diff --git a/README.md b/README.md index a4e3637..e79eb03 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@ # Listening Analysis -Notebooks, [analysis](analysis.ipynb) and other [stats](stats.ipynb). +Notebooks, [analysis](analysis.ipynb), [artists](artist.ipynb) & [playlist](playlist.ipynb) investigations and other [stats](stats.ipynb). Combining Spotify & Last.fm data for exploring habits and trends Uses two data sources, @@ -9,4 +9,4 @@ Uses two data sources, 2. Spotify audio features The two are joined by searching Last.fm tracks on Spotify to get a Uri, the track name and artist name are provided for the query. -These Uris can be used to retrieve Spotify feature descriptors. `all_joined()` gets a BigQuery of that joins the scrobble time series with their audio features and provides this as a panda frame. \ No newline at end of file +These Uris can be used to retrieve Spotify feature descriptors. \ No newline at end of file diff --git a/analysis.ipynb b/analysis.ipynb index 2c66e72..95d24b1 100644 --- a/analysis.ipynb +++ b/analysis.ipynb @@ -40,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -50,7 +50,6 @@ "track object\n", "album object\n", "artist object\n", - "time object\n", "uri object\n", "acousticness float64\n", "danceability float64\n", @@ -69,7 +68,7 @@ ] }, "metadata": {}, - "execution_count": 14 + "execution_count": 3 } ], "source": [ @@ -126,195 +125,141 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 5, "metadata": {}, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ - " track \\\n", - "34017 Blackbird - Gorgon City Remix \n", - "81549 Lanterns - Dead Man's Chest Remix \n", - "46080 ID Check - Original Mix \n", - "43376 Up & Down \n", - "73918 Cuatro \n", - "... ... \n", - "74391 Julia \n", - "61000 Site Zero / The Vault \n", - "32139 Reminder (feat. How To Dress Well) \n", - "78339 Monsoon \n", - "59279 Let Go (interlude) \n", + " track \\\n", + "time \n", + "2020-12-31 18:35:28+00:00 Blackbird - Gorgon City Remix \n", + "2020-12-31 18:28:13+00:00 Lanterns - Dead Man's Chest Remix \n", + "2020-12-31 18:22:07+00:00 ID Check - Original Mix \n", + "2020-12-31 17:52:23+00:00 Up & Down \n", + "2020-12-31 17:00:28+00:00 Cuatro \n", + "... ... \n", + "2017-11-03 03:35:27+00:00 Julia \n", + "2017-11-03 03:28:51+00:00 Site Zero / The Vault \n", + "2017-11-03 02:54:37+00:00 Reminder (feat. How To Dress Well) \n", + "2017-11-03 02:50:23+00:00 Monsoon \n", + "2017-11-03 02:43:01+00:00 Let Go (interlude) \n", "\n", - " album artist \\\n", - "34017 Blackbird EP Joeski \n", - "81549 Lanterns / Lanterns (Dead Man's Chest Remix) Tim Reaper \n", - "46080 Toolroom Ibiza 2019 Ben A \n", - "43376 Emotion EP Purple Disco Machine \n", - "73918 Tomahawk EP Mystic State \n", - "... ... ... \n", - "74391 Void RL Grime \n", - "61000 Void RL Grime \n", - "32139 Void RL Grime \n", - "78339 Void RL Grime \n", - "59279 Void RL Grime \n", + " album \\\n", + "time \n", + "2020-12-31 18:35:28+00:00 Blackbird EP \n", + "2020-12-31 18:28:13+00:00 Lanterns / Lanterns (Dead Man's Chest Remix) \n", + "2020-12-31 18:22:07+00:00 Toolroom Ibiza 2019 \n", + "2020-12-31 17:52:23+00:00 Emotion EP \n", + "2020-12-31 17:00:28+00:00 Tomahawk EP \n", + "... ... \n", + "2017-11-03 03:35:27+00:00 Void \n", + "2017-11-03 03:28:51+00:00 Void \n", + "2017-11-03 02:54:37+00:00 Void \n", + "2017-11-03 02:50:23+00:00 Void \n", + "2017-11-03 02:43:01+00:00 Void \n", "\n", - " time uri \\\n", - "34017 2020-12-31 18:35:28+00:00 spotify:track:3eGyeq8R8PscX1d13c9eJP \n", - "81549 2020-12-31 18:28:13+00:00 spotify:track:3lc7wN7T29s7uRbPZR0hTH \n", - "46080 2020-12-31 18:22:07+00:00 spotify:track:4x94xmQhUnd59k8oGM7AkG \n", - "43376 2020-12-31 17:52:23+00:00 spotify:track:11DRarpv190YnCAXt85uFA \n", - "73918 2020-12-31 17:00:28+00:00 spotify:track:6JBKvAWsMvo68a9pMa9Ujn \n", - "... ... ... \n", - "74391 2017-11-03 03:35:27+00:00 spotify:track:4or82pWT9zvQNIoGckZiYb \n", - "61000 2017-11-03 03:28:51+00:00 spotify:track:762ME2OHjuGo4xTbfZhpok \n", - "32139 2017-11-03 02:54:37+00:00 spotify:track:2JUdMBlA5JzuemLGzZNDrf \n", - "78339 2017-11-03 02:50:23+00:00 spotify:track:0jYAtTuRsRdHMuvaOXIAj5 \n", - "59279 2017-11-03 02:43:01+00:00 spotify:track:39FvWuHBtYQTJNdisJxZIG \n", + " artist \\\n", + "time \n", + "2020-12-31 18:35:28+00:00 Joeski \n", + "2020-12-31 18:28:13+00:00 Tim Reaper \n", + "2020-12-31 18:22:07+00:00 Ben A \n", + "2020-12-31 17:52:23+00:00 Purple Disco Machine \n", + "2020-12-31 17:00:28+00:00 Mystic State \n", + "... ... \n", + "2017-11-03 03:35:27+00:00 RL Grime \n", + "2017-11-03 03:28:51+00:00 RL Grime \n", + "2017-11-03 02:54:37+00:00 RL Grime \n", + "2017-11-03 02:50:23+00:00 RL Grime \n", + "2017-11-03 02:43:01+00:00 RL Grime \n", "\n", - " acousticness danceability duration_ms energy instrumentalness key \\\n", - "34017 0.000542 0.803 389834 0.857 0.840 4 \n", - "81549 0.001530 0.537 440255 0.868 0.877 10 \n", - "46080 0.001720 0.809 372614 0.982 0.911 6 \n", - "43376 0.032000 0.758 409961 0.913 0.739 5 \n", - "73918 0.040300 0.621 342866 0.680 0.803 9 \n", - "... ... ... ... ... ... ... \n", - "74391 0.003340 0.573 301429 0.932 0.744 9 \n", - "61000 0.683000 0.289 464015 0.404 0.854 7 \n", - "32139 0.683000 0.593 260075 0.560 0.109 3 \n", - "78339 0.034600 0.546 254815 0.850 0.680 10 \n", - "59279 0.181000 0.361 153346 0.727 0.710 7 \n", + " uri acousticness \\\n", + "time \n", + "2020-12-31 18:35:28+00:00 spotify:track:3eGyeq8R8PscX1d13c9eJP 0.000542 \n", + "2020-12-31 18:28:13+00:00 spotify:track:3lc7wN7T29s7uRbPZR0hTH 0.001530 \n", + "2020-12-31 18:22:07+00:00 spotify:track:4x94xmQhUnd59k8oGM7AkG 0.001720 \n", + "2020-12-31 17:52:23+00:00 spotify:track:11DRarpv190YnCAXt85uFA 0.032000 \n", + "2020-12-31 17:00:28+00:00 spotify:track:6JBKvAWsMvo68a9pMa9Ujn 0.040300 \n", + "... ... ... \n", + "2017-11-03 03:35:27+00:00 spotify:track:4or82pWT9zvQNIoGckZiYb 0.003340 \n", + "2017-11-03 03:28:51+00:00 spotify:track:762ME2OHjuGo4xTbfZhpok 0.683000 \n", + "2017-11-03 02:54:37+00:00 spotify:track:2JUdMBlA5JzuemLGzZNDrf 0.683000 \n", + "2017-11-03 02:50:23+00:00 spotify:track:0jYAtTuRsRdHMuvaOXIAj5 0.034600 \n", + "2017-11-03 02:43:01+00:00 spotify:track:39FvWuHBtYQTJNdisJxZIG 0.181000 \n", "\n", - " liveness loudness mode speechiness tempo time_signature valence \n", - "34017 0.0787 -7.273 0 0.0449 125.016 4 0.2230 \n", - "81549 0.5730 -7.319 0 0.0618 157.015 4 0.2650 \n", - "46080 0.0657 -8.690 0 0.0460 123.992 4 0.8240 \n", - "43376 0.0304 -6.712 1 0.0518 117.997 4 0.7230 \n", - "73918 0.2890 -10.943 0 0.0484 139.989 4 0.2190 \n", - "... ... ... ... ... ... ... ... \n", - "74391 0.1120 -5.158 0 0.0500 168.008 4 0.1610 \n", - "61000 0.3280 -12.815 0 0.0352 92.873 4 0.0285 \n", - "32139 0.1040 -7.059 0 0.0447 113.895 4 0.3630 \n", - "78339 0.1120 -3.366 0 0.0386 161.996 4 0.3020 \n", - "59279 0.1980 -8.480 1 0.0519 104.380 4 0.0368 \n", + " danceability duration_ms energy \\\n", + "time \n", + "2020-12-31 18:35:28+00:00 0.803 389834 0.857 \n", + "2020-12-31 18:28:13+00:00 0.537 440255 0.868 \n", + "2020-12-31 18:22:07+00:00 0.809 372614 0.982 \n", + "2020-12-31 17:52:23+00:00 0.758 409961 0.913 \n", + "2020-12-31 17:00:28+00:00 0.621 342866 0.680 \n", + "... ... ... ... \n", + "2017-11-03 03:35:27+00:00 0.573 301429 0.932 \n", + "2017-11-03 03:28:51+00:00 0.289 464015 0.404 \n", + "2017-11-03 02:54:37+00:00 0.593 260075 0.560 \n", + "2017-11-03 02:50:23+00:00 0.546 254815 0.850 \n", + "2017-11-03 02:43:01+00:00 0.361 153346 0.727 \n", "\n", - "[92217 rows x 18 columns]" + " instrumentalness key liveness loudness mode \\\n", + "time \n", + "2020-12-31 18:35:28+00:00 0.840 4 0.0787 -7.273 0 \n", + "2020-12-31 18:28:13+00:00 0.877 10 0.5730 -7.319 0 \n", + "2020-12-31 18:22:07+00:00 0.911 6 0.0657 -8.690 0 \n", + "2020-12-31 17:52:23+00:00 0.739 5 0.0304 -6.712 1 \n", + "2020-12-31 17:00:28+00:00 0.803 9 0.2890 -10.943 0 \n", + "... ... ... ... ... ... \n", + "2017-11-03 03:35:27+00:00 0.744 9 0.1120 -5.158 0 \n", + "2017-11-03 03:28:51+00:00 0.854 7 0.3280 -12.815 0 \n", + "2017-11-03 02:54:37+00:00 0.109 3 0.1040 -7.059 0 \n", + "2017-11-03 02:50:23+00:00 0.680 10 0.1120 -3.366 0 \n", + "2017-11-03 02:43:01+00:00 0.710 7 0.1980 -8.480 1 \n", + "\n", + " speechiness tempo time_signature valence \n", + "time \n", + "2020-12-31 18:35:28+00:00 0.0449 125.016 4 0.2230 \n", + "2020-12-31 18:28:13+00:00 0.0618 157.015 4 0.2650 \n", + "2020-12-31 18:22:07+00:00 0.0460 123.992 4 0.8240 \n", + "2020-12-31 17:52:23+00:00 0.0518 117.997 4 0.7230 \n", + "2020-12-31 17:00:28+00:00 0.0484 139.989 4 0.2190 \n", + "... ... ... ... ... \n", + "2017-11-03 03:35:27+00:00 0.0500 168.008 4 0.1610 \n", + "2017-11-03 03:28:51+00:00 0.0352 92.873 4 0.0285 \n", + "2017-11-03 02:54:37+00:00 0.0447 113.895 4 0.3630 \n", + "2017-11-03 02:50:23+00:00 0.0386 161.996 4 0.3020 \n", + "2017-11-03 02:43:01+00:00 0.0519 104.380 4 0.0368 \n", + "\n", + "[92217 rows x 17 columns]" ], - 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trackalbumartisttimeuriacousticnessdanceabilityduration_msenergyinstrumentalnesskeylivenessloudnessmodespeechinesstempotime_signaturevalence
34017Blackbird - Gorgon City RemixBlackbird EPJoeski2020-12-31 18:35:28+00:00spotify:track:3eGyeq8R8PscX1d13c9eJP0.0005420.8033898340.8570.84040.0787-7.27300.0449125.01640.2230
81549Lanterns - Dead Man's Chest RemixLanterns / Lanterns (Dead Man's Chest Remix)Tim Reaper2020-12-31 18:28:13+00:00spotify:track:3lc7wN7T29s7uRbPZR0hTH0.0015300.5374402550.8680.877100.5730-7.31900.0618157.01540.2650
46080ID Check - Original MixToolroom Ibiza 2019Ben A2020-12-31 18:22:07+00:00spotify:track:4x94xmQhUnd59k8oGM7AkG0.0017200.8093726140.9820.91160.0657-8.69000.0460123.99240.8240
43376Up & DownEmotion EPPurple Disco Machine2020-12-31 17:52:23+00:00spotify:track:11DRarpv190YnCAXt85uFA0.0320000.7584099610.9130.73950.0304-6.71210.0518117.99740.7230
73918CuatroTomahawk EPMystic State2020-12-31 17:00:28+00:00spotify:track:6JBKvAWsMvo68a9pMa9Ujn0.0403000.6213428660.6800.80390.2890-10.94300.0484139.98940.2190
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74391JuliaVoidRL Grime2017-11-03 03:35:27+00:00spotify:track:4or82pWT9zvQNIoGckZiYb0.0033400.5733014290.9320.74490.1120-5.15800.0500168.00840.1610
61000Site Zero / The VaultVoidRL Grime2017-11-03 03:28:51+00:00spotify:track:762ME2OHjuGo4xTbfZhpok0.6830000.2894640150.4040.85470.3280-12.81500.035292.87340.0285
32139Reminder (feat. How To Dress Well)VoidRL Grime2017-11-03 02:54:37+00:00spotify:track:2JUdMBlA5JzuemLGzZNDrf0.6830000.5932600750.5600.10930.1040-7.05900.0447113.89540.3630
78339MonsoonVoidRL Grime2017-11-03 02:50:23+00:00spotify:track:0jYAtTuRsRdHMuvaOXIAj50.0346000.5462548150.8500.680100.1120-3.36600.0386161.99640.3020
59279Let Go (interlude)VoidRL Grime2017-11-03 02:43:01+00:00spotify:track:39FvWuHBtYQTJNdisJxZIG0.1810000.3611533460.7270.71070.1980-8.48010.0519104.38040.0368
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trackalbumartisturiacousticnessdanceabilityduration_msenergyinstrumentalnesskeylivenessloudnessmodespeechinesstempotime_signaturevalence
time
2020-12-31 18:35:28+00:00Blackbird - Gorgon City RemixBlackbird EPJoeskispotify:track:3eGyeq8R8PscX1d13c9eJP0.0005420.8033898340.8570.84040.0787-7.27300.0449125.01640.2230
2020-12-31 18:28:13+00:00Lanterns - Dead Man's Chest RemixLanterns / Lanterns (Dead Man's Chest Remix)Tim Reaperspotify:track:3lc7wN7T29s7uRbPZR0hTH0.0015300.5374402550.8680.877100.5730-7.31900.0618157.01540.2650
2020-12-31 18:22:07+00:00ID Check - Original MixToolroom Ibiza 2019Ben Aspotify:track:4x94xmQhUnd59k8oGM7AkG0.0017200.8093726140.9820.91160.0657-8.69000.0460123.99240.8240
2020-12-31 17:52:23+00:00Up & DownEmotion EPPurple Disco Machinespotify:track:11DRarpv190YnCAXt85uFA0.0320000.7584099610.9130.73950.0304-6.71210.0518117.99740.7230
2020-12-31 17:00:28+00:00CuatroTomahawk EPMystic Statespotify:track:6JBKvAWsMvo68a9pMa9Ujn0.0403000.6213428660.6800.80390.2890-10.94300.0484139.98940.2190
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2017-11-03 03:35:27+00:00JuliaVoidRL Grimespotify:track:4or82pWT9zvQNIoGckZiYb0.0033400.5733014290.9320.74490.1120-5.15800.0500168.00840.1610
2017-11-03 03:28:51+00:00Site Zero / The VaultVoidRL Grimespotify:track:762ME2OHjuGo4xTbfZhpok0.6830000.2894640150.4040.85470.3280-12.81500.035292.87340.0285
2017-11-03 02:54:37+00:00Reminder (feat. How To Dress Well)VoidRL Grimespotify:track:2JUdMBlA5JzuemLGzZNDrf0.6830000.5932600750.5600.10930.1040-7.05900.0447113.89540.3630
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2017-11-03 02:43:01+00:00Let Go (interlude)VoidRL Grimespotify:track:39FvWuHBtYQTJNdisJxZIG0.1810000.3611533460.7270.71070.1980-8.48010.0519104.38040.0368
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" }, "metadata": {}, - "execution_count": 15 + "execution_count": 5 } ], "source": [ - "scrobbles.sort_values(by=\"time\", ascending=False)" + "scrobbles.sort_index(ascending=False)" ] }, { "source": [ - "# Rap\n", - "\n", - "## Descriptor Stats" + "# Listening Parameters Over Time" ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "28 days spent listening since Nov. 2017\n" - ] - }, - { - "output_type": "execute_result", - "data": { - "text/plain": [ - " acousticness danceability duration_ms energy instrumentalness \\\n", - "mean 0.179491 0.654732 217263.266814 0.711093 0.007111 \n", - "std 0.182540 0.149069 60534.505476 0.142709 0.047975 \n", - "min 0.000063 0.261000 81967.000000 0.274000 0.000000 \n", - "25% 0.039900 0.546000 180893.000000 0.604000 0.000000 \n", - "50% 0.130000 0.668000 208013.000000 0.720000 0.000000 \n", - "75% 0.253000 0.759000 245200.000000 0.821000 0.000035 \n", - "max 0.864000 0.975000 774920.000000 0.993000 0.847000 \n", - "\n", - " key liveness loudness mode speechiness tempo \\\n", - "mean 5.231103 0.243851 -6.739009 0.653965 0.275643 120.313818 \n", - "std 3.752245 0.167658 2.351719 0.475725 0.128600 31.569949 \n", - "min 0.000000 0.033300 -17.485000 0.000000 0.037800 61.113000 \n", - "25% 1.000000 0.114000 -8.324000 0.000000 0.186000 91.973000 \n", - "50% 6.000000 0.184000 -6.553000 1.000000 0.282000 120.051000 \n", - "75% 8.000000 0.339000 -5.146000 1.000000 0.362000 140.144000 \n", - "max 11.000000 0.979000 -1.354000 1.000000 0.827000 207.982000 \n", - "\n", - " time_signature valence \n", - "mean 4.008950 0.465955 \n", - "std 0.252267 0.222555 \n", - "min 1.000000 0.027200 \n", - "25% 4.000000 0.293000 \n", - "50% 4.000000 0.457000 \n", - "75% 4.000000 0.628000 \n", - "max 5.000000 0.961000 " - ], - "text/html": "
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acousticnessdanceabilityduration_msenergyinstrumentalnesskeylivenessloudnessmodespeechinesstempotime_signaturevalence
mean0.1794910.654732217263.2668140.7110930.0071115.2311030.243851-6.7390090.6539650.275643120.3138184.0089500.465955
std0.1825400.14906960534.5054760.1427090.0479753.7522450.1676582.3517190.4757250.12860031.5699490.2522670.222555
min0.0000630.26100081967.0000000.2740000.0000000.0000000.033300-17.4850000.0000000.03780061.1130001.0000000.027200
25%0.0399000.546000180893.0000000.6040000.0000001.0000000.114000-8.3240000.0000000.18600091.9730004.0000000.293000
50%0.1300000.668000208013.0000000.7200000.0000006.0000000.184000-6.5530001.0000000.282000120.0510004.0000000.457000
75%0.2530000.759000245200.0000000.8210000.0000358.0000000.339000-5.1460001.0000000.362000140.1440004.0000000.628000
max0.8640000.975000774920.0000000.9930000.84700011.0000000.979000-1.3540001.0000000.827000207.9820005.0000000.961000
\n
" - }, - "metadata": {}, - "execution_count": 10 - } - ], - "source": [ - "rap = get_playlist(\"RAP\", spotnet)\n", - "rap_frame = pd.merge(track_frame(rap.tracks), scrobbles, on=['track', 'artist']) # FILTER SCROBBLES\n", - "rap_frame = rap_frame.sort_values(by=\"time\", ascending=False) # SORT\n", - "rap_frame = rap_frame.loc[:, descriptor_headers] # DESCRIPTORS\n", - "\n", - "total_time = rap_frame[\"duration_ms\"].sum() / (1000 * 60 * 60 * 24)\n", - "print(f'{total_time:.0f} days spent listening since Nov. 2017')\n", - "\n", - "rap_frame.describe()[1:]" - ] - }, - { - "source": [ - "# Playlist Comparisons" - ], - "cell_type": "markdown", - "metadata": {} - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "playlist_names = [\"RAP\", \"EDM\", \"ROCK\", \"METAL\", \"JAZZ\", \"POP\"]\n", - "playlists = [get_playlist(i, spotnet) for i in playlist_names]\n", - "\n", - "filtered_playlists = [pd.merge(track_frame(i.tracks), scrobbles, on=['track', 'artist']) for i in playlists]\n", - "filtered_playlists = [i.drop_duplicates(['uri']) for i in filtered_playlists]\n", - "filtered_playlists = [i.loc[:, float_headers] for i in filtered_playlists]\n", - "\n", - "playlist_mean = [i.mean() for i in filtered_playlists]\n", - "playlist_std = [i.std() for i in filtered_playlists]" - ] - }, - { - "cell_type": "code", - "execution_count": 14, + "execution_count": 11, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { - "text/plain": "
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\n" }, "metadata": { "needs_background": "light" @@ -322,13 +267,17 @@ } ], "source": [ - "x_pos = [i for i, _ in enumerate(float_headers)]\n", - "for playlist, mean, std in zip(filtered_playlists, playlist_mean, playlist_std):\n", - " plt.plot(x_pos, mean)\n", - " \n", - "plt.legend(playlist_names)\n", - "plt.xticks(x_pos, [i[:6] for i in float_headers])\n", - "plt.title('Average Playlist Descriptor')\n", + "# select only descriptor float columns\n", + "filtered_scrobbles = scrobbles.loc[:, float_headers]\n", + "# resample by month and mean\n", + "filtered_scrobbles = filtered_scrobbles.resample(\"3W\").mean()\n", + "\n", + "# filtered_scrobbles[\"instrumentalness\"].plot()\n", + "filtered_scrobbles.plot(linewidth=3)\n", + "\n", + "plt.title(f'Listening Characteristics Over Time')\n", + "plt.legend(loc = \"upper right\", fontsize = \"xx-small\")\n", + "plt.ylim([0, 1])\n", "plt.grid()\n", "plt.show()" ] @@ -342,24 +291,28 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ + "from datetime import datetime\n", + "\n", "from google.cloud import bigquery\n", "import matplotlib.pyplot as plt\n", "import matplotlib as mpl\n", - "mpl.rcParams['figure.dpi'] = 200\n", + "mpl.rcParams['figure.dpi'] = 120\n", "\n", "from analysis.net import get_spotnet, get_playlist, track_frame\n", "from analysis.query import *\n", - "from analysis import descriptor_headers, float_headers\n", + "from analysis import float_headers, days_since\n", "\n", + "import numpy as np\n", "import pandas as pd\n", "\n", "client = bigquery.Client()\n", "spotnet = get_spotnet()\n", - "cache = 'query.csv'" + "cache = 'query.csv'\n", + "first_day = datetime(year=2017, month=11, day=3)" ] }, { @@ -371,20 +324,11 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ - "scrobbles = all_joined(limit=-1) # load dataset as panda frame" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "scrobbles = pd.read_csv(cache, sep='\\t', index_col=0)" + "scrobbles = get_query()" ] }, { diff --git a/analysis/__init__.py b/analysis/__init__.py index 85420b9..d3a894d 100644 --- a/analysis/__init__.py +++ b/analysis/__init__.py @@ -1,8 +1,9 @@ +from datetime import datetime import logging import pandas as pd float_headers = ["acousticness", "danceability", "energy", "instrumentalness", "liveness", "speechiness", "valence"] -descriptor_headers = ["duration_ms", "mode", "loudness", "key", "tempo", "time_signature"] + float_headers +spotify_descriptor_headers = ["duration_ms", "mode", "loudness", "key", "tempo", "time_signature"] + float_headers def init_log(): logger = logging.getLogger('listening') @@ -25,3 +26,7 @@ def init_log(): spotframework_logger.addHandler(stream_handler) fmframework_logger.addHandler(stream_handler) spotfm_logger.addHandler(stream_handler) + +def days_since(in_date): + now = datetime.now() + return now - in_date \ No newline at end of file diff --git a/analysis/net.py b/analysis/net.py index 5527358..118189c 100644 --- a/analysis/net.py +++ b/analysis/net.py @@ -5,12 +5,16 @@ import pandas as pd from spotframework.model.track import PlaylistTrack from spotframework.net.network import Network as SpotNet, NetworkUser +from fmframework.net.network import Network as FMNet def get_spotnet(): return SpotNet(NetworkUser(client_id=os.environ['SPOT_CLIENT'], client_secret=os.environ['SPOT_SECRET'], refresh_token=os.environ['SPOT_REFRESH'])).refresh_access_token() +def get_fmnet(): + return FMNet(username='sarsoo', api_key=os.environ['FM_CLIENT']) + def get_playlist(name: str, spotnet: SpotNet): playlists = spotnet.playlists() playlist = [i for i in playlists if i.name == name][0] diff --git a/analysis/query.py b/analysis/query.py index de51f74..6e53c4e 100644 --- a/analysis/query.py +++ b/analysis/query.py @@ -1,5 +1,6 @@ from google.cloud import bigquery +import pandas as pd client = bigquery.Client() @@ -20,4 +21,13 @@ def all_joined(limit: int = 200): if limit >= 0: query += f' LIMIT {limit}' - return client.query(query).to_dataframe() \ No newline at end of file + return client.query(query).to_dataframe() + +def get_query(pull=False, cache="query.csv"): + if pull: + scrobbles = all_joined(limit=-1) # load dataset as panda frame + else: + scrobbles = pd.read_csv(cache, sep='\t', index_col=0) + scrobbles['time'] = pd.to_datetime(scrobbles['time']) + scrobbles = scrobbles.set_index('time') + return scrobbles \ No newline at end of file diff --git a/artist.ipynb b/artist.ipynb new file mode 100644 index 0000000..b7be6ba --- /dev/null +++ b/artist.ipynb @@ -0,0 +1,266 @@ +{ + "metadata": { + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.4-final" + }, + "orig_nbformat": 2, + "kernelspec": { + "name": "python3", + "display_name": "Python 3", + "language": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 2, + "cells": [ + { + "source": [ + "# Artist Investigations\n", + "\n", + "Similar to the playlist investigations" + ], + "cell_type": "markdown", + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "2,220 scrobbles\n5 days spent listening since Nov. 2017\n6.43 minutes/day\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " acousticness danceability duration_ms energy instrumentalness \\\n", + "mean 0.212988 0.556427 206109.940541 0.689568 0.038141 \n", + "std 0.195843 0.145240 62979.977621 0.132678 0.159018 \n", + "min 0.000843 0.256000 48507.000000 0.176000 0.000000 \n", + "25% 0.049700 0.450000 168009.000000 0.604000 0.000000 \n", + "50% 0.161000 0.528000 201158.000000 0.668000 0.000002 \n", + "75% 0.261000 0.604000 226520.000000 0.805000 0.000648 \n", + "max 0.946000 0.948000 513707.000000 0.946000 0.901000 \n", + "\n", + " key liveness loudness mode speechiness tempo \\\n", + "mean 5.493694 0.328512 -8.165929 0.677928 0.297323 110.274670 \n", + "std 3.646806 0.184782 1.846141 0.467376 0.127891 32.589491 \n", + "min 0.000000 0.052900 -16.918000 0.000000 0.029600 56.046000 \n", + "25% 1.000000 0.161000 -9.363000 0.000000 0.203000 88.607000 \n", + "50% 6.000000 0.325000 -8.336000 1.000000 0.299000 91.973000 \n", + "75% 8.000000 0.464000 -6.832000 1.000000 0.380000 130.396000 \n", + "max 11.000000 0.796000 -2.002000 1.000000 0.749000 188.050000 \n", + "\n", + " time_signature valence \n", + "mean 3.997297 0.507103 \n", + "std 0.150085 0.194317 \n", + "min 3.000000 0.038300 \n", + "25% 4.000000 0.373000 \n", + "50% 4.000000 0.504000 \n", + "75% 4.000000 0.631000 \n", + "max 5.000000 0.959000 " + ], + "text/html": "
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acousticnessdanceabilityduration_msenergyinstrumentalnesskeylivenessloudnessmodespeechinesstempotime_signaturevalence
mean0.2129880.556427206109.9405410.6895680.0381415.4936940.328512-8.1659290.6779280.297323110.2746703.9972970.507103
std0.1958430.14524062979.9776210.1326780.1590183.6468060.1847821.8461410.4673760.12789132.5894910.1500850.194317
min0.0008430.25600048507.0000000.1760000.0000000.0000000.052900-16.9180000.0000000.02960056.0460003.0000000.038300
25%0.0497000.450000168009.0000000.6040000.0000001.0000000.161000-9.3630000.0000000.20300088.6070004.0000000.373000
50%0.1610000.528000201158.0000000.6680000.0000026.0000000.325000-8.3360001.0000000.29900091.9730004.0000000.504000
75%0.2610000.604000226520.0000000.8050000.0006488.0000000.464000-6.8320001.0000000.380000130.3960004.0000000.631000
max0.9460000.948000513707.0000000.9460000.90100011.0000000.796000-2.0020001.0000000.749000188.0500005.0000000.959000
\n
" + }, + "metadata": {}, + "execution_count": 48 + } + ], + "source": [ + "artist_name = \"Freddie Gibbs\"\n", + "artist_frame = scrobbles.query(f'artist == \"{artist_name}\"') # FILTER SCROBBLES\n", + "artist_frame = artist_frame.sort_index(ascending=False) # SORT\n", + "# artist_frame = artist_frame.loc[:, descriptor_headers] # DESCRIPTORS\n", + "\n", + "total_time = artist_frame[\"duration_ms\"].sum() / (1000 * 60) # minutes\n", + "total_days = total_time / (60 * 24) # days\n", + "print(f'{artist_frame.count()[0]:,d} scrobbles')\n", + "print(f'{total_days:.0f} days spent listening since Nov. 2017')\n", + "print(f'{total_time / days_since(first_day).days:.2f} minutes/day')\n", + "\n", + "artist_frame.describe()[1:]" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": "
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ULZjOsTBkGKb5YWHIMAzjk5ziPs6wMGQYpgVgYcgwDOOTfN4UhuksC0OGYZofFoYMwzA+YYshwzCtBgtDhmEYn+RZGDIM02KwMGQYhvGJ1ZXM5WoYhml+WBgyDMP4RDUSssWQYZhWgIUhwzCMT9iVzDBMq8HCkGEYxic51ZXMwpBhmBaAhSHDMIxPVIshl6thGKYVYGHIMAzjE6srmZNPGIZpflgYMgzD+ER1JXOMIcMwrQALQ4ZhGJ9wVjLDMK0GC0OGYRifCI4xZBimxWBhyDAM45McxxgyDNNisDBkGIbxCccYMgzTarAwZBiG8QmXq2EYptVgYcgwDOMTLnDNMEyrwcKQYRjGJ4ouZFcywzAtAQtDhmEYn+Q5xpBhmBaDhSHDMIxPOCuZYZhWg4UhwzCMTywxhpx8wjBMC8DCkGEYxieCYwwZhmkxWBgyDMP4hC2GDMO0GiwMGYZhfGKNMWRhyDBM88PCkGEYxifWrGROPmEYpvnxLQyJqJOIPkVEfySiYSISRHSDy77n6PtN6vveQkTzHfYLEdGHiWg/ESWJaDsRvd7vOTIMw1QT1WLIBa4ZhmkFKrEYzgPwCQDnANjmthMRLQVwD4AzAXwUwL8DeBGAPxNR1Lb7PwP4VwB/BvB3AA4B+CERva6C82QYhqkKXOCaYZhWI1LBc48DWCSEOEFE6wFscdnvowASAC4WQhwCACLaDE383QDgm/q2JQA+AODrQoj36Nu+DeBuAF8gop8KIXIVnC/DMEygcIFrhmFaDd8WQyFESghxwsOurwTwWykK9efeAWAPgNco+70MQBuAbyj7CQD/BWApgMv9nivDMEw1ULOSM1mOMWQYpvmpavKJbgXsB/CIw8ObAVyk/H8RgCkAux32g21fhmGYupNXYgxTbDFkGKYFqMSV7IVF+u/jDo8dBzCXiGJCiJS+70ndSmjfDwAWu70IEfUDsCezrASAmZkZjI+Pez7hqakpy2+GaQV4XFeHTNaMbkmlM2XNNUxl8JhmWo2ZmZl6nwKA6gvDdv13yuGxpLJPSvldbD83bgTwSacHduzYgbGxsdJnamPz5s2ld2KYJoPHdbBMToUBEABgdHwSmzZtqu8JzUJ4TDOtwqFDh0rvVAOqLQyl/I05PBa37TPjcT8nvgHgp7ZtKwHctnbtWqxbt87DqWpMTU1h8+bN2LBhAxKJhOfnMUwjw+O6OvzHU48A+io/Gm/Hxo2X1PmMZg88pplWY+vWrfU+BQDVF4bSDbzI4bFFAIZ1N7LcdyMRkc2dLJ97zO1FhBADAAbUbUTaKr69vR3d3d1ln3gikfD1PIZpZHhcB4vQrYUAkBPE17YO8JhmWoX29mKO0dpR1eQTIcRRAIMA1js8vAHA48r/jwPogFYXUeVS5XGGYZiGwdIrmZNPGIZpAWrREu/nAF5MRMvkBiK6DsAqWN2/twHIQIsXlPsRgHcDOArggRqcK8MwjGcE90pmGKbFqMiVTETvAdALM2P4JXqnEwD4qhBiDMDnALwawCYi+k8AnQA+BGAHgO/KYwkhjhDRlwF8iIjaoBXMfjmAZwF4Ixe3Zhim0bC0xMuyMGQYpvmpNMbwgwBOV/5/hf4DAN8HMCaEOExEzwbwHwD+BUAawO8AfECJL5T8I4ARAO+C1hXlaQBvEkL8sMLzZBiGCRzVSMgWQ4ZhWoGKhKEQYrnH/XYBeJ6H/fIAPq//MAzDNDR5iytZQAhhJL4xDMM0I7WIMWQYhmlJ1OQTQBOHDMMwzQwLQ4ZhGJ/khV0YsjuZYZjmhoUhwzCMT/IFFkMWhgzDNDcsDBmGYXySs1kMuZYhwzDNDgtDhmEYn+RtOpBL1jAM0+ywMGQYhvFJYYwhJ58wDNPcsDBkGIbxid2VzDGGDMM0OywMGYZhfCCEgE0XsiuZYZimh4UhwzCMD+w1DAG2GDIM0/ywMGQYhvGB3Y0McIwhwzDNDwtDhmEYHzjoQrYYMgzT9LAwZBiG8YGTK5ljDBmGaXZYGDIMw/jAyZXMBa4Zhml2WBgyDMP4wN4OD2BXMsMwzQ8LQ4ZhGB9wVjLDMK0IC0OGYRgfOOhCZLKclcwwTHPDwpBhGMYH9nZ4AMcYMgzT/LAwZBiG8QG7khmGaUVYGDIMw/iAhSHDMK0IC0OGYRgfOBW45jqGDMM0OywMGYZhfOBcx5CTTxiGaW5YGDIMw/iAXckMw7QiLAwZhmF84JSVnGFXMsMwTQ4LQ4ZhGB+wxZBhmFaEhSHDMIwPnOsYcowhwzDNDQtDhmEYH+QdjINsMWQYptlhYcgwDOMDx6xkjjFkGKbJYWHIMAzjA44xZBimFWFhyDAM4wPhlJXMwpBhmCaHhSHDMIwPnCyGnHzCMEyzw8KQYRjGB04xhlzHkGGYZoeFIcMwjA/UrORoWJtK2ZXMMEyzw8KQYRjGB6rFMNbGwpBhmNaAhSHDMIwP1ALX8bYwACDFrmSGYZocFoYMwzA+yOdVYcgWQ4ZhWgMWhgzDMD5Qs5LjEc1imOGsZIZhmhwWhgzDMD7Ic4whwzAtCAtDhmEYH6ga0LQYsjBkGKa5YWHIMAzjA9Vi2B7VhCH3SmYYptlhYcgwDOMDiyuZYwwZhmkRWBgyDMP4QE0+kTGGaXYlMwzT5LAwZBiG8YFTVnIuLxx7KDMMwzQLLAwZhmF8oLZKlnUMAU5AYRimuWFhyDAM44OcQ+cTgIUhwzDNDQtDhmEYH+QcOp8AnIDCMExzUxNhSERnEdGPiegIEU0T0ZNE9Aki6rDtdwUR3afvc4KIvkJEnbU4R4ZhmHJwykoG2GLIMExzE6n2CxDRMgCbAYwB+BqAYQCXA/gUgIsBvEzf70IAdwLYDeD9AJYC+CCAswC8oNrnyTAMUw6qxbBdcSVzLUOGYZqZqgtDAG8G0AvgKiHELn3bN4koBOAtRDRHCDEC4HMARgBcI4QYBwAiOgDgW0R0vRDi9hqcK8MwjCfyLsknXLKGYZhmphau5G7990nb9uMA8gDSRNQN4LkAvi9Foc73AEwCeE3Vz5JhGKYM8pY6huxKZhimNaiFMLxL//0dIrqQiJYR0WsB/A2ArwghpgCshWa9fER9ohAiDeBxABfV4DwZhmE845qVnOXkE4Zhmpequ5KFEH8koo8D+CiAlyoP/bMQ4p/0vxfpv487HOI4gGcVew0i6gcw37Z5JQDMzMxgfHy88EkuTE1NWX4zTCvA4zp4pmeSxt/5tPn36PgExsepHqc0q+AxzbQaMzMz9T4FALWJMQSAAwDuAfBzAKcAvAjAR4nohBDiawDa9f1SDs9NKo+7cSOATzo9sGPHDoyNjZV9wps3by77OQzT6PC4Do69RwiAZil88omdxt+bH3kUw0/X77xmGzymmVbh0KFD9T4FALXJSn4dgG8CWCWEOKJv/oWefPKvRPQjAFImxxwOEVced+MbAH5q27YSwG1r167FunXrPJ/v1NQUNm/ejA0bNiCRSHh+HsM0Mjyug+epew8Ch7WJfMPFF+G/d28HAJx3wYW4fMWcep7arIDHNNNqbN26td6nAKA2FsMbATymiELJrwHcAC1+ULqQF6GQRQCOFXsBIcQAgAF1G5Hmymlvb0d3d7fT04qSSCR8PY9hGhke18ERiZrr2Lk9XcbfbbE4X+MawmOaaRXa20s5R2tDLZJPFkD6WKy06b8jAHYCyAJYr+5ARFEAF0JLQGEYhmkYZFYyERANK+VquI4hwzBNTC2E4R4AFxHRKtv210MrV7NdCDEG4A4AbyKiLmWfNwPoRKGbmGEYpq7IrOQwEaIRtY4hZyUzDNO81MKV/AVonUvuJaKvQUs+ebG+7dtCCOkm/hiABwDcTUTfhNb55AMAbhdC/LEG58kwDOMZ2RIvFCKLxTDDFkOGYZqYqlsMhRD3ALgCwKPQ4g2/DC0x5GPQahnK/bYCeA60RJMvAXgngO8AeFW1z5FhGKZcpCs5TIS2iFmehgtcMwzTzNSkXI0QYjOAF3rY7z4AV1b/jBiGYSpD6r9wiNCmWgxZGDIM08TUIsaQYRim5ZCuZCJYhCHHGDIM08ywMGQYhvFBTrqS7TGGbDFkGKaJYWHIMAzjg7ySldwWNmMMuVwNwzDNDAtDhmEYH6hZyZFwCCFdG7LFkGGYZoaFIcMwjA9ySlYyYMYZplkYMgzTxLAwZBiG8YHUf9JSKOMMM1lOPmEYpnlhYcgwDOMDobiSAaBN737CrmSGYZoZFoYMwzA+MFriSWGoJ6CwMGQYpplhYcgwDOMDjjFkGKYVYWHIMAzjA7XANWDGGHK5GoZhmhkWhgzDMD5QC1wDpsWQXckMwzQzLAwZhmF8oOtChHSTYdRIPuGsZIZhmhcWhgzDMD7IF1gMOfmEYZjmh4UhwzCMDwqzkjnGkGGY5oeFIcMwDYcQArc+chh/fuJkvU/FFRljSAWuZBaGDMM0LywMGYZpOB49OIIP/2w73nXLIzg5nqz36TiiGwyhe5CV5BOOMWQYpnlhYcgwTMNxfEwTg3kBDE6k6nw2zhRmJWu/2ZXMMEwzw8KQYZiGQ3XHNmrBaBljGCIuV8MwTOvAwpBhmIZDFVfZBnXN2rOSo9z5hGGYFoCFIcMwDUdaEYONaoGzWww5+YRhmFaAhSHDMA1HRonTa1ShZRS4Luh80pgWToZhGC+wMGQYpuFQxWCjCi3DlWzPSubkE4ZhmhgWhgzDNBzWGMPGFFoFWckRPSu5Qc+XYRjGCywMGYZpONQYw0YVWnlhK3CtJJ8I0ZhWToZhmFKwMGQYpuFohqxkw2JoK1cjhPkYwzBMs8HCkGGYhqM5kk+ceyUDjRsXyTAMUwoWhgzDNBxZxeKWaVDrW2FWMhmPNar7m2EYphQsDBmGaTjSzZR8ouvBWES1GDbmOTMMw5SChSHDMA1HM7iSpTC0t8QDGvecGYZhSsHCkGGYhqMZ6hjKzGN7gWsAyGQb85wZhmFKwcKQYZiGI9NELfGMrGTFlcwxhgzDNCssDBmGaTjSTVGuRvstLYZRNfmEu58wDNOksDBkGKbhsLqSG1NkmeVqtP85xpBhmFaAhSHDMA1HM8QYcvIJwzCtCAtDhmEaDjV5o1FFlrQYSmEY5RhDhmFaABaGDMM0HJYYw3xjiqx8njufMAzTerAwZBim4VCthOkGLf2Ss7XEi1rK1TSmmGUYhikFC0OGYRoONRO5cS2G2m/dk4y2iJmV3Kjub4ZhmFKwMGQYpuFoqqxkh+QTjjFkGKZZYWHIMEzDkW6GrOQirmSuY8gwTLPCwpBhmIaj0S2GQgjoutClXE1jilmGYZhSsDBkGKbhUIVVI3Y+kTUMATUrmWMMGYZpflgYMgzTcKhZvY0osqQbGQB0XWipY9iI58wwDOMFFoYMwzQc6YZ3JZt/hxzqGHLyCcMwzQoLQ4ZhGo6MpcB1g7uSnWIMG7T2IsMwTClYGDIM01Dk8gKqFmzEDF/VlSxjDMMhQkT/O5XN1eW8GIZhKqVmwpCI1hHRr4lomIimiWgnEf29bZ8riOg+/fETRPQVIuqs1TkyDFN/7K7jRrQY5vNqjKGZdNIeDQMAptMsDBmGaU4itXgRIroewG8APAbgMwAmAawEsFTZ50IAdwLYDeD9+mMfBHAWgBfU4jwZhqk/dmHYiDGGuXxh8gkAdETDmEhmMZ3O1uGsGIZhKqfqwpCIugF8D8DvALxKCOE2y38OwAiAa4QQ4/pzDwD4FhFdL4S4vdrnyjBM/bHXAGzEcjWqETOsKMNENAIgxRZDhmGallq4kt8AYAGAjwkh8kSUICLL6+ri8bkAvi9Foc73oFkXX1OD82QYpgGwWwgbMcM3r5arUYRhR4xdyQzDNDe1cCU/B8A4gCVE9CsAqwBMEdEtAP5BCJEEsFY/l0fUJwoh0kT0OICLir0AEfUDmG/bvBIAZmZmMD4+XvgkF6ampiy/GaYVaKZxPTyatPyfyebK+g7XgrHxlPF3OpUyzi+qL3nHp1MNd86tRjONaYbxwszMTL1PAUBthOFZ+uvcBuA7AD4C4BoAfwegF8DrASzS9z3u8PzjAJ5V4jVuBPBJpwd27NiBsbGxcs8ZmzdvLvs5DNPoNMO4HpgB1KlpJp3Bpk2b6nY+TpxKAvIc9zz1JDaN7AYAzEyEAIRw8tRow51zq9IMY5phvHDo0KF6nwKA2gjDTgAdAP5bCCGzkH9BRFEA7yKiTwBo17enHJ6fVB534xsAfmrbthLAbWvXrsW6des8n+zU1BQ2b96MDRs2IJFIeH4ewzQyzTSunx6YAh7fam6gMDZuvLp+J+TAkZEZ4DHNwXHuOedg4/kLAAC/HdmN3aNDiMQ7sHHj+nqeYsvTTGOaYbywdevW0jvVgFoIQ2kb/ZFt+w8BvAvA5QCm9W0xh+fHlWM4IoQYADCgbiO9hER7ezu6u7vLO2MAiUTC1/MYppFphnEdm7Amm2Ry+YY75/Z02Pi7M2HOMT2JOAAglRUNd86tSjOMaYbxQnt7KRtYbahF8skx/fdJ23Yp5ObAdCEvQiGLlGMwDNPi2JNN8sJaN7ARyLnUMezQ6xhOcfIJwzBNSi2E4aP67yW27Yv134MAdgLIArD4XnR384UAHq/e6TEM00hkHDqdZPKNlZmcd+h8AgAdUc0JM8PCkGGYJqUWwvBW/fc7bNv/GpoYvEsIMQbgDgBvIqIuZZ83Q4tRtMcPMgzTotjrGLptqyduFsOEbjFM5/IN2cqPYRimFFWPMRRCPEZE/wvg7UQUAXA3tKzkVwP4vBBCuok/BuABAHcT0TehdT75AIDbhRB/rPZ5MgzTGDhZB7MNVsvQUsfQoSUeoFkNoxFuR88wTHNRk5Z4AN4N4BCAtwH4KwAHodUw/LLcQQixlYieA+BfAXwJwATM8jYMw8wSnFzJjVbkWtWuls4nMXNKnc5k0YO2Wp4WwzBMxdREGAohMgA+pf8U2+8+AFfW4pwYhmlMnNzGjdYWL2eJMTS3dygWw6kUxxkyDNN8sJ+DYZiGwt4Sz21bPXHPSlYLc7MwZBim+WBhyDBMQ+HkNm605BPhEmOYUC2G6WxNz4lhGCYIWBgyDNNQNJvFUI0xtCefMAzDNBssDBmGaSickk8aOcbQYjFUkk/YYsgwTDPCwpBhmIbCyW3cLFnJ7W2mxXCak0+YOiOE4HqaTNmwMGQYpqFwEoGNVsfQajE0t1vK1bDFkKkjQgi84VsP4+LP/BlPn5yo9+kwTQQLQ4ZhGgrnGMPGciVbClyHCnslA9wvmakvI9MZPLjvFCZSWfxp14l6nw7TRLAwZBimoXCKJ2y4Xslq8okSYxiLhAwLIiefMPUklTXH39HRZB3PhGk2WBgyDNNQOFoMGyxOyi0rmYiQ0GsZcvIJU08yWXOMHhudqeOZMM0GC0OGYRoKxxjDfAO7khWLIWCWrGGLIVNP0jlz/LEwZMqBhSFTM4QQGJlK1/s0mAanOeoYmn+HbLOoTEDhGEOmnqRtFkO1KDvDFIOFIVMzPvPb3bjoM3/G/963v96nwjQwqgvM2NbAySdhu8VQL1kznWJXMlM/VMv7VDqH8Rkej4w3WBgyNWPTUwMAgJ89eqTOZ8I0MtI6GFFi9xqtXI1bVjIAJGK6MGSLIVNH7Fb2o+xOZjzCwpCpGeMzGQDAkyfGMZ7M1PlsmCCZTGUxGZCFTFo61PZyjedKdrcYdujJJ1zHkKkn9sLWHGfIeIWFIVMThBCGGMwL4LFDo/U9ISYwxqYzuPJf/oIrPn8nRqcrjyGVIlBm92rbGsuVrApDe/KJrGXIFkOmnhQIwzEWhow3WBgyNSGZyVtu7o8cGK7j2TBBsuvYGMZmMhhPZrH9yFjFx5PjpKOBLYZqHL89+cS0GLIwZOqHPbufXcmMV1gYMjXB7jrewsKwZVBvQDOZysWQFIEdMVMYNlq5GrUlXjjkbDHkOoZMPSl0JXORa8YbLAyZmiDjCyWPHRrl5u4tgmoJDqJ2nyEM20xXcqONlaIxhpx8wjQAdis7xxgyXmFhyNSE8aTVepLK5rHzWOVuR6b+ZAK3GGqiKxoJGZnJ2UZriVckK1kK2nQ233DZ1MzsgZNPGL+wMGRqglMWMscZtgYWYRigxbAtTIiESd/WYK7kIsknCcUFPh2AUGYYP9gthifHkw0Xq8s0JiwMmZqgupKlFWjLgZF6nQ4TIKplIgiLoTxeWziEtrA2RTXaDU0NeXQrVwMA0ykWhkx9SNkshnkBnBjjOEOmNCwMmZqgupIvWT4XgGYx5DZNzU+1YgwbWhiqFsOCrGTFYsgJKEydcLKyszuZ8QILQ6YmqBbD687pBwCMTGewd3CqXqfEBES1YgzbwoQ23ZWcbTRXsoesZIATUJj64ZSwxbUMGS+wMGRqwoRuMYyGQ7jyzHnGdi5b0/yowjAIIaRaDCO6Oc5ek63eFC9wbbqSp7hfMlMnnKzsXLKG8QILQ6YmyOST7vYIzl7Qhe64dvNkYdj8qKItGWAdw7ZICNGINkU1msVQDYEoEIacfMI0AEZrybYwejvaAHCRa8YbLAyZmiBdyV3xNoRChPVGnCEnoDQ7mawpkoKIqZMusGi4ccvVqMaYoq5kTj5h6oSZxEVY3NMOgGMMGW+wMGRqgkw+kZbC9cvnAAAODU9jYILdG82MNcawcgGnxhhG9OSTdLaxLIY5i8XQ+pja45mTT5h6IS2G0UgYi3tZGDLeYWHI1ARpMexu11waZ8xLGI8NTaTrck5MMFhcyQHEGErrYFs4hGi4MS2GMis5RAAVxBhy8glTf0zLO2FJbxwAcHRkhitBMCVhYcjUBCPGMK4Jw1ibefNMZVv/5jkwkcSjB0daclJWsx+nM5VZyIQQisUwZFgMG61cjbQY2uMLAVsdQxaGTJ3IGBbDkGExnErnCrpQMYwdFoZMTZBZyd3t2k0zFjGHnr0Qa6uRywv81dcfwCv/6wFsemqg3qcTOEF2PlFrr0UjIaNcTaN1PpEt8ezt8AAg3haC1IvsSmbqhVoofsmcdmM7u5OZUrAwZGqC4UqWFsNZJAwnkhkjG/DJExN1PpvgyViykiv7LNVjRULU8AWu7V1PAM213KFbxKc4+YSpE04WQ4CFIVMaFoZM1Ulmcob464pLi6HiSm7xkh6qq9Wp6Gyzo1rzKrWQqQJQ7XzSaOVq5GnaM5IlHTFtnM9U6FpnGL+kVIshC0OmDFgYMlVnQolpkckns8liqL6/RrN8BUE6wM4n6rHaIma5mka7boYr2VkXIhFliyFTX1SL4fzOmBGWcZSLXDMlYGHIVB2ZeAKormQ1+aSxbvpBoybXtKTFMGt1Jat9hMs+lhpjGCa0RRrTlSw7nzjFGAJAu56AwsknTL1Q64GGQoSFPXpmMlsMmRKwMGSqjton2Ug+aVMthq1980y1vCvZ+p6SFXyeqshsC4fQFmrs5BOnGEPAtBhy8glTL+R3RnYP4iLXjFdYGDJVx+JKdko+CaAociNjEYYNZvkKArtoqyQz2T3GsLGuW7GsZABoN4Rhay96mMZF7XwCwIgzZGHIlIKFIVN1LK7k9lnoSs6oFsPGsnwFgV3sViKG0jZhaHQ+aTCLYa5IVjJgdj9hiyFTLzJK5xMAmJOIArB6cBjGCRaGTNUZnzFvjjIrORqZTa5kJcawwSxfQVDgSq4gASVrqWNIDdv5pGRWMiefMHUmZbMYJvRM+al0rqI4YKb1YWHIVB2n5JNwiIwJqxXj7lSs5WpaTyjYhWElmcl2V7LR+aTBxojsYONiMERHTBOGlWZpM4xf5HdJhu0k1FaNPC6ZIrAwZKqOdF2EQ2TpIyvdyS3vSraUq2m9lXrG5h4P0pVsFLhuMAuHbInnZjGUruSpFLuSmfogv0tR/TskLYYAMM3jkikCC0Om6ph9kiMgxcQiV7Kt70qeXVnJlVkMTQHYFjatyo2WfFIqxlAmn6SyeWNfhqklaks8AEjEzEX5JAtDpggsDJmqY/ZJbrNsN4Rhi2clt3rnE3vcZEVZyfZyNfpNLS/QUAKrVFaytBgCnIDC1Ae1wDVgH5OtvRhnKoOFIVN1pCtZJp5IoobFsPXEkspsSz4JslxNJEyOj9Ubo8C1S4xhuxrPxTdhpsbk88KwvsvFVafiSmaLIVMMFoZM1RmXFsO43WIo3W2tfeNsfVeyrY5hBa7kghjDkDlFNZIwlMbLkFu5mhgLQ6Z+ZJQsfrkA74ixFZvxBgtDpupIi2GBMGybJRZDtY5hA4mboLBnDFdmMVRb4oWMGEPAWsqm3shyH+7lasybMCegMLVGXYBGDYuhGmPIixXGnZoLQyL6GBEJItrp8NgVRHQfEU0T0Qki+goRddb6HJlgMZJP2q2u5FkTY5gzJ+FGsnoFRUGMYVDlaiJklKuxP1ZvSmUlq9n3XLKGqTWWBZa0GEY5K5nxRqT0LsFBREsBfBTAlMNjFwK4E8BuAO8HsBTABwGcBeAFtTtLJmgmZrsrOdPqruTq1TGMqsKwgZJPzBhDthgyjUfalsQFWMvVcIwhU4yaCkMA/w7gIQBhAPNsj30OwAiAa4QQ4wBARAcAfIuIrhdC3F7LE2WCIZPLGzFWrlnJLSiWVFo5xjCXF7DrtaBcyQXJJw107YQRY+j8uMViyDGGTI1RF1hRpwLXPCaZItTMlUxEVwN4FYD3OTzWDeC5AL4vRaHO9wBMAnhNLc6RCR5pLQQKs5JnS4yhpVxNA7lDg8DJvRtUVnJUKVcDNFZbvFyJGEO1NMgU34SZGpOyWAy1MRoJh4zFOFuxmWLURBgSURjAVwF8Wwixw2GXtdCsl4+oG4UQaQCPA7io2ufIVAe1YbubK7neVrRkJodv37sPD+wdqsrxLeVqWkwEOwndStptZWw3NDX5JJ1tIFeyKO5KtparKbwJT6ay+O+79+LRg8PVOUFmVqMusGJKX3qzXzILQ8adWrmS3w3gdADPcXl8kf77uMNjxwE8q9jBiagfwHzb5pUAMDMzg/Hx8cInuTA1NWX5zVTG8VMTxt8RkbF8FiQ0AZFMZ8v6jILmtu0n8dnf7UFnLIy733eZxUoVBJMzKePvdDaPsbExSweYWlCtcT08lS7YNjGd9P15Tk7PGH9PTU4gk0oa/49NTKCOw8RCJqPdWEU+5/hec4qVcHh8qmCfWzYfxRfu2If5nVHc+feXVvdkWxSeq90ZGTPn3UzK/D62616a0Un/31GmeszMzJTeqQZUXRgSUR+ATwP4jBBi0GW3dv13yuGxpPK4GzcC+KTTAzt27MDY2JiXU7WwefPmsp/DFPLUKEELKQWe2b0dOGo+NngiBCCEyWQKmzZtqsv5AcADh7VznEzl8Ls77kZPNNjjHzupvU8AEADu3HQXwrXVhQZBj+vRFGCfRo4NDPn+PJ85qF2rMAncdddd2K2Mn4e3PIKBropONzBGRsMACGOjI47vNS8AQhgChN179mFT8hnL4w/t197n4GQaf75zEyI1C+ppPXiuLmTfOCC/l0/s3IH8Ec3CnU9r4/bg0RPYtOlY3c6PcebQoUP1PgUAtbEYfhbAMDRXshtSJsccHosrj7vxDQA/tW1bCeC2tWvXYt26dV7OE4C2+ty8eTM2bNiARCLh+XmMM9knh4DduwEAz758A1b1m9d0a34f7j1xFHkKY+PGq+t1iti+aT9w5AgAYM1FG3BWf7Cf+4+O7wBGR43/r7jqaktyQi2o1rg+MpoEtm6xbGvv7MHGjRf6Ot4jd+wDjh1FrC2CjRuvRuLAKLBbiz45/4KLsP703spOOCC+dfBxYHICfX192LjxPMd94o/ej5lMHguWLMPGjWdYHrtj8ingxAAA4OLLrsTcRMCrkVkAz9XudBwYBXZp35tLLr4I60/rAQB89/A2HJ8eR0fPXGzcuLaOZ8g4sXXr1nqfAoAqC0MiOgvAO6ElnCxW3GdxAG1EtBzAOEwX8iIUsghA0aWNEGIAwIDttQEA7e3t6O7uLvvcE4mEr+cxVrI0avy9aF4vurtN4293Qvs7nc2jq6ur5u5VSY7Mr0EuHAv8c8/B+r7iHQl0d9RHCAQ9rmOpQlNXOk++X4PC2mcRjYTQ3d2Nnm4zFqot7u+7XA2ItPcda4u4nlMi1oaZTAoZhAv2SeXMMUHRdnR3s7DxC8/VhbTFzBCM3u5O4/p0tWvzTioHvmYNSHt7Kedobai2A2OJ/hpfAbBf+bkUwCr9708A2AkgC2C9+mQiigK4EFoCCtOEjM+4ZyXLGnV5AWTrWKNOTQ4ZnS6Mmav8+NYEjVbKTLbWHdTETjKAOoYyztOSldxAnU9KZSUDZsmaGYdAfzVbX/2bYYLAqfMJYPZL5qxkphjVdiXvBPBXDts/C6ALwHsB7BVCjBHRHQDeRESfEULIyNk3A+hEoZuYaRJk1xMioDPqXK4G0MRT0EkfXlHLq4wqWdRBYc9EbqXM5IySKdzT3oahyXRFfVhl5rG8mUUU4VXNzifJTA7/dddenLOoC88/z8lxYSVfIisZMIWhU7katcAwC0MmaNIOdQwBs/A61zFkilFVYSiEGALwK/t2Inqf/rj62McAPADgbiL6JrTOJx8AcLsQ4o/VPE+meshyNV2xCEI264osVwMAqUzOWM3WmqTSmWS8CsKwwGLYQsJQvQF1xzVhGEQdQ2l9VG9qmSpaDP+w8zj+886nEY2E8NjH51u6RDhRqvMJYApDt3I1Tn8zTBDY64FKZL9kHnNMMRomF04IsRVaOZsZAF+CFpv4HWhFsZkmZVy2w7N1PQGs9bXqWeQ6aXElV0EY2lyrrepK7tI/42QFva9lEes2B4thNQtcnxzXCiKks3nDyl2MfIleyYBZM87JOmN1JQc/5pjZjaUlnmoxNMYkC0PGnbqYaIQQ17hsvw/AlbU9G6aayJuevbg1UOhKrhdWV3LwMYZ2IZhpoELNlaIKwx5dGKZzeWRzeUR8hAZIV7JTjGE1La1qXKQXYStDYu1WcBXDYphyEoamGGTrTe3I5vL48h1PY3FvO95w6Wn1Pp2qkVas604xhpmcQCqbs3htGEZSH98dM2uQySfd7YVDzeJKztYv5iWpCI6xmeBv0qmMPfmkdeJ7MhZXsvkZz2Ry6PIhDA1XcsQh+aSKCUozFmFY+vMxkk+KJNIb8VwZ65hKZ/OWhRDHGNaO3+04jq9tegZEwHPO7Ud/V7zep1QV3JJP1H7JUykWhowzDeNKZloT6ZbrcrIYRmpjDSpFMl3brORW6g2ttqlTwwX8xhkawjAk+7vWKPkk7U8Y+rEY2jNCWRjWjscOjQIAhHDu2tMqZNyST5TYWc5MZtxgYchUFZnM4ehKtlgM3W/6D+wdwkd+sR2Hh6eDP0FYYwzHAk4+yedFoSu5gcquVIqTKxmwWuD8HM/JlVzN6zZTpitZlJGVbI8xtAvByVR1Ygx/+PAhfPo3T1RUPqjV2HXM7IJVSSxso5O29RyXqAl+3C+ZcYNdyUxVMZNPHFzJaoxhkUn6pl/vwp6Tk4iEQvjMy527TFSCeuMMWhg6JZq0UlZyxpaVLPErDGVslOlKrlW5GvPYXsIacjL5pKgw1Mb8TCaHXF4YiSoTNiE4WQWL4chUGv/0qx3IC+CCZT142YVLAn+NZiOfF9h1zOwP3MqCWX5XQgRLrG+HzZXMME6wxZCpGrm8MALrnS2GavKJ+yQ1MKFljA5NOrXSrhxL8knAWclOltBWFYaqxdBvnbSMfm2iuiC0Friu3nUr12IoT6WYK1m9HmoZJLsQrIYreWQ6bSTIDIxX53vTbOw/NWUZl60sDOUcY68N28muZMYDLAyZqqHeAJ3L1XhzJcsJzK8VCtAyP//x59vxg4cPFjymJp+MJzNG/FgQOAnealq+ao2a/ahahZOVxhg6lKtJV9GVrIoELxZDs1yN+z69HeaYVy3RdiE4UYUbtPpd8VJ+Zzaw8+iY5f+WdiXr3yM1vhAwrdgAl6xh3GFhyFQN9YbUHXfKSi5tMUxlc0ZsWSXV+n+x9Qh+vOUwPnnbLkt5kFxeWCx4QgRbV87JOthSFsNssK5kuzAkIsOdXE2LYdJ3VrI3i6HaUcdenqYarmRV9HByi4ZdGNazEkK1kXNMLOJuMZxkVzLjAgtDpmqoVhKnrGR1NesWY6jeNCvpqLF/aAqAVvJEdes53RyCjDN0soSmWshiGLgrOWetYwgAkVCo4LWCplxXsrQYUhFhqFoM1Wx3u4XQHnMYBCm2GBaw8+i45f9WdiXbF1iSjpjppWGLIeMGC0Omalgsho51DEsXuFYDpCuZyI6NzijHKS4CgowzdBK8mVayGKrJJwFmJUcjpuCSFsOqZiWXGXuWz5fufNLTHjX+trqSq598ol5/thhqWeQ7j1kthpUsNBsdaTG0u5KtFkMeF4wzLAyZqqEKrB6nGMO20gWu1cmrkpigY6NJ42/1huAkYEYDtRgWHr+VWuKpcX9daoHrgGIM1b9rlZXsKfnEQ0s8dcyPFUk+mUxljfI3QWF1JbPF8PDwTIFATrbQAs1O2sViGIuEIIesU0cehgFYGDJVRLXSLeppL3g85sGVrNbaCs5iqIrN6rqSWz7GUFr4wiFLKQz/FsNCV7L8O9tIyScyK9lrjOG0e4yh1p4s2DHBFkMrdmsh0NquZFl4PmoThkRk9PBmiyHjBgtDpmpIK128LYQ5HYUWw0iIjNWr241Rnbz8xq0lMzmcUrocTCs3BCfL1liA3U+c3lcrZSVnjLIYhLiSZe7XYigtHWrHE/l3Jt94MYZFDIaIRkJGCzJVGDoJtaDFW5KFoQWZeBIi08o7G7KS2yKFt/iEbNXIMYaMCywMmaohrXSLe9sdg/SJyChZ4+ZeVWttpbJ5X6VkVGshYBUtTtahQGMMZ4nFsC0SQihEhhXYj8VQCGGxQEqihiu5OhZDIYRVGJZT4LqYMgTQ26HFGRYrVwMEb72xCkN2Je/QheGZ/Z3o0ENYWtliKBdsMYd6Sgk9AYULXDNusDBkqsaxMU2QLektdCNLZPeTlMskbS/C6mcyV+MLgdLJJ9V2JbdUr2Sb61e6k/1YDHN5ARlqZ8lKrnK5mnQuDzXEr9QYE8I8z2KuZMBMyBmbMa3QTi3wghZvdoth0DGMzYQQZseT8xb3GLHNLV2uxliwFY5P6UrmlniMGywMG5h/+cOTePctjzZthXrDYugQXyiRFiZ3V7J18vbjTrZbDFUXipOAqXbySUu5km0Wvnb9puvHYqhaBGuZfJJMW49brD0jAIvVuqTFUBeGTq5kNSYz6MxkdcGTzYuWdpuW4vhYEsN6KMmaJT1oj2rjqZWviZPlXSJdyc16X2GqDwvDBuXY6Az+++69+OOuE7hj98l6n07ZJDM5DE1qk/HiYhbDiFy9l3YlA/4sUUcLhKGz21CWRamWK1kal1rSlaxfu/YKLIZqOEGbJcawuq5ku4gtZTHMiTKEYYe0GBYmnyzqiRvbgu5+Yn9Ps9mdrBa2Pm9xtxEL28quZLeWeAC7kpnSsDBsUNQbSdD9e2vB8THTfbu4N+66n2kx9OZKns6UfwMttBg6J5/0d2nnOR6kxVC5+cgaYq1UrsZeXsYQhr4shuZ1UeuvtYWo4PEgsQuEUq5+1StbwpNsZCaPOpSrURdM1Uw+AYDxWZyAsvOYWdj63MXdiFdg1W4W3FriAexKZkrDwrBBUSetZiwroIqxJXO8xBiWzkoG/FmiZKyjeQylXI0iAhbqFpzRmeCyklUR2KVPyK3kSpZlMdpsrmQ/GY8Zi8WwduVqyrYYqq7kEsqwR1oMpzNGnJ8UgarFcDLwGEPrGJvNFsNdusVwxbwEuuJtiLdJV3ILC8NsEVeyFIZsMWRcYGHYoCQVAdSMsSCq+7Zo8kkNXMnFkk9Ui97Cbl0YVqnziWwL2JKu5Ii0GGo3nRkf8VtZlxhDmXxSLUtrgTAskZRQlitZ736SzuWRzOSRyuaM97FQib2tZlYyMLtL1uzT22GuXtgFAIbFcFbEGDqWq5Gu5Nk7JpjisDBsUNSbVTN+gVWL4cIed1eyXNG6dz6pLPlECFEQYzjj5krujgEIOvlEm6BDZLpZWykr2Qxy12MMpTUmwBhDOUayVapjaD/XUoIhr1gMS2UlW4pcz6QtSSZ9iahx4662K3k2C0MZGjInoYn02KyPMZSLt5yv8l9M68PC0CdPn5zAy75+P751z76qHN/qSvY/gd3/zBBe/NV78dvtx4I4Lc9IYTi/K2ZMxE4YrmTXrGSrSJsuczI/NZUusNA5JZ+EQ4R5nZowTGfzgd00pNiJRcKGwGlJi6HdlazHgqayObz95i149y2Pliw34+ZKNgpcZ6tzE7NbCMtyJXtMPgE0S7Qq0DpjEXTrbQQ5+aR6yGsrQzniJeacVkAmajlbDM3WlVzkmnGChaFPfrb1CLYdHsVX7ny6KsefCciV/N3792Pn0XH8z93VEbBuSPdtsYxkQEk+cWuJZxPF5Vqi7IkngDXoekYvVRKPhDBHL0YMBOdOlq7qWFvImKRbKsbQVsfQcCXr1/WupwbxlycH8MddJ7D5wHDRY6nCz7FcTZUshjO2cjUlLYaKPi2hC41yNYCWUKa6jDvjESMhKfhyNWwxBLSFiVyIyV7e8VlQ4NqIMSySfAJwnCHjDAtDn8iJdiJVneKx6qRVSfbYiC5wgiza7AUpyJYUyUgG1BhDj1nJZV4LVRhK68yMg8WwPRoucPsFQUoJApeTdEtlJWedLYZy/O45MWHse+jUdNFjubmSq13H0G5dcyu2Lskr3/dQCWXYU8Ri2BWPoFNaDDn5pCpM2iy0AFo++UQIYRa4LlKuBuDMZMYZFoY+SZbonlEp6s2qktW+vCHUMrNZjesrVtwaMC2Gbu5V+3mX60o+qiSenNnfqR3D8tnpFr1I2OL2GwvKYihbU7WFWtqVHNU7LMiizdNpbcG0Z2DS2PfwSHFhaClXY7EYys4nVXIll1mupqysZIvFMG0RaF2xNnTFtMernXyilqsRQuD9tz6OV3zjfowG2Be8EbFaaLVr3d7iySdqvc9YCVdyI8SvZ3N5vOPmLXjDtx5qWbHebLAw9Ikq3KpRD0t1b1Xy5ZWiMmhXVTFOTaWNm2tJV3KJeJ9Ks5KPjmgCtb0tbJyLpS+u/ne8LWSzGAYjDKUIjEXCRuZutQo11wO3OoZ5oVkAnz5pWgwPDxe69Z2OBZhZzoBa4Lo2dQzTueI9udXHSlkMe5XwBEdXsmExrJ0ref/QFH6x9Si2HhrFnbsHAn3dRsNuoQUUV3I215KtAt0s75IO1WLYAK7krYdGceeTA3hg7yk8uPdUvU+HAQtD31RdGAaUlSwnxnQuX7PeoKr7tnSMoXumbj4vMGUTguUKQ6MtX2/cYs2SSKuB3ZUcnMVQO99ouFUthtYYQ3nTBbSxt29wyvj/0LB3i6HqAotWu/OJw5gq9l0RlhjD4sIwEQ0jEjI76qjCsCseMRIiAheGWXdX8snxlPF3kBn4jYhFGMaswlCI1kxAyWSdLe+SzlhjWQyPK3VmBydTRfZkagULQ5+4lTwJiqQlK9nflzeXF5bn1mp1eMxjDUOgeOcTJ7dxua5kWdx6cW87OnQXilPnk7jdlRzQDdPiSi7RF7oZsccyqf1/nzw+YbFeHCnhSk5bkk+Ulngh6UquksXQYewVczNa6xgWPzYRWbqf2LOSpcUwaFeyfU5SX3dIufm2euyh3UILWN2rpfpiNyNpF8u7pEN1JTdAjOHghDkeT022dmhDs8DC0CdJB3dkkFiyktP+XB5293Gt3MlqXF+xrieAaTHM5ESB+85pNevXYrikt92xj6+afNIZixjlR4JOPolFQkatv1bKSi6sY2gKw21HRi37Dk2mi1ooXGMMq+yCt2clA8W/07ky6hgCSvcTRRi2hQmxSMhwb04GmMQmhCgQuxNK2SerMKy/MKgmarkrWWBetWqXKmbejKTLshjW//0PKMJweIotho0AC0Of1NKVnMsLX1amcZs1oFYJKFKMxdtCmKNY4ZyQMYZAoYvV6XzLEYbJTA5D+gp0cW87OvQbQjYvjNeSlqFYJGy17gSdfBIJm1nJLWQxtGclqzfd7TZhCABHRtzjDF1b4sleyfl8VWLCnL6/xYRhvozOJ4BZsmZsOmMIla54G4gInXrySS4vAptHUtk87JdptloM7RZawCYMWzDZQbUYOpWrUWMMG6GO4cC4aUhgi2FjwMLQJxZhWAVXsv0m4UfU2a0BtRaGi3vbQSUsKha3jm317mRdKuZKHhhP4rn/cTdu/MGjyOTyOD5mTjiLe9vRESss7KomnwDKTTwoV7J+/GikRcvVyBjDSKEredvhsYL9i8UZWlriKeNCikQhUJVODU7ioNhCrJysZACKKzltfCelSJHuTSA4i76Te9QiDCfSjttbEefkE3NstWJmspvlXaJmJQd5T8jlBd78nYfxvC/dU1aMtmoxPDXVGsLwP+94Gpd//k5s3l+8dmujwsLQJ6r7qRoWQ/vNyk+QsN0aYO8iUi1U920p1K4o9puxOmlJw8xMkRXu73ccx9MDk/j9jhO45cGDtiSYuEW0yDhDeZ2lC1R1+wVBWnElS4GTyxe6zZsRp3pp7co1PqFbAs5b0m1sO1xEGFpioxRLXES5uWVrJAy9WgxLLXwAMzN5bCZjiD8pDLsVYRhU9xPVPSpF6UQyY1hbZ5cr2eq6B7R4YklLWgyzzpZ3SThEhjgut8VoMXYdG8O9Tw/hqZMTuPeZQc/PswrD1nAl/+/9+3F8LIlfPna03qfiCxaGPqlljCEQlMWwNpOgjDEsVcMQsLo67JYONf6lT29XV2wiG1ZWm1+6Yw+2HzEtVkt62x2F4YxhMdSFYQ1cyUBrxBmqIs0pxlBy+Rl9xvZitQxdXclKIko1rK3OrmT311EbsHhxJatjymjPpgtCNd4rKJGmzh3zu7TvTSYnjPc0OItcyaoQlyJeXby0ojDMlHAlA+a4C9JiqHpoyrF+q67k4RZwJaezecOwUMv6wUHCwtAHQoiau5L9BAlP2CyEtUg+0eL6tBtPqVI1gHdX8nxdGBazzo4oYm4imbW0K1zYE7eIlhm7xVC/WfQqbr8gSCmtqVS3TitkJjsJOfWmK1m1oAvL5mpjoZjF0K2OoSoSq1HkWo4FVYAWS0ooJysZUK12WcPF5iQMg/p+quferwtD7fW11x6amD0WQ/meVZe9xZXcAt9DO6kSFkPAzEyeDlC4nFCFocfjJjM5S/H1oal009eWHFGKxjdCOSA/sDD0gT2DttrJJ4BfV7LdYlh968AJS1xf8XZ4gF0Y2mqvqcJQv8EVE+Ejti4O8hrO74ohFglbyjTIzhzSihLXz8Nw+wVcxzCmxBgCrWExdOpt7GQxXLWgC8vmdAAoXuRazTq2lKtR/q7GdZPiQC1GXawtXrlZyWoZJBneIAWhzJQFgvt+OlkMAa37iRDCSMiS21oZKVBkhxnAGr5SjUV9vVG/R24Ww4RhMQzu/Z9QLH9eXdRqqRpAs7bZa9c2G2qoBgvDWYRdtFUlxrBJXcnl1DAEgFibGmPoLobneXAlS/P9op64RVhIy6VqzZrO5CxCVJ5Ht27dGU9mA4kDTKt1DJXVeytkJjvVS+twsBie2d+JZXM1YXhoeNrVImCJjQo5WwyrIgz1MaVm0BdzJYtys5KV45qu5Db9t7lYCUqkqecuLe2AZj0bT2Ytn1uru5KNZB+LxdB9zmkF1O+RU0s8AOiMFRb7r5STilHAqyAamEgWbDvV5EWu1ZCmRqgT6QcWhj6wx6XYRVwQBJGVXFCupgbWgaNldD0BilsMrcJQs+Z4sRiuXtiFd1x1hrF9iW65VEXLTDpn+RylpatX6X4yXmECihDCNcawFYShNftRE0hxm8Vw6Zx2JGIRQxjOZHKumYfyeJEQWVrNtVkshtUrV9PbbloMg6xjqB5X0lkrV3K3KgyzFmsGoH3nWmEsuiGFYVfMxZXc4jGGpVzJQVq01BhDr4JoYLxQBDZ7ZrJacme6AepE+oGFoQ/s4oRdySaqMFzYU5krWYrhRNR0A6dzedcOGCNT2vub0xHFe649E4v1179o2Rz9ONZWUOo1loImyO4nqmVGzUoGWsSV7HADikVCULXSqgVdAIBlSqFzt5I19r7L9mMD1el+IsWB+tkXLVcjyhOG3e2FtTwdy9UElZXs4kqeSGYt8YXm9ta1Gk7akn0Aex3D5v8e2rEUuC6RfBKk2/bkuGox9HbcAYfx2Oy1DFVh26zJJ5HSuzB2qu1KzudFwYQVhCu5FlXupSt5XmeswHrkhKVcTUFWsi4MYxGrtS+TQ5fDSnhUtxj2dLShMxbBr95zJR49MIJrz+kHYHUlz2RylmvcHpUxhuZNvNI+simbSydaRAQ3I07CkIjQ0RY2bjhnLegEAJzW12Hse3h4GutOm+NwPNl32Sq2IopbuZpZyXM6vFkMy81K7nUo8i7L1LSFQ4i3hZDM5AMTaNbkE3Nx5nb8iWTWyPpvNeS86eZKbkWLobVcjfP4lPNpUBZDIYQlxrASV3Kzdz9RXeFBlgOqJWwx9EGBMHRoqVUJThmRQdQxDKpOWjGO6aVqSrXCk6idTwpjDLX/O2MRq6hz+LKpQcvyBt/fFccL1i4yxKe9XI16U5C1zXoU687odGUrV3usj8WV3AIWw7RD8glgFeCr+qXF0BSGbt1P5DWxWzmiEfPmVo2sZDkOejzGGJabldzrZDFUhIrsfhKUdUGdj/rtFkOH+K1WzUwWQphZyUrySTyiupKb/3top1TnE0BNPgnmsx9PZi0iyKsr+aTuSlbreQ41ucXQHmPYjFnWLAx9YI8pDHrV6SR8/CSOFLiSa+AyOj6m3fQXdZd2IwPeXMmd8Ygl29VpFaaWl3Frw2c/hpMruUeJB6vUlZyyuXRiLZZ8Yq2XZoo3izDUXcmJWAR9Ce3aHjrl7ErOuriSVYth0C74bC5vWCoT0YhhYSlWrqbcAtfOrmRzm3RzBiXQ1PmorzNmuPYnkhkXYdiaruRU1vxsVVdyJBzy9Dk3K6V6JQNAwkg+yQUiXFQ3MlC+K/n0voSxcB9u8hhDVdgKUZ1Qs2rDwtAH1XYlOx0vCIthLVzJ8ouuBr0Xo1jnE8OVHC10JdtRC1KrZUdUQkrF/5l01moxrEKMoVryJBYJW2rztWqMIWAKcCItI1myVE9AcStyLW/iEZv7yxqbGezqW61j1x4NGZbj4q7k8lritYVDliQTwCpUAheGitjpiIbRqcfWjiezBeVB5PZWRLWGqdcbgKfPuVnxUuBaWgxzeRFIWItapgwow5WsC8r+rhjm6gvH5s9Ktp5/OVbZY2OFrvV6wMLQB4Wu5GAnF6fJKpjkk+reAJKZnPGaqgurGBZXsksmdsLmSnayGI4oq0ynmC6JUdjV7krWz8PqSg42+aSly9U4CMNlczosn5tMQHFLPrG31zOPrbiS88FeN/W7G28LG2WLirqS8+WVqwGs4wqwZiMH3YVC9WjEIiGL8JQWQ/X17dULWgV1/rMLc/Nzbj1hWKolHlCYiFcpdmFYbh3D/u6YEefa9FnJtvMvxyDz4V89GfTp+IKFoQ+qnZXsFLMYRPJJtV1GaukBNei9GEXL1aRlOytrcWonIa52PZnjYjEETNGilatRrUXa9rZwCAn978othmqdxFALlqtxLqQr3cdXrOyz7H+abjE8PpZ0tJhmZJeYIlnJQVta7VZjuUAoVuA6X2ZWMlAoDLviDsIwMIuhXrS9LQQiMmomTiQzGNTdXGfMTxj7t2qMoXo91ULigLkQbMUYQ/kdIdJKPzmRiKnCsPL71wmbK9nL/SqTyxsian5X3Ag1afasZHtbP6/CWwhRldJ3fmBh6IOCOoZVdCXLG26pYN6x6YwlViSXFwVfzqmA4kncUDPM5nt0JRdrEycnrETMHmNYeC3URJFiFkMZWzNldyUrLm3piq7UYmiJMQyHLQKnNZJPnGOZPv2y8/Ddt12Cj7/4XMv+spZhLi9wfLTQZeJWriZSxTqG9lqWMqSgmHtNrXvu1WJoH5OqUFGFWxDIhZN8LxaLoW6hWd6nCsMWtRgq5bnsFsN4A1oM83kRiPU2pXyP3GJgE4olP4gizHZhOJUqnXShxrv2d8UMYdjMMYapbK4gydOrMExl86hCbp0vWBj6oJYxhrJzQbFV3c3378cFn74dn/7tE8Y2VRTK4tA5hzI4QaLWpPLqSiYiQ/zas5KN5BN7VrJTjOGMR4uh4kp2Sj4BzGSBsQr7JVuykttCFutoa1gMXVzJ0TA2nt1vsUoApsUQcI4zdCtXE62ixXDGJgzlZ+S9wLW317ELQ7lAARThFpQrWfb/tgvDlJl8sqA7ZsTttqrFcCJZJMawrfTnXGtuuHkL1n36z3hg71BFx5GtKmNFUuatFsPgXcnZvCi5+LV6mGKYq9+nTk2lmjKTF3AWtV7d6o1U85CFoQ/srt6gYwzV40lRV2zQfO/BgwCA23edNLapVoBFPWbpmIkqFrkeUFaNCzxmJQOmO1l1vWZyZkeGgjqGjq5k7QsZDYcc27JJOtxcyYowlOVFKrcYWmO9Wq1cjVUYllZIaskapzhDtxjDiKXAdbA3DHuMoWFJ8piVHPIRYxiNhCxJV2qMYRA3RNOVLIWh9tonxpKGJXReZ0yxJLamxXCySIyhmXzSGN/DZCaHe/YMIpsX+MvugYqOlc5pY7fNJfEEsC5MgihybReGQGkXtcWQ0B3HvIRmTMjkRE1Kq1UDJze4V8HXSH2Vqy4MiegSIvoaEe0ioikiOkREtxLRKod9zyGiPxLRJBENE9EtRDS/2udYLtW2GKqr2HmGxdB50BwYmsK+oSkAWiCvvLGoq2W1A0k1M5PlFz0SIswtYrWzI2+SqlhS369dGDqWq9G7nvR0tBUtISKPY08+UZNgpHUn6HI1lli5FrAYeglyV1nUGzcsbIcdhGHGpY6hKjqDFtQFWckeYs9yZWYlA9YySN1x5wxlIbzdpIcmU5bMaDturmS1jIYmDKULu3FuSEFSNCvZwwKglqjtN526gZSDtBi6laoBgrcYynI16ne31HHV0CM1Kxlo3jhDp8QZr/2oZ5vF8P8D8EoAdwJ4L4BvArgawFYiOk/uRERLAdwD4EwAHwXw7wBeBODPRORdZdSAWsYYSmE4nc5ZbkiSvzxpri7TubwhZtTJfonSs7ia/ZLlhDavM+bZkgI4WwytGYVhi6vXSYhLi6FbDUOJdElrnU+04xBZk2CkdafyzifWcjWtZzF0Tj5xoy0cMvpnO1kMvbXEq7LF0EMZEz9Zyaor2W69srTFK/H9/P2O47jkn+/AC79yL464lP2R406KXHviBQDM64oFXian0VAtoZ2uruTG+B6OWoRhZSVL3ArFq6hZyZUKklTW7H++QoldLRW7qLqS53XG0Ndp3uabtfuJU6kdrzWIa1FOziu1EIb/AeB0IcTfCyG+LYT4LIBnQWvH94/Kfh8FkABwrRDiK0KIzwF4DYALANxQg/P0jN2VmcmJQGOfLK7kLvPL4vRF2/SU1e0gxZnVlay0xaqiK1muGr3WMJRIa50qpNT3mohFEIuEDGuTkytZun3dahhKTIuhmXwSj4QtVkbZAcOe0FMuBZ1PWqxcjVuMYTGkMFRvChIpitptoQC1zUouLQzVIeHRYGjpfmIXKapQLNXP/N6nByEE8OSJCbz86w/gsUMjBfuo4xootJYBWohK0EkvjYZ0R0bDVtc9YFoMi2Wf15KxAC2GZkiG++BUrXMD45UJUfW7vLJfEYYeXclzE1FEIyH0Jcz7RrN2P3GMMWRXciFCiAeEEGnbtqcB7AJwjrL5lQB+K4Q4pOx3B4A90ARiw+BksQrSauhkMQQKB85kKouH9w1btskvaT1cyUZNKo+JJxI5aauuV7srmYgsNQjtyM4npSyGHQ7JJ/E269egV3f7pXP5iiwK9l7JVpdocwZXq5QbYwjALEnhYBGQVod5Cau4t2YlVzn5xFikeG2JV36MYVfMOka7FYteqWLT6vd6aDKF133zIfxu+3HLPvI9SYFtd10DwPxZYDGUCw0nYdxoWclqPPOgw6KpHOSiMxpxj7VOxCKYr8/T+4ecLc9eUTOSV843C9qXEjqDE2ZxawA2i2FzCkMpaNvCZBgCJm0GnVxe4NhoYVvQRnIlF35jagBp5pkF0MQhiGgJgH4AjzjsvhnAC0scrx+APRZxJQDMzMxgfHzc87lNTU1ZfjsxMVP4xR0cHoPoDMbjPTapfVEJQHvInLhOnhpDgswJ5M6nhgpckgcHRnD+gigGRieMbT1t5j6DoxMYH/fWx7hcTurt8HpjobKueYS0G+1UMm08b2DEPH/KpjA+Po5YhDCZAsamCj/TYd2En2ijoq8dhnY9p1NZjE9pE1MsYj3fGJlf0MMDw1hYpgVUIj9HAEjNTGEin0JbmJDJCUxOlzcuK8XLuC6XiSlzcktOT0GkS68zu6KakBqaTFnefzqbNwRKIiIsj6niLejrNjphXo9schqhvPZaM+ms6+tMTZvve3pqCuNU2uLWJsx94hFYjk05cz4ZGB7HeK/7DX1kUhuznbEwZtI5pLJ5/O0Pt6IvfhHOXajdlKd1C2AYeYyPjyMirDccAhDJpRAPad+7sZl0TcdiUJQa08MT2ufUES2cj0JCnweKfM615MSweQ4TqSxOnhqxJMSVw3RSEyfy83fjtN4YBidSeObkWEXXYN9x0zixuNM856HRCYyPu8+dx0e1+XFuexjj4+NoU4rXHz013hCfS7mcHJ0EAMxpb0M6l0d6Jo/RCeuc9Z5bd+GeZ4bxby9fjeefa8qWobHJmp+vG3URhgDeCGAJgE/o/y/Sfx932Pc4gLlEFBNCuC2lbgTwSacHduzYgbGxsbJPcPPmza6PHTsZgt3Yuune+zHPeyJuUfYc0I7fFhLY+9QTALQv2z0PPIyDXeZ+P9mr7RcmgZzQbrgPb9uNzqEnsP0oGc/bv2sr5Ee9dccTSAzuCuZEFbJ5YGRGz64cOoZNm454fu7MZBgAYWBoGJs2bQIAPH7KPP8ntm3F2DMAstp+B45Yjy8EMDKtPTY2UPy1TxzRjpsTwP4jJwCEkE8njdcFgMPKa99xzwNYknA8VEmePGIe58H77kUkBISgnefeA4ewadMBfweugGLjulz2HDbf33333O2pdMvYgDZmx2ayuOMvmyCNgaMpQI7RwSP7sWnTPuM5mnFVe2zPM3uxKflMUG8Bu5TvycMP3IfBE9r5TSXTljGh8uQJ5XN94H50FTdSAwCOTgHyPUwOD1qOrT728NZtSB10tyYfG9TGz+J4BhtXCPzPk9p5/OjOR3DtYu15o/r3afTUADZtOoF9I+b5AprwvvfuuzCiz2Pj0+7vtRlwG9MHj2nvT6RnCt7fwHHtselUpiHe+6PHrJ/Rb++4x/f9ZGBIf2+TE0XfWzSl7ffMyfGKrsEDyrmf2r8Lciw/um0nwsfdx/KRIW2cZifNeT8WDiOVI+x4aj82pff6Pqd6seeQfu/Op6AZbgn7Dh3Fpk2HAWj3qgf2au/7Vw88gdhJUwxvO+Y9Lr/a1FwYEtFqAF8H8CCA/9M3SxOWk/BLKvu4CcNvAPipbdtKALetXbsW69at83x+U1NT2Lx5MzZs2IBEwlkR3Hx4GzBmXc1cePEGnNXvU0HYuO8PTwPHTyARj+Lyi1fjW0/uAACsXnshLlsxB4BWJf2zOzYDSOOKM+Ziy6ExJDN5dC9Yho0bV2Lbpv3AoSOIhAgvvO5qfGrrAwCApctXYuPlywI5T5UT4yngYW2CvuS8Vdi4blGJZ5j85OROPDM+gvbObmzceCEAYGzbCWDP0wCAa666HEt74/jaM4/i1OA0eubOx8aNZvHkqVQWuYceBACsPfuMou/vyOaj+N1hTXREEr3AyDjm9nRi40ZzjHQcGMV398hrfhHWn97r+b2oPHH3AeDwYRCA51x7DYgI7Y8/iNRMFgsXLcHGjWf6Oq4fvIzrctl51wHgyGGECbju2o2ennPykWP40xFtwr9ww5VGOabdJyaBrY8BAC676DxsXD3PeI4QAnjoPgDAstOWY+Ozl3s+x0wujyOjSSyf2+6Yrf7E3QeAQ9qkff111+DJuw7g7hNHkBUhbNx4teMxj205CuzXxtDVV11VtKC65PhYEv+2fQsA4MzTrZ/90VHzsdPPXI2NFy50Pc5Xn3kUmJjGsgXzceNfnYPv/Ov9yOYF5i0+HRs3rgAAfGrbQwAyWL50MTZuPAvdh8bwrSe3G8dYOCeBjRsvxtP3HcJfjh9ERhCuuvrZnuNEG4VSY/r/jmwDRsexqK8XGzeeb3ls510HcNfxw8jkCddcc03RSga1YNfdB4CDh43/z1izDhef1uPrWDcf3gaMj2Pe3ML3rbI/fhgPDhzAVJaw7rKrCrrzeOWRO/YBB48iHgnhRddeiX/f8TAA4PSVq7Bx/WLH5+TyApP6d3rtmacZY3f+7i04MppEx9wF2Lhxta/zqSffPvg4MDKB0xbMweBkGsOD0+hW7lczmRyyD2n34u6+fmzcaEbTPXnvQeAR7waValJTYUhECwH8DsAYgFcJIaSPSPpmnOzOcds+BQghBgBYsjDkF729vR3d3d1ln2sikXB9nixjGAkRsnqGYjjm73WcyJG2+uqIRtA/15wcRCRmvMbOo2NGe6vrz1uMQ6MpHDw1jdGUQHd3N5J5bZLvbm9D/9xe41wzCAd2nir7xkaNv0/r7y3rNRJxTRxkBRnPy4VOGY8v7OtFdyKKzvYogGlklP0AYFzJzlw0t6voa8/tNs9zTI+37Ii1WZ6zeJ65yk1T1P/1CmsTbTQSQk+P9jnG2sLATBYIRaryOZSi2Lgul1BEe39tkZDnYy6eZ7pL0iHz2qZOmGu+ZfMLx080HEI6l0eozfvncfDUFN5+81bsHZzCC9cuxBdffWFBYovQP6N4m/YZdSe0WovZvECis8sxhjAaM8dmT3c3uj0Iw3DMrOE4t7vD8h5ExAztyFLxcTGT0cZmb2c7enp60NvRhqHJNKZz5ndCxq92dWhz0kJrZ0Is6NG2z+tRxFRbO7o7/YVM1Bu3MT2tX6ueRLzg8Z5O7ZoLAPFEZ0FySq2ZyVlF+VTe/zydhzZmO+LFvyvnLO0DcAAAMJQKYdkCf683PKPdEBf1tmPRvDnG9myROW5wImV0+Vg2r9vYb353HEdGk5hIi7rMj5UyqofD9Pd0IJkDgGmk8uZ3c2rMlDEzOet9LIv6jkGVmi0RiagHwB8A9AJ4vhDimPKwdCE7mZkWARgu4kauOTLmaY4SJB9kkeukEjze6VJv6k6lCOrG1f1GAK+ZlWwGXhORUbeqWuVq1My28pNPHLKSLckn2hdGxtzYk0/UwG2vWckAMKIHOMdtsTzqyrmS7icygUEthSNLSLRCuRq3gtTFUDMP1VplarD53EThZygTULzWf9xyYBgv//r92DuoxZ/9fscJvO6bDxaUApHfWzm21EQkt8QEtYZgyONb74iGcd4S7Sawfvlcy2Od8YghQJ3qoKnIlmkyoUKO95Ep8ztgJp+ELPtKZEKbWsamFRNQZDB/seQToDFK1thLYzll7XtFzjulvpcr5pkLgwOn/Mcey+STBd0xS/WI6SKJjpYahkozBJmcNuRQ9qUZkH2S+xIxS+F6iXqvslcD8FrWphbURBgSURzAbwCsAvBiIcQT6uNCiKMABgGsd3j6BgCPV/scy0E2ulaLOAealazcrNwKkf5FL1OzakEnls7pQH+X9uWSAm3CdgMxB2l1Bp+1ir3PrGRlgpbn2RYm43G1OLXKiNonuYQ7RA3olpOxPchbFZeVFLk2hKFyfJmp1grC0ChIXY4wVBK0VBGk3gjmOSRxyZtctkhhZ8kvHzuCN37rYYzok7C8AW47MoaXf+1+7D5emNgSN4ShKhicvyt+spKJCD979xW498MbsfHsfstj4RAZiymnDhISIUSB2JFZ+PI7kMnljTqLZrka63fCFIbm3DLbhKH6nWyEkjX2eaaSkjVuheLtnDa3wyi3tH+wAmGoj9mF3XGrEaJIlq1b+9S5TdwvOZnJGQXq+zqjltJoEvVztn/nZlW5GiIKA/gJgMsBvFoI8aDLrj8H8GIiWqY89zpoYtIeP1hXpg2LoTnhBtn9xFjxt4VtNc607cNTaWw/MgoAuHb1AgAwSg8UWAz10hhycixVJ80v8nWJrCV2vGD2Si4sV6MKY9nn2H7DHlFWYXMcrE0qHUphV3l/t1sME9EwIvoNv5K2eNICqloMpcBpiTqGWdnbuByLodrdwLw5yBtBOESW8i0SWQ6nVLmaXcfG8A8/2YZ0Lo9IiPBvrzoft//D1Xjtem1aOTaWxNu+u8X4bOx9hdXPyq1kjbVXsvfYtHhbGMuUftEqsqRUMWE4nc4ZY1bOC7KjirzhWMrv6DemrljEUm/R2WLYWrUMhRCGd8ReUBywLgYbwWI4Nm0VQpUUuU57XLDF28JG8wPZPatc8nlh1K9dqLdeTRglwdyFzqClT7JiMdTH5vBUuun6JasL3b5E1Lh3qSXirBbDWSwMAXwRwEuhuZHnEtGb1B9lv88BmAawiYj+jog+Ak0Q7gDw3Rqcp2ekRW9ulVzJM/pEFY+GEW8zTfNy4Dx9csK4QVy6QnNLSSvddDqHyVS2wGLoZRVXCbIm1dyOaNlB7PJmnHZwJasV+jvaCldgADCqWgxL1TGMFcZx2IUhEQXS/SSVLVy5m++1/jejSjE6lUS8i6PejqghUlSrgHQrz01EHbvmyDFVShhu3m+WzvjODZfgNeuXoS0cwr+8ci3edfUZADTX18FTWlxq0ofFUPiwGJZioe5OO1mk2LClG5CLxdDa5lF7L6EQoVP5HslFpGpJK1U/sdlIZvKGddleUBywhQw0QFs8+zwzWInF0ENLPIm0pvt1JZ+aShvXWZb1kqE/xWrmWl3JpiFBLhyzeYHxmeYak+pCd24iaty7piwWQ3POK3QlN877rYUwvFD//RIAtzj8AACEEIcBPBvAXgD/AuDDAH4P4LmNFF+Yzwvjhj9HcTkGaTFMGq7kkKNp/vCIGcB6Wp9mgVBXXQPjSSXGULtxVN2VrK8A55cZXwjAsaiwfK+dFouhhxjDdu8xhhJ7gWvA2v3EL2kjxlBxJUe8CZxqcmIsib2DldfM8hNjGFb6aKvdDeRqu8/F4itjDEu1xJMu6RABV51pZjYTEa5dbbpwpWXOXgzaGmPoZjE0/y7HYlgMaTE8PpZ0tZSo1n75vZYW8hG9S48ajhFXFiSqCJSu+u4WthhOOFwrlbjynQxyUe+XAldyBTGG6TIWbFIY7h+c8mWhUy3ccgyX40ruikcsizE11GSozLZ4yUwOWw+NIFunudViMeyMKRZDZ1fylK3NbakWgrWkFp1PrhFCkNuPbd9dQojnCSESQog5Qog3CSFOVvscy0FdXaoWw2p0PpHuDnsQq9pnVroCFiirroGJlCX5BDBXzZNVugHIL7oaSOwVtfOJnJzklyShWPjkzbvQlax9ITtjkZJxNR1txd1KEhmrGEiMYQO5kseTWTz3P+7GdV+8G0+fnCj9hCL4iTEE1Dgic+KXnVD6XIrEy+uWKjHpD01Iy2OswJqndgAyhGHa2v1GjT1zsySpMYYBGQwNi+FMJudqvVMthl0xmXyijdN0No+ZTM7RlQxYxdFsiDGcdLhWKl4sw7UinxcOMYb+XckyQSsaLp3lKoXhVDrny0qpdj0px5Usha89UXGukpxWbpzhx3+1E6/4xgP41z8+WdbzgkJNputLRNGp37syOWHM9/bQJHWczrZeyS2FurpUkxSCdSVbrRj2lccRXRgu7I4bE5xqMTw5njREpGyHJV1J1TJXD9jaG5WDKpzkald+YdQYQ+lKtvemll82L3W47OVKgEJXsnqs0UqykvXPMdpAWcl7BqaMHrLbjpRf+F0lkys/xhAwhaFTVrJ6Y1CRn8dIiZuFtBg6JbAsUBYt8oYmrYJGVnKktGCQWckhQmD171TR6uZOdnYlm+9zZDpj7f0cUYVhoSu5s4WFoeVaOQpD1ZVc37COiWTWCA2Sn9PIdMb34jFVhsVwuZKZvN9HnKFFGHZLi6E27op5p+RrLZ1jjbl1i0H2wt17BgEA2w5XNq/5RV3oasknhYmj9pCBccVQM9tcyS2FuiLvikeMoPjpKriSpWCxm+alxXDZXLP+mSrI9ikZZoYrOV4YCBsUubzw3ScZcA74L+ZKBqzuZGkxVJOB3PDqSpaiv7LkE4dyNXW2GKrZgKPTlWX+GTGGHvskS+YpAeaSU5PFXcmLdcu4U49RFSkMnUIa4m1hIybPFIb2GENlLLq5kvW7eFDxhYB5UwU0d7IT6o3DKFejLIZGp9OWBarVYmh+j6QwbwuHDEHcaq5kp2ul0kgWQ3XxuWqB2dpq0EfJFiHMRXPMw4LtjEqFoV6XLxwi4zsn71duFsNMLo99Q1ooy6oFnZbH3KoWlGJsOmPMbZUs5itBzmHRcAidsYi11Jx+LeyW4QmLxZCFYdOiTiLtbWFjgqmKxdBwJctgXhljKIWhudrq7WgzRIcaP1ZYriZrqcMWBKemUpCH9CUMLaUjtElNCtiEizCcsQhD7cs2p0QNQ8DZbVzMYliJK9kpxrCtzhbDkxPmpDlSoTBMe6yXZmeurVZZMpMzbuRuwlCGTBwbSxYdv3KBMt8lM15aDe0xhnEjK1kZiy6u5LwuDIPslmGxGLoJQwcrmOq1GJ3OWKxfqsg1YhI72iyfl5wfWtpiWCr5pM7CUJ1jVKE0UCQRyY1sXhjWx1JhNYD2vZIVGPb7SECRi5j5nWbohrSUuQmdg6emDG/DWYoQBqzhWapHoRR7BsywmEoW85VgxEl3RkFElkRHeT+zx6xLi2E+Lwpi5+sJC8MymUmbE297W9gQGkFNLpmcmU0nj21kN6VySGZyOKnHZyxTzPBE5optr5PF0GH1EhRqoLS/GEPVYqhdxykHi6Fq7VMtt7LUQ6ni1oCWoWm3EBYThhPJrO9gZqNcjfJ6sQayGI5UOIF6rZdmR1oFxpNZZHJ5i+Wwz0XQLdaFUzqbd7UkCCGMhJZ5LguURbayMPZyNV6ST6QwDQcoDJ3c3HZUt5MsQ6VayUem09asZEXkXru6H0TA89ZY2+1JYTjeYhbDCYdrpWJZANS5XI0qZM7sN4WSn1qGaoiNlwVbJBwyEhj91DLco8cpn95n3os6S2Ql7zlpGi5W2YRhLBI2YkLLiTHco8RLV7KYrwTp+pbiNuFwz7VbM+UCppESTwAWhmVjD+6WVqygspKdgsdVa98RJSPZXhNNCsN9ThbDuBrvEOzKRA1aXlBmcWug0JUshDC+KBZXspI4oropTIuht16fagkc7bgOySfKsfyW8jBcyWGHGMO6CUNzYqok4xrwH2OoWgVHptIlu54ApisZcHcnjyezhiXWKcYQMC1zMo6vMCvZQ4Fr/aML0pWsurm9uJK9xBiqFvaXX7QEj3/ienz+FWstx5QLx1azGJblSvZQrkYIgYf3ncJhJfEvKEbdLIY+hKE6r3hdsEl3spsrOZ3N466nBgrie9PZPJ46oQmytUvM1q3SYjiTsWbdSlQRd1Z/Z8HjcuFYTveTpxWxmcrm62IFHjYshrpL3SHGsNCVnNEfbxxrIcDCsGxU4RZXLIZBuZKTDjFCRvJJOmu4kQGtcr2KdOOqZV/sdQyB4ItcW2pSdfmxGFpX7zOZnOGaTrhZDPXrlMsLw9pRquuJxJ6A4mQxVIWh3xWo4UpWrFBe6/FVi5MWi2F9YgxVq+DQZLpk1xPAmzC0Hqe4K/nUlGZdk1bBcuoYSldygLrQcm5uySfSldwRDRuiVE24Gp2yWgydWj3a3d+mK7m1LIaq2z3hVOA6WvpzVrnvmSG89psP4WVfvz9w0aHOLyvndxp1Pgd9uJJVYeh1wba8TxOGB4enHYXc1zY9gxu+uwU3/mCrZfuekxPG4vA8RRiqi3mnOEMp4pb0tjt+Nn66n+yxVViohzt5yBYnnXBwJdvPSy7IGinxBGBhWDaW4G41xrAaFkNb8slUKmtZsarJJ4BzKzppEVBLNgRtHVBdyZXUMQQ096vFMuJQrgYwk0/GZjJGTI0XVzJQmIDiWMfQFtTvh1SROoaNYDGs1JXsp44hYLUKDnu0GC6dY471o27CcKK0MFykxPKp3yU5Brxkq+arkHwClO5+MuHQyUNdnI7OZArmp1J0t7emxVBm3sciIUfLmVrj0Uvnk4f3aYXTh6fSruPPL2rXk7mJqCEsfFkMc+VbDFfM14RhOpt3XHRt0YvGP7T/lCXkYNcxM/tX9gEH4BhbpyJFnD3xRCIXjmXFGCoWQ6A+7uRhWy1Wu8Uwm8sXfM9Mi2Fjff9YGJaJ3VUTdIyhkzCUq/pMTmDvgPYFiIZDWGCzzjlZ67p9upInkhn8cedxT18wOYF124qVesXuSlbPz5J8ohxbXifV6uUlKxkwW+s5HVfSoxTK9tv9RMYYllOuJp8X2PTkQEV1zNzIC2tR6aCyksutYzjPknmYstb/chF0Pe1thqB3FYbKcUpZDAGr66zdIfnE3ZUsLYbBCkMj/tHNYijjbm2uUbX7iVvyiRvdRoxh/W5Mjx0awbbDo4Ee017g304kHDKSLrws6tWxMlRBVxInpBVJGhrmy773lbqSPX4vV/QVz0yW24QAth4cMbbvPDpunPeKeabIKxbPns7mjePZ4wslUlh5zUoemUoXuJ0rndvKZTqdNcbR3E7nGEOn75gRY8jCsLmxC7fAYwyVFX9cupIVC9duPaZj6Zz2gtZhThnBcmJUVy9eXMk3/foJvPv7W/Hir95bshCyUcPQR+IJYKtjmM1bviSlXMmWrideLYY2IRgrFWPoQxgKIYoWuM7khGOngU//9gm87eYt+Jvvby14rFImMjASm4AAXMk+eiUD1lqFpybTxg2gLUyGULFDRCVL1lhcyV3FYwwBaxswKQzDITJc467JJ9KVHLDFUIrW4am0Y0a0tILZxY5aWsmtjqEbZoxhfVzJB4am8Mr/egCv+K8HAo3fmzSulfN4AkxXu5dFvUUYlmHJ8oJceMo5p9/oe1/+4jCjdAYq12IIFLbGm05nLQuVRw6YwnDHUc1ieO7ibov13Kl+n3p8OQfZM5IlMsZwZDrtqYKG3Y0MVNbK1A/q4nZewtoaENCMMU5GFikWJ1gYNjd2V03QMYZOriBVHD15XFul2RNPAKs1BAAiSgZuuV0OHjmouQ8OD8/gFd94APc+Pei670AFNQwBe4mQvM2VXLyOoboy9FKuBih0JTtbDFVXcvmTjFo2IubQKxkotBruOjaG7z14AADw+OFRx3ifShiz3c+SmcqCtP30Sga0WFB5H9EshmY2X7ESMKYwdL5hqu3w+lwKZS/qNl3S+4dUV7I5BuJGJ57iFsMgs5IBq5vbqSWa0f/cFpclLeUj02ljgRqNhDwJV3msVDZfl/CGHUfHkBfaNX1Cn9uCQF4rp+LWEjk3lnIlCyEsgqmcpAgvSMEg5xw5j5700RbPT4zhgq64MQfus2UmHxiyivUtB7T7QjaXx2798zpvcbdlH6fYOokq4txcyXLhmHPoCOPEnoHC9p61diWfcgiHaW8LG/PcVCrraMVkV3KLYEk+iYaUVWcwk6qTK1md3OQKwx5fCBTG93XFI8aNttOSfFJ8EKazecvqfSKVxQ3f3YIfPnzIcX+39kZesZercbUYOmQlj1j6JPtNPikVY1j+JKMmAFliDMNW66hECIFP/foJI+kmlxfB34DShUKhkiBtvzGGoRBZAsxLdT2RLOnVhJObxVBmx89NRF3j/7rbI8bnfUCxAqnCMFbiO12NrGTAurBzykyedIgxBEyL4dh0xii9EvdoLbIuGEuPhccOjRRdJJaLmmjjx3XqxmSytMXQaMVZYnE0MJGy1Jjz0zquGGO2zk0yVvzUZKrsxaGfGMNQiIxyM3aLof3/xw+PIp3NY+/glDHHqYkngHM2rkSNBTzTISMZKAw1KYX0aEWU72OlFRfKxd71BNC8HEapuXTWYsWUa0p2JbcI0sISIu0m3x7VLmE1y9U4ZW4tm1NoMbQnn6guJ0u8Q4lBeHhk2hAoLzhvIaKREHJ5gX/61Q5LKRxAEzSDFfRJBgqzklWzvFvyifwc/FgM7eVqnOIi2/Tq9YC/SvrqzcYpxhCwun1+ve0YNuurcYlbEoJfRh3eRiXuZL8xhoBp0RuaTGNIF4ZuGcmSxXov1lO27FuJ2Q7PXWASkdFlxOJKVsaWFI5ugkEYruSip1s2ll7ODnGGbu5RuSAaUTqfOLV+dEKdI0p5EgYmknjt/zyEN39nM7YfGfV0/FKoY9xPFq4bTp2T7BgWwxLlauxWtKAXbHJ+MV3J2jjIi/Lbwlktht4XLmfo7uS9tvndHnOYyuax89gYdh5VE09swrBIjKEUccvmtltczirlFrmWVshzFpku7Vp3Pxmy9Ek2558OpTmFGpIk8wPkYqxY+8B6wMKwTIyJty0MIqq5K1liL1UDaANSNWKoN5Cokp1XKp5BLXT6jqtW4DtvXQ9Am6geVYKPAc1kL1epvi2GlqzkPH6z/RgALTBedZlHI2bAuFzBS2ETouLWARX7TdMte7OS7ifqyt0pxhAwJ/GpVBaf//2T+uPmB+iWhOCXUQeLYWXC0F+MIQCbxdBaGNaNUiVrBmVx6yLCEDAFmGqVU8eA4QVwcyWLKiWfKG5up+4nRlZyQfKJbjGcyRitOb0mgZUTYrLnxKQxrrdX2GdbcrxKFkO3a6Xi1dtjF0e1ciUD5V+TjMu8UwqZCHJ4eMaSeSxFsepV2bJ/GDv1jORoJFRg+bMkn7i4klf1O8cXAlZh5SUBRZa/WbWgy4hRrrUrWbUiq/HNZqm5nMU7Iz1+dothwBWwfMPCsEzsBXENYZjJOSYTlItTHTKnVa9TjGE4RJabol0oyXiiyRI3AHUiXDEvgcvO6DMEy9O2eA514vJTqgawTmB7Bydx3zNDAIBXrFtqsSYC5vWetiWf9HZEPScDFJarKSEM/biSlZuNKnyjkUJh+PVNzxgi8H3PWWU8HrTF0B5jCPh3JefywnBz+RGG0t1yajKl9EkuPn6swrDw2shs0VKWx4UOlm31xlcq9qxaMYaqm9vuSs7nhWkxLHAla+M0L8w2al4STwC7xbD4WDg+ZorxUj2rvaIK4GCFoXM8porXihJ2d+pg0MknyhwGWD0/XhJQdh0bwy8fO4J8XviKMQSA8xabVr8njpmxnvK9n7+k12hLueXACHbpGcnnLOwqeB1ruRrzXpPK5nDglBai5JZ4ApTXL/nUZMrYZ9WCzkB63PtBCsOuWMRiCU0o7QHVc5LX0l7H0Kulv9qwMCwTe2/VuPJBpgII3nZ2JRcOFidhCFgnlW5b9qJaD7EYsmdmVzyCuYko2sIhrNCr49szwNQbmJ/i1oDVlfzTRw4bSRuvvWRZwb5GFrhdGHqMLwQKhaHbylrecP1kuKUsZSMK6xgCmlVxJp3Dd+7bDwC4YFkv3nX1GYY7JHCLoX7fVZMc/E6gltZbZSafAGZJiuNjSUPk95UQdEuKWAy1dnilXckAsKCncJyqFkM5HksWuA44xlB1c9uLXKsuOXtWshpCIcdM3LMruTB+2Q31nIIShicsFsNgxrsQioh2KVcDeM9KLnAlByhgk5mcMVeYFsPiSUgq6Wweb/jWw/iHn2zDDx4+aPleltOqUnUHq25iaSRYMS+B9cvnANASE2UNwzU2NzJgizFUxu3+oSljUeWWeAJYx3MpV7q9vV4QPe79IMfufFs4l7x3TytZyZ2xCObo8589+aTdQ4mpWtAYZ9FE2HurWmrrBeBOVnsxywByu8WwOx6xJEeoqJOKfVJUW+sVQ7qSz5iXMJJX5ArvaVsh0adOmKvLM5SyB+WgTmDy5nTBsl6cs6i7YN8OW3mgkWlrfI4X1DqGsSLZm/KYfiYZNaNVFZ5RxVWczuZxeGTauDG89fLTEQmHsEBmJQZuMdRee/VCc7Xu15VsuQH5shgWdunpK+FKXtATM4K27bUMJ1NZ41hufZIlixwthg4xhi4LvWpZDAGlyLVNGKpu3gJXslK/Uy7UvCafdJdhMTxhEYaVj818XliTT3xk4ToxnTY7JxV3Jcv48OILervFcGgyFYh3CLDOLXJOn1+GK/nEWNI4xi0PHbQmn5TxvVzQHTMs7bt0i+HYdMZIDFs+L4H1y+cC0BaTU/q9TrU0SsJKNQzVCFGsR7JKNBIyXMKlup88PaC011vQaVzDWlsM3RIwpUieTGWNuMee9jbj3jyV1toGSgHtpSh9LWBhWCb24G6nossVHV+WmwiHENG/2PYYw9P6nK2FgHVg2l3JnUb7q+LCUE6Ey+eZQk/GhBwdnbEIS1nkdH5XrKBcjlfU2nGS1zlYCwFT1JkxhrJPsrfEE8BqMSwWi1XJJKO6dFxdybm8ReBIK/AChxi4ShFCGMknp/cljInbbyFYNXGmkhjDUttUYpEw5uuC0m6xUoO/53uMMVRxKlfjbjHUfldBFxoWQ3sYgVsJJ8BajF2OO+/JJ95jDNVzCqL7x/B02jKOhnxk4TpR7FqpyOzzYlnJubzAQX0+lEIrlc0HVnfOWodVm2/ibWFDGJWyoqru/T0nJ/HQPjOBrZzvJRFhjS7ypMVw/ylrSNEGXRiqqB1PVDqV2DqJTDwh0lr/FWOex+4n0oPVEQ1jcU97RYv5SjBLtlnnFnnvnk5nLdnnar3WyWTWSD5hV3KTYnclqx9kEMIwaRzfmrCgCgqnjGSJKgztxYLNL6v7pDaTzhmCZIUqDBXTv1rwWgYh22tZlYvqTu6IhvGSCxY77tdurPKzyOUFTugTo9fi1vL45vGKCUMZ1J8u20LgXq7G/DuTs7agkjF0bu7ESphM5ZDOa0pmYU/cENJ+2+JZXMk+hKFTHKBb1xOVJXprvGNjVmFiDf4u4Up2WMC0OywWXIWhtBgG3SwZ5qLg5HjSUtxXFW32Bd8cB2u51xjDznKEoTIeT4wnKxZxdvGbF97Kk5Si2LVSKbUAAICjIzOGeL1gmWkdC8qdrC7MehWBLys8lLKi2i3Lv3rsqPF3OckngCny9g5OYjqdxf4h08K3Yl4CZ/V3Wu4pkRC5Wv46ooVhS1LEnTa3o6QAmmt0P/HmSj6rvxOhEBkhRbXsfCKEMJs82C2Guit5MpWzFDK3hnBk2JXc7Ei3gxQU8cBdyc4rB3Xl65SRLJnf7cGVXOQGcMC2SpSowcLSnTyZyhoxKPaSBeWiTmIvOX+x60q/Q7EY3vP0oCFsLj59jufXUoODi7UNk6vPTE6ULfpVV3LUkpVsdSVLYRgiGC5k1Z0YlMtKdUkt6okr1lB/E6jfshgSp5qFpVzJgHuRa0vXkxKxiot6CmuAqq7XWKnkkyr1SgZMN3c2LyyB96qbt1AYFr5fr5aHtnDImMtKupIVIZfLi4pjAp2Sq4JwJxe7VipmuRp3V7JqNbtEsZgF1f1k1MGVDGiuXaC0K9m+eFTnqXIXbNItnBfA7uMTRgF4IuD0vg6EQmS4kwHNHezmcTHj2RWL4YAp4kphJqe5X2chhGGkkPenHv27MJ7MBt4gwI3xZNaYK+wl4xJRxWJoEYbWMlGmMGSLYVOSTLvHGAbRL3nGFsMoUYXS0iLCcIEHV7J0tQxPpfHte/dZrFb2jGTJ8r4Ow5UiV367j48biSJrHGJNykEVhq/d4OxGBqzJJz/erBXcbm8L4yUXLPL8WuW6koHy3ckWV7JLHUNNGGoT+8LuuBE6IC2G0+lcYD1sT06YE+yCbtNiGETySTlB7hKnRJNSySeAmYBydHTGIppVYVjKlTyvM2op66SGbQDmmCjV+STocjWArZahIpys7lHrgq+7va3Are2lT7Kky0OISTqbLxBDlSagOCVXBVE8uti1UvGSfLJfqet3yQpVGAZjMVRdnmqctHRJlroexcJNyv1e2hNQ5L1gcU+7ca1kAoq2v7uXSLZxlYInlc3hoIeMZIlcOBaLMRyaTBuGAenRUufsWrV5HFQWSO6u5BxGptQYQ2theTlmy/neVpPGOIsmoqBcTcCuZLurWqLGGS6bU2jxkKhuMnuCipp8ks8LvO3mLfjs73bjgz/dZuyjCkM1xjASDhnJJbIFkbXIaWWuZJlFuWpBJy5a1uu6nxR1J8aTuHP3AADgxecvKpp9aMfJbehEbwXCMOVFGCoxhmopFlUcBOVOVi0PC7vjljZqfqg0xtBuHYwqBcWLsVi/NnahIl17RKVjFSPhkCXAP2abjOXn5WYxlHq0GhbDhYo1UxVOk0Xco+EQFXzX7WWeimEIwyI91J2sg0crTEBxGttBZCZ7diUblmH3UmOyvEpHNIw1SjJcYMJQmVd6LMLQ7JeczblbNOU1PL2vo6AMU7nfy6Vz2o1xtPPomNEZSDUQqFbTYsYANbYO0DK7vWQkS6TVf3g67Wr5e+qEmniiic1K5my/qFZuN1cyYJbe6WmPuloMO9hi2JwUxBgG7EpOZtxcyeb/xVzJ5y3pwbWr+3HB0h48a9V82zEi+mvk8aMth7Dt8CgA4KF9p4zVjBSG8zpjBeVuzMxk7QspE0/mdLRZSon44S2XnY4lve34yAvOKdovV17v0emM0Yz9dUUsjE5YLYbuXwF1oi43mFmtY2jpfBK2WwwdhGG3s9WoEgYUi+HCnnjF9b4qjTHsjrdZWliV6pMscStyLWvLzemIWqx/bqgCzG6dL2VJMi2GJV+mbCyf/biLxdBB7NjLNZUTxC5vUsUshk7jsFKLobR2qTGSQbiST1hKaLlbj2WMYV5YFzoq+/T5cHlfQh+j2vbAYgxnzAL9nUqIy0rd3ZrJCeMcnJDvdXFPO16zfqnlsXJDPIjIWODvUCyGqjBcd9ocPPfcBVi9sMs1DhxQY+u0MaWWOTurSHFriVzcCeEe7qI2Wzhft3aqVlc/Zcb8oC66C1zJDovd3g5r8slEKmO43GUntXrTGGfRRNhdyfGgs5LTzq5kOcCIzAB8J8Ihwv/ecAlue89VBRYY9f9/0TttANrEePcerf+pORkUis9V+mR1fCyJ8WTGqGV13pIeTzf1Ytxw5Qrc/4/XYuPq/qL72W94Z/V3Yt1p3uMLAWvP5eLJJ6owLM+ylsq5JJ8oIjGZyRkTu/qZurkTK+GkPnn1tEcQbwsbN+PRmYyvOMZ0rrIYw1CIjFpegDc3MuAuDM0aht6Os1CZwAt6Z+ufVzYvHK011ep8Aljd3CeUBBs1pMDe0hEoTL7ymnwCmFa1YmELTm7fSoWhtHadNrfD+K4FUeRaWuFjkVBR67GlxaZL2IBMwFgxP4FIOIS5+nUeDNiV3NPeZimbpZaBUT0zduT8sKgnjlevX2YI12g45GtOlq/71MkJQ9SpnqNwiPCtt6zHH993ddFrm7BVj5Bx6SFy75GsoiaiuRW5fuSgloF9xvyEsb91zq5cGO45OYGvb3qmqIVYtXLPt7uSHb6rarkaQIujlPOp145F1YaFYZmYruSQ/rs2MYbSerewO16Wm0hFFYay3IKci/7ypOaWdXIfSNTYkJ1Hx4xg4krjC8vBXpz6tZcsK3sC9OxKVm62ZbuSlbHgVq7myMiMYfVUBc8CF6tRJcgYw35dOMkMyFxe+IpjzGT91UtTUd3Jpdy/EtUyfdRBGHrtvqNa5uwiKm5r0WinmlnJkXDIiFM6MWbejKQrORENO76uPTO5HMuDjDd94tgYbnv8qOM+6gJFJkZUHGOoH3NBd9yw7AUROiHPa0lve9G5IVYiPjyVzeHoiHasFX3afCjLqAxOBJR8Yut6IjlrQafxvZKeGTv5vDCE9IKeOJbN7cBVZ84D4D9WTRasVteKZzjcC0qRsNXMVTOSvYifvhL9krO5PLbqFsNLTjfd2xaLYQCZye/78eP4wp+ewlfufNp1H2nljin1FyWOFkNbjOEJS2vOxpBkjXEWTUImlzdu5FUrcC1d1TYB9IZLT8OqBZ14z7Vn+j623QV16Yq5eMF5WtLGXU8NYHgqbazOljtMBmpsyG+2HTNcapXGF5aDer3bwoRXrFtaZG9n1LiPYhbD3gpWnykX4aS6XdUM8CW9ilBRLHpBCUPjBqLf1NUJ1E/LP0uMoY/kE8BqJSzVrUTS29FmfGZqZvKg0Q7PozBUXMn271q8hGCoZlYyYC1ZI5nU4//cYmntmcnlWB5ev+E0REKETE7gvT9+HF++Y0+BFVnevGKREM7VY+0qjTFUrV39HrNwveAUnuGEmomeTBcuAA4PTxs1K+VCWS48gk4+6baFArSFQ1i9SFuIy5JgdoamUsb9SC50Pvy81Vg5P4F3Xn2Gr/NxKjvmdC8ohdHxI63FbxoZyR4STwDrQtEpAeXJExNGjUQ1KUit6VmpxXAimcETxzVRvvu4szgHlBqG3bGChUjCIaSjp6MN8bawcV9Q+4U3SlZy6WhvxkB1FTvGGJaooO8Fu6tactkZfbj9H55d0bFVi2GIgJteuga7jo3jdzuOYzyZxS+2HjEed1olnt6XQDQSQjqbx2+3Hze2O1W/rxZq15Lr1yz0bGlSUS1EsSJfxI5oGJEQIZsXZcereEk+OaDEDtlvYgu64xiZzgToStYthvqNTRUSI9PpokXTnag0xhCw9kb2+jkSERb3xrF3cMoQAOW0w5Ms7FFcybZVumptcSplIsVCNVzJgObm3gZr8WIZ/+fWyaMSV/LlK/vwvbdvwLu//yjGk1l8+Y6ncfDUNL746gsM96ZcoCzsiZu1JItYDA+emsJ37z9gyew+d3EP3nzZ6QC0bFXptVjQEzes1kFkJUvBurg3XnQ/ywLAwZUsy7UApjiSoQpBC0Onlp5rFvdg+5ExPHFsHPm8KOjQpM4NMvxk7dIe3PmBa3yfz/K+BBLRsCG6IiHC0iKhS27IkmC5vMD4TNYoEu4l8QSw90suvNab95uFvC9RMqUtruQKk0/UntGHh93HulnDsHC8OVkM5Tl2xSM4NZVmi2Gzk1QsgtIdqd70g8xKrsbKQbUSvemy03HOom5cc/Z8Iy7lu/cfMB5fMa/wCxwOkVGxXt6oumKRoskwQaOa4F9/yWm+jhEKkXGcYlmLRGT2Sy5zkpnRs/GiEWusj2o93F9EGMp+xkEIw1Q2Z5R1kK5ktY2an8zkSmMMAasY9BpjCCi1DHXhNJXOGRnEXoWh6q63f9fUUA0ni2G+iskngFln8fiYWcdSuuTcMrftLSG99kqWXHHmPPzixitxur5A+OVjR3GnHl4CmNbLBd1x4/qPzWQc22tmc3m865ZHcfMDB/CjzYeNn4//aice3ncKgNUSvlBxJQ9OVNZuLpnJGaKtpMWwhGVYLfB8xjyrKzmotnimK7lQGK7V3bqTqWxBWz7AJgx9dp2yEwqRJTRo2dwOXws/dZxuPzpqLKaKtcJTsfZLLpyfZHzh/K6Y5f4TjYSMcKNKk092KsLw5ETSNVTM7HpSOPeo3imJXMTJe89xZYHV7hCTWA9YGJaBKvzkzSSk9IUMNMawCq1x1i7pwSvWLcH15y7AB64/G4A20Z2/tBeANWbrdBcLkn3Fd+7ibtdew9XgutX92LBiLl53yTJcsbLP93Hee91ZuHBZL151cXFXtNmUvTzxJFeYi23t11RhOK6Ia3sG+EIHd6Jf1ExP05XsP34SqLxXMmCNI/JS3FqypNdqsVIzRL0mn6hFru1uV4vF0MmVXMUYQ8BsjTidzhlJDsZCzGUhY48x9NorWeXM/k784m+uMN6XmvV5XHH7LnFJAJL84OFDeFIvJTKno81yw3xgry4MbdYu6aJN5/IVlRlRj1taGKqfc6FlWFoMezvajEQp2VUnmclb2r35RcbB2csNAdYQHVWkSNS5wanNo1/WKK/rFGvuBTUW/LFDo8bfXjKSAc0LIcWy3WIohMCWA3p84fI5Be7b3oD6Je9Skn6EcG8DOTguw3S8WQx7DYuh9vukMn91sMWw+XAShurflcYY5vPCmKCqkZ1ERPiP11yIb75lvWUius6WCbykt9319e0rvrUVdjwpl77OGG591+X4l1eeX5Eg/etnnYFf/e2VJVewUkCVG68iV/j2iTUUIkuZFsD5BiYnmVNTaddCy7c9fhT/ecfTReucAVbrTH+XTD6pzGIYiCtZse71OXRCcUNer6HJtMVCBJRuhydZWMxiaLEkObmSq5eVDFjDOA7o4kQW63UThnZXst+FZV9nzOhMIasOCCGMxcVCxWIIFN4sh6fS+OLtTwHQEg0e/Mh12Pyx5xjHlJYeu7WrX/k8KokzVIVqqRJaXi2Gy/vMz0O1SFdaskZN/HJyJa9a0GXMFbscMpOlWA+HyLOl3AtqaJD63stBtRg+rpdFCxGMWrhekB4Fe4zhoeFpI+RgvZJ4Iun2uZi3Y4/tPDw8XbDPTDpnhEQ4Jb512CyAkRAZoll+l9U6jZyV3ITMOLiSAfPDr9SVrMal1TII9VqbMFzuUKpGYm9nVGkrvEanx8fqM58XStmfQpe8vSOBUyzUIsUC4FTb7fjYDP7hJ4/jS3fswe92HC94XMWSUdpVWNbBl8UwW3nyiWpJstf/KoYa8/TA3qGyup5I2qNh48ZjF1tqfJ6TKM9XOflEDfaX4qSUK7mS5BM70pW48+gYhBAYnjLLaSywCUO7xfALf3rKEDsff/G5SscM7Qb+2KFRZHJ5qyu5J24ZC5UUuT5ajjB0CRkQQuBb9+zDw/vNcigS1SJdackatTNHj0Nbw3hb2EjWcEpAkdewvysW6Fhcu9Sc08sRciodyjh97JBm3VvelyhrXM5LSLe9VeBJayEAbFhRKAylpbGS5JOZdA7PDExatjkJwwFL1xMHV7Jtgdbb0WZYOJ0WeRxj2IRYhKEywKVLolJhaLVI1u6jWbO42zKoi7kP7Ba2WmYk1wM/bonj40lD5DvVgywUhu4WQ8A5M3nbYTNuZ6vi8nPCKgy1G1AkbJZW8FPWIYgYw2etmofrz12AV65bWpbl+dmr5qNLv/F89re7LdnJ5VhOPvS8s3HJ8jl43QZrrKqlXI2DxbCaLfEATfhKS5F0Z04armTnrOSCGEOfJa0A8zs9Mp3BsbGkpe3aop44FnTFjPhKVRjuPDqGH2/R2lQ+e9V8POccc8EpEwSm0zk8cWzcGJPd8Qg6ohGrMKygyLU6Fkq5V9WSPjLJKJPL46O/3IF//v1uCKG5RN9+5QpjvyAthuqc4uRKBsws4Z1Hx10zxZ1cmJVwVn8nbrhiOZ511ryiRayLoTZkkPHNZ3lMPJG4WQy36II9EQ1j9cJCj48sxVWJK3n3iXHYG64cHil0JVuLWxd+DpFwyDKfqJ+z03e5UbKSWRiWgUW4KSsB+XeyQley2/GrDRFh49nmJO5k5ZIsm9thJNy0t4WL7tsKyO4n42WsPg9Y+k0XXh+769VJGKo3Nad+qGptM6f4IxUpLNtIWOpsybipEZcJdO/gJD5x207HArtBxBjGImF88y3r8cXXXFBWLcq+zhje+5yzAGidKf7nnr3KY95jFV+/4TT89N1X4JxF1sVNKRejkZVcJYthWzhkBNTvH5pELi+MeDavySeVdFCw98xVY9kW9Gg9vaUrXgoxIQQ++etdEEJbKHziJedaPlO1ldqWA8OWLGcAgbuS53XGSlqn7ElGM+kc3vbdLfjR5sMANBH8s3dfYbkeqoCtNDNZTY5wciUD5mcxNpPBEZswkddwUYDxhYB2P7jppWtwyzsudRWspbC7UAHviScS+V0+ZbvOW/RwhHWnz3HsctSrFO/3i+q6l65fR4thkXZ4ErXItVUYssWwJSgZY1ipxVARlrWONbhWWd2vLOI+CIfI+IKvWdxdNXdaoyBXnxOprOcY0n2WftMOFkPbZObk8lrUbW476SQMFdfSE8fGXfuJAuaE1hOD5WYt49LcYgw///vd+N6DB/GxX+4oeCyIGMNKeOsVy40OCif1yXlOR1sg56JWGnAqY2Ikn1Rx6Et38oGhaUvmr3vyiVUQ+y2CDwDnLOo2KhXsPDpmWZhIQShL1kjX7X3PDBnJKm+/coVRvUCydE67kfj0yIERQ2zKepKdsYhxA67ElSwz1ZeUKFUDFC4AvnznHtz3zBAALXb6tr+9Eufa6vqpbfEGHbJly0F1dTplJQNWj8yuY2oyhKiaxTAInBYwXmsYSmRC2uhMxoijPjWZwr5BbX51ii8E1IRBf12dAK0lIKB93y4+XbN2H/LhSgasCShqLLDdYhiNhDy186wFjXEWTYKbcIsHJAyTLsKzFly3uh+vvngpXnrBYlypV8934/3Xr8JlZ8zF+69fVaOzqx9q+6bdJ4pb5iTSYhiNhLC4p1D0xTy4krvbI4YLwu5KFkJYrHgzmZyltIZ93616jM+yhHWSLOYmF0IY2YQ7jo5Z4qEAW4HrOkxmbeEQPvmScy3bggrAj5dIPjFcyVVcFMlwjv2npizWajdh2BENWxYclXgcOmMR4/VVi2GIzAD7xbbM8B9v0axssUgIN15TWISfiIw4w0cODhtiU21NKG+slVgMj3osbg1YQwZ2H5/A/963HwBwwdIe/ORdl7m6BqUIr9hiqCzI3Cxz5yzqNtz2qpdgIpU12s0FmZEcFPYOVYD3GoYSmZwmhOnVeEQJm7lkhXMrVOnlSWfzjt9fL8hrfd7iHsN672QxlIvSSIgKFmcS9VqolmF7lxQ3b0A9YGFYBkk3V3JAWcn1ciUD2oT3hVdfgK+8/qKSN/qNZ/fjx++8HFesLC4gWwHLir1Iz1IVI/GkL+EoHgpdyYUTOxEZ1hl7LcOT46mCgGy3tlkHTk0b+57RZRWGZr/kQsvHifGk0QUnL6wlJwBt0jXfT32sxs86az6et2aB8X91hGHhd1paIcJVijEETIthOpvH0wMTxvbOmLOAUGtuApV7HGRm6k4lHnBeZ8wYu1J4nRhLYnAihdt3nQAAvGjtIuPGbGeDLgyHJtNGVqmaHS4LBA/6jDEUQnjuegJYr9GPtxxCJidABHz25WsdXaESo8i1BwE7mcri47/aie8/dLDAeqVaDN2uWUc0Ylhfdyjzz8kq1DAMEnuZlnCIyi5949T95JEDmhs5EiJcuKzX8Xm9SvcTp7mtFKlszmjhd96SbqN81HgyW1A0W1oM53fFXBeKquDrLuJKdqp5WC9YGJaBqytZxhgG6EpulCDU2c5pczuML7Cb+LIjhaFbdreafBIi94ldWgLsFkOnmD+nbYAZqA0AZ3TbLIb6Cnd0qtBiaH+vckKWSFdyW5jK7lUdJP/0onON67nIg/vQC6V6JeeqXK4GsJas2X7E/GzdOp8AVneynzqGKjIZaHAiZby+GssmhVc2L/A/d+81LMj2RB6V9csLLTxqa0KzLZ4/V/LwVNqwEHkRhm3hkBEKIzXb6y5ZZsnKdcLol+zBYvi/9+3HLQ8dxD/9aic+cOs2I8t92+FRfPUvzwDQQkuKxfLJOEOZJQ6gIKu70YhFQpYwo+V9HWWHN1i6n+jX+kG9QPqaxd2u4r2nglamALDnxKTRavC8JT2WAtqHR6xWw8Eixa0lHRZXsnvySaJBilsDLAzLYkbppxmvRoyhQ8s9pr4QkWI9KW0xzOTyhsvBLTFHFYYLu+OucSVuFkP1PJbrhch3uAnDA2YG32KbTpVCYiKVtcQMAoVCUy0RAajCsL5TyLK5Hfja6y/Cc85ZgHc/e2Ugx3QrYyKRl6qarmS1ZM0ORRgW69QjrU5tYao4VkktcvyUbj1RY9nUGL5bHjoIQBOzlziIP8nqhd0F7jK1NaG0GPp1JasZyV5iDAGrgO6KR/BBvfB/MdTuJ6W4c/dJ4+9fPHYUb/72Ztz6yGG89psPGqLib65ZWVQ0rdHjHE9NpQ3XpVPcZyNBRJZSLeUmngDW2qanptIYGE8aC9ZnnTXf9Xmq+PKTmazOr+ct6cGyOYowtLmTZfLJfId2eBI1Q7u3iMWQXclNihRuUdtqKB6QK9nNVc3UF+lO3nNywrXYtOTIyIyx2nTqNw1YXa/FLBsLlO4neSW5RE6Oy/s6cLne/UX2U7UjY3IuWNpd0MJNbYtnn0B32UTwY4dHLOJRWojqLQwBrWf2t9+63tfNx4lQiIx4vWIFrqv51hd1x41Y1O2KSO8qcvOQoQGVlKqRrHHof77QwWIImFbV116yrKj1OBwirDvdKhxVsSkthtPpnGOrvVKoNQy9WAwB6wL8/c9dZSm67oYhDCeKuykHJpLYpot6aTzYfGAYH/7ZdiQzeYQI+NRL1+Afnls8VtueJQ7YXMkNaDEErEKn3MQToNBiuOkps0Wjmixpp9IarfIaJ6JhrOhLWCyG9gQUo09ykTqsqmWzp5jFkIVhcyKFm93Na7qS/QW6StiV3JjIiTmTE3j6pHOSh+SAJSPZWRhGlRt3sRvYIv2mmc0LI94PMEXbmiU9xg18IpUtmLQGJ1KGW3vd0sJ6k9a2eM4xix3K2FatiOkGsRhWCxnv4xRwbmYlV89iGFJisgYVC1oxV7K0HPUm3N2SXulpbyvoge4mDAEt5usV64q3lwSAS2zCUG1NqLrj/LSCPOZDGMo4tlULOvHmy0739ByZgDOTyWGqiIC966lB4+/vvHU9XqrUBExEw/jODZfgrVcsL/l65y42s8Rl1rR0Jfd2tDWsd0l1oZabeAJoHg35voen0viL3rt7biKKC/Q2rk6owrCcMmMSWf5Ltnvt6WgzrHuqKzmdzZs96Iu4klWBrMY/FlgMi3y3a01rzupVQgq3AmGo/5/O5Uu2Jyt6/DpmJTPuqNYTt1g+yT5LDUMXYaiIqWI3MPVGLG+UQ5Mpw4103uIeqzXBZuV79KAZF3jRMgdhqK6slQl0cCJl3HheqdzsH1HcyRndShStU+JJtbl6leaq+vMTJzFiK7BrtMSrcqkmp3ZkxdxNb7tyBV64diE+9sJzXfcpB3vxetVl2R1vs1gvn3POAseWYHbWK/UMo5GQpcdzv+KO81PkWgrDaCTkuff2R190Dl56wWL815su9ux+V7ufFHMnb9KFTG9HGy49ow//+boL8YkXn4sXrV2En994haV2bDG64224Uk/0+9XjR5HM5IzwkkZ0I0sSFmFYvsUwrGT6Hh9L4r6nNVF8zar5RcukWVzJZSafZHJ57D6uCUN13peLpEPD5uJDjTHtL+JKVrOSrRZDmzDkGMPmRAo3u5tXFXGVxBnWMyuZcWfFvITx5S4VZyjLxnTGIpYbiEo0Yk5qxWKh1MB8KQZVYXrekm6sXthlTJL2hBEZF9gWJpy3uHBiVpMVVPGjvsfnrVloJB1sURJQjBjDCpMcGpXXXrIMgLbY++VjRy2P5avc+USywlZPlKh4gPryeQl8440X4/nnLQzk9e3uZLsIURc1r9uwzNMxL1zWa4RSLOyOW1zPqjvOTwKKWcOw3XNC1Maz+/GV119UUHexGPM8FLlOZ/O41yZkiAhvv2oFvv7GdVi9sLyOUXI8jk5ncPsTJ42FWyPWMJTIGMNIiHz3XJYW3TufHDCKvG9cXVxQd8YixpxYrit57+CkUXFBXXTLOMMjigdhwNKD3n1RpArkHku5GnYltwRSuNlN9/FoMMJQ7Zxir3XH1I9wiHDuIrM1VTEODMnEk4TrzcmrxVAtfH3HE1oQ+y6ly8maxT1aP1W91qI9LlBmEp+3pMfRAu0WpL3LJj4vMerPjRhZkTLG0G/Xk0bnshV9OF1P7PnJlsPG+959fBzT+nfcqVZbkKyw3Uw7o5GqWylV7H3Q7bFs8vos7okXTQZQaY+Gcb7uBrS7qtWb66CPBJSjevJJqR7JlaL24x50iTPccmDYiJMsJWS8cP2aBYZ19SdbDhkehKC7ngSJjMU8s7+zoA2oV/psbfHCITKs+W4QkdnjvkxXsrRKAlaL+bK52pg6MjJjLAyt7fDchaEcL+EQWUpqxSIhS7x5J5eraU7MGEPrZVNvusm0f1fytOKqrmcJEKYQeZPcfXy8aLiAUcOwSM0udZIsJgznd8VwnX5TufXRw9h+ZNSwGC7pbTdW09Kyo5azmEpljVgZtR2ZyhzF3aZ2P5Hid+mcdvR2RI1M0+GptOEqb/UYw1CIDCvNUycn8NjhUUvbt3CILDFj1cBuMax1DNIaW9cPuzB873POwovPX4QvvubCsjogffzF5+IlFyzGB2wF8nva24zvhp/MZLOGYXXFknpzdytZI+PhQqT1ja6UWCRsxHDe/8wpozZpI1sMb9y4Ei+7cDFueuka38ewt7i8+PQ5ntr09SrdT7wihDAKtZ8xL4GzFfe3XMSkc3mc1K3Z6hgt9jm88PxFeP2G0/Dpl62xnDsRWRJQ2GJYQ/YNFQaP+8WIMSzhSt43OIm//r8tuPWRwwXHeGZgAu+4eQt++diRwuO7uKqZ+iOFYSqbxzODzgkoyUzOcGe5JZ4A3oUhoN1Eo+EQhAA+cdsuoyyNetOWK9uR6QyO6S7nxw+PGkkS620B/5JENGysWNV+ydKVLMv0qHFh0gopF0mt6koGgFetW2oInp9sPozfbj+OzXpdyLdevtxXpmU52N1vxUrVVIN5nTHDItUVjxTUjVuzuAdfe8M6IzPeKxcu68VXX38RLjrNOi6JyLCuDJSZfJLK5gwro9fEE7+oYsWtyLWML7z49DmWJK9KkAsVlUbNSAa08kT/+bqLcNkZ5Y0PFbVkDQBjoVwKGctnL0hdjK2HRvDMgDa32zPsl6q1DPU4w0F9jBKhaExrZyyCz79iLd54aWFyk/qdZmFYQ779wGHf/RLtzLhmJZuXcSqdxft+8jju2D2Aj/xiB546YXYtyOUF/u5Hj+POJwfw4Z9tx15FYGRyeTys33TcGqoz9UN1K7i5kw+emjYK5bqVqgHM2L6+RLSgLZKd5fMSeMezVgDQxN6REW1SWqu4+dS/Zc07NR7wYhdhqLlctHMZ04O0R6fTxmvI97xqQZcxgW3eP4Kvb3rGiJ+a69KxoRXo747jWv1G9Jvtx/DPv9sNQPvc3vucs6r++vM6o5YEj3rUOZPdJfzGiJWL7MF8/95TBW0Yi6HW+qy2MGwLh4xEmzufPFnQp/zA0JRhWb929YKC5/tl1YIurDut17KtkYVhEMy1Ca5rPQpDo91nGcknP9qsGXKcMuydStZIi2FfIua7bqgqDLmOoQtEFCOifyWiY0Q0Q0QPE9FzKznm7hOT+PW2Y4Gcn2uMofL/LQ8eNDoF5PICN/16lyFMf7j5kJHxlMkJfPo3TxiPfe/Bg8Zq5dXrvQVyM7XjzPmdRtynW2ay2q+4mMXwTZedjjdcehq+8OrzPYUMvGfjmVhgi2FR47/OWWSWs5BxhjKDeOX8RNHabDJuaUTvfmKJYdRfIxwiQ1z+8rEj+MKfngKgTWTvubb6AqmevE630kync0bA/4eff7Ynd1alEJHFndwZr70I/+DzzsarL16KT7wkmEznUrxeT2IZnEjha3pnEC+oNQyrHWMImONi59Fx/NTmGZJuZMC7kPH+utbOMo2clRwEagLf0jntlt71xegp05U8nszgd9uPA3DOsFfH1GGbMCyWeFKKrhi7kr1wM4D3A/gBgPcCyAH4PRFdVclBP/f73UXrTXklWaJcDYCCDMYH953CH3aewMhUGl+8/SnLY3fvGcSduwcwNJnCl/+8B4AWm/b2q5ZXfK5MsETCIazWE1DsSR6S/UrYgj1xQGVBdxyf+6u1nq0JiVgEH3nBOZZtameKRCxiWChvfuAAnvele/CQ3jpqwwrn+EKJtF7KWClL1rOSlSrjFKVxZElvO37+N1e4WiNbhWevmm+5+Z6/tAevvrh2CzfVUldrVzIArJzfiS+8+gLXONWgefmFS4wx9b/377d4VVROjCXxoV/uxo/3hjCRzOLoSPk1DCvhb65ZicW6te7f/vSU4bLM5wX+uFPrG72kt91X/b5ivOj8RRbLUqsLw7mKK/na1f2eY++Ndp/653LrlsN447cfMnp62/nNtmOG4ccpwz7eFjau9eGRaUtf7mKJJ6WwupIbJ4SsYYQhEW0A8DoAHxFCfEgI8U0A1wI4CODfKjn2yfEUvrbJ++rTDddyNQ4xgZ99+XmGNeaff7cbn/v9bmOQfv4Vaw0X4qd/+wT++Xe7MaEL10+8+Nyye0oyteG8xVIYOncZkRbDvkTUUq8qCF524WIjVnBJb3tB3awLl2mPTSSzeOrkhNF95dIVxeN7luquu0cPjuCmX+/CtiOjAIAF3THLqlmNE7pwWS9+9bdX4uyF1Y2xawQi4RBes950K33qpWtqmhmsJjEV63rSKhARPvXSNSDSvCqfUrwqkp1Hx/Dyr9+PP+0ewoMDIbzle9uM2E+gNpm6HdEIPvoibbE2PJXGl+7Yg5l0Djf+YCs262Ec153jXch4JRGL4KUXaklPPe1tlsoCrYicnwDNkucVaTGcSGbxydt24sM/3477nzmFd97yKP7rrr0FY+rHuhu5WIa9zEzeOziFD9y6DU/qYWKVhFmoySeN5EpunDMBXgXNQvhNuUEIkSSi7wD4HBEtE0IUZnOUYFV/AgcE8O179+E165cVzRYthWuMoe3/S1fMxRsvPQ0hInz0lztwdHQGP31USzZ51lnz8LpLliGVyeGm3zyBQ8PTRszCtav7AyltwFQH6b6dTuew/9RUQe0zWaqmmBvZL0SEb7xxHf777n2Odere95yzEAmRxXWyYn4CLz5/UdHj3rjxTNz7zBAGJ1K4+YEDxva1tlIl607rxcdeeA4mUlnceM3Khu22UA1u3HgmUrk8zl3UXZAwUW3U+aqRbhzV5LwlPXjdJafhR5sP4Z49g7hj9wCee64mCu544iT+/sePGRUcAGDv0DT26t+9eZ3Rmo3NF61dhO+fcRAP7RvGLQ8dxEP7ThliYeX8BN6z8cyqvO6Hrj8bYSJcc/b8lq9ecf7SHnzoeWcjRIRnnTXP8/PUUI//e/Cg5bF//eOT2D80ic++fC2ikRB2Hh0zkvpevX6Za4b9srkd2HJgBNsOj2Lb4VEAmnD9f1efUea7MrEnn8wU2beWNNJMcxGAPUIIe2T/Zv33hQAchSER9QOwy/yVAPDmi/vx2UfyyOQE/urr95UM9s/nBZKpML7wxOYCy4BseUf5LMbHzdPMpswA1xABH7puOSYmJvCCs3twy8JO7D6hWZIiIcIHNp6OiYkJvHTNXHz/oQ48M6hNaG1hwvuvOc1yXKaxWNFrjp3X/8+DiNvKFh0b09yxS3uiVfkc4wDe92zNemU/fk8E+Nj1ywueMz2ljb2pqSnLb0l/HPjBWy/Ae27dhT0D5mNn9sULXuO1F2oTc3pmCulGmcFqxN9euQRA4XWvNv2KVzRKuVkzP7z7isX47fZjmEhm8d4fP4Z5iTYIAEdGkhAACMDfPWsJdj5zGH85bn4PF3RV57vnxgevXY7X7B9GLi8MUXjp8l588RXnII40xsfL67zhhTCAD12rxRrOhvHw5os1Y8nExESJPU1iZA0dO2t+B9537Qp89g/P4Ph4Crc+cgR/2X0SHdEwJpLavgTgBat7Xa9pf4d1wXHBki58+VXnoiuUwfh4+a33tPNU6h5nkpiZaYyJtZGE4SIAxx22y23FiobdCOCTTg9MH38Gl/Yvx0MDIYzOZDE64yXWkICkex2t4WP7sWnTPuP/dA6IhsJI5wlX9udxdNdmHN2lPXZ9H7D7hHaZr1qQw8EdD0OuX54/n/C1QW2wPXtBDnu3PYS9Hs6OqQ/ZPBALhZHKEwYm3Sd8GjuGTZuOuj5eTzZv3uy4/R3Lgf9Lh/DEqH6THbKOcaY+JLNAhMLICsLIsdn1mVy/kPDzA2FMp3M4pFgIoyGBt5yVx8rsQaxcDsxvF/jpvhDyILRnxrFp06aanueVC0K494T2vbm8P49XLxjCow/eW9NzYKycGAekvDmnN48bVowje2gbbjwL+NaTYRyaIgxNZYApU9Ct7s3jqa0P4innQyJ1iqDJcmBdXx5vWDqC7Zvvr+g8x05qx4yGBB57+H4cP3KoouMFRSMJw3YATmosqTzuxjcA/NS2bSWA29auXYtXrjkf37jnIIY91DTKZrM4deoU+vr6EIkUXp5FPXH8vyuWFXQ9iJ1+CntOTuEtly6xuDI2Alh85gD2nZrBOy5f6vjYkZEZvP3yZb6rwzO1I758GH/YNWj0y7WzoCuGd165rKEyzADNUrh582Zs2LABiYSzq/u51wr85NFjSGbyePvlS1veTdUsRE8bwpMnJvH2K5bNqh7qV+cFFj942HATA1rtzddevBir+hPGmH7fSy7BC4ezuPOpU3jd+sVYWuUC13YuvTKHb95/CCv6OvDStcHHFTLlc40QCPcfQTwSwmsuXoyI4v27/tocbnn4KPadso6rt12+rOjYeVZeIH7/IfR3xfCKCxYE8jlflsmh54HDOHdRFzau6sPWrVsrPmYQUFA1/iqFiHYCOCmEuM62/VwAuwC8WwjxP2Ucbw2AnQ899BAuvfRSz+cxPq6tODdu3Iju7vL6WTJMo8Ljmmk1eEwzrcbDDz+Myy67DADOE0Lsqtd5NJKJ6jg0d7IduS2YYoQMwzAMwzCMI40kDB8HsIqI7Eu/S5XHGYZhGIZhmCrRSMLwZ9AiO98pNxBRDMDbADzsp1QNwzAMwzAM452GiZAXQjxMRD8F8Hm9/MwzAN4KYDmAd9Tz3BiGYRiGYWYDDSMMdd4C4DMA3gxgDoDtAF4shLinrmfFMAzDMAwzC2goYSiESAL4kP7DMAzDMAzD1JBGijFkGIZhGIZh6ggLQ4ZhGIZhGAYAC0OGYRiGYRhGh4UhwzAMwzAMA4CFIcMwDMMwDKPDwpBhGIZhGIYBwMKQYRiGYRiG0WmoOoYBEwWAffv2obOz0/OTJicncejQIezevbus5zFMI8Pjmmk1eEwzrca+ffvkn9F6ngcJIer5+lWDiN4M4Hv1Pg+GYRiGYZgyeIsQ4pZ6vXgrWwz36L9fBeDJMp63EsBtAF4GYG+Zr7kTwHllPqcezwviOM14zkG9fjN+zrUe1836Oc/W8VGP16/0vJtprm6U167H6zfjNavXOa8G8DOY+qUutLLFcA30D0YIsavaz9OfK4QQVN6Z1v55QRynGc85qNdvxs+51uO6WT/n2To+6vH6lZ53M83VjfLa9Xj9Zrxm9TrnSsZ0kHDySbB8qkmeF8RxmvGcg3r9Zv2c/VLL8RHUcXh8NP7r13Ncz6bxUe/Xb8ZrVs9zrjtsMQzoeQzTyPC4ZloNHtNMq9EoY5othgzDMAzDMAyA1haGg9BMuYM1eh7DNDI8rplWg8c002o0xJhuWVcywzAMwzAMUx6tbDFkGIZhGIZhyoCFIdMwEJEgopvqfR4MUw14fDOtCI/r1oOFIRMoRHSDPlGsr/e5MEzQ8PhmWhEe14wKC0OGYRiGYRgGAAtDhmEYhmEYRmfWCEM2ldcHIrqLiO5y2H4zER2o/Rm1Djym6w+P72DhMd0Y8LgOlmYb17NGGDIMwzAMwzDFYWHIMAzDMAzDAJjFwpCIztfN4vuIKElEJ4jof4moz7bfTboJ+Ex9/1EiGiOi7xJRR73On2Hs8JhmWg0e00wr0ujjOlKtAzcBzwVwBoDvAjgBYA2AdwJYQ0SXicKWMLcC2A/gIwDWAfhrAAMA/r+anTHDFIfHNNNq8JhmWpGGHtezWRh+QwjxRXUDET0E4EcArgJwr23/x4QQ71D27QPwDvCEUwoBgBy2h2t9IrMAHtO1h8d3deExXR94XFeXhh7Xs9aVLISYkX8TUZyI5gF4SN+0zuEp/237/14AfUTUXaVTbBVGAPQ6bD+9xufR8vCYrgs8vqsIj+m6weO6ijT6uJ61wpCI5hLRfxLRSQAzAAahmWoBoMfhKYds/4/ov+dU6RRbhb0AVhPRfLmBiC4AcGX9Tqk14TFdF3h8VxEe03WDx3UVafRxPZtdybcCuALAFwA8DmASmlD+I5wFc87lOE7mdsbkfwG8H8CfiOg7APoBvBvALgC8ig8WHtO1h8d3deExXR94XFeXhh7Xs1IYEtEcANcB+KQQ4tPK9rPqd1YtgxyoOQAQQuwmorcA+DSA/wDwBIA3A3gDgGvqcYKtCI/pmsHju0bwmK4pPK5rRDOM61kpDGGqb7vafl+Nz6MV6dJ/j8sNQogfAPiBbb/b7U8UQvCq3j88pmsDj+/awWO6dvC4rh0NP65npTAUQowT0T0APkxEbQCOArgewIr6nllLcAmAKQAH630iswke0zWDx3eN4DFdU3hc14hmGNezSRhaTOXQTOJfBfC3+mO3A3gBgGO1P7Xmh4heCc3F8EYA3xZCZOt7RrMCHtM1gsd3zeAxXUN4XNeMphrXVFhHsTUhor8H8J8AzhRC7K33+bQaRLQfmjvilwDeJ4SYqvMptTw8pmsHj+/awGO6tvC4rg3NNq5nk8WQTeVVRAjRMGbwWQSP6RrB47tm8JiuITyua0ZTjeuWF4ZsKmdaDR7TTKvBY5ppRZp1XLe8K5lN5UyrwWOaaTV4TDOtSLOO65YXhgzDMAzDMIw3Zm1LPIZhGIZhGMYKC0OGYRiGYRgGAAtDhmEYhmEYRqclhCERXUJEXyOiXUQ0RUSHiOhWIlrlsO85RPRHIpokomEiuoWI5jvs9zEi+jURnSQiQUQ3FXn95xDRJiIaIqJRItpMRG8O+G0ys4wGGNevI6KtRJQkokEi+g4RzQv4bTKziKDHNBGtJqJ/I6LHiWiCiI4T0e+IaL3L6y/RX2+UiMaJ6DYiOqNa75dpfeo5ponobCL6EhE9oM/TgoiWV/yeWiH5hIh+BuBKAD8FsB3AQgDvAdAJ4DIhxE59v6UAHgMwBuAr+uMfBHAIwAYhRFo5pgBwAsA2AM8D8CkhxE0Or/1SAL8C8CCAHwEQAF4D4GoA7xdCfCnwN8zMCuo8rv8GwDcA3AngFwCWAngvgGcAXCqESAb/jplWJ+gxTUT/DuAdAH4OYDOAHgDvArAcwPOFEHcor90JYKu+zxcBZAD8A7TOExcKIU5V8a0zLUqdx/QNAL4D4AkAWQAXAlghhDhQ0ZsSQjT9D4ArAERt284CkATwfWXbNwBMAzhN2fYcaGLunbbnL9d/z9Mfv8nltW+H1uswpmyLQLuBbqv3teGf5v2p17gGEAUwAuBu6ItHffuL9ef8Xb2vDf8050/QYxrAxQA6bcfrAzAA4D7b9g/rz79E2bYa2g31c/W+NvzTnD91HtNzAXTpf39QP9bySt9TS7iShRAPCMUqom97GsAuAOcom18J4LdCiEPKfncA2APNyqc+/4DHl+8GMCKESCnPzQIYAjBTxttgGAt1HNfnAegF8BOhzzj6c38LYBLA68p6IwyjE/SYFkI8KoSYtB3vFIB7bccDgFcB2CKE2KLs+yQ0q/hrwDA+qOeYFkIMCyEmgnovkpYQhk4QEQFYAE2ggYiWAOgH8IjD7psBXOTzpe4CsIaIPkNEZxLRSiL6OID1AP7N5zEZxpEajeuY/ttpYTMD4CIiatm5g6ktVRrTC+Xx9GOGAJxf5JgriairvDNnGGdqMaarSStP7m8EsATAT/T/F+m/jzvsexzAXCKKOTxWis8AuBXAxwA8Dc2F/I8AXimE+IWP4zFMMWoxrp+G5pK4Ut1IRGcDmA+gHcCcMo/JMG4EOqaJ6FkALleOB2gut1iRYwLA4jLOmWGKUYsxXTVaUhgS0WoAX4eWEPJ/+uZ2/XfK4SlJ2z7lkIJmCv4ZgNcDeBO0VcH3iegyH8djGEdqNa6FEEPQFjtvJaIPENEZ+sT0E2gB+2Ufk2GcCHpME1E/gB8C2A+rx6Za8z/DWKjhmK4akVq8SC0hooUAfgct8+dVQoic/pB0izmp8rhtn3L4GoDLAKwTQuT1c7gVWnzBfwK41McxGcZCHcb1u6BNVP+u/wDA9wHsBfAKaLGGDOOboMc0ESUA/BZab9qrbHFa1fqeMIxBjcd01WgpYUhEPQD+AC1w/llCiGPKw9KEu8j+PH3bsJpA4vH1otDSyv9NikIAEEJkiOgPAN5DRFF7YCrDlEOtxzUACCHGALyMiE6DVibhoBDiIBE9AGBQCDFa7jEZRhL0mNbn4l9AiyN8ntBLhCgMQ7PWuB0TAI45PMYwnqjDmK4aLSMMiSgO4DcAVgF4jhDiCfVxIcRRIhqElhRiZwOAx328bB+0axh2eKwNmqve6TGG8USdxrV6/EPQ6myBiHqhlVL4eSXHZGY3QY9pPbHkewCuA/AaIcTd9icJIfJEtMPlmJcC2FeN7E5mdlCPMV1NWiLGkIjC0OKfLgfwaiHEgy67/hzAi4lomfLc66B9mD/18dIDAEYB/JWu7uUxOwG8BMCTQgh2TzC+qOO4duPz0BZCXLSd8UWVxvRXAbwWwI0lEv5+BuAStYOEnlB1rcMxGcYTdR7TVaFVOp98GVpXht9AC5q3IIT4vr7fMmiVx0ehxf91AvgQgCPQip4aplzSWtqdDqADwEcAbALwF/3hW4QQB/X9Pgbgs/pxvwfNQvgOaPWG3iSE+EGgb5aZNdR5XP8jtHqGD0MrAPxyANcD+CchxD8H+kaZWUPQY5qI3gdtofIgtALCdn4phJjS9+3Sj9kFLW42A+D90ObsC4UQg8G8S2Y2Uecx3QPg7/TtVwJ4PrSuPqMARoUQX/P1piqtkN0IP9BqCQq3H9u+awD8CcAUtO4O3wewoMxjXmPb9w3QbqAj0CqbPwStXE3drw3/NO9PPcc1gBfpY3pcP+aD0FbDdb8u/NO8P0GPaQA3FzsebF0goLV2/Cm05IAJaDfzM+t9XfineX/qOaahxX+77XfA73tqCYshwzAMwzAMUzktEWPIMAzDMAzDVA4LQ4ZhGIZhGAYAC0OGYRiGYf7/9u4eRKorDOP4/zGiZVYI1q6odezCxiZgIfYWYiMS/IBADCSFgsQmKWJnQFhBFJFFREIgjcQipLAQsylES8miTVaFKCga1Lwp5gjj4A7KftyB+f/gcplz58x7pns459x7pcZgKEmSJMBgKEmSpMZgKEmSJMBgKEmSpMZgKEmSJMBgKEmSpMZgKEmSJMBgKEkAJJlLcq7rcUhSlwyGksZKkqkkx5NMdD0WSRo1qaquxyBJKybJ18AJYLKq5vra1wL/VdWLrsYmSV1b3fUAJGkUVNW/XY9BkrrmUrKksZHkOL3ZQoC/klQ7NgzuMUyyt13bluRkkgdJHiWZTrImyUSS80n+accPSTJQb1WSw0luJ3meZL71X7dy/1qS3p0zhpLGyU/AFmA38BXwsLU/GNLnR+Bv4FvgE2A/8AiYAu4CR4GdwDfALeB8X99pYC9wFjgJTAJfAFuTfOqytaRRYzCUNDaq6maSP+kFw58H9hgu1G0e2Fm9DdmnkmyiFwKnq+pQ63samAP20YJhkm3A58Ceqprpq/MbcAXYBcwgSSPEpWRJGu5MvXmX3nUgwJnXDVX1CvgD2Nj3vV3AY+Bqko9eH8As8AT4bNlHLknvyRlDSRru7sDnx+187y3t/XsHNwMfAvcX+N31ix+aJC0tg6EkDffqPdr716NX0QuFexboP2xfoyR1wmAoadys1MNb7wDbgWtV9WyFakrSorjHUNK4edrOE8tc5xLwAXBs8EKS1b55RdIocsZQ0riZbefvklwEXgC/LHWRqvo9yTRwJMnHwK+t1mZ6N6Z8CVxe6rqStBgGQ0ljpapuJDkGHAR20Fs5mVymWgeTzAIHgO+Bl/Qea3MBuLYcNSVpMXxXsiRJkgD3GEqSJKkxGEqSJAkwGEqSJKkxGEqSJAkwGEqSJKkxGEqSJAkwGEqSJKkxGEqSJAkwGEqSJKkxGEqSJAkwGEqSJKkxGEqSJAkwGEqSJKkxGEqSJAmA/wEUaGWScOqTQgAAAABJRU5ErkJggg==\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "filtered_artist = scrobbles.query(f'artist == \"{artist_name}\"')\n", + "# resample by day and mean\n", + "filtered_artist = filtered_artist.resample(\"1W\").count()\n", + "\n", + "filtered_artist[\"energy\"].plot()\n", + "\n", + "plt.title(f\"{artist_name} Scrobbles\")\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": "
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mCCFyCRdCiFo5FkWTZZbLyRcoE/knQogmDsZysZkyi4UQomsego2j85yZgLYOBecr1Pl/2Xaec26/VrbPfRxdHygNb8655MU8YCNK2F4shMjp52gUQrwOjEWZ7HOlepFSnkdFd4eg/PuqoIKfTDna/YMyv99tS8GSCyFES1tS7ArHrb7/5RHtw6YpEaSU64UQL6AEp5NCiFWonE9eqBxEvVAmtIG29km2vEwLga1CiOx52IJRubF65tjGNiHEDFSZp8M2J+rMPGyxFDALu5TSJIS4G2VKWymE2I6KYk1B/cF2RCXErU7B/kReR/mqvQxsE0LsRflbxaAEtXpkmXC2FGSO2do+LITojDK9ZuZhMwCPymw57bKxHPhdCPE7KmVEG5T2IwblO5TJbcAHQogdqJx6UShN2VCU9uGDgkxQSrnZdizn2l4vC1U/8wpK4OyAypGXjINIxULwJUqLt8h23iNQ18lAVOTf6Hz65sUnqBxV+4UQv6GupW4oYW05KvWJHSnlVSHEWJTf20YhxGpUig0fVC6x2qjceZmsB8YIIZajtMMmYIuUcouU8pjtT/AH4IgQYg3qPDijBKYeqGPYrAj7lZ3nUUL8VtTvMQkIQl0Tsag8cJlsRJ37d4QQwbb1SCnfzGtwKWWoEGIqWcdxGcq3rBLqd5SASvkD6gEjSQixEyUsC9t+dkQ5wv91vZ2xBdCMQJ2DQUCYEGIlKpAmszRVfdv4d8q8S6H9hPpNvp3tuyPGooS7WUKIJ1Em2TjUb6UV6hrsQj658G5ybvX9L1/IcpBbRL/K9kUhKx1cp1131B9oBFmZ4w8AH5Mj35qt/W0oQS4F9QexjIJVOjhKVqb0mRSt0kEgKknrYdv2k1B/NotRYf5O+e2rg/GaooSAA6ibWmZ+qj225e0c9Mm1n1xb6aA5WdrIFJTgdruDcez7iUpquYOs6gW/AU1ytG9uOyf/2M5Ruu34LQa6FuEaqoQSWLeTlV8vxvb9f+TIveXoXGVbNx0H+cBQefg22I5Fou26GYbSuklyVxHYxPWv64m285WMMov9jkok6nAOtj5BKLPaRdQ1fhllHn4kR7tAVNThZZS50dEcW9rO81nbOYhBXY/fAH0Lsz84zsM2AJXhPhSllU1GmbE/B+o6GON+svJrXXNfIP9KB11s11mU7ZhEoJKsjszWZrLt+IahruUYlIn+eQqQ98/BfeAelGAdadtmDOr38R/yqYJg6+9hOx4SOHSdtt7Af1FCZZLt2JxBmVAfATwLcr8p5P5ljjM7nzbhFO5+19vRNWhbVy+v7RVm//WrdF/CdkI0Go1Go9FoNOUU7cOm0Wg0Go1GU87RAptGo9FoNBpNOUcLbBqNRqPRaDTlnCILbEIILyHEa0KINUKIGCGEFEJMLER/PyHEt0KIK0KIZCHERlvGaY1Go9FoNBpNNoqjYauMyhHVHPi3MB1tiSlXokKGv0BFCQUCm4QQjfPrq9FoNBqNRnOrUZw8bJFAdSnlJVsyzz2F6DsSFaI/Skq5GEAI8SsqD9FrKEFOo9FoNBqNRkMxNGxSlTkpaoHbkajcREuyjXcFlb9rqBAiryLOGo1Go9FoNLccZVXpoC2wT6rSNtnZjUrE1wQ45KijrQxGziLBXrY+h1EJFDUajUaj0WjKKy6o6iibpZTxBelQVgJbdRyX6MksLVSDPAQ2VHmdV0tjUhqNRqPRaDQ3kKHAHwVpWFYCmzuqDEtO0rKtz4svgUU5ljUDFs+fP58GDRoUejKpqakcOnSIli1b4u6e36Y1mpsXfZ1rbgX0da65GQgLC2Ps2LEA5wvap6wEtlTAkZ+aW7b1DpFSRpGj0KwQAoBWrVoRFBRU6MkkJCQQHx9Pu3bt8PHxKXR/jeZmQF/nmlsBfZ1rbga8vLwyPxbYjausEudGosyiOclcFnED56LRaDQajUZTrikrDdsBoIcQwpAj8KAzkIJK71FsYmNjiY+Px2rNGdtwLSaTiYCAACIjI7l69WpJbFpTChgMBnx9ffH39y/rqWg0Go1Gc0MpdQ2bEKK6EKKZEMI52+LFQFXg7mztKgOjgOVSSkf+bYUiNjaWS5cukZ6ejpQy37ZOTk5UqVIFJ6eykl8110NKSXp6OpcuXSI2Nrasp6PRaDQazQ2lWBKKEOJxwA8V1QlwpxCilu3zDFuo6jvABKA+EG5btxjYCfwohGgBXEVFfxopoQjQ+Ph4DAYDDRs2vK4gZrFYSExMxNvbG6PRWBKb15QCZrOZ06dPEx8fr7VsGo1Go7mlKK5KaRpQN9v3u8nSmv0MOMwtIqW0CCEGAR8AT6KiQvcAE6WUx4s5JwCsVitOTk5aa1aByDyf1zNxazQajUZT0SiWNCOlrFeANhOBiQ6WxwIP216lQmb0qKbioM+pRqPRaG5FyipKVKPRaDQajUZTQLTAVkH49NNPMZvNAERERDB+/PgynpFGo9FoNJqSQgtsFYTsAluNGjWYM2dOGc9Io9FoNBpNSaEFtlJkyJAhtG/fnpYtW7JkyRIAvvvuO1q2bEnr1q159VUVELtq1SpatWpFcHAw06dPt/evVq2a/fP06dP5+uuvsVgs3H///QQFBdGyZUvmz5/PzJkziYiIoHPnzowePZrw8HBCQkIAlWPu8ccfp2XLlrRq1Yrly5cTHh5Ou3btuO+++2jWrBlTpkyxb2flypWEhITQpk0bJk+ejNVqJSIigm7dutGmTRtatWrFsWPHHC7TaDQajUZTOtwyIZSvLT9CaERCHmslZrMFJycjUHCn9hY1fHj1zrxLYc2ZM4eAgAASEhLo0qULDRs2ZObMmWzbtg0fHx9iYmJITU1l6tSpbN26lWrVqtG7d2/69+9P9+7dHY554MABzp8/z5EjRwCVvsTX15cPPviAXbt24ebmRnh4uL39N998Q3JyMgcPHgQgLi6O+Ph4QkNDWbhwIQ0aNKB9+/acPHkSf39/Pv30UzZt2oSbmxuPPfYYS5Ys4ezZs/Tv35/XXnsNk8mE2Wzmyy+/zLVMo9FoNBpN6XDLCGyhEQnsOhNzQ7f5ySef8McffwAQHh7O0qVLGTNmjL2+XUBAAAcOHKBFixbUrl0bgNGjR7Nt27Y8BbYGDRpw7tw5nnjiCYYNG0a/fv3yncOGDRt4/vnn7dGV/v7+xMfH07x5cxo3bgyoGqzh4eEcO3aMgwcP2rVzqamp1K1bl5CQECZOnIjBYGDUqFG0aNGCjh075lqm0Wg0Go2mdLhlBLYWNfIrAlx0DVtebNy4kd27d7N7925cXV0JDg7G39+flJSUAo+fPYVFeroq/uDv78/BgwdZtWoV7733Hlu3br3GjFpQXF1d7Z8NBgMWiwUpJUOHDuXbb7/N1X7Lli0sX76cESNG8MUXX9CvXz+HyzQajUaj0ZQ8t4zAlp/psjQqHSQkJBAQEICrqyu7d+/m6NGj9O3bl/vvv5+pU6faTaJNmzbl6NGjREREEBgYyKJFi3jnnXcA8PT05MKFC1SpUoV169YxadIkrl69iouLC6NHj6ZatWp88sknAHh7e5OYmIibm9s18+jfvz/ffPMNnTt3BpQJNS9CQkJ45plnuHDhArVq1SI6OprU1FQsFgu1atViypQpREVFcejQIRo1apRrmRbYNBqNRqMpHW4Zge1Gc/vttzNz5kyCgoJo1aoVrVu3xsvLi8cff5yuXbtiNBoZPnw406dPZ+bMmdxxxx1YLBZGjhxpN4e+9tpr9OrVi1q1atG0aVMALly4wAMPPICUEicnJ7744gsAJk2aRI8ePWjdujXvvfeefR6PPPIIoaGhBAcH4+TkxNtvv01QkGPhNTAwkJkzZzJ06FBMJhPOzs589913HDp0iPfffx8XFxcqVarEL7/8wsqVK3Mt02g0Go1GUzqI6xVGvxkQQgQBhw8fPmwXRsLCwgDl83U9dC3Rm4fCnFfNtSQkJLBx40b69Olj96PUaCoa+jrX3AwcOXKE4OBggGAp5ZGC9NFpPTQajUaj0WjKOVpg02g0Go1GoynnaIFNo9FoNBqNppyjBTaNRqPRaDSaco4W2DQajUaj0WjKOVpg02g0Go1GoynnaIHtBjFmzBg2bdpUJtvu3bu3w+Lsr7zyCtu3bwegXr16pKWlERERwfjx4wFVt/Svv/66oXPVaDQajUaTG5049xbm9ddfz7WsRo0azJkzB1AC27Fjx+jfv/+NnppGo9FoNJpsaA1bKfLyyy/TtGlTBgwYQHR0NKAqD3To0IGgoCBmzpxpb1utWjWeeuopgoKCGDp0KBaLBYDt27fTqVMnWrduzR133AHA5cuXGTp0KB06dKBHjx6cOHECgK+//pqOHTvSqlUrHnjgAaxWq338b775htatW9OxY0dOnToFwMSJE1mzZs01cw4PDyckJASLxcIrr7zCjz/+SJs2bfj9999p1qwZmYmW//33X26//fZSOnIajUaj0Wiyc+to2Fa/AJcOOVxlQOJltmAoZPF3qrWEO951uGr37t38+eefHD58mKioKJo1awbAu+++S0BAACaTia5duzJ69GgqV67M5cuXGTFiBJ999hl33nknGzZsoGfPnowfP57ly5fTvHlzYmJiAHjmmWd49dVXadeuHXv27OHZZ59lxYoV3HPPPUyePBmAqVOnsnz5coYOHQqoQvL//vsvy5Yt4+mnn2bFihX57prRaOT111/n2LFjvPuu2seFCxeyZcsWevXqxZw5c+ymU41Go9FoNKXLrSOwXToEZ/92uEpQ8gdi+/bt3H333Tg7O1OzZk169OgBwPz585k1axYWi4Xz589z8uRJKleujJ+fHz179gSgbdu2hIeHU7VqVRo1akTz5s0BCAgIAGDDhg2Ehobat5VZTuvff//lf//7HwkJCcTFxVG7dm27wDZmzBgAhg4dytSpU4u0Tw888ABz586le/fuLF++nDfeeKNI42g0Go1Goykct47AVq1lnqskEovZgtHJiCishi0fhBDXfA4LC+Obb75h+/bteHt7M2TIENLT0wFwdXW1tzUYDHaTaF7j7tu3D4PhWov2pEmTWL16NY0bN+bDDz8kKSkpz7kUhdtuu41nn32WP/74g65du+Lh4VGkcTQajUaj0RSOW0dgy8N0CWC1WEgq4eLvXbt25emnn+bpp5/mypUrbN26lQEDBuDt7Y2Xlxfh4eFs3ryZadOm5TlGs2bNOH36NEePHrWbRAMCAujRowfff/89jzzyCFarlSNHjtCyZUuSk5OpUqUKaWlpLFy4kMGDB9vHWrhwIR07dmTFihW0bdu2QPvg7e1NYmKi/bvBYOCuu+5i6tSpzJs3r+gHR6PRaDQaTaHQQQelRKdOnejXrx/BwcE88MADhISE0Lp1axo2bEizZs2YOnUq3bp1y3cMFxcXu69Y69at7T5jM2bMYPXq1bRu3Zrg4GBWrlwJwEsvvUS7du3o06dPLqHMYrHQunVrXnvtNT755JMC7UOfPn3YvXs3bdu2ZePGjYAyrTo7O9O7d+9CHhGNRqPRaDRFRWRG/d3MCCGCgMOHDx8mKCgIgLCwMAAaNGhw3f4Wi4XEEtawVVS+/vprLly4wJtvvlkm2y/MedVcS0JCAhs3bqRPnz74+PiU9XQ0mlJBX+eam4EjR44QHBwMECylPFKQPreOSVRTbCZNmsT27dvt2jaNRqPRaDQ3Bi2waQrMd999V9ZT0Gg0Go3mlkT7sGk0Go1Go9GUc7TAptFoNBqNRlPO0QKbRqPRaDQaTTlHC2wajUaj0Wg05RwtsN0k5Ff5QKPRaDQaTcVGC2ylyA8//EDHjh3tCWs3bdrE7bffzp133knjxo1566238mwLsGnTJvr378/AgQPp378/ycnJDBs2jKCgIB555BGqVasGqGS2GzZssI/VoUMHLl68eGN3VqPRaDQaTalxy6T1eG/3exyLOeZwnZQSi8WC0WgsVJ3NZgHN+L9O/+dwXWhoKGvWrGHnzp0IIRg2bBienp7s37+fo0eP4u7uTtOmTXn66ac5e/Zsrrb//PMPAHv37uXo0aNUq1aN999/n0aNGrF06VJWrFhhT7MxceJE5s6dS9++fTl8+DABAQHUrFmzkEdIo9FoNBpNeeWWEdiOxRzjn8v/3LDtrV+/nh07dtC+fXsAkpKSuPfee+nWrRuVKlUCoH79+kRERDhse/LkSapXr06PHj3smrTt27fz0ksvATBkyBB78fXbbruNZ555htTUVH766SfGjRt3w/ZTo9FoNBpN6XPLCGzNAprlua44Grb8xpwyZQr//e9/7cs2bdqEq6ur/bvBYMBisThsm9k+UyjLHNMRRqORYcOG8dtvv7Fs2TKmT59e4H3QaDQajUZT/rllBLa8TJdQOrVE+/bty9ixY5k6dSp+fn5cuHCB6OjoArd1d3fP1a5r164sWrSIjh07smrVKlJSUuzrJk6cSJ8+fejfvz+enp4lsg8ajUaj0WjKB7eMwHajCQ4OZtq0afTq1QspJV5eXkyePLnAbX/55Zdc7R577DHGjh1LUFAQ3bt3p3bt2vZ1TZs2pWrVqtocqtFoNBpNBUQLbKXI+PHjGT9+fK5lmWzatCnftnXq1KF37972725ubixatAhXV1e2bt3K8ePH7euio6NJT0+nX79+JbsTGo1Go9FoyhwtsN1EJCUl0a9fP8xmM66urvYo0VWrVjF58mTeffddDAadqUWj0Wg0moqGFthuIvz8/Ni7d2+u5YMGDeLcuXNlMCONRqPRaDQ3Aq2O0Wg0Go1GoynnaIFNo9FoNBqNppyjBTaNRqPRaDSaco4W2DQajUaj0WjKOVpgK0UiIiJypeq4HuHh4SxevLiUZlR4Pvzww+u22bRpE2PGjLkBs9FoNBqN5tZEC2ylSI0aNZgzZ06h+uQnsFkslpKYVqEoiMCm0Wg0Go2mdNECWykSHh5OSEgIs2fPZsyYMfTr14+GDRvy008/AXDo0CHat29PmzZtaNu2LXFxcbz00kusXbuWNm3aMG/ePKZPn84DDzxAly5deP7555k+fTpff/21fRuZheFnz57NPffcQ58+fahXrx7Lli3jiSeeoHnz5jz44IP29itXriQkJIQ2bdowefJkrFYr4eHhtGvXjvvuu49mzZoxZcoUAF566SWio6Np06YNzzzzDAkJCfTt25d27drRtm1b/v7771z7PH36dCZNmkT37t1p2LAh69atA8BsNvPUU0/RsWNH2rRpw/LlywH45ZdfaNGiBa1bt2bUqFF5LtNoNBqN5lbmlsnDduntt0k/eszhOonEYrYQ52REUPDi767Nm1EtR8H2vDhy5Ai7du0iISGBkJAQJkyYwLfffsvjjz/OAw88QEpKCi4uLrz11lt8/fXX9tJU06dP5/Tp02zZsgVnZ+d8C7sfO3aM3bt3c/z4cbp06cJff/3F559/TocOHTh+/DiVKlXi008/ZdOmTbi5ufHYY4+xZMkSOnToQGhoKAsXLqRBgwa0b9+ekydP8tZbbzFr1iwOHDgAgMlkYtmyZXh7e3PhwgVGjBjBrl27cs3j7NmzbN68mQMHDvDkk08yYMAAvv/+e+rXr89nn31GQkICXbp0YeDAgbz11lusXLmS+vXrEx8fD+BwmUaj0Wg0tzK3jMCWfvQYKXv2lNn2+/fvj4eHBx4eHlitVkwmE126dOHNN9/kypUrjB49mrp16zrsO2zYMJydnQu0DTc3N1q2bImbmxtdu3YFICgoiHPnznHixAkOHjxISEgIAKmpqdStW5cOHTrQvHlzGjduDECrVq0IDw+3f89ESsnzzz/P33//jdFo5NSpUw7nMXjwYIxGI23btiU8PByAP//8k9DQUGbPng1AYmIiERERdOvWjUmTJjF27FhGjhwJ4HCZRqPRaDS3MreMwObavFme6zI1bMYiaNgK3NbV1f7ZYDBgsVgYO3YsHTt2ZPny5fTp04eVK1c67Ovh4WH/bDQasVqtAKSnp1/TzsXFxT5+5ufs25NSMnToUL799ttr+oWHhzucX07mzZtHRkYGBw4cwGg04uXlle++Zh9HSsmsWbPsQmQmX331FTt27OCPP/6gc+fOHDp0yOEyJ6db5lLVaDQajSYXt8y/YH6mS4vFQmJiIt7e3hiNxhs2pzNnztCoUSOeffZZDh06xPHjx6lduzaJiYl59qlbt67dd+yPP/4o1PZCQkJ45plnuHDhArVq1SI6OprU1NR8+xgMBqxWKwaDgYSEBAIDAzEajSxevJjk5OQCb7t///589dVXhISEYDAYOHDgAG3atOHMmTN07dqVkJAQFi9eTGJiIrGxsbmW+fv7F2pfNRqNRqOpSNwyAlt55JdffuHnn3/G2dmZRo0aMXDgQIxGI6mpqbRp04bnnnsuV5+7776bH374gVatWjF8+PBCbS8wMJCZM2cydOhQTCYTzs7OfPfddwQEBOTZ5/7776dly5YMGDCA//73vwwZMoRWrVrRu3dvqlatWuBtP/roo4SFhdG6dWusVitNmzZlyZIl/Oc//+HUqVNIKZkwYQL+/v48+OCDuZZpNBqNRnMrI6SUZT2HYiOECAIOHz58mKCgIADCwsIAaNCgwXX7l5WGTVN4CnNeNdeSkJDAxo0b6dOnDz4+PmU9HY2mVNDXueZm4MiRIwQHBwMESymPFKSPTuuh0Wg0Go1GU87RAptGo9FoNBpNOUcLbBqNRqPRaDTlHC2waTQajUaj0ZRziiywCSFchRDvCSEihBCpQohdQojbCti3vxBioxDiqhAiTgixWwgxrqhz0Wg0Go1Go6nIFEfDNht4FpgHPAVYgFVCiO75dRJC3AWsA1yA6cBLQCowRwjxTDHmo9FoNBqNRlMhKZLAJoToBIwBXpRSPiel/BboC5wF3r9O98eBSKCvlPILKeVMoB9wGphYlPmUVzKLv//xxx98/vnnZT0djUaj0Wg0NylFTZw7EqVRs9c4klKmCSFmAW8LIWpLKc/n0dcHiJVSpmfraxZCXC3iXMo9d911V1lPQaPRaDQazU1MUU2ibYETUsqEHMt3297b5NN3ExAkhHhDCNFICNFQCPEy0IHra+duSmbPns0LL7xATEwMzZpl1R8NDQ2lb9++AOzevZsePXrQrl07Ro0aRUpKCgDVqlXjqaeeIigoiKFDh9prczpqn5SUxMCBA2nVqhUtW7Zk06ZNDpdpNBqNRqO5uSiqhq06yqyZk8xlNfLp+wZQH+W79j/bshRghJRy2fU2LIQIBKrkWNwQICkpiYQEJUOaTCacnJzsAs62xae4eiHJ8aBSYrFYMRoNIApe/L1yLS+6jWyU5/rMgutWqxWr1Yqvry916tRh7969tGnThoULF3L33XeTmprKtGnT+P333/H39+fDDz/kiy++4D//+Q+XL19m2LBhfPzxxwwdOpQ///yTXr16OWxfv359AgMDWblyJVarleTkZFavXp1rmaPC7jcLUkrMZrP9PGsKTmbt18LUgNVobjb0da65GUhKykMeyYeiCmzuQLqD5WnZ1udFOnACWAwsAYzAI8DPQojbpJQ7r7PtqcCrjlbs3r2bS5cuARAQEECVKlXshdQvh8cTdabwByg/LGZLvoXak5OTsVqtpKWlkZGRQWJiIkOGDGHBggU0bNiQJUuWsHjxYvbt28fBgwfp06cPoITNnj17kpiYiK+vL23btiUxMZEWLVpw/PhxvL29Hbbv27cvGzdu5Nlnn+Wuu+6iffv21K9fP9ey/OZc3jGZTFy5coVjx46V9VRuWnbv3n39RhrNTY6+zjXlmXPnzhW6T1EFtlTA1cFyt2zr8+ILIARoJ6W0AgghfgWOAJ8Bna+z7S+BRTmWNQSWderUiebNmwMQGRmJk5MT3t7eAFSt54vRKY86ocXQsGWO7whPT08MBgNubm64uLjg7e3N6NGj6d+/Pw8++CD+/v40atSIlJQUOnbsyJo1a3KN4ebmZt+Gm5sbzs7OeHh45Nn+n3/+YeXKlbzwwgtMnjyZiRMnOlx2sxIdHU1gYCCtW7cu66ncdCQnJ7N79246deqEp6dnWU9HoykV9HWuuRk4evRoofsUVWCLBGo6WF7d9h7hqJMQwgV4CHg/U1gDkFKahBCrgceFEC5Syoy8NiyljAKicowLgJeXl73Y79WrKoYhs5h7z9FN89yZ0ir+bjQaEUJgMBgwGAwYjUaqVq1KtWrVeOONNxg5ciRGo5GgoCDCw8MJDQ2lZcuWJCcnExkZSaNGja7Zh8xx8mrv4eFBQEAADz74IEajkf3793P58uVcy27mAvdCCJydnXVR52Lg6empj5+mwqOvc015xsvLq9B9iiqwHQD6CCF8cgQedM623hGVbNt0JDE4o4Igbl5pooCMGjWKyZMn8+GHHwLg4uLC/PnzmTx5MklJSUgpef/99+0CW07yai+EYNq0aRiNRjw9Pfnpp584dOhQrmUajUaj0WhuLoSUsvCdhOgM7ASek1J+aFvmChwGoqWUIbZldQAPKeUx23cjcBWlIWuZqUkTQngBR4EkKWXzIswnCDh8+PBhgoKCAAgLCwOgQYMG1+1fWho2TclTmPOquZaEhAQ2btxInz59tOZBU2HR17nmZuDIkSMEBwcDBEspjxSkT5E0bFLKXUKIRcA7tqjNU8AEoB7K5JnJHKAXIGz9LEKID4E3gZ1CiDkojdpDQC3g/qLMR6PRlG+klHbXBY1Go9EUnqKaRAHGo1J0jAP8gYPAECnllvw6SSnfEkKcQZWzehUVvHAQGCml/K0Y89FoNOUEq7QSGh3K5gub2Xx+M2HxYXSp3oVnOjxDA1+tHdVoNJrCUmSBTUqZBjxne+XVpncey+cD84u6bY1GU/5IMaWwM3InWy5sYfOFzVxNvbZ4yaYLm/j74t/c0/QeprSegp+bX9lMVKPRaG5CiqNh02g0tziRSZFsubCFTRc2sTtyNxnW3AHezQKaUdu7Nn+d/QuzNDP/2HyWhy1ncqvJ3NvsXpyNzmUwc41Go7m50AKbRqMpMFZp5fDVw2w6v4ktF7ZwPPZ4rjauRlc6V+9Mr1q96FmrJ9U8qwFwPOY4H+z5gF2XdpGYkcgH/3zAryd+5dn2z9Kndh/t46bRaDT5oAU2jUZzXQ5eOciiE4vYcmELMWkxudZXca9Cz1o96VWrF52rd8bD2SNXm6YBTfluwHdsOr+Jj/Z+xNmEs5xNOMtTG5+iU7VOPNfxOZoFNMvVT6PRaDRaYKswVKtWzV6WKzuDBg1i6dKluLi4lMGsNBWB4zHHmbBmAmar+ZrlzQOa07t2b3rV6kXzSs0xCMN1xxJC0KdOH7rX7M4vx3/hq3+/IjEjkd2XdnPP8nsY3ng4T7R9gsrulUtrdzQajeamRAtsFZxVq1aV9RQ0NznfHfoOs9WMQRjoWbMnPWv3pGfNnlT1rFrkMZ2NzoxrMY47G9zJ1we/ZuGxhZilmSUnl7DmzBoebvkw41qMw83J7fqDaTQazS3A9R+JNUUiIiKCbt260aZNG1q1asWxY8do27YtI0aMoHnz5jzyyCNYrao618qVKwkJCaFNmzZMnjzZvvyHH36gY8eOtG7dmtdee80+9muvvUZwcDCtWrXim2++sS9/6qmnCAoKYujQoVgsFgDq1atHWloa4eHhtGvXjvvuu49mzZoxZcoUez9H23c0f0fLNBWb8Phw1oWvA2Bw/cHM6DeDUU1GFUtYy46fmx8vdHqBJUOX0KtWLwBSzCl8vv9z7lp6F6vCVlGU5N4ajUZT0bhlNGwbZ39L1Nkwh+ukBIvFjNHoVJja7wTWbUCfiY84XLdgwQL69+/Pa6+9hslk4tSpUxw8eJAff/yR1q1bM2LECJYsWULv3r359NNP2bRpE25ubjz22GMsWbKEFi1asGbNGnbu3IkQgmHDhvHPP/9w6dIltm3bxr59+3BxcSEmRvkTXb58mREjRvDZZ59x5513smHDBm677bZr5hQaGsrChQtp0KAB7du35+TJk/j7+zvc/tmzZ6+Zv9ls5ssvv8y1TFOx+fHIj0iUwPRQy4eu07ro1Petzxf9vmBHxA4++OcDTsaeJDI5kv/b+n/MOzaP5zo8R5vANqW2fY1Goynv3DICW9TZMC6EHr5h2+vYsSMTJ07EYDAwatQoPDw8aNq0KW3atAFgzJgx/P3337i6unLw4EFCQkIASE1NpW7dukRGRrJjxw7at28PQFJSEidPnmTPnj08+OCDdp+0gIAAAPz8/OjZsycAbdu2JTw8PNecmjdvTuPGjQFo1aoV4eHhHDt2zOH2Q0JCrpl/ixYtcu1TixYtSu34acqeS8mX+OP0HwD0rd2Xhn4NS32bXWp0YdGQRfx+6ndm7J9BTFoMB68cZNzqcQRVCuKepvcwsN5Ah0ENGo1GU5G5ZQS2wLp5Z1cvjoYtL3r27MmWLVtYvnw5I0aMYNq0adekLRBCIIRASsnQoUP59ttvr+n/+eefM2XKFP773/9es3zPnj0Ot+fq6mr/bDAY7CbR67XJa/vANfP/4osv6Nevn8NlmorJT0d+sgcaPNzy4Ru2XaPByMgmIxlYbyDfH/qeuaFzybBmcCT6CK9uf5UP9nzAnQ3vZFSTUTT2b3zD5qXRaDRlyS0jsOVluoTSKf5+9uxZatWqxZQpU4iKiiIxMdGuzWrZsiW//vorY8aMISQkhGeeeYYLFy5Qq1YtoqOjSU1NpW/fvowdO5apU6fi5+fHhQsXcHd3p3///nz66afcfffddpNoppatKOS1fYvFcs38Dx06RKNGjXIt0wJbxSQ2LZbfTqpKcZ2rd6ZllZY3fA5eLl483f5p7m12L0tOLmHxycVEpUSRZEpiwbEFLDi2gHaB7RjVdBQD6g7AxagjocsDey/v5duD3zKqySj61+1f1tPRaCoMOuiglNi0aROtWrWibdu2bN26le7du9OqVStee+01mjdvjr+/P8OHDycwMJCZM2cydOhQWrVqxYABA4iKiiI4OJhp06bRq1cvWrVqxT333ENycjKDBg2ie/futG3bltatW/Pbb8Urv5rX9nPO//7773e4TFMxmXd0HqnmVODGatccUdWzKlPaTGHtiLV82udTutXoZl+3L2ofL259kf6L+vPxPx9zLuFcGc5UE5MWw7ObnmV7xHae3fSs3aSu0WiKj6gIEVhCiCDg8OHDhwkKCgIgLEwFGDRocP1C06WhYctJeHg4Y8aMYefOnaUy/q1CYc6r5loSEhLYuHEjffr0wcfHJ892SRlJDPhtAIkZibSs3JJ5g+aVuyoE5xPOs/jkYpaeWporkW+X6l24p+k99KrdC2eDLnt1I5m2eRprw9favwsEr3d7nWGNht2wORT0OtdoypIjR44QHBwMECylPFKQPlrDptFormHRiUUkZiQCKjK0vAlrALV9avNM+2f4c+SfvN/zfdpXbW9ftyNyB89seobbF9/OF/u/4FJy7oTSmpJnXfg6u7DWNrAtHk4eSCSvbHuF30/+Xsaz02hufrTAdoOoV6+e1q5pyj3plnTmhM4BoKFvQ/rU7lPGM8ofF6MLd9S/g9kDZ7N06FLua34f3s7eAFxJvcI3B7/h9t9u5+mNT7P38l6d062UiEmL4a1dbwHg5+rHx70/5pvbvsHT2VMJbdtf4bcTxXPf0GhudbTAdpNilVYS0hNIzEjUf0KaEmPZqWVcTb0KKO1aQcpNlRca+jXkhU4vsP6e9bze9XVaVlaBElZpZf259UxcM5F7V97LirAVmKymMp5txeKtnW/ZTdP/7fxfKrtXpk1gG7657Ru8nL0AmL5jOotOLCrLaWo0NzU3z91Yg5SSVHMqkUmRnIg5wfnE85xLOEdEcgRWaS3r6WlucsxWMz8c/gGAml41GVh/YBnPqGi4O7kzvPFw5g+ez8IhCxneaLjdl+1I9BFe3PoiAxerlCHx6fFlPNubnzXha1h3VlXD6F+nPwPrZV03rau0vkZoe33H6/x6/NcymWdpk2xKZlXYKn1NaUoNLbDdBJitZq6mXuV0/GnC4sKISYvBIrPyrMWlxXEu4Vyu4twaTWFYE76Gi0kXAZgYNLFCOOy3qNSC17u9zrqR65jSegoBbioFTlRqFJ/t+4z+i/rzxo43OBN/poxnenMSnRrN2zvfBpQp9KWQl3L5PLaq0opvb/vWbqp+Y+cb/HLslxs+19LmnV3v8H9b/4//bP5PWU9FU0G5ZfKw3WxYpZWkjCTi0uNIykiylwfKxMvFC18XX2LSYkg1p5JsSuZM/BnqeNfB1ck1j1E1GsdYpZVZh2YBUMmt0g2N6rsRVHavzNQ2U3mo5UOsClvFnNA5nIo7RZoljV9P/MqvJ36lR80ejGsxjpDqIUUKtEg1pxIWF8aJ2BOciD3BydiTXEi6QA2vGjT1b0rTgKY09W9KQ7+GFSJnnJSSt3a9RWx6LAAvdX6Jyu6VHbZtWaUl3w34jkl/TiIxI5G3dr2FVVoZ23zsjZxyqZFhyeDPs38CsCtyFydjT+qkzpoSRwts5YDZs2dz7Ngx3n33XdLMacSlxxGfHp9LY+ZidMHP1Q8/Vz+cjUr74ePqw8WkiySkJ5BhySAsPoza3rXxcvEqi13R3KRsPr+ZU3GnABjXYhxuTm5lPKPSwdXoyvDGwxnWaBg7I3cyN3QuWy9uBWDrxa1svbiVxv6NGdd8HIMaDMLVmPvhxyqtXEy8yIm4LMHsZOxJziaczfVgBXAx6SJ7LmVVKHESTtT3q09T/6Y0C2hGE/8mNA1oatf+3SysDV9rF1Juq3sbt9e7Pd/2QZWD+H7A90xaN4mEjATe2f0OEsl9ze+7EdMtVf659A8p5hT798UnFvNi5xfLcEaaiogW2MoBVqvV/nSemaw0E4Mw4OPqg5+rHx5OHrme/A3CQC2vWlwxXuFKyhWs0srZhLNU96p+0/0BaMoGKSXfH/oeAG9nb0Y3HV3GMyp9hBB0qdGFLjW6EBYfxrzQefxx+g/SLGmcjD3JK9tf4dN9nzK66WjaV23P6bjTSjiLU8JZzt9pTlwMLjT0a0gt71pcTLrIqdhTZFgzADBLs13IWxG2wt4n0D2QJgFNaBbQzK6Rq+pRFbM0Y7KYMFvNmKx5v+dc5mRwokv1LqXy8HY19ao9KtTf1Z+XOuc2hTqiRaUWSmj7cxLx6fG8u/tdrNLKuBbjSnyON5LNFzZf83356eU83f5p3J3cy2hGmoqIFthKiWeffZa2bdsybpy6Ed1zzz089thjvPTSS6SkpODq6sq333+Lfx1/IlMiSc5IJtWcytWoq7z2n9e4cukKXh5e/DDrB2o2q0nv3r3p3Lkzf/31F1arlT/++IPatWsTERHBpEmTuHDhAsIo+Gj2R1QOrMyTTz7J4b2HwQJvvPEGd955ZxkfEU15Zc+lPRy8ehCAMc3G3HLa2Qa+DXi5y8s80fYJFp9czIKjC4hKjSImLYav/v3quv1retWksV9jGvs3pol/E5r4N6GOTx2cDFm3V7PVTHh8OMdij3Ei5gTHYo5xPPb4NUl/o1KjiLoYxd8X/y6xfavpVZPP+35OE/8mJTamlJI3d75JXHocAC+FvEQl90oF7t+8UnO+H/A9D697mPj0eN7f8z5WaWVC0IQSm+ONREppF9i8nL1IMiWRaEpkbfjaCudaoClbbhmBLW75aTIikvNYKzGbLWQ4GYGC+6641PDE786GDteNGjWK9957j3HjxpGamsq+ffvo2LEj69evx9XVld27dzPthWl8/OPHZFpRnA3OfDb9M955/R06d+zMnj17eG7ac6xYoZ7Cvby82Lt3Lx999BFff/01b731Fk8++SSjRo1i4sSJpKamkmJKYcZ3M6hVpxYvvv0iMk0y+vbRDBw4EGfnm9+JXFPyfHfoOwDcjG7c3+LWLTfm5+bHwy0fZkKLCaw9u5a5oXMJjQ61r/dy9qKJf5NrBLNGfo0KJOA6GZxo5N+IRv6NwFakQ0rJ1dSrHI89zrEYmyAXe4yzCWdLLOr7YtJFxq0axzs93qFvnb4lMubqM6tZf249AAPqDriuKdQRzQKaMWvALB5e9zBx6XF8+M+HSCmZGDyxROZ4Izkdd9oerDOp1STmHJlDdFo0i08s1gKbpkS5ZQS2jIhkMs7kH26dUYLbCwkJITQ0lKSkJNauXcuAAQNIT0/nscce4+DBgxiMBhKTVTZ5F6MLPq4+NPZvzPYt23n0xKP2cbKXyrrrrrsAaNu2LbNmKQfxHTt2sGiRym3k7u6Ou7s7/277l4NHDrL0l6UAJMQnEH4+nMYNtBOs5loOXz3MzkiV0HlEkxHajA44G50Z0mAIg+sPJjQ6lOi0aBr7NaaaZ7USrfoghKCKRxWqeFShe83u9uWp5lROxZ7ieOxx4tPjcTY442x0xsngpD4bsj7nWmZ0xkmo9/Vn1zNj/wxSzCk8tfEpnmj7BJNaTirWPlxNvcrbu1VUaIBbAC+FvFTksZoGNLX7tMWmx/LR3o+wYuXB4AeLPGZZkN0c2q9OPxIzEvn+0Pf8e+VfTsSeKFHtpubW5pYR2FxqeOazVmnYnIqgYcsLIQSDBg1i5cqVLF26lEmTJvHpp5/StGlT5s2bx/Hzx+nXvR8Avq6+RBujEUIghGDfvn0YDLkzrri6Kgdog8GAxWLJtd6+bQSzZ82mTqs6JGUkAWAxWEgxpeDh7FHg/dNUfDJ915yEExODJpbtZMoZQgiCKgfd8O26O7nTskpLWlZpWaxxGrRqQGP/xvzflv8jxZzCjP0zOBV7ite6vVYk3yopJW/seMOeZ+ylzi8VW8BvGtCUWbcrTVtMWgyf7P0Eq7TycMuHizXujWTLhS0A1POpR12fuoxoPIJZh2YhkSw6vqhYQq1Gk51bRmDLy3QJpVf8fdSoUbz77rscOXKEn3/+meXLl9OsWTNARYYCuDm5XRPi36NHD77//nseeeQRrFYrR44coWXLvG/c3bp146effmLixImkpaUhpaR///58+823zJ49myvGK2zbvY1mLZsRnhBODa8a+Ln6ldg+am5eTsedtpu2hjQcQjXPamU8I01J07t2b34e9DNPbHiCi0kXWR2+mrOJZ/msz2eFPt+rzqxiw/kNANxe73YG1BtQInNs7N+YWQNm8dC6h4hJi+GzfZ9hlVYeafVIiYxfmsSlxXHgygEAetXqBUAt71p0rdGVbRHbWBG2gmc7PKuDDzQlgk6cW4p07dqV/fv3079/f4xGI5MnT+aLL76gdZvWxCeqp9ScwtOMGTNYvXo1rVu3Jjg4mJUrV+a7jc8++4xff/2VVq1a0b17d6Kjo3n00UepWrUqbdq0oV+nfvz46Y8IBFJKLiZe5HLKZV3O6ibjcvJlfj/5O+vC15VYguTMqgYCcdOZoTQFp7F/YxYMXkDHah0BCI0O5d6V9/LvlX8LPMaVlCu8vSvLFPrfzv8t0Tk28m/ED7f/QCU3FbwwY/8M3tn1DhZr3paE8sDWi1vt/oa9aveyLx/VZBQASaYk1pxZUyZz01Q8REX44xZCBAGHDx8+TFCQMmGEhYUB0KBBg+v2Ly0NW15EJEUQmxaLQNAkoMk10WSlRXJGMucTz9srJPi4+lDTq+ZNVSsSCndeb2aklByPPc7G8xvZdH7TNc7vzQKa8WqXVwmuHFyoMRMSEti4cSN9+vQh0ZDI4CWDsUgLt9W9jY97f1zCe6Apb5isJt7d9S6/nlCloVwMLkzvOp07G+YfQS6l5MmNT7Lp/CYAPu79MbfVva1U5hgWH8bDax/mSuoVQGmt3u/5fqFcObJf5z4+PqUyz0ye2/wca8LX4O3izebRm+3VQUxWEwMWD+Bq6lVaVW7FvMHzSnUempuPI0eOEBwcDBAspTxSkD431791KSClJMOSccM0TlZptfuAeLl43RBhDcDTxZP6vvXt5teE9ATOxJ/BZNFFsMsLJouJ7RHbeXvX29z+2+2MWj6KLw98eY2wBnAs5hj3rbqP93a/R7Ipr8jn/Jl9eLZdeL+Z/IU0RcfZ4MzLXV7mf53/h1EYybBm8N+//8vH/3ycryZrRdgKu7B2R707Sk1YA5ViZd6gefYqAZsvbGbimolcTr5catssKiariW0XtwHQvUb3a0q5ORucGd5oOAAHrx7keMzxMpmjpmJRoQW2gghhUSlRhCWEEWeNK/0JAQkZCXYV+o32JXN1cqW+b308nVWwRJo5jVNxp7iaevWmKR5fETTC2YlPj2dF2AqmbZ5Gj4U9ePTPR1lwbAGRyZH2Nk38m/BIq0f4edDPTGk9BSeDE1Zp5eejPzN06VA2nttYqG3GpMXw+6nfAehWoxstKrUo0X3SlG9GNxvNt7d9i6+rLwA/HvmRJzY8QWJGYq62V1Ku8O7udwFlCr0R2fure1VnzsA5dKvZDYCjMUcZu2psuRN69l/eT6JJHbOetXvmWj+yyUiELYht0YlFN3RumopJhRXYDAYDZrMZszlvfx+z1Ux0WjQAKTKFDEtJJvZwTFxaHABGg7FMEpQ6GZyo41MHfzd/QGn8LidfJiwuzB5ReqORUmKVVixWi8rUbjGRYckg3ZJOmjmNVLPKL5eQmkBaRhpRqVH8e+VfTNabUzt4PuE8c47M4cG1D9JrYS9e3Poia8PX2rVlTsKJkOohvNDpBdaMWMNvd/3GE22foHWV1kxtM5Xf7vyNdoHtALiccpknNz7JMxufKbAWYuHphaRb0gF4qOVDpbOTmnJNp+qdWDBoAQ19VTDW1otbuX/V/ZxLOGdvI6Xk9R2vk5CRAMArIa/Y7xuljZeLF1/0/YJ7mtwDqAfr8avH2yMyywObLmwCVLWZHjV75Fpfw6uGXehcGbaSFFNKrjYaTWGosFGivr6+XLp0idOnT+Pk5OQw91CaOc3+xwUQFh2Gu3PpRfNYpdX+FOtidCE8LrzUtlUQnK3OpJpTsUorGWSQSCLOBmfcnNxKzbfNYrWQYc3AbDXbtWWO6i86wmw2cyX5Cr9G/sref/bi7uROu6rt6FStE52rdaZZQDOMhtL3QbweVmklOjWayORILiVfsr9fSr7E6fjTnIk/k6uPt7M33Wt1p0/tPnSr2Q0fl7x9bxr4NeDHgT/y+8nf+WjvRyRmJPLXub/YEbmDp9o9xT1N7snzOKRaU/k9TGnX2lRpQ4eqHUpmpzU3HbV9avPzoJ95ceuLbLqwibD4MO5deS8f9f6IkOohyhRqE0ruqH8H/er2u6HzczI48b+Q/1HHpw4f/fMRKeYUntjwBC90eoF7m917Q+fiiEzhsU2VNnZtZU5GNhnJ3xf/VsEH4Wu4u/HdN3KKmgpGhRXY/P3Vk2B8fDxWa25zn8VqYXvE9mu0NAYM9Krd65o0GyXJmfgz9gLbXWp0wZ2yDfV2Mjjh6ezJ2YSznI47bfdpMgojDfwaUM+nXokIbpkZ3c8mnLVrNItCmjWNfxP/ZW/CXkAlGN12cZvdj8Tb2Zv2VdvTqXonOlXrRGP/xqUieCZmJF4jhGUKZZnLLqdcLlAkZ02vmvSp3YfetXvTrmq7a3xgrodBGBjRZAS9avfi/d3vszp8NcmmZN7e9TYrTq/glS6v0DSgaa5+uzJ2kWxWmryHWz5coolgNTcfXi5efNrnU2bsn8Gsw7NIyEhg8p+TmdJ6Cj+F/gRAJbdK/LdTyUaFFhQhBBOCJlDLqxYvbH2BNEsab+96m3MJ55jWYVqZPaCFx4dzNuEscG10aE561epFoHsgUalRLDq+SAtsmmJRYQU2UEJbpuCWkwXHFvDZ2c8AGF5/OL+fUVoHS4CFqW2mlvhcpJQ88fsTnEs8R1P/pkxpNqXEt1FUGtGIoOQgPv7nY1aHr1YLz0Fdn7q80OmFa7KwF4YUUwrLTi9j/tH5hCeEX7Oue83uNPRtiLPR2Z6pPTOju8PPBmdcjC70MvTCyeDEucRz7I7cze5Lu+1lYRJNiWy6sMmuFfBz9aNjtY50rNaRztU6U9+3fr4CilVaiUmL4XLyZS6nXCYqJeqa98vJ6nOKufCmDTejG9U8q1HdszodqnWgd+3eNPZrXGyBqbJ7Zd7v9T53NbqLN3e+ycWkixy8epAxK8YwIWgCk1tPxs3JDVAa5R3pOwDlF9ezVm6/G82th9Fg5On2T9PIvxGvbnuVDGsGXxz4wr7+5S4v4+fmV3YTBPrV7cePnsrX7mrqVX4++jMXki7wXo/3yiQZePbqBr1r9c6znZPBieGNh/PNwW84HH2Yo9FHaV6p+Q2YoaYiUmHTeuSHxWphyO9DuJB0gZpeNZnfbz73rriXCEsEfq5+rBu5rsQTHe67vI8Ja1Rx4+c7Ps+4FuNKdPySYs+lPby96227JhCgT+0+PN/xeWp51yrQGBeTLrLg6AKWnFxid8oFlcF9eKPhjG0+lro+dUtszheTLrI7cjd7Lu1h16VdRKVEOWxX2b0yHat2pE1gG9It6bkEsqspVzHLwuc4MwojVTyqUN2zOtU8qlHNq5p6twlo1Tyr4efqV+rarBRTCl//+zVzQufYtaW1vGrxcpeX6VqjKz/u+pyPj6m6oe/1eI9BDQaV6nw0Nx+Hrx7myQ1P2tNqDKo/iPd6vlfGs8oiIimCx9Y/Zr8/NQ9ozhf9viDQI9De5kak9Xhw7YPsubSHWl61WHX3qnx/25FJkdz+2+1IJPc0uYeXu7xcKnPS3FwUJa3HLSmwrQ1fy7TN0wB4sdOLDKk5hM/Xfs7ClIWAKrkyptmYEp3jq9tfZcnJJTgJJ/4a9ReV3CuV6Pgliclq4pdjv/DlgS9JMqlABFejKw8GP8iDwQ/aNTbZkVKy9/Je5h2dx4bzG66JOq3pVZOxzcYyvPFwvF28S3XuUkrOJZ5jV+Qu9lzaw+5Lu4lJiynyeEZhpLJ7Zap6VCXQI5Cqnuq9umd1uzBW2b3yDUvPUhCOxRxj+vbpHInOugcMdqnGvpQLRDo5UdOzJivuXlGu5qwpP0SlRPHe7vcwWU280e2NPP2zyorEjESmbZ7G9ojtAFT1qMrMfjPtLgClLbAlZCTQ85eeWKSF+5rfxwudXrhun6l/TWXrxa14OnuyYdQGXSJQUySB7Za7Y0spmX14NqBqeA5rNAxzqpkWzi2o7lGdyJRI5oTOYVSTUSXmH5FiSmFt+FoAetTqUa6FNVA5hMa1GMcd9e/gk72f8MfpP0i3pPPVv1/xx+k/eL7j8/Sp3QchBBmWDFafWc28o/M4GnP0mnE6VuvIfc3vo3et3jfM10QIQV2futT1qcs9Te9BSsnpuNPsvqTMp3su7bFHvbk7uSshzCaMZX6u6lHVLphVcqtULgIZCkOzgGbMGzSPX47/wuf7PifFnMLKjEvgpH7u99W9SwtrmjwJ9Ajko94flfU08sTbxZsv+n3BO7veYdGJRVxOucz41eP5qPdHRXbfKAzbLm6za7Azy1Fdj1FNRrH14laSTcmsPrOaEU1GlOYUNRWUW+6u/c/lfzgcfRiAMU3H4OHsQUJqAkZhZHSj0Xx68FPOJ55n/bn1JVYrb/259faUDcMaDSuRMW8Eld0r81b3txjZZCRv73qbYzHHuJh0kac2PkX3mt0JqhTEohOLrtFguRhcGNRgEPc3v9+h0/uNRghBI/9GNPJvxNjmY7FKKxFJEfi4+uDt7F1hne6NBiP3Nb+Pfmlm3trxOps81RN9FbOZoTHlLwmpRlMYnA3OvBzyMnW86/Dx3o9JMafw+PrHebHTi9xR445S3Xam/5qns2eBo6x71OpBoEcgUSlRLDqxSAtsmiJRYfOw5cXsI7MBZeLLGRo+pO4Qu/p/9pHZJZakddnpZYBKPNmjVu58PeWdtoFt+WXwL/yv8//s6Sb+vvg33xz8xi6sVXavzGNtHmPdyHW80e2NciGsOcIgDNTyroWPi0+FFdbsXNhLtZXP83nUVT6NTmJwOnwadRWvQ7+ApWTqkWo0ZYUQgonBE/m498e4Gd2wSAtv7nqTGYdmlFoicLPVzN8X/waga42uOBsLFtntZHBiRGMlpB2JPpKreolGUxBuKYHtdNxpe+6cuxrelcs06e7kzuimowE4dPUQey/vLfY2I5Ii2B25G1AOvIVJ3VCeMBqMjG42mhXDV1yTwTuoUhDv9HiHdSPWMbn15HJv7i1TzmyBH+6A/T+X/rbizsGCMWBOQwgj/e76jleDnqBVegaGpEtwfFXpz0GjuQH0r9ufH27/gQC3AAB+OfULq1JL5/r+98q/9tKCBTWHZnJ347vtaYZ05QNNUbilBLZM7ZpA5fZxxL3N7sXFoPKw/XTkp2Jvc/np5fbEsDeTOTQv/N38ebXLqywdtpRfh/zKgsELGNJgSIGfNG9pVr8A57bDssdg/RtQWgE/aQkwfzQk26JlB70PjfpjajaUDKPN2XnPd6WzbY2mDGhZpSXzB8+3V27YlbGLs4lnS3w7meZQgSi0v1w1z2r2igirwlYVuQ6w5tbllhHYrqRcYUXYCgD61umbZ1qJyu6VuavRXYAqPRIWF1bkbUop7ebQZgHNyq2ZsCg08G1A80rNK75ZsaS4dBiisgUCbf0Qlj0OlhIur2Uxw+IHIMpmcgmZCh1txd2d3TkXYDPJn9kCV8pXbUaNpjjU9KrJh70+RCCQSL4/+n2Jb2PzeSWwtarSqkjWhFFNRgGQYk5h1Rmt5dYUjltGYJt3dJ49+/zEoIn5tp3QYoLd5JeZ7bso7I/az/nE8wAMbTi0yONoKgAHF2Z99q2j3g/8DAvuhfQSquEqJaz5Pzj1l/re5A4Y8OY1TcIrZysvtGdWyWxXoyknNPJvxO21bwdgw8UNJeordj7hPGHx6gG+sObQTLrX7E5Vj6oALDquzaKawnFLCGzJpmR+Pf4roBzo2wS2ybd9Pd969KndB1AmzSspV4q03UztmpNw0klKb2WsFji0WH2u0xUmrYcabdX3U3/CT0MgqWjX2DXs+gb22LQK1VrCiO8hR0qSZLdqmOvaKhz8u6DkhEWNppzwYPMHMdj+2mbsn1Fi4265mFV4vqhVQowGoz344GjM0WtyJWo01+OWENh+O/GbPeN+Xr5rOZkYPBFQSWTnH5tf6G1mz73Ws1ZPu0Os5hYk/G9IjFCfW48Gr0CYsAIa2rRdEfvhhwEQU3TzO8fXwNoX1Wfv6nDvQnD1ctg0o43tN5CeAId+Lfo2NZpySE3PmnRwUek2/r74d4kEjwFsOr8JgOqe1Wni36TI4wxvPDwr+EBr2TSFoMILbCariblH5wJQzydLc3Y92ga2pXWV1gAsPL6w0A6i2XOvDW2kzaG3NJnmUKMLtLBdC65eMHYhtB6rvseEwfe3wcV9hR//0iFY/CBIKzh7wL2/gG/NPJub6/cD39rqy+7vSy/4QaMpI3q79bYHj32+7/Nip2hKykjin8v/AOoBvDi+u9U8q9k1dKvOrCIpQ2u5NQWjwgtsa8PXcin5EgDjg8bbn2wKwgNBDwCqFMqSk0sKtd2bPfeapoTISIHQP9TnJreDu3/WOqMzDPsSevxHfU+5CrOHwMm/Cj5+QqSKCDUlA0KZQWu0yb+PwQgd1LVN1BE4t7Pg29NobgJ8DD6MbDgSgH1R+9gWsa1Y4+2I3GH3gS6q/1p2MoMPUs2pOvhAU2AqtMCWvQxVgFsAdzW8q1D9e9fubY8mnRs6F5O1YBF9FSX3mqYEOLEaMpQ5nlajc68XAvq9AoM+BIQSvBaMhgMFMMNnJKtcawkX1fcBb0KzwQWbV9vxSuMHOsWHpkJyf+P78XT2BIqvZcs0h7o7udOpeqdiz61bjW5U96wOqJxsZVnTW0rJ0lNLWXBsAaaSjlrXlCgVWmDbEbmD47EqdcHYZmNxNboWqr/RYGR8i/EARCZHsi58XYH6/XH6jwqVe01TDA7afMTcfKFxPqXOOk2Ce+aA0RWsZlg6BbZ+lLe50mqFJY9A5AH1vf0D0OWxgs/Lqwq0GKY+h/4BibpclaZi4evqy4QWyl/zaMxR/jpXCM11NixWi726QUj1kEL/jzjCaDByd+O7ATgWc6zMgg+klHy892Ne3vYyb+96m0l/TiI6NbpM5qK5PhVaYMvUrmWvYFBY7mp4lz1goCDlqqSULDtVMXOvaQpJ8tWsFBtBw8HpOjf6FnfB+KVKuANY/zqsek5Fmebkr1fgmMorSIM+MOgDpa0rDJ0mqXerCfbNKVxfjeYmYFyLcfi5+gEqYtTi6Ld0HQ5HH7aX4CsJc2gmdze+G6NQUdxlVfng24Pf2hPKA+y9vJd7V97L0eijZTIfTf5UWIHtWMwxdkTuAGB4o+H4ufkVaRw3Jzd7zdFjMcfYdWlXvu33Re3jQtIFQOdeu+U58rvSloFjc6gj6naFB9eCjy1oYM93sGgCmNKy2vzzI2y3pSuo0gzu+Un5wxWWWh1V+g+AvT/q+qKaCoeXixcPt1SJo8/En7EnTy8MmclyoejpPBwR6BFoFwBXn1l9w4MPfg79mS8OfGGfy+31VP66yORIxq8ez5oza27ofDTXp8IKbJlPDQZhYFyLccUaa0zTMbg7uatxbVq7vMjUruncaxr+/UW9+9WB2iEF7xfYHB76EwJbqO9Hl8Pc4Vhjr2I5shFW2oIUPKvA2F+zNHKFRQjoaNOyJVxU/nYaTQVjdNPRBLoHAvDlgS/JsGQUqn9mOaqgSkFU8ahSonMb2UQFRqSaU1kZtrJEx86P30/+znt73gOUf/d3A77jg54f8J/2/8EgDKRZ0nhuy3N8tu+zImklNaVDhRTYLiVfsj8dDKg7gFretYo1np+bn90XbVvENo7HOC7pkz33Wq/avSp27rWTf8HhJTolRF5En4aLKg0ALe8BQyF/ar414YHVUFfVK7ScPcalD3ZzaW4GJkst5es2ZgH4Oy6xVmBajgRXm8C3WwcfaCoebk5uPNr6UQAikiP47eRvBe4bkRTBidgTgLqnlzRda3SlhmcN4MYFH6w5s4ZXt78KgLezN9/c9g0NfBsghGBi8ERm9puJt7M3AN8f+p4nNz5JYmbglKZMqZAC29zQuVikeirITIBbXMa1GGdPCZJXUfj159aTYk4BKrg59NJhmDdS1az84wltSnPEwWwJaVvdU7Qx3P3g/t+gxTCSzHdgtXoj8SDePAGGfwW1OxZ/ni6e0PY+9fnMZrhyovhjajTljOGNh1PLSz24f/PvN6SYUgrUb8uFrOoGJem/lonRYGREE1X54HjscQ5dPVTi28jOlgtbeHHri0gk7k7ufNn/S5oFNLumTfea3Zk/eD71fevb+9y36j7C48NLdW6a61PhBLaEjAQWn1BlgDpV60RQpaASGbe2d2361+kPKH+DzNxu2ck0hwa4BdC9VvcS2W655NAisEXBsn8uLJ54rY/VrY6UWclyq7eBKsUIPHF2Qw6bRbJhuH1RmrUT6V79izfH7HR4KOvzP7q+qKbi4Wxw5rG2Koo6Oi2aBccWFKhfpjk00D2Q5gHNS2VuwxsNtwcfZP53lQa7I3fzzMZnMEszLgYXPu/7eZ5lGuv51mP+oPl2IfVM/BnGrhxrj5bVlA0VTmBbdHyRXctV0DJUBeWBYJVs1CzN/Bz68zXrIpIi7AEJgxsMrri516RUzvTZOboc5o+CdK02B+DCPxB7Rn0uaLBBPqQejcVqcrtmWfya8JIzn1RupCJNQeV/0/VFNRWQO+rdQSO/RgD8cPgHEjIS8m2fYkqx59PsWbt41Q3yo4pHFXrX7g0oZcCRqyWf4uPglYM8seEJMqwZGIWRj3p/REj1/P1qvVy8+Lzv50xqqfxcE02JPLb+MX48/GOZ5o27lalQApvJYmLe0XkANPJrRI+aJVthILhyMB2qqhp1i08uvsau/8fpP+yfK7Q5NGI/xJ1Vn3u/qIqZA5zZAj/dqVJZ3OpkateEAYJHFHu4pJ2qDqnBwwnPLirZZkZ4AmknYos9tp3MFB/pCTYNqkZTsTAajDzR9glAWWLycm3JZGfkTjKsKkChNMyh2bmniXKbSLOkMWblGF7Y+gIRSRElMvbxmONM+WsKKeYUBIK3u79tFxCvh0EYeLLdk3zQ6wPcndyxSisf7/2YF7a+QJpZW1VuNBVKYNt8YTNXUq8ASrtWGk9EmVq2ZFOyPXdO9txrzQOaV+zca9m1a23Hwbgl0GSg+h6xH34YCHHny2Zu5QFzBhy2OTU36APeVYs1nOlSMhlnlCbAo2M1fPrXRbgq80nCmnCktYSedBvfDj624Jw9ur6opmLSp3YfWlZWqWzmhs7NN0lspv+aq9GVztU7l+q8utTowpTWU3AyOAGwMmwld/5+J5/s/aRYDv/h8eE88ucjdm3iK11eKVL2goH1BjLnjjn2AIlVZ1YxYc0Eh65BmtKjQglsmUJToHsgg+sXsERPIeleszsNfRsCMC90HiaL6drcaxW50LuUELpUfa4doiIZnd1h9M9Zpr/ok/DD7beu8/rp9ZCqkmzSekyxh0vaGak+CPDqVA2jpzPePVSONlNkMqmHSkijaXTKqi96+TCczz/foEZzMyKEsGvZUs2pfH/oe4ftrNJq91/rXL2zPa1Tac5rapup/DH0DwbUVRVRMqwZ/HD4BwYvGazKRhWwNGImEUkRTPpzkj3p73MdnrOnESkKzQKasWDIAruVKTQ6lNErRrM/an+Rx9QUjgolsJ1PUpqd+1rch3NREokWAIMw2H3jolKjWHVmVVbuNYMTg+pX4NxrEfsg7pz6HJTlBK+KmH8Nnaeo7wkXldB2cd+Nn2NZk2kOdfYseF3PPLCmmUnZFwWAWxN/nCqpPw2vHjUxeKrrO+HPs0iLtVjbsdNuPGT6XuoUH5oKSkj1EDpVU/VAfz3+q0Mt0dHoo1xNVQ9DpW0OzU5tn9p81Psj5t4xl9ZVWgMQmx7L27ve5u5ld7Ph3IYC+Y9dTb3KpHWT7Ps2tfVUxgeNL/b8AtwC+HbAt/bKQTFpMTy49kEWn1iMVVoxWU2kW9JJNaeSbEomISOBuLQ4YtJiuJp6lcvJl4lMiuRi0kXOJ5wnPD6csPiwMjOvXk29elNpCZ2K2lEI4Qq8DowD/IGDwP+klH8WsP9o4GmgFWACQm39NxR1TgCezp6MajKqOENcl8ENBjNj/wyupF5h1uFZXE5WdRh71eqFv5t/qW67TLGbQ4Uqo5QdgwEGvgMelWDjm0rL9NOdMGY+NLhxN7wyJS0ejtuSzzYfolJmFIOU/VHIDJWexrNLDftyg6sT3n1qE78iDPPVVJL3XsarU/VibQsAr0AIGqZ82EKXQdI7atnNTOxZVR6s6SDwKYFjpLnpydSyjVs9jgxrBl//+zXTu06/pk2mdg1KtrpBQWkT2Ia5d8zlz7N/8sneT7iQdIHwhHCe2vgU7au257kOzxFU2XEGhLi0OCatm8S5RPVwPb7FeCa3nlxic3M2OPO/kP/RNKApb+96G7PVzGs7XuO1Ha8VeUw/Vz8+6/MZ7aq2K7F5Xo+9l/cy5a8ppJnTGNpoKE+1e4rK7pVv2PaLQnE0bLOBZ4F5wFOABVglhLhuPgshxHRgAXDeNsb/UAJfzWLMB4CRjUfi7eJd3GHyxcXown3NVe6qM/Fnbo3ca1LCEaVJpE4I+NTI3UYI6PUcDP4IEJCRpPK1hf6Ru21F5OhyyHxSLGruNRtSSpJ2KHOoMcANtybXPgh4da6O0U/VJk386xzSVELZyDuqMj6qvmj+TtnlmoQIWPEszGgPK5+F7/vf2r6VmmtoE9iG3rV6A7D01FLOJpy9Zv2m85sAZQas5lntxk7OhhCCAfUGsGzYMp7r8Bw+Lj6AEjTyCkxIykhiyl9TOBV3CoARjUcwrcO0UvHnHtVkFLMGzCqRBPFx6XE8vuFxTsaeLIGZXZ+TsSd5YsMTpJpTkUiWnlrKkN+H8MPhHwpdCeNGUiQNmxCiEzAGeE5K+aFt2RzgMPA+0DWfviHAK8B/pJSfFGX7eWHEyP0t7i/JIfNkVNNRfHvwW7uwVuFzr13cB/EOzKGO6PgwuPvDkkfBkqFqYd75mTK5VWQyzaGegVC/d7GGSg+Lxxylri2vztURhmtvuMLZgE//OsQuPoklIYOkHZF49yxeRQ8AaneGqi3h8iFVs7TbM8q/7WYh+Sr8/YkKnMhuZkm4AHOGwoNrbn6toaZEeLzt42y6sAmLtDDzwEze7/k+AJeTL3M0RhU/LwvtWk5cjC6MDxrP0EZD+fbgt8w/Nh+z1czKsJX8Gf4n97e4n4dbPoyTwYnHNzzO4ejDANxR/w5eDnm51NKRALSr2o5Fdy5iVdgqUs2pGITB/jIKo3o3GBEI9d2QtTzzdSHxAjMPzCQxI5HJf05m7qC51PByoBAoISKTIpn812R7MEfbwLbsj9pPsimZT/Z+wuITi5nWYRp9avcp1WNXFIp6Jx6J0qh9m7lASpkmhJgFvC2EqC2lzOtx9mngEvCZUEfDU0pZIomfetTqccOehnxcfBjZZCRzQucAFTz3GsCRJbYPAprflW9TQKWzcPOFhePAlKIqIqTEQPenS3OWZUf8RTizVX1uObLYQk5yZrCBk8Cjg+NIU4+2VUncfAHzlVQSN53Hs1M1DG7FFK6EgE4Pw/KnbPVF1yjzbnknNQ62z4CdX4EpOWt5o/7gXV0leI45DXPvhokrVBUJzS1N04Cm3FH/DlafWc3qM6t5KPghmgY0ZcvF0q1uUFR8XX15ruNzjGk6hk/3fcq6s+vsgQm/n/yd2t61OXj1IAC9a/Xmre5vYTQYS31egR6Bxa4o5GJ04ZO9nxCVGsWjfz7KnDvmlIp7UXx6PJP/mkxUivINfrb9szwQ/ADbL27n/T3vczr+NOcTz/PUxqcIqR7C/3X8Pxr5NyrxeQAkmQov9hT17t4WOCGlzJl5cLftvQ3K3OmIfsB24EmUKbSSEOIS8JaU8ovrbVgIEQjkrMDbEGBAjQEkJOSfDNERycnJ17wXlOF1hrP89HIyLBkMrjm4SNu+KZASr8NLMADmmp1IwRMKsq+BnTCOWIDH7+MR6fHw16ukx0WS3uO/SjCoQLj88zNutuoPSQ2HYC3GtWBNNJF6RDk8Ozf3I9mSCgmpDts69wjEvOQs1hQzV/8Kw61n3g8sBb7O6w3E29UHkZ6AecfXpNQsey1DnmQk47J/Fq7/fKuuMRvmWiGkd3sOS81OICVuJhMuh3+By4cwzx1Byoh54OxRhhPXlBaFuZ9PaDSBdeHrsEgLn+z5hPe7vM/6M+sB8Hf1p45LnXJ3X/fFl1fbvcqIuiOYcXgGh2MOE5seS2y6ysvYoUoHXmn3CqlJqaTi+L5R3hhRewQRcREsPL2Q8IRwJq+bzOfdPy/R6Nw0cxpPbXuKsPgwAO5peA93176bhIQEgr2D+aH3D/x+5ndmHZ1FoimRnZE7Gbl8JMPqD+Ph5g/bTdLFISo1ir8j/2ZL5Ba2799e6P6iKBmLhRCHgctSyn45lrcAjgCTpZTfOOjnD8QA0YAr8BpwDngAGJhXvxxjTAdedbTu888/p06dOoXen+KQYk1BIvE0FM/BvDzjn3yKnideB+BgrXGcqXJbofp7p16g66n3cTPHAXA2oCf/1nkAKUr/6e9G0fvoS/imnSfRrQYbmr1TLIG0+nk3alxQwsTR4HhSvPPxT5PQ7JAPnslOWAySw+3iMDsXP4da8IWfaXhlHQDrm79Hklv5ctg3WDOof3U9jS+vwNWclacq1qMBR6uP5Ip30LXnQFrpED6TmnF7AIjyDmZXg2ewVmStuKZA/J7yO3sz9gLwgOcD/Jz8MyZMtHNpx90ed5fx7PJHSskR0xHWpq0l1hpLHWMdJnhNwFW4lvXUCo1VWlmcspiDJqUlbOLUhPs877OX7SoOFmlhfvJ8jpuPA9DKuRUjPUba64NnJ8Wawvq09ezO2I20PYS7C3f6ufWjo0vHQs1HSkmUNYqjpqMcNR3louWifV3axTROvXQKIFhKWaDyFkUV2E4Dx6WUg3IsbwCcBp6RUn7qoF9tlIAGMEZKudC23AAcAnyklLWvs+28NGzLdu7cSfPmha/3lpyczO7du+nUqROenhVX8Coqrptfx3Xvd0gESY/sQXoVPhmsiD+Hx2/3YYwLB8DUaCCpg2aAk1v+HW8CDFeO4jVX5U5K6/Y8GZ2fKPJY0iJJmhmKTDJjqOaO5wONr+tHYT6TSMoC9dTo0rEybrc5jt0pzHVuiDmN1+zeAKS3fYj0PtMLvS+lgiUD58MLcd35GQZbdDaApXJz0rtNw9zgtryFZXM6HssexOmsMnmZGg8mdfBMuAFmI82No7D388splxn952hMVhN+Ln7EZcQB8Hbnt+lVo/yYRPPDZDVxOv40jXwb2ZPv3oyYrCae3/E8u6OUsW5g7YG81P4lh4JVQZFS8u7+d1lxdgWgNJAfdv3wui5Mp+NP89mhz9h7Za99WX3v+jzV6ik6BnbMs59FWjgcfZitkVvZErmFi8kXc7Wp4laFpmlN+Xri11AIga2oZzYVpSHLiVu29Xn1A5XGw17lVkppFUIsBF4TQtSRUp5z2Fu1jQKisi/L/EPz8vLCx6foaktPT89i9a+QWK1wUqWqEHW74V2jcdHG8QmGh/+En++GS4dwPrUG57VPweh5KiXIjSIlRiX/bTwAfEvASR9g5wr7R7cO9+NWjGso5dAVZJIZAN9utfD09b1uH9nKG8uuaNLD4snYF01Av/o4+eUtCBfoOvdpCw16Q9gmXEMX43rHG8VOU1IsLGY49CtsejerNBpApcbQ50WMLYbjUZDr6L5fYO5wOL8L55Mrcd7sD3d9UeFM9JqC3899fHwY3XQ0Px/92S6sORuc6duwL57ON88DfCW/SmU9hRJhRv8ZPLT2IQ5HH2bN+TVU96nOsx2eLfp4+2fYhbXmAc354rYvCnRe2/q05cdaP7Lh/AY+3PMhF5IucCbxDE9ve5o+tfswrcM06vgoi16aOY2dkTvZeH4jm85vsicrzk4jv0b0qd2HfnX60aJSC0JDQ/marwu1L0UV2CJxnIIj026SVxG0GCANiJNS5rTzZAph/mRp4TRlzcV/VIQdqBxdxcErECauhPlj4Nx2OL4K/v4Yek4r9jQLRHoS/DgIrhxV+eLGLYXqrYo3ptWSVXuzTlfwr1us4ZJtqTyEuxPurXMqkh0jhMBnYD2ufPkvWCQJf50jYGSTYs0DUNG+YZsgPV7tY/uJxR+zKBxdAX9NV1U0MvGrA71eUBU2ChPg4eIJY3+F2UNUJOz+n8HNDwa8qYW2W5iHWz7Mbyd/I9WsdAodq3W8qYS1ioSHswcz+89k/OrxnE04y49HfqSSeyV7wvrC8MuxX/j2oIqNrOVViy/7f1mo8yqEoF+dfvSo2YO5oXPtmSE2nt/I3xf/ZkTjEVxNvcq2iG32a8feF0HbwLb0rdOXPrX72IW74lBU1cYBoIkQIufjS+ds63MhpbTa1lURQrjkWJ0Zx3uliHPSlAbZk+UWJDr0erj5wr0LwL+++r7xLTi9sfjjXg8pYelkJawBpETDT0Pg/O78+12P8K2QaIvoLGbuNdPlZNLDlOO8Z/uqGFwKbqpzreODWwv1hJ2y9zImW0qQYtHkjqz6orvLoL6olLDlQ1h4X5aw5l1d5fl7fC+0va9o0bjufqoGboAqMceOL9R2NLcsldwrMa7FOPv38hQdeisS4BbAN7d9QxV39dD64T8fsvz08kKNsS58HW/vevua8YqaGNfF6MJDLR9ixfAVDGs0DFDm21+O/8Jf5/6yC2uuRld61+rN611fZ+M9G/npjp+YEDShRIQ1KLrAthgwAo9kLrBVPngA2JWZ0kMIUUcI0SxH34W2vhOy9XUD7gNCpZR5aec0NxqrVWW8B6jXvdiFzO24+6n6o07uIK3w20MQf6Fkxs6LrR+qxLagzGigKhPMGQZhm/Psdl0O/qrejS7F1kDa64YCXiGFd/L3HVAXBCBVyapiY3SCDhPV58uHii/cFgYp4a9XYcMb6rubLwx4C57crzR/Tjmf9wqJVyCMXwY+NkPBxjdhV77xTpoKzsSgibSp0oZmAc0Y3KB0alFrCk5Nr5p81f8rvJy9AHhl2yv8ffHvAvXdc2kPL2x9AYnE3cmdL/t/WSJCUxWPKrzR7Q0WDF5gLx3m4+LDXQ3v4tPen7Jl9BZm9JvB8MbDqeRe8ibqIplEpZS7hBCLgHdsQQCnUAJYPeChbE3nAL1QfyOZfAM8DMwUQjRBmT/HAXWBO4syH00pcWGPysUFxTeH5qRaMAz5RGm9UqLh1wnwwOri/xE74sRa2PCW+uxfHx5aB8dWqtxwpmSYNwpGz4Umtxdu3IyUrCoOTW5XyYKLiDXdYq8b6trEH6fKhQ9nd67miUebQFL2R5F66CoZFxJxqVXMqh/tJsCm91Tlgz3fQZ3O1+9TXKwWWPkf2Puj+u5dXZmvA3M++xUTv9pq3B/vgJSrsPp5cPWBNveW7HZuJqwWlXtvz/eQEKkqmvjUUILtNe81lBBdgczI3i7ezB00t6ynoclG04CmzOg7g0f/fJQMawbPbnqW7wd8T6sqebuyHI85zpMbnsRkNeEknPi096cEVXJcxquoBFcOZu4dc4lLj8PbxfuGBXoUZyvjgTe4tpboECnllvw6SSlThRB9URURHgQ8UWbSwVLKtcWYj6akyTSHCkPJmENz0uZeuLAb/vlB+cqt/S8MLmHT1NVT8NvDgFQF2cfMB48AaDcOXDxgySNgSYdfxsLd30FwIcL4T6wGW7ZsWo0u1jRT9kch05VbZ1G0a5n43FaXlINXwCKJXxtOlYdaFmteeAVCi6FweDEcWQqdJ0OtDsUbMz8sJlg6Jcsv0L+e0oT51yud7VVposyjs4dAegIsewzcfKDZLaZhyUiGA/Nh55cQE5a1PNOFwBHOng4EOttn/3olL2Brbkk6VOvA+73e59lNz5JqTuWx9Y8x54451Petn6vtxaSLTPlrij0p7Rvd36BrzTwLLxULIcQNrx1e5PA8KWWalPI5KWV1KaWblLJTToFLStlbSpnrEUxKGSWlnCilrGTrG6KFtXKG1aqiKQHqdiu9cj4D34UatoK/e77LMjGWBGkJShBLtyW+HP4VVG2RtT54hDLNGl3Balam2f0/F3z8zLm6+aqo0yIipSR5p/IEMPq54tas6LX5nALc8Oykkuemn4wj7XRckcey08nm+WA1wawBsOUDpYkpaUxp8Ov4LGGtSjN4YE3pCWuZVG8NYxeqFDPSAosmqmCLW4GECBXQ8XELWDUtS1hz9YXGt0ONtuBVlWuNJDZMycq38Mxm+He+cjtY+SwsGA1fdlYa7Bvt96ipkPSr04//hfwPUHVHH/3zUS5nS+sDEJsWy+Q/J3MlVbnBT+swjSENrlOl5fBv6p5/k1ynN2/CFk3pcmF3ljP99WqHFgcnV7hnDnzTE1JjVEmkqsHXClZFwWqF3yfDVZUokR7TlKYoJ03vgPt+hQVj1R/QsseUtqHzo/mPn3wVTv2lPgcNV/tRRDLOJmC6pIIEPB3UDS0sPn3rkPLPZaTJSsLacFyntC5eTbw6nWHge7Duf0po2/CmChS5+9uSS42SngS/3AtnbAr6Gm3hvt/A8walKqjbVQnvC8ao+rcLxsKEP0pXm1iWRBxQ2rTDv6mHlUz86kLIVBXQ4ZrNnG7OgKRLSsBLuGh7j1C+p5mfky4pn9RM9s1RkdO3solZU2KMajKK6NRoZh6YSWSyqgf60x0/4ePiQ4ophcfXP054Qjig/BGvG1Ua/jcsflB9dvYonHWljLiBCbA0NxWlbQ7Njl9tGPE9IFTd0V/HKe1YcdjyPhxfqT43HgB9/pt32wa9YdzvSqsAypfpelGDh5dk/dEV0xyaZEvlgVHg2bH4gR1Gbxe8uiln+oxziaQdzZ0TqNCETIaH/8oK2Di7Db7qmi2KuBikxKjC7JnCWt1uMP6PGyesZdL4NiWEIpTw/vMIuBx6Y+dQmlitcGwV/DgYvu0FBxdmXcN1uiiB9cn96ly75vB9dHJRqVTqhCjNdNcnYOA7yvdz0nr4z1H43xV4JlT5onraNPKrnoPYEgiAuRmwWuDKCXWcNaXCo60eZXRTdb89FXeKJ9Y/QbIpmWmbp9nrqA5uMJhn2j9z/cF2fJn1edtnN4WWTQtsmtxYrcpfCaBeD/AqWD6wYtGoX5ZQFX0Klk0t+g/o2CrY9I76HNBQ+aZdL5t9nc4wcbnKzwYqOvGv6XnP4eBC9e5bB2qHFG2egCUxg9TDqm6oR8vKGL1KJujCu2dNhK0QfPzacKS1BG5GNdrAo5uz8rGlxSvz4dLHlIasKCRFwU93Kh9GUML1/b8pP7KyIHgE3Pmp+pwWB3OHXevTVUpIKbEkpJN2MpbEvy8S+9tJor76lys/HCZ532WsGcUwQWckw+7v4IsOSot51hZpJ4xqfx/eAA+ugeZ3Fq/qg9EJfGsqbeXQmbZtJ8Lvj5aOCb28YLXAwV+xzuhF0mevYPluFCRHl/WsKiRCCF7s9CK31VXlEfdF7WPwksFsvbgVgK41uvJG1zeuXxkhJgx5bBXxpvuJMz2MjDic9cBYjtEmUU1uzu9U5g0o+ejQ/OgxTUWmnlynUnBsnwHdnizcGFeOq0ACABdvlfPN3a9gfau3homr1J90YiT8/Yn6sxv43rXVGKJPZwkYre4pVqWG5N2XwKKEKc8uNa7TuuAYPJzx7l2LhDXhmC+nkPLvFWhYAmXAXDzhzs+gUX/lo5QaCwd+VomQR3wPNdsXfKy480qzFnNafQ8aDsO/LZ1I4cLQfqISRv98BZIuww8DoeUotc91uxbL/C2lxJpownQ5GdPlFMxRKZguq5dMMzvsk34ilrhlp/FoG4hnx2q41PQq2MYSImH3tyqoJy0ua7mrD7SfAJ0eVdrt0qDJAOjwEPwzC87tgG2fQo//lM62ygqLWZmUt7yPvHqaqxnvkSFbkBJ+mMDv+8F9i6Fyo7KeZYXDaDDybo93iU+PZ/el3USnKeE4qFIQn/T+BGdjAeoD7/6OdGswiZYxADiJi3ht/xwalO/8e1pg0+QmU7t2I8yh2TEYYPg3ylwTd05puGq2UzngCkJavAoyyIzcvPsbqNK0cHMIbKZMOnPuUnPY/a0S2u78PCtJa/bAiGIky5UWSfJuZQ51ru6JS51ipuDIgVfXGiRtu4g10UTCn2fxqFfEsmKOaH6nEs5+f1Q9mcaEqYCEPi9Bt6eur6m5ekoJa5lVNNqOU4Jgeanr2e0pdT1t/UgJbTu+UC9nD6jfUwlvjW/LNyBCWiUZ4fFkRCZjvpyCySacyVTHgll2hJsTzlU9MEenYk0yIdMtJO+MJHlnJM7VPfHsVA2P1lUweGT7c7KY4OJedT7CNqsHr1z+aVOg7f25TZ6lwYA31VyiT8LGt6FhX+WbeLNjMauo6S0fKGsAkGy5nQyp/G4zZDCm6HScZ/VXUel1SydK8VbGxejCp30+5cG1D3Is5hh1vOsws99MPJw9rt85LQH2zSXdmuWbnWQZgufJxxCXDquUU+UULbBprsVqyUqWW78neBYtM3SR8QiAe+aqP39LOix6AB7dAj7XSXVhtcJvk+w3UHq9UPTUDAH1VXTinKHqz+bAPCW03f0dGJ2zzKHV2xReIMxG2rFoLPEZAHh2qV68wAAHGFyM+PStQ9yy01hi0jAdKAFftuz41IBxy2D758qEbDXD+tfg9AYlePs6LkLPpUOqnmeyrahJyGNw+1vlL6dX35fBtzb8+4sKwpFW5WN5Yo16AVRqBI1ug8b9le+ds8qfZ45OJWbhcTLOJea7CeFmxLmqJ86BHjhV9cDZ9jJ4uyCEQFqspB2NIXnPJdJOxIIEU2QycctOE7fyDB4NjXhUOopr/ErEue3K9y4ntUOgy2Pq93AjBWIXD+UTOOs2dW0seQQe2ayW34xkCmqb38/SCgMWj0bEJ069pmmKpTe+qfPVPWTol9Bq1I2ebYXH28Wbnwb+xN8X/yakRgg+LgV0ozgwHzISSbO2ti8yy7qkW1vitn2GetAvp2iBTXMt57KbQ0sxOjQ/arRR+dj+eAKSo2DxAzBhuRKW8mLT23DSlhmm6SDo9X/Fm4NvTaVpmztcZfkPXar+rLs+AbFnVJsSCjYQbkY82pRO2hTPjtVI3HoRS0wa6X9fxlCy+SOVVrT708qU8NvDSmAO36oCEu76PHdk7vndMG+k0l4B9H5RnavyJqyBmlOHB9QrNVZFxp5ar6KDM38j0afUa9dXqnJHve6kuI0g9mBtZEaW36BwNdqEMU+cArMJZj4u+QrqwmjAPbgy7sGVMcelkbL1KMn7Y7CkuIDZSspxKyk0wihG4Wn0w9O4HqOIgcpN1TlpNbpsI11rtlPneMMbcPWEMjOXdK7F0sZiVqlmtrx/rT+jV1Xo/gzxZ3oi/1UPQwYPJ6wpZlLcRuFj/RVhyYAlD0NcuHL5KI/X+U2Mh7MHA+oVIqWS1QK7vsYqPTHJay0OSZY7cTv8PvR7ueSi30sYLbBprsUeHWqEZmVYeKLdeDi/S+XIObcD/nwVBr7tuG3oH8o8AVC5idLuFMOvzI5XFRWI8PNI5bN2ch2cUc6tCINy2C4ipisppJ+KAwpfN7QwCCcDPrfVJXbhcWSymdrhHsokV9I+/TXaKk3omhdUOoe0OJVTre04uOM95fsWtikrfQrA7e9Al6n5jVp+cPdXYf/Bd6tAlEuHlOB26i/1kCMtWE0QF9qSFGstQAlrXjVO49U0HqO3E8LZTWngnNxAekC0G8S7q2WZy509wNlNCX8Gg0qbYTNxOp3Zgk9iBN5SkO7cimTLAFKtXQFnLLIGCeYJJFjG49bIC88udXFrGoAwlgMBofszcPJPZaLd850KLGlS9LyFN4zrCGq0n0ja2XRSlh4CwK1FJVwb+BK/IgxLsjMZQ3/DddN4SI9XqXBiw2HIp/k/eGpKl5PrIPYM6dYQMmMuM1yMuGRYSLN2xmzxx2nnV0rjXw7RApsmC6sFjtpKLdXveePTKuRk0IcQeRAuHYSdM6F2x9xav8uhKt8aKGfqMfNLNsLQ3R/GL4UF9yrNka3ILw36FKu2anK2uqGexahsUBA8WlchafN5TJdSqBzlRuLMo9CtJl7da2L0LME/DxdPuGuGLSDhSSW07Z+rBO72DyhzqSVDCbt3fq6qTdyMCAHVW6lXj2chLZ70XX8Ts8GAxaoCAgzE4e/8Ke4x/8COIm7H6KKOV67NS9x8InCrH4alRh1SktqQfMSE+XIKSEHayWTSToZi8HLG6OMggKOAWh6XWl743lEfg1sx/yYMRmVm+qq78i9d9hhM3XHj3S0KisUMh35VD4HXCGrVbILaBHB2R5qtxC09AoBwMeB3V0OEURC/KgyskHK5Fq4PrVOl7+LPqYfP+Asq76Sbbxnt3C3OTpXKI010AsAiJTuj0+np7QQYSTYPwnfvbOj5XMGD1W4gWmDTZHFuh3KwhrIzh2bH2V3d3L7tpUxoyx6HwBZZfmOpsSrIwJQMCOVjVrkEHeszcfWG+xYpjdHJdWpZMcyh1gwLyXvVcXZt5IdzldL16REGQcDY5lxZEIo1MhUyrCRuPE/Stgi8utbAq0cJC24thkLNDiogIXyrMhmue0mtMzjDiO/Kx/VVAkirJHFbPAnrfcCWfsu1rjMBTc5hPO8O5x0LXQUiez9XH+Uj16AX1O8Fgc1BCIyAN+B1m8R0IYnkPZdIOXAFmWHBmmTCmmQq8r6ZLiZhikqlyoNBCOdiaoD968Gg91XZseQolSB79M/lx0RoSoPLR5Sv4q5vstweQAlqPZ5VWn/nrBq/iZvOY76qHuB8bquLk5+KHnZt5E/6iVhSD17Bb0hnxMN/qeoPEfuVlnnW7SpZt1/xi5FrCsHlI/bUHelOXSEDYi2SWIskzcsZtyQTyZYB+KQvQPzzgzrn5QwtsGmyyG4ObV6G5tDsBNRXgtj8eyAjCRaOg0kb1I3zt4ezbqx9XoKmA0tvHs7uMHqeMo9YTNByZJGHSj1wBZlW/LqhhcE50APPiY3Z9/s2miVUxRKRgsywkLjpPEnbL+LVxSa4lVAeOHxrqhqg2z6DjW8pp3MnN/Un3fi2ktlGGWOOSyPml+NkhNuSPBsFvnfUx6trDYQhBHhMmU8tJqWZNdle5jTlD2lKy7Y887NtXWYbd3+VC7F6m6woZQcIIXCp7Y1LbW98Bzcg9dAV0o7HIs05krgWMB2fJS4d06VkMs7EEz3/GJXub1F882rre1WwRugyOLZCaV/bjS/emEXBnK7+vCP2Q+QB9R519NqIWsgmqE1QZupsmK6mkrDxPKAivL26ZgXYeLYLJP1ELNYUM2nHY3EPqgoTV6qgqOMrVX3W7/urcmgVIWr2ZmHnVwBYZCXMKUoTfsWkfhAXDQYaAlZ8SbH0wHPX1ypQpxgpfEoDLbDdpFhTTMT+fgqZYcF/ZBOM3sX8o7ValC8YqKd4j6LXsyxxmtyuVNRbPlClpv54AvzrZpWGan7njcnx5OQCff9XrCGklCTtsNUN9XXBrfmNMzsLIUjwN+ExvBGul60k/HWWjHOJyAwriZsvkLQ9As8uNfDuWUKCm8Go/vAa9oFDi5XPX812xR+3HJBy8AqxS07Zc6c5BboTMKYZLjVy5EgTQl03Ti43zAxmcDXi2aEanh2qFXkMabJy9cfDpIfFk3Y0htjfTuA/sknxyqYJoXy4ztvK3q1+QWkNKzXM2q5VkrznEjLdgmfn6hhci6nZM2dAVOi1wtnlUFViLS98akK3p20atdy5C6WUxC09pfInCvAb3ugaYdatRSWEiwGZYSXlQBTuQZWUu8Douaq8284vlSXjx0Ew8gdVHk9TuiRH22sUpwWOByVrc8WsBLYTUak0ruKGNTGDJMudeCSuRxxcWDYPFPmgBbabEGuamSs/HMZ0QWWXj553lCoPt0Q4FcPR/ux2ZaqA8mmu6v0iXPgHwjbCkSVZy6s0g2FflUyQwQ0g41wipkjldO/ZqXqZOIULIXBr4o9rYz/ST8WR8Nc5Ms4mIE1WkrZcIHlHBJ6dq+Pdq1bxHwQAWb0NVGlVfLNaOcCabiHuj9Ok7M0qPO3ZuRq+gxuUWuBIWSCcDVQa34Ir3x3CdDGJlH1RGNyd8B3SoHjpZzwCYNiXKvralKxSfTy4FoxOSJOVmEXHST2oKn8kbbuI75CGuAdXKvg20+JxPryQVudX4znvQ7h6LH+TtKuPSphdo43SdtVoC/718zXVph64khUw1Lk6rnWu9Zk1uBhxD6pMyv4oUo9GY001Y3B3Ug8wA99R5uE1LygN6i9jYeC7169drCkee39UWmsg3b0fACYpibMlLc9Is2BsUQnrrkhMshEZshmu22dAm/vL1X+LFthuMqwZFq7OPmIX1gAywhOIWxGG/7BiZNXONIcanKDZkGLOshQwGGHELFUkPjPZqpuvCjK4EUlAS4hkm3YNg8CzU9E1ICWBEAK3xv64NvIj/XQ8CevPknHGJrj9fZGknZF4da6Gd6/ajp3XbUgpsSabsMSmY45NwxKbhjk2/Zp3abLi2bGa0kYUs7h9WZFxIZGYX47b/ZYMHk74j2iMe1A5dZ4vJgY3Jyo/EMSVbw5ivpJK0rYIDB7O+PQrpu9Vw77QeYpKhXLxH9j6EZaOzxI9NzTLvAxY4jOImXcU1yb++N/VEKfK7nmPaUqDPd/D1o9wT42hvqM2Ll7KtJxTOCvEH7I1xUTcShWIYPByxvf2eg7bebQLJGV/FJglqYeuXvtb7/yoyu/320NKaFv9vIogHfBm+UkcXZGwmNS1AcjAYNIuuQAZXDXLazwE4vxc8TQKsEiSzENwvfqhShVVjjSgWmC7iZBm6zU3NbfmAVgSM5Sz8c5IXGp4FU0IsJizokMb9C51c6g0WTBdTcM50B1hLMTTi2clFYQwe7AyaYyYdY05pbxjScog5ZDSHrgHVyoR7VVJIITArZEfbo38SDsdR+L6c6SHxYPZStK2CJJ2XcKrUzXcgytjSUzPJYxZ4tKRpusXvE7ecwlrhoWAe5qWj3QTBURaJYlbLpCw7izYarK6NvQl4J6mGH3Ll49LSWP0cqHyQy258tW/WOLTSfjzLAZPJ7xCillGrf+rygH/ylHMG2dzdWc3zHHq2LrU88GjdRUS/jyLNcVM+olYLn26F+9etfHpXetaTa3FDAd/gY3vZD3IAWaDK1RvhVPtjkowq95GJTkuprYkfm24PZDDb0gDpTlzgGtDPwzeLlgTM0jeH5X7vtxsEDywCuaPVubRnV9C7FkVkOPiWaw5anIQukyZ4AFz0BNYVyuN61WTMmkbjQYsZiuXLqUQ3LIyqQeukGrtjkXOwrjtMy2wlSv2/oT3yv/QuOowoM+N3XbkQdj6oXraqtcd6nTJM5RYWqxEzz9G+sk4QEUXVhrbHEuKiagZ+7EmmYhddgqnqh641i1kWouz27KyzrcYVuTdyQ9pspJ2IpaUQ1dIC41BZljwaBtIwOhCVgqo1R4e36MEtoAGpTLX0iJpR6S9bqhXCdYNLUncGvrh1tCP9DClcUs/bRPctkeQtD2iwOMIVyNOAW4Y/d1w8nMlPSwO06UUUv+9QozFSsCYZsUz4d8gLPHpxPx6XB0HAIPA9/Z6ePWoedNqCguLk58rlR8O5srX/2JNNhO37DQGN6fiJXt2docR35Hx9SNcTf8v1nT1u3BvXYWAkU0QzgbcW1UhYU04yXsugVmSuP4cKfuj8LurIe5N/eHYSlj/uvJrzaRyE1K6TOPP8y706dsPH5+SS/GTfjaB5F0qYbJrYz/cW1fJs60wCDzaVCFp60UyzsRjjk3DyT+HP1yNtvDwepX248pRFZDw4x1w1xcqZYymZLCl8sCjMunGLsA5AK6YrfhX9cDN05nI0/FEhSfgdV9TUg9cAZxItgzE59wC5XNZu1OZTT87t7bAZk6H9a8hrCaaXFpGStorUII/8HyREpZNVQk4QdUpRKg6ZnW7Q71uUKcreFZCWiUxi06QFqqK3LrU9aHS+BYIZwNOvq5Uur85V747BBZJ9M+hVH28beGe/EOXqneDU9HLOTnaRbOVtJOxpB68SmpoNDLdcs36lP1RePepjXNgIdNalFbB6lIk5eAVEjeoG4VzNQ9c6t2g66yIuDbwpUqDVqSHx5Pw1zm7z04mwt0JJ39Xu0Bm9HfDyd8No78rTv5uuTQP1hQTV2YdxnQxidTD0UTPO0ql+5qXa6HNkpjBZdvDEIBTZXcCxjTFpdbNY4IvKZyreFD5gWCufHcImW4h5tcTCHcn3JsWXRufGlODmIx3kbYEpt41j+EzurtdEDZ6OuM/ojEeHaoSt/QUpshkLDFpRM8+gpvnUfzM7+MkbA+a3jWgz4vQeizm5BS4sLHY+5wdabES9/tJ9cVJ4D+00XX96jzaBpK09SIAKQeu4NPHwX3LrzY8tFalDArbBJH/KreP9hNUabTymqvuZuH8HlVfF6DDA6SFKf/hNClJtELTej52ge3qhSSM1TxxrumF6WISSeY78DYuQmz7DMbMK8OdyOLWFthC/4AUJQQ5yQxcQpdA4NM3ZtsX9mQJa3ZsGdQvHVL+HYCs0oI401RSL9UDwLmmF5UfCLrGwdm1ni9+dzUk7vdTWBNNXP35KIGPtEI4F+DP0GLOFh3ap9jmUGmx8v/snXV4W/f5t+8jNDMzxRxmTpoy08pMW0fd1jH9Rt3WUdftHbYrd+3KKaZt2qRhRsccx8xsWRaf94+vdCxjDLKdpLqvK1dk6ZBl6ZznPPD5mMo7RZB2ok2ZonMhaVXoZ4ViKmoDGXo+qyXsC5mT2ueZjqm0g/b/lYAsBDZDr8v0uG/oVKFPCSbyvtlY6g3Yu8wiKAvRj1tMVeWnJfK+2bQ+XYClugdTUTutzxUScXvOGTuM0L25SgnW/BZFE3JF+uSnFs9idAmBhN+RS+vTBWCTaX+hiIh789GnjH/61bC7ns63T4KsAhyEaP5BQNsHUBovyoVu6JODiPrqfAwfHaB7exeyQ4+pN4cm/kGgz1sEbshGWnbfAI00T2PYWY+10QhA0Pqk0fvpnGhj/dFE+2FrMmI83ETguoThv/c+wXDra0JYes8/hLzIwWeg4E1Y9z1YfL+YMvYyflzZNZUWecE9mLdVAv1yHtEpQej9xbnMYZdpq+8lYEUcHa+W4iCMPscK/Irfg9ZyiJhEj7iHOHNvb6eDA/8Z8KP22Asi8zUd7HfuW6WBrx2C294Q0hSJy4S4KOJQuupX0OsM1jRSJRH2h1B9/DAcexW6+0tUAUtjlT4Ja00PHW+VI4/ld6naAUbRVzXR6VDZLmMq66D9tVIaHtlL29MnMB5s6g/WNCp888MJuyWb2J8sI+KOXHxzhZyF8Ugz9i7zhPZ7NmCu7qbt+UJRClVLhN+eiy7x7MvQ6OIC8M0JRxvjP2Hle5Wvhoh785Xsorm0g9ZnC3FY7KdZc/qxNhtFKQ7wyQol7PrMz3Ww5sInPYTwm3NA5ZT+eKYQS8MwhvMjIDtkOt+roHPjSXEDo1URfn0MAf67xAJvfxV6mgau1F6B9OZ9BO49nxjtffipRPZMxodu00007V+OqXrqziG2DhPdH1cBoIn0JXDt2HwmJUnCb74oG9ua+7DWj/I+qbVi6ODBXZAuphgxd8GHPxS+vGWbJ/U7jIrDISbwSz+C1jIhhXIu0FUn+tcA8q7B2hOo6F+2OvUJo1KCiHardjRXduM3JxKVM4gz2C4DZNj912k99JH4/GbYmgqFsj/g8I9G1duEur1M9HOlrJraffe29UtT5FwhGufD0yHD+UW1GKF2P92bazFUiIksjVRPpO7HqDs74eBRcQcGwuR5zhdgzo2EXJmOtcmIpaob48EmdPEBBKw4Ta+UMh2qHXJnOxqyQ8Zc0UXf8Rb6Clpx9A4SndRI+GSG4TcnAp+cMFT6gR+1gLUJ9J1oA7tMz856Qi4ddq7rrMba1Evr0ydEQ74EYTdl4TMrdKYPa0ZR6TVE3JNP2zMnMFd0YS7vpPXpAiLuyhvyGZlJuj44JZwLJAi+5Nz7bE4G37xwQq/LpOPVUmSTjdb/HCfqwblowkfPOslWB+2vlNDnHLxRBWiJuCtPlJj1fxJTk8Y2EbTd8goYmoX24sGnFVFbtbqHsMWd+CXH0/lxO7bmPmzNfbQ+cRzfeZGEXOr5vtbOt08qQzUhV2eMq4zvNy+K7g8rQRYtILr4gNFXiMyC214XjiqbfgDtJ6GtDF68DmZdBBf92nOZnqZCoU12/DVhneVCUotSbVi66BMOTxePw9OFO8PZ4oW6/wmQnTeDyx7EVNqpvNRilVFpJCLiA1BpJPT+Gsy9Nporu5HWJeC/OJaerTVY5DwsjjR0R14S4uwBk+jb9ABnzhlyujnwlPLQeOUT+L58HWrZKjJfUx2wHXmhXxto0b1DX9f50V2dRk+FODGog3VEXB6Puv0rULlDNEG6PC1bS4Sx8Ke/QkpZTfjcW2nuSMXebaXz3ZNoov3wSQ8Z/jjsNih6RzxOXy9U1ceAqbyDjjfKsbebBr6gFvpevnMi8c0JGzUTo08KQpcahOVUN717GwhanzjixNXZiK3dRMt/CoTROkJc02/2yE3KnydUOjXhd+XR9nwh5rJOLKe6af1PARH35E/et9IDuMRiAfwWRqON8U7tDcZ/YTQOo42u9ypwGER/YtSX5qAOGr531t5rpe25QixVYsJdE+VLxF35aMKcjfizrxcuCMdfFcHKy7eIni6rsX8j+deJi2Z4Oj5AdE4Khp11dG+uRrY66DvSgqmoHd3q6DE7OpyOvhOt/Z+FBVEjn0tHQBOiR58ajLmiC+PRZoIvST39hLQkCbHwtPWw71/w2e/A3C0kJk5+Aku/BGu/OzEh5s4aKHhdvM9NBcMvI9uFzEhHpdjfgGNTi6DNPYhzBXWn0a+bVizG/qRG4lKIX4D5A9GCZFJJ9MkQFR+A2tk2FJ0cRHVhO01OBQb/ZTH0fFYDMhjslxOm+gvs+/ekhdMny8yfHWcCswGOviwep2/AETuf+pDFJHbsEgGMoXnqImmHoz9YjMgaNjg07K6ne1MlAKpALRH3z3H2TKwSX1SbRSh2V24TfQ7NwoCYyu2oK7cTLuXTLD0CDjXtLxYR9bX5QyeUnMu7evjGUg51mG10vX9KmZQSByjhMytEBGm54eMKugLXJtJ26gSy2Y5hbwNB686+YYLhsPdYaP3PcRzdIigPujiFgCXTY0F1tqDSqYm4I4+2F4swFbdjqe6h5cnjRN6Tj8pv5u7gZVmm8wNhdyZpVQRfkDxjx3KmE7g6HofRSs+WGuzOG5SoL84Z8veztfXR+vQJRb9OlxpMxO05Q//Ol/4BqnYLeY6S9/ufT98AG34q9NPckDQqAtcm4js3kq53KkTPrNmOeXM9+bpgzL7NOFb7Tvjz5DDbRJ8dYsgmeIJVAL/5UZgrunD0WDGf7MQnc4xZdo0OVnxN+BZ/+ks49LzINO7+f+L6teGnMP+202u3GdtFafD4q6KCNJiEJTDnBojOg/ZTzqzeSWF8314hLAFdyHZhB9hxChhUpo3IhPm3CwuygBm+OT32P+E1DbDsQWSrHXOlmPRucg6/uZdCo1JEwNbRZMTSZ0MX4oNvbjh9J9owOtYTLD+Net8TwgFDf5os6RTy+QzYCl4DS494vFhkuE5FbBABm8MqPO6myuro5KfizsW170F3JL0Hm0R/B0KYM/Le2WgHN7hqdJC0VPxb8x0xpHDkJTj+CvS2oJMLCNU8Tof1WziMNtr+9gmRd6WgSsgbuB33cmjW6OVQU1kHHa+XYe8UvSKSTkXQBcn4L4ye8AnRJytUaco17KwjcFX8GT01OBYcfTZanyrA1iayjwFr4sfc8/J5Q9KqCL8th7aXijGdaMNaa6DlieNE3Dfbs2b046DveCvWGnFuCFgVf87rrE2WoAuTcRit9O5txNZkpPWZE0TcN1sZijJXd9P2bCGOXjG84TvPKdsx3PfcNwSu+Sc8dyXIDohfCOf/DFLXjHoMmhAfwm/Ppa+knc63T2JvM6G3qDFvaaBhRxN+C6IIWBGHNnp8mdLuj6uxd4mbrpBLUids1+Y7O4KOjSfB5sB4uHnsAZuLgCi48q+w6B5h51WzR/Qdv/N10Yd98aOQvHzgOhYjlH4gyp1lHw+14orIhNk3iMxmmFsgmrxi4HKyLBIYA4K4k9DmDOasbn15raXw8U/E8ETWpcKDNX39aQNK2WoHSfLcuV+WYe8/xeOgBMi+AvOpbnDaUDVZnP1rqQMDNrEuNFf3kJAViv+KONG2I2sx2i8k0PQ6HH4Bln3JM8fZXDzuVT5/AZss9zf8B8WLvoBeIx3+GdgjslG3FsOBZ0QkPRWq007FZbR+MPemAS8Zj7XQ8VopIHSsIu7JH1s5JmY2XDwbLviFCAiPvoR/8XtYHekY7FdhNQTR8fc3CEv8EtK8m2H2F8TJUSmHnjei/ttwWTV9WjCh1806bc/K6ZAkicA1CWIip8eK8dAwApNnEQ6LndZnTyjWU36LokUJ5EwpE5yBSBoV4bdk0/4/YUlkbeil5d/HiLxv9rQLC8s2B12uzLa/1htojwFJkgi5KgNHn42+Y61Yqntoe76QiDvzMJW00/5yidL/Fbg+kaALkkfXr0tdDQ98BuYeETyM47vjmxWGzzdCaNtZRcdnlfj2Cbur3r2N9O5tRD8rhIAVcfhkhZ1WQ89Sb8CwS0hy6JKD8FsUPebjGIzKR4NvbpiYnC9oxXF1xsQGWOLmwz2bREnz459Cd52QAXn6YlEu3vBTaCsXQVrROwMzYwCBsWK5OTdAzJyxvbeSBIHR4t9wwVxPowjcaveLYKatTGQBi94W/4ISYP6tMO9W4f88CFu7iZZ/HUW2OkauBI2Xii3Q4gyGltwPag3mcpFdk4FWW/+EqIuo5P5BsObKbhKyQtGnBfcnFOQrCZDfRNr9N1h8H6gnETrZrbDtD/Dab8e96ucvYKs7BI3HxOMFdwoPO7OI8C1zb8f3kx+JBszyTyDzQs/uu7Na9CGACJrcehD6isXJzTU5FXF33vj1ntQaccyZF0JfJ8EFG7G+fwpzXyp9jnUY6ioIbPqBMCCOXwB9ojdjpHLocFm14EtS8V8a6zHRUL95kXR/VIW9y0zPtlr8FkWflYKkst1B+3+L+10o8sIJvWaWN1gbA5JaRdiN2XSoSzEebsbWZBRB2/2zR+yJmgoMexqUvsyg85POiH66swFJJRF2QxatJjvm0g7MZZ00//Mo1jqDuEKqIOSqDAKWjrEtYBKisZJWhW5BOIWdx1idugjH4U5MJe0gg7msE3NZJ5pwH/xXxInqwDB/Y9kh0/FmuRg6UUmEesBOzW9eFH3HWkWvXWEb/vMn2HIjSSIrlnUp7Hwcdv5ZeGQWvC7+DUYfDLlXiiAteaVnkxCSBEGx4l/KSlj5EFTvgUPPieqNrU+Utz97VPThpa8XJdPsy0CjF849LxUrWUzDrnpCLvPA0MgeZ3ZN46uYt5vKRXnU7KPG2mlF56MmxE3/0z9YT0CoHkOHmWbnOVySJAKWx9H5Vjl2ezgm1RJ8u/YI3dLZ10/s2JpOwJtfEjGIayBiHJzd9aeJ4JLykNSw4HZ6ttfS88cC4qp9sWZfA1r/gct5koPPiFQ/iCjdiam8k7YXCoXtjVoi/I7cCWkbDcA3BGnxnYR9+2bUweJL2mW7C5N9gfig1O4Xy6l1Q6w3HGYbHW+W0fqfAiVY06cFE/3QAgKWx3k0oJLUKgJWxQNga+0T+mxnGbJDpuO1MkzFIgDWpwcTflP2WWW/NNNIaonQL2QqmQxbS5/wsOycHskXR59NETbWRPie1ZnemUDSiPK2LkncZFprDYruYPgdeWMP1jx2QKBJDSTirjxiHl5EwIo4JGdWy9ZmouudChp+s4/Ot08qvXUuevc1KGXxwNXxHhk68ckKReUngkPj4eZJbw+dnxAK/up+yLt24GtqPeRcCTe+AN8uhav+nygrjxKsWVuM45JnGRZJEqXZa/4B3y6Byx8TWUEAZFH9ee1u+GM2bPohXW8eUt5nQEhBjcHiblRay/uTIvNuBr8wHEaruHkAWp0xUmRy0JDrmKss2uTmZ+s3PwrJR7xvBtmZ2Nj5+Pjlv+w22P5H+Nfa/oRR2PinfT9fAVtfR/9dSPalEBSH8YhQyg5r1QkT8Tk3iNdLPxQZMU9hs4g7D4CExcpdpLmqm7bnToj6ukoi/NYcj0o/qP21hN/pEtFV0ab6Bbbcr4g7LxBlWbdyqKmsg6bHDiklUEmnIuSqdCLumz3pEuhI+C+JRnLe6fZ8Vjs2/bgzBFmW6Xq3QjkJaxMCFBcKL+NDUkmEXjsL/2Xi4m5rM9Hy72PYBk8jTwE9W2twGMVEb/DFKePzuPUCOAdJ7spDEy0yF6pALZFfnItv9tR6E58OTYQvIVemE/uDJQRfkYYmXJTdZLMdw656Gv94gNZnTmAq68DebVHK4uoQPYGTNbp3IqlVipWV2bkfjxCSBF94Gu56HxbeLWytvl0KNz4vJKO0py8xGo800/SngzQ/fojeg02nXX5M+ASLnrsHtsIXt8OSB/orSn3t9O3ci+GgCJQlnYiiHEYbfQWtk9vvvn/1P14qes3MFV3K1HCN8wYwehinGddzhg4zvU5tUJVejf9CcRNptuVhdSSKgKti69iPqbUMnrpI2Kg5rCCpRI/8F54e5y/3eQvYjrwk0scAi+5FdsjYmsXYuN6sFqXRRfc4F5bh4LOe23fR2/1+nc7smqWhl9anC5AtTp2uG7MUQVlPoosLIPR64SYgm6G19jocXyuCB3fDpX8EpjerNhiVXkPAcnGRtlT3KGXFs4GeT2sUj01NpC8Rd+efUXpiZxuSSiLkqnQCVgr9QHu7SWTaBmVBPImt00TPzv5+JZ88z38HPy+o/LREPTiXsJuyiH5owel1x6YRlY+GwJXxRD+8iPA7c9HPChEvyGAqbqf1PwU0/uGAIq4acnXGAEeZyeIS0UUG49EWj20XECXJK/4MC24fsR95OPpOtNH+SokS0HS8USYCHE8SOwcu/T08XALXPok9/hI6rN8EQMJIFF9FJYl9GnbXTnw/fZ1w2Gkhlb5BaNoBppOd4jmVRJt1aP+aiwF9bFX9mT9332eDfLV4sOsvpz8ehwN2/w3+uQrqDojnIjLh3s2i33AC7hWfn4BNlvvlNMLSIHUt9nbTgBSsvdUkPlwJi8UTh57znOqza9++YYrBevfHVcrJIfTaWfiNYiY8WfzmRhK4TjRR25qNtL9RhRyZAxrdjGTVBhOwIg40Iijs+WwSX9rTYKnpofX5QjrfrcB4vBV7z8T/vobd9YoCujpYT8S9MzfdeC4hSRLBl6cR4Gz6t3eZaf73MaxTFLR1f1SlTJAFX+odEpksLmP4iU5VTjWSSsI3J5zIe2cT/c0F+C+NUTListN1wzc/3OOZQV1ioJLdMx7xQFl0kpjKOmj7b5Ho1dOoQC0pftRT8l3T+iLnX0+b44c4ENm20IAX0Kpq8Fd9BICluhfrh/8B6wSy6odf6J9aXfag8rTLB9kSpMPVNRY1TMAWmRwEzq9+s1vSQBPhi0+WqHoZ7RtwyH6ivNtwbORjaa+AZy4TThU2EyDB8q/CF7dBwsLx/25OPj8BW+V2McECIoumUmFtHFizdzSb+l8H6G2Gkvcmv++mwn79m/m3KWlqa52I4n3zw/FfPPU9M0EXpigfPFNhG90fVc1YVm0w6kCdkno2FbcP+dt4AlunidanCzCdaMOwo472F4toeGQvDb/fT/srJRj2NmBt6kV2nL4kazzSrGg0qfw1RNyXjybEKwHhKSRJIvjiFALPE9p8jm4LrU8cx9bh2fKopd6glLN988LRJw89kXs5d9FG+xN6zSxRLr0kFU2EL9oYf0KuSPf4vtytqqx1BqxNnj/HjRXzqS7annOzzLsth9BrZwGiNNn2zAkcRutptjJ+uj+pxnJKZNP8FkXj94On4cYX8I8+hYgcwbCtBP66QPR828d4DA57fzk0PEOx97J3mbG1iOCzw3k98w/WERA69Fyt99UQ6iznNw+q8vg7HYNkh4ZexwXiyV3D2FXJslCC+McqqHbarYWmwt0fwEWPTNrv9vMTsLmkPNR6MWIMWJuMAxZxtDgvBnnXgE/IwPUmg5urAovuFvsyWpXpGO00lQ0klUTYTdmKcXHP1poZzaoNJnB1gnKH07PNs1k22eag7cVipU8Jt2DU3mbCeKiZzjfLaXrsEPW/3EPrMyfo3lKDuaJL6AS50VfSTvsrpc6majURd+ejjfTDi2eRJIngC/uDNnuXmZYnjnvUe7brg1POSUaJoItTPLZdL2cXKj8h4xLz7UVEf2PBlOnv+blNhxoPe7gsOkYstT20PuNumZeNb3YY/gujCVwvvmu21j5any9Ctk1yCMAN08nO/sGeKD9CrkwXygY5V6D56kb0sSI4M9rX4+hqhXcegr8tETIljtMcR8n7/T3nS78EKhHamJzZNYBa5/V2uOyaC2XwoKp7QC+1z6xQJTvaq7oBWZZEP7x7n3tnDTx/Nbz3cH+mb/H98ODOoTp5E+TzEbD1NEHxu+Jx3jXgJ1Ldg+9w7K6ATesrMmEgMnMtpRPft7urQsb5ohwLWBv7g8XxCjpOBpWvRjTFu+kAzVRWbTCaCF988yMAMB5pwebBC3PnuxXKRJL/sljifracyAdmE3RhMj5ZocokEIDcZ8NU3E73h5W0/PsYdT/bTfPfj9D5XgWGPfW0v1AkJno1EuF35o5ffsXLuAi6IJmA1WKS2N5uouXJ49gNk29VMDklKAD8l8Z4g24vU44m3FeZpDUeaR5TNt+TWBt7aX2qQPRrg5jMnh2hvB50QTK+c8TPllNddLxZ7pEhMLvBoshW4dReHNAfqFIRcP48AGQC6NNdJZ5vrxAes/9cBSUfjDyd6ZLy0AcLpwUnrnKopFdT1yauJ6MGbM4Mu7nXRrdbWVhSSfg7e9ls5mDMjvlCbWHPP8QxHX4B/rGifxghOBHu2AiX/QF0nru+fz4CtsPPKebBLmcDGBg0gVuGDcTEjYuD45/mUDj+Sr+rgptvqHuwqI2dXq9CbZQfEXfm4pMVSsjVGTOaVRtM4BqnWKlDxrC9ziPb7D3cTO+eBkD0kYRcnoZKp0afFkLQeUlE3J1P3E+XE/2NBcLzc34U6jC36Sq7jKW6B8P2OjrfOqncmYbfnD1ub0Ev40eSJIIvTe2fHm3po/XJgkmVbGSHTNf7TgsqvZogD00DevFyOvwWiCybvdOMpdLDDf6jYG0x0vLkcaXKEHJ1Bv4LBgoCSyqJsC9kokt0BpUHmybdUyw7ZNpfKcXh7BcOuTJtWKkUn+xwVEGi79EQ9KBwcPB39nU3n4CXboInz4eKzwau2HAMqnaIxwvvUKyjZFlWBg7sEb6KvexwAwcM81pzZc+A1/wXRiPpRMhk0N8pnjz4LPz3Rtj4FeH3CkJr7sFdkLZuxP1MlHM/YHPY+6c9o/OVgQLZ5uifPHM1nBpt/XfuERmQulY8PvKisPoYL+6uCsGJwtDXiatHS9KrUc9A75M+LYSIu/MJWOY5EVxPoEsMRJ8mGlJ79zVOuo/C2thL5xuid1HlpyHs1pxhLVAklYQ2xp+ApbGE3ZhF7HcXE/vDpYTdmk3Ayji0CQEDyqih183CNy9iyHa8TA2SJBFyZTp+zj5Ha2MvLU8V4DDZJrQ94+Fm5TsYuDbhjG2Q93Lu4Ts7UjmXTFdZ1NZuovXJ4zgM4nwafGkqAcuG18aTtGrC78hVrkvdmyoxHp/4cRq212EuFcK1vnMiRuzXltSS8pq1rhdL4m3w9SNw3k/6ZajqDgjrsmevhFrn5KXLhkpSCfkQ1+/c0qf4Ofe4ZfPcp0EHE5EQgMqpn9k0qI9N5atRStomQxo2R4wofbp03wJi4JZXhe6dz9T0wp77AVvZx9BVIx4vukex47C19omyFqDJ7H9zB/S1uYYPTF39vpvjoWYfNBWIxwvvHCBc6LIv0sb4e6fSBuGyBJItdgzuRvPjxGGy0fZCUX+vxs3Z4xoMUAfp8JsdScgV6UR/db5SRo362nz8F3mFVacbSSWJQNk5TW2tNdD69Akc5vEphstWO90fVQKgCtIpws1evEwHan9t/9Th8ZbJi8WeBnu3mZb/HFd6poPOT+qvZIx0jIE6Iu7OU1pn2v9XiqWmZ9R1hsNc3U3Xh5Vim2E+hF47uvuL/+IYpY+5d2+DyJat+TZ846jQLtM62xZOfQZPbhDZreOviueyLxe6dK59u/WvNbiyitF+6EfxvlZrVUQkiAxdc9VQeamAFS6JD6k/ywbCl/XLuz3vjjSIcz9gczkW6AL6RXFhwBSiNjdEeWxzn07MvgwCogduZzy4fENVWph/h/K07JCVwFAb4+2bGYw+M1RJmRt21k3ohCbLMu2vlipZ1KALkictSOwqo55J2lKfN4QNUqailWZxCk8PHgwZjZ6d9crFK/iCZI9qbXnxMhZcZVHZZKeveOrcXewGCy1PFmBvE+0+AWvixywGrI32J/zWHBEl2By0PntiXFPajj4b7S8V9zv43JJ9Wrs3TYgeH6ecivFIc38G3TdUaJc9dFQMFaidGfHSTWB3VsXcpDygf+BAFailqk5c16NSTt9v7Opxa6nqwWEfeO3RRvv3V4Asa3Dk3Qo3/Reue0LpjZ9Kzu2AraNKZNhABGv6/j+WkkmTQJMSiE3tGPg8gFqreJFRdxDqj4x9372twnMMhOJ0YH+vgL3TrDR9esL25FxDkiQly+YwWOk9NH71bcO2OkwnxInQJzuMwHWJHj1GLzOHpFaJ/kFnlsJ8sktkUscw0WY3WOjZIjLummg/pcTqxct04psdrgw6GQ9NjSabo89G61MFiji8/9IYgi8Zn86gT2aomOZEnItbnzkxpjYEWZbpeL0Ue4do9A++JHXMw1muXlXZ4hiqVxcQBZc8Cl87JHrFJGcIE78QkvonMWW7jLmiEwB1QiAmZyl4tP41F67BA5vVQfswdl2uLJtsljEm/UQkdqaJcztgO/gMioSz4mAgcGXYNOG+SFoVJj8RQA2W+mDBnf0fCnd5jtNx+Pn+yN/NN9R93zD9AwdnC75zIpQeCsO22nFNU5lOdtK1STSUq0P1hN2QeUb16XmZPC7vStfdrqmkg7aXipHtowdtPZ/WKDdLwZemej8XXmYESavCb7Yo7ZtKOrD3elbzzGG20/p0AdZ6ca3xmx9FyFUZE2q/CVgWpziP2JqMtP23GNk++vm4d28DfQXOG+acMGX9seAzK1Q59/fuaRx+SjUkUfSKfWUfXPoHuPllpd0JwFpvUETpe93EzEebEHUx2uCB+H3CFdkXw676abVSPHcDNptFBE0ACUsgZvaAl5WSpFMor88VsDX2DvwDhCTCLOewwPFXRT/b6XDY4YBzsjQyB5JXDNy3e8A2QUkPh91ByZ4GCnfW45jm0fDpYIApfJuJvhNjKxvYu80iDS8jZDduy0U1Ss+Cl7MXSasm/M48dM47YtOJNtpfKR0xuLe19mFwTgvr04PxyfScZ68XL+PFb75zAtIh0zeJpv7ByFY7bc+ewFLdL8weev3kblqDL0tTSpXm0g463zk5YqBiqTfQ+W4FAOpgndj3OAJFSSXhv9Q5fNDYO3rvXMQsWHK/yLy54a6/1mQWN3EqtaT0p41GSIwfWmfv3uDBA3AORzitFG1NRkxF7acNYD3FuRuwFb/j5t1574CXHBY7dqehtMZZkuzzFQGbbLYr/S0KrvWtRjj2yun3Xf4JdFb1rzvow+oK2NTBelS+4/edrCls5+Vf7WfzM0Vseb6Ytx8/gtFTZsJnEP5LYlD5uUzha057JyPbneK4zvR36FUZ3n6zcxyVXk3E3XliihfoO9pCx+tlwwZtXR9WKoNGwZemeYd9vMwoupRgJZPkqbKoSyDc5QfqkxVK2E3ZSOrJfdYllUTYzdlKRah3T4PioeyOw2yn/b/FwurNKco7Ebs+/0UxyiStS5JpPJjLxVSqJsKXBmdZMyIhAI329P2qKpWkTJION3gAzuEIp5Vi23OF1P14Bw2/3kvz34/Q9mIRne9W0LOjDuPxViw1Pdi7LR7R3Dt3XapdGS7fUMW704WtyV201g8b/Rk2EAHVgGnC9A1i+qSzWsh0LL5vSBA2cN/OAQWtP8y5ccjLroBtvOXQziYjO18vp/JY64Dn60o6+N8j+7jovjziJtlYfyah0qnxXxZLz6c1WGsNmCu6RtU96/qgEovzC+a3KHpa7L68zDwqHw2R9+TT8u/jWBt7MR5sQtIK5w5XUGau7qbvuPje+M2L9AbyXmYcSSXhNy+Knq01WKp7sLX1TUoPU7bLtP+vBFNxOyAE0cNvG17GaCKo9GrC78qj+f8dwdFjoevdCjRhPvjmhCvLdG4sHzDopU8NntC+1IE6fPPC6TveivFYq9DOHGOlRLbaMTuvA7q0YFq2Cj3PqHHYzkUlB1FX2klbXS9Wix3toMEktb8W/0Ux/cGkDPZuC/ZuCzBCRlAtoQ7SoQ7Wow7R09M1fn27czPD1lIiHApA2FBpfQa8PKAk6cywmdwCNttgjzeVql9It6UIqveMvO+OKih16rLMuWGIHots7dd/G+uEqKXPxq7Xy3npF3uVYE2rV7Ps6jSynKljY5eFt/50mIObKqddPXsqEabwTrHCUeyqjMdaMOwQX0xtnD+hV3neC9DLmYvKTyv8XCPFBa93TwNd759ClmVkuV8kF7VE0EUpM3egXry4oZRFQfG0nQiyQzT5u25KdEmBhN+ZizSGjNJ40ATribgzF0mrAhnaXyrGUm8AoPdgk5Ip1GeETHrQy1UWxeagdxwZSHNlt8jwAdYwX2wWURIdS/+aC9eyskOmtcYw7DIhV6QRcW8+IddkELg+Eb8FUejTgoWFlWaYhI5dxt5hxlLZTd+RFnr3jX+Y7tzMsA3w7rxnyMvKYIFaEnc0vT3YtDKSvwa51zbEAQEQEylbfg0Oq8igjeQN5j7oMKgUC2BtNro8bk87IepwyBTvamDPxpP09fQ3pWaviGXZVWn4B+uRZZnYjGC2/68Mu83BnrcqaDzZxYa7cvGZQCr6TEMdoMN/UTS9exowlXRgaehFNygzaW020vGaEMeVfDSE3+b5E5WXMx91gI7I+2fT/K9j2NtMGLbXIenU6OICsDh7UQJWxqEJ9TnNlrx4mR600f5o4wOw1hkwHm4mcEPSmEr1ss2Bpc6Apaobc1U3lqpupRVEG+tPxF15qPRTc3nXJQQSdlOWmMy2OGh79gShN2TRubEcAFWAlrAbsyY90KNPC0ET4YuttY/evQ0ErIwb03tjdrobIEGbW/JiLBOiLtzlP5oru4lNH5oplNSqEaWiZFnG0Sv8wu2dZmFC32VWHts7zdA2/vfn3AvYLEY48pJ4nLYOwodmWly2UNoovwG1fVWkD/ZewxCPUQACIiH3SmH4WrgRLv4t+A9SureZ4dBz4nHi0iGDDjB8dm846ss62f5K6YDoPiYtmNU3zhqQ2pUkibzV8UQlB7HpiQK6W/qoPN7GK4/s56IH8sf1IT1TCVwdL0QUZZFlC7sxS3nNYbbT9kIhskVkSMNuykIT5r0gf15RB+mJvG82Lf88hr3LTM8n1Yr4p+SrIcgr7+LlDMNvXhRddQZsbSYsNT3ok4aes+291gHBmaW2R8kiuaOJ9CXi3vwpH7TyzYsg+JJUut4/hb3LQusTx5XXwm7IQh04eecQSSXhvySGrvdPYWvpw3KqC31ayGnXcw0caOMCaHJOyWp91ISMQ/M0MMwH30AtfT3WYQcPTnvskoQ6QCccVEZov2g77gdPjm+7515JtOB1MDsnORcNzXBBv4eoa0LUhTpSXOitzcbhy4qu7dktwux1MEXvgLF19H27gkG1pJRv3Olu6+PDJwp484+HlGAtIFTPhffmce13FoxYh49MCuSGHy4mbZ5Isfe0m3jj9wc5tqV2WseOpwJNuC++ToNi49FmRbzRpfVjaxYl5sDzEvHNnnrxQi9nNppQHyLvn43KedFwyXgEnZfonRj2csbhNzdSUfc3Hm5GlmWszUZ69zfS/mopjX88QMMv99D2XCGGz2pFttgtWFMH6/CdE0HIFWlEfWXetNmsBayOx3/JwD7hwHWJHp2+9lsYDc6kylhcbxxGK9Y6cd3UZ4QoQwNRyYGoxpHxkyRJKYs2TyBgG9M+JpCBPPcybK5yaEAMZF0y5GV7r1UxodUMynCpnAEbNhlbWx/ayEERefIKiMyGlmJhCL/i66K/zYXL2cAvHHKvGvbwFEuqSF8kdf+6VrOdQx9WcfjjauxOZX+NVsX8C5OYf1HykKbH4dD7arj4i/kc/aSG3W+cxGGX2f6/UhrKO1l/eza606hMn8kErkmg71grOMCwo46QK9Ix7KoXzwH6WSEEnZ88w0fp5UxBE+FL5P2zafnXMRy9VtShegKWj10LyouX6UIdpEM/KxRzaQfGA030HW1RDNqHIImSpy45CH1KELrkIDQhM1NRkCSJkKvSsXWYMJd1oksJIuiCsbkojBW1vxa/2REYj7TQV9CK3WAZNSA1V3QpHUma5CDa3qkExjdw4CI6JYiq4210tfRh6rWeES1GZ+8VfDiai6D+kHi88E7hVDCIwROi7igBm3O5IQGbJImeuA++Cx2VUPEpZJwvXms6AdW7xeP5tw0ZdHChZPecwaIsy5Tua2L3myfp7TQry81aFMXyazMIHGd5T5Ik5p2fRHRqMB8+UUBvp5nyg8201hq4+IF8ws/S6ThdQiD6jBDM5Z307m9EnxFC13tOcdxgvRhd94qgenFDG+VH5Jfm0LuvEf+F0R6blvPixdP4zY/CXNqBbHUMsOKT9Gp0SYHok4PQpQShSwycst60iSCpVUTclYe5ogt9StCAJISn8F8Wi/FIC9hljAebCFw7cluDydW/ppboVklKpWwirUHuQV5zVTdJueGjLD09nDl/eU9w4g3xv6Tqt5QahHt/2mDRWnVEf3BkbezFN39QjxrA3Jtg88+EJtv+p/oDtv0ur1Gpf6J0EIOze51NRjY/U0jTqf6Ua2RSIKtumEVcRsjIv+cYiE0P5sYfLebjpwupKWyns8nIa789wJqbs8hZETupbc8UgWsSMJd3ikbX5wrFnZRaIuzWiWn9eDn30Ub6EXJZ2kwfhhcvo+KXH0HfsRZsLX3oEgJEcJYcjDba74y/ER2t+d4T6JKD0ET7YWsyYtjbSMDqhBHfE5fhuz45iLra/v7v8UyI9q/jPnjQ4w3YPE7pRxAGZF4CwQnDLuKaEJV0akW00IWkV6MO1WPvMA+1qHLhEwz51wkXhdIPoKtOSHcc+594PeN8CEsdft+DBg62vnlSCdZ8g3QsvzqN7GWxHvuC+gbquPyrczn4QSX73j2Fzerg0+eKaCjvZPVNmWMqs55J6GeFoI31F2VlZ9o75PK0YZt0vXjx4uVsQdKqiLgzb6YP44xEkiQClsTQ+U4F9nYT5vLOYfvkbF1mbC2in1mfEUJzhVOTM0hHQKh+yPKnwzdAR1CED92tpgkNHkwF51aNwCaa0Vk8VMrDhSJaO8KdiyvrNuykqAuXXIfsgEPPimDN4ozmB/mGDrdvEH0Irc7myJi0YG77+TJyVsR5/G5KpZJYfFkqVz40D99AkYUq2tXA648eoHOkoPQMxd0UHkQZwWUU7MWLFy9ezk38FkQL7TfAsHd45wOzmx2VPiOEpiohYBuVEjRhVxP3wYMzYXjv3ArYAEJTIO28YV+SZVnJnGmihx/xdYnZ2lr7kG0jGEnHzRf/AA4+218ODU6CWReMeGiugQPJRwO+GnqcArpxmSHoJmBRNR4Ss8O48UdLiM0QejJtdb288pv91BS1T+l+PY3vnEgC1ybgvyyWkGsmZmbsxYsXL17OHlS+GnznCgUEU1Eb9m7zkGVcAZukV+MI8aHbmW2LdittjhdXH5ux2zKgx3ymOPcCtoV3D5zcdMPRbUHuE9M3I2mgKX1tDqfI7Ui4ZDsMjdBc6Nz3naAaucyoGM7H+tHdasIVsIeOEDx6Gv8QPVd/cz7zLxSTPFaTna0vFp9VzgiSSiL4klRCr85AdZaVdL148eLFy8QIWOqspjigd/9AlwBZlpWBA31aMM1uhvET6V9z4T6scCaURc+tgE2tFROaI+DelzaSLZR75s02Wskw/1rQu6kfq7QjDjqAsLiwucqxzoEDFyHTFLABqNQqVlybwfJrhKBwd6uJutKOadu/Fy9evHjxMl60CQFo45zm8/sakO39iQZbSx+ObjHQp88IGaCdNhFJDxeRSYGKbXhz5QgeodPIuRWwpZ831H3AjQE9ZNEjZNii/JR3ZdQ+Np0/zLu5/+fcKyEgasTF7e0mZVxbG+NPh9u2pzNgc5G7Kg6V0++saNfwPQFevHjx4sXLmYAkSfg7s2z2Lgumkv52Hvf+NZ+MECUbFhzlOyn9NK1eTZgzSPRm2DxN3jWjvuzKsKn8NagChv8jShoVmgjhQDCsp6g7i+8DjS+oNLDsy6Pve9CEaKdTnd83UDsjgnw+/lrFFeHk4RbMRutp1vDixYsXL15mDr95kYrVXO++fucDlx2VKlCHOtJXybB5wprRVVJtqeqe8fahcytgi5036suKh2i0/6jN6mOaFAWImAUPbBX/EhaNvu8BAZsfnc5gcCayay5cemx2q4OyQT0BXrx48eLFy5mESq/Bz5loMJW0Y+swIdtlzBWdgMiuGTrM9PWIBMRkyqEuXNuwmOx0jtbXPg2cWwHbKEGY7JCVnrSRJkRduBwQ7B1mHOYRLEJcRGUPa/I+GFfApg7Vo9JrlB62mQzYErLDCAgT+jTesqgXL168eDnTcZVFkUWWzVpvQDYJv2B9esiAXrPo1MkHbO5ZuqnyFR0r51bANgr2joE9ZKPh/vqIArrjxN2SymSwYuoVdwAzGbCpVBLZy8WHv7mqh1Y3ZWgvXrx48eLlTEMXF4AuSUh19B5oHNDLpnfrX1OpJCISJm/FGBbvj9qpAdc0w4MHEw7YJEnSS5L0qCRJ9ZIk9UmStFeSpJFFyEbezseSJMmSJP2/iR7LWHDvRxvsITqYMU+KjhGHxY6tTfSsiYEDtwnRqJkL2ABylvcLzxZ7s2xevHjx4uUMx3+JuG45eqz0bK8DQBPhiyZEr2TBwhMC0HhA+kmtVhGZKAK/5qqzN8P2DPAt4EXgIcAOvC9J0qqxbkCSpGuB5ZM4hjEzmofoYDThvuCcoHTvPZsotmajYqUkJD36txk6grzIdBEU4Ut8lrD5KNnbiN06gliwFy9evHjxcgbgOydCCNADstlZDs0IweGQaa7udzjwFK4+tpaaHuwjCepPAxMK2CRJWgLcBPxAluXvyLL8b+A8oAr43Ri34QP8EXh0IscwXlylTXWwDtVpXAUklSTkPfBMSXSwJZWrf01SSQQ5J1JnktyV4m7F1Gvl1LHWGT4aL168ePHiZWRUOjX+CwfKaPlkhNDR0IvNGcBFJU/c4WAwruDPYZNpq5u51qGJZtiuR2TU/u16QpZlE/AfYLkkSYlj2MZ3nfv/wwSPYVy4gibNabJrLpRJUQ9k2FyWVGgkNOG+dDjLs0ERPqg1M99GmDYvUrHG8g4fePHixYuXMx1l+ABAEg4H7lppnpD0GG5bMzl4MNFoYT5QKsvy4CPf5/x/3mgrS5KUBHwf+J4sy30TPIYxI9sc2Fr6e8jGgssJwWGwYjdYJrV/xZIq0g9JLSkZtumypDodGp2azMXRANQUtmHoMM3wEXnx4sWLFy8jo43yQ58m3IZ0SUGo/LRKMKXRqwmNHdu1fiwER/qi9xNJDZep/EwwUcfxWGC4VIzrubjTrP9H4LAsyy+Pd8eSJEUBkYOeTgcwGAx0dw+Nfu3NfeAUvLMFSwOW6Wjs4/intZh9VfT29mfTrIH9EiFdp1rRJE982sRS70yhRujo7Oiiyxk8+oVqhj3emSBpXhAF2+qQZTi6tZLZG073J/RytuH6fLt/zr14Odfwfs4/P2gvj0c+5IM2P5Tu7m4anH6i4fG+GAyeDaxC431pLOuh4WSHR67bBsP4S6sTDdh8geGs601urw+LJEnrgeuApRPc95eB/xvuhX379tHY2Djk+dBWHWmIgOtQZQF9rXbltdYDvphaNGiDfdgXsk95XmtWMYcQAIp3HqOlYrhf9/RoLBJzjaKp/1R3HXUfVOCwi2Opb6+ie0v5hLbraWQZtIF+WHvUHN9WS4tUMpqsnZezmH379p1+IS9eznK8n/PPEUdBtkN7QwAg0Su3s2XLFo/uotehA/R0NfXxycdbUE00enJSXV097nUmuss+QD/M8z5urw9BkiQN8BfgeVmW909w338HXh30XDqwccmSJeTk5AxZwbS1AUtZMwBLL16FpO2vBL+24yhgxdqtYtGixQQGimBKlmV6ThSA2UF6aBL56xMmdLC2Uz0YD1YAkLk8nyCzncZtIkhbsmou0Wmea4ycLEW6Jg68XYO9T0Vu8kJi0j3XA+Bl5unt7WXfvn0sWbIEf3/PlQu8eDmT8H7OP5+0VBmo+6gYgAUrs0meE+bR7VdHdvDZyZOARH7aIqLTJ3ftLioqGvc6Ew3YGoD4YZ53dQHWj7DeHUAW8EVJklIGvRbofK5ZluURRzNlWW4Gmt2fc9lMBQQEEBQ0NMiwdNYCQqclODxEed7YbVEsLJAl7EY1QfH965tjArBUdSO1W4fd7ljocUudBqdFUu3mfxafFolfkG5C250K5q7x5dD7tThsMtVHusmcP7Eg1cuZjb+//4Q/z17OfSymPt7986PYrRaufPhH6P3OzqDH+zn/fHGquUt5nJwTTVCQZxUYUnP1fMZJAHpabMyaP7nPVkDA+NusJjp0cATIlCRp8BEvdXt9OJIALbATOOX2D0Qwdwq4cILHNCIuDbbBllRt9QNryB0NAxODLoFda1Mvsjwx01eXYK/KT4MqUKuI5up8NfgGTr/p+2j4BGhJneM0hD/UjLnvNLZcXrx4OefY/dpLnDp8gOqCYxz9+IOZPhwvXsaEa0LUN1BLYJjPaZYeP/4hevyDRYKleYYcDyYasL0GqIEHXE9IkqQH7gb2yrJc43wuSZKkbLf1XgauGeYfwPvOx3sneEzD4rDYsbeL1rrBDgdtg6yYOhsGJvZcy8smO/buiU2KumRBtDHCcN7d9H00A/qZIsepyWbzGsJ78fK5o7W6kkPvb1R+Ltjy0YRvVr14mU5cE6LRKUFTdm116bHNlLTHhEqisizvlSTpVeA3zqnNcuBOIAW4123R54C1gORcrxgoHrw955t7SpbltyZyPKMx2GXAncECeIMzbBq35W2NvWiCh2vbGxnZIfdLeji3daZJegwmMSeMgFA9hg4zRbsayF8zXOXbixcv5xqyLLP5P//AYe8fyupoqKe28DiJeXNm8Mi8eBkdU69VUV/wpMPBYKJSgjh1tJWedhPGbsu0tzRNRrX1DuDPwO2IQQItcLksy9s8cFweYzQP0cFm5x0jZNhgYo4HtrY+sPUbzlv6bBidmbqZNH0fjQGG8JXdM6rq7MWLl+mjcNun1BWfACBv7QbUGnE/f+yTD2fysLx4OS3uHp9TGbANENCdAV/RCQdssiybnLZUsbIs+8iyvESW5Q8HLbNOluXT5iZlWZZkWf7qRI9lNBQPUbWExs0GymF30O50IFCpxSEau6yYeq3KMuoAHaoA0Wc2EceDwZZUA0zfz9CADSB7eYzyuGi31/nAi5dznT5DD5+98BQAAaFhrL/ri8xauhKAsr076es5M/Qiz2RkWaa7tRmHw376hb14FPcSZXTyFGbY3OyuZqIsOvO+SFOM0kMW6Yuk7v91O5v6cNhErTQhJ1h5fnBGqX/wYPwZNsWSShIDD51u25hp0/fRCI70Iz4zBICSPY0zanZ7JmGz2tn0r+Ns/PNhulun3KDDi5dpY+fLz9HXLabs1t15P3o/P2afdxEAdpuNwm2fzuThnRXsfeN/PPGVe9j67JMzfSjTht3uoKaonUMfVs3oObHJOQQQFOmLT8DUDfPp/bRKsqVpBgYPzv2AzRkkaUbpX0tdED7s8+DmKdpkRHaMr/nWVY5Vh/mg0qn7AzZJWF2cyeSsFE4HJoOVyuNeQ3iA41vqOHm4hdriDl579ACNFV2nX8mLlzOchvISjm7eBEDynPlkLlsFQGLebEJiRHvEsU8+9A4fjILscHD4w3cBOPbJJszGc9dlwdJno+xAEx/95wRPfXsHbz9+hN1vnuSNPxzC0DExgfnJIMuyMiHqSf/QkYhKEVm25qruaf9OnNMBm8NoxeHsGdMOMn1vdQZmkgRxWcFIGvHGD54c1bgyYTYHtvbxeWy6yrGDBw4Cw3zQ6NTj2tZ0kzY/Ep2POEavITyYjVYObqpUfu7rsfLWY4cpO+CdpPVy9uJw2Nn85N9BllFrNJx395eUCTtJkpQsW3tdDfUl4xf6/LzQeLIMY1cnAHarlfL9e2b2gDxMT7uJ41trefsvR/jPt7fz0ZMnKNvfhMVN+qm308x7fz+KxTS9clCGDjN9zuv8tARszpKryWClp216fbfP6YDNvYw5RNLDGbCFRPuh0arQBoq+g9a6gXdG7oGebRx9bA6zHbvzj+kK2DrO8AlRd7Q6NbOchvDVBW0zcud0JnH4o2rMRnEiyl4Wg6SSsFsdfPTkCQ58UOnNPng5Kzn60fs0nxJioIuv+gJhcQOnwvPXnY9K7Ro+2DTtx3e2cPLgQDWqkl1n1OzduJFlmdbaHva/d4pXfr2f5364i20vl1JT2I7DLs51Wh81GQujuOCeXHJXi4pMa42Bj58qxDHOatRkcO8lc+8xmyrcg8Kmae5jm6Qb1pmNMnDAMJIezkxaeIJQG9YGObB0QHu9AYdDRqUSd5mDJ0V98ye2b9kh09XUr8F2NpCzMo4T2+uRZSjZ28DCi1Nm+pBmhN4uM0c/rQHEBNJ5d+aQuSSGTf8+jsVkZ+/GCrpa+lh3SxZqzTl9D+TlHKK3s4MdLz8PQHB0DEuuvn7IMn7BIWQsWkrp3p2U7tnJ+rsewMd//Art5zonDw70La06foS+nm58A88epwW73UFDWSenjrYq0hWD8Q/RkzongtS5EcRnhqJ22jxmLIzC0GaiurCdymOt7Hq9nFVfmDUtx+0KmiSVRETS1AdsEYkBqFQSDodMc2U3sxZFT/k+XZzTVxdXD5mkU6EO6ddQM/ValYxReLwzYAsUjfU2i4Pulv7mSZWPRlnXPQg7/b7dAzY/DJ1mbFaxj7MlYItKDiQsTgS6RTsbPrdZpAPvV2KziL/d8mvSkSSJxNwwrv3uQkVRu3hXA+/89ciAKWMvXs5ktj73JJY+cY7ccPeX0OqG15mcvUGURW0WM0U7tk7X4Z01dDU30VpdCYBKkwiAw26nZPfOGTyqsWO3Odj+v1Ke/s4ONv75CMe21A4I1sLjA1h0aQpf+MEi7vzNCtbekkVSXrgSrAGo1Couuj9fuV4c/aSGgs9qp+X4XRm28Hh/tNPQaqTRqpVET3PV9A4enNsBm2JJ5Y+k6lcXcR8siFACtv5R7MH6bK7snLum2+mwuYJFrQpNuK/icABnT8AmSRI5K0TTcVdLHw3lnTN7QDNAZ7ORwu3CGjcpN4yErFDltfC4AK7//iKiU8VddF1JJ6//7iBdLeOfKPbiZTqpLjhK8c7PAJi1ZAWp8xeNuGzy7HkERYoswvHNmz63N24j4Z5d0/iuAUlcL/a+OX3vVW2HkT9+VMJnpS3jKkc6HDIfP1XIsS21SsuHpJKIzwph1RdmcfuvlnPTT5aw9Mo0opJHdxDQ+Wq47Ctz8HWKyW77XxlVJ9om94uN4fhdQdNU6q8NxlV6ba7umdby7zkbsMmyjM3lMjBC/xq4lUQDHE4/hpGlPWytfchjlLhwZdg00X5IKums0WAbTNbSGEWnrmjn52/4YN87p5Qv5LKr04e87hek4+pvzid9gfBg7Wwy8tqjBz+Xwa2XswO7zcrm//wDAK3eh3V33j/q8pJKxezzhMVzS3UljSdLp/wYzybKDzj716QA4jJnERQ5GwBD+0l2vnp0Wo7hkfeK+Oun5dz51D7Of+wznttdicE8evO/LMt89mIxJw81A6LUd/7dudzz+1Vc/c0FzN2QSFDE+NQMgsJ9uezBOWi0KmSHzIdPFEyp+HpHYy9Ws0i2TMfAgQtXcGgz2+lomL6J4HM2YHP0WHE47xgGT4i6+tf0fhoCQkUZQKWBwDDxePAHTJEEccjYxqA1I8tyv/5b9MAJUY1ORYCzxFq2fzdPfeMBtjzzb/oMM2Mmezp8A3WkzokAoPxQ84CpoHOdlpoexU81Y1EUkSP0R2h0ai66L58FFyUDYnrorT8fpnR/47QdqxcvY+XAO2/SUS/KVcu/cAtBEZGnXSd/3flIKnG5OLbZ63zgwmw0Ult4HAC1Lp15FyRxwX1XK68ffP8TSvZO/XngUHWH8riipZefbjzB8l9/wi/eKaSqbWhAIcsyu944SaHzJjw8PoCrvjGfrKUx+PhPTscsOjWI8+/OBcBqsvPu347S2zU1Q2vuJuxRUyiYO5iZGjw4ZwO2gU3/gyypnJOg4fEBA1K8oXFiuZEybDA2xwNHj6U/WFQkPcR6Ic6MG8DuV/9LR0M9hz54m6ceeoDDH747wMfvTCHbWRa1WRyfKxmLPW+J6TmVSmLplWmjLiupJJZfk87627NFQ6pN5uP/FLL/vVNndQnJYrJx6lgr218pZe87FdjtXhHls5mu5kb2vPE/AMITklhwyZVjWi8gLJy0BUsAMQHp6n37vFN59CCy09nAPyyL1DkRJM/JIyBMBMF2SwmfPl9EfVnnlB1DS4+Zpm4REK3MCCcxTGTFesw2ntp5inV/2Mq9z+xne1mLci46uKmKIx9XA0IT9Iqvz510oOZO+oIoll8jKhKGdjPv//0YVotnr20mg1UJhjU6FWGx01e5Co31R6MX/XJVBW0e/91G4pydEh3oIdqfYXM4ZNqdAZlr4MBFaIwv1cc76G41YemzofMVb4820k+US+Wx9bEN2LfzQ9QxaEK0p72VlqpTynImQw+fPvVPjn70PuvuvJ+UOfPH8+tOKUm5YfgH6+jtslC0q4G81ZMzhG8o7+TUsVYCQvXEpocQnhCgTOWeKdSVdFB9oh2AnFVxhESN7WSQuzKOwHAfNv2rAEufjX3vnKKruY/1t2UPaNI9U5EdMi01PVQXtlNT2E5jRZcyxi8W4LTBq5czl0+f+Tc2i7i4n3/flxW/0LEwZ8NFnDywB6vZRPHObcw5/+KpOsyzhuOfbnc+0jLvghWonG46OavXsn/ja8j2euzmLj7453Gu+97CMZ9HxsOJ+n4B7y+tTWdFegRbipt5etcpdpa3IcvwSXEznxQ3kxEVwM1hoZj2CDF0/xA9Vz40D//g4QdOJsP8C5PobDZStLOB5qoePnm6kIvuzx/QTz4RZFmmZG8jO18rx2QQQ14J2WHKez8dqFQSUUmB1Jd1UnG4hWdLdpK1LIb8NfGEDlKk8CTncMDm9An106AK7L9z6G7pU6Y1w+MHvrEhsf31+rY6A7EZIYBzcCDCF1tL35gmRa0NAyU9rBY7hnZxknQFbJVHDinLLL/+Fgq3f0pXUyNttdW8/shPSFu4hHW330to7OSCI0+gUqvIXh7LwU1VNJ3qpr2+V5kGGg9tdQb2vHWSyuMDG1F1Pmpi0oOJTQ8hblYwUclBMyosLMsyu53ZNY1WxeJLU8a1fmJ2GNd9dyHv/e0o3a0mSvY20tNu4pIvzp5S25SJ0ttppqaoXQRpRe3KSXA4Dm6qImV2hDJo4eXsofzAXiqcDfJ5azeQkDNGjSInKfMWEBAegaGtlWOfbPrcB2wOu53awsMAqPUpzF6brLyWvWIN+ze+BoDdWoKpdzHv/e0Y1313oUczWQAn6vtLcnlxwahVEufnRnN+bjSlTT08s6uSNw7VYrI60Nb20VdqQ0LCoZNYclf2uPvUxookSay9JYvuVhN1JR2cPNzC7rdOsuLajAlvs6Oxl89eKqGupFN5LikvnHW3ZnngiMfH4stS+PjpQoxdFsxGG8c+reXYp7XEZ4WQvyaB1HkRqD0cRJ67AZv7hKhb2dN9AtQ1cOAi1C2l6h6wgSiLioBtLBk2Z7AYoEUdoKOjtr/O7hLNPXXkAAA+gUEsu+5Gllz9BQ69v5E9b/wPq6mPioP7qDxyiPmXXMGya2+cce2j7BUiYANhCL/yurF/6bpb+9j3zilK9jXCMNVBi8lO9Yl2JaOlUktEJQcRmxFMXEYIMenBHj/Jjcapo600nRInwTkbEvEPGf/dZ1isP9d/bxHv/+MYjRXd1Jd18trvDnD5V+bO+NCJ3eqgprCd6sI2aoraaasb/iYkJNqPpNwwEnPD8PHX8uYfD+Gwy2x+ppAbf7T4jHfr8NKP1WRiyzP/AsDHP4A1t90z7m2oVGpmr7+A3a+9RFNFOU0V5USnTfzie7ZTtu8IdpvoaY7Pnj/gZiwyOZXQuAQ66mvR+1ZilxfT2WRk07+Oc8XX53lUr7HQGbDFBvsQ5q8b8FpmdCC/vmY237som5feKsa6rQUJMCPzP52JPz27h/Nzorl7RQrL08NHnQKdCGq1iosfyOeN3x+ko9HI4Y+qCYnyI3dV3Li2Y7PaObSpioMfVike4H5BOlbfmEn6gkiPH/dYSMgO445fr6DyaCsF2+qoLRZ9hHUlndSVdOIXpCN3VRy5q+IU+afJck4GbLLDbUI0ZoQJUUlcVN0JCNWh1auxmu1DHA800f5Q0Ia93YTDbEelH/lipQwcuBwOBkl62G02qo4dASBlznxUKjUqlZolV11P3toN7Hj5OQq2bsZht3Hw3Tcp3PYpK2+4jdkbLkSlmpmLZEiUH3GzQqgv66RkTwPLrk477d2DsdvCgQ8qObGtTimrSSohFbL4shRsVgcN5Z3Ul3fRUN5JV7M4+TnsMo0VXTRWdHH4I9FnERbnT2xGCHEZwcRmhHjsCzAYh0NWetf0fhoWXJg04W35Buq46pvz+fTZIsoONNPV3CeCtq/OJSY12FOHPCYsJhtF25to2e/L/z4+jN02NHLW+WpIzA4l0RmkBYUPvPNeckUqe96qoLPJyO63TrL6hszpOnwvk2TPGy/T3SKmAVfdfCd+QRP7/OWvv4Ddr78MsszxTz/8XAdsBz/Yqjxefu2GAa9JkkT2itXsfu0lettryFiuorbYQV1pJ1tfKOa8O3M8FmS4SqJ5cSNnvQ01BtjVhgqQ1BIlaXqaWkwgw8eFTXxc2MSchGBeuG8pQT6evTn28ddy2Vfm8tqjBzAZrHz23xICI3xIzA4b0/q1JR189t+SAV7cs9fEs/TqdPS+MxvCqNUq0hdEkb4gis4mIwXb6ije3YDZaBPXv/crOfhBJcmzI8hfG09STtikSsLnZMBm7zAhO8ueQyZEnQFbcIQvOp+Bv76kkgiP96exonuIp6h74GdrNqJLHH5iULY7sDa7gsWBE6IgArb60iKlaTdtkP6Rf0goF33pIeZdeBlbnv03dcWF9HV3sfnJv3H0o/dYd+cDJOXPGdsb4WFyVsZSX9ZJX4+VquNtpM0bfrrM0mfj8OZqjmyuwWbub8ZMXxDF0itTB9T4Q6L8yFkh7rZ6u8w0nuyivryThvIuWmt6cPXrt9f30l7fy4ltdYAYQb/4gXyCIz2brSrZ06gE2AsuSkbvN7mTl0ar5oJ78giO8uPA+5WYe218+mwRN//f0mm9K9z6Yolz4lWDK80pSWKiKzEnjKS8cKKSA0ftA5l/YTKVx1pprOjm2Ke1pM6NHKBL5+XMpK22mgPvvglATEYmszdcOOFtBUVEkTpvIacOH6Box1bW3nYvWp+puXk6k7Fa7DSdPAKAPiCRhOyhrStZy9ew+7WXAIiMa8BqnkXTqW6K9zQSHOXHonG2WgxHj8lKZZs4X+XGDR+EN1d1897fj2G3OVCpJC750my+PDuC4sZunt1VyRuH6jDbHByr7eLjE01ctzBh0sc1mOBIXy59cA4bHzuM3eZg078KuO47C0dtrenrsbDz9XJK9vRP2YYnBLDu1qxpv+EdCyHRfqz6wiyWXZVG2YFmCrbV0VzZjSxD5bFWKo+1EhThQ96aeEXfdLyc+V3QE2CAh+gIGbaIhOFLjOEJIhBrqzcguwniuQd+o02K2lr7wOW15ty3K2DzD9ah89Fw6rAohyJJJM9dMOx2otMyuPFnj3L5N75HoHPsvqW6kld/+UM2/uEROpumXzIifX4U2lEM4W1WO0c/qeH5n+zmwHuVSrCWkB3K9d9fxMUP5I/akOkfrCd9QRSrb8jkhh8u5r7H1nDl1+ex6NIU4rNC0Lg17bfWGHjzj4cHBMOTxWa1s+/dCuex6Jiz3jMnLsk5ZbroshRAZFwbT3aNvpIHMXZbFK0lld5BxpIILro/n3v+sJrrvruIJVekEZMWfNqmXZVKYsOduWh0YrlPny36XMm8nI3Isswn//kHDrsdSVJx/r1fnnSW3uV8YOnro2T39tMsfW5yaNMRHDZRAktfuHTYZcITEolMTgWgdO92Ln1wDoHhIrjd+3aFRybuCwf0rw3NsLXX9/LOX44KrTIJNtydQ8psIdOUHRPEb66dw54fbMDP2d5woKpjyDY8RWx6MBvuzAHETf17fz+K0Wna7o4syxTurOfFn+1RgjWNTsWK6zK44QeLzshgzR2NTk3Oili+8P1F3PDDxeSujFXOmd2tJna/cZJnv7+LXW+Wj3vb52jA5tb07zaVY+mz0d0qLDcG96+5iHAOIlhN9gH2HJpwX9BIzu2PHCQMtKQamGELcQZwroAtNj1z1NKEJElkLV/N3Y/9k5U33IZGL3qpyvfv5plvfYlt/31mWsfrtXq14ptWVdCmaOs4HDJFuxp48f/2sOPVMqVpPSo5kCsfmsdV35g/IVFDnY+GxNwwll6ZxtXfXMB9j63huu8tJH+tuJvt7TTz5p8O0TEGqZWxUPBZnTIcsvjyVI/3aM1em6BMwxbuqPfotkejeE+DUpIOn2di+fUpZCyMmlBfYEi0n9I03NNuYserZR49Vi+epXjHVmqcOmFzL7zUIyXMtPmL8Q8V5azPoyG8LMsc+6Q/UF102boRl81asQYQWU5jZz2Xf2UuOudN7yfPFNEwyRs394GD/PiB15Lu1j7efvywYpe39uYsMhfHDNlGqL+O+UkhAOyvbJ/U8ZyOWYujWXplqvP4THzwz2PYrP1VmPaGXt7602G2PF+MuVfcDKbMieDm/1vK/AuSpnUS1BNEJgWy/vYc7np0FatvnEWoMwaw2xxUHRu/C8TZ9duPEZeshjpIh8qtpDXA4SB+hAyb2/PuAwqSWhLyHozuKapIekhiUEGWZTdJD3+6W1torRHN+ynzFo7p99Hq9Cy77ibu+fO/yF29HgC7zcb+ja/x1De/RNXxI2PajifIWSlSubJDpnh3AxVHWnj5l/v49LmiAZOwF92fz/XfX0Riztj6FMaCWqMiJjWYNTdlsvhy8aU3dll484+HJq2mbemzcfAD8XcJifabUMpadjgwGQx0NjbQeLKMyqOHKN61jSMfvc/eN19h38bn8fXbi8PeSvnBZszTkJ2SZVlxqAiO8kEXOnm9oPy18STmiFJo0a4GTh1rnfQ2z0XMxl6Kdu6jvWFmHEJMvQa2Pv8fQJi4r7rpdo9sV63RkL/ufAAaykpocfpofl6oL+2kp7UIAJ/ACCKSkkdcNmv5auVx8a7thMX5c/EDs5FUEnabg/f/cYyultOLsY+EK2AL8dMSF9xfmu7tMrPx8SP0dokM1rKr08hfM7LiwKJkcZ4ubzbQ3js06+VJFl6SQtYyETg2VnTzybNFWC129mw8yf9+tU/RrPMP0XPJF2dz6YOzh/TTegKHw86Ol59n63NPTrn+qd5Xw5z1idz8f0u5+lvzyVgUhTSBfMA52cNmc02Ixgzfvwb9gVlLdSU7X3kRU4goO4a5BWxtdYYBfVraGH+sDb2jarEpllQRvkhaNb1dZqwm8WEIjfaj8shBZdnB/WunIzAsgku++jDzLrqcLc/+m4ayEno72nntkZ+w7NobWX7dzajUUzuUEJ0SRGisPx0NvezdWIG7Jqx/sI7Fl6eSsyJ2Su+EJEliyeWpqFQSe9+uoK/HyluPHeaqb8wjImH43sLTcXhztXInuvTKtGGPX5Zlindto67oBCZDD6ZeAyaDAXOvQfxs7IUxieTuBflayvY3jXoS9QT1ZZ1KhjdjSQRN9pZJb1OSJM67I4eXfrEPS5+NLS8UE/PTJfgG6E6/8ucA8TnZzkf/+ic2s7ig+gTGkjx7CfMvXk9cZvq09C/u/N/zGLs6AVh3x33o/TynD5W//kL2vvkKAMc/+ZDz7v6ix7Z9pnPo4xJkm8iQZy5bNurfMiQ6hpiMTBrLSynZtY2VN95GYm4Ya2/OZOuLJZgMVt7721Gu/c7E5D7cBw5cx2HqtfL240fodgaC8y9MYuHFKaNuZ3FK/431waoOLsiNHvexjBVJklh/azY9bSbqyzopP9BMTWF7v5epBLPXJbD0yjRFC3UqKNq+lb1vChHpqJQ0ctecN2X7ciFJEvGZocRnhhI+28avXh7f+udchk22O7A6P6iDPURdk59avZogZy/BR/98nJP7d9O0ewuyLKP31Sh9BoMHDzTO7Tl6LNh7h9eqcmmwjTRw4JLz8A0KnnB5InZWFjf/4vdc8MDX0Oj0IMvsef1lXv3lj+hpn9psh7shvCs20ftpWH5tOrf9cjl5q+OnLW296NIUll8r1LRNBhG0tVSP3+LL2G3hyOYaQKSwXb6g7jjsdj7+9195/y+/5+jH71OyeztVxw7TVFFGZ1MDpl7DaYM1jU4vzkZYsfS8weFNu8d9rOPFVXpVaSTSFoZ7bLsBoT6suXEWAH3dFj77b8lZ7ejgKTobG3j91//H+3/5nRKsAZh6GijZtZGXf/oN/nrnnbz26z9Ttu8IssOzzhEOh53WmiqOfvw+Rz56H4DEvDlkr1zr0f2ERMeQ7BT3Ltz+KVbL1FgPnWn0tJs4degArsGdrGUrTrtOtrMs2tnUQFOF6FvKWx3P/AvEBHpHo5FN/y7APkafahdmm53yZnGNynMOHFhMNt79f0dprxfXodzVcYrjwGjMTwpB7WzXmOqyKIBaq+KSL84mOEpkzlzBWmRSINd/fxGrb8yc0mDNYbez543+aGkmejF9J6DJec5l2AY0/Y/gIRoe7y8M2RvqaDwpenBshh6aK8oInr+I8PgAetpMtA62qHLL2NmaelGnhQx43WGyYe80O/c9cOAAIDBcS9VxYQacOneB4s03ESSVijkbLiIuM5t3//wobbXV1BYV8Px3v87FX/kmafMXT3jbpyNneSwnttXR22lmzoZEFlyYNOlpyvFgs1hQa7VIksSCC5NRq1XseLUMc6+NjX8+zBVfmzcuYdcDH/QPSCy/Zmj2w2oy8e7jj1JxaD8gDLMDwsLQ+wfgExCIj38APgHujwPxCQhA7x+Ab0CgWM4/AI1Ox4nPPmHT3/8MWGk++SIFW5PIX7fEU2/NAEy9Vk4eEhm1tHmRHteyy1waQ8WRViqOtHDyUAtl+5vIXDK0R+bzgM1q5cDbr7PnzVewW50lJcmH0Pjz0OjMtFUfw2ETfwuruZ2qo5upOroZlSaAqNS55K1dTf66JWi0Y89SOux22utqaDp1UtFFa66qwGbuD55Uag0b7nlwSjJ6s8+7iKpjhzH39lK2d5fSrnEuU/BZLXaLGEzS+vgRn5172nUyl68SpWlZpmT3dmLSxY3O8mvS6Wrto+JwC3VO6Yr1t2eP+W9V2mjA5hyMy4sLwm518ME/jysakhmLolh7c9aYtuev15AXF8Sx2q5pCdgAfAK0XP6Vubzyh4PYTHZWXp3O7HXTc8NfuH0LnY39rQqVRw9jMhjwCZhZvdPTcc4FbCNNiMoOmbZ6Z8DmLJsV7fhswLrle3cxa/4iIhICqDzWSldLH1azHa1Tc22Ap2iTEf2ggG3Avp0ab67+NbVGRXdLBVaTyP6ljLMcOhIRicnc+us/seWZf3P804/o6+nmzd/+nEVXXMuqm+4Yl/XMWPEJ0HLz/y1FpZImbTNyOhwOO221NTSWl9JQXkJjeSmtNVX4BARy3t1fJHvFGuZuSESlltj2cilmo423Hz/MFV+fR0za6aeJulv7FKmQhOzQIT13xu4u3nr0FzSUlwAQmZLGtd//GQGhE+vNy1u7AbPRzpZn/gpY+fjfvyU46uck5s6e0PZGo2Rvo3LXPl6hSneMXZ2U7NmBxWgkOjWd6IxMfAMCkSSJdbdm0XBSSL1se7mUuFmhBIR63ubmTKa64Cib//MPxVAdQK3LJ3H25Vzx9WXofDTYbQ5K9hRT8Ol2GsoPYzOLZR02A41lO2ks28mnT+kJjcsla/lK5l+8Gt8AN0s9u5222ur+4OxUOS2VpxSbqeHQ6PSsv+sBwhMSp+T3zli8FN+gYPq6uzi2edM5H7DZLHYKttfgsFYCkL5w8ZjOr4FhESRk51FbVEDJru2sueUuJJUKSSVx/t25vNV+iOaqHop2NaD30xCbEYIkielySZKQVP2PVSqcz0kcKWoi2iYhA0kqLR/954Qi3pqUF875d+WOy/JvUXIYx2q7KKjros9ix3cahLGbsfM7dTd2P1iS7j8twZrdZlOya2qtFrvVisNuo3z/bvLXXzDl+58M517A5poYlEDjNiHa025Seski4v1Fn8nOrQPWrTiwB7vty/2DB7IYi3Zla9QheiSdGtliH1baY7AlFfRn2IKjfKk8KvrXJEnlUa9Qrd6HC7/4dRLz5vDxE3/DaurjwDtvUFd8gsu+/l2Cozzfj+BJpW4XsizT09ZK48lSGspKaDxZStPJcqxm05Bl+7q7eO/x31F9/Ajr73qA2esSUKkltr5YgsVk5+3Hj3D5V+cSNytk1H3ufadCmaBcdvXA0kFnUyNv/OandDSIsmLynPlc8c0foPebnPbbgksupGhXA42lr+GwW3jjNz/jmu/9n0f19WRZVsqhQRE+JGSG0mMYe7nYYbdz6shBCrZ8TMWhfUOackNj44hJzyQmI5M566LY83YfZiNseb6Iy782d0aUx6eb3s4OPnv+PxTt2Ko8J6nC0fqfT+q8OVz8QL4yaazWqMhdlUvuqlxkWabmRC2HP9pKTeEBzD2nAAeyw0x77WF2v3qY3a/+g8CIWUQkxdLXXU9r1Sls1pGbwdVaLZHJqUSnZhCdJv6FJyRNyQ2bsk+Nlry1G5RzTVtdDeHxUxMcngmU7m+ir6sSEH+HtIVjz4xnrVhDbVEBPW0t1JcWK5k5rU7NpV+ew2uPHsDQbubI5hqlPWMs3IFo39n19wLludiMYC7+Yv64z9FLUkN5aucprHaZIzWdLE/3XAvFSGwpbsYGIMG20hYWpXhuSG0kXDaQAGtuvZs9b/yPvu4uSvbs8AZs041rIEAT5oPK7Q5hgCVVfABNFeXKhTgiKYXW6kpMPd1UFxwlIiFHWbatzqAEbJIkoY3xw1LdM6y0hyuIk3Qq1KHii9TZ2G/67ho4iJmViW+g570Yc1atIyZ9Fu/8+VFaKitoKCvh+e9/nYu+9BCzlpy+12IsmHoNlO/bTenenfR2dKD398fHX5T/XI99/APQBzj/9/MX5ULnMu4XELOxl8aTZc7sWSmN5SX0do6sA6T18SUmLYPI5FQKd2zF1NPN8U8/oq6kiMu/8T3yVqegUkt8+nwxVrOdd/56hMu+MndEcdfWWgOl+4QWUvqCyAHSI00V5bzx258pTds5q9dz0Ze+jlrjmbLismsv4b2/GrD2bsJmMfPmoz/nmu/9lKT8uR7ZflNlt9LHkrMybsyZ0La6Gk5s3Uzhtk9H/Vt0NNTT0VCvBCuSpAZVBCcPxPDRE+UsvnwZoTFxkyr7n6k4HHaObf6QHS89i9no/M5LWtQ+y1Hr55OxIIYL7s0b8YIpSRJJ+Ykk5d8O3E5rbSsH399G5ZG9GNpKAStgp6e1mJ7W4iHra7Q6IlNSRWDmDNDC4hOnNDgbidnnXcSBd94A4PinH7Hu9nun/RimA1mWObalFodVuKCo1GpS545tyh8gc+kKPn36n8gOB8W7tg0opfoH67n8K3N5+/Ejw+qSjYeIxAAu+8pctBPIji1M7g+WDlS2T0vAtqO8v+d676mpL8XabTb2viEGDQLCI5hz/iW019Vw9OMPqD5+hL6e7im5NnuKcy5gs7l5iLrjPiEaFh/ArldeFT9IEuvv+wqv/fz7yHY7RTu2cvGXF6DRqrBZHUP72KL9RcDWaESW5QGZBMWSKtpfGdvubhPZIZ8AE221wmYpbZ5nyqHDERobzy2//AOfvfAURz58F3NvL2//8dfMv/gK1tx2Dxrt+AMOi6mPkwf2UrxrG5VHDuGwT1yOQqPX4+MM3LqaRxaOlFQqIpJSiM0QWZzYjCzC4hMU0c9FV1zL+3/9A7VFBbTX1fDfH36LdXfex5zzL0GlVvHJM4XYLA7e/X9HuezBOSTmDr1z27vxJMj9wrYuKo8c5O0//UbJ7C256npW3XynR7NGKbMjCAifgwEJa+8HImj77c+5+rs/JXnOvElv35Vdc1mBjYalz0jJ7h0UbPmY+tKiAa9p9T5krVhN3rrzCU9Ioqm8lIaTpUqQ3dctptRk2Q72Juz2Jgo+OUrBJ8+g9/MnOn0WsRlZxGRkkpib79FJxZmgqaKczU/+Tel9BdD5ZyJp1iCpgshaFsN5t2ePq7QTkRDBRQ9cC1xLb1cvhz7YQdne3XQ2FiI7LEjqKFSaKCKT01l61VLS5mdN+TR4T7sJ2SGf1hg8LC6exNzZ1BQe58Rnn7DqpjsmdI7xFLIs09nUN7Zh7XHgcl6xW0X/Wnx23rj6nfyCQ0jKn0vVscOU7tnB+jvvH/A3DI8P4PZHlotjd8jIsozswPm/jCyLth6HLIMDbHYHDz5/EKvdwfrMKG5ekohGqyYhO3TC1Y/IQD2pEf6cau1l/xQK6LowWe0D+uWO1HRittnRa6bus33is0+U687Sq29Ao9WStXw1Rz/+AIfdTtm+3cxxCkOfiZxTAZvDasfmFLsd4nDgzLAFhvug1UuU7NoGQGLubEJi4/GPT8ZQXUH5vt3Y7zMTFudPc1XPiJOissmGo9uCOlj068iyPMRDtKulT3FLsBj6VY1TPdS/NhIanY4N93yJpLw5fPjPxzEbezm86R3qSgq5/BvfIzTm9P1MVouZU4cPULJzGxWHDwzplXFNuVqMRszGXky9BswGw6hlGwCb2YzBPLTvJigyekBwFpWahlY/suVNYHgEX/jpI+x5/X/sef1lbFYLm5/8O1XHj3DhA1/ngnvy+PjpQuxWB+/9/RiXfGk2yfn9d4z15Z1UHhfChTkrYhUHhhOffcJH//qLKAFKEufd9QDzL77itO/XeFFrVGQvj+XwR1ZAwtb3ATarhbd+9wuu+u5PJlUyt5hslB0QzgYps8PxDx7aUybLMnVFJyjY+jEle3YMaFQHcUHKX3c+mctXofPpv2inzFuo6AfKskx3S5MzO1pK1fETtFZXAKJ8ajb2Un38CNVOnUCVWk1CTh5pC5aQtmAxobFTK2niScxGIztfeZ4jm95DlkVfYEBYJJJ2LVaLmPbLWxPP2psyJ9XX6R/sz+qbLmL1TRdhMdk4/FGVsHizOOhsgY/+00jOCoklV6ThH+LZXkGH3UHl8TZObKujurAdJMhaEsOSK1JHDdxmb7iImsLjmHq6Kd+/W5mKnG4cDpmPnijg5OEWdCF+WJbbwEPJkmNbapAdreAQDf0juRuMRtaK1VQdO4yxq5OawuMkz5434HWNVj2iA89gypt7KFbZQAX3z48kfX7UuI9nOBanhHKqtZdDVR3YHbIyOToVHKruwGTtn4w12xwU1HUNyPR5ErvNqsh4BIZHKuXP+Jw8/ENC6e3soGT3dm/ANl3Y20yuaeshE6KuTFl4fAA1BceVco9r3D0gJR1DdQVWs4mTB/cSnhAlArY6w4BMmnsgaG0yKgGbvcuC7OyR08QMnRDtaBCZC7/gEKJS+rM5U8mspSuISk3j3cd/R2N5Kc2nTvLC9x/igvu/OuyYv91mpfLoYUp2b6d8/x5lQMKF3t+fWUtWkr1iDYl5s4e9y7dZLCKAMxhEENc7zP+GXqxmE2HxCSL7kj4Lv+CQcf9+KpWaFV+4haS8Obz3199jaG+jbO8umirKuezr3+Gi+/L46MkTQqDyn8e4+P58UudGIssye94UpQ21VsXiy1KRZZl9b73Kjpefcz6v5dKvfZvMpSvHfVxjJXdlHIc/qkatyyJlTiTle59Tgrarv/3jMQsrD6Zsf5My9Tp42MBmNHD4vbco37N9wJQUQEBoGLlrN5C39nzC4k4fTEmSRHBUDMFRMcpFeutLRRz/5CgOeyMR8QasffW01dWALOOw26kuOEZ1wTG2PvckoXEJpC1YTPqCxcRl5c5ISe90yLJM6Z4dbHn2CXo7RDZApVaTt/ZyasrSMTnv5+ZdkMSKaz2rr6bz0bD0ynTy1yaw791TFO2oR5ahcGcDpfubmHd+EvMvTBriiTxeejvNFO6sp3BHPYYOt8BdFoMrZQebmL0mgYWXJg+rtTdryQp8AgIxGXo4/smmGQvY9rx5kpOHxSSupVPNx/8u5ZpvLsRnAvIJ7vS0m6g40orDOR0KkD6O/jUXsxavYPMTf8dht1Gya9uQgG08nBhgSeU5q6ZFKWG8cqAWg9lGUUP3EPcET7KzfKgE1b5THVMWsJ347BO6W8SN7NJrblAywSqVmllLV3Lkw3epKTiGsbtrVAeimeTMO0NOAmtbHy5puQGBldmuqElHJARQtONtQCh2Zy5dicXhwD82Eb2fv1An37GVtMX3AEIfxtBhJjDMx7ndgZ6iPpmhymMXgwcOZNlG08kTAKTOWzStfT3BUTHc9PNH2fHy8xx45w0sfX2895ffU33iGOvvvB+1RkvNieMU79pG+b5dQk/MDa2PLxmLl5G9Yg3Jc+adtodLo9Oh0enwD5k+U/CE3Hzu+N1f2fSPP1NxcB/dLc28/H/fY+UNt3Hh/Wv56MlCHDaZTf8q4ML781CrVYolzJz1CfgFa/jkqX9y9KP3ABGYXv3dn5KQnTelxx0S7UfcrBDqyzpprYvm0q99lw/+3++xW6289YdfcdW3f0zqBII2Vzk0IFRPUl64UtI+tuVjak8co9KtXqRSa0hftIT89ReQMmfBpEttK6/LpK64i86mKLo7JW74wWICQlXUlxZRcWg/FYf2KSfNjvpaDtbXcvDdN9H7+ZMydwFpC5eQOm/hGdFHYrWYefex3ypyLiAyjwsuvZNtr7Qq1jmLL09l8WUpUzZo4R+sZ/2t2cxdn8juN8upPN6GzeLgwPuVnNhRz5LLU8ldOT6xatkhU1vSQcG2Ok4dbR3om+yjJntpjPCgPdyCwyZz9NMainbVM//CZOZuSFQm50F853PXnMeh9zdSXXCMzsYGQmImZm49Gg67HavZhNVkwmo2YXH+bzOZqDjaQMHWSmSsSCpQqTNor4O3HjvMlQ/Nwy9o4qLOBdvqkB0ydmf/WnhC0oR+P5+AAFLmLaDi4D7K9u1mw70PTrgntqBOnL80KonMGM9JUSxxa/rfX9k+pQHbjnJR4ciLC6LbZKWmvY99p9p4cN3pdePGi91mZY+zdy0wIpL89ecPeD1r+SqOfPgusuygbO9O5l5wqcePwROcUwGbra0P8Ae1JLw/nbTX9yqZt5AoHfve2AmI0qRPQACW7m4ktZrUhUso3r6FyqOHmHvR3cr6bXUGJWBTB+hQ+Wtx9FoHDB4MF7C5JD002kbMzpJi6vyJZU0mg1qjZe1t95CYO5sP/v6YaNb/5ENqThzDbDQqfUguNDo9aQsWk71iDSnzF6LVnfkyDb6BQVz9nZ9weNM7bHvhKew2Gztefo6k2cdYf9tdbHmxBodN5sMnTignb52vhjnrY3jnT7+hfP8eQKTKr/vhzwlPSJqW485dFUd9mZDF0Ojzufyh7/Hu449it1rZ+PtfcuW3fzQuTb2Wmh6aq3qQZRuRid28/5ffcfLgviEl7YikFGavv4DsVes8ejep1anZcGcOb/z+IA6bzOZnCrn+e4tInbeQ1HkLOe/uL9JWW83Jg/uoOLSfhtJiZNmB2dhLye7tlOzejiSpiMvKVkqn4QlJ0z51KssyH/7jcSVY8w0MYs1t9xAav5D3/nZMmThfcW0G8y+cns9KWJw/l31lLnUlHex8vZyW6h5FtPjoJzUsvyad1LkRo75XJoOVot0NnNheR1fzwAx6RGIA+WvimbU4WsnaNZ7qYvcbJ6kv68RisrP37QqOb60VjiYrY1E7g8Q5Gy7i0PsbATj+6YesvuWucf9+ZqORU4f3U75/Dx2N9VjNZiUgs5pN2G1j751V64+g8b2NtjqD4oIyXGvA6bBZ7BRur0d29CLbxWTheKZDB5O9Yg0VB/dhMvRQdfzIhPUyXRm2WdGBHu35Sg73IyJAT6vBzIHKDu5emeqxbbvTZbRyvLYTgFUZEbQYzNS013FgikqxBVs209Mqsq/LrrlxSKAcn5VLQFg4hvY2Snbv8AZs04Gt1QT4C1sot8ZL94EDY2cplj5xospZtW7A+hlLV1G8fYsQpKw9Cvgr66fMjlCW00b7Ya7oGuAp6grYVIE61E6BUteEqFolxrQllYrk2Z6T8xgvaQsWc8ejf+G9v/yeuuITA0piKrWG1PkLyVqxhvSFSwb0LZ0tSJLEgkuuJD4rl/f+8js6GuqpPn6E1uqfsfCy+zi0WcJuddDrFDeevTaMd/70c6XRPiIphWt/8DMCwyJG2YtnSZ8fybaXNVj6bBTtrOeKr6/g8m9+n3cf+y12m423//AIVz78I9IWnP7E7nDY2fPmVqy9O7Fbyyj6bGCQpvfzxyc+mfU33kJa/tRJb8SkBbPgomQObqqitcbAgfcrlaEOSZKISEwmIjGZpVd/AWN3F5VHD1FxcB+VRw9hNvYiyw7qigupKy5k+3+fISgympxV61h+/U0em9I9HfveelXpc43PzuOqb/+I1hob7/7lKDZn383amzPJX5swLcfjTnxWKF/4/iLKDjax560KetpMdDYZ+eCfx4mbFcKKazMGCEfLskzTqW4KttVRfqB5gKK+Wqti1qIo8tckEJUSOOQzEZMazNXfmk/1iXZ2v3mStjoDRmeQeGRzNcuuSid9QSThCUnEZeVSX1JIwdbNrLjhtjGVuI3dXZw8uJfyfbupOnZ4XEHZaNjNbYTGHcPQOZ8Op6H4Vd+YP26NwLIDTZh6rcqwAUysf01Zd9FSNDo9NouZkp3bJhSwybKsBGx5cZ7NREuSxOKUUD4oaGR/ZfuQwTpPsbuiDVdSd2VGBA1dfbxxqI4ek42Sxh5yPfh72axWxUYtKDKKvHUblNfqO/uw2h0kh/uTuWwVh97fSG1hAb2dHdNaJRor51TAZm/rA5+BZUvol/TQaFVUF4jsms7Xj9RBF8GYWVkEhEdgaGulfP92AkKvwtBhHjJ4oI3xx1zRha3JiOyQkVRSvyVVbP++XSVRs3PgIC4ze8aVlAPDI7jhp79m9+svc/Sj94hOyyBrxRoyFi/Dx//MVnkeK9FpGdz2mz/zyX/+QeH2LRi7Otn+3z+QtfIyakszsdsk9P59FH72/xSx08S8OVz17R9N+xSjRqcma0k0xz+ro7qone62PmYtXs4V3/wB7ziDto1/eIQrH/7BsBcKWZZpLC+leOdnFO/ajrFr4HSXVu9D+qKlZK9cS1hqBtu2bycyOW3KM1aLL0+lsqCNtloDBzdVkTI7Ylj3Cb+gYHJXryd39XrsNht1xYVUHNrHyYP76GwUpd3ulib2vvk/OhvrufTr31YmhaeK8v17lF7G4Khornz4hzRWmNn0RAEOm4wkwXl35pC9zPNlv7EiqSQyF8eQPi+KY1trOfhBJWajjfqyTl579AAZi6JYdEkKDSe7KNhWN+QcFhLtR/6aeLKWxZzWAUOSJJLzw0nKDaN0fxN7N1bQ026iq7mPD58oICo5kOXXZjBnw0XUlxRi7Oqk4uA+Zi0dXkqop72V8v17KNu7i9rCAmWIw4XO14+4zGx0vn5o9T5offTif70PWp/+/5E17N5YjbHLAWhZeX0OsxbH89qvf0p7bTVtVdvIWjWPyuMSnU1G3vzjQa765vwxG4m7pDwAJPkUIDKtsbMyx7T+cOh8fElbsJjSPTsoP7AHq8U87gpGXWcfXX3CGtHTARsIX9EPChpp7jFT3W4kOdzz50RX/5pOrWJxShgNXf3Z3n2n2jwasBVs+ZieNpFdW+qWXWvsMnHBnz7DZHPw8TfXkLVcBGyy7KB0707mX3S5x47BU5xbAVuP1RmwDZoQdWbYQqJUnDosShyzlqwY8kWRVCqyV6xxCkEWkrb4UgwdAzXcwG1S1OrA3m5CHaLH5vIvde7bZLBi6rXisHdi6RUfltQplPMYDyq1mpU33MrKG26d6UOZMnS+flzy1YdJmj2PT/7zD6xmEyU73yM8oZiAhFU0l2+kr6cTEKKWF3/5mzMmR5C7Oo7jn9WBDEW7Glh6RRoZi5dx5cM/4O0//gaH3cbbf/wNV3zrB2QsEkFba02VM0jbpohA9qMiJmMOCy+9gPSFS8XFDeju7ma6UGtUXHB3Lq/8Zr9SGr3sK3MwG2309Vjo67HSZxD/m3osGHusmAwWjD0WTD0Z2Kxp6II6cFgrsJsLkB1tlOzejt2u5cpvfXPKAs6WqlO8/9c/AKJ/8+rv/IS6EhMfP12I7JBRqSUuuCePjIWemcqbLGqtivkXJJGzIpaDH1RybGstDptM+YFmyp2Twi5UKonUeZHkr4kjPit03O+hpJLIWhpDxoIoCrbVceD9Sky9Vpqretj42GESsgLR+vhhNRk59smmAQFbZ2MDZft2UbZvFw1lJUO27RsYRMbiZcxaupKk/DmnzaTabQ7e+csRTL2xqDTCV3jBxSKLu/auL/LmIz9Gdthpq9pI3uovcWJ7I92tJt784yGu/uYCgiNPH7Q1nuyitcaALFuxW6oASFuwZNI3DFkrVlO6ZweWvj4qDx8cMbAdiakaOHCxeEAfW8eUBmwLk0Px1alJjfAnIkBHq8HC/soO7vJQKdZmtbL3LZFdC46KJm9tf3bt48JGei125XhuW5ZNYEQkPa0tlOza7g3Ypgv3CVFZlpWATVJVKCn3weVQFzmr1ilCkDZzMZBJZ5MRm9WORuu0qHIfPGjqRbY5cOV3B/evuWxMYOrlPLwMJW/tBmJnZfPu40JMuK32JG21J5XXF152NWtvu2dGBV4jEgKJSg6kuaqH4l0NLL4sFZVKIn3hUq58+Ie886dfY7fZeOdPv2HehZdSfeIYrdWVAzciSfgEpGCzZ+AflstNv9ig9BfNFOHxASy9Io3db56ks8nIiz/dM671VepQVOqFqHW5WHpeQXa0Ub7vU579rp0rv/VlwmI9eyExdnfx1u9/KfT3JIlLvvptGk9p+OzlEyCLIPTiL+YPaI84U/Dx17Ly+lnMXpfAno0VlO3v1zgMCNWTtzqOnJVxE+rjGoxaq2LuhkSyV8Ry5ONqjmyuxmZxUFtiwCHPAo5SeewwlUcOUl9WQvm+XbQM/rwihEtnLVnOrCUriM/OHXMgJMsyn/23hLrSTgAyFkax5PL+C3xEciqhufPoOHGYlqoKZi05ytzzF3F0cw2GdrMzaJtPSPTojiWu7BqOGhx2kdGayHToYFLnL0Lr44vV1Efxrm2TCthyYgMnfTyDyYkNxF+nptdi50BlO9cv9GzZv66zj4pWUZFaNUt8l0QpVmT29nmwFHv80w8xtIngcOm1Nw4o039W2j+lWtjQjSRJZC5bxcF336SupJCe9tZpbY8ZC+dowNb/RTR0mDEbRZBmaD0GgH9IKIn5w3s3RianEp6QRFttNR31h4FMZBk6GoxEJgUO2b610Yhs6U/p90+Iig+kwyZS6f6hYUQmT00Dp5fRCYuL55Zf/ZFtLz7F4Q/eUZ5fd8d9LLzs6pk7MDdyVsbRXFWCocNMTWG7ohmXvnAJV377R7z9h0ew22wc+uDtAevFZGSSvWIt0ekL2PjnMjQayFuVNOPBmot5FyRReaxVmcodjFqjwjdQi2+grv//gIE/6/20FG6P5uiHjyE7umir/oznf2An/7yrWHJ5qjIQNBnsNitv//HXygRr6vzL2fWmDUN7KQAavZrLHpxNQvbUW+dMhqAIXy68N4955ydSfrCZ2IwQkvPDx+UpOVb0vhqWXplG/tp4DrwnJlbVujnYzUdBlnn9N/83ZJ3Q2DhmLVnBrCUriE6fNaGL8uGPqynaJfpvo1KC2HBnzhDtu7D8+dDRQkd9LXve+B+3/mYZak0yhzZV0dspgrarvjGfsLjhg35Dh0mRCPEPasDcLVQFkudOvgdZq9OTsXgZRdu3UHFoP5Y+IzrfsdvdnXBOiKZG+BPoIzKRsizT1dSIqdeA3WbDYbNit9mcj23Yh/wsnnPYbNjt4ueQqBhy125Ao9WyIDmU7WWt7JsCI3h3OY+VGf0B0ZJUEbC19JipajOSEjG5GzKbxcI+Z+9acHQMuavPU16z2BzsPukWsDmD4Ozlqzn47psgy5Tt2cmCS6+a1DF4mnMuYJO0/bZQ0F8OlR09dDQIdfKsFWtGvJuTJImcVevY8fJz9LTWoQtqQaWOpLXWoARsKh8N6mA99i6zyLA506qoQBvVr8EmyzYcVjFwkDpv4efCX/FMRaPVct5dXyR59nxObN1M7przyFi8bKYPSyFzcTQ7XyvDZnFQuLN+gMhv2vzFXPWdn/D2Hx7BZrUQFp9Izsq1ZK1co4gg73itX3k/Z+XEjd49jUolcemX51C2vwm1VjUkGNPq1WP6XsSmLyJr2SO8/usfYDP3YOvbQcEWPaX75gmNsEuS8Q2cmHSDLMtsfvIf1BUL6R21Lof6igwkSQxt+PhrufTLc4hNPzO1mYYjKjmIqOTpkUbxD9az9pYs5m5IZM/GCgq3xigTlQAhMUnkrl7NrCXLCU9MntR5sOJIC7udGooBYXoufXC24tfqjqRWs/buL7HxNz/FYbfx0T8f5+Zf/gG1RsX+d09h7Lbw1mOHuPKh+cOK1bqkPGRZpq9LlHAT8+d6bBgre8UairZvwWYxc/LgvhErPsPhyrC5+rx6OzvY9I8/K9aHk+HAe29x/r1fZlFyGNvLWqlo6aXNYCY8wHNKAa6ALdBHw2w32RD3Uuy+U+2TDtiOffIhBqd24rJrbxqQXTtY1aGUQwGKG3uw2R1Ep88iOCqaruYmSnbvOOMCtjPjNtyDaKL9BtxtuQI2u6UEl1/J6b4c2Sv7hR8d1pIB23Hh6lWzNhmVCVFNhJ8yndrRaMRhqwVhbesth54hpC9cwpUP//CMCtZASIxkLIoGoPJo6xBPwdR5C7nn8X9z92P/5K4//p1l192kBGt2q4OS3eICGZ8VQkjU5MzpPY2Pv5bZ6xLIXRlH6txIYtKCCY70Q+ejBgg6QQAAeE9JREFUGdfFOyE7hVsf+S16P3GBtRk/wWos4uinNTz/493sfacCS9/4pgyN3RbeeexZCrZ8BICkjkHjdwGSJBGeEMDaW7K4/VfLz6pgbaYIifbj4gfyufwbD+MfNg+N7xp0QfdgMl+PyTSfwIj4SQVrLdU9fPyUKE9r9Wou+/LcUUu8kSlpLL7iWkBYih145w2WXJ7KsqtFr1tfj5W3HjtES3XPgPVsVruiZRgabVB6XSczHTqY5DnzlCGvkt3bx7xem8FMY7dw88mLC6Li8H6e/c5XJx2sufQXO+prefWXPyRk/yv42kVbzwEP2lTJsqwEbCvSwwfId+TEBhGoF0HVZDN7VouZfRuF/WRITCy5q9cPeH1bWcuAn802B6dae0VZdPlqAOpLi+huHbjcTHPOZdiGOBw4BwZkuwi8QmPjiE7LGHUbwVExxGXmUF9ahGwrQZZXDgnYNNH+UNKBraUPh1H0N7gPO3Q29+GwinKoSq2elKq1l88HuSvjKN7VgMMhU7y7gQUXJQ94PTB8+H6KiqMtmHrFZ3Cws8G5RkRiMtf96Oe8+ssfYzX1YTVuAkkHpHHgvUoKttax8JJk8tfGKz2ng5FlmfrSTk5sr6N0737M3aJnFSkA35CryVyaQN6aeKJTgrxZ8QmQuSSHjEW/5NinNezdWIHN6qBwRz2Vx1tZe1MWafMjx71NQ4eZ9/52FJvFgSTBhffljcnGafn1t1B+YC/tdTXsfu2/pC9aysKLU1BrVOx8rRxzr42Nfz7MFV+bp0wxlx9spq9HfJ8CQxtw5QrHIq0zVtQaLbOWruD4px9x6vBBTAbDmBQEXNk1tcNG4OF3eXPPZuW1nFXryFqxBrVGg1qjQaXRuj3WoB7ys3hOUqlw2O0cen8ju177LzazmdYju7lddYidoUvZX5HMRXkxHvm9S5p6aDWIm9FVznJoW20NIBOekMTClFC2lrQM8BidCMc3b1KcSZZde9MQQfDPSkQgFuSjodskbvJO1HczKzqQrGWr2L/xNQBK9+xg0eXXTOpYPMk5l2EbzkPUYW/DbhFNuNkr143pJOzKwtmtXci2OlprhUWVsh9XH5tDxtHjCthEsOhwyHS1GJWALS4r56w3vfYy9cSkBRHq/PwW7qwf8HkbDVc2QO+vIW3e+C+GZxuxGVlc/Z0fo9ZqQXbgML1HYJg4OZt6rex8rZwXf7qHwh31OOz9/aWmXitHNlfz35/t5a3HDlOytwRzz7uADJKGJdd8lbt/fxEb7swlJjXYG6xNApVKYt75Sdz006UkZAs9K2OXhQ/+dZxN/zpOb9dQP+GRsJrtvP+PY/R2iQv9yutnjXnwQ6PTcdGXHkKSVNhtNj785+M47HbmnZ/E6huFPIfZaGPj44dpKO8UUh6fimEDvyAdnQ2iTB6Vkk5QhGe/W1nLRSXHYbdRvn/3mNY5Ud9NmKWNG+pfp9kZrOl8fbn0qw9z6de+TfrCJaTMXUBi3hzis3KISZ8l+rLjEwmJjiEwPAK/4BB8/APQ6n1QqUVLglqjYfGV13H3n/5B+iJRfdA7zJzXtg3rxr/QXFkx2mGNmR1lIrumdthIaD3Bf3/8MM88/CDPPPxltr34NIsSRdBc1WakyZlJHC8iuyYCrtDYuCEVteYeE4UNIvC9eWkSWrX4nruei0pNV5wsxpP9nA7OvYDNLcNms9rpbDJitxQrz+WsGuqhORyZy1cpk4N2SzEmg3VAmWqw1pv7cz1tfdjM7ciOTuDMkfPwcmYjSZKSIetq7qO+rPO063S1GKktFiWLrKUxI2aVzjWS8udy+UPfQ1KpsNusdNW/wrIrA5XJP0OHmS0vFPPSL/ZRsK2OzU8X8sz3drLztXLRX+owYe19C2QROFz2tW+x+sZVp9Uk8zI+giN9ufKheZx3Rw56P1HQOXm4hZd+vndMNyWyQ0jCuMqWeWvimXPe+KYW4zKzWXj51QA0lpdy8L23AGFLt+7WLJDAarLz9l+PcvijamVf6Qt9aakSN92TcTcYicS82YqHcrFTpHk0ZFmmesdH3Fj/OhFWcYMSOyuL2x/9KzmDSn4TJSgiiqu/82Ou+s5PcPiLYwvqqeeF73+Drc89gaXPOPoGTsP+I8WsatvJfbXPceiFfwyQeNn/9uvoNv2dIKsInPadmliW7djHHyhe4cuuu3lIdm2723To+TnRZESJ3nTX4IEkSWQ5y6KN5aV0NTdxpnDuBWxuGbaOBiMOh4zDGbDFpM8iNPb0ptYgBD1T5i4AwG4tRZbtA8QntVG+MOgGXJH0aDR65Ty8TIisZTGoXHd8O+tPu3zhzn63inO9HDqYjMXLuPjL3wTA0mdk7xuPcdG9cay/PVtRtO9sMvLZf0so2duoKPwHRerxD9iCbHee1K+9cUDfqhfPIkkSOStiueVnyxT9OrPRxpbni9n45yN0tYwcBOzZWEGFc1ozITuU1TdObLJ0xQ23Kuf+na+8QFudGAbLWx3PebfngAQ2s10ZaFCpJfQ+tcr6Lv1DT6JSq8lcthKA6oKjGLs6R1zW2N3FW7/7BRHH30Mj25GRWHbdTdz0898REu2ZcqU7GYuWkv+1RzgYPB87KmTZwcH3NvL0tx6kdO/OMWf/QUxgF+/axss/+wGZO/7O/O5j6OziRskvOIQlV11PVIrwD+2pqeDm+leYZSibUFnUajb1Z9fiEob9Xrv61wJ9NMxPDCE3VmT1Chu6ld/LFbDBmZVlO6cCNslHjcptUqy11oBsb0B2iDHo7JXrxrW9nJXObJxswmGtotWtj03Sqgf4lUp6NWq3i4SrHOofEkZE4sBeJC9eRsI3QKeUNU8e6u9NGw673UGxU94gJi2I8Lhzw6liPOSuXs95d38RgL6ebl7/7U9JyNRw6y+WsfL6DHwCRMZMpZJIXxDFVd+YR0L6CdrrhB1ZxuLlrPjCuSsgfSbhF6TjovvzufTB2fgHi/N0XUkHL/9iH4c+qhpQvgYo2lXPoQ+FYG1ojBhomKhcjVan56IHvwGShN1qFaVRh5gSzFkRywV35w4YVktfEEXtCdHIHxAaRlSq5w3JQSgWAMgOB6V7dw27TOXRQzz3na8qvrbd6gCky77MyhtuG5I98iRLZsWwK2wZL8dfD9FCksrQ3sY7f/oNb/72Z3QOEeweSFdzI9v/+wz//vLdvPf476grOq685puSzRXf/D4P/P0ZVt9yFzf/6g8suORKAHQOKxe3bMbw8YtYTH0jbX5Yjn70vhL4Lr/upiFqEA6HzHZnWXZlegQatUqZtm3vtdDULQLJiKQUQuNEJrd0z45xHcNUck4FbJoInwF3X211BqUcKkmqcd9Fpy9ehkYvgjC7pWjopKibHps2xl/Zd3tdJw6buINLW7DY2wvjZVy4MmV2q4PSfSIdb7M7+NW7hfzozeP0OcfRq463KWX6z1t2zZ35F1/BCqdrh6Gtldce+THm3m7mnZ/E7b9czqVfnsMdv1nBxQ/k01F/QNGyi0xK4ZKvfmtGRZM/j6TOjeTmny0jb7X4zNqsDna/cZLXHj1IS40oR9aVdrD1RVEu8/HXctlX5qD3m1y5Oj4rh4WXiqCgobSYQ+/3axpmLonhwnvzUKkkVGqJ/NWR1JwQup1pC5dM2Tk8PjOHAOcwUcmgsqjNamXrc0/y+q9/qpT4yvzTeSn+BvIWTL0ndXiAnrRIf9p14RyZcysXfunr+ASK4ObUkYM8+/CX2fvmK9ht/TeVDrud8v17eP03/8eTX7+ffRtf688c6v04FDSX5xNu5gs/foTMZasUqQ2NVsv6ux7g6u/+FNlHVKriW47z3Pe+Meb+OavJxH6n6H1YfCJZK1YPWaagvov2XnHOXJslboxdGTaAwgaR3HEvizZVlNPRePpqx3RwTp2pNOEDBw5aa7uEnAeQNHvuuM1cdT6+ZDgbMB3Wk7RUDUzRatz62NxLsQ0nCwFxUU1d4C2HehkfCVmhBIYLLcHCHaLP54ntp3hyxyle3FvNbz8oUl4D0PmoyVgYPWPHeyaw7NqbWHiZ0EzqaKjn9V//FFOvAZ2vhtQ5EfgH66ktPsHmJ/8OgG9QMFd/96ce09XyMj70vhrW3ZrNNQ/3Ow60VPfw6m8OsP2VUj7413EcdmEFdsmXZhMc6RmpmpU33q40lO98+Xk6GuqU1zIWRnHLz5dx00+WYOgoU1xx0qegHOpCUqmUwKC2+AQ97SL701ZXw39//LDSb6fV++B//q1sirwAi1o/JR6iw7HEqY12qLqTnDXnc/ef/kH++gsAsFkt7Hj5OZ77ztco37+H3a+9xBNfu5eNf/iVkBlxlhfjsnK55KsPs3vJV9kZvoKYxEQiA4eXY0lfuIS5X/slNT7OXt7GOv77o29x6IO3T1uGPfLx6Nk16J8OBViTOUzA5uYikbV8lfK4dPeZkWU7pwI2bUS/YK4wxT4BskipZq8cfthgU0Ejl/x9P3uah7+D6p8wsdFWc0zpg4GhGTYXHfWFAEiSmuT8uRP5Vbx8jpFUErkrxUWlrc7A4aNNPLa5VHn92d1VfHqwnuoTbQDMWhKDVv/5GDYYCUmSWHv7fcrFpKXqFG8++gthMwV0tzTz9h9/jcNuQ6XWcNXDPyIo8szwA/08EzcrlBt/vJgFFycjqSRkh5jSNPeKYGn97dnEzQrx2P60eh8u+uJDgAg4Pvzn48iO/nN6cKQvoTH+VBzcB4BGrycpb2rP4dnOsiiyTOnuHRzbvIkXvv8NWpyZpei0Wdz+6OOcDMkFSSLYV0tC6PTcaCxyBmy9FjtFDT34BQVz0Zce4safP0p4QhIA7fW1bPzDr9j16ouKDZTO15d5F13GHb//f9z8i9+RuHgVh+tFhcrd3WA4ls9O453YK9gdugTZOd275Zl/89bvf4mxe3jHFKvJxP63XwcgPCGJTLdgyx1X/1pGVADxIeI9DPbTKo/dbb8iEpOV3/FM6WM7pwI2954yY7eFvu4CAFRqDbOWDO/X9u9tJ6nrNLG5bvi3InnOfLQ+TqFOUxGdTf0NsvqUINCoQAJ9eggAZqMVS69oXA2OTh+X5YgXLy6yl8fhqsK8/moJFpvQn/LRis/py68UuW5gyfscl0PdkSSJCx74quLNWF9SyNt//DV9hh7e+t0v6HOe7M+//8vEZ+fO5KF6cUOjVbP86nRu+OEixU0GYOHFyWQvi/X4/hJy85l/8RUA1BUXcvjDdwe87nDYlX6xlDnz0egm5qAxVqLTMgh2Dg5sf+lZPn7i/2GzmEGSWHLV9dz8y98RGhtPgTOYyIubPn3AxSn9VSn3IYCE7Dxuf/QvrLn1bqVtCIQkxgUPfI0v/vM5NtzzIJFJKQDsrWjH7vTbXnWagC1AryE3PpQDIQs5PvdWAp1yKhUH9/H8d7+mlKrdOfzhu8r3e/n1Nw+bXes2WTlU3QnAmlkDJVpcfWwuaQ8XruxnS9Up2utrmWnOrYAtsj9gazrVhsNSDkBc1nz0fkMDJ7tDpqhB9Ey0mCR6zUNV0tUaDWkLnGVRWxV1pf21bHWQnuhvLCD6oQWKJVVNYYUy5BCfPc8zv5iXzx0BoXrFniqizYZWhjuXp/CTy3ORZEjpFie/yKTAARe5zzsqlZpLv/YdkueIHp/Ko4d46qEHFPPxhZddxez1F455e0drOtlZ3orDMfapOC8TIyIhkOu/t5ANd+Vw3h3ZLL0ybcr2tfrmOwmOEm0E2196ls7G/mnrhtIS+nrEhXsq5DwGI0mSkmWzW0U/WEBYOF/48SOsvuUu1BotZpudsiantMk0lUMBksL8iHKWLwdPbbprt627435ufeRP3P7bx5mz4aIhrQY7nO4GGpXEktTT+/G6bKp29gTyhV/9WbkJM3S088ovf8TOV17AYRdtRxZTHwecvWvhCUlkLl057DZ3lbcqQeOazIFBo+s9rWoz0mPq78lzz9SdCVm2cypgU+n7jRtKdu8GxBufv+68YZevbOulz9rvJ1ba3DvscnPPP9/5SKZs784Br2kjfAeUQ8v271Mez1oy9V92L+cu0fPESUWHxDKNL9+5KItbliRxRXQowbL46sppXkHmwWi0Wq56+EfEZmYDYDKIC13K3AWsufWeMW+nqKGb6/+5i1uf3MuN/95NcWP36VfyMilUahW69EBUaYFDDN09idbHhwtdpVGzmQ//1V8aPXlwr1hIkkib7zl3g9HIWbVeGX6ZtWQFd/zuryTlz1FeL2syYHMGG3lx02eTJkmSEjztr+wYto8sKCKKhZddRUxG5ojbcdlRLUgKxV9/eoOlJakis2dzyBS1W7nimz/ggvu/ikarA1lmz+sv87+f/4Du1mYOb3pXCbCXX3/LiENEn5WKcqheo2JZWviA19z72Iob+63KwuMTlSzhmdDHdk4FbO7UnNgDgKTSk7VieN9I93o1QHHT8AFbQk4uaq34kjSW7xt2GRf1JUfFA1UgSfmjW2B58TISsizz1+JaDJI4QZ6n88NfL7w31+tENteCzGMldbQaxq4a/3lB6+PDtd/7mXKyDY1L4LKHvjsuGYSnd57Cahfv//7KDi77yw4eea8QwzCZeC+e4WBVBxf/eTsX/Xkbv/+weEozm0n5c5h7waUA1BYWcPTjDwA46exfi83IHPeg2kQJT0jkhv/7Ddf+4Odc8a0f4Bs4MIt2or6/d2s6M2wAi5xl0VaDmaq28QvnNnWbKGseW/+aC3cj+P2nOpAkiTnnX8ytv3lM6SurLynkue9+jf1vC921iKQUMpcO3/okyzLbnIK5S1LD8BkkMJ4bN/zgAfRLr7TWVNFWWz2m4x8L5fv3jHudczJg6+vppqdFTIcGRuaj0Q4/Du7+JQAobjIMu5ykUhGWIER0TT01I+rPWE0muhrLAPAJyEA7hjsJL16G483DdXxW1kqBTgQHxgYjbfUGjN0WGgvFiH+Jzk5jn4UfvnF8XEKWnxd8AgK46Ze/54pvfp9bH/mTYrY9Fjp6LWw8Itof4kN8Uask7A4xrXv+Hz/j/eMN3vfcw5isdr772lEsTj22v205yddfPozJrQriadbcepcyfLLtxaepOnaEdqeorifN3sdCQnYeqfMWDtuf5kou+GhVpEVOr96ie/A0EVN2V3YNYNWs8FGW7Cc8QE96pL9zn23K8xGJydz6m8eYe8ElAJh7ezH3ikTL8utvHjG7drKll7pOMYC4NnOoxVh8iC9BPuJ6PThgG6ks6ujrw7B9Ow7T+C20CrZuZsf/nh/3eudkwFa8awfw/9s76/A2r7MP30eyZWZIHIccZmo4aRoqJ2VY23VlZtrWYQdtvxW2wtquzJgyN2kaZgaHGezYjpktON8fL1i2JVuSZYhz7uvSZfnFI+lI7/M+8Hu0L336QM/eNWj4wXjzsAFkjKi13Lf8Mt/jNocyNyOl9uOS0EUlNSsCI6+0mr9/q1UaH02svRPcviybHSuyTa9D9MB4AOZuy+Hz9UcbHEehSfP0Gz/ZYw5rY3y89jDVekX4k5cM49u7JnNKD83TcKykitvfX881b67hwHHvvxnNweWSbDxcRGZW8UljGD47fzd787T3M1q/2f12czZXvLqyxbzItohIzrj5bkBTyf/y8b+a63q3Qv6arxgG28C0WKwtGCr2xIDOMebnsTYAg83IX4sOC2FY13if9zNy3dYfLMLuJqocagtj5o13MPv+hwmL0oy6lJ696DtmgtdjGeFQ8GywCSG8Fh4kdO5iCifvXL7E/D7m/vs/HL7pZg7fdptf39GtC3/mp/89a8qe+EOHNNi2LvxFeyKi6TVimMdtpJQNDLY9eeV1JoY73Yf2Q1g1d+72pQs9fkD79coisJLWb0hgg1e0KNnFlfz3l938sCWb4grvXQTakke+yaRIH9tvLx5Men/NUNi58hiZuvZaYpcoHr56OMnRWkLwI19nmneQiubhdEneXaEp7PdNjWZC7yQGpsUy55YJPHHJMBJ0AdfFu/I445nFPPPzrqB4gaSUbD5SxKPfbWPSv37hgheWce5zS7n8lZUBtek5kdh8pIhXFmsyFkPT41j40FTG6RfsDYeKuOCFZWbSfbDpMWwEQ2ecCYBD734QExNHUjvpUON01V6rWjscChBitTCyezwAaw8U+rWvlNL0sI3vlUioH50qDM9epd3ZIH0JoN+4SVzz5AtMu+YmLnjoT40KYC/WDbYuceH0SfXsoRyUpqU97cwpbWAHGNWiBVlHOK4XMJUtXAhAxYqV5vOmcDfW3KtrfaXDGWwlebnk7tO6G1ht/Unu5nmC55ZWk68rHg/QG8bbnZI9uZ7Dosnp0VhtAwEoPZ7dQH1ZSsm+DVorE0tIOsnprZP7oPCdo0WVXPLSCp6au4vb3l/PyH/M5fz/LuXJn3awYm8+1Y6WC734yk+Zx/hus1axdvaQzpw1JI1BkzVpg6pyOyV5mlE2aFIXkqLD+NfFQwEorXbw2083qWrGIDB/e45p/P5mYk8zRGWxCC4b3Y1fHpjKFWO7AVDjcPHMz7s585nFLNyZG9D5dueU8vTcnUx7aiHn/XcZry7ZT3ZxbZhl9f4CLv3fCq55YzVbjnjWoTqRqXY4eWjOZpwuSahV8OSlw0iODuPdG8Zx8SitPdCRwkouenE5S3cfb+JogXHar28gMqQ2dSY9Jr7ddKjZf7y2OK41Cw7cMQR09x0vJ6/Ud2/n3rwys92Tr/lr5jkz3PPYPN+wxCQlM+qc84lN9q6pWGV3snKfFlad0i/F6+dqeNhqHC725tW1A/rXCYsuxVlcjP3wYXNZ3r//jXQ2fv1wN9ZCwyM4/aY7G93eEx3OYNvh1t4jNHwgCZ08V9G556+dP6yT23LPlWCRcTYi42q9ZtuXLqyzvuDoEUrztR9sS2iGqd6taB/kllRx1asr63ihXBI2HSnmhQV7ueLVlYz42zyufXM1ry3Zx85jpa0eiiqutPPnLzXtwLiIUP52/mAAeo1IISyyNh/SGmKh/3hNt2nGwE5cPlozHpbtyefdlQdbdcwdkbdXHAAgJiyEi0amN1ifEGXj8YuG8fntE83qsoP5FVz75hpuf38d2cVNezoPF1TwwoI9nPXMYk7/z2Ke/2UPB9wSusdmJPKP8wdz06kZhIVoP9OLduUx+79LufXddexqIW9TW/DCgr3s1F/PndP6MqCz9p7aQiw8dekwHjxDqz4srXZwzZur+XB18BK/DWw2G0OP1uZKpVe2n8KStiw4MBjtlse27qDv3l53A7sp/bX6dE2IpEucJoa/yovB5gur9xeY6Q2ewqEG3joeAMSldjarYHeuWEzl1q111lfv3kPxV1/jjfrG2sV/+DudAuhP2+EMNsOQEpZEErv2xBrq+SVmHq39QM4alEKIXo1XvxDBQAhBSs80RIj2A75z2SKzeTDA/o1rzefKYGtfFJTXcNVrq8wL4rUTe/LeDeO45bRedX4AK+1OFu7M45/fbefMZxYz9rH53PfxRj5bd4ScEv8TS/3lse+2k6vfvf551iBSY7Qfq5BQK/3HdTa36zUyhfCoWm/An2YNNJW6H/9hO/vyPHuJFU2zO6eUZXu0C/clo7s2KkEwqnsCX985ib/OHmTm+Hy/5Rgznl7Eq4v3NQir5JZU8cbS/VzwwjJOfWIBT/60s46EwLCucfzp3IGseHg6n9wygasn9OSP5w5i0UPT+PX47oTouUs/Zh7jzGcWc9/HG1ssh661yMwq5sUFml7mwLRYbp9W9yImhODO6X15/oqR2EIsOF2Shz/fwuPfbw+qN7li7VqSjuUxbs9RxuzNImZ/+7nxMYwHq0XQr1PbaC6O6BZPqFWbf6v3+x4WXap/l1JjwryGIhtjjO5lW3uwIODP28hfs1oEExsxGvukRpuvsb7BBtB/vOZlKzqWzdGVy83l1gQtmpb3/PO4qht6Hz0Za+n9Bwb0WjqUwVaQfdSML1ttA0nu6n1yG4mF6fERJEXZSNPtK08flEFyeowZFi0rLODItkxz3f4NmsEmLHGEhicRHe9bfPpkSShuK4or7Vz9+iqzrPyKsd346+xBTO6bzMNnD+S7u09l3Z9m8vwVI7l8dDfT8AEt+f+LDUd5YM4mxj02nzP+s4i/fZNputeDybI9x/l4reZiP7VvMhePquvZGTwlHUuIQAgYOrVrnXUx4aE8fdlwhIAqu4v7P9mEw0supqJx3llRe6H+zYSeTW4fYrVw3aQMfnngNGYP1zpOVNQ4efT77cx6bimLduXx4epDXPHKSsY9Pp+/f7uNjYeLzP37pkbzwOn9WPjgVL6+czI3ntqLtLi6oqOd48L55wVDWfDgVC4e1RWL0PKVv9hwlBn/XsTDn28m6wTMX7Q7XTw0ZzMOl8RqETx5yTCvOU6zh3fhw5vGkxSldR14efE+bnt/HZU1wUljKPnpJwCSyqtIKauk5tAhXBX+S1i0BEbUp29qdAM5itYiwmZlSLoWjl3ro4fN4XSZv5WT+yQHFGI2wqJFFXb2BHgjauSvjewWT1yEZ8UI0Dy6hkFcv/AA6laL7snU5LtCOncm9YH7AXBkZ1P4/gd19tm6YF7QjDXoYAZbbdI/WGz9SUr3btEbXwIjbt01SjOctmWXeDWikrpGYQ3ti/G27Vi2EICaygqObNeMN0toTxI6R/kk+vjpuiMMe2Quf/xiS4uWrp+slFc7uO7N1eZnfcGILvzzgqENfjiSosOYPbwL/7pkGEt/N41fHjiNv58/mNMHdSLGzcOyK6eMN5cd4FevrOTuDzdQVFETlHFW1Dj4/edau5VIm5XHLmw4xsS0KC757WgueugU0no3zGMZ3yuJ6ydlALDxcBEvL97XYBtF45RU2flsvdZ+5rR+KWQk+y5KnBobzvNXjOS9G8bRS99vZ04p17yxmoc/38KKfflmUVi3xAjumNabH+89lXn3n8ZdM/rS04dzdUuM5OnLhjP3vimcO1TLa3S6JB+uPszUpxbyt28y/covamteXrTXvDDedlpv0yDwxik9Evji9kmmp+anzBwuf2UFuc30fkunk9J5PwMgwvV+1FJSvWePX8dxuSRbjxZT4wjezZKU0oz6tFX+moFRBJCZVeKxK1B9Nh0pNjUL/c1fMxjrFooNJCyaVVRp3qxPaSQcamCERT3ZAbHJqaYY96GSQiQQPngwcRdcgK235hk+/vLLOEu0Ob11wTx+evm5oBlr0NEMNsPLZU3DYo0nqatng62kys6hAu3uyQiJpesGW2mVgyOFnu9Wk9KjEZYILKHahXHXqmU47HYObd2My6lNTH/CoW8u209ptYP3Vx3i8pdXnJB3ye2VKruTG99ea/aOO2twZ566dHiTJfFCCHqlRPObCT159Tej2fCX0/nstoncN7MfY3ommGGprzdlcfp/FjN/e06zx/rUT7s4XKB99r89sz/dEj3Pn5TuMXTu5f1H+6Ez+5sXs2d+3uU1vO8vUmoSE5vcPEMdkc/WHaFC99hcO7FnQMeY3DeZH+49lQfP6GfmnoEWErp+UgZf3jGJxQ9N46EzB5i5Wv7SJzWGF64axbd3TWb6AC3Zusbh4s1lB5jyxAKe+HFHu62ANtiVU8pz8zWDqG9qNHfN8E1kvHtSJJ/dNpFJfTQ9r81HirnghWXN6kJRuX49zuNarlXCVVeay6t27vT5GFJKHpyziVnPL+X+TzYGPJb6ZBVXUah/lm2Vv2ZgGGxOl2SD/rvaGO76a4EabH1So82qbG+FB42xuAk5j/oYDpyiCnudwh+DAXq1aIVVUBwRRsSQwYiQEFLvvw8AV3Ex+a++1iLGGnQwg62sUPtArTbNCk724mHb7hb2NCxqw8MG3vPYEtOiEKL2+NXl5ezfsMY0FMGKJaSbTwZbRY2jTv7KpiPFzH5+Kcv3tkwV1MlEtcPJre+tY4Xujp/aP4XnrhhJiB8l5QYhVgun9Ejgnpl9mXPrRJb9fjoz9ItkXmk1N7y9lgfnbKKkKrAL5PpDhby5fD8Ao3sk+BSG80Z4qJV/X6YZpXan5P6PNzWr8tXlkvy4NZsLXlzOBS8s4/wXlvH60v0BH68943JJMxzaIynSpx93b4SFWLlzel9+vv80Hj57AB/eNJ4VD8/gL7MHMaJb8KoPh6TH8ca1Y/jstolM0FvtVNqdvLhwL5Of+IXn5+8OWsgwmDicLh6aownkWgQ8eelwwkJ8D/XFRYTy1nVj+dUYrdgmq7iKS15awYIAq3RL5s7TnlitJF13HUKXW6jeucvnY3yx4Sifb9C0EL/dnB20at7Mo21fcGBg6BBCw76injD01/qkRtNZLx7wFyGEWfCw5kCB3ylERv5aQmRokx5caLzwAKDv+No+pdnx0YQP1grDoqdPJ2Kk1r9401efmsaaLSJ4xhp0MIMNAGHBautPeFQokXE2j5u4V4IO1j/ELpEgPKx3J8RmJb5TJJbQXgirduztSxeyf6Mh59EVIUJJ8MFg23S42GxEa3wR8struPp1rUpR5bYFhsPp4p4PN7Jwp/ZFndArif/9+hRsIcGZ6p1iw3ntmtE8eckwM1z66bojnPmfxXXu5nyh2uHkd59uRkqwWS3838XDsDRTFHNY13junKZ5K3bmlPKfebv9Pka1w8nHaw4x89+LuPW99XU8a//4dhuvLel44dbFu/PYryfwXz2+R7M/B9BCmLec1psJvZNaVOz0lB4JfHjzeD64cZypl1Va5eDpebu4+d217e635LWl+9mkGzQ3ndqLEd3i/T5GqNXC4xcN5eGzByAElFU7uOGtNbyrV/j6inS5KJ07F4DIsWMISU4mrG9fAKp99LAdLqjgL19l1ln23C/+f+884X4tGtTGBltilM304DeVx1Ze7WDDIa04wd/q0PoYenzZxVVeo1+ecDhdptE4uW+KT9/Bge4tqjzkscUkJpMar90cZcdHETZIE8gXQpD64AMcTohhc+cE01i76OHgGWvQDINNCBEmhPiXECJLCFEphFglhDjdh/0uEkJ8LITYJ4SoEELsFEI8LYSID3Qs7oRH90JYIknqGuX1Ttb4IOIjQ82y4TAr9EjUkn0bKzxISo9GiFBsEVqJ757VKynN1y7URqjUFw/b+kO1lTYv/XoUT1063KyC+ud327n7o41U1LSf0vITAadLC0v8mKm1DhvVPZ7Xrhkd9ERdIQSXju7GT/dN4dS+2o9RdnEVv3ljNX/4YovPvSZfWLDXzK+4Z2bfgKqoPHHn9D4M1W9EXlm812d18tIqO68s3suUJxbwu8+2sE83YOIiQrlxcgbxemjin99t73BGm+Fdiwi1cqkuk3KiMbFPMp/fNpHXrxnNgM5a8vSS3cf5aM3hJvZsPfbmlfHveZrnqldyFPed7r1heFMIIbjltN68dNUowkMtuCT8+atMnpi3F18LCis3bcKRo6U1xJ6pieeG9dfGVLVrV5PGrtMlue/jjeZ33vjezduWE5SUBMNg65EUSUy494T51sIIi9bvPlCf1QcKzD68gYZD658TNIkOX9l4uIjSKu1z8dVjHhseSjfdDvD2+XV1anZFlS2UvILaiNi+kgK2dE8FIQhxupj9m1uCaqxB8zxsbwH3A+8D9wBO4HshxOTGdgJeAQYC7wF3Az8CdwIrhBARje3oCxLty5ac7r1C1Cw4SIutY9QZArrePGyAWcjg0s8jZe2k9cdgM+4+uiZEkBoTziWndOWzWyeaVYrfbMrioheXczD/xC7br4/d6WLVvnzeXn6AzUeKgnb3L6XkT19u4Uu9/+OQ9FjevG5so7IMzaVLfATvXD+WRy8cQqRNMwo/WHWIs55Z3GRoe3t2iSlnMCgtlpun9ArauEKtFv59mXYD4JLwwJxNjSYJ55VW88SPO5j4f7/w2Pc7TKHLzrHh/OncgSz7/XT+NGsQH9w43swn+ed323m1gxQ2HMwvN8NpF45Kb7SSrL0jhGDGwE7MuXUCafrN6GPfbfdJG66lcbokv/10MzUOF0LAE5cMC8rN1FlD0vj45gmkxGihzPfWZPHubgsuH35bSn/SvGsIQczMmQCE9+8PaPlIjtzGw6wvLdzD2oPab/mvx3fnhStHmZ6c5+f7V7TgiW1mwUHbetcMxuiN4CvtTtOxIV0uag4fRjpqf2OW6fprVotgXK/Ehgfyg8FdYs3fV386frhHPKb09d1odC888ETKgSNmWymjt6iZswaEOF2M2ZeF9fMvfT6nrwRksAkhxgK/Ah6WUj4kpXwFmA4cBJ5oYvdLpJTDpJR/kVK+JqW8B7gJGABcFch4DCwhoWDVLnxJXT1XXdU4XOzJ1XLH6n8JBnTWjLFjJVXke+ldl6wXMlhCuhMWVbu/LTIJizWBqDgbtvDGjQQppZkMP6p7bV7A0K5xfH3nJDOhdsexUmY/vzTg3Iz2wrHiKj5ec4jb3lvHqL/P4/JXVvLXrzM5779a6513Vx4MOAcMtPfzH99u58PVmiehX6do3rl+XKtceIUQXDWuBz/dO4Xx+g/TkcJKrnx1FY98nenRS+pwuvjdZ7VyBk80ImcQKH07xfDbM7ULz8H8Ch7/YXuDbQ7ml/PHL7Yw6V+/8OLCvebdaJ/UaJ68ZBiLfzuNG0/tZWqMDeoSywc3jSdRl1Z49PvtvLJ4b1DH3Ra8u+KgWcF5TTNyCNsTMeGhPHZhbReMP32xtc1Do28tP8A63bi5dmLPOmKszWV4t3i+vGOS6Vlcn2/huYUHGt1HSlkbDj3lFEKStYt6WL/+5jaNhUU3HS7imZ+10GfvlCj+eM4guidFcqEutvxj5jG2e7no+0JBeQ1ZeuJ7W1eIGrh7uwzj6fgLL7L39DM49uij5jojFDm8axyxzfQMhlgt5nXSn+bzi3SjcWBaLKmxvufQGS2qDhdUUlxZ97rkKCzEeuQoieXa57Jr5VK2LJhbJ2dtavd+JFRUU/bzfCo2bPD5vL4Q6FXiEjSP2ivGAillFfA6MEEI4TWmIKVc6GHxF/rfZvkPk7sNQAjtYuJN0mNXTqnpqq3/JejfqXYfb9a1UXkqhIXUjFPM5bZIraw3vnPT3rWD+RUU6G2xRuk5J+bxo8N4+7qx3KJ7XEqqHFz/1hqen787qEKRRRU1LNmdR2ZWsU8l2v5g1/V3/u+HHZz1zGLGPz6f3322hR+2HqO03rm2ZZfw5y+3Mu7R+Tw0ZxPrDhb6fWF5eu4u3limJcP3TIrkvRvGmUZFa9EtMZIPbhzPI7MHEa6LNb+1/ADnPLukQUjyjWX72azn8Nw8pZdPybCBcP2kDFPH6L2Vh1i2T7tYbjtWxh0frGfaUwt5f9UhU4ZgVPd4Xrn6FObeO4VLR3fzmPc3MC2WD26qfX8f+34HLy86cY22ihoHn+j6dxN6JdG/c9sIk7YE0wakmp0a5u/I5etNWW02loP55Tz5k9YysHtiJA+d2b+JPfwnPT6Cj24eT089pPXGiiO8v8q7AG7V1kzsWdp7EqOHQ6E2JAreK0Urahzc+/FGHC5JiEXw7K9GEqF7ge6c1gcjXeq/vwTuZWsPHQ7q0zUhgs668bPmQAHSbqfwvfcAKPr0MxyFheSVVpsFdc3NXzMwfsf25fnWGqugvIbNR4oAmNLPvzG4v9c76tkBVZnbAEgr0lJZygrymfu/5+rkrA166HcIm/b7mPv000G9UQo0XjQS2CWlrG/VrNb/jgD8SZwwZNybLJEUQqQC9QPSvQHCY3tDMQgBIdEuSkoaGl3r9tXKMHSPtVBSUkJ5uRZ27B4j3LbLZXinhuK30ioJDbdir3Jiix4EYiFIidOlhUOjEkI9ntedZTtrx9A/2eZx+zsmp9Mn0cZfvttFpd3F0/N2sf5gPo/O7md6PPxBSsnuvAoW7ylgyZ4CNh0tqZPnkRJto3tCON0TI+iRGEH3hAi6J0bQPSHcp7DFsZJqlu0rZOneAlYdKKKsumF1WnxECBN7JTC5dyIDOkUxf2c+n288RnZJNZV2J3PWHWHOuiP0SYnkkhGdmTUkldgmvGSvLT/Mf/U76bTYMF7+1WDCqaGkJDgaaf5y0dAkTkkfxZ+/3cXGIyUcyK/g0v+t4Dfj0rnztJ7klFTz9Fwth6dHYgTXjenU5HxpDo+c3ZtLXiumosbJn7/ZSVKIhZ0r6t71ndo7gesndGNUNy1FoKys8bZHXSLhlSuGcNP7mymsdPD4DzuorKri+gknXu7XpxuyKdE9i5eOSG3Rz6ItuPe0bizcmUtBhZ2/frWVYZ3CTPHZ1sIlJQ98vIUqu3Zj8Neze+OoqqAlmodYgKfO68W1722lzCH4y5dbibdJTu3d0JtX/M035nMxYXztZ2+1YklJwZWXR9nWTGwe5sTfv99tFqncMaUH3WOEuX+iDc4ZnMq3W3P5fks26/dm0yfFd00/g3X7aiMrPWIs7WZujkiP5seSKlbvLyB3/nycxbphabeT9+VXLBpQmxU1oktkUMY9OLX2Wrx4+1FOH9C4ETYvM9f0mo9Jj/JrDN1ja29U1+/PZWBy7TWodL1WYNi5uJxt3VJNYyw0PIKz7v4dMWnpVAJRl11G2XvvUbl2Hbnf/0DEqQ0zxcrK/BcCFoFYf0KIrUCOlHJGveWDgEzgVinly34c7zXgWmCglLLR8hohxCPAXz2te+Tml0gW/QiJctJ5imeV6s/2W1h8zEKokPxrnBNrvbqEv6y1UmwXjEpycU0/z0mVuSsjqCkMwRbnJKrHdpxVLkp2DQMgbkAVMRmNh/c+2WdhWY6FUIvkX2OcNBYNy6qA13daOV6lDTQ1XHJDfyc+OPKoccLuEkFmofYoqgmsUi3eJkkJl6SEQ0qE/jdcUmoXbCsSbC8UZFc2PLZA0j0aBsZLBsa76B4N9Qt1XBJ2FgmW5wq2FgpcsnaDUCEZkSSZ0MlFrxjNEHdnYbbgiwOaMRkbKrlniJPkwKrHg45LauP77pAFh/6aOkVIwq1wsEz7/+7BDnq3wo3zihzBR/vqGt0WJKOSJTO6uOji/7UE0ObmC5lWyhza65nV3cnp6e2rIrExpIR/bbKSXSmIt0n+Mqrh70FHYGO+4M1d2uc/MsnFtV5+11qKJccEn+7Xzj+pk4vLerX8+Q+Uwn+3WbG7BDaL9ttQJ0tGSno++RS2/Hwqe/Tg8O231dk//fU3iNq1i+rOnTh433111m0pELy2U3s9vWMkdw52Nvhdy6mExzdakTR+LWmMt3dZWJ9vITZU8o/R7UeeZXG24DP9d/etAx/SSVdJAKjs0YN/nXEHq/Is2CySx8c4CUaBfo0Tfr/GilMKTuvs4qKMxt/P9/dYWB3gGKSEP6y1UuEQjEtxcWWf2nOlvfsuMVszscfHs2z8cCqyjyBCQuky7WwiUmp7klsqKsh44gmslVVUd+rEwXvvAUvdQRw6dIi7774bYIiUsm6ZsRcC9bBFAJ78klVu631CCHElcAPwRFPGms6LwJx6y3oDX1kdURAK6b2TmVKvJ53BW4c3ASX07xzDzOmabkp5eTmrV69m7NixDMvdz5K9hRQSxbRpoz0eY3XxQXYuz8NZEco5V15D3v4y5u7SXOenTBxK+oDGQ1wv7VsPlDM0PY6ZM4Y3+YJnz3Dwh693snhPAblVgme3h/Ho7H7M6N/wLiO7uErzou0tZNWBIrPprTs9EyOY0ieRcT3jKat2cKiwioMFlRwqrORQQSVF9RofF9Voxt5uH25SEty8aBMy4n0KTc4AbgeOl9Xw1eYcPtt4jCNFVdilYM1xwZrjFjKSIrh4RGdmD+1EQmQon208xhcrdpvnfOPXw+gdwF1sSzIDuO54BX/6Zidbs8vIcTNqLx+Vxo1n+SYW2lymSsmxT7excHcBoRbJBUNTuX5ST9Ljm2/djhtbzo3vb6Ggws63h6z06tWTGyeeGJ62NQeLyF65BYDfTMxg5gkybn+ZBhz6bBvzd+azId/CNV0GM93Db0dLcLSoit+/ug5wkRYbxlO/HtWihUCg/Z6zejV/P7s3f/huHzUuwdv7Innv2hF0jtU8NfZdu8jN13QaO11wAX2mTatzjOKtmZTt2kVY3nGmTppkhriOl9XwyKvrAAcxYVZe/M0os7ijPhvtO/g+M48N+Rb+OnQMGcn+9Zf+z861QCXDuycybdoQ/96EFqRLThmfvb6BUKeDpJ1amBuLBVwuIg4epOJ4ORDD2IxETp8RvHG/n7WJjUdKyCWWadNGet1OSsk/Nq8C7EzoncTpMwb7fa4h2ZtZfbCYYksM06aNMpcfe+ZZnEDMiBGcd/eD7FjyC73HTCCxa/cGxyg9nk/JCy8QlpPD2MpKombNqrN+9YYtfo8r0G9OJeCpWWa42/omEUKcipb39hPwR1/2kVLmAnWy8I1Kz6pSOyRC54wEYmMbui5cLi0sCDC0W2KDbaKiohjePYklews5UFBJSHgkkbaGb1FaRqJmsNldUB1KjZtns0tGMrGx3u3V8moHu3I1V/qYXskex1mf2Fh46/rxPDt/N8/O301FjZP7PtvOHdN6c8+Mfmw6UsQvO3JZsCO3jhivgc1qYVyvRKb1T2X6gNQm2+AUV9jZn1/OgePl7D9ezgG350b4yEAIGN41nqn9U5jaP5Wh6XEBa07FxsJ9XZK554xBrNiXzwerDzE38xh2p2R/fiVPzd/PcwsPMqlPEgv1CqDY8BDeu2l8u0nKrc+I2Fi+vDOVlxfv45mfd2F3SrrEhfPn84cFFNoOlFevHccvWw9zfPdGZp8xwKd55wujYmP5+JZornh1JcfLanhu4QHCwsK4Y1rrGKPN4dNNmsFvC7Fw7al9iW3lUGFr8vglIzj934sprrTz6Nx9TBvcjbjIli3KkVLy2JztVOqh0H9dMpy0lOAVGjTFucPTqRDh/OPbbeSW1XDXnO3MuW0CseGh5C5bZm6Xet5sQut9H+SwoZQBOJ2EHT9O+IABSCm569M1FOo3tP+8cCj9u6V6Pf/9Zw7kh215SAlvrs7mmV95NzLqU17t4KCuOTaiR1LQvq/BYFR0DDFhWxh0IJOQSu1alnTLzeS/9D8AhmxfyZYBpzN1QOegjnt87xQ2HilhZ04ZwhbhVeZkW1YJx8u1KNeMQWkBjWFYt0RWHyxm3/FKwiOjsYVYcBQW4szOBjSDLblXb9J7eXYMAUTfdCMVn36KIyeHsldfo9PFF2PRRZmr7E5u/Wir3+MK9IqRDaR7WJ6m/20yu1UIMRz4GtiKVjkatMx3bx0ODhVUmHo53pI4DXFCKbUqTfcqTgP3llf5R8sozNGMQEuIICapca/FpiNFZu6Yp2N7w2IR3Hd6P4Z1jePejzZSWu3ghQV7eXXJfo+961JjwpjWP5VpA1KZ3DfZL+MgLjKUEZHxDQQtpZQUVtjZf7ycg/nl2EIsTOydHPQEf4tFMKlPMpP6JJNfVs1n64/w0erD7DteTo3TxQJdFDfKZuXt68e2W2PNIMRq4Y5pfZg5sBM/bM3mwpHprWqsgSb1MSEjgQUHgn/svp1i+PCm8Vzx6iqOl1Xz5E87kVJy5/S+wT9ZkMgqqmTuNi2X9LzhXVq9SKW1SY0J58+zBvHgnE3klVbzz++28eSlTXv3m8PHaw6zRK/Uu3x0N596OQabGyZncLiggreWH2BnTim3v7eeN64dTemPWrP38KFDCU1veCmrXykaPmAA7648aCrnnz+iC+eP8HQJrKVPagznDk3j283ZfL0pi7tn9KVXim9ai9uzS8wcrPZScGBgtQhG9UhgzDKtAboIDyf5xhspW7CQ6h07mH54HR/2n9ls/bX6jM1I4H+LtHSTdQcLmdrfs7G8eLd/7ag8YdgBNU4Xe3LLGNQllqqttVFLo8NBY1jCw0m5606y//RnszF80vXXAbBwZ57ZBs8fAo0ubwT6CSHqz6Rxbuu9IoTojaa/lgucI6X0P/uuEbz1EPVFNdr9y+FNjy0xLcpsi3D8aBlFusEWlxLZpEK6ew82fww2gxkDO/H1XZPpq4usGsaaEFpp+30z+/HtXZNZ+fAM/nXJMM4a0jloxoEQgsQoG6f0SOCiUV2ZNazlL3RJ0WHcPKU38x84jY9uHs8FI7pgC7EQExbC69eOYWQA72Fb0b9zDPfO7EePpPYVug0GfTvF8NHN40iO1u4gn5q7i+fmB0ftvSV4f9VBs9NIR5HyaIqLR6WbF7A564743ZnDH7KLK3n0O01KpnNsOH+cFVwBUX/486xBnD5Iyy9auuc4T/7vB2r2a1XlMWd41noPy+gJoZoHp2rnLnbnlJqvJz0+gr+f71uo7y79psUl4b8LfK8YrdONpx3ekI7vGs2EY5oBEzr5VCxRUcSddx4AXcuPM7b6GP07Bbfi+pQeiWYec2N6bIv0G/oeSZEB/9YO8tDxoCrTzWAb4luY1Vtj+G83B1axHajB9ilgBW42FgghwoDrgFVSysP6su5CiAHuOwohOgNzARdwppQyqL8atogQohM8RWthW7ZWzWIRMNBL4+VuCZFmyyFvHQ9s4SHEJWthz/wjZRQd0ww2X1pSGYK53RIjTKFHf8lIjuLLOyZx7cSezB7ehacuHc6aP87kqzsmcc/MvgxJjwtKa532hBCC8b2SeOZXI9nw59NZ/vB0xuv9ExXtgz6pdY22f8/bxbM/tz+jrcruNDX7RnWPZ2jX9ndBbAmEEDx20VCidPmJhz/fEnRJH9A88X/4fIsp4fPYRUOarcXVHKwWwXO/Gslw/XMu/3meuS72jDM87iNsNsJ6adJKlTt2cM9HG6nWBX+fvmy4zxqP/TvHcM5QTQThq41ZHDjumxC6IekRGx5C14Rm68kHnbG5O4h0aGnsh4dr/TWjzzkHl25RXVywNejXoLiIUAbo1+01+ws9blNe7TDbZjWnH3DvlGhsejWgYQdUZWohzNAuXQhJ8M1R4KkxfGWNk/nbA9NWDchgk1KuQkv8f1wI8YQQ4mbgF6An8Fu3Td8B6it2/gj0Qut0MFkI8Wu3R5OtrZoiKd17SyrjriUjOcrUzKmPxSIYaCgdN9JaxPDi5R0qpSRfq7VoqsOBu2DuyG7N8wxFhYXwyHmDef6KkVxySlfzInkyEBUW0i7atCgaohlt482bkf/8vItnfva9iXZr8O3mbFMH8ZqJPdt2MK1MenwEvz9bu4c+WlTJEz/uCOrxpZS8tmS/mbZw0ch0pg/o1MReLU+Ezcpr14yha0IEk7O0ZO+qHr2x9ejhdZ+wfpoeW+GWbaaX5dbTevt9o2h42ZwuyQs+etnMbjxdYr1ez9qSlHVLAai02liapL2+HfYwNiZrzwdtX4m0By6G7o2xeqeFjYeLqLI3DCmu2Jtv6qxO6Ru4wRZqtdBPF9I3HD2VuofNl3CoO+6N4QveeYfFyzOp9DB2X2hOwe1vgGeAq4HngFBglpRycRP7GYkTvwXerffwqfCgMbzlr0GtpdyUi9lwh+44VorDS780Q5i3rLAaqYdWmjLYGhPMVSg6Cn1So/no5vGk6kbbMz/v5j/z2ofRJqXk7eUHAEiJCePsIWmN79ABuWpcD1OI9O0VB/1q99MYxZV27vxgA49+r92jJ0eH8ZfZg4Jy7GCQEhPGmzNSySjREsfnRPdrtIVcuC6gG15aRFx1KUPSY7lvpv+9TwemxXLmYM1o/XzDUQ4XeJacMqhxuNiVY3TjaX/eX1dlJRWLFgGwMm0wK49qXsOle47zSzetojKktJgyt8KOYDFGn7c1TpcpPu6Okb8WahVM6N28CMxgvePBtqwS7Pn5OLK0eRM+xL/KV6MxPICsrqb05ZcAzHZb/hBwcpPe2eAh/eFtm6kelrXo7YK3/LW80mpydYXkppI4DYOt2uFi3/Fy+nmIxXsyDBOaEEdzb/g+qseJk3ulUPhL75RoPrx5PFe8spLc0mqenb+bj9ccJi4ilNgIzUMaGx5CbEQoseHastjwUG25/lxbp23rqetCIGw4XMSWo9oP/ZVjuwftuCcSFovgXxcP46xnFlPtcPG7Tzfz/T2nNquv57qDBdz94UaOFmmVjakxYbz061OIj2xfxRwJa5dh5OAs7jyUb95dx+e3TaSvh994R4/aCsB+5Tk8fvmsgOfLXdP78lNmDk6X5MWFe3j8omFet92dW9uNZ0h6+yo4AChbtAhZoRmdi9OHsy2rhLJqB8v2HGdD2hBqrKHYnHZKvv6amKlTg3rusfVaYxk3HgZGUcjoHonNlo8x7ICSKgdHV9WKjfvrYQOt9Vn0tGmULVjAgA2L6JY4hozeyfjbI6Z1S9VaAe8FB7XWuLeCA4O6hQfFHg02T71Km/KwGQZbeKjFDLsqFB2V3imap+2KV1eSU1LNsZIqjgUob5+RHMVDZ/bn7CGdmxUiekf3roVYBFeOa6iddLKQkRzFA2f047Hvd7DveDnP/LzbDJX6g9MleWnhHv7z826ziGPGgFSevHR4u6y8LZmrVYdWd+3JkZhUqHJw7Ztr+OKOiaTG1Fb4Syl5ep+L6/T/b0p30SfVtwpPTwxJj2PmwE78vD2HOWuPcMe0PnRN8Hy9yDzavgsOSn74EQBXZBTrUvvjkrB8z3HWHiikJjScrKHj6LlxKaXzf8FZVoY1OvD3rT6pseH0TIrkQH4Fq/YXcIebfN6B4+UczNcMyWBUJLvbCdlrNhKvPw8fHJjXOOW+eylduAirdHHtth/gzDt5189jdKzbS6FXcHrAvTdoU1+CvqkxhOqS594KD2KTIggNq70jDY8OJTyq8byq9QeLABiWHh/0Zt8KRXukV0o0X9w+iTum9eaSU7pyxqBOjO+VyOAusXRLjCAuIrSBSrwn9h8v5/b313Plq6vY6UFr0BdyS6v4bosW1jh7aBqd/GgI3RG5flKGmYj/6pJ9bPEQYmqMnJIqfv3aKp6auwunS2KzWvjLrEG8ds3odmms1Rw+TPU2vdLz/HN58AwtvHm0qJIb3lpLRU1tAcaXG4/yyb5Kim2aUTWkKrAkcXfunqFpEzpckpcWevetGM6FsBALvZrQzGxtXOXllOnh0Khp07BbtWveS4v2UqOnD0WcownEyupqSufO83ygZmA0oF9/sNC8SYDgyHm4M8Ctr3C1UXCQnu5zwUF9wvv1Y9tQrUXVxOytDK7MaWKPhnQoD1t0Qhi2cM8vyUjiTIsLb/LHxBZioW9qDNuyS7xKewiLICk9imP7tPVNVYiWVzvYcUzbdmSP+Ea3VSg6El3iI3joTO/eGykl5TVOSirtlFTZKal0UFJpp7Rae55XWs0Hqw9RUF7Din35nPPcEq4e34P7ZvbzS/z1w1WHzVDTNRO8J5ufLIRYLTxxyXBmPb8Eu1Py0Keb+PrOyT6F/eZvz+HBOZsorNASy3slR/HcFSMZkt7+PEIGpXPnms9jzjyDO/r24XBBJR+vPcyWo8Xc/eEGXr56NFlFlfzly0wQgiMJ6cTl7KZ6Z/NzMId1jWda/xQW7Mzjk7WHuWNaH7rEN6wANa45A9JiCWlnN/alCxYiqzQvedLsc+m3QbArp8yUq7IIGHHBGeS+/CTO/HyKv/6a+IsuDOoYxmQkMmfdEcqqHWz/Zh5R779O0g03sPiYZkilxIQxMK35kiIx4aH0SIrkYH4FEQe0YpFAwqEGZdUO/tP1NF7cuhyby0HJO+/4fYz2NRuaSWMhScNTNsjHUKQRFt2WXYK3fqtJbnlsTYVDAxXMVSg6OkIIosNC6BIfwYDOsYzNSGTmoE5cOLIr10zsyYNn9mfBA1O5dmJPrBaB0yV5a/kBpj61gA9WHapzl+0Nu9PF+6sOAtp3+xSVQwposhNGV4odx0r536LGs2qqHU7+9k0mN7y91jTWLj2lK9/cNbldG2sAJT9pBputZ0/C+vZFCME/LxzCqX01gdeft+fyt28yuf+TjaYkSY8xWq5Z9d69SEfzJVDunqFVUdqd0uN77XJJtmcbxXHtL22m5IcfALDExhI9cSKje9bNIRvaNZ742Ahizz0HgIpVq7AfOxbUMYzT89Yi7FU4//lXqjZv5thjj7F8j1ZAMqVvStAqawelxRJXXUpsidbGzN+CA3fmb8/hqC2Or3ppXraqbdv8PkbHMthSPRtNZdUODuRrlSy+fgmM+HVRhZ2sYs95N/4YbM0VzFUoTmbiIkN55LzBfHf3ZCbosgqFFXb+8MUWzvvvUtY2Uen449ZjZtHRNRN7tkuphLbi9ql9zPDP87/sNisU67M3r4wLX1jOm8sOABAdFsKzvxrBk5cOb/H+oM3FnpVF1ebNAMSceab5+YdaLbx41Sjz9b+z4iBrDmi5xleN607fCZocg6yupubQoWaPY2T3BDO/6qPVhzlW79pyIL+ccl0Bf0g7y19zlpVRvlgTgYiZORNhs9UpAgCY3Ef7bsbN1kR0kZKS774L6ji6J0aSGhPGRXsWYSst0saWk0Nanvb5TOkXvA4Lg9Ji6Vt0xPw/0Pw10OSEAH4cdgaWAFt2dSyDzYvRtMOtzUdTBQcG7nlumUc953akdK91uyZ2aTzXYP3B5gvmKhQnOwM6x/LBTeN48apRpOvhpMysEi753wru/WhDgwugwTsrDgCQEBnKecO7tNZwTwhsIRb+dfEwLELz/Pz20811vJZSSuasPczs55eaucDDu8Xz/d2nNtmeqb1QOs9NLPfMumK5MeGhvHndGDrF1v4u90qJ4k/nDmrQoioY3KN72WqcrgZetrodDtqXh61s/nxTWy327LMBGN2zrvPBaEcVPmQwNl14uPirr4M6DiEEp6VYuHjPojrLx2dnIgSc2gz9tfoM6hJLn6Kj5v/hgwIz2Eqr7GYHhsmjepF0040BHeekMNj8KTgwcI+Bu+/vTqeMWEad2Z0hU9LpPsh7U2MpJRsOFwHKu6ZQNBchBOcMTePn+0/jnhl9CdNzrr7cmMX0pxfy4sI9VDtqhSkzs4pNr8nlY7o3S76iozK8Wzw3napdYDceLuLNZVrrptIqO/d8tJGHPt1s9j689bTefHrrBLonNd3Zpb1ghENDu3UjbGDDNllpcRG8ce0Y4iNDibJZefbykUTYrIT16Q0WbX5VBclgO6VHApN1w+bD1YfIdauc3qoXHFgtgv6dg9vaqbmUfK+FQ63x8USN17pQdk2IpEucVrwTHmoxr29CCOLOmw1A9a5dQXvvDM7d8D0RTk3TlBjNsB1/bBvD0uOCWvAyuEscfQu1rihVyZ0DLjj4eXuOWZRx7rAuJF59NSFJ/uvEdSiDLSbRc9WXUSYd40ebDyPhELz3FBVCMOHCPpx2ZX8sjSSHHqgjmKsMNoUiGETYrNx3ej9+vv80zh6itf+pqHHyxI87OeM/i5m/PaeOUK5FwK/Hn7xSHk1x3+n9yNCrEp+au5OvN2VxznNL+HqT1vcwOTqMd28Yy+/PHnBCVbnbc3KoXL8e0HqHeguHD+4Sx+LfTmPZ76eb7cosERFmN4RgFB4Y3DNT87JVO1y8vHifudzIte6TEt2ubiycxcWULV8OQMzppyNCa4t9jD6tMwd2qjPm2FmzzefB9LJV799Pp0WatMi61H7snazly/UpPsqZwe03T6fYMPqXaB62rE6BFyp9p4dD4yNDmdg7CUt4OF0ef8zv45w437pmkKm3lhiU5l+bD7PwwIvB5itGOBSUwaZQBJtuiZG89OtTeP/GcfTVtbIO5ldww9trufbNNXy1UTM4Zg7s5FX7SgHhoVb+dbGWZF9ld3H3hxs4XKAJ4Z7WL4Uf7z01qOGm1qJ03s/m89gzz2x029jw0AZiv2H9tbBosEKioElTGLmY7686SF5pNVJK0znQ3sKhpT/PByMces7Zddb94dyBfHjTeJ64pK4YsK1rOhGjTwGg5Ntvkc7A2jHVJ++ZZ8HlxIXgjUHn8oqzNiw/Mbd+J8zm4czPJ6miCIBtMYGF/4sr7SzepRVEnDW4s3mzE9rF/9SMDm+w2Z0udh0rA/wXITQqSo8WVVJUURPwGDYcrhXMHRCEcmOFQtGQSX2S+f6eU/nr7EHE6PI+i3blUe3QQhHXnmR9QwNhbEYiv3GTPAm1Cv507kDevHbMCduv2JDzCElLI3zoUL/3N1pU2bOycJYGpgHoCcPLVmV38eqSfRwrqTIjMb7mWrcWRnWoNSmJyDFj6qwLC7EyoXcSkbaGhSdx52nFB47cXCpWr272OCo3baL0J038ePvgCeyLT2dzRGeOh2vX9oSNK5t9Dneq9P6hACtDUuqkWvjKvG214dBZw5qXP9vhDbY9uWXmm+XvXYu7gdccL5spmNtVCeYqFC1JqNXCdZMyWPjgVK4Y2w3Dod6/U0yzewueLPz2rAHMHJjK2IxEPrttIjee2guLL+rG7RDH8eNUrF0LQOwZZwRUHWx42EDLxwoW43slma2V3l1xkDVzVzIw/wBAu5JIcRQWUr5iBaCHlEN8rwiOPfNMM3za3LColJLcJ58CQISGUnrlDdoKIViZphUDVKxZg7OsrFnncafSzWDbGZvO7hz/j/3dZs3DnxhlY3wv77nuvtDhrQd3Q8vfuxZ3A89b4UFT1BHMVQ3fFYpWISk6jMcvGsbXd0zm/tP78do1o5WUh49Eh4Xw2jVj+OSWCQzrGt/Ww2kWpT/PB5d2wx5TrzrUV9wrRYOdPH+vXjEaX5RDxl/v4t9L/sstm79koBeJqragdN480MOZRnWor1jj4ojW+4mWzp2Lq7Iy4HGULVpkGt8JV17JsNG1xSMrO+uCtnY75UuWBHyO+lRt1Qy27MgkymyRftsBxRV2luzWw6FDOjdbCLnDG2xGToDNavG7F1xKTBjJ0bY6x/EXJZirULQdQ7vGcfeMvnRLbD8XQEXrUar3Dg1JSSFixIiAjhGa3gVLlFaMEczCA4AJvZMY3SOBiVlbCHFpRtEF+5ZSdNftOAoLm9i7dTDCoSEpKUSecorf+8edr4VFXRUVlP7yS0BjkE4neU//GwBLTAxJt97C0PQ4wkM1E2Zzch+I1L7jpb8sCOgcnjBConsTuwL+R9p+2nYMh24AzBqa1uzxnAQGm1Zw0K9ztN/hSCEEg/SwqHvzeH9QgrkKhULR+jiLiilfpeVNxZxxBsIS2OVOCEFYPy2PLZiFB8ax757Rl3HH6ibLV6xYyYHLLqd69+6gns9fHMePU2G8h2eeibD6X7kaNWUKljjtOlr8dWBh0eIvvzLfi6SbbiIkIQFbiMXsWJLRJZ6YyVoHgbJFi0y9uObgyMvDkaP1+yzprnUD8dfDZlSHJkfbzPB3c+jQBpuU0nyDB6cFlhNgFB7szSunyu5/wqESzFUoFIrWp2rxIjOUF2g41CBMLzyo3rULqYdYg8XElBAGFRwA4Pue48kZNQkA++HDHLj8V5TOnx/U8/lD6bx5Zki5fnWor1hsNmLPPguA8qXLcOTn+7W/q6qKvOefByCkUycSr/61ue7hswdy3vAuPHrhUGJmTNe2LymhYv2GgMbqjnv+mnWAFn7dnuW9VWV9CstrWKa3yzp7SFpQ+sJ2aIPtSGElpVVa/7fB6YFV3Rh5bE6XZOcx/yqElGCuQqFQtA2VevjNmpQUUCjPnXC98MBVUYH96NEmtvaP8qXLsErNKFqcPpzwf/wfKffeY57vyB13cvyll3w2FIKJIZYb0rlzwCFlqK0Wxemk5Lvv/dq38L33cOj9SFPuuhNLRK2W6pD0OJ67YiRjeiYSNWWKKXJc9kvzjVz3CtHUUZpkSWm1gyOFvuXh/ZRZGw49d1jzw6HQwQ0297wzX5u+16c5hQdKMFehUChaH0tFBdWr1wB638sAQnnu1KkUDXJYtGzhQgCcEZFcecNsxvdOJvnWW+n64gtY9LysvGef4+h99+OqqAjquRvDnpNbW2F71lkBh5QBIkaOJLSrlgdW/M03Pu/nLCri+CuvAmDr05u4Cy7wum1IQgKRo0YBUDr/l2YbuEbBQWj37vTvW6vB5ms++3dbtHBoSkwYY3o2PxwKHdxg26bnnQkBAwM02HomRRFp077s/uaxKcFchUKhaH2itm8HhxZdqd87NBDC+vY1nwezUlQ6HJTpVY3xp03h8om9zXUx06fT8+OPCO2udeco/fFHDlx5VdA9fN4onTsXowm3EdIMFPdWVVVbtlC9b79P+x1/+RVcJZqBlHr/A01KikRP18Ki9iNHqNmzpxkjrvWwhQ8eRP/OsaZE0DYf7ID8smqW79VCv+cM6Yw1SLI4HdpgMyzhjKQoosJ8145xx2IRprHnb6Xo+kNKMFehUCham5itWwGt72V9oddAsMbEEJqueVmCWSlasX69aZDETJvaYH1Y375kfPIxURMnaOfesYP9l15GxZo1QRuDN4zq0ND0dMKHDWti66aJne3WquqbposP7EePUvjeewBEjD6F6GlTm9wnZvo083lzqkXtubk4cnO1cw8ZQnRYCD2TtEphXyJtP2Xm4DTDoc0Ty3WnQxtsxhs7sJmq0UY4dUd2qfkh+MJ6vUJUCeYqFApF6+AqKyNyl1ZRGD1jep2+l83BbFEVRPHcsoWLtCdCaDlYHrDGx9PtlVdI+M3VADgLCjh43fUUfvRR0MZRH3t2ttl/Nfbss4KiYRiWkWEafiVff9NkyDLvuefMas/UBx7waQy2nj2x9da8lKXNyGNzz18LH6xpvBl2gC/SHt/qYrmdYsMY3SN40bUOa0UUlNeQXVwFNL8vm7F/pd3J/uPlPu1TVu1gpy6Yq8KhCoVC0TpULVuGxQyHNt471B+MStGagwebJQDrjpG/FjFiBCEJ3q8TIiSEzn/4A2mPPqoZoA4Hxx75G9l/+1tQJCzqU/LjT+bzmLMCqw71RJzuZbMfPUrlBu+VnFU7dlD8tZbrFnP66USOHOnzOQwvW9WmzTjy8gIaZ1XmNvN5+CCti4IhvJ9VXEVhufdWlXml1azcp4dDh6YFtUtIhzXYtgWh4MCgTosqHwsPNh92F8yNb9b5FQqFQuEbRnWoiI4mavz4oB3XqBRFSqqbmR8FmuFXs28fANHTpjWxtUb8xRfR/Z23sSYnA1D04Uccuu56HAUFzR6POyU/6uHQ7t0JHzwoaMeNPfcc0AtAGmtVlfv0v7X8OauVlPvu8+sc0dOmm89LdYPYX6r0kHpoj+5YYzX7wd2O2N6IHfBj5jHz2j8rSNWhBh3WYHMvEPC36Xt9+naKNpMGfS08MPLXAEYF0SWqUCgUCs+4KiqoXq71vQw/9VSEzRa0Y7u3qApGpWiZmzERPfU0n/eLHDmSjE/nmKG6irVrOXDJpVTt2NHsMQHUHDlK1abNgNaKKpgt3UISE4nWBW5LfvwRV01DT1X5ypVme6n4Sy8hrFeGX+eIGD4Ma5LWN7gswDw2IyQaob/HULe1ZWOOG6N3aFpcOCO7Bffa34ENNr2yJCas2YK14aFW+uptrXxtTWF0OOieGElytBLMVSgUipambPESZHU1ABEzpjextX/YenRHhGm/5VVBKDwwvD+hXbrUqUL1hdDOnenx/nvEzpoFgD0riwNXXEnxV181W86iVPeuQfOrQz0Rq1eLuoqLKVu0qM466XLVNniPiCD59tv9Pr6wWk0DuHz5cr/D1/acXDOUGj54iLk81a1VpTc7ILe0ilX7NW9nsMOh0IENNsMC9rfhuzfcEw6b+kLUFcyND8r5FQqFQtE4RmWjy2YjfNy4oB5bWK2mYdVcD5uztJSKNZrGWfS0aQF5sSzh4XR58glSH3wAhEBWVpL1u99z5I47sesVjoFQ8sOPANgyMurozwWLmOnTzd6sJV/X1WQr/fFH07uVdN21hKamBnwOAFldTfny5X7t66ngADRpEkMxwpuH7YctxwwllKCJ5brTIQ22yhon+/LKgOYXHBgYhl9+eQ05JdWNbusumDtSFRwoFApFi+PIzzebi5cNGWx6w4KJ2aJq585mebLKly0zdeKip04N+DhCCJJuvJFuL//PLQz4C/tmzaboyy/9HmPNwYOmwRLscKiBJSKCmDM0bbyyhQtxFmtpRrKmhtz/PAOANTGRxOtvCPgcURMnmp+/vw3n6xpsdfP3DDtgd26Zx1aVRu/Q9PgIRnaL9+u8vtAhDbYdx0rMpL9BAfYQrU/dwoPG89iUYK5CoVC0LkWffw56xWTR2OB61wyMwgNncbGp0xUIZQsWAiAiI4kc23yduOgpU+j17TdmiNRVUkL27x/myK23YdcbmPuC4V2DlgmHGsSdr7Wqkna7WZFa+PEn2A8fBiD59tuxRkcFfHxLRARREycC2nstnb73ATcKDmw9emCNqaufakTanC7J7pyyOuuOFVex5qAWDj13WFrLGLtBP2I7wF3gNmgeNrcKkcyjjeexKcFchUKhaD2ky0XRJ3MACMnIoKpnjxY5TzAKD6TTSdnixQBETZyAJUiewJCEBNKfepKu/33erCItW7RI87Z99rlP3jYjpBzWt4/feXX+EDlmDCGdOgGaiK6zrIzjL74IaJWpCZdd2uxzROvyHs6CAio3b/Z5v8ptRoeDwQ3W1W1VWddx88PW7Npw6NDgh0Ohgxts0WEhdE+MDMox4yJD6ZoQUef43lCCuQqFQtF6lK9YYXpnoi66EFrAuwG1IVEIvEVV5abNOAu1m/oYH+U8/CFm5kx6f/tNbXJ/aSnZf/wjh2++BXt2ttf9qvftM43QmLODp73mCWG1EjvrXAAq164j5x//NN+T1HvvCUp1b8zUqeY8KPMxLGrPycWZdxyA8CFDGqzPSI4mPFS7ptcvPPhWD4d2TYhgWNfgRPbq0yGtCbPDQVpMUKs0BjWRcAhKMFehUCham6KPPwFAhIUR2YLGRkhCAiF6InygLarqyHl46W7QXKzx8aQ/8QRdX3yRkJQUAMqXLGHfrNkUzpnj0dtmeNcAYoMoluuNuPPON58Xf/UVoBlJMWcFJxQbkpJChN5Zwdc2VVWZW83nnjxsVougf+eGdkBWUSXr9FSolgqHQgc02BxOFzv0N7K5+mv1MY53qKCCkirP6tJKMFehUChaD0denplYHnv22Vhig5MG442wfrWFB4FgGGzhQ4eaxlRLETN9Gr2+/Ya4Cy8EwFVezrE//4XDN9yIPSurzrZmOHTAAL+1zwIhvH+/BlWoqQ8+iLAEzywxmsHX7N1LzYEDTW5ftdV7wYGB4bjZnl2KS7/Yf7+l1nM5O4i9Q+vT4Qy2fcfLqXa4gOBJehi4x6+3ewmLKsFchUKhaD2KPvvcrLiMv/yyFj+fWSm6f79H4dfGsB89avYi9aWZeTCwxsXR5fHH6Pby/8y8sfLlyzVv20cfI6WkevduavbsBTSjt7WIO+8883nUlFOJGh/cYpE6zeD1Qo/GqNQ9bLaePbFGR3vcxrAryqodHC6sAOA73WDrkRQZtLx5T3Q4gy2YLanq424AestjW68EcxUKhaJVkC4XRXO0YoOwvn2JGDGixc9ptqhyOMzWUr7i3iopphlyHoEQfdppmrftkosBrSvEsUce4dB115P/9tvmdi1ZHVqfuPPPw5qSjCUmhtQHHwz68W19+hDarRsAZfMbbwYvpTR7iHoKhxrUKTzIKuFIYYUplH/u0JYLh0IHNNiM1lGhVkG/TsGt0EyLCychMlQ/T0ODTUrJBt3DpsKhCoVC0bKUL1uO/ehRAOIvv7xFL5YG7mE8f8OiZQs1Zf+QTp0IGzgwqOPyBWtMDF3++U+6vfoqIWlaJWPFypUUf/oZoBkqtu7dW208IcnJ9P7hB/rMm0t4v35N7+AnQghTRLdi/XochYVet3Xk5uI87r3gwGBA5xizpiUzq6ROOLQlxHLd6XAGm5EI2Cc1BltIcF+eEML0snkqPNh/vJzCCi23TYVDFQqFomUp+uRjAER4OHF6VWRLE5aRASEhAFTt8r3wwFVeTsXKlYAmltsaxqU3ok+dTK9vvib+sroh5NhzWi8camCNjsYaH99ixzfy2HC5KNflVDxh6K+B9/w1gEhbCBnJmkbctuwSUyw3Izkq6FG9+nQog01KaXq+WiqObBQe7M4ppdpRV4zPCIeCqhBVKBSKlsSek2tW/8Wecw7WFi42MBA2G2G9egH+VYqWr1iB1IV9/Wn23lJYo6NJ+/vf6P7G69gyMgjt3t0sTuhIRI4aiSVOu243Vi1qdjgQgvBB3g02qE23Wr2/gE1HtKjerBasDjXoUAZbbmk1RbqHq+UMNu24Dg9Kx0bBQUSolQGdlWCuQqFQtBTFn38GuoJ9QisUG7hjhEX9CYka+WsiLIyo8eNbYlgBETVxIr2+/47eP/1ISGJiWw8n6IjQUFM+pXzJEq+FIpVbmy44MHAvPDBo6XAodDCDbW9erQHVUq5J9+PWF87bYArmxhGiBHMVCoWiRZBOJ4VGscGAAYTrelutRbheKerIy8NRUNDk9tLlMvPXosaPxxIR0aLj8xchRJuGaFuamBlaWNRVUUHFqlUN1vtacGBQ377onRJF/yDnzHuiQ1kVe3LdDLYW8rD1SqlVOjYKHKCuYK5q+K5QKBQtR/nSpTiytNyhhMsva3Vjo07hgQ95bFWZmWZCe3QLdDdQNE7U5MkQqhUMemoG78jJwZmfD0D4EB8Mtnr2xbnDurTKHOxQBtte3WDrkRRJTHhoi5zDm9KxEsxVKBSK1qHQ6GwQEWE2PG9N/O0pWuamAdYe8tdONqzR0USNHQtA2S8LGnR6cC84iPDBw5YaE15HtmtWK4RDoaMZbHnlQMuFQw2MPLZtWSWm0rESzFUoFIqWx56TY3YLiD33HKwxrZ8vHJKaYlY2VvlQeFC6UEt2Dxs4kNDOnVtyaAovGM3gHTk5VG3bVmddpVvBQdjAxgsODEZ00woZ+neKCbqEmDc6lMGWU1IFtFzBgYFx/PIaJwcLNKVjJZirUCgULU/Rp5+CS+tmk3D55W0yBiGEz4UH9pwcqrdtByBm2tQWHpnCG4YeG0DZ/LphUaMllS0jA2t0lE/He/icgfxmQg+evmx48AbZBB3KYDNoqfw18/j1Cg+UYK5CoVC0PNLppEgXeQ0bNLBRgdOWxmxRtWcP0uHwup1RbACa/pqibQhNSyNskCZWXLqgVt5DKzjQDDZfCg4MeqdE8/fzhzAkPbg9yxujQxpswW76Xp8BnWOxmErHxUowV6FQKFqBssWLcWTrxQaXtU5nA28YLapkdTU1hw553c4I31qTk9vUwFRAzDTNy1a9fTv2rCwAHMeO4dQrfSN8KDhoSzqcwZYcbSM1pmVDkhE2K71SNJ2WbdklSjBXoVAoWoEivdjAEhnZJsUG7vhSeOCqqqJ8xQoAok+bgrB0uEvuCUV0nWbwmpetsk6HA2WwtSoD02Jb5a7LyGPLzCpRgrkKhULRwtizsynTWwvFzprlc65RSxHWpzfoBliVF4OtfOVKZJWWW63CoW1P+KBBhOhFH0YeW50OB23Q39UfOpzB1tLh0NrzaAZbXmk1v2zPBZRgrkKhULQURXNqiw3iW7mzgScsERHYevQAvLeoMsKhIjSUqAkTW2toCi9ozeA1L1v5mjU4S0trCw569cIS1bY3AU3R4ayLlq4QNRiUVmsYHtOrU1X+mkKhUAQf6XBo1aFoYStftLJag7B+euGBBw+blNIsOIgcO7bNPYIKjWg9jw27nfIlS9wKDnyT82hLOpzB1tIVoo2dR+WvKRQKRfApW7wYR64WyWgP3jUDo1LUnpWFs7S0zrrqHTtwHDsGqO4G7YnIcWNNT1rBBx/gLNRTmk6AgpAOZbBFhFrpmdQ6dzGJUTbS4sLrLBupJD0UCoUi6BR+/DEAlqgo4s49t41HU0t4Iy2qjHAoqO4G7QmLzUbUqacCULl2nbm8vRccQAcz2DKSI7FaWq/M2z382iNJCeYqFApFsLEfPUr54iUAxM6e1a7yjBrrKVqqt6MK69sHW9eurTksRRPETK/n8bRYCB8woG0G4wcdymDrk9q6FZqD3AocVDhUoVAogk/hp5+C3vuxrTobeCO0SxfTgHSvFHUcP07V5s0ARE9V4dD2RvSUKWC1mv/bemW0qxsBb3Qog613anSrns+944EKhyoUCkVwkXY7xXpng/Bhw9qd7IKwWNwKD2o9bGWLFpvPo6dNbeVRKZrCGh9P5KhR5v/tpYilKTqWwZbSuhbyhN5JJEeHERMWwsyBnVr13AqFQtHRKV24EEdeHgAJ7ajYwB2zRdWuXUhddqRMb/ZujY8nYnjr9ZpU+E70jNreouGD23/BAXQwgy0juXUNtriIUJb+bhor/jCDLvERrXpuhUKh6OiYnQ2io4k9++w2Ho1njMIDV3k59qwsXDU1lC1bDujdDdxCb4r2Q+wZZyAiIsBiIWrypLYejk+EtPUAgoktpPW/GOGh6suoUCgUwabmyBHKly0DIO682VgiI9t4RJ6pU3iwcyc1Bw4iKyoA1d2gPRPapQu9vvwCabcT1qtXWw/HJzqUwaZQKBSKjkHRnNpig/h2VmzgTljfvubzqp07cRZoul6EhBA16cTw3JysGJ0qThQ6VEhUoVAoFCc+0m6n6HOt2CBi+PA6emftDWtMDKHp6QBU79hJmd5UPPKUU7DGto6Qu+LkIGAPmxAiDPg7cDWQAGwG/iSlnOfDvunAf4Az0IzGBcB9Usp9gY5HoVAEFykl9kOHKF+xgvKVq8DpJHL8OKInTSK0Rw+EaD3NQ8XJRekvC3DmHQfat3fNIKx/f00vbulSXEY4dNrUNh2TouPRnJDoW8AlwDPAbuBa4HshxDQp5VJvOwkhotEMtDjgMcAO3AcsEkKMkFLmN2NMCoWiGTgKCqhYuZKy5cupWL4Ce1ZWnfWl8+aRA4R27UrU5ElET55M5PjxWKNbV1JH0bEpMjobxMQQe/ZZbTyapgnr34+yX34xjTWAGJW/pggyARlsQoixwK+Ah6SUT+nL3gG2Ak8AExvZ/XagLzBWSrlG3/cHfd8HgD8EMiaFQuE/rspKKtatp3zFcsqXr6B6+3aP21kTE8FqMb0e9iNHKProY4o++hisViJGjCB68iSiJk8mfNAgVRmnCJiaQ4coX65VWcadfz6WiPZfgV8/ZGvr2RNbz55tMxhFhyVQD9slgBN4xVggpawSQrwOPCaE6CalPNzIvmsMY03fd4cQYj5wGcpgUyhaDpeLmm3bOL5pM+XLl1O5fj3Sbm+wmYiIIHL0aKImTiRq4gQtsVoIqnftonzpMsqXLaVi7TpkTQ04nVSuW0flunXkPfsc1vh4oiZOIGrSZKImTyK0k9IoVPhO0Zw55vP4yy5tw5H4Tli/ugabavauaAkCNdhGAruklCX1lq/W/44AGhhsQggLMAx4w8MxVwNnCCFipJSlgQwq95lnSUhJ0U/W4OT1x2I+r6mx0ykri8LlKyi3hSL1yiSTBv97OLnQzqEdV2jnE6KR5UL/V4CwgMWCsOjPhQCLQFgs+jpte/f/hcVS93iBIKX+cCFdElwu7bmUoP8vpUt7bm7nMteBrN3WOJaxTErtffK2HLTXYbx2q/7arJaGy+qvt2i1MrVjcdZ7ro/d5ax9HcZz4zXU+eyE/sf9fRR11jV4br4ual+buZzadZ62c7qQTic4HUiHE+l0gMOJdHp/jsOh/ZUSQqwIa4jmxQrR/ro/x2ppuD7ESk1pGb3XriWvsrLhXLBYCB86RDPQJkwgYsQILDZbg83C+/cnvH9/km64XvPOrV1L+dKllC1dRs3evQA4i4oo+f4HSr7/AdCq6CInjMcaF9fgeH7j/lmZn4fbc+M7V28b6XRpc8PprH3/XU5tuVOfP06n5+X1v//+4D4P9Ikv3b8D7vOj/jbmS9a+A+7fF+157W9Ho+uEfgwhav83fj/0/7XfqNrfHvM3y/jdMt9b47nb98XLNtJhR9bUIO32Bg/c/6+pu65K78kZMXIk4XoXgfaOrUd3RFgYsroaUHIeipYhUIMtDcj2sNxY1sXLfolAmA/77vSwHgAhRCqQUm/xAIDM77+n1MNFxldyA95ToTjxCElLwzZsKKFDhmIbNLC2l56UsGGDbwex2WD6dJg+HWd+PjWbNlOzeRPVW7ciy8q1bbZu1R4KhR/EjRpJzqpVfu9XWVnJoUOHWL9+PRGtGE4tSE7Gvm8fIjKSYqcDEcDYFScP+/aZNZY+Gy2BGmwRQLWH5VVu673tR4D7GtwO/NXTiruyjjaxq0KhMDmwH1Ysb+tRKBSe+e1v23oEgaP01xS+0w3w6Q45UIOtEs1TVp9wt/Xe9iPAfQ1eBObUWxYNrARGATVN7O+J3sBXwPnA3gD23wo0pxlZc/ZX51bn9hU1z9W5T4Zzq3muzn0inNsGrAcW+bqDaJCv5ctOQswD0qWUg+otnwH8DJwnpfzGw34WoAJ4Q0p5e711/wD+BMQGksMmhJBSyoCSuYQQg9HfdCllZmueu7n7q3Orc/uxr5rn6twd/txqnqtzd9RzB9rpYCPQTwhRX8Z5nNv6BkgpXcAWYLSH1eOAfYEWHAB/C3C/YNDcczdnf3Vude7W4kR+3ercJ9e5m8OJ/LrVuTvwuQP1sI1DC0G667CFod3V5Espx+vLugORUsodbvv+Dvg/YIyUcq2+rD+QCTwlpfy93wNqJs29I1MoTgTUPFecDKh5ruioBJTDJqVcJYSYAzyuV23uAa4BegI3uG36DnAadUU2XgRuAr4TQjyF1ungfiAHeDqQ8SgUCoVCoVB0ZJrTmuo3wD+o20t0lpRycWM7SSlLhRBT0XqJ/gktLLsQrZdoXjPG0xzy0FyTbXV+haI1UPNccTKg5rmiQxJQSFShUCgUCoVC0XoEWnSgUCgUCoVCoWgllMGmaHcIIaQQ4pG2HodC0ZKoea44GVDzPHgog03RIgghrtW/qJ4kXBSKDoGa54qTATXP2wfKYFMoFAqFQqFo5yiDTaFQKBQKhaKd02ENNuXCbV8IIRYKIRZ6WP6WEOJA64+oY6DmeftCzfOWQc3z9oWa521DhzXYFAqFQqFQKDoKymBTKBQKhUKhaOecNAabEGKY7q7dJ4SoEkIcE0K8IYRIqrfdI7rrvY++fZEQolgI8aYQIrKtxq9Q+IKa54qTATXPFScjzWlNdaJxOtALeBM4BgwGbgYGCyHGy4YtHz4B9gMPA6OAG4Fc4HetNmKFwn/UPFecDKh5rjjpOJkMthellHWaywshVgIfApOBJfW23yClvMFt2yS0xvbqCx4YEhAelltbeyAdHDXP2xY1z1sHNc/bFjXP24CTJiQqpaw0ngshwoUQycBKfdEoD7v8r97/S4AkIURsCw2xo1MIxHtY3qOVx9GhUfO8zVHzvBVQ87zNUfO8DThpDDYhRKIQ4lkhRA5QCeShucgB4jzscqje/4X634QWGmJHZy8wQAiRYiwQQgwHJrXdkDoeap63OWqetwJqnrc5ap63ASdTSPQTYCLwJLARKEMzWH/Es+Hq9HIcT25gRdO8AdwP/CSEeB1IBW4FMgF1lxs81DxvW9Q8bx3UPG9b1DxvA04KD5sQIgGYAfyflPKvUsovpJTzgH1tPLSOjPFD6ASQUm4HfoN29/tv4DzgamB9m4yuA6LmeZug5nkro+Z5m6DmeTvgZPGwGXdX9e+m7m3lcZxMxOh/S4wFUsr3gffrbTe3/o5SSnXXGxhqnrc+ap63Pmqetz5qnrcDTgqDTUpZIoRYDPxWCBEKHAXOADLadmQdmjFAOXCwrQdysqDmeZug5nkro+Z5m6DmeTugIxtsdVy4wJXA88Ad+rq5wNlAVusPreMihLgYmApcBbwmpXS07Yg6PGqetwFqnrc6ap63AWqety9EQ33BjoEQ4m7gWaCPlHJvW4/nZEEIsR/Nff4FcK+UsryNh9ShUfO8bVDzvHVR87xtUPO8fdGRPWzKhdsGSClVWKJ1UfO8DVDzvNVR87wNUPO8fdHhDDblwlWcDKh5rjgZUPNcoailw4VElQtXcTKg5rniZEDNc4Wilg5nsCkUCoVCoVB0NE4K4VyFQqFQKBSKExllsCkUCoVCoVC0c5TBplAoFAqFQtHOOWENNiHEGCHEf4UQmUKIciHEISHEJ0KIfh62HSiE+FEIUSaEKBBCvCuESPGw3R+FEF8LIXKEEFII8Ugj558phFgghDguhCgSQqwWQlwd5JepOMlpB/P8V0KI9UKIKiFEnhDidSFEcpBfpuIkJ9jzXAgxQAjxhBBioxCiVAiRLYT4Tggx2sv50/XzFQkhSoQQXwkherXU61UoAuGELToQQnwKTALmAJuBzsCdQDQwXkq5Vd+uK7ABKAae09c/CBwCxkopa9yOKYFjwCbgTOBvUspHPJz7POBLYAXwISCBy4ApwP1Syv8E/QUrTkraeJ7fBrwIzAc+B7oC9wB7gHFSyqrgv2LFyUiw57kQ4ingBuAzYDVak/JbgJ7AWVLKn93OHY3WtDwOeBqwA/ehdVAYIaXMb8GXrlD4jpTyhHwAEwFbvWV9gSrgPbdlLwIVQHe3ZTPRjKyb6+3fU/+brK9/xMu556L1rwtzWxaCdiHb1NbvjXp0nEdbzXPABhQCi9Bv7PTls/R97mrr90Y9Os4j2PMcOAWIrne8JCAXWFpv+W/1/ce4LRsAOIDH2vq9UQ/1MB4nbEhUSrlcunkN9GW7gUxgoNvii4FvpZSH3Lb7GdiF5hVz3/+Aj6ePBQqllNVu+zqA40ClHy9DoWiUNpznQ4B44GMppemGl1J+C5QBv/LrhSgUjRDseS6lXCelLKt3vHxgSb3jAVwCrJFSrnHbdgeaZ/kyFIp2wglrsHlCCCGATmiGE0KIdCAVWOth89XAyABPtRAYLIT4hxCijxCitxDiz8Bo4IkAj6lQ+EQrzfMw/a+nG5BKYKQQokP9fijaFy00zzsbx9OPaQGGNXLM3kKIGP9GrlC0DB3tB/cqIB34WP8/Tf+b7WHbbCBRCBHmYV1T/AP4BPgjsBstFPp74GIp5ecBHE+h8IfWmOe70cJEk9wXCiH6AylABJDg5zEVCn8I6jwXQpwKTHA7HkAi2s2Jt2MCdPFjzApFi9FhDDYhxADgBbRCgLf1xRH632oPu1TV28YfqtFc8J8CVwC/RrtDe08IMT6A4ykUPtFa81xKeRztpuQaIcQDQohe+gXvY7SkbL+PqVD4SrDnuRAiFfgA2E/dKEhLXSMUiqDTIZq/CyE6A9+hVQ5dIqV06quMcI6nu67wetv4w3+B8cAoKaVLH8MnaPkWzwLjAjimQtEobTDPb0G7WD2lPwDeA/YCF6HlsikUQSXY81wIEQV8i9aTdHK93LaW+u4oFEHnhPewCSHigB/QEqTPklJmua02XNpp9ffTlxW4Fw74eD4bWrn4d4axBiCltOvjGK1vo1AEjdae5wBSymIp5flAD+A0tOrSq/Vj5kkpi/w9pkLRGMGe5/pv8edoeWrnS10exI0CNO+at2MCZHlYp1C0Oie0h00IEQ58A/QDZkopt7mvl1IeFULkoRUD1GcssDGA0yahvW9WD+tC0YxgT+sUioBoo3nufvxDaDpXCCHi0SQTPmvOMRWK+gR7nusFBe8AM4DLpJSL6u8kpXQJIbZ4OeY4YJ+UsjSAl6NQBJ0T1sMmhLCi5dNMAC6VUq7wsulnwCwhRDe3fWeg/SjMCeDUuUARcKG7J00XX5wN7JBSKhe6Iii04Tz3xuNoNyxKHFoRNFponj8PXA7c3kQx2KfAGPcuCHpxzXQPx1Qo2owTudPBM2iq69+gJUfXQUr5nr5dNzRl7CK0/LJo4CHgCJpQoulCF1prqR5AJPAwsAD4RV/9rpTyoL7dH4F/6sd9B82jdgOavs+vpZTvB/XFKk5a2nie/x5Nj20VmojoBcAZwJ+klI8G9YUqTmqCPc+FEPei3VSsQBPbrc8XUspyfdsY/ZgxaLmaduB+tN/1EVLKvOC8SoWimbS1cm+gDzQtNOntUW/bwcBPQDmaevt7QCc/jzm13rZXol3ICtGUt1eiyXq0+XujHh3n0ZbzHDhXn+Ml+jFXoHk/2vx9UY+O9Qj2PAfeaux46N0+3LbviuZNKwZK0QzHPm39vqiHerg/TlgPm0KhUCgUCsXJwgmbw6ZQKBQKhUJxsqAMNoVCoVAoFIp2jjLYFAqFQqFQKNo5ymBTKBQKhUKhaOcog02hUCgUCoWinaMMNoVCoVAoFIp2jjLYFAqFQqFQKNo5ymBTKBQKhUKhaOcog02hUCgUCoWinaMMNoVCoVAoFIp2jjLYFArFSYcQ4oAQ4q22HodCoVD4ijLYFApFh0UIMVEI8YgQIr6tx6JQKBTNQTV/VygUHRYhxIPAk0CGlPKA2/IwwCWltLfV2BQKhcIfQtp6AAqFQtHaSCmr23oMCoVC4Q8qJKpQKDokQohH0LxrAPuFEFJ/9KyfwyaEuFZfN1kI8ZwQIk8IUSSEeFkIYRNCxAsh3hFCFOqPJ4QQot75LEKIe4UQmUKIKiFEjr5/Quu9aoVC0VFRHjaFQtFR+RzoB1wB3Acc15fnNbLP88Ax4K/AeOBmoAiYCBwC/gCcAzwEbAXecdv3ZeBa4E3gOSADuBMYKYSYpMKvCoWiOSiDTaFQdEiklJuFEOvRDLYv6+WwedstBzhHasm9Lwoh+qAZZy9LKW/T930FOABcj26wCSEmAzcCV0kpP3A7zwLgR+BS4AMUCoUiQFRIVKFQKGp5XdatxFoFCOB1Y4GU0gmsBXq5bXcpUAzME0IkGw9gHVAGTGvxkSsUig6N8rApFApFLYfq/V+s/z3sYbl7blpfIA7I9XLc1OYPTaFQnMwog02hUChqcfqx3D2uakEz1q7ysn9jeXMKhULRJMpgUygUHZnWEprcC8wElkkpK1vpnAqF4iRC5bApFIqOTLn+N76Fz/MJYAX+XH+FECJEdVpQKBTNRXnYFApFR2ad/vdRIcRHgB34JtgnkVIuEkK8DDwshBgBzNXP1RetIOEe4NNgn1ehUJw8KINNoVB0WKSUa4QQfwZuBc5CiypktNC5bhVCrANuAR4DHGjyH+8By1rinAqF4uRB9RJVKBQKhUKhaOeoHDaFQqFQKBSKdo4y2BQKhUKhUCjaOcpgUygUCoVCoWjnKINNoVAoFAqFop2jDDaFQqFQKBSKdo4y2BQKhUKhUCjaOcpgUygUCoVCoWjnKINNoVAoFAqFop2jDDaFQqFQKBSKdo4y2BQKhUKhUCjaOcpgUygUCoVCoWjnKINNoVAoFAqFop2jDDaFQqFQKBSKdo4y2BQKhUKhUCjaOf8PLKa6L5H2eXcAAAAASUVORK5CYII=\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "filtered_artist = scrobbles.query(f'artist == \"{artist_name}\"')\n", + "# select only descriptor float columns\n", + "filtered_artist = filtered_artist.loc[:, float_headers]\n", + "# resample by day and mean\n", + "filtered_artist = filtered_artist.resample(\"1M\").mean()\n", + "\n", + "# filtered_playlist[\"energy\"].plot()\n", + "filtered_artist.plot()\n", + "\n", + "plt.title(f\"{artist_name} Characteristics Over Time\")\n", + "plt.legend(loc = \"upper left\", fontsize = \"xx-small\")\n", + "plt.ylim([0, 1])\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "source": [ + "# Artist Listening Time" + ], + "cell_type": "markdown", + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "artists = fmnet.top_artists(period=fmnet.Range.OVERALL, limit=20)\n", + "\n", + "filtered_artists = [scrobbles.query(f'artist == \"{i}\"') for i in artists]\n", + "artists_time = [i[\"duration_ms\"].sum() for i in filtered_artists]\n", + "\n", + "plt.barh(np.arange(len(artists))[::-1], np.array(artists_time) / (1000 * 60 * 60) )\n", + "plt.yticks(np.arange(len(artists))[::-1], labels=[i.name for i in artists])\n", + "plt.xlabel(\"Time (Hours)\")\n", + "plt.grid(axis=\"x\")\n", + "plt.title(\"Time Spent Listening to Artists (Since Nov 17)\")\n", + "plt.show()" + ] + }, + { + "source": [ + "# Imports & Setup" + ], + "cell_type": "markdown", + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "from datetime import datetime\n", + "\n", + "from google.cloud import bigquery\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib as mpl\n", + "mpl.rcParams['figure.dpi'] = 120\n", + "\n", + "from analysis.net import get_spotnet, get_fmnet, get_playlist, track_frame\n", + "from analysis.query import *\n", + "from analysis import descriptor_headers, float_headers, days_since\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "client = bigquery.Client()\n", + "spotnet = get_spotnet()\n", + "fmnet = get_fmnet()\n", + "cache = 'query.csv'\n", + "first_day = datetime(year=2017, month=11, day=3)" + ] + }, + { + "source": [ + "## Read Scrobble Frame" + ], + "cell_type": "markdown", + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "scrobbles = get_query()" + ] + }, + { + "source": [ + "## Write Scrobble Frame" + ], + "cell_type": "markdown", + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "scrobbles.to_csv(cache, sep='\\t')" + ] + } + ] +} \ No newline at end of file diff --git a/playlist.ipynb b/playlist.ipynb new file mode 100644 index 0000000..733009a --- /dev/null +++ b/playlist.ipynb @@ -0,0 +1,336 @@ +{ + "metadata": { + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.4-final" + }, + "orig_nbformat": 2, + "kernelspec": { + "name": "python3", + "display_name": "Python 3", + "language": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 2, + "cells": [ + { + "source": [ + "# Individual Playlist Investigations\n", + "\n", + "Prepare frame for processing" + ], + "cell_type": "markdown", + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "12,455 scrobbles\n32 days spent listening since Nov. 2017\n38.61 minutes/day\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " duration_ms mode loudness key tempo \\\n", + "mean 220576.782577 0.640947 -6.733367 5.385548 119.263638 \n", + "std 61942.238445 0.479742 2.420944 3.747218 31.763759 \n", + "min 60867.000000 0.000000 -17.819000 0.000000 61.113000 \n", + "25% 183380.000000 0.000000 -8.320000 1.000000 91.973000 \n", + "50% 210076.000000 1.000000 -6.533000 6.000000 117.267000 \n", + "75% 253467.000000 1.000000 -5.089000 9.000000 140.065000 \n", + "max 774920.000000 1.000000 -0.140000 11.000000 207.982000 \n", + "\n", + " time_signature acousticness danceability energy instrumentalness \\\n", + "mean 4.008511 0.178874 0.660686 0.710924 0.007824 \n", + "std 0.244269 0.184188 0.149962 0.143197 0.053548 \n", + "min 1.000000 0.000017 0.261000 0.252000 0.000000 \n", + "25% 4.000000 0.035000 0.548000 0.604000 0.000000 \n", + "50% 4.000000 0.121000 0.672000 0.720000 0.000000 \n", + "75% 4.000000 0.254000 0.766000 0.822000 0.000035 \n", + "max 5.000000 0.864000 0.975000 0.993000 0.847000 \n", + "\n", + " liveness speechiness valence \n", + "mean 0.246660 0.276648 0.480153 \n", + "std 0.171092 0.127003 0.223495 \n", + "min 0.033300 0.032300 0.027200 \n", + "25% 0.114000 0.190000 0.313000 \n", + "50% 0.186000 0.282000 0.475000 \n", + "75% 0.339000 0.362000 0.641000 \n", + "max 0.979000 0.827000 0.962000 " + ], + "text/html": "
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duration_msmodeloudnesskeytempotime_signatureacousticnessdanceabilityenergyinstrumentalnesslivenessspeechinessvalence
mean220576.7825770.640947-6.7333675.385548119.2636384.0085110.1788740.6606860.7109240.0078240.2466600.2766480.480153
std61942.2384450.4797422.4209443.74721831.7637590.2442690.1841880.1499620.1431970.0535480.1710920.1270030.223495
min60867.0000000.000000-17.8190000.00000061.1130001.0000000.0000170.2610000.2520000.0000000.0333000.0323000.027200
25%183380.0000000.000000-8.3200001.00000091.9730004.0000000.0350000.5480000.6040000.0000000.1140000.1900000.313000
50%210076.0000001.000000-6.5330006.000000117.2670004.0000000.1210000.6720000.7200000.0000000.1860000.2820000.475000
75%253467.0000001.000000-5.0890009.000000140.0650004.0000000.2540000.7660000.8220000.0000350.3390000.3620000.641000
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\n
" + }, + "metadata": {}, + "execution_count": 8 + } + ], + "source": [ + "playlist_name = \"ALL RAP\"\n", + "playlist = get_playlist(playlist_name, spotnet)\n", + "playlist_frame = pd.merge(track_frame(playlist.tracks), scrobbles, on=['track', 'artist']) # FILTER SCROBBLES\n", + "playlist_frame = playlist_frame.sort_index(ascending=False) # SORT\n", + "playlist_frame = playlist_frame.loc[:, spotify_descriptor_headers] # DESCRIPTORS\n", + "\n", + "total_time = playlist_frame[\"duration_ms\"].sum() / (1000 * 60) # minutes\n", + "total_days = total_time / (60 * 24) # days\n", + "print(f'{playlist_frame.count()[0]:,d} scrobbles')\n", + "print(f'{total_days:.0f} days spent listening since Nov. 2017')\n", + "print(f'{total_time / days_since(first_day).days:.2f} minutes/day')\n", + "\n", + "playlist_frame.describe()[1:]" + ] + }, + { + "source": [ + "Count of played songs from playlist over time, grouped by month" + ], + "cell_type": "markdown", + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "# filter playlists by join with playlist track/artist names\n", + "filtered_playlist = pd.merge(track_frame(playlist.tracks), scrobbles.reset_index(), on=['track', 'artist'])\n", + "# to time series, select only descriptor float columns\n", + "filtered_playlist = filtered_playlist.set_index('time').loc[:, [\"energy\"]]\n", + "# resample by day and mean\n", + "filtered_playlist = filtered_playlist.resample(\"3W\").count()\n", + "\n", + "filtered_playlist[\"energy\"].plot()\n", + "\n", + "plt.title(f\"{playlist_name} Scrobbles\")\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "source": [ + "Plot change in descriptor characteristics over time" + ], + "cell_type": "markdown", + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "# filter playlists by join with playlist track/artist names\n", + "filtered_playlist = pd.merge(track_frame(playlist.tracks), scrobbles.reset_index(), on=['track', 'artist'])\n", + "# to time series\n", + "filtered_playlist = filtered_playlist.set_index('time')\n", + "# select only descriptor float columns\n", + "filtered_playlist = filtered_playlist.loc[:, float_headers]\n", + "# resample by day and mean\n", + "filtered_playlist = filtered_playlist.resample(\"2W\").mean()\n", + "\n", + "# filtered_playlist[\"energy\"].plot()\n", + "filtered_playlist.plot()\n", + "\n", + "plt.title(f\"{playlist_name} Characteristics Over Time\")\n", + "plt.legend(loc = \"upper left\", fontsize = \"x-small\")\n", + "plt.ylim([0, 1])\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "source": [ + "# Playlist Comparisons\n", + "\n", + "Take the average descriptor for a handful of playlists and comapre the results" + ], + "cell_type": "markdown", + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "playlist_names = [\"RAP\", \"EDM\", \"ROCK\", \"METAL\", \"JAZZ\", \"POP\"]\n", + "playlists = [get_playlist(i, spotnet) for i in playlist_names]\n", + "\n", + "# filter playlists by join with playlist track/artist names\n", + "filtered_playlists = [pd.merge(track_frame(i.tracks), scrobbles, on=['track', 'artist']) for i in playlists]\n", + "\n", + "playlist_counts = [i.count()[0] for i in filtered_playlists]\n", + "playlist_time = [i[\"duration_ms\"].sum() for i in filtered_playlists]\n", + "\n", + "# distinct on uri\n", + "filtered_playlists = [i.drop_duplicates(['uri']) for i in filtered_playlists]\n", + "# select only descriptor float columns\n", + "filtered_playlists = [i.loc[:, float_headers] for i in filtered_playlists]\n", + "\n", + "playlist_mean = [i.mean() for i in filtered_playlists]\n", + "playlist_std = [i.std() for i in filtered_playlists]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": "
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lLoQYJIS4IIS4LISYW0a5pxBirxAiVAhxRggxRP+iytQ3aeuCEIaGGA7ozaLTi/B39qeX+38Hi5qZNMNIYVSmCUZhbIzTa7PJv3CBtHXr7qbYMjJ6xcjIiPnz5xMVFcXp06eLrg8ZMoQtW7YAujC9kydPrhf5Kj1RKoRQAguB/kAMcFwIsVGSpHPFqv0PWC1J0o9CiFbAVsC7DuSVqSekggIyNm3Col9flkavJSUvhYV9F5bIo2ikMKJjg46ExIbwBm+U6sNy0CBMly0n8bvvsRo8BKWF+d2cgsz9xLa5EHe2xCVTjRqUtTgE79IGBs+rsMrtKI23efPNN5k4cWKpekqlknbt2nH+/HnatWsHwKRJk/jwww8ZNmwYZ86c4cknnyQkpPQCp66pykq9E3BZkqSrkiQVACuBkXfUkQCrwufWwE39iShzL5AZHIwmLQ1pSG/+jPiTwd6D8XHwKVUvwC2AGxk3uJFxo1SZEALnN+eiSUoiecmSuyG2jEy1uNP8UpZCv82dcY3atm3L9evXWbFiBUOG1J+xoio/e25AdLHXMUDnO+q8D+wUQrwEmAP9yupICPEs8CyAs7MzwcHB1RRXR1ZWVo3b3mvcL3Ox+eUXDKyt+ThtE2qNmk4FnYrkNs5LwuvGaoysOmGs8gbg9+DfCbQKLLMvq86dSfrtN857eqJ1sL87E6gG98tnUhXup7lYW1uTmZmpe9Hj7VLltU2SAcDt/iusUrqORqMhOzu7qEyj0XDmzBnmzp1bdC0zM5OBAwcye/Zstm7dSkpKCmq1utz+yrp+J3l5edX+/PQV0GsysFSSpK+EEF2BZUIIH0mStMUrSZK0BFgC4O/vLwUGBtZosODgYGra9l7jfpiLOjGRSxHnEFNGcSR3E1NbTWVcx3EgSRC6DA6/DfkZ2KWcoNvoMP7Y9gdxpnHlzkvVogVXBg2m0cEDuH/zzd2dTBW4Hz6TqnI/zSUyMrLCeOl3I546UOYYSqUSc3NzLC0tUalUvP3223h6etK1a9cS7aZPn46zszNdunQhODgYAwODMvur6lxMTEzw8/OrlvxVMb/EAh7FXrsXXivOU8BqAEmSDgMmgEO1JJG5Z0nfuAk0Gv7wjsbc0Jxn2z4LaVGwfAxsfAkatINxv2GcnwL/vk+AewDH446To8opsz9DFxfsn3qKzG3byTl16i7PRkamfG7b1G8/inu/PPLII7Rt2xYfHx+ys7PLzFPq7u7OzJkz76bIpajKSv040FQI0RCdMp8E3JmcLwroCywVQrREp9QT9SmoTP0gSRLp64NQt27MZvUpZrd/Fesza2BXYSjSoV9BhydBoSDmSBAeJ36l56ivWaYt4FjcMQI9Asvs1/6pJ0lbs4b4z+bhvWolQiF718rUP5py3G0rM4HcGbIXdL7t9XGXVOl/kiRJauBFYAcQic7LJUII8aEQYkRhtdnAM0KI08AKYJokZ0d4IMgLDyf/0mW2tsjD1dSJySfXwpbZ4O4P0w9Bx6ehUCFfazgVbDxpH7IIMwOzMl0bb6MwM8Px1VfIO3tWd0pVRkZGL1TJpi5J0lZ0borFr71b7Pk5oLt+RZO5F0gPCkJrbMg/nnG8G5OFcb4Ghn8P7R+DYu6MAFqlCQz7FqPlY+ji1JX9sfuRJKmE22NxrEeMIHX5XyR8/Q2W/fujMDW9G1OSkXmgke95ZcpFm59P+saNnGqiwVuoGOLYAWYchg6Pl1LoRTTpC+0mExAbQVx2HJfTLpfbv1AocJ77Buq4OJJ/+62OZiEj83AhK3WZstFqyPrxdbRZ2WxrA6+1moZi6lqwdq+87cBPCdAaAxASs6/Cqmb+/lgOGkTyL7+iio/Xh+QyMg81slKXKU3iBfhtIEkbNpFsBbadutCpx5vlr87vxMwO50Gf0zy/gJDIyrMeOb02G9RqEr++99wbZWTuN2SlLvMfGjWEfA2LA1BFXSYvzph9bRS80rV0culKaT2GANMGhObcJCP+bIVVjdzdsZv2OOkbNpB7NryGwsvIyICs1GVuE38Ofu0Huz+AZgOJsn4CIYHR8ME0sW1S/f6EoGf3t9AIweHtL+sOKlWA/XPPobS3J37evFLHr2Vk7ha3Q+/6+PgwfPjwEuF1IyIi6NOnD82bN6dp06Z89NFHJb6r27Ztw9/fn1atWuHn58fs2bMBeP/99/nyS10ugby8PPr378+nn35aZ3OQlfrDjkYF++bDTz0hLRrG/4E04U8SNm7igqeSaQNKB+aqKm28+2ClMCYk8yqE/V1hXaWFBY4zZ5J78iSZO3ZWWFdGpq64HfslPDwcOzs7Fi5cCOgOJY0YMYK5c+dy4cIFTp8+zaFDh1i0aBEA4eHhvPjiiyxfvpxz585x4sQJmjQpuRgqKChg7NixdOjQgbfeeqvO5iAr9YeZW2fg596w9xNoNQJeOAatRxEe/A828dloh/TC0cyxxt0bKAzo7tmbEAsrtDvegqyECuvbjBuLcbNmJHz5Jdr8/BqPKyOjD7p27UpsrO7w/N9//0337t0ZMGAAAGZmZixYsKAoicb8+fN5++23adGiBaBb8U+fPr2oL7VazcSJE2natGlRm7pCX7FfZO4n1AWw/ws48DWY2sHEv6ClLkOLJEmE//E9LQ2h/7T3aj1UgHtPtl3fTqQooPXWOTDhj3LrCqUS57lvEPXkU6QuW4b900/XenyZ+5PPj33O+ZTzJa7VNqBXC7sWvNGpaneeGo2G3bt389RTTwE600uHDh1K1GncuDFZWVlkZGQQHh5eZG4pi/nz59O/f3++/fbbGstfVeSV+sNG7ClY0gv2zwefcfDC0SKFDrD30g6ahSaSE+CLpY1TrYfr7tYdgWB/i75wbj2c31JhffNu3bDo3ZukHxejTkqq9fgyMtXhduwXFxcX4uPj6d+/v1767dGjB4cOHeLixYt66a8i5JX6w4IqD4I/g0Pfg4UzTFkNzQaWrKJVEbx8HpPzoenj+glKZGdiRxuHNhxAw3RnH12IAe8eYGJdbhun1+dwdfgIEr//gQYffqAXOWTuL8paUd+NKI23beo5OTkMHDiQhQsXMnPmTFq1asX+/ftL1L169SoWFhZYWVnRunVrTp48WZQw40569uzJ448/zuDBgzlw4AAWFhZ1Ngd5pf4wEH0MfgqAg9+C7yMw40gphQ4QdCmI1scSULvYY9nxzpD5NaeHew/OJkWQMuhjyIr/LxhYORg3bIjtlMmkrV1L3oW6X9nIyNyJmZkZ33//PV999RVqtZpHHnmEAwcO8O+//wK6Ff3MmTN5/fXXAZgzZw6ffvpp0Upcq9WyePHiEn2OHTuW1157jUGDBpXwqtE3slJ/kCnIgR1vw68DQJULU9fByAVgalOqarYqmxXB39PmhoTLuMl6jZrY070nEhIHtVnQZQac/B2uH6iwjeOMGSgsLUn4XHZxlKkf/Pz8aNu2LStWrMDU1JQNGzbw8ccf07x5c9q0aUPHjh158cUXAV3Wo2+//ZbJkyfTsmVLfHx8uHr1aqk+p0+fzujRo5k0aRJ5eXl1IrdsfnlQuXEINrwAKVfB/0no9wGYWJVb/ffw32l3IhUhgfWoUVUeRqXRciYmnbDoNKxztWXWaWnXEnsTe0JiQhje+z2I3AQbZ8L0g2BYdhAvpY0Nji+8QPynn5IVHIxl795VlklGpqbcGUJ306ZNRc/btGlTYQjeYcOGMWzYsFLX33///VKvZ8+ejYmJSa1kLQ9ZqT9oFGTDvx/AsSVg4wmPbYRGvSpskpCTwJ8Rf/BDpAlmXdpi5O5WfvdqLWdj0zhyNYUjV5M5cT2VXJUuBnWAmwHjymijEAp6uPVgT/Qe1AbGGAz/DpaN0vnH9yvfFGM7eRKpK1aQMP8LLHr0QBgaVuUdkJF5qJGV+oPEtf2w4UVIuwGdnoO+74Jx5Rsyi8IW0fhGAVZJBdjMGVWirCIl3sLFkokdPejSyI6g0FgOXoxHrdFioCxtuglwD2DDlQ2cSTxD+8a9wXcqHPwOWo+GBm3LlEsYGuL0+hxips8gdcVK7B57tPrviYzMQ4as1B8E8jNh17tw4jewawRPbAOvblVqejn1MkGXg5h/3ROF+S2M+/TjxHWdAj9yNYUTN1LIU+nMKsWVeKeG9tiZG5Xoa0dEPMeup9CtcelMht1cu6EUSkJiQ2jv3B4GfASXdsLGF+HpPaAs+6toERiIebduJC5ciPWI4ShtbKr33sjIPGTISv1+5/Ju2DQL0mOg64vQ+20wMqty8y9PfI2V2hTXo9GcbN6ZkfP3l1Dikzp60qWRPZ0a2pVS4sXp2cwRIwXsCI8rU6lbGlni5+RHSEwIs9rPAjM7GDIf1kyDIwuh+6wy+xVC4DT3Da6NGk3iwkW4vF13x6tlZB4EZKV+v5KbBjvfhtDl4NAMntoJHp0qbVag1nI6Jo0jV5L59/pBrhqE0O2wDwYFYYQ06lykxDs3tMO2AiV+J2ZGBrRxVLIjIp73hrdGoSgdpjfAPYBvTn5DXHYcLuYu0GoUNB8Kez+FFsPAvnGZfZs0a4bN+PGkrliB7eTJGDdqWGW5ZGQeNmSlfj9ycQdsehmy4qD7yxD4JhiWvZOer9ZwJiadI1eSOXItmZM3UgtX4lrsmq7GTOHAc8lalJ6eLJr3RLmp56pCB2cDTp7J43RMGn6etqXKe7r15JuT33Ag9gDjmo3TxWcf+iUs7AybX9Zt6pYzvuPMl8jYsoWE+fPxWPxjjWWUkXnQkf3U7ydyUiDoefh7gu5E5tP/Qv8PSij0fLWGY9dS+H73JR755QjtPtjJ+MWH+WrXRVKyVUzu5MlPj3bg88c1qAyieb/h45ieO4PdmDG1UugA7RyVGCgE2yPiyixvbNOYBuYNSiaktnLVzeHafghdVm7fBvb2ODz/HFnBwWQfOlQrOWVkykMIwdSpU4teq9VqHB0di1wVly5diqOjI76+vkWP06dPFz23s7OjYcOG+Pr60q9fPwDCwsIQQrB9+/YSY9XVqVJ5pX6/cH4LbH4FspOg5xzdw8CYfLWG09HphRubupV4vlqLENDSxYrJnQpt4t7/mVPyNfkMD1pES7uWdDiVQbIQWI8aWWsRzQ0FXRvbsyM8jrmDWpT6kRBCEOAWwKarmyjQFGCkLDTvtJ8GZ9fCjv9B0wFg6VJm/7aPPUbqylXEz/uchkHrELUI7iQjUxbm5uaEh4eTm5uLqakpu3btws2tpIvvxIkTWbBgQYlrYWFhAEybNo1hw4Yxbtx/zr0rVqygR48erFixgkGDBtX5HGSlfq+TnQzb5kD4P+DchoJJqwhTeXFkX1SZSvyRzl6F3il22JiVbRP/O/JvbmXf4qOuH5Dxzf8w79YNQ5eyFWl1GeTjwttB4VyMz6K5S+k4HQHuAay+uJqT8Sfp6tpVd1GhgOHfw4/dYOscmFj2il1hZITTa68R+/LLpK39B9uJE/Qis4xMcYYMGcKWLVsYN24cK1asYPLkyYSEhFTesAwkSWLNmjXs2rWLgIAA8vLy6uzQ0W1kpX4vExGEtOU1pLx0jno+z0LVcI4vjiNffbNaSrw4aXlp/HzmZwLcAvCJFkTdvInj7Ff1JnL/Vs78b30428PjylTqnVw6YaQwIiQ25D+lDuDQBALfgN0f6k6cthxeZv+WAwdg6t+BxO++w2rIYJR1HOBJpn6I+/RT8iNLht5VazSk1OLuzLhlC1yqkJxi0qRJfPjhhwwbNowzZ87w5JNPllDqq1at4sCB/8JcHD58GFPTsk9GHzp0iIYNG9K4cWMCAwPZsmULY8eOrfEcqoJsU7/HyFdrOBlxnks/jIY104jItmJw7kdMudST1HyJqV28+Pkxf8LeGcDWWQG8O7wVA1q7VEmhAyw5u4RsdTavdHiFtHXrUFhaYtm3r97kd7I0wd/Ltly7upmhGR1dOpa0q9+m20xwaQNbXtN595SBEALnuW+iSU0l+aef9Ca3jMxt2rZty/Xr11mxYgVDhgwpVT5x4kTCwsKKHuUpdNCZXiZNmgTofixWrFhRZ3LfRl6p1zMFGqnIHn70SjKuMZt5W7EUc/JYavY4Ma2e5rXGznTytsParHbH5KMzo1lxfgWjmoyikYELl3buwnrUSBR6vh0c2NqFj7dEciM5Gy9781LlAe4BzDs2j+iMaDysPP4rUBrCiB/g5z6w6x3d8zIw9WmN9ciRpPzxJzYTJ2Lk4VFmPZn7l7JW1Hcj9O5tRowYwWuvvUZwcDDJyck16kOj0fDPP/+wYcMGPvnkEyRJIjk5mczMTD1LWxJ5pV6PfPfvJWbszmHSkiP8vfsYs5Le4yvlAhT2jSl4ah/T3vie/w1vS/9WzrVW6ADfn/oeQ4UhL/i+QMb27Uh5ediMGaOHmZRkYGudfX5HOav1ALcAAPbH7i9d6OqnO0R16k+dR0w5OL7yChgYkPDlV7UXWEbmDp588knee+892rRpU+M+du/eTdu2bYmOjub69evcuHGDsWPHEhQUpEdJSyMr9XoiOiWH7/dcoqWtgi09ozhq9RZdpNMw4GNsXtyLpaePXsc7m3iW7de381irx3AycyJ9XRBGjRtjUosvbXl42Jnh42bF9vCylbqnlSfeVt6ExJaz+RT4Jtg21J2UVeWWWcXQ2Qn7p58ic8cOck6c0JfoMjIAuLu7M3Nm2YliVq1aVcKl8VA5LrYrVqxg9OjRJa6NHTu2yASTk5ODu7t70ePrr7/Wi+yy+aWe+HHfFVxFKj8b/oLLsVPg2RVGLNBtGOoZSZL46uRX2JnY8YTPE+Rfu0ZuaChOc16rtW96eQxs5cJXuy4Sn5GHs1Vp804Ptx6svrCaHFUOZoZ3hDUwMoPh38GfI3TZmvp/WOYY9k8+SdqatcR/Ng/vNav1GgNe5uHkztC7AIGBgQQGBgI6l8Vp06aV237p0qVFz3///fdS5SNGjGDEiBFkZmai1ZYdqrq2yP8F9cCt9FzWnohhufUiHDMiYNDnMG1rnSh0gODoYE7Gn2RGuxmYG5qTHrQelEqshpftYaIPBvnoTDA7yzHB9HTvSYG2gONxx8vuoFEv8HsUDi2Am2FlVlGYmuL06ivkRUSQvnGjPsSWkbnvkZV6PfDTvqs0JgqvnHCuNXwEujyv89WuA9RaNd+c+gZvK2/GNBuDpNGQvmEDFj16YOhU88TSGrWKrNQUkqKuE33uLJdPHEWTn19U3sTJgkaO5uyIiC+zfQfnDpgamJZvggFdJEdzB10kR42qzCpWw4Zh0rYtiV9/gzYnp8bzkZF5UJDNL3eZhMw8VhyL4mfn45BmSLxzb+pmfa5j3aV1XEu/xre9v8VQYUhWyAHU8fFYv/kmoDPNqPJyyc3MJC8rk9zMDHKzMsnLzCA3U/f69nXd30zysjIoyC1t63Zo2RYG6nKfCiEY1NqFn/ZfJS2noJTLpZHSiC4NuhASE4IkSWWbgUxtYcgXsPoxOLwAerxSqopQKHCeO5cbU6aQ/MuvOM58SQ/vmozM/Yus1O8yv4RcQ2jy6Z7zL7QYgsqo/BRz1UWr1ZCfna1TzJmZpKUlsnHfEgaIlhgdiGFn1g+kHjxIbnNP2LWBvPV/kZeZgUatLrdPY3NzTC2sMLG0xMzKGjs3D0wtrTC1sMTE0gpTS0tMLCwJ37uLC0cOkpORjpmVNaAzwSwKvsK/kQmM6+Bequ8A9wD2Ru/lStoVmtiW89PWaqQugmPwPGg5osxIjmbt/bAaMpjk337DZsJ4vZ2OlZG5H5GV+l0kJbuA5Udu8EbDayhvpoLfYxBbdl21SlW4Ws4oWh0XX00XraqLr6Czs+COJM1+mAA5nAhdh4m5BYr0VEzt7LBu4IqJhRWmVrcVtGWR8jYtvG5iboGiiif4zK1tOH9wH2d376DzaN3x/TZu1rham7A9PK5spV7o2hgSG1K+UgcYUhjJceNMeHxTmaYqp9mzyfx3Nwlff43b/PlVkllG5kFEVup3kd8OXCNXpWGCci9YuROrdiEqZCWbTx/TKefMTHKzdH9V+eVnGjcwNi5cLeuUsJWDU9Gq+fYqOs9Iy5vH36Gdpz8f9vsMI1Mz0lauJO6DD/H+52tMW7fW69wcPL2xdPMkbOcW/IePQWlggBCCgT4u/HU0iux8NebGJb9uLuYuNLNtRkhsCE/4PFF+51YNdPb1TTMh9E/oMK1UFUM3N+ymTSN5yRLspk7FtG3ZKfJkZB50ZKV+l0jPVfHHoetMaS4wv76f/M6vsP7LTyjIy0Pl4ICppRUWdnY4eHoVmjT+U9K3n99eRRsYVR4S4P1D7xNvncuLgXMwNtOd6kwLWo9x8+aYtGpVJ3N0atuBK9uCuHTsEC269QRgUGsXfj94neALiQxt26BUmwC3AP6I+IPMgkwsjSo4Ldj+MTi7Bna+C00H6hT9Hdg/+yxp69YRP+9zvP5aXmfumjIPNhYWFkWujS+//DJr1qwhOjoaReEd4hNPPEFoaGhR/bS0NHJzc4mPj2fgwIHEx//nHJCQkICHhwdHjx69a/LLSv0u8ceh62Tmq5llfwKuS5xIdCAvK5MW46YydPwkvY51O+/olBZTio7h51++TN6ZMzjNfaPOlJ21VyNsnBtwatvGIqXu722HvbkR2yPiylTqPd178mv4rxy+eZgB3gPK71wIne/6j91g62swcXmphBpKC3McZ80k7p13ydy+HavBg/U6P5mHC61WS1BQEB4eHuzbt4/evXsDJf3PtVotgYGBPPbYYwDs2LGjqCw7O5sOHTrw8ccf31W5q+RHJ4QYJIS4IIS4LISYW06dCUKIc0KICCHE3/oV8/4mK1/Nbwev0b+FA05X1pLj2pOTu4Np1rk75o7639T75tQ3mBuY81zb54qupQUFgYEB1nXomy6EwG/QMG5dPE/c5YsAKBWC/q2c2Xs+gXy1plSbto5tsTSyrNi18Tb2jXWnTc9vhsiy/dJtxozBuEULEr74Em0xF0sZmeoSHBxM69atmT59ermBuD799FMcHR15+umnS5XNmjWLIUOG0L9//7oWtQSVrtSFEEpgIdAfiAGOCyE2SpJ0rlidpsCbQHdJklKFEDV3gH4AWX7kBmk5Kt5okQjbozimHYI6P5JuE6Zy9vIVvY517NYx9sfs55UOr2BjYgOApFaTvnEjFr16YWBvr9fx7qR1YH8Orl7OqW0bGfLSawAM9HFh5fFoDl1OpneLkl8NA4UB3V27cyD2AFpJi0JUss7o+qIutvzWOdCwp87tsRhCqcR57lyipk0jZekfODz3rF7nJ3N3CFl9kaTokqc7NRoNylqE3nXwsCBgQrMq178dS33kyJG89dZbqFQqDA3/i8F07NgxfvnlF06dOlWq7bp16zhx4sRdNbvcpior9U7AZUmSrkqSVACsBO5Mk/MMsFCSpFQASZIS9Cvm/UtugYZfQq4S0NSBJjHryFQ4EHbqIq169sHeXb/RBbWSlq9OfoWLuQtTWkwpup4VEoImMQmbMaMraK0fjM3MaB3YjwuHD5CVmgJAt8b2WBoblBsLJsA9gKTcJCJTIisfQGkAIxfoMkDt/F+ZVcy7dMaib1+Sf/oJdWJijeci8/BSUFDA1q1bGTVqFFZWVnTu3LmEaSUrK4upU6fy66+/YmdnV6JtbGwss2bN4u+//8bY2Phui14lm7obEF3sdQzQ+Y46zQCEEAcBJfC+JEnb76iDEOJZ4FkAZ2dngoODayCy7g2tadu7zc7rKpKyCuhndQttxEb+TQ9Aq9Eg3BsSHBys17mcyD7BueRzPGr/KEcOHCm6br3kZ4wsLTgJUIfv2+25FNg6odWo2fjzIlw79QCgtZ3E1tPRDLBLRqm4I82dRiAQLAtZxiCbqqX7auQ+Es/Q5YRpm5Fm265UubJnT+yDgzk9900yH51aRg+Vz+NB4H6ai7W1dVFYWt/BpfdfartSB6oc9nb9+vWkpaXh46MLrJeTk4OBgQG9evUCYPr06QwePJhOnTqV6FOSJKZOncrLL7+Mh4dHueNpNJoqyZKXl1f9z0+SpAofwDjgl2KvHwUW3FFnMxAEGAIN0f0I2FTUb4cOHaSasnfv3hq3vZvkFqilTp/skiYsPiRJRxZLKW86SV9NGi79++uPRXX0NZc8dZ40YM0AafzG8ZJGqym6rkpJkc75tJHiPv1ML+NURPG5rJv3vrTw6SmSKj9fkiRJ2nrmpuT1xmbp0OWkMttO3jxZmrJlStUHK8iRpO98JenbtpKUn11mlbhPP5POtWgp5UZGVr1f6f75flWF+2ku586dq7A8IyPjrshhbm4uTZ48Wfr777+LrmVlZUmOjo5Sdna2tGbNGsnPz0/KL/xuF2f+/PnS0KFDKx2jqnMp6z0BTkgV6NaqmF9igeJ2AndKH5mJATZKkqSSJOkacBFoWr2flwePNSdjiM/IZ2afJnBqGYeyfFEaGNJlzES9j7UicgU3s2/yqv+rJezSGZu3gEqF9V0wvRSn/ZCR5Gakc/6QLiZ6r+aOGBsoKoyxfjbxLCl5KVUbwNBUl9c09ToEf1pmFYcZ01FaWxM/7/Pbiw8ZmQpRq9UYGhqyfft2hg4dWnTd3NycHj16sGnTJt5++20SExPp1KlTiRC8ubm5/O9//yMyMrLE9dteM3eLqij140BTIURDIYQRMAm40/VgPRAIIIRwQGeOuao/Me8/VBoti4Ov4OdpQzezGBJvXOF8vCHtBw/H3Ma28g6qQXp+OkvOLqG7W3e6NOhSoiwtaB0mrVph0ry5XsesDE+fdjh4eHFq20YkScLMyICezRzZHh6HVltawfZ074mExMHYg1UfpGEAtH8cDi+E2NKbVUpraxxefJGcI0fI2ru3NtOReUiIiIigadOmpKSkYGVVMoTHunXrmDhxIhcuXCA6OrpESrvbae3y8/O5cuVKiet77/J3r1KlLkmSGngR2AFEAqslSYoQQnwohBhRWG0HkCyEOAfsBeZIklSzHFAPCEGnYolNy2Vmn6aI0GUcTGqEsakZ/iP0n3R2yZklZKuyebVDyQTSeefPk38uEus6yG5UGUII/AYPJ/H6VWIjIwDdQaS4jDzOxKaXqt/SviV2JnZVc20sTv8PwdwJNr5UZiRH24kTMGrcmPjPP0cqKKjRXGQeDhYvXszkyZPvul+5vqmSn7okSVslSWomSVJjSZI+Kbz2riRJGwufS5IkvSpJUitJktpIkrSyLoW+11FrtCwKvoyPmxWBjSy4eWQrVzJt8R8xFlML/eZYjMmMYcX5FYxsPJJmtiXdtdKDghCGhlgNLZ08927QskcgJhaWnNqmu7Hr29IJA4Uo0wSjEAp6uPXgYOxBNNrS/uzlYmoDQ7+C+HA49H2pYmFoiPMbr6O6EUXK3/LxCZnyef755zl37hwDBlRwCO4+QI6nXgdsPnOL68k5vNi7KSJyEwdjHTA1N6P9kBGVN64m35/6HqVQ8oLvCyWuSwUFpG/chEWfPhjY6tfcU1UMjU1o23cgl48fIT0hHhszI7o2tmd7eFyZNu4A9wAyCjI4k3SmegO1HKaL4Bj8OSRdKlVs0bMn5j16kLToR9SpqTWdjozMfYGs1PWMViuxYO9lmjtbMqCVMzd2LSMqx4YuY6dgZGKq17HCk8LZdn0bj7Z6FGdz5xJlWfv3o0lNxXr0KL2OWV3aDRgKAsJ2bgF0SamvJWVzKaF02rBurt1QCiUhMdU0wYAukqOhiS6SYxlpwpzfeB1tdjZJCxZWv28ZmfsIWanrme0RcVxOyOKFPk0QqVc5cDYDSwtj2vbXrwlEkiS+OqHLO/qkz5OlytPWBaF0dMCiRw+9jltdrBwcadq5O2f37ECVl8eAVs4IQZkHkayMrPB18q2+XR3A0hkGfAJRh+Bk6dyQxk2bYjNhPKkrV5J/Rb+neGVk7iVkpa5HJEnihz2XaeRoztA2DbiyfgFxeVZ0HTOxSpEVq8O+mH2ciD/B9HbTsTCyKFGmTkoia98+rEeMQBjUf8y29oNHkJ+dTcT+PThZmdDB07b806VuAZxPOU98dtlp8CrEb6oudMCu9yDjZqlix5deQmFmRrwcb13mAUZW6npkd2QCkbcyeCGwCUKr4mBIOLbmgtaD9Ovxotaq+frk13hbeTO2Wem+0zdtBo0Gm3rweikL12YtcG7UVOfeqNUyyMeFc7cyiEounVO0p7suuuOB2APVH+h2JEetGrbMLpUwxMDODofnnyd7336yQmrQv8wDj1KpxNfXFx8fH8aPH09OYd7bmJgYRo4cSdOmTWncuDGzZs2ioNCbKjg4GGtra3x9fWnZsiUffPBBfU5BVur6QrdKv4SHnSkjfF25ELSYpFxjug3qU+XsQVUl6HIQ19Kv8XL7lzFUGJYokySJ9HXrMGnXFuPGpVO/1QdCCNoPGUHqzRiunwllYGtdZMqyvGCa2DTBxdylZiYYALtG0PstuLAVIoJKFds+OhVDT0/iP5+HVEEaP5mHE1NTU8LCwggPD8fIyIjFixcjSRJjxoxh1KhRXLp0iYsXL5KVlcXbb79d1C4gIICwsDBOnDjB8uXLywzydbeQlbqe2H8pidMx6cwIbIJC0nJw2784mubRfNR0vY6To8phYehC/Jz86OPZp1R5XsQ58i9dwmb03T1BWhnNu/bA3MaWU9s24mFnRqsGVmUqdSEEAW4BHL55GFUZfudVossMaOAL216HnJInVBVGRjjNeY2Cy1dIW7OmZv3LPBQEBARw+fJl9uzZg4mJCU88ocvOpVQq+eabb/jtt9+KVvK3MTc3p0OHDly+fLk+RAbkJBl6QZIkfth9iQbWJoxp70b49n9Iz9Yyun9LhJGJXsdaGrGU5LxkvuvzXZnJLtLXrUMYGWE1pH5808tDaWBIu/5DOLTmL5Jjoxnk48I3/14kISMPJ6uS71GAWwBrLq7hZMLJUidkqziYLpLjT710kRxHLSpRbNmvH2YdO5L4/Q9YDR2K0kp/yb9l9MPepUtIuFHyULpGrUFpUPO7XievRvSeVrVQzGq1mm3btjFo0CAiIiLo0KFDiXIrKys8PT1LKe/k5GSOHDnCO++8U2M5a4u8UtcDR66mcOJGKs/3aoxCq+bIulW4mqbTcMQLlTeuBok5iSyNWMoArwG0cywdmVBbUED6li1Y9ut3Tyqqtv0GoTQwIHT7Zgb5uCBJsPNc6Q3Rzg06Y6gwrJlr421c2kD3WRD2F1zZU6JICIHzm3PRpKWRtPinmo8h88CRm5uLr68v/v7+eHp68tRTT1WpXUhICH5+fgwYMIC5c+fSWs85gKuDvFLXAwv2XsLR0piJHT04vX0DWdn5DOlginBqoddxFp1ehEqrYlb7WWWWZ+3ZgzY9vV7CAlQFcxtbWnTvxbl9u+k+cSqNHMzZERHH1C5eJeqZGZrR0aUjIbEhzOk4p+YD9npDlyFp0yyYcQSMzIuKTFq1wnr0aFKWLcN20kSMPD1rPo6M3ilrRZ2ZmYmlpX5PZN/JbZt6cVq1asXatWtLXMvIyCAqKoomTZpw7NgxAgIC2Lx5c53KVlXklXotOXkjlYOXk3k2oBFClc/RdSvwMk/Fo1/1YnhXxpW0K6y7tI6JzSfiaVW2AkoLCsLAxQXzrjUwWVQDjUpLWnwOURHJhO+L4eA/l9n5awSZNyuPhOg3eASq/Dwi9u5ioI8Lh68kk5ZTOiZLgFsA19KvEZ0ZXUYvVcTQRBfJMS0K9nxSqtjx5VkIQ0MSvviy5mPIPPD07duXnJwc/vzzT0AXC3327NlMmzYNMzOzepauNPJKvZb8sOcStmaGPNLFk5MbVpOXk0uPJvHQWr8bld+c/AYzA7MSeUeLo4pPIDvkAPbPPIOopbeNJEnkZqrISMolPTGXjKRcMpLzyCh8npWWD8X0t9JAgaGxkrwcibOuMbQJdC+3b+eGjXFr0ZrQHVsYOCeQH4OvsDsygbEdSrbp6d6Tz49/TkhMCFNaTimntyrg3R06PAFHfwSfseD+n23U0MkJh2eeJvG778k+egzzzp1qPo7MA4sQgqCgIGbMmMFHH32EVqtlyJAhfPpp2SGf6xtZqdeCszHpBF9IZM7A5pCXzcnNQTS1TsOl00Aw1t9t4vG44+yL2cfL7V/G1qTsOC4ZmzaCVotNFcMCqAo0OmWdlFf4t+RzdUHJo/bm1kZYOZri1swWKwcTrBxNsXIwxcreFHNrI9QqLSvm72P/youkJ+XSfUwThKL0Ri5A+yEj2PT1Z5jFnaeBtQnbI+JKKXVPK0+8rLwIia2lUgfo/wFc3K6L5PhsMBj8dxDM7oknSF29hvjP59FwzZpa/yDK3N9kZZUOXwHg4eHBpk2byiwLDAwkMDCwDqWqHrJSrwU/7LmElYkBj3X14vjaZRTk5dLd9Qr4faW3MbSSlq9O6PKOPtLykTLrSJJE2rogTNu3x8jbW3dNK5GVlk9mci7piaUVd05GSZOHgbESawcTrB1N8Whpp1PYDiaFitsEA6OKlZ2hsRKP7gJlohun/40mKzmPfk+0KrNdE/8uWDo4Erp9IwP9HmXFsShyCtSYGZX8Ot72gslV52JqUIu4OSbWMPRrWDkZDn4Hvf6z0ytMTHCaPZubr71G+voN2Iy9N/cjZGSqiqzUa8j5uAx2notnVt+mkJNO2PbNtGqgwd7NHTz0dxu//dp2IpIj+KTHJ5gYlHT9y89Vk5GUS9LxSKJUDRGthnD2hzCd4k7ORav+z0YiBFjYmmDlaIJXG3us7E2xctQpbWsHU0wsDMt0kawOQiHoObEZ1g6mHFh7iaxvQhkyvS1mViVDJCiUSvwGDWf/8t/o0SefpWot+y4kMrhNybyUAW4BLI9czvG440UnTWtMiyE6k9j++dBqBDj+lzTEaugQUpctI+Hbb7AaNLB248jI1DOyUq8hC/ZcxtxIyRPdvTn6989otRq6mZ0Ev//pNKgeyCvI45eDf9BF05dGse05fOZK0Yo7PSmX/OxiJyIbj8E4WYmVQoW9mzkN2zkUKWxLBxMs7UxQGtydffF2fT2wsDNm12/n+Gf+CYa/5IuNc8kNpTa9B3BozV+ozu7DztyH7RFxpZS6v4s/pgam7I/ZX3ulDjB4PlzZq4vk+MQ2UOjej9sujtcnTSbpl1+gXWl3UZm7gyRJtV5cPCjUNAWjrNRrwOWELLacvcXzvRpDRjJn9+ykTTNbrBUaaDe5yv1IkoQ6XyL+WgYZyYXmkcRc0pPyyEzOJSM5l76SbmN037GLKBQCS3udPbuJlxVWDiZYWilJe/1FHLu0xnt+aQ+P+qKxnxPmrxqzddEZ1s4/wZDn2+La1Kao3MTCgtY9+xIevIsBgzuzJTKBfLUG42KHS4yURnRu0JkDsQf0889u4QQDP4UNM+DEr9DpmaIiU19frIYOJeW331G8927txpGpESYmJiQnJ2Nvb//QK3ZJkkhOTsbEpPqHF2WlXgMWBV/G2EDBUz0acmjpAhRKJV0MD0PjQWDhWGabglw1yTezSY7NIiU2S/f8Zhb52RIXOFFUz9TSECsHU+y8zDhkth0bR3Ne7PksVo6mmNsYo7hj8zF98xbUCRdwHDO3TudcE1waWjP2dX82LzjNhu9C6TetFU39/4v77jd4OKd3baVtViQr8104dCWZ3s2dSvQR4BZAcHQwV9Ov0thGD7FsfKfA2TXw7/vQfDBY/7dB6zT7VTL//ReLoPVwj/r6P8i4u7sTExNDYmJimeV5eXk1UnL3GhqthKogv9K5mJiY4O5evidZechKvZpEJeewIewm07p5Q8otIg8E07FbWyxSdkP7x9BodD7cKbE6Ba57ZJOZklfUh6GxEns3cxq3dyI56xYduvhg5WCKpb0JRia6j+TL419y8Nx61gxfg5td+ZmL0tetw9DVFbNO96Y7nrWjKWNf78DWH8+w85cIMpPz8BvgiRACezcPvNu1J+FUMFbOk9kRHldKqd82u4TEhOhHqQsBw7+FRV1h86swZVWRuczQ1RW7J6YhLf6JjO3bsRo0qPbjyVQZQ0NDGjZsWG55cHAwfn5+d1Ei/XPsWgpPLT3O6MYKPnysf52MISv1arIo+DJKheCZgIbsW/gFBkYmGGcYsSv7TZJX2ZAatw+tRmcLEwqBjbMZzo2saNXDFXs3c+zdLLC0Myly9wsOjqNhu5Kr+5jMGP4+/zcjm4ykuV3zUjLcRnXrFtmHD+MwfTpCce+eIzMxN2TkLD92/xnJ4aArpCfl0mtSMxRKBe0Hj2DdvPcZ0jiBnecM+WS0hLLY3YiLuQtNbZsSEhvCNJ9p+hHI1ht6vw0734bwf6DNuKIih+ee49auf4l9bQ7CwADLfv30M6bMQ8+e8/FMX34Kd1tTfJ1KZ+fSF7JSrwL5uWqSY7O4ejmVlP1xTDezYP3bG8lOPIaBSTdOxHTBwjQfOxsTPFvbY+9mgb2bObbO5igNq69svw8tO+/onaRv2ACShPWYeysiY1koDRX0f6IVVvYmnNx+g6yUPAY+44N3u/bYNnDD5NZJUowdOX49hS6N7Eu0DXAL4M+IP8kqyCqVEKTGdJmuU+jb3oDGfcDMDgCFqSlpL76A59KlxLzyKu7ff4dl7976GVPmoWV9aCyz15ymtasVS5/oxJnjh+psLFmpF0Oj1plOkmKySLmpM5skx2aRlZpfVKeFUOLiYkJm5hEMTSwYOcgS58ipmMwKAfvamwcikiLYdm0bz7R5Bhdzl3LrSZJEWlAQZp06YVQDu1t9IBSCLqMaY2lvwr4VF1n35SmGvdAOv8HD2fPbYtzdE9gREVemUv8t/DcO3zpMfy893bIqlDDiB1jSC7a/CWP+C+wlmZri+fPPRD35FLEzZ+G+aBEWAfWbFlDm/mXpwWu8v+kc3Rrbs+QxfyyM61btPpRKXZIkMlPydHbvYso7LS4HrVZnOlEoBbYuZjRoYoO9mzkGtkY8uf40/dq7Mq4lrPnoEoGPPoXXlQ+goZ9eFLokSXx1svy8o8XJPXUK1Y0oHJ7Xb7z2u0HrADcs7UzYviScf+afYMDTXTA2W0YfzXl2hHvy7rBWJbwffJ18sTS0JCQmRH9KHcDFB3q8Avu/gDbjoel/phallRWev/zMjSeeJObFF/FY/CPmXbvqb2yZBx5Jkvhu9yW+/fcSA1s7890kP0wM6/7E8gOv1POyVSVW3cmx2aTczKIgT1NUx9LOBHs3c7zbOujs3q4W2DiblfDr/njzOVLRMr13Yw58+x4W9g60a2YDJ65BoH48T/bH7Od43HHe6vxWpWaGtHXrUJiZYTVwgF7Gvtt4trZnzJz2bF5whk0/RODVNoD8oztJN2jP2dh02rrbFNU1UBjQza0bIbEh+vdjDngNItbD5ldgxmEw/u99V9rY4Pnbr0Q9Po3o6TPw+OknOT6MTJXQaiU+3HyOpYeuM76DO5+NaYOB8u7sez0wSl2j0pISl61zFyy2As9O+890YmxmgJ2rOc06u+js3q7m2LlZYGxa8duQnJXPX0ejGOnrhuZGBLcuXaD/sy9iEL4CjK2g5Yhay6/Wqvnm5Dd4WXkxrtm4Cutqc3LI3LYdy0GDUNyDUeKqioO7JePe6MDmBWe4cd4dkGiXGcH28HYllDroTDA7ru8gMiWSVvat9CeEoYnODPP7INjzMQyeV6LYwNYWz99/48bjjxM9fTqePy/B7I6ECTIyxVFptLy+9gxBobE8E9CQt4a0vKt+9/edUpe0EgVZElfDEkuswNMScpFum04MBLYu5rg1t8He1aJo49LcxrhGb+6vB66Rp9Ywo1cjDnz1FjYuDWjdyR++e1zn92xUe8W6/vJ6rqRf4ZvAb0rlHb2TjJ070ebkYHMfbJBWhoWtCWNea8+On424fKwRfpmR7DgdxZyBzUt8Vj3cdDbtkJgQ/Sp1AK+u0PFpOLpYF8nxDgzs7fH6/XduPPoY0c88i+dvv2Lq66tfGWQeCPJUGl746xS7zyfw+qDmTO/VuMT3WNJKHFhziTyTmp0WrQr3nVI/se06lzZLXOIsAFYOJti5WtDIz7Fw9W2BtbMpSj3d6qTlFPDn4RsMadMA9ZVQkqKuM2TmHJTn14M6D/werfUYOaocFobp8o729exbaf30oPUYenpi+oCsGI1MDRjyQlu2aPpz6chi/C+Fc/FmZ5q7WRfVsTe1x8feh5DYEJ5rV3b44VrR9z24sA02voRo+VGpYgNHRzz/WMqNRx8j6uln8Pz9d0zb+OhfDpn7low8FU8vPcHxGyl8MtqHRzp7laoTeegWZ/bG4Na57lbu965zczl4t3GgQUfB2Nc78My3PXn0424MndGWLiMb09TfGTtXc70pdIClh66Tla9mRk9vDq1ejoOnNy26BsCpZeDsA661PwzxR8QfJOUm8WqHVyu9kyiIiSHn6FFsRo96oI5SK5UKhs0agqmNK07Zp9n541nysksmng5wD+BM4hlS81L1L4CJlS6SY2IknlH/lFnF0NkZrz+WorSxIeqpp8g7d07/csjclyRm5jPppyOERqfyw2S/MhV6blYBh4Iu06CJNdbedSfLfafUHT0tsWsscGlkXXT6sq7IzFPx24Fr9G/ljObCMdLibtFj0qOIhAi4FaZbpddSsWZoMvg94nf6e/XH18m30vrpQetBCKxHjqzVuPciCoWCgEnjkLTJaOMus+6Lk2Qk5RaVB7gFICFx8ObBuhGg+SDwGYvXjTUQc7LMKoYNGuC5dCkKC3OinniSvAsX6kYWmfuG6JQcJvx0mGtJ2fzyeEeGtXUts97hoCuocjX0mty8Thdk951Sv5v8efgGGXlqZgR4cnjtCho0bU6j9p10q3SlEbSdUOsxtqZtRaUpP+9ocSStlvT16zHv2gVD17K/OPc7LbsHIkzMiVadICs9n7WfnyD+WgYArR1aY2diV7uE1JUxeD75xvbw93hIulRmFSN3N7yWLkWYmBA17QnyL5VdT+bB51J8JuMXHyY5K5/lT3emV7OyYz/dupJO5MFbtOvrgb2bng7QlYOs1Mshp0DNrweu0auZI9pzh8hKSabHpMcR6nw4swpaDCs6hVhTrqZd5XDWYSY0n4CXVenbtVIyHTuOKjYW69EPbrApAyMjmgcOwCXvOtrOBhgaK1n/9SmuhiWiEAp6uPXg4M2DaLSayjurCeYOnGn7PiBg2RjIuFVmNSNPT7z+WIowMODGE0+Sf/Vq3cgjc88SFp3G+J8Oo5UkVj/flQ5eZcdo0mq07Pv7Aha2xvgP9a5zuWSlXg5/H40iJbuAGd3dOBq0Gs82vnj6tIXzmyEvDdrXfoP065NfYySMqrzxlx4UhMLCAst+lW+m3s/0GjkKSSi4fPxfxr7uj52bBdt+Osvp3dEEuAWQnp/O2aSzdTZ+rpkrTF0LuSmwfCzkppVZz8jbG88/loIkEfX4NAquX68zmWTuLQ5eTmLKz0ewMjFk7fPdaOFiVW7ds8GxJMdm0WNCU4xMDNh9YzcqSVVu/doiK/UyyFNp+Gn/Vbo2skcbvp/czAx6TCpU4qHLwNoTGgbWaoxDNw+xL2YfA6wHYGdS+Ypfk5VNxs6dWA0ZgsK0Fqnd7gMs7OxRNvLFLvY0qfnZjHrVj0btHDmw5hKGR9wxwID9MfvrVghXP5i4DJIuwsopoMors5pxo0Z4/v4bklrNjWlPUBAdXbdyydQ728Nv8cTvx/G0M2Pt813xtC/fpTkrNZ+jG6/i2dqeRr6OHI87zsvBLxOcEVxn8slKvQxWn4gmMTOf57u6cGJTEE06dqFBk+aQegOuBoPfI0VZc2qCWqvmi+Nf4G7hTqBVYJXaZO7YjpSbi3UVE0vf73QbORpjqYAt/2zE0EjJwGd9aNfHg/P7EhhzbRaHoo7UvRCN+8DoxXDjIPzzFJRj8jFp1kyn2HNzufH446hiY+teNpl6YfXxaGb8dYo27taserYrTlYVx0Q/+M8ltBqJnpOaUqAt4MPDH+Jm4UYvy151JqOs1O+gQK1lcfAVnX3s9F5dMukJU3WFYX8BAnzLTgBdVdZeXMvltMu85v8ahqLig0a3SVsXhFHDhg/NoZfOnXxJNW9A4tHdSFotCoWgx4Sm9JjQFLs4D5od6EdU/M26F6TNOBg0T2d22/IqlJNizKRFCzx++xVtVjY3Hp+GKi6u7mWTuass2X+F1/85Q0BTR5Y91Qlrs4r/d6PPpXD5RAIdBnth7WjGL2d/ITr1BuPCmpB3s+y9Gn0gK/U7WHcqhpvpeTznb0/Yjs207BGIg6e3bpUW+hc07g02HjXuPz0/nYVhC+no0pE+nn2q1Kbg+nVyT57EevToB8o3vSKEEFh26INJTgrhR48WXW/Xx4O2U+2xy3Fl69cRpMZl170wXabrAn+dXArB88qtZtq6NZ6//oImLU23Yo9PqHvZZOocSZL4fPt5Pt16nmFtG/DzY/6YGVXsTq1Radm38gLWjqb4DfDkStoVfjn7C2MT2pN+8XqdylslpS6EGCSEuCCEuCyEKDd6lRBirBBCEkL460/Eu4dao2VR8BXaulujOLMbrUZNt3FTdIVX90JGTK1PkC4+vZj0/HTe6PhGlRV02vr1oFA8kL7pFdFvSD+ylOaErF9X4nqP7u040OEv8vPU/DP/JDcv1cFhpDvp+x74ToV98+D4L+VWM23TBo+fl6BJTCJq2jTUSUl1L5tMnaHRSrwVFM6PwVd4pLMn303yw6gKCdxDd90gPSGXnpOboTAQfHj4Q9wzrTAPS6ZN34FYuVfu7VZTKpVOCKEEFgKDgVbAZCFEqeAbQghLYBZw9M6y+4WNp28SlZLDs77WnN29gzZ9BmDjUpjh/tQyMLWDFkNr3P+19GusPL+SMU3HVJjRqDiSRkP6+g2Y9+iOobNT5Q0eIPy8HLjm6Evu9UiSY6KKrgshaNOqCZvafo+plSEbvgvj4rE6NncIAcO/g2aDYMtrcG5DuVXN/PzwWPITqrg4bkybhjolpW5lk6kT8tUaZq4IZcWxKF7q04SPR/mUyMpVHumJuZzYdoPG7Z3wbGXPukvrOH3rFP0jPTC3s6fX1IrDateWqqzUOwGXJUm6KklSAbASKGvJ+BHwOVC2m8A9jkYrsWDvZVq4WKII24VCoaTzmIm6wuxkOL8F2k4EA+Maj/HliS8xNjDmJb+Xqtwm+8gR1HFx2Iy+/4N3VReFQuDdrQ9qoeTYlpJKNMAtgHiDGLwfE7g0tGbXb+c4se06Ujk2b72gNIBxv4N7R/jnabhW/iEoM39/PBYvRhUTS9QTT6JOvQt3EzJ6IztfzdN/nGDL2Vv8b2hLZg+o2ilQSZIIWXVRtwc0vilJuUl8ffJrBt1qgSohjQHPvoSxmXmdyl6Vc/ZuQHE/rRigc/EKQoj2gIckSVuEEHPK60gI8SzwLICzszPBwcHVFhggKyurxm3L4+gtNVcT85nRMIvIPXtwbufPyTPhALhHb6SJVsVxTQuyazhuZG4k+xP2M9JmJGeP/udjXdlcrH79FWMzM04ZGICe56xv6uJzcTbQcNy8Kcp9uzH0aoKBic6dU6VVYYABq0+vYKTvKLIL4OiGq1w4exVXf1GUA7YmVDYPA6+Z+KXMxXj5BEL9PiXbovxkyUbPPYvNwkWcmzCR1JdnIZnX7T/0ndTFZ1Jf3K25ZBVIfHMyj2sZWp7yMaKJJorg4KjKGwIZMRLR4RLOvoITpw/ze+LvmCaqcTybh30LH26kZXIjOLhu5yJJUoUPYBzwS7HXjwILir1WAMGAd+HrYMC/sn47dOgg1ZS9e/fWuG1ZaDRaacDX+6Q+X+6V1n/5sfT94+Ok7PQ0XaFWK0kLu0jST4E17l+lUUkjg0ZKg/8ZLOWr80uUVTQXdXq6FNm2nXTrgw9qPPbdRN+fiyRJkkqtkQLf/Ev6csJQ6ej6NSXKntnxjDQiaIQkSZKk1WqlIxuuSAue2y1t+C5Uys9R1XjMKs0jLVqSvmopSV80laSUaxVWzdy/X4r0aSNdHTdeUmdk1FiumlAXn0l9cTfmEpeeK/X/Olhq+vZWaUf4rWq1LchTS0vnHpBWfHhEUqs10v7o/VLb33ykr16YJC1+7lEpNyuzqG5t5gKckCrQrVUxv8QCxd093Auv3cYS8AGChRDXgS7Axvtps3RXZDwX4jN5uqUBl48dpsPQ0ZhZFYZ9jT0FCedqdYJ0zcU1XEm/wmz/2RgpjarcLmPrNqT8/Ac6LEBlGCgVdGzfmltm7oTu2IxW85+veIB7AFfTrxKTGYMQgs4jGtH70RbEnk9l3ZcnyUqtQ0ugtTtM/QfU+bBsNGQlllvVIiAAt+++I+/8eaKffgZN1l3w2JGpNteTshn74yFiU3NZ+kRHBrQuP0dwWZzYeo2s1Hx6Tm5OvjaPj498TK9oL6TETPo/+xIm5nUb8+U2VVHqx4GmQoiGQggjYBKw8XahJEnpkiQ5SJLkLUmSN3AEGCFJ0ok6kVjPSJLEgj2X8bI3w+DUDkwsregwdNR/FUL/BAPTMpMnVIXbLoydXTrTx6NqLoy3SQtah3HTJpj4tK7R2A8Kg3xcOGnhQ1ZyEpeOHS66HuAWAEBI7H+27VbdXRn2YjsykvNYO+8EidGZdSeYU0uYsloXH+bv8ZBf/liWfXrj9vVX5IaHE/3cc2izZcV+L3HuZgbjFh8mp0DDime70K2xQ7Xap9zMJmxXNC26NcC1iQ0/nv6RvFuJeEcqaBXQm0btO9aR5KWpVKlLkqQGXgR2AJHAakmSIoQQHwohap/HrZ4JvpjI2dh0nmykIepsKJ1HjsP4doq4gmw4+w+0HgUm1hX2Ux6LTy8msyCTOR3nVMvHPP/KFfJOn8F69JiHxje9PLo1diDRphEac1tObStaT+Bt7Y2npWepqI0erewYO6cDQiEI+vIUNyKS6044z84w/ne4dQZWPQrqgnKrWvXvj9tXX5IbGkr09Bloc3PLrStz9zhxPYWJSw5jqBSsfq5rqVSKlSFJEvtWXMDQREm30Y2JTI5kefgyhp5vjJmVNYHTnq0bwcuhSn7qkiRtlSSpmSRJjSVJ+qTw2ruSJG0so27g/bRK/2H3JdysTTAM3Y6FrR3tBhZzWTy3AQoya+ybfjX9KivPr2Rs07FVdmG8TXpQECiVWA8fVqOxHyRMDJUEtnThtJUPNy+cI/7q5aKyAPcAjsUdI09d0tRi72bBuDf8sXYyZcvCM0SE1OHR/eaDYcT3urMMG2aAVltuVatBg3D9/HNyTpwg5oUX0Obdl85iDwx7LyQw9dejOFoas3Z6N5o4Vd9EcvFYPDcvpdF1dGOMzJV8cPgD/K87okzKpd/TL2BqYVmyQdzZck8m64OH+kTp4SvJnIpK4wmvXG5dOk+XsZMxNCrmsnhqGdg1Bq9uNer/y+NfYmJgwgu+L1SrnaRWk75hIxY9e2LgWHZ85oeNQT4uHDdqitLIhFNb/3NvDHALIF+Tz7G4Y6XamNsYM3p2ezxa2hH81wUOr79SlMdW7/hNhb7vwtk1sPPtCv9prYcPo8Enn5B9+AgxL81Em59fbl2ZumNDWCzP/HGCJk4WrHmuK2421Q+Ul5+j4uDaSzh5W9Gquysrzq/g5rWLtLhoSovuvWjSsUvJBjcOwZLeeESv188kyuChVurf77mEk4URBqE7sHZ2wad3//8Kky5D1CHdP2sNzB8HYg8QEhvC8+2ex97Uvlptsw8eRJ2YiPUDkFhaXwQ2dwIjU/Iatuf8oRCy03R+3/4u/pgamJabOMPIxIChM9rQOsCVU9tvsOu3CNSqOorF3uNV6Pw8HFkEB7+rsKrN6FE0+OhDskNCiJ31MlJB+WYbGf2z7PB1Xl4VRgcvW1Y80wV7i5qdPzm64Sp5WSoCpzQnPjeeBSd/YOB5L8wsrOh9p9kl9Qasmgq2Xtxq0L/sDvXAQ6vUj19P4cjVFKa5ppMcdY3u4x9BaVDMbT90GQgl+E6pdt8qrYovjn+Bp6UnU1pUv31a0HqUtrZY9qq7SG73GxbGBvRs6sBeRXO0GjWnd20FwFhpTGeXzoTEhpR78EihVNBrSnO6jm7MpRMJbPwujLysOohnLQQM/Axaj4F/39PFCqoAm3HjcHn/PbKCg4mdPRtJVXcxtmV03Da5vrMhgr4tnPnjyU5YmlQtqN6dJNzI4Oz+WHwC3XHwsOCTo5/Q/LIJJkkq+j41/T8POtBtoq+YBFo1TF6F2rDuPGEeWqX+w57LOJgZYHR6Jw4eXjTv3vO/Qo0aTq+ApgPAsnpuTQBrLqzhavpVZvvPxlBZvS+MJi2NrN27sRo+DGFUdffHh4GBrV24kGeCQ0tfTu/ahrpQCQa4BxCbFcu1jGvlthVC0H6gFwOebk3C9Uz++eIk6Yk5+hdSodCF620UCBtfgos7KqxuO2kSzm+/Teauf4md8zqSWq1/mWQA0GolPtocyVe7LjK2vTuLp7bHxFBZ4772/X0BU0sjOo9oxO6o3YSdO0jbS9Y069KDZp27F6usgX+egcQLMH4pODTRz4TK4aFU6mHRaey/mMhjjomkx92k+8RHUSiKfbiXdkJWfI1809Pz01l0ehGdG3Smt0fv6rffvAVJpXoowwJURr+WzigVggTPjuSkp3HhkC5RRpFrYxVylzb1d2bEy77kZhXwz/yTxF1N17+gBsYwcTm4tIHVj0N0aXt/cewenYrTG2+QuX07N9+Yi6SpI/PQQ4xao+W1taf57eA1nuzekC/GtcVAWXP1d+7ATRJuZNJjXBMKlLl8dvhT+p1zw9TMgr5PPl+y8u4P4eI2XQjnxtVza64JD6VSX7DnMrbGAuMz/+LSpBmN/TuXrBC6DMyddCv1avLj6R/JLMjk9Y6v18gVMT0oCOOWLTFp2bLabR90bM2N6NLIju0pVti5eXBq20YkSaKBRQOa2DSpckJq1yY2jHvdH0MTA9Z/E8qV0DoIkWtsCY+sBasG8PcE3SqtAuyfmIbj7FfJ2LKFW2+9LSt2PZKn0vD88lOsOxXL7P7NeGdYSxS1CCORk1HAkfVXcGtuQ9OOznx36jucIwuwSJbo8+TzmFnb/Ff59Eo4+C10eAI6PVPruVSFh06pn7uZwb+R8Txme5OslCR6THqspPLNjNPdMvtOhmqaTq6m6VwYxzUdRzPbZtWWLe/CRfIiIrB5SLIb1YSBrV24kpSDR48BJFy7QuyFc4DOBHMy4SRZBVlV6sfG2Yxxr3fA0cOC7UvCCfs3Sv/BwCwcYeo6UBjqklinV+xW6fDMMzjOmkn6hg3ceu89pApcI2WqRmaeisd/O8bu8/F8NMqHl/o2rfW5j8NBl1Hla+g5qTmnE0+z/eQ62l+ypUnHrjTvGvBfxehjOhOcdwAM+aJGDhc14aFT6gv3XsbGUItR+B48fdri1ca3ZIXTK0DS1Mg3/YsTX2BmYMYLftVzYbxNelAQGBpiNXx4jdo/DAxopdvjOG/RHBNzC0K36o5KBLgFoNaqOXKr6mnuTC2NGPmyH419HTm49jIhqy+h1bfLo11DXRLrvHRYPgZyKg7D6zB9Og4zppO+9h/iPvywbqNOPuAkZ+Uz+ecjnLyRyrcTfXm0S+1jmN+8lMb5w3H49vPE0tmIDw6+T2C4Cyam5vR7esZ/Pxhp0brctlZuMOHPai8Qa8NDpdQvJ2SyNfwWj1jcIC8zg+4THytZQZIgdDl4dgWHptXqOyQmhAOxB3iu3XNVSiR9J5JKRfqmTVgG9sLA1rba7R8WXKxN8PO0YceFFNr0Hcil44fJSErA18kXS0PLEiEDqoKBkZKBz/jg29+Ts3tj2Lb4LFq1nhVpg3Yw6S9IuQorJkNBxRu0Di+9hP0zz5C2chXxH38iK/YaEJuWy/jFh7mckMXPj/sz0tet1n1qNFr2rbiAhZ0x/kO8+SPiD4zCErBNUdB32nOY2xT+3+Zn6T5ndT5MWQVm1dcHteGhUuoL9lzGWqgwjtxPY//OuDZrUbJC1GFIvlztVbpKq+KLE1/gZeVVIxdGgKyQEDTJyQ918K6qMqi1C2dj03Hu0heAsB1bMFQY0tW1KyEx5bs2lodQCLqPbULPSc24cTaJa3skMpL1fIS/US8YswSij8LaJ3UeVuXJIwSOr76C3bRppP71FwnzPpcVezW4nJDFuB8PkZiVz/KnOtO7uX6Sy5zZE0PKzWwCJjQjLv8myw/+TMdL9jT270yLHoG6SlotBD0HCREw7jdwrN5Jcn3w0Cj160nZbDx9k8mmV1AVTyZdnNDlYGSpi/VSDVZfWM219Gu6RNI1vM1KW7cOpYMDFgE9atT+YWJgYfS8A7c0NO3YlbO7d6DKyyPAPYDE3EQupFa8KVkebQLdGTK9LQUZsOqjY1w4qudsSq1H62yrF7fB5lkVnjoVQuD0xuvYPvooKX/8QeLXX8uKvQqciUljwk+HUWkkVj3bFX9v/aySs1LzOLb5Gt5t7PFua8+Hhz+gy2kbjI1N6ff0C/+ZXYI/1SUpH/AxNK27A0YV8dAo9UXBl7GUcjG+eJAW3Xri6HVHYoO8DIgIAp8xYFT1RAZpeWksCltElwZd6OVes8NC6pQUsoL3YT18OMLw7tne7le8Hcxp4WLJjvA4/IaMIC87i3Mhe+nhpvtB3B+zv+Z9t3Wg8SCBvZsF//5+jp2/RpCfo8dDQZ2egZ5zdAuIPR9XWFUIgfNbb2IzeRLJP/9C0g8/6E+OB5BDV5KYvOQIZkZK1j7flVauVnrr+8CaS0haiYCJzdhybQvpR87hmGJIn2nPYWFb+MNxdi3s/0J3p99lht7Gri4PhVKPSc1h3alYJhleQKtW023CI6UrRawDVQ60f6x0WQUsOr2ILFVWjV0YATI2bQK1GmvZ66XKDPJx4fiNFIxcG+PUsDGh2zdhb2JPa/vWVXZtLA8jC8GoV/3oPKIRV04msPKjY8Re0GM6ut5v675nIV/C0Z8qrCqEwOWdd7AZP46kRT+SuGiR/uR4gNgREce034/jZmvKP9O74e2gvwxTNyKSuXIqEf/B3mgs8li490v8L9rR0M+fVj0L/c5jTsL6GeDZDYZ+fdc8XcrioVDqi/ddwUqdgcmVY7TpPQBbF9fSlU4tA8eW4Nahyv1eSbvC6gurGd9sPE1tq7exWoQkkbYuCBMfH0yaVd8N8mFlYGsXJAl2n0+g/eARJMdEceNsGAHuAZxJOkNaXlqt+lcoFfgP8WbM6x0wMFKy/ttQDv1zGY1KD26GQsDQb6D5UNj2BoT/U3F1hQKXDz7AetQokr7/gaQlP9dehgeINSeimb78JK1drVj9XFecrUz01rdapWH/yovYOJvh19+Tr45/SduTRhgbmND/mRd1C7mMmzpPF0tnmLgMDOr3JPgDr9Tj0vNYfTyGseIcQqGgy9hJpSslRELsCd0J0ir+wkqSxBfHC10YqxmFsTgG0THkX7ggB++qJi1cLPGyN2N7eBzNu/XEzNqGU1s3EOAWgFbScvDmQb2M4+xtxYS3OtI6wI3QXVGsnX+ClJt6SHChNIBxv4JnF1j3HFzZW2F1oVDQ4JOPsRo2jMSvvyb5t99rL8MDwC8hV5mz9gzdmziw/KnO2JjpV6Ge2hFFRmIuPSc142TSCc7v3YNzijF9Hn8WS3sHnSfTislQkAWTV4F59ZJr1AUPvFJfsv8qVvnJmNwIxXfAUN0HcSenlukOiLQtQ+GXQ0hsCAdvHuT5ds9ja1JzF0TTw4cQhoZYDxlS4z4eRoQQDGrtwqErSWSroV3/wVwLPYFbgS12JnbVdm2sCENjJYFTmjNkRluy0/JZ/dlxzuyNrv3GpaEpTF6hc59dNRVuhlVYXSiVuM77DMvBg0iYP5+UP5fVbvz7GEmS+HLHBT7eEsnQNg345XF/zI0NKm9YDdIScji1/QZN/Z1wambO/H8/pOMFOzzatNNFdJUkXfz8W6dh7K/g3Eqv49eUB1qpJ2Xl8/exG4zShmNobEKnUeNLV1IXwJmV0GIImFctRO7tKIzeVt5MbjG5xvJpCwowOXYci359UdrY1Lifh5WBPi6oNBJ7zyfQrv8QFEoDwnZsobtrdw7GHkSj1e9R+4ZtHZj0TmfcW9gSsuoSm384TXZ6LWOhm9rqcp2a2sJf43S+7BUgDAxwmz8fy/79iP/0U1JXrKjd+PchGq3E/9aHs2DvZSZ38uD7yX4YG9QsMFd5SJJEyMqLKAwE3cc1ZcnpJXgdzsVYacyg52fpzC77Ptc5V/T/AJoP0uv4teGBVuq/hFzDKjse09hw/IeNKhkK8zYXtkJOMvhVfYN01flVXM+4XisXRoCsvcEosrOxGSP7ptcEX3cbnK2M2R4eh7mNLS26BRCxbzfdHDqRlp9GeHK43sc0szJi6Iy29JrcjJuX0lj54TGuhpafdLpKWLnqwgloNYVJrCuORSMMDXH76issevcm7oMPSV2zpnbj30cUqLXMWhnKX0ejmB7YmE9Ht0FZizgu5XE1NJGocyl0Ht6IOGLYv3Ulrsmm9HnsWawcnHTKPPgzaDcZus3U+/i14YFV6qnZBSw7fJ3hqtOYWFjSYWg5NuvQZWDlDo2rFlExNS+VRacX0c21Gz3de1beoBwklYqU339HY22NebeaZVZ62FEoBANbuxB8MYHcAg3th4xElZeLzcU8FEJRK9fGihBC4NPLnQlvd8TS3oRtP51lz7JICvJqETbXsRk8skan0JeP1bnYViSDkRFu332Lec8A4t59j7Sg9TUf+z4hXy3xzJ8n2HzmFm8NacEbg1rUSf7egjw1IasvYe9uQeteDfh017t0iLShQatWtOk7EG6GQtB0cO8Ew7+rV0+XsnhglfrvB69hnR6NWcIlOo0a/18y6eKkx8Dl3bpEGIqq3b4tCltEjiqHOf7VSyR9J/Gfzyc3LIysMWMQSv3eOj5MDGrtQp5Ky76LiTg3aoJr81ac/3cXvvbtau3aWBm2LuaMfb0D7Qd5EXnoFqs+OV67UL7u/ro4IfERsOoR3THzClAYGeH+ww+Yd+3KrbfeIn3TppqPfY+TnqPiixN5hFxK5POxbXi2Z+M6G+v4lutkp+UTOKU5666swzo4DiOFIUOnz0ZkxcOKKboN0Ul/6cIs32M8kEo9I0/F7wevMbggFAtbO3yLJ5MuTtjfgAR+Zfitl8Hl1MusubiG8c3G08S25oHu09YFkbp8OXaPP05e50417kcGOjW0w8bMkB0RutOf7QePID0hni65TYlMiSQxp5amkUpQGijoOqoxo19tj6SRWPflKY5tvoZWU0PXx6b9YeRCuLYf1j2rM8lUgMLYGPeFCzDr1Imbb8wlY9u2mo17j5GWU8DeCwl8s+sij/92jID5e7iermXRI+2Z2NGzzsZNjs3i9O5oWnVvgNKlgKB1i3BLMqX31KextrXSuS7mpek2uC30E35A3+h3u/ge4c9D17FLvYpZShRdnp5RMpn0bbRanemlYS+w9a60T0mSmH98PmaGZszwrflpsdyzZ4l7/33MunTBac5rRB44UOO+ZMBAqaBfS2d2RsRRoNbStFNXLO0dMTqdDE10uWJHN617d1HXpjZMfKcTISsvcnzzNaIikun3RCtsnMq4Q6wM38mQnQi73oHtTjB4foW3+ApTUzx+XETUs88S+9ocMDDAqn/9HFGvCSqNlvO3MgmNTiUsKo3Q6DSuJencRhUCmjlbMrRtAxqJRAb5NKgzOSRJYt+KCxibGtB1dBPe3fsabcPNcGzWFN9+g2H9cxB78r8EKPcoD5xSz85X82vIVcbmniqdTLo41/dDWhT0fa9K/e6P2c/hW4d5o+MbNXZhVCclEfPiSxg4OOD2zdcIgwfu7a8XBrV2Ye3JGI5cTaZnM0d8Bw4l5O+lNPZ0JiQ25K4odQBjUwP6PdEKrzb27Pv7Aqs+OU7AhKa07Nag+qa67jN12bcOLwALZ+j5WoXVFWZmeCz+ieinnyb21dmI777Dsk/1M2/VNZIkcTM9T6e8o1IJi07jbGw6+WrdnY2DhTF+njaM93fH18OGtu42WBS6KgYHB9epbBeOxHHrcjq9H23B0dRDFGw7i5GwZMQLryMOfgNn10Cfd6DlvR0a+4HTKn8dvYF90gVMM+Lo9thslAbleKecWgYmNtBiWKV9qjQqvjzxJd5W3kxsMbFGckkFBcTMehlNejreK/6Ww+vqkR5NHTAzUrI9Io6ezRxp03cgh9euoPMtBzaYH0KlVWGouHsxdZr6O+PSyJrdf5xj77Lz3DibTODU5phaVPNgTP+PdBunez4Cc0fo8HiF1ZUW5nj8vISop54mdtYs3BcuqMUs9EN2vpozMeklVuGJmbq9AiMDBW3crJnaxQs/Txt8PWxwszGtk83PysjLVnFo3WVcGlnh5W/N/B8+o02iGT0fm4ZN6gndZ9BmPATMvuuyVZcHSqnnqTT8vO8Ko7JOYu/uSYvu5Xin5KZC5CbdP4lh5UeKV5xfwfWM6yzsu7DGyiF+3jxyT57E9asv5VR1esbEUEnvFk7sjIjno5E+mFpY0qpnb84G70LdIJewhDA6unS8qzJZ2pkwcpYfYbujObLhCis/SqfvYy3xbF21sxCALon1yIU6l9vNL+sUe4uKD6kpLS3x/HkJUU88ScyLL2H0/HMQGFiruVQVrVbicmJWofJOJTQqjYvxmdzOO9LQwZweTRyKFHgLFyuMDO6Nbb0jG66Sl6VixCxffjz0Lc1CBdaNPPH3awS/D9aFDxnxwz3n6VIWD5RSX3ksCoe4s5jkJNN9xvMlk0kX58wa0ORXKW56al4qi08vprtr96IEx9Ulbe1aUv9egd1TT2I9tJxNW5laMai1C1vO3OJUVCodve1oP3gEZ/7dTotoK/bH7L/rSh10cdr9+nvi0dKWXb+dY9MPp2nb252uoxtjYFRFjycDI51HzB/DYe0T8Oh68OpaYROltTUev/5C1BNPYrNgIUlCYP/MM3o39yVl5Rcp8LDoNE5Hp5OVr3PrtDIxwNfTlgGtXXRK3N0GW/P6jYlSHvHXMogIiaVdbw/iTaKIWbcHd8mMsU9PR6ycBCbWMOlv3Qng+4AHRqnnqzUs2XuRYZkncW7clCb+XcqvHPqnLhtNg7aV9rswbCE56hzmdKyZC2NuWBhxH3yIebduOL36arXby1SN3i2cMFIq2B4eR0dvO+zdPfFq64fq8mkORO1ntn/93TY7uFsyfq4/h9df4cyeGKLPp9L/yVY4elhWrQNjC50P+28DYcVEeGJ7pUfSDWxt8fpjKWdeeJHE774nMzgY13nzMG7YsMJ25ZGv1hBxM6PIhBIWnUp0ii6RiFIhaOFiySg/V3w9bPHztKGhvXmtkjvfLbRa3eaomZUR7Yd68Nqvj9A4wZTOEydiGzxbd5f05HawdKlvUavMA6PU/zkZi0NsKMb5GQRMqiAM7s0wiDsLQ76stM9LqZdYc3ENE5tPpLFN9f1iVQkJxLw0EwMXF9y+/kr2R69DLIwNCGjqwPbwOP43tCVCCNoPHsGNz0PRXEgkNisWN4vapzSrKQZGSgImNMPLx57df0Sydt4JOo9shF8/T0RVlJ+5g+7U6a8DdIeTntoJNh4VNlFaW5P+9FM0mjyJuA8/4troMTi99hq2UyYjFOWbPSRJIiolh7DoNEILlXjkzQwKCt00G1ib4Othw6NdvPD1sKWNmzWmVb3zuMeI2B9LYlQmA55uzeqIP3E7loOppxvdpBBdlqrxS8HVt77FrBYPhFJXabT8tDuSQZmn8GjdFs827cqvHLoMDEx0mx4VcNuF0cLQghntqu/CqC0oIHbmLDRZWXj/8osc2+UuMLC1C7vPJxBxMwMfN2sa+nbAwsmRltfzCYkJYVKLqgdsqys8W9kz+Z3O7P3rPIfXXSEqPJm+01phaVeFcLG2Xro4Mb8P0SWxfnJHlfJfWg8dipl/R27973/Ef/wxWXt20+CTTzBsoHMPzMhTcTo6rdgqPI2U7AIATA2VtHG35oke3vh52ODrYYuLtf5C29Yn2en5HNlwFfcWtpg1U3P6ndW4ak2YGNAQxan5EPimLlvVfcYDodTXh8biEHUMI1UOPSY9Wv4qXZWrs6e3HAGmNhX2uS9mH0duHWFup7nYmFRctyziP/6E3LAw3L75GpPmcpz0u0G/Vs4o1ukSJvi4WSMUCjoOGU3W0iUcC/33nlDqACYWhgx61ofzh28RsuoSqz4+Rq/JzWna0bnyxi4+uoMvy0bDX+Ph8Y1VytRl6OyEx5KfSFm5ivjP53N+6HAODp7GWjsfriRlF2XWa+JkQZ8WTkWbmc2dLTFQ3hubmfrm0LrLqFUaek5qxryVL+IeZ0K73u2wP/WFTpn3eqO+RawR971S12glfv43gj4ZYTTq0AnXZhV4lkRugvx0Xdz0CrjtwtjQuiETmk+otkypK1eRtno19s88g9XgwdVuL1Mz7MyN6NzQnu3hccweoEv46xPYjz1//4rq+DXyxudhYnBvrDKFELTs5oprU5uitHnXzybRc3JzjE0r+bf07g5jf4E1j8OaabpNvHICy6XmadkefovQQlPK2RgbbAJmMfvkSnr9sxCX5h259eQsfFp50tbdBmvThyOdYuyFVC4ejcd/iDeHk3ZhFRKHgbM1fZKX6vbbRi66LzxdyuK+/wnefOYmdlcPYajJp8fESrxZTv2pOz3qVXFy57/P/82NjBvM8Z9TbRfGnFOniPvkE8wDAnB8eVa12srUnkE+LlxKyOJyQhYARqZmNOjih+dNEw5drDgRRX1g7WjG6Nnt6TS8IZdOJLDyo6PcvFSF1HmtRsDQr+DSTtj4Uqkk1hqtxBtrz/BKcC7PLz/Fbweuka/WMrGjB3Of6of/+lU4zp5Ni6th9P3iZXyjwx8aha5Ra9m34gJWDiY062PP7t8XY6RWMsnlIgpjC92dkFENTgLfI9zXSl2rlfh5x2n8Ms/SvKxk0sVJuQrXQ8Bvqs7/t7xqeSn8dPonerj1IMC9ei6Mqvh4YmbNwrBBA9y+/ELeGK0HBrTWmTBux4IB6D/6CYQEx7dvqC+xKkShVNBxaEPGzGmPUqkg6OtQDgddQaOuJH6M/5MQ+BacXgH//ncyWqOVmLPmNKtORNPfy4B1M7px9v2BbHihO++PaM1IXze8naxweOZpvNeuwcDenpgZM7j5v/+hycqq49nWP6d3R5Mal0PAhGb8GPQ+rjEGNG+swlkbq7vrsSoj3eV9xH2t1Heei8P2cggGkobuZSWTLk7oXyAU4FtxvYWhhS6M/nOqJYu2oICYmTPRZufgvuAHlNZlxG6XqXMaWJvi62FTQqk7uXqR42WGNiwaVX4tk1rUIS4NrZnwdkdadWvAqR03+Gf+SVLjKkmd1+t18H8KDn4Hhxei1mh5dXUY60Jjmd2/GY+0NKa9py0mhmUvMEyaN8d7zWrsn32W9HVBXBs5iuxjx+pgdvcGGcm5HN9yjYbtHEiwuIB253kka4mhyqO6g17uVc9RfK9y3yp1SZL4eetJ2mSewyewH7YNKnBX02p0ERmb9KvwV/hi6kXWXlrLpBaTaGTTqFqyxH3wAXmnz+A67zM5gXQ9M8jHhTMx6cSm5RZd8wrsjlG+4MC/FSd5rm+MTAzo/WhLBj/fhszkPFZ/cpyzwTHlp84TAoZ8odv83/EWf/3yJRvCbjJnYHNe7NMEjVR59ieFkRFOr76C1/LloFQS9fg04ud9jvYe/gGsKQdWXwKgy9iG/LN4HsYqBRPsQ1H2nA1txtWzdPrhvlXqey8kYH0hGKVC0HVcJSnlLu+GzJsVniC97cJoaWTJ9HbTqyVL6ooVpP+zDvvnn8NqwIBqtZXRPwNb6w6K7Aj/b7XeL2A8qRYFnN6xpfa5Re8CjXwdmfRuJ1yb2bB/5UW2LDxDTkZB2ZUVSlSjfuKiaTum3JzHgs6pjPA35umdT/NWzFsEXQqq0pzN2vvRKGgdNpMmkrJ0KdfGjiU3IkLPM6s/rp9J4trpJDoObcjKfd/gdEPCzeUWnu16Q++361s8vVElpS6EGCSEuCCEuCyEmFtG+atCiHNCiDNCiN1CCC/9i/ofkiTx86ajtMq6gO+AoVg5OFbcIPRPMHOAZuXnEQyODuboraPMaDcDa+Oqm05yTpwg/tPPsOjVC8eXXqpyO5m6o6GDOc2dLUuYYNws3UhqZYomPp2Yc2frUbqqY25tzLAX2xEwsRkxF1JZ+dFRrp0uHR9epdEyc00kY1NfIs2yEek33mXs+lGcSz6Hg4ED7x56l2d2PUNURlSlYyrMzWnw3nt4/Pwz2oxMrk+cROKiRUjqWmR1ugdQFWjYv+oiti5mWLTKJmXTYQos8pnY1AxG/1ThPtv9RqUzEUIogYXAYKAVMFkIcecZ5VDAX5KktsBaYL6+BS3OuWQt1pG7URga0XVMJS6HWYlwYRu0m6SLo1EGBZoCvjzxJY2sGzG+ecWHkoqjunWLmFkvY+TmhusX8+WN0XuIgT4uHL+eQlLWfyaEpt16kGeo4diWoHqUrHoIIWjb250Jb3bE3MaYrT+eZe9f51Hl68wqBWotL/x1im3hcTw+wJU5LZsxz9ac9rk5BAV8w2yX2bzT5R0ikiIYs3EMv579FZVWVem4FgE9aLRpI1aDBpH0/Q9cn/II+Vev1fV064xT22+QmZxHz8nNWPbjOxgXKBjtdQvlIyt0YRgeIKry89QJuCxJ0lVJkgqAlcDI4hUkSdorSVJO4csjgLt+xSzJ3rOxNM2+gv+wkWUnky7OmZWgVVdoellxfgVRmVG83vH1KrswavPziXlpJlJeHu6LFqK0sqrOFGTqmEGtXdBK8O+5+KJrPRsGctEzi+unjpOeEFd+43sQO1dzxr3hj98AT84duMmqT44RcyWVGX+dYue5WwwPuMSqmy9zMf06H7V7iR/TCnBZ+wwmBalMaD6B9SPX08OtB9+e+pbJmycTkVS5WUVpbY3bl1/g9s3XqG7c4NqYMaQsW46krWFWp3oiNS6bUztv0KyzMyGXlmFzJR9r1wRaPPFbpaEW6gJNVjaoKv9hrSmiMlubEGIcMEiSpKcLXz8KdJYk6cVy6i8A4iRJ+riMsmeBZwGcnZ07rFy5stoCX0jREL7xHzzV8bR/9FmUxhXkCJQkOh5/EbWBOaHty755yNRk8mHshzQyacR0pyra0iUJqz/+xPTIEdKef5583wrCElRCVlYWFhYPxkrhXpqLJEm8vj+XBuYKXvXXHTjSSBo+uPgWI/Y64ty2Ax7dyk4icS/Noyyy4yVijkoU5EgcMk/nVps/SBZXaW3amkl2k7AxsMEy4xK+Yf8jz9CaaO/xJDj1RKs0JiwnjDUpa8jUZBJoGchQm6EYKyrPs6lIT8dq2XKMw8PJb9GcjMceQ2tXeYgCfVKTz0WSJG4ES+SmgHPvVM6t/wUM1Izs25lkt351JGnZGERHY7o/BJNjx0gcMxp69apRP7179z4pSZJ/uePUWMIyEEJMBfyBMqWVJGkJsATA399fCqxBnOer/+zGOzeKrhMfp9vAgRVXjj4G+2Jg+PcEdih7rA8Pf4gaNZ8N/IxG1lXzeElZtpz4I0dweOEFWr5U5m9blQkODqYm78O9yL02l9G5kfx+8Brtu3THykR3B7ZFdOfWxXOYXDrPxFfnYmRSOpzqvTaPO8lTaZiRcQzz81fpkd2AxHOjaDfRkVHthxYLkREIbVsirZlBiwsLaBH1N3SYRmD3p3nS9Em+Pfktay6u4aJ0kXe6vEN3t+6VjiuNGEHamjXEz/sc08/m4fK/t7EaMeKuJbWoyedy6UQ85+Ij6DmpGZu2v4BxgYLA/o1p80ipNWedoM3LI2PbdlJXriDv9BmEsTFWQ4eS2rgxPeroO1YV80ssUPwexb3wWgmEEP2At4ERkiTVmS9UB6sCjCyt6Ti0CimlTv0JhubgM6bM4gspF/jn0j86F8YqKvTso8eInzcPiz59cHih5rlKZeqega1dUGkk9p5PKLoW4BZAqEci+TnZROzbXY/S1Yw8lYbHlm3miPpjgtvO42bn47gWNCRxmSUXjsSV9HLx7sEJ/+/g8c3g1Q0OfgvftsFqw0zedRvA0oG/Y6Q04vl/n2duyFxS8lIqHFsIge2ECTTasB7jZs24+cZcYmfOQp1Scbv6oiBXzYE1l3D0tCQm4TeMr2lQNlbR8ZGFdT52/tWrxH/2GZd69uLWm2+izczC+a03abp/H66ffoLave4s1FVZqR8HmgohGqJT5pOAKcUrCCH8gJ/QmWkSSnehP9r1H0yywghD40pieORnQUSQLjCPcem41cVdGJ9v93yVxlbdvEnsyy9j5OWF6/zPKwxfKlP/+HnY4GRpzPbwOEb66s4xBLgH8K5tAQpXG0K3bcK3/5D75nPMzMtn7N+fcVNswMLSlPe6zWNIwyFkpuSxe2kku/+I5PrZJAKntMDEonBvSAhoGKB7pN6A47/AqT8gIogODXxZ2/FpfiaVXyJ+52DsQV7v+DrDGg2rcPVt5OGB159/kLJ0KYnffsfV4SNo8NGHWPbpc5feiapxbNM1cjIK6DnSgJWLD6G20PLanD+gvOQ5tUQqKCBz925SV6wk59gxMDTEqn9/bCZNxKxjx7t2R1Ppt1mSJDXwIrADiARWS5IUIYT4UAgxorDaF4AFsEYIESaE2FhnEgOKqniZRARBQVa5wbv2RO/hWNwxXvB9oUoujNq8PGJefAlJpcJ9wQKU97DNVUaHQiEY2NqF4AuJ5Kl03iIOpg60sm/FtSYqUm/Fcv30qXqWsmpEJF6k74rx3FL+Q0vrTmwdu5GhjXTmFit7U0a+4kfX0Y25djqJlR8dJfpcGatnWy8Y8BG8GgnDvgF1HkYbX+SF3d+zxqk/XuauvHXgLZ7b9RwxmTEVyiOUSuyfegrvtWsxcHQkZsYL3Hzr7XsmzEBidCZn9kbTuqsDG9fMxShfSbdHxmNu00DvYxXExJDw9Tdc6t2H2FdeRRUbi+Orr9I0eC9uX3+FeadOdzXvapVs6pIkbQW23nHt3WLP7+6OQ1UIXQb2TcGjc6miAk0BX534isbWjRnfrHIXRkmSuPXuu+RFRuK+aCHGjWqWPUbm7jOwtQvLjtxg/8VEBhQeSgpwC+DXpJ9padOGU9s20tCv3D2neketVbPk9K8sPr0YrdaI8V5zebf3lFJKQqEQtB/ohUdLO3b9FsHG78No18cDrX0ZjhBG5rq4MR2egKvBcPQnmhxewp8KJauaduXbhFBGbxjNC74vMLXVVAwU5asJk+bNaLh6FYkLF5H888/kHDlCg88+w7xzJz2/E1VH0krsX3EBE3NDlHH/Q3vTgnwfc/r3eUZ/Y2g0ZO3bR+rKlWSHHAAhsOjdG9tJEzHv3r1e7/7uj/vO6pJ4QZe1pP2jZYbP/CvyL6Izo3m94+sVfmFvk/LHH2Rs3ITDSy9i2btsjwmZe5POjeywNjVke7GDSAHuAaiFFvOOzbh++hTJsdH1KGH5XEq9xJQtj/DjmQWoMlsyt+1vvNfnkQpXfY6elox/qyNtAt05vSeaK9skTm6/TlZqXunKQkDj3jBlJcw8haLTs0y+fpoN167QRaXlq5NfMWXLZCKTIyuUUxgZ4fTKy3j9tRxhaEjU448T/9k8tHlljHkXiDx8i7irGfh7H+VARD6Z5mqenfWdXvpWxSeQuGgRl/v1J2bGC+RHnsdh+nSa7P4Xj4ULsAgIqHdz3oOp1EOXgcIA2pUOH5CUm8RPZ36il3svurl1q7Sr7MOHSfjiSyz798Ph+arZ3mXuHQyVCvq1dObfc/GoCtOx+dj7YGtsy3nPTJSGhoRu21TPUpZEpVXx0+mfmLB5AheTo8mLncK8gC+Y2rF1ldobGinpOakZw15qh4EJHFl/lT/eOsSGb0O5cOQWBXllnA61awSDPoNXz+Ey8HO+z5L4Mj6RhKRIJm+eyNeHPyJXnVu6XTHM/PxoGLQO2ylTSPnjD66NHUdu+N0NM5CbVcChdZdp4JzHofNrMcwzoMUjo3GyqnmOUUmrJevgQWJemsnlPn1I+v4HjBs1wu2H72myZzeOM18qyiJ1L/DgKXWNCk6v1IUEsHAqVbwgdAH56vwqJSIuiIkl9pVXMWroTYPP5tX7L7BMzRjk40JGnpojV5MBUCqUdHfrzoGUozTv1pOI/bvJu0dswRdSLvDIlkdYELYA0wJfMq+8zDfDHi/a6K0OXq3tadhPwdSPutBxiDcZSbn8uzSS3984yL9LzxF9PgWt9g7zjLEldHoG8cIJBo5ezgaDpozKzOT3i6sZ83dPDp9dVuGYCjMzXN59B49ffkGblcX1SZNIXLgQqQ4P2xTnSNAVCnLUNMj+kOxEB1JamzGxz7M16kudmkryr79xZfBgop96mpzjx7Gb9jiNd2zH89dfsOrfH2F478Wgv+8zH5Xi4nbITizzBOn5lPOsu7SOqa2m0tC6Yru4NjeXmBdfRNJo8FiwAKVF5SnDZO5NApo6YGakZHt4HAFNdXGCAtwC2Hx1M1ZdW6Het5uze3fScXjZrq93A5VGxS9nf2HJmSVYGlnhkvcc12404ofJfgxpU7tVoLWjGZ2GN6LjsIbcupLOhSNxXD6ZwIUjcVjYGtOskzPNOzfAzrXYd1yhgKb9sG7aj/eTLjP0wKd8kHyEZ0/NZ8SJH5jjNxObNhPLzbhk0aM7jTZuIO7jT0j6YQFZwftw/Xwexo2qHv20usRdTefcwVu0sdjK/iQbcs3UPDX902ptUkqSRO6pU6SuXEXm9u1IKhWmHTrg+OJLWA7oj6Kiw473CA+eUj+1DCxcdGF2i3HbhdHa2Jrn2j5XYReSJHHr7f+Rf+ECHj8txsjbuw4FlqlrTAyV9G7uxI6IeD4c6YNSIeju1h2FUBDKJdxb+RC2YzMdhoysmmeVnolMjuSdg+9wIfUC/T0Hc/FcX87HalgwpT2DfKpuNijIzSE17hZpcTdJvXWTtLib3Lp1C1cTAxr6+mNoYoJrExtcm9gQMKEp184kceFoHKG7ojm1IwpHT0uad3GhWUdnTC2LxUlyaELHUb+xNiuBJXvn8HvyKQ6c+pTXD3zGkLZPIDo8Aeb2peRRWlvj9sV8LPv2Ie79D7g2egxOs2djO/URvd/1ajVa9v11DnODdK4XHEWZa4XT1O40dmxapfaazEzSN24kbeUq8i9dQmFhgc2ECdhMnHDfhdJ+sJR6xk24vAu6vwzKklPbE7WH43HH+V/n/1Xqwpjy2+9kbN2K4yuvYNGzZx0KLHO3GOjjwpaztwiNSsXf2w5rY2vaObYjJDaEjwfPYuNXn3LlxFGadq58n0VfqDQqfjrzE7+e/RUbExs+6/Y1S3aYcuHW/9s77/AsirUP3096QippbyoJpABBegklChbAgoKAgILlqOin2FGxg+2I9YigUuQAogQUe6FIOYRgQgslAULopJEEkpBC+nx/7AYSSGgmpLD3db3Xu2V293l2Z387OzM7z0k+v6fr6d461bYpKiI7PfW0cFedLszNqZbW3qUlRadO8esn72FhbU3rzt0JDu9L6649sLKxJbi7J8HdPSk8WULSpmPsiUlj/ZIkNny/D/8OroT2MhHY0Q1zS02Abew9eHLIfAYd382UNc8xyfwovyV8yWvrP8Q7bDj0ehRM15xjs+Pgwdh27Ur6a69z7N13yVu9Gu9338HSu+4iDO1ce5SslFN0sp1DbKoTqSHC1FsuHOjmVHwCOYsjyf3td9SpU9iEheH19ls43nILZnZNM6Rd8xL1bd+CqtBC1lWhchTGIOcghocMP+8u8qOjyfjoIxwGDcJ1fN11gTJoWAaEumNlbsbyhHS6B2hjlkT4RDAtbhpOA4JwdPdkyx8/XzFRTziewGvRr5GUncSQ1kN49JpneOzrPexNz2PGXR3o4lBEUuwGsquUurPTUynIrt7/vIWzC84mLwK7dMfF5I2LlzfOJm9cTN5Y2tiwZvVq2ni4sTc2mqTYaPbGRmNhaUVA566EhPejddee2Dna0ekGPzrd4MfxlHwSY9JJ3JjOoR1ZWNtZENTdk7bhJjwDHRERQl3b8fWdv7JozyKmbf0PQ+3seeLQH9wdtxDzVv2g1yMQeku1gpWlhwe+X35Bzvffk/Hv9zhw+x14vvIKTkPv+Md9uAtyi4n9MRFfyzhiTpqTZ1fM3ePfxLKWqqGKwkJO/vkn2ZGLKdq5E7GxwfG2W3EZNRrbazr8I1saA81H1CsqIG6hFlTatU21VQt3LyQ5P5mZN808bxfGkqNHSXn2OazbtMH73Xeu6AcDBvWLg40lfYNcWZaQzsu3tENEiPDVRD06NZoug27lfwvncuzg/nq1o6S8hC+3f8m87XPxK3fjLZ+naHnMkf989x9CTmYx0LKQne9mU3XEdzsnZ5w9vQjo2EUT7NPC7YWV7flLk2Jmhn+Hjvh36Mj1D4wnNXE3e2M0gd+3KQZzCwtadepKaHg/WnfriauPPX2GBxE+rA3Je05oAv93GgnrUnBytyU03ERoLxOObraMbT+W6/2v5+2Yt3mfKP7wDGRy5hFCl4wDJz/o+bDWtmWnPURFBJeRI2nRuzepkyaR9tJL5K36C68pU7BwPbf65mKJnrWSijILTrWMRzIqsBx+Dd1r+D6lOCmJ7MVLyP35Zyry8rAKaoPnq6/idPuQZjXKavMR9cPRkH0Q+leP4ZF1KotZO2bR37c/fbxrL4VVFBaS/Lg2OJfvjOmYtTAaRpsbgzuYeHHpTnalnSTM24lQl1A8bD2ISoni3evfZMN33xL35y/YtO9SJ8crKy0l91i6VkWSlsKBQwnsSNqIZW4pdxf5IsB+fmI/0NLMBjdvH1oFhuDs5a2Xun1wNnlhbVc3edHMzBzfdh3wbdeBAfc9TGpSIntj1rM3NpoDWzZiZm5Bq46dCenVlzY9wvFv74p/e1dKisrYvzWTxNg0Nv56kI2/HsQ72JnQXibadPNgxg0z+PPgn0zdNJXRThbcH3ovj6Tux2bl67Dm39BplFY149EOACtfX1rNn8+J+QvI/OSTM8MM3HDDJft0dG0USfvtCHZZwY792RxuXco7Q09/F0lFSQl5y1eQvTiSU5u3IJaWOAwahMvoUdh269YsC27NR9TjvgZrRy1WYxWmx02nuLyYiT0m1rqpUorUl1+heN8+/GbOxMrfv76tNWgAbmzniZnsZHl8OmHeTqdL68sPLcfc1pr2191A/OrlhAVcfMNYeVkpuRnHyElPO6eOOy8rE6XOjD1ebFmO2Aut2nckpHVnLF08+CDmOLsLrJjxQD+uDblABK86RMzM8Alth09oO/qPe5D0/UnsjY1mb8x6lsdtxmz2dPw7dCK4V1+CeoTTro8X7fp4cfL4KfZuPEZiTDprFu5h3eK9BHZyo32vnvx42098HPcRc/b/zApHf964azY990VpXYy3zIPA6zRxDxmkDTPwrwdo0a8vqZMmkfz4BJyGDcPz5Zcwdzh3rKaaKM88yLqlR3CwFHZlH6TAtozB9z+Oo5UjJUeOkLNkCTlLf6A8OxtLf388np+I07BhWFzhIYOvNM1D1E/lwK6fofPdYHXmdbSyC+O49uNo5Vh7hL3js+eQt2wZHhOfwz6i3xUw2KAhcLW3pmdgS5YlpPPswFBAq1dfmrSUbRnb6HrzELav+J3MXdvhlltPb1dRXk5u5jFydNGuWsd9MjOjWtAIa7sWOJu88Q5pi/O115PXooyv074nUR3h1rChvNB9Ig5WDmTmFXPPnBiOFDsy51896BfsdsXPRyViZoZXcChewaFce88DHDuw77TAr5z1GX/NmYFfWEdCevUluGdvut8cQLfBrcg4lEdiTBp7Nx9j3+YMbB2tGNzjPq7veAsfHnybBze9xbCgYTw3YSNO8T/AxjkQOQZcAqDneOh8DzYhIQRGRpL5xRccnzmLgtgYvN/9Ny3Cz60+qUZxHnEzZpJTOhAP/2jKtxeQN8hExGFbjrz/EAXR0WBujsP1A3AeNZoWfXpfNd+ZNA9Rj/8eyoqq9U1XSjF141ScrZ15pFPtXRjzo6LI/OQTHG+5mZYPPnglrDVoQAaHmZj86y72Z+bTxt2ecO9wLMwsiEqOokf3Zwno3I3k+G2snjfztIifzMygorz89D6sbG1xNnljah1Mu77X4WzyPl3XbeugNSYWlRUxY9sMFuxagIezB5/2/vz0mOUZeUXcPTuW5OxC5t7Xgz5BDSfoZyMimNoEY2oTTMSY+8g4dEBrYI1Zz19zZrDqqy/wbd+BkF59CerZm2vHhNJ3ZDCH44+TGJPOzrXJVKxSjPV5nUzffUTunsm65HVM6jWJQeHbkMTfIXYmLH8ZVr8DnccgPR/B46mncLjuOlJfnMSR+++n5X334v7MM5jZ1DAaa0U5Jxc+w+b04Zi80ji4PZYKq3we+m8OKZlPYuHpidsTE3AeMQJLT88rfxIbmOYh6lu/Bs8O4H2mLnTVkVVsPraZ18Jfw9Gq5kaQksOHSXluItYhIXi9/XazrF8zqM5AXdSXJ6TzWP8gWli2oJtnN6JSoni2+7P0GDKcQ9teJn71Spy9vPEIaENo7wicPb1O13XbOTmfN69sy9jGa9GvcejkIUaEjOC5bs9hb6WN6nnsZBFjZseQllPEvAd6Et768hsI6xsRwTOwDZ6Bbeg7ahxZRw5pJfi/17Nq7hes+u+X+IS2JyS8L8G9+tC68zUU5ZeStPkYibHpWMR6M1amcMLtKDOPRvL7NX/ySr+XMIUNhdRtsHGWFvNg0xxocwO2vR4l8IelZHz8CSfmLyA/aj3eU6ee2yNl1RSitgeBKI7tXoJtSSn94jOw69MPl8mjsL/uOsSieUjb5dD0PU/fCWnbYPDU04N3FZcX8+HmDwl2CebO4Jq/EizPLyB5wgRERGsYbaJ9Ug0uDW9nWzr5ObM84RiP9Q8CtCqYDzd/SGp+Kv4dOtL5oSe5/sabLvkhf6rsFJ/FfcbCXQvxauHFrJtm0du79+n16bmaoB87WcT8f/WkZ2DTqdsVEdxbBeLeKpC+d40l6+jh071o1sybxZp5s/AOaacLfF+u6d+d7PQCEmPTSYy1puU+P0oOFjF1wwI69Qtk7IBhWAz9HG6cAlvnwaav4NuRmLVsg2ngI9j3m0ba5Hc4NHo0bo8+ituj2tt22f9mkzB/K4fsn8U+9SuybMuxbVlCyB+/Y9vKGD0VmoOob/0azK2g412nFy3ctZCU/BRmD5xdYxdGpRRpL71E8f4D+M+ZjVU9RiExaHwMCvPk/WWJpOacwtvZlghfTdSjkqMY1XYU5pZWlyzoW45t4fXo1zmSd4RRoaN4ptsztLA802slLfcUY2bFkJlXzIJ/9TzdV76p4ubXCje/VvQZeTfHU46SFKP1gV+7YA5rF8zBKyiU4PC+tOvdh15D+pCalMPW9fsxj+tEwVJLpv3xB23Dvel9XTtcrn1e+2Bw189a1cyfL2Bv5UDrp+7i2LoismbMIH/tWlwtStmTcJDN3V/DpiSJLNtc9vvk8/grM7B1NQS9kqYt6qVFsGMxtL3tdF/Yyi6MA/wGEO4VXuNmx2fOJG/lSjxeeIEWfa7cF4QGjYPBYSbeX5bIioR07u8bSKBjIL72vkSlaKJ+KRSWFjItbhrf7v4Wb3tvvhr4FT29qo8lnpKjCfqJghIWPNiTbq2atqCfjauPH67DRxM+fDTZaSnsjd3A3pj1rFs4l3UL5+LZOpiQ8L5E3NqXQWM788PKFcRHp7F/jR0H18TiHmBPu3Bvgrvfgc01IyBlC8TOxDx+Ad7OZdiP6EX68oNYFRdwtOtQTlk7YWbxJwVlZQQMG0iY68WNXnm10LRFfc9vUJRTLbrRZ3GfUVJRUusojHlr15L56TQcb7uNlg/cf2XsNGhUtHa3J8TTnmW6qFd2bfwx6UeKyy8+vO6m9E28Hv06yfnJjGk7hqe7Po2dZfVqvOTsQsbMjiGnoJQFD/akq79LXbvTqHDx8qHX0JH0GjqSnGPppxtZo76dR9S383APaE1oeD/CH4lgTuISDm09QYesfmRG5rP+uyQCrnEjNNyfVrd/iflNb8HmuThunovDzRlkVASxOnsgTk7byNifwZ5+ijnhTze0y42Opi3qcQvByR8C+wPawEg/Jv3IfWH31diFsfjAQVInPo9127Z4vfWm0TB6FTM4zMT0Nfs4nl+Mq701ET4RLNqziM3pmy+4bWFpIZ9s+YTIxEh87X2ZO2guPUw9zkl39EQho2fFcLKolK8f6kVnP+d68KTx4uxposftw+lx+3BOZmZojayx0ayPXACREOwfQMf2/iz2nMvxIrit7G5S95tzYFsmNi0sCe7uQWj443j0ewb2/M6KSBvM5DgZB9awzyefR4ZOOechatCURT3niBaKq/8kMDPTujBumoqLjQvjO547fnJ5fr7WMGppid/0zzCztb3yNhs0GgZ1MDFt9T7+2n2MUT386WHqgY25DeuS19Gb3rVuF5sWyxsb3iA1P5Wx7cbyRJcnahSWI8e1EnpeUSnfPNSLjr7O9ehN48fR3YPutw2j+23DOJmVyb6NG9gbG83R5VH0URYoVzt2tJxNbrA197d+EbtDHuzakMbO/6Xg7GmHZ2A7crNSMDP7iVNWZdgN7MR1ftc1tFuNkqYr6nHfaP+d7wFg5eGVWmNV79dxsKr+RZqqqCD1xUmUHD6M/1dfYelz6QEHDJoX7b0c8Wtpy7L4dEb18MfGwoaeXj1Zl7yO8JbntsUUlBbw8eaPWbJ3Ca0cWzFv8Dy6enatcd+HsgoYMzuGwpJyvn04nA4+Fw5sfjXh6OZO11vuoOstd5B/4jhJusDL7lOQpIiL+RBC3Bn54BOY5fuyN1b7glVkI6dOpBHXs5Avr321od1otDRNUVflsO0bLb6isx/F5cV8vOVjQlxCuDPo3C6MWZ9/Qf6qVXi+/NKFv1QzuCoQEQaHmZi/4TB5RaU42FgS4RPBuuR1ZDpmVku7IXUDkzdMJr0gnXvb38uELhOwtaj5Te9gVgFjZsVQXFbOtw/3IszbEPTzYd/SlS6Dh9Bl8BAKcrLZE7ue9at/oCQugxVxb2HR0oEuEQNp3bEVK7+K4YB3AaNuexx3uys3pEJTo0mKukv2Dsg9Cje9CcDXu74mJT+FOQPnYG5WPchB3urVZE2fjtMdd+Ay7txoSAZXL4PCTMyOOsiaxExu7+RNhG8ExEL8qXju4i7ySvL4aPNHLE1aSoBjAAtuXkBnj8617m9/Zj5jZsVQVqH49uFw2nk1n5H/rgQtnF3oNmgI3QYNISllFzOXvk1F4jFKf1mKKCi2qqAwwpsRISMa2tRGTZMUda+0lWDbEtreSmZhJrN3zOZ6v+vp5VW9FF584ACpz7+ATVgYpimTjYZRg2p09XfB3cGa5fHp3N7JGx97H9o4tWHXqV2sT1nP5A2TyTyVyQNhD/BY58ewsajhk3WdfRl5jJkdS0WFYtHD4YSaLm5QKoOaCfZpzwdPfMPP+39mWvRHOCaXkutQxqwBn2ImV8cYLpdL0xP1whO4ZcVqYzVbWDMtdlqNXRjL8/JIfuxxxNoa3+mf1TyGhMFVjZmZMLC9Jz/GpVBUWo6NpTkRvhHMT5jP//31f7R2as3H/T+mo3vH8+4n6Zgm6KBYND6cEE9D0OsCEWFo0FAifCKYvm06ZllmBLtcXHi6q5mm98jbsRgzVQZdx5FwPIGf9/3MuHbj8Hc8M1yuqqgg9fkXKElOxvfT/2Dp9c8C9xo0XwZ3MFFYUk5UUpY2HzgYK7HiwQ4PsmTIkgsKemJ6HqNnxSACkYag1wuutq680fsNIhwiGtqUJkHTE/XAazkQOA7l0Z73N76Pi40LD3esHnYua/p08teuxXPSJOx6nNt/2MCgkvDWrjjaWLAsPh2AMNcwPvD7gKe7PY21+fkjx+9OO8mY2TGYmwmR48MJ8jAE3aDhaXqi7hnGkVYjWHF4BVsztvJElyeqdWE8uWIFWZ9/gdOdd+Jyz90NaKhBU8DS3Iwb23vy1+5jlJZr46JfTNtLQmoud8+OwdJcE/Q27vb1baqBwUXR9EQdKKko4ePNHxPqEsqwoGGnlxcnJZE26SVsOnbE9MbrRsOowUUxOMxE7qlSYg+cuHBiID4ll3vmxGJjac7i8b1pbQi6QSOiSYr6mrw1pBak8kKPF053YSzPzeXohAmInR2+0z7FzPr8r84GBpVcG+KOraU5yxPSL5h2Z7JWQrezNCdyfDgBbkYsW4PGRZMT9YzCDFbkruAG/xtOj4anystJef55SlNStYZRk6mBrTRoSthYmtM/1J3lCelUVKha020/msPdc2JwsLFk8SO9aeVqCLpB46PJiXrknkgqVAXPdTvThTHz02kUrIvC9Oor2HXr1oDWGTRVBncwkZFXTNzRnBrXxx3JZuycWJxsLYkcH45fS2MgKYPGSZPrp/5458dxzHTEz9EPgJPLlnF81iycR47AedSljYVtYFDJgLYeWJoLyxPS6XOWXm85nM19czfSsoUVi8aH4+NsDAZn0HhpciV1czNzAqwDAChK3EvqSy9j26kTnq+9ZjSMGlw2jjaW9A1yY1l8OkqdqYLZfOgE934Vi6u9FZGGoBs0AZqcqFdSnpND8oQJmNm3wGfaNMysrBraJIMmzuAwE0dOFHI0T+vauPHgCe6duxEPRxsWj++NtyHoBk2ApinqFRWkPDeR0vR0fKdNw9LTo6EtMmgG3NjeEzOBLcfKiTlwnPv/uxGTkw2R48MxORnDTBg0DZpcnTqA/U8/UxAdjenNKdh16dLQ5hg0E9zsrekR0JL/JWez4r+b8Ha2YdHD4Xg4GoJu0HS4qJK6iAwWkUQR2Scik2pYby0ii/X1sSISUOeW6uT+/jstVqzAefQoXO66q74OY3CVMriDiZxiha+LLZHjexuCbtDkuKCoi4g5MAO4GWgPjBGR9mclexDIVkoFAZ8AU+va0EosXF0p6tQJ08sv19chDK5iRnTzZViQJYvGh+PuYHzAZtD0uJiSek9gn1LqgFKqBIgE7jgrzR3AfH36e+AGqaeuKC3Cw8n9v0cRo2HUoB5wsLHkjiAr3OwNQTdomkjV7ls1JhAZAQxWSj2kz48DeimlJlRJE6+nSdbn9+tpss7a13hgPICnp2e3yMjIyzI6Pz8fe/vmMd6G4Uvjo7n4AYYvjZV/4suAAQO2KKW617b+ijaUKqVmAbMAunfvrvr3739Z+1m7di2Xu21jw/Cl8dFc/ADDl8ZKffpyMdUvKYBflXlffVmNaUTEAnACjteFgQYGBgYGF8/FiPomIFhEAkXEChgN/HJWml+A+/TpEcBqdaF6HQMDAwODOueC1S9KqTIRmQAsB8yBuUqpBBF5E9islPoF+Ar4WkT2ASfQhN/AwMDA4ApzUXXqSqk/gD/OWvZ6lekiYGTdmmZgYGBgcKk0zWECDAwMDAxqxBB1AwMDg2bEBfup19uBRTKBw5e5uRuQdcFUTQPDl8ZHc/EDDF8aK//El1ZKKffaVjaYqP8TRGTz+TrfNyUMXxofzcUPMHxprNSnL0b1i4GBgUEzwhB1AwMDg2ZEUxX1WQ1tQB1i+NL4aC5+gOFLY6XefGmSdeoGBgYGBjXTVEvqBgYGBgY1YIi6gYGBQTPiqhF1EXlaROzqcf+TRWRife3f4PIQkQ2Xud3QGiJ8NRgikq//e4vI9w1tT1NARA6JiFtD2wFnrt+V4KoRdeBpoN5E3eBc9GGYGxSlVJ/L3HQoWvjGc2hIv5RSqUqpEQ11fIPGT4OJuoj8JCJbRCRBj4hUGeB6q4hsF5FV+rKWetodIhIjIh315dVKxiISLyIBItJCRH7X9xEvIqNE5EnAG1gjImvq0IdXRGSviKwHQvVlD4vIJv34SyvfDkRknohME5ENInJAjyhVuZ8XRWSnvs17+rI2IrJMP0dRItJWXz5ED+4dJyJ/iYhnHfozVkQ2isg2EZkpIuYiki8i7+i2xVQeT0Tcdf826b+++vLJIvK1iESjjdzpLiIr9es8R0QOi4ibiLwpIk9XOfY7IvJUXflSZb+VJdz+IrJWRL4XkT0i8k1lyEUReU9Edul57EMR6QPcDnygn4s2+rb/EZHNwFP69Rxx9nHqGz2Px+vTMSISVmXdWhHprt8Dc/VrGScid+jr7xeRH/R8lSQi71fZdqCI/K3ff9+JSJ2GGKrlvjwkIu/reX+jiATpaWvLW7X5Za5ft3j9Gj5R5dBP6D7trLyH6sif90Tk8Srzk0XkVRFZVeV4Z4f9rEz7vO7XDhGZoi8LEJHdIjJbv1dWiIitvi5Iv9e36/tuc17jlFIN8gNa6v+2QDzgCRwFAs9a/xnwhj59PbBNn54MTKyyv3ggABgOzK6y3En/PwS41aH93YCdaKV/R2AfMBFwrZLmbeAJfXoe8B3ag7Q9WtxX0AJ6bwDszvJ7FRCsT/dCG6MewIUzvZYeAj6qI3/aAb8Clvr858C9gAKG6MveB17Vp78F+unT/sDuKtdlC2Crz08HXtKnB+v7c9Ov1VZ9uRmwv+q5q8PrlK//9wdy0YK8mAF/A/0AVyCxyjl1rnK9RlTZz1rg8yrzZ6/Pr+f7pdKPACBen34GmKJPewGJ+vS7wNhKf4C9QAvgfuAAWhAbG7RhOvz067EOaKFv8yLweh3bf859iXZPvqLP3wv8doG8VZtf/4cWG9nirHvoEGfuv8eAOXXoTxfgf1Xmd+nn0lGfd0PThMp8VXn9BqJ1ZxQ9H/4GXKtf1zKgs55uSRVfY4Fh+rQNulbU9mvI1+MnRWSYPu2HFrt0nVLqIIBS6oS+rh9ahkAptVpEXEXE8Tz73Ql8JCJT0TJJVP2YTwTwo1KqEEBEKgOHdBCRt9EynT3aOPSV/KSUqgB2yZkS9o3Afyv3o5Q6oZeS+gDfyZn43ZWRkH2BxSLiBVgBB+vInxvQHlSb9GPaAhlACVrGA02sb6pid/sq9jlWKd39opQ6pU/3A4bpvi0TkWx9+pCIHBeRLmgP9DilVH1Hy9qozsTR3YZ2I8UARcBXIvIbZ3yticX1bN+lsgRYAbwB3IUmbKAJx+1y5k3WBk0cAVYppXIBRGQX0Aotr7YHovXraYX20KtLzrkv9WMt0tcvAj7Rp2vLW7X5dSPwpVKqDKppB8AP+v8W4M66ckYpFSciHiLiDbgD2UA68ImIXAtUAD5oeTu9yqYD9V+cPm8PBANHgINKqW1V7A0QEQfARyn1o37cogvZ1iCiLiL90S5Eb6VUoYisBbYBl/J6VEb16iMbAKXUXhHpCtwCvC0iq5RSb9aB2RfLPGCoUmq7iNyPVkKspLjKtFA7ZkCOUqpzDes+Az5WSv2in8fJl29qNQSYr5R6qdpCkYlKLyIA5ZzJM2ZA+NmZTL8RCy7ymHPQSo8mYO7lmX1JVD3/5WgluzIR6Yn2UBsBTEB7I6yJqn6dzn8iYoYmhFcUpVSK/mDsCIwCHtVXCTBcKZVYNb2I9KKGc6CnX6mUGlOPtp5zX1auqppM/68tb9Xm1/kOXelv1bxbV3yHlmdMaA/8e9AEvptSqlREDqHrUhUE+LdSama1hSIBnHttbC/HqIaqU3cCsnVBbwuEozl/rYgEglaXrqeNQjtZlQ+DLKXUSbRXq6768q5A5XbeQKFSaiHwQWUaIA9wqEMf1gFDRcRWf5oO0Zc7AGkiYllp9wVYCTwgZ+reW+r+HRSRkfoyEZFOenonzsSIve+cvV0+q4ARIuJRaYeItDpP+hXA6bpLEelcS7potFIkIjIQrfqokh/RqmR6UP2N5oqhlwCdlBYI5hmg8jxfKL8cQnuzAa3+3bK+bLwAi4EX0HzYoS9bjlaXXNlm0OUC+4gB+lap024hIiF1aeR57stRVf4r3w5qy1u1+bUSeET0Buwq2lHfLEaL8jYCTeCdgAxd0AegvQWdzXLgX5VvtSLiU3nP1YRSKg9IFpGhenpruUAvvoYS9WWAhYjsBt5Dy1SZaFUwP4jIds686k4GuonIDj1tpZAtBVqKSAJa6WqvvvwaYKP+ev0GWr02aPVYy6SOGkqVUlt1G7cDf6LFcgV4Da0OLBrYcxH7WYYW43WzbnPlq+U9wIP6uUgAKhtdJqNVy2yhDochVUrtAl4FVujneiVaPW1tPAl01xt7dnGmlHg2U4CBojXujUR7Fc3Tj1kCrAGWKKXK68aTS8YB+E33eT3wrL48EnhetAa5mhqmZgPX6denNxf/dlLXfI8mLEuqLHsL7SGzQ78/3jrfDpRSmWhvTIv08/A3l/bWfDHUdl+66Md8Cu2hCrXnrdr8moNWfbFDvx5317HtNaKUSkDLPylKqTTgG93unWhtBOfc/0qpFWhtBn/r6b7nwoXNcWjV1TvQ2t9M50tsDBNgUK+IiDVQrldz9Aa+qKxW0qsttgIjlVJJDWimQQOgV090V0o1lzHSGwUN3o/YoNnjDyzRBbwEeBhAtA97fkNrbDYE3cCgjjBK6gYGBgbNiKvpi1IDAwODZo8h6gYGBgbNCEPUDQwMDJoRhqgbGBgYNCMMUTcwMDBoRvw/D9BVrIq9Q7sAAAAASUVORK5CYII=\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "x_pos = [i for i, _ in enumerate(float_headers)]\n", + "for mean in playlist_mean:\n", + " plt.plot(x_pos, mean)\n", + " \n", + "plt.legend(playlist_names)\n", + "plt.xticks(x_pos, [i[:6] for i in float_headers])\n", + "plt.title('Average Playlist Descriptor')\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "plt.barh(np.arange(len(playlist_names)), np.array(playlist_time) / (1000 * 60 * 60 * 24) )\n", + "plt.yticks(np.arange(len(playlist_names)), labels=playlist_names)\n", + "plt.xlabel(\"Time (Days)\")\n", + "plt.grid(axis=\"x\")\n", + "plt.title(\"Time Spent Listening to Playlists\")\n", + "plt.show()" + ] + }, + { + "source": [ + "# Imports & Setup" + ], + "cell_type": "markdown", + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from datetime import datetime\n", + "\n", + "from google.cloud import bigquery\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib as mpl\n", + "# mpl.rcParams['figure.dpi'] = 120\n", + "\n", + "from analysis.net import get_spotnet, get_playlist, track_frame\n", + "from analysis.query import *\n", + "from analysis import spotify_descriptor_headers, float_headers, days_since\n", + "\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "client = bigquery.Client()\n", + "spotnet = get_spotnet()\n", + "cache = 'query.csv'\n", + "first_day = datetime(year=2017, month=11, day=3)" + ] + }, + { + "source": [ + "## Read Scrobble Frame" + ], + "cell_type": "markdown", + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "scrobbles = get_query()" + ] + }, + { + "source": [ + "## Write Scrobble Frame" + ], + "cell_type": "markdown", + "metadata": {} + }, + { + "source": [ + "scrobbles.to_csv(cache, sep='\\t')" + ], + "cell_type": "code", + "metadata": {}, + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file diff --git a/poetry.lock b/poetry.lock index 238b725..9e24f7f 100644 --- a/poetry.lock +++ b/poetry.lock @@ -470,6 +470,14 @@ MarkupSafe = ">=0.23" [package.extras] i18n = ["Babel (>=0.8)"] +[[package]] +name = "joblib" +version = "1.0.0" +description = "Lightweight 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