{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"2020-11-24 - class #15 - activities.ipynb","provenance":[],"collapsed_sections":["OTxnF4FcnyCh","Nzy8oBSAszAS","nPKNFP1qwrH9","ydkA4VMmwrgb","EfBCqB9Ewrq4","1Nb0s-s6S2jt","9IE6wGbNNhI0","2Pv0K7MYMtKx"]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"BRAp37uklN9X"},"source":["# Class \\#15 activities"]},{"cell_type":"markdown","metadata":{"id":"OTxnF4FcnyCh"},"source":["# **Detecting sea level rise from Florida tide gauge records**\n","### Practice with Pandas time series analysis"]},{"cell_type":"markdown","metadata":{"id":"3YihuiaSoCYK"},"source":["\n","\n","**Data description:** Two netCDF files with hourly tide gauge records from Key West, FL (from 1913 to present) and Pensacola, FL (from 1923 to present). The tide gauge measurements are of relative sea level (RSL), which includes both sea level rise (from ice melt and thermal expansion) and local vertical land motion (from subsidence and isostatic rebound).\n","\n","**Data source:** [University of Hawaii Sea Level Center](https://uhslc.soest.hawaii.edu/datainfo/)"]},{"cell_type":"markdown","metadata":{"id":"P4f4df_NoXYA"},"source":["1. Uncomment the blocks of code with the installation lines (`!pip install`, etc.). Remember the shortcut to uncomment/comment multiple lines is `Command-/` on Macs or `Control-/` on Windows.\n","\n","2. Then run this cell to install the packages, import libraries, and give Colab access to Google Drive.\n","\n","3. When prompted, click the link to give Colab access to Google Drive, copy the code, and paste back into here."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Cz1ypHghoXYA","executionInfo":{"status":"ok","timestamp":1606274859188,"user_tz":480,"elapsed":467,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"f3ae4e4b-adb4-4429-fe34-7cfa5803912e"},"source":["# # This code installs the netCDF4 module\n","# # Run this code once per session, then comment it out\n","# !pip install netcdf4\n","\n","# # This code allows Cartopy to work with Google Colab\n","# # Run this code once per session, then comment it out\n","# !grep '^deb ' /etc/apt/sources.list | \\\n","# sed 's/^deb /deb-src /g' | \\\n","# tee /etc/apt/sources.list.d/deb-src.list\n","# !apt-get -qq update\n","# !apt-get -qq build-dep python3-cartopy\n","# !pip uninstall -y shapely\n","# !pip install shapely --no-binary shapely\n","# !pip install cartopy\n","\n","# Import NumPy, xarray, Matplotlib, Cartopy (and related imports)\n","import numpy as np\n","import pandas as pd\n","from scipy import interpolate, stats\n","import xarray as xr\n","import matplotlib.pyplot as plt\n","from datetime import datetime, timedelta\n","\n","import cartopy.crs as ccrs\n","import cartopy.feature as cfeature\n","from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n","\n","# Give Colab access to Google Drive\n","from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":3,"outputs":[{"output_type":"stream","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"Rree4xFzoXYA"},"source":["4. Next, update the filepath below. To find the correct filepath, you can click on the left sidebar (folder icon), navigate to the Class #15 data folder, click the \"...\" on the file, and select \"Copy path.\"\n","\n","5. Add back slashes (`\\`) in front of quotation marks in the filepath, as necessary."]},{"cell_type":"code","metadata":{"id":"pV6oEXF2oXYA","executionInfo":{"status":"ok","timestamp":1606274861390,"user_tz":480,"elapsed":542,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}}},"source":["# Folder for tide gauge records\n","folder = '/content/drive/MyDrive/OCEAN 215 - Autumn \\'20/OCEAN 215 - Autumn \\'20 - Course documents/Zoom class slides and notebooks/2020-11-24 - class #15 - data/'"],"execution_count":4,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"uUZDLPdzoXYA"},"source":["6. Run the code cell below to load and process the netCDF files using `xarray`, then convert them to Pandas Series format."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":611},"id":"VZR6BZlXoXYA","executionInfo":{"status":"ok","timestamp":1606274865986,"user_tz":480,"elapsed":4351,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"92ae89c9-cc33-44d8-fb56-830caf47dc0a"},"source":["# Load netCDF files using xarray\n","key_west_xr = xr.open_dataset(folder + 'tide_gauge_key_west_fl.nc')\n","key_west_xr = key_west_xr.drop('record_id').squeeze()\n","pensacola_xr = xr.open_dataset(folder + 'tide_gauge_pensacola_fl.nc')\n","pensacola_xr = pensacola_xr.drop('record_id').squeeze()\n","\n","# Display file\n","display(key_west_xr)\n","\n","# Convert each sea level record to Pandas Series\n","key_west = key_west_xr['sea_level'].to_pandas()\n","key_west.name = 'sea_level'\n","pensacola = pensacola_xr['sea_level'].to_pandas()\n","pensacola.name = 'sea_level'\n","\n","# Display new Pandas series\n","display(pensacola)"],"execution_count":5,"outputs":[{"output_type":"display_data","data":{"text/html":["
\n","\n","\n","Show/Hide data repr\n","\n","\n","\n","\n","\n","Show/Hide attributes\n","\n","\n","\n","\n","\n","\n","\n","
xarray.Dataset
"],"text/plain":["\n","Dimensions: (time: 944082)\n","Coordinates:\n"," * time (time) datetime64[ns] 1913-01-19T06:00:00 ... 2020-09-30T22:59:59.971200\n","Data variables:\n"," sea_level (time) float32 ...\n"," lat float32 ...\n"," lon float32 ...\n"," station_name |S12 ...\n"," station_country |S30 ...\n"," station_country_code float32 ...\n"," uhslc_id int16 ...\n"," gloss_id float32 ...\n"," ssc_id |S4 ...\n"," last_rq_date datetime64[ns] ...\n","Attributes:\n"," title: UHSLC Fast Delivery Tide Gauge Data (hourly)\n"," ncei_template_version: NCEI_NetCDF_TimeSeries_Orthogonal_Template_v2.0\n"," featureType: timeSeries\n"," Conventions: CF-1.6, ACDD-1.3\n"," date_created: 2020-11-24T14:42:15Z\n"," publisher_name: University of Hawaii Sea Level Center (UHSLC)\n"," publisher_email: philiprt@hawaii.edu, markm@soest.hawaii.edu\n"," publisher_url: http://uhslc.soest.hawaii.edu\n"," summary: The UHSLC assembles and distributes the Fast Deli...\n"," processing_level: Fast Delivery (FD) data undergo a level 1 quality...\n"," acknowledgment: The UHSLC Fast Delivery database is supported by ..."]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/plain":["time\n","1923-05-01 06:00:00.000000 2530.0\n","1923-05-01 07:00:00.028800 2560.0\n","1923-05-01 07:59:59.971200 2591.0\n","1923-05-01 09:00:00.000000 2621.0\n","1923-05-01 10:00:00.028800 2652.0\n"," ... \n","2020-09-30 19:00:00.028800 3082.0\n","2020-09-30 19:59:59.971200 3045.0\n","2020-09-30 21:00:00.000000 3007.0\n","2020-09-30 22:00:00.028800 2978.0\n","2020-09-30 22:59:59.971200 2957.0\n","Name: sea_level, Length: 853986, dtype: float32"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"LINsR9axoXYB"},"source":["7. Plot the time series from Key West and Pensacola.\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":607},"id":"plQdbmVDrMp6","executionInfo":{"status":"ok","timestamp":1606274874088,"user_tz":480,"elapsed":6405,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"21f6908c-0a0c-4aa1-8efa-7be8f0a4e33a"},"source":["fig, (ax0,ax1,ax2) = plt.subplots(ncols=1,nrows=3,figsize=(16,14))\n","ax0.plot(key_west.index.values,key_west.values,lw=0.25,c='turquoise',label='Key West (original)')\n","ax0.plot(pensacola.index.values,pensacola.values,lw=0.25,c='navy',label='Pensacola (original)')\n","ax0.grid()\n","ax0.legend()\n","ax0.set_ylabel('Relative sea level (mm)')\n","ax0.set_title('Full hourly tide gauge records from FL')\n","\n","ax1.plot(key_west.index.values,key_west.values,lw=0.75,c='turquoise',label='Key West (original)')\n","ax1.plot(pensacola.index.values,pensacola.values,lw=0.75,c='navy',label='Pensacola (original)')\n","ax1.grid()\n","ax1.legend()\n","ax1.set_ylabel('Relative sea level (mm)')\n","ax1.set_title('Eight months of tide gauge records from FL')\n","ax1.set_xlim([datetime(2020,1,1),datetime(2020,9,1)])\n","ax1.set_ylim([1200,4000])\n","\n","ax2.plot(key_west.index.values,key_west.values,lw=2,c='turquoise',label='Key West (original)')\n","ax2.plot(pensacola.index.values,pensacola.values,lw=2,c='navy',label='Pensacola (original)')\n","ax2.grid()\n","ax2.legend()\n","ax2.set_ylabel('Relative sea level (mm)')\n","ax2.set_title('One week of tide gauge records from FL')\n","ax2.set_xlim([datetime(2020,8,1),datetime(2020,8,7)])\n","ax2.set_ylim([1200,3500]);"],"execution_count":6,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"Nzy8oBSAszAS"},"source":["# **Breakout rooms: group 1 — daily averages using `.resample()`**\n"]},{"cell_type":"markdown","metadata":{"id":"N7w6ttjtv15g"},"source":["First, assign roles:\n","> * **Timekeeper:** keep things moving\n",">\n","> * **Coder:** share your screen and write the code based on input from everyone else\n",">\n","> * **Reporter:** before the end of the session, remind the Coder to paste their code into this [Google Document](https://docs.google.com/document/d/1HkbODx5MycvYKL06bCDYFf6DMmbDBP19m4MNjke5paM/edit?usp=sharing)\n","\n","If you need help, check out the Lesson #15 Colab notebook, [available here](https://colab.research.google.com/drive/1z6vYlfFZbidD7RBv4VwAzstBwQFZ6bAw?usp=sharing)."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":595},"id":"cm2VSV6u0ZvP","executionInfo":{"status":"ok","timestamp":1606274879630,"user_tz":480,"elapsed":1682,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"c7ab98b4-a860-4d8d-d4f7-c30641b314eb"},"source":["# 1a. Correlate the two Pandas Series, \"key_west\" and \"pensacola\", using the .corr() function.\n","# 1b. From this, calculate and print r^2.\n","# 1c. How much of the hourly variance in Key West sea level can be explained by sea level in Pensacola?\n","r = key_west.corr(pensacola)\n","print('The r^2 value is:',r**2)\n","print('This means that ~22% of the variance in one location can be explained by the other location\\'s record.\\n')\n","\n","# 2. Calculate daily averages of both time series using .resample().\n","# Recall you can find the frequency offset codes here: https://pandas.pydata.org/docs/user_guide/timeseries.html#offset-aliases\n","#\n","# Save these as two new variables. Display one of them to check that it worked.\n","key_west_daily = key_west.resample('D').mean()\n","pensacola_daily = pensacola.resample('D').mean()\n","display(key_west_daily)\n","\n","# 3. Repeat Question 1 using the daily average variables.\n","r = key_west_daily.corr(pensacola_daily)\n","print('\\nThe r^2 value is:',r**2)\n","print('This means that ~53% of the daily-average variance in one location can be explained by the other location\\'s record.')\n","\n","# 4. Run this code to plot eight months of the original records.\n","plt.figure(figsize=(16,5))\n","plt.plot(key_west.index.values,key_west.values,lw=0.75,alpha=0.4,c='turquoise',label='Key West (original)')\n","plt.plot(pensacola.index.values,pensacola.values,lw=0.75,alpha=0.4,c='navy',label='Pensacola (original)')\n","plt.grid()\n","plt.ylabel('Relative sea level (mm)')\n","plt.title('Eight months of tide gauge records from FL')\n","plt.xlim([datetime(2020,1,1),datetime(2020,9,1)])\n","plt.ylim([1200,4000])\n","\n","# 5. Write code to add dashed lines to the plot for each daily average time series.\n","# Use a thicker line (e.g. width of 3).\n","# Set the label argument for the new lines, and add a legend.\n","plt.plot(key_west_daily.index.values,key_west_daily.values,lw=3,ls='--',c='turquoise',label='Key West (daily average)')\n","plt.plot(pensacola_daily.index.values,pensacola_daily.values,lw=3,ls='--',c='navy',label='Pensacola (daily average)')\n","plt.legend(loc='upper left');"],"execution_count":7,"outputs":[{"output_type":"stream","text":["The r^2 value is: 0.22689327917643126\n","This means that ~22% of the variance in one location can be explained by the other location's record.\n","\n"],"name":"stdout"},{"output_type":"display_data","data":{"text/plain":["time\n","1913-01-19 1436.166626\n","1913-01-20 1435.166626\n","1913-01-21 1425.041626\n","1913-01-22 1433.833374\n","1913-01-23 1479.541626\n"," ... \n","2020-09-26 2065.333252\n","2020-09-27 2043.208374\n","2020-09-28 2031.375000\n","2020-09-29 2027.541626\n","2020-09-30 2036.166626\n","Freq: D, Name: sea_level, Length: 39337, dtype: float32"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","The r^2 value is: 0.5295360185317727\n","This means that ~53% of the daily-average variance in one location can be explained by the other location's record.\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"nPKNFP1qwrH9"},"source":["# **Breakout rooms: group 2 — weekly averages using `.resample()`**"]},{"cell_type":"markdown","metadata":{"id":"cSuUP5J3wrH9"},"source":["First, assign roles:\n","> * **Timekeeper:** keep things moving\n",">\n","> * **Coder:** share your screen and write the code based on input from everyone else\n",">\n","> * **Reporter:** before the end of the session, remind the Coder to paste their code into this [Google Document](https://docs.google.com/document/d/1HkbODx5MycvYKL06bCDYFf6DMmbDBP19m4MNjke5paM/edit?usp=sharing)\n","\n","If you need help, check out the Lesson #15 Colab notebook, [available here](https://colab.research.google.com/drive/1z6vYlfFZbidD7RBv4VwAzstBwQFZ6bAw?usp=sharing)."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":595},"id":"wTihTyXmxKsJ","executionInfo":{"status":"ok","timestamp":1606274882645,"user_tz":480,"elapsed":1762,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"a00debb7-2bba-4ca7-a39f-d1f9e8519961"},"source":["# 1a. Correlate the two Pandas Series, \"key_west\" and \"pensacola\", using the .corr() function.\n","# 1b. From this, calculate and print r^2.\n","# 1c. How much of the hourly variance in Key West sea level can be explained by sea level in Pensacola?\n","r = key_west.corr(pensacola)\n","print('The r^2 value is:',r**2)\n","print('This means that ~22% of the variance in one location can be explained by the other location\\'s record.\\n')\n","\n","# 2. Calculate weekly averages of both time series using .resample().\n","# Recall you can find the frequency offset codes here: https://pandas.pydata.org/docs/user_guide/timeseries.html#offset-aliases\n","#\n","# Save these as two new variables. Display one of them to check that it worked.\n","key_west_weekly = key_west.resample('W').mean()\n","pensacola_weekly = pensacola.resample('W').mean()\n","display(key_west_weekly)\n","\n","# 3. Repeat Question 1 using the weekly average variables.\n","r = key_west_weekly.corr(pensacola_weekly)\n","print('\\nThe r^2 value is:',r**2)\n","print('This means that ~61% of the weekly-average variance in one location can be explained by the other location\\'s record.')\n","\n","# 4. Run this code to plot eight months of the original records.\n","plt.figure(figsize=(16,5))\n","plt.plot(key_west.index.values,key_west.values,lw=0.75,alpha=0.4,c='turquoise',label='Key West (original)')\n","plt.plot(pensacola.index.values,pensacola.values,lw=0.75,alpha=0.4,c='navy',label='Pensacola (original)')\n","plt.grid()\n","plt.ylabel('Relative sea level (mm)')\n","plt.title('Eight months of tide gauge records from FL')\n","plt.xlim([datetime(2020,1,1),datetime(2020,9,1)])\n","plt.ylim([1200,4000])\n","\n","# 5. Write code to add dashed lines to the plot for each weekly average time series.\n","# Use a thicker line (e.g. width of 3).\n","# Set the label argument for the new lines, and add a legend.\n","plt.plot(key_west_weekly.index.values,key_west_weekly.values,lw=3,ls='--',c='turquoise',label='Key West (weekly average)')\n","plt.plot(pensacola_weekly.index.values,pensacola_weekly.values,lw=3,ls='--',c='navy',label='Pensacola (weekly average)')\n","plt.legend(loc='upper left');"],"execution_count":8,"outputs":[{"output_type":"stream","text":["The r^2 value is: 0.22689327917643126\n","This means that ~22% of the variance in one location can be explained by the other location's record.\n","\n"],"name":"stdout"},{"output_type":"display_data","data":{"text/plain":["time\n","1913-01-19 1436.166626\n","1913-01-26 1457.089233\n","1913-02-02 1387.988037\n","1913-02-09 1425.726196\n","1913-02-16 1441.696411\n"," ... \n","2020-09-06 1857.291626\n","2020-09-13 1895.392822\n","2020-09-20 1946.714233\n","2020-09-27 2080.648926\n","2020-10-04 2031.694458\n","Freq: W-SUN, Name: sea_level, Length: 5621, dtype: float32"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","The r^2 value is: 0.6122787326298291\n","This means that ~61% of the weekly-average variance in one location can be explained by the other location's record.\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"ydkA4VMmwrgb"},"source":["# **Breakout rooms: group 3 — monthly running means using `.rolling()`**"]},{"cell_type":"markdown","metadata":{"id":"Y6CoTg4vwrgb"},"source":["First, assign roles:\n","> * **Timekeeper:** keep things moving\n",">\n","> * **Coder:** share your screen and write the code based on input from everyone else\n",">\n","> * **Reporter:** before the end of the session, remind the Coder to paste their code into this [Google Document](https://docs.google.com/document/d/1HkbODx5MycvYKL06bCDYFf6DMmbDBP19m4MNjke5paM/edit?usp=sharing)\n","\n","If you need help, check out the Lesson #15 Colab notebook, [available here](https://colab.research.google.com/drive/1z6vYlfFZbidD7RBv4VwAzstBwQFZ6bAw?usp=sharing)."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":600},"id":"yxNf_-3L09V1","executionInfo":{"status":"ok","timestamp":1606274884704,"user_tz":480,"elapsed":2135,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"60967a35-7784-48dd-eb86-4066fad15dea"},"source":["# 1a. Correlate the two Pandas Series, \"key_west\" and \"pensacola\", using the .corr() function.\n","# 1b. From this, calculate and print r^2.\n","# 1c. How much of the hourly variance in Key West sea level can be explained by sea level in Pensacola?\n","r = key_west.corr(pensacola)\n","print('The r^2 value is:',r**2)\n","print('This means that ~22% of the variance in one location can be explained by the other location\\'s record.\\n')\n","\n","# 2. Calculate monthly running means of both hourly time series using .rolling().\n","# Save these as two new variables. Display one of them to check that it worked.\n","key_west_monthly = key_west.rolling(window=24*30,min_periods=24).mean()\n","pensacola_monthly = pensacola.rolling(window=24*30,min_periods=24).mean()\n","display(key_west_monthly)\n","\n","# 3. Repeat Question 1 using the monthly running mean variables.\n","r = key_west_monthly.corr(pensacola_monthly)\n","print('\\nThe r^2 value is:',r**2)\n","print('This means that ~71% of the monthly running mean variance in one location can be explained by the other location\\'s record.')\n","\n","# 4. Run this code to plot the original records from 2000-2020.\n","plt.figure(figsize=(16,5))\n","plt.plot(key_west.index.values,key_west.values,lw=0.25,alpha=0.4,c='turquoise',label='Key West (original)')\n","plt.plot(pensacola.index.values,pensacola.values,lw=0.25,alpha=0.4,c='navy',label='Pensacola (original)')\n","plt.grid()\n","plt.ylabel('Relative sea level (mm)')\n","plt.title('Hourly tide gauge records from FL')\n","plt.xlim([datetime(2000,1,1),datetime(2020,12,31)])\n","plt.ylim([1000,4000])\n","\n","# 5. Write code to add dashed lines to the plot for each monthly running mean time series.\n","# Use a thicker line (e.g. width of 2).\n","# Set the label argument for the new lines, and add a legend.\n","plt.plot(key_west_monthly.index.values,key_west_monthly.values,lw=2,ls='--',c='turquoise',label='Key West (monthly running mean)')\n","plt.plot(pensacola_monthly.index.values,pensacola_monthly.values,lw=2,ls='--',c='navy',label='Pensacola (monthly running mean)')\n","plt.legend(loc='upper left');"],"execution_count":9,"outputs":[{"output_type":"stream","text":["The r^2 value is: 0.22689327917643126\n","This means that ~22% of the variance in one location can be explained by the other location's record.\n","\n"],"name":"stdout"},{"output_type":"display_data","data":{"text/plain":["time\n","1913-01-19 06:00:00.000000 NaN\n","1913-01-19 07:00:00.028800 NaN\n","1913-01-19 07:59:59.971200 NaN\n","1913-01-19 09:00:00.000000 NaN\n","1913-01-19 10:00:00.028800 NaN\n"," ... \n","2020-09-30 19:00:00.028800 1955.654167\n","2020-09-30 19:59:59.971200 1955.990278\n","2020-09-30 21:00:00.000000 1956.294444\n","2020-09-30 22:00:00.028800 1956.616667\n","2020-09-30 22:59:59.971200 1956.984722\n","Name: sea_level, Length: 944082, dtype: float64"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","The r^2 value is: 0.7020080599893211\n","This means that ~71% of the monthly running mean variance in one location can be explained by the other location's record.\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"EfBCqB9Ewrq4"},"source":["# **Breakout rooms: group 4 — annual running means using `.rolling()`**"]},{"cell_type":"markdown","metadata":{"id":"Wp0awTTzwrq4"},"source":["First, assign roles:\n","> * **Timekeeper:** keep things moving\n",">\n","> * **Coder:** share your screen and write the code based on input from everyone else\n",">\n","> * **Reporter:** before the end of the session, remind the Coder to paste their code into this [Google Document](https://docs.google.com/document/d/1HkbODx5MycvYKL06bCDYFf6DMmbDBP19m4MNjke5paM/edit?usp=sharing)\n","\n","If you need help, check out the Lesson #15 Colab notebook, [available here](https://colab.research.google.com/drive/1z6vYlfFZbidD7RBv4VwAzstBwQFZ6bAw?usp=sharing)."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":775},"id":"F9xpcuvOr2Ls","executionInfo":{"status":"ok","timestamp":1606274885837,"user_tz":480,"elapsed":1786,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"2df7536d-c9ba-4a12-e2a3-e9b0015eede9"},"source":["# 1a. Correlate the two Pandas Series, \"key_west\" and \"pensacola\", using the .corr() function.\n","# 1b. From this, calculate and print r^2.\n","# 1c. How much of the hourly variance in Key West sea level can be explained by sea level in Pensacola?\n","r = key_west.corr(pensacola)\n","print('The r^2 value is:',r**2)\n","print('This means that ~22% of the variance in one location can be explained by the other location\\'s record.\\n')\n","\n","# 2. Calculate annual running means of both hourly time series using .rolling().\n","# Save these as two new variables. Display one of them to check that it worked.\n","key_west_annual = key_west.rolling(window=24*365,min_periods=24*30).mean()\n","pensacola_annual = pensacola.rolling(window=24*365,min_periods=24*30).mean()\n","display(key_west_annual)\n","\n","# 3. Repeat Question 1 using the annual running mean variables.\n","r = key_west_annual.corr(pensacola_annual)\n","print('\\nThe r^2 value is:',r**2)\n","print('This means that ~87% of the annual running mean variance in one location can be explained by the other location\\'s record.')\n","\n","# 4. Run this code to set up two blank subplots.\n","fig, (ax0,ax1) = plt.subplots(ncols=1,nrows=2,figsize=(16,9))\n","ax0.grid()\n","ax0.set_ylabel('Relative sea level (mm)')\n","ax0.set_title('Annual running mean tide gauge records from Pensacola, FL')\n","ax0.set_xlim([datetime(1915,1,1),datetime(2020,12,31)])\n","ax1.grid()\n","ax1.set_ylabel('Relative sea level (mm)')\n","ax1.set_title('Annual running mean tide gauge records from Key West, FL')\n","ax1.set_xlim([datetime(1915,1,1),datetime(2020,12,31)])\n","plt.tight_layout()\n","\n","# 5. Write code to add a line for each annual running mean time series on each subplot.\n","ax0.plot(pensacola_annual.index.values,pensacola_annual.values,c='navy',label='Pensacola (annual running mean)')\n","ax1.plot(key_west_annual.index.values,key_west_annual.values,c='turquoise',label='Key West (annual running mean)')\n","# plt.legend(loc='upper left');"],"execution_count":10,"outputs":[{"output_type":"stream","text":["The r^2 value is: 0.22689327917643126\n","This means that ~22% of the variance in one location can be explained by the other location's record.\n","\n"],"name":"stdout"},{"output_type":"display_data","data":{"text/plain":["time\n","1913-01-19 06:00:00.000000 NaN\n","1913-01-19 07:00:00.028800 NaN\n","1913-01-19 07:59:59.971200 NaN\n","1913-01-19 09:00:00.000000 NaN\n","1913-01-19 10:00:00.028800 NaN\n"," ... \n","2020-09-30 19:00:00.028800 1814.973973\n","2020-09-30 19:59:59.971200 1814.940183\n","2020-09-30 21:00:00.000000 1814.916438\n","2020-09-30 22:00:00.028800 1814.909932\n","2020-09-30 22:59:59.971200 1814.909703\n","Name: sea_level, Length: 944082, dtype: float64"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","The r^2 value is: 0.8657666951335451\n","This means that ~87% of the annual running mean variance in one location can be explained by the other location's record.\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/plain":["[]"]},"metadata":{"tags":[]},"execution_count":10},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABIAAAAKACAYAAADkeANgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdeXxU1fnH8c8TCJAQ9rCvgoIFUVxwb8UNlbphlVoVK1rrbt3rUsFoXarFfWmtUP2JVRQ3rFRZBBVXUBAFRED2fYeEQLbz++PeO5lJJsnMJJME8n2/XvPyzr3nnnPmzkzwPnPOc8w5h4iIiIiIiIiI7L1SaroDIiIiIiIiIiKSXAoAiYiIiIiIiIjs5RQAEhERERERERHZyykAJCIiIiIiIiKyl1MASERERERERERkL6cAkIiIiIiIiIjIXk4BIBERkRLMbICZrazpfgCYWRczyzazejXdl5pkZv8zs9+XcaybmTkzq1/d/aqL/Gu9bwLn/dXMNprZ2mT0a2+nz7mIiFSWAkAiIlLjzGyamW0xs4Y13Zfaxjm33DmX4ZwrrOm+VBczu8fMxoTvc86d5px7qab6JJVjZl2Am4Hezrl2NdD+PWaW7wdTt5rZ52Z2VHX3o7YwsxfNLM+/HsHjt/6xpWZ2Uk33UUREqp4CQCIiUqPMrBvwS8ABZ9ZoZxKgX+OlulXXZ66K2+kCbHLOra+Gtsoy1jmXAbQGpgNvmZlVQ7u11cN+cDl4jK3pDomISHIpACQiIjXtYuBL4EUgYoqP/yv1M2b2vpntMLOvzKxH2HFnZlea2UL/V/1nghu6kqNISk6fMLNhZjbfr/dnM7si1g779VxjZguBhdGmZvijmv7gb19iZtPN7O/+SKclZnZaibL3mdlnfn8mmllmGf0us6x//GIzW2Zmm8zs7vJ+zfev77P+9Kpsv852Zva4388fzezgsPIdzOxNM9vgv4brw44dbmZf+O/DGjN72swaxPJelejTqcCdwG/9Pn0X5XrW86/lRjP7Gfh1iTqamdkovx+rzJt6FHUKnZmlmdlL/uudb2a3Wdj0PzO73cwW+9d6npkNDjtW0WdsHzP7xD93sv+aw8sfad5IlK1m9p2ZDYjWR7/sUjP7s5nNAXLMrH5555tZSzP7t5mt9l/bO2HHLjezRWa22czGm1mHEu9T6LPt77vVv5arzezSEv0a5F+XHf61viVK308CJgEd/Pf0xbBrdZmZLQc+MrMUM/uL//ldb2b/Z2bNSlzbYWa2wn9NV5pZfzOb41+Dp8u6fuGcc/nAS0A7oFV5nxer+Lt7iXl/P3b4xy709/cws4/M+x5uNLNXzKx52Hmdzewt875Lm4K+l3cNolzXYZbg3zAREambFAASEZGadjHwiv84xczaljh+PpAFtAAWAfeXOH460B84EBgCnBJju+v9c5sCw4DHzOyQOPp9NnAE0DvG8kcAC4BM4GFglFlEAOQCvx9tgAZAqRvpisqaWW/gWeBCoD3QDOhYQb+GAH/x+7Ub+AL41n8+DnjUrzsFeA/4zq/zROAGMwuudyFwo3/eUf7xq0u0VeF75Zz7AHgAf7SGc+6gKH2+3K/rYOAw4NwSx18ECoB9/TIDgT+U8fpHAN2A7sDJwEUlji/GG6HWDO9zOMbM2pdRV0n/Ab4GWgH3AEODA2bWEXgf+CvQEu89fNPMWpdT3+/wgl3NgbYVnP8ykA70wfucPOa3ewLwIN71bw8sA14r0U7os21eQO4WvGuzH1AymDgKuMI51wQ4APioZKedc5OB04DV/nt6Sdjh44Bf4H0WLvEfx+O9HxlAyaDOEX4/fgs8Dtzl96kPMMTMjivZfknmTTW9BFjhnNtIxZ+XqN9dM2sMPAmc5r/+o4HZQTN417mD//o6430G8INL/8W79t3wvk/BexDLNQhU9m+YiIjUMQoAiYhIjTGzY4GuwOvOuW/wbrYvKFHsbefc1865ArwgUb8Sxx9yzm11zi0HpkY5HpVz7n3n3GLn+RiYiHejH6sHnXObnXO5MZZf5pz7l5/L5yW8m+/wYNe/nXM/+fW9XsHrKKvsucB7zrnpzrk8YDje1LryvO2c+8Y5twt4G9jlnPs/v59j8W6IwQvctHbO3eucy3PO/Qz8Cy9Ah1/Hl865AufcUuCfeDf34RJ6r6IYAjzunFvhnNuMd6MNgB9AHATc4JzL8accPRb0s4y6HnDObXHOrcS7oQ9xzr3hnFvtnCvyp8gsBA6vqIPm5bzpDwz3r9d0YHxYkYuACc65CX7dk4CZft/L8qT/mnPLO98PUJ0GXOm/rnz/Mw5ecHC0c+5b59xu4A7gKPOmYgbCP9tD8D5vPzjncvCDGGHy8QJFTf22vq3o2pRwj/8+5fp9e9Q597NzLtvv2/kWOT3sPufcLufcRCAHeNU5t945twr4lOLPazRDzGwrsAI4FBgc4+elvO9uEXCAmaU559Y45+YCOOcWOecmOed2O+c24AVSg+/D4XiBoVv9Nnf5nw9ivAb4bVT2b9gt/siprWa2MY7zRERkD6UAkIiI1KTfAxP9X+HBGzFRcqWn8BWDduL9Ih7P8ajM7DQz+9KfBrMV7yYws6LzwqyIoyyE9dM5t9PfzIh2nIpfR1llO4T3y29nUwX9Whe2nRvleVB3V7wpPMEN41a8qVptAcysp5n918zWmtl2vFE8Ja9nQu9VFBGvE28kRaArkAqsCevnP/FGwcRSV8T7at6UutlhdR1AbJ+TDsDmsPe6ZN1dgfNKXM9j8YILZYn1/M5+21vK6FfoevlBhk1EjhRbUaJ8Wdca4Dd4351lZvaxxZ9YuWRb4fUvA+oTGSiN9fMazevOuebOuTbOuRP8oHMsn5eo310/IPZb4Er//PfNbH/wApFm9po/pWw7MIbiz01nvKBSQZQ+xnIN8Nuo7N+wv/vXo7lzLp7zRERkD6XElSIiUiPMLA1vdEE9K14WuiHQ3MwOcs59V8kmcvCmwARCKw/5U0DexJt+9q5zLt+8HCnxJIQNH1mT4/83Hdhesr1qtAboFTzxr3GrKqp7BbDEObdfGcefA2YBv3PO7TCzGyg9NStWFY1aWoN3Ex3oUqKfu4HMMm6wo9XVCZjnPw/Va2Zd8UY5nQh84ZwrNLPZFH9OyvyM+fW2NLP0sKBBeJ9XAC875y6PoY+B8OtS5vn+CKCWZtbcObe1xOHVeEGPoGxjvM/IqjLaKe9a45ybAZxlZqnAtXgj0sLLVyS8rYi++W0V4AV5OsVRZzzi/bxEcM59CHzof9f+ivd5+SVeANQBfZ1zm83sbIqncq0AuphZ/ShtxnQNquhvmIiI1DEaASQiIjXlbLy8Mb3xpgL1w8uV8SneTU1lzQZ+ZWZd/CSqd4Qda4AXbNoAFPhJXQcm2pA/xWMVcJF5CYovBXpUcFoyjAPOMLOjzUvAfA9Vd0P4NbDDvETEaf7rPMDM+vvHm+AFv7L9URBXVaKtdUA3P+9QNK8D15tZJzNrAdweHHDOrcGbCjPSzJr6SXV7lJMb5nXgDjNr4efluTbsWGO8m/gN4CXdxRsBFCjzM+acW4Y3JeseM2vgj4w5I+zcMXjv1Sn+tWxkZgPMLNZAR5nn+9fgf8Cz/utKNbNf+ee9Cgwzs35+EOEB4Ct/2l5Z1+cSM+ttZul4OZPwr0cDM7vQzJo5L7HydrwpUYl6FbjRvOTZGRTngoo7MBOrBD4vIf4on7P8INpuIJvi19/Ef77N/1zdGnbq13iBtYfMrLH/3h3jH4v1GlT4N8y8pNkDYr0WJaT6/Qoe+tFYRGQvoACQiIjUlN/j5RZZ7pxbGzzwfiW/sLI3HH5OlLHAHOAbvKSrwbEdwPV4N7db8PIOjY9STTwux7vJ24SXkPbzStYXNz//yHV4CWXX4N2Arse7Oa1s3YV4CWf7AUuAjcALeMmRwUsUfAGwA28URGWWlH7D/+8mM4uWU+ZfwId4Cam/Bd4qcfxivBvkeXjv7zjKnlp1L7AS7zVN9svuBnDOzQNG4iXGXgf0BT4LTizvM+a7EC8h9ia80SFjw+peAZyFN41uA96okFuJ8f/NYjh/KF5+nh/xPgM3+OdNBu7GGz2yBi9QWVZ+JJxz/8NLtvwRXhL2kkmehwJL/WlOV/qvOVGj8ZJXf4L3fuzC+zwnWzyfl3ApwE14o3Y24+X4CQKfWcAhwDa8ZN2hz6j/XToDL+n0crzP32/9wzFdg4r+hplZZ7zv4vcxvI5oJuBNqQse9yRYj4iI1CLmXEWjrEVERGRP5I8g2Ars55xbUtP92ROY2VXA+c65CkeAJFD3WOBH59yICguLVIKZXQT0cc7dUWFhERGpMzQCSEREZC9iZmeYWbo/LeXveCMAltZsr2ovM2tvZsf4U396ATfjrYZWFXX396cTpZi3nPpZwDtVUbdIeZxzYxT8ERGRkjSfV0REZO9yFt4UEsPLQXO+03Df8jTAW/VpH7zRUq8Bz1ZR3e3wpv60wpvmc5VzblYV1S0iIiISF00BExERERERERHZy2kKmIiIiIiIiIjIXm6vnQKWmZnpunXrVtPdqBI5OTk0bty4prshssfQd0YkfvreiMRP3xuR+Og7IxK/WL8333zzzUbnXOvyyuy1AaBu3boxc+bMmu5GlZg2bRoDBgyo6W6I7DH0nRGJn743IvHT90YkPvrOiMQv1u+NmS2rqIymgImIiIiIiIiI7OUUABIRERERERER2cspACQiIiIiIiIispdTAEhEREREREREZC+nAJCIiIiIiIiIyF5OASARERERERERkb2cAkAiIiIiIiIiIns5BYBERERERERERPZyCgCJiIiIiIiIiOzlFAASEREREREREdnLKQAkIiIiIiIiIrIH+eSTZZx++n/Yvbsg5nMUABIRERERERER2YMMHz6V999fyLp1OTGfowCQiIiIiIiIiMgeZJ99WtChQxO6dGkW8zkKAImIiIiIiIiI7EG2bt1Fy5ZpcZ2jAJCIiIiIiIiIyB4kJyePxo1T4zpHASARERERERERkT1ITk4+GRkN4jpHASARERERERERkT1IdnaeAkAiIiIiIiIiInuzHTt2KwAkIiIiIiIiIrK3KipyLFmylY4dm8R1ngJAIiIiIiIiIiK13I4duzHLol69ewGYOPHnuM5XAEhERERERERExJebm8/Onfk13Y1SHnxwesTz00/fL67z61dlZ0RERERERERE9mTNm/+NvLxCbr31aB5++OSa7g4AZlml9l1//RFx1aERQCIiIiIiIiIivry8QgAeeeRznHM10oexY39g1art5ZZp1So9rjo1AkhEREREREREJIqTTnqZKVMurtY2V63azvnnv0n9+ikUFBQBH0ctl5JicdWrEUAiIiIiIiIiIniJlsN99NGSau/D9dd/AOAHf0o78cR9ePfd8+OuVyOARERERERERESAVat2lNq3ceNOMjPjm24Vr7y8Ql55ZQ5Dhx7EW2/Nj1qmU6emLF9+A2bxjfwJaASQiIiIiIiIiAiE8u5Mnfp7WrZMA+Dpp79OerudOz/GpZeOJzX1vjLLLFhwbcLBH1AASEREREREREQEKB4B1LFjE956awgAWVkfY5bFJ58sS1q769fnlHnMuRE4N4L09NRKtaEAkIiIiIiIiIgIMGPGKgA6dGhCz56tIo4dd9yL1daPkSMHUlQ0nKlTj6uyOpUDSEREREREREQEePrpGQA0btyA1NR6EcdatUqrtn4cfHC7Sk33ikYjgERERERERESkzissjFx1q0GDyADQpk25TJiwsMrbveuuKaX2tWnTuMrbUQBIREREREREROq8jRt3AvDUU6eF9q1efRMTJlwQej5y5BdV3u4DD0wvta9PnzZV3o4CQCIiIiIiIiJS5y1btg2ALl2ahfa1b9+E007bL/Q8P78w4pzly7cxdeqSSrU7ePD+AHz99R8qVU9FlANIREREREREROq8JUu2ALDPPs1LHXNuBAMGvMjHHy/znzvMjK5dHwegsHA4KSmJ5eyZO3cDgwfvT//+Hfnxx2vo1q10+1VBI4BEREREREREpM5buHAzAPvs0yLq8YyMBgCcd94bpKTcy/z5G0LHVqzYllCb//73LH76aRP7758JQK9emTRsmJyxOgoAiYiIiIiIiEid9/zz3wDFgZ6STj+9JwDjxs0DoHfvZ0PHguBRvC69dDwA7767IKHz46EAkIiIiIiIiIjUeStWbC/3eNu2Za/MdccdpVfyisUBB3jJnidNGprQ+fFQAEhERERERERE6rScnDyAcvPvdO8efWoYwMyZqykqcnG3u3NnPhdc0JcOHZrEfW68FAASERERERERkTpt1KhZAAwf/qsyy+y7b8vQ9gMPnFDqeDCFLFZ5eYX8/PMWOnZMfvAHFAASERERERERkTruT3/6AIABA7qVWaZx4+LcQD16FAeDgmXcr7/+fzG3t3t3AQ0b/hWA+fM3xtPVhCkAJCIiIiIiIiJ1lnPFU7fKWgEsEOTsCZ8O9qc/HQFAfn5RzG02anR/aPv88/vEfF5lJGdtMRERERERERGRPcBxx70Yc9k5c65k9+5CGjUqDqf06pVJ//4dIkYIleexx76IeH7hhQfG3H5lKAAkIiIiIiIiInVWgwb1AHjzzSEVljWzUPDnq6/+wH/+8z3t2mXQoUMTli7dGlN7N900MbR9zjm/SKDHiVEASERERERERETqrClTlgDxB2MOP7wjhx/eEYDmzRuxZcuuuM4vKhqOmcV1TmUkLQeQmXU2s6lmNs/M5prZn/z9B5nZF2b2vZm9Z2ZNw865w8wWmdkCMzslbP+p/r5FZnZ7svosIiIiIiIiInVL585NycxMr1QdjRunhpaSj0W/fu2qNfgDyU0CXQDc7JzrDRwJXGNmvYEXgNudc32Bt4FbAfxj5wN9gFOBZ82snpnVA54BTgN6A7/zy4qIiIiIiIiIVNqvf71fpc7fvHkXmzblRiSUjmb69OUAzJ69tlLtJSJpASDn3Brn3Lf+9g5gPtAR6Al84hebBPzG3z4LeM05t9s5twRYBBzuPxY55352zuUBr/llRUREREREREQSVlTkWLMmm44dm1Sqntde+wGA775bx7p12axevSNqubVrsyvVTmVUSw4gM+sGHAx8BczFC+C8A5wHdPaLdQS+DDttpb8PYEWJ/UeU0c4fgT8CtG3blmnTplVF92tcdnb2XvNaRKqDvjMi8dP3RiR++t6IxEffGamNNm/Oo6CgiOzstZX6fF52WTdGjVrK669/zIMP/gjA1KnHlSo3f/5GAJ56ql9M7VXl9ybpASAzywDeBG5wzm03s0uBJ83sbmA8EPskuQo4554Hngc47LDD3IABA6qq6ho1bdo09pbXIlId9J0RiZ++NyLx0/dGJD76zkhtNGvWGuALBgw4hAEDEl+Rq3HjVYwa9UIo+ANE/bwvXTobmMugQb+ie/cWFdZbld+bZOYAwsxS8YI/rzjn3gJwzv3onBvonDsUeBVY7BdfRfFoIIBO/r6y9ouIiIiIiIiIJCyYqtWhQ+WmgEVLIp2efj/5+YUR+7Zt81YKa9asYaXaS0QyVwEzYBQw3zn3aNj+Nv5/U4C/AP/wD40Hzjezhma2D7Af8DUwA9jPzPYxswZ4iaLHJ6vfIiIiIiIiIlI3BAGgjh2bVlCyfNECQLm5Bbz11vyIfdOnexlumjat/gBQMqeAHQMMBb43s9n+vjvxgjnX+M/fAv4N4Jyba2avA/PwVhC7xjlXCGBm1wIfAvWA0c65uUnst4iIiIiIiIjUAXfe+REAbds2rlQ9GRkNou7PycmPeD5u3DwAUlPrVaq9RCQtAOScmw6Utaj9E2Wccz9wf5T9E4AJVdc7EREREREREanr2rRpzMaNOysdkPEmQXkmTRrKySe/DMCcOesA2Lp1V41M+wpXLauAiYiIiIiIiIjUNh06NKFJk+ijd+Ll3AgAJk5cHNrXoEE9tmzJpWXLh2nVKg2Ayy47uErai1dSk0CLiIiIiIiIiNRGhYVFTJ78M199VbXrTJ10Unfat88AYP36HP72t88A2LQpF4BRo2ZVaXuxUgBIREREREREROqcDRt2JqXelBRj9eqbOfTQ9qxfn8P8+RsjjmdlDUhKuxXRFDARERERERERqXOCFcBeeeWcpNT/zTdrAPjFLzJD+3r2bMXw4cclpb2KKAAkIiIiIiIiInVOEADad9+WSak/MzOdjRt3hkYABTmCaoqmgImIiIiIiIhInRMEgDp0aJKU+pcvvyEp9SZKASARERERERERqXPuu+8TANq2bZyU+tPSUkPbJ5ywT1LaiIcCQCIiIiIiIiJS56xcuR2A1NR6SWsjN/cuhgzpw+TJQ5PWRqyUA0hERERERERE6pSiIlct7TRqVJ+xY8+tlrYqohFAIiIiIiIiIlKnTJ78c013odopACQiIiIiIiIidUp+fiEAr732mxruSfVRAEhERERERERE6pTbbpsMwNFHd67hnlQfBYBEREREREREpE6ZN28DAG3bZtRwT6qPAkAiIiIiIiIiUic1aJC8FcBqGwWARERERERERKRGfPHFCp59dka1t9utW3OGDj2w2tutSVoGXkRERERERERqxNFHjwagf/8OdOnSrNqmZG3btotmzRpWS1u1hUYAiYiIiIiIiEiEKVN+xiwLs6yktbF8+bbQ9lFHjaJdu5GMGTMnae0Fiooc27btpnnzRklvqzZRAEhEREREREREIpx00stJb6Nr18dD24WFDoChQ9/GORe2vyjieVXIzs6jqMjRtKlGAImIiIiIiIhIHbJ5cy45OXkA5OcXRhxbuXJ7lbd3/PEvlXls9eodoe369e8jJeVedu7Mr7K2gxXAwtupCxQAEhEREREREanjWrV6mIyMB4HSgZFkJGmeNm1paPv447tFHPvpp02lyjdu/EBo2zlXqelp27btAuDss/dP6Pw9lQJAIiIiIiIiInXYe+8tiHg+ZcoSAEaPPhOALl2aJbX9KVMuxrkRfPTRxUBxbqAtW3Kjlr/zzimh7ZKjlWKxYcNOANq3bxL3uXsyBYBERERERERE6rDBg8eGtp1zXHbZeAD69m0LwNy566u0vbVrs0Pbs2ZdgZkB0K9fO8CbjgYwcuQXEeft2LEbgIce+iy0r0GDv8bd/jffrAYgMzM97nP3ZAoAiYiIiIiIiNRhQQJmgJyc4lw7hx3WAYCnn67aKWDt248E4OCD24WCPgDNmnmrcgUBopYt0yLOa9r0oagJoXftKoir/ccf/wpAq4CJiIiIiIiISGKcc8yYsapKkxZXp2D0TUmFhUVV3tacOesinqekeCOBHn74cwBuvnkiAHPnXh0qs327NwrottuO5qijOgGQlnZ/Qu0H7dUVCgCJiIiIiIiIVJF33vmRww9/gYyMByouXEs0bpxKt27NAXjttR+ilknGSmBbt95e5rGiouKRPr17tw5tP/DApwD06pXJ44+fGtq/alVs/QsSQNdFCgCJiIiIiIiIVJFgVEuUmUq1UkFBETk5+eze7U2j+vOfJwPw0ktnA/DYY6cA8O67C6JXEKcg4XRW1gAyMhqUOn7EER0BmDLl56jnB6ODmjZtSIcOxUmcO3V6DPASR59yyhhyc6OPwPrssxWJd34PF3MAyMxamFkfM+tuZgociYiIiIiIiJQQTCs68cR9argnsZk9ey0Abdo0jth/wQV9ATj55O4AtGoVmY8nUWee+RoATzzxVdTj9957PAA33vghAFOn/j5qubS0+nTsGLmK19atu2jZ8mEmTlxMenr0EViXXvouAJdddnD8nd/DlRvIMbNmZnanmX0PfAn8E3gdWGZmb5jZ8dXRSREREREREZE9wfr1OUDxUuq1XZBA+bbbjonYX7++Fy5o0cIL/GRn51W6rfAEzsHIopKaNPFGBc2duwGAzp2bAvDDD1dFlBs0aD/MDOdGhPa9/vrciDI//bSpVP2DB+8PwNVX94+3+3u8ikbyjANWAL90zvVyzh3rnDvMOdcZeAg4y8wuS3ovRURERERERPYA27btDm1PmLCwBnsSm2CqVNeuzSgqGk5+/t3k5f0ldDwIyFRFAGjHjuI6Lr74oKhl+vfvGPG8bdsMAPr0aUO9esVJm4Ol4wHmzLkSgCuu+G/EuUce+UKp+idN8qaW9e3bJp6u7xXKDQA55052zr3snNsa5dg3zrkbnHOjktc9ERERERERkT1HeKCkrDw0tcnAgWMAaNKkIWZG/foppKbWCx1v3NgLAN1yy6RKt/XJJ8sAGDlyYJllgpFHxe2nhrY//vgSAJ588tSIMkEC65LCg3GBxYu3AES8xroinhxAB5rZmWZ2TvBIZsdERERERERE9jTZ2Xk0bdoQiFzJqrYL+lxS+FLpQaLoRJ1xxqsAtGxZfj6hWbOuCG2Hj/Q55pguODeC6647IqJ8kyaRfc/JuRPwrv/o0bMq1ee9SUwBIDMbDYwGfgOc4T9OT2K/RERERERERKpVVtY0zLLYvr30yJFYZWfn0b69N20p2giU2iR8tFIw1as8W7dWzRLqqanlhyL69WtXqfrT04tHDeXkRE5d69ChCcOG9atU/XuqWEcAHenn/vm9c26Y/7g0qT0TERERERERqUb33PMxALfeOhGAnj2fYujQt+Oq44svVoZGpHz0Ue1OBL1y5fbQdrQl2QMvvzwYqHxAa8CAbgAMHvyLCssOH/4r7rjj2ITbWrfuFgCuv/4DCguLWL8+h50789myJbfKVjTb08QaAPrCzHontSciIiIiIiIitcDzz3/LunXZLFy4mTFj5sR8XrCk+syZqwF49dUfktK/qnLddf8D4PTTe9KwYf0yyzVr5gW0KjsCaNq0pUDkCJ2yZGUdzwMPnBhz3Tk5d/LrX+/H6tU3AdC6dXro2Dvv/Mi++z5J27Z/Jze3ILSyWV1T9jsc6f/wgkBrgd2AAc45d2DSeiYiIiIiIiJSQ9q1Gxn3OUuWbIl4XlZy4tpi8mRvRazRo88st1wQMKmKKWCZmekVF0pAenoq//3vBaHn4bmDhg17N2IFsubNGyWlD7VdrCOARgFDgVMpzv9zRrI6JSIiIiIiIlKdyktwHGvy42Dq12mn7fZCWdkAACAASURBVMuFF/atkn4l07nnehN9WrduXG65Fi28gMmWLbkJt1VYWARU7/LrP/xwFRC5/DwUv566JtYA0Abn3Hjn3BLn3LLgkdSeiYiIiIiIiFSTpUu3AtClS7NSxzZtii3wESRVvv/+E1ixYjtLl24lP7+w6jpZxcaNm1fm6l/hmjXzAiajR89OuK3163OA4qBTdejTp03U3EYaAVS+WWb2HzP7nZaBFxERERERkb3N/vs/A8Dy5dtC+8aM8ZIfb9y4M6Y6ghWnMjIa0KNHCwDWrMmuym5WuVhWPGvTxhsh9MMP6xNu56yzXgMqXgK+qu3YcQcAp5zSI7QvLa3iHER7o1gDQGl4uX8GomXgRURERCSJ1q2r3TdLIrJ3W7bsBgCuvPJQ6tXzbpk/+SS2CTDBCKDGjRswaNB+AGzbVjVLp1c15xwAV199WIVlGzSoR4cOTTjttH0Tbm/GDC8x9vHHd0u4jkQ5N4IJEy4MPT/88I7V3ofaIKYk0M65YcnuiIiIiIjIZ58t59hj/83bb/+Ws8/ev6a7IyJ1RG5ufmi7S5dmODcCgFWrvGXS69WzqOeVlJPj1ZOR0SA0zWjLltoZAAr62rVrbImqW7RolPBrKSpyoe22bTMSqqOyUlIs9L7WVTGNADKzfczsUTN7y8zGB49kd05ERERE6pYvv1wJwIcfLqrhnohIXbJihRfoOfXUyBEu7dp5wYoxY76PqZ7iEUCpoUTDVbFyVjIE09piXZUrPT2Vt96aHxo5FI9YR1BJcsW6DPw7eCuBvQcUJa87IiIiIlKX3XLLJACys/MrKCkiUnXWrNkBwM03HxWxP5gC9vnnKygqcqSklD8SKCcnj0aN6lOvXkpoBNCyZVuT0OPKizcAFEzheuONeQwZ0ieutvLyvETYn3xySVznSdWKNQfQLufck865qc65j4NHUnsmIiIiInVK+K/KlVlqWEQkXkGi5vbty56edN99Fd8CZ2fn0bixl2A4WF1r2rTaOfol3gBQ4OuvV8XdVvA3vboTQEukWANAT5jZCDM7yswOCR5J7ZmIiIiI1ClBPgqAJUtq5y/mIhKbgoIiPvxwUULThWrC2rVeACiY8hXu1Vd/A0C3buXnysnJyePZZ2eGlowPAisdOtRMzpuKjB49C4h9SfTzzz8AgA8+iH+KbpA7qEULBYBqUqxTwPoCQ4ETKJ4C5vznIiIiIiKVtmmT92t08+aN+PnnLTFNtxCR2ik19T7AC6isWXNzDfemYmvW7KBBg3pRR6icdFJ3oOLl0jMyHox4bmb06tWKdetyqq6jVWjHDi9f0X77tYyp/CuvnMNrr/3Ar3+9X9xtBSOAgrxIUjNiHQF0HtDdOXecc+54/6Hgj4iIiIhUmeBX8yOO6MiuXQWhnBwisucKRtbUdmvX5tCuXQZmpYPOsa7mddFFB5bal5mZzhtvzKuaTlaRv/1tOmZZoZE8qan1YjovJcVo0aIRO3fGn6Nty5ZdNGxYj7S01LjPlaoTawDoByC2teFERERERBLw6adenoy+fdsA8PPPW2qyOyKSoD0xeLtmzY6o078A6tdPISOjQYW5ycaMmQNAYeHw0L7PPlsBwOuvz62inlbe7bdPSfjc5s0bsXVr+SOhotmyJVf5f2qBWANAzYEfzexDLQMvIiIiIslwww0fAtC/f0egOEGpiOxZ3nvvp4jniYwYqW7z52+kTZvGZR5v0aJRhSOAAtGmrm7YUHumgbVqVRyIeeaZQXGdu2TJ1lCgKx4bNuykVav4kk1L1Ys1B9CIpPZCRERERMR35JGdgOIpYSKyZ8nNjQz4LFq0mQMPbFtDvalYXl4hK1duZ+XK7WWWadEija1byw8AHX54x1KjXBYvvp4ePZ5k1qy1VdLXymrT5pGIv61XX90/6W3OmLGKd99dkPR2pGLlBoDMzJynzPXugjJV3zURERERqSumTPk5tB2snFObfjEXkdgtWbKVjIwGPP/86VxwwVsUFBRVfFIN6d79idCqg8OG9SuzXCwjgLZv311qpbDu3VsAtWdE44YNVdOPeJL0H374C1XSplReRVPApprZdWbWJXynmTUwsxPM7CXg98nrnoiIiIjUBSed9HJoOz09lYyMBqxfrwCQyJ5g69ZdEStkrV69g44dm9C2rZdTZ9u22KZO1YQg+ANw7rm9yyzXvHmjCnMAbd++m6ZNG5Tav//+mTEnWk6m++//JOL5oYe2T7iuevXuxSyLZcu2lluuqKh4rEh4biSpGRUFgE4FCoFXzWy1mc0zsyXAQuB3wOPOuRejnWhmnc1sqn/OXDP7k7+/n5l9aWazzWymmR3u7zcze9LMFpnZHDM7JKyu35vZQv+hgJOIiIjIXmT37oLQ9ltvDQGCpaP3jNWDROq6Fi3+RocOI0PP587dQPv2TWjUyJtwcsIJ/1dTXStXYWHkyKQTTtinzLItWqRVOAJo9eodUUfFtGqVxrhx83jnnR8T62iCRo78nMWLN4ee/+UvUwF48slTyc+/m5kz/xh3nenpkat4/e1vn5Vbfvz44qlfsY4YkuQpNwDknNvlnHvWOXcM0BU4ETjYOdfVOXe5c25WOacXADc753oDRwLXmFlv4GEgyznXDxjuPwc4DdjPf/wReA7AzFri5SA6AjgcGGFmLRJ7uSIiIiJS24QHegYP/gUA7dtn7DHLR4vUZXl5hQDk5ORz7bUTAPjpp020apVG27ZlJ1WuDT7/fEVoe999W4YCVtG0aNGo3BxATz/9NQDPP/9tqWPBSmCDB49NtKsxy8nJY8WKbTz77AxuuWUS++77FNnZeZhlhcpcd90R1K8f63pQkYYOjVzq/rnnZpZbfvr05Qm1I8kR87vunMt3zq1xzpU/xqu4/Brn3Lf+9g5gPtARcEBTv1gzYLW/fRbwf37OoS+B5mbWHjgFmOSc2+yc2wJMwhuZJCIiIiJ7gZ9+2gTAwIE9Qvvq10/h44+X1VSXRCRGDRv+NbT9zDMzMMuioKCId99dQI8eLUPHalva2KIix69+9SLgjTxcuPC6css3bpxKdnZemSuaBQmk//rX46u0n/FwzpGR8SBdujzONddMCO1/443iJegvvbTsPEexuPjig+IqP3LkF5VqT6pWrKuAVYqZdQMOBr4CbgA+NLO/4wWgjvaLdQRWhJ220t9X1v5o7fwRb/QQbdu2Zdq0aVX1EmpUdnb2XvNaRKqDvjMi8dP3RmrSuHHeL8Tnndc89DmcOnUpAGPGTKBTp9q5dLC+NyJlKygoivh+pKTcywEHZPDUUzXXp3ALF+4Ibdevv5Jp09aVW/7hh72pThdf/BLXXrtvqePr168C4IADdpf7d+HFF9+nW7fkjIxauzb6CKVLLx0f2j755IaV/rtVv74xYkRv7r7bCyy98caHtG7dsFS58Pw/kyf/Sn8vE1SV/9YkPQBkZhnAm8ANzrntZvZX4Ebn3JtmNgQYBZxUFW05554Hngc47LDD3IABA6qi2ho3bdo09pbXIlId9J0RiZ++N1KTjj/em5pwzjknhpZQ/sc/Mrjyyvfp0aMvRx3VuSa7VyZ9b0QAoi8Y/cMPV9GnT5uI4z/8kF1rvjOTJk0BYPr0YRxzTJcKSkNq6ufk5RXx/fe7or6GSZOmUK/eMs4446RSuW7Gjm3Nb387DoDMzP0YMKBn5V9AFPPmbcAbcxHp6KM78/nnK9i9+y80aFD5ZNT5+QMA+MUvenPuuW+Qk9OW884rPbLovvuK3/sTT6y5kVF7uqr8tyaxiX8xMrNUvODPK865t/zdvweC7Tfw8voArALC/3Xv5O8ra7+IiIiI7EWC4A8QuiH7/vv1NdUdkTpn/PgFbNgQ++p7EycuBrz8Odu33x7aP3v2FX7wJ/J7fdhhtSeV6+TJSwDo2bNVTOW///4qAG666cioxzds2ElmZnrURMdDhvThu++uBCA3N/oUsqoQvtpa48apPPTQiaH9nTo1rZLgT7gBA7oBMGzYu1GPDx8+DfCCbFI7lBsAMrMdZrbdf+wIe77DzLZXcK7hje6Z75x7NOzQauA4f/sEvBXFAMYDF/urgR0JbHPOrQE+BAaaWQs/+fNAf5+IiIiI1KDVq3cwcODLSUnW3KOHd6O4YsW2Kq9bRCI55zDL4qyzXqNNm7/HfN7GjTsBuPzyQ2jSpCHOjcC5ERx0ULtQmbFjzw1tz5y5haVLY0opm3QHHdSWhg3r0bp1bNOx2rTxyoUvdx9uw4ad5dbVqpUXCBsyZFycPY1dkKR62LB+rFhxYyhAM3fuBpo2LT1Fq7JatSp7em6QHByIyAUlNauiVcCaOOea+o8mYc+bOOealncucAwwFDjBX/J9tpkNAi4HRprZd8AD+Dl7gAnAz8Ai4F/A1X4fNgP3ATP8x73+PhERERGpQR07PsqkST9z9NGjqrzutDRvqeHXX59X5XWLSKSUlHsTOu/bb9cAcOGFfcssc9JJ3bn88kNCz7/8cmVCbVWloiLH1q272Gef2EckpaenUr9+SpkrgW3YkEPr1mUHRNq3bxLa3r27IPbOVmDhwk28+OJsoDgAdOutR9OiRVpEQKpx49So51dWp07RwwLLlnmBvmHD+tGuXUZS2pb4xTwFzMyONbNh/namme1TXnnn3HTnnDnnDnTO9fMfE/z9hzrnDnLOHeGc+8Yv75xz1zjnejjn+jrnZobVNdo5t6//+HeiL1ZERERE4jdu3Lxyl/JdsiTxX/TDk4RG89NPm5g5c3W5ZUSkcsKXaz/66NhzbgUrPFU0iub5589g9uwrgNqxGli9evfyxhvzaNGiUcznmBnNm5e9FHxFI4DCp4a99db82DtbBuccjzzyGT17Ps2wYe/yv/8t5IILvEwrzZt7ryv8fV20KDljKILgXsmg1uLFWwC49NKDk9KuJCamAJCZjQD+DNzh72oAjElWp0RERESk9jjvvDf45S/L/w3OLKvM5ZHLM2dO+SvvAPTv/6+4663Ldu0qYPjwqWXeqIqU1LNnq1Dg5/PPV7B69Y4Kzihe9hyIKbdMt27NARg3rvLBj8oID0AtWxbfFNONG3fy7LMzox7bsCGHNm3KX7Hw0UcHAoQCNZUxe/Zabrttcuj5oEH/CW0HAaDGjRuE9m3Zkpy/B8H7WvJaLl7sBZyC6bxSO8Q6AmgwcCaQA+CcWw00KfcMEREREdmr7NhRnPviqqv+W+r4+PEL4q5zwoSFZR4rLBwed30CaWn3c999n9Cixd+S3lZhYRHnnz+OVavKTQ8qtVh+fiGffrqcGTOK19l56KHpFZ738cdL42onyEFTFaNfYnXVVf8tFZx+/fW5oe1YAl0l1atXOslzfn4hW7bsYteu8qd23XBD9ATSifjXv74t81ijRsWLfX/11R8AuP76w8sqXilBAKhXr6cj9i9atJn09FRN/6plYg0A5TkvVOoAzCy2TFkiIiIiskcLfsUFaNr0IcAb7fOPf3wDwCGHtA8dT2SFmfff9wJAxx3XtdSx8CkTZllx113XrF2bXe3XacqUJYwdO5dOnR6Levxvf5vOgw9+Wq19kvjcdJO3vk5mZjpXXnkoAE899XWF5z3/vBeA+Oc/T4+pHTOjXbtGHH98t4T6mYjg71Tjxg8AUFBQxPnnvxk6PmbM4LjqGziwB4cd1qHU/mBEzwsvzCr3fDPjlFN60K9fu3LLxeK556KPRAraCRx+eEecG8ETT5xW6Taj6du3TWg7PEH24sVb6NGjRURfpObFGgB63cz+CTQ3s8uByXiJmkVERERkL3bVVe9HPC+5gk+zZg25665fApEjhGL1+ecrABg0aL8Ky3700ZK4669L2rcfWe1tnnJK+Vkhbr99Cnfe+VE19aZuKyryVvI655yxcZ0XrND0/fdX8dxzxcGcgoKics87+uhOAFx2Wew5Xjp1SiM3t+oSIJdnypSfQ9u//GUXAHr0eDK0r6hoOBdeeGBcdTZv3oht20r/nRs3zktW/9ZbQyqso337JmzatDOudksKz522ZMmfmDfvai6++CD+859zuOWWoypVd7xatEgLba9ZsyPUv2nTlmr1r1oopgCQc+7vwDjgTaAXMNw591QyOyYiIiIiNa9Dh8hZ/z/+uDHi+datu7j11qOB4iWhE/HrX1ccAJo2bWnC9e/tvvoq+spK4Xlaqlr4Ms91wcMPfxYRVKhtbr/dywfz9ts/xnXezTdPBKBly7SI/WUtdx546KHPAKhXL+Z1hcjIqF9tuammTCkOGAevbfny4jw1iYxMad68Ybn9Hzz4FxXWkZmZVqm/lVAcOAdvCtYvftGal146m9/9ri+PPDKwUnUn4pVXzgGK8ww98cSX7NiRR35+3fobsSeINQn0TcA859ytzrlbnHOTktwvEREREakFSt4UnnbaKwC8/PJgRo8+ky+//EMot8fEiYnfHPfu3Trq/m3bbqdVK68P9933ScL17+1+//t3QtvOjSArawCQWI6TWJVcVSg7O6/MsrVh5afKKCpy/PnPkznppJdruisRPv54KWZZTJ78M4888nlCdQSjSYKAyMiRXgChvADQhx8uSqitlBQviFwdn4fwZc/ffdfLT3bEER0B+OijixOqs7xVwBo2jG0K7Lx5G8nNLajUd/Pdd+ML8iVbkOg5yAP32mtenqW6FiTeE8Qarm0CTDSzT83sWjNrm8xOiYiIiEjtsG5dDvvs05yNG2+N2N+xYxOGDTuYBg3qhW4c69ePfSRASWX9Gt+0aUM2brwt4XrrigULNgEwdervgeKcSolMy4tVMLro5JO7A5Q7OiYYnbInueuuKZhlUVTk+Ne/vqnp7pSyaNFmBgx4CYCTT345tPJTyaBtLMLz8gRJfcMDQLm5+ZhlMWqUl/cnfHRNPD76aAMAn322ooKSlZeT4yV+PuywDqG8PV995SW6Pv74fRKqc/36nezaVRCRVPqdd7xgzO7dsQU7unf3ru+sWWsS6gN4q7YBTJhwQcJ1VKU2bbwUwQ8+6CUPD6bcPfroKTXWJ4ku1ilgWc65PsA1QHvgYzPb8/6Ki4iIiEhc1q/PoW3bDFq1ilzeOFgyOtC3b5uEkkBL5YXnAxkwoBsATZp4o7J27Ch7VE5lBfl/fve7AwBYsyY74nj4KI+HH05sdEpNeuAB72b2xhs/4KWXvqvh3pS2cOGmiOfByJStW3dVmL8nsGFDDhCZyDcY0bdtm1ffDz+sJz3dS6L8hz+8BxQHIH788Zq4+ty9uxcouPTSd+M6LxHbt++mZcs0MjPTI65V0PdEpKd7q2utX58T2vfHP3rXJNbEznfe6eVMW7hwcwUly3bFFd4qjEce2SnhOqrSPvsUL/Wel1dIXl4hzZs34oAD2pRzltSEeH+mWQ+sBTYBejdFRERE9nLr1mWHft0N17Bh/Yjn33+/PvRLeDJcemm/pNW9pwtG4vzjH78O7WvSpAEQmSukspxzEUGdww/3ptMMHNgjavlly7ZF3b8nCE/S+8wzMyJyYQ0d+nZNdKmUQYP+E3V/UZHjlVfmxFRHmzZ/B+Dgg4tX8wtGtwRBu759nyt1XlCmdev4Fod+9lkvYfTChZuZP39DXOfGatasNezeXcAzz8xg8+ZcPvhgEdu27ebEE/8PiJwaFq8TT/RGu23Zkhvad/fdvwLgvfd+F1MdwbLoN974YUJ9MMsi+Bo2a9YooTqSoXPnpoAXHJs4cXG15XqS+MSaA+hqM5sGTAFaAZc75+JLmS4iIiIiexxvBJB3k3fttf3LLNepU9Ok9iP4hVk5JUpbtsxbmS38V/hgBFCieWFK2rWrgJSUe8nK+pj8/ELee28B7dplcOCBbcnM9EaHlZzSEm2FsNzc/D0iH1Bm5iOh7d/8pndE0t4xY2ILriTDq69+j1lWxPSs8GlAQaDqkkviG2FzzjnFyYuD6VLZ2dGT+L7wwrehAFB6enzBlPA8Ob17P0thYWwjlWK1eXMuhxzyPI0a3R/aF4zMCVYRnDVrbcL1t2jhBVzmzvWCVzt35vPzz1sAaN06vczzwlVmWfTwkUcAKSm1Z4n1p57ylplfvHhzaEqq1D6xjgDqDNzgnOvjnLvHOTcvmZ0SERERkZpXWFjEhg07QyOAnnpqEE88cWqpfEAA/ft7N43xBGgWL459CkSQCHrz5twKStY9wU1hEKiD4hFAUDUJmNPSvBvqrKyPadDgr5x55muMH7+AOXPWhUaDvf565C3CTz9F3gTOm7eB9PQHSEm5N+YpSrXB66/P5eOPl9V0NwC44IK3AGjW7CHAC8qedtp+nHdebwCuv/7wmOsK8vkcd1zX0LQvKA4iTZu2lJ49ny513qpV28nJycMs9sTH4cI/p3fd9VHc55enZB6qrl2bccklB0Xs+/rrPyRcf5BnKSfHm1qZmfkwjz/+FVB6VGR5Lr/8kKgjKyty2WXj4z6nugS5p+64Y0oN90TKE2sOoDuADDMbBmBmrc0sscxZIiKy11mwYCNmWSxdurWmuyIiVWjz5lyKilzEDdv11x9RKh8QFP8yvnz5NgoKivjDH8ZXeJP/wgveDejkyUMr7EtwcxE+NUc8wQiE8BvK8JEZ8+ZVbqpNLAGk7t1bcOqp+5Zb5uyzXwttf/FF8pMAJ2LevA2YZZV5fPDg/WOuq6jI8b//LayKbgFEJB4O3HGHl0/muuu8wM9FFxVP0gjPDRVNkM/niisOLbNM8O96ixaN2Lr1zwCkpaWyc2c+6empCY1mWbv2ltB2ZRLHR1Pys3733b/iyisPi9jXv3/HhOtv394LjgXXNje3IKF62rRpzMaNOyt8j8I55/jkEy8QmZqawubNtSs5ft++3jpRX3yxEoCTTupek92RMsQ6BWwE8GfgDn9XKlB6TKeIiNRJ++//DACDBr1Swz0Rkaq0bp03siSWX6pPP70nAI8//iXnnDOWUaNmkZp6X5nlFy3azEMPfQbEtiJP8Mv7tm3JW9VqT3Xbbd7aLOH5WMyMsWPPBYrfx0RNnLi4zGP5+XcDXoDujTfm0rv3Mzjn2LWr+Ma4S5dmQGTS2xkzVleqT8nSp8+zoe3wnEqBvn3bYEaZU5c2bMgJrbxWr969DBr0H954Yy67dycWKAgXbepZ+/ZePplf/rIrzo2gY8fiqZgzZ5Z9jRcs2BjaPu20/UodLzm16O23f0uzZo1o27YxCxZsZP36nRQWJj6yLPjcfPnlyoTrCGzZksvJJ7/MmjU7uOeejyOOXXbZITRsWJ9PPx3G6NFnsn79LWXUEpvg71AQ5EhUmzaNKSpycY1ovP32yaGpf3l5d9OiRfyrvSVTcG0C4dMUpfaINeQ6GDgTyAFwzq3GWxpeRETqqG+/XYNZFrNnF8+lD1aCEZG9Q/HUoowKywZTSJ55ZgbvvfdTaH+00SPOOfbb76nQ81jyWJRcmUg899//SWi75GiK7t29nEDZ2ZVbCWz69OVR97/yyjmhNps3b0RhoWP+/I189tmK0JQxgFtvPbrUuTffPLFSfUqGkqtq9e7dmkWLrgs9P+WUHmRmpuMcbNkS/XPYps3fadr0oYh9Q4aMo1Gj++MaibVp007efTcyqXoQ7AmccUbPqCNwvv/+KgDGj19QZv3/93/eqmZNmzYsdeMOpUcPHXdcNwB69crkp582M2bMnIggX7yCz82UKUtYsaJyycJbtnyYyZN/pkOHR0P7vvnmj6xbVxzsOfbYLgwbdnDcSatLatTIm+ZV2QBQcH3jWQp+T1tJ7513flvTXZAoYg0A5TnvX28HYGaV++aIiMge79BDnwfg4IP/GdqX6FBoEak9/vnPmZhlkZdXGFo1JzyfTFkOOij6EsgXXVR6xaRNm+LP4xPcuIUn45XiqXFXX31YqWNBcuZ4p+fOmbOOK6/8LwUFRRQWFvHXv35aqoxzI7jggr6h55MnF+deuemm4tWNxo49N9SP2q5kvpuePVvRo0dLcnLuZOPGW/ngg4tC0x+jTUUMHxUUbQWkb7+N/WY/M/MRzj57LMOHT+WKK96joKCIsWPnRpQ59tguUc/df/9MANas2VFm/a+88j0AL754VtTjr776m9B2+BTQnj1bRoweqoxmzbygbpcuj1cqmFRSly7NOOSQ9gnl2IlF585NOfbYLpXKrTV37noABg7cuybVbN58G8OG9eODDy4MTZeT2iXWANDrZvZPoLmZXQ5MBv6VvG6JiEhtVtacdQ33FdnzXXnl+0DkDX2vXpkVnlfWTf5//vM9//jHzIh9U6cuCW0vXHhdyVOiCm7mSq6CU9cFiZYfeODEUseCG/c//emDcutYsGAjs2evxSwLsywOOugf/POf3zB//gbq1y+exvfDD1cxfPiv2LXrrnLr27ChODgyZEifiBEmQ4fWnoWECwqKuOCCN/nyy5URq1298MIZdO3aLDTyLT09NRT4CV5LtADPo49+EdoePnxqqePff78u7j7ed98nPP/8t/z737NCQZvAhAnR8wsFo2tGj55d5r/LZ57ZC4Czzoqe02jgwB6h7fCcPT17tgq9vxde2LfUefFYs+bm0HZa2v1ce+2EuKfKRfv/kZkzL69UvyrSvHkjtm7dRX5+ccAvfLRRLB577NTQdm5u6dxO0XTq1JRjjulMbm7537+a1KJFGqNHn8Upp5SfD0xqTqxJoP8OjAPeBHoBw51zT5V/loiI7K3efDP6YpA7dlRumoGI1B5ffLGCM8/sRa9ercjIqHgEULiDD26HcyNCz6+66n1WrdoOeIHiIUPGATB+/Pnsu2/LmOps0qQBDRvWUwCohGB6V/gqToG0tOJE0OWNVth//2ciRnMGgmWzA/vu25KsrOOjrnaUl/cXHnvsFKB4xFGPHt4UtPBgwpQpS/jzn48hNTWlxpeDv+SSd3j11R846qhRrF2bHdp/2WWHsHTpDVHPCZKdR5sCFuRiAnjqqa8B6NOnNZ9+OoyUFOOjj5bG1K9o+YX++Mf/hraffXYQhxbcGwAAIABJREFUEFswLVgtrKSgf2VNv2zZMo0DD2zLqFFnRuwPDwaXDEjFKy0tlU2bihMZP/PMDM4//03uuWdazHV8+qmXFPmIIzry44/XkJt7V6WneVWkSZOGbNy4MxS4GTlyYNyjjcL/pgaJncuzbNlWVq7cTkZGg9A0NJFExJx23Tk3yTl3q3PuFufcpGR2SkREareyEkuWl29ARGqv8eMXhEZ/BDIyGjB+/AIWLNhUzpnRRUs63KnTY0Dk0u/HHBN9Cks0ZkabNo1Zv15TwMJNn+6tplXRakxl5awpzw03fBiapvPSS2eXu8x1amo9brjhyIh9s2ZdAUQGGebOvZqWLdPIzy+KuqpVdQoPYASf2XffPb/cc4IRQFu2xDaN8a67fsmxx3ahqMiVm5Q5XPgIqpKeeWYQV13Vn6Ki4Vx22SFlljv66M6h7SuueC+mdkv67rsrufTSgyP29ezZKrT9wQcXJlRvuJYt0/joo4tDz99550eysj6OOTgY/H/HJZf0o1evzGoJjnz++QqmT18e+vyGr7gXj2A5+vCRRNEUFBTRrdsTgBd8EqmMcgNAZrbDzLZHeewws+3V1UkREaldgsSiK1bcGLE/2pB4Ean9HnmkdHLRBx+cDhSP4ohFMPXiX/86A4Bt224vVWbZMi/ha9u2jUP5a2LVoUOTSieM3ZsUFhbx44/l52N57jlvJatYE0G/9tpvIkZvZWfnceedx3LxxQfF3b/wm9VDDmnPmWf2onnzRqH3PZ4VkJItSHRd0UiOYHRJWSPRLrmkX8TzYBpZsEpeLIGNdeu80UjhOZYCwb6KAn7Tpw8LbT///LcRx2bMWFVhH8oSPmIvfGRXZRx//D6lljR/5pkZMZ3btWtzAM49t3eV9CUWRx7ZCSjOe5iWlljQKfh+VDR9/umnvw5tByvMiSSq3ACQc66Jc65plEcT51zT8s4VEZG91xNPfAV4/6M8ceJFZGUN4Oyzo+cREJHaL1qQJ1huveSojvIcemgHnBvBoEHestJNmzZk4sSLADj55O4ALF/uBXDmzLkq7n62a5dR7uiIuuZ//1tUYZnWrb3cNbGOWAlywwQKC11Mq8CVFCxBH/jmmz+GRtfUhgBQydXkbrzRS1zdtWuzcs9r2TKNevWs1Ci3V17xlmj/4INF9OtXnBA9mJoXjByKJRAXXJff/rZPqWPRVuyKxsxYvfomGjWqH/o+Bk4//dWY6oimfv0UrrmmP0ce2anCIFQ8Si5p/vjjX8Z0XpDfKtbrUhUOPrgdmZnpjB49C4icahmP4LNx4YVvlVsu+GwCvPNO+SPURCoS8xQwERGRwPz53i/ODRrU4+STezB8+HEUFHhDmBNJcikiNeull74LbV96aeQIhsp+p08+uQeDBu0Xuqlduzab+vVTEloZqmXLtKirL9VVwf33DTccUWaZ4Ma6rBGa4Ss6TZo0NHQze++9A0L748lvsmbNzWzbdjtDhpQOXhT3qew8OtXl3/+eHXV/RSsXpaR4UxGDUTrgTdEJVrs766xeTJ48NHSsWzdvhMrAgV4ANNr0yJKC70q3bs1xbgS/+c0vKjwnmvbtm3D88d0i+uqcC41eCl/pKx5PPz2IL764LKFzY7V48ZYKy4SPpgoSX1eHjIwGZGfncf/93up4X32V2JLwwfTKQEFBEWZZTJq0OLTvwAOfC23n5Nyp/D9SaQoAiYhIXPLyCqPu/+9/fwLgwAP/UZ3dEZEq5NwIRo06K+Jm6pFHBla63pYt00I3tQ8+OJ2CgqIyk8+Wp1WrtISWkE+WceNWctVV/624YJIEQZ0rrii9BHwguGEsOQ0IYOTIz9l//2cAuPXWoznppO6hY0OHFk/5qlcv9veqXbuMqAmpw9WGEUBBHyZMuCC07+9/Pzmmc9u2zYgI5KSmFq+U9pe//IpWrdJxbgT/z955h0dRdX/8e9MraYQAoYeOUgSkS1EBEQQsdF8QqaKI4CsqQgyoCAIWiigCFvhRBV+agnQEpPfeS0hCSEiA9HJ/fwx3difbZvtucj7Pw8PMnTszZ7N1zpzz/XIeKyc6RRWVtti0IcTfRcT4++/nVMWlJtaTJzUJXX0VRq6EKcF3UaXYoUNVR4QjEx//UGFbL1rBzCUwUCMEfflyKjp1kizhhTV8Xl4BTp26K8+xVGuIILShBBBBEARhFs8++6ve8QcPJK0PS3QiCIJwHidOJOqMad+ZNnUxr4bwcD+bXOxHRAQgOzvfaeLBZ87cxcaNF2Xr9blzr2D+/CNyBaSj2bRJagErV85wi5bQbNEn0v/++xpfl6IJOVG5Amg0T2yFKySARFXME0+UkceaNVP3OMuUCcTGjZcUlRqCChX0q2SULRukOK8xRGWUqJSaPfsFAMC0ac+pik8bzjlu334g26X//fdVeZstW7jsganXx759kgB6o0Zljc6zNcHBSlfEjz5qbfUxa9SYrXDdy8jIxciRG+X17GzXtX4n3AtKABEEQRBmIYQyd+8epBgPDvZF7dqlkZFBVvAE4U6IioDNmwfIYzdvSgLvQrjWWsLD/ZGenoOTJ5MQGOiN995TryukjWhFUnMRbWs453jiie/Rtesy1Ko1B7NnH5C3OUuYVVhgG0vSib+ZPu0Z7Xa/7t1r6WwXlC9vvC3KXERbmlpdInuQlJQBPz8vRcJGJGlMsWWLlPjp2HEJ3nzzf6r2EcdWWwHk4+MpV3y8/fbTePjwI3zwQStV59JG2I0nJj5Cbm4B/vtfKen36689zD6Wo1i/vi8A0+/zGzfSAACVKhnXbbI10dHK90NR/SJzKNoGJvjllxNyAvCff94w6sBHEOagKgHEGGvOGDvEGHvEGMtljBWQCxhBEETJIy9P0/6lLXIpyM7Ot6pUnSAIx5OTI72v69QpLY8FBHiD81j5QsxahNtNgwbzkZGRJwtBm4sQNHaGEHTRC/fRo/+Sl8PDpyMtLdukm4+tqVevDKKiAi2q5Dh4MB6LFkk6OGPHNkeLFhV15rzwQnU0bFgWnp62vWccGOgNb28Pp1YAzZy5H9nZ+WCMoVUr6bGbEoAWjB+vScSIv6F0TMPtkhER/vDw0BWP1sf9+1kIC/NTPK8ikWMuQnz96NEEhftXp07VLTqePVm58lX06fOE7DS6YIFu26I2Qq/KVolqtQgnOIE1rVnt2lXROz5q1CbMmLEfANCype57kyAsRe2n+RwAfQFcAuAPYAiAufYKiiAIgnBNTp+WetH7939SYe8ruHPnIQBg3rxDYCzOKqtZwr3JysrDihWnnR0GoQJxEW7NXWxTiIoJgaUJBVMW3PZk3LgtRreHhU1DSMiX8uegI0hOztCbjC9K+/ZVACiT+M2a/SQvz5zZSe9+mzb1x7Fjw62KUR+MMYSF+TtVBFqbHTsGIjX1A3h7e6qa/+WXuq1YK1a8irFjWxjcx9PTAyEhvqqqnlJTs+U2OWupV09qcfvnn5tygjI2tq1Zwt6O4rXX6mHZslfklsalS08ZnX/vnpQIFolhRzF4cCPFuiV6ZgJDCSBtXL1Vj3AvVH/7cs4vA/DknBdwzhcD6Gy/sAiCIAhXRAiODhhQX+/2F1+UrGZHjdoEAHj66Z/0ziOKP0FBU9Gnz+9gLA67dl13djiEEVJTs+Dt7YHAQPsJjBa9Q2+JlgmgaXVaufKM1TGZy7JlUkLzmWcqG50XHT3LEeEgJycfR44kqKoouXpVclSaOXO/vcNSTWion8MSQGvXnlMk5oQezqRJzwAAvL09zU6AFhRMUqyrcepSm/RKTc2yWQKoalVJy2nVqrOIj5f+Bm+80dDYLk7H1HNRWMgxY8Y+uZ3N0uooS/Hx8cThw0Px55/9kZg4zqpjieSswJVb84jigdoEUCZjzAfAccbYdMbYe2bsSxQTCgs5rlxJdXYYBEE4gbt3MzB48P/kH9CGyuQTEnT79ffvv4WsLOcIthLOQ1xgAUC7dr8YtKAmnI+42LTnXea33mqKjRs1bkuWasrUqCEJGkdFmV+9cP16GnJyLHPr0RZ5Xr5caZ197dq7Fh3TWs6cSQYAHD+uK+JdlB49agMAPvpoG7Ky8pCe7vz3Y0SEv0NawJKTM/DyyyvRrt3P8ph4/NYkWTw8GDiPRVbWBDx48KGqqrawMHVJL6kFzDYJIBHX1av35e9wU1b3rsTGjRd1xubNOyQnfwDnVMg0blwenTtXl93dLKVBg7Jo0CAK27f/B4WFkxTuewRhD9QmcV5/PPdtABkAKgJ4xegeRLGjd+/VqF59tiw4SBBEyaFixa+xePFxDBiwFoDhH4/67ly1bLkIAQFfYMaMfXaNkXAd1q7V1YHq02c1Lly454RoCFPcv2+7dhNDeHgwdOlSA1lZE5CQMA4+PupabYri7S0J42onGI1RUFCImJjvMGrURlSt+i0GDVIn2FuUQYP+AAAMH94YERHKdhNttyxHIly9Vqx41eTcWbM0LV5JSRkIDZ0mr+flTbR9cCrYv/82tm69anqilVy4IDm2XbqkuYkp9Jzy8qx3b/Pz89LbEq0PqQJITQuY7SqAAKBp0/Lw9GS4c+chIiMDLH7/OYP163UTQH5+GkHk4uA8evz4CLRvX1VOZN25MxY//NAV586NQlYWuX8RtkVVAohzfgMAA1COcx7HOR/7uCWMKEGsXn0WAPDxx9udHAlBEI4mNNRPXvb19TToWlGjRgSWLOmJ+PixyMz8WLHNWbbNhOOZMmW3ztjmzVdQu/ZcXL+e5oSI1JGWlu1Q/RZXISUl0676P9r4+XmpdloyREiIL9LT1Yktr1x5Blev3se8eYcBAMuXq9el4pxj5sx9uHEjTdYi+eqr5xUXz8OGVTW4r72ZM+cgACAmJszkXA8PhqeeKgdAKWZ97NhweHk5t6hfu7rKHuhz3RIi4g0aRNn13EVRXwGULTtA2YJDh+6goIDjhx+OOEVA3RIuXHgbAPDDD0d0fj9oa+5UqeJYBzBHUK5cMIYNa4zatUsrkl0EYQvUuoB1A3AcwF+P1xsyxtbZMzDCdREW0ARBlBy0BVfLlQs2Wm7dv399lC8fLLtzCBxxp5dwDbp0kbSgMjI+xq5dgxTbNmzQvZvrKoSFTXOYfou9yMjINfuC+vr1NIfbKFtDQsIjLFx4TNVca1qMLlxIwfvv/40qVb6Vx4pWevTpo9+d59SpuxafVy0pKdJja9y4vKr533//IgCgRYuFj/+voEpA2l6IeK5du2/X86xde15eFu+Ntm1/BgCr23fMJSzMz+RrMi+vAA8e5Ni0AqhWrQibHctRiHZPAAgM/ELRvpmSokliVazoPp9dBOEKqE35fwrgaQBpAMA5Pw5A/y0PgiAIolhjTgVH//5Pyst79lDyuKSQnJyBMmUCERDgrSOY+847fzopKuNoX1zk5hYYmenaBAVNRa9eq1TPz80twI0b6ahe3XQViTvy9tuWv97+/fe2wW13776PtLTxcjI8JeUDrFnTS97+xx/nDe3qNIpqt8XFtXNOII/x9JT+dqasvq3l2LEEednX9zNMmbJLXhei4o6idOkApKRkGm1hFHpptkwAnTo1Ul7u0ME9LuEYY7JINwD4+X2OWbP2o1evVfjgg63y+L59t5wRHkG4LWoTQHmc8/QiY/avbSUIgiBcgurVw1GxYikAkP9Xw9tvP22vkAgX5scfjyqqxmrXLu3EaNSxbds1ednX9zMnRmI5wuJbu+LBFNevp6GwkKNGDfepEBC2yabaSvUl8oS9tBreeMOwXlBkZCBCQjQtOuHh/ujZsw6ee64aACA2dqfq81jCjRvmt1IWrXapWdO5z3nPnpJr1tmzyXY9T3S05jursJBj0qSd8rqj9ZsiIwNRUMCNiuKLFjFbtoBp29tv2/Yfmx3X3nz6aTvF+rhxW7Bq1VnFmLa+FUEQplGbADrDGOsHwJMxVoMxNhsAqXkSBEGUEC5fTkXPnrWRmDjOLMeb5s0rgPNYDB/eGGXKBMrHcoQ+BuEc9Fm+nz+vEX8WrwNXY/z4rYp17QSWu6DdWtK//xpV+1y+LAnjVq8ebmKm69CunVRVdvFiitF52u5YnMciNrYtEhMfqXYlLNoepca6/scfu6o6trXs2HEdAPD889XM2u/bbzvLyxUqqE/m2wNR4bJx4yW9Oj224vz5e3JiztmULi0JiN+7Z1iHR7yPbS3MvnPnQNy69Z5Nj2lvGGO4fPkdvdv6938SnMcqNAoJgjCN2gTQOwDqAcgBsAzAAwBj7BUU4dq4ypcoQRCOQdyp9PX1QlRUkCqr26JIwpdZmD//MGrUmK1XJJhQT25ugcvaqrdr9wsA5d3rzZsHAADGj2+F5OQMFBTYV/TVEope7H/99X4nRWI52rozK1aoEzt2xwRQmzZSAsjUeyAhQRL0fvPNRgCAevUiwTnwn//8oeo8FSqUQsOGZTFqVFMAkpOSKapWDUP9+pKwsD1d7958U5LinDjxGRMzlYwe3UxetuSz3JZoC/muX3/BLufIzMzD7dsPcODAbTx8+BHat68ib1u8uLtdzmmMyEgpAZScbDjBLFzCbC3M3rZtFacn/SwhJiYcnMcqxJB//70Xlix52YlREYT7otYFLJNzPoFz3hRAMwDTOOeu+cuTsDukRk8QJYvvvjsAAAgK8rH4GOHh/sjLK8TIkRsBSO0R8fEPbBJfSaRz5yUIC5vm0lo1d+6Mk5c7dowB57EoXz4YnFsnzGsvliw5CUCy3wWg2mbclXj++d/k5YICdfFfupSC4GAf+cLUHRCVEabstEUrzccftwGgEYtdvfqs/PympWUjIyNX7/5JSY8QFRWIOXO6ICfnE7Rvr047pUePWgCAt97apGq+JQwYUB8A0Lp1JbP35TwWnMfaOiSrMKa3ZA3ie2bEiCYICvLB9u0D5W1GvAzsRmSkVAFpzInLXhVA7k6bNprXetu2lY3MJAjCGGpdwP6PMVaKMRYI4BSAs4yx/9o3NMJVcWUHF4IgbM/Bg/EAgKFDn7L4GPp+yFao8DW+/fZfi49ZUjl1Kklu/zDVAmMu+/bdQnJyBjIz86xu09N3s0Bz99u1bIi1BaCFTsr06e7f6d6t2zKTc27ffojKlUONOvu5GqLlY9OmS0bniQogofuj/Zo8cEBKOISHT0PDhj/o3f/u3Qy5ZVHb+t0U48a1BAA88USk6n3MJS0tG08+Wcatnjd9PHr0EQBg0aLjVh2HsTgwFofSpacrPrtatlwEQGpHFjRpIlVyOUP3SrSAGasAEgkgW2oAFQc2bx6AatXC8McfvRER4T4Ja4JwNdTWftblnD8A0APAn5AcwF63W1QEQRCE3dm37xZ++eW4yUoHLy/pq6JcuWCLz2WoR3/MmM0WH7Ok8r//aVolrNGpWb/+Ah48yJHX//orEa1aLUKZMjMQGPgFunY1nTwoSmzsDqPbRXLlzp2HZh/bnkycKMU9fHhjRVuKuzJ8eGMA6m7Y/PHHeZw+bX/LclsSHS19FmVkGNfySUh4hJAQX/j7ewMAnnyyjLytoICjZcuF4FxqgxP24ALOOW7cSLdIs6pUKV9UrRpq10Tn3r03XVZPyxwCAzWVpZYmnbX3S0nJUlQYCq0d7UqpQ4eGIiFhHFq2rGjR+axBJMGHDdtgcI5GBJoqgLRhjOHKldHo3r22s0MhCLdGbQLImzHmDSkBtI5zngdyAStxzJjxPADN3QuCINyTpKRHqFNnLlq1WoRBg/6H119fa3R+Vla+fMfUUrTdeorqLixadMyqY5c0RLICALZsuWLRMf799zZeemk5wsKm4c6dh7h9+wGmTVNqcJiqrijK/v23MHmycW0n4bjz668nzAvYznz1lVTtU6uWVBEwerTkXueObWAAMH++Y4SInYVwNLp5s6hBrZKEhEeKxLWnpwcOHBgCAJg//zD279e0HV27dl+xb3q6lBy9fduyVtVr19KwbJk6HSZzyczMQ0pKlsK5rjiwevVZ05P04OExWbGekKArKF00WVa2rHo3OFsikpGA4c+X1NQslCrlK998IQiCsCVqP1l+AHAdQCCA3YyxypCEoIkSxLhxLfHuu83kUvmjRxNw7FiCk6MiCMIcLl5MQdmyMxWuTGvWnDO6T0pKptX6IPXqae68d+9eCwsWdJPXhZgpYZojR+4o1i29QGjRYiEA6QIkOnoWfv5Zt/3CXOt27dfUkCGN9M6pWlVKAIWE+Jp1bEfx5ptSm2O1amEATIsMuxKGqieM6UQVrXpxN/buvWV0++rVZxWvS0CqzgGApUtPKcabNFmgWBftY9YaX4jj2BJRQde4cTmbH9sZLFr0EgBNu7G17N17EwBkt7fOnavb5Li2xpD21P372dT+RRCE3VArAv0d5zyac96FS78wbgJob9/QCFfk+PFEPHyYC845Gjf+EU899aOzQyIIwgxq1ZqjM5adnY8tW64gL0/3QpFzjiNHEqy+ENZuvQgN9cOQIU+5nAipO5CTo3yOPv98j9ntVL/9plt98+OPR3TGzG2FElUZx44Nx4IFL+mdwxhDvXqRuHnTde4had+FF8kBNVbNrsbff18FAPTqVQ8AMGfOCwD0J7EKCgqRnp6NL7/8x3EB2pj27auoEsmNilJWfgQGeivWhbaZtsAsANStOw8AEBMTZlF8Gzf2AwBcupRq0f7GiIvbBUDTUunuiCTbjBnWOe+9+GINAMCIEZLZgKjAMpRocRZff90JAFCq1Jc4dy5ZZ3tqahYJQBMEYTcsunXIJfJNzySKG+LiIzubnn6CcHdENQYAdOq0BD4+n+nMERfA2q0SluDt7YmEhHG4ePFthWhp7971UKOG+9hPOxvheiTaWAAgOnqW6s/kjIxcvRbYt25JCZkLF94G57Hw8vLA2bO6Fyb6uHJFusB9//0tAHQvuIuSn1+IdevsY/lsDvn5hXjxxf+Dp+dknW3CqccajSVHI/R+ataU3k9CP0Sf45qX1xSEhk5TtBO6G7Vrl1a4OKWnZ2PGjH1yQq+wkMPTk2HwYGU1WlEts+XLT6NKlVD577Vq1Rmkp2uSZpbqsNSsKbUTDhqkznLeHJo1iwYALFyoP9Hqbgh3NksQn4k9etTG8uWvyuMFBYVyEuWLL561LkAb4+urERRfvly3TTA1NYv0fwiCsBvUXEqYheiZNiW8SBCE63P16ruYP/9Fo3OEDsb48a2sPl/ZskE6risVKpTC7dsPrHacKikIzZ+iLVR9+qxWtf/Ondfl5YsX30ZCwjjFdnHR2rBhWXns5MkkLF16Uu/xGItD9eqz8frra5GUJCVLTImFCz2oq1fvG51nb9q3/0WhcyTuygMavRBjTj2uRsWKpQAAH3wgvVdFC0lRq3R9uiNZWRPsHJ3tCQvzQ0pKlvx4xo7djP/+929s3nwZgFT5VFDAdbRfvLw8kJT0vtx2tGFDP0RE+CMlJRPXr6ehV6/VCA2dJs/Xfi+Yg6gcunYtDX36rLbpZ1xS0iN4eDCrW3OLA+Hh0wEAlSqVQlCQRlB6xIgNcvKzQoVSTonNENraVcHBuu2w9+9TBRBBEPaDEkCEWYgfNPpaRQiCcH3ERaLQ4Bk+vIlie9GLFHHx2KqVfdxSKlQohaysfNn1hDDMpUsp+O67gwCkO+ai3QFQOoMZQ9vZq0aNCINCqO3aVQYgVXs2aDAfAwasNZoMWbJEShCpcSX68UfptXfhwj0TM+3L0aNKDbtnn60qL0dESBdfK1daJkrrDO7ceYigIB/5glKIzZ48maSYd+uWrnCytj26u7B9+3UA0oV+YuIj2Ua8S5f/w65d1+XqLX2vyTJlAvHGG43AeSyeeaYyjhxJwJ9/XkbVqt/aLD7GmPy5uWLFGZuK3ScmPkJkZAA8PelnvPgbf/NNZwDAzp0DAQA//XRM/v5yNT0dkaQF9L8+pQog14qZIIjig6pvDsZYAGNsImNsweP1Goyx4m0xQehFiIK6u3AkQZRUbt16gPfea44hQ56Sx65ffxcBAdLFoofHZEWCV7SA2etupLgza6nTTknirbc2ycsBAd7YsKGf3K7Vtm1ls46lT3/pnXc0QqkpKdKFk7//5/JYmTIzFPO1LeQFY8Y0M3nuJ56Q9KBMOTjZm6LJThEXAJQvL1UxPXrkWtohxvjmmwOKeMX3ddHnSeijuDuiKnHFijOoUWO2Ylu7dr/IiS5rqj/q1o20PEBoWisBXdFpa0hKynCai5W9MbdSys/PC82bV5Bbi9u2rSJvO3RIEs3XV2XjTMLC/HHnzlgASodMQHr89+9nUwUQQRB2Q+2tg8UAcgC0eLweD0BXLIIo9vj4SH3LeXmUACIId+PEiUQAwL59SuecypVDMXWqRiPBx+czcM7h6/sZunT5PwBQ6PbYkuho6UJ76ND16N59uV3OUVx45plKese7dKmBXbtumNzfkJ7Nxx+3BgA0aaIRu9V+PRiiQYP5OmMffdTG5H7iwsbZDltZWZJu0hdfdADnsYrXuKenByIjA+TXp1oOHowHY3GKVjtnERUVCF9fTyQnK4Ws69ZVursdOzbckWHZjB49agOQEly9e9fT2S6SL6Lq0RirVr2mWG/SpDx27Bio0NqyBG0HtsBAHyMzzSMx8VGxEYAuyuXL5olm37nz0GCSb8WKMwDMF7R3BKJCTziVCTIz85CbW0AVQARB2A21CaAYzvl0AHkAwDnPBOB6n6aE3fH2ll4y2j9qXOGHLkEQphF6PqNH61ZpaFcEAcCcOQcV7/MmTcrbJaZKlSTxz4MH47Fu3QXSAjLCpEk7AQB79ryhGBeCyj17rtC734EDt9GmzWJs23ZV7/bPPuuAe/f+i0qVNHoiRS8uRUUMY3FgLA4AcP16mmLO6NFPq3oc/v5Su9GHH25TNd8epKRokiKGklbJyZn44QdddzRjNGv2EwBJX8iRiCqfl16qJY8xxpCTU4CvvtqncIqbP196TJs3D8A333SyWOPGlRAVa7m5n8hXFAceAAAgAElEQVRjovVNvHaN0bVrTXm5QYMoHDo0FO3aVVFoylhCYuIjeVlbb8painMF0IQJ282aHx//EOXLK/8WI0Y0lp38XBVRdVu0AkhU3bp6/ARBuC9qE0C5jDF/ABwAGGMxkCqCiBKG0AnQdpxxBTcXgiBMI35Y1qun29YQEOCNwsJJ8vro0X8ptovqP1sTHa28c6uvrYhQVu+0bq2sBNq9exAA4I8/zuvdt3nzhfjnn5vo128NAODkyRGK7YwxREToXmxwHovU1A/w6NFH6NmztmKbdvXOxYtv48CBIfj22xdUPRbtSpuiFz+O4pNPpItMtUkrS9i48aLDEpoi8fTUU/qTObGxGrcv8Tfv2DEG777b3P7B2ZERIxoDkBLIgOQ2KKrXtm+/9rgKyrS+kZ+fFz76qDUmTXoGx4+PMDlfLdqVJ/rEtw2Rm1uAOnXmIiHhoc42zvnjCiDTelvuhLCCX7XKtO7WrVvpYCwOGzZcxIMHObh5U9lCvHTpKfn7zlURN1QvXlRWPImKPeFESBAEYWvUJoA+BfAXgIqMsaUAtgH4wF5BEa6LKGHW/tHepo3+tgSCIFyLc+ckW29DdxYZYxg8uKEjQ9IhIeGRYj05OQNTpuwq8ZVBxipK2rQxT/+nVq3Spic9JizMH4GBPjptROfPSwLOr75aFzVqRODpp6PNikEQGPiFRfvZitjYdga31alTGlWrhlp87K5dl9lU98UY4vkoKgpcq5bk6iZE1h8+lBKszZtXcEhc9kZcJN+58xCdOsUA0Ih5nzp11yx78S++eBZxce1tGl9+/kQsXtwdb7whfa7+889NxQ00Q/zyy3GcP38P5cvP0tmWnp6D3NyCYlcBtGXLAABA5cqmn7MOHX4FAHTrJonaN2um/Pzp1UvTEtitW024IiIR/uuvJxTjQmxfjaA+QRCEJahKAHHOtwB4GcAgAMsANOGc77RfWISrIkpWW7VaJI+5k0gmQZQk0tKykZ6uqdTYuvUaAOM/LJ3txnXtmtIavEyZGZg0aSd+/vm4kyJyDc6elZJ3a9b00rtdJCq0P48553qrDiyp5lq+/BXF+rRpewEAH37YSt90kzx48KFF+9mCgoJCuQ3KmNBq8+YVFG2QlnDpUopV+6tBtOQBwMiRSle/c+dGoVWrirLgttDFefdd02Ld7oB2ZZpIBmlXTjjb/psxhkGDGsqtYG3aLMabb64zsU8chg3bYHC7OFZxqwBijKF27dJo1sx4cvLWrXQdnaD+/Z9UrE+c+Iy8/MIL1eFOiGrPyEhqASMIwj6odQFbD6AjgJ2c8w2cc+d6txIuBSWACMJ2ZGbmgbE43LiRhtzcArPaBopSteq3CA2dBsbikJaWLet1eXsbTgBcuqT5Yb1uXR8AwPbt/7E4BjXs2jVIXr54Uf8F89q1+tubSho9e9bRO/7FF1Lbi9DluXw5FR4ek+HpOVkx7+zZtyw6b1ERcNFuZk6FhTbBwb7o2DEGDRpEWbS/NQi9GFP4+noiPl63Bccc/u//Tlu1v7kUbeVjjKFx43I4ezYZhYVcTgSpEUZ2B7QTeOKCWTvB/ddflx0ekz5EexMA/N//Ga4K++qrvTpjO3ZcU6wvXHgUAIpdBRAABAZ6IyND/2/K1avPYsuWK6hU6RvF+Kuv1tX5HBLacgDw+usNbB+oDSl6Q+bwYcm5jFrACIKwF2pbwGYAaAPgLGNsNWPsVcYYydOXQPS5EpBmB0HYhsJCLrfEVKnyLXx9P9O5gFdLQUGhQqclLGyaqv2OH5ccgb74ogO6dasFzmPRvn1Vi2JQyzPPVEZOzifw8/NS2CZrt0qsX3/RrjG4Mnl5UhXK+++3MDhHtE08+eT3+OOP8zq22M2bVwDnsahTx3Jb64KCSdi69XXFmDV3qStXDlGI5DoKcYf9rbeaGJ33zz+SW55anaKCAo07pviuNNfRyBrWru2td7xevTLIyMiDp+dkOUFoaeLO1dBOeIlqLVGpDEBVu5UjUGPpPXv2AXzwwVad8QMH4nH1qlQZuXbtOcyYsR8AUBy7YgMCvJGRoft+45zjtddWoVOnJUXGY3Uc3AAp8cl5LDiPtVrI2548/XQ0GjVS6nbNmXMIABAc7LpxEwTh3qhtAdvFOX8LQDUAPwDoBeCusX0YYxUZYzsYY2cZY2cYY+8+Hl/BGDv++N91xthxrX0+YoxdZoxdYIx10hrv/HjsMmPMeXXjBOrVK6Mzdu4cFYQRhC3o2PE3veMiAWAO2okUc/D09ADnsarsvG2Jj48nypcPVrgVzZt3yKExuCqff74HgOT8Y4jatTW6PvrcwGxxEeThwXTc4IpWBplDZmYekpIyDN7xtxd79twAAHToYDyxOXSo5Iyn3UZpDO0kZVLS+7LIqz3JyysAY0BsbFvZFr0o1aqFycsjR24EUHz0RQIDNcmen346qrN91qyOjgzHILdvKz+Pi1ZOnz9/T0d4f8mSngCAjz7ahpiY7wAAL7+8Ut7etq152l/uQGCgDzIycnVaL2fO3K8zNzratLubq+Pr64mcHP3f79Z8thIEQRhD9a+Txy5grwAYAaApAFMep/kAxnHO6wJoDmAUY6wu57w357wh57whgN8BrHl8/LoA+gCoB6AzgHmMMU/GmCeAuQBeAFAXQN/HcwknUaeOdKEh7rL98ssJY9MJglDJ9u3X9I5PnrzL7FYwISRZlISEcWbH5ShKlw5AaqqmPefrr/+Vl4cPb+yMkFyCuLhdAICmTcsbnBMW5o9+/Z40uP3PP/vbJJaQENsV/54+Ld1HMvS6txfr1kmJmqLJrKIIsfT0dHVVruvXS46YjRqVhbe3Jxo1KgcAyM8vNLabVdy8mQ7OjbcDtWpVUWdMOHq6O4wxfPBBSwDA+vV95XFPT+nieeTIpk6JqygjRkjVZi+9VAsAMGHCNq3Kvi1o2XKhYj7nsejfv36RMY6ICKmSaNy4FkZbed2VwEBvHDp0B76+nykSw//97986c2/fHuvI0OyCr68XcnLycfx4olydV6qUr0tXLREE4f6o1QBaCeAcgA4A5gCI4Zy/Y2wfznkC5/zo4+WHj/eXZfqZlNruBUlUGgC6A1jOOc/hnF8DcBnA04//XeacX+Wc5wJY/ngu4STEBUB2dj4qVw4B3aQgCNsgSvo7d1aKVn722R4sX65OSyQp6REYi5OdRbp3ryULZHIe69K6EeHh/ooEkHYJ/A8/HHFGSC7F228btyxfsKCbzphog/Dysn01irGEkxpmzJCqMxx9ISt0YcqVM15BEBLiC0BdBRDnHIsWSQXNItkmbpbYM8E1Z85BAEB8vOGKP39/b4POf8WBadOex6NHH+H552Pksby8icjI+NhlEl2lSweA81iMHy+Jpn/33UE0avQDGIvDzJn7DYrvHzkyTF7OyMhD69aV8OSTZeT3TnFD+0ZHUXcsbTZvHuCIcOyOqABq1OgHVK36LTIz81ClSqjsZEcQBGEP1H4zLgTQl3NukR0GY6wKgEYADmgNtwGQxDm/9Hg9GsC/WttvQ5MwulVkXK99BWNsGIBhABAVFYWdO3daEq7L8ejRI5d6LPfuSXcp+veviN9+uwkALhUfQbjae8YcfHw88NZbZXTESzdsOITy5U07Cg0bJiVKhI5Anz6hKFvWD0OGtHX5v0lu7gPExz+Q46xf3w/nzmm2u3r89qJsWT8kJmZj165dJue+/XYM5sy5AgBYuvRps/5m5r5v7t5Nsuo5OXNG+i55/fVVWLXKsL6Rvdi3b4/R7ZcvS/GtWrUHWVnljM5NTtZUCZ05cwjnzjGEh2cCAD7//C/4+NQztKtVfPON9LOqceN8o8/FqlVNERt7Brt3Sy3bJfW9ZA/Med+kp2v0bc6cSdbZPnp0ddSqFaw43rhxNTFz5kUEB09FuXJ+iI72L7bPn7bY/8SJW1Gnjv5KVh+fW9i585bebe5EUtI9HD2qcb4MDPwC5cr5ISqKF9vnGHDv32gE4Sxs+b4xmgBijHXgnG8HEAige9F+VM75GlMnYIwFQWr1GsM5175F1Rea6h+bwDn/EcCPANCkSRPerl07Wx7eaezcuROu9FgYkxwsXnqpGXx8IrBw4TG0bduW+pUJl8HV3jOmSE3NQkTEdADAsGGN0a3b8wD2KeYsW3YLCxYMQGCg4dLwgwfjcemSMknQvfuz8Pf3NrCHa7FmTRaOHj0pP3dDhpwEALz4Yg3cvJmueE4//XQn1q27gKNHhzshUscSGHgSfftWV/WabtcOmD3b5DS9qH3fHD5cE02aLMCUKd3QvLlxy2ZjNGuWhzFjTqBhwwoOe79yzgHswksv1TJ5Tg+PGwBOYNWqJMyY0dfgvIKCQnh5TZHXO3RoDwBo3DgHX3/9JV56qRHatWtpg+j1Ib3fe/QwXRGye7c0t3XrSm71+ejqmPN9I73+9hnc/u23uq2ap04dACC1LSYkZKNWrbLF+PnTfH+lpORqPU5p/PTpkfDz80JMTLjjQ7MDhw/rJvXz8jxQvXrxfo+62280gnAFbPm+MVUT3vbx/930/Otq6uCMMW9IyZ+l2skixpgXgJcBaCtVxgPQblSv8HjM0DjhJIRNdH5+oSwuqVYjgSAIXUTyB5DEkAFJ1Pepp8qB81h5W1DQVKPHadbsJ50xd0n+AFKbRFpaNvLyCnDhwj1cuSLdGQ0P98fDh0rR1Li4XTh2LBHXrt3Xd6hiA+cc8fEPXUrwtHHj8uA81qrkDyC9Nhs3Lqdwz7I3otUmNNS0llGbNpUAQLZON0T16pqM219/aS7ghY5HUQFgW2Fua5lo2evWraY9wiFUwBjDZ5+1V4zNnNkRXl4eOHFihN593nlHWfR+5Mgdu8XnbNq1q6JYT03NUrSF1atXptgkfwzx8GEOOYARBGFXjCaAuObKYzLn/A3tfwCmGNv3scbPQgDnOOezimx+DsB5zvltrbF1APowxnwZY1UB1ABwEMAhADUYY1UZYz6QhKLXqX2AhP3IysrD1q1XAQBHjyY4ORqCKB7ExrYDAJw9+xYOHRoKQOniYw5jxujtlnVZhE7J1Kn/oHbtufJ4SIivQR2WatW+e3xX3fYsX34ajMVh2bJTdjm+GlJSspCdnY/y5V0nAWRLzp27hx07rjvsfMJ96ZlnKpmcq13VasipjHMui7cCQHR0KZ39RZuWrXn22V/Nmr906cvIz5+IDz5oZZd4CHVMmPAMDhwYAgDYsWMgxo5tgby8iahfP8rgPg8eaAxwP/ywtd1jdBa//94LO3cOlNeXLj0pO0O6UhLcVkyc+IzOWE5OAYKDfZ0QDUEQJQW1qpC/6xlbbWKfVgBeB9BBy/a9y+NtfVCk/YtzfgbASgBnAfwFYBTnvIBzng/gbQCbIQlJr3w8l3ASVaqEAgD69n0S778vlbV7eFD7F0FYSps2ldC2bWVwHotSpaQffowx+X115cpok8fYtu2qvHzjxhjUqBGOMWOa2ydgOyESQLGxOxXjf/55GffvZ+Off24iKysPH3+8TbF9wQJd+2fr4pgOxuLQt6/01devn8luZ7vx5pvS/Y6TJ+86LQZ7IgTPzXW5sxSRADLWSqmPgwf1Fx6npSkTk84QWe/b9wnVcz097W9NT5jm6aejwXmsTsWLIbQTAo0albVTVM4nPNwfbdtWQcOG0mOcNm0vEhMfAQDmzu1ibFe3pHp1/dVMVAFEEIQ9MfpLgDFWmzH2CoAQxtjLWv8GATBaP805/4dzzjjn9YXtO+d80+Ntgzjn8/Xs8znnPIZzXotz/qfW+CbOec3H2z636JESNuPy5XeQmSm5a1SsKN3tNGQ5TRCEaZKSMlCmTKDROaJt4+TJJL3bT5zQjFeqFIKLF99B5cqhtgvSAURF6f8bBARIbWxt2ixGQMAXmDr1H8V2fS0RK1eewaRJO8yO4eWXVyAlJUtnfPHiY2Yfyxa0a1cZAHTaRooLLVtKbWSGKmxsjahWFTbhphBFQH//fVXvdlGdsHDhS9i8eYBBt61//rlpZqSG4ZyDsTh5/bffetrs2ITrIloSGzQovgkgwcqVrwIAGjYsi6ZNFwBAsayKuXRJY+ygnTwmG3iCIOyJqVtBtSBp/YRCqf/zFICh9g2NcFU8PT1kXZGICOnHrrZ1c0khPv4B/v33tt3aT4iSQ1LSI4PJD8GpU1IFyKef7tS7PSxMysmfPz/KprE5kshI5d/Ay8sDt269h65dlZolr71WV7H+44+aCqDMzDy8++6f6N17NaZM2W2Wvkx2dr7ChUabhQudkwC6ezcD3t4eJi3L3RVxoSMqc+zNiBEbAADnz99TNV9Yi2/ZckXv9rg4ScQ1OjoYHTvG6GyfMeN5AMCDB7bTydPWHFq8uDtV9ZQQdu9+A5zHFtt2UG1EZcymTZfkStj27as4LyA7MWrU0/KyqHQCimeyiyAI18GUBtD/Huv9dC2iATSac27YxoAoMYiLzpKWAHrwIAcVKnyNFi0WwsNjssPaF4jix+XLqUhPz8GhQ8aFPYX+wdq15xVJxwMHboOxOAweLLUKOaMFxVZoV0/Mm9cFeXkTUaFCKYwc2UQxr1q1MPj4eCoEsgWBgV/gu+8Oyutjxvyl+vy9e+t2Nr/6qpRsatYsWvVxbMn16+koWzao2LbZigudoiLf9iIjQ7LhVquj8vzz1QAAR47o17lbteosAF3xWsErr0ivn4SEh+aEaRTxvQtAbpUhiOKE0M/iXNMeWhydZiMi/OVlbc0+f3+jJs0EQRBWofa20THG2CjG2DzG2CLxz66REW6Bv783/P29SlQCiHOOkJAvFWMXLqi7m0wQRalRQ7qb/8wzlY3O++WXHvJyUpKm5XLo0PWKeUJDyB0JD/fXu1yxYohi3pYtV5CbW6AYO3NGv0bOnDmH8O+/t/VuK8q5c8kAgLFjm4PzWHAei1WrXkNoqJ/O+RxBYSHH8uWnceuWfVykXAFRAVSr1hzs3n3DYef19vZUNU9fVY9AVJc1axYNX1/9F2yitTM5OdPMCDU8fJijaJGrWjUMtWpFgPNYSgARhBuj/TnUtKnmJgMZqxAEYU/UJoB+A1AWQCcAuyBZsdvudhbh1oSF+cvWuiWBzMw8nbGePVc4IRLjrFt3AffuWX7RQdiXjIxcxWtp7NgWRudrW9+WKzdTXhatYYBUreLOd0m9vDRfScYSLkWFdwHgiSe+V+iiaNOixUKT5+ac49KlVADAzJmdFNtKlw7AvXvWJ7kLCyXtlpEjN6iaL7TVDOnKFAdCQjQJy7Ztf7bruWbN2m/2PsacmTp1WgJAU1Wkj4AAbwQEeFusk5eY+AilSn2JoKCp8lhCwsNi2xJIEIJ69SKdHYJDSEwch+zsCXjhhery2IQJuu5gBEEQtkJtAqg653wigAzO+S8AXgTgXv7ChN0ID/cvURVAGzZc1BkzdPfXWfTqtQrduy9HZORXzg6FKEJhIUdBQSGCgqYiMPALedyS1q2iCQ9tO2p3p2XLior1uLh28vK1a2mIjJSSIpcvv6N3/9GjnzZLOFk7kVaUy5dTsXz5adXHKopoYRAVRvPnH8GJE4km9xPCwz/+2NXic7s6VauGOexc48ZtAQD89Vd/i/bPz1fqSW3bdg0AMGfOC0b3K106wOIKIO1kr6g4Skx85NatngShhp49a8vLxfkzMCoqCL6+XggL85crT7VvhhAEQdgatZ8w4vZWGmPsCQAhAMrYJyTC3ShpCaD//e8CAOkCNSPjYwDAc89VdWZIMpxzNGv2k6xLQbgWO3deh6fnZHh5TVGMq3X8uHjxbXk5KemRzvbOnQ23q7gLfn5SMlUIzAsmTWqrePziglq7MkpQs2YEvv32BXz8cRvV5334UBLpjY1ta3COvsojU2Rk5MLTczIYi8Pevbfk8ZdfXmly35kzpYqV6OhSZp/XXahUKQTDhzeW180R7TbF1av3ceNG2uPzfC2Pd+pU3dAuRjHUSti2bRWj+0VGWpYAErELUlKywDnHlSv3FZVTBFEcGTZM87kwdGhjIzMJgiAIc1CbAPqRMRYGYCKAdQDOAphut6gIt6KkJYCaNCkPANiwoS8CArxRvnywRReG9mD//ts4eDDe2WGUKKZO3YOYmO9Uzv1H73h6+oeq9q9RIwLjx7cCAJQtq6kM+Pnn7li06CV88on7l42vXv0aevasrfcCt3r1cNm+e/DghgaPIUrpGWMYNuwpkw5rgMaBRfuus+CLLzoo5phD1arfysvDh2tav0TCyRitWklVUE8/7RwBakcxf35XzJ3bBYDkemYrYmK+Q5Uq3+K111bJOkriPJagLcQtnr8BA+qb3C8yMtCidtwJE7Yr1mfN2o+zZ6UqsuPHTVeQEYQ7U7FiCKZPfw6nTo10digEQRDFClUJIM75T5zz+5zzXZzzapzzMpzz+fYOjnAPwsP9SkwCiHMutxGEhkpOLGFhfkhLs53FrzW0aqWrzb54sXPsq0sKH3+8HVev3lc115CVtDkOT0UtgN97rzkGDmyIN95o5HKtiJbw4os1sWZNb71aRowxFBRI7VTi/QcAOTmfAJAEd5s0KY9ZszQaPuLi25RT35QpuwHob8UTFTiff77HzEdjWPzXVEVIfn4h5s49ZPb53JVy5aS/e0KC+Uk2U6xeramIfOutpmbvP3u21OKlLcR8544kg6im6k6qADI/sXX6tLItcdq0vVi2TGpF/PTTdmYfjyDcjf/+txWeeIIaDgiCIGyJ0QQQY2yssX+OCpJwbcLCSk4FULVqmkoPcYEaGuqH+/ed//ivXEnVOz548Drs2HHNwdEUfwoKCvHggSbxZyrBAABNm5ZXrM+f/yJSUz8w67xPPVVOsT59+vNm7V9cCAnRJICEJXxS0vs4dGioIqGWnJyBggIOT8/JOsfYu/cmGItDYSHHiRNJAPQLLnfrVhMAsGTJSWRk5Kp6rtXw4YdbDW77+2/9ycLiihA1tpVdenq67aoy27aVHPreeedPeSw+XoqzaEJWH5ZqAInXpKg6BTRJyMqVQ/TuQxAEQRAEYQxTFUDBJv4RBEJCfJGVla8jkFkc0SeyGxrq5xItYKLFoWXLiuA8VqGXIqobCNuQnp4NL68pCAn5Uh5TkwT18/OSW5v++KM3hg9vgrAwfxN7KWndupJivaSKRaq1u09MNFx50br1YgBQJIc8PXX/ntrPUVDQVHh6TtbrBliUrCzNHCFazXkspkyRxKmnTdtrcN85c6Tqn5Ki9WLrCiBL2vUMIfSoLlxIkcfi46XPWzX6TMHBPsjMzMOoURtVnW/jxotgLA6tWlVEdHQwDh0aqjOnTp2S4ZBEEARBEIRtMXrlwDmPM/bPUUESrk1wsHSBokbTwt1p1KgsAODGjTHyGGMMx445X49BCIb+8ksPAJJejEDbXtTV+Oabf8FYnFtpWpw/f09nzFDlwunTd8FYHBiLw549N5GenoOCgkno3l1Xa0Ytwt1q4cKXLD6Gu/Lss5LguhCLNsXatb3lZc6VlTsvvlhDsf7GG4Z1hYr+rV97bZXR8969m4HZsw8CkOyML1x4W672GjiwgTxP3+fm/ftZ2LTpEgBg2rTnjJ6nuCBa72yVuBGC2z4+nlYfS7vK5+bNdABS62fRbYYQrXzz5h0GAGzefBnZ2fkG53ftugyA9BiM2dATBEEQBEGYi6pbx4yxmoyxbYyx04/X6zPGPrFvaIS7EBwsORhpt8MUR6KiZuDYsUS89FItVKqkKb/ft0+60Ch6celoBg36HwCgYkXNHent2/8DwDL3IluSnZ2Pfv1+R15egWK8sJDjvfc2AwAaNfrBGaFZhL4E0NatV/XOFY9PEBMTZpbmjz4mTHgGnMdi8OBGVh3HHUlJkSqtRAWGKTw8GJ55RmrhGT9e2XJVNNkgqlD0UfRvvWnTJezZc0Pv3OXLTyMqaoZ8vtWreyEszF+uJKpYMQSTJ7cDoL/i5cknv5eXX3+9gc724ojQr5o1a79Njvfmm+sAAIsWaRJ32lWR5tKypSTIXbnyN0hLy8bt29LrT42D35Uro+Xlrl3/D507L8X48X8bnK+d3Pzzz8uWhkwQBEEQBKGD2t6BBQA+wmM7eM75SQB97BUU4V6IVoz09OKdABLuNOvWXVCMd+okiYAKdxZnoJ180hYCbt++KkqXDsD9+85NAJUqNRXLlp3Gf/7zh2JcXyLFHRDJNm2+/vpfnbHk5AydxJC2tS1hPkL8uV27Kqr3ERfpX321T/FeOXIkQV4+c+YtfPZZB6PHEa5cAu2WIG369v1dsV67dmmdOc2bVwAAJCVJCaC5cw/i6tX7yMjIlfVlACAgwNtoTMUNW3xWaT/HnTtXR0rKB9i3b7CiKtJc2rWrLC+PGrXJrH1DQvywbNkrAICNG6XKruvX03Xm5eTkg7E4RXVQRISUNOzcWVPFqa8ljCAIgiAIQg1qE0ABnPODRcYM1y8TJQqhj1CchaALCjT6Rj16KFt3eveuB8C0q489ERcV+rh3LxPff3/YgdHo0rixJGIq2icEAwf+oW+6S7N//y3F+r59gwFIGkyMxSkuPk+eTJKXq1YNBaC+dYnQj9De8fdXnxhZv76vvLxnz015OSLCHwMHNgDnsahbN1Kv85g2//wzGJzHyuv6RJyLCkRv2TJA77HKlJGs6e/ezcC9e5l4++0/ERPzHYKCpspz8vMnGo2nuGGrdifxGqlYsRQiIgIQHu6PFi0qmtjLODEx4fKySND8+++bqvcX3xOCM2fu6swZNmyDYr1SpRBcvy61GzdvHi2Pa4tCEwRBEARBmIPaBNA9xlgMAA4AjLFXASQY34UoKYg7lPfuOS8BYm9EFUejRmXx6689FNvEXeU//zSchLE33bpJmhGbN+u/2ATgVJHuChWktrTy5YPBWBwiI79CYSHH4cN3FPOEtbIr07LlInmZ81idC0vxXADAc8/9BgDYuLEfNm7sh/r1o9Czp5UQDSoAACAASURBVOXaP4SmCsdYu1ZRPDwY+vd/EgDQtu3PAKS2yJSULPj7m5+QEy09+pLeoqLn1VfrYseOgXj+ef024UI75vjxRBw4cFtn++bNA/QKUhdnRJWltXpy4nNk9OhmVsck8PTUJAfXrDkHAIiMDFS9f9Hk4pUr93Xm/PrrCXn58OGhuHFjjFy9NmlSW2za1A/nz48yK26CIAiCIAht1P66HAXgBwC1GWPxAMYAGGG3qAi3Qtgmp6QU3wSQqOT4/PMOsui1QFyITp++z+FxAcD69ZqWNCGQq4+hQ9c7Ihy9CL2M1avPApCShXPnFi0qtK11sz3QvjAdMKC+vHzzpkYUXFRjTZmySx574YXqqFMnEidOjEDFimTfbA3Tpj2H06dHomrVMLP2mzGjo7x8926GLJou7MfNoVq1MDzxRBm9Qt43bkhVbgMHNjDapiY+Nz/7bI8s+qtNx476E0fFGaHJVKrUl1ZpyokWOvE3tgUvv1xHZywqSn0CCABu335P1bzCwkly1aSAMYYXXqiBWrV02wkJgiAIgiDUoioBxDm/yjl/DkAkgNoA2gJobc/ACPdBtIAJcdbiSG6uJF6s74JOCLs6q7JjxYozACSdEWMVAz//fNxRIenw77+6FQ6jR/8lLwunprp156FUqak6c8eP/xsxMd/ZL0CVrF9/UV5esKCbvFyxYgju3BkLPz8vPPdcNVy8mIJJk3bK2021FhHq8fb2RL16ZczeT7hMAcBPPx1Fw4aS6LgQ9zWX0qUDkJysazF//bqUWKpc2Xiiz9hr4ujRYRbF5O5cuKARaa5Y8WuLjyOqsGzZKhUc7Kto/wOAwEDTAtDaREeXAuexckVkRkau3nn0eUEQBEEQhL0wmgBijJVijH3EGJvDGHseQCaAgQAuA+jliAAJ18fPzwsBAd7FugXs5s10lCrla1B3pEGDKOTlOafFqmFDyZr+wIEherc/evQRAMmK2hlo6ycZQgiJA8DDh7kKEdSsrDxMn74PV6/qtkw4mqwsSVtk7dreOlo+5coFIzs7H1u3XkWtWnPk8XXrSC/fVRg27CkAwIQJ2+Ux7deeOezceR17997SeX0PGLAGAFC5cqiFUWre0yWNmjU1Is3WVACJ1jxbVgDZEiEA3qDBfACSaLV2xSBBEARBEIS9MFUB9BuAWgBOARgKYAeA1wD05Jx3t3NshBtRunRAsa4A+vHHo0YvSE6cSMKGDRcNbrcnqalZ8PLyQHCw/rvR4i71mTPOcSk7cCAeANCrlySCqm3LDADz5nXRsVKeMUPTTqedWPTz+8xeYari5s10MAZ06VJD1fyRI5ugW7dado6KUMvXX3fWGdPn0GUORRPfQhNMTWLp1i1NS9CNG2PAeSw4jy3RFSDaFTKiJcxc0tKkVlLhGGcPrHHiqlFDEpQWOkD79t2SKwZff72+od0IgiAIgiCsxlQCqBrnfBDn/AcAfQHUBdCJc+68XhLCJbl5M10hYFkciYkxrTniDCv4lJRMhIf7q7pozMsrcEBESpYsOQkAqFIlBJzH4o03GuGrr56Xt5ctG4SmTctj5kyNRsvEiTtkPSBtW+icHMfHr83kybvBOeDj46l3uxD2FQg9GMI10GepbmkF0O+/S0WwRa3gy5cPRosWFVQdo0KFUhg+vDG2bn0dlSqRNpRg9uwXAAATJ243MVM/e/dKTn32dNyrWLGUxft+9lkHxfr27dfk5enTny86nSAIgiAIwmaYSgDliQXOeQGA25xz11ZpJQg7ER1t+Ad/1641AQCXLqUYnGMvUlOzZSc2UzjDqv748UQAwEcftZHHxo1rIS+XLRsExhjGjm2h0NjYsOEiliw5KbdJOIvCQo7k5AyDeh3azJ3bRbFetNqJcD7abUZFK8/MQSSTXn55hVxxAgDx8Q90EoHGmD+/K559tprFcRRHmjaVtHt++umYWftduHAPx48nykLs9uDGjTGYO7cLoqLUu9AVxcNDk6zPyMhV6IVpa1URBEEQBEHYGlMJoAaMsQeP/z0EUF8sM8YeOCJAwj0YObKJy+otWMuePTdMzhHW8CLZ4UhEBZAxVq16TZ7raPbvlwSgtSstGGPIypqATZv66dioJySMAyAlq15/fa08Llrc7t93bKth9erfoUyZGahRY7bJuT161EZm5sfyujUXiYR9+P77F+XlPn3qWXyc55+XkjYpKVkIC5sGQHKxu3AhpVi3wzoC7WQ7Y3Gq9rl/Pwu1a89Fo0Y/2CssAEClSiF4662mNjve+PFb5eXc3E9sdlyCIAiCIAh9GE0Acc49OeelHv8L5px7aS1bXv9MFDtCQ/1w/34WOOfODsXmJCVJTj+ff97B4BzhBPbpp44X8kxNzZKd2AwhKoScIdQdHR2MyMgAxV1vQGrPeOEFXS2dsmWDEBHhj7NnkxVW2JMmtQUAhIdPh5fXZACSOxtjcZgyZRfy8qTlUqWmIj7eNhfgBw/G49o1ydUpIUHSI9m//02j+/j7e8taLoTrUb16uLw8eXJ7i49T1HHv44+3oWXLRQCck2gtbowZ00xeVvO9Eh4+3Z7h2A1th0Rvb/2tpQRBEARBELZClQ08QZgiLMwPBQUcjx6ZbpNxN4SlsBDuNIWlwqWWkpqaZbICSFRnOaMywcvLA506VTdrn0qVQrB48XFs2XIFALB58wC88ILmGAUFHNnZ+fjjj/MAgEmTduLWLako8eHDXAwYcBD5+da7sjVr9pPOmHYCgXA/hMBwbGxblCunvlXLFFOn/iNrgM2Z08XEbMIUX3/dWW6tvXXrAXbsuIYxY/5Svf/06c/ZKzSbIjSkRJUmQRAEQRCEPaEEEGETQkIktxVtwd7iQH5+Id5++08AQGRkoNG5U6ZI1QQiaeEoUlKyTGoAiQohZ1QmJCdnokwZ89oDT526q0jgdOwYg2rVlCLc58/fQ+/eq+X1mJjvFNvnzTtkQbSmKa6tjiUFDw+G/PyJ+PTTdlYfKyPjY73jbdpUsvrYBNCxo9RmFx//AB06/Ipvvz2Adesu6MzTvvEwaFBDAMBrr1ne3udIROyvvlrXyZEQBEEQBFESoAQQYRMuX04FAOzff8vJkUgUFnIUFlrfjubtPUVeLtrCVJT+/Z8EoK5dwVZkZ+cjMzPPZAWQSBCJdjZ7kZ9fCMbicPjwHQDAjh3XkJmZh+Bg85yWYmPbysvXrr0LQGqt0kZb60Ofu9O776qvFtCHtqD38uWvWHUswrUo2r5lKQEB3npb/UqyjbstadVKSqRNnrxbHuvX73edeeL7Z+XKV7F4cXdwHosqVUIdEyRBEARBEIQbQQkgwia8/HIdALa7sLIWT8/J8PScbLPj9ehR2+QckYRxZJtVamqW4tyG8PWV7JB/+eWEXeMZMmQdAKBp0wUAgA4dfgUALF16yqzjNG+usdE2diEnHHMyM/MMzrGUDz/cBgBo3Lgcevd+Ardvv0cirYRefv65u7NDKJYIx7a//rosj2Vk6L7X1649BwCoUSNCZ5ur8tVXZPdOEARBEITjcY2rdcLtEdU2n3yy3cmRKHn4MMeq/Zs2LY+2bStj7dreJueKKhfheuUIRAJIrQ18bm6BPcORnboAZSXUvn2DzTpO3bqRescPHBiCgweHyOuJiY8U2kx160bi6NFhaNs2ErVqWXcxuGaNdFG5enUvAJIzEYm0EvoYOLAhjhwZBgA4d26Uk6MpPgQF+RjdzlgcGIuTK4TU6rS5AtpJbms/qwiCIAiCINRCCSDCJjRrFg0ACtcmZ6HtdLV161WLj8M5x7lz91C/fpSq+aJFbPXqsxaf01yEpo+pCiAAeO65aqhY0b7mfXPmaHR3tLU6TOknFaV8+WAcODBER2Pl6aej0bRptGJMOynz0ks10ahROYSFeePuXcvb3apXl/SESpXypVYSQhVPPVUOnMeidu3Szg6lWFFYOAmDBzfEyJFN4OMjvdd37ryu1x4+MNB4wsiViIzUaIl9+aV7CFYTBEEQBOH+UAKIsAmi9Wv27INOjkQSDBVkZ+dbfJzbtx/g0aNc1Kmj/oLOw4MhOtp2zkKm0FQAmRYmDgnxRVqa/US6c3KUf2thn96uXRWLjvf009F6tX0AZcvNqlWvyS16QoQ8ONgL6ek5FulAMRaHK1fuAwAaNixr9v4EQdgOxhgWLuyOefNexCuvSK3G7dv/ojMvL2+io0OzCu12NTUtxgRBEARBELaAEkCETdG+q+kstCs/+vVbY/FxjhxJAACz7uh37VrToS5RJ04kAQDCwvxMzg0N9UN6unUtcYbIzy/EokXHFGPvvbcZALB6te3tjQcObCgv165dGgUFkmNYfPxDAEBQkBcKC7nCHUgNGzdeVKw7wzWNIAj9jB7dTGesU6cYDBzYAF5e7vVzxsOD4bffeuLw4aHODoUgCIIgiBKEl7MDIIoXycmZyMjIdWopvq2crk6cSAQgab+oJTzcH8eOJdjk/PooLOTIzS1Afn4hgoJ8kJj4CIC6CqDQUD/cv297gephw9ZjwYKjKF9eqnwaM6YZvvnmgLxdTXuaJeTkfIL8/EJ4eDCsWdMby5efxoAB9QEAgYHSR1t6ejZKlVLnQHbqVBK6dl2mGDtzJtm2QRMEYTH6Wlh79KiNESOaOCEa6xGfVwRBEARBEI7CvW6ZEW7BrVsPTE+yI6dP3wUAtG9fBVFR5mnPaHPypHScSpVCVO8THu5nVxewfv1+h7//5wgOngrOOYKCfODv72VSLBUASpcOQFZWvk0cs4YMWQfG4pCRkYsFC44CAO7ckapvit6lt5clto+Pp9wi5uXlobiY8veXtEKEPbQx8vMLsWvXdQwdul5n25o1vWwULUEQ1iKSzADkz/Y332zkrHAIgiAIgiDcDkoAETZj0qRnAADLlpln+W1rpk3bC0ASZX3wwPKWJ+EC5eenvlAuIiIAmZl5VmkPGWPFijPy8sqVZ5CSkqWq+gfQtOclJ1tfIbVwodTuFRQ0VWdb5coa0eTbt9+z+lyWcPGilIwSNvTG8PaegnbtfsGBA/EAgClT2oPzWHAei54969g1ToIg1MMYw4MHH+LIkWFITHwfnMeSMx9BEARBEIQZUAKIsBnvvdcCAODvr1+41xGcO6dp2QkN9UNWVr6OOLE9EXbsQpzZnty58xD37mWqtoAXTlzJyfbTtfn779fh4cHAeSyysiaY1T5nSwYOrKJqXn5+oc7YJ588Y+NoCIKwFcHBvnjqqXLODoMgCIIgCMItIQ0gwmaEhPgiIMDbJhUmliKqdnr0qC1rvzx6lAtfX8te6rVqRZiepIXQu0lJyVS0K9iDsWO3mDXflhVAhtB2/DKncsrWiBYwAEhLy0ZoqH6R7PR0pSsaWb4TBEEQBEEQBFFcoQogwmYwxlCuXBDu3HnktBg++WQHAODHH7siMFCqRMrIsEzzJjjYB1261DBrH5EAEnbktiQ3t8Cq/UUFkLZLmiUcPy6JY8fEhMljq1e/Bs5jXcqJRyTvwsKmGZyTlqZ8nn76qZtdYyIIgiAIgiAIgnAWrnO1RhQLoqKCsG3bVaecm3MuL0dGBspOZBkZ5lmBA5Lb1sOHuQgONs/NTIgxHz1qeyewnj1XWLW/qACy1iVtypTdAKAQnm7dupJVx7QHe/a8YXKOSACtXPkqzpx5C88+W83eYREEQRAEQRAEQTgFSgARNoVz7jRRzhdeWKpYF0LM16+nmX2sR4+kpJFaC3FBTEw4AGDt2vNmn9MUmzZdAgBs2/YffPhhK3lcrcmWeCyff77Hqji2br36+P//yGLJUVFBVh3THoiKJ8CwG5hIAJUpE4i6dSMdEhdBEARBEARBEIQzoAQQYVPatq2M5OQMFBZy05NtzObNVwAAffo8AQCyRfjff5tfkfTwoeQeFhxsXgKodGmpyka0SdmD2rVLY+rU5+QWt8mT26vaT9ixP3iQg127rqs+H2NxYCwO6enZuHs3Q3ZWE4/VlXnxRamF7/ffz+rdLpy/zE30EQRBEARBEARBuBuUACJsSrlywcjLK3SIC5Yhli17BQDQs2dtAIC3t/kvc6HhExamXzzYGNWrh8PX17ZVUMKtKjzcXxaXPnt2FEaMaIzx41sZ21UvQivJHEJDpyEqaobZ+zmT556TWro+/HAbsrJ0taBEZVDZsq5XwUQQBEEQBEEQBGFLKAFE2BRxIZ2Y6Fgh6P/9T7flSrSiTZ++z+zj3b8vJbDCwtRZrGtz+XIqkpMzFZpE1nLrVjoAYPr05+SxSpVC8P33Xc1quRPJI7VuV4Ycw7p1q6n6nM5k9Ohm8vKRIwnYvPkybtzQtAQuXnwcACWACIIgCIIgCIIo/lACiLApzkoA9eihXyBZ6ON8/fV+s45nTQXQwIENAAApKbargvr0010AgAoVSll1nPj4sWjduhJu3kxXNX/Dhot6x3v3rmdVHI7Cw4PJLYHXrt1H585LUaXKtzrzmFohJYIgCIIgCIIgCDeFEkCETSlTRhLe3bv3ppMjkXjzzUYAgLFjt2D06D9V7ycSWJZUAL38ch0AwNWr983e1xC//noCgEZk2hoyMnKxe/cNVXMHD16nd1w8z+7A/PkvAgC+/HKvPMZYnKxTFR5u/nNMEARBEARBEAThblACiLApokLl9u0HDj2vcHDKypqgGD99Ollenj37oOrjLVlyEgBQsaL5FTdVq0rtVd9/f9jsfU1Rvbr1CaAaNSIAAOnp2ar3iYhQJknKlQu2Og5HIQSez55NVoz//bckGj5hQhuHx0QQBEEQBEEQBOFoKAFE2JSgIB8EBfmY7Z5lLSkpmRg27Cn4+XkpxoUTmLlER0uJH0ss7UWS5tCheIvObW969KgFALhz56Gq+X37PoF79z4A57GYN68Ldu8ehCeeKGPPEG2Kofauzp2XArBtpRZBEARBEARBEISrQgkgwuaULh2Ae/cyHXa+e/cykZSUgbVrdYWgZ83qqFhX25q2fPlpi+Px9/dGkyblceFCisXH0Obw4Ts2OY4gIiJA1XHPn78HAFi2TPO3GDmyKdq0qWzTeBxBx44x8nLt2qUV2+rVi3R0OARBEARBEARBEA6HEkCEzXF0AujIESmRUbmyrrNVvXplZOcrAGjderFDYjp8+A7y8wutdgJLTc1C06YLAABTpz5ri9AQGSklgPbtu2V03nffHbDJ+VwBbZ2fc+dGKbYNGFDf0eEQBEEQBEEQBEE4HEoAETbH0QmgrKx8AMAPP3TV2ebl5YH4+LHyepMm5U0e78yZuzaL7f33t1i1f9WqGseqIUOesjYcAED9+lHw8fGUtXEMIVzMhIiyO7Ns2SvYs+cNFBRM0tnm6HZFgiAIgiAIgiAIZ0AJIMLmRET4OzQBlJQkOXZFRRl2psrLm4ioqEB4epq2+752LQ0A8NZbTayObdasf63aXyRpTp0aidKlA6yOBwA8PT1QqVIIbtwwbgXv7S19PPTr96RNzutsWreuBA8P6fn/6aduAIDGjcs5MySCIAiCIAiCIAiHQQkgwuaULh0gV484gjt3HoIx49bkXl4eSErKwIED8cjPLzR6vFu3pMTIxx9b7g717bed5WVr2sCEm5qtRZe9vT2wYsUZg9tv3EjD0qWnABTPCpk333wK69f3xf+zd+fxcVf1/sdfn2xtuqR7S0s3lgK2QFEqFK9AC8iqsqgIKiAqiKKIC27XC+J2uV71Ku4IyCqLgIA/UBBpKcq+dWdpS9Mtbdq0TbM0aZbP74/vdybfTGaSmWQmk6Tv5+ORB9853/M93zPLYZgP53zO009fnO+uiIiIiIiI9IqcBYDMbIqZLTCzFWa23My+FDn3RTN7PSz/caT8W2a2yszeMLNTIuWnhmWrzOybueqzZMfYsUPYtauRPXtaeuV+K1ZsY8iQ4rR37Ooq982aNTsYPLioR1udX3HF0Rx77FSgbYlad0VzGGXLypVBguf6+qak5198MbuJp/ui97//IEpLu7dLnIiIiIiISH+TyxlAzcBX3X0mMBe43Mxmmtl84ExgtrvPAn4CYGYzgfOAWcCpwG/MrNDMCoFfA6cBM4Hzw7rSR8WWKlVV9c4ysPvuW0FdXfJARtQ557wDoMsZQGvW7GT69JHx5ULddf75hwKwa1djt653d4qKCrjwwuwnKf7BD+YDbcvnEr39drA1+r/+pRkyIiIiIiIiA0FRrhp29wqgIjyuMbOVwL7AJcB17t4Ynotl3D0TuDssf9vMVgFHhedWufsaADO7O6y7Ild9l56JBYC2bavv0SyadGQSXLnqqvfwwAMrU856Mbs2W90C2vL37NrVyD77DMv4+urqRpqbWxk3LvXStu46/PAJALzxRhX77Teqw/nHH1/D0KHF/Md/TM36vUVERERERKT35SwAFGVm04F3As8D/wsca2Y/BBqAr7n7iwTBoWjG3A1hGcD6hPKjU9znUuBSgAkTJrBw4cKsPYd8qq2t7VfPZf36YPbIE088Q1VVx+BCNs2f/1T8uKvXaMuWhrDeywwb1n6JU7I8PT19zcvLg2VWCxY8w6ZNmQfCNm4M8iht3VrOwoXdm0WUyqZNNQAsWvQyUM6qVbUceugIIHgtnnhiDdDz1yBf+tuYEekLNG5EMqdxI5IZjRmRzGVz3OQ8AGRmw4D7gSvdfZeZFQGjCZaFvRu418z2z8a93P0G4AaAOXPm+Lx587LRbN4tXLiQ/vRcxozZAixh8uSDmDdvVk7u8dxzG8IlWkEA6De/OZ15897d6TVBTqLn+ctftvKTn5zf7tyzz64HFsUfX3XVe3r8mjc2rgKWM3ToNObNy3wZ15//vBx4gf32m8G8eUf2qC+Jjj66icsue4XBg/fhtNMWArB69RXsv/8odu5sABZx1FH79qvPXVR/GzMifYHGjUjmNG5EMqMxI5K5bI6bnO4CZmbFBMGfO939gbB4A/CAB14AWoGxwEZgSuTyyWFZqnLpo9pyAOVuJ7BjjrmJo4++Mf743HO7DjSVlARJotes2dHh3JtvVrV7HMsX1BPr1gW7iV1wwV961E5suVY2xZIfX3PNwnjZAQdcD7S9Fp/5zDuzfl8RERERERHJj1zuAmbATcBKd/9Z5NSDwPywzkFACbANeBg4z8wGmdl+wAzgBeBFYIaZ7WdmJQSJoh/OVb+l58aMacsBlAvJlmvF7pmuhx56HbNrMbuWRYvK+eQnH2p3fu7cyT3qI8DZZ7cFkVpbM98Kvro6WPaVi13AUiku/n48sNbS0v3t60VERERERKRvyeUSsP8ALgCWmtlrYdm3gZuBm81sGbAHuMiDX/TLzexeguTOzcDl7t4CYGZfAB4DCoGb3X15DvstPRSbabNoUXlO2t++vfsziy68cDa33baYs866J152/PG3xI/vvffDHHjg6J50Ly42EwqCnDuTJ5eldd3TT5fz2GOrGTaspEM7uRbdIe2UUw7otfuKiIiIiIhIbuVyF7B/Aan20f5Eimt+CPwwSfmjwKPZ653k2tixQ6ip2dOta1taWlm9egcHHTQm6fnEJVyHHTY+7baPPXYqt922OOX5j3wkNzmLtmypTTsAdNxxtwDwxS8eRWlpEUOGFOekT//854WceOJtKc/35swjERERERERya2c5gCSvdfHP34Yzz23gbvvXpbxtVdfvYCDD/5V0lw9AKtXty9fvPiytNv+1KdS57Vpbb067XbS9eCDHwXgqacynw31y1++wIQJmW8fn67586fzq1+dlvRcSUkhgwb1yiaBIiIiIiIi0gsUAJKciM12Of/8+zutF8vDE/XTnz4LwIYNu5Je89BDb8SPv/CFdxOkm0pPsHNYqr6k3066Dj54LABf/erjadWvrKxr93jt2p1Z71OMmXH55UexevUV1NR8C/dr4ufq67+ds/uKiIiIiIhI71MASHLiyivndlknmm8mmti5sbEFgJtuejXpddXVDeE11/DLX56ecd9iS6q++MWj4rN+ysoGZdxOOlItY0vlkUfezEk/OrP//qPi+Yb+/vePs3Tp5ygs1L8aREREREREBhL9ypOcKCpq+2jddNMrSeuccsod8eOXXtrU4XyqXD377DMs7Xw6ycS2jP/xj9+HmeF+DdXV3+x2e50pKLD4rKPa2q5zIv3tb6vaPf7lL5Mv0cqVU045kEMPTT+nkoiIiIiIiPQPCgBJzjz99MUAbNxYk/T8oEGF8eNvf/tJAHbs6HqHr8bGlnbXZurGGz9AefmVDB7cOzluvvKVYDbUxo3Jl7RFJe5Ads4570hRU0RERERERCR9CgBJzhxzzGQA1q+vTnr+hRc2xo+feGINZtcyY8Yv29WJLg2LaWho7lHwprCwgKlTR3T7+kyNHl0KwL33Lu+ybkVFLZMmDae6+pssWHCRduISERERERGRrFAASHImlkfmxhtf5Ykn1nQ4X1W1m1GjBncoi0q2lXxjY3O/2qHqzDMPAeDBB9/ooiZUVNQwceIwysoGMW/e9Bz3TERERERERPYWCgBJr3jf+25v97i8PNjdaseOBtau/VKH+nfeeQ6QfNnUI4+8xSuvVOSgl7kxc+Y4gLT6HJsBJCIiIiIiIpJNCgBJTv3hDx/oUPavf63jD38IEkMfc8xkpk0b2W4LcoCRI4OZQY8++la78tbWjkvC+hOza/nDH15OeT42A0hEREREREQkmxQAkpz6zGfexYc/PBOAE0+8DYBjj/0jP/zh0wDcd9+58bqHHRbsPjV6dClHHLEPQIelXv/938F1l176rtx2PIcuvfT/JS1vamph69Z6Jk7UDCARERERERHJLgWAJOeam1sBePLJt7nzziXtzkVnu7z44iXMmjWO8vIrGTMmSJz8xS/+rV39lpZgBtAFF8zOZZezrqXl6i7rbN5cC6AZQCIiIiIiIpJ1CgBJzj344Ovx4wceeL3dOTOLHw8aVMSyZZ9n2LCSdjN/7rlnGY2NzWH9oOyoo/bNYY+zr6DAvNGoiQAAIABJREFU2j3eubOhQ52KiiAApBxAIiIiIiIikm0KAEnOPfPMp+LHDzywEoDvfOdYKiu/ltb15513Pxdc8BcAKivrGDlyMCUlhdnvaI4dd9y0+HE0KBZTUVEDoCVgIiIiIiIiknUKAEnOHXPMFC66qP2Srf/8z+MYN25o2m38+c8reOONbVRW1jN+fPrX9SVPPnkhr776WQCKijoOvdgMIC0BExERERERkWxTAEh6xY03frDd48GDi1LUbLNkyWXtHh933C1UVtb12wBQYWEBU6aUAVBVVd/hfEVFDWYwYYICQCIiIiIiIpJdXf8KF8mCZDNeunLooePbPa6srKOysi5bXcqLkSMHYwbbt+/ucG7TphrGjRvarddKREREREREpDP6pSm97k9/OietembGnDmT+MQnDs9xj3pPYWEB7rBmzc4O5zZvrtPyLxEREREREckJBYCk1zz22CcAmD17n7SvefHFS7j99rPb7aLV2PidrPett91xx5IOZVu39t/lbSIiIiIiItK3aQmY9JqTTz6Apqb/6tYSp5aWq2loaE4rd1B/9fzzGznyyIn57oaIiIiIiIgMQJoBJL2qJ/ltBkrw5+KLj2Dffdtv9V5f3wRAcXH/295eRERERERE+r6B8YtapB8ZP34olZV1uDv19U0UFxcydOiPgOTJoUVERERERER6SgEgkV42fvxQmppaefPNKg455Nftzv3ud2fkqVciIiIiIiIykGkJmEgviyV6Tgz+AMyfv19vd0dERERERET2AgoAifSyVDt9XX75u3u5JyIiIiIiIrK3UABIpJeNGDEofjx37mSOPnpfAH71q9Pz1SUREREREREZ4JQDSKSXTZ8+Mn58661ncdBBY/LYGxEREREREdkbaAaQSC+LLgGbMWN0HnsiIiIiIiIiewvNABLpZWbGd75zLHPnTsbM8t0dERERERER2QsoACSSB9///gn57oKIiIiIiIjsRbQETERERERERERkgFMASERERERERERkgFMASERERERERERkgFMASERERERERERkgFMASERERERERERkgFMASERERERERERkgFMASERERERERERkgFMASERERERERERkgFMASERERERERERkgFMASERERERERERkgDN3z3cfcsLMtgLl+e5HlowFtuW7EyL9iMaMSOY0bkQyp3EjkhmNGZHMpTtuprn7uM4qDNgA0EBiZi+5+5x890Okv9CYEcmcxo1I5jRuRDKjMSOSuWyOGy0BExEREREREREZ4BQAEhEREREREREZ4BQA6h9uyHcHRPoZjRmRzGnciGRO40YkMxozIpnL2rhRDiARERERERERkQFOM4BERERERERERAY4BYBERERERERERAY4BYDywMxuNrNKM1sWKZttZs+a2VIz+6uZlYXl7zOzl8Pyl83shMg1R4blq8zsejOzfDwfkd6QybiJnJ9qZrVm9rVI2alm9kY4br7Zm89BpDdlOmbM7PDw3PLw/OCwXN81stfI8L/Ris3s1rB8pZl9K3KNvmtkr2BmU8xsgZmtCL8/vhSWjzazf5jZW+E/R4XlFn6XrDKzJWb2rkhbF4X13zKzi/L1nERyrRvj5uPheFlqZs+Y2exIWxl93ygAlB+3AKcmlN0IfNPdDwP+AlwVlm8DPhCWXwTcHrnmt8AlwIzwL7FNkYHkFtIfNzE/A/4We2BmhcCvgdOAmcD5ZjYzVx0WybNbSHPMmFkRcAdwmbvPAuYBTeE1+q6RvcktpP9d8xFgUFh+JPBZM5uu7xrZyzQDX3X3mcBc4PLw8/5N4J/uPgP4Z/gYgnER+z65lOA7BjMbDVwDHA0cBVwT+/ErMgBlOm7eBo4Pv2++T5gUujvfNwoA5YG7LwK2JxQfBCwKj/8BfCis+6q7bwrLlwOlZjbIzCYCZe7+nAeZvG8Dzsp970XyI5NxA2BmZxH8y3J5pP5RwCp3X+Pue4C7gTNz1mmRPMpwzJwMLHH3xeG1Ve7eou8a2dtkOG4cGBoGUEuBPcAu9F0jexF3r3D3V8LjGmAlsC/BZ/7WsNqttH13nAnc5oHngJHhd80pwD/cfbu77yAYa/ofDjIgZTpu3P2ZcFwAPAdMDo8z/r5RAKjvWE7bm/URYEqSOh8CXnH3RoIPyIbIuQ1hmcjeJOm4MbNhwDeAaxPq7wusjzzWuJG9TarvmoMAN7PHzOwVM/t6WK7vGpHU4+Y+oA6oANYBP3H37ei7RvZSZjYdeCfwPDDB3SvCU5uBCeFxqvGhcSN7pTTHTdSnaVvhkPG4UQCo7/gU8HkzexkYTvB/keLMbBbwP8Bn89A3kb4q1bj5LvB/7l6br46J9FGpxkwR8F7g4+E/zzazE/PTRZE+J9W4OQpoASYB+wFfNbP989NFkfwK/+fb/cCV7r4rei6cQep56ZhIH5bpuDGz+QQBoG90955F3b1QssvdXyeYgo+ZHQScETtnZpMJ1pxf6O6rw+KNtE39Ijze2Du9FekbOhk3RwMfNrMfAyOBVjNrAF6m/ew6jRvZq3QyZjYAi9x9W3juUeBdBHmB9F0je7VOxs3HgL+7exNQaWb/BuYQ/N9YfdfIXsPMigl+xN7p7g+ExVvMbKK7V4RLvCrD8o0kHx8bCfLPRcsX5rLfIvmU4bjBzA4nyEl3mrtXhcWpxlNKmgHUR5jZ+PCfBcB3gN+Fj0cCjxAkH/x3rH44NWyXmc0Nd2S5EHio1zsukkepxo27H+vu0919OvBz4Efu/ivgRWCGme1nZiXAecDDeem8SB6kGjPAY8BhZjYkzGdyPLBC3zUinY6bdcAJ4bmhBIk8X0ffNbIXCb8bbgJWuvvPIqceJtjAhvCfD0XKLwx3A5sLVIffNY8BJ5vZqDD588lhmciAk+m4MbOpwAPABe7+ZqR+xt83mgGUB2Z2F0GEe6yZbSDIeD/MzC4PqzwA/DE8/gJwIHC1mV0dlp3s7pXA5wl2qyglWAcY3+1IZKDJcNwk5e7NZvYFgv+gKARudvflnV0j0l9lMmbcfYeZ/YzgPyQceNTdHwnr6btG9hoZftf8GvijmS0HDPijuy8J29F3jewt/gO4AFhqZq+FZd8GrgPuNbNPA+XAueG5R4HTgVVAPXAxgLtvN7PvE3wPAXwvzKklMhBlOm6uBsYAvwliRzS7+5zu/LaxYGmZiIiIiIiIiIgMVFoCJiIiIiIiIiIywCkAJCIiIiIiIiIywCkAJCIiIiIiIiIywCkAJCIiIiIiIiIywCkAJCIiIiIiIiIywCkAJCIiIiIiIiIywCkAJCIiIiIiIiIywCkAJCIiIiIiIiIywCkAJCIiIiIiIiIywCkAJCIiIiIiIiIywCkAJCIiIiIiIiIywCkAJCIiIiIiIiIywCkAJCIikoKZzTOzDfnuB4CZTTWzWjMrzHdf8snM/mZmF6U4N93M3MyKertfe6PwtT6wG9f9wMy2mdnmXPRLREREklMASERE+gwzW2hmO8xsUL770te4+zp3H+buLfnuS28xs++a2R3RMnc/zd1vzVefpGfMbCrwVWCmu++Th/u3+0yZ2b5m9rqZXW9mlqV7/N7Mfht5XGxmdSnK5nbzHhkHO8N/vzaEgeTY3zHhuW4F80REpH9RAEhERPoEM5sOHAs48MG8dqYbNOtEeltvfeayfJ+pQJW7V/bCvTplZtOARcDD7n6Fu3uWml4EHBd5PAdYR/Dvt2gZwMtZume6vhAGkmN/z/by/UVEJI8UABIRkb7iQuA54Bag3RIfM7vFzH5tZo+YWY2ZPW9mB0TOu5ldZmZvmdnOsK6F5xL/j3+7/3NuZheb2cqw3TVm9tl0Oxy2c7mZvQW8lez/yof/1/0z4fEnzexfZvaTcKbT22Z2WkLd75vZv8P+PG5mY1P0O2Xd8PyFZlZuZlVm9l9mttbMTkrxPG4xs9+Ey6tqwzb3MbOfh/183czeGak/yczuN7Ot4XO4InLuKDN7NnwfKszsV2ZWks57ldCnU4FvAx8N+7Q4yetZGL6W28xsDXBGQhsjzOymsB8bLVh6lHQJnZmVmtmt4fNdaWZft8jyPzP7ppmtDl/rFWZ2duRcV5+x/cxsUXjtE+Fzjtafa2bPhK/HYjObl6yPYd21ZvYNM1sC1JlZUWfXm9loM/ujmW0Kn9uDkXOXmNkqM9tuZg+b2aSE9yn+2Q7Lrgpfy01m9qmEfp0evi414Wv9tSR9Pwn4BzApfE9vibxWnzazdcCTZlZgZt8JP7+VZnabmY1IeG0vNrP14XO6zMzebWZLwtfgV6lev0hfDiAI1Nzp7l+PlH8qfP93mNljFgSJCN+znya08bCZfTlJ84uAd1jbeDwWuBsYmlD2rLs3Wdfj6SUz22VmW8zsZ5F7AOy0yEweERGRzigAJCIifcWFwJ3h3ylmNiHh/HnAtcAoYBXww4Tz7wfeDRwOnAuckuZ9K8Nry4CLgf8zs3dl0O+zgKOBmWnWPxp4AxgL/Bi4KSEA8rGwH+OBEqDDD+mu6prZTOA3wMeBicAIYN8u+nUu8J2wX43As8Ar4eP7gJ+FbRcAfwUWh22eCFxpZrHXuwX4cnjdMeH5zyfcq8v3yt3/DvwIuCecqTA7SZ8vCdt6J8GMig8nnL8FaAYODOucDHwmxfO/BpgO7A+8D/hEwvnVBD/aRxB8Du8ws4kp2kr0J+AFYAzwXeCC2Akz2xd4BPgBMJrgPbzfzMZ10t75BMGukcCELq6/HRgCzCL4nPxfeN8TgP8meP0nAuUEQYqo+GfbgoDc1whemxlAYjDxJuCz7j4cOBR4MrHT7v4EcBqwKXxPPxk5fTzwDoLPwifDv/kE78cwIDGoc3TYj48CPwf+M+zTLOBcMzs+8f4R+xMEUH7v7lfHCs3sTIKg4znAOOBp4K7w9K3A+eHnnzCQcxLBe5v4PNcTvJ6xGT/HhW09k1C2KI3x9AvgF+5eBhwA3Bu5HmCkZvKIiEi6FAASEZG8M7P3AtOAe939ZYIf2x9LqPYXd3/B3ZsJgkRHJJy/zt13uvs6YEGS80m5+yPuvtoDTwGP036pRlf+2923u/vuNOuXu/sfwlw+txL8+I4Gu/7o7m+G7d3bxfNIVffDwF/d/V/uvge4mmBpXWf+4u4vu3sD8Begwd1vC/t5D0EABYLAzTh3/56773H3NcAfCAJ0hG085+7N7r4W+D3Bj/uobr1XSZwL/Nzd17v7doKABgBhAPF04Ep3rwuXHP1frJ8p2vqRu+9w9w3A9dGT7v5nd9/k7q3ufg/BrJijuuqgBTlv3g1cHb5e/wIejlT5BPCouz8atv0P4KWw76lcHz7n3Z1dHwaoTgMuC59XU/gZhyA4eLO7v+LujcC3gGMsWIoZE/1sn0vweVvm7nUEgayoJoJAUVl4r1e6em0SfDd8n3aHffuZu69x99qwb+dZ++Vh33f3Bnd/HKgD7nL3SnffSBBseWeHO7Q5FBhK8LmOuix8zivDf8/8CDjCzKa5+wtANUGABoLP0UJ335LiHk8Bx4UBnqMIZjc+HSn7j7BOp+OJ4HU90MzGunutuz/XyfNKx/XhLKmdZpbpeyQiIv2cAkAiItIXXAQ87u7bwsd/ImEZGBDdMaieYFZAJueTMrPTzOy5cBnMToIf3mO7ui5ifQZ1IdJPd68PD4clO0/XzyNV3UnRfoX3qeqiX9EfsruTPI61PY1gCU/sR+ROglkTEwDM7CAz+39mttnMdhH8iE58Pbv1XiXR7nkSzLqImQYUAxWRfv6eYBZMOm21e18tWFL3WqStQ0nvczIJ2B55rxPbngZ8JOH1fC9BYDCVdK+fEt57R4p+xV+vMNBSRfuZYusT6qd6rQE+RDB2ys3sqW4sSUq8V7T9cqCI9oHSdD+vyTwM3Eyw3GxapHwa8IvI67gdMNpek1tpmxn2CYLZVanE8gAdBqwJ3/9/RcpKgefpYjwBnwYOAl43sxfN7P2d3DMdV7j7yPAvk5mOIiIyAChhpYiI5JWZlRLMLii0tm2hBwEjzWy2uy/u4S3qCJbAxMR3HrJgt7H7CZafPRTm43iQ4EdfuqIza+rCfw4BdiXerxdVAAfHHoSv8Zgstb0eeNvdZ6Q4/1vgVeB8d68xsyvpuDQrXV3NWqogCHLETE3oZyMwNpzN0ZUKYDKwInwcbzcMEvyBYPbHs+7eYmav0fY5SfkZC9sdbWZDIkGgaJ/XA7e7+yVp9DEm+rqkvD6cATTazEa6+86E05sIgg+xukMJPiMbU9yns9cad38RONPMioEvEMxIi9bvSvRe7foW3quZIMgzOYM2U9/M/Svh+H/SzI4LZw6tB37o7nemuOwOYJmZzSZYrvZginoQBIBuIFiq93RYtpzgNTkDeNHdG8ys0/Hk7m/RtvTsHOA+MxtD12NDRESkA80AEhGRfDuLIG/MTIKlQEcQ/Lh6miAw01OvESy7mBomkv1W5FwJQbBpK9BsQULmk7t7I3ffSvAD+hMWJCj+FEHejt52H/ABM3uPBQmYv0tmQa3OvADUWJCIuDR8noea2bvD88MJgl+1ZnYI8Lke3GsLMD2WdyWJe4ErzGyymY0Cvhk74e4VBMv5fmpmZRYkFj6gk9ww9wLfMrNRYV6eL0TODSX4wb0VgsThBDOAYlJ+xty9nGBJ1nfNrCScGfOByLV3ELxXp4Sv5WAzm2dm6QY6Ul4fvgZ/A34TPq9iM4vljrkLuNjMjggDIT8Cng+X7aV6fT5pZjPNbAhBziTC16PEzD5uZiPcvYng/W9Ns//J3AV82YLk2cNoywWVTiAvE18gWIL4z3DJ4O8IPgOzIJ5E/COxyuHSwBcJZv7c39myT3dfRfD5/RJhAMjdnWDWz5doS+Lc6Xgys0+Y2Th3bwViQbxWgs9iK0E+I8K6sQTZ07v5epSEn5/YX9KE6SIi0n8pACQiIvl2EUFukXXuvjn2R5D09ePWw22hw5wo9wBLCLZc/n+RczXAFQQ/bncQ5B16OEkzmbgEuIpgOc0sgsSvvcrdlwNfJEjqWwHUEiS7bsxC2y0EiZePAN4GtgE3EiRHhiBR8MeAGoJZM4l5VjLx5/CfVSnylfwBeIwgge4rwAMJ5y8kCPKtIHh/7yP10qrvARsIntMTYd1GAHdfAfyUIDH2FoIlPP+OXdjZZyz0cYKE2FUEyZrvibS9HoglH95KMAvlKtL8b7Q0rr+AII/M6wSfgSvD654A/otgBlwFQaAyVX4k3P1vBMmWnyRIwp6Y5PkCYG247O+y8Dl3180EQZZFBO9HA8HnOavCgMylBEGYJwgCNf8D3B0+j2UEOZSibiV4/ztb/hWziCCZ9L8jZU8TLENcFPahq/F0KrDczGoJEkKf5+67w9lkPwT+HS4dm0swu6ic9rO4MrGcYPlc7O/ibrYjIiJ9lAXffSIiIjJQhbModgIz3P3tfPenPzCzzxH82O5sN6nutn0P8Lq7X9NlZelTwhlUdwDTvI/9R7SZfQfY6u6/z3dfRESkb9IMIBERkQHIzD5gZkPC3C4/AZYCa/Pbq77LzCaa2X+ES8UOBr5KsBtaNtp+d7j8rMCC7dTPpPP8MdIHhfmNvgTc2NeCPwDu/gMFf0REpDMKAImIiAxMZxIk090EzCCYzdLnfrT2ISUEu4TVECxvegj4TZba3gdYSLAU73rgc+7+apball5gZu8gmEU3kWApnIiISL+jJWAiIiIiIiIiIgOcZgCJiIiIiIiIiAxwPdpZpS8bO3asT58+Pd/dyIq6ujqGDh2a726I9BsaMyKZ07gRyZzGjUhmNGZEMpfuuHn55Ze3ufu4zuoM2ADQ9OnTeemll/LdjaxYuHAh8+bNy3c3RPoNjRmRzGnciGRO40YkMxozIplLd9yYWXlXdbQETERERERERERkgFMASERERERERERkgFMASERERERERERkgFMASERERERERERkgFMASERERERERERkgFMASERERERERERkgFMASERERERERERkgFMASERERERERERkgFMASERERERERERkgFMASERERERERESkD3qrtChrbSkAJCIiIiIiIiLSx1y9dS1/2mc439tanpX2FAASEREREREREelDVu/ZzdP11QAsqN/J6431PW5TASARERERERERkT5iY1Mjn6l4s13Z17asBmBDUyMALe681lCbUbvZW0wmIiIiIiIiIiI9sqOluUNZnbcyv3xxh/KHJs+irDC90I5mAImIiIiIiIiI9BH13hI//tbaHZ3WLTBLu10FgERERERERERE+ojqliAAdPukQyjx1PW+MnoywwoK025XASARERERERERkT5iZ2uwBGxEkuDOk1MPB2BSUQkfGD4mo3aVA0hEREREREREpI+obmmmAJLO7jEzFkyb3a12NQNIRERERERERKSP2NbSxCArwDLI75MOBYBERERERERERPqIx+p2sNtb44+fnHo404oH8dcph/ao3ZwGgMzsZjOrNLNlkbIjzOw5M3vNzF4ys6PCcjOz681slZktMbN3Ra65yMzeCv8uymWfRURERERERET6CjPjlkmHZJTwOZlczwC6BTg1oezHwLXufgRwdfgY4DRgRvh3KfBbADMbDVwDHA0cBVxjZqNy3G8RERERERERkbxIlgC6p3IaAHL3RcD2xGKgLDweAWwKj88EbvPAc8BIM5sInAL8w923u/sO4B90DCqJiIiIiIiIiGTsu1vXMr98Mav27M53V6hvDbaAnzloaNbbzscuYFcCj5nZTwgCUO8Jy/cF1kfqbQjLUpV3YGaXEsweYsKECSxcuDCrHc+X2traAfNcRHqDxoxI5jRuRDKncSOSGY0Z6aue2i9YZHRJxZtM293EJzfX5q0vW4sLYPIIijdtYeGK8qyOm3wEgD4HfNnd7zezc4GbgJOy0bC73wDcADBnzhyfN29eNprNu4ULFzJQnotIb9CYEcmcxo1I5jRuRDKjMSN90fqmRtj0evxxeWlxXj+nSxtqYctqPnDwLOaUDs/quMnHLmAXAQ+Ex38myOsDsBGYEqk3OSxLVS4iIiIiIiIi0m0XRoI/MRdsXJmHngRqwiVgw/tbDqAUNgHHh8cnAG+Fxw8DF4a7gc0Fqt29AngMONnMRoXJn08Oy0REREREREREemzBtNlcN34/ADY078lbP+pag+3fSwuyH67J6RIwM7sLmAeMNbMNBLt5XQL8wsyKgAbCnD3Ao8DpwCqgHrgYwN23m9n3gRfDet9z98TE0iIiIiIiIiIiabt15+Z2j48uLYsf17a29Hjb9e7YHAafhlj2753TAJC7n5/i1JFJ6jpweYp2bgZuzmLXRERERERERGQvVdvawi3VWwD4xpgpHc5/YP0yFkyb3dvdYl1zA0BOgk/5WAImIiIiIiIiIpI3d1dXxo9PHTY6fnz9hAPz0Z24YQWFDC8oZHAOloApACQiIiIiIiIie5U7dwUBoN/sM6Nd+WGDh+ajO3HVLS2MLMjNYi0FgERERERERERkr3RQSWmHsuOHjGBK0aA89AZqWpspK8xN7qGc5gASEREREREREekr5pcvjh/PLR1OoVmHOqMKi9jR2tyb3Yrb1drC6ELNABIRERERERERyYq5kV2/okYVFFPb2sL88sWcGAkY9YZdLS0M1xIwEREREREREZHuafLWdo9PGTo6ab1RkRk4rUlrtGl172m32qlpbaYsR9vPKwAkIiIiIiIiIgPem3t2A/Dh4WNZMG12yp22StPcgavFnRPXLeFrW1ZnpX/N7tR5K8MVABIRERERERER6Z5fb98EtAWCUhmV5hKs8qYGAF5uqO1Zx0K1rS0AlGkJmIiIiIiIiIhI96zcUw/ACUNHdlrvyNLhTCgsjj++d9fWpPWerq+OHycuL+uOszcsB6DeW3rcVjIKAImIiIiIiIjIgBdbWHXCkM4DQAB3T57JR8vGAfDbHZuS1hkaWap13bb11LVmJ3BzSMmQrLSTSAEgERERERERERnwii0IgQxPc5v1y0ZNSnluZWM9d1RviT9+sn4n71+/DIAHdm3ljcb6jPpWGwkeHVk6PKNr05WbhWUiIiIiIiIiIn1IQw+Wab2wexdHRbaN//zmt5LW+9LmVSxprANgwbTZabe/uXkPAN8aM6XbfeyKZgCJiIiIiIiIyIA2v3xxj65f3FAXP35h966U9WLBn0y9tLsGgKnFg7t1fTo0A0hEREREREREBozFDbWMKiziK1tWU9XS3KO2Hpw8i7M2LG+3RCtVUuieeKimCoDxRcVd1Ow+BYBEREREREREZEDoaqbPX6ccmlF7ZWGi52gA6MCS0nZbv/91yqG0uHNWuItXzO7WFkojiaI78+7S4fy1torRhbkLAGkJmIiIiIiIiIj0e6etW9rp+QXTZjMszYBMjJkBQZLnmEdqtzO5qIQPDhvDb/eZwbCCQkYUFnHskBHtrq0I8/qk46+1VRn1qzs0A0hERERERERE+r3EJM9nDx/DF0fty/012zhj2Oget/9ITRWrm3ZT29pCbWsLt4+Z3O78tWOnccK6JRQArcC2lib2p7TLdmuztH18VxQAEhEREREREZF+63c7NjHI2hY4PTrl0HZLrz5cNi4r9/nJ9g3x47OGj+lw3sxYMG0265sauXDT63yj8u20dgL79faNWelfV7QETERERERERET6lVZ3AFY21nPPrq3cVr0FgPeUlqWddyddV4zet0PZqUNTzyiaXFSSUfv7Fg8C4PZJh2TWsQxpBpCIiIiIiIiI9BtLG2q5YsvqpOfeMWhI1u939vCxXJ8wS+fAktRLu2J5gwBa3CmMPE7mpp2bAZiYYeAoU5oBJCIiIiIiIiJ9zpN1O3iwZluH8lTBH4Bzho/NSV9OT8gh1FVQJ2b1nt1p3yPdNrtLM4BEREREREREpM/5/rZ1ABw/ZASjCovZ3dqCJ6n34eFjWdvUwAlDRzEky8u/Yq4aM4Wrxkxh0uiIAAAgAElEQVRJu/71Ew7gii2r+dfuXRzUxayksYVFzBk8vKdd7FLOZgCZ2c1mVmlmyyJl95jZa+HfWjN7LSyfbma7I+d+F7nmSDNbamarzOx6sxyHxEREREREREQkr6I7Y52zYQUrGus4ff0yzlgfhBhmRYIqnx01if+dcACnZWGnr2w5IFwidnuYmyiVJm9lW0szYwqLc96nXM4AugX4FXBbrMDdPxo7NrOfAtWR+qvd/Ygk7fwWuAR4HngUOBX4Ww76KyIiIiIiIiJ9wNbmPe0eX755VbvH14ydTpHB8IIiivrgPJHoTKRWdwpS9PGR2u0A3Lmrks+MmpjTPuVsBpC7LwK2JzsXzuI5F7irszbMbCJQ5u7PubsTBJPOynZfRURERERERKTv2BWZAZTMuKJiRhUW98ngT6KvdJKz6Bdhcunjh4zIeT/ylQT6WGCLu78VKdvPzF41s6fM7NiwbF9gQ6TOhrBMRERERERERPq53a0t8S3do3a2NANBLp2YQWGw50fj9uudzvXQ/47fH4DFjXXML1/cad1rxk7LeX/ylQT6fNrP/qkAprp7lZkdCTxoZrMybdTMLgUuBZgwYQILFy7MRl/zrra2dsA8F5HeoDEjkjmNG5HMadyIZEZjRhI1Glw3fVT88TVv74gfP182CMYMYf0LL3NNa/sAUePbO1jYW53sqf3ant8fnv8XM3Y3Jz3/1FNPJb08m+Om1wNAZlYEnAMcGStz90agMTx+2cxWAwcBG4HJkcsnh2VJufsNwA0Ac+bM8Xnz5mW7+3mxcOFCBspzEekNGjMimdO4Ecmcxo1IZjRmJNGd1Vtg5+b442OPPz6+FfrrOzZRvGsbpx17HP15L6hrIzN/3pw+kUsiM5p2t7ZAmNQ61djI5rjJxxKwk4DX3T2+tMvMxplZYXi8PzADWOPuFcAuM5sb5g26EHgoD30WERERERERkW6aX744/hdzYyT4A3DSuiXx463NTYwrKu7XwZ9ELzXUtnt8+vplKWrmRi63gb8LeBY42Mw2mNmnw1Pn0TH583HAknBb+PuAy9w9lkD688CNwCpgNdoBTERERERERKTfWNlY3+n5+yfPjB8/VbcTgGWNdQy2fKUtzp5HpxwaPz568PCkdR6feliv9CVnS8Dc/fwU5Z9MUnY/cH+K+i8BhyY7JyIiIiIiIiJ9W0VzY/x4dGEQhmiJJH4eXVgcP/7utnKeGDKCypYmKluaeq+TOVJaUMg/px7OyeuWcEBJaby8sbU1flzcS4Gu/h9OExEREREREZE+qdWd729bF3+8vaWZFnc+tnElAKcODZIg/31K2yyYh2q29W4nc6zAjBGFRVS3tiWA/sSm4PmfWzau9/rRa3cSERERERERkb3K2qaGDmUXb3ojPrvn0yMnAjCooID/GR9s7/7LHZsA+ETZ+F7qZe5tb2nmkdrt8cfbwm3uezPDkQJAIiIiIiIiIpIT0fw/Pxm/PwDrI0vCxha1Lf8aE1kKBnDRyH1y3Lv8qG1tiR9/NgyA9QYFgEREREREREQkJ15sqKEY459TD+fI0vZJkA8dNKTd47KCtjTF7ykto2gA7QB2VJgAutWdzc17APjy6Mm9ustZzpJAi4iIiIiIiMje7an6aiDIg5Po+CEj2z0eGyaILsb4YbgcbKCIBbO+vfVt3tqzG4CJRSW924devZuIiIiIiIiI7FXmDRmRtHxEQfuQhJmxYNrs3uhSrzu3bBzP7N7F87tr4mVHDB7aq33QEjARERERERGRvdzT9dXttmbPhvIwAfTqPR0TQQNUtuzJ6v36stmDh3Uo663t32M0A0hERERERERkL3bhxtfjiZmzOQNnbRj4ObtsbLzs0yP34aadm4He3QK9rzmweHCv31MzgERERERERET2YtFduWLO3bCC+eWLe9TuDTsrAHjnoLbZLyML2vL89PYMmHy7NLLj1w0TD+r1+2sGkIiIiIiIiIjEtbiztaUJgPnli7s9K6i6pRmA6SVts11WNwUJkJvI7nKz/uD8EeM5L5z11Ju7f8XsXeE2EREREREREWnnXZH8NPPLF/PZijfbnd/d2tKtduu8tUPZBSMmAHDLpIO71WZ/Z2Z5Cf6AAkAiIiIiIiIie7WqcLZPzOqm9kmbT1+/LOM2PUVC6dGFxSyYNptpeciBs7dTAEhERERERERkL7arpaVdnp6YsYXF3W5zR2uw/OtDw8d2UVN6iwJAIiIiIiIiIn3cHm/lrT31WW/X3alpbeEdg4a0y/VzTGkZf548M/4402VgO8L8Pz0JIkl2KQm0iIiIiIiISB93yrqlAPxtymEMLuh8LseHNyynqqWZhyfPYnhh5z/7d3srzThlBYVAx23gywoK2dXawrO7d3HC0FFp9zcWAHrHoCFpXyO5pRlAIiIiIiIiIn1YNJ/Oqw21nda9YONKqsLgy3VV67tse1c4s6csRaBo36JBANxRXZlWX2O2hXmFNAOo71AASERERERERHKmxZ355Yt5tmxQvrvSb52wbkn8eFljXcp688sXs6F5T/zxM7t3ddn2rjBYNDycAZTokyODXbtmDx6aVl9jfrV9IwCju5iBJL1HASAREREREZF+aHtLE5dWvElrit2W+ooF9TsBeHyMlgJlw592VTK/fDEP1mzLSnuxGUAjUgSAZg4KAj8P1lRl1G5sC/jSFO1K70s7AGRmo8xslpntb2YKHImIiIiIiOTRhzas4K09u/nyltX57kqn3t7TtqX4vbsyW0YkwQyqZH4RzrCJqWpu28r9Y2Xj024/lqtnRIqZOkP183/A6PSdNLMRZvZtM1sKPAf8HrgXKDezP5vZ/N7opIiIiIiIiLSJ5oRZ0smSoL6gmba+/nZHRR570v+4O1dVrkl5Pjr7a1NzIwDnlY3jklET077HrdWbgdS5esyMDw4bA0BTOKunK7F+zVIC6D6lq1DefcB64Fh3P9jd3+vuc9x9CnAdcKaZfTrnvRQREREREZG4Fxtq8t2FtDV5K6WaRdItJ6xbEk/6fNWYySyYNpsHJ8+Knz9x3RLmly8GYGe4lOv4ISPbtfHzqg3ML1+ccqngxjBn0JBOlmodVFIKwNP11Wn1uz4MFE0pUt6nvqTTUeju73P32919Z5JzL7v7le5+U+66JyIiIiIiIokaE37Mn7FuKfPLF1MdLufpS3a0NDO2sJhD6oJAgyf0fX75Yu7btTUfXcuZu6oru9ytK1PHhYGdEYVFzC0d3uH8LTuDmTxDEwI5D9UGuXtea6jt8Nqn66BBQQAo3TxANeHncPbgYd26n+RGJjmADjezD5rZObG/XHZMREREREREktsc2ekJ2mZc9MVAyvaWZsoKC9l/dxAUiG0PDsRnr/x6x6a89C0Xmt25YWcFX+lhbqZo7p/PjZrIsEhg59ShozvUj83SmVRUkrS9lxpqOGHdEr5d+Xa8LBYQOmNYx/aiZpQES7nW7NmdVt9rPZiNNEwJoPuUtAJAZnYzcDPwIeAD4d/7u7rGzCrNbFmk7B4zey38W2tmr0XOfcvMVpnZG2Z2SqT81LBslZl9M8PnJyIiIiIiMuDcGwZ65g0Z0a78jj6YZHlJYx3LG+sZ1xQEBc7duJKn6josMqG5j+9mlq4z1i+NH/dkh7a7wvdy36ISzk1I6nxswvsOUFpQwLCCQgrNABicsOzurvAz82xka/iacNnYtOLBXfZn/+LBac/oiSeWLtAW8H1JujOA5oa5fy5y94vDv091cc0twKnRAnf/qLsf4e5HAPcDDwCY2UzgPGBWeM1vzKzQzAqBXwOnATOB88O6IiIiIiIiOfelzauYX76420tnciU2i+aacdPble+fxg/5fDh80FD22dMSf/zdbeU0trZPKHzjzoGRIHr/4tL48dqmhk5qdi62nO/csnEdzhWEQZ4Yd6eyuYnBkfKjkywTS1QZfo5GpdgBLGpNUwPPRIJHndke9n10Gu1K70k3APRspoEXd18EbE92zswMOBe4Kyw6E7jb3Rvd/W1gFXBU+LfK3de4+x7g7rCuiIiIiIhITr2yuya+w9ZNYX6VviDVtuAQ/EjvS2rDGSaFGINb2/f71MhMGYB7srh87a7qSuaXL44vMetNr++pjx/3JA/QfTXbADgtxfKsBdNmc/moSQDsam3h37t3sS2SA+ro0rIu7/HLcCv5TJJ0b01YfpjM/1atBxQA6mvSfTduIwgCbQYaAQPc3Q/v5n2PBba4+1vh430JtpmP2RCWQbALWbT86FSNmtmlwKUAEyZMYOHChd3sXt9SW1s7YJ6LSG/QmBHJnMaNSOY0bga2nUUF/GJK2zKbO3dVsnntWt5b3ZjHXgXWDC6CicM5sL6JhQsX8p8Gy4aWsHDkYKqLC/vU5/KPE4fB4GJGVWyltrYWGNWhzgUVNdw+MZitMr98Mde8vaPH971hv7b7/HPhQjLNRHNteH2mfWkGiNz7Vzs2MfS1FR2CX2kJ2/n3U4tSVnl7eAmMHcr3VrwCZcGOW7H3v6XQYOrIpNc9/tRCShyGjiqFkYNpfOFVFnbRnSFTR1BfWMC5G1d2+bq0hn1/ftHTXbQqXcnmd026AaCbgAuApUBrF3XTcT5ts3+yxt1vAG4AmDNnjs+bNy/bt8iLhQsXMlCei0hv0JgRyZzGjUjmNG4Gtn/U7oCqde3K/jl6CN86Yi6vNtQyJ8XymqrmJhwYW1Scs75tqt4COzfz9QNmMuMdQXLek4DBOzbxl5ptHH/88VjCEqF8uTacgXPuzMOpqH6BBdNms72liQ9tWBGv86m57+X2yEydbIyrayPtNc85nBO7SHKc6vpM+/LpTW9AUwPjC4vjy6v+Z9pIFkybnVE77s6g9Ut5/7AxzJuX+tqG2u08WrWeV8Lgz/CCwnZ9/mn4PO7a9x38fPsGThwyih9VreOQ98xlavFgnt22jvENtZyQxvM81p2T1i0BOn9d6ltbYP2yLutJerL5XZPuPK+t7v6wu7/t7uWxv+7c0MyKgHOAeyLFG4EpkceTw7JU5SIiIiIi0sfFluB0tmSpP/jmmLafJCetW8JVlWu4NcWSsA9vXMFHNq5Iei5bYkulEhP3ji4sYo87dZ6N/2efXQcPGhI/Hl3YMTh256RDsnavutaWdo+vq1qfomZyqyI7XSXmKepKbAnebyfO4OjBXefgSeWNPbtpdGdcktcq6qiEQOTDUw5t9/ifUw/nyamHs09RCdeN3z8emPz6ljW4O4/X7YgHqrpSmGZQ8Yz1y7quJHmRbgDoVTP7k5mdn4Vt4E8CXnf3DZGyh4HzzGyQme0HzABeAF4EZpjZfmZWQpAo+uFu3ldERERERPLg2TQTx/YlPwpn/zw65VBOSTJ75JbqLWzpJBdKTSQXSzbVt7awKwxwlCTkbRkZ7rhU0Zz/ZWpdOWv4GID4zJhJxYPiO1s1ZBh0SbQ8zNvU1dbmqfxX5dr48eaWrvPdxGxsanvdRxcWc92E/bt1f4DPbQ6ypXQ1kyxZMC2qwKzdbLAxYU6eLS1NbEgjl09PXDpyYk7bl8ylGwAqJcj9czLpbwN/F/AscLCZbTCzT4enziNh+Ze7LwfuBVYAfwcud/cWd28GvgA8BqwE7g3rioiIiIhIHxad9XN/FpP79rbSgiB7zKMJMysAztu4st3j6kjQ5+Haqqz3ZY+38p1IcCJRUfhDvyLHP+zTFds5bW6S5XJfGj25w7Ko2A5m3922tkf3/Ubl2wDMH5I8/01XokGfqub0ZscAfL1yTcpzO9KcZZMok+dw+KChXdaZUjQofnzhptc7lGXT+SPGd11JelVaAaDI1u/Rv063gXf38919orsXu/tkd78pLP+ku/8uSf0fuvsB7n6wu/8tUv6oux8Unvthpk9QRERERER6X01kGU5RH8lH0xOlBYUsmDab/xw7lRMiP8qv3ro2fryovjp+fOPOzVndgWpbcxOnrFvKq43BrlKfGblPhzoHlwTLrH5e1TeyZuxoDQJi705zKdQRg4cB8PzuGjY19XwW0zvD9gAquxkU25jBdbGtzx+feli87OIRwfv0dH16s+BW7dnd7nOTuN17Zz47qusZN2bG7/aZ0a7spKEdE3OnMqmoBGgL7sXsbGlmZ0tzXnZdk/SlFQAKl2D9zMweMLOHY3+57pyIiIiIiPRPO3K0BCrfTho6iv8aN43fhz+in66vZkm41fc/6jrujNSUpXw8j9Vtb/f4vLKOsytiP85jgZd82xAGcSYXpzfD5MCS0vjxx8PZKZmKblFeYMbBYZu3VW/pVnuJr3tnGsL3ujiyNO/ocPbT0/U702rjkoo3M+hdYMG02SyYNpuZacwAApgReZ0BCjKIz8aW1dUk5Fk6e8Nyzt7Qtlgn9lmUviXdJWAPAmuBXwI/jfyJiIiIiIi04+58quKN+OOXwgBJf1Gb8OM2mYMiSY2/tGU1O1uaWRrmnonOENqSwRKiztQn5MVJlpC3r+z8FfN2mBA53SVGwwoK+efUw7t9P3fn3HBZ3qnhrJZfh4G6R2q305pGMvLqhMDlmj0N3e4PtAW1EvM1JbM+YdbT+WXjenTvVArMuH7CAfHH5wwfm/a1E8P3cmtkSdubjfUd6t257zt60EPJlXS3gW9w9+tz2hMRERERERkQfr+zIt9d6JEnw5k8syJBnq5si/wg/s7YqcypG86Pq9azpXlP2jNgOvOnXZUAXD/hAIYXdP0zrra1hWFh/qJ8+VN10OfxGcwGKTDj0EFDKCLzYNamyOyfq8Kd26KBstPXL+XvXQSYnkqYqbM7zRlcseDSqQnLqQrNGFtYxMgw+XJdawuDrCDpssgLE2Y95XIW3WGDh/HzCQdQagUMyeBzMiX8LN+zayvfHjuVzc17+GyYsFr6vnRnAP3CzK4xs2PM7F2xv5z2TERERERE+qV7Ikmfjwt3dupPW8HvCfv6g3H7pX1NbOlOSbjr0qHhcpx0t9juTDTfymGDhzG9ZHDKukeF+XZe2l3T4/v2VOy5p7t9eEx1SwuvhbOpMhHdbS6aO+fscIZLYxqfwSfqggDQrEFD4ruqpTNz6I1w6/hkNcsKiqhuaeaF3bt4//plvG/dkg519kQCTWcOC3ZIiwWxcmX24GHtZrKlIzab6x91O5hfvpjzExKhS9+WbgDoMOAS4Draln/9JFedEhERERGR/inxx3IsAfDWLARCesum5kaGWgEjupgZ8eTUwzkoIZ9KLHg0Npzx8eOq9T3uT2zb95FpzPz5/OhJAJQ39WzpUk/dG85Y6o714Tb2mT6HZ8JEy4eUtA9qXDF633aPlzbUsTbF0q7YMr4Th45iXLgF+4lJAjaJNoV9/mC4vX3UiMIidrY2x3cnA3g74f6xZOLvHDSMK8cEO6RlkgC6twwqSB5CiCa+/vuUw5LWkfxLNwD0EWB/dz/e3eeHfyfksmMiIiIiItL/RLcgXzBtdjwZ7OtJ8oT0VX+pqaLOW7vMqWNmXD12Wruy74+bDrRtHw/w+x2betSf7WHw7JJRHXf+ShR7vddlYRet7mpx57c7ur8MMBZ4uyPDxM2xHdLeU1rWab0rtqzi4kiOqmTmDxnJV0ZPjj9uaO18KdgPtq0D4KCSJDNqHJYnfP6/mLBs6vlwxtbZZenn48mXBdNmc0lkF7qHJ8+i2AriyahTBYkk/9J9Z5YBI7usJSIiIiIie7WVe4Ifut8Ml6/E8t8saexfiaDTFc2zc9ukQ3hvuOQN4H/GB0vI7o4sicvEV7esZn75Yh6tDXaiSieZcmwHqifT3HUq2/Z4KydFZszc1Y1kwBeMmAC0LcfK1HuGdAwATSgMZvM0RgI5nS3tGllYxCGR5VGnrV+asm60nWS5fV5N8tmvS5Fb6L1dBK/6io+NmBAP+AwvTDe1sORbugGgkcDrZvaYtoEXEREREZFUdoc/sGM5cMaFP7z/UlOVtz5lIrZt+2lDR6dVPxoAmpKQ7PmoyI/5+eWLgSCfT7r5kF4Jd0+7r2YbAGPD1zJdj9Zm9prfVV3J+9ctpT6NXdCSuaN6C6esawuUXDBiPPt0YzvwM4Z1XEaVif2LO+ZIOi3cvvyVyI50GyOz1VJ5aPKslOdWNtazpXkPK8LZPYckLAdMZsG02UnLB4eBu762k5sMLOkGgK4BzgZ+hLaBFxGRAWh5Yx2f3vRGv0pSKiLSl/xy+0aerq/mZ9s3AMTzp/S3H7SxPDJ/q9ueVv2uEhwnLkf6yfYNnLRuCTu72OEp2ffRmKL0AkBnhXlo/rdqQ1r1Y27YWUGdt3LG+mUZXReztKF94uZPjZzYrXYG93AJUbLP3Ihwlsq3t7bl4UncdSuZssjsljcSlnF9fvNbnLdxZXyG1pciS8aingh3HvtNuCX9nMHDGJMwa2ZUYREnDNGiG8mtTkeWhSPH3Z9K9hetIyIi0p99YfMq1jQ1tNtCVkREuvZaQy3zyxfzQM22eCJbgBLr+FNjdzdnlvSm7277/+zdd3xb5dn4/88t720nsR3HsZ2dkGVWC5QCcYBCWd0UuuiCH51PaUtp+5RS2tIJhS8dFOiglJaWQkspZRMH6KBAH3AWCVl4JbEd7z2k+/eH7iMfyRpHtiTL9vV+vfKKdHQk3bIlWefSNeqB8V46TixPy+QtAeO/LTeULGW9KSW6o/OQL1jwoMnqCcattV8ZFXj74gT7mQYTKhARzojDcefhDNlu45GK9VO+PYDbHPZPeluEoNUGk5EWyF6+FepLoOMzcwG48sheDowMUlNfx34z9QvGg4XLQ0xnS1GK2qpqjjHPg5eG+mi3BQDHtObw2EhUzzkhJiPSO0itUuozSqlK+0alVLpSarNS6jfAZfFbnhBCCJFYOugAVyFEMG+p30ZNfR0vJsG4aTE9utxjXNWyf8L2dSFGSz/W3+k30jzZPDfQ7Tv95fmVYfb094tFq/nKgtD7HxnzNnG+19YL6DdhGhwHBn8g+vKvBSmpnGgCF04cCfgCJNqA0Dsbd7LNTNA6N6fIrwn2ZFjNte/vaePOzsMR19MTIbi4JEhZGPhP+KobCt6n6qbS5b7THzv8GgAfN//bpTkM0FkZFDX1dTSPDvsmiM1zmOElxGRFeoaeC7iBe5VSh5RSu5RSB4G9wKXALVrru+K8RiGEECLu8swH1cEIUz6EEONGTcD0X4PdEfYUs9U7mnZO2Hb3ojX8xJS6WE4xZVC3djSz2cFI7eliz2BaHyKINRl/cNgIuds95usVZLHKgvZHORL9qHuMl0IENIKx+tican5XnRFK1Owe6j1Kp2d8/2vCBMOcqsnxPm4P8PueVm4OU862z5aNE4qVhfO9kqX8qmw1vypbNWGfL7QemPR6P1IQeUKb5TumOTjABw7t5qcd3iyncskAEnEWNgCktR7SWv9Ma30qUAWcCRynta7SWl+utX45IasUQggh4qzXfHN4gxnjKoSI7Awz7ejpSU7qETNbsEye2qrqCY2QAd6d5z/aOpmzgAC2VG6Mae+iSH2CLPcHTAurSM0I+vN0oirK61mNn0/IygPGeyE5cX9P6HK2ROiOIlh1UlY+S9MzWZqeRYb5vbSOjfiVf92zaM2E690dZJudJ4oM4vUB5WgvDHmzKNeGKFMTIlYcd9fSWo9qrQ9rreUvvBBCiFmr0aRhCyEie8aUy/TOgL4uIvb+GsWEqWMDSpEiletMt3i0Oc0IuM1MW7mQ1pqa+jru6WkFvP2HbixZxt3la1id7s1EOj/X2VQyy2lZ3gCt075LPza9dqxR87d2Nju+r5Ntja6r4xTECNf/6J+2LMRfBsnsCeU8M23svc2v+pXdlQcJnkUKxJ0dogdUMLmuFGqrqif0JcqdYtmcEJFMrb26EEIIMUucbL7xjOYDnBBzWas0TJ/z/tDtDVasSc/ij+XH8FjFhpD7ugKCH23u0biubTLaxuK7pvNso81rsgsZ1h5uaW9i+1A/5wU0MP5/pSt8mTinZOdTW1XNF+dXRHV/+0a9ZVHRZuidaO43Gn/q9WYu3VSyzK9fzlRdYZsi1uoO/Z5jNdZ+rGIDyxyMYrd8pmjRhG2/Klsdcv8HF6/jnkVrfFO9wJv1VltVHTRoFIl9XP378kuivr4Q0ZIAkBBCCAG4TeZ2zhRHzwoxV7y3+VW/854kL+mZjY6MjTAag8lNk9Vigjhn5RRRkppORoT3z9qqan6ycAUAR5MwAFQ7EN9Ch88ULSINxR/Lj+GEzFw03iyqz7bs85uedVxmLgti0Ax4scnkuakjulHw0To0Op45e3xWnuNyNycuyS/2nW4JEaAb9LgZNu8/kZ6DgYJlei0NMckLvKPky9MyfP2EttgCQZNxYd54UPCywtIp3ZYQTsinXCGEEHOe1poXTf19jzu5yxKESDafLSoHoMvjvAeHmLqG0SEubX6VtzRs56CDBrjxcLrpAfUu20F6JNYkq6NxzraZjC39nYA3ABMPSimeqNpISWo6xWECPD8sWRaT+/tAgfOAQn+IMrGPHtrDw73hS/3ef2h3VOuKhjKBlrfnzQ8ZNPyZwzHxodxRtjLyTiFMtVRweXoWdy9awx1lK8OWuAkRK2GfZUqpXqVUj/nXazvfq5Ry3hVMCCGESGI/tE0W2RLnb4CFmG1KzIFsqG/nRXw02rIuPhpkHHUiDHk8rImi3AZgXkoqAO1JmAG01wTSLrKVasVLcZCR7lsqN1JbVR2zDJoC87N2YrsZ3/75eYuB8cybg6ND3NTRxB9NuV84Dy5eN4lVOjPk8dDrcQftZ/SwKf+6r3ztpG57ZXrspr1NRkVaxrSvQcwdkaaA5Wmt882/PNv5PK11frjrCiGEEDOFlH0JMXlWI9vfdrdM80rmlr3TlPVj1+EepShIICOcNPN8uSsJny9nmR5wb8qO/2HOAtvP7fHKDdRWVcel8fQaE1hwRyjR/ErrQQBKTUDX3nsH4OddhyPeVzQBp2g9ZrKzrF4/dql4f27hsiVdVgUAACAASURBVKoi2VK5kbflzvfr7SPEbOT4E69S6s1KqY+Y0wuUUkvjtywhhBDJbtDj5pWhvuleRkzYp9GkEfsP4ELMNvaDyZUmA+Tfg5Icnki/SYIASodnzJfRM1nDnunrYWQZ8Lh5uLcdBRS5UhNSipNnfm6fKCqL6/29xQS1esKUaNr7SJ2Y6W0AHSwY9WiQ4EuivNdkJDWMTpzUOT8llTNMOeJkKaX43PzFMe1fJEQycvRuo5S6DrgG+IrZlA7cE69FCSGESH7nNe7gqpb9vDwLgkALU9N9p9Plw58QYXm09o1LfktOEfm2AICWRtAJszJI6VXL2AhPm0yJeHNrTZd7agGgdzXt5NzG7bRN40S5mvo6zm/cwU0dTTze30lnAntZ1VZVc3GcJz+N4X1N1gcJnFjsU8Ls09qs6VbnmCDScwPdE6474HDE/FR9yPQzeqjPvx/RqPbQ4h7l9dGhhKxDiJnOabj5HcBFQD+A1voQEP18QCGEELOC/dv/vgR9+IunXttjGJYDWCEm+GZbPZ85sheAf9kyfd5gxkV/0BycdbilEXSi9LrdbM4u9J2vqa/jkuZX+fbRBvbFqDysxz1GTX1d0GzPbs8YHoi6BMzOer58o60+ZmsW/qwSsFBNngFuNlPC3pQVvPTtajN+fknAmPM+j5u6of5YLDOibFdK0O1W77HN2UUJWYcQM53TANCI9n6lowGUUjmRrqCU+pVSqlUptSNg+2eUUruVUjuVUj8w25YopQaVUq+Yfz+37X+CUmq7UmqfUupWFY/iWCGEEFGxvv0H+Evv0WlcydS4tebyQ3t8j+GkrDzG0BF7JQgx19QOdLFjeIBe9xg7TLPYbOXy9UxZm+E9yDzinr5Mjrlk0OPmiHuEJWmZ3LVo9YTLL49RU2irr9NVLfv5ddcRv/dGK3gzzxV9BlBRwHV2jQxw+eHXeLIvMdlL4VwZ0PtmpiszGa7hmm6/OctbPvXpokVBL7fKou7taeM3XUcAb8DxwsYdfLXN2zvo7kVrYrZmp7TWfNBMICuKY/8hIWYTpwGg+5RStwOFSqnLgaeAOyNc5y7gXPsGpVQN8DagWmu9DrjRdvF+rfWx5t+Vtu23AZcDK80/v9sUQggxvWZyCdi/B3vYZ0sbPy7DO/p3WE9/TwohkoU9c+CZgW7azDfuD1Ws9223ggAtkyzlcWvNP4KUl4jgrHKeJemZVKVlxu1+jth+n3d3t/gF/ztMQGHeJDKALi8KHmRJdCNxt9a4gPfll/jKnd5bEN+SrEQrSknFBSFHqMP49Et7OXQod3W3BM38LXNw3ak61wScrUlg/2f7/HFurmQACeGEowCQ1vpG4H7gAWA18HWt9Y8jXOdZILBT2CeA72mth80+YecJKqXKgHyt9fMmA+lu4O1O1iyEECI+ZlOPj4yAxpuZZhrYkASAhPC5rfOQ7/RNHU0ovAd79mapuaY8Y2v/5II4ZzVs49q213leGkk7Yo3srjIlOXcvWsPK9Cx+unBFTO/nv2EC/L4MoElkXrw1d57v9HJbACsRQQS7Lre3jG0q06OSXYpSePDv8xOK00KLCxt3TNiWmoAijReHegFvD0KA77U3+C5LS0DjbiFmA6dNoD8P7NJaX621/qLW+slJ3t8q4DSl1H+UUs8opd5gu2ypUupls/00s60caLLt02S2CSGEmCZWg8yPFiyc5pVMnb155WUFpb6AUDJMpREiWRQHZHg8PdDF4YBMn1Jz4L40PfpslCHb680aRS3C+5kJypWnegNAFWkZ3FG2irUZ410aYhGsHwwSDLeyL8YzgCZXepNvgoa/WLSai3LnA/CCOcBPlDbzGAKf47PR2BSfD4Fj4a1tt5Qu58HF66Z0207dV77Wd7rf4+aoCULeW35MQu5fiNnA6Tt2HvCEUqoD+CPwJ631ZHI0U4F5wMnAG/CWli0DDgOVWut2pdQJwINKqajfSZRSVwBXAJSWlrJ169ZJLDH59PX1zZrHIkQiyGsmvg5mpkJZHqO790KZtwHsY89sJXMGJgY9WZQFhd4D1leaGlg5MAqluTz3wn8oGZ1bQSB53YhQ9hVlogoy0QHf8E94viwt4u7uFpa+sjuq2/9TcQ7kegNIi4fGZtTzcLpeN1mVBQymuHjumWcmXFa9IJu6vAwee+5ZsjyTf2PuSVFQ6W0yfXV9Fz+s8p4+r3EH1x3s5OX5WWTmpPOfZ5+b1O1fZf7fenArxwH/Ks8n2+OZ8PMcVjDiUuS5Y/9HZnd2GpTmUv/KNkZHZv5Ag1CWl+YymBLmtbXUWz4V7rlcBnwN+LbZd8ngKGUHd9EJRNO5acqvGXP/d7/0PJR6y7Z3/eNfRPeuI8TMEsu/NY4CQFrr64HrlVIbgfcCzyilmrTWZ0V5f03An0051wtKKQ+wQGvdBlhlYf9VSu3Hmy3UDCy2XX+x2RZqnXcAdwCceOKJetOmTVEuLzlt3bqV2fJYhEgEec3E1/X1dQCcetzxPH20nkNjI3hO2MAm8w3uTPJk60EwJScnVlSxPC2L+9sOsvHEE1ljmtrOFfK6EaH852gD84d6uaxgITd1jCdmBz5frPeGTZs20TY2yocP7eahivV+pWLBWNfLUIr184vZtPqE2D6AOAp83XS7xzg4OsTu4QEuiWMvmUdbDtDtGWPTpuqJF/Z3UXe0npUnv5EVQUbFO/XiYC+0HuBHpcs5riqXiqF+PtuyD4CqN51Md3sDC7Vm06bjJn0fdo+2HKDHM8am1Sf6ba8xz4/HKzeQHuMyn86eo9DZzLknnTypXkYzxc+adtHmHg36Hm/9fFNRjv4GnGk/M4m+z1P9W/PgkX3UDfdznwn+fKRgIZuDvQ6EmEVi+Rkt2nfRVuAI0A5M5q/ag0ANgFJqFZAOHFVKFSulUsz2ZXibPR/QWh8GepRSJ5vpXx8C/jqJ+xVCCBFjS9Mz+X7JMgB+2nEowt7JqdL0z7iisIxL8kukB5AQTCwd6nCPMT8lzdfnB+Dz8xYHXo3jMr0HZG6tubh5FwPaww/aG0PeT9vYiO/gE2BRaoavueydnYcZmYGvw7c37eSqlv3c3nWY9rHQTXenqsczRn6I6Vslpp/NS4NTK6f6UusBACpNmdmGzPHyso8e3sPekUFetzXRn6pcV4rv939kbIRfdB5m1PYcOKdhe8zuy2JNgCycxCSzmaTQlOmFKwu8MG9mfIlz1Xz/956L84unaSVCzExOewB9Uim1FXgamA9crrXeGOE69wL/BlYrpZqUUh8DfgUsM6Ph/wBcZrKBTge2KaVewdts+kqttdVA+pPAL4B9wH7g0SgfoxBCiBixjwBOVy4Wmb4fAzPwQA2gx+NmfkoqlxaUkKoUGSZTQaaAiblqRHvY3LCNdzTu9G17YaiXPSODVNsCAMEOFk/Jygeg2/QJA3iiv5Mt/Z083Ns+Yf+Lm1/1O5/nSqHH42ZLfye/72nlg80zq6jjawH9i2IZHAnU43H7eugEshop10dx/53uUb7UciBogGC+rUFy4Pj2WMp1pdBrAkCXNr/K73pa+VLLAUfX/edANzX1db4JdU41jnmnqbkS0MB4OtVke8v3hgN+v/a/6Z+dNzParC4IyNSyvrgRQjjj9F28Avic1voVpzestb40xEUfCLLvA3gnjAW7nZeA9cEuE0IIkVgvBjTonOkfmrvcY+TZDmgyTXnBkDSBFnPUJw/vBaDLBHH2jgz4LitKSePYjBzOC1HuWWoCBe0B46a/ddQ7qeeCMBkGZ2QXMKI1bbbm0q3uUUa0J+ZlP/Hyz4AJZntHBjkhKy/m9zOmNYfGRjg0NsLXqJpwuZXN8lh/J9csqHR0m+9s2gXA5oZt1FZV+xo9B/rNotVc1DQeHDzW1nR6qnaPDNDtcftlhb1ipp1F8rW21wG4uHkXtVXOy4EqUjNmZKZZtHJMsLDP4/YLmPxjYHJT+6ZTjiuFD+SXcE9P2GHSQogQnI6B/wqQq5T6CIAp2Voa15UJIYRIOh7zbeGtpct92zabbxZn4ofofw32+H1L75sCNgMfixCxsD8ga+TomDcQdLUpu7h54QrOzi0Ket35KVYAaCzo5f8eGA+Q2ANL3y1ZyjeKl5CtXAxoD5226/9fmDHkycRjy6SwJiI1meySWHusryPs5fZR3n0hAjl27oCskJr6Oh40GVtWWZ8lL2Di1/8EKQWcrNOyC0JeZmUeBa412LZopp+50ayLYRArWeWaoE/g8+EBUwK3agq9oqbDx4rKuLFkGb9dNIkmRELMcU5LwK4DrgG+YjalAffEa1FCCCGSS4d7lJr6Ov7XfMtqjXwGby8KiE9/hniyDhLsH3x9GUAxGJ8sxEwT2LNmTGse6G0D4M1ZoQ/OLVYAaN/IYNDLv9o2XiJ1hck0Kk1J42RTOpbjSmHA42G3LTiURuKzDLXWvgPllrER33uFR2tq6uv4Zlv9hOtY5VanZuX7SrP+3tdBTX2dX0ZLLPzZHLTfZHqwhfNkf+T5TK22rCvLoPY+/usWTMwwuqF4CQC3lq5gSXpmxNt36gMFpZwUImPq8iLvCPKXgoyJbw4ItH2+Zb/j++xwj016jP1MYvXv6tf+AaDtJsPq7XkLEr6mqTohK4/Fpo+fEMI5pzm17wAuAvoBtNaH8I6GF0IIMQd85NAev/PzbTX4HylcmOjlxMRBc8D2mu1g1UqNlwwgMRcdDSjdOjI2ws5hbzAm38FBsnUg/cuuI2H3s5cX/WHxWt/pHJeLLs8YT/V3+ba1uePXSDmUbx9t4MLGHdTU13FJ86tsbtjG547s43fd3pKT2oHx9XWlunh9ZIi/m6yc10YG/TJwLLFsCG29dx0fprzs/Nx5ANzaEXJ4rs/T5vH8yJbZ+dvuVkpT0igI8nt/U3YBtVXVfk2hY+V/5wcvWVttAvVfNn2WxmxB+qtNn6CFKd4vJpyWjfV53Axpz4SeMrNRrq0ELJhNYbKvhBCzi9MA0Ihp1qwBlFKzP1dSCCGET25As1H7WOe1MzR9/tEgZRRSAibmsr0mGPrJokUANI4Oc3xmLsvTnGV5BPbqWROkrOS14QE+cWRv0OvXj04smfp+mCli8bLFFuCx1A3386vu8cCWlRX0/yoK+MjhPb5Smh+YrJx7AkpTHjSXJ8qni5w39LUCdotT00m3vbePkvhMyMASM/BmaS6zPZe+1VbP2Q3bqKmv49mBLl/J4HdKlkR1X1bWVvkcyCKx/ob32gJAzbbXW1aIhuJCiNnHaQDoPqXU7UChUupy4CngzvgtSwghRDI5FKREIJjuEL0/kpHV0PpUU34CkKoUqSgGpQm0mEO29HdSU1/HTR1NAKw3Qd1nBrr412DPhL5ATn3TlArZfbn1oC/Q80iF/4yPM3MKJ3U/06E3RCZFhQkmBAYVYtUPyMp8eV9+Sdj9JjMZqTg1nUcrNvjOv8n23jgd7ihbyS2ly7m9bBUAVeZnag/QXddW7wtULU3P8vWkc9IH6GXTX6p4DmUA2Z+3ViZZsNepEGL2ctoE+ka849kfAFYDX9da/zieCxNCCJE8ClwplKaksaVyY9AJK6XmA7S9d0eysw5C3xhwkDOG9n0wFmIusKZ0WazMnccd9I8J9Kdyb0nXcRm5FKemU1tVTW1VNR8s8AYsOm0j4gOzDhaljgdNPlxQGvV9x8OWyo1BmxM3BMlWAv/sSDt3jJJp7u/x9mRy0nQ/M4rpaRXmZ2+f7FjbPzETKhFqq6p5qnIjK9OzqbY1oT4/xPQ5O5dZ/hEHX1pYGWtzKQOo3xYAutb09PNIzzsh5hTHfxm01k9qra/WWn9Ra/1kPBclhBAieWitGdOaU7Lzg/a2APiaaRR6Z+fhRC4tJt4YpI/GvwPGOQsxlwS+zqMZq70gNY3aqmp+tHC53/aPFpb5na9InXjQvdw0FN6YkcNl09Bb7Ist+/0mbJ2YmYtSim8WL+HRig2cnzuPG02J12da9k0Iwvw9IKPJkobiwGjwxtiBxsIcjH+55QC3d3nfY9/koGdLjskCCjY5y/Jx09+t0ZahZGXRfLdk+gb+BgukzQ/Th+rzZhrZsRnegNHzgxObRQfqdI+ShiInikDZTGUFuzqCZOmeKv1/hJhTwr7jKaV6lVI9Qf71KqXk07EQQswBXZ4x+rWHxUEO2CzHZGQDUOWwV0gyKDDfiC60TTQDbznA6fKBWMxBd5St5IlKbwlQPA6Kv1M8HlDIT5nYcyRNuaitqub/LVwR8/uOpMM9yn+H+vx6Dv3Q1hQ50+Xii/MrON6WkRI4+TA7IKOptqqaRyrW8/6CEprHRriz8zA19XVc3bJ/QvDoyT5vGd7ZDdt4PMSY9//YJmAtdfBe2271xgnI8LKzyvsW2d4Hry2uMk2ec0NdbVoE/n2xByarTUNqK2MowxV5elzr2CjzUlJDfrExG/0lSC+q1Dn0+IUQEQJAWus8rXV+kH95WuvpLQwWQgiREFZj2IowafLWt7XBmqcmq+4QPTwKU1IZlZR4MQetTM8mzQR+Hq7cwIOL17GlcmPMbv+U7PGPjsvTJjaIDsVJP5epag+YNnb1/MVB94s2WJDlSsFlRtn/vsc7Reylob4JwaPvtI8HafaMDKK1RmvNk32d/NhM8qq2NdwvcNC01yqj2zLQxe7h4OW5NdmFlKem87vyY6J4VNPD/iXEU+Z5aQXZKk1wyMoSespB+dqWgS5apmHK3HSrqa+j1WFfPyHE7DP7cx6FEEJMydPmg/RMyu6ZiizlYiBEcEiIuaQgDtkRp5ieW/8zz/mUqt0jzsqnpqI9oDTmvDD9Zv5sG10P8MfyY3ggYJvd2blFYe97T0BwptM9yuaGbWxu2MZ32hv4c+9RWsZG6PKMcboZwe7k93JpwXij6If72oPuUzvQFXI0eLLJcLl8PaXsJWL2XlLWaavBswjuvc2vTvcShBDTRAJAQgghwnre9MMpDSiVCnRZQSkKZ81Jk8Gi1HSWBQlqNY4OUzfcPw0rEiLxEv16/U7JUmqrqv2aDYdi9aA56LB/zlS0j3kzQW4oXuLLLgmlKCWN+8rXkqEUSwZHKUlNZ16YSVKBZaZ2Vxx+jSuP7AXACmNsHeiesN8lza9SPzrMrijem9KVi/tMZs/fQ5SVpaIYmiHv2bE0aIJe78iL3Fh6trh2QeV0L0EIkQQkACSEEIKa+jpq6uuCXtbj8NvheSmpaKBlbGak1LuAJUECQPYpRULMdi84aJY7Xazx3FtiPI0q2NQjqznuiVl5ISd5+a0tNY3HKjdy2ZGpZZrstWU3/WThyoj7n2YaNDtVbAs+7Rke4Ob2Jr/LC1NSqYnyNmeDVl/p19zpf3NC5sSBB056SQkhZhcJAAkhxBxn76/xVMDYZ+tAycm3pPtHvM1E/+fIvhiuLn56PG7yHPTREGI2O2Bet2vSs6d5JRNZAdr/xrCc58cdzZzZsI2a+jpu6zxEv8dN29gonZ5Rcl0pvmlJsVZbVc2vy1azpXIjx5if9ZkBQfc1Gdn80daLJ9j4+bUZk/89XXlkLw/1tVNTX+d73+/xjJEfZrrWTGb/29YyNsJR25cTnSbg96asudPStCAlldqqao7LGG/ufdW84L2uhBCzl6O/ckqpk5VSLyql+pRSI0opt0wBE0KI2eGQrRnkDQHTYprMaGC3gx6sb89bAMyMDBqtdcQAUMccbA4q5p7Fad4MkS+FaHo8neyZOMGydibjz7YpSPf1tHFB4w4ubt5F8+gIhXEOCC9Jz0QpxYUmoB6s8KokNZ07y1bxZOVGvlm8xNfzxlIaptQslGClP08PdDHk8TCiNfmzNBBuZVcdHBnikuZXeU/zLt9l+8xlhbM0+BVOh2f8b9uGzJwwewohZiOnX3P8BLgU2AtkAR8HfhqvRQkhhEic52z9JrLNt9/9HjfPD/Zw2aE9ANTkRC4RWJo+c1LJNzdsA+AeM5UnmH0JaDwrxHR73pSAzZ9EYCGR7upumfJthAsivTDUS1OCJiOtz/A/6D4/dx6PVKz3nV+RnhVyNHekXmxO7g+8wf4eE6zPd83OIMhX2g4C8KXWA75tVoP/HaaXUvkkfp4z3S/KVnNFYZlfYFEIMXc4znPVWu8DUrTWbq31r4Fz47csIYQQiZJrvv09KSuPNHPQcUHjDr7SetC3T2WYEfAzTaSR0p8t8k4ncs2h3hBi7so0Qd9kLYe8zfTFWRCDAFWXCXhcUVjmN1I90Sps76d3lK3ki/Mr/CZZBXOGKQcrmUTAwn6dbxUv8Z2+1wTAC1KS83c/WZ8oKgPG+zodtWVznt+4g5r6Op4xX3xE+rnPRqlK+U2IE0LMLU4DQANKqXTgFaXUD5RSV0VxXSGEEEnM+iZ0dXo23R4324cmTpkJN+EmmMEkHitsL1G7Z9GaCZevSM8CwENsSk5mqz6Pm7Pq63DHoDTn/wZ7o5puJGJnVHtYkJIW83HvsVJlgiU7YvD82Gbe20a19gW7AW4pXQ7AD0qWTfk+nHq0YgO3lC5npcPeS98w5WCT9cfyY3ikYj1vtvUVerDXOxo+W82uIMjF+ePBjViVDgohxGzhNIjzQbPvp4F+oAJ4V7wWJYQQIn7GAj4QP24aP1sHWp9t8W/i/PsgQZJI/jGQvG3irOaf1y2oojxIZlO++Ta8N4mDWInm1pqa+jr+Mzj+e72wcQdu4KyGbbRFOflNa82W/k7cWlM/OsQXWg/wqRnSPHy26fKMxb33zVRYGRpPBjSon4wxE9Q9KSvPN61QAdWZudRWVfOGrIlTkuIl0+WiOjM38o4xUpKa7vtZbgjIfjougetIFCvD6/Ewz5svSANkIcQc5KjoV2tdr5TKAsq01tfHeU1CCCHi5JqWA7ww1MsnihZxcX4xABszctAwId/locXryIuyQebK9Cz2jgzyeH8HZ+cWxWbRMdZuygHmh3hsVimMBIC8/tDdyu1dhwH4cuvBoFkIFzfviio74bq2ep4b7OZb+Dcd73aPUTAHm7JOp+eTeAx8rFnZjfNS0ri7fA1/723nvNx507yqxEsLyPZyMvZ+pjkhM4+64X5+0N4IwE8XrmBtRg5Hxka4tPlVwNt7SQgh5hqnU8AuBF4BHjPnj1VKPRTPhQkhhIi9F4a8B3u3dR7ybds23E+GUpwSMA432uAPwEW53uk2sRzbHGtW74dQgQarJ1KfBIAAfMEfyw+ONk75Np8b7A66vV0mr02LlabscbZ6d9NOaurreKjPW/JUZF775+fNT9rSt3g6Pch4+dnmlGz/v2fHmFK7hanp/K1iPU9WbpyTv3shhHBaAvYN4I1AF4DW+hVgaZzWJIQQIkGsiSid7jGyXSk8WbmRVBTfK5ncW/xM+Eb1kb4OIPTUo3TlIlO56HEnbwDoSy0HqKmv4+A0TCp7tL8j5reZZhpuH5UAUEKNaI/f/8lqXYb34D2wfNWpdveY3/lQE7bmigFPcv++YyEww9Me7Ml1pcz554AQYu5yGgAa1VoHfl0nXdWEEGIGq6mv4ynTH+GDBaWA98DoyaqNnBSQDeSU/UN2sh5Unp87jyzlIidM35NcVwq9nrGQl0+3F00ml328cTyEmphmZUfl236GHVMI3oyajxSzJQDU7R7jw4d20x5lb6REO6dhOwA5Sd4EeGlaJgBnN2yjP4rMvF73GDX1dfFa1oz1rvwFvtPXF1dN40rip2CWjrYXQoipchoA2qmUeh+QopRaqZT6MfCvOK5LCCFEAtzc0QxA2SRGC4diNRS9sb0pZrcZSz1uN6URHm+eK2VGlICdll0Y19vfOTzgO11bVU2pyZr6t2ny/QETOASCTo8Lxvq5nhGkDOXoWPIG3aJxY3sj9aPDXHf09eleiiNfXVA53UsI66yc8X5iFzTucHy9RwMaAD9csZ4nKjfEbF0zVboa//h/fGbiGl8nkksyfIQQIiinAaDPAOuAYeBeoAf4XLgrKKV+pZRqVUrtCNj+GaXUbqXUTqXUD2zbv6KU2qeU2qOUOse2/VyzbZ9S6stOH5gQQgh/ve7QB9eRAiLReIs5WIvF1J54aHOPsCBCf6M8V8qMaAL9l96jcb39e3taAVhknh/vMY3DHza9VBanZvDA4rUAdDjMmNpjgkrHZ+ZyclYep2Tls6VyIznKRU8SZ11F4x9mWtrO4YGkzQJ61RbcCzYNL5msmmSPojxbhtrHCxeS40ohTTn96Du73Vt+DD9fuNLX80wIIcTc4OivoNZ6QGv9v1rrNwAnAd/XWg9FuNpdwLn2DUqpGuBtQLXWeh1wo9m+FrgEb5DpXOBnSqkUpVQK8FPgrcBa4FKzrxBCiCiFa8ycH8ODgLNt39a/PhLpT0XitYyNOsoAStYA0LCtf0e8v+P+lwlkvL+gBIBs8zzZNuzN9jkxK9dXavFYn7PeQHXD3ufhxoxcvluyjO+ULEUpRbYrJarynmQVWPr47uZdIUvppsuo9vDJI3unexmOZblSopoyZ7nd1uz+nXkLwuw59yxMTWe16a00Wz1duRGAexatmeaVCCFE8nA6Bez3Sql8pVQOsB3YpZS6Otx1tNbPAoGfBj8BfE9rPWz2aTXb3wb8QWs9rLU+COzD23T6jcA+rfUBrfUI8AezrxBCiCi9YMY9z0tJ5RsL/Ps+xHIain2k8EcO74nZ7cbCiPbQ6RljQYgG0JZkDgDZs2SWmN4o0To8OhxVids5Od7m3psCyrbSlMv3+35tZBC3g0DHiNlnUZp/EK7LPcaeaWhqHWt7hr2PocjWg+SGow2hdo+LEe2heXQ45OVvMb1/AO5atDoRS4qpYQdNjJ8f7KHbPMdrq6rJkkyXOcelFLVV1Umf4SaEEInktEPaWq11j1Lq/cCjwJeB/wI/jPL+VgGnKaVuAIaAL2qtXwTKgedt+zWZbQCNAdtPCnXjSqkrgCsASktL2bp1a5TLS059fX2z5rEIkQjymgnuHxUFkOqisqsfve8VvuhS+RsXuwAAIABJREFU3Fjl7SET65/XNQq+v6QoLrc9Fa9npkJZHrsb6tn6yu6Q+7XNz6YtPyOp1m45kp4C5d4m3QdHh6ipr+Orr3eS5jDJpDPVxa0V3kDOZxu7KRrzHkzbXzca6ElRUOl9fjz3zDO+62dVFjCY4v3+yPfzWer9XX992wuc3Rk+iLNnQTZ5WWn865ln/baPLi3i4OhQUv7Mo/GrsjzITOVtTZ2ka80d5fkcaW1l686DCbn/5vQUfmGeHxe39HHMQJAStKXjWXoH//k8iVnZ1KVXFTLiUvzpP/9k8XD4AOb1tscYz+eU/L0RIjrymhEierF83TgNAKUppdKAtwM/0VqPKqUmk8+cCswDTgbeANynlFo2idsJSmt9B3AHwIknnqg3bdoUq5ueVlu3bmW2PBYhEkFeM8Fdb6bhXLh0JZvWew+OzrcujMMgmO+b+zv9jDOSpiHnBQ3bQXu4YMUa3hykCbHlR407wOPmpNNPS7rMgRcGe6DV/5B9yzGVfLck8p9Tt9ac1bDNd/7pFWX8ZOFKwPu6Of2MM2h1j3Jp86u+fW4uXc6xVbm+89fbpipZr7ON7lHe1bSLosWL2FRdEXYN1vUDX6O1ba/z7EA3v1tVxp1JkpWitWZEax7obeONWfmscNCLxnp8Hzj5VFKU4ncN21lVtohN68ojXDM27FOv7ivNDVo6Za2xtqo6Lq/9eMka7OHLrQfJWX8MmyKUdCXqMcrfGyGiI68ZIaIXy9eN0054twOvAznAs0qpKryNoKPVBPxZe70AeIAFQDNg/8S42GwLtV0IIcQknZDgqS9n2gIOlqbRYWrq6/hWW31C19Jv+rOsjdD74gQzyax5bCTua4rWMwPdAHy7eIlv2+LUyCUOo9rjF/wBWJue4zv9w8oCzmzY5hf8gYkNeK3yuS/OW+zbNi8lza/kKeTa+7tCXvaseVz7Rqe/b1RNfR019XV8tmUf5zZu586uI1x++LWI1/t7b7vvtFUaV5iSSneYBuyx5EmyXkOxtibd+7q9tSP0R0GP1nS4vVlPGUkSeBZCCCGShdMm0Ldqrcu11udpbyfDBqBmEvf3oHU9pdQqIB04CjwEXKKUylBKLQVWAi8ALwIrlVJLlVLpeBtFPzSJ+xVCCGEURJiAFSt/Xjzes/+f5uDecoU5mN4yEDogEE/zIvQAOifX2/MmsKFvMnjENFt+Y1aeL7vj6TCBFUudbUy71RT1T71tvgbFAynBPxJkB2RA/WnxWu4tP4bz8+b7bS9NTafFFjAb0R4e6+vwBVMAvnHUG/C7KNf/ugDHZY5nGd3d1RLx8cSLvY/RDtukrEhq6uu4saNpwvbClFQ6ExQAsvpWfaxwYch9kq0hdTScvHe9o2kn72raBSQ+2C2EEEIku0nNwjQZPGE/zSil7gX+DaxWSjUppT4G/ApYZkbD/wG4zNzWTuA+YBfwGPAprbXb3MengceBV4H7zL5CCCGSXFFKGh8qKAXga22v82Tf+Fj4TdmFvtN7ojjInoposjCsyVbd7uRqBP0PWyDNPs6608H49EETzPr5wpV+TVE/eWRfyOtYU3QCLQwyRW33yAAvmUlzNfV1nNOwne+3N07YD+Cq+YsnbPtR6XKuLCwD4NfdR0KuKd4awzRPDjWlbHfAc/h3tqlD81PSaHcnZhT8YROAa7ONnv9r71G/zKQO8zoIFySaCbb0d3IgSNPwHtvv6Or54csRhRBCiLkmbl8Da60vDXHRB0LsfwNwQ5DtjwCPxHBpQgghEqTKFmj4TnsDZ+cWsWd4gH8OjgcyGkaHEzKO+N6e1sg7Gfkm62XPyACnZOfHa0lR+VrrQf45GLr6+qn+Ts7MLgw60e2/g718ve11wJupY7d7ZMAvK+TcnCKuWVA56XXuHO4Put3emyaU9xaU8POuw5O+71h4aah3wrZjM3J4ZbifV4b6ONXWO2rY4+Hcxu1++16UO59Ftud9oSuVhrHQQaVYajOBps05hTzU5w363GLKpayMrWazlsDSvplic3YhWwa6+JaZrGbvcTQWkN1UmKBsRyGEEGKmmFQGkBBCCOHE5pwiv/Naa648stfvW/rvtCdmRPYfe9oAuMxkJYWTawJAv+lu4fDocFKUzdiDP8ekTwyY3XC0gc1B+i3d1N7IF1sP+M5bB8VPVG7wbbNfb7LBn8tNRsmnw2QUAdzkoFk1wHMBZYOJ8tPOQ37nby5d7stY+s+gf3Do1k7/XjRfnl/Bp+Yt8tv2dL838603AWVgVpBvQUoad9uykOz2j3h7LJU76BuVjC4pKA552eumf9Q18yt4pGJ9opYkhBBCzBiOAkBKqWyl1LVKqTvN+ZVKqQviuzQhhBCxMp0BjNqqalabbINQPVXsJSvx9p780AeQlnxb35v3HdrN5oZtfiVs0+F4W4+cSwtKfKc/aDsdzIuDEzNawL+EzHJv+TGTXB28M8//5/pE5Qb+XrGezbZyP4Djs8L3ZbEacN/ZOZ4J1DA6xOOm91E82Zso/61iPe/MW8Cxmbm+kre/9Y2XUrm19vVjspyTO4/0gJ/rKhOsu6gp+gr2+3vaqKmvc/T6/WvvUd/p8rQMKtL8AzxWY2QraBWYCTZTrAwIfg55xvt0WeWkGzJykm56nxBCCJEMnGYA/RoYBk4x55uBb8dlRUIIIWKuaZqnWZ1vmv7ay2ser9zAxgzvFKpr2w4GvV485Dg4MAxWRpWoTKVgXh8Z4v9Mfx2A02xlSO/L989oOmL7XTeMDjl6vAAn9AwH7e3jVKbL/yNFmnKR7UrhXfnj47p/FyIrxe5jpg9QoylVGtOayw7t4XvtjX4NmuPBmlh3QmYuua4UPjPPO7rdHtSxgkSBE9UerdhAMN8uWTLp9VjZSPeZ7LVwbgkzGQvgF53evkppeJ/bqTN4QtaWyo2+IO1bG7f7Go3f2NFEjnKxaIYGt4QQQoh4cxoAWq61/gEwCqC1HgBm7icHIYSYY14N0ZclUeabsqO7u73Tnf5WsZ505eIjpmyoeWyEG47W0xymAW8ySEQZTzAfObzHd9re8wS8gRf7tkubX2XY42FEe7js0B4OmLKYny1cyZMhmjoDnN8eu2bcWbaAydqM8VHzi9Iilx2tsfWmubG9kbNtgZa+EE2YY8EeXFobpCeVFTh5OEgm0vXFVRMCYBb7FLVoxrTbs37C9UUa0R6/n8vNpct9px9avI5C09D80X7vukeZ/nLGqVJK8efF64Je1q89QQO4QgghhHAeABpRSmWB91ODUmo53owgIYSI2meO7OUbba+za7jfL31fxE+GOSC/fJom/8wPGLtu9djZYIIDfR43T/V38YFDu2N2n1v6O6mpr8OjNT0mcJMTpOwpGhc17XTUzBjgN11HeI8ZRz0Vg7aD+zeGGWv9mC0D5dzG7ZzT4N+c+JiM7AlZH1a51aeLFsXkW52/Vazn0vxi/h7Qf6W2qnpC4CoU+8H73wOCLb1xDADZp3991GQh2Vmlgzd3NPk9B2qrqjk9oMwt0Mmm7G3LQJfj9TzZ76zk8JyG7VzYuMN3/lhbqWBeSir3L17rO79rmgPBsZSilC8oJ4QQQghnnH4S/gbe8ewVSqnfAU8DX4rXooQQs0uHe5Sa+jpeGOzBrTU7hgd4ZqCbTx3Zx1sDJujMNn/qaePcII15Ey3DZCdU2w4OE8leknGfrc9MSpBv6p92eOAbiTUl6OaOJh42vVs+VjTxwD6Up0y2zO0LV3Jf+doIe/vzaM1d3S0cdY/y3xA9eJx6wNbb5YUgE6osGSEyUABusWWF2N1Yupzaqmre5aAvkhO5rhSuKFo05QyMk0P0CbKa/MbDz7u85VZfnR+8CfaHHDQPD+WtufMAb6Pufzhsbv2vMBPfLB0OxsvbX2PNo97ywO8UL3W0hmT3e9t7iVVe6KTMUAghhJirHAWAtNZPAO8EPgzcC5yotd4av2UJIWaT75oD8WtaD3JbwIQdmF3fSlv+0nOUmvo6ftZ5iGGtaU9gk+NgrBKRvGlqjJpnG8e8ICAbKJC9+W8sPNzXwVP93syLC00vIidSlKK2qppVGdkUp/qvOVJT3mdtB/kvDvVydct+AF4Y7OEFBwf2dr/sOuI7nR0hg+k8E2iwq62qnrbA32R9t2QZRa6JI7yvNVOu4sGa8HVGTkHQy4MF2OY5HDNuf85f2/Y6N7c3RbzOelvpHHhHzgd6V0CG2a0hAn0Wq4/VivTMiPc/EyxITeP3i9bweOUGFqVlUFtV7ajMUAghhJirnE4B+xvwFmCr1vphrfXRSNcRQgjLS6Z57bqMbF82gz11f0u/87KImSJwPPRNHU1orbmwcQf/HoguABAL/SYAlKOmbzLOnWWruLFk2YTskD+Vr+WM7ALuMd/cr87I5tUQ08IieXmoz9cQ1u6gyRyZSuNbewmTNTa9YXSIL5jgjqXDPcr1R+t95//Y08ZLQ31sH+rjmtaDXNPqvOH1qB4/6L9mfkXIvicWK9BYkZpBWWo6f5vBo7CrbAfy8c5YsZeiBk7xsjs1K9/v/Nk5RY5uf21AMOch2zSxUALH0Z8bJlvy6wuqeLJyIxtCBPq+NL/C7/y8CEHYmaQsLSPs70wIIYQQ45z+xbwROA3YpZS6Xyn1bqXU7Pj6SAiRMDttB/VPVG30ldjURtEXY6b692AP5zZup8/j5qsJnHhlGTAHuE4nQsXDivQsTghS2rMgNY1vFC/xTaB6dqCbTx7ZO6nR9Z8PCMbE2g3FS3ynr27Zz2WH9vB/Q3187sg+3/ZvtwWfFtZg6zETbJqVR2u/x/zZI/t4i+nj8778Es7NnRe2zAtgfaY30HD1/Ap+X36Mr9fSTPTdkmW+06dk54fZc+o+fWSvo/2+XbKU2qpqSk0A5f8L0isolN8vWuMLckYj1HXsmXI1OYVhg5tn5vj3KApWeimEEEKI2c9pCdgzWutPAsuA24GLgdZ4LkwIMTt0h5maZB2E9Ljj19g1UTxa8/qIN8vEfnD/04UrfKdH4jzCOpx+jxsXkJHEB36BB6VHohhdr7WmYXTIN1be8njleGPk0hhkPbzJNn79JdtY9jpbGeOeEW+g8/35JX7X3WHb5ztH/YNET/Z1cmbDNl9mEcB22/7lac7GWr83v5jbF65kQ2ZO5J2TnDXdzMq8enfeAr/pYrG032SI/Xmxs15Pt5et4veL1kTV66gsLYPySZQn2a+jtWZUe6ipr+P3Pd6PYT+xvceEkq5cXGz6PJXLiHQhhBBiznL8ScpMAXsXcCXwBuA38VqUEGL2eNxBQ9+xWTCW+MyGbXzk8B5q6uv4gzkw+3BB6YTSD4hNICJaA9pNjisl6ccjL0kbTy59dcR5Gdjmhm1cdmgP22xBk9qqatKVyzfp6hYHB8pOhJpmZY34HjBlWx8vKmO1baT5Y7bXwpaBLr8yNas3iyUw++ncnIm9fYJJUy5WBRlhPhvku1IZ1B6/srhYK3L42ixISaVsir1mHuoNXk2/f2SQ+3qCf8fW6h71ZYVZ1gV5jwnGGgffHEVgVQghhBCzi9MeQPcBrwKbgZ8Ay7XWn4nnwoQQs4PV9Pl/5pX7tr01yMHsS1OclJRMfmGa9p6UFbxsJTNCGY9lRHvYG0UQJJx+jydiA+Fk8OtFq7mzbBXg30g5nGClYvYgzQ9LlvHA4rW+ErNY+JGt2e678xYA8NrI4IT9fl62iq8vqAp5O21BmoP/vrvFLxOotqoaV5IH7hIhP8VbzhbrjMFg5XjxtCbdG6C7uaM56OUfP/watwU0QreeQ1+fQhPsF8NMkBNCCCHE3OD0aOCXeIM+V2qta7WO49dvQohZw5o8BXCcrTnplxaMNyS9doF35PKtIQ6GZrJKkyHwxszxvjfrMrKpHx32NSp+NqD/UZ/Hzc3t3obR5zRs54rDe2MyQWzA4yZ7hvSDWWGyZp5xGAC6uNl/EtLPFq70O6+UinnTW3tmj5XB9o2212kx2RXrbFk4NTmFXGCbzvWwrTFzsP5Xd9qmfl1fHDp4NNeMmUDNoRhnsLwnYJJWvP3MZKIF688UGMy8r9xbklZh3ksCg4xvz3M+1e6DZoz9bBkBL4QQQojohQ0AKaU2m5M5wNuUUu+0/4v/8oQQM9mFjTt8p6vSMvl44UL+VO7fY2OzmaLTODbMTJbvSuFtufP5pq1JsBVw+X7pMu5etIbPziv3a4QNcF1bPR9q3g3AD9sbubBxBw/1tftlgLy7eRd7JjkVy9KvPWQ7zDxKBlbQrMMdPvh1dGyUo6bPlDVZbo0tOBMv2a4U1mdkc838Ct6d5+2t0uIe5ZLmVwE4PtO/2fUXbFOYclwpPGB6zdzWeWjCxDK7giCj0OcqqxfOE/0dMbvNEe2h0+N9/ixPS8xsC6UUS9Iy8WjNgYCATo/HP7upONUbuAwsG31PXjFbKjfyP/MWO77f4zJzqa2qjntDbSGEEEIkr0ifLM8AtgAXBrlMA3+O+YqEELOOFfR5v/kGOlAaitEZ3AdoVHvo8bgpSknlNNMkODDUUpGWQUVaBr/sPEx/QBKlFfx6pC/0ge2VR/aG7D3jxIDHPaOCCe/JL+aFoV72DA9ySnbw7J0LGrb7/SyfqNqYqOUB8OOATCO7jwR5rtt/f04zkgKbWs9la03p1MN9HX4Btak4aBq3A9xkK+uLt9dN0+mPHX4NgJ8vXMnqjGze3rQT8JZ81dgmd+WlpHJz6XKuMlPuPjlvUcLWKoQQQojZI+zRgNb6OnPym1prv7nFSinJIRZCOLIgNfzB7tm5RTwWJviR7LpMBop1UB8uUPNw5Qb2jgywIi2LTx7Zy26TARDvPiR7RgYpm0HTf9aaEqq/9bX7Mhbe3/wqh8ZGeHDxOgpSUv2CP39dvG5a1hmKk2bb3y5ewtdsPV0+WFDCb7vHm/9OJeA3G+WnBP/IMuTxOO6rFeh35uf9uXnlFIS4/UT4QXsjX7IFtdYHaeR9bGYu/690OaUz6HUshBBCiOTi9BPTA0G23R/LhQghZhcroPGmEI2Q7epHh/AQudwnWe0y5VnDDtujrUzPRinFbabZMcBZtpIvuy2V41ktDaNDQfdxaiY0gbZY5XP/Huyhpr6OEe3x9X6xsiTsQgUHEsX+e/p0kbPsjFOzC/jNotW+89UZ432yHnA4jnyust5f3tu0i7c2bqffM7nG0M8NevtMJbrF9p221z7AgdEhrjyyF4ArC8soDhHk2ZiZKwEgIYQQQkxapB5Aa5RS7wIKAvr/fBhITLG8EGJGus5kNvxrsCfivueZBrmvj0wtwDFdnjePsToz+nKdX5etnrDtOtvUKHsmyWeP7JvE6rwylYsTsvIi75ikfhyiSXimciVFpoxSir8sXscjFet5V36x4+tVpI6PEp+fksadZat4uGJ9zJtWzxZWFttZDdvodY/RaoLG/3TYMDyUNzoIVMfSivSskM/bd0fx/BFCCCGEiEakr4NXAxcAhXj7AFn/jgcuj+/ShBCTtX2oj5r6Or4xhZHBU/VPExS5t/yYiPuWpngP6r7QeoC/97bHdV3xYJWfVE2iieyS9EyeqvTvXWP1EbJYPZS6bVkO1hQxJ9xaM6Rnxhh4u6dtP5eHA0oEf20mZSWi4bNThSmpZEU5ac0e4FuSnsmK9CxyZsi0tunwLVuT9YtsmWDfbW+M+rZGbBl7C6cpq+ZvFeu5LKBfVIqD8kEhhBBCiMmI1APor8BflVKnaK3/naA1CSGm6I89bYDzMdrx5OTA6njbiPgbO5o4P4rRxsnAo71TwNInGWBJUYrfLlrDBw/t5sHF60hRinsWrWG+yQKx91AKDPp0uEcjZosMmgPdmTIG3uJSitqqar/HfFHufB7qa+fu7hZgfGT8TJYMGUwzxfIY/r7Padges9uarFxXCh8uXMhvzPNZCCGEECKenB6tvKyU+pRS6mdKqV9Z/+K6MiHEpK03k4NOtAVWEmnEYS8cS2DD3MOjM2skfKd7jKIp9qBZnJZBbVW1rxFteVqGo8a2Lw/1RdxnwGQOzbQMoEDn5BRxYUBw8FPzyqdpNWK6TDVg1jA6xJAnuveoRLln0ZrpXoIQQgghZjGnRwO/BRYC5wDPAIuB3ngtSggxNV0e71SqkThPlgrlb6aMqyCKjJPaqmoqTT+UX5rynpmiwzPKPFd8e7astGU+nJiZy08WrgCg0UGwrM8EgHJnWAaQpbaqmtqqar68oJKlkyizE7PP+/NLAP9g0Iead0e8Xr/HzWWH9vDWxvHsn2TIwLKe4+VpGZF3FkIIIYSYJKcBoBVa62uBfq31b4DzgZPCXcFkCbUqpXbYtn1DKdWslHrF/DvPbF+ilBq0bf+57TonKKW2K6X2KaVuVU5m6woxx1ljybtNICjR7u85CsC6jOiaIn+/dBkAOa4UXjWTtZLdJU272Dk8MOUMoEjuKFvF/y6o5O8V6/lh6XLWZeSwLC2T3SORf069MzwAZJeiFPeVr+W07AIerlg/3csR0+TjRWW+wM21CyoBaBybGAzVWlNTX8evTFC5fYZOGhRCCCGEiAWnASDrE1OXUmo9UACURLjOXcC5QbbfrLU+1vx7xLZ9v237lbbtt+FtOL3S/At2m0IIGysDqD7BpVRj5mDriNs7rvtDAc1NIyk1vWwe6mvnk0f2+kY9J7MWc0C5ZaAr7vd1Vk6RXx+fJWmZHHQwOW2mZwAFKk5N45vFS6RZsgBgc05R0O1Xt+xnc8M2AH5reuz0BYyLv7V0RXwXJ4QQQgiRRJwGgO5QShUB1wIPAbuAH4S7gtb6WaAj3D6RKKXKgHyt9fNaaw3cDbx9KrcpxFzw4uB4heZgwAFPPF3Q6N9UdXVGdlTXD0zw2zncP+U1xZP9YPJ/TRZCIlWmZdDqHp3Qc6nP46bHPZ799drIIABZDnoKCTETWc/sXtvz/qWA/lh9HjdfaDngt21DZnRZikIIIYQQM5mjowGt9S+01p1a62e01su01iVa659HvmZQn1ZKbTMlYvav7ZYqpV5WSj2jlDrNbCsHmmz7NJltQogw7OGA7xxtSNj9DscgY8c++rshyZtBv7dpl+/0WSGyEOKpxExYOzrmX9ZyYeMO3ta0k/+aQKCVSVXkim+ZmhDT5Zr5FQDc1nk45D4XNu5gyARLP1a4kLOn4TUrhBBCCDGdlA5zwKaU+ny4K2utfxT2xpVaAjystV5vzpcCRwENfAso01p/VCmVAeRqrduVUicADwLrgFXA97TWZ5nrnwZco7W+IMT9XQFcAVBaWnrCH/7wh3DLmzH6+vrIzZ2eaU5i5nED317qf2Dz6cZu5o/Fd+rNmIIblozf73tb+lgzMLl+G/UZqdy1KI+azkFO74pc4mT5XmUBb+4e4tjm9oS8Zq43P+dPNXWzYDTxU4Vey0rl3oV5fLy5h/KR8Wyk622//+sOdrK1MJNnirK49mCn47RPMffM5L81h9NTuKM8H/A+52H8dfDl1zv53hL/90RrHyGmaia/boSYDvKaESJ6Tl83NTU1/9Vanxhun0hfB+dFs7BItNYt1mml1J3Aw2b7MDBsTv9XKbUfb/CnGe/EMctisy3U7d8B3AFw4okn6k2bNsVy+dNm69atzJbHIuLvysOvwcgg785bwP293mbMadXr2BQwPjvWXh7qg5b9rEzP4o6yVVA1+dsa1R7uatjOoqoqNh1b5ug6h0aHGT60m6fnZfP0vOyETPa5vr4OgHefenrc7yuYkuF+7j2yj2XHVnNKtvfgt8M9CrbMpE2bNrGzo5msvg42y/uICGOm/625w7weN23a5M16M/1/zjljE98zl1lm8uMUyWWmv26ESDR5zQgRvVi+bsIGgLTW18fkXgylVJnW2srPfgeww2wvBjq01m6l1DK8zZ4PaK07lFI9SqmTgf8AHwJ+HMs1CTGbDHrc7DH9XjbnFFGcmsZtnYd5bqCLi+IYAPq/wV6+0OrtrZEeg0F9acrFyvQstkXRA+g33S1+52vq65JivHM8ZSpvPs+ekQFfAOiRvomt1/o8bmmYLGa9HOWiwEzjs6Z9WWVe95Ufw8XNrwLwi7JV07NAIYQQQohp5qgaQCm1Sin1tDXSXSm1USn1tQjXuRf4N7BaKdWklPoY8AMz0n0bUANcZXY/HdimlHoFuB+4UmttHcV8EvgFsA/YDzwa3UMUYu74XXer73RRSioX55eQ50qhyEzXiodO96gv+APwvvxIAwKdOTkrj+3D/RP624TyRL+3pGNpWmZM7n8mKDa/12xbc+dg4bd+7Zk1E8CECKVfezg05p1A+F4T7Bk2PX+KU9Opraqmtqqa5elZ07ZGIYQQQojp5LQdxJ3AVzDj4LXW24BLwl1Ba32p1rpMa52mtV6stf6l1vqDWusNWuuNWuuLrGwgrfUDWut1ZgT88Vrrv9lu5yWt9Xqt9XKt9ad1uKZFQsxxVhAEYJ75JjzflcKT/Z3U1Ncx5Il9n5p32sqNAE7Kyo/J7a7P8E7n+cSR16K63i9t3+57ony7eNr8nOoCpgcFY01Xe1OMHu9k5LhScOE/jSzFhICsN3etNf0eNzkyAUzMEW22oPF78oqncSVCCCGEEMnF6RFBttb6hYBtY0H3FEJMmzZT9vDt4iWkm/KgZvONOMBbA8a0x9pdi1aTEoMSMIA3msDKUXf4t5oXBnuoMf09zsopRCnF2e0DAHR7nL9NvTzUx7fNxLTPtez3Tc4KxfpZnzKNASCXUniAQ6Pjv+Nfdh0BxifBfbXtIP0eN7lKMoDE3FA70AVAoSuV9TLmXQghhBDCx2kA6KhSajne6V0opd4NhJ61KoSYFitNacMbs8b7t/918bqE3PdPF66gKk7lV4EZOS8P9XFLexNn1tdxTetB3/b5piTKCnX8uOOQ4/t4pr/L7/yDpoF2KE1mRH12EmTWPD0wvvYx79s0aSYT6PnBXpMBJAEgMbstM+8/t3V6X/ddUQSAhRBCCCHmAqdCy1GMAAAgAElEQVRHLp8CbgfWKKWagc8BV8ZtVUKIqNXU17HXNIBOU+Mv7fyUVL9myJOtotxiyqNqAqbpVKZmcEZ2AWsz4vdN+51d4/HmlwZ7+XzLfv7a105gQds8EwBaPOQ98Ksd6KLfVh4VzoD2UJySxr3lxwDwk87wwaO/mADRimnuJ1KVluEL/Nn9YtF4KVy/x5MUgSoh4unUbP9svGVzqB+YEEIIIYQTjo4ItNYHtNZnAcXAGuAM4M3xXJgQIrZWmIOhFrezpsqWv/Ye5aXBXr5lyqMAxrTmwMggWmsaxoZ5fXQopmu1/HzhSgBWp2dzWfNuaurruNrWcDpQqyl3Kx8ZD/o8N9Dt6L4OjgyyNC2ThanpwPiErVBeMllJZWb/6VKemuEL6tl7HlXaDn77tWQAidnvwtwFfudPnsbyTCGEEEKIZBT2CEcpla+U+opS6idKqbOBAeAyvBO5Lk7EAoUQkTWbciSAW0tXBN3nnNx5QPAx4aEMeTzc0tE8IehydsM2Pnb4Ne7t8U4dC5aBEgvlaRkA/Ln3KA1jw36XPV25kS3m340lywD4QEGp7/JPFy0C4G+97RHvx6019aPDLE0fD5oM6dANs8dsgZa0CIGieMt2uRgwa7X+/0RRmd8+I1qTIz2AxCxXnOo/7fBjhQunaSVCCCGEEMkp0pHLb4HVwHbgcqAWeA/wDq312+K8NiGEQ78yjX9XpWexIUTT09OyCwD4bXeL49vdZ0rKQrnT3O8bMvPC7jdZoUaX31q6ApdSKPPvhKw8aquqKTSTzwDemefNBtg1MhD2PgY9bs5q2MYomgJX6oTLgqk3GU8ZMWp4PRXZKsVX5mZNA8sLeBwAh23NwIWYC1xJ8PoUQgghhEgmkQJAy7TWH9Za3w5cCqwFztFavxL/pQkhnCo133z/zJRMBd8n+lKlv/f5Z898cd7ioPvZAy/x9MuyVTy4eF3IIJedcnjwd17jDt/p6oDbPa9xBwdHJpa37Rr2BpWuW7DE0X3EU47LxYDHm/ljBYKyg2QlrcmY3l5FQiTC45UbAPhW8ZLpXYgQQgghRBKKFADyNQvRWruBJq11fJp9CCEm7d6eNoCYjWAHb7Pox/o7/badnzc/6L7xLIN6unIj1Rk5PF65gWXpWRREEWwqNU2hR8KUc9lZjaz/YpuctnO4n5r6Ot7asB2tNS8P9fGjjiYAlqVPf5PZHFcKo2hGtIdBEwjKDpI5FamnkRCzQbpyUVtVzZtNxqMQQgghhBgX6YigWinVY/71Ahut00qpnkQsUAgRe30OJmM9HhD8sZyZXThh25o4TsJyKcUtC1eQPokAxvtMTyCrRC6c64urfKcLU1K5ymQ73WSCPUPaQ/3oMJ9v2e/brzjFv+fIdLCCPQMeDwPa+3vNMj+ri3LHA3bHxHFKmxBCCCGEECL5hT2i0lqnaK3zzb88rXWq7bSM1xAiCewx5UjpDrJ/yk0ZWEOEqV1d7jG+394IwJ/K1/LhglIeqVgPwNeKq6itquYzpskyQFaSTpg6xUwB+qPJkAJoGRsJOhr+9IDA1kVBsp1eGPKPeydDj5EcE+zp87htGUDebfYMpQUJKtMTQgghhBBCJCepCRBihrvyyF4AqtIilyNdVuCdivO77taQ+4xqD+9o2uk7vyA1jcsKF04I8qybARkl9qlAAx43ve4xLml+lQsad3B3V4uvNOwtOUWObu+2zsO+009XboztYifJGu/e73EzqP1LwI7NzPXtl6xBOiGEEEIIIURiSABIiFnijrJVEfdZk5ENwL8GQ1dw7hken/xlNVQNZlV6FpnKNWNGLZ/fuIP9tsynX3cf8T3W3cPhJ4UF+lbxkqTI/oHxSWl9HjcDHv8SsFwZ/S6EEEIIIYQwJAAUYwdHhjg0OjzdyxBzRLd7LKr9K9IyfKeDlUEB7BrpB+CBxWvD9t1RSvFo5QY+YPrsJCt7Q+erbP17AH7X0wJAu3uUYL5bshSADwY8xlOzkqcC1vod7R0ZZMBkAGWZErAcyfoRQgghhBBCGNIUIoa01nz08B4AaquqJ1ze6R6l0JXqeDy1SB697jEuatrJW3KK+MqCyuleDgA19XWTul6mcjGkPXz2yD5+uWj1hMutMqd5SdDgOBbCjajfNuQNdr0nvzjo5Sdn5fteyx8tXEj72CjzU5Pr57LAN+lMM6w9pKJ8QaFMl8T4hRBCCCGEEF5ydBBDLw71+k6/o3Gn32X7RwZ5Z9Mutgx0JXpZYgq01rSOjXCR6YnzRH8nlza96rdPn8fNX3qOBr2+R2sGHUzcinZNj/V1+G0LV6oV6K8V3oyYA0EaQXdFmVE0U9wZojzO6pnzfodZTMkW/AEoTBnP8hnUbl/2j6W2qjpoQFoIIYQQQggxt0gGUAw9N9DtO93l8T+QfmnQGxx6eajv/2/v3uPjrOp9j39/uV+ba5ve0lCwBVpo3FrBC25a0HLbgldEPIJb3eCmvI4iKOh2I+jZbvV41OP2gnhA8Aa6EZGtVQRMZW+VLYq2pRdooW16S5O2aS5tmus6f8ya6TOTmWQmmWSSyef9euXVZ9az5smaZBYP88tav58uTDLhLDLvguaNw9paBvvU74aU71dZvGnPc5Kkr7bvkyT9ZtEKmZke6GjV3UdDq2keWrAsbcGDBzpb9e2YsuaplEgfqe87922RJJ2aRELp6eRlBcVqamjUC73HtbSwRHe07dJvA/M1bxqvysu3HBVZjjqHBnRsaEglKbwXAAAAAMwcfFIYgy29x3QgTp6fDX47STx3+UBAGTk5ssKa5k2STpZgDwoHjcLBH0na2pdakuGRxAZ/LhpHQHHAucjxQ51t6vOPvzlvyZivOZUt9Umwb6pemOGRpNcJN6SfdB1Sx9CAKij3DgAAACAOAkBjsLZlh67ev02XNG/SUOAD9J6B6KBQuCJPcAtQtm6xmUr63JCajqV/q91lZdX6eE195LFzLlKCPVZsfp67A+XD0+nxRSt02xhyEt1UvUBSdPLj+zsORo5TWVE0HWVbkCRXUlVOno4ODqgyJ7teGwAAAID0yO5PeRPgSOAD8wk3pK/5bT9Bby2vlSRt7A2tCPpVd3vg+QSAJtpFzZv06UO7dW/MSplUuUBwb139Wbqlpl5ryqojbcEVPo8vWqHfLFqhC0sq414rNjiYDk0NjWPeunTIvw8fP3byvdlYWCpJuqFq/vgHN41cGvidTld/W1Kp0pycUAAoy4JbAAAAANKDAFCKdvZFJ879adfhYX3eVFYjSdrqtwc93NUWOZeo3DTS4zeBgMb3AitaxuKYTxD82uJZKo6zdW+XT6L8wcp5yjOTmWlWbnS/D1TOjQRWggGl8ajKydNl4wxarPHbxu452hJZxfbnE92SElfEyjZ31DZIkj4aWNU1XZXn5GrvQJ8ODvbricAcAAAAAIAwAkApejFO5SQpeptXnU/2u8fnCdo70CdJmp9XoPYpsgLIOafVuzeMuZT4VPTjzlZ95lBzVNvDnaHg213t+7V69wYNphCE2dHXI0k6JUFC5Ib8IuXJdGUgYLI4vziqT9fQoM4rqYgcj5dzTl1Dg6oY5zafBXkFkePv+kDZCR/wminOL63MmupYOYGFYDPrtwgAAAAgWQSAUvRgR6sk6T/qz4pqf8SvBCq2nMhqkabjR6MCLG8ordLRoYGUghDp1DbQF8lB9EBna6S9OUFQa7r5ZiDPznsq5kiS/q19v4ac0498IOgjB19M+nrh7X7LfeLgWD/qbFN1bp4ssA3rTeU1Ore4XH/rgz7vrZirmtxQQDAdq7+OuSENyKkid3zJxINj3tvfq2d8lTpMT1sCych/s2hFBkcCAAAAYKoiAJSidl/evSwnNxIYcM5FVlHcM29pwudW5+bJSeoYyswqoCv3bdVb9m7W6t0boipJfeHwnoyMJ506AiurPlqzUNdWzI08Dga7wnmZkhFeTXRGTADo/vmnR46r4uRb+dycU3Xn7FPU1NCoopwc1fo+h9Kw+qvFryarzR1/SfknfKDgyeNH9bHWlyRJf5cF+XBmoqtnhQKeywtLooJ7AAAAABA2YQEgM7vXzFrN7LlA2x1mts/M/uq/Lg2c+7iZ7TCz583sokD7xb5th5ndlsoYtvQe0+rdG/THns70vCgvXGUnnOPnguaNke0z8/ILJUnfjgkEfXHOqZHnZWIb2JYRAh+be49rR1+PBp2LSnI9nfxT205J0tmFpbq0rEa5ZjqveJYkjSkZdDBfT3VMsGVRYEvY836b2EjStQLo0a5D+ocDL0iSim18K4AkKTdOoODDWVYefabI9qptAAAAAMZvIj813Cfp4jjtX3bOvdx/rZMkM1sm6SpJy/1zvmFmuWaWK+nrki6RtEzSu3zfpKxt2SFJurV153heR0S3z+Fy1K/guWP2KQn7vqygWD+vP0tvL69VU0OjXllcHsnN8avuI2kZTyrirfK53CerlqRPtO7UG5o36m17t6h/GuaC2eyDcf86Z3Gk7YBfLRP7agaS2IL3lSPDq7sF3eQDJTVJVFyq9TmhDo0zAPTlwJjOKS4f17XCXu+3qoXFCwph6jutIBSUfKNP7g0AAAAAsSYsAOSce0pSspGOKyQ96Jzrdc7tlLRD0jn+a4dz7iXnXJ+kB33fpCxOkLx3rA4NhD7A3+jLZMd+eP7+/DOiHpfm5Gpt9YLI41cUlUmSHuo6lNZxJWO3T0j9zblLVJ8XWqX0oeoFetJvA2oLBCfWNG+a9PGN12uLZ6kuN1+lgWpdry2ZFbfvX321q5E82h3K6bQ2QUn0y8tr1NTQqIcWLh/1WuHVGevSFPh7fUlF2gI1wRLos9OwrQyZMSevQE0NjbqivDbTQwEAAAAwRY2vlNDY3Ghm10j6k6SbnXPtkhZIejrQZ69vk6Q9Me3nJrqwmV0n6TpJqqur09LubqkwT+acnvjteuWNM/fyS0V50rxydW15XutPbA41Lg79xX1+74C2/+4P2j7aRXz/9evXJ/19u7u7U+ofqz0vR6oPBata/vBHvc+3P7Xzt1FjCrrn6f/SaSemRsWyZPw+zs91sRT12tYcPq5f15Ro44YN6h7ltZ0xp1TbSgtU++xmrR+xZ5IWV+nAQN+Yf4+D/hqSdMHmXVqvXekYlVoKcqUFoUDZ3I5urd8xtvFNNeOdM8BMxLwBUse8AVLDnAFSl855M9kBoG9K+owk5//9P1IkHjFuzrm7Jd0tSStXrnQHCkMvz5np1Necq1MLikd6+qj6u9ulw81a9YqVOsVvuTjWdVhfPLJX/3baClUvHX0FxZ2+KtiqVauS/r7r169PqX+s6w68IPX16FVF5Vq1anjZ6zsDlcoW5BVo30Cfvj+vXLfW1OviwAoR55ycpJwpuE3ozt0bVGo5w35On/av7Y7aBs2em69ft+zQ8sYVOrc4/uqgsB8eeEHn5OTF/XmNdXyS9Lrz/1b5Y8jXEqwmN573QqzuoUF9a08oTdf/XfaqrEkgPN45A8xEzBsgdcwbIDXMGSB16Zw3k5o51Dl30Dk36JwbkvRthbZ4SdI+SfWBrgt9W6L20b9XzOPx5F+54cB2rd69QZ89HKoKNStQgvsyvxUoNlFwIpeVVasgyQ/Zzjn1pSEfz3afqDiYHyfokcA2pu8vODNy/PmYvEEXNG/Uhc0btb3vuKaSQeeUI+mts2YPO/fggjP1j1XzdX5ppcr89rDRtoA557S9r0fPpVAxbDTh6lrv3f+87htDUuqw91bUpWtIkhT5mUjKmuAPAAAAAGC4SQ0Amdm8wMO3SApXCHtU0lVmVmhmiyUtkfRHSc9IWmJmi82sQKFE0Y8m873CiX5Xl1RKGl8AaGtMwKMqZ+wLp37RfUR9zmnTidGDCxc0b9RFzZvUlj+2X9PvjndEVo4szi9KmDemYoRExieGhgegrjsw6ka3SXV4sF9Dip/Dpi6vQFf6wFD4fNvAyO+FHh90W1OWvoS6F/rkvPsH+nR/x8GUnvtc4L1ybeXcEXqOTVNDo5oa0rPSCQAAAAAwNU1kGfgHJP1B0ulmttfM3i/pC2a2ycw2Slot6SZJcs5tlvRjSVsk/UrSWr9SaEDSjZIek7RV0o9931Ht8UmPF+YXSJJ+3nVEl6YpufF4Vkq8uTxUeWv/QK+29x2PVBaLdTzQ3lQ1tq1rn2zbFTne2X9ixL7BIMBPAyuCrtm/TYPO6ZcxCYyTqaQ1WcIJrGfnjbwKq9ivdnny+NER+x0ZDOUHOrOgJA2jCzk1JiF5x2Dy+ZW6/Hvhusp5o/QEAAAAACC+CcsB5Jx7V5zme0bo/y+S/iVO+zpJ61L9/v1+E9iFpVX6XkdrZBXPcyeO6ayi0qSvE8y9kg7vq5irR7oOq7m/V58LbLGKXYFx2Z7nIsdjCTfFlnL/aRLVqsIqc/P0rblLdH3LdrUN9usNzRuH9Xmmp0uvSVBla7I9eSwU0CkPbGcajXMuKpD31xPderGvR2tKqyLBstIUrjeaWTGrrP5yolurSiuTeu5f/Ja1VTFV5wAAAAAASNakbgGbTCU+0W5DzMqLR8ZZgn28q0LCOVd+2Nka1d4ZWBHiYlbXbCkt0AMdrRpMYdXNCz7vz/sr56qpoVGVI2zzimdpYfzXeVtNKCXTi/09KV1vIr3kX+v8vIJR+4ZDPi0DfZG2jsEB3XTwRX2tfb8u37tZt/uVU30TuMrpRAq5nf69q02SNDeJ1wcAAAAAQDxZGwDKseHbbqTQ9p8B57R69wY1HRt5K1C87Vmx+YBSlWj7WGsgR1Gn/743VM2PtN199IB+0NE67HmJ3NiyQ5J0Wv74Kp/FusCvWvntKD+7yXRGYYlMUmUSuZk+VL1AkqJWX21L8Dutzy9My/jCHlm4XN+au0Sm6ADUSB7qbIsck6QZAAAAADBWWRsA6h4a0nGfwPiW6oVR58K5gD59aPeI1/iv4x2SpJurF+obc5dIktYGgjJjVRQoAx4OSDzd0xlpO+yDQbW5+boqUNmqaZTcNfGMZ5tWU0Oj5gVWndxe2xApYb5jlJxCk+lHnW1ySi5AcomvxhVeIbW/v1e3te6UJP1z7aKovqfFCSCOR0VunpYWlshJ+kmSK9G+3r5fkvTuWXPSOhYAAAAAwMyStQEgSWoZDK2yCJdqD+sPFIk/PEJFqHAZ9MrcPJ1ZWKKmhka9PU6p8VT9ctHZkeNXF4cCNMGqYOEVKbW5+VoUCELsSjLoEt4qVmLj//X+MFAWfnWSOWumsgL/MwlvwXr3/m2RcxeUVukd5bN1eVmNLimtntAVN4mSfwf9qacrcvyBKhJAAwAAAADGbsKSQE8FH/ara0byzIkuXexXhSRy3gQk3/32vKUqshzV+dLkfzxx8sP+/z68V5JUl5c/pgTQW3pDAaSrK9KzauS++afHHUfH4MCIJeQnUjg5960+J9FYBEvcn14Q2ip3Q/X4V3iN171HW/S9joPZHZ0FAAAAAEyqrP6MeUV5bdTjH8w/Y1ifzwdywUymlxUUa2F+YdQqkwc6WqOqjs3OzdeyQDLmxsLkqpf9vPuwJGl5kv1H05BfFLUS6ZqKOknSm/duTsv1x2Msv7/wm/6SPZsibXfNW5qmEY3u3KJySVJbgtVn3+s4KEnK8++NxwIrxgAAAAAAGIusDQDFqwg1P4Wkvm1JJulNp7uPHoh6bGbKMdOndrbr7MJSbeg9luCZ0X59rF2SdHaaAkCxLi+rSdu1rtm3TR/2CauDXug9rm/5/DfJ+GRM/p6RhPM5hV02ygqwdHtjWZUk6cp9W4adeyaw7avPOc3KyY1sWwMAAAAAYKyy9pNluS+3HiscGApWjAquugk/vnLf1okbXBIuLInOt7N/oDfp587JzVex5Sh3gnLY1OTlR44HxlEq3TmnPQO9wwJbzjld37JdD3a2qTVOIK4/Tgn1C0urkv6+82KCg/8zia2C6XRB4HcbTP4tSR9rfSnqcUUSlc0AAAAAABhN1gaAEvnO/NP1gcq5enjhsqj2REl5Xz8B+X9i/a/Zp0SOP1m7SOvqz9InZzdE9VnjAxyDSQRcWgf7hwU5Jsobmzcm3bcvJnDTNnhyC1S44pp0skKXJH07ZlWUJD3SdTiVIQ4zK5C3qKmhcdJX2JiZ3u63J37cVyALq83Nj3q8J4XAHwAAAAAAicy4AFCB5ejdFXXDKjw195/Qi309+vv9z0e1fzSmhPxEeF1JRWRb1WuLZ6k4zuqlcOikdaBPRwYTVy7r9YmNX5rgMu23BH4ufznRLSkU4NmSYJvae/Zt1UXNm3RxIGD0zsAqq39u2xU53hS4xhkFJ3MghYW3Sd1SvVBNDY1RFd6S9eMFy/SzhctTfl66rE2w6ijfLGqFEAAAAAAA6TDjAkCJtA306wMHXogqtX7//NNVPklVrm6qCQUz4gV/JOlVPnHw1fu36W17t2j17g3Dtq5J0gG/ZeojExy4uqz8ZB6gjxx8Ufv6e3VR8yatbdmho4MDw/rv9ePqdU4PdLTqUIIEyJIUXOPUE2e719Gh0PVHq942ktl5+VErgTLhvOJZkqQu//MadE4tA31R+aveUEowCAAAAAAwfjM6AHTvvNMjx//e1aalvhS4JN1R2xBV+SrTlgTGFvRlXzI+7Pm+UAn40womfuw3B4JM/2P/tsjxgZi8PbFbv+4+ekDviJMAefXuDXq8u10HBnpV5Ldl3XO0JarPH3s6tb2vR6cXFE9YjqPJEg5ghbd5Pdx1SE7SwcF+XVIaOndL9djL3AMAAAAAEDajA0CLC4oi24cGXXTumfOn2MqLRKtVXurviXr8hK8AVjUJyYP/rrwmbgWtjX5LWNiuvpG3o31//hmR488eblbLQH/cKm6SdKvPmRNvldF0U+df497+UADoXh/smpdXoI/V1qupoVGFOTN6igIAAAAA0oRPl942v3JGkn696OwMjiSxpoZG1eXm69qKukjg6rne41F9lvqcOXMmKQn02qr5keNP1IRKsR+MyVF0fct2SdJ3A4GesPdXztWC/MKotv/u6dTcwPjfumezVu/eoOcDr3WyklxPpHAlun89vEe3t+7SbJ8A+pqKukwOCwAAAACQhagxHeNvCsuUP8lVoVLxYEz1Mkm6q32/PugDMT1uSGU5uZO2Pao4JzcSjHLO6bOHm/XEsfa4pdUX5BXoiUUrtLP/hI4ODujlRWXK8+NsamiM5DQakvT7QHn0dp/z54M+kCRJn52zeKJe0qSpDqzq+s+ek1XQpvvWNgAAAADA1DN1Ix2T6CeBoMra6vkj9JxaGvzKmR91tsk5pzfteU4/7TqUsKT9RAtXVusKfP9g2focM+Wa6WUFxVpZXB4J/oTdObshcvyW8pqEb84VhaUJk2VPJzkEegAAAAAAk4QAkKTq3PxIOfHTEiRbnoruC2ypur5le8YCP/E4H/i5q31/0s85t2hW5PgVReX6p9pFcft9pe608Q1uCoktYf/AgjMzNBIAAAAAQDYjADTN3eC3fm3v6xml5+Q4zVdOO+Yrfz3UdUiS9PLC0lGfG0x4XJObr/NKKob1+VX92ZGVRtnihz6Q98SiFVG5jwAAAAAASBcCQNPcO2bNHtb2yqKyDIwk5J2z5kiSjsQkgv5Skqt2PjdnsdZWzdeZhSUqCORiemLRiqytijUvv1BNDY3k/gEAAAAATBiSQGeZdfVnZTQ/Tm1eqJLV4cEBzc0bkilU1SrZVTvnFs/SuXF24REcAQAAAABg7AgAZYFf1p+to0MDU2L7UI2vbLWr74Qqc3LlJNXHlHlPRWyOHAAAAAAAkLrs208zAxXl5EyJ4I8kVeSEAkBfbd+n5v5eSVJ93tgDQAAAAAAAYPwmLABkZveaWauZPRfn3M1m5sys1j9eZWYdZvZX/3V7oO/FZva8me0ws9smarxIj4rck4vKtvYdlzS+FUAAAAAAAGD8JnIF0H2SLo5tNLN6SWskNcec+k/n3Mv916d931xJX5d0iaRlkt5lZssmcMxIox91tklSRnMSAQAAAACACQwAOeeeknQkzqkvS/qYJJfEZc6RtMM595Jzrk/Sg5KuSN8oMREuLq1SbS7ppQAAAAAAmComNQeQmV0haZ9zbkOc068xsw1m9kszW+7bFkjaE+iz17dhijs0OJDpIQAAAAAAAG/SlmmYWYmkTyi0/SvWs5IanHPdZnappEckLRnD97hO0nWSVFdXp/Xr1499wFNId3f3tHotO+eUSqWhpNRva+3W+p3rMzsgzDjTbc4AUwHzBkgd8wZIDXMGSF06581k7tM5TdJiSRvMTJIWSnrWzM5xzrWEOznn1pnZN3yC6H2S6gPXWOjb4nLO3S3pbklauXKlW7VqVdpfRCasX79e0+m1FB7v1CfadkqS1q58rfzvG5g0023OAFMB8wZIHfMGSA1zBkhdOufNpAWAnHObJM0JPzazXZJWOucOmdlcSQedc87MzlFoa9phSUclLTGzxQoFfq6SdPVkjRljc3ZRqSTp8rIagj8AAAAAAEwBExYAMrMHJK2SVGtmeyV9yjl3T4Lub5f0j2Y2IKlH0lXOOSdpwMxulPSYpFxJ9zrnNk/UmJEeZTm5ampozPQwAAAAAACAN2EBIOfcu0Y5f0rg+GuSvpag3zpJ69I6OAAAAAAAgBlkUquAAQAAAAAAYPIRAAIAAAAAAMhyBIAAAAAAAACyHAEgAAAAAACALEcACAAAAAAAIMsRAAIAAAAAAMhyBIAAAAAAAACyHAEgAAAAAACALEcACAAAAAAAIMsRAAIAAAAAAMhyBIAAAAAAAACyHAEgAAAAAACALEcACAAAAAAAIMsRAAIAAAAAAMhyBIAAAAAAAACyHAEgAAAAAACALEcACAAAAAAAIMsRAAIAAAAAAMhyBIAAAAAAAACyHAEgAAAAAACALEcACAAAAAAAIMsRAAIAAAAAAMhyBIAAAAAAAACyHAEgAAAAAACALGfOuUyPYSpFoAMAAAZjSURBVEKYWZuk3ZkeR5rUSjqU6UEA0whzBkgd8wZIHfMGSA1zBkhdsvOmwTk3e6QOWRsAyiZm9ifn3MpMjwOYLpgzQOqYN0DqmDdAapgzQOrSOW/YAgYAAAAAAJDlCAABAAAAAABkOQJA08PdmR4AMM0wZ4DUMW+A1DFvgNQwZ4DUpW3ekAMIAAAAAAAgy7ECCAAAAAAAIMsRAAIAAAAAAMhyBIAywMzuNbNWM3su0NZoZn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"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"1Nb0s-s6S2jt"},"source":["# **Interpolating scattered global tide gauge measurements onto a 2-D grid**\n","### Practice with SciPy 2-D interpolation"]},{"cell_type":"markdown","metadata":{"id":"BqGmWSF0TGRq"},"source":["**Data description:** CSV file with a compilation of global tide gauge estimates of sea level rise, expressed as linear trends (mm/year or feet/century). These are relative sea level (RSL) changes, which include both sea level rise (from ice melt and thermal expansion) and local vertical land motion (from subsidence and isostatic rebound).\n","\n","**Data source:** [NOAA Tides & Currents](https://tidesandcurrents.noaa.gov/sltrends/) / NOAA Center for Operational Oceanographic Products and Services"]},{"cell_type":"markdown","metadata":{"id":"PLKExfSDTGRq"},"source":["1. Uncomment the blocks of code with the installation lines (`!pip install`, etc.). Remember the shortcut to uncomment/comment multiple lines is `Command-/` on Macs or `Control-/` on Windows.\n","\n","2. Then run this cell to install the packages, import libraries, and give Colab access to Google Drive.\n","\n","3. When prompted, click the link to give Colab access to Google Drive, copy the code, and paste back into here."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"SZkFcLwdTGRq","executionInfo":{"status":"ok","timestamp":1606274892467,"user_tz":480,"elapsed":398,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"68d58d4a-2b39-4587-8466-57709bba4041"},"source":["# # This code installs the netCDF4 module\n","# # Run this code once per session, then comment it out\n","# !pip install netcdf4\n","\n","# # This code allows Cartopy to work with Google Colab\n","# # Run this code once per session, then comment it out\n","# !grep '^deb ' /etc/apt/sources.list | \\\n","# sed 's/^deb /deb-src /g' | \\\n","# tee /etc/apt/sources.list.d/deb-src.list\n","# !apt-get -qq update\n","# !apt-get -qq build-dep python3-cartopy\n","# !pip uninstall -y shapely\n","# !pip install shapely --no-binary shapely\n","# !pip install cartopy\n","\n","# Import NumPy, xarray, Matplotlib, Cartopy (and related imports)\n","import numpy as np\n","import pandas as pd\n","from scipy import interpolate, stats\n","import xarray as xr\n","import matplotlib.pyplot as plt\n","from datetime import datetime, timedelta\n","\n","import cartopy.crs as ccrs\n","import cartopy.feature as cfeature\n","from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n","\n","# Give Colab access to Google Drive\n","from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":11,"outputs":[{"output_type":"stream","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"kc97niEFTGRq"},"source":["4. Next, update the filepath below. To find the correct filepath, you can click on the left sidebar (folder icon), navigate to the Class #15 data folder, click the \"...\" on the file, and select \"Copy path.\"\n","\n","5. Add back slashes (`\\`) in front of quotation marks in the filepath, as necessary."]},{"cell_type":"code","metadata":{"id":"fvQ4zoFSTGRq","executionInfo":{"status":"ok","timestamp":1606274894292,"user_tz":480,"elapsed":518,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}}},"source":["# Filepath for SLR data set\n","filepath = '/content/drive/MyDrive/OCEAN 215 - Autumn \\'20/OCEAN 215 - Autumn \\'20 - Course documents/Zoom class slides and notebooks/2020-11-24 - class #15 - data/GlobalLinearSeaLevelTrends.csv'"],"execution_count":12,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"qMUZQBYaTGRq"},"source":["6. Run the code cells below to load, display, and describe the CSV file using `pandas`."]},{"cell_type":"code","metadata":{"id":"Nthyjlm7TGRr","colab":{"base_uri":"https://localhost:8080/","height":694},"executionInfo":{"status":"ok","timestamp":1606274898755,"user_tz":480,"elapsed":1068,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"4a40ba83-5f36-41a8-fbc2-4663f751af89"},"source":["# Load CSV file using Pandas\n","data = pd.read_csv(filepath)\n","\n","# Display CSV file\n","display(data)"],"execution_count":13,"outputs":[{"output_type":"display_data","data":{"text/html":["
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Station IDStation NameFirst YearLast YearYear Range% CompleteMSL Trends (mm/yr)+/- 95% CI (mm/yr)MSL Trend (ft/century)+/- 95% CI (ft/century)LatitudeLongitude
0010-001Reykjavik, Iceland19562018630.98142.350.400.770.1364.1500-21.9333
1015-011Torshavn, Denmark19572006500.83781.800.400.590.1362.0167-6.7667
2025-001Barentsburg, Norway19482018710.9397-2.650.45-0.870.1578.066714.2500
3025-021Ny-Alesund, Norway19762018430.8895-4.690.68-1.540.2278.928511.9380
4030-003Russkaya Gavan II, Russia19531993410.9753-0.541.05-0.180.3476.200062.5833
.......................................
360970-141Churchill, Canada19402018790.8997-9.210.49-3.020.1658.7667-94.1833
361970-162Alert, Canada19692018500.2906-2.341.07-0.770.3582.4900-62.3200
362970-211Tuktoyaktuk, Canada19612018580.43362.751.070.900.3569.4167-132.9667
363999-001Bahia Esperanza, Antarctica19611993330.3528-4.822.45-1.580.80-63.3000-56.9167
364999-003Argentine Islands, Antarctica19582018610.97951.290.350.420.11-65.2500-64.2667
\n","

365 rows × 12 columns

\n","
"],"text/plain":[" Station ID Station Name ... Latitude Longitude\n","0 010-001 Reykjavik, Iceland ... 64.1500 -21.9333\n","1 015-011 Torshavn, Denmark ... 62.0167 -6.7667\n","2 025-001 Barentsburg, Norway ... 78.0667 14.2500\n","3 025-021 Ny-Alesund, Norway ... 78.9285 11.9380\n","4 030-003 Russkaya Gavan II, Russia ... 76.2000 62.5833\n",".. ... ... ... ... ...\n","360 970-141 Churchill, Canada ... 58.7667 -94.1833\n","361 970-162 Alert, Canada ... 82.4900 -62.3200\n","362 970-211 Tuktoyaktuk, Canada ... 69.4167 -132.9667\n","363 999-001 Bahia Esperanza, Antarctica ... -63.3000 -56.9167\n","364 999-003 Argentine Islands, Antarctica ... -65.2500 -64.2667\n","\n","[365 rows x 12 columns]"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"-3sgsEmQXele","colab":{"base_uri":"https://localhost:8080/","height":351},"executionInfo":{"status":"ok","timestamp":1606274912019,"user_tz":480,"elapsed":447,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"1e0d60cc-e60d-47bc-b2d2-889a14f0b9ff"},"source":["# Describe CSV file\n","display(data.describe())\n","\n","# We learn that:\n","# - There are 365 tide gauge stations in the data set\n","# - On average, the trends have been calculated based on 69.8 years of data\n","# - On average, the tide gauge records are about 87% complete\n","# - On average, the sea level rise trend is 0.46 feet per century (note that average rate in past 2 decades is twice that)\n","# - Longitudes span about -180 to 180°E; latitudes span 65°S to 82°N"],"execution_count":16,"outputs":[{"output_type":"display_data","data":{"text/html":["
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First YearLast YearYear Range% CompleteMSL Trends (mm/yr)+/- 95% CI (mm/yr)MSL Trend (ft/century)+/- 95% CI (ft/century)LatitudeLongitude
count365.000000365.000000365.000000365.000000365.000000365.000000365.000000365.000000365.000000365.000000
mean1942.9452052013.26849369.8027400.8747921.4011230.6923560.4598360.22684925.95237023.535294
std34.1577199.23884735.1076760.1449092.4455470.6033090.8022170.19816732.79365382.813661
min1807.0000001969.00000010.0000000.290600-9.2100000.080000-3.0200000.030000-65.250000-173.233300
25%1927.0000002014.00000046.0000000.8168000.6700000.3400000.2200000.1100006.980500-8.666700
50%1954.0000002018.00000058.0000000.9345001.5400000.5100000.5100000.17000037.08330015.550000
75%1968.0000002018.00000085.0000000.9811002.4300000.8700000.8000000.29000051.500000100.613300
max1993.0000002018.000000212.0000001.00270016.8700003.9800005.5300001.31000082.490000179.195200
\n","
"],"text/plain":[" First Year Last Year ... Latitude Longitude\n","count 365.000000 365.000000 ... 365.000000 365.000000\n","mean 1942.945205 2013.268493 ... 25.952370 23.535294\n","std 34.157719 9.238847 ... 32.793653 82.813661\n","min 1807.000000 1969.000000 ... -65.250000 -173.233300\n","25% 1927.000000 2014.000000 ... 6.980500 -8.666700\n","50% 1954.000000 2018.000000 ... 37.083300 15.550000\n","75% 1968.000000 2018.000000 ... 51.500000 100.613300\n","max 1993.000000 2018.000000 ... 82.490000 179.195200\n","\n","[8 rows x 10 columns]"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"K0dn4dU0TGRr"},"source":["7. Set up a world map using `Cartopy`, then plot the individual tide gauge measurements."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":358},"id":"w2oC8qNIYq-M","executionInfo":{"status":"ok","timestamp":1606274945007,"user_tz":480,"elapsed":1639,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"9f45cf07-2490-46ac-8639-aa2552ac50fd"},"source":["# Convert Pandas columns to 1-D NumPy arrays with data\n","lon_orig = data['Longitude'].values\n","lat_orig = data['Latitude'].values\n","msl_orig = data['MSL Trend (ft/century)'].values\n","\n","# Set up world map\n","fig = plt.figure(figsize=(16,12))\n","ax = plt.axes(projection=ccrs.Robinson())\n","ax.coastlines(resolution='110m',linewidth=1)\n","gl = ax.gridlines(crs=ccrs.PlateCarree(),draw_labels=True,alpha=0.5)\n","ax.add_feature(cfeature.LAND,color='0.8')\n","ax.set_title('Global tide gauge sea level trends')\n","\n","# Plot individual tide gauge trends\n","scat = plt.scatter(lon_orig,lat_orig,c=msl_orig,s=50,cmap='RdBu_r',vmin=-2,vmax=2,\n"," transform=ccrs.PlateCarree(),zorder=2)\n","cbar = plt.colorbar(scat,ax=ax,extend='both',shrink=0.5)\n","cbar.set_label('Sea level trend (feet/century)')"],"execution_count":18,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"TyL7POJacLbc"},"source":["8. Interpolate the 1-D array of lats, lons, and sea level measurements to a regularly-spaced 2-D grid of the world:\n","\n","* Longitudes (x-values): -180° to 180°E (use 360 + 1 = 361 grid points)\n","* Latitudes (y-values): -90 to 90°N (use 180 + 1 = 181 grid points)"]},{"cell_type":"code","metadata":{"id":"XhiaAVkjaHyG","executionInfo":{"status":"ok","timestamp":1606274953982,"user_tz":480,"elapsed":439,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}}},"source":["# Set up regularly-spaced x- and y- coordinates\n","lon_coord = np.linspace(-180,180,361)\n","lat_coord = np.linspace(-90,90,181)\n","# print(lon_coord)\n","# print(lat_coord)\n","\n","# Mesh 1-D coordinates into a 2-D grid\n","lon_grid, lat_grid = np.meshgrid(lon_coord,lat_coord)\n","# print(lon_grid)\n","# print(lat_grid)\n","\n","# Bilinearly interpolate 1-D data arrays to 2-D grid points\n","msl_gridded = interpolate.griddata((lon_orig,lat_orig),msl_orig,\n"," (lon_grid, lat_grid),\n"," method='linear') # also try 'nearest'"],"execution_count":21,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":387},"id":"ZsgWLL8hcuil","executionInfo":{"status":"ok","timestamp":1606274956605,"user_tz":480,"elapsed":1924,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"64701bfd-68b1-40a7-a9b8-3a6e47ceb9bd"},"source":["# Set up world map\n","fig = plt.figure(figsize=(16,12))\n","ax = plt.axes(projection=ccrs.Robinson())\n","ax.coastlines(resolution='110m',linewidth=1,zorder=3)\n","gl = ax.gridlines(crs=ccrs.PlateCarree(),draw_labels=True,alpha=0.5)\n","ax.add_feature(cfeature.LAND,color='0.8',zorder=2)\n","ax.set_title('Global tide gauge sea level trends')\n","\n","# Plot interpolated tide gauge trends\n","pcm = plt.pcolormesh(lon_grid,lat_grid,msl_gridded,cmap='RdBu_r',vmin=-2,vmax=2,\n"," transform=ccrs.PlateCarree(),zorder=1)\n","cbar = plt.colorbar(pcm,ax=ax,extend='both',shrink=0.5)\n","cbar.set_label('Sea level trend (feet/century)')"],"execution_count":22,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"9IE6wGbNNhI0"},"source":["# **Regridding Arctic sea ice satellite measurements**\n","### Practice with SciPy 2-D interpolation"]},{"cell_type":"markdown","metadata":{"id":"KFObFLvswmTw"},"source":["\n","\n","*Image: Northern Hemisphere polar stereographic grid for sea ice concentrations. Source: [NSIDC](https://nsidc.org/data/NSIDC-0077/versions/2/print/).*"]},{"cell_type":"markdown","metadata":{"id":"MI8Qp4PiTQCO"},"source":["1. Uncomment the blocks of code with the installation lines (`!pip install`, etc.). Remember the shortcut to uncomment/comment multiple lines is `Command-/` on Macs or `Control-/` on Windows.\n","\n","2. Then run this cell to install the packages, import libraries, and give Colab access to Google Drive.\n","\n","3. When prompted, click the link to give Colab access to Google Drive, copy the code, and paste back into here."]},{"cell_type":"code","metadata":{"id":"XANgNomokhQp"},"source":["# # This code installs the netCDF4 module\n","# # Run this code once per session, then comment it out\n","# !pip install netcdf4\n","\n","# # This code allows Cartopy to work with Google Colab\n","# # Run this code once per session, then comment it out\n","# !grep '^deb ' /etc/apt/sources.list | \\\n","# sed 's/^deb /deb-src /g' | \\\n","# tee /etc/apt/sources.list.d/deb-src.list\n","# !apt-get -qq update\n","# !apt-get -qq build-dep python3-cartopy\n","# !pip uninstall -y shapely\n","# !pip install shapely --no-binary shapely\n","# !pip install cartopy\n","\n","# Import NumPy, xarray, Matplotlib, Cartopy (and related imports)\n","import numpy as np\n","import pandas as pd\n","from scipy import interpolate, stats\n","import xarray as xr\n","import matplotlib.pyplot as plt\n","from datetime import datetime, timedelta\n","\n","import cartopy.crs as ccrs\n","import cartopy.feature as cfeature\n","from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n","\n","# Give Colab access to Google Drive\n","from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"Zo-_2hnsuoQ0"},"source":["4. Next, update the filepath below. To find the correct filepath, you can click on the left sidebar (folder icon), navigate to the Class #15 data folder, click the \"...\" on the file, and select \"Copy path.\"\n","\n","5. Add back slashes (`\\`) in front of quotation marks in the filepath, as necessary."]},{"cell_type":"code","metadata":{"id":"XR63HVK2Fsu1"},"source":["# Filepath for Arctic sea ice concentration netCDF file\n","filepath = '/content/drive/MyDrive/OCEAN 215 - Autumn \\'20/OCEAN 215 - Autumn \\'20 - Course documents/Zoom class slides and notebooks/2020-11-24 - class #15 - data/nsidc_sea_ice_cdr_north_original_grid.nc'"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"bO2CuXiov0hy"},"source":["6. Run the code cell to load and display the netCDF file using `xarray`.\n","\n","7. Notice that there are three dimensions: **lat** (50-90°N), **lon** (-180°E to 180°E), and **time** (1978 to 2020). The data are monthly in **time**."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":285},"id":"G23NWUapv4LM","executionInfo":{"status":"ok","timestamp":1606235741041,"user_tz":480,"elapsed":2462,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"34cbb77e-2041-44c3-a91d-e47b5e2b02a9"},"source":["# Load netCDF file using xarray\n","data = xr.open_dataset(filepath)\n","\n","# Display netCDF file\n","display(data)"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/html":["
\n","\n","\n","Show/Hide data repr\n","\n","\n","\n","\n","\n","Show/Hide attributes\n","\n","\n","\n","\n","\n","\n","\n","
xarray.Dataset
    • time: 503
    • xgrid: 304
    • ygrid: 448
    • time
      (time)
      datetime64[ns]
      1978-11-01 ... 2020-10-01
      standard_name :
      time
      long_name :
      ANSI date
      axis :
      T
      array(['1978-11-01T00:00:00.000000000', '1978-12-01T00:00:00.000000000',\n","       '1979-01-01T00:00:00.000000000', ..., '2020-08-01T00:00:00.000000000',\n","       '2020-09-01T00:00:00.000000000', '2020-10-01T00:00:00.000000000'],\n","      dtype='datetime64[ns]')
    • ygrid
      (ygrid)
      float32
      5837500.0 5812500.0 ... -5337500.0
      valid_range :
      [-5350000. 5850000.]
      units :
      meters
      long_name :
      projection_grid_y_centers
      standard_name :
      projection_y_coordinate
      axis :
      Y
      array([ 5837500.,  5812500.,  5787500., ..., -5287500., -5312500., -5337500.],\n","      dtype=float32)
    • xgrid
      (xgrid)
      float32
      -3837500.0 -3812500.0 ... 3737500.0
      valid_range :
      [-3850000. 3750000.]
      units :
      meters
      long_name :
      projection_grid_x_centers
      standard_name :
      projection_x_coordinate
      axis :
      X
      array([-3837500., -3812500., -3787500., ...,  3687500.,  3712500.,  3737500.],\n","      dtype=float32)
    • latitude
      (ygrid, xgrid)
      float64
      ...
      standard_name :
      latitude
      long_name :
      latitude
      units :
      degrees_north
      valid_range :
      [ 0. 90.]
      [136192 values with dtype=float64]
    • longitude
      (ygrid, xgrid)
      float64
      ...
      standard_name :
      longitude
      long_name :
      longitude
      units :
      degrees_east
      valid_range :
      [-180. 180.]
      [136192 values with dtype=float64]
    • sea_ice_conc
      (time, ygrid, xgrid)
      float32
      ...
      valid_range :
      [0 1]
      long_name :
      Goddard Edited Climate Data Record of Passive Microwave Monthly Northern Hemisphere Sea Ice Concentration, Goddard Edited
      standard_name :
      sea_ice_area_fraction
      units :
      1
      flag_values :
      [-5 -4 -3 -2 -1]
      flag_meanings :
      pole_hole lakes coastal land_mask missing_data
      datum :
      +ellps=urn:ogc:def:crs:EPSG::4326
      grid_mapping :
      projection
      reference :
      http://nsidc.org/data/nsidc-0051.html http://nsidc.org/data/nsidc-0079.html
      [68504576 values with dtype=float32]
"],"text/plain":["\n","Dimensions: (time: 503, xgrid: 304, ygrid: 448)\n","Coordinates:\n"," * time (time) datetime64[ns] 1978-11-01 1978-12-01 ... 2020-10-01\n"," * ygrid (ygrid) float32 5837500.0 5812500.0 ... -5312500.0 -5337500.0\n"," * xgrid (xgrid) float32 -3837500.0 -3812500.0 ... 3712500.0 3737500.0\n"," latitude (ygrid, xgrid) float64 ...\n"," longitude (ygrid, xgrid) float64 ...\n","Data variables:\n"," sea_ice_conc (time, ygrid, xgrid) float32 ..."]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"JxU3lS5AvAGH"},"source":["8. Interpolate sea ice concentration on 2020-10-01 from the original grid of latitudes and longitudes to a grid of the following region:\n","\n","* Longitudes (x-values): -180° to 180°E (use 360 * 2 = 720 grid points)\n","* Latitudes (y-values): 50° to 90°N (use 40 * 4 = 160 grid points)"]},{"cell_type":"code","metadata":{"id":"Hb3SV0JLvXlx"},"source":["# Select SIC on 2020-10-01 on original grid\n","original = data['sea_ice_conc'].sel(time=datetime(2020,10,1)).squeeze()\n","\n","# Mask out land values (coded as 2.54)\n","original.values[original.values > 2] = np.NaN\n","\n","# Convert irregularly gridded lons, lats, and SIC data to flattened (1-D) NumPy arrays\n","lon_flat = original['longitude'].values.flatten()\n","lat_flat = original['latitude'].values.flatten()\n","sic_flat = original.values.flatten()\n","# print(lon_flat)\n","# print(lat_flat)\n","# print(sic_flat)\n","\n","# Set up regularly-spaced x- and y- coordinates\n","lon_coord = np.linspace(-180,180,720)\n","lat_coord = np.linspace(50,90,160)\n","# print(lon_coord)\n","# print(lat_coord)\n","\n","# Mesh 1-D coordinates into a 2-D grid\n","lon_grid, lat_grid = np.meshgrid(lon_coord,lat_coord)\n","# print(lon_grid)\n","# print(lat_grid)\n","\n","# Bilinearly interpolate flattened data to 2-D grid points\n","sic_gridded = interpolate.griddata((lon_flat,lat_flat),sic_flat,\n"," (lon_grid, lat_grid),\n"," method='linear')"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":480},"id":"Rka-9yCBxfjK","executionInfo":{"status":"ok","timestamp":1606236951456,"user_tz":480,"elapsed":1801,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"d09f34af-1b5d-452f-872c-a29badbadbc5"},"source":["# Make plot\n","fig = plt.figure(figsize=(9,9))\n","ax = plt.axes(projection=ccrs.NorthPolarStereo(central_longitude=0))\n","ax.set_extent([-180, 180, 65, 90], crs=ccrs.PlateCarree())\n","\n","# Option 1: pcolormesh() works for regridded data\n","pcm = ax.pcolormesh(lon_grid,lat_grid,100*sic_gridded,\n"," transform=ccrs.PlateCarree(),cmap='Blues')\n","# # Option 2: contourf() works for regridded data\n","# pcm = ax.contourf(lon_grid,lat_grid,100*sic_gridded,\n","# transform=ccrs.PlateCarree(),cmap='Blues')\n","# # Option 3: pcolormesh() works for the original irregular data (CORRECTION TO VIDEO LESSON #14: sometimes this actually works)\n","# pcm = ax.pcolormesh(original['longitude'].values,original['latitude'].values,100*original.values,\n","# transform=ccrs.PlateCarree(),cmap='Blues')\n","# # Option 4: contourf() DOES NOT WORK for the original irregular data\n","# pcm = ax.contourf(original['longitude'].values,original['latitude'].values,100*original.values,\n","# transform=ccrs.PlateCarree(),cmap='Blues')\n","\n","cbar = plt.colorbar(pcm,ax=ax,shrink=0.8)\n","cbar.set_label('Sea ice concentration (%)')\n","\n","cs = ax.coastlines(resolution='110m',linewidth=0.5)\n","gl = ax.gridlines(crs=ccrs.PlateCarree(),draw_labels=True,alpha=0.5)\n","ax.add_feature(cfeature.LAND, color='papayawhip')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":32},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"2Pv0K7MYMtKx"},"source":["# **Testing regular and irregular grids with `pcolormesh()` and `contourf()`**"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":286},"id":"oSooG9OyHnw8","executionInfo":{"status":"ok","timestamp":1606236075514,"user_tz":480,"elapsed":537,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"6e926c5e-dcec-40b7-e1ff-a8d709048f4e"},"source":["plt.figure()\n","plt.pcolormesh(np.array([[1,2,3],[1,2,3],[1,2,3]]),\n"," np.array([[3,3,3],[2,2,2],[1,1,1]]),\n"," np.array([[4,5,6],[7,8,9],[10,11,12]]))\n","plt.colorbar()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":16},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":286},"id":"UdbhAq0-IIg_","executionInfo":{"status":"ok","timestamp":1606236773802,"user_tz":480,"elapsed":676,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"39c30dfa-1d99-4fb7-f108-b6181cb555fa"},"source":["plt.figure()\n","plt.pcolormesh(np.array([[1,2,3],[2,3,4],[4,5,6]]),\n"," np.array([[3,3,3],[2,2,2],[1,1,1]]),\n"," np.array([[4,5,6],[7,8,9],[10,11,12]]))\n","plt.colorbar()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":21},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"jgvduddRkwHj","colab":{"base_uri":"https://localhost:8080/","height":286},"executionInfo":{"status":"ok","timestamp":1606236089711,"user_tz":480,"elapsed":666,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"e3c10da5-0537-42ff-d09b-e78c932c792f"},"source":["plt.figure()\n","plt.contourf(np.array([[1,2,3],[1,2,3],[1,2,3]]),\n"," np.array([[3,3,3],[2,2,2],[1,1,1]]),\n"," np.array([[4,5,6],[7,8,9],[10,11,12]]))\n","plt.colorbar()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":17},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":286},"id":"Z5gK3JAdI2Mf","executionInfo":{"status":"ok","timestamp":1606236842071,"user_tz":480,"elapsed":454,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"5bc8a690-de35-40d0-e44c-7899c23ef51b"},"source":["plt.figure()\n","plt.contourf(np.array([[1,2,3],[2,3,4],[4,5,6]]),\n"," np.array([[3,3,3],[2,2,2],[1,1,1]]),\n"," np.array([[4,5,6],[7,8,9],[10,11,12]]))\n","plt.colorbar()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":29},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"mX4hY-lOM-Wa"},"source":[""],"execution_count":null,"outputs":[]}]}