIIYT4gGKKEEIIIcQHFFOEEEIIIT6gmCKEEEII8QHFFCGEEEKIDyimCCGEEEJ8QDFFCCGEEOIDiilCCCGEEB9QTBFCeotSCRgdBTIZ9XepFLVFhJCEQzFFCOktxseB2VmgWlV/j49HbREhJOFQTBFCeou5OaBWU/9dq6nbhBDiA4opQkhvMTQEpBt/+tJpdZsQQnxAMUUI6S2KRWB4GJAk9XexGLVFhJCEk4naAEII6Si5HLBvX9RWEEK6CHqmCCGEEEJ8QDFFCCGEEOIDiilCCCGEEB9QTBFCCCGE+IBiihBCCCHEBxRThBBCCCE+oJgihBBCCPEBxRQhhBBCiA8opgghhBBCfEAxRQghhBDiA4opQgghhBAfUEwRQgghhPiAYooQQgghxAcUU4QQQgghPqCYIoQQQgjxQSbKi8uyHOXlCSGEEEKcUlcUJSV6g54pQgghhBAfpOr1etQ2EEIIIYQkFnqmCCGEEEJ8QDFFCCGEEOKDSBPQCSEkKmRZHgTwUQAvBfAcAMcVRXl2pEa5RJblDQAOAviCoihvjdYaQnoXiilCEo4sy3UAMFtl0tjnYQDrAQwoivJwZyyLL7IsSwC+CiAP4F8AHAbwVJQ2EUKSC8UUIaQXGQBQAPAPiqL8r6iNIYQkG+ZMEUJ6kVMavx+N1ApCSFdAzxQhPY4syxcBuBbAOQD+B4BHAPwbgL9VFOW4Yd+HAUBRlA2C8+wA8H4AFyiKslf3eh3AdwD8MYAPAvh9AM8FcKWiKJ+XZfk5jeuPAzgVwDKAJwD8AMANiqKUHN7HiwD8NYBXAHgWgMcBfB3ABxRFecxgj8b7ZVl+f+PfOxVF2WFy7mcCOAbgPkVRXqZ7/UQASwBWAfgTRVH+RfeeDGCycZ//qHt9EMD1AC4C0A/gCIA7G3bOG667A40xhSoA/xzAKIAjomegOy4N4FMAtgP4CoA3KorCMCYhIUHPFCE9jCzLfwbgPwC8DGoO0aegiob3APi+LMvPDuhSawD8EMBLoAq1mwA8Icvy/wBwL4C/BHAIwGcAfA7AzwC8Dmoozsl9/AGA70MVZHcC+ASAOQBXA/hxI1FbYyeALzT+/Z3G9k4Ae83OryjKbwD8CMA5siyfpHvrZVCFFKCKIz0XNn5/W2fn2QB+DGAbgPsAfBzquLypYeeLTUz4SwD/CFXo3gTgG2a2yrJ8AoBboQqpSQBvoJAiJFzomSKkS2h4Mcx4tmD/9QBuBPAbAOcoijKre0+BKkQ+CiCInKIXQk30vkJRlIruOuMANgL4lKIo7zTYl8WKUDGl4TX6PNS/Z1sURfmu7r33APgIgP8D4NUAoCjKDlmWtwB4C4C9Zt4oAXdBFU/nQfV4AaqAqgK4Bzox1fAMbQFQUhTlUOO1FIB/BvA7ALYpivKvuv0vB/BFALtlWS4oilIzXPtCAC9VFOUBKwNlWV4D4PaGne9VFOXvHN4bIcQH9EwR0j283+LnWYL9twHIArhJL6QaXAfgSQBvlmXZVtA4oAzg3XohZeC/jS8oilJWFOVJB+d+HYC1AG7RC6kG/xvAwwBeJcvyC1zYK0LzMOk9UBcBuB/AlwGcKsvypsbrmxs2fVu37+8BGAbwA72QAgBFUW4B8D0AQwBeLrj2/3EgpNZD9fKdC+DNFFKEdA56pgjpEhyWRtBzVuP3XYJzLcmy/ABUL8wwgJ/6NO9hRVF+KXj9OwD+E8B7ZVk+C8AdUAXBg4qiVB2e2+o+KrIs3wNgA4AzoYbJvPIDqKLvIgCQZflZjWt/VHftiwDsx0qIT2+TqZ2611/esPMew3s/srFtqGHfMwD8vqIo37bZnxASIPRMEdK7aN6qx0ze115/dgDXelz0oqIov4aaR/VPAF4E4NNQc4oel2V5pyzLfQ7O3ZH7UBSlDNV79EJZlk+GGsaTAHxbUZQZqCsDNa/VRQDqaBVOfuwUjp+OTQCeB6AE4Cc2+xJCAoZiipDeRVup91yT959n2A8AajD3aD/b4lqmHdUVRTmsKMqVAE4GcBqAawAcBfC+xo8dXu7DK3cBSEH1PF0E4GmonjQAuBvABY2w6CsA7DN44/zYadeRvgh1JeNmAN+WZXmdzf6EkAChmCKkd9FycLYY32is4tsMtSr4jO6tJQDPMfEYma1Ec4SiKHVFUfYpirILwKsaL7/ewaFW95HBSg5SEB4bfd7UhQDu1a2U+zbUVYtXQw23GUNtpnYaXvdkp6IofwvgnVDDhHc3Sk4QQjoAxRQhvctuqDWdtsuynDe89wGoq852K4rytO71H0H1TP2pfmdZlt8KdQWZK2RZPs1QtkBDEwL/5eA0X4VazmGrLMsvMbz3FwByAO5UFMVPvpTG/QB+BTXpfRStgkn79181fhtzo+6FWq7h5bIsv0H/RmP7PKj5Vt/zapyiKJ+CKuZGAXxHluVTrI8ghAQBE9AJ6VEURXlYluW/gFqL6CeyLN8KYBHA+VCb/85CrTelZxdUIfWZRrHPXwA4A+pKtX8H8AcuzXglgE/Isvz9xvV+CbVw5+ughhQ/5uA+fiPL8hUAvgRVQHwJaqL5i6CWQ3gcwJ+5tMvsWjVZlr/TsA/QiSlFUR6RZfkA1FIPVajJ9fpj67IsvwVqXa9bZFm+Heo9D0H1wD0JtfCnsSyCWxs/K8vyU1Drdd0jy/KFAQlJQogJ9EwR0sMoiqIAGINaOPJ/AngX1Nylj0Gta3TMsP80VAF0L9QCmf8LatmDl0L12rhlCmqh0BOgCpS/hOqh+Q8Ar1AU5TaH96HVVrqjcT/vBjAC4LMAXuS0irpDNAH1a6jJ8qL37jdWj2/Y+f8AnA3gZqhjdi1UIboHwNmN932jKMrnoZa+WA9VUOWCOC8hREyqXrfLaySEEEIIIWbQM0UIIYQQ4gOKKUIIIYQQH1BMEUIIIYT4gGKKEEIIIcQHFFOEEEIIIT6gmCKEEEII8QHFFCGEEEKIDyimCCGEEEJ8QDFFCCGEEOIDiilCCCGEEB/8/5Xd+iZegmQrAAAAAElFTkSuQmCC\n", "text/plain": [ - "<Figure size 576x432 with 1 Axes>" + "<Figure size 720x576 with 1 Axes>" ] }, "metadata": {}, @@ -289,22 +325,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Dataset X : ndim=2 shape=(1000, 2) Mean = [4.9775 6.9898] Std = [1.018 1.5293]\n", - "Dataset y : ndim=1 shape=(1000,) Mean = 0.63 Std = 0.4828043081829324\n" + "Dataset X : ndim=2 shape=(1000, 2) Mean = [4.9518 6.9841] Std = [0.9994 1.4956]\n", + "Dataset y : ndim=1 shape=(1000,) Mean = 0.622 Std = 0.4848876158451565\n" ] } ], "source": [ - "fig, ax = plt.subplots(1, 1)\n", - "fig.set_size_inches(8,6)\n", - "ax.plot(X_data[y_data == 1, 0], X_data[y_data == 1, 1], 'go', markersize=4, label=\"y=1 (positive)\")\n", - "ax.plot(X_data[y_data == 0, 0], X_data[y_data == 0, 1], 'ro', markersize=4, label=\"y=0 (negative)\")\n", - "plt.tick_params(axis='both', which='both', bottom=False, left=False, labelbottom=False, labelleft=False)\n", - "plt.xlabel('Hours of work')\n", - "plt.ylabel('Hours of sleep')\n", - "plt.show()\n", - "\n", - "vector_infos('Dataset X',X_data)\n", + "plot_data(x_data, y_data)\n", + "vector_infos('Dataset X',x_data)\n", "vector_infos('Dataset y',y_data)" ] }, @@ -315,12 +343,10 @@ "### 2.3 - Preparation of data\n", "\n", "We're going to:\n", - "- normalize the data\n", - "- add a column of 1 for bias\n", - "- Transform y_moons into a vector\n", "- split the data to have : :\n", " - a training set\n", - " - a test set" + " - a test set\n", + "- normalize the data" ] }, { @@ -332,36 +358,35 @@ "name": "stdout", "output_type": "stream", "text": [ - "X_scaled : ndim=2 shape=(1000, 2) Mean = [ 0. -0.] Std = [1. 1.]\n", - "X_train : ndim=2 shape=(800, 3) Mean = [ 1. -0.0076 0.0083] Std = [0. 1.0259 1.0007]\n", - "y_train : ndim=2 shape=(800, 1) Mean = [0.6275] Std = [0.4835]\n", - "X_test : ndim=2 shape=(200, 3) Mean = [ 1. 0.0306 -0.0333] Std = [0. 0.8881 0.9966]\n", - "y_test : ndim=2 shape=(200, 1) 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 = 0.625 Std = 0.4841229182759271\n", + "X_test : ndim=2 shape=(200, 2) Mean = [-0.0325 -0.0741] Std = [1.0732 1.0111]\n", + "y_test : ndim=1 shape=(200,) Mean = 0.61 Std = 0.4877499359302879\n" ] } ], "source": [ - "# ----- Normalisation des données\n", - "scaler = sl.preprocessing.StandardScaler()\n", - "X_scaled = scaler.fit_transform(X_data)\n", + "# ---- Split data\n", + "\n", + "n = int(data_size * 0.8)\n", + "x_train = x_data[:n]\n", + "y_train = y_data[:n]\n", + "x_test = x_data[n:]\n", + "y_test = y_data[n:]\n", "\n", - "# ----- Ajout de la colonne de 1\n", - "X_scaled_1 = np.c_[np.ones((data_size, 1)), X_scaled]\n", + "# ---- Normalization\n", "\n", - "# ----- Verticalisation de y_moons\n", - "y_data_v = y_data.reshape(-1,1)\n", + "mean = np.mean(x_train, axis=0)\n", + "std = np.std(x_train, axis=0)\n", "\n", - "# ----- Partage des données\n", - "test_size = int(data_size * test_ratio)\n", - "X_train = X_scaled_1[:-test_size]\n", - "X_test = X_scaled_1[-test_size:]\n", - "y_train = y_data_v[:-test_size]\n", - "y_test = y_data_v[-test_size:]\n", + "x_train = (x_train-mean)/std\n", + "x_test = (x_test-mean)/std\n", "\n", - "vector_infos('X_scaled',X_scaled)\n", - "vector_infos('X_train',X_train)\n", + "# ---- About it\n", + "\n", + "vector_infos('X_train',x_train)\n", "vector_infos('y_train',y_train)\n", - "vector_infos('X_test',X_test)\n", + "vector_infos('X_test',x_test)\n", "vector_infos('y_test',y_test)\n", "\n", "y_train_h = y_train.reshape(-1,) # nécessaire pour la visu." @@ -382,7 +407,7 @@ { "data": { "text/markdown": [ - "#### Train data :" + "**This is what we know :**" ], "text/plain": [ "<IPython.core.display.Markdown object>" @@ -393,9 +418,9 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<Figure size 576x432 with 1 Axes>" + "<Figure size 720x576 with 1 Axes>" ] }, "metadata": {}, @@ -404,7 +429,7 @@ { "data": { "text/markdown": [ - "#### Test data :" + "**This is what we want to classify :**" ], "text/plain": [ "<IPython.core.display.Markdown object>" @@ -415,9 +440,9 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 576x432 with 1 Axes>" + "<Figure size 720x576 with 1 Axes>" ] }, "metadata": {}, @@ -425,24 +450,10 @@ } ], "source": [ - "pwk.display_md(\"#### Train data :\")\n", - "fig, axs = plt.subplots()\n", - "fig.set_size_inches(8,6)\n", - "axs.plot(X_train[y_train_h == 1, 1], X_train[y_train_h == 1, 2], 'o', color='green', markersize=4, label=\"Train / Positifs\")\n", - "axs.plot(X_train[y_train_h == 0, 1], X_train[y_train_h == 0, 2], 'o', color='red', markersize=4, label=\"Train / Négatifs\")\n", - "plt.tick_params(axis='both', which='both', bottom=False, left=False, labelbottom=False, labelleft=False)\n", - "plt.xlabel('Hours of work')\n", - "plt.ylabel('Hours of sleep')\n", - "plt.show()\n", - "\n", - "pwk.display_md(\"#### Test data :\")\n", - "fig, axs = plt.subplots()\n", - "fig.set_size_inches(8,6)\n", - "axs.plot(X_test[:, 1], X_test[:, 2], 'o',color='gray', markersize=4, label=\"A classer !\")\n", - "plt.tick_params(axis='both', which='both', bottom=False, left=False, labelbottom=False, labelleft=False)\n", - "plt.xlabel('Hours of work')\n", - "plt.ylabel('Hours of sleep')\n", - "plt.show()" + "pwk.display_md('**This is what we know :**')\n", + "plot_data(x_train, y_train)\n", + "pwk.display_md('**This is what we want to classify :**')\n", + "plot_data(x_test, y_test, colors=(\"gray\",\"gray\"), legend=False)" ] }, { @@ -450,84 +461,43 @@ "metadata": {}, "source": [ "## Step 3 - Logistic model #1\n", - "### 3.1 - Build model" + "### 3.1 - Here is the classifier" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, - "outputs": [], - "source": [ - "tf.reset_default_graph()\n", - "\n", - "X = tf.placeholder(tf.float32, shape=(None, data_cols + 1), name=\"X\")\n", - "y = tf.placeholder(tf.float32, shape=(None, 1), name=\"y\")\n", - "\n", - "initializer = tf.random_uniform([data_cols + 1, 1], -1.0, 1.0, seed=random_seed)\n", - "theta = tf.Variable(initializer, name=\"theta\")\n", - "\n", - "logits = tf.matmul(X, theta, name=\"logits\")\n", - "\n", - "#y_proba = tf.sigmoid(logits)\n", - "y_proba = 1 / (1 + tf.exp(-logits))\n", - "\n", - "#loss = tf.losses.log_loss(y, y_proba)\n", - "loss = -tf.reduce_mean(y * tf.log(y_proba + epsilon) + (1 - y) * tf.log(1 - y_proba + epsilon))\n", - "\n", - "optimizer = tf.train.GradientDescentOptimizer(learning_rate=learning_rate)\n", - "training_op = optimizer.minimize(loss)\n", - "\n", - "init = tf.global_variables_initializer()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 3.2 - Training" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 \tLoss: 1.2637916\n", - "Epoch: 100 \tLoss: 0.30881155\n", - "Epoch: 200 \tLoss: 0.27376807\n", - "Epoch: 300 \tLoss: 0.2628563\n", - "Epoch: 400 \tLoss: 0.25708038\n", - "Epoch: 500 \tLoss: 0.2541757\n", - "Epoch: 600 \tLoss: 0.25197545\n", - "Epoch: 700 \tLoss: 0.25104573\n", - "Epoch: 800 \tLoss: 0.25065026\n", - "Epoch: 900 \tLoss: 0.24957539\n", - "Epoch: 1000 \tLoss: 0.24901724\n" + "convergence after 14 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: 0.0s finished\n" ] } ], "source": [ - "nb_batches = int(np.ceil(data_size / batch_size))\n", + "# ---- Create an instance\n", + "# Use SAGA solver (Stochastic Average Gradient descent solver)\n", + "#\n", + "logreg = LogisticRegression(C=1e5, verbose=1, solver='saga')\n", "\n", - "with tf.Session() as sess:\n", - " sess.run(init)\n", + "# ---- Fit the data.\n", + "#\n", + "logreg.fit(x_train, y_train)\n", "\n", - " for epoch in range(n_epochs+1):\n", - " for batch_index in range(nb_batches):\n", - " X_batch, y_batch = random_batch(X_train, y_train, batch_size)\n", - " sess.run(training_op, feed_dict={X: X_batch, y: y_batch})\n", - " \n", - " loss_val = loss.eval({X: X_test, y: y_test})\n", - " \n", - " if epoch % 100 == 0:\n", - " print(\"Epoch:\", epoch, \"\\tLoss:\", loss_val)\n", - "\n", - " y_proba_val = y_proba.eval(feed_dict={X: X_test, y: y_test})" + "# ---- Do a prediction\n", + "#\n", + "y_pred = logreg.predict(x_test)" ] }, { @@ -548,19 +518,19 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Accuracy = 0.935 Recall = 0.906\n" + "Accuracy = 0.924 Recall = 0.893\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 1008x720 with 4 Axes>" ] @@ -570,56 +540,7 @@ } ], "source": [ - "def show_results(y_proba_val):\n", - " y_pred = (y_proba_val >= 0.5)\n", - "\n", - " precision = metrics.precision_score(y_test, y_pred)\n", - " recall = metrics.recall_score(y_test, y_pred)\n", - "\n", - " print(\"Accuracy = {:5.3f} Recall = {:5.3f}\".format(precision, recall))\n", - "\n", - " y_pred_1d = y_pred.reshape(-1)\n", - " y_test_1d = y_test.reshape(-1)\n", - "\n", - " X_pred_positives = X_test[ y_pred_1d == True] # items prédits positifs\n", - " X_real_positives = X_test[ y_test_1d == 1 ] # items réellement positifs\n", - " X_pred_negatives = X_test[ y_pred_1d == False] # items prédits négatifs\n", - " X_real_negatives = X_test[ y_test_1d == 0 ] # items réellement négatifs\n", - "\n", - " fig, axs = plt.subplots(2, 2)\n", - " fig.subplots_adjust(wspace=.1,hspace=0.2)\n", - " fig.set_size_inches(14,10)\n", - " \n", - " axs[0,0].plot(X_pred_positives[:,1], X_pred_positives[:,2], 'o',color='lightgreen', markersize=10, label=\"Prédits positifs\")\n", - " axs[0,0].plot(X_real_positives[:,1], X_real_positives[:,2], 'o',color='green', markersize=4, label=\"Réels positifs\")\n", - " axs[0,0].legend()\n", - " axs[0,0].tick_params(axis='both', which='both', bottom=False, left=False, labelbottom=False, labelleft=False)\n", - " axs[0,0].set_xlabel('$x_1$')\n", - " axs[0,0].set_ylabel('$x_2$')\n", - "\n", - "\n", - " axs[0,1].plot(X_pred_negatives[:,1], X_pred_negatives[:,2], 'o',color='lightsalmon', markersize=10, label=\"Prédits négatifs\")\n", - " axs[0,1].plot(X_real_negatives[:,1], X_real_negatives[:,2], 'o',color='red', markersize=4, label=\"Réels négatifs\")\n", - " axs[0,1].legend()\n", - " axs[0,1].tick_params(axis='both', which='both', bottom=False, left=False, labelbottom=False, labelleft=False)\n", - " axs[0,1].set_xlabel('$x_1$')\n", - " axs[0,1].set_ylabel('$x_2$')\n", - " \n", - " axs[1,0].plot(X_pred_positives[:,1], X_pred_positives[:,2], 'o',color='lightgreen', markersize=10, label=\"Prédits positifs\")\n", - " axs[1,0].plot(X_pred_negatives[:,1], X_pred_negatives[:,2], 'o',color='lightsalmon', markersize=10, label=\"Prédits négatifs\")\n", - " axs[1,0].plot(X_real_positives[:,1], X_real_positives[:,2], 'o',color='green', markersize=4, label=\"Réels positifs\")\n", - " axs[1,0].plot(X_real_negatives[:,1], X_real_negatives[:,2], 'o',color='red', markersize=4, label=\"Réels négatifs\")\n", - " axs[1,0].tick_params(axis='both', which='both', bottom=False, left=False, labelbottom=False, labelleft=False)\n", - " axs[1,0].set_xlabel('$x_1$')\n", - " axs[1,0].set_ylabel('$x_2$')\n", - "\n", - " axs[1,1].pie([precision,1-precision], explode=[0,0.1], labels=[\"\",\"Errors\"], \n", - " autopct='%1.1f%%', shadow=False, startangle=70, colors=[\"lightsteelblue\",\"coral\"])\n", - " axs[1,1].axis('equal')\n", - "\n", - " plt.show()\n", - "\n", - "show_results(y_proba_val)\n" + "plot_results(x_test,y_test, y_pred)" ] }, { @@ -647,185 +568,94 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ - "X_train_enhanced = np.c_[X_train,\n", - " X_train[:, 1] ** 2,\n", - " X_train[:, 2] ** 2,\n", - " X_train[:, 1] ** 3,\n", - " X_train[:, 2] ** 3]\n", - "X_test_enhanced = np.c_[X_test,\n", - " X_test[:, 1] ** 2,\n", - " X_test[:, 2] ** 2,\n", - " X_test[:, 1] ** 3,\n", - " X_test[:, 2] ** 3]\n" + "x_train_enhanced = np.c_[x_train,\n", + " x_train[:, 0] ** 2,\n", + " x_train[:, 1] ** 2,\n", + " x_train[:, 0] ** 3,\n", + " x_train[:, 1] ** 3]\n", + "x_test_enhanced = np.c_[x_test,\n", + " x_test[:, 0] ** 2,\n", + " x_test[:, 1] ** 2,\n", + " x_test[:, 0] ** 3,\n", + " x_test[:, 1] ** 3]\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### 4.2 - A more readable version of our model. Yes it is.\n", + "### 4.2 - Run the classifier\n", "...and with Tensorboard tracking and checkpoint recording." ] }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "def logistic_regression(X, y, initializer=None, seed=42, learning_rate=0.01):\n", - "\n", - " n_inputs_including_bias = int(X.get_shape()[1])\n", - " \n", - " with tf.name_scope(\"logistic_regression\"):\n", - " \n", - " # ----- Construction du modèle\n", - " with tf.name_scope(\"model\"):\n", - " if initializer is None:\n", - " initializer = tf.random_uniform([n_inputs_including_bias, 1], -1.0, 1.0, seed=seed)\n", - " theta = tf.Variable(initializer, name=\"theta\")\n", - " logits = tf.matmul(X, theta, name=\"logits\")\n", - " y_proba = tf.sigmoid(logits)\n", - " \n", - " with tf.name_scope(\"train\"):\n", - " loss = tf.losses.log_loss(y, y_proba, scope=\"loss\")\n", - " optimizer = tf.train.GradientDescentOptimizer(learning_rate=learning_rate2)\n", - " training_op = optimizer.minimize(loss)\n", - " loss_summary = tf.summary.scalar('log_loss', loss)\n", - " \n", - " with tf.name_scope(\"init\"):\n", - " init = tf.global_variables_initializer()\n", - " \n", - " with tf.name_scope(\"save\"):\n", - " saver = tf.train.Saver(max_to_keep=4)\n", - " \n", - " return y_proba, loss, training_op, loss_summary, init, saver\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 4.3 - Build the model" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "tf.reset_default_graph()\n", - "\n", - "log_dir = './run/logs'\n", - "chk_dir = './run/models'\n", - "os.makedirs(log_dir, mode=0o750, exist_ok=True)\n", - "os.makedirs(chk_dir, mode=0o750, exist_ok=True)\n", - "\n", - "X = tf.placeholder(tf.float32, shape=(None, data_cols + 1 + 4), name=\"X\")\n", - "y = tf.placeholder(tf.float32, shape=(None, 1), name=\"y\")\n", - "\n", - "# Build model\n", - "y_proba, loss, training_op, loss_summary, init, saver = logistic_regression(X, y)\n", - "\n", - "# Save model\n", - "file_writer = tf.summary.FileWriter(log_dir, tf.get_default_graph())" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 4.4 - Train the model" - ] - }, - { - "cell_type": "code", - "execution_count": 14, + "execution_count": 11, "metadata": {}, "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": [ - "Epoch: 0 Loss: 0.7597 checkpoint: ./run/models/model-ckpt-0\n", - "Epoch: 500 Loss: 0.1522 checkpoint: ./run/models/model-ckpt-500\n", - "Epoch: 1000 Loss: 0.1416 checkpoint: ./run/models/model-ckpt-1000\n", - "Epoch: 1500 Loss: 0.1382 checkpoint: ./run/models/model-ckpt-1500\n", - "Epoch: 2000 Loss: 0.1367 checkpoint: ./run/models/model-ckpt-2000\n", - "WARNING:tensorflow:From /home/pjluc/anaconda3/envs/fidle/lib/python3.7/site-packages/tensorflow_core/python/training/saver.py:963: remove_checkpoint (from tensorflow.python.training.checkpoint_management) is deprecated and will be removed in a future version.\n", - "Instructions for updating:\n", - "Use standard file APIs to delete files with this prefix.\n", - "Epoch: 2500 Loss: 0.1363 checkpoint: ./run/models/model-ckpt-2500\n", - "Epoch: 3000 Loss: 0.1361 checkpoint: ./run/models/model-ckpt-3000\n", - "Epoch: 3500 Loss: 0.1365 checkpoint: ./run/models/model-ckpt-3500\n", - "Epoch: 4000 Loss: 0.1363 checkpoint: ./run/models/model-ckpt-4000\n", - "Epoch: 4500 Loss: 0.1375 checkpoint: ./run/models/model-ckpt-4500\n", - "Epoch: 5000 Loss: 0.1404 checkpoint: ./run/models/model-ckpt-5000\n", - "Epoch: 5500 Loss: 0.1403 checkpoint: ./run/models/model-ckpt-5500\n" + "convergence after 2238 epochs took 0 seconds\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.3s finished\n" ] } ], "source": [ - "n_batches = int(np.ceil(data_size / batch_size2))\n", + "# ---- Create an instance\n", + "# Use SAGA solver (Stochastic Average Gradient descent solver)\n", + "#\n", + "logreg = LogisticRegression(C=1e5, verbose=1, solver='saga', max_iter=5000)\n", "\n", - "model_file = chk_dir + \"/model-ckpt\"\n", - "model_final = chk_dir + \"/model-final\"\n", + "# ---- Fit the data.\n", + "#\n", + "logreg.fit(x_train_enhanced, y_train)\n", "\n", - "with tf.Session() as sess:\n", - " \n", - " sess.run(init)\n", - "\n", - " for epoch in range(n_epochs2):\n", - " \n", - " for batch_index in range(n_batches):\n", - " # get a batch\n", - " X_batch, y_batch = random_batch(X_train_enhanced, y_train, batch_size)\n", - " # train\n", - " sess.run(training_op, feed_dict={X: X_batch, y: y_batch})\n", - " \n", - " # Calculation of logistic loss and logs\n", - " loss_val, summary_str = sess.run([loss, loss_summary], feed_dict={X: X_test_enhanced, y: y_test})\n", - " # Logging\n", - " file_writer.add_summary(summary_str, epoch)\n", - " \n", - " if epoch % 500 == 0:\n", - " print('Epoch: {:6d} Loss: {:8.4f} checkpoint: {}-{}'.format(epoch,loss_val,model_file,epoch))\n", - " # Save checkpoint\n", - " saver.save(sess, model_file, global_step=epoch)\n", - "\n", - " # Save the final model\n", - " saver.save(sess, model_final)\n", - " # Evaluation with test data\n", - " y_proba_val2 = y_proba.eval(feed_dict={X: X_test_enhanced, y: y_test})" + "# ---- Do a prediction\n", + "#\n", + "y_pred = logreg.predict(x_test_enhanced)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### 4.5 - Evaluation" + "### 4.3 - Evaluation" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Accuracy = 0.960 Recall = 0.945\n" + "Accuracy = 0.950 Recall = 0.934\n" ] }, { "data": { - "image/png": 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\n", 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tC21je2g7iyct1nZBEclMW5t1QbtjhxXEtLW5vSLJlzxk39555x3mzZtHd3c3p5xyCueeey4HDhzgd7/7HZdccknsuFAoBMCjjz7KSy+9FLu9v7+ft99+e8RjNjQ0cNlll/GpT32KT3ziE0nPe/rppzNjxgyA2PkrKyt58cUXOffccwEruDrqqKPo6+vj7bff5oMf/CAAl156aSxAGRgY4Etf+hJbt26lrKyMl19+OaPnP3nyZCZMmMAVV1zB4sWLufDCCzP6/mx4KpDRhYuIgPWGRvuBdgYZHHVf9N+H9gPtLJ+8XG9wiIh9s2Y59q68FLk8ZN+iNTL79+/nwgsv5I477uCyyy6jsrKSrVu3jjo+Eonw+9//nsMOOyzlY95555384Q9/oL29nXnz5rF161amTp064phAIBD7vKysjMHBQUzT5MQTT+T3v//9iGN7e3tTnuu73/0u73nPe3juueeIRCJMmDDB5jO3lJeX8/TTT/PrX/+an/zkJ9x+++1s2rQpo8fIlGdqZOIvXKJBTFSECIMM0n6gnb5wnzsLFJGC2RzaHPt3oGd/Dy3rWli1ZhUt61ro2d8DWP8ubAltcXOZIiJSrNraoK4Oysqsjw5m36ZMmcL3vvc9vv3tb3PYYYdRW1vL/fffD4Bpmjz33HMAnHfeedx+++2x70sW7OzcuZMzzjiDm266ierqav7yl7/YWsPs2bPZu3dvLJAZGBhg27ZtVFVVccQRR/DUU08B8JOf/CT2Pfv37+eoo47C5/Nx7733Eg6HATjiiCNGZYqSOXDgAPv37+djH/sYt956a9Ln4zTPBDLxFy6p6MJFZHzoDHXG/j1Y27aWPb17iJgR9vTuYW3bWsD696Az1OnmMkVEpFhFs2+Dg9bHWbMcffj58+dz8skn85Of/IT169fzwx/+kJNPPpkTTzyR1tZWAL73ve/x7LPPctJJJzFnzhzuvPPOUY9z/fXXM3fuXOrr6zn77LM5+eSTbZ2/oqKCBx54gBtuuIGTTz6ZefPmxYr3f/jDH3LllVfygQ98ANM0mTJlCgBNTU38+Mc/5swzz+Tll1/m8MMPB+Ckk06ivLyck08+me9+97spz/n2229z4YUXctJJJ7Fw4cK0xzrFiHY2KKSmpiYTIBgM2v6eYG+QAQbGPK6CCq6uujr7xYlI0but97bY56vWrCJiDr/J4TN83HLNLbGvr626tqBrG6cKN9nNhmxeY0TE27Zv384JJ5zg9jI84cCBA0yaNAmAb33rW7zxxhvcdtttY3xXYaT4PaZ8jfFMjYydIAbgEIfyvBIRcZsff+zfhGlV09jTuwfTNDEMg2lV02LHRecFiYiIiKW9vZ2WlhYGBwf5u7/7O+6++263l5Q1z2wt8+O3dZwuXERKX12gDt/QP18rG1dSU1WDz/BRU1XDysaVAPjwUReoc3OZIiIiRefTn/50bHBne3s706ZNG/ubipRnMjJ1gTq2hbalrZMZbxcuakUt49WCwAK2h7YTIUL1lGpWr1g96hgfPuYH5ruwOhERcUM0My/elE25i2cyMgsCC2LvwKYyni5cuge6Wd+/nm2hbbEtNtFW1Ov719M90O3uAkXyqLKsksWTFlNO+ah/F3z4KKecxZMWK6AXERknJkyYwL59+7K6GBb3mabJvn37Mm/5nKf1OC564ZI4RwasCxcfvnFz4aIZGiIw0z+T5ZOXsyW0hc5QJ4c4RAUV1AXqmB+Yr7/7IiLjyIwZM9i9ezd79+51eymSpQkTJsQGe9rlmUAGdOESlThDY23bWvb27mVa1TRWNq6kekp1rBX1oomLXF6tSP5UllWyaOIi/T0XERnn/H4/tbW1bi9DCsxTgQzowgWSz9AwTTM2Q2P1itWxGRrj+eckIiIiIqXLMzUyMiy+FfXe3r2x/aCmabK3dzilqlbUIiIiIlKqFMh4UHwr6mlV02IdOjRDQ0RERETGCwUyHqQZGiIiIiIy3nmuRkYKP0ND82pEREREpNgoI+NBhZyhoXk1IiIiIlKMFMh4VLQVdX2gPlYLU0EF9YF6lk9ezkz/zJzPET+vJn5uD1jzagYZpP1AO33hvpzPJSIiIiKSCW0t87B8t6LWvBoRERERKVYKZCSlUpxXo3ofERERkdKgQEZSKrV5Nd0D3bQfaCcy9B8M1/tsD21n8aTFjmzJExEpKv374KUO2LUVBkLgD8CseTCnASZPdXt1IiJZUyAjKfnxx4KZaVXTYhkZL86ria/3SRQNbNoPtLN88nJlZkSkdOzeAU9sgHAYzKFax4EQvPwM7NwMC5fBjNnurtENCu5ESoKK/SWlUppXk1jv07KuhVVrVtGyroWe/T0AsXofEZGS0L/PCmIGB4aDmCgzYt3+xAbruPFk9w5oW2MFcwMh67ZocNe2xrpfRDxBGRlJqdDzavKpFOt9RETSeqnDysQA7OmFW++Hv+6D6VPhukugpsq6/6UOOPMid9daKPHBXSIzAoMR6/7Ga5SZEfEABTKSUnReTWJdCVgBjA+fY/Nq8q3U6n1ERMa0a+twJubW++GNfWCa1sdb74ebr7Tu37XVmUDGC9u1FNyJlBRtLZO0CjGvphD8+GOfT6uahmEYAJ6s9xERsSW6bQqsi/WhN3AwTevr2HEOvIHjle1ayYK7SFxwB8PBnYgUPWVkZEz5nldTCHWBOraFthEhwsrGlaNm4oB36n1ERGzxB4aDiulThzMyhmF9HTsuxzdwvLRdq5DBnYjknQIZGRdKqd5HRMSWWfOsjIgZsbZNJW6jAjB81nG58NJ2rUIFdyJSENpaJuNCtN6nnPJYJ7YoHz7KKfdMvY+IiC1zGqCszPq8psqqifnRautjTZV1e1mZdVwuvLRda9Y8K3gDK8g6air4DOujk8GdiBSEMjIybkTrfbaEttAZ6uQQh6iggrpAHfMD8xXEiEhpmTzVmhOTOEcGrIv1sjLr/ly3e3lpu9acBmt+zmBkOLhL5ERwJyIFoUBGxpVSqPcREbFtxmyrNiXWTeyQtW3KyW5iXtquVajgTkQKQoGMiIhIKZs81apNyVd9SqFqcZxSiOBORApCgYyMK33hPjaHNtMZ6mSAAfz4qQvUsSCwoCBby9w+v4iI49zarpXL3Jp8B3ciUhAKZGTc6B7oHjXcc4ABtoW2sT20ncWTFud1Lo7b5xcRyQs3tmvt3jH6fNG5NTs3W+ebMdu584lIUVIgI+NCX7iP9gPtDDI46r5oYNF+oJ3lk5fnJTNSqPOXWsan1J6PSMkq5HYtL82tEZG8UiAj48Lm0OZYFqRnf8+ogZjVU6qJEGFLaEteGgEU4vyllvEptecjUvIKtV3LS3NrRCSvNEdGxoXOUGfsYnht21r29O4hYkbY07uHtW1rASsz0hnq9OT54zM+0fNERYgwyCDtB9rpC/fl9DwKpdSej4g4yEtza0Qkr5SRkaKRz21EAwxvQdjbuxdzaM6BaZrs7d0bu+8Q+ZlzkO/zu51xclqpPR8RcZCX5taISF4pIyNFoXugm/X969kW2ha76I9uI1rfv57uge6cHt+PP/b5tKppGIYBgGEYTKuaFruvgvzMOcj3+d3OODmt1J6PiDjIHxj+fPpUa14NFOfcGhHJKwUyRaov3Memg5sI9ga5rfc2gr1BNh3cVJJbaQqxjaguUIdv6K/7ysaV1FTV4DN81FTVsLJxJQA+fNQF6rI+h5vndzvj5LRSez4i4qBZ86xuaGDVxBw1FXyG9bEY59aISN5oa1kRGm9FzoXYRrQgsIDtoe1EiFA9pZrVK1aPOsaHj/mB+Tk9F7fO78cfu/ifVjWNPb17ME2zYBknp5Xa8xERB7k1t0ZEio4yMkWmmIuc85UlKsQ2osqyShZPWkw55bHMSJQPH+WUs3jS4ry19M33+d3OODmt1J6PiDgoOrem3D+cmYkyfNbtTs+tEZGipIxMkSnWIud8ZokKtY1opn8myycvZ0toC52hTg5xiAoqqAvUMT8wP+9zSfJ5frczTk4rtecjIg7LdG5N/764Y0NWnU0+ZtyISEEpkCkyybITpmnGshOrV6yOZScKFcjke5hjIbcRVZZVsmjiItc6XeXr/NGMT2KwCdYFvw9fXjNOTiu15yMieWB3bs3uHdaAzHB4uG3zQAhefsbaorZwmRUYiYjnaGtZkSnGIufELFHLuhZWrVlFy7oWevb3AMSyRNnQNiJnRDM+9YH6WNBXQQX1gXqWT17uubqqUns+IuKC/n1WEDM4MBzERJkR6/YnNljHiYjnKCNTZIqxyDnfWSJtI3KO2xknp5Xa8xEpCV7apvVSh5WJAdjTaw3M/Os+q03zdZdYzQLCYeu4sTI7IlJ0lJEpMsWYnch3lsjtQnwREbFp9w5oW2Nty4oOpoxu02pbY91fTHZtHc7E3Ho/vLEPIqb18db7rdvNiHWciHiOMjJFphizE4XIErldiC8iImOI36aVyIxY7ZCf2GAV4RdLZiYabIGViRl6Iw7TtL6OHaeZVCJepEAmB33hPjaHNtMZ6mSAAfz4qQvUsSCwIOsL72Iscq4L1LEttI0IEVY2rhzVSS26tlyzRNpGJCJSxLy4TcsfGA5mpk+1MjGmCYZhfR07TjOpRLxIgUyW8tmOeKzsBMCmg5scDaDSKcYskYiIFFiybVpm3Datm68c3qZVLIHMrHnWtjczYgVbicEXWLNnZs1zc5UikiUFMlnIdztiSJ2dyGcAlW4txZYlEhGRAvPiNq05DVaL5cGIlTG6+crRx5SVWceJiOeo2D8L+W5HnEp8ABUfTETPN8gg7Qfa6Qv3OXpeUCtcEZFxzx8Y/nz6VGt7FhT3Nq3JU605MeV+K/MSz/BZty9cVjw1PSKSEWVksuDW0MrEACqxVqV6SnUsgMpHnYlqWERExjGvbtOaMdtqQBBrGX3ICraKtWW0iNimQCYLbg2tdCuAEhER8fQ2rclTrbqdMy8aOQdnxx+Kew6OiKSlrWVZ8OOPfT6tahrGUHo930Mr3QqgRERESmKbltfm4IhIWgpksmBnaKWB4fjQSrcCKBEREWB4m9bxpw3VzBjWx+NPs26fMdvtFaYWPwfHHFlnas3BGbDu79+X/PtFpOhoa1kW7LQjNjGZ5puW5LuzV6h5LlK88jG7SEQkI/HbtLzEi3NwRCQtBTJZqCyr5JyJ5/DowUfTHvfEO08wwz/DsQtMr81z0UW3s9xovS0iUjK8OAdHRNJSIJOlN8NvYmBgYhasg5iX5rl47aK72IOuQswuEhHJSXwR/UCo+IrovTgHR0TSUo1MljpDnZhY/whGO4hFzEisgxgQ6yDmJC/Mc3Fz3k02uge6Wd+/nm2hbbGGCtGga33/eroHut1dIO7NLhIRscULRfRenIMjImkpkMmSmx3EovNcrq66mmurruXqqqtZNHFR0bwT76WLbq8EXclabxcicBYRGZMXiuj798HEKcNfX3cJHDUVfIb1sZjn4IhIStpaliU//lgwM61qWmymizqIeWvejdtDRu1S620RKVrFXkS/e8dQoBW3Nddrc3BEJCllZLJkpwXzeO0g5qWLbq9kOtR6W0SKVrIi+khcET0MF9EXWny2aGg7eFJemYMjIiMoI5Mlr3UQKyQvZau8EnSp9baIFK1iLqK3ky0CmFwNH16hIEbEYxTIZKkYO4gVS+ctL110eyXoUuAsIgWVSQcyf2A4mJk+dbitcaoi+kJ2N7PTchngwFsKYkQ8SIFMDqIdxLaEttAZ6uQQh6iggrpAHfMD8wsaPBRTu2O7A0NfCr3E86HnXW117JWgqxgDZxEpUdGaknB4OAiIdiDbudnafjVj9vDxs+ZZ95kRK8uRmPWA4SL6TB87V3azReFBK8BSMCPiKQpkchTtIOZmIXixzRhJd9Ednb0DxNbr5nwZL2U6iilwFpESNaKmJIEZgcGIdX/jNcMX/XMarCBkMJK+iP7YE+GxezN77FwlZote7xm+z+eztptFt5e51YxARLKmYv8SUIztjpPNu4kvWDcTii7danUcDbrKKY81b4jy4aOc8qLKdBR7620R8bjEmpKv3AWXt1gf9/Rat0c7kEVNnmplUsr9VuYlXnwR/avbMn/sXMW3Ur7uEigvG/46HBluRgDuNCMQkZwokCkBxdp5K/Giuy5Qh4HVbatYAi7wxpBREZGCyLYD2YzZVibl+NOGBk8a1sfjT7NunzHbne5m8a2Ua6ogEjfnZlQzghDcdxM89ZC7M29ExDZtLSsBmXbecqspQDHPlymGLYIiIq7LpQPZ5KnW1qxU27Pc6G42eSqU+SE89DqZrhlBdI35qtcREccpI1MCMpkx0j3Qzfr+9WwLbYsFQNEalfX96+ke6M7bOr3S6lhEZNzyB4Y/nz7VutiH1B3IiuWx0zl2zvDn110CR00Fn2F9jDYjiGdGrDqeJzYoMyNS5MZdINMX7mPTwU0Ee4Pc1nsbwd4gmw5uKmhdhtPsDuesraiNNQWIL8CHwtSoaKijiEiRmzVvuM4l1UV/tANZMT12LgpVryMijhtXW8uKqUWxU/rCfYTMUOz5pOu8hcmIpgCJrYarp1THalTyscXKK62ORUTGLbsdyOJrT4rhsdPZHVcfmmyWDCSfLxOt11EnM5GiNW4CmWJrUeyE+MAslfgZIw8feNhWjcrzoefZHtrueN2Ml1odi4iMS9EOZImzXsDKlpSVWfdn0h45fgBmstbLuTy2HXZqcwpRryMijhs3gUxii+JCZyOcli4wi3ec/zjOPOxMKssqbdeoQH4yVRrqKCLiAdEOZNHgY+CQVbcya56VLckk0Eg2ADORP5D6seODoIFQ+mNTSZwlk6zYP1UDgPh6HSfWIiKOGjeBTDF3zMqGncDMh4+ALxALDPz4Y8HMtKppsZ9BYo1KVD4yVRrqKCLiAWN1ILMj3XDNqHI/XPjF5IFAsiAom65is+ZZ32NGrFqcW++3si7T42pzkt0WX6/j1FpExFHjJpAptY5Z2QRmY9WoFCpTpVbHIiLjQOJwzcRgoaZquKA+MWBKFwSZEavO5okNVuZorGyIndqcZLeZETj0Lry+07m1iIijxk0gYzcbkW3HrELPZskmMBurRqVlXYvnM1UiIlIkkg3ATFZQ/6fNowOZXIKgROnqfsbS/YL1J1pDk4rdtYiIo8ZN+2W7LYqz6ZjlxmyWbFoZR2tUyimP/SzilUKmSkREioTdAZjhgdHzWpIFQZGETmPRrmJ2ROt+jj9taJ6NYX2sPRlmpHndNyND6xgjkMlkLSLimHGTkclXxyy3uqFl0sr41YFXeeLgE7wVeSv2/QEChAmPWHe6TJUPH33hvqKoYSl09ktERLKQqsgewOezMi01VdbXidkMu0FQJl3FUtX9PPWQVQ9jRlJnf+xQhzORghs3GZl02QgfPsopz6pjVmLRfcu6FlatWUXLuhZ69vcAxGpMnLQgsCD2PKKB2S3X3MLqFaupnlINDHcC23hg44ggBiBEiEEGqfHVjJmpij6HfGWXMpHv7FcpDkwVEXFF/GDL6y6BsrjX3sHwcGYFRmcz/IHhz6dPtbqJQfquYtmyk/2xw4m1iEhGxk0gA8Mds+oD9bEtVxVUUB+oZ/nk5Vm1GE5WdB8xI7EaEyBWY+IkO4HZaYHT2BramvZx9kT2xD5PFRBFDTJI+4F21y7q47NfibNzIkQYZJCHDjzEqwOvZvX4bmwRFBEpWfGDLWuqIJJQm5IuszJrnpUlASsIOmoq+AzrY7KuYrmwm/1Jx6m1OGXXLjjxRCgvtz7u2uX2ikTyYtxsLYtyumNWLt3Qct0iNVYr47YDbbFjX9n9Cnc+eCfhSJgyXxlXffwqjptxHACHG4fzjvnOiG1mxThrx07LaROTBw88yEWTLsooMC3FgakiIq6aPBXKyiE89O9qqhkuMDqbYafTWFnZyGApW3bmzIzFqbU4pbEROjut4LGz0/p62za3VyXiuHGVkcmHbIruIbN3/9Ntd4oGZldXXc21VddyddXVLJq4iMqyyhHbyaJBDEA4EubOB++M3fe2+TbLJy8fkdkpZHbJLjvZLwATM+PMkVtbBEVEStr7TwGGtoVlklmJdhor9w9nZqIMn3X7wmXOtDu2lf0xhv7keS1O2bFjOAMWiVhfi5SgcZeRcVomRfdRmbz73xexjo3eDsMBz/bQdhZPWmwr8xANYlJ9XVlWOWK7VjF2MEuX/XrzrTdpWdeSdeao1Aamisg4UswT52OZlYHMMyvRTmOx53bIytw4/dxsZX/KYdFn4NVt+V2LU2bPHs7I+HzW1yIlSIFMjrLphmZni1SECE+9+xQ7D+10ZLtTma9sRPBS5isbdUyus3by3U0s1fqicgk6Sm1gqoiME8U+cT7dDBfDZwUx6bIZqTqNubHGo99n/fHCrJi2Nms72Y4dVhDT1jb294h4UFaBTFNTUyXQAPQCvw8Gg2bcfYcD/xwMBm9yZIVFLlp0n5g1geGuYYnd0Oy++//KoVdi35NNzcqRviNj28uu+vhVo2pkoqb6rBcQO9klgKPLjx51ru6BbkcyR+kkW9+bb70Zuz+XoCOXIE7toEWcpdcYm/r3eWPifKEyK7nwwhozMWuWamJkXMg4kGlqajoReBSYhlVjs7mpqeniYDD456FDJgH/DhTli0w+LjrHKrpPfFy77/7HB0XZbHdaOHEhGw9sBOC4GcfxnS99J+n6z554NmAvuwTwl8G/jJgpU6hC+WTra1nXknHmKJlstghCYQI4kfHE668xBfVSh5VBgNTzT4pl4nwhMiu5SrfGYt6+JzKOZZORaQF+D3wGmAzcBnQ0NTUtCgaDr6T9Tpfl86Izk25odt/9j5fNdqdj/cdy5oQzeerdp1Ku5cwJZ3Ks/9jYc5hRPoPuwW4gfWew+CyQ3a1yuXY7i2a/HjrwEObQlOVMgo50stkiqE5nInnh2deYgks2/8SMm39y85XDE+edCCDG68V8sW/fExnHsglkzgQWBYPBvwF/Az7V1NR0C/B4U1PTImC/kwt0SjFddNp99z+6NsiuZgXgjMPO4Kjyo3jy4JPsiwz3w5/qm8rZE8+OBTFRrw2+FvvcbhaokIXyM/0z+fikj/PggQcxMW0HHWPJZotgoQI4kXHGk68xrrA7/8SJifNuXMwXQ+Dkle17IuNUNu2XA4AZf0MwGFwF/DfwBHCCA+tyXDG1110QWBALVFINofTh4zj/cbHjVjaupKaqBp/ho6aqJqPMw7H+Y1kxZQXXVl0b+7NiyopRQQxkV/Re6EL5Y/3HctGki9IOA00MOuyY6Z9J46RGKn0jv6/SV0njpMZR2Tq3hqGKlDhPvsa4wh8Y/nz6VKs9MIw9oyVT8Rfz8YXwMHQxP2Dd329zeKQdu3dA2xorUIoGbNHAqW2NdX8hxG/fSyW6fU9ECi6bQGYHcGrijcFg8MtYLzStuS4qH4rpojP67v9YF+JnHnamrYAnk8zDWOzOxfHh447eO7it97YR35/JLJ1cROuS6gP1scetoIL6QD3LJy/Paotg90A3bQfa6Iv0jbi9L9JH24G2EbN9oDg6naWbMSTiUZ58jXGFrfknDkycT6zF+cpdcHmL9XFPr3W7kxfzbgROqcRv30slun1PRAoum61lG4FlwD2JdwSDwWubmprKgatzXZjTiuGiM57dBgGZbnfKld3OZYnriXKqZsWOTOqSxpLN1sNc21XnSo0GpER58jXGFbbmnzgwcb7QtThuNTHo3wdbfw3dL4wdvCRK3L5XDNviRMYBI34OR6E0NTWZAMFgsGDnDPYGYxediZ2uaqpqYnUWFVRwdVVxvUb2hfvGDHic6sbWF+5jff/6pBf0uSinvKiL3jcd3BQL4FLVu/jwUR+ojwVO2XyPU+z8nor9Zy4lxXB7AfHceI1xTbLaFRg5/yTX2pUff3X488tbIBJ33eAz4EfROkUDPvfN3M4FcN9Nw9vJvnLXcOBkDGWbogGbPwCXfj3384H1c3xsPUTG2EaWSvxaCvE7ERlfUr7GjJmRaWpqujkYDH7F2fUUXrbtdYvBWJkHJ9+ZT1f0Hi964b7nrT34fD4iZiRWuxPd9gb5yxw5LZuGBdl0OnOKGg1IqSiV1xjXFGL+iT8wHFhMnzoysHCyFicqmyYGuWRA+vfB4/dlH8TEb99TcwCRgrKztezGpqamqmAwWFxpigy5edGZT/noxpZs21v8NiqIu9jHJDz0j3/8RX9UfaA+6SydbJ5nPodOZrP1MJtOZ04pZKe4fNAQUYlTEq8xrnJqRkuqYGBG3fB2q+suGb3VC5ypxYnKNHDKtaPaSx0QHnoN3dML3/7JcO1PTRX8yz9YH1OJ376XSXOAYp6pI+IRdor97wH+samp6b6hvcmjNDU1NTQ1Nf3O2aU5y26BvdcuovLVjS2aBbq66mqurbp2RKaqZ38Pb771JonbEhMv+gEWTVyU88+0e6Cb9f3r2RbaFgs4ohmn9f3rRxXhZ8Nuk4PEepd8NB2wo9hqvjJRiN+neEpJvMZ4XrouYa9uG+6IFq3F+dFq62P0At+JWpyoTJoYONEYIL5Q/9b7h4MYGK7RScbwQbnfCpSi2RU1BxApqDEzMsFg8LKmpqZ9wJeBKUMTlt8FaGpqOh74FrAkv8t0ht0Cey8p1Dvz8d3col3eEuWjyL1Q839y2XroZNMBu9xuNJCtYprnJMWhlF5jPGus7VDhCPjKoKwcIpHUdR+TpzpT5J5JEwMnGgMkbmVLNOo2I/X2vfjHSseJ2T4iYq9rWTAY/OehF5pvAv/b1NR0BXAtcAXgB54FRu/VKkJuXHTmk1PvzI+11SfxPImiTROSXfTnso2oULUgXtt66NWaL9X2SDKl9BrjSXaCAdOEv6uHigmpa3GcGpo5eap17FgF85OnOtNRLXEr2+s9I+8fsZ1tjAYD8Y+VjlP1RCLjnO32y8Fg8Oampqb9wBpg+9DNO4CvBYPBn+VjcV7g9l5/J96Zt9MsIN154ru+RUUv+nNtRJDPjFPi766MMoyhxhhm3Dy+YmxY4LXAK8rrtT2SP3qNcZHdYGB3p3URnywgcLrI3W4TA9uNAULD3dASs0Sz5sGOP1jHXXfJ6BqZ6HY2GLsOaNY8K3BLt70s03oitXIWSclWINPU1GQAnwH+eegmA3gDOCsYDBZgIlVxKoY5Hrm+M29nq88vDvyC9/vfzysDr4w5XwaI1RsBOW8jylctSLLfXZhwLJApp5xBBot266GbjQZy4eXaHskfvca4LJsuYYnyMfvFThMDu40B4p9nYpZoTgP86Y9WwX9NFfzfFH0nysrHrgOK3xaXSib1RE5luURK1JjF/k1NTR8HXgD+C5iOtV/5n4c+/3VTU1NNPhdYrOIDgMQWxREiDDJI+4H2vE9YXxBYEGteEH1n/pZrbmH1itWxNsjp3pm30ywgTJgD5oExzwMw2z87VuTuRCOCbIvw00n3uzOH/gP43OTPcXXV1Y40LMgHtxoN5CIfv0/xNr3GFAF/YPjz6VOHC/szaa+cLKsTicvqQH6K3O00BkgmvhEAwDmXWnVAqfjKrGPGyoBEt8WV+4fXFZWsOUA6TjQyEClxdrqW/Ryow+osc1wwGPxKMBj8LrACOAHoaGpqmpm/JRYnOxfpgwzy1DtP5XUduXZjS7bVJ2JGYlt9ol4bfI1zJp6T9jxLJi3hgkkXxM5l57Gj24hSqQvUxc63snElNVU1+AxfynocO/LV6c0Nid3lijnwgvz8PsXz9Brjtky6hKXiRFYnG3MarAwHpO6oBlaW6Ct3WQM9v3LX8NaxaJZoxmxYci3UnjwyAPGVWbctudZ+5iO6Le7404aCRMP6ePxp1u12Hycxy5Vu/SLjlJ2tZY8A1weDwefjbwwGgxuG9jPfD/y2qanp/GAwuC0fiyxGdvb6A+wY2EHdQF1e3x3PpRtbuq0+b771Jj37e2IZlz3hPbbP0z3QndE2ott6b0taX5SPWhDVabjHq7U9kld6jXFbJl3CUin00MyodI0B4tlpBDB5Kpz9KeuPE+uK3xYXrXP5xR3261ycaGQgUuLstF8+P819Dzc1NZ0P/AJ4AqhOdWypsXuRDoxZB+JEw4Bsu7ElFvG/+dabI+6PD8qiF/ZjnSe6dSteukYEUcnqi/JRC6I6Dfd4tbZH8kevMUUgky5hqcQXuRdiaGa8VI0B3MoSJcq2zqVY1i9SxGx3LUslGAz+tqmpaSHwKwfW4xmpungBRMwILetabLWTdbthQF2gjhdCLwDWVp9v/vibI+7P5sI+WYvdPW/twefzESEyYhtRoujPofVAK0AsqGuc1MjOgZ2OzP/x6gyWRG53zMtWKc5zkvwZr68xBWe3S1gqTmR1cpGsMUC0SxkUNksUz043t033QpkfBg+NzNS4leUS8RA7NTJjCgaDzwEfcuKxvCLZXv94dupAiqFhwILAgtjn1VOqec+R78m5ADvp1i1MImYk1qo5ul0tVY1KVDSoazvQRq2/1pFakFKo0+ge6GZ9/3q2hbbFgrLoz2p9/3q6B7rdXeAYvFbbI+4aj68xrogGA5d+HT73zeFWy3YK050scneKE7U/udr66+EgJlWdi2laQQwMZ2ra1kDNTPfXL1Lkcs7IRAWDwZ1OPZYXJNvrv2rNKiJDaWM725SKYThgZVklM8tn0j3YDeDIcMVMtt2lqy+KcnrieyHrNPKRNbHTMtupn5VIsRhvrzFjKsbZIrlmdZzmdpZo9w7oem7461R1LomimZq/7gSfD8IurV/EAxwLZMab6F7/6BYoyHybUrEUnS+cuJDd/bsZZNCRC3u7W7cgeaCT76CusqySUyecylPvpu4od+qEU3MOAvK1bbAYAmARcVExzxaxM/ulkGvJtfYnnXTBJAy3do5KVeeSau5OJAJHHwdv7srP+kVKgCNby4rNrt5dnBg8kfKbyjkxeCK7enfl5Twz/TM5vuL42NeZblMqlqLzXFs4J7KzdQusi/DoNjYAAyvQybZVs1194T6efffZtMc8++6zOW3py+e2QSfaWouIR2m2SGacaoWcaPcOa/vXy8+MHrTZtgae/sXo1skRc/j74+tc0s3d2dOdn/WnsmsXnHgilJdbH3fl5/pJxCklmZFp3NBIZ08nETNCZ08njRsa2daUn66dH5jwAXYd2pVVNqOYis6dLMC2s3ULrIvwcCQc+9rn87GycSU333NzXoO6QmQ08nmOYgmARcQFibNFkr2TH50tUgxZETvyvU3O6SyRnQL+114evi0aqMSLr3MZqyNZsvXn62fW2AidnVY2qLPT+nqbup5L8SrJjMyOnh2xWpWIGWFHz468nSuXbIbdzMUgg2w6uCmvRf/gXAF2up9JvMR6GdM0qZ5SnXbiO0CwN5jTz6MQGY18nsOPP/Z5up9VsXddE5EsJJstkuyd/F1b3VphZsbKbOzO3+t31uKDSTviAxWwCvbjB3ZOn2plaMBeR7J8/sx27LCCGLA+7ijCn79InJLMyMyunh3LyPgMH7Or87tXONtsht3MRYQIL4Ze5MXQi5RRxiCDRd9qN9XPZIABTKx/0FNloVI1HIjKtc6kEBmNfJ6jLlDHttA2IkQcac4gIh5SSrNF7GQ2nthgbaEqpjqQ+GDSjnStkyGzuTt2fma/vgfKK+B98zPP0MyePZyR8fmsr0WKWEkGMm3L2mjc0MiOnh3Mrp5N27K2vJ8zm4GU6YYDJope/Ec7VRVy1kwqY3XkSvYz2XRw05gX4emCuqhcunMVYktfPs9RyK5rIlJkSmm2iFe3ycUHk3akClSiMulIZjcbNHgou+YPbW3WdrIdO6wgpi3/108iuTDM+HRngTQ1NZkAwWCw4OcuRn3hPraEtvBi6MW0wUwq5ZQXvNVuso5cMHI6e7Lgqi/cx/r+9UlbB6eTqs7Eh4/6QH1GAWR8MOXk4xbyHNn+/EXyxBj7kMIp6deYpx6yLlDNSOqLf8NnFYMX08V/MvEDK79y18ig7Kipwxf3/oA106ZYxK87F74y67lGIqk7kiUGINmcu9xffFktkcykfI0pyYyM10QzF9F32VMplla7ucwxSZeF8uHDwOC95e/l9cHXR2y7crI9dSEyGvk+h5PNGUTEQ9yejeIkr26TmzVvOJhMxfDZbJ1cndncnXRBjJeyWiIOUSBTROLrKpJxc9ZMvFw7ctm9CL+t97bY94xVZ3Jb722264bGCqaiGY1cgoFCnSPT7Ywi4nH5no1SSF7dJhcfTKZSVganL7Y+HytQyaSjWvzPLFGqgZvR5g8KZKQEKZApIvF1FckUS6tdu4M8t4e2p7zItnMRnslgTcisbqgQGQ1lTUQkL6KzUTJ5J78YxWc2Mil4d1umwaSTrZ/TZYO8lNUScYgCmSIS340qGaeLxscq1k/FbkeuAQa4vfd2woSz6rJmpztXokyaABQio2H3HNn+LkRknHJ6NoobvLxNzq1gMl02qBBZrXzP/BHJkAKZIhJfV5GMk612kxWL281oZJIpCRPO6LHj2akzKZa6oVzk8rsQEfEsr2+TcyOYjP+Zxbdg3tMLg+HhjMy0ypHd0eKzWonBiOGzSqkjkfSBye4do39X0fk1mXZHE3FISQ7E9KqxBklGL+ZvueYWVq9YTfWUaiDzovH4Yv3EoClChEEGaT/QnnLgZLJBngYGPsPHnt49tKxroWd/z6jvs/PY8ewM1szXQMtCyfV3ISLiadHMxvGnWRfRGNbH40+zbteF8WjRn5kv7nXx1vthb5/1uWFAednwwE0YzmolG6ZpRoaHYKYarBk/vyZxW5sZsW5/YoN1nEgBKSOTR5lsF4o/dpDBWEF4hAjllMcyG9F5MjCyaByslr92zpVrsX6yTEnLupZRtTLJMkjVU6oJE7adLUlWZxKvWOqGspXr70JExPNKYZtcoU2eOhx8QPr6mOjx6YZpxks2jNSrM3+k5CkjkyfdA92s71/PttC22Das6Hah9f3r6R7oTnts9OK2nHIWT1rMZyd/lrmBubFamAoqqA/Us3zycgDb54LkxfqZZDSimZJ4yQKKVI9tYvJS6CXbP8toncnVVVdzbdW1+PHH7ptWNQ3DsNqLOznQsi/cx6aDmwj2Brmt9zaCvUE2HdzkeGYk19+FiIiMU/7A8OfTp1qZGEhSHzN0XGIw8pW74PIW+NfvW38ub7Fu29NrHRMNTMDahhbNxES7o0XiuqPBcHc0kQJSIJMHmWwXsnssMOJi/uqqq2Pv0Ge6NclusX66jMZM/8wxA4p0jz3IYNZBQbKtbT7DR01VTU51Q1GZBKG5cuJ3ISIiBdK/zxpKet9N8OOvWh+fesidLVWz5ln1LWBlRY6aCr6hYaLJur6lCkb29Fp/0gUmXp35IyVPW8vyIJPtQibmmMcOMsgTB59gyRFLcjpXNPDJpFj/1YFXOdZ/bNLnOVZXsbVta9nz1p7YdjjDMOjZ3xOr7bm3/15ODJw4ZmeuZFv0oo/p9LDJXIZ9ZsPu7yKX7JKIiDig2IrdM+36lioYiZcqMPHqzB8pecrI5EEm24XsHAvQPdidNIORzdak+EzFysaVHDn5SMDKAoTD4RGF+g8eeDBlBmJBYAEGVhYmWSOClY0r8cUVI4Yj4RHPKUJkzCxHquxIfK1QPB++2Ha8bAKNxMCwZV0Lq9asGtHAIBoYOiHf2SURkaJVTNmNsRRjsXu0g1m5fzgzE2X4rNvju76l2oo24vtSBCaZZn9ECkQZmTzIdrtQ4rFvvvXmiAxGsoLvTM51W+9t+PEzyz8rdnv1lGrKy8oxDAPTNNnXvy821BKsepZUGYi+SF/an0P1lOrYeuLXGC9dliNddiSZcsqZE5gzathkJk0X7A777Ax1Ji2+z3QejJ0W09lml0REilaxZTfGUqzF7pnMs0k1gLS60rq/py/1MFIvz/yJ2rULGhthxw6YPRva2mDWrLG/T4paSQYyu3p30bihkR09O5hdPZu2ZW3MqircX9ZMtguZmCOOffOtN0c8VnxQkeziOZNtYmAFPq8MvDLitmQBVMu6lrRds6JBRrSbWiqJa6qaXEXLuhZbnbnsbJuLFyEyKojJdEZLLjUr2cyDiTZOSPw+GNmVTkMxRaRkpOueFe2Y9fh9cOyJsLuzOAYvJqsvMeNqSm6+crimJFUgk69hkna7vtkJRuLFByZen/kDVhDT2Wl1e+vstL7ets3tVUmOSnJrWeOGRjp7OgmbYTp7Omnc0FjQ82eyXShxm1eisS6e7ZwrUWJTgPhC/aixumbZ2YKVbE0Ghu3OXCm3zb21h5Z7k2/5eurdp2Lfn82Mlmw7ouUyDybaYro+UJ+0K52GYYpISUnVPWtEx6xB6HpuuC4j1XyTQsm12D3Z/JZCP6d0W9FGMEZvS4PUM39mzoX3zoEnf1rcWwR37BhuWR2JWF+L55VkRmZHzw4iQ+8WRMwIO3oK+5c10+1CL4ReAKytWO858j0ZFXzbOddY2YxoYX58NmisDISdLVjR5xS/plVrVtnOcqTMjmASjlgvgm++9Sbff/D7fO1zXwPglUOvcMHhFwDZNUIYq4EBJK9ZyXUeTLTFtGbFiEjJs5PdSCbZfJNCyaXY3U4GqlDPKRqMPN0Or6W4NjIMOO3C5Fv7ErM/XtoiOHv2cEbG57O+Fs8ryYzM7OrZ+IbebfAZPmZXF/Yva7qJ9InF6JVllcwsnxm7P9OC73TnikrXRACGg433HPke2xkIu1uwEmWS5UiVHUm0b//wuz7x2ZBsGiEsCCyI/RyTNTCA5DUrmgcjImKT3exGymxN3HyTQrFT7A7Wc0vMSNjKQBX4Ob25K/V9ZgSe+cXYGZVibICQTlsb1NVZ2+Dq6qyvxfNKMpBpW9ZGXXUdZUYZddV1tC0r/F/WTLYLLZy4kDLKgMwuntOdK57dQCOTIMruFqxonUc250i1bc6ubOpdMglCcz2XiMi4ZHeQYzENXpzTYF0Aw3B9yY9WWx9rqkYem7hlrNiGScYHVqnYCayKMUBLZ9YsqyZmcND6qEL/klCSW8tmVc1iW5P7BVx2twtVllVy4aQLcyr4TjxXsDdoqwlAOeWECWNiZtQ1y+4WrPpAPfMD81nfv55BBjM6R6ptc9/88TdH1OHEb5OLDz6yndESDQy3hLbQGerkEIeooIK6QN2oZgK5nitXmXZJExFxXaruWdMTshvFNHgxXbF7MvFbxuK3lBXDc4oPrFIZq3FB4uNk2wDBLflqvCAFV5KBTDbc7nSWzcVzOnYDjTmBOdT6azMOojKpA8q2M1f898W3YL7q41clfT4Ax/mPy/hnkGrLXiY1K7mcK1vZdEkTkQLTBdNodrtnuTF4Md3vK1pfsvXX0P3CyGAgXUtmwzd8bDEMk4zf2pf2uDECq1wbILjFS3U9MiYjcc5HITQ1NZkAwWCw4OdO5cTgiXT2dBIxI/gMH3XVdUWR1clWX7gvlgVJpZzy2OyWvnBfyiAKSPquf42vhifeeSJtcBJ/IZ3uHOkCtb5wH0+9+xQ7DqVv2lBGGSsmr4g9VqY/g1wU8lxunE9kDMkL2FxSNK8xyS6YYGS72vF6wZTqZxMvVXBg+KzOWU6/y2/n9wXJj/nKXSMDlKOmDgdovjLrdjNS+OeUzPpvwKCN4KK8Apb/e+r777tpOJhJ9/z9Abj067mv2wn9+6wtf8kaL0SV+5M3XtCbEm5K+RqjjMyQQnc6y/eWoEyzIKkyEGnf9Wc750w8hz3hPbaCk2w7c1WWVXLB4RdQV1GXckBmstqVQs5oKfQ8mFy7pIlICk5drBRTp6pilGqQ44w6eHWb1X65kIMX7c62AWttidJlJCJh6+K4WIZJHl4J+/dYn6cKrKLHpWNni2D8UM10ChUkZFIfFB9UKotTtBTIDJldPXtERiafnc4KtSVorO1qAJsObkoZTMXPRkkUXfvjBx9n+eTlBblYzmb7ndNb9pxeX7bstL+OdklTICNik5MXK8U6Cb6YpBrkaCcz4nTwZ+v3FfdamHhMdSXs7UuxZSwAZ3+6eIZJ/q1v+PN07a/jj0vGzhZBOwFaIYOEbOqD9KZEUVMgM6RtWduoGpl8sBMctB9oT7klKNNMTlaZlqFgatfALkff9XciCxX/fKKPtz20nedDz6d8vELOaCnUubzSJU3NCMQznL5Y8XIhdKElezf+vXOs+3Z3Dmdr8rmNJ9PZNonHTKu0tlOlykikykC5sTUpfltZukxSuu1XkL4Bgt0ArdBBQjb1QdlmcaQgFMgMKVSns1y2BDmVybEbTBkYjr3r73QWqhQK3XO5yHerS1omSuF3JOOI0xkUrxZCF1qqd+O7XyhsHZHd31eqY3r6rHbMieIzEqkyUIWWy3DPRLkGaIXOXMY/97THxT13p7q8JbNrFzQ2wo4d1oDOtja1hc5QSc6RKWbZDk6MDz7i6y+ixw8ySPuBdvrCfWOuITGYalnXwqo1q2hZ1xJraxwh4ti7/k6uPR+P54bugW7W969nW2hb7Occvchf37+e7oHutN+fasaOnSGqhVAKvyMZZ5ye9WF3VkqhOlUVo2IaqGj392X3GMNn1cUUcsuYXXaGe9qtbYHhAO3Sr8Pnvml9PPOi7DOX+ZyxE//cU0l87k51eUumsRE6O61grbPT+loyooxMgWUbHDhZ3G23viJeLu/6O12Y7vVC91y3F0Jm7a/d4PXfkYxDTmdQnCyELlXFVEdkd7ZNVLpjfGVw3KnF283KqdoWJxQ6cxn/3FNJfO7ZZHHs2rEDIkNriUSsryUjysgUmB9/7PNpVdMwht7RGSs4yDaTk4zdYApw5F1/J9eej8crNLsZsS2hLSkfI9olrZzyEUNAwfqdlFPOwsMWsjm0mWBvkNt6byPYG2TTwU0FyYJ4/Xck45DTGRQ7k+AL2amqGBXTxHtbv69y60+6Y8r9sORa+xkJN0RrW8r9o7MThc4kFTpzmc1zzyaLY9fs2eAbemyfz/paMqJApsCy3RLkZHG33WDKjz+21ui7/rdccwurV6ymekp1bK2p3vXvC/ex6eAmxwvTvVLonopTF/nRLmn1gfpY4FtBBfWBes6ZeA5PvPNE1lvXcuX135GMQ/nYblMsF4vFqpjqiOz8vs651Prjld9p/z546iFr3suPv2p9fOoh6/Zobcvxpw0FE4b18fjTrNsL1UrY6f/v7Mj0uccHualk+6ZEWxvU1VnfX1dnfS0Z0dayAstkS1B8MXi8XIu77U6hPyFwArX+2qxmo8QXeju5dvBGoXs6Tl7kJ+uSlm5Ypt2ta4kybUzg9d+RjEP52G7jZqcqLwzvc7Lo3Al2f1/F0n0sHbstjd1uPuDWNrdMGi840Z0tlVmzYJt3h68XAwUyBWZ3cGJfpC/pMUDa4MNOcXcmwVRlWWXGs1HS1YDkunawH4i5Veg+lnxf5Dtdn5JN9zGv/45kHMrXxYobnaq8MryvGOuI7Py+cvmdFiLA9NLck3wGCU4qpvbZMoIRfTe4kJqamkyAYDBY8HMXi75wX9Lg4H3+97Ht0DZePvRyxo9ZTrntd9mTXZzCyGAq29a4mw5uil3EprqQzmXt6TIO2Txeodn5+fjwUR+oz6oQPtgbjAVKLetaRgRKNVU1scC1ggqurro67WNl+7P2+u9IMma4vYB4Ob3GjLjQ9ODFSv8+aFuTfgZIub84LmK9tFYn2Bn0mUuAGf27+8ozwwXkqZooGD5rK5XbraCjvP7/neRbytcYZWRckmxLUPdAN20H2kZc/NkJBMba5pVMPqfQ2+mKlu3ao1ucTJIH4Nn8LAot3x3HnNy6lm12x27msVh/RzKOFcusj2wVUyewsXjl3Xgn5DtLkipI8sowVq//fyeuUSBTJFJtxxorEMgl+MhlCn26molMuqLVB+ptrz1VFimqnHLmBObkHIjlW74v8p3cuma3VXeyoaj5DJYlN7kMY5UiZ2dCfTFdxI6XLTv5DDDTBUluN1EQyTMFMkUi1Tvfkbh3VpIFAmNtDcqHsWomyigjjPUP9lgX0naDqHR1N/G8coGcz4t8J+tTcs3u5BIsS35kU/MkHlJMncDsGg/vxuczwEwXJFVXwt4+d5soyPi0a5c14HPHDqutdFub1dzAYQpkikSqd77jJQYC5Ul+ffl+p9XOMEdj6D8T07FCbztbnMKEaTvQxtuRtz3xLnO+LvKd3Lqm7mOlxYlhrFLkiq0TmFhyCTDHahCQLkiaVmm1Mna7iYKMP42N0Nlp1Wt1dlpf56FDmwKZIpHqne8on+EbEQgAhAnTF+6LXXAU4p1WOwFFPKdqQOxscTIxeSvyVux7xuu7zE5uXVP3sdLidEc7KULF2AnM65IFEjOG/s3b3Wmv+1i2AWa6DnR/+iNMf1/6IKmnzxramagUhrF6ocX4eLZjx3DTiUjE+joPNBCzSKQbUlk9pZppVdPY27uXtW1rY9Pfgdj09/h3WhPrRyJEGGSQ9gPtOU91tzPM0cSkjLK0U+czrQHJpO4mnpPP3UvSDctcPnm57aBuQWBBTkNRpbg4NYxVipitCfUlcBFbKLt3WJ3VXn5mOGAYCEHXc9af+NtefsY6dneSCzY7gx9hOECCkbUv5sjXdcwIhAfhtYRzTZ9qBUcwOkiC4hzcmY1Uv5d0vwNIPyRUnDV7NviG/s77fNbXeaCMTJFI9873YHgwZQYiWmQd/05rKk6802o3oBhkkM9N/pxjNSB2tzjpXeZhTmxdU/ex0uJkRzspUuOpE1i+pSuiTyZd9zE7gx8Bup+HV7dZQYrhG/79pWoQkChVFg6GWy57PWORbQc4r8xXKhVtbaNrZPJAgUyRSFfXsGrNqjEvOOLfaU0lVXepTNgNKPz4Ha0BsbPFCTLvrCVjU/ex0qGap3FivHQCy7exOo2B/e5j0QDz8fusICUV0xy+304b5WTrShYkldI8nmw6wHlpSGipmDUrLzUxiRTIFIl073zbueCIf6c1ncR3WjNtDmA3oBhkkO6B7tgWplybENgpYAe9y5wv6j5WGlTzNI6Mh05g+TZWpzHIrPvYjNlw7InWljSwn2WB1A0CUgU4UaWYhcumA5yX5itJRsZVILOrdxeNGxrZ0bOD2dWzaVvWxqwq51vBZSv+ne8XQy/Gghk7Fxzx77SmE/9OazbNAewGFCYmvzjwC1ZMXkFfpC/nJgTpAr14epdZJLV8D2MVKSl2Oo1l2n3szy8Mf53sIjzZ1rCaqtQNAtJ1QIPMt5J5oYA+mw5wXpuvJLaNq2L/xg2NdPZ0EjbDdPZ00rih0e0ljRJ95/szkz8Ta69sp8i6LlA3qrA+UXzgk21zgGhAEa9nfw8t61pYtWYVLetaYs0IwoR58uCTjjUhSFXAfqTvSAys4saVjSupqarBZ/ioqarRu8wicaL//zrZiEOkZPkDw58nK6JPV1ifrPtY25rhLk6Q/CI8epEdScj8pGoQkHYNAeui3G4Akm0BfaGN9XuJHRf3O/DifCWxZVxlZHb07IgNmIyYEXb0uPM/pZ3MUKZF1vHvtKYSH/jk0oZ1pn8mPnyx77/zwTtjwcubb73JnQ/eyb997t8A6B7sjgUZThTiJ9vi1BfuY33/egYZ1LvMImNQzZOITXZaWdtpb52qPiNZliXVRXaqBgFOtdj2Ug1JNi3GNV+pZI2rQGZ29Ww6ezqJmBF8ho/Z1e50p4hmhiJmJJYZ2tY0uiAqkwuOTAMfO3NZ0hXIxz9+fDvoxK/Nof+yPY8d6qwlkhnVPInYYKfTWLLbEttbp6rPqK60Blb29A1fhMdve0rWPjlRqnVl2mLbSzUkdn4vic9f85VK1rgKZNqWtY3KhLghk8xQJhccmQQ+brRhzed59C6ziIg4Kl0r62RSFdanqs/Y22dtE4sfWJmufbKvzNqa5q+Ampnw153W10602PZSDUk2LcazCX7EE8ZVIDOralbSzEeh5TMzZDfwsduGFWDTwU2juosZGLFMy9QpU9m3f3iP6dQpyf/xzHchvt5lFhERR6VqZR0dXLm7c+z21nbrMyD1RXay9skjCvNzbLHttRqSTFuMa75SyRpXgUyxKIbMkN02ykDS7mLHVRzHy4deBuDqj1+d8vunGFN423w7L+1ec23pLCIiMqZcW1nbrc8AwIChNwmtL9NcZDvZYtuLNSSZPn/NVypJRnSrTyE1NTWZAMFgsODnFkt8gbxd5ZSzfPJyKssq6Qv3cW//vWM2F1gyaQltB9rSnif+ce1K1jo6es5oTcxYLZ1FxDGG2wuIp9cYKSpPPTRcn5Gq/sTwwcy5UDHBnYtsu2s8/jT3t5bJeJTyNUYZmXEqXYG8ne5ilWWVNE5q5BcHfkGY8KjHL6OMCyddyLH+Yx0vxI9vHZ0oeo72A+0ZB0ciIiKOs1ufMe/vh7MMxbpG1ZBIkRlXc2RkpPi5LPGi3cUiZiTWXQyIdReL//4Vk1dwUuCkEXNdTgqcxIrJK2IZkVTzX+oD9SyfvDzjzEli6+hkM2yiQZeX9YX72HRwE8HeILf13kawN8img5tszdwREZEiEa3PKPdbWY14hs+63e36DC+sUSQJZWTGuWiB/POh52O3ZdJdzG6BvZOF+Lm2jvaCZFvnBhhIWq8kIiJFzgv1GV5Yo0gCBTIC2O9i5kR3sVy50Tq6kLR1TkSkBDlZnJ8vXlijSBxtLRPA6mLmG/rrsLJxJTVVNfgMHzVVNTl3F3OaH3/s82lV0zAMqwasGIOubIyXrXMiIiIiuVAgIwAsCCyIBTLVU6pZvWI1t1xzC6tXrKZ6SjVgBTLzA/PdXCbgraArG8m2zo1VryQiIiIy3mhrmQDpu5hl210sXxYEFrA9tJ0IkVjQlahYgq5slPrWORERKQEjBnKGrFk0qqeRAlNGRmKc7i6WL9Ggq5zyWGYmyoePcsqLJujKRqlvnRMREY/bvQPa1lizZ6KDNAdC1tdta6z7RQpAGRkZwcnuYvkUDbq2hLbQGerkEIeooIK6QB3zA/M9G8SAtXVuW2gbESKsbFw5aqYPjL11ri/cx+bQZjpDnQwwgB8/dYE6FgQWePpnIyIiLuvfB09sgMGB0feZEWsWzRMbrA5oysxInimQEc9KDLqiF+/39d/nyMW7W8FArlvn1LpZRETy5qUOCA8Nwt7TC7feD3/dB9OnwnWXWAM1w2HrOHU/kzxTICMlwemLdzeDgVzqldS6ufgpWyYinrZrq5V5ASuIeWMfmKb18db74eYrrft3bVUgI3mnQEY8z+mL92IIBrLdOpfYujlxW1r1lOpY6+Zi3z5YipQtExFbirmQPloTA1YmZqghDaZpfR07Tg1pJP8UyIjnxV+8p5LJxXuxBAPZ1Csla91smmasdfPqFatjrZsVyBRWMQTIIuIBu3dYNSbh8HDmI1pIv3MzLFwGM2a7tz5/YDiYmT51OCNjGNbXseNKoCFNMQeUAqhrmZSA+Iv3VDKZu+LlOS5q3Vy8NOhURMYUX0hvJryumRHr9k3r4PWd7qwPrAt5Y+jy8bpL4Kip4DOsj9ddYt1u+KzjvEyd2TxBgYx4XvzFezp2L969HAyodXPx8nKALCIFklhI/5W74PIW6+OeXut2MwKP/pd7F9JzGqCszPq8psqqifnRautjTZV1e1mZdZxX2Qkon9hgHSeu0tYy8Tw/flvBjN2L9/jHm1Y1LbY9ywvBgBOtmwtpYGCA3bt38+6777q9lLw7JXJK7PO7T7171P1Vr1fFPt/+1+2FWFLGJkyYwIwZM/D7/WMfLCKZs1NID9ZtbrU4njzV2t6WuP0NrExMWZl1v5e3Xqkzm2cokBHPi794TyWTi/e6QB0vhl7ExEwZDBgYRRMMxMu1dXOh7d69myOOOIKZM2fGskelas/gHkys7N6EfRMYCA8H3/4yP9OnTgesv1s15TWurDEd0zTZt28fu3fvpra21u3liJSmdIX0r/dYmZliuJCeMdsKomL1I4esmphSqR9RZzbPUCAjnhd/8Z5KJhfv7/e/nxdCLwCkDAZMTN7nf192C86jXFo3u+Hdd98dF0EMwARjAu+Y7wBQXVlNT18PA+EB/GV+qiurRxxXjAzDYOrUqezdu3fsg0W8zq0i71SF9FHFdCE9eap17lK8kFdnNs9QjUwJ2NW7ixODJ1J+UzknBk9kV+8ut5dUUNGL93LK8SX8lfbho5zyjC7e/zTwJwysC+tURdkGBjsHXCy2TCPaurk+UB/b/lZBBfWBepZPXl507X3HQxADMNE3Mfb3qrysnOlTp/Pemvcyfep0ysus95QMDCb6Jrq5zLTGy+9Kxjk3i7yTFdLH04V0YfgDw59Pn2p1ZIPS7MzmcQpkSkDjhkY6ezoJm2E6ezpp3NDo9pIKzsmL985QZ2wLUKqibBOzqIuyo62br666mmurruXqqqtZNHFR0WRistEX7mPTwU0Ee4Pc1nsbwd4gmw5uoi/c5/bSbCk3ypnimxILZhIZGEzxTaHcUKJcxDVuF3knK6Q/uloX0oU2XjqzlQC9YpaAHT07iAz9gxsxI+zoGZ8tAbOZu5KMl7uWlapiGiS5fv16zjrrLI499tiMvzfgC3CkcSQHIwd513wXExMDgwnGBCb6JiqIEXGb20Xe0UL6TeuGA6nrLhm9DtCFdD7NabBm9gxGhgPKRF7vzFYilJEpAbOrZ+MbeufAZ/iYXe3ioKwSoBbGxSV+kGRiHVSECIMM0n6gPevMTFlZGfPmzaO+vp5LLrmEgwcPpjz2hz/8IXv37k0ZxFx22WU88MADAFxxxRW89NJLANx8882xY8qNciaXTaamvIb3lL+HmvIaJpdNdjyIef311/nkJz8JwNatW3n44Ydj9z300EN861vfAmDv3r2cccYZzJ8/n9/85jeOrkHEc5IVeUfiirxhuDYlX2bMho9cNpyFKdUWx8UsGlCW+4czM1GGz7rd653ZSoQCmRLQtqyNuuo6yowy6qrraFvW5vaSPK0uUBertVnZuJKaqhp8ho+aqpqibGFc6uIHSaaSyyDJww47jK1bt/Liiy9SUVHBnXfeOeL+cPTdWeALX/gC1113na3H/cEPfsCcOXOAkYFMoRx99NGxoCoxkLnooou48cYbAfj1r39NXV0dW7Zs4ayzzir4OkWKSrEUeR/9PvjwZ3Qh7aZoZ7bjTxuqmTGsj8efZt0+Q28aFwPtYygBs6pmsa1pm9vLKBlea2Fc6uIHSaYSHSSZ67bCs846i+eff57HH3+cb3zjGxx11FFs3bqVF154gRtvvJHHH3+cUCjEF7/4Rf7xH/8R0zS55ppr2LRpE7W1tbFtiADnnHMO3/72t3nggQd45513mDdvHieeeCJ33XUXn/rUp9i9ezfhcJivfe1rfPrTnx6xjnPOOYd58+bx9NNP09/fz49+9CNOP/103nrrLS6//HJ27drFxIkTueuuuzjppJN44oknuPbaawErc/jkk0+yb98+LrzwQjZv3szXv/513nnnHX7729+yevVq3nnnHZ599lmuuOIK/vVf/zW2vo6ODr74xS/y7LPPYhgGl19+OV/+8pdz+pmKeEqqrmFu1KaUeotjLyjlzmwlQoGMlLRdvbto3NDIjp4dzK6eTduyNmZVzUr7PYVoYdwX7mNzaDOdoU4GGMCPn7pAHQsCCzxdkJ8PdoadQu41S4ODg/zyl7/kggsuAODpp5/mxRdfpLa2lrvuuospU6bwzDPPEAqFaGho4LzzzmPLli3s2LGDF154gTfffJM5c+Zw+eWXj3jcb33rW9x+++1s3boVgJ/97GccffTRtLe3A7B///6k6/nb3/7G7373O5588kkuv/xyXnzxRf793/+d+fPn8+CDD7Jp0yY++9nPsnXrVr797W9zxx130NDQwIEDB5gwYbiFc0VFBTfddBPPPvsst99+OwB33303APPmzRtx3x//+Edee+01XnzxRQD6+vpy+pmKeM6seVZ3MjNSHLUpupAWSUtby6SkZdvRLZ8tjLsHulnfv55toW2xi/Ro4fr6/vV0D3Rn/dilKL5mKZ1sa5ai2YhTTz2VY489li984QsAnH766bHBj//7v//LPffcw7x58zjjjDPYt28fr7zyCk8++STLli2jrKyMo48+mg9/+MNjnm/u3Lk8+uij3HDDDfzmN79hypQpSY9btmwZAGeffTb9/f309fXx29/+ls985jMAfPjDH2bfvn3s37+fhoYGVq1axfe+9z36+vooL8/uPapZs2axa9currnmGn71q18xefLkrB5HxLOSdQ1TbYpI0VIgIyUtl45ub/W/xZfu/hLXrLmGuzbcxfmcn3ML43wXrpei+JqlVHKpWYrWyGzdupU1a9ZQUWEFRIcffnjsGNM0WbNmTey4rq4uzjvvPCDz2SrHH388f/zjH5k7dy6rV6/mpptuSnpc4uMahjFi61r87TfeeCM/+MEPeOeddzjzzDPp7MyuNXhVVRXPPfcc55xzDnfccQdXXHFFVo8j4lkq8hbxFAUyUtJy6eiWj/k8+S5cL0ULAgtsBTL5rFk6//zz+f73v8/AgJVBe/nll/nb3/7G2WefzU9+8hPC4TBvvPEGjz32WNLv9/v9se99/fXXmThxIitWrOBf/uVf2Lx5c9Lv+elPfwrAb3/7W6ZMmcKUKVM4++yzWb9+PQCPP/441dXVTJ48mZ07dzJ37lxuuOEGTj311FGBzBFHHMHbb7895vPs6ekhEolw8cUX8x//8R8p1yZS0lTkLeIZqpGRkta2rG1UjYxd+ZjPU8jC9VJRiJqlsVxxxRV0d3ezYMECTNNk2rRpPPjggyxdupRNmzYxd+5cjj/+eBYuXJj0+6+88kpOOukkFixYwGc/+1muv/56fD4ffr+f73//+0m/p6qqig9+8IOxYn+A5uZmPv/5z3PSSScxceJEfvzjHwNw66238thjj1FWVsacOXP46Ec/yhtvvBF7rEWLFvGtb32LefPmsXr16OYVUa+99hqf//zniUSsn3FLS0tWPy8Rz1NtiognGMm2KuRbU1OTCRAMBgt+bhG7TgyeSGdPJxEzgs/wUVddl3N3uNt6b7N97LVV1+Z0Li/Yvn07J5xwgq1j+8J9bAltoTPUySEOUUEFdYE65gfml1yDhGjHs1NPPdXtpYyS4neW2f66PNNrjIhISUn5GqOMjEgKuWRzUvHjt9WFS8M2R6ssq2TRxEXKVImIiAigQEYkpXzM56kL1LEttC3t9jIN25THH3/c7SWIiIgUPRX7ixRQMRSui4iIiJQCBTIiBRQtXC+nfFRA48NHOeV5L1wXERERKQXaWiZSYNFhm+OlcF1EREQkHxTIiLhAheve8fbbb7Nu3TquuuqqjIdfioiISP5oa5mIjGtlZWXMmzeP+vp6Ghsb6evri9136NAhmpqaWLhw4ZhBzN13382XvvSlPK92pK9//es8+uijgDVL5uDBg7H7Pvaxj8Wey/e+9z1OOOEEli9fXtD1iYiI5JMCGREZ1w477DC2bt3Kiy++yJFHHskdd9wRu6+iooJ7772XOXPmuLjC1G666SY+8pGPAKMDmYcffpjKykrAmqfy8MMPs379ejeWKSIikhcKZESkYPrCfWw6uIlgb5Dbem/j7cjb9If7GTQHbX3/rt5dnBg8kfKbyjkxeCK7enc5ur4PfOADvPbaawDs3LmTCy64gFNOOYWzzjqLzs5OAPbu3cvFF1/MaaedxmmnnUZHR8eox7n//vupr6/n5JNP5uyzzx51/+OPP87ZZ5/N0qVLmTNnDldddRWRiNWSe8OGDcydO5f6+npuuOEGAMLhMJdddhn19fXMnTuX7373uwBcdtllPPDAA3zve9/j9ddfZ9GiRSxaZG1XnDlzJj09PVx11VXs2rWLiy66iO9+97s88cQTzJs3j3nz5jF//nzefvttR3+GIiIypH8fPPUQ3HcT/Pir1senHrJuF0eoRkZECqJ7oJv2A+1Ehv4DMDF5x3yHd8PvMsU3hYAvkPYxGjc00tnTScSM0NnTSeOGRsdm/YTDYX7961/zhS98AYArr7ySO++8k+OOO44//OEPNDU1sWnTJq699lq+/OUv86EPfYhXX32V888/n+3bt494rJtuuon/+Z//4ZhjjhmxVS3e008/zUsvvcTf/d3fccEFF/Dzn/+cD37wg9xwww388Y9/pKqqivPOO48HH3yQ9773vbz22mu8+OKLAKMe85/+6Z+45ZZbeOyxx6iurh5x35133smvfvWr2H2NjY3ccccdNDQ0cODAASZMmODIz09EROLs3gFPbIBwGMyh2XEDIXj5Gdi5GRYugxmz3V1jCVAgIyJ51xfuo/1AO4Mkz7yYmOyP7OdI40jKjdT/LO3o2UFk6AUhYkbY0bMj57W98847zJs3j+7ubk455RTOPfdcDhw4wO9+9zsuueSS2HGhUAiARx99lJdeeil2e39//6isRkNDA5dddhmf+tSn+MQnPpH0vKeffjqzZs0CYNmyZfz2t7/F7/dzzjnnMG3aNACWL1/Ok08+yde+9jV27drFNddcw+LFiznvvPOyfr4NDQ2sWrWK5cuX84lPfIIZM2Zk/VgiIpJE/z4riBkcGH2fGYHBiHV/4zUweWrh11dCtLVMRPJuc2hzLAuTionJwcjBtMfMrp6Nz7D+2fIZPmZX5/5uVrRG5s9//jOHDh3ijjvuIBKJUFlZydatW2N/olmXSCTC73//+9jtr732GkccccSIx7zzzjv55je/yV/+8hfmzZvHvn2jtxEkNg8wDAPTNJOusaqqiueee45zzjmHO+64gyuuuCLr53vjjTfygx/8gHfeeYczzzwztmVOREQc8lKHlYkB2NMLX7kLLm+xPu7ptW4Ph63jJCcKZEQk7zpDnWMGMgDvmu+mvb9tWRt11XWUGWXUVdfRtqzNqSUyZcoUvve97/Htb3+bww47jNraWu6//34ATNPkueeeA+C8887j9ttvj33f1q1bRz3Wzp07OeOMM7jpppuorq7mL3/5y6hjnn76abq6uohEIvz0pz/lQx/6EGeccQZPPPEEPT09hMNhNmzYwMKFC+np6SESiXDxxRfzH//xH2zevHnU4x1xxBG26l127tzJ3LlzueGGGzj11FMVyIiIOG3X1uHtZLfeD2/sg4hpfbzVel3BjFjHSU60tUxE8m6AJOn1JEySZySiZlXNcqwmJpn58+dz8skn85Of/IT169dz9dVX881vfpOBgQH+4R/+gZNPPpnvfe97fPGLX+Skk05icHCQs88+mzvvvHPE41x//fW88sormKbJ3//933PyySePOtcHPvABbrzxRl544YVY4b/P56OlpYVFixZhmiYf+9jHWLJkCc899xyf//znYw0BWlpaRj3elVdeyUc/+lGOOuooHnvssZTP8dZbb+Wxxx6jrKyMOXPm8NGPfjTHn5qIiIwwEBr+/K/7IJptN03r69hxhwq7rhJkpNrKkE9NTU0mWC1BRaT0BXuDSYOZM18/k5mzZ8a+NjCoKa8p4Mrc8fjjj/Ptb3+bX/ziF24vJWPbt2/nhBNOSLy5qCaF6jVGRFx1303DwcxX7rIyMaYJhgFHTYWbr7Tu8wfg0q+7t07vSPkao61lIpJ3dYE6fDb+uZlgqIOWiIh43Kx5MFTPyXWXWMGLbyiIuW6oiYzhs46TnGhrmYjk3YLAAraHtqetkzEwmOibWMBVueecc87hnHPOcXsZIiKSD3MarBbLgxGoqRrOwMQrK7OOk5woIyMieVdZVsniSYspp3xUZsY0TQwMpvimpG29LO5zYyuyiIjnTJ5qzYkp9w9nZqIMn3X7wmVqvewABTIiUhAz/TNZPnk59YF6KqgA4KD/IAO9A1T5qsYchinuMk2Tffv2aYCmiIgdM2Zbc2KOP82qhcGwPh5/mnW7hmE6Qm9/ikjBVJZVsmjiIhZNXATAwKQBdu/ezZ/2/cnllYkdEyZM0ABNERG7Jk+FMy+y/kheKJAREdf4/X5qa2vdXoaIiIh4kLaWiYiIiIiI5yiQERERERERz3F1a1lTU5ObpxcREWeYwWCwqIZigl5jRERKRMrXGGVkRERERETEcwzNBRAREREREa9RRkZERERERDxHgYyIiIiIiHiOAhkREREREfEcBTIiIiIiIuI5CmRERERERMRzXJ0jI+J1TU1N/wucC1wcDAZ/Hne7AfwX8Dng/wSDwRtdWqKIiHiUXmNE0lNGRiQ31wMR4JtNTU1lcbd/G+sFZq1eYEREJEt6jRFJQ4GMSA6CweBzwL3ACcBnAJqamr4CrAL+G7jKvdWJiIiX6TVGJD0NxBTJUVNT0wzgFeBNrHfJ1gD/A1wUDAYPubk2ERHxNr3GiKSmQEbEAU1NTS1ANL3/O+DcYDB4MOGYs4F/AU4BjgY+HwwG7y7kOkVExHv0GiOSnLaWiThjb9znX0h8gRkyCXgRuBZ4pyCrEhGRUqDXGJEk1LVMJEdNTU3LsNL9fwWmY72IXJ14XDAYfBh4eOh77i7gEkVExKP0GiOSmjIyIjloamr6GPBjYBtwEtAJXNHU1FTn6sJERMTz9Bojkp4CGZEsNTU1fQh4ANgNnBcMBvcCX8PKdH7LzbWJiIi36TVGZGwKZESy0NTUdDLwC2A/VtHlGwDBYPAB4FlgSVNT01kuLlFERDxKrzEi9iiQEclQU1PT+7FaX5rA+cFgcGfCIauHPv6/gi5MREQ8T68xIvap2F8kQ8Fg8E9YBZep7n8UMAq3IhERKRV6jRGxT3NkRAqkqalpEvD+oS9/h7XH+SHgrWAw+KprCxMREc/Ta4yMR9paJlI4pwJbhv4cBnxj6POb3FyUiIiUBL3GyLijjIyIiIiIiHiOMjIiIiIiIuI5CmRERERERMRzFMiIiIiIiIjnKJARERERERHPUSAjIiIiIiKeo0BGREREREQ8R4GMiIiIiIh4jgIZERERERHxHAUyIiIiIiLiOQpkRERERETEcxTIiIiIiIiI5yiQERERERERz1EgIyIiIiIinqNARkREREREPEeBjIiIiIiIeI4CGRERERER8RwFMiIiIiIi4jkKZERERERExHMUyIiIiIiIiOcokBEREREREc9RICMiIiIiIp6jQEZERERERDxHgYyIiIiIiHiOAhkREREREfEcBTIiIiIiIuI5CmRERERERMRzFMiIiIiIiIjnuBLINDU1mU1NTaYb5xYREREREe8rd/n8CmZERLzPcHsBIiIy/mhrmYiIiIh4lmEY5xiGYab5M+j2GiU/3M7IiIiIiIg4YQPwcJLbI4VeiBSGAhkRERERKQWbTdNcl+k3GYZxhGmab2d6n1PnkOxpa5mIiIiIlDzDMGYObTVrNgzj04Zh/NEwjHeANUP3m4Zh3G0Yxt8bhvFbwzAOAG1x3/9xwzA6DMM4MPSnwzCMJUnO020YxuOGYcw3DON/DMPYDzw/dN+EofPvMAzjoGEYfYZhvGAYxv8r0I+hpCgjIyIiIiKlYKJhGNVJbj9kmmZ/3NcfB/4J+D5wJxB/36nAxcBa4MfRGw3DaALuADqBb2I1rLoMeNAwjH80TfOuhHMeC2wC7gd+Bkwauv0O4HLgHuC7QBlwHPDhzJ6qgAIZEcmzvnAfm0Ob6Qx1MsAAfvzUBepYEFhAZVml28sTEZHS8Y2hP4nagQvjvj4ROMk0ze1Jjj0RONc0zUejNxiGUQX8X2AncEY0KDIM4/vAFuA7hmH8t2mafXGPUwusNE3zBwmPvxT4pWman8vomUlSCmTE0r8PXuqAXVthIAT+AMyaB3MaYPJUt1cnHtU90E37gXYiQ/8BDDDAttA2toe2s3jSYmb6Z7q7SBERKRV3YWVAEu1N+Lo9RRAD8Fx8EDPkXOBw4HvxmR3TNPsNw1iDlVn5CPBA3Pe8BfxXksffD5xoGEa9aZovpn4qYocCGYHdO+CJDRAOgznU2GMgBC8/Azs3w8JlMGO2u2sUz+kL99F+oJ1BRne9jAY27QfaWT55uTIzIiLihFeSBCHJvJzhfbVDH7cluS8ajMxKuH2naZrhJMdfB9wLvGAYxi7gMaw6nDbTNNVdLUMq9h/v+vdZQczgwHAQE2VGrNuf2GAdJ5KBzaHNsSxMz/4eWta1sGrNKlrWtdCzvwewApotoS1uLlNERMafgxnel83Q36TnME2zFZgJfAarhubvgQeBxw3DqMjiPOOaApnx7qUOKxMDsKcXvnIXXN5ifdzTa90eDlvHiWSgM9QZC2TWtq1lT+8eImaEPb17WNu2FrACmc5Qp5vLFBGRQmhemk0wUCx2Dn08Mcl9c4Y+7rL7YKZpvmWa5jrTNFdiZXL+L3AWMKoDmqSnQGa827V1OBNz6/3wxj6ImNbHW4e2mZoR6ziRDAwwEPt8b+9eTNMEwDRN9vYOb1c+xKGCr01ERAruCZqXrqd56bk0L/Xa9ecjwN+AawzDOCJ649Dn1wAHho5JyzCMMsMwKuNvM60Xx+jWhCOdWvB4oRqZ8W4gNPz5X/fB0MUmpml9HTtOF5uSGT/+WDAzrWoae3r3YJomhmEwrWpa7LgKlEkXESlpzUvrsDIOAJcCr9K89L+AIM0b9zh4pgWGYaxIcd+D2T6oaZp9hmH8K1br5D8YhnH30F2XAe8H/tE0zf02HuoI4A3DMB7CCl72YNXfXA30EjezRuxRIDPe+QPDwcz0qVYmxjTBMKyvY8fpYlMyUxeoY1toGxEirGxcydq2tezt3cu0qmmsbFwJgA8fdYE6l1cqIuIdrR1dFVjXb76hP2VYNRx/W9JQG0r3vS76TMLXxwL/DtxA89J7gO/QvDFdAb5dy4b+JHMcJOk+Y5NpmkHDMN4ArsdaO8BzwFLTNB+0+TAHgVux6mI+gjVb5g3gIaDFNM3Xs13feGVEt3sUUlNTkwkQDAYLfm5J8NRDVncyM2LVxNx6v5WJmT4VrrsEaqrA8MHxp8GZF7m9WrGpGGa39IX7WN+/PmnXsqhyytW1rDR4ee+7iKtaO7rKgWOwLu4T/xwDTAYmxv0pS/NwB7He2X8ryZ/o7X8BtgPdSxpq838RaNXGdGM9n1QiWNmI/0fzRhXlim0KZMa7/n3QtsbqTpZKuR8ar9E8GY9INrsFrOyHD19BZ7cU01okrxTIiIyhtaPrcOAU4AzgZKzOVccCR5M+OMmXg1hT6l9K+LNzSUOtc22Am5eeg9Vi2K7fA98GHqR5o9oRS1oKZCT5HBmwMjFlZZoj4yHFmAXpC/exJbSFzlAnhzhEBRXUBeqYH5ivTEzpUCAjEqe1o8uH1c3qjKE/pwP1uBOwZOpdrFkqm7HaA/96SUNt9luempf+ELg8i+/cDnyV5o0bsz63lDwFMmLp32e1WN611Srs91fArHkwp0GZGA/ZdHBTrC6lZ3/PqLqU6inV+PBRH6hn0cRFbi9XSocCGRnXWju6yoAPARcAZwKnYtU/lIpO4NdDfx5f0lDba+u7mpceBvwVa3tctn4P3EDzxt/k8BhSohTIiJSQYG8w1imsZV3LiE5hNVU1rF6xGrA6hV1ddbWbS5XSokBGxp3Wjq7DgPOAjwMXAtWuLqhwIlgdt6KBzZNLGmrfTXpk89JPAz9x6LytwL/QvPFPDj2elAB1LRMpIZrdIiKSP60dXUdiBS0fB87HKr4fb3xYtT6nAP8KvN3a0dWKFbD875KG2vii2886eN4lwEdpXvo94D9o3tjv4GOLRymQESkhmt0iIuKs1o6uKqzZJxdjzULRtdNIRwArhv7sa+3ouh9oWvLIqmlYGSsnVQD/AnyW5qVfpnnjfQ4/vniM1yarikgadYE6fEP/W69sXElNVQ0+w0dNVY1mt4iIZKC1o6uhtaPrHuB14HZgEQpixjIVeN9QW+dl5O/nVQOsp3npgzQvnZ6nc4gH6H9IkRKyILCA7aHtRIhQPaU6VhMTz4eP+YH5LqxORKS4tXZ0TQI+B1yF1WVMMnfP0MfEIZj5sAQ4m+al19G88Z4xj5aSo0BGclYMwxfFUllWyeJJi8ec3aLfiz36uy0yPrR2dM0ErgG+AExxdzWe9jdgI81LT8CqoSmEKuDHNC/9FPCPNG98rUDnlSKgQEZykmzg4QADbAttY3touwYeumCmfybLJy/X7JYc6e+2SOlr7eg6BfgK1jv7XpjxUux+vqSh9m88UpBsTKLFwDaal66ieeOPXDi/uEDtlyVrxTh8UcQJ+rudMbVfFk9p7eg6Hvgm8En099dJ5y15ZNWjwJ+B97q4jgeBy2jeuN/FNUgBKCMjWdsc2hx7p3pydw8XLVtL1Z/20vv+aTy0YSX9M6uJEGFLaIuGL4qnxP/dTjVYVH+3RbyntaPraODfsSbN6xrIWa9jzZU5B3eDGLDaY2+meeklNG/c7PJaJI/UtUyy1hnqjF3sXbRsLVWv7MEXjlD1yh4uWrYWgAgROkOdbi5TJGPxf7fXtq1lT+8eImaEPb17WNumv9siXtPa0VXZ2tH1LeBPwJUoiMmH+5Y01EYoTJG/HbOA39G8tNHthUj+6H9kyVr88MWqP+3FF7G2KfoiJlV/0vBF8S4NFhUpDa0dXYcB/wTcgFUULvlzD81LD8Parlcs9gJ/cHsRkj8KZCRr8cMXe98/zcrIREwiPoPe93tj+KK6UkkyGiwq4n2tHV2XAv8XOMbttYwDzy1pqH2BR/gHrAGZxeAQcAnNG/e4vRDJH20tk6zFD198aMNKeo+rIVLmo/e4Gh7aUPzDF7sHulnfv55toW2xi9ZoV6r1/evpHuh2d4HiGg0WFfGu1o6uo1o7uh4C1qMgplDuHfpYLNvKAL5M88an3F6E5JcyMpK1+OGL/TOrWfd77wxf7Av30X6gPWlXqmi73fYD7epKNU5psKiIN7V2dF0GfBeodHcl40oYuI/mpe8BznN7MUPuoXmjWuOOA8rISNaiwxfLKY+9ex3lw0c55UU7fDGxK1XLuhZWrVlFy7oWevb3AMS6Usn44+W/2yLjUWtH14zWjq6Hgf9CQUyh/XpJQ+0bwDKK4w3y54Cr3F6EFIYCGclJdPhifaA+Vi9QQQX1gXqWT15etAMD1ZVKxuLVv9si401rR9cVwDbgo26vZZwqpm1lfcAnaN74jtsLkcIohshZPK6yrJJFExd5ap6GulKJHV78uy0yXrR2dP0dsBY41+21jGMHgJ/TvHQOsMDltZjACpo37nJ5HVJACmRkXHK6K5W6n4mIFE5rR9cS4B5gsttrGed+vqSh9iCPFEU25ps0b2x3exFSWNpaJuOSk12p1P1MRKQwWju6jNaOrm8AG1EQUwzupXmpASx3eR2/AppdXoO4QBkZGZec6kql7mciIoXR2tE1Gase4yK31yIAvAZsAhYB73VxHd3A8tZzb5lAR9fyJQ21a11cixSYAhkZl6JdqdoPtMcCjijf0H92ulIldj9b27aWvb17mVY1jZWNK6meUh3rflbIOgttdRORUtLa0XU80ApoeFPxuG9JQ23E5W1l7wIX07zxLTq61gHLWzu6PgJ8fklD7UEX1yUFoq1lMm450ZWqGLufaaubiJSS1o6uC4GnURBTbO6heelhwMUurqGJ5o2bWzu6rmF4e9ungN+3dnTNdG9ZUijKyMi4lmtXqmLrfqatbiJSKlo7ugzg34BvAIbLy5GRti5pqH2RR1gGHOHSGtbSvPG/Wju6Pgh8J+G+k4BnWzu6PrGkofZJF9YmBaKMjEgO/Phjn0+rmoZhWK+12XY/y5UGfYpIKWjt6JoA3A/chIKYYuT27JhngGtaO7reg/X3xJ/kmKnAr1o7uj5W0JVJQSmQEcmBk93PnFCMW91ERDLR2tF1BPBL3N2yJKmFgftoXvoe4DwXzt8DfLL13FvCwE+Bo9McexjwYGtH16cKsjIpOG0tE8mBU93PnFJsW91ERDLR2tE1FSuIOc3ttUhKjy5pqP0rj/BloKzA544Ay2je+CodXd8BFtr4Hj+wobWja9KShtof5Xd5UmjKyIjkINr9rJzyWGYmyoePcsptdT9zSrFtdRMRsau1o+so4AkUxBQ7N7eVfY3mjY+2dnRdAqzK4Pt8wA9aO7quzdO6xCUKZERy5ET3M6cU21Y3ERE7Wju6jgGeBE50ey2S1gFgI81LTwQKs9VgWCvQ0trRdQKQTWbFAG5t7ej6urPLEjdpa5mIA3LtfuaUYtvqJiIylqEg5nHg/S4vRcb2syUNtQddmB3zCvC51nNvmQT8HJiUw2N9o7Wja/KShtp/cWZp4iZlZERKSLFtdRMRSUdBjOfcS/NSH8MzWwrhIPAJmjfuB/4LZ+YJ/XNrR9edDjyOuEwZGZESM9M/k8ZJjTxx8AneirwVu73SV8nCiQs51n9sTo/fF+5jc2gznaFOBhjAj5+6QB0LAgsUIImIba0dXUejIMZLXgMeAxYBMwp43pU0b3yxtaPrepztZPePrR1dPUsaav/NwceUAlMgI1Jiuge6aT/QHmvDHNUX6aPtQBuLJy3Oum4n/rGjjz/AANtC29ge2p7TY7tJwZlIYbV2dB0O/AIFMV6yfklDbaTA28rW0LzxvtaOrkVASx4e/6utHV1/XtJQuzYPjy0FYETbsxZSU1OTCRAMBgt+7oLp3wcvdcCurTAQAn8AZs2DOQ0wearbq5MS1RfuY33/egYZTHlMOeUsn7w84wt0px672IKGZMEZWFvxfPg8G5wVmAYWim2tHV0+4EGg0eWlSGbmLnlk1S7gTXKrUbGrA1jUeu4tNcBmoCZP5wkDFy1pqH04T48veaSMTD7s3gFPbIBwGMyhC6OBELz8DOzcDAuXwYzZ7q4xFwrSitbm0ObYxXjP/h7Wtq1lb+9eplVNY2XjSqqnVBMhwpbQlowbEzjx2MWW0ekL99F+oD1pcBZdY/uB9qwCPxFJ6RYUxHjN1iUNtS/yCJdSmCDmr8AlrefeYgAPkL8gBqxZOP/d2tG1cElD7R/zeB7JAxX7O61/nxXEDA4MBzFRZsS6/YkN1nFetHsHtK2xgrKBkHVbNEhrW2PdLznpC/ex6eAmgr1Bbuu9jWBvkE0HN9EX7hvzeztDnbEAYW3bWvb07iFiRtjTu4e1bVbmPEKEzlBnxuvK9bHjg4bEbW8RIgwySPuBdlvP0ymJwVnLuhZWrVlFy7oWevb3xNa2JbSlYGsSKWWtHV1fBDTLw3vuGfpYiG1lg8Cnad74BvBd4MwCnPNwoL21o2tmAc4lDlJGxmkvdViZGIA9vXDr/fDXfTB9Klx3CdRUWfe/1AFnXuTuWjMVH6QlMiMwGLHub7ym6DIzxbadKZVcMxYDDP9u9vbuJbp11DRN9vbujd13iEMZry3Xx85ntihbyYIz0zRjwdnqFatjwZnbrbVFvK61o+ujwG1ur0MyFgY2lPt8fzlh2qQZZYZBuc/Hs1eeM+Ig0zS59lcv8PArbzLRX8bdH1/AgqMq2fu3EEt/+gf63h3gmx8+gY/XHQ3Akp88xfcXn8zRRxyWeL4baN74ZGtH12eApgI8v6j3AL9s7ehqWNJQ+9aYR0tRUCDjtF1bhzMxt94Pb+wD07Q+3no/3Hyldf+urZkHMm5v6fJokFbI7Uy5BExObHPy448FHNOqpsUuzA3DYFrVtNhx0cGdmcj1sYsxaMhn4Cciw1o7uk4Cfoq1jUe85ZElDbV/nVRRdvhjn/sQ1RMDSQ/65Z/e5JW3DvDKNR/hD6/1cnX7c/zhioVseHE3nzv5WP6h/hguWP97Pl53NG073mDB9MpkQcx/07zxltaOrpOB/8z3E0uiDmht7ej6yJKG2pAL55cMaWuZ0wbi/t7/dSiIAevjX+O2kw1keGFUDFu6kgVpkbggDYaDtCJRyO1M3QPdrO9fz7bQttgFcjRgWt+/nu6B7rTf78Q2p7pAXWx+zMrGldRU1eAzfNRU1bCycSVgFbHXBTJvw5/rYxdj0ODHH/t8WtU0DMOqWXci8BMRS2tH11FYHcqOcHstkpV7AQ6vKD883UGtnX/lsycdi2EYnDnjSPreHeCNt9/F7/PxzmCYUDiCzzAYjES49Q87ub5hVMO6l4AvtHZ0VQI/A0ZFOQXyIeAHLp1bMqRAxmn+uHcqpk+FoQsjDMP6OnZcBhdGxVJ3k68gLY8KVQPhRMDkRH3LgsCCWLBRPaWa1StWc8s1t7B6xWqqp1QDVrAxPzA/4+eY62MXY9CQz8BPRKC1oysAPAS81+21SFYOAA/SvLS+osxXcd69v+OUux7jrj92jzrwtbff4b1ThmOPGZMn8Nrb73Dp3Bn8z849XLDu9zQvrCP4TBefPelYJvpHbAp6G/hE67m3/A0rcHpfXp/V2Fa0dnRd5vIaxAYFMk6bNQ+MoR/rdZfAUVPBZ1gfr7vEut3wWcfZlbil6yt3weUt1sc9vdbt0S1d+ZSPIC3P8ln8Hs+JgMmJjEVlWSWLJy2mnPLYBXqUDx/llLN40uKs6oJyfexiDBryGfiJCAA3A6e6vQjJ2s+WNNQeBD7TcflZbP7HRfxy+Qe545ldPPnnnhEHJhvmYWAwZYKf9ks/wLNXnsOCo6bwi5f/ysVzjmblQ1v45H8/ze//8hbAZTRv3AH8G3Bh3p+VPWtaO7qOd3sRkp4CGafNaYCyoS3ANVVWTcyPVlsfa6qs28vKrOPsKpYtXfkI0vKsUNuZnAiYnMpYzPTPZPnk5dQH6mPHVlBBfaCe5ZOX51QPlMtjF2PQkM/AT2S8a+3o+nvgy26vQ3JyD81LfcDyaD1LzeEBltYdxdOv9Y44cMYRh/GX/e/Evt7d/y5HHzFhxDE3PbGDr541mw0v7OaUoyv50ZL5fL51819o3vjz1o6u84HmPD+fTEwCNrR2dBXPu7Myior9nTZ5qjUnJnGODFgX+WVl1v2ZFOcXy5auOQ3WHJzByHCQlijTIC3P8ln8Hs+JgKkuUMe20DYiRFjZuHJUVy+wn7GoLKtk0cRFeSmaz/axo0HDWMMnCx00RIOzLaEtdIY6OcQhKqigLlDH/MB8BTEiWWjt6DoS+DEaluplu4HHgUV/OzR4TMQ0OSLg52+HBvnfnXv5+sKR8/Aumj2d25/ZxT/UH8MfXutlSqCco+ICmVf2HeD1A++ycGY1W/+6n8P8ZQxGzCd37DtQMdT2+D6K7w32BcC3gFVuL0SSUyCTDzNmWy2IYx3GDlnbrbLtMOYPDAcz06cOd0Ir9JaufARpNmXbDczJ4CAdJwKmBYEFbA9tJ0IklrFI5PVtTsUaNOQz8BMZp/4TOMbtRUhO1i9pqI3wCJ99c6iFMsBgxOTS+hlc8P73cOezXQBcdWotHzvuPTz8ypu8f80jTPSX819LRr5WfXXTS/x/H54DwLK5M1h83+8PffHh594z8fAjmrGGXh5ZwOeWietaO7oeWdJQ+0u3FyKjGdF3jgupqanJBAgGgwU/tyc99ZDVncyMpG57bPjg+NMK0/Z4RBvoHIM0G5K1T4aR7+Kn2tLUF+5jff/6pC2NE+UyW2bTwU2xgCnVjBQfPuoD9WkvlnN5riIu0rvuEtPa0fU54G631yE5q1/yyKou4E2sbVZOOgQspHnjU60dXT8ELnf48Z22Bzh5SUPtX91eiIykQMYL+vdZLZaTDaKMKvcX5SDKXNkJRMopTztbJVVwkEy2AYMT64x/rGLLWIiMQYGMANDa0VULPIdaLXvdliUNtQtoXrocWJeHx/8izRuDrR1dK4G78vD4+fC/wAVLGmoLf+EsKWlrmRfke0uX24M203BiGnyy7Uyp2B08mcjJ+g9tcxIRL2rt6CrDuuhVEON99wx9/ExeHtsKYk4F1uTh8fPlPKxame+4vRAZpoyMl+RjS9fuHWMHSDNmp/7+PAv2BmO1Jy3rWkbUntRU1cTqSCqo4Oqqq209plPbwJJRNkXGKWVkhNaOrn8D/sPtdUjOwsAxSx5ZZWAV/Jc5+NjPAR9oPfeWicBm4FgHH7sQ3gFOXNJQ2+X2QsSijIyXTJ5q1cA4VQcTP2gzkRmxupM9scHVLWv5aJ+crFWyaZqxVsmrV6yOtUrOpjOXsikiMt60dnQdB3zd7XWII/53SUPtmzzCP+NsENOHNfQyBLTivSAG4DCsLFKxzLoZ9xTIjGeJgzaTNRGIDtosRBOBJOx2AyvP4K9yoWbLSPbd5kTEc74DccOwxMvuHfro5LYyE1hB88ZddHT9f8C5Dj52oS1u7ehauqShdqPbC5Hi69cthVQsgzbTqAvUYQztWkk1DR4gTJi+cJ+tx3Rq8GQ2+sJ9bDq4iWBvkNt6byPYG2TTwU221+4l3QPdrO9fz7bQtljwOMAA20LbWN+/nu6BbncXKCKOaO3oOhdodHsd4oi3gQdpXjoXONnBx/0mzRvbWzu6LgJGzxbwnttaO7oOd3sRokBmfCuWQZtpLAgsiH1ePaWalY0rmVY1jb29e1nbtpae/T2x+7eEtth6zLpAXWyKe6rgyInZMoncvLAvdADVF+6j/UA7gwyO6hQXIcIgg7QfaC/JAE5kPBkq8P+u2+sQx/xsSUPtOzibjfkV0Nza0fV+rCYCpVBT917g39xehCiQGd/8geHPp0+1BmxC4QdtplFZVklZ3BbdaE1LxIzEaloATEw6Q522HnNBYEEskIkOnrzlmltYvWI11VOqAecHT7p5Ye9GAJXYba5lXQur1qyiZV1LLPiMdpsTEU/7R+BEtxchjrmH5qU+4FKHHq8bWN567i0TgJ8DUxx63GLw5daOrpluL2K8UyAzns2aZ3UnA6sm5qip4DOsj9ddYt1u+KzjXBQ/m8WJmpZoq+RyymMBTZQPH+WU226VbJdbF/ZuBVDJGiokBp/Rhgoi4k2tHV1VwE1ur0Mc8xfgceDDwDEOPN67wMU0b3wLa1bMXAces5gEgP/n9iLGOwUy49mcBqvFMliF/TdfCT9abX2sqbJuLyuzjnNRPmpaorNl6gP1se+roIL6QD3LJy/PaBimHW5d2LsVQKmhgsi48O9AaU1hHt/WDw17/KxDj9dE88bNrR1d1wDLHXrMYvPJ1o6us91exHimrmXjWSaDNl0cmlkXqIvNfVnZuHLU3BfIrqYlsVVytMPWff33Od5hy60L+3y2mk7Hbre5fDRUEJH8a+3oqgO+6PY6xFH30rz0cOATDjzWWpo3/ldrR9cHKf0BkrcAp7q9iPFKGZnxbsZsa07M8acN1cwY1sfjT7NunzHbGprZtgZefma4QcBAyPq6bY11fx4VoqYl33UkdrNKgKNF+G4FUG41VBCRgvkOejO0lGxe0lD7ErAUyLUb1zPANa0dXe8B7qf023Kf0trR9TG3FzFe6R8hST9oswiGZkZrWtoPtBMZ+i/KN/RfLjUt8XUkiaLnaz/QzvLJy7M+h52sUtS20Da2h7azeNLinLe4uZUZWRBYwPbQdiJEYsFnIqcbKohIYbR2dH0A0IVbaXFqdkwP8MnWc28JAz8Fjs7x8bxiNfCw24sYj4zoO7SF1NTUZAIEg8GCn9szXNzKNcJTD1mZFzOSemim4bMyOHkemtkX7mNLaAudoU4OcYgKKqgL1DE/MD+nrV+bDm6KBRk9+3tGBRnVU6oxMKjyVfF25O2stp31hftY378+abCUSjnlOQVPdp+bDx/1gXpHt5aBleUaK/h0uhZJXFMK7VTFptaOrjY02byUDALHLHlkVRlWwX/ZGMenEgHOp3njo60dXd8BVjm1QI84a0lD7W/dXsR4o0CmGO3eMXbdyozZhVnLfTcNbyf7yl3WsEzTtFo0HzXVagwAVqB16dcLsyaHBXuDsaxFy7qWEVmLmqqapNkEyPyCPNWFfT4DDDsBlBMBU7rz5yP4lKKjQGacaO3omgs8h37npeThJQ21i2le+s/At3N4nK/SvPHm1o6uS4D/dmhtXmL9HKWgVCNTbOK3cpkj2+VaW7kGrPv79yX/fqc5PDSzGCfb260jSZRp++L4Tmnx8tnFzI1W04nnXzRxEVdXXc21VddyddXVLJq4SEGMiHetRkFMqYluK8ulW1kr0NLa0XUC8KPcl+RJH2vt6DrZ7UWMN6qRKTYvdViZGEi9lSscto7L81YuwMq0RIOZ6VNHZmQyHJqZLCMRLah3qiYkG3brSFJlTgYZ5J7+e6gP1I+51Sx6Yf986PnYbfkuwo8GUMqMiEguWju6aoFPub0OcVQ/0Erz0pOAk7J8jFeAz7Wee8skrKGXk5xanAfdCCxzexHjiTIyxWbX1uFMzK33W4FDxLQ+3nq/dbsZsY4rBIeGZro52T6d7oHuEduuUnXYgtSZEwATM6MOZ/mYjZOOMiMi4oBryb5+QorTz5Y01L5D9kX+B4FP0LxxP/BfwHhvRXlJa0fX+9xexHiijEyxcXgrV87mNMDOzVZ3sujQzEQ2hmYmDmZMltmIDmZ0uug8lWhwZTJcJ5aqwxaMve0skw5n+ZqNIyKSD60dXZOBy91ehzjuXpqX+oBLs/z+lTRvfLG1o+t64GIH1+VVZcD1wFVuL2S8UCBTbBzcyuWITIZmpuHWYMZ07ARX8RK3nR05+Uha1rVkFZCpPbGIeMzlwBFuL0Ic9SrwOPARsmuTvIbmjfe1dnQtAlqcXJjHXdba0fWNJQ21b7i9kPFAW8uKjUNbuRxlZ2jmGJwazOhks4BkwVWybWNRidvOTMysi/TdLsIXEbGrtaPLB1zj9jrEceuXNNSaZLetrAP459aOrmOAn6Ath/ECwGVuL2K8UEam2Di0lctx0aGZcxqG59vs+IP10cZ8GycGMzrdLCDTbmWJmZNVa1blVKSfTRF+X7iPzaHNdIY6s5pnIyKShfOBWW4vQhx3L81LDwc+keH3/RW4pPXcWwzgAaDG8ZV532dQlqogFMgUG4e2cuVFsvk2AyFrYObOzWnn2+RaExLfLCBRJrUp8ewGV6mM9T3dA91jBlbRInw72+lyDeQUBIlIlrKtn5Di9cclDbXbeYTPAIdn8H2DwKdp3vgGHV13AGfmZ3med0JrR9cpSxpq/+j2QkqdApliFN3KFc18DByyamJsZD7yJn6+TSIzYmWQnthgrTvJ+nKtCcmkWcD8wHxbF+x2gqt0xvqeTAOrdOwEcr848AtWTF6R9HzF2vpaRIpba0fXYcDH3V6HOC46OybTbWU30LzxydaOrs8ATQ6vqdSsABTI5JkR3RpTSE1NTSZAMBgs+LklS089ZGVezEjq+TaGz6qbSTHfJtVke9/Qf+kupoO9wVj2pGVdy4hMSE1VTSwwKh+KzVOd45yJ5/Bm+M1YkDOWV3a/wp0P3kk4EqbMV8ZVH7+K42YcN+KYVIGVDx/1gXpHmhdsOrgpFnSla0wws3wmS45YMuJ7+8J9rO9fnzQIiiqn3LGgS8YlDUgsUeN4SnspGwSOWfLIqnLgL9ivl/5vmjd+emjo4++Bw/K1wBLxJnDMkobasNsLKWUq9hd7HJhvEz/ZPloLU0EF9YF6lk9enjYjYLeeZXDov1Szah49+Cgvhl60FcQAsSAGIBwJc+eDd446JlWjADtF/3bZbUzQPdg9qvFBYjarZV0Lq9asomVdCz37e2Jr3RLa4shaRaSkaLhf6fmfJQ21e7C2DNq9DnwJ+EJrR1cl8DMUxNjxHuA8txdR6rS1zCv698VtNQtZXcMKudXMofk2mdSExMu0niVd1iJ+bsxYokFMqq9h7C5sTtSmpAvk3nzrTXr298SeX2Lr52JsfS0ixa+1o2sK8DG31yGOi24r+6zN498GPtF67i1/Ax4CNPDRvs8Av3R7EaVMGRkv2L0D2tZYW7uiAUW0yL5tjXV/vvkDw59Pn2rNtYGM59tk2z65LlAXa1Oc2AY5WT1LuqxFqqyEDx8nBU4a8ThlvrK0X4MVWBlDP4/EwKqcctb3r2dbaFssGInWpqzvX0/3QHfa5x3lxz/ifMmeb1RiFiiT1tdOtrcWEc9bitVKVkpHP9BK89KTgbk2v+cymjfuAP4NuDBvKytNH2/t6NL8pTxSIFPs4ovszZHbpawi+wHr/v59yb/fKTPiuollOd+me6A764v6BYEFsUAm2izglmtuYfWK1aMGV0L6C/axtoId6TsyduxVH78qFrxEa2QSpQuswoTTbnVrP9BuK0iI7+aWLHBL1/o5MQjKd9AlIiVD28pKzwNLGmrfxX6R//+jeePPWzu6zgea87esknUYcLHbiyhl2lpW7F7qsNodQ+oi+3DYOi5FkX3Odu+AV7cNf53FfJtc2ydHB0imaxYAxB4/3fazsbISCycuZOOBjQAcN+M4vvOl76T4wYwtuo1trE5rY23pWhBYwAuhFwArkHvPke+xPYvHTnc2A4Mw4aTb7rJtby0i3tXa0VUD/L3b6xDH3Uvz0jLstdR+DFjd2tE1E7gPvfmdrUuBu91eRKnSX8pi50CRfU6iGaFw6o5XAJSVp51v40TB+VjNAk4InGBr+1m6rEQFFRzrP5YzJ6Rvje+L+18n3Ta2sY6x2xCgsqySmeUzY1+nen7JZvFkms3KV0MAbVsT8ZRL0LT2UvMq8ARWgHrUGMfuBv6h9dxb/FhDL48c43hJ7ezWjq4Jbi+iVCkjU+wcKrLPmp2MEMCxJ6YchgnOFZynaxZgZ1YNpJ7/Eh8EnHHYGRxVfhRPHnySfZHhn/NU31TOnnh2LGMD6TM8do5J3AqWysKJC9ndv5tBBjOaxRPNZv3iwC8Ik7wLZHwmJh8NATTHRsRzFru9AHHcuiUNtebQEMx0DgGX0LxxDx1dPwROKcDaSlkAaAB+7fZCSpECmWKQriOZPzAczEyfamViTHN0kX2535r14nRXs2QZITMuIxTdYha/9SyJTArOs5Vu+5mBEbtYTxUEmJi8FHqJ50PPxzqLXTjpwqRbqTLtopbumMStYNk8v/hZPEm35vlG35aK07+fXLcVikhhtXZ0lQEfcnsd4rh7aV46CauJQzpfpnnjU60dXSuBywuwrvHg71EgkxcKZNy2e8fQ1q3wcMAQ7Ui2czO8pxZe/5N133WXjM6IAGBYW7+iAysTH2PhsrTZkrTsZoTCg1ZAliJosnvhb/eiPpXo9rMtoS10hjo5xCEqqKAuUMc03zSeeOeJtEFO9GJ7rGzBWHUn0ZqYPW/twefzxQZqRoiMuRUsmfgWzoMMYmDgw0eESOz5zQ/MTxkIbA5tHrNeJ8rp30/itsJcaoVy4UQbbJFxYj6gTkul5dklDbWdPMJngcPTHHcPzRuDrR1dpwJrCrS28UD1ZnmiQMZN8R3JEpkRGIzAX3eBzwfhSOoie8zhACPZYzyxARqvyS4zk5gRer1n+D6fz9puFt1elqbhgJ2Cc7sX9WNJt/1shn/GiCDHjz8WvCQWuqfLFoy1ja1lXYsVDGDGZs9ETCuIiT822VawRMm2ZZmYGBiUU85HJ310zG1Zdrb2RTn9+ymGOTba2iaSkYVuL0AcF50dk25b2XPAVa0dXVOxhl6q9bZzTmnt6JqypKF2v9sLKTUKZNxkp/4kEoGjj4M3d43M2oDV7pi4DEk+uprNmgc7/mB9ft0l8JW7YHBozeHIyO1lu7amPIed+hU7F/W5SgxyNh3cxLbQNkxM29mC6Dv7qfTs7+HNt94cdXuy+plBBrmv/76UmQGntmXZ3doHqbfeZfv7KcS2wnS0tU0kYwpkSssg8BOalx4DfDjFMX1YQy9DQCtwbIHWNl6UYf1/9ZDbCyk16lrmJrsdyfZ0WxmV408bGkxpWB+PPw3K/MPZmHx0NYtvpxwNrKJGNRwIWXU6SWbaROs7yikf0fELrAvkcspT1ndA/jpeJcsWpOssFj8LJ9mFcfRxkklVP5NuVkuu3d6iP7d46bq2AVn9ftKxO8cm122FqTjRMU9kvGjt6PIBZ7m9DnHU/yxpqN2D1QY42XWfCaygeeMu4D+Acwu5uHFE28vyQIGMmzLpSDZ5qpXtuPTr8LlvWh/PvAgGD9l/jGxMngrx0+ynT7UaDcDohgNg1eW0rbFqfxKM1T451daeXAZpjiXTqffRd/YTB1zGS9a1zDCMUW2g46UakJlpoBUv/ucWL13r5tn+2Rn/fsZSF6gbsy22U9sKk8nlZygyDp0EVLq9CHHUPUMfU20r+ybNG9tbO7ouApK3+xQnKJDJA20tc5PdjmT+NO9UO/EY6fTvG1l/k7LhwJAx6nLS1a8kk+9tQZk0IbBTtJ7scRLrYtJ9f+I2tmy3ZaX7uaXbOnbmYWfGfkdOcXtbodtb20Q8RtvKSst+4CGal84D5ia5/1dAc2tH1/uxAh6jgGsbb05s7eh6z5KG2tF7zyVrysi4ada8oToXrIDgqKngM6yP0QDB8FnH5fMx0nmpY/jzZDU4YNXNXN5ifdzTa90WrcvJkZ1tQYMM8tQ7T2X1+JlkC+y8s5/uceLZzQxkuy3Lzs8tKtetY2PJdVthrtze2ibiMQpkSssDSxpq3yV5NqYbWN567i0TgJ8DUwq5sHFK/385TBkZN81psNojD6bpSFZWNrJOJR+Pkc5Yc2Qg+WyZaF1ONg0G4tjttrVjYAd1A3Wx7U92W+1mki14PvR87LbEd/bffOtNevb3UD2lOu0wzlTfn5gZCPYGqQvUUVtRy58O/Snjbm+ZdCmrD9Snbd3shHRtsfN97kJ2zBPxstaOLgPVx5Sae2leWoZVHxPvXeBimje+RUfXOpJna8R584H/dnsRpUSBjJsmT7VmvCTOkQEri1JWZt0/Vtvk98yC10bXpGT0GKnYqeNxui4n/vQZdNuKbjHri/TZbrWbyZDJxG1oiZ3JEgOExMcxMQkTjn1/uiGaAwzwQuiFEbdlsi0rk59bPme3RCULLGcHZuc9iAH3t7aJeMixQPWYR4lX/Bl4EjgPmJ5wXxPNGze3dnRdAywv+MrGr5PcXkCp0dYyt82YnbojWeM16QdZ7t5hFda//kry+48+bvRj9O+zOovddxP8+KvWxxSdxoChNQ1JVuifrvi/3J/ZuZKdPsW2ILDmsiR2nnrqnadSFuSnKqi324Qg/h37ZNvFkhX5xz/OFN9w1v6T53wS39CWQJ/h45PnfNLujyQm3basYtpOlc9mDXa4vbVNxEOOd3sB4qh1SxpqTUZvK1tL88b/au3o+iDwHRfWNZ4p8+Uww4wv5C6QpqYmEyAYDBb83CWjf58VxCQbphlV7h9ZcL97x9jZn8TA6amHrE5kZiR1jUyy2TWxgMOwf64konNeIkRiBfLxmZDEYvrohWr88YkF9T581AfqM85E9IX7+HH/j2Nfx4ZeJinqr6CCq6uuHvH9d/TeESu+T/a9ybY9RRsIJBprW9amg5t4MfRi2vk4BgZzA3Nt/RzsbtVL9n3r+9enbFUNUE55QWa49IX7XNnaNk6oQLgEtHZ0fRG43e11iGPqljyy6jXgTWDi0G3PAGe1nntLJbAZONqltY1nVUsaavvcXkSpUCDjVU89BC8/nX4QpmHA8adbdSrZBD5g7/uykexcSSS7EF61ZhWRuODIZ/i45ZpbRn1vpoGGHa1vt9I92A2k7jyWKlC6rfe2lM/BMAx8ho9wxNp6ZmDg8/kwTTOrIOzVgVfZeGDjmM9n6aSlHOtPP/ese6B7zK13qVozJwtEnQospagokCkBrR1dtwH/5PY6xBHPLGmoPZ3mpZ8D7h66rQc4pfXcW14HHkWF5245e0lD7W/cXkSp0NYyr9q5xcYgTNM6DqwOYmHrIpk9vfY7jUXreMr9w93RMrBroJcTX7uL8u4WTnztLnYNZNbVLLotKN5YAx2j8tFqd+HEhZQPlZZF6y1uueYWVq9YHcuepKq3SLfdKz6IAax6mkg4aVez50PPjzkM9E8Df8IYurZM1bXMwGDnwM60zzfd7JxUW/XiaYaLiKeMnSYXr7h36GN0W1kEWEbzxleB/4OCGDfp/zMHKZDxqvhBmNGuYTDcPSzxuGTdx0YFPkOdxhKlquOZURe3hSy5xj330zmwjzAmnQP7aNwzxrmSmOmfyfEVw1u307VJNuLeGB4r4An2Brmt9zaCvcExA4OoTOot+sJ9bDq4KXae+KxS4nOIRFIP2ExWoD9WfUlnqBMT6+9EqgDCxBwzgLDTxjk6+yYZzXAR8RTVyJSGQeAnNC89Boimur9G88ZHWzu6LgFWubc0AY5zewGlRF3LSkGZDwbDI79OZKf7GKTuNDZ5qrVFLb6d8lMPYe0oSb29bcfAPiJDF9QRTHYMZNfV7AMTPsCuQ7sYZDBt56lZFbPGbFccO31C4XliR7NU7LQSTrYdKxpYwOgOZC3rWkZ1QYtKFoSNNQzUqQDCThvnaEYl2dawTAaOioh7Wju6KoC/c3sd4ohfLWmo3csj/CvWG9atQEtrR9cJwI/cXZqgNwwcpUCmFITD6b8GK4MSDWamTx3O4iR2GvNncEE51oyZm69ktn8qnUPBjA+D2f7szmW7TbKvkl2HdqVttZvMWIFBsvUsmrgo6cV7/HYsuxKDrk+e80keePyBEV+3rGsZVV8SzYYkrsOpACLXgEgzXEQ84/1ol0apuGfo42eAV4DPtZ57yySsoZeTXFuVRCmQcZACGa8qrxjeNnZU9cjA5KipI48DmDVvuPvYdZck7z5m+Kzj7LKR5WmruYTGPfezY2Afs/1TaavJ8lzYH6oYDXjiA4nJ3T1ctGwtVX/aS+/7p/Hjuz7J/33uAduBQSYSt2Ol6kTmwxc7LlnQlZixSZUNeT70PCbmiA5iTgUQuQZEmuEi4hm6uCoN+4E2mpfOB2YBZ9C8cT8dXQ8AeseoOLyvtaPLGGqNLTnSuy9e9b75xBoFXXeJFbz4hoKYaGCCMXQcMKfBansMVkezm6+EH622PtZUWbeXlVnH2TXWjBlglr+KbcdcyeDM1Ww75kpm+bM815BoJuTqqqu5tuparq66mkUTF43IoEQDnvgalouWraXqlT34whGqXtnD4k/fmbfCczsF7tFzzSyfSRllI2p7khlrqGVizcyCwILY88+0KUG8ukBd7HHS1SalCog0w0XEMxTIlIb7lzTUvouVjVlJ88YXWzu6rgcudnldMiwATHZ7EaVCGRmvmtMAOzdbbZGjgUmi8vLhYCHafWysOTJjtEMewU6WJ1G258pQZVnliO1nVX/aiy9iBQK+iMn73gzHJZDsbZOyO0vF7nYsgFcHX8WHj78r/zteH3ydQxzCj5/JvsnsiwzXE6XLhkDyrXG2tuKNEUDYyagYGIQiIYK9waQ/F7uZNBFxlepjSsO9NC8tA/bSvPG+1o6uRUCL24uSUY7Eyp5JjhTI5Kp/n9VGeNdWa6uVP2Bd4M9pyOuFelaBSbT7WGy9h6w6lWzXGwumIqmDKcMHZeVWwJXLubIQvy2q9/3TrIxMxCTiM9hZ48MwIra3SSUr3k/VJMDudiwYDkB2D+4eVZsTP4MlWQ3NWDUzTgQQYwVEUa8MvJL255KupkhEikL+/1GWfPsz8BugCvh2a0fXMcBPgDJXVyXJVAFdbi+iFGQ1ELOpqakSaAB6gd8Hg0Ez7r7DgX8OBoM3pfn+0hiIuXvH2IGEjen1ORkRSOUYmGTDxZ/BWBmSX/7tl7x86GXAfo1MVPxjAWNOpy+jjBWTV1BZVsmmg5t4IfQCYNXIfP/B77Nvv5VdqTqiCp/PR29/74jzGhjMDcwdcaGfbBhoVC7DPu1mlhK/JzEgqq2oZeehnWl/LuWU22qeIJ6ngZge1/r/t3fvcW7Vdf7HX8kkHSm1nWHKyKViU0o7QOXSBRc3rmxVZLW0+alb1grKygq7zeqC6O7PouIuImVXZMsDjQj+VJRSsa4wLVURqVYdqYItKG2n9DLlTqedzjBCaZrb74+Tk5zcT64nybyf++hmJjmTfHJm5HE++Xy/n8/A0M+AC5yOQ6rypYDf9zlIdaHbCJznbEhSwAUBv+/nTgfRDsquyASDwdMxJsIei7HHZnMwGPxAKBR6OnnIFOALQMFEpi2MjxgX8Pkm3ifiRpVi42pb0+urkq8tciPVuspjU6kKyTmvO4c9R/akjh+fOZ27H0kvi+oAlr+5cEcz63PN8MwouXk/RoyNhzYSeH2A+Z3zU4nM9GnT8XR4cLlcJBIJRv88mnoN66b9BAm2hbdlJDLFqiGVtlQup7Jkla+isuHQhpLnpRbNE0SkIY5xOgCp2nctX/8PSmKaWbfTAbSLSjb7rwAeAaYBJwJ7gIFgMDixBvxsG0i3OR4ehWvvgMtXGLfD5U2vb3lmMvWh6+CyG4xbM7HatBbuuR7u+qxxu2mtkQRWwc60+U2HN5XV/jgf87n2Rvfa2ry/N7qXsdhYTvXBmnRYZScgUaL89JWfZgzm7HJ3cbL35JyfLTbss1AHMTvnbf0r620NBgV7TQ1q0TxBRBpCiUxr+33A73sKoH9g6MNA0OF4pDj9761GKtkjcx6wIBQKvQq8ClwcDAZvAX4ZDAYXMFE2L9mYoZKaXl9utcSpfTe1lG/JWSRsNAfYvbmqJWd22xvbedzKzrHZlZB9B/dx4OUDqePMqkyhfTLZXC5Xxs/viOxgd2Q3C6csBMhbjYHcuTN2OojZOW/WCkqpJWi1GropIk1hmtMBSFW+B9A/MHQm8A2HY5HSVJGpkUoqMp1AxhVZKBS6BvgBxnrMU2sQV/OzMUPFOK7Mi7jndsC624wLfvM1zARg3W3G45UaH6lLhSTv65jL7hKZF+DGsruI8XiFr2u3vXHq8YPG4/sO7mPF91Zw4OUDqcetG9ZLPReQs1nf/DmTWZU50XNi6j5r2+Lp06bjdqVfMxaP5byOWRl54JUH8lZPoHBLZWsHsVtHbyU0GmLDoQ2MxcbKqqDsjexl1fgqtoa3phIWcwma2ebZizfjvJRbIRKRpnK00wFIxSLA9/sHhrqA/wWOcjYcsUGJTI1UksjsAM7JvjMUCn0SI5nprzaolmBjhopxXBkXcfVMAOqZIGWzLLvbExnl9OfvwLN3Bac/fwd7ItUvuyunvfH+0f0kLHl3duJgd9+Jyax8WJlVGdOmw5t4Lvpc6ntr0vG5yz6X9+evue0aVtydTrKiRIlhnMMDLx9gxd0rco7JZiZlOyM78yYf5VRQ7CxB803yVTVjRkSaQ//AkBvjQ0ppTT8FRjCqMrlrkaUZaWlZjVSSyNwHLM33QCgUugq4m4nQwWbWWUZnLig8kLLc6fX12ndT5wpJDsuyu0XDaxiMjBAjwWBkhEXDa9Kvu+fxip7ebiXAfDxbvgTFznOBkZS84Zg35NxvTY52HtmZsYQrOwmxvo6pWBUoo3pycJgV38uf1MSJEyNWMPmw+17duIvGbz6nK+GqydBNEXHcZKcDkKp8D/gccJHTgYhtqsjUSNmJTCgUWhEKhd5T5PF/CYVClSRIreU0v9FeGNIzVL613LjtrXB6fb59N3HLvhuoLAGod2OCF3bD/bcay9Xu+mzGsrsdkRHiyYpInAQ7IlnL7ipY7mZn2rzpikVX0OHObKGffdFe6LnMWS3ZF/H5qjLW5Mi6pyXfEi7r61gVqgJlVE9IEIvHUkvlvn7/13OOt1PBKVZBMd9DofjNx4ciQyycshAPnowleubzePDYGropIo5TItO6xoAjwH84G4aUyVv6ELGj5Gb/YDB4YygUurYRwbSUSgZSllKvfTf1bEzw+AZ44uGCD8/19jCYTGbcuJjrtZyPjg5jWVuZDQHsTJs3TZ82neUfXp53Y7wLF6dMOoXdR3bnfS7rrBZrq2SzKlNs0KUp3xIu6+tkz4PJ9zzFmgWY82mszOQjO+6c85LnvLlxZ1RvSi1BK2foZiXza0SkIbSRrXU9CnyLylbYiHPCpQ8RO+z84X8mGAzmfuwr6Rkqc85N7plxGbdzzjXuL7crVz323UB5CVI5FZIXdhdNYgDW9S6hz9tDBy76vD2s600uu8MF8XhFy93M+SrFKgFnTjozdV+hZU8ddHDe684r+FzFLuKLVTSsz1NquVqpilL2MXaU2utTqoJS7iZ+c8bMsu5lXNV9Fcu6l7Fg8oKM5MRO8wARcYwuqlrX36D9Fq1I7TxrxE775e8C/xQMBqcBHwmFQjnDOYLBoB/4cigU+qtaB9j0Kh1Ima/F8uRpMH7AuJC/eolRLXlpxEhiKt13A8Zzm8nMcT3pikx2gtThKa9C8vsH0l9vfxq+8n2IxsDTAZ/6IJz6JmZ5u9l64pW5MVm2iOyJjLJoeA07IiPMTSY7s7zd6eVuec5toUqAz+sj4Uqw7ci2gqfDhYsOOlLLnro6ulLP9cfwH1PHWSsh2RfxhSoaicyGfgXbJJd6Hg8eYxkZsYxjbrjrhoylYvlaSReLexKTWDp1adEKSl9nH1vDW4kTr6jNczbr/Jps5jK89a+s55Kpl6gyI+KMQ04HIBXTEqXWpESmRlz5lqtkCwaDXwE+CfwE+EAoFDqcvH8OcBMQAAiFQh0FnyTz+RLJ4yuLutXlm7ECGFf3JX4fHq9R7SlnydqmtUYykogbe2KyE6Te7mTjgkS6WmPnte/6bPqxj/2XkcSkju2Ab/7f3Ocwl90lgJjxyfzpz9+Rsfysz9uTTn68ncaATRvyTa3PVmjZk2nDoQ2pi/hyZtC4cJEgkbotxazcZMdq3m+dI2NNAOzEVOgYN27mdc5jweQFRWMbi42xanxV0YGiHjy2Ew8759RubNK02r/BSxvrHxhyQYH/aIpIPdwe8PuWOR1EO7A1EDMUCn0qGAyOADcAPwsGgx8DrgI+hvFpwGNA4Y0KkmbtIJbDcgHscufuu3G74Q2z4IGvlTco8zS/UVGJxtONCfIxX75QslOkQpKRxOT7HpexJM6M975bUo+UbAhgQ7FP/U0ePCydupSuji7GYmNsOLQhZ7/GbO9s2/tv8imVxFgTFTduNh7ayMH4wdTjXe4uzp98Pid5TwLgkqmXsOnwJnYcMdpjF4rJhdFBLLuCk/3adjqImUv38iWF1vjtVk/yza/J3r9jzq+pZSKjPTki9gT8vkT/wNBh4HVOxyIyQagiUyO2EhmAUCh0YzAYfBm4DdievHsH8PlQKPS/9QiuLWV3EMuXMOCCqdPh0MvGhbx3EvTOhJd2wws7y9oYD9hrTJBIQCyZBFTSEMDTkVuRsbrshszvLcvdijYEsLkfqJyp9T6vL+ci3dyvsT28nXNedw6PHX6saGUnm5nAFKuYmFWHszvPZiw+xrpX1uU8v3n/wikLmemdSVdHF3979N/SN6mvZKKWIEEHHSRIVJ18lNrED+RNBPMlCeXMr6mVfNU56+/YPL8ikvIaSmREGkX70mrE1u7hYDDoCgaDHwE+lbzLBbwE/LWSmDLZabFMwkhiPnSdkQBc9C+wb4+RaFQ6B6ZUY4KY5QK5aEOAcLoBwBTL/sJPfTCdvJh7ZEzTenPjsczhKdgQwM5+oGRzgrfdt4GPr32Jf/7xfu5Z8w2GD+ZvGbw9vL3ksMfHDj/GoimLmNc5L2cqfanWxoXaFYNRETIrDnYGTo7FxlL3z/TOZNGURbgKrOCxJi+neE9JxT2JSczrnMclUy8p+8K90Cb+sfhYWRv3y20eUC1rdc7u+RUR7ZMRaSBVZGrETvvl/4OxpOxUjAzyJmA/cDPwcDAYfHcoFBquZ5BtpZIWy3aqOMWWfZmKNSaw2xDAfA9PPZoeCApw6pvy74kBeEueGV2W5W4FGwKUmsNj2Ws0KXkeO6MJnj50IFUhyf7UP0Ik1bGrWOVmd2Q3CyYvYMHkBYRGQ6kL9lKtje1UHMqpHlmXWu2K7ErtwSn0cwkSdLo7WdZdn6W3lWzct9M8AIzfzYZDG6pe+lXp+RWZ4JTIiDSOKjI1Yqci8yOgD6N72SmhUOjaUCj0P8ClGMnNQDAYnFm/ENtMJS2W6zUo08pSIeHqJXB8D7hdxq3ZMc0qEYd4NDOZyefMd8IJJ+feby5383hzn8PlNu4vNofHutcoq0o119uDO1m5cJHb8tjOsMfB8GDqeLtLo6B0xWEsNpa6qC8nBsi/18TOz9VSdpKQrzplJgmm+Z3zU8ljoVbYYFSV7LRjNvc3hUZD3Dp6K6HREBsObUhVWJrhPIm0ICUyIo2jikyN2ElkHgLmh0Khj4ZCoefNO0Oh0GrgfcAJwG+CweDpdYqxvdhJGLKXVNVrUKbVaX6jAgLphgDfWm7c9nYblaBr74DLVxi3w6Ppn53Rl7t8bFovXHA5nPWOwq9ZzRye7CqVJbafuC5MLVXzTZ6edzYL2N+vYXdpFBSfL3OC5wRWja/KWO5Uzp4RJ/aaZKskSSg29ydbqaVfdubRNMN5EmlBSmREGmfc6QDaRcmlZaFQ6MIij/04GAxeCDwAbATy96aVNDsdxLKXVNld9lXuoEyrYg0BoHgDgH1Dtlsk531d63I3c75Oqc5s+apUydhO+uqDbE2e17DHxe0FWiaXmrdisrs0Cgp3FXPj5tnos8TI7OZmNwYwEirzIr2cn6ulSpMEa/OAJ8NPVrT0y+6ytmY4TyIt6FWnAxCZQJ51OoB2YbtrWSGhUOg3wWDwfOCnNYin/dnpIJa9pGrWWek5MLUclJnNrJBYB3Wa6lUJsso3XycShh2/M/5BOrGxGdukaGY7ZOuFc/fUbnqm9nBw/GDRYY/zO+eXbMlcaC6MKUYsb2czuzHsjezNuICvxaDKSlSTJJjNA8xzCeW1Y7a796XL3cVYfKxo4lnv89Ts1Jpa8ni+9CEiUiPPOB1Au6g6kQEIhUJPBIPBt9XiuSaEnIThSOaMlex9IZVUcSplrZDcc339K0GmovN1LMxGA1ZFYjviyezyZb1wPjh+kN7uXm75xC0Zx2TPW7E9V8XdxZbwFraFt+VUDazzZcqNwaxEWJ+j2lkxlbJTnSqVJFRa1bE7j+bP8T+nkkqnzlMzU2tqKWCP0wGITCBPOx1Au6hJIgMQCoV21+q5JoRiHcTyHVtuFacWGlUJAnj84XQSU3C+TlL2srcCscVdLgZnGGMRzE/w9x3cl36aPJv1PXiY4ZnBPeP35HxSXWyuivkp9tmdZ7MtvK3oWy3VMMCDJ2Pmi51KROo9kWBzeHPdPlm3W50qliRUWtWxmwBFiBCYEqjZQM92UknXOZkwlMiINMZ4wO972ekg2kXNEpkJx9zLYS7BKrSXo1bKreLUQqMqQc/tgKEn0t9n78e5+fvGbJpCiU2B2GJu2HLyUUD6E3yrfJv1EyR4JvpMwU+qzZbMhdhJOopdvLtx51xE2qlEpN4zsbp+sm67OlXkIrjSqk45CVCpgZ4T9SJdramlCCUyIo2hZWU1pESmEoX2cjz1qHHhf/7S4h23KlVOFadWr1fLSlC+5G9GHzyzNfO47D0vw6PGkrHsRgPWWPLEtv4vJvPy0cafuPUTfFMikSAai3Lg5QOpqkb2Znwo75NqO0lHsYv3eZ3zcp6/nPbP5cZbiWqThEqrOuUmQOaeHF2Qp9ldnpe9P0kmBCUyIo2hZWU1pESmXMX2ciTiRvVi42qjelKPKkmj1aoSVCj5s1ZizCVlcUvCYSYwhRoNgNGuOU9sL8TuhTyf4FsdHD+YU9WYuvcAi5feSfeu/YzOPpa1q69gfKa9T6rtJB3lLskqVYlw4pP1apKESqs6tVjWNtGpNbUUEvD7XuofGDoETHY6FpE2p4pMDSmRKVf2/JJ8ezliMeO4RlVO8qnl0rdqK0F2N/KbS8qsju+BaAz2jxVoNNCZjs36nnf8jis9HWybMYnNJx+V8Ql+3FK9yVfVWLz0Trp3DuOOJ+jeOczipXdy9yPGJ9Xbw9tJkCjY7cnu8qd8Znhm5L2/VCWiFT9Zr6SqU4tlbROdWlNLCUOAZsKJ1JcSmRpSIlOuIvNLMmar7HncuUTGqaVvhViSvz2RURYNr2FHZIS53h7W9S5hlje538W6pAyMQaE3Xpk/YYTMRgN53rMnGuPNe1/jzXtfI+qGvzvjX9hy8mQ+c9+XiyYY3bv2405WhdzxBN27MjeSm0mF9XtzT0pfZx9Php8kQaLkzJlsz0SfYdX4qpy9LaUqEa36yXolVR3tfalOLbrOSVvbgxIZkXrT0rIaUiJTrkbPVilXMy59syR/i4bXMBgZIU6CwcgIi4bXsPXE5H6XQm2USzUaKPKezebL3jjM23uY0549zOG3XsZ/PHJXwQRjdPaxqYpM3O1idHZmopM9J8a6J2XRlEX8KfwnwFhCZr1YvHPdnTldxgo9j3VvS7FKBEy8T9a196VyWp4nJWifjEj9DTkdQDtRIlMub2fjZqtUohmXvlmSvx3JJAYgToIdEUvyV6jFc7bsRgOb1tqq+HQAHTH4x0EPr3vfv6UaAWRbu/qKnD0yVsX2pOyO7MaFKzXz5fb7b+fAywcA2HdwH7fffzufu+xzJZ8ne29LvkqESZ+si11aniclaIyCSH3FgD86HUQ7USJTrkbOVqlEMy59syR/c709qYqMGxdzvZbkr1DlxeWCDq9RccnXaKBAxSe87wDxW++AA/GMRM4dh7N3H+KXZ0wFjAs4V7J2EyPG+Mzp3P1I7ifVpmJ7UsxlZSYzicn3fbl7W6yViLHYGKvGVxElqk/WpSxanidFPFH6EBGpwmDA7zvkdBDtRIlMuRo1W6VSzbj0zZL8retdklMxKchaeSm2p6dAxad/NfgOxCBBRiLXkYC+58L88gwyLuDG4mMFP6m2fl9sT0r2sq9iKt3bMhYbY3N4c0bCZKVP1qUULc+TAh7FaPXodToQkTb1B6cDaDdKZMpV69kqtdaMS98syd8sb3d6T4xVhwdOOh2eGyy/xXOBis/cA9BhXutnJXKdUbiq+6qMp+nq6Cr4SfX28PaKupH1TOth5OWRjO9Nlext2RvZW3CvDIAHD6d1nqZP1kWkbAG/77X+gaEtwFucjkWkTSmRqTElMpWo1WyVemjGpW92k79KO6kVqPjsPdbNyfvjuMpI5Ap9Up0gkbfb0zFTjyEai3LNbddk7HMxLfs/ywp2Lit3b8tYzKgYRYkWPR1OJjFmtahQe2oRaXoDKJERqZfHnA6g3biyBwQ2QjAYTACEQqGGv3bbGx+BdbcVn9ni8TozsDNjtk0Nk79C77lQswMA35nw9osLxJY7d2csNsa6F+/ijN3j9D0XZlI0wRGPi9NeuIOhQwdIYFRVert78+5XKYcHT0bXMtOGQxtSyVShRgFu3MzrnOfIkqFC1SLrUjdrW2lpK67Sh0gr6B8Y+gDwQ6fjEGlDYWBawO8LlzxSbFNFpt0089K3agdrFnte8z2XGrppZSYvu/4AsawqR9bcnS7gkl8eJBGPppardUYTPJ1MYiD/cM183LhTX5fTNWowPJg6vtmGYBarFhVqKy0iTem3Tgcg0qb+oCSm9pTItKNmXvpWL+Z77l8J8RJd2wCe2QbPboNoFApsmk/N3fnlPQC4s5MdMvfkuMjc5+LFy6mdp+btDAWU3TXK3KMDzTcEc3N4cyrJKqettIg0l4Df92L/wNAQ4HM6FpE2M+B0AO1IiUy7qlf1o5lN7UknMVC8a1ssT+Wm4NydaMFjfvLxC3mP90F2REZ40+TpfMiyz+XUzlOLdoYqt2uUF6+thgNODMFs5mqRiJRtACUyIrWmRKYO3KUPEWkh3s7018f1GJv8IXezv2l4FK69Ay5fYdy+OAJxSwUnm1nlSR5z0lcfZOuJVxKduZxtJ1yZ2uhfjxkufZ19qWVpVyy6gt7uXtwuN73dvY4PwWzmapGIlE3Ly0RqK44SmbpQRUbqq8Qm+pqz07XNyrr8LB5L359dwTEVqfJMiibqOsNlfud8toe3EydecAhmnDjheJix2FjR1691d7Fyq0XqbibS1HTBJVJbjwT8vgOlD5NyKZGR+nluR27TgaxN9BW3XC7EzsBSK2tiYlWoglNkNs8Rj4t5nfPq1v64q6OLhVMWFp0jA7AzspPdkd0Fu4Tl6y4WIcLW8Fa2h7dX1F2sr7Mvb3vqfG2l6/H67UjJnjjoT8CLwPFOByLSJu53OoB2pfbL7abRFZBicTjVBjpfAgXprm2JRHrfi7mczPzfgafD2GeT3a7ZVGgfjcsNc85tyJ6ksdgYmw5vYseRHUWPy9fGeSw2xqrxVUVn0RRq/1wqJjvPu2jKIta9sq7mr99uWrCVtdovt5n+gaHbgX9yOg6RNjE74PftdjqIdqSKTDtxogJSyLYBIw4osok+ZhxX64v/Ul3btg0UX36Wnbx0JP9nEosWrvJ0dBjP3QBdHV1Mck3CjZs4cabuPcDipXfSvWs/o7OPZe3qKxifmb9LWL26ixWrFlkvvndFdqm7WQlqZS1N4n6UyIjUwp+UxNSPKjLtwk4FxOWCDi9Ej9S/UnPP9UYSBZlVD5cLju9JJwPeTvjQdZnvo94VJTvnCjLn7kD+Ko9VA6tfodFQak/KpW9dQffOYdzxBHG3i9FTern7EWP/zCQmsax7Wd6fW3H3ioy9LNZhntk/Z9dYbKxoW+l6v347aPbBpwWoItNm+geGJgH7galOxyLS4r4Y8PuuK32YVEIVmXZhpwKSSBhJDNS/UhOxzHwq1gY5Yuli1aiKUrGhoSkumPlmOOud6aQko8qTZ6ZVA6tf1i5h3bv2444b59cdT9C9q3CXsHp3F+vq6CraVlrdzUpTK2tpBgG/70j/wNCPgQ86HYtIi7vP6QDamdovt4s9j6cvyLNaBOdtIwzJgY8R44J+PE+HrmrYbYPsTc48GR8x4ohGchOLesRpLj874ZT8j7tcxsDMcUuTEXM2z0X/Yuzvyaee59TCS/r1R2cfS9xtnN+428Xo7MIzZaw/d2z3sbiSv5dGzaJx+vVbgZI9aSI/dDoAkRb3dMDv2+J0EO1MiUy7sFMByZ6ZMjxq3G/uVamlWWcZS7PAqAgd3wPu5LIyaxvkWAQ2rYXHH86sKDUqzn178t9fLCHJrn41KlYL60yZtauvYPSUXuIdbkZP6WXt6sIzZWZ5Z6W+LjSLBsDnrc8svGaehdMslOxJE1kPjDsdhEgLu9/pANqdEpl2YacCUqhSk4gbFZ1aOs1v7C+B9Ab5by03bq2b6eNxYznW0BOlK0q1jtOSkOyJjHL683fg2buC05+/gz2RIgmJnepXPc6pxfzO+amEYHzmdO5+ZDm37b+Fux9ZzvjMwkM5Ey6be+LqtOPBGrc5C+eWT9zC8kuX13WYaCtRsifNIuD3HUYXYiLV0LKyOpt4e2SapT1xrdkZBGl3r0ol8p3XN/jgpT3JZKHIBXT2UrJ6xmllSUgWDa9hMDJCnASDkREWDa9h64lXphMSa2e1Svb/1Fi+LmHTXo1y9u5DnPpcGG80QcLjxX3yrzL+toeODKWeo9D+i9RxRzcmblM9h4m2EjuDTyd6sicNtRr4iNNBiLSgF4HfOB1Eu5tYiUwztSeuNTuDIIsMc0ztValEofP6wi7jk30XmXlMoWYE9Y4zmyUh2ZFMYgDiJNgRKZKQeDvTP9uoWPOY6Z3JJVMvYUt4C4ee2cK7HzuIOw4dyXPtikZy/rabYf+FNe5C3c0mMiV70mR+jtG97NhSB4pIhm8E/L6Y00G0u4mztKzRm8kbzezE5fGm96ZkK7RXxeU2KjqVKHVe4/F0xcJUqhlBPeLMx5NONOZ6e3An11O5cTHXa0lIsjf229n/U+tYC+jq6GJB9AwW/mEcbyydxKRk/W178TLt1Sh/88dx5nqOyXjPx01r3P4Ls7vZsu5lXNV9Fcu6l7Fg8gJdnCeZyd68znmp38UkJjGvcx6XTL2k2YZhShsL+H1R4JtOxyHSYiLAHU4HMRG0XkWm0qVhTg5obJR8gyA9XmOQY6JIpaaaYY52zmv2Y3HL1Xb2cixo3NDJo7vg5WEAfuK6kCOh7zNzf4y9x7qZdPWFmcdZ2al+FYu11ssbs/b6LBpew47ICHO9PazrXcIsb/pv+6+Onc7pjzyBOw4P9C5JHTvH28N9U9/P9n1hnn3DUSX3X4zFxtgc3sxgeJAIEbx46evsY37nfCUjNVKqlbVIA30N+DTgLXWgiADwo4Df96LTQUwErVWReW6HMcjwqUfTS3vMpWHrbjMeL6QJNmg3hNki+EPXwWU3wCVfgHdcmr9S43Ib95+/tPL9QXbbPlsfy4ghazmWGVet48zn1bHUlyd99UFm74/jScDs/XFO+uqDeY8Dile/SsVazd9wIXn2+sQse30A4/HdWzjzka2pys0sbzdbT7yS6MzlbDvxSua6u1n42Mt0vRovuv9ib2Qvq8ZXsTW8NbVULUKEreGtrBpfxd7I3vLfg4g0rYDf9zxqxSxSjq86HcBE0TqJTLVLw5pgg3ZDjY8YbY3vuR4e/i7ggqnTk8upXEYVYM65RgWnmn1Bds+r9TFTvuVYvjONuLydtY0zn6jld10s9miEHGb1q5xY67W80e5en+gRXHHjdQt1aXPHIfDM9IJVlbHYGOtfWU+UaMbeDeP14kSJsv6V9YzFxsp7DyLS7FY6HYBIi3gi4Pdpk3+DtM7SsmqXhjXJBu2GyLf5PnrEGO7Y0QHv/HDtkgK75zX7seN7cpdkdXTAWe9MV5Xqrdq/CTNOu7HWa3mj5X3M9fakuq/l7PWBkl3aOhIwde9u+Kv8L7U5vDmVwEzde4DFS++ke9d+Rmcfy9rVVzA+czpx4mwJb9GSKJE2EvD7ft8/MLQJOM/pWESa3NecDmAiaZ2KTLVLw5pog3ZdNbqpgd3Bl8Ueg/osHSul0X8T9VreaHkf63qX0OftoQMXfck9MkDOEriyurRZDIYHU4nM4qV30r1zGHcsTvfOYRYvvTP5fHEGw4PlvQcRaQUrnQ5ApMmNAqucDmIiaZ2KTLVLw6rdoN0qGt3UwM55heKP+c5MV2IaqdF/E/Va3mh5H+a+lxwdHYAntZyuaOWmSFXS2r65e9d+3Mk9T+54gu5djWnfLCKO+V/gWeCNTgci0qS+HfD7DjkdxETSOhUZO5ProfgyoEo3aLeSRjc1KHVe3R3Gv0Ln/J0fgbdf7Mx5b/TfRLV/w4XYfR8nn22vclOkAuW1NC0anX0scbfxHuJuF6OzG9e+WUQaL9mKWctmRPKLAyGng5hoWqciY2dyfallQPnaE3snVdf6NlutW+uWy4mmBqXOK9T3nNtR7PdS778JUy3+hgux87c9dbq9yk2RClRfZx9bw1uJE2ft6ity9siAMbSxVPtmEWlZdwDXAZOdDkSkyawK+H27nQ5ionElsjtJNUAwGEwAhEJlJK7jI0Z72nwdpEwer3Ex51RVJd8mezAuTjs6UtPV6+qe69PJzLV3FN5g7+00WjRPBM3we4Hm+Buu8lyMxcZYNb6KKNGCx3jwcMnUSzRPZmJxOR2ANE7/wNBXgGucjkOkiRwB5gb8vr1OBzLRtM7SsmZfGtboTfaFtENTA2vr6Ls+a9xuWlvZuWuW3ws0x99wJW2jLbo6ulg4ZSEePLiz/vPhxo0HDwunLFQSI9LevoSxqVlEDF9XEuOM1qnImDKWCDm0TCmfTWvTy4YKbbJ3uY0Lxnq2Fm6GT/2rUcvqyfgIbLgbXh42vnfy95IdVzP+DZdhLDbGlvAWBsODHOEIk5hEX2cfZ3ee3XRJzFhsjM3hzQyGB4kQwYuXvs4+5nfOb7pYW5gqMhNM/8DQp4CbnY5DpAn8GTg54PftL3mk1FzrJTLNqpmWdDXLUqpy1TIJM8+B9bmc/r1Iw+2N7GX9K+uJJ//P5E7+38IpC5npnelcgO1DicwE0z8w1AlsB3xOxyLisC8E/L7rnQ5iomqdpWXNzolN9oVUuXzIMdmto6+9Ay5fYdwOJ1cxmK2ji7EuJ7Ny+vciDTUWG2P9K+uJEs1IYsCYdRMlyvpX1jMWG3MmQJEWFvD7wsC1Tsch4rBh4Bang5jIWqdrWbOrdkp8rZU7db4Z5GsdnbC0jr7xynTr6GLvq9AsHbcb4sn7nfq9SMNsDm9OJTBT9x7I6bA2PnM6ceJsCW9hweQFDkcr0pLuBT4JvMXpQKq17gff5qF195JIJLhg8d+z+OLLWf3/VvLQunuZ2nUMAJf+06c55625/63YvGkj37z1euLxOBdcdDEf+PAyAO4K3cTm323EN/s0rv78VwD4xU/v45XxMRZd/NHGvTmppy8G/L5XnA5iIlNFplbaYZO908qtahVqCrB7S/5ZOrE4eDr0e5kgBsODqURm8dI76d45jDsWp3vnMIuX3gkYlZnB8KCTYYq0rIDflwA+7XQc1Xp6zw4eWncvX77zPlZ+Zz2PDWzghWeHAFh88eWs/M56Vn5nfd4kJhaL8Y1bvsB1N3+b2+5+kF//fB3PDu3k1VfGGXxyM7fe9RPi8Rh7dw8SDh9mw09+yHvef2mj36LUxx7gG04HMdGpIlMrjZ4S3+yy57Z4JsHRXfDqmDFdPt98nXKqWvn2AUXC6YYLpuyEKB6Hby3PjLVZfy9OzyRqcRHSSwu7d+3HHTf+DtzxBN270nsyj6BlhSKVCvh9v+4fGOoHAk7HUqnn9u5mzuln0fm6owA4/ey/ZNOvfmbrZ3duf4LjZ7yJ4048CYC3vesifvebh1j4gY8QjURIJBIcCR/G4/Fy/z13cNHf/QMej7fEs0qL+HzA7yuyqVcaQRWZWmmG1rrN4rkdxqb9px5NJybRI0b3sGjyotFMOtbdZhwP9qpa5s8+/N3CLZWtjusxEiHITYigeX8v+c5hvnMGtW1X3Ua8pC8WRmcfS9xt/B3E3S5GZx+bemwSWlYoUqV/hyLDpZrcSbPmsO3x3zP+8ijhw6+x+ZFfcmD4RQDW/+i7XHXZe7jtxn/nlfGXc3724P6XmN57fOr7nmOP5+D+fRw1eQpv/Zu/5ZMfvYje49/I5KNfz87tf+Qv//qChr0vqauNwGqngxB1Lau9NmitWxU7nceymZ3IoPyfLdRS2c7j03rhHZc23++lnO5t4wdas0NdA2w4tIGt4a3EiRfcI+PGzbzOedojUz11LZvg+geG/hv4N6fjqNRDD9zLT350N687ajJvnDmbSZ2v4wOX/jOvn3YMLpeLe+68hdGRYT5x7X9n/NzAhh+z5fe/4uOfuQkw9sDs3P4EV37yPzKO++pNn+G97/8wu3c8yZbf/5qZJ/dx8T98vFFvT2rrMHBmwO97yulAREvLaq8VN9nXUqGN9sf1wIcvhO89mJtUmJ3IzltsXHj/8h6I2fxwL19TgKuXFE9uwEgEmjGJgeLn0HrOHn8Ynt2WP+FJxI1ljhtXN+/MoDqb3zmf7eHtxIkzPnM6dz+yPOcYN27O7jzbgehE2s7ngfcCpzsdSCUuuOjvueCivwfge9/4Mj3HHkfXMenK7QWLP8iX/v1jOT/X03tcqnoDMLL/RY6Z3ptxzJ6ntgJwwht9fPPW67nxa/dy8xf+lReeHeKEN6p7dQv6opKY5qGlZVJb+TqPxZNJxle+n/n9yjXGcWYnMoCp02HytPTzWdsw//vXjX/Wlsz5mgJkv675OqZSy8mcXqpV7Bxaz9nTT9amXXWb6uroYuGUhXjw4M76T50bNx48LJyyUEMxRWog2Y75I7ToErOx0QMA7H/peTZtfJC3v2sxBw8Mpx7/3a8e5KRZc3J+7pS+M3jx2b3se+FZIpEj/ObnD/AW/7syjrnnm7fwoY99kmg0Sjxu/Lfd5XIRPny4ju9I6uSPwH+XPEoaRhUZqa1inceisfRj+TqR5Rtiaa24mBfnkL6oz9cUoFjHMyheoSjWRGD35sYs1bLbvS1uOZ/VtKtuYzO9M7lk6iVsCW9hMDzIEY4wiUn0dfZxdufZSmJEaijg923uHxj6EvAFp2Mp1399Nsifx8fwdHi48pr/ZMrUafzPF69haOc2XC4XvcfNYNm/fQmAgwf28dWbPsN1N3+bDo+HK675D/7zmsuIxeO8a+GSjIRn069+xuy+Mzhm+hsAmHv62fzrR/6WmSf34TvlVCfeqlQuCvxjwO9ryWS9XSmRkdoq1nmsw220QM7XiczjLT3E0sq8qL/pn3OXXlkv6nM6nnUWr8TkiwEau1TLbvc2Kw37LKiro4sFkxdoH4xIY9wAXAT8hdOBlGNF6Ac5933y8/nnHB4z/Q1cd/O3U9+f89YFeVszA5z39ndz3tvfnfr+ox+/lo9qjmir+lLA73vM6SAkk5aWSW0V6zz2qQ8Wnq9zdFf+ZVJud7rrmJV5UW+2uv7WcuO2t7vyOT7Ze1OcWqpldyaRtTtese5sGvYpIg2S/LT6I0C41LEiLeQPGEm6NBl1LZPaqrRrGa50a+Zr70hXIcAYYhmPw/Qu4/sDY4U38Zd6nWLVlHuuT1dCrDG4kkmEORvI2wkfus7+65bLbteyN54Ge/9kVIsKNQVwuWHOuRN2aZk0jLqWSYb+gaFPA192Og6RGjgM/EXA79vmdCCSS0vLpLbMeTr5WgJns7YIfvi76fuzl5PlG2KZT4cX4lFIQPL/5b5OsSVhdvem1HupVrFzmPFepie7lmkIq4g0nVswhmS+zelARKr0GSUxzUuJjNTejLlG5cM6T8fjNZaPvTpmVBqy5+tUsi8k36yUaub42I2hEUu18p3DfO/FVsIz8Vovi4izAn5fvH9g6B+ALcDrHQ5HpFL3BPy+W50OQgrT0jJpDpvWGp3Bii2TsvJ21n7QqJ0YmnGp1kQfwirNQEvLJK/+gaH3Af+L/kak9WwG3hbw+15zOhApTImMNIdyptnX6+K8GWIQaU26SJWC+geGvgh8zuk4RMqwHzgn4Pc943QgUpy6lklzMPeFeLyZ3bjA+L7UEMt2iUFEpP18AXjA6SBEbIoCS5TEtAYlMtI8zH0hc841lo7hMm7nnGvcX+9BlM0Sg4hIGwn4fXHgUmCH07GI2HBNwO/b6HQQYo+WlomISLW0tExK6h8Ymg1sAlTWlmb17YDfd7nTQYh9qsiIiIhI3QX8vl3A+4A697AXqcjvgGVOByHlUSIjIiIiDRHw+34N6BNvaTbPAu8P+H3hkkdKU9EcGZFyZbQ7DtenFbSISJsK+H2r+geGTgb+0+lYRIAXgHcE/L4XnA5EyqeKjEg5ntthtGh+6tH08MxI2Ph+3W3G4yIiUlTA77seWOF0HDLh7QPemVz2KC1IiYyIXeMjsHG1MWcmEc98LBE37t+42jhORESKCvh916JkRpxzAHhXwO8bdDoQqZwSGRG7tg1ALGZ8PTwK194Bl68wbodHjftjMeM4EREpScmMOGQUeHfA73vS6UCkOkpkROza83i6ErNyDbw4AvGEcbtyjXF/Im4cJyIitiiZkQYbBy4M+H1bnA5EqqdERsSuiKWZyUsjYM5gSiSM71PHqbOoiEg5lMxIg7wCvCfg9z3qdCBSG+paJq3Hqa5h3s50MnNcj1GJSSTA5TK+Tx03qX4xVEPd1kSkiQX8vmv7B4YAljsdi7SlQ8BFAb/vt04HIrWjioy0lkJdw3b8Du5fCU89Vr/XnnUWuJL/k7l6CRzfA26XcXv1EuN+l9s4rtmo25qItABVZqROXgL+JuD3bXQ6EKktVWSkdVi7huWTiMMj9xlfzzmn9q9/mh92b4ZoHHq74cYrc4/p6DCOaybFzlsibryfjath0SdUmRERxyUrMy8C/wN0OB2PtLwngYUBv+8ZpwOR2lNFRlqHna5hAJvur08L5Kk9cP5S8HjTlRmTy23cf/7S5ksG1G1NRFpMwO+7DXgPMOZwKNLafgr4lcS0LyUy0joKdQ174UDmRXkiUb+L8hlzjcrFnHONPSa4jNs55xr3z5hbn9ethrqtiUgLCvh9DwF/CTzldCzSkkIYe2LGnQ5E6kdLy6R1FOoaBhCNGRfl5nKvPY/DeYvrE8fUHuO56/X8taZuayLSogJ+31P9A0PnAT8A3uV0PNIS4sCnAn7fSqcDkfpTIiO1U++uWNldw144kPm4Lsrza/VuayIyoQX8vtH+gaH3YOyZ+bjT8UhTexVYGvD71jkdiDSGlpZJbTSiK5a1G9jVS8CTtQdUF+X5tXK3NRERIOD3RQN+3yeAZUDU6XikKT0N/LWSmIlFiYxUz9oVy9yLYUrEjfs3rq5+A/5p/vQFudk17ITpxkX5CdPTF+W4dFFudZrf6KYG6fP2reXGbW+3cX8zdlsTEckS8PtuB94NvOB0LNJU1gBnBvy+LU4HIo2lpWVSveyuWCvXGMu8jkt+4t/bne6KVc2+kqk9cF4g3WK5UAtkj0cX5VZmt7WNq43fgzXZdLmNJKYZu62JiOQR8Pt+0T8wNA/4GrDU6XjEUYeAqwN+351OByLOUEVGqtfIrlhzzoG3vs/Y35HD1bwtkJ3Wit3WREQKCPh9owG/70PAxUAd+u1LC3gcOEdJzMSmioxUr9FdseacA8f5LI0Fjhh7YmrZWKAdtVq3NRGREgJ+35r+gaFfA3cCFzkdjzREFLgJuD7g9xWYkC0ThRIZqZ4TXbF0US4iIkDA73sJWNQ/MPRRYCUw1dmIpI62A5cF/L5HnQ5EmoOWlkn11BVLREQcFvD7vg2cAfzC6Vik5o4A/w3MVxIjVqrISPVO88PuzRCNF96Ar65YIiJSZwG/7+n+gaF3Av8EfBGY7nBIUr21GAMudzkdiDQfVWSkemZXLI83XZkxudzagC8iIg0T8PsSyTbNpwC3orkzrepPwAUBvy+gJEYKUSIjtaGuWCIi0kQCft9YwO+7Gngz8BOHwxH7DmAMPj074Pf93OlgpLlpaZnUjjbgi4hIkwn4fYPAe/sHht6B0e3qXIdDkvwiwG0Y3chedjoYaQ1KZERERKTtBfy+DcBb+geG/g64AdBSgeYQB+4Dlgf8vp1OByOtRUvLREREZMII+H0/BE4H/gF4wtloJrTXgNuBvoDf93dKYqQSqsiIiIjIhBLw+2LAXcBd/QNDC4CrMQZq6gPe+jsAfA34WsDv2+90MNLalMiIiIjIhBXw+34B/KJ/YGg28K/AR4EpzkbVlnYCtwB3Bfy+15wORtqDEhkRERGZ8JItfv+1f2Do88A/Ap8AZjoaVHv4LXAz0B/w++JOByPtRYmMiIiISFKyY9Yt/QNDtwKLgUuB9wBHORpYa9kOrAa+r70vUk9KZERERESyJPfR3Afc1z8wNAVYCCzBSGomOxlbk9oLfB9YHfD7/uhwLDJBKJERERERKSLg970C3Avc2z8wdDTwXoykZiETO6l5CfgBRvKyyelgZOJRIiMiIiJiU8DvexVYA6zpHxiajJHUvA84HzjRydgaIAY8CjwMPAT8WvtexElKZESksPER2DYAex6HSBi8nTDrLDjND1N7nI5ORMRRAb/vEPDD5D/6B4beBPiBv0renkFrt3SOAluAAWADsDHg9407G5JImhIZEcnvuR2wcTXEYpBIfuAWCcNTj8LuzXD+UpihwdgiIqaA3/c08DRwD0D/wNDrgfMwkhp/8utmbe0cBYYwNupvwug29mgyWRNpSkpkRCTX+IiRxEQjuY8l4hCNG48v+oQqMyIiBQT8vj9jLMF6CKB/YMgFvBGYA8xN3s7BaPN8EvXfb5MAngOewpjr8pTl31DA74vW+fVFakqJjIjk2jZgVGIAhkdh5Rp4aQSO64Grl0Bvt/H4tgE4b7GzsYqItIiA35cAnkn++3n24/0DQz3AmzCSnW6MxKbQv6OTtwngz8B48t+fs27Nrw8AuzWMUtqJEhkRybXn8fRyspVr4MURSCSM25Vr4MYrjcf3PK5ERkSkRgJ+3wgwAmx2OhaRVtDKG9BEpF4i4fTXLyWTGDBuXxqxHHeksXGJiIiIJCmREZFc3s7018f1gMtlfO1yGd+njpvU2LhEREREkpTIiEiuWWeBK/mfh6uXwPE94HYZt1cvMe53uY3jRERERBygPTIikus0v9FiORo3NvbfeGXuMR0dxnEiIiIiDlBFRkRyTe0x5sR4vOnKjMnlNu4/f6laL4uIiIhjVJERkfxmzDXmxGwbMLqTRY4Ye2JmnWVUYpTEiIiIiIOUyIhIYVN7jPbKarEsIiIiTUZLy0REREREpOUokRERERERkZajREZERERERFqOo3tkgsGgky8vIiK1kQiFQi6ngxARkYlFFRkREREREWk5rkQi4XQMIiIiIiIiZVFFRkREREREWo4SGRERERERaTlKZEREREREpOUokRERERERkZajREZERERERFqOo3NkRFpdMBj8GXAB8IFQKPQjy/0u4NvAZcB/hUKhzzgUooiIiEhbUkVGpDr/BsSBG4LBYIfl/psxkpg7lcSIiIiI1J4SGZEqhEKhJ4DvAacCHwYIBoPXAtcAPwD+2bnoRERERNqXBmKKVCkYDM4AdgL7MCoxtwEPAotDodARJ2MTERERaVdKZERqIBgMrgDMJWS/BS4IhUKHso55O/Bp4C+AE4CPhkKh7zQyThEREZF2oaVlIrWx3/L1P2YnMUlTgCeBq4DXGhKViIiISJtS1zKRKgWDwaUYS8peAo7DSFSWZR8XCoV+DPw4+TPfaWCIIiIiIm1HFRmRKgSDwfcCdwFbgTOAQeBjwWCwz9HARERERNqcEhmRCgWDwbcBPwSeA94dCoX2A5/HqHTe5GRsIiIiIu1OiYxIBYLB4JnAA8DLGBv7XwQIhUI/BB4DAsFg8K8dDFFERESkrSmRESlTMBicjdFeOQFcGAqFdmcdsjx5++WGBiYiIiIygWizv0iZQqHQLoxN/YUe/zngalxEIiIiIhOP5siINEgwGJwCzE5++1uMfTRrgYOhUOgZxwITERERaUFaWibSOOcAW5L/jgL+M/n19U4GJSIiItKKVJEREREREZGWo4qMiIiIiIi0HCUyIiIiIiLScpTIiIiIiIhIy1EiIyIiIiIiLUeJjIiIiIiItBwlMiIiIiIi0nKUyIiIiIiISMtRIiMiIiIiIi3n/wOZFGRC3SxRCgAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 1008x720 with 4 Axes>" ] @@ -835,20 +665,20 @@ } ], "source": [ - "show_results(y_proba_val2)" + "plot_results(x_test_enhanced, y_test, y_pred)" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "End time is : Tuesday 15 December 2020, 15:06:44\n", - "Duration is : 00:01:02 112ms\n", + "End time is : Wednesday 16 December 2020, 12:52:20\n", + "Duration is : 00:00:02 592ms\n", "This notebook ends here\n" ] } diff --git a/LinearReg/modules/RegressionCooker.py b/LinearReg/modules/RegressionCooker.py index 8aca88e6c0c8c6f1044c1934303bbb0825a3a30c..46df29d6b9fa61b15a0d48ff8979ff7634104f3d 100644 --- a/LinearReg/modules/RegressionCooker.py +++ b/LinearReg/modules/RegressionCooker.py @@ -14,23 +14,25 @@ import numpy as np import math import random -import datetime, time +import datetime, time, sys import matplotlib import matplotlib.pyplot as plt from IPython.display import display,Markdown,HTML +sys.path.append('..') +import fidle.pwk as pwk class RegressionCooker(): - __version__ = '0.1' + pwk = None + version = '0.1' - def __init__(self, mplstyle='../fidle/mplstyles/custom.mplstyle'): - print('\nFIDLE 2020 - Regression Cooker') - print('Version :', self.__version__) + def __init__(self, pwk): + self.pwk = pwk + pwk.subtitle('FIDLE 2020 - Regression Cooker') + print('Version :', self.version) print('Run time : {}'.format(time.strftime("%A %-d %B %Y, %H:%M:%S"))) - if mplstyle is not None: - matplotlib.style.use(mplstyle) @classmethod @@ -99,6 +101,7 @@ class RegressionCooker(): print(f"X shape : {X.shape} Y shape : {Y.shape} plot : {nb_viz} points") plt.figure(figsize=(width, height)) plt.plot(X[:nb_viz], Y[:nb_viz], '.') + self.pwk.save_fig('01-dataset') plt.show() self.vector_infos('X',X) self.vector_infos('Y',Y) @@ -111,7 +114,9 @@ class RegressionCooker(): if i<0: print( " #i Loss Gradient Theta") else: - print(" {:3d} {:+7.3f} {:+7.3f} {:+7.3f} {:+7.3f} {:+7.3f}".format(i,loss,gradient.item(0),gradient.item(1),theta.item(0),theta.item(1))) + print(" {:3d} {:+7.3f} {:+7.3f} {:+7.3f} {:+7.3f} {:+7.3f}".format(i,loss,gradient.item(0), + gradient.item(1),theta.item(0), + theta.item(1))) def __plot_XY(self, X,Y,width=12,height=6): @@ -184,10 +189,13 @@ class RegressionCooker(): # ---- Visualization - display(Markdown(f'**Visualization :** ')) + pwk.subtitle('Visualization :') + self.pwk.save_fig('02-basic_descent') plt.show() - display(Markdown(f'**Loss :** ')) + + pwk.subtitle('Loss :') self.__plot_loss(loss) + self.pwk.save_fig('03-basic_descent_loss') plt.show() return theta @@ -257,13 +265,17 @@ class RegressionCooker(): # draw_theta(epoch,mse,gradients, theta,0.1+epoch/(n_epochs+1)) # draw_theta(epoch,mse,gradients,theta,1) - + # ---- Visualization - display(Markdown(f'**Visualization :** ')) + pwk.subtitle('Visualization :') + self.pwk.save_fig('04-minibatch_descent') plt.show() - display(Markdown(f'**Loss :** ')) + + pwk.subtitle('Loss :') self.__plot_loss(loss) + self.pwk.save_fig('05-minibatch_descent_loss') plt.show() + return theta \ No newline at end of file diff --git a/MNIST/01-DNN-MNIST.ipynb b/MNIST/01-DNN-MNIST.ipynb index fb440cf0bd624cb6924adae940012e03b9e60430..8b89627b26b289baa35d541e6c37f7ab97aac55b 100644 --- a/MNIST/01-DNN-MNIST.ipynb +++ b/MNIST/01-DNN-MNIST.ipynb @@ -83,6 +83,12 @@ " margin-bottom:0;\n", "}\n", "\n", + "div .comment{\n", + " font-size:0.8em;\n", + " color:#696969;\n", + "}\n", + "\n", + "\n", "\n", "</style>\n", "\n" @@ -94,19 +100,31 @@ "metadata": {}, "output_type": "display_data" }, + { + "data": { + "text/markdown": [ + "**FIDLE 2020 - Practical Work Module**" + ], + "text/plain": [ + "<IPython.core.display.Markdown object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "name": "stdout", "output_type": "stream", "text": [ - "\n", - "FIDLE 2020 - Practical Work Module\n", - "Version : 0.57 DEV\n", - "Run time : Wednesday 9 September 2020, 14:46:24\n", - "TensorFlow version : 2.2.0\n", - "Keras version : 2.3.0-tf\n", - "Current place : Fidle at IDRIS\n", - "Dataset dir : /gpfswork/rech/mlh/commun/datasets\n", - "Update keras cache : Done\n" + "Version : 0.6.1 DEV\n", + "Notebook id : MNIST1\n", + "Run time : Thursday 17 December 2020, 11:07:02\n", + "TensorFlow version : 2.0.0\n", + "Keras version : 2.2.4-tf\n", + "Datasets dir : ~/datasets/fidle\n", + "Update keras cache : False\n", + "Save figs : True\n", + "Path figs : ./run/figs\n" ] } ], @@ -117,11 +135,12 @@ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import sys,os\n", + "from importlib import reload\n", "\n", "sys.path.append('..')\n", - "import fidle.pwk as ooo\n", + "import fidle.pwk as pwk\n", "\n", - "place, datasets_dir = ooo.init()" + "datasets_dir = pwk.init('MNIST1')" ] }, { @@ -203,7 +222,19 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 4320x385.2 with 2 Axes>" ] @@ -215,7 +246,19 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 864x291.6 with 36 Axes>" ] @@ -225,8 +268,8 @@ } ], "source": [ - "ooo.plot_images(x_train, y_train, [27], x_size=5,y_size=5, colorbar=True)\n", - "ooo.plot_images(x_train, y_train, range(5,41), columns=12)" + "pwk.plot_images(x_train, y_train, [27], x_size=5,y_size=5, colorbar=True, save_as='01-one-digit')\n", + "pwk.plot_images(x_train, y_train, range(5,41), columns=12, save_as='02-many-digits')" ] }, { @@ -279,38 +322,39 @@ "name": "stdout", "output_type": "stream", "text": [ + "Train on 60000 samples, validate on 10000 samples\n", "Epoch 1/16\n", - "118/118 [==============================] - 1s 4ms/step - loss: 0.5579 - accuracy: 0.8475 - val_loss: 0.2473 - val_accuracy: 0.9298\n", + "60000/60000 [==============================] - 1s 18us/sample - loss: 0.5896 - accuracy: 0.8431 - val_loss: 0.2397 - val_accuracy: 0.9306\n", "Epoch 2/16\n", - "118/118 [==============================] - 0s 2ms/step - loss: 0.2145 - accuracy: 0.9376 - val_loss: 0.1814 - val_accuracy: 0.9486\n", + "60000/60000 [==============================] - 1s 10us/sample - loss: 0.2063 - accuracy: 0.9415 - val_loss: 0.1708 - val_accuracy: 0.9488\n", "Epoch 3/16\n", - "118/118 [==============================] - 0s 2ms/step - loss: 0.1622 - accuracy: 0.9531 - val_loss: 0.1443 - val_accuracy: 0.9565\n", + "60000/60000 [==============================] - 1s 10us/sample - loss: 0.1558 - accuracy: 0.9548 - val_loss: 0.1414 - val_accuracy: 0.9577\n", "Epoch 4/16\n", - "118/118 [==============================] - 0s 2ms/step - loss: 0.1304 - accuracy: 0.9619 - val_loss: 0.1269 - val_accuracy: 0.9596\n", + "60000/60000 [==============================] - 1s 9us/sample - loss: 0.1235 - accuracy: 0.9643 - val_loss: 0.1189 - val_accuracy: 0.9645\n", "Epoch 5/16\n", - "118/118 [==============================] - 0s 2ms/step - loss: 0.1086 - accuracy: 0.9682 - val_loss: 0.1211 - val_accuracy: 0.9626\n", + "60000/60000 [==============================] - 1s 10us/sample - loss: 0.1034 - accuracy: 0.9694 - val_loss: 0.1078 - val_accuracy: 0.9660\n", "Epoch 6/16\n", - "118/118 [==============================] - 0s 2ms/step - loss: 0.0931 - accuracy: 0.9726 - val_loss: 0.1029 - val_accuracy: 0.9663\n", + "60000/60000 [==============================] - 1s 9us/sample - loss: 0.0868 - accuracy: 0.9737 - val_loss: 0.0938 - val_accuracy: 0.9712\n", "Epoch 7/16\n", - "118/118 [==============================] - 0s 3ms/step - loss: 0.0818 - accuracy: 0.9764 - val_loss: 0.1005 - val_accuracy: 0.9676\n", + "60000/60000 [==============================] - 1s 10us/sample - loss: 0.0738 - accuracy: 0.9783 - val_loss: 0.0882 - val_accuracy: 0.9729\n", "Epoch 8/16\n", - "118/118 [==============================] - 0s 3ms/step - loss: 0.0688 - accuracy: 0.9804 - val_loss: 0.0937 - val_accuracy: 0.9697\n", + "60000/60000 [==============================] - 1s 10us/sample - loss: 0.0632 - accuracy: 0.9817 - val_loss: 0.0869 - val_accuracy: 0.9735\n", "Epoch 9/16\n", - "118/118 [==============================] - 0s 3ms/step - loss: 0.0608 - accuracy: 0.9819 - val_loss: 0.0890 - val_accuracy: 0.9723\n", + "60000/60000 [==============================] - 1s 10us/sample - loss: 0.0558 - accuracy: 0.9835 - val_loss: 0.0862 - val_accuracy: 0.9733\n", "Epoch 10/16\n", - "118/118 [==============================] - 0s 4ms/step - loss: 0.0531 - accuracy: 0.9844 - val_loss: 0.0920 - val_accuracy: 0.9713\n", + "60000/60000 [==============================] - 1s 10us/sample - loss: 0.0488 - accuracy: 0.9861 - val_loss: 0.0814 - val_accuracy: 0.9746\n", "Epoch 11/16\n", - "118/118 [==============================] - 0s 3ms/step - loss: 0.0468 - accuracy: 0.9868 - val_loss: 0.0808 - val_accuracy: 0.9733\n", + "60000/60000 [==============================] - 1s 10us/sample - loss: 0.0450 - accuracy: 0.9867 - val_loss: 0.0811 - val_accuracy: 0.9763\n", "Epoch 12/16\n", - "118/118 [==============================] - 0s 3ms/step - loss: 0.0419 - accuracy: 0.9880 - val_loss: 0.0845 - val_accuracy: 0.9738\n", + "60000/60000 [==============================] - 1s 9us/sample - loss: 0.0390 - accuracy: 0.9887 - val_loss: 0.0833 - val_accuracy: 0.9756\n", "Epoch 13/16\n", - "118/118 [==============================] - 0s 3ms/step - loss: 0.0362 - accuracy: 0.9901 - val_loss: 0.0834 - val_accuracy: 0.9734\n", + "60000/60000 [==============================] - 1s 9us/sample - loss: 0.0351 - accuracy: 0.9899 - val_loss: 0.0768 - val_accuracy: 0.9774\n", "Epoch 14/16\n", - "118/118 [==============================] - 0s 3ms/step - loss: 0.0323 - accuracy: 0.9908 - val_loss: 0.0782 - val_accuracy: 0.9754\n", + "60000/60000 [==============================] - 1s 9us/sample - loss: 0.0307 - accuracy: 0.9915 - val_loss: 0.0767 - val_accuracy: 0.9776\n", "Epoch 15/16\n", - "118/118 [==============================] - 0s 3ms/step - loss: 0.0292 - accuracy: 0.9919 - val_loss: 0.0792 - val_accuracy: 0.9748\n", + "60000/60000 [==============================] - 1s 9us/sample - loss: 0.0287 - accuracy: 0.9911 - val_loss: 0.0773 - val_accuracy: 0.9773\n", "Epoch 16/16\n", - "118/118 [==============================] - 0s 3ms/step - loss: 0.0261 - accuracy: 0.9928 - val_loss: 0.0820 - val_accuracy: 0.9748\n" + "60000/60000 [==============================] - 1s 10us/sample - loss: 0.0239 - accuracy: 0.9936 - val_loss: 0.0780 - val_accuracy: 0.9773\n" ] } ], @@ -342,8 +386,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Test loss : 0.08201784640550613\n", - "Test accuracy : 0.9747999906539917\n" + "Test loss : 0.07796653983766445\n", + "Test accuracy : 0.9773\n" ] } ], @@ -368,7 +412,19 @@ "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -380,7 +436,19 @@ }, { "data": { - "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -392,7 +460,7 @@ } ], "source": [ - "ooo.plot_history(history, figsize=(6,4))" + "pwk.plot_history(history, figsize=(6,4), save_as='03-history')" ] }, { @@ -409,7 +477,19 @@ "outputs": [ { "data": { - "image/png": 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zM3nttdc4ePAgWVlZgDMff7bvU6lU6HQ6pqenqaqq4uOPP6a6uhq9Xs/bb7/NCy+8QHBwMDD/a5FyjtntdmnMHTlyhLq6OpqbmzGbzXR3d0uvlVIDdTFgtntVqVQMDg5y7do1abjOZKjOZAxERkZKJ4jdbsfX15fR0VFGRkZISkpacOeIqwdxenqaiYkJTCYTHR0dlJeXU1dXR2dnJwaDgfT0dDZs2PAIpU5goewG5e92d3dTXl5OTU0NRqNR6rmuX7+eV199laSkJHQ6Hb6+vgQGBuLt7S3lzHQ6HTU1NSxZsoRjx45JRaKhoSFOnTpFZGQkO3fulFSPhXSImM1mjEYjQUFBZGZmEhMTI6XbnmTvmKv7fiYWhODoiNDHyZMn+eUvf8m9e/cA8PHxwcvLi9DQUK5fvy61TQV5WaVSYbFY5MRylVsQr4lQi1qtJiwsjNjYWIKDg+etU11pC0uWLGH9+vVMTEwwPj7O5s2b2bNnD5GRkQD09PQQEhKCTqdjaGiII0eOcOzYMfr7+wHHhPbz8yMgIMApOWQxGfSuEAvryMgIFRUVjIyMsH79eoqKipwyaN3JeDUajdJz4e/vz7lz53jnnXcYGhpySjBT8kGFZ/bixYvU1dXh4+NDQkICL730EuvXr5fXu6N2n5Av6+/vJzIy0umgNZtWqLINAQEBhIaGYrVa6evrczJe3R3KLNrW1lbOnDlDe3u7fD8gIIAtW7awcuVK+dpCUngEvWZ8fJzy8nI+++wzenp6CAgIYMeOHbz22mvScBUKKI/zfLtSks6ePcvnn3+OTqfjtdde4/vf/z4FBQXy/fkeu0o6w+TkJKdPn+aXv/zlI17IkZERrl69SmpqKv7+/tLz764QXFOtVotGo2FycpKenh40Gg3BwcEEBgbi5eXF5OSk5ESCg5JkMplQq9WEh4ej1+vx9fUlKCiIwMBA/P39CQkJIS4ujqioKPR6vYz0mUwmDAYDmZmZTl75+RjPgpusXC/BEYYWlKXu7m4MBgMdHR1UVlZSV1cn98bk5GQaGhpITU2VXsyIiAgCAgKk3SCeK8yfMStslOnpaXp6eujp6XHKdUlNTWXbtm3s3buXwMDAxxqdxcXFeHt7y/yXoaEhLBYLly5dIiYmhvz8fKdD6XxAGKVijDQ0NEg7Lj8/n9zcXDmWZmqbGOfCJpyJ4qGUgfsmcnfPzHgFZKfeuXOHS5cuyYVIkMs7OjqoqqqSyUzR0dEypCGM15kehvI1u92Ot7c3ubm57Ny5k6KiIkJCQp5FM54Y4p7i4+M5cOAAGzZsAByivcJjAY6NUHgbDQYDTU1NdHV1SUNViBm7qjK4Y9j5qyD4SGq1Woa/hoeH0Wq15OXlkZGRIb09C+nJmgnKhaG/v5+zZ89SU1MDQHBwsNP7YqxPT0/T29vL0NCQbHN4eDjT09NERkaSkZHhVuFzUdpPyH5dv34dtVrNli1bWL58ubxutiQY5Zg0GAz09PTQ3t5OWFgYBoNh3trxTaEMlzc0NHDs2DEaGhrk+wEBAeTn55OYmChfW8jEQjFnlFnmAH5+flIVARxKBE9SXEF5SK6urubUqVN0dHSQlZXFunXrSElJAdyDe9/S0sLnn38uDVe9Xi+9rf39/Xz44Yf4+Piwb98+aby6s2SdeJaTk5OcOnWKe/fukZCQwNq1a6VKhK+vL0uWLOHBgwcEBQWh0+mYnJwkKSmJpUuXEhUVRXR0NMnJyaSlpREZGYlWq8Xb21tWbnT1RCuNx/lyHIj7EGuGzWajs7OTGzducObMGW7cuEFraysGg0EqEynvua2tTXJ49Xo9UVFRhIeHk5SUxJ49e9i3b58MZyuTp+YDSieT8p4TExPZs2cPGzdudKKwzLSfi3G6fPlymXNw6tQp6uvrGR4epqamhvr6euLi4vD391+QeTgyMsK1a9eoq6tDo9GQk5MjqX/Ckeh6X0KBQex9M+0lzyqZ/5mMYqX17OXlxdKlS9mxYwejo6OEhobi5+fH1NQUXV1dUvJDnDaEkfA0UKlUtLW1odFoCA0NZeXKlU58w/lcvIKCgh459ZvNZrRaLX5+foDjFHrr1i0aGxuZnJyUm2FERARxcXHS86X0Oiw2KBN1Hj58yPnz52lvbycxMZH8/HxZgcOdsvGFh18IMbe2tvL73/+eiooKeY3RaJShWBEhEBAaiwI9PT28++679PX18a/+1b+SpPupqakFK5Gr9MZNTU1x8uRJ/uEf/oHa2lry8/M5ePCgNF4f1zdKo6Crq4uqqirGxsZYsmSJ2xoLM0E5txobG6msrHTSYg4KCqKgoIDw8HAnb9l8z0mlh9hms9Ha2sqDBw8wGo3o9XoOHDgg+01U2vqq4h/ikDw+Ps69e/d49913OXv2LODwqqSmpso1az7FxuHLDV6sIb29vVy6dEnSckRZbZHkZLfbuXfvnmzLunXryMvLIzo6Gn9/f7daR0WfeXl5MTAwwLvvvstvf/tbJicn2bNnD4WFhdIIyszM5K233mLLli2Eh4dL9YCYmBiys7MJCgrCz8+PsLCwp/Y2z7VTRBg0SsNlcnKSuro6ysvLqays5P79+9LrqkRoaChpaWmYzWbq6uowGAxyDE5MTNDU1ERvby+tra0EBgaSlZVFYWHhvB8slZzXgIAAuV6q1Wq2bdvGvn37pI6riBKLdgjbRFkQRKPRUFxcjEqlore3l/r6esAx/svLy8nMzCQzMxP4MsI9V32opByNj49z7tw5Of+E/KWSfqKExWLBYrHg4+Pj9J7JZGJ8fFy+r9VqCQ8PfyYljJ+58arRaNi1axfJycm0t7cTGBhIbGws4+PjNDU10d3dTUdHB7W1tdTX12MymYiNjcXb25ve3l5GR0el5S4SY4KDgwkODmZiYoLGxkbsdjvd3d3U19fT1dUlPQTzxX1SekiVvylCCqLSiQgDnTp1ij/+8Y+S62q324mMjGTt2rUsW7ZM8l2VXqHFBNdFq7GxkRMnTjA0NERubi5JSUnyWndIBBEQVBRhfB0/fpx33nmH3t5eScgXyVti4/f29sbPz4+QkBBCQkKkV8xqtWIymejr6+Pdd99l/fr10niFhfOmC36n3W6nurqaDz74gAsXLqDX69m9ezfr16+XXpLZjFfRv2JsdnV1OVGClGPWXQyG2SDUFlpbW2lqapIhP4HQ0FA5XkW7F0JNQjzTsbExHjx4wMWLF7l37x4qlYq9e/fy5ptvEhUVJcevMDpdoVyjxDo9OjrK8ePHeffdd7HZbGRmZrJ27VqSk5NlW8WYmS+IuSjaff36dY4ePcrg4CDwZSKlMFwtFgtGo5Hbt29z+/ZtLl++zHe/+11effVVGYlzh4Oysk0Wi4WTJ0/yi1/8gtraWsmPVxYQiIuL48CBAzJRBhyeWuFdVUKEeOHx807sS3M9N5WHD0GLqKqq4vLly5w+fZr79+/L+9Vqtfj6+pKQkEBsbCwZGRnk5eXR2dnJu+++y/DwMEVFRQwPD3Pr1i1psJtMJm7fvs3hw4fRaDTk5+ejUqnm3LATEF5sk8lEa2srXV1dACxbtozNmzdTUFDgZNDOtJ+LZyTGtFarpaioSGq8GgwGhoaGKC8vZ/369U7G61zSCoVxCQ6JrE8++YSGhgZUKhVhYWFyPQTnaKWIhnt7e2O1WjEYDNjtdgYHB2loaKCzs5OJiQlsNhv+/v7ExcWRkpJCTEzMN8p7eiaWkuuPR0REEBQURH5+vqQIWK1W8vPzMZlMGI1GqXk6OjpKeno6AQEB1NXV0dPTg6+vLzqdjqmpKbm4RkVFceLECf77f//vTE5OotPpCA4Odmr8TOT2uYRyY1BmU4JjoBkMBu7du8cf/vAHTp48ydTUFCqVCr1eT3FxMXv37nUy7Baj4QqPVrvp7OykubkZcBg3C+V1/Coow2l9fX20tbUxMDAgNxyx+SmN2JycHJYuXUpqaiphYWHYbDYaGxt58OAB9+7dkyH06upqOjo6iIuLk+2f75Cmss50b28vx48f5/z582i1Wt58800OHjwoPeKPCycKb4NAd3e3TDBYLCU6RV+qVCrGxsa4f/++HKMCer2exMREJ4Nnvr3KYoMSHporV67w4YcfcvnyZVmQoLi4mNzcXLlG+vr6ztoHYuwK2gg4IgQtLS2yT9etW8eWLVvkWiTGzUJkcoMjUnHv3j2uXr3K6OioVPIIDg7G29vbSRJK4O7du0RGRrJp0yaZDT1TWHM+IZ6jRqPBYDDw0UcfyfKaISEh7Nixg3Xr1hETEyM9iCqV6hGP6lcdTMT/Kykh4jWYnzEsjDBwrKVHjx7l4sWLNDc309XVRWtrqxxvSUlJBAcHU1hYyP79+0lLS0Ov15OUlCS9s9PT07z55pvU19fT2NjI0NAQ4eHhBAUF0dTUxLvvvktkZKSUbBLOk7kcs8o2NjU1cfjwYW7fvo1eryczM5PIyEgnvesngfK6uLg4srKypIShaLfAXEdDlI6l/v5+ysvL6enpITAwkKKiIvLy8py86kKdRRQQAQfd4/DhwzQ2NjI6Osrg4CADAwNMTU3h5eWFTqfD39+fnJwctm7dyoYNG2Q1MqUizpNgTqwlIY+l9FiIGxdISUkhNzeXyclJoqOjAVi5cqWUHdJqtRgMBsxmM2lpaYDDoyfCtuHh4axcuZKMjAwnPs98bjYz/ZYwULRarczqrqyslB4etVpNdHQ0GzZsYNOmTQQGBspFdqG9BN8EwvDp7u7m4cOHMpzuKojtLlnBSkOyoaGB48ePc+/ePWngiOxREXYHRzm8AwcOsH79eqKioiTHsKOjgw8//JA7d+4AjkjB7du3+dWvfsWrr74qeYkLZQyAQ9T+1KlT9PT0kJWVxb59+1i2bBng4LD6+PjMOnfEeAYHJUQYruDYWF0zgd0RSi+cxWKhtraWtrY2+Yz8/PxYv34969atkwv0Qmi7Ksel3W7n4cOH3LlzR/Jyk5OTycnJkQaOn5/fjAYMfFmpSSRYGAwGamtrOXXqFPfv38fb25udO3fyne98xylKsFARAvG7zc3NTl7xhIQESkpKSE9PZ3x8nNu3b3P//n2Ghobw9fXFbDZLR8Fnn31GUFCQjOYtJJT9eOvWLd5//31Onz4NwJ49e/jBD35AUVGRUzUz0XdCrkz0oYBSbsqd9gyld/nChQu88847XL161Wn9Dw4OZs2aNSxbtozg4GBycnLYuXOn0xyLjIzEbrej0+lYvXo169ato7m5mffee4/e3l6WLFnC6Ogoo6OjNDY2ynk9H/uK0nh8+PAh169fZ3x8XJaD9fPzc6IZfVXfKJN5zWYzycnJLFu2jLa2NoxGI6Ojo0+kwf0s4OqgUKvVMhHX19eXbdu2sXXrVlkKXTkOvb29mZyc5MGDB3z22Wd89tlnTtS7mXD79m36+/sJCwtzMl6fZjzPycr8pAZkYGCgE7FZhGJdYbfbefDgAXfv3pVUgvT0dIqKiiSBeKG8Ba73qRxgw8PDdHV1OYlKh4eHU1RUxIoVK2Rb3cWg+zoQm61Go8FkMtHS0uJkFCh5QeA+YWVx32azmcuXL/OLX/yCBw8eyGxgi8WC3W5Hq9USEBBAamoqu3bt4sCBA2RnZ2Oz2TAajfj6+hIVFUVdXR2hoaGMjo7KcKbInBU8KKVu6FwesoQRo9VqsVqt1NbWcunSJWl0RkVFSXF3cf1sEHQBjUZDX18fR44c4caNG4BjnqenpzvNWXfpX1coF2aj0UhLSwu9vb3yNX9/f7Zu3cq2bdvw9fWVz3C+jVdXz4OIXIiNzt/ff9aqNq5/leNMGBXHjx/n7Nmz1NXVodfreeWVV9i2bRvw5SFmvtusTICZmpqis7NT0gXUajU7duzgZz/7GcnJyXR1dXHr1i3Onz/PmTNnaG1tlQflnp4efvWrX2E2m/nTP/1TuTcoKS/zAfHcvby8MBqN3Lx5k48++ojy8nLA0T/Lly9n3bp1aDSaR1RJROTHlV/ojom8oq1qtZrR0VEuXbrEhx9+yI0bN5wMr6ioKDZv3syBAwdkgprYN5TtF7JMAwMD9PX1sXLlSvbu3cu9e/coLy938rq78ivnGmIfM5vNDA4OyvYFBAQQGxvrJFX2JB5E5fsajYaEhARSUlLw9fWVicDzSclSfr+yhHB0dDSFhYUyN0fsewLj4+P84Q9/4Oc//zkPHjx4hBqYlJREVFQU3d3dkjppNBq5desWVVVVrF69etbowuMwZzNaWPLKThRVMgS/ScgoWCwWmVQiBohYSMFRN/jnP/85H330EWq1mqVLl7JlyxZSU1Pn6va/FsRpa3h4mMrKSs6fP8/58+elByEwMJB169Zx8OBBJzkad0oueFooN0iVylGtp7OzE4vFQkJCgqz8I+Au1AhhsNlsNsnNEmNTr9dLiaLi4mK2bdtGdnY2GRkZZGRkAF9yScHBYcrLy2P9+vWMjo7KUE9tbS2/+93vsNvtBAQEkJiYOC8HFSV3empqirt373Ljxg3Gx8eJiIggNzf3ietRK7+ru7ubM2fOcO3aNby9vSkpKWHDhg1O/esuniBXKA8LLS0tVFdX09PT4/R+VlaW9AIo15/5hnKMCBFwf39/rFarlGcT9JSAgACys7MJCwvDbDY76cKOj48zODhIX18fVVVVnDhxgtu3b0tpsOjoaKkuAI5NWVkWeb6g/D3BnROqAhs3bmT//v0kJycDEBMTw9atW/Hz86O3t5fOzk65d1gsFtm3U1NTwKMepflsj9lspqqqisOHD/PHP/6Rzs5OEhISePHFF9myZYucV67C/bMZPu68R5jNZsrLy/nggw84c+aM7L+oqCiKioooKSlhzZo1Tp5mAeW/g4KC2LBhAzdu3OC9997j+vXrtLS0yPEu+jIhIYHExET53ObDGSB0Wuvr66murpYqSomJiWRnZxMfHw98vcOSWq3Gx8cHvV7v1Kb5iiSrVCoZGRf6tRMTEwBkZWU5OTsExaW/v5/q6mquXr3Kp59+6iRnFx8fT3p6OkuXLiUrK4vo6GgmJyepqanhwoULXLx4kb6+Prq6uhgbG/ta3Nc5syRmcpvP1qEzJUQoP1tfX8/p06fp6enB29ubDRs2sHHjRidZqoU2ikRGKTg4n7/85S85ceKErHLi5+fH2rVree2119i+fbsM9y20HM03hXKjnZyclJI+AGvXrmXHjh0yFKQk9LsLRMKLXq/HYDDI07+3tzcFBQV873vf480333SSZRFQtiUtLY09e/bQ09PD6dOnZZJXXV0d169f57XXXgMeTRKbCyg3a4PBQENDA5WVlRgMBjZt2sT27dslVQceP3fE2DSZTNTW1lJTUyP1iTds2MDmzZulnNhCeCqfFOK+RkdHefDggZOWJjgStZTryXwbPEooF3ERCRCanRUVFYyPj3PixAm8vLzIzs5m69atREZGMjIyIjN+vby86O7u5sGDB9TX19PS0kJra6tUVoiLi2Pr1q1Oka/HcWfnEkqPosVikZqXOp2OgoICaWBPTk7i5+eHv78/ubm5REREoNVq5VxTqVQkJiaSmZnp1K75apNr1vTAwICUjezs7EStVnPw4EF+9rOfER0d/US6vO4K1xyP/v5+7t27x5UrV+ThXa1WExERwcsvv8xrr71GUFCQzDoXa6CguVitVsbGxujp6SE1NZXm5mY++ugjOjo6Hlkrw8PDZQEDgblM1lIe4CcmJrh9+zYXLlygs7NT0hdzcnJmvP5pYLFYnCTD5uvgJagXIsH85s2bXLp0iYGBAVmwRUkNs1gs9PT0cOvWLQ4fPsznn3/OxMQEarWa4OBgIiMjWbVqFTt37qSkpISIiAj5+eHhYex2O3fv3mViYoLR0VFpJMPTzdUF32lcQyEia1AYtLW1tdy+fVt6SSwWCyEhIURHR8s63u7guVS62ScmJqisrJSajABLlixh586dbN682clFvtD3/U2hDGmJU1VTUxNRUVGsWbOG3NxcJ4PQXdrrGg1QyhKZzWby8vJ4++23efnll+XEE3IhSs6PGL/BwcEsX76cFStWUFtb61R9TavVSu+kMF7nEsrvn5iYoLOzU1IYli1bxo4dO9DpdJhMJrn5zwYxx27dusWlS5dkqF0kS4gkH5PJ5JbcV+Uma7VaefjwIW1tbU4SZ8I7pKyMtlBGuNLb4uXlxbJly1i9ejUVFRXS+9Tc3ExzczMBAQH09/dLQ3xkZESW1hTSO11dXZhMJumZBEcEaP369Rw4cEBGAxbyYOkqs3fx4kUZXuzp6aGhoeERvWWdTkdPTw+Dg4NotVq5vmRnZ1NYWCg5wfOdB6F0RoyMjDhVcEtLS5OlP8Hh8BDG62yJv0q4I20AHPc1NTXF+Pi43AcFLcDX1xcvLy/6+vp48OABTU1NjIyMYLVa8fHxkSW3u7q6aGxsZGJiAq1Wy8OHD2ltbZV9rhybcXFxvPzyy49EL+cKSk/q5OQkd+7c4datW4Cj0MDGjRudSmx/3XtxdY7MF51QOWZNJhPt7e0ywS4qKuqR8sLd3d2cPXuW48ePc+XKFWl8RkZGsn37djZv3kxOTg4pKSlOUTlwUEMTEhIIDQ1lYmKCycnJR3TunxQLbrw+LjwyODjIyZMnOXHihAwDFRUVSV4IuE8pVX9/f+DL0rgipCBCQOnp6axZs0bK25jNZplFuxjh6mnr7u7m1q1bXL9+HavVKuUwRChCuTC7A8SJ1tvbW25+4NgUi4qK2L9/PwcOHCAiIkKeiIVHSwkh0+Ll5UV4eDipqanExMQwPDwsr5mcnKS8vJwNGzZID+58YWhoiJaWFsCR3JOTkyP7RISkBU9L2Saj0Sh5dwaDgcbGRmpqauRCFR0d7bRguytvW9BaxFgdHh5mcHDQqR9XrVrFiy+++MTe6LmEUq3Ey8uL3Nxcdu/eTU9PD1evXpWC7oODg4yPj1NXV0ddXZ3T58XY9vf3Jzw8nMnJSSlBaLVa8fX1JScnh/Xr1+Pn5zcv0YDHQeldGh8fp6+vT7bj3r17VFZWsmnTJidnxYMHD2hoaJCePHA8s/HxccbHx520NedrbLpG0vr6+mhoaGBiYkLSITo7O+np6ZEJPgIzUQVEvyilroSkHbiP0odKpZJVvsLCwnj48KFcJ3p7ezlz5gz379+nq6uL9vZ2JiYmZJlUoT8titoI6PV6dDqd7EdB04qJiWHv3r2UlJQQGBgon9FcRi+V42dqakomJIeGhlJSUkJxcbFUVHqWSXTzHTEAxxwaHR1lcnISlUqFr6/vIw6OxsZGPv74Y06ePIndbkev15OWlsbq1avZt28fW7ZskY4MkRsiIkh9fX0ycqfX6wkJCXEqMLLgagPfBMpkg6qqKk6ePCm5FNu2beMHP/gBmzZtkhN/oY1XpXzG1NQUv/3tb/n1r38tPcV2u53k5GSKi4slJ+Z5gDJEZrfb6ezspK6uTi5A4eHh0qAX17kTlDIySuJ/UFAQ/+Jf/AsOHjwIIL1WSi+rK5TeZ7GBKZMVqqqq+N3vfoe/vz9r165FpXIUO5iriIFyMRofH5dahGvXrnWSZlOW7nO9D+Wmb7PZmJiYYGxsDLvdjr+/v1MoCBZ+Hs4GV4Oiv7+frq4u2T86nY68vDzWrVtHSEiI2yh/KPulsLCQv/qrv6KpqUlWNrt586bcPMCRFFFQUICvry89PT1YrVa2bNlCTk4Ohw8f5oMPPsBisRAcHExSUhIJCQlyDRXRroWC8qAQExNDSUkJra2tXLt2jfb2djo6Oujv7yc4OJg7d+5QV1fHjRs36OzslJ8TnuWbN2+SnJwspX3me92Znp6WXsK2tjbu3r3LyMgIarWa1tZWjh8/LrPuExISnOgNM2Emw9sdDopKmoe3tzfh4eEUFBSQm5tLTU2NjGy0tbUxMjKCSqXCbDYzNTX1iOPDtboWfFmyW2j6hoeHs379eg4ePMjGjRtlCfaFqH4n2h4dHU1aWprkyYuiBN9kzC2E51X5O4K+MTExIQ+0yr3AZDJRU1PD3bt35Wt5eXm8+uqr7N+/n5SUlEcStJWRBKHg4+PjI7nCgk/7tM/PbYxX5QlTSMTcv3+fpqYmec3KlSvZvXu3nPDuUApQnIS9vLxoa2vj9OnTMqtUp9MRHh7OSy+9xK5du2RYUmSCL2YojVdRKvXhw4dMTU0RHh5OWlqaUxh2PgSknwbiVC9K9gpotVon2aCpqanHlh8WcjaCwN7c3ExnZ6dMWACHFyE8PHxB6CJarZbg4GBUKhUBAQFOBufj7sG1FrqQyDKZTFLmTqlHudDG3mxQLpwdHR3cvHnTqaqWTqcjJiZGLqDzJXb+VVAeiPz8/MjOziY7O5vh4WG6u7tZunQpOTk5dHR0EBkZybJly0hLS8PPz4/u7m6MRiObN28mPDycBw8eyO9NTExk165dFBYWytcWmqcstJTtdjsxMTFs3ryZM2fOAA7Odl1dHf/4j/+Il5eXjAAIao6ot97d3c2FCxcwm83cvXuXK1euEB4eTlRUlGzfXEd+lF5RcFAeBP3B19eXiYkJbt68ic1m4+bNm6SlpbFixQopTm8ymWRELigoyCl5x2g0YrFYCAgIcAqhC67vQs0/5fNMTU1l3759xMfH09XVRXNzMw8ePJAODUGvEkapyWRyqkIlqCtCdUIYwHFxcWzZsoXXX3+d7du3Oxm980EZdKWriDK8Pj4+XytLfrbf0Gg0TnaBVqudl3519bxOTExIipIYz2LM3b9/nzt37jAwMIBarWb9+vXs2rWLvXv3kp6eDuAUqVSpVE57iVBQEKopERERM97Hk8CtjFcliVskG4iBn52dTVZWljRcLRbLghquYiEUIVhBF+jo6JDX+Pj4kJeXx86dO1m9ejXgHpJezwKuA21kZIT29nbMZjPx8fGPeJrdJcSl5C+NjIxw/vx5yV8Cx2Tt7+8nKysL4LE8QFd+271797hz5w5dXV3SoAXIzc3l7bffZunSpY9UEpoLKJ9zWFgYqampVFRUUFNTQ01NDStWrHhEVskVygIHDx8+lAR7cHBE4+PjnTzrC32InA1iPbFYLNTX13Pjxg1pUIDDqFAurguZqDUTXPsnJCSE4OBgMjMz2bt3r9z0xfwS/HKhmtHb2+tUirOkpITXXnuNrKwsaWwttPEKOIV/4+LinNaOCxcucObMGdk3ovRmUlISb7/9Ni+++KLUlhwZGWFwcJDz58+TmpoqvWJzXZ1oJrjOCW9vbyYmJrh8+TLnz58nODiYDRs2sHXrVmJiYhgbG2NkZITAwEBSUlKIiooiODhYShBOTU2RlJRERkaGNHJcKT/zDeXYCQgIYM+ePezbt4/h4WHOnz/PkSNHqK2txWq1EhQUREREBIGBgdjtdsbGxuju7qa5uZmOjg6ZuCUOM/Alv/U73/kOq1evdpKimq9xq+zH0dFRpqamsFqt8r9nAZFPoTz8WK3WBSnTLIxP+JK+5OvrS39/P2fPnuXOnTvY7XaSkpLYsmUL3/3udyXlSuwbyn1TuZcoo3iC6/11sfCr1hcQiTBiUvb29lJVVUVvby+JiYns2bOHZcuWPcIBWsj7hS89Trdv3+bYsWNO8jsajYYlS5Y4yUy42+b4daH0ek9PT9PR0SErFuXn57N27VpZPnWujbWngdJ4HRsb48aNG1RUVMh+mZ6elvxqmN0rZTKZmJ6eltzrhoYGPvvsM27evCl5QML7qtVqnYSY51NhwtfXl6CgINRqNS0tLRw+fBitVsuaNWskZ0xsGBqNBqPRyMjICL29vbJIyL1795wiIGLRXogQ19NCKVskwmECPj4+JCQkOHnW3dEIF30EyIPv46gNYg01m82cOHGC69evo1Kp2LlzJ3v37pVyb+5wmBRQPnc/Pz927NjBw4cPOXr0qFOfifdLSkp4+eWX+e53v0tERATV1dWkpaVx9+5denp6uHPnDhs3bmTr1q1OB8m5hKtBlZycTGZmJnV1dTIRKTAwUIq/j4yMcOPGDXp7e/H19cVgMGAwGNDr9YSGhspIicViYWhoCJvNRlxcHImJiSQnJ7N+/XqSk5Nl9Gu+k9OUUOq9guPQ/MILL5CQkCA1e3U6nUziCgwMpLe3l1OnTjE0NCT1W8X66O3tTVFREbt27WL79u0UFBRIqarp6el5jVwKB9XQ0BC3bt2SOQTflE+tTPwFR2SopaVF5l9MTk5KD6j4vbmGMKCVnHGNRoNOp2N4eJiKigq6urokZ1Wn08nch/HxcSwWi1PEVbRDcGcNBgO3b9+murqapUuXPnEkcCa4h0WBc3hvfHycxsZGqqurAUc1rh07dsjsQneoWa1cEHt7e7l69SqXL192UhiIjY0lNzfXidf0dYw412QnZch+oTYg5ULV1NTE/fv3mZiYwN/fn7y8PClvMx/Z9U8D5b2YzWaZsewaGlJeo5TjAeRkHhkZoaurS5ZDPHv2LCMjI7K6nMlkIjg4mNjYWMbGxliyZMm8eKCV3y8MtPT0dGpra/n0009paWlh586dpKamYjQamZqaQq/XS6mUzs5OOjo6GBkZYXR0lPHxcZmACI6+DwoKcnpO7mQIwaOyRQaDgfHxcad1Izo62qnQCbhPhEAJpfqKgNhkxLqgrB4m+uXu3bscOXKEyspKQkJC2Lx5M4WFhZJ3Jg4s7gClQL9arWbr1q14eXlhMBg4f/68XAO1Wi0lJSW8+eab7N27V+oVx8XFsW3bNsbGxqivr6erq0tGGrKysuZlv3A1XnNzc3nrrbf49NNPqaysxGg0OhWsAcfeoSyW8VUQHP309HSMRiM/+MEPvrEH61lAWYBFGNKBgYGsWrVq1s/4+/tz/PhxacyLPVWUT3/77bfZvXu3DC2LQ/987f3KZE+73U57eztVVVUykvFNDwvKPd1kMlFVVeWU7B0bGzvv0S0vLy9Z0thsNsuDkcViwd/fn6SkJMLDw2ltbeXhw4fU19fT3NxMeno6AQEBTuNQPL/AwEB571euXOHcuXOYzWZSU1NlKWfx24tKKktADMiJiQkpYisoAzk5ObLEptJTtFBQeh2Hhoa4cOEC165dkwkEOp2O6OhoXnzxRQ4cOCAFtuHrcQOVmxR8uTEvxMbj+tu9vb1cvHhR8urS0tKIjY2V1yuzn90Rrou+62l6enoas9mMWq3GYDBgt9ulHmh/fz8ffPABFy9epLa2VnrdRWnH/Px8tm/fzu7du+XpdD68I8pxERQUxLZt2zAYDKhUKioqKqioqKClpUWWJlZ6o202GyaTSf4nnoVyEU1MTGTdunWEh4cvuMfncVCGxLu6uqisrHTKaE5MTKSkpMRpfrqLMfc4CO+UMhtdhNw1Gg3T09O0tLRw+vRpLly4ADg88KLa3Xxm4D8thIGi1WpZvXo1P/rRj0hKSqK2tpahoSESEhI4ePAgu3fvlobr9PQ0hYWFeHl5MTQ0RF9fH2NjY1y7do24uDh8fX1louJcOj5cuaeJiYm89dZbrFmzhs8++4z33ntPOje+rjfYZrNJ9ZLPPvuMyMhIJ83zhVZ0EQmSX3UPQ0NDHD16lDNnzkiqnTBcN2/ezHe+8x1eeOEFJ8P1eYPSWOvs7KSyspLy8nLsdjvZ2dns27fPSct2Pvi9osCJ8jctFgvj4+PExMTw/e9/X1aym5iYoLq6mvPnzxMUFMSSJUucEu6FFKOYE2fPnuV//I//QU9PD5mZmWzfvt0pgfhp1163WKmVAv+VlZX8/ve/58yZM6jVakpKSli9erUM7SkrGy0UlN6Nuro6PvjgA1nXHhy8tBdffJG9e/eSlpYGIEPIGo1mVkkIpYdV/BWnoNngWoptPuAqB1NfX09fX58k5Gu1Widur7t5sgREcQKheQqPerMDAgLk81d6v+rq6jh+/DgnTpzg8uXL8vWgoCAmJyeZnJwkOjpayrqA80l+rtsFjvGk0+lYtmwZOp2OiIgIbty4QUNDg6QFiGdgtVoxm80EBgaSl5dHTEyM5Il2dXU5JaCJ6jbg8Bi4Jhq4A1z5nDU1NZw+fdqJ75qYmMjKlSsJCwubF8mdZwUR9ZhtXZicnKS2tpZ79+456fKGhobKClrueNgA58N9YGCgDD2Xl5czMDBAYmKik7E2NjZGYGAgXl5eFBQUsGbNGh48eMDVq1e5desW4eHhlJSUyE1SyMPNB4TRnJSURGRkJL6+vjQ1NeHj4yOTuby9vbHZbPT39zM6OurkGDGbzY8YuHq9XnKa7927x7lz50hNTZXPQ6mZuxBw9YyKggTi0KDVaunu7ubQoUP8+te/5vbt2wBSrtDX15cdO3Zw4MABfH19nWhWC72PaLVafH19Z32+T7K2C16vsl8HBwe5efMmTU1NThn8e/bsIT09fc7XJuU9j4+PMzU15SQdKRLoQkNDycjI4I033qCrq4uzZ89y9+5dWUluzZo1LF++nNTUVLy8vGQSos1mo6Kigp///OdcvHgRnU7HSy+9xObNmwkJCfna7XML41VwWdrb2zl9+jTHjx9ncnKShIQEdu3axbp165w2x4XcYMTgE8Zre3u7k5cYHKXRXn/9dVavXi1d7lqt1onj8qTG61dhISa0a+h9YmJCGjFCu89dN0clhJfgcQeAmZ5vdXU1f/M3f8Pt27cZHx934rcKIzgoKIj4+HinxBPloWc+IO7d29ub/Px8UlNT2bZtGw0NDXR3d0tvrE6nkzXFIyIiKC4uJicnh+HhYT788EP++Mc/UllZKcscu6vXbjaISmfCqyFCmhERETJKMN9c5GcNZVKEqKomOOhBQUEsX75cZrWD45m424FjJgQEBLBs2TKys7OlDJWSJ+eqipGVlcXSpUupqKhgYmKClpYWWaADFo7ekpWVxV/+5V9Krdqqqira29vR6XS0trby+eefc/fuXSYnJ/Hy8pLRNlcoaQeTk5P09fU58SLdzUMpPP1irA0MDHDu3Dk++eQT7t69CzgMcrEGp6amkp+fL3MJRMlid4CSqjMbnmR8if1f0NZu377NyZMnqa+vBxzzVYj8i9+dS+NVuVcPDg5KjrKASqVy6oOtW7cSFhbG3/3d3/Hhhx9y9+5dampquHXrFqWlpU4Ou9raWq5du8Znn33GpUuX0Ol0bN++nU2bNn1j6dAFNV4Fn1Bw7T799FMOHz4sDcGkpCRWrVolw3omk8kthP2Vg9dkMslNXcDf31+Wi1OeRL+OQTc4OEh9fT0mk0l6AaempvDy8iI5OdlJamI+4OrRGhkZob6+nuHhYSIjI8nNzSUpKUm22d28PLPJgih1C5X9efXqVR48eMDQ0BCBgYFotVquXr3KkSNHGBwcJCgoCG9vb2mUis/u2rWLt99+WyZqLVTSmlLFQ0gupaamMjU1JTcMEWoWAvaCIhASEsLy5cu5ffu2XFjBMSb7+vpYsmSJ2x5UlDzRpqYmp2o9Op2O+Ph4YmNj3Zq3+zRQetxsNhv19fXU1tai0+lYu3Yt27Ztk5shuGdimiuUFCXXuSM8eaLNZrMZjUYjiy/cuHFDaqxWV1dTWFhIXFzcvHslhedRq9U6JbKUlJQwOTmJTqejqqqKhw8fSgF/q9WKXq8nOTmZrKwslixZQl9fHzU1NTQ3N0su4nwehL8ulOPMZDJx8eJFfv/733Pt2jWpiCEO/mlpaRw4cIDMzEz5GXc6TGo0GielIFdpNIPBIA9Yrg4RZZKl0h64ffs2R48e5dKlS7S2tuLn58euXbtYv369NOCV6gtzAeV3e3t7ywOSSqVieHiY/v5+OdbEvFuxYgWlpaVER0dTXV2N2Wxm+fLlLFu2DLVaTVdXF5cuXeLSpUucOXOG2tpa9Ho9u3bt4q233mLt2rVyTn9drV638LwC3Lt3j08//VRqpGZmZlJcXOzEiXCXzUV5H0LvzWKxSI/p6Ogod+7cYc2aNTIDT6/XS+8OII0EpWbd1NSULJcmskyvXr3KmTNnGB4eJiQkBI1Gw8DAABqNhhdffJFXX311XtsuvJUCHR0d3Lt3D3CE+XJyciQJe6H5VzNBeT9eXl4EBASg1WplKMdkMnHr1i3i4+MZGRnht7/9LYcOHZKlXl0hyPVK70FAQAAHDhyQdAGRyLYQC7HSwy8WCJFQNhMEp1yMS0HpUW5CRqOR0dFRmYDmbhDjTqVSMTk5KY0CgYCAAFatWkVeXp5TwpO7ea2eBsrFf3h4mMbGRlklbcWKFaxdu9apCtBi4PYq56prAt5M404kh6xZs4Zt27bR1dVFb28vR44cISoqin379kltYuUYn0sojWXXZBbB2U1ISGD58uVUVVXR2toKOPaH1NRUdu/eTWFhIRUVFRiNRrq6uiSdwGKxOO0p7goRcWxtbeXs2bOcPHlS7okCgYGBvPLKK7z22mvExsY60eYWCsp1U6VSERERQWJiIhEREXR3dz/Ccfbx8XGSMJsJSoqkoDKdOnVK8n6Lioo4ePAgRUVFToVx5mudjY2NJT8/XyamNTY2Ul5eTk1NDUVFRXh5eTE1NYWvry+rVq0iPz9fyiimpqYSFhZGRUUFR48e5eOPP+bWrVvY7XbCw8PZtGkTBw8eZPv27dJB8k20ehdkBRNC4EI64fTp03zwwQdSXUCv17N27Vr27NnjJDO1kAN5Niiz7oUB09rayl//9V+zZMkSSTMQGb4GgwGNRkNGRgZ5eXmEhobi5eXFxMQEDx48oLa2lunpaSlj1NHRwcOHDxkdHZVacIODg2g0GkZGRuTpbL6gzKgdHh6mtbVVGnYiUcmdF1NXTt2qVatobW2lvr4eo9GIyWTi0KFDXL16FbvdTl1d3ayGq/JZKDmhK1ascEoCcgcDXkmPcCXlu14nTt7KvlQ+t4CAAKnrJ8a2O3nylIcmcShUekKioqJ44YUXKCoqktm07lBV65tAbIjj4+PcuXNHJo/abDaio6NliG50dFTK3CwWKMO1s3F9Xat0bd++nYaGBj766CMuX75MREQERUVFTqUo5xPC2BQJjq7rUE5OjozSgMOLd//+fQICAhgZGaGqqoqqqiq5fwgNUHebe7NhaGhIUlmU5XwtFgsJCQm8+uqrvPHGG3LddAcKjzIap9VqCQsLIz8/n4SEBO7fv/+IDutX0XAsFgsVFRXU1dUxMDBAfX09Z8+elYarqCC6bt06mbk/H89BaVdFRkby5ptvYjAY+M1vfsPAwAA3btxAr9fT3t7OypUr0el0GAwGwsLC0Ol0aDQaenp6ZH5EbW0t1dXVsmx1UlISr732Grt27aKgoEAarmI+f10siPEqNjwRcjx16hS/+93vAMcivHTpUjZv3kxxcbEs+zcfmXZfB8p7ErzPoaEhzp0799jPRUVFkZeXh4+PD1arlfHxcSde4UzQarX4+Pjg6+vL9PQ0AwMDTvqbcw0x2NRqNUajkQcPHjglwPj5+Uk9N3G9uyVsKTe54OBgtm7dSkNDgzw4WSwWamtrqa2tldfp9Xo5VoWxI6rDCKPIx8dHVjp64YUXnKpPKXl5C4Un3eSEDiM4npWQCFMu0iEhIXIBWoiEwa+C0sNlsVgYHh52OoDExcVRUFAgPV/zmcTzrCEcAeJwfPnyZT7//HOpfBEdHS2TecChv7nY8CRjV3ipBJd3+fLlbNq0icuXL9Pf38+dO3e4du0aMTExMsFrPqFSPVpVUYSdtVotKSkpxMfHS8PUaDTS3t5OT08PN27cYGhoyEmuDhw6sitXrpRKJuBeahnKqI3RaOTy5cvU1NTIQ78wYtetW8ePfvQjJ0Uhd5qPSn54VFSUNPYEJSUzM5Pg4GBJ51NGcQRtbnx8nLq6Oi5cuMDt27d5+PAhk5OTko8dEhIiK1X5+fnN64FamSCo1WpZsWIFBoOBkZERjh49Sl1dnZTD3Lx5M2lpaTIpu7+/n7q6OhoaGqivr3eSfYuKiqKgoIBt27axfft28vLynLThv2kS3oKMdOViNDo6ysDAgHwvMzOTN954g5KSEjlI3Gkgu56aw8PDyc7OlhweVx2/2TAyMsLt27elIfRVnwsMDKSwsJDk5GS8vb2xWq3ExcWRk5MjQ01zDSXXdWxsjPv379PY2CjfF2R7ZWjO3ZJCxLgTSXc5OTlkZWWh1+uZmJiQnCWxsIpr4Uv+sjDifX19JZe1pKSEN954g5UrV+Lv7++k7euOnpGZOEaC9jJT2WWl8er6WXc6nICzHNLY2BgPHjyQyUvAIxq1ixnKIiAiq1ckkAYFBbF06VLCw8Pl9WKNmolH+jwhJCSEtWvX8sorr/Dhhx/S09PDxx9/TEREBC+88AI+Pj7z5tmaDcqQf2hoKPn5+SxbtoyKigq5/pjNZlpbWx/xFCclJbFv3z4OHjxIXFycnJPutFcqq091d3dz/PhxWltbnfb/3Nxc1q5dS2pqKvBltMcd10xwHHTFXt3b28vHH39MVVUVISEhch0U66iYlyqVioGBARoaGmhtbWViYsKJt6zX61m3bh15eXmy3OxCjEutVisdTuvWrcPX1xe1Ws3vfvc7rFYrN27coL6+Xq6fU1NTjI2NSUlFZfQxKiqKN954g/3795OXl0dAQICTCs6z2DPmdfUSi4WQB2lqauKTTz6RXq+goCC2bt3KSy+9RHJyspyw7jaQlW72nJwcfvzjH7NkyRIqKiqw2+1O3kdweGR7e3udFAmMRqPs7KioKFkv2d/fn8jISGJiYvDz85OVnOLj48nJySEmJkYqF4hrjx49Oi/tVi6gQ0NDMoEAHOGGzMxMpwxCd6YPCAQFBbFixQpeeuklWV5SaDHq9Xq0Wq2ke7i2Jzo6mmXLlpGVlcWWLVvYsWOHW1JbZsJsi4creV6r1RIQEOCk86rMbnZHKPtpdHRUSoOpVCr8/f0fEXV3N+P760JsICJ6ExYWRnZ2NjExMRiNRqqqqrh16xYajYbi4mKWLl0KfFk61d3W2aeFK0cyNzeXPXv20NDQwPnz5zlx4gQFBQWsXbsWHx8fafgvlMHnmryzZs0a+vr6sFqtlJeXS+NG7BMqlYqQkBDy8/PZuXMn+/fvl/kFs8kvLgSEceLv74/ZbKa2tpZ33nmHyspKeY3JZCI2NpbXXnvNad10B0ksVygPed7e3uTm5lJeXk5nZye3bt2SBp1SK1v8FQVuXPd/gdzcXFkiWHieXX9zPiFyHnQ6HcuXL+ef/bN/hk6no7q6mtHRUfr7+2WFMfgyCme324mKiiI6OpqMjAzy8/PZuHEjK1eulNeazeZnKp85709IbBoTExMcPXqUv/mbv+Hhw4dERESwb98+9u7dK7Niv66Q81xDhAXsdjvR0dG8/fbbREdHc+HCBaanp/Hz83OqLDU8PMz9+/e5fv26lFICpI5tUVGRLA/o7+9Pfn4+K1askAkxyqxb106fz4nuarw+ePCAzs5ONBoNhYWF5OfnO006d/bsKDeswsJCfvKTn/DgwQOuX7/OqVOn6Ovrw2g0olKpZNhcGD3Co5CVlcWbb77J9u3bZejOHZPUngauAvZGo5GxsTGnkrlKGoS7t1Xc/+TkJIBMVpotkWaxQ8lnnp6elnzJ8vJyjh49yp07d0hPTyc6Oloar+7s6fo6ELQ0Hx8fCgoKKCws5Pz581gsFpnZHx4e/rWznJ81hOGZmprK/v37pd6r0GIW4fe4uDiWLVvGvn372L17t4zuuEPFSSVE+FmlUtHV1cVf//VfS1qgn58fk5OTqNVqioqK2L9/P+np6cCXakLuNhaV+1hYWBi7d+/Gbrdz6tQp6urqGB4elgdGQd9xXRddHR8qlYr09HS2bdvG66+/zpo1a5yuW6hnoIwuqlQqtmzZQkpKClevXqWjo4OhoSFOnjxJdXU1RUVFbNiwAYvFQm9vL/7+/hQVFVFSUkJsbOwjUddnHYWdN+tCLJBCluf+/fvcuHFD1jQOCgpi1apV5ObmysHi7hujgEqloqSkhPj4eCfPsuADiizRtrY2pqamZIjPz8+PlJQUEhIS8Pb2ltnBrjw1d4GrRJjg64gEiY0bN+Lv7+92pSdngnJshYWFsXr1anJzc8nPzycpKYmrV6/S3NzsxOnNyckhJycHjUaD3W5n2bJlFBUVScPVZrNhNBrR6XRutZk8DVw1BVtbW+WzAFi5cqWTh+BxyV8LBWXfinrygkvo5+dHeHj4cyORpYTdbpfSb+BI3jp79ixXr16VHO3k5GTWrl3rpOKyWMfqbFCKxUdGRvKd73xHKofcvn2bM2fOEB0dLROk3MlrmZSUxJ/8yZ+Qnp7OrVu3ZLnQlStXsnnzZjIyMkhPT5eGq6AXuFMfKteDtrY2pwI+4hC8atUq9u/fT0ZGxoyfcyco70uv11NQUMCSJUvIycnh3Xff5dy5c07eVpj5QCxkz8LCwli2bBn5+fkkJiY6SYO5wxiEL+lI3t7eJCUlERgYyNjYGBaLhY0bN9LT00NiYiLJyclYrVaGh4fRaDTEx8c7yXcKqTilxNizwrxZFyKxAKC5uZnjx4/LkqKADDMIzsezIPTOJZS1nO12O35+flLb9VlAcH/EJBA8oYX0vCp/KzQ0lFWrVklliK1bt0rKgNlsdqvF9KugUqnw8fHBx8eHJUuWkJqaSlFREVeuXOHixYt0dnaSnJzMjh07WL9+PcHBwZjNZnx8fAgLC5Nl8JTJTosVIolEeCYbGxu5f/8+ALt372bXrl1OoSB3PKAox96SJUsoLi6msbGRuro6AgICpD6tgLuuMU8LEVaOjIyko6ODyclJRkZGsNvtLFmyhHXr1vHaa6+xZcsWpwOXuxoNXxeiPQaDAR8fH1atWoXFYuH69evU1NRw4sQJioqKpPH6TeR6nuX9ivvIyMggIyOD3Nxc4uPjGR8fZ/PmzWzatAn4slCOUufWHSD2KnFPra2t3Lx50ynaaLfbCQoK4qWXXmL79u3odDrZbndqy+MQEBBAYGAgSUlJGAwGxsfH6ejocHJaCQ+m0WjEbDaTn5/PunXriI2NJS0tjU2bNknFDyXP113WIiUFwm63ExoaKnWKhad8NginnUjKn7N7nLNvdoFyQblx4wZHjhyhurraidwsHpQ7hHKeBnNBrnatXa7MXnyaClzPEkq3f2pqKj/72c+YnJwkNDTUievqjgbN0yAuLo6goCDy8vLYt28fBoMBPz8/oqKiiIiIQKfTyZOp6AtlMttih3L+CS5TSUkJf/qnf0pBQYEs1eyuFAlX2aSXX36Z8fFxjh8/zpIlSwgPD3e6xh3b8KRQGl0ajYatW7fS39/PkSNHGB0dJS8vjzVr1pCXl0dqaipJSUlOigOLue1fBWWoNi4ujoyMDGpqaqiqquLBgwcUFRVJA8IdnoPrup6bm0tERARWq9VJUUCZWOlOTgKxZwmD5fr163z22Wd0d3fLa4KDg9myZQsbN26UbZovzd1nAaWHXqfTsW/fPgoLC50K3ShVdsQ+ERgYSHh4OD4+Pvj7+ztJ1Yn93V28/0p8HXtMWSl0Ltsz5yNGKbI7PT1NW1sbVVVVdHR0PFLqTpwm3bETZ4Myc3I22SBh3LiWlhPPxXXiutuJWkDpbfb39ycvL8/pfaVsz2KCGGti8VWr1QQEBBAQEOBUlUiJxdbGJ4WrjmZxcTG+vr4UFxezefPmRTMvlZt7Xl4eBw4cIC4uTlZhUtIGFnNfKuekWq1mxYoVaDQaoqKiGB0dZdWqVWzdutUp4U6pzbtY+vPrwFUE/8CBA9TX11NTU8PFixfZvHkzWVlZbhPhE4ao4NhrtVqZkAUOqpaQ3HLH/cG1YEJNTY30vAraTm5uLgcPHpR8a2BRKX8o9aPBkWyt1Od9UpjNZlkVz12rFIJzFEs404REpNJ2Ecb3fNIF5/xXlKdDq9Uqy+ApS5CJxKeAgIBHqgEtJjxuAM4mrr2YDHWB2dq52DfD+axk4q5w1RbcunUrGzZsQK/XLyhl5Wnh2pcFBQWSW+a6+T8PfS7mpFqtJj8/n9TUVGw2Gz4+Po8YB4vFy/VNIfp1amqK4OBgvvvd79LR0cFf//VfS91U5f7kLpGE2Xjk7miwusI1aiOMWZHElJeXJ6lXi1nl4puuGRqNxi3zBR4HYat4e3vLiI+YL6Id8zl/5sXzKmCz2RgeHqanp0eKhms0GinOu2zZskcexmLC4zrOHRbFZwmhFykWf5FdupihvH8hGaKsZKOctM87RJsFFxic9W4XyzMQ3gIhQ/e8w2azodFonHSGrVYrJpNJztPFuLZ+EygNjf3796PVagkNDf1aHrP5gJIaJuacKBjiznA9MObm5pKTkyMlJJctW8bGjRtldb7FzLdWemDFPvg4COeViHgsxnYrdWzdAXNuvCobKmpPx8TEEBwczMjICOvWraO0tJTt27cDOHlkPXBfqNXqRVVi8mkhyhe7W5GF+YJSUBqcS+EuJig3CWVbnlfM1m+Lse+eFYTn2W63k5mZ6ZTdrYS7jQtX3Vp3h2vkbcWKFezevZuenh7UajX79+9nzZo1ThztxY5v+9xaSMz5U1duHt7e3uTl5fHDH/6QrVu3YjAYSE5Olhpn8HwMaA88eF4gMmHnq1ThXEEpXbfYwnVPCxE1EJJnnjX1y2fybT2Mzgdc51RCQgJvvPEGmZmZqFQqVq5cSWxsrHzf3Q4LHiwuPPWqVlpa+kxvoKqqis8+++yZfuc3wbNunzvieW/j894+8LTxecDz3j54/tv4vLcPnl0br169+ky+Zy7wvPfj89i+59f94IEHHnjggQceeODBcwfVYszq98ADDzzwwAMPPPDg2wmP59UDDzzwwAMPPPDAg0UDj/HqgQceeOCBBx544MGigcd49cADDzzwwAMPPPBg0WDBNFRKS0u/D/zqKy6zlZWVLUp9ntLS0jBgH/ASkA/EAmagEke7f1VWVvZ4ZWM3R2lp6avARmAZUAAEAL8rKyt7ayHv61mjtLQ0Dvi/gJ1AGNANfAz8+7KysuEFvLU5QWlp6XeBd7/455+WlZX9ciHv55vi2zJOlXgO+1AF/AD4MZALeAF1ONbSvy8rK5u5NvdihUr1fwH/LyAdu/3hN/iefwX8FyAfu732Gd3d18K3pQ+/LftFaWnpeuAvgLVAKDCEw775m7KysqNz/fsL6XktB/79LP+d/eKaYwtyZ88GrwG/AIqBG8DfAIeAPOCXwB++mMyLGf8G+DMcRkHnwt7K3KC0tDQVuINj0b0J/P+AZuBfAte+OKQ8NygtLY0H/jswsdD38gzx3I9TJZ7TPvw18I9AMvABjrVVC/w34AO3WEtVqvWoVIdQqbpRqUxf/D2JSrXrKb8nHvhL4OePGK4qVSsqlX2W/3pm+LYyoA/4/37NVj1LuH8ffkN8W/aL0tLSfwNcBDYAx4H/CnwGhACb5uMeFszzWlZWVo7DgH0EpaWl177435/P1/3MAeqBPcARpYe1tLT0X+MY1AeA/TgM2sWK/xXoABpxeLbOLeztzAnKgCXAn5eVlf138WJpaen/g6P9/wn46QLd2zPFF5vHr4BB4DCODfR5wLdhnALPZx+Wlpa+AnwXaAGKysrKBr543Rv4A4619G3gnQW6RVCp/g3wH4AB4HMc3rZwoBDHZv40nqj/A9AB/59Z3h/F4QxxxaOHFbvdgEr134D/G5VqLXb7goitLoo+fDZ47veL0tLS13CM9dPA/rKysnGX9+elLJzbcV5LS0vzgNU4PCRHFvh2vjbKysrOlpWVfeZKDSgrK+sB/uGLf26a9xt7higrKztXVlbWUFZW9lzqrZWWlqYA24FW4O9d3v63wCTw3dLSUr95vrW5wp8DW3B4DSYX+F6eGZ73ceqC57EP93/x978KowegrKzMgsPQA/gX835XAiqVcjNPwW7/AXb7v8Zu/zF2+yrgf3+K7woC/gQ48xi6wAh2+7+b4b/ZvKu/BaaBhVSqd+8+fAb4NuwXpaWlauD/BqaAN10NV5B9OudwO+MV+MkXf//xeeHAzADRudYFvQsPvgpbvvh7coZDyDhwBfDFcdha1CgtLc3GwY37b2VlZRcX+n48eHo8x30Y9cXf5hneE68tLy0tDZ6f21FApXLazLHbH9nMsdufZjP/Do415YNncn+O3+8CLgGvolIFPrPvfTq4bx8+O3wb9ou1OGgfR4Hh0tLSl0pLS/+qtLT0X5aWlq6ZzxtxK+O1tLTUB3gLsOHghT53KC0t1QDf++KfxxfyXjz4SmR+8bd+lvcbvvibMQ/3Mmf4Ykz+BmgH/vUC344HXwPPeR8KT13yDO+lKP4/ax7uxRVOmzkq1UuoVH+FSvUvUam+zma+7Yu/lx9zjQ6V6i1Uqn/9xe9sRqX6qsTmKzioCBu+xj09C7hzHz4rfBv2i1Vf/O0F7uKgyPwXHDSWq6WlpRdKS0sj5uNG3Mp4BQ4CwcCxsrKyr59h6d74LziSto6WlZWdWOib8eCxCPri7+gs74vXg+f+VuYU/ycObt73y8rKDAt9Mx58LTzPffj5F39/VlpaGipe/MJg//eK60Lm9a4ceOxmjkp1AZXqaTbzEmCc2Q0gcHgxf4ODP/k3OBKcG1CpNj7mM7e++LtQxqs79+Gzwrdhv1jyxd+fAj44DlsBOGyaEzjG14fzcSMLlrA1C378xd//uaB3MUcoLS39c+BfAbU4yOseLG6I7NhFy6UsLS0twuGp+69lZWXXvup6D9wP34I+fB9HRO5FoLq0tPRTHGH6bUAqDo9WOg5e53xDuZm3fHFPN4BEHBnYO3Bs5pu+8ptUKi0QCTQwe932X+GgADzAYeSm4FDS+DFwDJVqDXZ7xQyfE0oECV95H3MDd+7D+cKi3y9wyJuBoy2vlpWVibH2oLS0dB+OQ9fG0tLSNXO9FrmN57W0tDQHRwimg6fLzFwUKC0t/V9wSIJUA5vLysqGFviWPPhqiJNy0CzvB7pct6igCDXX82XShAeLCN+GPvyCP7gHh3JCD46D/z/DsVeU4FBWAIck1HzDaTPHbj+D3T6B3f4Ah853B7DxCSkEQkZpdi1Qu/3fY7efxW7vxW6fwm6vwm7/KfD/4PCE/btZPin2m/AnuI9nDjfvw2eF53q/+AJibDYrDFcAvoj4iGhy0VzfiDt5Xp/bRK3S0tK/wKH3VgVsLSsrW8wT9NuEui/+zsZRSv/i7+NCfO4Mf75sm7G0dMZk5F+Ulpb+AkcS0F/M14158MT4VvRhWVmZFYcn878qX/8iT2IZYMDhjZxvyM38EY+nQ6bqBPBDHJv5V3miBN1D/zXu4x9wRPVmowX4uPzGvMON+/BZ4XnfL+DLNo7M8r6YDz6zvP/M4BbGa2lpqR7HScyGQ8T4uUFpaelf4eBAlQMvKGVCPHB7CD3Q7aWlpWoXvd4AYB2OBff6QtzcM4CJ2efbchwcyss4FqznMRz9PODb3offxWHs/Xq+JHpc8Ow2c7t9BJXKzJce2KeBcIjMJsMU5nKdO2Gh+/BZ4XnfL8BRmMAKpJeWlmrLysrMLu/nffG3da5vxC2MVxzVqEKAz5+nRK3S0tL/A0eZuDvAdg9VYHGhrKysqbS09CQO7b7/BUfVIoF/j2Oj+J9lZWWLUk/zizDPj2Z6r7S09N/hMHx+vdhLiz7P+Lb0YWlpaWBZWdmYy2urcDgGJnCsswsBuZmjUmmx27/pZl4JFKJSBWK3j33l1V9C0BJmkqKCL7P4y5/iO58p3LgPnwme9/0CoKysbKC0tPQDHFrE/yeO6oUAlJaWvoCD4z3KPCgpuYvxKhK1FnNFLSeUlpa+jWMyTuMg2P/5DCG91rKysnfm+daeGb6omvLKF/8UOn5rSktL3/ni/wfKysoWe4WfUuAq8LelpaVbgRocJX834wj/PLkAuQcLgm/JOH3ecaq0tNSAg3o1DuQCu3B4nveXlZXNZrTNLez2AVSqGTdzVKqvs5mfB1bgoBmcdnpHpcoFurHbh1xeTwT+7ot//XaW7xXaogtZXc49+/DZ4tuwX/wMR5v+99LS0g04KoYm4uB4TwN/WlZWNjLXN7HgxusXwtolPH+JWkLPzgv4i1muucDiLoe3DEdJPyVS+FK3r41FXp7yi9P0ShwHkZ04Fttu4G+Bf+/xpi8KLOM5H6ffAvwReANHxroP0IVDC/y/lJWVtS7gfYFiM0elmnEzx24fecLvOoSDu7oDV+PVEaH8f6NSncOhbDCOI1P/JRxh96PAo1W2HIUUtgJ12O1VT9OwZwx37sNngm/DflFWVtZXWlpajOOgtg/HwWgcR0XU/1xWVjYvtAjV7IocHnjggQceeODBV0KlCuXLzTwWx2Z+GfjP2O1Pt5mrVHdxRAjisdunFa9vxCHJVfjF+344uLblOBQnfjOjxJZKtR1HFvj/it3+N091Lx544KbwGK8eeOCBBx544C5Qqb4D/B7Yj93+0TP4vkPARiAVu30xyzR54IGEx3j1wAMPPPDAA3eBSqXCoQzhkJD6Jpu0SrUMR+WvP8du/7uvuNoDDxYN3KZIgQceeOCBBx586+EwVn8MfATEfMNvi8ZRvOIfvulteeCBO8HjefXAAw888MADDzzwYNHA43n1wAMPPPDAAw888GDRwGO8euCBBx544IEHHniwaPDEOq+lpaWLnl9QVlammu2957198Py38XloHzz/bfSM0+e7ffD8t/F5aB88/230jNPnt30ez6sHHnjggQceeOCBB4sGT11hq6ysbC7uY04xQ1nWWfG8tw+e/zYuxvbB899Gzzh1xvPePnj+27gY2wfu0UaRLC7+qtXPzpc23+NUtMGhcjY/cIc+nEt8VfsWvDysB88HbDYbFosFq9WK3W5Ho9Gg1Wqf6YK0kLDZbFitVmw2G9PT09jtdvmfgFqtRqVSoVar0Wg0aDSaeV3MPHi+Ybfb5fxSq9V4eXl5xpcHixZi7CrHsM1mA56tITsf8MzD+YfHeJ1HzGTwuE7gxToJ1Go1Op0OnU7n9Lrdbl8UbVL2iat8nDBItVrtfN+WBx7INUOtVuPt7e30ntjsVSrVophn8wXPc3Ff2O12DAYDRqMRi8XC9PQ0Xl5eBAYG4uPjs9C391Sw2WwYDAYmJydRq9UEBAQ8sgd+GzGTrfM4CMfP08BjvM4jhPfO1XsiOs7Ly2uhb/GZYyHCKV8Hysmm9KyKPtJoPFPFg4WBzWbDZrPN6I2yWq0Ajxi132Yo57CXl9dzua4uNggnht1up6enh0uXLnHt2jVaW1vp6ekhIiKCN998k3379qHT6bBarW4ZWXDdz4aGhjh27BiHDx8mJCSEH/3oR6xduxZg1jn7bYCIUIpopStFRHmo9PLyQqvVPvU89ezIcwSx4YgFVBhBXl5ejz2Z2Wy2RektGB0dpauri97eXqxWK+Hh4SQnJxMUFAS4/0RW3ttMhurU1BRDQ0MMDw9jMBgwm81YLBaMRiNms1l6Zr29vfH39yc6OpolS5YsilO4GKtivIqNRnicxX8ezB/sdrtcC8S6YTab6enpwWAw4OfnR0REhNP4slgsqFSqb/VBS4zd582YFwa5WEcXSx8rnQAAnZ2dnD17lsOHD3PhwgVGRkbktZOTk4SGhlJSUoKvr6/8vDvthcKjLwyt2tpa3n33XU6fPo1Go2HDhg0UFRWh0Wi+UVXfxQLXvUM4esSa9TTRyqft68UxAxYhxOb/tIboYjESpqenpcfYZrPx4MEDPvjgA44fP87Q0BAlJSX8xV/8BRs3bgQcHiKNRrNo2idgs9lobW3lwYMH3Llzh/v379PS0sLIyAgWiwWDwYDJZCIwMJC4uDiCg4NJSkpi+/btbNy4kfDwcLdafGeCsk9mMl7d/f6fR4jnb7FY0Gg0mEwmysvLOX/+PN3d3SQmJrJ27VoKCwtlqHWxza25wPM6VsVchMXVz4KnLYyY2tpaDh06xKVLl5wMV4CWlhZOnz5NamoqqampgONA5k50LXGIEMZrVVUV165dAyA5ORk/Pz+51z2vY1EJ171jPtvsFsarCKVPT08/8p6w5F1Pmu52IhNQek6VbvDR0VF6enpoaGigoaGBsbExQkJCSEpKIiQkBL1eT0xMDLGxsYD7h9uVRo7NZqOpqYnr169TX18PwOeff86mTZuk8erOp1Cj0cjQ0BDj4+MMDg7S19eH1WrF29ub9vZ27t69S11dHR0dHTx8+NDps1qtlqioKDIyMsjPzyc0NJTQ0FCioqLQ6XRu239msxmbzYa3t7eMDDxuUxSeQHcIwbomB870jMX8U77n6rFyx2iAcv1Qq9WMjY1x584dbt68SXl5Oc3NzUxNTRESEkJlZSU5OTnk5uZSXFxMREQEgAzVudOmP9dQGhT9/f08ePAAq9VKcnIycXFx0kPtrvvGTBBhV5VKJZNfxXgVRpQYz4ulXc3Nzdy5c4fh4WH0ej0JCQksX76cpKQk6Xl1573ClcdZV1fH5OQkkZGRfP/732fp0qXPnddfCavVisViwW63o9PpZtw7xsbG6Ovro6Ojg7a2NgYHB5mammJ6ehqTyYTJZMLHx0fSQ2JiYti6dStpaWmA81x+HNzCeJ3JOP0quOtEVS4uRqOR4eFhHj58SHt7O7W1tZw5c4YLFy4ADsOnuLiY6OhogoKCWLduHS+++CJLlixZyCY8EYQxo1arsdlsdHR0MDAwgF6vx2g0YrVauXv3Lvfu3SM/P9/twufidAzQ3t7OyZMn6ejooK+vj9raWoaHh/H29qa/v5+enh4A9Ho9Pj4+GI1GfH19WbVqFZs2bWLp0qXk5+fLybcYoDRsRF8qwz9Kr6swAt3BcIXZkwO/zve4G5SRmoGBAS5fvsx7773H0aNHmZycBBx919DQwM2bN/Hz86O4uJjvfve7vPTSS0RERHwreZ5ms1l6oDs6Ovinf/onDAYDr776KiEhIXKsuMsB7Eng2o/iUKJUMxFwx/1Q0AW0Wi1Go5F79+5RXl7OxMQEAEFBQaxdu5b9+/eTn5/PxMQE09PThIeHy+9wN3qEWq2WxmtPTw/t7e0AFBcX88ILL5CRkSH7wp2N8K8L13En9gyNRoPFYqGpqYny8nLKy8u5ceMG5eXlj3jYwcHRt1gsAAQGBvJv/s2/4Yc//CGhoaFPPJYXdGQoQ89PArPZDHy58Sp5FgsNpRfHZDJRXV3NlStXuHv3Lg8fPmR8fJyJiQna2trkZ8xmM7du3cLb2xsfHx+6urpQqVS8+OKL0ovypKeQ+YayvXa7nZaWFpqbm1Gr1dKAramp4caNG8TExBAZGQk4G40LBbvdjtlslvdRX1/PL3/5S5qamggODmZkZISJiQnUajVBQUFkZWURFxdHaGgofn5+pKSkkJubS1JSEhEREYSHh6PX6xe0TU8Ks9mMt7e3nHMTExO0trbS2tpKbW0tzc3NTExM4O/vT1xcHAkJCWRlZZGbmyuNg6edt+4E4c1SeuLMZrMTX2sh2uXKDWxpaeH48eMcOXKEK1euSMMVvlwHwcETvHv3LiMjI9y8eZNXXnmFzZs3S++P1WpdtJxlu90uNzjlmJ0JInENHM+ksrKSsbExSkpK5HeI73R3TE9PO9EEANra2rhy5QqNjY2kp6ezc+dOQkJCZGLaQq+pM0EZ8q+pqeEf/uEfOHv2LGazGX9/fwoLCzl48CDbtm3D29tb9qGy3e40bpUJgBaLhYqKCjo6OlCr1SxZsoSgoCCnMboY18engdVq5cGDBzx8+JCWlhaamppoa2uT+4kwWlUqFWlpaURFRREbG0tERAQTExNcv36dmpoaxsbGOHv2LLm5uWzbtu2JI0YLMuLFAiKMspGREYaHhzEajU7XqNVqfH19CQ4OJjAw0C2NVgGlMVddXc3777/Pp59+Sm1t7SPX+vv7A1+epCcnJxkfH+f06dMA0igC9zVeleETu93O6Ogo4HgOoh99fHzw9/d3CqO4y4QWxHuA4eFhKisr5b37+/uTkZFBYWEh2dnZJCYmShqARqMhMzPTyTsuVCREOEUscO6ULSv6Ssyh4eFhmpubqamp4d69e9y+fZv79+87nZL9/PzkRunn50d2drb8LpE5vBCeLLPZzNDQEENDQzPODxEy9/X1RavVyvv09fUlKCgILy8vST3QarUzenCV6hOuhsRcQbmGjI2NUVtby61bt2SfiORHlUqFn58fXl5eGI1G+vr6uHv3LtXV1YyMjGA0GlmxYgVRUVHSqFmMiaAiXC7wuNC4sn+GhobkczCZTE5z3V3hmqAHjjHQ399PS0sLt27d4tSpU9TU1JCens7U1BS7d++WTgGLxSKTgt0FyoNCTU0Nx48fp6+vD7VazapVq3jhhRdYu3Yt3t7ekhvrzk4AJU2ju7ubGzdu0NLSglarJTg4GI1G4zTPZhurrgeomTLw3REWi4WpqSmmpqbo7++nvLycW7duUVVVRVVVFQMDA/La4OBgsrOzSU1NpaCggJycHGJjY0lLSyM2NpbOzk5+85vf8Ktf/Yre3l4n++5JsSDGq7KDOjo6OH36NCdPnqSpqUl6FQSnIjs7m23btrF161aio6MBh1fCZDKRlJQksxIXir+mDOPYbDbq6+v55JNP+MMf/kBraysAOp0Ok8kEOAyCuLg4RkZGZDg6ODiYyclJTCYTN2/epLOz0+n73RXKfpxp0Vy7di0HDhzAx8dHejrdYXF1DYFHRUVRVFTE9evXpVdx48aN/Pmf/znZ2dlMTk6iUqnw8fHBbrc/wmkS404swsIr6U4LkdLIGxoa4le/+hWfffYZvb299PX1MTQ09MhnJicnKS8vZ2pqiujoaEJCQoiMjHQyiJQG3ny1o6Wlhffee49PPvmEyclJAgICnA5TFouFiIgIcnNziY2NxWw2YzKZyMjIYPv27cTExNDU1ERvby/R0dEyOUQJweWeTyjXr8DAQOLj4wkLC6Ovrw+AkJAQ8vPziY6OJiIiAr1eT0VFBZ9//jlGoxGj0cixY8doamri5Zdf5pVXXiEvLw/40lvuDvNvLiDm5PT0NO3t7YyMjODt7e0k0+PuEAdBu91OV1cXly9f5uTJk5SXl9PV1cXo6ChWq5Wenh76+/sxmUx85zvfwWQy0dHRIZNGxZ640BDGSFdXF52dndID7uXlRXFxMVu2bCEwMBBgxnXV3aA0XgcGBigvL6e/v5/Q0FDS0tKIi4tDrVZjNpvRarWzromur8/3Gvo0UO4bo6OjnDt3jqNHj1JeXs7AwICMUgqEhoaSm5vLli1bWLdunVzDfH198fLykoeT4OBgoqKiCAkJISgoiFdffZVt27YByOf3VZhX41Vof4lNvqKigqNHj3LmzBmuXbuGwWB45DM3b96ktbWVwcFBVqxYwcjICFevXsVms7F9+3bWrl2LXq9fsI5XLowjIyOcPHmSP/7xj9JwFRxJgIiICHbu3ElOTg7379/nyJEjjI2NMTY2hq+vLxaLhZGREemZBUdY110Tf5Se15l4LRkZGTLUPDU1hb+/v9uEgZTetqVLl/LjH/8YHx8fzp07x/DwsKQLCPFs5SQWxHPXRAp3aZsSYvMWi25LSwvHjh3j0KFDMktWo9GwZs0acnNziYiIwMfHB29vb5qbmzl27Bj19fX87ne/IzIykldeeQWdTsfo6Cj+/v5OhuxctV/53VNTU9TU1HDkyBHKy8sf+7n79+8TFxeH2WzGaDSSnJxMW1sb0dHRNDc309fXR1RUFNnZ2aSlpbFkyRICAgLw8/OTi+1CQXDJlOO0oKCAP/mTPyElJQVvb2+8vb3Jz8/Hz8+PCxcuyFDdzZs3GR8fZ3h4mL1791JcXCy/x131MwWUm/jw8DBNTU14eXmRnp4u18WZNnoxPiYnJ2UULygoiPDwcCfhe3dst1hbhPF24cIFTpw4QXl5OZWVlXR0dMhr9Xo9FouF2tpaPvjgA8bHx5mamqKnp4eUlBS2bdtGYWGh5GYqqSjzBTFfVSoVZrOZ5uZmOjo6ZPuio6NZuXIlS5cuRaVSYTAY3L44gUiQExgcHOTBgwcABAQEkJKSIg0upbqC63fAo2NQ2T8zUUYWEhaLRa6DXV1dvPfee3z00Ufy/YiICLKyskhPTyc9PZ3w8HASEhIoLCwkISHB6btE+61WK6Ojo4SGhrJ9+3aWLFkiDVdgxsT9mTCvxquYUAaDgYaGBn73u9/x3nvv0dnZ+dhTV11dHVeuXKG5uZmqqiquXLkiM/STkpJISUmRA2IhM4irq6s5fvy406AeHx+X/79r1y5++tOfUlBQwK1btwD49NNPmZqakqdSjUbjZMS7W6LTTFCpVDOGe5QGrbtJh6jVaskXi4yMZM+ePbS1tXHt2jWMRqMMqefn5wPOhxQvLy+38W58FZQeyYmJCT766CN+/vOf09LSAjjG5Z49e/jud79LXl4eer0evV6Pn58f7e3tREZG8s4779DX10dvb68UGRdzcMWKFQQGBs7pnFM+++npacxmMwEBAV/5OaHLK76jvb2da9euyWQBwf+NiooiPz+f5cuXk5WVRUREBMHBwSxZsoTIyMh5yVR3lRRqbm7m7Nmz1NXVodVqWbp0Kbt372bv3r1otVqptJCRkUFCQgJ6vZ7f/va3stJPbW0tAwMDMkxbUlIif8edoaSh1NXV8Y//+I94e3vzk5/8hIKCglmpKqJdIgMaHN6d2NhYJ2eAuxgFrhBjq6qqil/96le8//77mEymR9ZVEcEDZMjWYrEwOTlJYmIiGo2G/Px8tFrtY4tbzCWUvzk9PU1XVxd1dXWMjY2h1+tZvXo12dnZi0r6y9WgbGpqksla0dHRhIWFPdF3fBXcLTKiNCTHxsZobGwEHG1ZunQpa9euZfv27RQUFLBkyRJZbOBxfarRaCQNrbCwUEaRBJ70IDNvxqs4XXp5eVFdXU1ZWRlHjx6VoXM/Pz+2bdtGfHy83FSmpqZ4+PAhERERpKen09HRwe3btzGZTAwODmI0Gp/YSp9LDA0NUV9fz9GjR6mqqgIcIROLxUJAQAArV65kx44drF+/nsLCQnQ6HStXruSnP/0p+fn5XLlyhStXrsiF6f3338ff359du3bJTfpJXenzBeUA1Wg07Ny5k+7ubiorK2VyyZ07d7h27RrLly9/rNdkISE2vbCwMIqLi1mxYgVXrlyRCWgpKSkA0gsmOK2LQQNVuclPT09z48YNLl++TF1dHeDwjP/zf/7Peemll0hMTHxkfCUkJPDKK68QGBiIxWKhqKgIg8HAxYsX+du//Vv6+/s5cOAAP/3pT+Upey7GqXJB9/Pzo7CwkP379xMcHExPTw96vd4pWUKj0TA4OEhNTQ3d3d1SmWB8fFyG1wVMJhNtbW2MjIzw8OFDbt68KZODIiMjWb16tQx/zeWBxdV4bWlp4ezZs1gsFhITE9m7dy9btmyR73t5eWEymfD29qagoIDXX38dgKtXr9LR0cHIyAj9/f2cOHFCGrvr1q2TTgJ3kwlz5RYbDAbq6+u5dOkSarWa9evXk52d/dhwLHwZFRFJecHBwZI+4E5UHsGPF/tEXV0dV69e5dy5c9y4cUPuBcqxCsgoilqtxmAwODk6WlpaqKiokONIGK/zDaViidlspqWlhfv372M0GikqKmLHjh0kJSXJ692dLiDmil6vx2w2c/v2ba5cuSL7Ji8vT9If4PEGqM1mY3x8nLGxMRk96e/vZ3R0lNjYWOLi4gD32SeVbQkKCiItLY0HDx7g5+dHUlISGzZscKJ/KCH45oKupKTr+fj4EBsb67SmGo3Gp4oyz7nxqlw0BB/pww8/5N1335UE7cDAQFasWMFrr71Gfn4+BoNBuul7enpQqVSYTCa6urqksbFixQoKCgpkYtN8JlYoMT09TWdnJ8eOHePIkSPS0yEWp+zsbH70ox/x5ptvAkg9W61Wy4YNGygpKeEPf/gDHR0djI6OYjAY+OijjxgaGiIyMpIVK1bI9rkTlGFylUpFQkICycnJTglq9fX1XL16lYSEBKlfq+QNLTSU1YhsNhupqakUFRVx584dDAYDOp0OPz+/r/wecYByt1Oz0kC5e/cuf/zjH6moqAAci8fu3bv5yU9+go+Pj0wc9PX1lYoQdrudtLQ04uPj8fLywmAwcP78eT744AOuXLkCOPR8Dx48KI3X2UJm3xTC4+bt7U16ejp6vZ6oqCja29vx8vIiIiJCbtheXl4MDg5y//59Hj58iFarxc/PD6PRSG9vL+3t7QwNDcm1yWw2Mzo6SkVFhXw+Ardu3WJiYoLvfe97cqGdq4Okq4dZRGNCQkIoKioiJSVFJprpdDrprVCr1axbt46IiAji4uL45JNPqKqqwmg00t/fz8cff4zZbMbPz49Vq1YBc9dP3wTKDbu/v5+mpia6urrw9fWlv7+f8fFxwsLCZhRGFwZqfX09dXV1WK1WlixZQmhoKOAcyl5IiD4WBtv4+Likzx06dEjqZIMjsVfQWAQNxGw2OykreHt7o9frGR8fR6/XExkZKdu4UMa68jk3NjZSWVlJd3c34BDyz83NJTg42Ol6d4bgi4Ojv27cuMHt27cBWLZsGQUFBbMar0rqht1up76+nvv379PX1ycPlfX19fT09JCdnc2OHTtYunTpgufyCCjHj4+Pj8x5MBgMhIWFkZaWJnNBRAU4cfh/XNRYq9U6JdMq+bBPijm3IsRE02q1NDU18ctf/pJf//rX8vW0tDS2bt3K9u3bKS4uJjQ01MnAm5ycpKKigsOHD3Pu3DksFgtZWVns2LGD4uJiOQnm0yhSLrIWi4Xu7m7JT1IO1OjoaEpKSli2bJnTZ5WblFqtZunSpaxYsYKhoSEpgl9RUcFvf/tbVCqV9NYuFIdpJiglWqanp7l48SJHjx6VqgOAk0SNgDsZ4WJxF5I84nQtDJqJiQkp5i8MHZPJJLPY4Ut1BbVa7Xa8LZFEKCrXHDt2jLa2NpKTk/nn//yf8yd/8ifynoUBIAxx8Tz8/PwICgrCarVy48YNfv7zn3P+/HnAMXbz8vKcQvhzNTZdD6bx8fEEBAQwNTUFfBkuVnp8tmzZwuTkpOQTWiwWBgYGuH//PtXV1ZK3LApsKCWoBERVqwMHDsi1Zi4Mv5mSCJOSkmhtbcVoNDrRopRSXwJarZa8vDzpyXv48KH0DA0NDXH+/Hny8/OJiYkhOjraLQ1XpYJMb28v9fX1jI+PExwcTEBAgNzclOuvspqR0Wjk+vXr3LhxA4D09HR5qBLjeqHXTsEhFO28d+8ev/71rzl37hxdXV1O127bto2dO3fi7e3NtWvXOH/+PK2trU57qtATz8zM5KWXXuLVV1918s7PZ3vF2i724ebmZi5fvixpdOCgKfn4+LjdQf9xcD1Ujo6OygTXuLg4UlNTnZwcs7Wtq6uLTz/9lI8++oiRkRE0Gg2jo6MMDw8zMTGBt7c3FRUV/OVf/iVr16595LcXGp2dnVRVVWE2m2WSc25uroySi3n4NAdFV1WXp8GcWXtisxcTaXx8nHPnznHo0CF6enrw8fFhxYoVrFu3jr1797Jq1So56MUpWq1W4+/vT19fH8ePH6e2tlZyelauXCld7PMNZTh2ZGSE+vp62tvb5UCz2Wzo9XpKSkp45ZVXiI+Pl6EUceIWJxUvLy/i4+N5/fXXGR8fp7u7G6vVislk4vjx48THx5Ofny+fyUKfxASUdI3p6Wnu3r0rDVeh86rVagkMDHRLqSxwTmbS6XR0d3dTU1MjQ4+nTp2ira1NetFF+ENon8bGxhIWFua0cBmNxgXVCwXnDNGpqSmqqqq4ffu21BhesmQJe/bsISYmBnAkH4SFhc1o0AiDzmq1StqO0WjEz8+P3NxccnJy5sV4BeRBQ7QvODjYyYPjitmKfQj5FrPZjEqloqGhgbS0NLq6uujp6aGnpwebzcbIyAhms5l79+5x8uRJXnvtNfz9/edMzkf57KKioli6dKlM/BThX3FYHBoaoqenB41GQ3R0tDyoxMXFsWHDBiorK2UJTqvVyuDgIM3NzXR1dREVFQUg9W3dgVfvymVtbm6WUZy8vDyys7PlPHPlvIp5Zjab6ejokFzE0NBQeThzl3VTmdRz+/Zt3n//fSf6nF6vJzk5mRUrVrBx40bS09NlwZSZPKnCQRAZGcmrr75KcXExwFdmvM8FXBOSurq6qKmpob+/X14jolnisKFUWBDzWxxU59v4fhKIPlAeIGaTgxRtUalUDA8Pc+PGDS5evMj169fltUJ60WKxUF9fz8cff0xycjLh4eGkpqbKcT7fNALxe2JtaGtr48yZM9y7dw+AnJwc8vPz5fzSaDRf60D8TRKd58x4FZuM6NQ7d+5w9OhRebrMzMxkx44d7Nmzh4yMjEe8psJY6+vrk2E+cDwkkaSlHDDzeZJTGgcDAwM8ePDAaYJqNBqSk5PZvHkzmzZtkvIZSu+KmKhGo5GAgAC2b99OS0sL169f5+HDh1gsFoaHhxkbG5Pf6+q1XUi4ijErDThh2Iqyv+5yz65QPk+r1cq1a9e4du2a1BH94IMPnLyuwoBNSUmhuLiYlStXUlRUREFBgdP3LnR4Uvm8heEyPDwsq6FFRUU5ceEeZ7yIvhTliwMDAxkYGJAJT8IDP18Qc+ibPN+4uDiioqKcKEh79uxhYmKCyspKjh49ytWrV6VE1cjICGfPniU+Pp4tW7bIyMqz1Lh19Sz7+fnJkLfQgxZ4+PAhFy9e5OzZswQHB/PCCy8QFRXF2NiYzN5etmwZw8PDXL16FXCsSZOTk4yOjsp2i/HgDhDPExxjrqGhgba2NhISEti8eTOZmZlO1woox4GQLPT29nY7fVfXYgJnzpzhl7/8JRcvXnTSx0xKSqK0tJT169fT0NDAoUOHqKqqorGxkd7eXqdolvh/Pz8/UlNTJTULFkZi0XUdmJiYYGhoSB6AQ0NDSU5OdsojENQtV8/4Qq+hs0E5d8S/Z1sDRYlxcMzZ06dPU11dLd/38/Pjtdde45VXXsFkMvHOO+9w7NgxPv30UzIzM0lOTsbLy8spHD9fUEayjUYjt2/f5vr16xgMBkJCQsjJyZHrEyyMU2rOjFcRGpmamuLu3bt88MEHXLp0icnJSbKysti9ezcvv/wy+fn5Tg0XRp6Q07p16xZXr16VxPSQkBDS09NJTU2VYdz5lpJSDtS+vj7q6+sZHR2Vm4G/vz/Lly8nPz9fDvKZTpFiYAoUFhayevVqDAYDAwMDsuyaO05iVy/ATMart7e328ryKDeS/v5+GVbv7e0FHG0wGo34+PgQHR2Nr6+v9MpVVFTQ2trKvXv3OHLkCCkpKWzZsoUdO3Y4eeUWqrqR60JqMpkYGRnBy8uL/Px81q9f70RxeByvV3moFFxL8RuRkZEkJCQ4Gb/z0VZlCF1s0koKiAhdzbSpiHKVyo1Aq9USEhICOJLUgoKCGB8fl4ltkZGR5Ofnk5CQ4MQnfNZtVc4Tf39/eU+dnZ00NTUBDoPgwoULvPvuu9y9e5eIiAgePnxIQEAAY2NjWK1Wqavc29srDQez2Ux1dTXXr18nJSWFlJQUp741mUwyYrAQUK4ngu86MjJCZmYmaWlpcl4ZjUY5DkXyi06nIzAwUI5zMTaVZUYX2hhSjpeWlhY+++wzPv30U9k/4eHhLFu2jLVr16JWqzl27BgPHjyQyaNKCHqPzWYjMDCQbdu2sWfPHqcoxEIkQblSP3p6eqiurpZaqFu3bqWoqEj2gzJZZ7ZDoDsWJFKuKeLQ9VUH+Pr6ei5evCj7Mjs7m507d/LGG29QVFSEyWSS2rGNjY1UVVU5Vcmbbx1cZXtsNhsTExOMj4/L/AKlCgssDB1nTlYqZUJDbW0tv/71rzl16pQ8YcbFxfHiiy9K6ROLxSI7Rhiu4Bj8586d48KFC4yNjREYGEhRURH5+fkLGupSLoLd3d10dHQ4CfUuWbKE4uJip4xKERpxhXJAhoaGUlhYSE1NDQMDA5jN5lk/t9Bw9QIr+YLKCkaCM+puENWV7HY7x44d4z/+x/9IQ0MDfn5+pKWlER0dTXR0NImJiaSnpxMYGEhTUxPnzp2jsbERi8VCT0+PlDw7c+YMZrNZetqF5NRCwLVfuru7aWlpwWKxsHTpUrZs2eKkwTfTpi7CrKJsY3l5OVevXmVwcBBAGsKrV692og3M5ybzuIOB8MI9KUTZWEFnysrKku+FhoayYsUKMjIyAOR69ayNIWVbwsLCyMnJIT09nf7+fkZGRhgZGWFwcJBz585x8eJFed+uxo0SwrMljNfAwECCg4NZv3699KQLNYaFhLLtQtTebrcTFRXlxNHV6/VOzgplrfWBgQFqa2sxm83k5uaSlpYmv3MhD9HKSF17ezuffPIJV65ccVozNRoNK1asID09nXfffZdTp04BjvYKY1WtVst8EDHHU1JS2LdvHy+//LIsWyqcBvMNpfccHPu34LtGR0ezfPlyIiIi5Noi9gbh9HH1orsjbcAVM1E5lIWL7HY7ra2t3L17Vx6Go6KiePPNN3nllVfkOuPl5SUF+7u7u+nr63Mr/VsRJbZYLPj6+hIZGflEycxziTkxXpUDeHBwkKqqKpltCA7StuBdTU5Oygei5Mj29/dz/Phxrl27JsN3QutQWRFnITwFSspAe3u7vD8x4TIyMlixYgWxsbGSGzObB9X1NeXCYzabZTk2IQXkjl5MVygF5cfHx92ytrh4jn19fdy8eZOGhgbA4f3+4Q9/yNKlS6UBumTJEnQ6HUNDQ5SUlDA4OMjAwAAVFRWcPn2au3fvUlVVxb/7d/+OlJQUCgoKOHDgAEuXLgWQkkbztRAr59/Q0BD37t2TmrsRERGEh4d/5b2IDdLLy4vR0VGOHTvG8ePHnWgsYWFhxMbG4uXl5ZQ44+4Qm6zw1Cq9O4LbK+Y0ONaw27dvEx8fT3p6uhNv/Vm1V8mTA4csTVFREa+++ir9/f0sX76c4OBgacgq2+L6PUruoSi2MD09LcPxv/71rzl06BDx8fG8+OKLvPTSS07Z0vNdklo8RyH/1dHRIVVmEhISpNqFso0CyvW/urqalpYWdDodGRkZco+BhU3UEoUhABoaGmTZcGGYmkwmTCYT165d48GDB9y8eVN+Vq/Xs2rVKtRqNa2trbS1tclEvOjoaFatWkV+fr78/oV2FCjHo3LdNxgMtLe3c/36dRobGzEYDDx8+JDGxkbGxsbkQVnIh6WlpVFSUkJBQYE04NylwIby94UH3PU14ekfHR3l+vXrXLp0CavVSlRUFD/4wQ949dVXSUtLk+NXOIPE2tLb28udO3coKSmRz2U+oZQ7M5lMNDY2UlNTA0BiYiKZmZn4+/tLSTdxABHtmI9qms/c8nP1yInJJLJ97Xa7tNwBJwFpgdHRUY4ePcr7778vRXHBoUywYcMGIiIiZCWKhVpkReWQ9vZ26XXV6XTk5eWxYcMG0tLSHuHzzAQlb85mszE1NSUNXoPBQGdnJ11dXdJ4daeT6GyLiBjQMTExZGRkzFtCz9NALBoWi4WkpCRWrVqFl5cXr7/+Oq+//vqMJ97IyEg5bgFWrVrF6tWrqa+v58aNG5w7d47KykquXLnCxMQEb731llOUYL60JpXzb3JyUipYAE6qFaJkr+Bwis8KD494BhMTE1IQXSA6OprIyEhp9Cz0pvk0mGndEP9uamri0KFDTkkVAwMDtLW1MTg4SHp6OjA/JR0zMzN54403JNUKkIUh7t+/T3d3t9SKnJycfCR8abfbpeayQGdnp1P56f7+fiYnJyUtIjIyct69dkp+XW9vL3fv3qWtrY3w8HAKCgqIiYlhamqKgYEBubkbDAapNAHQ2trKZ599Rnt7OyEhISQmJjoJxy+UwSM4kQJ9fX1UVFRIA1T8NZvN0puu1WpJSEggJCSEkpISVq5cSWVlJe3t7U7tyM7O5oUXXnBKXF5oFQnl/Xl7e8vS6ENDQ1y9epXW1lZ8fHwYHByksrJyxrLU4DCQGhsb2b9/P2vWrCEgIMBtJBaVHmZBQVKuf0qu69TUFJcuXeLy5cuo1Wpef/11fvSjH5GSkoLZbHaK4iiNfaGKkpqaSnR0tPxdmJ+xrDRebTYbzc3NmEwm1Go1xcXFrF69+ivHmnhOc0XZeeajwfUmlf9WPvzZyqe1trZy5coVPvjgA65evSoNIW9vb8LDw2VHzrd3AJwNTSFuPjAwIA0yHx8fNm/ezPbt253IzE9qsAnjRnm9oCUkJSVJPTV3getG6Yq1a9eyb98+1Gq19D66C3dJjMuIiAjeeustdu/ejUqleqSc5OOQnJxMfHw8O3bsYNu2beTm5nLmzBkaGhp455136Orq4i/+4i9kBvCzTPB5Usx24HE9ZCqVMlzl2Jqampw8kUlJSVI0Xvk7ixXKfrl//z6ffPIJ9+/fl++Hh4ezbds2Vq9eLTON58rLrPxOnU5HTk6OkzRWWFgYe/fuRafTcf36dYaGhrBarTQ1NTkl/jwprl69SnV1tSyE8Prrr8+7ULp4nuAYa2fOnGFsbIzMzEz8/Pyora3l2rVrVFZWSqOgo6ND8mLFs2lvb5dC54K2pMR8Z2wLKH/T19eX8PDwWY02cEh87dmzhw0bNlBYWMjo6Cg3btygqalJUg1CQkJYtWoVGzduJCwsTEpwuYtzAJyft8lkoqmpSVJclE4aeDR5sK2tjffff5/+/n5MJhNbtmyRYer53vuV/efl5UVAQACBgYEMDQ0xOTnJ5OSk0wFFua4KDyo4+PRr166VCWtKeuVshulC87TB0Xci5ygmJoawsDApFzg0NCT3GJvNRlBQkFMy21zaK/NylLHb7dIIValU9Pf3c+TIEZKTkxkYGMBqteLr6yuzY48cOSK9PMJ7KTw9guS9EJPUVe/NYDBgtVplJ4vKWSL7/EmSyWbKllW2TdAGxER3VyNhpkEaExMj2yISQtxpcQVHn0VFRTmFGK1Wq+QbCyNFnEBF5rfgZgte64oVK4iIiGDLli2cOHGCf/zHf+QPf/gDPj4+WCwW8vLyHivr9Czh2hfKTUIsRIKXKyA2A/FXo9HQ09PDhQsX+Pzzz528dYmJibzwwguSA6r83GKEmFOjo6M0NzfT3NwMOA7MWq2WZcuWUVxc7CTJNNdeIKVmpuDOCWMgMzMTrVZLVlYWw8PDmEwmWlpaaGpqkoa48OqI7HudTodGo2FoaIiWlhbJ0x8bG2NsbIz29nbMZjPBwcHs2LGD6OhoJy7iXK47yvHa2dkphfrtdjsnTpzgo48+4saNG3R2dhISEoKfn5+T1qYrxsfHuXnzJunp6YSFhcnIz0IZrsq8huzsbH7wgx9w4cIFWXQnJCSE0NBQQkJCCAsLIyUlhTVr1kh9cMGXFIZrQkKC1IAVcnDuMv9coz7Cs2y322WEUqjxhIWF4ePjQ1paGsnJyfT29nL//n06Ojpk0Z6jR48Cjue4ZcsWSS+cTyifrb+/P4WFhaxatYrW1lYuXrxIVlYWBQUF+Pv7Oxls7e3tfPTRR5LrumrVKifKo6uXWtBmwMGLXbZsmVSGme+kNSWnv7m5WVKVzGYz58+fp7OzUzqlxBql0WhktDUlJYWoqCi5389F8vKcrMDKhyzUAVpaWujr68Nut3Pv3j3+03/6T+h0OqeNdWxsjJ6eHlmPHJA0g+zsbNLT091qklosFicpKI1G46QtqczOflIIDo2AUG1wN6PvSaAM67kDV+lJoUwCUUIpLu6K6elpYmNjSUhIICUlhampKX7xi1/w3nvvMTo6yltvvcWmTZtkBvlceoGU36vX64mNjaWyshKAmpoabt26RWRkpDSmXTUwJycnaW9v58KFC/z617/m+vXrj2iQrlixgtDQ0BmjBYsFysQKs9lMRUUF1dXVThSKZcuWUVJS4uSNn4+s38d5YPz8/MjJyZGeb0E3EsUyLBYLo6OjGI1GNBoNPj4+hISE4OPjQ01NDYcOHeLzzz93MojAkVz7hz/8AZvNxvbt24mLi5vz9db1oDU1NSV51e3t7XR1dUmjx9/fn9DQUCIjI2V1Iq1Wy/T0NI2NjVJre2hoiM8++0yWGd+0aZMc6wvhfVWuJRkZGfz4xz+muLiYuro6mZQWHx8vqQKC9wlw+fLlR+hzqampfO9732Pjxo3AwkQhZ4OrQabRaCRX1c/Pj4CAAJYuXcr69etJTU1Fp9ORlJRERkYGQ0NDXLlyhUuXLnHnzh1ZUvbEiRMygXbp0qVzwjl/HMTaZjab0el0rF27lurqaj799FMmJyf5+OOPeeONN4iJiZGykTabjcuXL/PZZ58xOjpKSkoKS5cufSQiK+7farUyMDAgE2Lz8/NldU1hE8xHH4tnKsbs6OgoLS0tMqrT19fHp59+KqugKse2SqUiNDSUZcuWsX37drZu3UpGRgZ6vV4ewJ8l5sR4VS7uWVlZfO9732N6eprDhw9jMpno6+tzCkMqodfr+d73vkdQUBAXL16koqKCoKAgNmzY4FSpaiEmq9KoNJlMtLe309PT49QpT3tfrt5cV01HrVbrNguTK1zDKa5Q1t1eaKma2SAOISLE6Cqj9FUQhxdR6hgcnsmDBw8yMDDAxx9/zNGjRzGZTIyNjbF+/Xri4+Pn1ABSUnLi4+P5yU9+gs1m4+TJk5w+fRpwLEKrVq0iISGByclJqcc4MTFBbW0tt27doqKiQiayCQMPHFQLcUgTyQnuOkYfB6W2pDB4zp49Kw/UVquV/Px8NmzYgJ+fn1zY51uyxpXGIe5ZwMvLi6CgIIKCguRrogCFK1asWIFOpyMzM5MrV65w5swZWltb0Wq1mM1mbt68KefCK6+8IstvK0P7cwmRNAcOPmh0dDSrV69m2bJlJCYmEh4eTmBgoEwIiYyMZGJignfeeYf3339fFkqx2WwcO3YMPz8/YmNjZVlcYYDMN5T9GBoayrp16ySP2c/Pb8ba8A8fPuTcuXOcPHlSFqTw8fEhIyODvLw84Msywu4w/1zHaEZGBoWFhdy6dQuVSiWNGmG4imIFwcHBqFQqWQ43Ozub48ePMzQ0RGNjI5OTk3R0dNDZ2UlWVpacf/NJwxJrvFarRa/Xk5KSQmRkJO3t7QwODnL37l3y8vJkZNhqtTpFTMXBS1BaxL4v7r++vp7bt28zMTHBsmXLKCoqkuN0Pp0DysRRkRug1+tlblJgYCChoaEy50jI1Yl519PTw/Hjx6mqquLGjRtSQjIxMVFeD88mcj4nq5FKpZLZygEBAbzwwgsyXHn79m3Gx8eBLx+Qr68v4+PjTE9Pc/DgQd566y36+/ulDFFMTAwrV64kMTERmL+F1BWuEkR9fX1OoSuRBCPwJMaaa+asyEBV/s7jEr4WEsrnofSgC7hqv7oTX1dA8K+/bqKDsiocfMkZzcrK4vvf/z5BQUEcP36cs2fP0t/fz/DwMK+//rrkbs/FWFbysgMCAnjllVcwm800NjbS3NzMsWPHuHPnDoWFhRQWFspMYKFu0dLSIqv6REVFydcByTsXi7Q7HkieFCKMNT09ze3btzl9+rSsaAUQGxtLfn4+OTk5UjJsvtcdZchebKCijxobGyX3MTAwUB5+lVQXMeeUIvl5eXnk5eWxYsUKwsPD+fjjj6mrq8Nms2EwGLh27RrBwcGsXLlyzo1X1405MTGRDRs2cPfuXdLS0ti1axe7du2ioKDgsdJzFy5ckCHqyMhIAgICMJvNGAwGp6S1hVqDlP1hs9nQarVyDRAQ1flEuc3y8nLu3bsnHT06nY7NmzezZcsWGQlwB6NVwDURMiMjg6KiItra2hgdHSUsLIyNGzeyYcMGAGkACXvBaDQSEhJCSEiILDne2NiIXq+XEYWF7D9l20JDQykoKJDr5rFjx/D19WX79u0yXK5MwtLpdJLCosyRsdvt9PT0cPLkSc6cOYPNZmPz5s0sX77cKTI03wmxwjbz9/cnKyuL7du3S+pmUlISgYGBeHl5YTAYGBkZobu7m7a2NlpbW+nq6qKjo4NDhw7R1NSE3W7njTfecDpcPwvM2Ursallv2bKF6OhoysvLqauro6+vT3LHgoODSUlJIScnB39/f+rq6jhx4oSUZoiPj5ecxLkmAT8pxGBWbhBic1Fe8zTQarWSmybg7e2Nj4+Pk6SGOxoMMxmvSg+Hu/TbXEKZhRoQEMDGjRtJTk4mNjaWv/u7v+PmzZuo1WpKSkrkxjWX/EnlHCwuLuYHP/gBhw8flhviiRMnuHjxotTw8/HxQa/XExQUxJ49e8jKyuLmzZscPXoUi8WCv78/aWlpxMfHu43+4NeB6CchIXXlyhU++eQTWT4XHElpO3bsYNWqVU5hyoWEwWCgvr6ey5cvc/ToUWpraykqKkKr1bJ+/XonTWix8Yl5N9P8y8vL43/73/430tLS+M//+T/L0LTRaKSmpoYHDx6Qn58/K43mWUF5WC8oKODf/tt/S19fH0FBQaSnpzvpZc+GqakpyRcsKirixRdfJCAgAJ1O56RpvNAZ68q+cF3HBUcZHOHaM2fOcPfuXbmmhIeHc+DAAV555RXpKXe3yJxrwmFwcDC+vr709fXR3Nwsy+DOBOV6JQqD3L17V5ZpXujonXLsxMTEsGnTJhoaGqitreXkyZP09/fT0NDAd77zHYKDg6mtrZUljmNjY0lPT3dS3gFHYtq5c+f45JNP6OnpISkpieLiYlmESfTxfNOylM85LS2N73//+4yPj6PX6+W8EoeO6elpJicnGR4e5uHDh9TU1HDjxg2uXr3K/fv3OXToECEhIWzbtk3SJp5FueY5m8mi8eLk4evry4oVK8jPz6exsZHu7m4sFotMHFm1ahU+Pj7U1dXx29/+lrNnzwIOvcOoqChptS/k4HWVADMYDHITFIlbyvDPTAbd476zt7eXpqYmWWo2ODiYnJwc4uLinCSO3MF4dfUICS6nEi0tLYyOjhIUFIRer3erRdYVSmmQrzuplFwh4V0RmcN37tyRHi6lTudcetWFPqDNZiMiIoLvfOc7pKamcunSJaqrq50KYfj7+xMfH09kZCSJiYns2LGDsLAwOU/BQRcoLCwkOTnZqc3uMB6fFkrdzY8++ohTp0459UV2djZvvfUWhYWF8rWFqFqkXOSnpqaorq7m0KFDnD9/HnDImIWEhGA2m1m1atUTJydNTEzg5+dHSEgIL7/8Mg0NDXzwwQc8fPgQq9VKX18fJ0+eJCIigk2bNs1pqF053yIiIqS3VwmTySQ9dcrMdG9vbyorK2VSTGhoKKtWreKVV14hOjoai8Xi5LVaaONVmbQi1hvxV/Rdf38/x44d4+LFi/JA5e/vL6X5RJTIHSNyyv3JYDAwMTEh98HOzk4nuqDBYJDJhCKvQ3x+fHwcg8GA2Wz+xuvys4I4HKpUKmJjY9m2bRuNjY20tbXJiEVjYyOjo6OkpqY6ye35+/vLim+iTHNPTw8nTpzgvffeo7KykpCQEPbv309hYeEjCbTzDeX64ePj47TmPw4rVqzg/8/ef0fHeeUHmvBThUIF5JwzEQmAABhAgDlTkcoju1uy1G7b3VvruOPdr3d3Ztb2Hu/x7tpjz9hb3dM9ndUKLaklSqIo5hxAgiQIgiRAgCRA5JxDBRS+P4r36q0iSJEigHoLquccHhCoKuDe96bf/cU1a9ZgNBq5ceMGvb293LhxgytXrsg4CVC58Cr/gMdmIaJks7OzpclOaH3AlWi6uroacPm/ZmZmkpSUJIVXb2s/BEKQnC234qP8DqWzfWtrKydOnKClpYWIiAieeeYZnnzySbeJo5b+K4WWgIAAsrKySE1Npa2tTbbx/PnzfPzxxzz99NNy4aopuEDJXAthyoUZFhYmXV4WOuG02PTFWkpLS2PDhg00NjbKNG/CdScrK4vY2Fi0Wi1hYWG0t7e7XcDCw8MpKSl5qMpxasVzve3Zs4dDhw7R0tIihYLAwEC3Up3eLp0qEPNTmMfBJej89Kc/ZWJigujoaIqKiuSYP2g+Cx9ecKXfevPNN7Farfzwhz/E4XAwPj7OyZMnSU9Pp6KiQl6evYXI/CD2W71ej0ajYWhoiBs3bkh3j7y8PPLz8+UhKapTqRGlgkcEg9psNt59911+9rOfSa0duISCZ555xk2w98Zl6lEwGAwYjUa3c0K5hjwDkcX7JiYmZL7swcFBDAaDHEdv7zXi3A8ICKCwsJBXXnkFu90uXY56e3v5+c9/TnBwsLQEgEtwv3r1KpOTk9y6dYuamhouX77MyZMnZSaXV155he9+97tkZWW5+Zz6Asp91Wq10traKvOLR0dHEx8f72atm4uzdt53Y9FI4Y8lJrA4KDyj0Hp7e6VPbEREBKtXr2blypXSYdibNzDlwouIiGDDhg1uSb8dDgenT58mMzOThISEWZ3wPfHM9Xbnzh3AZbYUuf7E62q4fQqUbdHpdERHRxMdHe1WT72vr4/W1la3wC1v5Dq9H3OVRFmptRUBYDabTc7Zrq4uWWEuKCjI7dBZCK2lUjDXarUkJyeTnJwso7Hv147+/n63jBGRkZEUFhaSkpIiL16+UlVLIOaf0+nk1KlTvP/++zIozWazYTQaefnll3nmmWfk/PZmpgzleg8PD6e0tJRt27bhcDhob2+XmvHe3l4Z1QtfBvIIbaVABA0pzc0ajauSVUxMjNRSiqjpr0r1N9eI/KxiXXqmD/TcO6anp2XZXL1eT2FhIbm5uVI76wvFMzwVAXV1ddTU1MjXw8LCWLNmDTt37iQiIgKr1Yper/f6ZcoTT41yVlYW69ato7a2ltbWVqanp6mtraWqqory8nIpzIhE/eKcO336NJ9//rnMCWu1WqUG1tt4jtWKFSswmUyUlZVx6dIlGeiqTAvmcDi4du0aP/7xjzGZTNy5c4eGhgYZwR8XF8err77KH/zBH7B06VLgy5zvasFqtUrrslhbQmAVVfyGhoa4fv06hw4d4sSJE4yNjaHRaCgpKWHt2rWywM9cpf1asNl/vzRDykhaUTXFYDAwNTVFREQEa9euZfXq1bJS1YPSFc03yoMhIiKCXbt2MTIyIm/+Q0NDvP3222i1Wr773e8SFhYm/WBnuyV7DuLo6KhcoAkJCbJEKSDrHKtpQosDxm63y9rrSk1daGgo0dHRbsFQamq/8marFEAfRgurTCrteaEICAiQh35/fz+nTp3i2LFjgMvPUFn5Z6HnsrLdynFR+kRqNBqmpqakr5lAr9e7pYJTVkZSO2KuBgYGMjU1RVVVFZ988gnnzp1zOxTXrFnD9773PdasWeMmoHsTIYDpdDqWLl3Kq6++ikaj4d1335XviYiIYGhoiKmpKVmK+EEBTkoXpKGhIU6ePEltba3bwZyYmEhaWprs/0KlJfoqFwWllkcIu6IISlJSEklJSbLqkbfH7mFQ7h9XrlyRbmPgcqOoqKhg06ZNMu5DaV5XI+K8CwkJYfv27fT29jIwMMC5c+f44IMP5IWqvLwcwM16ef78eX7zm9+wb98+KQCaTCbi4uKIj49f8Iu/J55/MywsTGbDaGho4MCBA4SGhnL+/Hk3V5fu7m4+/vhj+TmdTkdwcDB5eXl85zvf4bXXXiMiImJOo/HnAjHPDAbDA9fl8PAwNTU1vPPOO3z66aey+l9hYSGVlZUUFRW5uVf6lPCqRGycyhvX1NQUx44dc/MTyc/PZ+nSpVKDqawR7U3EQouKimLz5s20traye/duGhsbuXjxIhkZGWzatImysjK3IgZKRIohk8nE2NgYx48fZ9++fW51q5Wlc9Vw6/REtKm1tZUrV664RWrr9XpMJhMmk2lW05C3UUZPj42NUVdXx9DQEDExMaSmphIZGenmjyZMjyLdh0iRJVKneKLRuCoxnTlzhg8//JDu7m5Wr17NH//xH7slql7ItD3iIiUujMpD0Ol0Sk1sYGAgfX191NXVuQVYTE1NqXIePgxKH6v6+np+/vOfs2/fPjeBff369bz++uvSz9Uz57K38LxMFRUVMTg4yLlz52hsbESn09Hc3MyvfvUrTp06RWFhIRUVFQ8siuF0Ojl9+rTMbXvt2jW39SuKsCgjvNU49p7BaMrgMjW2V4nSBD05OcmRI0d49913uXTpknxPUVERr7/+uqzSB+p3F1Ce0QaDgeeff56uri6uXr1Kb28vBw8eJCoqioGBAXJzc4mMjKS3t5ejR4/yySefcPLkSbq7u5mZmSE8PJzKykqefPJJSktLZaqpuU54/6h4prAzGo3k5+cTFhbGzp07uXr1Kj/+8Y85cuSI2+diYmJYuXIlGRkZ5OTksHLlSpYvXy7PejVdSqanp2Wg3IPOqQsXLnD8+HFOnjzJ6dOn5ZlRUFDAK6+8wvr16+WcVX2Rgq9CbMZKn5eenh6++OILDhw4wNTUFMXFxaxevdotX6FabiPK2/ySJUt46qmnaG9vl+bHnp4e7ty5Q0FBAUajUbpMiD4LbYEQepqbm/ntb3/LZ599hs1mo6KiQgawCbxds1ogDgQxGfv7+zl27JhbOU1wmWA7OzsZHBx008aq5UBRtuPSpUt89NFHTExMsGXLFoqKitxcOTSaB+f2FMKsVqtlYmKC0dFRBgYGqKmp4aOPPuLq1atkZGTw5ptv8uyzz6LRaKSmaCHn9IP6IVwnxMHT1tbGyZMnuXnzpnyPN6rbPC7C/CbSzdTV1fHrX/+a3bt3MzQ0JE1gycnJvPzyyzz33HMyybhatHZK30jRl6KiIl5++WWGh4c5e/YsZ86c4dKlSyQlJbFq1So6OztZtmyZrPoj1mBQUBBOp5OrV6+yb98+Tp48SVNTk5trD7gEkJiYGGJjY93cC9SGyDEs2qYm16qHQSgxxEX3rbfekntObGws5eXlbNu2jfDwcHnxVLvwqgwwDAoKIjIykqeeeoqLFy/y4YcfcuvWLX7729/S0tLC8uXLSUpKorOzkw8++EAqr2JjY0lNTaWkpEQmvBcC3lwE+zwuygulMrOHiE8pLi6moaGBM2fOSIWUXq9n9erVbNq0iejoaHJycqRfvc1m+8pzZqEQF/aAgAApg0xPTzM6Oirz0AcEBGC322loaOCTTz7hd7/7nbz8Jicnk5eXx/bt29m1axfZ2dn3CPtzgVd3Z6UAcevWLS5fvizzpmZnZ1NQUOCWK1QNWleBaLteryclJYUVK1Zw5coV6urq6O3t5ebNmwwODpKYmChv1rMlV56YmKC2tpaamhrGx8eJiopix44dcsMSG5laDlKhMRc3sbq6Onbv3s3Nmzeln5ww9wg/ma8b0DYfKJ/nzMwMN2/e5PPPP+f9998nPDycoqKiRzJNzczMUFtby8DAAHq9nubmZs6dOyddSQYGBsjLy+P5559n69at8vepzVfUM3iwsbGR8+fP09railarJTw8nIyMDLdUL2pq//1QFlEYHR3l17/+NT/5yU+kX73T6SQuLo7t27ezdu1amTVDJCRXEyLYz2azERkZyRtvvIFGo6G5uZmuri6mpqZoa2ujr6+PCxcuEBYWJitQiecg3K9GR0cZHBxkZGTELbBEkJOTw4svvsjWrVsxGo2qEBhmQym8Kv11wft7zVehFFa6u7vp6+uTbQ4LC6O8vJwVK1a45cf0hTUnEEF+Go2G/Px8/vRP/xStVstvf/tbbt26xejoKNXV1QQEBMhCBOCKzF+zZg27du2ioqKClJQUt/gRtZyFnniuj6ysLIqLi6murnazNre0tNDY2EhbWxt6vZ7i4mIZgOhtlEHoyv40NjZy/fp1xsfHcTgcDAwMcOPGDerr67l586Ycu7S0NF566SWeeuopiouLiY6OlmfKXO8fXnMbUC7crq4u6uvr3eqni5ynahjQ2VBukMJ9YGhoiJ6eHhoaGti/fz9xcXFs2bKFpKQkNy2qWHw9PT0cO3aMTz/9VEbmFRYWsnr1anJycoAvndnVhJiEdrud2tpaWcYPkIJrZWUlW7dupaysTFUXEKVfq81mo729nZqaGllPW1Sgys/PJzk5maCgIOx2OwMDA7KK1uDgIB0dHUxNTdHb20tNTQ3d3d3o9XqGhoZkVZjExEQ2bdrE008/zbp162SgE3j/OXii1Lr29fVx584duSEZDAays7PJyclxc2VR69r0RFwWm5ubOXv2rBRcxeG6adMm3nzzTVnxCNRrmhWuLOBq4zPPPENvby+nTp2ir69PzmNRYvVhCQwMJDQ0lPDwcFkcYPv27XLtCuFXDSiF0rGxMbq7u5mcnCQgIECWlxVJ1MX71TZXRU5XjUZDY2MjH3zwgZu7QGRkJJWVlRQXF7u5RKhdIFcinr+oarZ+/XoZAHrmzBlaW1vd/HsjIiLIz8+nvLycrVu3smbNGpmlBr50G1TbWIp1IQqZCHP7ihUreO2119BqtVRVVWG327l+/ToTExPodDrsdjvt7e1kZWW5yQfemq/KogjgksuuXLlCU1MT/f399PX10dXVxcjICN3d3Vy5ckWmUYyLi6OiooINGzawceNGVqxYcY9meq7xqvAq/j8wMEB3d7dbChgRXKE85NU2aeHLer7R0dHYbDauXLnC7t27OXbsGBMTE7S3t/Pqq6/K9EJDQ0MMDw8zNDREdXU1b7/9tsxpm5+fz7p169x8ItWG8DVyOp00NjZy6dIlt+TuACtXruQHP/iBrASjnLjePgCVc0ikiBKBEABffPEFx44dIz09ndWrV5OYmEh/f780n0dHR9PW1kZVVRWTk5MYDAbpFgKuILXExEQyMjJYv349u3btorCwULqLqHEOC0Taq8HBQcbGxuRBaTAYWLp0KUuXLlVl5ovZ8HRvaW5u5vDhwzLCF1ybanZ2Nk8//bSs+uMNd45HRZm2Kj4+nh/84AcyyreqqoqGhgY6Ojro6+ubVavqiV6vJysri9zcXJYuXcrGjRspLy93y92sJmFe6YcsNED9/f2YTCYGBgbo6uqSFi9Qp/AqhLChoSEOHTrEz372M1kkAlxjkpaWRmpqqtw7vJ2k/+si9gxRoCU8PJwlS5bw8ccfc/36dYKDgyksLCQ/P5+VK1fyxBNPSOWNUvBRq8ZVoHRPCg0NZenSpURHR8sUX83NzURHR5OSkkJaWhoFBQXk5+e7KQTE7/EGyotRV1cXH3/8MT/5yU+4du0aqampBAcHy8B0Za7lxMREnn/+eb71rW9RVlZ2j3vZfO2lqpgNwqwlOiycn4uLiwkKCpK3fjUuXOVNsLi4mO9///tER0ezf/9+zpw5Q0tLC3V1dbzyyitUVFRw5coV3n//fW7dukVfX5+8bRuNRioqKti8ebNb2UA1LlgxyUdGRmQ6E3DVQl+2bJn06xElRMVn1DB+yjYEBgaSnZ3NSy+9hMFgoKqqit7eXhwOBx0dHbz33ntMTEzI26XJZJJBMKLmc2pqqswgYLPZSEhIoKioiNTUVLKystyq+6gV5dhMT08zNjbG1NSU3JyMRiPr1q1j3bp1GAwGGeymNu2xEk/3lqNHj/LLX/6SlpYWAgMDsdvtREdHs2XLFpYvXy4/9zCZJtSCMj92QUEBISEhrFy5kq6uLlnBcGhoiIsXL9Lb20t6ejomk4m2tjYcDgexsbFEREQQFxdHeno6KSkpJCYmsmTJErc0RmpzcVEKr5OTk/T398ufiXgCtWooxdoROc5Pnz7NZ599Ji/HYm5OTEy4+Ryq1W3jYRFm89DQUFatWkVUVBQrVqygp6eHoKAg4uPjiYyMJCEhQebEhi/nn5r3Gk+UF734+Hief/55cnJyZDq72NhY6U8eExOzoEG7syHmlnBvrKmp4fPPP2fPnj1SPhHxPAKtVsv69eupqKhg6dKllJSUyIwCgHQXnM+9w6vZBoQJTOQDFSaFoqIiysvLZVoeu92uGp8QT5TBFMHBwTzxxBOkpKQQGxvL0aNHaWlp4aOPPqK+vp7NmzfT09PDJ598ImvHR0REyMpF27dvp6SkRPr3qEXg80T4w0RHR1NQUEB9fT0rVqzgL/7iL9i0aZN839TUlHT9UFs/xIKNjIxkx44dpKSkUFpaSldXFyaTie7ubs6cOUNDQ4MUUqOiojAajcTHx5OSkiI3orKyMpKSkrBarTJAQSCyFHgm5FYTynnmcDgYGxvDarVK01ZsbCwlJSXShDw1NXWPtkBNiPlpMBiw2WycO3eO3bt3c/nyZbf3LVmyhCeeeILMzEz5DNTm53o/NBqNFGyE1j81NZXU1FTAJdTp9XpGR0c5cOAAzc3NFBcXExISQn19PQ6Hg7y8PDIzM4mLi3O7aIJ7ajG14XkBFYGver2epKQkN62r5/vVxM2bN9m3bx8XLlyQ80+cdSUlJcTGxrplw/BllGdAYGAg+fn5bm46SoTfpUg56GsozeUajYbMzMyHrlDlDZQuQRMTE1y4cIHPP//cTbEmrOAhISHSvWPHjh088cQTcs+BL90cF0Lp5hXhVRnNNj09TV1dHceOHaOvr4/09HTWr1/vprFSo5+LJ8r25eXl8dprr7Fu3TquX7/OkSNHOHnyJNXV1aSmplJcXAy4NtuysjIqKirIzMwkOTnZLQeoWvss2pWSksKf/dmf8corrxAZGUleXt4971OrAK4UJPV6PUVFRSQnJ0uhbXJykldeeYWRkRF0Oh0hISHyAhUUFERYWBg6nY7AwEC3gIrZUF7W1IhSqzM1NcXNmzdpbW3FYDAwOTlJcnKym0+WWoVwgdVqlQLNtWvX+Od//mc++eQT4Muk4RqNhqKiIlauXCmr4fiS8CpQFtpQIsYrIiKCbdu2MT4+TkREBDqdjtzcXKkF8xRalb9XrXPWs3pddnY2aWlpJCQkuFWAEwVg1NAHz8DbtrY2Dh8+zNmzZ2XJVCGovvjii/zhH/6hW2liX9I8Pggh0D1oTETAkFrn38OiTIWmZpTPWKfTERcXR1FRERMTE3R3dxMREcHKlStZs2YNeXl5REZGEhISQlxcnFveb6X1YyHOCK9qXsX/BwcHpeN2dHQ0ycnJbjcutQ8+uBcwAJf2uKioiLVr11JWVkZGRgbV1dUUFhby9NNPExoaytTUFDk5ObKqhkDti1a0zWQyUVBQQEFBgXxtYmJCJkj3hVuzqMKj0+nuqan+sLdlkSpLCOvK9Ey+MHeFaQ5cqc8+/PBD9uzZA7hu3crk2aD+9ajcOKurqzly5AhOpxOj0cjMzAwGg4EtW7bw1FNPSX9n4bvsaygFbjEPxc+V1gWlNUCZl1hUyhF7jjAfqnmMlW2LiYmRmVnCw8PdXEDUhGeqoPb2ds6dO8fFixdxOp1ERESQmJjIsmXL+M53vsP27du93OL5QfTfswKcsEypfe49Cp6FNJSCu4gdUYM7pPJ5BwUFsWrVKmJiYqioqKCpqQmDwUBlZSUbN268p2qoyA8eEBCw4LECXs3zCl+Wq8zIyKCuro6JiYl7cg76Ep7JkyMjI9m4cSPLly+XAT4hISHSCX82s5y3J/PjoOYMEbMxF5uHp3nV10x9SqFtYmLCraa68INUaujU2i+l6d/pdHLz5k1u3bolBW+Hw0FISAiVlZV8//vfZ8uWLW6f8/VDU6nZe1irhzJtnPhe7cy2v1ZWVkqriEDNWnSTyURISAhBQUHYbDaefPJJnnvuOYqLi918PhcrokSxct75wtz7OsyWv1WZl9jbeLrhpKenk5yczOrVq93iPWZTRon91hv98IrwqhTwtFotmZmZ5ObmymjL8PBwt/RKvoTSd1D47QQGBhIVFXXfz4i6zb6iqROIW5dIYWI0Gn2q/QLPMRNaK5H2RNyUxQbr+b2nU7oaNqRHQXnIx8TE8N3vfpe6ujri4uLIyspi6dKlblppXxhjIYzqdDpZ4tZoNLJz507+3b/7d2zatElqYu9XvtnX8BQAlL53IoevmNvCnKmmQ/TroNFoMBqNbtpkZfU8teA5NikpKTz33HMyfd6qVatYvXq1PPeUBSkWI4tZWPXE1/oqLhael7/p6WmsVqvcO4QfrLf65jXNq/L/ycnJrFixgoGBATIyMigqKnIzc6ndx242PDcdcWDMlmJIzRqCB/FV9dN9Dc8x8wW3h7lAOf8SExP5wQ9+8MD3q1V4VQZPBgYGkpqaytKlS8nLy6OhoYHNmzfz5ptvsmXLFvR6vRRyFoPg+iA8rUFqHb/HQanBU6PA53nAR0VFsXXrVrZu3er284ep6OfHz0KgzNghlAH385H3Bl7TvAqE8Prss89SVlZGaGgo+fn5i0pwUPr3CG2QwNs1mv34ESgrbM2G2n2xBcqk4WvWrOE//sf/yODgIJmZmaxYscLNR9SP76NMtai2tF6PirBi+c8EP95CxG2If0JwVdul95GFV7PZPB/tUA2LvX+w+Pu42PsH/j5+HS5cuMAHH3wwp7/zcfCPoe+z2PsH/j4uBhZj//zXOz9+/Pjx48ePHz8+g0atlUj8+PHjx48fP378+PHEr3n148ePHz9+/Pjx4zP4hVc/fvz48ePHjx8/PoNfePXjx48fP378+PHjM3gtIZ7ZbNYA3wH+BCgEAoAG4OfA/2exWHyvVuMsmM3mFODvgCeAaKAT+Bj4W4vFMujFpj02ZrP5ZWAjUAqUAKHAbywWy2vebNdcYjabm4H7lbzptlgsCQvYnDlnsa9Ds9n8Jq6+PAinxWJRVx6YR8RsNv/fwEogF4gBJoEWXHvNv1ksln7vtW5+MJvNrwO/uvvtH1sslv/uzfY8Lot9LSoxm83rgb8E1gBRwABwBfgXi8XyuRebNics5v6p5Uz0ZjbnXwKvAz3Ae8A4sA34L8AGs9n8isVi8eloMrPZvAQ4DcQBu4F6oBz4C+AJs9m81scPlf+AS2gdA9qAfO82Z94YBv5llp+PLXA75oPFvg5rgL+9z2vrgS3A3gVrzfzxV8BF4ACusQwGKoC/Af7EbDZXWCyWVu81b24xm82pwL/iWoMhXm7OXLHY1yIAZrP5PwD/J9AHfIZLoRMDlAGbAF8X7hZ1/+7i9TPRK8Kr2Wx+HtcivQ2UWyyWvrs/DwR+C7wEvAH8whvtm0MsuATXP7dYLP8qfmg2m/8zrsPm74Hve6ltc8Ff4RJam3BpYI94tznzxpDFYvkbbzdirvkmrEOLxVKDS4C9B7PZfObuf3+8UO2ZR8IsFsuU5w/NZvPfA/8b8L8CiyLZ410N5c+BfuB3wF97t0WPzzdhLQKYzeZXcAl2B4EXLRbLqMfrPl1abLH3T4HXz0Rv+by+ePfrP4lFCmCxWOzAf7z77Z8teKvmELPZnAXsAJqB/8/j5f8D1636dbPZHLzATZszLBbLEYvF0rgYtAHfUBb9OrwfZrO5CJdmsh3Y4+XmPDazCa53+e3drzkL1ZYF4M9xacy/g2sfXQws+rVoNpu1wP8NTADf8hTsQPbXJ1ns/VMb3nIbED4Rt2Z5TfxsudlsjrBYLEML06Q5Z8vdr/stFotbHUqLxTJqNptP4RJuK4BDC904P4+EwWw2vwak4Tosa4Hji8AH7ZuwDu/H9+5+/ekiGMcH8ezdr7VebcUcYTabC4B/AP6LxWI5bjabt3zVZ3yEb8JaXANkAh8Ag2az+WmgCJgCzlksljMP+rAPsNj7p8TrZ6K3hFdxs8yc5bUsxf/zgbPz35x5Ie/u1xv3eb0Rl/Cai194VTsJwK89fnbbbDZ/x2KxHPNGg+aIb8I6vAez2WwCXgOcgE8H+XhiNpv/GpcPaDiuAK51uA6Wf/Bmu+YCs9msw7UO7+ByhVhMfBPW4qq7X7tx+WcXK180m83HgZctFkvvQjdsjljs/VPi9TPRW24Dn939+j+ZzeYo8cO7m5MyuCJyQVs1t4Tf/Tp8n9fFzyPmvyl+HoOfA1txLdZgXBvSfwMygL1ms7nEe017bL4J63A2/h2udbd3MQUx3eWvcbkl/SUuwfULYMciOTD/E66glzctFsuktxszx3wT1mLc3a/fB0y4gtFCcWkn9wEbgPe907Q5YbH3T6CKM9Fbmtd3cWk+ngSumc3mT3D5iWwDluDSSuYAi9mcp7n71e8vqmIsFotnpHod8H2z2TwG/Htc0dwvLHS75ohv6jr8k7tf/5tXWzEPiDQ1ZrM5HpcZ8x+AS2az+RmLxXLRq417DMxmczkubes/LTLzq+CbsBZFOjoNLg3k5bvfXzWbzS/gslJuNJvNlT46xou9f4B6zkSvaF7v+oDuwqUl6MIVZfmHuCLX1+GKIgVXyhBfRWhWw+/zepjH+/z4Fj+6+3WDV1vxGHxD1qEbZrN5KS6hro3FkbJmViwWS7fFYvkIl2tSNF/mQ/U5FO4CN/gyeGlR8Q1ZiyKv+S2FYAfAXU36vrvfli9oq+aOxd6/r2JBz0Sv5Xm1WCwO4J/u/pPc9UcrxZVk++rCt2zOaLj7Nfc+r4vo3/v5xPpRN+IQ8dlsEfCNWIeefFMCtQCwWCwtZrP5GlBqNptjlJHsPkQIX+6jU2bzrBm/fmI2m3+CK5DrLxeqYXPJN2AtijNx6D6vC+HPNP9NmRcWe/++igU9E9VYHvZ1wAj81sfTSoicpzvuptCQmM3mUGAtrs3IV53vv+lU3v06W3TwYmCxrEOJ2Ww24uqXE/ipl5uzkCTd/eqrwroV13jN9u/S3fecvPu9z5pjH8BiWYvHAQeQYzab9bO8XnT3a/OCtWhuWez9+yoW9Ez0ZnnYMIvFMuLxs1W4fLTGcJVU9VksFstNs9m8H5fZ7n/EVQ1G8Le4bif/zWKxLJY8hYsOs9lcCHRaLJYBj5+nA/9299u3Frxhc8hiX4cevIIr4OWzxRSoZTab83ElDe/y+LkWV8L0OOC0r5ajvmty/aPZXjObzX+DK4jrl4ugPOyiXosWi6XPbDa/B3wbV/DdfxCvmc3m7cBOXG50X3inhY/HYu8fqOtM9GZ52ANms3kSl7PvKK5azk/humW/aLFYFoNGy4yrPOx/NZvNW4HrwGpgMy53gf/di217bO5WhXn+7rciT2Gl2Wz+xd3/91ksFl+ufvMK8AOz2XwEV+WbUVzBE0/j0oR8Dvyj95o3J3wT1qFABGothopaSp4A/t+7qXhu4vKPjMdV9S4Llw/lH3uveX4ekm/CWvyfcJ2B/7vZbN4AnAPScQX4TAN/7MN5bGHx9081Z6I33QY+wJVG4jVcA16MK+diocVi2fegD/oKFovlJq5ci7/ANaH/Pa6B/q9ApcVi6b//p32CUlwlC9/AdasE12Epfvayd5o1ZxwBPsKVe/FbuObpRlwmyjeAZywWi817zZsTFv06BJncfh2LM1DrIC6BPBpXpab/GVc50QFcVp5Ci8VyzXvN8/OQLPq1aLFYenCdhf8MpPJltbQ9wHqLxeLTqaQWe/9Q0ZmomZnxZ2ry48ePHz9+/Pjx4xuoMWDLjx8/fvz48ePHj59Z8Quvfvz48ePHjx8/fnwGv/Dqx48fP378+PHjx2fwC69+/Pjx48ePHz9+fAa/8OrHjx8/fvz48ePHZ/ALr378+PHjx48fP358hocuUmA2m30+p5bFYtHc77XF3j9Y/H1cDP2Dxd9H/zxd3P2Dxd/HxdA/WPx99M/Txds/v+bVjx8/fvz48ePHj8/wyOVhLRbLfLRjXjGbzQ/93sXeP1j8ffTF/sHi76N/nrqz2PsHi7+Pvtg/WPx99M9TdxZj/x5ZePXzeDgcDhwOBwEBAeh0OjQaDZ5VzjSaB1o6/Pjx85A4nU6sVit2u52AgACMRiMBAQHebpYfP378+DROp5Pp6WmcTidOp5OZmRn5D5CyzczMDFqtFoPBgE43dyKn14RXp9MJgFb7zfJc0Ol09wygp7CqHHw/3mVmZgan04lGo5H/FgNis/kqZuuzLz0DrVaLyWTCZDLJn83MzPhUH/y4UB6OGo3GZ88Oz0N+NpTrztfnqqdA4+v9+SYjzg2tViv/fd3PP+488IrwOjMzg91uByAwMNBnN6H5wi+8qgen04nNZkOr1RIYGLgoxkT0yeFwyMNEeZAqv1daCMC3LptOp3PW9vrXl28i5i24lAC+NBc9sdvtOBwOgFnXX0BAgPzn60xPTzM9PS0vHF9H6PGjDux2O06nk8DAwK+lRRXzXq/XExgY+FhtWXDhVRwoBoNhof/0guGp2RHfO51OOjs76evrIyIigsTERLRaLXa7XW5gymejnCj+xb6wCG1BQECAm9buq5ienpZCoVoPWK1Wi9Fo/NqfV2q/1CgAij1Gq9UyNjZGQ0MDHR0dhISEUFBQQEJCgtv7fAlholOa6e6Hp7CgxrF6GMRcm20t+pIWXQirOp0Og8GwqM9A+HJsZrM2zuXfEJaxhVjLQvE2PT0tLxePurY8Ne8zMzNMT0+7rWVPpYE3mZ6exm63o9fr3ebs2NgYg4ODjI2NSXdI4aI1MzODTqeTF06TyURWVhbx8fHyd4g+f925seDCqxoGY76ZzczqcDhobm7mww8/pKqqiuXLl7N9+3Z0Oh2jo6PodDrsdjsGg4GsrCwSEhIICAjwqc15sfF1nrvYRNUq2M0FajdnWq1WKeQ0Nzfzf/1f/xe/+93vyMjI4J/+6Z948cUX73mfr6A8pGfzL1Nq8ZTCq1rH6mHw5bYrWcx7wmyIvs7nJdEb7iOe6+pRx9Rz//QUZJVniBqYrT3d3d1cunSJ6upqmpqaGBwcZHR0lN7eXgYHB5meniYkJITp6WkGBwdJS0vDbDbzh3/4h1Lj6jNuAw6HQ94k2tvbqaqqwmg0UlZWRkJCwj0dEaYGrVZLQECAagbyfsx2A5yamsJgMKDRaOjq6uKtt97il7/8JV1dXdy+fZtr166h1WqlWVocpitWrOCZZ54hLy8PvV4vf7/an8FiQNyCxW2wtraW6upqoqKiWL58OcnJydKUpxwT5aajRm2e8gDp6uri2LFjNDY2EhgYiF6vl7dgcWGy2WzodDrS09NJT0/HZDIRGBhIREQEMTExcgNS47wU/vQAk5OT3LhxA3AJsk1NTarWGs+GmJPKA1ONc2yuEXuqWG+NjY1UVVUxOTlJbm4uZWVlhIWFAUhNmBqx2+0EBgbK9nV2dnLq1CkaGxvRaDSYTCZpVg8MDMRkMhETE0N6ejoJCQmEhIRIM61a+6hEnPUAExMTHD58mDt37pCUlERGRgYxMTHExMQ8lvVHWB88ZYP53I9Ev2Yzd09NTckxnK0tyvNByASCB61nb+6vTqdTmviFHPLFF19QV1fHwMAAzc3NXLt2jebmZoaHhx/4u4aGhvjNb35DW1sbYWFhlJeXs3HjRuDra2AXTHidmpoiJCQEcG1C//Iv/0JsbCw/+MEPSExMvGeQfM3fR5i1lCj71N7ezjvvvENzczPgegY1NTWz/q6amhqsViuvv/46qamp0lQhJpAaedjgH7UjotPFQjpy5Ah///d/T15eHn/9139NbGys1NYphVzRN4fDITcxNbkNOBwO6bPb1NTEP/zDP8j5p9PppEnTk6KiIioqKoiIiECn05GcnMzatWspKysD1Ok/qnzmAQEBxMbGAmAymbh27RqHDh1i7dq1chzV7j4g5hLM7jYwW8YS8Tlx+Vdz/+6HuESJcaqurubv/u7v6Ojo4Pnnn+d73/selZWV82aSniuU7Wtvb2fv3r388Ic/5OLFi7O+PzAwkIKCAtavX09FRQXFxcVkZmb6jJuBuEhoNBqmpqY4duwYu3fvJi4ujvXr17N+/XpWr14thddHWX9KIXB0dJSJiQmCg4MJCQmZd22lTqeTc1IIzmKPf1RBXHnBFlH7anMb0Gq1TE9Py+9PnjzJ//P//D8cOXLknveJy9lsikZxtly8eJETJ04A8Ed/9EesWrWKoKAguZ+pVnhVDkxbWxtNTU0EBgbKBamcwGo6CL8KMfHEbWxycpKJiQn0er1bP2w2G4ODg/J75aTw5NatW/zqV7/iwoULbNq0iQ0bNpCbmzt/nfiaCI2Q8PP07JPSvCn8vNR+iHqaZVtaWujt7UWj0dDZ2Yndbr/H1Cw2a7vdzmeffcaBAwdISEhgx44dlJWVzTrHvYndbqe3t1d+fz/BFaCuro6+vj5CQkKYnJwkNDSUlpYWAgICWLp0qeoFB3GRMJlM6HQ6PvnkE2w2G1lZWWRlZQGutfk4WqD5RDlnRkdHuX79Og0NDdy8eZM7d+4wNTWFXq+XF1ytViv3pNjYWAoLCykuLiYrK4uYmBhVX4A98fTpHR8fp62tjcnJSU6fPk1ubi6RkZEUFhZKxYFa1hh8qXHVaDTYbDb27t3Lvn37uHDhAnV1dQ/8XG1tLR0dHdy5c4eJiQni4+OlllmkWlTrOalsV2BgINHR0VitVs6dO0dAQABLlixx23MeRvEBX0aqi7Hu6uri/PnzOJ1OCgsLWbZs2WMHAc3G1NSU3B9aW1v513/9V+rr6yktLWXNmjWUlJSQlJT00L+vt7eXxsZGad26efMmFy5cYGhoCLvdjk6nY+3atezatYukpCS3dFMLgXINTU9Pc/bsWY4fP87evXs5derUPe8XVpClS5eSkpKCyWRys5h0d3dTVVXFoUOHGB8fB1wWzYMHD7J161aCg4O/Vjvn/eQRDyI0NBRwmUzOnj1Lb28vq1evJiYmBsAt9ym4Nurx8XEMBoM0m6gJ5YQSQVe3bt3iypUrtLW1ERISQk5OjrxhBgcHk5ubKwUhg8HgdvvSarVugQkNDQ00NDTQ09PDsmXL3N6/UI7pcO9FQtySRDuFM76vaAUehBhPo9GIw+Hg4sWLdHZ2EhgYSHx8vLx5C8SYiRyiAQEBVFVV8cMf/pC4uDgiIyPJz893c1D31sGqNJNHRESwatUq2tvbAQgJCZFzT2gARJDg5OQkXV1dbr9rdHSUgIAAXnvtNYqKigB3U6G3UT5jo9FIfHw8sbGx3LlzB4Dz588zMTEh3/Mg4d1bKDVMDoeDtrY2zp8/z6lTp6itreX69ev3jMtslJaWUlRUxPr163n66adJTk4G1DVe90OpcQbIyMhg/fr1HD16lN7eXs6fP09JSQlLly6VAbFqEl6Ve0V9fT1vvfUWH374obzMm0wmDAaDDNgNCQkhJiZGXpT7+vrYv38/Wq2W1NRUtm3b5hMZT5SCtcFgYPXq1Zw7d46PP/6Y7u5u2d9HRXmZsVqtXLp0ibfffpve3l5efPFFcnJyCAwMfGhh+GFRntM2m42rV6+yd+9e9u/fz9atW3niiSdYs2YNMTExbnncxWfFWel0OhkYGODatWtcuXKFiYkJNBoNly9f5syZM25/s729nYKCAuLj46Ur10KgdL+xWq00Njby4Ycf8pOf/ITh4WGMRiNxcXFoNBpiYmLIy8ujqKiIVatWUVpaSnx8/D2/c3x8nISEBDo6OuSeZbVaqa6uJisrS54h4nx82Lkx77uX8JkAV+P279/PZ599hsPhIDIykqCgIODLW5XYrC5cuEB1dTVJSUlUVlaSnp4uNyW1bFBKYaSpqYn33nuPffv20dDQQEREBDt27MBgMFBRUUFUVBSrVq2iubmZnp4epqamgC81t3q93m2iC3Q6HUaj8R4V/nxzP1MkMGs7FwPCDUD4KB88eJDq6mq0Wi2JiYlERES49dlzkWm1Wjl/e3p65EYtUG6CC42y3TExMWzZsoWuri7OnTvH2NiYTN4vMlzAvemIxJxob2/n7bffJj8/323jUYswpGxHfHw8Tz31FAaDgb1799Ld3Y1Op2NyclK+Rw17iSfCzQOgv7+f999/n9/97nfcvn2biYkJt/Y/iPr6ei5fvkxTUxMpKSlSePXmXHxYPIXXJUuWsHHjRpqamrh16xYjIyP3+BmqCTF+IyMjXLp0ibq6OrmnBgUFERkZSVxcHJOTk2g0GioqKti+fTsABw4c4P3332doaIjDhw+TlJREeHg4ZWVl0vKjRn9zcN8XAwICiIiIkG5HypzZj4oQbBwOB9evX+f06dPs3bsXgLS0NKxWK/DwmtyHRamYSUpK4s/+7M/Q6/Xs3r2bvXv30tjYyAcffODm2iPaoVRwCZe08fFxRkZGsFqtOJ1ORkZG7vmbg4ODtLS0UFRURHR0tJtya75QCt0TExNcuHCBzz//nM8++4zh4WF0Oh3Lli0jIyODlJQU1qxZI/3OTSbTfTWowcHBrFq1iuPHj3P69GmsVqtct48jQ8z7aaN86NXV1Xz88ccMDw+zc+dOnn32WTkxxPsEAwMDXLx4kWvXrhEUFERCQgImk0k68XvzwFFqpwBu3rzJhx9+yAcffMDVq1cB1+Q7efIkJSUl5OXlER8fz6pVq7h48aLUeIFLMzQ9PS0XHrgfpkNDQ5w4cYKEhATS09Pl358v/x5RMUPc8J1Op7wpC+2iuIxMTU0xMDBAd3c3LS0t9Pf3A19uXkFBQczMzDA1NUV8fPw95hW1bbzCZAPQ19fH2bNnaWpqApB+VcrFJjYmMQ/a29ulv6xGo2F8fFw1Wj3ls46MjJQ+n8uWLeP48ePU19cDrgM3NDSUkZERecEShIWFMTMzw8jICK2trTQ0NDAwMEBUVJSqLCPKMYqKimLTpk2Eh4fjcDjYvXs3NpuNS5cukZubS3h4uDQJqkkYUAqvo6OjnDp1irNnz7q9x2g0kpqaSnx8vDzsrFar7E9AQADDw8PMzMxw6dIlDh48SFZWFrm5uT4TCKpsW3BwMJGRkXKNhoWFERoaOqvvuZoQ2ixhfQwODmb16tWsXLmSlJQUJiYm0Gq1lJaWUlFRwejoKB0dHRw6dIihoSFGR0dpbm6mtbWVgoICN19tNSoQlEqd6elp6uvruXbtmpvL1aNenpTzdHh4mPr6ehoaGuTrIv/vfCCesd1uJygoiCeffJLQ0FCCgoI4ePAgTU1N8pz4uoSEhBAUFMTo6KgM9J6YmHDbg+c7vkCsIYfDwYULF3j77bf56KOP6O7uBmDt2rXs3LmT3NxcUlJSKC4ulspH+DKlljgXp6ampNU9Li6OnJwcEhISaGlpYXp6mrCwMLfPP2q/5k14FQ9aPJDu7m7Onj3LzZs3qays5G/+5m8oLy+XfpMi4lkQFxdHRESEnPibN2/+2hN/PhD9qqur44MPPuDDDz90W0zgyoPW3NxMf38/2dnZFBcXs3r1avr7+2lqasJqtd4j3AgndyEA1dTUMDU1RVpamhReRfDWfExiEdwxOjqK0+kkODjYzewt6Orq4uLFi1y+fJmamhrOnTtHc3OzFOZmZmYwmUzy95SXl/ODH/yAJ554Ql5C1IY40IeHh6mtreXWrVuAS6BLSEggOjraTROkTOQ/MTHBtWvXuHnzJg6HA5PJpKqIdk8hYNmyZZSUlLBu3ToCAgKk8JqQkMDy5cultmhoaEh+bnJyUvY5MDCQ5uZmampqWLNmzdcKvlgIdDodKSkphISEMDw8zNWrV7l8+TIfffQRaWlp7NixQ2pFlP503sZTexUUFCTbKdZkXFwc69ato6SkhBs3bnD48GGsVivBwcH09fW5jd3MzAzV1dUsW7aMtLQ0eWioSWM+G0qhxeFwuAkpU1NTWK1Wt/mmpn1FPNvIyEiWLVvGunXrsFqtREVF8Xu/93u88MILREZGMjk5Kd2vNBoNY2NjBAYG3uNW5hnUo1aUFqzx8XHOnj1LVVUV8KVC41GtiMp5Ojw8TFNTE52dnYBrjS9ZsmTOUjDdD+U6KS4u5o//+I9JS0vjwIEDXL161U0B9aiIbAXCoiIUKQ+y9M0Vyj3bZrNx4cIF3n//fenmodFoKCwsZP369Tz77LPk5eXNumd4BtkrM+8YDAbS0tLIysqSvvqTk5OPJcvNu/AqHnhvby/Dw8Pk5OSwfv16li9fLl8XN0hlxxMSEoiLi6Oqqoq2tjY52YXm1RsItbpoZ21tLe+++y4fffSRPPyVWpzJyUlaW1vp7OxkyZIlpKWl8e1vf5vy8nL279/PRx99RF9fHwAFBQVotVru3LkjfQrFM7xx4wa1tbXs3LmT8PDwedG6ighKo9GIRqPh3LlzdHd388wzz8hAAbvdTmNjI9XV1VRVVVFTU0N9fT19fX0EBgYSFhaGwWDAZDJht9vl5gKuILTr169TVlZGRkaGm1uCtwU84f8XEBDA2NgY77//Pu+88470dxUakYKCAnmoeApoU1NTtLe309HRASAvG8oAGTUIdaKvYvNpamqSbQbIysri29/+NgkJCVRVVXHq1CkaGhq4ffu21AIILXxNTQ0HDx4kIyNDBj9506/3QZhMJmm+dDqdHD58mLVr17Jt2zYpFKpJk6VsR1hYGGvWrKGrq4uenh5ycnJYvnw5mZmZLFmyhISEBAoLC1m+fDkmk4n+/n4+//xzmVZKCOXCiqLMKalmYcjz8hcUFERSUhKJiYncuHGDM2fOsG3bNp555hkA1Ql3ynWQk5PD66+/zrp169Dr9ZSVlREZGQngFgA6NjaG1Wq9Zx46HA5VKG0eBqXPa3t7O7dv35avfd2gXaXw2tfXJ5ULYWFhMqhZnL3zdZ6IM8vpdBIaGkpFRQWJiYmsWLGCmzdvMjIyIs+R4eFhGRQrXD6sVitTU1MEBwcTHBzMzZs3OXz4MI2NjdLiKQgJCSE4OPgei9Z89E2MR39/v7SOf/bZZwwMDFBZWcm2bdsoKCggNzeX7Oxs2Sbh3yvc5TzH1TNbgjI2ZnJyktHRUTeB/1GtQPMqvCoP+ebmZrq6ukhOTmbJkiXSvHo/bUdISAhhYWFMTk4yMDDgduP25gYlHu6tW7d4//33ee+996SGTqfTYbVaZfsGBwe5desWTU1N5OfnExMTQ0lJCSUlJWRkZDAxMcHevXtJS0vj2WefJTg4mBMnTnDq1CmGhobk39Lr9dy4cYOqqirWrl0rfUvmUssVEBAgJ2VfXx/V1dUMDw+zatUqwsLCuHHjBufOnePixYscOXKEhoYG7HY7ISEhlJaWUllZSXZ2Nnq9noiICKamptizZw979uyRt8hz585RVFRERkYGwJz4vcwFyna0trayZ88eDh8+DEB2djYbN26ksrJSpnqbTUAbHx+npaWFjo4ONBoNycnJJCUluQmv3hbSwd1qcfLkSX7yk5+wf/9+dDodOTk5bNu2jZ07dxIWFsbq1aupqKhg//79vP/++/KCFhQUxPj4OPX19VRXV/PSSy/N+vu9iWeO0IaGBk6fPi0vizabjba2tnv809SCck2EhoayadMmdDodHR0dFBUVsWXLFhnsCpCZmQm4Lph79+7FYDBIP2an04ler2f58uUsX75cHiBqWHsPg6hYFxERQUlJiQwKEXNwYmJCavTUNIbKrCUmk4mysjKZYg6+tGQJASAwMJCQkBDGx8fdtFJGo5Hk5GQSExPd/C/VeEmEL10AbTYbHR0djI2NyddEBaZH2Sc8FVZWq5W2tjbGx8eJiIigsrKSyspKjEbjvLvBKNeMyWQiPz+fnJwcae4Xftr9/f0yLWZubi6xsbFSYIuIiCAkJIS9e/dy4cIFeY4HBAQQHBxMYWEhmzZtIjU11U14net+Kf2PZ2ZmaG5u5tNPP+UXv/gFU1NT5Ofn84d/+Ie88sorhIeHA+775FdVTlPmphbzQTyjiIgI4uPj3fxkVeM2oGR0dJSqqiqOHDlCaWmp1O55In4mfC4DAgKYnJyUVRtEWceFFgLE5BIDJRy0d+/e7Sa4KoPOhJbj5s2b3Lp1i+HhYaKjo2Xbi4uL+d73vkdFRYX0gYqLi6OwsFBqhoRJbHp6msbGRi5fvkxRUZEc8LnQcs3MzLj519XX1/PJJ59w+/ZtEhMTqaqqYt++fZw+fZqamhoGBgZwOp2kp6dTUFDAhg0bqKioIDU1VbocREVFMTk5icFgYGxsjJqaGrq6uti3bx95eXlUVlbK3JtqEOj0ej12u52uri6qqqrkpgPIC4doL3xpPlJGZg4PD3P9+nVaW1tlepjQ0NAFMfs8DGJT1+v12Gw2rl27xmeffcbZs2elT/Irr7zCq6++KjXter2edevWER4eTnNzM83NzdKlRdDT0+MWlKYW4UHMa/H8r1+/zr59+2hpaZHvUa4ftbRboFzXer2enJwceQCGh4dLrZ0nn3/+Of/2b/9GbW2t7L/dbmfJkiXs2LGDFStWAC7hXa/Xq1YAUqK0eImS2oLh4WGuXbvGypUr7zG1qx2h8bfZbG7Kg9bWVi5fvszQ0BAGg4GtW7eya9cuVq9eTXBw8GMFPS0E4sLU399PW1ubm/vK19GOe/ZVaf3U6XRkZGSQmJgI4ObzPZ8ohWQRlKYkOjpaBkeK8zo4OFheOIeHh+no6GBgYAD4UuYpKSnhe9/7Hps3byY0NHReU9t5Cvo2m43u7m5pYVu3bh0VFRVScBWfEXzV/FOOm81mY2RkRMoPubm5bNiwgdTU1K/tsjVvwquy4a2trVy6dIlbt25RWVlJamqq9LlSSv7ie61Wy/j4OB0dHXR0dGAwGLhz5w4FBQVe0RYoherGxkZ++9vf8t5773Ht2jXgS2FGGaUtNqX+/n7GxsZkP0WEoclkYv369axatQqbzSYFhu3btzM4OIjD4eDMmTOMjY3JFBt37txhaGhIBj3NxYHrqa04evQo7777LhqNhsTERD777DO6urrQarUEBwdTWlrK0qVLyc/PJz8/n9WrV8+aJis0NJQNGzYwNDTE0NAQfX19TE1NcfnyZS5fvuyWJN5b2O126YSv1+u5fv06H3/8sQyoi4+PZ82aNZSWlhIcHHxPoJzSb8vpdMo8vgEBAaSmppKWlqYaTYmywt3AwACffvopu3fvZmBgAI1Gw9KlS9m0aRM5OTmAy81HuIEUFRWxefNmGhoauHjxolsQwejoKG1tbXIjVKv/5GxaApHiTjwXtQmwSgwGg1saGnGhnpyclJHLly5d4p//+Z85duyY22cjIiIoLy+nsLBQ/mwhM5c8LspD0mQykZqaKr+/desWn3zyCUajkaKiIgICAuY1oPXrIOaWyIktfiYUIso0kufPn+fw4cOcOXOGkZERUlJSWLZsGcXFxdLyo9YgO2Wwr1arpaWlhTNnzri5jy1ZsoTCwkK3y9fDnOfKS2Zra6sUiAsKCkhJSZHvW6g1rDwDxLkvfiYEMSG0zszMSEuzTqfDZrNx8+ZNrl+/Ll0LDAYDwcHB5OTksGXLFnnGKxUD89EH5TyKiYlh5cqV9PX1ER8fL1PriQuHMkj9YVAq86ampujq6pLKvpiYGIqLiwHX2aQa4VVopLRaLcPDw1RXV9PW1kZaWhqbNm0iPz8fcN2SlAnclamympqaqKmpkRoC4QtkMBi8JryOjIzI5Loiq4DI06e88SsT9i9ZsoT09HTCwsKk4K08RI1Go9tN0WAw8NJLLzEzM0NjY6M0udjtdinM5+fnSzPD46LVaqXm8cqVK1y4cEH+XbHpxsTE8Mwzz7B9+3aKi4tlycL7lcoT45+ens4TTzwhayCDS1NXU1NDbm4uaWlpbu/3NmJsx8fHyc3N5bnnnuPll1+moKBAahPuh9KfR6PRkJOTw9KlS4Evk1x7W/Mq6Orq4sSJE9INoKSkhPXr17sdAsrcyhqNhjVr1lBfX09jY6NbsY3x8XFqamooLCwkPz/f7SLnTWHd85KbkZFBZWUlw8PDMjWNr1aeUq6XsbExDh06xPHjx7l8+bLcl4RWD6C8vJynnnrKzXrgS3mZleOk0WgoLi5mw4YNXLhwgcuXL2MwGFi1apVbzmG15UNVZmsRZnDlmuzp6eG///f/zk9/+lO6u7ulm1x4eDipqaluF3017JWz4akIuXDhAgcPHqSrqwuDwUBBQQFbt25lw4YNsqrfVymjlBajmZkZ6uvrOXnyJE1NTURERLBmzRq3y8xCP5v7lQNXzj1xqVdmxBgcHKS/v18GbHtW3Jrt/3ONZxrExMREdu3axapVqwgPDycnJ4ewsLCvrekXvs8Oh4P6+nouXLgg5Zm5kOPmRXhVmutqamrYvXs3w8PDbNq0ifLycvk+z1uS+H54eJiTJ09y+fJl4uLi2LJlC0uWLPF6dRi9Xo9Op3NLcB4YGCidjsVN2mazydQnL774Ips2bZKaVaXg6rl4R0dHZQoOoe0TDA0NcePGDerr6ykuLpbJix8HZaLywcFBzp07x5UrV5iamiI2Npbs7GzS09MpKSlh06ZNbtWiBHa7XQYYCDPkxMQEBoMBvV5PfHw8ERERGI1GpqammJiYoLOz080PyhuBMqL6TWBgIENDQ7zzzjt8/PHHsgJISEgIGzZsYOXKlXKRe25SSsG9r6+P0dFR+X10dLT8v7hZevMwFYf5xMQEN27ccNOGLF++nM2bN5OQkCDbKQ5LkbZFuHt8/vnnDA4OyovN5OQkjY2NtLS0kJeXJwMw1aDFVI5XWFgYiYmJbiYwvV4v57Pa/CVnQ2h5lOvl8uXLfPjhhxw+fFgmPVcWNCkpKeH3f//32blzpxQAhNbP23PyYVG2cWZmhpCQEKKjo9Hr9YyPj9PT0yPXrXiPGhH9EM8fXJe/6upq9u3bxzvvvOPm1gIun/sVK1aQmJgosy0IpYGaxk6peLLZbJw5c4Zjx45JF6yMjAyeffZZKbjCvZq/2VC6tI2MjHDy5ElOnjwpM/DEx8e7KX8W+pk86O8phT5h5QkICODmzZscOXKECxcuyEuK3W6X6QlFxoGFDk4PCQmhoKCA/Px8t359nQu+Ura4dOkSP//5zzl48CAAqamp5Ofny759lWLofsyrjW96eprTp09z4MABUlJS2LJli/RNAe4bSTcwMEBdXR3d3d0y2q2wsNAt2s8bVaZGR0cZGBhwM7mJHKgit5l4b2BgIOvXr+fNN98kJSVl1uovnmZMITDYbDZqa2vdNuTJyUnu3LlDe3s7o6OjxMbGzukzEGr7hIQEKisrWblyJU899RSlpaVERUW5mW3EoafRaKQAqEQIrvBl9SJl1Q5v+6XNzMxI4RVg//79/N3f/Z3UECQkJLBhwwaKiorkIa/cRAWiH8JXSETte2bO8CaeVdmuXbvG6dOnpfa0oKCA5cuXU1JSQmhoqBQ8lZouMaezs7NZvnw53d3d0tzldDoZHx9nfHzcTWjwtgAhzLSiHy0tLVRVVbnlWJ6cnGRyclJ1ac3uh5hXYv8ZHR3lypUrHD58mKGhIbRaLUFBQfJimJycTFlZGfHx8YyPj7vtN77QX4FSyNZoNNjtdiYmJuRzCAsL87pi42ERAg24orvPnj3LW2+9xWeffcb4+LgsmT42NoZer5d+82J/VubFVBMifSO4LFiivLkgIiKCLVu2kJubK9fmw7gYKc+K0dFRamtr3WIS+vv7Z82FqgbE2SHOfa1Wy40bN2Sgt8gNKwLNkpKSyMjIkO4h3gqofNx9Qam8GB4eZt++fbz11ltMTU2Rm5vL7//+77Np0yZ5nn7dUsdzKrwqVfzgSvF0/vx5RkdHZZ6w8PBweWAoB0a5KYeFhUmto16vx2g0znsOt/v1x263S+3M6dOn+fGPf8y1a9cIDAx0Ky4g2iV8VBISEsjLy5OmWOWm5YnI9xocHMzw8DAfffQRP//5z+ns7JQLQCkwztUzUD7/8PBwNm3aJDeXxMREsrKy3AQ28TyEcHM/1wXP9okURePj414XXMVGIg75U6dO8eGHH8qydWFhYXz3u9/lD/7gD9zy6gptl7iEAHLTdDgcsnIK3CsYeFtQEBvJ0NAQ58+f59ChQ7S3t5OZmcmzzz7L2rVrZcCBZzuVB0xCQgIbN27kzp07HD16FPhy41HToQH3BiI2NTVx5MgRt+CRpqYmTp8+zfr166VW0hdQJr2PioqS7fYMLNVqtdy+fZtf/OIXHDlyhJUrV5Kbm0toaCixsbHSGqR2lOtHo3GVpYyLi7vnPbP9Xy2IMdJqtQwNDfHFF1+wZ88eGhsbuXnzptw7goOD0Wg0GI1GdDodNTU1/OhHP2Lbtm1s3LhRBi0DbhdwbyPO/LGxMc6ePcuJEyfcrDsiYwJ8mWLpUf3jp6amGB0dlWfs1NQUIyMj81qg4HFxOp1MTExIv+aqqip+9atfScFVp9ORmJgo0zGuX7/eLfhroWMIhOAp5I1HFZ7F+ehwOOjr6+PkyZMcPnyYqakpwsPDefrpp3nxxRcpLi5Go9G4uZg+KnP6ZJS+Rp2dnXz66adcunSJlJQUdu7cKVMkAdL8IRo/NTWF0+kkJCSEkJAQEhMTSUhIICAggNHRUWlSX8hcfp7Ca11dHefOnQNcKnaHw+GW+1JoGVNTU9m5cyfLli2Tv0tpKlKaKIUAKP5GeHg4169f5/jx44BL8BsZGXE7oOYq2ELpYG40GsnJyZEBOwKbzSZNQsrqWg+LyWQiIyOD1NRUOjs7pabaW76GynLFzc3N/PKXv+TYsWPSrcFut2M0GnE6nXR3d2M0Gt1MzZ5R4OAyZ4kgO8Atlya4a6sXGtHeqakp6urqqKqqoq6uDnDlnhTadeVGMtvnARlQoLSe3M/ny9t4XhhCQkJITk7GbrczPT3N1NQUt27d4vjx46SkpEiXB7UF+3wV5eXlvP766+zbt4/e3l63qm4ix7TD4SAiIoLr16+zZMkSwsLCWLduHVu2bEGn00lzphrHEXAbD61WS0FBAZWVlZw/f56RkRF6enro6+tTtRuEMqZjbGyM/fv389ZbbwGufcRkMjE5Oel2uQLXmVNfXy/Liq9evZolS5bIqnbezpWtXC9DQ0OcPHmSU6dO0dnZKdMipaamUllZKYWyRxG4lXNyYGCAwcFBKegnJiaSmZkpNZWe7/c2QlYRgmtjYyOffPKJFFwDAwOx2+3ExMTw/PPPs2PHDnk5Ubr3LCRf9++JdJNKDfOpU6c4dOgQV69eJTg4mB07dvDkk09KK/rjMi/CK7g2zo8++ojm5ma2bdsmI8vAvVqI8ONSRmJqtVqSkpLIzs6WScXFhrzQiaiVD9lTC6lsh9DGxcbGsnPnTt58801Wrlwp3zvbDUYpwCoJCgqSwpRSBW+z2R45R97D8KCJJExWjzLZPF0j0tPTycjI4NKlS1itVq+ZQ8DdrNTf38/169dlvXu9Xs/IyAg/+9nPOHHiBNnZ2Wzfvp2KigqZwzckJOSeVCz19fVcvXpVagCU89WbKLUbXV1d0o8cXJqQwsJCmcFDtPlB4yLSvynnn1q1lUoLELjSvvz1X/81hw4d4tSpU9y+fZuhoSEaGxvp7e0lLy8P8H6g2cOg7FdBQQH/6T/9JzZu3Mju3bs5efKkm1lVzMPh4WHOnTvHsWPH0Gg0dHd3S6Fd7Yi9RwTvJiYmSi1yfX093d3d3Llzh76+PulOpVYhFr5Uigg8q0t64nA4OHv2LDdu3CApKYmnnnqK3/u935OKBm9WSVP6X3d0dPDFF19w7tw5aZEMCwvj9ddf54033nCLA3hYAVasRYfDQVdXF3fu3JGviQqBynzHasp2IgoSgCvP9H/+z/9Z+n2GhobKGImYmBgKCgrctOpqnr+zodw3x8fHOXjwIO+++y5NTU0MDw+zZMkSNm3axMqVK91kiseRA+bcbUBgtVplTdzOzk6uXLlCVFQU4eHhBAUFud2WwD36NTAwkHXr1nHt2jVu375NZ2enTK2x0OY9zzQtAqX5WJhNU1JSePbZZ3nttddYvXq1HEyhbRTCvWflCVFq1eFwMDY2RkNDgxRexYZttVrJzs4mLy+PuLi4OQ+4EGZWcdiJoICvM7mUbQoICCAyMpLIyEi0Wi02m01W81L+bW8wOTlJf38/gNROibrZ9fX1ZGRk0N/fz+XLl9FqtVitViIjI0lLSyMlJYXAwEBu377NkSNH3FJIJSQkuM0Vb7kNKA+11tZWTp06xdWrVzEajVRWVrJ8+XKpDbmfBlU5x0TKF08znRoFWPHMhWYoIyODl19+Gb1eT29vL729vQwNDdHU1OSWPUFcFtV+eIjLhl6vJzY2lueff56IiAjy8vK4efMmfX199PX10d/fL6sb9vT0yM8fPXqUwsJC4uPjpVChJjP0bCj3jMTERKKiogDX/Ltz5w4tLS1ERkaqug+AjBUQiMT9kZGR5OXlyYC7gIAARkZGaG1tpbe3l7GxMe7cuUN/fz/j4+O88sorrFixwqsCm3LtT01NUVNTI9MhAURGRrJ69WopaA8PD7tVoRSI9aYMcvJ8RiMjIwwPD8ufRUdHk5mZKTWYnueqtxBKAKXg+qMf/YgPPvhA5u4VgmtGRgYbNmyQmXdEzl+1xEx8FcKnVzz7yclJjhw5whdffMGZM2cAiIqKYv369ZSXl0s5Tukj/XWZ01mvfOCxsbFs2LCBrq4u2tvb2bNnD11dXURHR5Oamkp5efk9fktKgoODCQsL4+bNm5w4cYItW7awdOlS2tvbmZiYIDIykvDw8HnfqJQLTKlNE7d75WLJzc3ltddeY82aNcCXqcCEwK1cXOKAtNvtHD16lH/8x3+krq5O5hMVqaqEQJSRkcG2bdvYsGGD3LRnCyL6utwv+OpxcTqdsga5eAaem4y3NhzhEtDa2grca+6/c+eOzHkrLijBwcHk5uaSkZHB+Pi4zDk4PDwsNbMrVqyYtaiBN+nu7qa+vl5WRSspKZEp1wRftWGKm7KvbKyeBAUFkZiYSFpaGjU1NYyNjdHc3OxmqvW2T/bDIlLcCXQ6HZs3b2blypUMDw8zNDTEzZs3qa6u5vz58zQ0NNDV1SU1fnfu3GH//v2sXLlS7lfT09OqF/wEnhkturu7aWxsZMmSJfKAVEsKPrjXghcfH09GRoYcx+npadauXctTTz0lFTt6vZ6rV6+ye/duGTui0WhobGzkJz/5CVNTU4SEhEjtuTcuXcq/pwzkBJf73KZNm9zcBQ0Gg1uGj6/63UIjLVzrlEqu2UqSqgGl0uD27dv8y7/8C++99x6Dg4NSKQWuEuKvv/46u3btkjmc1XBWPApKtxW73c7Bgwd56623uHTpknxPZWUlzz33nJuVZy72mTl9UsoGpaam8v3vf58lS5ZQU1ODVqulvr6egYEB7HY7CQkJREVFSV9KsYhFydihoSFqa2vp7u5m3759dHR0kJGRgdFoJCEhgfLyciorK6XJQA3mPpPJJAVLcKnP9Xr9PULurVu3aG9vlzfpzz//XA628iA1GAzS/JKens769evdNgI13DJnQzkW09PTdHR0cOfOHWw2GxkZGaSnp3vNT0n5t0RZ3qCgIHp6eqQWFpCmdE8to9Vq5ezZs1RVVbktXPH/3NxcNm/e7JYz1VsbkvJwGBsbkweLTqfDZDLdc/OdbT55XjI8I0PVOgcFyvaJQ0VZX91ms7mZbH0hZZaS6elpaZ0RlX4iIiJIT08nKyuLpUuXsm7dOq5evcq5c+eoq6uTGUvq6uo4fPgwSUlJpKenL0hlosfBc66FhIQQHh7O8PAw3d3dtLa2SsUGeCcF3/1QngFhYWE899xzFBYWSiXIzMwMS5YsIT8/X6Yc1Ol0pKSkyOTwV69elT6fAwMD7N69G41Gw4svvsjy5csJCgpa8HPQarVy+/Zt6urq+OKLL6QVIywsjF27dvEHf/AHMv8u8MhprSYnJ6VcoEypJIrkeFpwvYnQGhsMBmZmZrhw4QK/+c1v+Pjjj+VzETJSWFgYO3fu5KWXXpL5wJVZXtSKSPsoLM8iX+vExATHjh3jgw8+4MSJEwwPD5ORkUFFRQUvvPACq1evJjQ01C3w/HGZ01NVPHin00lwcDAVFRVkZ2dz5coV2tra6Ozs5Pr16zQ2NlJTU+NqwN2D3Wq1Sn9WjUYjzQSTk5PY7XZOnz7N7du3ycrKIiAg4J7I9YU4cGbTyihvuzabzS3XpyhMMD4+Lh2ar127xvHjx2lsbKS7u5vm5mbu3LkjtbPCHxi+rIKTkJDAmjVrKCoqkiUQlVHFakNperXb7bS0tHDjxg2cTieJiYlkZ2ffNwhqvlEeZsnJybz66qvk5eVRX1/P7du36e7uxmq1yiox3d3dMtBMuXkK4RaQAUCAzKqhrIKmhgNUZESAL83/yhQz4ucP2lSEj7pnMJqafQyVfQoICJBBlmLsxDgLvJ0Z4lEJCAiQLipC8FamVRKHfHl5OYGBgbS1tUmzbktLC5cuXWLFihXExcXJNExq0lgq8QwezMzMJCUlheHhYYaHh1WRzeR+eLqfVVRUUFFR8ZWfS01NZfv27URFRbFv3z7279/P+Pg4Wq2W5uZm3n77bdLT01m5cqWbm8x8olxTExMT1NTU8Pbbb3P8+HFp1o+OjiY/P19WdRsZGZEV4cR7hNCu1+ul9nliYkIGbsfFxUnhVJytYs/Kzc11y/3uzaBYgRBeAwIC6Ojo4Ne//jU/+9nPGBsbw2QyyWwJAKWlpaxdu1YWbLpfOkZvoXyeytic2WQOq9XK8ePH+dnPfsbevXsZHx8nIyODXbt28eKLL7JixQq39F+Cxy1zPC/Sj7IxMTExVFRUyFyQIyMj9Pf3Mzo66pagV6mdCwgI4M6dO5w7d47BwUFKSkp4+eWXKS0txWAwEB4eTnJyspsAtBCbrVJDM9sDt9vtcnKKXIs2m41jx45x4sQJBgYG6OnpobW1lf7+fiYmJpiYmJD+H2LTEeXUwLVIX331VV544QXS0tJk5RxvL9QHoRRupqen6e3tlWlTIiIiiIuLw2QyeSVSVrmxi6ovKSkprF+/Xo6Hw+EgKCgIjUZDfX09Z86c4c6dO4yNjTE9PU1sbCxxcXEy4KepqYmpqSkCAwPJysqSGhVRrEKtl4yHiWZVjs1srjJarZbw8HB5UROfUePcVPp1eztKez7w3BeUmkedTsfg4KCsLS4Q9daVh6ZatT/KdplMJrKzs0lNTeXatWsyOFGtbX8UlGOo0+lYsmQJ2dnZZGZmMjk5yaFDh+Q5I8puK/Myz3fblPNqYGCAq1evUltbK7WLwnra0NDAJ598wvT0tCzIU1dXR3V1NTMzM7I6ZUxMDImJiYyOjnLjxg3Gx8cpLy/njTfekC4tnZ2d3Lp1SybwF0E/akJk7ujv7+fEiROcO3dOygHBwcHMzMzIcz06Oprk5OR7ci+rBWVMjxBkZ6vKZ7fb2bdvH++++66sTqnT6di0aRMvvvgiq1evntWiI4J/NRrN11638ya8iohKoRkwmUxuUYGeiCT84HpY586do7Ozk66uLhITE/n+97//wM/PF8oJFR4eTnBwsExH47l4urq62LdvHzdv3mRiYkKmADtx4gTHjh1zczZXIgQd8X9lsM+SJUt45plnKCsrkz9To1bkQYgsCQBJSUkkJyej1WofqjzgfKPX64mOjnaLhFVSUFBARkYG7e3tDAwMAC4Xjri4OGpraxkbG+P27dsA0idWCAIPyu2rBoTJ2Wg0SsuAQKnFEz8XBSaU4xUXF0dpaSnZ2dluB6hahAhPQTskJITQ0FC3KObFgnJclOZjh8NBVVUV586d486dO3KPycvLY+PGjRQUFMi81V83YfhCoGyXTqcjIiJCXppEIKEaAkEfBpGyTUlAQMA9lbOUl99169YxOjqKwWDg0KFD9PT0oNfruXbtGseOHaO8vFwGYM6XckNcAMVca2xs5OjRo/T29spk+xqNq5Lf8ePHqa2txel0SsvipUuX7kkHBu4ucuCqzNnd3c1zzz1HWloaTU1NnDlzhr6+PuLi4sjIyHDLU+zNeSsEenC5/R06dIh3332XGzduAK4x7OvrA1zKm8rKSnbu3ElCQoLbmvPmOSisavBlMZTZ2tPd3c3AwIC0WF29epV33nmHL774grGxMfLz89m5cyfPPPMMhYWFBAQEYLPZ3FzOxBnyuCWq500l5Bkt+FWYTCa3pPgtLS0yWk+j0TA2NiaF14XSOopbgSAzM5O1a9dy6tQpmWtORP2Dy5f1xz/+MTqdTh4eTqdTVvK5399QmqKVgmxsbCx5eXlufrRq8O39KjwPDZFHNjw8nNzcXJmsWq3mSSV6vZ4VK1ZQVlYmb81i0+zo6HDTAAQHB6u2ipHyUHc4HHR2dtLd3e0295SItov5pnQPUI5vZmYmlZWVZGZmAl9GrKul30qUqfkEahqjuUKkHhR76bVr1zh06BD19fVyDm/YsIFvf/vb7Ny5c1aTntoR/ujiUBwcHKS9vd1tn1Wz8Cp8OJXM9vzFfiLW4ZNPPklERATT09McOHCAoaEhPv74YyYnJwkKCmLt2rVuAsJcoxTUANrb22Xwo8h9brVaGRwcdCsjLc4spYCqJCgoCL1ej91uJygoCKvVyu7du7lw4QJLly5lZmaG8+fPMzMzQ1ZWFtu3byc7O1u2yZvniJiDExMTNDQ08MUXX7Bv3z6sVqssOiE0sC+//DL//t//e9LS0u4ZI2+uP7EPKvf4iYkJWVDKZDLR0NDAoUOHaGpqknLKrVu35IUkJiaG3/u93+MP//APSUlJkcopz/Lqc9XPebVnKs1X4t9sh4cQ9pQDOTw8zPT0NNnZ2RQWFkoNiTDdhoSEzLuvnafwumTJEtavX8+dO3eor68HXLcUoVUUaaBmQ6TIUvoNKv0HRQS++F0pKSm8/PLLPP/880RGRsrbri8cMMo2isjnsLAwSkpK3CIO1SA4iM1YzEsxHuKrCBYQ/1cyPT3N5OQkExMTBAYGUlxcTGpqqnxdbeMl1tfU1BSXLl2ioKCAHTt2AK6NRZh8lH6gSleAsLAwbDYbIyMj8mdpaWlufVZbxLo49MWBfvPmTa5du+Ym5CgPVDWN16MiMnoYjUY5fpcvX+btt9/mwIEDbuWmw8PD2bhxowws9IVgESXiPBFzzW63c/36dTk3gXs0m2riUfe+0dFRjEYjBoOBsrIyduzYQU9PD0ePHmV0dJTq6mqamppYtmyZmwvPfLRbOU8SExPJzc2lurpaCmiAWx5bkSMbXPEbOTk5xMfHS+tbfHy8LKGu0+mIjY2ls7OTkydP0tLSQnt7OzabTf5+4Uur1+vlPPCWa5YIlgSXbHL69GnOnj0r+yuKEAUGBlJYWMgTTzwh/VzVhlL+EpWxent7CQsLw2Aw0NzcTF1dHb29vdJSMzo6KrXKAQEB9Pb2cuvWLRm8rpwrysILHR0d1NXVodfr5XwQY/iwyskFGfGHqcKjLFIgEPlBi4uLpbZO3O4W4qblucHExcWRm5vrVr5NBIE8KIpOuFAoF7T4/UI763A4CA8PJyQkhKCgIDZv3sybb75JSUkJgLzF+AKewmt7ezsBAQEsXbrUTdBRgy+ouDU/zHxyOBzSBAauDXpkZITx8XFiYmLctMrid6tlzGw2m7wAOhwOGhoaOHnyJJs3b2bdunVMT09jNBrdnoNnEMGdO3doaGigra0NjUZDUVERhYWFbm4uatOki4uyWGdXr151O2iFFnpkZISwsDDVXTgeBrH3KM1wIyMjXLx4kd27d/Pxxx/T3Nws+xUREUFBQYGMync4HKoOursfQuEh2i3SKCpfXywoBdLx8XGCgoKkZVIwPDws57GymuNcjqunRXXFihW88cYbOJ1OLl68CLjOyfDwcEJDQwkPD5fuBDMzMyQlJbFs2TLy8vIwmUzY7XYSExPJyMiQPqHh4eE4nU6eeeYZjh07xr59+zh//jwOh4OYmBjS0tJk372tXVc+28uXL3PkyBFaW1tl9VCr1UpaWhpbtmxh8+bNbsWaHjdgaS6ZmZlhcnKSkZERbty4wa9//Wveeuute4J6Z0Psrd3d3fz2t7/lzp077Nixg1WrVhEXFyfdewDpRnD27Fk+++wzoqOjefbZZ4mMjFSn8PqwKBu8ZMkSCgsLpaSvFH4XelMSDzMoKIiYmBg3X5vAwEC3KG4ReKVcVKLEqid6vR6DwSC1BZmZmTz//PMUFRWRnZ0tU2iA+oSCB6FckP39/bJUoChSMZfpMhYCob0T1aWE8Do4OEhra6ub2UpN2h7PHMVinor1c/78ef7xH/+RU6dOsXHjRhn9PD4+zq1bt6QWb2RkhNraWqqrq6mtreX27dvExMSwbds2Nm3aJMsfgjouJEqUqa+UWRbEzyYmJmhsbOTatWuUlZW55aBU6/wUATDKOWkymeQcbGtr45133uHAgQPcvHlT+mrPzMxQWlrKn/7pn7Jjxw5CQkJUX5hAiXI+i4APpfVqsQirntUmPfNiNzU1sXfvXiksivctRJo3sW+L9ZGSksKuXbsIDQ3l8uXL6HQ64uPjiYqKkkKLSKc0MzMjNXKimITT6ZTBsYDbXlJaWsro6CjHjh1z8xlNTEyUmTE83ZgWCqEICAwMZGRkhLNnz/L222/LYkNCq6zVaikrK+PVV1+loqKCmJgYqcRSQ1EFsSe2tbVx7tw5qqqquH79OrW1tbMKrmJ/V8YKZGVlMTk5SXt7O729vVRVVdHZ2clnn31GREQEGRkZVFZWsnLlSvR6PRcvXqSmpgaDwUBMTIwUfh8V1Zw0Qr0uSE5OJj4+noMHD3L58mW6u7uln4i3bltarZbk5GQ2b95Mb28vV65cYXR0VOaotdvts/r0aLVaeUCIzVZMGvH+3Nxcnn/+ed544w23XK4iitbbk/xhEOMi+nrr1i0OHz4sA/FEfz0Dg9TeN3FxEpVvwNXu9vZ22traAKRJT02mV89gw/j4eLq7u+XGPzg4KP3KWltbsVqtREdHc+nSJa5cuSID0AYGBjh37hw1NTVyvq5YsYItW7ZITYJafV2VVh+tVktWVhYFBQXcuHGDqakpHA4HfX19dHV1MTU1pWrhVZkGS+yVyn2lo6ODvr4+jh49yltvvUVtbS3wZV7ftLQ03njjDb773e/K33k/H0Q14hmwFRoaSnBwsHTd8px/ahu/2RBCqlIgnM0SJNJE9fX18cUXX3DgwAG6urrkwT82NubmRjHfKJ9tWloaL774Itu3b0ej0WAymdwCV78KYZlUWiGFNSciIoL8/HyWL1+OzWZj7dq1LF269J4KhguNcl+5ffs27733Hrt375YVtMS6Kigo4Mknn2Tr1q1uFltvoswYodFouH37Nh999BEHDx6kpqZGZo0wmUwYDAZ5WZ6cnMThcGA0GklMTCQsLIzc3FyKioro7Ozk4MGDNDc309PT41bNLyoqimvXrnH58mWmp6dpbGwkLi6OJ598kqysLEJCQr6W769qhFdwPzBEoFNvby8hISF0dnaSlpbmlUhm0aaZmRkyMjJ44403CAkJ4Z/+6Z9obm6Wm4anW4BAFGGAL4VX5fvT0tL4zne+w8svv0x6err8nK/5oQm/UaGZPHDgAD/72c8YGBggIyMDp9PpZtbztsnnUVHOvRs3bnDr1i15Aw0NDSUnJ8etPrW3x07597Ozs1m7di3Hjx9nbGzM7ebc1tbGhx9+yIULFzAYDHR3d9Pf3++m/VFetNLT09m0aRMFBQXyd6hVUPAUXvPy8li2bBkdHR1SsyB8fNXaB8GDNGu3b9/mpz/9KWfOnKGjo4OOjg75mlarZdOmTbz55ps89dRTbp973BKNC4kyj7jRaCQ7O9utGAiodx7eD8+cyZ7tt9lstLe3c+PGDWpqaqiurqa6upqenh4MBoOMsTAajQQFBXnt8hUaGuqmNX1UxPoTmmbR/rS0NF599VU2bNiARqMhOTlZllIVn1tIlH6b4Iq+P3fuHOfPn5dZFMS5vWTJEp566ik2bdokBVc1BCmLYEdxAaiqqsJisdDe3u6W1kpcJDwtyenp6bz88sts2bKF/Px8goKCaGhoICYmhnfffZfm5ma3vzcwMMCRI0c4ceIEWq2WtLQ0ysvL2bhxI+Hh4W6p3sBHhVfl7TM6OpqYmBisVisDAwP3VMHxBmJhJSYm8txzzzEwMMD7779PfX299KEzGo3yxmmz2WTdaiVGo5G4uDiioqJIS0tj69atPPPMM2RlZQHIwRTVuXwFEfgkuH37Nu3t7YCrvO2KFSvcfEK9Ldw9CkpXh5GRERobG6UpC5CaLVEWVg2aO+XzTU1NpaSkhDNnzkihLSoqCqfTycjICF1dXXR1dX3l70xLS+OFF17g6aefdhtLtbkLzIZGo5GpskR7xaHv7bF6EEJoFePZ3t4u07Pp9Xo6Ojo4evQoX3zxBQ0NDfJzkZGR5OXlUVxczM6dO3nuuefQ6XTYbDampqbmNbBnPrFarZhMJlJTU0lOTpZ7zszMjNs8VPPlWAgxs62btrY2WYGxo6OD69evc+vWLW7evElTU5MUksRlMjY2lq1bt1JYWOjmC7oQrlmzpdQTmj1Plx340sKqvCwKbbNA+f/w8HBKSkpk7Ifn317I+av8ez09PdTW1nL27FkZWAaui7BIP1hZWcnTTz8tLanetBorUQrf4+PjXLx4UZ7T4IormpiYcFNYBAcHS3fGNWvW8MQTT7j575aXl2M0GomJieHUqVN0dHQwPDzMwMAAg4ODTE1NkZycTFFRERUVFWzYsEHm6Tcajb7tNiAmhdVqlb6gJSUlhISE0NHRIc2z4D2hR+kEn5qayv/wP/wPREVF8eMf/5grV64ALjO/SE4/Ww5JcaDk5uZSUVHBE088IdMMiQ1N7WUaHxblxpyRkcGGDRuIjIyUNz9f7afdbmd8fNztUhIYGCjzAIM6SlMq10loaChZWVmkp6fLghGTk5P3ZP9QIoKAhLCbkJDA888/z+///u+zYsUKN18lX7mIiCIFot1TU1P3zRCiFsShJ6rv7d27lz179qDX6xkdHeXs2bMMDg5K9yS73Y7RaGT16tV861vfYsuWLW4XjcDAQJ/SuCpR5qMEl3Aj3AY8NURqRil0TUxM0NXVRWBgIOPj4xw5coRTp04xMDBAW1sbjY2NTE1Nyaw8yt+RmZnJU089xUsvvcTy5csXfFzvJyAvVED1QiKKCYErePWtt95i37599PT0SGuAGJ/IyEhWrlxJaWkpGo1GVUU0hGIMXBdhpeuQ0+l0iwkAl2Jm/fr1vPTSS2zatInU1NRZS4svW7aM/Px8du3axZkzZzh//jxNTU10dXURGxvLrl27eOqpp0hJSbnn0qaaIgWPg/KhJSUlkZ2dzd69e3nnnXdISkpi3bp16HQ6ryW4VwpesbGx7Ny5E7vdzpUrV2Q1JvE+cB34paWlxMTEYLPZiI+Pl0nds7OzZRlRUIdJ4XFQHh6iopogKyvrvoUAfAHlRmkwGIiIiJC+o+CqmCLSvyh9iryJckMwGo2Ul5cTFBTEZ599xjvvvCPTRYlgRKfTKQsRADL6F1zz+JVXXuFb3/qWFFw9/4Ya8TxcQ0NDiY+PJyIiQvplzczMEBsb6+ZHp5Z+KYMBx8fHOX36NHv27OHAgQPSF15o4oT7Unl5uYxuLisrk9YAEeT0uMnBvY1ybMLCwsjMzOT69esYDAZ6e3vla2oMRBPBnyLY7vr165w8eZLr169L38KmpiZu3brFxMSEW3+EMkSv11NeXs6KFStYtmwZZWVl5OXlue1HvqhRvx/KNIbizPeGu4DD4ZBC2/j4OFevXpXWKo1GIy9VJpOJ0tJSt0wsQnhVA8rzKS4ujpKSEjZt2sTExARarZb29nbGx8dJTU2lrKyMsrIyli5dSlFRkZtbnNVqdbMgiMIDOTk5MqNJf38/4+PjhIeHSzlIIMb168b0qONpKlCaE4T29dChQ+zZs4fVq1ezbt06AJkua6EFBK1W66YxTEpK4tVXX2Xr1q2cOXOGwMBAzp8/T0hICJmZmSxfvpytW7eSkZEhEzCnp6e7+cCIAfRVbYhAOXYtLS2yhvratWspLS2V5j41l0x9EGIDDQkJYcmSJW4+Xvn5+SQmJsrv1aYBMhgM5ObmyprgXV1d7N27VwZWCAFIaOVEup3JyUmio6N55pln+Pa3v83KlStVJaB/FcpNUQRcrlmzhrGxMZlou6ysjIyMDJm7UE3+r56pyg4ePEhtba28GAYGBsr9KCgoiNzcXF5++WW+9a1vyflos9mkX6+vC66eqZpSU1PZsmULDQ0N3L59m7Nnz1JWVuamHVKDC48Sh8PB+Pg4165d45NPPuGDDz6gqalp1vfqdDqCgoKk1j04OJjy8nKee+45tm/f7pZ6UFnARk39fVy8cc574pnzvbW1Va5Bz0IEBQUFbN68mSVLlsj3q+0iJfbuiIgI1q9f75atQrimiGCzoqIi+TnhAzvbXqIsYBEbGysvzUpEWlEh7D7OuKpOglDm7TOZTCxbtozy8nJaW1sfqiLJQiEGWkRWxsfHEx8fT1lZGYODgwQEBBASEkJkZCTx8fGytrHn5iuSLKttg31UlBvnxMQEdXV13Lhxg8DAQNauXcvKlSsxGAzyBuqrwqu4aWZmZpKcnCyjYVesWCErFYF6NHcC5fNOTk7mzTffZMOGDYyMjHDq1ClOnDhBZGSkzMVbVlZGcXGx/FxKSgqZmZnzlj9yvvBsY0xMDBUVFWRnZ/PSSy8xPT1Namqq1AioSXAF90uQ1WplaGjIrcCC3W4nODiY4uJiNm/ezNq1aykpKSE+Pl6+R2iFfHHNzYay/HJWVhZPPfUU+/bto6mpiStXrtDT0yNLUIM65qoy0GdiYoIrV65w9OhRLl265OZv6IlIMyRceDZs2EBlZSWRkZGqiV5f7Iix0+v12Gw2rly5wvnz52UKOmVRF3AJr+vXr3ezqnpb+FbiKYjn5uYSFxcHuPo6NjaG3W4nLCzMTSEjXlcG8nq+9lUl0Wfzkf66qG438zR1lpaW8t3vfpf+/n7Ky8vla972H1GaI4VpTwiwX4UQWJUptHwdobECl9b1+PHj3L59m+joaHJzc+UiUFMe1EdF6egeEBDA+vXrAZdLxIoVK6SmxxsZMR4Gke1Bo9Gwfft29Ho9PT09ZGZmkpeXR2RkJPn5+aSlpVFcXCw3NM/fodb+PQw6nU4WP8nJybnndW8LOZ4o22MymYiOjsZkMqHRaIiMjCQ3N5eCggLWrFnDpk2b3EpmEROprAABAABJREFUWq1WDAbDotljlIgLv3CTeP311zlx4gTl5eUyEERtKAVYYbJdt24dOTk5tLe3MzU1RWBgoEwYbzKZpHsAuFxehOURkGkHhQbLV9ekLyFM4zabje7ubgBptQJYvny5zMQi8tiC+pQZIjje6XRiMBgeKLdMTk5KP9kH7SXKzC5CyFXKOqJ641yhauE1ICCAnJwc0tPT3VIwgbqimx/1wPOGr+58o9QQNTQ0cOrUKZk3VFmYQG3m9EfB08yxefNmKisrpelWOXfVtlmBq02iTrXoR0ZGBt/61rd48cUXZRnDBwX0+FJxicWAp39nTk4ORUVFmEwmsrKyeOGFF9ixYwdJSUlua0toihYryucSHR3NX/zFX/Anf/InGI1GWTp8tvd6C89LSFlZGYWFhVKA8AzuFZdEkT8a7u2HXq9XhVZ5sSOer7hQFBUVsXbtWvbs2UNbW5vMipSRkcHv/d7vsXXrVnmBUvPYPKwcIubfo/RlNt/kuX4W6pEA78NsJma1LliRaWB6etrthi38O3ytstSjIPo0NjZGS0uLTOUTGhpKdHS0m5ba1xHjazQafS5jgtisxM1Yp9MRHBx8T6lJof0RbhKBgYE+UyzjqxCBMcoqOWoV9JSbf0REhDQZ9/f3ExcXx6pVq2QQhUajYXJyUo6VGoS2+UZodcLDw1WrcfXkcfYOm80mg+4Wy3r0FZTraePGjfwv/8v/wtDQEMHBwdhsNhISElizZo1MeQnqFl4Fnhk8lNlNPF0iHoX5lnVUL7zClwKPMi+cGvkqX061tnsuEH2bmJigr69P+uWJYJjFhPK26jk3fQWl35PnhUJsOsro5cWE0KD7QvCSp8YuPz+f/Px8t/co56AyY8I3AaWZ0teUA545UGfDsz96vV61F63FjrIARGpqKn/6p3/q5RbNDZ4+sL6C6lssUlR4lkX0oy7EBhwQEMDIyAgOh4Nt27bxxhtvyDy2oL6oy8dBWWPeV7UgYn0prQWepZr9qBuRb1iN5XkXCrvd7hYMqnats9If8H6J/pX+rKBeX/pvEsLFw3+B8D6PLLyazeb5aIdqWOz9g4Xp4/e+9z0AfvnLX/LLX/5y3v+eEv8YLg4Wex8Xe/9g8fdxsfcP/H1cDCzG/vmvcX78+PHjx48fP358Bs1iCKDx48ePHz9+/Pjx883Ar3n148ePHz9+/Pjx4zP4hVc/fvz48ePHjx8/PoNfePXjx48fP378+PHjM/iFVz9+/Pjx48ePHz8+g6ryvJrN5teBX9399o8tFst/92Z75gKz2ZwC/B3wBBANdAIfA39rsVgGvdi0x8ZsNr8J/Pwr3ua0WCyLKmmof576Fmaz+WVgI1AKlAChwG8sFstr3mzXXGI2m/9vYCWQC8QAk0ALrjH8N4vF0u+91j0+/jH0/TGcjcW0l34TzkOz2RwNvAA8DRQDyYANuIKr7z+3WCzOhWiLajSvZrM5FfhXYMzbbZkrzGbzEuAC8B3gHPDPwC3gL4AzdyeCL1MD/O19/h2++569XmnZPOGfpz7JfwD+FJfg0+7dpswbfwUEAweA/wL8BnAAfwPU3p23vox/DH1/DN1YhHtpDYv/PHwF+AmwGqgC/gX4ECgC/jvwW7PZvCCVUlSheb3b2Z8D/cDvgL/2bovmDAsQB/y5xWL5V/FDs9n8n3FtVH8PfN9LbXtsLBZLDa4Few9ms/nM3f/+eKHaM9/456nP8ldAG9CES3t3xLvNmRfCLBbLlOcPzWbz3wP/G/C/Ar6cqdw/hr4/hpLFuJd+Q87DG8AuYI9Sw2o2m/83XIqPl4AXcQm084paNK9/DmzBpfkZ93Jb5gSz2ZwF7ACagf/P4+X/A1c/XzebzcEL3LR5x2w2FwEVuDQke7zcnLnEP099EIvFcsRisTRaLJZFm9R6NqHnLr+9+zVnodoyH/jHEPDxMfRg0e2l92MxnYcWi+WwxWL51NM1wGKxdAE/uvvtpoVoi9eFV7PZXAD8A/BfLBbLcW+3Zw7Zcvfr/lkGehQ4BQThmtSLje/d/fpTi8Uy7dWWzBH+eboo5+k3gWfvfq31aiv8PA6LagwX8V56PxbdeXgf7He/Ohbij3nVbcBsNuuAXwN3cJlFFhN5d7/euM/rjbg0XrnAoQVp0QJgNptNwGuAE5cPjM/jn6eLb54uVsxm818DIUA4ruCfdbiEnn/wZrv8PDyLeQwX+V56D4vxPJyNu+P6B3e//WIh/qa3fV7/E1AGrLNYLJNebstcE3736/B9Xhc/j5j/piwo/w5Xn/ZYLJZWL7dlrvDP08U3Txcrfw3EK77/AnjTYrH0eqk9fh6dxTyGi3kvnY3FeB7Oxj/gCtr63GKx7FuIP+g1twGz2VyO6+b1TxaL5cxXvX8RIiLyFpsP15/c/frfvNqKOcI/TxftPF2UWCyWBIvFogEScAVOZAGXzGbzcu+2zM/DsljH8Bu6ly6q83A2zGbznwP/HqgHXl+ov+sV4VVhOrgB/EdvtGEBEBqr8Pu8HubxPp/HbDYvBdbgigr+3MvNeWz88xRYhPP0m4DFYum2WCwf4XL5iObLXJp+fITFNIbfkL3UjcV2Hs6G2Wz+H3GldbsGbLZYLAML9be95TYQgsuHDmDKbJ41+8dPzGbzT3A5df/lQjVsDmm4+zX3Pq+LyNH7+Rr6IovNMd0/TxfnPP3GYLFYWsxm8zWg1Gw2x1gslj5vt8nPo7FIxvCbsJd6stjOQzfMZvNf4soJXgdstVgsPQv5970lvFqBn97nteW4fGJO4jpYfdW8IPIQ7jCbzVqPnGihwFpcFVTOeqNxc43ZbDbiMhk4uf/Y+hr+ebrI5uk3lKS7XxfdAfoNwtfH8Juwl0oW6XkoMZvN/z9cfq41wHZvXKi8IrzeddT+o9leM5vNf4NrIv/Sl0vFWSyWm2azeT8uk8//iKuSiOBvcVVS+W8Wi2Wx5Lh7BYgEPlssjun+eboo5+miw2w25wNDd3MtKn+uBf5PXAUoTvt6md/FzGIfw2/CXurBojsPBWaz+T/iKiV+AdixkK4CSrydbWCxYwZOA//VbDZvBa7jKqu2GZcZ9n/3YtvmGuGY7usVRL6JLOp5ajabnweev/ttwt2vlWaz+Rd3/99nsVh8ucLPE8D/azabjwM3cVUtisdViSoL6AL+2HvNe3z8Y+j7Y/gNY1Geh2az+Q1cgus0cAL481lcQJotFssv5rstfuF1Hrmr1VqJa7CfAJ4COoH/Cvytt24sc83dpNPrWMSO6YuZb8A8LQXe8PhZ1t1/AC34dnnKg7gOybVACa7UPOO4Lh6/Bv6rfwxVzzdhDL8RLPLzMPPu1wDgL+/znmPAL+a7IZqZGX8GHD9+/Pjx48ePHz++gdfLw/rx48ePHz9+/Pjx87D4hVc/fvz48ePHjx8/PoNfePXjx48fP378+PHjM/iFVz9+/Pjx48ePHz8+g1949ePHjx8/fvz48eMzPHSqLLPZ7PNpCSwWi+Z+ry32/sHi7+Ni6B8s/j765+ni7h8s/j4uhv7B4u+jf54u3v75Na9+/Pjx48ePHz9+fIZHLlJgsVjmox3zyiwVIO7LYu8fLP4++mL/YPH30T9P3Vns/YPF30df7B8s/j7656k7892/mZkZNJoHKrkfma/qn7/Clp85xW63Y7fbcTqd6PV69Hq9t5s054g+BgYGEhgY6O3mzBl2u52ZmRkCAwPnfCPy42eumZmZkf8ANBoNWq1vGROnp6ex2+1MT0/jdDrRaDQEBASg0+nQ6XT+degjiHF0OBxoNBp5Nvjq+AlhdGZmhvb2ds6fP099fT0DAwMMDw9js9lIT09nzZo1VFZWEhYWJj8nPjvfffcLr/PIzMwMTqcTQA6mr07m+6E8PLRa7aIT6DwRwt1i7KOyT/Nxk/bjZy6ZbT9VCrJqRrQzICCAgIAAL7dmYRFnokCMldrH7EEslnEUYyMugbW1tRw+fJhLly5x+/Zt2tra6OrqYmpqisjISC5cuMDt27fZuHEjmZmZGI3GBRtHv/A6j0xPT2Oz2QDQ6XSLUuCZmZnBbrej0Wjuq2VdLIKQ8iKymHA6nfdorBbLmPn5ZjE9PS0vmGrG6XQyMzODTvfNOoKdTicOh8NN4SH++SKLbZ8U42M0GgHYu3cv7777LiUlJbz44osMDQ0xOjrK5OQk169f58KFC1y5coXTp0/zyiuvsHHjRjct7Hw+m2/WyllghOlnMSIOCZ1Oh8FgAFxm5+7ubpqbm5mcnCQzM5MlS5ag0WhmFZB8DdH+lpYWOjo6SExMJCMjAwCbzeZzZiLlASLMQzabjcTEREwmk3yPL/VpsTM9Pe1mYtbpdI+k8XE4HHLtCvO0r47v9PQ0DocDu92OzWZDr9cTEhIiX1fjniMuwGLMhoaGaGtrY2BggImJCQIDA4mMjCQ2NpaIiAhMJtOiOUNmZmbQarX3VXIIgf5BqMWC6Wka7+vro7W1lYGBAfR6PYmJiSQlJREUFOT2frWjtKQCDA8PMzMzQ0VFBa+99hoOhwOHw4HT6aSqqorf/e53HDlyhE8//ZS+vj6cTidPPvkker1eutbNV78Xx6rws+B4biDiJnbw4EHeeecdOjo6eOONN/jLv/xLkpKS3HxhfBHR9v7+fn75y1/y+eef89JLL/FXf/VX6HQ6HA6HzwkCwj9LtP/TTz/lzp07vPzyy6xYsQJwCQiL5fBcDCj9Or/OIS4uKuL/vjRflUxPT9PX10d7e7sUGpKSkli3bh3BwcHyPWoTXpV7YH9/PwcOHODjjz+mqqqKvr4+QkNDKSkpYdu2bWzbto28vLxFs/6+aq6J12dz/VAKi2qYs8p90Wq1cvToUd566y0uXLhAeHg4Tz31FK+//jrFxcX3vF/NaLVat3auWbOGmJgYVq9eTWhoKIA865544gmWLl3K6tWr+cUvfsGJEycIDQ0lOjqaVatWSaXWfJ378/Y0nU6nvOGLDVdsJDMzM/LWPD09LT/j2UGtVitvqMKRXW2bkRLh4yraXFNTw9mzZ7FareTm5lJSUkJCQoI8QNSwCB8Fp9OJzWZDo9HIidnR0cGFCxdoaGjg1q1bVFdXU1NTA7hMDkVFRTz77LNERkYCrkXsS75BQnsjNJN79uzhrbfeorGxkdTUVG7dukVubq68YatR23M/hPYOXONy+fJljh49SmhoKMnJySQkJMiNzBfnqydiTxL/lH0Sm7baLyD3M7E+7PjM9nkh5Km53+C+thwOB62trRw6dIhjx47R3d1Neno6t2/fZsuWLWRnZ0vXATXMXU+Na11dHXv27GHfvn2cPHkSu90OwNjYGJ2dnVitVoqKiigqKgJ8b98UeJ6Jra2tXLt2jYmJCUJDQ4mIiCA6Opro6GhCQ0Mfeu8Ue5e3xlWpnezq6uL48ePs37+fyclJ2trasNlsLFu2jKVLlxIQEHCPn69a8ZSx1qxZQ2lpKREREfJnYr/Q6/VkZ2cTGxsLwK9+9Stqa2v59NNPSU1NJT09HXBZJYW8MJfMm/D6ID8WIcyq3S/pUZmZmcHhcMiFeubMGf7u7/6Orq4utm/fzre//W22bt1KSkqK2y3T2xvrw6LVaqUvzMzMDG1tbbz//vv8+te/5vr16zLLgHhvT08PJ06cYNWqVVJ4VT4fX0AsVK1Wy40bN3j33XdpbGwEXJvWp59+yjPPPENOTo7PCK1KlMESoaGh9Pf388UXX5CXl8fzzz9PQECAm4uIr+EpoPryviMu/UrBW7gNPOweIsx+8KVbky+tR4HYa4Wwd/XqVS5evMiNGzeYnJzkj/7ojwgNDZXvU8OYC4Gnp6eHd999lx/+8IfSzKzX6zEYDIyNjTEzM0NTUxP19fWUlpYSHx8vx8iXzgv4cs6K9l+9epUf/ehH3Lp1i/DwcOLi4khPTycnJ4f09HQiIiLc3AdEX00mE3FxccTHx6PX61W11w4PD9PW1sbMzAx6vR6bzUZLSwvnz59n5cqV5ObmSlcJXxg/ZfvExUKJEETFuIaFhfHiiy+i1+v5t3/7Nz755BNKS0ul8Dpf+NxpJEydvrDhKg/7qqoqgoKCCA0NlRotsUjV3hchlCpvT9XV1fzmN79h9+7dNDc3u71fr9cTEBCA3W5nfHxcHpbgfmP1NQYGBmRfdTodN2/e5Oc//zlXr17lxRdfZNu2bVK49wVNifKCGRAQQHFxMSkpKVy9epULFy6wa9cuqTVwOp0+I7wKgUXpGyrm5MMwPT2tmrRLSm3jwMAAp0+f5vjx47S1tZGamsqOHTtYv379PQfKbIyMjHD48GE+/fRTJicn2bx5M8899xxxcXEA0kdNrSjHIyAggIyMDF566SVSU1N5++23OXbsGFevXuXmzZuMjY1JM6e39xzlGPb29vLpp5/yySefMDAwQEREBMuXL8dkMtHW1iaF7+HhYQ4cOEBKSgrPPfecT50XD6Kzs5PLly/fc2ZERUWRmJhISEgIVqsVcGU/EVYvYYp+4oknWL58udtZ5A2BUOkGFx4eTlhYGHq9XlqS7XY7VVVV5OfnExcXR1RUFOA77gOzobxQiP5PTU0REBBAfHw8mzZt4vPPP+fTTz/lvffeIzU1lfLy8ofam74Oc/4URQdtNhtjY2PYbDZ0Oh1GoxGDwYBOp2N6epqJiQmGh4cZGxuTh4WyYwEBAZhMJkwmkwz4CQ4OVr0DtHKDTUlJoaysjKqqKgYHB6murqayslK+RwgFat+MxIE2NTUltRy//vWv+e1vfwtAcnIyqampGI1GJicnaWlpoauri8DAQEJCQtwc9NU4ZrMh5ldgYKDUhFy9epWpqSnAdYnq7Oyks7OTvr4+0tLSWL9+PUaj8R5tg1rxFF5LSkooKSmhoaGB9vZ2qUV/mEAKbyPWkthHZktnNjk5yfj4OOPj40xOTrq5Tej1eiIiIoiIiFDVuCmf+/j4OJcvX+bXv/413d3dMrCnoqICg8Fwz7xT5mp0Op10dnZy5MgRfvaznwFw69YtlixZwpYtW4B7UxipmYCAABISEkhISKC0tJSxsTEuXrzI6Ogovb299Pb2kpiYCHh/z7Hb7fIAv337NocOHWJ4eJiysjI2bNhARUUFDoeDTz75hGvXrgEwMTEhBXHRfl85L5QoTftCSz42NobRaCQ9PR2DwYDVapXnhtVqRafTodfrmZqawmq1otfrycrKwmg0YrfbGR0dZc2aNYSEhHgtlkK5LqOiokhLSyM0NJT29nYZpFRbW8v+/fspLi5m3bp1C9q+uUIpsCqfsdLqI5RT8fHxbNu2jZs3b1JTU8OBAwcoKSlBr9ffY5WeC+blCjAyMkJ9fT0XLlygq6uLsLAwMjIySE1NJTg4mKGhIa5du8aJEye4cuUKVqsVo9EoA0eECTMzM5Pc3FwMBgNOp5Nly5axfv16goKCfCKfn16vx2g0ysEbGxtjcnJStt0XBALlTf/kyZO8/fbbnDlzhvr6egAyMjJ44403qKysxGQycf36dT766CO6u7tlmjA1aLAeFaW7wPT0NGfPnuXgwYMMDQ3d816TyYTBYFD1XJwNpZ+jRqMhMTGR9PR0goODZcECX8AzWf1sdHZ2UldXx5UrV6itraWhoYGxsTF5sU5JSWHDhg3s2LGDvLw8+Tk1+TCLA0No90U0uuehIlAGuUxPT9Pb28vk5CRarRan00lDQwNXrlxh+fLlqhPavwrPfJRxcXGEh4dL4VWsUzUE+CjnpfD/W7t2LZs2bWLdunUsXbpUWrdaWlq4fPkyNptN+mErBVZv9+VxGBkZoaWlheHhYVauXMn3v/99iouLMRgMdHd3c+rUKXp6ekhMTCQ4OJiWlhY6OzuJi4ujtLSUgYEBjh8/zvj4OElJSdIf2Bso986AgADS0tJITU2lp6dHjvfk5CSXL1+murqarKwskpKSFlUMgUDMzaCgIJ599lmGhob4xS9+QWNjo5QBlDnv54o5EV6FiU7cLmtqavjwww85e/Ysg4ODREZGkpmZSWxsLNPT03R3d3P9+nUpAN2P48ePExUVRVRUFEajkYyMDBoaGti1a5dMUSQi39SCcqNSBqaBS3PS2trKrVu3yMnJISAgQLUCgkhrAi4frYMHD/KjH/2IEydOYDQaKSkpIT8/n7Vr195z4B87dkyam9Xav69CKQw5nU7a29tpbm5mampKHv7CaT00NBS9Xu/zm5EyaEmY7HwBoW0Vm+jo6Cjt7e0MDg4yPDxMX18fN2/epKGhgcbGRurq6qQGXfk7Ghsb6e3t5YUXXqCwsFAVY6rUpA4NDXHnzh2sViuRkZGUlpaSlpYm9z9PQU259nQ6nexzfHw8nZ2dOBwOhoaGGB8fJyIiwmfGW2Cz2TAajfT19XHnzh3Gx8cBiI2NlT72X3WpWQiU55NwAwgKCqKoqIikpCTAZd3auXMn09PT/O53v+PEiROMjY3R3d1Nd3c3KSkpct/xNcSctNlsjIyMYLfbiY+Pp6KigtzcXACWLl1KUVERw8PDxMXFYTAY6Orqoqenh+joaLKysqirq6O9vZ2goCC32AtvoFwrGo2G1NRUMjIyuHLlipyH4Fqzt27dor29nbi4OJ8TXh8mQ4S4HAcEBJCSkkJhYSEOh4Pr16/T3NwsfWbnen+ZE6lPaAQA2tvb+eKLL3j//ffp6upCp9PR3NxMbW2tlL6V2QdCQkJITk7GYDDQ3t7O8PAwer1euheMjo4yMTGB0+mkrq6OS5cuERoayne+8x1A3T4kyqAKcAnazc3NNDc3k5aWJk19akQZ5FBVVcUPf/hDTp48SUREBL//+7/Pc889R3Z2NuHh4cTExAAut4KxsTHpChIfH09KSorMGQq+qYXVaDQEBwcTEhLitphF9HpgYOADNWBqRwjiRqNRjtXExASTk5OqEOAehb6+Pqqrqzl69CgXL17k9u3bDAwMMDk5KctwijUnzF5arVZqSaxWK1FRUURHR5OWlibN7rDwYyouv4Lu7m7OnDlDV1cXERERUkhTrinl/z01fj09PXR0dDA6Ogq4LAaRkZEyqbiatMxfhTKlz8jICE1NTQwNDZGVlcWmTZvIzMz0cgu/RHk+paenk5qa6uZTLdzm4uPjeemllxgcHOT8+fN0d3dL/9Dk5GTV+GE/KsrUbMKFbHJykp6eHrKzs2WfoqOjZeQ6uJ5VcnKyfH6pqak8//zzBAUFeX18leNgMBjIzc0lJycHg8HA+Pi4vGg4HA7a2tro7u52c/9Q67n/dRF7h3C10+l0tLe3c+bMGXJzcwkNDZ3z1FmPJfU5nU6sVqs88IaHh/n444/Zt28fXV1drj9w98YvtI/BwcGUl5eTm5tLZmYm6enpREVFMTMzw/DwMFarVWoaJicn6ejo4MqVKxw7doyenh7a29u5cOECa9euJScn574Jj9WAw+HAZrO53ZZnZmYwGAyqSuMyG0ptT39/P5GRkbzwwgts376dzZs3k5ube89GOjU1xeTkJAMDA8zMzLBs2TI2b95MfHy8fI9aLxoPQqPRSMFOHCDK1DcrV65k1apVUhvgKwGFSo2I0WgkJCSErKwswJXSprW1lfDwcFWYXu+H0+lkcHCQ27dvU1dXR319vdSu3rhxY9bPpKSksHbtWul/fuTIET766CPAtYeJhPFKvLVOPQXQkZER+XMRA3A/gUar1crsAqIKztWrV6VmKDo6muTkZBnYpGZFgCeeGua+vj4CAgLYuHEj27dvl8UK1LQWxRxStkecoQEBARgMBkZGRujs7KS7uxtwWesmJiZUkzHhcVBmtrDZbFLZIYQa5VkuhCHlfAwJCWHFihVuwZfKvMULiXLv1Ov1ZGZmUlpaSnJyMgMDA4Drcjg+Ps6VK1doaGhg586d0trqa77Lj0JqaiorVqzg9OnTnD9/nuXLl7NmzRrAJRPNVVq+x9qpxKEOrsm2f/9+fve738lUQuDaEENCQnA4HGRkZPDkk0+yY8cOcnJySEtLe6gF+cknn9Da2kpPT4/Ufg0PD7staLUIgco2GAwGgoOD3Q4Xh8PB4OAg4+Pjj5TXbqFQ5uUVG2t6ejpvvPEGS5cupaCgAHCv9CPGICQkhOjoaNmnwsJCNmzYALguIgaDQXX9fRicTqfUKIv+Cg1eRkYG27ZtY9WqVcCXm5kv9VMIr+DyYdZoNNJcWVRUpMq+iHnqcDhobGzk3Xff5dNPP+XWrVvyPaGhocTExBAfH090dLQ8OJKTk9m+fTtPPvmkFCYuXLjAnTt3CA8PJzw8XD4PgTf2FqXVBpCCK7guTcHBwQQHB7u1TRzm4nDUarUySOjw4cNuUd7iwiJQannVjDIwb2pqSgoHJpOJyspKsrOzAZf14EHC/UKjDJ4TB7hWq5VByFarlWvXrnHhwgX5mdjYWHlO+GqhF6WgJ3wgAwMD0ev1mEwmeX7Y7XaZ9k2ZE17pWzpbwLY3n4dSMVVYWMiqVavo7OxkaGhIjnVTUxPHjh2TQpyvnoMPQvkcMjIyyM/Pp7a21u0iBnPrxvO1hVdxSINLW/H+++/z3nvvceXKFbfUSCaTiS1btrBhwwaKi4vJysoiISFBTsKHISsrSybJ1el0LFmyhPz8fAIDA+e9BNmj4GnWiYmJITMzk4sXL8qficTaKSkpsoqRiMJTSx+U/w8PD6esrAytVivNi+I1Yf5QCrwGgwGj0YjRaJTpQQA3c62vMTw8TGtr6z2L0GQyUVxcTE5Ojvy5L/qkzYYafAUfhBDORL7hQ4cOuQmugYGBfPe73+XJJ5+UQZNCUNPpdMTHx0uL0bp167h8+TJvv/221HKpRSsihNeOjg5aWlqkVken0xEVFSXdBpQm/5mZGSkIANy8eZOTJ09y584d4EshSvzf13A4HOj1ehwOBydOnOCHP/whN27cICsrSwquoN61qAww9FRsTE1NSQEPXIJAQkKCWwYJX8HTba63t5eRkRFpyRHaV+EzKTITCbOz+B1KtwO1oVS+JSUl8dRTT9HW1sb+/fulcm1mZobjx4/LMdy8ebPsv06nU2W/HhXlvLTb7fT39zMwMEBiYuK8WXO+9m8VA2G1Wjl48CC//OUvOXnypHw9LCyMtLQ0ysvLefrpp9myZYtblQYR5KWs7iJu1DMzM0xMTBAeHo5Op2N8fJyxsTHApX2IioqSpi5RU14tKCdiQkICS5cu5ejRo/JgHRoaor6+np6eHvk+5U1cTQjNujJ3qXKDEYemaLfIItHX10dCQoL0hQXfK0UpKi1NTk5y6dIlrl696mayhS81e8qLmC/1UaBss8ixaDQa3bQcakMIrwaDgZCQEIKDg4mIiCAjIwOj0Uh+fj6vv/46y5cvv+/vcDgcUhO7fPlyvvjiC1pbW6mvr6e3t5fU1FT5t7ztOjE9Pc3k5KScg4GBgSQnJ0uXHLGPirESa7a5uZmjR49SU1PD+Pg4gYGBOBwOjEYjiYmJbhpmtQjs90MIQ0JpcuPGDT766COOHz9ObGws3/rWt9wukmp0KfPUpisvHSIgT7isJCQkEBcXJ4PPhFCrxn7NhlI7Ojg4SGNjI52dnWg0GoKCgggLC5PnuE6nm7UK04MKHakBcYG22+2Ehoaybt06Tp48yf79+wGXm6TT6WR4eJijR4/yxBNPsHnzZsC33HS+CqUSy2az0dbWRmdnJ3l5efM2Xx/5yYmoMmGyOXr0KB9++CFXrlyR70lISGD9+vXs2rWLNWvWkJiY6Ba0A8gbx/3KMYrXRLUKIewp84qJ96kF0Q8xiKGhocTHx8ta2/ClK4GvbEBKhLCgHC9l/fCGhgb27NlDT08Pq1evJj8/X77PVxappz/S7du3OX78uJsrjCjlaDQaCQ4Odjv01bKpfl08cxCDOvukFKgLCgp45plnqKyslJVdoqKi3LRwsyEuVEIgEin4Ll++TEtLixR81RDIJPbDwMBArFYrWq1WCjWADBxUHohtbW2899577Nmzh/b2duDLuZuWlkZFRYWMdgf1C6/KvnV1dbFnzx4OHDhAaGgo3//+9/nzP/9zYmJisNvtMleomhEBPaKdjY2NHDx4kNu3b6PRaAgLCyMoKEieH2pchw9CeTYMDQ1x+fJlqcQRlagWA8rAyvj4eBITE2X/lMFZYn0KfG08HxaRtxfm1/rxyBKF8mB3OBw0NTVx/fp1JiYmiIuLk34da9euZdWqVW7BACJ3nYhgftCBIJIXnzt3jiNHjkjhtaioyC0i0duHylfhGTHsdDplYJMvoMzP5ln3GJBZIXp7ezl79izXr18nLS2NV155hZKSEvk+tbh2fBWewmt3dzfXrl2jv78fwC1YKzs7mxUrVrgJEWoXAL4KrVZLQEAAY2Njcs2pcY0pn3NycjIvv/wyVquVpKQkuT+ItQa4WXbANR/F7xCBIwJhzlSy0NpnITCLTAjXr1+npaXFrT3KcRFzUmmiFZVu6urqgC/3VIC8vDy2bNniVsLRFy6YIkn9iRMn2LNnD01NTRQUFFBRUSEtPUrfSV9BFEK5cuUKQ0ND0rKlLLkttOa+gtVqlVbR0dFRzp49y8DAACaTiYGBAQ4ePEhrayvBwcHSZSIiIkKWilWWVAV1C3vK/WjJkiWUlJRw/vx5RkZGpEZZmNOHh4cJDw/3mTNR4JmfXrn/KFMr3rx5k/7+fnQ6HcnJyW7n41xaYB95t1L+4YCAAFJTUykpKSEyMpK8vDyefvppNm7cKIVW4T8mKmZ9FaKihkajwWq1cuTIET7++GOGhobIyMhg69atMjccqPNgFeh0OpnAXjA4OEhTU5PMxqB27hetK6IGxWS8ePEiJ06cQKPRsGXLFnbu3ElYWJg0zarJteNR6OrqorW1lZGRERmIJQSbvLw8KioqiIqKcgsi8WWUwmtvby9jY2PSV1RNh4jyOet0Ojctv0Ck//oqRMU/UbSgqKjITajzhsuLUms1OjpKdXU1dXV18iI8PT0ttaiA2//7+/vZvXs377zzjrSICT9Cq9WKRqMhPz+f0tJSGTcgxl2NiL1GJOyvqqriN7/5DefOnSM8PJwVK1a4+df7yl6j3C/6+vpoa2uTl2RRsKexsZETJ06wdOlSQkNDH+oMVQvKNdPV1SWzf4jsF9euXSMkJASTyYTD4WBsbIzY2Fh27NjBCy+8wLJly6SAp7x4qg1PV5CSkhKef/55RkZGaGhokGt2aGiI2tpaamtrWblypRxLXwnCmy1AThnvAri5DISEhLBs2TKZkx/mVl57ZOFVucEZDAbKy8tJTk5mYmJC+pwJwRW+jGB92Fu9KDogBN76+nop6GVlZVFSUuLmS6nGDVfk7QsMDCQnJ4fMzExMJhNWqxWHw0Frayt9fX1u5Rt9DeVmMj09TXV1NZcuXSIxMZHCwkJ52/K1/il9G4eGhmhsbJSbruehGBgYOOe567yNcoOaTdOuNmYz6Qvt1MNo34S/2tDQkEyIvmXLFpYtWyZf90YxEeXfczqdTE5OummDPQPqhDDrdDo5d+4cH3zwASdOnACQVeKEtSczM5OsrCy3S4ma16hwYRGXx6qqKvbs2YPD4eDVV1/le9/7HqWlpVLjqlyn4vzxzLEpxtXb54do1+TkJENDQzIHr8FgYGxsjH379nH9+nVKS0vZuHEjq1evJiEhQQbAzuYnqhZMJpMsS1xVVSVTtNntdnmmiyBfkdlG5EEfGRnhT/7kT7xaRethEWeGOBOzs7PZtWsXzc3N9PT0uFVlrKmp4fPPPycyMlL2Tc2+ryIuSZwFSouPw+FwUzYqrerj4+MYDAaWLFlCXFyctEDPZT8fS/Oq1WpJTEyUNaQF4vC4nxP2g1DmcKurq6O1tVW+lpeXR1FREeHh4aqOQFRWxUlJSSEhIYGwsDAGBwex2WzSJ8SXc70J8/n/n70/j476vBN08aekkkq7Svu+IQmtCElIIHazg+3YYMexO7azdZJOqt3LzGTO787cuXd67j1zu+f0TJ/OTKe6M0l37HYc23Fix8YGGzA7YhdCgBZAQiva96X2qt8fxfvyrUJgMJKqVK7nHI6Qqkp63++7fd7PGhgYSENDA6dOnaKnp4eKigrS09NdJvzDoPSxFBpdTyHm+PT0NH19fTJIxl0QN5vNTE5OkpKSsugC0u6HEIA0Gg1hYWEyWtbTAUv3Q+mjK77/og1SFCsICQlBpVIxOjpKR0cHdrudwsJCVq5cKeumWywWjxRqcLdwRUdHu6S1EpXQBELzeOzYMd58803Onj3r8l7hXxgaGkpGRoaLAsBbx1agXFvHjx9n3759WK1WioqK2L17NzU1NYDz3LFYLFIYmk2bPNu+4g0XT3G4i3k8Pj4uhZ729nauXLlCV1cXg4ODbNmy5Z6sCt50DooMQAEBAUxPT/Pxxx+zb98+OQdjY2PJzc0lJSVFBnELZc+1a9c4ffo0v/jFL4iOjiY0NJScnJxZU2d5G8JaEhgYKNNKxsXFMTY2RkhICGazmZs3b3LkyBHWrl0rhVdvzIqhdBV0j+kQFyflHiQuhMKCFRwcLMuNi9c9Lrw+DO6BSw+DuBGLW/O5c+f4l3/5F6n1Ki0tpbq6mpKSEmlS8VYzrXtAk1IwU77HWxfhgxCTVEzCmzdv8sEHH1BXV0dERASlpaWkp6e7aPAeRYD1pkuJ+/xS+i+LaHyl5lV8ZrGh7OPo6KgMeFEGU3rzoaHkYdppt9tdcts2NTXR1NRESkoKa9askRuuJ9eo8u8GBweTmJhIQkKC9Hu0Wq0ueV/Bqb37wx/+wLvvvovdbpcHptKlIDg4mKioKBd3Cm8eV3Hg2e12Dh8+zE9/+lPOnz9PQkICr776KlVVVYDr+hOuSothjxXtU6vVpKSkkJ2dTXt7+z2a8PHxcQ4fPkx3dzd2u52cnBy5bpUuJt6AMvK8q6uLw4cPc+bMGQDy8/NZu3YtO3fuZNmyZURFRTEzM4NGo0Gr1XLixAn+/b//9zQ3N/PLX/6ShIQEXnzxRZKSkrw6gBRcLRii/8ozTXzt7OyU7iHgnf1xd9Po7+9nbGwMlUrFyMgIVquV0tJSl8sHwKVLlzh37hxarZaamhoyMzPnrY2PLbyKlFdCnawMhHgUlIEy09PTHD16lPfff5+hoSFycnL42te+Rk1NjRRuPWHK+zKIxMxKx3vwDuHsy+BwOFyqqnV3d3PhwgXsdjtr1qxh3bp1ZGRkuOSevN/iFCYJcev2luhgpQDtflMUc1uUDxVWB282/XwRykIfHR0dzMzMEBcXd99MIN7Io6wnjUYjLx23b9/m5MmT3Lp1i/z8fAoKClwCucAzPpTKPTQ8PJyqqir6+vpk9TCj0UhDQwOlpaUkJibS09PDoUOHOHTokNxnRLSzewqtzMxMkpOT5e/3xr3IarW6aBQ7Ojr44IMP+PTTT0lISOBP//RP+eM//mMSExOBe/0OwTmfR0dHsdlscm8RwXlms5nw8HDi4+M95nuo/FuRkZFs2LCBkJAQrl+/zsDAAMPDw/T19Unrz/j4OOfPnyciIoKwsDBZvdDb9k3Rnvb2dj755BOXPOcrV67kj//4j1mzZs2s827r1q3s2rVLugsePXqUyspKYmJivKaf90N5WRIXRmXBGvF8DAYDnZ2ddHV1kZKS4lUKONFGsZaMRiPnzp1j3759MuPOzMwMJpOJ0tJSVq5cSXl5udQiHz9+nAMHDpCens66detc3Afnep957NPW3Xz1ZVF2bnh4WPqFgjOaWJQkBe/NizobyqAmJYtB8L4fykl48+ZNBgcHKSkpYffu3VRXV8v58EUaAW/1qVRqG5UXDqFFDwgIIDs7myVLlsgNVdywF8OcFLgnER8ZGaG/vx+z2Ux0dDSxsbEEBgbKvnnTJvtlUQpEU1NTHD16lLNnzzIxMUFCQgIpKSlSsNVoNB6rOiXmkSgGU1hYiMFgoLGxke7ubiYmJti3bx8hISHk5uZy6NAh3n77baampqR2Vszd4OBgKYgnJCRQVVUlywCD50psPgiHwyHX1vDwMAcOHODIkSNYLBZqamrYuHGjzCrR39/PyMiIVKKEhITgcDhob2/n5s2bWCwW6QYyOjpKb28vBoOBwsJCdu3aJc8VT11AHQ6HzBG6cuVKent76evrk76in3/+OY2NjUxPT6NSqThx4gS3b99mcHCQP/7jP5bzdD4EhEdBaWoGZx7e2tpaeY6XlZWxY8cO1q1bB7i61wlUKhXr1q3jwoULnDhxgo6ODtrb2ykpKXHZa7313FBq0uPi4khISKC9vV0GSjocDqxWK42NjTQ1NZGYmOhyXnp6j1VaMKampjhw4ABvv/02p06dkuMospYcPXqUrKwsnn76ab73ve9Jf/Senh7Wr18vA+7E75vrvnmNqki5gRqNRpfa4gkJCbLKyOTkJFarlcjIyEWh6RLC62JLizEbYtPQaDRYLBaOHTvG3r17GRkZYePGjWzatMklLYa7xspms7loVJQ5Y1taWjh58iTT09NUVVVRUVFBaGioRwXC2Xxc7XY7sbGxrFixgpycHPnaYkvNMxti8w0JCSExMVGafIQA5+mN9XFQzqOWlhZOnDhBV1cXHR0d3L59G4DExETi4uKk8DqbNm+hUc6p9PR0Vq1aRVdXF2fPnuXChQsMDQ2RlpZGW1ubTPdlsVjIzs7GZDLR29vrEuiVl5dHVVWV9JH1hgqF4kAXl8WgoCCXvaO2tpZ3332Xa9euERkZicVi4cSJE7S2tjI4OEhbWxuDg4PMzMwwOTkp16wIwhMuFCIoaHx8HIDVq1eTnp5OTk6OR5+Bu4tIVlYWmZmZTE1NUVRURGFhIe+++y6nT5/GaDRiNBppaWmhsbFRavi8QaBzf37x8fEsWbKEtrY2oqKieOGFF9i+fbt8XaRtU/qtBwUFsXLlSln1bnp6GrPZ7LIPe9tFS6AUXgMDA8nJyaGgoEBaSsB5JprNZlpaWmhra2Pz5s3AXZc0T+6xyr/f19fHRx99xFtvvUVnZyc1NTWUlJRIq5Uo3nP27FneeOMN6uvrSUhIoKGhgezsbNavX8/SpUtlsOh8KKq8QvpTVtkaGxujrq5O5iZcu3YtL730Erm5uQAumQwWA2JSKv3OFitKP8GWlhbeeustDh8+TEZGBpWVlXKMlBGIQmsnHNmVi1NUHrly5QoffPABH3/8MZGRkYSHh8tob08Gtbn7Kov/l5aWsnXrVpcUIJ4Wch4HpalLJE2Pi4uTpmVvj0Z/GIRWTaVSUV9fz1//9V/T1dXFkiVLsFqtaDQapqenaWxsxGAwkJSURGJiogxa8xTKvx0UFERlZSV2u534+HjOnDkjo7ODgoJkNZ+CggJZY/3TTz+VGVySkpIoKipyCaLwZLCIskSq+zO2WCxMTExw7do19u7dy+nTpwFn2rBjx45x6tQpoqKiZFo3odQICQlBo9G4WBVEwJrdbpeJ/3t7e7l06RK///3viYuLY82aNR43SystHCLwrKCggIKCAoaHh7ly5YqLUke553jDxdk9qKqyshKVSiUrYn7jG98gMTFRasjdS8QLIScuLo6IiAgsFovUpCvnhzf0dTaUFlaVSkVRURGVlZUcOnSI0dFR4G4WiVu3btHY2EhPT4+Lj70nMZvN0oWmqamJ119/ndOnT7Np0yb+8i//kg0bNri8v6Wlhffff5/f/va31NbWyr3k2WefZcOGDS6uOspCTXOFV5y4yodWX1/P//7f/5tz586RnJzMT37yE3bv3n3fz3q7qVZELAvNwmJGbE7T09OcPHmSI0eOYLPZWLduHeXl5fJ9QgvpcDjkoeGuTZmZmeHy5cscPHiQTz/9lIaGBgICAigvLycnJ8crSpO6C6/BwcHExMSwYsUKGZGuzKyx2FC63zgcDpnTVlxSZqsvvlhRmsMsFgsjIyNYLBba29vlXDt37hwdHR2EhYURGxtLaWkp69evp7KyktjYWI/vMyEhIRQVFbFkyRJWrVrF4cOHOXDgADdu3JC5W2tqaigrK8NqtfLxxx/Lz2o0GnJycsjKynKZq57U1gk3HHehcWpqitOnT3PkyBEuXrxIY2Oji/ZYpPyanJxk2bJlrF+/HpvNhkajoaamhvz8fAwGgxRm1Wo1RqNRCv0mk4l9+/bx7rvvcvDgQTIzMykvLyc4ONij81xpfXR/Nlqt9h4B3xvdPcBVCFu2bBnx8fEEBQVJ/2T3M1t8L5QUnZ2ddHZ2eizTx5dFtNNkMqHRaIiLi2P58uWkpaXR3t4O3F1vY2NjnDlzhoMHD/L000+TnJzsEnvgiT4r59KNGzdoaWkhLS2NZ555hhUrVtzz/oKCAr773e9SWFjIm2++yQcffADgktNfWFXmA4+euHa73cWZ3uFw0NDQwJEjRwCnsGC325mYmKC3t5eRkRHCw8NRqZylV1NTU10+642TXNw84+Li6OvrkwPpjW29H0JzI571xYsX+eijj+jo6KCsrIxt27bJ26MYU7EZKaOax8bG6OjooKuri1u3bnHkyBH279+P0WhkyZIlPPXUU+zatYuKigq5yD1xuCqDW7RarSz1J7REIqIZkD6hixFlVLDD4WBwcFCamdVq9aLOoOCOu/l9/fr1fPrpp5hMJmm+FIemeP/58+dpamri+eefZ9euXURHRwN318NCI9ZSRESE1IwXFhZy69YtRkZGyM3N5cknn0Sj0fDWW2/R3NzsErwl1rAy96knD0nxDEVi8/7+fhnvcP78eVmBSZCYmEhoaChRUVFotVqSk5N54oknWLlyJSqVirCwMIqKih6qDUuXLiUiIoJTp0657FGeEgaFFlxkclEWI7h9+zbXr1+XLh4i5ZTJZJICn7ecf+JCLKwYJpOJ6upq6YojBDv3z4h+TE1NcfnyZZqamgCnDGAwGDCZTIvO6grOnMorV66ktbWVgYEBudeAU3P5+eefs2TJEmnlEmenJ8ZSjIHBYKC9vR2z2cyaNWtYv3494IyJEIHYIttOVFQUkZGRREVFERoaisFgoKGhgY8++og/+qM/Ijk5mejoaJnhRaRQm4v+eVx4Vebiu3btGs3NzfIBjYyM8Ld/+7f88pe/dJHeHQ4H69ev5wc/+IGM9ha3NG9AOfkCAgJISEggLS2N0dFRqUHw1lvzbCgDGcbHx/n8889lAnRRTz4yMtKlmpb75Lx9+zYHDhzgk08+4fLly4yOjkoH8JqaGnQ6HZs3b5bpgASe1AyFh4eTmJhISkoKHR0dMrl2XV0dx44dY/v27cTHx8vMF95weDwqyjQuExMTMg3KYso08KgUFBSwadMmenp6XCKhBWlpadhsNrq7u3n//fcJCwtj9erVHhde3RGlcK1WK5OTkzIFVmdnJ8ePH+fq1atSeBVCUUhIiMd9I0UaHjG/6uvr+fjjj7lw4YIUxM1ms/RNBWeBmsrKSoqLi8nLyyM7O5uUlBQSExOlSfJR+pWWlsZrr73Gjh07ZE7jR/0dc4l7kKgoDdvW1sbnn3/OqVOnGBwclOtVo9EQHx/vNWee2P9EBcK6ujrefvttrFYr0dHRLFu2DGDWAEil8GqxWGhpaaGlpQWr1UpoaKh0P1ssKN3cIiIiqKmpobGxkc8//9ylZO7U1BQtLS3S5x4867ss2j0+Pk5fXx9TU1MkJiaSm5tLeHi4tJCLs2F0dJRPPvmEf/qnf+LatWtotVri4+MZHBzkn/7pn5ienua1115Dq9W6zOu5Olc8sgOLzUtZh/v48eMcPXqU2tpagoODMZlMTE1Nyfxw7lgsFl566SUpvApfPW9DpJaamZlxWYCLSdgRWjiLxcKRI0fYt28fMzMz7Ny5k507d8qoX/cDvbm5maamJjo7O2lsbOTMmTNcuXJFVoaprKxk48aN7Nq1i3Xr1rloGzz5fJQaR/dbsLAOHDp0iCVLlshk74tR4FNulHa7nY6ODtra2rBardLCAYuvStpsKC9gCQkJREREEBQURExMDOnp6eTl5REREUFMTAwajYYrV67w+eefS787b0GY4UQhCeGOo1w7VquV+Ph4EhISmJmZweFwkJGRwYYNG6isrHTRNHrCn1z8zbGxMc6fP8+HH37IsWPH6OzsdMldGxAQwPbt21m5ciWpqalynFJSUuRFwh1RiUwEyrpbD0S58qioKOLi4oiLi5vn3j4Y4ZqkrCoJztRgFy5c4NSpU9TV1XHjxg2ptUtMTOTpp59m165dciw9HUypVB7dvn1bFibIyspyuYTMJpgJTbJIl9jV1UV/fz/gdJdITU11KdDh6cvXF+Feujo1NZXExEQXa11wcDATExN0d3e7lIr3pIuWu0UEnAockctVGYw9OTnJJ598wv/3//1/NDU1ERMTw6uvvkpubi5Hjhzhww8/5Gc/+xk2m42XX36ZvLw8Fx/nuRDSPaY+EJtJR0cH7733Hm+99RYNDQ1SwFOr1S45QFUqlUzRAE6tg7do6NxxT1bc09PDrVu3XPy2FsNN0j1FkrhNX7hwgcLCQr7//e/zta99jcDAQBl0Z7fbmZmZ4dq1a3zwwQd89NFHtLS0yOeRmZlJUVERBQUFPPHEE+zYsUNOamEWA8+aqsXfttlsmM1ml0hRh8PB5OQkN2/elJpjWLypssS4COF1aGiIkJAQ4uLiXITXxdSvL+LWrVucP3+e9vZ20tPTeemll9i2bZu0HoyNjREVFYXNZiMyMpKtW7e6CEueFBTEfuiOcu3ExcVRUVFBU1MT3d3dWK1WMjIy2Lp1KwUFBYAziEJUGFso7Ha7i5KhtraW//7f/zu1tbVyXxc+jhaLhVWrVvGDH/yA5557btZ2zubWEhoa6iLIPwhvcItR+pyDc1xu3brF559/zt69ezl//jxjY2PyYhwREcGOHTt47bXXqKioADyfYklcqMS43rx5k2PHjjExMUFBQQFJSUkP/LwyHuL69evcvHlTvpaTk0NhYSFhYWFekQ7sUdFoNCQkJBAbG+siv4g5J7Jl9PT0kJaW5tGsNVarlaCgIOLj40lKSkKlUtHZ2UlHRwdZWVl0dHTQ0dHB9PQ0ra2tvPvuuzQ1NREfH88PfvADfvzjH5ORkcGyZcswGo189tlnvPHGG0xMTPDss89SVlZGVFTUnFXQXFDhVUTeC8n+/Pnz/PM//zMffvihy+0DICwsjLi4ODIyMigqKiIvL4+4uDgpJCi1XuCZROL3w114nZmZYXp62iXjgDdpc+6Hu/B6+fJljh8/DjiTTW/YsEH6fHZ2djIwMEBraytNTU1cvHiRixcvMjAwAEBSUhIVFRVs376d1atXk5iYKKO54e7cmK2k40IjxiYwMBCNRjNrNSJRYnSxo5ynIhAmPT2dlJQUnxBexYVC5MLs6Ojg3Xff5bPPPmN8fJwnnniC9evXU11dDTg3cJFt4IknniA0NJS0tDQXfztvcBkAVz9Jk8kk147FYmFwcJDR0VEXtwFlxK8n5q67kNPU1CTjG5Tv2bBhA6tWraKmpoa1a9fOOvdEcRz3PNqPUs1PVGn0hMVEqXlSqVS0t7dz/PhxTp8+TUdHB319fXR0dMgSsQDl5eVs2rSJZ555Rprhxec9ifv+IDSnGRkZVFdX35M+UcxJIciJy0ZtbS2/+tWvZKah8vJyqqurSUtLAxbHmQmuZ0RQUBD5+fksX76czMxMbty4IZUigubmZk6ePMm2bdtkCjtPpz5bunQpycnJHDt2jH//7/896enpDA4OcvPmTfr6+hgbG8NisVBRUcFLL73EM888Q0ZGBgArVqzgRz/6Efn5+Vy+fJnDhw9z7tw5li1bxvbt21mzZg3R0dEYjUaCgoLuyTrxsCy48CpKT4Jz8zp8+DAzMzMsXboUo9FId3c3DoeDvLw8Nm7cSGFhIcXFxVJqvx+eFniUKBezSqUiKSmJtLQ0ent778lt580oNQLt7e2cOXOGoaEhysvL2bZtG0FBQQwODnLp0iWuXLnC9evXOXfuHNeuXZOJwVevXs3y5cspKCiguLiYiooK6WYATk1DYGAgQUFBLkKiN6BWqwkLC5OHvvDp1Wg0hIaGetWFaS6w2+2yxK+ynvhi03YoUQYPBgQEyAwXXV1dlJeXs337doqLi+X7RTBoZGQk+fn5s/5OTwsLAmWEdkhIiPy/2Wzm9u3b9PX1yeCKhIQEl8PfG/ZLjUZDdHQ0BoOBtLQ0qZT4+te/zlNPPUV6ejpwV8hRq9VSUH3c4jgBAQFe42Z248YNmVPz0qVL97yu1WqpqKjgmWee4amnniI/P19eBMQz8TTKNSHmXEpKCpmZmfLiJzIoiH1TqSG/ceMG7733Hv/6r/+K2WymsLCQl156ibVr18px9oY5+7CI8REBSsXFxRQUFHD79m158RI0NjZy6NAhCgoKpPDqCTdI5XqqqKhg9+7d7Nu3jw8++MClL2q1moSEBCorK3nmmWfYsWMHycnJ8kKoVqvZuHEjpaWlnD9/nrfeeotPPvmECxcucOnSJdatW0d1dTXFxcWPVT52wVUIyoUWHR3N+vXrSU1NJS0tjdraWj744ANsNhurV6/me9/7HllZWQQGBn5p6dwTKNXigYGBLF26lLKyMiYmJlyEV2++SQon+sDAQIaHhzl8+DAnT54kICCAtWvXkpWVxYkTJzh8+DDnz5+nu7ub8fFxqSlIS0vjySef5KmnnqKsrEyaTdwFVGU6Jm8RCgR2ux2LxSJvyUoTuzeP3ZfBYrEwNTUlqznl5OS4aLMWg5vLbCjHSZhk+/r6yM7OZvfu3Tz11FPExcXdc7AuNpT9DAoKcgl8zMvLo6amxsVS5QntsXu55eXLl/Pd736X6elpMjMzyc7OJj8/n/z8fHmIw12hRXmZ9ra94mFRBjbZ7Xba2tr4/e9/zxtvvEFzczPgHD9hpdNqtezatYsXX3yRDRs2SC2m0iLmDSj3h7i4OCIjIzGbzUxMTEhBTVjXlGvM4XBQX1/PH/7wBw4fPiz32uLiYjZv3ixzh3vaNeJRcS9wotVqKS4uprm5mdbWVhlAabVapcVSqWX3xH6rHJeioiJ+9KMfkZmZyWeffcbt27dl6q/q6moKCwtJTEwkPj5e+sQCLpfptLQ04uPjZRnmM2fOUFdXx5kzZ3jmmWf4t//238rqdl/m/F/QHcw9GfWyZctITEwkJiaGnp4ePv/8c6ampoiNjWXZsmWyXq7VapVCn7IEnacrw9wP92TFmZmZ5ObmcunSJUZGRgDvMT3eD5EkG2BgYICzZ88yODhIREQE/f39vP/++1y9epUTJ07IsQkKCqKsrIyKigpWrlzJqlWrKC0tdUmNYrVasVqtci5483MQAp2oXCSiJs1ms+zHYkZpIZiamsJgMBAeHk5aWprMySgODW9cZw+DMAnb7XbOnz/PqVOnsFqt7Nixg2eeecbFH095sRZuIeIQ8vaDUym8KoUjcAoTSg2YeM9C4+6vW1JSQlRUFDMzM8TGxpKZmemSH1Kk1vHmPeJRUbrNmUwmLl26xOHDh2lrayMgIICoqCi530RERLB9+3a++c1vsn37dqmJU/o3ewPuF/no6GjCwsLo6+vj4sWL5ObmUllZKbXlIyMjTExMMDw8TENDAwcPHuTIkSP09/eTnJzM6tWreeGFF6R/9mLNM62ct0lJSdTU1HDixAnp0xsVFSXP2aSkJBcFnSeDlUUwqFA6lZWVMTg4SFRUFIWFhfekoxPuN8q0bWKOajQaNm/eTEpKCmvXrqW2tpbOzk7Ky8tJSkp6rNzKHtG8Cil7yZIlZGdn093dTUNDAxcuXACcg6q8eQuVtbcfIPdDCNpKvHkxulfeaW1t5fTp04yPjxMcHMzHH398j/CWmJjImjVr2LVrF0888YQsuejO45r7FhKhKRLtNRgM0hdprpzOPYlyPd28eZO2tjaMRqNLiVQRnb3YhFd3//rm5mbef/99zp49S2pqKlu2bJGX49m0Ou5FNbwd5X5iNptlzlRwHoTiwuVplPMoNjbWxR9S+ZrwU/Y1lLmVLRYL3d3d9Pb2Sk3qxMQEdrud0NBQdu7cybe//W02b94sBVd3zaU3oBRcwBmVnpOTQ3t7O/v27ZPm5KKiIjo6Ojh37hw3btygtbVVBk4CpKSksHPnTr773e+yZs0aGQgcGBi4aM4MJSqVSlYT02q1rFixgiVLlshqcTMzMzLH+apVq2TmJPCccst9LNPT00lNTXWxGLjj3lb3S2pgYCAlJSUUFRXxjW98Q1p1xee+7NnisVRZQjsZEBDA8PAw169fl+kxEhISXIILRGqtxYK7CnxmZoaZmRmXgRdmSm8UyJUT2GAwcOHCBa5cuQLcTWsSHh5OVVUVKSkpJCQkUFhYyIoVKygqKnLxaRWlcYXPoTf21x0xdqGhoRQUFFBaWkpXV5dLgunY2FgXH+zFJMgqA9LAOT+F3zLgkj5IqYFfTCgvYBaLhVOnTnH06FFCQ0PZunUrVVVVMqOJENAXM0rh1WazMT09LbNkCE2IN7p+KPdJm80mg7AWo7DyMCitHYGBgWi1WsLCwlyCeTdt2sSTTz7JypUrKSkpka5WZrPZa+ep0j8zJyeH7du3c/XqVS5cuEBXVxfXr18nNTWV/v5+mpqaZPadgIAAsrOzKS8vZ+3atWzcuJHKykoXLd5iR4x3UlIS69evp7Gxkfr6erk+RR5cYe0Cz/v3KlO4uZ9tZrMZi8XyhdZToUAQ8oR7efjHxSM7hHLDslqtTE9Py1J+AQEBMrOAYDGViIN7A7ZiYmLQarX3lBr19AR9EOLmNDIygkajITMzk+7ubrKzsykoKKC8vJyysjLi4+PlTVtoy8Vtcz4m7EKgXKxlZWXs3r0bi8XC6dOnUalUVFVVsWHDBlJTU+X7FqN2UmA2m9FoNOTn55OYmCijRhczSgHoxo0bHD9+nI6ODnbu3Mlzzz0n+yguVYsdd+F1YmJCCkQajYbg4GCv7KfSh3Ux7hWPinIMNBoNy5YtY/PmzYyNjdHe3s6qVav4i7/4C5599lngrpLDmwLMZkNZSCAmJobNmzfT1NRET08PfX19fPjhh/K9QiDKzMxk9erVMqi3srJSKgRE4M9iv8QoXQiDgoJ44okncDgcfPbZZ5w6dYrAwECqqqrIyspCo9HcU8DDk+1W5gAX61TMw4eZi0q/X6FMUCrtHjfLh8dnhhByhIYuKiqKJUuWuLgNeOOm+yBEe8UCLC4uZsWKFezdu5euri6Sk5NJSUmR7/PG26WYVDExMbzwwgvU1NRgNBoJCwtDq9USGxtLdHS0NK8qNxlhGvNWzfKDcN84kpOTZW1nkdc1NjaW5ORkFw3zYpqj7htGeHg4O3fupLCwkJCQEFnqF3jonJnehDIKe3h4mOPHj3P+/HnUajXV1dVUVFQQGBgoS1V6+qCYa4S/qEAIhd7WT/eUgotpDX1ZlH1Uq9UUFRXx/e9/n127djE9PU1cXJyLT6HwXfbGgFZ3lO1LTEzkm9/8Jjk5OZw8eZJTp05x69Yt0tPTWbVqlaySVlJSQlZWliwOomQx9PmLcHeFycnJISYmhtWrVzM4OEhAQABpaWkyHZi3rQFlOj4RMPllxkT5e8T3jzu+HhFelY0WvqxCxSxya7pHJC7GSawsuLBy5UpefPFFli5dSmFhIWVlZfJ93niwCMLCwsjLyyMvL++B7xNppHzhtiwQ/UlOTpa1p32RoKAgsrKyXIRW4XC/2C4f4Fq+tbe3l+PHj3P79m1KSkooLi72KZOkQLnmoqOj2bBhA01NTTQ3NzM8PMzU1JRLeh5v6Ls3aJg8TXh4OLm5uTKqXiDy9i6mNSjGUmiKCwsLycvLo6KigpqaGvr7+0lKSqKsrEwKccpzXlle3FfOECUqlYrg4GCZ43wx4J414csyHzEiHp8h7sFBwu/JG/2zHhXlwkxOTuZP//RPMZlMBAcHu0QWepsD/pdhsWywj8JX+WBdzIeHMjBpZGSEpqYmwsPD2bp1K4WFhfI1X5qzYg+x2WzExsby6quvYrfbeeONN3xSu+zrLOYzwV27vGzZMpYuXeqinJpt7Qkllh8/D4PHfV7BmRIkIiKC4OBgEhISyMvLc8lJqPQbWUyINgtNkHuRhcWQs1CYIEWNd3GDUpoiF+v4PCxWqxWLxSKFIqFd9kRlnvlABPSYzWYCAgIIDQ1d1P1yz+1qtVpl0u3s7Gx5iC5mAeF+iL7FxsayZ88emcO2rKzM5cLsbebJryoiEl8E1AUGBsrYj8WOUpPqnqdd+D/CXX/nr4omXmTqEedJcHCw16b99GY8JrwqA5oSExMpKSmhpqaGwsJCampqiIqKuqc86WJF6bQsXCAWy0IVKWsWY8T5XOFLrhCzIcxZ3hwQ8igo94vo6Giqq6spLy9nxYoVwF3N7GLfV2ZDjKHD4SA7O5vs7OxZ3+cLwpEv8CgBMIsN9zgIgVB4fFXnoK+fJwuFV2hetVotW7ZsYcmSJTKh9mzvW8wI7ZYyb91XdfH68TOfKC9aubm5/OAHP3DxMfP1tacsTenHj6dRRpkrc2T70vnuZ+F5ZOFVp9PNRzu8Bl/vH/h+H329f+Dvoy/g6/0D3++jr/cP/H30BXyxf76rfvDjx48fP378+PHjc6j80X1+/Pjx48ePHz9+Fgt+zasfP378+PHjx4+fRYNfePXjx48fP378+PGzaPALr378+PHjx48fP34WDX7h1Y8fP378+PHjx8+iwWOZcnU63XeAX33B2+x6vX7RZhLX6XRfBzYC5cByIBJ4S6/Xv+LJds0VOp0uDtgDPAUsA9IAM3AF59j+Sq/XL+o6v1+BMfT1/n0HH99nZkOn070K/Oudb3+g1+t/6cn2PC5fkb3mvwFVwFIgHjAAHcAfgH/Q6/XDnmvd3KDT6dqBrPu83K/X65MXsDlzzldgP/WadejJMg/1wH+5z2vrgc3A/gVrzfzwn3BO4CmgGyh88NsXHS8A/wj0AkeATiAJeA74JbBLp9O9oNfrF3NKC18fQ1/vXz2+v8+4oNPpMoD/hXNMIzzcnLniq7DX/BugDjgIDADhQA3wV8APdTpdjV6v7/Jc8+aMceDvZ/n51AK3Yz7w9f3Ua9ahx4RXvV5fj/NguQedTnf6zn//90K1Z574Nzgn8E2ct7Ejnm3OnHMdeAb4RHnb0ul0/xE4BzyPc1L/3jPNmxN8fQx9un9fkX1GotPpVDg1IMPA+8BPPNuiOeOrsNdE6fV6o/sPdTrdfwX+I/AfAF/INj+m1+v/ytONmCd8ej/Fi9ah1xXY1el0pThvmz3AJx5uzmOh1+vlxPXFChd6vf7wfX7ep9Pp/gn4r8ATLOID5Sswhj7dv/vhS/uMG3+OU5v8xJ2vPsFXZK+5R3C9w29xCq/5C9gcP18CX99PvWkdep3wCvzJna//rNfrbR5tiZ/HwXLnq9WjrfDjZ3Z8bp/R6XRFwN8AP9Xr9cd1Op3PCK9fgK/vNV+787XBo62YOzQ6ne4VIBOYxtmv476yDr/CLOg69CrhVafThQKvAHac/hN+FiE6nU4NfOvOt596si1+/Ljji/vMnTX3Jk4ftP/o4eYsGL641+h0up/g9FWOxhnAtQ6ngPc3nmzXHJKMc64quaXT6b6r1+uPeaJBfh4PT6xDb0uV9Q1AC+z3Ecf0ryp/A5QC+/R6/WeebowfP2744j7zfwMVwHf0er3B041ZQHxxr/kJ8J+Bv8QpuH4KbNfr9YOebNQc8StgC04BNhxnxPrPgWxgv06nW+65pvl5DBZ8HXqV5hX44Z2vP/doK/x8aXQ63Z8D/w5oBl71cHP8+JkNn9pndDrdSpza1v+h1+tPf9H7fQVf3WtEuiidTpcErMEpGFzS6XRP6/X6Oo827jHR6/XumT+uAj/S6XRTOMfyr3CmYvKzSPDUOvQazatOpyvGuVC7gX0ebo6fL4FOp/tT4KdAI7BJr9ePeLhJfvy44Gv7jMJd4Drwf3m4OQvGV2Gv0ev1/Xq9/gNgOxDH3by9vsg/3fm6waOt8PNIeHIdeo3wig8GUHyV0Ol0fwn8A86b9Ca9Xt/n2Rb58TMrvrbPROBMal8EGHU6nUP8w2l6BvjFnZ/9vacaOZd81fYavV7fgVM4KNHpdPGebs88MXDna7hHW+HnofH0OvQKtwGdTheCU91sB/7Zw83x84jodLr/H07TVj2wTa/XD3m2RX783IuP7jMm7t+XSpx+sCeBFmDRuxR8hfea1DtffeHCNRur73xt82gr/DwU3rAOvUJ4xVm1IQb42IcCKL4S6HS6/wv4f4CLOIMKfM5858dn8Ll95k5w1vdne02n0/0VTuH1jcVeHhZ8e6/R6XSFOJP397n9PAD4f4FEoFav1496on1zgU6nKwF63cdNp9Nl4dTgAfx6wRvm55HwlnXoLcKrCKDwmUo3ADqdbjew+863ombzap1O9/qd/w/p9fpFWwFHp9N9G+cktgEngD+fJTFzu16vf32BmzZnfAXGcDc+3D83fHKf+SrwFdhrdgJ/q9PpjgOtOCukJeGs0rQE6AN+4LnmzQkvAP+HTqc7AtwCJoFc4CkgBKcP+n/3XPMeH1/fT71pHXpceL2TWHsdPhJA4UY58G23ny258w+gg8VdvjHnztdAnGldZuMY8PpCNGaeKMe3x7Ac3+4f4PP7zFcBX99rDuG8VK0FluNM5TaNMxDvTeB/+oCm+QhQgNMasBqnf+sYTreWN4E39Xq9w2OtmxvK8e391GvWocrhWOxzxY8fP378+PHjx89XBW/KNuDHjx8/fvz48ePHzwPxC69+/Pjx48ePHz9+Fg1+4dWPHz9+/Pjx48fPosEvvPrx48ePHz9+/PhZNPiFVz9+/Pjx48ePHz+LhodOlXWn3OCiRq/Xq+73mq/3D3y/j77QP/D9PvrnqW/3D3y/j77QP/D9Pvrnqe/2z6959ePHjx8/fvz48bNoeOQiBXq9fj7aMa/MUgHivvh6/8AzfXQ4HDgcDlQqFSrVAy/Ds+LrYwi+38fFME8fl4UeQ7vd/qXX1JfBP4auLMb+ge/30T9PXfHF/nm8wpYf38VmswEQGBi4oAesHz8Pg8PhwGKxYLVasdls2O12AgMDCQ4OJigoyGvnq8ViQaVSoVarCQhwNZ7Z7fZ7fubHjx8/voZfeH1M7HY7gF84m4XAwEAAzGYzU1NTmM1mQkJCiIiIQK32Tz1fR2javQ1hBQgICCA4OJjg4GBPN+mhEHtNUFAQANPT00xOTqJSqYiMjCQsLOwrJ7ja7XaUVSLFPuyN804g5p/SEuXN7V0oxFiqVKqv3Dz28+j4JYjHwOFwYLVasdvtqNVqv0B2B6XQMjU1xfnz5/nggw+4fv06a9as4eWXXyY3N1ceOv6N2zfx1vG12+3YbLZFI7QKzGazFLhtNhvvvvsu7733HqGhoXzrW99i9+7dgFMzGxAQIC+PvozNZpN7sNBGC+HeW3E4HJjNZmw2m2yvt62RhUZpBQkODvYLr36+kAWXthwOxz3ayodZuOJWZrfbpWlMrVZ7dNGrVCqXA/DLHtbiFi5YrAtXqdGy2+00Nzdz5swZTpw4wTvvvIPRaGRiYoLNmzezZMkSTzdXttdms7k8/4dBpVIRGBi4aMfqcVFqj5Tr0uFwEBgYSFBQkMeejbItYi0q56ZarSYwMBCr1Up3dzeDg4OMjo4yOTlJVFQUeXl5pKamotFoPNJ+d8R+GRISAjgvhPv37+fXv/41R44cAaC8vFwKr0p3HV9BOccAKZwHBQXNKqx668UJnG0XYzkXiMuYOBcX274k1qlGo/GaNedn4RCXT7E3PywLLrwKk8CjBu+Iz4jf4Y2b0pfFV/qiFMInJibYu3cvr7/+Or29vRiNRgDi4+PndON+HMRzV86tR/msr4zbl0H03/3i5Q2uAspLsWiL8sIMTi3muXPnOHDgAFevXqW5uZmuri5KS0v50Y9+xJNPPklCQoL8nZ7slxDchEDy3nvvodfraW5uBiAiIsJlTfni3HQ3JX9R/3yt/w9isZ+Ni629fuYWsa4fdR4smPDqvrgetqE2m01uXELb5f57F2ryu2tyBgYGuHTpEoODg5SXl7Ns2TLAabZ7FK2wN2sJHgUxCe12O01NTdTW1soDVq1Wk5qayooVK8jOzkalUsmxXYh+Cw2r8vJ0vzn1KCgDfRaTtuNRES4yNptN3pDF85vNR83hcDA6OkpgYCChoaELYspVriP3MVW2r7W1lY8++ojDhw9z+/ZtoqOjyczMJD09ncLCQjIyMu65YHlScA0MDCQwMJDh4WH27dvH66+/zoULFwCnNnbp0qUkJSXJz/jqPHQf15GRERobG7l58yajo6OEh4eTl5dHUVERKSkpgFOr87hrfC5xOBx0d3dTW1tLV1cXS5YsYeXKlaSnp7u851Hnm5gjiwmlNWR4eJjPP/+crq4uKioqWLVqFeHh4Z5u4pwhzgmxRyl9noUl6KuAUCKIsyQ4OPies9Nmsz3U81gw4dXdfPewjtmiE0oTr6fcBoSPEsDMzAynTp3ipz/9Ke3t7fyH//AfpPBqNptlhP39EP13OBx0dnbS1dVFYmIiS5cuBRY+Bc7jYrVa5bO5efMmBw4coK2tTb4eGxvL2rVrWbduHfHx8QCPrO18HMQmofwe7pqYxaJ6lN8nDgxf3XjcL5yzmWjFczObzTgcDtRqNUNDQ1y5coXh4WHS0tIoLCwkMTFx3tur3GPE+lFeWCwWC21tbbz33nu8+eabjIyMsH79ep588kkqKyvJzMxEq9V6lS+sxWKR7Tlw4AB/93d/R0NDg9w7YmJiqKqqIjc3V35GXCp8CaPRSF9fH1arlaSkJCwWC0ePHuV3v/sdhw4dYnBwEIBdu3bxyiuvsG3bNhISElCr1Y+8tucapdZ8fHycEydO8Ld/+7fU19dTWVnJT37yE3bv3k1oaCjges48DMrYi8XiNqC0vJpMJk6fPs1f//VfU19fz549ewgPD6eqqkrurQ8r0HgrvnxOfBHKc0TMS+Uea7PZXJQiD/uc5l14VQphNpuNW7du0dHRgdlsJiYmhtTUVJKSku7xdVFOVpvNRmtrK11dXbS2tnLjxg2SkpLYvXs3eXl5gKvwNF8o/8b4+DiHDh3i+PHjABgMBvk+d1PqbIgNymq1cuLECX7zm9+wdOlSdDqdFGAXE6I/RqOR2tpaPvjgA27evCn7WFJSwiuvvMKGDRvkZ9Rq9YIKsOA8BI1GI4GBgRiNRtra2rhy5QqdnZ2YzWa5qKxW631/R2BgICkpKaxcuZJly5ah0Wik3+wXXVq8EZvNhsVikYee8KETYyPSRykZHR2lr6+P4eFhBgcHuXbtGs3NzRgMBmw2G+Pj40RHR7NhwwYSEhIWRHgFZwR+c3MzbW1tMvhDpVIxMzNDZ2cnFy5coLm5mYiICJ555hmeffZZli1bRkxMzIK072ERh3tQUBBTU1PU19dz8OBBrl27ht1uJzQ0lKSkJLZu3cqrr75KdXW1/JwvHJJK7aPFYuHmzZu88847XLlyhWXLlhEfH8/Ro0c5cuQIExMT8nP79+9Ho9EQFBTEli1biI2NlQemp1w/lMLrzZs3OXr0KLdu3QKgrq6OY8eOsWbNGrKyslxiQh70+5RuO01NTRw7doyWlhbS09PZtGkTJSUlXuOeNRtWq1VehG/cuMHevXulle7YsWNUVVVRXFxMZGSkVFotlnktggiBh75M+Ir11R2LxYLZbAYgNDTUxWUUnOfxoUOHaGxsJDc3l127dhEWFvZQcsG8C6/CLAAwMDDAvn37OHXqFHa7Ha1WS2FhIU899RSFhYXAXQFRqXGtr6/nk08+obm5mebmZi5dusTy5ctZuXLlggqvIhACnEETV69eld9HRUXJ/z9sAJr4nTdu3GD//v1cunSJqqoq0tLSpMnE2/M2Kp3tAbq6umhoaKCxsRGLxUJoaChVVVU899xzbN68maCgIHnTEoLFfLcNnJrytrY2WlpapDnbYDDQ3NzMuXPnuHHjhhReAwMDXTZLZRvFppSenk5LSwvV1dVotVoyMzMpKSlx0eh687jBXQ2lu1ZABMIoMZvNGI1GpqamaG1tpb6+nhs3btDd3c3t27flV4fDQWRkJIWFhRQWFhIbGzuv61L5nAcHBzl58iQHDx6kra1N5ms1mUyAcw4MDAyQnJzMnj17eOGFF0hOTgac42o2m6U7hKcvIWazGY1Gg0qlwmw2c/z4cerq6uTrAQEBVFVV8cILL7Bu3TrgrgbO26PtHxWbzUZvby+HDx/m9OnTnDhxgrS0NLn/arValixZwuTkJDdu3GDfvn2A8+CsqakhNTWVkJAQjwsGFouFK1eucPbsWRnsazabuXr1KkNDQ2RlZT3U7xFaqsDAQCwWC8eOHeOnP/0pLS0t5OTkMDw8TGhoKMXFxS7v93T/BSKzgJinra2tHD16FKvVSkhICCMjI1y5cgWj0SiFV09rzx+EaJ+QdWbTsk5PTzMzMyOFMpFZISgoiKioKCIiIuTv8pZxehTcA3jh7jmi3I8sFovMttHW1sbx48f5/PPPGRoa4sknn2Tbtm0P/TfnXXgVg2gwGDh79iy//e1vOX/+PKGhoUxPT5ORkSF9zQBMJpM8OCwWC/X19bz99tt88MEHjIyMSA3nxMSEi7ZzoQfcbrc/1t8X77fZbISFhREcHMzQ0BANDQ2sW7dOCq9i4/FWlCYui8VCY2MjbW1tUtAvKirixz/+Mc8++6zUBAQEBCxIn4QAAE6h+pe//CWff/45U1NT0hJgMBiYmJiQAo7gfpGPVqsVh8PB1NQU/f39fPTRR0RHR/Pss8+SmJhIcnKy1BR487jBvRYCk8nExMQEWq3WZcMxGAxcvnyZuro6rl69ytWrV7lx4wZjY2MyEG/p0qU8++yzUiO4efNmVqxYgUajmVcNkMgdDHD16lX+8R//kUuXLpGcnEx6ejpTU1OMjY2RnJxMTU0NmZmZ5ObmUlZW5uInKrTL3pJ3UzkuExMTXL9+nZ6eHvnzqKgo1q5dS1VVlXyfu2vMYkZcqsA5L0dHR+V6EpkhBDU1Nbz00ksYjUb+/u//nubmZvbv34/BYKC3t5fdu3dLtwpPaPCU7b516xa3bt1icnLSxQXtUYUzMQ9GRkaora2lpaUFgL6+Po4dO0ZNTY0UXoWQ5Ok5rUTZ38nJSbq6uqQCSgQgevv+KXiQwsJgMDA4OMjly5e5du0aZrMZlUrFyMgIIyMjJCUlsWXLFjZs2EBoaKjUqi+WvguUwbuiD+6CuFBy2Gw2mpub+fDDDzl37hwajYZNmzbJ80L8vi9i3nY6Zdock8kk0yWdO3fORZV869Yt6a8Edx3sAXp7e/nggw94++236evrc224Wk1vby+Tk5NERkYuuJ+a+wSbmZmR/3+YW65ywkdGRpKYmEh3dzfNzc309fWRnZ0NLKxf6JdBmAHMZjP19fV89tln1NbWYrfbKSsr49VXX+VrX/sa0dHRgNNMsFDmLIvFIhdDT08Pv/3tb+nt7Z31vSK3oDCh2+12OUdnw2w209/fL79XqVQkJSXxzDPPkJ6eLoU/b7xJC82H6PPk5CTnz5+nrq6O8fFxUlJSSEtLIyIiArPZTHt7O7W1tZw6dUqaOwEyMjJITU0lMzOTNWvWsHLlSsLDw4mMjFyQVGiiH2I+dXR0cPLkSSIiInj66acpKipiYmICo9FIQkICFRUV5ObmugSCCBeSoKAgrxD8xAEYEhKCw+GgpaWFjz76iMuXLzM5OSk1//n5+SxfvpzY2FgcDgcGg4GwsDCvm2tfFqXw2tHRwdGjRxkYGCAiIoKpqSkCAgJYtmwZZWVl7Ny5k6997WuMj49z6tQpmpubMZlMXL58mZycHJeLqSeEVzEm09PTTE1NMT09Ddy14mRnZ0vN28Mg9paZmRnOnj0rBVdwZnOJi4tzccPz9jkh0tYJKisrWblypVzX3hRwp0TE3wQFBbloW7u7u2lvb6enp4fBwUEGBgZobm7m+vXrTExMYLfb5VxISEhgYmKC0NBQqqurpd+zt50bIi5E9FlclIUMJBRSSpnIZDLR1tbG8PAwfX19XLx4kWvXrjE9PU14eDhWq5Xc3FwyMjLYs2cP69atQ6PRPLTVct52ayHc2e12WlpaeP/999m3bx8Wi0U23GQykZCQgFardfmcGLjOzk6OHj0qBVetVsvY2Bjg9Dm9fPkyZWVlVFRUuEj+C3FrcTdlCN+/hISEh7rluqfwsVgsALS1td1XwPImlAF3DoeD69evs2/fPvbt28fg4CBBQUE8//zzfOtb3yImJgar1Trn+Q0fBaUfkkqlIiQkxEVzLm7Ej3JZUL6/ubmZd955h4SEBF544QXAe5PFKw+DyclJPv74Y/7lX/6Fc+fOYTQaiYmJISYmhpCQEIxGI2NjY4yOjmIymQgICCA/P5/q6mqqqqpYtmwZOTk5JCYmSp8mTzE2NobD4aCqqopvf/vbFBYWSuFU9Nl9XXqbX6BYJ2q1GovFwrvvvss//dM/uVyU8vPzWb9+vbzg+pLGVSDm0fT0NKdOnWLv3r10d3fLfkZFRbFjxw6effZZKioqCA8PJzAwkJqaGq5du0Z9fT0mkwmTyfRA//WFQBlVHhISIl1ZQkJCyM7OprS01MXn+n5nh7DoiGfQ3NzMkSNHGBoaku+Ji4tjy5Yt0pIJeDwf+hchBD+LxUJYWBiVlZWUl5dLhZS3Cq/u+4nNZuP69escOHCAzz77jKamJrlvioA6Zco+h8NBV1cXn332GSEhIWi1WsrKygC8zv1HCKbKcZhtTomYB6vVSl1dHe+//z7nzp2TVrre3l6sVitPPfUU3/ve90hMTESlUlFYWEhYWNgjtWledjyl/2l3dzf79u3j2LFj0tQjOh0REcHq1avlJgx3g3hUKhWTk5Mu5iEhFDocDunD2N3dzfLlywkMDHyoQKm5QviXCbq7u2lqaiIiIuKRbk+ivWJS3759m56eHqlRFhrA2eqYexJRIUZoe9rb2zl9+jQdHR0APPHEE2zcuJHY2FjAeQt71Mn5uCgXf1paGnv27OHw4cNSCBO+t+JQED66WVlZFBYWkpaWRnBwMBaLRf4bGRnh6tWrNDU1YTKZZLCWzWa7x5VlIefjw2IwGAgJCSEwMJCRkRH+9V//lbfffpvLly9LDVV/f7+LsASQk5NDVVUVeXl5FBcXU1JSQlpa2n0Dscxms9wH5stkKQKawLnniDbHxcXJHK2zCadCQPSm9SQQWg3xf2GJEajValasWMGOHTtkOihgVsuTSEdzPzOkcm6KfVX8fU9FRwvNqLDYHT9+nM8++4zu7m7grrYyPDyclJQU8vLypCZdo9Gwfft2KShcvnyZS5cuUVdXR1ZWFtHR0R7pk3jOQUFB0o9ZfJ+SkkJ6errsw4NcVtz3k87OThobG5mampI/i4mJobi4WPpyL5QyZ64IDQ0lOjqaiIiIR8rru5AoA+YCAgIYHx+nrq6Ouro6Wlpa5LwTCilBQECAvOhPTU0xNDTEwMAA7e3t7Nu3j9LSUpYuXerVLhPu4yDcxgwGA+3t7Vy4cEG6xTQ2NlJbW4vRaCQjI4Ply5fz5JNPotVqKSkpYfny5aSnp6PRaFz6+7B9nxfhVXk7vHHjhgygEAKYWGw5OTlUV1eTmpoqP6sU+GJiYoiMjJSvmUwmuXiDg4OJi4tDq9XK9z+q5uxxcN9IRkZG6Ovrw2g0SuFVafp60O9R3iyFD+b09DSRkZEum503ITZigKGhIRobG2lqagJg7dq1fOtb36KkpES+3xM5+5TCa2ZmJt/+9rfJzc2lqakJm83m4l/jcDgwmUxERERQXFxMTU0NeXl5BAcHSzOGSqXi+vXrvPHGG7S1tTE9PS2FA7VaLX2XBd7gO+mO8Ou02Wzs27ePn//85zQ3N8s+iBt/WFgYGo2GiIgICgoK2Lp1K+vWrSMnJ4e4uDiXnL7KzVz8Cw4OXhBXHrFuxsfHGR8fl367/f39xMXFYTQa7zFtic+4Fy6Ae9ODeRtBQUEUFRVRXV1NSEjIA3NKz0XJ6oVO2acMLjIYDFy8eJErV67IS5C4HM7MzDA9PY3BYMBut0sXoby8PDZs2MDBgwepr6+nvr6ejz76iPj4eDZv3iwv0AvpPiDmn8FgwGg0usyxiIgIIiIiHnmcLBYLvb29dHR0uGRbUKlUcu0qU1J6O+KZBAQEEB0dTVRUlFcKcMrLgNlspre3l7Nnz/LJJ59w4MABedEMDg4mIiKC2NhYMjMzCQsLIzw8nMLCQnJychgaGuLy5cucPXuW9vZ2bt68yZUrV2hvbyc/P9/r+m6325mZmcFkMhEUFITZbKazs5Oenh5MJhNDQ0OcP3+egwcP0tXVJT8XGhpKTU2N9Outrq4mJiaGmZkZ+vr6mJqackkR9yhrcl6EV6Uj+vXr12lvb5eBFWq1WvoSZmVlUVVV5RLxq9Q8REREuPjuKBd4dHQ069ato6KiQronLLSJVrkpzKbJ+TKbhntpTfff4enNaDbXjPr6empra+nu7iYkJIR169axfft24uPjpTneEyYQZRsjIiJkgYSxsTHsdrucT8L1QQgCWq2WmJiYWf1vYmNj0Wg0LpkIxGHrPv7eFOEronuFRuudd97h5z//OdevXwec/RBarYyMDFauXElZWRklJSUsWbKEpKQkYmJiZj1klZe4h83fPNcoXXiUwpZohzIPphhvZVvFHqL05/JGU3xgYKB06YCHd00xGAxYLBaXi77ot7AcCNO7QFgk7udyMd+45wRXjoe4ZAUFBcl2CsLCwtBqtURGRjI5OcnJkyfJyMigsrJSCq9Wq3XezwrlpddkMtHZ2Ulvb6+cq8pSt4+K1WplYGCAjo4OF5/eiIgIIiMjXdzovA33sVRaq0JCQigsLJSZF0SMhDfso8oMCcLf+OOPP+b06dN0dna6WEjKy8spKSmhoqKCiooK4uPjZeo+ESh65swZGVPgcDgYHBzk9u3bpKenezz7gPLv2mw2GU9w8eJFjEYjQUFBDA4O0tnZyfT0NJOTk/T29rrMxdLSUnbu3ElNTQ1Lly4lMzNTxr6EhYWRlJT0hW4ID2JOd2elADk+Ps7p06c5ffo0o6OjgPMhKIWYpKQkli5dKjcUtVpNZGQkBoOB4eFhzpw54zIhlIs8ODiYzMxMqZlVBud4gtkS3T/MxuEu9JrNZmZmZqQgMTw8zMzMDJGRkVLL7OkJrVKpGBsbo6urC4vFQmdnpwzk2bhxIzt27JDm5ODgYJeDxZNoNBpSU1NdNP1fhBibqakpWlpaOHz4MLW1tRgMBheBJz4+nhUrVrjk6PWmdFli3U1MTHDw4EFef/11Tp8+DdztY1ZWFsuXL6eyspIVK1ZQVlZGZmam/B1CwBeI/IWe6KN4tiL1Wnt7O93d3TgcDhczlPj+y2iBlelvFnK9KfcN9z0lKCjogdp9IcjZbDamp6elgHP79m0ZKCTcA8S6FHtNZmamTG8WFhZGbGzsgl86lX0R1rWYmBi6urqYnJwkICAAjUbDypUrKS0tJTEx8Z7UbkFBQdK95dy5cwwODtLQ0CD7DyzInqTMODI2NsaFCxe4du2aHF+r1crk5CQGg+GhzgqlZdFqtWIwGKSwEBsby/Lly9m2bZtLFg1vEPpmIygoCKvVSmtrKw0NDXI8ysvLKSgokO/zphRZYo6ZzWZOnTrFb37zGz799FMpowjBu6qqSp4FShcOd8rKykhNTSUyMhKTycTY2Bjj4+Murk6e8n0VWlCVypmqr66ujt/+9rccP37cxZVTEBISIgN9k5KSSEtLo6qqijVr1pCRkeGSQUpkAXK3xj7qOTKnwqtysfb39/Ppp59y9OhRl84qF6nYIJVYLBYuXLjAwYMHOXToED09PfI1pVRvt9ulvwV4fpHO5Q1XbFJDQ0McOXKEjo4O1q5dy+rVq4G7N8CF7rMIMgC4fv06P/vZzwgPDyc1NZWwsDAKCwt55ZVXeOKJJ4B7XSIWK1NTU5w/f57333+fvXv3Sr/e6OhoxsfHAWfE8PPPP09lZSXgekv3JMKnV2g6Dh48yM9+9jPOnz8v3xMQEEBpaSnf/e532b17N3FxcQQGBs5aItVbtJHKvWZ6epqGhgapRRZ+yEL4VF4ihG+z6JvJZGJkZEQGksbFxcm/odRSeorZLC8P2muES0hXV5fMiXrlyhX6+/sxGAyYzWYCAgJc/PVF+rfs7GwZgFdYWMiqVatcBImFwL1vQrMsXFrUajVbtmzh5ZdfZvXq1bNeSuLi4qiurubGjRucPXsWcM4RpSC0EBpJ5d8TOaXb29vvsRK4a7UfNN+UrwlzKzgVQd/73vd46qmniI6OdhE+vAmlBWhoaIgDBw5w8OBBrFarnHPKzAvesoeKM8xqtVJbW8tbb73Fhx9+KAPIg4KCqKqq4jvf+Q6bN28mKSlp1oqEynig6elpWY3TarXS19dHe3s7o6Oj0mffUyhdHq1WKz09PfT29spy31arFYvFQmRkJMXFxZSVlVFWVibd7YRiwz2Idy5zaM+58CoGa3Jykrq6Oun/oExOL5iZmWF0dBStVktrayvXrl2TkaL19fWySo4Q5sRGZrfbSUxMdJHcF3qRuv+9+Ph4KcQJHiS0idempqZk+gxwBhYVFRURGhrKqVOn+O1vfysXtkAcygvdZ+XYjY+PU1tbS09PDytXriQlJYWdO3eyadMmVCoVRqNRpu9RFpzwlAlS/H1lkFZAQIDL4Tc4OIjRaCQsLIze3l7q6urkod/U1MSJEydcLlPK5yHyhIrqUsq5KQQGTwh+yghlu91OQ0MDp0+flqafiIgIVq5cyTe+8Q2eeuopqbURl0Ox/kTCf287DJUohU0R9BASEiL7febMGRobG7FardKM193dzejoKCqVisjISLKysigrK2PFihUsWbLE45pzdyFrbGzMxcwKzv4qBXSr1crJkyf57W9/y8WLFxkYGJj1d4eHh0tBYWxsjGvXrnHjxg2Sk5PJzc3l0qVLVFZWUlxczJIlSxakCplyfg0ODtLY2EhXV5eLiX39+vXs2bPHxdKmFBIiIiLIzMyc9SKykCiFVLVajclkcrFcCE2d0loj0vSJzwvLhjgDhSbO3YoZGBhIXl6eHCORL93bUF7qbTYbp0+f5sqVKwCkpqYSHR3t8tw8vf6UbZiZmeHMmTO8/vrr7N27VwquWVlZ7Ny5k6eeeoqamhoXwdNisUiNv3DRiY6OJiAggL6+Prq7u5mamsJut9PT08PBgweJiIhgy5Yt5OTkeCzlotKP3mw2k5KSwooVK0hNTSUxMZGUlBTsdjthYWEUFxeTn59PSkqKLP2uRJyTYh6L3/u4fZrT01S5WESeM+VrFovF5cC/desWBw8eJCsri4aGBvbu3cv58+elRtX9Nmo0GlGpVKSnp7Nq1SqXXJKe8O1RLqzw8HC0Wq1LtoTZUAYkWK1Went76erqkn7AQhN94cIF3nrrLerr69m8ebNLZLGnhD9x0x8eHqa1tRWLxYLBYOD06dO89tprfP3rX5fCT0hIiNelIbqfL6PZbKavr49Lly4xMjJCREQEly5d4q233qKzs1Pm3DSZTHLxuWebGBoaYt++fTQ3NxMeHk5lZaVMjO7JTBGivyaTiYsXL3Ljxg25vrRaLevWreMHP/gBu3btAlwj8b1t/JQon2dISAhLliwhPT2d5uZmWQ1sZmaG7u5uGhsb2bdvH5999hmdnZ0EBQURHx8vs0cIIUGUXV22bBmbNm1iy5YtVFZWSiHIExdG978XExPzhVk7Wlpa+PTTTzl58qS0eoWGhrJ06VLi4uIIDg4mJiaGzMxMYmJipKa2vr6ea9eu0dnZSWdnJ3V1dRw6dIh169bx0ksvsXHjxnnrp0C5jw8PD9PU1ER/f78c78DAQDIzM6XgOjU15aKpU/rHelp4U46d2N81Go3UAoeEhLBx40Zqamrke5SXaff2i9/X399PfX29tDSI97pfarydwcFBl7zRkZGRMkjZG1D6LDscDlpbWzlw4ACffPKJi+C6fft2/vzP/1wWhTAajTLQOigoyCUVqPidBoOBmzdv0t7eLs+RgYEBTpw4QVxcHLm5uWRnZ7tkAVnI+SzW2/DwML29vdItbnh4mLKyMtasWSNTvsXExNwTBAt3XZru1+7H3UvnRHgVQQ5BQUHY7XYuXbrE8ePHXaIghdCqvHleu3aNf/zHfyQyMpKhoSHa2tpcXAPEwInfK8xbK1asYNu2bS5pejyZAgWcg9zV1UV6errLZHV/vxDAw8LCMBgM3Lp1y6Xf3d3d/OpXv5LlZysqKtizZw+lpaXy9yy0KUXclkVC+7fffpt3332XkZERwHljrqiooKSkRCZMV5q0YGHK9z4qFouF1tZW6urqOH/+PJcvX2ZkZERWO+vs7ASQYxYeHk5wcLBLSiEhGA4PD/Pee+8BThPes88+KwsWKDdjESiyEEKQSOUFzupTP//5zzly5IjUuK5bt47vfOc7bN26VX7mfmMkNNaeSqHkjlJ4DQoKIiEhgbi4ONRqtUxdIyKAb968KYWcJ554gqSkJMLDwwkPD5f+nTMzM7S2ttLZ2cnAwABvvPEGx44d4+WXX+b5558nKSnJIxdG5XhkZGRQXV1Nfn6+/JnYI0UQ2rVr1/jDH/7A2bNnpeCq1WqpqKjgxRdfpLKyUh4oopKaWq3GYDBw/vx5PvroI44fP05vb6/M4NDd3U1ubu6CCK9KrFarzEzjfigK7ucK4A2BSsqxa21tpbe318XVLTg42KUk7IP8skW6RIDz58/z85//nJMnTwJ3L2/KzDzeaiFRKkDOnTsn42HAmb94zZo18kLl6RzZymBBh8PByMiIi+94dnY2r7zyCl//+tel4Cp8OkWpW/f9NCAggOHhYU6fPs2BAwdcFHyATNyfm5vrErTtCeXH2NgYTU1NtLa2yuw8BQUFlJSUSCWbcs4BUkEpLI3zedbNmfCqvKG0t7e7aHgAF42V6IwokaZELGARHaz8LDg1k2vWrGHVqlWEhoZ67EB19z0zGo2YTCaXySqi1wVCABIEBgbS399PT0+Py+1r//79gLPSyLe+9S02bdokI9+VUfILhRA8Rfqaw4cPy42zsLCQrVu3UlxcLMcpICCAoaEhzGYz4+Pj9PT0MDY2hlarJS8vj/T0dNRqtUdqbiv9l0wmEzdv3uTTTz/l4MGD91RxE75ZZrNZVkVRBn0oGRoaksnCm5ubsdlsDA8Ps2TJErKysqRmcKHMQO4R2Ldu3eLTTz+VVYqeeOIJvv/97/Pkk08CSNcVIfyJnLdhYWHS9UO5xjwdjCaenWiHVquVrgCXLl2S+1BzczNarZaVK1eyefNmVq9eTVJSEgEBAcTExLiYuTo6OmhpaeHs2bPs3buXS5cuSaHhxRdflCbZ+fZnds9iIhD+5coDQ+nTa7PZuHjxokthF3BqhzZv3sxTTz1Fenr6ff9ucnIyWq2WuLg4zp07R1dXl1y7t2/fnuNezo7YZ4Q1xD2pu/BZVr5foAxoms1XeKFwz44wMDDAzZs36ezsZGJiQrYtKSlJ+sxPTExIdyPhBiIuGeLSDM7yrydPnuSTTz7B4XAQHBxMYWEhpaWlLtY5bxNelSnX7HY7TU1NXLp0SfY/JiaG5cuXk5GRAdy9eHvDRVkg3L9iYmLo6+uTssjy5csBpNJGucdPTU1hNBrp6+tjYGCAmZkZenp6OHbsGCdPnmRiYoLg4GCpma+oqGDr1q3yUiO08QsxnsozaWZmhpaWFk6ePElfXx+FhYUUFhYSFRVFYGCgdDsT61P4uC6k1nxOpCClcKlSqYiLiyMxMfG+QtaDNhKLxSILDig3LOHjU1pa6lKRZCFSnjwMwcHBhIWFPZKpdWBggNu3bzMxMSFvNkIDW1RUxE9+8hOee+45OSE8Fdntni9QWQq3sLCQjRs3kpaWJn92+/ZtPv30Uy5cuEBvb6+sRR4XF8eOHTvYs2cPS5Ys8bgmVvh1jo2NSTOQODyVhQm+DJcvX6a5uRmNRkNubi67du3ipZdekgU5lBeC+UBprnE4HIyOjsoNMjw8nKqqKlnNpa2tjebmZpl778KFC0xMTLB06VJKS0spLi4mLy+PqKgol7/h6bRtcNcNJzExURaW6Onpob6+nsTERF5++WV27NhBRUUFKSkpDywlnZWVRVpaGpWVlaxZs4Y333yT3//+9/ziF78gPz+fLVu2APMfAa3cH5Xzb2BggPr6ehdNufB/F59zL+wCzpQ1W7ZscVmjsxEaGsqGDRsIDg4mMDBQrgl4sFZwLnBPG9XY2MjJkyelv66oOOaON2hYv4jp6WnGx8flvimC4xITEzlz5gydnZ1yrwkMDHTpa0xMDIWFhSxZsoTp6WmOHTvGpUuXXFJhhYeHk5CQ4DXm9tlQ7hVCsBdxESEhIezYscMlONBbq4Ip15vdbqerq4v+/n6ioqKYmprCarXKy2Vrayvnzp2jsbGRGzduyOJDk5OTjI2NMTMzIy9q4LSsrFu3ziXDy0KiHCOz2UxPTw8XL15kenqampoaVqxYIQVXMfeUxaEW3C93Ln6JUnsWEBBAUVERlZWVHDt2jLGxMSnQKYNkxOEqJqnwKRRRbHBXXS60kpGRkWRkZLg4RC/kw3L3wVXWXr558yafffYZarWaiooK6f8qPiPy8vX29jIyMsLw8LCsQDExMUFAQID0qayuruZ73/sezz77rNS4ijy5nkA5viJFlCAkJITk5GQSEhIwGAxcvXqV48ePc+rUKRobG+ns7HTxxRI+ht/97nflYeru6zWfuJsWjUYjIyMj0kqg9GPVarUypUd+fj6pqalyLER6HvH5gYEBxsbGGBkZYWJiwkWIENqriIgInn/+eVJSUhZkcxYagNu3b8uSveLnHR0dfPDBB5jNZq5du0Z7eztGo5GhoSFu3LgBOIXc0tJSioqKKCgooLS0lJKSErKysrwikALursng4GDWrVvHa6+9Rnt7O+Hh4eTl5bF69WrKy8tdPiPmgM1mk4VPVCoVGo0GtVpNfHw8W7ZsQaPRcPnyZerq6vjFL35BTEwMlZWVMgH8fPmhKeeF8vePjIxw7do1Fy2oUgss+hAVFUVYWJic04mJiWRmZmKxWJiampKpw8QerKyWFxISQlpa2j1ZYOZbMFKmJQOnm8vhw4fp7+8nNDRUxkxotdov9PkVY6Nc657KuSyUL7MpWXp7e/n888/vUf6Iy7PNZiMyMpKcnBxycnIwGAycO3eOlpYWwsLCpEtFYGAgYWFh92ihvQn3QJ24uDjCwsKYnp6mqKiIl19+mfLyculzv1DnwaMgIueFq8Po6CifffYZra2t0pqjVqtlpoGrV69y4sQJrl27do97gEC4+wQFBZGdnU1eXp6Ly91C7rPK9ILR0dFkZGSg0Wi4cOECBw4cID8/nxUrVix4pcz7MWeaV7i7kSYlJZGZmSk3VWWKJXH4C5SDo4yiV2oTlBpYk8m04ClPZmtraGgoBQUFNDc3Mz4+ztmzZ2lqaqK3t5evfe1rFBUVyeCtoKAg6Yd35swZrl69SldXF2NjYzJtj/jdQUFBbNu2jd27dxMWFiZNgp4MnhEHndFopKGhwcXVQ+TmDQgIkBkILl++jFar5YknnqC9vZ2zZ89KLc7Vq1cBqKqqksKrSN680AgNwGx/OzExkY0bNxIfH09SUhJPP/00K1asAJwmPo1Gg0ajYWpqisbGRi5dusS1a9doaGigpaWFgYEBlznc0NDAvn37SEtLY/PmzTJZ83yY34VrRECAs5rdxYsXXcZgbGyM999/n9/97neycorIvRcZGUlycjJmsxmDwcClS5c4d+4cGo2G8vJyvv71r/Pss8+Sl5cn+yaepSdQHtjLly+XftdwNy2LO6KtswXvCe2XSB/21FNPce3aNd59912ZSkrkqFyIIAr3fKQiU4Z7X+BuyWr3qHaDwcDU1BQpKSky0ln5OfeUPkajUWaaAGdKuNmiiOcSIXAKROlTEdgUHh5OfHw8q1atcjGPz2a9EYKS+7PxlJZWnF/Kc6+vr0+m3LtfUIvSJUSZczMwMFDOC/F7lW524ufehjJPuIgTsFqt5OTksHnzZhkAJPxFPY37pSIpKYns7Gzi4uJkoPXQ0BB79+6Vayo4OJjY2FhCQkIYHh5mcHDwvr9fFNgQ45aUlERWVpZHsyiJeRQcHCwL1Lz11lv86le/YmxsjP/8n/+zdJNYyCp1szGndlv3TVVonsRNKzw8/B5N3INMcO4Ho9FoZGJiwiWoayEXqXKDj4uL49lnn2V0dJS9e/cCTqHmzJkzDA0NkZyc7JJ5wGAw0NHRQWtr6z2pa0QVG3AGP5WUlMio/ZmZGZdo2oVEXCbEBK2treW9996jvb0dcGomc3JypJkjJCSEiooKMjIyiImJITU1lcbGRhwOBydOnJCazpaWFmpra1mxYsWCm7vcC10UFBTw4osvylu/SMmWlZXFypUriY2NJTw83CWdjdJ8LlJNiaTM3d3d1NbW8rvf/Y62tjYXV5CRkRHpTyqYj/mr1PKMjIywb98+jh07Jv/u1NSU1NokJiZSVFREXl4eSUlJJCUlkZiYiEqloqOjgwsXLnDixAlGRkY4c+aMTG6/bds2li5d6pGyv/dDBI26IzSLSkuPeL87wqcyLCyMyMhItm3bxtmzZzl06BANDQ0MDw+TnJw8r/uO8tKjrFsvULbbPZPF1NQU/f39Lq4Dzc3NnD9/XuZfBNdgPuXnxX4l8t+GhITw7LPPsnLlyrnt5Cwon+nk5KTUHAcHB5ORkcETTzzBk08+6VJ2Wrl3CAFVaO6Uc8FTye5VKhWhoaEyZRvc1QIrx/lB7RPBysrvlb/faDQyOTnpNcVgZkMZgOVwOKirq+P48eMAUgsr8BbBW6mJVKlUZGRksH37dsbGxvjDH/5AR0fHPTEQQkZRkpOTQ0lJCcnJydhsNgYHB7l586Z0VxP7tajIFRYW5rFYHmVwmNlsJjQ0VPrkfvDBB2g0GkpKSkhMTKSmpka6nnkiBmJOhVflphoWFkZeXh59fX1kZ2eza9cuEhMTaWxs5OrVq3LA3M1F4+PjDA8Pu5QyFJNZq9WSmZnpIjws5AMTE0mYc7Zu3Up/fz83btygqakJlUrFrVu3XNJ/zIbYzFQqlUybIjak+Ph4F4HAk+YT0S7R7+vXr3P8+HH6+/uJjIykurqaqqoq6X8cFRXFhg0bXH5HeHg477zzjsuFRVRg6+/vJzY29p48sPOJcr5oNBqKiorIysqSLhtCeyUi0QXKHMXugSFBQUGkpaWRlpbGihUrKCwsZGZmht/97ncycEalUjE+Pk5bWxtTU1NSkzXf2jvRvtDQUOmrFB0dTWFhIXl5eWRnZ1NeXk5ZWRmJiYkuh8jMzAwXL16kuLiYffv2cfnyZS5duoRGoyEsLMxlrnr6Fg53TbTK4BCRf/dhUWp8RO7M6upqTp8+zdjYGB0dHSQnJ89bX921Pe7JyoWbR0tLi9R+K4OakpKSyMnJYXx8XAo0LS0tHDlyRFb/EX0TiFy+QrsXHBwsBaakpCRqampcMhzMF0qhRSmsgXNvqampYd26dcDsuZPFs7PZbMzMzLgEDC+kD6Xy3FKpVERFRbFkyRKKi4sZHR3FYrHIfK3h4eFSABf9DwwMJCoqipiYGCIiIrDZbNIlSWgrxT9w+sUmJibeU3nNWxkYGODUqVMyB7zwoxRnore4JAnEOIaEhFBTU0NoaCharZbPPvuMjo4OF2uIEDjVajVRUVFkZWXJ/TUrKwu73U59fT0ffPABQ0NDcgzF2hQZlIQFaKFRyjhjY2MkJCSwY8cOLly4QFBQEE1NTZw7dw6tVsv09LRUeHhivs2p8KqcdEuXLuWP//iPefHFFykpKSEnJweHwyH9AZW5Fc1mMxEREQQGBnLkyBHefPNNrl69KieB2ISKiorYsWOHS3oRTwb9REZGsnnzZoaGhnjnnXe4du3aF34mIyODgoICCgsLMRqNHD58mLa2NsApTLnnR/WWWyjcTbIMzttyVVWVPEDF6+5YLBaXwA9wmkfKysooKSmRprCFiqhUIjakhzFRKfvu/jvcycvL4/vf/z6RkZG8/vrrsjJJc3Mze/fuZefOnTJwaz4i15WHWEpKCj/84Q+Jj4/n888/JywsjLVr11JVVUVGRgaxsbFER0fPqkENCwtj/fr10gdSpVLJ/JI3btxw0QoudB7C2VAGDgi+bLuEMB4VFUV8fDxBQUGMjY3R39/vUt1rrhEuC+Dc27Zt20Z3dzdnzpyR2si9e/cyMjLC888/T01NjbwIqdVqnnjiCUJDQzly5AinT5+mra2NiYkJamtrCQgIoLW1lVWrVsmobrvdLou/iOc0MDDAwMCAvAQIQdjdD3ahEG18kGZReXkyGAy0tbVJszw414FyXSyEgCSEnoiICFatWsXk5CQxMTHU1tbS19fH0qVLeeaZZygqKmJmZgaTySSD5cLCwmTchDgnb926xccff+wSpR8ZGcmaNWtYt26di1LH08Gw7og9bmpqigsXLsgzD+5VBnjTmQeucyUgIIDi4mISExN56qmnuHXrFu3t7QwPDxMcHExqaqpMlylcy2JiYoiMjCQ8PBybzcbo6Cgmk0lmp1m2bBnPPvssRUVF8u94ei8NCAggPj6e9evXk5CQwJYtW+TF8Pz581y9epXTp0+Tk5PDtm3b5PmxkCkx5014zcrKYvfu3ffNeXo/YmJiaGpqoru72yWtCEB6ejqVlZUyD5ynbmnKiZWXl8c3vvENAgIC+Oyzz5icnLxHEFCr1dIBOjY2lpycHCorK6U/qCA/P5/q6mpSU1Plzzx9C1U+/4iICBlJqVKp7kkoLczjBoMBtVpNREQEw8PDLrn8tFqtjGJXBrN5SsOsNHeYTCYZuAJIvz+1Wn1PTXmBMiBD+J9FRUWxfPlyJiYm+OSTT+jt7ZU3bFHFS/n35xrxXIVpeNmyZURHR0t/qlWrVt0T0Wq1Wl00yyaTiaCgIJlDctWqVVy7do3W1laZJL2/v19uuO4VfzzBXGbjEM9QpL4RwpG4ZCu1nXOJ2PhF2rKnn36a6elpmpubmZycRK1W09nZSVdXl9xrdu7cCSA1pbt27SIzM5OEhAT27dvHlStXaG5upqOjg7q6OrZs2cLTTz/N6tWrpVZeOQ8HBwdpaWlhamqKkJAQBgcH7zGFLiQajQatVivTLH1RicmRkRGam5u5efOmFDY2bNiw4MKd+9klKtgVFBRw+/Zt8vLyZHyEwWDAaDTKS7xarSY0NFRq4EQAUF1dHbW1tZjNZrRaLatXr2bTpk2yYM9CBr8+DO6Bje3t7dTW1tLd3Q04/akzMzNlm919lb0JsddrNBppaauurqazs5OhoSEpvD7oknfr1i2am5vp7e2VP6uqqmL37t1SM3s/96eFRFy6CgoKSE1NZXx8nIiICAICAigsLOQ3v/kN7e3tXLx4kerqahcL3KIUXt0n3aMKruJ3JCUlER0dLf1BBBMTE/T395ORkeHxwYW72RPy8vL49re/zebNm6VWWSxC8Z7Y2FgyMzNlRHBERAQxMTEuJQwzMjIoLy93MRV6+gbmnrZHCDgGg4Guri5GRkZkJSmlT5Nod3BwsItmMzMzk8rKSpe54amxdNfSdXZ2MjY2RmFhoRTMlXl1leMqPu/uxyaEJ4vFQl9fn0uQhsg3qhzz+VzoykMsIyODb3zjGy5ZMpS4J5RWauKEC48Q3ADq6+tdNmBP+RTOF8og1JmZGex2OwkJCXKuC1PhfAkKIruIcM8pLCyUZVJDQ0MxGAycPHmS0tJSNm7cKCOUTSYTUVFRrFq1irCwMAICArBYLDQ1NWEwGKirq+PGjRv09fWhVqtZs2YNcPeSPDAwQF1dHRcvXgScczYjI0MGGC4UynURExNDRUUFeXl5sp3ulxT3faq/v19WU1u/fj1bt2512XMWWngFSEhIkLmGxYU9PDxcurbM9ozFepuZmaGzs5P+/n5p8cjPz2fz5s0uLh2ePi/cEQKfaNfQ0BBXrlyhra0NrVbL008/zdq1a+Wz8lT1yIfhfoF1GRkZpKamPjDwTvTp0qVLfPrpp9KdLDk5mZKSEoqLi1Gr1TIgz5vGMSIigpCQEHlOJycnExERwdDQELdu3XLxr19Irfm8rGD3jUTcHkWUpFLDIwJAhLarvb2dzs5O+UCUpqLr169z5MgRkpKS5E3Tk5WblAe9uInB3dyMwtwjbtLuxMTEsHLlSurq6piYmODmzZtcuXKF6upqGbA1nybKR0UZxWy1Wunp6aGlpYXc3FxiY2Pl5FYKR+5m2+TkZMrLyxf8ILkfYgwHBgakX+e6devYvXu3rL40G2JDEn1T9nFwcJCPPvqI3//+9/T398u/s2TJEmpqalyE1/n2d1WmWVP2RWiKlXNTXLaE36/4udFo5MqVK1y9elWuR/fUPN6E0CJ/mRKhYn8SQt+1a9e4fPkyMzMzJCYmSp8091RMc43y2ebn5/ODH/wAk8nE8ePHZW7MqakpamtrOXToENu2bSMkJMRFuygyI6SlpVFbW0tjYyO3bt1idHSUgwcPMj4+zqZNm1i7di3p6emMjo7y8ccf86tf/Qq73U50dDR79uxhw4YNLtUM5wv3QDSBSFHmXllMyfT0NFFRUahUKpkmbHJyEo1GQ3Z2tqxY5AkXJWUgmTAlKxFuGyJtkminw+FAo9FgsVj47LPPePPNN6mvr5efCw8PJzEx0SW1kjcKfu6BeK2trZjNZhITE9mxYwdr166VKTG9oazvgxDPV2R4CAwMlCn2wLl/iABRka9XXPzBKd+cP3+eiYkJkpOTeeKJJ1i2bJm8BHuT8C7OB+FfLc733t5eLly4QHNzMxkZGS6WxIVkXk4f5cMPDg520U7MpmUT1RrAGbAlaswHBQVJn0hw5su8cOGCi5lkIdXUX4QYbGUf3Rei2WyW/QKn28Hy5cs5f/48N27c4PTp0zz11FPSHKucNJ5GrVbLjddsNnP79m3pS7d27Vrpiyw0tP39/Zw7d87F5zU9PZ3S0lKSkpI8nmZJaFEtFgvNzc0cOnSITz/9lMuXLxMQEMCzzz5LTEyMDLBw32BEZgK4q3kdHR3lyJEjvP7667IKGTjnRmJiIgUFBS4Cxnxv1Mo0a8rnfb81I56JGGebzcbVq1c5deoUZ8+exWAwkJiYyPbt2+UaBO/ysZstBdbDIvYTIUzU19dz9OhRmQxejNd8++YpLw5hYWG88MILDA8PU1dXx9TUlAxMu3LlCr/61a8YHByUQqjS9FxYWEhqaiqFhYWcOHGC9vZ2JiYmaG5u5sCBA5w5c4YtW7awYsUKOjo6eO+99+jr6yMlJYVvf/vbfPOb36SkpGTBL9Du+ZhF/m9hDRGCntg7wsLC5P87OzulZkutVhMWFiYFPE9YCNxN4cqE7u7nhVIhIi6KwmVg//79GI1GqRQR8SPznb3kcXDPpGA0GqUbWWJiIqWlpXJfVZbA9Xbc5RpBYGCgy2VClBMHZ77tnp4e2f/k5GS2bt0qI/bF571lDJVzUTmG169f58KFC4BTK+up/MJeMVOU2tWpqSnpD3O/g91bbiYCYRoB1zK47u8BXNK/mEwmWltbaW5uxmg0kpyczNKlS13MR568hbr7FMfExJCenk53dzcmk4mOjg7Gx8dpbGzk4sWLbNq0ieLiYkwmEw0NDZw8eZILFy7Q2dmJWq0mLy+PiooKaXpVlpZbaJQHn9lsZmJiQvq41tXV8dvf/paBgQESEhKYnp7GYrEQHh5OcnIypaWlREVF0dDQwMWLF7Hb7dIP+/bt21y4cEFqSIKCgmSp1fz8fIqLi4mMjJR/fyGFAuVBIuapyCghTODKSPexsTE+/vhjPvroIy5evCgzRpSUlPDcc8+5pA/zlguWO+6Vm9wRz0QIADabTR5KAQEB9PX1SfcIpbVgoXzzlPvI2rVreeWVVzhy5Ai9vb1MTEwwOjrKiRMnGBoa4vjx48TExJCRkcHy5cul9UYIe0uXLiU1NRWTySSF3Pr6en7/+99z/PhxRkZGMBgMbN68mR/+8IesXLmSlJSUBZuj7hY7weDgICdPniQhIYHq6moZnS7mr9KkefToUd566y0uX74MOE26yrywnkbpHy+yJbinZIK7mV4EKpXqHg2X2Wx2yce7GBDjBs68zEr/UG+xMD4q7pcRJaJPg4ODHD58mKamJvlafHw8ZWVlJCcnSwu0UrHlTSjXprgYarVaNm/e7GKVWciz3KPCq9hUhbOviGATgT/KFFqAzL0pNmXwDh+fB2my3BHVbcDZ/8bGRpnIuLS0lLVr15KcnCzf72mTunIh5ebmsmPHDiIjI7l69So3b95kcHCQGzdu0NDQwK1bt6iursZsNnPmzBmOHTsmBZ7MzEx2797t4p/nyUXqbqKMiopyyad75MgRbty4QUREhNQkR0REsGTJEqqrq4mOjub06dPU1tZit9uJi4uT2mgRqS0yGYiceDt37iQ9PV0euu7tmGuUB6AYS/f55J7jc2pqCoPBwMjICGfPnuVf/uVfOHbsmHxPdnY2mzdvZs2aNURGRno0cFLZbuGe4nA4uHjxIkNDQ5SVlcngR2GaFW48QlMuXD+U+8jQ0JDUap4/f56IiAiqqqpYt26dfH4LVbFJrBWHw1lS9Pvf/z4pKSns37+fW7duMT4+ztDQECdOnODEiROAc4zWrl1LYmIiU1NTshCKRqORGsvp6WkSEhJIT0+nt7eXsbEx4uPjWb16NT/60Y/YtGkTgDQZLrSPqHI+jY6O0tDQwOrVq2U73F2TABoaGnjrrbf49a9/jdFoJCcnh927d7Ns2TL5Xk+fFw/yZ1T2X5l1QgRzRUVFMTExIfsbHR1NTEyMy7PwdsFHBILm5eVRXFx8T2q6xcj9LrLKdTM6OsrNmzddquPFx8fLs164KXkryotUVFQU4eHh7Nmzh69//eskJiZKd5yFlFc8KryaTCa5Off19fG//tf/4p133pGDaLFYXFTzWVlZrF692iUaf7GYGQTKKmI2m+2eXIQiVYo34C6QiPr2paWlHDhwgL1793Lz5k0AaS6/ePGizBGnzO0qcv2Kg8Rb8oKC80IhkvMLjEajjFYWBAcH09bWxrlz5wgICJBmO5VKRV9fHxaLRZYbBedYJycn8+KLL/Lqq6+Sm5sr/TEXou9K/3JwbrIP8vdra2ujvr5e5mK+cuWKLEgBzjF8+eWXeeaZZ2RQoTdoS0Q/RQnRt956i88//5wf/vCH/PjHP5a+9kK7IYLRZqvANTg4KDWRTU1N9PX1sX79ev7yL/+SLVu2SHPuQs5dcQmJjIxk+fLlMotEa2srt27d4urVq1IbAk6/usHBQelH6HA4pCuFGPugoCBiY2PJy8tj3bp1xMXFUVpaypo1a1w06mq1ekFM7e4XoLS0NGnlmZmZYWZmZlYNo81mo729nRMnTrB//37OnDkj3dC2b9/Oyy+/zNKlS+Wa9FYLgRJlwOvk5CQnTpygvr6emZkZ+R4xfklJSV7t8+o+rmNjY5jNZqKjo4mMjFwU4zEXiPNeuECqVCqX4gze4irwMISEhJCQkEB5ebkUvj2R5cKjkp9yUl+6dImDBw/KlCwiotZd4o+Li5O1xcH7FusX4W5iUB6CwofS2yK3RXvDwsLIzs4mOTlZRiE3NzfT3t5OQ0MDfX19Lv6thYWFMj3Tpk2bpODqXvzAG0hOTmbnzp2oVCquX79Ob28vw8PDUgC32WxSA6IsjysQl5CoqChCQkKkQ/6TTz7JN7/5TekqoSztOF8Ii4Z72U/ByMiIFOZmZmYYGRmR1bTq6uq4du2adN0B5zjm5OSwbt06mdoHFqaoxKMSEBBAaGgonZ2d/PKXvyQoKIg9e/bcN+DIZrPR3d1NT08Pvb29nD17ln379nH9+nViY2NZv349L7/8Mtu3b3f5zELOXWUKMLVaTVFREVqtlpGREbq7u2lra6O3t5eBgQE6Ozvp7e3FYDBIy5XYK0XpWHBW8luzZg2rV68mPz+fhIQEsrOzpa+zwWCQAUYLcUFxT3O2YcMGOjs7efvtt+nu7mZ8fJxz586hUjkrHZnNZvr7+xkaGqKzs5MLFy5QW1vL9PQ08fHxPP3003zzm9+ktLQUuDdTiDej3BtHRka4du0abW1tLsK7sCRERER4dXECUe0MoKmpiZaWFsbGxoiKipJ98FWU53h/fz8tLS0yy0dGRgbJyclePXYCZQzErVu3uHLliku8B3hGiegR4VUcrkIIbW5u5sSJEy6l1kTVF+WAmkwmjEaji8O+LyGEWW+bxO7tCQkJobq6mvLycqampqirq+M3v/kNx48flwd7XFwcmzdvZseOHeTk5BAbGytzxM5lPs7HQZnyKjo6mt27d7NmzRrq6+s5ffo0N2/eZGRkRAaL9PT00Nraet/LRXR0NMuXLyc5OZmJiQny8/Ol5gfuCj3zvdDFs52enmZqagqVSkV4eLisztTY2Chz2vb399PU1ERTUxM9PT3MzMzIdRUcHExpaSlPPvkkO3bsYNmyZTKiW/n8PI27cPfNb36TiYkJ/vmf/5n/9t/+Gw6Hg+3btxMeHo5Wq8Vut9PV1SVzEF+9epUzZ87IZ+BwOCgtLeXpp5/mueeeo7y8HLi7b3k6j2ZMTIz0v1VWWuru7ubo0aOywEtYWJhL5gWVSiW1d1VVVWzatImUlBQp5CrHU6nNWwiUKebUajVlZWV885vf5OrVq3R3d9PQ0MDAwACHDh2SKbOuX79OR0eHvGAajUZCQ0PZtm0br732GitWrAC8w8rzZREBQLOV0J6ZmWF0dBSj0ehSpctb1qXSr99kMtHX10dfX58MOltsVtNHRXkBOXfuHMePH2d0dJTw8HByc3NJT093CQD1hjPRHWWZ2kuXLvHGG2/w+9//HrPZTF9fH52dnS55ehcSj8we4aOmrBxy8+ZNqRUAZGRpZGSkiw9sUFDQohZclYdEYGDgPaZqb9O6KlHm7BP/QkJCWL9+PZGRkezatUsK4MHBwWRlZVFYWOgysb35IFGpnDmGN2zYQHZ2NsPDw0xNTWE0GjGZTPT393Pr1i1GRkaYmZlhYmJCZhGIiYkhKiqKgoICMjMzsVgsaLVaqW0W7gTz2XeRlkXkC9Tr9bz//vuEhYWRmprK1NSU9MkVt2bh+iCIjY2luLiYpUuXkpeXR15eHqWlpSxdunRBy/g+CmLTF3OrtLSU73znO9y+fZtjx47xs5/9jPfee4/g4GCioqKwWq309/czMjLiUqQiODiY6upqli1bxurVq1m1apWshCYCbWYTIhYS0V6l+V9o1/Pz8wkPD6e6uprg4GA0Go3UsIv1KsyWqampLlkvwNlHUfHNU2tUuf/l5+ezatUqamtrGR8fp6+vj/HxccbGxuRlUkl0dDQvvvgi3/nOd1wE18V2ViiffVxcHMXFxWRmZsog0IyMDOLi4tBqtdJfWQT5epNFSwQui8T+ohx1VFQU0dHRsoKY8v2+gPKMHB8f5+DBgxw+fFimTbTZbKSkpJCenu61/XdPBdnX18epU6dkISbAZZ/wxBrziPCq1KiqVM763UlJSVLIEf5ZQmgAZ1qNZcuWyWCtxeo2oNSshoWFsXnzZlk5RfhqeasfkDLgR1xAHA4HoaGhrF69mtWrV8/6OWVQj7dsrEqUEb6iPwUFBS7vMZvNMpBpaGiIwcFBhoeHCQkJITs7m4SEBIKCgtBqtbOWWl0IoUcpiDkcDm7dusWZM2cAp7ZOuOGIamEajYbo6Gji4uIIDw8nIyODoqIili9fzrJly8jNzXXJfCH8RRfDmistLeW1114jKyuLU6dO0djYKDMJCF9zo9FIZGQkRUVFVFRUUFRUREFBAXl5eaSkpLjU+faWxOHuAXbinxj71NRUl5iAByHcV8SYekMflX65AQEBrFmzhs7OTj7//HM6OzsxGAzSDzsgIICoqCi5r2zcuJHvfve71NTUAHcrzC1GlHtRcXExJSUlfPrpp5jNZlQqFdXV1RQUFBATE+Pppj4QkWdamMrLy8tleePbt29jNBrlfunNiptHQeS1B2csyP79+6mtrUWtVmO1WklNTaWkpIS8vDyXs96bNK/KFKTj4+McOHCA3//+97Ks77p166iqqpLKt6+M8CoGSUTjVVdXS5PX4OAgGo2G8PBw6UcYEBDAnj17eOqpp2SC98VwgM6GmKxWq1Xmb5yenpYR6wkJCS7J5L21n8q0Sw/SxCkPVm9HHBizCWgir190dDTp6ekYjUbMZrP0O7vfhUOZoHy+UaZZCQoK4sc//jGrV6+mr69PBu6YTCZZ8S0mJkZaN4TQHRERQXR0NNHR0ff4Yyv9tb0RZXtDQkJYs2YNOTk5PPfcc4yPj0u/R7jbn6CgIGJiYkhISJDac+VYzncxgi+LaJdSeH3UcVEGFnqL2VI5hmq1mvLycuLj41m5ciVvv/22S+aLlJQUCgoKWLp0KSUlJdTU1EhLx0KtuflCWf0vKSlJphhsampieHiYtLQ0tmzZQnJystekVpwNd9e/1NRUkpKSaGho4MKFCzzzzDPyTPcV4VXJ7du3uXz5MqOjo7K06saNG9m0aZOLVcfb3AWVgeW9vb3s3buXo0ePEhAQwEsvvcRLL73E2rVr5V7piXnnUacTg8Eg/SDz8vIYHx8HnL56AQEBREdHk5SUxJYtW/ijP/ojli9fLh+WNw30l0EI7mFhYTzzzDPY7XY0Gg35+fku2gJv7ae736pIJ6UMRhPVUrxVk+yO0oQjzK2Ai5VAJBV375NSkBfPQfi3LtQYivEQkZ/Lli2Th7nVaiUgIICZmRlMJhNarfYLNxyLxSL7sRC+unOFOPhDQkLIyckhJyfnkT5vtVpdTO3eKAQ9KG+tMuf0bK8Di2I8g4KCSEhIICEhgby8PFklbmRkhIyMDPLz88nOzqagoICKigrpBiHm/2LZd2bD3TpZXl7O9773PQ4fPkx8fDwrVqygpKRE9tFbLZEiw4kgKyuL559/ntzcXIqKilxe88Z19iiIsy8kJASHw0Fra6tUyIHzjMjIyGDdunUy6FV8zttwz7k8NjaGWq3m61//On/2Z3/GqlWrZGpCT10UPbp7KRfabAnxN27cyCuvvEJNTQ0ajcbrFubjoBRQ09LS+M53vgM4AyUWYz9nK+u3GPshUJZrfJh+uAu4yp8tNLMd2kJQiYiIcMln+yDUarVXa1rvx+O21xvM54/Dw7R9sY1pZGQkL7zwArt27ZImTZFX0l1Q9Xah/GFwFwZycnL4kz/5E1599dVZrT3eOp7uGXXy8/P50Y9+JPO9KvciTwdCPi7CrUrE8ly8eJETJ07IDEparZbs7GwyMzNd5qg3Cu3K+RQfH8/69euprq7mu9/9rhS83f3vFxqPrnKlABcTE8Of/dmfce3aNWJiYsjMzKSiooINGzbI9ygDuhY7wpndbDaj0WgeWqDwVhZLGpqH5YsEUKU52X0Be/o5iL8vcmMGBQVJQVS0VWiWlaZn4Tso/i3mMRWFICwWy33TzymDEsTly1syYXxZFut43Q9RGjYgIICwsDAXlyolIqAuODh4UY/f/VCr1URGRkpLJbgG0C6Wcb+f1coXxmy2WJ6YmBjUarUsqf3kk0+Sm5tLYGCg7Lc39l1pMYyLi+PrX/+6rBIJyD3Vkz7lHhVelZM4LS2Nf/fv/t2s71Om1vIllPnTvNXs42d2vHHDced+Bz14n2/cfCD2DF/bN75KCDcdgXvJVPF1sWvLHwalH6y4hC5GLbN7rvPFsJc+DGJMhCJg5cqVDAwMMDU1RVRUFK+++iobN25cFPuRe3GesrIy4K6c4g0uOV4x8x+UPknkMfTVGzXc1S4AC+oj6cePHz+LBZFvWZk/VFktzZcRSeFF5hZPpjN7HJSFeEQhFV8575TBoCqVioiICDZt2kRiYqIUABeD4KrEXSsu5JRFKbzqdLr5aIfX4Ov9A9/vo6/3D/x99AV8vX/g+3309f6Bv49zxW9+85t5/xv3wxfH0Levq378+PHjx48fP358CpU3pmnw48ePHz9+/Pjx42c2/JpXP378+PHjx48fP4sGv/Dqx48fP378+PHjZ9HgF179+PHjx48fP378LBr8wqsfP378+PHjx4+fRYNX5HkV6HS6V4F/vfPtD/R6/S892Z65xpf7p9Pp1gN/CawBYoER4Arw93q9fp8Hm/ZY6HS6/wZUAUuBeMAAdAB/AP5Br9cPe651c4NOp2sHsu7zcr9er09ewObMOb7ePyW+ug4BdDpdOvD/ADuBOKAX5zr8L3q9ftSDTZs3fOnM0Ol0Xwc2AuXAciASeEuv17/iyXbNJTqdTgV8F/ghUAIEAi3Ar4Cf6fV6mwebNyd4y37qNcKrTqfLAP4XMAUs7lqps+DL/dPpdP8J+H+BIeBjnIdKPFABPAEs5kPz3wB1wEFgAAgHaoC/An6o0+lq9Hp9l+eaN2eMA38/y8+nFrgd84Wv98+n16FOp8sFaoFE4EOgGVgJ/AWwU6fTrfWFi6QSHzwz/hNOoXUK6AYKPduceeEN4FWcZ8W7wDSwFfgpsEGn072g1+t9IcWTx/dTrxBe79xWfgUMA+8DP/Fsi+YWX+6fTqd7AeeBeQh4Tq/XT7q97vlSHI9HlF6vN7r/UKfT/VfgPwL/AfCFDNBjer3+rzzdiHnEp/v3FViHepyC65/r9fr/JX6o0+n+DucF878CP/JQ2+YcHz0z/g1OofUmTg3sEc82Z27R6XS7cQqut4CVer1+6M7Pg4DfAs8D3wZe91AT5xKP76fe4vP658BmnOr2aQ+3ZT7wyf7pdLoA4L8BM8A33Q9MAL1eb1nwhs0hswmud/jtna/5C9UWP35mw9fXoU6nWwJsB9qBn7m9/J9x7qmv6nS68AVu2nzic2eGXq8/otfrb/iI5nE2nrvz9X8IwRXk2vu/7nz7ZwveKh/F45pXnU5XBPwN8FO9Xn9cp9Nt9nSb5hIf798aIAf4HTCq0+meAkoBI3BOr9ef9mTj5pmv3fna4NFWzB0anU73CpCJ87BsAI77go/WHXy5f76+DsWeeUCv19uVL+j1+kmdTncKp3BbA3y+0I2ba3z8zPBlhK9n2yyviZ9V6nQ6rV6vH1uYJs0bHt9PPSq86nQ6NfAm0InTBOtT+Hr/gOo7X/tx+oUuU76o0+mOA1/X6/WDC92wuUan0/0Ep99ZNM4ArnU4F+zfeLJdc0gyzrmq5JZOp/uuXq8/5okGzTG+3D9fX4cFd75ev8/rN3AKr0tZ5MLrV+DM8GWEtjVnlteWKP5fCJyZ/+bMKx7fTz3tNvB/4wwm+I5erzd4uC3zga/3L/HO1x8BoTgd0yNxan0+AzYA73mmaXPOT3CaKP8Sp+D6KbB9EQsESn4FbMG5IYXjFH5+DmQD+3U63XLPNW1O8PX++fo6jL7zdfw+r4ufa+e/KfOOr58ZvszHd77+W51OFyt+eOdC8l8U74tZ0FbNPV6xn3pM86rT6VbivFn+Dx8wa92Dr/fvDoF3vqpwanYu3/n+mk6n24NTU7JRp9OtXuzPQKT/0Ol0STjNtH8DXNLpdE/r9fo6jzbuMdHr9f/F7UdXgR/pdLop4N/hzKywZ6HbNVf4ev/4Cq3D+6C683VR+1J+Rc4MX+Yd4BVgF9Co0+k+wumHvhXIxWkhyAcWtauSt+ynHtG8Kkwj17nryOwz+Hr/FIjcim2KAxOAO1qDz+58u3JBWzWP6PX6fr1e/wFOM2Ucd3Mw+iL/dOfrBo+2Yv7wlf75+joUmtXo+7we5fa+RcdX6MzwWe74Yz+D00rXhzPzwPdwZlhYhzNzBDjTaPkiC7qfekrzGoHTPwnAqNPNmmnoFzqd7hc4ndb/cqEaNkf4ev8ELXe+jt3ndXGohs5/UxYWvV7fodPpGoFynU4Xr4wu9SHEJutLUdxKfKV/vr4ORf+W3ud1kfHjfj6xi4Gvypnh0+j1eivwP+78k+h0ulCcxRkMwLWFb9mCsKD7qaeEVxPwz/d5rRKnz89JnJvWYjSf+Hr/BMcBK5Cv0+mC9Xq92e310jtf2xe0VQtH6p2vi9oM9ABW3/k6W/SsL+Ar/fP1dSjygW7X6XQByowDOp0uEliLUyhYzEEwX5Uz46vKq0AI8MZiTlv3BSzofuoR4fWOKev7s72m0+n+CudCfWOxlsLz9f4J9Hr9kE6nexd4GWegwX8Sr+l0um3ADpymvE8908LHQ6fTFeJMxtzn9vMAnAnhE4HaxVyaUqfTlQC9er1+xO3nWcA/3Pn21wvesDnC1/sHvr8O9Xp9q06nO4DTVedPcVadEvwXnJqen+v1+kWbD/Wrcmb4OjqdLkqv10+4/awaZ4zEFM7yxosWb9pPPZ7n1c+i598Cq4D/U6fTbQDO4ax7vAenRvIHizin3U7gb++kGmrF6bOUhLM6zBKcfk0/8Fzz5oQXgP9Dp9MdwVkZZhJncMFTODUF+4D/7rnmPTa+3j+BL69DcFaxqwX+p06n2wI04ezvJpzuAv+nB9vm5yG4U4Fq951vRU7U1Tqd7vU7/x/S6/WLvZLYQZ1OZ8AZxDQJlABP4tSsP6fX6xe7lcdr9lO/8OrnsdDr9QM6nW4VTm3PHpyJwieBT4C/1uv1i9mUdwj43zjNkstxpuKZxnlYvgn8T/cb6CLkCM48mhU4zT7hOH0nT+Ls45uLvCKOr/cP8Pl1KLSvVTg1VztxCgS9wP8E/osPrMOvAuU4y6MqWcLdHKgdLP4yuL8DXsKZdSAUuA38EvgbvV7f7sF2zRVes5+qHI5Fv2/78ePHjx8/fvz4+Yrg6SIFfvz48ePHjx8/fvw8NH7h1Y8fP378+PHjx8+iwS+8+vHjx48fP378+Fk0+IVXP378+PHjx48fP4sGv/Dqx48fP378+PHjZ9Hw0KmydDrdok9LoNfrVfd7zdf7B77fR1/oH/h+H/3z1Lf7B77fR1/oH/h+H/3z1Hf759e8+vHjx48fP378+Fk0PHKRAr1ePx/tmFd0Ot1Dv9fX+we+38e57J/VasVmsxEYGIhaPb81Pfzz1BVf7+N8989utxMQMLf6Cf8YurIY+we+30f/PHXFF/vnr7Dlx88DUKvVBAYGolI90Prkx4/XMdeCqx8/fvx4C37h1Y+fWRCV51QqlRRcHQ4HVquVgIAAAgMDPdk8P34kdrudmZkZOjs7aW1tJTw8nKqqKqKiogCk5cCPHz9+HheTyYTFYsHhcBAQEICySmtgYCDBwcELst/4hVc/fmZBCKwzMzOYTCaCg4MJDw8nKCgIcBVu/SxuHA6HNLEvlvF0OBxYLBaCg4MJCAigvb2d9957j7q6OsrLyyksLJTCq9Vq9Quv3B1ncK5bT2qmZyvL7nA4cDgc8sKsbKuYl4tlfvrxPcTc1Gg0aDSaB77Xbre7zGWY+7nrF179+HFDaKomJibYt28fdXV1lJaWsnPnThITEwHnQrbZbFKY9bN4sVgs2Gw21Gr1ohlPpfAKcOrUKV5//XUMBgOlpaV+l4FZsNlsmM1mHA4HQUFBBAUFeVQYtNlsUnulUqkwm83YbDaCg4NRqVRYLBbsdruL65L/EuLHUwhh9GGwWCxYrVaCgoLknJ3ruesXXucZcQMRiMG32+3yZu2O0Ap4qybIbrdjtVpl30RbAZfblmi/N/ZhNoT2LTAwkKmpKU6ePMl7773H6dOnKSgoYGBggOrqavLz80lNTZV9ttlsHtfk+Hl0xHgLAXCxIC5X4eHhAJw4cYI//OEPdHZ2EhUVRXh4uEtw4WJZf/OB2KNEwOV8B10+CHfNqntbQkJCXL6/X1sXq9VHnHnu56E4P8TzET93f99i66+vERAQgMVi4datW7S3t2O1WgkJCZEX6YCAAGJjY8nJySEuLm5W7azNZpO/63HH0y+8zjP3W3QPEnaUgp83ItonNmJlW8XXxSa4gtO8KgSZvr4+Dh06RH19Pf39/fT399PS0sLKlSt5+umn2b59O5mZmYA/MGaxspjmphKTyURYWBgAN27c4Gc/+xmffvopAIWFhWi1Whctx2Lt51zg7pPnSebKfLpYx1Op4BAoz0H382Kx9tNXsdvtXL16lV/84he8++67zMzMkJiYiN1uZ3x8HI1GQ2VlJa+88grf+MY3ZhVelWP9uDyW8Gq327HZbNJ5V9xulbemr6KpQ9xEZjNLCYHvYZ+Ju+nIkyjH9FG0GBaLBYvFAiBNs96+MYm5bTabpYa8t7eX2tpaxsbGaGtrY+PGjaxYsYL4+Hj5uUcxrcwHIqjMZrNJTYeYb4GBgbJfcPeCMdtFyT1Qzd1/ab79meYapQZOuHyI+Xv8+HFaWlooKiqiqqpKahO8tU+hoaEATExM8Ic//IEPP/wQgPLycl544QU2bNggtbJwfw2eL6Mcb5VKhdFo5NKlS1y8eBGr1Up5eTlVVVVEREQs6FirVCpMJhNDQ0P09/czMzODVqslODiYixcv0t3dTXl5OXFxcZw/f57R0VHy8/NJS0sjJiaGpKQkoqKiXM5Yb788WywWeWbcr61flNZN7GvgND97e599BavVKuWZuro63nrrLd5++23Gx8cB6OzslO+dnJzk+PHjmM1mrly5QmlpKWlpaURFRcm5GxkZOWdte6xdTaj7H9ZP7H43YG89JB4HocGz2Wx0dHQwODgIIIWJjIwMUlJSgLuLWykIPOqzXQiUgovwExQHhLvbgDg0VCqV9C/zdpSXg4SEBNatW8eNGzfo7+/HYrGg0WgYGxvj2LFjXLx4katXr/JHf/RHPPHEE3IsPS30ePJ5e7rvD0J52FmtViwWixTqPv74Y95880327NlDSkoKS5YscXHv8ZaDUgReqVQqRkZGeO+99/jd734HODWuu3fv5rnnnmPJkiXy/UKZ8FVDmDjFmm5vb+c3v/kN//AP/wDAj3/8Y5YuXUpERMS8PyflHBoaGqK+vp6GhgZ6enqw2+2kpqZitVr513/9V5qbm9mzZw/Z2dm88cYbjIyMUFlZyYoVK0hOTiY3N5fy8nKKi4vlGvemOTobyiBXo9HI5OSkDILVarVoNJp7NOTKs0Z8v1B72pfV1N9v/ixGNw8xp9RqNTabjcbGRn7961/z61//munpaYKCglCr1RgMBpfPWa1Wjh49ytGjR0lISKCmpoacnBwSEhIoLCykvLycjIwMqZV9nDNjwa7kRqNR3pzcDwbh1PuoWklvQ2jqlL5Lp0+f5ne/+x0NDQ0yMhggOzubnJwcHA4HZrNZ/jwgIIC4uDhycnJYunSpNE2L3+8J30r3VDtXr17l448/5vTp09jtdpYuXSr7MjExgVarZenSpaSmphIfH09ycvKCtvfLIuYgQExMDFu2bMFkMgFw6dIlRkZGpAZ5amqKgwcPMjU1xe3bt9m2bRt5eXloNBqsVuuinsdfBpvNhslkQq1We70PqdA8K78fHh6msbGRmzdvkpmZ6bWCgYiYv3DhAu+++y7Xr19n+/btPP/886xevVoKrnD/AAmbzSYvnuJ3Ah73CXVnNo3/w3xGvHd6epre3l4mJia4fPky586dk+8TljHxmflE/P7p6Wk+//xz/uVf/oWGhgbi4uLIzc2lu7ubmzdv0tzcDMCFCxdobGxkZGQEgPr6ekZGRrDb7QQGBvL000/zF3/xF+Tm5s5rux8Xo9FIYGCgfM5NTU2cOnWKy5cvMzw8TEJCAitXrmTlypUkJyczNTXF+Pg4KpWK0NBQuacEBgYSFxdHXFyc/N3zdRaazWbMZjPgKkArFUvK+eIe46F0pxPnidIyLd7j7WeD2WyW+0FAQADHjh1j3759TE9PA07/bOG6pBRghYwHMDg4yPHjx6XsExcXx8qVK9m5cycrVqxAq9U+1oXkS+9UDocDk8nExMQEIyMjmEwmoqKiiI2NJTAwUE6A4OBgwsLC7nFG/yKUkZjedHg8iMDAQGnS6+7upq6ujv379/P+++8zMDBwz/tDQ0NdJrHQBmVkZFBRUUFZWRlLly4lOzubJUuWoNVqgYXXcIlNE2BgYID9+/fzxhtv0NLSglarpb+/nytXrjAyMsLg4CAhISFkZWWRlpZGRkYGBQUFZGVlERMTQ3x8PPHx8V51SLojnm9sbCy7du1CrVYTFRXFuXPnmJycJCQkBKPRyNDQEEeOHGFwcJCJiQl27NjB8uXLXUy2Cz1WVquV6elpJiYmMBgMch1qtVrCw8OZmZlhcnJSzlWhpVWr1VIwEtHYQhslIkfVajUajQabzYbVakWj0cibeVBQkNzMhHXBmzQNBoMBi8VCZGQkGo1GXkIAkpOTSU1NxWw2Mzg4KKNklQEknkQ8T7Fment7OXPmDBcvXiQqKoo9e/bwyiuvyH1S5CJW7pvCVULpQjIbntYSKVPsPKrfv9IdxOFw0NDQwJEjR+jt7aWtrY2GhgYAVq9ezdatW6UJc74ECaUQY7VaaW5u5pNPPuHAgQOA068+ICCAyclJ2tvb5ee6urrk/4ODgzGbzS6vv/XWW8TFxfGNb3yD3NxceVn0FsuHcLMSZ77NZuPixYvs3buXQ4cOceXKFaanpwkPD+fq1au0traSk5PD+Pg4vb29MuOCkAE0Gg3JyckUFBSwdOlSkpOT5ZjN1V4jnl1wcPCcX75nO+uE+5a7xdVb9k2hdQW4du0ax44dk/MyPDycyclJJicnAef+GRUVhdlsZnx8XKaXBBgfH5cuBjdu3KCpqYnbt28TGBjI9u3bgbuy3qPKBF9aghgfH6e5uZnjx4+zb98+urq6WL16NTt37iQ8PFyaycWkKygoeKTfr8xxtxhQ3uR7e3v553/+Zz788EPa29sZGxub9TPuKndwBmM0NzfT29vLyZMnUavVFBYW8id/8ic8++yzwMKbA8VG4XA4uHTpEocOHQLgtddeo7y8nJGREZqamqQ5dnBwkKNHj6JSqYiIiCAiIoKQkBCWLFnC888/z549e4iPj/f4QTkb7ptHXFwcO3bskO2fnJxEpVLR09PD2bNn6enp4erVqzgcDmZmZggPD2f58uUAC66BNZvNdHZ2Ultby9GjR2ltbaW/v5+goCDWrl1LWVkZLS0tnD9/noiICBkVmpKSQkxMjDTrORwOtFot8fHxBAYGMjw8zPDwMFqtlvT0dCkcCz+8mZkZkpOTpYZdbMqevqAIi4HVaqW+vp6uri5WrFhBbm6uS9vEQSI2bG+aj3BX2yra3NHRweXLlzGZTBQXF1NVVSUFVbPZfN/DV+nn+yCUl1VP8GW13WLOGQwGrl27xgcffMDHH3/MxMQEQ0ND2O12ysvL+clPfsLWrVsJDg6WGrH5QPm8Z2ZmuHHjBh0dHS7vaW5udrlIuTPbayMjI/zd3/0dIyMj/OhHP6KwsHBuG/6YiLUk2L9/P2+++Sa1tbXSBQucmujTp0/T1NREVFQUFotFCj7ibBAuBWq1mqysLLZs2cLTTz/N8uXL5fjNxXqdD8FfaJFFvmV33Oe5Nwiu4vIo9pDm5mbeeecdrly5Muv7s7Oz+dGPfsSaNWvo7e2VLgNNTU2zvn98fJyPP/6YkpISF+FVub89LF/6dLl9+zYnT55k//79HDt2DHAuqrGxMYKDg6XJIy4ujiVLlpCXl0dMTIwMgBGO6yEhIeTn55OSkiI1OImJiS4bsJjs3u43OTExQXd3Nx9++CFvv/02LS0tgPMWEx8fT1xcnNwohSbMYDAwPT1NcHAwERER2Gw2urq66OrqkjeWW7dukZSURGpqqly0MP83bXGBEAustbWVY8eO0draSllZGa+99hoFBQXcvn1bmoIMBgO3b9+Wm/TY2BiXL1+mq6uL6OhoGYC2EO1/HMSCCgoKIiYmhg0bNpCdnY3RaASgp6cHrVbL/v376e3t5dq1a5jNZiIjI4mMjCQnJ0dqgOa7nWJOTU5Ocu7cOd566y2p3RE0NzdTUFBAe3u7NP0EBQWh1WqJi4sjPj5eaoztdjsRERFotVrUajWjo6OMjY0RFRVFUlISk5OTjI2NER8fL9d0cHAwJSUlbNq0SZquxSHmiTEWAl9gYCAGg4Hjx49z5MgRxsbGSEhIcNGOm81mTCbTrEKbN8xPpalyZGSEo0ePcunSJZKSklizZo28NIgcpu6IQ1L4mfX399PU1ERXVxdGo5HQ0FBSUlIoKCggPT1dmjuF5WshUGpNxd80GAxSC/dF2jCTyeTSv9/85je888479PX1AU7tV3Z2Ns8//zybN28mKirKZY7MN+JZpqWlUVJSgsFgIDAwUFYrioiIQK1WExcXR0ZGBiaTiatXr9Lb20tAQIBUdISFhTE2NsbExATHjh1j/fr1MihG/B1Pas2Vua9Fxpb333+fo0ePMjo6Kt8r2mg0Gunr65PjBHdN0na7nbGxMWk96u7upqenh+HhYbZv3866deuIjY0F7lotv2zfxZxrbGykubkZm81GSEiITAsZGBiIRqORVmVl8JjZbGZqagqVSoVWqyUiIoLJyUm6urqwWq0kJydLmSYkJITk5GTS09O/MNG/J1Cu+ZGRET788EPeffddOjo6pJXNbDYTExNDcXExu3fv5o/+6I9IS0vDbreTkZHBkiVLuHDhAi0tLfT19TE2NoZKpSIkJITR0VGMRiNnz57l4sWLrFixguDg4PumDX0QX1p4nZycpK2tTfrpgPMmtX///nscr5UBPWJyCy1PaGgou3fvZtWqVRiNRkJCQqisrGT58uVyQS6G2vJGo5Fz587xm9/8hkOHDtHT0yNfS0xMZNmyZSxbtkxO2MLCwv8/e/8dHfeV5feiHwAVUMg550wwgARJkAJzThKTYndL05J6Oky1373j8died6/9bN+7vOwZrxlPj2fgVge1pFa31KIkUhRJkSLFDAYwgQhEJHKOhYwKKLw/SufoV0UwSAJQBai+a2mBqnhOnbTP3t/93SQkJNDT00NHRwf+/v5EREQwMTFBSUkJRUVFVFZW0tTUxNjYGBcuXCA6Oprw8HCSkpIA7ETKZwLKykNgM4Bu377NxMQEycnJUrA/KiqKoKAgfHx8mJyclBuzVqult7eX48ePU1lZSWpqKnl5efj5+QGucdN8GBxDqyEhIQQGBsrnxsbGZD+++OILGhsbqamp4ZNPPiEgIICDBw+SkJCAh4fHjJbnVK41s9lMX18fg4ODD7zOYrFQXl5u95jwknd3d9sl2cGj1QbEvJiYmMDX1xdPT08GBwfx8PDg7/7u7/jrv/5rwGZMabVapxqvYDtUq6urOX36NNHR0WzatInExEQ5Jso9ytH4cwXagKAAWCwWGQrv6Ohg586dbNq0Sc5LtVr92EOgpaWF48ePc+TIEYqLi7FYLPj4+JCcnMzLL7/M66+/jqenp1SqmE3Klvguq9VKaWkpDQ0NhISEkJGRQXh4+ANJoQ9DW1sbZWVl0oHi6enJggULeOWVV9i/f7+kX810/oDys7VaLenp6WzevJmkpCQZqfP09JQ5D6GhoaxYsYLVq1czMDDAhx9+yKVLl+jo6KC6upqOjg5pyIFtfdXV1dHX12dXCtiZEQ+xptra2nj77bd5++23qaurs+NCgv26UqvVeHt74+fnR0JCAtnZ2cTGxkpN0aqqKhobGxkcHKShoYF3332XxsZGfHx82Lp1q/y86TDcT5w4wd/93d/R29tLSEgIZrMZo9GIWq0mMDAQjUbD6Ogoo6Oj8uIjIo6BgYHExcURGBjI8PAwXV1dDA4OolariY2NJS4ujujoaBYvXszWrVtZsGDBt2rrdEMZhTAYDJw7d45Tp05RW1sL2ObzxMQEWq2W/Px8fvKTn7Br1y7UarU84/Ly8li8eDFdXV3cuHGDEydOcP78eWnHCJSWlvLb3/4WgOXLl8v97evYet94loeHhxMSEkJvb698bKoQh/IQEVBO5LGxMS5dukR9fT2jo6NMTk5y8uRJFi1aRF5eHitWrCA5OVl+1sjICCqV6mtzaKcbjlyblpYWLl68yJkzZ+w4S0FBQezevZvnn3+euLg4mQEbHR1NSEgIw8PDjIyM4O3tjbe3Nx4eHuTm5rJixQpOnz7N2bNnKSsro76+nvLycumNhQcTT6YbjmPX0NDA/fv30Wg0xMTEyInu6ekp+Y4eHh7y32DzvD/33HP09PTg5+dHQECAndHg6lB6Z5QGqE6nY9u2bWg0Grq7u6WnuaGhgaKiIvLz82Wy3Uwar8rPDQwMZO3atajVapYuXUpnZ6ccv9HRUcbHx9Fqteh0OqxWK0ajUfJXOzs7qa6u/trfPzw8LP89OTlJeXk5HR0dREVFOT0EL/qu1WrlOI6NjT3UwHMUUHcFKOeOSCrr6uoiIyODffv2kZ+fj0qlklQi5XwQ0QMvLy+ampo4c+YMFy5coKysjNu3b9t9T1NTE0lJSWzatInU1NRZuVgK+SMR7p+cnJTt/PDDD+nv72f37t1EREQQHh5u9z7HZBqRKFlTU0NLSwt5eXl4eXlJnnpqaipbt24lPT3dznEyk31UGq8ajYa0tDRCQ0MZHByUmtIqlUp68sQlQq1Wo9PpePXVV0lNTeXMmTMPeCeF4TsyMmJn0DoLSrpKdXU1b775JocPH7bbU7RaLdHR0cTGxqJWq2loaKCpqYnFixfz/PPPk5GRgbe3N5GRkYSGhmKxWOju7qa3t5fu7m6Ki4s5ceIEtbW1FBYWyqTg7OzsaYtGDg0NScpjT0+PfFyoJDwKwhHwsOeampoICwujtLSUK1eukJWVRXx8PH5+fvj4+MjoakBAADqdbtYvIeJ3E5JXH3zwgdwnPDw85DyLj49nz549bNy4UXrZxdmiUqkkVTAyMpLw8HCGhoakpJa3tzdeXl60trZy/PhxlixZwvLly4GvIkQzZryKyREbG8uaNWvYuHEjZ86cwdvbm8DAQIxGo7yJKEn3wuU8PDz8wAHR0tJCS0uL/P/S0lLOnTtHbm4uu3btYtu2bWRnZxMQECC9Xc6GuOmJw6K9vZ36+npJVAYICwtj06ZNvPrqq6xbt27KzwkMDJSek7GxMXQ6HTqdDq1Wy/Xr1+XvKZ7/Ju71bwrHhJXR0VHGxsbk5iIWl0jeE8k8YE9I1+l0dqoJcwlTcVbFTdzT05P8/Hxqamrk5trX10dzc7NdiGwmDSKlcodOp5MyOtXV1dy/f1+GbMTm7ljZTYSIW1paKCwspLKyUlZvslgsUiVEqIJMTEzQ19dHf38/ZrNZJiiOjY1J6svg4CCRkZFONV6V4zY0NCQvm0LD1dWM1IdBeCPAtsfcvHmT/v5+li9fzsqVK+UaFNnB8NV8Exeuvr4+Pv/8c/7hH/5BctGCgoKkA0AYRY2NjVRUVBAdHY2Pj8+Me12V8kdjY2OUlZVx9uxZjh07RlFREdHR0TKCo5xHyn8rw/5Go5Hm5ma0Wi1r165leHiYa9euERISwuLFi4mLi5Pvn21Or6enp6QUPQoiVC7WUmZmJrdu3XpgHQlHUWBgoJ0jx1nrTcy9trY2PvzwQ373u9/R1dWFVqslLS0Nf39/AgMDycjIICcnBx8fH27fvk1JSQmrV6/m9ddfl5E8JdLS0uS/KyoqCA8P549//CMVFRUcPnyYwMBAXn75ZTuq0rcx+lasWMHBgwcpKytjfHxcXuKUF1vH6JRwBAhKpNDZFtn6Ih+ir69PRgOuXbuGRqMhKyuLiIgItFotMTEx0vOenp4+a8ar8oI8ODjI2bNnef/99zl//jwDAwOo1Wo0Go2km+Xl5bFx40b8/f0lXUNJwxLUQF9fXzZt2kRTUxO1tbWUlpba6fU2NTVRXl5OfX29pNl9nfn7tX8d8eEajYY1a9YQHx9PaWkpjY2N8rmGhgZaWlpkYwQXpKuri88///yJbopGo5Fr165RV1dHUVER+/fv54UXXrBb/K4kYyM2UaXXccuWLfzN3/wNS5cufaL3W61WGU4qLS2lsLCQ+/fvA1+57GfTeHWEOCAjIyOJjIx8IIynXOBKr4qyvvF8gKg9LkIor7zyCl5eXvzH//gfaW9v5/79+7NmvAooF71GoyE7O5uEhASMRqO8PCpD/o5ZrmNjY+zevVsmFwqpGsFjV6vV0mv08ccf8/HHH8uSgGIdZmZmkpOTQ2JiIh4eHl87DDRdUGYOT0xMUFlZSUdHB15eXoyPj9PX12d3mfLx8cHHxwej0SgNXVeAWEOCatTS0sLly5dpbW1ly5Yt8uIA9uMv9glxYbl58yaHDh2ShmtUVBR79+4lLS2NkpISjhw5wvDwsEyYeVQC0XT1y7Hd9fX1/PKXv6SwsJCgoCC+//3vs3z5cjZ+qaEs5q6jR1i5/3t5eRETE0N3dzf379+Xh+XGjRvZvn27pAuA6xZuaG1t5e7du4yMjBAQECD7IqhASv5zWFiYzCURmO3zUEl/qK+vp6CggE8//VR6ILVaLc8++6wML2u1WnmxzcvLo7e3l9DQ0CkNV0csWLCAf/Wv/hVWq5X//J//M/X19Xz22WeEh4ezfft2aQB9G6xbt47U1FR6enoYGxuTDjhlFFKcdZ6enuh0OgYGBrh37x4dHR1YLBZ6enro7e3F19eX0NBQRkZGuHPnjh3FEmznaVVVFS0tLbKQj0j+DQ0NJTY2Vr52JrnMygtgVVUVb7/9NsePH5e0RBEZ0Ol05OTksGHDBrnHOybnirmprKS1c+dOJiYm+N3vfkdRUZFd5F2s09DQUEl9eVK77huPtNVqJSAggEWLFrFo0SJ6e3tllmB9fT1tbW12E8nf35+Ojg6Cg4MpLy/H19cXb29vOWi9vb20tbXJRert7Y3RaKSzs5Njx44xMDBAd3c3q1evJiMjg7CwMKcmcCk3EbAZDErPI9jc64sWLQJsNxpB2FZmYwqjVa1Wy9vL2bNnefPNN7l69apMEHKG8LzyoBgZGaGtrY2BgQECAwMJDw+X7RH14R09GkpCumPylytCeIunkutxLIFrtVoZHx/H19cXnU5HSkqKnO99fX3yljpbEPNRVERRq9UPzXKdCoGBgQ/V41WGBAcGBrh69aqMMHh4eMh61jt27GD9+vVOT0RQbsaDg4M0NjbS2dmJxWLBZDIxOjpqt4FGRUURGxtLS0sLdXV1mEwmO9kvZ0K5x3R1ddHZ2UlSUhLr1q2zM8aUv7modDg5OUlZWRlHjhzh6tWrqFQqFi9ezDPPPMPzzz8vveTit4iIiCAxMZHAwMAZS9hSHsJ9fX1yDd24cYPjx48zNjbGD37wA1566SUSExPtOP1THd7KsdZoNBgMBs6fP8+VK1e4d+8eGRkZPP3006xatQq1Wm1nbM02xG8qDCHlJXJgYIDi4mIKCwupqalheHgYq9XK0NAQ7e3t8jKs0Wjk2ktNTWXJkiX4+/s7TQNcOT/Lysr45JNPqKmpAWze/Q0bNvD000+zcuXKB94bHBwstWpFtFZooCrH2mw2Mz4+TlBQEEFBQezatYvCwkJZvlskvb3++uuyYto36YdwsinX1ZNi0aJFdHV14eHhISUjfXx8CAoKYnR0lOzsbG7duiXVFnp6emhvb8doNNpFa69evYqvry8RERHs3btXVkX8Jtn4j4Pos/jc/v5+rl27RmFhobzA+vj4yETQyMhIDhw4wIYNG+TF2ZG+qYymiM+Iiori2WefpbGxkcbGRrt8oP7+flpaWhgdHZ0949XRk6YUEI6IiJBeNwFByN29ezfj4+NS/sJisdDW1kZhYSHHjx+nsLCQkZERxsfH5fMAN27c4NKlSyQkJPCzn/2MV199lejoaKdmVyq/V6lxK1BZWcnnn3/OmjVrJDUA7KWnHJNEOjo6OHz4MJ988gnDw8PyNwgJCSElJcWONjEbYT3xHQaDQWadGwwGO8I6PF5ex5VqjD8Myv4+TGtSeBQ9PDzkZaOmpoaLFy9KQrrjxWY22y82oulcE8KAMBqNXL9+nerqajsd5yVLlvDCCy+wb98+6QWaic32SeGYxNbf38/g4CCenp4EBQURHBxsZ+ylpaWRnJzM3bt3qayslH2biq8/m1COJ9g8r76+vuzdu5cf/OAHqNVqxsbGpJwQ2F80ysvL+d//+39z9OhRhoeHSUtLY+fOnbz22mskJSVhMpnw9fVFq9UyPj5OZGQkCxcuBGzGhNVqndaLiFJRAGxensLCQjQaDdXV1eh0OvLz83n22WdJT09/os8UlBYPDw9GRkY4duwYv/rVrzAYDKSnp7NmzRqWLl06awUJHgVlwqNQUfDw8KCnp4fPP/+cd999l0uXLskciMnJSTkXxTwUzpGkpCSWLVsmk3eFQ2S2jFdhYGg0GukxvHLlih0vdOfOnfz5n/+5dOA8CsqKjFNRRJRnS0pKCq+88gqTk5OcPn2aO3fukJyczPe///1vbLx+2/0yMTFR0lKUlDkxHvn5+QwMDGAwGKiurpaSUg0NDdJBJfTDz5w5Q3p6Onv27MHLy+sbS0k9DkoahNVqlTqsysiLcv9LT09n3bp1pKSkSEfJ49okfld/f39SU1NJSUmhv79fOneEksg3mbff6teYmJiQvBBvb29poDzMSygKFjgiOjqasLAw4uLiWLt2rdQSFQshPDxchiGampq4cOECK1euJCQkRG6uzsqMFUZOWloa69evl+GD8fFxbty4IVUEVqxYAdgSXARpWQysyWSipKSE6upqbt++zRdffCETYSwWC/7+/qxfv57du3fLMqQwu9Jhvr6+ZGVlER4eTnFxMZcuXSI3N1cqRwjejPg9Jicnqampoauri6ioKLuScK4K4Tl+HMVBLFiLxcK1a9ekFIy4QStlp2YbjnxA5UaupAwIz5xSukxwtcR7wdZXQdW5cuUKb731FtevX7f7jsWLF7N+/XppuIrNz1leduWmOj4+TkVFBQ0NDVKKKCAgwG4uiuTT4eFhent75YXZmdxYsZ95e3vLeVZUVMTk5CTp6ely7SsrZYk2C5SWlnL8+HFaW1tJSEjg4MGDsvQo2OZKdHQ0kZGRDAwMYDQa5eXYkRs9XRDtGx0d5datW7z99tsMDQ0RHx/Ppk2b2LdvH9nZ2QCSQ/io5FzlfK+rq6O4uFh6Kf38/IiOjra78LsCfUnJQQdbu//0pz/x2WefycccNcCVkZXw8HC2bt1q582c7X4pI2l9fX18+umnfPTRRxgMBvz9/Vm0aBF79+5lw4YNqFQqRkZGpFdOqTwknB6PopaJPVnwSXU6HRkZGdJYBJsHbzoSmC0Wi7y4PQrKXAMvLy+8vb0faciFhIRIWa+UlBRiY2NZsmQJ9+7d4+LFi1RVVUnjFWyFKsRamalEUsfEx8HBQYaGhuz2bXHpX7VqFc8//7zUFH4SY195mRL0J19fX7vfydfXl6CgoMdGWKbCtzJeRWKHEo/7YuWkUPKYEhMTSUxM5ODBg9y5cweVSsWhQ4cAW8KF8ECK0I8wEJ1lvAqINvn5+bF582apdXrp0iU6Ozu5fPkyeXl5JCYmSn1J5cTv7u7m9u3bfP755xw9epS6ujr524AtnLtu3TpeeuklyXMTBshs9Fe0IygoiPz8fM6dO8eFCxf4/PPPefrppyWfV1xcBE/Gw8ODkpISzp49S2ZmJjt37iQtLc3OU+tqFAJhhCs3QbEAReRAGH7Dw8NcunSJDz74gFOnTtHe3g7YDKE1a9ZIA0F8hjPwuO8VWdqPw8TEBFVVVZw+fVrKNHl4eBAYGEheXh65ubkEBATIeelKesz19fXcunXrAWqOsqhIf38/AwMDMsynVMNwVlTHbDbLsenr6+Ps2bOUlJRIfq6AY4hVCLfX1NRQVFQkE2HF4SMye8V7w8PDiYiIkFnhIvFypvYX8Znd3d3U19dTVlYm2/3aa6+xZs0aeWl4lAygktcMtjFsaGiQRoQwQh5l3DsTYq9paWnh008/5ezZs8BXFCxhxIgzcnLSVoEoPT2d7du3s3PnTrvysLNtvAoDZGRkhKKiIs6ePSvpAsuWLePHP/4xmzZtkq+b6jL/ddssfhuhGjI6Oiqf8/Pzm5b5OpMlksXcE6owa9eupbm5GY1GQ0NDg52SUHBwsB1NbaYhHJCC1qhEUFAQL774Ii+99JKkqAhq0qOglC8Ta1Io3AiMjIzYafmK9z0JpnWUlMk6jjcX5c1RSXyeylO7dOlS/uIv/gKtVssf//hHuZBFeUohLeH4+c6AcgC1Wi3PPPMMBoOBqqoqmpqaaG5u5o9//CMqlYqf//znsp1ms5nGxkYOHTok5bWE4Qq2zTwpKYmNGzdy4MABVq9eLXkms3moKr8nJCSEmJgY4CtJqOTkZAIDA1GpVJjNZruJOTw8THl5Ob29vaSkpJCUlCS9s65gvDry+qqrq7l06RKlpaUYDAYCAwNJTU2VgtKC19zf3y/DZMXFxdJwBVvpyddee43FixfLx1zJmANkxSGRfKfkak91oNy7d4/f/e53HD9+XJY5VqvVHDx4kJdffpnMzEw8PDxkVGEmtYcfBbFRCnHx2tpazp49K3UK4SsO7MjICP7+/hiNRqmyEBERwcKFC6XR6AwOoYBy/xweHpaVmFatWkViYqJ8Toj6iwNFcO4+//xzTp06JatK7dy5U1Y5FIa7oGyNjo6SmZlpV6lppmk+jmeEh4etGp9Go5GqKl9HWWZkZISJiQmio6OJjo6mubkZT09PgoOD7Ty3zhpPR3pbZ2cnV65c4dNPP+X06dMy0iY8jAIi98NqtRIUFMS/+Tf/RobMZzqxbio4FiK4ffs2f/rTn2RBHoC4uDi2bNlCVFSUHQd/ujCVk8HZCXjKKI3y30pHlfDSKj2S8fHxpKam4uPjIzVhRSKeeK9Iip2NPkz1Penp6SxevFhG4ITc59f9bEB6zwUqKyu5cuUKa9askUl7T6oYMa0jrrwpPGyTeFijxIQ0m814e3uzadMmfHx86O3tleEUi8XC8PAwjY2NNDc3203e2aqU4gjR57GxMSlkvGHDBurq6vjiiy+orKzkxo0bUqQ6NTVVShhVVVXx29/+1k4DLTg4mKioKJKSkuShk5eXB/BIA2Mm+ybg6elJYGAgfn5+mM1mOjs76evrk3xe5bgbjUZ6enoYHBzE19dXlh11JYhwjGhzRUUF77zzDpcuXZKvycjIICsrS3IDNRoN7e3t3LlzR3q1hAxMamoqBw4cYMuWLfKm6ZjENttQbqKTk5NUV1dz48YNWlpa8Pb2Jjo6WlZ6M5vN+Pr6EhcXJ9UkmpqaOH78OB988AGtra3yt0pPT+e5555j06ZNTuubI5Rlk0XBlBMnTkgPzcTEBNeuXaOrq0tqaZrNZkpLS6mvryclJYWUlBS7g9aZxo6AoGdNTk6i0+mmNOqUcjejo6Pcvn2biooKVCoVGzduZN26dfj5+TE6OmrXv9raWtra2sjKyiItLU0+N9OXY0cPvdVqlVUF4+Pj5eNCclHpxVF6mwXnNTw8nMTERLRaraSbpaSksGjRIjuNWGdeRoT3FGwKEL/85S85ffo08FUURDhqBJQGhUqlsqs+6Qx9V+GAEmNXUVHBZ599Rl9fHyqVCp1OR3JysnRyzAT1Rswd5fxx9vnyOIeS8gwQ0pIeHh60tLTIZFLxuvT0dJKSkuwy9mdi3op5JXi1xcXF3Lhxw46ysnjxYvbs2WOnzvJNLiLKdavM9enq6uLWrVt29QKelP7hUnoholqFQHZ2Ns8++ywGg4Hr16/LH/vu3bt88skn7Nmzx648nDM9XIK4bjQaycrK4l//639NZGQk//Iv/0JzczNlZWX8/d//PVqtlra2NlmcQJl5Fx0dzY4dO9i6dSsLFy4kODjYLtFrtsOYjt8VFhZGTEwMarUak8n0wAEkQi5Wq5UbN25w8+ZNBgcHWbFiBQkJCXbJRM7ylD8KIuNVibq6Orq6uuzKVppMJhni8ff3Z8WKFWzevJm8vDxycnJkP12BX6c8NEdGRjh58iRvvfUWnZ2dsjqWoESYTCYCAgLIysqSQvWVlZUUFxfT1tYmPy8sLEwKg4uwrNKb4Oh1mC0ob+xjY2NyDgqvntD9vHbtmvxNxH4jijeIQiGi/a6QDCo4gcJrrNzold4egYmJCTk/g4ODycjIsEvsEb+R0Kbu6+vD29vbToZwJpIOxQE2MTHB0NCQXYGLwcFBysrKWLFihZ3xKhKRlAogykQ2g8HA+Pi45LZ2dnZiMBgICgoiLy+PRYsWucRFUngsRbuLioqk4apWq/Hw8LDLOhe/v9JANRgMFBQU0NzczKpVq0hJSXFKBEvpnRP6pWA7H9auXcuqVatkm2bKg6/k58PcqMIJ9qWaW1pa+Pzzz7l06ZIsiKBWq0lNTZVSVDBznldH4/XGjRuUlpbavSYnJ4enn36ahIQEu8vj14VyL52cnLSz9ZSKJ+L5J4HLGK+iY0pBao1GQ3JyMklJSdy+fdtucVdUVNDR0WEnYjxbELdPkVGo0WgeSPSJj48nNDQUPz8/ySO5cOHCA7fljIwMaagmJyfLxa/UcBRu+tnepMQ4CK9OfHw8eXl5ZGVlcefOHUpLS2lpaZHE+dHRUby8vOjv76e4uJji4mKGhoaIjY2Vxqsyi9/ZcGxDVlYWL774IklJSVK2raWlxa7SioBKpZKi0rt372bLli12BgK4hvGqxOjoKOXl5RQXFz/ydbW1tURGRjI5OUlnZ6csyiCMAG9vbwYHBzly5Ag3b94kLCxMXmxSUlKk8shsK4E4chuFcST+7enpSUxMDMHBwXh5eeHn54fFYpF8M8cbvzM9OcrvFqE2b29vuac4wjHJQuyVk5OT+Pr6ykumiB50dXVx6NAhCgsL8fb2Jicnh5SUFDujY7r7o9xPBgcH6ezslM+bTCZu376Nr68vIyMjUg7xYbJF4vO6u7u5du0aWq2Wnp4eGb5OSEggJSVFvt/ZUR9HD6TQUwbbXuKYoKUMs4ps7PHxcU6ePEltbS3PP/88P/zhD2WSpLOkspR7XHBwMJs3b2bFihV2KgHT9duLC8zY2BgjIyN2nNfw8HCX22+nwvj4uKQ8Dg8PU1hYaLcfL1y4kI0bN5KdnT3jnlelQenh4SETjZUyj8Ih9W0LzpjN5idKhPs6cBnjVUB5O7VarQwPD09ZlUulUlFVVUVOTg7+/v6zWi5WeByVA6rcnEdGRjh37hznz5+nv79fivwqvQhgk+j53ve+x969e4mPj5eaoY6TxNmcSaUczfLly1m/fj137tzhs88+Izc3l5UrV8pKOF5eXoyMjHD//n0aGxvx9vbGx8dHGuOC3uEKt2THNixatEgapPfv36e5uZnbt29z+/Zt+vr6mJyclBWnLBYLgYGBLFu2jK1bt0oe4pPIh8wmlH309PQkNjaWqKgou1KTjhgfH5dUFrHulMkvnZ2ddHV1cfr0afz9/WUiYlJSEs899xzPPPOM1Ap1bMNswXHDDwkJISMjgx07drB48WJ0Oh3R0dEMDw/z61//mqNHj8oiHK4wN5UQdKqIiAgWL15sp8fraGyK8Lvwzvr7+9sZuyLh5erVq7z99tu0traSlZXFli1bZAKQSNqazgPTcR56e3vbXdDHxsa4d+8eTU1NlJSUsGrVKtauXcvq1auJjIy0+6yqqiqZYHfz5k0+/vhjKfTe2toqNY4dx9GZ4+r4Wy5cuJC0tDRqa2sfMFwd4ejwqKur47PPPiM7O1vymGdbKktA+Zv6+/sTGxtLREQEHh4edjzsbwslLWZgYICKigpZhj0gIICoqKg5UXZcUD7Gx8cpLS2lqqqK/v5+PD09WbBgATt37mTbtm2S6iIiyjPRJ+V88fLyIjc3l6eeeopr167Ji39jYyO3bt2SilDwzcqdK7m+Hh4emM1meT5ERER8oypxrnPKfgllw0XYROlSFjCZTFy5coW0tDTWrVtnVwVjum9govKV+GwxAUVbh4aGqKiokMUZampquHfvHlVVVdJIEAbr5OQkWq2WxYsXs2/fPvbt22eX3KP8PmEkO3sxKr8/ODiY7OxskpKSJNm6pKSEZcuWyd/dYrFQVVXF+Pg43t7eUk7LFSF+a5E9GRISwqpVq0hLS2NwcJD8/Hzpfezs7OT69evcvHmTlpYWmpub7arfiCQKVzNexQbl5+fH3r17iY2NpaamhubmZnp6ehgaGmJkZISBgQGpwacMbwmOlhhDJbViYGBAhqjv3r1r56EXxslsemDFd4n15ufnx7p169i8ebMUdY+OjkalUsmSh2FhYXb0B2evN0cI2sDY2BhtbW309PTIcpjK14BtPBoaGujo6ECj0ZCfn2/HV7NYLFRXV1NYWCgT2RYsWGCnjjFTa1WZNZ+cnMz69eupqKiwi6oZDAZKSkro7OykpKSEzz77jJCQEKkHaTKZZFTE09OTzs5Oampq6OzslEaeSGCb6txwFhyzs/ft24evry8fffQRlZWV+Pn5odPpGB8fl9xz4aARZ4iyTOe9e/c4ceIESUlJrFy50iVkCMfGxujv72doaEg6Mr4NRJKToHMJWktbWxvHjh2jvLwcPz8/UlJSCAkJcYlo3sNgMpmktr3ZbOb999/ngw8+sKNjZWRksGbNGjs5zJncixyTzIaGhujt7bW7LAlqkdgnRVufZGyVbVfS7pRUErEPKHnpT3p+us4p+yWUG6enp6f0cDpifHxcbuozDXGIC5jNZkwmE2azmZaWFkpKSigqKuL8+fPcvXvX7n0i+1qlUmE0GhkZGcFoNOLl5UVYWJj0KggDQXg8XGEzEnD0MC9evJiNGzfS3NzM5cuXeeuttzAajSxfvpzx8XFu3boleVCOPEhXgZK+IH5rcflRq9VERUURFRVFRkaGfE9/fz9RUVGYTCa6urowGAxcvnyZnTt3smjRIpeTiQLsxs3b25tly5axbNkyWlpaZKLS2NgYHR0dXLx4kba2NvkbiMo2gCztqIw4CDkjUY9dq9WiUqkeqGA1W8ar0vBUq9UsXLiQwMBAWZ5SebkS7RPlb4VB7iqGqyPnVaVS0dTURFFREXv37pXPjY+Po9PpZN+MRiO9vb0YDAYiIiJYuXKl3WHY2trKsWPHOHbsGOPj42RlZZGfn28nZTQbl6/g4GC7gjU3b94EbOMmLkRCvutJIHiwVquViIgIkpKSXCJRS0CpMqNSqYiKiuLll18mJCRESqApEycDAgLQaDRcuXKFjz76iO7ubiYmJqRhYTKZuHr1KklJSURERMh9arZzP5T7unDwiHC00mGj1AB3fN9Un6WUKFTKVw0MDFBYWMj169dlNMgx0dJV1rASglY4OTnJxYsXeeeddzh37px8Pj09naeeeorMzEw7CshMrkVH47W5uZn6+nqZzyKch0otcPHaJ4GSj93d3U1DQwPd3d12709LSyM3N9euxPGTXnpcznhVQhkKc/zBAgMD2bNnD/n5+cBXlWWm2+s61cErPI63b9+mpqaG3t5e+vv7ZRgDbLXh09PTycrKYvHixZjNZk6fPk1paSnDw8MUFRUREBDAkiVLpESEUiPVlSDGQXhSly1bxp49e7h+/Tp37tzh3Xffpb+/n8TERDo7OxkeHiYoKEgKrBuNRqcfHo6Yalwds5odERwcTG5uLpWVlVy6dAmj0YjBYGBoaEgaEa4Kx/7ExcXh5+fH4sWL0Wq1VFVVcf/+fYqKiiSPWxyEoaGhREVFsWDBArKzs/H395fGnlarlWUsVSoVS5YsYfny5bNaCU5AGaUICAjghz/8IWazmfj4+Af2BcdDVIy7q12yBMThIcpLCpjNZjvZQKUBr/S6izG6du0ahw8fpqKiArBJu23cuJHQ0FB52MwUd9AxAS4uLo5nn32WiYkJAgICaGhokAoeTwJxwQLb+Pn4+Ejaz/bt2+2qdLnK/uMYRt+wYQM5OTnSESM8jeLCsmzZMrKysnjrrbcoLi62u1h2d3dTW1srizLA7JczdlwvIvFRtEVZzMDReFVKZoJ90QLHuWK1Wrl06RJHjhyxKwjj6enJ8uXLeeqpp2RVMlc6P0VkTzhIPvnkE377299y584d+ZrMzExee+01nn76aaKjo2ckWXIqOHJeIyMjiY6OZmRkxG6PcWzLk/y+YhwnJydpbW3liy++4NSpU9TU1NjlLgHfONrlcsarshPiBjAVDy0pKYlVq1bJ/zcajdOqL6nMbBWqAL29vbS1tUlR5lu3btkNrCjhKjQTExMTyc7OJjk5meLiYq5duyYPFLEYy8vLyc/Px8PDAx8fH5fZZKeCsm2rVq3ixRdfBGyarxcvXpTVeuLi4lCpVDJRTdy8XQGOCWOiqISPjw8BAQF2fGvBNRSHuo+PD2lpaXbGkEjIc5X+PQ6iT15eXrKO9+TkJLdv35YJEJOTk4yMjODn58fq1atZuXIlcXFxpKWlsXDhQvz9/RkbG7OTphL/Fhcx8V2z+bsoK/eo1Wq7ZE5Rn1sYuGKchTdL0HSUxoUzD0Hld2u1WqnyMTg4SHl5Obt27UKn0xEYGChD5IJLJiJWAwMDdHZ2yoSf69ev8/bbb3Pt2jUAVq9ezY4dO8jKypL0EMfvngmIPUGlUhEbG8u+ffuIjo6mqqqK+vp6Sb8Supfh4eFERUWh1Wpl+DUiIoLIyEiGhoYoKirixo0bDA4OkpmZKXn4wuPsSgaNmKOC8+fr6/vIanwhISGEhoZy+/ZtmdgjzrmRkRGam5vtSrLOhvHqODe1Wi1Go5GxsTGuXbtGaGiorIA51fsc1UkElHuFxWJhaGiIwcFBWVL1s88+4+OPP5Y0paSkJLZt28a2bdvkWD+pRuhsQEm9slgsFBYW8s4773DixAlZejkkJIS9e/fy0ksv2ek3zwaUxqunpycJCQmkp6dL/jjYnHDiUiUgZE3Fv8VnKZMMlTSBGzdu8NZbb3H+/PkHXitK5j7KWH4YXGOUHwIlR0I50f39/UlJSZlRkWLhBQUb7+Odd97h8uXL9PT00NXVRW9vr92PHBcXx8aNG9m9ezfLli2TmXs6nY729nbKysqor6+322i0Wq3kGSorargqlJeD8PBwfvjDH7Jw4UJOnz5NVVUV2dnZHDx4EF9fX37/+9/LCmizJbL8JFBqFA4MDHD69Gl6enpYunSpTP4DHjBklIeOMITE5ykjA67quRNQVjgTuHDhAu+++y4lJSXyMZ1Ox9q1a3n11VfZvn07Pj4+TExMyDLQAQEBT/xds42pvlfwrpWyS2Djqw8NDdl5glwByv0sICCAtWvXyrLMx44dIzU1lYMHD8rxGB8fl/NaeE8HBwdpaGigs7OTkZERTpw4ITWz9+/fz49+9CPy8/Ol4Tpb+49jBnpycjIRERFs2bIFgI6ODk6fPs2lS5dQq9Vs3LiR9evXExYWJpN3xaHq5eXFrVu3+Nu//VvOnTsn+2oymezE9F0NYj46/u7K/xcXwujoaDvVBSFRZzabqayslBQtmHnjVXnxA4iNjWXNmjXcunWLxsZG/uVf/oWqqip+/OMfs3PnzimVMR43z8bHx6mtraWiooKysjLKysq4d+8ezc3NMhM+OjqaH//4x7z++utERUXJhDVXMVzBvkrenTt3eOONNygsLJRjFB0dzfe+9z1efPFFabjOZpKro+c1KCiIkJAQu/1TGJrK9iidP47Gq9hjxeNNTU2cP39eGq6OGsU+Pj74+/vbjducTdgSk9DDwyba3NfXJ/k+YNuYU1JSSEtLs1uo071JKTdXk8lES0sLV69elT+6CI9MTk4SFRXF+vXrZcauyWSSVXza2tq4ffs2Fy9epLm5WepIjo2N4enpib+/vzQERN9dGSIpSaPREBUVxa5du0hISKC+vp7ExESWLl2KxWIhOjpaHoqOEkaugqKiIt577z00Gg3p6enSCADkwSjGo6mpiYaGBmpqaigpKZGPC71eZ2bWf10I/tX4+Dh37tzhgw8+4MSJE/T19aHRaMjKymLVqlVs27aNzZs32/GRhJHnGHYXm5dSV9aZv4WYp8LbqgxNKS9Tyko9wgPrSCVwBpSeYVF6uqWlhba2Nurr6zl69CheXl7k5+cTHx8vs3W9vb2lNwyguLiYX/3qV5jNZs6fP4+HhwerVq3ihRdeYMeOHTIEPdtFXgQnUnhp/Pz8pKETHh6Ov78/GRkZeHp6smjRIrukM0fs2LFDGjpCIWT58uUkJyfPqgrN14Gj/OHw8DB+fn5yjnZ2duLh4SEjGUJ+DpDJe2BLcFNKRin1cGcCjrz+3NxcXnzxRfr7+7lz5w5Wq5UrV67g5+dHR0cHWVlZBAcHo9Pp8PX1lZJWnZ2ddHd3S8/kxMQEBoOBtrY2WlpaaGpqorGxkaqqKiorK+X3RUVFsXz5ctatW8cLL7wglTdcoWKjI8QaFDzzU6dO2V00kpOTOXDgADk5OcDs85UdKUaxsbGkpqYSFBQkpdx6enpobW21cxQqL4WORq1Aa2srRUVFXLhwgU8//VTuo4LaYTKZiIuLY82aNaxatWr+cV77+vooLS2ltrbWjtsUERFBSkqKnYD/dEP5A4aFhbFmzRrq6urkzUnpgYuKisLf3x+TycT58+e5f/++9Kg2NDTQ2NgoNxtvb2/578zMTNLT0+V3ubKnQEDwIQW8vLxYsmQJS5YskY+Njo4SFxdHVFQUTU1NksPlTIjNTfy+ra2tnDlzhi+++IJ169axYMECfH197TRahaagKDN68eJFampqMBgMcnHrdDo7rrUrGedTQXDDAVpaWvjkk084d+6c3FQjIyN5/vnnOXjwICkpKXYXELHZPWzDcpSnciYc56kSSqNU2R+NRmPHm3XsqzMg1k5oaCjr1q3jxo0bXLx4kfPnz9PS0kJjYyMvvfQSCQkJmEwm6uvr6ejokJew8vJy7t+/L/8/Pj6etWvXsmDBArkWnLU2HSNqSk9kUlLSAwoISiqXSLhTqVQMDQ0RGRlJSkoK3d3dVFRU0NXVJdey8qLl7PEUUBqura2tlJeXExYWxtKlS/H09CQkJES232q12mlNK0Osvr6+30hm6JtCyU/18PAgJiaG7du3U1JSQn19PQMDA4yOjvLxxx9z48YNqUwTEhJCWFgYqampeHt7SzUelUpFQEAARqORuro6ysvLaWtre0Br1M/Pj9jYWFauXMmzzz7L9u3bpQcanC8nqYTSCO3u7ubQoUN89tlnkpss1DY2b94sSzI746Ls6OFPT08nOzvbbj719/dTWlrKjRs35CVZ0AiUyXlCx9VoNNLW1sbVq1c5dOgQ586dk1KbGo1GKvPExcWxf/9+nnvuOSnRJ/a6Oed5FRuLOHAGBgY4c+YMhYWFdpqUwlh0vFVP96EpPB/CWN63b5/8DqXrH2ycz88//1zqgXZ1dWEymaS6gBLiENm8eTM///nPWb58uXzOWTXhvymmmmxiUxPlVOGrMCY4z7hTJg6ATYj/+vXrktspPDvKdt66dYubN29y584d7ty5Q3V1teRbge1mvXbtWjIzM11q83wURDsnJycpKSnh3Llz0rPh5+dHbm4uG78UyQZkbXLhTXU0NlzRMHgSiLYajUbpuYqLiyMmJuYbhbBmCsrfOyoqipycHCoqKiguLqazs5OxsTGMRiNpaWkMDAxQXl7O9evX7Tw8ypKjVquV4ODgB6ppOROCQyf+ioNOCWXGs5iLKpWK5uZmrly5wqVLl+ju7gZse5DRaHQpqSwBYdiIca2rq+OPf/wjFy5cQKVSsWfPHl555RUCAwNRq9WcPHmS9957j88//1x+Rn9/PyqVCl9fXzZt2iSLxACzFvFQXuzi4+P54Q9/SGxsLOfPn+fixYuMj4/T3NxMX18f5eXlsnRsaGgoarWanp4euru7pT74xMQEnZ2dD5TH9fb2ZsuWLeTn57NgwQISEhLIyMiQ88MVHCOOmJyclAZhWVkZx48fp7i4WO4rKSkpvPrqq7z00kt269BZlAehgCG8r0p4eHhQVlbG//pf/wuTycT3v/99xsbGKCwspLe3V0afLRYLBoOBiooKKisr6ezspLGx0a6CoXIvW7RoEa+//jpLly6Vj33d/ruM8aosVQZw9uxZ3nrrLW7fvg18FZb08/MjIyODzMxMefOaqepTYjMViSg7duxgbGyM0NBQ7t27R39/v5QTKisrm/IzRLu9vb3x9vZGpVKxYMECfvazn3Hw4EEAKY7uKl6rJ4UytCn4PaLsW2trqxT2F4eJTqdzWh+VN9uRkRFu3rzJvXv3ANsGeOHCBaKiomhvb5dSWIWFhZw/f14adyJ5RKvVEhwczIoVK9i7dy8LFy6U3+OqY6ik4wwODnL58mU+/fRT6uvrAdshsXHjRp577jkWLFgAIG/WD9tUHuaBdWUID7yHhwfDw8M0NDTQ3t6OVqslNTWVhIQEO1kfZ4+n8rf39fUlLy+Prq4uAOrr66mqquKf/umf0Ol0GI1Genp6sFqt6HQ6WUHMYrEwNjaGh4cH6enpJCQk2HGWZyu7+WFQzjHl5Up41YQmr4AyEbCnp4czZ85w5swZGhoaANslLCQkRDo3lB5bZ0P0b3x8nMbGRk6fPs3p06e5ePEiYHOEhIWFsX37du7evcv/+B//g7NnzwJfUdUMBgMWi4XVq1fzZ3/2ZyxatEh+/mxJLIp1IYy0lStXkpiYSFRUFAEBAZSVldHR0cHg4OADDpyHQaPREBkZiU6nw2KxoNFoWLVqFQcPHiQ/P5+YmBj5WkG7cCVJSXEBE3P15s2bHD16lPLycuktT0tLY//+/Xz/+9+XDhMhkems+alc+6GhoSQnJ1NZWYlarUan09Hf38+1a9fQ6XRSp/b06dN0dnai0+mkF7a3t5eysjK7C4gymU+r1RIWFkZSUhLPP/88y5YtA2xrQdBEvw5cxngVxoXYlIqKiuRt09vbW4bo09PTycnJkZmMYhLPBBwP7piYGL7//e+zdetW6Urv6OhgaGiIyspK6urqZFY6fGWIi2pMixYtYsOGDaxbt85uw3GFQgTfFkrPW1dXF6WlpbS1teHj4yPDCuAaRk5/fz+3bt2SnpqysjL+8i//UpY/HR0dxWg0ykxIsI3R4sWLycnJkXSPjIwMkpOT7bKFXc0LIKDcoOrr6/n973/PsWPHpGxJfHw8e/fu5fnnn5dZ3SqVymX7802h5Mb19fVRUVFBe3s7Go2G8PBwO/65s3m7YG9YBgQEkJeXR3h4OMuWLZOcMmWiHdgk3ZYuXUpcXBydnZ0UFxejVqtZs2YNL7/8Mps2bbITHHfFwgzw8HC/cs8fGBigrq7OLjoXHBxMQkKC5NC6Qga64KI6nm+1tbV2Sbz379/nvffek2o2wnkDtn4r5fgWLFjA3r17pYHgWAhhNqC86EVERHDw4EFWr15NSUkJp06doqioiJGREeld7enpYWxsjMDAQEJCQqSyiVqtJjU1laysLEJCQvDx8SEyMpKFCxeSnZ39gCKDsy+VU0GZCDo2NsbRo0d5//33ZRTEw8ODzZs382d/9mfScBWcfGdC+f3BwcE8/fTTjI6OcvfuXbu5efXqVe7fv4+HhwdDQ0NSoQVsfTeZTA9Ug1NGqMPDw9m/fz8vvviinVLUN5UHdRnj1WKxMD4+LrMqlT+Cl5cXVquV+Ph4duzYIUOaMDuTWMgmiQpMISEhUsO1p6cHk8lEe3s77e3t0isgvAYWiwWTyYS/vz+ZmZmsWbNGFiZQVt2Yy3AsFmE2mxkbG2NyclIeJEIwXNyonQlRgUdAVBpSQoS5UlJSWLBgAQsXLiQrK4ukpCSSk5Mf0A51xYQBJZQGQG9vLxUVFbIEYFpaGjt37mT9+vV2t19X7s83hdKIFxcUoV8skojANS5ZAqItXl5e+Pr6ygSm7OxsFi1aRGlpqQwl+/v7ExMTQ0pKCqGhofT29lJaWorZbGb16tVs2rTJLnPdlfqphFD7eBzE4S/2VE9PTxYvXizDn66iIuHo+Q0JCSE4OJjBwUH6+vrw8/NjeHgYs9nMhQsXGB8flxdLIeEnZKPA5oVfsmSJXYEVZ3jPRZ/EhSIwMJDAwECSkpKIiopixYoVmEwmfH19mZycxGAw2EkTTk7aSm4LVYWYmBj8/f3x8fEhJCTEbq4qPXSudKkWYXNxBvb29nL06FFOnTolL1XBwcEysiXsl7GxMakW4kyIdlssFkJDQ3n++edpa2vjwoULANKJoSwb/jCI8fH398fDwwODwYCvry8JCQmsWrWKp59+mrVr18rvc7yQfR24jNXkyHNSLkQRdli0aBF79uwhPj5ePjcbhtDDNOkWLVr02Mxk5WOOAuDONuKmE8p++vv7S4PVz8/Prha7UoLMWQgKCmLlypXcvHmTuro6u+dUKhUbN24kOTkZi8VCSkoKGzduZOHChQQHB9slLynh7A3oYRBGq9ig2tvbqa6utuMDrlu3jpdeeskuQcbZYzQbEKWeld5NV60I54iAgACWLVtGTk6ODFcq1RSEsTQ5OSnpSVMVIHBV4/VRUI7N+Pg4w8PDeHt7k5aWRkREBDk5OXZGjyusTfE7C4Nl0aJFBAQEcPLkSRobGwGbQSrKNCsxODiIRqORazY4OJgDBw7Y5Us4O3rn6D3U6XSsX7+eNWvW2HmcRflbjUYjk0EFPckx+90RrqocoYTJZOLjjz/mn//5n7l//758fPHixej1etavXw8g5d5cBUIBQKVSER4eztKlS4mOjqa9vR14vASbr6+vjIYHBQWRnp6ORqOhs7OToKAg8vLyWLJkCenp6ZJq8m0jey5hvIrJrNFoGB8f58MPP+Tq1auAvaxNUlISy5cvl69Tlo2bzbYKL+w3DSs6K8Qzk3DU4Y2JicHHxweDwSA5eo6vm00oE8t8fHx45plnSEhIoL29XRoxwkOQlpZGcHAwJpNJehHEIlNmOwuDwZXHUWnU9PT0cPToUd59912am5uJjIzkqaee4plnnmHZsmV2dAFXOPBnGsKYE1zCiIgImUDhCqHmqSAMVXGhFrJnj4Lj80r+81yDkgsLNtpAbW0t4+PjZGdnExUVRWho6APr1VUgzjqhIKGsKKaceyI/wmQyMTg4KCORq1at4vnnn2fDhg2kpqbKsXQVT6Qo2SoME8c1pKwGJ/CwtisrdLniWoSvOL9qtRqDwcCRI0ce0MyOjY1l3bp1LFmyxO4S4kp9cuScbtq0if/23/4b7777LtXV1YSEhNDb20tzczMJCQls3LiR0dFRGhsb8fT0JDg4mIiICNLT01mwYAERERFMTEwwOjqKn58fcXFxhISEoFarHygY803hEr+e0qo/ceIE//AP/8CdO3fw9PTE19dX8i78/PzsbivO8I6o1Wq7W6bwxD1J2EYcOK5EMp8uKCehRqMhKCgInU5HX18fTU1NUsfQWfwepUfNw8ODzMxMMjMzn+i9ygNTHPqutPE8DEoPcVtbm8xcLiwsBCAhIYGnn36aNWvWyHX1XfC4CpjNZsxmM35+fsTHx9t5npUGkitBedALr9VUnlcxT5Vhc6XBO5fhSP0YHx8nICBArumQkBCXTSYU1c7AZnjn5OTIhNCuri45ViLpxcPDA29vb8bHx0lJSeHP//zP+bM/+zOXXadKh5JS9/lRY6BMqFNeNqaKeLoahPEKUFJSwjvvvCMdb2CTHjxw4ABbt26VY+aqZ4dIthb0gR/+8IeEhIRw9uxZYmJiaG5u5uzZs6xatYrXXnuNkZERKioqJMUuJCSE/Px8SeGZaTj1V1SWTxsfH+fatWt8+OGHsu6vIAGDzWh0Na6WkqCt/PdUEHw6V/METBeUfRIUEJ1OJ3Xh5nKfHXlzc8VrpeS4HjlyhDfeeMNO8NvLy4vIyEgZ7nF13u50QLlGJyYm0Ol0MilElJgE1wg1Pw5K40Cpg6rk7U41d+cyHLmwoaGhrF+/nkWLFvHqq68SGhr6gNfclfosQt9Wq5WwsDD++3//76xevZpf/epXVFRUPPB6tVrNli1bSEpKIisriy1btris4eoIpef0cY4dpbqHK6lDPAyijUJ0v6WlhcLCQiorK2WJ5tDQUNasWcO+fftYtWqV9KS78vg5Xhg2bdpEVlYWOp2OsbExXnjhBalIYLFYWLx4sXyPWq22KzYw03Cq8aqsKCWs+KamJnQ6ndQLNZvNxMXFsWfPHjZu3Cjf6wqZwMpBnuvejG8LZYWesbExWltbaWhowGw2Ex4eLrNFhaacs6AU2RbakcqNVXhVxSYqPFWudAA+Dkopod7eXj777DM++ugjGcoKCAggJiaGjRs3EhcXN6f69m2hXKcBAQGsXLmSlJQUu6RCcC3R84dhLnimZgLKscnMzORHP/oRWVlZZGRkOLFVXw9COjApKQm9Xg/AF198gdFoRKVSMTIywsTEBAsXLmTHjh0sXLiQ0NBQWZhHnI+uPP5PQmmZq1AmaInSy4cPH5YcUa1WS35+Ps899xwrVqyQkS1X5tKL806j0dhFpdLT0+VrlP8GHij/a7VaJS1SmUswE1Q0pxqvSuPTy8sLHx8fSeIWYs4hISHs2bOHf//v/z3JyckPZPa54RpwTKIQWoSBgYF2Hi1XCceKRTrVZuLqt/7HQSncff/+fX79619z8eJFKQUWHBzMD37wA773ve/ZJT/O5T4/KZSHaWRkJFu3bpUlSpV7ynw9dOcDlOMklD9c2Zs1FZTJRxqNhh/96Ed873vfkx494UnXaDTyXFRSn+ZK9Ge+QkmHMJvN3L9/n+rqagCpT3vgwAE2b97schHjh0HZtm9qbCq5s0rjdSb67VLkC4vFwsjIiOT7mEwmli1bxt69e0lOTgacL6jtxtRQTnQ/Pz+eeuop/u2//bf4+flJ0XtwHY/WXDdQHwXlBaGnp4fLly8DyDJ9iYmJbNy40a4s33ftMBQZ0K6U8evG14Oy0hbYvJlCWcPV57Kgd4yOjkppIWW1pakwk4aAG18Pyv1So9GwZMkSdu/ezeDgIGlpaaxbt86O/6mMhs0FCHqO1WrFYrFIu0tEToXjR0lJEu+ZLb65SxmvarWaiIgIya+Ijo5mz549LF++3E6iaK7dsr8LUBqvgYGBbNmyhS1btsjHxC11PiaruRqUYxEUFEROTg537txBrVazbNmyB0pKfhcvg8pNda6VtnXDBscxm2t7i6enpwy7PizhV3nJds9R14GS+qbT6dixYweZmZmMjIyQnJxMYmIigMupQXxdONpbyn87m7biVONVOaA+Pj6sWrWK8PBw9u7di8FgICoqitWrVxMeHo7FYsFqtc65DcoNG8TN070BzzyU3u20tDT+03/6TzQ0NODt7U10dDTJycl2/M65urF+WwgVCSW32Y25BTGGc31vEVneStoAIIvYzPX+zTc4JiiHh4cTGhqKyWSaE3q08wFf23gV5PLZQF1dHVeuXJm174PZ7Z+zMN/7ON/7B9+8j3fv3p3mlswc5vs4zvf+wfzv43zvH7j7OB8wH/vnuqmKbrjhhhtuuOGGG2644QCP7yLfzQ033HDDDTfccMONuQm359UNN9xwww033HDDjTkDt/HqhhtuuOGGG2644cacgdt4dcMNN9xwww033HBjzsBpUll6vf5V4HePeZm1oKBgTuvX6PX6PcD/CWQDoUA7cAv4h4KCgqvObNu3hUvpZVYAAQAASURBVF6v9wBeA34CLAS8gCps4/ovBQUFrlFO61tAr9f/LbACyADCgDGgETgC/HNBQUGv81r37fFdWYeO0Ov1rwDvfPm/Py4oKPiNM9szXdDr9euAvwTygRCgDygF/rGgoOCEE5s27ZhvYzjf9xoBvV4fB/w/wE6+OhOPAP+loKCg34lN+1b4Lu2lrjCGzvS8FgP/5SH/nf3yNZ85pWXThC83o2NALnAS+AVwG9gHFOr1+ped2LzpwNvAb4Fk4E/ArwENtn7+6Uvjdq7jXwO+wGls/foDYAH+M1Ci1+vjH/7WOYFi5vk6dMSXY/a/gGFnt2U6odfr/wNwEViPbb/5e+BTIBjY6LyWTT/m6RjO970GvV6fis158xpQBPxPoA6bg+eqXq8PdWLzvi2K+Q7spa4yhk7zvBYUFBRjG+wHoNfrhUfyV7PVnumGXq+PAv4a6ASWFBQUdCme24RtMv8/wLvOaeG3g16v3w+8AtQDeQUFBT1fPq4GPgCeBX4IvOWkJk4XAgoKCsYdH9Tr9f8V+L+A/y8wZ0X05vs6dMSXF6rfAb3Ax9jW6JyHXq9/Hvh/gTPAwYKCgiGH512jLvM0YL6OIfN8r/kSBUAE8H8UFBT8L/GgXq//B2zG+38Ffuaktn0rfIf2UpcYQ5fjvOr1+kXAaqAVOO7k5nwbJGL7fa8rDVeAgoKCc8AQED7VG+cIDn759++F4QpQUFBgBv7jl//7/5n1Vk0zpjpMvsQHX/5Nn622zCbm0Tp0xP8BbMbmNRhxclumBXq93hP4W2AU+L6j4QpyXc4XzLsxhPm/1+j1+hRgO9AA/IvD0/8J21i+otfrfWe5aTOK+bSXutIYupzxCvz0y7+/neOcyRrABOTp9fow5RN6vX494I/NSzJXEfXl37opnhOP5er1+qDZac6s45kv/5Y4tRUzh/myDiX0ev0C4L8DvygoKLjo7PZMI/KxUXdOAP16vX6PXq//93q9/v/U6/VPOblt04p5PIaPwnzZazZ/+ffzgoICq/KJLy9chYAPNkNvPmE+7aUuM4ZOow1MBb1erwNeBqzAnCbfFxQU9On1+n8P/ANwT6/XH8EW5koF9mLjNf304Z/g8hDe1uQpnktR/DsLuDbzzZlZ6PX6vwb8gEBsSRVrsR0m/92Z7ZoJzKd1KKDX61XA74EmbCHY+YSVX/7txMapX6x8Uq/XXwSeKygo6J7thk0n5vkYSszjvSbzy7/VD3m+BptXLwP4YlZaNMOYh3upy4yhq3leXwCCgM8KCgqandyWb42CgoJ/xBZeVwE/Bv4GeB5oBt5ypBPMMRz78u9f6fX6EPHglwfMf1G8LnhWWzVz+GtsYZG/xHaYnAS2z3WD4CGYV+vwS/z/gGXAqwUFBWPObsw0I+LLvz8DdMBWbJGdRcApbAlch5zTtGnFfB5DJebrXhP45d+BhzwvHg+a+abMGubbXuoyY+hqxutPvvz7hlNbMU3Q6/X/DvgQW9JSKrZM0uXYwup/0Ov1f+e81n1rvI8tczIVm2f5V3q9/h+xEdZ3Y7uBAcz1MAkABQUFUQUFBR7Y6BIHsXmX7+j1+lzntmxGMN/WYR42T93fz3V5uodASO94YPOwflFQUDBcUFBQDhwAWoANc5lC8B0YQ4nv2F6jhFCnmU816+fVXvoEmLUxdBnjVa/XZ2PjbrVg427Naej1+o3YkiiOFhQU/FVBQUFdQUHBaEFBwW1sB0or8G++JEDPOXzJd9mLzUvQgU154HVs47cWG0UCYC57lx9AQUFBZ0FBwWFsoZFQvtKZnBeYh+tQhJqr+SqRcL5B6CrWFRQU3FU+8aWH8tSX/5s3q62aJnxHxvABzMO9RnjlAh/yfIDD6+Y05tte+iVcZgxdifM6n0jNAE9/+fec4xMFBQWjer2+CJsRu4ypk55cHgUFBRZsWpJ/r3z8S57PUmwi2+Wz37KZR0FBQaNer78HLNXr9WFKxYU5jvm2Dv2w8a8AxvX6KZWGfq3X63+NLQnoL2erYdOIqi//Gh7yvDBudTPflBnBd2EMH4p5tNeIeZrxkOeFmsLD+JRzDfNtLwUXGkOXMF71er03Ns+dFZvo/XyA9su/D5PDEo+bZqEts41XAG/g7Xkm0eOImC//zouNaZ6uQyMP70sutsvjZWyb8lwNR1/EJmafrtfrNQUFBY57yqIv/zbMaqumD9+FMXwc5sNeIxw52/V6vacyW12v1/sDa7A5POZDgu983EvBhcbQJYxXbElMwcCxeUJqBrgE/CvgJ3q9/o2CgoJW8YRer9+FbZDHgStOat+3hl6vDygoKBh0eGwltqzYYWxFGOYs9Hp9FmAoKCjocHjcE5sgfARwZS6XNHTAvFuHX4bN/3yq5/R6/X/GZvi8PZdLixYUFPTo9fo/AT/AltT0H8Rzer1+G7ADWxjvpHNa+O3wXRjD78JeU1BQcF+v13+OjQbxc2wV0gT+C7ackDcKCgrmg3bvvNtLwbXG0FWMV0Fqng/VJwQ+xKbjuhWo0Ov1h7FxQxdgoxR4AH8zx+tVn9br9WNAGbaiCwuxJWsZsVX5mZN0CAV2Av/jS6mh+9h4vJHABmxJFB3YVCTmC+bjOvyu4K+AVcD//aWOdBG2QikHsHnrflxQUGBwXvPceAy+K3uNHpvD5p/0ev0WoALbvN2ELdT8fzuxbdOJ+byXusQYOj1h60vR6bXML1KzSGjaja1c2j1sh8i/wSbeewLYUVBQ8AvntXBa8CE2SZ6XsR2ei7Fp2S0sKCg49ag3zhGcwbb5hGLL+v232Mre9mG7ZS4sKCi457zmTR/m6zr8ruBL2b1V2OqMx/NVFarjwLqCgoL5IJU1n/Gd2GsKCgruY9OufQvbfP032BRr/gl4ao47c4D5v5e6yhh6TE7OJ1UKN9xwww033HDDDTfmM5zueXXDDTfccMMNN9xww40nhdt4dcMNN9xwww033HBjzsBtvLrhhhtuuOGGG264MWfgNl7dcMMNN9xwww033JgzcBuvbrjhhhtuuOGGG27MGbiNVzfccMMNN9xwww035gyeuEiBXq+f85paBQUFHg97br73D+Z/H+dD/2D+99E9T+d3/2D+93E+9A/mfx/d83T+9s/teXXDDTfccMMNN9xwY87ga5eHLSgomIl2zCj0ev0Tv3a+9w/mfx/nYv9g/vfRPU/tMd/7B/O/j3Oxf+C6fZycnMTD45HO0ieCq89TURzq2/TVVcdwuvC4/n1t4/XrYnJykomJCcxmM1arlakqejk+5uHhgYeHB15eXnh6eqJSqfD0dDuJ3XBjJmE2m7FYLExOTsr/vLy80Gg0eHl5Obt5brjhxjyCsAs8PDzQarXAg8bcdBmzswVh71itVjt7R9gxYh917JPJZMLLy8u9z34NzKjxKiaeSqVCpfp2X2W1WgHcRqyLYnJyUo6RuHzMpU3nuwyxTtVqNWq12tnNccMNN+YxhEGnNNasVivj4+OYzWY8PT3RaDRotVqXP0PEJR++OvceZeuYzWZMJhNms5nJyUk0Gg0+Pj5oNJrZavK8wYwZr2JQp2vyTUxMAG7j1VVhsVjkgvTy8pqWC4sbswOr1Yqnp+dj1+pc84K44YYbrgmr1WrnZayvr+fmzZs0NDSg1WrJzc0lLy8Pb29vwHb+u6JXUnhaxbn3qDb29/dTXV1NaWkpjY2NTE5Okp6ezqZNm0hISABs/fTw8HDbOU+AGbMuxC3EaDTS29tLR0cHBoNBDo6gBYDNZW61WqVb3cPDA51Oh6+vL/7+/oSFheHr6ys/e64dolarVU7wR9EmPD0952zowO21m3tQekAmJydpb2+nt7cXo9HI2NgYZrOZoKAg4uLiCA0NlRvqXFt/32WIiIgIZYp9V+yzbrgx2xDn/+DgIJ2dnVRVVXHjxg1u375NVVUVnp6ePPfccyxYsABvb29pILrSuSjOck9PTztDc2RkhOHhYXp7e2lpacFgMKBSqZiYmKCzs5OamhrKysqor6/HbDaTkpJCe3s7u3btIiMjA51O58RezS3MmPFqtVrp7e2ltraWoqIizpw5w927dxkfH7fjfXh6emIymZicnESlUsmDMS4ujpSUFFJSUtiwYQNbtmyRxtFcOzxFP5/EeJ1L/XJjbkPMNbPZTE1NDadOneLatWu0t7fT2trK6Ogoy5cv56WXXmL37t2EhIQANu+A26s+NyAMBXHAin+79xk3ZhOOZ3Z7ezuXL1/mzJkz3Lx5k46ODiYmJuju7gbg5s2bDAwMEB4eLt/vanBcQ93d3ZSUlEjv6tWrV6mrq5MUCLPZjNFoxGKxYDKZsFgsdHZ20tjYSENDAz/96U9ZtmwZYHPouakEj8a0nkDK21FzczMnT57k8uXLVFVVUVJSgtFofOh7vb29GR8fl//f0dHBzZs3iYqKorKyktbWVtasWUNsbCxarXZOJHEJT4fSy/ykcHUDXdm3kZER7ty5w61btxgaGiIpKYmlS5eSkpKCj4+Ps5s6K7BarZhMJiYmJiRny5U8BUpMTk5isVhQq9VMTExw9epVPv74Y65cuUJVVRWDg4PytcePH0er1ZKamspTTz0l3z+XILyOYDtwHCMd8xWCDuLoHZovEB5lMb4Pm5fCQyaoTK7wWwhvotgvHhW1mpycxGg0YrVa0Wg0c/LiqOSFtrW18dFHH/Hee+9RXl7O0NAQAAEBAfL1XV1d0h54mNPHGXBUCWhpaaGmpoauri5qamooLS2ltbWVzs5OamtrH/t5ZrOZxsZGrl69yvPPPy8ft1gsTjderVarTOBVJpu5CqZ1FSgn2L179/jd737H9evXAZtxKryPImQ1OTlJSkoKW7ZsISYmhsrKSmpqajCZTIyPj2MwGOjv7+fo0aPcu3eP/fv389xzz7F48eI5EcIUbRSZh2KDVbZZ+f/iMJ0LnhElT7Knp4f333+ff/mXfwEgKyuLH/3oRzz33HMkJSXJ18/nJC5PT0/Jz3JlKJOzLBYLd+7c4Ze//CVHjhwhNDSUBQsW0NraSn9/v0wuuH79OpcuXSIpKYno6Og5FwGZq1Scbwux/ygNPJFQMhd+j4cZLGLOCaN8LtKVvk4is4eHx5zYW6aC8qII0NrayqeffspvfvMbSktLAdBoNJhMJkwmk3xfcHCwnQKBq+wzoh3j4+PU1tZy9uxZCgsLaWxspKWlhdbW1gdeK850pc1iMpnQarVScWF8fJyRkZHZ79AjIJwwrooZucJNTEzQ29tLfX29fExwV4TbPDg4mO3bt3PgwAFWrFiBVqulv7+fgYEBrFYrBoOB6upqrly5wvnz56muruaTTz4hJCSEmJgYYmNjAeQkcCUo+TBDQ0OUlZVRXl5OR0cHnZ2dGAwG1Go1Pj4+jI6OYjAY8PLyIjU1lTVr1rB69WoZLhFGoitjYGCAuro6+f8dHR1UVFTQ1dVlZ7zOhQPzm2AuhXjMZrNsa3V1Nb/85S95//33AVi3bh27d++Wz924cYNLly7R2dnJ5cuXyc7OZtu2bXK9udqYCn6nkmP+OA/4xMQEFovFjgs6XzA5OUlXV5ccx4aGBmJiYti4cSNPPfUUERER8nXw7TQnpwtiDC0WCxaLBcDuoi8u+Wq1+luNlStevIxGo3TqKNvneL7NhTNBQBhq3t7ejI2NcerUKf7pn/6JiooKwGYXiKjI+Pg4vr6+hIWFsXLlSvz9/eXnuEJ/lft8RUUFv/3tb7l06RK9vb2S66rE5OQkkZGRhIeHk56eTlZWFj4+PvT19dHQ0EB9fT21tbWYzWYGBwepr69ncHCQgIAAlzxPxOXC09NT7rPw4L6hnMPAjCVvT+snik54eHgQFRXFypUrOXv2LBMTE4yOjkqjNTIykpycHF588UWefvppeXOOi4uz+7ze3l5ycnKIiori6NGjVFdXc+TIEaKjo9m7dy9BQUEuZbgqjVYPDw+6urooLCzk1KlT3Lp1i46ODtra2uSgO0Kn09HX10dCQoI0XkVYydWgvA1bLBa7NoaFhTE2Nsbo6Kh8zBXCPkrPtxJKT/fDxuZhn6dWq9FoNBiNRlpbWxkeHsbf35+IiAiZZOgKB6Vog9gUGxoaePfdd/nwww/x8/PjpZde4qWXXmLFihX4+/tz//59AgMDaWlpoby8nPb2dnp6eqTqhzAynG3sKQ96pQGq9MaJ5DPxGjEPtFot3t7edn0Q/ZqLGb+CDqJSqfDw8KCpqYnTp09z7NgxPv/8c8bGxgDbwevl5cXu3bvlQeRM75aYUyIiJ8bwcXv72NgYQ0NDjIyMMDY2Ji8hSoj5oVarCQoKIjg4GJ1O5/T1aDabGRoaYnR0FG9vb0JDQx/a34mJCclBj4qKIigoCHB9I1achcJrfO/ePT799FNpuAYGBjIwMABAUFAQWVlZZGRkkJaWRn5+vqQRuMpaVJ4bIyMjNDY2UlZWZndm6HQ6/Pz8CA4OJjo6mpiYGBITE8nJyWHZsmUEBQXR29vLjRs3+Oyzz6ipqQHAYDBIg3bhwoXS2HPm2WE0Gunr62NiYoKQkJBvTQGc7r7MiPHq6enJkiVLePnll4mIiOD27dv09PQQHR3N+vXr2bhxIwsWLCA2NvaRIZ/Q0FC2bt1KUFAQk5OTfPTRR9y6dYu33noLtVrNgQMH5MIwm80uET4SE9xkMnHx4kXefPNNbty4weDgoJSSehjGxsaoqKigsbGRnJyc2WryN4I47CYmJhgZGcFsNsvnhDHr7APCEcIwEYtI6XESlBbxOuV7BJTvAfs5d/v2bX7xi19w69YtVq5cyU9/+lM2bNgAIPmlzoRoq4eHB8PDwxw7doz3338fo9HI66+/zt/8zd+QkJAgjby0tDR27NjBlStXqK6uJjg4mKioKLmpukooT3lhngpNTU3cuXOHrq4u1Go1KpWKsbExJiYmiIuLY+nSpcTGxtp9jitcNr4JlMZ5T08Pn376Kb/97W8pKSmxO2BPnTrFihUr2LlzJ56envKC7CwDQVkQ40nR29vL3bt3uXnzJiUlJdy/f5+BgQG7fUf0zWg0EhYWxsaNG9m/fz95eXl23qHZ6LejTnl9fT3nzp2jsrKS5ORkdu3aRXp6+pTvra6u5n/+z//J/fv3+clPfsKLL74IuAYv8lFQ7nttbW0cP36c4uJiwEYVEJzWqKgonnvuOXbt2kVmZiYBAQHodDo7qoSzL8mA3R6ekZHBwYMH6e7ultRIgMzMTDZv3syaNWuIiorC39+f4OBgAgIC8PPzw9PTk8DAQNrb2/H19ZX9mpycZHR0lJGREbuE2Nnci5TfNTY2RnFxMSdOnGBoaIidO3eydu1aqSDl7+/v9DNtRoxXgIiICLZs2UJUVBS5ubkYDAaio6NZsWKFnWEmZLJE8ogwLqxWKzqdDk9PT1asWIHRaMRoNPLxxx9TWFhIVFQUmZmZ5ObmTmcXvjHELdjLy4u+vj7OnTvHH/7wB86fPy89Hg+bhN7e3mg0GkZHR2lsbKSoqIisrCxSU1Ndjl/ouOG3tLRw+/ZtOjo65GvGx8e/UZLaTONRYWHx+36dNgve6OXLl/nDH/7AkSNHMBqNNDU1kZ+fz9q1a/Hy8vpa3tzZgEgWCQ0NJTY2li1btkidQeHFio6OJi0tjdDQUDQaDUlJSaSlpdkdls70hijXgzBERkdHpUxNR0eH1I68desW3d3dMtxsNBqZnJwkISGBpUuXSm9PVlYWSUlJ8uCYS4VRjEajTGQdHx/n+PHj/P73v5fGQlhYGAkJCZSWlmI2m+np6ZH9FPKFsw2xZ4p2mM1mOYb19fW0tbVJfray6tvo6CjNzc2UlZVRWlpKTU3NI5OBAWpra+nq6iI2NpYlS5ag0+nkWTNbxqvyu65evcobb7xBfX09CxYsoL29nQULFhAYGIiPjw9arZbR0VEGBwe5fPky7777LmNjY6SmppKbm0t6erpci67qgfXw8MBsNtPf38+xY8c4cuQIPT09aLVaOV7r1q1j3759bNiwgaVLl7p0MppSMSgiIoJ9+/bh4eFBfHw8BoNBXobXr1/PkiVLHjhLlM6RgYEB+vv7ZdThUQmHswXlZaOhoYEPPviADz/8EIvFQltbGyUlJWg0GsxmM8HBwSQkJKDT6RgYGMDb25vg4GCGhoYYGhrC399fSoTFxcWRmpr6gMPo22LGjFeA8PBw1q9fz9q1ax9qHCgPQ8fnrFar9BitXbuW/v5+amtruXTpEnfu3OHcuXOEhoaSmJjodCNPeQsuKSnh17/+NWfPnpUVQxwnpzBYh4aGGB8flweqUFlYvHgxUVFRMnTiKvJEwvARm2VjYyPXr1+3M15dKTtUwGq1YjQapUQJIOejCB87QhymFotFJhyaTCZGR0fRaDTodDpu377NP/3TP3H69GnJCdJqtVgsFhlWd4VLhwglg23urV+/Hq1Wy9DQEJGRkfJ1Yl4CDA4OMjo6ilqtxt/fX4aNlGF6V4DYXKurq6msrKS8vJy7d+9SVVVFX1/fQ98nsnz9/PxYvHgx+/bt45lnniEjIwP4its1F6Bcb2VlZbz55psUFRUBNjqWMNDNZjOlpaWSE+zMcVS2eXx8nLt379Le3k5bWxuff/45ly5dwtPTEz8/P8lN9vLyYmJigvHxcUZHRx9rtIJt7lssFnnR3rp1K1lZWbM6vmLfFOdUWVkZd+7csft3YGAg8fHxkvNoNBppb2+noaGB8fFxNBoNd+/e5YsvviAmJgZfX98H9mNXgKCuqFQqRkZGOHPmDO+//z5lZWV2yh/Jycn89V//NXv37gWwi965KpTrJSQkhIMHD7JhwwbpjQwNDZ3yLFFeMDw9PaWOvVLCztlQzs+Ojg7u3r0raY6HDx/mk08+kdGM0NBQMjMz8fHxoaOjA61WS0REBP39/XZnitlsZvfu3bzyyitERERMq302I9aQo4Cv48Iym83yh3qcp0t5G0hOTiY7O1uG1i9evMiCBQuIj4+3MxCd4fET3zk0NMTdu3e5ceOGneEKkJCQQGZmJmlpaURGRmI0GqmqqqKsrExyX8xmM11dXbS1tdllX7qSMahsi8lkYmRk5IG2usJNUindZjAYuHbtGjdu3KCjowMvLy95Mdq8eTO7du1iZGSEe/fuyXBWR0cHlZWVDA0NERMTg06no729ne7ubilZI+bh8PAwHh4e+Pr6smjRIpKTk50eVlFCuQbVajULFy4kJiZGcnTHxsawWq2SA2q1Wrlw4QJ1dXXykBwYGCAqKsollD7ELV5oSd+5c4fCwkJu3LhBQ0ODnI8LFy5k7dq1REVF2RVDGR0dpaOjg+LiYioqKrh06RJ9fX00NjaSl5fHmjVrSE5OdglO6KMgxkCr1TI4OEh5eTm///3vuXLlCmALyT777LNs3boVlUrF0NAQVVVV3L9/n8uXL7NmzZpZL8OpdGSMjo5y+/Ztzp8/T1lZGX19ffT29lJVVSWzr3t6eh75eSqVCp1OJ+etGC9xedRqtRgMBkwmExUVFRQXFxMZGUlwcLAs0DHT/Rd7ooByvxR83fHxcTo7O9HpdPICOTIygsVikeL1JSUlXLx4kY0bN5KVlTWjbf6mEJcMMcYiYVkYpxqNhtzcXF555RW2bNki36e8UIkMfVdHQECAncSXgHBeKKNDnp6eWCwWtFot69evp6WlhTNnzjA0NCT77MzLstJuCg4OJisri5qaGlpaWqTDR6Cjo0NyzIU2ryOEl1Yko2/atInAwEBges6OGTFelRu9I89QJFM8ycEubigCvr6+pKamEhYWRk9PD/X19XR1ddm542c7iUQYSF5eXhiNRoqKirh+/br0CIjJGBISIkMkGzduJDw8nP7+fj788EOZfWgymfDw8KC/v5+Ojg6XNV6Vk06j0eDr62vnQRcL1dmHvXIuDAwMcPnyZd566y3a29vtXlddXc3w8DB9fX0UFhbKJILm5mYqKysBm0fSz89vyoNUaczFx8eza9culixZ8sDzrgSNRkNkZKSd11Wgv7+fs2fP8t5779HQ0EBUVBRRUVEPrFlnjK/wMgm+9e3btzly5Ag3btygrq6O4eFhQkNDSUpKIisri61bt7Jt27YHxM6HhoZob2+nqKiIDz74gNOnT1NeXk51dTVFRUVMTk6SnJwMfCXz5mo0GPhqDAwGA4WFhbz99tucOXMGb29vwsLCyM/PZ9++fWzatAmwib8fOXKEe/fucfXqVdLS0oiOjga+8pjNNJShw7q6Ov70pz/xwQcf0NXVZfc64cGa6qBT0ggmJiakVuhUEJ5XsPXR8bL9sO+YTjgmHSnnUkBAACqVSlLjRIU7R4jH6uvr6ejoICsryyUvVYJbD3Dnzh2qqqrknurh4UF2djY///nPeeGFF6SHWaPRzEk5sKmcNEoqjCNMJhMqlQpfX18SExMfODedCeX8jIiIIDMzky+++AKwyV8mJCTQ3d3NwMAAMTExpKSkYDabKS8vp62tDZ1Oh06nw2Qy0dPTI9UXampquHTpEhkZGdJ4nY48kBndqZTSNcIT+034OeJzoqKiWLhwIeHh4VRWVkrPpjOh1Ds1Go2UlpZy7949u80xICCA3Nxctm7dylNPPSUP0uDgYLq7u6XhKjZZoUqg/Iy5Er50VXh6eqLVau3KDAsUFxfT1dXF6Ogo7e3tD0iegC2sqSyioYQIyYeFhbFr1y5eeOEFafiI510ZY2Nj8pI4Pj7OG2+8wR/+8Aeam5vx8/Nj4cKF5Ofnk5aWBmCX0e5MNDU1cerUKd577z3Jqd++fTvbtm1j0aJFhIaGEhYWJjdM+OqAEB6TmJgY/P390el0nDx5kqGhIW7cuMGdO3fYuHEj8fHxLmkgCExOTtLZ2cmVK1d47733OH78OJOTk2zatIktW7aQm5vL0qVL5etDQkJQq9UMDg7S399vF3afrQuy2LP7+/slxcPRcFUqY0xVYELZXkEjeBiU3q/U1FQWL14sZcJmiy+q5Nvfu3eP/v5++VxMTAybNm2Susv379+np6fngeRQAaVMkStBeE7FfvfZZ5/x9ttvU1RUJOdZXFwcO3bsYNWqVXJ8BZXAFS+Hj4K4PCnH4nEJnz4+PlitVhoaGigqKpKKPMqosbP2GuUYDA8Pc//+fZqamvD29mb79u08++yz+Pj4MD4+jo+Pj7xsDA8P09PTg7e3N4mJidTW1vJf/+t/5dKlS/KzDQaD3Rqdjr1mRk9VpezJt4HYYHQ6HfHx8fKg1Wq1D8iezPbAKw82Ly8vgoODCQ4OlhuiRqPB09OTgIAA0tLS8PX1pbGxkcnJSe7du8eFCxdoaGiQ7xchIn9/f7vfzZUPT0eOq/LS4kwof7/AwEDWrVuHn58fDQ0NDA4O4uPjQ2BgIH19fTQ3N2M0GomLi6Ovr4+RkRG0Wq3keQqlCOFhNxgMGI1GBgYGMJlM+Pv7s3nzZg4cOEBmZiaAnX6oq0HZNpG80tPTw9GjR3nzzTcljSU/P5/du3ezfPly+V5nRAEcM9Jra2s5dOgQZ86cwWAwEBERwd69e3n55ZdZu3at3XtFdSJAemxVKhUajQZ/f3+2bNnCxMQE/f39nDlzBqvVSkdHB+3t7URHR8uy1a4CJR2mpaWFTz75hI8++oiLFy9itVpZs2YNr732Gs8++yyenp6YzWbu379PVVUVd+7ckcZCZ2enncdypvvomOw5ODhIS0sLnZ2d8jX+/v5YrVZGRkbsKr09DoKDLvIH4EElCj8/P5KTk1m4cCEeHh6yetBMG6/K7+jv76eiosKuz0FBQWzfvp2IiAiys7Opqamhvb3dLlw7MDBAdXU1YPNsOttpMxXEni+M1xs3bnD48GEZUQwNDWXnzp0cOHCA2NhYaeQ5SjBN5fRyldwBJb6OfaNUphkfH+f8+fOcPXtWOkrE2S8uAM6A0htaX1/PpUuXGB8fJykpiZUrV7J+/fon+pywsDCCg4Pl/4eHh5OammrnRJiO+evaLqEvodRyNJlMD9AEnHmwKCeuj48PW7ZsobGxkeLiYpmEZTAYqK+vp6mpCavVyq1bt2hqaqKlpYW7d+/K9xuNRjw9PVm4cCG5ubn4+flN+T2uBGG8T7WxOHuzUS6QwMBA1qxZw/Lly2VGpEajISQkRPKMx8bGGBkZoauri6GhIVQqFWq1WoqmC55rdXU1Fy5coLKyUtIIMjMzZcENQHogXMnoEXBM1JmcnOTu3bv88Y9/5KOPPqK+vh61Wk1ubi779+9n27ZtdvQdZ3B5Rfld0Y7CwkJ+8Ytf0NnZSWRkJFu3bmXPnj3k5eU98F6NRjNlaE+Ijvv7+/PUU09RWFjI2bNnsVqtjI2NMT4+/lAhbmdCtKW/v5/Tp0/zxhtvUFZWBsCyZct45pln2Lhxo5z/5eXlfPbZZ3z++eeUlJQwMjKCv78/AwMDs67FrPwdvb29pSySwOPkBAXUajV+fn6MjY2h0WhYvnw5wcHB3Lhxg+bmZvka5ecJ5QKlnups9FnpiROVI5Ueb41GQ2JiIosXL2bBggUYDAYMBgPd3d0EBAQwNjbGe++9J41XVzTkpoJYs2AzYFavXs2uXbtYuXKl5H9OdblXUiycnVQ4XVDaMBaLhebmZpqbm6XaACALFynPrdnst9jXRWETUXho2bJlpKamPtFnGI1Gzp8/bxdJiYmJITc3146iNh32zJwwXsVNbmBggJqaGnkjF5nfSsy2saDURdPpdMTFxbFixQqCgoIwGAwy3FNfX897772HTqejvr6ezs5ORkZG6O/vtzMiwJaYJqpxCLjiTRuQpe2UhG4RoneVcLkyqUWr1drdAAVEGBFsY6mkbFgsFsxmM0FBQXh7e3PlyhXu3bvHzZs3AUhPT+fAgQPk5+dLL6bwQLjapqvkaANUVlbKKnYXL16ksbERgDVr1vDjH/+YTZs2ERAQwPj4uNPLBSo3+ubmZum9MplMBAUFERYWJtsnPBq+vr4PPfzEpUSlUhEYGEhISAgBAQHSuBgfH7f7TmfL1Ym2enp6MjIywtGjR/nVr34lDdeNGzfyve99jxUrVtDW1sb169epra3l7t27FBcXU1lZKUN3mZmZ5OXlSQoTzPwFWbnPCZpNXl4etbW16HQ6xsbGaGpqor+/n/DwcBYuXAjY1qMyoUWr1ZKYmMiCBQuYnLQVm3jqqacYHBykvb39AeNVJGdOTk5K75az9ibB0XWMSon2+Pv74+/vT3x8vB0HWShHgOuI9k8F5fnr6+srqXBqtZqQkBDCw8PtMuyVc8JsNsvxncqodeXEycdB2e729naqqqpob2+X+4tarSYlJYXMzEw5b5Xc4ZmEozrEuXPnOHHiBIODg+Tm5vL000+TlJQkz0GTySQ1s8WYqVQqrFarjO4oVV4CAwNJTEzEz89vWuUHXcO6eAgcE7Da2tq4e/eulGXy8/NziSQSsB+MhIQENm7cyPHjx+3K3R47dmzK92q1WikLptFoiI2NJTExEa1WKzd6V92s1Go13t7edoeBkKVyFekT5ZyY6nLjqD0niOdKKEsDmkwm6R3x9/dn69atbN++ndDQUOArPUBXR1lZGX/60584dOgQVVVVdmPo5+dHenq6TOYR89CZBpyjJ10gODgYjUYjjQIhr/S4topwJCA3ZeEREwkkrkTdUSa+Njc3c/jwYSmQnpOTw8qVK0lJSaG/v59Tp05x+vRpGhoaMBgMD4Rn09PT2b9/PykpKfJAmS2DTqwNLy8vcnJymJiYIDc3l97eXi5evEhJSQlPPfUUO3fulAms4nAV+t+pqaksW7bMbk7cu3fP7jwQ81VcrEUijbP3UkcDTLlfKNUSlMar0jlgNBpldMiRXuZsKPslVBTAdk447qmOdD/lxVip+S7WqbPH7ZtArFcxL3t7e7l27RqlpaVSTQMgNjaW7OxsmZMxm0WXHGX23n//fa5evQrAli1b2LZtG9HR0XLtOUbhlOMoJBWVc1JZ8dDlpbKmC47G68DAAI2NjbS1taHVasnKyiIxMdFOP81ZPEvlREtISOAv/uIv2LJlC2VlZZw/f96uCsdUEN6BqKgoKf8FNkPJlUrgOhrSor23bt2SoYKRkRGZESugDJs4CxMTE/KmK9rhqIQhDhblYSI8jiMjI5SUlHDixAlKSkoA25wLDw+XVeDE/BNSKUoDyZlQtsVkMlFUVMThw4f5/PPPuX//PoCdF6CmpoZDhw4REBBAZmam/E1EYuFs98nRE5OamsoLL7yA1WqVhU/i4uLsNuInmWtif+nq6qKpqUlmdCclJZGamopGo5EV45x9eIr5OTExQUNDg/Q8e3h4oNPp6Ojo4IMPPqClpYV79+5JL7p4jZjDYEvcEgl4wjs5W/1zNN4WLlxIUlIS4+PjLF++nO7ubmJjY0lKSgK+olMJI0/oDov2dnd3U1payvHjx2X+AGCnMAAQGRlJRESEHRfWmTkSAkpPrPBkCeNVQOkI6O3tpaioiOTkZHJzc/Hw8HCJghrKOVRXV0dbW5t8LjY2lhUrVpCUlCT3ooe1VfSvvLycwcFBkpOT2bx5M4mJicDsqWJMBxwdJzdu3ODkyZN2v018fDxbtmyxS/Kdjf3V0bBubW3lwoULXLhwAYDExERyc3OlLTJVRbepVEBmi8o5N2bAlxD1oC0WCxkZGaxdu5bs7Gw7j5CzFq+SoxMQEEBeXh55eXnU19fj7e3N6OgoTU1NUihfyaUT3h5vb29yc3PJzs6Wn+tqHjxHI0JUrAkJCZGPjYyMUF1dTUtLi9MNViW+SfKgck6ZzWaKi4u5evUqra2tgG3MROal8gLjShcOsM+qFslZ9+7dkyFn+Kq4gtlspqqqiqNHj5KZmUl8fLys3KTUNJzNsfXw8LA7sDIzM3nttdcICgoiJSWFoKCgrx1mU86HxsZGqqqqAJtXNyMjg9jYWMA1K22JamFgG4fq6mpqa2vtpNy8vb2lsWsymejv78fb25ulS5eyatUq2Z/Z5lAqQ8Ui7C/WS0xMzGPfr5zL9+/f58iRIxw9epSSkhIGBgbkeaAU709LS5OcaDHmzpDzU3qdBZR658pom6Ocl3DODA0NUVNTQ1tbm6wwqdQUdQaUSWnK/V8gOzubNWvWEBcXB3xFXxJ9NZvNstBIWVkZN27c4NatW7S1tZGTkyNDz+K7XAVKD7Hj7+/l5cX4+DiTk5OSvlRXV8e1a9fskhFXrFjBs88+S0JCgh3FbbYhElsjIyPRarVs2bJFFmyBqZUUHLX1xRgaDAbANp8jIyPt9F2nCy5tvDreUpWlx7Kzs8nNzZWhWhFyd7ah5Pj9CQkJbN26laGhIU6fPk1NTY3dAKrVarlJZWVlsXHjRrsN3JWE7pUQB4Ovry/R0dEPZIz29fVJyoTYpFwdImSnPMwdDRaTyWTnBQkICJCeV1eG8rDUarUsW7aM/Px8ioqKJD9p8eLFUrdPlIQtLy/nv/23/0ZISAirV6/mqaeekp8zm/I2jpemhIQEoqOjn1gz2hHKtjc1NXH16lWZoLB8+XK7BAVX0CwGpAfYy8uL9PR0uwvjwyqJKZVAvL292bt3Lz/72c/kOCqzw52Bb/K7ms1mebg3NTXxxRdfUFRUJPm8wkMrQq/Z2dkcOHCAZ599VioNKCUOnQ3lGAnPldKb6gjhLXNV76MwcsQ+KUqJRkVFAV/xfsU+K7iSb775JocPH8ZgMMjCEkajkbt373Lx4kUyMjLIyspyejVNRyiLKzhCOYZWq5Xu7m76+/vtqCyZmZmsW7dOOggERWamoYw+enp6SltFXJzy8vJk9AOmvuQqz0ywXSavXbtGZ2cnHh4epKSkkJycbKezPedoAyIk+XUPOyGz0dvbS3V1Nc3NzbK2rjLJxtmyTEoIT4eXlxcajYbMzEwyMjI4e/as3GCFrIvIoF6xYgX79+9n06ZNdoeSK4ScHwYxETUazZTtdKbsx9eB0msvsmAHBgYwm81SQNvX15eWlhZZDUWj0chSs0NDQ3R2djI6OiqNXYPBgMViISgoiJCQEKcmOsFXG5UIuSUmJnLgwAG8vLy4e/cuISEh5ObmMjExQXV1NeHh4cTGxnLy5Ek+/vhjgoKCeOGFFxgfH2fx4sX4+fk59fBUGq3KKMbjNkbBgRTztb29nRMnTnDy5EmsViubNm3i5ZdfZvHixfI9rqgaERsby6ZNmxgcHGRoaIjh4WHpVZ2YmOD06dOStuPt7U1ycjIbNmzgBz/4ARs2bJCfIwxiZ8AxpCoS6ERClZhfYlyV5ZeFQsann35KeXm55KQLWounpyfj4+OYzWYWLFjAjh07WLRokfy+2dJ3dYTYY5QXYEExcsRUIVmwzUfHSI+zE5mEETo5OYmPjw8ZGRnSCSP0tZVGpzIE3dDQwMcff8wf//hHSYVR0gqGh4c5ceIEYWFh/OQnP5HnvnBYOQPC+HwchUr0eXBwkM8++4yLFy9iMpnw9vaWaiZGo1HOdUfd2NmAcl7l5uYSEhKCxWIhMjLSLtL2sPWi3Bv7+/tpb2+XEZWp1D2may+dtdPn6xphSg24rq4uvvjiC06dOkVdXR3e3t52iwGcn0yhhIeHhwzZAXR2dtLQ0EBvb698jVqtlvy6tLQ0/uIv/oI9e/bg7+/vlDZ/GzyM4+JKY/IoKG+OZrOZq1evUlFRYWcUabVaenp6KCkpoaurS25e/f39XLlyhfHxcfz9/fHz82NkZITS0lLAlgG+YcMGO5kQZ3oMlAbnwoULycrKskvYEaWbfXx8aG9vp7i4mImJCTo7Ozl06BCNjY3s3r3bjoPmbHwdI8RqtdrV7z58+DC/+tWvKC8vZ8WKFbz22mvs3bvXrhKMq6hGKCNLKpWKAwcOsGTJElpbW2lrayMyMpK8vDyqq6tlGWSwedSffvppXn75ZVJSUoCvwrauEtkRnvVHnRNKfl5xcTEFBQV8+umndHd3Sz62eJ2Y0xqNhuTkZLuQsyMFZaahnDsajYawsDASExNlVvnXhdVqnVKxwNkQOQWiHKgo8KEMrStfK3Djxg0OHTpkZ7gKj55Wq8VoNFJTU8O5c+d44YUXpPE6FQdztvB158/Jkyf5x3/8R65duyaTnIUjS2ncOeMSolxznp6epKSkfK0zSvk6cVERSaJC51752jnheRUHofIWLWo4e3l52U0Ax8SWkZERqXM6MDDA+++/z8mTJwFYunQpixYtsst6cxUPpaMuZGVlJX/60584fPiw5EkCdpyXJUuWsHbtWnnLmSuEdCV3bSq4SljucRBzR8iEvPnmm5SWlhIWFoafnx8mk0l6ctrb2+nq6pLjbDQaZfao8IiIqmk6nY7AwMAHNO5cIdwlPE+O80y5kUZHR/P973+fsLAwTp8+za1btzh9+jQmkwlfX1+CgoJkOGi2PVnKBMAnTcxyXFc3btzgnXfe4e7du+h0Onbs2MG2bdumXUx7uiD6KSg7CQkJREREMDw8LDOBu7u7qaiokJyzpUuX8uKLL7Jv3z5puIp92VX2zMdBjLUwXK9fv87bb7/N8ePH7ZLWADtFELBpVApO/uTkJEajcdbLkCrnp6+vL0uXLsXHx4eAgABOnTpFRETEA0bYw5wBykRSx9c4Ozrg6DV0rKClDJWLMaivr+f69etSwzYoKEiejREREYSEhNDR0YHBYGB4eNguic0Z/RV9EXPx7NmznDlzhtHRUXx8fOwuFRMTEzIacPPmTa5duwbY1p/ZbCYsLIw9e/awZcsWjEaj9FQ6a10quf3f9HwSMmcAoaGhrFq1yo43O519mxELSZnFJgZZ6OxpNBo78X1HCL6P0iNw48YNWWosJCSEXbt2sWHDBrtDxhU2YkcdupqaGo4ePSqliMBGF7BYLFgsFoKDg1mxYgU7duyQFSmcXXTh6+BxxoOr98XRiBwaGqKtrY3a2lr53+MgtCkFhPGnUqnIzMwkMjLSZeTclBC8QLHZOiY7itDWihUrWLFiBbm5ufzzP/8zp06d4u7duyxfvpz8/HxpvCqTY2YDX+cGL5JJRLGCoaEh7t69y4cffihVQPbv38+uXbskL0+EoV3JeBVwlKEJDQ3Fw8OD0dFRPv30U37961/T0dEhk5T27t0rlQVEv1zF4/okUPLm7969y1tvvcWHH35IT0+P9NIp1TC8vb3JysoiOzub9evXs2zZMrkunU3f0Wq1JCQkkJCQQGxsLMnJyeh0OrvwrKi25AjHvdRx/jt7X3HcQ0QRAkEBUBqzarWa4eFhbty4QWVlpTScDAYDGo2GRYsWkZeXh9Vq5dy5cxgMBnx9fZ0uXSf6NzQ0xK1bt/jnf/5nDh8+/MTv9fX1lVXt4uLi2L9/Pxs3bpSXaqFl7CxKy3RAJKCHhoaSl5dHenq63Xe4LG1AHIhKD8fg4CA3b97EYrGQn5//UON1cnKSkZERNBqNzHz+5JNP+N3vfkd/fz+enp6sX7+edevWyRKcsynm+yg4Gq4VFRUcOXKEjz/+WEoRgc14jYmJITg4mEWLFrFv3z7y8/Px9fVlYmJi1kNaMwllaMgVofQce3h4EB4ezvr16+nv7+ePf/yjlMNyhKMkm7+/P+Hh4QQEBBAdHc3ChQtZsmQJmZmZREdH23GYld/rbAhPiTJTWRgBjhvZzp076ejo4N69e3R0dNDV1TXr1Zm+CUSIVRhrbW1tfP7555w8eZLCwkKio6PZv38/r732GkuXLpXvc7aR8yQQ4yRCs7du3eLChQsy8SwhIYG8vDwpdSP2F1fw/D8JHD2ld+7c4de//jXHjh2zU1UAGw1LHJpxcXH86Ec/YuvWrURERNglU7rSZSQzM1NK7Ik94nHRrLkE8VuPjY1Jihx8dRkZHR3l3r17sqiEeM+OHTt4/fXXyc7O5sqVK1Jz1NkavcKoHBsb48iRIxQUFEhv6pPA0U4xGAzcu3ePnJwcKZMl+MDOtGkcdc+/Lhy57DOFabeShPFlNptpaWmhpaWFsrIyzp07x/DwMGVlZaxevVqK3QYGBkqOaFBQkB3ns6SkhD/+8Y+cOXMGgA0bNrBnzx5ZeQVcZzNSGq7FxcV88MEHHD58mNraWlQqlUxeio+P57nnniMjI4OEhARWrlwpb5NKyYm5BseJPlWpO1eF2Ey9vLzIysoiJCSE2NhYLl26RFtbm0yOaGlpkXI8YIsCZGdns3z5clJSUggICCAyMpKFCxeSkJDg5F49Hk9SMauvr4+AgABUKhWrVq2SHMuamhr6+/vl61ztoiIu0SKKMzk5SWVlJZ9++il/+tOfKCsrIy4ujueff57vf//7MplndHRUzgXHLGJhKIoNWXiUnHHIOEouNTQ0UFRUZKdzGhgYSFJSEt7e3lLLdS55XEXSh8C1a9c4cuQIHR0dqNVqLBaLpBOIRK2kpCS+973v8cILL7jsGlReqEQREPj2dCJXNHitVisjIyPU1tZy7949lixZIuegwWCgtLSU6upqLBYLvr6+rFixgldeeYX9+/cDtjEXFBhnFSpQ6tIODAxIapkwXEWhCEGHFO8B2zno6enJ8PAwRqPRrixwf38/n376KT09PaxZs4bc3FySkpLsPNSO3uzZwLfdz8T7zWYzIyMjkts73ZhW41Xp7q6pqeGjjz7i1KlT1NbWYjAYMJlMXL58mdjYWNLS0sjIyCA0NBS1Wk1qaipbtmyRVICysjKOHj1qp0OZlZXF2rVriYiImFIvzxlwDJ3X1NTw8ccf884770iOq1AWAFslnO9973ukpqY+MKhz1ePquMA0Go3k4ylLAboqHOdQREQEzz33HE8//TSDg4P4+voSGBjImTNn+Ku/+itpvG7bto2XXnqJVatWyUuYuIjNFyirp3l7exMREYHJZKKqqsrO++VqxquACMEWFRXx3nvvcfLkSWpra4mOjuYHP/gBP/vZz4iJicFsNkuPx1R8WjHHlcarszO8RXvBVo/83r17dmMSFRUlpQSFd3YuXCaBB7z/xcXF3Lp1y+7CBLa9RtCTgoKCeO2113j11VefSC/WWXjYhceV98hvAuV5dv36deLi4jCZTFKmbWRkhLq6OslPXr58OQcOHGDt2rWAzdP++eef09zcjFarJTMz006ScbbOfiXP+NatW7z55psUFhbK50dGRuRlV0TlxHuEsslUNJDx8XGKi4u5efMmn3zyCa+88gp/9md/Jrnpziy6NB2Y6cpo02ItKaWGRkZGuHfvHsePH+fDDz+kvLwcsEm7hIeHyxrblZWVREZGMjExga+vLzk5OXR2drJ8+XJGR0c5efIkJ06ckHzCpKQkMjIy5MAKKSpXMPgEGf3+/fscO3aMTz75RBquyozShIQElixZIjUkRfECrVbrdCP828AxYzYoKIjMzEwpSA1zY2MWHhGReCWiAQJLly6V5ft8fX1Zu3YtTz/99JRzcHR0lImJCUnCd5X+fx3BfccEp7q6OskDDgkJsTtIXMkoElQilUqF0Wjk9OnTfPLJJ5w/f57Ozk4WLVrEgQMH+OlPfyqNnG+qF+usxCdHyZmmpiZu375Na2srISEhLF++nNWrV8v5K6I/cwGCxmI2m+no6ODatWt89tlnXL58WfZZ/O6iIhXYzoj169fLMR0cHMTHx8clzghHKKXrJicnn0jRQkn5cKX1JuDYpuTkZFauXMmNGzeorq7m6NGjsqzt9u3bMZvNdg6c4OBgoqKisFgsXL16ld/85jd88MEHAJK7raRgzXQUQVmVcHJykrKyMo4dO0ZhYSFms1mWjx4ZGZFzUKnc4unpKXXB/f39WbJkCSMjI9y/f5+hoSE7L2xdXR3Hjx8HIC8vj6VLlxITEyM5sOBae6wSSr1YMZ/hq3LMM7U/TsuqVgo+9/b28tlnn/Hee+/R0NCAWq0mKyuL559/ntjYWC5cuEBJSQkqlUpWCunp6aGzs5PGxkZSUlLw8PCgpqZGyg0lJyfz7LPPsmHDBulSd3b4yzEz7/79+xw+fJjDhw9TWVkJIGU+zGYzQUFBbNy4UWppiknp7e3tspPySSFCIwLC6HPkNruKAfcwTFWycGRkRBqstbW1crMV1AJxMDpeQhyLNrgKnnSuiQNVeBHa2to4f/48165dw8/Pjz179tgR8Z29HpVQclzLysp44403OHnyJBaLhbCwMKKjowkPD6e7uxsPDw9GRkaYnJwkLCyMoKAgqTWqTC5QUgRMJhNdXV10dnbi5+dHenr6rPdfSEsBtLS0cPfuXUpKSrBarURERHDw4EG2bdsm567og6tDeWEyGAycOHGCt99+m5s3b2I2myUtTWijikhHUlISW7dutfO46nQ6lzRclfg67XMsZOBqcNw/8/LyeO655zAYDPI8b2lpobu7m97eXoaHh+0uVB0dHdy6dQuDwUBlZSVHjx7FbDbj6+sr5fnA5rGcjXNTecZPTExQXl5OcXGx5O+Oj49PmTSn5K2K92/dupWDBw/S29vLhQsXaGxspK+vj46ODnmm3Lp1i5qaGnJzc3nppZfYv3+/LGfsipQQsFfAGBsbY2hoSOZC+Pn5ERYWJvegr6MO8ySYNs+raJjwvFZXV+Pt7c1LL73ECy+8QE5OjhSMHhwcZGJigq6uLq5evcrp06epr6/n7t27NDU1PVAaLS0tjVdeeYUlS5YAriElJTh1Go2GiYkJrly5wqFDhygrK5PeO+UgxcfHs2PHDlauXAlgJ6Y9VyHaPpW8h5DjUWKuJIoAdiV8x8bG6O7u5vbt2wwPDwM8UDVMyGkpSx66Esxms8zEftRNWMi4CJ1is9lMRUUFly5d4siRI4yNjbF161ZefPFFUlJSplQHcRbE7y5oG7W1tXz00UdcvHhRhu16enooKiqipaWFw4cP4+PjI9diVFQU/v7+dnqh4qCKjo4mOzuboKAgWlpauHz5Mm1tbWzbtg29Xk9gYOCsHTDi8uvl5UV/fz/nz5+nuLhYztfAwEBWrlwp+ZRChsfV5qQSU/12tbW1nDhxQibsCCjDsJGRkezYsYPt27eTm5sr1SLAtS5U0wlxoXQ1A1bpTVapVKSmprJ9+3auX79OTU0NYON5ivLaoiSseG9NTQ0DAwP4+fkxODgoKTDx8fF2lxJn9Vt5kXV8DL6iWIkzwmw2k5OTw+bNm3n66adZsmQJY2Nj5OXl0dXVRUNDAzdv3uTOnTtSV1xwai0WC2NjYzz99NOkpqZK7WJnU5WmgmiPwWCgvb1d9j8+Pp4FCxbg4+MjK65NZyLstFmAynCO0GnT6XTk5OSwceNGqcmqFDYXYZ3W1lZ6enoYGxt7gNMENi+WCH9ZLBa7ihTOgOBjeXl5YTKZKCoq4uTJkxQXFwO2SWw0GrFYLGi1WpKTkzlw4ABr1qyx80bOVcNVmVjW3NxMYWGh3ITE84GBgXbeR1dcdI+C4yLr7++ntbVV3pItFotd7XEfHx/5HlfppzKk3d/fT319PRqNhri4OIKCgqRnURmKVIbPu7q6uHnzJpcuXeLKlSuSf758+XJZU13Qd1zBUFAWmygtLZUi9iqVyq6m+ujoKHV1dTQ3N+Pn5yepPUajUQqtC5mfoKAgxsfHMRqN5OTksGTJEqqrqzl//jxgO6Bee+01pxivAK2trVy8eFGOjVqtJi0tTUqYid9lLkB4VU0mEyUlJRw6dEhKmXl42AqFiFrxAsuWLeOHP/whmzZtclazZx2CLud4CXWVfUc5PpmZmezbt4/R0VGKi4vp7OyU/wF2nvS+vj67MsceHh5kZGSwc+dOu8Q2ZyuBKAtgCK+sIwUiPj6ezMxMdu7cyYEDByTdUTwHtj150aJFxMXFERkZSXd3N4ODg3R1dXHp0iW6u7ulOpFOp5vVctxPAqUdMDQ0xJ07d6ReL9jog+LSIZx904lpswCVC0dZ1q2kpITz58+zZs0aOy07s9lMSUkJxcXFdHd3ywU5FbG5vr6eQ4cOsW3bNmJiYqQYsLMyfZXyLRUVFbz55ptcuHBBPq+UpElJSeHHP/4xL774ot3t0ZUm4deBo/TQ5cuX+f3vf2+niRoUFMSKFSvsLipzrb/K5MPJyUn6+/vp6+uzW4COdaudpc/3MCg3u4aGBo4dO8bo6Cj5+fmsXbuWyMhISWtRJmUBdHd3y+IaStF7UatawJUKUYh2GI1G7ty5wyeffEJ7ezvPPPMM+fn50pMsuFmiQk9wcDBjY2OUlZXR2dmJWq2mv78fb29vVq5cKbOCOzo6SE1NtTPUHY2p2YDy+wwGA7W1tTQ3N6PRaNi0aRPbtm2Te62gf7gylJGKiYkJ7t69y29+8xsOHTokJRJFQoygbahUKrKysti6dSvLli2Tn+Vqa3AmICgjrtpP5frQ6XS88MILpKSkcOjQIT744ANZ+U0UL3pYNnpcXBzPPPMML7/8sqwEONtSksq1JqJXgh4h5qUyux5sieWvv/46Tz31FElJSXaGtxLBwcGsXbuW5ORk9u7dS29vL3V1dZw5c4Zjx45RWVlJYWEhq1atYvHixS63jpXUiMbGRs6ePWsnCyoceDOFaf81VCqV9JKazWYOHz5MX18f1dXVZGZmolKpMBgMtLa2UlJSwu3bt2loaJCHY1hYGEuWLMHX15eamhoqKyulZJbFYmHPnj12NaqdkTChXJx3797l3LlzdHd3y5uYWIzh4eGsWbNGGt3wFV9nLkO5oJWSQmDbWBctWsTq1auJioqSnj1X3WgfBhGaE/2rr6+noqJC8nk0Go3dvHNFTpKyTffv3+fMmTMYDAYCAwMlf0yr1drRdAYGBqitreXChQscPXrU7lKWkZHBSy+9xOrVq+VjruBxFVBqZEZERLB582bGxsbYv38/q1atkolzGo1G8nkBWUWtpqaG3t5e1Go1Q0NDaDQaFi9ejMFgIDk5mbGxMbKzsxkbGyM6OprGxka2bNkio0qzZcSLiA7Y5mF3dzdgu0jk5eWxbt06uQe7CqXjURDGq9Fo5MaNG7z//vscPnxYRuE0Gs0DBk5SUhIvvviiLOUrwpJz7ZL8pBC/0eTkJOPj43R2dkrVE/G8q0EUxPD29mbt2rVSpP/cuXPcvXuXsbExO/qHSqUiICCArKwsEhISiIyMZN26deTk5ACz30flxdzT05OsrCyWLFlCaWkpVqvVbk56e3uTmJhIamoqu3fv5sCBA9LDKi7LItIl+qxWq9FqtaSkpEjPbFtbm1RTunPnDoODgzQ1NZGSkiJlRF3lgqZ03gwODtrZcWCzzZTRyeneH6fFeFUOsp+fnxzgsrIyDAYDx48fp6ioiKCgILkRDQ4OMjQ0ZEd6VqvVbNmyhZ/+9KeEh4dz8uRJ3njjDWpra7l9+7a8efj7+9vVqp4tKLMPzWYzd+7cobCwkN7e3gfa4uHhwdKlSx9IInB2yGM6oJyE0dHRJCUlUVtby9DQkFRUSEpKAr4yAl1hsX0dKC9FVquV0tJSrl69itVqJSAggPj4eJdPhlFSefr7+6msrMRgMEie1bp161CpVIyMjGCxWGhra+OLL77g0KFDMjFBHJiBgYFs2bKFH/zgB2RkZExZjMRV4O3tzbp160hPT2dsbIzQ0FBCQkIe4NI7Ii8vzy4pRlApYmJiiIuLQ6VS4efnh9FoZNOmTQwNDREYGCipQLNlvCq/Z2hoSNK0vLy8SE5OtlNkceX9RqmfaTQauXXrFu+++y6HDh2ir69PehiFkSCkgwICAlizZg0HDx58oHLYfILyPBG/leBFVlZW0tLS8sDzrgTH8Vi1ahXp6eksXbqUX/7yl5w7d04+np2djVarJTw8nA0bNrBy5Up8fHzs5vpsR3jE7yk4vKtWrWJ4eJjKykrZdoFly5bxwgsvsGvXLlJSUqTknrLCmMCjLlgxMTFs2bIFtVpNRkYGvr6+aLVau7ngKhcV5Xio1eopK6DN5JyclpNHyWcMCQlhx44dpKSkUFlZyfHjx7l27Rrt7e20t7dP+f6kpCRWrlzJkiVLWLNmDWvXrpUi9xMTE7z11ltUVlZSVFREfX09PT09PPfccyxdulQeSLORJKPcIO7evcsbb7zBsWPHZLk3kezi4eFBZmYm27ZtY8OGDYSEhMyLBC0B5eIRiXY9PT1otVoiIiIIDQ112Wz7J4UyIcJqtdLT0yP/PyEhgVWrVsmbNfBEUjezDaUWckBAgPTAffrppzQ3N5OYmIhWq5VyLr29vdLAFVi4cCHr169nwYIFrFy5UioMuCKHWdkeX19fKUnnKCvlCKVaylR9UqvVUi8VbPxmJXVitiD2OB8fH6xWK9XV1RQWFkrjbmJiQkZ12tvbaWxsJCoqiujo6FndJ58UgrYBNv7fqVOnOHnypOQ9imRYAavVSlhYmJSoE+MLrnl5nE4ow68mk4mGhgbJG4Wv5MVcESaTSUYAwsPD2b59O35+fuzevRuVSkVycrL0vPr4+JCUlGR3fog54Ape9by8PP76r/+a/fv3y9LaarWapKQkcnNz7eQhRSTgUe0WNDyxLsVvtGnTJjIzM5mYmCA0NNQuWuuKc12lUqHRaOwuLMIWEphuo3vajFcBHx8fcnJyyMnJwWg0ysG8f/++nWQC2CalCO8dOHCAvLw86cmxWq2kpKTw8ssv4+3tzW9+8xvKy8vRarW0tLTQ0NDAggUL5KY8G14g5Y/f0dHB9evX6erqAmw8T3Hox8bGsmPHDrZu3SqzX8VNbD7BbDbT2tpKfX09YAtBT0xM2OnXgevcFL8ulAL1yrkVGhrKggULiIyMlI+54oaiXJcLFixgz549XLx4keHhYZqammhqakKlUknjTmSDxsfHYzabCQ0NZe/evXYVqITH9XGbsrMhPP7K4gIPg5Lb7Oh5VWoYTmX4zabmppLDbDKZqK2tpbq6Wq43tVrN/fv3+eSTT7h58yYTExPs3LmT8PDwx3qdnQFHtY6uri5GRkbkXqnsF9j2Gx8fH/Ly8njqqadQq9Xy4uGKEYBvC+VcE0mRglsP2JVcdeU9Vhg0Yn0FBQWxe/dudu/e/dD3CGPdFfYZpU3i7+//yHYrDe0niQRMJc8INiegY1lxAVe8pJhMJsbGxuzOfkGnEnBJ2sDDoNVq2bt3LwsXLmRkZEROAnEIWK1WGSoQYTnxvFiMsbGxvPTSS+Tl5dHf349arZY15JU/zmxMcGWiUkxMDJGRkZSXl6PT6dBqtZLzmpuby9NPP83ixYvle13RU/VNoOyHWq1m0aJF7N69m7q6OsbHx+08PPMJSt6g2KBcfTyVbc7KyuLf/bt/x49+9CO5yYiMeiW0Wi06nU56AaKiouwS7+bSuCqVFJ4Eyso44v1TGbbOgvKQ02q1ZGdnS3oO2PbA48eP884779DW1iYleoRUjavRd5R7tr+/P6tWreL+/ftcv36doaEhqQKh9NB6enoSGhpKWFiYpBu4omE+3VCpVKjVajuepSuN5ZNARLOepN3Ck+xKkYInWf/KdfZN2u2K6/RhcEwcbW1tldGAxMREEhMT5Rk0E5f8GTFelVIzj7pBOMJoNEq5HiHi7+HhQWRkpJ2XS4npFr59FJSDFR4eTlhYGGC7AYtb8Pbt2/nBD37AypUrZVKI1WqdN54BpTg6wOrVq/H396euro6Ojg68vLxYtGiRfI2rVoN5Eii9cEoJN7VazfDw8AOeD1fZZAWUUli+vr4sWLDgG3+W0Wh0mYp2T4KHeTQehUddgF1hDov5JZI+U1JSWLlyJcHBwQwMDGAwGGS99ZCQEBYuXEh8fLx0FDjb+HaE0qMVHBzMrl276OnpoaqqisHBQcxms+QYG41GfH19H6j/7urJaN8GyvEaGBiQ3GaBuVIxTUC5JgVVCb6qRiXO8Sf1Ws42xP4gJPWUScrCM/5t90elLaOkEzjb+/w4dHV1UVdXx+TkJH5+fiQmJhIZGfkAB3Y6MSMnkTBAvy4cy2g+iVE6mwaDI39D1LwXWZ9+fn48//zzPPfcc7I0nPDGzico+xMWFsaaNWvIy8uTpeG0Wq18zXzpu2M/lBIprozputi5Uonb7zqU45CcnMyqVatoaWmRodZVq1Zx4MABdu3aJWV6lNXCXA3CsxoZGUl+fr6kYwkZMmHkLF68mBdffJHly5fbUXq+C5hv/VTq1M61qORURupM9EGcOa762yj3k+HhYVlUQhR8CQ8Pn9ExnhHj1fH2IG4qUzVe8JUcS4yKz4GvChOIzxC3nNm+dSu/z8/Pj2eeeYb09HT6+/sZGBggJSWF7du324Ua5zOUJPOpxsIVvZFPCqWOokqlYsuWLVy+fJnW1lba29sJCQmxS+JxdSPdarViMplkksGj5qZy01Sr1fPyAjaXoTw44+LieO2111i6dCl9fX0EBweTk5PzQLUpcN1DUOmdEXJswcHBnDlzRvLpk5KS2LdvH/n5+XLdzeX95XFwjBxs2rSJ+/fvc/78efr6+qSxr3z9XMJca68Ss9X2uTS3heqKoLUsWrTILqEepp/aOeMxQC8vr2+deS7EjJ0N5Y8fEhLCgQMHpnyd2FTnOxfrYZmE88ErItQDhMj7wYMH6evr4xe/+AXR0dEkJibi5+dnpwfryvD09Jzz+sJu2OC4D+3YsYMdO3Y4sUXfDspSy2FhYezatYvk5GT8/f35wx/+gKenJ9/73vfYs2eP3YVxPkOMsUiO3LVrF/7+/qjVaq5cucKyZctYunSp3evn8n7rxtyDcr6lpaWxdetWvvjiC5YuXUp+fr5UA5mp8tTOtwjnIB534xe6cN+FzUSQ8JXePFfIEP22UGaZe3l5ERoaygsvvEBCQgK+vr5kZGTI130XxtkN18Pj9iFXrYX+MIi15uPjw5IlS/Dy8iInJ0cmwaakpKDRaGY1z8GVkJeXx89//nP27t1LTEyMHYd9ru+3bsw9KKOt6enp/PznP+eZZ54hJCTkgYvVTOBrG696vX4m2uEymO/9g/nfx9no38mTJ2f8Ox6F+T6GMP/7ON/7B9PXxytXrkzL50w33GM4PzDf+zjb/Tt69OiMf8fcJZ644YYbbrjhhhtuuPGdg8d8Typyww033HDDDTfccGP+wO15dcMNN9xwww033HBjzsBtvLrhhhtuuOGGG264MWfgNl7dcMMNN9xwww033JgzcIpUll6vDwUOAHuAxUAsYAJKgd8BvysoKLA6o23TCb1e7wG8BvwEWAh4AVXY+vgvBQUFc6u+nwP0ev1zwAZgKZAD+AN/KCgoeNmZ7Zou6PX6V7GN1aNgLSgomNM6NXq9/m+BFUAGEAaMAY3AEeCfCwoKep3Xum8H914zb/aaV5nHa3G+988Rer1+HfCXQD4QAvRhW5P/WFBQcMKJTfvG+C7sNa40T52l8/o88L+BduAc0AREAgeB3wC79Hr98wUFBXM9m+xt4BWgC/gTMAJsBX4BrJ8HffwP2IzWYaAFyHJuc6YdxcB/echz64DNwGez1pqZw78GbgOnsc1VX2A18J+Bn+j1+tUFBQXNzmvet4J7r5kfe00x83stFjO/+yeh1+v/A/D/Aj3AMWxrMwxYBmwE5qTxyndjrynGReaps4zXamAvcFx5E9Hr9f8XUAQ8i23AP3JO87499Hr9fmyHST2QV1BQ0PPl42rgA2x9/CHwlpOa+P9n77/j277Se0/8DZAACPZeJFKkKFIkRRWKKibVrF4sW5JtudcZj2cmyJ2U2SSbvZvs3r37utnsb19JJjcJJpmWGRfZlizJ6laxehdFsYpNLGKvYicBEAR+f0Dn+AuIsmVbJEAan9dLL4poPAfnOc95zlM+z+PAn+MwWu/g8MCece9wHi+MRmMBjs36AAwGw5X7//3VRI1nHBFsNBpNrg8aDIb/AfxX4H8DJisRolfXTAFdM9X34lSfn4DBYHgBh+F6CnjOaDT2uzw/sT3fHy+mvK7xJDl1S86r0Wg8bTQaD7m60I1GYyvw7/d/XT3hA3u8eO7+z38QhwmA0WgcAf72/q8/m/BRPUYYjcYzRqOxapLfJL8xDAbDXByeySbgiJuH850xluF6H7vv/0ydqLE8bnh1zdTQNQ/DVNuLrphK8zMYDGrg/wWGgFddDVeQMjsp8T3RNWPCHXLqie1hhfBa3TqK747Y+z9rxnhOPJZtMBhCjUZjz8QMyYvHhJ/c//nbyZ5L+DV45v7PIreOYvzg1TWTH1N9L06l+S0DZgKfAt0Gg2ErMBcwAdeNRuOVr3rzJMdU0TUPw4TLqUcZrwaDwRd48/6v7u2/+d0hPCAzx3guWfH/dODq+A/Hi8cBg8GgB14HbDjymKYMDAbDXwCBQAiOAq4VOAzXv3fnuMYDXl0z+TGV9yJMyfktuf+zDUeO/TzlkwaD4Tyw02g0dkz0wMYTU0zXPAB3yamnUWX9PY6b2FGj0Xjc3YP5jjh8/+fPDQZDuHjwviArE57DJnRUXnxXvAiEAscmcRHTw/AXwP+Jowp4BQ5Fu3GqHSb34dU1kx9TeS/C1Jtf9P2fPwX0OAoKg3Dsw+PAKmCPe4Y2rphKumYsuEVOPcbzajAY/gT4X4ByHMUHkx0f47iNbAFuGwyGgzhyfdYDs4AqHLmEkz0U9H3Dj+///A+3jmIcYDQaYwEMBkMMjhDf3wO3DAbD00ajMd+tg3uM8OqaKYMpuxfvY6rNT9AnqXB4WAvv/15qMBiexVHw9KTBYMidKikEU1DXjAW3yKlHeF4NBsMf46B0uQ2sMRqN99w8pO+M+0nb23B4s1pxCO4PcVTnrwAEd2a7WwboxTeGwWCYg8Ooa2Ty0rl8LYxGY5vRaNwPbAQigPfcPKTHBq+umRqY6ntxis6v+/7PGoXhCoDRaBzG4X0FWDqhoxonTEVd4wp3yqnbPa8Gg+HPgH8CSoB1RqNxyihYo9FoBf7h/j+J+zkiWTjI4EsnfmRefEtMpeKJr4XRaLxrMBhuA1kGgyFSWck+GeHVNVNK10z1vTgV51dx/2fPQ54Xxq1+/IcyvpjKusYFbpNTt3peDQbD/4pjgQtw3Eym6gK74g3AD9g9malBvk8wGAx+ONbNBvzWzcOZSEy7/3NSH6BeXTN1dM1U34tTeH7ncVTbpxoMBu0Yz8+9/7NuwkY0Dvi+6Bp3y6nbjFeDwfC3OHLqbuK4mUxqr85YMBgMwWM8tgTHvAeA/z7hg/Li2+IFHAUvR6dI8QQABoMh3WAwxI7xuPp+k4Jo4LLRaOx+8N2TA15dM+V0zZTciwpMyfnd33ef4GAz+T+UzxkMhg3AJqCXSVyR/33QNQq4VU7dkjZgMBjewqFMR4ELwJ8YDA808KkzGo2/n+ChPW6cNBgMwzhCB/04eo4/BZhxdBcZi5dx0uB+Z58d938VBlCuwWD4/f3/dxqNxr+Y4GGNF0RS+qTvcuOCzcD/d5+mphpHfmQMjo5pyThyKN913/C+G7y6ZmroGhdM1b0oMJXn93PgCeB/NxgMq3B0nkoEnsWxR9+drFzE3yNdI+BWOXVXzqvgI/TBQcszFs4xidsZ3senwMs4KoH1QDMOHrS/NxqNdW4c1+NCFo62k0ok8yW35F0cRSSTGgaDIQNH4ctUKp4QOIVD+SwHFuCgPBnEUfn7PvA/J3mhgVfXTA1dA0z5vTjl52c0GtsNBsMTwN/gMFhzcFy2jgD/j9FonMw8xN8XXeMRcqqy279XnT298MILL7zwwgsvvJjE8AiqLC+88MILL7zwwgsvvHgUeI1XL7zwwgsvvPDCCy8mDbzGqxdeeOGFF1544YUXkwZe49ULL7zwwgsvvPDCi0kDr/HqhRdeeOGFF1544cWkgdd49cILL7zwwgsvvPBi0uCReV4NBsOk59QyGo2qhz031ecHU3+OU2F+MPXn6JXTqT0/mPpznArzg6k/R6+cTt35eT2vXnjhhRdeeOGFF15MGnzjDltGo3E8xjGuGKNF20Mx1ecHU3+Ok3F+MPXn6JVTZ0z1+cHUn+NknB9M/Tl65dQZU3F+7moP64UXXrgRdrsdlUqF1Wqlvr6eq1evUlRUREhICOvWrSMrKwutVitfN5Vhs9mwWq1YrVZGR0dRq9VotVo0Go27h+bFQ2Cz2RgdHZVrdO/ePS5fvkxFRQUhISEsXbqU2bNn4+fn5+aRevF9gs1mY2RkhJGREfmY3W5Ho9F4ZfExY9IZr3a7HWVLW3GwToUD1mazybmpVCrUam9Wx3hDyNOjtklWqVTy32SEMEZVKhVDQ0OUlZVx5swZPvroI/Lz8wH40Y9+xE9+8hMWLlyIj48P4JDNqSqPwljVarXuHspjwdfJ9GSXYXDMQaPRYLfbaW5u5syZM3zwwQecPXuWpKQkfvrTnxIeHk58fDyAk171YuLwVXrVdU2mwtqo1Wp0Oh06nc7dQ/EY2O12bDab02OPQwd5vPEqlLA4OO12O6Ojo/LL8PHxkQfsZMfo6CgWiwUAjUYzZQ5TT4WQJfFvLEWrUqmclKyPjw8ajWbSKtqRkREpV01NTezevZuDBw9SXl4uX/Pee+8RFRVFWloaQUFBcr9NVeP1qzAZ5y3WS6knBVQqFb6+vpPaqzwyMiLHX1VVxfvvv8/JkyfJz89nZGSExsZG6urq6Orq8hqvboar/Am4Xq7UavWUOce/CqOjo9+LeSoxOjqK2Wx2ekyco9/lu/Ao41V4HoUx4ePjg1ardVI4arV6zMPEXcpJOdbvKpQajeaBQ+X7KOzjCXELFJ5tX19ffH2/+TaYrIeh8sC4c+cOn3/+OeXl5YSFhTF//nzKyspob2/n6tWrmEwmabw+qmd6MqK/v5/W1lba2tro7+/H39+f5ORkEhISUKvVk2KtR0dHAceh8KjyLPaBJ8/LFeJ8EHoyPz+fvXv3UlZWRkBAAOHh4aSlpREfH+90+Z9Mc3SFOGNcDUGx1sq5Cf2mVqvdNmdlSsc3PbusVqt0EkxGDAwMUFdXR0tLC/ClvCYkJJCZmYmPj88DDrnJjK/SjUJev+0Z+3XwKONVrVbLjfdND0ulh2wiIcY6XoI4FQTc0/A4Dmx3ydu3hUgXEOGs9vZ2bt26RX19PQBpaWk8++yzZGdns3v3biIjI+UBMpkP/rEglKrYW3V1dezfv5/Dhw9TXFxMUlISf/VXf8UPfvADwOHpExcdT8W31ZmTaW2FDPv5+WG1WikpKeHkyZPU1tYSFRVFbm4uM2bMIDk5mZycHOLi4uR7J9M8XSHORdc5jDUnT0g3+y5jcKfR/W2grAkwmUwUFBTwu9/9jqNHj6JSqTCZTAwNDfHOO+/wi1/8Aq1Wi9VqxWazTYnUgq9aq/FeR7drY3GrFDlMwrMqDore3l4GBgaIi4tDrVbT1NRETU0NHR0d+Pj4EB0dTUJCAjExMRMaClPensRYxTy+ycYVntXBwUFu3LjB9evXGR0dZdGiRSxbtozAwEDAcSN11+HpmqqhUqlkkYsI94iDU+kJUH4Pwqvurhu1MtdTGJ7t7e00NTVx584dmpqasNvt6PV6ADk3X19frFYrw8PD+Pr6MmPGDBYsWEBycvIDKQWeDJvNJr/71tZW9u3bx+HDhxkeHkar1RIVFcXcuXPZuHEjCxcuJDAwEH9/fwCn9Z2KGBoa4u7du9y6dQur1Up5eTltbW3y+bEMB0+A2IO+vr7y0L937x53796lra2Njo4Oent75etHR0fR6/XMnDmTefPmERsbKz9nMhiyo6OjUge2tLSwe/dudu3ahclkYtWqVbz++uskJycTEBDA9OnTCQoKcvOIvxusVivAI6d5iHQKsY4TrZuE11dEIYeGhqivr8dqtUodIgzxgYEBTCYT4JhfcHAwiYmJcs2EbHt6WqDVapVr09HRwZkzZzh27JiT/gCoqamR66GsbZmMGB0dlWsj9qNrYa8yYnzt2jXOnTuHxWLBz8+P0dFREhMTeeKJJ0hISPjWdo3bjVdX4RwZGcFut6PVamlqauLWrVuEhoYSExNDS0sLn3zyCRcuXKC1tRUfHx9SU1NZunQpS5YsISUlheDg4Am5eYqFGhwclIsiDJ9vUqHt4+OD1Wrl9u3b/OY3v+HDDz8E4Omnn8bf358VK1aMzwS+AUSenCu+yc3R3d4AJYSBUlBQQH5+PmfOnKGgoOBr36dSqVi8eDFvvPEGO3fulJ6dyVCRr1SWdXV1HDp0iCtXrgCQkJBAREQEYWFhZGRkkJGR4ZTr6UlrNx7QarVERkYyY8YMampqiImJISQkRD7vqYadKDQDh0w3Nzdz/fp1Ll26RGFhISUlJXR0dDi9R6vVsmbNGt588022bNlCWFiYR85tLIhx9vT0cPr0afbu3YvJZEKv17N69WrWrl1LRESEx142vimEzhWGnEjfEXPz9fXFx8dHyqcwotx1GVHqGLvdzrVr1zh//jxDQ0NotVpp0IyOjtLZ2SkvVv7+/sTExLBw4UIWLVpEQkICOp1uUtR8uDJeFBcX09vbi06nIygoiM7OTgBiY2OnTGHaWBcK5ZxsNpu8xLS1tfH+++/zb//2b06vz87O5m/+5m+IioqSDrpvigk1XpVFBOILUE66urqayspKSkpKKC4upr29ndTUVN566y18fX25du0av/vd7ygtLSUwMBC73c7t27cpKSmhqqqKrVu3smTJEoKDg+XfG4+DV3g7LBYLBw8e5MKFC6xbt47nn38eAIvF8kCuriuURQft7e2cPHmSa9euyeevXbvG/v378ff3Jzs7G19f30mXK2O327FYLFLJCgiv5kTNQ6nw7927R35+PidPnuTGjRs0NzfL0PmjfM6NGzcICwsjLi6OtWvXEh4ePimUkfASm0wmWltbaW1tlc/NmjWLRYsWERUVJR+bLDL2baH0TonDXhyWIgLk+lpPgdIjB448u8uXL3Pq1Clu3bpFTU0NjY2NsvhTCYvFwtmzZ2VEYdOmTcTExACem1+vzOft6uri6NGj/PKXv6SyspK4uDj+6I/+iOeff56IiAhg8suuyWRyyhe9ceMGBw4coLS0FB8fH3murVy5kmeeeYa4uDj8/f1RqVS0trZSW1vL9OnTmTFjBjAx66o8a9vb2zlz5gwHDhwgPz+foaGhB/7+8PCwLOIJCAhAq9Vy+PBhsrKyePnll9myZYvTeyZD4aQyGqnVaqUzCxyXRmUa1mT0vAqPq3Ba2Ww22tra8PHxITQ0VFIrjoyMYLFYqKmp4fTp01y4cOGBz+rr62NwcFDu7W+DCTFexUK5Giyiun5gYICysjJpwFVVVdHd3S1vY0K5+vv7ExERgZ+fHyqVipGREQYHB8nLy8NkMpGens78+fPl5z9ugRefJwzJ8vJy9uzZw/79++nq6mL+/PmkpqY+YJQ/7LMEysvLOXXqFA0NDQQGBqJWq+nq6mLfvn1EREQwe/ZsAgMD5Y1mIjex4K0zmUwMDw9Lr/jQ0BA9PT1otVqCgoJkon1oaCgajQabzYa/v78UdJPJJPN8HhZqGA8oQ1kADQ0NHDlyhI8//lgacCqVivDwcCIiIggMDJQHhIDVaqWnp0caufX19VRXV5OdnU14eLj8njzRQyf2njJl4M6dOzJkFxQUxMKFC1m9ejXTp08fMyQ0FaFMI/H19cVmszE4OAg4ZFWpVD3toBHrIirr8/LyOHDgAEePHqW7uxtwHJZxcXGEhIRIfTk8PExnZyednZ2cOHEClUrFzJkzpX4V6+5pUKZi1dfXc+LECXnR37JlC++++y6xsbHSOzlZcwmVOb3gOOBv3rzJoUOH2LdvH11dXSQnJ9PV1UVTUxO9vb2sXLmSlJQUwMG88Mknn1BRUcGOHTuk8SoMqvHUTSMjI/J7r66uZteuXRw8ePCR3tvT0yP/X1paitlsxm63k52dTWRkJDqdzuMNV3DsSz8/P2w2G729vU5niEiTCAgI8Dh98nUQdodwQtlsNhoaGrh9+zZVVVXY7Xbmzp3LypUrpZFeWFjIkSNHOHv2LK2trYSEhKDVaunu7sZqtZKWlsa0adOkrH8bW2BCTifXQYnFbWlpoa6ujsLCQi5fvkxeXh6dnZ3MnDmTP/qjP2LTpk0kJSXJG/XSpUt54403GB4e5ubNm07CERAQIK3/h/3d7wpBYA7Q2dnJ8ePHKS4uBhxVrx9++CEvvvgi6enpcp4P23TikDCbzdy5c4fy8nLMZjNqtZqAgAD6+vqoq6ujqKiInp6eb+1a/y6w2WxyHCUlJVRWVqJSqYiKiqKiooJz584RFxdHdnY2vb29aLVaVq5cSUREBBaLhblz5zJt2jR6e3spLCxkcHCQlJQUUlNT5edPRIK+UlkMDw/T29vr5JUKDg5m/vz5bNmyhaVLlxIQEMDw8DBqtZqgoCBqamr49a9/LY1XvV7/tZ51T4HIrxIGT21tLdeuXaOlpQWdTsfixYtZtmwZGRkZqNVq+b14ohHzuOB6ybBYLFgsFidD3xPXVulBE2HZffv2cebMGWpra53yW7Ozs8nNzSUjI0OGLKuqqqSHtqenh2vXrlFXV8fKlSvlZ3oSlE4PcOQU3rx5k9u3bwMQFRXFvHnziI6Olq/3tDl8E1gsFmkAjo6OcuTIEQ4dOkRDQwOzZs3iRz/6EVu2bKG4uJhdu3aRlJTEtGnTAEcO8L//+7/zH//xH2g0GhYuXPiAvIynTCu/d1EjoIROp2NkZOSh1FlKHD9+nJaWFtavX8/27dtZuHAh8GChpadCXPxddaiyZmQyyanNZsNsNsszJD8/n9/+9rcUFxfT3NyMSqXihRdeIDc3F61WS09PD3v37uXjjz/m3r170iYbHR0lICCAsLAw5s6dS1JSEjqd7gEH06NiXI1X1yKdtrY28vPzqayspK+vj66uLkpLSyksLKS7u5vp06fz1FNPsXr1ap5//nl5cwRobm6murqa1tZWBgYGpCAkJSWRkZHBU089RVZWliwygcd/ACsFrqamhlOnTlFXV4efnx8tLS3s37+f0NBQAgMDJc2OeJ+r4hBjM5lMDAwMyM0+PDzs5DmY6I2qHOvo6Cjt7e1cu3aN48ePU1hYiK+vLxEREdTW1tLa2kpxcTHl5eUMDAyg0+m4c+cO/v7+2O12lixZwpw5c6ivr+fatWv09/czb948NmzYwMKFCwkICHjgb44HlN9hbGwsGzduJDExke7ubux2OwEBAaSkpLB8+XLS0tIeeP+sWbPYs2eP/N3f31+mwEwmDA0Ncfv2ba5fv05vby9JSUmsXr2arKwsKY+TIc/scUB0wamvr+fMmTPk5eVJw91sNksvrCdBrFFvby83btzgo48+Ys+ePfT39wMQFxdHZmYmGRkZLFiwgNTUVBITE4mMjAQcxl5XVxfXrl2jp6fngYIuTzxQhZ4XxTB79uyhoKCA6OhoXnvtNZ588knpVBiLanAyQej91tZWzp8/z/Hjx2ltbSU9PZ1Vq1bx3HPPERAQQEZGBlarlbCwMCIiIujo6MBoNPK73/2OwcFBtmzZQmZmpjReXem0xgPK7z0hIYHnn3+eyMhIbt26JR0zrhB6WXj1BItEf38/ly5doqenh+TkZGm8fpuC6ImEkubTdZyBgYGyGG0s0n5PhpLqqrm5mcOHD7N3716ZTz99+nRiYmKk7bV3716OHDkiI5tCr2q1WrKzs1m3bh2bN2+WNSPfdk3H1XhVq9UytN/Z2cn58+d57733uHLliswLNZlM+Pr6MnfuXJ5//nm2b99Oenq602a4d+8ex44d48MPP+TixYsyRJGRkcGGDRvYunUr8+fPJywsbDyn46QARG6RaCupUqmorKzk/PnzpKSkEB0dLV3iY90qxGf19fXJwwcc35kI6SYlJTF//vwHikfGE0pD0mazSc7PY8eOyVys+vp6OUZwhOJFLu7JkyexWCyo1Wpu3rxJTEwM3d3d8j03btygsbERQBajfZtb16PC1cuWmJhIQkKCVB5ivq4k2crvoaqqioGBAfmcoE7yVCX6MPT19VFfXy89yNHR0cydO1dWnU+GwrPvCnGgCznev38/u3btoqSkRK6np3nVXVNSGhoaOH/+PKdPn5a6IzU1lRUrVvDss8+ybNkywsLCZCW0oOzp6+ujvb1dGuZKRgnwrNxeEZXx8fGht7eXq1evsmfPHk6cOAHA8uXL+eEPf8jcuXMBx4VjsqYLKGsAuru7+fjjj/n8888JCgriqaeeYvHixaSnp8vLvjDqRIRvz549/PrXv6anp4eXX36ZP/3TP2XJkiWysn8ioiiCTUClUpGUlMQbb7zB0qVL2bt3L7///e9pamoCkLnWwAOpWQMDAzJf1GKx0NjY+ADrh6dHhJSGmPIyaLFYnCKxnrTXvgpiTW02GxUVFRw8eJBDhw7R0dFBYGAgc+fOZf369Wzbtg2ATz75hH//93+nqqoKnU4n09AA5syZw4svvsgrr7wizxxXhoxvgnExXpXhCovFQl5eHsePH+fMmTMUFhZKS9xisbB06VLWrFnDihUryMrKkh1RwBHivH79Ovn5+Vy9epXz58/L55566im2bt1Kbm4uqampE37jFkargK+vL2azmbq6OhobG502plKIRc9jjUZDf38/N2/epKCgQN5MbTYbJpOJyMhINm/ezKpVq6TS+jZcjt8FdrudwcFB6urqpLGqVqvlWP38/NBoNDIcZLPZ5NrabDZqa2upq6tzGnNjYyOnTp1i1qxZzJgxg4SEhAlVSIIA+2F/02QySfYIq9XKxYsX+fjjj2V6CEBoaCgLFixwigx4siErvn9xKAiIftsij+lRqMzsdrvThW28CKjHC8PDwzIFp62tjd27d1NSUgJ8eZguXbqUzMxM+R53pxG4XsDi4uKYOXMmcXFxBAUFsXnzZnJzc4mPjyctLU0WrCq96N3d3Rw7dowDBw7Q19dHVFQUTz75JLNnz5av8SQZtlqtcvz9/f1cu3aNS5cuAbBhwwbefPNN5syZI1/v6UbNV0GtVmO1WrHb7RQWFnL+/Hnu3bvH5s2bee6554iOjnYqktHpdKSnpzNt2jRaWlooLy9Hq9Xy7LPP8s4775CTkyM/e6I9fMLY8ff3Z/78+djtdmJiYrh16xatra309/fT2dlJU1OTk9NGOV6xlpOR81VE5EZHR50cPIWFhRiNRrZs2UJ8fPykuGiNjo7S399PfX09N2/e5Nq1a1y/fp3CwkL0ej07d+7ktddeIyMjA51Ox9mzZ/nkk08kc49KpZIRgpUrV/L000+zZcsWabjCd9M5437qVFZW8tlnn7Fnzx7pRg4LC2PWrFnMnz+fDRs2sHnzZkJDQ4EvK2kbGxv54osv2LNnD+fPn8dkMqHT6UhNTSUnJ4etW7eyYcMGadgJT+5EwfXQFhQgFouFoaEhaaQKQVYWKSnHWVZWRklJifRAC6MgIyOD9evXk5WV5dS8YSI3syjAWrBgAdXV1TQ0NEivt5ircoMqx6Y8cO12O35+ftjtdsxmMw0NDRQVFVFdXf2Ah3q8D1ChYMZqm6lWq/Hz85PjaWtr4/Tp0+zZs4eBgQH0ej3JycmsXbtWMkCIQ8dTw5XCWAdHtMCV99NsNsuw69ddjMTB5BqenSxct65MHfn5+VLRCv7BefPm8fzzz7No0SL5OlGg6S6I71UUVEVERLB582bMZjMWi4WnnnpKFu2Ial+lx8NkMnHu3DlOnDhBe3s74DDQX3vtNebNmyf/jifJsFgns9ksKe06OzvJzMzkjTfeYOvWrfIi7VoECp4vi+BcTKrVarl37x41NTX09PSQkJDAqlWr5AVZzFOlUskaEFF4V1ZWRnJyMk8//TRZWVlOuaETeSFx5fk0m81kZWWRnZ1NTU0NBw4ckIZPT0+PNF7F+Sb+L9KxLBbLpErNEpECjUaD2WzGZDLJxwoKCvjHf/xHRkdHeeedd9DpdHI/e5KsuhZn1dTUsG/fPk6cOMHt27cZHBwkMDCQNWvW8Oqrr7J+/XrAwY703nvvcfnyZcChS4RtsHDhQn7wgx+wceNGmXIn2pR7THtYcbgJT86dO3c4dOgQx44dc6LmSU9P56233mLVqlXEx8c7kUn7+PjQ3NzMBx98wIcffkhjY6P8EtasWcPPfvYz5syZQ1BQkFPOpDh8JyJ3UoTgXDeWMC6VOS2ubf2Ui6VWqxkaGpLzE58XGxtLVlYWCxYskGE9pSdiPKFUdj4+PsyaNYs/+ZM/YdWqVfzmN7/hzJkzREVFMWvWLFmIZbPZCAgIICgoSK6zKBISRRTCuBfPWSwWafhNNJT0SMr83pGREVmZ3dbWJquaRcpAQkICP/nJT9i+fbtkWAA81vOojIDU19dz6tQpKioq5PMilPVdoVxjT4Wgt/P396evr4/PP/+cI0eOyOe1Wi3Lli1jx44drF+/XtKGubvVphLKgy4uLo7nn38em80mc1qF/uvv76eiooKmpibJPXn16lWqq6vlZ6WkpLBmzRpCQkI8qiWnMk9zZGSE8+fP8+mnn1JUVIRWqyU5Odkp0jaZcgddIXIklVHKgYEBgoKCmDVrlmSBgC8NQ1HUNTAwwNGjR/nFL35BQUEBOTk5hIaGyvNCXEjdKbdKZ0RAQADt7e1UVFTQ29vr5PRwXUPxnuHhYekEAs8vyBORKLFPbTYbWq1WynJtba28nAQGBnqETnGFuPyKM+3y5cvs27ePhoYGmW60cuVK/vqv/5rs7Gz5vrq6Oi5fvkxbW5u8TI6MjBAcHMzixYtZsWIF/v7+0iMtbIPv8h081lNX2W2iubmZTz/9lE8//ZQ7d+4ADms8LS2NTZs2SSYBQFaq6/V62tvb2b9/P3v37qW8vByAkJAQli1bxrvvvstTTz0l/57FYpEh4PE0IJT5V3a7naqqKoqLi53CHoKmRcxTGNaC+0xgcHCQ/v5+fH19KS8vp7a21imfUqPREBoaSnR0tPRGuwtqtZrIyEgiIyNJTk6mv7+fwMBA4uPjyc7Opq+vj1OnTlFbW0taWhpRUVGUlJRQUVHByMiIUxcVQbMFDuM8NTWVuLg4J2/PRGzmRwl119TUcOLECQ4ePEh9fT1+fn6YTCbCw8NZuHChU7qAgDs7oD0MyoOxo6ODgoICmpub5fPC4PyqimSlJ0ulUmE2m2ltbZUd7uLi4mQYSJCoe9r3AM4HZGdnJ0ePHiUvL096z318fFiyZAkbNmxwSl3ypANGedFSq9VOvLzK55ubm9m/fz+FhYWySO/evXvAl0Vdubm5Mpfek3KdlWHjwcFBioqKuHTpEq2trYSHhxMfHy91K3yZxuTKGy4MQxFR8ZT5KSGKzMCRj37ixAmuX79OcnIyGzZscNL/wnAT4ea6ujqOHj0qIwcpKSlERUVJb6u75+vj4yMjWIBsnpGfn/+VUR5R2Q4we/Zspxa/njAvV7imBPb29kqmGmGEK51c7e3t1NXVERkZ+Z1oosYDwmjV6/WYTCZOnz7N4cOHKSsrk68JCAhg1apVLFu2DHCk9DQ3N1NSUuJ0toi5+/j4EBQUJHWNYFN6HHisp4xyAYqLi9m/f7/MFdRoNKSkpPDWW2/x/PPPk5iY+OUg7n9hACdOnOAf//Efqa2tlc9nZ2fzl3/5l6xZs8bp701UmMs1pFFRUUFRUZFTRbIwFITnVSnUXV1d0gNbWVlJfn4+3d3dNDY2yqpK+DI8KXIKlTm17oDrhlqzZg1z5swhMjKS+Ph4TCYTWVlZtLS0EBcXR2RkJI2NjRQUFJCXl8eVK1eoq6sDnBP1ExMTmTdvHqmpqfLxiaiIHQuuYcbq6mp2797Nvn37KC8vd/KcDwwMcOPGDdnxLTw83Ck/y5MhjPaxjNOvC7Uqw9bl5eUcOnSIixcvotfrZcFkYmKiU8jP06A0qBsaGujq6mJ4eFgaOAkJCcTFxT2gWD3hUHHFV3lIu7u7OXPmDJ9++im1tbUPtBbNzMzEYDCwdu1a+ZgnpQsIeRR6VORIwpd6Q3iaAaf955q25MnFMUqd19PTw4EDB/jtb3+LyWSSKXHg3PBGWeR79uxZrl+/DsAzzzzDW2+9xcKFCz3CIFLyoVssFvLz8zl27BhlZWUy534smRP1E3a7nenTp7N582bJNACeGeFy/Y6Vxc7KdD+B2tpaCgoKSElJcbr0e8LchEza7XZOnjzJ//yf/9OpcVJ4eLhMZRTo7e3lzJkzXLp0STqqRFoAOByPwcHBcr3tdjvDw8P4+fl95zPzsXxjYqOIBaivr6e4uJi7d+/K1zz55JO8/PLLbN++ncjISGw2G93d3U7h/9OnT/PZZ59JwzUgIIB169bx5ptvsmrVKsCR+2O1WgkICJjQzak0RgcGBpxIiJW8bTabjebmZq5evcr06dOpr6/n1q1bklaiubmZ0tJSenp6GB4epqWlRX6uMO48RZhF6EMYcMquLeBQNsuWLWNoaEgKY2pqKvHx8Wi1WqqqqqTxqqzAHB0dJSIiQnoR3OG1VIaDTSYTd+7cobKykry8PL744guKi4sfoHdpbm5m7969FBUVkZCQwMyZM2V6hyi6sFqtTh4HAWWXoImCcn+I6MQ3/Z6Vyvj27dscOnSIvXv3UlpaSkBAAK2trVRXV7Njxw5WrlyJr6+vR3pgrVYrHR0dFBcXc/LkSe7evSujAQkJCSxdupSMjAyCg4O/Ne+gO9DX1yeZT5qammhoaODmzZuyWYHVaiU0NBS1Wi0v27GxsdITYrFYvnW173hA6D5xnjQ1NdHT00NoaCibNm1i9erVxMbGOrURFxgZGaGvrw+VSkVwcLCT/HlaExGlzjt//jz/+Z//ycDAAK+//ro0XOHL9RHz7Ojo4LPPPuP999+nsbGRxYsX88orr7B69Wqn+brzMq1kuRgaGuLYsWMcOXKEvr4+6axQpgMIKMes1+uJi4tzYhDylLVTQvmdx8bGsmHDBjo6OsjLy5N5nUL27HY7FRUVXL9+XcoxuD9qNzIygo+PD3q9XlJ+fvTRR1y/fl2mqURHR7Nq1SpefvllFi5cKM+627dvc/ToUa5fv87o6KiMUo6MjBAUFMSKFSuk7WaxWDhx4gR1dXXMmjWLnJwcwsLCvnWe+mM1XsX/+/r6GBoacmqPNmfOHFauXCkpXHx9fQkJCZEHxLVr1/i3f/s3SYWiVqtZsmQJf/zHf8zGjRuBL/N93FGpp/xiRYqDcs4Cg4ODFBQUcO/ePSkMBQUFkh5KpVI9QOCs0WikgajT6ZgzZw4ZGRlOXiB3HaRjJf0r5ysqS5VdXASTgtIzLYxFnU4nq6SVnzHREHPq7++nsLCQkydPcvr0aXmxEMaXmNPo6Ch9fX1cunSJS5cu4evrS0pKClu2bMFkMrF48WKnlo4CyjzwiYZyncQlROnN/6r8MeWeNplMFBYWcvjwYT7//HOZFtLX18fVq1e5efMmXV1dknx6olkxvgrK77+9vZ2DBw9y8OBBWlpa5OUzKiqKuXPnkp6eLnWWp4x/LCiLUzs6Ovjtb3/Lvn37qKurGzNa09vbK42F6upqjh8/TkhICHPmzJFpTZ4SulR6UMvKymRYPCMjgzVr1pCRkeH0WnAcvm1tbVRWVlJTU8Po6CjTp08nOTlZGuqechERelB0YiotLWX//v2UlZXx9ttv8/Of/xxAOgQEM4bNZqOuro6DBw/y3nvvUVhYSEpKCtu3b2fZsmXS+HG3ISTGKmC1WmlpaaG5uflr6zaUUZu+vj6Ztz1z5kz5uZ50AYEvo6U2m424uDh27NhBZWUlV65cAb70Jgujvaenhzt37jxwNroTyijFhQsX+Pu//3saGhqAL/fjokWLePHFF9m0aRMajQa73S4dcfn5+XI+wngFB9Xnpk2bmDt3LsPDwxw8eJDf/OY3lJeXs3HjRmJjY+XlxG0dtlzJ+OPj45k1axYRERHU19fj6+tLUVERv/71r8nIyCA9PZ3s7Gz8/PywWCx8/vnnfPzxx5w+fVrmf7700ku8++67PPnkk996cuMB4Tl0PSREyLSjo4PBwUGKi4ult0PZ/s4VSgPY19eXefPmsW3bNtasWUNQUJBbjR9XiE2qDDWLzWuxWKTSrKio4NChQ5SVlUkvisViQa/Xs3btWl5//XXJUQgTG7ZU5oH29vZy6tQpjh8/zo0bN7hz546UP71eLxtgRERE0NjYyO3bt2U0wWq1cufOHY4dO0ZjYyPPP/88L730klOIXXh1RQK7oB4TRvx4r6lrGNXHx8fpIiKeH2tfKb3u+fn5/PrXv+bzzz9ncHDQKcoADuPhyJEjqNVqfvSjH7Fs2TJJk+Ip1bQ+Pj6MjIxQV1cnOSddn3f3of+oEB4dcLCyfPzxx5K71xXTp093mm9TUxPvvfceFouFd955h1mzZjnpIHeGmuFLov5bt27x+9//noqKCjQaDUlJSU581+LCf/36dY4ePUplZaVMxRoYGCAsLIyZM2eycuVKtm/fLg0gdxt3wgGjUqkYGBjgo48+4uLFiyxcuJB169bJ1ymZMbq7u7lx4waff/45p06dorW1lWXLlrFz506eeeYZGQ3zlGiBcs/r9XqWLVtGSUmJ5HcXFItmsxmbzSbPUvFTpVLR3t7OpUuXyM3NlXzgItfb01K0RKqfYAIZi4VIaZiLM9TdEA4nMd6LFy+yd+9eabgKg1ur1ZKamkpGRoZToaRYO6UtJP6v1WqZNWsWQUFBXL58mYsXL3Lq1CnOnTuHzWajpqaGtrY2TCbTmJHKR8Fj3cVCqYaGhjJ//nxSU1O5ffs2ZrOZs2fPcvbsWTIzM1mzZg13794lOTmZ+vp63nvvPY4fP87IyAhxcXGsXLmSn//85yxevBhw3MICAgI8IjfLx8cHf39//P39nRSFOBwHBwcf6M4jwrVKJgIlUbPwiuj1embMmEF2djbh4eGAI03i2y7u48bDjGjhbQWH5/nGjRvy5ily7kZGRpgxYwabNm1ix44daLVat1Q5K41Xs9lMWVkZJ06ckEZpdHQ06enpJCQkkJqaSnZ2NnFxcdTV1VFQUEBdXR0NDQ1UVVXR2tpKeXm57DAWEBDAypUrZUqLj4+P9J6PjIxQWFhIT08PKSkpslhxPOnBXD2vVqv1gVu+a86reJ1Wq0WtVsuLyOHDh2XuoU6nIzg4WEZBhoaG6OzsZNeuXUybNo309HQpv+6CmJf4bisrKzl16pRTxb2A4CceqwuQJ0IpL/7+/mRmZmIymYiJiSE4OJiuri6sViupqanMnj2b2tpabty4QXd3NyaTidraWvbt24der2fHjh1kZGS43XAXh6EwyvPz8zl+/Dj9/f0yUqMMNXd3d1NSUsJHH33EBx98IItntVotGo2Guro6bt26RU1NDbNnz/YY41Xp5W5paeHixYv4+PjwzjvvyAgjOFLment7uXv3LpcvX+bo0aPcuHEDrVbLmjVr2LFjBxs2bJD5v57ALiCgPKf9/f3ZtGmTDCXn5eVhMpmc2Abgy9Q7UcQmONOVLEWeYPCNBeUZNjIyQnh4OCEhIbINuWsdgNCt7oZS93d3d3P06FHOnj2Lr68vgYGBklbRx8eHwMBAWRwpGBVEm3RlJFzs0YCAAAYHBzlz5gwtLS1cvXqV5uZmp1RLs9nsxPDzTTFuBVvx8fGsXLmSqqoqbt26JR8vLS2lqamJkydPyhSCu3fvyk4Lmzdv5s///M8l/6AyYd0TIDqAfBNDWmkwuX6WEB5P3ZhfB2F8iVSBM2fOOCV5C0qs0NBQ5syZQ1pamltbkCrXwd/fn9TUVGJjY6Xx+uSTT/Laa68xf/58AgIC8PPzQ6/Xk5aWxooVK+jt7aWqqorjx4+ze/duyZt5+fJlOjo6eP3113nttdecikrAcas9efIker3eiaRZHDrjAdecV0HbooTrgac0Xm02G5cuXeLo0aOyWh0cFeuiOcjAwACXL1/m6tWrmM1miouLuX79ujTixWe6o82xmIfdbufo0aP80z/9E52dnU6cw2q1mpCQEEJCQiac+eLbQnmZnTdvHr/4xS+ora3FZDIRGxsradw0Gg1BQUF0dXVx6dIlDh8+TF5eHh0dHVRUVPDrX/8am83Gq6++SnJy8leyTkw0lFzMQjeK8fX39/P555/z0UcfcfXqVWm4hoWFsWbNGhITEykrK+Pzzz+nqqqK/Px8VqxYQXBwsNs9k8qiyfr6evr6+oiLi5O8wlarld7eXnp6erh8+TKnT5/m9OnT1NfXExwczLZt23j11VfJyspy8kS7e15jQez7uLg4nn76acBh2ArHBjiKgDQaDYODg06sO4CMXA0PD6PX6z3GOP8q+Pv7k5GRwZIlS7h69aqck06n87izXkTiRPpKaWmpPM9EzrnILe/q6qKqqor+/n7CwsIIDg6mra1NFqO7QjixioqKGBoaemBtg4ODCQoK+k4OycdqvCoPxuDgYNavX8/o6ChJSUmyQEncppShdGHMWK1WBgcH6e7upqGhAR8fH6ZNmyZfJ9pyTvRGdb2hXL9+XSZk6/V6eYMApBtejFN4Vsfy6igTucFxKPn7+zvlxHqiUlJCNC0ApCFTUlIiQ+WDg4NOubzTpk1zayqEq9cqJyeHH//4x2RmZhIYGMi6detYv369U9tMQBoCsbGxJCQkEBoaSmRkJJcvX5YXsry8PBISElixYgU6nY6+vj5qa2s5f/48V69eJSAggPXr10uScRhfI0n5/cbGxrJkyRLKysokdZ2Pj4+keBMRAWVRV2FhIZcuXaKsrAybzUZCQgI5OTksXLiQJUuWkJyczJ07d6itrZWNK9ra2igtLZXGP4yvgf5VUHqZ29vbpedYyXwRERHBnDlzmDdvnpMx4AmekYdB6AxRHDh79mxmz54tHQCuiI+PJykpiYSEBPbv38+hQ4fo7OykoaGBiooKWltbmTFjhtuNV+Xf1Ov1slOYyWTCbDZjt9vp7u7m1KlT/PKXv+TChQuAQ7YXLFjAqlWrZEfC48ePU1NTQ1VVFefOnWPu3LlOTW0e5lAYbygNsN7eXoaGhjCbzZw/f566ujquXr1Ka2srZrOZmpoaSktLZVHvzJkz2bp1q0ylGxkZkXrUE4065R6Kj49n+/bt+Pj4EBoaKnNZ58yZw71797h8+TLl5eVO0SFR/FxVVcW8efNkrqUnQ9S0DAwMYLFYnM53AaFv3Q2xPgMDA3R0dDhRfwomFnDsv+vXr9PV1UVwcDBxcXGEhobS1tbG5cuXpYdWOVeLxeLUzdHPzw+tVsvAwADBwcEkJCSQlJQkc7+/DU/4uHhe7XZHx6H09HRiY2NZt24dra2t3L17l1u3bnHlyhUqKyulNS4MP7vdzvHjx6mtrWXBggU8+eSTrFmzhunTpwO4xXB1RW9vL6WlpTKcERgY6HRIihCkUpm4FjiJ8Kz4v3h+2rRpLFy4kISEBPl6Tz5E4csLi81mo6SkhKKiIpqbmx84SOPi4khPTyc+Pt4p13KiN7FyXdRqNYmJibz11lu8/vrrAPLi8VXQ6XQsW7aMnJwcrly5wj/90z+xf/9+wMEhevHiRRobGykvL+fw4cNcunSJmJgYfvazn/H0008TExMjDbrxDGGKW7Xd7mjRuHLlSi5evMjp06flXF2L0sT+qq6uZu/evVy9elUekitWrODP//zPyczMlAWLvr6+Ms/LbDbT3d1NV1eXk+Jyh6JWsp+oVCqWLl3Khg0buHz5MoODg1IOdDodgYGBD6QBeaIxoIQyVUfgYV4Mi8VCSEgIzzzzDBqNRnar8vX1ZWhoiJaWFpmLCe7zDCn/rrK9pjj4Ojo6aGho4Le//a00XGfMmMHy5cvZvn07GzduJCwsjKamJjQaDf7+/tjtdsrKysjPzyc3N9ftxqtyjiEhIej1eoqKivjnf/5n7HY7xcXF6HQ6kpKS0Ol06PV6WQSTkJDgxPZitVqdiqI9FeIyFBcXx/bt20lLS6O9vZ3p06eTmppKdXU1KpWKjo4OWltb5cXSYrFw8+ZNTp06RWhoKDNmzHhAT3kClM4twat89epVwBE+F+3TlakRnqRfxFiUOls5PkF3dv36ddRqNREREYSEhDA0NERXVxdms1naMmOxSIj6B3AUx2ZmZrJ06VInWf42Omfck39CQ0MJDQ0lKSmJrKwsNm7cyKFDh/iXf/kXysvL0el0UnGGh4dz7949bty4If/l5+ezevVqsrOzncjDJxJKYQsODmb16tWUl5dTVlYmDXBxgxBudtfFmD9/PkuXLkWj0VBaWkphYSG9vb34+vpK43fatGksXbrUiQPXU41XV6qao0eP8rvf/c4pRWRgYAC1Ws3cuXN5/vnnWbp0qSTe9rTORUplKC4gwrhUFi+JVA+NRoNarZYy3djYSHFxMRUVFXz00Ufo9Xpqa2u5e/cuM2bM4JVXXuHZZ5916pozEVDSPoWEhDzAY6pMXdFoNPT19VFQUMDJkyf57LPP5B7duXMnP/nJT1iyZInT+wMDA6XXFb5UgO5eV6XxCrBixQoGBgbo7u4mLy9PFkh2dXVx69Yt5s6dS2xsrFMOoScdkCKMLg4JJQG6SH8QNGXisiFk12QyyX0qGhSI6FdhYSHp6emsWrVKMoCI4hN3wmKxSE+QCDEWFRVx+fJlzp07Bzjm8txzz7Fx40Ynz7nQqeIgDQ0NleFpAXfLJzhI+Lds2UJfX59syDN79mzWrFlDWloara2tXLt2jf7+foKCgoiOjp4UxqorlDn10dHRREREYDKZZCqAaDdaXFxMa2srdrtdGuxFRUXs27ePrKwsaeyI4l9PgrKIVVnzIgrMBJ+0MOQ9Qf4ElEXGAiLvGL7siAmO+bW1tdHW1ub0GUo7RszZ398ftVotc5wDAwPJzc3lpZdeYu3atVI/f1s7YFyM17G8jr6+vvJgmDFjhvyizGYzoaGhzJ49m5ycHAYGBsjPz6ejo4Pm5mb+/d//ndOnT8vKyrS0NGkoTpQQKL/c8PBwXn75ZcLCwnj//fdl+1DhJVCpVGi1WrRaLeHh4YSHhxMbG8vq1avZunUrAPv27aOlpYXe3t4H8kVEO0fBrebuLlsPg5LHs7+/nyNHjkjvo7iVjYyMEBoaytatW3n55Zdl/3VPgjDuhHIReUCuRXJKA1cYEmq1mqCgINavX099fT2VlZW0t7fLvCE/Pz9WrVrFG2+8wc6dOwkNDf3WIZLvAqWhExQUhF6vZ3h4mJ6eHoqKimTHNJVKRV9fHx9//DGHDx+WVaeJiYm8+uqrrFy5EnCkzgiKk3v37jE0NCTlYfbs2aSnp0uKH/HdTTRcuQOtVismk+mBylir1UpfXx8DAwOPTCPmDjysyloUkAr4+vo+QCWoNNo0Gg2LFy/mzp07nDp1irq6ujEbrrgDSl0eEBBAaGio9Aq3tLRQXFzM2bNnGRkZITs7m61bt7Jz507mz58POBP/azQahoaG0Gg0LF26lDVr1jjpUncVbSnXMCEhgRdffJHQ0FCKiorQ6XSsW7eOp59+Gl9fXz7++GM+//xzent7ycrKYunSpU6FkO6sHfgmcJVbUciqbMm9YMECZsyYwaVLl4AvO1OazWY6OzsZGhqS7/e0vQlfyq5rB6mxcrcFY5Hre90J1zNPOG+UHP5Cjwv2BLGu4vwUEHPu7++Xcw4ICCA3N5eXX36ZZ599Vsrud6lpGtcdLPKyxBdjt9upqakhPz9f5kkALFiwgO3bt7NhwwZ0Oh1dXV0MDAxw8+ZNfvnLX1JYWMjdu3dpaGjgmWeeYdGiRURHR0+YV9L1i42KimLHjh3MmTOHvXv3smfPHu7cuYNWqyUiIoKEhATmzJkjic9DQkKIjIxk+vTpDA8Pk5mZSVxcHFVVVU4pB9XV1fz6179maGiIlJQU3n77bXJzcwHP8wQJ4bPb7Vy/fp2Kigqn58XaJCUlMX/+fCeuPk+jO1HSfz3KuJRtJ8FxoQkLC3Nan/j4eJYtW8arr77K2rVrpVfLnYoqNDSUjIwMcnJyuHnzJtXV1ezatQuz2UxMTAzTp09naGiI8vJyJ8N13bp18uJht3/ZolIUAolOZCkpKWzdupWNGzcSEREhL5jukltls4+zZ8/y61//mpKSEidOzISEBDZt2sSWLVuIiYl5oOGKu/G4809F1MCVwN/dcOUGTk5OJicnh8bGRurq6hgaGsJisTgx0mzfvl0arqLltvLMEe3D58yZw4IFCwBk8Y+79qFSv4ioVExMDH19ffj4+BAZGYnVauX8+fMcOnSIgoICwsLCeOaZZ3j22WeJioqSvKGedB58GyjX3JVOSuRMhoeHk5ub61T74il781Ew1t4ai2rTnVCpVISHhzNv3jyqq6tpbGzEZDJJGVOmuLlebIU3Wegp5R4W/9fpdKxcuZIf/OAHPP300062g8cUbLnCNS/LYrHQ2NhIY2OjvEmFhISwevVqnnvuORkuT01NBSA3N5egoCB++9vfkp+fz3vvvce9e/cIDw+XPY+VhN0TARGOCgoKYtGiRYSHhxMUFERlZSV+fn6ydeqcOXPIyspyIuO32Wz4+/s/0LNZ8N3W1tZSWVkJOJSsMgfFk4xXIai9vb2cO3fOyXgX1bLgMJYWLFjgVMn8dUTVE42xcgcfBjFv8fqOjg6qq6spKiri6tWrcr0CAgJITU1l/fr1rFu3jsDAQEZGRmSO2kQenMrohFarJScnh7q6Ourq6qitraWsrIzjx48TFBTEwoULqaiokN3gAJ599lkMBoPckyIMXVJSQl5eHsePH6e0tBRwFJQsXLhQsimIvGd3GAp2u10e8r29vVy5ckW20xR5aL6+vqSlpbF27Vp5uRIhdndfrpThRbvd0fhleHgYX19fgoKCvlGjFiUv7OjoKKWlpVRUVKBSqQgLCyMtLc0pDOsOPaO8DIKjKcHGjRspLi4mLy9PRjM0Gg2pqaksXrxYVuiDI31FmdolaAtdqYo8wcsFXx7sWq2W6dOny7oOgE8++YS/+7u/o6ioCHDswZ07dxIdHe30fk+ZiyuUfODidyXHtNLj6uvrS21tLUePHuX27dvyM0QkMyEhgUWLFjmlW3nKOTgWxNwFRNG20rjT6XROxaHuvjz6+PiQlJTE9u3bCQwM5PPPP+f27dtOtpXZbH6g6Fw5bqUsqlQq/Pz8iImJkUV5q1atYtOmTVLPiEvkd8G4X2GUm0yj0RAXF0dcXJw0AERXHmG4Kl8fEBCAwWAgKyuLf/3Xf+Wjjz7ixIkT5ObmyiYHEw1BlSWQlJTEH//xH8siLUF2rtPpnIwiESrQaDRMnz5dVtKCQ4GJDQ0Or8PGjRudwuyeoKiUear9/f1cvnyZ999/n8OHDzvlMAnFM3v2bHJzcydFDu+jQFmQWFtby5EjRzh06BAlJSXyoASHcg4JCSE2NlYqWneHKcXlJzk5mdzcXE6cOCHbMFdVVWE0GqVCVZLaz5o1SxquJpOJjo4Orly5wuHDh7lx4waVlZXYbDZiY2MlKbWAu6qghQddr9czNDREYWGh9CTDly2mp0+fzrx585xozZRURu6E0ms8MDDAlStXqK2tJTo6miVLlsj8v0fh91Qab11dXVy/fp3a2lqZQrBw4UK3d/MT4xcXnpCQEBYsWEBaWhqlpaWSgcVut+Pv709AQIATBVt/f7/UqaJl8cDAAFqtlsHBQdrb24mOjvYYr51yvZSOic7OTs6ePSsN1+3bt/Ozn/1MNnWx2WwewXf+VRCXLqW+fJh8mkwmzpw5wx/+8AcZFfH19ZVniF6vJyQkxOmy5gn786vwKOPzpNQHX19fpk+fTnx8PDNnziQuLo7PPvuM6upq9Ho9Op2O9vZ2J85dwOlyLaDX64mMjCQ1NZXVq1ezZs0aUlNTCQ4Odupe+DhstwndyYIPVBm2EpVqAqKIyWq1EhISgkqlYtmyZbS2tsp2gR999BFxcXE888wzMrduIsmnRfWcoMpSGqJK2Gw2p0o8Mb7W1lb6+vqcXieQkpLCK6+8wiuvvOJ0G/eE26bSa3rv3j0uXbrE1atXpaIRNzOtViuLKVavXv2AcTDZIMLf4DAkbt++zeHDh/nwww+lAQhf5hZarVZmzpxJeno6arVayqY7Dx1laCczM5MXX3wRq9UqGycI6jqVSuV0UFy4cIHU1FTCw8Mldc+tW7e4efOmpPAJDAxk/fr1bNq0ifj4eGlUuGutlY09BCdocXGxJMMWhlBmZiZPP/00s2bNkjR8niKfSuO1ubmZgwcPUlBQwBNPPMGsWbOk8fpVhoEIoQvPj2jzW1NTI5+fPn26rGwXcOcFUymnMTExkrFG7DONRiN5ws1mM4GBgTQ0NNDU1CSdBg0NDVy6dAm9Xs/cuXNJTU2VB6enGT4ixUG0f/3www/Zu3cv4DBc/+Iv/oKsrCwAWZjnqQ4AZXHoWGMUa6usH7h9+zYXLlygpKQEeLB4Jy4ujmnTpjnldXvi/JVcxEodIpgGRPt3cOzns2fPEh0dTVRUlNubECmdDLNmzeK5554jOjqayspKAgICCA4Oprm5mZs3b1JeXk5LSwtDQ0NOHd1Ew6Ho6GhWrlzJU089xfLly0lISHBaz4fR+X0bTKjndWRkhNbWVjo7O2XOx71795w4X4Wlr8TQ0BARERGkp6dTUFBAXl4eZ86cYdWqVW4xXuFLmiFwVrgCIgym1+udPAQNDQ2cOHFCVpcCspBELPzmzZtJS0sDvlxsT9iwSiO7r6+Pmpoa+vr6nLqiAMydO5cf/OAHbNu2zemQBc87PL4OyrUbHh4mLy+P3//+9xw4cIDe3l4Zglb2WdfpdGRmZjp5LN1tFCkpzaKjo3nttdfQaDT88z//swz7i0ujsvvNoUOHKC0tJTU1ld7e3gfy1cPCwtiwYQMvvfQSGzdulIUW7kxzUXoCqqqqOHv2LHfu3EGtVhMaGiqN15iYGFatWoWvr6/Mp/SESyI475Pq6mouX75MYWEhkZGRToTfyuJBVwgvnSCBP3bsGIcPH5YXZ19fX6Kiopg2bZpTNMmdukZ5kPr7+5OdnU1RURGdnZ309/czPDxMcXExbW1tVFRUYLfbqaysHLPlb1ZWFi+//LJTzrknebxEtE0Y1qdPn+Zf//Vf6ezs5Ac/+AE///nPmTt3LoATlZmnQpnfPjo6Sl9fHxaLhcDAQNl1UJz7arWaO3fucOTIEfLy8qQBL4x5QFKGzZkzB39//wdqDTwFyjFpNBqSk5PJysqitLRUsvKI9AFw2ABffPEFiYmJbNq0SRqv7ur+Jvab0COCk7e3txe9Xo+/vz9dXV0UFxdz4cIFDh8+LFmFfHx8nNJD1Go1sbGxZGdnO7FDCP3yOB04E/5NCYJeJbeYMnnZVTCtVivd3d00NzdLknFBcOsJ3gKRW6ekiRDCrNzIYnxVVVUcOXKE27dvS2+cOEwXLlzIjh07ZBGC+DxPgesNSqybRqNBq9U6Ga/KntuelK/7TeFqCO3bt4/3338fu93Os88+S1ZWFkeOHOH69etS8UyfPv2B/DRPgZDFkJAQVq5cSWlpKZ2dnbS1tT1QRBAYGIjJZKKyspLOzk4sFouT4ZqWlsbGjRvZtm0bTzzxhFRQ7jpghPLV6/WMjo5SVlbGwYMHZUtYVwo7i8XidFh40jqJ/TIwMEBTU5PM+RTk5wJK41XMT9kwRXxOR0cHBw4c4NChQ079yufMmcPMmTNRq9WP1SvybaHUE1qtlqVLl2Kz2QgMDOTYsWMydNne3k5paSk2m83J+aHE0qVLefbZZ2UES8mQ4m4oWXgA7t69y9GjR2lvb+fNN9/k7/7u72Tu+GTQn8oxiqYDRUVF9Pb2Eh0dzfLly8nKyqKzs5OSkhI6OjooKyvj2LFjVFZWSuNV6SDx9fUlLCxM1ocI3eVJZyI40/L5+vqybt06RkdHee+99yQfsbIxCnzpkRX7bSx6zYmEkgFB6FBlTmp0dDQbNmwgMzOTnp4eabwq0wbUajVNTU1cvHiR1NRUoqKiCA8PH7dW8OO+k4Wgicoy0elFLLZr8YHwflgsFpnQ7efnR319PeXl5ahUKpYsWcKyZcuc8uvcpZQENdZXQeS6gkNJFRQUyIR18f0EBgaSnZ3N8uXLCQwMlJWynqS0lJsrICBAFkm4pn5ERETIPFfRGceT5vFNoFKp6Onpoby8nF27drFr1y5UKhU7duzgjTfewGw2c+LECeDL6vVly5Y5Vcd60tyVY5k2bRrbtm1Dp9PJDj8mkwmVSsXAwICTh0/w+oWGhhISEsK0adNYvXo127ZtY8mSJdKzILp0ucPDrrwkDg8Pc/36dW7cuCEvVaLYTK1WEx0dTWZmJiaTSe5DT4gKuPJAWq1WJ4YHQcMnoDRQxfvEa61WK52dnfT09HD69GmuXbsmveqLFy/mueeeY+XKlVI3ecL8BYRBHhkZycaNG6XcnTp1iubmZgYHBx/gmoQvKcVSU1PJzc2VDV9MJhM+Pj5uN84FRFqIj48PjY2NvP/++1y9epXU1FTefvttabiKAmVPh9J4LSkp4YMPPuDy5csMDw8TERFBRUUFK1asoKuri8uXL1NfX097ezt1dXXyM0RLaiGjs2bNIikpyQ2z+XYQtsuMGTN4/vnnKSwslE1e/Pz8pKddo9FIbuze3l7Cw8PdysoCzoXLSkNa1LBYLBaCg4OZNm0amZmZ8n0ajUbSaoHDIXD16lWsVisWi4UdO3YQHx/vxAP7uDBhFp/IQ4uPj2f+/PnExsbS0dGBzWajsbGR+vp6p0IuseDgSBtoaGigs7MTf39/ZsyYQWxsrMeRTj8MQigHBwdpamqSYTtBhg+O/Lt58+Y5tQ71ZAjFO9ahL3J8lIfqZIIyMtDX18f58+f5+OOP+fjjj7Hb7bz22mv8l//yX2hvb2fv3r3SsweOYrutW7eSnJwsH/OUAxOcPfl6vZ6lS5eSlZXFCy+8wMmTJ6mqqgKQVd5KCN7anJwc5syZQ2ZmJklJSU5K11MMdUGsbTKZGB0dRafTYTabGR4eJikpiR//+Me88MILcm0EzZK7IeRO6SFX8j27HnJfZXTX1tZy8OBBLl68SFVVFY2NjYBjHdeuXcs777xDdHS0PFQ8xSsJznKq1WpZsmQJcXFxrFixgjNnznDixAkpq0rYbDZmzZrFli1bnCJYj9I5byKh5Mg8ffo0H374IWazmRdffNFJd7g7H/JRIWSns7OTq1evcu7cOekl7+vro62tjZMnT0peZZPJ9EA3JtGuGhwtf5966iknRglPks+xIHJ+Bf+3kllGyb5gNptpbGzk2rVrsmhy+vTpTo4+TzozXTubhoSEkJKSwp07d2S6lathmpeXh8Vioa+vj+eee07WfzzO9MEJkwblYDMzM9myZQt3796lr6+PI0eOkJqayosvvihfp/Sqis5FJpOJ+Ph4Zs2axbRp05yKYTxpsQWU1EpWq5U7d+7Q3NzslDLh6+vL/Pnzefnll8nJyZHvFbmDngRl3mRZWRk1NTUMDAw4hU2UNzC9Xj8mN5wnQ1l0YLVaKSgo4IMPPmDPnj0ALF++nHXr1jEwMMCxY8c4fvy47AQUFhZGTk4Oy5YtIywszCmVxBOhLCILDw8nKipKekLu3LnD5cuX6evrQ6fT4ePjw7Rp01i8eDHz588nISFBHqzuaLzwdRD5dT09PU4eZHCE3lNTUyWbhzspvR4GEa1RqVTEx8dLJoh79+5RWVlJYmIiQUFBkohfp9PJ+fb399PR0cGFCxfYvXu3zGkGmDdvHitWrGDHjh0ytcUTOmo9DEJ36HQ6Zs2aRWJiIgkJCcycOZOKigq5toKP0s/Pj4yMDHJzc5k5c6bbiwddIc6EkZER2trauHbtGrt27eLu3bts2LCBnTt3EhkZKamElIVKngglb7fZbKa8vJzy8nK5LgEBAVgsFqeiUCX8/PxkvYRInwNYuXIl27ZtIyMjw0knezrEme2aDinqWlQqFf7+/vT09HDu3Dna2tokXRowLuH1bwpl5Acctogrh/mKFSu4d+8e9+7dkzz+ytxWk8kkaRjT0tIkW4bIaX4c85uwHa1MDYiNjeXFF1+kvb2d3//+91y9epVPPvmE9PR0SSYNjol+8cUXvPfee1y5cgWVSsXixYtZsmSJrPBXVuV6GpQ3qNHRUQYHBxkeHpZGjUqlQq/Xy1zXpKQkmbP2bbtOjAeUxO02m427d+9y69YtKisrZbGS2Kjx8fFMmzbNqZjNU+bxTdHe3s7FixdlWkBSUhLr16+nq6uLPXv2cPPmTWm4xsTEsHnzZjZu3OjE4evJcF0XYRiAw0h/4403nNbPNZdbwFONcx8fH2lgK3PO/Pz86O/vZ2hoCH9/f488FJUX15CQEHmZr6qq4sCBAzQ3N5OUlCQv7j4+PoyMjNDQ0EBpaSllZWXcvXtXMkKo1WrmzZvHzp07eemll2Qxoc1m8yjeZVe4ro2vry9LliwhOzvbyZslcu+EjHpabqSrx6m1tZWDBw+ya9cuysvLeeKJJ3jjjTdYtmyZzD+eDLmuSjm1Wq309/fT09MjU3VcuUFdISIjYm+KTkzbtm1j/vz5cl09zZEzFpRGn6+vLzExMWRkZDA8PMzw8DANDQ3Y7XaGh4cl3/3IyAjr1q2Tn/Gw4kt3w5WDecOGDdy5c4eLFy86eV2VKYTiQjleDRkm1OoT1YRarZb58+fzyiuv0NbWxrFjx9i/fz8+Pj7s3LmTtLQ0LBYLBQUF7N27VxoPK1as4PXXX5cVmOBZIVlXKDk2dTods2fPJjExUR40gr9O9K2GB0mOPRE2m43h4WFZvCNoeAICAli2bBmLFi1y8sROBsUjIAwBq9VKW1ub7DYCjrzksrIyyXUqHo+Ojuapp57i7bffZsmSJXLzeqIScoUydUWZg/11Y1cWCnnKPJXjEA0IXn/9dZ544gmuXLlCTU0Nc+bMkW2mTSaT7L/taVBeLHQ6ncyL6+7u5uTJk5SVlTFjxgzptTKbzYyMjNDT00NDQ4Ns9zpz5kxWr17NggULiI+Pl9RRgOSm9sT5u0KkIonLk6c6LB4GYWiLcZeWlrJ//36uXr3K/Pnz+clPfsLTTz/tVLU+GaCUHZ1OR2xsrGwSAQ6DNiAggICAABkdELpjaGhIUk6C48K8fft2srOzmT17tuQedrcn8lGhZMrw9fWVETir1UpVVRXHjx+nrKzMyaCfOXOmdBi4foYnQXk5jIiIYOXKlbS0tDAwMEBBQYFk1FFSgsXExLBs2TLJnASPN61swnlelZQJOTk5/OxnPyMyMpJDhw5x6NAhWltbWbRoEX19feTl5VFXV4dGo5H8p0899RR6vV56/DxdqEV/Zn9/fyIjI5k5c6Y05np6eggPD5fGoL+//wMue0+Aqwe5o6ODzs5OJ4oMcBQAbdy4URpwj9pu1VOgnKfoqd3c3CyVTUlJyQN8hNHR0WzevJk33niDVatWyc9yF+3JN4VrT2uxlq79quHLQ8QTPVvgrBg1Gg3z5s1j3rx5dHV1kZiYSFFREZs2beK5556TFGeeCuVc9Ho92dnZVFRUUFpayuDgoAzPjgW9Xk9iYiKpqaksX76crVu3smTJEvm84C32ZI+rK5TyJiqjx/LICf3paUaA2E9CJ1RWVsqc8jVr1kjKJGX3qckAZU6nr68vM2fOJDc3l8LCQioqKlCr1QwNDY3pwPD19ZWFaTNmzOCHP/whb7/99pi5n560lg+Da+tf0QXObrdTVlZGeHg4Z86coaSkhKGhIXJzc9m5cyfz5s2T71NST3kalNGDhIQEtm7dilar5eTJk+Tl5dHW1oZOp0Or1RIWFsbatWvZunWrTBl43PaAW0/XgIAAVq1aRWpqKsuWLWPv3r00NDRw5swZ+vv7sVqt5OTksHjxYrKzs1myZImkb/DEw/NREBwcTGhoqKyUDQoKIiYmRs7FEz0hyipuk8lEXl4eN2/edOID1Wq1LFiwwCmlYzJwEyqhVJbi0qGkhlIiKiqK5ORklixZwo4dO1ixYoXT53j6pWosKL3+wlOkVKSCzsYTL1iu8PHxISIiQlasv/766/T09DBt2jQpn548B+XFJyQkhE2bNuHj48OFCxdobW2lvr7eqVI7NTUVf39/tFots2bNYtWqVWRnZzNt2jRpIAgoyeInI8T4vyptwBPTlZR7aWBgALvdTnp6OgsXLpQy6YnjfhSI8yEoKIjnnnuOBQsWkJeXx8mTJzl58qRTPqvAtGnT+KM/+iOeeOIJ9Ho9SUlJTmffZOUGF1BSTc2bN4/o6Gi2bNlCT08Po6OjREVFkZSURFhYmNP7PHW+rnZJQkICr732GmvWrOGDDz5g165dBAQEsHnzZpYuXcqcOXNISUkZt4uYW41Xu91OQEAAKSkpJCUlkZiYyPXr1+ns7GRkZISoqCgWL14sq/HgS6/BZFG8rh6OxMRE3nrrLW7duiXTJ1atWuVUoOZpxis4K1XBT+fn58fAwACBgYEsWbKEzZs3T+pWsK5J6jNmzGD9+vUyjSAwMBAfHx+CgoJISkoiOTmZ+fPnk5WVhUajkR2NJkvIzxXKfTVZ9tdXQWlsJyQkyPCcKBrwZPlUXqK0Wi3p6en4+/sza9Ysuru7aWpq4tatW/T395Oamsrs2bNlcc+0adNYtGiR06EoLpquxReTEZ6+dmPBlffb39+fnJwccnJyWLRokSyaEywukxEijSgqKoqoqCgWLlxIfHw8CQkJVFdXY7VaJesHONIE3nzzTSdaQYvFIqnhJtsau0LJnarT6ZgxY4bkPp/sELnyAQEBhIeH8/rrr6PT6QgICGDLli1O3mSRu/24jXK3Gq/KTSrIfZctWyYTfAXHq2tfY0+9mTwMSi/K3LlzmTlzpswz1Ol0sipfwNOUl1Lw9Ho9Tz75JF1dXbS1tTEwMIBarWblypWsW7eOoKAgJ5aFyQRX4zUjI4PExETeffddGfIQnh3R4lir1TrNczKkCnyfMJa+8LSQ8ldBOc74+HhiYmJk7YDgUBZdtMRh7+Pj80BKgLKBhBcTD2XL1J6eHhITE3nhhRdYsWIFc+bMATyT9eKbwNXY1Ol0bN68mVWrVslOU0pSe71eL1k0BKaS/pxMTrZvCleKvoyMDH7+85+jUqlkrrLAeH0HbpUUlUolC0ZEPuxYeVjCo/WwnsmTCQ+boydDfOdmsxmdTseCBQvo7Ozk6NGj1NXV0dfXR3BwsCSUFvm7kx0ajYaQkJAHFKwrPJEqygsHhIIV1dsajWZSrpPwXigv8spozVivF6TpntJe+vsOYbhpNBoWLlyIWq128sRNRrkcC4L7U6fT4efn97VhY+EAEZR8UwnKCIrVasVqtcp8beH8mKxzVqlUkhLM39/f6ZwUzrnx5Fd2+zVnrIIRZa6L+DfZvHhfhbHmONmQlJTEokWLyMvLIzQ01OPTHr4tHkbT4kof5YVnQ3gnJytcDzhXHaKE8PhM1kNxKkOlUhEcHCxzXJWYKnrE1UHzVTpUpVIRGBg4kcNzC4QNM5l10FhQrrVSH02Eg87txqsSylsJOCvhyWjgjQWbzSa9QMLwmSx5TsqQTlxcHG+99RbZ2dn4+vqydOlS+dxU2aAiPCvSWMbikpwK0QAvJgeURUpKNgjXHNDJwMLihQOTiYD/20Cc6UJulWkDoknKVDnbv88QZyVMXDe7b2y8GgyG8RiHx2Cqzw/GZ46urUTdCe8aTg1M9TlO9fnB1J/jVJ8feOc4FTAV5+d1GXnhhRdeeOGFF154MWmg8lRCXC+88MILL7zwwgsvvHCF1/PqhRdeeOGFF1544cWkgdd49cILL7zwwgsvvPBi0sBrvHrhhRdeeOGFF154MWngVqosg8GwFfhTYA4QAbQAN4F/NBqNV9w5tvGAwWB4A3jv/q/vGo3G37hzPN8VBoPhbeA/v+ZlNqPROGl5YAwGw/8LLAZmA5HAMHAX+Az4V6PR2OW+0T1eGAyGlcCfAcuAcOAeUAz8wmg0HnXj0L4TDAbDTuBJIAtYAAQBHxqNxtfdOa7Hie+LnE5VGQUwGAwq4AfAj4FMwAeowKFj/81oNI66cXiPBVNdTr8PusYV7rJr3OZ5vS/Eh4Fs4HPgn4F8YDtwyWAwTKnFNhgMCcC/AAPuHstjRAHwfz3k3+n7rznmlpE9Pvw5EACcxCGjHwJW4L8BRffXddLDYDD8DXAeWIVjP/4DcAgIA1a7b2SPBX8D/BccB0qTe4cybpjycjrFZRTgD8BvgZnAJ8CvAS2O9fzkvnE72THV5fT7oGsk3GnXuMXzajAYYoG/ANqA+UajsV3x3Bochs9/Bz5wx/geN+4rnf8EuoB9OOY+6WE0GgtwGLAPwGAwCM/5ryZqPOOEYKPRaHJ90GAw/A/gvwL/GzCpSfQMBsMLwP8NnAKeMxqN/S7PT/auE38ONAJ3cHhFzrh3OOOCKS2nU11GDQbDDuANoBZYajQaO+8/rgF2A88DbwG/d9MQHxemtJzy/dA1gPvtGnd5XhPv/+1rSsMVwGg0ngH6gSh3DGyc8CfAWhwhoUE3j2XcYTAY5gI5OG6eR9w8nO+EsRTtfey+/zN1osYyHjAYDGrg/wWGgFddjQIAo9E4MuEDe4wwGo1njEZjldFonLK8gFNZTr8PMgo8d//nPwjDFeS8/vb+rz+b8FE9ZkxlOYXvh65RwK12jbtyXqsAC7DUYDBEKjerwWBYhSNP5DM3je2xwmAwZAB/D/yz0Wg8bzAY1rp7TBOAn9z/+dupkKf1EDxz/2eRW0fx3bEMR5jyU6D7fh76XMAEXJ+KueffM0wFOf0+yGjs/Z81YzwnHss2GAyhRqOxZ2KGNKGYCnL6vYEn2DVuMV6NRuM9g8HwvwL/CNw2GAyf4XA9zwK24ciH+cnDP2FywGAw+ALvA/U4QiJTHgaDQQ+8DtiASV2QpoTBYPgLIBAIwVFwsAKHov17d47rMWDJ/Z9tOHLO5ymfNBgM54GdRqOxY6IH5sU3xxSV0++DjAoHzswxnktW/D8duDr+wxlfTFE5/V7AU+watxVsGY3GX+AIlfgC7wJ/DbwANAC/d00nmKT4P4CFwNtGo3HY3YOZILwIhALHjEZjg5vH8jjxF8D/iaPSeQWOgpGNk/zABIi+//OngB5YjyPyMRc4jqM4Zo97hubFt8BUlNPvg4wevv/z5waDIVw8eN9Q+L8Urwub0FGNH6ainH5f4BF2jTvZBv4KRxjo9zg8rgHAIhwhkg8NBsP/z11jexwwGAxLcdxK/mGKhLUeFT++//M/3DqKxwyj0RhrNBpVOMJ7z+HwhtwyGAzZ7h3Zd4agMVPh8F59YTQaB4xGYynwLI7igycNBkOu20boxSNjisrp90FGP8bBzDILRzTyVwaD4Rc4CmKfwpFqBzAl0rCmqJxOeXiSXeMW49VgMKzGkYB/0Gg0/txoNNYYjcYho9GYj0MZNQH/i8FgSP6qz/FUKNzqlXyZbD/lYTAY5uDIT2sEJjXn4sNgNBrbjEbjfmAjDm7i977mLZ6O7vs/a4xGY6Hyifu36uP3f106oaPy4jthisnplJdRo9Fow5Ey9xdAKw7mgR/i0KUrcKTVAUyFiKTEFJPTKQ1Ps2vcVbD19P2fD9BIGI3GIYPBcB2HEbuQsRPYPR2BOEiYAUwGw5jMH782GAy/xpHw/GcTNbBxxvehUAsAo9F412Aw3AayXIsOJxkq7v/secjzwnDQj/9QvHjcmCJy+r2QUaPRaMXBXfsPysfv1xFk4SD0L534kY0/poicTnV4lF3jLuNVd//nw+iwxOOWCRjLeMCMg2x6LGTjMMov4lDKUyKlwGAw+OHwFth4+NynGqbd/zmZDfXzOEjCUw0Gg9ZoNLruubn3f9ZN6Ki8eJyY7HL6fZfRNwA/4A9TgBLsqzDZ5XSqw6PsGncZrxdwdKH4scFg+A+j0Sg7URgMhi3Achw0KJfdNL7vhPuhrB+N9ZzBYPhvOBb5D5O9PawLXsBRTHB4qhRqGQyGdKDHaDS2ujyuxkGYHg1cNhqN3WO9fzLAaDR2GgyGT4DXcCTi/414zmAwbAA2Ab04Ciq88EBMdTn9vsiowWAINhqNfS6PLcFRgT+Ao3HPpMVUl9OpDk+za9xlvH6Ko1PKeqDMYDDsx5Hnk4EjpUAF/PVk73P8PYMo1JrsHbWU2Az8f/epeKpx5J3F4OickoxDZt913/AeG34OPAH87/d5lq/jaCTyLA4vyLuTmVvyfveiHfd/FXyauQaD4ff3/99pNBonc9e774OcTmkZvY+TBoNhGCjB0agnE0exlhlHV7HJmEKnxJSX0++BrvEYuIvn1WYwGJ4C/hh4GYcC8gfu4Sj0+Z9Go/GEO8bmxTfHfcLiFUy9Qq1TOIzx5cACHBRggzgS1t/HIaf33Da6xwSj0dhuMBiewOHRehZHd7R+HN3R/h+j0TjZeSWzcLTWVCKZL/kz7zK5WzZPeTn9HsgoOJw6L+PgydYDzTi4sv/eaDTWuXFcjwtTXk6Z+rrGY6Cy278PXcy88MILL7zwwgsvvJgKcBvPqxdeeOGFF1544YUXXnxTeI1XL7zwwgsvvPDCCy8mDbzGqxdeeOGFF1544YUXkwZe49ULL7zwwgsvvPDCi0kDr/HqhRdeeOGFF1544cWkgdd49cILL7zwwgsvvPBi0uCReV4NBsOk59QyGo2qhz031ecHU3+OU2F+MPXn6JXTqT0/mPpznArzg6k/R6+cTt35eT2vXnjhhRdeeOGFF15MGnzjDltGo3E8xjGuMBgMj/zaqT4/mNg5iiYY4qdKpUKl+srL8JiY6msIU3+OniynjwveNXTGVJ/jZJwfTP05euXUGVNxfm5pD+vF1IbFYsFms+Hn5ycNVVeDdXR0FJvNhkajcccQvVCgr6+PoqIibt26hV6v58knnyQ1NRUAm82GWu0N0HgxuWC327FYLIyOjqLVavH19R51XkwcbDYbNpvN6ffR0VHUarXUp2q1Gh8fH3cNccIg9qFGo3ms+3DCd/To6CjgWLhv44HzwjNht9ux2+2o1Wq0Wi3g2LBDQ0OYTCasVisqlQqtVou/vz86nU5uXLvd7pWFCYRQpOLiUF1dze9+9zt2795NTEwMo6OjREVFERoaKtdlqq2RzWaT0QClLhJy/G0jBF54BlQqFTqdTv4+1eTXC8+CMrIIOBmpX/c+8V7x/qkip2LPCXvgcWNCjVebzYbJZALAz8/ve3Hr+L7AbrczMjKCRqORm/b27ducOnWKgoICWltbUavVpKWlsWHDBtauXYufnx/guJkpDxovxhdK5djb28ulS5c4deoUg4OD3Lt3j4qKCmpra8nKykKlUjkZdFMFo6OjjIyMoFKpnDwCwmPi4+Mzpeb7fYeIIHjX1IvxgLgMf1PPotVqxWq1Stn08fGZMnbRWGeGq5H/XTBhxqtQHgEBAfIxq9UKfDnJyRjasdvt2Gw2VCrVNwqvCmGf7ApVOXedTsfo6CgtLS0UFRWxb98+jh07RkNDg3z9559/zt27d7FYLKxZs4aQkBCPNVyFh1JEC1whFM1kCqtbrVZ8fX3RaDR0dnZy+PBhjhw5gkajYcOGDSxevJjZs2dPapn8KoyOjuLj44NGo3FKWRFyrDw8xKEymdb3qyAuIa6XEbvdLmVcXFbEdzFZ9dPg4CC1tbX09/eTmJjItGnTAM9Lg/k6HSN062TTM1Md4twfHR3F19fXKYposVgYGRlheHhY6pW+vj4GBgYICgoiODgYm82GXq8nODj4gdQ58dmT0YhV6ha1Wo3VaqW+vp6enh6mTZtGbGws8Hj24YRZi2MpQOEin8xenW9qtCrfN1VCBMo5VFRU8Omnn7J7925u376NTqdj+vTp+Pr60t3dTV9fH8eOHaOnp4fu7m6ef/55goODAaTn1lOgXFvXw148N9kOFIvFIi+JxcXF/PKXv+Tu3bs899xzvPXWW2RmZqJSqaTShakVynrYPMZ6fLIabg+Dci7KtVWGLl1fM1nmr9yfo6OjVFZW8h//8R8UFhby0ksv8cMf/lAaDZ60Z9Vq9QNFrUpMVj0z1SH2hquBqVKppPOmrq4Ou92Oj48PNTU13L17l8TERJKSkrBYLCQnJ7Nx40YCAwPH/OzJCOGQE/8vLy9n165d1NbW8sorr7Bt2zbAcdZ/V6fVuBuvVqtVhuCamprYt28fVquV7du3k5yc/MDrJ4sha7PZsFgsTkVJIgTwVRDCrMwDEQbFZFJQIhldjLm8vJzCwkKuXbvGrl27aGtrIyoqijfeeIPMzEz8/f3p7u7m5MmTnDhxgkuXLhESEkJsbCwrV64kMDDQ7Z53q9XK6OiojAIIj8fX3YCF12Qy3JTFd2y1Wrly5Qr5+fmkp6ezc+dOnnjiCTePbnwgUgR0Oh1qtZqhoSFu3LhBcXExWq2WJUuWkJWVBUBZWRkdHR3MnDmThIQEAIaHh9FqtR6xvsLbM5ahMxaUnhCtVjvmwfhtL+CPG3a7HavVKr1O30QfKD1VfX193Lp1i8uXL1NcXIzVaiU6Oppt27ZJQ0FEINyFkZER7Ha7lKtHka3JeE64QqyvEsLTCM5GobvPg7Egxqq8UIyOjnL9+nVCQ0OZPXs21dXVGI1GysvL0ev1+Pr6YjabMZvN3Lp1S+7JefPmcefOHYKCghgaGiI+Pp6lS5cyc+ZM+dmedtn6OijHWlRUxAcffMDhw4eJjo5+ZJ31qJgw4xWgra2N//zP/6SmpgaTycTbb79NSEgIFosFlUpFQECARwrsWFCr1TJnU2nwPOr4RdqAqyE7mSAOwaamJo4cOcLu3bspKirCZDIREhLCn/3Zn/HTn/6U8PBwwPE9paSkYLFYOHLkCKdPnyY2NpbIyEgWL17s5AVyx4Z1XT9lSG+sS5VQsJ5g1HwdxGGt1Woxm82cOXOGixcvEhkZycaNG1m8eDEAJpNJhtWnCpTGQX9/P5cuXeL3v/89n332GTqdjrfffpuXXnoJgOPHj1NRUUFubi6vvvoqUVFR6HQ6j7lQf1cv3FiGwlgGsTvy70T+8beBSAcB6OjooLCwkOHhYQDy8vLYs2cPOTk50ngdGRlx61kj5qk02JVQesLVarXcu5MRyrlMlvP9YRD7wmQyMTQ0hK+vLwUFBXz66aeEh4ezZs0ajh8/zvHjxwHQarVYLBZiYmJISUnh3r17tLS0EBwczODgICdPnuTOnTt0dXWxePFihoeH0el0Ms1lskEwKrS3t3P8+HE++ugjBgYGWLNmDUlJSfJ1j+N8H3dJUhY+TJs2jZ07d7Jnzx4+/PBDmpubSUtLo729nbCwMF555RWZE2GxWDx2syrD2y0tLRQUFBAREUF2dvYjb86CggLa29uZN28e06dPBybXLUuMs6mpic8//5wTJ05w/fp1ADIyMvjRj37ESy+9JA1XcMjCihUrqK2t5ebNm7S2tlJTU0N/f780Dl2rL92FoaEhysrKOHfuHPn5+QwNDcnLislkIjAwkKysLNatW8f8+fPl2K1Wq0cafsoISH9/PwcPHqSgoICFCxeyfv16p9QNwCPn8E3h6hHv6+tjz5497Nmzh1u3bklvyCeffEJ1dTX+/v7U1tZy9+5dCgsLaWtr491332XmzJmA56W1fFN0dnZSU1NDV1cXZrOZgIAAAgMDaWpq4vr16/T19REQEMDo6CjBwcGsWLGCJUuWEBYW5u6hfy2Uxl9fXx9VVVV0dXVJ46Gzs1PKNowdop8ICKNZnInFxcWcPHmS8vJyzGazPD9MJhO+vr4EBgaSkZHBpk2bmD17NuBsqHs6rFYrFosFAL1e/40ugSMjI1itVo+JeggHgM1mo6qqii+++IKioiKpMwIDAzl//jzV1dWo1Wrmz59PfHw8zc3NBAcHs2DBAkJCQtDr9cTHxxMREUFZWRkffPABdXV1NDc3S720cOFCaU+406HzTTA6Okp3dzctLS0UFhZy8eJF2traiIyMJDIykqCgIPnaSVGwJZT96OgosbGx/PVf/zXh4eH89//+39m1axfx8fHU1dWRmZnJhg0bpPEqhNaTIAwsjUaD1WqlsrKSI0eOkJeXx/Tp07l79y5xcXGo1WonKh740tOq0+no7Ozk/Pnz1NXVsWDBAjZt2kRaWppcXE9OnbDZbE75KqWlpezdu5dTp04BkJuby49+9COeffZZwsLCJOerMO70ej0rV67kxRdfpKCggJycHGJjYx/KBzsR8wHHdz44OEhHRwcNDQ3U1NRQVFTE8ePHKS8vH/O9YnP29/eTnZ2Nv7+/xxo3Qv5UKhUmk4nbt2/T1tZGUlKSNM4AJwUzWaEsvrLZbPT09DA0NEReXh67du3i9OnTAISGhgKOiNCRI0dISkoiODiY/v5+Ojo6+PDDDwkPD+e1114jJibG7fn5gq1lYGAAm80m88jb2trQ6XTExsbi5+cnC7Da2tpob2+XTCA1NTWUl5fT1tZGX18fGo2GwMBAqquryc/PByAwMBCr1UpQUBBtbW0EBQWxePHiCZFrq9VKf3+/vCiOVczyMCiNV7vdzsDAAN3d3QBERUUxZ84c/P395WvcZQyJ+fT09FBcXMyxY8f49NNPqaqqeuh70tLSaGtrY9u2bWRmZhIQEPBYq7bHA8oibKVDZ2BgALPZ7JTmYbFYMJvNADKSFRgYSGBgoPy+XNPU3IHR0VGam5u5ffs258+f5/Tp01y7du2B18XGxvLOO++wevVqgoODaWtrw2KxMG3aNFJTU5k5cyZ6vR6A5cuXY7FY5HrevHmTmzdv0tHRQUpKCuHh4U7F3Z4G5br4+PjQ0dHB2bNnOX/+PDdu3MBqteLv7z8uHvcJ8+ELz49arWbJkiVkZ2dz/fp1bt++jdVqZWBgYKKG8q1hMpmk0N29e5e//du/5dChQ/j5+REaGsqBAwcICAhApVJ9ZQXp6OgoZrOZ9vZ2Dh48SGFhIX/5l3/J0qVLAef8LU+DEFJRRXj9+nWuXLmCzWYjOTmZP/3TP+W5555Do9HISkzXkFhKSgp/9Vd/xeDgIEFBQYSFhbmtOEilUmE2m2lpaeH69eucPn2avLw8WlpaMJvNXymXtbW1fPjhhzQ1NfHaa6+xadMmqWDcnVP3VRAeR71e/8CN2NMPxUeB8uIrCgTz8/OprKyktLRUvi48PBx/f396enrw9fVlyZIlxMXFYbFYKC8vp7W1ld/+9rf09PTw7rvvkpiYCLjPA9vd3U1+fj63bt2ip6cHPz8/mpqauH37NoGBgcydO5egoCCZj19RUcHt27cZHh5Go9FIw9dqtUruZVcIebfb7VRVVVFbW8uCBQvGZb6uRVa1tbWcOXOG6upqFixYwPr162Wu3DeRR6XBpNFomDt3LosWLXIqjHGnfhW1H/v27aOqqoqOjg6n5zUaDf7+/vT29gJQWVnJL37xCwoLC/mv//W/kpubKy+hIhrkaRhrvWpqarhx4wa1tbVS/4gQc2trK76+vpIDfNGiRWzZssXJ6+8uyj4REbXb7dy8eZN/+Zd/4cqVK/j4+ODn5yfpPwHi4uJ48803ee2115g1a5a8OAoarcDAQKfxBwcHk52dTWFhIaWlpeTn5zM8PEx8fDzd3d1OkUtPhGsE4+7du1y8eJErV67Q2toKQGRkJAkJCU77b1KkDYwFvV7P9OnTCQkJkRtXp9M5bURXg8cToFT2nZ2dHDp0iJGREUmL8XXFWg9DYWEhPT098ndPCJuPBbPZjE6nw9fXl76+Pk6cOMGhQ4fo6ekhNDSU5557jvXr10vD1Ww24+/v7ySodrsdjUYjUyXcBWFcqlQqent7OXXqFAcPHuTixYtOayFyzlzlUSitpqYmPvvsM7RaLdHR0WRnZ3uk51wZqhSegKioKGbNmkVUVBTw9R5/kRuphCdWQwvDdXh4mDNnzrBr1y7y8vIwmUzY7XbS0tLIzMwkPDyciooKAJKSktiwYQOzZs1iaGiI/v5+mpqaKC8v5+jRo2zfvl0ar8oGD+MJu93O8PCwDLdWVlby6aefcunSJcmN3NraSmdnJ+AomrTZbHR3d3+lPtJoNMTExMh8Xn9/f7RaraySBoe8JCQkEBMTM26XMGWKTX9/P2fPnuU3v/kNLS0t2O12li1bJr+Hr9tPSvlTzl2lUhEREUFMTIxTJG8i96fyslNSUsL+/fvZt28fBQUFgOM8XL58OUFBQfj7+5OZmUlsbCx37tyhuLiYmzdv0t3dzdWrV2loaCA3NxdwrxfyUTA4OEhzczP19fXU1dVRUVHBjRs3KC0tZWhoSH4n4iIlqBbNZjNz5syhrKyMJ598kpSUFGbMmOG2pjbiPLZarTQ2NnLu3Dmn88DPz4/09HQWLlzI0qVLWb16Nenp6Q/9PJPJxPDwsDTM/f39ZZRB5Gk3Nzdz7949Zs2a5XFniRIiumUymaioqODkyZNcuXKFpqYmfH19mTlzJuvWrWPx4sVOF5FJZbwqDbLR0VEGBwdlqAAerNT3xAVTfuF+fn7MnDmTyspKwKGA+vv7H/mz9Hq9FNTw8HCPS5EYC8o1KSoq4uDBg1y/fp2QkBB+8IMf8Prrr8tQrLiVftVnuBNKz2hVVRUHDx7kzJkzDA4Oytd8VQ6uyWSS+XSDg4NcuHCBlJQUQkJCSElJATzDi+na5aSvr4+bN2/S1NTEjBkzmD9/Plqt9oF0kLEgjFTXwh5PgXJNTSYTx44d44MPPpAXErVazaxZs9i2bRvPPfccJpOJ3bt309HRwfz588nIyGDu3Ll0dHTQ1NREU1MT4GjkcPv2bdLT0wkKCpqwvapSqfD392d0dJS6ujqOHz/O0aNHaWxslEU8Ip8QoL6+3kleQ0NDSU9PJzIyUka9hJdo3rx5LF68mJCQEAIDAzGbzRw4cEBGwlJSUli/fj2LFi2S8vG4jSXlJWBwcJBbt26Rl5eH3W6nra2NtrY2pk+f7lTc9DB5U46tp6fHSRePjo5itVrd5hQQeYuNjY3s3buXX/7yl7S1tQGONV6wYAEvv/wy6enpBAQEMGPGDKKjo6UXy8/Pj6NHj2KxWLh58yYLFy4kNTVVyqGnXJZFuo4YS3V1Nbt37+bgwYNUVFTIBiCujoCAgACSkpLQaDR0d3fT2tpKaWkpFRUVnDp1ihdeeIGdO3cyY8YMABnRmygoo4KBgYHExcVJ3aDT6UhPT+fHP/4xO3bsICoq6mv3iWsOr5+fHxEREURFRREVFUVHRwdms5nGxkbmzJnjxI3vSRC512q1mpKSEnbt2sXRo0clr3tcXBxPPfUU27dvZ968ecDjTf+YMAlQDtbHx4fg4GBJM2W32xkaGpIHBCDD854EpbclLi6OH/7wh+zfv5+6ujpsNhsZGRlkZWUxMjJCSUkJdXV1jIyMSMPAx8dHVvtqtVppvCqrMD2lYEkJIaRizCdPnuSjjz7ixo0bACxYsICNGzeyYMECwFHs5OpxVULZd1xUtk+0F0EY1k1NTZw+fZrr168zODiIn58fOp2O/v5+bDYb06dPJy0tjRkzZjBz5kwiIyO5ffs2X3zxBa2trfj4+DA8PExLSwt5eXksXrxYGq9io7ozROk6hqKiIk6ePElbWxsLFiwgJibmgdcqIcJe8KVHc6yD0vXgcgdErqePjw9FRUV8/PHHnDhxgqGhIcBxSK5YsYLnn3+epUuX0t/fj6+vL6tWrSI6Opq0tDRCQ0NZvnw5w8PDhISEUFxcjNls5qOPPsJiscgDaryLKJQhYYvFwv79+/nwww9pbGyUr7FYLGg0GgICAhgeHsbX15f58+czd+5cwsLCiI+PJzU1Vbb5FekEdrud2NhY4uPj8fPzk8bV4OAgXV1dAGzcuJH169fLy+h46CSlrKjVavR6PWFhYdy7d4+ioiIuXbrEjBkziIuLAx7daBkeHnZyjIBzO+CJgvC4CpL6AwcO8Nlnn0nDNSUlhdWrV7NhwwZycnKIiopyMmxSUlIIDQ0lODiY3t5eLly4wK9+9St8fHx4++23ZQGXp6SZCV2h0+lob2/n5MmTkuNTID09ndzcXGJjYyU1YWxsLAkJCTLS0Nvby40bNzh27BhXr15ldHQUrVbL1q1bSUxMnPB0LGWDpdTUVNasWUNTUxPp6enExcWRkJDA2rVrpZwC8rIkPJNCVwhjT6k3EhISeOKJJ+js7KSxsVGmThQUFJCSkiINP2XRrSdAjEfUExw4cICamhr5vN1uJy4ubtyirBMmBcrNFRUVxeLFiykvL5eJ6t3d3Rw+fJjAwEBWr16NVqv1uCo7pfEaERHBzp07iY6O5sKFC7JoZ82aNYyMjHD69GnZFvXOnTv09fU5fZbVakWlcvTfTk1NJSQkBPBMgmJlrlF5eTnvv/8+n376KQALFy7kqaeecgqTfB35sJi3O6AM4bW1tbF7924+++wzmb5iNptRqVRERUWRnJxMTk4OOTk50iunUqlob28nKiqK3//+99TV1QGOg7W8vJzi4mJZoe0JsuvaraWuro6SkhLAIcNf5UV09drabDZZbCFkVHRWc+c8hdEt1jU/P5+PPvqI8+fPS096WFgYOTk5bN++nYULF6JSqQgKCmLFihUPfF58fDzbtm0jKSmJc+fO8emnn3L8+HF6enoktZjIbR8viO98cHCQw4cP88knn3Dnzh00Gg25ubkkJyfT29vLzZs3qa+vJzAwkLVr17Jt2zaWLVvG9OnTCQgI+FqjRlxMVCoVCxculCF2wcEtDu7xMI6UMqPRaIiLi5O5frW1tZSVldHf3/9Ixqv4rOHhYYaGhpzmFRsby4wZM5x0zkTIq9JYLikp4cCBAxQUFKBWq4mOjmbRokW8+eabrFy5EnBmERAedSFvdXV1lJeX09HRwZkzZ1i6dCnx8fFf6SSYSAhDzcfHh4GBAa5cucKhQ4ek4ZqYmEhaWhqbN29m69atJCQkSMeVkitdoKamhvnz5/Phhx9y8+ZNhoeHGR0d5Y033pB5oO7IPU9NTWXr1q3Y7XaWLl1KUlKSEyer0PlKOX3Y+oi9FRMTQ05ODl1dXfT399PY2IjFYqG2tlZeJpWvd7d9IMah0+kwm83cuHGDM2fOOBmu4IgoiwuZsrHP47pEusV4jYyMZPny5eTl5XHx4kVGRkbo6uri0KFD6HQ6KeieBmWHJR8fH2bOnEloaCg5OTmMjIwQFhZGbGwsNpuNpKQk2trayMvL4w9/+IPMSxO5kiMjI8yYMYNt27bxwgsvOFV8e8ItGr5UvmIj3rlzhy+++MKp6GXp0qXs2LGDpKQkpypvT4Uyz66trY2DBw9y69YtAJnbGh8fz9NPP822bdtIS0vDz8/PKdE+Ojqa1157TXZRAcd3VVtby/nz58nMzGTZsmWSfsrdYT2lshgcHMRmsxEeHk5SUpJcW9dLkyvtl81m4/bt25SUlNDf349Wq0WtVhMSEkJqaiozZsxwW3hLOT+z2czBgwf5wx/+IKvNAbKysviTP/kTVq5cKXOyx5JT8Xh4eDhLlizBbDZTWFhISUkJ165d47PPPiMxMZHs7Gzg8XtDlC1p29vb+dd//Vd+97vfyTBlSkoKL7/8Mi+//DLt7e38t//236ivr2fu3Ln8+Z//OUuXLnXioP46iMNEpVIRHR1NZGSkWy6WyhQdIYvf5DsVBkJfXx89PT3y0qJWq0lLS2PevHlotVonb+h4QRzu4tAuLS3lxIkTMr/aZrOxYMECnnrqKebOnSvfp+TgVc4pMDCQN954g+joaA4cOAA4CusGBgbw9/eX3x24L41H5GCDI1/zyJEjkjpx/vz5bN++nTVr1jBnzhynaM/DkJycjMFgYHBwkJKSEkpKSigsLOT555934g2fCOPV1XbZsGEDarX6AQo5ZZ71o6yDshNVZGQkW7ZswW6384c//IGWlhZmz57ttI89xbElmjOBI0Xnk08+4eTJk06vSUlJYevWreTm5spIlbh8Pq45TKj/XRR8aDQa0tLSWLRoERcvXqSuro7+/n46OzspLCykpqaGxMREjyIHV0KZAxMREUFERITT81arlYSEBBISEvD39+fgwYPyOT8/P0kf5e/vz+LFi8nJyXG6nXjKnEV+klAQN2/e5LPPPpO36blz55KTkyMvGuIg92TjVXk4WK1W7t69K38PCgoiPDycZ555hnfeeYc5c+bI50RIy2KxyLzWF198ka6uLvLy8uRhmZ+fz7Fjx4iPj5cHk6dwv46OjtLU1ITZbJYV2CI9R0kQL4imxe/V1dWcP3+eM2fOUFFRwdDQEAEBAYSFhaHT6YiIiGDDhg0888wzksZnorzO4iJpt9vp6Ojg1KlTHDhwwMlw9fPzY9myZWzcuBG1Wo3FYpEyOjIy8kD6itiHAQEBksKvubmZa9euyWpppfH6OL0h4jLR39/PmTNn2L17tzRc4+PjiY+PlwwdYWFhPP/88/j6+vLkk0+yevVqOabh4WGZKiCMYeXlW3iHlHtVuf7ioJkor56oyBbjMZlM9PX1yZSPR4W4SCjTZaKjoyVN1kR465QNaEZHR7l27RqnT5+W7AEajYaFCxeybt06SSfoSiklPO8i3SwqKorXX3+djIwM7t69S3x8vNsK0MaCGHtPTw+nT5/m7NmzDA8Pk5KSwrPPPsuLL74o9amI4Cj3GiD3ptlsJjw8nODgYEJDQ4mNjSUqKorc3FwnZpSJOmfE+EQES5z3Ih1Q7KVvK1cjIyNotVri4uJITk6mp6eHhoYGSa3paVBeMquqqrh8+TLd3d0yShcdHc2zzz7LK6+8QkZGBjA+8jmhxqurYZaZmcny5csZGBiQCfZDQ0NUV1czd+5c2Z7RE/LpxsLDxiNSAoSgKzecOEhsNhuDg4MMDg7KhgyeNj+lR8tkMlFeXi5psVJSUnjhhRfIycmRr/FUaqiHwdfX18lbOHPmTNauXcvbb7/tZLjCl6kOOp1Obtwnn3ySnp4e2traJBdsR0cHly9fZtWqVdJ49ZQc5v7+fu7cuUN7ezsbNmxgzpw5TgegMAKVB0phYSEffPABn376KXV1dYSEhMgKdb1eT2trKydOnKC5uZn4+HhWrFgx4ZXcYu+cO3eOX/ziF7JiHiAkJISNGzeyatUqaYgpDTJXA06MXRg58fHxbNq0SdL5iEu2wONaW6VnAhxRjkuXLjkVEFqtVjo6Oti3bx937twhMzOTyMhIfvzjHxMREUF/fz9BQUHSEBKeIGG4Kj10XwXl68cTys8Xf0+n08kORrW1tU6XkK8au2tHKqWhrmxOMBGyqSxus9ls3L17V6ZAqNVqUlJSmD9/vlNzmofNzdUgys7OZt68eQ+Ept0FUSTp4+NDb28vBw8eZPfu3dTW1hIUFMTKlSt57rnnpD4Vrxd8xPDlmoyOjhIQEEBAQABDQ0PywhwZGckf//Ef8+677wJfst5MtEPA9SInLvjfdq8oeePBURhaWlpKZ2en1MOexLokxqvX6xkZGaGiooIvvvhCpjbY7XZiYmJYt24dzz33nMzVVRZ2PU5MuPQrD4r4+HgyMzO5ePGifKyrq4sLFy4wZ84cabxOdHXhN4EoghA3yaCgICdXf2RkJLNnzyY4OJi+vj5ZwAXIm4pKpZKfMVYO4liKTTw2np4RsVajo6MUFxdLKh5whGE3b95MWlqabC3pqWukhFLhtbe3O8njwoUL2blzp9x0FotFkiyDs8ddvL+srExSa4ke1nfu3OHixYukpaWRkZHh9qpgISs2m00S3Pv7+8tCHgFxsIh1vHr1Kr/85S85cOAAdrudDRs2sHjxYoKCgtDpdERGRnLv3j3Onj1LS0sLH374IYA0YCeiwEA5t9raWvLy8rDZbAQEBGCz2Vi4cCGvvvoqS5culV5SpZw+7OBRPjZz5kxWrFjBxYsXycvLo7a2lsHBQQICAh6r11W5lwMDA4mKinIaa2trK62trRQUFLB//35Z6JGeni4vVhkZGcybN4/Q0FCZRy/wKJ2ZJjL6Mzw8LC/2ggqsvLxcGpv+/v4PhE0fBuHlrKqqorKyUuaMCuqlR/mMxwVl0a3dbqevr09eeGJjY50MV3jwAiWMWeG0Eby84Cg6FPpESVvnrlxIJcNHf38/ly9fllRSOTk5bN26VRqurqFj1/EqW/bevn2bX/3qVxw/fpzFixezaNEi+Tp3O3uUnfu+y/krxj84OEh5eTlffPEFn376KS0tLcTHxzNjxozHzo36XSAuw6JJ0+HDh/nwww+dLvOzZs1i7dq1Ts6f8eoIN+GeVyWCgoJITU1l0aJF9PX10dbWRmNjIxcuXGD58uWsWLHC4ymkRH6ZUsmKoh+RYyVCHwMDAwwODmK32wkNDWXlypXk5OQ4ef88Zb5KgWtra5PhUnAwQSQnJ0sOOrVa7eTd8ES4Fh/V19dTUlIiQ3l6vV7y9IHD06zT6ZzWQxjpGo2G/v5+Pv74Y371q19JLk7xHfT19XHq1CliY2OJjo4mOjoacF/6gGtVtyhWEikDwlOkvCTm5eVhNBrZvXs3fn5+vPnmm/zwhz9k/vz5DyiiZ555hv/xP/4HBw4cIC4uThZBidyo8TxklIU64Ng/JpMJlUpFbm4uL774Ik8++aSsmn9Y4xBXiO9B7IPZs2eTkJDAhQsXaGtrY2Bg4LEWbYnDXBgsqamprF+/nitXrsi86tDQUEwmkxxTW1sbe/fulYZSVFQUTzzxBEuWLCE1NZV58+aRnp4u5/IoB8hEGgTK8Yj6ALEfs7KyyM3NdcqPHGtsgnFBpVIxNDTErVu3KCoqksarJ0TslKkPMTExZGRkSG5lwCm9A76UafH9CE+lKzwhPUvpWLFardy7d0/K8LJly1i9erWkdNNoNGOGwZUePXDo5qNHj3L69GmsVusDjQDGO2f56/Bdv3fXItqamhr27NkjIyrgMAKXLFkiO44+jr/7XSHOeviy/kXZGU6v1zNnzhwWL15MYGDgA2fu44ZbXWUi9ycmJoa0tDR++ctf0tDQQEtLC7dv36awsJAFCxa43XP1VXDlP2xtbaWwsJDh4WHCw8Pp7Ozk+vXrtLe3y9eDo9Bp586dTjcUTzFcwVkpDQ0N0draKg8WQabtSeP9OihDVDabjZaWFu7evSuVolarJTAw0CkXUiha0WNbGGLV1dXs27eP/fv3S6NJmc8tqNIuX77Ms88+61bjVXl49/T00NfXh06nY8aMGdKgGx4eJiAgQFaP3rx5k9/85jccOXKEmTNn8uqrr/Lss886FZcoMWvWLFJSUujr63Oqjp2IdAmxXj09PU6em4CAAF566SVef/11/P39pe74pgeA8B6HhIQQFhaGXq9Hr9dLj8h4hvUyMzP56U9/yooVK6Rn1Wq1yoOvv7+fwsJCTp48SW9vLx0dHRw+fJiioiKmTZvGE088wbp16ySljxizoPFxx0VKmVKl0+kYGhqiq6uLM2fOyI48oaGhLF26lJUrVxISEiI9djabTe43QPLWiuiIaC4xODgoLymPs0DkUeEq98oLk2jJq6SCVNIqfVdmB3efkWKuAQEBJCQkyPzQvr4+AgMD8fPzkx48UVNhtVqlbPb39/PJJ5/whz/8gd7eXvz8/IiOjnb6TtztgfwqKL3uyjQd5Zhd16eoqIgTJ05IwxUc6U4zZ86U8u9OOjQxJ2VK0969eyVrjUajwc/Pj+nTpzN//nzS0tJQqVTSATRe8uhW41Uk00dHR6PVatm9e7ckuK2oqODixYtMmzZNhlg8MX1ArVYzPDxMQ0MDBQUFFBQUcOfOHcxmMwEBAfT393Pjxg2nrk3gmHtXVxdffPGFNDCUhRVKBajMiRJV4MJQioyMnJA5ioIycITzlOEMcH/BwLeBSvUlv67FYqG+vp6Ojg6ioqKcbo4ajUYe9PX19ezevZv//M//pLq6Gp1OJwsQwLGuwgOrTBFxF5RKs6Ojg+7ubjQajTSoAVmABQ7Kus8++4yTJ08SExPDj3/8Y9544w0iIiJkIxHhpR0cHJTyFxUVRUxMDDabjb6+PoKDg8fVcFAWIg0NDVFRUUFdXZ30uPn7+7NkyRKZ8tHX1/dAGP2rINZeXGAaGxtpb29Hq9USEREhP9c1R/i7QlmBHBgYyDPPPMO2bdvGfO3o6ChlZWXk5uZy+vRpqqqq6O3tpb6+XkYWamtr5YGyZMkSZs+e7VYdquSzLisr48aNGxQXF1NQUMDQ0BBqtVqydSxfvlwydrgWNAkoPXlRUVFEREQ4UYSZzeZv3fnw28JVFoSsgEMO6+rqaG5uJjEx0UnGBEZGRjCbzfKnoKcTxq0wEPV6vZyrKDh0px5WzsXVwIyIiJBjG2sdR0ZGuHfvHl988QV79uyRtEu5ubmsXbuWpKQk+Vp3eyAFxKUKkBcyV0+/a1oWIC9ier2egYEBKisrqaiocOrkKAw/cA9HsRJK/l5wFCUfOnSI7u5uAgMDCQoKIjk5mbVr17Js2TI55/G+HLvVElTeSF0FurGxUSa5K1/vKcarsqK0r6+P3/3ud/zqV7+ip6dHKlz4spuYK65cuUJ5ebkTy4Co7lUKvPDoCeEVlcDg8IA+8cQT47KZlWPw8/MjKChIKiRR9fwwmiVPhHKMarWaadOmMWPGDLnBhoeHuXnzJufOnWPz5s2SGktpmNTV1XHo0CEOHjzInTt3nJSXgAhZT58+nczMTLf3U1fOe2BggJGRkQfWSqkYm5qauHbtGoGBgfz0pz/lpZdekt4T4RUSRqlyL0ZFRREXF0dPTw/l5eVkZ2dLZTce3iDBiCDmVVBQIKmIxN/8LrmOSk/H0NAQd+7c4e7du5jNZkZHRzGZTLI3+3jI/qPsKR8fH1nY+uSTT1JRUUFlZSXnzp3j7NmzDAwMcPLkSS5evEh0dDRbtmzh5ZdflqkxMH75aK5wlYHS0lL+8Ic/8Omnn9LR0SG/U9FcITw83El+BgYGnApfx8JYDAquF8iJMAKUJPRqtZrU1FTS09OprKzk7t27nD9/nvDwcMxmM3FxccTGxsooiOAFb2tro6uri7q6Ourq6jCZTPj7+0uPu0qlYt68eWRnZxMaGkp4eDizZ8924mR2p4dSFNy1t7cTHR39tbKcn5/P/v37OX78uNzHgoZy+/btxMbGMjo6+q2iJ+MFcT48ildU6XRS6s62tjZaWlqcIgrwJQuK8u+4C8qisoaGBoqLi2loaJA1OuHh4WzYsIF33nmH+Ph4YGIaZ7jVElQqlYGBAacFHBwcpLe316n9oadUbbtChJwjIyPlLVvQ28CXh74QXHCEOV29sY8K0ekjOTmZpKQk6a1+nFB+16IKXbRETUxMJDEx0SltQFldK26Wys9xVV6uh8x4Q/x9keyfkJBASkqK0zwbGhq4cOGCLIQBR1FWfX09FRUV3Lx5kytXrlBTU0NAQID0jIj5iDCYVqslMzOT7Oxsp4vMRB8myuIbQZ8klKJyX4kQpslk4ty5c9y+fZsnnniCl156iZiYGMxmsyQTF3PQaDROHiVReTswMEB7ezsmk8kptP6419rVo93W1kZ7e7v0bgwNDck0F/jmTBjKtfL39yc5OZm4uDhu3LhBV1cXAwMD6PX6cb+0Pcx7Lx7T6/WEhISwaNEiMjIyaGlpYd68ecyePZurV69SWVnJvXv3uHfvnjS8Ozs7yc7OJjY2dkLphmw2G21tbZSUlHD69GkOHz4s83nFJcDX11dGpJqamoiPj8dsNtPW1kZQUBAJCQn4+vpiMplQq9UyrUOv19Pe3s61a9doamqS0Y/ExETJCyrGMd5QFvL4+vqydu1a2tvb+cMf/kBjYyOVlZUcP36cwsJCwsPDyc7O5oknnqCnp4cLFy5QXl7OwMAA3d3dVFdXywYqrjh9+jTz588nNjaWJUuWEBgYKD2U7jBeR0ZG5JlmsVi4dOkSgYGB5OTkyNC/0AWCDaOzs5PS0lLOnTsnuxaCw2GSlJTEnDlzZN6nuLC6uyGKkC1XxgOLxYLJZHJq7CH2qWshNzh0VFVV1QPrq9VqSUlJeSC66Q4oeZHr6up4//33OXHihHQq9vf3Ex0dTXZ2tjRcBe3deKcVutV4VSoS1xahgjftq3JF3AmlZyQsLIw33niD3NxcGhoauHnzJufPn6eyshKTyeTkoVN2J3oU6HQ6YmJiJKdmaGgoixYtYt26dcyfP5/Q0FD+9E//9LHPT2nU9fb2cvfuXbq6utBqtYSFhT1QrKL0aj5KFw13raXVapWbKi4uzkmhdHR0cP36dcLDw7FYLISGhlJWVsaxY8c4ffo09fX1ALLXu9LrKtI+RKV7RkYGmZmZTgbeRHsMlN+xj4+PpLcaHR11oiASY6yqqiI/P5/Ozk7ZdlR8zljrqfwuxdzH6l0+3rBYLJJ2TowzLi7uaz11XwXx3Ylq6unTpxMTEyMPJGX4ezzxTUJv/v7+zJo1S7Y0XrBgASdPniQvL4/GxkZqa2t57733qKys5O2332bHjh3odDp5qR4Po0BZjW4ymfjiiy947733uHr1qvQg+vr6SoOgq6uL8+fPc+nSJUJCQggNDZWpKDqdjrCwMCcaMAGVSsXo6Cj37t2ju7sbi8WCXq8nMzPTqW3nROgd8T2Ki/LcuXPZtm0b+fn5NDY2YjKZKC0t5dq1a4CD1aOoqIj29nbOnTtHT0+P1DFflfIwMDDA+fPnAYczZPny5U7G60RA+X36+voSFRVFQEAAg4ODnD17lsLCQrKyskhNTZUMICLfubu7m4KCAsrLy532LjjYNhYsWEBiYqJ8zBNao4rOUmNdnquqqmhubsZsNstUM9EZbNasWWRnZzudB4IjXFzgwGHkrlmzhg0bNsjULndGNkWhHcDdu3fZtWuXpIUEh3d8wYIFkhkKkO2mxxtuNV5dvRspKSmUlZUBX1r8nhIicIWrMAlv5NDQEJmZmUyfPp3PPvuM69evOxG2uyZ0h4aGSkGfPXu2NHiGh4ex2WxERUWRkJBAdHS0ZDWIj493ygEaDyiFr7q6mry8PJnLaDabGRgYcPJmjoyMyDDqWN+Pp0Apc+Hh4SxdupTKykpsNpsk8D9y5AiFhYUEBgZKOixhuAIPeC2VnmZwVBRnZWWRmZkpc2DdlY+mLCSbOXMmaWlp1NbWyjzDjIwMGZ4NDAwkOjoanU5HS0sLBQUFrFixQhbZiGIhjUbzQMqEsmf3RND2KNextraWqqoqGYHIzs7mhRdecNoj3zT/Sum5qq2t5ciRI5w7d46AgABmz54tu+s87pzXbwph4IiCCh8fH/z8/MjMzJS0TMePH+fQoUMUFhbS09PDiRMnJNfo7Nmzx3V8Srq04eFhLl265NSNx5WHVVAPgiOVR3jiBJRNRb4Oer2e0NBQJ4NhIqGUifT0dLZv305PTw/FxcX4+voSFxfHyMgIw8PD0tvq5+dHTEyMfG9KSgoLFy4kMDBQGnhi/5lMJvLy8iQTjDJNZqKMV6V3LSoqijfffBN/f38OHDhAS0sL3d3dnDlzhsuXL8solJBXZeQxMTGRoKAg6urqGBgYIDQ0lOzsbJKSkmRqi4gAuguuDRUaGxu5evUqVVVV3Lt3j6amJmpqahgcHJSXD0GPOWPGDGbMmIHJZCIpKYnt27fT19fH6dOnZcdKrVZLdnY2b7zxBhs3bnSiaHSXHaSUYWVBrk6nY+bMmeTm5vLMM8+QnJyMxWKRqTsToQ/darwqQ3lhYWE89dRT9Pb2cu3aNdra2ujo6HCqXvZUgwi+7LTj7+9PVlaWzKEUt2sRVhaVywEBAYSHhzNt2jS0Wi0BAQE88cQTrFy5kqCgIJknGxISQlRUlFN1KvCA52+8MDIyQnV1tawsBMcts7q6mnnz5hEYGIhWq3XKterv76evr4/BwcEHPAfiO3Jt3jBRUBox4eHhPPvsswwNDXHq1Cl6enro6uqis7OTGzdujPl+oUjCw8Nl3m9VVZX0ZIaHhzN//nzmzp0rFY47i7aUntCkpCRmz57NsWPH/v/s/Xd41Fea6Il/SlKVqpRzRFkoAEISSUSTMQIaZ5q229Pu7pmenpqwPTN3du/vhtnbe5/97cydnZ6e0NU97uA07YCNMRgDBowIImeJIJRzllBWZe0fxTn+ViFsbISqVK7P8/AAqpJ0Tp3zfc973kh5eTlLly6VHVAmJiZITEwkPz8frVZLX1+fPFwmO/xdBaoo4h8TEyMvWoLHYdETv3t4eJimpiYn68WSJUvYtGmTUzmir6u8Wq1WLly4wC9+8QuqqqrIyMhg9uzZ8n3uDmUSyZRKRFxzTEwMK1euJDg4WGbl37x5E7vdzsWLFzl16hRRUVGyHNXjiH91ldmiA8/ExISsEGCxWAgPDyc+Pp6xsTFGRkZIT08nMjKShoYGubbK/ACxr4XF32q1YrFYZGUQ+Dyhxl3Pn3LPBQUFsWnTJiwWCydPnpTGGhHDqmwpGxAQwMjICGazmfnz57NixQoiIyMZGBjAbrcTEhKCzWajtrYWo9HI1atXMZvNTor+dCk74tm2WCwEBwezfv16oqKiCAgI4MiRI3R1dcl1GBgYkN4arVZLeHg4YWFhrFy5kgULFtDc3Mx7773HyMgIUVFRFBQUSIuesOC7UwcQeS5Go5H6+nrKysrYu3cvZ86ccbo4CJTGN/E9Q0NDJCcny/W9evWqNA5ERESQn5/PsmXLpKJvNBofutXz40AYNvr7+2lvbyc4OJienh50Oh1PPvkkL774IgsXLpTznE556PZSWYDstf70008zOjpKdXW1DFxvbGxk0aJFTvF2M4HJHjIhePLz81m/fj0LFy4kOjpaKnRxcXFER0cTEBDgVAj5QUyXxcdsNst4ZLPZTGtrK42NjYyOjjrF5YyMjHD79m3Onz/v5CKDzy8qFouFtLQ0nnrqKTZs2EBkZOS0Wq6UCmVYWBjr169Hp9ORlJTE9evXaWxs/ELrTmBgIBs3buQ73/kOiYmJlJeX88Ybb0jlNScnh5UrVzq5Kt2ZZKgUJiqVitjYWFQqFVVVVdy4ccMpEVAZKuDv7+8UrzsZQqnt6OiQbZ5F/3J/f38Z0P8411aZwCgQc1I+Ow+7x5TJkxMTE7S2tnLr1i2pGAi3qMDTZNJkTQby8/N58cUXSU1N5eOPP+bkyZNcvXqVo0ePsmDBAqm8CivpVKJ09ep0OjZu3EhKSgparZaIiAhpsRflx4QCKkIGhoeHqayspLq6msDAQBISEvDz82NgYEC2+RVdrK5fv05dXZ2Mx/MUY4e4FKSkpPDcc8+xatUq1Go1ERER+Pn5yYoIIm5c1M0WMkokTEZHR8uOcuBIchLKj8lk4vz582RnZ7Nw4UJpnVV6/R4nrs1e/uzP/ozi4mIaGxtRqVQMDQ1RW1vL6OgoCQkJzJkzh9jYWMLDw5k3bx5xcXEcPnyYQ4cO0d3dTVBQkIyhFMlO7pKjyhjWiooKdu3axYkTJ2hvb5ex5IK1a9fKeswJCQlkZ2cTFhZGUFCQbJ19584dDh06xNWrV+X3KufoCTJFOefR0VEuXrzo1AY9LCyMkpISmfzpjsuF21P3RVawTqcjISGBhQsXkpCQQGdnJz09PZhMJo+wYH0ZSiEt6g0qCysLl2tgYCB5eXls2bKFxYsXT/qzlAkurglQwuLl7+8/LXVW1Wo1KSkpzJ07l4qKCmw2mwwwF4dedXU1FRUVtLa2cv36dY4fP+5kCXOlvLxcHlArV66UStB0JxmoVI5i/U888QRxcXFUV1dz+/ZtOReRkKVWq0lOTpY95Tdu3Mhzzz0nf8aRI0dkjb7c3FwWLVpEVFTUpErUdOP6eaamppKbm8vFixe5du0alZWVLF68WB4MOp2OuLg4BgcHOXLkCIGBgbLMjXDnCiUiKCiImpoafvnLX3L06FHmz5/P2rVr5YXmcbrUxWer1Wrvi0ETiqdYu68iVMXPEeEely9f5tSpUxiNRlJSUli6dKmTRdcT4vCUKDOZRXazv7+/9JL09vZy6dIl7t69y/Xr16msrCQ3N5fQ0NDH0wVHoXDodDqeeOIJSkpKUKvVhIWFPdTzvmDBAm7fvi1jjwMCAqTSoFarZQdAgPb2dqm8uttSJ1A2G0hMTHS62D4MIk9CyCMh9zs6OqTL2WQyUVNTQ11dHcXFxdLFPl0yVZTwslgsaLVacnNzSUxMpKOjQ9bzra+vZ2xsTHp4oqKinMYWERHhdKaJtXO3d0M0WwHH/tq1a5cszq/VamWlh7Vr17J8+XJCQ0OxWCwkJCQwa9YsWUlC8N577/H73/9eKq7h4eEMDg5KC/V0tzOeDFGTXKVyNBmor6/n2rVr0hOemJgoLxfgsBBPZdOWh8HtyqtrokB0dDT5+flcu3ZNJv54SnmsL0J5SAvlUjkvcSiK+Sk7Z7jimgjlGgA9HRvENV5r1apV8vYsei+DI8npV7/6FR9//DF9fX0YjUZppQ0JCZExdW1tbXR1dcmfeeLECeLi4sjNzZVB+cpaco8b5dpotVoKCgooKChgcHCQmpoampqaGBwcZGRkhPDwcBYtWkRGRoaM/RTExcXJOsQqlYq4uDhpWVIWZHcXrtm58+fPZ8uWLTQ3N3P58mXeeOMN/P39WbBgAQDz5s1j27Zt7NmzhzfeeIPa2lqWLFlCYGAgfX19+Pv7k5ycTEFBAVFRUXz00Ue8/vrrRERE8Kd/+qeUlpbK3/U4C1SLC56w4CmtxKJGJnz1i4PSatna2kp5eTllZWWA42Ly5JNPyj3t6bJJGYMsDkVl2b329nZu3bpFQ0MDc+bMcUpCe1zlv77Mmj8ZWq2W+fPnA5+vp6jDrLzk37p1674KGMocg5mKsuyWq9wKDg5mYGBAKhmuno7pVCZcL3JhYWFOJQezsrLkmgmvq3Kvmc1mJwNQW1sb2dnZbpehyjbprhWQtFotixcv5q/+6q/YtGkTdrtd1midLEb34MGDvPHGG7S3t8uviQ5sQhfyBMurch0HBgZka2q73U58fDxz5851qpvtjpwOj5C8ytig+Ph41q1bx9WrV2lpaeHKlSssX76cvLw8j6lhNxmumd0PMv/n5eWxdu1aUlJSnIpPiwxmV2uB+Pd0bwzl2GNiYsjMzJQWtfHxcc6ePcvPfvYzOjo6+PDDD6WrPSYmhqVLlzJ79mwyMjLIzs4mKCiIixcvsnv3btra2hgbG6Orq4vy8nJefvllqby6w7Ku7MQDjstFdHQ0eXl5jI6OYjKZZCKTEtES1t/fX8buCmVGvNcT9qlr1nxmZialpaVcvnyZ/fv3s2vXLkJDQ4mIiCAzM5PZs2fz4x//mKioKE6dOiVj1cLDwwkMDJQWiIqKChoaGrh48SIFBQVs27aNbdu2ERISIpX7x6nYKT/XnJwcnn/+eaxWKxUVFezfv5/o6Ghmz54tY8XFej0IETcpfm5TUxMHDhxwin1OSUmhoKCAoKAgqQR6svIqQkHAoRicOnWKM2fOyD0/MjKC1WolNDRUXpAfd2azUCaFVfBBBdiVNTSVTUKU5QaVCo2Io/Tk9QBkow+l0cY1iVdZ3UMYQsS/xeX+7t27dHR0OJVMS0lJcUr2cofVTlwYRLc7ZQKvq2FidHQUu91OaGjofXWZh4eHqa+vl5fkyZTdx42Q36Jr4uXLl7lw4YLTOZWZmcnWrVtZs2YNcH+tYbPZzPDwMD09PVy6dIk333yTo0ePAo49K5KdxXsHBwcZGhqSP3+611DsO/F5NzY2cuTIEc6ePSvLf2ZkZLBkyRIZzgLu6Q7qEU+68oYcFxfH4sWLycvLo6qqilOnTrFs2TIyMjLQ6XTStO5upcAV5UP1IKGsUqmYNWuWTJIRN1VPbLPqWgkiNTXVyV1aVlbGqVOnZIxaWFgY8+fP58knn2Tz5s3SkqMsS3X+/HmnlqwWi8XpFusOYesaFynGERERcZ+7RwgzUYYHHIeRcFMGBwcTHx/vFMvtCW5LcHa9FRQUUFpaSnNzM7dv3+bDDz/EbDazbds2ioqKyM7O5nvf+x5Lliyhu7tbWuzEenV0dFBfX8+tW7dITk7mz//8z1m3bp1030+HAqFMEMjMzOSll17CZrPJePn/+I//4Mknn2Tt2rUAX5jcKOICRYZwc3Mzhw8f5oMPPqCiooKAgADmz5/PkiVLpLXBU9Z1MpRKqPj3zZs3+fTTTzl37pw8LENDQ8nKyiIjIwNwHJ6P2/OhVI6/jjVNue5KmSsStpReEU+0uj6oU9iXoYzFNplM3Lx5k+rqaqnoiPCuhIQEtyqv4vc+zJmm1WqdZK7S6mg0Gunq6mJgYEDW6Z3utRRjGR0d5fr163zwwQccPnxYhs1FRESwevVq1q5dK5MIhbIrmJiYoK6ujoMHD/LJJ59QUVGBRqMhIyODhIQErFYrQ0NDtLS0MDAwIL1+om28O2qDKz0ara2tXLp0ySk/YrL95Y72tR6hvIKzoAkODpYWHtG8wNOE0NdBlAfp6OggPT19WkoKfV3EwwhIt/natWtpaWnhzp07TvG8fn5+FBUV8eKLL/LMM8/cZ6UUP090yhE/c+HChU4KsbuLTwtrmtLaIbBarTJBREl7e7tsZbh+/XqKi4vla54ScwfOVtCgoCCeeeYZgoODeffddzlz5gy//OUvKS8vZ82aNSxdupTExESZUNPR0UFNTQ2VlZXU1dVhsViIiYmRSvCaNWuk0jPdF0vRdU+0kY6MjKSjo4Pu7m7effdd2SY2JCRE1lzUarVyfwtLmLCej4+Pc+zYMQ4cOMD169cZHx8nOzubH/3oRzzzzDPS6jrdgvphLU5CgRNWyK6uLk6dOsW+ffu4cOGCDOlJSEhgy5YtTt22PM0goETIImUzFKUi7Fq6TXzNExXYr4Ny/U0mE/39/VKWCpKSkmQ8rdij7pY/4rNXrsWDwgBc11OU1JpuxF4SMvP06dO89tprnD17lubmZlmZ5amnnmL79u2kpqZisVhkm22lrK2qquK9995j9+7dstzikiVLZF34sbExKisrZUvutrY2+vr63Jag5hrGmZ2dzYIFCzh58iQdHR0A3Llzh4MHD5Kfn09SUhLweJI9vwyPUV6VmM1maZETpUO8hdbWVm7cuEFcXJzb6g9+HWbNmsXTTz/N4OAgb775Jh0dHbJMjVDCVSoVIyMjBAQEMDg4yOjoKH5+fnR1dfHpp59y48YNWcR/06ZNPP3003Lzg/sTmyY7vJUWD9d92NbWxuXLl2lqapJuO2U3H09SBsShIGrOJiYm8sILLxAaGkpYWBinTp2ioqKCzs5OLly4QEREBCEhIURGRuLv709tbS03btygt7eXhIQEiouL2blzJ4sXLyYwMFD+3Mfdz/pB2O12wsPDyc/PZ2RkhNHRUfbs2SOTy9LS0u4LG1DG3oFjrS9evMgnn3xCeXm57NA1f/58SktL5aXsy0IQHgdKr47rIS+8PCqVymkNWlpaKCsrkxcUZZvqVatW8f3vf5+5c+fKg8dda/cwuD5LrrIiICCAwMBAJ4ufSGpVvtfdytzXRRmCNDY2Rmtrq1MZydjYWJKSkuS+dMcFazK+zAqsVE6VicnCE+KOObhWNzhz5gzvvvuu03vy8vJ46aWXWLly5X3fOzY2xt27d7lz5w67du3i9ddfx2QykZCQwLx581i7di07duyQ8mTevHkEBgbKrnGiaYc7Kg8o44/VarVMoleWtezv7+fq1atOHQxFCbRvVMLWlyGy9L3h9gyOblW9vb2Mjo5K5dWdRc6/CKWVw8/Pj/z8fLZt28b169dlvJUo61VRUYHJZOLcuXOEhoYyNjaGyWRifHycxsZGamtrZd3QhQsXsn37dtauXSvjndwdlD8ZSquBsNQpXSo3btzg7NmzjIyMYLFYuHHjBrW1tcybNw+Yfivkw6CMbQwKCqK0tJTMzEw2bNjAxYsXqa2tpaOjg8uXLzMyMkJaWprMDN68eTPJyckUFhYyf/58mfktPhN37GPx+zQaDfn5+axevZqenh4qKyvp6enh/PnznDp1ioiICKcEA1dqa2u5ePEiR44c4fz58wwMDODn50dJSQkbN26UTQnAvaXPXHG9lAh6enr4+OOPeffdd6msrHSqJbpgwQI2bdokO/4IGetpz98X4brXAgMDiYqKcorDc1X0ZzJKS+DQ0JCUNeBwv+fl5TkZAmbCeTlZWJ1QXkXLdWWNU2Us8HQiEqoAGf+q0WicwspMJhMDAwOy09bly5e5fPkyx44dw2q1kpiYyI9//GMnr5YgMjKSp59+mujoaLq6ukhOTpahacq46Oncx8rnxmg0OoX3AfddFN2xLp4jhXEOFhYfTGhoKCEhIR5tFZgMYRFxZXx8XBYoVr4XPNcqoHSnFxYW8tJLL6HRaLh9+7bswX337l3OnTvHuXPnHvhz8vLyWLlyJatXr2b16tXyAfbUg9N1PVyV156eHrq7u2Ux++vXr3Pnzh0paDzRZalUdkRP+KKiInJzcykpKaGmpob6+nrq6+vp7+8nOjqa7Oxs0tLSSElJISsry0lBEFY7dynpyt+bkZHB6tWraWpqoqmpiaGhIaqrq9m9eze9vb3k5OQQFhYmrcpjY2O0t7fT2dlJfX293L93794lISGBjRs3smnTJhYvXuz0e6ZbFtlsNsbGxlCr1fIwFxcjcekTFjfR4vf27ducPn2aS5cuyVABPz8/li1bxssvv8yTTz4pL8/T1c5xKlFankWVj7lz51JQUEBLSwu9vb0YjUZZD1bgyeUWvwjl+phMJvr6+mRtaRGfP5M8eXC/MqrVauWzJTo4iao8011HVPm8i+TjhoYGGS/e1dXFtWvXCAgIkFbW+vp6enp6GB0dpb+/n4GBAbKzs4mJiWHLli0888wzZGZmAo59KDwhwcHBREdH8+STT8qKLq4yxp0J22q1mszMTG7duiXnb7FYaGhokF4oEYo1nXiU8iomryw8bjKZZFb+TOJBN36NRiMLUSvf68koMz1DQ0N5/vnnyc7O5vjx49TU1NDa2sqVK1fo7e2d9PsjIiIoKSlh69atbNy4kZycHJmkB+4NF/gquK5TYGCg0+14aGiIzs5Ourq6ZDF1T7O8ClyFo06no6CggLlz50olXZn486C2r+62QiqTkgIDA5kzZw7f+ta3MJlMHDx4kP7+fvbu3cu5c+eIjIwkJiaGvLw8MjMzaW1t5fTp07S3t+Pn58fY2BhDQ0MEBgayZcsW/vzP/5x58+a5ZQ2Vbt+RkRGuXbtGUFAQxcXF8hBXzh0c8devvfYav//972VYj8jgDg0NZe7cubz44ovs3LlTWqHd2bp4KhD1KNVqNXPnzqWwsJArV67Q3d2N3W5Hp9NNWjt0puFazUap6ClrgM8kXC9MokoBOM6M3NxcwDE/4UafDly9gCUlJezYsYNdu3bR0NAAQGdnJ2+//TZXrlxhZGSEs2fP0traSmpqKoWFhRQXFxMdHU1CQgKZmZmkpaXJVvDKdVJ+Bjqdzql2qqcwe/Zsnn32WSwWC2VlZYyOjjI4OEhdXR01NTXTUmZvMjxSeVUW6a2qquLKlSusX7/eqeOGp+Fa3krEW4m4ULG46enpzJ07VyYqeWrIwGQI15VWq6WkpIS4uDi6u7sZHByUmaGAnPPExIQsRp6amkp2draTa8tT4rK+LiLOThmP2N7eTlNTE9HR0TPCW6B0GSv/fBEmk0murSesn/L5iYqKYvny5ahUKmw2G/v372dkZETWKQS4ePEi6enpsn6hkuTkZEpKSnjqqacoKiqazmk4oUyAGBwc5LPPPsNoNGKxWCgqKkKlUmE0GmU/9ebmZm7dusWpU6dkYgg4PpulS5eyZs0aFi1axOLFi6Xi6gml3B4V5dqL6gmhoaGYzWYyMzPZsmULWVlZ8j0z4Zn8MkTJLKEIuSqzMwllaFZzc7MsuZiUlPS1agJPBa7Ka35+Pjt37kSn03H9+nXsdjs3b97k4MGDtLW1ER0dTV1dHVFRUXz7299mzZo1sv50UlKS9JaIRDBlIp24gApPiqc8j8qqHlFRUWzfvh0/Pz8GBwepqKiQLdATExMJCAhwyn2ZLjxKeRUbWavVOrkmu7u7pevLU3EtlWU2mzEajfJWLEq4iCYFAQEBUnHwxFJZkyEUcBFLlpmZKd0gD4sIpxC1cGcyouONkqGhIXp6ehgfH3dLbcKvinINXGtvinELoST+nq5GEl8VEdIRFxfHsmXLMJlMhIaGUlVVRUdHByMjI9jtdsbGxqiqqsLPz4+wsDA0Gg3BwcFkZmZSUlLC8uXLWbhwofy57oidVGbOG41Gbty4wfXr1+nt7WXVqlVER0djNBqprq7m4sWLXLhwwUkR1+l0BAcHM3fuXJ5//nmee+45mYnumrk/k1HOwWazkZqaypIlSxgdHWX9+vVs27aNyMhIGSYzU+esNNhYLBbGx8flmTI+Pk5vby/Dw8OTVnqZCQwPD1NXVycrKCQnJzspeO5YN2UYY1FRESEhIWzevJnR0VH279/PZ599xty5c6VRJi8vj5/85CcEBQVJK7JGo5GyVCRjuSISgj0RUT4vLCyMtWvX0tfXR1FREQUFBWzatEka4UTC1nTiMZ+YMj4wMTGR+fPns3TpUmw2GwsXLnQKcPZURUAwMTGB2Wx2CvRWoixq74lW5C/jUW5ZrorRTGOy7FgheISCM1MTDJXlbJR7U/ztjtv1V0E5rpiYGNauXcvChQsZGRmhurqalpYWwFF4+9SpUwAsWrSItLQ04uLiyMvLIysri7CwMFmD0l3x6MrDOjAwkMjISPr7+9m9ezenT58mPDwcf39/BgcH6enpuS9kJycnh9LSUjZu3EhBQYFTSbqZuDcfhGtweW+hAAEAAElEQVT4VVpaGj/4wQ946qmnSEhIkEYQTygb9Si4jt3Pzw+dTidjK69fv05DQ4O0Ms8EJV0pSzo6OuTlKzQ0lJiYGCeFzh1r5/o7hfvfarWSmprKs88+S1hYGKGhoRiNRsLDw2XcsbLWrbgsPsyZ52n5L64NpJ577jnGxsYICwtzuii5Q/n2GOVVuVghISGsWLGCkJAQNBqN7LIh3ucJrkpXXDNfRTOCW7duYTQapRth9uzZbr9RPipKC6xI5hKKnDJZCT5X6ESpKU9cu6+Cq5syPDxc1rwVJVZCQ0OdrJOeIoi+DE9yW30dlJ+zn58fsbGxUmmbP38+nZ2dBAQE0NnZyfz587FYLMyZM4dZs2YRExPjVI1AGe/rDpSHRmRkJNu2bWNkZISjR49SXV193/tDQkKIjo4mMjJSdsDZtm2brHwh6tmKtpXeiJ+fH0FBQbJ9Lzh7emYySuUgLi6OVatW0dXVJbsezcQLs5A1JpOJ1tZW2ewlOTmZmJgYj4lVVlpORROC7OxssrOz73uv2WyWz5mY31fZe552Vog5iIQ5Zdif+Lq7PBoeo7y6Tn7OnDlkZ2fLzaLcAJ54wAqFTYQBFBQU8K1vfQuVSkVvby9xcXHk5uaybNkyp3Z/M03gKBFK6cTExBdmLH9Zrb+ZgutlIyUlhfnz53Pnzh2qqqoAR1hIbGwsWq3Wq9yzMx2VSiXd5tHR0bLPuqgj7bo33b1XhYyw2+2EhYWxZcsWwsPDiY+P58KFC9TU1NDf3w84eshnZ2ezaNEiNm7cyKJFi4iKinLKPp/JLvNHwVONHV8VcVbYbDbi4uLYsWMHY2NjNDU1MTY2xsaNG79yCJc7maxubUdHB2q1mvz8fLKzs+UFzt1Gnq8iC9Rq9X0Jld7Ag54hd3o0PEZ5FYjFnqwo/ExyNavVapYuXUpUVBTDw8OEh4eTlJREdHS0U7/nmTKfyfAWpfRhcRWgaWlpbNu2jVmzZlFVVYW/vz/Lly8nOTkZ+OZ8Lp6KiD232WwyI11YUFzLCtlsNhlD6FoNxJ0IeRgYGMiKFSuIjo5mw4YNsqqFxWIhPDycmJgYMjMzKS4uJiQkRH6/yWSSBoBvwn4UsYbCUjRT8gkeFrEfwsLCKC0tJTg4GJVKRVFRESkpKfJ9nrJ/H4RSqTObzfT29tLU1ISfnx/Lly9n+fLlBAQEYDab3dasQImyNBsg26ILa6yQK66F+r3lmRPzEHk6In7XnfPzOOX1iz4MT98Irrf88PBwFi9e7MYR+XicREREsGTJEqcWm0o8fb96O35+fk5FzuH+Q0j8/2GqLLgDZdZvYGAghYWFFBYWfuH3KOfmqcl1jwsRa+htSis45qZMAp09ezazZ8+e9L2euJcfhFqtJioqiuzsbLRaLStWrJDzFMqrpyDkhbfusS/DkxLLPGckLoisZ5h5sXjKGBkfPnx4FiJWGz6XLZ580ZisxM4XYTabpaLjyfPy8fUQZ+NkisRM8U4qz8bg4GBWrFgh66DOmTNHvvZNVBB9PBxfWXnV6/WPYxweg7fPD7x/jt4+P/DN0Rvw9vmB98/R2+cH0z/HAwcOTOvvA+9fR2+cn8806MOHDx8+fPjw4WPGoPKWbDgfPnz48OHDhw8f3o/P8urDhw8fPnz48OFjxuBTXn348OHDhw8fPnzMGHzKqw8fPnz48OHDh48Zg9tKZen1+ueB1UARUAiEAr83GAzfddeYphK9Xv8K8NqXvM1uMBhmTkG+L0Cv168CfgIsB6KAfqAS+LnBYJj+9NEpQq/Xq4DvAz8C5gL+wB0ca/sLg8Fgc+PwphRvXUMAvV4/C/i/gM1ANNABfAT81GAw3HXj0KYEvV7fCKQ94OUug8GQMI3DmRb0ev3LwJv3/vtHBoPhN+4cz6Pi7bLmGzC/aOAZYCtQACQDZhwy9DXgNYPBYHffCKcGT9Hd3Gl5/W/An+H4ANrcOI7HxTXgpw/4c+zeew66ZWRTjF6v/2/ASeAJ4BDwj8DHQCSwxn0jmxLeAH4LZADvAb8GNMA/A+/dE8gzHm9eQ71enwVcxnFwXgD+CagH/jfg7L1DxxsYZHJ58/+6c1CPA71enwL8KzDi7rFMId4ua7x9fi/gmFMJcB74ObAbmAf8BtjlBXMED9Hd3Nmk4C+BVqAWhxZf5saxTDkGg+EaDgX2PvR6/dl7/3x1usbzuNDr9S8A/xM4CjxrMBiGXV5Xu2VgU4Ber38aeBloAJYYDIbee19XA7uA54DvAa+7aYhTgjev4T0MQBzwFwaD4V/FF/V6/c9wyKH/G/ixm8Y2lQwYDIb/4e5BPG7uKQCvAX3Ah8B/cu+IHh1vlzXePr97VAPbgU+UFla9Xv9fcFyanwOexaHQzmQ8Qndzm+XVYDCUGQyGGoPB8I2q1aXX6+cBS3HcWD5x83AeCb1e7wf8PTAGvOiq9AAYDAbLtA9s6nj23t//KIQtyDn993v//fNpH9UU4u1rqNfrM4FNQCPwC5eX/09gFHhZr9cHT/PQfHx9/gJYh8OSPurmsUwV3i5rvH1+GAyGYwaD4WPX0ACDwdAJ/Oref9dM+8CmGE/R3Ty2PawX88f3/v7tTI/xwREbmQF8ANzV6/VbcbhIjMAFg8Fw9ou+eQYg4gTrJ3lNfG2BXq+PMBgMA9MzpCnH29dw3b2/D09yqAzr9frTOJTbpcBn0z24KSZQr9d/F0jFodRVACe9QM5I9Hp9PvB3wD8bDIaTer1+3Zd9zwzB22WNt8/vyxAGAKtbR+FF+JTXaUSv1+uA7wJ2HDEwM53F9/7uAq7gCFKX6PX6k8DzBoOhZ7oHNkUIC0HGJK9lKv6dB5x7/MN5LHj7Gube+7v6Aa/X4FBec5j5ymsC8JbL1xr0ev33DQbDCXcMaCrR6/UBOObXDPwXNw9nqvF2WePt83sg9/btH9z77yF3jsWb8JXKml52ABHAQYPB0OLmsUwFcff+/jGgAzbgyDycB3yKI/nnffcMbUrYf+/vv9Lr9VHii/eE0U8V74uc1lFNLd6+huH3/h58wOvi6xGPfyiPldeA9TgU2GAcl5B/B9KBg3q9vtB9Q5sy/hYoBl4xGAzj7h7MFOPtssbb5/dF/B0OeXrAYDB86u7BeAs+y+v08qN7f/+7W0cxdYgyXyoc1rnr9/5/U6/XP4PD2rVar9cvm6Hu53dxWMpLgVt6vX4fjtjQDUAWDqvdbGAmu2W9fQ2/DJH9O6Nj7w0Gw09dvnQD+LFerx8B/hr4HzjK+MxI9Hr9EhzW1n/00n3o7bLG2+c3KXq9/i9wPH9VOBLWfEwRPsvrNKHX6+fgiC9sBWZ0zUwFoj5mvULpAeCeZUTcMpdM66imiHsxkttxZDN34hA+P8CxhitxZDsDdLtlgFODV68hn1tWwx/wepjL+7wNkSjyhFtH8QgowgWq+Ty5x6vwdlnj7fObDL1e/6c4yoDdAtYaDIZ+Nw/Jq/BZXqcPb0rUEty59/fAA14XipHu8Q/l8WAwGKw4ap7+o/Lr9+KXi4Bx4Ob0j2zK8PY1FPPLecDrs+/9/aCY2JmOUAZmcjWFED5fP6Ner5/sPb/W6/W/xpHI9ZPpGthU4u2yxtvnp0Sv1/8ERz3pG8B6g8HgNUq5p+CzvE4Der1ei+OmacdRpNlbOIkje3K2Xq/XTPL6vHt/N07biKaPlwEtsGsml5LC+9dQ1CDcdK8smESv14cCK3Acml6VJKJg2b2/J8vynimYcMjNyf5cvfee8nv/98aQAm+RNQ/Cq+an1+v/DxyK6zUcFlef4voY8Cmv08MLOALRD3hJohYA9+r1vYfDJfu3ytf0ev1G4Ekc7tgZm2Gp1+vDJvnaYhxB+CM4Wo7OWLx9DQ0GQx1wGEfi0p+6vPxTHBbJNw0Gw4ytF6rX6+cqk2AUX08D/u3ef/9jekc1dRgMhnGDwfCHk/0B9t172xv3vvaeO8f6KHi7rPH2+QHo9fr/jmM+l3FYXHu/5Ft8fE3cFjZwr+PG0/f+K2rALdPr9a/f+3evwWCY8Z1T7iEStWZ8R61J+Csc7fD+q16vfwJHJ5E0HMkhNhw9xwfcN7xH5oherx/H4f4ZxtGTewsOa9CzBoNhJlu0BN6+hnrgDPAver1+PXAbx3zX4ggX+K9uHNtU8ALwn/V6fRmODkbDOJJgtuKwaB3AC1vEeiHeLmu8en56vf57OBRwG3AK+ItJQlwaDQbD69M8tCnFU3Q3d8a8FuFoB6ckk89rvjXhHW3/8nEEpHtTopbEYDB06/X6Ehz9jp/BUex9GEf3sP/HYDDMdHfsB8BOHJmyOqAdR43evzMYDI1uHNeU4e1raDAY6vR6/SIcB8tmHAdmB/AvwE+9IJGiDEc922IcYQLBOGKYy3EkOr3l7m44Ph4Kb5c13j4/UcPWH/jJA95zgpndAhc8RHdTTUz4ZJoPHz58+PDhw4ePmYEv5tWHDx8+fPjw4cPHjMGnvPrw4cOHDx8+fPiYMfiUVx8+fPjw4cOHDx8zBp/y6sOHDx8+fPjw4WPG4FNeffjw4cOHDx8+fMwYfMqrDx8+fPjw4cOHjxnDQ9d51ev1M76mlsFgUD3oNW+fH3j/HL1hfuD9c/TtU++eH3j/HL1hfuD9c/TtU++dn8/y6sOHDx8+fPjw4WPG8JU7bBkMhscxjsfKJC3aHoi3zw+8f44zcX7g/XP07VNnvH1+4P1znInzA++fo2+fOuON83Nne9hvDGazGbPZDIBGo0Gj0bh5RNPDxMQEVqsVm83GxMQEfn5+qFQq/Pz8CAjwbT0fPnw8Ona7HZPJhM1mQ61Wo9FoUKm+0Fvsw4ePGY5Pg5gGvkkKq91uB0ClUqFSqVCr1ajV6knfOzEx4Ttk3IDdbse1LfRk6yC+5lsjH56I2MN+fn7odDo3j+bRmJiYcJqPj8lxPV98eA6u54owVj0ufMrrY+SLlDO73e6VQkpYWf39/fH39//S9/ossNOLzWbDarVitVqloBHWcKWwEYfD4xZAPnw8Ct5yAbbb7VJ2qtVqrzwbpoKvcr74mF6U54pKpUKj0TzW893tmoPdbnf6I/Dz85uxG1SpFNhsNhobG2lubkalUpGenk5aWhp+fn7yti0Eld1ux2q1AsyouU9MTGC32/H393eyshqNRgYGBujt7cVms6HValGr1eh0OuLi4uTGttlsHjtX5d4UCp1y3fz9/WfU4Sn2VWBg4EN/j3I/+3A/4gIiDglx8fimXDTEvMWfwcFB6uvrGR4eJjExkZSUFLRarbuH+ZVwlffeopRPFcLY8yAvnqczMTGBzWZz0nP8/f0JCAiYMes8MTGBxWIBkHtVXCYCAwMn9TBbrVbsdjsBAQFTfiFzu/KqnJBQDMTXZ+rt02KxyLhOm83Grl27+PnPf45KpeIv//Iv+eu//msCAgLkASQWXBxE4t8zBVcXzsTEBC0tLdTU1HD16lUuXLjAyMgICQkJREREkJGRQWlpKdnZ2QBS8fVEXC2QrsrrTFqnr8s3YY4zCZVKhb+/v7xQfZMUV3BW7IxGIydOnODnP/85DQ0NvPzyy/zhH/4hqampk77fx8xkpq+feE6VxqqZ9sy66ifKs/BBPE59xm3Kq8ViQaVSSY38ixTVmSZ8lBZkgMrKSrq7uwGoqqqSr7suvPg8lHj63JUH6NDQENXV1VRWVlJVVUVVVRUVFRU0NjYCjtjf8PBwMjIy6O/v55lnnmHevHnyNu0JoRQiyUy474Si8EWI9XT32CfD1Wra0tLCzZs3aWhoYGRkBH9/f4KCgggPDyc6OpqQkBDAcaMODAwkMTGRhISEGWvxAGfruc1mw2azOT1TyiRCTw5jcbW0ToZIkBQHi9i/nno5/DqoVCrsdjv9/f1cvnyZ119/nbKyMgDq6+sZHR11kpueKEOVYzKbzTQ3N1NVVcXExARFRUWkpKQAjvX05D0pEBY2ITOnCuGVExb2K1euYDQaycrKIjU11aMt7Ha7HYvFIi2TD3pubTabxyuyY2NjBAUF3bcXxf9HR0c5ceIEd+7cYXx8nIiICBYvXszixYvlnM1ms9RxpmKubnsqxGGoNKe7Bq0LoevJi/pl2O12pwcsKyvrgbeRycIGPHXuyoN0YmKC9vZ2Tp8+zf79+zlx4gTNzc1MTEwQEBCARqPBz88Pm81GT08PPT09dHV1MTY2xo9//GMyMjKAzx9idyKSzARC6VHuSxEmIfaou8f8Rbgqr01NTbz//vt8+OGHDAwMAKDVaklMTCQrK4uYmBjpCoqKiiI/P58lS5ZQUFBAaGgo4BmXjK/CTPbiKBFrKOSE8uIoZIWnK+CPglKRGRkZ4eTJk/zHf/wHe/bsASA5OZmioiJ5ARN4ogy1Wq1Szty9e5ejR4+yZ88egoKC+MlPfiKVV4vFMiPW83GN0Ww2y2S83t5eXn/9dWpqanjqqafYsWPHfWeHJ621n5+fU3iWuDiL51aEDXjyxVKc80FBQcDnCqgIiVSr1VitVi5cuMC7777Lp59+Snd3N8HBwfzhH/4hSUlJJCcnY7PZAKbUCDKtT4WImRC3s4mJCaqqqjh//jxVVVUMDAwwOjoKOJS8VatWsWTJkhl3aGo0GrlYtbW1AOTl5bF27Vo2bdokN6ufn5+MIQG4cOEChw8fxs/PjxUrVlBSUiI3jafFhSoPzr6+Pnbv3s0777xDZWUlIyMjAKSnp1NSUkJ8fDx2u53Ozk4qKyu5c+cOTU1NlJWVsWjRIuLi4ggODvao+QEMDAxQVVXFzZs36e7uJjQ0lNjYWIaHh+nr6yM5OZmlS5eSlZXlpFh42h5VCvSIiAhiY2OdLlRGo5G2tjbGxsZQq9Vy/XQ6HWVlZVy5coUf/vCHrF69GvDMOU6G2Wz+WmXZlPHNnoC4PInn48yZM3z88cfU19cTGxvLvHnzyMnJIS0tjfT09BltJf8ihEXZz8+Puro6PvjgA6m45uXl8dJLL7F582bi4+OdLM+eso5KxMEP0NfXx4ULF6ioqKCwsPChny1h7HHnHJVrohzXVI1H6Zns7++noqKCa9euMTExwaJFi6TyKi4D7voclHMWiUtKGdvb28vZs2e5fPkyzc3NqNVqFi9ezMaNG0lLS3PLmB+GwcFBIiIiAMccfv3rX2MymVi0aBFWq5UbN27Q3t7O+Pg4o6OjJCQk0N3dzejoKMePHycyMpI5c+aQnJzMggUL5M8VeuCjMG3Kq1C+NBoNJpOJmpoaqqurqaiooKysjLNnzzopchEREQwODpKWliaVV6vV6tElpyYmJjCbzdJFUF1dzXvvvcf169fJz8/nhRdeYMmSJfK94vYiOHfuHAaDgeLiYlasWOGRN24hTMRB2tHRwb59+3j11Ve5ceMG4DhI8vPzeeKJJ5g/fz7BwcEEBgbS09PDrl27uHPnDgBdXV3U1NTQ3t7O7NmzpQCcbjef8veNjIxw69Ytmpub6e/vp6qqigsXLlBfX49WqyUuLg6j0Uh/fz+zZs2isbGRrVu3MnfuXI+sL+l6EKamprJt2zYiIiJoaGiQlmOz2czExARDQ0M0NDTQ0tJCR0cHAD09PcyePZuMjAxSUlLkvvREdyx8boURsmJ8fByTyYTVamVoaIixsTFpjRWKeFBQEBEREYSGhnqcYi6sNeKZO378OP/rf/0vwHExKSwsZN68eeTm5pKVlUVsbKz8nvDwcDIzM0lISAA8d82+CHGZEOtZW1vLhx9+yCeffAJAYmIiL774Ii+88AK5ubnuHOpDowwtGx0dpaWlBZvNRlJSEuHh4fK1L9qL7lRalUlHAJcvX2ZkZITCwkKp7DyKwUXsU2F17enp4cqVKwwODgJQV1cnQ/GU43EX4rIkkpMCAgKw2+20trZSVVXF2bNnOXnyJBUVFfT29gJw4sQJ2traeOaZZ5gzZw4BAQEelxwbFhYm//3RRx/xr//6r1gsFtauXQtAWVkZvb29BAQEsGjRIkJDQ4mPj6erq4vr16/T0NBAeno6y5cvZ2xsjBUrVqDT6aZEt5k27chqtcqNXF9fz7/9279RVlbG8PAwIyMjToorOKxe169fp7OzUyb2fFFgsCcg4iWFq+DYsWP827/9GwMDAxQWFpKVlSXfa7FY7lN2qqur6erqYtGiRXJzjI6OepxVUhykY2NjfPLJJ/zTP/2TVEifeOIJnn/+eTZs2EBKSgoqlQqr1UpYWBidnZ0yNg0+Dw1xN8qSXS0tLfzud7/j4MGDcr/19vYyPj4OQENDgwwdEApef38/L774IsXFxXI+nmqdDA0NZdGiReTn50sXkDJUZWhoiMuXL/PBBx+wd+9e7HY74+PjXL16lfnz5xMXFyctCp6aaGexWOQYzWYzZ86cobm5me7ubs6dO0dVVRUajYbAwED53vz8fNatW8eqVatITU31mMMDPq/mIVAe2hqNhqqqKurr6wkLC5NhOuCYe2pqKt/73vfYsWMHISEhHnc4PixCmenq6mLXrl38+te/ZmhoiJiYGJ577jlKS0vvU1xnyhxHR0cZGhpifHzcyZjhyQjZERgYiN1u51e/+hU1NTX8wz/8A4sXLwbAZDJJz+FXRVxAhaw9duwYu3fvpqenB3AYt5SyxxPW2vWSefXqVV5//XWOHj1Ka2srGo2GiIgIoqKiGBoa4s6dO/zzP/8zRqORP//zPycpKcljvD4i1trPz4+RkRHefPNNXn31VWnQEB7iu3fvyvdfu3YNjUaD0WiUP2doaIiKigq6urpob2+nvb2d7du3ywvOo8R0P3blVQjdgIAAjEYj9fX1fPjhh3z22WfSpQ4Oi1BBQQFhYWHU1dVx6dIlOjo6aG9vf9xDnBLELTM4OBhw3Eh27drFwMAAoaGhZGZmTvogC9P51atXuXr1KgEBAcyZM0e+LgSAuzczfH6ACCXn5MmT7N69WyqupaWl7Ny5k02bNklLj8BoNMqbpyA4OJiUlBT5XqHwTfdclZcim83GwMAAzc3NTu8JCQkhLi4OjUbD6OgonZ2dWCwWGhsb+fjjj4mPjyc9PZ2YmBgZx+2JyqtKpUKr1T4w0SExMZHo6Giqqqo4ePAgRqMRnU5HZ2cnDQ0NUtlTlkfzFMT+EXNrbW3lyJEjHD9+nPr6elpbW2XyoCsiia2jo4NNmzaRnZ2NVqu9zyXqDsQBLkhNTSUqKor+/n4CAwMxmUwMDQ0xNDR03/c2NjYSHR1NSkoKS5culV6smWCBFc+RONwaGxt5//33eeONN+js7CQuLo5vf/vb7Nixg3nz5gEOpUq45D3RcyUQBo7BwUFu3bpFT08PJpNJjv9BiFABq9XK2NgYNpuNkJAQ+fOma12VClZDQwMnTpygpqaGlpYWqbw+irFJmf8yMDDA2bNnKSsrw2q1Shd0fHy8fL+75ZAwzokqQidPnuTXv/41H3/8MVarlfnz57Ns2TLpGTEajbz//vscPHiQS5cu0dXVRVJSEuBeRVxZScdkMtHQ0MBHH33E66+/zp07d6TsFxZwcfFPTk52SnBWqVQEBwdjNpu5efMm165dY9++fURERLB69eqZobwKwX/37l3Onz/P7t27+eyzz2htbZXviY+PZ8OGDXznO98hPDycPXv20NXVhU6n8+gwASUWi0U+QHfu3OHVV1+lrKwMlUrFs88+y7p165xM8EKpV6vVtLS08N5773Hu3DmneFl4fIHwXwdhLQbHQbJnzx7Onj2LSqVi8eLFbNu2ja1btxIdHQ04FFahSBw7doxf/vKXnDlzBnBYAOfOnUteXp48UN2l8Cl/Z0JCAlu3bmVoaIiysjKMRiOBgYEsWLCAJ554gri4OE6dOsVHH30kv0dctp566iliYmKmffxTic1mo729nYGBAblHbTYbERERxMTEyD3uCdYBV5TW7ra2Nn73u9/xzjvv0NjYiMlkeuBhqlKpGB4e5vjx4zQ1NTE0NMS3v/1tqRC51mOeblwvdEuXLuXpp59m//790gqr0WhkC2rhshTrd+7cORISEkhNTZXWSRHeNFMYGhpi7969/NM//RMdHR3ExcXx3HPPsWPHDpYtW4a/v7+MC/bkM0MYOfz9/bFYLFRUVHDu3Dk6OzvRarWEh4c7xQK6PmPi/319fVy+fJmBgQFKSkqYPXs24JwI9jgRn7HNZuP69evYbDbCwsJoa2vDZDIRGBj4SJUAlHu+paWF5uZm6SGKjY2lqKhIKnuAW5OblbHHdrud/fv384//+I+Ul5cTERHByy+/zEsvvURRUZFU6gCioqJob2/HZDLR0tJCbm6uNHC5y3Mn5LrZbKaiooLf/OY30ggXEBCA2WyWciU0NJSFCxeyZcsWVqxYQWJiImq1GrPZjNlsJiIigoGBAd58802qqqowGo2YTCan3/coF5zHphmJki1KF/qrr77KhQsXZJYzwJIlS9i0aRPbtm2jqKgIi8UiLSQRERFOVkhPFriBgYFMTEzQ1tbGvn37OHXqFAAFBQVs2bKFJUuWyLqv/v7+8kEEh2J/+PBhANLS0uStBHBrELorStflyMgIDQ0NDA4OEhISwoIFCygqKnIa+/j4ONevX+fIkSMcOnSI06dPy9dKS0t55ZVXyMnJkV9z1+1ZWXA5JiaGbdu2YTKZ6Ovro7+/n1WrVrFu3TpWrlxJUFAQd+/eZd++fcDnSkN/fz9jY2NuGf9XRVkuSihuarWakJAQ2tvbeffddzl+/LgUnmq1mpUrV7JmzRon74G7rR0CpXcHHF6M3bt3s3fvXqqqqgCIjIyksLCQWbNmER0dTVRUFBaLhZaWFm7dusWNGzcYHx+noaGBDz74gPz8fKm8irrN7lRe4XOr2qJFi2RFiL179zIwMEBycjIhISFUV1fLA0JYbDs6Ojh79iyvvPKK/JnK8CZPRMhJ4bE7evQoH330kXRbrl+/np07d0rFVVn9w5NReitsNhtNTU1UV1czPj5OXl4eubm5REZGyvdPNh+bzUZNTQ1vvvkmra2thIWFSeXVbDY/VuXV9SInPDLi+bhx4wY3btxgwYIF8kLxdS5+Yt69vb3cvHmTvr4++ZpGo5FeLoG7nk2ReKRWq7HZbDKMrry8nMTERH7wgx/wwgsvUFhYeN/3zp49m7S0NCmDioqKZH1idxhyzGazvJTcvn2b1157jffee4/BwUEZ4igspStXrmTt2rUsWbKE3NxcUlNTJ92rymZMarWahIQEJ7nzKLrNY1NeheABR53Td999VypoERERqNVq0tPT2bp1Kzt27CAvLw9ACmej0cjdu3cZHByktbWVvr4+wsLCnNxe4v3uRJQyEUrARx99xFtvvUVbWxsJCQmsXbuWoqIipyQXcBZKzc3NtLS0AJCbm0tycrJ8zd3zU6Ici06nk4kFZrOZxMREMjMzpcCyWq3U1dXxzjvv8Lvf/Y7h4WECAgKIjIykoKCA7373u5SWlsrvF+W03Ik4MCMjI1m0aBHNzc34+fmxYcMGCgsL5d4LDQ2V6yisXZ6YrPUgXOt+isNyfHyc8vJyPvnkEyorKwHHmhcUFPDEE08wa9Ys4HOLuqfMV1gZheA9fvw4v/3tb+ns7AQc67Vp0yaeffZZkpKSCAkJISEhAbPZLJNGr127xsWLF2V94vLyctasWUNSUpLHlNoSio9Wq2X58uXY7XZCQkKora0lPT2dqKgozpw5w4ULF/D39ycqKoqenh4Z5qI0Gng6ymSfiooK3n33Xc6dO0dISAjr1q3jueeeY8mSJfcdmMPDwzLT25P26GTYbDbMZrN0wWZnZ7Ns2TISExPvOyeUikVXVxfHjx9n37592O12p3UVl5rHOW+lVfDu3bs0NTXR29uL0WhkbGxM5gcIvop1zTVUpKGhgVOnTsnzERwl0dLT0+X54878AqVB59KlS/zyl7/k5MmTREVF8Sd/8ie88sorpKSkyHjYsbExOe7h4WEmJibk8ykqLYF78nvE/mpvb2fv3r188MEHDA4OotVqpcU1JCSEZcuWsWPHDrZv305cXBzwuUFEiegu2tTUhMlkkglpyv3xKOv2WJRXZRmEyspKfvnLX0pLpFarZdOmTbzwwgtkZWURFBQklTVxAKWkpDBnzhwOHTrEq6++yujoKImJiXzrW9/yuLpuyk3W1NTE0aNH5cG/ceNGdu7cSWZmpnyPWCyRRdnY2MjJkycZGRkhLCyMuXPnOlkvPdWSEBISQmxsLPB5kXcxp9bWVm7evMknn3zC/v37GR4eBiApKYnNmzfz9NNPs2LFCvmzPGWOyhCNnJwcvv/97+Pv709sbKycm9VqlQqrEk+IjfyqGI1GmXQB8NZbb/GrX/2K6upq+Z758+fz1FNPeYSF/GEYHx+no6NDKq6xsbEsXbqUZ555htLSUoKDg2XVkomJCWJiYli5ciW1tbW89tpr9PX10dPTw+nTp3nnnXfYsWOHrLnp7nJ1yv0lSu2kpKQwPDxMUFAQGo2Gp556ir6+PsbGxmhqauLAgQMcPXpUxq+JOXhqOS1lX3S73U5dXR379+/n5MmTGI1G1qxZwyuvvEJpaSlarVYeiiIOf9++fbS0tFBYWMiSJUukdc5TjB1KbDYbFotFHuYZGRkUFxfj5+eH0WhErVY77TebzYbRaOTs2bPs378fk8lEXl6eU+zn4243Olny4O3btxkYGCA2NpaUlBRiYmLkGB6mycsX/fy6ujpOnTpFQ0MDWq2WvLw8nnjiCXJzc2W1EHcoemKfCtlZV1fHe++9x/Hjx9Fqtbz44os8/fTTUnZM1onKZDJhMpnw8/MjJCTkC8NFHifKi9Hdu3d577332LVrFz09PQQEBMiQK61Wy86dO3n++edZsGCBPP8BWcdd+ZwJi7sIH7FardTU1NDR0SH1OI+zvAoloK2tjb179/Lhhx/S1dWFVquViQPPP/+80/cou1F0dnZy8eJFPvvsM86ePcvIyIjs1iD4srZkjxvX8i137txh165dXLp0CXCUi9qwYQOLFy/G398fs9l8n2AZGRnh7NmzfPbZZxiNRpYtW8bGjRudLK+eesiIUkRarRabzcatW7f49NNPCQoKorq6mrNnz3Ls2DH6+/tRq9XExMQQHx9PcHAwarVauqq1Wq3HKEPKBgRBQUHyAQPHhcxms1FfX09bW9t9e89oNMpDyBPjQSdDGZN27tw53n33Xa5evQo4rLF5eXk899xzbN26lfDwcCmwPW1PCnkzPj7OxYsXneLp09PTeeaZZ1i/fr20nAcEBMgYdZ1Ox927d2lubpYlX1QqFQ0NDZw+fZoVK1Y4dTty515V1hIGxwVSVGIRKPdsW1sbRqOR27dvMzg4yJ07d2hoaCArK0vKLU9L3BJuSZVKJbv2fPLJJ/T09JCbm0tpaSmrVq2Se3d8fFxassbGxjh8+DBHjhxh7dq1hIWFsXLlSsBzavcKq6JoKNHQ0EBXVxfx8fHMmzdPKkPKmqFKr8Lly5d5//33uXbtmrTAK8+L6ciRUCqXAwMDtLW1AY691NvbS2dnJxkZGQQGBsoSfF8nRGVkZITa2loZ+hMREcGyZctYtGiRU2iFOxCywM/Pj/b2dnbv3s3+/fvRaDQ8/fTTvPTSS+Tm5kprpFgX5QV0ZGSEzs5OVCoVycnJD10ibapRnmX19fUcOnSImzdvyqRHq9WKTqdj+/btfO9735PPlM1mc0pUc917JpOJu3fvOhl7+vr6nCy0j1LibEp3urIBQX9/Px9//DGHDh2S5S2E9i7cJeKBHBwcZGhoiK6uLurq6rhw4QJlZWXcvn1bll3o6emhv79f/i5PUF6VQqWsrIx///d/p7u7m+zsbF566SWWLl0qDztRdkIZZmCz2WhoaJD1UefPn8+6detQqVQYjUaP7pajLMQ8ODhIeXk59fX1spxNZ2enVObEpcTf35/6+noOHz7MxMQEy5Ytcyom7gk8yIKqVqsZHx+ntraWpqam+/ae1Wq9r9zbTMBisUgrY11dnfx6UVERf/Inf8KaNWuIioryWKuyMlu1ra2NsrIy+TxptVoWLVrEhg0bpAVO6bHx8/NjbGyM3/72t7z66qtS6VW6bD1lXyp52DFFRUWRl5dHUlIS3d3dtLW10dPTQ0ZGhlNJN0+5PLrS2tpKeXk5lZWVREdHs2XLFjZv3iwTQsH5Atbb20tLS4ssybd+/fr7YmLdjdKtPzY2xtWrVzEajTzxxBPk5+fL9wlrsoi3BkdN7f3793Pw4EEsFgtz585l3rx5TkrPdK/l2NiYjLHu7+/n0KFDJCcnU1xc/LUUVmEUMZlMVFRUUFdXJ/NDtFotWVlZMnxJvH869QDXC/zAwADHjh3jgw8+oKOjg3Xr1vGd73yHhQsXyjhY5fMq/m00Grl+/Tr19fXMmjWLqKgop3yC6ZQ7yhjsuro6GhoagM/PtLCwMHbu3MnLL7/s1GhAabwTKL3uojHDzZs35evx8fFOlYg8Rnl1TeipqKigtrZWxkGaTCba2to4ePAgo6OjpKamYrVauXv3Lnfv3qW/v5+uri5qa2u5ffs2drud4OBgRkdHaWxsdCqbJW7S7kKpPJvNZmpqamTmb0ZGBqWlpeTk5MhYF7GgysNW3LzFzURZX1J0I/Mk5VX5eYswgYiICEZGRmhpaXGKSwJHDFdgYCA3b96ks7OTtLQ0MjIyyMvLIzExUW58T1MQlFYPk8kks0MDAgLo7+/n7t279z10UVFR8lB198XqYTAajTQ2NnL69Gk++eQTzp07x9jYGAkJCeTk5PDCCy9QWloqW2160gVDiXIdxsfHaWpqorGxUSYVKD0ZVqtVzkE8W8PDw1y+fFmW7QsICECtVhMVFUVycrJce3BfUogrSgusSIwVcsJqtcqLopA7wtI8Pj5+X8iLp8zJVSno6+vj5MmTnD59GovFwpw5c1izZg25ubmoVCrGx8edMtrb29s5deqUDBcRnhBxMHvKM6lMwK2srJQl+URokjj8LRaLU1LdjRs3eOutt/j4449lGFZeXh4lJSUy7hCmX3kVVjSRuNrS0iJLJ4qvK9+rTBRVZukD0sIHjovL4cOHnUorarVasrOzSU1NlefjdOcaiDAF8bxduXKF3//+91y8eJH58+ezc+dOVq9eLfex63r4+/vT29vLoUOH2Lt3LyMjI0RHRxMcHDypkjsdCBkwPj5OX1+ffIbE85KZmcm2bdukxXV8fByNRjPpXlM+Y8PDw9y6dYuamhrAUYYxNzfXKSzSY8IGlAO3Wq0MDAxw9+5dLBaLrEfY39/PqVOnuHXrFuHh4bLfvQhaV+LqnvQUQQufxxZZrVYuX77spLhlZ2fLhgTC2irmonxg7969K61dmZmZTjdK16QaT0D5+QcFBTFr1iwiIiJk7UxlcXStVktYWBgRERHy5lxcXMxzzz3n5MrzFIvIZCg7noDDQ9DS0kJvb69TbE98fDx5eXlO7jt3d3xxRXlIiPCHDz74gLfffps7d+6gUqmIjIxk6dKlfP/732f16tUEBwe7vf3kl+Eqc8bGxhgeHiY8PJySkhIKCwvl2EUJKdG5R1i+lB4dsVdDQ0OdkkLAs+QPfG6lUqIMTRLPl4g9EzGUwtrqmhzjTiZTCvbu3UtdXR2zZs1izZo15OfnS2VO9FQXsbHl5eW8//77NDU1oVKpyMzMJCoqSv58d+9hpXIurK4tLS1YrVbZwlisEThbFHt6evjtb3/Lr371K+mJjIyMJDc3lwULFshmG+6othAYGEhISIjTs9HZ2cnly5dZvny53Gdi733R+JQys6OjgxMnTsj8EXAYhZSdGN0hY+12u9Mzc+bMGY4dO4ZOp2PLli2sXbsWnU4nk5bFeppMJtRqtYxnLisr4/z58wDMmjWL2NhYGYcP06u8it8pLu1JSUnyAlJQUEBpaamsvAKfewW+7Gc2NjbS3NzM6OgoarWahQsXsnDhQieL/KOEoD025VUsnrjpCxOzSqXCZDLR2dkpNfwvYnR0FJ1Ox4oVK5xM1o87MP2LUCqjQgk4ceIEWq2Wbdu28fzzz8vbhTKoG5AZsGazmdOnT9PS0kJAQAAbNmwgPz9fCnFlSAJ4huVLuWF1Oh3p6elOsUfCTSIC6aurq2Vb3JKSEpKTk51i9Kbb5fN1EELKZrNRWVnJ+fPnnRoYiCLN8+bNk1YD8DxFRylwzWYzlZWVnDp1SgoptVpNbGws8+fPZ/Xq1YSHh8u2qsqbsiczODhIV1cXgGz5qlarnZ6d8fFxaU2tr6/n9ddf58KFC2i1WhmLDQ7lYO7cuU5JCZ52mZwMpcIqLoaiZWVERIQ0GAjFVZQzdKc8BedEHYvFwrlz5zh58iQajYbNmzdTWlrqFM8ryg6C44y4evUqx48fZ2JigtTUVObPn09iYqJ8v7uTe5UWf7VaTVBQEGlpaeh0OqkQKeW9aIZy+vRpfv/733PgwAGpuEZERLB48WLmz58vLc/ucDODw5qWl5dHS0uLHN/Nmzf5+7//e5YuXUpGRgbBwcFkZWVRVFT00C3AlU1RAgICWLBgAWvWrHGrlRmc5XpzczNXrlzBbDbz9NNP89xzzzm5xJWXQpGtr9PpCAkJcYr7TE5OJisrS3pIpvsSItZBo9GwcOFCfvSjH7Fnzx6Gh4d56qmnePnll8nIyJCGt8kuu+IcFx22KioqOHnypDwrw8PDWb58OatWrSI0NNSp3vHXZUqVV+VAQkJCKC4upqqqiurqaqeWYfB5FqK/vz+hoaEEBQUREBAgW6H29/fLicfExFBQUCBroIH7lAPhrhDKa0tLC59++ind3d3ExcWxfft2Vq9eLUtC6HQ6aaEVN1BwBN7v2rWL2tpaMjMzWbVqFRkZGXJe/v7+MmZU/AxPQByIUVFRLFiwgKVLl3L79m06Oztldxi73Y7ZbCYjI4NNmzbx8ssvO2WrWywWmbDgKfNyRWlxtNvtNDQ0cP78ea5cuXJfSZPs7GxZZxG+eobtdODqkgoKCiI2Npa4uDi6u7sxm80ywL6xsZHCwkJ0Op1UyD3h8vRl2Gw2GX8nxirKXInEF+VN/7PPPuPAgQMyeVAI5YSEBFauXEleXh5arVYqVZ52IYHPLZZiryoPBD8/P8xmM0NDQwQGBlJYWEhBQcEDf5Y711gkv4DDnX716lVGR0eZNWsWS5YsoaSkBPh8jUVbUn9/f9rb22ltbZUHaGhoKAsWLHCq8iIsgO5GmZAmwqcqKytpbW2lvr5eKnudnZ1cunSJ3/3ud+zZswdAJs+EhoayatUq5s+fL3/udMkbIbcFOTk5bNiwgdraWtkqtLu7m8OHD3Pt2jUyMjIICgpi6dKl2O12oqOjaWxspK+vD61WS0hICHa7XeZ4hISE0NfXx/Hjx+XP8/Pzo7CwkOXLl8swpumcs0DsN2WHycrKSkJDQ1mxYgVz586V4ZGi7ruwrItkUXB4FcQle+7cuRQXFztVxZjufaqsDJGdnc2LL75ISkoKra2trFmzRhqcXOvsK73IygZG4LjAnD9/XoZSZmVlUVxc7BTC9ajrN6XKq3LwsbGxvPTSSwQGBvLOO+9QX1/P2NiYVGJjYmLQ6XQEBQVRWFhIdna2LGsTHR3Nb37zG/7+7/9e/rzR0VGnIvDuFLRKd8XQ0BD19fWAw4WSlJTkVJtPBGG7lgCpqqri2LFjgKOE1IIFC+SNTLj2Tp06RWBgICtXrpRfE/Fs7sD1846OjqaoqIiSkhJOnDghu3DY7XZZVuNv/uZvnOIGwf1WkIdB2ap2YmKC5uZm7ty5Iy1zSpKTk0lJSXGy8nmaoqOM/dNqtTzxxBOy9E5ZWRkDAwM0NjZy8OBBrFYrL7/8MsuWLZPf78mJPYLw8HCnVsPKGMqxsTECAwMJDAxkfHyc3bt38+GHH8r1FJ/LggUL2Lp1K5s3b/aIdo1fhrhciX8rGRkZoaamhtbWVrRardPlf2Bg4D6LurtkqvJZ6+7u5vLlyzJ5zrWhi1AIdDod/v7+dHd3c/XqVXlIgkN5LS4uJi0tzcl96wnrqJR9Op2OwsJCzpw5w5UrV3j77bcZHx8nOTmZa9eusXfvXk6ePAk4PDzKkIHCwkLS09PluTKdyisgY1cTExNZv349N27coLm5mYGBAble3d3d9PT0MDExQU9Pj3zWKioq6OjoQKfTERwczMjICFarVXo6rl27RlVVldN5HxwcTGxsrNPlc7plrAh/BGQZutraWmJiYoiLi7svXEB4WIWxAODUqVP87Gc/4+jRo+Tk5PCDH/yANWvWyN/hjkours9FQkICmzdvxmQyOXUFdR2bkD3ijFR+va+vj/b2diwWC7GxscyZM8fJKj0Vz+JjCXYSt8vU1FSeeeYZwsLCaG1tZWBggPb2dgICAkhPTyckJAStVktOTg7JyclERUWRlpYG4BT/qdVqiYiIcFs2niuuiUsiE12r1TrFPSpvicoHzWQyUVNTI4tLFxcXy05i/v7+dHV1UVZWxjvvvENxcbGMHRLuPncE5QurlShhU11dzfXr16moqGBoaOi+UiCBgYF0d3dTU1MjkywAj66goER5q1SpVHR2dtLa2uqUcGe1WsnPz2fOnDkkJiZKC7snz0+ED4SHh7Nx40b8/f2Jjo7m+PHj1NbWUltbS29vr/R8lJSU3NcVxZNQPouBgYFERETIQ6SlpYWGhgaio6OlEB4dHWXfvn28+eabVFZWykQTlUpFVlYWzzzzDM8++6xU9DzV4qzcm2K/WSwWampqGB0dJTAwkDt37nD69GlGRkZQqVSUlZVhs9kYGBigo6MDjUZDfHw8BQUFzJkzR7qg3RmHLpowiN/f29vLhQsXSE9PZ/HixURFRTkdqM3Nzezbt88pozk1NVWeI+BZ8edKJdrf35/ly5dz+fJljh07xp49e+jr6yM9PZ3a2lrOnDmD2WwmNDSUkJAQ2V0sJSWF9PR0ue7uuFgqn4uMjAyefPJJ6urqOHjwIABhYWH4+/tL62lVVRWDg4MYjUZZfciV8PBwBgcHOXv27H2vKRO9JhvD40aE2Qja29vlOENDQ6ViplKpnM59YbgRZTF///vf8+mnn2K1WsnLy6O0tJRZs2bJUqHulrNCGQ0NDZXWYtG1TdRyFZ7TwMBAp303MDAg5c6tW7ek5zwuLo60tLQH6kNfl8da5xUcG/v73/8+ZrOZsbExxsbG8Pf3JyQkhMDAQCl8leby1tZWmf0Ljk1dUFDgJJDcGS+p/L1i04Hj8BgaGpKvidqu8Ln7EhwPsrDWChe8cDWcO3eOPXv2sGfPHpqammSsifi97pqz8oC8evUq7777Lp988gmNjY3yEBSdxPr7+2lpaeGXv/wllZWV/Lf/9t948sknAWRR8ZnE0NCQrHYhatsBzJs3j2eeeYZFixY5VYnwZJTPWnBwMN/61rfkYX/ixAnu3LlDZ2cn7733HidOnODb3/42L7/8slMNSk9S6JTj0Gq1JCQkEB8fT2NjI+Xl5URFReHv78+iRYsA2Lt3L6+++irnz5+XNSjBoUgkJyeTk5PjVPTdUy3Oygxt0TO8pqaGAwcOUFVVhU6no6+vjytXrgCOw/NXv/oVv/vd76RrMyAggPz8fF566SVSU1Ol8jrdrSlFXC44vDlLlizh008/5fz584yOjvLpp5/S09PDpk2bWLdunXStm81mzp07x9GjR+np6UGr1VJUVMTKlSs9NtHONel14cKFbN68mebmZmprazl27BhBQUGMjIwADg9lRkYGVquV8fFxGdMrktHcdSYoy8ipVCpKSkqor6/n+vXrtLa2MjQ05JQDYLVa76tGoyQhIYGUlBRCQkJIT0+XScACT1pDwMmrYzabnSz/rgaMnp4e9u3bxxtvvMGVK1ewWq0kJydTWFjo5N3xBJk62ees9KiLsAm73c74+LisitHY2EhjYyOjo6PU1NRw7tw5me8UExNDWlqaU+iExyqvgJP5XBQD1+l0TjX6JkOUV1BudH9/f4KDg6Vw9aQM6NHRURmb2tPTwy9+8QsuXbpEUlKSLMyv1Wqlot7V1cWJEydkLTWNRkNZWRldXV0EBARw9epVTp8+DThqbbrWip1OK4L4nJWHt7JvvHDtWSwWSkpKKC0tJSAggEOHDknl/PTp0xw7dkxWYBAKkCdXGYD7C9+fO3fOKa4OYNGiRbzwwgtOiSSeVsD/QYhMbXAo4cHBwaxcuZJbt25x4MABDh48SGdnJ7/73e+wWq388Ic/pLi4GMBjMtTB+fNOSkpi1apVnD9/nsbGRiorK1Gr1bS2tpKVlYXFYqG8vJyzZ8/eVzLKbrfT1dVFV1eXLFEkkp88UXkFxxpevXqVkydP0tjYKLsdtbS0oFarpcEgNDQUu93O6Oio07xTU1NZuHAhOTk5ThYfdzyXQgnz8/MjOzub1atXc+HCBdmR5/Tp0wwODlJfX09hYSFBQUFUVlZy7NgxacnT6XSUlpaydetWafFyjdF0N8pKEH5+fqSkpLB+/Xru3r3L8ePHqaqqktZKgFWrVrFhwwauXr1KXV0dGo2GuLg4Jy+kOxDzEFa56OhoVq9ezZUrV3jnnXecmra4ntviLBR/RHhAQEAAeXl5hIWFcf78ea5du4bRaMTPz4/w8HBZ1UAZZjKd81XKGuGlMRgMtLW1YTAYGBgYoLCwkJCQEFnes6GhgTt37nDz5k0qKipk0taqVatYvny5U8KdJ8kZ1xwdcD6z/fz8uHXrFidOnKCzs5OOjg7a2toYGRlheHjYSX/LyMhg0aJFxMfHy/PTo5VX5WK79lt2/bfYiGJjBwUFOS2k0PJFzc3Jfs504SoM4+LiWLFiBdevX2dsbIw333yTN998k6KiIgoKCoiPjycqKkrGl7W1tXHlyhV5szQajZw8eVLGNonfsXjxYn70ox+xbt06pwSM6Z6v2LBjY2NcuXKF999/n927d9PW1kZwcDApKSksXLiQp556iq1bt6LRaLBarVy8eJHa2lpCQkI4fvw48fHxvPLKK0RFRUkXjCcqr64xZA0NDZSVlXH16lXGx8edStnMmTOHvLw8AFl30hPn5Iqo/AGfJ/xkZ2eTnZ1NSUkJiYmJREZGcvToUWmFFWVcCgsLndyVnjBfMYfg4GCWLVtGaWkpLS0t1NTUcOXKFWl9VCJKuWk0GoaHhxkcHKS2tpbGxkZpWXeN5XI3ys97bGyM8+fPs3v3bg4cOCAvw66oVCoZa6jVagkPDycyMpLi4mI2btzI8uXLycjIuM+6Mt0o48T9/f1ZtWoVPT09vPfee1RUVDAwMEB5eTnl5eWkp6cTGBhITU2NU8xdcHAwRUVFMlFLmTDryYhOdrNnz+b69etUV1dTV1dHeHg4Tz31FGvWrKG1tZXx8XGSkpLIyspyas7gzvkpk26zs7P5zne+g81m49ChQ/T29sqGA8rnyDV5G5D5ErNmzUKn08lazeBwyycnJ8tKA8qL93QichrAoZC99NJL3L17lzfeeIOzZ8/S39/PggULmDVrFkajkTt37lBVVUVnZ6fTMxUcHMyiRYtYvHixvCS7o8zZFzHZhc9ms0nrf319Pe+//z579uyhubn5vjUVl2FR0k2U2hLVFKbiQvnYr6TKRCXXUlrKfysTXUTpFoH4uqcIIaXgWL58Of/0T//EsWPHePvtt2VRZRF0LjIoQ0NDZceKkZERGe8qkkgCAgLIzMykpKSExYsXy4B8pfsLpldQiQtFY2Mjx48f58CBA3z22Wf09/ej0+nYsGEDW7duZcmSJaSmpkprwIYNGxgcHOT999/n7NmzXLhwgfj4eJYuXcry5cs9MqFJIBRrIUhaW1u5du2atIaIrMoFCxaQm5srv89T9uZXQVlOSaDT6di8eTORkZFERESwf/9+GhsbefXVV7Hb7fz1X/81KSkpHnUBUe6niIgIXnzxRaKjo/nd735HeXn5fe+fO3cuBQUFREZG0t7eztWrVxkcHHR745MvQ/l5NzY28sYbb/DBBx84Vb9QIuJ5BTk5OWzfvp2FCxeSnZ1NSkqKk3xxZziIawml2bNn853vfIeEhAQ++OADjh49KsOzXF3K4ixRKjjKr3siruED8+bNIz09ndWrVzMyMsLQ0BB+fn7k5+fT399PbW0tNpuN4uJiioqKnNrIulPpcZUdq1atQqfTkZuby507d2hsbOT27dsPjHMVzJkzh6VLl5KYmMitW7eorq6WlUOSk5OZNWuW06XZXSgth3PmzOHll18mKiqKixcv0tbWxrlz54iNjSU6OlpWSVi4cKGsfWs2m0lOTiY/P196oUVddE9EeRYODw9TVlbGiRMnZPez9vb2SddjYmICnU5HSkqKUxjWVMqXx668uprbvwxRuL+vr09+zWw2Y7FYPCrwXiQxhYSEsHjxYpKTkwkNDeXSpUvU19fT2dmJyWTCaDTKfs+uJCQksGHDBubPn09wcDCJiYksXLjQKSvYXQlARqNRPlC1tbW88cYbHD9+HHAIqTVr1rBz505KS0vlAWixWLDZbKSmprJt2zYqKytlUHt3dzddXV2MjIzcV9Tak5gsMP/WrVuMjo5KC09OTg47duxwKjvk7kD7r4PSi6Bs2SzqKhuNRtra2mQs06effsqiRYvYtm0bERER8nvdHQOrrKEZEBBAUlISO3fuxN/fn6ysLIaGhqQAjoiIkMrr2NgYR44c4fr168DnF0lP3pvisxYxhEJxzc7Oxs/Pj6GhIQYGBuTBHxoaSmxsLHPnzuWJJ55gw4YNTo0bxF73FOOAMgY5IyND1qZNTU2VSqvJZKKnp4e2tjZpBJg/fz5PPfWUjCGEmRPCA5/vvcnC6i5fvkxNTQ3+/v6kpqaSkJDgNvf5gxBj0Wq1rFy5koyMDBoaGqirq+POnTuy6sXg4CA6nU5aWE0mk1R6t2zZwtjYGF1dXbLGa2RkpKxEJHDnfJWyISAgQBpu1q1bx/Xr12lubsbf359Zs2YRHx9PZGQkAwMDHDhwgHPnzgEOq61yn3rC+j0IpReyrq6Od999lw8++EC+rlKp0Gq1Mr9HJHWJS7NreNZUnhUeEQykrJva1tbG6dOnndxgrmEHnoCyLiE4wge+//3v88Mf/pCqqiouXLggD5br16/LTj6Dg4MMDQ0RGhrK2rVr+bM/+zNKSkowmUwys1SJu+O1bDYb1dXVXL58GXC4PNatW8cLL7zA5s2b7+urLS4YMTExTnMRXTncGfLxsCgvSf39/TQ1NTm9Pnv2bJ588kkyMjLk3nT3Oj0qwuMh1kStVst4bcHg4CAnT54kLS2NVatWoVKpJs0CdhdKF6ZOp+P5559n69atMjRJFIOPiIggMDCQq1evyvq2AhHr5enMmjWL9evX09PTg9VqZdGiRaSlpcl6xC0tLZhMJtLT09Hr9ezcuZOoqCinFrngeY0XXC8OkZGRlJaWsmrVKkZHR/H398dkMnH06FF+9rOfMTAwgJ+fH9/61rf47ne/S0pKirRQzyTl9UEMDQ3JS4q/v79s8wuepfS4rltycjIxMTEsXLgQm81Gb28v9fX1dHd3y6SsyMhImWw4a9YswsLC6O3tJSQkRMrT8PBwEhMTPbYBTGBgIKmpqSQmJrJ8+XIsFgsWi0WWAR0YGODIkSP09fWhUqkICwtj1qxZ953znoayIxw4PJBHjhzh1KlT8j3CmCPCQkTVFuW+bGtro7q6mq6uLuLj4510gEfFI05cpbIwNjZGd3e3Uz3NyMhIUlJSZDcnYcp298MrLCCieK94wAoLC5k1axajo6MEBQWxdetWjh49yhtvvEFLSwt+fn6sW7eOF198URbfFjdvcMRq2Ww2tFrttCtFwtKr1WqxWCx8+umnfPbZZ06dh9avX8+WLVtk61dRQUJZBisoKMgpLklY+TztsHTF1Q2nbFssmmhkZWU5FUCfCcrOl6EUOkajkZaWFi5cuOB0iQwODnbqmudpKJNI/P39CQoK+sLEFmXLZnCsr0gw9USUynlUVBTPP/88mZmZjI6OkpmZSWRkJOXl5bS0tNDR0YHJZJLNRITrTqVSYTQapfz01EuXSJYLCAiYdB3b29vl+gUEBDB79mxSUlIApAfBU9dxMoRV3WKxYDQa0el0qNVq2trapNtdq9V6TLnIByEs+f7+/k7eKKGwjo6OotFoHnixEJ4fsS9FNzJP3KfKJEONRjNpHG5YWBgWi4Xh4WHsdjthYWFERUXddzZ6GsrWtv39/bzzzju89tprdHV1ERwcTFRUFMPDwwwMDDAxMSFjdy0WCyEhIcybN4+xsTFu377Nxx9/THJyMs8//7wsKaYMR/i6eMSOcK3VGB4e7mTxiYqKIjk5WWr6UzHxqUKpsCk3c3R0NFqtluDgYNk949e//jXgEMzLli1jw4YNgENZVQpb5S1zulGGKTQ3N/P2229z+PBh4PMOHEVFRdK9JR5IcI5vrqmpua9weEhIiHxoPVHhE2sn3CBXrlyRVRPAobyVlJRQXFwsH2xPsTpOBeK5mpiY4Nq1a+zZs8epZB044kWzsrLk/z3JCiJQHgzK7liiRqGyJJQyznV8fJyRkRGZGOppuH7WOTk5zJ492ymDXSQWms1mIiIiSEpKcjIO2O12Jwu7p6IsLShkhXBNd3V1UVlZKbPUExMTndZrJj6TyoRl+HwP3717l0uXLjEwMEBaWhrp6enyPFF26/IUXM9l1+L1Yp3E18VlSqPROD2jylbBJpPJo0IGBZPtM2UHTpVKxfj4uFPXu+DgYKKjo91e3ePLEBVlVCqVDHsQZ0F0dLScp0CUHdRqtaxbt47nnnuOjo4Ofvazn3Hz5k3ef/99ioqKpPJqsVi8T3kVtxjlzUzcRid7vychap6p1er7bpZardZp3MrSX0IIi+Lq7s4eBcdBcfPmTW7cuCFrDq5du5bnnntOloaamJi47wbZ1tbG+fPnOXToEGVlZQCkpaWxdOlSMjMz7zuQPAlli7va2lrefvttzp8/L18PCQlh/fr1rFixQq6Rp8ScfVVc95lQ3AH6+vq4evUq586dc7I8BwYGUlBQQHp6OuC+eOyHxWq1yjCAyZRXUc5HzLurq4tbt27R2dkp62h64toq1045PpvNRlVVFRcvXgQcz11xcTHR0dHSlT4TFTvhltTpdJjNZi5dusSRI0fo6uoiMDCQBQsWOMVEeoJX7lFQKmp9fX2yAUN4eDiZmZnS+ipivD0RYcgRF0RAxkSKMpqi4Y7IQNdoNDK0R5wPoh2wMg/B084OYbQR4xZF/NVqNWNjYwwMDMiE36SkJFmnWOCJyqtrLXtlUujY2Ji85KvVaqc1XrlyJT/5yU9Ys2YNhw4dkvNsbW11KgE3FWvoETtfORGz2czw8LCTsjo6Oion7smZ6q6uA+W8RGKBeJ+yS4xo2ADuOyzFgai0ujY0NDi5iIuKiti+fbtT97OhoSGMRiM2m42Ojg5OnjzJ3r17ZXJXQkICL7zwAt/61recvs8T11B5aNTX13PkyBFqamrk14KCgsjPz5fNMpQ37JmC0jsg/q90EfX09HD48GHOnj3rJLA0Gg3FxcUyXMKdDTMelsm6uSnXWHTGiYqKoq2tDYCOjg4ZUwied1CCs4wQWekhISFMTEzILkwAmZmZrFy5kpycHGnlmIlxoMpQDqvVyrVr1zh79ixGo1Emxii798yk59EV14RRo9Eozw6tVisvVeBZncNcEZekyeS8slQfOOalDAFRvhYUFERUVJSTJ9bTzg4RaqYsaSnmo9Vq6e7ulnVPc3JyyMvLIzg4WHoSPG0+4PwM+fv7O7WSNhqNUj8TBp+goCAKCwt56aWXWHOv3a1Wq5V72Wq1Mjg4KM/MqfCce4Ty6hrzquyDDI4PyGw2e1S4wMOgPPhEjTSAJUuWOHULE+EQniJ0hUJjNpud1sZkMsk5GI1GGhsbuXLlCnfu3KGvr4+Ojg5u3LhBdXU14HiIS0pK2LZtm1OBe9dkN09B+fkPDAzQ29vr9Lr4XGYykx14ymz98vJyfvOb33Dp0iX5da1Wy7Zt2/jOd74j2x978iXyi1CucWJiIsuWLaOqqorKykqA+8r0eTpKS6rrczVnzhzmzZuHRqOZ8YmFQj7W1dVx5coVWXpJpVLJZFfle70FZQy+MizLmxB1mpUKr3BJx8TEMHv2bJnvAp6nvLqiNAaYzWaam5sZGhoiJCSE7Ozs+4wfnj4fV0OFCCdQlqh7+umnefbZZ5k9e7Z8n/B2gSNutr6+nubmZjIzM6fkEu1xksxsNjMwMOBkeRUlp6xW64xyCbmW1RCLnZKSQlBQkFNtW09BjCkyMpKQkBAZ0qBWq6murub3v/89OTk5WCwWqqqqOH/+PDdv3nSKb1Wr1eTn51NSUsLmzZul4gqe224TnBW7oKCg+9ZlcHBQliHy5JJKk+FaCHt8fByj0UhkZKRs6Xv8+HHeeecdrl69Kg8PjUZDSUkJO3fuZP369R5bVPthUQrdsLAw0tLS7qul3NvbKy9Znj5H5T5ta2uTHqply5axfPlyGR/paQ0Xvgoi3MFsNtPT0+N0NkRFRd2XvT2Tnssvw263ywuzq1V2ppyDX4ZyHiKUR6yxaMqg9FR6+voKxcxqtXLhwgVu374NQGxsLGlpaU4NYjwVV1mhrMgyMjIivXcLFiygtLSUHTt2yEYEguDgYDIzM2ltbcVisXD58mVyc3OJi4uTz+ujGCQ9TnkVWYpKC4HRaJShBEqlwZOslZPh2ohBLFJtbS319fVkZ2cTGRnpEXNQ1n0MCAggKiqKlJQUUlJSaGtrw2q1curUKU6dOiUFydDQkFP3FLVaTVZWFnPmzGHx4sVs3LiR4uJiGeck3uOpKNfB1eoMDguksgLETFIGlM0ITCYT58+fZ3BwkPz8fMLCwigvL+eXv/wlZWVlTtn3CxYsYMeOHSxfvnzGtPZ9GJTJn0qFQFQ7GRoaIjIy0snq5QnP6WSIsTU3N9Pc3IxGo2HNmjVOl8aZGpvtiqsCl5mZyerVq2USoVLOegNK48ZMjFf+qphMJqdwpZkoY4Wh6ubNm3z22WfcuXMHtVrN4sWLZUUMcH8ZzC/CtflEdnY2Fy5cwGQyyVyHpUuX8u1vf5vt27fL2vRjY2MyJjs0NJS8vDwqKysZGBigvr6epqYmTCaTVF4fxZjlEZ+e8oMS1pDa2lqZKBQQEIDNZptxLluloNFoNHLBLl68SE1Njaw24EnKgFJQFhcX80d/9EcEBgZy4sQJeRtWWj5iYmJYvHgxMTExJCUlyfaM0dHRpKamyp+ndKV4GuLw12q1TExM0NjYSFVVlVOmenh4OCUlJWRlZTkpNDMFISiHhoY4efIk+/bto6uri6ysLIKCgrhy5QpnzpyRc0pPT2fJkiVs27aNtWvXyixR5c/yBlyVUn9/fyIjI2WigaeU5XsQos6un58fcXFxBAcH4+fnJ8tLubY7nomIihAajYbAwECGhobka2lpaRQVFaHT6Sbtxz4TUa5VbGwsRUVFnD9/XlYCEcwk+fNFKOchSmUJurq66OzslBV5xPs98XlUNhEBxznZ2dnJ3bt3yc/PZ9u2bSQkJNDZ2UlERITHdtUCnHI5oqKi+P73vy9bvYtGFKtXr2bhwoUyl8W1kZRarUar1cqWslFRUaSnp09Za2OPOIWUiltISAhJSUlERUXR2toqv67M4FfGx3gyykM+LCyMNWvW0NnZSVhYGLGxsW4tifUgxFrYbDaSk5N56aWX8Pf3x2g0Ul9fT0hICP7+/pjNZmJiYli9ejVr164lOTmZ2NhYp5ulqNXo6QXDlYe7xWKhvr6e+vp6Gd87MTFBeHg4aWlpTp1RPNntI3AV9MPDw9y5c4f9+/c7JfcIxBquXr2abdu2UVJSIhU5T7pkTQWTJZ0FBQWRmJiIRqPxuLJ8kyGUV7VaLTtSGY1GRkZGZNazJ4//qxITE8OcOXOoqqoiMzOThQsXOlWGmOkKnbIwPHze0reuro7e3l4nxX0myJ+viigvGRoayvDwsEzWmilyR8jbiYkJRkZGZNidn58fvb291NbWEhYWJr144JlyVYxH1LBftWoVERERJCYmEhERwbZt2+RZr/SqKmVNUFAQWVlZ5OTk0NXVxZw5c8jOzp6y5DuPUF6Vh6tWq72vO5NGo3GyhswUS4JSCEVHR/PDH/6Q0tJSVCoVaWlpchE9rVYffL6pAgMD2bp1K7m5uYyNjcl6fKJeZExMjFTEJ1uTmXCYuJZqi46OJjY2ltDQUHlr7Ovro7u726NLtkyGmJtw9SQnJ5ObmztpQe1Zs2bJzmlz5swhKirqC4v8z1SUdVFdO2xZLBapIHhaPPqXoVKpnPbnTAmv+jKUIQ+pqan85V/+Jd/5zndk4Xtl2bqZtF4PQrid7XY7SUlJbNy4kT179tDY2CiVIZgZ8uerIrpQzZkzh5iYGJ5++mlKSkoIDQ2VFnhP3ctKJdRut1NdXU1LSws6nY7bt2/zL//yLzz//PN8+9vfnjLr4+NGeabn5+cTERGBRqORTU/g80vUZF1Hn3vuOWJiYqisrCQ+Pl4aBKbCe+cRyqvrhPPz8+WhGR4eztq1a8nIyJgRCqsS5eGh0WjIzs4mOzvb6T2eerCoVCppOY2JiZGJH1+EMn5Q1PSbCbgm1qWnp7N582YsFgsXL16ktbUVm81GYGDgjD0wlBm9y5Yt4wc/+AHHjx8nMDBQWjYKCgrYunUrixcvlt9nMpnQaDQzTpH7IoSwDQwMJC4uzqlG6NDQEJcuXZKJIspES099TsW6GI1GQkJCCA8Pl8XfxXvAc2XNl6Ecf1BQEPPmzbsvOcQTrVePgjLcIz8/nx07dlBfX09iYqJ8jyd7s74KyrCcgIAAiouLCQkJISUlhWXLlsnn05OfQ1cmJiZkiU9l6b2YmBgSExNliJonK+OADFURJbGEtVUkEk7WNVOpoCYnJ7Nz506Kioro7++f0uYvHqG8CouB3W4nKCiIRYsWkZWVxZ07d9i6dSvf/e53ndpxevJiT8YXjdeT5/JVkzyU7/fkeX0ZoaGhrFmzhtmzZ3Ps2DHKy8sJCAhg3bp1TpnpMyn2U2lpjY6O5ic/+Ql//Md/LIWniCl0tbROZqGd6YhLmUajYfbs2WRmZhIeHs7g4CCDg4OyO5xIAvJki4/S2qhWq1m0aBGjo6OEhobKrGBvcKfDF8sUb1JcwXldQ0JC+OM//mMsFouTR9KTYya/Cko5qtPpWL16NStWrJBtygWebrxSygg/Pz9yc3PJz89nZGSEgoICfvCDH7Bx40anCiAzAWX9d9evTTYH1/eLz0KEOLm+9nXxmNNXufCxsbE899xzFBYWsmjRovtu2TNRUInbi7IE0Uy4OYuLxWQt+kR8lrCyeuoB/1URJZLS09PZsmULWVlZaDQa0tLSnA4PTxemkyFuy2FhYU7lZ5SIChIiRMTbUMa6igQtpbsvLS3NKUHNkz8D5QGi0WjYvHkzc+fOJSoqioiICK+4TCqZmJiQGc+iK9NMukR+VUTMtfJZnWklIx8WZeKsErHWnvwcgrMF2d/fnwULFvCjH/2I9evXk5uby5NPPnlf3s5MQXz2Io7+YUIdhXVWVGBQnpdTMX+PeepdN+eGDRtkNr43ICxbM9GS5e/v75Wxj1/GxMQECQkJToqMkpkkfATKMl+u1jhx+VD23fZGXA/B2NhYCgoKuH79OkuWLJFhSuD5LXCVc1GpVBQWFlJYWDjpe2fifnVlMuXGm1FWNhG1NT15Pz4Kyv2pVG5mynxdn6/k5GTZ1EUwE0IFvoivYnATl8vJmIr5e9yuUPbgFniy286Hd+ItZXcmY2JiQnasA5ysBTMpVvnr4npRLi4u5m/+5m/o6ekhPT2duXPnytdmisyZaZYcH18NUYbIW70hSkQIoaiU4S37WnRo9MQE7ceNsozYVM39Kyuver1+Sn6xp+Lt8wPvn6O3zw98c3xcXLx4kffff39afpdvDWc+3j4/8M3RG/DG+Xn3Fc6HDx8+fPjw4cOHV6HyhixUHz58+PDhw4cPH98MfJZXHz58+PDhw4cPHzMGn/Lqw4cPHz58+PDhY8bgU159+PDhw4cPHz58zBjcVipLr9ergO8DPwLmAv7AHeA14BcGg8H2Bd8+I9Hr9S8Db9777x8ZDIbfuHM8U4Fer98K/G/AHCAa6AAuAz8zGAxn3Tm2R0Wv17+CYz9+EXaDwTDzuhUo0Ov1fw8sAnKAGGAcaAI+Av7NYDD0uW90j463y5pvyj51xRvlqSvePkdvm983QNZEA88AW4ECIBkwA5U45viawWCwP/gnTB3utLy+AfwWyADeA34NaIB/Bt67twm8Br1enwL8KzDi7rFMFfeUnv3AAuAQjrW7AjwFnNbr9d914/CmgmvATx/w59i99xx0y8imlr8EgoEjONbw94AV+B9Axb29O5PxdllzjW/GPpV4ozx1xdvn6KXz83ZZ8wKOOZUA54GfA7uBecBvgF3TNUe3WF71ev3TwMtAA7DEYDD03vu6GtgFPAd8D3jdHeObau4t5mtAH/Ah8J/cO6JHR6/XJ+CYRxcw32AwdCteW4vj0Py/gP9wzwgfHYPBcA2HYnAfer1eWJVfna7xPEbCDAaD0fWLer3+/wb+C/D/A2ZkocBvgqz5Bu1TwDvlqSvePkdvnN83QdYA1cB24BOlhVWv1/8X4AKOOT6LQ6F9rLjL8vrsvb//USwwgMFgsAD//d5//3zaR/X4+AtgHQ53wqibxzJVpOHYP+eViiuAwWAoA4aBWHcM7HGj1+vnAUuBNuATNw/nkZlMcb3Hrnt/z56usTwGvmmyRuJt+1SBN8pTV7x9jt44P6+XNQaD4ZjBYPjYNTTAYDB0Ar+699810zEWdymvoll8/SSvia8t0Ov1EdMznMeHXq/PB/4O+GeDwXDS3eOZQmpwxLos0ev1McoX9Hr9E0AocNQdA5sG/vje37+d6TFMX8K37v1d4dZRPBrfGFkzCV63T71Ynkq8fY5ePL9vsqwBsNz72zodv8xdCVviVpIxyWuZin/nAece/3AeD3q9PgB4C2jG4X71GgwGQ79er/8/gJ8Bt/R6/Uc4XEBZONwKR/j88PQa9Hq9DvguYMcR4+M16PX6/wSEAOE4ErhW4lBc/86d43pEvhGyxhVv3KfeLE8F3j5HL5/fN1LWgFzXP7j330PT8TvdZXndf+/vv9Lr9VHii/c+gJ8q3hc5raOaev4WKAZeMRgM4+4ezFRjMBh+jsNVEgD8EfCfcQR0twCvu4YTeAk7gAjgoMFgaHHzWKaa/wT8n8BPcCiuh4BNBoOhx52DekS+KbLGFW/cp14tT+/h7XP05vl9U2UNOAwc84ADBoPh0+n4he6yvL6LwypQisNqtw8YAzbgsNzV4Iizm7GuLr1evwTHzfIfZ3rJqAeh1+v/d+D/D/wL8G9AJ45b5f8D/F6v1xcZDIb/3Y1DfBz86N7f/+7WUTwGDAZDAoBer48HluMQSFf1ev02g8Fwxa2D+/p4vax5AF61T78h8tSr5+jt8+MbKmv0ev1fAH8NVOFIWJsW3GJ5vRfsux2HpacTx4R/ALTisPiIupIz0nKncI1U83mgtleh1+vXAH8P7DMYDH9lMBjqDQbD2D0l5xkcSSJ/rdfrM7/o58wk9Hr9HBxKXStwwM3DeWwYDIYug8GwB9iEo3bvm1/yLR6Lt8uayfC2ffoNkadePUdvnx98Y2XNn+IoA3YLWGswGPqn63erJiYmput3PRT3YrX6gQkg/F6m3oziXkD23Yd8+z8bDIafPL7RPB70ev3/i+O29RcGg+FfJ3n9QxxK7PMGg+Gxl82YDvR6/T/jyJL9qcFg+B9uHs60oNfrrwJFQKwyg9Yb8AZZMxnetk+/IfI0Ai+eo7fP78vwRlmj1+t/AvwTcANYP91hgm7rsPUFvAxogTdm8AKbcBQqnowFOGJ+ynF03pip7pPAe38/qByW+Lp5Gsby2NHr9Voce9POg9fWG0m697dXubru4Q2yxgkv3affBHnq7XP09vl9GV4la+4la/8djvrSG91h2HBne9gwg8Ew5PK1xTg+kBEcBe5nJPcC0f9wstf0ev3/wPGgvjHDW+GdAv4M+JFer/93g8HQJl7Q6/WlwArACJxx0/immhdwBNrv96IEGPR6fR4wcK9On/LrfsD/BOKAMwaD4WGtJh6HN8uaSfC6ffpNkKfePkdvn5/gmyBr9Hr9f8cxj8s4EnqnLVRAiTstr0f0ev04DpPzMI4+wFtw3NCeNRgMk9VK8+E5fICjjusG4LZer9+DI84nH9gGqID/bDAY+h78I2YUIgHGazoV3WMz8A96vf4kUIcjLiseWI2jvEsnjkoSM5lvkqzx1n3qw8dMwKtljV6v/x4OxdWGw4D1F3r9fc0XGw0Gw+uPeyzuVF4/AHbiyM7TAe046hH+ncFgaHTjuHw8BAaDwa7X67cAf4pjHZ8BgnDE9RwA/sVgMBx24xCnjHtFtVfiJQkwLhzFoeisAApxlFcaxZFY8RaOdXTLzXoK+UbIGi/fpz58zAS8XdaIGrb+OEoqTsYJpqEFrsclbPnw4cOHDx8+fPjw8SDc1aTAhw8fPnz48OHDh4+vjE959eHDhw8fPnz48DFj8CmvPnz48OHDhw8fPmYMPuXVhw8fPnz48OHDx4zBp7z68OHDhw8fPnz4mDH4lFcfPnz48OHDhw8fM4aHrvOq1+tnfE0tg8GgetBr3j4/8P45esP8wPvn6Nun3j0/8P45esP8wPvn6Nun3js/n+XVhw8fPnz48OHDx4zhK3fYMhgMj2Mcj5VJ2pc9EG+fH3j/HGfi/MD75+jbp854+/zA++c4E+cH3j/HmbBPJyYmmJiYwM/v69kQZ8IaiiZYExMTqFQqVKovNIQ78WXzc2d72G8cExMTWK1WLBYLdrsdPz8/AgMD8ff3d/fQfDwENpsNk8lEUFAQABUVFbz99tvU19ezZMkSduzYQWpqqnyvb119TCe+PefDh+disViYmJjA398ff39/J2XOarUCEBAw81Uyu90u5ybmp1RabTYbwCPLKo/5pCYmJrDb7YBjokJjn0xb/yrau6cgbh5qtRq1Wu3u4fj4GtjtdgIDAwEwmUzs37+fv//7vwegs7OTjRs3kpqaKi8pPkXCsxHyBiaXMzMBpfVG7De73e5k6ZiJ85oKxBmiXGclKpXqa1u9fEwdynP/YfaqqzVPfK8nIp5Ff39/p3PfYrEwMjKCyWQiJCSEkJAQwHlOMwmlviaeKavVyvj4OOPj49hsNgIDAwkJCUGj0UzJ7/Qo5dVsNsuFttvt2O121Go1AQEB8sMB8PPzm5EL7GPmYrFYpPDp6+tj79697Nu3D4Dk5GQ2bdpEYmKifL/vUPRsJiYmsNls0koQEBAwI2WKmIPyQDCZTIDDiuMNlpxHwWazSU8XOBtGhELhu2S6D+VzGBAQ8NBroXx2/fz8PFYnEHtPq9XK8Y2OjlJZWclHH33EzZs32bhxI3/4h39IUFCQNHrMtPPDarVKOQowODhIdXU1Z8+e5fTp0/T391NUVMQzzzzD8uXLnb7v68qoxyrZhDXVZrM5KZ/i32q1Gj8/P+x2O/7+/uh0usc5HLeiUqkwGo309fXR1dXF8PAwoaGhpKenExUVBXjerUtYEIWQEA+VJ43xcSNcsWq1GpvNxqVLlzh58iQHDx7k/PnzaLVafvzjH/Mnf/InREdHAzg9xD48h4mJCSwWCwAajWZGekBcD3uxz8xmMyMjI4SFhd0nR4XiNtMOxK+K+GyEQiOeQ09+FoVlDj5XrMW5Kf79MPj5+REQEDBj1lg5Z+VzqLxkCAMWfL53xdp68pqK9fP395eeOoCWlhZqamqoqanh8uXLfPzxx3R2dtLY2EhERATbtm2TuoAIK/RkhF4XEBDgtIadnZ2UlZVx8uRJLly4wJUrVwC4cOECVquV0NBQCgoKgEezmD/WHSDcAH5+fpMqr8rXvRGlMmqz2aiqquLw4cMcOnSImpoaFixYwE9+8hPWrl0LOG5pU2VSnwqU66P8+5uExWKR1oCWlhZ+8YtfcPToUQYGBgDHBWz27NlScTUajU63bB+egzfIGnGJFIqamE91dTU3btwgPz+fwsLC+77nm4ByfWfKnF3PRqVlWCivYi6T/Vu8d6bJ5geNVXwers+qp4cHKBHnpnK9mpubefvttzl8+DANDQ309vbKi/SNGzf4h3/4B2JjYyktLQUc3hNPN+a57t2xsTG6u7s5ceIEb775JmfOnMFqtRIYGIjJZGJoaIgDBw4QHx+PTqcjKytLnq1fx3D3WJRXpUYuTPoPYnx8HJ1OR1NTEwcOHMBsNpORkUFvby/9/f3k5eUxe/Zs4HPXbUhICBEREQQFBXn0ZhbCx2QyUVtby8GDB3n//fe5evUq4Fj8wcFBp/d7CuLm53rDFeEd8PlDKg5UT16Lr4tWqwUcbpCysjLOnj1LR0cHAPHx8Tz11FPMmTNHvt9dypHVar0v9tHH5wjZIfZzT08PN27coL+/n4iICDIzM5k1a5a0IHiaF0SJsFYNDAwwPDzM3bt3OXjwIOXl5aSnpzN//nx0Oh3x8fHMmzfPKZzFW3D1CrlaHoWXq6WlhVu3btHV1YVGoyEoKAibzYbNZiM5OZklS5bIJMvHbe2y2WxYrVaZsKLRaCYNV3mUS5Yn71tw1g0Auru7uXnzJnfv3iU/P5/8/HwnRXUyWdbX10drayujo6NotVoiIyOJiooiLCzMrXNXWon9/Pyora2lvb2d8fFxLly4wO7du6moqJDnfEREBBEREXR1dXHz5k16enrkzxKfkyeupdFoBJBGmoGBAW7dusWtW7e4efMmV69e5fr16/J9arWasLAwhoaG6OzspKKigiVLlpCZmSmVfGGp/io8FuVVOQghKJSuEHGjqKyspKOjg7i4OMrLy/nbv/1bRkdHWbFiBfX19TQ3N7N27Vo2bNiA3W6XB82CBQtYvHgxOp3OIxdXKVAnJiaoqalh37597N27l7q6OsLDw4mNjWXt2rUkJyfL7/MkpUOM3TVswNUV4q1YrVYphKxWK2VlZXz88cf09vYCEBkZyQ9+8ANeeeUVsrKy5MHnLsu5J7vRPAGlMtDT08Onn37Kxx9/TH19PdnZ2Wzfvp1NmzZJC/rXEaaPG2FpValUdHd3c/bsWSoqKmhsbOT8+fPcvHkTgJCQEEJDQ1mwYAFPP/00GzZsID09HXDOBJ7JuLqblRf/7u5uKisrqa6u5urVqxw8eJDW1tb7fsaSJUv46U9/KpVXq9X6WJ9fIT+ViHNRuR7CXf5VwwbUavWMWFchq/r6+vjss89466236Onp4fvf/z6zZ88mICAAo9EoFfvBwUG6uroYHR3FaDRSXV3NuXPn6OrqIj09nbVr11JSUkJYWJhb56VUNru7uzl06BCHDx+mp6dHhgeAs3U9NjaWyMhIsrOz5T4EPDoGXxh07HY7TU1NnDt3juPHj3PhwgXq6uoYHh4GPpe5drudoaEhAIKCgoiPjyc8PNxpfl9nrlN64rneXHt6ejh37hwXL16ko6MDi8WCSqVCo9Hg7+9PZ2cnIyMjhISE0N7eLl2x169flx/AtWvXGB4exmg00tbWRlxcHAEBAcybN88p9suTUIZFDA4OcubMGXbv3s2tW7fIzc1l69atLFu2jIyMjPs27GQ/S3mje9wbWpmY1Nvby/vvv8+1a9eIj49n+fLlLF68mJiYmEm/V3nT8rSD/6siYq78/PxoaWmhoqKCS5cuMTAwQHZ2Ni+++CLf+c53yMnJAT4PWJ9ugeMJsVFi7p645kr3ent7O0eOHOHEiRPU1NRI9934+Dhz5sxh2bJlHqm8Cjlns9no6urizJkzHD9+nNu3b9PV1UV3d7eUnQAjIyOMjIzw2Wef0dHRQWdnJ9u3bycrK8vjvVWTYbfbZSkh8Yy5ykqj0Uh3dzf19fWcPXuWs2fP0tLSwt27dydVXAHu3r0rfy48Ps/XF5UGunHjBq2trajVaoKCghgfH6e1tZU7d+7Q0dGByWSSXi3hXYHPlXeLxYLNZqOgoIDnnnuO/Px8+Ts9Zf8CTsYrgKGhIU6dOsWbb77JoUOHAFi4cCFXrlwhOTmZ/v5+enp6aG1tpa6ujoaGBu7evcvo6Ch9fX3U1dUxOjpKSUkJK1asIDIyEpVK5dZ5i9/b1NTEp59+yocffsjZs2fluQjOiqtWq2X16tWsXLmSzMxMsrOz5fs80UCkNOgAnD59mjfffJOKigqam5vp6upyeobCwsKYN28eFouF8+fPA5CQkMDGjRtZuHAh8Lm+4XblVRnf2djYSFlZGR999BGnT592Eq4PHExAADabjbt378qv3b17l0uXLsn/DwwMcOPGDVpaWkhJSZEbxhMeVnFTFuNobW3lwIEDvP3221RUVBAbG8uGDRv4gz/4AylkvozpVgqUymt/fz+7du3ixIkThIeH09DQQFNTE7NnzyY+Pp7Y2FipqIaGhsobGTiX63G3cvVVcHVhNDU18fHHH3Ps2DE6OzsJDw9n27ZtvPLKK2RkZMiLhbsuUCLhcWhoCLPZTFBQEEFBQY/9M1eWgBFz96TEIOE1EKECbW1tvPfee/zbv/0bDQ0NTu/t7++nv7/fqaTSg8orTTdiL/r7+zMyMiIPjCNHjsgxBgYGEhcXR1hYmPSYDAwM0NPTw5UrVwgPD2fu3LlkZ2dLGW02mz3SUqdUcOBzF7qrRdRisTA4OEhvby+9vb10dHTQ2NjI7du3uXjxIjdu3HB6f3BwMCEhIQQHB0vv0cqVK0lKSpLvmep9K+SfkCVjY2P09vYyMjKC1WqlqamJs2fP0tjYSHBwMMHBwYyNjdHY2Mi1a9ec3MhfxpkzZ4iPjycpKYnw8HCPeAYFIqPc39+frq4ubt++TX19PeXl5Vy4cAFwrPOtW7d49913iY+PZ3BwkIaGBqqqqqipqWF0dFT+vICAACIiIkhNTWXRokVkZ2c7WQOnWw9QyhqLxcK5c+d46623OH/+vMxjEbpBaGgoExMTjI6OkpGRwcqVK3n22Wfl/vYkGSoQ+1g8m35+fty4cYO33nqLt956S1Y3EbJ2fHwcPz8/1q5dS2lpKVVVVdy5c4eBgQGWLVtGSUmJ/NlKfeOrMiUnrtIVZbfbuXLlCnv37uXAgQNcv34du91ObGwsOp2Onp4exsfHJ/05ylvwg1Cr1Zw/f56cnBzmz59PeHg44JxY4y7EJtZoNNhsNg4cOMD//J//k9bWViIiIigtLWXLli0yhtcTUR5m/v7+0hUzODjI0aNHKS8vR6fTkZOTw6JFi4iMjJShHMrYT/D8+KvJEJY6sZcuX77Ma6+9xrVr14iIiGDnzp3s2LGDtLQ0p++ZbiwWi3QtjY2NcfDgQerq6igoKGDp0qXEx8c/9jFMNm9PidtWHigABw8e5F//9V+l607J3bt36erqcrKQeMo8lElZjY2NHDp0iIsXL2K32wkODiY+Pp6cnBwKCgqYN28ewcHBtLW1cfz4cY4cOcLIyAiDg4PSOhsUFOQxc3sQrsqrEovFwujoKNXV1Zw8eZIrV67Q3t5Ob28vQ0NDmEwmJ0VHEBMTQ0lJCfn5+bIiQ2ZmppPna6oVBpvNJi92VquV06dPs3fvXq5du8bY2Bh2u52BgQGGhoYIDAwkICAAq9WK2WyWbtaHZXh4mIaGBjo6OpxiPz3BM6P8HMrLy3n11VepqanBYrE4lXW7ceMGjY2NsjLP6OjofWuZkpLC/PnzmT9/PosXL6awsNDpAuKOCiLCE2Cz2airq6O8vJyLFy9KxVUkWCYmJlJcXMysWbMwGo0kJyeTlpY2aWKaJ6HUawYHB/nkk0946623uHLlilP+i5+fH+Pj44SHh7Nx40b+8i//kuLiYj744AOKiopITk7mhRdeICIiQv7sRwnTmRLlVQhYf39/bDYbFy9e5MMPP+T27duAY0PNmTOHkJAQLl68yPj4OLGxsWg0GqxWK3FxcWi1WoaGhggKCiIpKUm6SbRaLSMjI1RXV9Pd3Y3RaKS+vp69e/eybNkynnzyScAz4kWFhcBut1NRUcHx48ely2rdunW88MILLF68mICAAKeHdrI4KFHWZ2RkhLGxMTQaDaGhoY89zlf58MfExLBjxw7sdjsnT56kq6tLvlZVVcXt27dJSEggKCiICxcuUFBQQHp6Ojk5Ofc9lDMBcavUaDQYjUbOnz/P3r17pRVn2bJl7NixgyVLlsj96S6Lq/JAMBqNnDp1iv3797NgwQL8/f1Zv349Op0Ok8n0leonToaIwRNWAWEJ9PPzw2Qy0draik6nk4eI0rXpDsS66HQ6rFYrn3zyCb/5zW9oampi48aNPPHEE7S3t3P79m1aW1tpbW3l9u3bnD9/npSUFEJDQ91e9UPkCtjtdsbHx6mtrWX//v2cO3dOxv7v3LmTFStWEBERQWJiIrNnzyYwMJDe3l5SUlLQaDQcO3aMvr4+Pv30U7q7u3niiSdYtWqVnJ8yjtYTmCzBt6enh5aWFlpaWuju7qavr4/6+noqKyu5c+eOk6dOoNVqiY6OJiwsjJSUFJknkZ2dTXBwMGq1mtDQUKc4yamWV+LniTPxnXfeYffu3Q+tmCYkJBAREYHVamV0dJSRkREZThccHExoaKhU8nJzc8nKyiI6OvqRYwmnCrPZTEBAAIGBgYyOjnL06FHeeustDh8+fN97bTabTD4UREREMHfuXCIiIggJCSE1NZWioiJyc3NJTU118iS4ax8bjUYCAwNRqVS0tbWxa9cuDhw4gMlkQq1WS+UuIyODP/qjP2L58uXodDpsNhtBQUHExMQwPj6OWq1Go9F45JmpfCarq6vZu3evDPUQIYS9vb2YTCZCQ0N58sknefnll2U91+LiYn74wx+SlpbGggULgPsTaL8OU2p5Ff+uqamhtrZWvm6xWPDz8yMsLExmBxYVFRESEoLdbqegoICkpCSGhoZITEyksLBQKrZarZa6ujo+/PBDysrK5M8dGBjg9u3bzJkzh5SUFLdnCSvN352dndJCAlBSUsKWLVtYvny5tBSLAPvJEK4PtVrN7du3uXTpEgkJCaxYsYLk5ORJS6dMFUoXcEREBE8//TTgcHlVVVVhMpkYGBiQ69zY2IjNZuPw4cOEhISQl5fHM888w7PPPktOTo7HHIoPg9lslrFGzc3N/Md//Ad79uzBbrezdOlStm/fTlFRkUdclJRhGTabjYaGBlpaWmhrayM/P5/c3Fyys7OnxDUshJdrYonZbJbB+rNmzeKZZ54hKirqvvCZ6UZ5qTh16hT/8A//wIULF3jyySf5r//1v7Jy5Uq6uro4deoUn332GR9//DFVVVXs27ePpKQk1q5d66TcTec8lK5mlUpFS0sLp0+f5sCBA1y5ckVajmNiYvj2t7/NmjVrAEfh8+DgYCYmJkhOTmb79u1otVpMJhOnT59mz549HDlyhMbGRuLj48nLy3P6fZ6G1WqV2ckXLlzgxIkTVFVV0dfXR09PD0NDQ3JPuhIcHEx+fj6zZ89mzpw5LF++nMLCQsLDw7+wKspUfQ7KcKmJiQmam5s5ceIEZWVlUnHVaDRSsZmMsLAwiouLSUtLY3R0lP7+ftra2qQLfXR0VHpd7HY7CQkJLF68mNjYWMBRakkoVe5EKD0nT57kZz/7GSdPnpT7W3haw8PDycjIICwsDLPZjNVqJSoqioyMDHJyckhMTCQqKork5GQyMjIIDg6+7/e4S9YI+To6OsqRI0dku3A/Pz9CQ0Pp7+8HHDrAX/zFXxAcHIzJZMJut3t8KSxwlqUillckhoIjdlnssdjYWLZs2cJLL73kFBogqkgoLxdTsV5TZjZS1qYbGBiQNcyEKyQgIIDc3FzS0tIIDQ1l/vz5hIaGYrVaiY+PJyoqCrPZTFhYmCzUK0hOTkan05Gbm0tNTQ1Go5GUlBSys7M9QpEA5xg5IayEop2TkyNvkIIvGrdQXv38/Lhz5w6//e1vWbp0KUuWLMHPz08eqI9TMIn1DAkJYePGjURHR9PU1MTo6Ci9vb1cv36dy5cv093dLb9neHiYixcv0tLSQkNDA0888QTz588nKytLChxPPSzB2V3Z0NDApUuXpKWjpKSElStXOq2hqETgapkUZXumyyprt9sZGRmR/66qquLWrVvMmjVLCkhh6XetDyqUTOV+VGY5K19Ttv27ffs25eXlHDx4kBs3bpCTk0NAQACbN2+WIQvTbYEVLlKtVisV65///OecPn2aoqIi9Ho9K1euBBxlzhYvXkxTUxMRERG0tbVx7do1qqqqWLFihYxTm27lVYQ/ief/1KlT/OpXv6KyspLh4WEmJiaIjY3lySeflAooOCyNynhtf39/1qxZI8O59uzZw8jICOXl5YSFhbFixQrmzJlDVlaWdHmKjobTjfIS1tjYyM2bN2loaKCzs5PW1lZqa2tpbW1lcHAQk8kklT7xvEVGRjJr1izi4+NJTk4mJyeHzMxMEhMTSUxMJC0tbVoTYFxlnNlsxmg0SmVNWH7VajXR0dHyshkdHc34+Dijo6MkJiZSVFREZGQkw8PDjI+PMzIywo0bNzh58iTnz5+Xz7zwenqK1U6c9+ICeOzYMd544w0uX74MQFpaGmvXriUpKYmxsTFCQ0PJzc0lKipKrmlQUBARERFERUXJfApXZU905BTNjqYTo9EoDUwTExO8/fbb/OIXv+DOnTsATrGf2dnZrF27Vp6BnpiM9SDEvuvt7eXo0aPs3buX6upqAgMD0Wg08nzMzs7mr//6r1m/fj2xsbGy3e2jxLR+GVNyuiqzrP38/IiNjZV1vcQDGxISwvz585k7dy5xcXFOSoArIjtTZOYFBQXxxBNPUFhYSH9/P1arFZ1OR2ho6H23MHcpRkJRGRgYoKKiQm7ihIQE5s6dS2Ji4n114FwRSoM4MJuamjh+/Dg3btygoKBABqVPh4tExOnY7Xbi4+MpLS3FbrfT19dHf38/lZWVZGdnc+PGDex2O+Hh4bKMSUdHB7t27eLy5cts376dP/iDPyAjIwPAKQ7RU1AqPTabjWvXrlFWVibLYs2aNUse9CqVSrrDvqyG8eNEuf5qtZrs7GzKy8sBqK2t5fjx40RGRrJw4UKCg4MfSWDabDZ5AA8MDFBTU8OxY8fYt2+fDA3q7e1FpVKRkJAgQ3mUcbnTgdlslq63kZERdu3axb59+9BqtezYsYONGzcCDoGs1WrRaDRoNBr52YyNjTE8POzWZC3lfmpqauLKlStUV1czNDSETqcjPT2d0tJSnnrqKXmYK3MOROiWzWZDp9OxefNmhoaG6Ovr49y5czL8qqKigq1bt7Jt2zZycnImLeP0uBFKnkqlwmQycfPmTQ4dOsRnn31GXV0d/f398nBUIkJ7tFots2bNYvbs2cyePZv/j73/Do/7ys488Q9SVSHnnHMgQIAkwACSYhRzEimplSW31VbPt+1er3vs9c+e9do7z8x45rd2t0NXrzurW62cRYo5gTmBSCRyzkTOhQIK2D+K9/JbRVCiJAJVgOp9Hj4gKuHeuuncc97zntTUVBlWtj4X5jIRRi0R5OzsTGRkJElJSfj7+0t9UnFhiImJYd26dTz33HNERkbS09ODwWDAz89PRukE+vv7CQ0Npbu7m1u3btHf34+7uzvp6ekkJSVJKSkxt20FdVSoubmZd955h48//pjx8XFiY2PZuHEjL730EkuWLMFoNOLi4oK/v/+Xfq5aVsyWsoRgKdVWV1fHm2++SXFxMWCOioizIygoiI0bN5KRkSENOaEcoi57b69FGJycnKQG/6effir7aE1F27lzJ9///vcBJG9bp9PJ72g2JPoeifGqPsSdnZ1ZsmQJ+fn5XL58WaoM+Pj4EBYWRnR09IzuctE5MbDWnkUnJycp6mtPEG11cXFhYmKC4uJiTp48SUdHB/Hx8bz66qvs2bOHsLAw4IsTQYThOjAwwNWrV3nrrbf4+OOP8fX1JT09HQ8PD8B2E1xcTAIDAwkPD2fp0qVShFmn0+Hq6kpTUxPnzp2TYU4XFxfy8/Ol8WovWdxqCINaSJt9/PHHvP7663R2dhIfH8+uXbvIzc21MBbE4rQV1HQALy8vDhw4wPDwsPSEiszm+vp6NmzYQHR09NeaN/39/TQ1NVFVVUVFRQV1dXXyX3NzM2CeF0NDQ1IMXkDNy50riPXV1tYmL5CrVq1i5cqVFuM10zq0ZXUmsfbF9yV0hXt7e0lPT2doaIjQ0FCeffZZnnjiCRISEnBzc2N8fPy+YiLWnr+8vDzWr18vizIIUXHBs9NqtRYJiHOV5KO+yA4ODnL27Fk++ugjSkpKvjCkPj09TX5+Pnv37iUrKwsvLy+8vLykZuYXaamqqS+zPc5ijxB0KrUxKsLmIiISHByMq6sroaGhM3LpDQYDFy9e5MSJExQVFclkoKysLEkfCQgIYHh42GZ0ATHvRN5HfX09hw4d4urVq4yPj+Pk5MSGDRv43ve+R15e3le6LM1UMtcWjgMxf8SFt6uri4MHD1JXVydfo0489/LyktxrtYNPFKxQX+DsiXsu4Orqyp07dygoKJCGqzh7dDodOTk55OTksHv3bvke4fhSYzbG6pEZr+qBiY2NJTU1lbKyMmm8enl54e/vLw0A6xuH6JzaA6AOb6pvcwK20NW0htoLOjIywrVr1zh+/DgGg4H8/HxeeOEFi4zWmSAoFiL8UVlZKcn9RqORgIAAAgMD5UY/V30WnhxRVUssMMFf9vHxISEhweI9q1atIiUlhcnJSX79619TVlbG+fPnycjIIDw83O40eQF5UZqenqa4uJiCggI6OjoAs/bggQMHZC3miYkJaQRNTEzQ0tLC0NAQo6OjDA8PMz09jZ+fH5GRkQQFBc3amIk1ItqzdetWurq6uHDhAiMjI9TV1dHf38+dO3dob28nJiYGFxcXPD09CQgIQKvVSg+dr6+v1EkUm3NPTw/V1dVUVVVZGKxtbW0Wer4eHh6MjIwwNTWFh4eHhYE4l3QBuCeeXVNTwx/+8AdKSkrk5SM1NVVeNNV7kJruof5e5xpTU1MyuQ7MCZEffPAB4eHhaLVaDAYD3t7erFy5kszMzC/8LDVvXfAhN2zYQGVlJYcPH2Z0dJSRkRGKi4sZGxujt7eXXbt2kZGRMachTfX8ECH0gIAAdDqdRalskXwVFBSEp6cnYWFhbNq0iQMHDszozJiYmLDgnarl3OYS6v7FxMSwevVqWlpa6OjokMmhvb29nDt3jujoaDZs2HDfHjk2NkZtbS2nTp2Shqu4NCYnJ7N9+3b27dtHQkICRqNRGom2gDijRbTl3Llz/OpXv6K4uBidTsfatWulI8DFxQWDwSBzP8SYCajPGnG+2gNFUNgcgsv84Ycf8u6779LX1yeN9v7+fjw9PVm0aBGPPfYYS5culcar0Cy2dULog6C2y6ampqirq+P69evSEeDk5CTtldjYWJ555hnWr19PbGwso6Oj0iPu6upqUWxDfLaa0/9Nx/ORrWj1bVZUeFFb2yMjI1LGQ8Dd3V16E603GHWH1Vqhts5ktoba8KmsrOT69esyYzIiIkJmYBuNxhnLrQqI/oyOjlJQUMD58+el90EsClv2WW2EfVk7wsPDZZi9oqKCU6dOkZGRwe7du+V42zJTX0CdPQ/mghiff/65TIrx8/Nj8eLFZGZm4ubmhsFgsOAF3rx5k08//ZSGhgY6OzupqalhfHycxYsX8+STT7JlyxYiIyNnddMVfXBzc2PRokXk5uZy6NAhpqam6Ovr48KFC5SWlqLRaOS4+fr6EhgYiMlkYnx8nPT0dJYsWSJVMASn9eLFi7S2tkpe78TExH2G3sjICJOTk/j5+ZGXl2dxUZurksHCCBfG6+eff86//du/MTIywhNPPMG6deuIiIhgampKhlXBvqW+XFxc6Ovro6mpSbY3KioKb29v+ZqH4Y+LfXX58uUyu/kPf/gD/f39kr8u+KXPPfcc+fn5MtFIGFizBbH+TSaTTA4dGRmRiUnCKxkREcHzzz/Pli1biI6ORqvV4uHh8cCKSiIca+szQm2gBAQE8Oyzz+Lk5MT7778v9xih3Ts8PExfXx/79u0jOjpavu/atWv8/ve/5+zZs3R1dcnvBCArK4utW7fKNSd4tLaCuqDO6Ogo5eXl0luXm5vLX/7lX7JhwwbpdVZfdMUZp4atx88aav57e3s7R44c4b333uPKlStMT0/j6ekpParR0dE8//zzPPPMM/j7+0sqpDjH7WF+zgT1BcTZ2ZnCwkKOHz9Od3e3nFsTExN4eXmxfv169u3bZ7Hnqz3JcG8M1d5ytT33TfDIOK/q/wcHBxMSEmJxaBcVFTE+Pk5oaKgcwLCwMEJDQ+WXFRoaSkhICAEBAURFRVm8f3Jycs4Ow4eBteFz48YN3nnnHSm6HBcXR1JSktygH3QomkwmOSlaWlr46KOPOHbsGK2trYBZ127z5s3SgIK5D5fMZLCKRaqWKhHSF8JQF16RoqIiysvLOXDgAHCvYo49GK/qA7qsrIyjR4/S1NREdHQ0e/fu5fHHH5fhPrXH9ejRo7zzzjuy6pbw1IJ5Y/P39ycuLo7w8PBZLaShPqySkpL4kz/5E2JiYjhz5gxVVVUzaiVaQ1SxcXZ2ljqaJSUlco6HhYUxPj5OX18frq6ueHp6YjQapV5zeHg4O3fuZPfu3SQmJsrPnSu+q3p+9vf3c/nyZUZGRoiJiWHnzp2yco3wwqkhEg/Atoars7OzvNjV1dVRU1NjEZHZsGED+/fvJzw83ELT+ou+X3WCnYeHB8uXL6e1tZVDhw5JxZCpqSmam5s5efIkixcvlglt4rm52GtEf3x8fAgMDLRIygIz5WzlypWyber3iTaqs5jtISIH98ZGcLGzs7MZGBigpaWFwcFBurq6ZIGRa9euMTQ0RENDA3l5eYSFhckSo4cPH6ajo0OGq/38/MjKymLnzp1kZWXJPdfWRSfU9MHGxkaLZN6srCzJOYd7zgtbJl19VagLIHR3d1NUVER1dbXcN8Q+K+gca9euJSQkBLh/72lpaaGsrAyDwSCpBaJsqk6nsxmFwPps7uvro6amRuYZTU5OyryGnTt3yrLTMyVmPYy3/JsY8Y/UeBWHc3h4OFlZWWRnZ9PV1cXo6CglJSUUFRVZvC8oKEh6Jl1cXIiIiCAmJobExESWL19OVlaW9ODa2tCxhtjcxcF369YtDh06RH19vZQNysvLk6+f6UZsMpksDqKTJ0/yk5/8xII/s3jxYl566SULj4g9LHJrt7/6oLM+WIeHh6mvr6erq4vw8HC7OVzUngJAJiOBWeFi9+7drFy5UlZEEUkgp0+f5h//8R+5cOGCfK8IlwiDvqioiEuXLpGZmSn5zrNhvIo5YTKZCAgIYNeuXSQkJODv78+xY8eoqqpibGxMXjYE1N+/0DoVECEfjUbD8uXLiYyMpKKiguHhYSYmJhgbG5PGRWxsLE899RQHDhwgMzNTZpnOpWdBJA9MTU1RVFREfX09Go2GAwcOsH379vsSX9RQG0q2mpPqedHb28uVK1coLS2V9Izc3Fy+//3vs3nzZllk4Ku0VX0YJScns3r1apkMJSgJ7e3tNDY2SoklNbdwtiH6PjY2RlVVFY2NjRbPu7u7SwULEQHQarV2l/j5IKjPrrS0NDZu3EhNTQ137txhenoad3d3OXfLyspYvHgxkZGRtLS0UFdXx+DgoJTWMhgMZGdn8/LLL7Nz50653oQ6hi0h9v/R0VFaWlqk8Sq8eOXl5aSnp1vMd3sNn88E9fc7Pj7O8PCwPPdEzguYdU03btwoDVdAJqZpNBq6u7v5/PPPOX78OAMDA/j5+REWFkZMTAxLlixhxYoVclznWu3E2iva19cnvf3CWbFs2TL++I//2EIOS70W1d5lkcOkpgwIe+6bGuizUh4WICMjg6effprp6WnOnDnDwMDAfa/v7u6mv79fJirU1tbi6emJr68vZ86cYenSpeTm5rJ8+XK5edlrHXV1VZTY2Fi2b99OTk6OfF49IUTFCmFMTExMUFdXx7Vr16ThqtPpWLZsGXv27GHJkiUW3F976ztY9s/b25u4uDhZJx6gurqaixcv8vjjj+Pj42OXm5Y10VwYcU5OTnh4eDA5OcmNGzd4++23pYddIDo6mueeew6NRsOnn35KUVERp06dYvXq1dJ4nU3jyHrtvfDCC6SmplJSUkJFRQXFxcU0NTXJ1whNxZmq3QUHB5OXl0dqaiqurq7U19fLDGmRSQqwfv16nn32WdauXUtcXJxFIuZcGYLCMHNycqKzs5Nr165RW1uLr6+vRfUd8Tq1h2BgYIDKykqZZCYywG1tBKgvGk5OTiQmJpKdnS09s181EU4YNk5OTiQkJPDaa6/h4eHBZ599JvdlUaGpurqazMzMOY1yib8j9kQRYhUGm3qvVO/96gPRHi7DD4K4YMK9tXXx4kWuXr0qoz9Ck3dycpKSkhJqa2ul8oXgH4KZ8rN06VI2btxocSbOparHl0FcJsV5aDKZuHHjBv/1v/5XlixZQl5eHrGxsURFRVkYPYL+Y2sP8sNAjKc6lO7m5kZ6ejpPP/00u3btws/PT87P4eFhPvnkE4qLi2lra6Ouro7W1lYp7A9mG2LLli3ExcVZSE3N1XkvIuCurq4MDQ1x/vx5Ll++jMFgkLxkMDsdhRa/4LkKnnprays9PT04OzvLSniiGIzRaMTX15eEhATWrVvHypUrpdTY13HKzZrxGhISQk5ODmfPnpUbpJeXFxqNhrGxMektEl8YmDNOBwcHaW9vp6KiguvXr1NcXExjYyOrV68mNTVVbuCzIb3wVaC+ofT19dHb2ysndHJyspRVEjJDOp3Ogmog+Em9vb0UFRVx4sQJLl26JD8/IyODF198kZ07d1rIvtiD1/VBEIeOENiOioqSz01PTzM6OorBYLDIvLQl98d6/ojMbbinmzk+Pi6Nsp6eHo4fP87ly5flgSMSlXbs2MGLL76IyWSirq6OmzdvUl5eTm1tLfn5+TIUNFv9EJ5HkQwgqtDk5ORQWlpKVFSU9Ob5+/uj0+lk5SKROSqSAzds2MDGjRtxc3Pj2LFj3Lx5k8bGRqndKCRvnn32Wb73ve9Z3LLnek1ae85ramro6uoiICDA4oI0Pj6Oi4uL3D9GRkYoLCykqKiI3t5e+R3awnhV/z2j0SiF+MFMP1LrJMNXV+wQxtPExAQeHh6sXbuWiYkJ+vr6OHPmjLzAVFZWcuLECTw9PYmPj5dzarbHVPRHXHpjY2Opr6+Xl6SxsTHOnTsnNUHDwsIICwuzMNjUGrf2CDXnLz4+no0bN9LZ2UlJSQnt7e3yjNTpdExOTsrf3dzcpCpDUlISa9asuY8Xay+GnuijRqMhOjqaJUuWUFJSwsDAAJcvX+by5cucOnWKjRs3snjxYlJTU0lOTiYoKAidTieLSMC9wkb2Op7iO1cnfGo0GsLCwkhJSbE4+4xGIwUFBfziF7+4z+kB5vktDMOjR4+yZcsWYmNj51QrHCwvxcIRUFlZycTEhAWHNSwsTJ6J4lzr6enh0qVLFBYW0tvbi5ubG8PDw9y+fZurV69alN4WVeNycnKkdNjXoSjN2jdjMplk6ToBcbCqkz/EBjTThtzR0cHJkycpLS3lwoULvPrqq2zatAm4dyOxFZ1AvWG0t7dTWlpKZ2enrL1sHaoUN2zrMMDt27d57733OHTokMwiXbRoEbt372br1q1ERkYC92529rJRzQS1zFlkZKSFdl9ycjL5+fmEhITIg1SdRGQLqC8gwmAQi0zQV9TexImJCTo6Oujr65MGX0pKCjt27ODAgQOkpaXR1NQkZW/UmZZz1R/13HJ3dyctLY3Y2FhWr17N6OioTJZoaWmhurqanp4evLy8ZPg4JCSE1atX4+npycmTJyksLKS6ulqOLZgNqn379pGfn29BGbIFT0v9/RoMBqmvaO2JUvOzR0ZGOHToEB988AHl5eXy0mKruagO6/f391NYWEhJSQlubm6yOInwxMDXV0RQHw4ZGRls3LiRqqoq+Z01NjZy5MgRUlNTLXSZ59Krl56eTn5+Pnfu3JFnR1tbGz/96U/x9vYmPj6eVatWsWrVKuLi4ggNDUWn09nFZfiLoP7uPTw82Lx5MxEREZw7d45PP/1UVmMURUPEfBVGXGhoKJs3b+aVV15h2bJlgKVMo71AXGSjo6P57ne/i7+/P7/85S9lDkdnZyeffvop586dIygoiPDwcBISEli2bBnbt2+XUSox7+ypb9aY6VJnNBotbJ7u7m4OHjzIO++8cx9tUkDsq2Cm2B05coTIyEg2bNggkw/n+mJmNBrleQHmeenr68uKFStYuXIlLi4uUrXE1dWV06dP82//9m9y3xKOAEF1UUM4GcTl9OtSlGbN8puamsLLy4vVq1czMjIiXceiXFpQUBCurq709/fLOsDi1ikyh93c3BgcHGR4eJjW1lbCw8NJTU0lKirK5lUqrD12QkzbycmsRytC5mppHjAfqr29vfT29lJdXc3x48c5e/asNFzDw8PZunUre/bskWRo8Tn2DutJqA4JBQYGyv4I2oStqQPqMezp6aGzs1O2XxDo1RgfH6etrU0mZyUlJbF//36eeOIJUlJSALMXXixowelWF5eYzXFUG6/i8HN1dcXb29siSx0gMTGRlJQUjEYjHh4eODs7YzAYZHWUxsZGrl27JotQaLVayX1KS0vjqaeeIjU1Vd6a7SGZUnDIAXm5EHB3d2d6eprm5mZOnz7NBx98wOnTpy2qFNkqkqP+m0J+TBhhQnhf7I1f90BXzw0Rmg0KCpKeaDDP3Vu3blkk2syFVq/688Wa0mq1XLhwgcrKSvr6+qSCS3V1NX19fVRWVhIcHMySJUvYsGEDYWFhsn9zlWj2dSDGNTg4mHXr1hEZGSkNuAsXLkjuueAdG41GmdTV09PD6Oio/Cx78zSr57G7uzvZ2dl4e3vj5+cnK4J1d3dTUVEhefZFRUWEhoZKmsSWLVtITU21+9KpwqBUzzMvLy8SEhIICgqSFIjTp0/zu9/9jqtXr+Lk5CQVCUSBFFdXVwwGA6OjozJxrbq6mtraWtatWydLIM/FWKsdiG1tbZSVlcmLLZgjqnl5eWRnZ2MwGDhx4gQ3b97EZDJJickHwdvbG19fXzm/RYlc+PqJsrNGG3B1dSUpKYmoqCg2bNhAQUEBH374IRcvXpTeHY1GIzcnUQWovb2d6upqxsbGLA7N8fFxTp06RVRUFE899ZQMm8w1oXkmCM4HmG+WdXV1dHd3ExQUBNy7RU5PT1NfX8+NGze4dOkSN2/epKKiQhpDUVFRbN++nT179khdUbFA7HUzVsP64Fcvhp6eHhoaGiSdwh4S8MR3ajQaaW9vp6enBzDPXVFtS43R0VGLZJKNGzeyf/9+C4H3vr4+6urqmJycJCYmxuICYv15s4kv+341Gg2xsbHyMBUUCTGPGxsbuX37NgMDA/fNv6ysLJYsWYKbm5tUlrC14QrmPqsLSQhDFsze1oaGBj799FM+/vhjysvLmZ6extvbm4mJCVm+0xbrTL1/BQUFsWLFCk6cOEFjY6OU4IFHZ0gKb91MYzY4OCgNRZibkLT6O/fz82Pz5s0kJSWRkpLCG2+8QVlZmXx+fHyca9euyWpya9euxWg0smPHDoKDg+Xr7NUDa+0hTkpKIiQkhMjISAwGg0XipIhMTk1N0dvby+HDh/Hy8sLJyYkVK1ZYVC+yp/NB3ceEhAT+/M//XBqtt2/f5saNG1y8eFHKoXV2dnLy5EkqKyupqKjghRdeYOXKlZLuYo/jCPdHury9vWWiupOTE2fPnuWDDz6gsLCQkZERuU/6+fmRkZFBaGiovIgJPXxBFbCOdsz2dyCiwgJ1dXWcOXPmvlyH4eFhmpubqaur46233uLDDz/EaDTel++gpslMT09jMBgs+qCer+rXfxXMmgUhGuru7k5qaqqsP719+3Z8fHxISkpCo9HQ2trK0NAQPj4+aLVaioqKeP/99yksLJSeHuF1KCkp4a233sLb25v9+/fj5+dn09un6KPIwAbz5nry5ElGR0dZt24dycnJdHd3U1VVRXNzM42NjdTW1tLc3ExXV5dFiGHdunV873vfk5qbJpPJbhfug/Cg9jY3N1NYWIi/v78FH9FWm5N1hvft27el9qIIm1obChMTE9LzkZCQwMqVK0lKSpK3cIPBwK1btygrK8PDw4OMjAyLA9UW/RSbkvgniPFarfY+o1P9/9raWm7dusXExASenp6MjIzg6+vLrl272LFjh9ysbF1TXf23fXx8SE5OJjg4GJPJRHl5Oa2trbi5uXH+/Hk+++wzzp8/T01NDQDbt29n7dq1XLx4kYMHD9Lb24vJZJrzKnDqPgix/qCgIOrq6mhsbKSuro709HQZbfoma0bMez8/P0kpuXz5snx+bGyMyspKysvLSU1NndMqciJk7uPjw+LFi/H09CQwMJDS0lL6+/upqqrixo0bFmHIoqIiXn/9dZqbm9m8eTPZ2dlybtqDY+NBGB8fl6WMR0dHqa6ultE3QEpIgfn8E6WZL1++zLJly1i6dKk0XtXFfOwFIrom2hgUFER+fj4JCQnk5eWxYcMGrl69yvnz57l27RoTExPU19fz2Wef0d3dzYoVK1i8eDHp6elERkba3TkoKGfWIf+mpiYGBwfR6XTSSSWislNTU/j7+/Pyyy+zY8cORkdH+eSTT6ioqLD4bC8vrwcag7MJazUFYZuIPb6/v59Tp05JVZLCwkIZ+jcYDNLRKPKY1q5dS3Z2NnV1dRQUFMgol/jMbzqms+r+UidxhISEsH37drZv3/6F78nKypJi2qWlpdJt7ezszOTkJEVFRVy9epXc3Fz8/f3t4vYpyOYCly5d4tKlS5w7d478/Hw6Ojq4cuUKra2tFt4gME9UV1dXUlNT2blzp5TXEtIa9rYpfRWoF0NfXx/t7e0MDg4SEBBgw1aZob70DA8P09DQQGtrKzqdjry8PBYvXiyTk9RGg3hPRESETDxzcnLCYDBQUlLC6dOnaW9vJy8vjxUrVlgk2tiqys/DEP/V3vCOjg6qq6tlRGBkZASNRsOaNWt47bXXLLRAbW0cqKkpERERrF27lrNnz3L+/Hk++OADwLw+T58+zdGjR5mensbLy4usrCzZl8HBQQ4ePMjIyAh9fX2Mjo4+VK31RwX13jU6Okp7e7ssiCESV9UFCr6JB1adNJqZmcmaNWsoKyujqqqKiYkJJiYmuHz5MgkJCfj4+NzHuZ9NWHslExMTiYqKore3l9raWs6cOYOHhwf19fUMDw8zNDTE4OAgp0+fprq6mjt37shS2qKvtp6fD4KQCgK4fPkyv//97yksLJQyQkK3VXitwEwlEIl2gu4z17z6h4WTk5OcL6IMqqurqyzck5OTQ3p6OkFBQQQFBdHQ0EBHRwctLS289957FBQUsG7dOl599VWZ/GRvSkPqqp/T09P09PRw8uRJgoKCSEpK4ubNm7S3tzM1NYVOpyMiIoLvfOc7vPbaa8TGxnLlyhX6+voYHh6WHkpRoUtUa4Svzwn9KrCmTOl0Otzd3aVTTtDKSktLKS0tla8T8pCiQqCbm5u8GO/du5dly5Zx/Phxrl69auGos66o9nUw66fpV5VBiIqK4plnnmHjxo1cunSJN954g2vXrsmOmkwmenp6pByDwFwbr+pKX3FxcWzevJna2loLxYBr165x+/ZtKYEyE5YvX86uXbtYtmyZRdnH+Wi4qjeWvr4+eeME8yT38/Oz4NjZC8SiNRqNuLq6Eh4eTlhYGE5OTkxOTkrjVZ0gWF9fbyE91dnZydGjR7l06RKenp6sWbOG3NxcPD095dy0B6qEGmLjFYaJi4sLvb29HD9+nMLCQulVcHZ2Ji8vjz179siQmEjgsoc5KjZPrVbLmjVrSElJ4fz585SUlEgtzbGxMbRarSyx+tJLL7F3717GxsYsPAKNjY10dnZKo22uPT6Tk5OMjo5KI7OhoYHa2lpZHha+WTEF63Dk+vXraW5u5s6dO1LhoKGhgRs3brBt2zb5PaiLqcw21HurVqslPDycwMBAgoODWb9+PUajkevXr/Ob3/xGeq1aWlo4ceIE2dnZ0tC3Zx1YsRe0t7dTVlYm9aVF7kdERASxsbF0dnZaeOZGR0fp6upiaGhISjHZM4RBppY1A/PYpqWl4efnx4EDB2hpaeEPf/gDH3zwAYODg3R2dnLq1Cny8/NlcQOx39jKeFV/1+oEViHBNzExQVVVFb/4xS/w8/Ojv79fOqtycnL4wQ9+wKZNm3BxceHEiROSRtnb2yv7ZTKZGB4enlHCcK7xZXu7WnEBzNro+fn55OXlER4ejp+fHw0NDZSXl0tJVAF3d/dvfHbM6mlqzW0UCgPCyFF7ZkVI02g0EhoaSmhoKMnJyZSUlMiwgsi2r66u5tSpUwQHB5OVlWUTTqj6APDy8pIqCHFxcZSXl2MwGBgbG5NVxcCceSiEjV1dXVmyZAlPPvkkzz33nPTcClkKezN0HgaizUajkbKyMgv+VkJCAosWLZLCzbbWJrTmZ3t6euLj4yPLvDY1NREbG4tWq7XIBhd0h9bWVmpra+nr68PHx4cLFy5w+PBh6XVdv369rDZlNBptnmA4E9RKAeKgHx4e5sSJE5JTKErkPvPMM2zZskVmvdsrD9vT05Pt27fT0NBATU0NAwMDmEwmqRctdAa3bt0KmI0BdeJgY2MjlZWVJCYm4uvra1Ehb7bmqjX1ITMzk7S0NIt9RH35VY+X2tB7ENRtFzSSsbExdDodGRkZrFq1ig8//FAar+Hh4URGRlqELudyrNWlwIXBIuTfUlNTATO1Z3R0lE8//ZS6ujoGBgaor6/nzTffxNXVlb1798oKf/ZEHxC8amdnZ/r6+jh69Cjnz5+XB/v4+Dj5+fns2LGDmJgYSktLZfGb4eFhOjs7aWhooK2tjejoaLt3cjg5OVmsLzGmwjMr8gVSU1MZGhqio6ODmzdv0tHRIUsXi/wRWyeFWnsmvby8pNEKZoPMYDBI+pkaIqeguLiYmzdvcubMGa5fvy4T2IXMoSizLewamJu1Z30JEkoB1tBoNNJ2MxqNGI1GfHx8yM7OZseOHWzcuBEPDw8KCwv5/PPPqa2tpaamRkYPvLy8WLp0KRs2bJD7y9fNmZhTC0mEQWZqqEhompiYkJuNuh4wmCfH0NAQZWVlTE9PEx4eTlBQEJGRkRYb3lxMcOu/ERUVxYEDB1i1ahWlpaVUVVUxOjqKVqtlZGSE27dvc/HiRdmX1atX89xzz7Fz504LyoE9iU1/Fag93319fZSXl0sOV1hYGNnZ2dKYE5cWW0K9Ieh0OiIjI4mKiqKlpYXjx4+TmZnJkiVL8PLykvPQ19eXtLQ0KWtTXV3NyZMnMZlMfPDBBxQXF+Pn58eqVavkIQv2o8P4IKjHoru7m/Lychniyc7OZu/evWzfvl0mn9mTMQD30zF27dpFSkoKly5dorS0FI1Gw/r161mzZg3e3t6Mjo5KLqefnx/p6ekkJSVRU1PD8PAwLS0t9PX14evrOyd8M5FRLELBmzdv5ubNmxw+fFh+1+r5ap3s8GWw5jU7OztLT7vIdFZj5cqV7N69WxZ4gJkrBM42vihEHBkZyZ//+Z8TFBTET3/6U8bHxzEYDJw6dQqtVkteXp70TNrbfBXjcevWLd566y1OnDghx9TLy4t9+/bxZ3/2Zzg5OZGdnU1CQgLvvfcehw8fZnJyktraWm7cuEF0dDQREREWc9Te9xq4x3e0XlcpKSmsWLGCuro6SVnq6emRRUds7UlXz6GAgADS0tIICQmRBugX7RPFxcX8zd/8jQy/C8cWIBOiAPLy8vjud7/L+vXrAdtJhj1IeUU414Qj0tfXl8cee4xnnnmGrVu3otVqOXjwID/72c+4fPkyTk5O+Pj4yPcLD/T27dsl7eXrGudzQhsQh7+1m1lY3IJLaN1RUXFqJj0wk8mEu7u7zSU11LQILy8vUlJSiIyMZNGiRYyOjtLd3c2pU6eor6+XZf5ycnJ4+umn2bNnj9S1MxgMsnjBfIR64ZpMJkZGRhgcHMTJyYn09HQWLVokw57iALUl1FVvQkNDWbVqFTdu3ODy5cv09/dz6dIlrly5wrp166RxFBcXx+7du2loaODChQuyQo7JZOLy5cuMj4+zcuVKVq5ciU6nY2RkBA8PD5tLgj0I4qKnFu4vLi6WHjgwewKjoqLuy+S2R4iNVafTsXjxYqKiouRYxMbGSoPV19eX0dFRacAFBgZa6KjawqssLu6ijT4+PoyNjVmUUhSvEzJz1mtO7EOC1gH3DAURuhW/i79z8eJFTpw4IakTolBARkYGHh4ec67fqz4vZrrIi6pwvr6+MioQHh7OnTt3pHentbXVIqnLHuarGA817ej06dOUlJRIKSRx8V29erXsd2pqKsHBwZSUlHD48GHAHB14//330Wg07Nu3T6ra2AvUMlLW46f+XciAiepMXV1d9PT0WIyXq6srISEhuLm5SY+trc4OtQEZHBzMxo0bGRgY4J133qGyslJWovL09GR8fJyxsTEZRTUYDPfpnapVbURC20svvcTatWvla+Zq7lqPk5Dss/a+in1KzOfQ0FAyMzNljlJRURGffPKJTAKdnp6WBTfS09N54okn2LRpkwV/326N15lC4DPdIkQ2tEajwWQyUVRUxOeff05lZaV8jZocnZiYyJIlS2Tyj9FotInovfqGIjYhT09P0tLSqK2t5ciRIxYZhWvWrJGVs4ThKhbwQoGrqytarVbSIyIiIggNDbVYiLY2XsGSK5mRkUFaWhq+vr4MDAxw69Yt3n//faampmStaaPRSFpaGrm5udy8eZOGhgYaGhosSueNjY1JZYWwsDASExMJDg62S4+IoOw4OzszMTHBsWPH+Oyzz6RsCyCTYkZGRmTymT32BSy9g9PT0wQEBFgkB4r9YyaNYbH+JicnLSrezCXU+6KzszOenp4MDAxQV1dHc3OznEei7dbUFzWs15f4Xcx5V1dXqqqqOHjwIMePH5cycRMTE1L+DObe8PsyypT15d7T05PExEQaGxulBywwMNBifO1hvlrnfly5coXTp09bGDQid0LQzARVLiAggJCQELk39ff3c/r0aUJCQli6dCkBAQEWl3Fb42GTqgSVymg0Ul5eztGjRzlz5gzt7e2AeWzT09NlwQxRmMiWZ4daASInJ0cqA7z++utUVFRI5aHx8XFpG6gTzYSXdXJykqCgIFJSUnB3dycmJoYXXniBxx57DLhnz8w1z1xAraxjvX5EpEj0qa+vjyNHjlBUVMTNmzfl+SFoFaJK5fbt29m9e7dFMuw36Z/dECtbWlo4efIk3d3d6HQ6ysrKOH36tAVvUmTZiupM6i9hLjU0HwTBfxFenGvXrvHGG29Iw9XNzU1yQ+Yyi9dWUG/YcyX38VVgHRoJCAggPDycgYEBmpubOXr0KJ2dnZw+fZrw8HB8fHxkQQo/Pz/prVIbOiKDdPXq1Tz22GO4u7uj1Wrvq7hmLxD9r6ys5JNPPuHYsWMWyQJi47W3sfsiCAPNmmsnjDKR+SwQGhpKeno6lZWVdHV1cfPmTfLz8yXNZS5KpKqzs8Hscdu0aRMnTpyguLiYCxcuEBQURGBgoJTzUieN+Pn54ebmxsjICBMTEzKC1d/fz9jYGF5eXnh5eVFdXU1BQQFtbW309fVx7tw52trapCfFYDBY7ElzOe4zUb4EjQyQVDIRSnV2dsbHx4fo6GiL9SVk4OwJ6n61tbVx48YNSktLGR0dlevL3d1dlkq1plWlpaWxatUqCgsLZRGJ4eFhRkdH5WXM1ka68JrPdPlQUwJdXV0tlAiOHTvGm2++yZUrV2hqapLcz2effVYma4FtqCvWsP6OExMTeeaZZ4iKiuK9997j2LFjGAwGnJ2dZba+WENubm64u7vLPTUvL4+nn35aVnJMTk6Wn2uL/Vb9N0dGRqTX1foiIigO09PTtLa2cuTIESYnJ+no6JDP6XQ6+T5vb2/WrFnDli1bZB/VKj5fF7NivKp5DIODgzKMo9Pp8PDwkNVuhDD8xMQExcXFfPTRRzQ1NeHl5UV/f78MXwov3uTkpAyt+fj4fGXu12xDq9XKA7OpqYmCggLKy8sBc7nRZcuWsX79+vukPxYqRN+EMaEeL3swhqzDw8nJyezZs0denurr66mvrwfMC9Df319ylkwmk8xq9vT0lFrEw8PDeHt7ExgYSGBgoAWfyd6gnnv9/f00NTVZyJmAOcQeEhJiIfll73NWfXiqKUrWm6UwlrKysti4cSNXr17l1q1blJaWSs6d+IzZDldah1gXL17MK6+8QmBgoJQQ+vTTT+W60Wq18iIPZg6ot7c3zc3NTExMSG+VoCv5+/uj1Wq5fv06H3/8MbW1tbLIBIC/vz+Tk5OEh4cTFxdnQaOYbYhxcHJykvqSTk7makTW3idrA0ZUnlKHN0dGRuxuzak930LvW129SDynLpYhLlrT09OkpaWxevVqGhoapPHq4+NjN1xeMYZCn3xkZEQaa3B/4tbo6Ch37tyhpKSEN998k3fffVd+hp+fH7t27eK73/0uS5YskZQYe0piVlMY4+LiiIuLw8/Pj7GxMc6dO2dRJlbsO2NjY9Ix4O7uTmxsLNu3b5fVOEU4fqa9arZh7S2PjIwkLS2NiooKeekXXHk1hoeHGRwclJ+h0WhkSViNRkNeXp4scb148WL5vkdBpZuV2aAOyzU2NvLuu+9SW1uLp6cn3t7eMkTX0dEhF7HguxiNxvs8PcJ7J2qQL1u2jDVr1tyX6GRLiKQAJycnurq6OHr0KDdv3pTP5+Tk8Oqrr8qwgFozdKFBbMKCgwhzo1X3VSEOFGGcLFu2jJCQEFJSUnjzzTc5deqUfO3Q0JCF9Fd0dDTbt29n69atJCUl4e7ujslkYnx8XAqti8Ib9uAxmAlqXlpkZCQxMTFy8xEQCZFqWou9ebUehC+bb+JC7e3tzYoVK2QkZ3Bw0CKSM9teV/XfEfD19WXDhg2kpKTQ0tJCXV0dp0+f5ty5cwwPD+Pn54dOp5O8uujoaLy8vGhqamJiYoLk5GSmpqaora1ldHRUJkd0dXVJDpoYZx8fHzZt2kRaWhqhoaGydjnMzVirxexbWlo4f/48ExMTLF68mOzs7Ace5M3NzZw4cYJTp05ZROjEZdmeMdN8ss4JEZ51wUv38/OzW/68iIaC+cy/ceMGycnJ5OTkAJZedYPBwLVr1zh8+DCnTp2ioqJCnvHJycls3bqV/fv3S+lIEaa2J1iPFcCKFSt46aWX8PPz4/z585L+IIx6deEJrVYrL2cCU1NTNj0r1G1ZvXo1f/u3f8u7777LuXPnZL6Oi4uLRZ8FzVNEg9RRyCVLlvCnf/qnrF27Fp1OZ7GOH8V+OisWn/rQMBgMNDY2cuHCBQwGg/RSmUwment777t9itq/QuNPVC4SArjLli3jO9/5Dps2bbJI7rK18Sr4OABdXV0UFBRQUVGBu7s7cXFx5ObmsnLlSry8vGQI0x7lk74uJicnZf87Ozu5fv06ra2taDSaGUut2pv3Tmww8fHx7N69Gx8fH3Jzc+nq6pKXKcFP0+l0xMXFsXbtWtasWWO3xumXQe2VjIyMJC4ujpCQELq6umQmbGBgIDExMdLLN5/UML7M6FRrTwp+8vnz5xkfH2dgYEAa9yMjIxZhsLlqu5eXl5SHio6Opr+/n/r6egtemUBDQ4OshAZQVVU14+eKEpYiaU0YiQcOHGDp0qXSmBeYiz5bl5E+f/48DQ0NFBcXU1FRISWhxMUQzIomxcXFnDhxgpqaGovP8PPzs0jktYdLs0iYc3V1JTo6mqioKPz9/env75ftE2XGxbmmjgx1dXVRU1MjvVxgPnNEAQB7QkFBAYcOHWLXrl3SeG1qaqKtrY2uri5aW1spKiri+PHjMrLl5eVFTk4OGzZskHrSanUie3T0iHYJeyUgIICtW7cSFBREfHw8165do6ioSJZbdnV1JTg4mNDQUBYvXkxeXp4cO/XcthXUiZ5RUVHs37+fkJAQAgMDOXTokEUi70xwdXUlLCyMgIAAIiMj2bNnD48//rjcTx71BWRWLD61IRkeHs7y5cupqqri6tWr3LlzRxoz1kkRTk5OMsNWLYIuPARLly7l+eefZ+/evURHRwP2I9ujHpjh4WGqq6vp7+9Ho9GQlpZGRkaGRaKFrY3tRwl1hjCYs30vXbokS4uKTFFrb7q9wNq7FBISwv79+9m3b98D2yxEpeeLF/LLIGpXW4dbg4ODZVhLHV1YCFAb4k5OTixZsoSTJ0/S0tLCxYsXeeyxx2SZUluPc0pKigyjHj9+nIKCAurr6+nt7cXFxYWYmBjCw8MZGxujo6ODgYEBaZwLqlVKSgrLly8nNTUVLy8vxsfHcXV1lR4yYTTZMn9AXBauX7/O+fPnOXbsGCEhIdJ4dXNzkxqpDQ0NUtFE/IuNjWX58uVyzorPtDXUag8RERFkZGQQGxvL2NiYvBSPjY1x584d+vr6JG1jenqalpYWCgoKuHTpkjSEwBx69vT0nBMt4gdB/E1xga+srOTMmTOcOHGCgIAA1q1bh5ubG8eOHePYsWOUlpbS19dnURxEp9OxaNEidu3axc6dO0lOTpafNx/2GmsVgvXr15OWlsby5ct57733+OSTTzAajSxdupQlS5aQmZnJihUrSEtLk+NsL44ssVZMJhMeHh5s2bIFX19fDAYDH3744Yzar2B2OmZkZJCbm8vSpUtJTU0lKSlpVulms2JBqV3LUVFR7N69m7q6OkpKSiwWq6urK35+flILVdxCxXvVX9TKlSt5/vnn2bdvn+SMir9lbxCi2mCelOKmrd5E7bHd3wRqw25iYkKGJgHJc7bWm7Q3iNCHkFB6mDESRp+A+B5EZqkIy9tjf9WenZaWFpqamiTX08nJieTkZIu1ttCgNsRdXV3JyMggJyeHlpYWPvzwQ+Li4oiPj5eeg7lOrlQnJwlJr82bN5OQkMDmzZvp7u7GYDDg5OSEt7c33t7eTE1NMTQ0JA0DsRcLyaGoqCj8/Pzk44LioqaFzPVcVa8zb29vWcveYDBQVVVl4UUWhWqs19z09DSxsbE8++yzHDhwQBYosBev3UyJPunp6bS1tUl+4J07dzh27BjT09Pk5ORgMpmoq6ujtLSUwsJCGhsb5cUiODiY+Ph44uPjcXFxsVnpVDVf2Wg00tnZSU9PD/39/Rw/fhw3Nzfc3NwoKiqipKREKkKAma6yevVqli5dSlpamjR6hAg+2Oc58SCI70JE5vz9/QkJCWHdunVMTk4SExNDZGQkYWFhRERE2MWl6kFQy50tW7YMRVFYu3atpG6K58SZ6enpSVhYGNHR0URHR8uiEqLYwcOep18Fs+b+U3c+NjaWjRs3yuo1Q0ND9Pf3Mzg4aEEb0Gq16HQ6dDqd5J8ZDAaSkpI4cOAAu3fvtihXaA96oQJqT2pAQADr16/Hzc2N4OBgcnJyCAsLuy+UNZ8W5pdB3RedTkdgYCB9fX14e3sTGxtLVFSULERhT+OmhnqBCc//TJ5X0X5hoM5XL7owXicnJ2ltbaWtrU0+Fx8fz5o1a0hISJCPLSSvK9xfqCI5OZl169ZRUVFBTU0Nb731Fv7+/jz11FPSoJpLqOejej9NSEiwGJdHAeu5PZdQ/z1/f39WrFhBT08PV69epa2tTUbohIzX9PT0fVzysLAwdu7cyTPPPENWVpZ8vfDU2hrWCXnx8fHk5uZy7do17ty5g9FopL29Xf4T+RI3b960KA8LZlrE2rVrWbt2rYXiji1g7ZDw8fEhISEBHx8f6uvr+elPf2rxend3d3Q6HUFBQeTm5rJr1y7Wrl1rk0JDjxrq/A4w89bFOM0Ee+6nONPExfeL+vEgiEjDbF2oZu3Utc7kzs/PJzY2lt7eXmprazlz5gzHjh2js7PT4jWZmZkEBweTkpJCTEwMk5OT6HQ6YmJipP6dgD0NvHojjYiI4I/+6I944okncHV1JTAwkICAALv3PD4qiPrcYD6MFi1aJKv1jI+P272mrTAUvqgSmFrnbr5CnXQgLoMCMTExrFq1SpZvBNvzyh811IeNSHrasWMH09PTHDlyhKtXr/JXf/VXHDlyhL/7u79j3bp1gG3k7WY74VH92XO9N6nPCV9fX9avX8+SJUsoLy+noKCA2tpaJicnuXPnDg0NDYyPjxMREUF0dDTu7u54e3uTl5fH5s2bLeSG7Gm+qpVXnJ2dpfpMQkICNTU1Fq8Vld6EIo81lixZwssvv8zq1avlY8IxMNdQryE3NzcSEhJ47LHHqKqq4siRIxavFdXsFi9eTG5uLkuWLCEuLs6C4qHmoc9HiPZ/WUL2fOnn15UJnIv+zdrqFo0W3iu1YPiKFStkabtr167R399PRkYGW7duZdGiRQQEBFgcmmoI74O9GQ3qRazT6aRUzbcF6o1zdHSUxsZGwJyAoVaFUFcRslcsNE7ygyDWkkajmVHQPzo6Wh4s82Gj/aZwcXEhIyMDLy8vFi1axOHDhzl+/LjNDAM11M4AQScQFyzxvPoyYt1edbTA2gtoT5EQrVaLVqslKCiIxMREoqOjaWhosDBeJyYmCAkJITIyEi8vL/z9/cnKypJz1Wg0SnqBvUH9XWdkZPDMM8/g4+NDXV0d4+PjDA4O0tzcTENDg3xPXFycLI8aFxfH3r172bRpk1Q4EVQnW/ZX7A8+Pj4sX76csbEx4uPjaWhoYGpqSibxxMbGkpmZSXZ2tvQaiz7MNDfnG6wNPaH9DvciKWItz4d+inNQ9ONB+6Bw5Ih/c0GVm/UTWs1fEdDpdKxbt468vDwMBoMUFBelNL/IMLX3Abf39s0FrD2SDyJ5O2BbqG/HISEhJCUlSV1ajUYjlUHmi5fg68K6X9HR0YSFhbFq1Sr+6q/+ChcXl0dWFeZRQK23+CBu4EzG60yvs3dkZmaSlpYmk0LFASp4wMIQUMv82NqQ+yKoaSDBwcG89NJLsvhAe3s7tbW1HD58WBqvcXFx7Ny5k8TERMLDw8nJySElJUUawLMZlv0qUF9+IiMj2b9/Pzt37pSGmyhzLKovqteQLcoxzxXUpZ3tNffhYfAwyclz3b85cS8JCQZRy1ij0ch/D4IoKwbmL87NzW3eyPSoq4kIL95C4wuqIcSJBVJSUvjLv/xLqqqqWLRokeQpg/1kVTpg6a0LDAxk69atMrs5Ly+PmJgYG7dwbqGuCCf2J7XRai8G/Hw+BB8GwkgVcokPY5yJPdeeDVc1RKUpFxcX0tLSCA8Pp6enh87OTrKysrh9+zZg9s5mZ2cTFhZGYGCgRRRLlBC1J4hojoeHBx4eHl/4OiGvaA/G92xhvlPLBOzxcjFnsVGhYaeGNY9L/QWJLMX5CGtj7tsA69KWf/M3fzPj675t34s9Q73e3N3dWbNmDVlZWQwNDeHp6UlwcLB8fj4YBN8U1kbhg8LyDswuHmTQPMibLP4/n/YWtbwVmLm+vr6+JCQksGrVqge+T+1pt8f+WldRnIlLLagT9th+B+YPbEbsE7wtwYmdD9JCDnwx1J4ra1iXh3XA/iCSC9UJFPDtMFzVEIl6QgRelGtcCB6U+QZxgRD/RAKlmjs6X71bwlus1kn9MoiiBPZs+AmKh7rSmRgv8W8+jpcD9oWvbLwqijIb7bAbLPT+wcLv40LvHzj6uBCw0PsHC7+PC71/4OjjQsBC7J/DFeaAAw444IADDjjgwLyBk60lYBxwwAEHHHDAAQcccOBh4fC8OuCAAw444IADDjgwb+AwXh1wwAEHHHDAAQccmDdwGK8OOOCAAw444IADDswb2EwqS1GUBmDmGrDQqdfrw+awOXMCRVFeBH5399fv6fX6X9qyPd8UiqK8AvzmS142pdfr570uiqIoa4E/B/KBAKAXKAV+otfrP7dh074Rvg1jqCiKE/BHwJ8AiwAXoBJzv3+q1+tNNmzeI4OiKFHA/w1sAwKBduBj4B/0en2fDZv2SPBtODMURdkJ/G9ABvfG8Abwz3q9/pIt2/Yo8G0YQ1i454Uatu6jrQu4DwA/meHx4Tlux6xDUZRo4N8w983Lxs15VCgC/uEBz60FNgKH56w1swRFUf4L8F+BbuAg5gMlCFgCrAfm82ZUxMIfw9eBF4E7wDvACLAZ+BfgMUVRntLr9fM6c1VRlETgIhACfAJUAMsxG0LbFEVZrdfre2zYxEeFBXtmKIryP4G/AnowXzq6gSRgL3BAUZSX9Hr9G7Zr4SPDgh1DWPDnBWAffbS18dqv1+v/3sZtmHXc9fz8BvOm9CHwn23bokcDvV5fhNn4uQ+Koggvwc/nqj2zAUVRnsK8SE8A+/V6/ZDV8/OzDNxdLPQxVBRlH2bDtR5Yrtfru+8+7ga8CxwAXgZ+a6MmPiroMRuuP9Tr9f8mHlQU5Z+B/x34b8D3bdS2R4kFeWYoihKG+VzoBBbr9fo7quc2AKcwe9UXgvG6IMcQFv55AfbTRwfndW7wQ8werD/C7PVZ0FAUJRNYCbQCh2zcnK8NRVGcgf8JjALPWS9SAL1ePzHnDZsDLJQxBPbf/flPwnAFOW7/591f/2zOW/UIoShKArAFaAB+avX0/4V5z3lRURTPOW6aAw+PWMzn8RW14Qqg1+tPA0NA8ExvdMA+8G04L+ypj7b2vGoVRXkBiMG8wZYABQuFgwagKEo68I/Av+j1+gJFUTbauk1zgNfu/vzVPB/LfCAeeB/ou8tHywQMwNWFwEH7AiyUMRQcuroZnhOPLVUUxU+v1/fPTZMeOcSeckyv10+pn9Dr9UOKolzAbNyuBE7OdeMeMRbqmVENGIHliqIEqS9aiqI8BnhjphIsBCzUMfw2nBd200dbG69hwO+tHqtXFOWP9Hr9WVs06FFCURRXzP1rAv7Gxs2ZEyiK4g68AEwB8zohDci7+7MTKASy1E8qilIAPKnX67vmumGziQU2hsIIiJ/huQTV/9OAy7PfnFlB6t2fVQ94vhqz8ZrC/DdeF+SZodfrexVF+T+AfwZuK4ryMWaaWSKwBzjOvQvlfMeCHEO+HeeF3fTRlrSB3wCbME9kT8xfwn8AccBhRVGybde0R4a/w0xgfkWv14/ZujFzhKcBP+CwXq9vtnFbvilC7v78PuCOOcnHG/NN8yjwGPCebZo2q1hIY3jw7s+/UBQlQDx492KpTlTzn9NWPVr43v058IDnxeN+s9+UWcWCPjP0ev1PMNNcXIHvAX8NPAU0A7+1phPMUyzkMfw2nBd200ebeV71er11hnMZ8H1FUYaBHwF/Dzwx1+16VFAUZTlmb+s/LZBwwcPiT+7+/A+btuLRQMhDOWG+TRbf/f2WoihPYPZ0rVMUZdUCG+OFNIZvY/Yib8fs0foUM19rM2avVjWQDMz3kOUXwenuz3mtqPAtODP+CvjvwL8C/w50YI4I/A/gD4qi5Oj1+r+yYRO/MRb4GH4bzgu76aM9Jmz9v3d/PmbTVnwDqOgCVdxLClnwUBQlAzMnpoUFIAcCCG3MOtUiBeCuJ/3o3V+Xz2mrZhELbQzvckD3YM7k7sCsPPBdzP1bgzk0C2YZrfkK4Vn1fcDzPlavW2hYCGfGesyJMJ/q9fq/0Ov1dXq9flSv1xdiNuZagR/dTc5biJj3Y8i347ywmz7amvM6E8QhMp8zY70w88sADIqizPSaXyiK8gvMiVx/PlcNm2UslCQfgcq7P/sf8LxYyO6z35Q5w0IbQ/R6/STwT3f/Sdzl9uYAY8CtuW/ZI4OYpykPeD757s8HcWLnOxbCmbHr7s/T1k/o9fpRRVGuYjZilzBz8uF8x0IYw2/DeWE3fbRHz+uquz/n8wIdB371gH83777m/N3f52v4wAKKougwe7WmMPdrIaAAmASSFUXRzPB85t2fDXPWolnEAh3DL8KLgA54d55L2AiDZ8tdKRsJRVG8gdWYDfT5mpD2ZVgIZ4b27s8HyWGJx41z0BZbYCGM4bfhvLCbPtrEeFUUZZE6eUL1eCxmrg/MYzFmvV4/ptfrX53pH/Dp3Ze9fvexd2zZ1keIpzAnvXy+AJJ8ALgrV/MO5nDs36mfUxTlcWAr5lDskblv3axgwY0hgKIoPjM8lodZwm4Ys/j7vIVer68FjmFOevmB1dP/gNmb9Tu9Xj9vNaYX+pkBnLv7808URYlUP6EoynbMFxAD5ipq8xILfQy/DeeFPfXRVrSBp4C/VhTlNObKN0OYkyd2YvaEfA78PzZqmwNfDyLJZ95WY3oA/gJYAfztXb3Fq5gFxZ/AnOTzvXmsD2qNhTqGxxVFGcOcHDIELAJ2YI6Q7Nfr9fPZ2yOgYDZs/lVRlE1AOeZ5uwEzXeBvbdi2R4GFfma8j7li0WagXFGUjzBztNMxUwqcgL+e5yV+F/oYwrfjvLCLPtqKNnAa+Aiz9uJzmL+MdZhD6S8Du/R6/UINjyw43C3EsIYFkuSjxl15mhXAj4Fo7lVLOwSs1ev18136BFjYY4jZMPDGrDrwF5jleX4JLNLr9Ue/6I3zBXe9r7mYy9yuwJy5nYg5c33VPDd6YIGfGXcTC3dgLuV7G7Mh8CPMhSU+B7bq9fp/sV0LHwkW9BjCt+O8sJc+Ok1Pz2v1FAcccMABBxxwwAEHvkWwx4QtBxxwwAEHHHDAAQccmBEO49UBBxxwwAEHHHDAgXkDh/HqgAMOOOCAAw444MC8gcN4dcABBxxwwAEHHHBg3sBhvDrggAMOOOCAAw44MG/gMF4dcMABBxxwwAEHHJg3eOgiBYqizHtNLb1e7/Sg5xZ6/2Dh93Eh9A8Wfh8d83Rh9w8Wfh8XQv9g4ffRMU8Xbv8cnlcHHHDAAQcccMABB+YNvnJ5WL1ePxvtmFUoivLQr13o/YOF38f52D9Y+H10zFNLfNP+TU9P4+T0hY6lRw7HGFpiLvs3PT0tx/ybjru99vFRwTFPLbEQ+/eVjde5wuTkJBMTE0xNTSGqgImFq9Fo0Gg0Nm6hA982mEwmjEYjk5OTODs7o9VqcXW12yX0tTE1NSX76eLigpub24Lspxomk4nx8XGmp6ftflzHx8fRarU4OTkxMjLCiRMnGBoaIi0tjbi4OHx8fBz74wKC2mCd68uKAw48DKanp6W95uLigqur66zPVbvZocWtEsDZ2RlXV1e7O0DUbXRsJF8O8X09qASxs7PzvPoOXVxccHd3t3hMPR/mG9SeHDWcnZ3R6XT3vVZgPvb1y+Di4oKHh4etm/FQUI/F9evX+cUvfkFTUxObNm1i79695OTkoNFobOKZdeDRQW20Go1GRkdHMRqNuLm54enp6big2BjqdfhF59xCv3ionYpzCbuyDicnJ5menkaj0djdQE9PTzM5OcnU1JQ0rh34YojbmBhXuGf4iO/Qzc3Nlk38xpiamgLMxs98hPAiu7i4YDKZAGac21NTU0xNTTnmvQ0h9h6dTsfk5CQlJSUcPHiQ69ev09nZydDQELGxsaSmpuLn5+cwXucxpqamMJlMuLm5YTQauXr1Kp9//jl1dXVkZmayb98+MjMz5WudnR3pK7aAiAxPTk7K/VNgenoaZ2fnBR25mp6exmQyzdi/2d5/5vQbnZ6eloe9+F100NXVVVru09PTtLW10d7ezsDAgDR8RLgsPj6emJgYXF1d52yDdnJyus/QEgMnJumD2vFtuHUJCCPHyckJFxcXtFotWq32Cz/Dnjdfdf/6+vqoqamho6MDT09PUlNTiYyMvO918wEmkwkXFxeL27LYgIaGhmhoaODOnTt4eXkRFxdHaGioNNDnW18fBDFXnZ2d6e7upqqqisnJSeLi4oiMjLS7i5V6nRgMBgoLCykqKmJwcBCAhoYGuru7H+gBWigwmUzyu/iql0Zx5tjrfgP31peYfw0NDXzyySf8/Oc/Z3BwEJPJxM6dO+Vr7Xn/XGiYmpqSF35XV1c5/x7WOBUG7nx1dqihduSNjY3R0tKCwWDA39+fkJAQC3tuNs6LOTVenZyc7ltkJpPpvo5VVlZy+PBhjh07xu3bt5mYmJAHTHBwMK+99hrf/e53iYiImMvm3wfRHzE438YNZKaQ81edrPZsCAkOj8Fg4NKlS/zkJz/h+PHjxMbG8sMf/pCXXnqJoKCgeUcfeFA7+/r6OHfuHK+//joXL14kJSWF5557ji1bthATE4OLi8u86eOXQazZoaEhDh06xI9//GOcnZ350Y9+xP79+y2MV3sz2MXlUPwD0Ol0C9bDo4bYZ7/OeMwHR4Lak9Xb28uZM2c4ceIEg4ODJCcns2bNGmJiYoD5s98sFDg7O8t/X/f9CwUTExPSMVVWVsYf/vAHhoaG2LBhA9u2bSMoKAjggZ7Zb4o52+mElW692ESnurq6uH37NsXFxRQVFVFYWEhxcfF9n9PS0sK1a9d47LHHCAwMlF/ebN4+p6enGRgYoK6ujs7OTry9vaU36mG9MyIBTRjr1otAHX62ZwPBZDLJPri4uODs7Cz75uTkhE6nk4dpR0cHpaWl1NTUMDQ0JIncAF5eXqSnp7NkyRLJIxXeQHuA2rMzPT1NfX09586d4+zZswA0Njby+9//nunpaZ544gkSEhIs3mevMBqNaDQanJ2daW9vp7i4GC8vLxISEmhtbaWgoICzZ89y7NgxxsfH6e7uBqC4uJj8/HzWr19PRESEhXd9vkHQWNzc3HBycqKyspI333yT0tJS/P39cXNzu29O2tt6dHFxwcvLCw8PD4v5Zh3dWiiYnJyUfE83NzeLefdlFwv1dyLeJ/YsjUZjd3NY7JFtbW2cOnWKzz77jLa2NnJycnj55ZfZv38/gYGB8vX21v6FChH5FePT3t7O6Ogoo6Oj1NbW0tLSIvcVMV/9/PxkIqWvry+enp7APRqivUV3vgrE99DZ2cnnn3/Ohx9+SFBQECtWrJiT/XLOjFexwYpQuzDgjEYjzc3NFBQU8Nlnn3HhwgW6urrk+wSlQD3YIqyZnZ09Z8Zre3s7b7/9NsePHychIYGtW7eSmppKcHAwQUFBeHt7ywPPOmwn+rAQvCJqT4+Add8GBweprKzkxIkTfPbZZ1y7do3JyUmL9/j4+PCd73wHf39/0tPTgXteTnuAOhw3NTVFY2MjdXV16HQ6jEYjzs7OFBUVYTAYiI+Pl8br5OSkXSdSiM1yeHiYzz77jHfeeYeYmBiWLl3KtWvX+PjjjxkaGrJImiwoKKCgoIDr168zNTXFzp07LQ5Pe/NKPgzUBt758+e5dOkSAElJSYyPj9PT00NwcLDdUiXGxsbo6Ojgzp07GI1GwLymvLy85J64kOgD6j1G0AbE5fnLxkV9yRLfiT3ux5OTk7JN/f39HDt2jNdff51r164REhLCrl272LdvH9HR0cC9i6g9zcvZgj1Ettzc3JiensZgMFBSUkJhYSHd3d3y0l9eXn7fe9zd3dmzZw9r1qwhMTGRRYsWERMTI2kh9ravPAzEPHVxcWFoaIjjx49z8OBBmpubSU5OJiIiwiLhd7bssjlZvcIQ6OrqoqGhgYGBAdzc3BgcHKSiooLi4mJKS0upq6tjbGxMvs/LywudToezszNjY2OMjIyg0+mYnp5mfHx8TjwMYnIZDAbKy8spKiqipKSE7u5uPDw8cHFxITk5mRUrVpCRkYFGo5GcGDAvNi8vLyIiIr6SYSZkiux5Yg8NDTE+Pk5AQIDsb11dHR9//DGHDh3i6tWrDA8Pz/jewcFBLl68yNq1a4mMjMTHx8fuDhM1Jicn5bh6eXkxPT3NyMgIbW1tknMI9mswCK+VmE8ffvghv/zlLyktLaW6uppLly5RWVkJmDfpxMREpqenaWxslJ9RWlrKRx99RFRUFBs3bpSfO9OFxp7h6uqKs7MzAwMDXL58mbNnzzIyMoKTkxMtLS288cYb6HQ6vvOd7wBI2pKt+6jOEbhz5w5XrlzhypUrTE5O4uvrS3Z2Nunp6QQHBwP2dRl8lDhx4gRVVVVkZGSQl5eHj4+PfO6LjAGj0UhTUxMGg4GUlBR5yRwfH7cLI1A9vjU1NRw7dowzZ84AkJKSwooVKyTHHmwTghYXh0cFQeP4okuI0WiUDgNhD8wlxN7p7OxMRUUFv/nNbygoKGBsbIzR0VGam5sxGAwzvndsbIzPP/+cW7duER0dzcqVK9m+fTvLli2TFLv55oFV0wCGhoa4evUqJSUlAPj6+qLVaudkjGbNWlBnJzs5OVFcXMzx48eprKyUE7Grq4uysjJaWlrk+3Q6ndRbHB4evs/4GRoaQqfTERAQYGHszNbG4+TkxPT0NH5+fqxYsYJbt25RX19PQUGBRZvLy8tZunSpzA5Vt8ff319657y8vDCZTNII0mq10hgH8PDwwNfXV/bNHm5m6jYMDw9TV1dHbW0tPT09GAwGIiIiSEtLY3x8nCNHjvDee+9x69YttFoteXl5ZGdnExQUhNFoZGhoiNu3b3PlyhVaW1spLCwkJyeHzMxM+V3bS0KF+nvX6XRotVrGx8ctLljWkjW2HquHwe3bt3n77be5du0aYA5/TU5OEhoaSlZWFmlpaYSEhNDX18f169flmh0dHeX8+fOkp6eTnZ1NYGCg3V+wrKGmAVy9epXf/OY3XL58GZ1Oh5OTE+3t7bS3t5Ofn2/xHrCv8GxPTw+3b9+WEY3g4GDi4+OJjY2Vr5nP9AG1p210dJTh4WGmp6e5desWb7zxBtevXycvL4+pqSnWrFmDu7v7fdJvIsInxvXKlSuUlpYyOTlJQkICixYtIioqCl9fX1t29b4ErZaWFs6dOyejAUFBQeTn55Oeno6Tk5P0fM3VZV+c5dYc69n4O9aXf5FUqt5j5+pMVEtATUxMUF1dzS9/+Ut+/OMfy9eIiGtERAQhISEEBwfLOafRaOjr6+PGjRuUlZVRVlZGZWUl/f39jI6OsmzZMry8vCyi0vNhL1XvK0ajka6uLhn9cXJykvTI2caszX617pnwZvzqV79ibGwMf39/jEYjIyMjTExMyPcIrshM3quYmBimpqbQ6XSkp6cTHx9vkcU+m4M+NTVFeHg43//+90lOTua///f/Lm8aYM78LSgooKSkhKmpKempEW1ydXXFx8cHd3d36cEJCgqSXJjJyUnJl8nIyGDt2rWkpKR8reSn2YD4+/39/Zw7d44333yTy5cvS0PA09OT0NBQJicnaWxsxM3Njf3797Nu3Tqys7OJjIyUh8vw8DDHjh2jq6uL6upqOjo67rug2Jv3Uv39W2/c9tZWa6gPRicnJ4aGhigqKqKpqUm+xmQyyQS0J598UkY3pqamuHr1KmfPnpVRh46ODk6ePEliYiLbt2+XSZP2zvUVEG3s7Ozk0qVLnDx5ku7ubrk2ARISEiySQe1Jj1i0w1r9RHA4rek58xVq705HRweff/45V69epbq6mrq6Orq7u6URmpiYKGk71mvVZDLR3t7OoUOH+M1vfkNdXZ2MjqWnp/ODH/yA3bt34+TkZDPOvXBmiPl38+ZNPv/8cxoaGvD19WXPnj1s2bKF+Ph4nJ2dmZiYmNNzQch2zTbHXew5X9avuYooqMeltbWVf/3Xf+XXv/41YD7Tw8LCyMvLIysri6CgIOLi4khPT5fr0sfHh8rKSn72s5/xySefyLyZ9957j+bmZp5++mn27NmDVqu1kEabT7CeE3O5V86K8ToxMSFJ9bW1tfzqV7/ijTfekOHVO3fuyNcKboTBYJCGbFRUFGFhYXh5eeHt7U18fDxRUVGA2cDNzMwkLi7OYqBn++DU6XTodDoOHDhAT08Pv/3tb2lpacHV1ZWRkRF6e3stPHLWaG9vv++xiooKIiIiGB8fp7W1FTAfnGVlZTz++OOsW7cOb29vwDbJTOImLP5ucXExb731Fp988sl9fb1165b8/+7du/mzP/szC++VQEhICBEREZIS4uXldZ/wv70YCgIitGOtVzs9Pc3Y2JjFBczejFnxXYoN39PTk7CwMEJCQuSYCfm5xx57TGYxC2zdupXIyEhKSkrw8fHh6NGjXLt2DQ8PDzQaDdu2bZPeBnuG2uPa19fH2bNnOXfunExIEzSk8PBw9uzZQ25urnyvvdBZxHp0cnLCz88PLy+v+16j9njY+5g8LNra2vjkk084ceKEfMzPz4+YmBj8/f3lwa9OxgIkL6+mpoYzZ85w5coVi/UZFxdn4cG0h7Xb1tbGuXPnuHLlCm5ubmzfvp0XXnhBhpmBOTdw1N/RnTt3GB0d/drfldg3xZg5Ozvj7u6On58fnp6e951xExMTlJeXU15ejo+PD/n5+dJTruYIzwbEZ4+MjHD+/HkOHTrExMQE69evZ+PGjfj7+5OamkpycjIajYaAgID7irusXLmS8fFx0tLSKC4u5uzZs7S0tPDhhx/i4uKCt7c3a9asmVceWHXbrI1Xsf/M24Qt0ZnW1lZ+85vf8OMf/xiDwSA7qvYOjI+PW0zApKQk9u3bx+LFi4mJiSEtLY3Q0FBMJpPkgX4TqYqvA/XfcnV15amnniI0NJSjR4/S2dkpM5YrKirk6x8mZNfQ0CA5hVNTU2g0Gjo6Orh48SLt7e1kZGRI49VoNN5n5M021OEigPLycq5cufKFRnpYWBgrV66Uh78YN+Elb2xspLCwkKamJnQ6HTExMRbGj70u2gfNOcGFsneIaICzszNZWVmEhYXJ59zd3XF3d7fwgIsLqEajITc3V0YCbt68ycDAAFeuXCE7O5tFixbh5+cnD1R73XgnJibkPO7v7+fIkSNcunQJJycnvL295cU6KCiInJwc6cmDe/Jvtob6ezUYDBZ7TFhYGGlpaRaJdPNhXj4Ioq+jo6OUlpZK5RknJyfi4uLIyclh586drFixgsDAQIt9Sk07mpiYoLS0lPLycrRareQmbt++nVdeeYXly5fLvznXzgF18hiY5+WpU6c4ffo0Q0NDZGZmsm3bNtasWYObm5vUFLfFZWpsbIwbN25w/fp17ty5I+eeMEa/DkRmflBQEImJiSQlJeHr62vhdW9sbOS3v/0tv/jFL8jMzOSNN94gKysLMK+BmS5w3xTWwvt1dXWcP3+e7u5ugoKC2LBhAy+++CJRUVHyQvxFkae1a9eSl5dHYWEhzs7OvPXWW0xNTXH27FmZGLt582bAPilKXwRrdZO53Psf6SowGAySUN3U1MQ//MM/8Nvf/lZ2ThgwauN1enqa0NBQkpOTpczCli1biI6OxtvbWw6iLZNCxAIVySnBwcE8/vjjREVFMTg4iIuLC/X19Rw5coRjx45ZJPCA2UsA5s3Jz8+P+Ph47ty5Q2trq8XCF3xZgOrqagtjwlaHp3oyenl5ERQURFtbm7xIuLq6ynBHWFgYq1atYvny5ZKjNDIygsFgICQkhOnpaQoLC3nnnXfkRhAbG0tISAhw7yZtb8aPaI/agBXjERcXh7+//32vtTeov9f6+nr6+vrkc8KLpVbuMBqN8vLi7u6Oj4+PPFzAfJiJ18wHWO855eXljIyMyCQQsWa1Wu19Gfu21ga1Lr/Y2NjI+fPn6enpka9JTExk3bp1MhMdZvYYi4NZzS8Uaij2YOwKutno6CiNjY1cvHiRjz/+mP7+fgBWrFjBnj172LBhA0lJSXh7e1uIxcM9z+Tk5CQXLlygoKCAiooKTCYT8fHxrFixgueff57Nmzej0+ksPNpzDbWRVFhYyNtvv83169dxd3dn9erVZGdn2zyUfOXKFX7/+99z4cIFOjo6ZJlaFxeXr7T+xXwTZbaFLrGXlxeBgYEEBATIHAIXFxcmJiYYHR3lzJkzTE1NUVVVJXNDYPY43WrKI5gvQML5JoruiHln/T5xORKf4erqilarxcPDg+XLlzM8PIxWq+Xo0aO0t7dz+vRpFi9eTG5u7rysiif2E1vgkRqv6k4MDg5y48YNOcG8vLykMabRaNBqtYyMjBAQEMCmTZvYsWMHcXFxREdHEx4eDiANRnF4CCNyrj2vgJy4Aj4+PqxYsUL+bjAYCA0NZWpqitLSUqnn5urqKnmtDQ0NREdHk5OTQ3t7O+fPn6ejowODwYDBYLD4/jQajTRkwTZeFOvLQl5eHjt37qSrq4v6+nrJs9NqtWRkZEiqQ1ZWlgzj+fj4yGzgW7ducfToUemhzsrKIiEhQW7O9moIqQ989ThERUWRk5NjwY+0t41HXcEOzPSVmzdvWiRJxsfHs3LlSpKSkgDzXBPzVz0Hg4KCSE9P5/r16/LQt7Vh97BQj1t3dzcDAwPAveiCwMjICAMDA4yNjeHh4SH7ZstDxVqj9Pbt21y6dEkadGDej9LT03F1dZUJsTMdruq5MBNs1U+1Ie3k5ERnZycnTpzgnXfe4fr16zg7O7N8+XL279/Pc889J7PuxSVafIYwBqempjh//jy/+93vuHz5sjQqkpOTeeWVV3jsscdkiNdWRru1h+/27dtSXSAhIYFVq1YRHR0tDSFbOW8aGxs5deoU5eXl+Pv7y+TGh50n6kRc8R5BtbM2FL8IK1askJFImD06j3UoPDIykuzsbE6ePCnzdAwGg1SfETxPJyenGaOjgnam0WjYtGkT7u7uDA4O8uGHH9LR0UFDQwMdHR34+fnZFb/+YWBLre9HOvpq4y4yMpI/+7M/4/XXX+fSpUsWXkR/f382bNhAdHQ0gYGB5OXlkZOTg6enp8UtU0wIYTSISW7rEN5MIQKdTse6deuIiYmhr6/PQoPQ09NTehM0Gg2BgYGYTCaqqqo4ffo0x48f59atW9IYEK54dXjeFhNa/E3hEU1NTWXv3r3U19czMDBAf38/U1NTeHt7s23bNl599VXJTZ6ammJkZEQaQSUlJfzkJz/hD3/4AwCbN2/m1VdfJSMjQ/49e+EWCojN1mg00tfXJ/srEBwcTFJSkqwkAvZnvKox00Hh5OREVlYWq1atkhJLaqjneUhICBs3buTWrVuUlZXR1NTEnTt3LLhn9ibPJMbQw8MDMHP2Ll++zMjIiHyNekzHx8ft0qOs3vsGBgbo7e21uFg8zJ5ob2OjhvB+inlUW1vL6dOnuXXrFpOTkyQnJ7N//35efPFFC8qLteKMMN4rKyv56KOP+OSTTyyiDLGxsaxYsQJ3d3ebJ8moD/6enh6amprkvFy8eDFZWVmSEmFL/eiMjAwURWFwcBAfHx+ZCPewEIVsxDocGRmhuLiYyspKxsfHmZyclMpEfX191NfXW7xfCP3v3buXgIAA+fhsjZuwO0SSWmhoKOvXr+fixYt0dHSQnp5OeHi4jFB9WflzuEdbcnNzk57WgoICuru76evrkzxiez4/BNR7jfUlRpwxc2GjPVJrQWwkQlHgj//4j5mcnOTmzZsMDw/j5uYmuXdhYWFs3ryZ7OxsQkND5WdMT0/Lak3Ozs42D5nMBHGgi0UnHvP29mbx4sUP/TkxMTHcunWL4eFh6cEUgy6MQ+u/aWssWrSIJ554goGBAY4cOcLY2BjOzs6Mjo5SWVnJyMgIvr6+hIWF4enpydTUFDdu3OCNN97g7bffxmg0EhwczFNPPcUTTzwhM3/tJWwpoN5I+vv7KSsro7y83OJCodVq8fX1vY+kb29Qh76FXJkIo4eEhJCUlCS9rta6rWpjx93dnbCwMCl71tzcTGtrK+Pj4/I7sDcDSZ0xbDKZuHHjBufOnZM0AVEoRSAlJYXY2Fjp4bEH2oAaExMTUi9bGGVRUVEWiXbW9Ba1zNH4+DhNTU00NTXR3t7OyMgIkZGRLF++nJCQEOkssGWfBwcHKS4u5tq1awwNDZGcnMyBAwfYt2+fNFxHR0dltS24V/0IzCVVT548yZkzZ+jt7QXMzgWRDa5O+LEVRGTK1dWVnp4eDh8+zOXLl2VC8vr166Xsma01hjMzMy2cDF/VOFEbgm5uboyPj1NSUiIl+MSlxdvbm56eHk6fPs3Fixfp7u7Gzc2N9PR0Dhw4wPbt2y0oWnPh7BD9TE9P5+mnn6a/v58VK1ZYVMj8snUiorZiTQoHlo+PD93d3ZK/rl579gx1+0ROi4BI7puXCVvWkzoxMZHMzEwppg3mzenmzZty01Ubr+L2bGvv6sNAeFfh63ncampqKCgooKamBjAbB4LTI/T8BGw5odVeNVdXVzZu3GhR+rWvr4933nmHkydPkpuby65du9i5cyfOzs6UlJTw4x//mE8//ZSxsTE0Go2kCwhPgr15uawhtGmFvJRIyBMKBPbc/pk8WleuXKGjowNnZ2fi4+MJCwuTh6P1PFMb8ZOTk4yNjcn+Dg8P09fXdx+f1N4g2jQ8PExFRQUVFRWMjIzI72R4eBhXV1cyMjJYv349mZmZdmWMqw3JxsZGioqKZEGJ8PBw1q5dy5IlSyQ9xzobWESthoeHKS4u5ujRo1y4cIHS0lK6u7vJzc3lhz/8Ibt375ahS+sw72xCHRIfHh7m4sWLMmkVYM2aNbzyyiukpqYCZgPew8PjPg+QQE1NDWfPnrWQg/P19eXxxx+3UECx5TmjTiBsbW3l/fff59y5c3h5ebFt2zY2b95MQECAHANbz8Fv6lhQt1+r1bJ06VKp7S2+Cw8PD5kXMjw8zKlTpxgfHycmJobVq1eTlpYGzF1lMXWbdTodu3btkjkAAg/7vVjvI+piD/ZurFpD3d6hoSGLqPo3SeD7qnjkxqs6sQDMYZrt27fT2dkpwwEmk4mSkhL6+/u5desWOTk5JCUlERwcTGhoKKGhoRaueHUtcnuCtXdChBHELVNAPWknJiZkklNZWZnkf4LlwZ+SkmLBpbQHo8BoNEp5q/z8fDZt2sTg4CB37tyR3hyAVatWMTIyQn19PT/72c84ePAgIyMjBAcHs23bNnbt2mXXdAEB8Z1PTk4yNDQkHxeJCsJwtYexeRgMDQ1x48YNCgoK6O/vJzo6mry8PAuvnfUhqfbgeXt7k5ycTFxcHAB9fX0MDAxYhBDt7btQlxS9ffs2N27coLa2lsnJSXQ6nQxnBgUFsWjRIrKysu6LBNkSakpGfX09H3zwARcvXpTPi4ItIikU7tdadHJyor+/n48++oiDBw9SXl5OXV2dvChfv36dn/70pwwMDPDEE08QGRk5pwequsJQc3Mzhw8f5uzZswDk5OSwceNGC8NVzY8VFydx5lRVVXHkyBEKCwstIlexsbFs27aNvLw8+Tdtue+oL3wGg0FeRpydncnMzJRqFyIJWkBdWn2uIOgV32QtqCX7RERVGIHq/vn5+WEymWT1RuC+0PxcOwvUkl7qx77KhUIYdU5O5mqd/f39GAwGnJ2dZVWq+QL13Ovo6KCjo0P+PjExISPJs41Zk8oSA5WYmMiOHTsoLi624LIMDAxQXFxMcXEx0dHRZGZmkpiYSHx8PCkpKWRnZ8vMWXUVH3vmhYjM5ZkgFr6YpJWVldy6dcsiZDk6OgqY6QRZWVl2Vy1HvcDi4+N58skn6evr49133wWQ/Na2tjZOnz7NZ599xi9/+UvAHNpcu3YtL774Io8//jhgm43468DZ2dmi72IsHzZsZEuo23bnzh2qq6ulzrKfnx+xsbEW8koz9cVkMjE+Po6HhweZmZlkZmbi6urKwMAAo6OjdjE3rSE8h+qyxSdPnuTGjRuS+iG4e9PT0+h0OlJTU0lKSrI4lGzt8VIbWbW1tRw6dIi6ujp5GA4MDDA0NGRRnlItKSi0iE+fPs3Pf/5zLl++DJjXspBCGxkZ4cqVKwwPD+Pi4sLevXvlxVltKM4W1LzTnp4e6dgIDg5m3759rFq1ysLoURtRaqdGX18fH3/8MZ988gltbW3AvVLH27ZtIzc3V84HW89ZYWxPT09TV1cnz4G0tDSZNwCW2r5gm/k42wnSBoMBjUaDs7Mzvb29XLt2jaKiIiYnJwkODpaXTIG53m/V3/nX9YSrPa9DQ0N0dHTQ19eHRqMhKChI0iHmYr19U4i5MD4+Tn9/v8UlUTi35uJiOOvlYQWHZ9OmTdTV1dHU1ITJZLLYbJubmxkeHqayshJnZ2f8/f3Zvn07O3bsICYmhoCAAGk8jIyM4ObmNq9uKnCPHyvaffPmTQ4fPkxHR4esLCa4vj4+Pvj7+89ZBbGHhWiDyWTC09OT/Px8enp66O3t5erVq4yNjdHc3Mynn37K0aNHKS8vl+9ds2YNr732GuvWrZOP2bPRqjZK+/v7LTZP4Wn08vLCx8dnTsoUfxOINk1MTNwnNfOwVZnUh/0XcXxt7alUQxg8ExMTlJSUUFBQYKGyYD1WixYtIiUlBbjn8bK1RNZMkj1qTExM4O3tbZGFPTExISM8bW1tHD58mHfffZeioiL5Gg8PD2JiYtDpdLS3t9PU1MStW7f49a9/jUajYd++fQQGBs65s2B0dFQaMytWrGDTpk0kJiYClmMiPLDCCBwbG+PEiRMcPHiQsrIywFy6MzU1lWeffZb9+/dLST6Ye6F/AXEZ0Wg0jI+Pc/z4cd544w06OzvJzMzk2WeflfxzQPKUBV9UbXwL758976MPgrAPxPp0dnaW30l7e7s0iBITE1m6dKnFBdtWHnMRAf4qnE518qdaqrCiooLx8XG8vLwIDw+XCkvzoVKh+jwRigsCcXFxLF26FC8vL7kHzVZ/Zm0WqCVZdDodq1evxtXVlZaWFgoLCzl79qwFV6Kvr88iK3R0dJTOzk5ZqGDlypWyMhPcX/3JHmCdaScmrdh01MLZN2/e5OrVqwBSjUCEMMPCwu4L3dnThBZt8fDwYNu2bZhMJgYGBrh27RpdXV10dXXJ14aEhLBkyRL27t0rDVdB0rfHC4i1x665uZkrV67Q3Nxs8RqdTkdiYiKLFi2yqI1uT+MkoNZXVG/8bm5u+Pr6ykx8eDBnST0XBe9VrHHrELW9YXR0lKqqKoqLixkeHpaenOHhYZydnQkICGDDhg3k5OTYuqkWsKYlubu74+/vL2X0nJ2dWbp0KatXr7aI0nh4eGAymaitreXgwYO8/vrrspx1QEAA4eHhpKSksHjxYnx9famrq+PgwYM0NDRw/fp1bt68yWOPPSYNhrkc08HBQalSEhsba0HhUENtfI6MjHD06FHefvttSktL5ePu7u5kZGSwZcsWSXUZHR21kECbawivuJOTE8PDwxw9epRDhw4BkJ2dzebNm4mIiJBRKes9Uq03ao97zcNCfR5qtVp5CdFoNBZ7VFhYGIsXL7ZQmLBVvx/WaFafIWoKpclk4vr163z44YcUFhYCZvnJtLQ0u7JjHgRxkRURnd7eXrq7u6Wd4+rqSmJiolStEZeS2erbrBmv1hMsLi6OxMRENBoNR48epaenR4awZkJTUxNvvfUW09PTpKWl8fTTT/Pyyy/LL0Z4i+xt0NWGqzCwrQewsLBQcpzgfo5aTEwMKSkpFkaFPfVTZI8Kvk5mZqbFISNUJTQaDcuWLeP73/8+27dvB+4lZ9ijkQOWmnxgpnecPHmS5uZmaawJZYjFixezbNkywBxCmQ/VttTzKDQ0lJycHEnPedgiEeJ5e8rCnwnqtdjf3y/pEm5ubpIvOTU1xd69e/mLv/gLC4+XPV6sBB1rdHQUnU5HTk4O+/fvZ8OGDRZybWA2co4dO8bPfvYzmRDq5eVFRkYGu3fvJjc3l5ycHAICArh8+TIXL16koaFB/p25DKuLOWQ0Gqmrq6OxsRGtVktoaKhchyIqpcbExASdnZ1cvnyZd999l4KCAqnfC2bjNTQ01CJSYOt91NqTrk4q8/HxsVC5UO8lU1NTtLS00NTUhFarJSkpySLzfj5DTY2wvjgLbqx63Ox5z4F7Ch/WZ0FZWRlvvPEGv/rVrxgbGyMlJYU9e/aQmZkp+29veT1qiD6JcaqtreXmzZuyWIq1HTDblLo587/7+PjIjmzevJnu7m7i4+Opr6+np6cHk8mEVquVIQN1gsy1a9dwdnamtbWVlStXsnLlSgtPg60gDj+1B2omiSEwc3wnJiaoqKjg008/tQipixsKmL2wHh4edmsIqQXTp6enaWxsvC8cq9VqZfZoeHg4ixcvlotyZGRkVkr6PUqoN9CBgQFaWloYGRmRvCyRHasOZdk6AeRhIDZVAV9fXxmSFRSCh+mDuhKXWn1A/A17gVrSTs0tB8v1mZqaSmZmJmCen+7u7na59oSMoPi+w8PDSUpKkl4pk8lES0sLvb29lJaW8tFHH0nDNS0tjTVr1pCfn09+fj7h4eFSnUCEa+GeN36uZIiEF3F6eprKykoKCwsZHBxkw4YNbNmyRe7zak6swWCgra2NwsJCysrK5CEqpJVEAlh6ejp5eXl4e3tb/C1bQq3iIC7CAoGBgRZJQSKEXlhYSHl5OX19fXJ8ysrKSExMlJUp7dno+TI8SDUCzHuUt7e3BdfZXo1XYQsIr3J/fz8tLS309/fT2trKpUuXOHHihOTc+/j44OHhYUFPstfkdLA8+6empigrK6OgoIDe3l5iYmJYt26dLB4C95wEs4U5O22tw1+vvPIKW7Zs4ebNmxQVFUk+09WrV/nss8/kewTH5ObNm1y5cgVvb29++MMf8p/+03+y+KJsAaGd+GUDVFpaSlVVFf39/RQXF3P8+HHp5QBLvViDwUB9fT21tbUkJCTIm7g9SPbAvTrv09PTNDU18fvf/55f//rX1NfXW0jywL1DUU0PsXcDzxoajQZPT08pq6P25qn5o/a6oVrD2oPxdeaUOHDd3Nzw8vKyW6+IOrFOPe+E1JnAwMCAFGCfCwmerwt1qFWn0xEWFoa3t7eUDpqenqakpIRDhw5x5coV6urqAHOy5OOPP86rr74qdaiFWkZZWRkffvih9FiKbOG5uISoq0uNjIxw69YtmfeQnJxsobYCZs9VSUkJw8PD3Lp1i48++ojm5maL8OzExATu7u5kZ2fLMrJBQUEWUTBbQh2t6O/vl4ZMXFwcKSkp0oNuMploa2vj448/5uc//zmVlZUkJyezdu1a6QS5ePEiq1evZvPmzTLJ66tmwdsD1GMyMDAgCzVotVoiIyOJiIiQhQ7sOUHW2ri+fPkyR44coaqqirq6OhoaGizOjJqaGg4dOoRWq2XDhg2EhYXZZXl0AWvjtampSe4xERERZGRk3Od5nU3MqSUhyMviphEZGUlAQADp6emMjo7i4uLCxo0b2bRpE5988gkXL16UFTgEhoaG+PWvf83AwABbt25l6dKlhIaGzumCVbvP1e3q7Ozkzp07Mompq6uL1tZWGhsb6e3txWAw0NnZSVtb232eIDExJiYmqK2tpaWlxeJWbg/Gq1qwvbq6mt///vf84he/kFIZQrxelLsdHBykpaVFqijMF1jLnAkvuHUo1ToD1l43nS/CwxgpatrL8PAwdXV1ODs7s2TJEpYvX26RLGTrOaqGMI7EvwfBYDAwOjqKj4+PzY2bh0VMTAxbtmxh+fLlsm8uLi60trZy8eJFqqqq8Pf3Z9WqVTz++ONs3LjRooCKKCzy9ttv8/rrr1tcMO/cuSP3nrma05OTkzK6odFouHbtGv/jf/wPPD095V7Z1tZGe3s7RqORO3fuSB669bpMSkripZdeYt++fdIYVFdotCW0Wq1MOLt586bcO1euXEl8fLycf0ajkWvXrvHee+9RWVmJp6cnO3bsYMuWLeh0Om7cuMHnn39Oa2sr0dHR0ng1Go0zlii1ZwgP3ejoKKWlpVLf193dnYCAAEkVVBcEskeIva+/v19SWc6dO0dXV5cFnUWgv7+fw4cPc/v2bQoKCnjxxRdZv379HLf64aFWBhocHJQFQMA8Vj4+PvdFNua951UYPeJ2LAR6nZzMtYBF6FIgPz9fPlZUVCRDkxqNBoPBQHt7O//+7/9OZWUliqKwZ88e4B7PdLa9e2IjNBgMDAwM0NHRQU1NDRUVFTQ2Nkrts+rq6hkn7UwQYQI/Pz/i4uIsaBZgW4+Wmo80OTlJc3Mzb7zxBv/+7/9OX18fkZGRLFu2jMDAQPr6+qirq+P27dtMTk7S2dlpcdv8KmUFbQX1ISdUIKwrn6gTEsV77OFwfNSwDrdWVlZSXV2Nk5MT6enpZGRk4O7ubjdi6nDvcqnVahkfH6e0tFR6CMA8pmIexsbGEhcXJ5Pu7C3b90FzysPDg4iICIvDwmg00tvbS2dnJ9PT02RkZPDkk0+yd+9eaQCIinharZby8nKuXr1qodPo7u5OSEiI5NvPZqhW/T1rtVoSExNJTEyUSWM3b9780vcLfr1QYYiNjWXfvn088cQThIWFyT1rtkOYXwZ1FADMF4Samhp6enqkxrBaDaG9vZ1PPvmEmzdvEh0dzfe+9z1eeeUVyU+PiIjg9OnTXLp0icbGRvk+4XmeD7D+Tjo7O6murpYcSk9PTzw9Pe3eKaCuYgfQ0tLCqVOnOHHihLxgCQkpf39/vL29JZVJzIOamhqMRiOurq4sWrQIT09Pm5UDfhDEGjIYDLLAiYCQ/BJymXOhUjLrxqu1pIfRaJTZ5taZhWps2bKFwMBAioqKKCwspLS0lMbGRgtpn+PHjxMbG8vSpUsthNZnC+qQzODgIGfOnKGgoIDa2lqam5vp7u5meHhY9tHau6qG2pPn6upKTEwMeXl55OTkEBMTQ1JSksXBZMsDVW28VlRU8MYbb/DLX/6Svr4+4uLieOWVV9i0aRMBAQHU1NTw4YcfSk7v2NiY1FwE20nUfF08aAFaG6v2vsEKWGtkfllijtiURXZ0TU0Nra2tMgQrOFr21P/x8XF5gDc3N/O73/2OU6dOSfqACEtGRUVJ4XrxensyXMFyXqnnXHNzMydOnMDb25v4+Hh0Oh1dXV20tbUxNDSEv78/a9asYdu2bdJwBfMhU1NTw6VLlzh58iS1tbXyOV9fX3bv3s3OnTvvC9nPBtScZHd3d5YuXcrSpUs5cuSIhfLMF71fq9VKZ0hAQADPPfccL7/8skV2uj1cqMByLD09PfH29pZSWOpSt2Cmmp06dQoPDw9++MMf8uKLL1qEZEUi2uDgoEVkay4roz1qCKeQON/Dw8MtktLsObqlbpdGo0Gn01lETtPT09m0aRMrV64kMjISg8FAS0sLxcXFnDlzhsLCQj766CO6u7t58skn2bx5s0Vejy3H1No4r6io4PDhwxYOgeDgYFJTU9HpdHI9zvZZP6vGqzjg1FV6RFhI/ZqxsTH5WlHnV4S8Vq1axZUrV/jZz35GZWWlrKMubtoHDx4kIiKCF154geTkZFnDfDa4MeqD32Qy0d7ezqlTpyz0E2eCmnMn9AnVxmtERAQHDhxg9+7dJCcny4QnWxuvamkMuFfW97PPPqO3txdvb2+eeuopnn32WamPGRQUxM2bN3FxcZG6orW1tdTU1FiUhJ1PG6y6QMbDvG6+QM0VfFDb1Re2pqYmTp8+TXl5OS4uLuh0uvtE1O0BamPl9u3bnD59mu7ubjQaDV5eXjLcFRUVxZYtW8jOzpavt2dOHdzbB7q6ujh//jwpKSly7VVXV9PY2CirGj7//PMW4eTx8XHq6ur47LPPOHLkCLdu3ZJ0AW9vb7Zu3corr7zC2rVr5cEzFwaDWFc+Pj6sX7+e2tpaDh8+THNz84yXK7GXWpcrjoyMZMuWLTJqJyS37GE81YoKbm5u+Pn5sXjxYkJDQykuLqaiokJG6cQ4ubq6kp+fz5NPPkloaCgGg4Hh4WFJzxJ6sfZinH8dqMdGSGaJohVpaWkWeS32ujat10h0dDTr1q2jpqaGwsJCabjm5+ezdOlS+brp6WmWL19Oamoqb731FqdOneLIkSMYjUYCAwMJDw9Ho9HYXBZUJIqqjdeDBw9KxSRfX1/i4uLkWM1V1clZM16trfXW1lYGBgZIS0uzMMSEPITYgETN6rGxMemCFoR7EeozGAxyc+3o6OB//a//RXh4OMnJyYB58QsD8FFC3W5PT08yMzNJT0+XxqswUmfis4pbmPWg6nQ61qxZw3PPPSclM9SJDLaEteZpfX09ly9fpqOjA1dXVzZs2MDmzZvl4Qn3vCGinwaDgYqKCqqqqoiOjrbIVJ/Pm+5CwMMcBGIe9vb2UlBQwJEjRxgfHycgIEBmuosLo60l0ETIXxjkZWVlXLhwQRpo09PTcm16eXmRlZVFenq6DJHbG2XAGtbe/r6+PgtVltbWVvr6+khLS+PFF1+U63JoaIienh5KS0s5ePAgR44cobOzU9JhvL29eeKJJ3jhhRdYuXLlnF8w1Znkubm50iNpzcWFezJ96oIpYKY7JCcnWyiA2ONYquXoEhISCAgIAODChQscOHCAnJwcWltb6erqYtGiRaxfv14aBS4uLhaXTZ1Oh5+f333FbOzRwHsYCPk6g8GAp6cn8fHxc5oA9E0h5qW7u7sskb5lyxby8/NJSUm5jzLn5ORESkoKRqORxsZGmpubqa6u5sqVK6xatYrHHnuMgIAAm1PShE0icOfOHRlZ9ff3Jzc39z4bYN4ar2r+myBhHz58mNraWiIjI0lKSiIoKIiUlBQyMjIe6F6+c+cOTU1NHDt2TAqMCzg5OeHp6UlfXx8Gg8GCPDxbGoVqD7JWqyU7O5vnnnsOgBMnTtDV1SUPR1EHPjg4mKamJmpra+VteXJyUobKNm7cyIEDB6RUz8OEcucK1hm6hYWFHD58mL6+PrKzs9m1a5e8SY6NjaHVatHpdDIpAczGa0lJCRkZGaxZs0YatvMxK3a+HgoC1ln3/f39NDU14efnJ8XT4Z6SgpubG66urrLs5rvvvispIGqZHrCPLGf1hlleXs7rr7/Oxx9/zPDwMD4+PgwODjIxMUFoaCgvvfQSTz31FJGRkbMWqXnUEKVshQHT3t7OlStXSEhIICoqitHRUSYmJmhra+PGjRv4+PjQ19dHTU0N1dXVlJSUUFhYKLVFnZ2d8fPzY926dTz//PNs3LjRQuN1Lr8P4ZzQaDSkpqbywgsvEBoaSn9/Px4eHkxOTtLR0UF5eTllZWUyuUvst6mpqaxfv14ag4DdcQat4enpKcPi1dXVNDc3MzQ0JDmQLi4uBAcHyzVrNBqloTo4OIinpyfJyckWfbb1GvyqUF+QTCYTRqORiYkJ3Nzc8PT0tLm02VeB2rj28PBg9erVAPJCJSgiYr8R0ovh4eFkZmZy5coVqqurGRkZobW1VSpRgO0lCNV9U1f5CwwMZMOGDSxbtsyiGM68NV7VnsO2tjaOHTvG+++/z61btwAzP+Lpp5+2CAkMDQ3J26TJZKKzs5NLly7x2Wefcfbs2fvKOgpOqU6nu88dP1dyN97e3mzcuFHyWz744AOmp6cJCgpi2bJl7Nu3j5SUFC5evMh7771HWVmZvBmL1+3du5fHH38csCwdaA9Q36Dq6+u5evWqlPiKiIggLy/Pwivu7OyMl5cXoaGhREdHU11djcFg4Pbt21RVVd2nnjDfYOsN5JvCWt6rr6+PW7duERUVJQ9AcVkRHFCj0ciNGzd4//33OX36NHDPUFCL+ts6GUadLNbV1cW5c+f47LPPpM6pmvcZHh7Oq6++Kr0FIrxsj1AfGn5+fqSkpNDQ0EBDQwONjY188sknTExMsGTJEjo7OzEajVRUVPAv//IvXL9+HU9PT0pLS7l27Zosuenk5ISfnx/x8fEsXbqUHTt2sGrVKovLy1xHfoTsoIDQ81ajsLCQn/3sZ9TX1zMyMmKxHnNzc9m0aZMFV9ceDTl1dMLZ2ZnMzEw+/fRTJicnuXbtGnl5eVIiqqmpicHBQZlwJuZod3c3BQUF9PX1kZqaKkuLis+fL7BOBuzp6aGtrU0WuBFljucLrPdAYbSqI5gzGeNC0Ubt3RRGrj1A7fTo7u62iPbodDoyMjJISUnBxcXloQvdPArMWcKW2rtqMplYvHgxmZmZdHR08Pvf/56zZ8+i0Wjw8/OT3J7W1lZqamoYHByU7xWePcEPWrZsGX//93/P2rVr5SSZbeNPGJ9OTk54eHjIEIGPjw/t7e0kJCSwadMm1qxZg6enJ25ubjQ1NdHY2GihPhAQEEBKSoo0FMbGxixkh2wJdQi1u7ub8+fPU1FRIZ+Piop6YEgnLi6O1atXMzk5SX19PRMTE/T19UmD1dZhkK8C4QmfKaRsnfxkr31S8+3U0Yv+/n6qqqrIzc2VxqvauwNw6dIlPv74Y4uiGklJSezZs8ciVGTLRLyZEgrOnz9vkSioPgS1Wq1FoQx7vkip97Lk5GSeffZZJicnee+99xgaGqKjo4MzZ87IbGURgaqtrcVgMODu7k59fb3FuHt4eLBp0yaefPJJFi1aJPViwfbUCeFdnsl4HhkZoba2lsHBQVksBMxlVR977DHS09OlDJW96mWqVQ/c3d3ZsWMHdXV1vP322xw7doyMjAyeeeYZvvvd73LkyBGGh4dpbm4mISFBfsaZM2d444036O/vt1CSgPlnvKrnW21tLTdu3GBoaIjAwECLMZ7PEElowggUTgQhGdrc3Mz169dlBUC4V1Le1lBX/hodHaWkpMRC3QKQETrx+rnCrBuvQmNR7fFJSUnB2dmZkpISrly5wr/+679aeFbVEBwSIU0lEroEli1bxtq1a4F7OrJzJRUiQqWenp5s2LCB6OhoOjs7CQwMJCcnRwqHe3p64uvre9/GIqprCNhTJr56EhqNRgvxaEH98PPzA+4JngvEx8ezbNkyampqqK+vB+aHRJaA+tATG446EVA8bs3dtsfDEiwTYkJDQ2WyYF9fH9euXSMxMVEaMG5ubvT39zMwMEBlZSUHDx7k1KlT0mun1WpZunQpeXl5uLi4YDQa76MjzDXE5UKsr/Lycq5duyYNcRFaFrJKIyMjdHR0SC+dvR/4gr7j5eXF+vXrMRgMTE5OykhIXV2dReavgPA6g/lCGR8fj1arxd/fn3379vHUU09ZhGyFIowtIcbCZDLJ5NbJyUmqqqp48803uX79OgaDQYZdMzIy+M53vkN+fr6FR9NeodZx1Wg0rFixgvb2dsrKyigqKuLTTz9l0aJF5Obmsm3bNvr6+nB1dWVsbIzu7m7OnTvHG2+8QXl5OXl5eSxdutTCeLWHXImHhfWFv7OzU54XWq3WrvuipvfNtO+rn1fz8MXvahtF5JKIvgcEBBAZGWlRHt5WZ4vw+oM57+H69esWjozAwECbVcyc9dkhkiSEdhtAY2Mj//RP/4SLiwtDQ0NfaLgKCRFhvILZ+yp4XkuWLJGvn8vNV2Thi5uJj48PixcvltWy1Jq2tbW1lJWV3SfWb7147clzJw6R6elpQkJCyM7Olp5WjUZDQECA3FyEt0RAeD+sRfznM4QBoe7TfEN4eDjr1q2jvr6eixcv0tnZyalTp+Qmu3nzZgDOnTvHqVOnKCsro6WlhY6ODgwGA1FRUezevZsdO3ZI76ytk7Tgfp54U1OTjBKIQ0J98RDll+cLrPe01atXExoayuXLl3nnnXc4e/bsF74/OTmZF198kXXr1hEWFoZGo8Hf3/8+3WJ7Uo2YmJiQ3PmysjJ+85vf8Pnnn8uQpYuLCxkZGTz99NM89dRTUmHAllnZXwXq7zk7O5udO3fS39/P1atX+bu/+zt2794tHSKDg4OUlJRQUFDAwYMH6enpIT8/n5deeon169fj7e1t9wL+DwMXF5f7DFZ7mY8zQf2dq50XJpNJykWJc1Gn0804NtXV1Vy+fJnbt28zMjKCTqdj7dq1rFixQkZDbJ0EKzA0NERlZaXUrgWzoa3mXM9lFGtWjFf1IAn9vh/84AdcvnyZkydP0t7eLqtogNkjEhQUJA3dyclJBgcH5e/Cc6LRaFizZg25ubnEx8cTGRlJYmIiY2NjuLu7z/lNzVpCSXiZRVhAq9UyNTVFTU0NZWVlMowniNjWA21PxitgYYhnZWVJjmNvby81NTXU1taSlpaGVquVxkxXVxdnz57l/PnzFhcWawPXnqFup5D70mg0uLu74+LiQnd3t0y6U7/HHvun3lTd3NxYt24dfX19NDU10dfXx9jYGIWFhWi1Wllqs7Cw0ILfLLBkyRKZkW5r+RY1rL979bwLCgpiaGhIeo4jIyPZtm2bhQ6oPXt41BDzzdvbmyVLlkhveXp6OgMDA3h6esqDU8gOarVali1bxubNm0lPT7f4POHZtJcQpTXEvBV7aHt7uxyrqKgotm7dyvbt26Xhak9z8sugvjxFRkby5JNPMjExwa9//WuuX79OSUkJFy9eJD4+nv7+fhoaGujt7UWr1bJ3715Z+lbwYO3ZyHtYiD0W7hmA9ranqtWAHnQBflBFv4GBAcknv3PnjkyAFuofYOZ679+/nxUrVsjPt2V1OPXfnZyclIm8Qq60v7/fZhU0Z9149fX1ZefOnezbt4/6+npefvllzp07ByAr4ExMTMjB+yIjYOPGjfz1X/81eXl5MinLHjZd641DnbkN9zQWv+x99gwfHx8SEhIICgqiu7ubTz75BA8PD7Zv3058fDzj4+O0tLRw8+ZNjh49yunTpyW/19fXl8TERAvtSHsYt4eBSCQxmUyMjo4+kDYA9jmeok2CSB8cHMzKlSu5cOECdXV1jIyM0Nvby+eff86RI0eAe5IvwhsHZpHt9evXS1UMIVlkD4aC9feupuKIyzCYDYY9e/bw1FNPWXgL5osX1vpADA8P59lnn+Xpp5+2eFxdVESstZnGyZ77ba2pDWZj29nZmZiYGNavX8/jjz9ukTQ4X/YUAWEIaTQacnJyGBsbo7+/nxMnTtDW1sbRo0fla93d3Vm5ciUvvPAC27Ztu68kuj3uPV8VgioCM++v9gAh4zk6Oiojrur95kGora3l6tWrsn9FRUVcunSJyspKWZBj5cqVPP3002zZskVerm0tQaieY0JBqbKyUkbL29raaG5uZunSpbi6us7peTDrLgedTic7FB8fz/PPPy8r8wQGBtLT08OFCxcsvJCurq7s2bOHTZs24erqKnVFV65cyZo1a+ziwJwJ6kNDbeRER0cTGxtLV1cXExMTeHt74+zsTEhIyH0affYEtZEp+pGUlER3dzcVFRW89dZbVFRUEBoaislkoq+vj+bmZovENGdnZ1n1Rh0GsdeD07rEaWRkJBkZGVy9etXiApKcnGyXVXweBCcnJ5kckZCQwB//8R8THBzMkSNHKCsre+D70tPTWbFiBStXrmT16tWS32QvpWDh/lK9WVlZpKSkUFVVJS/FUVFR7Nixg3379hETEyPlXOyZq/wgqJNgrbP0vwiCyiPWn72M30xQt621tVUms7i6urJmzRqeeuopli5diru7uzRu7bk/D4J67mVlZfHaa6+xbds2Ojo6uHPnDgaDARcXF/z8/EhLS2PNmjUy10AtOTjf5vBMEKW4wfLssRc6i9g/JyYmOHr0KBcuXCAjI4NNmzbJ8tLOzs7U1tZSUlJCf3+/lMeqra2lsrKSoaEhTCYTBoOBwMBAtm7dSmhoKIGBgaSnp5Obm2txrti63+Kcnp6eJiYmhp07d1JYWCifj4iIwN3dnfHxcZkbMleYdeNVJLqAefPcu3cvCQkJVFdXyww2Ly8vLl687S30YwABAABJREFUiJubGwEBAWRlZfGjH/2I/Pz8GT9TbMD25sETE00t1eXi4kJubi5bt26ls7NTavllZ2ezevVquybbWx/sycnJbNq0if7+fioqKuS/mSCS1TZs2MDLL78spcwMBsMD+T/2AGtDKD4+nq1bt9Le3s6JEydwc3NjyZIlbNu2zSLb3l6zmwXEwT4xMYGnpydr164lLCwMd3d3dDodHR0d0tshoh8xMTFs2rSJ7du3s2jRImm4WldeszWsNVpXrlzJK6+8wqeffkp5eTnh4eF85zvfYf/+/URGRsoEQ3tbbw8LtVfKmls3E4SBa12C1J4h5mt/fz8tLS2SZiaSnNavX4+7u/u8Hkf1BVAk5IkSuV8Ekblu60TJRw1r2oCgtdjLvqpWRhDOm6CgIMrLy2VhDWdnZ65cucK5c+fkXisSW0XOjqiutnPnTrZu3UpiYqJMULPuqz3ssVNTU1KWNDc3l/z8fC5fvkxERAT79+8nOTlZzsO5HKtZn/miMyLkExYWJgcPzF/M2rVr6e7uxtnZWZbOS0tLm/HzRGaxdcKUPcE6VLt48WJMJhONjY288cYbgNkQ3L17N1FRUZKjZm8Hi/XNNzU1laeeegpPT0+OHz9OeXk5HR0dM743ISGBffv2sXfv3vs0eOcT/Pz82LBhAwkJCfzgBz/AycmJgIAAwsLC5qVEjXozTEpK4rvf/S47duyQqgFwLwHK3d2d0NBQWaZQPGdva856g09MTOTFF19k06ZN9PX14e7uLssXiio+9nAofFOIsXhQiV61jqY9XTa+CkQfxeEYERFBbGysNHKELNZ8hrXU28O83t64oF8H1nMyMDCQmJgYamtrGRgYoKWlxUImU5z7tg6hOzs7k5GRwapVqygpKeHNN9+UusMiwiXg5+dHXFyc3D+jo6NZunQpixcvJjU11UKXWMC6sqWtYW2bPPPMM+Tm5uLp6UlsbCwBAQFfWmZ8NjAnq14d2pqenkan01nwRNQiy2qIwgXCSHVzc0Oj0cwbA0i9wWRnZ/Od73wHo9FIV1cXu3fvJiMjAzAbufbcJ7EoRVUxofZQXV1NXV0dPT09csGJymHLly/n6aeflvqEo6Ojdu1xfRCcnZ3vy6icz1B7YF1dXYmLiyMuLu5L3yd4sPOhEpVWqyUqKoqoqKgZn7fntfZVIKIE8914mwmilrq/vz/e3t4ynLx69Wri4+Pl6+bLpfGLoPbAikRQa4+68LJqtVq7c3J8XVgboqGhoWRkZFBZWUlrayuXLl1i2bJlpKSk2EyOSQ1BCdRqtTz22GMEBwdz4cIFioqK6O3tlRFmjUaDr68v4eHhpKWlkZCQIGlKMTExLFq0yEIXdXx8XM4B4VG3tz1W5H0AxMbGEhsba+MWzZHxqsZXGRS1ztlXfa89QL3JODs7s3nzZlasWIHJZLIoRjBXFcG+LqwNzqSkJGJiYiRHSa3hqjZ01X2cj4brQsZX5ck5xs6BuYRaySMkJITg4GBiY2PZvXu3hfG60Ax3YcDM5Fm15zPi68DaeA0PDycjI4Pz58/T2tpKUVERJ0+eJCkpieXLl8+ZfvsXQVQBjYqKIiwsjJUrV2IwGCzOQPWlUlB1hOFrrezh5ORkE6/l18FclX19WNhk5QuiuYA6kUDcQLRa7YK4VcM9jpK1x1ntzZoPUEvRPOxGYjAYZA1nsB/y/VeBqLktDlSxMdk7z/WLIMZDlGCcSZ9PhIvmWz9FBEBcrIRI+ELxWH0boB6rtLQ0/vRP/xQfHx/y8/Px9PS0O971o8J8TCD8ulBTCt3c3KRuu4+Pj3yNUK8JCwsjNTUVwOY8ZzFGIgoskrUeFkajUcptzXWS0zeF0HAfHx+X+6qtEgZtMgOsk2IW2u3ZGur+qatyzDfjfKbyqA+6iYkFbi0jMh835q9irM83zKcknoeFuriJA/MTQoVFhFpfe+01i+fn4z7iwMwQxqiTkxPJyclERkbK5/r7+6mtrZU6zYA0/OwB4gy0LtKj/r/1XJ3vtCV72VvtYwZ8SyA8eNPT02g0GrtZgF8VwnMukufUBrnwiIjsZsch44ADDnwdqAXhrR937CsLB2qniKenJ7m5udy4cYO6ujo0Gg2hoaGyGIP1620FMTdnKqYg5qbgr6rba6/6tfMRX9l6UhRlNtphN1jo/YOF38eF3j9w9HEhYKH3DxZ+Hxd6/8A2fdy0aRObNm0CzJ5ZvV4/q39voY/jQuyf4wrggAMOOOCAAw444MC8gZM9ZY854IADDjjggAMOOODAF8HheXXAAQcccMABBxxwYN7AYbw64IADDjjggAMOODBv4DBeHXDAAQcccMABBxyYN3AYrw444IADDjjggAMOzBvYTGhUUZQG4EEFcjv1en3YHDbnkUNRlFeA33zJy6b0ev38qlRgBUVRdgL/G5ABBALtwA3gn/V6/SVbtu1RQFGUJ4F1QA6QDXgDf9Dr9S/Ysl2PGoqiRAH/N7CNe+P4MfAPer2+z4ZN+8b4towhgKIoa4E/B/KBAKAXKAV+otfrP7dh0x45FEV5Efjd3V+/p9frf2nL9jwqLNQx/DaciYqi/E8gF0gBgoAxoBHzXvrver2+x3atezSwl/3U1ir5A8BPZnh8eI7bMRsoAv7hAc+tBTYCh+esNbOAuwv1r4AezIuzG0gC9gIHFEV5Sa/Xv2G7Fj4S/BfMC3QYaAHSbNucRw9FURKBi0AI8AlQASzHfCnZpijK6nm+6S74MQRQFOW/AP8V8zo8iPkCEgQsAdYD89bwsYaiKNHAv2EeUy8bN+eRYYGPYREL/EwE/negEDgO3AE8gZXA3wN/oijKSr1e32y75j0S2MV+amvjtV+v1/+9jdswK9Dr9UWYF+t9UBRFeCR/PlftedRQFCUM+M9AJ7BYr9ffUT23ATiF2ZM3343X/x3zAq3BfNs8bdvmzAr0mA3XH+r1+n8TDyqK8s+Y+//fgO/bqG2PAgt+DBVFeQqz0XMC2K/X64esnrd9PcdHBEVRnDB78HqADzHvQ/MeC30MF/qZeBc+er3eYP2goij/Dfgb4P8HzPeKAXaxn9raeP3WQVGUTMw3sVbgkI2b800Qi5kzfUVtuALo9frTiqIMAcE2adkjhF6vlwtzIVYpURQlAdgCNAA/tXr6/wL+BHhRUZQf6fX6kTlu3iPBt2AMnYH/CYwCz1kbPQB6vX5izhs2e/ghZi/d+rs/5z2+hWMosYDORGYyXO/iXczGa/IcNmdWYC/7qa2NV62iKC8AMcAIUAIU6PV6k22bNat47e7PX83zflYDRmC5oihBer2+WzyhKMpjmHkwH9uobQ48PMThf0yv10+pn9Dr9UOKolzAbNyuBE7OdeMceCjkA/HA+0DfXR56JmAAri4E7rmAoijpwD8C/6LX6wsURVkQxivfojGcAQvlTPwi7L77s8SmrVhAsLXxGgb83uqxekVR/kiv15+1RYNmE4qiuAMvAFPAvE4u0Ov1vYqi/B/APwO3FUX5GHMYLxHYg5nz89qDP8EBO0Hq3Z9VD3i+GrPxmoLDeLVX5N392YmZb5elflJRlALgSb1e3zXXDXuUUBTFFfN50YTZi7WQ8K0YQ2sspDNRDUVR/jNmLrYv5gSuNZgN13+0ZbsWEmwplfUbYBNmA9YT82L9DyAOOKwoSrbtmjZreBrwAw4vANI2er3+J8B+zJeg7wF/DTwFNAO/taYTOGCX8L37c+ABz4vH/Wa/KQ58TYTc/fl9wB3YjDnykQkcBR4D3rNN0x4p/g5z4tIrer1+zNaNecT4toyhNRbUmajCf8ZMu/pzzIbrEWDLQrt82BI287zq9XrrrMMy4PuKogwDP8KcnffEXLdrlvEnd3/+h01b8YigKMpfAf8d+Ffg34EOzJmH/wP4g6IoOXq9/q9s2EQHvjmc7v6ctmkrHPgiCGkhJ8zeueK7v99SFOUJzF71dYqirJqv4WdFUZZj9rb+03ztw5dgwY/hA7CgzkQBIfWpKEooZkrIPwI3FUXZpdfrC23auAUCeyxS8P/e/fmYTVvxiKEoSgbmSdzC/JY7AUBRlPWYEww+1ev1f6HX6+v0ev3o3YX5BGby/Y/uJgQ5YL8QnlXfBzzvY/U6B+wPQoe3TmX0AHDXQ3n07q/L57RVjwgqukAV8H/auDmzhQU9hjNhoZ2JM0Gv13fq9fqPMFOvArmnS+zAN4Q9Gq8i1Oxp01Y8eiw0Uvquuz/vk8nQ6/WjwFXM82vJXDbKga+Myrs/Ux7wvMiOfRAn1gHbQ4xh/wOeF4aR++w3ZVbghXl+pgMGRVGmxT/MoVmAX9x97Ce2auQ3xEIfw5mw0M7EB0Kv1zcCt4FFiqIE2bo9CwH2aLyuuvuzzqateIRQFEUHvIiZlP4rGzfnUUF79+eD5LDE48Y5aIsDXx/i8rHlrlyPhKIo3sBqzFViLs91wxx4aBQAk0CyoiiaGZ7PvPuzYc5a9GgxjnnfnOnfzbuvOX/39/kaUl/oY2iBBXomfhki7v5c0Ib6XMEmnFdFURYB7Xq9vtfq8VjM3EmY/+L2ajwF+AMHFxAp/Rzwp5irhvyHXq9vFU8oirIds9FjwFy5yQE7hV6vr1UU5RjmsNYPMFctEvgHzBGQ/5ivGq/fBuj1+m5FUd4Bnsec1PRfxHOKojwObMVM+zhimxZ+M9wNm78603OKovw95ujO6/O5POxCH8MZsODOREVR0jAXXuqwetwZc/GJEODifC+3bS+wVcLWU8BfK4pyGqgHhjBLLO0EdJj5L/+Pjdo2GxCk9PlePUSN9zFXgtkMlCuK8hHmhK10zJQCJ+Cv53lZURRF2Qfsu/tr2N2fqxRF+e3d/3fr9fr5XuFHwXzJ+FdFUTYB5cAKYANmusDf2rBt3xjfkjH8C8xj9rd3dZavYi4k8gRmT8/39Hp9v+2a58BD4Ns0hgvxTNwG/P/vyprVYpaODMVchSoB8/n4Pds179HAXvZTW9EGTgMfYRZlfg7zol2HOfTzMrBLr9cviHDzXVHtNSwwUvpdQfsdmEvF3ca8wf4Is5j958BWvV7/L7Zr4SNDDuY5+TJm7weYNyLx2JO2adajg16vr8WsRfhbzIfnjzBfJv8VWDXfLyB8O8bwDuax+zEQzb0qVIeAtXq9fiHKLC0ofFvGcKGeiZidOT/HnJi1H/hL4ADQizmKtUiv19+2XfMeGXKwg/3UaXraoYDjgAMOOOCAAw444MD8gD0mbDnggAMOOOCAAw444MCMcBivDjjggAMOOOCAAw7MGziMVwcccMABBxxwwAEH5g0cxqsDDjjggAMOOOCAA/MGDuPVAQcccMABBxxwwIF5g/+Pvf+OjvM603zRX6GqkHMGkXMiSIAEcxZJMUmiSCVLlCxZtmx3dbvn9DlnTffMnZ45PWv1zOlet+c6CR6nti3ZokQlUhSzGEGRACOInHPOQAGoXLh/lPbWVyApURIBFCA8a2lBRAXs/e293/3G531gntfPWvHNaRQUFKju99p8nx/M/znOh/nB/J/jwj6d3/OD+T/H+TA/mP9zXNin83d+C57XBSxgAQtYwAIWsIAFzBl85Q5bBQUF0zGOaYVOp3vg9873+cH8n+N0z29ycpKp/Mgqlcrp59eBK81xOrCwT50x3+cH83+Oc3F+MP/nuLBPnTEf5zdb7WG/NbDZbBiNRlQqFZ6enri5LTi75xpsNhtqtVr+W6VSfaGSajabUalUaLXamRjetMBisWC1WuU8lPNfwAIWsICvC6vV6iRfPDw85rSs/CJMTk5iNjuahbq7u38j58ZcxeTkJDabjcnJSXl3Wq1WrFYrbm5uaLVaNJqvroouKK/TDLVajY+Pj/y3WMD5CqVXUumdVKlUc0pxF/Nwc3NDrVYzOTkpD5zJZMJoNDrN083NDQ8PD/z8/HB3d5/l0X99iP2p1WqdLhTl81iA6+N+0YG5KHuU5+yLOkIq5zcX5/ltgUaj+VrKylyDkKUeHh6zPZQZxdT7383N7a71VqvV3/i5zP8dNIu4l6Jqs9nm9cEVSp7dbsdut8sNrFarcXd3nzPKj91ux2KxoNFosNvtdHZ20t7eTldXF7du3eL27dsYDAY0Gg02mw0vLy/y8/PZv38/eXl58nvmmrFyv/EKy3murN+3HcLbYbfbAYcyp9Fo5tReFBBKqzAe4XPlVHlBCkNzIUowNzHXZOWXwWq13uVRnm9zvBfEebXZbADT5syZv1qUC0ClUjEwMEBVVRUAS5cuxc/PD7g7FD2XMTk5id1ulxfIXPc8CgNDrVYzMDDAp59+Snl5Oe3t7TQ0NFBUVMTo6Ohdn71z5w5msxm73U58fDweHh54e3vPqXV2c3PDbrfT1dVFZ2cnarWa2NhYwsLCgM+Veq1WO2cUWbvd7qTIKRWd+QKl0ahWq9FoNPdcH2FUimfgirDZbDKkrDR4v4q3RrnWC3ANCNkxNDRER0cH/f39uLu7k5CQQFxcHGq1Wio8ItqlDDXPFYi7XavVYjabaWhoQKVSERcXh7e392wPb9qhPK8ARqORgYEBrFYrnp6eqFQq+vv76e/vx9fXl5iYGIKDg7+yU29BeX3IUFpWBoOBEydO8M///M/4+/vzu9/9jpycHPmar6/vbA71oUEIl7kkYL4IwuMKcPXqVX72s59RXl6O2WzGaDRiNBrv+bmuri4OHTpEZ2cnGzZsYM2aNaSnp8tD7KpW99RxNTQ0cPjwYU6fPo2XlxdPPvkkTz31FAEBAbi5uc05D6xyf4r/5tL4HwTKOX3RHnuQ98w2hGL9TcboyvP7NkF4xsX+7Ovr49ixYxw8eJCysjKysrL40Y9+RFxcnPyMMMDm6p1iNpvx8vICoKWlhZ/+9Kf4+Pjwk5/8hMTERCcFfb7DaDRy7do1rl+/zvj4OJGRkajVaq5cucKVK1eIiorihRdeYM+ePURFRQEP7tibVeVV6Q0RVtbU/8Cx8YU3wZUXXHh4RKigtLSUP//5z1RXVxMQEIDFYnF671yGsKIBPDw8cHNzw2az0djYSENDA729vYyOjqLX67HZbKSkpLB27VpiY2OdBJLNZsNisTA5Ofm1E7cfFqxWq9x35eXlXLhwgY8++ogLFy7I9QoMDCQlJQW1Wo1er2doaIihoSHAcek2NzczOjrK+Pg4QUFBLFq0iJCQEMB1lVeREjA5OUl1dTWHDh3iyJEj1NXV4ePjg9FoZHBwkB07dpCTk4Onp+dsD/krQYTMp0KEoedyQZpYOyEbxTza2tpoaWlheHgYk8mEr68vqampJCQkSAVWKV9dAcLbKrxWABMTE3R3dzM6OkpTUxNNTU3Y7XZp+BsMBmw2G/7+/kRGRhIREUFCQgIRERHA3MvVVub0KlM/1Go1bm5u0ruuVOzulQesNGZEZAyY8YiDKFgSMqO1tZX333+fixcvAhAcHExsbKwc6/3WSaSgzYVzqhzj1atX+eijj0hMTOS73/0ucO/1mg+wWCxMTEwwOjpKf38/DQ0NlJaWUlpaSmtrK1arlcDAQDQaDS0tLTQ2NlJdXY1arSY7O1sqr1ar1TWVV+UFPh/zk5TKa1dXFzU1NQCkpaU5hQzm+rxFgRI41nRsbIyKigrOnTvH5cuXqaqqYnBwUIbXV65cib+/P4sWLZJ5omL9Z/tZiD0pFJzu7m7efvtt/u3f/g2j0SgVg8jISLZv305iYiJ6vZ6Ojg4aGhqorq5meHhYXhBDQ0Pcvn2b9PR0Vq5cKZVXm83mUpeouATFvGtqavjwww958803aW1tBRxjPnPmDJWVlbS2tvLyyy+zdOlS6YGd7bV7EAhDSxhbohhtPhSOiOcvDC+bzUZdXR2nT5+muLiYrq4ujEYjYWFhrF+/nm3btpGTk4OXlxcqlcqlLlIhF4RsGB4e5urVq1RXV9PV1cWFCxe4fv36PT8bGhpKeno66enpbNiwgY0bNxIfHz8n9qcSSkPiXhGCuZaSpZQv/f39XLp0iRs3bgCwd+9e/st/+S/k5+cDDo+lu7v7PdfMleTm/SDuEbFG7e3tlJeXMzg4yKJFi+RdKGTnfIDSKNJqtbS1tXHlyhUqKyulx1XkqWs0Gvn/Xl5eaLVaLBYLFRUVDAwMyO8Unukvw4xJbpHHJPKtvglthKt6sKYiMjKSxMREmpub59WGFTmPAs3NzZw+fZqzZ89SXl5OZ2cnIyMjTp/p7e2lv78fo9GIr6+vvGynKg9ms3nGFVplEZ3VaqWwsJDTp0/L9ICUlBTWrFnDqlWrWLFiBaGhoYyPj8u80Pr6ei5dusTVq1clC0FzczPFxcU8//zzTn/HlShhbDab0+Xy6aefcvjwYdrb2+V7hLDp6OjgyJEjNDc388gjj7Bp0yZSU1NdMvVFKR8sFgv19fV88sknXL16FXd3d3Jzc1mzZg3Lli2T62E2m+9ZFeuKEHmrYqzCY15UVERpaSm1tbU0NjbS3d0tiwo9PDyorKykpKSEffv2sWXLFiIjI50U2NmSqcowoclkoqioiGvXrlFTU0NXVxcjIyOMjIzQ0NBw3+/o7+9Hr9dTV1dHTU0NDQ0NsnhSpVLJve6qSpCrj+/rQNwTGo2GwcFB/vznP/OHP/yBoaEhNm3axEsvvcTixYuZnJykq6sLg8GAt7e3k7dcyMygoCCpFLrq/T91XAaDAYvFglqtZnx8nNbWVvR6vax7cdV5fBGEF184LoxGo1MkpLKykoMHD1JXV8fIyIi8PwCn/zcYDFL2xsfHy2cCD26ozJikvpdCMjo6KhUEEV4QCq7wlIhwsq+vL4GBgfj5+bnsgisVAYvFwvj4uFygqQs5FxVZYXiIRPSOjg4aGxu5fv06x48fp6ioyCk1wsPDA5PJBDgsra6uLrq6ukhNTZVeW71ez8DAAGazmaioKLmJxd+aCahUKux2O2azmU8//ZRDhw5RVlaGj48P0dHRLF++nP3797N161aZywSQmZmJ2WxmeHiY2NhYRkZGqKqqwmAwAFBVVcWnn35KbGwsQUFBTp5qV9jDovrcYrFw/fp1zp8/T1VVFXa7nYiICKKiolCpVOj1enp7e2ltbaW1tZW2tja8vLxYtGiRFFquWoBos9kYGBjg2rVrHDx4EIBjx47xyCOPsHv3bjZs2EB8fPyc8mgpi636+vooLS3l5MmTfPzxx1RXV8v3iXQekac9MjJCS0sLzc3N2Gw2XnzxReBzxWm21k/IQqvVyrVr13jjjTc4cuQIw8PDTu9TqVSEhYXh7e2Nr68vHh4ejI6O0t3djdFoxGKx0NvbS29vL2azmfT0dMn84aryVsgC8eyF10ko3Hq9HovFgo+PD15eXoyPjzMwMMDg4CADAwOoVCpiY2MJDw/HZrNJ49/d3V3ePVarVRaSuru7z5jBqTTWy8rKeOedd6itrcXLy4uwsDCam5t58803GRoaYnR0VDoRxDMRHOkeHh5kZmayYsUKkpOTXV6JVUKsw8DAADU1NfT19d11x7n6HITCKowrpZwQ0eTJyUlu3rzJ2bNnKSkpYXh4WMop4Z11d3fH09MTb29vwsPDiYiIIDIykpUrV5KQkCC/80EdCLPmZmhububatWs0NTUBDmWvu7ubwcFBWZ3W29uLzWYjJCSEvLw8nnjiCTZu3CitM3CdfC34XHm1WCxUVVVx9uxZrl69CoCnp6eTO3wuWthKhfL27dv8+te/5urVq4yNjUkhq4RQXAHGx8dpb2+np6eH1NRUwGF9XbhwgYMHDzIwMIBOp2Pv3r2AI9F7ups6iAOpVqsZHR3l1KlT/OEPf+D8+fNYrVZSUlLIy8tjzZo1ZGdnOymuAu7u7oSHh7Nhwwaam5sxm82Ul5cDMDw8zLvvvktAQADPPfccarX6Lq/ZbMBut2O1WuUlcPnyZX71q19x7do1uWZ5eXnodDrCw8MpLCzk0KFDMmTb3d1NWVkZGzdulLmFrqS8KmWCRqMhKiqKNWvW0NnZyY0bN+jv7+fQoUMUFxfzyCOPcODAAbZs2eIUHXEluSIw9bLu7u7m2LFjvP322xQVFTE2NgZAeHg4CQkJ+Pr6Mjo6SkVFBQaDQXpZr1+/TlFREU899RReXl4zaigqIf6uRqNBr9dz5coV3n77bU6ePHmX4goQERFBXl4eGRkZLFmyhNDQUE6dOsXvf/97Wck8OTmJyWSS+ejj4+P4+Pi47Hoqoz56vZ729nZMJhMajYahoSFu3rxJT08POTk5xMXFUVJSwvXr1+nr66Ovrw+bzUZWVpYsBBobG0Or1UrFwM3NjcHBQbq6ujCbzaSlpfHII4/MyPyEsd7T08PVq1epr68HHI6sa9euUVRUhNVqxWg0YjKZ5P4WETnxmlarZdWqVZhMJiIjI6XcckXaSeUc9Ho94+PjqFQqDAYDHR0dTvt6ts7d14HdbpeGyOTkJMPDw1itVslCU1JSwr/+679y9uxZTCaTk+MKHLUi4eHhJCYmsnTpUpYvX05qaiohISH4+vo6eV5dQnkVC2m322lra6Onpwer1UpPTw+3bt3i5s2b9PX1oVarsVgs9Pf3Mzg4yMTEhFNBU11dHVVVVbLoIDk5eTqH/bWgvFjsdjujo6O0tbWh1+sBh/Xb3t7O0qVL51z3JWWuoMlk4tNPP+XPf/4zhw8flsVKAqGhoXh5eeHv709UVBQGg4Gqqirp3fH29sZkMtHQ0MClS5e4cOECR44cwWg0kpiYSH5+PtHR0TPWjUQUQwwMDHD+/HlOnTqF3W5n48aNbN26ldzcXBITEwkODgaciwxtNhseHh6oVCrCw8NJTU2V7xPo7Oyks7NTKkVK7ltXQXl5OcePH2d8fByAVatW8dRTT/HYY4/JuXl4eBAdHc2tW7fo7e3l5s2bVFZWkpmZCbimsgcOQRgXF8eePXtIT0+nqqqK6upqysvLuXPnDgcPHqStrY2Ojg62bdvGokWLANe9WGw2GwaDgba2Ni5evMgbb7whDeTc3Fy2bdtGamoqAQEBaDQahoeH+fTTT7lw4QItLS1MTk4SHR1NXFycNKZny/ujLOQZHx/n+PHjHDlyhKGhIYKCgoiPjycmJgZ3d3c8PDyIiYkhLy+P9PR0QkJCaGtrw2g0OuXUCRklPLAmkwkfHx+XLNqamg8q6gX0ej0ajYaBgQFu3bpFT08PycnJhISEUFVVRV9fH/B5DuHt27fv+u7Q0FBiY2PRarV0d3fT2tqKj48Pu3fvJjs7e1rnZbVaZVTHYDBw+fJlLl26JBW3sbExaWiBo2grMjJSzmdychJPT08ZOfD39ycnJ4eoqCgnxcbVZI5SB5icnGR0dJTBwUGsVqv0Ik918LgqlAXzItoKjrUrLi6muLgYk8nEunXryMnJ4erVq5w6dUrm9Wo0GoKDg4mPj5dUaIsWLSI+Pp60tDQyMjLu6Qz6KphW5VUori0tLZw8eZJLly7R399PT08PTU1N0koU74PPq2fh88pIi8XCyMgI165dIy8vj8DAQFkE4yqXjLC2Jicn8fDwYNGiRU45ZXq9nlu3bpGUlERmZqbcDK4y/i+DEBp1dXX8+te/5tChQ4DDoyxSPyIjI8nPzyclJYX4+HiWLl3K+Pg4Z86cobe3l8zMTNzd3bl58yZvv/02H3/8sSwoAYeid+fOHQICAmRoa7qfjxA24+PjDA0NYbfb8fT0ZM2aNbz44oskJSVJFgm4O/1FSYs2MjLiZG2CI11CWZ3vCkUyIufcarVSXl5OTU2NVFyTkpL4wQ9+wL59+2RKQWJiIj/4wQ+IjY2lr6+P1tZW7ty5w9mzZ+U6K61yV7tUtFotcXFxxMXFsWXLFoxGI5WVlRw6dIjf//73fPLJJ3R0dBAQECA9/0rP9GxDWV2uVqtpbGzkww8/5PDhw9y5cwcvLy/WrVvHU089xZ49e4iNjZWfsdvtrFq1irCwMA4ePIharebFF19k79698ozNlsdcea5FgcfQ0BARERHk5uayevVqNm/eTHR0NHa7HS8vL8lWMjg4KPNbRWpZfHw8YWFhVFRU0NfXR3V1NT09PQQHB7ucjFVGKvr7+/n444954403KCwslAwYSkO5srJSyg1PT09SUlJITU3FZrNx8+ZNOjo6gM95mgWPphJ+fn4EBgZO+74Wc1OpVJIq6ebNm05pc5GRkZL9IjU1lbi4ONzd3TGbzdhsNnx9fQkKCpL/hYaG4u/v7yRbXCXScz+IMLlYk/txL7siptKUmc1mBgYGuH79OocOHeKjjz5ibGyMHTt2sG/fPoxGI9nZ2bJAKzQ0lC1btrB7926WLl0q10+kGTyMO2JalFflwezq6uLs2bMcO3ZMhjuUl/e9LBFPT09JXyMOr8ViobKykjNnzpCRkSGVV1e6ZCYnJ7FYLHh4eJCUlERERITMDx0ZGaGwsFAqr+D6XYvEsxeKSV9fH6dPn+batWvyPVqtlqioKNLS0li5ciWrV68mLi6OgIAAAgMDsdlsJCQkMDAwgMVi4caNG1y5coWLFy/KlBGAoKAgsrOz72JlmO5nI/ait7e33FNmsxmVSiWpOwRFzVQoD2Bvby91dXV0d3fL35lMJkZHR50U2tlWXJXFdhUVFbzxxhscO3YMjUZDYmIiBw4c4NFHHyUkJETm3AUHB+Pl5UV6errMgzUYDJw6dYqwsDBiYmKIjIyU3+9K51F4ckR4Wnj/8/Pz8fb2ZmxsjF/96ldUVVVRX18vZddsr5MSwngSYdjGxkaOHDlCSUkJ0dHRfPe732XXrl2kpKQ47VlwXPCLFy/mxRdfJCEhAZPJxPLly514NQULxkwZHSIKI/bJ6dOn+f3vf09VVRWenp5kZGTwxBNPsH37dlJSUu45Lj8/P7kfrVYrHh4erF27ls2bN3Pt2jX+8pe/UF5ezuXLlwkLCyM0NFT+bVdSeux2O0VFRbzxxhucP38e+DwVKTIykqioKKKjo2VEy93dHX9/f/m63W6nubmZjo4O6aU0mUzU1tZSXV0tI1rZ2dnExcURFRXltPbTAeXZGR4eprKykt7eXkJDQ9m1a5fcf4GBgQQHBxMWFoafn5+T51Wr1d7XM+eqDh/lGXJzcyMpKUl6GHt7e2WUby7BbrfT2NjI1atXuX79OlVVVdTV1cmIcm1tLSaTiS1btpCWlsa1a9fo6ekhOjqadevWkZeXd1c0Ej4v4BeFX1+n+9+0KK9Knq6Ojg7OnDnD2bNnMRqNuLm5yTCOzWaTHVREX/jQ0FCCgoKktWKz2ejs7KS2tha9Xs/Y2JjLFj4pW6KBI8/Dx8cHs9nM+Pg4FRUVNDQ0yAteyb/nqhDPd3x8nI8//pjDhw9Li97Hx4fU1FTWrVvHhg0bWLlyJfHx8U6fValUBAYG0tbWxsmTJzl69Cg3btygp6dHfoe/vz/r1q1j9+7dpKSkAA7Fbya7OIWGhrJixQoeffRRhoaGCAgIwGQyyZzAL8Lk5CRtbW2Ul5fT09MjvaseHh5EREQQEhIiD+ZseyWV56WxsZHjx4/T3NyMl5cXTz/9NM8//zyxsbGAQ/Hx9/eX7/f19WXVqlV0dHRw9epVGhsbKSsrkwVq8OA0J9OF+4W7BEQIT6VSkZGRwYsvvkhdXR3Xrl2TBWmJiYkuVVynvBS7urq4efOm7Nq3du1aXn31VXlujEajU0ELONYxJyeHxYsXYzAY5DNQVoPPJMT9IIrJjh8/LiM5YWFh+Pv7k5WVJXPjJyYmcHd3l1RaRqMRHx8f1q5dS01NDadPn2Z4eBhPT0+2b99Oamoqt27d4vr161y9epU1a9ZI5fVBOSSnG0KRMZlMtLa2cvPmTcDhuNm5cyerVq0iMTGRsLAw4uLi5PreC2vXrr3rdyK1Z2JigqysLOkwmQkoZXZ7e7tkL1m+fDk/+clPWLFixQN9j0ixmspR64qKK3wu20W9RmRkJDk5Ofj4+MjXXXXsAkomAavVSmVlJceOHeOjjz7i9u3b0hHj5uaGt7c3S5YsITc3l7y8PPLy8li+fDkjIyMEBwcTHh4OOPMMK4u+vuk5nHapJbw3IjScmZlJTEwMZrMZjUZDbGwsiYmJREZG4uPjQ0hICGFhYUxOTuLu7o7FYuHQoUO8/vrr+Pv7s3LlSmJiYuT3u4IgEphasRsdHU1ubi43b95kdHRU/jc+Pi5zOmf7YrwflB6Kzs5Ojh8/zrvvviuLeqKjo9m6dSu7du0iPz+f8PBwJ0UHPj/Mra2tvPvuu7z//vvU1NQwNjYmw/MbN25k165drF271ikXayZyXpUFOr6+vmzdupWkpCTGxsZYtGiRU7j/i7gHjUYj7e3t1NXVOXXfCg0N5fnnn2f37t3y87Pt1RPKnMFgoLu7W+bPRUdHs3jxYhISEmS6gFBshBEZHR3N/v37GR0dpbKykpGRkbuUn9k2JkX0A7hnK1GNRsP4+Dh2u52goCBWrFjBmjVrqK+vp62tjaamJmJiYpzSemZTxoj8QXB063nnnXc4duwYJpOJqKgolixZQnR0tHy/uHzuR1wvohpCUU9JSZFec+Xfmk4oz/Xw8LA0ZMFxpiwWy10OCnH5TTUk8/Pz2bFjB++88w6XLl2ipqYGHx8fPDw8MBqNDA0NORlXs70/BcQ8BDOAkCVBQUFs2bKFffv2ERIS4kRD9FUQHh7O5s2bsVqtTsUw0wlh6IlUwImJCRoaGqRhkZWVJXPK4cE8/mK97renXRFKAz4kJETKoanOGFe9+4Wzrba2lg8//JCPPvqIxsZGpzPp7e3NypUr2bNnj9O9HRUVJaM/AkqZpPRMf1NMi6RSCvvIyEh27dolc20WL15MZGSk9KwlJCSQlJREWFjYPS8bQTdlsVgICgoiOTmZwMDAe/6t2cbUQqz4+Hg2bNhAb28vFRUVjI+PYzAYGBsbIygoSH7GFSH46QDq6+t5//33+fTTT6XllZKSwgsvvMCOHTvkZ0QVuxBIo6Oj3Llzh2PHjt1F45OQkMCaNWt4/PHH2b59u/SMzDTfpvIwxcTEOBlGAvc7aKLgxMvLCw8PD6ciBHAoxGvXrpUW6MTEBN7e3rOy5kpaloGBAS5cuMCZM2dkftKGDRtISEiQ+3eqkBXVpklJSeTm5hIVFcXIyIhMIRCYbc+CsnmG1WplYGBAGkve3t5EREQQEBAg36/VaqXC6+npiY+Pz6zPQQllRXVZWRkHDx6kpKQEHx8ftm/fzqpVq5yKAUXzASUsFovMuRNsGEePHqW7u5udO3eyZ8+ee8re6YLIhwQYHBx0Gq+Hhwfh4eFOqSdeXl5yTUSDCXAoNCkpKbzyyit0dHRQXV3Nb3/7W0JCQmhtbXUyQFwN4nmPjo5KA9Ld3Z09e/awfv16Gf0QhqOyyYbwPopnIuglp36/CLvb7XYMBoN0CE1nsbBSQenv76e9vV3KB0HVFhoaioeHh1PbbDE34ZUTHjpXOotfByqVCrPZDDjS7pQK4Eyn63wZhMPCy8uLO3fu8Kc//YkjR45I49LT0xO1Wk1ERARr1qzhkUceYc2aNZJZQBi/Hh4eTh7c6dLRpkVDUCoecXFxvPLKKzz//PMyz0l4c4Syd798B6PRyHvvvcfRo0cxGo14e3szPj6O0WiUB9MVwnoCUz2pixYtIicnh0uXLsnfiVwP8X5XtCanpjOMjY3R3NwsDYmYmBg2bNjgFP5R0t6IHtYfffQRf/nLX7h9+7YsCAJHvtrTTz/Nq6++SkJCgtPFKaz2uQDlOO/nRVcKK1eYl8ViobS0lD/96U8cPXoUgMcee4wnnniCzMzMe1rGU89YeHg46enpNDc3S+7etLS0uz43mxgZGaGkpIQbN27Q1NSEyWQiIiKCZcuWkZ2dTXR0NL6+vvT29tLc3IxGo2HZsmXk5eXJkJkrtKMWsrSnp4fS0lLZsS86Oprt27ezdu1avL2972ocooSS5qaoqIj/9b/+Fx9//DGBgYGSwSUrK8up6cF071Xx/YLLWyA6OpoNGzY4hcmFnFSOSdQLeHl5sW3bNoaHh/nTn/7E6dOnJW2fl5fXXalcs30GlREtUWwl0h4ee+wxfvKTn7BkyRIpT0V0aKrSOZUObuo9ojyHbm5uMoo0k8qSYA3w8fGhp6eH06dPEx8fT0REhBNjkDKc7krK3MOA8KyDo8ags7OTZcuWAa5nVInxTE5OcuvWLd577z0GBwdxd3fH3d1dOt127NjBj370IzIyMpzuC6WiOhP3wLRTZanVavz8/L40dCHcyuJh+fv7Y7FYOHfuHCUlJQCS4015UF1xowvBExgYSHR0tMx5ASQFCLhOCOtBIDa2yDVbtWqVFIiCrkZ4ffr6+rh06RLvvfeeLELw8vIiKCiI4OBgNm3axFNPPSXzsKxWq7x8Z1r5Ef3thYdD2XVKKC9TLwJBBC7W8eLFi5w9e1Za2AK+vr6zzu0rLn0lqX11dbVUgsCRZ7hs2TKCgoLu6psOzpQ+4v1paWlcvHhR0kwpL9uZhlg7q9VKX18fxcXFXLx4kbKyMlpbWxkYGJDh14iICNLS0mRxoGi+EBcXR3Z2trxoZiqEfj8olefR0VFOnz7NJ598Ivlaly5dSmZmplM+nRJ2u52JiQm0Wq3cpxcuXOC3v/0tZ86cARwh+7GxMQwGw4wWMilD5iEhIU5e1qioKPLy8li0aNE996KAcqwajYZNmzbR1tbGnTt3pKHs6ekpG9+4CgSDgFqtprKykiNHjnDhwgUAcnJyWLJkCeDI+ReKz9dNL5sJ75cSYoxiL0VHR5Ofn096ejqNjY20t7fz5ptv0tvbK6m/UlJSyM7OdoqGCIPGVQo/vyqUz9rPz4/MzEyqq6tpb2/n2rVr5OfnExkZ6TKOGrFewmN66dIlTp8+zeDgIIA05gFJgRkcHHxf417cp9PNrjDtVFnwuWJ6L4teWciiUqnw9fWVSpEypALItAF/f3+XJhNXJph7e3s7XYJzsU2sUoETVfixsbHS+y3Wa3Jykvb2di5cuMDRo0e5c+eO/I7JyUkWLVrEvn372L9/v/TUAbPaY/7r/G0lQ0RfXx/vvPMOH374IePj45I6zNfXl8zMzHtWWs4kpp4T0fxDKXQCAwNlGotI+/iiZxIUFERERATu7u7o9XoGBwcxGAxOIfeZjIiIPMmuri4uXLjAG2+8waVLl9BoNERERBAdHY1arWZiYoK6ujpKS0v5+OOPiYmJwdfXFzc3N9asWUNiYuKMjPdBMJW8/saNG7KoZ+XKlWzcuFGGluFuQ1ikTwhvXWNjI7/5zW/48MMPZYjW3d2d4OBgoqKipFNgJvLwlcprRETEXUWeSg/jlxHRWywW2Yhi48aNnD9/nq6uLsAROlfmk4rvnw2IZysUsoGBAYqLi6Vxn5CQQGJiImazWUYnv+k6zFYURITDNRoNK1asYNeuXXR3d1NVVUVjYyOvv/66HN+OHTt4+umnWbt2LbGxsXh7e88pDvR7QfncAwICWLJkCZcvX6avr48bN25w+/ZtNm7cKA3P2WZPUOb1CwaawsJCqXyKluciRa6uro53331X8ramp6cTHBwsz/VM3eXT/ldE202REyG8QEpBKTw23t7eUhGqqanhww8/pK2tTX6XWq0mKSkJjUYjvQquuNGnCh2lojA4OMjo6CjR0dEuqXgLKMemzCM0GAw0NDTQ1dXF0qVLnT4zOTlJYWEhf/nLX7hz547MaxZe1TVr1rBr1y6ys7NlURAw42so2g9/3bCwMs2htLSUqqoq6e0xm814eHiQm5vLunXrZC4vzF5+tlKRnJiYoK+vT3Z+yc3NZenSpV85rKhWq9FqtYyNjdHf38/w8PCs5ouOjY1RVlbG5cuXGRkZYe3ataxcuZKlS5dKCrSJiQnq6+u5ePEiZ86cob6+Hk9PT5KTk2XesitCrIfw7IeFhZGQkCC9VUoeYvg8hCfOlchfE4wvwsAym80EBwdLJVjs3emG0hjWarWsWLGCjRs3cunSJZqamqioqCA1NRUvLy+sVqsscBXcp8J4dHNzw2Aw4OHhgYeHBxkZGZLIXqvVEhAQ4ES7N5tQKuwAQ0NDlJWV0dHRga+vLzt37iQ7O1s26Jm6nq6SjvMgUCrePj4+PPnkkyQmJlJWVkZxcTGffPKJLJo8ceIEDQ0NpKWlsWzZMrZv38769evld31ROsxcgFqtxtfXF19fXyl3RXcqgdk2qMTz7e/v5/Lly1y9epXBwUECAgJwd3dndHRUdj0bGhqisLCQW7du4evrK4vslyxZwtq1ayV9ndivZrNZMu88bEy78irybZSV2/eD2Kg9PT188MEH/OY3v6G1tRU3NzcyMzPZsmWL9BDNpQ2t3Jx6vd5JMLmqF1Y5LoPBIDtnqNVqysvLOXLkCEFBQeTk5ODt7Y3dbufy5cu8//77XL58+a4c1+3bt/PYY4+Rnp4uBdtsrKG4+JStC/v6+jCZTDLUIYoJhODx9/eXbX/FuAX/nWg3KuYiCivi4+PJzs52YmCYrbQBpae4p6eH8vJyWltbiYyMZMeOHSxfvlyO/0EUbLPZLJV/k8lEY2MjbW1tLFq0SOYnTneVvjKsPzg4yJkzZ/j000+ZnJxk7969rFq1itWrV0t5ITA5OUliYiLNzc3U1tZiNBrp6OigqKhIduJKSEiQrUZdgYdZSU5vNBrp7OykoqKCjIwMUlJSnHIaxftFa9SamhreeOMNDh8+zOjoKF5eXnIfi8YNU//OdENZsGW328nOzmbz5s1UVVXR0tLCtWvXyMjIYOnSpTLfTvlZJYTnHByFpV1dXTIVqL6+nuDgYCdZNFtrqaxvGB4epqioiOvXr2Mymdi6dSsvv/wyq1evnpWxPWwoC8nUajWxsbHExsaybt06li9fztKlS2VjhYGBAWpra6mtreXixYt0dnZis9lYsWKFU6HeXMK9osvid1+X03QmYDQaGR8fl+dlZGTE6XWz2XxXUbLAxYsXqampYcmSJSQkJJCZmUlqaqqT0vqwo3Eu1Ri4qamJjo4OWlpaKCoqorm5GXDkAv3N3/wNjz/+uHyvsMJdEcpFUuZGgsMqncrD6OpQXo52u53u7m4OHjxIQ0MD3//+99m0aROlpaX84Q9/4Pz580xMTMjP+vv78/3vf5+XXnpJelNg9grtlErV8PAw7777LsePH5c9xX18fIiOjsbLywtvb2+ys7PJzc3Fy8tLzkt4hBoaGrhz546sIhUKoGh4EBgYeM9uXLOF4eFhysvLuXHjBuAoKMzNzZWetwddE+FFcnd3x2g0UldXR1tbGytWrJBUYNO9t5Xff+XKFV5//XXMZjPf+9732LVrF5GRkfdlL1F2QvP09MRms3H58mXq6+tpaGjgBz/4AYsXL3YZeh673Y7dbsfHx4exsTFu376NwWDAbrfz2GOPSYYMYXh1d3dz4cIFWS9QXV0t5ysqvxMSEnjuuedkjqX4/ExAqbi6ubkREhJCXFwcwcHB1NbWUlxcTFhYGFar9Us5QScnJ2lpaaG4uJgTJ07c1Sr11q1blJWV8cgjj6DVamclj1IZFu7r6+PUqVO8/fbbshuRaJk53zB1PwUFBbF+/Xry8vIwm8309vZy/fp1Tp48ycWLFxkcHOTdd9+lpqaGp556iqeeekrubVdrLvGgUPKagmvd+cqiSVGInZ+fT2pqqlPE+0HQ29vLRx99xJkzZwgMDGTZsmW88MILPPbYY8DnDWMepsNqRnheBwcHaWlpob29XYZF3Nzc5IZ0d3dncHBQJjX39/c7dV8S+WyFhYUEBgYSGhrKokWLnLxarsQ6oERoaCjJycnSa9Lf309DQwNxcXHSu+NqUOZmAWRkZPDUU0/xxz/+URJOA5Jq6c6dO1RXV3P+/HmGh4fx8PDA39+fyMhItmzZwiuvvCIvydnKVRaKiMlkkqFzUVR28eJFp/eKC1Cj0ZCdnU1paSlarRa9Xi+fjd1uZ2BggNbWVsbGxpicnMRsNhMWFsaWLVtYv3494eHhdxU+zfSchdDU6/VcuXKFoqIiaVknJyeTkZEhw89fll8oIM6s+G6TyeTUKW8697SSpWRycpLS0lLefvttLl++zMqVK50aZZjNZqnkeXh4MDIywpUrV/jwww9paWkhPj6eXbt2oVarOXXqFPX19fzud7/DbDbzwx/+kNzcXPk9M93aUbkOAQEBbNiwgaamJo4dOwZAVVUVx44do6+vj6ioKEwmkzQy9Xo9RUVFnD59Grvdjru7O6mpqQwNDckGIykpKaxYsUJyvMLMp7WIeyAgIICkpCQWLVpETU0NV69elR7myspKGYr08PCQkQ1fX188PDwkF+WJEyeoqKjAYrGwZMkScnJyMBgMtLe3c+rUKWw2G3v27HGK/MyUsi5yQMHB1Xvu3DmKi4tl9KC9vZ333nuPwMBAent7JVOCl5cXcXFxpKamym6NcwHKwlfRbEjIIm9vb5nKER0dTUJCArm5uWzfvp3Dhw9z+vRpCgsLsVgsxMbGSkaMuaS4KuWf2WxmcHBQejFVKpVT219XQ25uLi+88AJxcXGMjo5KmjXhlbVYLJhMJvR6vdyrIq9c8Nj39PTQ0dHB+Pg4fX19PPLII8THx0uZDS7cHlYJs9lMY2MjBw8e5KOPPpLJ9OCscArlQngZxCU1OTlJdXU1//zP/8yiRYvIyspi6dKlLF26lIyMDBISEggMDHRJxRUcymteXh6rVq2SLVGvX79OWloaycnJcjO7GkWI6GYjuBR//OMf09LSwptvvgkgw4/nz5/nypUrUnkDZPvNZ599lm3btjkRU8+GAif+rkqloqenh8LCQgoLC7l27Rp1dXX3/azVaqWsrEx2M5qqlInLR6nUrF+/ntdee43Vq1d/LXLxhwmlMtrR0SG9i+BY3/DwcCev64Mqr+K7hVKXkJBAZGSkU/HldEFZUGa1WmX3vsDAQCkkxfhUKpVUzEdGRrh58yaHDh3i0qVLBAYG8uyzz6LT6aSRcujQIS5cuMCvfvUr1Go1f//3f09MTMyshC7FZW2xWPD39+epp55Cr9dTWVlJU1MTKpWKGzducO3aNdRq9V3KgnhOsbGxZGVl4enpye3bt6Xy6uXlhb+/v5N3eqbPpvICT0tLY/Xq1TQ1NdHc3Mzt27eprKzk4MGD5ObmsmXLFiIiIhgZGcFgMBAaGopWq+XTTz/l7bffxmg0otVqycvL48CBA7z88suEhoZy6NAh/tN/+k/8y7/8C3a7ncjISEJDQ53I72eqQA0cntfGxkZZyW2z2Th58iSffPLJXd2khAdr9+7d7NmzRxYUfhELgytgKkPL/RTPyclJ/Pz8pNEZEhLCyMgIxcXF1NTUcOzYMaKiolizZg2A0x53ZSjXe3x8nPr6enp7ewFHvYSrRHQElEaRv78/Tz/9NNu3b2dsbAyj0cjY2BiDg4MMDAyg1+sZHR2ltraWy5cv09LSIosMlZR2JpOJjz/+mKqqKiwWCz/84Q8Bhzx7WDzu0668Tk5OMjY2RlNTk5M39UEgqBtEjl1LSwstLS1UVVVx5coVUlJS2Lt3L3v27EGtVjtZeLMJpWDRaDQkJyeTlZUlL4/29nan3JHZrja8H5SHLDo6mn379tHR0UFpaamsQLRarTIkKRAREcGmTZvYvHmzDPvMdPMB5RxEMwFwFK+8/vrrVFZWSoovwXUZEBCAwWCQRSA2m42qqionEv6pEB5HX19fli1bxmOPPcaqVatmXXEFZyEqPABT56Lk9nxQgarX6+nu7mZwcBA/Pz+WLFkicy9hehk1lOO02+10dnbKtqCPP/64jMbo9XqnoqW6ujrefPNNDh06hL+/P9/73vf43ve+R0JCAgDPPvssKSkpBAcH88EHH/DGG28QERHBD37wAyIjI5mcnJTFTjMJZfrRzp07MRgMfPTRRxQXF8s8dKXXW4lNmzbxzDPPYDabuXjxolP3N39/f2JiYvDx8XFSmGYSU+nXBAvJrVu3OHLkCK2trZhMJs6fP09HR4c0mEXETq/X09raCkBsbCzbtm1j8+bNToWS27Zt4/jx45w9e5bGxka6uroIDQ2dsdzsqeju7qalpUVy74puYsoCHk9PT+x2O2NjY1y+fJmhoSEWLVoklVcR5nU15XWqo+B+7zGbzdIxojxPjz/+OFqtljfeeIOTJ09y7NgxUlNTWbp0qayrcMV7ciqUctdgMNDS0iL/LYj+XRHiXAUEBDhRl9lsNgwGA3q9Xq5de3s7ycnJXLlyhe7ubjo6OhgaGgIcNS42m43x8XHa2trk7+HhdkqbFk1CmZ8yODhIRUWF0wL6+vpitVolX6bwOipJckUPa5VKhY+PD+7u7jIBXFBMDA0NMTQ05GRFu4JFozy8gq/O398fd3d3qbwODw/L99+PRmy2obxc7HY769atQ6vVcuzYMc6ePSsvDg8PD9l2U3xuqpI6m8JWCLzx8XEuXbrEtWvXAGRqRExMDJs2bSImJkZ2IxLUH5cvX+bkyZMMDQ1Jq1np/RMKQXBwMOvWrWP16tWS09iVPAUTExMMDQ1JhSc4OBh/f3+nntNfdOFYrVb5vIaGhqipqWF4eJj4+HhiY2MlJZiyk9d0QPndopCzpaWFkJAQadWDg/5LKAQtLS28++67fPTRRwDS45qSkiKN65CQELZv3467uzs2m40jR47wv//3/8bT05NXXnmF0NBQmS4yk14vEQGx2+1ER0fzgx/8QHIsVlRUMDAwgFqtJicnh8TEREZGRqiuriYgIICXX36ZvXv38vHHH1NfX+8kc0JCQkhKSgI+92bP9D5V/j2tVkt+fj75+fls3bqVgIAA3nrrLekprqurc1IKBDtNUlISWVlZrF+/ns2bN0vmDJPJhIeHB76+vvzgBz8gNjaW3t5ebt++TXx8vNPeny6Is+Dh4cHExASFhYUcPXpU1nKoVCrCwsIwm814eXmRmZlJXl4e3t7e2Gw2enp6OH78ODdu3HC6P0WxpKtByYohuINFpy8l1eLUXHSDwYBGo8HLy4t9+/YxPj5OVVUVNTU1nD59mlWrVrF+/fo5kzahhNVqdXJUiYiVK6YNCJ1NOAGFnFMyJggkJSURGRlJbm4uzc3Nkut8bGyMsbExuVYil13gYcrOaTkBQskER7jywoULkvNTq9Xi6+uLSqWS3jtwPDCj0Yibm5tT5XNQUJAMS4qGB0uWLCEtLQ0fHx8iIiJcpm/8vSCseyVZeEVFhVP6hCtuZCXEZg4ODmbz5s1ERkbi6enJW2+9RW9v713KSmtrK2fOnCEtLU16toRBM5MKrDKnemBggOPHj3P9+nX5uru7O5mZmezevZsnn3ySuLg4Sefm4+ODwWAgNjYWDw8Pzpw5Q0dHh1POqxKCyN+ViLWVZ6Gnp4eamhoGBwfx9fWVNFJiTwohdS9M9aT29vbKJgcih03J7zqdmEqztHXrVrm24+PjhISEsHjxYsBxyRcVFfHBBx/w4Ycf4uXlxXe/+11+9KMfyQ5OIidUYN26dZJp4oMPPuCnP/0pKpWKH/3oR/j6+kpPmSg8nAkoBb6npyePPvookZGRVFdX09bWhkqlkt5vs9lMV1cX/v7+bN68Ga1Wy+DgIF1dXdLQ8vf3d2rHPdsyc6rhHhsby2uvvcaSJUu4cuUK5eXl9Pf3SweHyWQiISGB7du3s3jxYvz9/YmIiCA2NlYqdSqVirGxMXx9fVm/fj0ajUZ69AC2b98ue7BPl0fPZDLJfdLZ2ckvf/lLPv74Yzm+pKQkHn30UfLy8ggNDSU0NJSoqChZjFxWVkZ9fT2Dg4MuQa30RVA6rO7cucO5c+cwGo0sW7aMdevWSQXmXoVXU+XL6tWr2bZtGw0NDVy7do2PP/6Y2NhYeWbnMn2WxWLBaDS6bLG5gNIheD9nRGxsLFFRUVgsFmJiYjAajVy5ckUyKgkqyum686dFeVUOViSd5+fn4+bmRnx8PIGBgWg0Gvz8/LDb7ZSUlHDnzh0mJiYkL9jatWtZvXo1oaGh+Pv7ExoaKrs0ZWRkOBVrwfR7fL4KlBe5m5sb0dHRJCcnS49xT0/PXT2OXVEgCYj5iC5Fy5cvp6ysjHfeeQdwUGx4eHjIZz86OkpxcTHBwcGoVCrWr19PYGCg/I6Z8vAojai+vj6uXr1KR0eHDNfFx8fz4x//mAMHDjh1gOvp6aGhoYH6+nqam5sxmUxO4XXRzUm5Zkajkba2NqqrqwkODiYoKMglPK4C4tIHh9KenZ1NZmam0yVwL+VVzFfkUgp6sO7ubsDhwQ0NDZVFGNMdhlXyB7q7u5OUlER+fj4fffQRx48fx8/Pj+eee46AgACuXbvGH/7wBy5evEh4eDivvPIKr776qlRuxXeInFGLxYKnpyfr16+X/z569Ci/+MUvWLRoEc8//zxarVZ2nJkpb6X4O8IDGxoayiOPPEJeXp40giMjI+/yfguMjo7KdJHAwEDy8/PJyMiQr8+0UTkVSvYBk8mEu7s7cXFxxMbGkpCQQGVlpfSkCq9eUlISO3bsuEuJEZ7xqc0J4uPjZd7vxMQEcXFxUnmdqe5+giYpLCyM/Px81q9fz6OPPsqSJUvu+bdNJhPR0dG4u7vT0dGBwWDAy8trVjoRfhnEeDo7O7l48SKHDx8mNDSU1NRUp711r3tOGFETExN4eXmRkpLCypUreffdd+nt7aW3t9cp3cnVnT1KTHUKhIeHk5CQ4NR101XWUqzNveSaiA6L+0Aop8I4E40KxGdFVHJoaAi9Xn/X33gYmBblVSlQUlNTJc2V3W4nLi4OPz8/WTCi1+v5xS9+QUNDg6zIi4qK4jvf+Q6vvvoqarWawcFBvLy8pIfkXiETV9kAShgMBry9vQkKCiI3N1de8F/Up9oVITwj4hmLvC1BHbVkyRICAgJoa2ujra1NEosfPHiQtrY2/Pz82LRpE4BT/ulMQlRNivxpgMTERHbu3CkV156eHmpra7l16xYXL17k+vXrDA0NoVarsVgs0gMm0gGUMJlMNDU1cfHiRcxmM2vWrJl2z85XQVhYGImJiVRXV8t8pKntbO+1D5X0Jm1tbXzwwQecOXNGph8IYSxgs9lmxCuiHOvSpUt59tln+fWvf81vf/tbKisrSU5O5vr16zJFZN++ffz1X/81ycnJMhqi9LiKSn3hGRL7dWhoiMuXL/Pzn/8cPz8/HnvsMdzc3KTxOZPrOvVSCQoKkrlpyt8LD6X4ncihBIfympOT47Rms703BURIWVn4l5eXR3Z2tvy3uEDv16BGORdlAaJGo8HX15ehoSHu3LnjxJryVQoVvwqmtr3927/9W3JzcxkfH5dpDsrcwqkQkUmj0UhLSwu1tbWS+9ZV7gxlRM1gMFBaWsrNmzcxmUzk5+ezadMmgoKC5B3yRc9ZKVfj4uIICwtjaGjorvm6ytwfBFPD5AkJCSxZsgQfHx/pXHGV+XzROKbOQ9lyeGxsjOLiYqqrqxkZGXHisZ3O1sTT5nkVQkZYUikpKfe8xAVH5PDwMGazmcTERJ599ll27twpN7rokCNgs9mkF8lVu2wBTqGBwMBAJ69Ra2sr/f39MpfOVS6Qe0HpTRsYGODUqVMcPXqUkZERNmzYwGuvvUZsbCyXL1/mvffeo6amRoYob9++7ZSvNZPzVFp5oquWsriss7OTI0eOkJycTFdXF7W1tbS0tFBXV0dNTc09C7XEd4ocXuGRNBgM1NTUSA7R1NRUJ8/ObHRvUgobb29vwsPDCQ0NlVRKOTk5LF68WDYbsFqtsoBHeJaV3zE4OMjNmzeprKxkcnKS0NBQSWcz0xBnfnJykrCwMJ555hlaWlr46U9/ysmTJ4mLi8Pf359169axdu1annnmGZKTkwHH+ZsqM8Q8hVfdw8ODDRs28KMf/YixsTGKior4x3/8R3p7e3nuueek50TkH87EBaT0UAqlQRnlEZehwWDAarVKxWhq9berVqorxyUMK9Eq9V6wWq3yjAouTWW+/VRFVqVSSZq8hoYG6Xmfroid8tL28fFh48aNMi85MTFRro9QUgWlm0ajYXBwkLKyMmpra1GpHC25w8PDnebiCmuovBuMRiOtra10dXURGBjIihUriI6OBhxsH76+vl+ovCqdGqGhoeTk5NDY2EhFRQU9PT0yYqLMv59rcFXOVyWUkUWxvkoDQox/ZGSEW7ducebMGc6cOUNdXZ00lA0GA1qtliVLlsjcevFZl855hbuLlsT/i/APwKlTp/jlL3/J5cuXZTHB5s2beeWVV4iLi5Ph9KkbXvDFuTqUwlPw24LjGVRVVVFZWSk7iYDrctUqBVRXVxfnz5/n1q1bgKOi+aWXXgIcoTmLxcKpU6coKSmRIcDa2lpqampISUlxatAw3XNVfr8onFD+rrKykv/xP/6H7OsumAZEty0R8lGS8vv7+7No0SJCQ0MZHx+nq6uL7u5ujEYj3d3dDAwMEBQUJAtNxFxnGyLUo9VqMZlM3Lhxg/T0dLZv305iYiIeHh5ObAHKdbLZbJJQvLGxEb1ej7u7O/n5+axYscLpIpnpQhLBMxgdHc1jjz1GY2MjpaWlMidy27ZtZGVlSWVzcvKLWxVO3Z+PPvooZrOZX/ziF5SUlPBP//RPqNVqXn75ZcC5uGGmcK+wnkr1eZtHpafVYDAwNDQkjTabzYZer3dqJOKKcmeqcnKvMyRSz+6HqcZbcnIymZmZlJaWcuvWLS5dusS6deuk/J3uCIlGo5GMAfD5cxdKm6CeA8e+Lisro7KyEo1Gw9KlS6UxLJhbXLFqXXBpm0wmSQcGjj35Zc9WGbURPOEGg4Hbt2871YgIvcDV9uyDQPClhoSEuKzD6su8pRMTE3R0dHD79m0++ugjjh07JvU3Hx8f6bhatmwZ+/btY9myZfKzGo3GtdkGlBCcrcJDJbT6/v5+rl+/zsWLF2VOxOrVq9m8eTOpqamAQ8kT1FfKqmhXXfQvwlRiYleuOpwKpZAYGhpy6r6hvDyCg4PZu3cvCQkJnDhxQtK8nDp1irCwMJ599lmnUPp0C1/l9wcHB7N8+XLKy8vp6+sDkErZ/SC8WSLUGh8fT1hYGNnZ2aSkpNDW1sbJkyc5e/aszAEVDTUaGxtZs2YNnp6eLlEZLKxnJcrKyrh48SIhISH4+/vfM4IxODhIYWEh58+fp6ioiOrqasBRbfrkk0/y2GOPERAQIDlvZ3quSlmwfPly/v7v/57u7m78/PxITU11Co+LYrwH2XfCuxUSEsK+ffsIDg7m3/7t37h8+TI//elP8fb25vHHH5eKx2wVkdyL9Fup3La2ttLe3i7THET4XOnlcmUlQNwfwgukjGZN7V44FWIv2mw2fH19efTRRxkaGsJoNFJWVsbp06dJTk52oqCaqQiJuA/ulz42ODhIY2MjRqMRd3f3u9r/ugqU58/Dw4PIyEh8fX2prq7m2LFjZGVlsWzZMtmQZ2Ji4i7vm0hzGR8flw6G3t5eSkpKAEcnQGXFuqvUtjwIpnrIg4KCiIiIAD5PyZqtuSgNAJvNRnd3N2azmcjIyLsKUicmJtDr9VgsFkpKSjh58iS3bt2SrDPgWBfBOLRmzRpefvllduzYIXneH3Zd0rTfNMpiA3G59ff3c+zYMSfuwdzcXJ5//nnWr18vJ6f0rrqilflVMLU1obe395eGUVwNwgunhLLwLCAggGXLlpGbm4uPjw+9vb1cvHiRGzdukJOTw44dO4iKipoxfkXlsw0PD2fjxo3cvn1b5kGK3LmpPJnCG+Ln50dkZCRLlixh06ZNpKamEhgYSGpqKt7e3rS3t1NRUSGfiRC8er2e8vJyqqqqWLx4sVOIeyYFlfL5RkREsHr1apqbmxkcHMRkMsmWfmq1mo0bNxIUFCSLs4xGIx0dHdy5c4cTJ05w+PBhqaDl5+eza9cuduzY4VSINxtQFtIFBgaydu1ap9dFCsRXVazFe00mE0FBQTz55JNMTk4yMDBASUkJP/vZz4iIiGDjxo3AzOX6TsXU/aTcY0NDQ5SXlzsZm+7u7gQHBzvR3riyIvBlRXEmk4mBgQGn3EtPT08pW4WXTqvVEhERQVhYGJ6enjJNbTr37dSIY09PDxqNRjLkiELBqUbVwMAAN2/elJRaXl5edyntrrJmSnolb29vmYp07tw53nvvPby9vfnhD39Ifn7+l0ZMheEwPj7OJ598wqVLlwCc0g9g5qM73wRTDY3AwEA5TyGXZgsiuijk/eXLl6mrqyMrK4u0tDS8vb3x8PBgaGiIsrIy+vv7MRqN3Lp1i7Nnz9LX1yfPm1qtltGcFStW8PLLL7N//37CwsLk33vYe3bGnpzJZJIbt7y8nF/+8peUlJSgUqnIz89n7969PP7449IKnu2FnW7MBY/rVKhUKnx9fZ2YHkZGRpiYmHASSm5ubvj6+jr9zmAwOClTM+U9EN5TrVZLWloay5cv59KlS9TW1jop3koEBQWxfPly1q5dK3s9R0REyMp0IXz0ej0mk0nm5wnKl5GREdrb2+nu7iYtLU0qNTNNiK6kjouOjmbv3r2yPW5lZSX9/f2cP3+e/v5+bt++TUJCgrxY79y5w6VLl2QzAqHgb9q0ie985zts3brVyavpqjlo3zRSo1yv9evX8/3vf59//dd/pbi4mMOHDxMfHy8r2V0ByuKjoaEh6urqnFJYRPrI1PM3l8KwY2Njsrjr9u3bHDlyhMHBQSIiIli0aBFLliwhNzdXrp04fxcuXOD999+ntraWjIwM8vLyCAoKkt/7sM+mSGkB6O/v57333kOj0bB3717i4+PlWphMJlQqlYxi3bhxg6NHj0o6uqysLJnvCq5TYKeE8FoL+q+ioiKKioo4dOgQY2Nj7N27l9WrVzvlP94LY2NjvPXWW/z5z3/GbrcTFRXF4sWLnfLq55IjS9k1DbjvnTMbUCqvVquV27dv8+677xISEiKbC4Hj7u7s7GR4eBiLxYLBYJDcteJs2Ww2IiIiWL58OXv37mXnzp1ScVVyxj5MzJh2KNzQw8PDFBcXU1paCjgI4vfv38/TTz/tlA80lzbo/aC8IEQFPjiT5oviEFeGch7h4eGS9mt8fJwbN27w29/+loiICKm09vT0cOXKFac8pYmJCXnBTz3Q0w2xl9zd3dm4cSMmk4mbN2/S1tbG6OioTGkxmUz4+fmxfPlyNm3aRF5enuQWnAqz2YzZbCYmJoaVK1dy/fp1JxJ4Pz8/goODnbxxs3HpiJCrYPdYu3YtFRUV1NfXMzo6yvDwMIWFhbS0tLBo0SIiIiJQqVSSJFwgLi6OrVu3smvXLjZv3iwFk2g0MtvnVRSJCh5WkQP6TVMZRBtaq9VKaGgo+/bto7+/n7feeosTJ04QFRXFq6++SkhIiEuFc8GxNqOjo06dtaxW65w0nMEhQwQbiGABaWxs5PTp0zQ0NJCZmcnLL79MdHS0NJzd3NwwGAyUlZVx4sQJCgsLGR4exsvLi5CQECfZ+7DPp1J5HR0d5eTJk7S1tWE0GnnmmWdITEy8K52nv7+fmzdvcvXqVYaHh8nOzmbfvn3k5OTI97hidy3lGVu9ejU/+clPiIqK4sqVK5w8eZLq6mpWrVrFhg0byMzMxMfHR0Z5ROGdSFF6++23aWpqIjAwkCeffJJHHnnEyYPn6k4tpRzw8vKSUQ5fX1+ncLwrpD+Ivy8iE1arlevXr0s+dGXd0r0gHDfp6ens37+frVu3kpmZSWRkJIBTuufDxrTvAuFBVakcTQnOnDnDuXPnZE/4devWsX37dpnnquyTO9cxtYOMYE0QoUzhyXN1KNciNDSUNWvWUFlZyfnz5zl37hxXr17Fbrfj7+9PYmIiExMT1NXVOYW6goKCZpTYXTl2odiAw4uRkpJCRUUFtbW1TExMSFLwiYkJgoKCyM/PdyKxv9el5u7uTlRUFJs2bSIyMpLw8HDef/99jEYjGRkZrF27lrS0NNmxabZCfVPHHh4eztKlS7lz5470yLm5udHe3i6NjalFkl5eXuzZs4dXX32VnJwceeFPpZuabQh+z4c9JlHAJojlX3rpJQwGA//+7//Ob3/7W0JDQ3n66ae/sHhoNiAavijXUslY4OoQjDVKir4zZ87wl7/8hTt37qBSqQgKCkKv12O1Wunt7cXPzw8/Pz8GBgZkvuz169c5e/YsV65cka0qhUIxnc9Befbc3d3x8fGhurqa119/Hb1ez/79+1myZIm8A7q7uzlx4gTnz5+nra0Nd3d31q9fz+OPP058fPystLN9UIi6FLEmzz//PAkJCXz44YecPXuWsrIySktLuXr1Knl5eXh6ejIxMSGV176+PsmrDY4UtB07drB//37Wr18PuFbHwgfFxMSEpBXMyMhwSn+Y7XkoWUi8vLzYvn07XV1d/O53v5PnxN3dHZPJdFcTGuFNFWwv+/fv5+/+7u8ICwuT+dzTzYM97cqrUmNvaWnh+PHjnD59GoAtW7awZ88e0tLSpnsYswKl1y08PJz9+/dTWlrK6Ogodrud1NRUPD09JXWPqyrsSmHp7e3NqlWraGtro7m5merqaklX09fXx9jYGB4eHk6UVLt27eLpp5+W6QbKLmozBWVhi7u7O3l5ecTHx0t6IUGlJRphCCj5PIWlLNYpODgYPz8/4uLiSEhIYO3atYyOjpKYmMiqVavk97gKAbxoe7t582Z8fHzYunUrvb29lJWVUVJS4kQN5uvrS35+PrGxsWRlZfHII4+Qm5vrVA3tipfodEAIYGGIZ2Vl8fTTT1NUVERxcTH//b//dzw8PHjhhRdmeaTOEDmGPj4+MrdbMBEoDUtX8xjfD4Lqqra2FnCMW1nRrlKpuHDhAq2trZLdRaVS0dLSIrtVASxevJgtW7aQk5PjlPv7sC9apRG1aNEifvzjH2Oz2Th69Civv/46JSUlJCYm4uvry+TkJC0tLdy8eVPOb8WKFWzcuFFSvLlK+/MvgkhbUalUrFq1iuDgYFauXClrXPR6Pbdv36apqUlGIpXw9fVl3bp1bNmyhTVr1pCbmytfm21l70GhlIs1NTWUlZUBDu+kKF4S75vNu2EqfV56ejrf/e53SUxM5Pr16zQ0NNDQ0EBHR4eTkRcXF8eiRYsICgoiMjKSpUuXsmPHDukdF7zo041pV17FZTc6OkppaSnl5eXytbS0NNavX4+/v7/sWONKnpxvCjF3u91OUFAQTz/9NK2trZw6dYrs7GzpWlceeFeEsiJRrVYTGxvLli1b6Ovr49ixYzQ0NEieUEE3JZCRkcHLL7/MY489BnxelT3Tio/SchRWobKCVYmp/Hb3gwhJe3l5ERYWdlex0NS/PZtQdj7JyMggNTWVsbExWlpaOH/+PNHR0QwMDAAO4RMZGcmyZctYvXo1GRkZBAQEOJHfuyq38nRCSYuVl5fH888/z+DgIAaD4QtZK2YLVqsVvV7P0NCQvEzGx8fRarVzgm3gXpXay5cvZ//+/Vy8eFHmvoqWm93d3Rw8ePC+3xccHExmZibbt29n9+7dxMfHA5934nvYz0HIONEmdseOHajVavR6PZcvX5atYpVwd3cnMDCQpUuX8uSTT5Kfn+/EW+uqawXOxXXCS5qRkUFGRgaLFy9m1apVdHR00N/fj6enJ/X19bJbmFCeHnnkETZt2kRubq7kwRWKkyvI0QeB8t632+0sXrwYu93OunXrJNMAuN58NBoNixcvJjs7m02bNnHhwgWuXr1KTU0NPT09gMMIy8vLIysri5iYGFJSUsjOzpZ3gyhcnYn7YdqU16kbrrGxkZs3b8pQpVarJTo62ok2QqQSzBdMFTQxMTH8zd/8DU899ZRTQrSrNykQEAVAKpWKxYsXExAQwKJFi/jggw+4ffu2U84nOIp7XnnlFTZv3ix/N9vzFIrpFyWQK6l5Znu80wW1Wk1AQADZ2dmEhYWxdetWp8IzcYmKJhrwuTB2FYL0mYbgKFSpVPj4+PDss8+Sl5fH2NiY9I7NNpSeOYvFwtjYmNO5FHnaQu4qw3+uDm9vb9avX8/ixYu5fv0658+fl3MrKiqiqanpvp8NDw9Hp9Oxc+dOIiMjnZSI6faAKWXI0qVLefXVV0lLS6OqqorGxkY6OzvRarUsXryYdevWSeMyPT1dUgsKzIVzJzzEyrFmZmYSERHB2NgYExMTDA4OMj4+LmWJm5sbgYGBREZGEhIS4uQ0mEvFhOCck7thwwZiYmJQqVQkJiY6RfVc7W4Rz1ilUpGVlUVISAgbN25kbGxMNtIQkcmAgAC8vLzw8/ObtVSkafW8KgXi8PAwXV1dsnggJSWFRYsWSQ/AfPbkiCp0lUpFcnKyvOhE6G6uhV+F9zQxMZG9e/fi7u5OWloafX19shIxLCyM5557jscffxwvLy/ZsGC256r0Dtzrwn5QHlAlBKOBxWLBbrej0Whmxbv8oFByZ2q1WqKiou66JJUQUZHpzmFydUzdN1/23GYDyvUJDAxk2bJlmEwmKioq0Ov1bNy4kWXLlsnq7emqBJ4OaDQaAgMDCQwMlMwYo6OjkkmksLAQjUZDQEAAFotFUjSazWZWrFjBK6+8Ir2twks0EzmUWq1Wyghvb28effRRli5dKjl4+/r60Gg0pKWlkZubS2xs7JyOQKpUn7eBtVqt0hsXHBx832jXVIgOTxqNxmXl6JfBzc2NmJgYJ0eVq0NQt4kCLqWRdz+IphkzXUg3bX9tan7O2NgYXV1dsgPRypUrSU9Pv4useL7iXnObi4dSKZjA4U0+cOAATz/9tKTgESF3ZXWlKxbhCY/Tl1VUPsj3KKMGrq4MfFUFfS7u0+mGq66vcq2ioqLYv38/e/bswWw2Mzk5KfmLBeaSMTJ1rGvWrJHentWrV/PjH//4rr0t7qF7zXsmPXpCRmg0Gnx8fAgLCyMjI0Mqd+CQka7OPPNVIYqCvuo+E2voqudsvkKkhH2V9ZqtlMdpVV6VnINNTU3cuHEDi8XCihUrePrpp8nLy5Pv/bZckGazWXou56p1LfJbBGOCj4+PbL85Fa5eIfqwjKev47GdLUydp6CCUob7xGU720UFrgjxPKxWq+wCOB0sB98EQqb6+vo6FSXNdVitVtlGVfm8PTw8ZI7kF8FgMMjIyEzva+XfE6k599ozFotFsizM9fOnNOQFTZvwek8NM6vV6llbm+mCxWLBbDbLQmFXp/maul5izZQFz4IacbajcTP2JK1WK/7+/kRHR7Nv3z62bdsmW8Yp+fDmO1ztkvu6UBbXKekzpr5nrih032bMRlvX+QBXfm7KaILyXLp6VODLcL9n/mWV+GLes0HX90WYujYwf1PoXPWsTCdmqnhpOuDK8g2mUXmdWhm5efNmQkJC8PX1lb2OYW55rBZwN0Qul7Coxe+UJPELWMACZh7ibAovl8gh/KphQVeF0iMkcvXg3i1zXc2jJ+Slcg7Co+UqY1zAAlwZX1mz0Ol03/iPfvLJJ9/4O6YLD2N+ro75Psf5Pj9YmON8wHyfH8z/Oc73+cHCHOcD5uP85r75vYAFLGABC1jAAhawgG8NVHOB328BC1jAAhawgAUsYAELgAXP6wIWsIAFLGABC1jAAuYQFpTXBSxgAQtYwAIWsIAFzBksKK8LWMACFrCABSxgAQuYM1hQXhewgAUsYAELWMACFjBnMGsknDqd7hXgD1/yNntBQcGcJYHV6XRPA5uAXGAp4Af8paCg4MXZHNfDhE6n2wP8ByALCAG6gJvA/yooKLg6m2P7ptDpdCHAPmAPkANEA2agDMfe/UNBQYH9/t8wd6DT6WKA/w7s5PN1PAz8U0FBwdAsDu0b4duyhjqdTgV8D/ghkA2ogRocc3y9oKDANovD+8aY7/MD0Ol0zUD8fV7uKSgoiJzB4UwL5vscvyV3fjMusIazySBfAvzTfV7bADwCnJix0UwP/guODTwGtAMZszuchwudTvcvwH8EBnAoOv1ACrAXeEqn0323oKDgz7M3wm+MZ4Bf4VDkzgOtQASwH/gdsEun0z1TUFAwpyk7dDpdMnAFCAeOANXAShxGyU6dTreuoKBgYBaH+E3wrVhD4E/AS0Av8A4wDmwDfgZsnAdznO/zExgBfnqP34/N8DimE/N5jvP6zldg1tdw1pTXgoKCEhwK7F3Q6XTCY/ebmRrPNOHvcGzgehzW2PnZHc7Dg06niwT+b6AHWFJQUNCreG0LcA6HJ28uK6+1wBPAMaV3TqfT/WfgGvAUDiXo/dkZ3kNDAQ7F9W8LCgp+IX6p0+n+F449/M/Aj2dpbN8U834NdTrdkzgUuyZgZUFBQf9nv9cCh3DM8WXgj7M0xG+E+T6/KRguKCj4f2Z7ENOM+TzHeXvnT8Gsr6HL5bzqdLrFwGqgAzg2y8P5RigoKDhfUFBQN088AlMRj2P/FCsVV3DMG9ADYbMxsIeFgoKCcwUFBUenhpULCgq6gf/92T83z/jAHiJ0Ol0S8CjQDLw+5eX/hsPD9ZJOp/OZ4aE9FHwb1hCH8g3wb0KxAygoKLAA//jZP38y46N6eJjv81vAPME8v/NdCq7YeP5Hn/38/XzIY5rHqMORO7hSp9OFKi8VnU63EUeuz+FZGttMwPLZT+usjuKb45HPfp6+h4Kn1+l0n+JQblcDZ2d6cNOM+bKGIses8R6vid8t0+l0gQUFBcMzM6SHivk+PyU8dDrdi0AcDsOxFLg0z+7Cb8Mc5ztmfQ1dyvOq0+m8gBcBO458tAW4KAoKCgaBv8eRP1ip0+l+o9Pp/qdOpzsEnAbO8LkhMq+g0+k0wHc/++fJ2RzLQ0D6Zz9r7/N63Wc/02ZgLDOGebaGwnBMvMdrSYr/n6v5d/N9fkpEAm/iSNX5KY70qzqdTrdpNgf1kPFtmON8x6yvoUspr8CzQCBwoqCgoG2Wx7KAL0FBQcFPcYT0NMBrwD/gKJBpA/44NZ1gHuH/BRYDxwsKCk7N9mC+IQI++zlyn9fF7wOnfygzivm0hh9/9vP/1Ol0weKXnynoyqLYoBkd1cPDfJ+fwB+ArTgUAx8c7Bi/BhKAEzqdbunsDe2h4dswx/kOl1hDV0sb+OFnP389q6NYwANBp9P9R+B/AD8Hfgl04/B+/E/gLzqdLregoOA/zuIQHzp0Ot3fAv8Xjor8l2Z5ODMB1Wc/500O1zxcw7dxRKx24YiCfARM4KjGT8bhPU8F5mpYdr7PD4CCgoKp7DvlwI91Ot0Yjv36/+CgfZuz+DbMcb7DVdbQZTyvOp0uC1iLo1Lv+CwPZwFfAp1Otxn4F+CjgoKC/7OgoKCxoKBgoqCg4BaOjdsB/F+fFQTNC+h0ur/GQc1TCWz5LHVirkN4VgPu87r/lPfNaczHNfwsV/kJHOwf3TgU8ldxyNL1OKjswEEzNecw3+f3ABCFhRtndRTTi2/DHOc7ZnQNXcnzulCoNbfw2Gc/76ICKSgomNDpdNdwKLF53LvQYk5Bp9P9H8D/D4eVuXUepUTUfPbzfjmtqZ/9vF9O7JzBPF5DCgoKrMC/ffafxGd1BLmAAaiY+ZE9HMz3+X0JxD6dk4wfD4hvwxznO2Z0DV3C86rT6TxxWNN24PezPJwFPBg8Pvt5Pzos8XvzDIxlWqHT6f4eh9JTgsNbN2+UHj43Ph7V6XRO8kCn0/kB63AoBkUzPbCHiXm+hl+ElwBP4NBn1FLzDfN9fgBrPvs5550AX4BvwxznO2Z0DV1CecVR5BOEo3hioVBrbqDws58/1Ol00coXdDrdLhxKjxFH56Y5C51O9484intu4vDW9X/JR+YUCgoKGnCwQyQAfz3l5X/CYUW/UVBQMD7DQ3tomO9rCKDT6fzv8bsVOOY9hqNhyJzFt2B+2cpiNMXv43HUE8DcbvjyrZjjfIcrraGrpA2IQq253lHLCZ91hnnys38KrsI1Op3uj5/9f39BQcH/PcPDelh4D/gER9FElU6n+xBHPlomjpQCFfAPc7itKDqd7mUcl6INh7L+tzqdburbmgsKCv44w0N72NDhMDJ+rtPptgJVwCpgC450gf/PLI7tG+FbtIZndDqdAUdKhB7IBnYDJmB/QUHBXPdozff5PQP8g06nO4+jk5geRzHaHhye5ePA/3f2hvdQMO/nOM/vfHChNZx15VWn02XiSLqfj4VauTjaFiqRxOfchC04ihDmHAoKCuw6nW43Dm/dd3Dkt3oDgzjW8ecFBQWnZ3GIDwOCV1IN/B/3ec9F5nhbyoKCggadTpePQ8nbiUMp6MLBIvFPc7yo6VuxhjiMye/gqMr3AjpxcGX/vwUFBc2zOK6Hhfk+v/M4OJfzcIRffYBh4DIOPs0350HXpm/DHHOZp3f+Z3CZNVRNTs71vbKABSxgAQtYwAIWsIBvC1wl53UBC1jAAhawgAUsYAEL+FIsKK8LWMACFrCABSxgAQuYM1hQXhewgAUsYAELWMACFjBnsKC8LmABC1jAAhawgAUsYM5gQXldwAIWsIAFLGABC1jAnMEDU2XpdLo5T0tQUFCgut9r831+MP/nOB/mB/N/jgv7dH7PD+b/HOfD/GD+z3Fhn87f+S14XhewgAUsYAELWMACFjBn8JWbFBQUFHyl95tMJtzd3VGpVDQ3N/OP//iPvPfee2RlZfEP//APPPPMMwCYzWbUajVqtfqrDulLcY+OOvfFV52fK+CrzA/m/xzn4vxg/s9xYZ86Y77PD+b/HL/p/CYnJxFc6yqVCpXqCx2FDw0L+9QZ832O83F+M9pha3R0lPr6eoxGI2VlZfT19cnXlId4PsJms2G321Gr1bi5zQ2Ht1iPyclJbDab0/oo10utVqPRaGZM8C7gm8NkMmGxWFCpVHh4eKDRzHqzvVmF3W7HZDLh5eUFQF9fH6WlpUxMTGA2mzGZTKSkpJCfn4+bmxt2ux1gzpzlBbgm7qWw2u32b82+EvciON8pbm5uc+quXMDMY0ZvLI1Gg5+fn/y32LTfBii9yna7fUat7K8CIUDc3Nzk+FQq1QMJEbGerjq3hwm73c7k5OQDPxtXgRizh4cHHh4esz0cl4Gbm5tUXAcGBjh16hQff/wx7e3tmM1mgoKCeOaZZ1i2bBlubm5O52S2IMZwr7N2v/M31UGg9PpNVR7m+xmeTQhjaWJiApPJhEqlws/PD19f3zklT74IX+aQUqlU0xZtnU2IeYuz+W24D2cD0668Kjevu7u79PBYLBZsNpvT++az51UJq9XqsofWZrNhs9lkqsdXgdVqBXDZuT1M2Gw2rFYrKpUKd3f3OXPhCO///V6bK/N4mLBYLGi1WgDa29v585//zIkTJygtLWV4eBiAbdu2ERQU5GTQzba8El4rpaI51fCcCqWcnZyclIa0m5sbNptNeuOVsnoB3xxTjYyenh6Ki4u5cOECt2/fxt/fn5dffpmnn34acOxJ4X2cq7Db7fJOUJ4b8ZpWq52XSt3k5CRmsxmbzYZarf5ad+kCvhzTLp2Uh6+jo4OBgQEAwsPD8ff3l6/NR0tfHF6z2Yxer8disRAaGoq3tzfgCN1OTk66hPIjLjSNRoNGo2FychKDwYCbmxsmk4mRkREmJiakFWmxWDCbzbi5uREYGEhERMS3wpMnlAWtVisVHuXvXRVifGq1GrPZTG1tLR0dHXh7e5OcnMyiRYukRxHu77mbT1B6RsxmM319fRw+fJg33niDqqoqAIKCgsjLy2Pfvn0sXbpUrvFsyiuxll+kXArFVqTzPEiUQFy0AkK5nQkFSsjKyclJmYb0TaBMdXKFlKapnvq2tjZOnz7NwYMHGR4extfXl0cffVS+XxgVcxEiAvcgToz+/n7Gx8cBh/PDZDIB4OvrS2Bg4JzyRCujFp6enk6vfdn9oIxaKn8u4P6YNuVVLKS44FtbW7l69SqdnZ0ArFu3jqSkJPn+uWxh3g9ubm64ublhMBgoKSmhsrKSnJwcKaRcIfR4L9hsNmpra+nr68Pd3Z2+vj7Ky8vp6uoCHGs1NjZGf38/Wq2WnJwctmzZwooVK5wU2PuFNOcy7jcfV5+nxWKRHoDe3l5+8YtfcPDgQZKSkvj7v/97nn/+efm+L1OM5gvEmhkMBsrKyjh+/DjHjh2jpqYGjUbD4sWL2blzJ9u2bWPx4sWEhIQ4rfNsrfmD/F2hqH6Ty3Amw51ivA9LHiq/zxXO5lRZ39vbS11dHaOjo/j4+LBr1y4WL14s3z+Xz98XPW+TyYTBYMDLy4vOzk4KCwtpaWlBpVIxNjZGX18fbm5uxMbGkpuby/Lly4mOjgZwecP6m0RjXE0HmAuYthMicgLFIWxqauLq1au0t7cTFxfHmjVrSE5Olu+fT4sn0iGEByEsLAybzcbJkyc5deoUQ0NDPP7449IDC8xaAchU70pNTQ1nzpyhtLQUg8GARqNhZGSEzs5OBgcH5aUwMTHB8PAwarWampoaKioqWLx4MYsXL2bJkiUkJiY6hTJdVeA8KJThWb1ez507d6ivrycwMJC1a9cSHh4OOLwHrnjxKBWR5uZmiouL5Ty+TYWT4OwF0ev13Lx5kw8//JAjR47Q0tKCp6cnu3bt4plnnmHNmjXExMS4xJoq96DFYqG8vJze3l4CAwMJDAzEYrFgMpkIDQ0lPj4eAKPRKNMiTCYTo6OjjI2NYbFYMBgMDA8P4+npSWBgIF1dXZSXl6PRaMjPz2flypXSEzud+/p+nuRvKjeUstRiscy6B1Z5rgwGAyMjI9jtdpKTk1m7du2cvw+nKug1NTXU1NRgt9sJDAzEZrNRVVVFS0sLWq0Wo9FIRUUF3d3duLm5YTQamZiYwMPDA09PT0pKSrDb7VJ5tdlsMk/WlaC8Q1UqFW1tbRQWFtLc3ExCQgJbt24lIiICcD5Hk5OTMoVQud5Cd4L5GZF+WJhWz6vysLa1tVFZWQlAaGgomZmZREZGAsjckPkCMRez2YxKpcJgMNDX10ddXR0tLS2MjY2hUql49NFH8ff3d/KKzTTsdjtms1kWqxQWFvJf/+t/ZWho6IG/Y2hoiNLSUj7++GO2bt3K97//feLj41Gr1fIgzvX1tdls0pNz8+ZNfv3rX3PhwgXy8/OJj4+XyqvZbHYJRUdAKABCCWlvb+f27duYzWYAYmNj8fX1le+f78UFSsV1YGCAK1eu8OGHH3LhwgUGBweJjIwkPz+fV155hSeeeAJwKD6uYJRYrVaZJ6jX6zly5AhXrlwhJiaGhIQEqRClpKSwbds2fHx8qK+vZ2JiAk9PT/R6PV1dXfT392M0GhkZGaG9vZ2AgAAWLVpEZWUlJ0+eBOC1114jLCyM9PR0wLH/p2v+gr1hatrAN9mHU9MGlCk+swXlfAICAggPD0ej0dDb20trayvDw8PExcUBru9lvBeUKWWVlZW89957XLx4EbvdTlhYGCaTiaqqKpqbm7/wO7RaLWazmbKyMnJzc3nyyScB160VmZycxGKxyHEVFRXx3/7bf6O+vp7U1FT0ej379+8nLCxMvkfI5Xvty7louMwGpk0aK13oer2e9vZ2WltbAUc+S0REhMytnE/Kq5iLzWbjxo0bnDt3jqamJmpra+np6QEcKRRvvfUWV65cITQ0lPz8fB555BHc3d2x2+0yV22moDQyRkdHv5LiqqQNGh8fZ3BwEIPBIIWuKASZ69BqtdJzcPToUU6ePMnw8DBeXl5OqRKuJniU+WcA5eXlFBYWyjX29vZ+YE+rUDBEPp5Wq3W5+X4RlAb12NgYFy5c4Pe//z1Xr17F09OT9evXs3nzZtasWUNeXp78nCsUZ01FZ2cnd+7c4ezZswQHBxMWFsbExARGo5HAwEBOnz6Np6cnw8PDmEwm1Go1JpOJsbExjEaj9PqMj4+j1Wrx8fGRxWkAV65cYdmyZdOaz640CCorK3n77bcZGRlh8+bNbNmyheDgYODB2FmUXlqbzSbT1MbGxti8eTNpaWmAw7hU5vXOFKaek9TUVNavX09lZSVNTU2cP3+eNWvWsGTJEjmHuXS2lM+1tLSU119/nTNnzjAwMIBGo5F3ol6v/8LvEcVOAspn4MqKvBib1Wqlurqa+vp6AOrq6njzzTfx8vLiwIED8jlYLBaZFzs2NkZ3dzd2ux1vb2+8vb0JDAyUc5+LhozQYwRECuXDxLQqr+LC7OrqkpQz4MjnmZrQPNehLIgZHR3l6tWrfPDBBxw7doyOjg75voCAAEZGRjhy5AgA/v7+vPTSS8TExLB48WInZXAmoFKpnBTlxYsX8/jjj3P79m15uWg0GimYxKZ0d3cnJCSEpKQk3NzcKCsro76+Hr1ez8jICFarFXd3d+l9nqvGidKwslgsdHV1UVVVxejoKOvWreM73/mO9JYALuHhUUIobGIOfX19NDQ0MDg4CDgMDoPB8EDf5ebmdtfFP1dSQsQ6ivN58eJF/vjHP3LixAn8/PzYtGkTe/fuZcuWLTIiZLFYgNlf06ne88HBQW7fvk1rayt2u53+/n76+/vl+3t6eqipqflKf6Ovr09SqJlMJioqKvjTn/6Er68v+/fvd0pxeljzEZfZ8PAwZ8+e5fXXX2d4eJihoSHi4+OdlNcvkx9Kz/Dg4CCnT5/mL3/5C2NjYxgMBkJDQwkODp41OaRUrNVqtZT34eHhNDU10dzcLM8kzK2CLeF5FPuzvr6eDz/8kOHhYbRarYxciBC4VqvF19cXLy8vrFarfCbiLvL09MTX15fFixeTn58v/454jytC7OWJiQkneRoZGYmXl9ddDhxPT0/MZjNVVVVcv36d2tpa6Vn29vYmNzeXjRs3EhISMqPz+CZQpo3cS1mdqtDC5976r6PYTqvyKqp4BwYGnKx6uJtvcK5DKGsA169f56c//SmFhYWyklJgfHxc0ocA8iKNjo7G3d2dtLQ0NBrNjOXATlVI1q5di7+/PxcuXKCxsZHg4GCSk5MJDw9HrVY7UZ8EBweTlZWFXq/nV7/6FeXl5dy5c4fS0lL6+/tZtGiRSxakfRVMFZY2mw2TyYS/vz8bN25k586deHt7y05yrqikTz1ryovxm4bh5opXQIzPaDRy6dIlCgoKOH36NIGBgTz++OM8/fTTrFmzhrCwMPkZV8k3m5qXXlFRwblz52hvb7/rvcJQVMoY5WtKqqJ7/R1R7S3+TnV1tVTiH5bMFoa+kAslJSUUFxfLS7+qqoqqqirS09Px8/N7oDVQenG7u7s5deoUly9fRqvV8v777+Ph4cFzzz1HUFAQ4EyPNhsQ3nzh0ImLiyM0NFS+7ip77+vAbrc7KWtWqxUfHx9iY2PR6/WYzWaWLVtGVlYWRqMRm82Gj4+PzL1OTEyUz0P5TGY7beeLoGTrUd6nGRkZ/OQnP2Hr1q2o1WpZrAaOaMMvfvELTp8+zejoKG5ublJP2rFjB35+fmzYsAEPD495oS8p94VSFn3dfT6tyit8nlOpDAXMJwhB7O7uLlMF3nrrLc6ePYvFYsHLy4u4uDiMRqOkCUtJSSEjI4ORkRGuXLlCeXk57733HjExMcTExDxUL8dXmQc4UjpWr15NaGgobW1tBAQEEBcXJyut7+VpExWkYo1v3rzJtWvXePzxx/Hw8JCE3HOR785isciQ6ejoKJWVlTQ0NGC32/H395eC6IsI42cTSqvWYDDQ29vLyMiIVEjgi5USi8UilafR0VE6OzsZGBjA19eXtLQ0qQy4YuqPCI2L9AZx3n79619z8uRJPDw8OHDgAM899xzZ2dnS02cymWSo0xUwNW+8rKyMixcv0tvbK5VAkWso5izg5eUllUJl2oSnpyehoaEybUuj0cgoSVJSEgkJCYSEhJCdnT0tSoM4K+Pj47S1tTE8PIy/vz99fX20t7fT1NTE6OjoAyuvSmV8aGiItrY2qRwWFRURGhrKo48+Kver2BczBTFfsYaCbWBgYAAPDw9yc3OJjY2V738Q5dVV2Wrc3d3x8fFBr9fj5uZGWFgY+fn5bN++HZvNxuDgIBkZGWRkZEjPq5eXF+7u7gQEBBAdHf3Qi/emE0pFbGhoiNHRUfna4sWL2b59u7wnxD4dHBzkxIkTfPDBBwwPDxMdHc2iRYvo7++XkQJPT0+XkUFfhKnNGKxWK2NjY0xMTEjZ4u/vj4+Pz31liUhJE9HrB1nraTdlxIF1tQP2sKAsthodHeWdd97h6NGj8gKx2WxkZWURGRlJU1MTnp6ePPnkk2zZsoXGxkb+9V//lRMnTnDr1i0++ugjoqKiWLt2rVRgZ+rQTl2flJQUkpKS7so1U6lUTkUvDQ0NvPfee5w/f16+p6Ojg5MnTxIZGcnq1avnNNm2OGwTExMyFaSlpQVwCKD29nZiY2NdlnBbOaahoSGam5tpa2tz4gC9VyhHQKvVMjY2Rm1tLTdv3uTGjRvU1tYSGRnJgQMH2Llzp8xddzUoCyJGR0cpLCzkN7/5DR9//DEAu3bt4qWXXmLlypWAsyHqSmspjAeB3t5empqaAGRqzr08qaGhocTExNDd3U13d7f8vaenJ0uWLGHp0qVoNBqMRqPMifX19WXnzp1s3LgRd3d3rFarvHgf5jNR0pTp9Xr0ej0TExPydaXMeBAZKNZ5cnKS3t5eeWlarVYsFgt9fX0PbLBNB6Yqmv39/dTX1zMwMEBYWBg5OTnExMTI9z/IfemqxZVKj7JGoyEhIYFHHnmE733vewQGBsr96unpedc6zDUqQmXhlclkoqamhurqagByc3NZtWqV0/t9fHwwm8188sknfPTRRwwPD5Obm8sLL7xAZmam9EQnJiayZMkSl5WtSginlslkkmlpYm+7ubkRFBRETEwMiYmJhIaGSmeCu7u79FIL7nTxfQ+CGfPDu+rme5jo7e2lvLycvr4+6fHQarWsWrWKffv20dXVhcFgYPny5YSFhREZGckLL7xAV1cXJSUlvPfee6hUKry9vVm7di0wvVW+94Ko+FUW4whvjii+EpYyfF69XltbCzguU4vFwuXLlzEajfT397N79255CI1G45zId1Z6SkZHRzl79ixvvfUWN27ckO+ZmJhgYmLiS7sazSaU3ja73Y5er5eGlchnngo3NzeZfyU8eu+++y4ffPABIyMjjIyM4O3tjb+/P8HBwSxfvlx6p12xWcPY2BiXLl3id7/7HUePHgVg9erVPP/88+Tm5krhK4pkXG0dpyqvyjVTFpMlJCSwefNmkpKSMBgMBAQEEBUVxfDwsORo1mg0eHh4kJycTHJysmxaITwm3t7epKWlOTFQiDFMh/I6NjZGTU0NJSUljI+PExgYyIoVK1i8eLH0hH8RlE1DAGpraykpKaG/v9/pmc32mk5VXo1GIz09PYyPj5OZmcnatWtlmpUyf3QqRLEPIOWoSGWa2jhlJqF8vqJBBiDrI/z8/AgMDARwmtu91kV44eaC40vpwR8dHZV87n5+fuzatYtHHnkEDw8PRkZG8Pf3R6VS0dLSwqlTpygqKiIgIIAnnniC7373u0RERDAxMXFXk4PZ3rv3g4j0aDQaBgcHKS0t5fLly1y8eJGqqirsdjuxsbHExMQ45Td7eXkRERFBTEwMcXFxpKWlkZGR8ZX37oxoRfOZO1J43CwWC01NTdJ7YDAY8PHxYe3ataxbt460tDRZ8QrIRd++fTsmk4mf//znlJaWcvToUXJyckhKSpKFIzMJ5cWozGcUG0vQXwlERUWxePFiKioqKC8vx2w2S09PVVUVvb29qNVqduzY4XTJuCqmhv8HBwc5e/Ysv/zlLykqKsLd3V3mBQrvgdJ76WqCRgh+u91Od3e3U0hLXITK9VQWeIm5XL9+ncOHD0sDRaVSYTQaqaqqoq6ujqysLJdSXsV8JicnGRoa4sqVK/z7v/+7LJJcvXo1r732GuvXr5fjvh9tjStA+TxtNhtjY2NO/56cnCQ8PJzt27fzwx/+UBa5KA3FqRXcX2YQCwVJKA8Pc18Lj+rg4CBFRUWSFQAgOjqaZcuWkZ6e/kCsAMr9Njw8zOXLlzl37hxtbW1O7xNG+WxC+fc7OztlRXpISAgZGRnyPfdSXsVnlTnqIodQq9XOSqqZEsq5TWUhMZvNjI6OMjg4SHBwMCaTCbvdflfKFXzuTZ4NRoivA6Xs7Ojo4Nq1a7S0tJCWlsbq1atZtGgR4HwvKGlDo6KiyMnJkTywSmXdFesJhCGtvMu7u7spKiri6NGjHD9+XEZ5UlNTiYiIIDg4mPHxccrKyqRXGhzdCxMSEli5ciWPPPIIK1asICIiAk9Pzwe6Q2ZEeXWlh/+woCQRBseGrKmpcSrQWrNmDX/913/tRLsjIDZ9cHAwTz/9NBEREfzLv/wLly9f5sKFC6xatQp/f38plGZaKRCb9F5J1cpxxMXF8dhjj8l/l5eXy/+32+1cuHCBsbExWltbefbZZwkKCnLKs3NFiKTy/v5+Tp06xa9//WuKiorQarWsXbuWtrY2qqqqnJQIV8zJUuahtra2cvHiRXlhApLUXimA7Xa7zPO12+2cPn2a3/zmNzJMDY65enl5ERkZSXh4uJPS5wrPQHS1q62t5dKlSxw+fJhz584BDsX1Rz/6ETt37iQyMtLl9yJ8blAaDAaKiorkxQefK6WZmZns3r3bqUuT0nvzVZUBId8epsKnVLbAQcf1xz/+0Wk+Yi0edD2U+62uro5PPvmEW7duAY75G41GwJH7O5tGlfI5jo+PU1lZSWlpKcBdl/W9ztBU1hCAxsZGent7ycjIeCAv9XRCOT/lGAU3trJYZ2oxoTJfW6m4uSKn61SItZqcnKSqqoqbN28CDqVUWfypXFMRsQOIiIiQHmlwTpdxRYjoqYeHh0zLKS4u5tChQ5w/f57u7m5SU1M5cOAA69evx9/fX6Y2lZSUyBqf+vp6hoaGGBoaoqKigvPnz7Nu3Tr27NnD2rVriYqK+tKxzIrE/rpCRISslVQr08Ef9iCYKkw6OztltxBwUGQ89thj7N69G61WK5VaLy8vGQ4RuUEBAQE89thjlJSUcPnyZRoaGmhvb3eal5LNYCbwZfRWYg08PT3Jzc2V9CYXLlyQhST9/f3U1NRQWFjI4OAg4+Pj7Nu3j8TERKdcHldQeODzCmSR53nq1Cl+9rOfUVJSglar5fvf/z4bNmzgww8/lGERZSL+bHscp0KpvPb09HDz5k0n2jaNRnOX8FSuRUtLC0eOHOHjjz/GYrEQGBgolb2MjAxWr15NVlaWfAYwu22eRYMI4VksKirit7/9LWVlZQCsWrWK1157jd27d8umElOp4lwNyjUcHBykoqJCkrwrUwaSkpJYvXo1np6ejIyMSANDeE1F0ZfSGJ167sTrUyumHxaEvBPKa0dHBxcvXpSXoclkor+/n66uLkZGRpw+ez8ZIc6coLGrrq52ioyAI39/06ZNBAQEyM/N5pqLZ6xszjAxMSHP4dQQPHx+rlpaWujo6KCnp4eqqio6OzuJjY1l5cqVpKenExQUJD2fMyWPlJ5Sm81GW1ubU82HWq3Gy8sLf39/wJH3abFYMBqNsvr+i1LJlM0rXEXGKunrJicnaW5upqysTDKAiHUQUI5buTYGg8HJ4SX2g4jozTaU9FZCJ/Dx8QEcXVMvXbrEiRMnOHPmDIODg+Tm5vL973+fAwcOyOJIgRUrVrBlyxaqq6ulF7a1tZWGhgZqa2vp6OhgeHgYPz8/11Vevy6PqVBYldVts7WZp6ZCiGTl4eFhgoKC2L17N6tXr5YbWJmYLCCUcQGhBAiLRElkPNshr6mYerDS0tKIiori2WefxWq10tXVxbFjxzh8+DDV1dVUVFTwL//yLwwNDfHjH/+Y6Ohol1Nelfvyxo0b/OEPf6CkpITAwEBeffVV/vZv/5bg4GCKi4uBz9sVguutz1RoNBp8fHycyOYFfY2Sjkar1aJWq2WYp76+3inHLiEhQaaK5OfnEx4e7jI95JVj6O/v5+rVq1Jx3bx5My+99BI7d+6UiqsrjPnLoKTIGh0dlZX54FhTZRGSkC1ijZWFZ1PllSvMW3kxKptpaLXau/J67wfxmpi7Up4KY2bHjh0888wzd+3zmYTS0PD09CQ2Npbk5GTq6uqwWCxOc7zfOjU1NXH06FGOHj1KbW0tZrMZo9GI0WgkLS2NF154gV27dhEfH4+Pj8+M3I3KIkeTycTNmze5deuWE8OFYNppamoiNjaWwcFBBgYG6O3tpbe3l6ioKNLS0iRjT2hoqJPx5CryRQnlubRYLNTV1VFdXY3NZpOMCULJg7ubLYh/j4+PuzQTkxinSqVyOlsDAwP8+7//O3/+85/p6enBYDAQFhbGc889x8svv4yfn989HTrJycnExcWxceNG9Ho9bW1t3L59m6tXr3Lnzh25Lx4Es6K8fpWLXhAcC4F2rwNpMplmPE9GeZDERtZqtUxOTuLv709ycjJhYWFO1Yj3+o6p3wOOS+rmzZuUl5ezYsWKrxRGm2koaXwCAgKkd0PQa0VGRvLuu+9Kj+x7772Hv78/zz33nCT3n22aJeEl8PDwYGJigsLCQl5//XUKCwtJSEjgxz/+Mfv27ZP94oVQEukDwcHBTk0cXMU7oNwzMTExrFu3jvLyclm8Mzk5KSu9p1L5DA8P09zc7JQa4e/vz/bt21m+fDmRkZHExcVNSyX6V4XYg8IL0trayvvvv8+nn34KOELqTz31FI899phUXOFzhWKqEQl3y6ipkZ6ZmK+S6gscqR8XLlygra0NPz8/4PPcVNGladOmTU658soCzNm+/N3c3OR+aW5upra2Vo7JYrGg0WjIyMhgxYoVhIeHO9G0ic+LfSrOmSgsFPfEVKhUDj5qwVMtPjfTz2Kqo6O7u1vm5Xp6et5T0VFy116+fFkWjIoGMkqUlpYyMTGB3W7nxRdfJCAgYEaotJTyzmQy0dbWRnd3t/ydRqNheHhYdvXz9/dnYmKC8fFxSSsVFBREVFSUvCfj4uKIi4sjIiKCpKSku4j6XUGRVSqvZrOZ5uZm6urqsFqt5OXlsXnzZif2CGVtjKCRAkd6gWgRr9Vq72I6mY27URTcCTYapWFYXV1NQ0MDN2/e5MiRIzIK5OvrS35+Phs3bpSySczXarViMpnw9PTE09NTsgz4+/sTHR1Neno6K1eupKamBoPBQGZm5gONc0aossDZIg4LC3MKNX4RlBWUyktGKH5qtXpaWhd+GZSeDFGFbzAYZA7h1AKe+3kZlf9WPpNbt25RU1NDWloaISEhLqMQTcX9jAmtVktKSopsWzk0NERVVRXV1dW89dZb5ObmSuXVbDY/8H6YDojiJIPBwJkzZ/i3f/s3CgsLSUpK4u/+7u948cUXZUhvbGxM5vt0dHRQVVXlVBntSsqrsltbeHg4+fn5nDhxgqKiIsARsmppaWFgYMBpn6pUKkZGRmhsbHRqFRwQEMDq1avZsmWLS3a7UalU6PV6jh49yq9+9Svq6+uJj4/nySefZPPmzVJxVYZiRQjXlY1DgdHRUZl7LOitBKqrq3nnnXcYHh5m3bp1JCUl4e3t7TLzEoqYSqWio6ODDz74gIsXLzo1RfDy8mLx4sVs3rxZVt5/mfIllIIvWkODwcDY2Nis54UKmEwm2tvbZT6ukD0irC7OrTIX+/jx4/zqV78CcGKCiI2NJSMjg87OTpl7mJOTQ2Rk5Ix4l5Vr4+7uLtOQxBkzGAx0dHTQ0tLiRKf4RYiPjyc5OZn09HQ2btzI2rVriYiIkGvtCnJHmYZjs9lob2+nvr6eyclJ8vLy2Lp1K35+frI1s1jH/v5+KVcFs0ZKSopcK6vVil6vl0V4s+HUmVoUKFhqysvLOXHiBMeOHaOsrEzOX5k+2dzcLPm/lU69qfe70pgLCgpi+fLlLF++/CuNc9olm9IqA4fXKjMz0ymEcy+YzWanh2gymThz5gxXrlzBarUSFhZGVFQUK1asID09XX5uppQHsahiU/b09FBSUgI4hHBgYKDTginDRveDcqOqVCqCgoKk0uTqRSXCS6QkG3ZzcyMgIIC9e/cyNjZGf3+/zNeamtM2GxAWphAchYWF/OxnP6OwsJCUlBT+w3/4D1JxFZevh4cHfn5++Pr6SqNFKUxdMdle7Ds/Pz8nD4/IO1NC7LPGxkaKi4udcmTd3Nzw8fGR+3qqt3K2oCzyqKmp4cqVK7Iwbf369Tz11FMsXrwYi8WCwWCQHjx3d/dZMXwfFFMjNomJiWzdupX33nsPi8WCxWKRcxkYGKCoqIiuri4uX75MdnY227Ztc2qvKbybs3H5K+XX6OgotbW1dHd3y4iF2WyWXmQlA8SXjVW8rlar8fPzu+f58/DwkBR+Spq/mYRS/vv4+JCRkUFMTAzt7e309/dTV1dHRESEk3dfjLm4uFgWd4FDudu9ezdJSUmkpaWRnZ3NhQsX+MlPfkJJSQnHjx8nNTWV9PR0SYE2XcamMufY09OT/Px8CgsLpWf4Xi1BvwwtLS2MjIzIPNLTp0+zbNkymWM/0xzo94KICAgqxaamJoxGI4GBgaSmpt6V7ynQ0NDArVu36OvrIy4ujvj4eMk0AI6iw9/97ndER0fz2muv4e/v70RtON1zUj7PoaEhWlpaqK6upry8XHbcUzIGiD09MjJCUVER4+PjXL58mUWLFhETE0NGRgZLly6VZ05EU5TRk69rZE3b01B6GpXKpJeX1xd6BJSJ0ODQ5Nvb22loaODIkSMcPnxYFiNkZmaydetWdu7cSU5Ozoz2rlYK1vHxce7cuSOTtZOSksjJyXHy9NxPeNwvv0m0yVPm1biy8qq8aMXlI5LxU1NT2bZtm1SGJicn6erqYnR0FH9/f5egKGpvb+fgwYOcP3+e6Oho/uZv/obnn3+ewMBADAYDExMThISEoNVqCQ8PJywsDIvFwuDgIGNjY5JFYWJiwqU6oygjBB4eHnh7e0vPjlarxWaz0dDQQFNTkyyka29v59q1a5SXlzulDQQHBzuxXzxIz/mZgEh/qKio4MMPP+TKlSuAg+1j586dkoboXjyYdrtddhxTq9VMTEzQ398v2zhbrVY8PDwICwuT8/f09Jyxs6gcb0ZGBq+99hre3t6cOHGC/v5+qZyIgqWuri6Ki4tJTk5mcHAQu91Oeno6Hh4eMn9+aseumYDyDvDz8yMpKYmAgACZwiJkX1VVFcePH2fVqlX4+fndRaOk9PYIr5dIH2hsbHTqKw8O2dvb28vAwIBTEchshGPFHLVaLQkJCaSmptLe3s7AwACNjY0sXboUX19fqeirVCqqqqp46623KCkpQaVSER0dzbZt2zhw4ACZmZnynhT3TV9fH52dnU7OgelOlRD0XlqtFl9fX7Kzs0lJSaG+vp6oqCg0Go2MxikjPGIfwufePovFwtDQEMPDwwwPD9PY2Minn37KlStX6OjowNvbm6ysLDmv2ZI/ojYAHAw7NTU1AOTn55OcnCzfJ/JZRSi9ra2N0tJS7HY7vr6+eHl5MTg4SF9fH21tbRw9epSzZ8+ydetWJ8q/mYAyhaempoabN29SUVHBzZs3uXLlinR0eHp64u/vj5ubG0ajUfK3GgwGrly5QmFhId7e3sTGxrJq1Sr27t3Lpk2bCA4Ovu9dryzGf9DuhtMqgYV2DTi5zZuamhgZGZELqoTSQu/q6uJXv/oVhw8fZmJiQubmgUMxunXrFhUVFRw/fpzXXnuNl156ieDg4GknGxcPGECv13Px4kVZGAIOD0laWppkFHhQQTl1vEoPwdctcptNiPmrVCoyMzN58sknaW5upqmpidu3b7Np0yYWL14sn+VMWtJiTdRqNd3d3bzzzjucOHECT09Pvve97/H8888TEhKC2Wy+S3iEhoYSGBjInTt3uH37Nnv27CE2Nla2QnZ3d3cJpQ6cldfw8HBp6Xd1dUke1CNHjuDl5cVf/dVfERMTw40bN/j000+dqmCDgoJISkqSeVzKXMTZwNRcu9u3b3P48GHeeecdurq6CA8P58UXX2TPnj2yEORea1JSUsK1a9fo6+tDo9HQ19dHZWUl3d3dmEwmTCYTAQEB5OTkkJOTQ2ZmJnl5eURHR981jumAUlHz9fVl3bp1REZGsnTpUo4fPy7TCPr6+mSKx+TkJC0tLRw6dIiamho2bNjAhg0byMrKukshnCkoL62oqCh27NhBaWmp9OK4u7tjt9u5desW4+PjnD59WravFZ6nqcVZ8Pnzt9vtNDc331XsYbfbOXv2LAkJCSQmJsrIgzBWZhLKZz4xMSEVbavVSn9/v7wThTw0m82UlpZy8uRJOjo6CAwM5Nlnn+XAgQPk5OQ4PYcbN24wMDBAYGAg+fn5cn8C0+5tn8pMk5SUxP79++np6SEoKEgaWPdr+SrWwtvbm+HhYW7cuMGNGzec6Npqamo4cuQIsbGxhISEEBER8ZU6sD0sKAsLwZGuc+rUKWpra4mNjeXRRx8lOzvbiRFJmZ88PDwsGYlEfv6xY8e4dOkSly9fxtPTkz179vCd73xHpodMd5ctpQybmJiguLiYd999l/Pnz9Pf38/Y2JhUXD08PFiyZAnZ2dlEREQwMjJCV1eXjGLV1tZSWVmJ2WymqamJtrY2amtraWlpYe/evSQmJt71N5XPClygw5Yy13WqoGhubmZgYEBehMpDqNFomJiYoKamhsOHD3Po0CGZFOzp6Ul6ejpxcXF4eHhQX18vK9lv3LjBrl27CA4OnvaNrLT4BgcHqampYXBwUL5us9mkYi6U1/vhXgVbAq5ewf5lUBYxBQcHs2rVKtLT06murqapqYmenh7pFRLvm6kLRZlnW19fz8mTJ+np6WHLli08++yz0msuksuVJODe3t7YbDbMZjO9vb3yQlSr1U7hIlcoLFBGCNzc3FizZg0VFRUcOXKE4eFhVCoVTU1NfPDBB2RkZLBkyRKKioqc+GBVKhV+fn6EhYXJgjy1Wj2raQPCQAVkQci5c+ekJ0+r1TqF78bGxmQUx2QyYbVaqamp4erVqzQ0NEirv6Wl5Z7Vvw0NDVy/fp38/Hx8fX2lciDSRqZbORDw8PAgKyuLsLAwYmNjaWlpQaVS0d3dzZ07d6ivr6ezs5Px8XFaWlpobW2ltbWV+vp68vPzWbt2rfRcwczmaCtDrdnZ2Tz33HOy+5lQvM1mMxUVFTQ2NkpZoEwfs9lsMj1pquw0m81OkQKNRoPdbqejo4MTJ04QHh7O7t27WbRokROLy0yc0akRyJCQENLS0qiqqqKvr487d+6wfPlyYmJiUKvVjIyMcOnSJU6fPi33dHx8PFu2bGHJkiWyEM9ms1FYWMjBgwfp7u7m0UcfZefOnURHR8+oh11pnMTExPDcc89hMplkEaU4X1OfiVBsRbR1YmKC5cuXs3LlSiorK2lsbJTtuKurq3n77bdlwa9Wq70rfW+6oZzD6Ogon376KceOHWNkZITExERyc3OdDAdlmhY4ZJVQBAcHB/nwww+ZmJigvb0dT09Pdu3axfe+9z2WLl0KfHHU9mFB8HqDI1Xg8OHD/Pu//7tM9XR3d2f16tWkp6fLrlhJSUmEh4djMpno6enBy8tLKq+dnZ14e3tTW1vLO++8w9WrV5mcnCQ9PV0qr8q/+XWZo6Y1bUBYZKLKTECwAyjfq/xMR0cHv//97/ntb3+L2WwmNDSU5ORkwsPDyc3NZevWrWi1Wt58801qa2ux2+14e3vPGBWM8rvd3d0JDAx08iKLNrBTWyx+le+917/nIsSFpdFo8Pf3l8pEV1cXbW1tmEymGVdep3oN+/r6qKioABwV9YLyTFSFitwzX19f7HY7FRUV0lgxmUwMDAzI71J6GFxh/ZSJ925ubqxcuZLR0VFaWlq4cOGCPDONjY18/PHHVFdXc/v2bUZHR51CtBMTE4yMjDA+Pn7XWZsNKMnuDQYD1dXVTl2VLBaL07pcu3aNM2fOUFxczMjICBqNhp6eHnp6eggMDCQyMlJ2pJqqvKpUjo5i1dXVjI2NsX37dvnadOYTfhHCwsJ44okn5PhEe8ZPPvmEc+fOUV1dLdewpKSEqqoqLl26RHd3t6TygZlVXsV9ICJXu3fvlgU+7733nvT0j42NOSmh4rPw1Qx6oTAJz7xoU/r0009L5oGZUnymXs6ZmZls3ryZ27dvU1ZWRmFhIevWrWPTpk0A0nN+9OhRTCYTaWlp7Nixg8zMTKmUu7m5MTExwc2bNykuLsbT05Ply5fLau2ZTO1Rzi00NPQuhoAHgZjThg0bGBwcpLi4mDfffJPR0VEmJiYwmUwUFhaSmZnJs88+CzhXxs8ExLM0Go3cvn2bs2fPSkM/NzdX1t8oDTVRfFdeXi71FXDQTXV1deHp6cnKlSv57ne/excjykysnfIuNJlMdHV1ScU1MDCQVatWceDAATZv3kxwcLATD7Qyd3VycpLc3Fyp95w/f56SkhKKi4sZGBi460x/U0zbigurT6vVkpycTEJCgtPryraVIl9GVDlXVlZK1zM4ulAcOHCArKwsIiIiSE1Nla530aIzMTFRUhmJ75suoaykbAkNDSU7O9uJnuZeLTfvB+Vrs60QTAeUQlusFUBNTQ23bt1i586dsspWqZBMN5TPenx8nL6+PsARRv6f//N/SqteeNZsNpukMenr66Onpwdw0Bf95je/obi4WPYYT0hIYP369ZJN4V4hs5mG8JK6u7uzcuVKnnjiCQYGBmS6i9Vq5fr165SVlTE8PCypXASX6MjICIODg4yOjjp1jpktKNfPbrczPDzM+Pi4JLu3WCx0dHRw9OhRzp07R3Nzs1yDqKgocnNzJW1PSEgIYWFhmEwmbDYbRqOR69evc/HiRbq6utBqtbJAymw2z6rHWXixpuaFhYaGypSCZcuWUVFRQUlJCSUlJTQ3N2MymaiqquK9995jYmKCRx99lJycHKcGFTMFcabUajUrVqzg6aefJiAggObm5rsaaQjcy2v3ZfJS+Z7x8XEWLVpEdHS0VIRnsnJ9KpuHu7s7AQEB8qJvbm6mu7tbKgI1NTXcuXNH5q5u3ryZZ5555q5opchJFBRDWVlZ0ts3m5X5X+fvKvdzcHAwW7ZskU0trl27JlNMBH8vzGzreaUc7+zs5Ny5c1y4cAGAJ554gpdfflnK/M7OThoaGujp6aGzs5OWlhbq6uqc9BqtVsuqVatYs2YNW7ZsYePGjTLCN5NGsfJuEhz1gpkjLS2NFStWkJube880T3DmghX7ua2tjUuXLslUlmXLljl5pB/GvKZVeRUWUWhoKFFRUfj5+aHX6xkaGuLGjRtERUUREhLixM/a39/P7du3nbwmK1as4MknnyQ2NhZwbIzTp0/LjZOQkEBWVpZTQcJ0Q1hWWq2WiIgIp4V9kHZ/4vdCWRsZGaG/v9/p+11NmZ1aPPEgG3Cqcq6s7m5oaHCqdp/JHEqloBQ0UsXFxXR1ddHR0eHErymgzL8TGBwc5MiRI1y4cEG29svPzycpKcmJx3a2lVdl3ltwcDCPP/44Q0ND9PX1SUNQpOeAc/K+VqslIyODjIwMJ4t7NvN6ledrYGAAvV7v5DEV3qnGxkYuX76MVquVnr7Y2Fi2bNnyhUwDZ8+epbOzk87OTkldA8yKlxWcC2DFXlIWvIizlZWVRVZWFps2beLTTz8lLi6Oa9eu0dzczODgIHfu3KGjo4POzk4OHDgg21CL75jpy3JycpLVq1eTkpIiSfg/+ugjOjo68PDwkNXIIsXHaDQyMTHh1JzhflCmLW3atIkXX3yRtWvXSpaQ2Ww/OrWpwuTkJL29vdy8eROTycSnn34qDer09HSeeuopyRwxMjKC2WymtbWVgwcPcvbsWdRqNdu2bWPlypVOUc/ZrMb/qpFQ4SQQRZKenp5kZmaSnJwsmXzAUQtiMplkt8qZmqNSee3p6eHKlSt0dXURExPD9u3bSU5OlqmMlZWVFBcXy/x50VhEKbdSU1P5q7/6K5588km5vwVTz0zeF8p7LiAggCeffJLly5djMBhISUmRiqzBYHCi/VLORRjVY2Nj3Lp1izfffJO3334bo9HIihUr2LZtG6mpqfL9D+PcTWvOq3JTeXl5ERMTQ11dHTU1NfzsZz/DZDJx4MABp/D66OgopaWllJWVERgYyPPPP89rr70mFdfe3l7OnTvH22+/TXV1NREREbzwwgvk5eXJ75hK9DvdmJrPo7xU7lc4JoSnu7s7er2e8+fPy57cwF0dUmY7BC2MEWUe1YMcMOW4lQV84AjRT6UHmwmoVConxWX58uX85//8nzlx4gR1dXX4+fkRHx8viw2Ulc2CT7G0tBStVktiYiLh4eHScNJoNMTHxzvt6dleO+UYhABOSUlh9+7dshNVT0+PzK0DpAdzcnKS8PBwvvvd73LgwAFCQ0Pld8ym8ioErl6vp7Kyks7OTqfXhcGwceNGUlNTUavVpKSkEBAQgJ+f35dSZMXExJCWlkZJSQm9vb1OnuuZ5vFV5gwqW2ROTX9RKp9hYWFs27aNnJwcSktLOXXqFMeOHZPUTFevXiUiIoKYmBipvN7LYJtOCFkSGhpKQEAAERERZGdns2/fPo4fP86VK1fw9fVlw4YN5OfnMzk5yfXr1/nkk09obGzEzc0NX19fmSKi1+udvt/f35+1a9eydetWNmzYQHp6unx2s8XFLM6Oj48P8fHxTi1rq6qqOHjwIHq9nsuXL9Pd3U1sbCzPP/8869evl58/f/48V69epampiStXrjAyMkJ4eDjbt28nLS0NcBTeCGaRmYbYl0pO9i8qoBb7VtwPQnkFx31fW1vrVFMyPDxMe3u7PNczJV+Vd3xra6v0BHt5edHZ2cnBgwcpKSmhoqKCvr4+J3kaFRVFRESEpJ8CR5rB2rVrnWikRFR3NjA56eBUDgwMxMfHB6vVKsdmMpkwm814eHg4NQ0REOl0p06d4uTJk9y6dQuj0YhWqyUrK+uuKI9LK69TeyunpqayadMmhoaG6O7upqSkhE8++YT09HQyMzMl11l7ezuVlZXSk7B+/XqSkpJkP9yysjLOnDlDSUkJ0dHRHDhwQIZTpvaBnk4oLUsvLy8nRU55sd8vzKisfq6rq+PQoUOy2jAyMpLly5c7JXvPdvX6/XplC962e71PPCORPmK1WmVem5eXF8nJyU6MCjMpaIWQsNvthISE8PjjjxMXF0dzc7NMTfH395fKq1CGmpub+fnPf05VVRVeXl6sW7dO5gKJZxEdHX1Xta+rQPmMs7P//+z9d3jUV56gi7+SqqQqlXLOOSGJJIsgcgYDbgew3e22u+3tMPPU9vSdO7O/2Z29aefeZ56dmXvvpumpOz2ebtvddjsb3MaAbYzISCBABCEhhCQklHMoVZUq/f4ozvG3CoGxDaoqUe/z8AhV0jl10ud8YhkvvvgilZWVNDU1cebMGS5fvszw8LDbmGZmZrJx40aZamhqasprfRJmVTF+vb29tLa2ullqwLXuent7yc7OdrvYCiYnJ5meniYoKAiNRiO1fODSMLS3t2M0Gt20dxkZGWzZssUtr/TDrlwlDvaZIrVn0hw6nU6ZIzsiIoKIiAiSk5MZHByUlipw+ZyfPXuWbdu2SR/J2XTbgTvrvcfExBAbG0tWVhaZmZkUFhYSERHB2rVrpUtYaWkpWVlZNDc3ExwcTHJyssxOcOLECbd5m56ezrZt2/jRj37kdgiHhYV5VSMpKCwsZNu2bdy4cUPmVe7o6MBqtUoBR8QIHDlyhNDQUNra2jh06BAHDx5kfHwcQJbAXbBggfxsb16Yhdb325xZnunsZtKQj46O0tfXR35+/rcK9Pm2CAVFZ2cnly9flnvOjRs3eO211zAajfICJVJEJiUlkZuby5IlSwgNDeXjjz/m5s2bqNVq0tPT5eVFZJ7wZrEe5ZzxHIewsDC3C7/T6cRoNDI5OcnY2BgtLS188cUXMtsLuM6XlStXsnnzZjIzMx/4nHyowit8ddhUVlYyPj5OY2OjNFM2NjbyzjvvUFlZSVlZGcHBwZw+fZqOjg7A9QW1tLTw0Ucfcfz4cWpqaujo6MBoNJKYmMjLL7/MD3/4QwoLC+Uknq1bi7ICSnp6upvbgKiSISpjzbSIlcLtpUuXOHHiBIODg+h0OtauXcuGDRvcbuXeEhaU2hwhnCndPDw17ErhVem3YzQaaWlpkWObk5NDdna224KYbS2Bp+m7vLyc4uLiGav1CI1Xenq6NKOEh4dTVlbGxo0bSU9Px2q1yjJ4yvf7SsUtcG9LeHi4jOwdGhri8OHDvPvuuxw+fFhuwnFxcRQWFrplW/DmRcpzAxTBA56loc1mMzU1NRw6dEgGd8BX+5FGo3FzBVBeuIQG4ciRI9KVR6PRsHnzZn75y19SXl4uL2XeWpf3ckXytDyp1WpiY2PdviOTycTIyIib24433ZQ851RRUREZGRluJWXBlYYpPT2diYkJHA4HycnJ0pWgtrZWuo6EhYVRWFhIWVmZW79ns4T4TIi/73S6yoj/8Ic/xGg08vd///cYjUY6OjrkvAwKCqK1tZV//ud/5tVXXwVce+rk5KRUApSUlPC9732Pp59+2i3TiS8U35ienpZ+8lqtluTk5G/8/efk5LBkyRKampqkQA/IapazIewpq8ONjo5SXV3NqVOnZFCTw+GQMk1MTAzFxcVUVFSwdOlSSkpKSElJITk5mZaWFo4dOwZ85fct9h2h3PF1rl27JgOvenp6aGho4OrVq7J6pjg3cnNzeeaZZ/j+979PUVHRffmof1Me+s4rGqzRaFi+fDk/+clPUKvVHD9+XEZtX7x4kbS0NHQ6nawPDK7F++WXX2K327l8+bK8aRYWFrJ7925eeOEFqTVQmh68gXLjaG1t5fjx4yQlJcmCDGaz+Y42jo6OcvHiRerq6mSqGKPRSGxsLMXFxYSHh8vD1hsCg3Ky9ff3c+TIEZqamsjIyKCyspKCggI3ocYT5cHe2dnJp59+Sm1tLcHBweTk5JCUlOQTQp6y0pYyJY8ySbTFYiEyMtLtMWH+E+aQmZLg+zrikEtOTmb16tW0tbVRV1cnN6Hi4mLmz5/vNk7e7KOn+0Nubi7l5eUkJibS19eHSqUiPDyc8fFxzp49y2uvvcbw8DAFBQXodDpyc3NJSUlxu6CYTCbpm9bR0UFtbS1ffPGFPCwTEhJYvnw5TzzxBOXl5cBXbjQPa84qU+QYjUaampowGo0yVY3w6RXlJ8VrxSHhcDgwmUzSNO+Z61PMb1/yqxfrzG63o9Pp3FxvpqamCAoKQqvV3pG9RiRN90wplpubS0lJiayCJOqq+wJms1kKdJs2baK6uprq6mopfItxnCnzArgu2hUVFaxYsYK1a9dKd4GHHax8L5R+2WNjY5w6dYqDBw/S3d1NVVUVzz//POnp6ZjNZhwOh8ztq9SsikpryqAzk8nk5s8uisZ45v99WChjFoxGI5cvX6axsZHQ0FAKCgrIz88nOjpaFhbKz88nOzubnJwc6ZIj2inarNVqUavV8jt72Llc7wer1Srn2/T0tFQGjo+P09HRwZUrV2hvb8dkMkkfbZHDFVyFGDZs2EBlZSXFxcUsWbLkjrR8D5KHLryKSWmz2YiLi+Oll14iIiKCyclJWc6wr69vxo6JVDaCzMxMVq5cyeOPP87q1aulH6w38PThKSkpYfPmzZw4cYLu7m72799PamoqmzZtAu70lZuamqKxsZF9+/Zx8uRJ6VoQHR1NUlKSW55Yb+NwOGhra+Ptt99m7969ZGVlsWvXLtauXSuTFQvBT6l5FRupGOvPPvuMiYkJQkNDycnJIS0tzU0Q8pbwOpOJ625mL2UbRa7Xqakpt+Tn/iLAKqu3qdVqEhISyMvLc9PahIWFodVq3QQJZY5Vb6EMnli4cCHz58+nubmZ6elpqU00mUzU1NQwMTFBUlISWVlZrFmzhtLSUml2t9vtnDt3jsOHD3PhwgVu3rwpL5I6nY60tDSWL1/Ozp077wiGeZjfgTI39tDQEG+99RZNTU2sXr2ap556innz5kkN8t1S7Ikx6+/vp6+v745SwA+zkMu3QbhwCJRWH89LsnDHEpo3z2IiKpWK+Ph4WYbcM4jW2yj3iOzsbFlC++zZszLCXoyPuHg4nU50Oh2lpaVs2LCBTZs2UVZW5mb182YfxVhZLBaamprYs2eP1BgPDAywZcsW0tPT0Wg0d60Y6Vngpa6ujkOHDsnqleD67sLDw+V3+LADDZWfLQLQ582bh0ajYf369dKtRafTufkZK2WaoaEhzp8/L4uKlJWVUVhY6LbXzvZaFLmSha/x2bNnqampYXBwEIvFIhUBfX19nD592i1TgkCtVhMXF0deXh5VVVXs3LmTFStWyL1HOTYPem7Oms1LubGsX78es9lMRkYGV65cAVxR257VUZQUFxfz/e9/n127dslB90w/MpsoF5jT6WTNmjXSj/P48eM0Njby0UcfMT09zerVq+9IMzE8PMy5c+c4ceKEjKRcvnw5zz77LFu2bHFLfO9NxMQW6ZLA5az+0UcfcerUKTIzM0lJSSE0NJSEhASKiorIyspCo9FgNBoZHh6mpaWF48ePS9NKWFgY2dnZ5Ofnu1U/8vZBKrRpngEGSv9mzwhvUdZOPCdcJXzpoLwXTqcTs9ksBYf4+Hi3tXrjxg0uXrzIjh075GMiGERpOp/tear8e4mJiWzevJmOjg5OnjwpN1iR5qu5uZmWlhbpMx8XF4fRaMRoNGI2mxkYGKCrq8ttY162bBlr165l8eLFsjBKVFSUFNwftuCn9JOfmpri7NmznDhxgsbGRsC1LktKSu6rDQ0NDRw6dEiuP3CN+2yWuf2miMwenlHzYq8XGlohvHq6Sngzk8D9oMwYkZiYyPr162lsbOTs2bOAa48sKyujqqqKRYsWodFoMJlMqFQq0tLSyMnJITMzUwpws5mvdyaUf39wcJD6+nqam5vl84ODgzJ7AtxpvVGa0cW4nTlzhn379nHmzBkmJycJDQ1Fp9NRUlIihcfZyNWr/OyoqCi2b99ORUUFWq2WzMxMWVjCE2Ui/tbWVg4cOEBdXR0xMTFs3bqVqqoqt8vabM9XESAmUgG+++67/OM//qPcG+x2O5mZmSQkJDA6OopGo3G7RCYlJbF48WJWrlxJWVkZ6enpZGVlublyiEDTh6HQmbWdSzTeZrMRExPDrl27SE5Opq6uTlbWOHfuHOPj40RGRjIyMsLg4CCRkZFkZmYyf/58nnrqKWm2E0EJ3hZ6hNYqOjqaTZs2ERQURF9fH/v375eVYoaGhqisrESr1UpH59raWo4ePeqWWH3FihX88pe/lCZBb9TfViKEk5CQEFJTU91y9XZ0dHDz5k1qa2ulVjkxMZEFCxbIQKzx8XF6e3tlNS1xIGdkZJCfny+1IkLg8zZ3C0pTunooBVOVSoVarZamyODgYK9Eo38XROYFsUFHRkbKi1ZwcDCdnZ3U1tZy7do1WR0lIiLC6+Ol3AxDQ0NZs2aNzPN69epVWclGGSTY19d3R+UwIcDFxsaSmJhIRkaGDLBYvXo1BQUF8vWzeUn2/DvC3Nje3s7HH3+M0WiUwaxRUVEyaFRpehc+kx9++CHHjh2TpnNRjWp0dFT67Yn++QrKNIKej4NrDor2TkxMMDQ05KbpEjl5Bb7UN4Ey3aJIJSlISUlhxYoVPP3001RVVd1VOFNepryJ0hozMTEh89YKgoODqa6uxul0kpubKy+/DoeD6OhodDqdNFtbrVYaGhr46KOPOHHihFuaqZycHBYsWCDz3c6G64vyu9VqtbJUtEAESQrEOvS8gIqLp0ajobS0VJ6n3g4iBFcfJiYmcDqdJCYmkpCQgMlkIjs7m/nz5xMdHe2mUQ4JCSE+Pp6FCxeydOlSKaQ7nU4ZG6NWqx/upeKhffIMKDf/0NBQVqxYwYIFC2Rt6snJSXnbttlsUjAMCwtDp9O5+ZX6isbA8xAvLCykoKBAHgqHDx9mdHSU1NRUt1yFra2tdHV1SVNeRESE9MWDr/K9eROxuQQHB8tJnJOTQ3t7u5sDtli4nZ2dsjKK0I5YrVZpXgdXBPC6devchAJv9/OboNTCev70/L+/oGxzeHg4WVlZXLt2TfpFdnV1cfjwYVJTUykoKJAazZkC22YbsUnm5OTwzDPPUFhYyMmTJzl69ChnzpxxM5WHhobKeVhcXMzWrVvJz8/HZDJht9vJz8+ntLSUuLg4NyHeG3gemKWlpVy9epXx8XHq6+tpa2vj8OHDFBUVufndiQhgUR62rq6OK1euyMAzZVnV2YzUfpCIPSkoKIj+/n4OHDhATU2NW+7XmcqR+jKiCIZAq9USEhJCf38/LS0t5OTkuGnpBMpUft7E099YCKOCW7du8dvf/pYvvviCBQsWkJ2dzfT0NNPT0yxZsoRVq1YxODjIqVOnZDL/uro6t9znERERlJSUkJeXJx/zZmopJaJyHHw1JndLnym0xd5G6QevVqvZvXs3FRUVZGdnEx8fL+M8RCpIT+uHiPnwDOAWY/Kw5+WsnjzCBCRuJZ6O90ITdy9EgIK3D02B2PzFoSgqgwwODtLY2MjIyAi1tbWAq/9RUVEYjUa3yEKVSkVhYeEdlYt8YUMSwrlKpWLDhg10dnbKOtozIcyxys8Q/dDpdKxfv57nn3/eLd2Qr4zlvfDcIIWLwPT09H1XU/NVlPMsKiqK3NxcdDqdzK0YGhoqTXdFRUVSSDIajWRlZbFq1Srpfz7b5kulRjwtLY2UlBRyc3MpKipi6dKl3Lp1i6CgIJKTk4mIiJDa2bKyMlatWkVGRgYTExMYjUYSEhLuEBCES8VsB8EotY6xsbFs3bqVjo4ODh06hMViob+/n4GBAa5cuUJWVhZpaWmEh4czNTWF2WzGbDbT0dEhYwaEhlkE/yxatIgXXnjBLaDCV4KZvg6llq+vr4/z58+7FdgAVwCiyAoC3t9L74Zol0ajISkpiejoaMbGxrh8+TIWi4XOzk66u7tZv369DE4WFaa8FZg1E0olTnx8PCtXrqSrq4tPP/2Uzs5ORkZGGBkZoauri7a2NjIzM+Ue2t7eTktLC/39/Zw8eZIbN24wMDAg99KYmBgyMjJYsmQJ27Zto7CwUPq8e0N4FQoZQF7gvy5mQpk1QwRxextl+0JCQti4cSPbtm37xnNK+J+LvPWzZZXzyjc4U97C+8UXUoDMhNj4Q0ND2bBhAxUVFVJj9Zvf/IampibpX6gUXHU6Hfn5+axevVpGjIL3KvkoUaa8UqlULFy4kFdeeYWBgQE++OADebDfbfNQ3kBF/eannnpK1u9W+rT5I57+eP6KcrOKioqivLycoqIiampqAFewQW1tLSdPniQ4OJjw8HCZqmbVqlWyahV4P5grODiYwsJC8vPzef7552dMqC1+F/MuNjbWzaqjZCZt12wg2uZwOIiKimLVqlU0NDRw5swZxsfH7yjSIEySd7MCKPNNZ2Zm8sorr/DLX/5SPjfbVX0eNMq2JyQksGzZsjsq+vjiOhVjFBcXx5IlS9iyZQtffPEFo6OjdHZ2kp6eLstqiznhi65JSg2wKA4hIvB///vfy5K/oaGh8uIl+iOCu4QwK9ZsUFAQaWlpVFRUsG7dOhlsKfwuvZVh6H6yygirpUAoOsB1sUpKSnJ7rS/wbWUrb116vbpbicmqTAQvJqRS7SyEhIedEPxBERYWRnJyMsnJySQkJKDT6fjkk0+4cOECIyMjREVFkZ6eTnFxMWVlZZSUlFBUVER+fr78DF8T6IRGraysDL1eT0VFBd3d3YyOjtLT00N7eztDQ0NyYxX5/QRLly7l2WefpaqqSj7maxvwvVDOO1FAIzU1lczMTK8VWnhQKOdaVFQU69atw2azERERwaFDh+4waSr9u7RarVsxDW9txMrDQmg97mcNKXMR2+122U9fcIlQkpyczFNPPcX09DRvvPGGTAQugi2UWRDA3f/aZDJhtVpxOBykpKTw4osv8vTTT8vP9rWsA9+EkJCQOyx4WVlZbNq0ScZHiNf5ipAg8HTbqKio4Be/+AXbtm1jcHCQkJAQ0tPTKSkpkUV8wPfOhpkICwtj0aJFMiXW2bNnZYGi9vb2O4Q7gTg3HQ4HWq2WVatW8cQTT0h3HqXQ6E9zVuk2EBsb65a9xVcQQZLCXUx5MVD+9JTLvHXmeXV3FhvsXEMI4SqViqysLJ5//nkyMjI4cOAALS0tREdHU1JSwpIlS1i+fLnbLcwXEYe4MA1UVVVRVVXF0NCQFFwvX75MZ2enfO2tW7dobGxkdHSUkpISdu3axbZt20hNTXUrMesviI1WpVIxNTWFyWSS2RV0Op3Xa6V/F8TGJKJ2i4qKiIuLIzY2lrCwME6fPg24zIE2mw2TyYRWq2XhwoU8/fTTPnHp8tTge+Yx9TzohOZVKaD64viJeIDg4GAWL15MUlISQUFBvPbaa/T29kqNqc1mk4ePQFwyRJRwZGQkTz/9NC+//DKZmZkzFh3xN6xWK0aj0U0wDQkJIT8/n6SkJPmd+KriQ3nwx8fHs2bNGtasWePFFn17PLOzBAcHM3/+fBISEqiqqpKJ7K9fv05XVxdGo5Hg4GCsVqvMmbpw4UJZeEKj0bBhwwaWLFkCuMZamSLP1/HMfiF+Hx4enjF3r7cR7lH+kurRP2aBHyI0ySEhIdIPtri4WOY5jYyMJC4uzi2Jsa/j6YQdHx9PbGws2dnZLFy4EJPJJJ+bmppifHwcq9VKZGQkGRkZ8uBVBo34C0J4VR6C0dHRsmSqCLDzt34pUbY9ISGBrVu3UlJSwtDQkMwpCl+5kcTGxpKcnPzAa1Z/V4TQqtTuKBP4C5TBBeJ3X0Qp4KSnp/NXf/VXLF26lN///vfU19fLCj+eeVwF8+fPZ9OmTSxbtoyFCxfKUqtCwPA3lGNos9mwWCxuj01MTLhZCgJ4B2GhysnJkZloxsfHMRqNmEwmaXUFZDnj6OhomT4xKCjILQ5ktgKBHgSe7gw6nU5qz8fGxtyskgG+HQHh9SGg1OCIgzQiIsLNp1Ug8oQKTZAvL0px4xVBSsK0+k0js31BwPmmKG/7S5cu5aWXXmLlypVuaaX8HTH3xMERFxfnFvRyL3zpQPmmqYN8pd1fh8lkIjQ0lJiYGJ566inCw8M5ffo0TqeTnp4eWZ1Qo9FIwTQ1NZWlS5fKzAoCoe3yRzy1lfn5+TIoVq1Ws3TpUr+0hggtsdLvU2jWPSuk+TJKwU1cKnQ6nSz68U3xV59sZXvT0tJ48sknSUpKIikpiZSUFPmcv8xPX8O/ZoMf8nUO5UJb5w3H82+LWJT+0t4HgfKg3759O+vWrSMsLEw+7i+mlvvh22iQH6W54C08c0GuXbuWZcuWAcjUgkJoVfrAeiYXB//I8HE3RNudTifZ2dls3LiRS5cuYTQa2bJlCz/84Q/Jy8vzu4IhYrw80y7509ngyYNotz8J7ko8hdcXX3yR3bt3Exwc7BYnMJfOjtnEf3cwP0HpTyiCJpSblD+amj0PA1FQQekOIB4Tvq0PO2HxbCAOlPDwcDdhwJe0jg8CpQZWGaXuaXafK+PqL4h1ZzKZAFew3DeJEBZuPTOVlPU3hEtISEgI5eXlvPTSS6xfv57HHnuMRYsWERwc7Ob/6y/4i6D9TRG5TcU5MVNxgZmKDol0WP6MOAMjIiJ8MlDLXwmcOrNEcHCwz6b5+q74QoWX2cAzIMHftSJfR0hIiFsmhQC+gXJM7qdAhpijc2kslQF6Wq2Wxx9//I7XBC5VvoM4Ix7FMbnbuRHgu/HozaQAAb4jdrtdmiQDJp8A3kL4y4N71R7lwSiEPH81vX4dMxXFmGuWkAD+jzINlTeKnsxFvrHwqtfrH0Y7fIa53j+Y+32c6/2DQB/nAnO9fzD3+zjX+weBPs4F5mL/AqJ/gAABAgQIECBAAL8hyNeqjgQIECBAgAABAgQIcDcCmtcAAQIECBAgQIAAfkNAeA0QIECAAAECBAjgNwSE1wABAgQIECBAgAB+Q0B4DRAgQIAAAQIECOA3eD3Pq16vXw38ObACiAOGgcvAfzMYDPu92LQHgl6vzwD+T2AbEA/0AHuBvzEYDCNebNoDQa/X/z1QCRQBCYAJuImrj78yGAxD3mvdw0Gv178E/O72rz8zGAz/6s32PGjmav/m8l6j1+vbgey7PN1nMBhS7vKc3xKYp/5HYJ76/zz1lTH0qvCq1+v/V+D/AgaBfbgEuwRgMbAO8PeFmg+cApKAj4EmYCnwPwHb9Hr9yjkg3P3PwHngC6Af0AHLgf8E/Fyv1y83GAyd3mveg0Wv12cC/whMAnOu1t9c7d9c32tuMwb8txken5zldjx0AvPUrwnMU//H62PoNeFVr9c/i2uRHgKeMRgMEx7Pz4XSRQZcgusvDQbDP4oH9Xr9f8El9P0t8KdeatuDIspgMJg9H9Tr9X8L/Efgr4E5kSFZr9cHAa8BQ8BHwL/zboseLHO1f4/IXgMwajAY/pO3G/GwCcxTvycwT/0fr4+hV3xe9Xp9MPD3wBTwguciBTAYDNZZb9gDRK/X5wFbgHbgnzye/j8AI/CSXq/XzXLTHigzCa63ee/2z8LZasss8EtgA/AKrvGba8y5/j0Ke80jSGCeBvAH5tw89SW8pXldAeQCHwAjer1+B1AOmIEzBoPhtJfa9SDZcPvn5waDwaF8wmAwTOj1+pO4hNvlwJez3bhZ4InbPy95tRUPCL1ePw/4O+C/GwyGY3q9fsPXvcefmMP9exT2GkGYXq9/EcjCdVheAo4ZDAa7d5v14AjM0zlBYJ76P14fQ28Jr0tu/+zD5S85X/mkXq8/Buw2GAwDs92wB0jx7Z/Nd3n+Oi7htYg5ILzq9fp/h8unJxpXANcqXBP677zZrgeBXq9XAb8HOnC5Qswp5nj/HoW9RpCCaxyVtOn1+lcMBsNRbzToQRKYp4F56g/M8Xkq8PoYeitVVtLtn38KaIFNQCSum+ZnwBrgfe807YERffvn2F2eF4/HPPymzAr/Dpc7xJ/jElwPAlvmyGb7v+MKmHjZYDCYvN2Yh8Bc7t+jsNeAy7duI65DRYdL+Pk1kAMc0Ov1C73XtAdGYJ76P4F56v/4xBh6S/MacvtnEK7b5MXbvzfo9fqncWkr1+r1+qo5Zi5REnT7p9OrrXhAiPQYer0+GZcJ7O+AC3q9fqfBYDjv1cZ9B/R6/VJct+f/dy7OxbnePx6RvcZgMPyNx0NXgD/V6/WTwF/iyv7x9Gy360ERmKeBeeoPPALz1GfG0FuaV5HftFWxSAG4fVP57PavS2e1VQ8WoVmNvsvzUR6vmxMYDIY+g8GwB5dLRDxf5bfzOxTmn2bgf/Nycx44c71/t3kU9pp78c+3f67xaiu+A4F5Gpin/sAjMk/vxayOobc0r9du/xy9y/NiIWsfflMeGqKPRXd5XkTh380n1q8xGAw39Xr9VWCRXq9PMBgMg95u07cggq/Gz6zXz5jx61W9Xv8qLsf8P5+thj0g5nr/4NHYa+5F/+2f/pzVJDBPA/PUH3gU5um9mNUx9JbwegywAYV6vT7UYDBMezxffvtn+6y26sFSffvnFr1eH6zMOKDX6yOBlbiqUdV4o3GzRNrtn/4aRWoBfnOX5ypw+TWdwHXw+KOJaK73Dx6NveZeVN3+2erVVnw3AvM0ME/9gUdhnt6LWR1DrwivBoNhUK/Xvwv8EJdz8/8qntPr9ZuBrbjM6Qe90b4HgcFguKHX6z/HZT7/t7iqbAj+Btft5NcGg8Fv87/p9foSXMmKez0eD8aVbDsJOOWvZXBvm+t+OtNzer3+P+HajN7w13J/c71/8GjsNXq9vgzoMRgMwx6PZwO/uv3rm7PesAdEYJ4G5qk/8CjMU18aQ2+Wh/0LYBnwv+j1+jXAGVz1cp/Gpan7mcFgGPVe8x4IelzlYf+HXq/fCDTi6vN6XO4C/4sX2/Yg2Ab837fTuNzAVUkkGVgL5AG9wM+817wAAYC5v9c8C/wHvV5fDbQBE0A+sAPQ4Cop+v94r3kB7pPAPA3MU1/HZ8bQWwFbGAyGflwL9b8CmXxVjeJTYLXBYPD7tCAGg+EGrpynr+Pq61/iGuj/AVQZDIYh77XugXAI+BdcgVnPAP8/YBcwjEu7XGYwGK56r3kBAjwSe001sAdXkvsXcAlBa3GZKH8M7JzBDB3AxwjM08A89QN8ZgyDnM45kakpQIAAAQIECBAgwCOA1zSvAQIECBAgQIAAAQJ8UwLCa4AAAQIECBAgQAC/ISC8BggQIECAAAECBPAbAsJrgAABAgQIECBAAL8hILwGCBAgQIAAAQIE8BvuO8+rXq/3+7QEBoMh6G7PzfX+wdzv41zoH8z9Pgbm6dzuH8z9Ps6F/sHc72Ngns7d/gU0rwECBAgQIECAAAH8hm9cYctgMDyMdjxU9Hr9fb92rvcP5n4f/bF/MPf7GJin7sz1/sHc76M/9g/mfh8D89Sdudi/gOY1QIAAAQIECBAggN/wjTWvDwO73Y7NZgMgJCSEkJAQgoLu6aoSIECAB4zD4WB6ehqbzUZwcDAqlQqn04nNZmOmSnxBQUGoVCpUKhUhISFeaHEAQI6RzWbD4XDIsQoKCpLjqFKpAnuqH+F0OrFYLDidzsD4zRHsdjt2u53g4OA5IeMo9xnxu/L8CA0Nfajngk8Ir0JgfRRxOBwABAfPfSX4o9RXX8ZTEBW/BwcHo9Fo7nh9WFjYrLTrQeF0Ot02VvH/uwng4p+/EhQUhFqtRq1W3/N1nodNAN8lKChoxrU4V3A6nfI8UCLmpr+vSSVOp5OgoKA5J+cox0f0MSwszO28EI8/DLwqvD7MjvkLQqulVqvntFAnbmXioJ3LffUHxMHhdDqx2+0EBQURGhr6rT/Pl9ayw+HAbrcDXwmvQisp2ij+r1arv1O//QnRZ18ZpwAz43A45vz+aLfbmZ6edrtQCktBSEgIKpVP6NW+M2J/nak/vrRnflfu1kd4eP30ygwRnREdGhoaYmBgAJvNRmxsLAkJCX6n7YGvJirwtYtPbFCPwsFps9lQqVR+pUmw2WzY7XacTifBwcEEBwffoRXwp43H4XDIOScOCIGYqxMTE7S2ttLf349OpyMhIYHp6WmGh4exWq2EhIRIrabD4UCtVhMfH096ejqxsbHe6poUVp1Op9RueGo4vm6dCQHeH4UGo9HIwMAAg4ODmM1mOdYAOp2O5ORkkpOTZ00j8rAQ+6sYayXChcWfNVvK9TkxMcH169exWCykpaWRkpLil2eiJ8JsLlwhvu61gN+OqRhPlUqFw+FgaGgIo9GIVqslLi5OWkr8ZS0K907h8jA9PY3dbkej0aBSqbBYLNy4cYPe3l6io6PJyckhPj4eeDhWV68Ir0IDEBwcjNFo5MiRI+zfvx+TycSaNWvYvn07WVlZfmfm+iaHn7/06UHgjwJBcHCwFNSUwqvnxctfEHPzbmMxPj7OsWPHeOONNzh27BhZWVmsWLGC0dFRzpw5w8jIiNyExbqMjo6msrKSnTt3snr1atLT0+XnzeaGLPqm1Kx+m8/wlzFVauampqa4cOECX3zxBSdOnKCzsxOTyYTNZkOj0ZCXl8e6devYunUrixcv9rsDU8m9Lo3Ky6W/Mj09LS/4/f39/Ou//iu9vb089dRTbNu2jaSkJMC/NejfpN3+eG4oEYI6QG9vLwcPHqS5uZnc3Fy2b99OZmYm4FKUfJ3Lj68gLol2u52bN29KQTU1NZX29nZeffVVvvjiCwoLC/n5z3/OE088QXh4OEFBQW7fx4PAK8KrmMAOh4Nr167x+eef84c//AGz2UxISAiPPfYYGRkZbsKCv6AcnJnMP3a7Xd5cxsfHqampYXp6mscee4zU1FTA9w8WEVynFPBmckC3Wq3SReDWrVucOHGCiIgIqqqqiI+P9+l+3k3QU7bXYrG43SjFASr8m3wB5QVQrLmenh6GhoawWq1YrVY6Ojq4dOkSly9f5vTp0wwMDNDf38/Y2Bgmk4lbt27N+Nm9vb3cvHmTGzduMDo6yg9+8AOio6OlgDtb34GnP1lnZyc3b97Ebrej1WqZnp7mxo0b9PT0EBERgUqlYmBgAI1Gw+LFi6moqCAuLm5W2vqgaWpq4tNPP2X//v1cunTpjudv3bpFd3c3nZ2dPPHEE1RVVREXF+dXgoGwgoSFhX2t36DQOvuj2VmpTdZqtYSGhs6ZgEilVhng1KlT1NfXY7FYpOAWHh5OdHQ0SUlJFBQUyPNQ+X5/QszB/v5+Dh06xO9+9zvOnDnD8uXLKSkpkcKr3W73OeFV6U4G3GHRcjqdXL58mcOHD2OxWIiPj2d4eJjq6mo6Ozvp7OwkMTGRtLQ0qqqqHsoc9soKF5NwaGiIpqYmGhsbMZvNAAwODjIxMYHNZvM7k7pywENCQmZcbOL2ERQURGtrK7/61a8wm8389V//NampqdIk68ub1f0eDEJ4BaipqeFv/uZvKCgoICMjg/j4eLkh+aIAa7fbsVqtAHeY2YWmz1/MeOKS4HA4uHz5MidPnuTGjRs4HA6MRiO1tbVS8FFqMa9fvy4/Q6VSyfksXAi0Wi0TExPU1NSQmJjItm3bZl14VfZtdHSUK1eucOTIES5evIjT6SQ5ORmHw8HJkydpaGggJiaGqKgoOjs7UalUrF69mt27d7NhwwZycnJ8ekyVAoDNZqOhoYFPPvmEgwcPcu3aNVQqlZtmFVzavKamJrq6uujv78dut7Nt2zap4RMuPb6M0sSszKqg3DeCg4PlRdnfhByBcr1MT0+TlpZGRkYGFRUV8rIP/qmRVO4J7e3t/P73v+f111+X5z6ARqMhJyeHefPmsX37dnbs2OEmwPoLYk0FBQUxNjbG559/zocffsjx48dxOBw0NzczMjLi7WbeE6FhFTgcDkwmE9PT00xPT9Pc3MyJEyc4cOAAN2/elK9Tzs0jR46QlJSEVqulsrJS7tOer/u2zOqu5ekGYDKZGB0dxWQyydeIST5TZLAvotQetra2cubMGcLDw1m3bh3R0dFupmdAaigdDgdXrlyhrq4OtVrN0NCQN7txX3jefo1GI2FhYXKSez6vVqux2+309vZy7NgxmpqaiImJkRuWrwmtYizHxsY4fPgw+/btw2QysWDBAubNm4dWq8VutxMdHU1RUREJCQl3/SyHwyGFPG8JB0oXh4GBAWpra9m/fz81NTWMjY0RGhqK2Wymvb3d7T0zrb3i4mIKCgqw2+00NTVx69atO+aC8FGbTaanp+ns7OTs2bMcPXqUs2fP0tXVxfT0NJGRkaSlpREfH09kZCSZmZkEBQWRmppKXl4ePT09nDx5kqtXr1JXV8fzzz/P8uXLiYqK8kmrgDAvBgUFMTk5yd69e3nzzTfp6urC6XSSlZXF5s2byc/Pp62tjePHj9PQ0AC4/JmPHj1Kbm4uK1asQKPR3DXi21fwPC9GRkY4ePAghw8fpr+/n7CwMOmHV1BQwLZt21i9erVfCeZKhPBqs9k4ffo0+/fvp6ioiIiICID7jqfwRVQqFVNTU3R0dPD5559z6tQpN8EVwGw209TUJM3Rvb29PPnkk8yfP19a+cD3zg1PlMFL4+PjnDx5kpqaGrnWEhISCA8Pl6/3tf4o9z6n08nU1BRGo5FTp07xySef0NXVRVBQEN3d3fT19bm9V8RCAPT19bFnzx7i4+NJS0sjLS3tgbZz1leB8ouZnp6+49C7l9bSFxH9cTqdXL9+nbfeegutVktKSgrLli2747Vig+rp6eHGjRsYjUYSEhJk0Ikv539Tjtvly5e5evUqaWlpLF++HJ1OJ5+3Wq1SC2S1Wvnss8/4/PPPASgsLJRO3L6yGSm/d4vFwunTp3n11Vc5cOAAACdOnGDx4sWEh4djs9mIj4+nvLycoqIioqOjCQ4OJiIigri4OOm8rtPpvK7Fs1qt0npx8eJFfvWrX/HZZ5/d8brQ0FBSU1OJiYkhLCyM4OBgtFot4BIY4uLiWLduHbm5uVy7do2Ojg7MZrPb4ZOUlCT7q0xP9aDxFCoHBwepqalhz549nD17FqvVSlZWFhkZGcTGxhITE0NKSorU9E9OTpKQkEB2djZtbW389re/5ejRo/z2t7/F4XAQExNDRUXFXS9k3kRpXrRYLFy8eJGWlhZiY2NZtGgRS5YsYefOnRQVFUmt+cjICENDQ5jNZkZHR6mvr+fq1askJSX5lHvLTAQFBWGz2bBardy6dYsvv/ySTz/9lGvXrhESEkJkZCQ2m43e3l5OnTpFS0sLdrudLVu2+MyY3Q9iTos2j46OcvnyZY4ePUpHRwfPPvssGRkZbgKcvyAyfajVahwOBzU1Nbz99ts0Nzej0WiIjo6We6XNZmNiYoKRkRFOnz5NT08PSUlJzJ8/H3DtZyIAypdRXggtFgvd3d0MDAygUqnQarWkpaURGRnpxRbeG7G/Tk5Ocu7cOdra2rBYLBw9epS33377jtdrtVpiYmKIiYkhOjqaiIgIJicnaWxs5NatW+zbt4/c3Fx27NjhFsD1XdeoV4RXwcTEBAMDA26aV/CP4AnPwB2j0UhnZydXrlwB4NKlS5SVlRERESE1rUpfrIGBAW7evMnU1BShoaE+vTEphTubzcaJEyd4/fXXqa2tZdGiRdhsNlatWoVOpwNcC1YZkXjixAmuXbtGZGQk5eXl8gbmK4KBSKocFBTE1NQU1dXVnDp1Sj7f2dnJ6OioHCOVSsXBgwfRarWEhISgVqspKSmhoqKCpKQk4uPjqaysJCUlxWt9Uma+AGhra6O6ulr+LlwDQkNDqaioYNOmTXJsYmNj0el0OBwOJiYm0Ol0pKen09XVRVtbm3SnECQmJpKTkzMr2gTP/K0jIyP09PQQHBzMpk2bWLlyJYsWLSI2Nla6OoSGhkptnJhzWq2WJUuWkJaWhlar5eDBgxw4cIDS0lJKS0uJiIiQB68vuS8p9x1xWUhMTGT37t3s3r1bBvUkJCRIwfTLL7+kubkZcF2az5w5Q0ZGBgUFBTKDBHj/EumJ0+lkaGiIs2fP8tlnn1FXV0d4eDg//elPWbFihbwwX7lyhf/6X/8rn3zyCeHh4cTHx/vsBeR+cDqdhIeHo9FoGB0d5eLFiyxYsIDk5GTAPwO2nE4ng4ODNDQ0cObMGRwOBwkJCSxbtozKykqysrIYHx+ntbVVuv60t7fT1NTk5hrkT+MIXynjRMEXs9mM0Wi8Yw/1BZTf7/DwMEeOHOHNN9/kwoULaLXaOzTl4OpfWVkZGzZsYO3ateTk5DA0NMSBAwcYHR1lbGyM5uZmqqurWbhwoRReH8S+OutuA0p/zrGxMW7dusXY2Jh8jRjc6elpn64q4ukO0N3dTWNjI319fURGRjIxMcHU1JQ0+SjT14jXt7S0uJkC75UrzZso/XSFSf2DDz7AZDIRHBxMY2Mj8+fPl8KrUnt84cIF6uvrAaioqGDRokXydb44tmKjjImJITQ0FKfTyfj4OBMTE26vGx4edvtd+G7HxcURExPD+fPnWb58Ofn5+SQnJ8t5MFt4frdarZbS0lJiYmJYv369PEwiIyMpLi5m4cKF5Ofn31UjYLVaqaurkwFdgoyMDJ588kkef/xxOa4P8yLm2a+oqCjKy8tJTk4mLy+PlStX3te8slqtaDQaNm3axMjICDdv3qSxsZG6ujrMZrPbuvUlRN+U2vHx8XESEhKk4Do1NUV4eDhVVVVSAO/r62NsbAyz2Uxvb6/bnutLwqu4KIPrEiwE17a2NgoLC1m7di27du0iJiZGvmfhwoVcvnyZGzdu0NLSwrVr1ygvL0er1cpLnC8LPUoTbVBQkEylFB8fj81mk76GAl90aZmJ6elpQkNDpVvc3r17OXbsmFxTiYmJbN68mS1bthAfH8/ExASDg4NcvnwZi8XC8ePHaW5upqGhgfLycnlO+jrKNoqLhkqlkko6T5nHV5RWynXS1NTEe++9x759+6SgHRoailarJSwsjPT0dIqLiykuLiYvL4+SkhKWLVuGWq1mcHCQd999Vwb6xsXFPRQr5KxKSp63RY1GQ1RUlJsEPj4+TkdHByMjI1KT40ubq8BTeL1x4wbnzp3DbDaTm5tLamqqPMyV7xH09fXR1tYGIAMNfO2gFCjb5XA4aG9vlwtRHCLK14SFhREUFERvby8nTpygq6uLpKQktm7dSnl5uXydr5gslcK2Vqvlscce49KlSxw/fpzJyUkZDHKv27LFYqGhoUHO8aNHj/L555+zfv16duzYwWOPPYZarb5j3jxMlBehsrIyfvGLX1BaWkpVVRXgshao1Wp5Sbzb+urs7OSTTz7hvffeo7a2Vt7AU1JS2L59O3/6p38qx1UE6T2star83KCgILKyskhOTsZsNt/33/VcZ5GRkSQmJtLY2HhHKVxfOVg8EUIpuPZRi8Xi9pwQYFesWEFjYyNffvklY2Njsoqat11a7oYyiNNqtdLb24vdbmfjxo1s2rSJsrIygoOD3XKAWiwWSkpKWLp0qTQ9e8P/+tviKYza7XZMJhNGoxGdTkdsbKxP+0jeDaXb0vXr1/nd737HhQsXUKvV5OTksGXLFrZu3UphYSEAERER5OTkkJKSwtWrVzl79iytra3U19eTlZVFVFQU4PuadM/CC8p0iw6Hg6mpKbfLiK+gdEtqbW2lpqYGq9UqhW/R5ujoaFasWMHPfvYzlixZArgUkeI8Hxoa4urVq0xOTgKwaNEiNm/eLLMrAA8ku8KsC6/KA1XcpC9evCgj1oaHhzl//jyLFi2SeSOVt3FfwbNyxs2bN7l69SoAOTk5FBQUSOFVTF7PQ1FssCK4R1kVyJdQtjssLMzt8E9OTiYtLc1tc1XmoBwdHZV+iGVlZT6ZUcEzyCwvL4/k5GS5+EJCQtDpdFgsFmmKVqYNsVqtmEwmNwFieHhYRvUHBQVRUFBAQkKC7PtsC6+FhYVkZGSQmJgoH/O8XAHSpCUuJSdOnOAPf/iDNOMJwTU9PZ3du3fz0ksvuV1IZutQUR74ypKEynUEX60lh8MhBVMxnuDSgnz++edcunSJlJQUFi1aJN9rsVh8ai16Cu5xcXFUVVWxadMmFi5cKC8OISEhd1y0pqamANdcFm5Kys/yFSFdeZEMDQ3lscceo6CggOzsbHJzc+XrxsfHsdvtJCQkSN9Jkf1CCPUCX+nb3VD6vDqdTrq7u7l58yZms5moqCgZlOZvCFedkZERamtraW1tlc/t2rWLV155RQqu8JUyIykpiYSEBNRqNWazmenpaZ9V7HwdIqDZbre7BWzNtPf6GmLdREZG4nQ65Z4SFhZGUlKSWwBWZGSk3FOED6xAuBXExsZKv+UHcfZ7xUYtfAzj4uJYvHixW9T2xMQEbW1tDA4Oysd8NaWSsj3KqHKxmcJXQqrnYMXHx5OTk0NPTw/j4+N0d3czNjYmfWTFe32hz8pbUkNDg5sJPSIigoKCAmJjY++oUhQWFoZOp5PJ7X3VT8tTKNDpdGRmZpKTk0N7eztOp/O+/JSUfqTh4eGMjo7S29vLxYsX3QLzZuswVfYrIiKCiIgIt9Kp4jXK9ELKS8jQ0BBffPEFH330EX19ffLymZaWxo4dO3j55ZelsGexWGQeztnsmzI7gtCQ38+t3mazMTk5SW1tLdXV1UxNTfGDH/yAF154QQr4Go3Gpw5N5XcbFhbG8uXLWbRoEZs2bSIjI0M+J/KDKl+bkJBAb28vVqv1DmHAl4Q7MQ+dTidhYWEsXrxYPqeMG4iJiZF9mJ6epr29nb6+PrKyssjNzZVzQLkf+SpiDotLRF9fH729vTidrpLafX19jI+PS59XXzkX7oY474RW/OzZs1y5ckXOX51Ox5o1aygqKgJcF5GoqCi3gF8x1uKy5SuKjvtBOTbCBVJc+qOjoyksLHSTeXxlLJXtSEpKIjc3l87OTsbHx91eNzY2RmtrK11dXVLBODExIa2TTU1NbrJQbGysrMD4IKumeS3Pq3DAHhgYkFoB+Mov1tfxFMRSU1PJycmht7eXqakpNy2q+KccsPT0dMrLy2loaGBwcJDGxkZ6enrkZBDfgTcntmiDKP325Zdf8t5778n0O+DSvObk5EifXc88i6L9ExMTchOOiopyS3bs7cXrKbzGxMSwYcMGoqOjOX78OBcuXJBJ/e+F6JPnYelLQrtyfSlNWgLRzosXL/Lhhx+yZ88e+vv7ga+yEjz11FO8/PLLLFy4EMDrWnQhfCnnklh/M116p6amOH/+POfOnePYsWMMDAywbNkydu/eTX5+vttrg4ODmZ6e9gl/O2UMQHh4OBs2bCA4OPiOlG1KC5fD4WDJkiU88cQT9Pb2Mj4+Li9Y/ohSGRASEiIDQo8fP47dbmfz5s1s2rRJRq/fTxlSX8MzVZEo0uAvKC9Ddrud0dFR+vr6pPZ40aJFdwhv4j1Wq5XR0VGpWRcuIv7UfzHfnE6nvFQJ0tLSKCkpcSuK4iuXK2U7hBVKFKIxm82EhYXhdDoZHR3l2LFj/OAHP5Cv7+npoampiWPHjnHy5ElaWlqkW5dSC/sglZCzHrClPCxbWlo4fvw43d3dbq8LDw/3WZ+su2EymeTtSukfKbQcymhJh8NBWFgYMTExaLVahoaG6Ovrc9NofpdSlw8SsakMDQ1x6NAh3nvvPUwmExqNhnnz5lFaWnrXuvbC3CW0XP39/UxMTEjfJV/S+AiCgoKIjo5myZIlzJs3j7KyMmpqaujs7JTjJHwH1Wo1NpuNoaEhRkZG5PgL/0uBL5hoxd+8W4UicThMTU3R2NjIhx9+yAcffCBNfTExMRQXF7Nhwwaee+45KbhaLJY7NH2zieelUKwx5WMWi4Wenh66u7sZHh6ms7OTM2fOcPLkSZlSKjY2luPHjzMwMIDFYiEiIoLy8nIKCgqkoOdt9yWlC0RISIhbudCZqkqJ9hYXF7Ns2TI++ugjOjo6vN6P+8FTCycq9Cj9XcFVvaiuro6WlhaSkpJYvHixNFcLNx9/Q1gwHA4H4eHhpKenuwkAvnAu3AvP/W18fFxq8LKysmRqRYGIkRB7U0NDA+fPn8disRAXF0dUVJTbOPp6/8V+bzQaGR4eZnR0VD5XVFQks6F4vt7bKPeE1NRUtmzZQnR0NKdPn+bMmTOMjY3J776rq4vTp0+zZcsWOV/PnDnD+++/LwO15s2bx+7du6moqJCfK+I+HgSzvrKV/n5CoPHUvNrtdp8UbO7G4OAgZ86cob6+nuDgYAoLC2WaJOHHpNS+icdEpRhhGvG1BSra7HQ6ZclQEaiVkZHBpk2bWLRokWyrZ45aYbJTpgvxlYV6N0S0r0hXs3HjRpYvX87IyAh9fX0MDg7K+To9PU1raysnT57k/PnzUlD31D4rTdvemtf3IzSPjY1x7tw59uzZI8v8gcuHqbi4mOeff57nn39e+jqJkp2+gqfFRuQ47e3t5cyZMxw+fJirV6/Ki4Yy9cuVK1doaWmRB2liYiIbNmzg5ZdfZvny5YDvXLY819DdtBniMJqYmKC/vx+z2Sy1t/5g3YKZE/IrNf1Wq1Wm5tPpdDNaEfwJseeK/LYJCQmUlpaSnJw8q8Ge3wXhGiWC7m7evCkviTk5OZSVlcmLF7jP5+bmZg4cOEB1dTVOp5P8/HyKi4uJiIi4wy3N1/A850XQnfKylZaWRlFRkVtWF1+5SCq/1/j4eDZs2EB5eTm5ublMT09z6tQpN+vj+++/T0xMDC+//DImk4muri6pgIuJiWHr1q385Cc/ITs7W7qrPUgL1qwLr8qByszMpLKyklOnTtHR0SEft1qtPu2gLoI+QkJCGB8f58iRI5w4cQJw3VhKS0vl4hQCm6fpWGkCFAtSuejF495GbKQWi8VtEcbFxVFeXk5GRoY074j2h4aGyskqnouLiyM/P99NW+Srm5AStVotEzCLXITi1nzp0iUuXbrEwMCA1BAJIVEIuFFRURQUFEhfUm+Oqeffnp6elr6FISEhXL16lQ8//JDq6mqZFzQ7O5tVq1axdu1aNm7cKAVXsYn5wsar9HkFl+b7woULnD59mubmZsbHxzEajVy/fl1m+ABYunQppaWlREVFMTQ0RENDAzdu3GBiYoLR0VE6Ozvp7+/nRz/6ERs2bCAqKkpeOH3B7G6z2eTFUDm2ngGRdXV1HDx4kJ6eHhITE2WKLYEvBWx5MtN68dxHdTodWq1WCkv3eq8/IPZccPmHioISQqnjD/umYHx8nPb2doxGIwBZWVkyeBVcAp5Wq8VqtXL06FHeffddjh07JscxOTlZuvLM5JbmSyhjcxwOB42NjVy4cEEG/sJX1beUSi1fRGQlycrKYuPGjQwNDeF0Orl27RpGo5HJyUlaWlr4wx/+IC2sFy9eZGxsDI1GQ0lJCYsWLSI7O1t+3oOW6WY92wC4Dk3hq7Vu3TpZHQdcEnt6ero0LYv3+dIgi9ysAL29vdTV1cmSaZmZmajVasbHx9FqtbS3t0vhBlxarODgYJkOTAyo2JQ8DyFvI9rlGQgTGxtLcXGxW+JspUlAVEIRfYqOjiY1NVUmRfe15O+eeI6D+F3MS6PRyJEjR/jkk09obm6WgmtYWBgWi0VqTXbu3Mnjjz8uA/h8qRiF0rze39/PF198wWeffSYvktHR0WzcuJGf/OQnLFmyRI6/sgSgL6BMpWez2aiuruaNN97giy++kPl4k5OTiYyMlPlb169fz+7du1m3bh1ZWVlMTExw/vx5zpw5w8WLF2lvb+fGjRvs37+fyclJoqOjWb9+PSqVymcu1ncziSuDXcBVoOL8+fMy76bVanXTOvvKfLxflO212WwYjUbMZjNBQUFu89Lf+jUTSrcYf+mPUrvf0tJCV1cX4OpLTk6OFEYtFotbaqbXX3+dt956C3ApDdLS0sjOzvYp6869ENaMkJAQ7HY7V69e5fz5827Cq1Jz7EsyjSdK5VJqaipbt24lJiaGmpoaTp48SWNjI+DSlP/2t7/FZrPJMuOhoaEsWLCAwsJCuefAgy9r7HWHII1G46YJyMzMZO3atW6BE77st+RwOJienpb+VUFBQfLwE24RfX19TE1NoVKp0Gg0MgVIe3s7ExMTsv/KyexLmkmxgSo3EaFRVL5G+ROQaXvApQ1TRi36St/uBzG+QnBtaWnhX/7lX/jjH/9IW1ub3LSUGi+Hw8GCBQt47rnnWLt2rdzQfKH8r0jbIg6O+vp63nnnHSm4OhwOkpOT+d73vsf3v/99N8FV5P3zpfFTpmY7e/Ysb7zxBu+++67ba/r6+ujr66OoqIjNmzfzzDPPsHTpUinMRkZGsnbtWoqKiti6dSuTk5PU1dXx9ttvc/36dT755BPS09MpKiqS2TNm8jP1FspsHp5+wJ77yuTk5B1VDf0JZT7Kvr4+Ll26xPj4OImJiTOm7PNHvL1HfBuUfvUA7e3tXLhwQWYOEq4dYh8VgYVGo5F9+/ZJBRa40klt3LjRLduEL1h5vgnCpUWcD7GxsWRnZ5OWliY1kb5wHsyE0PQLC7NIH7lw4UJSUlL44IMPaG5uxmQy0dLS4vbesrIytm3bRmVlpcw4IcqOP0i8svMqNakiD6ggLi6OefPm+bSPj/IGLHJ8ikN9fHycEydOcOPGjTuqMN0Nq9VKV1cXLS0tVFRUEB4e7lOpwRwOBxaLxe0GCa6xE5VRbDabzAErDvfR0VGmpqaw2WyMj4/T09PD5OQkERERPpVt4OsQufrAZebau3cvv/71rxkfH5elR8Vlw2w2ExwczIIFC3jyySdZsWKF7Ku3A2XEd62M1G5ubuadd97hd7/7HT09PYBrDT7++OP86Ec/klVThL+ZL2lc4U4f+vb2dnp7e2Ui/sTERClopqSkUFVVxdNPP83q1asBpEuMWq2W2RRSU1MBV1S00+nk9ddf58svvyQhIYGXX35Zuk54a96KfVFprVHukcJdR5hjlQeoVqslLy/PrXSxr68/Jcr82OASkGpqaggKCqK4uNgtEMbfhB0l4oxRVmb0ZfcOuLOY0Pj4uAzSBde8bGtro7m5mfnz5xMaGorJZGLPnj188sknjI6Oyj4Kq2xpaam8mPn6eHrGe4j0hOJxIbyK4DtlWXJfQ/l9BwUFER4eTnh4OImJiaSmppKRkYHBYODSpUsAMng5KyuLVatWUVFRITWuD8u/3utqA8/BEwn7hRDki4tVuXn29vZSX1/PyMgIYWFhdHV13REMkp2dTWxsLIODgwwMDEhfQ0AKPOfOnZMH54oVK6RDt68Idw6Hw61P7e3tvPXWW8ybN09qZJU3b4fDwdDQEG1tbZhMJqKjo5mcnJQlc32hT/eDMoXLtWvX+PLLL9m7d6/UIgsTsjLgTgh/3/ve96S7ADyYqiLfBeV3bjKZOHnyJO+99x7Hjx+X6VxiY2N57rnn+MEPfkBlZaVssy9eIj1Rq9VkZ2ezY8cO5s+fT0hICFFRUcTFxZGbm0t+fj4JCQluYyJcYmY6GMPDw1m8eDE1NTUcPHiQ9957j6ioKJ555hkpwHojf/HXCTFinEwmE5cvX+bcuXPSFaSkpITHH3+crKwsmXjcl913PPEU1FtbW+nv76esrIySkhK3sfV1YedueJ6H/hJc57kO4uPjSUtLk/PL6XRy9OhREhMTSUlJISYmht/85jf85je/kamVlGeIMmBYfL6/oEx1puyTr1hqvg3Cxz49PZ0XX3yRo0ePSuEVXH2NiYkhNTXVbU95WOPm9W9SlEYVKKtNKYOafAXPPLQDAwNcvnwZcPnwiCpLOTk5FBcXU1JSQllZGZGRkQwPD2O1WhkeHuazzz6jtrZWfpbZbKa+vp6LFy9SUlIihVdv5tBULrrU1FTmzZvHkSNHGB0d5ezZswwODpKTk0N0dLQ0M4D7wr1+/boUekWCdM/P90WUwTA2m42jR4/y4YcfUltbS3d3t9RqicNU9FGr1bJz506efPJJcnJygK8S+HtTU6esBtfb28vRo0f5+OOPqa6upre3F3Alpt6xYwc/+MEPqKqqkj7Mwrzniyj3joiICObPn096ejqTk5Myz2dcXJwMHBAoK70oN1qr1SqFOrVazeLFi1m/fj1Hjx7l8uXLXLhwgbVr17oJr95Yn8p+C8uHEMSF6byvr499+/Zx8OBBwFVLfuXKlRQXFwP+k1NbILTsWq0Wm81GXV0djY2NJCcnU1lZSV5eHhqNxq1ilb8hzj/hpqW8bCkFIV9E7G9i3WVmZlJRUUF2drYMAG1ra+Ojjz4CXPEtf/zjH6mvrwdcwWkRERFMTk5y5coV3n//fTIyMli3bh3gvmZ9EaWiSVgblaWKPa0G/oRwNVOpVFitVk6ePOkWZB8WFiYtyM3NzUxMTEgLlpgPDxqvn0gzVRzyVVX6TKjVarRaLUajkeDgYEJDQ8nMzOTxxx/n8ccflxXElKa8mzdv0tbWRm1tLeDS2okqHL29vTIyE7yfAF6QlZXF9u3bGRgY4OOPP2ZgYIC2tja6u7vdFqSIiBX+vcLVICIigsjIyDtuZL66GSvn4Pnz5/mXf/kXuelqNBqZFsvz8rVu3TpeeeUV6aslovm9iRA+bTYb3d3dfP7557zxxhvU1dXJy1ZkZCQ7d+7klVdeuUPj6k9rMT4+nvj4eLd5NVP776YFF4/b7XZCQ0MJDQ1l48aNHD9+nOrqakZHR93yNnqz+p/RaKSjo4O2tjaMRiNhYWHExsayePFiIiIiuH79Ol988QW3bt0iOjqaZ555huXLl8vDROxX/oLVapVraXBwkC+++IIbN26wcOFCVq5cKTOZ+NOcBfcKW4AMQIuNjSUzM1NG5vu68CpQZs0pLS1l2bJlXL16la6uLmnB+od/+Ic7zrXCwkKysrK4cuUKra2t/PGPf2TRokVSeBXz1hfOw69jenqa8fFxWRQE/EtzrEQEWIu194c//IF/+Id/kEo7+MoCOTg4yJdffsmOHTtkBbWHhdeFV8/qIVNTUzJhf3x8vM8NuKcWKisri23btlFXV0dCQgIVFRVUVlYyf/58ioqKpBZEueBGRkbcChLodDqSk5OJjo7GbDZLgQK8q530NAMtWbIElUpFRkYGNTU1dHd309fXx9DQkNshLkw+Sh/ZzMxMFi5cKA8YsRH52vjCVwKJ0+nk0KFD/PrXv2b//v3yeYvF4pbH0Gq1kp2dzZYtW3juuedYsmSJTBfmTe2P5yHe1dXFO++8w9tvv82lS5fk3Fq8eDFPPvkkjz/+OPPnz5dJ3r9N+x0Oh0wnZbPZZOq02RDgleZFz3klxikkJOSOC8dMiO8AID8/n1/84hfY7XYuXbrElStX3HxmZ0srLQ6RoaEhWlpaaGhooKGhgY6ODkwmE2FhYTJmICUlhQsXLshgivz8fNauXcvChQsJCgqSUcD+pJ1UaoknJydpbGxkYmKCqqoq5s+fL/1dPYVBX0dowEUaqM7OTpnSLT4+/o7UZr6O8jIXExPDunXrZOaOsbEx2V9lrMuiRYt46aWXKCkp4csvv+RXv/oV09PTnD17lnPnzvHYY48RGhrqN2Nqt9uZmprCZDL5tfAq9nCxfzc2NvLpp59KwVVk1xGFeaxWK9evX2fPnj2kpaWxcOHC73Se3AuvCa/ioPG8+Y+MjNDU1MSCBQuIj48Hvsrv5iuDrzys8vPz+eEPf8iiRYuIjIxk9erVzJs3Tz4vhHMx+O3t7Rw9etRN5Z6dnc3SpUuJiYkhLS3NbbPyhbygyjRQy5cvJyMjg2XLltHU1ER7ezsjIyNSiyq0rk6nk+7ubs6cOSMDu4S5UmxcvmaKVm4yJpOJc+fO8S//8i988MEHANJVQNwyw8LCZIDW6tWr+ff//t/LLBnC7OwLWK1W2tvbOXDgAG+++SZXrlwBXAJaUlISTz31FH/2Z39GbGzsHQfp16HUBglTrbe0ecr5Kuas2Dc8U73dz2c5nU6MRiMREREsW7aMpKQkGhoa3DQOs1lQRWQoqauro7q6mpqaGlpaWu4oW5ySkkJERARWq5XJyUlUKhXJycmkp6e7uSP5O6IPYWFhREZG+l1KKYGyvWazmebmZm7evElqaqpfBtYpy6MCLFy4kCeeeILx8XFOnjwpA10dDgcajYbi4mKee+45nn32WTIzM4mMjKSjo4NPP/2Uq1ev8vHHH0u/dfCtvfVuWK1WJiYmGB8fly494H9zU5kN4eLFi7z77rs0NDTIvO4Wi4Xk5GTy8vKIioqitbWV69evc+DAAXJycsjLyyMmJuahpMf0ivSgvBV7+gKOjIxw/fp1mV4DkJHOvrJ4lVrUuLg4Vq5cyYIFC1CpVHfUGff0K7NYLIyPj0vfT41Gw9KlS/n5z39OVlYWU1NTbkEHviDgeX7vGRkZxMbGsmjRIqampqTvpzjIhVm9ubmZ3//+9+zfv1/m9hX44iIWArXD4eDUqVP80z/9EwcOHABmdnGwWCxoNBqKiopYsmQJmZmZgPd9CZVacKvVypUrV/jwww/58MMPaWpqAlwakdzcXNauXcvmzZvdtFbf5IYs/EOFP9TdDpWHOd6eSfl7enoYGBggOTlZHv7fRhMnLmwiOffVq1eB2Q0EUmaoGBoa4tixY+zdu5fa2lpGRkZmfI/wYRZzWWi+lSU5/V14VavVaDQa6ZOuFOB9cW+5F8qzrb+/nxs3bjA1NUVeXh55eXlyLfpSjuj7QczdhIQEVq5cydjYGFNTU1RXV2M2m8nOzuaFF15g8+bNFBUVkZiYCLiCCpcsWcLx48e5efMmFy5c4Mknn5TCqzJVmq8yPT3N0NCQTEknznF/WXeeabyuXLnCH/7wB9577z2GhoYIDQ3FbDYTFRXFz372M3bt2sXY2BgffPABg4OD9PT0cO3aNXp6emR2hQctv3lFMhI1qgGpuRMMDQ3R3NwsN2BfJzg4mMjISLdyb6JcoTjMlQstJiaG2NhYOZnT0tJYvHgxjz32mHzN1/nrzTbKACwh2Oh0OrfDcCa0Wi2HDx9GpVIxNjZGX1+f/J58yVwpFqrQjre2trJ//34OHDiA2WyWhSWEL7JIjTU9PU10dDQ7duxg06ZNbr5e3vRzFZYKcAkyn3zyCe+++640IWs0GsrKytiyZQtbtmxh3rx5bppK8V7lRisuJsq5KfzPlH2dnJxkeHiY8fFxBgYGMBqNFBQUUFJS8lD7LNo8ODjIgQMH6OnpYceOHW5BA/d74DmdTjnuarWa7u5u3nzzTa5du8a8efNYtmyZfO2DLHc4E0qhvL+/n9raWk6cOMHk5CSZmZmUlZWRkpKCVqtlcnKShoYG2tvbmZqakhdKtVpNWFiYm0XHXw7RuzEyMkJnZycWi4XExMQ7Mkj4E0rhVRz8DoeDxMREEhIS3JLa+5PwCl+dHSqVSio6BLGxsXzve9+T5ZenpqZk6sGoqCjpTtjd3X3Xi5qvIopnCPxtTgr5ZGJigvr6evbu3cunn34qCxGAK9f7U089xUsvvST9W7u7u6mrq5PBlEeOHCE6Opq0tLQHHkcxq8KrZxLj/v5+rly5wsDAgHzN5OQkvb299PX1uWmQfEGIu188DzSl9kRUtxE3stTUVGJjY91MIb4SpOXJN43gvXnzpiwNaDQa6erqoqCgwOei15Xzq6+vj0OHDlFbWys3T5F5QKAMMiwtLWX79u2UlpYCX5U79CZijOx2O/X19Rw4cMAtkbRGo2HdunX84Ac/ICcn565CndLUJbQ+ot8zHaLDw8OcOHGC06dP09LSwsWLF7FarfzZn/3ZQxNelWtrcHCQgwcPsm/fPrRaLZs2bXJ73f0Kr57z/PTp0+zduxeNRoNer2fLli3yuYfth6f8ngcHB2Xxk4iICLZv384zzzzD/PnzSUhIoLOzk9dff5333nvP7ZARQo+/C6zKMbl16xbDw8MkJiayePFi0tPT/SYf6L1Qzr3p6Wnpc+hP559genpa7vOdnZ3s2bOHEydOSAtlZWWldA2EO9NLiXGcmppibGxMvs4fBEF/znYhvnun08nx48d5/fXXqa6udhsDgF27dvGnf/qn5OXlycdKS0upqqqSBSr27NlDTk6OzM6izOLzXfGqBKEsISoQwRTCfJKZmenzk0CZi8+zP3DnAXvlyhV6enqkVnZ6elq6Cwh3Al/dgD39CoVGTlTScDqdREZGYrPZaGtro6mpSSZK7+vru6NIgTcRwqloy4kTJ9izZw+nTp2ivb2d0NBQN5OkEErFxaOqqoqXXnrJrQqMN81ZysPb4XBw/vx5Pv/8c65duwa4XHRSUlJYsWIFGzdupLCwEEDmHVYGuijdee612XR0dEgfvRs3bnDu3Dnp5xwaGsq6devk33kYCK05uLJC/PGPfyQkJIRt27Z9oyp9wv0BkGb2yclJLl26xPvvv09DQwNbt25l586dJCUlSaFitsbb4XAwPDzMrVu3AFfp3qVLl7Jp0ya538TExEhzpTLoc3p6mo6ODtrb2ykvLwe8n3P4m+Bpzejp6WFkZISqqipKSkpYuHChfK2vXvzvhfKCEh8fT2pqqtxr/NkdQnlZmpqaki5LarWaF154gd27d5OcnMz09LQ0UdvtdlnRUOzPkZGRbpXT/OV78HU3ua+jp6eHL7/8kk8++USmghRBnpWVlWzfvp1FixbhcDjo6+tDq9WSnZ3NmjVrOH36NL29vZw5c4br16+zdetW6Sf7oOS5WRVelTcrUYEiISHBbWKKQ7Orq4tr164RGRlJYmKiT9887xXc4pnbbXBwkIaGBsbHx9FqtYSFhbmZXoXA5OuIPiuFguDgYNlXUfZP+C5PTU3R29vL8PCwLFLg7eTTSh+yxsZGfvvb3/Laa68BrnmoTPtlt9vdsgyUlpbyox/9iGeffRadTieFKG9qlIW7gChFe/z4cb788kspbNvtdjZs2IBer2fRokXyfXdzohfCsPi/8G1Wq9VYLBYaGxvZt28f+/bt4/r16zIX4NTUFElJSTz77LP823/7b90CGB9m30+ePMnZs2f5kz/5E3784x8DLktOeHj4fY2L8nvo6enh+PHj/PGPf+TIkSOkpKSwatUqMjIygNlLWyT+ht1uZ2RkRAZ62u12oqKi5L7T3NzM559/zqeffirXXExMDCaTCYvFQkNDA4cOHSIrK4vS0lI3Hzx/UA4ITZbdbqepqYnR0VHWrFlDZWWl9JX05TPiXijnUXh4OBEREWi1Wr8Twu+FWq0mIiKCwcFBVCoV69evp6qqCnCZppUBd6KioRhPrVbr5hbiLxYEz3b6ugCrLEQzOTlJfX09Fy5ccCtO5HQ6Wbt2LT//+c9Zv3693DNjY2Pl/9evX8/ly5e5evUqY2NjtLW1MTIyIrNHPah16rXysODyDTUajW63S6vVyuDgIM3NzbS1tbFo0SI5qWczLc3DRFmVKTs7m8zMzDuEQH9FOTFtNpvUJIu8d8qF4G2CgoIwm81cvnyZvXv3Ul1dLZ8T2kiVSiXTgYhxq6ys5Gc/+xlPPvkkERERgG9sTGKzFJrXlpYWGhsb5fMhISEsWLCAyspK+fq7zbWhoSFaW1ulZeDy5cs0NzfLfo6NjXHz5k1qa2tl3tPMzEwKCgrIycmhoqKCzZs3ywwTDxpxiRB7Q29vL21tbQwPD7sddELgvheemS+uXr3KH//4Rz766CMuX75MdnY2P/jBD3jmmWfk67xR/U+ZRs/hcNDb28uNGzdkztOPPvpIZpJYuXIllZWVDA8PU11dza1bt/j4449JSUkhOjr6jqINvozye3Y6ndy6dYvm5uY5cRaAe2qpvr4+uru7mZiYuKOAhr/5vCrHR1QkFCj95IV1S+kTabFY5Ps1Go1fjrXnvuPreXqVVouRkRGam5vp7+93e41Op5NaV2U6QeU8jY6OZvfu3bLQRGNjI+3t7cTHx7sFgX1XvDojhKbK059QBB5cvnz5Dr81f5/EInk/uPovylaKw9Df/HuVeC7O8PBwoqOjGRsbIyYmhpycHKklAe9sxkqBbXR0lJqaGvbs2cPhw4fp6+uT0eViLITfmVarlSa9F154gRdeeIGIiAjpw+MLZljl9+9wOKSJGZCViZRza2hoSGaGGBsbw2KxEBQUhNFolDdnq9WK0WiktrZWVsIBlyYlNDSUkJAQsrOzWbx4MVVVVTJCurS0VH62MlXcg8JzjYSEhBAbG4tOp6Ozs9PN1Dw9PS2rhYnvSbnOxB5ktVq5cOEC77zzDh9++CEdHR0UFxfz4osv8sMf/lBGO89mjmLxN0JCQoiJiSE9PZ2uri5sNhu1tbVMTU0xNDTE4cOHuXDhAgDLli3jxz/+MatXr+bWrVtYrVbeeecd2tvbOXbsGBUVFSQkJMgx8fXLsnLNms1mGhoaqKmpQaPRyDyavt6HeyHONFHOt7W1FZVKRW5uLmlpaW7uO/7UTyHQDA4O0traKi1AgFsAVmhoqMwR2t3dzfnz5zl+/Dg9PT2ywpYIvAT/cnkRiDgPXz7blW0TOaOjoqLueM2tW7c4fvw4+fn5d6QwFRbIqakpEhMTUavVtLa2Ul9fT25uLnFxccCDsfh4RRIUec8iIiIoKysjJyeHmpoaV4Nulx8bGRmhvr6erq4uaXb05VvL3fCcrJOTkzJ5f0hICOHh4W5JfB/kzWS28RS8k5KSyMrKoqOjg5SUFJYuXSpziU5PT3u1ZKrZbKampoZf//rXHD58GJPJJM2SMwlbBQUF7Ny5k2XLlrFo0SKpcfXlw0TpfiLcIBoaGjh48CAOhwOj0Yharaajo4O6ujopFNntdsbHxxkbG8NkMmG1Wt00J2q1msrKSgoKCigqKqKiooKioiKio6PRaDSEh4fLG/zDzs8sLrTCrH/16lWampr46KOP2LRpk/QjN5vN8mIi3CuUmobu7m6qq6vZu3cvp0+fZnJykjVr1vDyyy+zY8cOt+pNs2nOFd9dcHAwOTk5LFu2jMOHDzM5Ocn+/fs5efIkZrOZnp4eAObPn8/u3bvZsmUL2dnZxMbGUlFRwZkzZ2htbeXGjRtcvHiRnJwcsrOzCQ0N9br7ztehDDYzGo3U19dz7do1nnnmGbKzsx+4L91s4ZnibWBggOvXrzM5OUl+fj5VVVVSaPN2ielvgjJPtIh9aGtrc7MaKPshzr+TJ0/y3nvvUVdXx9mzZwHYtm0bf/Inf0JcXJz0jfUXBZZSXpmpkqivIdaR0+kkKSmJtWvXygBccMlmExMTvPvuu5w8eZJ58+bJQElRAEakNZ2enubq1as4nU4GBgaoq6tj2bJlUnh9EDlfvZbnVQxkdnY2lZWV1NfXc/PmTVkj12azMTk56XZb84eFOxPK6NGenh76+voApIO6WNT+tvl64qkZSE9Pp7CwkPr6esbHx+Vt23Pzmg08N9SLFy/yxz/+kerqasbHx6WWTiw+4d4QGxvLsmXL2Lp1K5s2baK0tFR+hq9FNivrfqtUKtasWcOFCxfo7e2V6+jcuXNMTU0BX+VP7unp4eLFi3dNR6PVaklOTiYuLo6srCyWLFkiI7wzMzPdEqkLhLvIwy5YoJxvQtP47rvv8utf/5qIiAi2bt0qy7wKPA+/q1ev8tprr/HOO+/Q1dVFaWkpu3fvZvPmzWzcuFFeVERVKm8RHx9Peno6Wq2W0dFRhoeHGR4eBlz5pquqqti5cyfr168nKysLcM3fqqoqbt68yYcffkhvby+XL19m69at8oLmi3NZifJSPDExQX9/PyEhIZSVlUnNkMViucOy4G+IKnDh4eFkZ2e7BRwq4yZ8HaWQZrfbZeo8se48LagTExOyKtObb74pq09u3bqVF198UQo8np/tywQFBcm9Quw/VqvVbRx9sS8ibkFY1AoLC4mNjWVkZITIyEiZKamlpYVbt26RkpIi00YqFW9ms5nJyUlZKOXmzZt3lNX+rnhFeFUGOKnVapYuXUpzczMfffSRDDbIzMxk5cqVbgejr26uX4eoJiKqT4hBtNlsDAwMMDg4SFJSkluFGH/chD01r3FxcWRnZ6PVarl69SoHDx4kOTmZnJwcmYpDvO9hIxZLcHAwU1NTnDhxgurqapmLT9wWxQJ0OBzExMTw9NNP88orr7Bw4ULCw8PlvPXF278yRZtKpeK5557DarXyq1/9SvouXb16lUuXLrmNlah+MhPl5eUsXLgQnU5Hfn4+69evp6SkROa+vduFa7aEPLVaLTNfpKSksHXrVg4ePMjnn39ORkYGhYWFbqlcwLXuenp60Ol0GI1G3n33Xf7xH/8Ri8VCWVkZf/qnf8r3vvc9MjIy3NKFeUNwVa6NiIgIkpKSiI6OlprW2NhYuVcKy4CyMmFoaCiPPfYYfX19nDp1igsXLnD8+HGqqqrIzs4mOjra5/cbpZm4o6ODmJgYFi1aRHp6uhdb9XAQCgBfHo+vQ9n2oKAgmS9ZKbjdvHmTqakpbDYbhw4d4pNPPuHYsWNMTEygUqnYtWsXf/EXf8HSpUsBZLENf0EEqMFX8RMhISFuMowvjrHnfp6ZmUlJSQkXLly4Q7lhNpu5efOm22MzpVUMDw8nMjLyDv/t74rXihTAVymkysvLKSkpkVoEnU4nU2mIBOqeke3+gDJF1uTkJBcvXuT69evSNcLhcNDV1UVPTw9FRUXytf6Y7kWgnJShoaHExMQQGRlJW1sb586dY+PGjeTk5ABfuY/MRl+Vi0ksuvb2dunPKjSTQsgtLCzkiSee4LnnnmPp0qWyX1arddba/E0RbRQ+mXl5eTz99JLAhisAAKP9SURBVNNMTk5SV1fH8PCwm9+qJ0VFReTk5BAaGkpiYiLl5eXMmzeP2NhYgoODSUxMlH6fSiwWi5yzogDJbG7MImWbSqUiOzub1atXc+nSJT7++GN6enpYtmwZZWVlJCQkYDKZaGho4MKFCzIt3+nTpwkKCuKJJ57glVdeYeXKlW5uAiKgyxuHjXLPy8jIYPv27UxMTJCQkEB8fDyVlZWUlpZSVFREdna2W7EUMVe1Wi0ZGRnyMG1vb+ev/uqv+OSTT/jFL37Btm3bpDXBl/ZYcakSwuuFCxf44osviIqKori4WF5agoODvVoU5Lug1L6JoNbJyUmmp6f9JqreE+U6UavV5OTkkJSUJAOzw8PD+fLLL+no6MBut3P+/Hlqa2uxWq0UFRWxfv16ue8C0jLpT2McEREhE/MLjXpubq6b764vWlo9LTA5OTmUlJRI1wFPZtIeK+dtRkYG5eXlLFu2zK36qN/neRUHXmxsLCUlJSxdupQrV65IoaGiogL4KtmxLw72/SI0XVar1U1QCg8Pd9Poidf6I56p0KKiosjMzCQxMZHW1lZOnjxJfX09K1eulMFa3jCdBAcHo9Fo0Gg0mM1mHA6HLDdptVrRaDSsXr2an/70p8ybN0/66IrAAl9HuTEUFBTw8ssvs2HDBhobG0lNTeXcuXM4nU4iIiJkferU1FTWrVsnA63Kysrc8tcKlAKDmNPePlSUfnChoaFs3bqVyclJ9u7dy8GDBzlz5gzl5eWkpaUxNTVFc3Mzt27dIjY2lqysLNLT09m2bRs/+clPmD9/PuA6MIVw622Nj/jOQ0NDqaioQKVSMW/ePKKjo1myZIlM3wXuF2ZlAYWYmBiWLFmC0WhkeHiY9vZ2ampq2Llzp1tRC18WXq9du8ahQ4eYnp4mLy+Pnp4euru779CQ+9P+6Snopaens3TpUubNmycvG+Cbgs7d8LxEp6WlUV5eTllZGbW1tQwPD7Nv3z6392g0GhYuXMjWrVt54oknWLBggRSCvL2/3C9Ka1Z4eDiPPfYYmzZtor6+nry8PLZv305BQYF8vS8GcHlaT3Nycli1ahXNzc3U19ej0+nQaDTyQjFT+0NCQoiIiCA7O5uysjIWLlwoC6koX/Nd8epOpdwolyxZwn/5L/+FyclJUlNT3RKb+6vgqtQwR0ZGsnLlSs6dO8enn34KuKprrVixggULFkizirJ0rr8i0p7odDoWLlxIYWGh3LTOnDnDjh07yM3NvafZ+UGjXGQ6nY6srCxycnK4fv06FosFjUZDVlYWycnJJCcns2bNGqkhVhah8Ac8gyGEVm7BggWsW7dOuq2IDBciQC0pKUnmWxT1qD0RFw5l7k1vb8DKXLTBwcEsXLiQ+Ph4ysrKqK6uprGxkb6+PlmeODU1VZZkXrx4MbGxsURHR7tplYXriC+sRU9f8nnz5kmtjjItGLiXcPb0P//5z3/Oc889h9lsZnh4mODgYMrKyuRrfO1i5nmxtVgstLa2Mjw8THh4OIsWLfL6xeK74DmuaWlp7Nq1S/pZKw97f+yn0sVqxYoV/OxnP8Nisdxh/cnMzGTHjh1s2LCBxYsXk5mZKeMP/Amlz2dwcDCrV68mOzub0dFRdDodGRkZbtl2fGFv8cRzL4+Pj+fxxx+nrKyM0dFRKYuJ/f9ue79arSY8PJyoqCiio6OJiIhwu4T4rduAQKmpS0hIcFusgPRB9EUT7TdBpI9IT0/n8ccfp729nd7eXjZv3szatWtl0IFSazJXyM3NZefOnUxMTDA6OkpJSYlbPtLZQrnQNBoNOTk5FBYW0traKoMD7XY7FRUVrFy5kvLyctk+f5+DIqtFeHi4m9nq65iamnJLAybcJXz1uxCHQUhICHl5eeTk5LB8+XIuXLjA1atXGR8fJyEhgdzcXIqLi5k/f76bwGaz2WQUrC8JC2LuimAKtVot90oR6RscHIxarb6r5jQiIuKeOXeVCcp9Cc8cryLYcHJykri4OCkMiAuzty9S3xRle8PDw+/wz57pIuIveArmTz31FCaTiT179mCz2WRp9JKSEtasWUN5ebnPl0i/F56Wx5lkGn9DrVaTmpr6jc6N2cInbER323B8Ua3+bVAehCtWrKCsrAy73S6rqQh8TfPxbVH2Nzg4mCeeeIL169fjcDjQaDTodDpgdt0jPLUcWVlZLFq0iJaWFpkfU6PRkJuby5IlS2QwiK/5Ac4mIoWNv67B4OBgCgsLyczMZOvWrdIsrsxRq8Qb/rrfhJmsMuJy8V3b7It99tTsaLVa8vPzGRwcZMOGDRQXF7sJDHMRfxRa70Z8fDwvv/wyu3fvBnBzy9FoND4fzHS/+HPb/QmfOZVFyii73Y5arSYsLGzOLFxhghR+a0rTAcxu0vPZROTTFFo/b+I5lzIyMtiyZQtpaWm0tLRgsVjIy8tj+fLlJCcn3/V9/oqYf8p0LcoiESIgUqlt9te+iwAuQPoyK6vBCKxWq4wEFtpWX1+DYsy+qduG8NsW2luRJk2j0fiUllmJUusPUFZWxl/8xV8AsGDBAjIzM+Vz/qalmwkRHCj2TX+Yj/eLmK8RERFuChslNptNVjWcC/222+1yzSktI/7WN1EpU+wZynPjboi96WEG8fqM8CpMm3MVpelHmM3FRJirmj3lgeLZZ28SFBREXFwccXFxslTq3fBXAc4TMf/m6lxT4mlm9aysBV8JRv5o7fg2OVl9IbDum+K5N5aXl1NeXj7ja+eC8KrMDTrXUAbUeQo+c/UcDAkJQavVersZ3xmVSuWTY+N7LZrjiNuYuGH6o5/WN0XUrvanPvtKsE6A74bQMorKMUqNQGB8/YN75YP2t+wCjzriLICvhFZxqQ6sxwDfhG8svOr1+ofRDp9hrvcP5n4f53r/INDHucBc7x/M/T7O9f5BoI9zgbnYv8BVJ0CAAAECBAgQIIDfEDRXozQDBAgQIECAAAECzD0CmtcAAQIECBAgQIAAfkNAeA0QIECAAAECBAjgNwSE1wABAgQIECBAgAB+g9dSZen1+t3AWmARsBCIBN4yGAwveqtNDxu9Xv8S8Lvbv/7MYDD8qzfb8zCYS33U6/UvA699zcscBoPBb5NM6vX6eOBpYAcwH0gHpoHLuPr+msFgcHivhd8dvV7/90AlUAQkACbgJrAX+JXBYBjyXuu+O4/IGL7M3F+Lj8SZqNfrdwD/E1AKxAM9wDngvxgMhtPebNt3JTCGszeG3tS8/q/AL3ANcpcX2zEr6PX6TOAfgUlvt+VhMQf7WA/8zV3+Hb79mgNeadmD41ngVWAZUAv8N+BDoBz4V+A9vV7v74k0/2dAB3wB/HfgLcAG/Cfg0u156888CmNYz9xfi3P+TLx9kdwHVAAHca3H88CTwEm9Xu/vQl5gDGdpDL1ZpOB/Bm4BLbhuKtVebMtD5fbB8RowBHwE/DvvtujBMxf7aDAY6nEdmneg1+vF7fJfZqs9D4lm4HvAp0rtnF6v/4/AGWAX8AwuYchfiTIYDGbPB/V6/d8C/xH4a8CfEyHO+TF8RNbinD4T9Xp9Cq5zoQ9YYDAY+hXPrcd1Cfk/gTe908IHQmAMZ2kMvSa8GgwGOahzMYGuB78ENgDrbv+cizwKfQRAr9eXA8tx3aw/9XJzvhMGg+HwXR7v1ev1/wz8La4x9WfB5w7B9Tbv4RJeC2exOQ+cR2EM78YcW4tz/UzMxmXtrVUKPeDqu16vnwASvdKyB0RgDGdvDAMBWw8ZvV4/D/g74L8bDIZj3m7Pw+BR6KMHf3L7528MBoPdqy15uFhv/7R5tRUPjydu/7zk1VY8XOb6GD4qa3EucB2XL/ZSvV6foHxCr9evweUfesgbDQtw3/jMGHrTbWDOo9frVcDvgQ5cGp45x6PQRyV6vV4LvAg4cPkTzkluj+uPbv960JtteVDo9fp/B0QA0bgCuFbhElz/zpvteljMxTFU8qisxbmCwWAY1uv1/x74L8BVvV6/F5ebWT4ut5cv+OoyEsAH8aUxDGheHy7/O7AYeNlgMJi83ZiHxKPQRyXPATHAAYPB0OnltjxM/g5XwM9+g8Hwmbcb84D4d8D/Afw5LsH1ILDFYDAMeLNRD5G5OIZKHpW1OGcwGAz/DZf/tQr4GfAfcAUcdgKve5qiA/gevjKGAeH1IaHX65fi0kT+v/6e/uNuPAp9nIGf3/75a6+24iGi1+t/Cfwl0AS85OXmPDAMBkOKwWAIAlJwbb55wAW9Xl/h3ZY9eObqGHow59fiXEOv1/8V8AHwOi5tnQ54DGgF3tLr9f/gvdYFuB98ZQwDbgMPAYUpvRn437zcnIfCo9BHT/R6fSmwAlc06X4vN+ehoNfr/y2u1CdXgY0Gg2HYy0164BgMhj5gj16vP49r/v4Ol4ZyTvAojOGjsBbnGnq9fh3w98Aeg8HwF4qnzuv1+qdxrcW/1Ov1/2wwGFq90cYA98aXxjCgeX04ROBKiD4PMOv1eqf4h8tsCfDq7cf+m7ca+R15FProyZwODtHr9X8O/Aq4Aqw3GAy93m3Rw8VgMNzEJeCVeQYf+CuP0BjO6bU4R9l5++cd6aMMBsMUrrRuwbjc0AL4Jj4zhgHN68PBAvzmLs9V4BrYE8A1wF/N7Y9CHyV6vV6Dy/zq4O799ltuO+H/Ha5cmpsNBsOgd1s0a6Td/un3AtCjMoZzfS3OYcJu/7xbKiXx+PQstCXAt8NnxjAgvD4Ebgcu/XSm5/R6/X/CJdi94c+lUx+FPnrwLBAL7JtrwSF6vf5/w5VY+hyuAKY5Y2bW6/UlwKinBlKv1wcD/xeQBJwyGAwj3mjfg2Iuj+EMzNm1OMc5jqv61M/1ev2vDQaDrECl1+sfB1YCZuCUl9oX4OvxmTH0mvCq1+ufAp66/WvK7Z9Ver3+9dv/HzQYDH5fpSnAnEEEh/h7FR839Hr9j3EJPXZcG9MvZ0iu3W4wGF6f5aY9KLYB/7derz8G3MCV1iUZV/WbPKAXV8Ss3/IIjKEnc3UtPsXcPhM/wJUDdBPQqNfr9+Baf/NwmaODgP9gMBiGvNfE70ZgDGdvDL2peV0E/Njjsbzb/wBuMgdKjAbwf24XYVjF3AwOyb39MwRXCqmZOIorstQfOYRLyFkJLMSVWsmIK7Dg98D/mANayrk+hpI5vhYXMYfPRIPB4NDr9duBfwt8H3gaCAeGcY3l/zAYDJ97sYkPgkUExnBWxjDI6XTOxt8JECBAgAABAgQIEOA7E8g2ECBAgAABAgQIEMBvCAivAQIECBAgQIAAAfyGgPAaIECAAAECBAgQwG8ICK8BAgQIECBAgAAB/IaA8BogQIAAAQIECBDAbwgIrwECBAgQIECAAAH8hvvO83q7Zr1fYzAYgu723FzvH8z9Ps6F/sHc72Ngns7t/sHc7+Nc6B/M/T4G5unc7V9A8xogQIAAAQIECBDAb/jGFbYMBsPDaMdDZYZSiXdlrvcP5n4f/bF/MPf7GJin7sz1/sHc76M/9g/mfh8D89Sdudg/b5aHfWRwOp3Y7XacTqf8v8PhQFQ3CwoKIjg4mNDQUEJCQrzc2gBKbDYbNptNjp/A4XAAyMdUKhWhoaGoVCqCgu5pqfJJ7Ha72+9intpsNhwOByqVSv7zx/7NJRwOBw6Hg6CgIBwOh5yfnijHy+l0EhwcTHBwwNgWwHs4nU65pwQFBaFWqwP7iR8wPT2N0+lErVb7zB7iU8Kr0+mUQkFQUJD8508oBRyn0yn7oFLd31etFGjnGkJ4F//31TEW7RTjdr9j5/kZ4PvjKPo506VJpVIRFhZ2z/f5O8o9B3x/3/EUQkNCQlCr1d/4M3y1f554jo/As/3id3/p173wPAd9RVh4EAiB9VHGn8ZX7BWhoaF3POZtfEp4tdlsWK1WnE6n3JT9TRMpNKpKAeibLFabzUZwcLDf9ft+EBojoXkW301ISIhPLAaB0DiGhoZ+63aJ/vlSvzwRWpCQkBCf3kAfJg6Hg+npaTle4rvw1e/kux4cysu1PyAsH54XDM89ci5ple12OxaLBYDQ0NA506+74XA45nwflTidTqnJFBY7X8Vut9+hvHE4HD4hn/iE8KoU8vz1VnYvDdbU1BRjY2PYbDbMZjPj4+NMTU1htVoBl/YkOjqa7OxsYmNjAf8Qfu6FEFKFpkilUhESEvKtNEWzhdVqvUPb2tfXR3d3N6Ojo/Ji4XQ6sVqt8rIVFBREYmIieXl5xMXFubl/2Gw2aW7xJcSBIdplMplkX0T/xsbG6O3txWQyERMTQ2pqKrGxsWg0Gr+dl/CV0C4EIK1W6+0m3ROhqREC9cTEBFNTU4SEhGAymejr62N8fFyOqc1mAyAxMZG0tDRUKhV2u53w8HAiIiK83Jv7Qzk/v+naUbpkBQcH+81ctdvtM1p7hAuP2FM8LzD+0j8As9nM0NAQIyMjhIeHk56eLq07j4IQK85Dzz3HV7SZAjEWKpUKh8NBW1sbVquVjIwMn9lDfEJ49aVBe1BMTk6iUqmYmpqivr6eq1evYjQa6evro7Gxkfb2dkZHRwHQaDSUlZXxyiuvsGvXLgA3TZA/IoQ8sVj9AU8TTnt7O59//jkHDhzg0qVLjI+Py/GYnp4GXEKfxWJh8eLFPPvss1RWVpKWlkZubi5arZaQkJAZ/RG9idJ9A6CtrY2GhgYsFgtarRaHw8HExAQNDQ188cUXdHR0MH/+fDZv3sySJUsoKysjMTHR7fP8aQ2Lcfa3eWmz2ejv7+f8+fN0d3cTFhZGd3c3R44cobGxEavVSmhoKJOTkzidTlavXs327dvR6XSYTCbS09NZsGAB6enpcrx8VWD4LvMpODjYLy//dzMhi8f90TVCefECuHXrFvv37+f8+fMUFxfzyiuvkJKSAriUB3dzU5or3G3sfG1MbTab9Efu7+/ntddeo6+vj127drFhwwaf0BZ7VXhVbpxGo5ELFy5w6dIljEYj2dnZLFy4kJycHDmhffGQVPpuOhwOenp6OHv2rOyHzWajs7OT7u5u7HY7k5OT3Lx5k4mJCbfPaW9vJzIykoSEBJYsWUJ4eLiXevTtEIEjSh8ZpeA9NjZGX18f/f399Pb2MjIyQmRkJKWlpeTl5Xn1Nme1WgkJCZHajkuXLnHs2DGampq4ePEi9fX1TE5Our1Ho9GQm5uLSqXi1q1b3Lhxg9dff52DBw+Sl5fHpk2b2LJlCwkJCfJzldoTbyHWXEhICEajkXPnzvHxxx9z/vx5wsLCSE1NJTQ0lKmpKTo7O7l06RJms5nh4WF6e3u5cOECO3fuZOvWrcTHx0shwR8QmnJxqQDknjM6OkpUVBSpqamkpqaSkZFBfHy8l1vsuiQJ95Wuri7eeustjh07xuTkJGq1moGBARoaGmZ87/79++nv7ycyMpLx8XEiIyPZsmULu3fvJjc3d5Z7cn+INRIUFITVaqW2tpYrV65IgdzpdBIaGkpCQoKcqw6Hg7i4OFJSUggPDycsLOxb+al7C7GGxIW/traWkydPYrVaWbZsGatXr75nf6xWK3a7XWrKfOkyonRNAtc598knn1BXV8fjjz+O2WyWr53Jt3muoPRxvXHjBseOHWN0dJQFCxZQUVFBXFwc4DuxEkpXvitXrnD69GnOnz/P4OAg09PTrF69mtjYWGnB8sac8+oKn56eRqPRADA6Osof/vAHfv3rX+NwOFi7di0///nPSU5OdjMrePvw90TpE2IymTh06BCvv/46NTU1bgvTE5FdQHyG3W7n0KFDqFQqdDodlZWVAFgsFr+4jSr7A18J9VNTU9y6dUsKghcuXODChQsMDAywePFifv7zn5OWluYmvM72JUX59/r6+nj99dd57bXXpGYcICwsTPqhlZeX8/zzz7NixQoiIiJob2/nwIEDfPDBB1y7do2jR4/S1tbG5OQkTz31FElJSfLveBvlhfH69et8/PHHVFdXYzKZSE5OxmQySReeoqIi8vLyGB4eprm5mcbGRpqamhgcHMThcLB161apgfVVDZ4SYY51Op2MjY1x8eJFPv74Yz788EM6OjrQaDQsWrSI1atX8/TTT1NVVQV8Zc6d7f4Jc7Hg/Pnz/OY3v6G1tdXtwiwOD881Y7VaqampQaVSSVeCzs5OQkNDeeaZZ8jMzJR98hXFgBDChMbnrbfe4vXXX3fbS9VqNXl5eZSWlhIeHo7D4SArK4uysjJiY2MJDw8nJiaGjIwMt7XnC/2bCdE2h8PBhQsX+PWvf83rr78OwPe+9z2Cg4OpqqpCrVZLS5ayP77ubqfc98bGxujq6mJsbAzwvpD2sFG6rwC0trby1ltvYTAY6O/v5/HHH+fP//zP2bRpk09ZDER7R0dHGR4eZmpqitHRUfbu3UtycjKFhYXExsZ6VR7zuuZVMDU1RWNjo3zMYrFgsVh8zuTqifCvCgoKore3l+rqao4cOfK170tNTaWgoEAGMRmNRm7cuMG5c+fo7e2Vr7PZbD4rvAqhW9z4lVy7do2amhouXbpEf38/w8PDdHZ2cv36dSkERkZGkpKSQnR0tPy82Qze8oykrK+v5+2332bv3r1ugit85SYQFRXFhg0bePnll8nIyACgsrKSxMRERkZG+OyzzzCbzdTU1DAyMkJjYyNPPfUUq1atkr6HgNcWvRinsbExWltbsVgsbN26lSVLlhAXF4fNZpMXSo1GQ0xMDAMDA+zdu5e9e/fS3NzMF198wdTUFNnZ2VJ4FS4HvogIEBQHfFtbG//4j//IsWPHmJiYoKOjA0COm0ajYcWKFfL93rp0BAUFybV/69YtamtraW9vl20S7VKr1Wi1Wtk/oe0SLi1CcAXXunz11VcJDg7mpZdeIiYmRgrn3j4wwd1H9dq1a1y4cOEOJYDVapVuV0KQi4iI4OjRo0RERDA9PY1Op2Pz5s08+eSTZGVlAfhcYKi4nKhUKsxmM8eOHePNN9/kwIED8jWff/45drudl156iVWrVgGus1IIF1qtlrS0NLfP9dZl634ICwsjMjKSsLAwOXZzGRH3IS4en376Kb/5zW/o7+8HoLq6mqKiInJzcyksLPSZMbNarajVamJiYigoKHDb23t7e+np6aGgoMCrlyavCq/KA7yvrw+j0Qi4IiwzMzOJiIjwmcH0xFPwGRkZ4cSJE5w7dw5wHShhYWHS9zUhIYHY2FiCg4PR6XQsXLiQkpISKfzZbDYaGhoICgoiMjJS/h1f0zQrEQFY8FVQ2vj4OB0dHdTU1LB//35qamrc3hMTE8OCBQuYP38+mzZtYtGiRV5bAMKMHB4ejtPp5MCBA/x//9//x8TEBBqNRgYmCZcItVpNcXExFRUVUnAVZt01a9bIfJv79u3DbDZz8eJFmpqaCAoKYvny5fLwVJrRZgulpkZEu8bExLB27Voee+wx8vLy7vregoICmS/07bffpqOjg5MnT9Le3s7q1auBrzZpXxIOlC4SdrtdBjp9+umnvPrqq3K/SUxMRKfTodVqSUpKoqKiguTkZPk53hDsxEVOBGjV1dVx7do1tFotRqNRHiZms1le9GdCaHPCwsLQarWMjo7S0NDAqVOn2LFjBzExMbPYq7ujTE0HLmH90qVLDA8PA679NDQ0VI6ZxWKhr6/P7TNaWlrcfu/u7iYkJIRnn32W1NRUwLXmfcWlwLO/+/bt47333sNisRATE0NQUBAjIyN8+umnTE9Pc+vWLQAmJiYICQnB4XAQExPDY489RlFRkYxcF1YsXzFBK3E4HFitVqanp6WQPZdRCuitra18+eWXdHZ2AhAREcHk5CRHjhyhvLycqKgoue9425KlVCzOmzePxYsXU1NTg8lk4ubNmxw+fJiEhAQWLFgAeGdd+YTwarVaGRgYkNotkR7Fl29lYnCVvnOfffaZ3GCCgoKkn2RmZibbt29n8+bN0lQXEREhMwsIAWlkZASLxeJ2cPqq1lXJxMQEp0+f5vjx41y7do2Ojg66u7vl7VKg1Wp58skn+f73v09paSkxMTFu7gKzLdApfXVu3LhBU1OT9EXWarVkZ2eTnZ1NVFQUNpsNrVbL/PnzqaiocPucqakpwsPD2bx5M4cPH2bfvn3yOYvFQmNjI62trcybN29GLfVs4BmdHBcXx7Jly6TW6utYsmQJw8PDVFdX09HRQWhoKGNjY25R4b52EImLIbgul0ePHuXEiRPU1NRIIQggPz+frVu3UlpaSkZGBpmZmW5r0NsXSJH9wWq1uh0qnoF3M6EspqG0Yk1MTNDd3U1mZqZPmJw9gzsHBwfp6OhgamoKQPb/m3Dx4kXeeustSkpKpPBqtVp9QngVmi1wWUFOnjzJ+fPn5SXEYrG4je3x48e5fPky8JVQ6nQ60el0FBUVUVRURFZWFhUVFVRUVEjh19t4ztHx8XF6enrcUibOVZQCaF9fH4cPH+bmzZturxE+sF9++SULFy6U+463g9eU+7lWq+XZZ5/FZDLx7rvvUl9fz9jYGDqdzi32Y7bx6ioWJhO1Wk1CQoLUYjocDsxms18IsOJg6+/vp6urSx4Q09PTFBcXs2zZMkpLS1m6dClr1qy550GYkJBwx2O+sAHNhM1mY3BwkMbGRmpra6mtraWxsZHu7m63YLTCwkIKCgpISkoiKyuL9evXs379erfP8obGTtwUQ0JCGB8f59ChQ1y5ckU+HxoaSmxsLCtWrGDp0qXyBp2SkkJaWprb+8WlC2DlypVUVFRw/vx5+djVq1cxGAzs3r1bBuN5S0spDgxhAQCX9k4EAIWFhblFNZvNZhk8aLFYpACh1WoZGRnh1q1bZGVl+YQAJFDmEAbo6enhiy++4KOPPuLYsWOMjIwQFRVFbm4u8+fPZ9WqVVRVVVFQUOAWKGkymQgODvbKIaLUuuh0OkpKSsjIyMBkMsm2hYWFoVar0el0pKSkkJWVRVhYGKOjo/T29jI6OorZbMZoNDI9Pe02TwcGBqivrycnJ0daEXwhoFCJMmVUaGgo5eXlFBUVodVqGR4epq+vT/poi9R14kLa3d3NyMgIZ86c4eDBgxQWFpKbmytdYryN8ns+c+YMe/bsoaGhQQagifGNiYkhODiYyclJN3cyJbdu3eLChQukpaVRV1fH8uXL2bp1K/PmzQO+Eti9sd94Wi10Oh0xMTHS9Nze3i6DB33hUvEgUQqgN27c4OjRo/T29hIaGsr09DRms5mwsDCMRqNb9iHwfvCamJ8mkwmtVsvy5ctpbW3lgw8+AFyuV59++ikxMTG89NJLcq9VXsoeNl4XXgVJSUluh4QvanI8UbZPpVKh1WoJCwuTwtu6dev467/+a7Kzs5menv5aM4Aw5wqh2Ne+A+XhNjw8zIEDB3j33Xc5ffo04+Pjd6TPKCoqYseOHezYsYPy8nIiIiJmnNje6KPSzHHlyhX27dvH9evX3dpUVFTEihUrpK+Z1WqdMTm6UnO5YcMG7HY7f/u3f8vZs2cB6Ojo4Fe/+hUWi4WkpCRKSkq8Nq4zJd8PCwuTEe1K1wLhFmO322lububSpUuMjIwArsuZKCgCvnXJEuVswXWp3Lt3L++88w61tbVYLBY0Gg35+fk888wzPPfcc+Tn58/oGuBNQUe0RbilzJ8/n8WLF5OcnExfX5/UEIeFhREbG8uyZctYu3YtUVFRtLa2Ul9fT2trKzdv3uTq1at3CD4jIyP09/dLYRh8I6BQibDAAZSVlfFnf/ZnvPDCC4SGhtLe3s6pU6cYGhoiKCiI0dFRjEYjGo2GkZER6uvraWtrQ6PR0NPTw5kzZ4iPjycqKkp+tjeEJWWAndls5sKFC3z44YccOXKEsbExeSEWLkjCQqDMaiPWrxBwrFYrIyMjst81NTWMj4/z4x//mOzsbK+XdFbul5mZmTz22GPcuHGDzs5OGhoaWLBgAfHx8XI8fM396NuiDIZUrkMRYKcshiP8gAW+0n/lnqB04wwODubixYukpqby+OOPyzNQuNfNBl4VXpWbR2dnp5spz98msND0KA88k8kkN5jQ0FCpuRI+eA6Hg8jISKk5OHLkCCdPnkSlUrF8+XKqqqqkdswXtCLT09PS166zs5N33nmHzz//3O15cGnlli5dyve+9z22bNlCSUmJ21iL1C7ftvTqd0HMK41Gw/DwMOfOneOtt97i9OnTbpqp0NBQtm/fLgVX4J6CtzDphoeHs3HjRi5fvszExARdXV3yMtPU1ERzczNZWVlyXGfLt0m5njzXlVJws9lsblHs4iDt7e2lo6NDageSk5PJz8+XWjuRY9SbiI1WzKmOjg4+++wz3n//fY4dOwa4xnD16tXs3r2bLVu2kJOTI98vqt6IQ8TX9p/Kykp+9KMfMTAwQFFREYWFhURGRqLRaMjMzJR+y/n5+SxatIjW1laOHTvG4ODgHcJrTk4OlZWVPuMe4ek20NPTw+XLl+nq6iIuLo4tW7a45ZfMyckhMjKSqakpgoKCMJlMmM1m1Go1RqORDRs2MD4+Lqs1pqenu/XPW2OrXO8i8vz999+X0ffKfV4ZaCeYqVyuRqOR/swAN2/e5A9/+AM2m40f//jH5OfnA7OrFRN45ipPSkqiuLiY2NhYhoeH6e7uZmxsjPj4+Dsuzv6O0vLT3NwsfV3BtUeJMyM5OZny8nI3y6u3z3qB8myKiIggMzOT4eFhVCoVk5OTNDQ0SAsOzHxGPix8QnidnJx083kF39MCfB3CfCw0U+BKbfPqq6/y3HPPsWjRIsLCwu4wQVqtVoxGI1euXOH9999n3759ZGRkkJCQwGOPPeYm5Hh7Qis15YODg5w5cwZwbZ5hYWGMjY2RkJBAZWUlTz75JE8++aT0NbNYLG4Vc7xlZjaZTNI0PDk5yauvvsr7778PuDIJCJ+zZcuWSfcGURntXr6hysphQoDt7u7m7bfflq+x2Wy0tLRQUVEx68KrUsg2m83SEiAuUkFBQeh0OtkHpYbH6XTS399PR0eHNHVVVlayYMECOSe9beYC97R1whXkzTff5Pjx4wDSz/fZZ5/lueeeQ6fT4XQ6MZvNaLVaKRhNT08zOTmJ3W5Ho9EQHh7u9ewQ4Aqc+zf/5t9gs9lITk52KxQBX/nGhoWFkZGRweTkJFarVfqNKtO9paWlsWzZMunP7e2CKJ5CWWdnJ/X19YArNd2mTZtIS0uTGn+NRkN8fPxdc/E+9thj8v/C1UX5XXqrr8rsNEajkdraWhmUFhMTw9jYmLQOxMTEEBYWJjV0Yg2LdWm320lMTKSkpASLxcLx48cZGRlBpVJx7do1Xn/9dbRaLS+++CIZGRlu2ShmC0+LRmxsLLm5ucTHx9PU1ER7ezsDAwPk5uYSFBR0X37cvo4y3ZVIyacMPvS03s2bN4+qqip5VoJvCq+ZmZmsW7eOiYkJrl27BrhSaZ05c4a8vDzKy8vlGpuNc80n8rxGRESQm5srD3RgVg7074LnzTAhIYGkpCR5OAQFBdHS0sLbb78tfY7Ky8sB95tlXV0dn3/+ObW1tZw4cYLJyUlWr17NvHnz3PzvfGEyK/usDChwOp1MTU2Rnp7OCy+8wBNPPEFRUdEdEdvigPLm2CqDPlQqlZurgMlkIjIykq1bt/KTn/zELevD15m0PAOiMjMzycrKkgdycHAww8PD3Lhxg7GxMTIzM4GHL/R5arSampo4efIkzc3NqFQqwsPDGR8fJyIigm3btskUUcr+9PX1UVdXx7lz57BYLFRWVrJq1SpZGQd8w19NrBG73c7Vq1c5cuQIx48fx+l0kpmZydNPP80TTzxBZWWl2+VB2Vej0cixY8c4ePAgo6OjrFmzhq1bt7pVpZpNzZByrURGRhIREXHXNEiiVrpIJfXRRx/x/vvv09LSIv2ZlVkJfCnHq6fQIvx0g4ODWbRoEWVlZahUqm8Vpe5L/tjK71qn07mtG2HedzqdVFZW8id/8icsWLCA4eFhTCaTm1VPaJtFWfFLly4xNjbG0aNH5SWus7OTf/7nf8Zms/HLX/6S6OhoecGZbcSYRUZGUlxcTEpKCo2NjTQ2NtLZ2cnSpUsB99K+/orIHjQ4OMilS5eorq6mpaVF9ktkrwHXhWXx4sUsX76c2NhYt/PCF1CunfT0dLZv305ra6sUXm02G01NTbS0tFBWVgbM3hj6jM9rcnLyHT5mvjyJPW+UWVlZPP7444SEhFBbW0tbWxtms1kmsA8LC+P5559n/vz5BAW5quWcO3eOTz75hCNHjsg0LykpKWzcuJEVK1agVqulqccXJrMYH6PRKCPOwSXI6nQ6WSJ1yZIlgEtQFOlgvG1SFgiB1Ol0cuTIEYaGhgDkdx0SEsKTTz7J1q1bAVdflYfM3Q5N8bgQzhMSEpg3bx4LFizg5MmTOBwOrl27dkdOxodtbveM9L148SLV1dW0t7czNTXF0NAQExMTJCQkcOvWLVpbW2VeP7vdTm9vL3V1dRw9epTBwUEAaeaKioq6I8WRN1D63VqtVi5fvsynn37KmTNncDqdxMTEsG3bNr7//e/LwgMi2tnTr7y5uZl33nmH3/3ud4BrjyouLiYpKUmOk7eEPeUeIHIsi8ftdru06gwNDXHgwAHefPNNGhsb5euFBrakpITy8vI7MqZ4G+VcdTqdsthAWlqa7FtISAharZbg4GDpfuTpqy3StonMHkLY94U9VPg6CmubMoft6OgoDoeDkpISdu/ezYsvvnjfn5ucnMzNmzeZmpri4sWLskxwR0cHtbW1mM1mKbx6I3e6yPwRHBxMWlqazLQzNDTE2NiYm6+kL5/790IZMKhSqbh69Sp79uyhtraWzs7OGd22wsLCSE5OlsoMb1asmglxmbLb7YSHh7N06VKWLVvGkSNHGB4eZmJighs3btDV1SXf41kS+GHhVeFVOYgiUEmJL09iz8MrJSWFp59+mrVr17Jv3z7+9V//lcuXL2OxWGhoaMBoNMqCBDqdjrfffpu33nrLLXVGUFAQCxYsoLi4WC5kccB6E0//x6amJq5fvy7dPEJDQ1m8eDGbNm26o+ykL2jk4M5gqzfeeIN/+qd/orOzE51OJ/uiVqvdzLHfdKMX35VGo2Hp0qXs2rULlUrFsWPHcDgctLW1SSFCvP5hotwEx8fHmZ6eJjU1lfT0dHp7ezl16hQWi0W6OFRXV7N06VJycnIYGxvj3LlztLS0yENWo9GQkpJCcnKy9H/2tuZO/G2z2UxTUxP79u1j7969XLt2jYSEBLZv386uXbtYuHCh23vE3BTC340bNzhw4ADV1dXydZOTk/T398vAKfCNfUl5wAUFBbnN056eHk6ePCkvxBqNBrPZjMPhIC8vj5/+9Kc8/fTT0sfOF5PFCwHU021D7KGAW/+VwqsodOBLQoCyzUajkQMHDvDGG2/Q1tYm2yncQZ566im2b9/+jT5fpVLx05/+FKfTyX/+z/9ZCktOp5PIyEif8Pf19EmHr9ytvK35fxAox9jpdHLu3DkOHDhAT0+PHAtwd5GZqTKlr6EspqHT6SgoKKCoqIjLly9jNBppa2tzy7k8W64fXpUslB0UFTcEISEhhIaGuj3myxNcTMD09HSef/55dDqdDGgSZry9e/dy69YtNBqNzIkKLoFJBFDs2LGDoqIi+bneFlw9ERkRxOECLsFwyZIlbNmyhdjYWPmcrwiu4D53bty4waeffkpdXR3gytMqNvkf/vCHbkE837RqlHK+pqamsnTpUmmqdzgcDA8Pc+rUKQoKCoiLi3NzDXmYCE3W4sWLKSgoICIigomJCcrLy/n444+l/3J7ezvj4+NERUVht9vp6emRJq7s7Gy2bdvGjh07iI+Pd3NH8BbKqPHGxkbeeOMNDh06RENDAwClpaXs2rWLNWvWoNVq3S4x09PTMtDSaDSyZ88efv/738vACqGl97xY+8IB47kXCt9lm83G9evXaW5ullr9yMhIefmYN28eGzZskMFds13V7n4RpseQkBB0Op2swqdWq900xl+n3bFYLDKC39uI77ivr4+jR49SXV0tx8XhcJCens5zzz3Hs88+S15eHhaLBZPJhEqlksUmlIiyv0ajkeTkZFQqFfPnz5cuMcKPPSoqyk3Q9zZK4cZkMrn5qvuzz6vystTY2EhNTY1UToWFhbmdl0FBQSQmJlJRUSErwIHvVYGbCWFJFUVDJiYm6OnpYWhoiKSkJDf/7Ifajof+F+6BsoNTU1Nu2gObzeaTh8a9EIdHTEwML774IjExMZhMJs6ePYvRaJQ+PvDVRHc4HMTGxlJVVcX3v/991q5dK8074DsmPU+Ufnfp6elUVFTIvIIWi8XniiuIzdFkMtHY2CiLScBX8+qFF17gL//yLykoKJDaxG96efBMY5OSkuJWxcjpdHLs2DHS09PZuXOnFI5niix+kIjCBHFxcW6Pi8jf+Ph4xsfHmZqaorW1VZYhjYqKYnx8XPZl165dbN682a2PvoDRaOTEiRO8++679Pb2EhYWRm5uLhs2bKCqqgqtVivHVKwppfBTU1PDe++9R1NTk9tnhoWFkZSU5DYPvC2wK1GWZ7ZarZw9e5bPPvtMjt/09LSMQs/MzGTx4sXSV3m2zHvfBqE9tVgs9Pb2cuPGDbKysujv75eXi9jYWGJiYjCbzQwMDGC320lLSyM5OVmmhPOFfUh5yRseHubs2bNcvnz5jrK3q1at4t/8m39DeXm5zHpxP+1XKgmElUD83cnJSaamptyKVXgLcd6LvO7gEuQ7Ozt98sy4Xzw1ygMDA5w9e9bNlA5flXs2m804nU6io6NZs2aNrFIFvnvez4Ry/xcV8VavXj1rKQa9IryKQ0Qc3ENDQ5w+fVr61AFy0T3sQ/1BovRDA9i5cycREREYDAY++eQTt83K6XTVOw4JCWHx4sXs2rWL9evXu/lk+soNTLnh2e12BgcHuXXrlqxnv2rVKgoKCuRrfGkBeuYhHRkZoaury20soqOjWb58Od/73vdkP0SQ3bcVVMT7RdlR5WXEZDIxOTnpE5ex5ORkfvazn/H4449z6NAh9u7d67bpCq2IzWbDYrHQ09MjDxqlNmi2BTrhniHqwp89e5ba2lqZEqq0tJQXX3yRnTt3SjcQ4SrgKcR+/vnn/PM//7MsUiGSiDudTvLy8igtLUWr1brl6PQV7Ha7jL43mUzs37+f9957j7GxMbRaLWazWQboLFmyhFWrVkktJviOIO4ZhKbT6QgPD6e/v58PP/yQy5cvExkZycTEhIza1ul0REZGYrVamZiYICgoiLS0NLKzsyksLGTt2rVy7L2ZqF/p197S0sL+/fvdrG5Op5OcnByWLVtGYWEh8M004kJY6Ojo4NKlS7Kyo1LT5+29RunaER4ezoIFC8jIyODWrVvU19dz7do1mb3EV869b4LyvB4fH2dsbIyYmBhSU1MZHx/HaDSiUqnIyMjAbDZz69YtHA4HWVlZMg7C28HMd8MzE0l6ejoLFiygtbVVpngTJWNzcnLcztCZ8oo/KLwmvMJXZVGvX7/O5cuX5RcByIpMSrOqr09qoUq32+2YTCbUarVbuhNAmvBEcIlWq6W4uJjVq1cTGRkpk1P70i3Uc+NzOByynrpWqyUiIsLtQBRmEV8QYoW/jtCctba2cvLkSbe8l7m5uW4VaeDbu2uIABJhJuro6KC3t1cuYLPZTGJiIhkZGW4ak9mY28IkJzZJZVCL0+mUFbNEWV+tVotarZaJ7FtaWvjDH/6ASqVi+/btXi1BqSz9Ojk5yfnz57l69SpqtZqIiAiWLFnCzp07pQvO1NQUWq1WHqI2m43x8XHq6up49dVX2b9/P9PT027p0rKzsykrK5OaSm+XbFQixlH4C5rNZg4dOsSBAwfkPqrRaGTlqdzcXNavX8+yZcvcKrz5whqFO4XXpKQkMjIyuHnzJufPn3erWPd1n5OZmUlZWRlDQ0Ps3LmT9PR0VCqVnPezOWc9A6REgItIaSUuHpmZmaSmproFhn6dAkP5/PT0NAMDA/T390uferVaTWhoqE+4DSgvfVqtlgULFlBZWcmtW7doaWmhsbGRvLw8dDqdz8zJb4Lye1Wr1URGRhIVFXVH4YHg4GDi4+NRq9UsW7aMnJwcn9lT7oZnQO68efPYsWMH169flxbMjo4ODh06xLx588jNzZVj+DDnm084JXpGvapUKioqKli3bp3UgnwXLdhsoLw1OZ1O2traOH78OIcOHeLMmTPSN89kMsnISqEJ8AxC8EY06L34/7f35+FNXXmCN/6xbMmSV3m3MTa2sbEBGzC7WQKELUCAQJKqkL2qkuqaO9XVNV39vvOr6u7fdL3zzDvdM9NLLa3u6iSVVJFUErJAQhbWsIc1rAaMjRew8Y53W7IkS+8f4hyuhElIYluSuZ/n4RGWruVz7jn3e77ne76LWpgYDAby8/OZOnUqBw8elMe1GzZskMpfIKU7EalhhDJ6/vx5tm3b5lXCNjIykqysLK+ckd/0oVMrOJ2dnXz88cccOnRIWr/cbjfp6elkZ2eP+FG02vqhVuhffvllfvvb33Ljxg1ZKMRoNDJr1iyio6Opq6vjypUr9PT0sGvXLiIiIoiJiWHhwoVy0zLSJwXqIyu73U5dXR01NTU4nU7y8/OZPn06ycnJ8hr1Ebnb7aampoatW7eyZcsWzp8/L+eIcF+KiYlh5syZMsF7oCHmtbC67dmzh9/+9rdeJY5FzumMjAzWrl3L4sWLpQvLSFbCuRd8s7dkZWUxZcoUysrKaGlpAW77eH4Zbreb+vp6Ojo6uHLlCkeOHGHTpk0sXrwYk8k04pW1fPslFEqR9gs8/YqJiSEqKkrK2q8rP10uF11dXXR3d8vNV3h4OAUFBRQUFHgFBflDOfS9D6mpqWRlZWE0Gunq6qKlpYW+vj6ZS9v3xCyQ8W1jQkIC6enpsriLyCPtcDioqKhgwoQJPPHEE15r5mDfE2iITAgRERHMnTuXJUuWcO3aNSorK7FarZw/f57du3eTmZnJ7Nmzhz2gNyCUV/FAi4dKp9ORmprqlTQ8WHZjTqeT8+fPs3XrVt577z3p4yo+MxqNJCYm0t3dTW9vLx0dHVRWVvL555+zePFi4uPjA24nJiaeWOALCgqYN28eO3fu5MyZM1y9epW3335bVgYTJRjFAiuse/5Crei0tLR4Ka7i8/Hjx8sgpW8abOabeun48ePs2rVLBg8BFBUVMX36dMaNGyctgCN9nDkwMIDNZqOzs5OzZ8/y+uuvc+7cOcDj4yqUv0WLFmE2m6msrGTXrl3s2LEDt9tNY2MjPT09d/ijj7RFS+BwOGhpaZHKWnZ2Nrm5ubhcLpklQJ1D+urVq7z33nu8+uqrlJeXA8jyuGLhF5WA1BuaQNk8C4u5yCJw4MABfv/733PgwAFcLhdRUVE4HA7Zl8WLF/P000/LPIzgfbLg6w850tZJ8TdFG0JCQmRg2RdffCGVV6G46nQ6MjMzycvLIy4uThbeaG9vp6qqira2Nrq6uujq6qKqqorW1lbcbjfLli2Ta4q/ysPW19fT1tYmx0av1zNp0iSWLVtGUVGRvE6chnwZaneEpqYm9u7dy/nz5+W9dDqdTJkyhdmzZ8tNjr+s7b45ks1mM6mpqURERNDZ2UlTU5NXDuJAPUL/MtTFXoR8F+5pal9Xl8vFggULvFJKBkPGBfUGxGw2s2LFCpqamnjrrbekO9mFCxc4duyYV/XF4dooB4TyKgKd1EJ0sGTagYwY1Js3b7Jv3z7+8Ic/UFtbi06nIyoqSga9CBeB6upqmYngzJkzbN26FbPZzIMPPgjcfhACqe9qYTpx4kSWLFlCR0cH1dXVvP766zQ0NPCjH/2I5cuXy7K3gWDdUQuFwZzJ09PTvXzNXC7X117YfMfrwIEDvPvuu9K3DWD27Nl897vflTl8RxL1YuByubh8+TL79+/n4MGDMkgpPT2dBx54gIcffpiZM2dK63BTUxN6vZ66ujpKS0tlWV9/pt/xzQmq9mFOSUkhJyeH+Ph46bsq2ldTU8M777zDv//7v8vAH4PBcIcyk5iYSF5enlewXaBsoNXR2QcOHOCf//mf2b9/v1Rqe3t7ZX+nTJnCihUr5EJpt9vvWCgDScaIhTwyMpJ58+axcOFC6urqaG1tJTw8XEZpz58/nw0bNpCTkyN9yCsqKti9ezdXr15lYGCA7u5umWc7OjqagoICmWVhJJRXMe+MRiN2u50LFy5w4MABysrKZMxDSkoKixYt4oknniAxMVFu+MVm6stQV6j87LPPeOONN2SgHiAtYEVFRTJLg798tkVfhCIjrJNRUVFcv36dS5cu0dTU5FW8xddaG+iITZ/L5aKlpeUOZVzIrMjISC+54o+yvd8EIf9Ee4uLi6mtreXjjz+moaEB8Mz5zs5Or0IYw3UKGxDKq2/n3G631/FQIE9iIaDEpO3u7qa+vl4OZnh4uBz0qKgoSkpKeO6553A4HEyYMIFt27ZRXV3Nnj17mDdvnlRenU7nsDo7fxPUwj49PZ0VK1ZQVVVFdXU1LpeLL774gpdffpnS0lJKSkqYN2+eVyUjkfpmpPFNCi2IjIwkLy+PJUuWyCOObxIw0N/fLyPX3W43hw4d4ve//z07duyQwSVxcXGsXLmSTZs2eZUBHCnrjyg5GRISgsFgYPv27bzyyivSCp2bm8ujjz7Kxo0bmTRpklcp3JSUFMaOHUt6ejrV1dWydOe0adOklX2kj6HVz0V4eDgZGRmEhYVJ67doF3jynra1tXHjxg2OHj3Km2++KRVXUfWutrZWKsBRUVHMmTOHhQsXkpycHDBVb4Q7UUhIiMzR+8Ybb3D48GH6+/sxGAwYjUbp3ztv3jyeeuopr5yhIieskFd3s/r7y1VL/fylpKTwxBNPUFRUJAOyQkNDiYiIkG4FYpztdjt5eXnk5eXR3t6OTqejvb2dnTt3sm3bNo4fP86BAwcYM2YMRqNxROaq3W6X8sZms7Fz50727dvnVYUxKyuLoqIir7r2X4WYB6GhofT397NlyxZ+97vfeSmuc+fO5bHHHmPJkiVe8Qj+Ru0imJuby7hx47h+/TonTpzgyJEjjBs3jqSkpIBe831xuVzSXcxms7F//37++Mc/cvr0aenqYrPZ5AnkuHHjvFIwBks/Bf39/fL5GTt2rJf+FhMTQ0REhFefhqt/AaG8is6JV9+KTIGc+01t1XG5XHR2dmK324mKiqKjowObzYbNZiMmJoalS5fy0EMPMXPmTMDj92O323n55ZdpbGzkxIkTLFiwQO6UA21SiyAfl8uFyWSiuLiY+fPnU1ZWJo/rPv30Uw4fPszDDz+MTqfjgQcekFVl/LW7vNvciYmJYc6cOeTn50tLzNc5MhW+ymqF+ODBg/zhD3/gk08+kdkzzGYzc+fOZdGiRVJxtdlsd+QxHk7UASDl5eXs3r1bbrByc3MpKSlh/fr1skyjSBMVFhZGX18fOp3Oq+pWVVWVl/vFSKfNUm+CoqOjpYXpzJkzXL58mS+++IKMjAwqKyu5cuUKNTU1lJeXc+rUKdra2mSGiczMTGpqamT2jKioKObOncuyZcu8cqH6W3EViH5fv36d119/na1btwK3CxEIP8px48axfv16vvvd72IwGOjv75cbF9/vEqcNQikyGo1+qyam9vkMCQlh+vTpTJ8+/a7XCwudwWBg7Nix8qgSPBaijIwMTCaTrGYYHx/P2rVrCQ0Nlc/vcG0g1XKnpqaGgwcPyrLMTqeTiIgIioqKyMvLw2azyc3l3doj7ok6vdmVK1d49913ZZ5ms9lMRkYG3/nOd3j22WdlPuZAO8UDj2V4xowZHDlyhLq6Oo4fP86cOXOIi4v7ynLcgYI47QgPD8fhcHDq1Clee+013n77bcDzLImMKADTp09nxYoVXpUWg8HqqkY9j0wmk6yWBtDa2kpbW5tX3M6otrz6Ts5Anqy+qI9jHQ4HtbW11NXVeZUtdLlc0klbWFbBs8AsXbqUyspK9u3bx44dOzCbzfzwhz+UjtyBeKQglNj4+Hgef/xxYmJieOWVV6QA7e7u5rPPPgM8BQEKCgoYP3486enp8jv85dOkfqj6+/u5du0adXV1Xr6n96qI9fb2yuALgMOHD/PKK6+wfft2mVsTYMKECTz88MNMmjRJvjdSfq5CcAh3iStXrvDOO+9IxRU8PpE/+tGPmDFjhnzPd84JBd3lcpGcnMyECRO8hNZIW9TVfy8yMpLp06cze/Zszp49KwPkhKtDa2srPT09ckzS09N59tlnKSkpoba2luvXr8vPxowZw9q1a73uhb+LbfhmBhBBSdXV1fKaiIgIuUAaDAZKSkqYPXu2l4/nYHKksbGR5uZmurq6aGtrIyQkhKKiIlmow19FDO717wnDxmCbTr1ez/z58zEajbhcLnbt2sWYMWNYtWqVdBUZjmIqancB8OR2FSXD1Qt5YmIi06dPZ/Lkyej1eumf/WVyUbRZ5GP++OOPveZBcXExjz32GKtWrfLy1w4UJVD93IoN5NGjRzl+/Dg1NTXcuHGDoqIiOSaBmodYIE60wJPr9E9/+hO7du2Sn/sWclm6dClPP/00MTEx0oXH3/Ll66Jur9jsNzU1cf36dS5fvozZbGbTpk0y2NXpdA5LCfSAuGvqo3fwJJJX+0wEMkJ4iuCba9euUVNTg9VqlYIqPT2dBQsWMH/+fKKjo2Xy6MjISObMmUNNTQ3nzp2joaGBbdu2sWDBAqm8BkJ5WDVqK7M4Ann88cdpbm4mJCQEq9VKS0sLDQ0NvPnmmxw7doxp06axevVq1qxZ43VkPtJt9qWtrY0DBw5QVFQkBZDVavUqIwu3x1j8E2MicvJ2dHSwZ88ePvjgA3bt2kVHR4fMSQkegb148WLS0tLo7+9Hp9ON2JgKdw0hcCoqKjh58qRUdCZMmMDChQulstbX10d4eLiXsAkJCaGtrY3GxkZcLhcZGRlMmDDBr/lC1fNQp9ORkZHB6tWraWpqYt++fezcuVNeGx4eTlxcHNnZ2WRlZfHII4+wbt06bDYbX3zxhVfBigkTJvDAAw+QlpYm/fCHQ/B+HdQZIjo7OyktLeXIkSMyQA2Q1vGYmBhWrVrFs88+66WAC/ed/v5++vr6aGho4MqVK1y5ckWmV+ro6JDH70uWLGHu3LnSN08oscOJcBcT/qDCxcE3T6lQ5EWebDUDAwNez5jJZCIjI4PIyEgaGxupra31iq0YDquQbyrIqqoqLl++LOMexAY6JiaGnJwcKUfulmXG5XJJBSAsLIze3l4OHjzIrl27OH78uNx4xcfHM2vWLDZu3EhqaqrXvQwUhBwaGBggMjKSkpISTpw4wenTpzl79iyff/45U6dOlblCA115Ffe2p6eHnTt38umnn9Le3i5ze6v905OSkpg8ebJ0dRF5UAO5f4PhGxsgZOnmzZuxWq2UlZVx5coV6Wc/XP0LCOU1EI807hW1lc7pdHLjxg0ZHQu3034tWrRIVjcSirpOp2PMmDHMmjWLcePG0dDQQEtLC5WVldy8eZOEhISA3ZWpj6HNZjOPPvooM2fOpKmpid27d/Phhx/S3d3NtWvXqK6upqGhAaPRKC0CvtHFw4l6gfK1qlqtVhobG+/YQPn2VbyKiHS1QvPHP/6Rf/u3f6OmpsbLt0mQmJgoLVm+eWdHGr1ej8PhoKuri6SkJBYtWuSVrkX4aKv9PFtaWuRxvNPpxGQyBcy8FKcARqORZcuWER8fT2xsLH/605+kX/n8+fNJT08nMTGR4uJiHnjgAQA++ugjdu3aJTMOmM1mcnJy5AlBIKStU59QtLS0cODAAXbu3MnRo0dpamryyh8cExPDypUree6555g7d+4d33Xjxg2qq6upq6vjxIkTHDp0iJqaGulqoNPp6O/vZ+/evdTU1DBmzBipvIqFdrgR4ykQfv++SubdZIa6rLgootHY2Eh9fT2ADPoaSUQ2BHGfhezU6/VeeczvNtd852FlZSWbN2/ms88+o6urS479woULmTdvnldRjkDFbrdjMpmk60BcXBzNzc3s2rWLRYsWSeU1UN0FxUldaGgofX19fPTRR2zdulXmDxdppUSeZZF6T52+z19FM74t6pNmk8nErFmzOHfunHw/NDSU6upqKioqGD9+vDy1G+q1PiBWIJfLhc1mk47skydPJiUlRX7uj9Qt94pv9amOjg46Ozvl4h8eHk5ubi45OTkyeb9IoSGCYvLy8pg4cSLHjh1jYGCAsrIyLl++7HXsF2ipQ9SWL7fbzYQJE8jPz6erq4u4uDgyMjJwuVzU1taybds2jh07xpgxY8jMzJTKg9q1YqTwLckIyEToM2bMkL6DwmoqfJbUbYyMjJT+Te+//z4ffPABFRUV8nOXy0V7ezuJiYksXryY5557Ti5SRqNxRBUidbttNhs9PT10d3djs9lIS0ujsLCQ5ORkWVRDXcQgNDQUm83GpUuXvIqI6PV6r0BE37/jLyIiIliwYAHgyYbR19dHXl4eBQUFxMXFYTKZZMEB8PghlpaWSiE8duxYkpKSpLANhGpa6rzB1dXVvPvuu+zdu5eenh4Z1KkOggkPD6elpYU9e/Zgt9tlSq329nZOnz5NeXk5XV1dMj/jYC4yqampZGZmeqUXG6k8xOo5JZQ9vV5/T39ffQIWEhIiq8B1dnZKK/VIla5U82XWNfX9V/9fnfUkJMRTjbK3t5fq6mree+89jhw5IouJgCc93GOPPcaiRYuk0h7IFj31eBYUFDB//ny2bt3K1atXOX/+PHPmzCElJSVgNsm+qN1p+vv7OX/+PBcvXpSy3el0EhkZSX9/v8ztvXbtWvLz86V8DbSUmF8XMV8jIyMJCQmROcLDwsLo6OigtbWV7OzsYTNU+X1mqH2DRMDE7NmzGTdunLwmkEvG+aaciY6OJjo6GrvdLgO3MjMzyc7OlsdD4G16b2trk/lfOzo6uHjxImfPnmXy5MlSeQ2koBE1vm0ym8089NBDLFq0iLa2Nvbs2cOlS5c4d+4cn3/+OUuXLmX+/Ply0R2pRVGgtnQIK2RFRQWvv/66DBAxGo13LHIiuMPtdmO32zlx4gT/83/+T3bv3g3cDpgR35uQkMCmTZv4xS9+ISOJRVDGSC8qov89PT00NTXR1NQEeI4t09PTSU1NlRXBxLW9vb3U1tZy9epVDh48KFN+xcbGkp+fLwNhfP+GP/D928JFRwTzqOeY8Cvs6Oigp6dHuifp9Xpyc3PJzc31sor7s1++1Zmampo4efIk7e3tspqfCMQCz4J55swZeTRus9kICwsjPDyc7u5uKioq5BGz+uRE/BwbG8uUKVPYsGEDq1evJjMzU/7tkXCdEP0VStuX/U1fNwL1q1rZdTqdXsqrPyx5IhhusL+tnpvquaZWeN1uN7W1tRw7dow9e/bw+eefy2fYYDCQk5PDhg0bWLlypZel3N/uLl+Gev1LSUmhpKSEU6dO0dLSQn19PS0tLSQlJXml9wvE9U8gXF7ExslXbhQUFLBs2TLGjh0r3UACVTG/V0QfRS73qKgoenp6sNls1NfX09zc7NXPoX72/Hb3fBUKoSwI60gg1t8eDLVibTQaKS4u5sqVKxw6dAi73S6VUrXiKn4PoLS0lLfffpsjR47Q09NDSEgIzc3NXql7YOSjub8Jdrsdl8slo5UvXLjA7t275VGKKMogGIksEr7Ru5MnT2b58uUcOnRIHvE3NDTw1ltvSUvW1KlTvb6jtbVVBuIJi9W5c+c4evQogFc0aVpaGs8//zzTpk27IwWOv+exsGypd8LCWic+F1y9epWXX36ZS5cu0dzcTH19PcnJyTz66KNs2LCB8ePHSyUvUIJB1CmEfK14ApEHtaqqystyZTabWbx4MQ888ABGo1H2yd8LjO/JjvqIX32NOM2pqKigoqKCgYEBLz9V3xgC8b1ut5u4uDimTJnCnDlzmDNnDrNnz5ZR+8M5turvFgranj17uHr1KkuWLGH58uWD/p66AIOwjqs3m+pxLy0t5eDBg1y4cAHAK4uLUOCHG3Gaob7n4vWrZILL5eL06dNs2bKF3bt3c+PGDfr6+uQ8KCws5Nlnn+XRRx+V7gLg/yDDr0I9p8LCwoiOjiYqKkoWkRFFUNSyKpBRK6zCMCM2lpmZmcyZM0fmsIXA78+9oNZ7xo0bR2FhIadOnaKrq4ujR4+Sm5vLwoULpTwdar95v8xwdZCT2+2mubmZGzduyKP0e0nQHCioB0OU1CwrK+Pzzz8HPAPc0NDA6dOn0ev1tLW1yWCf1tZWduzYwSeffCLLOhoMBrKyssjLy7urQA4E1Ll4haIQEnK7KEFHRwdbtmzhnXfeAW5b7FJSUqRAGgl3EF8FpKCggJUrV1JbW0tZWZncFDQ2NvLRRx8REhLCmjVrmDBhAjabjZqaGiorK6moqOD69etcu3aNiooKenp65HeK7xg7dizPPfcciqLIVCji2EidfmikUSfHjo2NJTExkStXrtDV1cWZM2coKCggLS2N69evMzAwQFRUFAcPHuTdd9+VGw+DwcDixYt59tln7/CnDJRnVZ36ScxNoawLP2ORpqipqYmGhgZ5XVpaGrNnz5bjZrVavSzL/kJ9bw0GA9HR0bLd6s9EcnuhpAqlTox9WFiYVKD0ej3x8fEkJiaSkJBATk4Oc+bMYd68eVLuqIOOhgu18upwOLh27RofffQRBw4coLGxkaSkJDIyMnA6nURFRck+hYeH3+Ez7na76e3txeFwYLVaaWtro6amhs8//5yDBw/K69QydaRcloQPvK9CKazj6j6IcbXb7dy8eZOLFy+yc+dOtmzZwo0bN+T3iRzV3/nOd9i0aZP0pRTz1t8b5a+DyWTCbDYTGRmJzWbj4sWLVFVVMW3atGGz2g0l6kBD4bYSFhZGbm4uGRkZpKWl3VEOPFBk5rdBbVBLTU1l7Nix1NTU0NjYKI086s3HULvL+UV5VftoDQwMcPr0aY4cOYLNZpP+E19VwzpQUB/ZhYWFkZmZSUZGhrRmtbe3s3XrVnbs2IHVaqW9vV3uuIVvpIgUdrlcJCQksGbNGh555BHi4uLk7jPQdtK+hSREnfWQkBDa29v58MMPOXnypPw8LS2NpUuXMn36dHnPRsplQC0ooqOjycnJYeLEiTQ0NNDZ2Sk/r6ur4w9/+APbt28nMjJSRi5brVasVqu0LPtasVwuF9/5znf48Y9/zOzZs718mYTS4C/U1m2j0UhERARms5m4uDiuXbvG5s2bsdlsFBYWcvbsWSoqKoiMjKStrU0WWACYNm0ay5cv90r3NRIR6N8EtdVVbJDUi5/D4eDmzZu0trbKk4JJkyZ5WckDcXERFjy47S/+VdeK42dxVBkS4kmMP3/+fBYtWkRhYSEpKSlERkYSFRUlF9iR7r94rkJCQujq6mL79u20tbUxfvx4srOzycnJISQkhKioKGbOnHnHxqK2tpbTp0/L4Kzy8nIqKyu5ceOGPO0RC6xvAOZwoP4bZrOZ5ORkIiMjZala8LjxXL58mfz8fPR6Pc3NzdKi2tLSwueff87+/ftl9SnwyJPExESmTp3Khg0bWLt2rVRcfXNOBzJivQOP+1JhYSF5eXmcOnWKM2fOcOzYMVavXi03UoF+zC6eR7U73Pz585k6deodLiuBclI1lAj54rvWDeca7zflVX1cVF9fz/Xr1wGkA7R4iIMFMWgmk4nc3FwmTpxIY2MjHR0d8nj5ywgJCSEuLo6FCxeyaNEiuZCqAzYCBaG0DGaZamlp4cMPP2TLli00NjZKxcHtdjNr1ixZ0chfPkxhYWEUFBTw/e9/n8zMTN59911p0XA6nbIm+ldhNBqZMWMG2dnZJCYmsmrVKhYuXAggS1NGR0ff4bvmb6FlMBikr6/b7aa6upo333yTvLw86uvrqays9FLO09PTmT17tkydpK6YFqgMFmilVrKFotTW1obL5WLmzJksX77cS3kNRH9BkTYKPCcZIjVdWFiYVyL6gYEBrFar9NMWvxMTE8Ps2bNZuHAhCxYsYPr06V5lKuF2lPRI+6Lr9XrS0tIYO3YsTqeT1tZWPvjgA8xmM/n5+WRnZ0sXl2PHjslUZqJa1qVLlzh9+jQNDQ3U1NRIZU+QlpbGc889x8MPPyyVoOHaWKr9bYUFrrCwULrCieIfzc3NvPfee9TU1BAXF0dHRwcdHR3odDq6u7s5f/48ZWVlXpXfZs2axezZs5kxYwbz58+XJwU2m80vmRS+DWJ+GgwGJkyYwLRp03j77bdxuVzU1dXJeRuIRYp8Y11iY2Mxm810d3dLf2Or1UpHR4fM1DHS7irDjVpGREVFMW7cOMrKyqQ7Vn9/P3V1dUyaNGlYXLD8tpVR70LUNYA7Ozu5evWqrE4EwVHnWN22nJwc5s+fz7Vr16iqqgJup8VQKwZiEoeFhZGSksKCBQt45JFHvILVAilHn2Awa5vL5aKyspLdu3ezZcsWPv/8cy+hk56eTk5OjoxoH67ExV9FeHg4EydOZOLEiRQUFNDZ2cnbb7+N1Wr9Wt8zadIkfvrTn/LYY48BeP1+aGioVC7U+GP++j43SUlJZGZmSud6gObmZhobG+WmRFhFzGYz69at48knnyQvL0+eioD//Xe/LurFQmRSEMfRixYtYv369URERMg0aIHYP/VYCoVGBGWpN4PqylHidCQuLo7Vq1fzne98h7lz58oSnL6MpHXL99Rq3Lhx5OXlkZGRIcv3dnV1cfz4cU6fPu1VrMHpdDIwMEBycrJU/ISLy2DMnDmT559/nvz8fOB28ORwjrPD4ZDplCZOnCgz6IjSu21tbezevZtjx45hNptxOBxS+RFrhXo8xo4dy8aNG3n88cdJTEz0Gj9/ZFEYSvR6PUajkZiYGDo6OjCbzQH5DArULm/h4eEUFRVx6dIluru7sVqt2Gw29u7dy+XLl5k+ffqgqeuCHfXcHDduHCtWrKChoYGysjLAU5b78uXLZGRkEB0dPXqUVzUixYLRaKSrq4tjx47x0EMPsXjxYgAZSBPI+AagTZo0iWeffZampiYuXrzI6dOnvfwkwTP4qampTJ06lYULF1JSUkJeXh4xMTFyMQqkB1hEagOUl5fz1ltvUV9fT2ZmJgaDQRZbqKio8FLSV65cyfPPPy+jl+8WTDMSqBXm3NxcfvjDHzJjxgzOnz/PBx984BXEMxirVq1i3rx5FBQUsHTpUvm+yWSS7h/CfSIQ8J0/EydOZN26ddjtdqqqqoiJieHmzZucOnWK7u5uzGazzEcoLMrz588nJCTE7zlPh4rQ0FDMZjMJCQnY7XZmzJghs1D09/dLhSMQUI9fdHQ0ycnJMp+wQCioaitiVFQUaWlp8oh57ty5TJo0iby8PGltVRsOQkND/ZZ3UvQxIiKCxYsXo9PpuHr1Ks3NzVy9epWLFy96yU61bGlqaqKtrc3L13fFihUUFxdjtVq5du0aCQkJrF+/Xiqu6r85nKjvZWJiIkVFRZw6dYr29nZ6e3tl2WyRuk6kplOj1+uZOHEiOTk5lJSUsGLFCq80kmJtDBR583URm8q+vj4uX75MR0cHBoOB3NxcKav9uV7cDbUvrslkYvHixdhsNpqbm7l58yY2m43GxkasViu5ubkBb3z7Jog1we12ExsbS0lJCefPn2fPnj20tbVJ+SKeTfVp+1DcC78or4P5IapTDQFebgOBeGzgi1oYhoWFkZeXR3FxMQaDgf379xMZGcnly5e9KuEkJyczadIkVq5cybJly2TljUA4Xh4MtbX05s2bfPrppxw7dmzQYxCdTofBYGDevHn8+Mc/5uGHHwZuuxz4SxiJIBaReqykpISSkhKZp/XNN9/E7faUvhXl++x2O62trcycOZMXXniBjRs3yu8Ti394eLhXGq5AQ9z3iIgIli5dSnR0NPX19RgMBlpbW8nLy+PSpUuMGTOG1atXU1hYiMlkIjk52cvaGojz8l5QP5/h4eGkpaURFxdHaWkp586dY8OGDYB3NLq/8V2009PTWblypYzMB+RJRkiIp5pTX18fKSkpFBcXk5WVRVZWFg899JDcOKqzEISEhASExU49NoWFhRQWFtLY2Mjly5cpLS3l7Nmz1NTU0NPTQ1dXl3THAo+sFYtjUlIS8+fP5/nnn2fx4sXU19dTUVFBTk6OdFcSZYNH4tRH/TdEEY2bN2+ya9cuGXQn5KY62E645gwMDJCfn8/DDz/Mgw8+yMSJE2XJ10CNhfg6qPUAESg6duxYpk+fzsyZM72yoASSEUeNcBGIi4tj6dKlNDY24nA4+OKLL7BarRgMBiIiIrxc/0aL24AvcXFxzJ49m0ceeYTa2lqmT59OTk6OnM9fVgjom+CXma+2KIaFhTFv3jyOHj3KsWPHAE+eRn/Ugf82+FpI8vPzZSWimJgYiouL6ezslEETItF7bGwsqampUnGFwAwWAW9hnJWVxbPPPovRaGT//v13XJuYmMjGjRt56qmnmDlzpnw/EISQCGZR3+e8vDz+8i//kkcffRTw9FUsECJFUXx8PAUFBV7fJb4n0PMQ+rZt6tSpFBQUoNPpsNvtlJSU0NHRgdFoJC0tDbPZ7CVogl3Y+vohpqenEx8fT0tLC6+88grjxo1j48aN0i8xUAJEfI/mvve977F69Wp5WuWbMmtgYACj0UhcXBwRERFERUV5VfUR8znQ56tIlzh58mSWLVsmyzZfuHCB3/72t5w4cYLw8HC5eTSbzXz3u99l48aNzJ07F5PJRGRkJOnp6TJN4UgbQdRuHJGRkSxcuJDo6GjGjBnD7t27OXfu3KBl0DMyMpg0aRLR0dHMmDGDNWvWkJOTI/sg3EKC3Zqn1gNMJhPPPfccDz30EAkJCWRlZXm5zAXCszgY6jYmJyfzne98h9TUVN5//32OHTtGXFwcOTk5pKWljUig4EjjK0OmT59OWloaVquVmJgYUlJSBk3FOBT4ZUaojzlCQ0MpKSnh+9//PsnJyURHR7Nx40aKiork9YFkDbkXRAJx8AiuxMREr2CQwRC78EBW1EVgiNvtJi0tjRdeeIGJEycye/ZsKioqcLvdhIeH43K5yMjIYNOmTVJxtdlsAeNLKKzCgCzfZzQaKSgouEM5HQybzUZIiKeCTyCkU7oX1BYO8Fgf1dYAUbr4q35/tJCQkMCiRYu4fv26zHoSiEGi6s2DyWQiOzub7Ozsr/UdAwMD2Gw2aXEMVEUAbluGdTodJpNJWv8Fubm5NDU1MWbMGGJiYujv76elpYUpU6bw+OOPM3fuXFmWMyQkxKuO/EhZXH0RykpUVBQLFiwgPj6erKwsTp48SV1dnYxU7+3tJSoqipKSEqZOnYrZbGb8+PEyP6gwfKhzNQcz6rmt1+ul1T2YEFZUu91OeHg46enprFu3DrPZTFFREXq9npKSEtLT0+8I8hoNiD4JlyWz2XxHEOhw4Te3ATVpaWk8+eSTrF+/XlZq8DWzByv3OklDQ0MD1l1AjXrXqNfrWbBgAcXFxXfU7RaJpwWBorj6Ivwbv859D8RI9HslEMdgJBGKW3h4OBs2bGDZsmW43W5ppfS9LlD4NnIh0PywvwzhmnK3tkZFRfFnf/ZnPPvss9IFSESsi1ywcOf4+XM8ffuSn5/PuHHjePTRR73SDQpruNFolKVt1Za9QPP7HCqCYV5+GSEhIV5rQmRkJA8++CDz588HPLImmNeMe8EvmYNG/C8Ogki6rK6lHeyoj+WEVUddZUUI6NDQUFnOMJgeYnVEs7oami+BFgDji3qhVKdoUyd4h9vVqIY7Qnm4UVs71Bk/RPS2WDADdbyGksFkTiAfp4tCBIPlU1Sjts4Jv8hgGU9fVxVhiRXyxmg0yhLcg6G2TsLt8QwE2aquAPd11jtRfjNYxvCbIoJ7RGngQH0OB0PML5EWy/dk635BpOYTOabDwsKGbRwDQnkF78U0mCbt3VD34W45UYMZtb/SYL5kYhEKpgf4fhI4vtat0b4wDoZ63or7EciyR1h4RrsVRyByQ/paTb9M3vheG0jjqX7GfEvFqvF9NgMxXeJwMBrkr3qsRqJKXaAhKuCNBAGhvArLj9g1DyawNAITUYpzsMoawqKsoRGIiKT/wucukP3NNW6jXisAaeUJFnmjPunwPd0RVmPfCnEawYU4MQD8ml1nNPO1NURFUYajHQHDaO8fjP4+jvb+gdbH0cBo7x+M/j6O9v6B1sfRwGjsX+BvUzU0NDQ0NDQ0NDRuERLs+Rs1NDQ0NDQ0NDTuHzTLq4aGhoaGhoaGRtCgKa8aGhoaGhoaGhpBg6a8amhoaGhoaGhoBA1+y0elKMpjwCJgGjAViAbesFgsT/urTcOBoihrgL8AJgEJQAPwBfBPFovlqD/bNhQoilIDjLvLx00WiyV1BJszLCiKMhb4f4CHuD2G24BfWiyWdj82bcgYzfNUUZQQ4HvAD4HJQChwBXgV+FeLxTLgx+Z9axRFSQA2AGuAIiAdsAMX8PTxVYvFcveqBkGCJmuCW9bcD2u+1seRw5+W178BfoznBtzwYzuGDUVR/gH4CJgO7AB+BZwG1gNHFEUZLRO6E/jlIP/+jz8bNRQoijIejxL3PeAE8M9AFR5F7+gtxSGouQ/m6R+AV4Bs4G3gJcCAp59v31Jug5nH8fRpDnAc+BfgPaAQeBnYMgr6KNBkTfAy6td8tD6OGP6sBPBfgDrgKh4tfp8f2zLkKIqSCvwV0ARMsVgszarPlgCf4dlhv+6fFg4pHRaL5e/83YhhwgIkAz+xWCy/EW8qivJPeObw/wB+5Ke2fWtG+zxVFOUR4BmgGphtsVhab72vB7YAjwLPAa/5qYlDQTmwDvhYbWFVFOUXeJSgR4GNeBTaYEeTNcHLqF7zb6H1cYTwm+XVYrHss1gsFRaLZbTm6hqH5/4eVysE4Ok70A0k+aNhGveGoig5wAqgBvhXn4//G9ALPKMoyr0VKQ9MRvs83Xjr9R+F4gpgsVgcwN/e+vHPR7xVQ4jFYvnMYrFs93UNsFgsjcC/3/px8Yg3TOOeuR9kzX2w5mt9HEG0GqzDRwUev7PZiqIkqhdORVEewOMnss1PbRtqwm8dLWfiEbLngYPB7ksIPHjrddcgikG3oihH8Cw4c4G9I924IWK0z1PhB1k1yGfivemKopgtFkvHyDRpRHHcenX6tRVDhyZrglfWaGgMGZryOkxYLJY2RVH+K/BPwCVFUbYBN4HxeI74dgN/5r8WDimpwGaf96oVRfmexWI54I8GDRH5t17L7/J5BZ4FZQJBuqDcB/NUKOPZg3yWo/p/AXBs+JszciiKEgY8e+vHHf5syxCiyZoglTUaGkOJliprGLFYLP+C59gyDHgR+P/hCa6oBV7zPaYNUl4FluJZVCLxRDv/DsgCPlUUZar/mvatib312nmXz8X75uFvyvAxyufpR7de/1JRlHjx5i3F7peq6+JGtFUjw9/jCdr6xGKx7PR3Y4YATdYEuazR0BgqNMvrMKIoyv8N/L/Ar4HfAo14LDz/E3hDUZRpFovl//ZjE781Fovllz5vlQI/UhSlB/gZ8Hd40viMRkQEd1D7N43yefoW8DSwCo9l+UOgD1iGx7pcAeQBwX7s7IWiKD/B8/yV4QlYC3o0WQMEuazR0BgqNMvrMKEoymLgH4APLRbLX1osliqLxdJnsVhO4xGwN4Cf3XLUH42IQJEH/NqKb4ewdsTe5fMYn+uCjtE+T2/5D67Dk1GhEY8i93080bIL8LhIAASzddkLRVH+M540YJeAJRaLpc3PTRpuNFmjoXGfoVleh4+Hb73ekUbCYrH0KYpyAo9yUMzgwSTBjlAGgjY6Fk8ie/D4mQ1G3q3Xu/mpBQOjfp5aLBYn8I+3/kkURTHhyVVoBS6OfMuGHkVRfoonP2gpsDTIXT7uFU3WaGjcZ2iW1+Ej/Nbr3dIMifftI9AWf1By6zUoFZ5bCIVuhaIoXs+KoijRwHw8ik8wB/rcz/P0GcAIbLmVOiuouRV498/AWTwW1/tBcQVN1mho3HdoyuvwcejW6w8VRUlXf6Aoyio8wsgGfD7SDRsqFEWZrA6CUb0/Do/vJARpcnsAi8VSCezCExDyn30+/iUeS88fLRZL7wg3bSi5H+ZpzCDvzcIT0NSDpwhDUKMoyt/i6c8XeCyurV/xK0GFJmtGhazR0BgyQtxu//h/36p888itH1OBlXh2zmIxbbVYLH818i0bGm7tnnfiCQzpBrbi8bmbiOeoNgT4qcVi+ZXfGvktURTl7/BEpu/DU8GoG08QzBo8Fq1PgA0WiyVorXa3SjZ+jqfyzQfAZTxlOJfgOcKbZ7FYbt79GwKb+2SeHsdjtSrF08fJwGqgH9gY7JH4iqKICmEDwG8Y3C+yxmKxvDaCzRpSNFkzKmTNI4ziNR+0Pt56b0T66E+f12l4yjKqyeF27sVreIIsghKLxeJSFGU1nl30E3j8BiOANjyC9tcWi2WXH5s4FOzDk5+wGM/RXSTQARzGk4txs7+rcHxbLBZLpaIoM/FY5x7Co/Q04InM/2WwB8PcJ/P0XTx9exowAfXAy8DfWyyWGj+2a6gQOWxDgZ/e5ZoDBHcJXE3WBLmsYZSv+beYhtbHEemj3yyvGhoaGhoaGhoaGl8XzedVQ0NDQ0NDQ0MjaNCUVw0NDQ0NDQ0NjaBBU141NDQ0NDQ0NDSCBk151dDQ0NDQ0NDQCBo05VVDQ0NDQ0NDQyNo0JRXDQ0NDQ0NDQ2NoOGe87wqihL0ObUsFkvI3T4b7f2D0d/H0dA/GP191Obp6O4f3B991NDQ8B+a5VVDQ0NDQ0NDQyNo+NoVtiwWy3C0Y1hRFOWerx3t/YPR38dg7B+M/j4GyzwVhVvcbjchIR7jm3j9KrQx9OZ+6KOGhsbI48/ysF8Ll8uF0+nE4XDIRSU0NBS9Xk9oaKi/m6ehEfS43W4cDgdOp5OwsDAMBoO/mzRiuFwu+vv7CQ8PR6fzHEj5KqxqZVbDP7jdbtxut1wLXC6XHBOdTkdYWJhcD7R1QUNj9BLQyqsQVCEhIeh0OgwGw6ALqrCUaAvLyONyubhbiWGdTqeNSRAREhLi9YzdD8+V2+3G5XIRGhqKyWQCoKuri76+PlwuF2FhYZhMJiIjI6VSq+E/QkJC7pinX4a24dDQGJ0EvPI6MDBASEgIYWF3b6q4RttpjzwDAwM4nU4vC4hYMAwGw5eOm0bgIxS70Yrb7cZqtRIVFQVAd3c3L730Evv27aOnp4f4+HgefPBBNm3aREJCAgAOhwO9Xu/PZmvcIy6XS9tEa2iMQgJSs3A6neh0OvkPoKenh/r6ehobG7HZbBgMBhITE8nIyCA2Nhbwn6XI5XIxMDBwhxVS/F+n0xEaGurVn2BF9FNsKPR6/Zcu5OLeiP4HKuoxdLlc8n1h9Q8NDR3VShyA1Wqlrq6O1tZWkpKSyM3NJTQ01Ot5HC04HA7CwsLQ6XRERUXhcrno6upi69atvPzyy5SVlclrnU4nq1evlsqr0+kMKOVVWI8HBgaA2/Im2BU29bMYFhaGy+XC4XBgs9lobW3lxo0b9PX1ERYWRkhICCaTiZSUFGJiYggNDSUqKsrrFCHY74eGhsZtAlJ5VS+UDoeDpqYmzp8/z86dO9m7dy8NDQ3ExsYyY8YMnnzySdatW0doaKgU4iNt7dPpdF5BHuJV7YsllKBg527+gHdD9DvQ++47PmL8gqX934SBgQE5N10uFxcvXuSPf/wjR44cYc2aNfziF7/AaDRKpX40+cCqrXFWq5UzZ86wY8cOtm/f7qW4AtTV1WGz2eTP6s1NICDmqHCzGi2I8RHyvLOzk+vXr3P9+nUOHTrE9u3bqa+vJyIigtDQUMaMGcODDz5Ibm4uRqORqVOnUlRUBNx2QRuNz7GGxv1IwCivbrf7joCJ0tJS9u/fz8WLF2lsbOTs2bPU1NQA0NbWRnV1NU6nk+joaObNm0dERMSICien0yndFe7VMhfsfoRq94y2tjZKS0spLy+ns7NTWle7urqIiIhg7ty5zJs3T15vt9sJCQkJGKuVCPxQW1ZHu3VVjdqnvL29nV27dvHaa6/R3d1NbGwsZ86coaSkhPDwcH83dciw2WxeQZ5Xrlzhs88+Y9euXRw9epTm5maMRiMxMTE0NzcDHuW1v79ffkegKIhqf92vcq3yRR38GhoaisFgCDiZpO6Ty+Xi8uXLfPbZZ5w5c4YvvviCa9euAR4fZYAbN27Q0dFBQkICBoOBRYsWERISQn5+fsDIHA0NjaEhoJRXo9EIeATVpUuXeOedd3jttde4fv06gPSh1Ol00sJaWVnJnj17SE5OZsqUKYBHMI/EsZkQrMI3d2Bg4K5uA6LdgbZAfB36+vpwOBzodDpaW1s5duwY27ZtY9++fbS0tNxx/fe//31CQ0PJzMwkPDycuLi4O/xi/YlakVaPoRhHtdV1NCq2woKo0+lwOBycOXOG7u5uAJqbm3nnnXcwGAzMmDED8LbUBiNutxuDwSA3uJcvX+att97i9ddfp6qqCvDMCWFlDQkJwe12M27cOC8FPlD6r95IquetkDdf1s6wsLCA90d3Op10dnbS1tbGtWvXOHDgADt37uTSpUv09vbKzAJCidfpdNTU1FBRUQFAU1MToaGhPPXUU+Tm5srvDPR+a2hofDUB8RT39fUREREBeITLxx9/zMcff8yhQ4ek4gqexScqKgqbzUZaWhrTpk0jOTkZnU5Hb2+v13XDiVoAOp1OSktLOXz4MJcuXaKjowOdTofdbqe7uxu9Xk9BQQGzZ89m0qRJZGRkEB0dLdsZKAvhYKitxC6Xi6qqKs6ePUtdXR3V1dVcuHCBy5cv09HRMejv79u3j4aGBlJTU1m1ahWPP/444Llndrtdjrk/EH644Onn+fPn+eKLLzh//jzl5eV0d3djNBpJSkoiPz+f+fPnU1xcTHx8fECP2ddBfcwcERGB0+mUn9XV1bF161aioqJITExk3LhxQa249vb2otfrpevD+++/z5YtWzhx4gTV1dUAmM1mOZfNZjPPP/882dnZZGRkkJ6eLr9LbLIDhdbWVk6cOMGJEyfo6+ujqKiIJUuWMHbsWMB7rn8ZQgH0J+o2lJeX8+6773L06FF6e3tpbW2lurpabi6ET6vwjR0YGJBWWPH7+/btY8aMGVJ5DTSXDw0NjW+GX5VX9cIJnuOfvXv38vrrr7N37146OzvR6/XExsbicrno7e2Vi0tvby8RERFMnjyZ8ePHS0ENDJvVVSibYWFhOJ1O6urquHDhAocPH+bjjz/m4sWLg/7eqVOnOHXqFNOmTWPVqlUsWrRIHtMFwoJxN8SioNfr0el0lJeXs3nzZs6ePUtLS4scP6PRKPsjLJi9vb1UV1dLxaC3t5f09HTmzp0bEFYfMT9sNhuHDh3i3Xff5fTp09y8eZPu7m56e3ux2Wy43W5SU1NpbW0lKiqKadOmSeUl0DcfX4XaOldTU+Pl19nZ2UlnZyfnzp2jurqa5ORkmUoqmPot2hoZGSnf27t3L//2b//Gnj17AM+JjtPplLIlPT2dH/zgB/zZn/0ZY8aMkb8nlEB/W+CFzHC5XFy/fp3du3fz/vvvc+7cOdLS0oiLi8PhcNzxe+pxa2tro6mpif7+fuLi4khLSwuo4Ca73c7Vq1fZtm0bZ86cke/rdDrCw8NxOBx33TRHRkYyMDCAzWbjypUrHDx4kKysLAoKCgKqjxoaGt8cv2oQdrtdHsd1dXXx61//mvfff5/a2lo6OzsBz0IyefJkIiIiKC0t5fLly4DH2rBv3z6SkpJYsWIFGRkZw+6U73A4pPBrbm7m9ddf5+OPP+batWs0NDQAYDKZSE1NJTU1lXHjxhEVFcWNGzc4f/48p0+fpqWlhZiYGObMmQMQsIoreFvmBgYGuHjxIocOHcJqtd5xbXR0NElJSRgMBq5fv+5lCQfYv38/NpuNxx9/nDVr1hAXFzciffBFnfmgra2NTz75hDfeeINTp04RHx/PihUrmDt3LrGxsVy5coWPP/6YS5cucerUKYqKipgwYYJUXgcGBvyuhH8TxLgKJaympobdu3dLf3JfnE5nwPh5fl2Em4sYpw8//JBf/epXHD16VF5jMpmkvMnKyuI//uM/WL58+R199vezqnZlcbvd3Lhxg+3bt/O73/2OixcvkpiYyPLly1mzZg1jxozxKuYCt+drV1cXH330EZs3b6atrY1169bxox/9iJSUFMBbLvujb+AJouvs7MRut8trDAaDvO7L5qPafUv4cickJJCYmEhqaioQeBkjNDQ0vh5+W3nV+SPtdjt79uzhgw8+8Npl5+bmsnbtWubNm4fBYKCuro7S0lLOnj3L6dOnaWxs5NChQ0yfPp2kpCQSExOlYBuOXbUQrC6Xi7Nnz/LRRx9x/Phx+fnkyZNZt24dxcXFmM1m4uPjiY2Npa6ujvfee4+33nqL7du3o9PpsFqtzJ49G6PRKAVpIFkC3G63XPD7+vo4fPgwR48exeFwEBcXR0pKCo2NjXR0dGCz2ZgwYQLLly8nLi6O8vJyLl68SEdHB729vVy/fp3m5mZ27dqF1WqlpaWFWbNmkZOTQ1JS0oguIg6HQ867+vp63n33XS5cuEBJSQlLly5l3rx5zJo1S16bnp7O73//eyoqKjh9+jRr1671+q5gVF7B+3hWBD8OZskKDw//Sv/JQEZsNm02GwcPHuQ//uM/+OyzzwBkJgWbzUZkZCQ5OTn85Cc/Yfny5YBHCero6CA6OjogAprUmyW73c4XX3zBJ598Ik98MjMzWbZsmfT9981HGxYWht1u58SJE2zZsoU9e/ag1+tZvHhxwG1O7Ha79LEHzziKTYbD4SA2Npbx48cTGxsrN1c9PT1UVVVJ1wGj0YjNZuPcuXMkJyezZMkSqbwGWn81NDS+Hn5ZedV5Qtva2ti5cydvv/22dLQHjyBeuXIlL7zwApMmTZKLrdVq5a233uKll17izJkzlJaW8sorrxAXF8e6desA7xyOQ91et9vN2bNn2bVrF+Xl5QCkpqaSmZlJSUkJmzZtkulZuru7iY6OJjc3l/HjxxMdHc1LL73Em2++KQPUpk+fHpBHWWrrS2lpKf/+7//Op59+SmxsLAsWLMBkMslobKPRyIMPPsiLL75IYmIiTU1N1NXVUVlZycmTJ9mzZw9lZWXY7Xb2799PRUUFq1at4rvf/S5xcXFygR0JFwq1X2drayvHjx8nISGBv/mbv2H27Nn09/fLrBd6vZ4FCxZw+fJlSktLKS0tpaOjg7S0NNneYEU9zwwGA9HR0YNa20QBimBb7EU5afFs7dmzh//zf/6Pl8W1v79fPocrVqzg5z//udfGRa/Xk5iY6Jf2D4YYh5CQEHp7ezl+/Dhnz54FPJuM5ORkL39cMWZqH/3r16/z4YcfcuDAAQDWrl3LqlWrMJvN8vcCwSIpSn8LeWC32+X/4+PjWbRoEevWrSM9PR2r1Yrb7aasrIzXXntNKq8RERHSFaa2tlbKKwicoDsNDY1vxogrr8LyFRISQkdHBwcPHmTr1q3s3LlTFh+YN28eS5cuZdmyZUyaNAm4bfU0mUysWrWKhoYGrl+/zo0bNzh8+DBr167FbrcPSy5KEWUdGhrKwMCAzAnZ3t7OtGnTePrpp5k0aZIM7hGIqj0AGRkZ/PCHP8TpdLJ582Y+++wzMjMzycrKktYAfxzXDYZIISXa0tzcLBd9p9Mpk9cLsrKymDJlilzoU1JSSElJYfz48UyYMIGJEyeye/duPvnkE7q6uqipqaGtrQ2Hw+G1iIyEgqT+G3a7XSqjYp4ZDAa6u7tlNovs7GwWL17M1q1bqayspKysjIkTJwKjp3Z6aGjoXa2rwZw7VCivdrud06dPS4XNZDKh1+tlUF5xcTHr1q3zUlx7enr85tpyN9Tj0NXVxeXLl2lsbAQ87lVpaWlfGkzmcDg4e/Ys+/fvp6enh9TUVFasWMH8+fMxGo1SYfeHe4Tv3DMajRQUFPDQQw8RFhZGfX09BoOB8ePHs3z5cpYuXcrkyZOlRVxU9FPLXPXzKTISaGhojA5GVHl1u91yV9/W1sbBgwfZsmULhw4dkjvkefPm8eSTT7Jq1SoZhCVSX1mtVgwGA6mpqSxYsICtW7dy48YN3G43fX199Pb2egmzoUIIvdDQUFwuF1evXuXKlSsATJgwgUceeYTx48cDngVCVLoR19tsNiIiIsjKyuL73/8+VquVP/3pT7z33nvk5eWxadMmrxQ+/sa31G5iYiKzZs1i+/btxMXF0dbWRn9/v7wvRUVF0hoJnuAsk8mE2Wxm2rRpTJkyhbi4OGpqajh27BhGo5Guri7q6+uxWq1eAVDDjbpf8fHxzJ49m9TUVNrb24mKisJut8sFUIxjTk4OcXFxVFVVUVZWRk9Pz6iq3iNK/A52/4OxuIaw4EdEROBwODhx4gQXLlyQn9tsNqxWKzExMSxbtoy1a9dSUlJCd3c3kZGR6PX6gFNcwVvBa29v5+bNm/LnlJQUioqKSEpKku+JcRNW146ODq5fv05tbS3g8VMfM2aMDMQbGBgICKsreJTXSZMm8dRTTzF+/HhKS0txuVzMnj2bdevWkZycDHhkjdFoRKfTER0d7eXG4/tMBvMzqqGh4c2IKa9qq6jVapURsnv27KGtrY2YmBgee+wxHnnkEYqLi2WUr1CQRBS7WGBTU1PJzs7m1KlTwO2CAeLa4UIoyoL+/n4aGhqk8ioyCKiVJFFiMywsTPrxlpWVsWfPHn71q1+h0+l49NFHvdKF+duXUm3BKSoq4pe//CXLly/n6NGjnDlzhurqanp7e8nPz2fChAnExMTI69UVx8TPc+bM4YknngDg+PHj7N69m6ioKJlGbKRQW+bHjRvHX/zFX2AwGOS9F3ldRQJ3uO3/63A4aGtro7Ozk6ioKKkcBLvyKizt4lkbLCAmmPrncDjkqUFrays7duzgxIkTAMTExMhj5YKCAn7+858zc+ZMenp6At49Qp2qrK2tzcsFpqCggIULF3plR/A9GRBBUGJTJjITBCI6nQ6z2UxRUREZGRkygC4+Pl4qruCZl+JkzGAwePVZPWd9yz5raGgENyOmIYkdfX9/P/v27ePtt9/m0KFDtLW1AR7h++STT7J06VIA6UKgLs1pMpm8Kq6oFxoRQT4cqNsQGhpKfn4+OTk5VFVVceLECd555x1MJhMzZsyQfrHqBPBiIRXHcosXL6a+vp66ujrOnDnD3r17Wb16NREREbJ+t7+VV7gdtRsZGUlxcTHZ2dn09fWxf/9+mcw+NTWV3Nxcr0VQWHLgdqT6mDFj2LBhA01NTRw7dgyn0ymD7RISEsjOzvYq+jBcypL6viYmJrJ69WqZvB68/f3EQqi2PjocDi+lIRgRG0HRv6amJi5fvkxra6v07RaBMr6bRvFeICuz6radOnWK3bt3y3zRYuMZGxvLY489xsyZMwFPeqVALR+qTtEHHsW1oaHBax6OHTuWKVOmoNfrsdvtd/j8t7a2cvDgQY4ePYrdbic2Npbc3Nw7Np2BRnh4uHRDEohqjHq93mvDX1dX55XlRJ2pICoqysulIJA3KRoaGl/NsEsrIWBDQkJwOBzs3LmTV155hX379tHa2orRaCQrK4t58+Z5+YsOdlyp3jm3tLTIqjh6vZ7IyEi5aA31wqrO7RgaGsrixYt5+umnSU9Pp6GhgQ8//JDDhw/T2toq2zmYcBSLj8FgYM2aNWzatImUlBSamprkohpIQtXX/aK1tRWr1eqlnKakpDBhwgSvgA9fhCIkfHxjY2MBjyXo4MGDnDx5Uo6tSDY+EoSEhGA0GjGZTIP6r6rThAkFIpCVtntFKKSCa9euceLECaxWK+Hh4Xe1XgU6ok/Cz/XgwYO89957XLp0SV7jdDpJTEzkr/7qr9i0aZN8P5DdI3z9jhsbG72i6sPDwzGbzXIDNpj8uXr1Klu2bGH37t309/dTWFjIzJkzSUhIkNcEiw+3OnhWcP78efbt2yd9gOH2RiUmJobi4mIyMjJGvK0aGhrDw4iY94QP2qVLl9i6dSsff/wx/f39REVFMXXqVB566CFWrFghA35EYnxfQkNDsdvtNDc3c/r0aerr6wFISEggKSnJq3LVUFqHxKImjvMnTZrE2rVrqampYfPmzdTU1PDWW29hMBhYsWKFdCEAz+5f5Id1uVxcuHCBxsZGiouLWbJkCR999BG1tbWUl5eTkZEho2wDAdHv/v5+qqur2b9/P1988QVdXV0YDAYmT57MwoULmTBhguyf+vfgzoIRBoMBo9Eojy+rqqqor6/3sqiP1PGesJCrFRcxb9QnBefOnaOhoeGuUfnBpOAJ1At/d3e33HiFhYV5KbbR0dGYzWavORmo/VVbk2/evMl7773H1q1b6enpkYnr7XY7M2fOZNmyZYwdO1YGDkZHR0u5EwhBk2p88/LeuHGDs2fPSvlXXFzsVQFsMP/5np4er2qF2dnZ0t9b/I1AVF7VZZuFL74IMATPmJeXl/PBBx+wd+9ebt68KT/r7++XKbLWr1/vdY8Csa8aGhr3zrApr0IBEYKktLSU999/nyNHjtDf3w94BOjSpUvZtGmTV8CTr/KmFlw6nY7KykpOnz4tXQtEztDhRr1oFxQUsGHDBhwOBzt27ODYsWM0NDRw48YNHnvsMSZNmoTBYMBgMMgjvI6ODnbs2MFnn33GU089RX5+PikpKbJC19ixY8nPzycsLGxQRXAkUSsCzc3NHDp0iL1793Lq1ClaW1uZPHkyzz33HOvXr5ebjrtFq6v7EBMTQ0ZGBh0dHfT09HDz5k26urpkeqqRxDcwTaDu+40bNzhz5gyNjY2YzWbGjBkjj1rFdYGqzN0rJpOJ6Ohourq6vJRag8HAmDFjyMzMRK/XS9/CQOuv2HAIy2N7ezs7duzg008/ldZJcZy8cuVKXnzxRZkLNT4+3j+N/hr4Kq/19fUycFDMSXU/RICruL6zs5OOjg4vP/aEhATGjx9PaGioLOQQiAqdsLKq3X3Ua0RFRQVvvPEG77//PhUVFTidToxGo5Sf8fHxLFu2jOXLl2MymaQBIhD7qqGhce8Mq2YkLDj9/f3s2LGDP/7xj1RXV2MymcjMzGTWrFksWbKErKys2w0aRFlzOp3SfykkJITu7m5qa2sZGBhg+vTpPPzww14uB8OVVF0t8CIjI3nggQf48Y9/zA9/+EOSkpK4du0a//qv/8o//dM/8cYbb1BWVubVJ4fDQV1dHUePHuW9996jvLycSZMmYTabef/999m2bZtU7P1d1UjtT3ft2jV27NjB4cOH5bFcfn6+rGwmrh/sWF3tqweelGFz586VgSWtra1cu3aNyspKwNtFw1+o73t/fz82m43w8HAyMjLIy8sjIiICu93uVU41mPF1FRDzNTw8nNTUVBkgow5iCyQGBga8yqG+//77/MM//AMVFRXS0i948MEH2bhxo/SVHAyn0xlwY6u+7zabTfa3o6ODS5cueR2Xd3d3S5/0/v5+rl69yvnz52UVMfDkQBWbxWBOh3bq1Cm2bdvG5cuX5QmfMHbA7c2ycHUarGyuhoZG8DEsllchPPR6PT09Pezfv59du3bJ8pNRUVFMnDiRBx54gKKiIhndfbcdsTr3YF1dHWVlZdTW1tLT00Nubi5LliwhJSVFKlzDHewkLD3x8fHMmzePuLg4dDodb775pnQlOHLkCOvWrWPNmjWMHTuWhIQEurq6iIiIYGBggJMnTzJnzhyWLVtGQ0MDmzdv5vjx415+lv6yuvrmROzu7qaqqor29nav60R6LHEcey/33Ww2k5aWJl08wOO/3NjYyPjx4wkPD/er76Fv31taWmhqaiIjI4Nly5bJXKDqNFnqk4FgwNe/s62tbVBlLTQ01CvIJVCj8UVBAmGNO3HihExlFxUVJRW5mTNnkpeXh81mo7GxkYaGBiIiIjAajfT392O320lOTiYzM1OefgTCcbrvpjAyMpKUlBRaWlro7OykrKyMo0ePsnz5clJTU738WMPDw7FarVy7dk0Gx8bExBATE+MVkBho1vTBECcder2ezs5ODh48yLvvvit9mkWaRFG+ety4ccybN8/LXSAQAmE1NDS+PcPyJKsT3B85cgSLxcLJkyfl5+Kof9asWcTHx0vhOZifqvoI99KlS7z55pt88sknVFZWYjQaycjIkPlgR8qC4NvWCRMm8MILL1BQUMBHH33E7t27qaqq4qWXXuLgwYOkp6czbdo0JkyYQF9fHzqdjtbWVjo7O8nLy2PGjBm8/vrr2Gw2r4j7QFEURG34sLAwaRnu7++/p6h7oQyqfRErKyu9SpFGRkbKEpxD7a/8TRD33eFwcPToUY4ePUp2djYlJSVe0dkGg0FmHwimo0h1BoyKigquXr0qlVe14h5Ic/DroHY7Egrbhg0beOGFF2hsbOTJJ5/k6tWrWK1WQkNDZe7i5uZmNm3axG9+8xuZo7m/v5/IyEh/dQW4070lKyuLoqIiampqpDX10KFDvPrqq7zwwgteuV4FAwMDcmzNZrNXgFewjfPAwAAHDx7kf/2v/8Xhw4cBz5irUwwajUaWLl3K888/z8SJE2X/AiWeQEND49sxpMqrOLYRC2NZWRk7duzg0KFD9PT0oNPpSElJYfny5SxbtoycnByppPjuiNUWrf7+fqqqqvjoo49499135XH8qlWrePDBB+WRkNpXdLgR+VxFJaacnBySk5PJyspixowZHD9+nCNHjnD69GlOnz7N8ePHyczMpLOzUyqAly5d4sSJEzQ1NREREYHb7aa+vl76GPrLAulrmbPb7bhcLuk3OHnyZB544AG5EHxVkJl6TGpqajh16pQMNomOjiYtLY2MjAyZs9FfKYvE3w0PD8fhcMgxvHHjBunp6dTX17N//35CQkIwmUyMGzeOlJQU2XdRoOLLqhz5G3XWBKvVSl1dHU1NTXdVXtRjF6gWOrG5Ak+E+WBtdDqdVFVVsXv3bj788MO7ftfWrVt54IEHePTRR9Hr9QGxIfENJpwyZQrXr1/n0KFD3LhxA/CUfd22bRtRUVGUlJRgs9mw2+309/dz/Phxrly5Qk9PD2FhYaSnp3uVvQ3UcRUIA0ZoaChdXV3s27ePl156SSqu4pnt6enB6XRiMpkoKSlh1apVTJkyRcqVQO+nhobGvTOkyqu6lnhLSwvvv/8++/fvl1adqKgoHn/8cZ555hmmTJnildrFV1kZGBiQC1JlZSV/+tOf+OSTT6TiWlhYyAsvvMCyZcuA2078I7nYqPO/gqd/8+bNo6SkhNraWjZv3sybb74pK+GcPXvWy1p5/PhxIiIiaGtro7e3l87OTsrLy0lNTfV79SZxH7u7u2loaJDR6KLM7Xe/+11iY2Pl2N1NefU9hu/q6uL69evSR9ZkMhEbGyuPOv1ZxlFdnreyspJXX32VAwcO4HQ6uXHjBm+//TYRERFYrVYSEhJYvHgxq1atIjs7GyCorK9we4P4Zfc7GBZ7EX0+MDBAaWkpdXV18jORNmv79u3s2rXLK/fnYDQ3N/O///f/xul08vTTT8sUf4EQ0CRkXExMDCUlJcyYMYMrV67gdDrp7u7m/Pnz/Pa3v+VPf/oTbrcbh8OBw+GQbjngyctcVFTkdZQeiEF4asR97+3t5eDBg/z2t79lz549gGd8nU6nl1zNz8/n+eefZ+nSpbJfoaGhQWVd1tDQ+HKGVHkVCldbWxs7d+5k+/btnDt3DrfbjclkYs6cOaxevVomBheKmVoBHGwxrampYe/evZw+fRrwCGD194jf89eRkNpKLBTunJwcvve97zF16lSam5vp6uqitraWqqoqLl26RFVVFX19ffT19UlLbEdHB83NzbIMrvhufywsYkxu3rxJVVUVN2/eJCQkhGXLlrFixQqZNFy9Ybkb6vFUV98SgUKBoBiAd2Wm2tpaPvzwQxmtbrVauXjxorTihIaGcuHCBd566y2ysrJ49NFHWb9+PSEhIXIxDWQLrODrWKMC8XhZvfFtaWnh7NmzXsqrsMo6nU75nMXHx2MwGKRCFx4ezqRJk+jp6aGiokKelKxfv57o6OiA6bc6s8XYsWN57rnniI6O5rPPPuPKlSvYbDbKy8u/9DvMZjOzZs0iLy/P63sDoX9qxCZWKNY9PT18+umn/P73v2f//v2AxwVAr9fjcDi8ZMyUKVNYtmyZLJwilP5AVtA1NDS+HkOivDqdTmmFdDqd7Nu3jy1btnDx4kWpfC1cuJCnnnqK6dOny99T+0KK69TR5n19fZSXl7Nz507OnDkDeKoifec732Ht2rVewST+zM2oVlpFqc2QkBAyMzPJzMwEPFY9q9XK6dOnefXVV6mqqiIqKorp06fjcDgoKyujpaWF69ev09PTIxP5D2aVHk58k/E7HA46Ojqw2+3k5eUxZ86cQeunfxnqa9RlfENDQxk7diwpKSleC5W/Fhn13zUajYwdO5aenh6Ki4u9MmKAR5mtqanh0KFDHDp0iJaWFtLS0pg9e3ZQBYUEimL2TVE/H319fTQ3N9PT0yM/7+/v98rda7fbpR8s3K4Qp9frpSsLeDJsfP7558yfP1/KGX/7Ygu5KILTHnzwQVJTU0lNTZXuLe3t7dKvXhgCQkJCpI95XFwckyZNkm4DgaTY+c5D0d/29nYOHDjA73//e3bs2AF4nk+73U5vb69XcZro6GjsdjtlZWVERUWh1+uD6nnU0NC4N4bkqVYvgG1tbRw5coRDhw7JKN+MjAxWrlzJhg0biI6Olsqu2tomlBohaJqbmzl8+DDbtm1j+/bt2Gw24uPjeeKJJ9i0aRPFxcXyyGi4UmN9E+4WkS1yvhYVFVFYWChL3U6cOJGkpCQOHz7MqVOnuHTpEq2trfJYT+0+MZKoreJCoYyIiCA6OtqrPV9130NDQzGZTLjdbsrKyigvL5eVbyIiIli8eDGzZ8/2Kr/rr7FUb4Dy8vL4u7/7O7q7uxkzZgwJCQnSSux0OnE4HNy8eZOzZ8+yf/9+ampq+O///b/z5JNPyo2VUBwCZW7ejUBv35ehbvtg9e19r9XpdNJK9/zzz/Pnf/7nXLp0id/85jc0NzfL62prazl58iTjx48nNzcX8N+z6ItvvunnnnuOlStX0traSlNTE11dXTKDS01NDUePHpUBsykpKV4uOoG0cRHV9dSlbXt7e9mzZw8vv/yyl8XVt91i/bDb7Rw5coTm5mamT5/O/PnzKSkpkSdFI20M0NDQGB6GRBKL43qr1cqZM2e4cOHCHTv94uJimR5JVJwSflkGg0F+R1tbG+Xl5Zw9e5adO3fy4Ycf4nK5yM7O5oknnmDdunUUFxdLRSMQFhM1asuxiFZ2uVwyBZROpyMuLo7w8HBcLhdms5mcnBwyMjK4ePEidrvdy3/LX4uLWCDtdjvd3d3Y7Xbi4uIYO3asV/T1ly0EdrtduhRcvXqVP/3pT+zbt09+d3FxMStXrqS4uNjrON5fi4t6LqWmprJ+/fqv/J0VK1awatUqXn31VT799FN+97vf0d3dzZo1a7w2IIHgFnE3AkmB+bqo2+5wOOjt7fXyaxWZQdxuN/39/ZhMJnJycnjwwQf5wQ9+wPjx49m7dy+1tbWEhobK/MohISHk5OR4Jf8PFKVHzCVhNc3IyJD5lh0Oh7Q863Q6zpw5w/Xr16Xy6pumLpDwzfHc3NzM/v37ee2119i9ezdut1u64og4CiFLxDyw2WzU1tZSW1vLqVOnqKysJDQ0lKVLl35pbl8NDY3g4ltpfr5pkCorKzlw4IBXGcL09HRKSkruKF8oFhX1gnDz5k12797N1q1bOX/+PDU1NbhcLgoKCvhP/+k/sW7dOsaOHet1RB/IViNhCRIZCQROp9PLKqfT6YiMjCQzM5OcnByvxWWkF0wxniJQpampidraWsCTZWDWrFmEhYXJxP1fdv/VgRaff/65zBRhNBopKSlhxYoVFBYWyu9Qz6VgoqioiB//+MfEx8fz6quv8vd///fodDpeeOEFwKNQBGO/ghW1QhsWFuZVXCE/P58f//jHPPfcc1y7do2f/exnbNmyhb6+PkwmkzwtmjFjBo8//jh6vR6bzRZQZZsFg23c9Xo9ZrNZytYxY8Z4bTbNZrOXEhcIGxe1HHc6nTQ3N9PZ2cmpU6fYvHkz+/btw+12y3RYX/Y9gLSud3V18dlnn5GdnU1eXh55eXl3uKlpaGgEJ0OqvF6/fp2zZ8/KyHTwHGstWbKEtLQ0+vr6ZLlUgU6no6enh5MnT3Lo0CEOHz7M0aNHpfUgIyODJ554gvXr1zNu3DiAgC1TORiDWRLV1h0hcI1GI8nJyaSlpXktLv5SXuG2X2dnZyfJyclMmDBBpiUbbNETfbJarV4pp/bs2cMHH3wgi1TYbDaysrKYNWuWV0L1QFLwXC6XVHrU1ju4HXQmXFaMRiM5OTm8+OKLXLp0ibfeeotDhw6xbNkysrKy/B58dze+bAyDBd/qbUuWLOH8+fNcvXoVQLonibGaMmUKY8aMYc+ePbz++uu88cYb8nuE4jp37lzWr18vldVAvR9qv3TfggoixWBjY6OUpWpf80BDVE08ffo0ZWVlNDc3c/XqVU6ePCl9fENDQ+8opiHmsHAdGxgYICYmhpCQENrb2+nt7ZWvwbo51tDQuJNvfeauXgCbm5uprq6mra0NvV5PTk4OCxYsYOHChcBtf1C10muz2Th8+DC///3v+eCDD7Db7VJhi4uLY82aNTz00ENelttg8CNUoxaaIihNHWTgdDpl5gF/l4X1va9hYWHExsbS399/h+D3VXTE/9V+h5cvX+a9995j//790tcwOjqanJwcsrKyCAsLGzTrhL9R5yv+MlwuF319fURERJCSksLDDz/MpUuXuHz5Mjt27OC73/2ujHpWV4EKBNRzMJix2+0MDAxgMplYvHixVx5Xo9GIzWaTPpE6nY4dO3awefNmWTHObDZLN6eZM2fy85//nOXLl0s55c9g0HtBPafUz2RXVxd1dXWyn6If/kpF54s6XqG5uZktW7bwwQcfUF1dTVdXl7QeCz9zESvhi7C0irWlt7dXliYfO3YsOTk5JCQkfC1ffQ0NjcDmWyuvQgj09vZSX19PdXU1ALGxsUyfPp0pU6bIa3U6Hb29vbS0tFBXV0dtbS3l5eWcO3eO/fv3S1+1vLw8srOzKSwslD6uIt2Nb27VYMbtdmO326mvr+fy5cvU1dV5Ke/+wDdvbWFhIenp6ZSWllJaWioT9gt/ZYF6gReKa1lZGW+99RbHjh2TC+jkyZNZvXo1a9as8QqiCGaLiHqzUVRURHFxMR9++CEffvghixYtCljlVeC7WRLKTaAF9NwN39zAauuc0WiU89ThcMi802I+xsTEyHRoZrOZhx9+mAULFhAeHi6LcwTT3FS3t7+/n7a2Ntm/lJQUEhMTvfrjTyVOHQB38+ZNPvvsM86ePet1jdvtlq4fAuEbK/IqiwIq6sp4ACaTieLiYubMmSOzhaircGloaAQv3+opVgu+/v5+uru7ZS5FvV5PVFQU7e3t1NXVER8fL/MwlpeXU1tbS2lpKadPn5YlDmNjY5kyZQqzZs1i2rRpFBUVMXHiRHns6s9I9KFCCFhhIRkYGJAW64GBAZKSkrxSgI10f9UBEDqdDqPRiMFgoK2tjcOHD3P48GHWrVs3aPCD1WqVFo+amhreeecdPvroIxoaGuQ106dP58UXX7wjz2SwIvyVwXPPRBL4d955h9LSUqkkQeBYvHxRzzGhGAhLu69lPRCfP992iqDC3t5emctVZDIRriuRkZE4HA6p2BUWFrJ27VpWrVolfc5FUGkwoW6vKAjS2NiITqcjOzvbK2bA36cdYiPX09PDhQsXuHbtmnw/MjJSWl8HBga8CtoMDAx45e0FT19iYmLQ6XT09fWh1+uZNWsWq1atYurUqSPfOQ0NjWFlyLagvgub1WqltLSU/v5+SktLiYuLo6mpicOHD3P16lUpfITiajabWb9+PcuWLSM/P5+MjAySkpJGnYO9b1BBb28vPT099Pb2Mn78eAoLC4mNjZV+vSOt2KkDtnp7e7ly5YrMi3nhwgW2b99OUVERkyZN8vq9+vp6qqqqsFqtXLlyhQMHDnDq1CmampqkJSQpKYlJkyZJK4hQdINZeRWIILykpCRmzpxJcnKyLFcpCFRFSN0ul8sVkNbhL0NY4cDTl8cffxyHw8Gvf/1rOXfFyYAoRKHT6eRJz/z58/nZz37G3LlzMZvNAWOZ/CaorZm1tbUcO3aMxsZGoqKiyM7OJjU11e/9E7JNyMBTp055pVZ0Op1YrVYZ1CrkkW+cgJqsrCwKCgpkCdmEhARWr17N2rVrSU5OltdpVlcNjdHBtw7YEoJEROUKdDqdLCtaXl6OyWSivb2d8+fPe1mgsrOzycrKYubMmaxYsYIpU6YQGxsrFxvxN0aLq4BIHG4ymejt7eXMmTNSaOfl5ZGTkyOvA/8qdgMDA9hsNsLCwoiOjqa7u5ujR4/y9ttvM3nyZNxuNwkJCRiNRk6ePMmFCxewWq3U1tbyxRdfyPkQGRlJfn4+8+fPl9kKgFE1rupgmXHjxpGcnIzdbg9o5cfX/xo8/RD+n1ar1ev6QHUjUEeqh4WFkZeXx1NPPUVLSwt79uzB4XDQ0NAg+9Pf309/fz9JSUksXryYZ555hoceeijolPavoq6ujsuXLwMe94n8/HyysrK8+umP50/MI6GItrW10dzcLDcT4rRHBJ2pXQbA4840duxYcnNzMRgMhIeHU1hYyMSJEwkJCaGvrw+z2czUqVOla5LI+DFa5I2Gxv3OkG1Dw8LCSExMJCoqip6eHq/Sp+KoDrwtj5MmTWL58uU8+OCDTJs2jZSUlDsWkEA9qvymCKU0Ojqa5uZmDhw4QEdHB1arlZiYGJnH0F+Kglq4R0ZGMnnyZDIyMuQC0tDQwObNmzEYDJhMJpKSkjAajVRVVVFZWYnT6SQ0NFQuRGazmeLiYpYtW8YDDzzA5MmT5XiOJiuIOtpbVDcSPpOBhPpZMhgMJCQkYDab5XtqpSIrK0tWegMCPsOHeu5mZGTw/e9/n4ULF1JRUcGOHTs4cuSI/DwzM5MXX3yRn/70p0RFRcmj6GCfk+IedHZ20tbWJjfGYWFhZGZmMnbsWOB2DmZ/lZ5WBwtmZGQwfvx4Tp48SW9vr5Q1YvMn5KDZbCYzM5P09HTmzZvHww8/TEZGBjabDZPJRHx8vFepbvXGf7RtTDQ07ne+tc+rEAphYWGsW7cOl8vF66+/zpUrV+R16p1zfHw8CxcuZNq0aUycOJGCggLGjx/v5eep3pkH8mL5TRDKjChScPXqVXp7ewH84ibgi7o4gcFgYOLEiWRkZEil2+1209LSgt1uJzw8nKtXrzIwMCCDz1wuF06nE6PRSGFhIQsWLGDBggUUFxeTlpYmU22NNtQFN65evUpDQ4MsTRpoiDEyGAzk5eVRUFCAyWTCarWSmJjIqlWryM7OJjExkYkTJ8rfC5QyondDrbwaDAamTJnChAkTaGpqYsqUKVRUVMh+JyQksHDhQil3BgYGAqaC1rdBZO9oamqiubnZK3jJZDLJe+TPeakeJ51Ox4QJE1i8eDFlZWXs2bNHZhYAz3qRk5NDWloahYWFTJkyhaSkJDIyMpgwYcId362u0gjBlVZRQ0Pj3hmSgC2RBaCwsFD6M27evJnOzk4ZGGGz2YiOjmbOnDls3LiRJUuWeOX4FMJUKKyjVdgIC51Q+kVt7nHjxlFYWCgFb6AI3NDQUIqKili0aBFHjhyRYwl4HfPl5+cTERFBXV0dDoeDoqIiVq5cyfLlyykqKvIqRDCaju7ERktYzG/evMnx48fp7e0lIyPDK7AtEMZTIJ43k8nE3LlzWbNmDRcvXmTRokUoikJRUREDAwN3RHkHC0KJiYqKIioqivHjxw96ncPhICQkRAYEBSuiipvwVS8vL6eurg69Xk9/fz/h4eEBp5gLWRAbG8usWbNobW0lIiKCs2fP0t7eTlpaGvPnz6e4uJjc3FwKCwtlJTFAbpphcPeHQDAGaGhoDA9DIs3U6auioqJ47rnneOCBB2RqIJfLJatMiRKjvkeVwiIZKErbcCGiZYWyAzB16lR+8IMf8PDDD0thO1j97pFEvZjPmzePv/7rv+bNN99k27Ztsga8oLCwkOXLl6PX67lw4QJjxozh8ccfZ8qUKURERAyaC3a0IIoViPtVXl7OwYMHSU1NZc2aNaSlpclrA0V50Ol0Xseo06ZN42//9m/p6uoiKSmJ3Nxc4M5yncGEejP8ZYigoGDHt7hIZWWll/IaGxvrJXMDwZ1Ffd/HjBnD+vXrmTt3Lu3t7bKUb2JiIvHx8XIT4osYP9/+qAO8NDQ0Rh9DprzCbR8lda3tu+F0OqW1QOTrG62oBWh4eDgRERFewra4uJjHH39cBhcIS4m/Ba+wbERHR7N48WKMRiOxsbGUlZXR1dWFTqcjIyODWbNmMXPmTJxOJ3l5eWRlZbFgwQLAs7j09/ej1+tH7cZEzPvKykp+85vfsHPnTlauXMnDDz8sxxQCy+9Ondg9JibGKx8zeBSgsLAwmUQ+2FC3WVRLU2d+EEUoAr0AwTdBKHOiupbRaGTmzJnS3xX8E6jlizotX1hYGKmpqaSmpt71ejGOgKy4NZrXDQ0NjbszpKagr7M4i8CWYFwYvy7qPkZHR5ORkUFycjJGo5HMzEymT58uc0sGkrUgNDTUy/o7Y8YM8vPzZTlK8Iy5UALcbjfTp0+/I5o50H0lvykiW4Lb7eb8+fO89957fPLJJ7hcLunPbTAYZCBQICgMakTbB0NsnkbDuAnffN8KS6OhbwLfQMv8/HzGjBnDlStXmDVrFg899FDAbqTudRzUMRajaew0NDS+PkOqvKprbdvt9jvy8okIUIPBcN8oruAtaE0mE4WFhTzzzDPMnz+f5ORkZsyYIRcf34ADfyPK17pcLgwGg6wWdTfE8bkYf5FTczRjMBiIiopi4sSJ/OAHPyAiIoLly5fLY9pAnufCSidKrIaFhY26MRttiupgqMcrPDycadOm8eKLL7Jw4UImT57M3LlzMZlM0s80EMdXBGqJEtk6nU6eyok2j/Zx1NDQuDeGRUvS6/UBtbMPJMRR+5e5VQTawqJWpgdL4TWYchDsATD3guhzeHg4+fn55Ofn88wzz9xxXaAfbYpKahrBi69f+ZgxY9i0adMd1wWabFEj3FQ0NDQ0vgpNUmjcM8LnTPhKwu2IXqGgBbJlR0NDQ0NDQyP4+drKq6Iow9GOgGG09w9Gfx9He/9A6+NoYLT3D+6PPmpoaIw8mnlMQ0NDQ0NDQ0MjaAgJxApAGhoaGhoaGhoaGoOhWV41NDQ0NDQ0NDSCBk151dDQ0NDQ0NDQCBo05VVDQ0NDQ0NDQyNo8GuqLEVRxgL/D/AQkAA0ANuAX1oslnY/Nm1IUBQlBPge8ENgMhAKXAFeBf7VYrEM+LF5Q8J9MIb/AMwEJgCJgBW4hqePv7VYLDf917pvj6IojwGLgGnAVCAaeMNisTztz3YNB4qiLAR+CswD4oE24ALwLxaL5RM/Nm3IURTlGeCPt3580WKxvOzP9nxbFEVJADYAa4AiIB2w4xm/V4FXLRaL6+7foKGhMZrwm+VVUZTxwBd4lLsTwD8DVcBfAEdvCatg5w/AK0A28DbwEmAAfgW8fUu5DVrukzH8L0AksBvPuL0BOIG/A84rinL3ahPBwd8AP8ajvN7wb1OGD0VR/gY4CDwA7AD+EdgOxAGL/deyoefWnPwN0OPvtgwhj+ORn3OA48C/AO8BhcDLwJZgl6caGhr3jj8trxYgGfiJxWL5jXhTUZR/wqMw/A/gR35q27dGUZRHgGeAamC2xWJpvfW+HtgCPAo8B7zmpyYOBaN6DG8RY7FYbL5vKoryP4BfAD8HgjmZ5X8B6oCreCyw+/zbnKFHUZTHgf8O7AE2WiyWbp/PR005wFsK3KvATeB94K/826IhoxxYB3ystrAqivILPBvnR4GNeBRaDQ2NUY5fLK+KouQAK4Aa4F99Pv5vQC/wjKIokSPctKFk463XfxSKK4DFYnEAf3vrxz8f8VYNEffJGDKY4nqLLbde80aqLcOBxWLZZ7FYKiwWy6jMmacoig74B6APeNJXcQX5TI4WfgI8iOc0pNfPbRkyLBbLZxaLZbuva4DFYmkE/v3Wj4tHvGEaGhp+wV9uAw/eet01iDDqBo4AEcDckW7YEJJ667VqkM/Ee9MVRTGPTHOGnPthDL+Mtbdez/u1FRpfxTw8bjufAO2KoqxRFOW/KoryF4qilPi5bUOKoigTgb8HfmWxWA76uz0jiNh8OP3aCg0NjRHDX24D+bdey+/yeQUeq94EYO+ItGjoEdbW7EE+y1H9vwA4NvzNGXLuhzGUKIryV0AUEIsngGsBHsX17/3ZLo2vZNat1ybgNJ5gH4miKAeBxywWS8tIN2woURQlDNgMXMfjznJfcKvfz976cYc/26KhoTFy+MvyGnvrtfMun4v3zcPflGHjo1uvf6koSrx485aw/aXqurgRbdXQcT+MoZq/wuMO8VM8iusOYEWwKz33Acm3Xn8EmIBleDIqFAI78QRwveOfpg0p/3+gGHjeYrFY/d2YEeTv8YzlJxaLZae/G6OhoTEyBGqeVxE1Gsx+eG8BnwLjgUuKovyHoij/ApwFVuOxTAIEfbqsuzAaxlBisVhSLRZLCB53kI14rOdnFEWZ7t+WaXwFobdeQ/BYWPdaLJYei8VyEU/qpTpgUTC7ECiKMhuPtfUfLRbLUX+3Z6RQFOUnwM+AMjzBsRoaGvcJ/lJehVUu9i6fx/hcF3Tc8gNdh8di14hHuH4fz2K5AE80MECzXxr47Rn1YzgYFoulyWKxbMXjEpHA7VyaGoGJyDVcZbFYzqk/uGWhFNa62SPaqiFC5S5Qzu1A0FGPoij/GU/qukvAEovF0ubnJmloaIwg/vJ5vXLrdcJdPhcR3HfzpwwKLBaLE08+yX9Uv68oiglPXk0rcHHkWzYk3BdjeDcsFss1RVEuAdMURUlUZ5TQCCjEPO24y+dCuTUNf1OGhShuP4M2RRk0a9tLiqK8hCeQ66cj1bDhQlGUn+LJKV0KLLVYLMFqANDQ0PiG+MvyKnJJrriVykaiKEo0MB+PYheMgUz3wjOAEdgSxGl67vcxBBhz63W0un6MBg7iiULPUxTFMMjnhbdea0asRUNLP55CKIP9O3PrmsO3fg56lwJFUf4rHsX1LB6Lq6a4amjch/jF8mqxWCoVRdmF5+j1P+OpBiP4JZ6KRr+zWCxBnadQUZQYi8XS5fPeLDxBBj14yqoGJffDGCqKUgB03MolqX5fhyfpfTLw+WgogztasVgsrYqivA08hSeo6W/EZ4qiLAdW4nFtCcpI9VuuDy8M9pmiKH+HJ4jrD8FeHhZAUZS/xSMzv8ATLKm5Cmho3Kf4s8KWAnwO/FpRlKXAZTyl/5bgOWr+az+2bajYrSiKFc/xVjcwGU+wVj+eSj+D5YANJkb7GD4E/O9b6ZQq8fgpp+CpRJWDx5f5Rf8179tzqxLcI7d+FLmJSxRFee3W/1stFkuwV2n6Szzz8q8VRXkAT0WmcXgCtgaAFy0WS4f/mqfxVSiK8hwexXUAOAT8ZBAXiRqLxfLaCDdNQ0PDD/gt24DFYqnEky/zNTwLy8/wROb/GiixWCw37/7bQcO7eNLyPI1nAS3CU4d78mhI63IfjOEe4D/wBGZtBP4vPGUo2/BYlydbLJZL/mvekDANT5ni5/BYIcGjmIv3HvNPs4aOW0fLc/AcN2dwuwrVx8BCi8UyGlJljXZEvuxQPOnq/tsg/573R8M0NDRGnhC3e1RkMtLQ0NDQ0NDQ0LgPCNQ8rxoaGhoaGhoaGhp3oCmvGhoaGhoaGhoaQYOmvGpoaGhoaGhoaAQNmvKqoaGhoaGhoaERNGjKq4aGhoaGhoaGRtCgKa8aGhoaGhoaGhpBg6a8amhoaGhoaGhoBA2a8qqhoaGhoaGhoRE0aMqrhoaGhoaGhoZG0KAprxoaGhoaGhoaGkHD/wdKE/U3YjShDgAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 864x1652.4 with 200 Axes>" ] @@ -424,7 +504,7 @@ "y_sigmoid = model.predict(x_test)\n", "y_pred = np.argmax(y_sigmoid, axis=-1)\n", "\n", - "ooo.plot_images(x_test, y_test, range(0,200), columns=12, x_size=1, y_size=1, y_pred=y_pred)" + "pwk.plot_images(x_test, y_test, range(0,200), columns=12, x_size=1, y_size=1, y_pred=y_pred, save_as='04-predictions')" ] }, { @@ -441,7 +521,19 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 864x507.6 with 15 Axes>" ] @@ -453,7 +545,7 @@ "source": [ "errors=[ i for i in range(len(x_test)) if y_pred[i]!=y_test[i] ]\n", "errors=errors[:min(24,len(errors))]\n", - "ooo.plot_images(x_test, y_test, errors[:15], columns=6, x_size=2, y_size=2, y_pred=y_pred)" + "pwk.plot_images(x_test, y_test, errors[:15], columns=6, x_size=2, y_size=2, y_pred=y_pred, save_as='05-some-errors')" ] }, { @@ -463,11 +555,11 @@ "outputs": [ { "data": { - "text/markdown": [ - "#### Confusion matrix is :" + "text/html": [ + "<div class=\"comment\">Saved: ./run/figs/MNIST1-06-confusion-matrix</div>" ], "text/plain": [ - "<IPython.core.display.Markdown object>" + "<IPython.core.display.HTML object>" ] }, "metadata": {}, @@ -475,551 +567,38 @@ }, { "data": { - "text/html": [ - "<style type=\"text/css\" >\n", - " #T_83353e3a_f29a_11ea_9f14_0cc47af5a3b3row0_col0 {\n", - " background-color: #008000;\n", - " color: #f1f1f1;\n", - " font-size: 12pt;\n", - " } 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>0.00</td>\n", - " <td id=\"T_83353e3a_f29a_11ea_9f14_0cc47af5a3b3row0_col8\" class=\"data row0 col8\" >0.00</td>\n", - " <td id=\"T_83353e3a_f29a_11ea_9f14_0cc47af5a3b3row0_col9\" class=\"data row0 col9\" >0.00</td>\n", - " </tr>\n", - " <tr>\n", - " <th id=\"T_83353e3a_f29a_11ea_9f14_0cc47af5a3b3level0_row1\" class=\"row_heading level0 row1\" >1</th>\n", - " <td id=\"T_83353e3a_f29a_11ea_9f14_0cc47af5a3b3row1_col0\" class=\"data row1 col0\" >0.00</td>\n", - " <td id=\"T_83353e3a_f29a_11ea_9f14_0cc47af5a3b3row1_col1\" class=\"data row1 col1\" >0.99</td>\n", - " <td id=\"T_83353e3a_f29a_11ea_9f14_0cc47af5a3b3row1_col2\" class=\"data row1 col2\" >0.00</td>\n", - " <td id=\"T_83353e3a_f29a_11ea_9f14_0cc47af5a3b3row1_col3\" class=\"data row1 col3\" >0.00</td>\n", - " <td id=\"T_83353e3a_f29a_11ea_9f14_0cc47af5a3b3row1_col4\" class=\"data row1 col4\" >0.00</td>\n", - " <td id=\"T_83353e3a_f29a_11ea_9f14_0cc47af5a3b3row1_col5\" class=\"data row1 col5\" >0.00</td>\n", - " <td 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id=\"T_83353e3a_f29a_11ea_9f14_0cc47af5a3b3row9_col0\" class=\"data row9 col0\" >0.00</td>\n", - " <td id=\"T_83353e3a_f29a_11ea_9f14_0cc47af5a3b3row9_col1\" class=\"data row9 col1\" >0.00</td>\n", - " <td id=\"T_83353e3a_f29a_11ea_9f14_0cc47af5a3b3row9_col2\" class=\"data row9 col2\" >0.00</td>\n", - " <td id=\"T_83353e3a_f29a_11ea_9f14_0cc47af5a3b3row9_col3\" class=\"data row9 col3\" >0.01</td>\n", - " <td id=\"T_83353e3a_f29a_11ea_9f14_0cc47af5a3b3row9_col4\" class=\"data row9 col4\" >0.02</td>\n", - " <td id=\"T_83353e3a_f29a_11ea_9f14_0cc47af5a3b3row9_col5\" class=\"data row9 col5\" >0.00</td>\n", - " <td id=\"T_83353e3a_f29a_11ea_9f14_0cc47af5a3b3row9_col6\" class=\"data row9 col6\" >0.00</td>\n", - " <td id=\"T_83353e3a_f29a_11ea_9f14_0cc47af5a3b3row9_col7\" class=\"data row9 col7\" >0.01</td>\n", - " <td id=\"T_83353e3a_f29a_11ea_9f14_0cc47af5a3b3row9_col8\" class=\"data row9 col8\" >0.00</td>\n", - " <td id=\"T_83353e3a_f29a_11ea_9f14_0cc47af5a3b3row9_col9\" class=\"data row9 col9\" >0.95</td>\n", - " </tr>\n", - " </tbody></table>" - ], + "image/png": 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\n", "text/plain": [ - "<pandas.io.formats.style.Styler at 0x15436dcd21d0>" + "<Figure size 720x576 with 2 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "ooo.display_confusion_matrix(y_test,y_pred, range(10))" + "pwk.plot_confusion_matrix(y_test,y_pred,range(10),normalize=True, save_as='06-confusion-matrix')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "End time is : Thursday 17 December 2020, 11:07:36\n", + "Duration is : 00:00:34 554ms\n", + "This notebook ends here\n" + ] + } + ], + "source": [ + "pwk.end()" ] }, { diff --git a/README.ipynb b/README.ipynb index 1cd87bc274cbc482fc797813395849bd5633c07e..6aa10a13df910bc57f772fd32583ef62359c301c 100644 --- a/README.ipynb +++ b/README.ipynb @@ -58,7 +58,7 @@ "|LINR1| [Linear regression with direct resolution](LinearReg/01-Linear-Regression.ipynb)<br>Direct determination of linear regression |\n", "|GRAD1| [Linear regression with gradient descent](LinearReg/02-Gradient-descent.ipynb)<br>An example of gradient descent in the simple case of a linear regression.|\n", "|POLR1| [Complexity Syndrome](LinearReg/03-Polynomial-Regression.ipynb)<br>Illustration of the problem of complexity with the polynomial regression|\n", - "|LOGR1| [Logistic regression, in pure Tensorflow](LinearReg/04-Logistic-Regression.ipynb)<br>Logistic Regression with Mini-Batch Gradient Descent using pure TensorFlow. |\n", + "|LOGR1| [Logistic regression, with sklearn](LinearReg/04-Logistic-Regression.ipynb)<br>Logistic Regression using Sklearn|\n", "|PER57| [Perceptron Model 1957](IRIS/01-Simple-Perceptron.ipynb)<br>A simple perceptron, with the IRIS dataset.|\n", "|BHP1| [Regression with a Dense Network (DNN)](BHPD/01-DNN-Regression.ipynb)<br>A Simple regression with a Dense Neural Network (DNN) - BHPD dataset|\n", "|BHP2| [Regression with a Dense Network (DNN) - Advanced code](BHPD/02-DNN-Regression-Premium.ipynb)<br>More advanced example of DNN network code - BHPD dataset|\n", diff --git a/README.md b/README.md index e0382fe463b1780f0d29119fb884bf5fc571fa98..2a6f525fbc0089e789e769f7b67fe1fc1e2193b8 100644 --- a/README.md +++ b/README.md @@ -44,7 +44,7 @@ Have a look about **[How to get and install](https://gricad-gitlab.univ-grenoble |LINR1| [Linear regression with direct resolution](LinearReg/01-Linear-Regression.ipynb)<br>Direct determination of linear regression | |GRAD1| [Linear regression with gradient descent](LinearReg/02-Gradient-descent.ipynb)<br>An example of gradient descent in the simple case of a linear regression.| |POLR1| [Complexity Syndrome](LinearReg/03-Polynomial-Regression.ipynb)<br>Illustration of the problem of complexity with the polynomial regression| -|LOGR1| [Logistic regression, in pure Tensorflow](LinearReg/04-Logistic-Regression.ipynb)<br>Logistic Regression with Mini-Batch Gradient Descent using pure TensorFlow. | +|LOGR1| [Logistic regression, with sklearn](LinearReg/04-Logistic-Regression.ipynb)<br>Logistic Regression using Sklearn| |PER57| [Perceptron Model 1957](IRIS/01-Simple-Perceptron.ipynb)<br>A simple perceptron, with the IRIS dataset.| |BHP1| [Regression with a Dense Network (DNN)](BHPD/01-DNN-Regression.ipynb)<br>A Simple regression with a Dense Neural Network (DNN) - BHPD dataset| |BHP2| [Regression with a Dense Network (DNN) - Advanced code](BHPD/02-DNN-Regression-Premium.ipynb)<br>More advanced example of DNN network code - BHPD dataset| diff --git a/fidle/01 - Set and reset.ipynb b/fidle/01 - Set and reset.ipynb index a78fc452dda4f5e90870c61fccc5fb1e72543290..1bccce2d8708a82120765d236c4254d5bcb43a1f 100644 --- a/fidle/01 - Set and reset.ipynb +++ b/fidle/01 - Set and reset.ipynb @@ -24,7 +24,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -242,20 +242,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 6, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Finished file has been reset.\n", - "\n" - ] - } - ], + "outputs": [], "source": [ - "pwk.reset_finished_file()" + "# pwk.reset_finished_file()" ] }, { diff --git a/fidle/02 - Finished report.ipynb b/fidle/02 - Finished report.ipynb index cf7d5451c9483c2d9e7c4936531ce53957627027..f16428fb50bca1cabc50fcdf9063b5ca28783cd1 100644 --- a/fidle/02 - Finished report.ipynb +++ b/fidle/02 - Finished report.ipynb @@ -36,80 +36,96 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<style type=\"text/css\" >\n", - " #T_5accec2e_3f19_11eb_8e56_19607a97f796 td {\n", + " #T_be717d3e_4073_11eb_8978_eb773ee7bde1 td {\n", " font-size: 110%;\n", " text-align: left;\n", - " } #T_5accec2e_3f19_11eb_8e56_19607a97f796 th {\n", + " } #T_be717d3e_4073_11eb_8978_eb773ee7bde1 th {\n", " font-size: 110%;\n", " text-align: left;\n", - " }</style><table id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796\" ><thead> <tr> <th class=\"col_heading level0 col0\" >id</th> <th class=\"col_heading level0 col1\" >repo</th> <th class=\"col_heading level0 col2\" >name</th> <th class=\"col_heading level0 col3\" >start</th> <th class=\"col_heading level0 col4\" >end</th> <th class=\"col_heading level0 col5\" >duration</th> </tr></thead><tbody>\n", + " }</style><table id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1\" ><thead> <tr> <th class=\"col_heading level0 col0\" >id</th> <th class=\"col_heading level0 col1\" >repo</th> <th class=\"col_heading level0 col2\" >name</th> <th class=\"col_heading level0 col3\" >start</th> <th class=\"col_heading level0 col4\" >end</th> <th class=\"col_heading level0 col5\" >duration</th> </tr></thead><tbody>\n", " <tr>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row0_col0\" class=\"data row0 col0\" ><a href=\"../LinearReg/01-Linear-Regression.ipynb\">LINR1</a></td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row0_col1\" class=\"data row0 col1\" >LinearReg</td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row0_col2\" class=\"data row0 col2\" ><a href=\"../LinearReg/01-Linear-Regression.ipynb\"><b>01-Linear-Regression.ipynb</b></a></td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row0_col3\" class=\"data row0 col3\" >Tuesday 15 December 2020, 14:04:04</td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row0_col4\" class=\"data row0 col4\" >Tuesday 15 December 2020, 14:04:04</td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row0_col5\" class=\"data row0 col5\" >00:00:00 295ms</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row0_col0\" class=\"data row0 col0\" ><a href=\"../LinearReg/01-Linear-Regression.ipynb\">LINR1</a></td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row0_col1\" class=\"data row0 col1\" >LinearReg</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row0_col2\" class=\"data row0 col2\" ><a href=\"../LinearReg/01-Linear-Regression.ipynb\"><b>01-Linear-Regression.ipynb</b></a></td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row0_col3\" class=\"data row0 col3\" >Wednesday 16 December 2020, 16:30:42</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row0_col4\" class=\"data row0 col4\" >Wednesday 16 December 2020, 16:30:42</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row0_col5\" class=\"data row0 col5\" >00:00:01 716ms</td>\n", " </tr>\n", " <tr>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row1_col0\" class=\"data row1 col0\" ><a href=\"../LinearReg/02-Gradient-descent.ipynb\">GRAD1</a></td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row1_col1\" class=\"data row1 col1\" >LinearReg</td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row1_col2\" class=\"data row1 col2\" ><a href=\"../LinearReg/02-Gradient-descent.ipynb\"><b>02-Gradient-descent.ipynb</b></a></td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row1_col3\" class=\"data row1 col3\" >Tuesday 15 December 2020, 15:05:11</td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row1_col4\" class=\"data row1 col4\" >Tuesday 15 December 2020, 15:05:14</td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row1_col5\" class=\"data row1 col5\" >00:00:03 120ms</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row1_col0\" class=\"data row1 col0\" ><a href=\"../LinearReg/02-Gradient-descent.ipynb\">GRAD1</a></td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row1_col1\" class=\"data row1 col1\" >LinearReg</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row1_col2\" class=\"data row1 col2\" ><a href=\"../LinearReg/02-Gradient-descent.ipynb\"><b>02-Gradient-descent.ipynb</b></a></td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row1_col3\" class=\"data row1 col3\" >Wednesday 16 December 2020, 17:11:22</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row1_col4\" class=\"data row1 col4\" >Wednesday 16 December 2020, 17:11:26</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row1_col5\" class=\"data row1 col5\" >00:00:04 240ms</td>\n", " </tr>\n", " <tr>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row2_col0\" class=\"data row2 col0\" ><a href=\"../LinearReg/03-Polynomial-Regression.ipynb\">POLR1</a></td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row2_col1\" class=\"data row2 col1\" >LinearReg</td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row2_col2\" class=\"data row2 col2\" ><a href=\"../LinearReg/03-Polynomial-Regression.ipynb\"><b>03-Polynomial-Regression.ipynb</b></a></td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row2_col3\" class=\"data row2 col3\" >Tuesday 15 December 2020, 15:05:27</td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row2_col4\" class=\"data row2 col4\" >Tuesday 15 December 2020, 15:05:28</td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row2_col5\" class=\"data row2 col5\" >00:00:01 686ms</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row2_col0\" class=\"data row2 col0\" ><a href=\"../LinearReg/03-Polynomial-Regression.ipynb\">POLR1</a></td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row2_col1\" class=\"data row2 col1\" >LinearReg</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row2_col2\" class=\"data row2 col2\" ><a href=\"../LinearReg/03-Polynomial-Regression.ipynb\"><b>03-Polynomial-Regression.ipynb</b></a></td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row2_col3\" class=\"data row2 col3\" >Wednesday 16 December 2020, 17:48:01</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row2_col4\" class=\"data row2 col4\" >Wednesday 16 December 2020, 17:48:03</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row2_col5\" class=\"data row2 col5\" >00:00:01 491ms</td>\n", " </tr>\n", " <tr>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row3_col0\" class=\"data row3 col0\" ><a href=\"../LinearReg/04-Logistic-Regression.ipynb\">LOGR1</a></td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row3_col1\" class=\"data row3 col1\" >LinearReg</td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row3_col2\" class=\"data row3 col2\" ><a href=\"../LinearReg/04-Logistic-Regression.ipynb\"><b>04-Logistic-Regression.ipynb</b></a></td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row3_col3\" class=\"data row3 col3\" >Tuesday 15 December 2020, 15:05:42</td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row3_col4\" class=\"data row3 col4\" >Tuesday 15 December 2020, 15:06:44</td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row3_col5\" class=\"data row3 col5\" >00:01:02 112ms</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row3_col0\" class=\"data row3 col0\" ><a href=\"../LinearReg/04-Logistic-Regression.ipynb\">LOGR1</a></td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row3_col1\" class=\"data row3 col1\" >LinearReg</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row3_col2\" class=\"data row3 col2\" ><a href=\"../LinearReg/04-Logistic-Regression.ipynb\"><b>04-Logistic-Regression.ipynb</b></a></td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row3_col3\" class=\"data row3 col3\" >Wednesday 16 December 2020, 12:52:18</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row3_col4\" class=\"data row3 col4\" >Wednesday 16 December 2020, 12:52:20</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row3_col5\" class=\"data row3 col5\" >00:00:02 592ms</td>\n", " </tr>\n", " <tr>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row4_col0\" class=\"data row4 col0\" ><a href=\"../IRIS/01-Simple-Perceptron.ipynb\">PER57</a></td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row4_col1\" class=\"data row4 col1\" >IRIS</td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row4_col2\" class=\"data row4 col2\" ><a href=\"../IRIS/01-Simple-Perceptron.ipynb\"><b>01-Simple-Perceptron.ipynb</b></a></td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row4_col3\" class=\"data row4 col3\" >Tuesday 15 December 2020, 21:49:41</td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row4_col4\" class=\"data row4 col4\" >Tuesday 15 December 2020, 21:49:41</td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row4_col5\" class=\"data row4 col5\" >00:00:00 203ms</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row4_col0\" class=\"data row4 col0\" ><a href=\"../IRIS/01-Simple-Perceptron.ipynb\">PER57</a></td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row4_col1\" class=\"data row4 col1\" >IRIS</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row4_col2\" class=\"data row4 col2\" ><a href=\"../IRIS/01-Simple-Perceptron.ipynb\"><b>01-Simple-Perceptron.ipynb</b></a></td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row4_col3\" class=\"data row4 col3\" >Wednesday 16 December 2020, 21:01:59</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row4_col4\" class=\"data row4 col4\" >Wednesday 16 December 2020, 21:02:00</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row4_col5\" class=\"data row4 col5\" >00:00:01 537ms</td>\n", " </tr>\n", " <tr>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row5_col0\" class=\"data row5 col0\" ><a href=\"../BHPD/01-DNN-Regression.ipynb\">BHP1</a></td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row5_col1\" class=\"data row5 col1\" >BHPD</td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row5_col2\" class=\"data row5 col2\" ><a href=\"../BHPD/01-DNN-Regression.ipynb\"><b>01-DNN-Regression.ipynb</b></a></td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row5_col3\" class=\"data row5 col3\" >Tuesday 15 December 2020, 21:51:22</td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row5_col4\" class=\"data row5 col4\" >Tuesday 15 December 2020, 21:51:32</td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row5_col5\" class=\"data row5 col5\" >00:00:10 080ms</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row5_col0\" class=\"data row5 col0\" ><a href=\"../BHPD/01-DNN-Regression.ipynb\">BHP1</a></td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row5_col1\" class=\"data row5 col1\" >BHPD</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row5_col2\" class=\"data row5 col2\" ><a href=\"../BHPD/01-DNN-Regression.ipynb\"><b>01-DNN-Regression.ipynb</b></a></td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row5_col3\" class=\"data row5 col3\" >Wednesday 16 December 2020, 21:07:33</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row5_col4\" class=\"data row5 col4\" >Wednesday 16 December 2020, 21:12:10</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row5_col5\" class=\"data row5 col5\" >00:04:37 856ms</td>\n", " </tr>\n", " <tr>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row6_col0\" class=\"data row6 col0\" ><a href=\"../BHPD/02-DNN-Regression-Premium.ipynb\">BHP2</a></td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row6_col1\" class=\"data row6 col1\" >BHPD</td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row6_col2\" class=\"data row6 col2\" ><a href=\"../BHPD/02-DNN-Regression-Premium.ipynb\"><b>02-DNN-Regression-Premium.ipynb</b></a></td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row6_col3\" class=\"data row6 col3\" >Tuesday 15 December 2020, 22:05:15</td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row6_col4\" class=\"data row6 col4\" >Tuesday 15 December 2020, 22:05:26</td>\n", - " <td id=\"T_5accec2e_3f19_11eb_8e56_19607a97f796row6_col5\" class=\"data row6 col5\" >00:00:11 601ms</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row6_col0\" class=\"data row6 col0\" ><a href=\"../BHPD/02-DNN-Regression-Premium.ipynb\">BHP2</a></td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row6_col1\" class=\"data row6 col1\" >BHPD</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row6_col2\" class=\"data row6 col2\" ><a href=\"../BHPD/02-DNN-Regression-Premium.ipynb\"><b>02-DNN-Regression-Premium.ipynb</b></a></td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row6_col3\" class=\"data row6 col3\" >Wednesday 16 December 2020, 21:13:48</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row6_col4\" class=\"data row6 col4\" >Wednesday 16 December 2020, 21:13:59</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row6_col5\" class=\"data row6 col5\" >00:00:11 697ms</td>\n", + " </tr>\n", + " <tr>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row7_col0\" class=\"data row7 col0\" ><a href=\"../MNIST/01-DNN-MNIST.ipynb\">MNIST1</a></td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row7_col1\" class=\"data row7 col1\" >MNIST</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row7_col2\" class=\"data row7 col2\" ><a href=\"../MNIST/01-DNN-MNIST.ipynb\"><b>01-DNN-MNIST.ipynb</b></a></td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row7_col3\" class=\"data row7 col3\" >Thursday 17 December 2020, 11:07:02</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row7_col4\" class=\"data row7 col4\" >Thursday 17 December 2020, 11:07:36</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row7_col5\" class=\"data row7 col5\" >00:00:34 554ms</td>\n", + " </tr>\n", + " <tr>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row8_col0\" class=\"data row8 col0\" ><a href=\"../GTSRB/01-Preparation-of-data.ipynb\">GTS1</a></td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row8_col1\" class=\"data row8 col1\" >GTSRB</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row8_col2\" class=\"data row8 col2\" ><a href=\"../GTSRB/01-Preparation-of-data.ipynb\"><b>01-Preparation-of-data.ipynb</b></a></td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row8_col3\" class=\"data row8 col3\" >Thursday 17 December 2020, 14:58:51</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row8_col4\" class=\"data row8 col4\" >Thursday 17 December 2020, 15:07:28</td>\n", + " <td id=\"T_be717d3e_4073_11eb_8978_eb773ee7bde1row8_col5\" class=\"data row8 col5\" >00:08:37 855ms</td>\n", " </tr>\n", " </tbody></table>" ], "text/plain": [ - "<pandas.io.formats.style.Styler at 0x7f4b4996e6d0>" + "<pandas.io.formats.style.Styler at 0x7f57d4dc0f50>" ] }, "metadata": {}, diff --git a/fidle/__init__.py b/fidle/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/fidle/config.py b/fidle/config.py index ebccb97f07c19a002f0ea644721cdff4b550218e..819f0ff0a320b1250d37558dcaf5001f851d1bed 100644 --- a/fidle/config.py +++ b/fidle/config.py @@ -37,3 +37,8 @@ FINISHED_FILE = '../fidle/log/finished.json' # ---- CI Report # CI_REPORT = '../fidle/log/ci_report.html' + +# ---- Defaul mode +# +DEFAULT_RUNNING_MODE = 'full' +# DEFAULT_RUNNING_MODE = 'smart' \ No newline at end of file diff --git a/fidle/css/custom.css b/fidle/css/custom.css index 1be81adb491b467363fc52c6f54f38e5c3be84fb..b400b5db9578c8abc639f38790b4f55922aa715d 100644 --- a/fidle/css/custom.css +++ b/fidle/css/custom.css @@ -37,6 +37,12 @@ div.todo li{ margin-bottom:0; } +div .comment{ + font-size:0.8em; + color:#696969; +} + + </style> diff --git a/fidle/log/catalog.json b/fidle/log/catalog.json index 5422c433f77994b2e06ccdbe181a537d4a63a324..b1375df4780b209a8cf572f9b857c91d3bd78fe7 100644 --- a/fidle/log/catalog.json +++ b/fidle/log/catalog.json @@ -24,8 +24,8 @@ "id": "LOGR1", "dirname": "LinearReg", "basename": "04-Logistic-Regression.ipynb", - "title": "Logistic regression, in pure Tensorflow", - "description": "Logistic Regression with Mini-Batch Gradient Descent using pure TensorFlow. " + "title": "Logistic regression, with sklearn", + "description": "Logistic Regression using Sklearn" }, "PER57": { "id": "PER57", diff --git a/fidle/log/ci_report.html b/fidle/log/ci_report.html index 629a4447f0a8775e0f9a5d57e0089c5380878aa2..bb35f4db6b80b421c7c119663f9ffdd1e05b66bb 100644 --- a/fidle/log/ci_report.html +++ b/fidle/log/ci_report.html @@ -24,71 +24,87 @@ <body> <br>Hi, <p>Below is the result of the continuous integration tests of the Fidle project:</p> - <div class="header"><b>Report date :</b> Tuesday 15 December 2020, 22:06:09</div> + <div class="header"><b>Report date :</b> Thursday 17 December 2020, 15:25:42</div> <div class="result"> <style type="text/css" > - #T_5acb85fa_3f19_11eb_8e56_19607a97f796 td { + #T_be6f11fc_4073_11eb_8978_eb773ee7bde1 td { font-size: 110%; text-align: left; - } #T_5acb85fa_3f19_11eb_8e56_19607a97f796 th { + } #T_be6f11fc_4073_11eb_8978_eb773ee7bde1 th { font-size: 110%; text-align: left; - }</style><table id="T_5acb85fa_3f19_11eb_8e56_19607a97f796" ><thead> <tr> <th class="col_heading level0 col0" >id</th> <th class="col_heading level0 col1" >repo</th> <th class="col_heading level0 col2" >name</th> <th class="col_heading level0 col3" >start</th> <th class="col_heading level0 col4" >end</th> <th class="col_heading level0 col5" >duration</th> </tr></thead><tbody> + }</style><table id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1" ><thead> <tr> <th class="col_heading level0 col0" >id</th> <th class="col_heading level0 col1" >repo</th> <th class="col_heading level0 col2" >name</th> <th class="col_heading level0 col3" >start</th> <th class="col_heading level0 col4" >end</th> <th class="col_heading level0 col5" >duration</th> </tr></thead><tbody> <tr> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row0_col0" class="data row0 col0" ><a href="../LinearReg/01-Linear-Regression.ipynb">LINR1</a></td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row0_col1" class="data row0 col1" >LinearReg</td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row0_col2" class="data row0 col2" ><a href="../LinearReg/01-Linear-Regression.ipynb"><b>01-Linear-Regression.ipynb</b></a></td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row0_col3" class="data row0 col3" >Tuesday 15 December 2020, 14:04:04</td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row0_col4" class="data row0 col4" >Tuesday 15 December 2020, 14:04:04</td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row0_col5" class="data row0 col5" >00:00:00 295ms</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row0_col0" class="data row0 col0" ><a href="../LinearReg/01-Linear-Regression.ipynb">LINR1</a></td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row0_col1" class="data row0 col1" >LinearReg</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row0_col2" class="data row0 col2" ><a href="../LinearReg/01-Linear-Regression.ipynb"><b>01-Linear-Regression.ipynb</b></a></td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row0_col3" class="data row0 col3" >Wednesday 16 December 2020, 16:30:42</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row0_col4" class="data row0 col4" >Wednesday 16 December 2020, 16:30:42</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row0_col5" class="data row0 col5" >00:00:01 716ms</td> </tr> <tr> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row1_col0" class="data row1 col0" ><a href="../LinearReg/02-Gradient-descent.ipynb">GRAD1</a></td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row1_col1" class="data row1 col1" >LinearReg</td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row1_col2" class="data row1 col2" ><a href="../LinearReg/02-Gradient-descent.ipynb"><b>02-Gradient-descent.ipynb</b></a></td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row1_col3" class="data row1 col3" >Tuesday 15 December 2020, 15:05:11</td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row1_col4" class="data row1 col4" >Tuesday 15 December 2020, 15:05:14</td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row1_col5" class="data row1 col5" >00:00:03 120ms</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row1_col0" class="data row1 col0" ><a href="../LinearReg/02-Gradient-descent.ipynb">GRAD1</a></td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row1_col1" class="data row1 col1" >LinearReg</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row1_col2" class="data row1 col2" ><a href="../LinearReg/02-Gradient-descent.ipynb"><b>02-Gradient-descent.ipynb</b></a></td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row1_col3" class="data row1 col3" >Wednesday 16 December 2020, 17:11:22</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row1_col4" class="data row1 col4" >Wednesday 16 December 2020, 17:11:26</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row1_col5" class="data row1 col5" >00:00:04 240ms</td> </tr> <tr> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row2_col0" class="data row2 col0" ><a href="../LinearReg/03-Polynomial-Regression.ipynb">POLR1</a></td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row2_col1" class="data row2 col1" >LinearReg</td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row2_col2" class="data row2 col2" ><a href="../LinearReg/03-Polynomial-Regression.ipynb"><b>03-Polynomial-Regression.ipynb</b></a></td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row2_col3" class="data row2 col3" >Tuesday 15 December 2020, 15:05:27</td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row2_col4" class="data row2 col4" >Tuesday 15 December 2020, 15:05:28</td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row2_col5" class="data row2 col5" >00:00:01 686ms</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row2_col0" class="data row2 col0" ><a href="../LinearReg/03-Polynomial-Regression.ipynb">POLR1</a></td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row2_col1" class="data row2 col1" >LinearReg</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row2_col2" class="data row2 col2" ><a href="../LinearReg/03-Polynomial-Regression.ipynb"><b>03-Polynomial-Regression.ipynb</b></a></td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row2_col3" class="data row2 col3" >Wednesday 16 December 2020, 17:48:01</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row2_col4" class="data row2 col4" >Wednesday 16 December 2020, 17:48:03</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row2_col5" class="data row2 col5" >00:00:01 491ms</td> </tr> <tr> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row3_col0" class="data row3 col0" ><a href="../LinearReg/04-Logistic-Regression.ipynb">LOGR1</a></td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row3_col1" class="data row3 col1" >LinearReg</td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row3_col2" class="data row3 col2" ><a href="../LinearReg/04-Logistic-Regression.ipynb"><b>04-Logistic-Regression.ipynb</b></a></td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row3_col3" class="data row3 col3" >Tuesday 15 December 2020, 15:05:42</td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row3_col4" class="data row3 col4" >Tuesday 15 December 2020, 15:06:44</td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row3_col5" class="data row3 col5" >00:01:02 112ms</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row3_col0" class="data row3 col0" ><a href="../LinearReg/04-Logistic-Regression.ipynb">LOGR1</a></td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row3_col1" class="data row3 col1" >LinearReg</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row3_col2" class="data row3 col2" ><a href="../LinearReg/04-Logistic-Regression.ipynb"><b>04-Logistic-Regression.ipynb</b></a></td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row3_col3" class="data row3 col3" >Wednesday 16 December 2020, 12:52:18</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row3_col4" class="data row3 col4" >Wednesday 16 December 2020, 12:52:20</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row3_col5" class="data row3 col5" >00:00:02 592ms</td> </tr> <tr> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row4_col0" class="data row4 col0" ><a href="../IRIS/01-Simple-Perceptron.ipynb">PER57</a></td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row4_col1" class="data row4 col1" >IRIS</td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row4_col2" class="data row4 col2" ><a href="../IRIS/01-Simple-Perceptron.ipynb"><b>01-Simple-Perceptron.ipynb</b></a></td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row4_col3" class="data row4 col3" >Tuesday 15 December 2020, 21:49:41</td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row4_col4" class="data row4 col4" >Tuesday 15 December 2020, 21:49:41</td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row4_col5" class="data row4 col5" >00:00:00 203ms</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row4_col0" class="data row4 col0" ><a href="../IRIS/01-Simple-Perceptron.ipynb">PER57</a></td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row4_col1" class="data row4 col1" >IRIS</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row4_col2" class="data row4 col2" ><a href="../IRIS/01-Simple-Perceptron.ipynb"><b>01-Simple-Perceptron.ipynb</b></a></td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row4_col3" class="data row4 col3" >Wednesday 16 December 2020, 21:01:59</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row4_col4" class="data row4 col4" >Wednesday 16 December 2020, 21:02:00</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row4_col5" class="data row4 col5" >00:00:01 537ms</td> </tr> <tr> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row5_col0" class="data row5 col0" ><a href="../BHPD/01-DNN-Regression.ipynb">BHP1</a></td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row5_col1" class="data row5 col1" >BHPD</td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row5_col2" class="data row5 col2" ><a href="../BHPD/01-DNN-Regression.ipynb"><b>01-DNN-Regression.ipynb</b></a></td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row5_col3" class="data row5 col3" >Tuesday 15 December 2020, 21:51:22</td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row5_col4" class="data row5 col4" >Tuesday 15 December 2020, 21:51:32</td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row5_col5" class="data row5 col5" >00:00:10 080ms</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row5_col0" class="data row5 col0" ><a href="../BHPD/01-DNN-Regression.ipynb">BHP1</a></td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row5_col1" class="data row5 col1" >BHPD</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row5_col2" class="data row5 col2" ><a href="../BHPD/01-DNN-Regression.ipynb"><b>01-DNN-Regression.ipynb</b></a></td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row5_col3" class="data row5 col3" >Wednesday 16 December 2020, 21:07:33</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row5_col4" class="data row5 col4" >Wednesday 16 December 2020, 21:12:10</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row5_col5" class="data row5 col5" >00:04:37 856ms</td> </tr> <tr> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row6_col0" class="data row6 col0" ><a href="../BHPD/02-DNN-Regression-Premium.ipynb">BHP2</a></td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row6_col1" class="data row6 col1" >BHPD</td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row6_col2" class="data row6 col2" ><a href="../BHPD/02-DNN-Regression-Premium.ipynb"><b>02-DNN-Regression-Premium.ipynb</b></a></td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row6_col3" class="data row6 col3" >Tuesday 15 December 2020, 22:05:15</td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row6_col4" class="data row6 col4" >Tuesday 15 December 2020, 22:05:26</td> - <td id="T_5acb85fa_3f19_11eb_8e56_19607a97f796row6_col5" class="data row6 col5" >00:00:11 601ms</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row6_col0" class="data row6 col0" ><a href="../BHPD/02-DNN-Regression-Premium.ipynb">BHP2</a></td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row6_col1" class="data row6 col1" >BHPD</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row6_col2" class="data row6 col2" ><a href="../BHPD/02-DNN-Regression-Premium.ipynb"><b>02-DNN-Regression-Premium.ipynb</b></a></td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row6_col3" class="data row6 col3" >Wednesday 16 December 2020, 21:13:48</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row6_col4" class="data row6 col4" >Wednesday 16 December 2020, 21:13:59</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row6_col5" class="data row6 col5" >00:00:11 697ms</td> + </tr> + <tr> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row7_col0" class="data row7 col0" ><a href="../MNIST/01-DNN-MNIST.ipynb">MNIST1</a></td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row7_col1" class="data row7 col1" >MNIST</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row7_col2" class="data row7 col2" ><a href="../MNIST/01-DNN-MNIST.ipynb"><b>01-DNN-MNIST.ipynb</b></a></td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row7_col3" class="data row7 col3" >Thursday 17 December 2020, 11:07:02</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row7_col4" class="data row7 col4" >Thursday 17 December 2020, 11:07:36</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row7_col5" class="data row7 col5" >00:00:34 554ms</td> + </tr> + <tr> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row8_col0" class="data row8 col0" ><a href="../GTSRB/01-Preparation-of-data.ipynb">GTS1</a></td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row8_col1" class="data row8 col1" >GTSRB</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row8_col2" class="data row8 col2" ><a href="../GTSRB/01-Preparation-of-data.ipynb"><b>01-Preparation-of-data.ipynb</b></a></td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row8_col3" class="data row8 col3" >Thursday 17 December 2020, 14:58:51</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row8_col4" class="data row8 col4" >Thursday 17 December 2020, 15:07:28</td> + <td id="T_be6f11fc_4073_11eb_8978_eb773ee7bde1row8_col5" class="data row8 col5" >00:08:37 855ms</td> </tr> </tbody></table> </div> diff --git a/fidle/log/finished.json b/fidle/log/finished.json index c351282c24488c3e19279866b5f1395aeab3eaad..2847cb8d809d6e198b3fdc3f7636b1ce2594c5cf 100644 --- a/fidle/log/finished.json +++ b/fidle/log/finished.json @@ -1,44 +1,62 @@ { "LINR1": { "path": "/home/pjluc/dev/fidle/LinearReg", - "start": "Tuesday 15 December 2020, 14:04:04", - "end": "Tuesday 15 December 2020, 14:04:04", - "duration": "00:00:00 295ms" + "start": "Wednesday 16 December 2020, 16:30:42", + "end": "Wednesday 16 December 2020, 16:30:42", + "duration": "00:00:01 716ms" }, "GRAD1": { "path": "/home/pjluc/dev/fidle/LinearReg", - "start": "Tuesday 15 December 2020, 15:05:11", - "end": "Tuesday 15 December 2020, 15:05:14", - "duration": "00:00:03 120ms" + "start": "Wednesday 16 December 2020, 17:11:22", + "end": "Wednesday 16 December 2020, 17:11:26", + "duration": "00:00:04 240ms" }, "POLR1": { "path": "/home/pjluc/dev/fidle/LinearReg", - "start": "Tuesday 15 December 2020, 15:05:27", - "end": "Tuesday 15 December 2020, 15:05:28", - "duration": "00:00:01 686ms" + "start": "Wednesday 16 December 2020, 17:48:01", + "end": "Wednesday 16 December 2020, 17:48:03", + "duration": "00:00:01 491ms" }, "LOGR1": { "path": "/home/pjluc/dev/fidle/LinearReg", - "start": "Tuesday 15 December 2020, 15:05:42", - "end": "Tuesday 15 December 2020, 15:06:44", - "duration": "00:01:02 112ms" + "start": "Wednesday 16 December 2020, 12:52:18", + "end": "Wednesday 16 December 2020, 12:52:20", + "duration": "00:00:02 592ms" }, "PER57": { "path": "/home/pjluc/dev/fidle/IRIS", - "start": "Tuesday 15 December 2020, 21:49:41", - "end": "Tuesday 15 December 2020, 21:49:41", - "duration": "00:00:00 203ms" + "start": "Wednesday 16 December 2020, 21:01:59", + "end": "Wednesday 16 December 2020, 21:02:00", + "duration": "00:00:01 537ms" }, "BHP1": { "path": "/home/pjluc/dev/fidle/BHPD", - "start": "Tuesday 15 December 2020, 21:51:22", - "end": "Tuesday 15 December 2020, 21:51:32", - "duration": "00:00:10 080ms" + "start": "Wednesday 16 December 2020, 21:07:33", + "end": "Wednesday 16 December 2020, 21:12:10", + "duration": "00:04:37 856ms" }, "BHP2": { "path": "/home/pjluc/dev/fidle/BHPD", - "start": "Tuesday 15 December 2020, 22:05:15", - "end": "Tuesday 15 December 2020, 22:05:26", - "duration": "00:00:11 601ms" + "start": "Wednesday 16 December 2020, 21:13:48", + "end": "Wednesday 16 December 2020, 21:13:59", + "duration": "00:00:11 697ms" + }, + "MNIST1": { + "path": "/home/pjluc/dev/fidle/MNIST", + "start": "Thursday 17 December 2020, 11:07:02", + "end": "Thursday 17 December 2020, 11:07:36", + "duration": "00:00:34 554ms" + }, + "GTS1": { + "path": "/home/pjluc/dev/fidle/GTSRB", + "start": "Thursday 17 December 2020, 14:58:51", + "end": "Thursday 17 December 2020, 15:07:28", + "duration": "00:08:37 855ms" + }, + "Fidle notebook": { + "path": "/home/pjluc/dev/fidle/GTSRB", + "start": "Thursday 17 December 2020, 15:34:34", + "end": "", + "duration": "Unfinished..." } } \ No newline at end of file diff --git a/fidle/pwk.py b/fidle/pwk.py index de87830382fee386f2e7c587650c3e136ca70cb4..7042394adce1fcf9413ae437eb95d834b6bc7e4d 100644 --- a/fidle/pwk.py +++ b/fidle/pwk.py @@ -37,6 +37,7 @@ import fidle.config as config datasets_dir = None notebook_id = None +running_mode = None _save_figs = False _figs_dir = './figs' @@ -50,20 +51,17 @@ _end_time = None # init_all # ------------------------------------------------------------- # -def init(name=None, mplstyle=None, cssfile=None): +def init(name=None): global notebook_id global datasets_dir + global running_mode global _start_time - # ---- Parameters + # ---- Parameters from config.py # notebook_id = config.DEFAULT_NOTEBOOK_NAME if name is None else name - - if mplstyle is None: - mplstyle = config.FIDLE_MPLSTYLE - - if cssfile is None: - cssfile = config.FIDLE_CSSFILE + mplstyle = config.FIDLE_MPLSTYLE + cssfile = config.FIDLE_CSSFILE # ---- Load matplotlib style and css # @@ -74,9 +72,18 @@ def init(name=None, mplstyle=None, cssfile=None): # mkdir('./run') - # ---- Try to find where we are + # ---- datasets location + # + datasets_dir = os.getenv('FIDLE_DATASETS_DIR', False) + if datasets_dir is False: + error_datasets_not_found() + # Resolve tilde... + datasets_dir=os.path.expanduser(datasets_dir) + + # ---- Running mode # - datasets_dir = where_are_my_datasets() + running_mode = os.getenv('FIDLE_RUNNING_MODE', config.DEFAULT_RUNNING_MODE) + running_mode = running_mode.lower() # ---- Update Keras cache # @@ -87,14 +94,23 @@ def init(name=None, mplstyle=None, cssfile=None): _start_time = datetime.datetime.now() # ---- Hello world - print('\nFIDLE 2020 - Practical Work Module') + # + display_md('**FIDLE 2020 - Practical Work Module**') print('Version :', config.VERSION) print('Notebook id :', notebook_id) print('Run time :', _start_time.strftime("%A %-d %B %Y, %H:%M:%S")) print('TensorFlow version :', tf.__version__) print('Keras version :', tf.keras.__version__) print('Datasets dir :', datasets_dir) - print('Update keras cache :',updated) + print('Running mode :', running_mode) + print('Update keras cache :', updated) + + # ---- Save figs or not + # + save_figs = os.getenv('FIDLE_SAVE_FIGS', 'no') + if save_figs.lower() == 'yes': + set_save_fig(save=True, figs_dir='./run/figs', figs_name='fig_', figs_id=0) + update_finished_file(start=True) @@ -124,25 +140,19 @@ def update_keras_cache(): # Where are my datasets ? # ------------------------------------------------------------------ # -def where_are_my_datasets(): - - datasets_dir = os.getenv('FIDLE_DATASETS_DIR', False) - - if datasets_dir is False : - display_md('## ATTENTION !!\n----') - print('Le dossier datasets sont introuvable\n') - print('Pour que les notebooks puissent les localiser, vous devez :\n') - print(' 1/ Récupérer le dossier datasets') - print(' Une archive (datasets.tar) est disponible via le repository Fidle.\n') - print(" 2/ Préciser la localisation de ce dossier datasets via la variable") - print(" d'environnement : FIDLE_DATASETS_DIR.\n") - print('Exemple :') - print(" Dans votre fichier .bashrc :") - print(' export FIDLE_DATASETS_DIR=~/datasets') - display_md('----') - assert False, 'datasets folder not found, please set FIDLE_DATASETS_DIR env var.' - else: - return datasets_dir +def error_datasets_not_found(): + display_md('## ATTENTION !!\n----') + print('Le dossier datasets sont introuvable\n') + print('Pour que les notebooks puissent les localiser, vous devez :\n') + print(' 1/ Récupérer le dossier datasets') + print(' Une archive (datasets.tar) est disponible via le repository Fidle.\n') + print(" 2/ Préciser la localisation de ce dossier datasets via la variable") + print(" d'environnement : FIDLE_DATASETS_DIR.\n") + print('Exemple :') + print(" Dans votre fichier .bashrc :") + print(' export FIDLE_DATASETS_DIR=~/datasets') + display_md('----') + assert False, 'datasets folder not found, please set FIDLE_DATASETS_DIR env var.' # ------------------------------------------------------------- # Folder cooking @@ -373,41 +383,72 @@ def plot_history(history, figsize=(8,6), -# ------------------------------------------------------------- -# plot_confusion_matrix -# ------------------------------------------------------------- -# Bug in Matplotlib 3.1.1 -# -def plot_confusion_matrix(cm, +def plot_confusion_matrix(y_true,y_pred, + target_names, title='Confusion matrix', - figsize=(12,8), - cmap="gist_heat_r", - vmin=0, - vmax=1, - xticks=5,yticks=5, - annot=True, + cmap=None, + normalize=True, + figsize=(10, 8), + digit_format='{:0.2f}', save_as='auto'): """ given a sklearn confusion matrix (cm), make a nice plot - Note:bug in matplotlib 3.1.1 - Args: - cm: confusion matrix from sklearn.metrics.confusion_matrix - title: the text to display at the top of the matrix - figsize: Figure size (12,8) - cmap: color map (gist_heat_r) - vmi,vmax: Min/max 0 and 1 - annot: Annotation or just colors (True) - + Arguments + --------- + cm: confusion matrix from sklearn.metrics.confusion_matrix + + target_names: given classification classes such as [0, 1, 2] + the class names, for example: ['high', 'medium', 'low'] + + title: the text to display at the top of the matrix + + cmap: the gradient of the values displayed from matplotlib.pyplot.cm + see http://matplotlib.org/examples/color/colormaps_reference.html + plt.get_cmap('jet') or plt.cm.Blues + + normalize: If False, plot the raw numbers + If True, plot the proportions + + Citiation + --------- + http://scikit-learn.org/stable/auto_examples/model_selection/plot_confusion_matrix.html + """ - + cm = confusion_matrix( y_true,y_pred, normalize=None, labels=target_names) + accuracy = np.trace(cm) / float(np.sum(cm)) misclass = 1 - accuracy + if cmap is None: + cmap = plt.get_cmap('Blues') + plt.figure(figsize=figsize) - sn.heatmap(cm, linewidths=1, linecolor="#ffffff",square=True, - cmap=cmap, xticklabels=xticks, yticklabels=yticks, - vmin=vmin,vmax=vmax,annot=annot) + plt.imshow(cm, interpolation='nearest', cmap=cmap) + plt.title(title) + plt.colorbar() + + if target_names is not None: + tick_marks = np.arange(len(target_names)) + plt.xticks(tick_marks, target_names, rotation=45) + plt.yticks(tick_marks, target_names) + + if normalize: + cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis] + + + thresh = cm.max() / 1.5 if normalize else cm.max() / 2 + for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])): + if normalize: + plt.text(j, i, digit_format.format(cm[i, j]), + horizontalalignment="center", + color="white" if cm[i, j] > thresh else "black") + else: + plt.text(j, i, "{:,}".format(cm[i, j]), + horizontalalignment="center", + color="white" if cm[i, j] > thresh else "black") + + plt.tight_layout() plt.ylabel('True label') plt.xlabel('Predicted label\naccuracy={:0.4f}; misclass={:0.4f}'.format(accuracy, misclass)) save_fig(save_as) @@ -436,7 +477,12 @@ def display_confusion_matrix(y_true,y_pred,labels=None,color='green', cm = confusion_matrix( y_true,y_pred, normalize="true", labels=labels) df=pd.DataFrame(cm) - cmap = sn.light_palette(color, as_cmap=True) +# cmap = sn.light_palette(color, as_cmap=True) + + colorsList = ['whitesmoke','bisque'] + cmap = matplotlib.colors.ListedColormap(colorsList) + cmap = matplotlib.colors.ListedColormap(cmap(np.linspace(0, 1, 256))) + df.style.set_properties(**{'font-size': '20pt'}) display(df.style.format('{:.2f}') \ .background_gradient(cmap=cmap) @@ -514,7 +560,7 @@ def plot_multivariate_serie(sequence, labels=None, predictions=None, only_featur -def set_save_fig(save=True, figs_dir='./figs', figs_name='fig_', figs_id=0): +def set_save_fig(save=True, figs_dir='./run/figs', figs_name='fig_', figs_id=0): """ Set save_fig parameters Default figs name is <figs_name><figs_id>.{png|svg} @@ -545,19 +591,23 @@ def save_fig(filename='auto', png=True, svg=False): if not _save_figs : return mkdir(_figs_dir) if filename=='auto': - path=f'{_figs_dir}/{_figs_name}{_figs_id:02d}' + path=f'{_figs_dir}/{notebook_id}-{_figs_name}{_figs_id:02d}' else: - path=f'{_figs_dir}/{filename}' + path=f'{_figs_dir}/{notebook_id}-{filename}' if png : plt.savefig( f'{path}.png') if svg : plt.savefig( f'{path}.png') if filename=='auto': _figs_id+=1 + display_html(f'<div class="comment">Saved: {path}</div>') def subtitle(t): display(Markdown(f'<br>**{t}**')) -def display_md(md_text): - display(Markdown(md_text)) +def display_md(text): + display(Markdown(text)) + +def display_html(text): + display(HTML(text)) def display_img(img): display(Image(img))