365 lines
700 KiB
Plaintext
365 lines
700 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "initial_id",
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"metadata": {
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"collapsed": true,
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"ExecuteTime": {
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"end_time": "2024-03-13T10:22:54.260773100Z",
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"start_time": "2024-03-13T10:22:52.708640400Z"
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}
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},
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"outputs": [],
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"source": [
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"import matplotlib.pyplot as plt\n",
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"import pandas as pd\n",
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"%matplotlib inline\n",
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"from data import load_data"
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]
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},
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{
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"cell_type": "code",
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"outputs": [
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{
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"data": {
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"text/plain": " strain replica phase objective substrate laser_power[%] grating \\\n0 CHA0 3.0 liquid 50 alu 100 1800 \n1 CHA0 NaN solid 50 alu 100 1800 \n2 F113 2.0 solid 50 alu 100 1800 \n3 A390 3.0 liquid 50 alu 100 1800 \n4 A390 2.0 solid 50 alu 100 1800 \n.. ... ... ... ... ... ... ... \n523 F113 3.0 liquid 50 alu 100 1800 \n524 CHA0 1.0 liquid 50 alu 100 1800 \n525 F113 2.0 solid 50 alu 100 1800 \n526 CHA0 3.0 liquid 50 alu 100 1800 \n527 F113 2.0 solid 50 alu 100 1800 \n\n exposition[sec] confocalhigh accumulations \n0 20 True 2 \n1 20 True 2 \n2 20 True 2 \n3 20 True 2 \n4 20 True 2 \n.. ... ... ... \n523 20 True 2 \n524 20 True 2 \n525 20 True 2 \n526 20 True 2 \n527 20 True 2 \n\n[528 rows x 10 columns]",
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"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>strain</th>\n <th>replica</th>\n <th>phase</th>\n <th>objective</th>\n <th>substrate</th>\n <th>laser_power[%]</th>\n <th>grating</th>\n <th>exposition[sec]</th>\n <th>confocalhigh</th>\n <th>accumulations</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>CHA0</td>\n <td>3.0</td>\n <td>liquid</td>\n <td>50</td>\n <td>alu</td>\n <td>100</td>\n <td>1800</td>\n <td>20</td>\n <td>True</td>\n <td>2</td>\n </tr>\n <tr>\n <th>1</th>\n <td>CHA0</td>\n <td>NaN</td>\n <td>solid</td>\n <td>50</td>\n <td>alu</td>\n <td>100</td>\n <td>1800</td>\n <td>20</td>\n <td>True</td>\n <td>2</td>\n </tr>\n <tr>\n <th>2</th>\n <td>F113</td>\n <td>2.0</td>\n <td>solid</td>\n <td>50</td>\n <td>alu</td>\n <td>100</td>\n <td>1800</td>\n <td>20</td>\n <td>True</td>\n <td>2</td>\n </tr>\n <tr>\n <th>3</th>\n <td>A390</td>\n <td>3.0</td>\n <td>liquid</td>\n <td>50</td>\n <td>alu</td>\n <td>100</td>\n <td>1800</td>\n <td>20</td>\n <td>True</td>\n <td>2</td>\n </tr>\n <tr>\n <th>4</th>\n <td>A390</td>\n <td>2.0</td>\n <td>solid</td>\n <td>50</td>\n <td>alu</td>\n <td>100</td>\n <td>1800</td>\n <td>20</td>\n <td>True</td>\n <td>2</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>523</th>\n <td>F113</td>\n <td>3.0</td>\n <td>liquid</td>\n <td>50</td>\n <td>alu</td>\n <td>100</td>\n <td>1800</td>\n <td>20</td>\n <td>True</td>\n <td>2</td>\n </tr>\n <tr>\n <th>524</th>\n <td>CHA0</td>\n <td>1.0</td>\n <td>liquid</td>\n <td>50</td>\n <td>alu</td>\n <td>100</td>\n <td>1800</td>\n <td>20</td>\n <td>True</td>\n <td>2</td>\n </tr>\n <tr>\n <th>525</th>\n <td>F113</td>\n <td>2.0</td>\n <td>solid</td>\n <td>50</td>\n <td>alu</td>\n <td>100</td>\n <td>1800</td>\n <td>20</td>\n <td>True</td>\n <td>2</td>\n </tr>\n <tr>\n <th>526</th>\n <td>CHA0</td>\n <td>3.0</td>\n <td>liquid</td>\n <td>50</td>\n <td>alu</td>\n <td>100</td>\n <td>1800</td>\n <td>20</td>\n <td>True</td>\n <td>2</td>\n </tr>\n <tr>\n <th>527</th>\n <td>F113</td>\n <td>2.0</td>\n <td>solid</td>\n <td>50</td>\n <td>alu</td>\n <td>100</td>\n <td>1800</td>\n <td>20</td>\n <td>True</td>\n <td>2</td>\n </tr>\n </tbody>\n</table>\n<p>528 rows × 10 columns</p>\n</div>"
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},
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"execution_count": 2,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"metadata, experiments = load_data(\"train\", \"\")\n",
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"metadata"
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],
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"metadata": {
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"collapsed": false,
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}
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},
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"id": "e7ab72fc9f881ef7",
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"execution_count": 2
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},
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{
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"cell_type": "code",
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"outputs": [
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{
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"data": {
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"text/plain": " 0 1 2 3 4 \\\n0 1927.548828 1926.001953 1924.455078 1922.906250 1921.359375 \n1 1927.490234 1925.943359 1924.396484 1922.849609 1921.300781 \n2 1927.423828 1925.876953 1924.330078 1922.783203 1921.234375 \n3 1927.548828 1926.001953 1924.455078 1922.906250 1921.359375 \n4 1927.423828 1925.876953 1924.330078 1922.783203 1921.234375 \n.. ... ... ... ... ... \n523 1927.548828 1926.001953 1924.455078 1922.906250 1921.359375 \n524 1927.490234 1925.943359 1924.396484 1922.849609 1921.300781 \n525 1927.423828 1925.876953 1924.330078 1922.783203 1921.234375 \n526 1927.548828 1926.001953 1924.455078 1922.906250 1921.359375 \n527 1927.423828 1925.876953 1924.330078 1922.783203 1921.234375 \n\n 5 6 7 8 9 ... \\\n0 1919.810547 1918.261719 1916.714844 1915.164063 1913.615234 ... \n1 1919.753906 1918.205078 1916.656250 1915.107422 1913.558594 ... \n2 1919.687500 1918.138672 1916.589844 1915.041016 1913.490234 ... \n3 1919.810547 1918.261719 1916.714844 1915.164063 1913.615234 ... \n4 1919.687500 1918.138672 1916.589844 1915.041016 1913.490234 ... \n.. ... ... ... ... ... ... \n523 1919.810547 1918.261719 1916.714844 1915.164063 1913.615234 ... \n524 1919.753906 1918.205078 1916.656250 1915.107422 1913.558594 ... \n525 1919.687500 1918.138672 1916.589844 1915.041016 1913.490234 ... \n526 1919.810547 1918.261719 1916.714844 1915.164063 1913.615234 ... \n527 1919.687500 1918.138672 1916.589844 1915.041016 1913.490234 ... \n\n 2012 2013 2014 2015 2016 \\\n0 1985.939697 1997.120972 2017.349121 1927.673828 1984.100708 \n1 7263.166992 7310.636230 7473.174316 7445.586914 7452.911133 \n2 4136.116699 4043.323975 4178.168457 4170.736328 4165.893555 \n3 3498.358887 3514.363770 3534.240479 3592.894287 3602.403076 \n4 9268.420898 9378.803711 9485.256836 9428.760742 9489.913086 \n.. ... ... ... ... ... \n523 1917.369751 1953.142822 1964.329102 1961.288452 1959.541870 \n524 6935.845703 6817.828125 6994.705078 6883.192383 6879.013672 \n525 6123.315918 5958.922852 6106.255371 6210.854980 6156.422363 \n526 5256.594727 5303.235352 5392.529297 5327.930176 5316.355957 \n527 7472.696777 7551.159668 7590.791504 7741.590332 7787.622559 \n\n 2017 2018 2019 2020 2021 \n0 1999.148804 2018.065796 2070.557617 2054.582031 2029.576294 \n1 7504.168457 7537.314941 7653.112305 7740.446289 7863.889160 \n2 4211.450195 4167.840820 4290.875488 4482.294922 4344.405762 \n3 3659.721680 3585.232178 3627.027832 3684.300781 3675.702148 \n4 9708.691406 9559.162109 9741.656250 9912.444336 9867.546875 \n.. ... ... ... ... ... \n523 2015.948364 1948.299072 2078.307617 1969.351074 2090.257080 \n524 7080.306641 7152.310059 7111.904785 7223.899902 7245.468262 \n525 6136.905762 6246.593750 6148.274414 6282.444336 6291.319336 \n526 5300.910156 5341.026855 5388.874512 5462.527832 5320.536621 \n527 7922.798828 7992.022461 8014.714844 8191.067383 8195.627930 \n\n[528 rows x 2022 columns]",
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<td>1927.673828</td>\n <td>1984.100708</td>\n <td>1999.148804</td>\n <td>2018.065796</td>\n <td>2070.557617</td>\n <td>2054.582031</td>\n <td>2029.576294</td>\n </tr>\n <tr>\n <th>1</th>\n <td>1927.490234</td>\n <td>1925.943359</td>\n <td>1924.396484</td>\n <td>1922.849609</td>\n <td>1921.300781</td>\n <td>1919.753906</td>\n <td>1918.205078</td>\n <td>1916.656250</td>\n <td>1915.107422</td>\n <td>1913.558594</td>\n <td>...</td>\n <td>7263.166992</td>\n <td>7310.636230</td>\n <td>7473.174316</td>\n <td>7445.586914</td>\n <td>7452.911133</td>\n <td>7504.168457</td>\n <td>7537.314941</td>\n <td>7653.112305</td>\n <td>7740.446289</td>\n <td>7863.889160</td>\n </tr>\n <tr>\n <th>2</th>\n <td>1927.423828</td>\n <td>1925.876953</td>\n <td>1924.330078</td>\n <td>1922.783203</td>\n <td>1921.234375</td>\n <td>1919.687500</td>\n <td>1918.138672</td>\n <td>1916.589844</td>\n <td>1915.041016</td>\n <td>1913.490234</td>\n <td>...</td>\n <td>4136.116699</td>\n <td>4043.323975</td>\n <td>4178.168457</td>\n <td>4170.736328</td>\n <td>4165.893555</td>\n <td>4211.450195</td>\n <td>4167.840820</td>\n <td>4290.875488</td>\n <td>4482.294922</td>\n <td>4344.405762</td>\n </tr>\n <tr>\n <th>3</th>\n <td>1927.548828</td>\n <td>1926.001953</td>\n <td>1924.455078</td>\n <td>1922.906250</td>\n <td>1921.359375</td>\n <td>1919.810547</td>\n <td>1918.261719</td>\n <td>1916.714844</td>\n <td>1915.164063</td>\n <td>1913.615234</td>\n <td>...</td>\n <td>3498.358887</td>\n <td>3514.363770</td>\n <td>3534.240479</td>\n <td>3592.894287</td>\n <td>3602.403076</td>\n <td>3659.721680</td>\n <td>3585.232178</td>\n <td>3627.027832</td>\n <td>3684.300781</td>\n <td>3675.702148</td>\n </tr>\n <tr>\n <th>4</th>\n <td>1927.423828</td>\n <td>1925.876953</td>\n <td>1924.330078</td>\n <td>1922.783203</td>\n <td>1921.234375</td>\n <td>1919.687500</td>\n <td>1918.138672</td>\n <td>1916.589844</td>\n <td>1915.041016</td>\n <td>1913.490234</td>\n <td>...</td>\n <td>9268.420898</td>\n <td>9378.803711</td>\n <td>9485.256836</td>\n <td>9428.760742</td>\n <td>9489.913086</td>\n <td>9708.691406</td>\n <td>9559.162109</td>\n <td>9741.656250</td>\n <td>9912.444336</td>\n <td>9867.546875</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>523</th>\n <td>1927.548828</td>\n <td>1926.001953</td>\n <td>1924.455078</td>\n <td>1922.906250</td>\n <td>1921.359375</td>\n <td>1919.810547</td>\n <td>1918.261719</td>\n <td>1916.714844</td>\n <td>1915.164063</td>\n <td>1913.615234</td>\n <td>...</td>\n <td>1917.369751</td>\n <td>1953.142822</td>\n <td>1964.329102</td>\n <td>1961.288452</td>\n <td>1959.541870</td>\n <td>2015.948364</td>\n <td>1948.299072</td>\n <td>2078.307617</td>\n <td>1969.351074</td>\n <td>2090.257080</td>\n </tr>\n <tr>\n <th>524</th>\n <td>1927.490234</td>\n <td>1925.943359</td>\n <td>1924.396484</td>\n <td>1922.849609</td>\n <td>1921.300781</td>\n <td>1919.753906</td>\n <td>1918.205078</td>\n <td>1916.656250</td>\n <td>1915.107422</td>\n <td>1913.558594</td>\n <td>...</td>\n <td>6935.845703</td>\n <td>6817.828125</td>\n <td>6994.705078</td>\n <td>6883.192383</td>\n <td>6879.013672</td>\n <td>7080.306641</td>\n <td>7152.310059</td>\n <td>7111.904785</td>\n <td>7223.899902</td>\n <td>7245.468262</td>\n </tr>\n <tr>\n <th>525</th>\n <td>1927.423828</td>\n <td>1925.876953</td>\n <td>1924.330078</td>\n <td>1922.783203</td>\n <td>1921.234375</td>\n <td>1919.687500</td>\n <td>1918.138672</td>\n <td>1916.589844</td>\n <td>1915.041016</td>\n <td>1913.490234</td>\n <td>...</td>\n <td>6123.315918</td>\n <td>5958.922852</td>\n <td>6106.255371</td>\n <td>6210.854980</td>\n <td>6156.422363</td>\n <td>6136.905762</td>\n <td>6246.593750</td>\n <td>6148.274414</td>\n <td>6282.444336</td>\n <td>6291.319336</td>\n </tr>\n <tr>\n <th>526</th>\n <td>1927.548828</td>\n <td>1926.001953</td>\n <td>1924.455078</td>\n <td>1922.906250</td>\n <td>1921.359375</td>\n <td>1919.810547</td>\n <td>1918.261719</td>\n <td>1916.714844</td>\n <td>1915.164063</td>\n <td>1913.615234</td>\n <td>...</td>\n <td>5256.594727</td>\n <td>5303.235352</td>\n <td>5392.529297</td>\n <td>5327.930176</td>\n <td>5316.355957</td>\n <td>5300.910156</td>\n <td>5341.026855</td>\n <td>5388.874512</td>\n <td>5462.527832</td>\n <td>5320.536621</td>\n </tr>\n <tr>\n <th>527</th>\n <td>1927.423828</td>\n <td>1925.876953</td>\n <td>1924.330078</td>\n <td>1922.783203</td>\n <td>1921.234375</td>\n <td>1919.687500</td>\n <td>1918.138672</td>\n <td>1916.589844</td>\n <td>1915.041016</td>\n <td>1913.490234</td>\n <td>...</td>\n <td>7472.696777</td>\n <td>7551.159668</td>\n <td>7590.791504</td>\n <td>7741.590332</td>\n <td>7787.622559</td>\n <td>7922.798828</td>\n <td>7992.022461</td>\n <td>8014.714844</td>\n <td>8191.067383</td>\n <td>8195.627930</td>\n </tr>\n </tbody>\n</table>\n<p>528 rows × 2022 columns</p>\n</div>"
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"source": [
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{
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{
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"data": {
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"text/plain": "<Figure size 640x480 with 1 Axes>",
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"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"_ = experiments.transpose()[len(experiments.columns)//2:].plot(legend=False)"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"ExecuteTime": {
|
||
"end_time": "2024-03-13T10:22:55.943282300Z",
|
||
"start_time": "2024-03-13T10:22:54.480849500Z"
|
||
}
|
||
},
|
||
"id": "22c22ee38ffa022e",
|
||
"execution_count": 4
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": "<Figure size 640x480 with 1 Axes>",
|
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"image/png": 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6OpouXbrg7e1Ns2bNmDlz5qW/QiEqIMehLol73M854yM/BCGqg3JnfNq2bcuZM2e0y7p167T7JkyYwPz58/njjz9YvXo1p0+f5rbbbtPuN5vNDB8+nPz8fDZs2MAPP/zAzJkzeeWVV7R9jh8/zvDhw7n++uvZsWMH48eP55FHHmHp0qWX+VKFqDgcC2sl4+N+TsXN0sdHiGrBq9wP8PIiIiLCaXtaWhrfffcds2fPpn///gDMmDGD1q1bs3HjRnr06MG///7Lvn37WL58OeHh4XTq1InJkyfz/PPP89prr2EymZg+fTqNGzfmww8/BKB169asW7eOjz/+mCFDhlzmyxXC8xxndIEEPp7gmPGRzs1CVA/lzvgcPnyYunXr0qRJE0aNGkVcXBwAsbGxFBQUMHDgQG3fVq1a0aBBA2JiYgCIiYmhffv2hIeHa/sMGTKE9PR09u7dq+1jewx1H/UYJcnLyyM9Pd3uIkRF5DjMBVLc7Alqxkevs78thKjayhX4dO/enZkzZ7JkyRK+/PJLjh8/Tp8+fcjIyCAxMRGTyURwcLDdY8LDw0lMTAQgMTHRLuhR71fvK22f9PR0cnJySjy3KVOmEBQUpF0iIyPL89KEcBtX2R1pYOh+ak2Pr9EAQH6hDHUJUR2Ua6hr2LBh2vUOHTrQvXt3GjZsyO+//46vr+8VP7nymDRpEhMnTtRup6enS/AjKiRXpSSSbHA/dVaXv7cXWflm8grNHj4jIYQ7XNZ09uDgYFq0aMGRI0eIiIggPz+f1NRUu32SkpK0mqCIiAinWV7q7YvtExgYWGpw5e3tTWBgoN1FiIrI9VCXRD7uptb4BHgr3/9yCiTwEaI6uKzAJzMzk6NHj1KnTh26du2K0WhkxYoV2v0HDx4kLi6OqKgoAKKioti9ezfJycnaPsuWLSMwMJA2bdpo+9geQ91HPYYQlZ2rWhJXBc/i6lJ/Dv5FgU9ugQx1CVEdlCvw+d///sfq1as5ceIEGzZs4NZbb8VgMHDPPfcQFBTEww8/zMSJE1m1ahWxsbE8+OCDREVF0aNHDwAGDx5MmzZtGD16NDt37mTp0qW89NJLjBs3Dm9vbwAee+wxjh07xnPPPceBAweYNm0av//+OxMmTLjyr14ID7ANcrTCWsn4uF2hFvgoNT65kvERolooV41PQkIC99xzD+fPn6d27dr07t2bjRs3Urt2bQA+/vhj9Ho9I0eOJC8vjyFDhjBt2jTt8QaDgQULFvD4448TFRWFv78/Y8aM4Y033tD2ady4MQsXLmTChAl8+umn1K9fn2+//VamsosqwzbI8TLoyS+0yIwiDzA7DHVJxkeI6qFcgc+vv/5a6v0+Pj5MnTqVqVOnlrhPw4YNWbRoUanH6devH9u3by/PqQlRaVhsplEbdLqibZ48o+opv2htLjXwyZOMjxDVgqzVJYSbqckdvU6HoWisS4a63C+vKMMT5GsEIFdmdQlRLUjgI4SbqUGOXq+T5nkepGZ81MCnwGyVn4MQ1YAEPkK4mTrUZbDJ+EgDQ/fLL8rwBBYFPiAFzkJUBxL4COFmalbBoNeh18lQl6fkFXVqDvSRwEeI6kQCHyHcTBvq0inDXSBDXZ6gLlHhbdRjMih/CqWJoRBVnwQ+QriZxSbjI7O6PEfN+Hh7GfA2Kn8KZUq7EFWfBD5CuJma3DHoZVaXJ2kZHy893l7Kn8ICswQ+QlR1EvgI4WbqsJZOp0Ovt98m3EddlNTbS49X0Q9CXbFdCFF1SeAjhJupC5IadDZDXZLxcTs142Py0uNlUH4OBTLmKESVJ4GPEG5mN6tLips9xjbwMRok4yNEdSGBjxBuVtzA0HbJCvnAdTfb4mavogC0UGp8hKjyJPARws1sGxjqtaEuT55R9eQq45MvgY8QVZ4EPkK4mTqspbcd6pIaH7fLs5nVZTSoGR/5OQhR1UngI4Sb2S9SWrRNUj5uZbVateyOUtxcVONTyYqb/9gaz0f/HpQlT4QoBy9Pn4AQ1Y2rWV1S3OxeZzPztOt+puIan4JKlvF59s9dAPRvHU6nyGDPnowQlYRkfIRwMxnq8rwNR84D0LZuIH4mr+JZXZUo42O7rlhaToEHz0SIykUCHyHcTA1yDDKry2OOn8sCoGNRlkTr41OJMj4XsvO16/L7I0TZSeAjhJvZzeqq5hmflKx8jp7NdPvzqhmSYF9lZfbK2MfnQlZxlic9VzI+QpSVBD5CuJntUFd1r/H5z09bGfDharacSHHr86qBQpAW+KgZn8oz1GWb8ZGhLiHKTgIfIdzMdlaXulZXNU34sOXEBQDeW3LArc+bXhQoBBYFPupaXZU28MmWwEeIspLARwg3s53Vpa/mGR+VWnPjLmqGRM34qDU+hZXo5xCXkq1dl4yPEGUngY8QblZos1aXoRrX+NgGe+cy893aiyY9pxCAQJ+ioS5tdfbKk/E5cCZDu56UkVfKnkIIWxL4COFmBUUdg41e+mo9qyvHZjo22PfWudpKyvhUplldtkXhCReyS9lTCGFLAh8h3EztFWMyVI9ZXSlZ+SzafUZbG0uVnV9odzvVTXUqWXmFJGXkAlA32AegUvbxycwrfv/iU3I8eCZCVC7SuVkIN8svyiqoBbVQdTM++YUWukxeBsDEQS14ekBz/oxNQAfsO5Nut6+7Ap8DiRlYrRAe6E1ogDdgO6ur8vwcsmwCn3OZeRSaLdrSG0KIkkngI4SbqXUkRi+9FvBU1eLmCb/v0K7/vf0Uj/RpzP/+2OlyX3cV6KoBV+s6gdo2NWCoTLO6bDM+ALmFFgIk8BHiouR/iRBupn64Gu2WrPDkGV0dVquVhbvOaLcNeh0XSsnquCvw2V8U+LSxCXyM+sq1OrvZYiW3wD5Iy8k3l7C3EMKWBD5CuJk6nGI06CkaYamSQ13nMvPtbnvpdaRm55ewtxszPqedMz5qjU9eYeUIHrJs6qPUmYG5BZXj3IXwNAl8hHAzNePjZSju42OpgsXNaw+ftbut1+lKDW7SSgmKrhSzxcqBxKKMT93iwKdBqB+g1P+UJvpgMs/+sdNpmMnd1PoeL72OQB+lYsFxlpwQwjWp8RHCzQptMj55eiUIqoqzuib+bl/Ls+9MOi/M2a3d9jMZCPI1cjYjj0KL1S0ZnxPns8gtsOBj1NMo1F/b3rVhTQD2nk4nr9CMt5fB5eMfmLEFgIahfjzZv/lVP9+SZOUpQY6/txd+Ji8uZBfIUJcQZSQZHyHcTKvxMeiqbB+fkhoBqt2G+zSvxc5XB7Phhf48P7QVAD/EnCTjKi+2eaKoQ3TT2gHaEBFA3SBf9DolI1TS7DLbAvTE9Nyrep4Xo2Z8/E0GfIzKn3HJ+AhRNhL4COFm+Vrgoy8ubq48k4nKxLa+58/HopzuD6vhg9GgR6fTaU0EAV77Z98lPV9yRi6vzNvD9rgLrDt8jsS0XJcztNSApU6Qj912vV6nrduVXkLm6eT54mU1TAbXGSF3URdZreFjxNeknIvU+AhRNjLUJYSbqUNdXgY96uzjqjbUdbZoCYXwQG+7WhpVw6KaGiheKBRgzrYEPryzY7mfb9qqo/wYc5IfY05q2x7p3ZjH+jVl64kUBrYOx8ugJyktt+i8fJyOEehjJDW7oMQht0NJxfU/59zYZdoV9flr1TCRVzS7SwIfIcpGMj5CuJmaiTBV4aGu5KLOyLVreONrdM6ORDUN1a4H+xnt7jtmsxRDWSW5GHr6dt1xur25nMd+3qYFRGrGJ8JF4KNmntJLGG47mFh8Xq6ez53OZSgZtVoB3lrGR4a67O2MT5W6J+GSBD5CuFmBTcanqi5ZoWZ8wmr4oNPpnO63zfjYDnUBbD1xodzPZ7xI477Fe5R+QurSDnWCfZ32CfRVEuAlZnySizM+7uoyXZIlexMBJfDxKQosc/Kr2HjpZVh7+Cy3TF3P8M/XejxIFRWPBD5CuFmBTY1P1c34qIGPt8v7bYMdx4xQeaeKp+cWEH0wudR9vL0MrD9yjphj5wFoHhZQ4jmpK7c7On62uMbHXT2HXEnNzif2pBIc1vQzau+f49pn1dmGo8rP+djZLL5ff9zDZyMqGgl8hHAz20VK1ZlFhVUu8Cke6gLo3yrM7n7b6eINQvwYYHN/eQOfp3/ZTnpu6Y9Zd+Qco77dpN1uVkrg4yqbY7VaOX6uYgQ+p1OLMxjXNg7F31vJVKlT3IX9cGmah7NzouKRwEcIN8svLB7q8vbSF22rWsMUZx0yPl+N7kqTWv4u99XrdXz3wDWM7dsEsA98CswWvl17zK6w2FH0wbMl3lcSNViwFeqvnOvaw2eZvSkOq83wY0pWvl0NTU6Bucxdnq1WK58sP8Rf2xLKfZ6unM9S3tv6NX25tnGI1sDwarcCqExsg0OpfRKOZFaXEG6mZnyMBj3eRcMUVS3wUYe6atdQioiNBj1hgd4cs8maOPI3KX+OdiWkMvLLDdzWpR6p2QW8v/QgxiUHOPzWDaw6kExkiC/NwmoAl7a467RRXVxurxVgAmDryQtsPXkBP5OBEZ3rAcXBmK/RQG6hGatVyfqE1bj4tPa9p9P5ZPlhAG7tXM9lzVN5pGQphc31ayp1SjW0wEeGulS2S3pIgbNwdFkZn3feeQedTsf48eO1bbm5uYwbN47Q0FACAgIYOXIkSUlJdo+Li4tj+PDh+Pn5ERYWxrPPPkthof1/2ujoaLp06YK3tzfNmjVj5syZl3OqQlQYtg0MTZVsjaiyOnleaVRYz6aIuOAiC4AGFH2AbzyWQuzJC7z49x7eX3pQe+z2uAs8OHMLAz9aQ3Z+Ib9vjef1+Xu1x6vPNf2+rtq2axuHOD1PTT+Ty+dXgzTVygPJWmClDiMF+HgR6KMMie05lVbq61Fl2WSwzmdd/rIc54t6JIUGKBmqgKLslaeX0ahIbN9zyfgIR5ec8dmyZQtfffUVHTp0sNs+YcIEFi5cyB9//EFQUBBPPvkkt912G+vXrwfAbDYzfPhwIiIi2LBhA2fOnOH+++/HaDTy9ttvA3D8+HGGDx/OY489xqxZs1ixYgWPPPIIderUYciQIZfxcoXwvILC4iUrvIu67uZXkg6GFouVzPxC7cPflXOZeaRk5aPT2dfSNKnlrxXluhLgXXr2ZP2Rc9r1j/49xLfr7ItW17/Qn5x8M74mA6uf7ce5zHzOZ+ax+XgKAP7k0EZ3ksYnTsDpPDD6QZ0OENkd9AatHkn1z87THDuXyT/jemsZBH+TgQBvL9JyCliw8wz9W4WXes4AuTbZvLcX7eejOztd9DGlUYe6Qv2VAK6GT+nT8KujbJt6J8n4CEeXFPhkZmYyatQovvnmG958801te1paGt999x2zZ8+mf//+AMyYMYPWrVuzceNGevTowb///su+fftYvnw54eHhdOrUicmTJ/P888/z2muvYTKZmD59Oo0bN+bDDz8EoHXr1qxbt46PP/5YAh9R6RUUDXV56W0yPgWVI/B58pdt/Ls3iVX/60dkiJ/T/dviLrA9LhWAyJp+Wo8ZgEk3tEangzu7Rbo89sUyQtuKjgs4BT0q9fkahvrTMMSPwoRYJnr9Ti/9XjrqjuKls8BahwcFNYChU2hQd6DT8facSmdHQmrxEhHeXgxpG8FHyw6VOcNi2wn6r22nLjvwOVGUTZOhLtesVqv9UJdkfISDSwp8xo0bx/Dhwxk4cKBd4BMbG0tBQQEDBxb/AWnVqhUNGjQgJiaGHj16EBMTQ/v27QkPL/6mNGTIEB5//HH27t1L586diYmJsTuGuo/tkJqjvLw88vKKu6mmp6dfyksT4qpT63mMXpUv47Not9I/ZvbmOG2NLdXuhDRum7ZBu90i3GbmlLmAkPhlvKefBwt3QU4KeHlDrZbQqDe0vdVu0VBQPtgTLuRot1ceKHnK+g8PXVt848IJ2PYj7JmD14UTPG3zV+6cvjahTbug86+tnENcDKTFwW+jiLjmEWr7D+Fsln3m5LZpG+jcIBhQ6pDqFg2p5ZWxLutKZ2KOJiszltRsmjpEKENditwCC7alXxL4CEflDnx+/fVXtm3bxpYtW5zuS0xMxGQyERwcbLc9PDycxMREbR/boEe9X72vtH3S09PJycnB19e5+diUKVN4/fXXy/tyhHA7NfXub/LSrleGjI/t2lcpmfa1KjFHz3PPNxvttjUPVwqQObQUlv4fnD/ifNDUODiyDFa8Tq+2t/H9sPt4aLGS0bi2cQgJF05d9LyahQVwXbMQOPQvbPkGDi8Dij75jH7QfDA0GwhNrqNWcAOHF5UDq9+DdR/Dlm/5MjiBO7Luw+pQ/qhmsU6l5miLgpZ1iQjbqe8h/q7ri8qq0GzhWFE/oeZFBd7BvsoxU7OLfyZn0nIY8OFqsvPN/Pxwd3o3r3VZz1uZZDn0M5KhLuGoXIFPfHw8zzzzDMuWLcPHx7nluydNmjSJiRMnarfT09OJjHSdUhfCk9Rv5n4mQ6Uqbk5MK54i/NvWeMYPak6dIOVLyKbj5532bxlqggUTYet3yga/UOh4DzS+DmpEQH4WnNkJBxbAibXo9vxJf/5kb6tBnGj9GGtyalz0nD4cGsZw80r47ClILV6ni6b9odMoaDkMTK6n0QNg9IWBr0J4W/hrLN1Sl/C0wZ9PzSNd7n4hOx+foh5EuWXI+FitVt5bclC7fblNBuMv5JBvtuBj1GvF3GptUkpWPmaLFYNex+v/7CO76AP/vu82ceKd4Zf1vJVJlkPmSzI+wlG5Ap/Y2FiSk5Pp0qV4OqjZbGbNmjV88cUXLF26lPz8fFJTU+2yPklJSURERAAQERHB5s2b7Y6rzvqy3cdxJlhSUhKBgYEusz0A3t7eeHu77hIrREWi/mEO8PbShrrKOmziSc/P2WV3e3dCmhb4pDjMVvIjl+u3PQlnlEkNRD0J1z0PPg4LljaMgh6PwZldsPZD2DcP/xPLaHtiGSGBHTmk70m0pSMXUB6nw8ITnYyc3b2cwfqtDFi9E5216L3zCYLOo6HbQxDatHwvrv3tSvbnnyeZYJzDLmsTVlk6O+2WnW8u/pmV4QNV7Wekyi2wYLFYtaVKyutI0TBXk1oB2jFC/E3odWCxKoXPYTV82F3GGWdVkeOQX7ZkfISDcgU+AwYMYPfu3XbbHnzwQVq1asXzzz9PZGQkRqORFStWMHKk8o3p4MGDxMXFERUVBUBUVBRvvfUWycnJhIUp3VqXLVtGYGAgbdq00fZZtGiR3fMsW7ZMO4YQlZXFYiW76APT39tLy/hU9D4+uQVmdsSn2m175tcdzHm8J23qBmrTtJvU8ufsubP8aHqHoDNHwBQAd8yE5oNKf4I6HeDOH+DcYVj3Cez6jTrpO/nYtBOAVGqQYzUSQgbeBwpAnVRmBRr0hC6joc0IMDkXXJdZl9FkxW3Hf8d3vGf8msF572oBl6pvi9ra2lhlCVbfWLDPaVtOgdllA8WyiE9RhgEb2zSDNOh1hAZ4czYjj7MZSuCjFjxXR+qSI7VrKO9JfqGFvEKzXbdwUb2Vq49PjRo1aNeund3F39+f0NBQ2rVrR1BQEA8//DATJ05k1apVxMbG8uCDDxIVFUWPHj0AGDx4MG3atGH06NHs3LmTpUuX8tJLLzFu3DgtY/PYY49x7NgxnnvuOQ4cOMC0adP4/fffmTBhwpV/B4Rwo5wCpfkdgL+3QWtgWNEzPtvjUp2+OecUmLnhs7Vsj7vAgTPKZILIID1fGT+is/4IVt+acP8/Fw96bNVqDiOmwoQ95PV6lhOGhgAEk0EdXQreugLQG0kN6cTOpo/BuC3w0GLodO/lBT1F/Ie/jaVWK2rr0njT+D1arVCRD+/oWDzUVYaMz4JdZ5y2Xc7Qy4VstYePfa1Q7aKePmqGybHOpaCSFM9fCWk5yntUL9gXtVekJ5cYERXPFf9a8PHHH6PX6xk5ciR5eXkMGTKEadOmafcbDAYWLFjA448/TlRUFP7+/owZM4Y33nhD26dx48YsXLiQCRMm8Omnn1K/fn2+/fZbmcouKj11mEuvU7oAq0tWVPTAZ+/pkodObi2ayaXDwpvWaUQa9pGNL36j50LdTpf2hDUi8B70Eo0GvQR5GUoRtLlAGc4KiiTY4EXwpR25dEYf9LdNp+CrAQw3bOZP8w5tyOvJ65tRu4a3FnyU52d2z7WRzN1+mpwC82UV26pDio5NGGvX8IYzSsfsQrOFM6n2K5LnFpgvuoJ9VaEGOSH+JgJ9jKTlFJCeU0BYjYpVlyo857IDn+joaLvbPj4+TJ06lalTp5b4mIYNGzoNZTnq168f27dvv9zTE6JCybKZ0aXT6TBpa3VV7DqEA4nKWlkTBrbgi1WHXfbcedIwl8jTi7Hqjejv+vnSgx5H3jWU4mN3qduZPQ3uo3P8D7zs9RPr8ttTgBddGgYDaBmflKx84s5n0yDUdabJNiP0/NBW/Ls3iZwC82XVnKhBl+PsMLXA+WxGHkkZeRRarHjpddritzkFZq3RYVWnLjIb7GskyFcJfNJyZKq/KFY9vgIIUUHYNsIDKkXGx2yxkpSuZBDqBPkwtF0dp33667cx0TgHAN2NH+HT0rkZYGXS8d7JnLUG0USfyKSQaN4b2YHrWyo1iep0doAJv+8o8RhqQ0GdDgJ9jFod1Ldrj7Fg12nG/ri13EMwWsanlMAnoagOqF5NX/yLGjpWpyndqUXvaaCvkUBf5f9Zugx1CRsS+AjhRmrg41e0PIPJJvCxXQ28orBardz25QbWHlaWi6jpb8LPaF8k2kR3ms9M09BhhWsegS73e+JUryi9bxA+wyYD8GDh79zZ2ltbXNS2SLa09bqW71dmppoMertZXKsPneXJ2dv5d18SP8WcKNd5qYFPiONQl1rjk5nH4aKZXw1D/bVO1rZ1RV9GH+W9JQcq5O/blaAGk0FFGR/bbUKABD5CuFV6URZAHXaw/RC92JINnpCeW8hOm9lcNf2Mdh+iAWTztfEjAsiGBlEwZIoHzvLqqHHtaKjbGV1+Jqwobo7qbZPxCfZzPXyUV2hm0l+7i64r2bwXb2gNFK9cD/DBv4dKXb/MUUpWcf2KrfBApX7l1IUcdicowVj7eoHaDDQ142O2WHl3yQGmRR+tslPeM7X/Y14S+AiXJPARwo1sv41C8VAXVMwmho59aIL9TNqwF1j5wPgVzfSnSTHUgjt/BK/L60xcoej1MOw95fr2WXBqG2D/M4us6bq+Z+9p5yVzopqGutz342WHynQ6Vqu1xBofdXmQw0kZ7ExIBaB9vWB8jfYZH9ugdVdC1Qx8bPtkqYvpSuAjbEngI4QbOQY+JpuZNhWxl49j4FPTz6hlrR43zGeoYQt5Vi9yRsyAgDBPnOLVFXktdLgLsMKSF8BqRafT0adoCQjHFd1Vju8blLxcxcGkjDKdSnpuIeaiYmXHTFPjWv6YDHqy8s1aIXqH+kHaUJdaaG3bOVrtCVTVZNrU0UnGR7gigY8QblQc+ChFl3rbFdorYOCTnGE/LTrI18jLN7amn9ce/uf1GwCmmz6gXvu+njg99xj4mrLmV/wm2P0nADd1qAuU3JPnvM1aZj8/3B0oOfCpUcZmhheK6nv8TQZtCEvlZdBri5YC1AowUSfIR9vvZNGK7rn5xb9j6uynqkadNefvbSCwKPCR4mZhSwIfIdwo3SHjA8VDJxUt42O1Wpm1KU67PXlEO7wMenqGZjOjxnQMOit0Ho2u6wOeO0l3CKwLfYrWAVz2CuRlanU+0QfP2tVAAZzLzOPleXsAuPuaSG2BUMdgRXXsXBZpZQhCUrJdz+hStapTvLZZu3pB6HQ6OtYPAmDJHmUB6OyC4ozPhWz7ZUaqCm3mpEkyPsI1CXyEcCPHoS6wn9lVkSzdm8Tm4ykAvHJjG0b3aKisZ/XbfehyUqBuZ7jhA7T2uFVZ1FMQ3BAyTsPaD+yCmOf+LF7D7Pi5LD7895A2JOXYYXnxM3345dEePNirkd32O7+KuegppGS6ru9R9WhcXEPUKTIYgH5FU/DVqfS2PYRSq2gwoHat9vf20jI+EvgIW9V3QRchPMBV4FNRMj77Tqcz6e/dTBzUguta1GbjseIV14e1jwCrFRb+T1lR3S8U7vwJjNWkG67RB4a9C7/cDRu+oOYNw7S71MzJnlNp3Pj5OruHNQixL35uXUdZ+6tZWAC7EtK0GV0HkzLIyC0oscng9rgLLC7K2jh2bVbd0a0+tWqY2HQsRQlSQSvuzcorJK/QzEt/79H2Ty0l47Pp2Hky8woZ0Dq8xH0qqqy84rXw1P9nal2aECAZHyHcqvSMj2dndb25cB8741MZ8/1mog8mM2/HKUDpOlwnyBdiZ8COn0Gnh9u/h+BIj56v27UYCs0Hg6WAFrGTUdfxys43k5ye6xT03Nu9ASM613N5qNo1vJnzeE8+vbuTtu3EOdfFxoVmC7dO28CcbQkAhJaQ8dHpdPRvFc6kG1oTWtTXx7+oX1RmbiHztp9m35ni2WYl1fhYLFbu+nojD/+wleT0XJf7VFRWq9Um42MgoOj1Z+dL4COKSeAjhBul2XSVVam9fDw91GXbz+6BGVu4UPTBOLx9HYjfAoueU+4c8Ao06ef+E/Q0nQ6GvgMGE8Fn1jJCvx5QZhE5Bj0Azw9pddEVwW/pVI9uDWsCcPx8lst9HLMVJdX4uBJQtEp7Zn4h57LsZ5qlZOVjsTj3jkqxyQRVtiGi9JxC7fc40MeIn0l5/WoWSAiQwEcIt3I51GWsGENdjWr5O21rUyeQBt6Z8Pv9YCmA1jdDr/HuP7mKIrQp9FUCwDeMM4lAGQ5Mdpi+PrxDHYJKaG7oqF5NXwAS03Jc3u8YfAT7OhzXaoXE3bDuE1j6IkS/C4eXg7mQgKIZY1YrnDhnH1gVWqxOwRDA0aLOz+D5YLy8TqUq72GIvwkfowE/k2R8hDOp8RHCjVwOdRkqxlBXodn5Q+79kW3gj/uVot5aLWDEtOpRzFya3hPI2rOAwLM7mG76mLvzXyYX+34+apfmsogo6rqcmOYchICLwMc243NmJyyZBCfXOz8wsD6+1/8fEATo+H1rgtMupy7k2K1afuJcFnd9vVG7rc6QqixOFwU+dYOV16RmfLLzzVgsVrulQ0T1JRkfIdwkt8CsZXVcZXw8/e0626EnzTMDmtN270dwch2YasBds5SV0qs7gxeM/JYUawCd9Mf43Pg53hQPD316dyfqBvuW+XARQcqH9PfrjzNj/XEsFivRB5M5n6kEQraBT/OwAGXoEWDrDPhmgBL0GLyh5Q3Q8ynoeI9SfJ6egG7eE3xj/BB/XGeTxny/2e72pysO292+nJXkPeF0UdasbpDy/qs1TlByzyVR/UjgI4SbqB9gBr1OG4IAKkwDw1yHD7nbTJsg5gvlxohpULuFB86qYvKPaI7XPbOwGkwMMmzjR9M72rBXn+a1y3UsNeMD8Pr8fUxeuI8HZmxh1LebgOLGhT2ahLBs4nXKdPY1H8CC8crwY8vh8PQ2uOcXGPwm3DodJuxTGi8avBlk2MbvpjcIQ5lB9t7IDnQsmu7uZdM5PD4lm7+3n7I7t8xKlvFRC7bVNgI+XgYtQZklw12iiAQ+QriJVtjs46Wt9A3Fxc2ervGx/UYcFZBEw3XPKzd6jYc2N3vmpCqwwFb90N03B4upBt31B4j2n8ScjlsJ8SpfY8DwIPuWADPWnwDgQGIGFouV8b/tAGyyhOs+hpXKyvFc9wLcPQuC6tsf1OgDvSfAg4vJ9Q6lrf4kP5reoZ5PPv1a1ebDOzoAUGDzO+dYpwSVrzYm02adLlA6o/sV9VzKlgJnUUQCHyHcxFV9D1x8qMtisWK1lm3l9vxCi8tandKcSs2h3/ur2HBUyVjU88nnp4DPoSBLmb3V/+VyHa9aadwX/dhVUK8rPuZMuh78CN5vBr+Nhj1zIC/zooewzfg4avJ/i7TrzcICYMt3sPw1ZUP/l+H6SaXXXNXvis9/VkBABK308axsMIMwPwO1iqa7ZxT19wHX9TyZlSxYsF2nS+VXdF0yPkIlgY8QbqKm4Z0Cn6I+PrkuahAycgvo894qnvpl+0WPn19o4foPorllqotCVwfZ+YXM33mag4kZvL1oPyeK1nLSYeGf+j/jlXoMgiJh5PdKTYsoWa3m8NC/cMtUCGkKhTmw/x/486GiIOg+2DsXClz3xClpoVNbIf4mnq2/Hxb+V9nQ53/Q939lO7+QxnDvb2D0wztuNSz8L4HeXhiKCn1Tsws4k5bDV2uOOj00uxxDXcfOZvLL5jita7UnZObaZ3xAWdsMZEq7KCZ/0YRwE8cePqvjV3M66zS1a3QGIDHN+YPxp40nOZWaw6nUHHo3i+PObpElzkw5ejZT2ze3wKwtqxCfks2PMSd4qHdjgn1NnMvM49u1x/gh5qTTMSZ6/UlownKlWPbOH8E/1Gkf4YLBCzrfB51GKTOt9s1Vgp0Lx2H/fOXiHQRtR0CPJyCslfZQo+Hi3z9H1T4Gc14ErND1Qej/UvnOr24npenkr/fCth/QhzSmpl87zmXmE3vyAh8sPcgxm+nud3Stzx+xCXy47BCP9m1S4jpjtvp/uBoAHXD3tQ3Kd35XSFaec+Aj63UJRxL4COEmjkNdT658EoCHGn0KQPwF+8692fmFvLfkoHb7hb9242sycEunemw+noKv0UD7okUoAVYfOqtdT80uICJI+bB6fFYse06la8sjbItLdXl+YwxLecprrnLjxo+gXpdLfKXVmE6nBBl1O8GAV5X+OnvmKKu6pyfAth+US4th0Hs8NOgBwF3dIvl3XyK/jo1i/5l0DiRmMH21koHpoDvKk0lvgbUA2twCwz+8tJYCLYcpDRgXPwfLX+P2gBeYntmBJ2Zts9vtnmsjGdquDn/EKtPfl+xJLLEDtSsv/LWbgW3CteE0d8pQAx8fm8CnaImP0pboENWLDHUJ4SYl1fj4+CjftKMPnuVIcgYAceezuWO688KVm46n8M2aY9z5VQw3fbEOq9WK2WJlV0Iq7yw+oO33yI9btBW/95xSlinYFpdaYtBzl/dGXjf+AMD5a59Vshfi8uh0UKcDDHodxu+GMQug9U2ADg4thu+HwHeD4cAi3r2tHVteHEjLiBqM6FyPIW2VNbI66w4z0/Qu3tZcpd7qtm9Af/HsS4m6/we6PwbAf7M+oovukNMuNf1MRDUpzvTtcFh93hXHDtB3TI/hnq83snDXmUs/10ugDnXZ1vgES8ZHOJDARwg3SS8h8KkTXPzNeOWBZABe+GsXe0+n4yi3wMxbi/Zrt7PzzTz2cyw3f2Ff17PnVDpzd5xyfLhL7zXewTt6Zdr6wYb3EjrsxTI9TpSDXg+N+8BdP8OTW6DLGDCYIH4T/HoPTOuO1/oP4cwuyLlA7bx4Jnj9yW+mNwjRZZJdq4PyWK8rkEUZ8ja0GIbRms83pg9poEuyu7tlRA1MXnrGXd8UgJkbTpBwwfU6YqpzmfYzwo6fyyLm2HnGzd5WwiOuDjW4qWEb+PhJ4CPsSeAjhJuUlPEJ8jVqfVWS05UPkOMOywuo/tpmH8z8uy+RZfuSXO67KyENAB9jSf/NrazpuZM7z7yHzmqBLmNoOWaqdGa+2mo1h5s/U7JAvcaDdyCcOwQr34Sv+sC7jag/qw/PeP2FSWcmq+lw/B5ddOWaR+oNMPJb8mq3J1SXwQ/GdwglTbu7SwNl7bBg3+IO0Sv2J7s81N7TaZxKzSEupfTAyB2SM3I5lZqDTgfNw4vfKzXjU9KirKL6kcBHCDexDXwcp6ff1EHpxptU1EslvJQpzrYm/LazxPv2nEpj07Hz5BY4T2/3JZcVjWbRYNu7yoZe4+GmT5XMhHCPGhHKMNiEPXDz59B0APgU1WwZTJyv1Y3t3T/B/76r0DHbOwDjfX+QqA+nsT6JGab38CeHHx66lsgQPwAKLMW/N14G52A4+mAywz9bR693VmpBtidFH1Bq3FpHBNp9udBqfCTjI4pIcbMQbmIb+FisxR8qVqyEFQU6SenKzK7yFob+9PC1jP7OfvmBg0kZdusuqVrp4vjEOJWmifGgMyjdfqOeKNfziSvIJwi63K9crFYozAMvb0J1Oq7mnDp9UB1qjp1PxteD6MBxfqvxCe0aDtXuv71Lfa24/qxDc0OzxcoDM7Zot6dFO0+Fd6esvEKem7MLgGsbh9jdV5zxkeJmoZCvd0K4iW3gY7ba9xRRm9jtSkjltX/2sj3ugnbffwe14LexPUo87m2d69GneW1qBZhK3AcggGye9fqV+aYXaaWPh4BweGCBBD0ViU6ndF1203Cjd0RLTGP+It/gT7uC3fDTrZCrZG/CAn14ekBzAD5ZflhbOwyKA3SVWuPzv8EttBXRVesOn7uaLwGAA4nF9XCD2oTb3admf9Il4yOKSOAjhBvEp2RzJFnp4hvoa6TQUtwYzoqVDvWDiAzxJbfAwswNJzhftD7TLZ3q8mjfJrSrVzxtvU/zWnbH/uiuTgDMeqQHwzvUYfnEvjzRr6l2f03SedzwD2u8xzPO6x+MOjO0vhn+sxYa9rxaL1lUEt4Nu2F6cL6SeUrYDD/cDFlKF2/brtIvzd2jXb9t2gaXxxrSNoKdrw6223bfd5uuwlnbO3ZWqYlrUtufXs3s/3+oxc2OWStRfUngI4Qb2M5uccr4WMHHaGDavV2dHndH10h8jAa7b9F9S1gEs2VEDabe24VmYTV4bkAjjj+o55+6M9no/STPG38lRJfJKa/6pN48E+76CWqEuzyOqIbqd1Wm2/uFwpkd8O0AOHeExrX8tV3UIvozaTkkprvuQt24lj9Gg57NLw6w255WSmFxfqGFU6muV48vK3UyQM+mzoODauBzOi2Xb9ceu6znEVWDBD5CuIFt8WeQnxHzKZtpvjt/gZMxtK8XyG1d7BvF+XsrAY/toqb1avpq11tF2BS9pp+BHb/AHw/C+03R/XI3HVL+xVtXCHU7w4jp1Ju0k+Aut17hVyeqhDod4MHFENxA6Tj93UBa5RYXzxdarDw5exufrzxi9zBTUefpueN6aau9B/rYz1x8d+kBXPlhwwlavLSYXu+sJPZkyiWf+umiwCmypp/TfUE2s9PeXLjf6X5R/UhxsxBXiTpzyy5o4Sw1frud8yfXQENlRW3zgQWw7Q8Iacq7He5lPeEkoRRo1rDpQPvN/d3YFneBoW0jmP1od2au2Mkbnc/D4hfg2Co46/DhElgPWt0IHe+WLsyibGq3hEdWwC/3wKmtBM+5g0cMd/Gt+QZAxwIXDQmXjO9DYnounYpaMkDx+nOqzcedg5p9p9N59Z+92u3pq4/xzf0hTvuVxZmi5V4igpxnQ6oZH1V+oQWTl3znr84k8BHiKnnql+0s2HVGq8npo9/FF8bP0R3PwmwsnrVlbtQLDsdAylGM0ZPZ4K1jvaUd0ZZORJwzQX4IWAoZRCKDapyEeZ/QM2ErPc8fhtO2z6hTMjtN+ikBT93OMj1dlF9AmFL0Pu9JdHv+5CXjLLrr9/N/BQ9zlppOuzepHUCT2gF223QOxdnZeYWk5RRohcaHkzK44bO1dvuUpwbn27XHmLnhBLMe6U7DUH8SLigZn7rBvk77Gg16/nwsituLOqGfy8xzuZ+oPiTwEeIqiE/J1r4drz18joH6WKYaPy0aduqC+YYpsOJRAAq7PgC3/KAsbLn9ZwxxMfQ17KavYTf8/lPpTxTSBBpfpwQ7jfuC36V9YxbCjtEXRn4LDaOwLpnEILbRXX+ADwvv4Bdzf/JRApifHr62xEO8fGMbJi/YByj1NR1f/5ctLw7E5KVn0MdrnPZ37P5cGnXI6rr3o7VtOh00DHEe6gLo1iiEOkE+nEnL5WyGBD7VnQQ+QlwFG4+d165H6fcyzfgJJp2Zwla34HX7t5izi7stF1oKwTtAWR+r831knTnI7uWz6Gjei29WAhRkg04P/rUhuCGENoN6XZWLrJ4urhadDq55BF1kD87NHkut9L28bvyBsV4LmFU4AN9r7qNPCYX2AA/3bkwNHy+e+3OXtu2at5bz7JCWLvfPLTC73K4yW6wY9DryC50bcgKMiWqk9cNypXYNb86k5XLfd5vY8cpgDHrpUF5dSeAjxBVmtVqZUrRgaDNdAl8ZP8akM3MwpD8t7/geDF52s7oKrYV2j/ev05Ieo99w6zkLUaKIdtR6Zg2Hlkyl6b5p1MtK5Dnj71h2/AmZ/ZWAveUNLtcRu7NbJD/GnNAWygV4f+lBl09TUkADsHRvIv/5KZbIEF+7Kfa2/ju4Rakvo3ZRU9CM3EJijp6nt0NbiNKcz8zjzYX7ub1rfafp8qLykcBHiEtktlhZtPsM1zQK0Yoq1W0pWfkEksXvNT4hMD+bvDrX0PKhX8Cg/JezDXzMltK/6QrhcQYvWgx/BgaPJWHdLCzbfqZBxnY4sly5+IYoRfTdHlLWIrOho+TMitGgo8CsTAJQ/3XlPz/FAhCfkkN8SlE9T5APp9NyMVHAbb47qLF0MZw/qmSqwlpDy2HKMiBF9Ua2GZ7zWcXDailZ+WTmFtIg1PUwGcDf209pl/1vDMXXoUmjqFwk8BHiEk1ddYSPlh2ibpAPGyYpfUs+X3mYT5YfBqy8Z/yakPzTENwA7/t+UzryFrFtYGh7XYgKzehL/esfgesfUYKMHbOVS8Zp2DgNNn4J7W6Dvs9BWKtSD3VNo5rc3LEuL89TZnblFJi14SxbeYWuvxi0rePPs2Gb6B33JbWt6bDd5s6T62HLt1CnI9z0GdTthNlSHFitPXyOZ37dYXe8zS8OIKyGfTbJYrFy//ebWXekuPv0igNJ3NihbqmvTVRsMuVDiEtwIDGdj5YdApTCzUKzBavVWhT0wAOGpQw1bAG9Ee74wakWx26oSwIfURmFNoUBLyuLrN77B7QYClhhzxz4sicsfRHyMujWqHgmWGSIfVGx4+yvmRtOOD2N2pzQVn3dWV5Jnsit8e9SW5eONbAe9HwaRn4Ht30L1zwCpgA4s1Npxrj1e/Q2AdWfsQlOx9xy/AJmi5XEtOLmjCfOZ9kFPQBPzt7O39udHy8qD8n4CHEJft0cb3e72YuLefvW9gC01R3n/7xmKXcMectlDx3b4S3HGh8hKhW9AVoMVi6Ju2HVFDi4EGK+gL1zefbmr/A3NWN4hzq0rhPI+iPnmLxgH6/e1Barw+jWot1nGN2jIXd/HUN4oA+3dKrLYz9vs9vnev12PjVOJTA7G7wDod8kdNc+Cgabfj0d7oB+k2DBeNg/HxZM4J1OT7CcnlhL+L5v2119+n1dSUrPteszZGvCbzu5tXP9S3q7hOeVK+Pz5Zdf0qFDBwIDAwkMDCQqKorFixdr9+fm5jJu3DhCQ0MJCAhg5MiRJCUl2R0jLi6O4cOH4+fnR1hYGM8++yyFhfZ/+KOjo+nSpQve3t40a9aMmTNnXvorFOIqCPQ1Om37v793E2i08JHxS0w6s9JL59qxLh8vGR9RJUW0h3tmw6g/oWYjSE/Ab9bN/M93Pq3DlV4/vZrVYsn4vrSrF0T7+kH89PC1tAxXOpDXCfLhUFIG2+JSWbwn0SnoecCwhG+NHxCoy8Zcrxs8tk5ZZNfg/P8R/1pw509KAASE7pjG2iY/483FV2l/7OfYEoMe1YUsWe29sipX4FO/fn3eeecdYmNj2bp1K/379+eWW25h717lF2TChAnMnz+fP/74g9WrV3P69Gluu+027fFms5nhw4eTn5/Phg0b+OGHH5g5cyavvPKKts/x48cZPnw4119/PTt27GD8+PE88sgjLF269Aq9ZCEun9Xxq2qRx62/0VKfgMWvNtz0aYmrbNsGO44rtQtR6TUfBI+thw53g9UMKyfDz7dBZrLTrn2a1+bh3o0BZfbWjvhUp30MmHnNayavGX/EoLNi7Xw/hoeWQM2GpZ+HTgf9XoARX4Lei/qnl/CTaQrBZABwX48Gl/wSO09e5rIjtaj4yhX43HTTTdxwww00b96cFi1a8NZbbxEQEMDGjRtJS0vju+++46OPPqJ///507dqVGTNmsGHDBjZu3AjAv//+y759+/j555/p1KkTw4YNY/LkyUydOpX8fCV6nj59Oo0bN+bDDz+kdevWPPnkk9x+++18/PHHV/7VC3GJUlx82+uiO8RYwwIAdDd9rHzjLIFkfESV5x0At06HW6aCl6+yrMr03nAs2mlXf2+l6qLAbLVbBR4gkCyWhn3BA17/YkEHg95Ad/NnrrM8Jel0L9w3B7MpkGv1B5lnepluugO8OaI9v47tcdGHTx7RjhX/vU5bl0w1f+fpEh4hKrJLLm42m838+uuvZGVlERUVRWxsLAUFBQwcOFDbp1WrVjRo0ICYGKVVeExMDO3btyc8vHhV6CFDhpCenq5ljWJiYuyOoe6jHkOIiuBCthL4vHJjGza80B8f8vjAOB2DzsrOkKHoWt9U6uNta3xkOruosnQ6pc/P2Gio3Royk+DHEbD8dTAXr9iuLsbrqEdgCmtqvkmz9E1g9EN/54/Q65kSM6mlatIP84OLOU1tGuqT+cN7MvzzFN1Dsu12e/GG1k4P7du8Fk1rB7D+hf68cmMbbfu2uAvlPw/hceUOfHbv3k1AQADe3t489thj/P3337Rp04bExERMJhPBwcF2+4eHh5OYmAhAYmKiXdCj3q/eV9o+6enp5OTklHheeXl5pKen212EuFpOpSozP0IDTNQN9uXXZstpok/krC6Udg9Pv+jjbTM+BZaCUvYUogoIawWProQuYwArrPsIvh8KScqSFgHejvNsrCwdeJZf9S8SnHMSAuvDQ0uhzc2XdRqmOu0Ie3YL1k6j0GGFbT+i+6wzqxv/SJR+L2ClS8Ngp8c1KFoKo3YNbx7s1Yhv7+8GwN7T6Rw7m3lZ51QR5OSbeebX7YybtY2M3Kr/96jcs7patmzJjh07SEtL488//2TMmDGsXr36apxbuUyZMoXXX3/d06chqoHftsSxMz4Vg15H14Y14dQ2Op76BYCQu7/E4O+8kKMjuwaGUuMjqgOTH9z8GTTtD/OfhlNblaGvLvcT0uRewIoeK110h/iwzkoarlunPK7+tXD3LGXx1CvAy78mjJgGXe6HFZPh5DoanlnCL6YlHLNE0ODEWDY+eRsp+lBmbz7JoDYRdtPudTod7esHabdHf7eZb+7vRtMwf7y9Kmdjw/G/bWfpXmUikpdBx6d3d/bwGV1d5c74mEwmmjVrRteuXZkyZQodO3bk008/JSIigvz8fFJTU+32T0pKIiIiAoCIiAinWV7q7YvtExgYiK9vyQvLTZo0ibS0NO0SHx9f4r5CXKojyZk8P2c3AB3qB1E/0Ajzn0ZntUC72zG0HFKm49hNZ5caH1GdtB2hFD63vkkpfI6dQZM/BrHT+1F2eT/Cn95v0DBlndIDq9//wQMLr1jQY6dBD3hwIfxnDQWdHyBH50cTfSJeq94g4rsutFn1CG+2TuC6Zs7r4YX4m7Trp1JzuOGztdw5PabESQ+qi93vCbkFZi3oAZi34zRn0koeXUnPLbjoumoV3WU3MLRYLOTl5dG1a1eMRiMrVqzQ7jt48CBxcXFERUUBEBUVxe7du0lOLq7sX7ZsGYGBgbRp00bbx/YY6j7qMUri7e2tTbNXL0JcabsSUrXrNf1MSrfaxN3gEwxD3ynzcWx790jgI6qd4Ei462clqGk5HKvBRJAumwBdLlZTAHS6D56IgX7Pg5fp4se7HHU6YrzlU3xfOAw3fw6RPcBqgcNL4Ze7lWaMO38Dmy8rRoPzR+fOhDTiUrKdti/YdZrZm+KYv/M0LV9ewoJdFacgOi2ngFYvL3Ha/sKc3Zxw0TgyLbuATq//y4ip691xeldNuYa6Jk2axLBhw2jQoAEZGRnMnj2b6Oholi5dSlBQEA8//DATJ04kJCSEwMBAnnrqKaKioujRQ6maHzx4MG3atGH06NG89957JCYm8tJLLzFu3Di8vZUF5B577DG++OILnnvuOR566CFWrlzJ77//zsKFC6/8qxeinDLzioOU4LxTSrM2UBoVBpS8UrUj24yPlYr3LVAIt2jUGxr1RleYx7mTe/HyMhJcv7W2pp1beQcow19d7odzh2HbjxA7E87uh7/HQsznMOx9aKh8CW9bN5C9p+1rSc9l5tMw1F+7nZ1fyJOzt9vt88b8fRVmyYsHZmx2uX31obM889sO5o3rpW3bfDyFh3/YgsUKBxIzsFqtTp23K4tyZXySk5O5//77admyJQMGDGDLli0sXbqUQYMGAfDxxx9z4403MnLkSPr27UtERAR//fWX9niDwcCCBQswGAxERUVx3333cf/99/PGG8UrUTdu3JiFCxeybNkyOnbsyIcffsi3337LkCFlG0IQ4mqK177RWXk07XMozIFGfaDTqHIdx7aux2IteVVqIaoFL29qNe1CcMP2ngl6HNVqDoMnK8txDHgFfIKUzO6MobDoWSjIZdYj3Z0eNm6WfcPFaauOOu2TnJFHgdnz/+cz8wrZHpcKgJdeR4uiBpOqnfGpPPfnTnbGp3I2I487v4ohI7f4i192fuUd7irXb9h3331X6v0+Pj5MnTqVqVOnlrhPw4YNWbRoUanH6devH9u3by91HyE8IeGCMvZ9q34drbO3gsG71EaFJbEd3qqI4/5CCJSAp89/ldloK96AbT/A5q8hbiPBd8zUVohXJabn2j38BxdrjwFsO3mB7k2ca4dA6Qi9+1QavZvVsltf7ErbYLMG2drnr+fPrQl8WLT+oOr3rQn8vjWBWzo5Z6imRR/h2SGlL0RbUckipUKUUfTBZBbvSSSYDN6t8auy8brnlMUay8ku44Pnv/0JIUrhX0uZkXbvH+AbAom74Kvr+HfQOd4b2cFuRfmcokzIH1vjychzXb/3+vx9FJaQ9bnnm43c//1m/tx2dRZCnb/zNEM/WcPYn2IBGNYugjpBvjzatwkTB7Vg1iPdubmjfaAzb4dzXdLUVUeJPVk5+xhJ4CNEGT0wYwsAk7x+wZR3QWnI1vPpSzqW7fCWDHUJUUm0GKysD9agJ+RnELBgLHcmfsCsMR20XS5k5xOfks2zf+5yenhUk1ACvL3Ydyad95ceZPhna3nm1+2cOJfFc3/uZMX+JA4kKstpuOoKbbZYOXk+i4W7zmgzq9JzC/hlc1yZ1w576pft2nMAhAf6AOBjNPD0gOb0alaLEZ1d1yANaWvfY2/klxtshv8rjwowmCpExbfhqJIWvla3n7u8opWNN31yyTNObDM+MtQlRCUSVA/GzIfV78CaDyB2Jj3iN9PN/z9szarNhex8pq8+5vKhTWr7k1toZntcKl+tUfbZezpdy6j8GVuc5TEa9Py6OY4O9YNpXMsfX5OBp37ZxqLdSrPfLg2C+euJXry5YB+/b03g540nmTyiHRuPnef6lmG0rqPMbN5zKo1dCWncc22ky2LkUd2d1yvr3yrcaRsUB0m2/tl5mnHXNyvtHatwJPAR4iLmbj/F+N92YKSQt4zfKxu7jFH6gFwiyfgIUYkZvKD/S9CwF/w1FpL3MYtnedNwL8M/swL2Acb/3dCKX7fE81T/5rxWyqrvFpvvQKsPnWXlAaX1i0GvY9KwVlrQA7AtLpVbvljHzoQ0QAmgbpu2AYD3lhxEp4P7ezTkh5iTANQKMNEpMtju+ba9PMiuJ5GtR/s05pu1x4tfMmY6eCfyYPAOAjOO0kIfTzvjGRo0/Q6QwEeISslisaLT4fStKOboeQCe8l5Ec90prP610Q187bKeS6azC1EFNL1eGfqa+xjeR1cy2TiT4YZNTC4YzV5rI223sX2bMravUgtYaCnbFx2zTRRktlh5c+F+p33UoMcVqxUt6AHYEZ/KK/OKg661z13vOuixWODCcV5scoyoU2vIiN9NC108TXRn8N5YyO0A6vqwFiB5HzRwnuFWkUngIwRQYLZw0+fr8Pf24s/HouyCnwOJ6TTUJTLO8BdYQDfkbfALuaznk4yPEFVEjXAYNYfTyz4jJOYteuj3s9D7/1hrbsdf5j54N+9nt/ugNuEs31/cxFevU9YAC/H3Zv+Zq7fG5LRo+6n1duuj5abDgQVwZDkcWw3ZytB+fwCbVTisRj90Ya2V+sawVhDWGupUvuUtJPARAjiYmKEV/MWevEDzsBoE+Rl5/OdYdiak8qNxBgZLPjTpB+3vuOznkz4+QlQhej11h4zHcs2t7PxxIu1TV9DHsIc+hj1w8kv4pKHSrLFhT0Y27kngvZ2ZsuQgKVn5LJ94HRFBPnz078GrGvg48jcZ4PhapVHj/vlKTzKVlw/UbqkFODk1W5IV2Ixa9ZqBvvLPiZLARwiUNbhUt0+PITLElxUT+7F4TyI362Poa9iN1eCNbvhH5e7Z44ptsCPFzUJUDfqQhnQcPwcunFQCiqMr4MxOSD0JO07Cjll4AcMC6zO09WAKmg3B5Kf8/29Uy7/0g18hQWQy0rAW0/RX4fzh4jtCm0PbW5Xhu3rd7CZu+BZdqgoJfIQAdp+yHyuPT8lh1cFkAsnkZeOPAOj6PntJPXtcsQt8pMZHiKqlZkMY8LJyyU2H+M1wcr1yObUN0hPQxX6PKfZ78PKFJv0Y3nQwx7o1pmv7tjxY1DrD1sKnezP8s3V0a1iTEZ3r8dLcPS6fOsTfRIrN1PbODYL54cFrOLo9mqOLP+dGfQw+ugI4D5gCoP3t0Pl+qNflinypqwwk8BECWHUg2Wnbf36K5S2v36itS+e8b2NCe11azx5XpMZHiGrCJxCaD1QuAPnZcGIdHFqiXNJPwaHFeB9azP8AzndiWedebDFdyxf7/TmdrgQxbesGEf2/fgT5GsnKL6RBiJ/Toqg9m4YyeUQ7Bny4GoC+tTL4odNxdDOfp3PSbjoX1evEm5oQOehJ6HAneNdw0xtRcUjgI6q9rLxCjrlYibiL7hCjvFYAEHznF+DlfcWeUzo3C1FNmfyURogtBoP1Q0jaowRAB5fAqVg4s4PmZ3bQnKkMIYgNxtZstLSBkyE0qtUC/P2p6W9izXPXA/DKvD38WDR7K6DwAk3Pr2ZRq6UYT6ykeWY8/Fv0vF4+0PY28jqPoV7kteBihfnqQgIfUe2paWFvLz0f3NGRp37ZjheFvG1U1qbLaXcPvo17X9HnlBofIQQ6HUS0Vy59n4XMZDi8DA4thqOrCM1P4ybDRm4ybIQZRT3EvAOVWaU+wWD05Q1zAfeYkqmnO0dgUjb8Cm204xugYU9ofZMyKcMvhCv39a3yksBHVHvniwKfUH8TN3Wsyw3t67D6q/G0SornvLUGoTe8fcWfU2Z1CSGcBIRB51HKpTCf7BObOLBhAW3NB/BOPQZpcZCXrlxstLZN3tRuBZHdoVEfZXjNt6Z7X0MlIIGPqPZSsvIACAlQZjEYTm3h+mSloDlrwBRCL7NnjyuS8RFClMrLhF+zPnRp1qd4W342pCVAbirkXIDCXNAbMetNnNWHEtGgBZjcMzusMpPAR1R5VquVpXuTqOHjRa9mtezuO5iYwUMztwJQw9sIeRnw11h0Vgt0uIsGfUdflXOSGh8hRLmZ/KB2C6fNBiDC/WdTaVXf6iZRbczZdorHfo7loZlbtBWNVY/+uFW7nldohiWT4MJxCIqEG96/audkm+WRoS4hhHAfCXxElbfleAoAeYUWTpwvnr2VlVdoNx30xSbHYPtPgA5unQ4+QVftnGR1diGE8AwJfESVdzYzT7t+7Gxx4KMGQTX9jJx4vh1dd7yo3NHzKaW9/FUkfXyEEMIzpMZHVHlnM2wDn0zyCy1MXrCP80VFzc1CTfDHA5CbprRq7//yVT8nqfERQgjPkMBHVHnJGbna9WNns1ixP4mfNp7Utj2rmwWntyl9Me6YYbdGzdUis7qEEMIzZKhLVGkJF7JJSrfJ+JzLslsBeah+M9cm/67cuPUrCG7glvMyW6SPjxBCeIJkfESV9t264wD4GPXkFljYlZCqrcTeQJfEe8avlB17PQMth7rtvGSRUiGE8AzJ+IgqbWXR4qNvjWgPgMUKmXmFeJPPNOOnBOpyILKHW+p6bNnW9chQlxBCuI8EPqLKSk7P5eT5bPQ6GNLOtr2XlcleM2inPwF+oXD792AwuvXcLBaZ1SWEEJ4ggY+osrbHpwLQIrwGAd7Fo7r3GZZzp9dq0Olh5LcQVM/t5yazuoQQwjMk8BFV1tK9iQBc06h4ra1uugO86qWsw8XA16Bpfw+cmczqEkIIT5HAR1RZan3PzZ3qAjCumx/TTJ9h1Jmh7a3Q82mPnZuszi6EEJ4hs7pElZSeW0BqdgEAbeoEQmEe/019C70uFWtYG3S3TAWdzmPnJ52bhRDCMyTjI6qk+KI1uEL9Tfh7e8Hi59EnbAGfIHR3zwKTv0fPz26tLpnOLoQQbiMZH1GlFJotfLL8MAcSMwCoH+IHW76D2BmADkZ+DyFNPHuSyOrsQgjhKRL4iErNYlECCL1eGbb6bWs8X6w6ot0/zGcfLHpeuTHgZWg+0O3n6IrU+AghhGfIUJeotMwWKzd9sY4R09ZrAdCJc8Wrr7fQxfPg6VfBaoaO90DviZ46VScyq0sIITxDAh9RaSVcyGbv6XR2JaQxa3McBWYLcUW1PbVI43vT+3ibs6BhL7jpU48WMzuSPj5CCOEZMtQlKqVFu88wd/sp7fbLc/fw3uIDZOQVUoNsfgv4iPqF5yCkKdz1M3h5e/BsncmsLiGE8AwJfESlYrFYyS0088SsbU73ZeQV4ksu35veo2nhYWU5ilF/gF+IiyN5lm3GRyZ1CSGE+0jgIyqN3AIzY77fzKbjKS7v9yWXb4wfco3+EFafIHSj50JoU/eeZBnZrdUlQ11CCOE2UuMjKo2lexNdBj2v39yWENL5xfQWvQ17ybT6oLvvL6jTwQNnWTa2wY4MdQkhhPtIxkdUCu8tOcC06KNO2730Oq6rlU5f06s01ieRbwom9aYfCKjfzQNnWXYyq0sIITxDAh9RISVn5PLQzC00DPXn3ZEd7IKeScNa0a9lGJ8sP8RzDY/QaM6NoE8j178ePg/Oo36t5h4887KRWV1CCOEZ5RrqmjJlCtdccw01atQgLCyMESNGcPDgQbt9cnNzGTduHKGhoQQEBDBy5EiSkpLs9omLi2P48OH4+fkRFhbGs88+S2Fhod0+0dHRdOnSBW9vb5o1a8bMmTMv7RVeBfN3nubGz9dy9Gymp0+lyvp42WH2nEpn4a4zRE1ZYXdf+3pBtKztw5dhc2m8YizkpUFkd3weWwmVIOgBhxofGeoSQgi3KVfgs3r1asaNG8fGjRtZtmwZBQUFDB48mKys4qZxEyZMYP78+fzxxx+sXr2a06dPc9ttt2n3m81mhg8fTn5+Phs2bOCHH35g5syZvPLKK9o+x48fZ/jw4Vx//fXs2LGD8ePH88gjj7B06dIr8JIvz/nMPJ76ZTt7TqUzc/0Jp/tz8s3ODxIXdfxcFrdNW8/KA0qQvPbwWe2+jNzioPjlG9vQo8Y5+G4QbPhM2dhjHDywEGpEuPWcL4fdWl0y1CWEEG6js17GX92zZ88SFhbG6tWr6du3L2lpadSuXZvZs2dz++23A3DgwAFat25NTEwMPXr0YPHixdx4442cPn2a8PBwAKZPn87zzz/P2bNnMZlMPP/88yxcuJA9e/Zoz3X33XeTmprKkiVLynRu6enpBAUFkZaWRmBg4KW+RCdfrT7KlMUHALiuRW0+uKMj3kY9gT5Gpq46wkfLDvHzw92Jahp6xZ6zOnhgxmaiDyrBzsgu9ZmzLcFpn5s7RPBZ402w4nUozAWfILjpM2g7ws1ne/mG/zWcuIw4APy8/Ng0apOHz0gIISqGq/X5rbqsWV1paWkAhIQofVJiY2MpKChg4MDi9ZBatWpFgwYNiImJASAmJob27dtrQQ/AkCFDSE9PZ+/evdo+tsdQ91GP4UlL9iZq11cfOsu1by+nw2v/8t6SA7y/9CBmi5Xn5+wiOSNX289isZKUnuvqcFVeanY+x89lkZZT4PL+c5l5jPp2oxb0AFrQ81CvxtzWuR4A9TjLuPiJsHSSEvQ07Q9PbKyUQQ/I6uxCCOEplxz4WCwWxo8fT69evWjXrh0AiYmJmEwmgoOD7fYNDw8nMTFR28c26FHvV+8rbZ/09HRycnJcnk9eXh7p6el2l6vhl0d78MEdHaldQ+kErObLbItv41KyufatFWw4cg6AV//ZS/e3i29XF4VmC0M/Wcv1H0Qz+OPVFJot5OSbsVis2vDOkj2JrD9y3uXjH+jZiI/u6MBow78s9X6eljk7wOgHwz+E+/6CwLpufDVXlqzOLoQQnnHJs7rGjRvHnj17WLdu3ZU8n0s2ZcoUXn/99av+PD5GA7d3rU+wr5FHftxa6r7vLDmAt5eeLScuAPDx8kP0bFbrqp9jRXHkbCaJRZmupPQ8mr24mFB/E2GBPlzIymdI23D8vYt/Bd8b2YGbOtblm7XHqOlnpIH1FMx8islGJdOXWqsLwfd8W2GbEpaHrM4uhBCecUkZnyeffJIFCxawatUq6tevr22PiIggPz+f1NRUu/2TkpKIiIjQ9nGc5aXevtg+gYGB+Pr6ujynSZMmkZaWpl3i4+Mv5aVd3JZvYfbdXJ+1kHBcdxBW7UpI04IegEAf49U5pyJWq5V9p9P5YuVh2r+6lBX7k0jNzmfu9lMUmN3/4bo7Ic1p2/msfPafSScxPZcfYk5qmbIJA1tw5zWR+JoMPN2vMaPNf8OXvSAuBqvRn9M9JxP0xPIqEfSA9PERQghPKVfGx2q18tRTT/H3338THR1N48aN7e7v2rUrRqORFStWMHLkSAAOHjxIXFwcUVFRAERFRfHWW2+RnJxMWFgYAMuWLSMwMJA2bdpo+yxatMju2MuWLdOO4Yq3tzfe3m5YiHLfPDi+BsOhxWzygb2WhqywdGaVuTM7rU3xMniRX0KQseJAMu8vPcCzQ1q5vH9HfCqh/iZCA0wkXMhhevRRhrWvw6A24S73t2W1WomaslLLsAA8/MNWmtT259jZLLbFXeCNW9qV6TgxR8/Trn4Qm4+lMGdbAjodvDC0NUF+RtYePsvA1uH4GA0lHsNssbL+yDm+XnPsos+nCg8s+tkl7oZ54+DMTuV20wHobvqEusENynysykD6+AghhGeUa1bXE088wezZs5k3bx4tW7bUtgcFBWmZmMcff5xFixYxc+ZMAgMDeeqppwDYsGEDoExn79SpE3Xr1uW9994jMTGR0aNH88gjj/D2228DynT2du3aMW7cOB566CFWrlzJ008/zcKFCxkyZEiZzvWqVYUn7oFDi+HQUiwJW9HbFKaeswYS2mk4uU0Gc80vZjLxc3kIH6Oe125qy9/bT3E+K58jyaX3AzrxznDtenpuAf4mLwx6nbZt+b4kDiZl8P7Sg64e7vI4jo6dzWTOtgSy883McDFNH6BD/SB2JaTxQM9GvHZzW7v73l96gJUHzvLdmG5sOn6eCb/t1F7rgqd6M/CjNaWe2xd3tuXG1J9h3cdgKQSfYBg6BTreAzpdqY+tjPr82ofUvFQAdOjYNWaXZ09ICCEqiKs9q6tcgY+uhA+gGTNm8MADDwBKA8P//ve//PLLL+Tl5TFkyBCmTZumDWMBnDx5kscff5zo6Gj8/f0ZM2YM77zzDl5exQmo6OhoJkyYwL59+6hfvz4vv/yy9hxlcbXfOIDc1CSSYufT4Pxa8g8uw9tc3M/IrPNiU2ELVlo6s8rSiaPWusClfYB3bViTMT0bUS/Ylzumb6Brw5rUCfIlv9DCUwOaMfyzstVZzX+yN+3rBwFKZsf259lzygpOp5V95pltEDV99VHeKZrif2vneuh1Om1m1vD2dZg6qgvjf93O3B2nXR5rVN1EJuunoz93SNnQ+ia44UOocfFMV2XV85eeZORnaLd33b+rxP9fQghRnVSowKcycUfgY8dcAHExcGipcjl/2O7uZK86nK7dl7havXl2Sw3yMNnd3yI8gOx8MwkXXM9au1K+Gt2ViEAfHvs5lutbhfH2re2xWq00nrTo4g+2YRv49P8wmmNns5z2aVzLn1/H9iA80If9Z9KZsf44o3s0YlvcBV79Zy+1SON/Xr9xt9dqwAr+YTD8A2hzy+W+zAqvx+weZBUUv2c779+JXidrBgshhAQ+l8jtgY+j80c5tG4OdZPXEJC4Ccz52l1mgy8r89uw0tKJVydOwCc0Urvvr20JTPx95yU/7X09GrA7IY3kjDzOFGVwBrYOZ/n+JJf7H5g8lPScAq59e4XL+1V6HVhsflOm3tuFcbO3lfqYX8f2oEcTF40c87OY+9WrDDj3MzV0RYFex3thyFvgF1LqMauKa2ddS05hcZC7ffR2vPSydJ4QQkjgc4k8HvjYysuEY9FweCkcXgYZZ+zvD28PLQZD8yFQvxuTFx3ku3XHAfjPdU34anXZi4Q/uasTt3Sqi06nY8ORc3gb9XRtGMKUxftdHifE34Rep+NcZp7d9gOTh/JHbAJzYhPw0utoUzeQH2NOlvi8Ol1xTyPV/jeG4muyKYLOTYPN38DGaZCt9O6J921N5L2fQeS1ZX6NVUG3n7uRZy5+z7fdtw2j4erO+hNCiMrgan9+y1dMd/AOgNY3KherFRJ3waF/lUAoYSsk7VYuaz8E35o8WiuKNEMk242dmTSstVPA0rdFbdYcUjodT76lLbM2xXEgUakX6RQZrNWK2PYMqh/sug1ASlZxJqpOkA95hRb+07cJPkYDo3s0ZHSPhgDMiU0ASg586tf0ZWjbCL5ZqwRs465vWhz0nD8KW7+HbT8pC4oC1GxMfu9nqd/5btCXPEOsqrKd1QUys0sIIdxFAh930+mgTkflct2zkHUOjixX6oKOroCcC0TEL+ID9cv/Z++ztllrfjweyGlrLRo1asazQyJYHmkl4Xwm99U9zegReraeKCQnr4BGmdsh3x9MAWDyL7oEEBboU+pphfqbmPdkL8JquN6veXhAiY/1MxkY168ZQ9sVBz61TYWwZ44S7BxbVbxz7VbQ57/Q9jZMhur76+fYtFCaGHpGvjmfH/f9SMfaHbkm4hpPn44Qwg1kqKsiMRfCqVglEDqyHE5vhyu0jpPFy4eUAhPZVm+y8CEbH7KsPtr1ZvUj6Ni8MfjXKrrUBj/13xCsOj3P/bmLP2LtFw/d8uJAZfkOcyGWxD28Mm0m1+l30d+4G4NFzSbpoPkg6PYwNB8M+updxGu1WunwYwe7bZvu3YSf0XX7A3H1vLz+ZeYemUujwEbMv3W+p09HCIEMdVUvBi9o0F259H8RslPg9DZIiCXh8HYKU0/R0JiGzmoBnV656A1F14v+tRRAfhbkZyq1RUVDKvrCXGrpckueUX+m6OKSDp1fCO/7hfJCHT92nNNhRo8BC7X+nArppyDtFHpLAW+qmSoLULMxtLsNutwPNRtdyXeqUnOV3ZGMj2esjFsJwIn0E549ESGE20jgU5H5hUCzgdBsIPX7XcLjrVZlNpltIJSfRX5OOsnnz1PPz6Lcl5eJLj8TclIg66wy/JZ1TrmekwJYlWLk7POEAgNsS3Jsy368g0gNac8Jv/Z0HDQKXXi7Ktl88HK5DHykxscjpHeSENWPBD5VmU4HXt7KxWaauAmoX/Kj7JkLiwOi7BTIuQC5qRw6k0qgvy8RoTWVVdKD6kNgfYL1ejpdhZdSlbgKcqroiHOFp7vEpqJCiMpLAh9ROoMXBIQpFxstPHQ6VYHZYnbeZnXeJq4+CXyEqH6qd5WpEB7gaqhLMj6eIUNdQlQ/EvgI4WausjtS3Ox58jMQonqQwEcIN7P9gDXolEpxGeryvHybZWWEEFWXBD5CuJltkKMGPpJt8AzbGp98iwQ+QlQHEvgI4WZqkGPQGTDoJePjSVabBqGS8RGiepDARwg3UwMfnU6HXqe32ybcq8BSUHzdXFDKnkKIqkICHyHczDbjowY+kvHxjEJLoXY9z5znwTMRQriLBD5CuJka5Oh1+uIaH4tkfDzBdnhLanyEqB4k8BHCzSTjUzGYLWa7912GuoSoHiTwEcLNbDM+auBjW2Qr3MO2vgck4yNEdSGBjxBupg5rScbHsxwDH6nxEaJ6kMBHCDdTFymVGh/Pcpy+LkNdQlQPEvgI4WZqjY/tUJdkfNzPMeNjO8NLCFF1SeAjhJu5nNUlfXzczinwsUrgI0R1IIGPEG4mNT4Vg2OGx2yRn4EQ1YEEPkK4mWR8KgbHQMcxAySEqJok8BHCzbQ+PnoDer1kfDzF8T2XGh8hqgcJfIRwM1cZH6tV+vi4m2NNj9T4CFE9SOAjhJupQY5BZ0CHDpCMjyc4DnVJxkeI6kECHyHcTA1ydDqd1Ph4kGOwKcXNQlQPEvgI4WZ2a3VJjY/HOGZ4JOMjRPUggY8QbiazuioGp+JmqfERolqQwEcIN5PV2SsGmc4uRPUkgY8QbuYy4yNrdbmdTGcXonqSwEcIN5OMT8UgnZuFqJ4k8BHCzWRWV8UgGR8hqicJfIRwMzWzYNQb0emUPj4S+LifUx8fKW4WolqQwEcIN1OLaL30XpLx8SCnzs2S8RGiWvDy9AkIUd2ogY9Rb9S2SY2P+0nnZiGqJwl8hHAz9QPWqDdqmR7J+LifNDAUonoq91DXmjVruOmmm6hbty46nY65c+fa3W+1WnnllVeoU6cOvr6+DBw4kMOHD9vtk5KSwqhRowgMDCQ4OJiHH36YzMxMu3127dpFnz598PHxITIykvfee6/8r06ICqjAXDzUJbO6PEcaGApRPZU78MnKyqJjx45MnTrV5f3vvfcen332GdOnT2fTpk34+/szZMgQcnNztX1GjRrF3r17WbZsGQsWLGDNmjWMHTtWuz89PZ3BgwfTsGFDYmNjef/993nttdf4+uuvL+ElClGxqB+wRr1Ranw8SDI+QlRP5R7qGjZsGMOGDXN5n9Vq5ZNPPuGll17illtuAeDHH38kPDycuXPncvfdd7N//36WLFnCli1b6NatGwCff/45N9xwAx988AF169Zl1qxZ5Ofn8/3332MymWjbti07duzgo48+sguQhKiMbDM+ahAkgY/7yXT2quts9lkmrZ1EnYA6PNPlGWr51vL0KYkK5IrO6jp+/DiJiYkMHDhQ2xYUFET37t2JiYkBICYmhuDgYC3oARg4cCB6vZ5NmzZp+/Tt2xeTyaTtM2TIEA4ePMiFCxeu5CkL4Xa2xc1qxkeGutxPipurrmUnl7EpcRNzj8xl9v7Znj4dUcFc0cAnMTERgPDwcLvt4eHh2n2JiYmEhYXZ3e/l5UVISIjdPq6OYfscjvLy8khPT7e7CFERacXNBqNW4yMZH/dTs21eOiXxXRkDn9c2vMaoRaNknTEHx9OOa9dTclM8eCaiIqoyfXymTJlCUFCQdomMjPT0KQnhkm0fHwl8PEfN+PgafQHINeeWtnuFY7VamXN4DrvO7iI2KdbTp1OhHE8vDnyyC7M9eCaiIrqigU9ERAQASUlJdtuTkpK0+yIiIkhOTra7v7CwkJSUFLt9XB3D9jkcTZo0ibS0NO0SHx9/+S9IiKvAdjq7zOryHPU9DzAGAJBXmOfJ0ym3jIIM7brVavXgmVQ8aXlp2vXcwsoV0Iqr74oGPo0bNyYiIoIVK1Zo29LT09m0aRNRUVEAREVFkZqaSmxs8TeUlStXYrFY6N69u7bPmjVrKCgoTt8uW7aMli1bUrNmTZfP7e3tTWBgoN1FiIpIOjdXDGoA6m/0Bypfxic1N1W7nm/O99yJVEBZBVna9ZzCHA+eiaiIyh34ZGZmsmPHDnbs2AEoBc07duwgLi4OnU7H+PHjefPNN/nnn3/YvXs3999/P3Xr1mXEiBEAtG7dmqFDh/Loo4+yefNm1q9fz5NPPsndd99N3bp1Abj33nsxmUw8/PDD7N27l99++41PP/2UiRMnXrEXLoSn2BY3axkfWRnc7dSMj5/RD6h8mQHb2pX0fKlptJVdUDy8Vdl+ruLqK/d09q1bt3L99ddrt9VgZMyYMcycOZPnnnuOrKwsxo4dS2pqKr1792bJkiX4+Phoj5k1axZPPvkkAwYMQK/XM3LkSD777DPt/qCgIP7991/GjRtH165dqVWrFq+88opMZRdVgu1Ql2R8PEcNNrWhLnPlGupKzUvVrmfkZ5S8YzVkW9cjGR/hqNyBT79+/UodT9bpdLzxxhu88cYbJe4TEhLC7NmlTzHs0KEDa9euLe/pCVHhSXFzxaBmfCrrUFdSVnEdpAQ+xSxWi12wI4GPcFRlZnUJUVmoDQyNeiMGvZLxkenI7qdm3vy8KudQ197ze7XrMtRVzDHQqWw/V3H1SeAjhJvZLlnhbfAGJPDxBPU9r2Gqod2uTLVWhy4c0q6fyznnwTOpWGzre0AyPsKZBD5CuJntkhVq4COzctxPrekJ9A502lYZ2GZ5zmSd8eCZVCyOfXuyC7Nlur+wI4GPEG6mZXwMRox6I1C5PnCrCjXYDDQVBz6Vqc7Hdsq2BD7F1PdFzeSZrWZpYijsSOAjhJtpNT46GerypHyLEvh4G7yLA9BK1MTQNvBJzk6WAvkiaiYszDcMk15Z7zE9T2qgRDEJfIRwM9tZXWrgIxkf91MzPt4Gb3y8lHYbOebKUQ9SaCm0+52xWC1SxFtEDXICvQO1Ycy0/LTSHiKqGQl8hHAz9QPKx8sHo0GGujxFDXxshxzVbFxFZ5vtUVWmYbqrSc34BJmCCDIFAfZLWAghgY8QbpZVqHxo+Rv9i4e6KskHblWiDnWZ9Ca89EUrtFsrxwrt6swlo96oDedUpmG6q0kNcgK9AwnyVgIfme4vbEngI4Sbqd/W/Yx+MtTlQbZDXWrGR+3tU9Gpv0P+Rv9KN0x3talBTqApUCtcl4yPsCWBjxBuZLVatW/r/l7+MqvLg9TAx2QwVb6hrkLnwEdqfBR2gY+3BD7CmQQ+QrhRnjnPbqkEmdXlOWqwaTJUvqGulBxlgdJg72B8DErgI8GzIitfCQoDTAHFGR8pbhY2JPARwo1si1JlqMuz1OyOXY3PVRrqSs9Pv6I/43O5Sqfm2r61i4e6pEMxUNzA0M/Lr7jGR6azCxsS+AjhRuowl5+XH3qdXpvVJZ2b3U8rbrYZ6rpY4HMi7QR/HPqjXEtbZOZn0u+3ftw277ZLP1kHs/crizzX8qulZXxkqEthW/8kxc3ClXKvzi6EuHS2tRmALFnhQa6Gui425HjrvFsptBaiQ8ftLW4v0/PsO7+PAksBcRlx5BbmahmaS3Uu5xxHUo8ASv8e9XiSNVRoGR+jnzasLDU+wpZkfIRwI9tvo4AMdXnQpQx1qTVAm89sLvPz6HQ67fqvB34t72k6ScxK1K5H1YmS4mYHtllVtcZHMj7ClgQ+QrhRZn4mUBz4aLOJLAWykKIbWawWLYgp61CXbWCh15f9T6f6Mwf4MPbD8p6qk/M557XrgxoO0oJnqfFRaIGP0Y8AUwDguuGjqL4k8BHCjdTZJcHewUBxxgeKa07E1Xci/QSgZHsCjAFlyviczjytXS/PB2lGQcalnWQJzucqgU+fen0w6A34efkBzquSV1e2w8nae1Mg740oJoGPEG5k21UW7AOf6jjcFZcex5bELW5/3q2JWwHoHNYZo8GIl+7iNT4JmQna9bPZZ8v8XBn5xYFPTe+a5T1VJ2rGJ9Q3FECyGjZs+2T5efnhZ5SgUDiTwEcIN1IDH3UNITXTANWzwHlC9AQeWvoQS08sdevzqnUyTYKbAJSpuDk+I167npqXWubnOpl+Urt+JdbTOpV5CoAwvzCgeNjUdkitusosyMSKMmQcYArQMj45hTnlmoknqjYJfIRwIy3wKZpmq9PpqvXMrkMXDgEwfed0tz6vmoVRi1/VtgKlDXUlZBRnfMo6S8hsMfPLgV+02zmFOVislnKfr6195/cB0CqkFQA1jDUAyfhAcUAb5B2Er5evFhSCLOIqikngI4QbqTU+auADSnEtVM/AR2UbVLiDWndTw6QEDepQV2mBj5ppASWzUJZu20nZSU7bLmf2Vb45n8OphwFoHdIaAH+T8uF+pWuJKqMzWWcAqONfB1CGkvU65WNOAkOhksBHCDdSO8jaBT7q6trVrMbHdugh15zr1tev/hzUjE9Zipttp5EDnEw7WcKexabumAooHZZVlzP76kjqEQothQSaAqkXUA+AAKPU+KjUn1GEfwSgZFSlwFk4ksBHCDfSipuLPnCh6jcxTMtLIzo+2ilD4hgAJGcnu+2cHIe6yrJW1+ms03a3393y7kWf55+j/wBwNucsvl6+gPK6Cy2F5SqQVh1MOQgo2R61P5Aa+DjW+KTnp7P0xNJLWnjVarVe9pCcJ1zIvQBAiE+Itk0tcFZnewkhgY8QblTqUFcVnM6+JmENvX/tzVMrn+LHvT/a3ecY+LizyZz6XOpQ18VWZ88uyHaq6ynPwrJ3tbzLLvCZED2B/n/050DKgXKdtxoc1qtRT9umzurKLCgOfNLy0uj1Sy/+t/p//G/1/8r1HABjl41l5D8jK93iuY6d0aHkwFBUXxL4COFGjrO6oDjwqWpDXVarlXErxmm35x6ZC8DR1KMcTT1KzJkYu/3duayA+lyOgU9JQ11qoOSl9+LNXm8CXHTpCdsM3lOdnyIlV1lR/d3N7xIdHw3AHfPvKNd0fvUYthkNtSeUmu0A+HTbp9r1lfEry3x8UAKzjWc2ciT1CCfSTpTrsZ5uwqmtzF4U7EDxl4zyzMQTVZsEPkK4idliLh5i8XYe6rqUIQl3+3nfz4xZPMauN01J1A9pldFgpMBcwIh5IxgxbwQvrnvR7n53raCdVZClNQGsG1AXuPhQl9oHxtfLF28v5ed1sSJl2wyM7QfxpsRNdvu9s/mdMp+7+p6G+oRq29R+PpkFmdo5bU4seUmNj7Z+xKsbXi1xKMv256ZODS+Lb3Z9w8A/B2pF4IlZiW6fQu4q46MGPrJel1BJ4COEm9j2GKmsGZ93t7zLtuRt/HX4r4vue9eCu+xue+m8Sv3W7a6hLjWLEeITon0oXizjow7L+Xn5aauh5xWW/vM6k3lGe4xBb+CFa19wuZ9j0XRpXGV8ahhraAXyakCnZoFUagBitpiZsXcGfx3+i41nNrp8DtslMcpTEPzZ9s9Izk5m6Jyh/H7wdwb9OYgX1rp+zbbWnVrHaxteuyJrjakZH9vAR30vJOMjVBL4COEm6jdOPy8/rW8MVJ5ZXbb1Huqq1yWxWC1OU7mNBmOp37rd9Y38WNoxAJoENdG2qR+UtstS2FIDAF8vXy1Dd7G+MPctuk95bFG26NqIa13upxbfloUW+PgWBz46nU7L+qhBi+MML/Vcbc9Z7V5tq8BSwEvrX9JuX+pMsckbJwOw5MSSUvdbdGwRjy9/nDmH5/D1rq8v6blsucr4SOAjHEngI6q83Wd3M2bxGBYfX+zR83BsXqjShrpKKCRdcGwBO8/uvLonVwYTVk3QrtsuteGKbb2JqsBcoBV3u+KuwOd42nEAGgc11rb1qNsDgE1nNrkcctQyPkY/rbantEA1PiPeadjMNktjKzErkY+2flSmc3eV8QGo5VsLgHM557BarU4BnHr+tgXlrt7v2KRY7f2Bsgc+l5KtSc9P5/m1z2u3d53dVe5jOHJcBBhkqEs4k8BHVHnzjs5jW/I2nlvz3BVJp18qVzO6oPShrh3JO5i0dpKWPfCU+PR4Vies1m6/s/mdUnve2E5NV4uB96fs54ElD9jtF+ITovVZ+WHfD2WqHSpJWetJ1A9224xP8+DmGHQG8i35LjMDtjU+ZRnqsl3eQuU4/GRrxt4ZF63xMlvMLqdrQ3HNz/nc86Tnp2vnqzbvUwMe299/V6/TsTdRWQOfS5maPzlmsv0xcsp/DEdqXZX6OwVXJuOTmJXIUyuf0toTiMpNAh9R5dl+CJc0lAHK1OuY0zEl3m/LYrXw9+G/WZuwtsxTfl3N6ILSOzfb1kiMWjSK1NzUUp/jRNoJrbbkSlp/er3TttIKaNX3vHVIazqFdXK6v4apBvNumUf0ndH8t9t/te1vbXrrks5vw+kNdPu5G38e+rPUmUVWq5U95/cA0DS4qbZdp9NpPX1cZQb+PfEvYF/cnJyTzP7z+10+j22B8Ms9XgbAoDfQt35fGgU24suBXzo9xlWwZOtC3gWsWNGhcwqi1KGucznntJqhEJ8QbT814Ckt8MkuyObNTW/abyvj4p4nM0pu5rg9ebvTtnM555yGwS43I5OWl6Z1AG8U1Ejbrr4Hl3P8ZSeXER0fzYvrXmT+0fmVssdRafae30v7H9ozbM6wi/6NqQok8BFXVUVohGYb+NiusG0rMSuRcSvGMXbZ2DI1Elx8fDGvbHiFJ1Y8wUvrXrro/uC8MrtK/XZqOwtIPSfbZRJ2nd3Fj/uUXjgZ+RlOhafp+encNPcmBs8ZfEnTirMKsvj94O92xa0Az615zmVAohYEu6LW94T7hbvMdPSt35cmwU2UgMPm/Vh4bOElzW77bvd3FFoLeT3mdfr81oe/Dv/lMnt0LO0YiVmJeBu8nQIybUjEYTjOYrWw7OQyQAmc1YwPwMToiS7PJyVHCXyGNRrGnS3v1LZ/0f8L5o2YR+96vVl460L+Hfmvdp/tEJPLYxYFUzV9atotbgvY1fiov+MR/hF2vYPAvsbHcdaduhSGLcffBUdLTixhR/IOjqYeLXGf+xffb3e7wFzAgD8GOO13uX2sNp3ZhBUrjQIbaUN/UPxz3Xl2J3vP7S33cR2HDv9v3f/xwdYPyn2cAnMBK+JWeDTr7IrVauXuBXcDyt/H7/d87+Ezuvok8BFXjcVqYcySMfT6pRd/H/7bI+eQW5jL3vPFf+xKyvjY1tAkZTmvr+TI9lvsouOLynQu6qwlx6GuOgHKukKnMoqDnC2JWxj05yCXx/j94O/0/KUnd8y/wy7Asc30lPWbuq0vtn/B5I2TeXTZo9q2zPzMEmujSgsQ1WAzzC9M65VjK8IvQrvumAFbk7CmXOcN2H3QpeWl8eqGV11OE1dndLWo2UILClQlZXxsA4T4jHi7+iZXwzPx6fG8v/V9wL4IGZTMkjr81CCwAXUC6jC00VDAfi0wR/+39v+0AMJVrZD6+s/nnNcWfm0a1FQL0tQPW9saH8c6LFcB5ze7v2HPuT0uz2lH8g6eXf0soxeP1gql+0X248YmNzrtu+H0Bu360bSjLr8MXU47h5zCHP67WskcdovoZnefbeA9Pnp8uY5bYCngtn9u4+f9P9tt/2nfT7y58c0yzUQ8mHKQHck7mLJ5CuNXjeerXV+Vuv+ZzDPMPTK3xEyyxWrhRNoJ7f9+gaWALYlbLmlyRGZ+Jt1nd7fbNmPvDLc2E/UECXyqoOyCbJafXH7ZfWHMFjNJWUkcuXAEq9VKnjmP2KTYUms7bJ1MP8n25O1kFmTyyoZXPPKfadqOaXa3S/pwUb/RAyRmX3x6sTo8VR4lDXXVr1EfgPnH5mtZipfXv+zyGOn56dqMmbiMOPIt+VitVrILsvnPsv8U73cJPXHWnloLwOELxd/8HWdmPdTuIe36lM1TSpyKrT4uzC9M+6C3dW2d4hlOjoGgOiVbO1ZWUqn1O5n5mdqK5bb+OfoP60+t5+PYj7WiV/Vnq67lZEvNPMVnxLP//H7+OPQHDy992C6jF+4Xbte40LaWRPX93uJvzCUVNNsK9wsHXC9oCsr/5/nH5mv1Nq6OGeYXBii/3wfOK92gW4e21s5VDXji0uO0x1zIu2D34Wr7/1NdABXglQ2vOD2fxWph9OLR2u3ohGgAbmxyI1P6TCHmHvsh4zc3Fg+hOWaaVOrv8qVQl/IA6FOvj919toFPYlZiubpRx6fHcyT1iMv7fjv4m1M3ckcFlgJun387oxeP5o9DfwDw7e5vS33MHQvu4OX1LzN7/2yn+3498Csdf+zITXNv4r0t7wHw9a6veWjpQ3bvcVlF/RLlcu243Wd3l/tYlYkEPlXIzrM7eWDJA3Sf3Z0J0RN4ZcMrRMdHc/Pcm+2yHqXJLsjmo9iP+GHvD4xaNIqBfw7k1n9u5X+r/8cbMW/wwJIH+Gb3N06PO5hykHlH5ml/uCxWCzuSd9jt0+uXXiRkJJQ4hnwu51y5G56dSDvByXTX9QUF5gL+PPSn3TZXgU+eOc8u8DmSeuSifxwdg7+yBHUlZXwia0Rq19XsikFncHkMx+xLZn4mz699nu6zu9sFDO9vfV/7Vr3+1Hpu/PvGi3YItj0P9efgmP0a3GgwDWo0AJTAVv2W7cg24+NKs+Bm2nXHDsi2Q36xSbEM/HOg9uGbZ85zyhZMjJ7IifQTLp/nseWP8f2e77XFQks7L/Xn8sHWD7hzwZ28EfMGmxM329U3vX/d+3YZH9up6HnmPF6Ped3udy6qTpTL87IV7q8EPj/u+5Eb/76RY2nHuHP+nVqW1PF3y1Xgo76fx9KOaf/XW4W00rJafx3+i6OpR3kt5jXtMRarxS5gsM10fT3oay1bdPjCYaep7yUVoavn4ZhNi8+Ip/0P7Rn5z0i7jF670HZ252ObGSoPdZjQz8uP6yOvt7vPcajVcfguqyCLcznnnI6ZVZB10WJmtd7n3xP/apk2WyUNrbl6PpX6c1h/ar3SQfvCEdYkrCHfnG835Pzz/p95ZuUzTN85HVA6o7f/oT1D5wzllwO/lHj8jPwMjqYeLbV/1GPLHyuxvUB0fPQVmYHnSRL4XAKr1eqyUK6k7ZdqTcKaMg27gPIhf9+i+4hNitW2LTi2gKdWPsXxtOM8uvTRUh6tpK2fW/Mcdy+8mxl7ZvDB1g/sgqV/T/6r/RFwzKJsPrOZ2+ffzkvrX2LukbnsSN5B15+7uvymOOyvYTy67FHO5ZyjwFyA1WplS+IWFh1bxPW/X6/9ZzNbzCw/udzpm7zFaqHAUkBiViIHUg5w09ybuPHvG10Ou2xN2kpGQQahPqF8cv0nAFrxo63zOeftPkzf3vQ2jy973OX7ZLFaeGvjW05/WOLTSy9MhZKns7es2VK7rgZmrjISrny/53uXQ1HLTi5j6YmlgPJH7GT6SZ5Y/oSWHXLFdrgoOiGadafW8Z/l/7HbJ8Q7xC5oUf8Anss5x9ub3mbmnpkcvnBYG1JUP9Qd2S7SGhkQqa00DsoQzMJjCzmQcoAvtn8BKNmblNwUBvwxgPGrxtsdy3HpC1fUNbFsa48c1fSuWeoxhjQaQrta7Zzqa9Rg/+/Df9sFPd8P+Z72tdtf9Nxsz+Vk+knumn8X+1P2a/9/HIuQXQU+9QPq42PwIc+cp73GViGtaBjYEFAWWFWXybD14JIHAeVLk/p8wxoPI9gnmLEdxmr7Hbxw0O5xJX2wNghUgmKD3nXgfujCIWbtnwXA4IaDubX5rXb3qx/ijvLMefxz9B/t/1C+Od+udk/98nNT05u0xVtVRoORbwcXZ1leXPciVqsVq9VKRn4GoxaO4vrfryclN4XM/ExWnFyB2WLmieVP8N2e71yej+p01mnuWnAX/139X0b+M9JpPbBnVj3j8nHf7VaOe+TCEU5nnuZgykH6/daPD7d+qO2z59weHv33UW7951bGrRjHLXNvcTqOq+VITmWe4u1Nb3PPgntIy0tj19ld/LTvJ+1v3KsbXmXEvBF2Q+nr7l7nFDB+ueNLuy+iZouZFXEreGrlU4xaNKrU96Wi87r4LsLRx9s+ZsaeGXw18Ct61uupbZ+2cxrTd07nq0Ff0bNu8fY5h+bw3Z7v+KL/FzQJbuLqkHaOpR7j49iPiU6IJsI/gmW3K9mIfHM+3+7+lsENB1PbrzY+Xj54G7x5euXTJXZhVWUUZFBoKXT6o616bPljl9ys7MPY4v+s3+7+lg61O2gZkWDvYEY2H2n3B+RAygGu//16etTpwYNtH7T7cJ22cxp3tryT3w/+zrSd06hhqkH0ndHkmfPYkriFdze/S0ZBhtM3zoSMBKf3Vg2i+kX2o36AMpzkmPFZemKploK2tSlxExarxWmYZnX8an49+KvT/ncvvJsv+n/BdZHXlfg+lTTU5aX34pkuz/Dptk+1acG2SxyAUq9xNM25gFQtdnZlR/IOhjUept3ONefy4roXWXZyGZ/2/5R5R+bxSPtHaF6zOWA/PdsxuFDV9KmJr9H+2/yahDUcSz2mfRja/j60qNkCgC8Hfsnjy4uDSdssj9FgZN6IeUzdMZUZe2Ywc+9Ml88978g80vLSWBW/irS8NBYeW0iver1KfP22vL28yTPnsfDYQqB4qQpbtf1ql3qMOv51tOuTe03m5fUvcyrzFAuOLWBwo8F22QG9Tq+99otxDA5tC5BzC3OdvkzZ9qhRGfQGmgY31b6s1A+oTw1TDUY0G8Gcw3PIKshy2ShRfS7bdglqUGpbbGz7AVhgKdAyaLbe6v2WXcF73/p9S63XOpdzjqGNhzJ1x1S7wm2zxcwLa18g3C+c/12jLLA69t+xbEvexohmI5jcazLvbn6XPw79wc83/EyH2h04nXVae92udK/TnQ61OrDr3C4tizc5ZrL2OICZe2YyY+8MQAlytyVv0+4z6AxMGzANf5M/Nb1rciHvgvae2S40eyrzFC1Dir/I6LAPwlQ/7/+Z7MJs/jr8FzWMNcgoUP6e2f7uq9tUJU3MKMme83vo/Wtv7XaEfwSDGg6yy24DDG8ynCDvIFqGtGRV/Cpte6G1kNvn386ErhPoXqc7d8y/w64A32wxlxjgVnQS+JRTYlYiM/Yo/zl+O/gbTYOb4uPlQ6ApUPu28p9l/6FHnR681fstcgtztfTyJ9s+4bP+n7k87rHUYzz676Mk5yTbbU/MSmTE3BH0qd8Hi9XCj/t+5MudxVNhW4e0Zn+K6ym1ju5acBezbphFgaWAp1Y+Rc+6PRnbYSwWq6XcQc+KkysYHz0ef6O/3WPjMuKIyyiuI3ig7QPc3/Z+Zu6d6dTtd+OZjXbf2lTPrHpGSxFn5GewNWkr3+7+ttShmne3vMsn13+CQWfgvS3vEVU3SitAHtN2jPYtOT0/nbj0OB5c+iADGgxg/tH52tBKo8BGdkMmKbkpdlkQcA6cbm9xu/Ytf2L0RGJHF2fc/j78N3vP7+WFa18gpzCHHWd3AM6zuqD4W39ydjK7z+62q/f4ZvA3NA5szMA/B5b4+ufcPIeR/4y02+Zq5e/5x+YDaPVAi44v4rcbf+NI6hEOXCh5pfCa3jW5JuIafLx87GY1AYxbMY77Wjv3GYrwj9Dev971etOzbs8ShzK8Dd6l9rkB+/f+iRVPlCvdfirjFI8te0y7rQZ7tkoallPZ/i7YDuV8vv1zVsWvYve54rqIXnV7OWX2SmJb6O3omlnX0KuufXBXUqfn5jWba4FP61ClRkcNkrIKsuwyR73q9WL9qfXo0DnV1agzxG5rdpv2N+39re/Tp34fGgc1dsrCvnDtC+w/v59hjYbZbZ86YCqnM09z4983uhw67hzWmUBTIMvvWM68I/N4PeZ1zFYzh1MPa1PdhzYeSuuQ1loQMvfIXNqFtuP3Q78DSouHXffv0jLjEQElv5e2AbttEK5Sgx5Ay5aq3u79tt2X3HqWergydtlYVt+1GqvVytub3naqV7ul6S0cunCI/Sn7tWVfHAOcq+VI6hE61e7ktL1HHaV554NtHyQjX/mCvODYArIKsjiSeoRxK8ZxT6t7nGYdZhVm2WVuKxMJfMrJdgbPoQuHuGnuTS6Lwzae2cjTK5+2Gy7KLsy2yyKcSDvB/pT9fLH9C7tgwdHRtKMuv+0DTkFPZI3IEvuBHLpwiGtmXaPdjk2K5eF2D7ucmdItvBs7zu7QMjcDGwxkedxy7X51dkRpAdP7173PkIZD0Ol09Knfx2WqXV0+AMDH4EOuOdepS7Ft0W5JNpzewK8HlEzMbwd/47eDvwHKmH+jwEaAMv26wFLA8L+HA87p+oSMBPpH9tfSx/EZ8dTyrcWec3t4fs3zjGg2gs+2FweuLWu25O6Wd2uBT74ln5jTMczeP5s7W96pDR20DW2rFQ6D81AXFAc+mxI3ce+ie7Xtn17/KT3q9LAbyruh8Q12v4ef9PvEZXbh4IWDdu9vSRzX1HK0dORSuwyJq6yhq9+htqFt7W5frCjeMcvlSP2Zgusuv6/3fJ03Yt7g3tb38tO+n+zuO5F+wi6oVeuUbDkGuY5sh0Ntg7+0vDSnb9H3tLqn1GOV53lta4xuaHwDd7V0/fOKqhPF3CNzAWhXS6mdUd/TjPwMLXN0b6t7mdB1AtfMugYrVqeMZ/NgJSisE1BHy0QCPL/meWbdMMuppm5U65KHPeoG1KVRUCO7gvlvB3/LgZQD3Nb8NkD5f6kGaGsS1th9wblnofP76Nhr6PHlj2uBUWlBpP4yKjts+wJByUN5KbkpWK1WjqUdc5kZDvQOJMwvrMxfVq+kaTum2ZUpeOm8ePaaZ7m56c2AElCr68kZdAZmHygurnY1tPn+lvd5o+cbTkOLlUGFrvGZOnUqjRo1wsfHh+7du7N5c8kN09xlxckV2vWEzASXQY/KsaB405lNdP25KytOrmDBsQWMmDeC59Y8V2rQU143N72Z/+v+f7xw7Qs0r9mcljVbsurOVdT2dZ3Gv33+7dw27zan7TOGziD2vlj+vOlPZt8w+6JDCq7qI6LqRGn/Ke5peQ8taragb/2+Lh//f93/jy33bWFMmzHaNsdvuipX39ZBSR9/FGvf+r9hYEN0Oh06ne6iNRy96vXinb7FU6DvX3w/9yy4h3sW3kNcRpxd0APKH+yWIS35XzclHe+l82LssrFEJ0TzxIontP1e2fCK3Qej41AXQPva7e3qXFTqB5ftLDLbGTcAAxoqPVHUadGqrIIsl3UBZaXX6Vl5x0qnYSFXdWeO35DBOfC5WMG4Y0DlKjgpzW3Nb2PLfVt47prnSt3v+sjrXQZvDWs0LPExPgYfu2FDtYkhOLcO6BfZjz717WcWlcb2Q7RD7Q4lBkKPd3ycd/u+67I9AMANTW7g1+G/8n/d/08LjvxNSkBRYFF6yIAyZOfj5aP9bqmzBFW2jR2bBhVf35+yny4/d+HFdS+W+bWB8v9CNX/EfLrX6c6YtmPsXoft8F1pf1NdUQNDb4O33TIkji7nA9rV35xH27uum8wpzHEKFF6NepXOYZ15pP0jTkuZqGw7ibtiW1v3f93/72KnfFHL7ljGva3vdTnr0lUGF+yH7uYemVshltK5FBU28Pntt9+YOHEir776Ktu2baNjx44MGTKE5GTnoRF3+nrw17zd+20GNXTusVIWhZZCxkePZ9LaSXZDP7c2u5U1d63hv13tZ8mUtLChyvGPZPta7bmn1T2Maj2KOTfN4c+b/6SWby1Gtxnt8vFHUo9oqdZrIpS0uloIrNfpaRnSkva125f6BwWUD99pA4q/TTzQ9gG7zEbPej2Zc/Mcpg6Y6jTjA4oX6hzXeRy96vaiX2Q/Puz3oZatUXWo3YGZQ2cyrtM4QJm6qv5xdjVsZvvHwnEYUXVnizt5stOTvNTjJXy9fHmk/SPafWqXX1fuaqV8uNzf5n78vPxK/IPmyNVQl6+XLzOHznTa7qqeo2t4V+267YfK6z1f56N+H7Hp3k10DutcpnMpSZewLmwetdll3UtpM1I61u6oXXfMQpU3kLlYzY2tBbcuAIqbKs67ZR7fDf6O969732nf21vc7vIYdQLquCwc9vXyJfquaLuCc8fhPlu3NXP+InExz3R5hs5hnflq4FesunMV0wfaF/m2qNmCxzu6Lri31bZWW+5pdY/2e+PvVfz7o87iUf9funp/X+r+kt3/9WY1mzntY8vx75Urk7pPQq/T858O/3HKnKhctQW4GMcJAK/1fK3U4UVXf0tf7vEyb/R8w27b273ftrvdP7K/y2adT3V+Sjtm9zrFvXCSspOYd2Se3b63t7idH4f9SIhPCJ1r2//f/KjfRywZuYRbm9kXejv66+a/+G/X//LlwC/pHtHd5Xp53et0v+hnhqq09zwyMNLldjVLpxq9eHSl7PlTYQOfjz76iEcffZQHH3yQNm3aMH36dPz8/Pj+e892lfQ3+nNT05t4NepVl/eH+YVpqcOymDpgKqvuXMUbvd6gpk9NHmj3AA+2e1C7/7sh9rMK2oa2ZdO9m4jwj8BL78UfN/3B+9e9T5hvGLV9a9t1o7X9hqM2yStJy5ot+ez6z5g+aDoDGjh3Ve1YuyPdwrs5bV906yK23beNV3q8YvdhW1r6/vcbf7e7HeoTyvUNlBkFvl6+TB80nc/7f46/0Z9/RhQXjPaL7MesG2YRaArk4fYP83G/j/ngug+Y0HUCJWkT2qbkF13kuWuf4z8d/6P9IS3pm1yH2h206+/0eUf7Oet0uosGhrZK+tCM8I/g75vtGz3a1nMsGbmE7wZ/R/va7XmmizJbZErfKXb7Dmo4CD+jH5N7Tb5o8BPkHcQTHZ9w+sb35cAv+WHYDyUuRDq+6/gSj2mbGXT84zmx20RubnqzywAPlIyV+oWifkB9uwCvJM2Cm/F6z9e12UuqJsFNuLbOtdQwOmdHSqsl6t+gv9M2HTqnALS0Pk62PYrK6pH2j/DjsB8JMAW4PMcI/4hLyli4GpJRP6Qd/z8HewdrwbzKVRZSdV/r+3ig3QMXPYfOYZ3ZcM8Gnuz8ZIn7uArwbb9c3tLUOXPpmBF21TjR1v1t7ncKCu5seSe3Nr/V7lgR/hH8NOwnPu//OSvvWMkH/Vx3adbpdEwfOJ0/b/qTbwZ9o9W73Dz3ZrsCddsvJ6AMDT7R6QnahLahe0R3etXtRb2AevSs1xMvvRc3NrnR6fdZfb4H2j1A73q9aRLchE33bmL76O10Ceui7WO1WpnSZ4rd497p847T31xwbjng6JUo51m5tgX+qpl7ZpZ6nIqoQgY++fn5xMbGMnBgcTGnXq////buPiqqau8D+HdAGBiV15E3BQQV1HhRMYlKJZ0roPmSaUTeoCJLtJUty1jWTdN1S1beq63VLZdrpeh97NqrSSnoAwgqMpn4iEYZV14EVAYMnAEEBJzf84d3zp3DzDCooDDz+6zFWrDPPmf275zNPvuc2fscKBQKKJXGp67evHkTTU1Nop/+ZOrKInNxJj54/AOj38O/FPISzieexz9m/UNIe9TnUYNOQkJwAuSOcuEEvHfuf58aGuQaBJmdDBkLM5C9JBtyRzliR8fix6d+RMaiDKMNCNBzYw8ACn+F0OgaM8RmCNJj0/F+1PuidJ9hPrCztYNEIj45mJo9Btz+vjzaN1r4Oz8+3+SD3vQbe/1BmHY2dlD4KyCzkxntZKWEp2DGqBmiK5QtM7bAVeoKCSRYErQEcwPm4uMnPjY4wcvsZMIdJX26O1pyRznmBswVdRj0n4Gjszx0OV4NE49PWjlpZY8nsO5X2PoDbkcOGymcVJNDknE8/rjB11s6/k7+2BO7Bw973R7Tpf81DQAsGrsIBc8WIGVSCo48fUT06gRTX6XoRHpHIndprijNcYgjvlvwnWhWTfcZNm4Obvjg8Q9MdmhkdjJsjd6KX5J+waHFh0x2EAueLRB+/8sjfzG4CtUX5WP4HJ2evvI0Vg+NHS9jTx4Odg3GXx/7q8n/wTvRvX3Rv3NzL1ZPWS18ddn9a2djT/61kdiI2h99d9IRM7dP9Gf5LQ1aioxFGdgavRVFfy7CP+P+KXpwpk6wW7DwsMKV4SsNlndnZ2uHN6a8YXSZfj0Z5zIOkzwmIdo3GiNkI3p8NYud7e2vuyUSick2TDduRmeY/TCkhKfgqye/wucxnwsXN0GuQVAmKPHh4x9id+xu/LDohx4vIG1tbDHEZgj2xO0R0rSkhYfMQ4jz8zmfY17gPExwn4CiPxeJ6r6547c0aKnokQbA7Qto/U7ocPvhSJlk/k7kQDMgBzf/8ccfuHXrFjw9xdM8PT098fvvxmeebN68GRs3brwfxROEuIegpKEEr4a9ikMVhzDebbxwEl0StEQYjPndgu9Et/1n+s7E32f+Hf5O/kY7CN7DvHF06VGhYoaPCIfjEEe0dbUJJzCZnUx0N8DUTA+dCM8ITB85HePdxuPHih+huqHCe4+8h39f/zcOVRzC/DHzexXz00FPw3e4L5L/NxmA+IpS/x8pTB5msK6+JwOfRH5NvtlxN8Dtq/oydRnmBsw1unyC+wQsHLMQda11wrT+lZMMG8LYgFjEBhjvKHSnfxU12mk0Xgl7Bc5SZ2QvyYaDrYNBo/HU2KeEmSj6jyBo7WyFslYpDMZ9OeRlmPOE7xPIq8lD9KhokycMiUQCV4ee953uirTwaiEe9noYZ+rOoL61Hq9Pfh3JoclCPq+hXqJOpe5N3z3xkHlgfdR6bFLe/ppgZfhKBLkGCeNGXKWud/V0ax0biY0wQBcAvpz3Jbb93zYkTkwUzSTxGWo4Lb37dn5c9COey3xOeARC99dI6EucmIhjNcdEz61ZN22dQT79k9z+BftxrfWaaNbPvdK/ULG3sb+nk8uK8BX46epP2PGnHaJ2ovvdj8SJid1XBXD7f9nNwQ2N7Y0IcA6A5qYGje2NiPAwf0eut/Q7eu9Gviu0K1JbKSZ7TIaWtIj2jcZp1WlM9ZyKoXZDhYuXIlWRybGD3ek/OuB/4v47AH76yOn4W9HfMMFtAlwcXO4qhqleU0UD6Dc+uhET3CaIprebo+sAyh3lkDvKMT9wPtJ/TRc96NEYD5kH6lvrhQvK5NBkJIxPEB1vqa0Un87+VDR5wpyU8BTM9pstTIAIcQ/BLN9ZeH7i8xjtPNrkXeEBjwagK1euEAAqLCwUpa9du5amTZtmdJ329nbSaDTCT01NDQEgjUbTb+VsaGugrIosutl1k25pbxksP117mirUFX3yWZc0l+jklZN9si1Vi4qyKrKo81YnabVa0mq1d7yN4zXHqbSx1CC9/Ho5Has5ZnZ9rVZLRyqPULWm2mzexrZGOnnlZK/KWXC5gKo0VWbz9UZuVS5dbb7a6/wdtzroYPlBo/vlXP05KvmjpFfbudFxg/514V9U21Lb68/ujdqWWsqqyKKuW11Gl19ouEAFlwvueJs/lP0g2malupKut12/l6IKsiqy6GLjRYP0Cw0XSHlVeUfbOl17mgqvFJrPSEStna2UVZFF5epyk3lyLuXQ6drTd1SGO3Gs5hiduHzCaNvSV0r+KKEiVZHJOtG9PDVNNdTQ1kA5VTl31W6Y236RqqhPt2lMXnWe0c+p0lRRS0fLXW/3ZtdNqtJU0cnLJ+lQ+aFe7VNz2rva6WD5QWpsa+wxX92NOsqsyKSOWx1mt5lfnW/0f6ond9M23AuNRtOv528J0V2+HKUfdXR0QCaT4dtvv8WiRYuE9KSkJKjVamRkZJhe+T+amprg7OwMjUYDJ6fB+awBxhhjzNr09/l7QI7xsbe3R0REBHJz/zuOQKvVIjc3F1FR5t99wxhjjDFmzIAc4wMAa9asQVJSEqZOnYpp06bh448/xo0bN/Diiy+aX5kxxhhjzIgB2/GJj4/HtWvXsH79eqhUKkyaNAmHDx82GPDMGGOMMdZbA3KMT1/gMT6MMcbY4GOVY3wYY4wxxvoDd3wYY4wxZjW448MYY4wxq8EdH8YYY4xZDe74MMYYY8xqcMeHMcYYY1aDOz6MMcYYsxrc8WGMMcaY1eCOD2OMMcasxoB9ZcW90j2Quqmp6QGXhDHGGGO9pTtv99eLJSy249Pc3AwA8PX1fcAlYYwxxtidam5uhrOzc59v12Lf1aXVanH16lUMHz4cEonkQRfHQFNTE3x9fVFTU2O17xKz9n1g7fEDvA+sPX6A94G1xw8Y7gMiQnNzM3x8fGBj0/cjciz2jo+NjQ1GjRr1oIthlpOTk9VWdh1r3wfWHj/A+8Da4wd4H1h7/IB4H/THnR4dHtzMGGOMMavBHR/GGGOMWQ3u+DwgUqkUGzZsgFQqfdBFeWCsfR9Ye/wA7wNrjx/gfWDt8QP3fx9Y7OBmxhhjjLHu+I4PY4wxxqwGd3wYY4wxZjW448MYY4wxq8EdH8YYY4xZDe749KHNmzfj4YcfxvDhw+Hh4YFFixahtLRUlCc6OhoSiUT0s2LFClGe6upqzJs3DzKZDB4eHli7di26urruZyh37f333zeIb/z48cLy9vZ2rFq1Cu7u7hg2bBiefvpp1NXVibYxmOMfPXq0QfwSiQSrVq0CYJnH//jx45g/fz58fHwgkUhw4MAB0XIiwvr16+Ht7Q1HR0coFApcvHhRlKexsRHLli2Dk5MTXFxckJycjJaWFlGe8+fPY/r06XBwcICvry8++uij/g6tV3qKv7OzE6mpqQgNDcXQoUPh4+ODxMREXL16VbQNY/UmLS1NlGegxg+YrwMvvPCCQXyxsbGiPJZaBwAYbRMkEgm2bNki5BnsdaA357++av/z8/MxZcoUSKVSjB07Frt3776zwhLrMzExMZSenk4lJSVUXFxMc+fOJT8/P2ppaRHyzJw5k5YvX061tbXCj0ajEZZ3dXVRSEgIKRQKOnv2LGVmZpJcLqd169Y9iJDu2IYNG+ihhx4SxXft2jVh+YoVK8jX15dyc3OpqKiIHnnkEXr00UeF5YM9/vr6elHs2dnZBIDy8vKIyDKPf2ZmJr377ru0f/9+AkDff/+9aHlaWho5OzvTgQMH6Ny5c7RgwQIKCAigtrY2IU9sbCyFh4fTTz/9RCdOnKCxY8dSQkKCsFyj0ZCnpyctW7aMSkpKaN++feTo6Eg7duy4X2Ga1FP8arWaFAoFffXVV/T777+TUqmkadOmUUREhGgb/v7+tGnTJlG90G83BnL8RObrQFJSEsXGxoria2xsFOWx1DpARKK4a2tradeuXSSRSKi8vFzIM9jrQG/Of33R/ldUVJBMJqM1a9bQb7/9Rp988gnZ2trS4cOHe11W7vj0o/r6egJAx44dE9JmzpxJq1evNrlOZmYm2djYkEqlEtK2b99OTk5OdPPmzf4sbp/YsGEDhYeHG12mVqvJzs6OvvnmGyHtwoULBICUSiURDf74u1u9ejWNGTOGtFotEVn+8e/e6Gu1WvLy8qItW7YIaWq1mqRSKe3bt4+IiH777TcCQKdPnxbyZGVlkUQioStXrhAR0WeffUaurq6ifZCamkrBwcH9HNGdMXbS6+7nn38mAFRVVSWk+fv707Zt20yuM1jiJzK+D5KSkmjhwoUm17G2OrBw4UKaNWuWKM2S6gCR4fmvr9r/t99+mx566CHRZ8XHx1NMTEyvy8ZfdfUjjUYDAHBzcxOlf/HFF5DL5QgJCcG6devQ2toqLFMqlQgNDYWnp6eQFhMTg6amJvz666/3p+D36OLFi/Dx8UFgYCCWLVuG6upqAMCZM2fQ2dkJhUIh5B0/fjz8/PygVCoBWEb8Oh0dHdi7dy9eeukl0YtyLf3466usrIRKpRIdc2dnZ0RGRoqOuYuLC6ZOnSrkUSgUsLGxwalTp4Q8M2bMgL29vZAnJiYGpaWluH79+n2Kpm9oNBpIJBK4uLiI0tPS0uDu7o7Jkydjy5Ytotv7lhB/fn4+PDw8EBwcjJSUFDQ0NAjLrKkO1NXV4dChQ0hOTjZYZkl1oPv5r6/af6VSKdqGLo9uG71hsS8pfdC0Wi3eeOMNPPbYYwgJCRHSn3vuOfj7+8PHxwfnz59HamoqSktLsX//fgCASqUSHXQAwt8qler+BXCXIiMjsXv3bgQHB6O2thYbN27E9OnTUVJSApVKBXt7e4MG39PTU4htsMev78CBA1Cr1XjhhReENEs//t3pymwsJv1j7uHhIVo+ZMgQuLm5ifIEBAQYbEO3zNXVtV/K39fa29uRmpqKhIQE0QspX3/9dUyZMgVubm4oLCzEunXrUFtbi61btwIY/PHHxsZi8eLFCAgIQHl5Od555x3ExcVBqVTC1tbWqurAnj17MHz4cCxevFiUbkl1wNj5r6/af1N5mpqa0NbWBkdHR7Pl445PP1m1ahVKSkpQUFAgSn/llVeE30NDQ+Ht7Y3Zs2ejvLwcY8aMud/F7HNxcXHC72FhYYiMjIS/vz++/vrrXlVIS7Jz507ExcXBx8dHSLP0489M6+zsxDPPPAMiwvbt20XL1qxZI/weFhYGe3t7vPrqq9i8ebNFvMrg2WefFX4PDQ1FWFgYxowZg/z8fMyePfsBluz+27VrF5YtWwYHBwdRuiXVAVPnv4GCv+rqB6+99hoOHjyIvLw8jBo1qse8kZGRAICysjIAgJeXl8Eod93fXl5e/VDa/uXi4oKgoCCUlZXBy8sLHR0dUKvVojx1dXVCbJYSf1VVFXJycvDyyy/3mM/Sj7+uzMZi0j/m9fX1ouVdXV1obGy0mHqh6/RUVVUhOztbdLfHmMjISHR1deHSpUsABn/83QUGBkIul4vqvaXXAQA4ceIESktLzbYLwOCtA6bOf33V/pvK4+Tk1OuLa+749CEiwmuvvYbvv/8eR48eNbgtaUxxcTEAwNvbGwAQFRWFX375RdQI6BrKiRMn9ku5+1NLSwvKy8vh7e2NiIgI2NnZITc3V1heWlqK6upqREVFAbCc+NPT0+Hh4YF58+b1mM/Sj39AQAC8vLxEx7ypqQmnTp0SHXO1Wo0zZ84IeY4ePQqtVit0DKOionD8+HF0dnYKebKzsxEcHDygbvEbo+v0XLx4ETk5OXB3dze7TnFxMWxsbISvfwZz/MZcvnwZDQ0NonpvyXVAZ+fOnYiIiEB4eLjZvIOtDpg7//VV+x8VFSXahi6Pbhu9LSzrIykpKeTs7Ez5+fmiKYmtra1ERFRWVkabNm2ioqIiqqyspIyMDAoMDKQZM2YI29BN55szZw4VFxfT4cOHacSIEQN6OrO+N998k/Lz86myspJOnjxJCoWC5HI51dfXE9Ht6Yx+fn509OhRKioqoqioKIqKihLWH+zxExHdunWL/Pz8KDU1VZRuqce/ubmZzp49S2fPniUAtHXrVjp79qwwayktLY1cXFwoIyODzp8/TwsXLjQ6nX3y5Ml06tQpKigooHHjxommMqvVavL09KTnn3+eSkpK6MsvvySZTDYgpvL2FH9HRwctWLCARo0aRcXFxaJ2QTdLpbCwkLZt20bFxcVUXl5Oe/fupREjRlBiYqLwGQM5fqKe90FzczO99dZbpFQqqbKyknJycmjKlCk0btw4am9vF7ZhqXVAR6PRkEwmo+3btxusbwl1wNz5j6hv2n/ddPa1a9fShQsX6NNPP+Xp7A8SAKM/6enpRERUXV1NM2bMIDc3N5JKpTR27Fhau3at6DkuRESXLl2iuLg4cnR0JLlcTm+++SZ1dnY+gIjuXHx8PHl7e5O9vT2NHDmS4uPjqaysTFje1tZGK1euJFdXV5LJZPTUU09RbW2taBuDOX4ioiNHjhAAKi0tFaVb6vHPy8szWu+TkpKI6PaU9vfee488PT1JKpXS7NmzDfZNQ0MDJSQk0LBhw8jJyYlefPFFam5uFuU5d+4cPf744ySVSmnkyJGUlpZ2v0LsUU/xV1ZWmmwXdM92OnPmDEVGRpKzszM5ODjQhAkT6MMPPxR1CogGbvxEPe+D1tZWmjNnDo0YMYLs7OzI39+fli9fLpqyTGS5dUBnx44d5OjoSGq12mB9S6gD5s5/RH3X/ufl5dGkSZPI3t6eAgMDRZ/RG5L/FJgxxhhjzOLxGB/GGGOMWQ3u+DDGGGPManDHhzHGGGNWgzs+jDHGGLMa3PFhjDHGmNXgjg9jjDHGrAZ3fBhjjDFmNbjjwxhjjDGrwR0fxhhjjFkN7vgwxhhjzGpwx4cxxhhjVoM7PowxxhizGv8PsY5Cyg7ocvwAAAAASUVORK5CYII="
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from data import calculate_baseline, adjust_baseline\n",
|
||
"plt.plot(experiments.iloc[0, :len(experiments.columns)//2], experiments.iloc[0, len(experiments.columns)//2:])\n",
|
||
"_ = plt.plot(experiments.iloc[0, :len(experiments.columns)//2], calculate_baseline(experiments.iloc[0, :]))\n",
|
||
"_ = plt.plot(experiments.iloc[0, :len(experiments.columns)//2], adjust_baseline(experiments.iloc[0, :]))"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"ExecuteTime": {
|
||
"end_time": "2024-03-13T10:22:56.103451700Z",
|
||
"start_time": "2024-03-13T10:22:55.944286700Z"
|
||
}
|
||
},
|
||
"id": "b0373a132a9d5a51",
|
||
"execution_count": 5
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": "<Figure size 640x480 with 1 Axes>",
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from data import adjust_all_baselines\n",
|
||
"baselined_experiments = adjust_all_baselines(experiments)\n",
|
||
"_ = baselined_experiments.transpose()[len(baselined_experiments.columns)//2:].plot(legend=False)"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"ExecuteTime": {
|
||
"end_time": "2024-03-13T10:22:58.363222100Z",
|
||
"start_time": "2024-03-13T10:22:56.100027800Z"
|
||
}
|
||
},
|
||
"id": "cd3e3efaff2e6fc0",
|
||
"execution_count": 6
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": "<Figure size 640x480 with 1 Axes>",
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from data import scale_experiments\n",
|
||
"scaled_experiments = scale_experiments(baselined_experiments)\n",
|
||
"_ = scaled_experiments.transpose()[len(scaled_experiments.columns)//2:].plot(legend=False)"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"ExecuteTime": {
|
||
"end_time": "2024-03-13T10:23:00.211629900Z",
|
||
"start_time": "2024-03-13T10:22:58.362167600Z"
|
||
}
|
||
},
|
||
"id": "9fec4fd8b79212b1",
|
||
"execution_count": 7
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": "<Figure size 640x480 with 1 Axes>",
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from data import apply_smoothing\n",
|
||
"plt.plot(scaled_experiments.iloc[0, :len(scaled_experiments.columns)//2], scaled_experiments.iloc[0, len(scaled_experiments.columns)//2:])\n",
|
||
"_ = plt.plot(scaled_experiments.iloc[0, :len(scaled_experiments.columns)//2], apply_smoothing(scaled_experiments.iloc[0, :]))"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"ExecuteTime": {
|
||
"end_time": "2024-03-13T10:23:00.352731700Z",
|
||
"start_time": "2024-03-13T10:23:00.210221700Z"
|
||
}
|
||
},
|
||
"id": "6271e8eb7b8e8111",
|
||
"execution_count": 8
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": "<Figure size 640x480 with 1 Axes>",
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from data import smooth_experiments\n",
|
||
"smoothed_experiments = smooth_experiments(scaled_experiments)\n",
|
||
"_ = smoothed_experiments.transpose()[len(smoothed_experiments.columns)//2:].plot(legend=False)"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"ExecuteTime": {
|
||
"end_time": "2024-03-13T10:23:02.202019200Z",
|
||
"start_time": "2024-03-13T10:23:00.354237100Z"
|
||
}
|
||
},
|
||
"id": "353c76407fa01487",
|
||
"execution_count": 9
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": " strain replica phase objective substrate laser_power[%] grating \\\n0 CHA0 3.0 liquid 50 alu 100 1800 \n1 CHA0 NaN solid 50 alu 100 1800 \n2 F113 2.0 solid 50 alu 100 1800 \n3 A390 3.0 liquid 50 alu 100 1800 \n4 A390 2.0 solid 50 alu 100 1800 \n.. ... ... ... ... ... ... ... \n523 F113 3.0 liquid 50 alu 100 1800 \n524 CHA0 1.0 liquid 50 alu 100 1800 \n525 F113 2.0 solid 50 alu 100 1800 \n526 CHA0 3.0 liquid 50 alu 100 1800 \n527 F113 2.0 solid 50 alu 100 1800 \n\n exposition[sec] confocalhigh accumulations ... 2012 2013 \\\n0 20 True 2 ... -0.367355 -0.363873 \n1 20 True 2 ... -0.474991 -0.477788 \n2 20 True 2 ... -0.478828 -0.452980 \n3 20 True 2 ... -0.467121 -0.487628 \n4 20 True 2 ... -0.421433 -0.419168 \n.. ... ... ... ... ... ... \n523 20 True 2 ... -0.535975 -0.526001 \n524 20 True 2 ... -0.602049 -0.571984 \n525 20 True 2 ... -0.450428 -0.403621 \n526 20 True 2 ... -0.577849 -0.538478 \n527 20 True 2 ... -0.530483 -0.509945 \n\n 2014 2015 2016 2017 2018 2019 2020 \\\n0 -0.455520 -0.484867 -0.509059 -0.436907 -0.277839 -0.212046 -0.220981 \n1 -0.448893 -0.404396 -0.398783 -0.397450 -0.349709 -0.280091 -0.191161 \n2 -0.447993 -0.417341 -0.404550 -0.465023 -0.329732 -0.168301 -0.068686 \n3 -0.489187 -0.388889 -0.352774 -0.348571 -0.342917 -0.334438 -0.307462 \n4 -0.408664 -0.361404 -0.354242 -0.342798 -0.286375 -0.248223 -0.213582 \n.. ... ... ... ... ... ... ... \n523 -0.563350 -0.475007 -0.533151 -0.443764 -0.448700 -0.429747 -0.353645 \n524 -0.670740 -0.689338 -0.512495 -0.447261 -0.214245 -0.080364 0.008211 \n525 -0.313187 -0.319807 -0.235920 -0.270552 -0.277043 -0.238717 -0.191382 \n526 -0.504878 -0.487751 -0.533187 -0.572844 -0.447788 -0.323756 -0.311435 \n527 -0.454582 -0.376847 -0.292238 -0.231941 -0.168258 -0.103029 -0.048483 \n\n 2021 \n0 -0.331611 \n1 -0.085984 \n2 -0.113881 \n3 -0.250431 \n4 -0.184275 \n.. ... \n523 -0.181154 \n524 0.044494 \n525 -0.148319 \n526 -0.511174 \n527 -0.012638 \n\n[528 rows x 2032 columns]",
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"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>strain</th>\n <th>replica</th>\n <th>phase</th>\n <th>objective</th>\n <th>substrate</th>\n <th>laser_power[%]</th>\n <th>grating</th>\n <th>exposition[sec]</th>\n <th>confocalhigh</th>\n <th>accumulations</th>\n <th>...</th>\n <th>2012</th>\n <th>2013</th>\n <th>2014</th>\n <th>2015</th>\n <th>2016</th>\n <th>2017</th>\n <th>2018</th>\n <th>2019</th>\n <th>2020</th>\n <th>2021</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>CHA0</td>\n <td>3.0</td>\n <td>liquid</td>\n <td>50</td>\n <td>alu</td>\n <td>100</td>\n <td>1800</td>\n <td>20</td>\n <td>True</td>\n <td>2</td>\n <td>...</td>\n <td>-0.367355</td>\n <td>-0.363873</td>\n <td>-0.455520</td>\n <td>-0.484867</td>\n <td>-0.509059</td>\n <td>-0.436907</td>\n <td>-0.277839</td>\n <td>-0.212046</td>\n <td>-0.220981</td>\n <td>-0.331611</td>\n </tr>\n <tr>\n <th>1</th>\n <td>CHA0</td>\n <td>NaN</td>\n <td>solid</td>\n <td>50</td>\n <td>alu</td>\n <td>100</td>\n <td>1800</td>\n <td>20</td>\n <td>True</td>\n <td>2</td>\n <td>...</td>\n <td>-0.474991</td>\n <td>-0.477788</td>\n <td>-0.448893</td>\n <td>-0.404396</td>\n <td>-0.398783</td>\n <td>-0.397450</td>\n <td>-0.349709</td>\n <td>-0.280091</td>\n <td>-0.191161</td>\n <td>-0.085984</td>\n </tr>\n <tr>\n <th>2</th>\n <td>F113</td>\n <td>2.0</td>\n <td>solid</td>\n <td>50</td>\n <td>alu</td>\n <td>100</td>\n <td>1800</td>\n <td>20</td>\n <td>True</td>\n <td>2</td>\n <td>...</td>\n <td>-0.478828</td>\n <td>-0.452980</td>\n <td>-0.447993</td>\n <td>-0.417341</td>\n <td>-0.404550</td>\n <td>-0.465023</td>\n <td>-0.329732</td>\n <td>-0.168301</td>\n <td>-0.068686</td>\n <td>-0.113881</td>\n </tr>\n <tr>\n <th>3</th>\n <td>A390</td>\n <td>3.0</td>\n <td>liquid</td>\n <td>50</td>\n <td>alu</td>\n <td>100</td>\n <td>1800</td>\n <td>20</td>\n <td>True</td>\n <td>2</td>\n <td>...</td>\n <td>-0.467121</td>\n <td>-0.487628</td>\n <td>-0.489187</td>\n <td>-0.388889</td>\n <td>-0.352774</td>\n <td>-0.348571</td>\n <td>-0.342917</td>\n <td>-0.334438</td>\n <td>-0.307462</td>\n <td>-0.250431</td>\n </tr>\n <tr>\n <th>4</th>\n <td>A390</td>\n <td>2.0</td>\n <td>solid</td>\n <td>50</td>\n <td>alu</td>\n <td>100</td>\n <td>1800</td>\n <td>20</td>\n <td>True</td>\n <td>2</td>\n <td>...</td>\n <td>-0.421433</td>\n <td>-0.419168</td>\n <td>-0.408664</td>\n <td>-0.361404</td>\n <td>-0.354242</td>\n <td>-0.342798</td>\n <td>-0.286375</td>\n <td>-0.248223</td>\n <td>-0.213582</td>\n <td>-0.184275</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>523</th>\n <td>F113</td>\n <td>3.0</td>\n <td>liquid</td>\n <td>50</td>\n <td>alu</td>\n <td>100</td>\n <td>1800</td>\n <td>20</td>\n <td>True</td>\n <td>2</td>\n <td>...</td>\n <td>-0.535975</td>\n <td>-0.526001</td>\n <td>-0.563350</td>\n <td>-0.475007</td>\n <td>-0.533151</td>\n <td>-0.443764</td>\n <td>-0.448700</td>\n <td>-0.429747</td>\n <td>-0.353645</td>\n <td>-0.181154</td>\n </tr>\n <tr>\n <th>524</th>\n <td>CHA0</td>\n <td>1.0</td>\n <td>liquid</td>\n <td>50</td>\n <td>alu</td>\n <td>100</td>\n <td>1800</td>\n <td>20</td>\n <td>True</td>\n <td>2</td>\n <td>...</td>\n <td>-0.602049</td>\n <td>-0.571984</td>\n <td>-0.670740</td>\n <td>-0.689338</td>\n <td>-0.512495</td>\n <td>-0.447261</td>\n <td>-0.214245</td>\n <td>-0.080364</td>\n <td>0.008211</td>\n <td>0.044494</td>\n </tr>\n <tr>\n <th>525</th>\n <td>F113</td>\n <td>2.0</td>\n <td>solid</td>\n <td>50</td>\n <td>alu</td>\n <td>100</td>\n <td>1800</td>\n <td>20</td>\n <td>True</td>\n <td>2</td>\n <td>...</td>\n <td>-0.450428</td>\n <td>-0.403621</td>\n <td>-0.313187</td>\n <td>-0.319807</td>\n <td>-0.235920</td>\n <td>-0.270552</td>\n <td>-0.277043</td>\n <td>-0.238717</td>\n <td>-0.191382</td>\n <td>-0.148319</td>\n </tr>\n <tr>\n <th>526</th>\n <td>CHA0</td>\n <td>3.0</td>\n <td>liquid</td>\n <td>50</td>\n <td>alu</td>\n <td>100</td>\n <td>1800</td>\n <td>20</td>\n <td>True</td>\n <td>2</td>\n <td>...</td>\n <td>-0.577849</td>\n <td>-0.538478</td>\n <td>-0.504878</td>\n <td>-0.487751</td>\n <td>-0.533187</td>\n <td>-0.572844</td>\n <td>-0.447788</td>\n <td>-0.323756</td>\n <td>-0.311435</td>\n <td>-0.511174</td>\n </tr>\n <tr>\n <th>527</th>\n <td>F113</td>\n <td>2.0</td>\n <td>solid</td>\n <td>50</td>\n <td>alu</td>\n <td>100</td>\n <td>1800</td>\n <td>20</td>\n <td>True</td>\n <td>2</td>\n <td>...</td>\n <td>-0.530483</td>\n <td>-0.509945</td>\n <td>-0.454582</td>\n <td>-0.376847</td>\n <td>-0.292238</td>\n <td>-0.231941</td>\n <td>-0.168258</td>\n <td>-0.103029</td>\n <td>-0.048483</td>\n <td>-0.012638</td>\n </tr>\n </tbody>\n</table>\n<p>528 rows × 2032 columns</p>\n</div>"
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},
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"execution_count": 10,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"processed_data = pd.concat([metadata, pd.DataFrame(smoothed_experiments)], axis=1)\n",
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"processed_data"
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],
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"metadata": {
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"collapsed": false,
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"ExecuteTime": {
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"end_time": "2024-03-13T10:23:02.203193200Z",
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"start_time": "2024-03-13T10:23:02.177910500Z"
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}
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},
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"id": "bef71698765b293a",
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"execution_count": 10
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},
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{
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"cell_type": "code",
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"C:\\Users\\Edouard\\Documents\\Programming\\RamanClassifier\\venv\\Lib\\site-packages\\joblib\\externals\\loky\\backend\\context.py:136: UserWarning: Could not find the number of physical cores for the following reason:\n",
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"[WinError 2] The system cannot find the file specified\n",
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"Returning the number of logical cores instead. You can silence this warning by setting LOKY_MAX_CPU_COUNT to the number of cores you want to use.\n",
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" warnings.warn(\n",
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" File \"C:\\Users\\Edouard\\Documents\\Programming\\RamanClassifier\\venv\\Lib\\site-packages\\joblib\\externals\\loky\\backend\\context.py\", line 257, in _count_physical_cores\n",
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" cpu_info = subprocess.run(\n",
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" ^^^^^^^^^^^^^^^\n",
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" File \"C:\\Users\\Edouard\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\subprocess.py\", line 548, in run\n",
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" with Popen(*popenargs, **kwargs) as process:\n",
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" ^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
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" File \"C:\\Users\\Edouard\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\subprocess.py\", line 1026, in __init__\n",
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" self._execute_child(args, executable, preexec_fn, close_fds,\n",
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" File \"C:\\Users\\Edouard\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\subprocess.py\", line 1538, in _execute_child\n",
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" hp, ht, pid, tid = _winapi.CreateProcess(executable, args,\n",
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" ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n"
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]
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}
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],
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"source": [
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"from sklearn.manifold import TSNE\n",
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"from math import sqrt\n",
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"X_embedded = TSNE(n_components=2, learning_rate='auto', init='pca', perplexity=int(sqrt(len(processed_data)))).fit_transform(processed_data.iloc[:, 10+(len(processed_data.columns)-10)//2:].to_numpy())"
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],
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"metadata": {
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"collapsed": false,
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"ExecuteTime": {
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"end_time": "2024-03-13T10:23:03.713638Z",
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"start_time": "2024-03-13T10:23:02.203193200Z"
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}
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},
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"id": "e8e2c4c305cd88e9",
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"execution_count": 11
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},
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{
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"cell_type": "code",
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"outputs": [
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{
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"data": {
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"text/plain": "<Figure size 640x480 with 1 Axes>",
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"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"_ = plt.scatter(X_embedded[:,0], X_embedded[:,1], c=pd.Categorical(processed_data[\"strain\"]).codes, cmap=\"Accent\", s=int(500/sqrt(len(processed_data))))"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"ExecuteTime": {
|
||
"end_time": "2024-03-13T10:23:03.868978800Z",
|
||
"start_time": "2024-03-13T10:23:03.714638400Z"
|
||
}
|
||
},
|
||
"id": "8ee838548c67044c",
|
||
"execution_count": 12
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"outputs": [],
|
||
"source": [],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"ExecuteTime": {
|
||
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