From 1bc18363f938e2367d7d2583caa584e9f15635ff Mon Sep 17 00:00:00 2001 From: Soumyadeep Nag Date: Wed, 19 Nov 2025 09:43:50 -0700 Subject: [PATCH 1/3] Remove DiversionMode.ipynb from dev_cb --- examples/DiversionMode.ipynb | 421 ----------------------------------- 1 file changed, 421 deletions(-) delete mode 100644 examples/DiversionMode.ipynb diff --git a/examples/DiversionMode.ipynb b/examples/DiversionMode.ipynb deleted file mode 100644 index dde993c..0000000 --- a/examples/DiversionMode.ipynb +++ /dev/null @@ -1,421 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Diversion\n", - "\n", - "A diversion, sometimes called a “run-of-river” facility, channels a portion of a river through a canal and/or a penstock to utilize the natural decline of the river bed elevation to produce energy. A penstock is a closed conduit that channels the flow of water to turbines with water flow regulated by gates, valves, and turbines. A diversion may not require the use of a dam. Check [DOE - Types of Hydropower Plant](https://www.energy.gov/eere/water/types-hydropower-plants#:~:text=There%20are%20three%20types%20of,renewable%20energy%20to%20the%20grid.) for additional information. \n", - "\n", - "In diversion projects, HydroGenerate focuses on calculating hydropower under different configurations." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "# Standard imports\n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "import urllib3\n", - "urllib3.disable_warnings()\n", - "\n", - "# Import Hydrogenerate\n", - "from HydroGenerate.hydropower_potential import *" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Design flow (cfs): 5000.0\n", - "Turbine type: Francis\n", - "Rated Power (MW): 117.18\n", - "Net head (ft): 299.19\n", - "Generator Efficiency: 0.98\n", - "Head Loss method: Darcy-Weisbach\n", - "Penstock length (ft): 250.0\n", - "Penstock diameter (ft): 10.86\n", - "Runner diameter (ft): 14.0\n" - ] - } - ], - "source": [ - "# 1) Flow is a single value.\n", - "# Head, power, and length of penstock are known. \n", - "# In this scenario HydroGenerate will select a turbine, compute efficiency for the given flow\n", - "# and values within 0.6 to 1.2 the given flow, penstock diameter (assuming steel if no material is given),\n", - "# head loss for all flows, rater power,\n", - "# power a given range of flow, \n", - "\n", - "flow = 5000 # cfs\n", - "head = 330 # ft\n", - "power = None\n", - "penstock_length = 250 # ft\n", - "hp_type = 'Diversion'\n", - "\n", - "# The following parameters can be included in the computation. Options are commented out when \n", - "# calling calcualte_hp_potential\n", - "\n", - "# a) The type of turbine used in the computation\n", - "# turbine_type = 'Pelton'\n", - "\n", - "# b) The penstock material can be changes, Steel is the default. \n", - "# penstock_material = 'Concrete'\n", - "\n", - "# c) The headloss computation method can be changed. Darcy-Weisbach is the default method.\n", - "# headloss_method= \"Hazen-Williams\"\n", - "# C = 100 # Hazen_williamns C\n", - "\n", - "\n", - "hp = calculate_hp_potential(flow= flow, rated_power= power, head= head,\n", - " penstock_headloss_calculation= True,\n", - " units= 'US',\n", - " hydropower_type= hp_type, penstock_length= penstock_length,\n", - " # penstock_material= penstock_material,\n", - " # penstock_frictionfactor= C,\n", - " max_headloss_allowed= 10)\n", - "\n", - "# Explore output\n", - "print('Design flow (cfs):', hp.design_flow)\n", - "print('Turbine type:', hp.turbine_type)\n", - "print('Rated Power (MW):', round(hp.rated_power/1000, 2))\n", - "print('Net head (ft):', round(hp.net_head, 2))\n", - "print('Generator Efficiency:',hp.generator_efficiency)\n", - "print('Head Loss method:',hp.penstock_headloss_method)\n", - "print('Penstock length (ft):', hp.penstock_length)\n", - "print('Penstock diameter (ft):', round(hp.penstock_diameter,2))\n", - "print('Runner diameter (ft):', round(hp.runner_diameter,2))\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "[Click here](https://idaholabresearch.github.io/HydroGenerate/UserGuide_7_HydroGenerateWorkflow.html) for a full list of all inputs allowed in HydroGenerate and their definition." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Flow as Pandas dataframe with a datetime index - Additional functionality." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Design flow (cfs): 9620.0\n", - "Head_loss at design flow (ft): 1.96\n", - "Turbine type: Kaplan\n", - "Rated Power (Kw): 13142.39\n", - "Net head (ft): 18.04\n", - "Generator Efficiency: 0.98\n", - "Head Loss method: Darcy-Weisbach\n", - "Penstock length (ft): 50.0\n", - "Penstock diameter (ft): 17.75\n", - "Runner diameter (ft): 19.08\n", - "\n", - "Resource Category: CanalConduit\n", - "Initial Capital Cost (M$): 56.1\n", - "Annual Operation and Maintennance (M$): 0.9\n", - "\n", - "Pandas dataframe output: \n", - " discharge_cfs site_id power_kW turbine_flow_cfs efficiency energy_kWh\n", - "dateTime \n", - "2010-01-01 08:00:00+00:00 3260.0 11370500 4417.413411 3260.0 0.825791 NaN\n", - "2010-01-01 08:15:00+00:00 3270.0 11370500 4437.662487 3270.0 0.827097 1109.415622\n", - "2010-01-01 08:30:00+00:00 3250.0 11370500 4397.114770 3250.0 0.824469 1099.278692\n", - "2010-01-01 08:45:00+00:00 3270.0 11370500 4437.662487 3270.0 0.827097 1109.415622\n", - "2010-01-01 09:00:00+00:00 3270.0 11370500 4437.662487 3270.0 0.827097 1109.415622\n", - "Annual output: \n", - " annual_turbinedvolume_ft3 mean_annual_effienciency total_annual_energy_KWh revenue_M$ capacity_factor\n", - "dateTime \n", - "2010 6.605955e+06 0.890552 8.136850e+07 4.068425 0.706769\n", - "2011 7.696602e+06 0.907936 9.468480e+07 4.734240 0.822435\n", - "2012 6.511915e+06 0.899117 8.102678e+07 4.051339 0.703801\n", - "2013 6.685759e+06 0.901904 8.281361e+07 4.140681 0.719322\n", - "2014 5.637207e+06 0.883477 6.988931e+07 3.494465 0.607061\n" - ] - } - ], - "source": [ - "# 2) Using flow as a pandas dataframe and adding annual energy calculation\n", - "\n", - "# Note: When using a pandas dataframe as flow data, please set the datetime index before \n", - "# using HydroGenerate. (https://pandas.pydata.org/docs/reference/api/pandas.DatetimeIndex.html)\n", - "\n", - "flow = pd.read_csv('data_test.csv') # pandas data frame\n", - "flow['dateTime'] = pd.to_datetime(flow['dateTime']) # preprocessing convert to datetime\n", - "flow = flow.set_index('dateTime') # set datetime index # flolw is in cfs\n", - "\n", - "head = 20 # ft\n", - "power = None\n", - "penstock_length = 50 # ft\n", - "hp_type = 'Diversion' \n", - "pctime_runfull = 30 # Percent of time a plant runs full. Visit: https://idaholabresearch.github.io/HydroGenerate/Theory_2_Design_Flow.html \n", - "# For more information about design flow calculation\n", - "\n", - "hp = calculate_hp_potential(flow= flow, rated_power= power, head= head,\n", - " pctime_runfull = pctime_runfull,\n", - " penstock_headloss_calculation= True,\n", - " design_flow= None,\n", - " electricity_sell_price = 0.05,\n", - " resource_category= 'CanalConduit',\n", - " hydropower_type= hp_type, penstock_length= penstock_length,\n", - " flow_column= 'discharge_cfs', annual_caclulation= True)\n", - "\n", - "pd.set_option('display.max_columns', 10) # \n", - "pd.set_option('display.width', 1000)\n", - "\n", - "# Explore output\n", - "print('Design flow (cfs):', hp.design_flow)\n", - "print('Head_loss at design flow (ft):', round(hp.penstock_design_headloss, 2))\n", - "print('Turbine type:', hp.turbine_type)\n", - "print('Rated Power (Kw):', round(hp.rated_power, 2))\n", - "print('Net head (ft):', round(hp.net_head, 2))\n", - "print('Generator Efficiency:',hp.generator_efficiency)\n", - "print('Head Loss method:',hp.penstock_headloss_method)\n", - "print('Penstock length (ft):', hp.penstock_length)\n", - "print('Penstock diameter (ft):', round(hp.penstock_diameter,2))\n", - "print('Runner diameter (ft):', round(hp.runner_diameter,2))\n", - "\n", - "print('\\nResource Category:', hp.resource_category)\n", - "print('Initial Capital Cost (M$):', np.round(hp.icc,1))\n", - "print('Annual Operation and Maintennance (M$):', np.round(hp.annual_om,1))\n", - "\n", - "print('\\nPandas dataframe output: \\n', hp.dataframe_output.head())\n", - "print('Annual output: \\n', hp.annual_dataframe_output.head())" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot results using the output dataframe\n", - "df = hp.dataframe_output.copy()\n", - "fig, ax1 = plt.subplots()\n", - "\n", - "color_plot = 'tab:red'\n", - "ax1.set_xlabel('Days')\n", - "ax1.set_ylabel('Flow rate (cfs)', color=color_plot)\n", - "ax1.plot(df['turbine_flow_cfs'], label=\"Flow rate\", color=color_plot)\n", - "ax1.tick_params(axis='y', labelcolor=color_plot)\n", - "\n", - "ax2 = ax1.twinx() # instantiate a second axes that shares the same x-axis\n", - "color_plot2 = 'tab:blue'\n", - "ax2.set_ylabel('Power (kW)', color=color_plot2) # we already handled the x-label with ax1\n", - "ax2.plot(df['power_kW'],label=\"Power\", color=color_plot2)\n", - "ax2.tick_params(axis='y', labelcolor=color_plot2)\n", - "ax1.grid(True, axis='both', color='k',linestyle='--',alpha=0.4)\n", - "plt.title(\"Yearly flow data from USGS and potential power\")\n", - "fig.tight_layout() # otherwise the right y-label is slightly clipped\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### HG allows entering flow in different formats, including a single number, a numpy array, or a pandas dataframe as demostrated above. [Click here](https://idaholabresearch.github.io/HydroGenerate/UserGuide_3_FlowOptions.html#) for a full list of options. \n", - "\n", - "##### [Click here](https://idaholabresearch.github.io/HydroGenerate/UserGuide_4_QueryingDataUSGS-NWIS.html) to learn about querying data from the USUS National Water Information System directly into HG." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Full list of parameters included in the HG output, run the next line of code:\n", - "# dir(hp)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### Plotting functions\n", - "\n", - "Hydrogenerate includes multiple functions that allow plotting key results based on flow analysis. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Turbine efficiency and power as a function of flow\n", - "flow_efficiency_power_plot(hp)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Turbine efficiency versus flow\n", - "flow_efficiency_plot(hp)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Turbine selection based on head and design flow\n", - "\n", - "# Turbine selction is automatically selected in HG by using the figure displayed here. To select a \n", - "# different turbine, use turbine_type and select one of the esiting turbines\n", - "\n", - "turbine_type_plot(hp)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Flow duration curve\n", - "\n", - "# Changing the variable pctime_runfull allows user to evaluate different designs flow. The default is 30% (as observed below)\n", - "# Using design_flow achieves the same outcome. \n", - "\n", - "flow_duration_curve_plot(hp)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Summary results - Capacity factor\n", - "\n", - "plant_capfactor_plot(hp)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Summary results - Turbine flow\n", - "\n", - "plant_turbineflow_plot(hp)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Summary results - Generation\n", - "\n", - "plant_elecgeneration_plot(hp)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# 2.3 HydroGenerate allows the user to specify flow constraints that denote annual and major maintenance (5 years):\n", - "\n", - "# 1. Annual maintenance: the flow will be set to zero for **one week** in the month with the lowest average flow every year. \n", - "# P parameter `annual_maintenance_flag`\n", - "\n", - "# 2. Major maintenance: the flow will be set to zero for **two weeks** in the month with lowest average flow every 5 years. \n", - "# Parameter `major_maintenance_flag`\n", - "\n", - "# The user can specify the threshold of flow using the parameteres `minimum_turbineflow` for flow in absolute value, \n", - "# or `minimum_turbineflow_percent` to specify a percentage of the design flow.\n", - "\n", - "flow = pd.read_csv('data_test.csv') # pandas data frame\n", - "flow['dateTime'] = pd.to_datetime(flow['dateTime']) # preprocessing convert to datetime\n", - "flow = flow.set_index('dateTime') # set datetime index # flow is in cfs\n", - "head = 20 # ft\n", - "power = None\n", - "penstock_length = 50 # ft\n", - "hp_type = 'Diversion' \n", - "\n", - "\n", - "# minimum_turbineflow = 5000 # flow is in cfs\n", - "# minimum_turbineflow_percent = 80 # percent of design flow that can pass through the turbine\n", - "\n", - "\n", - "\n", - "hp = calculate_hp_potential(flow= flow, flow_column='discharge_cfs', rated_power= power, head= head,\n", - " hydropower_type= hp_type, penstock_length= penstock_length, \n", - " # minimum_turbineflow = minimum_turbineflow, \n", - " # minimum_turbineflow_percent = minimum_turbineflow_percent,\n", - " annual_caclulation= True, \n", - " annual_maintenance_flag= True, \n", - " major_maintenance_flag= True)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "HG_314", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.20" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} From 171c7ab62fabdda35d7f997f3331fea0211562a1 Mon Sep 17 00:00:00 2001 From: Soumyadeep Nag Date: Wed, 19 Nov 2025 09:48:37 -0700 Subject: [PATCH 2/3] Added DiversionMode.ipynb to dev_cb --- examples/DiversionMode.ipynb | 512 +++++++++++++++++++++++++++++++++++ 1 file changed, 512 insertions(+) create mode 100644 examples/DiversionMode.ipynb diff --git a/examples/DiversionMode.ipynb b/examples/DiversionMode.ipynb new file mode 100644 index 0000000..e4c2c10 --- /dev/null +++ b/examples/DiversionMode.ipynb @@ -0,0 +1,512 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Diversion\n", + "\n", + "A diversion, sometimes called a “run-of-river” facility, channels a portion of a river through a canal and/or a penstock to utilize the natural decline of the river bed elevation to produce energy. A penstock is a closed conduit that channels the flow of water to turbines with water flow regulated by gates, valves, and turbines. A diversion may not require the use of a dam. Check [DOE - Types of Hydropower Plant](https://www.energy.gov/eere/water/types-hydropower-plants#:~:text=There%20are%20three%20types%20of,renewable%20energy%20to%20the%20grid.) for additional information. \n", + "\n", + "In diversion projects, HydroGenerate focuses on calculating hydropower under different configurations." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Standard imports\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import urllib3\n", + "urllib3.disable_warnings()\n", + "\n", + "# Import Hydrogenerate\n", +<<<<<<< Updated upstream + "from HydroGenerate.hydropower_potential import *" +======= + "from HydroGenerate.hydropower_potential import *\n", +>>>>>>> Stashed changes + "from HydroGenerate.summary_results import *" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Design flow (cfs): 5000.0\n", + "Turbine type: Francis\n", + "Rated Power (MW): 117.18\n", + "Net head (ft): 299.19\n", + "Generator Efficiency: 0.98\n", + "Head Loss method: Darcy-Weisbach\n", + "Penstock length (ft): 250.0\n", + "Penstock diameter (ft): 10.86\n", + "Runner diameter (ft): 14.0\n" + ] + } + ], + "source": [ + "# 1) Flow is a single value.\n", + "# Head, power, and length of penstock are known. \n", + "# In this scenario HydroGenerate will select a turbine, compute efficiency for the given flow\n", + "# and values within 0.6 to 1.2 the given flow, penstock diameter (assuming steel if no material is given),\n", + "# head loss for all flows, rater power,\n", + "# power a given range of flow, \n", + "\n", + "flow = 5000 # cfs\n", + "head = 330 # ft\n", + "power = None\n", + "penstock_length = 250 # ft\n", + "hp_type = 'Diversion'\n", + "\n", + "# The following parameters can be included in the computation. Options are commented out when \n", + "# calling calcualte_hp_potential\n", + "\n", + "# a) The type of turbine used in the computation\n", + "# turbine_type = 'Pelton'\n", + "\n", + "# b) The penstock material can be changes, Steel is the default. \n", + "# penstock_material = 'Concrete'\n", + "\n", + "# c) The headloss computation method can be changed. Darcy-Weisbach is the default method.\n", + "# headloss_method= \"Hazen-Williams\"\n", + "# C = 100 # Hazen_williamns C\n", + "\n", + "\n", + "hp = calculate_hp_potential(flow= flow, rated_power= power, head= head,\n", + " penstock_headloss_calculation= True,\n", + " units= 'US',\n", + " hydropower_type= hp_type, penstock_length= penstock_length,\n", + " # penstock_material= penstock_material,\n", + " # penstock_frictionfactor= C,\n", + " max_headloss_allowed= 10)\n", + "\n", + "# Explore output\n", + "print('Design flow (cfs):', hp.design_flow)\n", + "print('Turbine type:', hp.turbine_type)\n", + "print('Rated Power (MW):', round(hp.rated_power/1000, 2))\n", + "print('Net head (ft):', round(hp.net_head, 2))\n", + "print('Generator Efficiency:',hp.generator_efficiency)\n", + "print('Head Loss method:',hp.penstock_headloss_method)\n", + "print('Penstock length (ft):', hp.penstock_length)\n", + "print('Penstock diameter (ft):', round(hp.penstock_diameter,2))\n", + "print('Runner diameter (ft):', round(hp.runner_diameter,2))\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "[Click here](https://idaholabresearch.github.io/HydroGenerate/UserGuide_7_HydroGenerateWorkflow.html) for a full list of all inputs allowed in HydroGenerate and their definition." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Flow as Pandas dataframe with a datetime index - Additional functionality." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Design flow (cfs): 9480.0\n", + "Head_loss at design flow (ft): 1.9\n", + "Turbine type: Kaplan\n", + "Rated Power (Kw): 12990.12\n", + "Net head (ft): 18.1\n", + "Generator Efficiency: 0.98\n", + "Head Loss method: Darcy-Weisbach\n", + "Penstock length (ft): 50.0\n", + "Penstock diameter (ft): 17.75\n", + "Runner diameter (ft): 18.95\n", + "\n", + "Resource Category: CanalConduit\n", + "Initial Capital Cost (M$): 55.5\n", + "Annual Operation and Maintennance (M$): 0.9\n", + "\n", + "Pandas dataframe output: \n", + " discharge_cfs site_id power_kW turbine_flow_cfs efficiency energy_kWh\n", + "dateTime \n", + "2010-01-01 08:00:00+00:00 3260.0 11370500 4449.712151 3260.0 0.831829 NaN\n", + "2010-01-01 08:15:00+00:00 3270.0 11370500 4469.737155 3270.0 0.833076 1117.434289\n", + "2010-01-01 08:30:00+00:00 3250.0 11370500 4429.637380 3250.0 0.830567 1107.409345\n", + "2010-01-01 08:45:00+00:00 3270.0 11370500 4469.737155 3270.0 0.833076 1117.434289\n", + "2010-01-01 09:00:00+00:00 3270.0 11370500 4469.737155 3270.0 0.833076 1117.434289\n", + "Annual output: \n", + " annual_turbinedvolume_ft3 mean_annual_effienciency total_annual_energy_KWh revenue_M$ capacity_factor\n", + "dateTime \n", + "2010 6.566921e+06 0.891949 8.106045e+07 4.053022 0.712347\n", + "2011 7.637471e+06 0.908082 9.412662e+07 4.706331 0.827171\n", + "2012 6.468243e+06 0.900021 8.065708e+07 4.032854 0.708803\n", + "2013 6.639240e+06 0.902711 8.241492e+07 4.120746 0.724250\n", + "2014 5.620095e+06 0.885524 6.982281e+07 3.491141 0.613593\n" + ] + } + ], + "source": [ + "# 2) Using flow as a pandas dataframe and adding annual energy calculation\n", + "\n", + "# Note: When using a pandas dataframe as flow data, please set the datetime index before \n", + "# using HydroGenerate. (https://pandas.pydata.org/docs/reference/api/pandas.DatetimeIndex.html)\n", + "\n", + "flow = pd.read_csv('data_test.csv') # pandas data frame\n", + "flow['dateTime'] = pd.to_datetime(flow['dateTime']) # preprocessing convert to datetime\n", + "flow = flow.set_index('dateTime') # set datetime index # flolw is in cfs\n", + "\n", + "head = 20 # ft\n", + "power = None\n", + "penstock_length = 50 # ft\n", + "hp_type = 'Diversion' \n", + "pctime_runfull = 30 # Percent of time a plant runs full. Visit: https://idaholabresearch.github.io/HydroGenerate/Theory_2_Design_Flow.html \n", + "# For more information about design flow calculation\n", + "\n", + "hp = calculate_hp_potential(flow= flow, rated_power= power, head= head,\n", + " pctime_runfull = pctime_runfull,\n", + " penstock_headloss_calculation= True,\n", + " design_flow= None,\n", + " electricity_sell_price = 0.05,\n", + " resource_category= 'CanalConduit',\n", + " hydropower_type= hp_type, penstock_length= penstock_length,\n", + " flow_column= 'discharge_cfs', annual_caclulation= True)\n", + "\n", + "pd.set_option('display.max_columns', 10) # \n", + "pd.set_option('display.width', 1000)\n", + "\n", + "# Explore output\n", + "print('Design flow (cfs):', hp.design_flow)\n", + "print('Head_loss at design flow (ft):', round(hp.penstock_design_headloss, 2))\n", + "print('Turbine type:', hp.turbine_type)\n", + "print('Rated Power (Kw):', round(hp.rated_power, 2))\n", + "print('Net head (ft):', round(hp.net_head, 2))\n", + "print('Generator Efficiency:',hp.generator_efficiency)\n", + "print('Head Loss method:',hp.penstock_headloss_method)\n", + "print('Penstock length (ft):', hp.penstock_length)\n", + "print('Penstock diameter (ft):', round(hp.penstock_diameter,2))\n", + "print('Runner diameter (ft):', round(hp.runner_diameter,2))\n", + "\n", + "print('\\nResource Category:', hp.resource_category)\n", + "print('Initial Capital Cost (M$):', np.round(hp.icc,1))\n", + "print('Annual Operation and Maintennance (M$):', np.round(hp.annual_om,1))\n", + "\n", + "print('\\nPandas dataframe output: \\n', hp.dataframe_output.head())\n", + "print('Annual output: \\n', hp.annual_dataframe_output.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot results using the output dataframe\n", + "df = hp.dataframe_output.copy()\n", + "fig, ax1 = plt.subplots()\n", + "\n", + "color_plot = 'tab:red'\n", + "ax1.set_xlabel('Days')\n", + "ax1.set_ylabel('Flow rate (cfs)', color=color_plot)\n", + "ax1.plot(df['turbine_flow_cfs'], label=\"Flow rate\", color=color_plot)\n", + "ax1.tick_params(axis='y', labelcolor=color_plot)\n", + "\n", + "ax2 = ax1.twinx() # instantiate a second axes that shares the same x-axis\n", + "color_plot2 = 'tab:blue'\n", + "ax2.set_ylabel('Power (kW)', color=color_plot2) # we already handled the x-label with ax1\n", + "ax2.plot(df['power_kW'],label=\"Power\", color=color_plot2)\n", + "ax2.tick_params(axis='y', labelcolor=color_plot2)\n", + "ax1.grid(True, axis='both', color='k',linestyle='--',alpha=0.4)\n", + "plt.title(\"Yearly flow data from USGS and potential power\")\n", + "fig.tight_layout() # otherwise the right y-label is slightly clipped\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### HG allows entering flow in different formats, including a single number, a numpy array, or a pandas dataframe as demostrated above. [Click here](https://idaholabresearch.github.io/HydroGenerate/UserGuide_3_FlowOptions.html#) for a full list of options. \n", + "\n", + "##### [Click here](https://idaholabresearch.github.io/HydroGenerate/UserGuide_4_QueryingDataUSGS-NWIS.html) to learn about querying data from the USUS National Water Information System directly into HG." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Full list of parameters included in the HG output, run the next line of code:\n", + "# dir(hp)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Plotting functions\n", + "\n", + "Hydrogenerate includes multiple functions that allow plotting key results based on flow analysis. " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Turbine efficiency and power as a function of flow\n", + "flow_efficiency_power_plot(hp)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Turbine efficiency versus flow\n", + "flow_efficiency_plot(hp)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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4eXnh7OzMJ598wtSpU6mvr2fw4MHMnDmzWTGJsyfL+USTVdRVcO/Ke9mo38h/Bv6HG3rdYHNLpYTtK6028PB3O/htp56R0f68Oq0fvm7tZ215S3TnMxwz/O+ocyTILajNRuUqKipwd3enqKiI+Ph41q5dS1BQUJscu72RAj7CogqqCpi1fBbpJek8d85zTO4+2dIhiQ5oe1YJd369hZySGh6eEMMtCd3a7QS+5jg6/F/hVNGmxX8AJk2aRElJCXV1dTz22GOS9K2QJH5xWhmlGcxcNpMjtUd4e8zbjOg8wtIhiQ4mt7SaxcnZvPlnGgEeziy8bRgDu9r4Ur02cHT4v6i6iMLqwhYd/j+Zo9f1hfWyycSvadpkYLJ7SA9Lh9Lu7SjYwR0r7sBOs+OTcZ/Qy6+XpUMSHcTBokqWpuhZkqJnW1YJAGN7BvLy5X3wdm0/Q/utzU6zw9/VHy8nL/Kq8sivyqektqRNh/+FdbHJxC8FfNrGX1l/cf9f9+Pv6s+88+cR5hlm6ZBEO5eWV86ShmS/J7cMgN6dvXhgXDTj44Lo3g5q8FuKo87RYsP/wrrYZOIXre/7tO95av1TRPtG8+6Yd+nk0snSIYl2SCnFrpyyhjP7XNILKgEY2NWHORfGMq5XEKG+rhaOsn05dvi/oLplZ/8L2yCJXxxHKcX8HfN5e9vbjAgZwasjX8XVQT54RcsxmRRbs0pYmpLL0l16soqrsdNgSEQnpg8PZ1yvIAI9nS0dZrt23PB/5d/D/8Fuwbg7yqhKeyeJXzQymow8t/E5FqYuZHK3yTw14ikc7BwsHZZoB+qNJpIyj7A0JZffd+WhL6vBQacxoocfd47qwdieQe1qSZ6tcNQ5EuoZSkWdefj/YNlBPJ08CfcOp3fv3o3b/fDDD4SHh7dKDBMnTuR///sf3t7erbJ/8W+S+AUANfU1zE6czYpDK7gx7kbuHXCvrNEXzVJXb2JdeiFLU/Qs251HUWUdTvZ2nBflz0O9oxkdE4iXi3yxtAb/HP53cnFi2bplJxz+V0qhlMLOrmUuC/z2228tsh/RdJL4BaW1pdz1511sy9/G7PjZXBN7jaVDEjaqxmBkdWoBS1P0LN+TR1lNPW6OOkbHBjIhLojzovxxc5KPHWt07PC/hnbc8H9hTiHjxo1jyJAhbN68md9++40XXniBpKQkqqurufzyy3nqqacAc3nf6dOn8/PPP2MwGFi0aBExMTFUVFRw1113kZycjKZpPPHEE0yZMoXw8HCSk5NxcXFh2rRpZGdnYzQaeeyxx7jiiiss/Ftpn+RfYAenr9Qzc9lMDpUf4qXzXmJ8+HhLhyRsTEVtPSv35rM0Rc/KfflU1RnxcnFgbM8gJsQFcU6kH84OOkuHaZNe3PQie4tbtjppjG8MD8U/dNLHHXWO1FTXcNWYqzCYDISEhfDMi8+QlpbGZ599xtChQwGYO3cuvr6+GI1GxowZw44dO+jTpw8Afn5+bNmyhXfffZdXXnmFDz/8kGeeeQYvLy927jS3GT5y5Mhxx126dCkhISH8+uuvAJSWlrbo6xZ/k8TfgaUdSWPm8plUGaqYd/484oPjLR2SsBGlVQaW78ljSYqe1WkF1NWb8HN35JL+nRnfK4hh3TvhoJMZ4rbKxcWFHdt3YFImiqqL2LZvGyGhIXTv0x2TMmGn2bFw4ULmz59PfX09ubm57N69uzHxX3bZZQAMHDiQ7777DoDly5fzzTffNB7Dx+f4Aky9e/fm//7v/3jooYeYNGkSCQkJbfRqOx5J/B1Usj6Zu1fejbPOmU/Hf0q0b7SlQxJWrrCilj925bF0l551+wupNymCvZy5Oj6MCXFBDAr3RSflc1vUqc7M28LR4f+unl1xc3NrHP6vza/llVdeISkpCR8fH2bMmEFNTU3j85yczB0SdTod9fX1TTpWVFQUW7Zs4bfffmPOnDmMGTOGxx9/vFVeV0cnib8DWnZwGbNXzybEPYT3x75PiHuIpUMSVkpfWsPSlFyWpOhJyizGpKBrJ1duSohgfK8g+nbxllr5HYCjzhEHOwfCPMPQV+rZl7sPRxdHXN1dycvLY8mSJYwcOfKU+xg7dizvvPMOr7/+OmAe6j/2rD8nJwdfX1+uvfZavL29+fDDD1vxFXVskvg7mG/2fsNzG5+jj38f3h79Nt7O3pYOSViZQ0VVLN1lTvZbD5UAEBngzp2jejA+LpjYYA9Z8dFBeTh64Obghle8F1FxUUTHRBMWFsbwEcNP+9w5c+Zwxx13EBcXh06n44knnmi8JACwc+dOHnjgAezs7HBwcOC9995rzZfSodlkW95javXfUn44zdLh2ASlFG9tfYsPdn7AyC4jeem8l3Cxd7F0WMJK7M8vZ8lOc6nc3Q2lcuM6ezK+VxDj44LpESBFXdpKS7TlbQt1xjr0lXrK68px1DlK8Z9WIG15jyG1+s+MwWTg6fVP88P+H5gSOYU5Q+dgb2eTf3rRQo6Wyv19lznZ78+vAGBAmDePToxlfJyUyhWn5qhzJMwzjPK68uOK/wS5BuGgk/oM1kw+/du5KkMV9/91P4mHE5nVdxaz+s6SYdoOymRSbMsuYWmKnqUpeg4VV2GnQXyEL9cN7cW4XkEEeUmpXHFmjg7/F1YXUlhdSEVdBf6u/vg6+0rtfyslib8dK64p5s4Vd7KraBePD3ucqVFTLR2SaGNGkyIps7gx2R8tlTu8ux+3j+zO2J6BdHJ3snSYwsbZaXYEuAbg7eSNvlJPXmUeJTXm1r8y/G99bDrxe6oyqKsERzdLh2J1ssuzmbl8JvpKPa+NfI3RYaMtHZJoIwajiXXpRSxNyeWPXX+Xyj03yp8H46IZEyulckXrONHwv5eTF4GugTL8b0VsOvEHGPPg1VgYMB3ibwXvUEuHZBX2FO1h1vJZGEwGPrzgQ/oF9LN0SKKV1RiMJKYVsiQll+W7/y6VOyomgAlxwYyMllK5ou38c/i/vK5chv+tiE1/Ehg0B+g+Gta/Y/6JnQRDb4fQIdBBr2Ovz1nPf1b9B09HTz4e9zHdvLtZOiTRSipr61m5L58lKXpW7c2nss6Ip7M95/cMZEJcMAlSKldY0LHD/7mVuY3D/8Huwbg5yCitJdl04jeig6mfQmk2bPoANn8Ku3+E4H7mLwC9LgX7jtPq89cDvzJn7RwivCJ4b8x7BLoFWjok0cJKqw2sOFoqN7WA2noTndwcuahfZybEBTG0Wycc7eWMSjSPXq/n3nvvJSkpCW9vbwIDA3n99deJioo643056hzp6tm1cfg/szSzcfh/w7oNzJw5EwcHB77++mumTp1KSkpKK7wicSybTvyNvLrA2KfgvAdhxwLY8B58fyssewwG3wwDbwB3f0tH2ao+2/UZryS/wqDAQbwx+g08HT0tHZJoIUUVtfyxO4+lKXrWpRdiMCqCPJ25Kj6M8XFBDJZSuaIFKaW49NJLmT59emNt/e3bt5OXl9eY+Ovr67G3P7P0caLh/48++4iHZj/E9dddT2ZmZku/FHES7evUwNENBt0It2+Ea7+FoD6wci681gt+uAP0Oy0dYYszKRMvJ73MK8mvMLbrWOaNnSdJvx3Ql9bw2bpMrpy/nsFzl/PwdzvJKKzkxhERfHf7cNbNHs2TF/ViaLdOkvRFi1q5ciUODg7MnDmz8b6+fftiNBpJSEjgoosuomfPntTU1HDDDTfQu3dv+vfvz8qVKwHYtWsX8fHx9OvXjz59+pCWlkZlZSUXXngh/fv1Z3T8aLb8sYWf/vcT33/7PY/OeZQrrjq+/e7J9n3hhReyY8cOAPr378/TTz8NwOOPP84HH3zQFr+edqF9nPH/k50d9Djf/FOQChvnwfavYduXEJ4AQ2dB1Hiws+3rnwajgUfXPsqSjCVcFXMVDw1+CJ2Nv6aOLKu4iqUpepak5LKloVRujwB37hjVg/FxQfQM9pQaDB2M/rnnqN3Tsm15nWJjCHrkkZM+npKSwsCBA0/42JYtW0hJSSEiIoL//ve/aJrGzp072bt3LxdccAGpqanMmzePe+65h2uuuYa6ujqMRiO//fbbv1ruenp6smPTDoaMGcKYSWPI1eeiMFeSfeedd06474SEBBITE+natSv29vasXbsWgMTERObNm9eiv6f2rH0m/mP5R8GkV2HMY7Dlc/NcgG+uBp9wGDIT+l0DzrZ3hlxRV8F/Vv2HDbkbuGfAPdwUd5MkBRu0P7+isQnOrhxzqdxeIZ7839goJvQOokeAh4UjFOJv8fHxREREALBmzRruuusuAGJiYujatSupqakMGzaMuXPnkp2dzWWXXUZkZORJW+466BwIcgvCz9WPHEMOdcY6iqqLTrrvhIQE3nzzTSIiIrjwwgtZtmwZVVVVZGRkEB0tHUabqv0n/qNcfGDEPTD0Dtj7i3kUYOls+HMu9L8WhtwKvrYxA76wupBZy2eRdiSNZ0c8y8U9LrZ0SKKJlFLszi3j9xRzqdy0hlK5/cO8eWRiDON7BRPWSUrlCrNTnZm3ll69erF48eITPubmdvrZ+FdffTVDhgzh119/ZeLEibz//vuMHj36pC137TQ7Al0DCfMMw06zQ1+pp9JQSXV99b/2PXjwYJKTk+nWrRtjx46lsLCQDz744KQjFOLEOk7iP0pnD70uMf8c3mL+ApD0ofm/0RPMowAR51rtcsDM0kxmLp9JcU0xb495m3M6n2PpkMRpKKXYltVQKneXnoNF5lK5g8N9eXJyT8bFBRHsJQ2ThHUYPXo0jzzyCPPnz+fWW28FYMeOHSQmJh63XUJCAl999RWjR48mNTWVQ4cOER0dzYEDB+jWrRt33303hw4dYseOHcTExJy25a6TzgkHOwdCPUIZOHQgH332EX2H9aX0cGnjvh0dHQkNDWXRokU8/vjjFBQUcP/993P//fe3ye+mveh4if9YnQfAZfNh7NOQ9BEkfwT7foOAXuZ5AL2ngoP11C7fUbCDO1fciaZpfDzuY+L84iwdkjgJo0mRnFnMkhQ9v+/Sk1tag72dxvAefsw8z1wq109K5QorpGka33//Pffeey8vvvgizs7OhIeHc8kllxy33e23386sWbPo3bs39vb2fPrppzg5ObFw4UK++OILHBwcCAoK4pFHHiEpKanJLXc9nTx57P8e48Zbb2T0kNHo7HW88f4bODqal2YnJCSwYsUKXFxcSEhIIDs7u/HSgWgam2zLe1RcZzeVcriy5XZoqIGUxeblgHkp4NrJvEpg0E3gGdxyxzkLq7NXc/9f99PJuRPvj32fMM8wi8Yj/s1gNLE+vYglKXqW7dZTWFGHo70d50b6MyEuiPNjA/FylbKl4tRspS1vW6g11qKv1FNRV4GTvRPBbh2r+I+05T2GpmmTgcm9glt4eNTB2Xy9v981kJkIG+bB6ldgzevmYkBDZ5lHCdrY92nf89T6p4jyieLd89/Fz8WvzWMQJ1ZjMLImrZAlKXqW78mjtNqAa2Op3CBGRQdIqVwhzpKTzokwD3Ptf32lnszSTLydvAlwC8DBTr5Eny2b/ERSSv0M/BzX2e2WVjmAppmv80ecC8UHzCsBtnwBOxeaywEPnQUxk83zBVqRUooPdn7AW1vfYljwMF4b9VqH+rZrrSpr61m1r4AlKbmsbCiV6+Fsz9jYQMbHBXFulL+UyhWihWiahqeTZ2Pxn6KaIsrqyghwDcDX2VdWM50Fm0z8bcq3G4x/HkY+DNv+Z54EuGgGeHaB+FtgwPXg6tvihzWajDy/6XkW7FvAhd0u5Jnhz0h3KwsqrTbw5948luzU89dxpXJDGB8XzDAplStEq9LZ6Qh0CzS3/q3So6/Uc6T2CCFuIbg6yEqYMyHX+M+UyQipv8PG9yBjNTi4Qt8rzasB/FtmHWmtsZbZq2ez/NBybuh1A/cOvFc6WllAUUUty3bnsXSXnrX7zaVyAz2dGN8riPFxwQwO98FeJ38X0bLkGv/pKaUah/8NJkO7Hf6Xa/zWwk4HMRPNP/oU8xeArV9B8sfmSoFDZpk7BtqdXUIorS3l7j/vZkv+Fh4c/CDX9byuhV+AOJW8shp+36VnyU49GzOKMCkI9XXhhhERjOsVRP9Qb+ykRK4QFiXD/80jib85guLg4nfg/Kcg+RNzPYCvpoBfFAy5DfpeZe4f0ET6Sj2zls/iYNlBXj73ZcZHjG/F4MVRR0vlLt2lZ/PBIwB093fj9pHmUrm9QqRUrhDW6Njh/9zKXPSVekpqSwh2C5bh/1OQof6WVF8Hu3+ADe9CzlZw9oIB0yH+VvAOPeVT9x/Zz8zlM6kwVPDGqDcYEjykbWLuoNILKhrr4qccNpfK7Rnsyfi4ICbEBREZKKVyhWVYw1C/u7s7FRXmqpK//fYb9957L8uWLaNr165ntJ9Vq1bxyiuv8Msvv7RGmMdRSlFWV4a+Uk+9qR5vJ28C3QKxt7Pd81sZ6rcF9o7QZ5q58E/WJvMXgPXvmH9iJ5tXA4QO+VdVwC15W7jzzztx1jnz2fjPiPaVmtMtTSnFntxylu7SszQll9Q884dav1BvHp4Qw/i4ILp2khUTQhxrxYoV3H333fz+++9nnPTbmqZpeDl54e7gbh7+r5bh/5ORxN8aNA3Chph/SrIg6QPY/Kl5NCCkPwy9HXpeAvaOrDi4gocSHyLYLZh5Y+fR2b2zhYNvP5RSbM8uZUlKLr+n6Mk8plTuE5N7Mq5XECHeUipXiBNZvXo1t9xyC7/99hvdu3cH4IMPPmD+/PnU1dXRo0cPvvjiC1xdXZkxYwbOzs4kJydTVlbGq6++yqRJk47b36ZNm7jnnnuoqanBxcWFTz75hOjoaD799FN++uknqqqqSE9P59JLL+Wll14667hl+P/0JPG3Nu9Qc0ng8x6C7d+YlwN+dwv88RgLoxOYW5xEnF8cb495Gx9nH0tHa/OMJsXmg0cak31OQ6ncYd07ceu55lK5/h5SKlfYhsSFqRRmVbToPv1C3UmYFnXKbWpra7nkkktYtWoVMTExjfdfdtll3HKLuXzKnDlz+Oijjxq76GVmZrJp0ybS09MZNWoU+/fvP26fMTExJCYmYm9vz/Lly3nkkUf49ttvAdi2bRtbt27FycmJ6Oho7rrrLkJDT3159HSc7J3o6tm1cfg/ozQDb2dvAl1te/i/JXTsV9+WHN1g8E0w8AbU/hW8veFZ5hdv5LzqWl4yeOBachiCJPGfDYPRxIYD5lK5f+zKo7CitqFUrh/3XRDN+bEBeLs6WjpMIWyGg4MDw4cP56OPPuKNN95ovD8lJYU5c+ZQUlJCRUUF48aNa3xs2rRp2NnZERkZSbdu3di7d+9x+ywtLWX69OmkpaWhaRoGg6HxsTFjxuDl5QVAz549OXjwYLMTPxw//F9QXUBxdTFltWUEugbi4+zTYYf/JfG3sXpMPF2QyPeqmMu6jOGxKrDfsQC2fQ3hCebLAFHjzMsGxUnV1h9fKrekqqFUbnQA4+OCGBUTgLuUyhU27nRn5q3Fzs6OhQsXMmbMGJ577jkeaWgPPGPGDH744Qf69u3Lp59+yqpVqxqf888k+s/bjz32GKNGjeL7778nMzOTkSNHNj7m5PT3KJxOp6O+vr5FX4/OTkeQWxA+Tj7kVuaSW5nLkdojHXb4Xz4Z21CVoYoHVj/A6uzV3NbnNu7od4f5H8f5T8CWz2HjfPjmKvAJNxcE6ncNOHtaOmyrUVV3tFSunpV786morcfD2Z7zG0rlnielcoVoMa6urvz6668kJCQQGBjITTfdRHl5OcHBwRgMBr766is6d/57TtKiRYuYPn06GRkZHDhwgOjoaDZs2ND4eGlpaeP2n376aVu/HECG/4/qOK/Uwo7UHOHOFXeSUpTCY0MfY1r0tL8fdPGBEffA0Dtg78/m5kBLZ8Ofc81Ng4bcai4d3AGV1Rj4c08+S1Jy+Su1gBqDCV83Ryb1CWZ8XBDDu/tJqVwhWomvry9Lly7l3HPPxd/fn2eeeYYhQ4bg7+/PkCFDKC8vb9w2LCyM+Ph4ysrKmDdvHs7Ox7c0f/DBB5k+fTrPPvssF154YVu/lEYnGv4vry0nwC0AH6eOMfwv6/jbwOGKw8xcNpPcylxePPdFxoSNacKTNpu/AOz6zlwmOHoiDJ1pvhzQzt+YxZV1LNutZ0nK36VyAzycGB8XxPi4IOLDfaVUrmi3rGEd/5maMWMGkyZN4vLLL7d0KGespr4GfaWeSkMlzvbOVjX8L+v4bdTe4r3MWj6LWmMt88fOZ0BgE9v6dh4IUz4wrwhI/shcEnjfrxAYZ74M0HuquY1wO5F/tFRuip6NGcUYTYouPi7MGB7O+Lgg+of6SKlcIUSLc7Z3/tfwv4+zDwGuAe12+F/O+FvRxtyN3LPyHjwcPZh3/jy6e3c/+50ZamDnIvNywLwUcPWDQTfA4JvBI6jlgm5DWcVVjcl+y6EjKAXd/N2YEBfEhLhgKZUrOiRbPONvL4wmIwXVBRRVF6Gz0xHgatnhfznjtzFLMpbwyJpHCPcM573z3yPIrZnJ2cEZBlxnvuafmQgb3oPVr8Ca1yHuMvMoQOcmjiZY0IGCCpak6Fmaomfn4VIAYoM9+c/5UYyPCyIywF2SvRDCIo7O/j9a/Ce3IpcjNebWvy4O7afYlyT+VvDF7i94KeklBgYO5M3Rb+Lp2IIz8zUNIs41/xQfMK8E2Pol7FgAoUPNZYFjJoHOOv60Sin26ssbkv3fpXL7hnoze0IM43sFEe4npXKFENbD2d6ZcM9wSutKyavM40DpgXY1/G/7r8CKmJSJ1za/xqe7PmVs17E8n/A8TrpWrBLn2w0mvACjHoFtX5kvAyyaDl6hEH8LDLjevGKgjSml2JFd2pjsM4uq0BpK5T4+qSfj46RUrhDCummahreTNx4OHo3D/0dr/9v67H+5xt9CDEYDj617jF8P/MqV0VcyO342urYuwmMyQupS82WAzERwcDW3Bh4yE/xbtxDIiUrl6uw0hnfvxPi4IC7oGSSlcoVoArnGb51q6mvIrcylylCFi70LwW7BrT7831rX+GVNVAuoNFRyx4o7+PXAr9wz4B4eGfJI2yd9MFf7i7kQZvwCM9ear/1v/RLeGQxfToH9y6EFv+gZjCbWpBXy6Pc7GfLcCqa9v56vNhwiNtiTly/vw+Y55/PFTUO4ZkhXSfpC2JC5c+fSq1cv+vTpQ79+/di4cSMAN998M7t37wbgueeea5Fjffrpp9x5550tsq+mKCkp4d133z3j5znbO3PHVXfgbnTHYDJwoPQAORU51Jv+rjL4+uuvU1VV1Xh74sSJlJSUtETYLUrO+JupsLqQ25ffTuqRVJ4c/iSX9LjEovH8S2UhJH9i7hBYkQd+UeYRgL5XmvsHnKETlcp1cdAxKsaf8XHBjIr2x8PZoRVeiBAdw5me8e9JXEniN59TXlSIRyc/Eq68ntiEUWd9/PXr13PfffexatUqnJycKCwspK6ujpCQkOO2c3d3p6Ki+Q2EPv30U5KTk3n77bfP6vlGoxGdruknWpmZmUyaNImUlJQmP0cphVIKOzvzubLRZCS/Op/i6mJzN0BXczfAiIgIkpOT8fPzO+PXcSJyxm+FDpYd5LrfriOzLJM3R79pfUkfwM0PznsA7k2BS+ebh/9/vQ9e7QnLHje3DT6Nqrp6luzM5e6vtzLwmeXc9Fkyv6foGRnlz7xrB7LlsbG8e81ALuobIklfiDa0J3Elf8x/m/LCAlCK8sIC/pj/NnsSV571PnNzc/Hz82usn+/n59eY9EeOHElycjKzZ8+murqafv36cc011wDw5ZdfEh8fT79+/bjtttswGo3/2ndSUhLDhw+nb9++xMfHN1b+y8nJYfz48URGRvLggw82bj9r1iwGDRpEr169eOKJJxrvDw8P56GHHmLAgAEsWrSIDz74gMGDB9O3b1+mTJnSeNadl5fHpZdeSt++fenbty/r1q1j9uzZpKen069fPx544AEAXn75ZQYPHkyfPn0aj5OZmUl0dDTXX389cXFxZGVlER4eTmFhITXVNdw87WauGn0VF59zMR998RFPvPQEOTk5jBo1ilGjRjXGWVhYCMDnn39Onz596Nu3L9dddx1gLnMcFxdH3759Offcc8/6b3bGjn6TsYYf4BLgA2ABcMHptu8V4qosZWfBTpXwdYJK+DpB7cjfYbE4zpjJpNTB9UotuE6pJ72VetJHqQXXK3Vwg/mxBqXVder7Ldnqts+TVfSc31TXh35R/Z76XT24aLv6c2+eqjHUW/BFCNF+7d69u8nbvn/7DPXKtAv/9fP+7TPO+vjl5eWqb9++KjIyUs2aNUutWrWq8bHzzjtPJSUlKaWUcnNzOy7mSZMmqbq6OqWUUrNmzVKfffbZcfutra1VERERatOmTUoppUpLS5XBYFCffPKJioiIUCUlJaq6ulqFhYWpQ4cOKaWUKioqUkopVV9fr8477zy1fft2pZRSXbt2VS+++GLjvgsLCxv//9FHH1VvvvmmUkqpadOmqddee61xHyUlJSojI0P16tWrcfvff/9d3XLLLcpkMimj0aguvPBC9ddff6mMjAylaZpav35947Zdu3ZVBQUFavHixermm29WSillMplUpj5T7S3aq0JCQ9TOjJ3KYDQct31KSoqKjIxUBQUFx72uuLg4lZ2drZRS6siRI//6W5zovQAkq2bm2laf1a9p2sfAJCBfKRV3zP3jgTcAHfChUuoFpdQPwA+apvkArwB/tHZ8Z2PN4TXct+o+fJ19mXf+PMK9wi0dUtNpGoQNNf+UHIJNH8CWz2D3D9QH9SM56Eo+LO7D6vQy6owmAjycmDowlAlxQcRHSKlcIaxJeVHhGd3fFO7u7mzevJnExERWrlzJFVdcwQsvvMCMGTNO+pwVK1awefNmBg8eDEB1dTUBAQHHbbNv3z6Cg4Mbt/H0/HuZ88na8i5cuJD58+dTX19Pbm4uu3fvpk+fPgBcccUVjc8/WbvgP//8k88//xwwd/3z8vLiyJEjx8X1xx9/8Mcff9C/f38AKioqSEtLIywsjK5duzJ06NB/vd7evXvzf//3fzz00ENMmjSJhIQEjCYjdpodJbUl7C/ZT6BrYOP2f/75J1OnTm28BODr6wvAiBEjmDFjBtOmTeOyyy476e+3pbXFcr5PgbeBz4/eoWmaDngHGAtkA0mapv2klNrdsMmchsdPrcxE9a5duPTq1dIxn9SP+3/kyXVPEukTybvnv4ufS8tcy7EI7zDyhz7KCterqU7+kvNyv2OofjY98CGl61S8z72VPlE9pFSuEFbKo5OfeZj/BPc3h06nY+TIkYwcOZLevXvz2WefnTLxK6WYPn06zz///Fkd70RteTMyMnjllVdISkrCx8eHGTNmUFNT07idm9vfc5RO1S74dJRSPPzww9x2223H3Z+ZmXncMY4VFRXFli1b+O2335gzZw5jxozh8ccfR6fpCPcKx6AzNE78q66vPumx582bx8aNG/n1118ZOHAgmzdvplOnTk2O/Wy1+umbUmo1UPyPu+OB/UqpA0qpOuAb4GLN7EVgiVJqy4n2p2narZqmJWualowBMqdOQ//MsxjLylr7dfDhzg+Zs3YOg4IG8fG4j2026WcfqeLDxANc/t46hjy/god/OcCX9WP5dui3ZIz7nE7dBzAyZz79Fo3A7ue7IG+XpUMWQpxAwpXXY+94/IoZe0cnEq68/qz3uW/fPtLS0hpvb9u2ja5du/5rOwcHBwwGA2A+Y1+8eDH5+fkAFBcXc/DgweO2j46OJjc3l6SkJADKy8upr6/nZMrKynBzc8PLy4u8vDyWLFly0m3/2S74qDFjxvDee+8B5kmApaWleHh4HNdVcNy4cXz88ceNExUPHz7c+DpOJicnB1dXV6699loeeOABtmwxpysPDw8M1QbCPcPp7N4ZheJg6UHihsaxaNEiioqKGn8/AOnp6QwZMoSnn34af39/srJOP+eqJViqgE9n4NhXmA0MAe4Czge8NE3roZSa988nKqXmA/MB4txclM/VV3Pkf/+j7PffCXzoQTwnTWrxwgpGk5EXk17k671fMzFiIs+OeBYHnW1NYssorGRJSi5LU/TsyDaXyo0J8uDeMeZSuVGBR0vl9oRhF0PBPnNBoG1fw9YvzJUCh94OkePATob7hbAGR2fvt+Ss/oqKCu666y5KSkqwt7enR48ezJ8//1/b3XrrrfTp04cBAwbw1Vdf8eyzz3LBBRdgMplwcHDgnXfeOe4Lg6OjIwsWLOCuu+6iuroaFxcXli9fftI4+vbtS//+/YmJiSE0NJQRI0acdNuTtQt+4403uPXWW/noo4/Q6XS89957DBs2jBEjRhAXF8eECRN4+eWX2bNnD8OGDQPMlzq+/PLLU64U2LlzJw888AB2dnY4ODg0frm49dZbGT9+PCEhIaxcuRIHOwe8nb3ROmnceM+NnHPuOTjaO9K/f38+/fRTHnjgAdLS0lBKMWbMGPr27XvqP04LaZPlfJqmhQO/HL3Gr2na5cB4pdTNDbevA4Yopc5oMWecu4tKqaimetcu9E89Tc2OHbjGxxP0xOM4dW9GQ5xj1BpreTjxYZYdXMb0ntO5b9B92GnWn/iUUuzLK2fJTnNd/H155n8Ifbt4MT7O3Ms+oimlcquKYcvnsGk+lB0GnwjzcsB+V4NzC5YiFkIAUsCnPaqurya3MpdqQzUuDg3Ff+xPX/yntZbzWSrxDwOeVEqNa7j9MIBS6owuEB1N/ADKZKJk8WLy//sqpspKOt1wA36zZmLnevZ9lcvqyrjnz3tIzkvm/kH3M73X9LPeV1tQSrHzcGljE5yMwkpzqdyuvoxr6GXf+WxL5RoNsOdn8yhA1kZw9DA3DYq/FXwjWvaFCNGBSeJvn5RSlNaWoq/SYzQZ8XX2JcA14JTF3tpb4rcHUoExwGEgCbhaKdWki8mapk0GJvdyc77laOI/qr64mPz//pfSb7/DPiSYoEcewX3MmDMe/s+rzGPm8plklmUyd8RcJnabeEbPbysmk2LzoSMs2ann9116DpdUo7PTGNatoVRur0ACPJxb9qCHN8OGebDrO3OZ4OiJ5uZA4eeYVw0IIc6aJP72zWgykl+VT3HN8cV/TpSjbDbxa5r2NTAS8APygCeUUh9pmjYReB3zcr6PlVJzz3Tfx57x/1PVli3on3yK2tRU3M87j8A5j+IYGtqk/R4oOcBty2+jvK6c10e9ztDgfy/nsKR6o4mNGcXmuvi78igor8VRZ8c5kX6MjwtibGwgPm6OrR9IWS4kfwTJH0NVEQTGmb8AxF1ubiMshDhje/bsISYmxqabwIjTO93wv1KKvXv32mbib02nSvwAqr6e4i+/pPDNt1BGI34zb8P3ppuwczx5Utyav5U7V9yJo86R985/jxjfmNYI/YzV1htZu7+QJTv1LDumVO7IaH/GxwUxOibAclXzDNWwc5F5FCB/F7j6waAbYfBN4BFkmZiEsFEZGRl4eHjQqVMnSf7tnFKKktoS8qryjhv+t9PsKCoqory8nIiI4y+lSuI/TeI/ypCXR94LL1C+ZCmOXbsS+PhjuJ9ghuifh/7kwdUPEuQWxLzz59HFo0trhN1k1XVG/krNZ0mKnj/35FNeW4+Hkz2jYwOYEBfEeVEBuDhaoBnQySgFGavN3QFTl4KdvblR0NBZENLf0tEBUFtdT0Vxzek3FMJCjMZ6jlQWUm+so8U/nzWws9PkC4WVMSkT5XXlVBoqsdPs8HT0xNfDly5duuDgcPwJnST+Jib+oyrWriXv6WeoO3gQz4kTCHjoIRwCzdWVFu5byNyNc4nrFMfbY97Gx7nt+9gDlNcY+HNvPktT9KzaV0C1wYiPqwNjewYyIS6Y4T064WRvRcn+ZIrSzSsBtn4JdRUQOtT8BSBmEujadhWpMimyU4+wZ20uB7YVYDSY2vT4QlgTrwAXzpkaSXhv26xD0p7tLtrN3I1z2VGwg3nnz2NE53+foHbYxH+qyX2nY6qro/ijjyic9z6aToffXXexsE8F76a8T0LnBF457xVcHc5+JcDZOFJZx7I9eSxN0bMmrZA6owl/DyfG9TIn+yG2XCq3phS2fgWb3ocjmeAVCvG3wIDrwaV1v1yVF9ewd30ue9blUl5Ug5OrPZGDAwmJPPFEGiHaO0NtPVt+P0RJXhVd4zpxztRIvAPb9vNOnFpWeRYTvzPXi7m4x8X/erzDJv6jzvSM/1h1WVnkPvMMVasTyQyA1BtHcvv1b+Jg1zbXyfPLa/hjlznZrz9QhNGk6Oztwvi4ICbEBTEgzKd9lco1Gc3D/xveg8xEc5fAflebawL4RbbYYYwGEwe2F7BnXS5Ze4pBQZcYH2JHBNOtrz/21nRpRAgLMNab2Lkqm02/ZGA0mOg7JpRBE8NxdLZUPTdxrOzybCZ8N6FVE3+H/Usbg/14ZZojlf523LnKlfAXVlGQ9iQB99+PvU/rnIkeLqlmaYqepSm5JB88glIQ4efGred2Y0JcEL07e7XfM1E7HcRcaP7R7zRPBNzyOSR9CD3Gmi8DdB991ssBC7LK2bMul9RNemor63H3dWLwxHBihgXj6XeWtQuEaId09nb0Oz+MqPggNvyQztY/DrFvg55hl3UnOj4IrT2dcIgT6pBn/CU1Jdz5553sKNjBI0MeYVrYRRS+9x5Fn3yKzs0N//vuw3vq5WgtUJo2o7CyMdlvP6ZU7viGgjrRgR7tN9mfTkUBbP7EnPwr8sAvGobcBn2vBMfTVxWsqTSQlpTH7rU5FGZVYGev0b2fP7HDQ+gS4yMfYEI0QV5GGYkLU8nLKCMwwpOEK6IIDJeqnJbSFmf8HS7x51TkcNuy28ipyOHFc1/k/K7nNz5Wu38/+qefoWrTJpz79iH4iSdw7tnzjPavlCI1r6KxLv5evblUbp8uXuZk3yuIbv7uZ7TPdq++FnZ9b74MkLsNnL1h4AzzXACv41dWKJMie98R9qzL5cDWAoz1JvxC3YkdHkJUfCDObrbVQ0EIa6BMin2b9Kz/Lp2qsjpihwcz9JLuuHq2QT0QcRxJ/CdxtpP79hXvY9byWdQYa3hr9FsMDBz4r22UUpT98gt5L76EsbgYn6uvxv+eu9F5eJx0v0opUg6XNSb7Aw2lcgd19WFcL/OZfRcfmUBzWkqZywFveNdcHhgNel4EQ2+nzKU3ezfo2bsul/Ji80S9qPggYocH4x928r+NEKLp6qrrSf4tk+1/ZmHvYMfgSRH0HtUFna1OLrZBkvhP40zO+DflbuKelffg5uDGvPPn0cOnxym3N5aVUfDGmxz5+mt0vr4EPvQQnpMubByWN5kUWw4daayLf7RU7tBuvoyPC2Zcz0ACPKV63VkrOUT9+o/IWLub3WXDyK4zd60KjfEhdkRnIvr5Ye8gE/WEaA0leVUkLkzj0K4ifIJcOWdaJGE9W79PvJDEf1pNTfxLM5fySOIjhHmEMW/sPILcml5NrjplF/qnzZ3/XOLj0d9wF7+WOvP7Lj355bU46DTO6eHHhLhgzu8ZiG9blMpt5woOlbNnbQ6pSXnUVtXj4W4gxmUlMSzG00sH8TfDwBvATdYhC9GaMncWsmZhGqUF1YT38eOcqT3w8pfRy9Ykif80mpL4v9rzFS9uepH+Af15c/SbeDl5ndExauuNrEst4MCnX9Fn6f9wMtTyU/R56CdfzdiB4YyKCcDTUqVy25GaSgOpm/LYs848UU9nb0e3/v7EjgimS5QPGgrSV5gvA6T/CTon6DPNvBogsJelwxei3TIaTGz/M4vk3zIxGk30Pz+MAeO7yvK/ViLL+ZrBpEy8vuV1Pkn5hDFhY3gh4QWc7Zs29G4ulVvA0pRcVjSUynV3iWPi3a9y+eYfmLJyKfZlewgKfxQP586t/EraL2VSZO0tNk/U21aAqV7hH+bBuVdGETn4nxP1NIgca/7J32tuD7z9G9j6BUScC0Nvh8hx0AIrMYQQf9M52DFgXFeihwSx/vt0Ni89yN71uQyf0oPIwYEdd1WSDWuXZ/wGk4En1j7Bzwd+5oroK3g4/uFT9jyGv0vl/r5Lz8q95lK53q4OjI0NZELvIEb08GsslVu1ebO5819aGu4jR5o7/3WxbF1/W1JWWM2e9bnsXZ9LRXEtTm72RMcHETM8GP/QM5ioV1UMWz6DTR9A2WHw7Qbxt0H/a8BJJvwJ0Rr0B0pZ/U0qBYfKCe7hRcK0KJlg24JkqP8kTjWrv8pQxX2r7mNtzlru6n8Xt/S+5aTfSEuq6li221w9L7GhVK6f+zGlcrv54nCS2azKYKD4y68ofKuh89+smfjeeOMpO/91ZPV1Rg5sM1fUy957BDQIjfUldngwEX2bOVHPaDCvAtjwHmRvAidP6H+deTmgb8Tpny+EOCPKpNizPpcNP6RTXWGg5zkhDL2oGy4e8vnXXJL4T+OfZ/yF1YXcseIO9hXv44lhT3Bp5KX/ek5BeS2/79Lz+y4969OLqDcpQrycGR8XzITe5lK5ujMo/GLQ68l74UXKly7FMTycoMcfw2348BZ5fbZOKWWeqLcul7SjE/U6ORM7PJiYYcF4+LbCqofszbDxPXNdAJPRXClwyEwIP+esqwIKIU6stspA0q+Z7FyZjYOzjvjJEcSd2xk7Wf531iTxn8axiT+rLIvblt9GQVUB/x35X87tcm7jdjmNpXL1JB0sRikI7+RqTvZxQfTp0vxSuRWJa9A/+wyGg4caOv/NxiEwoFn7tFU1FQb2bdKzZ10uRdkV6Bzs6N7fn9jhwXSOaqOKemU5kPQRJH8M1cUQ2BuGzoS4y8FBllkK0ZKKcypZsyiVrD1H8A1x45xpkYTG+Fo6LJskif80jib+XYW7uH3F7ZiUiXfGvEMf/z5kFlaydJeeJSl6tmeVABAd+Hep3Jigli+Va6qtpejDDyl6fz6agwP+d9+FzzXXoNm32zmUjUwmRfaehol6280T9QK6ehA7PJjIwYE4uVpo5YOhGnYuMl8GyN8Nrn4w+CYYdBN4BFomJiHaIaUUGdsLWbs4jbLCGrr392f4lB7SK+MMWUXi1zStC3AlkACEANVACvArsEQpZbHm5nHuLur9fcv5z6r/4OPsw8P9X2X7AUeWpOQ2lsrt3dmrseNdW5XKrTt0CP2zz1K5OhGn6GiCnngC1wH92+TYba20oJq9RyfqHanF2c2BqCGBxA4Pwa+LFZUmVgoyVpu/AKQuBTt7iJtiHgUIaZ9/GyEsod5gZNuyLDYvzUQp6H9BGAPGdcVBOmM2icUTv6ZpnwCdgV+AZCAfcAaigFHAQGC2Ump1c4I4W7EeLsrpnWg8daFoeTdzMN8eTYOBYT6MjwtiXK8gQn0tU2xCKUX58uXkPfc89bm5eF0+hYD/+79W6/zXlurrjKRvNU/UO7zPPFEvrKcvscNDiOjjh87Byq/vFaXDpvmw9Uuoq4CwYeZ6ANEXgq79j84I0RYqjtSw7rt00pLycPdxYsTlkXQf4C/L/07DGhJ/nFIq5RSPOwJhSqn9zQnibPXwdFExL8Vyc64PIS5OBHo6E+jpjLMVJR5TrZHCv3IpWp+HzkmH/9guePfvZHOd45SCgvJO7M6NIi2/G3X1Tng6lxEbnEZ00H48nCstHeKZqymDzEQ4OmjlFQqXzYeuMjlTiJaSk1bC6gWpFGVXEBLpTcIVUdY1GmhlLF7A51RJv+HxOqDNk/7R5XzdPZypcDTgEVRKvGq4hlzW1tGcmh0QMBC8wj3Qr6xC/9NBSjdlEzTSBecA6z+7rK53JbWkL3uKB1FUE4ROM9DdK4WevpsJcctE0xRUYv6xRf4xx9zQoKbUYqEI0R6FRHoz7ZHB7F6Tw8YfD7Bw7iZ6nduZIZO74ewuVU8toUmZR9O0ScAzQNeG52iAUkpZpGmzUupn4OdePt63ePt2597SdEZ2GcbsIbPp7G6dlfScgLA5irKffiLvpZfJWHgEn2uuwf/uu07Z+c8STCZF1p5i9qzNIWNXISajeaLeeSNCzBP1XMZZOkQhhA2xs9OIO7czPQYGsOnnDFL+yiYtOY+hF3WjZ0Jn7GxsBNTWNWlWv6Zp+4HLgJ3KipYB9Pb1VVsK8/hy95e8t/09lFLc2udWpveajqPOegtJGMvKKHj9DXPnP79OBD40G88LJ1r82ldpQRV71uWyd72eypJanN0diB5ibn3bqbMMzQkhWkbR4QoSF6ZyeF8Jnbq4c+4VkYRE2v78p5Zg8Wv8xxxoJTDGkjP4T6S3r6/aWVwMgL5Sz0tJL7Hs4DLCPcN5dOijDA0eauEIT616Z4q589/OnbgOHUrQ44/h1K1bm8ZgqDNyYEu+eaJeagmaBqE9O9FzRDDhffzQ2VvPfAkhRPuhlCJ9SwFrv02joriWHoMCGH5Zj9Yp7GVDrCnxD8Y81P8XUHv0fqXUq805eHMdm/iPSsxO5LmNz5Fdkc2EiAk8MOgB/F39LRTh6SmjkZJFi8h/9TVM1dV0uvFG/Gbehp1L6619VUqRn1nOnnU5pCXlUVdjxNPfxVxRb2gQ7j4d+x+eEKLtGOqMbP3jEFt+P4gGDBjflf5jw7DvoMv/rCnx/wFUADuBxrN+pdRTzTl4c50o8QPU1NfwccrHfLTzIxx0DtzZ706ujLkSezvrnUxXX1RE/suvUPrDDziEhBA451E8Ro9u0WNUl9exb6O5ol5xTiX2DnZ0HxhA7PBgQiK9LX6pQQjRcZUVVbPu23TSt+Tj0cmZcy6PJKKfX4f7XLKmxJ+ilIprzoFaw8kS/1EHyw7y/MbnWZuzlmifaOYMnUO/gH5tF+BZqEpORv/U0+bOf6NGEfjoozh2OfsJiyajiUO7i9m7LpeMHeaJeoERnsQOD6bHoECcXKz3y5AQouPJ3neExAWpFOdU0iXGh4RpUfiGuFk6rDZjTYn/JWC5UuqP5hyspZ0u8YN5WHvZwWW8mPQi+VX5TImcwr0D7sXb2bttgjwLymCg+IsvKXj7bTCZ8Js5E98bbzijzn8l+VXsXWeuqFdZWoeLhwNRQ4KIHSYT9YQQ1s1kNJGyOodNPx+grsZI75GdiZ8UYbnS323ImhJ/OeCG+fq+AQsv5zuqKYn/qEpDJfO2z+OL3V/g4ejBfwb+h0t6XIKdZr2T1wx6PXnPv0D577/jGBFh7vw3bNjJt681kr41nz1rc8lJM0/UC4vrROzwYMJ7y0Q9IYRtqa6oY+NPGexKPIyzmwNDL+5G7IiQdr38z2oSv7U5WsAn1sPzlt1lZ1ZwJfVIKnM3zGVL/hb6+vdlztA5xPjGnP6JFlSRmIj+mWcxHDqE58SJBDz0UGPnP6UUeZllja1vDTVGvPxdiB0RTMzQYNy8nSwcvRBCNE9BVjmJC1LJ3V+Kf5gHCdMiCe7hbemwWoXFE7+maeFKqcxTPK4BnZVS2c0J4mydyRn/sZRS/JT+E69ufpWS2hKujrmaO/rdgbuj9Q6Bm2prKfrgQ4rmmzv/ecy6l7zQc9izIY8juZXYO9rRY0AAsSNCCO7R/DbDQghhTZRS7E/OZ+23+6ksqSUqPpBhl/bA3ad9ndxYQ+JfhLnq7I/AZqAAc5OeHpib9IwBnlBKLWtOEGfrbBP/UaW1pby55U0WpS7Cz8WPBwY/wPjw8VabNE1GEwf+2sf2BZvIUyEoOx3+ATriLoikx8AAHGWinhCinTPUGtm8NJNty7LQdBqDJnSl35gw628O1kQWT/wNB+kJXAOMAIKBKmAP8BuwWClV05wAmqO5if+olMIUntnwDLuLdjMkeAiPDnmUCK+IFoiwZZTkNVTU25BLVcNEvYigWrx/fx/nQyl4T70c//vuaxed/4QQoilKC6pZuziNjO2FePq7cM7USMJ7d7LaE7emsorEb81aKvEDGE1GFqUu4s0tb1JtrOaGXjdwS59bcLFvvUI6p2KoNbJ/cz571uWQu78UzU6ja8NEva69O6HT2WGqrKTg3Xcp/uxzdO7u+P/ffXhPmYJm1z6++QohxOlk7S4mcWEqR/RVhPXy5ZypkfgE2e7yP0n8p9GSif+owupCXk1+lZ8P/Exn987Mjp/NyNCRLXqMk1FKkZdRxp61OaQl52OoNeId6Ers8GCihwSddKJeTWoq+qefpjp5My59+xL05BM4x8a2ScxCCGFpRqOJlFWH2fTzAerrTPQZ3YXBF0bY5OVPSfyn0RqJ/6gkfRJzN8wlvTSdkaEjmR3fep3/qsrq2LdBz551ORzRV2HvpKNHQ0W94O5Nm6inVEPnvxdfwlhSgs+11+B/993o3K13wqIQQrSkqrI6Nv6Yzu51ubh4ODLskm7EDA1Gs6Hlf5L4T6M1Ez+AwWjgiz1fMG/7PJRS3Nb3Nqb3nI6DrvlFJExGEwd3mVvfHtxZhMmkCOrmReyIYPNEPeez+6ZqLC2l4I03OPL1N9j7+REw+yE8J1q+858QQrSV/INlJC5IRX+gjIBwTxKuiCQowsvSYTWJxRO/pmkDTvVkpdSW5hy8uVo78R+VW5HLS0kvsfzQciK8Inh0yKMMCR5yVvs6oq9k73pz69uqsjpcPB2JGRJEzPBgfINb7rpU9c6d6J96mpqUFFyHDSXoscdx6mY9ExaFEKI1KZMidZOedd+nU1VaR8ywIIZe0h03L+te/mcNiX9lw/86A4OA7Zir9vUBkpVSJy8j1wbaKvEftTp7Nc9vfJ7simwmRkzk/kH3N6nzX11NPelbzBX1ctNPPFGvNSijkZKFC82d/2pq2qTznxBCWJO6mno2L8lk2/IsdA52DJ4YQZ/RXay2kqnFE/8xB/oO83r9nQ2344AnlVKXN+fgzdXWiR/Mnf8+SvmIj3Z+hJPOiTv738kV0Vf8q/OfUgr9gTL2rMth/z8n6g0NatNvnfWFhebOfz/+2ND5bw4eo0e12fGFEMLSSvKqWLs4jcydRXgHunLO1Ei6xnWydFj/Yk2Jf5dSqtfp7msrzSnZ21IOlh3kuY3PsS5nHTG+McwZOoe+/n2pLK1l30Y9e9flNk7UixxorqgX1M3Totfaq5KS0D/9NLVp+3EfPZrARx5pVuc/IYSwNZk7C1mzKI3S/GrCe3dixNRIvANcLR1WI2tK/F8DlcCXDXddA7grpa5qzsGbyxJn/Mc62vnvpY0v45zjx+jKS3HO8UOZILi7eaJe9wFnP1GvNSiDgeLPv6DgnXfMnf9mzaLTDTPQzqDznxBC2DJjvYntf2aR/GsmRqOJfmPCGDihq1V8VltT4ncGZgHnNty1GnjPklX7wPKJ/4i+kj1rc9mzIZeacgNVDmVkBm1n5Pn9mBI/2bo7/+Xmmjv//fEHjt26mTv/DR1q6bCEEKLNVJbWsuH7dPZu0OPm5ciwy3oQFR9o0ZFZq0n81soSib+upt5cUW9tLvoDpdjZaXTt3YnYESHUhhTxXNJctuZvpZ9/P+YMnUO0b3SbxnemKlavRv/sXHPnvwsvJOChB3EICLB0WEII0Wb0GaUkfpNK/sFygrp5kXBFJAFdLdN13moSv6ZpkcDzQE/MM/wBUEp1a87Bm6utEr9Sitz0Uvasy2X/5nzqa434BLkSOzyE6KFBuHr+PUxuUiZz57/kVymrK+OqmKtso/Pf/A8o+uADNEdH/O++G5+rr0Kzt/ywlxBCtAVlUuzdkMv679OprjDQc3gwQy7uftzne1uwpsS/BngCeA2YDNwA2CmlHm/OwZurtRN/ZWltQ0W9XEryqnBw0hE5yDxRLzDi1BP1SmtLeWPLGyxOXYyfix8PDn6QceHjrLqQTl1mJvpn51K5Zg1OsbEEP/E4Lv36WTosIYRoM7XV9ST9msHOP7Oxd9IRPymCuJGdW23Z9T9ZU+LfrJQaqGnaTqVU72Pva87Bm6s1Er/RaOLgziL2rMvlYEoRyqQI7uFF7PAQegwMwMFJd0b721mwk2c2PMOe4j0MDR7Ko0MeJdwrvEVjbklKKcp//4O855+nPi9POv8JITqkI/pK1ixM49DuYnyCXEm4IorQWN9WP641Jf51wDnAYuBP4DDwglLKohewWzLxF+dWsmddLvs25FJdbsDVy5GYocHEDg/GO7B5Sz2MJiMLUxfy1pa3qDHWcEPcDdzc+2aLdf5rCmNFJYXvvkvxZ5+h8/Ag4P7/w+uyy6TznxCiw1BKkbmziDULUykrrKFbP39GXN4DT7/W++y2psQ/GNgDeAPPAJ7Ay0qpDc05eHM1N/HX1dSzP9nc+lZ/oAw7O43wPn7EjggmrKcvdi08tFNYXch/k//LLwd+obN7Zx6Of5jzQs9r0WO0tJp9DZ3/Nm/GpV8/c+e/mBhLhyWEEG2m3mBk+4oskpccRBkV/S8IY8C4rmc8AtwUVpP4jzmgq1KqqjkHbElnk/iVUuTuLzVX1NucT32dyTxRb0QI0UOC2mQiR5I+iWc3PMuB0gOMCh3F7PjZhLiHtPpxz5ZSitIffiT/5ZcxlpTge921+N11l3T+E0J0KBVHaln//X5SN+Xh7uPE8Mt60GNQQIvO3bKaxK9p2jDgI8xFe8I0TesL3KaUur05B2+uM0n8lSW17N2Qy551uZTmV+PgrCNyUCCxI4IJDG/7inqt2fmvtRhLS8l//XVKvlkgnf+EEB1Wzv4SEhekUphVQXAPLxKuiMI/1KNF9m1NiX8jcDnwk1Kqf8N9KUqpuOYcvLlOl/iN9Ucn6uWYJ+opCIn0NlfU63/mE/VaQ25FLi8mvciKQyuI8IpgzpA5xAfHWzqsU6reuRP9k09Rs2uXdP4TQnRIJpNiz9ocNvx4gNpKA70SOjPkom44uzfv5M2qEr9SaoimaVuPSfzblVJ9m3Pw5jpZ4i/OqWT3uhxSN+qpLjfg5uVIzLBgYoY1f6Jea1mdvZrnNj7H4YrDXNjtQu4fdD9+Ln6WDuuklNHIkQULKHjtdXPnv5tuxO826fwnhOhYaioNJP2Swc6/DuPorGPIRd3olRBy1nPE2iLxN7VCS5amacMBpWmaA3AP5sl+VqOuup605Dz2rMslL6MMO51GRB8/Yoa3zkS9lnZul3OJD4rnw50f8nHKx/yV9Rd39b+LK6KvQGdn+ZGJf9J0OnyvvhrPCy4g/+WXKZr3PmU//0LgnEfxGCWd/4QQHYOzmwMJV0TRMyGExAVprP4mlV2Jh0mYFkXnaOtcBt3UM34/4A3gfEAD/gDuUUoVtW54p9bb11f9vjGd3WtzSd+cT73BhG+Im7n17ZAgXDxss/FMZmkmz218jvW564n1jWXO0Dn08e9j6bBOqXLTJvRPP03d/nTcx4wh6JGHcegsnf+EEB2HUooD2wpYu2g/5cU1dB8QwPAp3fHs1PSRUKsZ6rdW4f491ANT5uPorCNycCCxw0MICPdoF5PNlFL8cfAPXtr0EgXVBUyJmsK9A+7Fy8nL0qGdlKqro/jzzyl4511QCr/bb6fTjOnS+U8I0aHU1xnZuuwQW5YeRAEDxnVlwAVh2DuefvTW4olf07S3gJNuoJS6uzkHP1uapk0GJof59bjlj59X021AAA5N+IXaokpDJe9ue5ev9nyFp6Mn/xn4Hy7ucbF1d/7LyTF3/lu2TDr/CSE6rPLiGtZ9u5/9m/Px8HVmxOU96Nbf/5Qnp9aQ+Kcfc/MpzPX6GymlPmvOwZurm383daDggCVDaDP7ivfx7IZn2Vawjf4B/Xl0yKPW3/nvr7/Mnf+ysvCcNImABx+Qzn9CiA7ncOoREhekUXS4gs7RPiRMi6RT5xPXQbF44v/HwRpn9FuLjpT4wdz578f9P/La5tcoqyvj6tiruaPfHbg5uFk6tJMy1dT83fnPyQn/e+7B56orpfOfEKJDMRlN7ErMYeNPB6irMRJ3XmfiJ0Xg7Hb88r+2SPxnMl5su5MB2gk7zY5LIy/l50t/5tLIS/ly95dc9P1FLM1cirXO1bBzdsb/7rvo9vNPuPTtS97cuWRMm0b1tm2WDk0IIdqMnc6O3iO7cO3Tw+iVEELKqmy+enwDKasPYzK17ee39V4oFifl5eTFE8Oe4MuJX9LJpRMP/PUAty27jczSTEuHdlKO4eGEfvgBnV9/HWNRMZlXXkXuY49Tf+SIpUMTQog24+zuwHlXRTPt0cH4hrjx1//2sej5JHL2l7RZDKe7xl/O32f6rsDROv0aoJRSnq0b3ql1tKH+EzGajCzYt4C3tr5FrbGWG+Nu5ObeN+Ns72zp0E7KWFFJ4TvvUPz55+bOfw/cj9ell0rnPyFEh6KUYv/mfNZ9u5+KI7VEDg4k4gJXLvvzIuu4xm+NJPH/rbC6kFeSX+HXA7/S2b0zjwx5hHO7nGvpsE6pZl8q+qeeonrLFlz69zd3/ou27gmLQgjR0gy1Rrb8fpCtfxwCTbEu6Gcum3Iel8RI4v8XSfz/til3E89ufJaM0gxGh45mdvxsgt2DLR3WSSmT6e/Of2Vl+F57LX533Smd/4QQHU5ZYTXLv9lJbkoFOi8TF1zVl4i+fsct/5PEL4n/hAxGA5/t/oz3t7+Ppmnc1uc2ru95vXV3/ispIf+11ylZuBB7f38CH56Nx/jx7aIYkxBCNFV2eTY3f3wPl+bPpL5IR2hPX86ZGolvsHn1VlvP6hc2wkHnwM29b+bHS35kWPAwXt/yOpf/fDlJ+iRLh3ZSOm9vgp96kvAF32Dv58fh/9xH1k03U5uRYenQhBCiTR32TiXw+irOmRZJXkYZC57ZxJpFadRW17fI/iXxt2Mh7iG8MfoN3h79tnni3+838nDiwxRWF1o6tJNy6dOH8EULCXxsDtU7d5Jx0cXkv/EGppoaS4cmhBCtyqRM5FXlAaDpoO/oUK59eigxI4LZ/mcWXz2+vkWOI1VUOoDzQs8jPtjc+e+TlE/4K+sv7ux/p3V3/rvmGjwvuIC8l1+m6L15f3f+GznS0uEJIUSz1JvqyS7PJr00nQMlBxr/m1GaQY3RfJLj7mie5+Ti4cjIq6Nx93Zi088tMwIq1/g7mIzSDJ7b+BwbcjcQ6xvLY0Mfo7d/b0uHdUqVGxs6/6Wn437+GIIels5/QgjrZzAaOFR+iPSS9OOSfGZpJgaToXG7ILcgunt1p5t3N7p7dSfSJ5Lefr3RNI0j+krWLNrPoV1F+AS5cs1Tw2RynyT+M6eU4vfM33kp6SUKqwu5POpy7hlwj9V3/iv67DMK330PAL/bZ9FpunT+E0JYXq2xlszSTA6UHiC9JL3xv4fKDlGv/r4u39m9M929ux+X5CO8IhrP7o9VV11P8m+ZbP8zC3sHOwZPiqD3qC7Y2+sk8UviP3sVdRW8u/1d/rfnf3g6enLfoPu4qPtFNtD573nKly3HsXt3gh57DLehQywdlhCiA6iuryajNOO45H6g9ABZ5VmYlAkwl1YP9Qilm1c3unt3b/xvuGc4rg6upz2GMin2bdKz/rt0qsrqiB0ezNBLuuPqaT7JkeV8kvhbxLGd/wYEDODRoY8S5RNl6bBOqXzVKvKenYshOxvPyZMJfPAB7P39LR2WEKIdqDRUHnftPb00nfSSdHIqclANxWztNXvCPMOOS+7dvLoR7hWOk87prI6bf7CM1d+kkpdRRkC4J+deEUVgxPEFciXxS+JvMUc7/726+VXK68q5JvYabu93uw10/ptP0Qcfmjv/3XuvufOfzvomLAohrE9ZXRkHSg40nr0fTfS5lbmN2zjYORDuFX7c8Hx37+6EeYS1WG2UqrI6NvyYzp51ubh4ODLsku7EDA1Cs/t3HRNJ/JL4W1xJTQmvb3mdb9O+JcAlgAfjH+SCrhdYdSGd2owM8p55lsp163DqGUvwE0/g0revpcMSQliJkpqSxrP2xiH6kgPkV+c3buOkc6KbV7fG5H70v108umBv1zoL4IxGEymrDrPplwzqa430Gd2FQRdG4ORy8uNJ4pfE32q2F2zn2Q3Psrd4L8NDhvPIkEfo6tnV0mGdlFKK8t9/J++556kvKMB76lQC7vsPOm9vS4cmhGgDSimKaoqOG5o/muSLa4obt3Oxd/k7sR8z0S7ELaRNlzdn7SkmcUEqR/RVhPX05ZxpkfgEnX6EVRK/JP5WVW+qZ8G+Bby91VwA6KbeN3FT3E3W3/nv7bcp/uILdJ6eBNx/P16XXiKd/4RoJ5RS5Ffl/2sNfHppOqW1pY3buTu4mxP7Mdfgu3t1J9At0KITmMsKq1n77X4ObC3A08+Zc6ZFEd67U5NHVSXxS+JvEwVVBbyS/Aq/ZfxGF/cuPDzkYRvo/LcP/ZNPUb11Ky4DBhD0xOPS+U8IG2JSJvSV+uPO3I8m+QpDReN2Xk5ejdfdj03y/i7+VnWJ0lD3dwc+TYOBE8Lpd34o9g5nNsogiV8Sf5vamLuRZzc8S2ZZJmPCxvDQ4Iesv/Pf9z+YO/+Vl+N73XX43XknOnfrnbAoREdjNBnJqcj59zX40gNU11c3bufr7HtcYu/h3YNuXt3wdfa1qgT/T0op0rcUsHZxGhVHaokcHMjwy7rj7nN2I6eS+CXxt7l/dv6b2Xcm18VeZ9Wd/+qPHKHgtdcpWbTI3PnvkYfxGDfOqj8shGhv6k31ZJVn/esafEZpBrXG2sbtAlwCGq+/H7tMzsfZx4LRn52iwxUkLkjlcGoJnbq4c+4VUYREejdrn5L4JfFbzOGKw7y46UVWZq2ku1d3Hh36KIODBls6rFOq3raN3Kefpnb3HtyGDyfwsTk4RURYOiwh2hWD0cDBsoP/WgN/sOzgcWVqg92Cj1sed3RGvaej5yn2bhtqKg1s+jmDlL+ycXS1Z+jF3el5Tgh2J1ied6baVeLXNK0b8CjgpZS6vCnPkcRveauyVvHCphc4XHGYyd0mc9+g+/Bz8bN0WCel6us58vU3FLzxBqq2lk633EynW2/Fztl6JywKYY2Olqn9Zx36Q2WHMCojABpaY5naY5N8hFeEVdcIOVsmk2L3mhw2/niA2ioDced2Jv6ibji7tdyIqNUnfk3TPgYmAflKqbhj7h8PvAHogA+VUi8c89hiSfy2pbq+mg92fMAnuz7BRefC3QPuZmrUVKvs/HdUfUEBeS+9TNnPP+PQpQtBj83B/bzzLB2WEFanqWVqwzzC/h6ab0jy4V7huNi7WPgVtI2c/SUkLkilMKuCkEhvEq6Iwq/Lv2vwN5ctJP5zgQrg86OJX9M0HZAKjAWygSTgKqXU7obHJfHbqIzSDOZunMvG3I307NSTq2OubrXCFy3Feft+/N79DsesfCqHxVFw1xRM3h6WDksIi2k8kz9Jmdqunl3/tQY+3DMcR13HbJhVcaSWdd/tJy0pD3cfJ4ZP6UGPgQGtNofI6hM/gKZp4cAvxyT+YcCTSqlxDbcfBlBKPd9w+5SJX9O0W4FbAcI7hQ/MKGyZ/sSiZRzb+a+gusDS4TSJzqiYtElx5V8mfhmi8dUo6x2pEKItONg5EOEV8a9CN6GeoTjYWe9E3rZUbzCyfUUWyUsOooyK/heEMWBcVxycWvfzoyUSvyVOxzoDWcfczgaGaJrWCZgL9Nc07eGjXwT+SSk1H5gP5jP+1g5WnBlN0xgfMZ6RoSPRV+otHU7TTYHqC67gsi7nceUlt1s6GiEsxt7OniC3IKsfrbMUpRSZO4tYsyiNsoJquvXzZ8TlPfD0s51LGlbzl1VKFQEzLR2HaBnO9s6Ee4VbOowzkqrZ4enoQZCNxS2EaBtH9JWsWZTGoV3F+AS5ctHd/Qjt6WvpsM6YJRL/YSD0mNtdGu4TQgghrE5ddT1Jv2WyY0UW9o52nDM1kriRndHpbLMUuCUSfxIQqWlaBOaEfyVwtQXiEEIIIU5KmRT7NupZ93061eV1xA4LZugl3XH1tO2JjK2a+DVN+xoYCfhpmpYNPKGU+kjTtDuB3zEv5/tYKbXrDPc7GZgc3kmKrwghhGh5eZllJC5IJS+jjMAITy68vQ+B4bZfXAhaOfErpa46yf2/Ab81Y78/Az938+92y9nuQwghhPinqrI6NvyQzp51ubh4OjJmRizR8UFoLVB1z1pYzeQ+IYQQwlKMRhMpqw6z6ecD1BtM9B8bxqCJ4Ti6tL802f5ekRBCCHEGsnYXk7gwlSP6KsJ6+nLOtEh8gtpfSeGjbDLxyzV+IYQQzVVaUM3axWlkbC/E08+Zibf3Ibx3p3bfudMmE79c4xdCCHG2DLVGtvx+kK1/HEKzg6GXdKPvmFDsHTpG1U6bTPxCCCHEmVJKsX9zPuu+3U/FkVoiBwcy/LLuuPt0rO6ckviFEEK0e4XZFSQuSCUnrQS/UHfG3tSLkB7elg7LIiTxCyGEaLdqKg1s+ukAKasP4+TqwHlXR9PznBDs2tHyvDNlk4lfJvcJIYQ4FZNJsXtNDht+TKeuqp6487oQPzkCZzfpLmiTiV8m9wkhhDiZnLQSVi9IpSi7gs5R3pwzLQq/Lu6WDstq2GTiF0IIIf6p4kgN675LJy0pD3cfJ8bdEkf3Af7tfnnemZLEL4QQwqbVG4xsW57F5iWZKBMMujCcAeO64uDYMZbnnSlJ/EIIIWySUorMHYWsWZRGWWEN3fr7M2JKDzz9XCwdmlWTxC+EEMLmHNFXsmZhGod2F+MT5MpF9/QjNNbX0mHZBJtM/DKrXwghOqa66nqSfs1gx5/Z2DvpOGdqJHEjO6PT2Vk6NJthk4lfZvULIYT12pO4ksRvPqe8qBCPTn4kXHk9sQmjmrVPZVLs3aBn/Q/pVJfX0XN4MEMu7o6rp2MLRd1x2GTiF0IIYZ32JK7kj/lvU19XC0B5YQF/zH8b4KyTf15GGasXpJKfWUZghCeT7uhDQFfPFou5o5HEL4QQosUkfvN5Y9I/qr6ulsRvPj/jxF9VVsf6H9LZuy4XV09Hzp8RS1R8EFoHrrrXEiTxCyGEaDHlRYVndP+JGI0mdq7MJumXDOoNJvqPDWPQheE4OkvKagnyWxRCCNFiPDr5UV5YcML7m+LQ7iLWLEzjiL6KsF6+nDM1Ep8gt5YOs0OTxC+EEKLFJFx5/XHX+AHsHZ1IuPL6Uz6vtKCatYvTyNheiKe/Cxfe3oeuvTtJ1b1WIIlfCCFEizl6Hb+ps/oNtUY2L81k27IsNJ3G0Eu60W9MGDoHWZ7XWmwy8cs6fiGEsF6xCaNOO5FPKcX+zfms+3Y/FUdqiYoPZNilPXD3cWqjKDsum0z8so5fCCFsV2F2OYkL0shJK8Ev1J0LbupFcA9vS4fVYdhk4hdCCGF7aioMbPz5ALtWH8bJ1YGR10QTOyIEO1me16Yk8QshhGhVJpNid+JhNvx0gLpqI3EjuxA/KQJnNwdLh9YhSeIXQgjRanLSjrB6QRpF2RV0jvYmYVoUnTq7WzqsDk0SvxBCiBZXXlzD+u/2k5acj7uvE+NuiaP7AH9ZnmcFJPELIYRoMfUGI9uWZbF5aSZKweALw+k/risOjjpLhyYa2HTiVyYT5StXWjoM0U4og8HSIQhhs5RSZGwvZO3iNMoKa+je35/hU3rg6edi6dDEP9hk4m9cx+/blexZt1s6HNGO2Hl4WDoEIWxOcW4laxalkbW7GJ9gNy66tx+hMb6WDkuchKaUsnQMZ617UJRKWfadpcMQ7YWm4RwVieYo/b2FaIra6nqSfs1g55/Z2DvpiJ8cQdx5ndHppOpea9E0bbNSalBz9mGTZ/yN7O1x6R1n6SiEEKJDUSbF3g25rP8+neoKAz1HhDD04m64eMiXZltg24lfCCFEm9JnlJK4II38zDKCunky6c6+BHT1tHRY4gxI4hdCCHFalaW1bPghnb3r9bh6OnL+jFii4oPQpOqezZHEL4QQ4qSM9SZ2rMwm6dcMjAYT/S8IY9DEcBydJX3YKvnLCSGEOKFDu4pIXJhGSV4VXeM6cc7USLwDXS0dlmgmSfxCCCGOU1pQzdrFaWRsL8TL34UL7+hDeG8/S4clWogkfiGEEAAYao1sXprJtmVZaDqNYZd2p+/oUHQOsjyvPZHEL4QQHZxSiv3J+az9dj+VJbVEDQlk+KU9cPN2snRoohVI4hdCiA6sIKucxAWp5O4vxT/Mg3E39yK4h7elwxKtSBK/EEJ0QDUVBjb+dIBdiYdxcnNg5DXRxI4IwU6W57V7Npn4j9bq7xoUaelQhBDCppiMJnYl5rDxpwPU1RjpPbILgydF4OzmYOnQRBux7Vr9XXqq9Ozdlg5DCCFswuHUIyQuSKPocAWdo71JmBZFp87ulg5LnAGp1S+EEOK0yotrWPfdfvYn5+Pu68T4W+Po1t8fTZNh/Y5IEr8QQrRT9QYj25YdYvOSgyhg8KQI+l8QhoOjztKhCQuSxC+EEO2MUoqM7YWsXZxGWWEN3Qf4M3xKDzw7uVg6NGEFJPELIUQ7UpxbyZqFqWTtOYJviBsX39uPLjG+lg5LWBFJ/EII0Q7UVteT9EsGO1dm4+CsI+GKSOLO7YydTqruieNJ4hdCCBumTIo963PZ8EM61RUGeo4IYejF3XDxcLR0aMJKSeIXQggbpT9QSuKCVPIPlhPUzZNJd/YloKunpcMSVk4SvxBC2JjK0lo2fJ/O3g16XL0cOf+GnkTFB8ryPNEkkviFEMJGGOtN7Pgzm6TfMjAaTAwY15WBE7ri6Cwf5aLp5N0ihBA24OCuItYsTKMkr4rw3p0YcXkk3oGulg5L2CBJ/EIIYcVKC6pYs2g/mTsK8Qpw4cI7+hDe28/SYQkbJolfCCGsUF1NPVuWHmTr8kPodHYMu7Q7fUeHonOQ5XmieSTxCyGEFVFKkZaUx7pv91NZWkf0kCCGXdodN28nS4cm2glJ/EIIYSUKsspJXJBK7v5S/MM8GHdrb4K7e1k6LNHO2GTi1zRtMjC5a1CkpUMRQohmq66oY+NPGexOPIyTmwOjro0hZngwdnayPE+0PE0pZekYzlr3Lj1VevZuS4chhBBnxWQ0sSsxh40/HaCuxkjvkZ2JnxSBk6uDpUMTVkrTtM1KqUHN2YdNnvELIYStO7zvCIkLUyk6XEnnaB8SroikU4i7pcMSHYAkfiGEaEPlxTWs+3Y/+zfn4+HrzPjb4ujWz1+q7ok2I4lfCCHaQH2dka3LDrFl6UEUED85gv5jw7B31Fk6NNHBSOIXQohWpJQiY1shaxanUV5UQ/cBAQyf0h3PTi6WDk10UJL4hRCilRTnVJK4MJXsvUfwDXHj4v/0p0u0j6XDEh2cJH4hhGhhtVUGkn7JZMeqbByddSRcEUXcuSHY6aTqnrA8SfxCCNFClEmxZ30uG35Ip7rCQK9zQhhyUTdcPBwtHZoQjSTxCyFEC9AfKCVxQSr5B8sJ7u7F5Lui8A/zsHRYQvyLJH4hhGiGytJaNnyfzt4Nety8HBl7Y08iBwfK8jxhtSTxCyHEWTDWm9j+ZxbJv2VirDcxYFxXBk7oiqOzfKwK6ybvUCGEOEMHU4pYsyiNkrwqwnt3YsTlkXgHulo6LCGaRBK/EEI0UUl+FWsXpZG5swivABcuvKMP4b39LB2WEGdEEr8QQpxGXU09m5ccZNuKQ+h0dgy7rDt9R4eis5flecL2SOIXQoiTUEqRlpTHum/3U1laR/TQIIZd2h03LydLhybEWZPEL4QQJ1BwqJzEBankppfiH+bB+Nt6E9TNy9JhCdFskviFEOIY1RV1bPzxALvW5ODi7sCo62KIHRaMZifL80T7IIlfCCEAk9FEyuocNv18gLoaI31HhTJ4UjhOrg6WDk2IFiWJXwjR4WXvO0LiglSKcyrpEuNDwrQofEPcLB2WEK1CEr8QosMqL65h7eL9pG/Jx6OTMxNu601EPz+puifaNUn8QogOp77OyNZlh9iy9CAA8ZMj6D82DHtHnYUjE6L1SeIXQnQYSikObCtg7aL9lBfX0GNgAMOn9MDD19nSoQnRZiTxCyE6hKKcCtYsTCN77xE6dXbjkv/0p3O0j6XDEqLNWU3i1zTNDXgXqANWKaW+snBIQoh2oLbKwKZfMti56jCOzjrOvTKKXgkh2Omk6p7omFo18Wua9jEwCchXSsUdc/944A1AB3yolHoBuAxYrJT6WdO0BYAkfiHEWTOZFHvX5bLhx3SqKwz0SujMkIsicHF3tHRoQlhUa5/xfwq8DXx+9A5N03TAO8BYIBtI0jTtJ6ALsLNhM2NTdm6oNfL9f7e0ZLxCiHaiqqyOkrwqgnt4MfmuKPzDPCwdkhBWoVUTv1JqtaZp4f+4Ox7Yr5Q6AKBp2jfAxZi/BHQBtgEnHYPTNO1W4NaGm7WX3T8wpYXDbm1eQKmNHeds93Wmz2vq9qfbrjmP+wGFTYjBmtjae6o5+zm799QDzd5vR3pPtdX7qSWP1VbvqZb6jGrKNid7PLoJxz81pVSr/gDhQMoxty/HPLx/9PZ1mEcF3IBPgPeAa5q47+TWjr8Vfh/zbe04Z7uvM31eU7c/3XbNeVzeU61/nObsR95TtvN3bstjtdV7qqXeT03Z5mSPt8T7yWom9ymlKoEbLB1HG/jZBo9ztvs60+c1dfvTbdfcx22Nrb2nmrMfeU+1vrZ8Lbb2nmqp91NTtmm1v4PW8A2i1TQM9f+iGib3aZo2DHhSKTWu4fbDAEqp589i38lKqUEtGK7o4OQ9JVqavKdES2qJ95Ml1rMkAZGapkVomuYIXAn8dJb7mt9yYQkByHtKtDx5T4mW1Oz3U6ue8Wua9jUwEvPkljzgCaXUR5qmTQRex7yc72Ol1NxWC0IIIYQQjVp9qF8IIYQQ1kNKVwkhhBAdiCR+IYQQogORxC+EEEJ0IO0q8Wua5qZp2meapn2gado1lo5H2D5N07ppmvaRpmmLLR2LsH2apl3S8Pm0QNO0Cywdj7B9mqbFapo2T9O0xZqmzWrKc6w+8Wua9rGmafmapqX84/7xmqbt0zRtv6ZpsxvuPtro5xbgojYPVtiEM3lPKaUOKKVuskykwhac4fvph4bPp5nAFZaIV1i/M3xP7VFKzQSmASOasn+rT/yYG/2MP/aOYxr9TAB6AldpmtYTc63/rIbNmtToR3RIn9L095QQp/MpZ/5+mtPwuBAn8iln8J7SNO0i4Ffgt6bs3OoTv1JqNVD8j7sbG/0opeqAfzb6ARt4bcIyzvA9JcQpncn7STN7EViilJLWouKEzvQzSin1k1JqAtCkS9y2mhw78/eZPZgTfmfgO2CKpmnv0b5qZ4vWd8L3lKZpnTRNmwf0P1peWogmONln1F3A+cDlmqbNtERgwmad7DNqpKZpb2qa9j5NPOO3miY9LaEDNfoRbUQpVYT5eqwQzaaUehN409JxiPZDKbUKWHUmz7HVM/7DQOgxt7s03CfE2ZL3lGhJ8n4SLa3F3lO2mvhbstGPECDvKdGy5P0kWlqLvaesPvE3NPpZD0RrmpatadpNSql64E7gd2APsFAptcuScQrbIe8p0ZLk/SRaWmu/p6RJjxBCCNGBWP0ZvxBCCCFajiR+IYQQogORxC+EEEJ0IJL4hRBCiA5EEr8QQgjRgUjiF0IIIToQSfxC2CBN04yapm075ie8oWb3Ly18nOCz3aemaVdrmlanadpj/7g//pi4t2uaduk/Hp+nadoJ24tqmjZJ07SnzyYeIYSZJH4hbFO1UqrfMT+ZrXSc+4APzvRJmqaNBh7E3D70fE3Tph/zcAowSCnVD3Pr0fc1TTu2b8hQYMNJdv0rMFnTNNczjUkIYSaJX4h2SNM0X03TftA0bYemaRs0TevTcP9OTdO8G9rDFmmadn3D/Z9rmjb2BLuaAixt2GZGwz6XaZqWqWnanZqm3adp2taGY/g2bNcbeBYYp5TaD0wErtY0bRyAUqqqoQoZgDPQWEVM07RYIFUpZdQ07W5N03Y3vIZvGp6rMDckmdTSvzMhOgpJ/ELYJpdjhsu/P8HjTwFblVJ9gEeAzxvuXwuMAHoBB4CEhvuHAeuO3YGmaRHAEaVU7TF3xwGXAYOBuUCVUqo/5vKi1wMopXYqpYYrpfIablcqpcYppX4/Zt9DNE3bBewEZh7zRWACDV80gNlA/4bXcGyHxORj4hZCnCFJ/ELYpmOH+i89wePnAF8AKKX+BDppmuYJJALnNvy8B/TWNK0z5gRf+Y99BAMF/7hvpVKqXClVAJQCPzfcvxMIb2rwSqmNSqlemL9APKxpmnPDQ+P4O/HvAL7SNO1aoP6Yp+cDIU09lhDieJL4hehYVmM+W07APGReAFyO+QvBP1VjHoo/1rFn/6ZjbpsAe86QUmoPUAHENVy391ZK5TQ8fCHwDjAASDpmHoBzQ2xCiLMgiV+I9ikRuAZA07SRQKFSqkwplQX4AZFKqQPAGuB+zF8I/imVMziLb6qGtqL2Df/fFYgBMoFRwMqG++2AUKXUSuAhwAtwb9hFFOYJgkKIs3DG39CFEDbhSeBjTdN2AFXAsbPqNwK6hv9PBJ7H/AXgOEqpSk3T0jVN69EwSa+lnAPM1jTNgHmk4HalVKGmaROAxQ3b6IAvNU3zAjTgTaVUScNjo4CHWzAeIToUacsrhDiphjX2A5VSc9rgWFuAIUopwym2CQT+p5Qa09rxCNFeyRm/EOKklFLfa5rWqY2ONaAJm4UB/9fasQjRnskZvxBCCNGByOQ+IYQQogORxC+EEEJ0IJL4hRBCiA5EEr8QQgjRgUjiF0IIITqQ/wdzAzdK1qSHxQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Turbine selection based on head and design flow\n", + "\n", + "# Turbine selction is automatically selected in HG by using the figure displayed here. To select a \n", + "# different turbine, use turbine_type and select one of the esiting turbines\n", + "\n", + "turbine_type_plot(hp)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Flow duration curve\n", + "\n", + "# Changing the variable pctime_runfull allows user to evaluate different designs flow. The default is 30% (as observed below)\n", + "# Using design_flow achieves the same outcome. \n", + "\n", + "flow_duration_curve_plot(hp)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Summary results - Capacity factor\n", + "\n", + "plant_capfactor_plot(hp)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Summary results - Turbine flow\n", + "\n", + "plant_turbineflow_plot(hp)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Summary results - Generation\n", + "\n", + "plant_elecgeneration_plot(hp)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# 2.3 HydroGenerate allows the user to specify flow constraints that denote annual and major maintenance (5 years):\n", + "\n", + "# 1. Annual maintenance: the flow will be set to zero for **one week** in the month with the lowest average flow every year. \n", + "# P parameter `annual_maintenance_flag`\n", + "\n", + "# 2. Major maintenance: the flow will be set to zero for **two weeks** in the month with lowest average flow every 5 years. \n", + "# Parameter `major_maintenance_flag`\n", + "\n", + "# The user can specify the threshold of flow using the parameteres `minimum_turbineflow` for flow in absolute value, \n", + "# or `minimum_turbineflow_percent` to specify a percentage of the design flow.\n", + "\n", + "flow = pd.read_csv('data_test.csv') # pandas data frame\n", + "flow['dateTime'] = pd.to_datetime(flow['dateTime']) # preprocessing convert to datetime\n", + "flow = flow.set_index('dateTime') # set datetime index # flow is in cfs\n", + "head = 20 # ft\n", + "power = None\n", + "penstock_length = 50 # ft\n", + "hp_type = 'Diversion' \n", + "\n", + "\n", + "# minimum_turbineflow = 5000 # flow is in cfs\n", + "# minimum_turbineflow_percent = 80 # percent of design flow that can pass through the turbine\n", + "\n", + "\n", + "\n", + "hp = calculate_hp_potential(flow= flow, flow_column='discharge_cfs', rated_power= power, head= head,\n", + " hydropower_type= hp_type, penstock_length= penstock_length, \n", + " # minimum_turbineflow = minimum_turbineflow, \n", + " # minimum_turbineflow_percent = minimum_turbineflow_percent,\n", + " annual_caclulation= True, \n", + " annual_maintenance_flag= True, \n", + " major_maintenance_flag= True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "hat-env", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.13" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From ed9e0b341f95e9cce1475a09fbe77bf24a79ad08 Mon Sep 17 00:00:00 2001 From: Soumyadeep Nag Date: Wed, 19 Nov 2025 10:04:12 -0700 Subject: [PATCH 3/3] updated Diversionmode.ipynb with summary results --- examples/DiversionMode.ipynb | 172 +++++++++-------------------------- 1 file changed, 41 insertions(+), 131 deletions(-) diff --git a/examples/DiversionMode.ipynb b/examples/DiversionMode.ipynb index e4c2c10..4d112f3 100644 --- a/examples/DiversionMode.ipynb +++ b/examples/DiversionMode.ipynb @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -24,17 +24,13 @@ "urllib3.disable_warnings()\n", "\n", "# Import Hydrogenerate\n", -<<<<<<< Updated upstream - "from HydroGenerate.hydropower_potential import *" -======= "from HydroGenerate.hydropower_potential import *\n", ->>>>>>> Stashed changes "from HydroGenerate.summary_results import *" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -117,44 +113,44 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Design flow (cfs): 9480.0\n", - "Head_loss at design flow (ft): 1.9\n", + "Design flow (cfs): 9620.0\n", + "Head_loss at design flow (ft): 1.96\n", "Turbine type: Kaplan\n", - "Rated Power (Kw): 12990.12\n", - "Net head (ft): 18.1\n", + "Rated Power (Kw): 13142.39\n", + "Net head (ft): 18.04\n", "Generator Efficiency: 0.98\n", "Head Loss method: Darcy-Weisbach\n", "Penstock length (ft): 50.0\n", "Penstock diameter (ft): 17.75\n", - "Runner diameter (ft): 18.95\n", + "Runner diameter (ft): 19.08\n", "\n", "Resource Category: CanalConduit\n", - "Initial Capital Cost (M$): 55.5\n", + "Initial Capital Cost (M$): 56.1\n", "Annual Operation and Maintennance (M$): 0.9\n", "\n", "Pandas dataframe output: \n", " discharge_cfs site_id power_kW turbine_flow_cfs efficiency energy_kWh\n", "dateTime \n", - "2010-01-01 08:00:00+00:00 3260.0 11370500 4449.712151 3260.0 0.831829 NaN\n", - "2010-01-01 08:15:00+00:00 3270.0 11370500 4469.737155 3270.0 0.833076 1117.434289\n", - "2010-01-01 08:30:00+00:00 3250.0 11370500 4429.637380 3250.0 0.830567 1107.409345\n", - "2010-01-01 08:45:00+00:00 3270.0 11370500 4469.737155 3270.0 0.833076 1117.434289\n", - "2010-01-01 09:00:00+00:00 3270.0 11370500 4469.737155 3270.0 0.833076 1117.434289\n", + "2010-01-01 08:00:00+00:00 3260.0 11370500 4417.413411 3260.0 0.825791 NaN\n", + "2010-01-01 08:15:00+00:00 3270.0 11370500 4437.662487 3270.0 0.827097 1109.415622\n", + "2010-01-01 08:30:00+00:00 3250.0 11370500 4397.114770 3250.0 0.824469 1099.278692\n", + "2010-01-01 08:45:00+00:00 3270.0 11370500 4437.662487 3270.0 0.827097 1109.415622\n", + "2010-01-01 09:00:00+00:00 3270.0 11370500 4437.662487 3270.0 0.827097 1109.415622\n", "Annual output: \n", " annual_turbinedvolume_ft3 mean_annual_effienciency total_annual_energy_KWh revenue_M$ capacity_factor\n", "dateTime \n", - "2010 6.566921e+06 0.891949 8.106045e+07 4.053022 0.712347\n", - "2011 7.637471e+06 0.908082 9.412662e+07 4.706331 0.827171\n", - "2012 6.468243e+06 0.900021 8.065708e+07 4.032854 0.708803\n", - "2013 6.639240e+06 0.902711 8.241492e+07 4.120746 0.724250\n", - "2014 5.620095e+06 0.885524 6.982281e+07 3.491141 0.613593\n" + "2010 6.605955e+06 0.890552 8.136850e+07 4.068425 0.706769\n", + "2011 7.696602e+06 0.907936 9.468480e+07 4.734240 0.822435\n", + "2012 6.511915e+06 0.899117 8.102678e+07 4.051339 0.703801\n", + "2013 6.685759e+06 0.901904 8.281361e+07 4.140681 0.719322\n", + "2014 5.637207e+06 0.883477 6.988931e+07 3.494465 0.607061\n" ] } ], @@ -209,19 +205,17 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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UXD509aVx55zkKauodhX3y186i1HjRjkHNOGsbz/CsTxnL97lOUf5y88/YxvGTf7YyRStLHdMR2eRKMu2Ddu45MHNhNrb2PHrD8WFveHmf1GtmGuVZbe3su3XyX7wfvKzB7ivodTXNNu9Pz/K2sf6n+Q33/+oq7TUVK/kcy/XxZ3r03KSDb/7KB/81gO8l28tu9U707GTxe03AzCx8RDL/3it6/BuOZW0+IIRlEfaExr0mmvPAODE8ROUV6kewd85ad4LbFYEI5pqaSFEkyFIU5Pq7+3C1v28mD2EpqampHunNB3gjuvnxI7/9GANVW0dldaeA3VJ93ihqOUk1V+cHnfuqafX8tv9fThZn/rG9cbsPM5//21uu/lq0+uV9z7P02IoK07ajLB84tlN+7lEGozqqbx70XRSzfP2UFbSNbkxG/KgsKWRpV88mzn3bYpdaw2Zf8KNrW2x33dNz2X85PEAzL/7DRqy812nq6C1iZPZeWo8L+/gixdYObj1Rs21Z8TJAfDY0QJ+4/L+pqaWuOOrQgd4OlQCQDMhPnhyNz/7SryTa/15Vu8sVfQ6ACCyKcpXXmsAYEv+QF+fcyoSNFAGUtn7UCaNBaCh7jiq9wzV3aoZCpCbJVBa200DFdnkRkmWEnsWwMCiV1RfrBqhUHKl6yRPXnsLTaEcHnn/CUaXz2OYIX6Agas2wn5obWu3jceOrPY2hjQcjUt73DMKsqERFBeNhtf8OWefzOtDO9YTvnT/6/zlU9MoP2u4p3gyQZIsNjMZ9VlqAzGsUX+PHRX7VdtfBuxHhsOHD4y9/9z212jwkE5hKKi/qJa58qxhDC1OtnPpNW8S5UiXvrkhlBatDAlBUX5uUpn7zZs3892p17Bgx0rs3pkXWQY3HYt7ztEjx8DTGw6wI1CSMDB7dvI6TiJW9UhWTkfrYt1AqR+QSAiTGKfSnhxDYvX9gfzEUU1yBe8kT1MoB4CZ99/JsE8kT62cVNQ436tNHtG5xanh0Qtgu0n6E3GTP0a+Wnwk6dzutd6mTjNFoix2U+0HstXZnCwluaNQetYk03uExfsUlqXTHJEQvPnAQdNwXvPGbxK/KTPOu/0WAM6Ybq8E4UWWvjFv9yqJMywB6RE0UAYWL16c8r3ZIedXqWDWjLgk4cYzBxbYXof05AF47rD6/+9eO5ByHArCdnSgD/zcjKC8ypMzakzSubYT9Z7iyBSJsrip1szekLuxbepTmidyEqYDLfLJKW+ESePqK4Zkqd9Z8hvNHaCtSxXaL994KWe5gwbFHffGNf2uJGigDLS3p/4RheJGUOYfsYJAKApW1ZFdNSISCn7/qz8ed/x+c3JWpiMPwMHjau9w69Fmh5D22FaPWoXnZgTlVZ721hbnQF1Ekiwu6rXN/UbEHee2tdDmsWXz0lTduuru5JMWFbBT3nx0a42HJ3tHn5v4+D9WsT/PXHMuK0td39vZaP8WvJSzRM3adlcZEuCWoIEyEHI1CrIogMZ7bcq/ECZTfEkPMZniS4wzO37BqqE9Oe1u5LHjaGObc6A0iaXQxQjKqzw5Be6VATqbZFm8V2zNWTk82FDK4frkKVg/1EBCdlsDEsM65I2S06EVdFrtnpTTFIsv4XUJBIqAte8mT+vqZGnq9g8fzrON20s5y0pY+w1GUP4SNFAGFi5cmPK9cZphFmVUoWNOP64cawe2IyiH52e3JY9y0pEHoD2FSjMRRQjbdQ/9tbUL56LoVZ6pc871FL4zSZIljVf9lQfXJZ8UFr89PGjA5z/nOqxT3uSefnrsd7YS3/EZcLLW9XMSuWXNvfz1+d8mnTf7XrJcNjxeyllWwoPC/d3t4wpwR9BAGVi5cqUv8ezJLzE9r1fWVo2NXlmnVFcdP550Kl15zqpN3uzoleasHFpMVKd1vPT0vcojbJ7b1STKkk7P+7Xo0XST4xqrZDrljVG+9qz40f833nw85fSUNh5j7LF92qyEfWnKynZXHryUs0Tl2dzuW+R6JEEDZeDAAWdlgHRG8LqShEiYKHQTpVNGvduePJ3lRh47zji2O637G5pbAXhi3Actw3jZkuRVHpFr0pvtJjMwSbJkcGoo1em+kIfMccobo3Tb+sWr+fdt9t9BrFnKQ1nuWg8v5Swr8R0FU3y+EjRQnYhbLT4zNXMnWn1ZdYinIZTedEVji/Nic+IUiZ/kTZyQuch9xmoE5WZklahAA/ENgnH6OVFtXKd/47Gkc35mjV2R3l+YbC7ILUN/+EMmvLIShHPfw6jQIO9NljcVEkdQeYapzID0yehGXTksfRP4EmpZ/6cUkf8oh6VS4BGgDIgCH5ci8lE5LAngDmA+6k63z0kR+Q0tnmuBW7RofyFF5Psykd45c+Y4hkmnf2ScgjCLx6634FRZ5JjUPG7ksUPJzknvfjeVq4deuld5hBCMr93NtpJkW3VdTZIsFq/q8AlnDcqxx95POz3/Wn47Cz9UGXfONG8s8tQpb+y6KgM+8mHwOJvcoq/b5ueTPWCA+n0YG2KTe4y2Hj/291VcMXko5502gI9Mjy8fXspZdsI7CuXZK2AEeCNjIyg5LE1GbZxmAFOAK+WwNB6oAFZIEXkCsEI7BrgCmKD9XQ/8TYunFPgJMFOL6ydyWEq9y2XD/v37HcO0paFGqu/PsNxUmIaWRLZJjG7ksSPnrLPSut+dBrT7BioVeRJHF91lAsatLMaNn9e/84RpmDZhP3UlHCpumxuTTh1qaIlN3RpxksduA+vEUQO8pAqAX29qBGBrnbaVwE1HJxQir1Vt8BVF4bF1u/nOY8kbt72UMwf7xgFpksnXKwFrpIjcIEXkVuBFYBFwFaCPgO4DFmq/rwLulyKyIkXk1UCJHJaGAZcBz0oR+YgUkY8CzwKXZyLBsiw7hlm+aV/K8Ssuq2OzkYfTfScUExtuLuSxY0BeesXDzXS8lzWodOXpTiTJYvWyDKcnH9phGqTNTAPSIjqvliQS+cgjm1n011eTzjvlTVVbh4XwASfj7UaO7ON9ImdXgypHXbM6Nktc1zXD7WjdSzlLWoMyPi/Tm5NPATI5xbcBuE0OSwOAk6hTd68DQ6SIvFcLsw/QS+4IYJfh/t3aOavzXcLvlm9J/WahK0kk4IOa+RttzhbDvZLf3AAk211zi3OV4a2BSikN3dAwrDkWa1CG30UtjaZhzBooqzdv2phZYPXmIvuSNUbtSOxwnX1gc9xxrkvturQJhUwb6PZ2xdSWpaso7fY8phRjgJGMNVBSRJblsPQrYDlwAngTaEsIo8hhyZdZFyHE9ahTg+Tk5FBVVQXA5MmTKSkpiamODhs2jJkzZ8bMmeTk5LBgwQJqamp4//33qaqqYu7cuezatYstW9TGaMqUKRQWFrJq1SoOHs/FWPSqqqrIz89n/vz5cempr69n+/btbN++HYDp06fT1q7Q2tJMu5JFk9JCY2MjS5cuZae8DxgTi3XlylfQ2+1ZezewathkGhpOsHv3btra2li3bp2mSBGvubdixQrmzp3L0qVLaWxs5P3336elpYX169eze7eqkTdr1iwaGhp46623AHW+vK6ujhUrVgBQWlrKnDlzWLJkCe/v3g356vTLqlWr2LtX7VfMnj2b2tramGtsSZIYMmQINTU1gGpsc/bs2Sxb9jTQsY61cuXKmIbUnDlz2L9/Pwf2H4A8dcb2wIEDtvk0efJkampqOHJE3Yxplk9G1q5di8hP0G5UFFasWEFdndqLnzdvXlI+ZWVlsXbtWgDGjBnDpEmTWLp0KQB9+vRh3rx5LF++nPp61WzS/Pnz2bhxIzt37gRgxowZsXwCGDduHOPGjWP58uUAFBcXM3ny5Fg+AYwu6ehzVVVVxfLp5ZfXAv0AGN5wWCvX8escrdlqeV+4cCFr1qxh79691NbWQqFqTfvVVavYuGcbkiRxJNe8I7P5R7dAwmzXpo0b+eDuWl4aOS0pvP596fmkfzvG70nPp7Ips5Lu18sSwNZtWxlX28zx3KK478kun/R3sH3HDqqqDnKi/gSK6JgqbGhQ3e0Y8+mKK66gRbNk3n7yJGSpSkC33/sEZ5S0x/JJl6W4uDjuezI+N/buW5rZvn279j3BxIkTOy4qCjU1NbHvqaVFnY405hO4/54WL16ctnWYnkan+YOSw9LtqKOfbwJzpIi8V5vCq5Ei8ulyWPqH9vshLfxmYI7+J0XkL2vn48KZkao/qAMHDjhaMk70B2P0kWO8ZuY758PfvIvW7Fzq22BUTiv3/0b1B/XcEy/xxVXHWRQ6QFX7YJZ9YhxXPKJ+iN9+4xH+cPYnuELZx99+9YVYXIqiMPbmpbHj00KNPH/7RzzJo6fXys/Pvb+6l1uPDrINY8e+ukbO++UK2/t//6t/86ejJa6e4TV/opXlXPqt+9hqcHvw3SEnuOHbHze7tVNJlOXNmtdY+LTaeFuVqWWLb0KKyEllcEDLCdb9Ll6m7//4Ph5pVuVevmg0E2ecmRSfkU0/nMMZt9XEnbvrvCJGVPw/rliYvBE2Ma/s8mbj+3WU/6ljb9GlO9fyz4d+yqVf/jtb+49i48IBTFqsGn5895fzXU3F6XLcOKUf3/jkBfziFw9wV32HD6gPsY8/VX7B8j4jX50zju9dHnYlS+L9V47O589fnWsaxsnvVKo4+YMqq6i+B7gSOBCtLJ+snfsNsABoBrYD10Ury2u1azcDX0AdQHwjWln+jHb+clTFtSzgrmhleaV2fizwMDAAWAdcE60sT88emgUZXeKTw9Jg7f/RqOtP/wGeBHQvXtcC+srvk8Bn5bAk5LB0HlCnTQU+A8yTw1J/TTlinnbOd/zaqGtHbIrPtF9grS7s9MmelpU8/ZO2PJ3QecnURt2F214yPd9dlCRSyZuxVf81Pd9mUqH7IaeX2VE7eZKLkRrxr1f+lYeW3kp+uKNxqNlsbi3ditb395qe91Kuqt+Jj8NL3mTbzfF1XWG7l+R1+meBydHK8rOALcDNAGUV1WcAVwOTtHv+WlZRnVVWUZ0F/AVVee0M4JNaWIBfAX+IVpaPB46iNm4ZIdM6KP+Vw9ImYAlwgxSRa4FK4FI5LG0FLtGOAZYCO4BtwD+BrwJIEfkI8HPgNe3vZ9q5HkeH/l7CRl39C9YtScRvYjFesiS7r/9rUKGi9Jx2uluDysxM/Zc3PJmReDNFOjMZtdkONvM8vONMLOwn2c3TNlDnt7VQ0lxPqG/f2LWGZo/2H9vV8OmUoubWNPyd2SlJdFELFa0sfwk4knBuebSyXFe/XA3ouvVXAQ9HK8ubopXl76LWvzO0v23RyvId2ujoYeCqsopqAVwM6OY/jIpuvpPRfVBSRL7A5NxhYK7JeQW4wSKee4B7fE9gAsOGDcto/B0bdc0LtZmOn90I6rOblnH/GVcAkJWfrMyQtjxp7unwewCW6fzpTBJlyeRg1aoOzWttpik7fjO2cQuEl86DXd6cSFBLzxoyJD6AwUZec1tqBooTk+qlwWpJcMjppZz1UCWJz6PuRQVV4Wy14ZpRCS1ROW0m6rReraGxy6jSWqDFb2DmzJm+xbX/WPKUm95A7cgfwMvZQ5Kum/W4Yk4OE0u7osQZWBVtyXtT0pVn3sD0as02NxYxPHzFfuZPV5OKLLnjxvmahpDDaMlLBWsnT31tvNafSKjVjQ3h4vXeNh370bC3JTRQXvLmYGOXKC1kCyFeN/xd7/bGsorqHwKtwL8zlzz/CBooA+k6+DOy/r1ak7Pmlr1jmxhNrMUWf2iB+QOEiFOhbolpN3WQrjz5aZYON95FvVSCfuRPd1mDSpbFOWWpWynw8JYNeSaEYMx//uPqNru8eeGdeJuOdkZddxzyx6Gkl3KltMZ37ryUs+M25rzMTFD5RKuiKOcY/u50c1NZRfXnUJUnPh2tLNcTtwcYZQg2Ujtndf4wUFJWUZ2dcD4jBA1Uhth9tCHpnJMtPrNrimaRO/GaEPFNXSo27QY1ZNYKtruNup07EdJdGqgkfK7M3Kz/mRGXG0JQeHayirlXlu6IH0HpKSuYOjUprBvP1GZxJX0hHopVW3Pqji0TTR3FJ6H7lDZNI+97wIeileXGyulJ4Oqyiuo8TTtvArAWdb1/QllF9diyiupcVEWKJ7WG7QXgo9r9RkU338noGlRPIycnPdtzRsy0e9odLEnYW+pLJm4Tqsl0jZM8Y47to6Qpcy7Q3Zk6co+n/EnTWWOmSZQlk9s9Uu0D+JU3VmOM0ffdi3Iy3pL56fne1qD0zywxrc8og5LCWpH45r2Us8IcO0sSXdNAlVVUP4S6PWdgWUX1blRTcTejbuJ6VlODXx2tLP9KtLJ8Y1lF9aPAJtSpvxuileVtWjxfQ9WYzgLuiVaWb9Qe8X3g4bKK6l8A6wET18v+EDRQBhYssJhOS4Ho4eQRlGpJwrnQmmn4mX0G/Rs7eqZ925O3IbiRJ5O9PDdTfEUh9893kmfdzo4RYXjDO67j7QqSZPFYmS3a9iJV4y+0vK4ozs2LWd6LuDGJ+ybKLm8SRdMPQ3l5SYo4L+01t5ZhhZ7CxEa4AffWKepFfIPkpR4YVND9qtBoZfknTU5bNiLRyvLbgNtMzi9F1a5OPL8DVcsv43TvbmYno+/c9oPmtuR+o2UVFK9lHocei1kvePDcObHf+SbWzB3lcepap9l2tbtQkpjT1/3+Pid5bqveFPstLEZQv99fxJodh10/M1MkyuKlfVq2+Ca+tGGJvwmKJcTwWysf18hPO95mlzdtLoS7cscrAOR6rJEy0b3yUg+ML/Zv1iUgmaCBMqCbZvGDh9ea+w9wM8VX12hYtLVpvIoLOlSES8qSXUo4yaNg7R8IQKQ55elmBHVCcV8EneTJzXYX14Nr0vcUbKRm8wH+b8VWT/f4WdYADtc3WV+06Ig4vS39tk9tfs7x+XbyDC+KH2WYFYt2l/v9rPBzKdNN3kw4qmpgf+b0vpZhQt1oDaqnEjRQPlK+o8PKsxdvpLFirN3SYhh56IvdZtEVZ3XM10/yOHevxm3c9ZJMv8sv8xynETcjKD/J6SLfB5/712v87tk0jAhD2koSf3zOuoE0Fp0/v/B723jipv1sinB9U/K2BivaG5w95sa2UzR5m+LrKge2H9zzJssW30TrPnNLFtB1a1C9iaCBMjB3btL+YU9MqOtQp02tcKofaYvB55RdNMZ9LGaL7E7yKA5rYiI7vfl1dw4L3ceXbv7YsetIA3UnU9fm8kqSLJ1Ul42rs99nJCx+J7Jlf7xmnl3e6EZS7dA3DHsZURvxUxfUTTnTn9dmM9rqTlp8PZWggTKwa9cu50A2RPsOjf32NLyPKUKo/8uHGxMvmStJDBtsCJf8PGd5hO0UX7q4cV1fmu0+Aenmjx0X/PoFLv+juf0+t7y1q5YXNh9wFTZZli4wJYF9R8huFqAxwSSRXd60HHc23HzBHtUa+Ih6b7b4MrFLwU050zugSov7kWSAd4IGyoDutiFV+rQYpzJMvniLOqjDtIz6/+9eOxS7NihHHSUNF8nKBGONJthMGgMnedR9WV2rxZfrwQ+Pkzwj+zvYpNOweuLeOm/TS4lc9ZdXuO5fr7kKmySL79NBljuEOs4bHtlhUsu4Udc69k/dtSbu2C5v2rPUkfi4WnWGYSbJo46CVnUNbUexN6s5mWig3NQD+ntqr7f2jXUyK3D/ni5BA+Uj0w52FOyQB8dwOgeV3KRzc4tb+emqu7g6ZOLJ19Ao7WkWpuaV7Mi0Mz93liT8S0OeSyWJTNNqosHphN/7oOJis8hn07MKnH7EXyWSdk2j8rS693n8qVu4XEl2qZ6VqpFaTVAva75+MFD3Cmzz3Nas7qeC3tPoHl90NyHR4Z1XzjiyM/Y70d6YPepX9mxLSdIVgcKM/RFzj5/tHdMsPz86kJm3r4hTTHCWR2R0IdfNFF+WwQr7R/72qq39Pid5Xt2QuSlAL/xvvbPll0RZvDRQ2UOGMOTHP/KcLp1ZezcknTM+P7aFykOlb5c3bVpTmKW0U9Rq3onKak/NSKxi8itd3NQDs99/W/2RQkc0wD3B2zVQWOhuisgd7j8YVyFN6gqzBuC0H3Tsq3OSx8n0Urq4GUH1nXtx7Pe6nUc53mi9oO4kz57aZG0xsxQkWi/wgqIojkZwG124b0inrE14sYbST30q5ft/uOY+nnjy+3HTecYpvkQDxQO+9MWkOApz4zfC2slzJE9VxX6333DLMAcK+7tJujU+jqDc5E2sDe8izdFTheDtGli1apXtdU/TMD516Oye6fRxOMoj7NXM08XNCCqxYrF7xU7yuKVRllO+99fPbGbcD5ZS/ba1erGb9SS/ZIk9MiEfjZYkEkfzWSjktrfxiZ3q5th+BnNXcVp8Wt4M/s53kp53S/kZccdu5NlcOlpPbBKtYyc43m+Hnx0tL3lT+tnP+vjkgESCBsoD337kTdvrWf07eoENqc1YJJNo6dxA9tChSec8RU2mR1AuwpyI1/BKp7nUC/OHtr8cO+e3fHe//C4AN/znDV/jdWrTvv7m47bXW7ZtS4zRNFzR7Nmx36edUNeC+jU3mD7fbn1wYJ/k9VIn7Kbx8kr6eY6vKxn83e8iReSY88WAzBA0UAZGjky2xmBk8Zvxe0gS/ekM/cmPU3puqla/nSyBO8mT6TUoNyZulKZ4Cwh2I0YnefQpKyWT6wIuWjw3b9Q5b+LJa7M3CXX0qLU2mZFRd/4j6ZxAMdh8VPjihiWMqD/IuH7Wi/ztdXVxx27k+fB2TY3fJI9tbK7aIhL+9wNXedPJShmnKkEDZWDaNG+uBR54+udxxy37TDTt0iXRzIQRh4/ESZ5Mj6Bctryuo3OS51hIVet1emo6MrtxD77tgLOFeK9lLcfB0+zytgGW14wjIaONQv1snH8mBc46vIO7nvsVBTnW1YPSHv8e3MiT32rdyBpnq9947yhPb3D5LenWzH1sMFzljcvnma2LBrgnaKAMLFnizQBnaVN8r7V1r826RKrYVPKhfvbTIu7k6dp9UNmD4t0i2N1hJ49x5NXuVHlkuPN7/6qdvLjlIKttjNImyuL0pgY01jmEiMdVrhoDeVTzbk+wDuGmrNl58G0zVEWL/voqX3lwnbuEeCy+A046v0ev9YAddko/Ac4EDZSfpGgayG5aK1SQr/5fVJR0LW/s2JSeF3tupvdBuViESjSnlOqM49p3OzZ/GkcEmTQ283wkeT+PzrX3rOXqO1en/YyClkbGHNvHpCPRtONKImagVTFYLDFu1E0uH7ltaoV78I47PD9O31KQf8YZSddaXNjrM6ND+zCePIvR2n3Lk7xKpIbLT8fPfX6nIkEDZSA/P9912K+vfyzpnJmH0HQpXriQQd/+NgO/+v883+tGnkyuQbmyFZuoxWfTpNjJY1Tt3ldU2hG9iySkyufvfT3le92WtSylnSkHnS2l98XG5I6bl2DwO5Z/1lnafck3jqtV93i11h2LO+9GnoLhwxn7xGJKr/tc0jVP2wbTwM2GYFffjcvOndOWhAB7MrrVWQ5L3wa+iNrReQe4DhgGPAwMANYB10gRuVkOS3nA/cB0VL/3n5AiclSL52bgC0Ab8A0pIj+TifTOnz/ffdida5LO9fngB2GFk2sCb1+iyM5m4Jev93SPjhd5vLL9YD0jSgrIz7F2DKe4mTZK/NBtvmc7eYzWG5xGUN2hT+t33lyWbWe01PlC3Huy29pgkUGu5DlRT/7pp5teurh9Pz83vWJPrPgkCJmOCS83shR/5COu4nrktff46VWTU07LqU7GRlByWBoBfAM4R4rIk1HdBl8N/Ar4gxSRxwNHURsetP+Pauf/oIVDDktnaPdNAi4H/iqHJffuMj2wYsWKtO4P5dnb3tpUMJjXckxcUfvcydJNHrmRx21l3djSsUh/vLGFub97ke8+/rbtPa7cbSQ4FmxrtDbXZCfPPoOZp/rcjo2WmW6MWlIwawTJsti9KTcy2BknTuztlz32GENv/UlcvFlamNH1B4w3JsU11WI056asKUes1+RyUp1utjGmnCpuZMnq08cxDMB9q3b6bsbqVCLTU3zZQIEclrKBQmAvcDGgb+q4D1io/b5KO0a7PlcOS0I7/7AUkZukiPwusI0MuRuuS1Cd7SzsprVS4S8vqHtinORRPHzWP6jqcKF+UmusVm2390zr6rtMqJjaG60d79nJY2wLi5uctej84mdLNjkHMsFtWavPLWRfYaljuFYPeVlw5mT6X311XOegT142t7/yD362/t+2GTeg8ZjpeTfy5I0aZX3RxAOyF5uGiY1wOlPXftcDK7cdcg4UYErGpvikiLxHDku/Bd4DTgLLUaf0aqWIrE+Y7wZ088UjgF3ava1yWKpDnQYcARhXm433xBBCXA9cD5CTk0NVVRUAkydPpqSkhJUrVwIwbNgwZs6cyeLFi9HDLliwgJqaGlavVh8zd+5cdu3aFbNqPGXKFEvzJ1VVVeTn5zN//vykntdbb73F9u3bAZg+fXrSvY2NjSxdupTt8vuAucLDunXr2LlTtfE3Y8YM2traWLdO1XAaN26c6T0vb9hJVdsWVq9ezYIFC1i/fj27d6uWpGfNmkVDQwNvvfWWFlqhrq4ulvbS0lLmzJnDkiVLND8+6qiwav0eZufsACA8bSYATU2NVFVVIUkSQ4YMibnKHjx4MLNnz2b1mjVAQSxdK1eu5MABtYc+Z84c9u/fjyzLsWcA3PifV/jERPN8AtUdt+7x1JhPb+wPAWqYs4++S1VVFSNHjjRt+htPnoyVj3nz5sXyCGDnzp1kZWWxdu1aAMaMGcOkSZNYulQ3IRU/Sn5g9U7sqKqqYty4cYwbN47ly5cDUFxcDMDSpUtp1EaMQ7JK4u7R8wlgzbBJAEn5FPec1sH8tr2dNWvWsHfvXurqjkGROlp/8aUXKdryTlI+1V8wG2pBycpmyZNPMO3gVkKFhdQfP0428EJNDeeNHMn+/QZlEK3ir506laqqqlg+6d+O8Xvq8EyrvrO643VUVVXFvifdYsPIkSMZZjKC+t0jzzEhX+1s6PnUkVdqnHv37aeqqoq62logWat1+fLl1NercdhN3RnzSZeluLiYuXPnxuUT5FHc1lF+Er+niRMnJsV9oqnV8D3BwoULY/kEMHv2bGpra9mwQbWRaPU9LV68mPb2FI3q9lAy1kDJYak/6uhnLFALPIY6RZcRFEW5E7gToKioSFm0aFHcdafjOXPmcM4559BHG7oXFxczebLz3LExnrlz5zL73ttZOUI1NjllypQEw5PxRjrz8/NZtGgRT7Y+B2+YjxymT5+e1LiNGTOm4+Ch3STy7nE1XfPmzSMnJ4cZM2YwY0b8oHPcuHHc+fRfYrImvo8FCxYAcOPa6iRZDxxXP9a8vHwWLboy6brOOeecy507OmSebbBiAGolK0lS3DPW1ObxyKJy0zjr6+tj+aOj51Ptynf53051NFM0bWrHff9JNmtUUFAQF++UKVNi71F/t4mbNfXwxrS6wfgcO1lWPfWiaTiIADD63n9RlJhPT8enJRQKMWvWLABeeuNedL2JCy+cw+hJ45Pif37Jy/DKMUJZWSz40IfY8rOfgxD06dOHRuCiiy6moLRUawzVzslEzWXG2KlTWWTIpx//+Mdx8syZMyf2W39ngweUWr6PPQ8/QiLt/Uex6Aopdmz8nvQ4hw4dwqJFi9iz4yEwDFT0Nah58+YlxWuGMS2JshgbtttffZSZrQdZtOiGuPuNncVPbL6HR07vcHqoKB3fk46eTzqDBw9OatwSv6eFCxe6kqU3kckpvkuAd6WIfFCKyC1AFXA+UKJN+QGMBHTTz3uAUQDa9WJUZYnYeZN7fMXYk04Vu70elmRojtqNPJl0WOi3ApOdPFkGNbD+Ib/sTGWOJFnslEPefRXFYaNuKsSNWQxlsORjHwMgZ2THRIXQyrVevhOLrJuy1nfmTE/p65ef4ym8kXTWpOxkURCOlWZxc/wUc7BZN3Uy2UC9B5wnh6VCbS1pLrAJeAH4qBbmWuAJ7feT2jHa9eeliKxo56+Ww1KeHJbGAhOAtZlIsNcGaswD9yedG9pgrU3llTHHUrNMUVqk2gdzksfLGlQq+L225raBGhLq/l5O3Za1/NYm8ttaIAMNlE6cxpsQ9L/6E0gRmWyDbcmOsCqJOetGnuwiayvhBdPPTjrnRgFFnxlMnCG0W4O69xn7vVB2srQjPGsIHjxuva4aYE/GGigpIq9BVXZ4A1XFPIQ6Bfd94EY5LG1DXWO6W7vlbmCAdv5GoEKLZyPwKGrj9jRwgxSRu0UXufDcc5POja3zbk3CqriLFJ24HTlhb7ct7hldbc0cWLTtRedADsTtNxGmP7uE1rZ2d9qMdiiK5xGUsX528k2mIDyM4pXkB7gkyyYZIitZMfe806zNN6VDXlvq1h0UUqg0u7oQ9mAyug9Kisg/AX6ScHoHJlp4UkRuBD5mEc9tgE9bwK0xU2TwSsqeQU2YWJuaA75LzxgCuJHH+5fz5Fvv0y/fXbFxY+oI4MxD26kaf6FjODt56o41xH5nmzS6ofY22kPp7U6Q95prsNkx/ofLuPSMIfzzs+fEnXdb1vRRrpn1BSP9LbTr7DDV7Hap7p34ht3IY+v11sTArz4T4CYhSRYbTBo8gBF/+D2137c36mwnS7twnuIbkjCLEliTSJ3AJ7GBLItC7YXsVDyDah/ZlINbeWtQh1+caQecLQiY8akZqt8dJ3kU4b2J+sZD612HdTtyOG+fO1VtO3l+X/Nu7PeEdzv2Z+kVfLqNE0BtQ2o972c3mbg4T5DFcq+MEBSccQY5Q4bYPmN8rc2yrGXD0GHqyO2IqP+iRarKUwJuvh1b92VpmpJIvNsqtn5XXEHf516yjctOlva2dlr3JCsmGfnA3o3xaQnap5QJTB0Z0FWL3TDq7rtMz/dtaTA9b4deNZz//jtx59OdfnMlT0ZNHfkbt9v8aXj5ZfsAKVYYfprj8VLW3Ozkfm2o5BjGFS4N7SY2qG7kabGZXBA5qSlExNZRPViSqH92uW2cdrIowvsaVEDqBA1UivQ5/3zT82Pr3jc9nwplKSpJuMWNksQ8E5NOruPvFjvo/UtDVmcZjDPQYSEvlftwf7dDXsXi0KbiUnmrx5qsZxeKTfYoeSk+nZUz7QhCHst1t/gMeihBA2Ugbn9RiqSzBpX4kfVrPmEazgl9Qd2NPE4f9oW737R+zkn70aLfDZQf+ZMO/33Dv90NXmRJe4rIIgLTsw4PyxtbZno+3bKWqmdaIWKLUPHYFD2nrRV2sqgjKG/8/cX0t6+cqgQNlIFJkyalHYdxH9Sbu2rd3aR/MAkVev8UTfYce0adwvBDHrsGVzlpv7+jodnfXe9+yJMO/11nv/bghURZrOrMjG4FMEQdKi6m9POfZ8z991mHB3L1yjshwW7ypqy/e28B6WI3Dec0RWcni5JhL9QB8QQNlIEOczapYxz+L/zLK57u9asqaqs9CriTx+ljTWdE+Ojb1v6SUsFOnhxt+u20uj0M+PKXDVfU88PrD8bOpFrom1M0DGuG27KmAE0bNjiGgw4jwfp9Om7KlRCCId/7rqW1cWO45Ce4k2fq0GSfZna07HcuP4qiK3rEk8q31NrWzv+t2Mr/lljLEqxBdS5BA+Uz/T+yyDmQBX4V/PoX3e0rStthodt1i06gRdMY3FE8ApGbvODev/F40rmegttyceuTBu2xuFt8zAmtzKQyiOib502Tsu2Im03v2ipdorFYT09SueE/b/C7Z7dw52ZrhQ0FQW5ZmW08WQMys3/rVCRooAwk2nlLhbwRSXZsHcmUMoEf8qQzndHUmtqI48N/NR95upWnQHe4B2TWp27quM4bDzXtsg3elGpSqcT1hiDRSogfZS2RlkMHnQNpeJHFqsF/ZqM6Ynu33qZaFJCVY787Z9A3vuEhNQF2BPugDDgZljytdg87SuwbILMd8a4xNAaFLSfJHjo09bhwlsdN1Z3Svi6N7YdTs0G2/r1aTru5mh2/LI8779bwZ1aCpW+A8NH32DjwtJTSkwkSZbH1B5WpNjaNgVViktzmjReatrjZB2iuZm73RrNKkk04uaXdzbZbHzfrp0JZRfU9wJXAgWhl+WTtXCnwCFAGRIGPRyvLj5ZVVAvgDmA+0AB8LlpZ/oZ2z7XALVq0v4hWlt+nnZ8O3IvqqmAp8M1oZXlGSmkwgjKgu0Mwo7Wt3bFxAmezMrb3JhyXXnNNynGBvTwA20tGsrfQfjoiS+kcq1KlJ+N98Jjt8XWSp+NmYwWhvtU5u91vMLbCzLLBRbvWpRSXW1m8KEmcOaLYcF8HJq6WADjUqIbamedcYZ+tOSq0WIJynzcesNPsu3qz6rl6bl9zO3d2b63s3w+mnCZFCEdNR6XrXWLcS7LniApgRbSyfAKwQjsGuALVvukEVHdFf4NYg/YTYCaq5Z+flFVU6wXlb8CXDPdlzEtF0EAZ0P3GmFF70qUVgWx/BqX6REo62Mmj2+vb1c/eQkFOGiOobJeNdZ8LL3T1HDt54jC1W5d+B+8nC5LNDX1v3UMpxeVWFsXwrxNfvtDbCPHVA+5tNv5w3b+569lKsrR9UE0JdbAreVyueZ55SFXLzrNR2BigdWgKhJqQxHGN3dS0sDVp4YyjFO0K42v90/j0SrSy/CUgcQHvKjocwt5HvKPY+6OV5Uq0snw1UFJWUT0MuAx4NlpZfiRaWX4UeBa4XLvWL1pZvlobNd1viMt3ggbKJW0uzfYUnp1sldkJfQ0qcW48e5CJe3ifcGvloagldVcB5WF1qu3cPvbWxftcdBFzd72e8nOM5LU2m/dgTWy9eUU5Zm7vLrsts9bTnSpEffSZbTVU8sHWTn5bMyNOHKJe86b85EH/q46LtdFoH63MZQ8a7Psz0kVBOL9OAa0+lDcbsoUQrxv+rndxz5BoZbluyXofoPdMY45iNXSHsHbnd5uczwhBA2XAzuOm2wYqHb89xikNoSgUnndeynGBvTxudR+87po3Un66On34laH2PfXiDy8kp925kreTR+fjW58n7zSTkYRBjlSrayu15389e3vc8QV73jINZyRRFsvX7KJx+cWqfwLxnQ43auapzEYP7aOW0UtK4zsBbvLGO+7LnhdRstMYQbnZqFvy0Y9ykQ9Tyja0KopyjuHvTi83ayOf7qk9lEDQQBnYuHGj5TW3DVQ6fnv6Xnxx3LHSnLpbALCXx62vppQcMOrP0CrMkMMqfygvz5WbEjt5dApHjSSrpMSYCsd73GIV08AES+Iz9zmn040sOk5q5nonotWjWw9b6+IO5Cbc6kUeX9DTrs8+eLDFV5Bjrsj0qZmj3T3aoYkK5eXx8a0vMPlQt7IgsV+bnkP7/4B23sohrN35kSbnM0LQQBnYuXOn5TW3DVRuCuZ49KiFQX1VoKSlcAH28rittwtbG50DWT3CyhWCCTP3J7tmT8RWHo3kEZ9/e4DaTrp7F24UG9zIosZlzX+W3cqj1T+iJaSWG0tL815MHTlhoSXhRh53+5roKDguRu/C5FfyUeJN5lcnDy82Pd+RLPPG0IrfrPybu4Cdg9Eh7LXEO4r9bFlFtSirqD4PqNOmAp8B5pVVVPfXlCPmAc9o146VVVSfp2kAftYQl+8EauYuaXM51WWm4myFoihxGwyTerTdwE7/iG99k0lrd5Btos3nlLqOD9pZjlCxfeXglvZDByyueBtdjP/BUqaNLuGxr3wgdq5p0ybA3tJCqliaOhIhy4u6KaytuSaeal2I29mlq73RvoHXk2yhKGiOMLckkQpOSj2xDlfXf5a2lFVUPwTMAQaWVVTvRtXGqwQeLauo/gKwE/i4Fnwpqor5NlQ18+sAopXlR8oqqn8OvKaF+1m0slzvYXyVDjXzZdpfRggaKAMzZiT5UYzR2uZ20cafQalQQOTlpRWHnTxuKZg8iZ2RPdTnFvLq9kOe7tWnEd180IVTpzqGcSOPOO7suM9N/dLarvBa9GjcuROvvw7nODdQbkZQXvLGaYqvOSs1VxWp7dQ1P+1KHpfq1ylZVPGj0XCIoz02Ze3DszJItLL8kxaX5pqEVYAbLOK5B7jH5PzrwOR00ugWVw2UHJbOAS4AhgMngQ3As1JEPmp7Yw+jra2NTe8fo7Qol6HF8YYt3bpRdzNa0FGU+Mo78c5sD6MxM9ps1sNcVwFZ2dRrPfRP/dOb6w1Fs12nuJgaU1ysddnJo5PlZqSbcgXj43RhkizJ6dZHoCdyCmzjOp5jMoIyYlEmPVW0CcOHxNS6yRulxV4RJqlhT0NBx07N3PKKw+PSV7MJ8Iptd18OS9fJYekN4GbU4dxm1MW12cBzcli6Tw5L7lYWewDr1q1j/p9e5rxfrki61prRzXdmcwfpL+6vW2e9idTtty+yU7eMcbymBoCj99/vHNjFGp+dPDpWSh1ZA9NX2Vfc1ksuwrmRZfov1M2oT4y7wDbc7Pfftr1uRSiFilYkKCfouJEnP+xyejSVAZQHUayi16fxhxWYl6GONdWAzsJpBFUInC9FZNPNMHJYmoq6k/g9n9PV7XA9xeeB5OV8qyVf/3GrxWf35TulsWn7Dhg82pUm4IlXXoGrFrpLkw0hiynW7IED0447o64vEji/8nnXo/aCtuRwcWrmFkOlzl5LideuNLmulZOQvj3ZzSgohVGWVV/o+IsvAqX0PWY+MaQrSm1VHEasAb5h20BJEfkvDtfftLomh6XTUW0/6ZwG/Bh153GcTSgpIh+Vw1KSTSgpIr+hxRVnE0qKyPeRAcaNGwdrzXeAP/FmxjQpTb+xdIy0vjVwPKDJ4+GZ6QVMRv+gXdWDLp5jJ49O3mDzhsjL1KsVbhsoN+GcZNlTm/oG6cyij6Diz7rJGye+tOFJilpOMulwlJdHTHGXGi05iQpGdjlgpZF7fMXzMPWjZFtsyN5+UFVKeb61xDFdeRPG07R1m2O4AHtcrejLYenXcljqJ4elHDksrZDD0kE5LH3G7h4pIm+WIvJUKSJPBaajNjr/Q7MJJUVkVzah5LCUZBNKDkupW3u0we4je2t3neU1O+56eQe7jjQQ2Zdc6BN7iPHrUak3DFUT5gAODZTLuEQappuUZr1nn5osjS3x6xpuKsFQs8WoI25klWJj5eOIw48KPV38XOz3Q57i5gb+3ztPkK2oa1XpWPm3+35aLBqodi2DrTqHbq2v6CkISB+3KmfzpIh8DNVCbhQYD3zXw3PmAtuliLwTB5tQUkRWpIi8GiiRw1LMJpQUkY9oShnPkiHjhHYGL1P9WH5RLXPBr1/g8j++7BjWb0dovsiTlXoD1bxX3Xyb6qe6ty5eucKNQdIsC83H/h//uOl5L7gfQTmTCeOq1mmwUpJIZQ3K/Hym5UlE97mUPVyzspOQrhwbI8dWUjv5R2vxMM0vCuwVWwLc4bb20fVYy4HHpIhcJ4clL8+5GtCtag6RIrIfNqHi0OxRXQ+Qk5NDVVUVAJMnT6akpISVK1cCMGzYMGbOnMnixYvRwy5YsICamhpWr14NoQsB2LBhA1u2bAFgypQpNCdYdWhpaWHJkiUA5OfnM3/+fFasWEFdXR3gTj38gVd3UHzwbbZu3QOclvT1NzY2snHjxtgmyBkzZtDW1hZbkLbrtVZVVbF69WoWLFjA+vXr2b1bnbqcNWsWDQ0N1Lz6BuoSI9TV1bFihaoYUlpaypw5c1iyZAktLS3k7d2LOhubjKIoVFVVIUkSQ4YMoUZTihg8eDCzZ8+mKUs1i6P3SFeuXMmBA+o+pTlz5rB//35kWd2ga1aa2trbY/mYk6MWwZqaGo5oGz7nzp3Lrl27tHzS3nlrc+yekSNHMqTlONvyB/C2vAF9A/zJhhOxMPPmzWP79o4d/zt37iTL4DJl3bp1TJo0ydJj7PZvfpNxd9xhes1IfX19rBIv1vZ8LV26lEZtb1AJ/WJh1bR1lKE/1tzBhg1jGDVqVFw+mZn5XbVqFXv37lWNtxapiiHPr3iOvP59k/Lp8OaDsXdSVVVFKBRi4cKFpvm0+2MfZWBNDTu1cvTerl1UVVXFvqfVq1cD8d/TkdjG3DyDXOr3VFhYyKpVqwA1n6ZNm5Yky4YNG4kejAId+RTLq0mToA5eOXiAN6qqOHLoMEYDB5/fsQL4DMuXL48Zsp0/fz4bN25kVyQClMQ9S0+b8bi4uJi5c+fG8ilSK4DcuPD69/TWW6p5q4kTJzJq1Cj25uVhnObRvyeAhQsXsmbNGvZqHbjZs2dTW1vLBs1zstX3tHjxYtq73lJ6p+K2gVoih6UIqor5/5PD0iDA1bZ6OSzlAh9C1QSMQ4rIihyWfBk2aPao7gQoKipSFi2K92zrdDxnzhza2tp49FlVrMmTJzN5coeqvxDvxoXPyclJimPuXHWbwY1rq12l+afVm4lWLuLR+qdhU1vSOkl+fj7Tp09n+vTpcefHGK1VPNSxZpbX2kxTdm5MvuLiYnJycpgxY0bSPhVBPj/f+CagVpiJsixYsACAph3vwp2bTNMvhIi7z/i7rV3hN+d8CoDtmpuS2bNnx91fWlqKJKlNk/yDHybFn5edFRfnihUrmDNnTlyY4uJiJk+eHHvnOQn3VPzqd6yWX+RTf76Vn92v5WFh37gwU6ZMib3HjnerVjj6u1+0aBF33J2cr1f+v68gJzZQJj3xPn36JMmilxeAv93/XOz3okWL4srQ6bW7kLSyaIzDzPbGrFmzAHj2tX/FhlFz517K4LLhcfEDrH/9TmiPPwcW+XTrrQDse3cP8CajRo2Mu+eyyy6Lk8eYT7osTt9g0ezZnFi5kvzTwwBMmjSJ6R/sML48ZcoUNa+Av/7pcaiDSy69lCGjhnL/vv/GqWoN1mwxJfqpmj59OlPHj+db76xMSsuv/6mmU0ko17qdwcde3wVb3jZNe2JnsWzMaOpeey12rH9POno+xdI7eDATJ05MSpORhQsX0tMoq6jOR515S9ymVB2tLHe0j+WkZv4x7ec/gA8A50gRuQV1Pekql2m8AnhDisi6pc392tQd2v+p2oTyHeMHlohbSxIAl+5c6/HJycoEqShJfPPNx+KO7eRxa7YtVJSaxtKfn+9YID6Z5Tyi7HNJclpzEox62smjUzi2LO64qL2F2e+/EzeluYLUVM71OEYej7dWkTdhvOe4EmX51SZzv0YLdqw0PW/E7N3FYTFzldaW8oTy4yZvnMgdrX3m2uLYvhPOe6tEwv8d2BRwIVi2+CaWLb4p4Q4HG3sepkRzhg93DtTLKauo/inwCjALWIPajjwKtAKVZRXVz5ZVVJ9lE4VjGdVHPf/V1oDaAKSIfEKKyG79S3+Sjuk9cLAJJYclIYel84A6bSrwGWCeHJb6a8oR87RzvmM1jQMejMUCN65/1NNzzUyopLJuk7hh004et9p5wsYyht2ama7xBB3qw3YUTE7emJ5YH9jKo9EnoWfq51q1/spuf/UfcefLHnkk7jh3wgTHuNzIAvDVtxc7hhn4xS8mnXOzXpaaLT7z027lsUN3k9Iq1CnWG160MltFUvlNV0mzobmVV4afaRumKNd9k97viivijg8eN++A9HLWRivLp0cry78TrSz/T7Sy/LloZflT0cry30cryxcAn0afM7XAaYrvsByWlgNj5bD0ZOJFKSJ/yO5mOSwVAZcCXzacrgQelcOSK5tQUkQ+IoelOJtQUkR2aXXSG+p6gHlvf/LQIl7YXuvr82aOjbcUEW9U1fsIalffeP85jTa2z1zPZafowt5YYbjZB5U3fjxE4z/iF7cc5OPndAye7eTRyUpUTfNR7yRm7SIhzlBhfMcgZ9QocLCx4kYW1zjUzhnRJ0t4B77Io3UCN+TYe3mOw2LjsG2+m7yvHz+xkbcH2Y+EW9rcr//kjR3LgP/3FdBW2yP7jjGob+b8u3VT9pRVVAsrd/DRyvIDdMygmeLUQJUDZwMPAL/zmjopIp8ABiScO4yJTSgpIlvahJIisqlNqM5k0mD/G6jEKax08eKe3fUUX2Ehw+oPsbdP6htdDxaWOIbpe8kl8Fz8Gs/6947GNVBuSGqgNHzZBxWzJGD/8vzf0m3O+BdrEDk5HP3PQyQrshgM81iZOkrhmX68R0u0DkBbCs7+jj/3LEy07S/bsueo876zllZvCgqDv/lNqFDL9Ar5ABdMOOUaqLuA08oqqtcBr6JO962KVpYfdxuB00bdZmC1HJY+IEXkg2kltQewYMECblxrri47bXgf35+35t3DgNGoqsGSRAq1XKLb9MSFWSNu93SE8vNpzvOuMmusxnb3Sc0zantCj9VOHp2sTG4/cWs520Ul7kYWJ3KGqHp8SmNy5eomd9N5VYmWSPyQR1/jG4H3TcrKsfg6z3YN1yR/jKespkdbPYygXDyy1xOtLD+nrKK6EHX/6geAbwAPlFVU7wNeiVaWf9UpDrddlf/IYalEP9DWgzKyDtSVrF+/vlOfl+QnyfiRpFCgsxIaKFt5PDSAjSHv1rLj3Iik6PSwPWGY5yZ/0nHC54RecTkpsLgZZfhZ1kJ9+tpe99PUkX5L4hvwRZ5YfnfP2tzLPqhExg4s8jElPYdoZXlDtLK8BtVK0B+AvwBFuNzL6raBGiRF5Fr9QNswm1q3uBuj7xUyJY1d7VYU5Fqv7xwuKPEU18W71lHYGr+GYyePl13xZxz07hnUWMWUHXP2lgtw+8q/xx0nWsi2zR+NbIsSnY5VAp13Bqqu5J02dLpRUHAji1sS18Bc35fCMF1v7BJfpy/yaOui7R5c1uhZkdRp8Nj6Chedw5Y0vGUnWkU5FSirqP5UWUX1n8sqqleiKsFdCrwDzI5Wlp/mJg63+6Da5LA0WorI7wHIYWkMPcSnvV+0NWTONpqZleRBDQ6r7Al8Z93DrBg13TmghpcG6iPbanhtqKeN2XHCDK8/7OqWaYfibZclTvG5IclYrI+d8RdHqptJG7Id1OY7eT4nt2wMbHI9rR8jlVS68Y6cMlqZfCh7jENAA1bv2rZ8pyZDfVPqjUyWT37iehj/QPWA8XfgpWhl+RavEbhtoH4IrJTD0ououXsBmtWG3sSsWbNg7Rum15q376DDoIY/1J2Mt04Rr/nmrf0PocR9d69uO5S0GdCIl+jPOpTKCMowxUdqU3xv742vdO3k0Ulag7KQs76plT55qZlxandYxHfzat3I4paCs8+GpS/GnXtGMUxw+NlgWsTlhzy6luRxn7+z5Acll0djebUaAT/8euqjxCkji1O+twdTAkxBXX+6tayi+nRUvcZVqMoSzztF4KpZlyLy06jafI8ADwPTpYjc69agGhoabK5mfsAYpySRwvOMH9brO4/ayuNlyivd6i1Vy+zh0ninkfb5o+JWi+/ae7xupu7AqYGyWvMx4kYWt4iErQB76+JH+1apSWkEpd2UOAL3Q568sWMBaElBi6/fvEvjT9iVOZOpuvjiYf5mmlOYppuxT7XC8vpObzMivYFoZXlbtLL8jWhl+Z+jleWfQt1G9DTqFqJn3cThZEmiTP8tReRDUkR+Svs7pF0XclgaaRlBD0O3p2XGsRWOjX3apGtJwniHotjL88rOOs/xe+HA8Y59MVkpWkRvS9irZSdP7FkuTXSv23mUXy6VPW3A1ilqsZ/unVnYYnsd3MnimoTpI7cypWLNXG/o/3UwfprTD3kGXH89o++7j0F53hOWPSTBMqHNK0h1PbKl1XsD1RJSOw/PbHRr16D3UFZRfVZZRfVXyiqq7y+rqN6Gupd1NvB/qN4pHHGqOX4jh6UQqrWHdcBBIB/VmvlFqPuZfoJqwLVXk9XHfzXzGCaLUClZNvcwlfObV973Hr8HXt56KPa73wWzbUJa48aNeCJeKt1/vLSDc8tKueQMM7OryVwjP80D0uWUNFmv9yxbfBODv/c994nwgURrH0lahL7ug1L/P9Lq/5qKyMqiaOYMvrJ1BT/fYL/xN/HrSJIwjWG/lZLE3JEFPL79hKe4cttU1yFNLaeWkVeNe4GVwDLglmhluWfHtralTIrIHwN+BJyOqh74Mmpj9UXUxa+LpYjsaqjWE0g01mik/WTmHcgdaen4Mg4U9Pd8f9wICsVWHj9w24j2veD8lOJvS1DrdSNPlk0jPeBkbfIzPPSms9xa33DRStrJsv+YR6sMCVN8iU/3VWfDIjI/y1q+G+MlCX26xJwJWbhdAQjl2lrXsVyDmlyi9udnvf+OiwSq5LZrDVQKo6+eTrSy/OxoZfk3gC2JjVNZRfWVbuJwnHuRIvImVCWJXs+oUaNQrS8l0/zeeyZOPvxBryKNH1mrSz9M+a1NzNgna/F0fFjVb+/lunOn+pPANLFyw+5E4hSfmj/2JE7x5QwdSpMsI/LzTVX3vcz2uN2b5mYflJ0sP1q8Ie545F9tHVs7t0AW11e2ldjfZ4JVXrrJG/d4b1EfTDAfXXrtteYBgVBRx56kYfWHCB/dSdtE5205E/qqspdHV7lOV26bOt3beGqOoHT+WVZR/dloZfkGgLKK6k8C3wKecrrxlNR9tEL3tZNpShrNp4hCKXyY/3vqh9z8+oNA/Ajq8InmTpDHXXrbPOyR0ReVAV7dGz+ScCNPYgM1/FeVDP/db8k77TTm7VxjckcKe4F80Jexk0WPvn+j6oW578UX26cn0d25y2I0NZSCarpFA2UlTyrrPU0pbIjdn2CL1a0V/hAKikvl+dY6bd3WQ/L0BqrJo5mkXsZHgfvLKqrDZRXVXwK+imr025GggcoA2YPsbW5dtDtelT22fz7NqZisgR3P9WNjqm940PD66eoOk4utqSzDJRxn9etHcXk5AJeZuEHJyGtKMyPrG1tjv3NGZGjYDgwUzsociThtUk4kBR0Unt/f6hwozedIERkpIiMUhfYEmbb2Nx8Ntjc1A97Wh0/lKT6daGX5DlSntVXAR4B50cpyV1paqfvz7oWUlpYC5ougXsr/hJdfihmJNGN4/SHT828fT7OFirMnpsvT9fi1R9GNPHYbIs84kjx9m0r7NLzyl+pODkuc89FOllU71I3NbSLE+BXPWYazfrq7cpRKabN6X1byeNkQruNG0SUx1pwU92cLRUERIVc9dXVU1pyaK5xG741uT6esovod4rOqFMgC1pRVVBOtLLf1BQUuR1CaOvln5LD0Y+14tByWZjjd19NI9NZqxGvP0YofvPs0YxNM/+jfcEuavXmj5QVFsZdHx+2Cr3HqzSt+7aJ3I49XY7Fe6s9HJ2hTbSns00nEjSyp8NIW9zadUynSudnmGgxW8rSmMF3Xp+GY67D69OZ3xqfmFqZdCFpCWbS+76zV2p7CKCjab1gqyeotXAksMPzNRJ3a048dcful/RXVK+IntePjqFp9vYolS5ZYXvvpeZ/3FNfYOvMCP6X+fbLbzQv6+d4V9+JQ2o0NlGIrj86P197nGCZn9Gh+6CKcFc1bPVs4McWNPF7WuyDZKrcdJ3PUjcPCqRV0UfO7kSUVtuw/7rrhScWwbn6euZUHK3lSGUF954jZWmECCfEWp2h8Yk/fwaweNpnWQ+YNu6Io3L3yXY41trC3oc302XYMOnnqbdA1cDhaWb7T6g+grKLadv+O2wZqphSRbwAaIWYs1l5XswfS0uJ9Tt4KqyJc3Npg6WHWytCp62caGyjs5blodB9Oq91jeT0u3tYWck0aVbdz8aLV23sdesJ8CtRV/hy29X+WRH1ja5LVdEdCDr11ITh7/2au3twxPZe4JuhnWTMi7z2eNAVl1RCltNfOYjRsJY+utPKJze6nKvM9pCumIJLmDIfV3au2H+bnT23iR4s38IPN9mHNmHh0V1rp6uE8UVZR/buyiuoPllVUx1QnyyqqTyurqP5CWUX1MzhYNXdbJbbIYSkLrd6Vw9IgkrceBBj4+lv/NT2fkxWybKDs9vC4QTFWnI7fuOK6glJOmu/L2Z9XzGOvO3+AXuU6d79aExS3e3eT7ca9vJGKqnf4zfLNnu4RLhxN3rbqn1wrPx07PtHcOYvk/33D/QgyFd9ZqZbQREv79g9Jfzrdr61fyzftB+CJNztmRLw07AVe5O5lRCvL5wIrUD2qbyyrqK4rq6g+DDwIDAWujVaWP24Xh1sliT8B/wMGy2HpNlS1wR+lnPJuysKFC7lx7TJf4jJbkB9ef5DmHTsI9TW3XJDudzl0bIfGl4IqjxVeZl6EzabH7z7+Nh9z8Hrr1aSO7teqVcSPVOzk0ckf48EStsaTb3q0quE4gko+dbyxJc44rRtZuiUWIygreVLRkhS5uZ61V971z7Rh3Aj+3lejacV19gF1evuGQT4msAcRrSxfCixN9X63xmL/DXwP+CWqNdqFUkR+NNWHdlfWrHEx9+2BX7/8V76+/jEAbn/lH9z13K8A6NucUFi1rzgdZ3tjHnyAeYM6slNRFFt5FMWN1yKVfpddlnK6AHJKB7gKd/pbbwIdo6DWhBS6yZ+istHeEpcCitOUpYt8dCNLU1aKs+guTUmkNKNs0UBZyRPzFu2lpXJhsSMxtjVHEu7x6g8qLkb7e73ErMfbp73ZU3oCVFyNoOSw9IAUka8BIibneg179+4FHHz9eODMwzs48/AO5idsEC1pqgeSFSnSWYIqPOccGta9oVpLRP2AVXmscVtplHziExy5L3UlifxxrnyTxczTZCnqCKotoSqwk2dMfjs7G0OWWmZ2eN0z1t5wEq+uVxKXuZzyBqApO7UGKlHN3MqyhZ/2Hq3kMfN15oTS1uZ6bkck/Uh4cAok7otKwosnAC2scPB6HGCO2ym+ScYDbT3KvXe8gDj0iuHd4uHx59P2a9ERQVuL/b4LL5Vy3mljU04SQJbHxQ7d5l2rB3XunY2dt+c8VDoAsFaFNjYIl0dX83TZeRTkpKYGnQpKokKLRcFKZc3TKJuiKI5mnfRSljd+nOtnKG2tnndofnZMNs8f6BileBUt3jqIoO5kCwcsbCKmMoKq3JnFvIP1nDYog0anDZRVVH8b1WaqgurF9jpgGKq7pAGoxr+viVaWN5dVVOcB96PW6YeBT0Qry6NaPDcDXwDagG9EK8s71c2SbTGQw9LNwA+AAjksHaMjb5qBO50il8NSCXAXMBn1RX0e1cjsI0AZEAU+LkXko3JYEqh+6+cDDcDnpIj8hhbPtcAtWrS/kCJy6t15G2bPng1rX8tE1A4ogHBlw80tTYpQ5bF6opJiDzoFvNriy1bMFQrs5EkHr28hZ8xoYIN1AEM+DtIM1O4/1khpUceIKFOyALTud6fJmG7+K0qHqFby6B2h7FIPeygM+/maW9vJtVNv1RLQJyGM2/7XjH2bOJLfDwwuPtoRfORvr7LtQL37NFvQb26HmaqLf/ci0crytON0oqyiegTwDeCMaGX5ybKK6kdRLTnMB/4QrSx/uKyi+u+oDc/ftP+PRivLx5dVVF8N/Ar4RFlF9RnafZOA4cBzZRXVE6OV5a41fsoqqrOAjdHK8nAqsjhZM/+lFJH7Ar+RInI/KSL31f4GSBH5Zhfx3wE8LUXkMKpnRRmoAFZIEXkCqoZHhRb2CmCC9nc96otDDkulqC49ZgIzgJ/IYSnNHUPm1NbWZiLaJJJmI7T/U/HPYxexnTyth925YfcDK/ttVljtE3OVPxl0t56t5VTBsKHWYYYNo+8ll8SOH5BULdor7ng5Llwmy5rbhicV249GjJbgreSJmfHyEK9icLPiNjvTyXYF4hJ4qLAk1jhNHtEv+VkeGnblePqNXIpkAwVlFdXZQCGq7sDFgK41dx+wUPt9lXaMdn1uWUW10M4/HK0sb4pWlr8LbEOtg12jNWabyyqqU1ocdqskcbMclvrLYWmGHJY+qP/Z3SOHpWLgg8DdWhzNUkSuJf5lJL6k+6WIrEgReTVQIoelYcBlwLNSRD6i7b96Fgfd+VTZsMGmV9wJpNtAJY7A7ORpfu89X4yeusHrCCpkoSqeqfxx29v+ZL968lqbybbJqAkvPE/2wIGOcbmRZfKhHe4SlkCyjoR5epV678ZijRgdI1rJk8oalJnHWycONiVkossWSyiK7YaL88eZ5KWH6XEn1x4pki2EeN3wd73xYrSyfA/wW+A91IapDnVKrzZaWa7P/e+mwz/DCGCXdm+rFn6A8bzJPV7oj6pmvqKsovpJ/c+VoG4CyWHpi8A3gZHAm8B5qNbI7Mwsj0Vdsv+XHJamoL6gbwJDpIisr6juA3Sda6uX4eolaZl0PUBOTg5VVVUATJ48mZKSElauXAnAsGHDmDlzJosXL0YPu2DBAmpqali9ejWELgTUD27LFlVFdMqUKUnCtbS0xHbP5+fnM3/+fFasWEGdZvFYsnkxRqqqqtixYzcwjlHNdYA6Rz31wBYaG+eyceNGdu5UVdZnzJhBW1sb69atA2DcuHGx3dJVVVUM37YddZpZpXr1RhYsWMD69evZrVlYmDVrFg0NDZprDvVDq6uri1mjLi0tZc6cOSxZsiS2+dJJJVqWZYYMGUJNTQ0AJ/PjtfbefOtNzpw/h5UrV3LggDr9NGfOHPbv348sq65C9HyC+L1Mej7m5KhKCTU1NRw5cgSAuXPnsmvXLi2fVAWLAwcPsmaVaihv5MiRTJs2LZZPE0pKuOS913hu9Llx6Ttc37HWsHPnTrIM/pXWrVvHpEmTWLp0KYcOHwIRX/SqqqqYP39+3PGMGeadTF2W4uJiAJYuXUpjo/5sM+UcJXbPxIkTGTVqlE0+ddz/wvPPo24zUVm6bCk5hflIkhSXT/Xv74FRk2JpC4VCLFy40DGfdP63+AnKRqrf0+rVq4H47+nIkSM0tKqynThxIibLlClTKCwsZJVFPo3Ztw9K1Gcs/t9iskIwb948tm/fzvbt2wE40dAAFLHsmWfI75PP+3saUOtBlXfefpuzZ09l+fLl1Nero5j58+cnfU8CBQQ0NzWrrlgTGNm/IOlc+4QJMVn070n3KJyYT4Pq6sAwCKuqqmLhwoWsWbMmplgye/ZsamtrY418Yj4NHjyY2bNns3jxYtrV9dlWRVHOSU6tSllFdX/UDv9YoBZ4jAx16l2S8pYkt0uR3wTOBVZLEfkiOSyFgdtdxH028HUpIq+Rw9IddEznASBFZEUOS7704xVFuRNtXayoqEhZtGhR3HWn4zlz5jBkyBAevU/ttU6ePDnuYzQoMALqh5gYx9y5c2O/5R+4c6G1aNEiThxZog6eDeq15dFV5Od/m+nTpzN9erw+yhjDXh8ZVYNv0aJFHD56FLZ2hFsROpvl8iHKZ8zg9DOn0ScvO7az/40hp8fCFRcXJ8myYIErU1mA+kHpshw90cy0n8f7sLxytvotJa5TlJaWxu7VOUz8CMqYLlmWk8IXFxczefJkblyrGucdPHgwi86Kt0GpxyH/4IecZmKCyuiqp+PdqhWO/u4XLVrE+shDcCT+XqtyJSc9xV4WPf1295gd6/m0/c7P85epHwHgoosugn91pGD+FfPpO6AkKY4Hl65NOgdu8kktZPPLF1BcqHYcrrvuurgwum2+2oZmbnnjWfr2KXKURT9+76mOd7HwwwvJ0TZGT5kyJdZZ/NMfHoXjMP+yyygZMoD/PbIC9nV0NM6aopaBefPivTokfk+rh6nfuOVY1WQkNmzRIj541Zy4c+PGxSuB6LK8seZN0/OzZs2KOz948OAkp4+J78fD3rlLgHejleUHAcoqqquA84GSsorqbG2UNBLQTcnsAUYBu7UpwWLUT1E/r2O8xzXRyvIXyyqqxwATopXlz5VVVBeiGo11xO3cS6MUkRsB5LCUJ0XkCKqXXTt2A7uliKzrWD+O2mDt16bu0P7XV3StXoYvL8kNQ4a4c/2dLiGtB52IcSrGrQp4eOMGRt+vz5gmf0x3rdxBY0sbU366nJ8t2eg5rWYUN1nPq9c3xWsPLlt8kyfV71C/fuwrNN835Sp/bKZ2+sydy1NjP+A6LYnEcsTDgkf4SNT0vBtZ2vOTe+9W5Bls5DUn+B4SFlOS+WGnT9ieZoMyg5U8HVN87t+Z0tLCeXs3xN1vGbGOj2rmdtGCO4eUOoWdqL1p4D3gvLKK6kJtLWkusAl4AdXIAsC1qN7RAZ7UjtGuPx+tLFe081eXVVTnlVVUj0XVD0j2WeOA5gPqceAf2qkRwGI397ptoHZrGnmLgWflsPQEVq5nNaSIvA/YJYcl/SvQX5LxZSS+pM9qltPPA+q0qcBngHnaGlh/VGu4GVF11IfUmWbgl74Yd9xR8XVkR8jlByaysjqUEEw+nMP1zZzQGo0lbzvvvXFDXZ5HVVkP6uKnr11DroVae7r5U/Lhhbzfx95XlxNeNd8mH3rX9LwbWTb1Ge4YRqfojI7Ry60vubOMkTN4sOv4zWgxNFBW8nSUbffx9iufz+lH33MOCLEyn84md694eZTRekhnEa0sX4PaILyBqmIeQp1d+j5wY1lF9TbUNaa7tVvuBgZo529Em+mKVpZvBB5FrbefBm7wosFn4AbUEdwxLd6tgKvC5+rtSRH5w9rPW+Ww9ALqEPBpm1t0vg78Ww5Luaij6OtQX9ajclj6Amoj93Et7FJUNchtqGrm12nPPiKHpZ8Duv73z6SInDDR0sOwMJXT8v77qJ0U/zZRFuVlxzaJpq0l6II2M8OrHh88SWRG86nP3LnwXMpWV3Bve6OD3PbMGIVNJMtQXp7fGa/8YDV6ScUWnxE3rjS0NROatrtX+MgePJg3B6nfQUubg5q5RmID5eeWDadn2ZGdm2vlYi6jRCvLf4Kq/WxkByZaeNHK8kbgYxbx3AbclmZymrT9VgBo04iuKjjHBkrblLtRUxVHisgvuk2VFJHfBMwW8+YmnpAisoLa0prFcw9wj9k1Pxk8eDCqAkvmKF60CJE45aWNlpp3vsv0pjbWDQlT2GK+SdAWk+9G3nssthflUH3q5laM05IDG2o5VFhiGq7NZOQnsrxNc+RafP+DXfX4rSuPdCut1iNHEIq3aeDcNvMN0+5kcU/7+3tg2ETngAbU95H6VNjWA8cZPUB1rW4lz7bdal/yvv5ncZPbiBWFt7QGam/dScYPdrbCUJidmQbpj89tdQ5kQ/O2rTDgjNixm83NvZAXyyqqf4Cq9n4pqst3V/5mHLsmUkRuAzbLYSnzRs66GD83TxZMnWp6ftDXbrAcQRXNPI9b1t7Hd1//D2ce9q5iLIRAmKho21VB4Q3uHBaO/a+5dfZEHl9nYk3bo4O/kIW18ExubnVDSzSq/vBQwViNoPyWZfIbz1tes0puuiPq9+s6OlFW8uzVwhzPLTK9bkbe+PGx344z3ZoM4X6ZWes5VJ9sjdxTA5NgV/CT/1ydbpJ6IhWoGt3voFo2X0qH4QVb3E6Q9gc2ymFpLYYBqxSRP+Qtnd0bVfU8Rc9nCeRJYU6++WbS+VCfPtqu+o4vL7ZRt09f8ttauHj3G6k9VAjM+sSm0276LdnuikDuyBGoOwygJcv6nu0mu++tFumtGBBqUw2rJLB48WJnTSaLEYvO0BOH2VfkznhtIl7HGqHCQo7nFppecyWLB/JbrUfHVvVpuiOoHz+xgWvOU7UeLeXx6P4EIHfMGHRLHW5ddRXmxAs5sq8/37EpHvpbRRfMjlMAXr2jZ69OpMhFwIPRyvJ/er3RbQPV61xrmNHuwoqyW/ImTDA9n9WvH9nDhgHJC9mhrPSND7WbjFZS8Wpqh52SxMkWk5bF4xTfkKxWMBl4uMmfttpacoZbKxd8JvIMv53+KU/pSYXxLzxPqKCAaeWf5qHTL0267mdZA8ixMA+lYt5CpTvRpChQVlHNulsusZSnvS09Oa3KbuJZo6bossU30efaqrSea4cXjcSQB03MXsxngb+VVVQfAV4GXgJWRivLjzrd6FZJwvW6U0/Gq8UDO/p/4hPs/9nP484VaHs4LNdk0n6++YfT2OJvZWhGfVMr837/osU6l7eqsN1ihOYmfxSHLneWzw2DFTnD1A3Tgxs6vsG/1Wzn/81R98v4WdacsBxB+aQ1M/0Xz/HH8yzkSbNzlOWUxphH3ZD5+S4m/wwJ3jylveoSrSy/FqCsono4qhr7X1Bt+zm2P533lfQA/JxySWyEcsaMZsSf/gSQZAonZlnc41pNIn0uvsj0fFNr5r25bthTx/t1jXF7Y3TceKA1MiDLvBFxkz9JCigJWE25uSGmxeeh8jOOiX/1dMdcjxtZhjb5pLBj5Q/Kx0rc0mFhih2CszWvygv+b6W7GxIbMp9nDYx4WYPKGT6cG9c9nLG09ATKKqo/U1ZR/Q9U1fdLgD8DF7i5N2igDOjmkPxCisic/tabDPnRLYxbtoycIaqmU7aVBleaFUbuyJFp3Z8q7e0OCtgu17l0cizUit3kT97p9ptP/zplke11J7xOwjZlma+FuJEl3ekxHau88XOQYSlPig3F7PffBqCp1fwdJO3T7cQRabMXkYTg0l2vZywtPYQ/AlOBf6K67Ph1tLJ8lZsbXeWqHJbmymGp10+m6vbH/CSUl0fppz8d/wFZOZDL0EeWwc4kAL9cJtv2Kr2q1VqNuNzkTyZVeI/nFtKQo34GIQuL64kUfmih6Xk3srT5JIvVrKef78pKnjMHqQbuPr/hKU/xmXUEFEXhrV21CeH0H4KilpN8bmPq+9zc8tpBD9s1Er7pT8/s9crQSUQryweiulrKB24rq6heW1ZR/YCbe93WiJ8F3pLD0mo5LP1GDksLMuXy4pTAqoHyob4Yc2xf0jm/lSQSWRt1WOv0KphHpYrOYsVobUufENy54jdUvOb8jRUO6tAY7JfvbSSZysZgUyzef066O3UNROstLKZrU3wDG71NV5qZ+nps3W6u+ssrPL0huYwjQjxe/SM+sdVa3d4vZg3x7nX7Ny//BYD+hRmxbt6tKauo7geMBsag+gEsBlxND7h1t3GtFJEnAotQLYv/hZhz8d6DbuAy4yRWGIrF+RQYXxu/D6n8zGG2auZ+sOdog33SPY+gzCvyTssfF4w4cYgL97zlGG7I9g43FEUGszduZFF8GuFYuQfJ0eI/rdabacsFO15JOvenTRYVrzZN6da2pI5ZivUtDNHDJqYZEm9I493d8Kb9nr9cDw27PkqdfFg1efXnF7alnK4ezEpgAfA2qrfe03XFCSfcTvF9Rg5LKS1y9ST279/vGGZ87W7mv/tqWs+xmlrxY4pPt+FXVqfa3at+Z2/GR1COFio8j6DM34Ob/HHi9CO2JiTd4eF9HnvqqVh5MRpxdSOLlRUKK771xiOAWlePON4x5ZZlpaSi27HzuK72pXee5NpN7qbSUlWnN23QtGIUd0mT4eQbqe0d/IycbNbzyqj98siWOg9KR524NtZdiVaWnxWtLP8qqr3VWi/3un17f8SwyCVF5F9LEdnVIldPQvd5Y8cfa+7g62/5u8ciNoAq8GOZT41t4Y4OD65ubKali30T5M8Iyk3+OPHHl/4v7Ti8Nrg52nqVUcPRjSyXeFxcv+y917h7+S/ZdE0Zd634tfMNeoXv6SnqnquPbH2RyUNdWIdIwfkgmK9B6fuPFJNr7U3JFh/c8KnNzzoHSqDFy4xEN1F370rKKqonl1VUrwc2ApvKKqrXlVVUT3a6D9xP8cUtcslhaa0cllwtcgW4x2hdetB3bkwpDv3DNn5CmZ7iAzjeZN3bd1L9TgrvUS3dCwO/9rW040jVhb3XjoLXaTGA4Q2Hk8zrWDGqSO0IXBFd4xAymRyljf99wtldh74G5VX70cyavzCMoBKvJnVq3HoD8JQqlcGF7suz0py6/ctexJ3AjdHK8jHRyvLRwHe0c464neJLeZGrJxHvoLBryS0rS+k+3Y27cYHdzICr3/ygytymX9EHZpE72pvmklVv2I/8CRW5twnnB1mlpWS3q423cQTlRpZ2D73vQTcaOjRao/CpyHL6Np+w7MUX54VYtvgmyh2mtCxxkT4lxRHU7r7JblHsfDP51am5ad1/LK9duHs9X9jwFB8c5n6mI2igACiKVpa/oB9EK8trAFcfottcjVvkkiLy6VJEdrXI1ZPQXY53B1JdjzIbQbU0nPQhRfbsrTO3vj76Hu9G6Fv3ma/P+JE/B371q7Tj8MKY++6NTfEZR7JuZOnT4j7fRG7HfqvWI6q9t2siy3l0aaLHhQ5a01zTCxUUxCxjWBEbQXnsI1WXzUo61zGCchFZilNrc3dZr2W9PPwsPrqtxlN8ob79nAP1fnaUVVT/qKyiukz7uwUbJ8ZG3E7xnSVF5JQWuXoSbjZPZnZG2RB7unPXhvvbmuMN2zWa2cvrVphXQH5vpO4MRF5ebIrPiBtZLtq13v1zcju06HZ/45vu7knXTpyiMLK/fRypWpIwHS1pZ9sVkqbw8uJc0qfGU4u/a3u9XfdC4OHTDBXkp5GiXsPngUFAFfBfQF8ycsTVxgw5LE0GHgBKASGHpYPAtVJE3mB/Z8+lobmVwtzO8YZp2iFMsYHS1y2MU3z1jfENlOk+km5EzqjRLvtX/lPf1OqvF1QhyLY15Gpzq4dZ9FCeYW9OS4KlXYuypFrV907hjBk0rF2LoiiOSz1KW2prUGYIMy0+jexBqXtKnnRoB7X5feOcPtqnw0sLdepq8ZVVVOcDXwHGo7ra+E60styTB0+3b+9O4EYpIo+RIrKnRa6exDDNwCfAweOpaQWlgxAw4ItfAGzMITnFof1v/NRW7zwWFybTaufpkjPC3Bq5MX8yxZodh/2NUAjTDbduZPE0LZZKnqbYCeo7b17smfuPOTjWTHEEZTa92VG2FRKHMV6dYhr57cq/ctdzzlO/83ZqyiRebDGe2lp896E6rH0HuAL4jdcI3DZQRVJEji1ySRG5BpeLXD2JmTNnxn53guKbgY6HDfr2tyl7/HEKJk1KLy7Dh9GaUEl0hlZfOmT1MXfnYcyfnoPgUEFx0lk3sngZdfS74gqbeKwupNa7b9y4EYDm6E5Gl9ob303VnuAXN5g4XNXKtLEt1qf9QvmZn0rzuo4WwBnRyvLPRCvL/4FqxfyDXiNwW0J3yGHpR3JYKtP+XC9y9SRUh4UqVqMMP6YqLBFqT7BgcqqNk1GLr4O9xzs0iY6caKbupKdRdqeTf9ZZpueN+ZMp/LTwrZPTnqyC77csIs+7+Z1UR1B1//sfADs/9SnycxxGLtr0ptfvprC1YwbjvNtXaHFoUZqEzzb4AOszZw554+yVN1KhMVtb5zu1R0VeiFU00cpyb7vONdxOtn8e+CnqIheoTqdcLXL1VDpjc6uOn0/q0OLr+Ihe3XU89rtdUTjWzRuoVKeF3BCyGJ3F8LnuURpPkmOwCFGz+QCTRySPqNImlbUOH2Td++1vw4zPWl5vT/E7asjuaHD3adOIsXbBdI9UhzCj/v63lJ5ppF9TPccSHHOWNNXrD0s7/lOEKWUV1fr6ggAKtGMBKNHKckcVR7cOC48C3/CaOjksRYHjqA68W6WIfI4clkqBR1D3U0WBj0sR+agclgRwBzAfaAA+J0XkN7R4rqXDh/0vpIh8n9e0uCEnx6Cqa1FJKghfR1Enmlo53KLt5fAhvtg3bBHZp/+5hvKz0lvLGdhQy6HCkrTisENJXOTXyMnJoeK/b/Pwa7uIVpanFLfIsXcF7nfV036ykVl7N/BQWPWq+7l/vQbA/53v7JLcUzmzqzQzalrLvjOhaI2z103HK0ZNTzrXYUkiwzMZQJaJXPmt+kxE0EC5IVpZnrbVZ9sGSg5LS7Dp4EsR+UMunnGRFJEPGY4rgBVSRK6Uw1KFdvx91EW0CdrfTOBvwEytQfsJ6mKbAqyTw9KTWqPpKwsWLODrr1QDnbdOM+O25zjR7Ke2YMxwkunVzfuPc159aVpPWPDuK/xrUmoNhBuyhwwxf+6CBXy9Qs0fRVFSWoBuO2pfbHxf1G5rZfTx5P1G48+5kAdWRblmVpl1Wjy1Tymk2wdZHRuKFL+jllDyN2GmxZepwYyZJYu5Kfp1Gn3/fbz32V63bbRTcKoZf5uBZ14FzNF+3wfUoDZQVwH3SxFZAVbLYalEDkvDtLDPShH5CIAclp4FLgce8jthNTU1sd+thg/LuDHQq2FNJ040+7snKUuz52eXyvUJPnW8EpvqyBBWla0xf/5as52rzx3FgD4prL3YPdvX2FRLCmaV3XX/XMm+BoVzx5YSHmo+01H8oQU+pyYBH2p3M9mMKC79ZiVyMjs5X41afJlWRB1Zf5DDBuWWZYtviv1uO+bNdUjRjBm+petUw6mBeleKyO+lEb8CLJfDkgL8Q4rIdwJDpIi8V7u+D9C7yyNQXXno7NbOWZ2PQwhxPXA9qFNBVVXqctnkyZMpKSmJbYwcNmwYM2fOjC1S5+TksGDBAmpqali6dCmELgRg67btRF9XRS8dE04SrKWlhSVLVE2j/Px85s+fz4oVK6irUwvvvHnz2L59O9u3bwdg+vTpZGVlsXbtWi0Gk4pVCJYvX059vdoAzJ8/n40bN7Jzp2qBe8aMGbS1tbFu3ToAxo0bx7hx41i+fDkAxcXFqomkJntXDU2NHQvQGzZsYNSoUaxYoS5El5aWMmfOHJYsWUKLNtW2cOFC1qzpsNc2qMH94LWqqopQKMTChQtZuXJlzLHdnDlz2L9/f8xoamI+6e9Hz8ecnBwtPer53zyzmdXbDvD9Wf3YsmVL7PzevXtZtUo13TNy5EimTZsWl09jHdJ74MABdhd2vJ9169YxadIktWwY8qx1wACyDx+mqqqK+fPnx8lrzKeCnTsZZdJdONbUDgieeXYFm4oUzMrD8ZaWmPwTJ050zCerrar/W7wYsrKQJIkhQ4bEGvrhx46hV8Fe8slIYUuHmnlVVVXc93TkyBGOvr0dOAOBEpNlypQpFBYW2uZTXlv8NG99fT379r4PQESOcNrJk0BfqpdWk1OQx5gxYxh85ZXIpf2Rq6ro06cP8+bNc/yerBh24hBvDRpvem3b00+zQ7PCMWvWLBoaGnjrLdX1ilU+GWlvb2fNmjXs3atWg7Nnz6a2tpYNG9RtpYn5NHjwYGbPns3ixYtTtg7fU3FqoBYDZwPIYem/UkT+iMf4Z0sReY8clgYDz8phKWK8KEVkRWu80kZRlDvR9mYVFRUpixbFu/Z2Op4zZw5HjhzhUa39GDWmjA9crDqo27L/OPBuXPicnJykOObOnRt3PGXKFKZMmRJ3bqTmlv3GtdWmcszT95hoTJ8+nenT4+fjx4wZYynL8hedl+emjR3E5kNqm69XOImyLFgQ33ufNWsWPKGm2UwrzQpjvLNnz467VlpaipRgAUAPr78f4/16BafT1C6YPHkykydPjoUfNmyYbV7LN37HNr1Dhwxh5MiBgFrh6O9+0aJFcXkmLXmSlj17kM480/JZY8aMoWXPHrb+w3rL4MUXXcyZI4tNy0Nx376O5daYT/IPfmj6jA9fdVWcpQk9jpPvvEPUJF6nfDLaYT/9qNqJK2cXixZ9JXZer5TXtC6FNxTTtNvm058e47WhHc/s06cPJXv3An0ZDRQUFEADXFleTlGJNgKdPp1RCbI7fU9WNuXt1szC11zD1IkT486NS9AaTJRt3DNPw9/UBigUCqnfk4HBgwczMSHOxDgWLlxomabeitMqqbEbfprXyKWIvEf7/wDwP2AGsF+bukP7X3dcswfiytdI7ZzVed8xNjBtcVN8mXhaMnuPp69d99n8Q0w7sJlL3rOeL89O05NqVy0RJ3YAMsHuow2uwmWXllKQ0DiZkTNihOn7ytaUNcxcR+gIBwUE11gphmj7oPLPOMNTdAO/+tWOKLT/B200NxasaN+R1z1EDSZTfMpJdfOu0uiwOThNBj3wAHmjO6qcyYfid9S0nzBxmOhAbkKnMsAdTg2UYvHbETksFclhqa/+G5gHbEC156evGF4LPKH9fhL4rByWhByWzgPqtKnAZ4B5cljqr7mZn6ed851duzpmElstFncHfetbjLjjjkw8nnof1qMGhlq5/dV/MmT6FMsw6ep/hI+mM+ubOsb8AVLSzy/9vP3uiLf3eFtfcMPArye7+HAzVZNVZL8JNpEx/34QgOKPfoQBX/5y7LyTAoVdI2nGwK9/jdH33B27G6y1RmlPbR/UyPpkh93b2tTNuH52GEf8Kflb3leQT96IjlWEc/bHTfzQHPXB6WWAK5waqClyWDomh6XjwFna72NyWDouh6VjDvcOAVbKYektYC1QLUXkp4FK4FI5LG1F9c5bqYVfirr5dxuqY8SvAmjKET8HXtP+fqYrTPiNupah0m6oxY3fd+l1n6PfZfHTBr7ho0pSn9nnW15zZQ3ahiylnf8tuZlLd651DuwjW7ZsSfsVDb7JfoovE6PD9uPJSiWtLtxQZA8c6Ok5hdOnI0Vkhv/iFwz+9recb0hRWCEEhbNmMejGG2NKEmbmnCB1j7rn7dvErL0dpj5b29pZ3tRPe1ZcYlKKX6ffvORvecuWLbbxKik6R9Q5ciJwweEW2zUoKSKnrMcuReQdQFI3XorIh4GkuRpNe+8Gi7juAbz7bfCIsd5u7YIpvn55aW8b6MDGjI2+CblPs7vpLDPy21q4cf2jPDf6HJQUTebYcfXm53h0wkVJ5wUdFdT7dSd5PXqEc8o8qM07VGiZUFsWOcmfWbNWb3elWcT8CRMo+sAsBn3bu3NMIQQDr/8S+/7wR8BaKSdVa+ZDb72VH996K1csVBWJx/9wWUecir+b280Qcb/jn1YwbVpace84WE9pUXpbPU4VTl1TuyZsDXXMO1vtg2pvSL1Sd6KsxEeVaZuaVhfNj82O/3r2l2nHYYkmw966k3z2nrWMlybHTVftPnqSj/7dm7M9IQRDT3RsyytKMEoqMjGGyk5uoNot58SMaUmPMQ/9h8Hf+551/Lm5jL7nHgrOTN0RpG7UuFVk0Wpidy9mzdxjS5zVr6/NVcPshqdYnRn75BNMmTIFYbD+0aZ1wPpcdBGnv/0W+adPtLrdFV+6P7X9VKciQQNlYMWODpNALVZGLjPY5e0sCyr6FF8qLsUTGeJB5dwLxsbzTyu28tKWg7yyyx8L83fU/IkPbX9ZfU7COwhlZATlbDXCjNQNBqsUTpvGgM9fl1YcTgz++tcBeCh8KeN/uCx5+jjFfVD1r7xieS1T1vj7f/rT5E+cSGFhIc0bOpQ+HpAuU9P0wguEDNqQqXK0oZubGutGdI7Dox5Cw4kT6G22pSWJDLYiIgNTZWacrFWXD7u7wZbEHNi+YzuC5ArC65pav5YGZuyXeXLcBZQd28eGgR0Kqplwj5ByAzXVWtGluxDKjx/1N7e1k5fdMVWtaNPJXt9q3X+rLK+p2e1/IzX0R6o1tVWrVoFhjdDvKey++ZmvdssqqkuAu4DJqC/r88BmEszMRSvLj5ZVVCeZmYtWlr+hxRNnZi5aWZ4RM3NWBCMoC5pNFrZ7BC4q62XvqiNFJztqXUr8SnjHL5Oa7rP3eFfWmH5gC7996c98ZFtN3Pm2o7We43LCrIHKFrpyQc8mlDB9mbjkpGS6jPnQoRj1zzsZ8X9/ijtnZtU+Z/TotJ8FkJWJYXoydwBPRyvLw6i6ADKambloZfkEYIV2DPFm5q5HNTNHWUW1bmZuJuoWoZ+UVVSn5uUyRYIGykBOTkfvvKX+BH9+fitPvJmRLVem+Dp14eLDdTJT09XoPVddlJKS/qZrRC9vPZR0zg2TjkST3oFywrxjko7mY9uRo3GmcgDL/DGGy8h6mM+I7HjFnsQy3OEPyr+y1u6zkkSfCy6g36WXxo5HjhwJjckOE4sSNtemSlaG5/LLKqqLUX0v3Q0QrSxvjlaW16Kak9NHQPcBC7XfVwH3RyvLlWhl+WqgpKyiehhwGfBstLL8SLSy/Cigm5nrNIIpPgPZuXmAujja1tbGb5eraudPf+uCWJhMesjs/Oai+zZQwmQhfOTIkbBhi/kNKZP4Dvx/J2Zqya1avW1XmnqEV4fsbKBDvrbEhlzRlSS8Rdvnwgupf/FF02vGqDLxjqZNm8ZjzY8knW8/6Y+CVCj9EVS2EMKoaXGnZklHZyxwEPhXWUX1FGAd8E1gSLSy3Hczc5kkGEEZqK83Kkl0/hpUQXbnZkd3H0Hp7K1TLQe8+fYGh5CpIGyO/CGrf4nlNbsc6Antk8iOn77cuj9+BKqk6FHXzgFjuvv4nFiyZElG3HmMOqba7zt4PG1ln1ZFUc4x/CXa0spGNVH3t2hl+TTgBB3TeQBEK8sVunMPVSNooAwYK4TW1o5F0s5yXpjn5J3UZ3pKA/V8RLWG9e5x4YvmoZHE2DLRKORrJpH+s+xWrt78XAae0HUkTvF95G+vxh3v13yd2RkvNo0336aB8hRTahjL2fde/zegmq1Kh139zN3IZIDdwO5oZblu4flx1AZrvzZ1h/Z/tzEzZ0XQQBkwOnBrM/T8Gls6GqtQoTfzM90ZQWq9WydzQX7wzBjV0vRJg/mnt45m0eRzZyHR8G2rApv3HbcInRqF2sbO/k31SEfizeTYjQYyOZ3sFyLLvlP100PqhtRNpWXe4s220XzMcN8/Pz8/zq1OseZexo3txe5AtLJ8H7CrrKL6dO3UXGATDmbmyiqqRVlF9XlAnTYV+Awwr6yiur+mHJExM3NWBA2UgX59OzYHGkdQuYapt1RVhrsjXtcFdPLGxdsNvjy6muvfecIidGocLigBfJkOsSXRt9V/drVx2R9f8vchBk23xBHgru27LW/r/s0TkGW/jN2i6CMob9HaGYRd2VRkOPL/Lc2fPz+uARTAmAfup+/FF/v+rAzydeDfZRXVbwNTgdvRzMyVVVS7MjMXrSxPMjOnnes0AiUJA8frOyor46740OFkw5XpctX2l3hi3Ad9j9cLXp0vzti3iRn7ZLLL4zd/fvPNxzmRnc+dZ17lZ/KAzCsKmBklNSOdmUXjyDyUMGptqbe2jO3DYnrmcZlEr6NBO4vhe9tzUEjWsvOLFStWUNja0UC2Iyg899y04x15/AC7+w5OOx43RCvL30T1Qp5Ikpk5bT3K1MxctLK8U8zMWRGMoAy0GTbntRhGUFnN/ht3PPtAvDZaSeNxOrvP7HUf1E9X30N5dBWhoqKka157yG7558s7nAOlQa4H31YpY5gGSxxB9YxVQGuyiouTzsW5qtF/eGygCt16oc1AD6auro5L3lsXOz6Z448Jskvfe82XeE4lggbKgn9s7ZhayuqEt3T7q3fSssd6usctA770RfpcdBElH1nkGDZVhQOzdQcra9bpcv+qnu/awDh6SGqgFIVvPby+s5PkG8bRoc53H38r9rtNKxcncr2t3bZb7EfrNAzKHy+d5Y8fspn7NvkSz6lE0EAZ6NvH3EBlc6v/u+ET13/Kju2l/UT6+yyyBw5k1N/+Sla/fuS02dv8SlWLL/+ss8geOjTuXJvoXA3ErmLmsWha9yc24+3tCovffD+tOLsUk85K1RvJil7PDZ/qKdqiD3zA9vrrJ9O3iWfFvHnz4mzuvV4w3Jd4B52s9SWeU4mggTLQ3Gy+IP9+feangTIx/ihstVcwSHWvhxCC8SueY8gPO1yMd2uzST4SPnnAOZANiet+7el6j+xiQgUFrsJleywfheecY+pMUGfNyXxP8Xlh+/btZOV2KEOdVPypJo3fY1Nr+s5JTwWCBspAs4Xm0PXPdk4PN3eMP7a+3BIymZ5xi8jKovSaz1D84Q8DqgHWnkjRB/wxX+OWxCm+Ht4+OTpVPD+keij+wvYVnuM2cyaYRAbWoLZv306/7I6M+UCB/y7mf1CViU3nvY+ggTKQU+e/u283PFr9I8B8wTkdnOo+P3bLD/vZT9OOo7MZcsstsd8ix91Ukf6m0t2bJBJGEsW5PUBTLw0+EFLdsZxXu72LU+KNkKFc/HzfC77Hv3rHYd/j7I0EDZSBzjTOaWwc+upO89IY0Vg9xQ4/ntYT94WVfubTDLvtNvXAxNutHek26tF+w+KOB+f3zk/w1ic3Etl3LDZENFOm8INMfLHTp09HGNagml/wPvpzIkOvo9cRvKYuZvr+SMbiTlT9vm5jddyx131QTtz4xsO+xpdJihdcSel11zH429/2eGd6VeKW/qPijjNtV66ruPfVKNfeszZm3TzkYHHCikVbawAYVp+axfpUyMrKIqTZApx8KDMjv0woXvVGggbKgJKi90//EuC3nbn4yrSoxf+5dCOXvte1rqynHNzmOqzIzWXI979HqK+da/FkWg+nNjUT3rQRgHF1CeuZCXk+7pmnO9LYA0wd2aEocKJdlSFVWb608SmeWvxdhjR0ngGDtWvXIvLyqF78XX698m8Zecb+Y5m1kNJbCBqoLiauEUn09uYz7yXsYu9tmf/LV/7u+R7F5SbsdEc6+hTXpMPxG48Ttfhyx4xJ6zndiQPHm/i7GAs42+yzIwuFj231fx3IjlBeLqGM7e4LcEvGTR3JYSkLeB3YI0XkK+WwNBZ4GBiA6qfkGikiN8thKQ+4H5gOHAY+IUXkqBbHzcAXgDbgG1JEzojBwqaszO2tSMRsLSPUp09Gn/nkuAvijjPhUqArSaUyaXnvPXcBfRjd5o4fhzgYb6KnN+TAI9U/5hPlP7MNY+ah1gtnH9xqfiEDo8wxY8Ygcv2xHmEka5C9xmNAMp3Rif4mqrthnV8Bf5Ai8njgKGrDg/b/Ue38H7RwyGHpDOBqYBKqN8e/ao2e7+zPs9eiu3RnZk2ViGx/+wvtCR/vkBPx0ySZzvypB1J3LnjuPtk5kA8orfZ73J7ZuM91XInvN5GxVVUM/uY34s59a80x1/H3ZFqPHs1IvJmYBZ00aVKcP6pR//A+Mjej7WDnraP1FjJaR8lhaSRQDtylHQvgYlT/JJDsdlh3R/w4MFcLfxXwsBSRm6SI/C6qxV2Xhrr8ZYRLw6LdlU9Hlscd+zmCCvXrF3f8aPWP+Onqu1OO75a196aZIndklZTYXv/yA6pNNsVh+vXxp27hHyt+bRsmlJtLVsJ7OtDY8xfLC1sbyXJYv1Xqu9h0kQeWLl2KyDPMpvjccQxwT6bf/B+B7wH6SvQAoFaKyHq31ehCOOZeWIrIrXJYqtPCjwBWG+I0dTsshLgeuB4gJyeHqqoqACZPnkxJSQkrV64EYNiwYcycOZPFixejh12wYAE1NTWOwoSUdqqqqhg5ciTTpk1jyZIlgOo/Zv78+axYsYI6bS/VvHnz2L59O9u3q1pA06dPJysri7Vr1wLQPnAQkKxpt3z5cuq1j3n+/Pls3LiRnTtVe3QzZsygra2NdevUSnPcuHGMGzeO5cvVhqe4uJi5c+eydOlSGhsbk2bQs5T4SkRpa2PDhg2MGjWKFStUVdrS0lLmzJnDkiVLaGlRTSUtXLiQNWvWUALUjx/PgQMHqK2tZcMGdbOhdPddlPbvz6FFH4nFravOV1VVEQqFWLhwIStXruTAAdUSw5w5c9i/fz+yLJvmk9Texr3P3Ma9H76B14/nU5/lznLA3r17WbVqFYCrfJp77rnEe7VOprGxke/dtQzIjW20TcynIs36dVVVlW0+1crvARMsn6WWW7X3vn37dt56S7VrN3HiRNf5tHev6tV79uzZ8fkkSQwZMiRW1gcPHszs2bNZvHgx7e3tKeXTsGHDKFHaeerJ7/PohIv416RyU7kESuybnDJlCoWFha7yycnI0JInnySUk82YMWOYNGkSS5cuBaBPnz7Mmzcvpe9p9erVDHv/fUq0Z6x97TVq96vecBcsWMD69evZvVu1mzlr1iwaGhpc5dPY3PglBP19eM2nUwmRKTVXOSxdCcyXIvJX5bA0B7gJ+BywWpvGQw5Lo4BlUkSeLIelDcDlUkTerV3bDswEbtXueVA7f7d2z+NYUFRUpJywMddvRVlFte316zZW85Mlf/UcrxnPPLKcL69vYdqBzdz+6j8BkCL+TmtJ3/kvJ3M6Kvbvv/Ygvzr3M7Hjs+t3U/XnL7uOr72xEZGdbToV2VZXx5aZ53HFwt8CsGzxTWoaUpRJDksAlHzsY1x5LMzhAudNzMsW35TS85zyPfLzywn/SNWu++ymZfzsyT9bptfp+W8se4lFL1o7RIxWlsfSE600r+y7G7rs+wv787l5PzQN82j1j5jxzhspxw3EypaRzT+ZS16Bv2aPli9fzgXDRxD96EcBGHHHHfS7zIVVCwcO/uUvnLurLHacav4KIRoURUl2KdALyeQU3/nAh+SwFEVVirgYuAMokcOSXsMZXQjH3Atr14tRlSW63O2wjq/25hImz0/Ten5+kuhmOysh/V6n+EL5+ZbrZE5TYKlS+9hjZHe1+r+P9AgfTylS1GLto6knKeTMmzePrOKOqdg6bbYlXfrNn+9LPKcSGWugpIh8sxSRR0oRuQxVyeF5KSJ/GngB+KgWLNHtsO6O+KNaeEU7f7UclvI0DcAJwFq/07un1tkBWmIF7yd5p431Pc7EBiqxgfU18x2UDdIhO8M+m761/tGMxm9EiN6m3N+BnfuWVL03Oz4zA3EuX748zkJK/Qv+qLjnDPfHKvqpRFd8Ld8HbpTD0jbUNSZ9Jf1uYIB2/kagAkCKyBuBR4FNwNPADVJE9r1LvfTtvY5hTkvcZJkGA/LUVz+2zvm5fvHmoPi1j5aQf8qQIZ/tCBrZk2EvpJMOv2t73c9ZcNEZzsW6iCzbF5WZFioTDVR9fb3vdjGBmHWKAPd0inqKFJFrgBrt9w5MtPCkiNwIfMzi/tuA2zKXQlBcfEBTfDR7cnq/EL9/8U9MqN3NIM/mdtyRKNFbA8fHHbf46MMplNt5e8h8x6EFclM23JIpm3TdgURDuEaG356Zzzfd/VVWGEdQpy3zb/r9nuW38/l5P/Atvt5O7/1aPNIVbg+ko++RrbQz8MvXZ+gJ8R9vTsJUWU4PWRcIH4lmNP7OXBVq3t6zrHp7wW6dKatvP8traT0zA5k3f/78OEeMeWP9m34f1okmm3oDQQOl0d7ZRju1L6vogxc4BEydRDXzG8LxzuVy8HdNbeRf/dFwTKR/k7s9NMUu3NybMfyE/QZKP4tG8zb39gJ7GnbrTMKj1XidoT9V3bnkn3GGebwZaKE2btyIEIKCc6Yz4ItfcL4hIGMEDZRG57dPme+3J+6xKs6Kb5CyfB5B9b34Il/j0/moSztsg7761ZTid8qJrzy4LqV4zeg392Lf4upuZCvWS8OhFDe79v/Ex5EiMgXTpqWaLM/o+6TKHnyQwTfd1GnPDUgmaKA0usztQSc+9th/Hoo79ruByhRnHNnpKlzOiKT9277w8lb/TNQkWpIw4/9e+AOf3Pysb8/MNCP+8HvAvqEPZae33jn4+99juJkllx5u8T3AnqCB0jjW6KzK3O/KK/17oP5hdWLDmDs83lne8VBmtYqKLvxgyvcWX3WVjynpHHJPO80xjJuR8/i6PXw2M/aQM0LRrFmOYUR2eo4tQ7m5fHDPW2nF4ZYZM7rEklqACYGRKY3dRxscw+SdPtG/B3ZCz6+k+QSH8jvUZUMf+nCc2d5DWQUmd/nD6etej/NK6pVht99G3RPqFrlMW3n3g9PXv+HKpURP9/FkRqi4mOwFV9K65CnrMCmuQRmRSzvHFUlbW+/ZGN7TCUZQGq7cvWdisJPBEdSvX/0HIYMVhqcOxVegx0OZUw0PFRWl5Q5eZGURfvstyh59hIKpU/1LWJpYaaqFCgpcNci9sYESQvDOrFmMfeIJ6zBp+IPqbHTbfAFdT9BAaew/5uxt1t+PLPNTfEMaa7l8Z4fRjcaER2WygfIDkZtLwVlndb4Giw3p+gw7cDKzVjG6EjvL8H6MoKYdsPAJFdBrCRoojetHOqtcpzNllRxZ5nvSQog4FepPD+0+Fb0nMmhiCvCkSvzw6Zek9awDDdbTR2N9tFTS2YwbNw6l0dpcWCgn/W/HTkvQT8aNG9cpz/n6Q+s75Tk9maCB0hi0Z4djmOIF/ilJFEydQvawYQz8+td8izOREFBs2EPUvvTJuOunNWfGiZzftB2ztv7tB3kGi9mZ5sIxfS2vTbXyGtsDGDdunO0IKicvPSUJgLy2luSTGbDMkckGymiPb8lbPbdD0lkEDZRGacik8Cfg5NzOC1l9+jDhhecpzOD+jra2Ns481NHwDmmP7+EW0TOmm9JZy3JD7pgxVC35AfN2rsnocwAKc3rOWowXli9fTqivdePrh7fo0+rinRgsXXxTRhoo3b9aJhj//IqMxd0bCRoojSIHqwq+utroLBSFkCbXgJO1nPbVL8VdHtfeM7yc5k1M1p4safRvVJU/eRIFbc18e/1jvsVphQgJli2+ifP3vJ18LeNPzyx2dgb9aKBGHT8QHye9U+kkoIOggdJx8Gfk5NK6OyKEiJk7EgqE+sT3cG9s9tdBYqYYcnNF0rmK1x/0LX4vldzPNeeS6T7Lbj2l5JNXp/WMrqBYs/5d0BKvbHTXs5X8fcVvfGmgmrMyO5LWKc6gZf4AbwQNlEbbUfP1mH8+W9nJKfEPIUTM2V9p0zFEdlbcQny75va8uxPKT/aYKoCvvfnfTk/LOQc2pxeBTWPYp1ndizf0Rz8i/HbnbEr1i7lz5wLEeXAGGHHiEGOO7wcfGqi+H/2ocyAf0GUJ6HqCjboaLfv3Q/6ZSeeHataH/fQF1VkcnzaV0rWvceMbDzN9/2ZOXljMrL0beLdYXaht3b+/i1OYHuXRVfx56ke6OhneMJkGuyy6hrHH9jL/3VWANlXWw9yXLF26VLUCboEfbkYKt0dgiLnRWD9xkqWnUFZRnQW8DuyJVpZfWVZRPRbVu/kAYB1wTbSyvLmsojoPuB+YjurF/BPRyvKoFsfNwBeANuAb0cryTjVxEoygNNqPHWOEia2vbKWd37z0Z36+6q4uSFV67F6wgL5XXM6l771OadNx6mtqGGmQsWX37i5MnTd+sPZ+Zuzb1HGiG+2N8kLbEbXDY0x9ltLOVTtWktNJatSZoLHRYR+hD3sI8/M6p9F2lCVNhjpYz/eRbxJnO4ZfAX+IVpaPB46iNjxo/x/Vzv9BC0dZRfUZqN7QJwGXA3/VGr1OI2igNEo+eXWSy2p9Pn3ykSh9W5xdwnc7srIonHZ27HDg9dfHpvx6Ghe8/zY/XX1P7Dhxoqxy5d86N0EpkqiR2Ke5gc9tUh3i5Z1+elckKWOcu6+jbvRlBHXuuWnH0R3453O/BjDtEPtFWUX1SKAcuEs7FsDFwONakPuAhdrvq7RjtOtztfBXAQ9HK8ubopXl7wLbMHE2m0mCBkqjcOrUWAOlmwf6zcrM+DfqLBYsWED+5Mmx45xhwxh7rMPFfME507siWRkhXW/HfS+7zKeU2JMXDscd3/BWVazzU3TeeZ2ShkywYMGCuOPHn/ohP1t9t6/PyBk9Ku44U76aEmXxm2ylnSee/D7/WPGblKMQQrxu+DPzePpH4HsQU08eANRGK8v1vSW7Ad38/whgF4B2vU4LHztvck+nEDRQGtmDBsXsrCnaQnaoh04j6axfv56cYUMByB4yhJwRI+Kmlop6sNVmO++tqTDyjj8Sfvstzn8/Wf3bT0QoxMTXX0Mx8zDbg1Wm169XrSKs2PA3li2+iaLWJt+fUZQwgsqUryZdlkyS295GVupbV1oVRTnH8Hen8WJZRfWVwIFoZXmPNyoYNFAG9OpBEfpr6agEfTVz1Ens3r27Y61Gm2IJGfwRDfrGN7oiWb4w7Ke3+h6nyM3llrX3c6bNaGzcc+n7acrq08d8i3QPbqB2a+uZzdvi392EV1Yyvsadw0kn2k+cYNnim7jr2UoeXvpjX+I0Y3cPWpu14HzgQ2UV1VFUpYiLgTuAkrKKal0xbiSg73zeA4wC0K4XoypLxM6b3NMpZEyLTw5L+cBLQJ72nMeliPwTOSwlaZJIEblZDktJmiRSRI5qccVpkkiRzDjLufS917hr8gJKT9ZxpEDdCxF+520iZ56lGi3tgWQPHUq/K6+k9NprASiaewkch1HHerYGH8DE19bCbS/5Hu9Fu97gnYHm5m5yR470/Xl9L78c5eRJBnzh877H3dVkDxjgW1xZpaWAqroeYE20svxm4GaAsorqOcBN0cryT5dVVD8GfBS1/r0W0M3PP6kdr9KuPx+tLFfKKqqfBP5TVlH9e2A4MAFYSyeSyRFUE3CxFJGnAFOBy+WwdB6aJokUkU01SbTzMU0SOSwlaZLIYSkjmiQfbdrOU098j37Num8ogcjJoeyxRxn5t563HjVr1ixEKMSI3/6GgjPVtaicceMB/6fIMs3Y/1WR/9X/FzsWQJbBtE7u2LG+PevynWt46onv+RafGbmGEXnR+R9g1D/+TvbAgRl9ZiaZ5cJpYbqECjLnv8xIpmUZ+LXM2d904PvAjWUV1dtQBwj6IuHdwADt/I1ABUC0snwj8CiwCXgauCFaWd6pWlYZG0FJEVkBdFs6Odqfgjrc/JR2/j7gVuBvqBojt2rnHwf+LIelmCaJFJGbgHflsKRrkqzyO80KIm5eeOgvfgFAwZnJ+6N6Ag0NyU4Yc8aMhjd39bj1tXxJoj03F/4ZAZK1+MY+7p+ZIgHprA+4Qn/7JR9aQEknbUDNJHpZyyoupq2ujrJHHo6bTu5JmH03fjLoazdQMGUKWaX9M/ocgGhleQ1Qo/3egYkWXrSyvBH4mMX9twG3ZS6F9mR0o6420lkHjAf+AmwHaqWIbKtJIkXkVjksGTVJVhuiNdUk0TRZrgfIycmhqqoKgMmTJ1NSUsLKlSsBGDZsGDNnzmTx4sXoYRcsWEBNTQ25tbUYi8zabVuJ1u9jypQpFBYWsmqV2iaOHDmSadOmsWTJEgDy8/OZP38+K1asoE6zzjBv3jy2b9/O9u3qnPz06dPJyspi7Vp1hDxmzBgmTZrE0qWqinGfPn2YN28ey5cvp75ebdfnz5/Pxo0b2blzJ6C6om5ra4s5VBs3bhzjxo2LGbcsLi5m7ty5LF26lMbGRlavXs1tt93G+vXrY/Pqp5WqShPTDm6hqqqKiRMnMmrUKFasUI1YlpaWMmfOHJYsWUJLi2pAd+HChaxZs4a9e1UNwNmzZ1NbW8uGDRsAkCSJIUOGUFNTgzqjq7J48WLa29sJhUIsXLiQlStXcuCAak9tzpw57N+/H1mWXeeTmh41/nXr1zPp3A617MXPPONLPp31ta/R8uc/A/DTVXfz8oizeG60uji/bPFNLL84x5d8amtphgJ498hh/ve//7FgwYK4fJo1axYNDQ289ZZqUcL/fILBgwcze/ZsX/LpH//4B+eddx45P7iZ8nnzeGnNGo5s3w7r1zN37lx27drFli1bANLKp7aRIynYvZvQzJns3r07I9+TLkvi9wT4lk/vZGexd/Nm2LzZcz6dSgilE3rSclgqAf4H/Ai4V5vGQw5Lo4BlUkSeLIelDcDlUkTerV3bDsxEHVWtliLyg9r5u7V7Hk96kEZRUZFy4sQJz+l8+StfYWDNi/y/uTcR7TuUJVdP4MypPrp572SqqqpYtGhR3Lmmbdt49ePXMmJYKROrl/j+zLKKagCileW+x11VVcWNa9UG6j+XDuIDc2dk5HmH776bA7/5bez4U5f/mKP5/Vi2+CakiD/2C5d/7NM8Kcbw0+suZMAVnaPinknMylpPpbvLIoRoUBSlqKvT0Rl0ihafFJFrgReAWUCJHJZsNUm0652uSdL/q19lwquvdNgNa+vZvZWJJlbAlfZ2hjYcIbsH6m8a5cmkvlvp5z/PhJUvx47vXX4bi59MNlibDiOLcrjh7f+RI3rWVKsVZmWtp9KbZOnpZKyaksPSIG3khByWCoBLUc1uvICqKQLmmiRo15/X1rGeBK6Ww1KepgGYMU2SUWPGkF1ayqf3q0P+4UU923fPqFGjks5lFZcAUNgJi9p+YyZPqL0tZmTVL4QQZA8cyKBvf5tQYSG57W3ktbcy/Le/db7ZJUXDVHuIIi/PIWTPwCxveiq9SZaeTib70cOAF+Sw9DbwGvCsFJGfQtMk0ZQdkjRJtPMxTRIpIidpkkgROSOaJPq88cXHd7Bs8U306dntU0weIzlDBjPu2eUM+V5mtdQygVEefQRV/eT3eSxDe2IGfvl6Tn9jHQO/9jX6f/Yaiq/0bxrxjbPOZMgPbqbPnDm+xdmVmJW1nkpvkqWnk0ktvreBJHexUkQ21SSRIrKlJokUkTtVk2TAdZ9j7y0/Invo0M56ZKeS2wt6iLpfpbyJExEm7jj8ZNDXbvA9TiUvj9JPftL3eAMCehOBuw0DpdpGwJKPfrRXqP7q8vQWVHnilV9Oe/IJ88DdnN6ZN72D3iRLT6dTtPg6m1S1+ALSJ5NafMb4H79sMOdc1DusWwcEeCHQ4jtF0fdh9BZ6ozy/3r2MISeOMPXsnq1p1RvzprfQm2Tp6QRTfAb0jXS9ha6Q5/4L+9PamhlrKC0tLXz8wT/z8YzE3rkEZa370ptk6ekEDVSAr3zwig90dRICAgJ6CcEalAHd3EtvIZCn+9KbZIHeJU93lyVYgzpFWbNmTVcnwVcCebovvUkW6F3y9CZZejpBA2VAN7LZWwjk6b70Jlmgd8nTm2Tp6QQNVEBAQEBAtyRYgzJw4MABBg8enIEUdQ2BPN2X3iQL9C55ursswRrUKUptbW1XJ8FXAnm6L71JFuhd8vQmWXo6QQNlQHcY1lsI5Om+9CZZoHfJ05tk6ekEDVRAQEBAQLekV65BCSHagZMp3JoNtDqG6jkE8nRfepMs0Lvk6e6yFCiKckoMLnplA5UqQojXFUU5p6vT4ReBPN2X3iQL9C55epMsPZ1TohUOCAgICOh5BA1UQEBAQEC3JGig4rmzqxPgM4E83ZfeJAv0Lnl6kyw9mmANKiAgICCgWxKMoAICAgICuiVBAxUQEBAQ0C3p9Q2UEGKUEOIFIcQmIcRGIcQ3tfOlQohnhRBbtf/7a+fDQohVQogmIcRNCXFdLoTYLITYJoSo6KmyWMXTU+UxxJclhFgvhHiqJ8sihCgRQjwuhIgIIWQhxKweLs+3tTg2CCEeEkLkd3NZPi2EeFsI8Y4Q4lUhxBRDXF1aB5xyKIrSq/+AYcDZ2u++wBbgDODXQIV2vgL4lfZ7MHAucBtwkyGeLGA7cBqQC7wFnNFDZTGNp6fmjSG+G4H/AE/1ZFmA+4Avar9zgZKeKg8wAngXdXMpwKPA57q5LB8A+mu/rwDWaL+7vA441f56/QhKUZS9iqK8of0+DsioH81VqBUB2v8LtTAHFEV5DWhJiGoGsE1RlB2KojQDD2txdBp+yWITT6fiY94ghBgJlAN3ZT7lyfglixCiGPggcLcWrllRlNpOECEOP/MG1TJDgRAiGygE3s9s6uNJQZZXFUU5qp1fDYzUfnd5HXCq0esbKCNCiDJgGrAGGKIoiu6ZbB8wxOH2EcAuw/FuuqBS10lTFqt4ugwf5Pkj8D2gPRPp80KasowFDgL/0qYr7xJCdKlrhXTkURRlD/Bb4D1gL1CnKMryzKXWnhRk+QKwTPvdreqAU4FTpoESQvQB/gt8S1GUY8ZriqIoQI/Rt/dLFrt4OpN05RFCXAkcUBRlXeZS6Q4f8iYbOBv4m6Io04ATqNNPXYIPedMfdZQxFhgOFAkhPpOh5NriVRYhxEWoDdT3Oy2RAXGcEg2UECIHtWD+W1GUKu30fiHEMO36MOCAQzR7gFGG45HauU7FJ1ms4ul0fJLnfOBDQogo6rTLxUKIBzOUZEt8kmU3sFtRFH1E+zhqg9Xp+CTPJcC7iqIcVBSlBahCXePpVLzKIoQ4C3W6+CpFUQ5rp7tFHXAq0esbKCGEQJ3PlxVF+b3h0pPAtdrva4EnHKJ6DZgghBgrhMgFrtbi6DT8ksUmnk7FL3kURblZUZSRiqKUoebL84qidGov3UdZ9gG7hBCna6fmApt8Tq4jPn437wHnCSEKtTjnoq4BdRpeZRFCjEZtSK9RFGWLIXyX1wGnHF2tpZHpP2A26tD9beBN7W8+MABYAWwFngNKtfBDUXuxx4Ba7Xc/7dp8VA2g7cAPe6osVvH0VHkS4pxD12jx+VnOpgKva3EtRtMo68Hy/BSIABuAB4C8bi7LXcBRQ9jXDXF1aR1wqv0Fpo4CAgICArolvX6KLyAgICCgZxI0UAEBAQEB3ZKggQoICAgI6JYEDVRAQEBAQLckaKACAgICArol2V2dgICA7ogQog14B8gBWoH7gT8oitLlppQCAk4VggYqIMCck4qiTAUQQgxGtZLeD/hJVyYqIOBUIpjiCwhwQFGUA8D1wNeESpkQ4mUhxBva3wcAhBD3CyEW6vcJIf4thLhKCDFJCLFWCPGm5mdoQheJEhDQowg26gYEmCCEqFcUpU/CuVrgdOA40K4oSqPW2DykKMo5QogLgW8rirJQc5vxJjAB+AOwWlGUf2smcrIURTnZmfIEBPREgim+gADv5AB/FkJMBdqAiQCKorwohPirEGIQ8BHgv4qitAohVgE/1HxWVSmKsrWrEh4Q0JMIpvgCAlwghDgNtTE6AHwb2A9MAc5B9a6qcz/wGeA64B4ARVH+A3wIOAksFUJc3HkpDwjouQQjqIAAB7QR0d+BPyuKomjTd7sVRWkXQlyL6gpc515gLbBPUZRN2v2nATsURfmTZin7LOD5ThUiIKAHEjRQAQHmFAgh3qRDzfwBQHfV8Ffgv0KIzwJPozoVBEBRlP1CCBnVCrnOx4FrhBAtqJ5bb8946gMCegGBkkRAgI8IIQpR90+drShKXVenJyCgJxOsQQUE+IQQ4hJUZ3z/FzROAQHpE4ygAgICAgK6JcEIKiAgICCgWxI0UAEBAQEB3ZKggQoICAgI6JYEDVRAQEBAQLckaKACAgICArol/x+cjjEQZqTadAAAAABJRU5ErkJggg==", + "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Turbine efficiency and power as a function of flow\n", "flow_efficiency_power_plot(hp)" @@ -299,21 +281,9 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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O7syTmHDSTCacNIPcGScxYeZJie8zpqdkUpJKem0E1MKWrT1MTg6moACSfn9z+mkUnn/+iNfleR49bW10t7Ymvvbvp+uFF+l6oZmu5mY6m5vpan6Bow0NdL3wwssmQxNOPpm8efPIn1dC3rxTmVh2BhPPPJP80lJMfn7o3/VEhX1taB8ckVHgdXVx7Jln6IjH6XDjHI3H6YjH6W5pCW6Um0t+SQn5p59OfmkpeXPnknfKHCbMmUPeKaeQW1ycddvgRSS1vO7uxLvDu3dzrLGJzqbGxPfGRo41NdH1/PPBprwJE8gvLWViWRkTzzyTggXnULBwIRNmzRr1/xZpH5xRVldXR0VFRdTDyBjqkeB5Hg/+9rcsLpzMkcce48iWLRx98sm+zUkmL4+JZ53FlPLyxP8lnX4a+aedRn5JSca985Iqem0E1MKmHoHRaGFyc5lwcmL/nEnnnfey63s6Ojj2zDMc3dnA0Z07Odqwk6NPPsmh++5LfAgAyD15JpMWLKRgwQIKFi5g0nnnMWH69JSPNWwPTXBCOHDgQNRDyCjZ2sPzPI49/TSH1z1M+/r1tD+2mdkvvMgewEyaxKRXvpLp//zPFDgxJp59NhNPP33cTmQGk62vjYGohU09ApnQIqeggALHocBxrOU9R44k3oHeuo2OrVs5sm0rbQ8+2PduT35ZGYXnL2bWv/87uVOnpmQsYXtogiNyAjqbmzn897/Tvm4dh9c9TFdzMwB5c+cyeflydgDL3/1uJs6fn/gkkYjIGJYzaRKFixdTuHhx37Kew4fp2L6d9s2PcWTTJg4/9HdyMuh0E9oHJ4S2tjamTJmS8vWOVeO5h+d5HNu5k0N193Po/vvpePxxAHKnT2fy8gspXL6cycuXk+8fmGo8tzgR6hFQC5t6BMZ6C8/zUrpvTnKPE9kHR6dqCKGhoSHqIWSU8dij48kdNH/zWzS88RKeXnUpL3znO+B5nPzxj3H671dz1kNrmfutbzH9rW/tm9zA+GwRhnoE1MKmHoGx3iLVOx6H7aEJTghj/cWYauOlR+eePbz405/y9KWX8cxll/HSrbeSf+qpvOILn+fMB+s5/be/YeYHP0iB4yQOSjeA8dIiVdQjoBY29QiohS1sD+0cIELiY9xt9fXsv/PXHH7oIfA8Jp13HrM/91mmXXIJE046KeohiojICGiCE8KSJUuiHkJGGYs9Op9/ntbf/o7W3/6WruZmJsyezcwPf5iiqsvInzfvhNc7Flukk3oE1MKmHgG1sIXtoQlOCLm5uVEPIaOMpR4dT+6g5db/5cCfaqC7m8mvWcErvvB5prz2tSn51NNYajEa1COgFjb1CKiFLWwP7YMTwoYNG6IeQkbJ9B6e53F4/Qaeu+YanrnsMg7eex8z3vEOyu6t5dSf/ISpr399yj7SnektRpt6BNTCph4BtbCF7aF3cCQrHF6/gRe+8x2ObN5M7owZnPzxjzH9yivJLS6OemgiIpIGaZ3guDHnEuBmIBe4xYm7X+13fSlwK3Ay0AL8sxN3m/zr3gV81r/pfzlx92f+8iXA7cAkoAb4mBN3IzmYT2lpaRQPm7EysceRLVt44eabOfz3dUyYPZvZN36O4ssvT/vZczOxRZTUI6AWNvUIqIUtbI+0baJyY04u8APgTcA5wFVuzDmn382+AfzcibvnAjcBX/HvOwP4PLAMWAp83o05vSe6+BHwfuAs/+uSdP0Ox7NgwYKoHjojZVKPY42NNF33UZ79pyvpcOPMuv7TlN3zF2a8/e1pn9xAZrXIBOoRUAubegTUwha2Rzr3wVkK7HTi7tNO3D0G3Alc1u825wD3+z8/kHT9G4F7nbjb4sTd/cC9wCVuzJkDTHPi7sP+uzY/B6rS+DsMqaamJqqHzkiZ0KPn8GGav/0dnv5/b6Zt7VpmXnctZffey0nvfveoTGx6ZUKLTKIeAbWwqUdALWxhe6RzE9VcoDHpchOJd2SSbQEuJ7EZ6x+BqW7MOWmQ+871v5oGWP4yxphrgGsA5syZw+rVqwFYuHAhxcXFrF27lt7rli1bxpo1awDIy8tj1apV1NfX09LSAkBFRQWNjY3s2LEDgEWLFlFYWMjDDz8MQElJCYsXL6a6uhqAgoICVq5cSV1dXd/JwiorK2loaOg7cNGSJUvIzc3t24mqtLSUBQsW9D2hU6ZMobKyktraWtra2gBYuXIl27ZtY9euXQAsXbqU7u5uNm3aBEBZWRllZWXU1tYCUFRUREVFBTU1NXR0dACwatUqNm/eTFNTIuPy5ctpb29ny5YtAMyfP5958+ZRV1cHwIwZMygvL6e6uprOzk4AqqqqWL9+PXv37gVgxYoVtLa29vVwHIfZs2dTX18PwKxZs1ixYgVr1qyhp6eHnJwcqqqqWLt2Lc3+OZzKy8vZt28fruue2PPkeSzv7mH/d76NadlP6+LzOPnjH6fr1FP5Q+09o/48NTQ09L3mMu152rp166g/T72PCYP/Pa1bt27Un6co/p6AjH2ehvPfvVQ/T8eOHev7W8mk5ymKv6c9e/bQ3Nyckc9TFH9P+/fvp6Ghoe95Gqm0nYvKjTlXAJc4cfd9/uWrgWVO3L026TanAN8HTgf+CrwFWAi8Dyhw4u5/+bf7HHAEqAe+6sTdi/3lrwE+7cTdNw81lnSdi6q2tpbKysqUr3esiqpH5+7d7P3iFzn8179RsHAhsz/zH9YJ4aKg14ZNPQJqYVOPgFrYknucyLmo0vkOzm4g+UhpJf6yPk7c3UPiHRzcmDMFeIsTd1vdmLMbKO9333r//iX9llvrHE16IdpGu4fX3c3+X91B87e/DcDs//gPpr/j7ZgMOJaEXhs29QiohU09AmphC9sjnfvgPAKc5cac092Ykw9cCdydfAM35sx0Y07vGG4g8YkqgHuASjfmTPd3Lq4E7nHi7l7goBtzLnRjjgHeCfwhjb/DkHrfapOE0exxrKmJXVe/k31f+hKFS5ZQVn03M955dUZMbkCvjf7UI6AWNvUIqIUtbI+0TXCcuNsFXEtisuICv3Hi7jY35tzkxpxL/ZuVA0+6MWcHMBv4kn/fFuA/SUySHgFu8pcBfBi4BdgJNAB/TtfvcDy92x4lYbR6HKiu5pmqf+Tojh3M+epXmPeT/yFv7oC7YkVGrw2begTUwqYeAbWwhe2R1uPgOHG3hsSxapKX3Zj08++A3w1y31sJ3tFJXr6RxH46kmW6Dx3i+Zv+k4PV1Uw6/3xO+drXyC/JrImNiIhkhrTtZJxJ0rWTcUdHBwWj+NHjTJfOHh3xOE3XfZTOPXuY+ZEPM/Oaa1J2WoV00GvDph4BtbCpR0AtbMk9TmQnY52LKoRt27ZFPYSMkq4eB6r/yLNXXoV39Cilv/gFJ3/4wxk9uQG9NvpTj4Ba2NQjoBa2sD00wQmh9/P+kpDqHl5nJ89/+cvs+bd/Y9LChZx+1+8oPD/aj38Pl14bNvUIqIVNPQJqYQvbI7P/N1iyVveBAzRd91HaN2xgxrveyaxPfQqTlxf1sEREZIzQBCeEpUuXRj2EjJKqHseammi85gN0NjZyytf+m6JLLz3+nTKMXhs29QiohU09AmphC9tDE5wQuru7ox5CRklFjyNPPEHjBz+E19XFqbfdSuEFI9qnLGPotWFTj4Ba2NQjoBa2sD20D04IvefYkISwPQ7dfz+7rn4nOZMmcdodvxqzkxvQa6M/9QiohU09AmphC9tDExzJCAf+8Aearr2OifPnc9qddzDxjDOiHpKIiIxhmuCEUFZWFvUQMsqJ9tj/69+w5/obKFy6lNLbb2PCzJkpHtno02vDph4BtbCpR0AtbGF7aB+cEPRitJ1Ij5af/5x9X/4Kky96LSU330zOODnIlV4bNvUIqIVNPQJqYQvbQ+/ghKATo9lG2uPF//kJ+778FaZWVjLve98bN5Mb0GujP/UIqIVNPQJqYcvYk22KDOWl/72VF779baatWsXcb30Tk58f9ZBERGQc0SaqEIqKiqIeQkYZbo/9d9xB89e/zrSVb+KUr34Fk5ub5pGNPr02bOoRUAubegTUwha2h062KaOq9fdr2HvDDUx53eso+e7NOjqxiIgcl062OcpqamqiHkJGOV6PQ/fdx97PfIbJ/7Ccud/59rie3Oi1YVOPgFrY1COgFrawPTTBCaGjoyPqIWSUoXq0P7qZ3Z/8FAWvXEjJ979PzsSJoziy0afXhk09AmphU4+AWtjC9tAER9Lu6NPP0PShDzHhFbOZ96MfkVNYGPWQRERknNM+OCF0dnaSN443s4zUQD26XnyRZ6+8ip72dk678w7yTz01otGNLr02bOoRUAubegTUwpbcQ/vgjLLNmzdHPYSM0r9Hz9GjNH74I3S9+CLzfvyjrJncgF4b/alHQC1s6hFQC1vYHprghNDU1BT1EDJKcg/P83j+xhvpePxxTvn615h07rkRjmz06bVhU4+AWtjUI6AWtrA9NMGRtGi57XYO/OFuZl53LdPe8IaohyMiIllGE5wQli9fHvUQMkpvj7a//Y3mb3yDqZWVzPzQhyIeVTT02rCpR0AtbOoRUAtb2B6a4ITQ3t4e9RAySnt7O8eee47dn/gkE+fPTxylOCc7X2J6bdjUI6AWNvUIqIUtbI/s/NcnRbZs2RL1EDLK4xs30vTxj0NOTuJYN1n8cXC9NmzqEVALm3oE1MIWtofORSUpM/tPNRzd7lLyox+SXzI36uGIiEgW0zs4IcyfPz/qIWSMA3/8E9M3bOCk972Xqa97XdTDiZxeGzb1CKiFTT0CamEL20MTnBDmzZsX9RAywtGnn2HvjTeSv2gRJ3/sY1EPJyPotWFTj4Ba2NQjoBa2sD00wQmhrq4u6iFEzjt2jN2f+iQ5Eyey7ZI3jusTaI6EXhs29QiohU09AmphC9sjrfvguDHnEuBmIBe4xYm7X+13/anAz4Bi/zbXO3G3xo057wD+Lemm5wLnO3H3MTfm1ANzgCP+dZVO3G1O5+8hg3vhe99P7Hfzg++z9cCBqIcjIiICpHGC48acXOAHwBuAJuARN+bc7cTd7Uk3+yzwGyfu/siNOecANcBpTtz9JfBLfz2vBNY4cfexpPu9w4m7qT+51AjNmDEj6iFEqv2RR3jpllsofutbmVpRwYz6+qiHlDGy/bXRn3oE1MKmHgG1sIXtkc5NVEuBnU7cfdqJu8eAO4HL+t3GA6b5PxcBewZYz1X+fTNOeXl51EOITPfBg+z+9KfJO3Ues6//NJDdPfpTC5t6BNTCph4BtbCF7ZHOTVRzgcaky03Asn63+QJQ68ac64DJwMUDrOefePnE6DY35nQDdwH/5cTdl50S3RhzDXANwJw5c1i9ejUACxcupLi4mLVr19J73bJly1izZg0AeXl5rFq1ivr6elpaWgCoqKigsbGRHTt2ALBo0SIKCwv57ne/y6te9SpKSkpYvHgx1dXVABQUFLBy5Urq6uo44G+2qayspKGhgYaGBgCWLFlCbm4uGzZsAKC0tJQFCxZQU1MDwJQpU6isrKS2tpa2tjYAVq5cybZt29i1axcAS5cupbu7m02bNgFQVlZGWVkZtbW1ABQVFVFRUUFNTQ0dHR0ArFq1is2bN/ed42P58uW0t7f3HW9g/vz5zJs3r2/b54wZMygvL6e6uprOzk4Aqqqq2Pqxj5P3/D6e/cA1TDt8mNbdu7ntttt41ateheM4zJ49m3r/HZ1Zs2axYsUK1qxZQ09PDzk5OVRVVbF27VqamxNbF8vLy9m3bx+u66b8eVq3bh3AqD5PP/rRjygtLY38eVq/fj179+4FYMWKFbS2trJ161aAUX2evvzlLxOLxTLueYri7+nQoUMAGfk8RfH39Oyzz2KMybjnKYq/p+bmZi6//PKMfJ6i+Hs6dOgQK1asOPHj4Xiel5av7WfHrth+duyWpMtXbz879v1+t/nE9rNjn/R/Xr797Nj27WfHcpKuX7b97NgT/e4z1/8+dfvZsdrtZ8feebyxLFmyxEuHu+66Ky3rzXQH6+73tp8d85pv/q61PFt7DEQtbOoRUAubegTUwpbcA9jojXAeks5NVLuB5M94lfjLkr0X+A2AE3fXAQXAzKTrrwTuSL6DE3d3+98PAb8isSlMRkn3wYM8/4UvMHH+fGZ+8ANRD0dERGRAJjExSj035kwAdgAVJCY2jwBvd+LutqTb/Bn4tRN3b3djjgPUAXOduOu5MSeHxCau1zhx9+mkdRY7cfdFN+bkkZj83OfE3R8PNZYLLrjA27gx9fsk977tmE32fu5ztN61mtN+/WsmvXKhdV029hiMWtjUI6AWNvUIqIUtuYcxZpPneReM5P5pK+nE3S7gWuAewCXxaaltbsy5yY05l/o3+yTwfjfmbCExWXl30v40rwUaeyc3vonAPW7MeRx4jMTE6afp+h2OZ/369VE9dCQO//3vtP72d5z0nn952eQGsq/HUNTCph4BtbCpR0AtbGF7pPU4OE7crSHx0e/kZTcm/bwdePUg960HLuy37DCwJOUDPUG9O5tlg572dvZ+7kbyS0uZee21A94mm3ocj1rY1COgFjb1CKiFLWwPnWxThuXFH/6Qzt27Kf2/X5BTUBD1cERERIakjX0hrFixIuohjIqjTz3FS7f/jKK3XE7hBYNvAs2WHsOhFjb1CKiFTT0CamEL20MTnBBaW1ujHkLaeZ7H8zf9JzmTJzPrk58c8rbZ0GO41MKmHgG1sKlHQC1sYXtoghNC7wGexrOD1dW0P/IIsz7xCSYc57DZ2dBjuNTCph4BtbCpR0AtbGF7aIIjg+o+eJB9X/s6BeeeS/Fbr4h6OCIiIsOmnYxDcBwn6iGk1Qvf+z7dLS3M+58fY4ZxbIbx3mMk1MKmHgG1sKlHQC1sYXvoHZwQZs+eHfUQ0ubo00+z/1e/ovitb2XSggXDus947jFSamFTj4Ba2NQjoBa2sD00wQmh96Rq41Hzf3+NnEmTOPljHx32fcZzj5FSC5t6BNTCph4BtbCF7aEJjrxM20MP0fbgg8z80AePu2OxiIhIJtIEJ4RZs2ZFPYSU87q6aP7qf5NXUsL0q68e0X3HY48TpRY29QiohU09AmphC9sjbSfbzCTpOtnmeLT/17/h+c9/nrnf+Q7TLnlj1MMRERHJrJNtZoM1a9ZEPYSU6m47zAvf/S6TLljC1DdWjvj+461HGGphU4+AWtjUI6AWtrA99DHxEHp6eqIeQkq1/PxndL/0ErN/+AOMMSO+/3jrEYZa2NQjoBY29QiohS1sD72DE0LOMI4NM1Z07d9Py623MeXiCiYtWnRC6xhPPcJSC5t6BNTCph4BtbCF7aF9cASAfV/7Oi233cYZd/+BiWedFfVwRERE+mgfnFG2du3aqIeQEp379rH/l7+k6NJLQ01uxkuPVFALm3oE1MKmHgG1sIXtoQlOCM3NzVEPISVe/MEP8Xp6mHnddaHWM156pIJa2NQjoBY29QiohS1sD01wstyxXbtovesupr/tbeSXzI16OCIiIimhfXBCaGlpYcYYP9Lvnutv4OBf/sKZ99Yy4eSTQ61rPPRIFbWwqUdALWzqEVALW3IP7YMzyvbt2xf1EEI59txzHKiuZvo//VPoyQ2M/R6ppBY29QiohU09AmphC9tDE5wQXNeNegihvPiTn2Byc5nx3vekZH1jvUcqqYVNPQJqYVOPgFrYwvbQBCdLHWvazYE1f6D4bW8jT+c/ERGRcUYTnBAWLlwY9RBO2Es//SnGGE5633tTts6x3CPV1MKmHgG1sKlHQC1sYXtoghNCcXFx1EM4IZ1799K6ejVFV7yFvFe8ImXrHas90kEtbOoRUAubegTUwha2hyY4IYzVgzK99NNbAJj5/vendL1jtUc6qIVNPQJqYVOPgFrYdKA/GZGulhZa77qLoktXkXfKKVEPR0REJC00wQlhzpw5UQ9hxPb/3y/xjh7lpPek5pNTycZij3RRC5t6BNTCph4BtbCF7ZHWA/25MecS4GYgF7jFibtf7Xf9qcDPgGL/Ntc7cbfGjTmnAS7wpH/Th524+0H/PkuA24FJQA3wMSfuDvlLpOtAfz09PWPq7K897e3sfH0Fk84/n3k//EHq1z/GeqSTWtjUI6AWNvUIqIUtuUdaDvTnxpzcExmYf78fAG8CzgGucmPOOf1u9lngN07cXQxcCfww6boGJ+6e5399MGn5j4D3A2f5X5ecyPhSYc2aNVE99AlpXf17ultbU/rJqWRjrUc6qYVNPQJqYVOPgFrYwvYYzlTxKTfmfH2AycnxLAV2OnH3aSfuHgPuBC7rdxsPmOb/XATsGWqFbsyZA0xz4u7D/rs2PweqRjiurOR1ddFy221MOu88Cs8/P+rhiIiIpNWEYdxmEYl3V25xY04OcCtwpxN3Dx7nfnOBxqTLTcCyfrf5AlDrxpzrgMnAxUnXne7GnM3AQeCzTtz9m7/Opn7rjOwMkXl5eVE99Igdqq2lc/duZt9wfdoeYyz1SDe1sKlHQC1s6hFQC1vYHsed4Dhx9xDwU+Cnbsy5CPgV8G035vwO+E8n7u4M8fhXAbc7cfebbsxZDvzCjTkLgb3AqU7cfcnf52aNG3MWjGTFxphrgGsgsaPS6tWrgcSBg4qLi/s+fjZnzhyWLVvW91ZYXl4eq1ator6+npaWFgAqKipobGxkx44dACxatIjCwkI6OztZvXo1JSUlLF68mOrqagAKCgpYuXIldXV1HDhwAIDKykoaGhpoaGgAYMmSJeTm5rJhwwYASktLWbBgATU1NQBMmTKFyspKamtraWtrA2DlypVs27aNXbt2AbB06VK6u7vZtGkTAGVlZZSVlVFbWwtAUVERFRUV1PzpT7zim98iZ+ZMJr7mNWzYsIGmpsQ8cfny5bS3t7NlyxYA5s+fz7x586irqwNgxowZlJeXU11dTWdnJwBVVVWsX7+evXv3ArBixQpaW1v7ejiOw+zZs6mvrwdg1qxZrFixgjVr1vRtU62qqmLt2rU0NzcDUF5ezr59+/oOzZ3K52ndunUAo/o8nXLKKX2vuWE/TzU1dHR0ALBq1So2b96cludp69atAKP6PE2dOrWvRyY9Tyf09xTyeVq1alXGPk9R/D294Q1v6HttZNLzFNXfU3Nzc0Y+T1H9PTU0NPQ9TyN13J2M/X1p/h/wL8BpwC+AXwKvAb7sxN35g9xvOfAFJ+6+0b98A4ATd7+SdJttwCVO3G30Lz8NXOjE3eZ+66oHPgXsBh5w4m7MX34VUO7E3Q8M9Tukayfj+vp6ysvLU77eVDu8YQPPvfNdvOKmLzL9bW9L2+OMlR6jQS1s6hFQC5t6BNTCltzjRHYyHs4mqqeAB4CvO3H370nLf+fGnNcOcb9HgLPcmHM6iYnJlcDb+93mOaACuN2NOQ5QALzgxpyTgRYn7na7MecMEjsTP+3E3RY35hx0Y86FwHrgncD3hvE7pEXvDDrT7f/F/5FbVETRpZem9XHGSo/RoBY29QiohU09AmphC9tjOBOcc5242zbQFU7c/ehgd3Libpcbc64F7iHxEfBbnbi7zY05NwEbnbh7N/BJEpu+/pXEDsfvduKu50+cbnJjTifQA3zQibu9v+mHCT4m/mf/SwbRuXs3h+rqOOm97yGnoCDq4YiIiIyK4Wyi+hmJY820+penA9904m7qjxSXJunaRHXgwAGKiopSvt5Uav7GN3jp1ts48757037k4rHQY7SohU09AmphU4+AWtiSe6TlODgk3sFp7b3gxN39wOKRPMh41djYePwbRajnyBH2//Z3TL344lE5LUOm9xhNamFTj4Ba2NQjoBa2sD2GM8HJ8d+1AcCNOTMY3qatca93r/VMdeCPf6TnwAFmXP3Po/J4md5jNKmFTT0CamFTj4Ba2ML2GM5E5ZvAOjfm/BYwwBXAl0I9qqSd53ns/8X/MTEWY9IFI3pXT0REZMw77js4Ttz9OfAWYB/wPHC5E3d/ke6BjQWLFi2KegiDat/wCEd37GDG1f+MMWZUHjOTe4w2tbCpR0AtbOoRUAtb2B7DPatXHFgN3A20+SfJzHqFhYVRD2FQ+++4g9yiIqb9v/83ao+ZyT1Gm1rY1COgFjb1CKiFLWyP4Zxs8zoS797cC/wR+JP/Pev1Hiky03S9+CKH7ruPoqqqUf1oeKb2iIJa2NQjoBY29QiohS1sj+Hsg/Mx4Gwn7r4U6pFk1LSu/j10dVH8T+k7arGIiEgmG84mqkbgQLoHMhaVlJREPYSX8Xp6aP3tbyl81auYeMYZo/rYmdgjKmphU4+AWtjUI6AWtrA9hnOgv/8Fziaxaepo73In7n4r1COPonQd6K+zszPjzv7atvYhGt/3Pk75xjcoevPo7X8DmdkjKmphU4+AWtjUI6AWtuQe6TrQ33Mk9r/JB6YmfWW93rOzZpLW3/yG3OJipla+YdQfOxN7REUtbOoRUAubegTUwha2x3H3wXHi7hcB3JhT6MTd9lCPJmnV9cILHLr/fmZcfTU5+flRD0dERCQyw/kU1XI35mwn8VFx3JizyI05P0z7yMaAggw7eWXrXasTOxe/7a2RPH6m9YiSWtjUI6AWNvUIqIUtbI/h7IOznsTRi+924u5if9lWJ+4uDPXIoyhd++BkEq+nh4bKN5I3dy6lP7s96uGIiIikTLr2wcGJu/3PeNU9kgcZr+rq6qIeQp/2RzbS2dRE8RVviWwMmdQjamphU4+AWtjUI6AWtrA9hnMcnEY35vwD4LkxJ4/EcXHcUI86Thw4kDmfnj/w+9+TM3kyUy++OLoxZFCPqKmFTT0CamFTj4Ba2ML2GM47OB8EPgLMBXYD5/mXJUP0HD7Mwdpapq18EzmTJkU9HBERkcgddx+c8SBd++C0tbUxZcqUlK93pFrvWs3ez3yG0l/9isLzF0c2jkzpkQnUwqYeAbWwqUdALWzJPVK6D44bc/7d//49N+Z8t/9XqFGPEw0NDVEPAUhsnsovLWXS4vMiHUem9MgEamFTj4Ba2NQjoBa2sD2G2kTVu5/NRmDTAF9ZLxNejMeee472jRsp+sd/xBgT6VgyoUemUAubegTUwqYeAbWwhe0x6E7GTtyt9r//LNQjSFodWPMHMIaiqsuiHoqIiEjGGM6B/u51Y05x0uXpbsy5J62jGiOWLFkS6eN7PT0cWLOGyf/wD+S94hWRjgWi75FJ1MKmHgG1sKlHQC1sYXsM51NUJztxt7X3ghN39wOzQj3qOJGbmxvp47dveITOPXsoqqqKdBy9ou6RSdTCph4BtbCpR0AtbGF7DGeC0+3GnFN7L7gxpxQY/x+9GoYNGzZE+vgH//RHcgoLmXpxRaTj6BV1j0yiFjb1CKiFTT0CamEL22M4B/r7DLDWjTkPAgZ4DXBNqEeV0HqOHePgPbVMfcPFOvaNiIhIP8d9B8eJu38Bzgd+DdwJLHHirvbBAUpLSyN77MN/+xs9Bw8y7c1vjmwM/UXZI9OohU09AmphU4+AWtjC9hjqODgx//v5wKnAHv/rVH9Z1luwYEFkj32g+o/kzpjB5AsvjGwM/UXZI9OohU09AmphU4+AWtjC9hjqHZxP+N+/OcDXN0I96jhRU1MTyeN2t7XR9sADTLvkEkxeXiRjGEhUPTKRWtjUI6AWNvUIqIUtbI+h9sG51//+XifuPh3qUSSlDt13H97Ro0xblTmbp0RERDLJUBOcG4DfAr8jsQ/OiLkx5xLgZiAXuMWJu1/td/2pwM+AYv821ztxt8aNOW8AvgrkA8eAf3Pi7v3+feqBOcARfzWVTtxtPpHxhRXVOUMO/vFP5M2dy6Tzzovk8Qejc6gE1MKmHgG1sKlHQC1sYXsMerJNN+bcB/QAS4G/9r/eibuXDrViN+bkAjuANwBNwCPAVU7c3Z50m58Am524+yM35pwD1Dhx9zQ35iwG9jlxd48bcxYC9zhxd65/n3rgU07cHfbZM9N1ss0odL34Ik+99iJOev/7mfWvH496OCIiImmX0pNtAiuBG4EXGHg/nONZCux04u7TTtw9RuITWP3PJ+AB0/yfi0jsxIwTdzc7cXePv3wbMMmNOROH8Zijqra2dtQf8+Cf/wI9PRRl4OapKHpkKrWwqUdALWzqEVALW9geQ22i+l8n7l7txpyfOnH3wRNY91ygMelyE7Cs322+ANS6Mec6YDJw8QDreQvwqBN3jyYtu82NOd3AXcB/OXE3kgMPtrW1jfpjHvzzn5k4fz4Tzzxz1B/7eKLokanUwqYeAbWwqUdALWxheww1wVnixpxTgHe4MeenJA7y18eJuy2hHjnhKuB2J+5+0405y4FfuDFnoRN3ewDcmLMA+G+gMuk+73Di7m435kwlMcG5Gvh5/xUbY67BPyDhnDlzWL16NQALFy6kuLiYtWvX0nvdsmXLWLNmDQB5eXmsWrWK+vp6WloSv2JFRQWNjY3s2LEDgEWLFlFYWMjDDz8MQElJCYsXL6a6uhqAgoICVq5cSV1dHQcOHACgsrKShoaGvrOjLlmyhNzc3L4jNZaWlrJgwYK+vcanTJlCZWUltbW1fU9y5ZILOPLoozRffDGPrV7N0qVL6e7uZtOmxMndy8rKKCsr65v1FhUVUVFRQU1NDR0dHQCsWrWKzZs309TUBMDy5ctpb29ny5YtAMyfP5958+ZRV1cHwIwZMygvL6e6uprOzk4AqqqqWL9+PXv37gVgxYoVtLa29vVwHIfZs2dTX18PwKxZs1ixYgVr1qyhp6eHnJwcqqqqWLt2Lc3Nid2nysvL2bdvH67rpvx5Wrdu3ag+TytXrqShoaHvNZdpz9PWrVtH/XnqfcxMe562bdvGrl27RvV5AjL2eYri7+nYsWN9fyuZ9DxF8fe0Z88empubM/J5iuLvaf/+/TQ0NPQ9TyM11D44HwU+BJwB7Mae4HhO3D1jqBX7E5YvOHH3jf7lGwCcuPuVpNtsAy5x4m6jf/lp4EIn7ja7MacEuB/4FyfuPjTIY7wbuMCJu9cONZZ07YPT0dFBQUFBytc7mJZf/B/7vvQlzqj5ExPPGDJ/JEa7RyZTC5t6BNTCph4BtbAl90jpPjhO3P2uE3cd4FYn7p7hxN3Tk76G86/rI8BZbsw53Y05+cCVwN39bvMcUAHgxhwHKABe8M9e/icSn6rqm9y4MWeCG3Nm+j/nAW8GthKRbdu2jerjHbznL0w866yMnNzA6PfIZGphU4+AWtjUI6AWtrA9hjqS8esBnLj7ITfmnN7vusuPt2In7nYB1wL3AC7wGyfubnNjzk1uzOn9BNYngfe7MWcLcAfwbn9/mmuBM4Eb3ZjzmP81C5gI3OPGnMeBx0i8s/TTEf3GKdT7Vtxo6Gxu5simR5l6yRtH7TFHajR7ZDq1sKlHQC1s6hFQC1vYHkPtg/MNguPf3IV9LJzPAquPt3In7tYANf2W3Zj083bg1QPc77+A/xpktUuO97jj0aF77wXPY9obM3eCIyIikimG+pi4GeTngS5npaVLl47aYx36yz3kn1mWkZ+e6jWaPTKdWtjUI6AWNvUIqIUtbI+hJjjeID8PdDkrdXd3j8rjdL34Iu0bNzLtjZeMyuOdqNHqMRaohU09AmphU4+AWtjC9hhqgnOGG3PudmNOddLPvZdPH+J+WaP342/p1rt5auobK49/4wiNVo+xQC1s6hFQC5t6BNTCFrbHUPvgJB91uP/Zw3U28VF08C/3kH/GGUw866yohyIiIjImDDrBOcGjF2eVsrKytD9G1/79tD/yCCd94BqMyexdn0ajx1ihFjb1CKiFTT0CamEL22OoTVRyHKPxYmyrfxB6eph68UBnscgs+uMMqIVNPQJqYVOPgFrYNMGJ0GicGO1Q3X1MmDOHgnPOSftjhaUTxQXUwqYeAbWwqUdALWxhewx7guPGnMJQjyQj1nPkCIfXPsTU170u4zdPiYiIZJLjTnDcmPMPbszZDsT9y4vcmPPDtI9sDCgqKkrr+g+vW4fX0cHUiyvS+jipku4eY4la2NQjoBY29QiohS1sj0FPttnLjTnrgSuAu524u9hfttWJuwtDPfIoStfJNtNtz2c+w6Hae5n/94cweXlRD0dERCQSKT3ZZrLes30n0dGIoO/U8engdXfT9kA9Uy66aMxMbtLZY6xRC5t6BNTCph4BtbCF7THUcXB6Nbox5x8Azz+D98dInDwz63V0dKRt3Ucee4zulhamVrw+bY+RaunsMdaohU09AmphU4+AWtjC9hjOOzgfBD4CzCVx9u7z/MuSRofuq4O8PCa/5jVRD0VERGTMOe4+OONBuvbB6ezsJC8Nm488z6PhjZeQX1rKqT/9ScrXny7p6jEWqYVNPQJqYVOPgFrYknukZR8cN+ac7Mac/3Bjzk/cmHNr79cJjndc2bx5c1rWe2znTjqfe25MbZ6C9PUYi9TCph4BtbCpR0AtbGF7DGcT1R+AIuA+4E9JX1mvqakpLes99EA9AFNe97q0rD9d0tVjLFILm3oE1MKmHgG1sIXtMZydjAuduPvpUI8iI9L21weZeI5D3uzZUQ9FRERkTBrOOzh/dGPOyrSPZAxavnx5ytfZfeAARzY/xpTXvjbl6063dPQYq9TCph4BtbCpR0AtbGF7DOcdnI8B/+HGnKNAJ2AAz4m700I98jjQ3t6e8nW2rV0L3d1MueiilK873dLRY6xSC5t6BNTCph4BtbCF7XHcd3CcuDvVibs5Ttyd5MTdaf7lrJ/cAGzZsiXl62x78EFyi4uZdO65KV93uqWjx1ilFjb1CKiFTT0CamEL22PQd3DcmBNz4m7cjTnnD3S9E3cfDfXI8jJedzeH/7aWya95DSY3N+rhiIiIjFlDbaL6BHAN8M0BrvOAsfUZ5jSYP39+StfX8cQTdO/fPyY3T0Hqe4xlamFTj4Ba2NQjoBa2sD0GneA4cfca//vY+qzyKJo3b15K13fowQchJ4cpK16d0vWOllT3GMvUwqYeAbWwqUdALWxhewznQH8Fbsz5hBtzVrsx5y435nzcjTkFoR51nKirq0vp+g4/+FcmnXceucXFKV3vaEl1j7FMLWzqEVALm3oE1MIWtsdwPib+c2AB8D3g+/7Pvwj1qPIync3NdGzfPmY3T4mIiGSS4XxMfKETd89JuvyAG3O2p2tAY8mMGTNStq7Df/0rAFMuGnvHv+mVyh5jnVrY1COgFjb1CKiFLWyP455s0405/wd834m7D/uXlwEfceLuO0M98ihK18k2U6npuo9y5PHHObP+AYwxUQ9HREQkY6T0ZJtuzHnCjTmPA0uAv7sx51k35jwDrANG9CDjVXV1dUrW43V1cfjhh5ny2teM6clNqnqMB2phU4+AWtjUI6AWtrA9htpE9eZQawbcmHMJcDOQC9zixN2v9rv+VOBnQLF/m+uduFvjX3cD8F6gG/ioE3fvGc46R1NnZ2dK1nPk8SfoOXSIya8em5+e6pWqHuOBWtjUI6AWNvUIqIUtbI+hPia+y405ucA2J+7GRrpi/74/AN4ANAGPuDHnbifuJu+/81ngN07c/ZEbc84BaoDT/J+vJLFD8ynAfW7M6f1A/PHWOeYcfughMIbJF14Y9VBERETGhSE/ReXE3W7gSf+dlpFaCux04u7TTtw9BtwJXNbvNh7Qe9qHImCP//NlwJ1O3D3qxN1ngJ3++oazzlFTVVWVkvUcfughCl75yjH78fBeqeoxHqiFTT0CamFTj4Ba2ML2GM7HxKcD29yYU+fGnLt7v4Zxv7lAY9LlJn9Zsi8A/+zGnCYS795cd5z7Dmedo2b9+vWh19F98CBHHn+cya/+hxSMKFqp6DFeqIVNPQJqYVOPgFrYwvYYzsfEPxfqEYZ2FXC7E3e/6cac5cAv3JizMBUrNsZcQ+JUE8yZM4fVq1cDsHDhQoqLi1m7di291y1btow1a9YAkJeXx6pVq6ivr6elpQWAiooKGhsb2bFjBwCLFi2isLCQ3//+9+zdu5eSkhIWL17ct0NUQUEBK1eupK6ujgMHDgBQWVlJQ0MDDQ0NACxZsoTc3FzcW2+jpKeH3TNnMq2jg5qaGgCmTJlCZWUltbW1tLW1AbBy5Uq2bdvGrl27AFi6dCnd3d1s2rQJgLKyMsrKyqitrQWgqKiIiooKampq6OjoAGDVqlVs3ryZpqYmIHE6+vb29r6Tms2fP5958+b1HWBpxowZlJeXU11d3bc9tKqqivXr17N3714AVqxYQWtra18Px3GYPXs29fX1AMyaNYsVK1awZs0aenp6yMnJoaqqirVr19Lc3AxAeXk5+/btw3XdlD9P69atAwj1PG3YsAGA0tJSFixYcNznae3atX19Mu152rp1K8CoPk/33ntv3zgy6XmK4u+ppaUlY5+nKP6edu3a1fe7Z9LzFMXf0549eygrK8vI5ymKv6f9+/cza9asEz/ppud5afnafnZs+fazY/ckXb5h+9mxG/rdZtv2s2Pzki4/vf3s2Kz+t91+duwef33HXedAX0uWLPHS4a677gq9jj03ft6Ln7/E6zl2LAUjilYqeowXamFTj4Ba2NQjoBa25B7ARm+E85DjvoPjxpxDJPaVAcgH8oDDTtydNvi9AHgEOMuNOacDu0nsNPz2frd5DqgAbndjjgMUAC8AdwO/cmPOt0jsZHwWsAEww1jnqFmxYkWo+3uex+G1aym88EJMXl6KRhWdsD3GE7WwqUdALWzqEVALW9gex90Hx4m7U524O82f0EwC3gL8cBj36wKuBe4BXBKfltrmxpyb3JhzqX+zTwLvd2POFuAO4N1O3PWcuLsN+A2wHfgLiQMLdg+2zhH+zinT2toa6v6dzz1H5+7d42L/GwjfYzxRC5t6BNTCph4BtbCF7THoOzhuzJngTyj6OHHXA9a4MefzwPXHW7l/TJuafstuTPp5OzDgwV+cuPsl4EvDWWdUtm7dGup07m3+dtYpY/z4N73C9hhP1MKmHgG1sKlHQC1sYXsMtYlqA3C+G3MuT1qWQ+Ioxh0n/IjS5/BDfyevpIS8U0/kU/giIiIymOF8imoVwT44XcCzwKWD3jqLOI5zwvf1Ojtpf/hhpl26akyfniFZmB7jjVrY1COgFjb1CKiFLWyPoSY4s9yY8wlga7/lHnA18K1QjzwOzJ49+4Tve+SJrfS0tzN5+fjY/wbC9Rhv1MKmHgG1sKlHQC1sYXsMtZNxLjBlgK+p/lfW6z3ewYloX/8wGEPh0lelbkARC9NjvFELm3oE1MKmHgG1sIXtMdQ7OHuduHtTqLXLoA4/vJ6JTowJ06dHPRQREZFxZ6h3cMbHjiFpNGvWrBO6X09HB0c2b2bysvF1cs0T7TEeqYVNPQJqYVOPgFrYwvYwiQMEvpwbc2Y4cbcl1NozxAUXXOBt3Lgx6mH0ObxuHc/9y3uY9z8/ZspFF0U9HBERkYxmjNnked4FI7nPoO/gjJfJTTr1nh9kpA4/vB5yc5m0ZETPVcY70R7jkVrY1COgFjb1CKiFLWyP4ZxNXAbR09NzQvdrf/hhJr3yleROmZziEUXrRHuMR2phU4+AWtjUI6AWtrA9NMEJISdn5Pm629o4snUrhRcuS8OIonUiPcYrtbCpR0AtbOoRUAtb2B6D7oMznmTSPjiH6utp+uCHOPX225h84fjayVhERCQdUroPjhzfWv9cUiPR/vB6TH4+k847L/UDitiJ9Biv1MKmHgG1sKlHQC1sYXtoghNCc3PziO9zeP16Ji1eTE5BQRpGFK0T6TFeqYVNPQJqYVOPgFrYwvbQBGcUde3fz1HXZfI43P9GREQkk2iCE0J5efmIbt++4REACsfZAf56jbTHeKYWNvUIqIVNPQJqYQvbQxOcEPbt2zei27dv2ICZNIlJr1yYphFFa6Q9xjO1sKlHQC1s6hFQC1vYHprghOC67ohu375xI4WLF2Py8tI0omiNtMd4phY29QiohU09AmphC9tDE5xR0t3aytEdOyh81fg6erGIiEgm0gQnhIULh7+pqf3RR8HzKLxg/E5wRtJjvFMLm3oE1MKmHgG1sIXtoQlOCMXFxcO+bfsjGzF5eRSce276BhSxkfQY79TCph4BtbCpR0AtbGF7aIITwkgOQtS+cSMFi84lZ+LENI4oWjpIVUAtbOoRUAubegTUwqYD/Y0B3W2H6di+fVxvnhIREckkmuCEMGfOnGHd7shjj0F3N4UXvCq9A4rYcHtkA7WwqUdALWzqEVALW9geOtlmCD09PcM622nzd77DSz+9hbM3rCdn8uSUjyNTDLdHNlALm3oE1MKmHgG1sCX30Mk2R9maNWuGdbv2jRspWLBgXE9uYPg9soFa2NQjoBY29QiohS1sD01w0qyno4OOLY9r/xsREZFRpAlOCHnDOCLxkccfx+vszIoJznB6ZAu1sKlHQC1s6hFQC1vYHtoHJ81e+OEPefF732f+w+vILSqKZAwiIiJjWcbtg+PGnEvcmPOkG3N2ujHn+gGu/7Ybcx7zv3a4MafVX/66pOWPuTGnw405Vf51t7sx55mk685L5+8wlPr6+uPe5sjGjUycPz8rJjfD6ZEt1MKmHgG1sKlHQC1sYXtMSM0wXs6NObnAD4A3AE3AI27MuduJu9t7b+PE3X9Nuv11wGJ/+QPAef7yGcBOoDZp9f/mxN3fpWvsw9XS0jLk9V5XF+2PbaG4qmp0BhSx4/XIJmphU4+AWtjUI6AWtrA90vkOzlJgpxN3n3bi7jHgTuCyIW5/FXDHAMuvAP7sxN32NIwxrTqefBKvvZ1J558f9VBERESyStrewQHmAo1Jl5uAZQPd0I05pcDpwP0DXH0l8K1+y77kxpwbgTrgeifuHu1/J2PMNcA1kDhY0OrVq4HEybuKi4v7DgE9Z84cli1b1vdxtLy8PFatWkV9fX3f7LGiooLGxkZ27NgBwKJFiygsLOTw4cOsXr2akpISFi9eTHV1NQAFBQWsXLmSx+78NcXAg837eH1bGw0NDTQ0NACwZMkScnNz2bBhAwClpaUsWLCAmpoaAKZMmUJlZSW1tbW0tbUBsHLlSrZt28auXbsAWLp0Kd3d3WzatAmAsrIyysrKqK1NvNlVVFRERUUFNTU1dHR0ALBq1So2b95MU1MTAMuXL6e9vZ0tW7YAMH/+fObNm0ddXR0AM2bMoLy8nOrqajo7OwGoqqpi/fr17N27F4AVK1bQ2tra18NxHGbPnt339uKsWbNYsWIFa9as6TuuQVVVFWvXrqW5uRmA8vJy9u3bh+u6KX+e1q1bBzDo81RXV8eBAwcAqKysTMnzdNJJJ/W95jLtedq6dSvAqD5P+fn5fT0y6XmK4u+poqIiY5+nKP6eXv3qV/e9NjLpeYri76m0tJTm5uaMfJ6i+HtasGABDQ0Nfc/TSKVtJ2M35lwBXOLE3ff5l68Gljlx99oBbvtpoMSJu9f1Wz4HeBw4xYm7nUnLngfygZ8ADU7cvWmosaRrJ+OtW7cOebbT3Z/4JO2bNnFm/QMYY1L++JnmeD2yiVrY1COgFjb1CKiFLblHpu1kvBuYl3S5xF82kCsZePPU24Df905uAJy4u9eJu57/rs1tJDaFRaJ3xjyY9sc2M+n8xVkxuYHj98gmamFTj4Ba2NQjoBa2sD3SOcF5BDjLjTmnuzEnn8Qk5u7+N3JjTgyYDqwbYB0v2y/HfwcHN+YYoArYmtphp0bn88/TtWcvhYsXRz0UERGRrJO2CY4Td7uAa4F7ABf4jRN3t7kx5yY35lyadNMrgTuduGttK3Njzmkk3gF6sN+qf+nGnCeAJ4CZwH+l6Vc4rkWLFg163ZFHHwVg0uLs2cF4qB7ZRi1s6hFQC5t6BNTCFrZHOncyxom7NUBNv2U39rv8hUHu+yyJHZX7L3996kYYTmFh4aDXtW9+DDNpEgWxs0dxRNEaqke2UQubegTUwqYeAbWwhe2hUzWE0LuX+kCOPPook175SkwWHXp7qB7ZRi1s6hFQC5t6BNTCFraHJjhp0NPeTkc8zqTztf+NiIhIFDTBCaGkpGTA5UcefwK6u7NuB+PBemQjtbCpR0AtbOoRUAtb2B462WYInZ2dA57t9MUf/5gXvnMz89c/nBXnoOo1WI9spBY29QiohU09AmphS+6RacfBGfd6jwzZX/ujj5J/ZllWTW5g8B7ZSC1s6hFQC5t6BNTCFraHJjgp5vX0cOSxLRRm0cfDRUREMo0mOCEUFBS8bNmxZ56h5+BBJmXZ/jcwcI9spRY29QiohU09AmphC9tD++Ck2KEHHqDpQx/mtF/fySQdtElERCQ07YMzynrPPJusa98+ACa84hWjPZzIDdQjW6mFTT0CamFTj4Ba2ML20AQnhN5TzSfrfP55yM1lwsyZEYwoWgP1yFZqYVOPgFrY1COgFrawPTTBSbGuvc8zYdYsTG5u1EMRERHJWtoHJ4S2tjamTJliLdv17n/B6+jgtDvvGORe49dAPbKVWtjUI6AWNvUIqIUtuYf2wRllDQ0NL1vWtXdvVu5/AwP3yFZqYVOPgFrY1COgFrawPTTBCaF//J7DhznW2MjEM06PaETR0h9nQC1s6hFQC5t6BNTCpglOBjmybRv09FBw7rlRD0VERCSraYITwpIlS6zLHY8/DpC1x7/p3yObqYVNPQJqYVOPgFrYwvbQBCeE3H6flDq2eze506czYfr0iEYUrf49spla2NQjoBY29QiohS1sD01wQtiwYYN1uaftMDlZvAd8/x7ZTC1s6hFQC5t6BNTCFraHJjgp1HM4uyc4IiIimUITnBBKS0utyz1tbeRMLoxoNNHr3yObqYVNPQJqYVOPgFrYwvbQBCeEBQsWWJd7Dh8mZ/LkiEYTvf49spla2NQjoBY29QiohS1sD01wQqipqbEu97S1kTs5ezdR9e+RzdTCph4BtbCpR0AtbGF7aIKTQt3t2f0OjoiISKbQBCeE/ucM6TncntU7GescKgG1sKlHQC1s6hFQC1vYHjrZZop43d3EFyxk5rXXcvK1H0nrY4mIiGQTnWxzlNXW1vb93NPeDpDVm6iSe2Q7tbCpR0AtbOoRUAtb2B6a4ITQ1tbW93OP/3POlOyd4CT3yHZqYVOPgFrY1COgFrawPTTBSZGew4cByM3id3BEREQyRVr3wXFjziXAzUAucIsTd7/a7/pvA6/zLxYCs5y4W+xf1w084V/3nBN3L/WXnw7cCZwEbAKuduLusaHGka59cDo6OigoKADgyGOP8eyVVzHvf37MlIsuSvljjQXJPbKdWtjUI6AWNvUIqIUtuUdG7YPjxpxc4AfAm4BzgKvcmHNO8m2cuPuvTtw9z4m75wHfA1YnXX2k97reyY3vv4FvO3H3TGA/8N50/Q7Hs23btr6fu1r2A5CbpSfaBLtHtlMLm3oE1MKmHgG1sIXtkc5NVEuBnU7cfdp/h+VO4LIhbn8VcMdQK3RjjgFeD/zOX/QzoCr8UE/Mrl27+n7ueuEFACbMmhXVcCKX3CPbqYVNPQJqYVOPgFrYwvaYkKJxDGQu0Jh0uQlYNtAN3ZhTCpwO3J+0uMCNORuBLuCrTtxdQ2KzVKsTd7uS1jl3oHUaY64BrgGYM2cOq1cn3hxauHAhxcXFrF27lt7rli1bxpo1awDIy8tj1apV1NfX09LSAkBFRQWNjY3s2LEDgEWLFlFYWMjDDz8MQElJCac+vxfPGKr/9jcKJk9m5cqV1NXVceDAAQAqKytpaGigoaEBgCVLlpCbm9t3ttTS0lIWLFjQd+TGKVOmUFlZSW1tbd+OVitXrmTbtm19T/rSpUvp7u5m06ZNAJSVlVFWVta353lRUREVFRXU1NTQ0dEBwKpVq9i8eTNNTU0ALF++nPb2drZs2QLA/PnzmTdvHnV1dQDMmDGD8vJyqqur6ezsBKCqqor169ezd+9eAFasWEFra2tfD8dxmD17NvX19QDMmjWLFStWsGbNGnp6esjJyaGqqoq1a9fS3NwMQHl5Ofv27cN13ZQ/T+vWret7nhYvXkx1dXXiBVZQkLbnqaGhoe81l2nP09atW0f9eep9zEx7nqL4ewIy9nmK4u/p2LFjfX8rmfQ8RfH3tGfPHpqbmzPyeYri72n//v00NDT0PU8jlbZ9cNyYcwVwiRN33+dfvhpY5sTdawe47aeBEifuXpe0bK4Td3e7MecMEhOfCuAA8LC/eQo35swD/uzE3YVDjSVd++A0NTVRUlICwN7P3cihBx5g/tq/pfxxxorkHtlOLWzqEVALm3oE1MKW3COj9sEBdgPzki6X+MsGciX9Nk85cXe3//1poB5YDLwEFLsxp/edp6HWmXbd3d19P3c1NzNh1slRDSUjJPfIdmphU4+AWtjUI6AWtrA90jnBeQQ4y405p7sxJ5/EJObu/jdyY04MmA6sS1o23Y05E/2fZwKvBrY7cdcDHgCu8G/6LuAPafwdhtT71htA5wvN5J2cvfvfgN0j26mFTT0CamFTj4Ba2ML2SNsEx99P5lrgHsAFfuPE3W1uzLnJjTnJn4q6ErjTn7z03R3Y6MacLSQmNF914u52/7pPA59wY85OEvvk/G+6fofh8jyPrr3PZ/UOxiIiIpkknTsZ48TdGqCm37Ib+13+wgD3+zvwykHW+TSJT2hFrqysDEhsnurev5+J8+dHPKJo9fYQtehPPQJqYVOPgFrYwvbQkYxD6I3fsS3x5lLBggVRDidy+uMMqIVNPQJqYVOPgFrYNMGJUO/H3Tq2bYOcHApiZ0c8omjpRHEBtbCpR0AtbOoRUAubTraZATq2bSP/jNPJKSyMeigiIiKCJjihFBUVAdCxfTsF55xznFuPf709RC36U4+AWtjUI6AWtrA90nqyzUyRrgP9QeIUDU+95rXMvuF6ZrzrXWl5DBERkWyWaQf6G/dqamro8A+PPfHsWMSjiV7vYbxFLfpTj4Ba2NQjoBa2sD3S+jHx8a6jo4Ouo8cAyJvziohHE73e84mIWvSnHgG1sKlHQC1sYXvoHZyQ+s4iPnNmxCMRERGRXtoHJ4TOzk5e+trXOXDXXZz9qA6x3dnZSV5eXtTDyAhqYVOPgFrY1COgFrbkHtoHZ5Rt3ryZrhdfYMLJ2X2SzV6bN2+OeggZQy1s6hFQC5t6BNTCFraHJjghNDU10fWCJji9mpqaoh5CxlALm3oE1MKmHgG1sIXtoQlOSF0vvMCEWZrgiIiIZBJNcEK4cOlSup7fx4RZs6MeSkZYvnx51EPIGGphU4+AWtjUI6AWtrA9NMEJoX3nTryjR5l4dnafg6pXe3t71EPIGGphU4+AWtjUI6AWtrA9NMEJ4dkHHgCg4Bwn4pFkhi1btkQ9hIyhFjb1CKiFTT0CamEL20MTnBAm7t2Lyctj4umnRz0UERERSaIJTggnHThI/llnYvLzox5KRpg/f37UQ8gYamFTj4Ba2NQjoBa2sD00wTlBnueR+9xzFDjaPNVr3rx5UQ8hY6iFTT0CamFTj4Ba2ML20ATnBHU1v0DP/v0UxDTB6VVXVxf1EDKGWtjUI6AWNvUIqIUtbA9NcE7Q0bgLQIGjs4iLiIhkGk1wTlDBuefS+oFrtIkqyYwZM6IeQsZQC5t6BNTCph4BtbCF7aGTbYqIiEhG08k2R1l1dXXUQ8go6hFQC5t6BNTCph4BtbCF7aEJTgidnZ1RDyGjqEdALWzqEVALm3oE1MIWtocmOCIiIjLuaB+cEHp6esjJ0Ryxl3oE1MKmHgG1sKlHQC1syT20D84oW79+fdRDyCjqEVALm3oE1MKmHgG1sIXtoQlOCHv37o16CBlFPQJqYVOPgFrY1COgFrawPSakaBwDcmPOJcDNQC5wixN3v9rv+m8Dr/MvFgKznLhb7Mac84AfAdOAbuBLTtz9tX+f24GLgAP+/d7txN3H0vl7iIiIyNiStn1w3JiTC+wA3gA0AY8AVzlxd/sgt78OWOzE3fe4MWc+4Dlx9yk35pwCbAIcJ+62+hOcPzpx93fDHUu69sFpbm5m1qxZKV/vWKUeAbWwqUdALWzqEVALW3KPTNsHZymw04m7Tztx9xhwJ3DZELe/CrgDwIm7O5y4+5T/8x6gGTg5jWM9Ia2trVEPIaOoR0AtbOoRUAubegTUwha2Rzo3Uc0FGpMuNwHLBrqhG3NKgdOB+we4bimQDzQkLf6SG3NuBOqA6524e7T//Ywx1wDXAMyZM4fVq1cDsHDhQoqLi1m7di291y1btow1a9YAkJeXx6pVq6ivr6elpQWAiooKGhsb2bFjBwCLFi2isLCQW265hQsvvJCSkhIWL17cd1CigoICVq5cSV1dHQcOJLakVVZW0tDQQEND4tdYsmQJubm5bNiwAYDS0lIWLFhATU0NAFOmTKGyspLa2lra2toAWLlyJdu2bWPXrl0ALF26lO7ubjZt2gRAWVkZZWVl1NbWAlBUVERFRQU1NTV0dHQAsGrVKjZv3kxTUxMAy5cvp729nS1btgCJ09PPmzev7yRnM2bMoLy8nOrq6r5jElRVVbF+/fq+7aMrVqygtbW1r4fjOMyePZv6+noAZs2axYoVK1izZk3fXvFVVVWsXbuW5uZmAMrLy9m3bx+u66b8eVq3bh3AqD5Pf/jDHygrK8vI52nr1q0Ao/o83XnnnSxcuDDjnqco/p5aWlp48sknM/J5iuLv6amnnur7XTPpeYri72nPnj0Z+zxF8fe0f/9+cnNz+56nkUrnJqorgEucuPs+//LVwDIn7l47wG0/DZQ4cfe6fsvnAPXAu5y4+3DSsudJTHp+AjQ4cfemocaSrk1Uq1ev5vLLL0/5escq9QiohU09AmphU4+AWtiSe5zIJqp0voOzG5iXdLnEXzaQK4GPJC9wY8404E/AZ3onNwBO3O3drfqoG3NuAz51vIFs2rTpRWPMrhGMfbhmAi+mYb1jlXoE1MKmHgG1sKlHQC1syT1KR3rndE5wHgHOcmPO6SQmNlcCb+9/IzfmxIDpwLqkZfnA74Gf99+Z2I05c5y4u9eNOQaoArYebyCe56Vl/x1jzMaRzijHM/UIqIVNPQJqYVOPgFrYwvZI2wTHibtdbsy5FriHxMfEb3Xi7jY35twEbHTi7t3+Ta8E7nTibvK2srcBrwVOcmPOu/1lvR8H/6Ubc04GDPAY8MF0/Q4iIiIyNmXFqRrSRbNtm3oE1MKmHgG1sKlHQC1sYXvoSMbh/CTqAWQY9QiohU09AmphU4+AWthC9dA7OCIiIjLu6B0cERERGXc0wREREZFxRxOcE2SMucQY86QxZqcx5vqoxzMajDG3GmOajTFbk5bNMMbca4x5yv8+3V9ujDHf9fs8bow5P7qRp54xZp4x5gFjzHZjzDZjzMf85VnXwxhTYIzZYIzZ4rf4or/8dGPMev93/rUxJt9fPtG/vNO//rRIf4E0MMbkGmM2G2P+6F/O5hbPGmOeMMY8ZozZ6C/Lur+TXsaYYmPM74wxcWOMa4xZno09jDFn+6+J3q+DxpiPp7KFJjgnwBiTC/wAeBNwDnCVMeacaEc1Km4HLum37HqgzvO8s/BPneEvfxNwlv91DYmzw48nXcAnPc87B7gQ+Ij/GsjGHkeB13uetwg4D7jEGHMh8N/Atz3POxPYD7zXv/17gf3+8m/7txtvPga4SZezuQXA6zzPOy/pEzHZ+HfS62bgL57nxYBFJF4nWdfD87wn/dfEecASoJ3E8e9S18LzPH2N8AtYDtyTdPkG4IaoxzVKv/tpwNaky08Cc/yf5wBP+j//D3DVQLcbj1/AH4A3ZHsPoBB4lMR5514EJvjL+/5mSBwba7n/8wT/dibqsaewQYn/H+bXA38kccyurGzh/17PAjP7LcvKvxOgCHim/3OcrT2Sfq9K4KFUt9A7OCdmoBOJzo1oLFGb7Xle7+kzngdm+z9nTSN/s8JiYD1Z2sPfJPMY0AzcS+LkuK2e53X5N0n+ffta+NcfAE4a1QGn13eAfwd6/Msnkb0tADyg1hizySROggxZ+ndC4qTSLwC3+ZswbzHGTCZ7e/S6ErjD/zllLTTBkZTxEtPqrDrugDFmCnAX8HHP8w4mX5dNPTzP6/YSbzWXAEuBWLQjioYx5s1As+d5m6IeSwZZ4Xne+SQ2MXzEGPPa5Cuz6e+ExLt05wM/8jxvMXCYYBMMkHU98PdHuxT4bf/rwrbQBOfEjOREouPdPmPMHAD/e7O/fNw3MsbkkZjc/NLzvNX+4qztAeB5XivwAInNMMXGmN7TwST/vn0t/OuLgJdGd6Rp82rgUmPMs8CdJDZT3Ux2tgDA87zd/vdmEvtYLCV7/06agCbP89b7l39HYsKTrT0gMfF91PO8ff7llLXQBOfEPAKc5X8yIp/E22t3H+c+49XdwLv8n99FYl+U3uXv9Pd8vxA4kPS245hnjDHA/wKu53nfSroq63oYY042xhT7P08isS+SS2Kic4V/s/4tehtdAdzv/5/amOd53g2e55V4nncaif8u3O953jvIwhYAxpjJxpipvT+T2NdiK1n4dwLged7zQKMx5mx/UQWwnSzt4buKYPMUpLJF1DsXjdUvYCWwg8S+Bp+Jejyj9DvfAewFOkn8n8h7SewvUAc8BdwHzPBva0h80qwBeAK4IOrxp7jFChJvnT5O4qSvj/mviazrAZwLbPZbbAVu9JefAWwAdpJ4+3miv7zAv7zTv/6MqH+HNHUpB/6YzS3833uL/7Wt97+V2fh3ktTkPGCj//eyBpierT2AySTesSxKWpayFjpVg4iIiIw72kQlIiIi444mOCIiIjLuaIIjIiIi444mOCIiIjLuaIIjIiIi444mOCKSkYwx3f3ONnyaMabc+GfoFhEZyoTj30REJBJHvMTpH/r45/0SETkuvYMjImOSMWaGMWaNMeZxY8zDxphz/eVPGGOK/SOevmSMeae//OfGmDdEO2oRGS2a4IhIppqUtHnq9wNc/0Vgs+d55wL/AfzcX/4QiXNCLQCeBl7jL18O/D3NYxaRDKFNVCKSqV62iaqfFcBbADzPu98Yc5IxZhrwN+C1wC7gR8A1xpi5wH7P8w6necwikiH0Do6IjDd/JfGuzWuAeuAFEiey/FuEYxKRUaYJjoiMVX8D3gFgjCkHXvQ876DneY3ATOAsz/OeBtYCnyIx8RGRLKFNVCIyVn0BuNUY8zjQDrwr6br1QK7/89+Ar5CY6IhIltDZxEVERGTc0SYqERERGXc0wREREZFxRxMcERERGXc0wREREZFxRxMcERERGXc0wREREZFxRxMcERERGXf+P6W/L5V7EoSdAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Turbine efficiency versus flow\n", "flow_efficiency_plot(hp)" @@ -321,21 +291,9 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Turbine selection based on head and design flow\n", "\n", @@ -347,21 +305,9 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Flow duration curve\n", "\n", @@ -373,21 +319,9 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Summary results - Capacity factor\n", "\n", @@ -396,21 +330,9 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Summary results - Turbine flow\n", "\n", @@ -419,21 +341,9 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Summary results - Generation\n", "\n", @@ -442,7 +352,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -490,7 +400,7 @@ ], "metadata": { "kernelspec": { - "display_name": "hat-env", + "display_name": "HG_314", "language": "python", "name": "python3" }, @@ -504,7 +414,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.13" + "version": "3.8.20" } }, "nbformat": 4,