From 742c2dcf5c07763b9fc9ef08c31ccdd2ccadbcb2 Mon Sep 17 00:00:00 2001 From: Andrew Clark Date: Sun, 16 Aug 2020 17:38:50 -0400 Subject: [PATCH] added metrics --- ...n_Conviction_Voting_Model-checkpoint.ipynb | 582 +- .../Deriving_Alpha-checkpoint.ipynb | 36268 ++++++++++++++++ .../v3/Aragon_Conviction_Voting_Model.ipynb | 582 +- models/v3/Deriving_Alpha.ipynb | 2 +- models/v3/images/Aragon_v3.png | Bin 108083 -> 121574 bytes models/v3/images/snap/0.png | Bin 84228 -> 73658 bytes .../model/__pycache__/config.cpython-37.pyc | Bin 1409 -> 1409 bytes .../partial_state_update_block.cpython-37.pyc | Bin 865 -> 1161 bytes .../v3/model/__pycache__/run.cpython-37.pyc | Bin 7912 -> 8589 bytes .../state_variables.cpython-37.pyc | Bin 429 -> 544 bytes models/v3/model/config.py | 2 +- models/v3/model/partial_state_update_block.py | 19 +- .../parts/__pycache__/metrics.cpython-37.pyc | Bin 0 -> 2689 bytes .../__pycache__/sys_params.cpython-37.pyc | Bin 616 -> 616 bytes models/v3/model/parts/metrics.py | 98 + models/v3/model/run.py | 24 + models/v3/model/state_variables.py | 9 +- 17 files changed, 37177 insertions(+), 409 deletions(-) create mode 100644 models/v3/.ipynb_checkpoints/Deriving_Alpha-checkpoint.ipynb create mode 100644 models/v3/model/parts/__pycache__/metrics.cpython-37.pyc create mode 100644 models/v3/model/parts/metrics.py diff --git a/models/v3/.ipynb_checkpoints/Aragon_Conviction_Voting_Model-checkpoint.ipynb b/models/v3/.ipynb_checkpoints/Aragon_Conviction_Voting_Model-checkpoint.ipynb index d78e52a..3c27917 100644 --- a/models/v3/.ipynb_checkpoints/Aragon_Conviction_Voting_Model-checkpoint.ipynb +++ b/models/v3/.ipynb_checkpoints/Aragon_Conviction_Voting_Model-checkpoint.ipynb @@ -14,7 +14,8 @@ "* Making the distinction between effective and total supply.\n", "* Refining alpha calculations to more accurately reflect the 1Hive implementation. Discussion of alpha and its relation to alpha in the contract and how it relates to the timescales\n", "* Updated differential specification and write-up to respect new state variables\n", - "* Moved all unit denominations to Honey, the 1Hive governance token.\n" + "* Moved all unit denominations to Honey, the 1Hive governance token.\n", + "* Added system health metrics\n" ] }, { @@ -65,10 +66,26 @@ "In the above diagram, we examine the proposal view. Proposal $j$ with total conviction $y$ at time $t$ is supported by participants $a$, $b$ and $c$ with $x$ conviction. The total conviction $y$ at time $t+1$ is equal to the total conviction at time $t$ decremented by an exponential decay $\\\\alpha$ plus the sum of all conviction from $k$ agents in time step $t$.\n", "\n", "### Understanding Alpha\n", - "Below are some graphs used to demonstrate, play with, and understand the shapes and choices for the $\\\\alpha$ parameter, which regulates the half life decay rate of the agent preference conviction growth and decay.\n", + "Below are some graphs used to demonstrate, play with, and understand the shapes and choices for the $\\\\alpha$ parameter, which regulates the half life decay rate of the agent preference conviction growth and decay. Alpha from solidity code is defined as: \n", + "```uint256 _decay = 9999599; // 3 days halftime. halftime_alpha = (1/2)**(1/t)```\n", + "Half life associated with solidity code alpha (in number of blocks on xDai). \n", + "\n", + "The half-life of this system is defined by $T$ such that $y_T = y_0/2$ which satisfies the equation\n", + "\n", + "$\\frac{1}{2} = \\alpha^T$\n", + "\n", + "thus the Half life in epochs for a given $\\alpha$ is\n", + "\n", + "$T = \\log_\\alpha \\frac{1}{2} = -\\log_\\alpha 2$\n", + "\n", + "and conversely the $\\alpha$ which achieves a desired half-life $T$ is\n", + "\n", + "$\\alpha = 2^{-1/T} = \\frac{1}{\\sqrt[T]{2}}$\n", + "\n", + "Further note that the relationship between $T$ and $\\alpha$ is sensative to timescaling. Suppose we wanted a half-life of 3 days but our discrete time scale simulation has 1 day timesteps, then we must use $T = 3$ in the above equation to equal:\n", + "\n", + "$\\alpha = 2^{-1/3}$\n", "\n", - "* https://www.desmos.com/calculator/x9uc6w72lm\n", - "* https://www.desmos.com/calculator/0lmtia9jql\n", "\n", "See the [Deriving_Alpha](Deriving_Alpha.ipynb) notebook for more details around alpha and how it is derived.\n", "\n", @@ -143,7 +160,7 @@ "source": [ "## cadCAD Overview\n", "\n", - "In the cadCAD simulation [methodology](https://community.cadcad.org/t/differential-specification-syntax-key/31), we operate on four layers: **Policies, Mechanisms, States**, and **Metrics**. Information flows do not have explicit feedback loop unless noted. **Policies** determine the inputs into the system dynamics, and can come from user input, observations from the exogenous environment, or algorithms. **Mechanisms** are functions that take the policy decisions and update the States to reflect the policy level changes. **States** are variables that represent the system quantities at the given point in time, and **Metrics** are computed from state variables to assess the health of the system. Metrics can often be thought of as KPIs, or Key Performance Indicators. \n", + "In the cadCAD simulation [methodology](https://community.cadcad.org/t/differential-specification-syntax-key/31), we operate on four layers: **Policies, Mechanisms, States**, and **Metrics**. Information flows do not have explicit feedback loop unless noted. **Policies** determine the inputs into the system dynamics, and can come from user input, observations from the exogenous environment, or algorithms. **Mechanisms** are functions that take the policy decisions and update the States to reflect the policy level changes. **States** are variables that represent the system quantities at the given point in time, and **Metrics** are computed from state variables to assess the health of the system, essentially views on a complex data structure. Metrics can often be thought of as KPIs, or Key Performance Indicators. cadCAD model is micro founded, metrics are macro or at the insitutional level. If you are interested in insitutional dynamics, see Dr. Zargham's recent paper: [Voshmgir, Shermin and Zargham, Michael (2019) Foundations of Cryptoeconomic Systems. Working Paper Series / Institute for Cryptoeconomics / Interdisciplinary Research, 1. Research Institute for Cryptoeconomics, Vienna.](https://epub.wu.ac.at/7309/)\n", "\n", "At a more granular level, to setup a model, there are system conventions and configurations that must be [followed.](https://community.cadcad.org/t/introduction-to-simulation-configurations/34)\n", "\n", @@ -183,7 +200,7 @@ "* Each proposal *j* will have a *conviction* which is equal to the sum of the conviction on its inbound edges: ```network.nodes[j]['conviction'] = Sum_i network.edges[(i,j)]['conviction']```. \n", "\n", "\n", - "The other state variables in the model are *funds*, *sentiment*, *effective_supply*, and *total_supply*.\n", + "The other state variables in the model are *funds*, *sentiment*, *effective_supply*, *total_supply*, and the metrics variables of: *fractionOfSupplyForVoting*, *fractionOfSupplyInPool*, *fractionOfProposalStages*, *fractionOfFundStages*.\n", "\n", "The system consists of 100 time steps without a parameter sweep or monte carlo.\n", "\n", @@ -304,6 +321,28 @@ "The Participants decide based on their affinity if which proposals they would like to support,[to see the logic code, click here](model/parts/participants.py). Proposals that participants have high affinity for receive more support and pledged tokens than proposals with lower affinity and sentiment. We then update everyone's holdings and their conviction for each proposal.\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "```\n", + " {\n", + " # metrics.py\n", + " 'policies': {\n", + " 'calculations': kpi_calculations\n", + " },\n", + " 'variables':{\n", + " 'fractionOfSupplyForVoting': kpi_fractionOfSupplyForVoting,\n", + " 'fractionOfSupplyInPool': kpi_fractionOfSupplyInPool,\n", + " 'fractionOfProposalStages':kpi_proposal_stages,\n", + " 'fractionOfFundStages': kpi_fractionOfFundStages\n", + " }\n", + " }\n", + "```\n", + "\n", + "In the Metrics section we create KPI's to calculate the system's health. To see the logic, [click here](model/parts/metrics.py)." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -341,13 +380,6 @@ "execution_count": 1, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Params (config.py) : {'beta': 0.2, 'rho': 0.0025, 'alpha': 0.7937005259840998, 'gamma': 0.001, 'sensitivity': 0.75, 'tmin': 1, 'min_supp': 1, 'base_completion_rate': 45, 'base_failure_rate': 180, 'base_engagement_rate': 0.3, 'lowest_affinity_to_support': 0.3}\n" - ] - }, { "name": "stderr", "output_type": "stream", @@ -355,6 +387,13 @@ "/home/aclarkdata/anaconda3/lib/python3.7/site-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n", " import pandas.util.testing as tm\n" ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Params (config.py) : {'beta': 0.2, 'rho': 0.0025, 'alpha': 0.7937005259840998, 'gamma': 0.001, 'sensitivity': 0.75, 'tmin': 1, 'min_supp': 1, 'base_completion_rate': 45, 'base_failure_rate': 180, 'base_engagement_rate': 0.3, 'lowest_affinity_to_support': 0.3}\n" + ] } ], "source": [ @@ -406,7 +445,12 @@ " 'sentiment': ,\n", " 'network': }},\n", " {'policies': {'participants_act': },\n", - " 'variables': {'network': }}]" + " 'variables': {'network': }},\n", + " {'policies': {'calculations': },\n", + " 'variables': {'fractionOfSupplyForVoting': ,\n", + " 'fractionOfSupplyInPool': ,\n", + " 'fractionOfProposalStages': ,\n", + " 'fractionOfFundStages': }}]" ] }, "execution_count": 3, @@ -505,11 +549,15 @@ { "data": { "text/plain": [ - "{'network': ,\n", + "{'network': ,\n", " 'funds': 4867.21,\n", " 'sentiment': 0.6,\n", " 'effective_supply': 14020.008000000002,\n", - " 'total_supply': 22392.22}" + " 'total_supply': 22392.22,\n", + " 'fractionOfSupplyForVoting': 0,\n", + " 'fractionOfSupplyInPool': 0,\n", + " 'fractionOfProposalStages': 0,\n", + " 'fractionOfFundStages': 0}" ] }, "execution_count": 6, @@ -576,8 +624,8 @@ "data": { "text/plain": [ "{'type': 'participant',\n", - " 'holdings': 758.4701233898538,\n", - " 'sentiment': 0.36153123371230367}" + " 'holdings': 843.3039570779335,\n", + " 'sentiment': 0.05793649974381376}" ] }, "execution_count": 8, @@ -607,7 +655,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -681,7 +729,7 @@ " 'conviction': 0,\n", " 'status': 'candidate',\n", " 'age': 0,\n", - " 'funds_requested': 1635.5704024958463,\n", + " 'funds_requested': 1969.0532112636276,\n", " 'trigger': inf}" ] }, @@ -736,7 +784,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] @@ -900,13 +948,13 @@ "\n", "Execution Mode: local_proc\n", "Configuration Count: 2\n", - "Dimensions of the first simulation: (Timesteps, Params, Runs, Vars) = (100, 11, 1, 5)\n", + "Dimensions of the first simulation: (Timesteps, Params, Runs, Vars) = (100, 11, 1, 9)\n", "Execution Method: local_simulations\n", "SimIDs : [0, 1]\n", "SubsetIDs: [0, 0]\n", "Ns : [0, 0]\n", "ExpIDs : [0, 0]\n", - "Total execution time: 324.40s\n" + "Total execution time: 340.00s\n" ] } ], @@ -968,236 +1016,229 @@ " sentiment\n", " effective_supply\n", " total_supply\n", + " fractionOfSupplyForVoting\n", + " fractionOfSupplyInPool\n", + " fractionOfProposalStages\n", + " fractionOfFundStages\n", " simulation\n", - " subset\n", - " run\n", - " substep\n", - " timestep\n", " ...\n", - " funds_requested\n", - " share_of_funds_requested\n", - " share_of_funds_requested_all\n", - " triggers\n", - " conviction_share_of_trigger\n", - " age\n", " age_all\n", " conviction_all\n", " triggers_all\n", " conviction_share_of_trigger_all\n", + " percentageOfActiveProposals\n", + " percentageOfCompletedProposals\n", + " percentageOfKilledProposals\n", + " percentageOfActiveFundsRequested\n", + " percentageOfCompletedFundsRequested\n", + " percentageOfKilledFundsRequested\n", " \n", " \n", " \n", " \n", - " 5\n", + " 6\n", " (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...\n", " 4889.60\n", " 0.60\n", " 14020.01\n", " 22414.61\n", + " 0.63\n", + " 4.58\n", + " {'percentageOfActive': 0.0, 'percentageOfCompl...\n", + " {'percentageOfActiveFundsRequested': 0.0, 'per...\n", " 0\n", - " 0\n", - " 1\n", - " 5\n", - " 1\n", " ...\n", - " [1635.5704024958463, 2177.89207462645, 375.000...\n", - " [0.33449968502669863, 0.4454129347614804, 0.07...\n", - " [0.33449968502669863, 0.4454129347614804, 0.07...\n", - " [inf, inf, 11238.455532714786, 633287.50254494...\n", - " [0.0, 0.0, 0.003740978192469739, 0.00047483075...\n", - " [1, 1, 1, 1, 1, 1]\n", " [1, 1, 1, 1, 1, 1, 1]\n", - " [266.503232036339, 52.749078945560456, 42.0428...\n", - " [inf, inf, 11238.455532714786, 633287.50254494...\n", - " [0.0, 0.0, 0.003740978192469739, 0.00047483075...\n", + " [14.476783902282108, 0.0, 0.0, 0.0, 1283.56379...\n", + " [inf, inf, 5989.62490258281, inf, 113833.38387...\n", + " [0.0, 0.0, 0.0, 0.0, 0.011275811677558407, 0.0...\n", + " 0.00\n", + " 0.00\n", + " 0.57\n", + " 0.00\n", + " 0.00\n", + " 0.65\n", " \n", " \n", - " 10\n", + " 12\n", " (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...\n", " 4912.02\n", " 0.60\n", " 14020.01\n", " 22437.03\n", + " 0.62\n", + " 4.57\n", + " {'percentageOfActive': 0.0, 'percentageOfCompl...\n", + " {'percentageOfActiveFundsRequested': 0.0, 'per...\n", " 0\n", - " 0\n", - " 1\n", - " 5\n", - " 2\n", " ...\n", - " [1635.5704024958463, 2177.89207462645, 375.000...\n", - " [0.3329732894576922, 0.44338041766077285, 0.07...\n", - " [0.3329732894576922, 0.44338041766077285, 0.07...\n", - " [inf, inf, 11174.230590474432, 572947.78483859...\n", - " [0.0, 0.0, 0.015214500767545958, 0.00094140099...\n", - " [2, 2, 2, 2, 2, 2, 1, 1]\n", - " [2, 2, 2, 2, 2, 2, 2, 1, 1]\n", - " [541.366516506568, 94.6160506498286, 170.01033...\n", - " [inf, inf, 11174.230590474432, 572947.78483859...\n", - " [0.0, 0.0, 0.015214500767545958, 0.00094140099...\n", + " [2, 2, 2, 2, 2, 2, 2, 1]\n", + " [1542.5742485142007, 0.0, 0.0, 0.0, 2525.57381...\n", + " [inf, nan, nan, nan, 109600.33324294, 543311.7...\n", + " [0.0, nan, nan, nan, 0.02304348663209985, 0.00...\n", + " 0.00\n", + " 0.00\n", + " 0.50\n", + " 0.00\n", + " 0.00\n", + " 0.63\n", " \n", " \n", - " 15\n", + " 18\n", " (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...\n", " 4934.45\n", " 0.60\n", " 14020.01\n", " 22459.46\n", + " 0.62\n", + " 4.55\n", + " {'percentageOfActive': 0.0, 'percentageOfCompl...\n", + " {'percentageOfActiveFundsRequested': 0.0, 'per...\n", " 0\n", - " 0\n", - " 1\n", - " 5\n", - " 3\n", " ...\n", - " [1635.5704024958463, 2177.89207462645, 375.000...\n", - " [0.3314592555152592, 0.44136436104901916, 0.07...\n", - " [0.3314592555152592, 0.44136436104901916, 0.07...\n", - " [inf, inf, 11111.070175797702, 521232.83488613...\n", - " [0.0, 0.0, 0.02444213075591761, 0.001102536686...\n", - " [3, 3, 3, 3, 3, 3, 2, 2]\n", - " [3, 3, 3, 3, 3, 3, 3, 2, 2]\n", - " [622.9283976334391, 127.84588811286764, 271.57...\n", - " [inf, inf, 11111.070175797702, 521232.83488613...\n", - " [0.0, 0.0, 0.02444213075591761, 0.001102536686...\n", + " [3, 3, 3, 3, 3, 3, 3, 2, 1]\n", + " [2755.4260099316493, 0.0, 0.0, 0.0, 3511.35781...\n", + " [inf, nan, nan, nan, 105630.7288039029, 495583...\n", + " [0.0, nan, nan, nan, 0.033241821349506026, 0.0...\n", + " 0.00\n", + " 0.00\n", + " 0.44\n", + " 0.00\n", + " 0.00\n", + " 0.63\n", " \n", " \n", - " 20\n", + " 24\n", " (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...\n", " 4956.91\n", " 0.60\n", - " 14069.75\n", + " 14020.01\n", " 22481.92\n", + " 0.62\n", + " 4.54\n", + " {'percentageOfActive': 0.0, 'percentageOfCompl...\n", + " {'percentageOfActiveFundsRequested': 0.0, 'per...\n", " 0\n", - " 0\n", - " 1\n", - " 5\n", - " 4\n", " ...\n", - " [1635.5704024958463, 2177.89207462645, 375.000...\n", - " [0.3299574343848422, 0.43936456676780056, 0.07...\n", - " [0.3299574343848422, 0.43936456676780056, 0.07...\n", - " [inf, inf, 11048.948812591681, 476557.06400915...\n", - " [0.0, 0.0, 0.03187567649261185, 0.001264695738...\n", - " [4, 4, 4, 4, 4, 4, 3, 3, 1]\n", - " [4, 4, 4, 4, 4, 4, 4, 3, 3, 1, 1]\n", - " [687.6641055840894, 154.22042758564788, 352.19...\n", - " [inf, inf, 11048.948812591681, 476557.06400915...\n", - " [0.0, 0.0, 0.03187567649261185, 0.001264695738...\n", + " [4, 4, 4, 4, 4, 4, 4, 3, 2, 1]\n", + " [4006.660283246712, 0.0, 0.0, 0.0, 4408.618808...\n", + " [inf, nan, nan, nan, 101902.5671305297, 454195...\n", + " [0.0, nan, nan, nan, 0.043263078965321534, 0.0...\n", + " 0.00\n", + " 0.00\n", + " 0.50\n", + " 0.00\n", + " 0.00\n", + " 0.64\n", " \n", " \n", - " 25\n", + " 30\n", " (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...\n", " 4979.40\n", " 0.60\n", - " 14069.75\n", + " 14020.01\n", " 22504.41\n", + " 0.62\n", + " 4.52\n", + " {'percentageOfActive': 0.0, 'percentageOfCompl...\n", + " {'percentageOfActiveFundsRequested': 0.0, 'per...\n", " 0\n", - " 0\n", - " 1\n", - " 5\n", - " 5\n", " ...\n", - " [1635.5704024958463, 2177.89207462645, 375.000...\n", - " [0.3284676796309342, 0.4373808398265926, 0.075...\n", - " [0.3284676796309342, 0.4373808398265926, 0.075...\n", - " [inf, inf, 11026.824827540717, 439237.51613763...\n", - " [0.0, 0.0, 0.036126338828180254, 0.00142278434...\n", - " [5, 5, 5, 5, 5, 5, 4, 4, 2, 1, 1]\n", - " [5, 5, 5, 5, 5, 5, 5, 4, 4, 2, 2, 1, 1]\n", - " [739.0448710344735, 152.79894968865366, 398.35...\n", - " [inf, inf, 11026.824827540717, 439237.51613763...\n", - " [0.0, 0.0, 0.036126338828180254, 0.00142278434...\n", + " [5, 5, 5, 5, 5, 5, 5, 4, 3, 2, 1]\n", + " [4999.66008365604, 0.0, 0.0, 0.0, 6796.5002140...\n", + " [inf, nan, nan, nan, 98396.120535618, 418060.1...\n", + " [0.0, nan, nan, nan, 0.06907284735510053, 0.02...\n", + " 0.00\n", + " 0.00\n", + " 0.45\n", + " 0.00\n", + " 0.00\n", + " 0.62\n", " \n", " \n", "\n", - "

5 rows × 33 columns

\n", + "

5 rows × 43 columns

\n", "" ], "text/plain": [ " network funds sentiment \\\n", - "5 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4889.60 0.60 \n", - "10 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4912.02 0.60 \n", - "15 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4934.45 0.60 \n", - "20 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4956.91 0.60 \n", - "25 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4979.40 0.60 \n", + "6 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4889.60 0.60 \n", + "12 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4912.02 0.60 \n", + "18 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4934.45 0.60 \n", + "24 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4956.91 0.60 \n", + "30 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4979.40 0.60 \n", "\n", - " effective_supply total_supply simulation subset run substep \\\n", - "5 14020.01 22414.61 0 0 1 5 \n", - "10 14020.01 22437.03 0 0 1 5 \n", - "15 14020.01 22459.46 0 0 1 5 \n", - "20 14069.75 22481.92 0 0 1 5 \n", - "25 14069.75 22504.41 0 0 1 5 \n", + " effective_supply total_supply fractionOfSupplyForVoting \\\n", + "6 14020.01 22414.61 0.63 \n", + "12 14020.01 22437.03 0.62 \n", + "18 14020.01 22459.46 0.62 \n", + "24 14020.01 22481.92 0.62 \n", + "30 14020.01 22504.41 0.62 \n", "\n", - " timestep ... funds_requested \\\n", - "5 1 ... [1635.5704024958463, 2177.89207462645, 375.000... \n", - "10 2 ... [1635.5704024958463, 2177.89207462645, 375.000... \n", - "15 3 ... [1635.5704024958463, 2177.89207462645, 375.000... \n", - "20 4 ... [1635.5704024958463, 2177.89207462645, 375.000... \n", - "25 5 ... [1635.5704024958463, 2177.89207462645, 375.000... \n", + " fractionOfSupplyInPool fractionOfProposalStages \\\n", + "6 4.58 {'percentageOfActive': 0.0, 'percentageOfCompl... \n", + "12 4.57 {'percentageOfActive': 0.0, 'percentageOfCompl... \n", + "18 4.55 {'percentageOfActive': 0.0, 'percentageOfCompl... \n", + "24 4.54 {'percentageOfActive': 0.0, 'percentageOfCompl... \n", + "30 4.52 {'percentageOfActive': 0.0, 'percentageOfCompl... \n", "\n", - " share_of_funds_requested \\\n", - "5 [0.33449968502669863, 0.4454129347614804, 0.07... \n", - "10 [0.3329732894576922, 0.44338041766077285, 0.07... \n", - "15 [0.3314592555152592, 0.44136436104901916, 0.07... \n", - "20 [0.3299574343848422, 0.43936456676780056, 0.07... \n", - "25 [0.3284676796309342, 0.4373808398265926, 0.075... \n", + " fractionOfFundStages simulation ... \\\n", + "6 {'percentageOfActiveFundsRequested': 0.0, 'per... 0 ... \n", + "12 {'percentageOfActiveFundsRequested': 0.0, 'per... 0 ... \n", + "18 {'percentageOfActiveFundsRequested': 0.0, 'per... 0 ... \n", + "24 {'percentageOfActiveFundsRequested': 0.0, 'per... 0 ... \n", + "30 {'percentageOfActiveFundsRequested': 0.0, 'per... 0 ... \n", "\n", - " share_of_funds_requested_all \\\n", - "5 [0.33449968502669863, 0.4454129347614804, 0.07... \n", - "10 [0.3329732894576922, 0.44338041766077285, 0.07... \n", - "15 [0.3314592555152592, 0.44136436104901916, 0.07... \n", - "20 [0.3299574343848422, 0.43936456676780056, 0.07... \n", - "25 [0.3284676796309342, 0.4373808398265926, 0.075... \n", - "\n", - " triggers \\\n", - "5 [inf, inf, 11238.455532714786, 633287.50254494... \n", - "10 [inf, inf, 11174.230590474432, 572947.78483859... \n", - "15 [inf, inf, 11111.070175797702, 521232.83488613... \n", - "20 [inf, inf, 11048.948812591681, 476557.06400915... \n", - "25 [inf, inf, 11026.824827540717, 439237.51613763... \n", - "\n", - " conviction_share_of_trigger \\\n", - "5 [0.0, 0.0, 0.003740978192469739, 0.00047483075... \n", - "10 [0.0, 0.0, 0.015214500767545958, 0.00094140099... \n", - "15 [0.0, 0.0, 0.02444213075591761, 0.001102536686... \n", - "20 [0.0, 0.0, 0.03187567649261185, 0.001264695738... \n", - "25 [0.0, 0.0, 0.036126338828180254, 0.00142278434... \n", - "\n", - " age \\\n", - "5 [1, 1, 1, 1, 1, 1] \n", - "10 [2, 2, 2, 2, 2, 2, 1, 1] \n", - "15 [3, 3, 3, 3, 3, 3, 2, 2] \n", - "20 [4, 4, 4, 4, 4, 4, 3, 3, 1] \n", - "25 [5, 5, 5, 5, 5, 5, 4, 4, 2, 1, 1] \n", - "\n", - " age_all \\\n", - "5 [1, 1, 1, 1, 1, 1, 1] \n", - "10 [2, 2, 2, 2, 2, 2, 2, 1, 1] \n", - "15 [3, 3, 3, 3, 3, 3, 3, 2, 2] \n", - "20 [4, 4, 4, 4, 4, 4, 4, 3, 3, 1, 1] \n", - "25 [5, 5, 5, 5, 5, 5, 5, 4, 4, 2, 2, 1, 1] \n", + " age_all \\\n", + "6 [1, 1, 1, 1, 1, 1, 1] \n", + "12 [2, 2, 2, 2, 2, 2, 2, 1] \n", + "18 [3, 3, 3, 3, 3, 3, 3, 2, 1] \n", + "24 [4, 4, 4, 4, 4, 4, 4, 3, 2, 1] \n", + "30 [5, 5, 5, 5, 5, 5, 5, 4, 3, 2, 1] \n", "\n", " conviction_all \\\n", - "5 [266.503232036339, 52.749078945560456, 42.0428... \n", - "10 [541.366516506568, 94.6160506498286, 170.01033... \n", - "15 [622.9283976334391, 127.84588811286764, 271.57... \n", - "20 [687.6641055840894, 154.22042758564788, 352.19... \n", - "25 [739.0448710344735, 152.79894968865366, 398.35... \n", + "6 [14.476783902282108, 0.0, 0.0, 0.0, 1283.56379... \n", + "12 [1542.5742485142007, 0.0, 0.0, 0.0, 2525.57381... \n", + "18 [2755.4260099316493, 0.0, 0.0, 0.0, 3511.35781... \n", + "24 [4006.660283246712, 0.0, 0.0, 0.0, 4408.618808... \n", + "30 [4999.66008365604, 0.0, 0.0, 0.0, 6796.5002140... \n", "\n", " triggers_all \\\n", - "5 [inf, inf, 11238.455532714786, 633287.50254494... \n", - "10 [inf, inf, 11174.230590474432, 572947.78483859... \n", - "15 [inf, inf, 11111.070175797702, 521232.83488613... \n", - "20 [inf, inf, 11048.948812591681, 476557.06400915... \n", - "25 [inf, inf, 11026.824827540717, 439237.51613763... \n", + "6 [inf, inf, 5989.62490258281, inf, 113833.38387... \n", + "12 [inf, nan, nan, nan, 109600.33324294, 543311.7... \n", + "18 [inf, nan, nan, nan, 105630.7288039029, 495583... \n", + "24 [inf, nan, nan, nan, 101902.5671305297, 454195... \n", + "30 [inf, nan, nan, nan, 98396.120535618, 418060.1... \n", "\n", - " conviction_share_of_trigger_all \n", - "5 [0.0, 0.0, 0.003740978192469739, 0.00047483075... \n", - "10 [0.0, 0.0, 0.015214500767545958, 0.00094140099... \n", - "15 [0.0, 0.0, 0.02444213075591761, 0.001102536686... \n", - "20 [0.0, 0.0, 0.03187567649261185, 0.001264695738... \n", - "25 [0.0, 0.0, 0.036126338828180254, 0.00142278434... \n", + " conviction_share_of_trigger_all \\\n", + "6 [0.0, 0.0, 0.0, 0.0, 0.011275811677558407, 0.0... \n", + "12 [0.0, nan, nan, nan, 0.02304348663209985, 0.00... \n", + "18 [0.0, nan, nan, nan, 0.033241821349506026, 0.0... \n", + "24 [0.0, nan, nan, nan, 0.043263078965321534, 0.0... \n", + "30 [0.0, nan, nan, nan, 0.06907284735510053, 0.02... \n", "\n", - "[5 rows x 33 columns]" + " percentageOfActiveProposals percentageOfCompletedProposals \\\n", + "6 0.00 0.00 \n", + "12 0.00 0.00 \n", + "18 0.00 0.00 \n", + "24 0.00 0.00 \n", + "30 0.00 0.00 \n", + "\n", + " percentageOfKilledProposals percentageOfActiveFundsRequested \\\n", + "6 0.57 0.00 \n", + "12 0.50 0.00 \n", + "18 0.44 0.00 \n", + "24 0.50 0.00 \n", + "30 0.45 0.00 \n", + "\n", + " percentageOfCompletedFundsRequested percentageOfKilledFundsRequested \n", + "6 0.00 0.65 \n", + "12 0.00 0.63 \n", + "18 0.00 0.63 \n", + "24 0.00 0.64 \n", + "30 0.00 0.62 \n", + "\n", + "[5 rows x 43 columns]" ] }, "execution_count": 19, @@ -1217,7 +1258,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 20, @@ -1226,7 +1267,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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A2oNZbZ5bU9/Ac+uOcdN/d+DiLFj5q8k8e416OkjOLrOF+RpHpPC0Kn3gCJk77eHkDGGJkH3I3pb0GLSn3w14cG4C0X28GBDqzdjYQKSUxIf6sGLPWW6eENPiOck5Zdz/SRLHskq5eUJf/nj5ULzdXZBS4u/pSnJuuY0/hcZhyD2qtvasuWMJESPg4AoV73fSfmpnMftfUAjhLITYL4RYa3z/rhDijBAiyfgaZdwvhBAvCyFOCiEOCiHGNLvGEiFEivG1xPofp2cihODG8X0ZGxvY+H7x+L7sTy8mJed8j91gkLy17QxXvLKN3NJq/nvHOJ5bNAJvd5fGcxPCfC46T9OL2P8B+IRD6FB7W2Ie4cOhphSKU+1tSY/Akq/N+4FjF+x7REo5yvhKMu5bAMQbX3cDrwEIIQKBJ4GJwATgSSFEn84Y35u5ZnQULk6CFXvONu7LKqni9rd38szao0wfGMw3D8xg7tCwi86ND/MlOadc9+DtjeQcgVM/wMS77dMisSOEj1DbrIP2taOHYJboCyGigcuBN80YfjXwvlTsAAKEEBHAZcB6KWWhlLIIWA/M76DdvZ5gH3fmDAnjs32Z1DUYWHPgHJe9sIX96cU8t2g4by4ZR4hvyxO1CaE+lFTVkVdWY2OrNXbnp1fVxOjYpfa2xHxCh6rm7TqubxXM9fRfBB4FLlwm96wxhPOCEMKkMFHA2WZjMoz7Wtt/HkKIu4UQe4QQe/Ly8sw0r3dy4/hoCipquf71n7jv4/0MCPXh6/umc/OEGIRoPYc/IdwXgBM6xNO7KMuBQytg1C32LadsKa4eKosnW3v61qBd0RdCXAHkSin3XnDoMWAwMB4IBH5nDYOklG9IKcdJKceFhIRY45I9lhnxIYT7eXA4s4SH5iaw8peTiQv2bve8hDAl+sk5lk/mmhaGabohu9+EhjqY9Bt7W2I54cN1eMdKmJO9MxW4SgixEPAA/IQQH0gpbzMerxFCvAP81vg+E2i+tjvauC8TmHnB/k0dN13j4uzE/342AUmTkJtDsI87gd5uFk3mNhgkr28+xUvfp/DG7WOZOSi0AxZr7EZtpRL9QQshaIC9rbGciBFw8BMozwWfNn73SjLhyGqoLm75eECsKu3Qpx+08TTck2lX9KWUj6G8eoQQM4HfSilvE0JESCmzhIojXAMcNp6yBrhHCPEJatK2xDjuW+AvzSZv55muq+k48RaI/XnnhfqQbKbony2s5OEVB9iVWgjAluR8LfrdjcOfQlUhTF5mb0s6hmkyN/sgDJxz8fHk72D3f+HkBrUGQbQQxJASMD6p+kbClHu6779HJ+hMnv6HQogQQABJwK+M+78GFgIngUpgKYCUslAI8Qyw2zjuaSllYSfur+kECWG+fL4/Eyllq/F/KSWr92fy5BdHkMA/bxzJBzvSOJTZihelcVwOfary8rtr4bJwY8mRrBZE/8Q6+Pgm8I2AaQ/B6NsgsN/F15AS8k6oLl1Hv4Bv/wDuvjDmjq6334GwSPSllJswhmSklLNbGSOBFr8+pZRvA29bZKGmS0gI96Wspp6skmoiAzwvOl5cWcv/fX6Yrw5mMS62Dy8sHkXfQC8OZpSwfPdZGgwS5w4UfNPYgfI8SN2qatt015CGZx8IiLl4MreqGL58QK3a/cXGttNQhYDQweo15g74aLE61y+y5aeHHopekdtLSQj1AdTK3QtF/8eT+Ty84gD55TU8ctkgfnXJgEaBHxHtz7vbUzmVV27RPEKP5Oga2PUG3PwJuPvY25rWOfaFCnkMu9belnSO8BEXT+Z+939QkQe3fGLZugNnV7jxPXh7AaxYArP+ANmHVWXPkoz2z3f1huixEDMFokaDszF50d1H9fx1YLTo91JMgp2SU94Yn6+ua+Dv357grW1n6B/izeo7pjI82v+880YY3x/MKLGa6DcYJLX1BjzdHKTMr7ls+yec2w+b/wbznrG3Na1z5HNVZ6e7rMBtjYiRcHwt1JSpsMzJDWp18bSHOia07r5w6wp4c44K9XgFQ8wkGLao/SeiykI4uxM2/vniYz//HqLHWW6PjdCi30vp4+1GsI9742TusaxSHvgkiRM5ZdwxOZbHFgxpUYT7Bfvg5ebM4cwSrh8b3Wk7jpwr4f5PknBxEnzzwIxOX89mZB9Wgu8boZp/jLwZwhxQVMtyVEeqSx7tvqEdE6ZS0H+PVxlIZdnqy+ySTmSL+0XC3ZtVtk/QQMv/jSoLIfeYepKqr4YPr4fTG7XoaxyThDAfjmeX8caWUzz/bTJ+nq68s3Q8s9rIzHF2EiRG+nMwo3OTuQaD5L9bT/P8dyeoa1AZFdV1DXi4dhNvf///VHenJWvhrbnw1UNw59eOVxDs2BpAdv/QDsCAS+Hqf0POUWOPXwFXvqQWb3UGnxD16ghegSoF1ERYovqSnfFI52zqQrTo25vyXPjwBrj8Hzb3DhLCfHl3eyqHMku4bFgYzy0aQaB3+3HR4dH+fLAjjfoGAy7OlovcueIqHl5xgJ9OFzB/WDiT+gfy1JdHSS+stM08QdYBNSno2cHST/U1cHA5DL4cggeq0M4XyyDpQxhzu3Vt7SxHVqvVrD2hAYmzi8rMcWTipsG+96G+1mFrGzmYW9ILObgCspJg/ZM2v/WMhGCCvN34f9eP4PXbxpol+KDi+jX1BlI6UJ75q4NZzH9xCwcyivnbdcN57bYxjOwbAEBaQaXF17OIuipY+yD8ZwZsfK7j1zm+VrXzG20U+JG3QMxkWP84FKVZx1ZrUJoFadt7hpffXYidCnWVKvTnoGjRtwYN9VBR0LFzD60AJxdI26YeC23I7MFh7H18LjeO69tmrZ4LGR6lJnMPZZSYfU5ZdR0PrzjAso/20T9E1QhaPF7VCIoNUqUj0goqLPsAlpBzBN6YBXveBne/ztVx2fc/1VC8/yz13skJrnpFxXU/uK7jvwvW5tBKQMLQa+xtSe8h1hjqSd1qXzvaQIu+Nfjmd/DqxKamzuaSl6xCDbP+AN6hsOmvXWOflYkL8sbX3YWDZi7S2pNayMKXt7J6fwb3XRrPyl+dXyOoj5crvu4upBd2kadfVQRvz4fKArhtFSReZ5x860AdoeJ0OL0JRt16fvw+OB5uXg4lZ+GjG6G2C7/AzKE0SzUU7zdD5aVrbIN3EIQOUwvAHBQd0+8sxemw910w1EPZOfC3IKPl0Aq1XHzUreDiodLG0rY7/KpJJydBYpT/eZ5+ZW09R8+VcjSrlGNZpZTXNCCA2noD3x3NJqqPJyt/NbmxEUxzhBDEBHl1XXhn/4eqCcedX6kaLgWnYO87UJ4DvuGWXWvve2o7uoV+rbGT4bq3YMXtsHKpyt+318TuukfV3MMVL9rn/r2ZuGlqor+hTq0HcDC06HeWrf9Ugg9QcNJ80ZdSPX73m6GEZ+xS2Pai8vaXrOk6e63EiGh/3tmeSm29gXWHs/jj54cpq1b/Dn28XOnj5YZBSgwSFo/vyx8WDmmziXtskBfHsswsAGcwQOYelSJ3Ia7eEDWmKfXOYFA1WWImK8EHNbEJkHfcMtEvz4Wdr8PQq9REcEsMuQIufQI2PAU5h5rSDG3J8a9U1s6lT3TP4mrdnbipsOs/Kq7fd4K9rbkILfqdofisWhwyaCGc+BryU6D/TPPOzdgDRakw41H13s0Lpt4H3/0Rzu5yyF+W5iRG+VNbb+COt3ey43QhY2P78JuZAxgW6U+Yn7tFcwQAMYHerD+aY15GUPI6+OSW1o9f8jsVMgO1gKcoVQmgCVMmS+5x8/+/QIVL6qpg9hNtj+s/C3hKTeraWvSrS+Gr36rUwSn32fbeGkVjXH+bQ/4da9HvDNteUNsFf4MzW5Snby6HVqiQzpArm/aNvl2JfvpPDvnL0hzTytzdqUU8PDeBX88c0KH0TRNxQV7UNUiySqrpG+jV9uDTm1X3p1tWXLyYZvdbsOV5iJ+nUmB3/xd8wmBws39n7xCVrpl3YffPNig8rSaBxy5RaZptYXoKKE43//rWYvvLUJYFiz9wyNBCr8A7WK1+Tt0G0x+ytzUXoUW/o5Rkqrjd6FvVH3nQAOXpm0NDHRz+DBLmg4df037PAHDzUSsNHZyYQC/+fE0iw6P8G1MuO3W9ICX0aQWV7Yt++naIHg/9pl98LHw4ZOyGz+6GG9+HlPXK82+eMy0EhAxRnr65/PBntRjLnNWfnn1UhpA9RP/MVuUwRI+1/b01TcRNU3NJ5sb1z+1X80XewWp1dxeG5bTot8SHN0DKd+2Pc3JRdT8AguKV2JjD2V1Qma+ySC7EN1x5ag6OEILbJsVa7XqNaZuFFUwjuPWB1SWqBMLM37d83MMfrn0d3r0C3rsSnJxh7J0XjwsdDIdXqbmV9kJR5/arsTMeMW8OQAjlCNha9A0NKhW1l5UKdkhip6pifGsfhAl3N80nmZASSjNV4saet9XTvauXmqfa8ndVyG3Cz1vWiE6iRf9CSrOU4MdfBpGj2h4bPhz6GIUvaKAShrrq9peFmxo8txTC8Y3oFp6+VaksJLyhBDdnJ9Lby+BJ3wlINTHbGnHTVHOMn/6lFib5RVw8JmSI+gIpy275eHN2/Vd9mVgSIw+Isf1CrfxktTAoop3fW03XkzBfZeUdXKEiAmHDwd/YEryhDnKPNjl3AbFw2XNqtXFtORz4GJI+UiFjLfo2IPkbtZ37J8uWrgfHA1LFftsrvJV7BLyCVKz5QnzCVGZKbyE/Bd6/BmdDPdF9Xm8/bTN9u3rCih7f9rjZj6twTGtlEUy563nH2hf9glOqrG/zUFx7BMSoUIs5TxLW4lyS2rbnrGi6HlcPuOZVmPdnlaV35PNmT/AC4qar3+HosepL2slYc8rDT/U9mPaQ+gLvArToX8iJdeqbN8TCBS1Bxsm9gpT2RT/niJroaUkMfMOV92lLsbAX2Yfg/WtUqAsYHVXB0cJ2fiXTflJldN0ujvvvSy/i3z+c5HcLBqsaPnPaKG0R0iyDZ0CL/YCaKE5vf8yFBMRAbZlaGOZ18dqELiErSYUIghNscz9N+3gFwsRfqpclCAFu3u2P6wB6RW5zaivgzGaVgmmp4DaKfjsZPAaDEpqwYS0f941Qcb3WGjv3FDL2wruXg4s7XPMaAOPcz5JWUIFsbaVsXRVk7r0otNNgkLz8fQo3vP4T3x/P5f99Y8YErU+IetpqL4OnvkZ5aK3l5bdGYwaPDUM85/arJxKnblKpVGMXtOg35/QmJbiD5lt+rruPEuz8dkS/OBXqKtoQfeNEYU+P63/3R5WpdNc3MPRqQDCYM1TWNpBfXtvyOZl7wVB33orls4WV3PTGT/xzfTKXD4/g7hn92XAslyPnWq4LdDK3jDve3sXag+eUt593om07SzIA2QnRt9FkrqFBPTnp0I6mHbToN+fE1+Du37S4wlKCBhrrfLdBzhG1DW3D04eeLfpVxarr0MiblTi6eUNwPNE16gszvbCVujVpPwFCdTcCvkjKZOFLWzmWVcYLi0fy8s2jWTZrIL7uLvx74/lfvlJKPtiRxhWvbGNLch6f789Ucf3c423X4DF56haLvnGC31airydxNWaiRd+EwQDJ30L8nI4vagmOVxOTbYlIzlFAtF4Eqzd4+qc3gmyA+LlN+8JHEFCiQi2tTuamb4fQoZQKHx5cnsT9nySREO7Luvunc+1oVf7C39OVJVPiWHc4mxRjV7DCilru/t9e/vj5YcbHBTIjIYQj50rVvE1NSdspsibRtlT0PQOUA2Er0W+cxHXs/qwa+6NF30TmXtVgOWFBx68RNFDF4isLWx+TcxgC+7U+SdMo+o6fq99hUjaoFMioZk1jIkbgWn6OPqKsZdFvqIezu8gJHM2CF7ey5sA5HpyTwPK7J120mOuuaf3wdHXmXxtPsjUlj/kvbmHziTz+ePkQ3ls6gWkDg8gqqabU1zgPk9tGXL84XWUL+baT4dMStszVP7df1R0KjrfN/TTdFp29Y+LE1yCclaffUYKMf3AFKarEakvkHm27QbWbt/IQe6qnbzDAyfUqG8a52a9fuFq8Mt3nHOmFFz8F1Z87gEttOc8eCsDJH1b8cjJjY1vufBXo7cbtk2J5Y+tpvkg6x8BQH95ZOp5hkap0hJLhulgAACAASURBVGl7tD6CSaAWNIUPVw23/SLB1bPpYsXp4Bd1vq3mEhADRWcsP68jZCWpz6AncTXtoD19E8nfqgnCjrbQg6aaLK2VY6itVDnfYYltX6ebrMrtEDmHVEnjgXPP328sTDbBM4PUC5qppBVU8MEnHwAQNHQ2X983vVXBN/Hz6f2J7uPJbZNi+PKeaY1CDzAsUuXbHyh0VXV4NjwFz8fDK2NU+YbmFKVZHtoxYfL0O1K33xIa6o2TuDq0o2kf7emD+qPJOw7THujcdQJiwcm19cncvOOAbD+P3zes53r6KevVduAFT1RegeAXzTCRzl+yy3hxQzLjYgM5V1zFn748wltOuyn1HciTt15q1m1CfN3Z+mjLufUBXm5EBXiquP41r6svIndfOPqFWg7ffI1EcXrHn/4CYtQKy67O1TdN4urMHY0ZaNEHKM1QE4t94jp3HSdnCOyvvPmWyD2qtq1l7pjwjTBmqvRATm5QoRzfFlYjR4xgUHYysUHevPR9SqODPCPWi4n5JxCJd198TgcZEuGn0jrj5zSJusGglr6XnlNL5uuqoTy7KRPHUkwlOopSu1b0s4yTuDpzR2MGWvRB/VFC50UfmjJ4WiLnCLh4qonctvANV2LT01blVhWrYnOtPVGFj8Ar+RvWPTaWUoMr+9OLKa+uZ77bAcQntTDQPC/fHIZF+vH98Rwqa+vxcjP+GZg85awkJfolGep9Z8I7oJ4WosZ0zuC2OJekJ3E1ZqNj+mBd0Q8aqB63XxqlXm/OafoSyDmiUjXbm2zzjYCGWhUW6EmYUjUvjOebiBihmovnHMHPw5VLEkK4fEQEzqd/UF+WMdZrIzks0g8p4Xh2s25dYYmqfaUp/bGjOfom/Psar9PFGTyFp9R8kp7E1ZiBFn1Qou/korI0OsuoW2DkTcZiSuOh8Ay8s1Dl5+ccaT+0Az03bdOUqtlasTRjBg/ZB87ff+p7VTmzveqlFjDUOJl75Fxp0043L5W7f26/et/RHH0TngHq83a16Jfntly8T6NpAR3eAZWh4d/XOp5SyCBVz91EXjK8fxW8M1+V8m2t/EJzGlflZpk3vrtwdqda7dxa+qN/tMqeyjrYtK8oVdUzGv9zq5oSFeCJv6crRy8s1xAxSqWUStm5HH0TtsjVr8hr+sLUaNpBe/qghMUaoZ2WCEmApV+rTkrQfuYO9MxVubWVKgwRPrz1MUIo8cpuJvonv1fbAdaL56tbCYZF+p3v6YOK61fkqcnc4jT1RdQZZyAgtmtF32BQ9vqEdN09ND0KLfrQtaIPKqNn6TqY+wzETmt/vE8PDO/kHVfx+vaeXKLHQ9YBOLhSvT/1g3oK64JJymGRfhzPLqO+wdC0M6LZZG5xesdDOyZMot9VufrVxWCoB+/Qrrm+psehRb+6FKoKu1b0AQL6wtT7zFvZ6eqhwhw9ydPPOay27S1Mm/aACgF99gvY+YZqgj7w0i7JYhoa6UdtvYFTec0Wg4UPb5rMLU7veLqmiYAYVVW1rdIcnaE8V219tOhrzEOLvilDo6tF31J8wnuY6B9RDT76tJOu6u4Lt66E+Hmw7hHViMTKoR0TplW655VhNk3mnt2hVg5bQ/RBdUvrCiry1NZbh3c05qFFvzFd03pNvq1CTyvFYOoW5mTGr5yrJ9z0IQy/ATwDof8lXWJS/2Bv3F2cSDp7QcOaiFGQ+qP6ubPhnbhpqlnL1n907jqtUaE9fY1laNG3Zo6+NfGNgLIc61zLYFCrhPNPqldXhRpaQ0oV3rEkE8nZFa57Ex4+rtIeuwAXZyfmDg3j413p5wt/5Ci1ngA6L/oefjDjEdWg59QPnbtWS5RrT19jGVr0i1KVqHSm0FpXYFqVazC0P7YtDAZYfpsqJvavser18iiob6U7VVdQek4tNGsrc6c1XNytb08z/nxNIqG+Hiz7cB8llXVqZ/NyBp0VfYBxd6nrrH+y8/+fF1KRq6rDetqoD6+m26NFv6szdzqKb4TKyqgs6Nx1Nv8NTnwFU++HRW/CpGVqvUB+snXsNAdTtzAHXHMQ4OXGv24ZTU5pNb/99IDqz2uazHVybUqf7Qwu7jD7cZWKeuSzzl+vOeW54B1sXthMo8EC0RdCOAsh9gsh1hrf9xNC7BRCnBRCLBdCuBn3uxvfnzQej2t2jceM+08IIS6z9ofpEEVpDir6VkjbPP4VbP4rjLoV5vwJRtwAY+5Qx3K6aGKxJUyZO231EbAjo2P68PsFg1l/NIf3tqeqydzgQZ3P0W9O4vUQNhy+f1pVGk3ZoEI+DXWdu25Fnk7X1FiEJe7B/UDzFkN/A16QUg4EioCfGff/DCgy7n/BOA4hxFDgJmAYMB94VQhh32IhBoPK3ulshkZX0JFeuaVZcGKdeh36FD77paqxfvk/m1IegwaCs1uTENuCnCPgH6PKEjgoP5vWjzExAazYYyyyNvV+mLzMejdwcoK5f1JpoB9eDx9eB+9fDfs/6Nx1y3P1wiyNRZgl+kKIaOBy4E3jewHMBj41DnkPuMb489XG9xiPX2ocfzXwiZSyRkp5BjgJTLDGh+gwZVmqsFlP8fS/+A18fJN6rfqZyvdf/MH5NWucXVRKok1F38JJXDsghGBS/yCSc8qormuAUTfDhF9Y9yYDL4X79sHPNqiXTzikbu3cNbWnr7EQc2vvvAg8Cvga3wcBxVLKeuP7DMBUrSwKOAsgpawXQpQYx0cBO5pds/k5jQgh7gbuBoiJscIkWls4auYOqAJazu6Qth3GLml/vJSQuQ+GXtNUurhPv5a96/Dhqq69LairVlVGB19hm/t1ghHRAdQbJMeyShkd00UT+4H91Qsgbqrqm9DREtpSak9fYzHtevpCiCuAXCnlXhvYg5TyDSnlOCnluJCQLv5ldmTRd3GDib+Eg8ubqj62RUmGWpLfb7oK6USObj2cEjZMLTwypft1JfknVPpjeDsrcR2AEdEqNfRgRkk7I61EzGQoO9e0QNBSakqhoUZ7+hqLMCe8MxW4SgiRCnyCCuu8BAQIIUxPCtFApvHnTKAvgPG4P1DQfH8L59iH4jRANNU9dzRm/FYt7PnmsfZrt5jCNeZUWzSFWmwR4sk2s/yCAxDh70Gwj5vtRD/W2B8gbXvHzjd9aeuFWRoLaFf0pZSPSSmjpZRxqInYH6SUtwIbgeuNw5YAXxh/XmN8j/H4D1JKadx/kzG7px8QD+yy2ifpCEWpKkPDxc2uZrSKhz/M/qPq23r087bHZh8ChHkZMiYBtkUGT2O3sP5df69OIoRgRHQAhzKL2x9sDUKGgEdAx0Vfl2DQdIDOJPf+DnhICHESFbN/y7j/LSDIuP8h4PcAUsojwArgKPANsExK07JHO+GoOfrNGXOHEunvnlDx8dbIPqiE1d2n/Wt6B6tJRJt4+gchdEi36eo0PMqfk7nlVNTUtz+4szg5qRBPegf7IesSDJoOYFETFSnlJmCT8efTtJB9I6WsBm5o5fxngWctNdJqSAm73lDdrAByj8HQq+xmjlk4OcP85+C9K+Efg1S6JaiUwin3NI3LPqzaDZpLeGLXi37WQUjdpmztJoyI9scgVUetCf1ssMo1djIkr1MlN1pqFt8Wpgqb2tPXWEDvWsZ3aCWse1TlRid9pFZd9p9lb6vap98MuPIlGHYtDL5chX12vdEU568uhaIzlpU5CBsGeSc6vzioNaRUcxGefVpvhO6ADG+czLVRiCd2qtp2xNuvyAMEeAVb1SRNz6b3tEusrVC1TyJGwi82db9l62PvhLHGn/e8DWsfVI1JQodA7lG1P8wS0U9UaxTyU8zr5mUpx76EtG1w+T8cr65RG4T6ehDh79HmZG55TT2ZRVVkFFUS4OXG2NhOfL6IkarkdPpPMOya9sefZ0gueAWa16NBozHSe35btr+i0uOuf6v7Cf6FJMwHHoQTXyvRzz6k9lvk6TebzO2s6EsJK+5QAjTjEeV5fvdHNak85s7OXdsODI/y51DmxaJfVFHLH1YfYt3h81dJv3PneGYN7mBc3dkVosd1bDJXL8zSdIBurn5mUpIJ215UC5dMaXLdGb9IVQnyxDfqffZB5U37RZp/jeB4VVDMGnH9smw4tgb2vgsvj4b/XaPSYS/7S7f0Qkf2DeBMfgUlVU2hr+0n85n/0hY2HMvhV5cM4JWbR7Pq15MZHO7Lb1ceILe0jUn29oiZor64qy1MFdULszQdoHeI/vd/Uv1Z5z5tb0usx6CFkLFb5WpnHzZWhrRgVaezq2XlGKSE5G/hk1tVSKg5ptTPa/8DIxbD2V1qBe6AbjBf0gLDo1Rc/3BmCbX1Bv667ji3vrUTb3cXVv9mKr9fMJgrR0YyNjaQV24eTUVtPQ+vPIDB0ME+uLFTAKn+3SyhIld7+hqL6X5umKWUZKhVrVMfcLzuWJ1h0HzY9BdVNjn3KIz/ueXXCE9UjT2yDrY9riwLtvxdfcmA+oKZ+fum46Yvjvh5MPImVUbYw89yexwEk+ivPZjF3745zsGMEm6e0JfHrxiKl9v5fzLxYb48ccUw/rD6EP/deppfXjLA8htGj1clN05ugPi55p9XnqfTNTUW0/NFP++E2sbPs68d1iZ8BPhFwU+vQn11x1a8RoyCAx/Df6a3P9YvCq54EXa8enFZiNyj4BupYvpgeeqhg9HH242YQC8+3pWOv6crr982hvmJEa2Ov3lCX7Yk5/HcuuNsTs7jpgkxzBsahoermWsT3Lxg4Bw4+gVc9px5c061Farhuk7X1FhIzxf9wtNq2w1WhFqEEDBoAex+U73vSFeqsXdCYL/20zad3VTaqKsHnN2png6aFwnLOeLwVTQt5cZx0RzIKOHpq4cR4e/Z5lghBP+4cSTDtvmxfM9Z7vt4P5H+Hqy7fwb+Xq7m3TBxkXpqO7vDvHmnCl2CQdMxeoHon1EpcdbogORoJBhF38kVghMsP9/VAxIs7GUTOVo9HZRlqYnjhjr1NDVwjuX3d2DumR1v0XhvdxfuvTSeZbMG8tGudP74+WGOnCthykAzc+gTLgMXDziy2jzRb+yNq0VfYxk9fyK38JTy8jtSutbR6Tcd3HwgdLDt6gdFjlZbU4gnPwUMdT3O0+8oTk6iMX0ztaDS/BPdfVU8/+gXYDCjOkljCQYd3tFYRi8Q/dMqhNETcXGHOU/BFBuWOQhLVI24TaLvwP1v7UW4nwduzk6kFVZYduKwRarktTk5+40lGLSnr7GMni36hgZVVK2nxfObM+EXqvetrXDzUgvCTKKfe0SFl4IsC4f0ZJydBNGBnqTlW+DpgzHE46lCPO3RWGFTl2DQWEbPFv3STFVqoCeLvj2IHKVEX0rl6QcnOG55ajsRF+RNWqGFou/mrYT/2BpoaKfKZ3muqsHk4t5xIzW9kp49kdtTM3fsTeRoVbSu5KwSfVPRME0jMYFe7DxdgJQSYcl8UuIi1Tvhp1fa/r3NPqRDO5oO0bNFv+CU2gZ2YMGMpnVMk7mnNqqnKR3Pv4jYIC8qahvIL68lxNcCb3zgXNVYZcNT7Y+NtzDzSqOhp4t+4WmVBufb+sIaTQcIS1Rx/KQPje+16F9IXJA3AOmFFZaJvpsX3LOnKTunLRy9AZDGIenhon8G+vTr/lU1HQ0Xd1WZ8+xO9V6L/kXEBHkBkFZQydhYC5ux+IToVExNl9Gz1bDwtI7ndxWmEI9nH/0k1QLRfTwRwsJcfY3GBvRc0TcYVDepnpqjb29Moh86rGcufOsk7i7ORPp7kl5gYa6+RtPF9FzRL8tShciC9CRul2ASfR3aaZXYIC/t6Wscjp4r+oWmzB0d3ukSQoeqyqWO3ljejsQGeZFuaa6+RtPF9NyJXJ2j37U4u8KtK+1thUMTG+RNYUUtpdV1+HmYWW1To+lierCnf1qVBPaLsrclml5KbKDK4EnXIR6NA9GzRb9PHDiZ2chCo7EyscZc/TQt+hoHogeL/hm9EldjV0y5+qk6g0fjQPRM0ZdS5+hr7I6PuwvBPm46vKNxKHqm6JdlQ12lztHX2J3YIG/L6+prNF1IzxT9ojNqqz19jZ2JDfTSMX2NQ9EzRT9mMjx6Rpf81didmCAvskurqa4zowWiA1Be004df023p2eKvhDgFagaf2s0diQuyBsp4XSeY4d4qusaePzzwwx/6ls2nTCjwqem29IzRV+jcRDGxvbB09WZR1cdoKKZF91gkGw6kUtNvf2fAE7mlnHNv3/kfzvS8HR15vXNp+xtkqYL0aKv0XQhfQO9ePXWMRzLKuM3H+6jrsFAVkkVt765gzvf2c1721PtZpuUkuW707nilW3kldXwztLxPDgngR2nCzmcWdLiOVklVTy84gC7UwttbK3GWmjR12i6mFmDQ/nzNYlsTs7jF+/vYcFLWzmYUUKwjzs/HLdPKKW0uo57P97P71YdYmxsH9bdP51Zg0JZPKEv3m7OvLXtzEXnfH8sh4UvbWXVvgye//aEHazWWAMt+hqNDbh5Qgz3zR7IphN5RPfxZO2907hhXDR7Uosora6zqS3704u4/OWtrDuczaPzB/G/uyYS6qfmv/w8XFk8PoYvD5wju6QagJr6Bp7+8ig/e28PEf6e3Dwhhp1nCjmT79jzFJqW0aKv0diIB+cmsOrXk/ns11PpH+LDrEGh1BskP6bk2+T+BoPk1U0nueH1nzAYYMUvJ/ObmQNxcjq/H8LSqXEYpOS9n1I5k1/Bole38/aPZ7hzShyf/WYKD8yJx0nAij1nbWK3xrr03CqbGo2DIYQ4r3XimJgA/Dxc2HgilwXDu7b7WG5pNQ+tOMC2k/lcPiKCv1w7HH/Plit/9g30YkFiBP/7KY33t6fi6uLEG7ePZd6wcAA8XJ2ZNSiUVXszeHhuAi7O2nfsTuj/LY3GTrg4OzEjIYSNJ/KQUnbZfTaeyGXBS1vZk1bIXxcN5183j25V8E38fHo/KmrrGRblz7r7pzcKvonF4/uSW1bDphN5XWa3pmvQnr5GY0dmDQpl7cEsjpwrJTHK36rXrqlv4P99c4K3tp1hcLgvy2+ZxMBQX7POHR3Thy2PzCIywBNnp4vbYc4aHEqwjzvL95xlztAwq9qt6Vra9fSFEB5CiF1CiANCiCNCiD8Z978rhDgjhEgyvkYZ9wshxMtCiJNCiINCiDHNrrVECJFifC3puo+l0XQPLhkUAmD1BVGn88q57rXtvLXtDHdMjuXzZVPNFnwTfQO9WhR8AFdnJ64bG8UPx3PJLa22hskaG2FOeKcGmC2lHAmMAuYLISYZjz0ipRxlfCUZ9y0A4o2vu4HXAIQQgcCTwERgAvCkEKKP9T6KRtP9CPZxZ2S0PxutFCaRUrJqbwZXvLKNjKIq/nP7WJ6+OhEPV+v3lVg8ri8NBsnq/ZlWv7am62hX9KWi3PjW1fhqKwB5NfC+8bwdQIAQIgK4DFgvpSyUUhYB64H5nTNfo+n+zBwUyv70Iooqajt1nbLqOh5cnsTDKw+QaIzFX3ZBLN6a9A/xITbIi8PnSrvsHhrrY9ZErhDCWQiRBOSihHun8dCzxhDOC0IId+O+KKB5LleGcV9r+y+8191CiD1CiD15eXqSSNPzmTU4FIOEzckd/31POlvM5S9vY82Bczw4J4GPfzGJCH9PK1rZMjGBuvl7d8Ms0ZdSNkgpRwHRwAQhRCLwGDAYGA8EAr+zhkFSyjeklOOklONCQkKscUmNxqEZEeVPuJ8Haw9mWXReYUUt6w5l8YfVh7j+te3UNxhY/svJ3D8nvtVYvLXpG+jFWS363QqLsneklMVCiI3AfCnl88bdNUKId4DfGt9nAn2bnRZt3JcJzLxg/6YO2KzR9CicnARXj4rkrW1nKKyoJdDbrc3xuWXVPLbqEN8bSzh4uTlz1chInrxyGP5ebadiWpuYQC8KK2opq67D18O299Z0DHOyd0KEEAHGnz2BucBxY5weIYQArgEOG09ZA9xhzOKZBJRIKbOAb4F5Qog+xgncecZ9Gk2v55rRUdQbJF8dPNfmuI0ncln40lZ+PJXPfbMHsurXkznw5Dz+uXiUzQUflOgDnC2ssvm9NR3DHE8/AnhPCOGM+pJYIaVcK4T4QQgRAgggCfiVcfzXwELgJFAJLAWQUhYKIZ4BdhvHPS2l1KX6NBpgSIQfg8N9Wb0/k9snx110vKa+gb9/c4I3jTn3H/9iEvFhlqVgdgUm0U8vrGRopJ+drdGYQ7uiL6U8CIxuYf/sVsZLYFkrx94G3rbQRo2mV3DN6Cj+uu44aQUVxAZ5N+4/nVfOvR/v58i5Uu6YHMsfFg7pkhTMjtC30dPXcf3ugi7DoNE4CFeNjEQI+Hy/CvFIKVm55yxXvLKNzOIq3ujCnPuO4u/pir+nq87g6UboMgwajYMQGeDJpH5BfJ6UydJpcfzf6sN8eeAck/oH8uLi0YT7O2b7z76Bnpwt0qLfXdCevkbjQFw7Oooz+RXMfn4zXx/K4pHLBvHhzyc5rOCDztXvbmjR12gciPnDw/F2c8bD1YkVv5zMslkDbZZz31H6BnqRUViFwdB1lUI11kOHdzQaB8LPw5VvH5xBHy83vN27x59nTKAXtQ0GcsqqbbIKWNM5tKev0TgY0X28uo3gQ7O0zQId4ukOaNHXaDSdonmuvsbx0aKv0Wg6RWSAJ05C5+p3F7ToazSaTuHq7ESEvydni9ovxXCuuIqTuWU2sErTGlr0NRpNpzEnbfOLpEzm/nMz17/+EzX1DTayTHMhWvQ1Gk2naUv0K2vrefTTA9z/SRJBPu4UV9axJTnfxhZqTHSfFAEjdXV1ZGRkUF2t+3L2JDw8PIiOjsbVVZfn7Y7EBHmRV1ZDVW0Dnm5NZSKOZ5dyz0f7OZVXzr2zB7Js1kAmP/c9aw6cY65uqG4Xup3oZ2Rk4OvrS1xcHKqqs6a7I6WkoKCAjIwM+vXrZ29zNB2gsfBaUSUJYb5IKflwZzpPrz2Kv6crH/xsIlMHBgOwYHgEq/dlUllbj5dbt5Ogbk+3C+9UV1cTFBSkBb8HIYQgKChIP711Y/r2UYuy0gsqKamqY9lH+/jj54eZ1D+IdfdPbxR8gCtHRFJV18CGY7n2MrdX0y2/ZrXg9zz0/2n3xpSr//XhLJ5cc4Sc0moeWzCYX0zvj9MFZSQm9AskzM+dNUnnuGpkpD3M7dV0O09fo9E4HoHebni7OfPZvkyEgJW/mswvLxlwkeADODsJrhgRyebkXEoq6+xgbe9Gi34HefnllxkyZAi33nprp66TmppKYmKilazSaOyDEIKrRkWxaHQUX903ndExfdocf9XISOoaJN8csawZvCNjMEjSCirsbUa7dMvwjiPw6quvsmHDBqKjo+1tikbjEDy3aLjZY0dE+xMb5MWaA+dYPD6mC62yDfnlNTy4PImtKfl8fd90h24d2a1F/09fHuHouVKrXnNopB9PXjmszTG/+tWvOH36NAsWLCA9PZ3HH3+c3/72twAkJiaydu1aABYsWMC0adPYvn07UVFRfPHFF3h6erJ3717uuusuAObNm9d43SNHjrB06VJqa2sxGAysWrWK+Ph4q34+jcYREEJwxYgIXtt0iuLKWgK83OxtUofZebqA+z7ZT0F5LQCHM0scWvR1eKcDvP7660RGRrJx40YefPDBVselpKSwbNkyjhw5QkBAAKtWrQJg6dKlvPLKKxw4cOCi695///0kJSWxZ88e/RSh6dHMGRKGQcLm5Dx7m9IhzhVX8YfVh7j5vzvwdnPh82VTcXNx4mReub1Na5Nu7em355Hbm379+jFq1CgAxo4dS2pqKsXFxRQXFzNjxgwAbr/9dtatWwfA5MmTefbZZ8nIyGDRokXay9f0aEZGBxDk7cb3x3K5elSUvc0xm6KKWl76PoWPdqYjkdw2KZZH5w/Gx92F/sHepOQ4dm0h7el3EhcXFwwGQ+P75rnm7u7ujT87OztTX1/f5rVuueUW1qxZg6enJwsXLuSHH36wvsEajYPg5CSYNTiUzcl51DcY2j/BAdiTWsjCl7fywY40rhsbxaZHZvH01Yn4GPsfxIf5Orynr0W/k8TFxbFv3z4A9u3bx5kzZ9ocHxAQQEBAANu2bQPgww8/bDx2+vRp+vfvz3333cfVV1/NwYMHu85wjcYBmD04lJKqOvalF9vblDYxGCSvbTrF4jd24ObixOfLpvLcohFEBZzfKWxgiA8ZRVVU1TpuQTkt+p3kuuuuo7CwkGHDhvGvf/2LhISEds955513WLZsGaNGjULKpr6iK1asIDExkVGjRnH48GHuuOOOrjRdo7E70+ODcXESfH88x96mtEpBeQ13vbebv31znPnDwvny3mkkRvm3ODY+zAcp4ZQDe/uiueg4GuPGjZN79uw5b9+xY8cYMmSInSzSdCX6/7Z3cuubO8gtrWH9Q5fY25SL2HWmkPs+3k9hRS2PXzGE2ybFtrl6PDmnjHkvbOGlm0bZdZ5CCLFXSjmupWPdeiJXo9F0f2YPDuOZtUdJL6gkJsiLwopa1h48R1ZJNbmlNUgkz14z/LzqnV2NwSB5bfMp/rk+mb59PPnsN1Na9e6bExfkjbOTICXHcT19LfoajcauXDo4lGfWHuWH4zkMCvfjgeX7ySmtwdVZ4O/pSn55LVeOiGTW4FCb2JNfXsNDKw6wJTmPK0ZE8Nyi4fh6mFfy283FidggL07mdlz0S6rq+OpgFoHersxPjOjwdVpDi75Go7ErccHe9A/x5t+bTlFQXkNskDdr7hlHYqQ/1fUNDH/qO/alF1lN9KtqG1i59yzhfh7MGxZ+3jHTQquiyjqevTaRWybEWFwMcGCIDykdaAm5O7WQ//2UxrdHsqmpN3DlyEgt+hqNpmcyd0gY/9lymkWjo3j6mqYUSC83FwaH+7LfCtk9VbUNfLgzjdc3nya/vAaApVPj+MPCITgJwasbT/LChmRig7x5584JHV5VGx/m+RxXqAAAEG9JREFUww/Hc6mtN+Dm0n6uTH2Dgee/S+b1zafw93Rl8fi+XD82muFmhJM6ghZ9jUZjd+6fE8+8YWGMjQ286NjomAA+33+OBoPEuYWqneawN62I+z7eT2ZxFVMGBPHyzaP47kgO7/yYyqGMEjxcndl2Mp+rR0Xy7LXDG790OsLAUB/qjcXX4sN82xybXVLNvR/vY3dqETdPiOGJK4Z2+dyFFn2NRmN3vNxcWhR8gDExffhgRzopuWUMDrfM+zYYJG9sPc3fvz1BZIAHH/9iEpMHBAEwZUAwY2L78PtVB2kwSP66aDiLx/ftdG+H+FAl9Cdzy9sU/c3JeTy4PInqugabZvto0ddoNA7NGGOZ5v3pxRaJfmFFLQ+vSGLjiTwWDg/nr9eNwO+CCdmrRkYyJiYAg0H1+bUG/UO8AUjJLWdBC8frGwy8sCGZf288xaAwX/596xgGhvpY5d7moBdnOQhPPfUUzz//PABPPPEEGzZsuGjMpk2buOKKK9q8TlJSEl9//XWH7bj55psZMWIEL7zwQoevYeLdd9/lnnvu6fR1NL2b2CAvAr3d2JdWZPY5O08XsOClLfx4soBnrh7Gv28Zc5Hgm4ju42U1wQf11BLdx7PFDJ6c0mpufXMn/954isXj+vL5sqk2FXzo7p7+ut9D9iHrXjN8OCz4q3WvaSFPP/10h881VehcuHChxedmZ2eze/duTp482eH7azTWRgjB6L4B7EtvX/QbDPK8Cdm37xzPsMiumRBti4GhPqRcIPpbU/J44JMkKmsb+OeNI1k0xj5VdLWn30Hef/99RowYwciRI7n99tv58ssvmThxIqNHj2bOnDnk5Khl5U899RR33XUXM2fOpH///rz88suN13j22WdJSEhg2rRpnDhxonH/nXfeyaeffgrAN998w+DBgxkzZgyfffZZ45hdu3YxefJkRo8ezZQpUzhx4gS1tbU88cQTLF++nFGjRrF8+XIqKiq46667mDBhAqNHj+aLL75o9TPNmzePzMxMRo0axdatW5k5cyamFdH5+fnExcUByoNftGgR8+fPJz4+nkcffbTxGu+88w4JCQlMmDCBH3/8sXH/ypUrSUxMZOTIkY0VRjUacxkT24dTeRUUV9a2Oia3rJo73t7JP9Ync+XISL68d5pdBB8gPtSH03nlNBgkxZW1PP/tCe54exdBPm58ee9Uuwk+AFJKh32NHTtWXsjRo0cv2mdrDh8+LOPj42VeXp6UUsqCggJZWFgoDQaDlFLK//73v/Khhx6SUkr55JNPysmTJ8vq6mqZl5cnAwMDZW1trdyzZ49MTEyUFRUVsqSkRA4YMED+/e9/l1JKuWTJErly5UpZVVUlo6OjZXJysjQYDPKGG26Ql19+uZRSypKSEllXVyellHL9+vVy0aJFUkop33nnHbls2bJGWx977DH5v//9T0opZVFRkYyPj5fl5eUtfq4zZ87IYcOGNb6/5JJL5O7du6WUUubl5cnY2NjGe/Tr108WFxfLqqoqGRMTI9PT0+W5c+dk3759ZW5urqypqZFTpkxptCUxMVFmZGQ02tESjvB/q3FMfjyZJ2N/t1ZuPJ7T4vGtyXly7DPfyUF//Fp+siut8W/RXnyyK03G/m6tvO3NHXLgH76Ssb9bKx9ekSQraupscn9gj2xFV7t3eMdO/PDDD9xwww0EBwcDEBgYyKFDh1i8eDFZWVnU1tbSr1+/xvGXX3457u7uuLu7ExoaSk5ODlu3buXaa6/Fy0vFEq+66qqL7nP8+HH69evXWFf/tttu44033gCgpKSEJUuWkJKSghCCurqWG0x/9913rFmzpnG+oLq6mvT09E7XuLn00kvx91de1NChQ0lLSyM/P5+ZM2cSEhICwOLFi0lOTgZg6tSp3Hnnndx4440sWrSoU/fW9D5GRgfgJGBfejEzBzUt0qpvMPDihhT+vekkA0N8+PDnkxgU3naapC0YHhUAwPHsMpZMjuPaMVF2e+q4EC36VuLee+/loYce4qqrrmLTpk089dRTjccsratvDo8//jizZs1i9erVpKamMnPmzBbHSSlZtWoVgwYNsvgezXsFNO8TAJZ/ptdff52dO3fy1VdfMXbsWPbu3UtQUJDFNml6J97uLgwK92N/s7h+VkkV93+cxK7UQm4YG82frh6Gl5tjSNrQSD+2PjqLCH8PXJwdK4rerjVCCA8hxC4hxAEhxBEhxJ+M+/sJIXYKIU4KIZYLIdyM+92N708aj8c1u9Zjxv0nhBCXddWH6mpmz57NypUrKSgoAKCwsJCSkhKiolSe7XvvvdfuNWbMmMHnn39OVVUVZWVlfPnllxeNGTx4MKmpqZw6dQqAjz/+uPFY8/u9++67jft9fX0pK2taAn7ZZZfxyiuvNJZw3r9/v9mfMy4ujr179wI0zjG0xcSJE9m8eTMFBQXU1dWxcuXKxmOnTp1i4sSJPP3004SEhHD27Fmz7dBo/n979x9bV1nHcfz9gQF3Q6VjDhx0lToWYe12ezvBdSPicNj9ME7ilmGIaFwkCCKKYz+yFIsaiYE41MBMw5SJChmD6RiJDT+WqBMYQ8bYCsgQhA6QrrCxSBwdfP3jeTruRtv1tr295ZzvK2l2z7nn3PM8fbpvT59zzvcLUFtRxtYX97DlhddpXL+DmTf+le0v72XFgizXz88OmYDfaeyJI4ZcwIfeXcjdD5xnZlmgBpgpaQrwU2CFmZ0OvAEsjNsvBN6I61fE7ZA0AbgQqAJmAjdLGry0eQOoqqqK5cuXc+6555LNZrnqqqtobGxk/vz5TJ48+eC0T09qa2tZsGAB2WyWWbNmcdZZZ71vm0wmQ1NTE3PmzKG2tpaTTnrvz9rFixezbNkycrncIWfZ06dPp6Wl5eCF3IaGBjo6Opg0aRJVVVU0NDT0up+LFi1i5cqV5HI5du/efcTtx4wZQ2NjI3V1dUybNu2QKaSrr76aiRMnUl1dzdSpU8lms71uh3MAuYqR7Nt/gHm/eog/bH6RqeNGcc8V53BBzmtJF6KgfPqSRgB/A74F3At8zMwOSKoDGs2sXlJzfP2QpGHAq8BoYCmAmV0XP+vgdt0dz/Ppp4uPrevJm//r4IbmZ8hVlDHjzJN7nfkyjfqdTz+ekT8GnA7cBDwH7DGzzlPMVqDzGeJTgZcA4i+EvcCouP7hvI/N3yf/WJcAlwBUVFT0pnnOuRT4SOYYfji3utTN+MDrVdA3s3eAGkllwDrgjGI1yMyagCYIZ/rFOk6aNTc3s2TJkkPWVVZWsm7duhK1yDk3WAq68mFmeyRtBOqAMknD4tl+ObArbrYLGAu0xumdE4D2vPWd8vcpiJn1OylSmtXX11NfP7Suoxcyzeic67ve3L0zOp7hI2k4cD7wFLARmBc3+xrQ+ajn+rhMfP/B+LDAeuDCeHdPJTAe2FxogzOZDO3t7R4kEsTMaG9vJ5PJlLopziVeb870xwCr47z+UcAaM9sgqQW4Q9KPgceBVXH7VcBtknYCrxPu2MHMdkhaA7QAB4DL47RRQcrLy2ltbaWtra3QXd0QlslkKC/3uzCcK7aC7t4ZbF3dveOcc65nPd29M/SeHHDOOVc0HvSdcy5FPOg751yKDOk5fUltwL8L2OWjwJHzBSRPGvudxj5DOvudxj5D//r9cTMb3dUbQzroF0rSlu4uXiRZGvudxj5DOvudxj5D8frt0zvOOZciHvSdcy5Fkhb0m0rdgBJJY7/T2GdIZ7/T2GcoUr8TNafvnHOuZ0k703fOOdcDD/rOOZciiQn6kmbG2rs7JS0tdXuKQdJYSRsltcR6xVfG9SdKuk/Ss/HfkaVuazFIOlrS45I2xOUu6zQnhaQySWslPS3pKUl1aRhrSd+LP9/bJd0e63Qnbqwl/VrSa5K2563rcnwV/CL2f5uk2r4eNxFBP2YAvQmYBUwAvhJr8ibNAeD7ZjYBmAJcHvu5FHjAzMYDD8TlJLqSkNa7U3d1mpPi58CfzewMIEvoe6LHWtKpwHeAT5lZNXA0IVNvEsf6VkK98Hzdje8sQjr68YTKgiv7etBEBH3gbGCnmf3LzN4G7gDmlrhNA87MXjGzf8TX+whB4FRCX1fHzVYDXypNC4tHUjkwB7glLgs4D1gbN0lUvyWdAHyGmLLczN42sz2kYKwJKd+HxyJMI4BXSOBYm9lfCOnn83U3vnOB31rwMKGI1Zi+HDcpQf9gXd6oy/q7SSLpNCAHPAKcbGavxLdeBU4uUbOK6UZgMfBuXB5F93Wak6ASaAN+E6e0bpF0PAkfazPbBdwAvEgI9nsJ9bmTPNb5uhvfAYtxSQn6qSLpQ8BdwHfN7M3892KVskTdhyvpC8BrZvZYqdsyiIYBtcBKM8sB/+WwqZyEjvVIwlltJXAKcDzvnwJJhWKNb1KC/oDV3x3qJB1DCPi/N7O74+r/dP6pF/99rVTtK5JpwBclvUCYujuPMN9dFqcAIHlj3gq0mtkjcXkt4ZdA0sd6BvC8mbWZWQdwN2H8kzzW+bob3wGLcUkJ+o8C4+MV/mMJF37Wl7hNAy7OY68CnjKzn+W9lV+XOL9ecSKY2TIzKzez0whj+6CZXUT3dZo/8MzsVeAlSZ+Mqz5HKDWa6LEmTOtMkTQi/rx39juxY32Y7sZ3PXBxvItnCrA3bxqoMGaWiC9gNvBP4DlgeanbU6Q+nkP4c28bsDV+zSbMbz8APAvcD5xY6rYW8XvwWWBDfP0JYDOwE7gTOK7U7RvgvtYAW+J4/xEYmYaxBq4Fnga2A7cBxyVxrIHbCdctOgh/2S3sbnwBEe5QfA54knB3U5+O62kYnHMuRZIyveOcc64XPOg751yKeNB3zrkU8aDvnHMp4kHfOedSxIO+S7yYrfKy+PoUSWuPtE8/jlUjaXaxPt+5/vKg79KgDLgMwMxeNrN5R9i+P2oIz044NyT5ffou8SR1Zl19hvDQy5lmVi3p64QshscTUtbeABwLfBXYD8w2s9cljSM8GDMaeAv4ppk9LWk+8APgHUJisBmEh4eGEx6Rvw7YAPwSqAaOARrN7E/x2BcAJxASZ/3OzK4t8rfCOYYdeRPnPvCWAtVmVhOzk27Ie6+akK00QwjYS8wsJ2kFcDEhu2cTcKmZPSvp08DNhPw/1wD1ZrZLUpmZvS3pGsLTkt8GkPQTQtqIb0gqAzZLuj8e++x4/LeARyXda2ZbivmNcM6Dvku7jRZqE+yTtBe4J65/EpgUM5pOBe4MqWCAkBYAYBNwq6Q1hMRgXfk8IVncoricASri6/vMrB1A0t2ENBse9F1RedB3abc/7/W7ecvvEv5/HEXI5V5z+I5mdmk8858DPCZpchefL+DLZvbMISvDfofPrfpcqys6v5Dr0mAf8OG+7GihXsHzcf6+s1ZpNr4eZ2aPmNk1hIInY7s4VjNwRcwYiaRc3nvnx5qowwnXFjb1pY3OFcKDvku8OIWyKRagvr4PH3ERsFDSE8AO3ivFeb2kJ+Pn/h14gpACeIKkrZIWAD8iXMDdJmlHXO60mVAbYRtwl8/nu8Hgd+84VwLx7p2DF3ydGyx+pu+ccyniZ/rOOZcifqbvnHMp4kHfOedSxIO+c86liAd955xLEQ/6zjmXIv8HrnBh0hYtglUAAAAASUVORK5CYII=\n", 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" ] @@ -1294,7 +1335,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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vvx8TJ07E3LlzcdNNN2GXXXbB/vvvj8rKShx++OH4+OOPC7rmww8/jCFDhqCyshL33HNPzjzF0tJSXHLJJaitrUVNTQ3uuusu/POf/8TQoUMBAFOmTMH111+P6upq3HLLLTjzzDMxePBgDBgwAMOGDcP+++8fel7LsvCXv/wFAwcOxPHHH494PI4XX3wRTzzxBOrq6lBbW4vLLrtMR8neeeedaG5uRm1tLc4++2ycc845Hd7jwQcfjF122QWHHXYYLr30Uhx55JF62/jx42HbNvbee++CpNUghg0bhksuuQQHHHAA+vXrhwULFmD8+PF5jzn00EMxfPhw/SzDUFtbi169eqGurg6nnXYa7rnnHuyxxx4AgLvvvhtXXXUVKioqcO2113bKCiEi7dOnD/bee294noc//OEPqKurQ+/evfHaa6/lHPyDxwLA448/jqVLl6Kurg4nnHACrrnmGhx++OEFtycX+vTpg2effRa33nor+vTpg5tvvhnPPvus73mdccYZOPvss1FbW4v29nbccccdAIDdd98djzzyCH75y1+ipqYG06dPx/Tp05FIJJBMJjF58mTU1NSgtrYWa9aswY033ggAuOWWW/DYY4+hoqIC559/vm+yFESh/SbCtoMlCtVHIkTo4Tj00ENx6qmn4rzzztvWTQEgUyROP/10rFixYls3ZbvFhAkTcPrpp283v1mE7Q+xjneJECHCe++9h7lz5+Lpp5/e1k2JECHCFkQkh0aI0AHOOussHH744bj99tt9EY4RIkTo+ojk0AgRIkSI0GMRWYIRIkSIEKHHolM+QapPGCFChAgRInQlLF26NLSoQadIcMiQIZgzZ84Wa1SECBEiRIjwbWDMmDGh30dyaIQIESJE6LGISDBChAgRIvRYRCQYIUKECBF6LCISjBAhQoQIPRYRCUaIECFChB6LiAQjRIgQIUKPRUSCESJEiBChxyIiwQgRIkSI0GMRkWCECBEiROixiEgwQoQIESL0WEQkGCFChAgReiwiEowQIUKECD0WEQlGiBAhQoQei4gEI0SIECFCj0VEghEiRIgQocciIsEIESJEiNBjEZFghAgRIkTosYhIMEKECBEi9FhEJBghQoQIEXosIhKMECFChAg9FhEJRogQIUKEHouIBCNEiBAhQo9F1ybBefOARx8CXBcQYlu3JkKECBEidDHEtnUDNgt/fxJ4/gXghOPNd5YFwJL/t+zAZ4t9pm0w/48QIUKECD0KXZsEr/stcNll/u/IIrRsRnQCEB7gCbVdfdbWYx6SzEmiEXFGiBAhQldH1yZBywIqqiSZpdoAN602CMDLAJ4r/3ZigB0DYjG/BQgwUuT/PIQTJ/s7FzGSBRoRZ4QIESJs9+jaJEiwLKCoFHAzQLIVkqRg/u+6kszSScCCJEQnDjgOI6xOXC+MOMEI1MuEb6e25iPJMAk3QoQIESJsFXQPEiQ4MaCkQpJdJsk2CPPPcuRXmRSQygC2o0gxJv8uhHQ0SXWibSS9ahk2SJIe4HnZpOq7XuTnjBAhQoQtie5FgoAc/BPFQCwurUJuhdF2oQjHiUviE56UU4VnpFMnRDrd3HYBhoQLgSbOgB+Ty7Ye+5sTZ0d+zixrM7I6I0SI0PPQ/UiQYDtAcbm0+NLt6ktLkoSnyA6WshgtIJaQ8qjnSVmVLMks6fRbRJZVVyCBZkm0Hfk5Pbpg5OeMECFCj0LXJsH2dmDjRqB///DtlgXEiyThJVuNFUhk5qYlWToxGUSTblcBNHEgXgxAKELcDOl0W2BTfImb5efMJ9FGfs4IESJsv+jaJPjXvwDvvgv8+W752bIAkOQHGEvFktac58rB3BKGAC1L+hAdB0iUAhCS9Lx2SYZOXFqJgDzezUiy9NytJ51uC2wzP2dHqSiRnzNChAhbD12bBM//b+CYo81nIQC4kERI/9g22wYQU1YNVAqFK/92M/Ifh5uWhAjIc9lKEnXikvyEJ/dJK+nUUValHe8ZFs+37efsjEQbybURIkQoAF2bBIuKgKG7SmujvQWA8m0JD3A9SIIT2RYboHyFSWnteZ48JpaQCp+r/ISOIjOh8g7dNJP3yD9omX1cZSmiPdBQSxFwiIXqs3ICn+k7vb0bYIv5OT0/kXbaz9mBhBshQoQega5NggTbBkorgEwaSLWyDSxPUCiZk0eAJkpMAEwsIbdblpRFhZDbhJB+xXiZOpfyEbppSZLxomz/oFC+RE9ZlzQg21bAamKDtRdMyEd4ZKuPQNHB5zwE29WwRf2cniHOTfJz5pBwI0SI0OXQPUiQEIsDTiWQagfcFNsg5Nimg2Is5R9Mme/S7crys2UQjaNIUqgk+3Q7ECuSZBmLy+MyaZlaAQE46nsixFgcQFxd3jNyqxuIOo0VEHWaJSHS/xH4rP4fEarEJvs5w4KD6J8LIJODOAvwc3IJVx8TIUKEbYXuRYKAHFSKSgAvEcgTZDN8kjftmAp6sYzcqffxgPZmSXxFpZI0M0mgLQnEE/K4uCJF4UnrsL1FWqWxhJFS6XwxdQxJdZ2JOt2SA+bmECodl5dQg5+7GKFuVoBQwI+Z5ecMBBD5rhdCkmESrj4mQoQIWwLdjwQJoXmCCp4rScd2jGzpxIF4iZzpZ1JGtsyo6jNOXFmCkNvbmqW1F1NyaKJEplW4GWmFptrUMSqIxufrc+Qx8SJFyIGoUyLErRF1GhHqlofvmp3IJe2Un7Ojgu/MAo38nBEiFIzuS4KA7PjxIklGqTY2U1fb3JQcOOIlAIT87Hkm8tN2DLGRHxAwFqTwgPYmv28wFvfLpekkINpMqoXtZLeRCA/wS6e+hP1AYM/2gG1CqIBMvQghVF/FHHRAlNsBoW4tP2eYpAt0QJKRnzNCz0TXJsElC4H164C9R8OfEhEcvCwpU1qQ5GLZJh3Csk0ATEwRlecCGVcOKskWSWCJUmklppMwM3WVXuG5Ujol0iSyihfJf54rCTHZIttCfsUwQsspnSr/Y1dJ2O8stjqhBj93UULdEn7OrM+d9HPmk3C3xD1GiPAtomuTYP+BQIIFn2grz1EpCYAeMITqrE7cVD+xLMBLQ48omRRC4abZMk3w5xcCZrD0XEV0dF11TWqLHZfXJYnWspnkmYfASVYV6hpU3WZrS6ddFd2OUIOfO3l/W8PPicjPGaF7oGuTYHW1/BdMjRCuTIsAIK1ARyay2yx6M5MG0m0mgCWTVgEtCSmLZtKSWOJF8hyZJCNJJWFSIe54QhKvZSn/Xlr+XwdFWMxqo2OFPDaThiZk2OZvPWgK9j82kBI85dPUHE2DnS1TMvjIx4k1lHDzbeODaA+a8W/vhBqULrcUoW4Xfs5oYesIWx9dmwQJlBqRFQRjARBmcd1MGtrXZzsyqIVIK14syTPZIomvuFx+n2yBljaduDy/tvw8RaApea1EiZFAhTDBLtTpXdUOst7IRyiUP5LO46hybXbI4OMbAAM+M7qmUNaiZzNLlA8abKAF1GDLv1d/+67HrpWFAHECm0+4+n+5yDjsWts5ujShBj/nIdSw97bDewmTazvyc4ZZlgVYnxEiMHQPEgSgg2BiCbbKPLemqPMwCcZlq8+n2xTZJUxQSrwYKCqXllZKkasTl50/nVIWoC3J1ctIwrQdGWjjqCAZXZxbLejrFMljhAukVJ4ikWK8RLUr7S/m7Uu3CCMRhhjJw8JEnXqZgHQax2ZLp7nIOGt7YFvocVuJjLcq4W5jMu7OhFpIvdiO/JzRwtYRCkT3IUGCZQVWmQd8AydFZ7rKF+gwouJ1QGFJ4rMgybC43OQKZlTxbAquSZQYMsy0A8lm2Q5KriefHZFhJiW/L6YqNKqwd4aRYqxIbsukZDu45VhIp7SsrRt12hEZf1vIR8YFbRN6jpSbjAsgdx82kYwttk/otq1ExtsFoSKwPYRQqY35CNWylXoby95PtzFfwXeRvT3sGjkl2qjge1dD9yNBAq0yHyaRehloAoRQ24WxkHTRbEdZbG0A2phlljB+P8uWkaHxYpVAr6JLU23yvNqiU2SoE+8DuYYxFuBDpEgl1ywlmZLfk3yXnZGdumvUaZciY8H+l8/CVd/lIuOOrHCNrWz9dkTum5vO43s23xKh2jYA5r/XsivMI9ZWpepHkZ+zS6P7kiAALZHyPEHqFDEVJUorzJOlpq0xR0aOxtTxblpaUGnXdDLLMZ0j3S6PTZRKKbS4XPkE20w0Z0oYiy5eLNuWTkkSpSAc2wFiNvwl18hSJOlWFf/mxNaZzmNZ2KYJ+90RXY2MBdsndBsVIMdmkvHWIlxGsoWQe0GESp83kVBhmcIYQoT0GSJJ5Li+MOfsIX7ODz/8ED/5yU+wZMkSfOc738F9992HUaNGAQAee+wxXHLJJSgqKsK0adNwyCGHAAA+//xznHHGGXj99dfhOJ1YwSYHujQJNtx1FxLzP4R39VUo7d0bFl86yQcmk5AV6KblO2fbyupSifN2DL6XnSrG2DFpfQlX/qNllcjPSC94sll+1itXFAGWa1agIItOQEWsqtxCL2PKrjlxf1K9ZZlke5+vzzXWJqVbUCWcHI8h5xcULISiAPFu5wn7EfzY7si4EMIVeY4LStQhxxUUSc2fRaFkTGQTOEb3+bDrCM1l/rYUQKj8+gKARYQdPBeyjw+zNLemn7O1SZ6juGyTz5VKpXD88cdj0qRJ+J//+R/8+c9/xvHHH49PP/0Utm1j8uTJmDt3Lt5//3388pe/xMKFCwEAF154IW677bYtQoBAFydBZ9BAtC/9Esk1a6XRV1wEN51BvKwMTizOfnSov1X+oKuIzLKlJQhIywhCFd62DBkJIfelNQjpRfPUUk20ziAAk6so/LmF9AIKAQhFwrDY0kvqvHQOkm+DM10R6HCWxTqWql+KkFxHvV8QoV+GI5grmRMhHSLXxKQQFNzBcuyXj/i35rW31T1vd886jHw259qdwPYevJVlMeaZtOi5tmU+WOyaXI4NXs93kjxtIUvTtuBLsQr1cyqLtq1RGgdFJchkgD/+EfjiC2DSJGDXXXPci8KsWbOQyWQwadIkWJaFCy+8ELfccgteeeUVjB49GgMGDED//v1x+OGH44svvgAA/OMf/8CAAQOw33775T95J9ClSbD8uOOB447HN2+9ieVvvYNvVq3BhuUrUVxejj0OOQh1w3dDLJGAHUsYq8t2gIRt/HaAfxmleKl8MdIpSVCxOBArkd8l20yVGAhVXk2RZLzYv/4gX8mCdw4iNuEpqTYhv9dl2SxTTYZ8k8GC3PngpmXbNWkDgA3EmZXY2QFHBAYOL+CztGPq+cbCZ5mbQ8BB4s+9Y4GX+JauG3p4cIDKAa8L3nPo152YZBWMLUz8wBaYdIRYlhy5nmtOfgrZ3wr7mve1oGWZ51x8m+D/pwXG8xzCzqqb76aA1hRuurkEN/w+gbY24O9/B1avzh+2sGjRIowYMQIWe/4jRozAokWLcOSRR2L9+vVYsWIFPvjgAwwfPhxNTU24/vrrMXPmzI4b2Al0aRIk9Bs3HjXJJLwHH8bQg/ZH9ci9sPjV1zHzzr9i5cLFGHbEIRh53FEYuNcwFJeVyIeu5T8h/WskQZK0GC+SL1iGfHaODHoRwr/skpeRg1aqDbDaVXpEzKxkkWpTVqMwkiLJjemk/Gc7rDSbUMnvSXl922ELABfg/6McQzpPRpF5xgNEirXDKZwU+XZLWclBn6WbBjIqcCfLn7jpv22EHoLtebKTtU+YNRnY7lM6hW9T1jmyPocynt+iDrtuqOKz5ScikjeNBStUWxYs8NCqhoANG4D2dqC0NPd5mpubUVVV5fuuqqoKTU1NsG0bf/rTn/DDH/4QRUVFuPfee3H11Vfjl7/8JebPn49rr70WiUQCt956K/bcc8/Nup9uQYIA4BQV4Ts/PQ/Ny5Zj4R/vQP/x+2PMvX+AAPDZ2+/hw2eex0P//f+QaU9i/zN/jNE/OBoDhn8Hjg1oGdSFIgZb+u3IXxcvloO8zhVUxbPdlEyPsB2VHpFSEZyWWWqpqMyQmGWZ/8eLpARLhOdRagaRFFmVnolCpfPEEzJgJx95kR+RCJEsTZJ/qZ5p0JLrrKVo2TKQJ0bSMaVidPGo0wjhyGdt5Brgc4riV6AAACAASURBVJFIV9k/FEFpN/BeZ73nwe0FXoYjb7u3htUdjlxNv/QXTXj+5WK0twM//Wl+AgSA8vJyNDY2+r5rbGxERUUFAOCwww7DYYcdBgCYN28e5syZg9///vcYMmQI3njjDSxfvhznnXce3nnnnc27HyEKnoJhzJgxmDNnzmZd8NvCypmvYuEf/xd7/eKnqB23H2wnBuG5+ObzpZj33EwsmPEiVsxbiN0POxgjJh6NkccehfLqclO1xYjwxjKk1SUySWn92CqFwo4BiWLjK0y3M3+gY5LqydcXiwMZVdmFpE5XkSEFtwjPJLlDWYTa56jaRUTbmUAVIj/yfcbiAFTyfpi8uTnElTdhvxtEnXZnQtB/bkVC2J72F8Lsxu876B/0fcckyA6/Y8fTNUOlVN7mPL8VT/4Phe9mNhvC/59sZFKw4mVot8vQ3AzU1HR8zhdffBHnnnsuli9friXRwYMH489//jOOOuooc20h8N3vfhf/+7//i/79+2P06NFYtWoVkskkevXqhdbW1lyX8CEXf3UbSzCIAYcdgtoDx2HRXffg/etvxrhbb0Tv4XugdrddUbvrzvjeReejub4JC/89C/Nn/Bt/v3gK+g/bHaNOOBbjTjsJ5b0qYcXiACxVMUb5Dynyk5ZS8oQc5NuaTK5gUamRTcl6oxXsLRtIJRWpFqntLZKMikpNtRiyIgFTNNtzAVdJq4A8NpPyV6npCLYDJBxA0OoWKbnavR2T7bcd4/NLtRVOirkIwbYBKwGAnpdrrF9qD/3L6rfbmhAKOCYL3/YAH5gA2XksECvwOd/5O9WmrYy8ASxh33kF7hdGToDJEQS7V+Z/831HwWvsPbHhf1/oGpSaoQNalHICQBb459fJ856FESC1ORgpuxkQ+lrQ45lIp2DF4hCxItgxaVjAdWHFi4DSMhQDKC4u7PwTJkyA4zi44447cMEFF+Dee+8FABx66KG+/f76179i7733xqhRo5DJZNDW1obFixdj2bJlGDp06GbfZ7e1BDlaVqzEe5dfhbY1a3DQnbeirH8tLKqk4mYAx0HaFfj09Xcw/9kXMH/6C+i3y1Cc+sfforymD+LVvRFLJEy1F50e4RlLTb90lskVBOQ+6aQkNyemEmtZce+EsuQyKvqSCMFVZZ+cRLZfjQp3ey5Co8HsWPZgmI8QsiLLVEcMmwV3CnkGeO1TEIHrWP6oNN/pthCB6D9DBvPNvkYPQxhBbenvNMKsp835Tv0/HznqnMKQv33tVX0mmDfI3w/f/ahr+JLrRfZ59LGB9ulHYptj81lqBcJHfG4aoq0FlnCB4nJYCT+7ee0tsGJxWLEEUFK5SX3hgw8+wHnnnYfFixfrPMHRo0fr7evWrcOECRPw1ltvobKyEgDw6KOP4pJLLkFxcbEvf7Aj5OKvrk2Cn3wCLF8KjD8wYAWFz95XvfY63p1yNfruMwr7XnclEuVlMAM+pUrYEAJYuWgJ5j/3EuAJHPSTU/Hlex8g2dKKYYcdjLJefmfuloPFZonqM3WMoAXm61xCkqIICeuy1AoaodJjyABPPj2KLqVCAhQ+zVNGXEXCW8Lv192l028buaSzsMG0s99lTVwAH8mE5d9tzndA/t8+J0lhy5BYLkKziMgC5+dLTwHIytHLajsYGbJj9HjALsonvT4C5MQYnMDmhyE+AbS3QrQ3SyOhtFISXBB2XAb+tbcDIiVVqHjIftsZuqccunE9sGqVrOzikQ9OWRDB8kSwUDfhYBz32otY8uf78M/9JmCvi36OYeedBdu2jNTnubBEBgP3GoaBI0cAtoPGNWtQu/tuKKksxxMXX4GNq7/BvqeejDEnHoPS8jJT+oxe8EzalGKTjZJ/E0FQcEq8WG5Ls2o2sE2KBJVmI4kyFu/YB8hlWEASVkaRoyYrx1izYfAl5adlaohNBcHjkliRMNcj4uqMfBqEZYXUOqWo026WsN9peW8TvyNsirxnd7RfjgnZpmCLk1iAVC0LOu/NR0bUbn4tz09mvCyanijTcwpc06biGUwFgvCfl/bLsviUhsqP4ZMA/ZzodnMQoE8SzfPI6XyuC7RshHDTsOLFQGkl7JLyHEdZMjme8qJLSgCUdHit7R1d2xIEJKEkW5FtBSnisSzoEmG2rQf/lq9XY84VV2PN7PdwwB9uxoCDx8NyMyYNgRe0plqdwoNItqBp7QbMvHsa3nnkSQwYvgdOuP436L/bzrBLymAnis1MTNctVW3RaRWuWb0CMITkplU9U5jKNrTUkpeBrlBDq2V0NDumguB8hknnIx+l7TALLoe1Reei1TKoek0YwXFSpPvc3EAbai+d11XPgqzULRl1WmiAw3Yp73XCetqSyEVSQWtys0gszCoLIegsq4wTUJDkqF+wc/sqriiy8t1rgNg8dm4+Adf3APYuUGS2OgdfTFu/JsKMZbrIBuB7ZpzAfe4Qn9nobzb/rVJtEE0b5RElZUBJJayO6hAXlZkJahdF95RDOTxXkWFYQjLNvpBFAF+/+Q7enXwlSuv6Y/8/3IzKAbUqST5h8gIpAIWWIfJkdRYRS2DZgiWY/8xz+OajTzDu9B9i0Mg9sW7516jdczhKqqpUtGibSXPwXEMisMw6gkEJgwiDokQFYGRb1QESKiexIzLUaRieKhPnsjxJy38NvQBxDnIRnkkHgZCTg1igzFvY9V1OikS8nSAwTibkV6VzckK3bT2uZVtKMANJru80cllAgW1bQ977trGpJOZ7bmEkhc6TWGjb0DGZhcmJQTILEh21m5/P89i5KRqbn4+rTOz2g8cIkb0/vxc9CWaWodzIxihqO7t/agv/XYIWrWqYfqM9F2hthGhtBOwYrNJKoKQcViHvYKzI5Ex3cXR/EiTkIkMqi0Y+LFoJHgJesh1L7p2G+Xfcg11POwUjL70I8ZJiJUEmzOrybtpYh07MzAIVGW1YvgJfzX4PO+w4ALFEHHP+bwaKe/fGiIlHo++OAyUZ2krKo1qisYT8zk3JSi9ECm4aOvhGtx/Isngt25BhR6BllFyXrW6fgV4dw2KkywlL/4tlTyYyKUmKNtUuVest5rKKaKZLS9bwmTi33nPKeyFkIgBTZ5ENgrZtfuegr0f/TedknbyrdfiOSCr4/L9NEsvV3lAy88K36XZwMgvUyAwSHb/PMGILkgonOZv58ABjuWl5lKUq2exYur7vnlxFiHw/9XvwPkATUr3Nzb6fLBJkn9Xfgia1mTRE80a1SHgxrLJqoKikMOIDZHuKNr0u6PaInkOCALQkl2o1LxAN8JZlrBY3A+2Lsh20frMOc66+BqvffBtjr7kCQ479nhFDtPymjqVoTnoBnbhaV1BeL9XSjExTA9obm/DUVTdi5aKPsfdJP8B3zz0VFX16yUgry1IlzihfMGZkx1jclGiLFwMQptZoaACMpaJSGRnyn5YPeORr8zJ+a5CncQQHklALOw906DhFtuawiugaeqBSbSCZk/suC7UYvy3pdEtha5FYkPi3FIl11P5cZOYbyOn6IWQWti14Pd91cpAcJ0ybkZwVILkgudHfXLK0AyQWfG91Pq9tjgH8+2jFgiw/Imnms6fvfddnJEjt1tKoDUH3m2yDaFwHZNKwSsqBsqqsiM6OYclUrS4ufYahZ5EgQQi1/FHSkJWtflyygLhFpPxXq9+dg3cnX4nivjXY7+YbUb3LUHkeXzoE67geIyXKFaQX181ApNuRbG7Ge/+cgVfv+iv67TwEp/7xBqTTGZT264fikjJVsYZSJGwTeanbTdYr2ABDnbUAhFlAenD1/B2XOqwmIUcGFWjjzvWnaNhMPrUtQ7I0OSD/YaG/2ZaQT33n28pRp9uKxEKt2i0ALdt1QGa+ewghslCi62BCk0VuYSQnAtexc/zNyCNIcJqU2DFEYAgcq49hVh1XGfQzE+adtSzVb8LIEOxaZBG67PkEJ6WcBG11OdWmtiaIhrWAZcMqqwRKq1R+8yYgXqIUoe1skriF0DNJkMCruNgxQ4C27c/Hc+LyRXPT8FLt+Oj+hzHvj3djlx+dhFG/ugTxClUCjQbm4EwyC0weYQ6E+lWr8eGzL6Kipjd2PXA/vP3IP1BcUY69vn8Eeg/obwahLEe3ZSJH9QCjvhci90oPHZGI8KRFmkmpGqnKSiVr1/NMZGjweD6BoOWXyD9HBO5moFfloPYXii1Oih5btFgtp8WtTrlTNmFRW7oCiYXeN7fEclhtuUL7c5FZmHya7/pAOKFxuTIYYBL6N7teFlEFJUv4CS5Idpqc3NxWnX7HLISSop4sBtrkuX7CYxNjkARqqcllkPSoXew4oWXOeqBxLVBUJomvpFLlPRc8lPtB65t2U/IjdE8SfO01YM5s4KJJ5gXLF/TguUZmyBNJxdG6Zi3ev/5mfP3GWxhz5WTsdMJxUldncoROThdQFlIm+9ycNGkgTxSjvbkZXmsTNny1Ag+cPwmWE8OI447GvqeciB2G7giLCNvLmHvk1mYYaLX4MF+ansk6/n907kxKWr2WYxb5FUIF8KTlOcm6C7OifHKk6w9cAaCtcZJ/O9vxcpEiD/TxWcv5SCyXFR2QtWiikYvEtsXgkU+CDCM6oEAyyyFBFtwWIogQSw7ITWzcDxecZAUlRf43vc9ByZI+U1fnykUuq06nLtiQKktA8eDBV9qKY8TJCZHGF63oIFvuJBVFf8fIVwCC3B6pdilzNtcDZdWS+IorYDlOnne4ANiOdKF0FBnaTdA9SfCH/wVMfxb4epmp1ROcMQb9HjTzpMAUqs5i26o6C0JTAb555128c+lkFFVVYr/rr0KvPXaDXoXCc1UUVcIM9q5rokIBZhnRyy5Mm5REK9w01n61Cq9Pewzzn56B9qZmHHDmjzDurFPQd/BAWMFAmaKS/FGZOkUD5tloaZWREkWuch8cBb1Ylrw3Iixde1RZnGTd5ZM7fdZXxt9xbcdUxbHZ5KLTlhiH+s1tG/Cti9YBiX0b0mnOZxQktSCZef5t+STIsGhIYNPa3qH/jdoZaEeQkPK1oSPJMjgp8U1QLNOvOcHlteqYX04TGJEeq9WrU6r4+d1swuOEyF0EPveFZyZsliJnwfZVbRFKLhXtzUD9aqnQlPeSEZ1FZbBsNgZw10wnJvYAJPltqmzaRdE9SbC5WS5aVdc39z5cmw92ACqD5sTld3pNQZWQ7mbYmn5xeMLGxw88hA9/dwt2PuWHGPWri5EoK/FLkE48YEFlJBnCNjNCKppNPkuXFtoVvvOs/uxLzJ/xIhbMeBGrl3yMoydPwr4nH4/S6krYNHuLF+VfUUIIkzxPndlW0gkf5HU6hhsYDFinixX5/Z2cEC3LH3gSSljwD565Oiz5WnhSsf4tO7DEtqR8Sr8fSadANinmOzbsfoNklk+CDCOzLWmB+gguD8lpEuFtCJEoC71OQQEoActOP9OA9RUWdJKP7DRJMiLzTQBh3u1QwlP70HlcF9rK0xHcATK0Hfmqe648hnzsAOC6shd4LkRrA7BBLcJHxBcvlhYff048VqCz6EYpD51F9yRBDjcjUyNyWQY6tB/yRdTfWaaz0wBPxEcFpZWfUKYCOGjb2ID3r/sdVs58BWOuvRpDT/ovWHwfmpXFVA4dLEl2OupTSaZUiNuyTaqBo2aFOvJUdvzmDfVY9NIszH/uZbTV1+PIS3+OXQ/YF7YjO71VVJa/gLb2iyqrl/IVLfU3RYrqTstm1txyLRR8IOqIxIi4yN/Kz0HkRaXfOostRYpcQSArkROV2ZGRB5BNZpzkQohuSyGf9ZYrwTsnyXXQrrySpbomP2eQ6MImMp216rSyIeAL3PJJmSR7soCV4MQvi/BsY7EF5fdQCzBm7okHyehqUfI7YdlAOgXRtAGo/wYoKoVV3gsorZClyqj6jPBUf2VyMidB7ZrpwAq01Rqnm9KHugm6PwkCauZO6/4FbovkOi39UZFpRYKumqXx/enF44vZ6sopLtZ8MB/vTL4S8bJy7HfL79B7z+Fyf1oWia/uHksAsKVvzbIkwdIqDoAKPImpRPS0CdIRHlumSXbuTHsbPn39LXzyn7fRd+fB2O+UE2HHHLQ2NCFRVYl4cWluSyxXjVENJq1wX4m27lzj5+DPKiil0pqClIPoFBh1Rr+hDkCyAWGpGTSbsW+qPKlJkaWbBIMf5I4Bq40GIdrHMlYDPWN6r3SgzVYYcIL+NyGyCacj/1uYlV3IdfMGoFjmvLlky7D7yGfV0TmCVh1XInwkpu7btv3vI3db5CI8Ij19X+odAUzxCC6LkqzvxPzWIZ2XJm0C8lxCQNg20N4iozmbN8ranOW9gJIKWPp9Uc+ET0R9JKjaUCj5deOUh86iZ5AgQZNhG3tp1AsmoF4INbDqmR2TBNNJ408C61wAdEFqRZ5eOolPHn4CH97yR+z0Xydg1G8mo6haFdj2RaU6xgqlNjlx5ofkKRKO6WS8/XoANoOgEAKrlnyMVGs7Bo/eC5Zl4cv3PsSG5SuxxyEHobxvTcA/Y5l2ZFLmfjJK7tPrJpLUySI7aXAH5HPjq2PoRHvuEwnMtp2YisItMCDG81hADphfMjjzVvdAMionrw5D+wEf8QGGLGxGZh1JkJsjnfJzaGLIY8kB2cQWlCs7K5fmkyxzBqCESJah5/X8ZMdlUJ8152SfL6hIcMuQT4qI+HiQSUeEB5gxIDTIyvZvJ3LjubXB4wIWoACA1iaI+m+A9magvDes8mqguEz6+HV/yvj7Fu87RIJMGeqY/NBxAF0PQ88iQQL53Hx5gqrT0eBO8gXvCHpm5xoN3XMloZEfTV5Ay3ft6zfg/RtuwYqXX8U+V1yGnU/5oZzd+WaIasZMx4ZBz/Dgf+npeyKpMN+Q5yHVVI94zIYQAktm/gfvPzUD/XYdihFHH47a7+yuZpxslkyVamJxed4MS96Pq9JuJCdmqMoNS5fwPCP1OjHjT80ahDz/wFZohChZOlrSzJhBUqjnGOYb4VIjWXmF+NW4paiDYxy/hVeIPEjWAk/Y5xV3gHCSy7Koclhym4ItEYCS89w5iK4Qqy54Dv7O+OTEgG+fJjwdEV4WaVG5PTArT7VRl+PLBLZbRkXRBRhiZlwhmdOOyf83bwQa1sj+VNFHVWwphQVhxg/9LqtzkM/P432FS5+0XxABQnTiRj2KoNEzSZBA1l0mJV9A6lhO3HQKktiCsz8NZkWBWxF+rP1gHt6ZMhVOIo79bpiKPnsOMy+6ZERof1w8IVd4yCShpTXe2T0324qEJduZ7yVX1XKEEPBcFw2r1+DFP/wJH816E8O/dyhGHHMEdjlgDByHBlSykj1J+rYD7aMLBvpQm9y0akvc+D2JUB3HRJTy38Bzc1S9scy96DlCiATJ75cGbttRhExkShaZmz2Q8XSQQlEIKer2hFht9MyC0AFbjr9dmzNrD1qPuQJQCpUsc51/U626rPMwGZP8zsFJGv+9CiU8mjxywiPrSk9klETKJyuA3/rXhMy30Sonru4Dwo4BmaRMY2hYJ7dX9pFSZ7xIxguQ+sQtSpJKuQXok0Ed0+5QMgyQn2VL6TNfpHYPRvclwUxGvVDMVxIWYs87XodgM2IumxJ8HY1WnijSs3zPdfHpgw/jgxtuwpBjj8boyy5GUa9e0LNRPpsjCwGCrSKhrC9uuVLn4S99vgoP3AoG9TcXX7z3AZ7//Z1YOvt9DD/qcIz4/lEY/r1DUVpVbshDPwPeOW2/FZpFiFD3QTPujBnUBWsTD+03jTXWLz0TyzapF7k6tfA6LubNB7IsyasD3x21iRObz/8U6Do5LaiAJbWp0mneABSSLK3wdnTGB+gjOmX9hFl1Wo7McW7qd1rGzCNlBmu8dobwgMC+IcXgyR3CJ0j8uYcRJ9/Gz207ELYj195rXAc0rZNjQIUiPicuF6KlYynegPoOBb3ReS2wv21o9chyoH3WocEwDImSwv3uPRTdkgTF668A6zcAhx3CBiVFYMqHZYXJXxSQQhGh1EkpdYGCOnilFMuWHSDVbjo9d+LTbI9ZQO0bNmDutb/FshnPY5/f/Aq7nPQDWPGEOR/53Txl4fFBVfsoibwpjQL+/Szbv5J9EJ4rfaN8tu65SKUyWPLqm3jjvofx6X/ewuAxo7HXxKMwYuLR2GHwQCUhA6DUjg6jQ4NtY3IVl1DzWRwkuRIx8ONzDX78Pn3FvOPh/hBN3nwwZFIpYCYpufxvXK4Esom2M/JpTumUlAP1TEOLNndSsgy7rs/ftglWnT5fHikzZCmzbBm0QMKjd4Jb5kErj/sG9XNVZKOJTVmC+l3IwDcxAszvIQTgxGREZ2uDIr4NcrX1yj4ygZ3UE7YuqT4nSZzaIlTtCrMAtSTqGms0Hwn2kGovWwLdkgThuhBrVgCWB9HeArS3AO3NEO2t8u90Eigul9FXpRUy/LhE/h/F5fK9SbcbSc1VLz0tkgsEKqUEilwHg0hodmlZyiqRoc7r5n6Idy69DJZtYf+bfos+w3c3BEtLKnG/GkmLXELl/qIwvwAv4B2EWvpJyq6qAzH/QjqVwZJX/oN5zzyPBc/PRGnvaow67igcdM5p6D1oACw+U9fWNHPO81k9DcSeeiYUvEJtjhd1PGPlVib5IbVfxzWDay4ZjK99GCTMoP8NMLNvrhrQOflai4WgI/mUE20uyTKYckEDfFjZuoLaw3103BojgmJWXUdkGiZlZpUPC7wPvuM7S3gisH+IlcclaR/pWew3ZH446ueWxVJlmPuBCMqJQQgBNG+EaFgHtDbIotQVNUBZJSzLkvvSO6KrRVmmJjHFHhCxkU+Q3ze9z/R+FyKDWnb+YhkRstA9SZAgRHZ1FADC82REVnsbRKpNhie3tQBtzUBbkySh0kpY/XeC1atWrWBuySVEIGQ9Pir+LDwTwUkvOb3I8WLj//LcQHqEpWeRnz7+d8y9/kYMPvb72PuKy1BUUW7IjgY4GsBpxui5UvZ0YuEDSC7woBoAfn+m3sl0OAjAicNz4vhqzoeY/+zzmD/9BXjpFH78xxux05hRQLwI8bIKQ3IUHUp5fHrAUoSnB0Ghws3ZAE9LVBXihyIrTwczcYmYk0fWQ2CzZjX40Eogea0aTmRq4KWBvaMFiOn4oGWkJw782avJhW5PCAEVIp2GRXVyydZn1eWwxkLvQcAnY9Lz5jKoxchucwmPjgmz8sImJLSdB0xpa5CCWRjpKYvOZwmS6iM8rR6JTBpoWi8tvvZWoKK3tPhKKmFBES0vvu+ycoLULpr8AX4idNPs7xBrkP8/lwVIq8VE1l+n0L1JkJCDDAGwl82TEy7Lkfsm2yQxJlthlZQC5b0gvv4C4usvYdXtDKvfjtLiTLbJ6uwlFXJdLup8NMhbtrTE9KxUGOsLAEWXJesb8cHNt2Pps89h7ysmY9czTleJ9inTKcgXkCWTcskxOFiGWId0DA0gNNh4GRXAEjMdNFYkv6eEfbXO4fplyzF/+vNYvXARxvzXseg9aABWLPkMg/bZG713HCSvy4tvx4qYtRMygGbJvo6ZROQMLGHWUta92TA+H/VseFUQHlxB5MYLGRRi4fkkS7JGBEwajbou90PnCkCh2f6mRJ/SgMsXE/Y9DkaohVh1/LxBGdMnZdrhhOU7x6YQXvC5MvKgVISgD5pb2Zr0YiZtSe/Dni3tQy6NgCUo7JhabX29DGxxU0BljbT4isulf09P9hixUWlF22GfyQ/ISBcwx1swJKoDYGzTVo+RnXYHKBLsqDpUhLzoGSRIEEJFgzL5j/vXSI7jUhGvSuKmIcgKaGmE8FxYxaXy1F9/CbHqczmAllXC6lMHq6ovUFwCI1OUSh+Br+OqFQtsC/AE1i9YhHd+czVExsX+N05FzagRsu0+p7eS6XhHoNJluYI5clbOCVhFvqR4NfN0HCBWLAdpFVDDCwW0NTZg5bwF2GFQf6xYsBiz7n0YA0fuhb0mHo3B+4yGTRGlgF/25AEd+nl4AHIQtyYOsjCIRJhfVxNC2khSwRzELOmOTSwsmPeCfMH8uI4CUHyTEEV+2kKKmXYUREAB+VSX1WLWkS+6UxET93HTv3y1Tn3PgyYmjKyyglVyvGPayuXk1QHh0XHcus5l5XWG9ML8qbmsPfZ8hO0Abc0QjWuBxnXympV9pcWXKJWF6ykym94NOg+1QXj+KGl6J2nSwImQnhkvgUb7cPLT7xP1T3V8vCR3n49QEHoWCRJ8ZGizgco2HZfy44IJtnp/qPJpMVDagKBBpLUZorVRSqvJNqC0HFbfQUCiGKKlEWLdSmnllZQrX2QlEE/IoS0WhxAWPnvyH5h73Y0Y9L3DsPfk/4fimhozGFD0I/ezERHkW01eCHlcus3/PZdXuB8lS1a1WBvU8wikSnipdohkK76cMw//nHId1i9bgb2OORIjvn8khh12EOJx9Uy55RcMMNGlq5TVHGbpOTEmgeaR3ajOq6eCD+h3zRWezwfGXNCDcsCqC20Df394IAbzW3ErL8tXx61lde9yR3V9Tm75LEW6L+U7074mTqLseRaS7O4FiKsgwstj5XF/XvB5BK244KRC/3aBtAZ6NjyvlRd5d2IQsICWeilzNq6X6QuVNUBljeyXbpD4bKOOULAVYNpHREvPxYkrSy8NQD1jWlHGjhnr0yYplPnKLSA7IlRIvx9dN8JmoWeSIEF4/jxBevH0grrUQR3z8rFEeD/4YCFM52ADtEglAVf5Fz0PaN4Ib90qYONq6WPoOwD2gF2B4lKI1makG5vwwV3TsPTZ5zFqyq+w22k/gm0JQ8aWzdrDSCVfMAzdd6pNdjjAkKDtAJQPKVTHg5Iq40UmqMSy1aVCyInuX6Fp3QbM/vu/MG/6v7Fs7nzs+t1xOODMH2HPIyYgURTPSiMJb68wxb550A35MwWbQQeDMOgZUH1Piv4lq4b8oUGrynf+gMQYjDjsyI8WvBdfkn/QJ6ieI1lsOSMnrC1RXQAAIABJREFU1e/uW9mCiIGkc+4HZD5ZImsipI4CbLKCUFi/yEd4gLm+z6LN40fNeV9cvrRy7BfiE9UyMQW1KOLzXKBpo7T4mjfKCWllX5nOEItlV0Ui4sowAuXfUfvICqRn6nlGkSAihgVdjYmUDB/5qXfQ5wdUJBhVe9ni6J4kKASQTJpllLQznyQr9rf2LeUgNm1tsYGWOgBgBlYt71lmQKeOGWcJ4iRzpdrMZ8uGcGLSh9bWDJFqh5UokpbjmuVY/5+ZeO8vf0cm42K/S36KvmPGSKd8STkQl7NBs5YhQ0cdxk1LS5Vm0rpgAIxvInSQpscTkCHDLDZCLI6WxhYsfvFVzJv+HBb/eyZ22m8fHP3rC7HTPiNhJ4pgkUWZz/rQ/lTLzJL5wE9Snq92pWpLVkCQ+ruQZZF8gThqkOOWVBghAIyEAladtnod00ZONlyC7KhdJCe6GUBk/O+BJhwW+BN2X5xM+Mro9PsXRHhMVuX+SU7OdqANeaNmA76/oLUX9JlSe4n4eMCLE4fIpIDGddLia22UKQyVNbIv2Y4/yIrKAdJvTlHb1Ed40AtZcG7QF+jKYwSMJWnZgMfyAcknSGOSTwplJBhVe9lq6J4kePFFwL+eBhbNY19aZuCxcvxNKQPClX4kCDPLi6tC1+QTCOYKZigIRHUKkix58AqlWFAl+ExKWqJ6hQjWAWPKl5BOQrgZCFj44okn8f4Nt2LA+DHY+yenoKjYBlqbZCfpUwerdy2sClmNwty2BSvBpBPuv+JRijmJTg2iAkbCoe9J1uR+PpIfyUcCB4BrrE7VJjfj4rO352DejBfx8SuvY+SxR+KQn50DJ5FAoqoaseLS3GSoa4emjLSXKziGiFoHqHh+2Q4wAzH9RnySEwayMHS6BUUcKkIMC0whi66QAt/5yESTK1MltCzL/HZBv1gYuQDhFp7vGmBEwgON2HMLi5bNda/6GCaH5goA4hZzMHUhTAbV+5h6tiLVJomvYR2QoojOvkBZL3kZvQoMWXxkzaWYT5kqHylfsyZI8v1BTjbpvaB2ErGTHJrJmPtzMzDVYZSEqqtABfpiPhdHhM1G9yTBN94A3nkT+J8Lcu8T5oeiv8lnKDyVrwe2qkPC/8ITITpqcKEZebzIHMsHTHlx/6DC8wu5o51WWrAcUF5iqrUNH95yB774+/9h5ORLsfu5Z0v/YluTLMjb2ihTPmwHVlWNLMqrBgvRsEGlgCSkFVlaIQv22uyeeUh6LGFmsYDpzBRB6rMULVNXVPstFVFZzG+STpp7V4O9cDNYveQTzH/uJbQ1NGKvYw7HDkMHY92yVajZeSdU1PRhBOZp69lYoa5sAkV1EnnoGX3cL7cG0xS0/5NZZCRn6VQYRkyhvjoFOwbEYoClBtNgoeUwX2Au+TEYvEPvjtyJWXlMJsw7cWDvK5+c0TnCSIuepU43IF+iImF+P6GWpoeshZN5m7P8oYzQhJDnJHLiywjxaFgiKvLvtTUp/946uU9ljbT4SqtgUQUmXu/Wjst74YQYS6h+l5Z9j95v6q+cDLUVqJ4F5cFyK5BHj2aRX8a8nzQJ8SLp89tC9yRBgqd8X3zpIh+4NQgjj/qCEEgyY0Epnuv3ZQUHGNsx56Awfx25mJFyng6yIWks5Jis5G4j92386BO8M2Uq0s3N2P+Gqdhh7D6hhC5gyRkw/zmFBzTVQ2z4GmLjN/I+SytglVTCqukPlJYDQlpSlmWZ8Gu6R5otW5acpQoAmXa/j5EGCOrQGTWp0NFyGUPwZD2ppZia1q7D0jkfoKS6Cv133xWLX34NLRvrsdvB49F/2HfkYqLBgBJ6rq4ridhJwLfiBQ14uaw8LkXm9NXB/A6+lAPuowoMpL7o0gCpUY6kJh4BeMJ854vIDBBmlp9OBbz4Vs1gxB304dFkjwe2ZPkUWTvJUg5WRcoq6yZCSI9Zn2FBQLlSF/izpYkhtwjVbykggJYGQ3yWDVQp4iuuMGt6UsQmvQeAej9S5ns7Dl/FJtqXZFHATLb4PkSOQkmkZKHqIhdpv+JDUiv1F0qjcDMsVzaSPr8NdG8SJPgCKwLgoddccgqSnh7gA74lfQ4bukSZJ4zPgLYniv3RXJ7LkspV5/A8IGd6APNhqTYLN4Mv//Uc5lx3I+oOnYB9rrkKJX375n4GYYUD9LY0RFsz0LgeItkGu9+OgJuBt24V7P5DgFgCorkBcGKwyqqktQNLzqwpTwnIjrrlgSZ6ghF4tbhlFIhKTLe3o2HZUlT0qsLHr72JNx96An0GD8aIow/DruP3hZNI+H8vwO+PiRepZ+v6B0K9v4DP8tI5hgG/Hg3oHBQFmLWCAQ3aJKnFzWDISYkPglqy9Uz7nABp5fpd85G3ZYUQVY5zaF9aMAgonl17lY6jykk8WIxPgoKkly91IdT/509h0DKn5wJNG1SpsvVAosREdCZKsomP7sGyTAk+Xp2JS9y2w4iOpH1GhlkSKFM7wnyBPiKMGSVCS6CBSWU+KT7CFkfPIEGCELLGp8uiDLnU5fMT0WAFNsBBaf6OkS5pJkn7yYMDFmVHUG2xLCXNWICgAY21kxMzk5ZSDQ2Yd9td+Oxv/8Soyy7F7j85B3Yshw9BCBUZmvZ/zwMLlGUqAFACvWhvgVVUCngZeCs/B9YsA8p7wRq0G6yqGsBzIRo3yvGuuFTmRGp/HFnazOq1LGO9WFAThTwDgBAQmSTc1hY0frMWs/78AN584HF85/BDsNexR2LPIw9FWa8qI1cGq7BoQgsGQHE5MCCbhj27oHUe9DfqFA+yDgMTm0IiMcOsPP7c9H4esiy8IBlrS4sCbmDIBgJw1Tno+7D3jFuKfKFYkqZ5MWrhBQjOAWBrBUO+ayGkHJRCddCJ8f/5KrY0b5RlDxXxWfEiaD889W++kglFcZKPTltvGVNoPZZglqBKzSE53M2Yik3k73P557T8jhMqKUC60hOMFaglUCXnx4v9qkE3QjKZxEEHHYQlS5bg6aefxqGHHrqtm+RDzyJBAvm/fHmCliFEHk6tv2OyEcGyAIvIxssx+KoBWG8Le6yWOR8RBaVXeNS5qPSSx6QpIi75uf7jT/HO5dcgWd+A/X//O/Qbf0DuZ+C5Mnme+3YoMVeHc5MMxu8H2iIVmQyQbIVItsoQ8+IyaVF+/YUsHFBWCWvH78Aqq4JoaZSkWFohZ+o8qINb1h1FwWkiSsFNp7F07gLM/N97sfjFmRg0egRGHHMERnz/CPQbOjj3vXOi4tY+DbyF1OL0XGNR0G+muwzJlorQtOXJiMmy8lenyWnhcb+lFe5jDJ6HqxlEMEGpPxiNqe/TYwQStDJzWHH0bGjFEwJdh+5ZEx+lI7DJCKkd6aQKbFkr/dnlvVREZx9ZvlATH0VrJgzxkV+a+9d5TV+y8IK+e7IEASZ5JqDTGrR1rz5TkX0vjPzUb5LJGCuQJGI33SMKXS9cuBBjxoxBMpnEGWecgYceemhbN8mHnkmCBOGp0l5JmMR4z0hyvtQJNmjkAs2UqY6gEzPr8HG/UEqtKk+DBg0iXC7L5ZPSicxqM5fVAAghsPSZ5/DeNTei/0Hjsc91U1FaWxveXl5Am1eKCa0qAzbIq3aQFZIoNrPlVJu02iDkaZKt0oosLgMsC96KT4Fvlsr9y6ph9emv6i+WG18mAMuJq2IEjCR5mTWXWRYA3IyLj9+Yjbn/Nx0LnnsJxZUVGDHxaIyYeDSGjtsPjuOYaFwqqcYtuLDAE6opaiu/ZTBYJWidUfBL0Peo5daAL1A/S9tvVYb58IJpCb5AHfbPtw/kNUkS9Z0r4Kf05fGxawDZllvQBxomoWrS4X69YICYeo9icd9kQLS3mFSGVJskPJ7KwCcgwYlL0BokvyygCDHwPVUz8rzs7wATDMMXlbbtwGozniE/2kaRum7K/LY+K5D1m24O13Vxxhln4IMPPsDjjz+OUaNGbesm+dBzSJAHvegcQYry8/ydmKDTKGgQVPJdLM6IS7CEe/Wy03mp81sW+OoRAJRPkK1ITwMoi3TTASWu659dkgUA+O+HId3Sgnm33YVPH/87Rkz6Ob5z7tmwi4qgyYS3kUt6ZBnxyhg6HSQmJw0U1cYnCRYLBHHTimwcM6iS1JhOQtA121sgWptMZGsmA6ukBFbNQEmKAESyDWhcLwe/0koZwENBAzRZ4ZGoqtj38g8XYP705zH/meexYfkK7Hn0ERhx3DEY9r1DUVJaYiJh+SK/Wv5zmcUUfCfIWgmxmuh3pcGeWyZZ5MFkxqxr2MafFiS/sHeazkPX1L+puidfkI3jJyZfKoaKyKT0CQA68pbX7CQJj6clcB+rL/WB1Aov+11QbRfkb0+2yeT1tmZJfFV95eoMOuKXP1dOfEYdyHrm9H3W6izqfaH6uJZt/JuOowKrPD8ZAv7PWeRHfTNmJrkUYcqtQCp8342tv66E7kmCt/8BeGY6MP0p0zEBRmo2+5t9BwG99hwNQtqBrkgMwu+w5wEA6aTcpqMTaVClsHQA2lcRMxIkBatwf4I+N+XfpU1lG+pwvE08dJ9ZNvWffo53r7gWbWvWYv/fXo3acfupZtj+AVHnSbYb64YiOPVyUmoWbTvQ+XHxYkPWPNCDCBCWfB487YPOrUmMTUgsG0J4MokfkLNlABAeROMGYM1yiOZ6IB6HVSJJUS+JVVIO2A4sClRQS1ptWL4C8599AQumP4/P33wXQ/bbByOPOwb7nPh9VPauMpKljsqkQBfH/EZuWv6ONKkR8O/Pg3O4f1WvMAJzjVwWHvmdfOsmCnYdZjUIRir5JNFcOYccJP3nymHU9xEibwZTUOh6vv3Zs1UWpV6Dr0FFdJaUyxqdqhavpZdC8qSUCGRb2Nyy1OtEBvoxSZs00dQWHY8QTRqXg5NQlmDSTOwoqIwkbJ8/0JETQyJ3Ikn621bvR4ZHfUbktz2he5LgA9OAZ6cDD96f44Vjvjor5G/ADEYxWiswwzqV+o4IkQdK0KDpuSZXUJ+T0iOUT0/7ZDgxKJmEJ+fqoATbR3D+WyJSI5I3fi8B4KunnsJ7l09Fv/3GYsxVl6G0tp//WQDZgyMf7G01OwaMH4e2J4rNYEFRuNRW/szDZFaSHXNVixFCSdZyoqDPoNJfRFMD0LDW1GrNpOUyWP12hFUzQJ6TJjWJEiSbm7Hk5VmY/9zLWPjvmajYoS8Ou/C/Mfr4o1FSUS6tzHy5Wb50GNdMSkiapsLT/B4ty+zjuciZv8jvWdc8pXeF7p5L05Yh7HySqY7GdM27nhUA5vnPwbcFUxf4e0jn1e+LIj2H+eAUmQs3LX8jUhKoBFlRKazicrkfSfTka6VnyCNNg3m0jsrzyzBrMJYw7ysVViBSI0uNF3Vnubg6P5QmdyTZBoNhuCRK7XUSLLAnZizLqND1dovuSYIEN6MsilxRmkHyE2Yw00ENwX3VdgF/UADg95GoQwCYFR744ERyDGAknVx+QCDb+rBsI1VZ6mIdVJZIt7Rg/u//gE8efBh7/fK/MewnZ8GOsyAFbqXQ84OArw5l8PmFRWH6IjBJmuM+I0XW2ppRf8eKcs+Uw9JcfJG9koyE6yp5tVFKrRZgVUifo/j6C4j1q2SB5NJKeIkSfPnRV1j46juY/+Is9BpQi+OnXoa6YbvBihcjVlpmCCHYFh1okkaWdaTXUYTfMteyNSMyixGitugZsfCFV7m/kUe7BhP/s4iSBZzkIt1cwSxEmJqEVH/hgTa8UgyX221H5qkmm6XF17RBTlDIv0f+Nx34w54hl6l5bi29U7EYTJJ7xh/kQu9gJmUsvKxFqh2T1kNWq7YE06oghGMsv0yKkZ/6zYko6Vie/0p+32BqVITtDt2bBAkkOQbTAgDokG/ALy9ZJG2Rz4lZe0QKYaRF/hjucyHoWTbzGwatJZrt8gEtK0WC+YHI8tTRlbEOZ50Nn32Od389Ba0rVmC/316F/geO11JkloVA92E7kFVQcvixcoJJYXRfWb7TgNWYr1KGS77UgDUdhA7mUAO/58pIQyWhieYGGWbf2gShfJLrVq3Fgvc/wYoVG7DH9w7HqOOOxtrPv0R53xpU7zjYRLSGBa0AfiLRVkogN49HfVJkYdYjY6TDq7DocnHqPea+NSIjWNBJ2RYAT5jfy7f+n6W20XH8mcXYe0ZBNySlCn87Y9kWrUi1y8CW9hYZEVxWpSx9W8qc5A/TwTieuVcB+AJ06HoOq0YUJEU9kXCMtQYYH7XwsiVPqKA44RrCJUuSrFgf+cXls/fU/jQmkLuC9iMFpyNFIcJ2g55BggROhjpohQ3O5LPQcg+Tt4JyJOn73MlOVhNPfO4oV1DLV4wUaOZNjn2dIqECEih/UQdbhFyng9BrIQSWPfscZk+5En33GYWxV16GsoEDDHEHIwSDbQagA2gopYFFh2qZk6yDoH8oeL6w52THFCHYbDBW++nfTx1PUb1kCZBVrqU8SliHCtxRgUzxhJbsRKpdVh5paUDr6lX4bPYHiPXuh6EHjccns17H+nlzMXSvnbHj6JGwSithlVbK6jollbDiCf5wjWRKErcmfvb7BYNNvLSxMvg7QbKnnkC5ksDAnoUdV/eSI9qQW65hZdOCQTP0XvFKLcGJmLoXQRZnqg2ieSPQ2iBLlFXWyJQGrXRkTGCVdgXYsu26uhDJwK4hFd+EDPJYWsKL+h+3yOn3BvyBLGR50pqYQRmU+7995KfuP8bkVfrddFlAx/jsKao5QpdAzyJBAk+NIEc6yZuAmfGyChVZi4XmAidX8onwaDwK09fBOmqQ1xGoTDoLPT8PkGDyba79gxKjDpSQx2SamzH/j3fi4wcexZ4/Px/Dzj8bToIV+Raeeg4UINAOLXvyUHfylZK/haJDSVp2VGQsDSg02OhgBtUm10VO+ZpkYCrrRb9lJmkGaCJbHTRkGclN16OMGWteV/bJHbTiZjLY+OUXKK+uwOdvzcYrd/8VvXpXYq9xI7Hbnjsh4anr8wCd4jJYRSVAUalck46eP020YnkIi+e+heVScjLQhQACvxWffJCVqKXamLm29u3R+80JktqbXTFGCCElZ0pcjydkRGexlJAteieIDOh3Iek3zKeu3yWWmiI8Q4xZMjpZiipgJZ4AXI/53dWzstnkx46pYvhEnuodjMWUzz5lniFNSnSaBEUUJ0L8gSIqdN1F0TNJkCCEfLFpwAbMoBMmZ3Ifog50CEbA0aAE6ORztgq7uS7LWaPEdNs2s0+a8fOUBIoSpUABOldH/sQsUHCEkccal36F2ZOvQNPSr7Dfjdeibvy+Ru7SEaue30+joi/1IEXPivLEaCCKFxn5j55dUFoDDDlRuwTgq0nqaz+3VAODNpGEcI0sSRZFaGkxFtkYTzBiDkD9bm5bC+q//gYz774fbz3wOHafMB4jjjoUex40FhXlCaCtRedHor1Z/s7F5bJ4QK9amRdZXAIavC2eDxlMn/C9i8wnyN9XmtS4mRB51TKkk2spJZqY8HSHoH/Pc2Vqi+fJ+2raIPcvq5KpDMXlhui5z9tn/VuMGNnvQRa8XsEh4GvVcqd693QCfI5gMQq0gsXeHzbJoX5N/ZJkUG0Jpo1laMfkGCGEPCc9J3qn6e9I+uyy6FkkGLCC9N9ZgyKXXZQD3mIWBbcSyedA6RFUFJpmsLxz8lk1DUaZpFmVgXID+aoNJOuEpUiQ7wIICY4AQqXHXLAdCAEsf3EmZl9xDfqMHIF9r70CZbU7yHuPFwGwAZHJluxoBkzPQUeHBggqC2xwhDA1SEMjRANBMTT48VQPwPjZuD8peE0+EANmEOW5nSS3Ba014UmLQfmH3EwGn789B6/99REsfulV1O6xm0zSP+4Y1O05DJYla7yirVlaTpQT2dYMODFYFb1g9ekvS9O1NMjnlyiBVVYJlFWz8nMw7wbPlaPnwFddAAXTMD8hD5TReYQqUId8kDyPlW7XzQDNG2RgS7JFBraUVcs20jl5RCm5EHS+a9w8Uy2H8kmNZSx7C2aSoo8laTtl+pJlmYA0Ilz6zaif+vyF6r7SSTUxokAvkmRVkAylUJAvV6dTFJnrUN9NJ6Fr04ZNmCJ0GXRPEnz1VeC1V4HLfm06P8+34rld/G8AuoIKdR6hBh4Kr3aYZcRlJrJi6Pt4wgzoNEgFZR+y6PRAxnP/YAY8PdBYZpDxgQYFxz/AczLpaEUN9iwybe1YcMdd+Oi+BzH8Z+dh+E/PhVOUCOzPpE5qg/avBu6R5E56pSiJGAi3yopKw6VC4QGpJHTBYuGZ8+RaFJnWOuS+JppI0Dk9D3kJO0jofKUFmEHYtRx8+uZszHt6BuZPfwEAMGLiUdhr4tHY7eAD8f/Ze/N4y4ryXPiptfY+U880zTzJIALdTTeITRQVaIZuEEJuzDWaeL0I+aImJCrGAQUEEU2Q3Kt+6gU03uRGf7n3ehM/lG5oJpWxmTk9gY0odDOPfcZ99rDq+6Pqfeup2mvvcxpMbjjd9fv17/Q5e+21qmpVvcPzPu9blaqwIQPRxBpv0DR8TLnqPBP76vOwz/4GGN3m4NX+WTD9s4D+Ga6Ga98A0NPrEsk1JaEXWsRd58wGAyo1yBjyFgg/yx3UWRuFHXnZ5/AlNTr53uKVCTwpf+cEevFwxfuKcv1aMXwJxN8VmFaUtPGQNytFNWw82UaYxnrYLeVd6mHRzaBk2evMKwHhkST6Zs3f35NjgJ2FrqdRm55K8MorgBvWAD/+UfnnzOAs+z8QlJLEG4S4IPEsjumkMSeGklKoJLWIO+b/iQLrEAfSZ1DMaCqwTNHyyjBRGkrc8ELRAENPbMW9F30J2x57HMv++nLsffw7nUAQgTkZ6Seac2aHZgB8/zvFM/OqEzTRvLViuDC6v4f9BFJj5qV4slwFhGnyzMhtiZIqYRKn42EPCAgxtUoPbKUHT6/fiMFrr8PgT6/Hc48+hrec+E4sPv0ULFx5Cmbutlt4LjeFRF1M0Frr+jq6DXb4FaecamMOZq2NAb39wPy9kM3fC5g5N8CP1T4gz2GE2akEHBtSX2gd24kxYOQV2Ikxx4Ltn6UEDyNGC1fo0fxBytVTj9WzWJWEQ2s58hpJMcp+ig5MJpQgDVEwMaZVD0YEX69z4d+xKGyN25uwXyVJXvY8G3eSCjHNC13vqG16KkHALe76BNCa6HIReS9lwsh28hBok3CSOrNCFWb1f6uQZyibX4RtNNXE+OTnljHzpFK/QRA2BlMry9TG5PQxOImjiRCxBbbceDPu+cKlmHf4YXjbJZ/HzP32DX1mxdtsAI3xoKzFY4K3ttPEbyV0THGpMfSZVwJMKlCYCHzOFyurZqMwYitAi5y4z6xNEZRC9mlLefGGk66XMpZrjqEXXsK662/B4HVr8Oitt2GfIxcqbLrHoYeEa3VdNAP8K+/cIMCE4rFNjPrDlIed12jgIMs584GRbbDbXoKt11wllgHvTQ7Mhq32wTTGFQK0wy87hTdrfmB0AolSTnIImbXKii1KESE4lI+X0jQiD0HruvbevRQXByi+aEMs3tLe4iR423K1eTX2TO9E3z182byc4tPCLPWGgkCy/JnGVpO0l53tDd2mrxLk1my0J9syO5MrpmicKYutX4kXAH5zikXMBAbZGDZs6G6N0yNEkTGDDqC4BJE7OIeQa5Gm954sUbe0gHZJH7MKmo0W1n/z29h01TU4/E/PwREfOReVXrq3wHECLzUmnDIpvMKO6qF6L6xouTmWuKoyb6cex1T9VTjvVROoReGKl2FbwEQN5Xl5RIypVAOUVjpnLToHMoMegqv3StZM5O27NdEYH8cjP7sD61bfhMFVN6FnoN+ffnESDjr2rcirvTEzmT0gLhwtSlogQ2Z/msylfDQn3LxM1GC3vQj7/BZg9FXnOVUqQN8MYLd9ke2ylyPrWADVPgd7kkeq7F/OIZQqLaWeeRb3XchNUlJQoFghpUisTt5DRDbLqDKM8QnvEh+n+LvG+OjvkkQvRC3OFRZI3xgfE2zGnqK7KBDAJDQilXfSEzR2tjdk2zGUoLTCW4lyPpuQAlSImvbNKxU5VOkYL/gQSDACMaWCQGNPHr6UAD9vsBQS02d1iU8pfCuXeei19DsmKEMmzqjCkZidFzwCSQmrFQhjyysY3voM7r3wUryycROW/fXl2OekE4Kg1JhfCTuUCQwqZBJPt6x+ZbMJ1MfKx8YVTJT01CV9hecEgBY+LhLDQjxjSaJmI0mIG+pBIqwZAO3pNT7mx+W4xGtuNWGLJrY8vAGDq2/C4HVr8NITW3H4ycfjyNNOwhEnH4/+uXPDulSvs4W2kyg0jSEWyLYogNFXYMdHYPLcxVtbTVhP9jDjI4GsMzEK09MPM3c3YGAm7KsvAKPDTlkOzPbpH7OA3n4YPoevLTxQhDikzKlBePeGvDmOtUsMTw+yrcT7Sz0644ydLIcStSStwYDIN6JECf6sCGvUMz6zHKHUXRJmkIoyYsxoHrGPPyo03wrGR6f6qzvbv9u2YylBaewBRYnfFUQeHi96hjnb6kMCQaF5hSLUb4XmWNGJMm4FIQzEjFMgFiQCUSpztBKeJcQfgW+nwsrUfDsWrtYrae+NSuyoQuQSD4tt/dntWPv5L2LuoW/B2756GWYdsD/iYgQpcYafTUrQ5AHayjKgZ6DdC+NUFm5iQKhCSLxZgb+UINH0+k8gZIHU5KtTWPIKxxK5Q+A6MRxkTAIhiuHC5CAR2gls/cpTT2PdT6/H4LWr8Nhtd2H/ty7F4tNPweKVy7HggH18XylOqnMqQ7eObNOoww6/5IgtPX0wsxc4YktPL+UgFkFRy6G7WQabVaBVWXz6jvMin3SpEY268yAHZvmCAV5B9g04LxJFrNwYUlZyEhmabfHpSjAw1XAs/HxVoSXRUqIPEPaKEHgE8hf4nPMHee2lJDiBn7kwuYYhSpSirKc29vhO6PTfe9sxlaA0zWdlivxUAAAgAElEQVTym12gpXBB8gUvqCVtQuIJeiSSkEs4NkSeRVo0udUMtG0tTk0QmqZgiADxEFyWh80qVTXYy2M4Vxh2nWKjskFZf3SEcQV+dRe3ajWs//Y12Hj13+Gwc/8zFv7ZR1Hp7409YmH6ibDjBOdOUG6nGqJFKz4IOO2byYEM7YI1rwAVXz1HiDF6okUWIDMRsGVefafGeaFA8Mg5xqr9831TIeu9dPbexJhpNTExtA2bbv4ZBlfdjPXX34QZ8+dj8ZmnYfEZK/GmZW9FloecN9uoA7VhF//LK6GKjzFezRPqIM9KY3zs0ZUpLgAwXkk2alEs0hUwH3Hvp9LjFeQslx/ZO+CUb/9MpzDFKJR30RA2tqQ4CLxJnp+sZam4I+dNGgTGcBnJTLx0+VvFQ5tN2rNR2cGk1B17/4KUMMJTqhRlXTd3QqdvgLZjKUH1mAjiLKsAw5YdV0JRAUnMOFncShdvhrgHEDZJWmjZ5IiSl+Xzal/8rIhxikTByr1M6GMZ41CakmHS79OGjwSOdcSdrOogMaGbm6AIYQuMbHkK915yOV5atxHLvvQF7HvK8pKHsweIQOUv8wSkVfudR6BpBa0Y5pKfYigoIYMqpmhJLYoXRSXpvLfLc8G5nMx4lFgUWwws1IoCkbfXNgXGd9t0eQdewcv79J5iURR44t778fC1q7HuJ6sx9OxzWLjyJCw6/li85ehD0ZcXrih1p1PXJW6tRCRSht1i1yLYhWjESpHTVHwc0wJAbdQpxpFXgLEhd05gbSycINE3E+gb8GSd2TAz57n6on0Djs2qJe18jFnY1AKfpn1mBSpjFSi7MREUFH9PlKPA18IgLWidyb5LSWnyucyBfi4KnJQio0NlcmMndPp/vU1PJfjss8CWJ4AlRwbLWpReFPdjj0kEWTOwANtKfRGEBRssQIZAGFqSUk4s4IRgI8qE41ncVGABQeDT/7nYsAgjPo29W0uZoUp0QAzPiUXeqSXxnKduvgVr/+pzmH3gAXjbpZ/H7AMPDB5zlK+VBYHGwmkyGFeu55JgMh9CaoFBdBCwCu+mZ5JS3E8aH4WkDNsOVPg2pmh6L/L4AUSnFuQCi1ug5eNmpfmNOuBAsjEGFsYxOceG8NIjGzF4w61Y9/P78JuHNuDAtx+LxWeuxOIzVmKXffcJfdUEe6+8RQFzMjsQ0AIpzp2mCZT9X5U6wr0iAhlVSvLzZmujThnW67D1MWB8xHmRY8Mu5aOnL8Cs/TPdiR+9/cCseUDfLDd9UpCBU2KiWDvCM03m5936Ck1+3MJW5rUfFRjPwlypYmy58Xa8pkmfZ+1KM+UbtMWPK5Pv3Z3tt96mpxL83jXAPfcA/+VrJR+KBeyFHecGRkxNGyAZsdy0MgcxOGXBi8LgE7q7KSchV6QeovQxVQZaFUX6R2SONGcv7wF6JqlkocLc1wKV+wBJfwxtdiIQIPnpFU6r0cSGb/03bPjGt/CWcz6ERX/+p45FKnMojEKZb4lLKVyKAFNKjLLsHQq7cHtSLOS7akhIvIpivdGlxsUo9d2L0dPwwo7g3KhAN8UfmamoCgZQD5Y9gmbDw3Rh/m2WOyJLbRSmXnMeeU+/Vncx1mJ8aBgbb/6FnpG4yz57Y9HKk3Dk6Sdh3yWLkVV74v4BAV5nI6cUDpUiAxJLy4Kw5tzNdL1GAr8IsdFKr/eyTYg7tpzBaPOKU4RjkhM5DFsbd38bH3KP6JsBDMx0VWv6Z8L09DkvbsZc93/Jg5W8UUFU+J3K3tRzQWVPtciT49BCHhQkhzvE2AUSxWjj++jfE4/QJPeUcMFO6PTftE1PJSg5gkWZguFmHMtLFWMWHC65j8CnKvz1w5Lb+XtJvAeYBGoS6JEEsWzeStUTTSYAFIEerpvIxzFSGI1bmnDO44oSz0uEGOfS6QkCflPyAaUaM2FBk2P02edx7xcvw4sPPIRjLr8U+516MkzR6Ax9mhzo9VBw2poTjkgUXc8K28R/T88z1DJZougDlKvXSLxusiYlxkwW1g4QGLJpzlozhVxN+JGeM+mbbdYdpAi4nyZzpBMPexsxvhRF8MqqaKA1UcPjax9QtmlteASLVp6ExaedjLcc/3b09PfTfIlHx3C4xLxzaB5rBDc2Q8qEpIEwfCtjLivGUIZ48LoSA8laSu9xHpyVZPh6HbY2DIy8CowOuST/2qg7N7S33xUunzHHVbnp7XN/mzXfpXwI+iGsZ043SgsCpKkpsuf4VBn2BoFY8Rkk3iKgoRHj1xGzsoWklSdKsRNremf7rbXpqQS5SayuwUKUYzoZVPkxw1Kh0gBHhZOl81BphD26iCRh44B7WeMNIt6dfLfzlxCRG2SMwCQKn6AbeaCQb2TDayUVYtIJ3Mk5YTJvhSf09PQlln0Twqh9+he3Y+3nL8HMffbGsssuwuwD3xTgTI4rSet0lqC1TohFkGpCvy+dKwR2q8SMmvXggUq6Ap8hp4WoRcmVzCsrU30HHd6bWPuSXpPGdbMcNqsCY6+6UxmGX3ZezpwF7kgihswk/UBIGkKKYuOJhOVzmx/DumtX4+FrV2HLgw/jze88FotPPxWLTjsVc/bZy/e9IMOoA6OXY82cQC7jkzABFycQxSdeLxCKqOc9bj5UgTfDs1LolQknopgFXYEFGjVnOLRaQG1cY5FOQfpYpMmIzTrLn/jhIdfeAWcW8AHFYpQKyYlDKG3KMSWkJTC/KkZD3h/CnLPHyd/RlA3fN4ud0Om/Qpv+SlCaLDhhcjIswotaFpeQY3ixa9yKW2JV88aVAzx5sVofm0jTM9JguSgdycXiwtkiVPhAYE6TSIXUVBrDwhor9Apa/p/lAHhzk/fH5bCihOQMrabFpu9+H+u+8S0c+p8+gEV/8TFU+32+lqaIJPEcgSF53jiemvZbmXs5KWrvmTBTUAQIDEL1kjSm54/WYTi51XTVcNRQMcGoSGHklOWY5dAap7KmigJWhG6q8I2BYeMLCF6IKF9LY2IPjmE0jQe6+RodGsGGG3+BwZ+uxsYbbsGCQw7EkWechsWnn4K9Dz/EkVKUCJYHeD8tJWYShdiJRS0CvNWi/noFWOkJ8XdjQkI6rPP6JU9QT49vBMWQGj1pnFhyPK1DUqz0Y3zEFS4fGwbGh2DHRhzM2qiH+qyqIGc5ZSmnY0TeIKEKEaeA0J+iFXuN+i4ZzaG4uEm+q/FgE9a+hgEQ1sJO6PR1tx1HCXJjph8LFbau0kUKQKFRAB09ELkfK9CynDBOzzB5vImtdd6mHkqLIMxk4XPVEPVgOYbBrDbjNnpjvPOc8GZkZigAmIobjygMVg7boWxHn3kO9136FTx/34M45pLPY//TV3qxUQKThY4heGMGmpfFMK2UStOCBJLrVYSaoUJmkeelY5c1IIq/Ux3WVoNIRdRH49GEgoSTKL8iKCIL405lGHrReSmzdoGZsyvQPwdG8tT4vpyA3uaRTgXGNbQWZG0atBp1bP75HRi8dhUGV9+EotXCovesxOIzV+LNx78T1V46VUH2icCfxgSPU+KKwspVolgSV+Zi3W1jyAKyIAah3F/QhbziUyKyYESK5ysnwAMx9M3vN0vWN/3fFi3nLUrKx3j4ifERR24jBanl5/pnAnkVRs7CLINWmRUt/WKvMIXnUw8QoL1NRm+kFMWA3wmdvpa2YypBaaqIuC5hiben2L3ApOK1ERzV8BCQHD6q+V7ilZGnKApOFqpASEI1F4HMMBEfIlsmSLQIcReIRKCnRirEEQSFBv5FYIkHQJ4Pf4cTolt1F4t1DwtwK3IALfVin7nrXqz97EUY2HMPLPvKlzDnkIMIGmq19227mqG+TsK85FJ0LIBYSUrczhaBJcxkJK4UE82Fi7VaMRwadVeRpdLj4rSAE6zs7QJoZ59yl7Og7G0RJ+gX3mhhw42Nti5MZGstnnnkMQyuuhGDq27E0xsfxWEnvhOLV56EhStOwqw9didYDoEcpHNEBxjbIkDiDIeyRyfedsrqFAOOFUb0Xn0HjHH3E8PMWg95Z+H8Tc2/BPSUELln+n9ZLyWK0sI4o4cq67ijsIZd+kfRCvmPoiCV2drjes0wM0Pjwh9g3oEqaD/XOg8m7G3em5FxQQoX2AmdTrHteEqQSSGM1wPQlRcxPosQL+JzAjlBVoW9QGyt9hqUItw0N40XrAgBEzZlVChY+gaoEDAeOmKatzGe2j8JNBIxQxFvPoUOxTrttAzIC0mVoZyRyArCGGhx6mYDxUQNm77/jxj8+rdwyAfehyM//lFUZ82mOKUfQ2MiiefSPEVwoffkSz2mtN88NkP3nIJXK5Y7IwaiDL3QsgZAqwU7ts2dup5VnMfXNxOO0UnGhUB3Eodt+bisIAgeOlXjSshMtoCDpmn9lLGQleFZUkQ8r8TvyEPNQy+8jPVrbsW6VTdi0y2/wN4LD8Pi007GopUnYc9DD3LwYGospHOsnidiOFS8+VzyTpth7wjyYP37kOOKmn6tSogBiHMfBXpmQ1Pi5qrU6P8w8dqR+P1kijKLFSSMPyuyNhaUpHiRY8OOsNPbH7zIGXPcIcR9M7QYhGEEhzkFrBwBBMiVwh66lhHWbkoYY8h+J3Ra2qanErQWqNeBaiVYYWUYPcNEhoSaeIfM0uQyU1KjEUDEjmTml+D+ZYezpvEtjmt1apPFFSJlmoVz9Lot9qiAdtKieCUpJoFl5XdhvEUwcRa86qKg0zN88WESnmPPPY/7vvQ3ePaue3DMly/BAb/3uzBpn61tP1RX+iiGSdkZi7AI1WJA1WYQlLIB1Z6shDkRqFnmoMz7pnVjRTFpwQQ6oglG5VdnxZGMi74Lhts6xQR5zBVfrEHLixVxzmR09FcRjIqStdoYG8Uvb/4ZBn+6GoOrbkaltweLzliJI888DQe/41jkKELFJS6EnqbQROzQkjlgD4a/J9cqEa0Z9mZPH/ScTFGajNqoMiv5Pxt4U1GUzMSdoqK0Fq5vtVHYcZcfacdHFHoF4DzGGXNgZs0jBenek2HFJuMCwvPKwhKpLGmbV0CNr53QKYDpqgT/9/8ENqwHPv2pkg/JSpTf6Yf+R5SK4vcexgAtesH9mU4NBBJDRBM3sSJkQkFKkBElK0QeILDrNHZAgjklZvAzObbFXrBUvLAIMKjEdgTOkwRvmYdu5yUCcU5Zxz5l0GoxRPZ49s67sfbzl6JvtwVYdsVXMffQN7e/OskBK0uzUKVm/AkD4pklytn4ceY9iOKeep+s3JsuUcR6IK68l6avFpRl7uBbk0PPxmNvWYwqzRGlmFhEECJojN83fy4IQFcvlgW8dLcIJB9+V7zWCw/lerjTwmDrw+sw+JPVGLx2FV54/Nc4/KQTsPjM03DE6adixrx5ITQgsKcojjbGMZ3tKJC/5uPaYIh0Gk/0mUEUf1Ml1uX/4S1Orig5RDKZomy7Z6IoRUECbr/UxmBrI8D4KDA+qt4k6jVX7HzOfJhZuziWcN+AV5C+FJ68N5mOTvIgUoQdmhRP2AGh0+mpBMfGgKe2AHvvMcmFqXAQOMKQsBClQwqAFxnn60WKlTfTZK0btFR2LcLCjjYepngfhqsYUrFBQQoT1PoqGFrYmxUpKaNKDxwOWMSMS4nfCFSskI+N4TlboGg28cj3/xEP/9dv4+D3/wGWfPYzqM6aCfW2xeNmOJQ91cJfx0JO8iRFMJcJhMi7Im+q2tdmIdt6DagNu2fWa84bAVxlk0xO6kjKtEWkpyL8vdrTDk11Ks8GQHPqOCYIOKPJAloeruJPUxBYNRonwcDMRJZnl7I9y9urzzznzkhctQabb7sb+y1dhMUrT8Li95yK3Q45BOr+pkQZZTo3AQhSkIUqLoAnwvS7709QqT9RZpKeU5WcPxvGNpX/u5tNXWkKYQqgsXTxNiVs0aYoab6l39qvoCjdWZHjXkmOAjXPbPUeJap9wLwFMLPmO6i1d8Abz24tK5qSogRTaWJQlpxKMh3b9FSC3GzhLfiEdcdeWGQhx4sxfE5EA96AsnnT6huiaCTuoixPfwo2w1Ai3IQwAwSWo9DT5YSLokExooRtqjVRW8HKn6ypNUkbnTelEE009mRCv6esuLt2IPzwS27s+Rdw/2V/g2duvxNvvfCzeNNZ73GbWt4DVythkop6MUiEuYwhIVqI99XRawWQ5bBF4U5dH3rReaKz5rsanb2+1qVUlBH4W0gizVpcrUQfTR5cWlqsaFLeKQnM3K81ywZIItjKoPeW957T2LJB8LzE89cQQE8YU7MZKyfxaPnw2WYD9dERPPKLu/HwdWuwbtUaDMyZg8Wnn4zFK5fjwGOPcVVr5L1sB6M4zJk3JCKlLt4/kbrUmCWDtM1Tw/YrzTYFKvfrojB5b7r/hN8jD5P2lcxx4qxyP6wYQLUxV5O1Nuoh1xEXn6xUgbkLYGbO8wqyP8RSxYvcrrn38USB06eZUpz+SlCaEATk1IaIXEGeicZjPGynC5AgyNKqJ4biOAhCmMurpR6XMEqFGCACTin2lSDwo1MkKgHO5FgLU/PTahbWBmp5W9ezMB9pHEKgHFXCzfgajitI2a+IYMSekCcFqQAtvCGRh7FTzPC5e+7H3Rd8Eb1zZmPZ5RdjHkOkwrKT+wCJcs5QSpBhi76DEg8fh8+NWOeRENkeDx5BUALdFYFWpeH1QgWb2WstSz2QtdvyBpHUyxTDSowz2/LeGHmG8g8mTivR3MEW5ez5OWBmsi1QTIzjyXvvx+DqmzG46ka8+tQzWLjyZCxauRyHn3Ac+ufvGhi3cr4nEJRyUUBPhZC8T/agGY5XVqU3kqy8FlI8bZ4/vQdVXn4skfJM/qbxNkuKzgYZIe9qMkUaPbfkedro3p28WLkX9cE2G76KzqhXkmNOQfoQh5kxF5g1z7FYe/oQV83C5EpS44l0Ig63Zh1A5nJtX2N76KGHcM4552DTpk047LDD8L3vfQ9LliwBAPzwhz/E+eefj97eXnz/+9/HCSecAAD41a9+hQ9+8IO47bbbkOd5t9tHbcdRgtza8p9MrHwksKynVbOwIxhJLHPxMumYofJUC7+pc1JStvBQXTMk13MMTuJr7K2k1rC1nY8fSpvEWzhnLiXBcCUShi3Tscg4JUdM6P7CDuUUEokLyWnsrQTuE+ZfchJG0Wzi0e/+HR76mytx0O//LpZ86i/QM2tWueJu76Sflx5o0XARkKKgreuL9cxYOz4CvLjF9XP2AufxVXthGhOhr9wk8R7sfZs4BsZrBYCWwBPouVPj9172HtiLT4Xsb62xp4N2QwkomX/jBaTr10u/fgLrVt2AwdU341d33YuDfucYLDrtFCxecSLm779v8JxTj1MUosRwDbwxYCmGxXm0cshvh3Qh2Y88T6pcgFjJ2OT6Sb4XzRfNG9L/8zWIFWoKk5YpwegeXfZ62TsBnCEnKR+1Uec51mtOn+e5Kzs3e76r0Vqphv75Ppc+UQoseCKeHX3VPbHS67zQ7Wz1eh2HHHIIPv7xj+NjH/sYrrrqKlx55ZXYvHkzsizDgQceiLVr1+L+++/HZz/7Waxfvx4AcPrpp+Oiiy7CsmXLtut5O6YSlCYeluRkqVXN1hbBpeLBGcRejgg4yVGS0yPEakzJKGlLBbp4owDF1wRm8RClsND0dAyvUCs94QiaKY1dCmj7TZbGzJRaHeo4quLT57fiOdMK+t5rjmI+TAiSZ3ll2OUUjPEXXsD9F1+Kp266BW/9wmdw4HvPkm0dvys9yijxBI33oFE4bzOvwkouZrPhFHfvgPbfpTMk1mR6+oY8FzQGfZ4JsKGyi5vx/JYVrJZjg/h0EGmpZy0HLuuZk57MVOlx4281fB6evvTQZy4jJ32RNWokj9US85fGqTR7WkdCIAOtUX2mGI4GtW1D2HjjLRhcdSPW33AL5uy5Bxaf5mDT/Y8+EpkYD1MmxUzWyFtKFZH+SET7a7mOlwMsXHyc+2nb30OkcPm6EqXbaUxdW4kXPNk3xIuseS+y1XRvsNobigRUS4pIeIRE1EZATjLncW5HW7NmDc4++2xs3bpVY5v77bcfrr76aixduhRnnXUW7rrrLtRqNeyyyy4YGxvDj370I6xZswZXX331dj0L6Ky/Xrsf+++9iaJhcodsWlGAJneuvCQgWxu8HYZOixbQoHwlSaCXChQSo6lUAVTj5ze9gALaLWpbOCiLm9LxK2phl9LNOb2j07FKrOhN3h7LFCiTz0SUcwhFEIsy76Gi15yPZqhfEQRrKJZpYxKNxEBLSCn9u+6K4775X/D82rVY+5kv4Jf/+E9YdvnF2OWIw4JHJ4I4z1XRodob4l2tOqxAiU0Pbzdq7rr+2TA8l7WRdu9aLN5W3a0NICivTKDh3JNbBEpM4Gd+XRLv7cnDvZTkQ4aFwM5iBOkc+2drtZRKyDkEPHSexYn3ekKHQM8mfkeVviDkrAVMHWhImMArZYZDRQn3D0BjncKiVehW9pxF34w+HPUffx9Hvf8PUbSaePy2O7Dup9fj7z/yKYy9ug2LTjsFi1acgMNOeCd65833cKiH0VuNMM9cUSaNncsYJamf92eUb1f2UpAoDn+dBdrg9SK5Tn9Mcr9O17U1g9hQlD9PCljG329Tul2+UakCM+cCM+e2eX3WFo6ss+1FRxArWm6t9M6A6R2ArQoqIt00sLZAMfIKrvjWPNx1F/Cd7wB77tm9Dxs2bMDixYvBqVKLFy/Ghg0bcMopp+Cll17C1q1b8eCDD+KII47A8PAwLrvsMtx8881Tm5Yptje2ErTWCaKMvBH+J55WlgPVNF5XUM1OhPwk9gIkV1AEdeTtEWuyaDlhajI6aNfGsJktAEvFg/V8vjyOybDi0PqFJZCNtOhUg96gnPWoJ4T4T0+fe3bLe0TibegBpVXnJRnjYkgcF5wY816P9/ZMDkgaCY8Jxit9S3Ntk03ux6BQtWeoGu8hwWC3o5fi9JtW4Zf/8EOsed+H8Kb/8LtYcv5fonfOzFhRaAyyAWsMMOaSmY1PXoZt+RMZmO2bGhQSQxUkoHB9yqtALgqBSoqJZ62ePHmjnUg7rTownh7Um1OMzT9XinpL6gf85ZwKUjSBiZJC1HkVyCQlpBn6LDeRWBqsi+lyXFfen17PMUgTvMnxZrgff0f6XpDCrdcA1JDB4uBjj8bB7zgWv/eVL+KFzZsxeN0a3Pqt7+G/n/MXOOS438Gi00/BotNOwby994zTKgTB0FMffJxZDB7+TN6VnEShcX9ah6+7mehH/FEHpZU+tlM/xLucUiu5Tv+0vV500g2TOZi0b0aJgnTGmM0qMN7wFq/wlVcMLrjAXbdkCfDFL3Z/zsjICObMmRP9bc6cORgeHkaWZfjOd76D9773vejt7cU111yDiy++GOeddx4GBwdx6aWXoqenB1deeSUWLlz4mscKvNGV4Kf/Cvjxj4GH76c/yiIV6NF7W1GtxpKm1UpMgFSKJjCRsk1Biz3ZXEIAQFL5RL9DglsUQNraCC1ty7C8/7ZwZdLKhimKMv3MclV/dO6TXm/bq7pwv9K+l8552eZtAWjFFnurgQzAW/7ovThgxYm4/ytfw4/feRKO/vxf4aD3ngWTZeFy8aayPJxkrsQWghojGnlZfwpSPN6LFHjMwilpHlPkydNasM2whqTaC9Ptud9MguHGcLp6qAZANUDT6f0YruQ1Kf0TUonen2E4G7w6hczZM0VsFImglTMXWSkC7YUVNNXDYsGb9sfyv/woln/izzD26jZsuOEWDP70Bvz4wi9j1zftj8Wnn4LF71mBfZcshNG4feHQGjEyoph+8lmF4+30d65u83oaLxklzPDnNr7QJJ+p/LBoh1OTh0TOZYmn+W/cjDFAtdfBqXD1WG1tHAbAvHkzsWIF8MADwJlnTn6vmTNnYmhoKPrb0NAQZs2aBQBYvnw5li9fDgB4+OGHcd999+GKK67AAQccgNtvvx1btmzBueeei7vvvvv1jekNHRO89Vbgtp8Dn/rEJBeSYhPBZBAUJcc19KBUQ2xPQMunFS2KhQGBwGLCJmsTGCCvVKxZEZqt5JnEzhTvTCAh8QjFyxNBqWw7AEU9fm7HuUhioK2mh6Ak96weC2JhiYlHwPltnPqBDFoSTKA1KZkl8J9Ao5K0a7LyNINIIBu88OA63P25i5BVK1h28acx/y2HAH0zXV+qva6uo8T9tG+SmN0KfeLYqgb7K06h1Uc796EtHpj5hPs8pDsURYBK1QMu6JDZjDwcfkYSExRITz3dhCHMTE1OXE/ftRKgEoXFMHrRitmb3A+JlzY927RKpd9KT0nxuY0W/lDgakBXdKxEHKL0jVajgcfuuNsV+752FZoTdSw6/VQsPvM0HHrCcaj29Pp1L1WbeHwe/k5RIHlnmmZDnnoEIYL+XwKTdotdiqGkf0qMZAMk/0maX1vWhv3Y9nzQOuzSIlZ0t36/vmabdaBei+OAxsPlU2xr1qzBhz/8YWzZskUh0f333x9XXXUVVqxYEZ5lLd71rnfhm9/8Jvbcc08sXboUTz/9NCYmJjBv3jyMjY1N6XnTmxgjQrxR66wAROGp0rNBqTBZhIkmWgy3Er6Tnocm1rLUfOSm5crqCYnE91HYoxq/KeIUCRHAaeI4lzfrFAtM0yT0+14IsAK0tl0AAgAyH5f0Qi2vBMhVn1GPSUOSziHwnZyCobfMvfAlmIr7zWcJ+nm2Hhq2E2MoRrfhV/9yPR78xtXY/4yVWPrpT6Bv7pwwxswrj8LDilLiqzSPz5Qf5dScIFYtX5+FsSocbsO4REkp25i+19MfP6fwnjv3S9eCeDgd8gQlh0/yDttOS/FCVY96IsPDzylgvRKtOqOl1QgkGC2KbRAgfJR4kib0QcILZcaCPJPRGZnrDkLaWotnH30Mg6tuwrrVN2Lr+kdw6LvfjiNPPxULVyzH7AXzyeMVj8uvbVUmYoh4Y0xga0YOlPQm85J2BAy5SvQAACAASURBVLG3l/ZZ2Z22++/RPHRAlEofjlhGcWv7/mQK+1+x5T3bzRAVdugnP/lJfOQjH8E111yDK664Aps3b0ZPT49ed80112D9+vX4+te/jmaziQULFuCOO+7Ak08+iU996lPKGp2sTW8lyC1lgrLyEAEhm0Nrikq8yABSCWWyqhpttPUiCGE9XofYoG25WJXYchXrVQk5Fm2sRyEncJrCZHMhaRJqYRqy1pMUDDkJQmJgXDUnTX5WZUoCW84+FGs9XOyUaUFswk5HGPln2fp4iDG1mrDNBkxPH1CpwmQ5atuG8cDlX8OTq1bj6AsvwMF/+F5/RFFJrIznUJQCt6wSYqES921MxGOQuRCPvVINKRCNWpviLl83xsWM5b2k6QFZToYXxQDlnWmcucO9jTdaChHEZfT51yIgyWAqVW7yWRaStZWB6pEXS+PKcoTT3WXOi4BuSDw+y9V7HnnxJaxfdQMGf3I9Nt14K/Y8/FAsPmMlFp2xEnsddigMikCsAYKBaMlDFARAvXthGPPcpAaHN5ojxZX8Ll9DegtSShFDNHluxGhN+hF9PzGEtHVSfq/1fXdrxu2VvAKMbXN/yqpA39Q9QG4PPvggzj33XGzcuFHzBJcuXaqfv/jiizj++ONx5513YvZs53X+4Ac/wPnnn4++vr4of3CytuMoQW6leYKirPKwGTrV/8zzAImK4JKYmR7aKp6U32RlQkotURMEmySmZ75iB1PU2cJlEgrHewSamkq5I2sdWaCZ5sCZkAtpUwtZlKGHMqVCiaQBNBsIh7+iROCClCjNUTwxjqzj40i2WQeGXnIVW0ZfBebu5k5dzyouWG+LUDLKl0578cGHcffnL4HJMhz7tb/G/IWHu3Fqf0TQTtLXtr4nHhkLp9QDeV2NpWenS1KCRwfPlq/X9eNZxpI8L4xfOZtRT3koqa0ape/4PlbD+1KPmeeV4eYy75eLehsgitWxQVm0AjGMFYW1aNTr2PyLuzC4ag0Gr7sRWZ5j0cqTsPi0k3HIO5ehIlVr1EPMgkLkmsCKpPj1IR6wVqeR/pB3V/Y7r4tISZrk9bIHWcT3kX4C8X4uU4JRCAcla/FfQfl1KC+oxMQ3QNsxlaA08cQ0ziWQEVljovBAgo+tx8hjREzzlxwwfp6mR/i6jqx05bSAtClky7FKi0gwtH+p3Kvi2CEXxGZPKK8E5ct0dBZW7E1nuaPWZ8YbBAx1GmK7+nlmpqulcfCr4b5OjLvv97jxGPVYy7wa6PzYosDmf/oRHvjq32L/007BUZ/5JHrnze2wGBBb0ZMpM6X/8/Pp+rzifhUDRSHRVlzrE/BpGLmLf0bv0sN06XPlnYqS0vUDZzwoaSVBP+T78q5TbwyIhVrR8nU7yQjLJXWIYVS4z7kMHfdBi2F3gEM7ebBtnlcWwgFAeP/yT2HMCmxm8NS6jRj86fUYvHYVnnv0MRx+6olY/J6VWLjyZMyYOzvkblobYFFVQJPEz/XsQdmTCD9TBaX9pL8phMzenjTvwbFCTD1NHr/0KfosRYt+W8YZQuhiKqjTG6DteEqQFYfAaqLQRKhlJuTIyXVCiOEz2DqlXyh06e9VSY41EmHYbCAqtmyMgxAkN60xAa2sEn2/iDfVVDwYbtJHrrfIm07g3rbNw94O8Lo3FcVjLUwQ2OJFCBRpSuodmlQYeuUq/5eWVzExNIIHL/8b/OYn1+Goz3wSh7z/D2CqQh6xPmUgR5QUrvFcf8/6WAkqkHWGIU0WzqCEDV5OpCh9YQO2mOVooBRy5bF1MnpgQ9WhNMWmUvVjbQSlzDmybiLL78vrdnveua4VmQtZP/5ZXOfW0Dj5eB9Z39FxZSYOWci8FbSf5fmeWLLt2eex/oab8fB1a/DLX9yFfY9ciEWnnYwjz1iB3Q85KN5T7PUV5J3y0VryDqL9gHKDVQ0+GrfcJzJOSKGCrk0NGP3Yto81fU883+4P2/cOw8C6hyrewG36K0EhJEhdSq34UglEEl5c4n20/Llwwn6EDQpRNkruYxiRcrIBPuwWOwQiJdAGqbgL0NmCjm6UfAeTXJ/0QRRhFE8AQj4h5d9xBRtRlLl4igKf8WcSB/UxQfEKTAXWC0A7tg14+Rl3/9m7ulJlM+Y4qLNMKcg4hbhQdswQz4OPIb20fhPu/qvPwTabOParl2HXIxd2IP6YCI7V1mpQxRi+3ACmEpSvsF07KSsmgQAeNeiFJsIz4xOFnzth/Obxuoq81+00hqQ/7F2lirrt8ixA9VJdxrY8y7XHx02ZiObXAiutNC6uNXmbAe5MvR8llHQYoyqeZD+KUhTFVqmiPl7Do7fehsFrr8PgdWvQN3MAi04/FUeefgoOPPZo5Jlpf8dpcE+hVC9fGCaWZysBR/rGSA7gkB/yPJWjwMYC3Uvmn2UV/136xzDq6/UAywy1adampxLc+iTw0gvAIQfTHw3aLDNp0VDJYuvaOsA1BolSmwxWyYNly4ufS62JMhH2YasRqqFwjE6sZQBaNFmSwVstxzosLdtGLLgpMPQiQW5yOrDVj5vZoZkXkt6Ct1nm4pCNmq++0nLVebIc6BlwFSvKWhlrkt8BMzRbVMBX46puXLYo8Nj//hc8cPnXsO8py3HU585H33zPKEznxmSeJSoxT38CiLsTIlISECsQJrMAUMKQ68TrF07SP1m7XKsUCIpKPb3EW5HanlGurHVCr0fg0ILQCBB0XwLBy7sWI1GYwoqO0J7o5HFmqZJgWJDCDzl5i/IM8dgYjYkMzFZQOPTMwlpsGdyIwevWYPC6NXj5ya04YsVyLD7jNBxx6onon9FP8H+m3WqDqaWog7XuPXMBZ0WfRLkLEhM8VQDBeBajIYrvyRwY6keJEox+J4W4PR6g5FRWCH2axm16KsGntgAvvwgcdOAkFyaKMQ1gs+UmzEjxDjneV3aUkljMkiLB1psQaTQWgSAYU4uZg/PiZYniY0GU5QGubYNVqNmCyDDksakCpA3IwoehKYWDS5Q8CyDfR5vlwMQ47Og2oFmHmTEb6J0BZBmMnAzPyqMs3iDPivLeCLqUTc8CSxRUT58TgI2Q8zYxNIKHrviv+PWPf4Iln/4k3vzH70MmFYa6NRZAU1Zi3jiSfklCtwhvue9UPLmymCC3an84Yw9oN34kb1OVRwLxyvsXxisQmJ3puYCTCVYxrnjdyL5JiS6K0Mjap7ADEBuFkedfgnywcaDxN0F9BD1oBaORIMyXn9yKdatvxOB1a/DYnffgTccsxeLTT8GRZ6zE/P32TvaAKJoyJIL6kkmpQwQvXiBRjS36IaThCPbwFIJN9mPKE9A5SLzxyZogEtPY6ytr01MJSrO2c26XNEOLUIQVEJRSytRyX0LbomLIQ74vuXGdjh3RmpaNEIOy9N0y+jYrDOm/QDScIzaluRFl6MeUCjj19gwJJePimK2WE7aV3jBeIvxYY1xd1eZEGJufJ5MG+UuVqXECXTxHySvMpZyYDR4KMujxWIYVdBkcGbeXN2zC3RdcgtbEBI79yiVY8NajnMJM57m0lUCbgBf2ve75Et+M4s4Cmybn/ymRpRavNxHgDO91a1kOVybNK0kpgM5xs3QcrgNdhkrQmvxfEAzJJaz2BchbPk9ZkrYg41C8VRL8Mr4yOFL2mJ7WAiikaFvuMXImpxJdSmDWsrHJ/Ct0W0FtfBybbvo51v3keqxbtQazdtsVi087GUvecyr2O2qRM5rk+9K3bnFWYbyqYUCKLSX8tClCQpY6KcH0/YDfQYe2PWzyadqmtxLkponD3nKWhVhqbXloJvLGbIBcYAFNGKeFmLILOzEXMw+dsofIBJxKFTAVAAUxVwnGtV6oKClAYkT+86lYdCJwUw+WrXT2LFMSECt7L8xdKsOLsCOvuuOHZs9X+Mrk1WB5ixUt8NFk8Z6yORTYWCEoP6ea4yVerleMaRyN4GXbbODxf74W933pq9hn+fE4+oJPoW/3PYMXLwZDW2m4MuWRGkidFIx4XRWqtlJQ/iYrmoy8gGQskTHRZf4ib6OgOfRKKat4A6blPfEq9EQLLnOmSj8ZJ6MjskbklAtR/ihTbv6+GcXzdF/Iei9iEpt4qqwMNRbfan+Gwo+cmtMKMLnJAzRZFO39NBmKAvjNAw872PSn12P4hZewaOVJOPKMFTjsxOPQ0yveNynryEPk+TLte1/hXjGUSBEqNGpL4GWGaQkK7eoFmlDYP+UB7IBtx1GC0mRxSWpEGq8Q5cdwDbeyAD8Q7mcL562wAAWgTLiUkcoxkE5EmpRxppeQdVgmAE0WKPPMspNakprA761AIQQVRaD4W+4rzRUsrD6b+xysfjeqLkohOjxW3otsfIEMS4gaU4IkCeqVMlwoqMB1FmA43+pDw3joym/g8X++Fkd+5lM49JyzkaWxnYmxdthbrW4hifhi6c0OJcumFG/GFK4jmDWruvFJcYIs93mRHe6hxp8BLFWyESKEMZ4IRPMlRlrkZXTpp8KhgBb/loIOwlTVEzBEASHsq7b4YAE+dDl+ljd2hLDGJ5to0XhR/oj7XeoJekPNWjc/iRf5wm+2Yt31N2PwujX49T334+DjfgdLzlyBpWeuwMx5XPzZYFIWsShmYckaWnNSWED6qAYxQbGsBCMyTLLWxOBiBbyz7YBKkJswQZt1dGQJSnUKhQK9tSkClC04Jj5IzU06bDJqYilHcRYTQ4fRafJ5vFmZXDEpAWeKrYxmHcExhVd8FnZiHBh+yc3DwGyYmXOdx8cJ5GJ9p0n2kqAt8yCNT9Dg+Sojxai1Sxud4z1pXDMeKCLhIALXC6pXNj2Kuy/4IhojYzj2a1/FbscuC15R0QI4diiyJssDLDe1ySavqttlCZzFMUEx5vhzSVpXklItLn7OXrASqaaqdJMmUD/nukp9WHmWwso0Xu4DEBO64sFTnxJ0JkqPEOZ3kiIR3YqMONkzrHSMV46tgvpM3xWGsxgatG7Htw1hw02/wODqm7Dhhluwy377YMmZK3HMH5yJBQfuH+gtkxlvCpsbWsu+P5wKIoo68gQFEUm9QOz0+iZpO6YS5KRvrYYiVrFXLsJAE0UpMF5U/owgCVWKLQrck3BRRWCDV6gxLFE85TlOeo+o+U0bkXuAzqWxptIEymFlWMD68dnaCDC6zR2lMjBbY01G4jsi5Br1wA4VZqUaDDl0w7KAExi324HARau9oLPMoQoE+N+9sKj0+Rw5T91X4ZV4pNIXYZFai1//y09w35f+Gnu9+zgc/YVPo3/X+R2mLVFUQCKMQN42pZAA8ZmFkdJi5Z4Fbz4twB4eCKSCW66TCkalKRsIQh4IcH9Hj0KgS4LITRYKgcscavUg9lQ6ee6Mcsh7642VuSg6S3u2bBxqkCYwqRQHUGjWxmuBvUNGeXjt6vsw4TkW4JqwrWYTv7r7fgyuvgnrrrsRtdFRHHn6qfidP/p97Ld0EfJKhd5PugfQPs+ChijEOon3J/OVHti8s3Vs018JMqyZnqXXKU9QEtk1sVisVtoQGoeixWkQNudUmX68MTWG5xWlKEtN3jVhHHkezvAToaP0dEmPSILdUkychSELcIKhrLXAhDtd2jTrwMBsFdYmFfDhZmE8xA5V4cTBfpDAS+8njE4Wnpy7yYSK3NPyhYVnMgDkqW9P45iRh93qw8N4+G//Xzz2v/4ZSz55Hg790AeQVSooVXwyB5HRU4S8vzK422QhDUOUXF2IMTZGIJh80SY80X7vtn7RNXIuom2FdW5topQL1xdR3AYOdmX4ulvNUk0BACI4lOF3OSC4q+dOTdco79kirDWN84shZ6mPJnyHPSdVFP69p8paPTMPP6fj1s9N2LO+Pbv5cQyuvgXrVq3BlofW4dB3vwPHnf1+vPld70DvQF+X91Xy3tjzbVOC/uf2kON2NgDTVQlu3gz86pfAu98ZBJUIXlnsGnQXzwloW/hWfpJFrCwu+X4RQxTyPQ5qi0ISq07ILilbUAP+OcUm/b00ER1Qz4WrVmR0YsVkG4C9NbKArclCjp8cHGydh2bkkFSBcY0JBw4bOOEhscayYH3HZmifT7LkOgq3knu6G9LvdJ0YFdI/LT1GMFJSHePVTY/g7k99BhMvv4xjL/8idj/2GOqvCUpOYHGOQXUixXQdZza5QuA5ltqfgDcgcg9NJudAKmRfZiD4fnFaUBp/Su8l3j4QjBWBWKO9g3KDC2hTHIAJKIwSXWjfZqkStO3XdlV2CMZuGYGEY5KF7DMeuxisGdxZkolx00Ghj7y8DRtuvBWD163Bxpt+jt3ffDDe9ScfxKIVyzFz/jwyZzqtD5nTZH+VlWjc2abcpqcSvH4VMDgI/PlHJ7nQL7uUsp9l8e+i2ERgMnPSAkARoB+9tSgmIp5wk5QCPcHel9hiq5ZziQQaLYtXyP22dzNYC1sbVUKPnRiDkbPeBOaUzcwpGyIEbOG6IgoD1o2pkRTkzshzik4QYO95ysvNj1uUoVeiUc1VuldeDUxZYV6KMOyWblBSGNgWBX7zf/4P7r3wUuz5jmNx9IWfwcAeeyQkG/EEKyj1/La3pV5yW0wwgUej2p9FXG1HYTMEYbo9jZUDK5EUetNi6sQOVSOzw3xEBJGW2wtanL0Zs6Sje9DvHINmsonG8FKjyCBipaKICiuUKkYNddj2ZwOxwaw/gfTZzXoDm2+/G4OrbsLgqhthrcW7/+SDOPr33oP5B+wLM5khK0boTq/vdbfpqQSBsEnrtQ5Wr28KSYpA5XiUQJviLcq/DsIjYrMlniZvuDRBVpRH0YSezcdeF1vWAFno9LeUkKKHtcYbxFoL1EbciQxDL7r7S6myap8jtmj6gI+/SIK1KGkRBJN6KuxNy3UElRoTiBVM8tAKNF7o1MfKn5NSx8OD272QuGPx3xNiTNSErENs4sb4BB7+229g8w//Jxb/5Z/hsLP/yEGkHechvT9DXJUQB+XqLOn3Oa43lZhg9Hcv4Lv1j73Wnv4Qg1RlZkP1ITH8SsvV0XNlfQocmq5LTlsqTSso6ScA9Xz5BBNNpC+ZH4ErZQ0r7Fmg1FBhuDX1FtVoI1Sp9PdkHtK/UxzPWounN23GutU34eGf3oBnH30Mb//QH+LY9/8+9jr8zSGOWDYPO2N/r7tNXyXITeN8dbRR1lkJirenDK0MkYUnG0bjbX5DcfyQT51P0yPkVPG2+ATQvnnSPnqliWShy/06kh5y2EoPMDEGO/yyO+srz4EZc2EG5rh8PlbWXQUbqN+ysYvQPxVgBKtF7FAEQhLHMoAQLypj0gKB2NJqhvuXjFXjqhI3rfa56wuJPyWwFiwCJb2LgVMyB68+9jjWXvBFjL/wAo69/IvY49hjwlgkcZxz/tpIJmj3OJtNp/TZA2ElkmWd0wS2t3WKw2UVpwg1rlvE743nIc3pUzjc/62MAEVzCKB9ziWZXoogyPFcPBel4/FJ8loZxgTjqix+KeuT3z+PUWRCtF9J6WUSlkiNJyHNpHtpCgYJgKHnXsD6Nbfi4etuxKM/vwOLTj0R7/x//hPedPRSVHqrLiYv8yYeLxBSc3awii+vt+0YSpCbMs2SPEGASBykEMs2QMRCy0J8QEgGWlqNWJNRH4qQv5QqZclpM4jTCTKyYiOvlH8Pm8vKWNPm+6I9iuJsiOdD+inKXWI+ICEhOZHs7TSJHcrBfFXUHTwWhXi6KULKvWNCgFTkieJSZS2Fp6ilNHhrAT53MLqNg6ht0cIT163GvRdfjt2XHYO3XvQZDOyxe5fnicGVCEI56V6gQIMpEHs8uiDr1lo3hp4+aCWXei1+luSFyh7QW5ny9cLjjTwkrxizLKx1jvE1G86rTVnSXYfDxhXtMyB+nwx7SlghGkOJZ5d5b5pj80qU6+AJArEi48o+nYyBNk+0HA7t/HncGrUJPHLb3Vi36iYMXrcGCw4+ACed96d483HL0Ddrhiep+THLfpjMoNzZorbjKUFuIjDb8gQJ9jBZEBx5Yjlr9XtmjJYE7PNKXDNRzhzU6jSyuciTEu9UPZeyjUpemTI6x2BHh4AxX7VlxhygfzaMxFbKGm96ESQc95my12HieKoKdfEKRJhUwvx2EvRS9cYYqrVaBE9bPHDxOqa+XAOLVBRISowxWahfyu+yXiuHKwE0anUMfv3b+OU//BCLPvEXOPxPP4wMtr3Oqa4tYPJ5LfF4pWC5ob6nXpzAhMIGtoCrrINyBSzPyklJqIFmw3Mj4KKYfM5Tg9KYGOpmuFWJYl0QEeknQ5KZQVthbNmvclSWHD/V5gmKIUvpTs0GnJFn4nefKi6RC7r3Ez4Ar/cyklhXhjURkTReaWFbTVfse/XNGFx1IxpjYzj5Ex/DwlNPwKz586DnbPL9d8Klk7YdUwmyJ6akgTxAGELD15JhrZCMW6YUZeNyrIz/37UlioP7KIJGUySyYMH6RHxbFMCwP3V9bMjBnLN3BWbPd4zOtAktPYIVpQ9Am3CT8eZCfElqnYowi2IytnzjA2TtI8zbdjUvBMHGhn9mJlVuiAginqW1Hk5txMzQTu9HIMHorL8kT1EEZ171npvFts2PYe0XLsHY089g2eUXY893/E7n+wujUc7/a050Xy8RrPpaGivVzJG2NIeOhKakp4iSqtdi5Zm+W65wIuhJKRzarUmM3HsygjAAiA4G7qg8Jhkv5/jCe/ZcvSn6GpF/1MsiFmySLK/KWNGjRJFF/QF0z+n/5R45YuOxxCOlvr3y1NNYd/2tWLf6Rjy98VGc8JGzsfSs0zBv7z1cpSPLz0E4GWInizRqO4YSFFaiKD5bkCKjyhV6bQttsStm1pXWQBTvTTYzQ5QG0FqjHDcDIiWkNG6CWiWIT3VLrbVOKBQtt7Dr/liimfNgpnras7JTqbh4RPmXIsSi3EXRiOIHNCVAoBcgCM3I4qY8rIgckihb7cMUPAwgeBlTiuWxkZEo30jolQlEyfErwvtRUkV7s9biyRtuwj0XXYYFRy3FMRd9BjP22QeBXSjfM0Bvf5g7wB8zNd4+1jLGYtkYX+tn6l1N9h0TYGchMaVVfnRtMTuUySV0HUCGUTejKPleVvGnZWQeWakn35VYGaEabbckmFShfO8JtiE6KfxJIZBuii81XNoMGROfmMIMbE494XJpYiyQsTkxMoJNt96BddffhMfuuAdLf3clln3g97H7QQfA5BUX9+c+7cwn1DY9leATTwCbNgInvDsO1DM8A0A3XbRIZTGb9k0gVqoqT4EMqfqMNJPRKd9JoFphIGGEknWWepLGuPy9ouXSGcaGAJM5mNOzCo1Q9I2Z+uLuBAXnJBCEKaq1NxG8PU0J6LJMUqat5muJ90jwpsDDZUK1NMm/RLhE5cBaoTq+LUKsti0e4618EZYdcw9LB9hBeQDIcjQnGhj8+rfx6Pf/Hgv//KM4/JwPIu8pOS8xy92JGYUfJ3tFkzVhRwKu33mVSC3WpUhEcWeTvOMuRKN0rKVkJFYwiXcTxfRa7uO0rm6nsoXqrXtv2XhDspvBo9WIxFjxxgsbHZpCZLt4gqlSJqNQ+qNKqcTbTQk8ZYaMMSEsAMTIke4RhO/ZVDGzEjTRs4qihSfuewiDq2/GIz+7A/ssfAvecfYHsO+iw2Hy3NUwkPGJMbHzFIm2v7+xleBfnAesWgUMPjDJhfTSOb6mH5nwGUDenUB+5ImIlaZVMigeJknFcq5Yqhw0X9CqkLDGAKPbYEdeAWqjLr43MNt5DsbA6OYkMkK0ESuhWDH3v2h60kIzWMECO0mlHM3lM+0CQianzZpnpcQwKyX+CzxWiEKiJozKbp5sp7JpmT8gVr14EnqwpCjKYKikD0KMkSo0lV53bZr72GnMbYxLg6Ff/xr3XHgZhp/YgmVfvhh7vevtncfI4yqbfyGESHWgdCxCLsqrCfxr0clzDYSKSiDVAGR8kJLteK/UIGAFkfSxvQNkfPp7R+GIIjBE5XrNq/UGpbBntwcuZoKNzDV7glxKsSyeqIadID0ZGd1lcUBv2LFRnBi8ihjJXmHkKILmBXYWw76gvtC6MQYv/uZJrFt9EzbefDv6Z83AcWd/AAcde7RTiHzPvMcrxB0LLp2eSnB8HHjhBWD3BXFwv7QJFOkXT5oywRtb6eKdcovkO2RFTkkI0BX6LBuUqC/xZjQe5jeIGuc2bJgptTJFwIJIPvYbq1Klyv/1IADF2xWiA4Ao90uqiVgEoyDqo8wZCdTMJ0kzRChzIbHMvAq15LmQcCfLPB17VBGEYr3MAkwVsngtjXF6p0iEHRlVeSXywKy12LLmFtxz4Zcw/8hFeNsln8eMvfdKjIgSjyR91pTfcTrs5L2K5yy/R8XJcw81emGqJC69AGCYMVWeXHYwhUPVm/F/0xq6WbhvN2XNYyhTvGKICALTlhbFXnYng8gg2lvqPWdhvQBTiy0L10A9O5ILNlV+SViG76vEJFJ4ogSjOUGJcRbGOD40go03/xwb1vwMjYkJvO19Z+GwE45zCjHP/SMYUUpQrGnYpqcSTFsb7MLQjghF9vaKeEFxrCLLoSXKlMHZCvCmQFKygCKyiw3KwJNyrO+bHR8Ghl5yJcpm7QLMmOOUnhbu5modBW0ki2hjbRdpootXNOn3DJRxmMJf7CWmXlkUA7FBwZW1LPfMP34XXkC1wZYmeHEMO0k1G61TWQTF2fF8O/+snn5SFJZIIv73lJ4u16XzScXWm6OjWPfta/DI3/0DjvjTc3DEeX+GfGBGUChlpz60kSs6va8szFXk/XI/RBgTUgF6X10bvcNI+SfvwX0A3VtyHRtUetRR2ZmWVPtWlHCzESuB0r7Jc8s+LkMq6LM0BYg9xOgg4pLnqNEsezBzpKM2BKkI81AWdpGm+zs1HNi4Tj6L/paiCOVrptVs4vG192PdDbdg9KVXcPjyd2HxaSchq1aDQtwB0i12DCXILYIEfWFghT1aUE+ON0y3ShkRicWE0C4w7wAAIABJREFU+4iy1XzBADHYxoQ7fHboRSdU5y6AGZgLqCUmygRBkNlE0BhS3mqt2aBgJfgt+XPioaVH7zCkq3FTP1Y+S5C9L1H0EtOQk9iLZgzTAO0CSwRL5GFvjxfLLbXYk89kTni+ZI6UOWfLBUnHR5ZBbolgND5XTxL807gNgOEnnsQ9F30Z2x57HMuu+Ar2Pml5Avd2U3bU0vJsKau15RP2xZjS92Pa15TGf/0Y5Xv8LPXWptBHmavIW+s0DmZap9Ae7UW5l8D9JvOF1WldyyHBBiVeLKjf3fpPn3ViaUq8mT1DjRumiswgVmasUJJ9EMUOs6D85dpUCXLrqAgnb8899musX30TXtryFPY/+kgsOWMFqr29MJmBkRjmNDyPcMdTgtzE8pPTCaSlQlGgI01VMPHnaRmxkqorFnAsTyF4VHqBqksxUAhCFa3/hmx+jSd6ZSbwjiq4VlDoTCzp1DjpnDdLG/Wd4x5ZvImFHOBPlVfvqll3DEfJtWLlWuatph5uywssoXOLB9eJ3SfvkeNx6j1761XzxFqhT9F9eK5eq0Lejkbe3ZabbsU9X7gU8w4/DG+75POYue/efGF7XyeLCUqr9iIQQwrEpCAxoEDxKIoLykn3QEJKSvvjf2cyTqvpyDjcN1a4WSUIUSHm2AIhV6/M6PPPmgrUXTofpDwZBtePxROkvSVKzsCXWJOc3g7rmPvI/AJRFhEhD/R99hJJ6fLP8KXwvehaei9RDLJMEU7NuBp9+RVsuPFnePaXv8LuhxyII99zKnoG+p0yNAYmr7qQwTSoTrNjKkGBtiRlQqwczhNkbwcIFp8I6bSSvVzjF7ROn6Q3WHiIxH1HvyXKRe8n/ycrWOAYTtmQ5wEIGH7v9llo1joF0/CkHLmXND47EQgCU9ihkx4gS9avEIqEKCQCk89Mk7qpZZZmt7JpeoK5eBA0P1nu3mNUIaWDIBAFo9VQfKwLJi5End5DCBZFAaAItV+lKELbd+LnN2sTWP/tq7Hpu3+Pw//kbBzx0XNR6aMzBvXrqfe2va3MACAUoeO9TfhhLeKUl0SZqOfG3oz/vijZaE0124vPZ7kn95AiliOXAHe/vBrXN20rh0hM0Y5e0RS97Uj5eeNO6pBqfi2S10veXaq82hQZeYbsKRp/Y0Y6UrRCFSatjTall/RpO1ur0cDmO+7BlsEN2GXfvXDESSegd8aA76aB4eO3AIy+8ByqlRw9c+dvnzyi9tBDD+Gcc87Bpk2bcNhhh+F73/selixZAgD44Q9/iPPPPx+9vb34/ve/jxNOOAEA8Ktf/Qof/OAHcdtttyHPuzgBSdsxlKAsHKmCwewzxrpFiLL13DHgzZads3atyYBmwzE6X33ObWYpTt0/y1lRKRwrjEQl05TArSncKX9nL036P5UKEcKCazXcs6S8m/RLqmiwd+seijZlGZESAERCxQTlzgUBWi3HEE3huOokVfHLyqaZLI6bsuHQKXYkjFWYLsSY/pCnxfM2UXN9l8YeejeCRCQh9Ybek3YW9fCvf4N7P38hXtmwCcsuuxD7LD8++V7iVaVNFIPUF20k+ZpyjYxd9kJ0zxKYDoDmxQEoZ0e/3mYQ66QOnn832LptTxhEjFLYAOkKKQcIqIFttXuCUdWcLMiLVJGxZ5h+puNLFR3o97JGClB/ph6oKf9+qcIHXu+7stbimUc24/G192PuXnvg4Le/zSlEAEVhkffPwOhzz2Jg7mw06g30zN11uxVhvV7HIYccgo9//OP42Mc+hquuugpXXnklNm/ejCzLcOCBB2Lt2rW4//778dnPfhbr168HAJx++um46KKLsGzZsu163vRVgqm3B8QeVicYgrH7dNPxobVecVhbAMMvw44NAa0GTP8soHcAyDKXuC7wT5lSUjhWFGIlwJkAQtFvqoAiFl0UNyAlzo2hLZmPRh3hoF6Kw3QS4uqZeqXIDE9hh3IupPRZlGl6jFJE1jAkuOi5ecWdCC9VL5jUlFehp9V3M1J4DvIeAEUoDKDQLEG2aTPGM0TlxANSwFkVSiyZqjchDMC2sSYVWhoT2LrmRqz9wqWYe+gheNslF2DWfvt2GR8xMmXuegbCnDcnfHoH9SPd2p1SJCQu2EyLgEdfpiO8Mn+U1nhn5cjMTTVMm9C4lxKN8nhtCAJigJCyYcJ+YMZpm7f721bWsudM6Dc/C/w3Mnx0qSRoQNQ3S91kRWo7jKGDEtRb/OtC+0PPv4jH7r4PsxfMx75HLkRPvzso2BhXxrE+VkPvrrtvlyJcs2YNzj77bGzduhVypNR+++2Hq6++GkuXLsVZZ52Fu+66C7VaDbvssgvGxsbwox/9CGvWrMHVV1+93WPopL+mWHbk32l74nFgdAQ4YP/476UBcv8zYnJ1h/ms1DuUexoDM2sekFcQCtr6z9oq/tPG4YVhMvfcehMAVQwBKL5HliQ/h70zFnBFE5joUC+Uy2XxPTmWyMoffJ8MmpfX8Gf0ManGmMDsaxLUCkC93siaTvrWagKtkfJ+txrBc8sywHpB2aaQGK6bcM/NmNyjgyz3MKx1EGj6LgDnCSqBKHme/F+PnmoFCJeTp+U5rQYwHkN5+5z4Lux563VY/9/+Dj9d8Xs47JwPYeHH/gSV/r4QH04JTjx340PBE0onV2NzEjcm5KFoArUR9z3OnQNiw0c9SR82aHpFKaEDZAAYJpX4o8Rmx328FvEaYAWSZbGCb4mR5q/hEmiyJpB4dvKuIhjVk2madXofuTPmGDJP/ybP01qzXG2K5rhNadE7KPhdFO1KLd3PU1XcagTI9YlciTzU326bvduuOOrMFQCARq2GpzY8ir2PONQ92hj0DPRh4qXn8P/dsgceeAD43OeAOXO633PDhg1YvHgx+EzFxYsXY8OGDTjllFPw0ksvYevWrXjwwQdxxBFHYHh4GJdddhluvvnm3+rY3thKcI+9gaFXMLmV7hdM5P2Jcop/t40JYORV2NFXgYlRV5R65lygf6ZLXBeFwuSZ6FE29qSKltvQChMiWLgmd0qGYVG9pwgm8WTp32uxdDnGaBCeAcTGQBRnIyEZEYQ8zBkp+FRBe6WTGMPbFe9KbIpwMg19IAJUBK3AWqZsTRiSHaSgJm08RkITAP9+m+GaiLWHWBGWtLy3F0d+/GM46D+ciXsvuRw/Pn4lll12EfY9+USgEM/OlBh20qUOULAMtGiEd9XWH5vEP+m74plH4/etU4F2YV1H1zbKLgw/y+J86bM6Pa+ttqfc1sZlArl/jVb3v6XP6/b8jm0K3pBJ/0/GebeLo8877aPfDiTaqVX7+rDLPnuqFyjtuReq+OM/Drr6K1/pfp+RkRHMSTTlnDlzMDw8jCzL8J3vfAfvfe970dvbi2uuuQYXX3wxzjvvPAwODuLSSy9FT08PrrzySixcuPB1jeeNrQR7e4EFe4Tf5XifVhPK8oq8E/YEAdgWrKVi0BJDy3OYXfZ01VuY1aiCz0Ob9TGCNpPapNIEBpXcQhZGUjFCKNi2FW9eJtBIP4AARRrE5amkCXtTajqyYBPISI+WIeUlcS/xLoSkA/jz8OhUADlZXu8P/5OUQYuVfQ7k3lpt+vcjJ2bz0UgNPhLI96+sigez/6wN/Sua/lihEgHAHkGeByFa7fUVY+AYxHWqGlMWc+HydVm1vFCDMlkrYe57+kNMtj4eXTtz371xwne/had+cQfWXnAJHv0f/4S3XXYxZu+/T3sfOB4snmxRprBKvFcLgrb9mmnWPTMXwUiJoEW/boXJK16Zwq8lcy2klywP9+d1KNdIahFA8WtBVUwo0gDj9zbVDpUwgEVInwCgaUNSrFzDJHmoDNSsIyrnJ+cZyj4Awh5hNrJ8rikN/L65MfJR5gV2uC4i4E1F4f3faa8++zy2bngEA7NnYbeD3oSegX4s2K2CBQuAF18Ejjpq8nvMnDkTQ0ND0d+GhoYwa9YsAMDy5cuxfPlyAMDDDz+M++67D1dccQUOOOAA3H777diyZQvOPfdc3H333a9rLG/8mGCnlsbhFPqBi+8J/Fcbha2PAxU5jmimJ2t5pVj2Uz0gEzwQzinKjFMAhYeRIhiOhEpEBSdoiJmLslENAoV7e45NKQonIJoeVlNoCu6ZOcE9OkaBzboRQKgZUpxRbCcPMSFOQu6hGFxpn1vtZdMA6Ike0lf2tjv1ieNLbcSYkhMkZM6aE5TM7sdVRraI+pcYKjx31X5fnQVkRIgiJM8NQGuihg1Xfx8bvvNdvOU//zEWnfcRVGbMdNcwYYqT/FtNZ5RNtp1l/CanFAlvmCjcCFrf4oX6PpqMDIY0+T2JW+rzAPABs2nKS6RwCaUpJcawIdvNC/5ttfR+9DtD/kD3vaiISDclKBcizEcKnZZ2seS5Op//hq06gPFmFUNDwO67T375mjVr8OEPfxhbtmxRSHT//ffHVVddhRUrVuh11lq8613vwje/+U3sueeeWLp0KZ5++mlMTExg3rx5GBsbm1L3pmdMsFszYkU6erVt+TiIsORqo7BZBWbGHJjZu8KIMK3XgiLiXCdp0enxReylWK9wSpErUnJpeoR8VzwTPk4GQDjbziAqczSVILTxyt8IbOe9MSXMID7njQlFU21pHMkkx9ikrNNmHaqA0zEoOcYre/E6jH9Oowy+8y3vgca8AC9EJd2EBafvR9EEasPh1Hd5fn0cSs9nJZsqZZM5Yg8K/868UC8jHjXGnZeb5zEBqo3gYZH39mLxx/8cB73vP+Lei76EHx+/EsdceiH2W3FSGK0tHFzf1lihlnmC8rPlT7bv0NriuLTGGyXxU6ADNFlCwEr/1kbgSaHBEoNR11wlrA2eyzRlRn4XT1wY05LGIVC6eH4SpuCjjqL36mP71vevbc6l39x//pt8T363dC/AVWkiIzueoHDf0nn811Z+JfKhdyaQ5+ivAv39U7vL8ccfjzzP8Y1vfAMf+chHcM011wAATjzxxOi67373uzjqqKOwZMkSNJtNjI+PY+PGjXjyySdx4IEHvv7RTFtPEHCKb+RlV7Fl+GWgZwBmzq7ArPmO0SnnDMoGMblbfK1mUHadMHpRYuwhCjTKJ3oLIy4lWKhX6S1h8aSMIcFrYjYmEO5hEHuEaVNoWBRONXgNWs6tjMzDkBVt7kpPlCPUxg7NK1AFq3mWJfdug/aE1WkT5W/QFqtkGC1VNGq45FC4V4oEiFWsSt4S83CSNqX8utfbyrwN6N+evv0urL3gEszcd28su+wizH7T/t3vxXHXsrnS6whSTuOsAvmyYouONaoHY6ZM6LKnqkzSLtcJbNqqx+9GDFEghDnSd9oNXdE1NwXDzhiveGj9p7m6nPco+1NkACMB8P1j9Ie9M/a03R+SztB3Ih5AmQJM7h0GNPmYp9rKqsiMbXM/+2a1oylTbA8++CDOPfdcbNy4UfMEly5dqp+/+OKLOP7443HnnXdi9uzZAIAf/OAHOP/889HX1xflD07Wpm+KRNJssw4M+cNnR18FBmb7w2d3dYfPMrQpm7xMSGgsUGA+/70U5ipLH4g6ZEkhelhWy1bJ5m4hqmbDwrotTQLlwkRKSKGI44+RUKB7c14iE3mkYr9UgkmTh1NykbUEm1K/2FPl/r5WYk+nYH8nJVWaIpCHeSmj2Hd8NHkvkkJijBMK4qmWJsv7lvn4o9TKTGHE6P4CV2aA1Ai1BVr1OjZ99++x7ltX49APfRCLPvUJVGfOdN9p1uOzHcvqiab9MplLschJwaTHWPH3ZN2J4QU4xjATX5gd2rV1MIim0pQ0VrKOZE3nOZyn5o0xSQsRr0/2Y9HyaIRfFxGTWvbfayBPSVhE97B8lKBGsj6VoJfcS5Un719Cj/ganp9ShbidTeKqcqD2NGjTWgnaeg3Y9oJTfLURd+r6zHmuODWfacdeF5MrIhiwcPERScLWJGmLqMYm51hxUrF6dHJv6STCJugUa+tUAk2tSbnRa2m0cTiOET2jBLqiotDuOjIiyjxHSQFhJWuQjJknxcTEoOj5rMj8c0wWV/qXEybESi1avpxXF+El3oV4Fj39IUbZagHNGuL0CoT3WRqnSq6LYl2+/z0DgQACPx9yBJKSUdirSe/rFMzoU0/jvi99Fc/f+wCO+fKl2P93z3Cz2UYqAs0trdtJhbr35rX/bHh1W3us+Lt4IKlnBYP2guh0z0o1Ji01mRiThyLd1iMQXDZP9mNRIHh3Xfqt7xhQo1dIMHzslsbPW+33SO8dVZwSAyz1EMkAKt2XiWfLn/02FeD2cA3egG1aKsHijp8B6+8HjnsbMGMOMDDHVWxJKoCYtt8m2cwqo8uEkcAYJOBBwq7Neku8Jyaf6H1kw+W06fz35XQFKV7NGxYIGyivAKYKmKK9PBX3OxI+ZFFLDCytxtJqBMiSDxiOhO4kAtDkoZScJE3nBK9IE69ZCzqzgDLQGqEad7NdvA4SQDJPYuUztCVQHLeiiBmXKeTWSeC5ByXKm5pUjTGAltlrMrOUBKUeHCzHFEl5MNePZ+68G2svuAQDu++GZV++GHMOfv2xEQAkAL0xkx6tpMWsG+3vKJoOgkNbLQeHdjw6yaMuQiTTuUD5vbs9U/elX+sCreaytySnUypKSSUnkAJF53eYenxijMnzO55YIuuxxJNjJKpNEYoMsMl3Sam3GRZTbMYbEZUOKNY0a9OTGLP3/sDEGLDLXs5CHB8CxoZgfU6e8V6XFXII/xNWpEAkSe1MY1ux8AegJ8uLYGJYs5ShZePYoOYHmuBhKvThhXSaIiGKsSJxsiL0Ia8Clf7251f7gqJSmLVEUaniJW9PyAEM17RaQKsLiUJp40bnzykcBOEtdPosB/pmlHu9xgRFy+xQFTZCsukgIBl+Fe+FGboyzzL+ouWQg6wSigTXa27OZN6jsmwG0Tyqp+wVhniPEYOYhNVkOXE8Hi2ELcYLex3Anm8/Fmfe+BNs+rt/wKoz34dD/ugPcOTH/wzVGTPCs1V5Am1edrWPYE061kmZoAzXGuqKCSlBkoYj/dIYo5+zUuJO2bBbSf+8MtHni3KzgdgmMW49qsnvzaLh+spl/IxHX1q1kmeLovRrRIxQWwCWPD9Nx6H1F4VRxMCkd58SwlhZRkgRxcBt4X7XtdxB4ad/ShGAToZ+2SHcO3h7Q3uCURMGaH0cGB8GJsZgGzVXA7I+7gL6vQNAtQ9GSpYZE9iIsolEGbGizCqJ0pSffmNa66rIyMYU67BBuUuyKdOYojZD7FGvOJS4Q0pYsfoutTdL5kYp/wwlycZl2FeLVNswHx0tzMRTY3jZIlZC+hWvbMs2IxfPFuNCrHMWKBnFcOSeeQ/FgopQfo3jY6VQ1mttJUqubW4Qxp7lUNJFN++V4WSKCUYtSe0Ye/ZZ3PeFL+LZO+7EMRd/DgeccZqnnKf9SoSzyTwr1raf9afz7MdQGmPs1LoI4RTyldJ5sJ1hbIm7K5RYdN9HhuZewhTM9BZjr2ghLo5ddBinH48xsVHBxk6nPRJB0Mm8sDJsQ4jkvgjKtSz+3QahlzxD5V0J3LoDtWkJh3Zt6jE1YZsNTdi1ohRrI27j9/QCvTNg+mYCA7OBvplURqkZFFEr+cd/s9YJpb4ZLgdOanfyUUjiNUryb14NsC1vbGFtCvkijYlNlpwfzYHf7JIYLOcOKkW8Fe7RiWigSp6OVGEPV2uHVoNR0CSoLEpN2M6m8VU//q4Kue3L7eMR5qjx/SmjnncT9KlHIoYSn86R3ivLu5xeX4vnPSIllTw78ggRPFi49/zs7Xdi7QUXo2/X+Vh22cWY++aDYi9mKmMsnQs2dih9oBvr0mS+GII/AULin3K/10qMEeXMRSzEqBGjjYs+TKY0eY0rouHJT3r8kzfq0vfCIQaNP3Z4f2kcnOe2jbVsaWxoV4IawqC+S38E3VEDc/rDnFNt0xMO7dbIYzI9Xmg16zD9wTOxxjgSTH0cdmIMeOEJoDbqFlPvDKBvJkzfDKfcBma7ZSzWYgSjGNjChsB8VgH6KAFdqmuMD0eK1Ar8p96l5O75DVP1Hp8qS8AULVfmqW7DGPXEAN8kPUIKIit5oPAJ1bJpyeuDjb0vjUX5+7LS1LgoqHYoVVnRd0D3fi3NWmhVHZkAIHjL4mXmvloMTCCcRBVU/PfUc/Qwd7Pu5o2VlLVUQYX6zekXIkzbynaZ2NuQ9TAxGitDgecrPVQhBYggT0UUmvQMG3sWRROYCLVX9zj2rThjzbV45L//I1b/3vtx8B++F0vOPw/Vgf5wX1ZmlYr7tVlWeLvknTFNHvBnSlJpNz6xwxY+N7Isp7CT98xT6RWRvB+Y8F6tJ68BibKQ99yM9ZDAoplUPOIUIf8sY50CazUAsLImBWURPEEltPhnWv6dPHoec2kTVCILc8gVc0ptDPqDeKMVgod3YG/vtbTp6wkCweJOT2+Q3Cn25HwlEgvjNndtxCXUT4w7xdGYcJZt7wBM34CDViu9rsSaeHhpFRTZGBoTbKlHaDn3qdVwsagGnaWmxJTEI+3pB3r7/WG9nCNoXZWaVsttaMn1MhlMGwxCO6urkhJYJouvb2Or2bAZpfiwxKPE4heFajIoMQQIxyoB3ntOlE9KSpEKNJGHjA5jkJiQCd5ASozp5KXVxxGEUCePJ/NpEjaUBRNFqeSd1+LtyLjkeUSU0kczbM5pCm6+xp5/Hvdf9jd45va78NYLP4M3nfUetw4YvhZWLDNV+fkaVzSYVGl16vtkjFQh0GS5NxZr4e+TQbDp0WQc49bYXoKupC0j6F6QFo5tlhXjF+NO4fXJQgboPo50PnR9ilGReoIFNLc5p/7ubF3bjgOHtik+XiwE4/CRQmULPcudYvRYuoUFxkcc8aY2HGKNRZO8xgFXOaFvwCnGVNGwt1hG8FAvMPmeF6qWoZ2iFQgoQIBauXRVfcIpcKnVKd4me58iGI1xCqGnHybLAtQpHiJXqenKDqU5lLGZLBgIzTo0x66T1SoMUa0FaYJiSQk4tpOgTCEnht/K4iZ+fPXxMB+i2GHQTrGfDFY0dNkUthhDvwpTi0BMSA+qwBLvtVFrG/dz9z2Auz97MXrnzsayyy/BvDcfNHlfptLXNuMpnQ8TDByJ9UYsSnQxwPy9FJ7MQjqLPkeuycKa6AR7irLSZPYiKEZhwgp5Ju1HngOQggNlipT6k5Up7g6wcunvJfPA9+Swyk6lt91tesOh4jVJAV5Z8FKJJLUwM94UvsSX3stblFIRxcM9esXALHeqhH+uknEmxmBHtwGvPOvgVZM7j62nH6bXe449fd4a14dBhaw0IXeIByL5if8/e+8eZ1tRXouOmnM9unvvzYYNRIkvxKAiiIBRfAWRrUTFGJNoHifRc1SSGB/R6DFiUFAkvjFRTIygl5NzE+PJJQbM4ybkGhP1IigqEMEkRI2CbxDcr+5ea81Z54+q8dWoWnOt7gaS39nNrt8Puvfqueasqln1PcY3vq/aNu7XmDflkJRA3U8wlbJC6x784pbpuSIZaHUvrAA1z+1rJ2FbUkn2h5FQxFyt6JW6uEGjd+0YeOccar4WkJ/xVw/WoQAnKZjfjGGKoLOiv8s9Sj2XsKph6SVquXMu2N9xwRxU0kOnE1ilKjlMJciMKRo2/dwI473JyFQvSxX1LOVHQ2h1b/is1wuXGfSm9/K414+eiJ/4m4/gX/7nh/A3P/XzeNBzfgonvOplGMQixd1tjnDm6eLANGxshaYjnDdemZ5Xklto0NiZmpNUTEKnkHmUVQ0gxrNpEHGetKygxsPgUuy+bRKEmnWHa1b+retYjxdTFjQrStkXfRF3dYgvJn4mXng2wHktGl5r1do90O5S2789weuuA756E3D6Uzr+qAtmhrXp+NPJZxRUyhRTT0KEvwk2+Z6Lx4uMVxOkurIneJHjlSBEFpbCobwLW82id1qP1LpYp/wmxvwo4IG1WaIUmDQOvGxYe0YlEFINTyVB+jtLo5Ho0osKt21Desry7jBWTVy2nKwolPodcUsAThmivk1pEWXeU8lkzW8yx6PILgzxRVLOu/L+qj6m2KwzFcIM7zcrcyfeIE/MUEVYekg6JnotRA5KSHrmMEmgEe8hCuzlW2/D5377HfjGxz+BH33j63HUz/9cYJHOK2s2dw5mdgLJk6vTulaPXmFFrh0z+NZg7qonSeOPuaVd0K0p0SquAUSjheQtpPvxevbTIFdIrE760QmHrgWBrmM+eV+u76682gNtQ21zeoLtBFjtODcMwGzFJ/9BfvI7PKnB1d2kE40lTlZT/EHyDB3hvroHLGyBmxwMuDrEG8fLMda4N9QzHQVI0Q8XgeFWuMUtUTkuhPMLJyPATdKzjR6/jqoOhHosTjdJ3iI3FuMm8dildMcoOAZLQL/J42cU4AtbgC0HB8WpNRVHK4n56NtANuKc0QMYLMAPlxLkORmnY29I2inTVEReZYLW6qdGL6QZdbAhIxwNIFWMWQ0Ku7+QCxdN1VBFKXmkU4Kca2nq2Cckz2/KK4KsP/mOb4FGFbt4T2w8QotrymLJrRgNPovzLR5+OJ7wu2/Hdz97Da7+rTfiX//H/42T3/Ym7HjoQ+Yr1nUpwA7BrjA64fXs7MV4felFK6NVyTjM4bTv+mJOXXoXNK6o7Lj+M/3q5L37ZDjoe/UN7IBfrgHPv6nyi2vWdyjKdRtplZDP+JXoUbZN2EdaHemAZ3i3tP3bE9TWKgFF4IuSZGGH20bhw4WelVrSTeqLe4jy9ECIFcm1s6xAjUvwNPL4LD8Zi9e4N/y+ug9W0WRpO9yWbeZJWD7iPCaYslKBBMlZKkaRoFyySO0sQu2/S56Geswz86tkvlLHAB/jm1ar0RVj8QG6Yk3M1WVYEjTjtHUkOQ0WEwxqZdQqU6COOZaag2WQYR2gJhUoClVWfZgACl/Ix0byET0vKs21yCBdTePBzF+Dmxaq7EO/8CybJjHbvEvzAAAgAElEQVR/de6dGCeyNtumwb/+0Ydx7TvejQf+1DNx4qtfjsFB25CRcEyoS+ORUJMJMNajm1wimZhCKZqtBZc8w/4wQqIRPZmMRAmuEe8lnMr1agZJx/VWvoye+iQ3ZhS2tPzfGBqZ8mBdGl9nHuBaniAfRYO0FeXaTH+uhC6TO1UytA8ow3W1ew4xBkgLyHL9mLBeJ8ssOyHCCSQoUFTJ9ARyoc942szTJtg6rOTSE3W8DkDbwLPv41FK4ViNVVsOOhRu6aAo/L0dBeQIPY1Xg8U8RUCgMCg8YCUJzRtDCRtpnIpCUw+rVcWSQXzROudhtnqdxvOKeJm3Y3N89BxHycOgQO0PgxLbtztWg6liXK5OgmOwkBcGVm/Mezh7765YA12kCKS55byWwrs3TEiBc4lUZJCpT0pw5ntwqa9T0NsG1x4Anie4cvsd+Nwbz8ctf/t3eOTZr8aDnvNTMv513KerFchIitUDpmRnEkz0oyovPsH4IMo5KG/lkjGnc1w+xwzTKBPmkWqAaTgUNArL8bju92Rs27gXjLFMFnUTbm8MaOTe4RQJzeWGxAFlOLfds5Rg2ZTo0kjMh7CYVSARtigXXOkZapzK8sHiIiVBRQkMVMJMrqaAyCAXn4gBjJEYgcana+DhmzbAX6vLoSJOVcP1F4DFrSH3cLwazkbsDQKkanCPKtxCCdL78D5tJiqqWcn5KsgzSxnyPCrhRqDEZlr5la1tJD7oRDCg8Eyk/3UYLwCLZXoqZnrEHrlxxPjjYCEVAmibQHQarch77QkzT2LBQr5yU8dHidDrDeIp63lMdObJDWowZKzIco5nNRXCMxQAXCJceI/vfeZqXPWbZ6Me9HHym9+AQ497WHH9OltG4+9JpRdhZJZwocYwMyVFI8h1v/9MeZQe3Yy+cd8as7pYszSCgZR8b392ME/RiDFslcx5YVybnJgkpQukNCGtgKR1TG1uqARpbBYKkXukRAcOtKxtzpjgWk2ZkizabAWT+TchmkxVV1Bog00gKyBh9GVZIo1r9QapL+0knQCeVXwQL02VUiZUEarM1FtCvqL2NJ4c77QU2Z470K7uDfmDwwW4wRIwXAB6w/jdUmlRoLhkTROmGi3nAi5rFdCrpwWMWtZKFOEp7yWcq/lqdWTBMpajkCQhIns/Lrzj5fx8OxcmJjxjwGo39PgKCCt6a34SWLVYjOxJMmfb5JWbMB8sBuNjPAppM1xjrK7Tix4oYT7GjRyCoWKCrBDeXTFBfV9OyEZAYj8rscO+W94D6fPRMoCQzH748Q/DGX91KW76k0vxd7/wAhz5zDNw4lmvxHCbsotdYArzLM7RvmT8WIHvNj2rnQCjgpFpa8Qn4c4YF+PsXCtK5OoyFLhWKzG2bKwO2bmA7FtTEM+o9IzRLPC3wfSKHjVJeWXM0jatLVW2VNxliTauXypce3fFa8oMBp2T8pK4T8erqcjGlDw70Lra5lOC9My0pFdvEGIZ9PbomWmOoFZPIfbOCiqEGa0AciVVXCI0l5XOytRT+lVjIqXA4PfUC8xSDXx4rm2uaFlHWMstlgqlgR9ugWNsrxnDL+8Bvvs1YGUffH8YSDsLW4GlbcBgC9DrJeUoqRk2hlkQlG+AiQiOkvig+YWMVVoOoJAgtJEgw2vMIPAp5quWOw0KPSOS/aGQYB5YVQeItJkktmucc0fijwrk3gDwvZQaAKR4VN2Db8aBJGTrK3r1q/tghdN7/VhgIXhePqbVpBhmzPMckHzU5kqtquKsRkOFCpcIBJAOJe58T7M8pKQwq7rGQ57783jA00/H59/6Lvz543fika99FX7k554NV8XrmJrBPEYyTcrqKK4Ke66KDNeJkJXs4FpEcluhKBXGr+qIGpBcE/eZjbFUkNwDLTBVZMAlb9/mscnzUXm+IPMCu+qpKilGSSyqNHUtOsAY3ga7UgGKLMjCFxyKoiyzPLzC4BnH1K5ZCMSBlrXNA4e2TYw9RK/OEmh9EookdhjJo4AEKaQpgOYl8+qxKLyXIjLeA3YQbwH1OBfjVBLvyJLoY9PqF2S6MQ7G9Ij1UKa9zwpoe342WoFf3m2kHAApn7G/EH4fLsKVZAwAKS9zkgyGOgqI8QiWnK8xw7lzOqNlClSME0JonDNLqtajiTBt3JQxoa54ipF2JsWxVCIEZx6Zg3StQpKW5FzB26nsfB5g5A4WCeD8j5aBPXcET6/uB2Ub3xGASIiJB+rSILCjcVxU6u20kRHjyNbHUVExxjncet0NuOq158A5h8e8+Q049Phj1/e+9B2rUde1vomg0HD1XqDPWWSrKs09PR7LM9xgY94qjatSoSrxyUIkEgckLK4oEJEDH+9fVi3ySEQdrrXMKyQhR7xrNYyzWPk6SFiaR3wPbpszJnjjjcAN1wNnPK3jjzO8sTImlv0e/+7bxB6jxa/eF7F9zYvrgh5KoofChVMB+Li5rGyTh505p5AOk5XXg/tbLlr0aPqDRBgoTg1IijFUmQks1b1B+PZZZHyLKUaDVLmBu3K7lFRgSrCAIV1kwMJPx2zLZqeA835t8lg7m7xT9TY7YSUaRPMIG/K7leYS4dY1B0rxLxVt50G4kHUAu29A3CSuxpiRls4brwZltrI3KISlg8I5m6shLQf9QWLTqsAWYZ6TYhx82+Cm//URfP6tF+ABzzgDJ73+tzDccYicZh/fxRQcOuMdKhmJwl4Vpb5/Gjz0zKgkp0gnxf3NQ+MYBSbtjJWm8Rpz22BPL8ayz/urz1A41QF2RqIZxfLO7Hte5r+Wz6KnSs+xVIIZyWYGRNrVuBbrzQcArqdtzpjgZ68GrrxyhhKctQkL5eg9sgRqLrKqjgfByt+ci3AWqfNtFDxxcTP9wVcxV60jGddVqbxZyQi0WJrSt7XfLubSjRNRoytfSNMjvE/Pa5sI2yL2Y2DXu7YJYxouhPjhth3Ba2lJxFkJRJx9PwhCtZnE3Mal4DX2h6GaTn8RaMeJVJB5QpJ+0ZX8SyjSt0XZtCg42hYpz0wVEyIJYwhULiX400o3Fp54lfQOs/XStWaiAVIyRn2b6oXa9yqgFs+B73I1esu9YYqzkjFZkkGAKPDFU6QvziLQpWXPWKpzQcnFikbeubC2F+vgQZJwtBpLw/WHwaBBL3y+77YA0y5sAbYeEu47WsHRP/MM3P/0J+EL73gP/vxRj8WJr/kNHP1ffjaSrnyMvZYxu9iXqpefV2jpADLetkGRwAczSjReX6YsUagT6VCiC9mV5bvUOCPvW9XJ2LQKMYLaKFGpJMk1Eq6QohP2DBJo1Cs0XoFCqnJfzt9UE9RKQw6dzNGOxrXInN8DuYYAsJ97gmwWZyohxWJRZFCoWFaWxC3WPe8bfpn+t+dP9W7mNIVeM4GK/POMqh0tU5IEGJyfurds0skEnQKl9EJUuCvcmFmZVYJii3wkP14F9t4BLO8Jv4/2BeHqXPQWt4Q0joUlwFWBCAIEIdBfnG2NGjlmkjxwY0jGsWhi/tT80mjpeCclMYbj05qrJTnDPL8i1sP+ZNBUbV1c97pgvyDr0RSFi0rfbpp+ukqKFxRGw7qeGQoWhDUT6o56vTe9bIdw35V9QDvBbf/8FVx93tvRNg0ec+5rcNiDHxDmY/thYS5WV4SYIegJ421xfQWlXqf0ESBVKOK76dzH8wS9S3PPdat5w8D6FIZzsbRfEbOjoZrFA0Wx6T7itUCCPtmmYopV6jeNX4NhC08QgHmANLY24g1m45wRDtikbXN6gmzOpRgZIFbaJMUaeB3/3o7yhaOwhi3uWiw3iHUfWWKWYC8bqz8I8T71BAzeqAuLMirTqRSJXhIMSggBCuGA1K9mnsClJxs3km1aSPC+EoYrUr989ARHPgmFdhJmZLCQ0jCqXqgc0zaB8LGyB37P7cCtN4c8x4WtwEGHwS1uDdZzZNU6g5p9ZF5G4pFzKdfRVQg1Xn2Kt6QXl/psFnZh+AQsMSfGDJYwxU4F4nmPTMCOVWw84jsshGkW72K/PJK8Lo2p6CmWcDh1m5F4+LwZ7xII3x/tm/4zafWMWWYwpcwZySo8Yd5VgUTFo4qA4FUDQVFtDfvrsFMeiKf/fzvxbx/6MP7+V1+J+/34Tpx41iux0B+GeV/qh3e47wfh2QtL4f6TMbD79jDGLdvh9+0Kvy9sCfNitVTrpESpPHrDsMZIqMoIV0wvKIyFdjK9TkpCDe9RD9L1VUQjSi9f+QSMSStEmilIn5SjxaTjM2lAkT3uRHFnKRA0kNldn+BRXTP8251RhL6NDOGVe3R6xebwBNdq9K5IKmFzdSKnsEqE5gp2VaxQy43xKJaHmgUvKNHCqtfTOqRwdjlUUrIDy01X9quqgXoYHIqJsF/LVkKw9IasSgbSvTOi0DwlOx+G8UDwVFaXA9w2HgH9PtziQQGOG0XPr6qDUjUvUTxVFqqml0SiEL9X98M4mtV4+gVvIR54ycBjzMmIJEBmQJlXospsngchUCivqXu5t2OT0oZ5MIKMKm7C6kgG16w2JfxcHkvacFNvSjwhjatFY2n1jttx7VsvwFcv+yhOePUr8OBf+jlURC6AWJQgKsARzxUUYhaZ1Q7JQGyaWFpwHyyndHFrmNuVPWGtxHKE6C/kxm49iCGMAPW7ujedh2nzlWmYjmngu2zS2irjeF6VnijJDHlRJdmkv5nhFh+veyw7IqpAaAC5rir+fSc9Qm0b4RzsZ21zEmPWavSwSLhQZQWkPEG1ftksxpcgnGlCiUBUBrPyc1VYEKU2B4JhXqEq5Oy4pDpZlpMJgHa6MHPX+O3cRIWBXLD029gnU+AFpKMbTU8QsOOqhB3KVBIesFv1cyu3YPuFEzgirb8Xi2kv7wmM1ckkKMTBIjAIZyc6LWZcKuzOOZVYiyqvDbFU47utyrnxefFvLTLO/qln1+snuroRpjpg11l94D2BlIeoirvMFWRTSr/OizJ3M0atSxA842RrCNfv3/AlXHX2G9GsrOIxb3kjDj/phI0ZTXWMc/rI8Faoue7Dl6X8GNser8bc35hCsbI3FHSve8DiQWFN7dsTrlvaFmKUNG7rXmJtsrReO4GzUyLI7nTTY9GQyhSpDjAvvFSSKifYSiNT7zlLCQJ3r+LranU/weWbpG1uOLRsmi5BAojlCTbAeCwMOyofxnzEE9SKEa0Pf6NyBHJhqoV2Ff4AkidTueRdUii6Kq8qo8e90FMllb2dpFqg68HyjV0XIdSmTfmNzQSWaGw07dh53VhUhFS05QGuFLJ6OrmNmQZCnAta4JGk43oDYGl7Bv364ZZwVFXMy/T7dgHf/U6AVAeLIbdxuBjmpB+Uih0Wyyo0nEsKuNKC30hj35s23YfvdrLaMe74P89/xPUxKdIisnmK68MYk20mmKcUKmFBKo9Wzn4s42eZgCTUHcdi1Y0WhKnqi8o3SO+NIQfvw96K49lx7DF42uV/iq9cehn+/vkvwn13nopHvvZVWDjs0I7JdEDJwG1GORFIGcWTERzyIgjGyl5YyuPGS3VgxLoKvtcPl/eGSREx9t/rh/WxdzcMkp2MgD13wC9uDQXsR/FUjeFi2ufZqTHBWA3Lg1CoIjj0+KLRyjVaojkZ4lMoQM7BvOaR9nc2z3dRMTZjYDkeRN5fSHJjE7bN4wnSop2MoqUX4zVKNMmIMVxsSB6KLxZlV1OPrRaG5yxlRBjWKoYQdiw8EY1D2jUtskLXZJbWAt/Nmw+mR/gmBfp9m7xD3tNihkzhkOR8enKdm4rjppCQnC9l6ikjdhyteZI6uuaNpcvaFkxu9ojKbd/uAKmOQuk4+DYQcRa2BuU4CArSUdhrX7OjlFpY/EmPqqLHwfxAZSVmZIQqMXTbFnZyhUGIyOdgXitTSabigWpcrfN+gPRbiRulIVB4mYoU0CPM0hYqoLcQ5pLVmKRPo127ce0FF+IrH7kcJ5z1ajz4Bf8tONGrRXFvtopF25tpAysjxsQ+6jtYT7MYqU/vTZEgM5QQqi4p5GhhjIhUsCjGwlJYe7tvizAsU6XkPyumUPIAAJcpP5f6SQNKEQtFk0qvTOenNLzv7uaq/CDn/bBtTjj0K18BbvwisPNJHZtChWupbGilKZxBS9yLpR0hujLxnnUirRZgLekKJHVM5IwzEbBGuInXavymZJ/pq8mSdn1ispZpEoRARyvpOhN8LkFAJezZ1RibItQJyDxMUv6heSnlPNfR+5UcOmUElgrQ+0SQIPmAUHUZ/+BXmnFgJI5X4EcrSTn2+sAwlpcbLALDIVD1o1M+pw/a9B2GQSVhtdYJB9rotSuC0DZydFRhya8rJhiFd10nz9f+xDVWBaerLRU6ZvQd6Zr1Ktyufjng9hv/GVf91hsw3rMXj3nLG/BDP3qSXEJjpIBoZ8WwdS1Y3ixSvLWqckPToHlJwGdYIyO0YXrdzhsXeG2QH57xaQ9kpDkj5MlPhl0shh0VZU9kTC05x2qkI6ahdEGT2boRGfAf1lyK9QKJALW49U7d7dprr8ULX/hCfOlLX8IxxxyDD37wgzjhhBMAAB/60Ifwqle9CsPhEJdccgme9KQnAQC+/OUv47nPfS4++clPot6Ah7o5leDzfgm4/C+AW766QXd9luATa7hLOHYJbX5v3mYq0zJm3Y/31BQJJk2bp+rXbwXnD0vKn79rfMq3EV4TVqqemG4WtJuuylKeGgAkoZAd5hv7we9SGLhehMTG+XUmAzo8ABPWLhkrcX7taKrl3UExMoVjPApw2bYdIfGfz+8NA4lC476MTZXUdBtznZS8egzlGvJtd8UOeo/jAk5dT+u6nxFtVmcaDGbAlOW0smLoURlNGTZRufR6QYFN1DgAulioHsBX//wvcc15b8EPP/EJeOTrfhOLhx8Oi5vNbHcCzmN/Dcr3ucFL47JMzHdIoRCu6yoqzGacDFUtdabx8hIlANJn2jdTnHFmyCbWOruzlCgJQoSja9lvNICnZIkLHud/VusNUxWjdbbRaISjjz4ar3jFK/DiF78Y73//+3HBBRfgpptuQlVVOOqoo3D11Vfjc5/7HM466yx88YtfBACcccYZOOecc3DyySdv6HmbUwnedhtwyy3AsQ+DpSLMtNCBzOMzajstbUKN/Tk6UmAKCnljfeljxKukQFGos8tio4fp4ybUhNss9tgBpa6naQC/PF29DNZPjXcNpavxKvb5bmvsc4eBYqSNrv45ZOktALxvzFP0q8tB0Q0W4LZsD/PNkyvsBI5eEjDZOyVkSThLlLpCyGuyatlVhSubtAaApGi6FJurhMTSSp9kDniKA8TY4b9ZYIAx7YnkYzKObYotfocKGC4q8RGm3jfnqQ7nPY527cZ1b3s7/u3D/w9O+I2X4iH/9b+g6vXSGAZL4ffyPESOgUXvm1GKfdb9RLzS8nY0qrTiknNIeZdiYGb78G5as6pkdQzOp32XNS8/Shg0fBbO3mxhtXyJGE0pz8YeF95tZMvS6yzzFYs9PwcT6WxUHVZlqL8E9Pvr/v4VV1yB5z//+bjlllvsHve///1x0UUX4cQTT8SznvUsfPrTn8bKygp27NiBffv24dJLL8UVV1yBiy66aIO93azEmEMPDf8BAGTyzTKXtARAhL1PVh8FHMkdPLOsjB3qPeGnF/uskkRTEOoYmfXJYsgKVfo2FqSepaAofCOkFItoQ72ZjPnK65EIPmFCcmiWz+KGo9Ckd6AkHd6ffSc1nTE1Jc2spQwcSUnNtEFBYcDYTVl6Tt+tPa+BEVOkRqPzDhhuBQZLcFvb+HqichiPwveHi+HeP/ge2uU9QdgOl+CGS8CClItbT6MiWa/nbu/JF15WlV55dn0LTObd23eTcShsu055yPqi7yJ+R4ufz3msXbs8xqAPPOp1r8bRz3kWrjr7PPzrh/4Uj3nLebjXo08KY1jd03ETKgwflKPG4qnQCX8yNADEdbuSrre6oJJeU/XT+D3SvuH+5t6kgUw0piGRLr5T72HHKsGH57VNUHiG4HBOVAHOUnzx36YnRcnUNQAaxi77keYqPcOXSpKevrLNFR2qeoFMNKsKlT2KhgP/6WL3PTDeh3ayiH2TAbZt6/66thtuuAHHH388tFTf8ccfjxtuuAGnn346brvtNtxyyy34whe+gGOPPRa7d+/G+eefj4997GNr33wDbf9WgrMaIbK6B0Ao/eMCwlElYPlzCIqKC0Y9EIWGWOqJ8SU7IoVCSaBLo0nzT35akDjtT2S2MR5GwgX/I/u1roBeR7CabE4rHtBKzIReC8kgLld4s1pvmJSMVsLwdbp/+Q7sJyE2UVTtRBK1ZcNxzsqyaUy/yGqLRiWnHrYHgF6qMmNsWyfEGNgcuL7EfPn8toFf2ALXjIG2hR8tw+++PZzA0YwTS3VhayBJ9IdwVRUtcfGkLO7lIkN5kBsKk5HIRVE4fM8eeUzQuxx6JlqQVVqJBlvJYtZ1b3mV8e+2L+Iat/dUoBwkAzkfvcYijmleo3rGMCVx8EOOxo9f+kf494/+Nf7x116OIx53Mh75+tdg6Yfuhan4IJAUFBBh9Ym9txTjo7CfJEOOSs4Xn3Pu2zEyBWCpIDGObd+LazcrxwZkVXx0fuw9tcJ2dR3Gy8x/rLP57MeUcgUVZ29aNsy6o6FbbTrxgxCwhk8krzqdVWo3wdOe6fD3/wB86UvA0UfPf+aePXuwffv27LPt27dj9+7dqKoK73vf+/DsZz8bw+EQF198Mc4991y87GUvw/XXX4/zzjsPg8EAF1xwAY477rh1jXFW25xKkI2bfzIKAqrXBwZbRRDHmNVkAnhRELT2eiQ00FMM5aUAyCaMCq0hvFi2Ak5jbp6LXoerkrfaTPIUCVq4g8Xw3fEoTxYuF2FXoxXYNImgQfhoIrE9S4Mg0SIKRbJHy1QAHZsRFaSifzuBKQQaCkCYw14fGG7LPen00pJQ7i/I/NJocGkj0hucFDFKjofnt1lsU4Rzf7E7xSQKD1fVwCTEKl1VxcomLtTjXN0HrOyFX94F/OC7IX3DVUEhDhZDVZzBElDXAVItFS3XFqp0/BHHxneWecROjCyB99jffszftHqx0espqwhpCKCqAddPgk2NRPuuS88nxOtczE1FOvWCcKr2l54J80ojCcjB44HPfBruu/MUXPc7v4fLTzsDx7/y5Tjml1+IqnZSlDuuhWYc3mM/5vg1UdlPhJRGeJb7iB6fnTbCUAMi8aSXZIN5h3VaJ1w7iN6wcwhemEDDCsPrHtDfOQaiNmagZC9FrgPuuoK8c81lnvbakKb3gqSwTSY4eHvgoA0Gaz9z69at2LVrV/bZrl27sC26kTt37sTOnTsBANdddx2uueYavOMd78CRRx6JT33qU7j55ptx5pln4qqrrlrfIGe0/TsmOKsZuSGWPurHwsXK4Crjb4QA6IFxg8yaHvU+FErkMTAOyZPUzVkuejaLG0ocSuEMIFniveIA365mym8SlZNLcdMsFQPJ2ygJLIRhXMFa8z4o1QmrcXSMiZuK1nqRAG1xCvXAxquJ2NEVr+wqJUZhR2OFUO6YityLhyhWLT31KkJmPTmg1s6+K4WdxOXsuT34pgnn7C3vDgfsjmOR6skY2H4Y3NZDUlJ93QNQwZXEEKPyt8kDMpJSK7Ggcg6KuS+JPObVxWvWjFPKmI3swX7NEhWKkmys3XHTl3H1687D8ne/h8f89rm49+M2QnYoxx49N36WvTcZl8bpoZ9VyOOgSOtP2c2E3C33l2slGlzZulHkQWHGAvacBY3OGvfU1i/egd7vP6B5npYRqzO5/jCkzgyGice2Rrviiivwghe8ADfffLNBog94wAPw/ve/H0996lPTs7zHKaecggsvvBBHHHEETjzxRHzzm9/E6uoqDjnkEOzb11E+sKNtzpigNqOdj1J6A2t4jlcBH09GJwRY95OgpbeoMUIgrSGNRTC24H3YAFP1QJGsZlL+jZVWixLSlAr2n4KuQ1hxw+rBoq7Kc5QYqxst5xuQcU6bqzagT5UomTY+g9Xls0ozE6Bl3MVF61/6pjmTVGAU2PTSNI4yK3Fc+wdIn6NQ6dVpTEYeiO93vJLfwxS9vZAkXLwIoLYB2uVQqmu6I8h3dPm9BoghXlRVOLYo9TBYy6PVUEe1mcD1+iERuxmjXd4NTMbhBI7BYji3sdeHCWEWUDClHQXfVCpBh6CjEeUlfsbPpxRZhwKrKgC95BnptbNSRKbYoS4iCyjOZASsPqdvcfCxx+H0yz+Cr13+F/jkr78a9zr5UfjR1/8mlo44Ama0DGLCupRem2K6stpMM4n7Us63tNg1kgdsxLZG9jcENuY6a/LpycIprWyDwhueekcuefFaM7Szcb3yu8XfbE1rm3X93dSKdCnnXEiPoKe/sM3QivUoQAA49dRTUdc13vOe9+BFL3oRLr74YgDAaaedll33gQ98ACeddBJOOOEETCYTLC8v48Ybb8TXv/51HHXUUXd5aPu3Ety1C/jOd4D731do+xT8DeCI0YtlZXCES0QUjSdZwB3TMNYUO7RNsRjGFGhZll4RY1KEUa0/DabY4sYQpGXKa+V+7MNkBGCWQinH7ZAJ9KZBVhTa++6izEAuSMpmZeckzpkpsiggZ+WCzWzitQEwcoEJ+cJiLhmUDjBvNLj4SXl2CpfCCyj/xmdSEDKlxPuULC9KwhEiHS6G32M+mG/HIXcRCJ7j3tuBb38FvqqCklyIRJyYnGwncPi4fnoLyD35Nh2azNaoMFeozU+nWJhhEouFl+uC464YIohiYy04tBmH5yxsCffMyrrFdzBahgNw5NOfjPuc+mO4/nffg8t3PgMP//UX42EvfB6qXh1Psy8a79NlULUeaFfTENSYaptg1Nm+57Fo0YNTwprG4pnSQAWWeY/IlX+2too16j3sOLDScGZ4xQFWQHsKnbGLi7noUn530kPPDOs5iFMv1m4dLm78GQAGgw5NtMIAACAASURBVAEuu+wynHnmmTjrrLNwzDHH4LLLLsNAsNRbb70V7373u3HllVeGR/Z6eO9734vTTjsNCwsLuOSSS+7Us7Xt33Doc54NfPSjwLduBhY2lqMyv7nuFz9rMfguwVncK1vwsinDDWCerG+Tl6h/s9SIebAUkic2a/GXm5YEiYxc0gq7lMKNQjDWrLQ8JiErkFFnZAQKC5+eax5Z3KA84Zx90hJy5gE5TOXgKcFHCxVQudODVWJTFQ0dzk9v2A0tm/cwTt4Y+14aRCVhyhS99G9W2SnGOycj+DZ6HKN9UhUnFAHAYBFYOijAqv1Yaq8/DGXnDCpu47209iaJIiSEEF2gMSFEJV/8jSQtQqFrpR7dKQ9EUBD5/g+++jVcffZ52PfNb+Hkt74JRzz+sYHMYnG3Khl1vSHSqfKypjQeyLquGgbQFKcM+Zmzd8qxZnvJpX1hfZylGIv7KfqUOiJ7ns+L+0Fbudcz6H+NxvkoC31s0rY54dBX/AZwyinA0lbZxGs0jd/BJ8HAvJqZyadIiqqsGMNWpklwo/HgTVrnVm6tSoKflraLsaNJh7XIPgC58JrHstSkW52jLGl4nCz6NFFxv4mwMcEim97XiWA0PdnBcvYxNkdFORmFOegvJsIHAIOleFAq79tV4JmnjfvoBZWGAckN9p4j25dj19hqVyvXAOVYplRrZKxgL0xO9qFtQgpA3cs9R03f8S0clfRwSziLMVYP8S3iWY174ffeEUg5VQ235eBQ53I1Hj9V90Pqh6WqiGKb2hYUsl3kGQdDH8iKdKUQ7xDqVng6fqe3IB5j9FIzAkkkorheSLKuKqsWtP1BR+Epf/xBfP3/vQKf+vVX4vBHnoRHnXcOthxxb2E4RwUxXo79kT7Ng9vJLlYiiMX4fPR+hBnLuDHHpoqthDxNAcrfVBl2wtFi4FpeK42UcprnKEB757OM33o6bLGJFd5G2v7tCXY1LgSj+ArVVyEtUwa94jNZSE4WJK0rs9oiZOLbINxYyb7siypaS7voUNi6KenRUFCyn4RSCb3NO0FCm5JkmDbRFAKbUFDdC8+mUjRrt8NC5vxwLL1BuKQs9cWx0SscRmbmrFZ6YkZvLz3hqIgVugHyeKZB5Oqt0ZuLXkDdizFiTFdCAZI3RQHlRaGGG4UfGhNV4bZeL8ms+OK+HYf1hhM4RoDzwWhoG/gf3Aqs7A5G0cJWuIWlyFLtwWUpEr1YyzWufTs30ecCPHUs9EVPr+A7Gq/ADJwp4o6LhkaMzapH1hU26GiTfcu4/sI/wL/84Ydw3Et+GQ/7lReg7vfjM2tYAnymDNpo0MaTKYgsZKlQ4gnS4OuMl8q8G9kLEakAMoND52qqFWtwHlLTZcxqbBjFuirRHxben1tR5p7XNmfFmI00Hl3DorncCBRw6jVYDpSH0ewVdsqqhQD54kbxGdLC5mKlIDDWKiEbtTQhAjoqPx69syHlt5qUnxJeaBSUhJ+suWQ92jzQe5yk/syCYG2e+TdauFHhsnYiv8+TP4xtBxh0yneknqMZOgppxWeZx1+lfvk2GTPrVk4UhIUQmsVU1X4oxMh8RqBjDYkwM+/SpTiUehIlYsFntQ0813czCUdS0XOcjAKkunVHqI7DpOh+PLuRaISxYqUvnLcpgkxcz2QJrivWWxggmuTelOSZKsT2nAMGi9j171/DZ15zNnb/+9dw8m+fix/+scfm807iyVrQo0KLTt+XxACptI2ZXe5zvR8/JxxKxc51N2+NzVGYGvfuVIJixGsO8QGFN7NtTjh0rWaM0dWYJzgIVT/UkjWl0GX9q/fFs/OQFIemUGQwK/KFaCWPCvbYKFrRvN7Vee6a9Z9kFZdXhUHVveDbNnp+47QxmHpgnmzsU9PmioWbyjxXQplIe3a8kntLWUwxXmO1EaNgMtgp/kcvb2bxES/yIc6Da4G2Y345n2VzkPH6CAu2sDMU9UJXB4WsilUVsffIqn6weDUVQTOJAlCUyLwTP4zYNM4Tq5suaFmEYjsBViepXirhVd/CcUh1D9h6cDiSqu7BwwXYdHUf/O7bgmE0WIDbtgO+aeBX98HBB0U5WIDj+ydUyr3AfvO4sYywowXPfap1CUj+YoT46EUTyq77ARo3aLswVlb34qAjDsPOP/wD3HzFx3Dlq16LQx9xHB79hrOx5T5HdBgk0ViAzxWjoQX05gVpoUJjEQxdF2VsW5Ga9ELl36oAZynQWZ/JuCHIgEMypHS/HWh3uW1OJVjS8PvDAONYNYRJDo/0Bcr0bYIKjaauLV5nQrDuFnLWjwivcQETDiXlWIPdFsfzuZBhY1xCK+kb+SEq5immnGxovY+rkdHg6XXad2T3UTHMIIdazDHzlKJFzPJRnUQSmVNT7F3XieehHjkLXPeGUo0lCj7zrFVZV6LIXBTUM+KCjMs2I+TVXIqYnjaNQ9KzHa+mPEYzYHy6hxpSIPrg0vqiMshILW1RQKCrxTlrmqDgen2gf3DwBOP4fRuUjVs6KMzN3h/Af/droSDAwpYAqS5usxxKp2dY0pDRAuD2/nwwlMYraZ1rpSC7Po67HIsSX6hcmzEcWtz/x5+CHz7lCfin378YHz39mTj2JS/CsS/+VdQVYCkIvkWoCmMPSs+xZ8T1VA+QrXEHGORp3rysV40fGkyvezW+n6ytAwbtatSh/cVkUBxod3vbXHCoUcXHCVbSGFxpPSlkZUK2MuERzuGT0+jNO2oE0sK0hda28dw8pZnLNaos2A/tT1bGqYAaNxJj0qZMS0KUTOzlWX/hwqS0SOpRJUBGpVW4j5U4OLd69BH7qrAaiQZk8E15dD7NMT31qViuQkOFkMrmO8ZuEQ0bjd0xLtZFEPBtTNxn2TY3Pe86BvabscLsOKz1wIRTnWdH0lgURjS2bVyzWhSa31PGYcns7DzVogksVY55MoJf3g0s7wkntvcHcIfcK3iL41F41GApeY2z4ohTQ4trmkYTz5XUQ33t8Gm5lxloyQDc/bWv4zPnnI8f/NtXcPL55+A+T3oiTHNM9Sv2p4rEF6ZFdCIILq0pwqNZyKBrbK57nXTOR8f3GQ+eYh8jKebBQv7ODrQNtc0LhxLWZHzKPJEJrE6kKhmeDq95QpQdpJlTYdJKpKVqhAfABI33uUKc10+DmKKi0XgTrWTvxcuU73nM2WAIY+kvwipYsEJN6Qma8rOOBWHv1EIXGIytP4zzEW9lh9BS+He4iUpFr/vrO8PPuRQHrXtB4DajXEDwuazL2Vl4gIzYsl/ixbAUXEmbL8fgnBBjfFJ0o2UAy9PXcxz8mSnpNZSDxl01Jsjxq1GmTdEPg2/jfqgKZaipH/Y8F3VqZG32+nDbdgDbdsTb+wDf79sTihb0F4E930e767Zwj+GW4FEOFwG4kL5B79xi0yzawH3kU16qnvjRlorJd3qK2448Ejs//Me4+e8+hqteczYOedhD8eg3vg5b73tE8gohzwPiOhWyWdUPe8ZY2tyf0bhQeDSDhdUzRxpPuDGm46QFqkFjkO/KWNTxuVyPxi5tw/FgvUGOXB1od7nt30rw7NcCl10OfOZKEZAFdKHNt0ExOlm8JVs0i8tRWREClU2VMVBlsbtYK9JgmSa/jgxQeo9NEwUXg/Lxe6yNWHoBQIIYm0m3VU8vhXOQQVf0LmgtI9/Q5s1qXMzFqixF/dBMyBC68oUwcWmu+H7mUbTVmyfkxP5wbApdG6QY+zGJnqvFWEuiik/ftWdqHGhWc/k9lYCQndjBeBeSt9k1Xo2LahGCmYXMCW9GAktVxXXK+J3EX7P8NTGippqfHrtB67G/0dt3vUFI5Lc16uEHSyF30fsQb9xzO3DrzeEdHnJvYGlbRERa8/jcrLJvpeLjuKoqre/RiijDuK5X9+J+pzwGR3z8r3HD71+Mvzj9mXjYrzwfx774V9Ab9Irn+ARnm4KbyPDj+6Wi9kh70CDpAt0xT1w7L/NtlXQ87NgrjdUzLGP7kr+W8iz+bCLU318nOe5AW7Pt30rwkY8Cvve9jX2HHlgmnF1OdFAignlQUeCyuDSFBRdtfxg8na5F6WUDMb9wUnoc8Vla1olxSYPvBjDyAOoklOY17xORhTmMLC/FY5Cy6xtYoWn2qxLFbRVsWjlZPlqrTcwF4xxbigAF3Yx4JuHnrnqanE8SHXifDCIWEkf6cvwb0rs0oV5cy/zOqu5WaHyGB+DHaUwmsMQDqKtkWLQN0MT3WndY7qbgCZ3GMRkpi/eKikxhzbYF2o6i5jbWCgBjkBHWpuIshWdmeOh4fZorLeMWmbrOxbnzbTxVY4tNOcajAKO6KniHy3vg7/hOKDS+uC0oz14obeYGS6E/rFrD1+fju14tqhiZMUgIvkFvYYhHvPJlOOo5z8Jnz30zLn/ij+PkN78R9z3tichSKDLEIqI5vUFh1HY8S6F9vvMSbiXhjl4ek+fb+G8Shyhf2mJ9qXeXKcOsQ+E/5l4STj6gDO9021wxQSAtZvPCNDZDmENgUR4pZFCnT793Vsmg8BNBXpWLUO6jJBPNUfJtSkBnIL8pvcoq5ft4H5ROVaWFP3ceGNcapYNVtcJ+xpIrxqmehPaBAqApkpG7imGb5cx55bxsIEZmSlCUmPXbw04UYOK70e0nyVjx5bjimJmi0hWX1DnMzk0EEoEHaU7sevE2y1iU/Q6gXFP0NGZtxTLpH0hEGx71w7nI4qeiVM3wi2uPXqrGNIsE/hQ/XuOdqUHI0IAiFBGq9TwxY3U5pG+MV4Li3HZoPOh4X6ifGsk4jvCvnmwyBS8jEZ4E5r/l45/A1We/EQc/+Efw6Dedg233u2+Yi0rLpHWNhcaHyJEpklacL5UfDEFoKgxTkZRw5tvYBx/GY2kzjSAzDVIxgSq9C5KF+GxDb6p08PCBNrNt3phg2RhTKpseFUMWHwVpqxASYLEUjU15hO9yI2fnmVHYFhulbBqfcxWyYtj0AhWK5b1LxmeZ/FvCbLHyhnViwviIeBGVC/+5Hsy7sTPmqMAlhjSv4HXTpA2qpBVXIZyoHWMaU5CXS4YAoT7G8szbQ9r4pQfIuWwbYBTn1mDtCG1ZyTDNtyOUOCOuYp6XkHPgRRmhUHb6srss967f9eM2eQ6q6M1zpnfi8pigvfcegGG4z0Ti1zRerL8C09mBuh0xTQp3ohFM9+gN0px1eY+KIJTHX8FHgMCF2qgLS0BVw7vavDO3sAUYr8Df9o3AVD34h+C2Hw7z9AfhyKR8axUeVVQO9z3tVBzxyVPwxd97P/7yx38Sx7zwv+K4l/6KneiV+oUwpyzL5ifCgpY1BEhIg6hRfDb3MFMwvIedWZgpQFGIDfkLamQ4WJy7XEZsvvwl7ouVeAD0YGH2uj7QOtvm8wS1UXAStusP0kYm6YBVLIDCipaYFjBtDdOb0iTurjiXKl96Kpo756oYa0RuvRslvqvN8CjWbDN2FhVGCQFzg6nVXA2SpazVeMpEcat0Q+/XJwu3P4MZqs2IRKyHKYKijjErVWx8DyZAWmSKNBtvJZ8T2qRA0viYzIUqXyO/xI/U41Iv2ghWvaR0VaHTY/U+EUPmMUqzWF+cWyZ2a6y6i+AjMGa2Vqk4LUle3r3BvvRUWzG8qvxZXfuD8zblFXO+I0JQ17ATX6IR5IEQAxztg3dVUJCjFfjbvw1UfbiDDweGS+G2vSFcSZ6Rtufmb+Cz570Vt/3TDTj5refjfqedUsCiRWMhB3pranDSW7McWMDSQOzzuM61EAXjkYB4hCIPNEGf70ZDDVN7V+ay3NNdZRQPtHuQJwggJ4IgsqkWgoAbxfiYR/LyGBOgt2KCUCAqFfDlYjQhJI05YiRp8Lt1L89pUxiWMAvp/FNK2QZ4ZydG+hl/1zgoP7ccODECqn48BFiEeBuVhBXabtMYODeWg9gH+kvrs1KNvTlOkFHVS4aBxTIFkmJcpCXRqE1xXkA8Id/xDmdAkVmMjkaCkGJUEbBwtXqiTGYv4XKiFRSqzF21vxOCju+FMHm5DmYRegxRiEYa0Y1mAvgx4PrJa3G9PCbGo8jYB12ffOYUg7aW+fdp7ShhK6swpHvF53BzHL9zLkB8C1vgepENORwHqLRtQpHxvd8KynFhKbBUR6tw2w8LytFVIfF/MsLW+90HT7r4vfjGP3wCV7/uXPzLA4/EyW9+Q4RIEUMSMSzgXFJwXLdGMmtTVR2DQkXRNfId7hNWqDKFF99jVmsVufhQyJepE3ZRqfg61u14Jcx1f/FAvHAdbXMpQaOJr6bFyNiYxsKqOm7WJm14s5LJ4BrlhAl9hlm/8fuTUkl19AsI10+ELJHBhwL3UagbfboNKIkK2FJo9xdj3pt4rprPaNZ6/B4LBdu1BaOTFqgJvzGwXFjavE6Ph9Ii0pxLROiMc1qWeeIcWekuUXKIPyw+FP+tSq0ZSdUV6RvHZh5uFfqiLNuSvelFKJdzQo+W735KcYrRQAFHT08VadMisQw533XsG5WqjIfrsqdzJs9qG4FBC7JF0+ZzBRQFpnkvTBtarL1a1QG2ZvxLWapW3LxCVomHlW3K+SGxivtxMEwGzmR12ptrm+x4LweEdbD1YLiDDgX6C/Dew9WRNLa8B/7WW0KS/8IWtLtvA7yHO+gw/PATH49nfvxvceMH/hB/+dRn4aHPfx6Of/mvodYwBuOqlcQhG59/3o/7zCoFqfKLXrMl35MzgCImL16/HT69BkN5Zlywo3kf5s3VwXg9EC+c2TaHEtTz1MxzEqvclBAte5do7hSwJKe0FHpxgY325cKuFECdzaU4AoWPxVokPYKwLNmbtjkaYDxJ1xipAUl5EM6dBX24KoyxRoSEV8JmZlCknUTFIZ4uSRJaaV8FuDFERXGReWhxMyEGdM3/mpVO2GTOfTQCKqS5cHX4jB4UCyZXTpRYk9+HHtJgMSm9qVfnYvwrzkVZZcju1QvC0AqwR4HWFj/NYG87GKwcJ8fUE4NMPAArCD6WOLUUIK9qYFADWIjvQiBkJRdl86pjZz9d/nerhOQjqrIq0K5Lxg+Vvc1hlf4z467NDR7OLZmfOl7Om3MhN9XSQEa549M2wOreNBJXhSOnlg4CegN4uEC0aduQ+D9eRb31YDz8eT+NBz7h4bjmXRfhzx93Gh59/htwv6c9JaRvcG9xPGSPW8EMUXCGNgxgx3QRRZnyCMXAVTTF3g8NXplzuHy8U03f5YwLPeOFvelTWw40ANjPY4J/+7fAlZ8EXvPqdX6Bwqa0pAsCQBkfy4gnbe4paJymN4zQayFcp4gWHTEUxgizxO14LQVPVcWK/+MY35yRkqHPHa+E63uxhiWFqcFdQGb1Z11S5SexpDKXj5Af4r28/MdY0vqXWZqPNJDi80JQq+Bofe6JlozcMr5D70YbDQxNCyBsnHmhHe/QIEifruFcq6eQnZtYKA0gfT+Dap0MX5SnTZN4YuaF+3QvGgFdx25RkU3G6b0bQsEY44x3qIUKCIe6OpFpABjBa+pg5i7l3PF7l9fj4vtjGTnnkMriCZxIpmWEaD3HORnhm3/3d/jM+e/Clnsdisee82psPe4R6T33A6va6TmBHG9Xvqq+S4NJ2wQBlzFhIMUSNYYMJOVrz6Yh3KZ73Jk2S0bdA9rmjAnefhvw3Y3kCVIgdGw8S15tEWJbYj2rAAVkA8SN2RvkzDlVetwE2WnxSPfpDWFCsW3iOYLsVpWUXzMBRvHcuMWtIvi7hhlh4fFK6mtZQJvK3GASH4QFN4gJvjbF2GY15kBqrMzJPABJCPHzqg4WtEK47LsWGDByiwg3jcXQ8+F80aPiuyVNXQU4vbR5jNd8QmGMWsZ3jMWJZP1bzVmJg2Yl6aRVdXFuIkkybRqfK4gUlnKiXZvxXhjfcvTo4nxxXZDMoYYQACs12FDox+8zvmljFlKZ94DzwTM3D6YBxhGBYFNlT8Oo10/GHFnIWliBfegaJ+e67oV7EGmo49piKARkYno7yZ4xw/s8/Rl45lOfgRsv/h/4y196CR78iz+L41/6y+ht3QbsujV4kdt2wK/sDfFHMy5cOJ5KiWFq5Cgxi6iMR64Ade/RWMoUf2kIOvm1St/pJM7MaJPVFC8s9949tO3fnmDZTPmIpV6e36cWJU8OIDPLLDKf4kEUwMbeEwvdyaKcuQCj4Od3jfDCzcINEC1WbjIqCyOp6C2r3BpVtt94NRc85ffMu0W+IctrNAZWejQaW9ONrnCXxmA5ny4K03mH2eq7LIkaZqQUxgshwpJIpD+pSKZIRhtsig6UpJGSIWuGTy/vI1CsT5njrvw1vmsaRF0eYMk2tcNT69QXGnhTZcl0fKKo+AgaI+yD5RZGJdTENA7tr7FQka5xmDYUZ/bBpWf2BrCUDTK9aVzQCMoMJXlX3NtWLGAQ+joZFV4XsPdb38Y1b3obvvvZz+Mxbzsf9935RCRUI4zVr+6FW9wGf8f3wj5b2AK3sBVYWAJ6AzjdE2Ws2d6vS9VjbA/6adTCjtRq0rxMybF1Kr9Z8zxYXDvneJO0A+cJskBv2yQITJUkgGxBldR2pjqwvBmQhKrCa+ZVIilVWrhmBaviKASOQogUVutStvOaywUQBQwFtBaS9ohezVigWHoBhZKj99qIJ2YQnAg4FZ6uEOBl822oNkIvzeKSQGIhVkmg2PvrmJcM1isgUbh0rl7J3vTRE6IBYjCXQFxWbEGg8ykYeJ0Kl5V46LXpuzBITaj67HNJLCpjtFMGQ4fxZO9bYHKFmDPhPav/ErvmtYwZag6o5Vzq9+q0F5tx6E+WLqJevEKK8V2S3Q2EddM2KX6nhzLb3tF7OTHW4vVVhW99+rO4+qzXYele98Ljf+et2HLEvdJ34EPVGz5/eW+IN67sDfHN/jCcwLG4NSjHWOfT6Z7PDGp+XsDPRGYcciXI9Xl3KsSqF5PtN3e8cHPCoWs1WllUXr0hMAylncxyZqmuqXhctBZn1cvUeNKs8+IIPRgE6QOk1lO2lnotIsToMQK5ki7JBWUrzz/LIKX475bebXz9hDu77tlMBBoDMGVp0zuUDcwNaRaml5QVnwSfGg5Z4QDeX5Q2vCgkEYa9Xn4djQd6L0pGMWLM0vwN7yqgVwG+B7QsMzcG/DiNM/PGfHyOvEv2sRIDI2MOSpxNkK4ApTZJaKtSBdK40FEyTd+Jq4A+vXZBFJp4nzoK4soh5H72gXYAq2U6dQJK4W03DaxKDedAlw/h5hJy1lgljQn0U/yQUH4zlvSECK9aekIveYZNAzRaVs2ldUTIneuv7oWxkhTmKsD1o2JubH6POPkkPPOKj+JLl/wRPvrkZ+Ah/+15eMQrXxqdtzp4e5yXpW12FJV3VXj26jL8aBn++98KpJRmDD/cEsrFLW4LCe11D07JMNm+5vrqfsV2ncLKfAd3prUTYGV3mKvBwnwjdRO2zekJEn7jQZ79YRC8zP+xepzxP4VRNWmYC5KekHpoRo5Qjy4unpL4opCIwmcGrRUQmVZusaN5NDguGwV+fqUIjo2Ht3qOLSoqwqLOBYHdk0o4lkRdKC6L+QGWf5YpJ4WAijFvCIp0ycvKSEqigGbFE1URl3DUFOFHPSrOFb0Wlyx3fUf6bCos3lfPDlyrKQnHCgx0QLvZmnJJiZuy5PvkO5V3W8ZE5853FRSjnfHYpD1Bb15hRI1lstFANPaoIAudEGGXJy/9J3yoyeXNJKEUVR3W9lgKixOpmEkk6fAEOf913wyufd+7Ddec9xZ8+8qr8bh3no/7nPrEuAQ1JheRCiuHJuuvqhBO4FgNif+ry8Dq3uA5VnXIe9yyHW64ZOUNnYVMRJ4A00ZxRha6C7Bo2TZpsv09Aw5lYJzeG3PtDPqr0qLVOJemLXDBok3KM9w8KT37r8W6hLp6AlNwVJuq41tMIHoCytCjd0h4ljGNtc4Y4/3bScz1qsXrcgW0q2Ohl0ePV2G/NhUDgA+bn56FGgcaU1WvKVtyLhoZdS7sdeOXcUq9jz7P+h1/Tj0reylYW2ioEpZ3aJCWPI+wokKX9JKpFBQKNq9cxmy1Y4t+2X36SAcxF03jxzRKVOFw/fAdV7U8plSiItjXA+kqHGrn9HlhNfPv3liZZlwytkcP0P4mn6tho7FqFOvIFBvh2H4aeztJz6NBqMqvc4zJ6//OZz+Pq856PRYOPxw/duEFWDp8R5qnrveVrRGZx7hWPY2D0SowWo7KcV84nmthC7Dl4EDE6Q/tPs6MXK5r2Y9Zf++O5gJEylShTdA2NxxqG2g139iTsViT8nnXAp2MAV9ATDxnTz22jPnoIrwkeNZgIc8PKi15JhlPbTp6NtGSJdnAR4EwjPl9jGsOF/NcsVlzMpbcLhoH9FYoNLM4U5wXY2e2QLMyXxD6JqBaqujtHgL7UXi5ah3Fq6kk5B56RJPGbll/dJbQaUUwm7Kf4Xl0CdjM2yLsKRCUR369eY1xXWEOC1XXVlVH+FQUEefRNzH5GcnL0uLvGZMW6XuQsVaRRakQss4XGZ+WxiAelAl2MZqMbATAiRHC5HcLOZRjjgrTTo1wyTgsq9dUdRDE/YXwXSrKqoqs0ipeG1GfqgLA01aYyB/fR1ZUwaUxcM+p8gZiPDEYHfd61In4iSsuxz9f8ke4/NSn4qHP/0U84uUvRhXTKLLnlKEM7yXOF2SPY8y0Pwy5jXFdevjg0Y5X4fftCkpxZS8AB7/tkBBrZLFsW7L0CAUdusvNh/U2rkL4oJ5jaO/nbf/2BG+6CfjSF4EnnzbjgmJBZOxIETS0BHlqukIRbN5LbhdhsjptnEFHiSIVTpk1K4Fswg4ZjKf9jfAUvYRezA+cF9NqJsXxMx4Z0UI9BCWydHlvClsBwnD0IbaoHrU9jt6GlIbyPsV95nmu5ZyX3g3jU07+nlnCcYz89xRxRQQfT1GY9b7tvSkVflbFG8YhW2QKgv1wAOwYKipRnefKLs2Uqtef69iq6jWbG3axLgAAIABJREFUII73VRhfSVnsjxorJHfxOzSk6kKBMrG8iYUmsutkzq26DBVeD3aCfAlhk7CTzVM2yNy4pUfnkNJUGA90SLA+0zzYl5IDMMuz0+fCY9+t38fnzn87vvWJT+EJF74LRzz+ZAEfOhRRKXe06b7LruXfwxx4IlyjVfjRclCO41E4Tm3LQXDDRYEwI6R6d7aqXjuW/n9425ye4Kc+CVz96TlKsFgItFpntUlH+S0gt64VjjE2XS2eaNxEGTynCiX2i16cVSJxySPTgzibMTAhVFUlOKmMv9GynVWNRcfgPcASLA6iWNQwYNWRqLzqgcSh4qY1digFqygcwoJAUjgWf/XTwoDNCpuPZF7iOGsKrHG6h6tglVbMQ/cwL9oEO5IHPFxHDVNjN/YASJWdiTBiS+9Y4e6pogsz3gnzCxVCVcKQeRIFo9jilBUAMbJM46mxV6xHICnD7o6ld2deVOHVlTB11QOq6PGMV4BRXA+E0xlPtJDFSvgevTx6tITqfZuMFBqblszvEsxsMVXuiRpAXGfj4oQMEtU4Lq5zrn8agwyPkBBW9ZI3XtVYOuxQ/NjvvhXfuebzuPq1b8Bwxw6c8nvvxOJhh6X5SxOV1i/fOX+W5LUuY4x3oXGxuC2Zer6NinEF2HsH/GglxkVr+KWDEpwqa3DGSly7tU03eWY82u/zDfdvT1BbGR/Sg0pLMoN6RBbvihYx6PGxzl/8ey1xC6ZZKBsRKpSrfEG3IriViAMgO6olDUYEuMuVDzBHeG20uezHFKxH2Eqt7sxSdkkYT81F4YGpVW8Qm3qiM5ZhGYsrY3Q6Bu+jsJaTQfR4G7P46enUSeB1kTW8enZxXBrPRfTSS4/flEKHx6ithHy55rqUK+HPeYQbM07GyUDpvI/Epfne9NxEzo8dxSTviAZGI0pXY4LsWnlQcHpJ8nPqZYcfmScoMUx9R/Qcadi4KiEGRmbrJ4MKSFWTyPa1PMqoSNUIXHOPhTG0kwb/8kcfxrXvfDeOfdGZOO7XzkRVx/WkpJxsL0kM29Yw565AM7zHlKLM3rn200W7qQ2e4upyOMOR4x8sBCZrfyE9V17ZhlpvAZjEfGRXhwIe/4e3ewYxZl7TUx1Y3UVjRuVisoLacRFPJJ0CyC32WYKubRIphVYrrV9uXLUIKaTL2p18HtssyGawJSnrLGajY4wbnQxA9tM34d/96MGQjKPsQBunEHbUI1SSkcbWqEDKDT23dXhQXSy/dd/vTrZMuM/oU9af+D9T+AW8bNd1wd6FAaX3UAINlbeVcmtzJQyI0iB0TUGvCrXGtFCVd6qMzpm5iYXS7YJN6eHxnhmDNvZfjRf20RARGZ8aRJ0G7jwlm704Me7k3VBxaZEBVyclC0TPkL+HmOTyrd/H5978Tnzz4/+IJ77/QvzQo0+arVxszmnQobAN1OAEpgyJLki1HBvkPvxXMwZWVwIRh4qx6gXFOBimfq3Da/SxX459GSzdKRLNtddeixe+8IX40pe+hGOOOQYf/OAHccIJJwAAPvShD+FVr3oVhsMhLrnkEjzpSU8CAHz5y1/Gc5/7XHzyk59EvYFY5T1XCWqSez+SVszbG6d0Cd10Sgrp2kxdHp8KMCo/q6LhRHh4ZIqv9PQYf6l6uUAqg+0qYNYiybBxMzVS8or96xwnBWbBSqRHTNiqFFglEaAUmohwFk+DL5WDCnx6ZLSmVcHSEyHU1hWTpXelsTq1qjWZniQXQxTa4l27dG3G8uyYY60EM08gqydg/+66J5CU60ZbKRTLZ8h4urxr9qGMW5XeuCpsVSaz4rJqOGUH0kos1hQwq9RMUoyvFmMSfjq/0Lm8UEWWuD9ORh1haQ9kqUmcj05vtrt995rP4+rfeiMWfuhw/NiF78TCIQfLd+LPEinyvrit71CGM94X9DsbXxvee4NUPdnedT+Qb8qcQVGOVBvOuUQJWjyoo1+z22g0wtFHH41XvOIVePGLX4z3v//9uOCCC3DTTTehqiocddRRuPrqq/G5z30OZ511Fr74xS8CAM444wycc845OPnkkzc01nueEmSFGBJeNK5AOJObc2pTymYsc/A0b6/MF5wF8SiEZ3CaKBWeBE/oqW3CqqpqgCXKTFn3ExmhP1x/Po/GW2ixuyopnKx/cUe2ItDmkQVclZQkNzcLKWd0+YKBut5Gph/fnQmBuPFd9GrVklaBrRBmOfdrzVnmZVGJQuI8DqFupngl6hHPOnC5hFAV3stOM1fljWn0AXG89MRUmNt/9CyRrtfxaVF3myclT8m7LwlAWcyreC9TnprMAddISX7RmHt66Nrvas3Wpfghz6Eyb+XvLo3RCETybzsrlNeFa9pmgn/94z/Fte/4XTz811+MY174XFQWw5XnkXzU9V507KoQp8aUfgRtJPN/F5qnIT9ehW/bcBpHkTLhij20vAz85hu246abgDe9CXjUo+Y/44orrsDzn/983HLLLXav+9///rjoootw4okn4lnPehY+/elPY2VlBTt27MC+fftw6aWX4oorrsBFF1204TFtTmJMV1PlV/cBX6XUCYtfRWjDizIkbbyJpyOQrg0EfL3Te9MVLIuuz9y9wiPwbYBVOxcoF3QFDHqJLIE2sirjocDjldDnha1rKxNauONRgpm42ds2/EqPDEhWvMZzFK4BJP6DdI1vAnlHlRC9SKNzr99C7ITZKNBr8ZANZkVQRFOsPFHKpgCr9feFyrWmERO9G4Mdo0JGMWarJNQBN+q9GXNTGLxtgHaE7KxcejEkmXSRbZRxq7mKPMjWFGIHDGqHxvqkSLvmfcpr77o+GjvcT+r9KcTKw6VLD9BKnbnk3XNsetCyFSfvpe+RNKNFyy3+F+cQDpa8r14qiU51P7zzlkdRRSPCjItYqYanzgCiGIPyqXp9PPR5v4Ajz3gqPveWC3Dpo07Baf/XH+DQRxwHZ2vUpzikKS9tPvvR3TquuYvKj81VdchXXNgiRByf5OtCigH6CIu+6S19fOADwMoK8OlPA7ffPl9E3XDDDTj++OMzZXr88cfjhhtuwOmnn47bbrsNt9xyC77whS/g2GOPxe7du3H++efjYx/72N0yRrbNowStNqgEo7kpfCkYa4Shx805UTo7ikC/Q8acJFxqp57HDeyq7mK0lVrbyJ8DpPw2o4qrAHSw9IixBPd7/WTFdgn07MDTojmI0KHgEihXS6BlAmeQKzNj5Y1hpclcHRQGLWP2Q72FzCOTOeb7apmnVgh6g6fi96oB0O/wsNjU8FDSiZKNMg8xCs0yvlZ6lPTGacWXz2vaJJRLdqsZIWWcFqkvJsAFKmM/JiOgXU7rwtX5PJYvmgaezgWZm9ovElFsHqMCIiTftkCzLEZRAQ9TOZBkwpMqOG+ZMSJxzHFIFLd3bTEpVXqRzal/J6qzOk79VVh2XJyTyfVoheVlDdtmc+mZ2TpqkJUN1Nqn2V72SPZw+Hzh0EPw+Heej+994Tp8+jWvx5b7HIEn/M7bMDhom3yty/vT5oqf8rz/5OZoYPT68N5HSNQDTYN2sorvfO8wjKKY2rcv2PuDwez77dmzB9u3b88+2759O3bv3o2qqvC+970Pz372szEcDnHxxRfj3HPPxcte9jJcf/31OO+88zAYDHDBBRfguOOOu0vj2r+VYNsC378VWBrmn3fGUKgMxbsxYkikSfeG3Umhyp5jDhI3V+vz3LfJOG4cxrJE4EC8R6uJ2KZNa7lNVf5cWp0a48hiFNbR2XNVYvuugh3Vo+NkCgCQBD6Q1xdVIoIpTp37QgCxa75Bqkm51iYm1FnJfESvs20AjNN1M74++wOBItfbqOAyIdmhfKc+8uI1djURyE4MplnN5gIikAso0cX7ZvG6+FlVA149+QmsnmgZ5+M+cXHt+ijoyaZkNEjh3qpGSFHg2Knwx3J/8WjZDy2qYASsuK7M848oSlbH1AtTtY2Kn6X/lGQWvVOPOOZowGal3SZiOLTClO2l59MY0pQVGtOZZxjDGAAOP/EEnPFXl+KmP7kUH3n8k3HiWf8dD/6Fn4FbV1hA9nm2tsp3K9eW8Ord0rgeovG1+7YgKweLcL0+3MJWvP6NQ3ziSuAb3wDe9rb5ChAAtm7dil27dmWf7dq1C9u2BSNh586d2LlzJwDguuuuwzXXXIN3vOMdOPLII/GpT30KN998M84880xcddVVd2lk+7cS/MePA1//GvCcn1nf9d4DaAyNmFIkk1VgUl6vXmTc7LQgKSw6iz/Hv2X5XiII9JSESgQPBT09Em5CAN2Lej0LXYVj8ZnS9LmRqaCN6KDElBqBpFB13K/oF+FKO8KnmE+2DGJV2JlGi3oehRfSpYjYHcalNIZbJoRr3M5iO1SSNGRk7OaJFpT90oMsc/6UQazeXcnqhH5njqebTfUGn995jzbPVyQpZRaEyucajBvzHe36DiYprzXoMSosFn8o79eO8vv1Bskzs7MXY7/qflxjbeGFdniCGZpRVIlifWEdo+YOM7bO+1i8nPslrhUa3/F9V3UPD/mln8cDnn46Pv+238GfXfgH2Pk/34+DH/wjs1bwjNZ1tSq/DSi+0ktXlKYkgJVfbejNVvF8U4cjjwz1S9bbjj32WFxwwQUGpwLA9ddfj5e85CX56LzHS1/6Ulx44YW49dZb0TQNHvCAB+De9743rr/++vU/cEbbv5XgqacBq6vR5BDhaT+L3+GRTp4GMnIMYR1aj4wPMC4BP13js22CJWq5hL1caHHDjJZh8QejkS8kD0r7TY+TG8t7wA75ZSsW+qyCt11MRWNvsgRZbKZsfRo/XIzdSCm48v7K4JyVU+cAtBEGhEuVO9aKFWb3b9P8zGJuUhCZ8iXhJ859rw9UC2soli4koFAyk1F6hjZ7znB+Ph/jgVPPEA+1GYVDab16RlW3MtMxdvVZS/VZ3FLuGW4S12X04nS+J6vAqAva5bMBK/qtBCyu4c55cGmtd55/OUtRqdBmfG4ihkqVKsWUKSPKDuUh0FaAe5znSJI3wLiocwJfU17Mh0PtPcg1Czt24HFvOw+3XvtP+P9/4yxs/5Gj8Ni3vhG9xcWOOSinY4YCLA16G0Oh4NRw3EiMvqstbIPt8TvZTj31VNR1jfe85z140YtehIsvvhgAcNppp2XXfeADH8BJJ52EE044AZPJBMvLy7jxxhvx9a9/HUcdddRdGQWA/V0JOgcsLMgHM14IhQsJLn3JiTHLs0Oo0SId6efi4Sl8Wi6qSVR+BlUhellx405WQ0ULjbNQQWXFg7VvYmGyxNu8RcgFX4uXZQLRS65iK4KBm6VO1zdjwK3ANqHCzRpfI7TkkLyKZgw7s7DeYNmlWcK99HjaEqLknIs3tV6vStssBicViSlgJGVdVi9RRqpWDsnmkXMJ2NFcXqFAerFjqUok8FSnUCuEo3PBAPR++nijrqZKzv5Nr1fIXZkhUoVYpT3P5/2n56b5phWNz1Y8wCZBlTQwgRRrbSYBVaB36Gi8jZMnZx57LxiqbYT6dUzch+U7t+O34ti0GIalLtEoqJGhBRaC4fvwnT8PO+HhOOMv/hQ3/a8/w589dicefd7rcOQzngZXzVqfDt1KTX7q2P6j291QPm0wGOCyyy7DmWeeibPOOgvHHHMMLrvsMgwER7311lvx7ne/G1deeSUAoNfr4b3vfS9OO+00LCws4JJLLrnL/di8KRJsxhaNyq+SDcMCuyQBAGI9F4JVa2aWniavMfnbMaWuQxhy4bLkWuZhOtn80dPqIqisp7VteoYRIaKAV+jKxt+meSjp7cZmQ/ccmDAXKE297fW2zPtiX8QzyuayuH/mAReeZJa/SKFdwJp6HQVhJQLH+mj/yw2DDPb1wHq3mMK72Vy5bk8gQzjK9xQVjJO1osQX3i+DZiWlpavizRQSUEKoTf6dMh2GXmKWktEB+2apR7q24nzqOpuaP3mXaMVDFFSCfTavuJdigra+XFp/9vx575H7PxqrNIx4nuOc767efge+8Pbfxbc/8znsvOR92Hr/+8bXE8exSY82+s9u95wUCTZNWLcjhCbAeC+CGx+9k9YniIubxWJoLlH8SzafxQLYfP5P20j8G4XMJAm7MuYIBKHQr2GMxqqKVPIN1uejwBmPkPKZ4uceUQBUyRouhQWt7FkKVynvDb2jaN3z797HezPG12HNWiwF0br2hQKS6ytW7Jc5nZAko/PfoZhK48SU3bxJ5PMx/X1TJFHImwXvAiChSsvmHshyCi3mKMJa2aob9V6VYNI2MR1nFZnBQA9MPUlTVEO5T4y9WQ1XpO/D5cpNjQSDUHmCw6x55fx4gf8h77sWSNnn43IuGa524oMUv7B4L4kwNKIklsdxTkZIp3xwX9IIEm+e98hi/IXxZ8Nti7VILzE+k2kd0Rgd7tiBx7z1PNz2TzfgEy/97zjsxOPxo2e/GvVwGL47WQ1jG+hh3Afa3dU2nxJsm0C9biZJcRjNmth+VBCesbxYZLaJUBatQe/DAZiACKcolGpaj3GzULEOF9OCZ6OHwZQDI2cgbTL2vV3NiYSErxivUKWQxUfixtbycNaocAHzTEwA9lN/S2FvSkbGoMnzFkyPy4gEmAwuRS4QMs9xXlPPo7iPlnxT5WM/RPlYDFSEKGMZmadTeIOl98ifJfx3Z6DWLiSpJMvw1HbCr6oYtb/ZlEXDxgSlesNUjFL42zxPl8Zu3kyH4dDFqDVjhvG4nsw9vxeVvRYEqOo87xFA5lk2cW9RadvYerC4/SxY1yN+n3ss9g29MD72h/tY64e2TXxBVFpNkSIhxi/fv0GjVMjj5AVPxum9kX1qnqGDlWXzDQ49/lg8/fI/wb9dehn+/JTT8Zi3vAn3OfXxcTW34ZT6A17h3d42jxIkK4xJsIQ8AaRF68UDiguxZHVaYnAtVnIUEpqUa0HheI1aaRnJRfPFxIoj6cZgmDZZtsouQ/RWfLQuZwmoua24Ti1dQDZUB+ymEKHF/2Ju47zvGSOUVrhP8zuL5JERmVQBiTAHgFaUTqmAvAhcg/Y2QIzpikNmc0ElSYU1AsbF/JTKUdfQvFbVANmhOh+myKJgzxAEvWe5HuS9UOExRUJRCngY1IwCtq/mzYUoVyrYLkZqjdRnS+QXg1P7OqV44zoqPUU9Asv6EWN+TJOgB2fwq+af+mRg2nTpHvVJYTPWXRYEoDwwr7PJjW8m/cf6omZ4kkWrfAEffnHO4eifezbuf/qTce07343r3/N7OPWiC7F4+OHhVR7wCu/2tv8rQUuSF2st84Jk89i/XVqEhOEYG9B7tAAmPglVIHlNJI1QYa3uK4RT2XzapIgbxKjW0cKlFZ7Bly4ob2W1zoox2akIFHBUnFQshfDsCrCbAo8xuKqXszmzIYkgbET5KLRK5bPWsUJAUkCzGsetQs/YosWcmJdKWJEey12woK3/VapcEzqUPAT1vBrCtAWMyh+dhkyH4uKc0ejStez1v9JYKWKnayni0hslFJqRfPQ9ikdUu7QXpmLqOjZZd5r6U/bfjmASxjUh2nacFKiiIpxK3Vt8b1UNoE738bEfWgnH4FQvxQKoRKNyGwwDkqQnU2iFGTJT9exEjosH93IuCK92bOfh9m04+fxz8P0v3oh/+NWX44d/7PE4/mW/gorEugNe4d3W9m8l+LWvAHt2Aw88csYFvvhVBRJp1YQxXNrwZTqBq1LuXCvWYBY854aqEsQCRGGyGjZvXadr9QDfTPhEZcJDdEvhXUKJ9SASfrowtq4poeUvXobCb2Vjv1SoZApVBG69RhWXO9PK1AEjyCBZ4FMlyqiMZniUhHIVTgakz3OgwU5P3BX3oKAXhWH6sk3jstgRhXnhPbo7MZddjMzxOI3boFTxUOMQMoXKsXB9+kl3/LSEh+sCqgdyxWoEGiTllJFiZB9o5Zn8oYJEiCHL8VlFH/EENTex7gN9SQcicU7j4Ja6ERVibwkppCEeYtsCzWroT28Q7qNnHpLYxbMU2QfdPyAkOq0Ndxz7UDztIx/CVy69DB89/SfxuLf/Ng4/6RGBRTo+4BXeHW3/Zofu2QPs+QFwyA7xfmQj68aesshRCAIHg+8sbtGTiimrCd6gYqR3VJ62jfjc0Uqiy3uPLPWhZCGa1c54RAE36SkNVZ2YrndG2ZhgYAqDWt1OrHnJyeN8qaLQue5SLBqvXA+Vu0vhMYZXnv2XvpTea/aeuxRXh9clQ7H76d+7+m/My7tJ2c+LQ6ohNIs0kxk2xXjNSxbDYBZaMTVOGheq2F3qs6aNKGnF0h/0XRWGF+HXrndSQspKRNFCAJbvqOt2kjw3j3yPAmldM8ZunmCVf9fyCqlIo/JjLqUViG/T/rciA70EgfLvQEKOWArRPNxJ8hjV2OWz42ejXbtx7bvegz1fvwWPf/fbMNiWDtg94BWu3TYnO3Tr1vDfWo3QJa3KPk+VaJFBarYBaSWOOvKIkDaoCYI2Fw4sdabPByRGRYhqkG9yq7yxmja5q2AxkR6PiFmn16fP50bOCiP3wlxQeDA+arEcTapeY3MpJKcCl2Pm513Q4HpimyxF13Z5XPpZFDLlNVMw4zrnTIk1vo2w1yitF1cI7cwzWuezNA5ZKrRMYbSxzm0Rxy7vBXm2Mjp7Ol8dCi1DIiZJEJekHI0lVxUMWqTQbluk8njaN/UYh7kiBw2vJikqAIlAU8NIXKqAm3EwNoEEofYGQLWYK0XuY60+AySkhnvC/hb3cbOalGVvgOQNNtGjjB4eoW894HdKAbqkHOHDOrXYvBjXyiYV+H5w0FY8+o1n4/Yb/xn/8MKX4gHPeCoe/Is/i6quD3iFd6Ht30pwPU3hjsECyMQyBilhjKqWOFMj3oEL38tiduqtiMU+t4nAp2Bl/CHzBnsBqiH7re4Dw6X1KSJtptiK2COFYEka6feQhCdy74r9vFMelygfFPcmHKQe4tT9Me2hTMUz70avzLodFdO8AgzsY+bBFcozU9TieXL4hlhoXFM9UPGuS6+M92JeYtaPKGhbhVgj8cbeiYyVEB0LvqtipPKfdOKhoiirRArRdzPl3bOgQCVQtqxDC0n4dP14VTxNMc6yEzCigTeKRgoNvV4fcAtIilZKo1FpuhrgkWUTgUdZWIOsc/s8IkTqOVY8qzQWjTfvUxQ6jRnGAvm7kmRaeoEdho4HDjnmITj9T/8QX/3IX+BvfvoX8bh3vhnbH/RAOPgYKxyGcMsBr3BdbfMqwbZJhJleXMjNBJgsF5ZdvM7gFTLBxkk5ep+sRY0T0mrTxdobBGhCF6B5Yk3aqLSynctLVZUpEnradilQy1iWnZagN2BTIVwlIUghM6W41utxFR4WFeIUTIYkuJQhulZTSC/7vU39VgUyE4LtUJzrbar81aOdBz2qouecGNSFdJ3NNxWJS8puvTHBWdOo6843KT0iM9jM2pOPipikVQJSY4XvoE3v2sggVXq/5kUKJKl9M4+uIx/REIkFUYzynfE4QaN2bT/sPyAZtKZAq8Lbg8CjK3GNiuIz9KRJMoMnbqjy6w2j8or3Mnaxz2FZ9slStdQLbNL6sPfSdnzG3xyO+umfwH2f8iRc9673Yrx3Lx593tmoFxbgxqshR3R4wCtcT9t8StC3YdFPxpESX+V5goQjeEht1QuEDsP9hTLNOAAFAr2llgy1SVrsXTmCanUyHsBanPyeplFoziKQPEQTrFQAwJTgmtso9OmZUAnOid2ta65VKEnVEBVK/T6m43gb6To9snX0BehWmKbkS4VZGBNAnCLfoaiAaYXK71ZFjLAwGtbqdwm7NpP8cyAppJlM1w4jwZS29N3gfiTFkvWD79TDUoo8kJF8bFx17ijrvFMxdpFyVEGyCpLdg+spzsN4NRmMphgrUVTyvFk1UnuLMGXPeKApJ4n9EyFRxcf4u6uSIUFiHL0tg2+dxBGbfM/z2Rw3362mw6jCsu3q0rx0GCyDbVvxqHPPwh3/chP+4UUvx4Oe/VN4wNOeEm51wCtcV9s8SpDe2ngVRiKZCCmFHgvhFFVAtPpcFYtFCy2b9yZlnNdbLM+nRTYe5RASIM+tUp9QJvm6FGvR4Dg9K1v7hdfJpoW+tc9lfGnq9xbZ6d4q9EuBnyY6F3bsOy3ieYWj7+42kxDSdnxWjE89Y3HSuhyj8Pkcg2HKS99AK2HXUplbTDX+bMbda4Cd177VSqDZqHFTKLP15kNyf3UVCFd0gIgFURVVjFUdD+XVtVx6gHF/aT5jWROYz6Ei1Vi3HWXWpL2tEGq/n2J2FiJxiV3qAGOwApjy/toWea6iKFXOhRFjRFbMC6uoLMvWscfBDzkaOy/5A/z7R/8aH3/hS/DYt78Ji4cfFr3CcQqpHGhTbf9Xgt5Hz08ILF2kFAeEhSNxL1en1AAyzOi1qWWdtbhQG5JhnAgmnwQDD8vVWBCtzLaJh+MK3KoWsNLbDXbVLtSxIHV8Rle7MwKZ82WEggijNTG+lJFMovCmgM6KE6tCWOfv9q4Kj2aekuP76IqfkYXX+fcNzMtUH+bBsTJHU0oS+XO7xpp5boXS1YOdy3tmfSv61/jkiWUQK+8r/+b91MPtUmYaf8wOLOZzVDHW8j5izHtqvan3Ny68P8KpRGP6xZg7lJ16jT0hnymZxmLi0VvsxyIKpqTHwHiS7tWPhq7NK//WS3uQ4Q5jliIpUYvJApYmRS/bt0jsbz+938vWqQwB5xwe+JNn4L5PfhKuf/fvoxoOcPyv/xqqfh/ugFc4s+3fSvC73wb27ALufa/1Xe89wGQnsheVYm0wZJPy9CxwXsUA/Ury2toJ4HyyDrvIK7QWGSwnw5OwrcYHueHrPlD5tGlZPLse4E6nRcybkzIlQQVJ3Q+1TNfNEFUhTDg3epwKva0F55pyFKE8dXjrnfS+NtJMcc74uyoz9dpYk3aW954ekJRTVQGun49zPYpbldasNgWVqkfWAbuWCjKzXEJiAAAQjElEQVSDyh3sZJJZz7E4odyfAn7KeyQs6jruE43CrOi2yxVj1QN68ffS47S4Ib9TxA3ppWU1UiMjtUeIVCB/j/g3KkWPvCA3yxD6NHaNf5MkU5cK0Qa+jvU8f+/0tyzhkb/133HHTV/Gp17xGhzzgufhsBMejgoHvMKutn8rwf4wsrS4wOPnPv7PjKXC6rbGRRzZk2rN81wyuESK0VbVobC1q5HYj0j3mfDYm6hQ6EFORmkDK/tM4dnRaoJt+Pe7Q9DPUnhKQtCi2V0CfgoO7fDUAPFWVIGVntmMuNYsCNeEq3zO99jl7a3n93lz1RVjQ9dnHZ5fXfy7VNad8G38qVVwDGFQL7e45zyPk81g1znjBURBajy1zceqcUnX8TvXUuec8t7xv7HcX++TeYAdML8ektwoPCpeZx3jdmzqCZIxXkKk5g1OElmHnrgpPuSKWXMKSQpTpajxSCAqQJcb4hkU6pCt7TXj/93XHHz0g3DKey/A1/7qb3DVhy/Fo97wWvSWlg54hUXbv5XgIYeE/9ZqVHTjlbSYmRLRjBKUx0A6N6pWws+EdhQOnWWxyubS95mUy894QnaWrtADhlSu8t2NtlLhEeItre9wcRQsrKyhCm2GEqFQzYTxOpTL3d1mxf3sd/VCVXGxlX0t32WH4qm6vLUNtux7a1jlnUYHlVWhRP93e2cbG8VxxvH/3Kt92LGikKTUwRgitXJNiElJ0g+tQmwKCq2C2katlApVVZxWokBR0xdatUKKUL+QCAXRooggKlVKPxQqqkqtlDcSgSJaOS+4BtomxCTQD5GOqLEdONt3t/1wO7PPzM7e7p3Pxnf7/CTrznuzs7O7s/Of53lmZlXepAMSJJwyrfbpxidtRdJcobQMUjCruF1pzNAWN64nDplwrTV1Dx1PGOWgHIcIjdrPXdlICo/qENLRpm4nNelOQJfnKucxSqGVsUv1vFE3qYwRljyLL0kEzyFxQXnuPleopW1xAE/4qoukEAK9X30I3YMPYOy3h9HZsxyrvv5wxcfCViGAZhfBKGjzBN0bXpoFpgtQk1kzbZ7bRU6XEG7lSmYqvwPkgXHTygdX9g7hVBqRdNrodZNGWblVLO4nuGIdtOYktTg1q4IcI6zXKBsrOfJPNVAWkVtoQasHWVZ17mXvegB64+qzqmzWk3sfVB50/xK5J/NgfYadYzV3p8R2vkqsivrvKm9qSZrCaVqyItgV6js++YvkdnWPZa58UmscUrlX6UhrOign4A0ddOUnmXd51rvvdBqGhIZONHcoyDUHtLfFyHLQWKysV+q8yf++Tpt7vo5DNLC6GKZzOaz98Q/x8cVx/P1Xe7F62zA6uj/NViFaWQTlWyXKRW+eoBzdqV706sb55FJHctHc2elKnZJrARam/A9MIgWg5A6QcV2jth6uDPaXyHHkgtT0AQhyLSrXkSFy1vouGyz3O4XG4xwpFDQeQRtq+r/x3ZqmikDPFZtL0vYpjxs2oKQRwl6z9UnKSMtZq3BGKXfNgknqVtVBPwgQRotwqqX/wo5LLMhy0bifwhBIKpJGDN9nQboelqA4ZJp6ZByvYxsUd6TvsdQsR9kmuAN+lKuUlEUt9UesRdqWKKuwrJdJup5t95eKovoe0vl16bpzJb7w6z344G8v4uLxP+OubY8j4TgVqzCT82KVMaL1RNBx3KkSM657M+2OHCUParkIwF0DMNHmVcKZ624mpBGhi+oClYdLDqdOZoC2TsiXYwKOvuyTHBhBG2Q5TWJ2GlpvT3O7uf+DNjJlLy4pEsaSZnXEDOnDY1qS2v/QG/GyLQ21nCRVhFNtg76fTVhoXnQSecJyvRaqJ1uvC7SqcMqGPCBN5cBEhCIIZ9h1kQ19pHLDLpiBczCrxC5lvQ4a5EXPu9pqPJrbVX5PeiNINeGKGIekL6+WsUdldbqdRvXeRPl8uuWSzz7giaeyRIknQQqnKpt8rqkAIvi+qWvkpo8UN/QQQmDF5o3oXv8lnD/8O9z6+QHcdt86iOkpiFTWGwkbE1pHBGncT8Xc6ILXtEEQlQo5KxeudStxMq0PVJEPYanovaWePmzlIjBNpkdQVA+RuhotjbYsnxnDoyPV5JJMSgQaUEE1K2/u2QHQG0fNHSYbeHhi6hVEF0eyuXKfAHUv6LQUdQ5VxNbcHrjPAqGVr0ZupPWpvtcjmEQ4qXVJrR2b21WzKi313ud2JRbsLHV9U4FMeINgaGzejEOqd1cKfQSqJpDuMUoznktWWw0JpEzU9ZrU85ADeuQYgCghjcrOUC5RTQijC2Iq1467fvA9TIxfwuj+3+Bz3/8u0ksciNIMkFkSG6uwNUSwOAvMXic9ZuouoAlJ7xFJPWAtEpXvhSk3rdAzkP5+GkSW0xfkA5BypzBUe61RFMGjIzQXQ4/MbFirfdoGYyQs2+q1XH3WkWP5DVCiELYPAKtw1uICDtyngTSb9RllsIVZnqru2CDBpHHFlF4Wm9s1bDUeFfMjeZgDbsw4ZMpIryxYavmRsqnrLi1AKYD0uiDC/baJXnSLUHLTyl7c/aPtuPLSScx+cg29D2+GKExWrMJMW4RyNDfNLYIvvACceg34+U+rJHIs/zqVgDdQcWkm5TweUamcxRmol2hSV6icJCunVCTTZHFtS0WhsQr6J117dJpF1PcBNhJb42N++nrsZs/anMQ9Tw/MfIhLoEtY/mYTUSfAJWzsUylsHcJZZR+VpgaaxfqkLsIwF6npli0b2zTBNKxLOULbPAaNvZvTQjSxJSKpDb4q63lIbxFdX9f0kEhL0/wdqOwvNY5eA1kWehyfNVg7Qggs//IgitcL+Pfv/4CejUPIfep2oDQDke1oaauwuUXwg/eB994jG8jDZasMNGYhKc3oC1arrITr7izqedEH2ym70yjkC2dpr5Y0iLS3Sl0qyh3jDrCR+dPzUR/GQxsWL4hktTnwN1TEjbsQ4nYjmQ+XMFBFXAOEs5HxVt/2CGKrthksdutTWKw/dU3Jsaj42ART7U+9F0n9Ojkw8iTWJX2O5AL8pnjRaSW0EynvgdZuwJ9HJSP4NiohLJPf6xNCAEi1t6HvO9/G5Psf4N0/Hsed3/ga0OJWYXOL4PDjlb8wHMeLF0rrDQLaeqD0BbpydBkcbySpnN8j81MPVYmIChWSAEHWJt1bGjhNpB3yUW/FtjR2Kk4JUkbo6WRPVfXsAwTZFG0BPb0vTQxYEHE1rE+rVUpcwtX20codIKJhYuvbR9Tn3ajL+qQdTrNTR8qUsGyn10OzNE3BLFvyd0eqqnOX1xl+8QWgrEOzc+E7RgKh9UYTPvP/uQkhAHSu6EHnih7897XTaL/1Vtzc9xk4swUk2m9qOauwuUUwCuWSN+ozk4OaKlGUy5iRdwnOFiqVk77DD/DEzvamBBknjLKsmA3VMEVxScLoDVNrDQBIz1I/CHkmbIJLxZa4s8r0QQrLo0oaDYtQRrF+60lTz3F86RYR8y2uPossSDgXMN6qhNTcx3YO82B9Kssu6Jly81BL5lkEUy4qEVhm4qEKi5dLl6hMq+0r9A5BA+h+4IsoFqZx6S9/Rc+mDXDEJByRRKK9AxACxWtTSGayEKl0eGaLlNYVQafsvVJJDvktui/SlVMn1Fqg8m3TWQCOZyGac4HUq4EirqMZFPT3iRzgdz+a0wDch2ixNtBBmO7neq1fm9jWKto1W9mNsn5FeB4NOU6dtES8VZbfJrZCj72Z+9A6MFfrUw7QkQaZ7ZrQfG0iTC05dcpyG0mvyk+v2dytQJNUWxYrH/4KJi9fQSGfx9KBu1Ge/AgQKSRFGSgUgdxNN2ZcQwNoPRF0HG8enlzYenZar2DlUkVgpPtTDoZxCrrg0VGaNH84xiT2oJgboolbswlbLfjOrcFWTKOJYtnWlIY2ZjG1sunnXOv6jYy3JhL6dn/hvA9hEXnT+vTFO+HPVzj+263yJ/ursAVV38aKYefyO9C5/A58+I8R3Nz3WaQ7OtSxZvIfInPbsprzfPvtt/HYY4/hwoUL6Ovrw5EjRzAwMAAAeP755/HEE08gm83i6NGjePDBBwEAFy9exNatW3Hq1CkkG+CabS0RLBU916cQ3jxBkAqj1gyV7wUkgqcC62SUGF15oto0gIUcKcnMH4GN/SIk0Mp2v/vSxMzKDop32/II7XyYVim14iwWq3nuqiyumDruNmr42Yw4x92o/eYQrZPn5wo0jRPOE7fftw6F/FWgAxDudUwvaUd5ehqJbDZkb4+ZmRls2bIFu3btwrZt2/Dss89iy5YteOedd5BIJLB79268+eabeOONN7Bjxw6MjY0BAHbu3In9+/c3RACBVhHBchmYuWYMOnEx64NAxUKUlZYuLs3ixjQTzW5lq495trLrPY5GROtXTokIQyWR7U5QGQwr1XcOxPKjFrevg9RYRCbtFsE7jlOYxNl/ZTE+DmzeDGQy1fN49dVXUSwWsWvXLgghsHPnTjz11FN45ZVXsHbtWnR3d2PZsmXYsGED3nNnARw7dgzd3d24//77G3YuzS2CFy4A5/8JPLSpSiKzQplCR9ykoeIm3RpzLjnDMDYWiyVus7LJR7Cg1prW/T00rfBcoGHHW4D2aeaj/+Hjd8eRzrUjlcshc3MXzoxksfmblVu4aRNw/Hj1PM6dO4c1a9YoaxIA1qxZg3PnzmHjxo24evUqrly5grfeegv9/f2YnJzE3r178fLLLzf0XJpbBP90DHjxJYsImn516eaUbosyGIZhmgubBerSEMsveh6dvT3o7O3Rto39J4NyGSgUgDNnwvOYmppCV1eXtq2rqwuTk5NIJBI4dOgQHnnkEWSzWRw+fBh79uzBjh07MDo6iieffBKZTAZPP/00Vq9eHbncNppbBH/xS+AnPwu3uxmGYZjGce1j/f90Dt/amsahI8D4OLBvX3gWHR0dmJiY0LZNTEygs7MTADA0NIShoSEAwNmzZzEyMoJ9+/aht7cXp0+fxuXLlzE8PIwzURS3Cs05plUiBAsgwzDMjSKzBMh1Aek0li4FxsaATz4BHn00fNf+/n6Mjo5qccXR0VH09/dr6RzHwfbt23HgwAHk83mUSiWsWLEC9957L0ZHR+d8Cs0tggzDMMzCk+uq/KXqdyauX78eyWQSBw4cwPT0NA4ePAgAGBwc1NI999xzuOeeezAwMIBbbrkF169fx/nz53Hy5EmsWrVqTqcBNLs7lGEYhmlKMpkMTpw4geHhYezevRt9fX04ceIEMsS7l8/n8cwzz+D1118HAKRSKRw8eBCDg4Noa2vD0aNH51wO4TjRI6rr1q3DyMjInA/KMAzDMAtJkH6xO5RhGIaJLSyCDMMwTGxhEWQYhmFiC4sgwzAME1tYBBmGYZjYwiLIMAzDxBYWQYZhGCa2sAgyDMMwsYVFkGEYhoktLIIMwzBMbGERZBiGYWILiyDDMAwTW1gEGYZhmNjCIsgwDMPEFhZBhmEYJrawCDIMwzCxhUWQYRiGiS0sggzDMExsYRFkGIZhYotwHMeJmnjp0qXo7e2dx+IwDMMwTOO5dOkS8vm8b3tNIsgwDMMwrQS7QxmGYZjYwiLIMAzDxBYWQYZhGCa2sAgyDMMwsYVFkGEYhoktLIIMwzBMbGERZBiGYWILiyDDMAwTW1gEGYZhmNjyf4pVBcw30jcxAAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -1471,7 +1512,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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JtCkZiAgAi1/7hA4p7VgyZyJ9u3aMdXHkKFObgYjweXklT63N5bzRA5UIkpSSgYjwzDt5lFVUM+tLGbEuisSIkoFIkqupcR57/RPGDO7JmME9Y10ciZFGk4GZLTSzAjPbGBaba2Z5ZrYueJ0btuzHZpZjZh+a2dSw+LQglmNmt4bFM83szSC+1Mw0JZLIUfRKzi62FJZx2ZeOi3VRJIaa0oC8CPgDsLhOfL67zwsPmNkI4BJgJJAG/NPMTgwWPwBMBnKBt81shbu/D/wq2NcSM/sjMBt4KMLzEZEmWL4uj82FoWcBVn9QQN+uHTj3lIExLpXEUqPJwN1fNrOMJu5vOrDE3Q8AW80sBxgfLMtx9y0AZrYEmG5mm4CzgUuDdR4D5qJkIBI1L31YwPVL1h38bAY//sZJdGyfEsNSSay1pGvptWY2E1gD3ODuu4FBwBth6+QGMYBtdeITgD5AibtX1bO+iLSyquoafr5yE8f16cI/fvRVJQA5KNIG5IeAocBYIB/4TauV6AjMbI6ZrTGzNYWFhUfjkCIJZemabXy0c69qAnKYiJKBu+9092p3rwEe4YtbQXnA4LBV04NYQ/EioKeZta8Tb+i4D7t7lrtn9evXL5KiiyStz8srmf/8R4zP6M3UkcfGujjSxkSUDMwsvKXp20BtT6MVwCVm1tHMMoFhwFvA28CwoOdQB0KNzCvc3YHVwIXB9rOA5ZGUSURCKqtrKK+sPuz1wOrN7NpbwX+ddzJmFutiShvTaJuBmT0BTAL6mlkucAcwyczGAg58AvxvAHd/z8yWAe8DVcA17l4d7OdaYBWQAix09/eCQ9wCLDGzu4F3gQWtdnYiSWZz4V6+8ft/U1FVU+/yb586iNHpepZADteU3kQz6gk3+IXt7vcA99QTXwmsrCe+hS9uM4lIC7y/fQ8VVTVc+ZVMeh1z6CM7HduncFFWeoxKJm2dBqoTSSD5pfsB+OE5w+jeKTXGpZF4ouEoRBLI9pJyunZsr0QgzaZkIJJAtpfsJ61np1gXQ+KQkoFIAskvLWdgj86xLobEISUDkQSSX6qagURGyUAkQRyoqmbX3grVDCQiSgYiCWJHaTkAA3uoZiDNp2QgkiDySkLdStN6qmYgzadkIJIg8ktCNQMlA4mEkoFIgqh94Ey3iSQSSgYiCWJ7aTm9j+lAp1QNTS3Np2QgkiDyS/arViARUzIQSRB64ExaQslAJEHkaSgKaQElA5EEsPdAFZ+XV6knkURMyUAkAeSXqCeRtIySgUgC2F6qZwykZZQMRBKAagbSUkoGIglge8l+zGBAdyUDiYySgUgC2F5aTv9uHUlN0X9piYz+5YgkgNA8BmovkMg1KRmY2UIzKzCzjfUsu8HM3Mz6Bp97mNnfzGy9mb1nZpeHrTvLzD4OXrPC4uPMbIOZ5ZjZfWZmrXFyIskiv6ScND1wJi3Q1JrBImBa3aCZDQamAJ+Fha8B3nf3McAk4Ddm1sHMegN3ABOA8cAdZtYr2OYh4EpgWPA67FgiUj93Z3uphqKQlmlSMnD3l4HiehbNB24GPHx1oFvw675rsF0VMBV43t2L3X038DwwzcwGAt3d/Q13d2AxcEGkJySSbEr2VVJeWcNA3SaSFmgf6YZmNh3Ic/f1de7q/AFYAWwHugEXu3uNmQ0CtoWtlwsMCl659cTrO+YcYA7AkCFDIi26yFFVXeMcqKqO2v637CoDIE01A2mBiJKBmXUBfkLoFlFdU4F1wNnAUOB5M/t3xCUM4+4PAw8DZGVleSOri8RcZXUN0373MpsLy6J+rEG9VDOQyEVaMxgKZAK1tYJ04B0zGw9cDvwyuOWTY2ZbgZOAPEJtCLXSgZeCeHqdeF6E5RJpU1ZuyGdzYRmXfSkjqvf0u3dOZVRaj6jtXxJfRMnA3TcA/Ws/m9knQJa77zKzz4BzgH+b2QBgOLAFyAF+HtZoPAX4sbsXm9keM5sIvAnMBO6P9IRE2gp359F/b+X4fsdw+3kjaNdOneSk7Wpq19IngNeB4WaWa2azj7D6XcCXzGwD8AJwi7vvcvfiYNnbwetnQQzgauBRQgljM/D3iM5GpA15c2sxG/JKueLM45UIpM1rUs3A3Wc0sjwj7P126m9LwN0XAgvria8BRjWlLCLx4pGXt9DnmA5857R6+0OItCl6AlkkCnIK9vLCBwX8r4nHaU5iiQtKBiJRsOCVrXRo347vn3FcrIsi0iQRP2cgIoeqqXFe+qiABa9s5dWcIi6dMIS+XTvGulgiTaJkIFKP97fv4fol71JRXdPkbcoOVLNr7wEGdO/ITVOHc/mXM6JXQJFWpmQgUo83thTxccFevjl6IKlN7AnUzoyvntiPc08ZSIf2ugMr8UXJQKQeO/eU0yGlHX+YcSoaRFeSgX6+iNRjx55yBvToqEQgSUPJQKQe+aXlHKspJCWJKBmI1GPnnnKO1WQxkkSUDETqcHd2lJZzbHd1C5XkoWQgUkfJvkoOVNUwQLeJJIkoGYjUsWNPOQADdZtIkoiSgUgdtcng2B66TSTJQ8lApI6dpaFkoNtEkkyUDETqyA+SQf9uSgaSPJQMROrYuaecvl07akgJSSr61y5Sx4495WovkKSjZCBSxw49fSxJSMlApI5QzUDJQJKLkoFImPLKakr2VapmIEmn0WRgZgvNrMDMNtaz7AYzczPrGxabZGbrzOw9M/tXWHyamX1oZjlmdmtYPNPM3gziS82sQ2ucmEgkdqhbqSSpptQMFgHT6gbNbDAwBfgsLNYTeBA4391HAhcF8RTgAeAbwAhghpmNCDb7FTDf3U8AdgOzIz0ZkZbS08eSrBpNBu7+MlBcz6L5wM2Ah8UuBZ5x98+CbQuC+Hggx923uHsFsASYbqHB4s8GngrWewy4IJITEWkNO/X0sSSpiNoMzGw6kOfu6+ssOhHoZWYvmdlaM5sZxAcB28LWyw1ifYASd6+qE2/ouHPMbI2ZrSksLIyk6CJHlK/bRJKkmj3tpZl1AX5C6BZRffsbB5wDdAZeN7M3WlTCMO7+MPAwQFZWljeyukiz7Sgtp2vH9nTrlBrroogcVZHMgTwUyATWB1MCpgPvmNl4Qr/si9y9DCgzs5eBMUF8cNg+0oE8oAjoaWbtg9pBbVwkJnbuKWeA5jGQJNTs20TuvsHd+7t7hrtnEPqiP83ddwDLgTPNrH1Qg5gAbALeBoYFPYc6AJcAK9zdgdXAhcHuZwX7EImJ/FI9YyDJqSldS58AXgeGm1mumTXY28fdNwH/A2QDbwGPuvvG4Ff/tcAqQslhmbu/F2x2C/B/zCyHUBvCgpackEhL7NxTzrHd1ZNIkk+jt4ncfUYjyzPqfL4XuLee9VYCK+uJbyHU20gkpqprnILPD6gnkSQlPYEsEti19wDVNa6njyUpKRmIBGqfPj5WD5xJEoqkN5FI3HF3DlTVHHGdbbv3AahmIElJyUAS3rbifdywbD1vfVLfg/SHG9hTyUCSj5KBJLTnsvO59ZlscLju7BPo3OHI/+TTenaib1c1IEvyUTKQNmvtp7uZ//xHlOyviGj7qmrngx2fM3ZwT+675FSG9OnSyiUUSRxKBtLmfF5eyb2rPuS/3/iUAd06MTKte8T7+uYpA7lq0lBSU9RXQuRIlAykTSnae4Dz//Aq20v3M+uMDG6cOpyuHfXPVCTa9L9M2pS/rttOXsl+/t8VE/jSCX0b30BEWoXqztKmLF+Xx6hB3ZUIRI4yJQNpMzYX7iU7t5QLxjY4pYWIRImSgbQZy9/No53Bt8akxbooIklHyUDaBHfnr+u286WhfTXLmEgMKBlIm/DuthI+K97H9LGqFYjEgpKBtAnL382jY/t2TBt1bKyLIpKU1LVUYsI99HTwgaoa3J1ns/P5+ogBmntYJEaUDOSoK6+s5sYn1/Nsdv4h8e+cql5EIrGiZCBHVXFZBXMWr2HNp7u57pxhnDq4JwCdUlOYeHzvGJdOJHkpGUhUbSvex+LXP6E6mErghQ92kl9azgOXnsY3Rw+MadlE5AtKBhJVT67N5ZF/b6VbML5Q764deOLKiYw7rleMSyYi4ZrUm8jMFppZgZltrGfZDWbmZta3Tvx0M6syswvDYrPM7OPgNSssPs7MNphZjpndZ2bWkpOStqNo7wF6H9OBDXdOZcOdU/nXTWcpEYi0QU3tWroImFY3aGaDgSnAZ3XiKcCvgH+ExXoDdwATgPHAHWZW+63wEHAlMCx4HXYsiU/FZRX0PqZDrIshIo1oUjJw95eB+uYMnA/cDHid+A+Bp4GCsNhU4Hl3L3b33cDzwDQzGwh0d/c33N2BxcAFzTsNaauKyyro3UXJQKSti/ihMzObDuS5+/o68UHAtwn92g83CNgW9jk3iA0K3teN13fMOWa2xszWFBYWRlp0OYpUMxCJDxElAzPrAvwEuL2exb8DbnH3mpYUrD7u/rC7Z7l7Vr9+/Vp79xIFxWUV9O6qZCDS1kXam2gokAmsD9p604F3zGw8kAUsCeJ9gXPNrArIAyaF7SMdeCmIp9eJ50VYLmlDamqc3fsq6KOagUibF1EycPcNQP/az2b2CZDl7rsIJYna+CLgWXf/a9CA/POwRuMpwI/dvdjM9pjZROBNYCZwfyTlkralZH8lNY5uE4nEgaZ2LX0CeB0Ybma5Zja7uQdy92LgLuDt4PWzIAZwNfAokANsBv7e3P1L21NcdgBQMhCJB02qGbj7jEaWZzQQv6zO54XAwnrWWwOMakpZJH4U7a0AoM8xHWNcEhFpjIawlqgpLgslA9UMRNo+JQOJmqIgGfRRbyKRNk/JQKKmtmbQs4vmKBBp65QMJGqKyyro1rE9HdunxLooItIIJQOJGj1wJhI/lAwkajQUhUj8UDKQqCkq09PHIvFCyUCiprjsgGoGInFCyUCiwt2D20R64EwkHigZSFR8fqCKymrXbSKROKFkIFFRvFdPH4vEEyUDiYoiDUUhEleUDCQqNC6RSHxRMpCo0PDVIvFFyUCiQoPUicQXJQOJiuK9FXRKbUeXDpHOrCoiR5OSgURF8b4KTWojEkeUDCQqNC6RSHxRMpCoUDIQiS9KBhIVRXuVDETiSaPJwMwWmlmBmW2sZ9kNZuZm1jf4/D0zyzazDWb2mpmNCVt3mpl9aGY5ZnZrWDzTzN4M4kvNTN8gCUA1A5H40pSawSJgWt2gmQ0GpgCfhYW3Al9z91OAu4CHg3VTgAeAbwAjgBlmNiLY5lfAfHc/AdgNzI7oTKTN2F9Rzf7KaiUDkTjSaDJw95eB4noWzQduBjxs3dfcfXfw8Q0gPXg/Hshx9y3uXgEsAaabmQFnA08F6z0GXBDJiUjbURQ8cKZB6kTiR0RtBmY2Hchz9/VHWG028Pfg/SBgW9iy3CDWByhx96o6cYljGopCJP40+4kgM+sC/ITQLaKG1jmLUDI4M/Ki1bvfOcAcgCFDhrTmrqUV6eljkfgTSc1gKJAJrDezTwjdCnrHzI4FMLPRwKPAdHcvCrbJAwaH7SM9iBUBPc2sfZ14vdz9YXfPcvesfv36RVB0ORq+GL5aD52JxItmJwN33+Du/d09w90zCN3aOc3dd5jZEOAZ4Pvu/lHYZm8Dw4KeQx2AS4AV7u7AauDCYL1ZwPIWnI+0AbpNJBJ/Gr1NZGZPAJOAvmaWC9zh7gsaWP12Qu0AD4bahqkKfslXmdm1wCogBVjo7u8F29wCLDGzu4F3gYb2LW1UcVkFdz/3Pi9/tAuAfRVVpKYY3TtpXCKReNHo/1Z3n9HI8oyw91cAVzSw3kpgZT3xLYR6G0kcWrkhn9uXb6R0fyXnjU6jc4cUAE4e2J3gB4GIxAH9dJNm+cXKTfxt/XYAqt3ZuecApwzqwZ+vmMBJx3aPcelEJFJKBtJk7s7SNdvo360jY9J7AjAirTvfn3gc7VM0solIPFMykCbbVryfkn2V3DR1ON+bcFysiyMirUg/56TJ1uWWABysFYhI4lAykCbL3lZCx/btGH5st1gXRURamZKBNFl2bikj0rqTqvYBkYSj/9XSJFXVNWzIK9UtIpEEpWQgTZJTuJf9ldWMGdwj1kURkShQMpAmyd5WCsBo1QxEEpKSgTTJutwSunVqT2afY2JdFBGJAqdYD2cAAAjySURBVCUDaZLs3BJGp/egXTsNMSGSiJQMpFHlldV8kP+5Go9FEpiSgTTq/fw9VNW42gtEEpiSgTQqe1vw5LF6EokkLI1NlIR2l1Wwp7yyyeu/ubWY/t06cmz3TlEslYjEkpJBknn7k2K+9+ibVFTVNGu7qSMHaH4CkQSmZJBE9lVUcdOT6xnQvSP/ec6JNOe7feLxfaJXMBGJOSWDJPLr//mQT4r28cSVEzljqL7cReQLakBOEm9uKWLRa58w64zjlAhE5DCqGbQRFVU1bNxeyjuf7qbg8wOtvv/nsvMZ0rsLt3zjpFbft4jEv6RLBj/9ywbe2loc62IcwoFtxfs4EDTqdkpth9G6jbXdOrXnd5ecRpcOSXfJRaQJmvTNYGYLgfOAAncfVWfZDcA8oJ+777JQl5PfA+cC+4DL3P2dYN1ZwH8Fm97t7o8F8XHAIqAzsBK43t29hedWr7SenRk2oGs0dt0iXx3Wj9MzejHuuF70VxdOETnKmvozcRHwB2BxeNDMBgNTgM/Cwt8AhgWvCcBDwAQz6w3cAWQR+jG81sxWuPvuYJ0rgTcJJYNpwN8jO6Uju+asE6KxWxGRuNakBmR3fxmo797KfOBmQl/utaYDiz3kDaCnmQ0EpgLPu3txkACeB6YFy7q7+xtBbWAxcEHkpyQiIs0VcW8iM5sO5Ln7+jqLBgHbwj7nBrEjxXPridd3zDlmtsbM1hQWFkZadBERqSOiZGBmXYCfALe3bnGOzN0fdvcsd8/q16/f0Ty0iEhCi7RmMBTIBNab2SdAOvCOmR0L5AGDw9ZND2JHiqfXExcRkaMkomTg7hvcvb+7Z7h7BqFbO6e5+w5gBTDTQiYCpe6eD6wCpphZLzPrRajheVWwbI+ZTQx6Is0ElrfCuYmISBM1KRmY2RPA68BwM8s1s9lHWH0lsAXIAR4BrgZw92LgLuDt4PWzIEawzqPBNpuJUk8iERGpn0WpO3/UZWVl+Zo1a2JdDBGRuGJma909q25cYxOJiEj81gzMrBD4tBmb9AV2Rak4bVUynjMk53kn4zlDcp53S8/5OHc/rDtm3CaD5jKzNfVVjRJZMp4zJOd5J+M5Q3Ked7TOWbeJREREyUBERJIrGTwc6wLEQDKeMyTneSfjOUNynndUzjlp2gxERKRhyVQzEBGRBigZiIhI4icDM5tmZh+aWY6Z3Rrr8kSLmQ02s9Vm9r6ZvWdm1wfx3mb2vJl9HPzZK9ZlbW1mlmJm75rZs8HnTDN7M7jmS82sQ6zL2NrMrKeZPWVmH5jZJjM7I9GvtZn9KPi3vdHMnjCzTol4rc1soZkVmNnGsFi91zYYA+6+4Pyzzey0SI+b0MnAzFKABwjNvjYCmGFmI2JbqqipAm5w9xHAROCa4FxvBV5w92HAC8HnRHM9sCns86+A+e5+ArAbONJYWvHq98D/uPtJwBhC55+w19rMBgHXAVnB1LspwCUk5rVeRGi2x3ANXdvwmSXnEJo1MiIJnQyA8UCOu29x9wpgCaGZ2BKOu+fXzjXt7p8T+nIYROh8HwtWe4wEm0XOzNKBbxIa6JBg5NuzgaeCVRLxnHsAXwUWALh7hbuXkODXmtA0vZ3NrD3QBcgnAa91AzNLNnRtG5pZstkSPRk0NLtaQjOzDOBUQnNKDwiGCQfYAQyIUbGi5XeEpl6tCT73AUrcvSr4nIjXPBMoBP5vcHvsUTM7hgS+1u6eB8wjNN96PlAKrCXxr3Wthq5tq33HJXoySDpm1hV4GvhPd98TviyYYzph+hKb2XlAgbuvjXVZjrL2wGnAQ+5+KlBGnVtCCXitexH6FZwJpAHHcPitlKQQrWub6MmgodnVEpKZpRJKBI+7+zNBeGdttTH4syBW5YuCLwPnB7PtLSF0y+D3hKrK7YN1EvGa5wK57v5m8PkpQskhka/114Gt7l7o7pXAM4Suf6Jf61oNXdtW+45L9GTwNjAs6HHQgVCD04oYlykqgnvlC4BN7v7bsEUrgFnB+1kk0Cxy7v5jd08PZtu7BHjR3b8HrAYuDFZLqHMGCGYU3GZmw4PQOcD7JPC1JnR7aKKZdQn+rdeec0Jf6zANXduGZpZsPndP6BdwLvARoRnUfhrr8kTxPM8kVHXMBtYFr3MJ3UN/AfgY+CfQO9ZljdL5TwKeDd4fD7xFaOa8J4GOsS5fFM53LLAmuN5/BXol+rUG7gQ+ADYC/w10TMRrDTxBqF2kklAtcHZD1xYwQj0mNwMbCPW2iui4Go5CREQS/jaRiIg0gZKBiIgoGYiIiJKBiIigZCAiIigZSBILRv68OnifZmZPNbZNC4411szOjdb+RVpKyUCSWU/gagB33+7uFzayfkuMJfTch0ibpOcMJGmZWe0oth8SepjnZHcfZWaXERoV8hhCQwPPAzoA3wcOAOe6e7GZDSX0wE8/YB9wpbt/YGYXAXcA1YQGVPs6oYeiOhMaKuAXwLPA/cAoIBWY6+7Lg2N/G+hBaMCxP7v7nVH+qxChfeOriCSsW4FR7j42GOn12bBlowiN/NqJ0Bf5Le5+qpnNB2YSGi31YeAqd//YzCYADxIaH+l2YKq755lZT3evMLPbCT0dei2Amf2c0PAZPzCznsBbZvbP4Njjg+PvA942s+fcfU00/yJElAxE6rfaQ/NCfG5mpcDfgvgGYHQwOuyXgCdDQ+UAoeERAF4FFpnZMkIDqtVnCqFB9m4MPncChgTvn3f3IgAze4bQUCNKBhJVSgYi9TsQ9r4m7HMNof837QiNpT+27obuflVQU/gmsNbMxtWzfwP+w90/PCQY2q7uvVvdy5WoUwOyJLPPgW6RbOihuSK2Bu0DtXPRjgneD3X3N939dkKT0Ayu51irgB8GI3BiZqeGLZsczHnbmVDbxauRlFGkOZQMJGkFt2JeDSYevzeCXXwPmG1m64H3+GJK1XvNbEOw39eA9YSGWh5hZuvM7GLgLkINx9lm9l7wudZbhOalyAaeVnuBHA3qTSTShgS9iQ42NIscLaoZiIiIagYiIqKagYiIoGQgIiIoGYiICEoGIiKCkoGIiAD/H9pAlo/TPtIzAAAAAElFTkSuQmCC\n", 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DAS4SBWv2HuFoVZ2egJSoUoCLRMGiYj/Z6alcP1Rd+CR6FOAiEdYQdLy7uYSpw3PJzlDziUSPuhFK3KmtD7KjpIKgi83h5XeUVFJeWaNZbiTqFOASd+Yt28lvVuzyuowLyk5PZYqegJQoU4BLXHHO8fbGQ4wb3I05k4d4XU6TBnS7iM6Z+ucl0aW/YRJXtvhP8OmRKuZMHsINI3p7XY6Ip3QTU+JKYXGA1BTT3I4iKMAljjjnWOTz84X87nTvlOF1OSKeU4BL3NhZWsmespPMGNPX61JEYoICXOJGYXEAM7h5lNq+RUABLnGk0Ofn6sHdyc3J8roUkZigAJe4sKeskm2BCk0PJnIWdSMUz/1yyQ5Wbi+94DZHq+oA9HSjyFkU4OKpiuo6frtyNwO7ZzOw+0VNbtetUwazx/aj78XZHVidSGxTgIunlm8rpbYhyNN/ezkFed29LkckrqgNXDy1qNhPbk4mVw3q5nUpInFHAS6eOVlTz8rtZcwY3YeUFPO6HJG4owAXz6zcXkZNfZDpo/VgjkhbKMDFM4U+Pz06ZTA+X23fIm2hABdPVNc1sHxbKTeP7kOqmk9E2kQBLp54f0cZVbUNmvRXpB3UjVA6zLp9R9hXfhKAtzYcpOtF6Uy4pIfHVYnELwW4dIjjp+q4+3drqG0Inll3z4RBpKfql0CRtlKAS4dYtrWE2oYgL95bwNDeOQD066qnKkXaQwEuHWJRcYC+F2cxZViu+nyLRIh+f5Woq6yp54OdZUzXAzsiEaUAl6hbvq2U2vogMzWTjkhEKcAl6gqL/fTKyWScxjsRiSgFuERVVW09K7aXMn2Umk9EIq3FAW5mqWb2iZktDC/nm9kaM9tlZq+ZmaYJl/O8v72M6rqgZtIRiYLWXIE/Cmw9a/lp4JfOuUuBo8DXIlmYJIZFvgDdO2UwXmN9i0Rci7oRmtkA4Bbgp8C3zMyAqcBXwpu8BMwFfhuFGiUG7Syp4O+eX82p2oYLbldTH+TL4weSpgd2RCKupf3AfwU8DuSEl3sAx5xz9eHlA0D/xt5oZg8ADwAMGjSo7ZVKTPnLJwepqK7n65Py4QJN26lmfHm8zrtINDQb4GY2Cyh1zq03s8mt3YFz7gXgBYCCggLX6gol5jjnKCz2M3FID74/c4TX5YgkrZZcgV8D3GZmM4EsoAvwa6CrmaWFr8IHAAejV6bEkm2BCvYdruKB64Z4XYpIUmu2YdI5933n3ADnXB5wF7DcOXc3sAK4I7zZvcCCqFUpMaWw2E+KwbRRvb0uRSSptefO0ncJ3dDcRahN/MXIlCSxrtAXYHx+d3p2zvS6FJGk1qrBrJxzK4GV4e/3AOMjX5LEsp0lFewsreSeCaO8LkUk6alvl7RKoS8AwHTNpCPiOQW4tEqhL0DB4G707pLldSkiSU/jgcsFlZyo5g8f7qO+IUhdQ5Ct/hP8r1vUdVAkFijA5YL+bdVenv9gD50yUgHoe3EWsy7v53FVIgIKcLkA5xyLfH6uH9qLl+7T/WqRWKM2cGnS5kMn+OzIKWZqJEGRmKQAlyYV+vykphg3jVSAi8QiBbg0KjTeSYAJl3SneycN9S4SixTg0qgdJZXsKT/JjNGax1IkVinApVGLiv2Ywc2j1HwiEqsU4NKoQp+fq/O60ytH452IxCp1I4xzx6vqOHaqNqKfeehYNTtKKpl768iIfq6IRJYCPI5V1dZz7c+Wc6K6vvmNW8kMpqv9WySmKcDj2MrtZZyorudbNw1lQLfsiH52v67Z9LlY452IxDIFeBxbVOynR6cMHp5yKakpF5iYUkQSkm5ixqnqugZWbCtl2qg+Cm+RJKUAj1Mf7CjjZG2DHnMXSWIK8Di12Bfg4ux0JlzSw+tSRMQjCvA4VFsfZMnWEqaN7E16qk6hSLLSv/449OHuciqq65k5Rt38RJKZAjwOFRb7yclMY+Klaj4RSWbqRhgHTtU28PgbmzhWFXricv3+o9w8qg+ZaakeVyYiXtIVeBxYsrWEdzYe4sjJWipr6hnVrwv3TszzuiwR8ZiuwOPAYp+fXjmZvP2NSerzLSJn6Ao8xlXV1rNiWxk3j+qt8BaRz1GAx7j3t5dxqq6BmRpYSkTOoQCPcYW+AN07ZTA+v7vXpYhIjFGAx7DqugaWhR/YSdMDOyJyDqVCDFu1s5yTtQ3M0AM7ItIIBXgMW+Tzc3F2OhOH6IEdETmfAjxG1dYHWbKlhBtHaLwTEWmckiFGfRQe72TGaA0XKyKNU4DHqMLiAJ0z07h2aE+vSxGRGKUAj0H1DUHe2xLghhG5Gu9ERJqkAI9Ba/Ye4WhVHTP08I6IXIACPAYV+vxkp6dy/dBeXpciIjFMAR5jGoKOxb4Spg7PJTtDzSci0jQFeIxZv/8o5ZU1zNBkxSLSjGYD3MyyzGytmW00s81m9uPw+vlmttfMNoS/xka/3MS3qNhPZloKU4blel2KiMS4lowHXgNMdc5Vmlk6sMrMCsOvfcc593r0yksuwaDj3c0Brh/ai06ZGqpdRC6s2ZRwzjmgMryYHv5y0Swqmazff4RvvrqBuoYgQQfllTU8Pn2Y12WJSBxoURu4maWa2QagFFjinFsTfumnZrbJzH5pZplNvPcBMysys6KysrIIlZ04/rjmM46fquOGEbncNDKXr0/KV/dBEWkRC11gt3Bjs67Am8AjwGEgAGQALwC7nXNPXuj9BQUFrqioqO3VJpja+iAFTy3hxhG9+cWduoUgIo0zs/XOuYJz17eqF4pz7hiwApjunPO7kBrgD8D4yJSaPFbvOcyJ6noNFysibdKSXii9wlfemFk2cBOwzcz6htcZ8EXAF81CE9Fin59OGalce5nGOxGR1mtJV4e+wEtmlkoo8P/snFtoZsvNrBdgwAbgwSjWmXDqG4K8u7mEqSN6k5WuB3ZEpPVa0gtlE3BlI+unRqWiJLF27xGOnKxlpoaLFZE20pOYHin0BchOT2WyHtgRkTZSgHsgGHQs3hxg8rBeGu9ERNpMj/tF2OZDx1m+tfSC2xw+WUtZRY16n4hIuyjAI+wHb/rY+NmxZrfLzclk6nA1n4hI2ynAI+jgsVNs/OwY37l5GP943SUX3DbFjJQU66DKRCQRKcAjaLEvAMDMMX1J00zyIhJlSpkIKiz2M7xPDvk9O3ldiogkAQV4hJScqGb9p0eZqRuTItJBFOAR8u7mAM7BDD2YIyIdRAEeIYXFAS7N7cxlvXO8LkVEkoQCPALKK2tYs/ewHosXkQ6lAI+A9zaXEHQwXRMxiEgHUoBHQKHPz+AeFzGir5pPRKTjKMDb6ejJWj7afZiZY/oSGhpdRKRjKMDbacnWEhqCTr1PRKTDKcDbabEvQP+u2Yzpf7HXpYhIklGAt8OJ6jr+c2cZM0b3UfOJiHQ4BXg7LN9aSl2D07CwIuIJBXg7LCr206dLFlcO7Op1KSKShBTgbXSypp73d5QxfXQfDQsrIp5QgLfRiu2l1NQH1ftERDyj8cCBuoYgTy3cQvnJ2ha/Z8uhE/TsnEFBXvcoViYi0jQFOLBqVzkvrd7PwO7ZZLRwIoYUgwevH0Kqmk9ExCMKcEITMeRkprH0W9eTmaZZ4kUkPiR9G3hdQ5D3tpRww4hchbeIxJWkD/A1e45wrKpOfblFJO4kfYAv8vm5KCOV64f28roUEZFWSeoAbwg63tscYMrwXLLS1XwiIvElqQN83b4jlFfWMlMTMYhIHErqAC8s9pOZlsLkYWo+EZH4kzDdCKvrGth04DhB51r8nsWbA0we1otOmQnzYxCRJJIwyfXsil38y/JdrX7frMv7RaEaEZHoS4gAd86xcJOfgsHd+Na0oS1+X2ZaqkYSFJG4lRABvr2kgr3lJ/n6tflMHNLT63JERDpEQtzEXFQcIMVg2kiNDCgiySMhAnyxz8/Ved3plZPpdSkiIh0m7gN8V2kFO0oqmalH4UUkycR9gBcWBwC4eZSaT0QkuTQb4GaWZWZrzWyjmW02sx+H1+eb2Roz22Vmr5lZRvTLPV+hL8C4wd3oc3GWF7sXEfFMS67Aa4CpzrkrgLHAdDObADwN/NI5dylwFPha9Mps3P7DJ9niP6FpzUQkKTXbjdA554DK8GJ6+MsBU4GvhNe/BMwFfhv5EuGHbxazdu+R89ZX1tQDMF0BLiJJqEX9wM0sFVgPXAo8C+wGjjnn6sObHAD6N/HeB4AHAAYNGtSmIvt1zeay3p0bfe3LfbowoNtFbfpcEZF41qIAd841AGPNrCvwJjC8pTtwzr0AvABQUFDQ8oFKzvLwlEvb8jYRkYTWql4ozrljwArgb4CuZnb6P4ABwMEI1yYiIhfQkl4ovcJX3phZNnATsJVQkN8R3uxeYEG0ihQRkfO1pAmlL/BSuB08Bfizc26hmW0B/mRmTwGfAC9GsU4RETlHS3qhbAKubGT9HmB8NIoSEZHmxf2TmCIiyUoBLiISpxTgIiJxSgEuIhKnzLViEuB278ysDNjfirf0BMqjVE6sSsZjhuQ87mQ8ZkjO427vMQ92zvU6d2WHBnhrmVmRc67A6zo6UjIeMyTncSfjMUNyHne0jllNKCIicUoBLiISp2I9wF/wugAPJOMxQ3IedzIeMyTncUflmGO6DVxERJoW61fgIiLSBAW4iEiciskAN7PpZrY9PGHy97yuJ1rMbKCZrTCzLeEJox8Nr+9uZkvMbGf4z25e1xppZpZqZp+Y2cLwckxMkh1NZtbVzF43s21mttXM/ibRz7WZ/c/w322fmb0aniQ94c61mf2bmZWame+sdY2eWwuZFz7+TWZ2VVv3G3MBHh629llgBjAS+LKZjfS2qqipB77tnBsJTAAeDh/r94BlzrnLgGXh5UTzKKFx5U/zfJLsDvBrYLFzbjhwBaHjT9hzbWb9gW8CBc650UAqcBeJea7nA9PPWdfUuZ0BXBb+eoB2zCUccwFOaIjaXc65Pc65WuBPwGyPa4oK55zfOfdx+PsKQv+g+xM63pfCm70EfNGbCqPDzAYAtwC/Dy8boUmyXw9vkojHfDFwHeFx851zteEZrhL6XBMasjo7PHvXRYCfBDzXzrkPgHNnXm/q3M4GXnYh/0VodrO+bdlvLAZ4f+Czs5abnDA5kZhZHqFx19cAvZ1z/vBLAaC3R2VFy6+Ax4FgeLkHLZwkO47lA2XAH8JNR783s04k8Ll2zh0EngE+JRTcxwlNjp7o5/q0ps5txDIuFgM86ZhZZ+AN4H84506c/ZoL9fNMmL6eZjYLKHXOrfe6lg6WBlwF/NY5dyVwknOaSxLwXHcjdLWZD/QDOnF+M0NSiNa5jcUAPwgMPGs5oSdMNrN0QuH9inPuL+HVJad/pQr/WepVfVFwDXCbme0j1Dw2lVDbcKJPkn0AOOCcWxNefp1QoCfyub4R2OucK3PO1QF/IXT+E/1cn9bUuY1YxsVigK8DLgvfqc4gdNPjbY9riopw2++LwFbn3C/OeultQhNFQ4JNGO2c+75zboBzLo/QuV3unLubBJ8k2zkXAD4zs2HhVTcAW0jgc02o6WSCmV0U/rt++pgT+lyfpalz+zbwD+HeKBOA42c1tbSOcy7mvoCZwA5gN/BDr+uJ4nFOIvRr1SZgQ/hrJqE24WXATmAp0N3rWqN0/JOBheHvLwHWAruA/wAyva4vCsc7FigKn++3gG6Jfq6BHwPbAB/w/4DMRDzXwKuE2vnrCP229bWmzi1ghHra7QaKCfXSadN+9Si9iEicisUmFBERaQEFuIhInFKAi4jEKQW4iEicUoCLiMQpBbjElfCIfnPC3/czs9ebe0879jXWzGZG6/NF2ksBLvGmKzAHwDl3yDl3RzPbt8dYQv3yRWKS+oFLXDGz06NTbif0gMQI59xoM/sqodHeOhEapvMZIAP4e6AGmOmcO2JmQwg9RNELqALud85tM7O/A/4JaCA06NKNhB40ySb0mPP/BhYC/wKMBtKBuc65BeF93w5cTGhQon93zv04yj8KEdKa30QkpnwPGO2cGxsewXHhWa+NJjSiYxah8P2uc+5KM/sl8A+ERkF8AXjQObfTzL4APEdoPJYngJudcwfNrKtzrtbMniD0lNw3AMzsnwk9+n+fmXUF1prZ0vC+x4f3XxG+CesAAAFRSURBVAWsM7O/OueKovmDEFGASyJZ4ULjqleY2XHgnfD6YuDy8KiPE4H/CA3NAYQe7Qb4EJhvZn8mNOhSY6YRGojrsfByFjAo/P0S59xhADP7C6FhEhTgElUKcEkkNWd9HzxrOUjo73oKobGox577Rufcg+Er8luA9WY2rpHPN+BvnXPbP7cy9L5z2yLVNilRp5uYEm8qgJy2vNGFxlrfG27vPj034RXh74c459Y4554gNPHCwEb29S7wSHhkPczsyrNeuyk8B2I2obb4D9tSo0hrKMAlroSbKT4MTx778zZ8xN3A18xsI7CZ/56u7+dmVhz+3I+AjYSGPR1pZhvM7E7gJ4RuXm4ys83h5dPWEhrXfRPwhtq/pSOoF4pIO4V7oZy52SnSUXQFLiISp3QFLiISp3QFLiISpxTgIiJxSgEuIhKnFOAiInFKAS4iEqf+P+PyRsIFR2GnAAAAAElFTkSuQmCC\n", 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wKXC/mY2Ls4+rgy+D0mg0mmjsIhmhJBJUpVQ/eemgRK7oZwBzzawCeBKYZWa/BzCz24BhwPdaW9ndtwb/bgKWAqfEWWaBuxe5e9GwYfplFmmpOBJlTEFfRg3tk+pQJE21mejd/RZ3H+HuhcB84BV3v9zMrgTOB77h7oc16QCY2WAzyw3eFxD70nivy6IXCbna+kaWb6pWbxvplM7c2flX4GhgedB18lYAMysys+abticApWa2BlgC3OPuSvQiCSqt2EVtfZMSvXRKux6YcvelxJpfcPe467p7KUFXS3d/nVj3S5HQ2X3gIP/3PyPU1jcmbR9lH+8lJ6sXXxg7JGn7kPDTk7EiHbRo9TZ+98YWjhmYRzKH+pg/dSR9cvRfVTpOvz0iHVQciVI4tA9L/+HcVIcickR6+kKkA+oaGlm+sZqZajuXNKBEL9IBpRW7qKlv1E1SSQtK9CIdUByJkpPVi2ljh6Y6FJE2KdGLdEBxWZSiwsH0zdVtLun5lOhF2umjPbWUfbxXzTaSNpToRdrp09ozKjImaUKJXqSdiiNRjh6Qy8Sj+6c6FJGEKNGLtENDYxPLNlQxc8IwzJL5mJRI11GiF2mHNZV72FNTr2YbSStK9CLtUByJ0svgzPEFqQ5FJGFK9CLtUBKJcvLIQQzqk5PqUEQSpkQvkqBd+w+ypnK3ulVK2lGiF0nQqxuqcEf1bSTtKNGLJKgkEmVgfjYnjxiU6lBE2kWJXiQB7k5xJMpZEwrI6qVulZJelOhFErB++16ie+vUbCNpSYleJAHFzWUPlOglDSWc6M0sy8zeNrPFwfQYM3vTzDaY2R/NLG5/MzO7JVimzMzO76rARbpTSSTK8Z/rz9ED8lIdiki7teeK/kZgfYvpnwG/cPfxwC7g24euYGYnAvOBk4DZwMNmltXxcEW63766Bkq37NTVvKSthIppm9kI4ALgbuB7FivyMQu4NFjkMeB24F8OWXUe8KS71wGbzWwDMBVY3vnQRTpm8dpt/O3djxNefveBg9Q3uhK9pK1ER024H7gZaC7XNxTY7e4NwXQlMDzOesOBN1pMx13OzK4GrgYYNWpUgiGJtJ+7809/eZ9PausZ1i834fWmjxvKaYWDkxiZSPK0mejNbA6ww91Xmdk5yQjC3RcACwCKioo8GfsQAdgY3cfW3TXcfdEkLvvC6FSHI9ItErminwHMNbOvAnnAAOABYJCZ9Q6u6kcAW+OsuxUY2WK6teVEukVxpAqAmRPUDCOZo82bse5+i7uPcPdCYjdWX3H3y4AlwMXBYlcAi+Ks/gIw38xyzWwMMAFY0SWRi3RAcSTK2GF9GTmkT6pDEek2nelH/wNiN2Y3EGuz/zcAM5trZncAuPu7wFPAe8BfgevcvbFzIYt0TG19I29uqtZNVck47RrC3t2XAkuD95uI9aA5dJkXiF3JN0/fTay3jkhKvbGpmrqGJiV6yTh6MlYyRkmkitzevZg2dmiqQxHpVkr0kjGKIzuYOmYIedl6Zk8yixK9ZITKXQfYGN2vZhvJSEr0khFKgm6V52hQb8lA7boZK9LTuDv/+Jf1VO6qOeJy67bt4diBeYwb1q+bIhPpOZToJa29/9Fefv3qZoYPyqdvbutt7/nZWcyfPopYmSaRzKJEL2mtuU78s9dOVwlhkVaojV7SWnGZ6sSLtEWJXtLW/uY68brBKnJESvSStpZvrI7ViVeBMpEjUqKXtFUcidInJ0t14kXaoEQvaaukPMoZY4eS21tPuoociRK9pKWKqv1sqT6g9nmRBCjRS1pq7lapAURE2qZEL2mpJBJl9NA+FBb0TXUoIj2eHpiSlHincg8PLdlAo3dsiOBlG6r4+6KRbS8oIkr0khq/fW0zS8p2MLaDtWcmfq4/Xy8a0cVRiYSTEr10u6Ymp6S8itmTPscD809JdTgioddmojezPKAEyA2Wf9rdbzOzV4H+wWJHASvc/cI46zcC7wSTH7j73C6JXNLWe9s/oWpfnW6kinSTRK7o64BZ7r7PzLKBZWb2H+5+VvMCZvYMsKiV9WvcfUoXxCoh0dxj5qzjClIciUhmaLPXjcfsCyazg9end9DMbAAwC3g+KRFK6JREopx07ACO6q9CZCLdIaHulWaWZWargR3Ai+7+ZouPLwRedvdPWlk9z8xKzewNMzusaUcyy97aelZt2cVMDekn0m0SSvTu3hg0v4wApprZpBYffwN44girj3b3IuBS4H4zG3foAmZ2dfBlUBqNRtsRvqSb1zdW09DkGrtVpBu164Epd98NLAFmA5hZATAV+PMR1tka/LsJWAoc1s3C3Re4e5G7Fw0bpgQQZiWRKP1ye3PqKBUiE+kubSZ6MxtmZoOC9/nAecD7wccXA4vdvbaVdQebWW7wvgCYAbzXFYFL+nF3iiNRzhg3lJzeeihbpLsk8r/tGGCJma0FVhJro18cfDafQ5ptzKzIzH4TTJ4AlJrZGmJ/Cdzj7kr0GWpT1X4qd9Wo2Uakm7XZvdLd1xKnuSX47Jw480qBK4P3rwOTOxeihEVJ0K1SiV6ke+nvZ+k2xZEoYwv6MnJIn1SHIpJRlOilW9TWN/LGpmp1qxRJASV66RYrK3ZSW9+kgUJEUkCJXrpFcVmUnN69mDZmaKpDEck4SvTSLYojUb4wZgj5ORrfVaS7KdFL0m3bXUP5jn3qbSOSIkr0knTqVimSWkr0knTFkSjHDMxj/FEdG01KRDpHiV6SqqGxiWUbqjj7uGGYWarDEclISvSSVKs/3M3e2gY124ikkMaMlS73zKpKnl+9FYDte2rJ6mVMH6/RpERSRYleupS784uXItTWNzJySB/65/XmyrPGMDA/O9WhiWQsJXrpUpuDCpV3zjuJb55RmOpwRAS10UsX+6+ulEelOBIRaaZEL12qOBJlTEFfRg1VhUqRnkKJXrpMrELlTmZO0I1XkZ5EiV66TGnFLmrqG1WhUqSHUaKXLlMc2UFOVi+mjVWFSpGeRIleukxJpIrTxwymT446c4n0JG0mejPLM7MVZrbGzN41s58G8x81s81mtjp4TWll/SvMrDx4XdHVByA9w/Y9NZR9vFdPwIr0QIlcetUBs9x9n5llA8vM7D+Cz/7B3Z9ubUUzGwLcBhQBDqwysxfcfVdnA5ee5dVIFaBulSI9UZuJ3t0d2BdMZgcvT3D75wMvuvtOADN7EZgNPNH+UKWneeClct7YVA1ARfV+Pjcgj+OOVoVKkZ4moTZ6M8sys9XADmKJ+83go7vNbK2Z/cLMcuOsOhz4sMV0ZTDv0O1fbWalZlYajUbbeQiSCvvrGvjlknK27q6hsckZObgP3501XhUqRXqghO6auXsjMMXMBgHPmdkk4BbgIyAHWAD8ALijI0G4+4JgGxQVFSX614Kk0PKN1dQ3Ovf8t8kqWCbSw7Wr14277waWALPdfbvH1AG/BabGWWUrMLLF9IhgnqS54kiU/OwsTiscnOpQRKQNifS6GRZcyWNm+cB5wPtmdkwwz4ALgXVxVv8b8GUzG2xmg4EvB/MkzZWUR5k+bii5vTXYt0hPl0jTzTHAY2aWReyL4Sl3X2xmr5jZMMCA1cA1AGZWBFzj7le6+04zuxNYGWzrjuYbs5K+Kqr2s6X6AN8+c0yqQxGRBCTS62YtcEqc+bNaWb4UuLLF9CPAI52IUXqYkvLYDfOZE9RnXiQd6MlYabfisiijh/ahsKBvqkMRkQQo0Uu71DU08vrGaj0BK5JGlOilXVYFFSrVbCOSPpTopV2KI1Gys4wzxqlCpUi6UJlBOSJ35+an11JRvR+Aso/2cnrhEPrm6ldHJF3oil6OqOzjvfz7qkr21TWSndWLySMGctXMsakOS0TaQZdlckTNg30/8q0ijhmYn+JoRKQjdEUvR1QciTLx6P5K8iJpTIleWnXgYAMrN+9i5nEqWiaSzpTopVVvbKrmYGOTBhMRSXNK9NKq4rJYhcoiVagUSWtK9NKqkvIqpo0dQl62KlSKpDMleonrg+oDbK7ar1IHIiGgRC9xFQcVKs+eqPZ5kXSnRC9xFZdFGTkkn8KhfVIdioh0kh6YEiA22Pd3//AWu2vqAXh36yf8/ekjNNi3SAjoil6A2INRS8qi9O5l9MvtzYzxQ7l06uhUhyUiXUBX9ALEmmr65/Xmiaum0TtL3/8iYZLI4OB5ZrbCzNaY2btm9tNg/kIzKzOzdWb2iJllt7J+o5mtDl4vdPUBSOe5OyXlUc4cX6AkLxJCifyvrgNmufvJwBRgtplNAxYCxwOTgXxajBN7iBp3nxK85nZF0NK1ynfsY/ueWmaqK6VIKCUyOLgD+4LJ7ODl7v6X5mXMbAUwIikRStIVlwWDfSvRi4RSQn+nm1mWma0GdgAvuvubLT7LBr4J/LWV1fPMrNTM3jCzC1vZ/tXBMqXRaLSdhyCdVVIeZcJR/Rg+SBUqRcIooUTv7o3uPoXYVftUM5vU4uOHgRJ3f7WV1Ue7exFwKXC/mY2Ls/0F7l7k7kXDhumqsjsdONjAm5t26glYkRBr1503d98NLAFmA5jZbcAw4HtHWGdr8O8mYClwSgdjlSR4c9NODjY2qdlGJMQS6XUzzMwGBe/zgfOA983sSuB84Bvu3tTKuoPNLDd4XwDMAN7rquCl84ojUfKyezF1zJBUhyIiSZJIP/pjgMfMLIvYF8NT7r7YzBqALcDy4OnJZ939DjMrAq5x9yuBE4BfmVlTsO497q5E34OURKJMGztUFSpFQiyRXjdridPc4u5x13X3UoKulu7+OrHul9INlpTt4P4XIzR5Yss7zqaq/Vw+TU/AioSZnowNkd8t30JF9QFOG534QCFfndyHr518bBKjEpFUU6IPidr6RpZvrObrRSO4Y96ktlcQkYyh591DorRiFzX1jeomKSKHUaIPiZLyKDlZvZg2dmiqQxGRHkaJPiSKy6KcPmYwfXPVGicin6VEHwLb99RQ9vFeZk5Qs42IHE6JPgRKIs3juyrRi8jhlOhDoCRSxdEDcpl4dP9UhyIiPZASfZpraGzi1fIoMycM0/iuIhKXEn2aW1O5m09qG9RsIyKtUheNbnLgYANXP76Kqn11Xbrd3Qfq6WVw5viCLt2uiISHEn03eW1DNcs2VDFj/FD65nTdj33UEDh55GgG9cnpsm2KSLgo0XeTkkiUPjlZ/PZbU8nprRYzEek+yjjdwN1ZGtnB9HEFSvIi0u2UdbpBRfUBPtxZw9nHqR1dRLqfEn03+PSBpuOOSnEkIpKJlOi7QXEkypiCvowa2ifVoYhIBlKiT7K6hlid+JkT1GwjIqmhRJ9kn9aJ1wNNIpIibSZ6M8szsxVmtsbM3jWznwbzx5jZm2a2wcz+aGZxO3Kb2S3BMmVmdn5XH0BPVxxRnXgRSa1ErujrgFnufjIwBZhtZtOAnwG/cPfxwC7g24euaGYnAvOBk4DZwMNmltVVwaeD5jrxfbrwISkRkfZoM/u4uwP7gsns4OXALODSYP5jwO3Avxyy+jzgSXevAzab2QZgKrC805EfYveBg3z9X7t8s53iwIYd+/i7045PdSgiksESuswMrsJXAeOBh4CNwG53bwgWqQSGx1l1OPBGi+m4y5nZ1cDVAKNGjUo09s/o1cuYcHS/Dq2bTJOHD+TCKfF+NCIi3SOhRO/ujcAUMxsEPAd06SWquy8AFgAUFRV5R7YxIC+bhy87rSvDEhEJhXb1unH33cAS4AxgkJk1f1GMALbGWWUrMLLFdGvLiYhIkiTS62ZYcCWPmeUD5wHriSX8i4PFrgAWxVn9BWC+meWa2RhgArCiKwIXEZHEJNJ0cwzwWNBO3wt4yt0Xm9l7wJNmdhfwNvBvAGY2Fyhy91vd/V0zewp4D2gArguagUREpJtYrFNNz1FUVOSlpaWpDkNEJK2Y2Sp3L4r3mZ6MFREJOSV6EZGQU6IXEQk5JXoRkZDrcTdjzSwKbGnnagVAVRLC6cky8ZghM487E48ZMvO4O3PMo909bpncHpfoO8LMSlu72xxWmXjMkJnHnYnHDJl53Mk6ZjXdiIiEnBK9iEjIhSXRL0h1ACmQiccMmXncmXjMkJnHnZRjDkUbvYiItC4sV/QiItIKJXoRkZBL60RvZrODQcc3mHOodr0AAAWBSURBVNkPUx1PspjZSDNbYmbvBQO03xjMH2JmL5pZefDv4FTH2tXMLMvM3jazxcF0QoPSpyszG2RmT5vZ+2a23szOyJDz/L+D3+11ZvaEmeWF8Vyb2SNmtsPM1rWYF/f8WsyDwfGvNbNTO7rftE30Qdnkh4CvACcC3wgGIw+jBuD77n4iMA24LjjWHwIvu/sE4OVgOmxuJDb+QbM2B6VPcw8Af3X344GTiR17qM+zmQ0HbiBW3nwSkAXMJ5zn+lFg9iHzWju/XyE2hscEYkOtHjomd8LSNtETG2R8g7tvcveDwJPEBiMPHXff7u5vBe/3EvvPP5zY8T4WLPYYcGFqIkwOMxsBXAD8Jpg2YoPSPx0sEqpjNrOBwEyCsR3c/WAwqluoz3OgN5AfjFrXB9hOCM+1u5cAOw+Z3dr5nQc87jFvEBvV75iO7DedE/1w4MMW060NUB4qZlYInAK8CRzt7tuDjz4Cjk5RWMlyP3Az0BRMDyWxQenT1RggCvw2aK76jZn1JeTn2d23AvcBHxBL8HuAVYT7XLfU2vntshyXzok+45hZP+AZ4H+5+yctP/NYP9nQ9JU1sznADndflepYulFv4FTgX9z9FGA/hzTThO08AwRt0vOIfdEdC/Tl8OaNjJCs85vOiT6jBh43s2xiSX6huz8bzP64+U+54N8dqYovCWYAc82sgliz3Cxi7deJDEqfriqBSnd/M5h+mljiD/N5BvgSsNndo+5eDzxL7PyH+Vy31Nr57bIcl86JfiUwIbgzn0Ps5s0LKY4pKYK26X8D1rv7z1t89AKxgdmh9QHa05K73+LuI9y9kNi5fcXdLyOxQenTkrt/BHxoZhODWV8kNt5yaM9z4ANgmpn1CX7Xm487tOf6EK2d3xeA/x70vpkG7GnRxNM+7p62L+CrQATYCPw41fEk8TjPJPbn3FpgdfD6KrE265eBcuAlYEiqY03S8Z8DLA7ejwVWABuAfwdyUx1fFx/rFKA0ONfPA4Mz4TwDPwXeB9YBvwNyw3iugSeI3YeoJ/YX3LdbO7+AEetZuBF4h1ivpA7tVyUQRERCLp2bbkREJAFK9CIiIadELyISckr0IiIhp0QvIhJySvQSSkEVyGuD98ea2dNtrdOJfU0xs68ma/sinaVEL2E1CLgWwN23ufvFbSzfGVOIPdcg0iOpH72Ekpk1VzMtI/YgygnuPsnMvkWsOmBfYuVf7wNygG8CdcBX3X2nmY0j9rDKMOAAcJW7v29mXwduAxqJFd/6ErEHevKJPZ7+T8Bi4P8Bk4Bs4HZ3XxTs+yJgILHiVL93958m+UchQu+2FxFJSz8EJrn7lKDi5+IWn00iVgE0j1iS/oG7n2JmvwD+O7GqmQuAa9y93My+ADxMrN7OrcD57r7VzAa5+0Ezu5XYU4vfBTCzfyRWsuF/mtkgYIWZvRTse2qw/wPASjP7s7uXJvMHIaJEL5loicfq+u81sz3An4L57wCfD6qETgf+PVZ6BYg9kg/wGvComT1FrPhWPF8mVpDtpmA6DxgVvH/R3asBzOxZYuUtlOglqZToJRPVtXjf1GK6idj/iV7EaqFPOXRFd78muMK/AFhlZqfF2b4Bf+fuZZ+ZGVvv0LZStZ1K0ulmrITVXqB/R1b0WK3/zUF7fPPYnScH78e5+5vufiuxQUJGxtnX34Drg0qMmNkpLT47LxgjNJ/YvYLXOhKjSHso0UsoBc0jrwWDMN/bgU1cBnzbzNYA7/Jfw1Tea2bvBNt9HVhDrJzuiWa22swuAe4kdhN2rZm9G0w3W0FsXIG1wDNqn5fuoF43It0k6HXz6U1bke6iK3oRkZDTFb2ISMjpil5EJOSU6EVEQk6JXkQk5JToRURCToleRCTk/j9ZelqsxvI8AQAAAABJRU5ErkJggg==\n", 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" ] @@ -1548,6 +1589,143 @@ "df.plot('timestep',['participant_count'])" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Review system health metrics\n", + "\n", + "Below we will analysis system health metrics, such as fraction of supply used for voting, which is effective supply over total supply and percentage of proposals and requested funds in different stages. " + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df.plot('timestep',['percentageOfActiveProposals','percentageOfCompletedProposals','percentageOfKilledProposals'])" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df.plot('timestep',['percentageOfActiveFundsRequested','percentageOfCompletedFundsRequested','percentageOfKilledFundsRequested'])" + ] + }, { "cell_type": "markdown", "metadata": {}, diff --git a/models/v3/.ipynb_checkpoints/Deriving_Alpha-checkpoint.ipynb b/models/v3/.ipynb_checkpoints/Deriving_Alpha-checkpoint.ipynb new file mode 100644 index 0000000..5f82f4c --- /dev/null +++ b/models/v3/.ipynb_checkpoints/Deriving_Alpha-checkpoint.ipynb @@ -0,0 +1,36268 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Introduction to Dynamical Systems\n", + "### Reference Case Conviction Voting\n", + "\n", + "## A Brief Intro\n", + "Dynamical Systems are mathematical structures which describe evolution over time. Historically they are analyzed in Continuous Time because they are used to design, test and control physical systems. Over recent decades they have also been used to design, test and control computer systems. They are powerful abstractions that have helped manage the relationships between physical and computational systems, and even social systems (as they are critical ingredients in stochastic dynamic general equilibrium models which are used in macroeconomics). Whether continuous or discrete, dynamical systems are traditional associated with real valued vectors, matrices and tensors. Moving away from real valued fields, we can define dynamical systems over arbitrary data structures to recover a broader family models including but not limited to agent based models. In the case of the conviction voting cadCAD model we have a Generalized Dynamical System whose state contains a network object encoding a range of relationships as well as both numerical and non-numerical information. For the purpose of this short explainer, we will zoom in specifically on the calculation of conviction itself, which we can understand a Discrete Linear Time Invariant (LTI) system. \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Canonical Forms\n", + "\n", + "Canonical forms use $x_t$ for the state of the system, and $u_t$ to describe inputs from external systems.\n", + "\n", + "Continous-time Non-linear Dynamical System:\n", + "\n", + "$\\dot x_t = f(x_t, u_t)$\n", + "\n", + "Continuous-time Linear Time Invariant (LTI) Dynamical Systems:\n", + "\n", + "$\\dot x_t = A x_t + B u_t$\n", + "\n", + "Discrete-time Non-linear Dynamical System:\n", + "\n", + "$x_{k+1} = f(x_k, u_k)$\n", + "\n", + "Discrete-time Linear Time Invariant (LTI) Dynamical Systems:\n", + "\n", + "$x_{k+1} = A x_k + B u_k$\n", + "\n", + "For cases where the discrete time system can be embedded directly in a continuous time, the time indexes can be mapped directly:\n", + "\n", + "|**Time Index Mapping Table 1** |\n", + "| ---: | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |\n", + "| **discrete-time** | $0$, | $1$, | ,$\\ldots$, | $k-1$, | $k$, | $k+1$, | $k+2$, | $\\ldots$|\n", + "| **continuous-time** | $0$, |$\\Delta t$ | ,$\\ldots$, |$t-\\Delta t$, | $t$, | $t+\\Delta t$, |$t+2\\Delta t$, |$\\ldots$| \n", + "\n", + "For systems comprised of discrete events with strict ordering (eg state machines), we have any mapping that respects the order\n", + "\n", + "|**Time Index Mapping Table 2** |\n", + "| ---: | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |\n", + "| **discrete-time** | $0$, | $1$, | ,$\\ldots$, | $k-1$, | $k$, | $k+1$, | $k+2$, | $\\ldots$|\n", + "| **continuous-time** | $t_0$, |$t_1$ | ,$\\ldots$, |$t_{k-1}$, | $t_k$, | $t_{k+1}$, |$t_{k+2}$, |$\\ldots$| \n", + "| **time delta** | | $t_1-t_0$ | ,$\\ldots$, | $t_{k-1} -t_{k-2}$, | $t_{k} -t_{k-1}$, | $t_{k+1} -t_{k}$, |$t_{k+2} - t_{k+1}$, |$\\ldots$| \n", + "\n", + "noting that the time deltas can be further denoted $\\Delta t_k =t_{k} -t_{k-1}$, such that $t_k = t_0+\\sum_{\\kappa =0}^{k-1} \\Delta t_k$ for all $k>0$.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Translating the Simplified Conviction Voting Example\n", + "\n", + "Suppose we start by only considering a single proposal and a single participant voting for that proposal. The conviction voting algorithm is **not** presented in canonical notion. In our case the state we are interested in is the conviction $y_t$ and the inputs from the external system are the actions of partipants staking a quantity of tokens $x_t$. Based on the notes above the canonical form would call conviction $x_k$ and the tokens staked $u_k$, but the table below includes the definitions that match the conviction voting documentation:\n", + "\n", + "$y_{t+1} = \\alpha y_t + x_t$\n", + "\n", + "| Term | Canonical Notation | Defintion| Alternative notation|\n", + "| :--:| :--: | :--:| :--: |\n", + "| Conviction | $x_k$ | the accumulated support for the proposal at epoch $k$ | $y_t$|\n", + "| Support | $u_k$ | the number of tokens staked in support of the proposal at epoch $k$| $x_t $ |\n", + "\n", + "Expressed in the Canonical form we have:\n", + "\n", + "$x_{k+1} = A x_k + B u_k$\n", + "\n", + "with $A = \\alpha$ and $B=1$, yielding\n", + "\n", + "$x_{t+k} = \\alpha x_k + u_k$\n", + "\n", + "For ease of reading we will stick to the notation in the other conviction voting documentation for the rest of this note but we recommend using the translation to the canonical form when refering to literature on dynamical systems to learn more.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Properties via the Simplified Example\n", + "\n", + "A one dimension Discrete-time LTI systems with initial condition $y_0$\n", + "\n", + "$y_{t+1} = \\alpha y_t + x_t$\n", + "\n", + "which can also be expressed as\n", + "\n", + "$y_{t+1}-y_t=\\Delta y_t = -(1-\\alpha) y_t + x_t$\n", + "\n", + "and as\n", + "\n", + "$y_T = y_0 +\\sum_{t=0}^{T-1} \\Delta y_t = \\alpha^T y_0 + \\sum_{t=0}^{T-1} \\alpha^t \\bar x$ when $x_t = \\bar x$ is a constant, thanks to telescoping series. we can also project the eventual conviction for any constant $x$ as\n", + "\n", + "$\\hat y(x) = \\lim_{T\\rightarrow \\infty} \\left( \\alpha^T y_0+\\sum_{t=0}^{T-1} \\alpha^t x\\right) = \\frac{x}{1-\\alpha}$ using geometric series.\n", + "\n", + "The first most important property is \"stability\". This is an entire topic in its own right but let's suffice to observe that as long as $\\alpha \\in [0,1)$ then growth in $y_t$ is bounded. In particular, for any $x$ this system is stable around the equilibrium $\\hat y(x_t) = \\frac{x_t}{(1-\\alpha)}$, even if $y_t \\neq \\hat y(x_t)$. In this way, our algorithm is tracking the signal $y_t$ can be thought of tracking the signal $\\frac{x_t}{1-\\alpha}$ with some intertia muting the volatility.\n", + "\n", + "The equation $\\hat y(x) = \\frac{x}{(1-\\alpha)}$ tells us precisely that each token in a conviction voting system contributes at most $\\frac{1}{1-\\alpha}$ \"conviction\" toward passing the proposal.\n", + "\n", + "Clearly, this expression goes unstable when $\\alpha =1$, in which case conviction does not decay and our algorithm diverges. Consider the sum over time to see the instability:\n", + "\n", + "$\\lim_{T\\rightarrow \\infty} y_T \\ge \\lim_{T\\rightarrow \\infty} \\sum_{t=0}^{T-1} \\bar x = \\infty$\n", + "\n", + "for strictly positive values $x_t\\ge \\bar x >0$ as $T\\rightarrow \\infty$.\n", + "\n", + "So in conviction voting we require that $\\alpha\\in [0,1)$. Technically it is legal to set $\\alpha = 0$ at which point this system simply $y_{t+1} = x_t$ sets the conviction to the amount of tokens staked at the current timestep. Although $x_t$ can still vary overtime, there is no accumulation. The choice of $\\alpha>0$ is made to create a \"leaky integrator\" which takes its name from a leaky bucket analogy.\n", + "![](https://i.imgur.com/JemMMlo.png)\n", + "\n", + "The leaky bucket analogy also helps us understand $\\alpha$ in terms of its relationship to the \"half-life\" of the fluid in the bucket when we turn off the inflow. In this case there is some previously accumated conviction in our initial condition $y_0 >0$ but $x_t = 0$. In this case the dynamics are simply:\n", + "\n", + "$y_{t+1} = \\alpha y_t$ \n", + "\n", + "which is equivalent to \n", + "\n", + "$y_T = \\alpha^T y_0$\n", + "\n", + "The half-life of this system is defined by $T$ such that $y_T = y_0/2$ which satisfies the equation\n", + "\n", + "$\\frac{1}{2} = \\alpha^T$\n", + "\n", + "thus the Half life in epochs for a given $\\alpha$ is\n", + "\n", + "$T = \\log_\\alpha \\frac{1}{2} = -\\log_\\alpha 2$\n", + "\n", + "and conversely the $\\alpha$ which achieves a desired half-life $T$ is\n", + "\n", + "$\\alpha = 2^{-1/T} = \\frac{1}{\\sqrt[T]{2}}$\n", + "\n", + "Further note that the relationship between $T$ and $\\alpha$ is sensative to timescaling. Suppose we wanted a half-life of 3 days but our discrete time scale has 1 hour epochs, then we must use $T = 24 \\times 3 = 72$ in the above equation.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 307, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9057236642639067\n", + "0.9958826236582974\n" + ] + } + ], + "source": [ + "#consider a desired half life of 7 periods (day)\n", + "# then alpha is given by\n", + "alpha = 2**(-1/7)\n", + "print(alpha)\n", + "#note that if the implementation has epochs of such that there are 24 updates per period (day)\n", + "#then the implementation alpha would be\n", + "alpha = 2**(-1/(7*24))\n", + "print(alpha)" + ] + }, + { + "cell_type": "code", + "execution_count": 308, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "alpha=.9\n", + "\n", + "time = np.arange(0,200,1)\n", + "\n", + "K = len(time)\n", + "\n", + "step_up = np.zeros(K)\n", + "step_down = np.ones(K)\n", + "noisy = np.random.rand(K)\n", + "\n", + "for k in range(K): \n", + " if k>K/2:\n", + " step_up[k]=1\n", + " step_down[k]=0\n", + "\n", + "step_up_response = np.empty(K)\n", + "step_up_response[0]=0\n", + "\n", + "step_down_response = np.empty(K)\n", + "step_down_response[0]=0#1/(1-alpha)\n", + "\n", + "noisy_response = np.empty(K)\n", + "noisy_response[0] = 0\n", + "for k in range(K-1):\n", + " step_up_response[k+1] = alpha*step_up_response[k] + step_up[k]\n", + " step_down_response[k+1] = alpha*step_down_response[k] + step_down[k]\n", + " noisy_response[k+1] = alpha*noisy_response[k] + noisy[k]" + ] + }, + { + "cell_type": "code", + "execution_count": 309, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Comparing Single Token Staked to Conviction Accumulation Over Time')" + ] + }, + "execution_count": 309, + "metadata": {}, + "output_type": "execute_result" + }, + 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax1 = plt.subplots()\n", + "\n", + "ax2 = ax1.twinx()\n", + "ax1.plot(time, step_up, 'b-')\n", + "ax2.plot(time, step_up_response, 'g-')\n", + "\n", + "ax1.set_xlabel('time')\n", + "ax1.set_ylabel('Tokens Staked', color='b')\n", + "ax2.set_ylabel('Conviction Accumulated', color='g')\n", + "plt.title('Comparing Single Token Staked to Conviction Accumulation Over Time')" + ] + }, + { + "cell_type": "code", + "execution_count": 310, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Comparing Single Token Unstaked to Conviction Decay Over Time')" + ] + }, + "execution_count": 310, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax1 = plt.subplots()\n", + "\n", + "ax2 = ax1.twinx()\n", + "ax1.plot(time, step_down, 'b-')\n", + "ax2.plot(time, step_down_response, 'g-')\n", + "\n", + "ax1.set_xlabel('time')\n", + "ax1.set_ylabel('Tokens Staked', color='b')\n", + "ax2.set_ylabel('Conviction Accumulated', color='g')\n", + "plt.title('Comparing Single Token Unstaked to Conviction Decay Over Time')" + ] + }, + { + "cell_type": "code", + "execution_count": 311, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 10.382760534430746)" + ] + }, + "execution_count": 311, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax1 = plt.subplots()\n", + "\n", + "ax2 = ax1.twinx()\n", + "ax1.plot(time, noisy, 'b-')\n", + "ax2.plot(time, noisy_response, 'g-')\n", + "\n", + "ax1.set_xlabel('time')\n", + "ax1.set_ylabel('Tokens Staked', color='b')\n", + "ax2.set_ylabel('Conviction Accumulated', color='g')\n", + "plt.title('Comparing Multiple Tokens Staked to Conviction Accumulation Over Time')\n", + "\n", + "ylim= ax1.get_ylim()\n", + "ax2.set_ylim(0, ylim[1]/(1-alpha))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The above plot shows the signal processing power of the conviction voting algorithm. It effectively computes a time average scaled by a factor $\\frac{1}{1-\\alpha}$. In fact, one variant of conviction voting would include this normalization, creating an exponentially smoothed weighted average. However, in the basic version we choose to define it as a leaky integrator because we wanted to make explicit the value of ones votes accumulates over time to more than what one would attain in a standard voting method: $x< \\frac{x}{1-\\alpha}$ whenenver $\\alpha\\in (0,1)$." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Multidimensional Example\n", + "\n", + "Now in order to proced with this example we need to make it a little less simple by considering a case where there are $n$ participants and $m$ proposals. In this case the signals are distributed across the agents. That is to say each agent $i$ will get to choose their stake for each proposal $j$ based on their private preferences. They can make that decision however they want, as long as the action they take is valid and allowed by the system.\n", + "\n", + "Suppose participant $i$ has $h_t[i]$ tokens at time $t$, then they may choose to stake them across the available proposals $\\vec x_t[i] = \\big[x_t[i,0], \\ldots, x_t[i,m] \\big]$ where $x_t[i,j]$ is the number of tokens staked by participant $i$ in support of proposal $j$. The staking action is valid as long as $\\sum_{j =0}^{m-1} x_t[i,j] \\le h_t[i]$.\n", + "\n", + "The information used to decide on $\\vec x_t[i]$ is private to agent $i$. Furthermore, in cases where $h_t[i]$ is variable (due to transferability of tokens), the quantity $h_t[i]$ itself is a decision as a consequence of private information related to agent $i$. For the purpose of this discussion, we don't worry about how agent $i$ decides to hold $h[i]$ or chooses to support proposals according to $\\vec x_t [i]$ but we do assume that in doing so she is expressing some of her private information, both magnitude $h_t[i]$ and direction $\\vec x_t[i]$.\n", + "\n", + "Given the choices for all participants we have a time varying matrix made up of terms $x_t[i,j]$:\n", + "\n", + "$X_t = \\left[\\begin{array}{c}\\vec x_t[0]\\\\ \\vdots \\\\ \\vec x_t[n-1] \\end{array}\\right] \\in \\mathbb{R}_+^{n \\times m}$\n", + "\n", + "satisfying the condition that $X_t \\vec{\\mathbf{1}} \\le \\vec h_t$ for all time $t$ where $\\vec{\\mathbf{1}}$ is the $m$ dimensional column vector of ones and $\\vec{h}_t$ is the $n$ dimensional column vector of holdings. \n", + "\n", + "The most interesting thing about building this matrix view of the system is how it unifies the local and global states of the system. Surely each agent will make their own choices about $x_t[i,j]$ and $h_t[t]$ and those choices will vary in time based on a wide range of factors that we cannot hope to totally understand, but we do know that even as it varies in time our actors are using the freedoms afforded to them by this policy to move the system towards outcomes they percieve as best relative to their private preferences and information. The key to our algorithm is to compile that spatially distributed time varying singal into a discrete decision. We do this by restating our conviction voting algorithm in its matrix form:\n", + "\n", + "$\\vec{y}_{t+1} = \\alpha \\vec{y}_t + X_t' \\vec{\\mathbb{1}}$ where $X_t'$ is the transpose of $X_t$ and $\\vec{\\mathbb{1}}$ is the $n$ dimensional column vector of ones. This expression is equivalent to\n", + "\n", + "$y_{t+1}[j] = \\alpha y_{t} + \\sum_{i} x_t[i,j]$ where $\\vec{y}_t = \\left[\\begin{array}{c}y_t[0]\\\\ \\vdots \\\\ \\vec y_t[m-1] \\end{array}\\right] \\in \\mathbb{R}_+^{m}$\n", + "\n", + "This mathematical structure is actually the same as the one we demonstrated in the one dimensional case so we will review some the same checks." + ] + }, + { + "cell_type": "code", + "execution_count": 312, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "\n", + "n = 3\n", + "m = 2\n", + "\n", + "mimo_step_up = np.zeros(shape=(K,n,m))\n", + "mimo_step_down = np.zeros(shape=(K,n,m))\n", + "mimo_noisy = np.random.rand(K*m*n).reshape((K,n,m))\n", + "\n", + "for k in range(K): \n", + " for i in range(n):\n", + " for j in range(m):\n", + " if k>2*K/(i+3):\n", + " mimo_step_up[k,i,j]= (1+i)*(1+j)\n", + " mimo_step_down[K-k,i,j]= (1+i)*(1+j)" + ] + }, + { + "cell_type": "code", + "execution_count": 313, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "mimo_step_up_response = np.empty(shape=(K,m))\n", + "mimo_step_up_response[0,:]=0\n", + "\n", + "mimo_step_down_response = np.empty(shape=(K,m))\n", + "mimo_step_down_response[0,:]= 1/(1-alpha)*np.sum(mimo_step_down[0,:,:])\n", + "\n", + "mimo_noisy_response = np.empty(shape=(K,m))\n", + "mimo_noisy_response[0,:]=0\n" + ] + }, + { + "cell_type": "code", + "execution_count": 314, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "for k in range(K-1):\n", + " mimo_step_up_response[k+1,:] = alpha*mimo_step_up_response[k,:] + np.sum(mimo_step_up[k,:,:], 0)\n", + " mimo_step_down_response[k+1,:] = alpha*mimo_step_down_response[k,:] + np.sum(mimo_step_down[k,:,:],0)\n", + " mimo_noisy_response[k+1,:] = alpha*mimo_noisy_response[k,:] + np.sum(mimo_noisy[k,:,:],0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Test Series 1: Filling up the Proposal Support Tank\n", + "\n", + "A set of tests where the participants start supporting proposals, but their support starts at different times\n", + "- Plot series 1: granular input signals (tokens staked) from 3 participants\n", + "- Plot series 2: granular input signals (tokens staked) with outputs (conviction accumulated) from 3 participants\n", + "- Plot 3: aggregate inputs (tokens staked) with outputs (conviction accumulated) for multiple proposals" + ] + }, + { + "cell_type": "code", + "execution_count": 315, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'step_up tokens staked for proposal 1')" + ] + }, + "execution_count": 315, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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yySfXJ9k+ffqwZcsWHnrooSaf37NnTzZv3rzH8iFDhrB69WoWLlwIwObNm6mp2XOO8zlz5rBjxw42bNjA/PnzGTFiBJs2beLAAw+kvLycefPm8eabjY7KmlMcAOPGjWPWrFkAzJo1i/Hjx7e4PUmw7aiZpwSk5vLNANq3J07L/Yhg6NChzJo1i4svvpjDDjuMr3zlK/To0YOLLrqIo446ioqKivrmmsacd955XHTRRdx66627fUB06dKFBx54gMsvv5zt27fTvXt3fve73+3x/OOPP54xY8awcuVKbrjhBg4++GAmTpzI2WefTWVlJcOHD2fIkCEtvo5JkyZxySWXNHpxd8qUKZxzzjnceeedDBgwgAcffDCHkpHEyjT1SKolYs7dyspKbzgRy4oVKxg6dGhMEYVePWPHjmXZsmUtr1wAU6dOZe+99+aqq66KZf8NxX08pB04cDWwHDgh5lgkWAmcC3yybU83s8XuvkcfcH22i0hQS/jVrrJC6qWmqafYKioqYqvtQ6jxi7SratSVs0Tos11Egl2EWr+6cqaeEr+IBJnErxp/6inxi0hQjWr8JUKJX0SCTI1fUi81F3fn/R42bWq/7e2zD5x6WvttrzFJGJb5wQcfZOrUqaxYsYIXXnihIKODSgexizB0opp6Ui81iX/TJujdu/22t3Fj+22rMUkZlnnYsGE88sgjXHzxxe2+X+lgqgmJvzzuQKTQ1NTTRlVVVQwZMoQLL7yQo48+mgkTJrBtWxh3btq0aYwYMYJhw4YxefLk+tExR44cyXXXXccnPvEJZsyYweOPP87VV1/N8OHDeeONN5g0aVL9L3gXLlzIiSeeyDHHHMPxxx/P5s2bmT9/PmPHjgVCd84LLriA0047jcMOO4yf/exnAGzZsoXTTz+dY489lqOOOoo5c+bUxzt06FAuuugijjzySEaNGsX27dt56KGH6odlHj58+B7j9wwdOpTDDz+8KGUqMdtFSP6pqQ5KU5T481AKwzJLCckkftX4U0+JPw8alllSRU09JUNf6vJQCsMySwnJXNxV4k891fjzUArDMksJyUy7qOpg6qXmEO+zT/v2xNlnn5bXKYVhmR999FEuv/xy1q9fz5gxYxg+fDi/+c1vWi4cSZ5qwgid6s6ZehqWuY00LPPu4j4e0g4eBn4MVAK6xt8xaFhmESmoTFOPavypl5qmnmLTsMySOpmxepT4U081fhEJdhDa+JUVUk+HWESCHYTavkbnTD0lfhEJtqOMUCJ0mEUkyNT4JfXSc3H3W4SuT+1lAND8YJl5S8KwzFdffTVPPPEEXbp0YdCgQdx99930bs9hUKXj2I4Sf4lIT41/JVDRjrf2/BBpRGZY5r/+9a/1y6ZNm9Zk0ocwLHN7J30IiX/16tWNPnbmmWeybNkyli5dyuDBg/ne977X7vuXDsCBnaQpI0gzCnaYzewuM1tnZsuylu1nZk+b2WvR//sWav+FVirDMo8aNap+gLiPfexjrFq1qvCFK8WX6cqpxF8SCnmY7wHOarBsCvCMux8GPBPdT6xSG5b5rrvuYvTo0e1VfNKRZKZdVOIvCQVr43f3Z82sosHi8cDI6O9ZwHzgG4WKodAaDst86623ctVVVzFv3jy+//3vs23bNt577z2OPPJIzj77bKDtwzI3JjMsc/fu3euHZR4zZgzXXXcdzz77LGVlZe02LPNNN91E586dmThxYs7PKRkOvABsiTuQPOxEib+EFPvi7kHuvgbA3deY2YFNrWhmk4HJAAMGDChSeK1TKsMyz5o1i7lz5/LMM8/kFFfJ2Qw8ACwjDHmQVHXAAXEHIcXQYXv1uPtMYCaEQdpiDqdRmWGZP/7xjzc7LPOECRMafX4uwzKPGDGCzZs3N9oEM2fOHK699lq2bt3K/PnzmT59Og8++GC7Dsv81FNPMWPGDBYsWECPHj1a3FZJqgG2AV2Aw2KOJV86xCWh2Il/rZn1jWr7fYF17bblAUBVu20tbK8FpTAs82WXXcbOnTs588wzgXCB94477mi5cEpJLaG2XA7kMJy3SNwKOixz1MY/192HRfd/AGxw9+lmNgXYz92vaWk7GpZ5TxqWuQNZC3wTeBc4JuZYJF2SNiyzmd0PPAccbmarzOxLwHTgTDN7DTgzui+SbJkavy5/SEIUslfP+U08dHqh9llMGpZZ6tUSevYo8UtCJLrzVhJmDysFJX8cMolfJCESm/i7devGhg0blHRi5u5s2LCBbt26xR1KfNTUIwnTYbtztqRfv36sWrWK9evXxx1KyevWrRv9+vWLO4z41KKZqyRREpv4y8vLGThwYNxhiITafh0J/v4spUanqki+MjV+vZskIXSqiuQr08avph5JCCV+kXypxi8Jo1NVJF+q8UvCKPGL5CuT+PVukoTQqSqSr0yvHtX4JSGU+EXypX78kjBK/CL5UlOPJEyTP+Ays2Obe6K7v9j+4YgkUGasHtX4JSGa++Xuj6L/uwGVwEuE0UiOBp4HTi5saCIJodE5JWGa/HLq7qe6+6nAm8Cx7l7p7scBHwVeL1aAIh1ebfS/mnokIXI5VYe4+8uZO+6+DBhesIhEkqYO1fglUXIZpG2Fmf0v8AvC6f15YEVBoxJJEjX1SMLkkvi/CHwFuCK6/yzwk4JFJJI0mcSvph5JiBYTv7vvMLM7gF+7+6tFiEkkWVTjl4RpsY5iZuOAJcBT0f3hZvZ4geMSSQ7V+CVhcjlVvw0cD2wEcPclQEXBIhJJGtX4JWFySfw17r6p4JGIJJV69UjC5HJxd5mZfQ7oZGaHAV8D/lTYsEQSRP34JWFyOVUvB44EdgL3AR/wYQ8fEakh1PpV45eEyCXxn+/u17v7iOh2PfCdQgcmkhg1hKSvxC8JkUtTzwQz2+HuswHM7HbC+D0iAiHxq5lHEiSXxP8Z4HEzqwNGA++5+1fz2amZ/QfwZcIlsZeBL7r7jny2KRKbalTbl0Rpsp5iZvuZ2X5Ad0KSvobQvj8tWt4mZnYI4QJxpbsPIwxme15btycSu0xTj0hCNFfjX8yHndQy/4+Jbg4cmud+u5tZNdADWJ3HtkTipaYeSZgmE7+7DyzEDt39bTP7IbAS2A781t1/23A9M5sMTAYYMGBAIUIRaR/VcQcg0jo51VPMbJiZnWNmX8jc2rpDM9sXGA8MBA4G9jKzzzdcz91nRnMAVB5wwAFt3Z1I4anGLwmTy1g93wZui26nAt8HxuWxzzOAf7j7enevBh4BTsxjeyLxUhu/JEwu9ZQJwOnAO+7+ReAYoGse+1wJfMzMepiZRdvW+P6SXKrxS8Lkcrpud/c6oMbMegHryOPCrrs/DzwEvEjoylkGzGzr9kRip8QvCZNLP/5FZtYb+Bmhp88W4IV8duru3yaM+imSbE5I/CIJkstELJdGf95hZk8Bvdx9aWHDEkkIjcwpCZTLxd1nMn+7e5W7L81eJlLSatEAbZI4Tdb4zawb4cdVfaIumJlTuxehG6aIaPYtSaDmmnouBq4kJPnFfJj4PwBuL2xYIgmRSfwiCdLcL3dvAW4xs8vd/bYixiSSHHWoqUcSJ5cvqO+YWU8AM/ummT1iZscWOC6RZNB8u5JAuST+G9x9s5mdDHwSmAX8pLBhiSSELu5KAuWS+DMzio4BfuLuc4AuhQtJJEHUxi8JlEvif9vMfgqcA/zazLrm+DyR9FONXxIolwR+DvAb4Cx33wjsB1xdyKBEEkNt/JJAufxydxthBM3M/TXAmkIGJZIYmV/uiiSImmxE8qGmHkkgJX6RfNRGN72TJEFyGatnLzMri/4ebGbjzKy88KGJJECmxt8p7kBEcpdLPeVZoJuZHQI8A3wRuKeQQYkkhmr8kkC5nK4WXeD9DHCbu/8rcERhwxJJCNX4JYFySvxm9nFgIvBktCyXCVxE0i8zVo9q/JIguZyuVwDXAo+6+3IzOxSYV9iwRBJCTT2SQLn043+W0M6fuf934GuFDEokMdTUIwnUYuI3s8HAVUBF9vruflrhwhJJiEziV41fEiSXtvoHgTuA/+XDAdtEBFTjl0TKJfHXuLuGYRZpjBK/JFAuX1CfMLNLzayvme2XuRU8MpEkyPTqUeKXBMmlxn9h9H/2iJwOHNr+4YgkjEbnlATKpVfPwGIEIpJImateSvySILmM1dMjmmt3ZnT/MDMbm89Ozay3mT1kZq+Y2YroB2IiyZOp8atXjyRILqfr3cAu4MTo/irgxjz3ewvwlLsPAY4BVuS5PZF4qKlHEiiXNv5B7n6umZ0P4O7bzazNp7mZ9QJOASZF29tF+GARyc8a4G9F3udqUlXj3wqsjzsI+VBXOKgaurfzZnNJ/LvMrDvRPENmNgjYmcc+DyWcW3eb2THAYuAKd9+avZKZTQYmAwwYMCCP3UnJWAD8CthS5P3WkJrEvxKoegdq6+KORACsBnwjtPeF1lwS/7eBp4D+ZjYbOImotp7HPo8FLnf3583sFmAKcEP2Su4+E5gJUFlZqcntpGU1wLvA0RQ3EZcBXYq4vwKqATpthe4fB+8adzSybTvUHtX+280l8S8mDMn8MUJL5hVAzzz2uQpY5e7PR/cfIiR+kfxk5r/dj9TUwIutFiirBR8ElpIPsySr2QT0aP/t5vQDLqDa3Z9097nAAdGyNnH3d4C3zOzwaNHpwF/buj2RepnErwutbVZbB2V1aOD1lMvl8P4X4de7nwKGAPcSxubPx+XAbDPrAvydMKuXSH40klTeaqMB50zfmFItlx9wPRnNsfs0oYnn0+7+Wj47dfclQGU+2xDZQx2htq8af5vV1Crpl4ImE7+Z3UbUkyfSi1A7v9zMcHeNyS8dSy1K+nmqdTTuUAlorsa/qMH9xYUMRCRvSvx5q6lTjb8UNJn43X1W5u+oLX5wdPdVd68udGAirabEnxcn1Pg7dVYxpl0uM3CNBGYBVYTzob+ZXRhNySjScSjx56Uu84969KReLof4R8Aod38V6qdivB84rpCBibSaEn9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idWYCl7v7ccBVwI+LEbRIrlTjF2mdeR7GTN9sZpuAJ6LlLwNHRyMsngg8GIZgAcKEGSIdhhK/SOvszPq7Lut+HeH9VAZsjL4tiHRIauoR2dNmwhR4reZhHPV/mNlnIYy8aGbHtGdwIvlS4hdpwMM47H+MJuX+QRs2MRH4kpllRj2NZcpPkaaoO6eISIlRjV9EpMQo8YuIlBglfhGREqPELyJSYpT4RURKjBK/iEiJUeIXESkx/x8RqkEnZWfKFgAAAABJRU5ErkJggg==\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pd.DataFrame(mimo_step_up[:,:,0], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool')\n", + "plt.xlabel('time')\n", + "plt.ylabel('total tokens staked')\n", + "plt.title('step_up tokens staked for proposal 0')\n", + "pd.DataFrame(mimo_step_up[:,:,1], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool')\n", + "plt.xlabel('time')\n", + "plt.ylabel('total tokens staked')\n", + "plt.title('step_up tokens staked for proposal 1')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In plot series 1 above, we can see the cumulative effect of multiple participants staking tokens on proposals, without the half life decay factor. Participant 2 stakes 3 tokens towards proposal 0 and 6 tokens towards proposal 1 around timestep 80, followed by participant 1 and participant 0 with their own staking amounts for each proposal at later timesteps." + ] + }, + { + "cell_type": "code", + "execution_count": 316, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Support for Proposal 1')" + ] + }, + "execution_count": 316, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax1 = plt.subplots()\n", + "ax2 = ax1.twinx()\n", + "\n", + "pd.DataFrame(mimo_step_up[:,:,0], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool', ax=ax1)\n", + "ax1.plot(time, np.sum(mimo_step_up[:,:,0],1), 'k-.', alpha=.5)\n", + "plt.xlabel('time')\n", + "plt.ylabel('stake')\n", + "plt.title('step_up tokens staked for proposal 0')\n", + "ax2.plot(time, mimo_step_up_response[:,0], 'k-')\n", + "ylim= ax1.get_ylim()\n", + "ax2.set_ylim(0, ylim[1]/(1-alpha))\n", + "\n", + "plt.xlabel('time')\n", + "ax1.set_ylabel('total tokens staked')\n", + "ax2.set_ylabel('conviction accumulated')\n", + "plt.title('Support for Proposal 0')\n", + "\n", + "fig, ax1 = plt.subplots()\n", + "ax2 = ax1.twinx()\n", + "\n", + "pd.DataFrame(mimo_step_up[:,:,1], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool', ax=ax1)\n", + "ax1.plot(time, np.sum(mimo_step_up[:,:,1],1), 'k-.', alpha=.5)\n", + "plt.xlabel('time')\n", + "plt.ylabel('stake')\n", + "plt.title('step_up tokens staked for proposal 1')\n", + "\n", + "ax2.plot(time, mimo_step_up_response[:,1], 'k-')\n", + "ylim= ax1.get_ylim()\n", + "ax2.set_ylim(0, ylim[1]/(1-alpha))\n", + "\n", + "plt.xlabel('time')\n", + "ax1.set_ylabel('total tokens staked')\n", + "ax2.set_ylabel('conviction accumulated')\n", + "plt.title('Support for Proposal 1')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In plot series 2, we add the output of participant staking (i.e. conviction accumulated) to our plots to show the impact of the time delay introduced by the half life decay parameter $alpha$." + ] + }, + { + "cell_type": "code", + "execution_count": 317, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Conviction and tokens staked for proposals 0 and 1')" + ] + }, + "execution_count": 317, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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FVIhW2sJKAfvpjUAzn8mOxPXuXC6C+qmJyLnAg8AZXpfexpgwcv317hrOM88Ed71ZmsW8zfP4etXXTFs7jZ83/Ex6VjoATROa0q1JN67qdBVt67elTf02tKrbirjouOAGWUUUsp+eBLwvIi8CTYDWwFw/iygT5ZacROQDoBdQX0Q2Aom4Wh+xwDfeIetsVb21vGIwxhTPnDnQoUNw1qWq/LzxZz5e8jETlk1g4/6NCELnxp25t+e9nNr8VLo16UbjhMbBCagKKs5+WlWXiMjHwFIgA7hdVTPLLbaKcGbNrjkZExzNm0OfPvDWW+W3jr2H9zJuwThe//V1lu5YSmxkLOe0OoeL211Mv9b9qB9Xv/xWXsUEcs0pXNnJWGPMX5KToUaN8ln2juQdPPfTc4z4ZQQp6Smc2ORE3jjvDS7pcAk1Y2uWz0pNhWXJyRjzl4MHyz457Tu8j6d/eJrhc4dzOOMwl3e8nPt63kfXJl3LdkWmUrHkZIwBIDMTunWDli3LZnmqyidLP+Ger+5h68GtXNHpCv55+j9pW79t2azAVGqWnIwxgGvh4ccfy2ZZmw9s5qZJNzFl1RQ6H9GZiZdP5MSmJ5bNwk2VYMnJGFOmZqydwRUTruBg2kFeOucl7uh+h91rZIrNuswwxgCwahV07OjazyuJLM3iqe+f4qxxZ1Gvej1+ufkX7ul5jyUmUyL2rTHGALBnDyxZAmlpxZ83IyuDGybewLiF4xjSaQijBo6iRkw5VfszVYIlJ2MM4GrqQfFr66VmpHLFhCv4bPlnPH7m4zxy2iNl0i6cqdosORljAHePExQvOaWkp3DBRxcwdfVUXjn3Fe7qcVf5BGeqHEtOxhgg58gpPsD2BNIz07n444uZtmYa/x30X27ofEP5BWeqHEtOxhgA6tWDs85ynfsVRVW5efLNTFk1hdEDR1tiMmXO2tYzxhTbcz8+x9+n/Z1Hz3iUxF6JoQ7HFKAit61nyckYUyxTV0/l3HfP5ZIOl/DhRR9a5YcwVpGTk93nZIwB4MknoV27wqfZcmALV316FR0aduDNQW9aYjLlxq45GWMA2LoVtm8vuDxLs7jm82s4mHaQmRfPJD6mQv4hNxWEJSdjDFB0i+Sj5o1i2pppjBo4ivYN2gcvMFMl2Wk9YwxQeHJat3cdf5/2d85qeRY3d7k5uIGZKsmSkzEGKDw53TnlTlSVMeeNsetMJijstJ4xBoCTT/bfrt7/Vv6PySsn82zfZzmq9lHBD8xUSVaV3BhToLTMNDqM7ECkRLLwbwuJiYwJdUimGCpyVXI7cjLGFGjUvFGs2r2KL4d8aYnJBJVdczLGAHDMMfB//5czfCD1AI/PepxeLXpxbqtzQxeYqZIsORljAHePk+9Z/lfmvMKOlB080+cZqwRhgs6SkzGGrCzXZUZ2bb2DaQd5afZLnHfsefQ4skdogzNVUrklJxF5U0S2i8hin3F1ReQbEfnDew6g/WNjTHk7dMgdNWUnp9fnvc7uQ7v5x+n/CG1gplwVdz8tIg+JyCoRWSEi55RnbOV55PQ2kPdE9TBguqq2BqZ7w8aYEPPtBfdwxmFe+PkF+rbsS/em3UMbmClvbxPgflpE2gOXAx28eUaKSGR5BVZutfVUdZaItMgzejDQy3v9DjATeLC8YjAm2CZPhunT849/4QWIjITx4+GHH3KXRUXB88+71++9B7/8krs8Pt41ygrw5puwcGHu8rp14V//cq9HjoSVK3OXN24MD3q/spdegnXrcpcffTRcdRUMHQqdOsGHiz9k68GtvHvBu4G9aVNhFXM/PRj4UFVTgbUisgroDvxcHrGV631O3pv+QlU7esN7VbW2T/keVfV7ak9EhgJDAWJiYrqmpqaWW5zGlMbhwzB3LrRt65LDyy/nn2bHDoiOhgcegDFjcpfFxsK2be713/4GH3yQu7xuXVizxr2+6ir44ovc5c2b5ySs88+HmTNzl3foAD/+6F737Qvz5uUu79EDvv7avVZVuozuQkZWBgtvXWgVISo4EUkDFvmMGq2qo/NM04IA9tMi8iowW1Xf9cb/F5iiquPLJfZwTU6+7CZcE85Wr4ZWrWDcOJc8KrJvVn/D2e+ezeiBo7m5q7WhV9EFchNuMZLTCODnPMnpS1WdUB6xB/sm3G0i0lhVt4hIY6CQBvqNqRiym/yJqWD3qO47vI9fNv/C7I2zmbNpDnM3zWV78nbqx9XnyuOuDHV4JnQK2k9vBJr5THcksLm8ggh2cpoEXAs84z1PDPL6jSlzFSU5pWWm8dOGn/hq1Vd8teorFm5biOLOnLSr347+rftzQqMTGHDsAOKi40IcrQmhgvbTk4D3ReRFoAnQGphbXkGUW3ISkQ9wF9Xqi8hGIBH3Zj8WkRuB9cAl5bV+Y4IlnJNTZlYmM/+cyQeLP2DCsgnsPbyXqIgoTm1+Kkm9kuh5ZE9ObHoitavVDnWoJgSKs59W1SUi8jGwFMgAblfVzPKKrTxr611RQFGf8lqnMaEQjslpR/IOxvw2hpG/jGTTgU3UiKnB+W3P56J2F9Hn6D4kxCaEOkQTBoq7n1bVJ4Enyy+iHNbwqzGl1LYtfP45HH98qCOB9fvW8/h3jzNu4ThSM1Pp27IvL57zIgOPHWin6kyFYl1mGFMJbE/ezlPfP8Vr815DEK474Tru6nGXdadexVmXGcZUYVu2wG+/wWmnQc2awV23qvLGb29w/zf3czDtINcdfx2JvRJpXqt5cAMxxiNJcmFh5ZqonwayHEtOxpTSTz/BxRe7G2E7dQreetfuWcvNk29m+trpnHHUGbw24DXaNWgXvACM8e8877khcDIwwxs+E9fahCUnY4IhFBUiPl/+OVd/djWC8NqA1xjadSgRYp0MmNDTRL0eQJLkC6C9JuoWb7gxMCLQ5VhyMqaUgpmcsjSLpJlJPDbrMbo37c4nl3xip/BMuGqRnZg824BjA53ZkpMxpRSs5JSSnsKQCUOYuGIi159wPSMHjKRaVLXyXakxJTdTkuRr4ANAcS2afxvozJacjCmlYCSnlPQUBn0wiBlrZ/DKua9wZ/c7rVFWE9Y0Ue+QJLkAON0bNVoT9bNA57eT1MaU0uDBMG0a1K5dPstPSU/hvA/OY8baGbx9/tvc1eMuS0ymovgN+J8m6r3A15IkAd/9bUdOxpTSkUe6R3k4nHGY8z44j2/Xfss757/D1cdfXT4rMqaMSZLcjOv2qC5wDNAUeJ0AWwmyIydjSmnRIvjoI9fNeVnK0iyu+/w6ZqydYYnJVES3A6cA+wE0Uf/AVS8PiCUnY0rp44/hioJaKCuFR2c+ykdLPuLZvs9aYjIVUaomalr2gCRJFBDwXzhLTsaUUlqaqwxRlpeBJq+YzOOzHueGE27g/pPvL7sFGxM830mSPAxUlyQ5C/gEmBzozJacjCml7ORUVv7c+ydXf3Y1XRp3YcSAEVb5wVRUw4AduG7ibwG+1ER9JNCZrUKEMaWUnl52ySkzK5NrPruGLM3ik0s+sfuYTEV2pybqK8CY7BGSJHd744pkR07GlFJZHjm9NPslvl//PcP7DadlnZZls1BjQuNaP+OuC3Rm6zLDmFL680/Yswc6dy7dclbvXk3H1zpybqtz+fTST+10nim1UHSZIUlyBTAEOBX43qcoAcjURO0byHLstJ4xpdSihXuUhqpy25e3ER0Rzav9XrXEZCqyn4AtQH3gBZ/xB4CFgS7EkpMxpTR1Khw8CBcW2otN4cYvHc/U1VMZ3m84TWs2LbvgjAkyTdR1wDrgpNIsx07rGVNKgwbBxo2uw8GSOJxxmPYj2pMQm8BvQ38jMiKybAM0VVYoe8KVJOkJDAfaATFAJJCsiRpQl5x25GRMKZW2QsTwOcNZu3ct31z9jSUmU5m8imuJ/BOgG3AN0CrQma22njGlVJrktPfwXp764Sn6t+5P35YBXSc2psLQRF0FRGqiZmqivoXrDTcgduRkTCmlpUG1Et6O9PLsl9l7eC9PnPlE2QZlTOilSJLEAPMlSZ7FVZII+BSjHTkZU0ppaRAdXfz59hzaw0uzX+KCthfQuXEp66EbE36uxl1nugNIBpoBFwU6c0iOnETkXuAmXCOAi4DrVfVwKGIxprTGjy/ZfK/OfZX9qftJPCOxbAMyJkD+9sVAHPAR0AL4E7hUVfcUd9lerT2AQ0BSsWMLdm09EWkK/AC0V9VDIvIx8KWqvl3QPFZbz1Q2h9IPcdTLR3Fi0xP535D/hTocU0kVVluvoH0x0B7YrarPiMgwoI6qPhjwOpNkEYW0Pq6JelwgywnVNacooLqIpOOy9OYQxWFMqY0ZA82awbnnBj7P2AVj2ZGygwdOfqD8AjOmaP72xQ8Bvbzyd4CZQMDJCRhYFoEVeOQkwmQKy37KoBKvVORu4Enc4d5UVb3SzzRDcb0oEhMT0zU1NbWkqzOmXB11FPTuDW+9Fdj0qkq7Ee1IiE1g7k1zrTUIU25EJA13ui7baFUd7VOeb18sIntVtbbPNHtUtU6wYs5W2JHT897zhcARwLve8BW485AlIiJ1gMHA0cBe4BMRuUpV3/WdztuAo8Gd1ivp+owpb8WtSj5j7QxW7FrB2PPHWmIy5S1DVbv5KyhoX1xWK5YkOUDOAU4MEE1Z3ISryncAIjyuyuk+RZNFmFXCeAH6AmtVdYdbvnwKnExO8jOmQilucnpt3mvUq16PSzpcUn5BGVO0gvbF20SksapuEZHGwPaSLFwTNcF3WJLkfKB7oPMHUpW8gQh/td0vwtFAg0BX4Md6oKeIxIn729gHWFaK5RkTUsVJTpsPbObz5Z9z/QnXW19NJtQK2hdPIqe7i2uBiWWxMk3Uz4HegU4fSIWIe4GZIqzxhlvgejUsEVWdIyLjgd+ADOB3vNN3xlRExUlOb89/m0zN5JZuJf4JGVMmCtkX1wA+FpEbcQmsRIf4kiS+TSFH4JowCvgSTUBVyUWIBdp6g8tVCWrtBKtKbsLZli0QFwe1ahU+narSdkRbjqhxBN9d911wgjNVWogbfvWtIpSBq6swRhM1oNOERR45iRAH3AccpcrNIrQWoY0qX5QkYGMqm8aNA5tuzqY5rNy1kgdPKU6tXGMqJk3U60szfyCn9d4CfiWnb46NuFZmLTmZKi81FZ56yt3jdFIRvdeMXTCW6lHVubj9xcEJzpgQkiQ5GrgTdynor1yjiRrQbUiBJKdjVLlMhCsAVDkkgtV/NQZITobHHoO6dQtPTumZ6Xy05CMuaHcBNWMDqklrTEX3OfBfYDKQVdyZA0lOaSJUx7uQJcIxENxrTsaEq7Q091xUhYjpa6ez+9BuLu9wefkHZUx4OKyJ+p+SzhxIckoEvgKaifAecApwXUlXaExlkp7unotKTp8s+YSasTU5+5izyz8oY8LDK5IkicBUfA5oNFED6jM6kOT0K66ViJ6AAHcDCYXOYUwVEciRU3pmOp+v+JxBbQYRGxUbnMCMCb1OuG4zepNzWk8J8F6nQJLTZKCfKv8DEKEdrkJEx2KHakwlE0hymrF2BrsP7eaS9tYihKlSLgBaaqKmlWTmQJLTU7gmi/rj7nUaC+RrqNWYqqhNGzhwoPDk9Pnyz6kRU8NO6ZmqZgFQmxI2f1RkclLlfyJEA9/gTuedr8ofJVmZMZVNRATUqFFwuaryxR9fcPYxZ1tzRaaqaQQslyT5hdzXnEpXlVyE4eRuaqImsAa4UwRUuatk8RpTeaxZAyNGwK23QuvW+cvnb53Pxv0beazXY8EPzpjQKlUXz4UdOc3LM/xraVZkTGW0bh28+CIMGuQ/OU1eORlBGHDsgOAHZ0wIaaKWqo2uwrrMeKc0CzamKiiqQsTklZPpcWQPGsY3DF5QxoSBcuvP6a8VCK2Bp3H9yv910lw1pxsNY6qqwpLT9uTtzNs8j8fPfDy4QRkTBoLRn9NbwGu4VmXPxNXWGxd4iMZUXtnJKTo6f9n0NdMBrJaeMZRPf07VVZkugqiyDnhUhO8p5cUuYyqDwlqImLZmGnWq1aFr467BDcqYMFDa/pwCSU6HRYgA/hDhDmATYCfQjQEuvxwuuyz/eFXlmzXf0Pvo3kRGRAY/MGNC7zyf19n9OQ0OdOZAktM9QBxwF/A47tTeNQGHZ0wlJ37a6F+5ayUb9m/g4dMeDn5AxoSB0vbnFMg1pxaqHFRloyrXq3IR0Lw0KzWmspg+HYYOda1E+Jq2ZhoAZ7U8KwRRGRN6kiTvSJLU9hmuI0nyZqDzB5KcHgpwnDFVzqJFMGYMZGbmHj9z3Uya12rOMXWPCU1gxoTecZqoe7MHNFH3AJ0DnbmwFiL6Af2BpiL49slRE3f+0Jgqz19VclVl1rpZnHPMOaEJypjwECFJUsdLSkiS1CWwS0lQxISbca1EDCJ36xAHgHtLEKgxlY6/5LRi1wq2J2/njKPOCE1QxoSHF4CfJEnG42rpXQo8GejMhbUQsQBYIML7qqR7jb92BDapsqeUQRtTKaSluQoRkT4V8matmwXA6UedHqKojAk9TdSxkiTzcPc2CXChJurSQOcv8JqTCK+L0MFLTLVwzZ+PBX4X4YrSBm5MZRAZCXXq5K6xN2vdLI6ocQSt6rYKXWDGhJgkSU9ggybqq5qow4ENkiQ9Ap2/sAoRp6myxHt9PbBSlU5AV+DvJY7YmEokMRF27coZVlW+W/cdpx91OuKvjrkxVcdrwEGf4WRvXEAKS06+vReeBXwOoMrWYgTnl4jUFpHxIrJcRJaJyEmlXaYx4WDD/g1s3L+RU5udGupQjAmIv/2xiNQVkW9E5A/vuU5JFq2J+leLEJqoWRSjQkRhyWmvCANF6AycAnzl3ghRQPUSBOrrFeArVW0LHA8sK+XyjAmJUaPg9ttzhudsnAPAyc1ODlFExhSbv/3xMGC6qrYGpnvDxbVGkuQuSZJo73E3rk/AgBSWxW4B/gMcAdzjc8TUB/hfCQIFQERqAqcD1wGoahq5j9KMKZV33oHJk/OPHz/ePb/+OkyblrusWjV49133+qWX4Mcfc5fXqePuZwJ4+mn41au/Os/r9WzECPc8e+NsqkVV47hGx5X+jYTAN9/Avn1w8cXudOUtt+Sf5rrrYOBA2LgR7rknf/mtt0LfvvDHH/CQnzsi770XTjkFFi6Ex/z0wfjww9ClC8ydC88+m7/88cehXTuYNQv+85/cZYry5DOpNGiSzJfTkhn3UTKZEclkSApZkkZWRBo3DU0noVY6P81J4/sf08mSdFcm6aikM/jCNKJi0lmwKJNly7NQFMhCJQsli/79s4iIVBYtyWLtWjce3HQiWfTuk0WWZrF0eRabt2R5UWWBKJGRykknuTHLl8POneoTuRITA127uXHLlilxcTDqykfo3Djg24OKpaD9sYgMBnp5k70DzAQeLObib8XlkH/gautNB24OdObCauutBM71M/5r4OtiBumrJbADeEtEjsdVU79bVZN9JxKRocBQgJiCOssxxo/t22H58oLLt27NXx4Xl/N68+b85Q0a5LzeuDGnvEYNONun0fHZm2bTtXFXoiP9NFNeAbz+OmzZ4pJTerr/7bh7t3tOS/Nfvm+fez582H/5/v3uOSXFf/lB7yrF3v3pLFy3hYy4jaRX30hG9c1kxuwmcc5uopbuZvn63SxruousmD1kRR0kKzKFrKhkPn0vK2dhx+Zf/k9TfQaa5S9f9LN7FgRtIKARiEYAEaARvDFfiJAI0tMiSK/pxkHOdF+uiiBCIth/SDgUk1MuGoFEwLzN7lrkzjQhORLQ7GuTQpQKS7aDiLAlDWJFOJh2MH+QgYsSEd+OY0er6mifYb/7Y6CRqm4BUNUtIlLs9lQ1UbcDl2cPS5JUBwYCnwQyv6gG3EhsmRCRbsBs4BRVnSMirwD7VfWfBc0THx+vycnJBRUbA8Cll7pmhKZMCc360zLTqPl0Te7ofgfPn/18aIIopVNOcUeR06cHZ32H0g/xx+4/WL5z+V+PVbtXsXH/RrYe3OodteQQhNrValO3el3qxdWjbvW61KlWhxoxNYiPjic+Jp746HjiouP+eh0f44arRVUjOiKa6MhoYiJj/nodHeEN53kdIYE0oBPeRCRFVeMLKfe7PwbuVNXaPtPtUdViX3eSJIkEzgau8J5/0ES9OJB5A744VYY2AhtVdY43PJ6Snc80Jpfdu92/9VBZsHUBqZmp9DyyZ+iCKKWtW6FnOYWfpVks37mcORvnMGeTeyzatohMdW0/CUKL2i1oXa81xzU6jqYJTTmy5pF/PRonNKZOtTrWynvZKmh/vE1EGntHTY2B7cVZqCTJ6cAQYAAwF1dvoaUmakqgywh6clLVrSKyQUTaqOoK3DWsgG/MMqYgGRkQFYq/W57ZG2cDVNjkpOqS0xFHlN0ydyTv4KtVX/HV6q+YunoqO1N2AlAztibdm3Zn2KnD6NSwE23rt+XYesdSPbq0da1McRSyP14KXAs84z1PDHSZkiQbgfW4auMPaKIekCRZW5zEBIF10343rjfcA8AbuIb7hqkytdAZC3cn8J6IxOBqb5SqaXVjwCWnatVCt/65m+fSuEZjjqx5ZOiCKIWDB911oEaNSrecfYf38emyT/lwyYdMXzOdTM2kYXxDzm11Lr1b9KbnkT1pU79NpThtVkn42x9HAB+LyI24RHNJMZY3ATgfuAzIlCSZSDE6GcxW5DUnERaocrwI5wC3A/8E3lKlS3FXVlJ2zckEomdPqF0bvvoqNOvvMLIDx9Q5hklXTApNAKWUnu5qITZpAs1L0CnO4u2LGT5nOO8uepeU9BRa1mnJ5R0u58J2F9K5cWdLRiFQ1DWncltvkgiu778rcA2I1wRuBL7URA2ohkcgJ0Gyq5L0xyWlBSLYre8m7Jx7rqs9FwrJacks37mcS9oX5w9meImOLtn1ptkbZ/PPb//JtDXTqBZVjSs7XcnQrkM5scmJ1kpGFeXdfDsDmCFJEo2r+X0FMBKoH8gyAklOv4owFTgaeEiEBCCriHmMCbpHHw3duhduW0iWZtGlcdBOKJS55cthzhy48EJISCh6+sXbF/PIjEeYtGISDeIa8EyfZ7ipy03Ui6tX/sGaCkMTNR2YDEz2qpMHJJDkdCNwArBGlRQR6mHXiIzJ5bctvwFU6OQ0bRrceSf061d4cjqccZjHvnuMZ398lviYeJ448wnu7nk3NWJCdNhqKgxN1EOBTltkclIlS4RtQHuv6SJjwtLxx8Nxx8G4ccFf929bfqNhfEOaJjQN/srLyNatrpX1eoUc+Py4/kdumHQDK3et5PoTrue5s56zIyVTLgKprfdvXK2LpUB2Z9QKzCrHuIwptpQUyArRCedft/xKl8ZdKvQ1lm3boGHD3H1TZVNVXvj5BR6c9iDNazVn6lVTOeuYs4IfpKkyAjkSOh9oo0pqOcdiTKmE6j6n3Yd2s2THEga0HhD8lZehrVv9VyNPSU/hpkk38cHiD7i4/cW8OehNEmIDuChlqjRJkmOBB4Cj8Mk1mqi9A5k/kJ/yGiAaLDmZ8BaK5LT5wGbOefccIiSCwW0HB3flZczfDbjbk7dzzrvnsGDrAp7q/RTDTh1WoY8OTVB9ArwOjCHnrFvAAvkppwDzRZiOT4JS5a7irsyY8hTs5LRq9yrOHnc2O1J2MOXKKXRv2j14Ky8HEye6xlyzbTu4jd5je7N2z1q+GPIF/Vv3D11wpiLK0EQNuHPBvAL5KU/yHsaEteuucxUigmH5zuX0ersXmZrJt9d+S7cm3YKz4nLUpEnO6y0HttB7bG/W71vPlCuncEaLM0IXmKmoJkuS3AZ8hu+BTaLuDmTmgFolF6E60FyVFSWNsjSshQgTTtbvW88pb55CemY6M6+bSdv6bVm3DnbudEduxx/vplu1Kqf7iGyxsdCxo3u9YkVO9xDZqleH9u3d62XLXCUPXzVqQJs27vXixZCa52R7rVrQqpV7vXCha/XBV5060LKle/377zkVSFJT4dtvYfBgaHT0Dk576zQ27t/IlCuncNpRpwW+cUxYCVULEQCSJGv9jFZN1JYBLUBVC32Ange6AnStN3wC6KSi5ivLR1xcnBpTlNRU1czM8l3HvsP7tP2I9lrr6Vo6f8t8VVXdtUs1MlIVVBs1ypn2vPPcON9Hq1Y55b165S/v3DmnvGvX/OWnn55T3qZN/vIBA3LKmzTJX37ZZTnlCQn5yz8Yn6InvXGSVnuims76c1YZbz0TbECyBnFfXZaPQE7rPQp0x/WEiCrzRTg6oMxnTBDVrAl33w3//nf5LD8zK5PLx1/Oyl0r+fqqrzn+CHeItGMHZGbC/ffDWT61q//xD7g5T7+f8T7/YZ980vU266tWrZzXL76Y/8irbt2c16+9lv/Iq6FPl3Bvv52/C5H6jVJZumM1K3et5IpX1rHj8CZ2p29md/om9mRs5qYVm0hJT+GTSz6xIyZTKl6zRX/D9bQLLoeM8lqMKFIgySlDlX15KugEt4dCYwJQ3hUiHvvuMaasmsLrA16n99E5tWGzE8Rpp+XuFbd7EfUjTj658PLTTy+8/MwzCy5TVY49cT3zNs9j3uZ5/L71d1buWsm639eRpTk3g8VGxtIkoQlN6jShXc0TaFKjP31a9mHgsQMLX7kxRXsNV9N7pDd8tTfupkBmDuSnvFiEIUCkCK2Bu4CfShCoMeVG1R29lFdymrZmGo/PepzrTriOW7rdkqtMBNq2LbxlhfKmqizZsYRpa6Yxfe10Zm+c/VffSVERUXRs2JGeR/bkmuOv4dh6x3JsvWNpUbsF9arXs6rhprycqIl6vM/wDEmSBYHOHMhP+U7gEVxti/eBqcBjxQrRmHKW6d1FUR7Jafeh3Vz92dW0rd+WV/u9mq+8SxdXeSHYMrIy+H7d90xYNoHPln/G5gObAWhVtxXnHXse3Zp048QmJ9KpUSeqRYWwoytTVWVKkhyjiboaQJKkJcW43ymQn/IVqjyCS1AAiPAM1rW6CSPlmZzunHInO1N28uWQL4mPCUnFp1zW7FnDmF/H8Nb8t9iWvI3qUdXp17ofA1sPpE/LPjSvVYLOmIwpew8A30qSrMF1vXQUxWg0PJCf8sUiHFblPQARRgD2N8yEFREYNgxOOqlslztpxSTeX/Q+Sb2S6Ny4s99pJk6E55+HTz+FBg3Kdv2+vl/3PU//8DRfrfoKEWHgsQO5+rir6deqX1gkTWN8aaJOlyRpDbTBJaflmqgBtzQUSE+41XE34b4J9AN2q3JPiSMuAbvPyYRCcloyHUZ2ICE2gd+G/kZ0ZLTf6f7zH1dLcNeu3LXpysr3677n0e8eZcbaGTSMb8ht3W7jxi43Vtju4E3whOI+J0mS3pqoMyRJLvRXron6aSDLKfDISQTfn9lNwOfAj8BjItRVJaC7fI0Jhqws2LvXVdWOjS2bZT75/ZOs27eO76//vsDEBDm19cq6F97NBzZz79f38vGSj2kU34gXz36RW7rdQlx0XNmuyJiydQauF9zz/JQpULrkBPzqLUh8ngd4DwUCu8vXmCDYscM1WjpyJPztb6Vf3p97/+SFn1/gmuOv4dTmpxY67cGDrovzmJjSrxcgS7MYMXcEj8x4hLTMNJJ6JXH/yfdbUjIVgiZqovfyMU3UXK1ESJIEfI9sgclJ1W60NRVHRoZ7LqsKEf+Y8Q8iJIInez9Z5LQHD5bdUdPOlJ1c9elVfL36a84+5mxG9B9Bq7qtymbhxgTXBCBv19Djga6BzBxIZ4P+7/JVArrL15hgKMvk9PuW33lv0Xs8dOpDAV3Xadq0bCpi/LThJy4bfxk7knfw+oDXGdp1qN2DZCocSZK2QAegVp7rTjUpRmW6QH7KpbrL15hgKMvklPRdErWr1ebvp/w9oOkffNA9SmPsgrHcOOlGmtdqzk83/kSXxnn/cBpTYbQBBgK1yX3d6QBws78Z/CmsQkSUKhnAiarkvstXCPguX2OCoayS0/yt85m4YiKPnvEotavVLnVcgRg+Zzh3fXUXfY7uw4RLJ1CrWq2iZzImTGmiTgQmSpKcpIn6c0mXE1FI2VzvOVOEY7JHilCsu3wLIiKRIvK7iHxR2mUZU6+ea0i1tP05PTHrCWrG1uTunncHPM9VV8HQocVfl6ryxKwnuOuruzi/7fl8MeQLS0wm6PLui0Wkroh8IyJ/eM91SrjoWyVJav+1niSpI0nyZqAzF5acsk923w98K8JMEWbiqgj+XwkCzetuIASNvpjKqH59ePhh6NCh5MtYtXsVny77lDtOvKNYR01Ll8KWLcVf3xOznuCf3/6Tq4+7mk8u+cSaGDKhkndfPAyYrqqtgemUvDWg4zRR92YPaKLuAfzfye5HYcmpgQj3AScAo3BJaTKuP/iAV+CPiByJq5L+RmmWY0y21FRYtw4OHSr5Ml6Z/QpREVHc0f2OYs1Xktp6o+aN4l8z/8XVx13N2+e/TVREEPuXN8ZTwL54MPCO9/od4PwSLj5CknKOuiRJ6hJYPQcoYsJIoAY5R1B4wwAJxYnQj5eBvxe2HBEZCgwFiCmrG0hMpTV/PvTsCV9+Cf36FX/+vYf38tb8txjSaQiNExoXa97k5OIlp29Wf8NtX95G/9b9+e+g/xIhhf1HNKZUokRkns/waFUd7TP8Mvn3xY1UdQuAqm4REZ9eworlBeAnSZLx3vAlQNH3ZngKS05bVMu+9XERGQhsV9VfRaRXQdN5G3A0uOaLyjoOU7mUtkLEm7+/SXJ6Mvf2vLfY8x48mLsTwcKs2r2Ky8ZfRvsG7fnwog8LbXnCmDKQoard/BUEui8uKU3UsZIk84DeuIOcCzVRlwY6fyDXnMraKcAgEfkT+BDoLSLvltO6TBVRmuSkqoz6dRSnNDvlr95ti+P006Fjx6KnS81I5bLxlwEw6fJJJMSW9gSEMaVS0L54m4g0BvCetxdnoZIkNb3nusBWXFdL7wFbvXEBKSw59SlOQIFS1YdU9UhVbQFcDsxQ1avKY12m6ihNcpq1bhYrd61kaNcSVLkDJk+GmwK46+/BaQ/y25bfePv8tzm6jjXAYkKrkH3xJOBab7JrgYnFXPT73vOvwDyfR/ZwQAprvsgadjUVRmmS06hfR1G7Wm0uaX9J2QblY8baGbwy5xXu6n4Xg9oMKrf1GFMGngE+FpEbgfW4a0UB00Qd6D2X6h9YkV1mhAPrMsMUZd0616/SpZe6BmADtffwXo54/ghu7nIzw/sPL/Z616+Hk0923WZc6LeDADiQeoBOr3UiNiqW+bfMp3p09WKvx5iSCEWXGX+tO0km4k4XTtRETSnu/FZ/1VQKRx0Fd91V/PnGLx1PamYq155wbdET+7F/P2za5LrsKMi/vv0X6/et5/vrv7fEZKqSF4HLgGckSeYCHwFfaKIeDmRmq8NqKoV9+2DJEjgc0Nc+x7sL36VNvTZ0bRxQQ8n5FNWX06Jtixg+dzhDuw7llOanlGgdxlREmqjfaaLehuteaTRwKcWoXGHJyVQKX3/tasytWRP4POv3ree7dd9x1XFXlbj178KSk6pyxxTX2kQgXW8YU9lIklQHLgJuBU4k5+beItlpPVMplKRCxIeLPwRgSKchJV5vdnLyd5/TpBWTmLVuFq8PeJ16cfVKvA5jKiJJko+AHsBXwAhgpiZqISfAc7PkZCqFkiSn8UvH061JN1rWKXmnzg0bwsUXQ4MGeeLJyuDhGQ/Tpl4bbuxyY4mXb0wF9hYwRBO1RA2FW3IylUJxk9P6fev5ZfMvPN3n6VKt9+ST3SOvcQvGsXTHUiZcOsHazTNVkibqV5IkJ0uStMAn12iijg1kfvvVmEqhuMnps2WfAXBRu4vKPpasDJ78/km6Nu7KBW0vKPPlG1MRSJKMA44B5pPTzZIClpxM1XHGGfDmm1C7dmDTT1g2gU4NO9G6XutSrfeJJ+DFF2HnTojwqhd9uPhDVu9ZzeeXfW7drJuqrBvQXhNLdjOtJSdTKbRp4x6B2JG8gx/W/8C/zvhXqde7d6/rriM7MWVpFk99/xSdGnbivDbnFTqvMZXcYuAIoAS9nVlyMpXEpk3uPqe6daGb1wbz3LmQkue+9Lp1YSFfoyjNDg1k5szc5Q0bQvv27vX330Nmnku5jRvnJMGZM+GPP3JXI5/yxxSW7VzG+xe+b11hmKquPrDUuwE3NXukJmpA7XdZcjKVwnvvwYMPQvPmrikjgGuugRUrck/Xvz/UvOF/NIpvxD9v6sKWzbnLL7sMPnQ1zBkwAA4cyF1+000wZox7feaZ7rlTp5zyl+e8TNOEplzc/uKyeWPGVFyPlmZmS06mUsiuEOHbBOPYsfmPnGrWzqDv118zuO1gbv4kgrS03OUNfbpV+9///B85Zfv2W/fc2rtstWT7EqatmcZTvZ+yfppMlaeJ+p0kSSPczbcAczVRA24hwpKTqRSyk5PvUUz37vmn+2H9bPYc3sOA1gM4uX3hyzzttMLLe/XKPTx87nCqRVUrcdcbxlQmkiSXAs8BM3H9Aw6XJHlAE3V8oTN6LDmZSiE7OVUvol3VKX9MIVIiOavlWWW6/oNpB3l/0ftc2uFSaw3CGOcR4MTsoyVJkgbANCCg5GRXbE2lkJEBIlCtWuHTTVs7jR5H9qBWtVpluv6Pl3zMgbQD3Nzl5jJdrjEVWESe03i7KEbOsSMnUykMGeKqc59zTsHT7D28l3mb5/HIaY+U6bpVlTG/jaFt/bac0sxaHjfG85UkydfAB97wZcCUQGe2IydTKXTs6G6ILew60Xd/fkeWZtHn6D5lss7MrEzGLRjHca8fx+yNs7ml6y12060xHk3UB4BRwHHA8cBoTdS/Bzq/JSdTKSxbBi+/7O47Ksj0tdOpHlWdnkf2LNW6sjSLDxd/SIeRHbjm82sQhDcHvcldPUrQ26ExlYwkSStJklMANFE/1US9TxP1XmCXJMkxgS7HkpOpFIYPh/vug5EjC55m+trpnHbUacRGxZZ4Pb9v+Z0eb/TgiglXEBURxYRLJzD/1vlc3/l6u+nWGOdl4ICf8SleWUD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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax1 = plt.subplots()\n", + "\n", + "ax2 = ax1.twinx()\n", + "ax1.plot(time, np.sum(mimo_step_up, 1), 'b--')\n", + "ax2.plot(time, mimo_step_up_response, 'g-')\n", + "\n", + "ax1.set_xlabel('time')\n", + "ax1.set_ylabel('Tokens Staked', color='b')\n", + "ax2.set_ylabel('Conviction Accumulated', color='g')\n", + "\n", + "plt.title('Conviction and tokens staked for proposals 0 and 1')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In plot 3, we compare tokens staked and conviction accumulated for both proposals 0 and 1 that were examined above." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Test Series 2: Emptying Out the Proposal Support Tank\n", + "\n", + "A set of tests where the participants stop supporting a proposal but their support stops at different times\n", + "- Plot series 4: granular input signals (tokens unstaked) from 3 participants\n", + "- Plot series 5: granular input signals (tokens unstaked) with outputs (conviction decay) from 3 participants\n", + "- Plot 6: aggregate inputs (tokens unstaked) with outputs (conviction decay) for multiple proposals" + ] + }, + { + "cell_type": "code", + "execution_count": 318, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'step_down tokens staked for proposal 1')" + ] + }, + "execution_count": 318, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pd.DataFrame(mimo_step_down[:,:,0], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool')\n", + "plt.xlabel('time')\n", + "plt.ylabel('total tokens staked')\n", + "plt.title('step_down tokens staked for proposal 0')\n", + "pd.DataFrame(mimo_step_down[:,:,1], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool')\n", + "plt.xlabel('time')\n", + "plt.ylabel('total tokens staked')\n", + "plt.title('step_down tokens staked for proposal 1')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In plot series 4 above, we can see the cumulative effect of multiple participants unstaking tokens on proposals, without the half life decay factor. Participant 0 unstakes 1 tokens from proposal 0 and 2 tokens from proposal 1 around timestep 70, followed by participant 1 and participant 2 with their own unstaking amounts for each proposal at later timesteps." + ] + }, + { + "cell_type": "code", + "execution_count": 319, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Support for Proposal 1')" + ] + }, + "execution_count": 319, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax1 = plt.subplots()\n", + "ax2 = ax1.twinx()\n", + "\n", + "pd.DataFrame(mimo_step_down[:,:,0], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool', ax=ax1)\n", + "ax1.plot(time, np.sum(mimo_step_down[:,:,0],1), 'k-.', alpha=.5)\n", + "plt.xlabel('time')\n", + "plt.ylabel('total tokens staked')\n", + "plt.title('step_up tokens staked for proposal 0')\n", + "ax2.plot(time, mimo_step_down_response[:,0], 'k-')\n", + "ylim= ax1.get_ylim()\n", + "ax2.set_ylim(0, ylim[1]/(1-alpha))\n", + "\n", + "plt.xlabel('time')\n", + "ax1.set_ylabel('total tokens staked')\n", + "ax2.set_ylabel('conviction')\n", + "plt.title('Support for Proposal 0')\n", + "\n", + "fig, ax1 = plt.subplots()\n", + "ax2 = ax1.twinx()\n", + "\n", + "pd.DataFrame(mimo_step_down[:,:,1], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool', ax=ax1)\n", + "ax1.plot(time, np.sum(mimo_step_down[:,:,1],1), 'k-.', alpha=.5)\n", + "plt.xlabel('time')\n", + "plt.ylabel('total tokens staked')\n", + "plt.title('step_up tokens staked for proposal 1')\n", + "\n", + "ax2.plot(time, mimo_step_down_response[:,1], 'k-')\n", + "ylim= ax1.get_ylim()\n", + "ax2.set_ylim(0, ylim[1]/(1-alpha))\n", + "\n", + "plt.xlabel('time')\n", + "ax1.set_ylabel('total tokens staked')\n", + "ax2.set_ylabel('conviction')\n", + "plt.title('Support for Proposal 1')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In plot series 5, we add the output of participant unstaking (i.e. conviction decay) to our plots to show the impact of the time delay introduced by the half life decay parameter $alpha$." + ] + }, + { + "cell_type": "code", + "execution_count": 320, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Conviction and tokens staked for proposals 0 and 1')" + ] + }, + "execution_count": 320, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Ch7o/xCcbP+HtNW/z/NXPu6w8jUZTcOzU08eA2lbRamGs7uwS3KqcRGQg8CjQ21zS2+VkZxt7Px80mldKseXEFv6I+YM/9//JqqOryMjOAKBhhYb0qtuLK2pcQYsqLWhWuRm1y9XGTzz7IKZPt4xzNWFEixG8u+5dHuz+IBVDKnpULo1GY+Cgnp4HfCcibwA1gMbAWhtZFAsuU04i8j3QB6gsIseAKAyrj2DgL/Pr/D+l1F2ukgF8UzntPLWT77d9zw87fmDfmX0AtKvejge6PUDvur25ouYVVA6t7GEp8+fpXk8zZ+ccXlv1Gi9c/YKnxdFoSh0FqaeVUjtEZBawE8gE7lFKZblMtpKw2GBRxpzi4yEyEj74AO5yqRp0LRlZGczdPZd3173L34f/xk/8uKreVdzU8iaub3o91cOre1pEp/jjD3j+ecN6sFo1GDNnDPP2zOPgtIPack+jKWacGXPyVnyoPWGbkt5ySs9K58P1H1J/Rn1G/TSKo+eO8kq/Vzj+wHEW37KYiR0nlhjFBHD2LPz7r7EHiO4TTVpmGtHLoz0plkaj8TJKxHpORaFqVTh0CCqWsCGNbJXNt1u/JWp5FAfPHqR77e58OPhDBjUahL+fy+a9uZww8xsuKcnYN6nUhLs73c3769/nrk530bpaa88Jp9FovIYS2p5wnoAAqFsXIiI8LYnz7E3YS98v+3LL3FsoX6Y8C8YuYOVtKxncZHCJVkwA4eHG3qKcAJ7p8wzlgstx35/3URK6mTUajevxeeV09qwxxrF1q6clyZ+s7Cxe/OdF2nzQhi0ntvDpkE9ZP2k9gxoPcql5tzuxpZwqhVbi2aueZenBpXy37TvPCKbRaLwKn1dOZ87Ak08aHhy8mYSUBAZ+O5DHlz7O4CaD2Tl5J7e3v93jpt/FTcWK0KkThITkvH5Xp7voWqsr0xZO41TyKc8Ip9FovAbfqvlsUBIMIjbFbaLjzI78ffhvPrn+E34a9ROREZGeFsslNGoE69ZB3745r/v7+fPJ9Z9wPu08kxdM1t17Gk0px4ur7OLB25XT73t/p/tn3clSWfxz2z9M6DDB0yJ5jJZVW/LsVc/y086f+GLzF54WR6PReBAvrbKLD29WTnN3z+WGH2+gVdVWrJ+4ns41O3taJJeTmQnt28OHH9oOf6j7Q/Su25upf0xl56md7hVOo9F4DV5YZRcv3qqcftr5EyNnj6RDZAf+uvmvUuP8NCAAduwwljCxhb+fP98O/5awoDBu+PEGzl08514BNRqNV+BlVXbx07QpJCTA0KGeluQyv+7+ldE/jaZLzS4sunkR5cuU97RIbiU8PKe1Xm5qlq3J7JGz2X9mP2PmjCEzO9N9wmk0Gq/A55WTv79hIRYc7GlJDNbGrmXMnDF0rNGRheMWUja4rKdFcjthYY6VE0Cvur14/7r3+WPfH0z+XRtIaDSlDZ9XTrGxhhfsnV4wfBF7PpYh3w8hMiKS+WPmEx4U7mmRPEJ+LScLkzpO4vErH+fjjR8z9Y+pZKts1wun0Wi8Ap93XxQfb6wg26OHseKtp0jPSmfk7JEkpSexdPzSUu3ktFcvwxmvMzzX9znSstJ4ffXrhp/BwR/63NwvjUaTF59XTt5iEPH4ksdZfWw1P974Iy2qeFBLegEffeR8XBHh1f6vEuwfzAsrXyAjO4OZg2cS6B/oOgE1Go3HKTXKyZPefxYfWMzrq1/n7k53M6rlKM8JUkIREZ7r+xzBAcGGI9zEg/x444+lxsJRoymN+Hz/iKdbTucunuPWubfSrHIzXhvwmmeE8DLuv9/o2isIIsLTvZ/mq2FfsSZ2DR1nduS/Y/+5RkCNRuNxfF45WYy8PKWcHl/yOMcvHOfLYV8SGhjqGSG8jAsXYP/+wqW9ue3NrLp9FYH+gfT6vBfPrniW9Kz04hVQo9F4HJ9XTt26QXo69Ovn/rJXH13NB+s/4N4u95YK7w/O4qy1nj3aR7Znw6QNDG8+nKeXP02Hjzqw+ujq4hNQo9F4HJ9XTiIQGOj+llO2ymbqH1OpEVGD5/o+597CvRyLcirK1KWKIRX54cYfmD9mPufSztHjsx6MnTOWmISY4hNUo9F4DJ9XTnv3wj33QIyb66yvtnzFhrgNvNzv5VI7n8ke4eHGWODFi0XPy7K8yCM9HmHu7rk0f685d8y7g92ndxc9c41G4zF8XjkdOwbvvw9xce4rMyUjhceXPE7XWl0Z23qs+wouIbRsCSNHGk5gi4OI4Ahe6vcSB6YdYErnKXy99Wuav9ec/l/3Z+7uuWRkZRRPQRqNxm34vHLyhLXee2vfIy4pjlf7v+ozK9gWJ9dfD7NmQURE8eZbPbw6bw18iyP3HeG5q55j9+nd3PDjDUS+Hsmd8+9kyYEl2k+fRlNCkJLgsywsLEwlJycXKu2iRXDNNfDvv9C9ezELZoPzaedpMKMBV9S8gj/+94frC9TYJTM7kwUxC/hh+w/M2zOP5IxkygaXpW/9vlzT8Bp61ulJs8rN8Pfz97SoGo1LEJEUpVSYp+UoDKVmEq67Wk7vrHmHhNQEnr3qWfcUWAJZtgxuuAH+/BO6dHFdOQF+AQxpOoQhTYeQkpHCwn0L+XPfn/y5/0/m7p4LQERQBJ1qdKJzzc50qtGJFlVa0LBCQ4IDvMRTsEZTSnGZchKRz4DBwEmlVCvzWkXgR6AecAgYpZRKdJUMRpmGR3J3KKfUjFRmrJnBoEaD6FSjk+sLLKEEBsK5c8Z8J3cRGhjK8ObDGd58OEop9p3Zx3/H/mNN7BrWxq7ljdVvkJFtjE35iR8NKjSgaaWmNKjQgJoRNalVthY1y5r7iJqEBIa4T3iNxkUUtJ4WkceACUAWcK9S6k+Xyeaqbj0R6QUkAV9Z3fQrwBml1EsiMh2ooJR6NL+8itKt504+WPcBkxdMZvn45fSu19vT4ngtmzcbq+H+8gsMG+ZpaQzSMtPYcWoHu0/vZs/pPexO2M3u07s5fPYw59LyLnhYLrgclUIrUTm0Mtc1vo6nez/tAak1Gsfk161XkHpaRFoA3wOdgRrAYqCJUirLJbK7csxJROoBv1nd9B6gj1IqTkQigeVKqab55VMSlFNWdhZN3m1CldAqrJ6wWhtCOGDfPmjcGAYOhDlzIDQU5s+HJUvyxn39dWNNrp9+gpUrc4YFBMBrpkeob76B9etzhoeFwfPPG8effgrbtuUMr1QJnnrKOH7/fWPagTU1asAjj0BSehLPvx3L3vhYkvyOccHvGKlygvSA02RU2ciR8wc5N/2c7grUeB3OjDk5W0+brSaUUi+a8f4EnlFKuWQGvLvHnKoppeIAzBu3u26EiEwCJgEEBQUVusANG+Dtt+HZZ6FOnUJnky+/x/zOgcQDvHT1S1ox5UONGsYKxatXG947QkON3+mLL/LGtSif//7LGx4cfDl85Ur44Yec4ZUqXVZOS5fC77/nDK9b97Jy+vNPWLEiZ3irVoZyCg8KZ93Cpqxff/k7KiMD7r4bmrT/hTuXDmdj3Ea61e7m9DPQaNxEgIhYf7bNVErNzCeNvXq6JmDt0PKYec0luLvldFYpVd4qPFEpVSG/fIrScvr5ZxgxArZsgTZtCpWFU1zzzTVsP7mdQ9MO6eUcShHxSfFEvh7Jq/1f5aHuD3laHI0mB4VsOdmsp0XkPWC1Uuob8/qnwAKl1BxXyO7ueU4nzGYi5v6kqwt0h7VeTEIMi/Yv4s6Od2rFVEpIT4dVq0BdqE6DCg1YdXSVp0XSaIoLe/X0MaC2VbxawHFXCeFu5TQPGG8ejwd+dXWB7lBOH234iAC/ACZ2mOi6QjReRWKisbry3LnQo3YP/j36LyVhzqBG4wT26ul5wGgRCRaR+kBjYK2rhHBZlS0i3wOrgaYickxEJgAvAf1FJAbob567FFcrp4ysDL7e+jVDmg4hMsLJtcc1JR7LMGh6OnSv3Z2TySc5kHjAs0JpNAWkIPW0UmoHMAvYCSwE7nGVpR640CBCKTXGTtDVrirTFkFBULmyYdnlCv7Y9wcnk09ya9tbXVOAxiuxVk59a/cAYOWRlTSs2NCDUmk0BaOg9bRS6nngeddJdBmf9603fDicOgWNGrkm/y82f0HVsKoMbDTQNQVovBJr5dSyaksqhlRkxeEVjhNpNBqn8Xnl5EoSUhL4be9vjGs9ThtClDIsLfH0dMOjRO+6vVl2aJlnhdJofAif9623dCm8+y58+CFUtTurqnD8vOtnMrIz+F+b/xVvxhqvR8SYQNy8uXF+Vb2r+GX3Lxw6e4h65et5VDaNxpNItAx3FK6i1M/O5OPzLadDhww3OcWxsF1uftzxI40qNqJ99fbFn7nG6xk+3Eo51b8KgGUHdetJU+q53twmAJ8C/zO3T4Bxzmbi88rJVdZ6J5NPsuzQMm5qeZP2CFFKWboUtm83jltWaUmV0Cq6a09T6lFR6jYVpW4DFNBCRakRKkqNAFoWJB+tnArJnJ1zyFbZ3NTypuLNWFNiGDvW6DIGEBH61OvD0oNL9XwnjcagnopS1muQnwCaOJvY58ecXKWcft79M00rNaVV1VbFm7GmxBAUZBhEWOjfoD+zd85m1+ldtKjSwnOCaTTewXKJlj8xPJkrYDTgdNeCz7ecwsOhfv3ined07uI5lh9azrBmw3SXXikmt3K6ptE1ACzct9BDEmk03oOKUlOAD4G2QDtgpopSU51N7/PKadw4OHDAmIhbXCzct5DM7EyGNB1SfJlqShy5lVOdcnVoUaUFf+z7w3NCaTTexUbgdxWl7gf+lGiJcDahzysnVzBv7zwqh1amS00XrjGu8XpyKyeAQY0G8ffhv0lO9+71xzQaVyPRMhH4CfjIvFQTmOtsep9XTnPmQP/+kJRUPPllZGWwIGYBg5sMxt/Pv3gy1ZRIPvgAoqNzXhvYaCDpWenaak+jgXuAHsB5ABWlYgCnZ5v6vHI6fBgWL75sGFFUVh9bzdmLZ7m+yfXFk6GmxNKtG7Rtm/Nazzo9CQsM47e9v3lGKI3Ge0hTUepS34JESwCGYYRT+LxyKm5rvUX7F+Ev/lxd363+azVeyN9/Gx8+1gQHBDOo8SB+3fMr2aqYvog0mpLJComWx4EQiZb+wGxgvrOJtXIqIIv2L6Jrra6UK1OueDLUlFheeAGeeCLv9WFNhxGfFM/aWJctdaPRlASmA6eAbcCdwAIVpWz8x9hGz3MqAAkpCaw/vp5n+jxT9Mw0JR5bBhEA1za+lgC/AObunkvXWl3dL5hG4x1MVVFqBvCx5YJEyzTzWr74fMupcmVo3bp4lNOSg0tQKAY0HFD0zDQlnqAgyMjIe71CSIVLjmC1twhNKWa8jWu3OpvY51tOd9xhbMXBov2LKF+mPJ1qdCqeDDUlGnstJ4DhzYdz9+93s/XEVtpWb2s7kkbjg0i0jAHGAvUlWuZZBUUACc7m4/PKqThZdmgZfer1IcBPPzaNY+V0Y4sbmfrHVL7f/r1WTprSxiogDqgMvG51/QKw1dlMpCR0O4SFhank5MJNavzkE2NbvdpYg6ewHDt/jNpv1ubNa97kvq73FT4jjc+wfz9cuADt2tkOv/bba9l5aicHpx3Ubq40HkFEUpRSYZ6WozD4fBPg6FFYs6ZoiglgxSFjCe7edXsXg1QaX6BhQ8fhY1qN4Za5t7D62Gq61+7uHqE0Gi9BoqUr8A7QHAgC/IFkFaXKOpPe5w0isrOLxxhixeEVlAsuR5tqbYqemcYnWLcOvvjCfviwZsMICQjh6y1fu00mjcaLeBcYA8QAIcAdGMrKKbRycpIVh1fQs25P7bJIc4k5c+Cuu+yHRwRHMKLFCL7f/j2pGanuE0yj8RJUlNoH+KsolaWi1OfAVc6m1crJCeKT4tmbsFd36WlyYDGIcDRsO6H9BM6lnWPOrjnuE0yj8Q5SJFqCgM0SLa9ItNwPOD3+5fPKqU4dwwdaUVh5ZCVg+E3TaCwEBRmKKSvLfpzedXvTsEJDPt30qfsE02i8g5sxxpmmAMlAbWCEs4k9YhAhIvdj9D8qDNcWtymlLrqirLvvNraisProaoL9g2kf2b54hNL4BIGBxj493f5iliLChPYTeHzp4+w+vZtmlZu5T0CNJh9s1cVAKPAjUA84BIxSSiUWNG8VpQ6bh6lAtKO4tnC7chKRmsC9QAulVKqIzMJYvvcLd8viLP/F/kfHGh0J8g/ytCgaLyLIfB3S0yE01H68OzrcQfSKaN5d+y7vXvuue4TTaPLBQV3cAliilHpJRKZj+Mh71Ol8o2UbDryPqyjllFWZp7r1AoAQEQnA0NLHXVXQSy9B1yK4N0vPSmfD8Q10q1XEvkGNz3HLLbBrF0Tks7ZnlbAqjG41mi82f8G5i+fcI5xG4xy26uKhwJdm+JfAsALmORi43sHmtGA2EWE+jrSfolBrlCulYkXkNeAIRnNvkVJqUd7yZRIwCSAoqPAtlrg42LOn0MnZFLeJtKw0rZw0eahUydicYWrnqXy55Us+3fQpD3R7wLWCaTSXCRCR9VbnM5VSM8F+XSwi1ZRScWacOBFxeoFAyNGdVzTBHYS9Zu6HA9WBb8zzMRj9kIVCRCpgaOb6wFlgtoiMU0p9Yx3PfIAzwfAQUdjyimqtt/rYagC61dbKSZOT3bthwQK4/XYoX95x3I41OtKrbi/eWP0GUzpP0V3EGneRqZSy6QzUXl1cXAVLtFzgcgMnCAikOCbhKsUKpVgBtFeKm5RivrmNBa4sgsz9gINKqVNKqQzgZ8Bl0+eLQznVLlubGhE1ik8ojU+waRM8+CCcOOFc/MevfJzYC7F6Uq7GW7BXF58QkUgAc3+yMJmrKBWholRZcyuDYann9KCrM9V2FREaWE5EqA9UKbiolzgCdBWRUDEcjl0N7CpCfg4pqnJaF7uOLrW6FJ9AGp/B2iDCGQY0HEDHyI689O9LZGZnuk4wjcY57NXF87i83MV44NfiKExFqblAX2fjO2Otdz+wXIQD5nk9jFUNC4VSao2I/ARsBDKBTZjdd66geXO4yuk5yTk5k3qGg2cPcmfHQt+uxocpqHISEZ7s9SQ3/HgDX2/5mtva3+Y64TSafHBQF4cDs0RkAoYCG1mY/CVahlud+gGdcGDHkCe9M17JRQgGLBM0ditFWkGELCpF8UpeFBYfWEz/r/vz181/0a9BP7eXr/Fu/vwTBg6EVaucn+itlKLLJ10MryNT91ImoIxrhdSUajzplVyi5XOr00wMW4WPVZRyqpsw35aTCKHAA0BdpZgoQmMRmirFb4URuCSx4fgGADpEdvCwJBpvpKAtJzBaTy/1e4mrv7qa99e9ry33ND6LilJF6hrIt+Ukwo/ABuAWpWglQgiwWinaFaXgglCUltODDxprOa1aVfC0o2aPYv3x9RyYdiD/yJpSx8WLcPo0VKkCwcEFSzvo20GsPrqavVP3UjWsQJa6Go3TeLjlVB+YijEUdKkhpKKUU9OQnDEVaKgUrwAZAEqRCpSYldNOnzbmOhWGDXEb6FijY/EKpPEZypSBWrUKrpgA3rzmTZIzknl8yePFL5hG4x3MxejKewdjRVzL5hTOGESkm60lBSBCQ3DvmFNRKKy1XmJqIgcSDzCxw8TiF0rjE5w8CR9+CDfeCC1aFCxts8rNuK/Lfby2+jVua3cbPer0cI2QGo3nuKii1NuFTeyMcooCFgK1RfgW6AHcWtgC3U1hldPGuI0AdIzULSeNbU6fhqgoaNq04MoJIKpPFLN3zmbCvAlsvmuzNo7Q+BozJFqigEVYNWhUlNroTGJnqu0NGF4ibgW+xzAHLBb3FO6gsMpp64mtALSr3q54BdL4DBaDiIyMwqUPDwpn5vUz2ZOwh6hlUcUnmEbjHbQGJgIvcblL7zWHKaxwpuU0HxikFL8DiNAcmA20KrCoHqBzZ6haiPHmrSe3Uj28OlXCijLfWOPLFMZaLzcDGg5gYoeJvLrqVQY0HMDVDa4uHuE0Gs9zA9BARalC/Yc406Z4AZgvQpgIHYGfgGLzv+Rq7r8fZswoeLqtJ7bSpppTnt01pZTiUE5gGEc0rdyUm3+5mZPJhfIUo9F4I1uA8oVNnG/LSSl+FyEQ+AuIAIYpRUxhCywJZGZnsuPkDqZ2nuppUTReTHEpp7CgMH688Ue6ftKVG2fdyOJbFmvHsBpfoBqwW6JlHTnHnJwyJXe0ZMY75HQ1URY4AEwVAaW4t3Dyupebb4ZDh+Cff5xPE5MQQ1pWmm45aRxSvjwkJjpeaNBZ2lRrw6dDPmXsz2OZsmAKHw3+CMPdmUZTYinSQKqjltP6XOcbilKQp7hwAZKSCpbGYgyhlZPGEX5++S+VURDGtB7DtpPbeHHli9QuW5unej9VfJlrNG5GRakVRUlvVzkpdWklxBJNYaz1tp7YSoBfAM0qN8s/sqZUM3069Olj+NgrDp7v+zyxF2J5evnThAaG8mD3B4snY43GzRR1PSdnfOs1Bl7EWFf+0kQMpS4vo+HNFEo5ndxKs8rNCA4oxNR/TanizTeN96u4lJOI8Mn1n5CakcpDfz1EckYyT/V6SnfxaUocKkpFWJ9LtAwDOjub3plq+3PgAwyvslcBXwElZrW07Gwo6P/19pPbaVW1RFjKazxMUFDRDSJyE+gfyHcjvmN82/FELY/i0cWP4szqARqNN+OK9ZxClGKJCKIUh4FnRPiHIg52uYv+/Qs25pScnsyhs4eY0H6C64TS+AyBgcWvnAAC/AL4bOhnhAeF8+qqVzl09hCfDPmEssFO9YhoNB6nqOs5OaOcLorgB8SIMAWIBUqMG+X77y9Y/D0JewBoXrm5C6TR+BquaDlZ8BM/3hn0DnXL1eWxJY+x5cQW5oyao1v1mpLC9VbHlvWchjqb2BnldB8QCtwLPIvRtXeL0+KVMHadMlaMb15FKydN/rhSOYExBvVwj4fpXLMzN/10E10+6cLL/V7m7k534+/n77qCNZoiUtT1nJwZc6qnFElKcUwpblOKEUCdohTqTvr3h75O93LCzlM7CfALoFHFRq4TSuMzHDwIn33m+nJ61+vNpjs30aN2D6b+MZVun3Zjc/xm1xes0RQSiZYvJVrKW51XkGhx+r/FGeX0mJPXvJKMDMMowll2nd5Fo4qN9Ax9jVP4u7HxEhkRyZ/j/uTb4d9y+NxhOs3sxKL9i9wngEZTMNqoKHXWcqKiVCLQ3tnEdpWTCINMLxE1RXjbavsCo/+wRFBQU/Jdp3fp8SaN07zwArz7rvvKExHGth7Lrnt2EeQfxMJ9C91XuEZTMPwkWipYTiRaKuLcUBLkE/E4hpeIIeT0DnEBKKCZgecoiHJKz0onJiGGEc1HuFYojc8wdy5UrgxTpri33IohFWlUsRH7zuxzb8EajfO8DqySaPkJw0pvFPC8s4kdeYjYAmwR4TulyDCdv7YCYpUisYhCu42CKKd9Z/aRpbJ0y0njNK42iHBE40qN2Xlqp2cK12jyQUWpryRa1mPMbRJguIpSTr+wjrr1PhShpamYymG4P/8K2CTCmKIK7i5GjoRhw5yLqy31NAXFk8qpUYVGHEg8QFZ2lmcE0GgcINHSFTiqotS7Kkq9AxyVaOnibHpHbYqeSrHDPL4N2KsUrYGOwCOFltjN3H8/TJ7sXNy9CXsBaFKpiQsl0vgSnm45pWelc/T8Uc8IoNE45gPA2gVCsnnNKRwpJ+t/uf7AXACliC+AcDYRkfIi8pOI7BaRXSLSrah52iMtzflltGPOxBAZHkl4ULirxNH4GOHhhpcIT2CZ7hCT4NPLq2lcjK36WEQqishfIhJj7ivkn1PerFXUZb9bKkplUwCDCEfK6awIg0VoD/QAFho3QgAQUghBrZkBLFRKNQPaAruKmJ9dunaFG290Lu7ehL00rtTYVaJofJCffirYWmHFSeOKxrsac0YrJ02RsFUfTweWKKUaA0vM84JyQKLlXomWQHObhrEmoFM40mJ3Am8D1YH7rFpMVwO/F0JQAESkLNALuBVAKZVOzlZasZKdDTt3GgqqQQN45RXj+iOPwIFcj2lzqxjGdDAWaZw6FeLicoZ37AiPmTO87rgDzp7NGX7llXDffcbxuHFw8WLO8P794c47jWNbCvP662H8eEhNNRZJzM2oUcZ25gxMmpQ3/JZbYMgQiI2FadPyht95pyHD/v3w6KPGNUU2mX4XyPRL5pbbU2nZLpXte1L54ONUsvzMTVLI8ktlwMAMatbO5MDhTP5akoGSTJRkko1x3P3KTMpXzOTwsQw2bTHCFJkoyUKRTbv22YSGZZOtsgn0D+TRHo/6xJpZ778PS5fmvBYaCl99ZRy/8QasWpUzvFIl+Ogj4/j552HTppzhNWvCjBnG8ZNPwu7dOcO7dIGHHqpBSECIttjTFBp79bGIDAX6mNG+BJYDjxYw+7swdMiTGNZ6S4CJziZ2ZK23F8izEIBS/An8WUAhrWkAnAI+F5G2GGbq05RSydaRRGQSMAkgKKjwE2IzM2HfPmPRQWurvUOHcv7DZwWcJ7n1yUstpwMH4PDhnHlVq3b5eN8+OH06141ZLSKydy+kpOQMb9368nHuygaMCgcMhWor3FJeZqbt8DNnIDUjlZiE42w4fZzMMsfJCDlOZshxsoJOc2TbWV44fpb4s2fZ3+AsWYGJZAeeBzFa3gtWA6vNzBrmzX/jdmC7eRKZM0yyAzm0L4CggADICiQlLABRAYjyB+WPKH+2nvZDnfQj7aIfaUFx/LX/L1bevrLEj/HFxeX9PSKsFgs4fjxvePXql4+PHcsbnpZ2+fjIkZzhO3ZAQIAx56lRxUa65aRxRICIWC8cO1MpNdPq3GZ9DFRTSsUBKKXiRKTA/lRVlDoJjLacS7SEAIOB2c6kF3e74heRTsB/QA+l1BoRmQGcV0rZXfYzLCxMJScn2wt2SLNmsGcPvP220Rqyx4bjG+j0cSd+HvUzNzS/oVBluYus7Cz2Juxl64mtxJyJYW/CXmLOxBCTEENCakKe+MH+wVQNq0r5MuUvbRVCKlA+2DguV6YcYYFhhASGEBIQQmhg6KVj632QfxCBfoEE+AVc2gL9A/ET52c5P/WUMXF1e9xeen95JcEBwSwat0hbSBaSEbNGsPPUTnbd47KecU0JRkRSlFJhDsJt1sfAVKVUeat4iUqpAo87SbT4AwOAMeZ+pYpSTg20OD04VYwcA44ppdaY5z9RuP5Mp7C4LgrI504tlnreOOZ0/MJxlh9azrrYdWyI28DGuI0kZ1xW1rXK1qJJpSbc2OJG6parS42IGjm28mXKe81iddWrG79JRdWExbcsZsDXA+j5eU8W/G8BnWs6vQ6ZxqRRhUbM3zOfzOxMAvw88e+sKeHYq49PiEik2WqKBE4WJFOJll7AWOA6YC2G3UIDFaVSHCa0wu1vs1IqXkSOikhTpdQejDEsl80knDABVq+GDh0cx4s5E4MgNKxgoz/LzWRkZbDi8Ap+3f0riw8uZvdpo08nJCCEdtXbcXv72+kY2ZF21dvRuFJjQgNDPSyx81i6s+LjoW3bNvx7+78M+GYAfb/sy883/cyAhgM8K2AJ4MUXDZdJsbHQrHIzMrIzOJh40Cs/rDTejYP6eCcwHnjJ3P/qbJ4SLceAIxhm4w+rKHVBouVgQRQTOLdM+zSM1XAvAJ9gOO6brhRF8Tg5FfhWRIIwrDeK5FrdEY86OYQXcyaG2uVqExJYVEPEwqGU4p8j//DF5i/4dc+vnEk9Q0hACL3r9WZC+wn0rd+XNtXalPiv45zKCRpWbMjK21Yy6NtBXPvttTzX9zke6fFIgboKSxupqZeNdSzdobtO79LKSVNYbNXHfsAsEZmAoWhGFiC/OcAw4CYgS6LlVwqwyKAFZ2q625VihgjXAFUwBP8cCq+clFKbMVZFdDknThj/zJGREBxsP15MQswl01x3cu7iOT7d9CkzN8xkT8IeIoIiGNpsKCOaj2BAwwElqlXkDBbldOLE5WuREZH8fdvfTJo/iceWPMayQ8v4+oavqRpWYta0dCsBAaCU0T3arHIzAHaf3s2QpkM8LJmmJOKgPr66UPlFqWkSLfdhrP03BngVKCvRMgpYoKKUU2uTO6OcLIMV1wKfK8UWEbxjAMMJOnY0uj++/x5Gj7Yfb9+ZfdzYwskJUcVAYmoiM9bMYMaaGZy9eJZutbrx+dDPGdliJGFBdscvSzx16xrWaVVz6Z2ywWX5fsT39K3fl2kLp9Hmgza8PuB1xrYe6zXjZd6CZfw0MxPKlylP9fDq7DqtDSI03oM5+XYpsFSiJRDD8nsM8D5Q2Zk8nFFOG0RYBNQHHhMhAijACkmexRmDiPNp50lITaBBhQb2IxUTGVkZvPXfWzz3z3OcTzvPsGbDeLLnk3Ss0dHlZXsDAQHGHB5biAiTOk6iW61u3D7vdsb9Mo6ZG2fy3rXv6aXJrbBWTkFB0Lxy80vjkhqNt6GiVAYwH5hvmpM7hTMd+xMwrDeuUIoUIAgXjhEVN84op4OJBwFcrpyWH1pOu4/a8cjiR+hVtxdb7trCLzf9UmoUk4X334cvvrAf3rpaa/6b8B8fDf6I7Se30/bDtvzv5/9pD9wmLVvC//4HlgZls8rN2HVqF+6eFqLRFBQVpVKdjZuvclKKbOAE0EKEXkBLoHyhpXMzziinA4mGq4j65eu7RIaLmReZsmAKV315FSkZKcwbPY/5Y+b7hHeEwvDtt/D1147j+Pv5M6njJPZO2cuD3R7k192/0ur9Vtw460aWHVxWqivi666Db76BEPMbtHnl5pxLO0d8UpHdXmo0XoMz1novY1hd7AQsvvkV8LcL5So2nGo5nXVdy2nfmX2Mmj2KTfGbuL/r/TzX9zmfM3IoKNWr2/ZwYYtKoZV4pf8rPNLjEWb8N4N3173LnF1zaFSxERPaT2BUy1Fu6Y71ZiwWe7tP7yYyIjKf2BpNycCZMadhQFOlSMsvojcybZrhiqiJAw85BxIPUC64HBVCCuN41z6/7f2NsXPGEugfyLzR87i+6fXFmn9JpXp1WL68YGkqh1bm2b7P8njPx5mzaw4fb/yYx5Y8xmNLHqNttbbc0OwGrml0DZ1qdCrx5vb58dlnxsq7+/cbVqgWi71dp3dxVf2rPCydRmMg0dIEeBioi5WuUVGqrzPpnfkvPgAEQslUTk/ZdYp0mYNnDxb71/dXW77i9l9vp31ke+aMmkOdcnWKNf+STPXqhh/A9HRjQL8ghASGMK7NOMa1GcfBxIP8svsXft71M9EronlmxTNEBEXQq24vutTsQscaHekY2ZFq4dXyz7gEoZQxPSIz0zivGVGTssFl2XFyh+OEGo17mQ18CHzM5V43p3FGOaUAm0VYgpWCUop7C1qYJ9i1y/hHbtnS/jynA4kHaFGlRbGV+ebqN3lg0QNcXf9qfrnpFyKCI/JPVIqoXt1wwnvqlH3LPWeoX6E+D3R7gAe6PcCp5FMsP7ScpQeXsvzwchbELECZ8/5qRtSkXfV2NKnUhMYVGxv7So2pEVGjRLayrK31wLBybFW1FdtObvOcUBpNXjJVlHJ6ccHcOPOfOc/cSiSdO0NSkrFkQTcbSxpmq2wOnT3E4MaDi6W85/9+nieXPcmI5iP4dvi3BAc4mPlbShk/Hm6/Hfz9iy/PKmFVGNlyJCNbGhPZz6edZ1PcJjbEbWBD3Aa2ndjG0oNLSc28bCzkJ35UC6tGjYgaREZEUiPc8EVYObSy4RjXylGuZQsJCPH4vKvcygmgddXW/LjjR5RSHpdPozGZL9EyGfgF64ZNlDrjTOJ8lZNSfClCCFBHKfYUWkwPYTHqsmcQEZ8Uz8XMi9SvUHRLvffXvc+Ty57k5jY38/nQz/H3K8ba14cICjKWMNm7N29Y+/ZGq+roUThpw9VkR9Pq/tAhSMjlgN3fH9q1M45Px5YlPLE3vYN607suUBf8A7KpXP84MQkxrNwdw5HEY5y6eJzTaXHsjT/GqrS1nElz7N8y0C+QsKAwgiWMMv6hVAgP46p6V/HGNW8U9DEUGnvK6aMNHxF7IZZaZWu5TRaNxgHjzf3DVtcUxjId+eKMtd71wGsY85vqi9AO+D+lKBG+UvKz1iuuOU7z9sxjyoIpDGk6hM+GfqYVkwMuXoSHHoJPPrn8+1hISTFMpF97zVjmxBp//8sV8rPPGoYB1pQvD4mJxvH06TA716oxtWr5cfRoLWqVrcUrk69i4cKc4c2bQ/y2DBIvJjLohrNs3HkWylzeajVOZNyEsyRnJPPNrBROXEimTNcDvPnfm9zS9hbaVW9X6GdSEBo3hrvugnLlLl9rXc1YLGzbiW1aOWm8AhWlivTF70y33jNAZ4yVEFGKzSK4ZkKQC8iv5VQcc5y2ndjG2Dlj6VijIz+M+KFEjmO4kzJljG69wTZ6Ui0GEhMnQr9+OcOse6umToVhw3KGBwZePn7kkbyrCZcpc/k4KgomT84ZHh4Ogf6BVA2ryttRVTmTq/OhfHno2dM47pUMI0fC1EFnmZ5Rm9dWvcY3w7+xdbvFTocO8EGunvzWVU3ldHIbgxoPcoscGo0jTLdFd2OstAuGDvnI9BiRL87UoplKcS5XN3aJmQGZX8vp8DljudvCWtOdTzvP8FnDKRtcll9H/+oxr+YlDcuqv/Zo1crY7NGu3eUuPFt0ysetcNeujsN79HAc3qePsc9OKc/EDhN5e83bvHD1C26xyrQ4fRW5vLpzhZAK1IyoydYTW11evkbjJB9gWHq/b57fbF67w5nEzrgv2i7CWMBfhMYivAOsKoyknuCJJ+C++3Iui23NkXNHqBpWtVBKRSnFxPkTOZh4kFkjZ1EjokbRhNWUGMLDjX1SEtzX9T5EhFf+fcUtZS9aZHxs/fdfzuttqrXRFnsab+IKFaXGqyi11NxuA65wNrEzymkqhsuiNOA7jCV8pxVKVA/w9NPw5ptQwc782iPnjhT6a/frrV8za8csnuv7HFfWubIIUmpKGsHBcO21UK+e0eq+vd3tfLzxY46cO+Lysm0ZRIDRtbfr1C4yspzqNdFoXE2WRMul1VslWhpQgPlOziinMUrxhFJcYW5PANGFENQjrFgBy5ZBhp3/18Iqp2Pnj3HvH/dyZZ0rebj7w/kn0PgUIvD77zBmjHH+RK8nUErx/N/Pu7xse8qpXfV2ZGRn6OUzNN7Cw8AyiZblEi0rMJbQeNDZxM4opxtF+J/lRIT3MBYdLBFcdRX07QunT+cNU0px5NwR6parW+B8J/8+mYzsDG0yrgGM1tPEDhP5bPNn7Dnt2hkXFuWUlesbtENkBwA2xm10afkajTOoKLUEaAzca25NVZRa5mx6Z5TTcOBWEcaI8BWQoRQTCiWtm1HKsbXemdQzJGckF7jlNG/PPObvnU90n2gaVWxUDJJqSiJ9+sAdVkO7T/d+mpCAEB7+y7UtaXstp8aVGhMeFM6G4xtcWr5G4wiJlr7mfjhwHdAIaAhcZ15zCrvKSYSKIlQEQjCsKx7BGG/6P/O612O9qoIt5WQZHyiIckrJSOHeP+6lZZWWTOtSYobeNC4gKQnirVapqBZejSd6PsH8vfNZfGCxy8qtUQMeftgY77LGT/xoV70dG+N1y0njUXqb++ttbE674nFkSr4Bw2RcrPbXmZvTs3w9ifUEz+JSTm/99xaHzx1m+fjlBPoH5p9A47OEhxsKypppXacxc+NM7llwD1vu2kKZgDK2ExeB2rXhFTuGgR2qd+CTTZ+QlZ2lu5s1HkFFqSjz8P9UlDpoHSbR4vSEUrstJ6WorxQNcu0tm9crJih+5XQq+RQvrXyJoU2H0rte7/wTaHya8HBITs55rUxAGT647gP2JuzlpZUvuaTcrCw4d87w6p6bDpEdSMlIYW+CDd9QGo17mWPj2k/OJnbGfZHtWb4Kr7dX9feH554zlJStpRmOnDtCsH8wVUKds+947u/nSMlI4aV+rql0NCWLsLC8LSeAAQ0HMLb1WF745wWGNRtW7G6N9u2DZs3gu+8uWwtasDaKsCxCqNG4E4mWZhjTj8rlGmMqCzjdleCMQcQHQEeMWb7vm8eFdoPuTvz9jUm4Tz1l2wP24XOHqVOujlNenI9fOM5HGz7i1na3XlrcTVO66dPHmOtkixkDZ1AptBLjfh7HxcyLxVquPYMIMFbFLRNQhg1x2ihC4zGaYowtlSfneFMHYKKzmdhtOYkQoBSZwBVK0dYqaKkIWwojsbvJyoJffjFaTUNsuKk9cu4Idcs7Z0b+6r+vkpmdyeM9Hy9mKTUllbvvth9WObQynw35jGu/u5aHFz3MO9e+U2zlOlJOAX4BdIzsyJrYNcVWnkZTEFSU+hX4VaKlm4pSqwubj6OW01pznyXC5Vm+QoFm+dpDRPxFZJOI/FbUvOyRbDrnvOEG2+FHzh2hdtna+eZzIukEH274kJvb3lzsK+ZqfJdBjQdxf9f7eXfdu/yw/Ydiy9eRcgLoUrMLG+M2kp5lY1BKo8lF7rpYRCqKyF8iEmPu7fjXyZe7JFrKXyonWipItHzmIH4OHCknS1/XQ8AyEZaLsJwCzvJ1wDTApVPZLQYRtrr0MrIyiE+Kd0o5vbfuPdIy03jsyseKWUJNSeaNN4xW+UUHvXYv93uZK+tcyYR5E9gUt6lYys1POXWt1ZWLmRe1E1iNs+Sui6cDS5RSjYEl5nlhaKOi1FnLiYpSiUB7ZxM7Uk5VRHgAaAd8hKGU5mOsB+90AbYQkVoYJumfFCWf/LAoJz8bdxmfFI9CUbOs43XCUzNS+WD9B1zf9HqaVGriAik1JZWAAMMtVm6LPWsC/QOZPXI2lUMrM/j7wRw9d7TI5UZEwP/9H1xhx4Vm11qGy/X/jv1nO4JGY2KnLh4KfGkefwkMK2T2fhJ9udUl0VIR51bCMBI7CPMHwoEIM0MxzwPMa0XhLYxJvdn2IojIJBFZLyLrM+19IuaDI+V07PwxAGpGOFZO32z9htMpp3mg6wOFkkHju1h7JndE9fDq/D72d5LSk+j3dT+OXzhepHJDQw0jH3vLgtQqW4saETW0ctIABFjqUXOblCv8LfLWxdWUUnEA5r5qIct+HVgl0fKsRMuzGKtZOO2635EWi1OK/yukUHYRkcHASaXUBhHpYy+eUmomMBMgLCysUOtHOerWi70QC+Cw5aSU4u21b9O+ent61e1lN56mdOKscgJoVbUVC8YuYOC3A+nzRR+WjV+Wb6vdHkpBbKzRgrJeDdeCiNC1VletnDQAmUopm58xztbFhUVFqa8kWtYDfTEaN8NVlNrpbHpnxpyKmx7AEBE5BPwA9BURlywhWrassdz3m2/mDYs9bygnR0ta/3fsP7af3M7kKyY7ZW6uKV0URDkB9KjTgz/H/Ul8Ujx9vuxzqfVeUNLTDS8R779vP06Xml3Yn7ifU8mnClWGplRgry4+ISKRAOb+ZEEylWgpa+4rAvEYSy19C8Sb15zCkXK6uiACOYtS6jGlVC2lVD1gNLBUKTXOFWWVKQMPPpjTOaeF2AuxBPsHUymkkt30H234iPCgcEa3Gu0K8TQlnAYNjKXeK9l/hfLQvXZ3/hz3JyeSTtDlky6sOVZwk+/8DCKAS+uLrTyyssD5a0oHDuriecB4M9p44NcCZv2dud8ArLfaLOdOYbdbTynOFFAgryM1FT77zFgFd8SInGGxF2KpEVHDbosoMTWRH3f8yPi24wkPCneDtJqSRrNm8N57BU/XrXY3Vt6+kqE/DKXXF734aLAxudtZLGOojpRTpxqdKBNQhr8P/80Nze3MpdBobPMSMEtEJgBHgJEFSayi1GBz77QfPVs44yHCZSilliulnPZSW1BOnYIpU+Cee/KGxZ6PddjnP2vHLC5mXmRiB6cnNGtKIRkZ9heydESbam1YP3E9Pev05LZfb+PO+XdyPu28U2lFjNaTI+UU5B9Et1rd+PvI3wUXTlPqsK6LlVIJSqmrlVKNzX2hGioSLb9KtIyRaAktTHqPKidXk5+1niNLvW+2fUOLKi0u+SrTaHJz/Lgxz+nzzwuXvlJoJRaOW8gj3R/h440f0+r9VvwR84dTafNTTgC96vZic/xmzl08VzgBNZqi8QbQE9gl0TJbouVGiZZi9a1XYrFnraeUIvZCrF1jiIOJB1l5ZCXjWo/ThhAauxTUIMIWAX4BvNz/ZVZNWEV4UDjXfncto38azf4z+x2me/VVGJxPn0PPOj3JVtmsOrqq8AJqNIVERakVKkpNxlheaSYwigIYV5RK5ZR4MZGLmRfttpy+22aM541tPdaV4mlKOGFhxr4oyslC11pd2XTnJqJ6RzFvzzyavdeMu3+72+6cqClToGfP/PMM8AtgxeEVRRdQoykEEi0hwAjgLuAKLk/uzZdSqZwsZuT2xpy+2/4dPev0dNoprKZ04u9vWIQWh3ICCA4I5pk+z7D/3v1M6jCJTzZ9Qr236jHu53F5rPpiYoxuRUeEBYXRuWZnlh5cWjwCajQFQKLlRwy3SH2B94CGKkpNdTa9TyunmjXhgw9gxoyc1y9NwLXRctp1ahc7T+1kVMtR7hBRU8KxtRpuUYmMiOS9695jz5Q9TL5iMvP3zqfrp13pOLMjr696nWPnj9Gzp+HCKD/6N+jP+uPrOZNa4o1vNSWPzzEU0l0qSi1VUcquRyBb+LRyCguDu+7K2zfvqOX0866fAbihmTa/1eTP/ffDgAGuybtBhQa8NfAtjt1/jHcHvYuf+PHQXw9R5806JN5wJRtCXiY1I9VhHv0a9EOhdOtJ43ZUlFoIdJFoGSvRcotlcza9Tyunc+fg6adhTq7Fgi0tp8jwyDxp5uyaQ7da3QrtWkZTunj8cRg2zLVlRARHcE/ne1g3cR17p+wluk80BKawvvx0Xlz5osO0XWp2ISIogsUHFrtWSI0mFxItXwOvAVdijDddAdjxCJkXpz3ElkSOHIFnn4U2bXJOwo1PiqdSSCWCA4JzxD+QeIBN8Zt4tf+rbpZUU1K5cMFwJ1QQLxFFoXGlxjzV+ym+nPAU52/sxW97f+P/rrLfvxfoH0ifen3468Bf7hFQo7lMJ6CFilKF8o3q0y0newYR8UnxVA+vnif+vD3zABjefHieMI3GFsOHw/XXu7/cgACofmEQm+I3EZ8U7zBu/wb9OZB4IF/zdI2mmNkO5K1oncSnW04W5RSQ6y7jkuKIjMjbpbcgZgHNKzfXq91qnCY8HA4cgOXLjfPu3Y2JuQcPwuHDeeP37Gl8LMXEGJ7FrRGB3r2N4927IT6XzgkIgCsNl3k89xwkBg9i0sbHWbhvoUP3R4MaD4KF8HvM79zb5d5C3adGUwgqAzslWtYCaZaLKkoNcSZxqVBOtlpOFseYFpLSk1hxeAVTOztt6ajRUK2aoZyuuso4P3kSqlSBTz+F55/PGz8lBUJC4N134e23c4b5+1/2+vDKK3k9T5QvD4mJsHmzsWzGHYPbErU3kgUxCxwqp0YVG9GscjPm752vlZPGnTxTlMSlQjlZt5yUUsRdiKN6WM7W5pIDS0jPSue6xte5UUJNSefVV2G0ldN6y/pKEyZAv3554wcFGfspU+CGXAah1s5IHnkEbsll12R5j7/5xlguo3VrYWCjgfy862cysjII9A+0K+fgxoOZsWYG59POUza4rJN3p9EUHhWlVki0VMMwhABYq6KU0x4ifFo5NW8OX38NTaxWVz+Xdo60rLQ83XoLYhYQERRBjzo93CylpiQTEQF9+uS9Xr++sdmjcWNjs0ezZsZmizJlDI/7990Hd701hM83f86Kwyvo18CGNjS5vun1vLb6NRbtX8SNLW60X7BGU0xItIwCXgWWY6wP+I5Ey8MqSv3kTHqfNogID4dx46Bz58vX4i7EAeQwiFBK8ce+P+jfsD9B/kHuFlOjKRBlTNeZGRkwoOEAQgJC+GXXLw7TdK/dnQplKjB/73w3SKjRAPAEcIWKUuNVlLoF6Aw85Wxin1ZO8fHGJNxfrZbKslg2Wc9xijkTw9HzR+nfoL+7RdRoCoxFOaWnQ2hgKAMbDWTunrlkO5iAH+A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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax1 = plt.subplots()\n", + "\n", + "ax2 = ax1.twinx()\n", + "ax1.plot(time, np.sum(mimo_step_down, 1), 'b--')\n", + "ax2.plot(time, mimo_step_down_response, 'g-')\n", + "\n", + "ax1.set_xlabel('time')\n", + "ax1.set_ylabel('Tokens Staked', color='b')\n", + "ax2.set_ylabel('Conviction Accumulated', color='g')\n", + "\n", + "plt.title('Conviction and tokens staked for proposals 0 and 1')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In plot 6, we compare tokens unstaked and conviction decay for both proposals 0 and 1 that were examined above." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Test Series 3: Noisy inputs - Constantly Filling and Emptying at the Same Time\n", + "\n", + "A set of tests where the participants start supporting a proposal but their support starts at different times\n", + "- Plot series 7: granular input signals (tokens staked/unstaked) with outputs (conviction accumulated/decayed) with 3 participants\n", + "- Plot series 8: aggregate input signals (tokens staked/unstaked) and outputs (conviction accumulated/decayed)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 321, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Support for Proposal 1')" + ] + }, + "execution_count": 321, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax1 = plt.subplots()\n", + "ax2 = ax1.twinx()\n", + "\n", + "pd.DataFrame(mimo_noisy[:,:,0], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool', ax=ax1)\n", + "ax1.plot(time, np.sum(mimo_noisy[:,:,0],1), 'k-.', alpha=.5)\n", + "plt.xlabel('time')\n", + "plt.ylabel('total tokens staked')\n", + "plt.title('step_up tokens staked for proposal 0')\n", + "\n", + "ax2.plot(time, mimo_noisy_response[:,0], 'k')\n", + "ylim= ax1.get_ylim()\n", + "ax2.set_ylim(0, ylim[1]/(1-alpha))\n", + "\n", + "plt.xlabel('time')\n", + "ax1.set_ylabel('total tokens staked')\n", + "ax2.set_ylabel('conviction accumulated')\n", + "plt.title('Support for Proposal 0')\n", + "\n", + "fig, ax1 = plt.subplots()\n", + "ax2 = ax1.twinx()\n", + "\n", + "pd.DataFrame(mimo_noisy[:,:,1], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool', ax=ax1)\n", + "ax1.plot(time, np.sum(mimo_noisy[:,:,1],1), 'k-.', alpha=.5)\n", + "plt.xlabel('time')\n", + "plt.ylabel('total tokens staked')\n", + "plt.title('step_up tokens staked for proposal 1')\n", + "\n", + "ax2.plot(time, mimo_noisy_response[:,1], 'k')\n", + "ylim= ax1.get_ylim()\n", + "ax2.set_ylim(0, ylim[1]/(1-alpha))\n", + "\n", + "plt.xlabel('time')\n", + "ax1.set_ylabel('total tokens staked')\n", + "ax2.set_ylabel('conviction accumulated')\n", + "plt.title('Support for Proposal 1')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In plot series 7 above, we can see the granular dynamic inputs of 3 participants staking & unstaking tokens, and the resulting dynamic conviction acting as an aggregator of collective preference." + ] + }, + { + "cell_type": "code", + "execution_count": 332, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 30.086390567230666)" + ] + }, + "execution_count": 332, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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wH+ROXemWdNFFF2ugK4y6uDagaYAEq3KlW9JFF12sga4wuhpQWurW2bnUqBWgvAhu40q3pIsuulgD3aTXK43iPHzrNyHUC9H+bp2dS4VaTn269hVtRhdddLE2uprRlUZlGVwXQslunZ1LiWY0negO+S66uBpxbb+ZV0MZ6siA8mdUst06OxcLaz1X6arPrtbZRRdXJa5dM101C898UmklgdiVM48FYjB6B5hhGLuzO1leKKpZePYzSrDrZvu5NoXR0I1XtHlddNHF2rh2NaNKBpZPgFW8suYxuwa+CJiBriC6GKhkYPEIWOWVz9V1QHRzjLro4mrFtSuMrlAZ6nylwcmlMvlKM6rLS8aMDl2W67/q0XyuuYmVz7VnJ8QGYeKxK9u+LrroYk1cu2a6YBLGXgNWCXa/47JoJflKg797ehLbkUQDBm/bP0Rck+32dHHhCCSU2dN1YOeb2/2qeeuuRvmKNa2LLrpYH9euMAIYvF7Rw1wmQZCpWJxYLJMM+Qj5dTIVi3jY82V0J8mLAykhsRniwyufa34a8lNg+K9Y07rooov1ce2a6UCZcIzgZbtcKuQjYGjkqxa6EKRCPlpmuqVjl60dr2poGozcCrFVZs/SnPpsctR1cXlQzsDCS92E7i7OiksmjIQQI0KIB4UQh4UQLwgh/sMa+9wrhMgLIQ56f//fpWrPmshNwsILl+1y8ZDJPbv6uHVzSpnoQqYKXgDwRy5bO171OPEQzL+48jfX00DpCqPLhmoWvvt78Nifwguf7wqkqxzrzdlCiA8LIaY75um3XorrX0oznQ38nJTyaSFEFHhKCPE1KeWqWYKHpZRvv4TtWB+F6ct+yYbjEvIZShCBCj8OJgFx2dvyqoTTgEYV8pPQv6f9e7OeUajnyrTrWkQlo2iYwul2ZGPXN3o1Y80529v2O1LK37qUF79kmpGUclZK+bT3fxE4DAxfquu9UnCalciuqxVjtxz2xUEzn6j52fl7uBeGbrjsTbpmEUpBuOeyR6xeMlwNSfKXEFd6zr4sPiMhxGbgRmCtuNo7hRDPCiH+SQix93K050piLB1qBXYBUC+qz0aXTfqiYD2fkOt0qYAuN4JJ2PFmFSh0OZPKL4XQKC3BN35FmRtfuSZHQwjxZMffB9fbcY05+0NCiENCiI8JIS7Jg7zkb6cQIgL8PfAzUsrCqs1PA2NSyuuBPwA+v845PtjsQNt+ZRNdCiHa7gtor+B7dl6R9rzqsFojamLz3eCPwfEHL297rnXoxumRjZcS1Sw8+Rfw2J/AC58nn1lcldd3nihMe35H+UrmkLSllLd0/H1krZ3WmLP/GNgG3ADMAv/nUjTukgojIYSJuqlPSSk/u3q7lLIgpSx5/38ZMIUQpxn1pZQfaXagYVxkN5c/dnHPdxaML6kQbtf1VvDNlXy468u4OGjmba0yCQmhJhG7fvmbdC3DaYAvfPmuV8moZxyIU6nV+dKjh/izh0/wxUMzFyaQooMqUtO2Xh0mx3Ww1pwtpZyXUjpSShf4KHDbpbj2JQtgEEII4M+Bw1LK315nnwFgXkophRC3oYTj8qVq02lI77i8L0oHXCnRELQmz8oyBOJXpC2vKggdIn2Q3LLy94XDUF6iG013meHalzecPpRSY6C0QFmkmagGSUZ8WLaj8vqagUPnc97RO9SicfCGV2UgxnpzthBiUEo56319N/D8pbj+pYymew3wPuA5IcRB77dfAEYBpJR/AvwA8FNCCBuoAj8i5WUcudF+tZJyXVY6ci4dTEMj7NPRNS96rnm7i0cgtfWytOFVDTMAwzefPgHmJtY34XVx6dCqI3WZ3rFgUpm8Iz34trwN+dgy2YpFb9Tn5fWdJ6Sj0jAiA69KQeRhvTn7vUKIG1AruXHgJy/FxS+ZMJJSfpuzxCtLKf8Q+MNL1YazorQAS0c9FfwCBuo5QBeCoE9HLUKAUFqZlKqvSBv01Ynx7yimhU23qO/Ss/M3NVEpldmumlWLkVDq1TzBXCW4jNqR6QdzkHiyh3feGOCZUzneuKf//LUiUOZGeFVbL84wZ3/5clz/2qYDWjqqPi/jirnWcJjNOezsj2LqGhg+JZCql1dDe9Wilod6Aeod71Tz+QbiYHqMG9UsPP9ZTxilYd+7uwLpUkK6wGVmTZeSsVSYRNBHT+RCaaCawrSbD3ip0J354IqYbyzbu6ZVhuLsFWvHqw7Niq6dK/Hmb7FBlWckhBJCpUVw6spfdy7RUa/yfJOLit5dl/+a/ihoBmg6s/kqk5lK2yx+vmiafQszF96+LtZEVxjBZRUCB0aUmu/KjsAFq+S1w1nnqC4uCNJVTu3OekahFBimSsg0AxuPjqpmVZ7JiYdecfkmp5cvuQxo9vnlDGLQDMXeLgSlukOxZuO4F3p97/guofElQ1cYwWUVRprnK2pTpalBXkjs5WTWurwTxasRa016ZgB2fo96zke/quz/wSTsfAsM7oe979m4ia6SUeeJDb2i8k3ylQZfem6Gbx9b5EvPrQpzvpSaXnFOpU9czoRjpwGVJXAdlooqlL9uX+BCb/W46mrHFx3Xrs+oObiig+QdP5mlMqmQ78KcnBvAwYkc0KEZISnXbT76VJ5MPc/eoVibRLWL80D7uZ6+yV2pfZoBtd+5hPeHUspUM/c8DOx/xeSbZCoWi8U6mhAkwmY7zLmahUN/A/WSupeLzZRQy0Fys0p+vVxIjsH8C+2gA+CCFaNmPmIw2daOpauE7OVkl3gV49rWjNI7yPkG+Nh3x/nWkYXTV4yXEC1hJCXFuk2osUw6IHCkJFOxLksbXpXQfUpr6dnR/s0qw8xB9Qkdq1zPj1DLb/z8wST0Xac0qj3vfMVMQqmQD10TzBVqSJd2mHMlA0svg11VvrWLrelJFxzrMpfuON0/dMEZI5oGmqnMjuVlRd8V7ntFacdXO65dYSQExDdxfHKaXKGIpl0+QTCSCpFs5TxIon6DodoxqqV8R52jLs4LgRj07wO9I3qqUVNBIq630GiaZZvakzhH57Yvoo4NXF72jgtBPGSydzjOnsEY913X19a8QykVZVheVoUmL6am1wwcyU9dXu7F+WZOpiQWNL3/LhCNqho/0lH+qMwJVX7mVczGcLlxbZvpqllG7AkCsod8tUEqfIGJcWdBkwLIZ2hozeie2CbCIxqjCyUavjBv6proLhyzB9Xksflu9b0pfLRVw13TV24/V7zCCvUZmqA/FsBndKxBg0nY9nrIjsN1b724mt6Vjg6Vki09YZ6dzK3/qDaaa2Z5wjQ2rKL1Ru9QmtLWe14x2vHVjmtXGLk2zB4kFjS5cThGaiDNrv7oJRUEzffhxGKJdMRHLGCqPKNAAgH0RcyuILpQFGZVMnOnqaaaUZpRbBPER9pCaNmrruuep3P7Sk+25wi/oVNvuFStVffrWGoyvtg8jZ39c7n6aoXUkUQDBgc2xQn51shxqmbhmU8BUmm7Z/T9dJxXevtrRlcQNfGAeM8Zt99/Ojfpaly7wsgbtJbjEvJpDMYDl0UQxEMm+UqDYs1WwqiahbxX5E+6SCnb7AwbQL7SIFOxTgu+WO/3K4LLyXSwetKrZuGlL6mqvrYF1/+wKmgIakEC567h+GMqsfZK8dxVsypHKtJ7Tv3ZVMZPm5gdzzTt2m1BfTFg+GHoRph55vJpkc2FRWIMjCCHTuUI+3X6YoHT961kVERcOA1m6MzF/5rtz5xQZuAuVuMd3mcfcBfwDe/7fcBDQFcYrQ81uGoNB4G79srpIkPXBAc2xXn46FKbtbu0CPlJ4kETxxTnLIg+8eg4QgiSIbMVhdf8veG49McCVzY677JHHq2a9CoZNZFE+9WmzgmnOXHFz14/bIVwH7pRRYlpV6BPq1l4/M9URF//Htj/AxvuT1dCKuI7fWLu26P8LJdEe2mO58skjJrRkr4waBoVy6bWcLBsd6V5EtTiSNNUNdrY8Fl8P177rTJXbBFyNeN++QEAHhD/COzhfo9Y9QExCPzRRk5x7Qojb6UjPL6ypqPzUqOZZ9ReKKp/Sv23Ystz81dlKhaz+RrJkI9Y0GiF63b+3gzKOC9hdDE0mkoGqjkV2qsHLn3p6dUr8FBK/UlXTTozT0OkH/wRNXH5o22KoHWQrzT41GPjFKo2o+kQb9s3SDw2dOnu4UyoZFSidDitSiWcQ3+ausBnaLiubPssoZ0DdLGFkVWB7EkV3WisoZlcKug+JayjA9iOBCSluk3KWPV+BZOw9T4lL8dec+Z+7BxXzUVIIHGRG/6qwOaWIFKYBzZUrO3aFUaeEKjGt1K3ejvyfi4dag2H7x5fAlaGdiN05i31stqOS7nubMjElgr5iPh16g1nRRReKuRDE4JsxWIoETi/oIxqFh78dZWLk9xy/hpNKKUm/eUJtZK/1JFHzQm1yYAeTKq2VzIq7yR7ktbK1nVVpd2mwF0HmYrFdK4t3KtHvkY86oet917e/BloC9byMoR6zqk/bxxNcmKxxENHF7hvV19bC587pD4v9jtg19Q4Sm9XJrvLAcMP/XuVabCjdtW6od2arrSos43tcK8Scr6It7DynXURc43iIR4QXwE+jXrRfgTYUEXLa1cYaQb0Xke9HICGxmyuxuaeS1vbyJWyxbzQmfQKsDOY53heI1dN8OVDs1QbDtGAcUYTWzxkcvf2XpbLde7b1WYljodM3nZgkKlMlTedL1txc/IOxNq5FOcjjIJJ2PwaVU9o+5vO6Rzn5ffyRyExurIch20ps1pkQH1v9n0wqTL181NnnNRXC/eo4aowX6sEwcSG7+eiIJiEm96nfB2bX3fOz8TUNSWDbZeAuco0fbE1o2Y/NyrKJHox/VFnxOmmwTOK2Wb+2ZmgaUrQCdS9DN2oBFMXK3G//BAPiHcDr/N++Qj3y89t5NBrN89INyExhl6ex6jnLotm1LzEnqEYW3sj7R+FRnD5Rfz1JZZLdSazFYo1G9tp5z1lyxbPnMpwaDK3IjG3brtE/KdH4e3oi3Dn9vSFFRPTNKiXLzyXwnXPmengjPQ1Z0IoperZuB3l6a2SirBb7Y/r2a4c12eZhOMhkzfs7mPPoGLHCPuba7gr5DsY2K+0vfC5PZPnp/MsluqU6zZH5gor+zQxpgT5xUSzX+dfOLfE4gtBNatMsQCybX5f9/2O9G3svmsFpUVrphJek491y76sj6eBL3G//I/AV3hAbGhgXbuakeuCVWSTM82s1Ysrz+7EvlA0X4cVDMI9OyC1heVH/hF8DomQD8eVZCsW6YjKe8pXGvyfrx7h6HwRXRO8/rp+fuiWkTMKmmzFOn3ley4IJmHH9yi7/7Z7L8zP04xeczaeUJypWJRqNpGAcW5+LylVocLiHOx448ptLX60Tvu/viGC2nt39a19rcuEFVqiXlN+o8gA+Ya+Ye1xuaz6/8lTWSZzFV6YKfC2vf3EwVv1X6TyCE1fY+eC4HL1ldNxTSS7B6M8duIMQkNoG9MI60X1md7Wvq/CNEQHzrupr0o8IP4N8EEgBWwDhoE/Ad5wtkOvXWFkleDUd/EZGrqQF04XsgE0V2cnFstICQPxgJqodZNqA4TpEg+a3Lurj8lMhXt29RIPmZxcKuO6kqAX8ZetWK3JWdNgJBk67VqTmSphv8GmNbZtGEKH+KYLDzjQz107S4V8LBTrnMpUuG4gunG/V+YE5CdXEnM2Jxtf2ONJ88518ltqlaufpz/jMk2w+UqDzz8zRb7WoCfi553BQ4T9BgU3xBeOVlgs1umLBXjHgTNHTUopsRwXV0pSzeCWckUJo+XjamI9F56+tVDNwtOfUIsYM6AiFX0RLns0HYBU78wNowmigTWmOtdVi5aNndj7FO3nXl6+kJa+WvFvgduAxwC4X77MA2KNldzpuHbNdN7gylcbuK5z4USKG4CpaQwlgpTrNhlvlUppAbKnkEJDSBchYN9wnNfu6G0JklTIx7a+CH5Dp2o5hHx6a3J2XdYMB3dcSaF6gTx7buPi+ER0nzJvnMMqMh4y2e/R19y7s2/j5sa1BISUgFDmmL7dbcez7T2DDayM/+XFef7lxXkajktJizFXqFGo1M963MVApmIxka1g2ZKaZVOsq5V5tlKjULNxJdRs56xUVq6U9IR99ER8FGu2CnoJmp524CjWigtFJQOZkyBt1d+pber3y51nNHonlhnnoSOLVC0Hv7GGleBcSrY02z//wisu2fkyo879sj0QHxAGG1yJXLuakTe4lkp1hC7pj6nV8QUni54hHDro09kzFCNbsdo27OIsVLME/CaRoI7f0PE3CqTIQFWdIx4y+YGbR9g9GGN8uczrdiqNqZmrNL5UZnvfRXamepEWxZrD0oUymksJAjJli1zFIh32b+hcibCPsN9A08/BfLTWRKEb4AupdjQd6UKoySjSB727N3z6bMXiy3O9NEoa0UaZt4QblzyHKxXyoaECKPrDEPV8VsmgiSbqK0y6Z4KUEAv6+Nev2bpyjJu3w8Qj5y8wOsd809dYXvZyd9JQmueya0ZGgOZIWCrV6Y361w/Y2FCYfkcwRhdnwjd5QPwCEOQB8Sbgp4EvbuTAa1cYeYPLlZJ4yCDh+Wa+9NwMjpToQpx7smizlHWtoDSKdcKhhVgV2o2gkL6BSMAP1SyNZx5gfmEJN9TD6GvvRwYSPDWRYUtPhLu296x56dNyR5p3eY6MDu0DXcp1myePPMYLUaWJnXfybO91lMplPvHFr1GPb2NTKrihc/kNjYbtUqrZZ9xvVcO9j47JL7VV/ZWXYepxGLldPRfpKjYF38ZNmZlSnZNLZaLBJAFhnn8O1zkgHjJ564FBDs8WeNvOKOGFEwDEAjr37OzjmYkct29JndVEF/IZ+A2NSMAg5NdV2Xu4sDyjShae+DOVc6Mbaszf+D4VRDByuzKD9V538YMj1oMRUKbGzHFkeASA5ZJFpmwxlFgVit3UokLps5+3M/q1aco8h3FzDeHngZ8AngN+Evgy98uPbuTAa9dM1yxqlzpALrSFimWzVKpTtmx6I/7zY/CuZKA4r6pB1gqnUctnyhZfPzxPpd5hFvSYCUqun7kKlLLzFCYPY9Vr1C0LKhm1oF9jntA0wc5+9ZI7HZNvp//rvM2P0qVYt8mVLWqWS6Fqnz+juW5QKJfx2UV8pnbOfVuxzkEYNe99rXLXTaHc1JBAJeQ26Zg2gIRPsqPwGOHlZ9Fd67IxrEf8BoPxIHHfSo60iN+kPxbAOctzFkJw57Y0I6kQz0xkOTTlRbeVl+HUd7zznYcwyp5UCaadKQDRAcXqIISKOEuMXb6cnEifouvJTeB0aDFrdk/zfkvzZz9vYlQJLc1UwR7B1Hn7Gq9Ixd3Lh3/H/fKj3C9/kPvlD3C//CgPiP+wkQOvXWHkC0P/PiwjSqUhOb5QJuw3mFiucmyhdNZSDmsOqFBKRdqUl5W5YFU4tCulsliJThpP9cMNiRq+6jxuKI3UTEwrS8MVOIFUS4typeTxkxlmcm3bvu6ZsDrLKgvRFlLnHbIuXaJ+A5+hka1YGPoFlLYozhOnjF/Y2I674TIZUkIy7OPG0XMIoAilVJJlakv7t8xJmH6688zqIz4CVhGWjm749FGf4KbRJLujNd62/fLx/qUjfjRNUHB0peWN3A7htpbccDYuSAxda+/vdPi9zkcYBRLKLFeab6cALL6kWC6aLOn1Qts/dznQZDnpWMGtGaDUbF9p4Yyny1canFyuULIUmwN2XUXVDd14zk0775SFVw5+fI3f3r+RA69dM53hh8QIxvEn8EsTN7oZUxfcMpYk5De4bXOKuCjB8un+n3ylwReenaZcd4gFOxJTg0lVcG3mqTXpRZrvwy2bU8Sb9EMSQGCUJgmWC0j/bvJb3kpt/iiLw29iRI/QJFIxNY1CtUEtoibyquVweKYAnC50UhEfe/QY+vmG6+o+wok+bt5sk3NivG5H7/lPvKU5wn6DfQMhCoNJbt18ZpNSEzeNJRCIc/PjRfrUBFkvqiguIVTkZC23UjPSDRjYpyq2bmBlnAyb5KsNdCHZlAqSjviIrxWhdYmgCWjYLrYeWqH1Rbw22GdRgS3b5dmpHGPpEKYuKNWaLBSe1rn13vPTXsygKqcQHVIMG76oFwjRoX1OPAKD12/QN3OBWDwKmeOqaZpgIB5gLl9b2x1mBtTCpcnevgaawsOoL9Ofe4mb9u8nWs0pM+TYa0A/N6bzTMViuVwnEfThcAFUXVcbHhDvBe4HtvCA+ELHliiwobDDa1cYOQ2wylwfyfNCVseVYziuJOw36Iv5lSB64fNqP91c4f/JVCzmCjUEAkNn5YDq2Q7INcteS29FvsK1M3g9IJl66mGEx9rtmCHqoUHyMsyRuSKjaWWbFkLlKDUnHmcdrceyXY4vlBhJhdb0I20ImgaBGLq+QH84QNB/jjlLnU5tKXFdiYma+Db68vkNnflCjU88Mk48ZBL2nZmRAlB5JtlxNSHt+B4Vnt6MpuvMzG/2naazEcf9zWOellvNIQwNx5W4jnPZTAuLRaXBOFYNzIbyxYR7SYVjJMMm9lk0I1dK8pUGjYTE7NSMmsLofElfHUsJ/WBCvR/Nuj+LR1RCcROXLc+orekFDI1dA1Hm8rX192/6y1xXjflVyFQslkp1dppVXCRLkR1E8Rgblo/B8E2nn/MMQUypkI+FgsVcvs7eodiGLARXFQP/+vguMAv0AP+n4/cicGgjJ7h2hVE1B9NP4kNNelW5yq5cyahBVc2rQZoZh2E1sJolnJdLFoa2yuRkBBQ31upCbrTfx6lsFVOvsb0v2uI2K1sSQzpICQ1/GpwpTswuMleIcni2wHWDUaIBA0MXHvljWxs6MBIn5Gtfz3ZdFot1/KZGPGiuTLLdKDwSzhKhFdfaEKpZeOrjyjwT3wTpbUjANsJs6914HsvEcoXx5RLZSoMtPWEqDefsK8nFw4reBzyzk95mDDe8lbAvrBgBJh5RE+kGQ3xdVyKkS7bSYC5fY/cml8vEuMZSSZm5tMzLsOCZlXQfri+KoWmU62f2qzWfnyYUJZDjqgWC1tReFg8r7Sa8AWf+WmiOj87EZtdWQs5tcNmi6TpqUzXv+ZbNyRWRdM3JPS3zxDJNE+3a7UuFfCwWLexanptD3rvueAmw5cXTDzgLS308ZHLLWJJS3T59YdUUYkJvmfnzMsLfPjlJpmKxKbmxwJ8rgvvlKeAUcOf5nuLaFUaeFjJfrFO19BU2ZYFQ5oZqXkVf6aYipUxtboVav+G6Pp6fLnBgU3zl4MhNKJv59jeeluwZ9OmMpEKU6g3qtquEUW4CEOh2hUB5Gl+jwGA8wNKiYCDgozcVYbZQpScSIOEJwaZ/qFXAdJUprmmxmcpUGUmGOuhrzgGNCtQL+Pr2QgESwXPwF1UySjsJp1UjqznwJ8j37qLvHATjRKaCRN3fbKFGKrSBSrxr+j08R50ZUIwXzTaCekaWS8uZt9bRUvL1w0oA3Dzk56TdS5DJy5pv0mya26iB6VeLBelyYqnEYrHOPbt6z3h8c0xonr9O64+o6dcMqbGdn1KCeT1htN5qv6n9NDUMp8MHktqiLAQnHrp8mpF01H2MvYalUp1DRxa5fWuqJYzylQa/9/WjBH0624Jl3pyw1fvRXLisgt/UuGUsicgsc0uvQ3j5GeVrXA+VjHp3/DFV7n4NTse4KNMjssRFDPC2VbPwzAMqIGThRdj8WogOkBv4Hk4ul0mGfC16sKtSGDXxgLgD+ANgN+BDdWqZ++VZ7ZnXrjBCmblmCxbReIx0T5iGp3H0x/1gClW8LDGqnLHmyvIH2/qi9MeCBE2dk515OM2VYX5yJVknEAuYxAZMnp/OU2t4E1lhBuolUgvfJalVCB/7IuHEGP54kIMFyWy+iubVKwIlFJp1WZorv4MTOW4aS6ILQaaitLUmzj+AwRN4nmnrnFxPoRQE4orXLqbMfc1mzM3NMdbc5yzMDhJJPOjjlrEkvVE/e4fiZ38RO++3KSyMIK2QRMdSAqi5gk5tbfuW1kGnO8Y1gpRj27ECPTiR/jO35SKi2TqflVOmMAFIF1eqIJZWmPY6aI4DIdTqvNWP8WElMF7+yvrCtZqF5z+nJllfeOVqP+IJwaYlQDeU36604FHzXOZ6Rq6r2qJpuFJde76gTHfRgArFr9suIZ+B66oE4vDYTWtaMgBKdSWsQmFTCa2mP2w9hFKKrXzpmEqwXs3pWM0yfOxTCNfB1bai7Xu3R9ibgYqn8ZoRxRIuXVIoCrBsxaI3uoHF2JXHH6KYuv8WuAX4MWD7Rg68doWRdHFdkEInETRIR/wsFuvEgqaqwGpXVUG24hzUS6eRhUb8Bo4j+eKhGVxXYuheXlLz5VtDCLiubK30VwiJehHLn6LadyNJWcRaOoERHSAZNNBCQXYNRHlyPMuBTXH2DLUXGD5DIxEyyVUaLBXrPHkqgyMl9YZLb8RP2G+c/xTQnJimHkdE7iC3PE+vVlYr57PRAwWTMHaXotrZdi/448hKlvQjXyNUPAmVvg0V2pMSDE0Q9hsMJ4MbXBGuDH0GoO869Vkvwvi3YfCGtvAxAmfNF+mMVJSujeZaNHwJpH75avTomqDHqBI/9bAqVW+VIb0DV0vjOJJjC0VGgw18VnZNQa8JQTxk4tNVPaOa7eDTNQxdWxnYsRYqGSgveP6lNRjchd4eL8Ek+eQBqnNfJVo/QtipK79oIH72m7wY9bOawmD+BaRMA4LxpTK6JogGTKIBo8XAvt3vJRAHk+suRto5bh1CNdTjWT3WOKY59oOHYcs9p99HJYO/uojti+O6DlqzL0MpcBz1XgRjYFfAFyWa7uet+5QG/Nb9g5dUKxJCjAAfBwYAF/iIlPL3hBAp4DPAZmAc+CEpZXbdE90vj/GA0LlfOsBf8ID47kauf8mE0Xo3tmofAfwe8FagArxfSvn06nNdGkgkknz6JmK9ffgrDXqjfkzdM4M169xvvRfyE7DnXSsGVsWyOblU4uX5Ipt7wgjpBTK0XuzTV5nTuSpH5or0xfwr84yCCVzNR35xikgqwqJlIhsVIkmNeDxINKAG4Ork1bDfYN9wnG+/vESmYlFrOAwlgpxarrRWdOstds/qFPUOdKTEqGcJfvujEAyqSK6N1DaSjtImvf2EZuCvzaE5NRXtVsmctSyFBAxdYJwTA4MXrNC/dw1OvI4JpRn226go239ibN3aRCsWDsU5UvOPU45uxa35wH+J6zO12gC+ukc+Gt2sAgSqWVwvAG5qZpah8oP4qnMQ2wT737OibyN+g1s3q7YWag0eP5HhwEicvuJhT0sU62tGoRSgWBWqBFmoBkhUPOaJzEn1rL1Q+mb0WSyvEa0tcXMgSWRg/9lvsJqFJ/9CCbZA7PzrZ6W3KUF98lvIgB8VzNUO7Q6YOreMJRlKBtnlzxIuZJR1Irl5zedfs5UGXYltRcYXEKUFNa6jg6rNa8EMqe2G//T3LJRC+iLEDQtDN9oL3GAShm9RUb5mUCUJp7dCMMnuoQZb+8IkLr1WZAM/J6V8WggRBZ4SQnwNFZr9dSnlbwghfh6V2Ppf1zlHhQeEDzjIA+I3UUENG3IUX8pgoOaN7QbuAP6tEGLPqn3eAuzw/j4I/PElbM9KBJM0+g7g6n4mMxWen1FJgIem8kxkKm0zTu9O2PHm0zjaprJVpnJVNE1FOrVyZ1rMCuv7E3yGhql1rEb9MUZufRvV8Cj1He/AMSMIIRC66eUmtZ3PxxZKPH4y4x0qWwu6WMDg5FKFh19eIhoweI3H1LCWmS5fafDn3znB1w/PrZ/r4N1/T9iPr5712hlpJzaeFR0CJDeBUZ4j5DNJVU7A8a8r7rKzlKWQUiIQ3Lurj7H0BgMfYkNKECVG2vVz5p6HuedWagBN0tRGVeUZnYFRvLMPpevgNzSi5ROE6ms4sC8RbhlLUtDiLOtp1db+PTBwoBWhadazuKVFdc9NDWM1qllYPo7PUukADcfLmXEdZaZaz1QZTMItH6CS3sOD9l6+NdVojxunAYhW8bzixLNEZh/F6tlP1YxRqHt5d2fjvatkIDepxsWGx9h68PKMOn5pLv4ifoPvu2GIm0eTxOJJtWBZfnllvlUHBmNBTENQrtu4aGrsWGWlHY3etc7l1bgrVOr89RMT/NnDJ/jsM1Oqv4JJNu29k8TInpUC13WVT3roemWVCcRb2/yGRrFmn1vy93lASjnbVAaklEXgMIp1+53AX3m7/RXwrjOc5n0oP9GHgDIwAnz/Rq5/yTQjKeUsSioipSwKIZo39mLHbu8EPi7VbPuoECIhhBj0jr20MIPY4QH81ecJCItqfBuTmQqW7XqakSdMAvE1TQxSqoF959YeJHDHlmbtoB4VVuyePnCac9r23gjGQEc5A6FWBZps4PoiOHoQNxDH9UWQHVHIwjPvlb1BOVeo8cK0mlhCPmNFlE7ApxH06YTWCMleKNZYLlkIBH5TX9spGumD9A7M+SM0fHGkL6wcsuvUNjptBZje1s7fKM5DZZlQ9jCO7lOT6ehdZ1353r2959ypjKIDKsGymlVOZE3vKJ7WoRkFE+qv4A21M0TU6V6+iuW4BE3BQCygwuwvYz0jTRPUjCiZ3T9KOmK1TFk9Tg1dE8xZSWzND+UZFaSx6hnllhcoPvh79PtqmAN7MHyvpWFH1Dg1gqeX21iNUJqCfwCnrGNogpOLFU5lyhzwOYBUzzjaT8JUNFIvz+S5U5fK5D31uNKoV/lQV54/pcyP9bJiNzjf+lknvtmi64n4dTYHw4wvlekUTVPZKrYr2dKTUmwNM8+suXhsanl12yVUm6dqLBFJb1L+sMWXVLHItdbzWjNYokbFMkiGfNQst/WeWZjMNeL0iAgtkiRNg6Eb1P+zh1a0Z6lU5+RimWjAWBE1ex4whBBPdnz/iJTyI2vtKITYDNyIYt/ub87JUspZIc7Awq2i6gCqwP86p8ady87ni1U31olhYLLj+5T32wphJIT4IEpzwue7SKpqo0Zclri9XzI9n+WUVIXqWgj3wtb71P+VTDvT3IMrJZoQRPwG0UCHQziUUmW6A6cHj7SdyB0T7OhdOFJy7PALgFp5S9dB07SWb6kzLFfXBI6jtKXmai/k0/GbGmG/Qdhv0HBdjs+U2DsUW5OtOBlWlUsz5Tr9Mf/aTlFNB1+ISsPGMSNUN72OqFGB7a8/TYicxum3b4B4M6pKSkBiVQsURYx6Yhd98oRa/Z0FhueUPzJXJGBqSjs6m1/Briuzy+JLKiKpqc11rvybdEBeYUOv49dth9/Q2TfsLUiWM1h+g4LlYDk2l8udfGyhhG07OFKooJrsODgN+mN99Eb8TGWqFEffQKJ40NPkV/aNU16C6jIyOoguwN/IYruDp1dgXa9/TzxI2ICXFus8cXwaISAd9bFlzFITamEKov1ETJetA0mi1iw3pjQiQb9aH58tkCaYhE23ANqaY2zDcD1NDYgHDOKJCJOZSuvyM56pPBow2JIKntGSMVuoMpGpsGcohqgUKVkQGbpBldsAmHsWhm8+vQ3JLZAdJ+HXCfsNTi1XSITM1ns2ma1QqTtEbbctjDqjOVfVWDq5pBZT9tk4n84OW0p5y9l2EkJEgL8HfkZKWdjQgvAB8Rxniuy4Xx442ykuuTBafWOrN69xyGk35EnvjwCEw+GLsxwtLyDmX8AM9WBozcldndpxpRI8WkCFvM49p5yRHY7uFq2PEC1TCaBW5cnNyq68zo0tlerM5mscGI6jaRqO7VKoSTUwpU2x5yb6sk8wkhxARIcImDpj6RABU8f0BKLt5YmAYnToHC9VyyFTslguKTbnlkDyJppkIMUtY0k0Aa9brzxDNQfFWbJaGikMfK6l7n+NSSJTsXCkpD8aYL5YI5vLEC+daneUlEh/nHqon6GwhIq2sm7OOhPgiYlJEqJEvuinFk0xFjpzDgcAs8+qwnMretx7WJqpVuiBuNLasuPtycRdXzNqCn5XSjRHRWBNZi22Ji+fMJrOVdEci+DME5C4XbU9volGsAcB1G2HqYpLytdL2CqddrztTwECUcuAGIVAGsuWavLWDJh/UWmHk4+rMWwG2v3rNMCxEH07SeRNti+VCft0kFCo1IhqtH1wjoVh+ukxDbXo8oXXzsdZC80y3hdSP6tWUBq8U6fhuri2wy2bk61ow2bpFleizHMZRTq7ljCK+A3KdYfjCyX6qw1CvlULu9I692UqstZoyM+bdvfy3ePLvGZ7T4tpv1J3qAf6VgqXzAnlf9t2n7dAam8T3jTpnDfR5MYhhDBR8/WnpJSf9X6eb1qshBCDwFr8SW+/0GuvK4yE4IucQdJJyfed7eTr3FgnplA2xSY2ATNnO+9FgZRULJtlq47rOCs0EFdKNUGWl1u28NWDVaL8GZuSwZUO9qWjil5m632nZXQngiabe8LUGy5LxTqOlGhLx5CaX9UzEhA0NLb0RQjVTSJxH3hMwzs8rrlOLrpOjanRMbCb2fUvzhTYvylOf0yHcga++7sQ7kH3RXnH7nehhc/w0lezUFqg0XM7omiT8PlUSYA1kAr5GF8sM5evMZwIkuok80RpRtIfY2HkLfTE61B6qZ2f0syvENrKCbCapf7s32OHDHptKGx9O5QsdR/pLW0Btnri6nxOK1a9Qjmom6ai/JSy7bc0o/Vf9EzZ4pmJHAC7ExHG7SGCYgJ5BgF2seFKiZCqdpEKQ1YBB89N58lXG2QrDWo1B6uQ4aaE1V5xN48PxFkYfhP9CQt2v5ktVpCAqUEjpBKAKxk1XvPT3kKst92/npmzRpC+qE7ddpjN1xACookeKGTa/e5Y6GaAuqMpS0PvdUpwXo48o0pWkb6GeiA6wKmSxtTi8ooqvbWGemaykyxX/XDa6aIBlaAaMHV8S378Wg2O/QskNp+lHR45bHKM8nSe/lgAv9lOx5BCw9UDKxlUGlW1NNf0Vth+E82F5tkony4UXkDZnwOHpZS/3bHpCyjOud/wPv/htIPb5rnzxpk0o9/yPt+Dioj7pPf9vajwvjPiDDfWiS8AHxJC/DVwO5C/LP4iACTVhstM1WJ3zODApgQLXj7C1t4IVKfUyqkZCbTKpzCaCjEYl6TCq9bG0stlmX4SRm5bsSkZ9pEM+5jMKMoUV0ov2TCJFD42JUPE/QKWT0DAwHEdpOOiCaGi2jRByNTp82ovNcfmwckcIZ9BLGhSqDZWCKZ23aQZqBUhtQ3pNLDLixjBxPp0Qd7LINEQrqNM4+tUAbVdlwObElQaDm/dN0is4S2ctryuZQKSgO2L81JDo28k0fbDVTJKS4n0gdHXngArGQKlSXSzF02EENVlGNgEpRnAhnDf2n4FuVoQoq6l+9vOZ8OvnqemKfPrtjesm2cCK2mXbH+CasTA8qewk+fJVnAekFKiSVetzlv1mJRGX6o1VE5W32bs4lHyNft0YSShHN+JOxqFYJKBIEqgLx5Rz3r5GGx+neLxcxor+9djv66Vsoxkj3HD3vv49skit29NEeuLgpNtB4BEh6iXXWS9Sr3hdEz4G5lIxcoKveeK8qLS0KL9rSAITRtiOlclZOokw75Wfp8r8caAAaN3rsnLJ6WiBxtMBCjmNSXAnEaHoFjnnsqLSgAnx1rJtk0uSleCkC7B8gS2c0P7mEa1vUDbcu+KfmgOv7NRPl0EvAYVgPCcEOKg99svoITQ3wghfgKYAH5w3TM8IIq0O8YHmFxo0quUfBNACH5ZSl7XsemLQvCts52Y9W9sVJ1f/gnwZVRY9zFUaPcHNnDeiwOPL80VBqGAJBbxU67bDMQDauBUmvQGTULTlQOhGW5tOy4SOpIOveewxqrZdlSSYlMAqEGmdKyGP0ml/z6SvjDV7AyGJjg2k6eczzGaCvH8dJ67tqdbAg1UBN1YOqSofwzJrZuTCCE4vtg207QWU8GUx668SCOQ5LszEKlkuWXzOo5i737DE19HN7azSJ1e3zSkt50WrFCz3Za/KuzXoeZNTM3y3qN34NRtOL6MZbsq0q2JUEpNBHZ1RXCEDCQw7ApGcQotsZu6mVTCcPQO5XDffDoR7Yr+b3dwe0FhWzD+sEpGdB2lGWkaaGcvStf6v1FFs6s4ZgTX2ECeUTmjzIaRnvM2P0kpcV3YmvLTXw20/V/SRUqIB32cWq6QKVnsFwbx5u10mD99eoiU38FYfB6SQ8yXHbKT44zWLUI9oypJ023A9jdAYRque0e7vR7fXEWE8NGgx+/SHwu03gFVoMsb77FB9rkLHJ/OKy0kc1yZQjt56tZDpK8j2OQ8ONlCPYrJvJoDq4wblmi64PhCid6on0TIpO6FamtN7UM3lV9xDTTfHUPTkEJvL+zimzxtcmmlr6cJ6QVALRxG10YBCHimcldKGr4EppVbyZzSqLQXaKtCzB0pGYgHLn4BzVWQUn6btV0nAG/Y0EnulyvXQQ+Id6HKkJ8VG/EZ9QrBVik5ASAEW4Azc49w1htr7iNRNdOvACSOlFRi26iP9pMp1hhNhSjUVEnwVItrR3VRoWKxXG4zLeQrDRwpOblUQkrak7p3XKlaZ3FVhdQTS2Wmc1WuG+go7+ANZqFpHFmoIiUUl8pEAyZa1F1hPhSrujMd8ZOO+MmULaoNh0LNVmUfdA2/qVFvuG2ao2BcTeSaibPptdjTNrkz0dfL9gpSSJuGdMEqr1mAsNER+FGs2SSbq+SpJ2DTraCbK1ghqJfUqrQZvrr1HrUy3HpPawKURoBc780EAg1qW96ORqRNyumPrT+xS1edN7nl9AmwM4BBeo57p6Fs9dH+dRMzO231RuZl4svzlGNbEeUGGOH1AyqqWXjoV9UY6r3uvHNnWi7MZu1SobX8Co4riQYM9m9K0Fg6ye19EcI+lD/jkT+CyACYfnr3vovePj9kNfLlGp98ZAanWOKdhacZrWYJesS4xEeU0I90vOKevy3qE8iIj5Co8/rrhlR3Tj6hIvJG71Bmshc+RxjJYC5PliTSriEi6wdftW/SVULbE2r5zCLfOniYRSdKIJbaGCdbOAV3/rSK7Jt/Dik0NOEZiqUyZfsNnS29YYYTQZiZVG3PnFAsK6s0f4GiAzJ0QTmxCyeRg+IJlSgd6VV1y9akkfLGSy2P7VfPzHJcApqu2hFIsjVikU562piUSptyGu0FhOFXQg/YPxzHZ2jnVyTzSuN++XkeED+/kV03Ioz+I/CQEHiePjajKvi9shEZoNoroKKzXLI4Ol/knl29jC+VqTYc7oh6TnJ/lFxiL198MYdPzhOyc7zuht2cLJvUGw6moa3M5ZGSct3mmyfnmF2cI9TBNC2lGuCGpnU4QyUBU+eerTGeePppRHRTaz980ZXCSKhk28dPZtg9GKMn4kdKia4JcpUGT5zMkIr42NEX4Y54mm8eWewoUOm2HMQyGOesrO6eMBqMB5goi9b7lalYzOWrpCMB0BRXVtN8UK7bvDCT50AqQcz0fBHShaVjBHST0XRK1WJaOKxW4WN3qUlIul7BsvZELRtVHCOMGw6wY8zTpMpLK9q2JlJb1eTfOQFOPKbO3QotlmCG1Yq/vKRW72ZwXWG0Is/IcZBCZ8iZJllahqnx9QMqKhl1f8Foy2x0PsJIr+d4fW+JIxmHp60RbvKFlUlNCOTJDJoQxAIGRkBpqASTqo9reRXq3rx29iQA2XINkASiSRa064n1bCcY8Y5Lb1N/TVSzcPJbIF0GOQW6DktHEc1gFtdW/a2bkB3HmT1ELn0j0XCYMDZTZY344gyxWPTM1V5dW/1F+qCaxTr094SnM/hcwaR8M5lKz8a0o0BC8UpmT+Laqvqx6yj7Q9VyGE4GiTTDo5s1l5oM46uEUTLs47U7elkuKfN9axhUs8rsu/XetdvQ3NG1WxG6S6U6m5Ihggbc1WuB5WsLskoGll5WbchPqgVEtL8ljFJhHxPLFbJli5HUVV5d9gHxno5vGooSaEPOrrMKIyn5ZyHYAXicKrwkJWtniL2S4AvRCPYQyE3gWzgBcguHpnJky17UjHSVGcfwMWXHGJ+b5K3iu7iNCtahF9GGvxdhxNCEoNFZhjU+QnF2ivl8hVzAXpHH0wwH74366Y02+Z6VnVyg7MiiFkUisXr24oR6kdVGu9qBtzKyHUnDcTk6X2SxWG/VtAHIlCyqSYeI3+CG0QSRJklq54S6kaHRswuiA5gTjyIMAyswClqWVMhH3ZFMZips7Q2TCvmYylWwXZdTmQpzhRoTGYO3j44QaxxRFyvNgRlEM1Pq2rqpVpWwZj4WgG5XuWEksbIoWlMInYllOzakVpjlZbXSb17LF2qvYKt5mD2ozrf4kso3OoOAi/pV4AlAPK8R6I0QNDWMek4V5/PHFA/bamETSqmgDLexbn7WWdHBAh3N18gMfO8KZomRVAhTE8zma0hpq23JzUr7bBa9S4wyWQtSnC2weyBKMqCjaYJsoYZrhgkP7ICBLeqExXkVkTh2pxIelQw06sjEMM7yCYyFF3Gzp1g49RK+A+8hJR2oFpSZLxBHorE8N0k9nmAiU6eQfYFgo8ANN91JdPQMTAzN/g+rwIkwNap6BLuWw9/IboyTrVGDEw8qMyzQF/URj4U4uVSmWLX50qTS6Ms1mxtGktyxbUg9u/zUGZ9/MuTjtT1FzOKcGl+FaUWPFDu9TMyKe3Ft0hHfynpKdh2sssppXMizbSCpam1F+rxzz4BVANRiynUli6U6E5kKAVO7+oURvKPjfxsVX/DOjRx4VmEkBCHgZ4ExKfk3QrBDCHZJyT+eT0uvBuQrDbK5LAOGxbZNQXITxxC+MapWh3OzZxekd4DrELayJOwlKJwgGAwTNgfQaxlENKYCXzpPHuklNHojhWPPka1YDCUCrRdpTY1++xuoWDYvz3iainRwhYHQNDTa1WFB2bmbAqkZTacJQSJokim1GQSOzpWYC9Y4sCnRvo4ZUn+N6sbIUzUNdD+5qoVre2XSpUux3mDPQAwE3OuFhWcqBpomSIZNBmNBFjPL5MsuymOpTJGlusN43qt1o/s8Ek3awqhZ/6lppvAy8EXPTubyNaZzVW5OeS953971210vKQ662YPKRBjuaWsuTTNnLQeNOiSGVdJrvXhGAbeCWLSmY5sBlgtVhBEkXMnC8sm1STGDSVWATbCy2OK5cLBVMjQqeeZEGruWw1cYB7lVaTlCZzg5BigyUMd1W9n/+CPKdNa/D6ID1IsmDdtFCEE8ILh3Vy8vT0tuCacIdzKyLx1VfdGcUEMpyJ6gkJnhZKbBSCRJMjFGdiZDNLdASvP2zZyAwetpbLqdTKWXWsiPceTPGKlOgFOnkN95WlDFCjSvV16C1BZC1jJ3hxu8ZPRw/YFdG9OKmufw+iAdVtGo40tl8rUG+YqNrivy0+OLJW4fiyCaz32NdyJTtpjIVLhuIEqgkVda4eD1itHDaSgT5dANp9NO9e5SjA6VLL2RZrCROn/FsljKVMhVLNyq984GEur6hRk1TpvfURF0z3kl4s+JFutK4X553n7/jZjp/gJ4inadiikUI+srUhjlKw0++8wUtZnDbDcXuf2216gpSrotDceVnpEeDawKoaWD7BlK0GPDQKSB32fQ8CdbwmHF5G6VicRTbNl1PVsF3NORx9MUHsVag6PzJXb0R4gFTBq2ZKlkkwZczWR58HX05J4kkSwRSV1HPGiytTeMJgSaJhBeKLeUSkBt7Y1Qa7jMFaq4rgpf1TTFtBDyGUo70g014WdO4PMGdXB13kQnPDbxeW0AzbWIVmYp+3QeP5lBF4qFoHlfW3qUhvQPB6cZXy6xpfAcqVgI/AbNpNcm+/eNowkV1ec2lAmrUxh1aAFOboqZ8B4im0apVRtkyxZOQqIL/cwVSaeeaCdxtkK7QWmgQlEFIeHlr6nIvMSY0gDOIKCbgSeulGh2g5ItmMjVGOuJEB65DYqzKpR/LcHSbEunIHr6E2phoOnr+5GaAkvTkfkZGuVZNF+AQOGkamtxHjSDangTuibQNYGUriIJPf6giuQcvUuttoVAForthZARIBpw6Av7lFlPiHYAQzNHqYP4tDxwG98+UeRFc5A7as9xc72OFDoNfxKspunUAbeBa4SoxLYwFCxyXIszbezgOucQcXl67tMKNK9XmlcF6wYP4CvmqIbuIZToOX3/NQW69wyFBrpJzZbQcLhpLEmxZvPyfJGp5Ro9ER8Rv4GcfBLR9MOtoRlVGw5LxTr1njBL2QppvyTYeZ3KkvJxrRZGugmhNDh2Kwii+Vm3lE+6mNhDUHjHOXXl0+29DuKbKE2+QCFbJpxqtBj64aIkvV56PCC2AP8O5c5py5f75VlTgTYijLZJyQ8LwXsBpKQqVnvSX0HIVCxylQZxQ2MiU8U6tsyNfgdhSpzOonX5KeUwjw5Rt138oThsez1+XxF2vwt7UQUU9Mf9JO2OwTj3PK7rsD29g75kbMWKrj8WIBEycV3Ili0VWTZ7CPQEUpiE/Doxv87+/gSRaT/BoEHKq/LaeZ5aw2FiuYLf0Fp5Rw3HJWDoVCy10tOF4PnpPKOpsIrCseteMqjEL1zeuOcs5Q9K81AvUkseIKDPEXIW+MLyEM/nsmhCnFY/Jx4y2b8pzuHZAncMaoRlGbS0l02+6iXyXt58qUKuUKCnbqtETQu14vSFcSODTMl+NpXL6F6ulx3uQx++yaP6WS+ySHaExcqO3zxhlFDRTYy9Rv2++TXKp7RWzpA34U2UfYxXfJi6RsrtY6nsEKKAdF0Ie36mdcLeCcRV3zexeFQFTAweWN+PVMnCQ7+ufBrBBHbPLiq6g0xvwykuIoXwnNmSx8cz9Mf8is3dVIsNXFu1p5JR39Pb2vlJyc1gBhmI28SMFDTG1L6FWSXIWt3YfmZF12RS9hHo3caMOcTmfsFS1M+QPw6BITVWrDI4KvlZagbx9ACDI1tJN2qMRWME4mfRAFfnh/kilHwmbiCuKIU6UVqC7/yu8od1lrRoaUYabH8jz55Yxm8VuWEkQcDUuW9XHwcnc+wdjrFUtBRrtuk7/foemknltuMyk60SiVQJHv3Kque1hoAozqs2jN7O0Wml1bRqkHkWAd3nb6dgNANzenaRtwSPnVjGlZJMZYZ7vBwp09Cw3dPbeBXi86iUni8C59TgjQgjSwiCNNeXgm3wyvUZpUI++mN+qkWXhWKd2ck8gXCBHXeEGC9Igj6dnX1RyB5SEV7xESU0dJdafCckXQin2KWrSLTo6hdFuhj1PNvtx2j0rIyGbPqJCjV1rCslFKaRIQNEmsF4iKhWgeKLIBrYjoPdcFoF9QKmTr7S4Oh8EdPQKNVsbtuS5tiCKrB242iC52cKNGwXXRMIBPP5Ktt6w4h6SZmnNt2Ko5nULRu/oZ9WBbYZTttbtYjoGlK6aF7dl7LjIxnyUW84KyLoHjm+rGiFwj6GfFUCU48oG3ijqkK2NR0plYbw3HSeu8fSVFLX8+UXFxCNMoPZDLfwIuEddysfzMJhZHIbggbByW9ibVG8aa6L0kJKCyvDw1f0f4cwak6ooXQ7u7+WV85nX0j9Hkx65clXra+qWXjsI1AvETKH8PW+EWEkqQd7aTgWRTNMvTcCda9SaGdRuU4YgZWCzhdSWnduUt3DWn6k0nyL9QDXBqlh+6LEo3F0Sp65V1HGNLVtNcB2qXtfPqbCm7OeFpXehisl1cROdc+u8ilG/AkgoY5V5oGV/djsirrFckXiizkk7AmSboLj/p04LjCwS5ldF18CX4RGbAxZMdBCSZzd78TOLxAIzCoHfd+eVkLzaVqNGVL+ovJi69p120HXtBVVWgF1X1ZZCZBOgd5sc9OULSWaUBRAuleKpD8WIBnytYQRhl9ptacxvLdPZ2gqclF6puqVgnON+bY4o5ggEqOtcwwlVBqA6wmUWOkEeZ9nuGyOHd1kqVTmZHAf0YCBI2UreMJvaFQbly/J+gJQ4375++dz4EaE0S8C/wyMCMGnUPlD7z+fi10NiIdM3rZ/iGPaFMdrEczhNG4xgyslvVE/Eb+htJBlt5Wh3xv1M193qUQ2QV8EpGwJoYbjtgQFQLOC7FS2Ssaf49btbZNSM/tbE4oF+NRSmXDdRnq7VDe/gQAFqicfw2/oLGTLHCkssbknxESmwuuv6ydTseiJ+hmMBTkyX/Si8iSapkK979nZy5PjGYQQnFou87+++CK/+u793L+vXZGzWGvw5HiWSMDgjq1e4mY1S3F5nq+ON6gZUfpy87xmS4Lo4tfJNQwKeoN47RTj1ia29sW4a5synUiPyULiR9cE/uo8rnTR48NqMq1kYPPd2GULTmWxHYlrhFgWgky1gk8PE/IPUWxYhJs0+rofHBfDKSOEwBDqBXaK8+2S4uuhUxg1J9fhm9rbTz2ioupafiROY8oAVLvrBTCDuK6Dr57DDiahmkezVZE9afjB8o511xFGpfmV30M9ypcTH1HCYy0TXSit2lQvQiiNY0YBSTqoEfNHvSSZdtKrAObyNZbLdfYGvHG48KKasL17jAYMSA/A9FMwsJ9aaJByrUEqbCI0vc2H1ix5bSiNIV+u8+SpLH5zCEPXuGEwQcQn0BseDZaUbVOkP0ZirJe7bIeAoeOPppmzAshUBPHHdyiN8O6fgcc+Cr6gWiA0tRrdUPddXmz57xqOpGG71BrOSoEUaufMkY62BbruUyH9vjDMPINZMtACo0xmKvhNnZgX6GN6qQ8ttvI1qLug7efRdYHUTFw8zTG9A6oZJfTXMu9KqfKGTj4MchuRgL9FcOr6Y1QiYww5MzR0T7g4DZXPKARBn85UVvl1t/WGiQdMFgp1dvZHT0+wvzrxezwgfhH4Kp1Ky/1nLw20EWH0FIqF4Q7U+uk/wJl9kVcznp/OMZOvsT8eoBALMOVPUzBTjAo/W71qr7P5KgPSUatPoREPmsQ1Dbc8B8cnYMvrWKgrnrj5Yo35Qp17djbNVpJMpUGxZlOzVpYleGmuSL3hMJYO8+SpLP0Zk0o5w/Y9mwmYOoemCoz6i1QWywzGg+hBNdAdt02umgr50IVgNl8lGTLZPRBjuVzHdVVodTP51NAEX39pAQn84YMvc3vfVgbqNuHFlyCsQndbhcOqWXju77ByefqWHGo7vw8pXQqWi0SguTamT+O1fRYGMe7Y1S7yZbtqxWhqGqau4Wp+pBRKaNSLirQTCJhaS8NzHZu0m0XWy5yqagxGNKJ+rd2W7EmE45AujSMCt2BqEAkYCCvf7kzXXVuIINVklNq2JlktnnlrhdBqhtXGO+iOmsm41RzSl8QNphBCEJx/mrrRQ8OfQhRyMHI9HP/GGbntVkDzJt3+feubGgNxJbDC/ZDeDuNPoWslBK6ijQJ1724zKEZQqjcojz8FPd4z9RJVFSNIg02JIBgFxaUsXeYLNcYnJrk7cBx99I62MAr3eLlc6hXPVCzouY4D6X7mGz5sL2TntTt61cWP/rNq4443g3TQpdOaeGMBg0TIxJl+BgOwTzzM7JYfoC87jT/eq/q8qdU0am3B7fVl2VCCerlsqbygJmLDqn/8MeUba2lXgXYhxdICoqGiXZts96auyISHEkGGEkGVao/nLwulTtNSDV0Q8imW8mJyL1asDOUj7TSEdSsEewLKKuFqFqWGTr7aUMn0moEbSDBgZNi8yRufzerDqEXDa3sr5AslAtEUkYCqQ7UW+/5Viv0osoPX0zbTSe/7GbERYfRF4C1S8iUAIdiNCmDYd15NvYLIVxr8w8EZkJBNhrj7xnvZ7E+gAS8vlOiNBihUGxxbKNEXctF1k4YrqaSvZ0c4ijn+ME1OsOMLNcJ+nYCpr8ozclu2YN8qk6krVd5DvmphGoLBuB+3LHGFxt3be3jsiUcxairk2YkN45gxqCm6neaQj4dMtvZEmM5XuXt7D0Gfjl5VWycyFUDy4EuLvHnfAI+eWGZTMshUtsrvPnSK+yI5vmcnYPQCHRN1JQPVDGFZo1ByefnYSfbHJbGgn34zwosZcKgxEPfz7q2DnMy7PDuZ4/qRRIsHzzSUE70eHqJ2w/vxyZIyVwSiMPc8oUCcXQM9vDhTQDoNYtnnuLlvgPlcmdckS4SbtvtaQWlGgQiyXkG3isSDOndsjcFStqMz7bWZE/r2KGHUrD/luircN71N+Us8jYLenW3TXWFGCYBOYRRMwsD1UFkkl3wDLmF0AVIq5oYdoSJ9rgXGLmXm0zY4WUR6QbvhjKHECA2GbvI0JEMlte67gQWR5unJZW6p24SHb0ZKiTy84CV2CjSrDHoYoiOQm1CCz7WVL8gIqFIJAK7jJVDLlu0dI6CYLZpapBf6mQoHaMTHmG+oJOdY0Aey2joPoO5d02DmEMXcMpn+OxhLh+mLBeiLBeCxr6rd5g7y+GSZfZkqo4E6wVhHuHu9oBYivbtUu6MDVK2maWuV9mEGYO/3n74YcV1aFD8IyrUGhXwNTYNY0GQkFVoZGp3ersbA1BNAu+xGJ/PDXdt7lJmeNhcspXklSLe8du3n19lcL0BnKlshHozT52/Q11uFUkd13Ohg69quq0rLl5ZnecHqo1hTJWEqlsNkpsj2vsjpZsurC+8GtnK/XL9A2DrYCBHUr6EogMJCcDPwd8CPnuuFrgY0EzQHEgEsPYjlT7AlYpPOHUJvlHj6VJbJrFpRSldxl00sV/jHYw0WKnqbx80zxWleJMeKXJieXVQjnpN8lTBqJrMOxIJs741QtdSEGg+ply5QW0Lzqkc68S3IuPKLuC4rqEPiIZOeiJ8Ti2Vemiu0mBk0Ifi/Dx7nN79yhO/5nW/RcCT/9S27SARNvnikzM8+leKzx12kXcew8gSL42oCCKXAKhOwcoymI4wMj3DbPW8nsvV2dN1ABONUErta9161nJbfq2Grezd1jYjf4LqRXvzD+1RNHV/EyzOaR9ZyLaEtNQOsEv78SQbNkmeT9zrIFwJ/DDPWz9aBHuLJVEd+UUd/rjKL5SsNTi6VyZt9alVfnPcKuknP9+JNnE3NKDHangjtmioL0Kxt1IQXgdjb189YOsxYOsygv8GucIGUYaELlO9ntSmu1UavvT07V/4+exByp9Y+pnnd0rwSkq2othQEYjQCqRVcebsGoqQjfjUWpYMbSLbybPBHldnNafD8ZIZjC+1IOdUNnh9ECCUERm9Xpr0j/6R8c0A8oHN9n8H1gxHetn9Imaely4nFEqeWi+p8japi/a4XyVvuCjoqpIST38QJJNGkwxY5zVzqVvK9t66MJGz593pahLbNSLLTLGF2HaoZ8qWqeuZNJpFqVhGZVrOULYeZXIWXF4o8cnyJYq09XvKVBgcnc1TCm5Qm2FHltskw8u1ji60CgqYuuDe5yJBYVuOmONtKIF4TTXMnMBgxV96DR0Ccq1o8Ne7RY0X7W4E1jpRUGi4+HSIBk0rD4aW5ArWGw1y+trLMzdWJZ2k5Is8NG0l6/ZIQmMDXUOa5d0nJy+dzsSuNVMiHROUPbAlZpF0DnCBa/hThSpFKdDPCVBOUM3oX5brDPz12isLSDP9UWOaN4RJbe1R9nObYEkKsfFmi/ZSDknK0ga75V1xfVWYVLb+VWn39ILaUPD2RxXEFUgNX8yM0AVKtqmzXXSGMTF3DdlxMTaAJga7Bt19eQtcFXzw0y22bU9iuy0A8wOu293H3jnlms2UOThc4VTYRlSWGTjyMowVAf1FNCgP71WTCLSRD7XD0hZJFuaIR9EXIli3GJ5Yxg/F27pOmogSDptISh8yKNwk326tCuzOVBi9lvMmrXoSJx4mXDBAarn+fIiuVnolt55u9hFU/OHVqrs6hkxm2ixopUA5no923zcq10YBBkjLfs2eA2NLT6p4iXtRgy4/kaUb1ojq/4YNv/ArMHVKb3/c52LbSotAX9XwK5QwsPwXVXrKlCvVNNxDTDLWqd7zSISuf+OmDsDCjJlP7DAtH11XtM/zgi5BJ7GN+ap50wkK36rhuEnKTCKvEiCd4chULIV1cNLRGTU2IkT5lzgIa7gy+Dt5EYSjCzpV9g/KpQWtydqwyjePfIr39VuKhHmj0gi/McsnCcOuMqZ2gOAeALf3oHRrLs888zvXVDPbNH0Q89eeUjjyIO3QLkdiqHKtmvk9RJUiTn2KfPsuDduL0vLhqjvLJx/nccZ3jYoTdgzHFcuLdX6Gq/LGGiLKtN8JSqU6h0uDUcpmMx2KwVKixJSpBj7RNlDQXrJLBRIDDMwW+c3yJt+4fxLAKyifVv1flF1WWVV/17z3dHDx0o/IZnfoOfWGNcM1o3cNysUpxqUwkYFCq2diui8+qqnN7lZ2DPpOyBtmKhakL5vK1VtL1ZSBLvVD0Ay/xgHiClT6j8w/tFoI/YOXbFANOAP/OIwz+9+fd3CuEeMjk5rEk0YDJzb5JosWXwdiMMfUYCTtNJHeY8vZ3UCOMlJCpNqg2HHaJCYqlONNWzRNGsqOe0aqVWzWH5TjU45vZP5xYcX2J8j1LKTkyX2Q4GSQeMpnNV8mULOJCx/LFySQPMJw5QlTU2dl/OwFTo9FhqjB1JQAtR61wv3Rolr98ZByArT1h3n/XZrb1RUiFfdiuy5t291Oq2yyWTzBXaxAqniRcnqGU2KlewvKy0mJ8EZyaZ7paPAq+MDOiH9M6RU85R10IciWL/pBoDYxoQIV0gzKnVE89jRHtwZ/yot2kbMZhAnD71hSh8oSSYsEEopJB2nU1cbqOF1WVphYe5thCiZFUP35Do1AtYgXwkndXOpxblWslbK89TXFxDzHRvPbKCCv69yqBMP5tpbFouqpXld6pMuuf+DMljJTKAKmt1BqOOjw/B5ZNI9FDtvwyoXyGWMLzFRbnTxdGzcl+6WibYqdJBLoO8wSgJjLpqqhBTaNer1GffgFfPUqoFMBxR6CaxS0vU45tJ2DqGLqGqUsVvXjiQRUgERlon9N1lBkkEIdwD8LyzHTNZ5ObUIKgqXF6bbe9UGStSd7pmTK1cgbpeAJEb5tLHfQVPISJia8A4N9+D9kTj3Jd/TmMkTcRCa0KGmj2Vea48qXlJtCamnRzn2YUnmNRrNs0SjnifdtwpKKligdUldm/fXoaMV9hxjHoi5QYTYW4c3sPi8U6xZrd0iL1U9+Gkb0rhJEulMk+V7VouLK1pJrMlIlGBIkmfRVSRaeu9Rx1A1DRmjVpeAnqalPNapCrNgjseQu58RzHF0tszT5CuHcM+vcQ9hlcNxgnkGpwy9BWKnWb2XwNv6clXo6aRheIXzzfA8+kGT256vtT53uRqwVSSgbiQQbjAaJVHWoaVHMI4WIFe9HtMoFGlrwRRi4cJm3EaDguNdvFNGRrQGAEcGUZgaAn4senay2th+knGXQS9KW20BtaadsdS4UQnkO1UG2QDgLTL4LoA3wMJMNEDJve0STh5QB+u8Fo+nT6jyZDuO0oHrxPPjZBNGDwvjtGec32HqqWi2nlmJlfQITS3Djah7BKfCWuMZm38dllhmM6+DIgEm3OOi9BFVCVO8O91GKbSVJnKFLlePQWnKWql2B5+kvhOA1enlmib8sgQ7rpmVxM6Eh6FUIo85juY5Q8k0gcPaAm3lBakaUCVq3BXK5CX9AhFFXOdCu+HeKGcjhH+lor0njIRBOCXKWOpgliwQAq8EmuzD0B5Tf56/fCm39dJRm+9GW139bXwcJLKhm2mvPyhiToBs9O5vAZGnotQED24C4sYQoN2xehVLMolWpEZJXI6pBl3VRJtZ0muaa58EzCqHMNaFUQnvnQEBKErsx0QmA7No+dyLB7KMZwIsjwts1qIq9lldDxhWD+BZW35Xq5SaltEEqRNh2CmwfRbVNpYI1aR1FC2pqRx3JtNMe+J+A1IbCF3o5e82CjAlWQEr72Pxk7+AfkYtdhmD0U+29l05G/oqq7p4e0d44np4HrSo4vlRjYGqA/5ofCHHz7tyE5BnadaHAITbCS5cQpUazbVCyHRv/t9PkMdg/FODCcIB4ymS/UVOK4UPfnNnPSRPt+DV3jlrEkQb9OLGC2Ek0XCjV0u0Li5a+gDugIhFmN7Cl13pHbePrYErWG0wpAaNbAqjZcnjyVZS5fIVNY4KbEZqKoRPRgMgLFIsmecKvKa9NkealrGl0w7pffPN9Dz1RC4q/O96RXK4QQ3Npk1656qk04jS50xnx5Jh0/ifQgm9Mp/BOHCMQ1DgwnGA6nCEVj5KpR6N8BvhA3jfkwNEHA1Fu1SgCQMBgR1BcfIefsITG4tbWpL9ZeDWoaKgGutKCc/PjoS0TwV+Yg+xyYJk7doVpX8UuaF/YJKuKmP+bnGy8tMBgPMpGpcNe2ND0RP7YrMaw8scOfw1etYQd7GB66H5cKo0aWQwUd23FwMDFjQ2h739V+oeKbSFoxdN0HNS/02WmguzXQDMWC7EUYxbx7PrZQYjpX5Z6dvRi28rdZukc6OnKrOq/uQwo11J6ZyHLDSILobf8GWcqycGqZqK+qQo47qulKCUajhH/iCYxttwPKXIl0VJ0pw98SRhG/wS1jSQZjJnvLHr1NjXbYcXRQEaMCTHhmqMlH4bq3wtTjajLtvU4RbJ76Nrz4D3Dgh9R+i0dwjduUAA6mmNn6w5j1LLYZIRRLcfSlhxBuHW0my21zhwhWp5VjfP8PeAKpmVTpjbemOWq9UHBv32zFot5wCOUyqpYTKvGxPxkmaKpQ7OaCoKWIbLpZ0SxlTijCzeggZCfUteQuqr0HlFmyUSNgBgike4Ce5stxWhsAHG/y1JoBGosvQX4KLXArjuZT0Wt1z0cUTFKTSUxdKM3zu3/Aof538kTkPjYdW2AwuoNRaSOLCysTgUGZU11bnd+1FYdc3SEdNFV03tQRLwTaALdCmAr37Bwg4MZ4634vurPgEvUbOAgKlQYDsQAHhhNUGjaFTKPFWCKEQDS1QqGvqB8kBIT9BgNx9a4Wquo5iWbitOqcdnDIWoEohRm13R/Blz+JL5RmV79KoWjmGTnzz+NvuKSDA7gFSc4SRAHLdrHi2zFTOzg+U6Bs2QihFqCW4zKRqRD2GRujR7oSuBT1jJrwSFJ/HdgDtGZTKdm67kGvBDTNMKEetB1vxB9IockhYsleL4dIhdG+dkcvvuk4WUtj0r8TNxhDc+wWAallu9RtlUSo/EcONgaLRYupWpY7OrgUS3Ub3RMqmhAt/7b04kjqvftwlk3qi+OEekap1uo8eXwZn6ES/27bogTpqeUK/+EzBzmxWCbpDco7tqYImDr7hxMcfv4kZmESS48jXIfxyQkWyjajgRo5K8qMuZmaXcSyh9nti6GXlL1fpLZyQzPc+GW1agwvPkOpkuNIJYA/fQTTSTOS6m9FJS2X6szna+QrDeKlWQL1eRx71US79R6cfA2m89QbLpbtkvMNcMQKs/vGPaoY39whZcKae04FPxBVwq9eRDz0GwQ2/QR6bh684midmoUmBDsHogxFDcLTRgcdkKu0k6Eb2m2Zetz7fEK9Mie+qaLhtr1eCY+XvgjPfhpufJ/SvkoLuK6LJgxc10K4NrXQEFL3kbNAkw6pkJ9KdpZquUwwGFVmz0pGCcDll9vjrbPuz+D16nONBNBcuc6XDs3i+uNEq7PcYKh79emCzakYBEwoaIoBAsUEkqtYnFwqs3sgql7SWl4tdCYfBafBiH+G+s7vU7xqvjC1vusplGukQjqG6V/pN9LMFoN5WzNq1i5SJi1T17BsWwkI4WkK8RH2bRpS/pHP/QWOP85Dm38OcMlE/JhVb7opzKjic81AC1BCsulDchotH0uubJEImUQDCS+3aEFF/vmjjAXDDI0Ot0LJ8UcID+3mVl8Ia/Z5btm0mWjIZHxSMfGHfQYIvCKVIFzvfjrqBzWDgZR1WbZSKlwzhKNLwFbPTugw8zRr+gW9cis8/Nv05m3M5Ajhze8FklixMYq9AbbLYySNMJlimV4E8bB6n+YLNY7MFblre1ox3KPynCp1h1zFYrlc58RiaWMlNa4ELqCe0Uai6f4C+GMUA+t9wMeBT5xTA68SlOs2j55YJlu2oLnS8YVwd76FhfgBhgcH8ZuaYtRt2AhNJx4yCfp96Eh0t4Z74iEozTOVrZCvNJgv1HjsRAbLcyxatsuTEwWylfppq6ZDk7lWpJHitPNMA4ZO2G9waDLP0Zk848tVSpaLaK5OpWyXHnZc/vVfPkG5bvOh+7ZTsRxuGUvyjuuH1QANmsTSAxi6jmllcTWNyVoQ13EZSahV+szCIrYvylL0Ohwp1Ap69E7cepmFXIGK5a34hNYyrzl2g2BpkpixMirpm0cXOTxX4KtPv0Tt2c8Ryx4hePLryjR1/MEW4WnYr5OKeISxQLVUoLE8jk8H0ayy6qgoKRxVuVQiCDz9Z/DUx9j94u8QsEuUClnmCjWK5WqrHQFTJ2jqLBS83zQDRm5vk692IjepJpLCDDz2J+p6o3eqlXoopYTQxCNqhR5IAOBKFUBiNsrEM89i2CXMeobe+gQvBG7iocUIDT1KIDmg8nvqeXUupyNIoTkWDL9iGggmVdLmN38TjnxZcfJ5kZTL5RpSSpb8I8zlFKmm36tn4whd+Q00A9frN02AZVm4xx/CznUkBdeLypoUTNIXhBE5TdN0ma82OPrySzSO/otqpxBKIyzMQP8e+OwH4cmPEYsl2H3jXcSjzYWtgGqOPeMf59ZUXUWv2XUVdBJMoEsHs7oML34Be9+P4AuGqRHENcLQo/xmorhGMedqTvnsANwGtispxXcyX6wzk6upqLfRO+C6t8GNPwr+ODPFBlPZ9jjAH4We7fgCATYF6kQ1laTa9OsGfRqxgEnYb3DHlqSiGdJ0FUnpJVO3AmaRBE1dJQsD5Z7rqSa9qEjdp8yhgcQ6FYKlGgOOheVLULUaLE8egeXjqmBkIEbEb/C+O8Z483UpbtmcIhYJeWNN4qsu4Fs4hKbBQDzArZtTZCqKamkwFmz5yF4RuF9+ng3kGMHG8oyCUvJ1IRBScgr4sBA8zAU4qq4UGo5LqWartUzv7tYE4UrJS7PFFnHpkdk8CdulWLFxijX6+vfS19Ogf/IxQK0Mj84XGU2FCHqrsqalq1Cps1QOqtXpKr9A5xoqETIJauqXvmiAvuE0Tz//AmZpkrrw4YZ7kD4/FMBxZOsl+dbLiywU63zovu287cAgP3zrCGG/0crOXi7Vscwovq13sbywxNLIW7BlGLOeYyQZACTj4QMMpBO4mh+3VoBIApA4U09yuLaFRiDNG00NhM6+4SST0yWWzSH6Y3n6h2JMZipMZasMxAM4rqQ34sesT1PUIpQGbiXkllTkmV1TfTD1FNHoADv6+nispNguGuUMkfxRMs9OEgqFSNbm1GS4402g6QgEm0/+Nebc05DcQvrYZ6nsehPfWTTR7Bq1/Cx3p3d4daIk+WqDct1hx9CNalJq+jHqRRX1NHi9yj0qzqprHP0KPPbHSmhtulXlRPXvUcLowV9Tgmrf9wPgOK7nJ1PPUwqDW3obBAuLLAyPsBgNs23XGwgF6jD3AmSOqdLxkV7KdZuC6yNUtYlHDBVCbZUhP620g0at7UD3EkB7EglE326eOtWgVxTZ1mdxx9334AQMvjleY6uosLlnB43wZjip2DaQLrpTUxQ3TUT7qDka9fw0vtQowey4mkB1v/J6eCkKCE1d+9lPw8tfhZmDcOxrkD2JdvMH8KfH2ue0yoo3L3uyXQCuWaTw5Lc4ZWym58TnCbsN/Hf8BO8Nj5FbmiYZ0Ammd+B+rYdQzfMPooJPClWb/voM0cqEV+PKoVGxsGRP6/0kNgR73t0uuR4b5MSRBZzlClt6wsqP6tjgNggamvdeqvfLM8qxva9j0a77VTCLP6aSnn1hiG9qvaPJkG9FTpImwJWKOSU3foRo7xixsTtZE1K2BJWvukjV7aFy6B9I96bZrJts3vI6KEHMrxGNppGhAy2/reNKdLuCXlrGp6kgoIjfwHFUntdsoYouxMZKalwJXMp6RkBNCJUXKgQfAqZpFtt4haGZjKprouWbwLHRJp/AVw3z8jzs6Fe08q5mcGypwnxmWTFvGx3BCF6557ZSr8ZfvtLgn5b7OVnUqDYq9PhWrl46ecQObEooW3st2FpdGXZFlYwQAkK9oPdBQa2Wm+aCv396mlTIx76hGNPZ6mk0IQ1Hki03sHZ/P717BEnX5bETGUAy6r2Lk3acHl+c9PSDCGlAbEBFYVmlVrivu+2NaJpAq+WQgTgV/xCQRyX1qqilZMgEoULlexMpwlqIoGOh6SFVdbM0pzqmvIDji9IwZKuvalKxRORKFRrCR/LRP1T0Ko4Fo3cR/8bPED/4SRUm+7bfgY9/H+Kpj+GM/hTpkMlSdZFMuU48ZLJUslgsej6I6ID3MKbbxdyafpqll9Wkv+l2NXnWi/Cv/lZpA2VPcwmnYd974Lm/VcEUEm4++bu4t/0kRH1YiSCbRlIE3Qy6JugvncDnTyuz7ezjYEaUQMpNUjET/PMJm8nErfTV59umlUoG5p9XfipNU/WVYqGWUz8ei3LbsB9r+SiV0DCGlmFZhonFkrjGfCvPKGjq7B2OEQ0YlEtefhyammCzJ8lXbb5SvZ50/iDu8jybZQ87hqPwnd/FvP7/oZX4LLR2aHu9BM98XJkol49RPPEkS/4hRgb6MQwDvvY/ITeBa4Ypvvh14nf+uDr+hc/D8svkKDLy6O/ArrdC7y7iQFwsQtUGfZMywVYWQFM8i3/4jWPEAwa7jHnu63MJe+ZBmYRkaYpl12yHducn1YJC6NCo0gzmqzUcJYyKMzD/Avu23gdWqLVCbKaWNWHZLs9NlxhJ9dHnC9BJ5psM+bh5LNnyiTZxd3CCkq3z2VN+jOxzJAYK3HV3/zqmMqn8mVteRySZI+v2ER3/PJCCWkZRNYVSFOsWTy4U2b9pgB6zWWqCVpCTT1c0T71RP/2xQEc6yAbLsF8ZXLp6RsDPACHg3wO/jDLV/dg5Ne8qQTMs0tCECsUFCKXR6jl0R3WFrikeqsX03Xz50VNEAkUaxUXuHtapZyr0xwL4PGHUWV9IolTnOTdJLK6Rr25FkFxxfSlBt3KwvNj2EWy9l+lclZnxDH6vLLFrBNGkg7Dtlq9BoITd116c5/7bRjH0tsO1E5atBMWTpzLcsClJwKf2q4WGiO3cSyL0XaZzFW7tF8QzzyKKechPQM9OhASjdxNWsBfblfg0wWS2SrGQh7TNVLZKmTy+tJowYgGTd14/RKZssX84QagSVKamnu2tpL/mLLBYqvP8UhZDV0wNdjnD2It/QmT5Werx7ZA7psKRX/qSmqxPPAh3/xzceD+E+5jf+xP0P/07VPxvJln5Ljct/Avy2TD8yKdwe70Vquuoeji+sJpc0zu8pEavoxZfUv8nRuDmj4A/rnwVxfmVJtXb/o3SEr7xq4AkmjkBsaQyD0X9EAsxMzGHv2wRKE0RMBswtUSLmSC5GZDYUy+iNwYJaBLHdVX4cf5wO2otlFamp2BKMR94PpNavY5bKzIQEcymRzlc6yc5ewqcU1i1GBPLgl6ZJdZYYHDwRtA0ql4/y3pJaX2NCla+xOaJb3Nb5osALLmvg/JWOPJlEse+Tur6X0Bu2QYIOPZ1pX3c8q9V0us9/xU+/SPIQ39NPnoLI73vhNmnYfxhuPNDlJemCZ56EOT7AA0e/BXInWK/0HFDvWjf9weAikI7eCTDc1md261FrvMNk5p/Aa1eIlOxkK6kNxrALTsUaw3CuQkIJEiKEkn/NN8lreREeVE9v/R2pW1nx4lmAxSTe9rMCGvlTXWMwuen82hCsL0vQml5FqtcgLGdnh1PHavKe6u8oMPTBQxdcN1ADFHPU2hEmPeNMhJYQDh1KkcfIr7tgEpa7cTm16r3dupx0oNJFu0BnIkAVJbJNXQKoQCjEYOQaVIuFzl8ssiBbaOtApzCe7cDJhTqilml3yvZchULIYULqGe0EZ/RZikpScmUlHxASr4fGD3rUVchmhTsuiaUTyN7sj1wm/4bL2FvvljDdiUjqRCByizlmZfIlC0ajtvKr1ArGHW4K1W2OuVFZKNCKJbi9kFafgAArZ4j9vI/wNGvMfntB3jp5ASgVnb5SgOEjiuhkNyLXpwiNPUwuwdC7BqIMpoK8U/Pz2LZLu+5qU1bo2krpVGp3uCp8WWyT/0Dj/7zJ3lxSk18wVAQ/BFGkiGWinWGfBVVfjyQVJpDOI3ExaxnEW4DOXMQystMOilwG2xyp6jbDrWGvSKddc9QnLt39Hor/iXKVoNlp6OqqtevTd/TndvS9Pgl2//pRwlnnifbcwtmeQb2vgfe82fK/3DiQapv/HUO7vr3VKKbIRDj0NAPYWt+3rjwV2xZ+BesPT+gIpyOfLm1yNDcOs7E40qYFWbg0T9qa0V4wkjoMHgDTD2pklXBC3iQ4LqKycF/HdXX/6pijshPIwMJ3NnnqFsWy2WLhXKD+VIda+IpTCujHPov/h0c/qLyk33zN+Cr/53Yi58i1lginHken1tTppVavm2+LS8q80x8ZEUCqFVYolZc5sbhCK/fM8zN24YI5I5QXprkxZOTPHkqw0PPj2N95RepfuM3sR0XXajUA72eVxrhwD5imee5LfNFnky9necSryc99zAc+gyM3oXTu4edz/4GslFX7Tn+oKJS6t8Hr/vPyvw29hoC4/+i3hndUP6tUBru+wWqY/fhs3LIzEm10s+dwh29i2zyel68+/fJC7Vg+dwz0/z0N2z+4Kk6v/yPh8n6N6HVC7iaofpDCJZKdXQhifp1FYo+87T6BLRm1FvzPepgzfZXVeBNi5FCSmzX5ZGTyyzbPhXoAOwZjHHn1jTVhkPNdtBqOSYPfp03fGKRQ9/8rJf7pc5RsWy+eWSRl2aLlOs2NS9gZjZXpdZw8AuXSq2OJjRiWm2lX7AJIUDTkMEUJS1Cw4xTjO+A3p1kem8jL8Kw402UQiNMnTzCzKGvt9ge+mMBtvUqk92BoTgJL23hFYMHxF/xgEh0fE/ygPjYRg7diGb031BcdGf77aqHz9BIhlVdGjWgRYvfSrTyDASaXSNZGSfkmGRKQWKaRjRgUqjZ2KE+ZLgHFusIlHawZyiG39Bo1G2+NzWFjAyzo/4coSUN8oEW7cl1sQbRE8dB78G1Y7jZCTDmEQyiaSZD8TBaI8SWsTihhoNZ0hiO+1tsA196bpaxdIj9w3EeKi+u8CW171EnEYCRcIjx5Qq5mSw3bx+i36xAdpzRVIgXZwvs3LILKv1ghaEy7L24AtsXU76EwgzEeqkHexmNRtg00MtTiQNAhzbYSv5tSmSH+aLNtFvgtZujKlxXX8lCIRBUnvgkocosB7f/FC+LLYzddj237dykNIQ3/yroPkq7f4ylyRxboi75msm3plyCqXdx99JnqIeH8N/ww9j5CZzxx8ndoCYEQ1OmUF1oanJ96YtqlWoG1aJj4bBi7A6lVXJli7XbAN1HvlLnc8/OYbsug9Z13Pvm38E3ehMLn/sFUtOHOFIMkGcHjekK/VaZgYO/jx3dhLXtxwgf7HjfBm9Q0XmP/hE7Q0WSmxJsG3GIhUwlHA0/WLZKhvVHFU9eB5rhv2G/gVtbRs/PI4SgWLdx0UiHfRilHL6Jh3EnH6G89z3E0sPEdmxXuV0z34EXv4B/4hGs1C4y274fXzCM+/gzSli9/XegMIv+yXfxuSdPcmfjX9jeKKt2NyFd2PsufF/6OaKFlxEzTys/0uv/J2gm9dF7VFtzU+jZk6CbFPa9jz+e3Eqimib13AxjqTD/+ytH2J0S3DWs86fPFvkXf5wdwF9/5hO8Y9NHuWX3L1GyJK8dSBNuZLyiizaLxTrZisWeGyLo/jDkmiHxTisi0dBUdGKrzo9UDPrlusQauQHiilxV0wT/5e+epSfi53v2DqBVl/nMTB91qfPh51L8/UgR4Zl0l72KyZajqhs33698xUKTFe4WJ8knDG7a3kfYybKmO2TxKPgj2KntPHpkEajRZ4QhmsApGIhmfm/FIuIWSFEkY+XJVHrY0hOGeBSmjsHMQZyxDyqG8VcODnC/zLW+3S+zPCBu3MiBZ2JgeAvwVmBYCH6/Y1MMZQt8xaEvGmhTu0B7MhIaw4kAL7sQ8uncsTmKdTzHzcNjDG5Ks9UpoRcnqQcHsJLb0YJxXrPdxdAFpq4R9AXJVxp85flZ+kt1nOo825wpSqEEoaiJ1nRM9w2CoUN5GelLYpsRqMyCvxeBj55YBEo+KB6DcC+uK3ngsQl+98Fx/vzHb+W7x5f54Ou2IoRgOBFkYrly2qqpN+JnU8yksNxA0wSJoM7mdBh77hSyPMOWnjH++YU55qwA/XvehahmYPc7wG6gIdgkUxQqdbSyUP1j19FkW2vTNUHAp5H2IuOeGFemt5tGk+Da6IahEgXNgDI9uY5KuhRq/ydPLnLTI3/AcmwPub0foPDyi+QbhgrpHtgPd/5bAGRRRUKZ04+SMQcZScbI93yQpYe/i5W+ntRLXyVT0+nPPM9DL06yOapx73AdI1tRK9PsuOqQgw/AGz+sBEDTT1PNeM/d67vkGCTHyCyVeXmhRDLkY5AGRdfEl5njiDPM60tf4btH5xnu7yMsBIHqDAKJWZxk18Ffw42PoN373xTBab0ASFg6yqaph9k00A8f+3/h/V9W/eEPtZkY1qha21zpa0IwOTWBvzyNZmpE/QbJSJB6w2Ug+7S3tyTwrV+FH/4rGPbyjA5+UmmGAwfI3vE/6VuYJ5/Yzdyb/5RhowTRAYz0NmpGnNDkQ5RqT7apbpqQEq6/H/sbv87gyb+H2S9DdAiuezsc/zoieRu55H7iBz+u9t10G9mGSQMfm5IhMpU6//nvnqU36udnbnK5vk/j8yd1/nYyyk/54f7qp+FlCA6/n3Dfbsz+3aC7cPJb4NjUvZSJmF9nutogm6uxCegsib69L8K8dNpmOrxqqN572cTRuSJ/8+QUI6kQb947wIsFP8+VohwIZ3k6m+Tz5R28e//KBYHK7W37eIUAF+XLSYR8hPwmVFg7zyg/CZF+3JAy323pDbOpGfFsV9GMCMw9R7rusjX7CMKuEPNJUnt/nHLdj+vrJXrob2DuEPJNd+CO3HD6Na5eaDwgktwvlSr7gEixMaXnjGa6GRQLQw3FvtD8+wLw5gtp7VWBzkEUTJKMRRlJhTB1jZApiAVM7t09wP7hBNGQH83wefZpF2HXCPp0TF2j4bjkKhYLxRq5Sp2gaVAx4yw5QbKzJ3GdessxnXXDWEO3weB+Clvfhm2oAep6WeBVfy95N8BCsYblCpyjX+Xphz7PUsni/X/xOI4redt+Fa68pSfM7qHYaVUw4yGTN+/uYfdgnP1DMYK6ZHy5zDOnMrgS9g3HcVzJFw7O8MS8JB8aVT6O3h3ovdsZ6UuxdzCiMr6FRrAwzkKhziMnM/jmnyN97LP0hU1uHE1ieMwTLYEoHXRd0Z/IDtMJW16HHVWmxciJfyZQHOcbPe/lUEYQGL2J2/Z5JKz5KRj/jppQmwtOoRH360QCBpTn+aeR/4QbHaWsx5mmD13ajBYOsnP679BPPggTj6qAgOwJlS9z/OsqZ6a8qARUYkwFSnjn7kQq5MNnCLIVi2JsB+HB6yhn5pnzbwagv/AcdmFeBXPNP4ar+WD7mxC6iXbLB1RoemxAmf2kq6L2SgvIxz+qLvDc36rffWEVNQYqb2bx6Mqh2TQDh9OYmkQKHaGp8gc/dNtW3rJ/kP2NQ7iBJKd2/QTm4c/jfObHef65pyk+81lF7fODfwkffJApfUhxBqaj+HfcqwT+xKMcXazxJesG3qI9wYHMV+CmH2sLxtQ2pdX6Qizt/QCh4jgsHoZ3/F4r0dgQkv/Y+Gm+5tyCFDrs+356hnewfShFsdbg2ck8M/kaH/6+vYjeXTiDN/H+OzezdesOXGFg+9R5Jl9SRC9VV/ciIFW0geO66JrGVLbCD/7xd/mJLyyqMdVppjM07t6eoM8rWkkoRS25E4SGf+kFpQkDj55UpurJTIW5fI2PPbVMQJf87mslB4bC/O8HJ1u1xprBEqrMfIe12R/DMVT/lGPbcXuuo1y3mcxU2kSt7SeoDpx7nsTiEwRMHb+hgxGg2Hcr1Z69UJonVpvlur4AA8Nj7B+KEpcFji2UOHXo4VZAycixT53OWn514/8A3+UB8cs8IH4J+C7wmxs5cF1hJCXPeiwM273PB4BDwLelJLvecVczjs4XeeqUtypuhrQCjNxGMTRMMmyiC8HEUpFqwyHg8ymfjNDQpIuuC8yZJ7AXX+bkUplirUGpZvPkeBZT11guVpnJVXF8cWoH/hXlyGbccLs891OnssyFdsDWe5UfwvNnBAzF4nB0vsix+QInl6pYmXHMZ/6C3278Cn8Q/hjZisVIKsjeoXYiczJktlgZOhH3wUAsQMhvIB2H8aWKCm4VWotH7tRyhUK10aLHR0qs7Axzi0tU6oqOBaEhhPRWhTqbTv0dY9/6WXiybZKStClRcVXZDQC7XoEX/gF+azs88ykSIR/besOMvfQRrPhmfPvexZ19Lu8YtYiHPW3VKiutQmgdskgn6he8bf8QN/fC7pEeNEPHby2T8Q0BsKX4FINyidnFZWpN85dVhjt+Sp3kyY8poQSw6ZZ2RzWffzULU08RNxp8795Brt+U4C3XjxGNxQn6dBaDKj9mpPgMgzUlyKIz36GS2s1zd/8h3/3eL1PLzSvB8sLnwSqBdLGG78AVumIU6NunfEoeByBmB83TzDNtglJokyf17SVgCEAjQB2Ks4QoMxjRMKcexRq4ifHrfpLGXT+Lduyr7P78Wwl+65eVMNn1VgAcoRMwNHZEG/TIXMs/9n8fOsa/uLcQEnXyMoJ7m9dXuk/x6HlO+f7X/zRy7DVwx7+Fnd/TetpHFso8uBTng+Wf5Mf6/x57/3uJDmzl+64f5q7tPRyczLF/OM49O3sYSCcwA2F29Ef50VuHGT/wHzG+99dw0HDmXuDZqRy/8YWn+PtvP8dMWZ2/VHc5Fr6B//3gNDP5GkeWbY4U/cqv1bMT0tt5acliqVhv+02DSepR5c427XJL+zw8W2gJlc88Ocnnn5nmvbtNtu7cz8+/dR8z+Rqf/LoSim5rDSWJB81Wcnul/yaqkTH8hkYsEqTq6Dw06fK1l/Mtf8/Kl0JT+WmuRblus1Cs40aH8AVCBPxeBF8gSipksiVYJ+T3QUgxsg8e/hiYIeo7387AxBcZC5+BreNqw/3y48D3A/PAIvAe7pcbyks9k5nuT4A/kJIXhCAOPAI4QEoI/pOUfPrCW355UWs4WF7JA4ZvXrHt5GKZaMCgJ+zn5GKJermKL1NlLAQkN+OTLvflnoGgTt1xOb5QwmfE/v/kvXeYJGd57v17q6pz7p7pyWF3ZnPSBmmlXWUkQEgIkWENxiQbH9vCx8aB43BsjH2cIxiwydgL2AYLJCSCUM7aXWlznpmdHDvH6qp6vz/e7p6ZDdIa7GNxvue6+pqZnu7q6grvk+7nvgksoejZ1helKx2kf10HecegaqYRo8+CmUduUPB7K74a4kHCThHLMsCE7rifbl+MI8MTSKsECFzDanH6tnMtd/Ig3265ix1Xrmv2Z87OFRhPlblxTWsTWdc0ww2eEFJXDgioD7EKOiNeoj4XIwtFJjNlDo1n+OVbVqMhqY3v52wpielJsFXTiGoGO1cmmR1d4KgeJz7xMADOw/+HZ4K3sG1V73LZ675rcHImzJpYDrhGHlML/dFvEhl8FZH8SUgfYeLaPyLg9bDCOo49XeG06WEVLDb2NQ1NKNohzdbBsRWSKOTBn2hF64rhzJ7E7ryacubfGRTjYHRTqmoE4n14K1m1nfV3wdxJePYzas4o2gfhbpCWQtrVI13sGhRnsWorsaUkHnATqU5CJYvPpTO4chXWcJg1xjRn3G5q1Qy+9EnEprdQq9WQjkPK10tnx4Aqj1UL4AlhG35S3a/G9LQQW72L0P0/r7KnWB/s+6IS5dN05aSkDW/6R9j0Flpb22gNXAt+Px4dBBV6jByUy8zu+zY5I846s0Bh47uw3SHsm34bZ81rcb7+Xny5UdUTqrNQ2NKgULU4N3SC3rCGaFmN7UgePTXH5uQVpEq9/GHudfxCNchKX1yxIjT6MoYb4Y/De+9fvLbqNER/98goHUGd/7FJ8DtPz/M/9z7LT3VM0XvNGzk8nuXcQom/fedWvC6D9eEq1DK8al0Ptp1Aj1wPCMzoSlYsjPDBh86gC/iXgypQ7Aq7cBHA1ieYyJTZ1BXh2FSOe1NdrNVdit3aNchEPMzkgo3XXyUR9IBVxe2UiAfdGLZQTj7ay/EpNRMY8bl46MQsLUEPv/y6zeBzs6szynU9Hj759Dxvu7HWzOh74n4lwFc307L5nW+fZE+Xzk3eITLpMM9bAwQNF0m7TtTaQLrV+9ESBRnPlkxKmTLxlgU2ek2VdVY0RUy8/b3YxRTu5CD4Ymjls8RGvw8DN2Lt+BCeU/dRfv6fyN54N791z2FuWdfGXVuX6G690myvuBo4yh75ifrfIfaKneyRz77cW1+qTHedlByt//5e4JSUbAK2A7/+Y+7yf4tZjsTQ6wuny7vI/jy+H33+JHPNKEuQrxmMZeuzK0YdRCAdxdEmGzQsi817R4LbEyA4uItwPIlRSasynDcC1QJOsc4vVpqFkSdYEXWxqi2qGtj1OaMGiEI4FvrJ+9gv1/BI5wcB+PjWDD93w0Dzu8zkqszkKoylShd+UW8E+q8lecVr6ezoaO5ro+a9uj3EuVSJrz43yt8+dIZ/fvZcnSxP7YPtDlHuu0HN3GgGwq4Ryh5HZMdgw5vQygu0H/4HGryqzbaVO0AiEmZ7X0yV+YYeUc/Pn8asVrCf+Guq3hbmVirHbDgVqpkJ5ubrUOclOjCtIQ+7BlvwuF2LJVXpEPZ5CIYTWP4k7lCCSttW9Mn9DItuUu27yK15K2RG1HZCHXDlB6BWhNGn6gO1mgJrhDsWaWDqn1msVClV643y1FkozOI2NHasiKO1byRUHKErEWQ7JxSSL7kez8IxLCOAI4VyREJTyDjpYDsO031v4MzmX6O48rWKHujg1xU79vc+Cse/BUe/qeiKeq9RrAf7v6SyJiHgzIN4ZQVZLSgNqORaNCFpOfvv4A4SWHsLm3siuHUNLdTO6c2/xvwtfwtbFycvbGFQ0QKMp0ocm86Tq0penIN0qcaWdh8nd/0533Cu5+iCo/SMvGGY2NcsE41MTjM1vYQxQWjsm4V9YznuWu3mLWs0PnjdSu49VeI3ntF54yce45e//iIrWwK8bqNiDZf5SeTCWSUhbxgIVwCEhtGxke3eSX76mj4e+6kQ978twu/csZ5VHVHK0oWrluOXQw/z9q2t7BpIcO8LY8j0qKJoKsypbUv1XdQ5G6Jl4QDbemMYdg0e+A2cR/6EE9M5BloDvGaD2p/fuWMdQwUXZwvq/P/GtRHSVfjkQ2foivm4amV8mSMCmDxziNOzJf76mJ+hhRL3HRzHZWik60wIy4ZQ6wrRLkOnP+ElFnCTbr0KWUqrUnRxvjnoPOwkeaLc20RTxs5+C80xYeBVFKOrGfOvx3f4n/nc42e579AUmVc+88KngCWCVhTrz72svVRjaem3vpU6ek5Kpn+SkIZLzbKXOKPMmHIwwSTUimhLIJq2P07Ku3tR6reSg4Uhzi0UCYYNAq4GtHsRbaOGVXVEIAIuL9Ifx3KHcLwCNB1ZyWJUbTylYxDyKtSQPw7913JmNk+uksar6Zyeq7DaM4Exf5x7rZ+mt3815VwngcmngV8C1LzRs2cXyFZq5Ks13nll30XnD1y61qTzL0RW4XSr3tWqZJDnR1JIqQAbf3T/Ca5d1UqrUC4L1EyW40gmDz1M92MfIaG5sIwA0+s/SMI06T39JczKR+iM+pTypGND5hxefwu4A1jTx9AXzqhJ9Nw4c1NjdA09xMwVH0Z3+zFyM7hmD0N2mni+CNe/Tc3f1OmDmtayuinJjHQo1hyK4ZVUenphJs/sup8hMv4IA0f+Gke4MJ4w1TmNdEF5Ado3KrjyzBEYvAUQqnxTnFfoPU1rIiqVTLyHXYMJGLHAHcBleGiL1MEYz36a9uJJOPR1HHeIGaMLvZLF9q8h1X873XFbnVOPKqXaMyOAgpybMg5b3gH7PqdmdewavOWL9Sg5Cyuuha+/G+69m/K5/UysfhcrdUnbqu3Me3uZn3qIVjGJ7tSITz0CG96IL30CX9sG0ARSOjiGl8Kq19KyhGvN0j1MRLYxfuI5WrUcp5w5jow6GJrGFUmNgYjEpQuOTuZ4fWdeOcpG4AVkx44TFmVor1MruQN8ZThEyFPkmjaJLQU/tTlE5uAx9lc6aBMZ3nn9Gt5384ZmT/G54TTtRpFyIEdYr+GMj9AWC1FLrCN+/B5+5fpOovkCXUKj25Dc4EnxdG8r153+LP3T3+NYth/3iqv49dMmB06NsL3dwKmZhBdMSsE+bKde8pRLisbpIZA21ZFnqNRuZrA1xIbOMH/0xo3cuSbI82cmKWvKOW1s8/LW1Tqff3KYt1/ZQ3fMT9m0eWE0TXfMT2/Cz72nysR8GtmKw4eeDGI6aV7Tm+Z1a8Ls3LBq+f236hZ1/82eIO5zUXEb2IaSpRmeL2JQpcevht31SgrMxZ5Q4sw3KMfW4ov1UaqaHG65g9eP/imZs8+ga0lev6Xzgvv8P8uEEJ8H7gBmpZQb68/9HvBBVMkN4H9JKe+/+BbUZtizhMp8j3TYK35sAENGCO4Qgq3AbuC7aucwgAshQOfvkRCfF0LMCiGOXOL/NwohskKIF+uP372cHf5xzHIcXA3hr9SQimRB9UaWABoaZSd3o/xVToNTI1epUaqxjKCykRlZjkTYJu7iDFhVYokkXbvfidF/rdrG5AHaRr+DZqpMZng2y1Nn5gGo1Bwqpk0+k+K2E7/JlkN/gIPgQXby5vV+rJ5d+KeebU6Jp0omiZCbnpgPn6FfyFM1dxJOfpfCyYeZOKd6HKs74xhulQnuXKkGCXVN8Jl3bUcT8KlHziDREFKxfhuTL2CbRbRzT+Bobgp9tzA2+FM4upviVb+MYRUx9n2W/oBJuzVRb8SfZHhqhm1/8AO+/pmPU5M6f165ExybwKlvAtC54076W/y0u4oYwVbM7muRQlfkqr4Y+FWEOJevsv9cCtPXqhZ4qabaZ8pq4azVz4Fv8HqGbv0ClreFaqAL2x1RWU18ZQMSBVveqRzRihtUGcqfqBOlNtRfVdBRqaoyoVcX6n+hdirdu0hbHpxrfxUn2A7f+1/IqUOM7/5DMlXV35FCx3SFVa/FF6vLcOvNxnN0fj92cU6h+lbcoNBWa29XUg+eELh9Kht61zfginfhO/QlymOH6mzNOnk9xkL/62DljejY6HYVuektVHOzLOSKCkRS51I7X4r7qhVxehN+pOPQGvZTdoV5cMrDjr4oAUNi6DqrkiGOjqfUPVErLdITAbbjoOmLfcl5U+eBU3lef0UXHl1iS42EKPCm2BC/332A3151jvdv9jaBNUIIhKZRtSzGU2Vy+RzzBZNqsBszsRYAc+oIowt5ZnImI9/9Gwa/83auO/4H9M49AkD3yDd5XXuOsBs+80JZBT4S3NUFdLuyqPEjHUbSZQ6MppWMA+BeOI4Hk3dd3YeUcGV/HDF3kvjYDxGVXPP+/7UdCmTwR/cf54kzczw7vEDJVLDxdKHKYxOSWwf8fGBXNzGP5MouL49OSIJuQcCzeHyWWs0dJudqxbFr+PNDSCRl06ZiS8Vo374J38wLeEuT6lqZPkIwdUQxvgNxn4vy6ruo6V42zd7L7oGEKkf+19kXgdde5Pm/klJeUX+8lCMCGGKvuJu9wlV/fBilg/ey9lLO6OeAX0QRpf6ylEzXn38V8J3L2PYXufgXW2qPL/mSH7uMbf5YFg+4iTYjmCX1JVEfeqybp7JAeOEgLtFYrNRh0oSgFFqJHemr/w1eQ2Nzd4REwM3OHi/J4nGo5vEYOpF4Et0fgdI8mlmkK2oQ1tSUvmNbjIyP84NHHkXWSor+48z9BEWFv7Dfwa8bH2VFW4yemJfQ2pvQSvPKyaBKAj6XTsBr4DK0C3mq7BpoOuV8Fs2u0t/ip8fIYOQVGeRVdRmNOzZ3cN3qVm5Z38YPjs1QsyV9J/6RlokHoTSLtG2i8/uptawj/JZPcHbzR6gl1uK0bWK+/Tq0Zz9F7alP4Rz5puKVMwv8zROzrLLP8i7jhzwfvpUnnU0AhE59Q0HZO64g5HWxdmU/Hrcbo5pWzqhWUeXFei+vatmkizXFnVfJqnPVtwsZ6UErzqPPHMHQJL0JP7mOqzl74yeY23Y36d2/BTveX2/g19FXiQF4+z8pCihveJG3bumckctHqT7geGBkllo5B9kJUguz7D+XxnRHWHjDP1MIDXB6229R7LoOiRIXRGhNqilAEaDOHkeL9SH7r2WgNUhfrF4S3vlz8ObPK4c4dViVxDq2NB0YW38KgGD+DEIIavNDlGdHOJmyKJ98iMjhz5OPrsVKbiZdNDk8prBEwhMkE+jn1X/9FE+dnW/uit9tsKpylHWBPDUHMqbBubTJLevb2bBuPaGuNaxKBnl2JMOd37Z5eKyeXTSGlW1rUVgP+NfnR6nZkrdt68Q2AthCEAp4CXauoaW9m43dcUKJ5YwEmqY1dYEaAZ7lSVBLrAfg1NPf4dGDp7jn0BQtU48gEfTPP4xwaljr30x4bj/B0gTvXQ8/GDE5OVtC6i5i9gLx6Sdw6sPKExkFynEcqaiBAF3afGAgpxwyUs1Znbwff+4M4eH7VKApdJJ+jTdu7eKJM/OYNWdxkFoIHjgyhS0F29s03hQ6yWd2F/iFq+NUbMFzEybpornEIUqYOgiFWXJGgufKnZQrFfyFc3WRPYlosMo7NpqQlCyNLz41QvX5L4Luxrf1reAOEPa7uXnLIGdabuE2+QTv2nShttl/pkkpHwNSL/vCl7YPAbtQtHHjwE5UZvWy9lJ6Rqe4iDORku8B33u5DUspHxNC9F/OTvzfsrXti0i0ZSm90HBrMF+oki3V2Nbp5uTCwuKsQqMZ7EsifS0EYmGuD0sMTaBpYlGnyKWBrurFlZpNumSScMdwI9AKU4RjKyCg0GyVqsmfPTpNrmLzqbdXCIfdtAzfw0mnm7+rvR5qgt9ebZIuVilFdtAFqryTXHuebPlFeKqcGuhuhCghpE17xEdx4ig+YaNFewl6DX7v9et57UZVerltYwffenGS2clh1p67h9bUfszI3Tizx/EXxyi2b0ErpoEwmhB4DJ0net7Ha6feB0/8JVYgidupMrHyrdx/zM23/V8gJyN8JfKzlBwbs2jgrmaZ63oVYxN5wl4Xg8kYbLgLa2aSVN4N+XOgySYMvpHoawsnFeCgfzegBh0PjaU4XM3ywTds5eBYhsdOzXFL0sP+TIDPHJYMdryNX0qW2CilYleO9S+yK5dSKourn3dAOamVN1IcSUGtRjk1A1PPQiBOoHA/no63oWutyNa1PHPbA0pq3eflj48lePegya4rWlnUBEUpgKZHiLSuZWtvHIbrpJ2OpT4z1qsYqgOtKhOpz6EB0LkNR3MTzJ0G+xqqw08zPBpnfeaz+Oa+Ri02SPnGj+PXdRyoox0FBJN89tgopu3w+98+xnfuvhZdE4ymSrTUCuzcuJZ5Xx+pcdUHvbovTDDRUkeBzRHzGZzJVPnycYeb1qrGu5RSyWc0ypg1my8/PcLV7bDKNcu5uefQTQ8UR9AHX0XMJ/B3dC2XE0dl4FYdru6pl8ntUgoz1IdphLh27NNcIwy+6H8fneYITwdvoctTob2tA/e1vwjH/x3OPsh7176V3cf/CM9383xx01/xwZFPo+XGyI7ew8PrP45hpsjO5+jvdHAmDnBMW8NG5yTv7ZvnyEQWxwGjmgKrTC3UhXDsunJsFb76Tt478G6+Vrue4fkiq9rU2IUmBN98YYK+oEN3yKBSUN9jY9JDd0Cy91iFfzz4CLdv7uRv33GFYtrPTYI7iONW93qL36CvI4yhKcJWTdMVnL9WYjgn+J2nMlQKw7zb/xUqa+/C9ncTiPWTKpq84ZNP4M3ewHc93+Xm8U/CVZ/mxzBDCLFUNPUfpJT/cBnv+0UhxE+jRn1+VUp5aTT1HjkLvKP5917hQ5X+XpYk4b97tPcaIcRBIcQDQogNL//y/0xbzIzyBDiZUTxa3zk8iVmtsakzwuqOqHppfdGqRlciK3lEJYvb0NA0geNI5gtVcpUa4+ki1br+S75icXQiR9kIwepXY7duYKHrZkxNRTdfPrBAumyjC/jagWm8+VF6ikd5xr2TjXG1Et/YkuP4RJrj5Si1SL/KPuoWEQVWiGkiYmmvsG62BboLoekIaTORLnN0IotZj97G0yX6WwKMpkqMp0vcsLqVpKtC14G/AHcIV36MwLkfYjz7SfW9HcnI418jPP8Cntw5In4XXxxr5w7zjzikb6QRSUePfplPuv+OtfZpvp74Bcp6kGg4xCmnG4B02zWUTZuR+SKPnJzF9kRJ9m/g2k2rcLtcqrk7+cKyryKEoaJ0y4SRJ3js0Bn+8uksf34AXvM3T/LGv3+Sv37wNP/+whS/+7SSd378bJpPvVhT59gXU6W5Rt8pNaycBeICYr+1HWH6En40u4KTWKVIPc0CnuocuhBo+QkMUyH1xtIlHh+t8rHnJB6XwVefG+XbBycXWbBBLUrTh0kXTSbSxUUghr9FledqJUV/lB5RfUkAl5dqYh2B7Bl4cS+BH36U1eUXuWbhHoY6b2d8z6Mkt9yKXgecuM0sLJxlbGqKHx6fYV1HiJMzefY+N4rtSE7PFCiYkmDAT39XBycmUnh1GAxbjM/MMzG/QNBr8M5tbexIVHl+FuxQF8T6sR2JJhxFBQR89blRpnImv7RFYFRS+DDVd5EO69v9tK/ceIEjAqhGBphLKIFEj6Gc2vzwYSr5BcYHf4rTnXdSMmK8v/gPOGhkO3ZTu/qXcG95MxkRobTytXDiXqJP/iFXieP0y3GuevGjaLkxzDVvwD13hO3P/BKmO8E5rYexqUm01Fm+a26hGujCN/sC01k1RC19CZASv53F63ap4OfU98CusvLUZznk+QBveuousmee44XRNKOpIvvOZbhtwINjqHu3FOzDifXzhhUOliPZPdjCvQcn2fvc6BJ+PIHIjNAy+RAGNbVetAyQabkSO9wD1RzpySE+/IRB1YZfDj2E7lQ52PdeJuo6Rn90/3FmchX+5zvvgGt+AePQV9Uc3Y9ulpRyx5LH5TiiTwEDwBXAFGqO6KVtr9DZK25jr/gyMAy8/XJ27r/TGR0A+qSUW4C/A+651AuFED8rhNgnhNhnWT8a+YNlOzx8cpbxdB19tiQzmvevwEysYX1nBFtKTs/kSJdq6I1aeX1x8RkCf36I6sQhzswWKJkWNcfhxdEM46kyQ7NqPgmhLeqiSAn+BJYvzqGUQc7Tzkz8Kv7t0AI39vv5qTXwyOkU/lPfwpGC0eBWfrpjnJ9ZmWegxa96WUJQXP8OlRktnFWlhYNfh31fUI+JA8s48HAs0FwI3YWQNmOpkqL4qZ9uRfIqyFdqVGoOPip8Jfh3+K00c7t+B2l4cRZOoc0cwTL8mImNWIaPcGUCn5Vl30iK50fSHJd9fNx1N6kdHyZ/xz8iHYdbxfPsG/hFnvVey7rcU6wPFjkh1exHZMMtzfXfdqTiCESRu9qy/g/LXDw9UEf5OSBtvnoox+99f5zVLS4+stlkMlvhqhVxrus2+NxxDbcu+dOdZe7clOSxCYkZXwuOo5xz82JqXlRLjpcDY8/hZCbIVmpkRRhHcyluOqFhuaNomsC1cAJPeQ6B4MCwyq7GC/D2zzzDH91/gru/+gIf+qf9mI7a9vTsDMeGzpEp15jOlFV2FmhVAIsNd8HKG5XarG0uUz6ttG7Glz+nFkkhuGn879Eck6ODP0fE76ZQtbDQcIC2sfvhqU/wT/fcB1Lym69dy84Vcf7+4bPN0qHQXUo6ozjPC+N5NrcAjs3UyefwLRzDpQnS5RrrIjUKNcHRvBciXRi6xvYdu2hfuYmSafHJh89wzYoouzsFnmCCFe4MkdQhdX+cLyO+xDrjYeKRIJoG1ZrNmdkCp2ZyHDszTEfEQ9f63ZRX346pB5iNb8cXStAWj8PKm5iRMfZv+T3o2qG4Ba/6WVh3J1u1Mxx0Bvhw6f3cXf0QPZWTGE/+Jf96yuaRRxSfXt+K1Xj6r8IzowKceNCNL6LIaVvXXk/y6nco5zn0qOoxvvkL3Od6DVqtyBX7f4PPPnKcv/nhaXRNcNPO7VT9CvCwpiNMMuznthUa/7J7kj9582auX93Kx+49Rrbc6N8KZP2arpkm09kyJT2ELxzH63bhzJ0gct/72FP7Jl99fZB3yAf4vr2Ds3Sh2xWefeZx/m3/OB+8fiV3bO7EdeOvq7GE0z+45HH+rzAp5YyU0pYKQvyPvJRQ3l5xPXvFp1FM3R8AXg2sZI98y+V81n+bM5JS5qSUhfrv9wMuIUTLJV77Dw1vbhiXBcy4wCxHYtuLyo30X6e0ZVA9mKVaIcWqyblUmXylDhn1J8AdYKNrgoFkCLNmMTJfpFJzmmAHJYldn7mpU8BXajaff2KYiqOpiW7djZ3cwKE5C9uRvGF9mJ/bBAG3zvixpxiSHQQGd9O1ehu/u+dWRHIdupnFMLOUNrxD9bYOfEmVFqp5tW9Th+DU95eJsxFqUw9/AtsINI4iTXJj2UACCiUG909vYXX5IB8xP8TjuTYykQ1oqSG09BBG23qCkThSc9HV2UHMZ/C3PzxN0GPwurVRTuXd2L4W7sms4H3mR5jY/YesetP/5pduWcNbtnfznq1hvmlfy6nka2lbeUXzeDUcUaZk8qq/fIQbv1bgvmHZLIm6DEHIa6iShrT5wtOjfPQpya7+EF962wA3dVT5xFvX84FrV/JX12u8ZsDLL96wkgnvWq4eSJKv2uwbL5KfOsP0gXvJFiqLF4PQls+ZCUFmYYp7953imaEFXhjLkgmtgd5rKLZdifSE1LmVTnNu6+hkgVVR6Im4ODCaZlNXhF+5dTXfOzrDPcdVlmOaJjXLgeRaikZQyR9071A9K19M9bL89Ut+iQx5bPNtCjruCSJu+l9IoVNa80auv3oXmoBnzi6QdXxUIwNIzUD6E9w7FeeqRIXWkJef2dXPdK7CY6cVAEroKruszA1zdLrItkQNLTOMbubxu1287aoerhlM8o6r+gG478UxspmM2hlfDHxRvvTUOeYLJh951Qr1vCcEfbuh50oW+l/H4+PW4v1ynvV6S2z1z3Pz2jZMbwux9l66WqKUXFHMYhZ/bohkwEP1jZ+j8qavsG3bVQSTveDyouk6ljsG7/sevOc+std/jNGrf59Ux3X8rvUzPHC6gHvD67nPewe3m98l6qTY6ToLwK6NA9C7CyM/Tuv499nUFVF0YKteDSuuV9/NthQxa7QPMuc4FL2ZXzU/yICY4LeD9/L8SJqb1yZpa5TiAXdmGEop4hOPsOnZj2CcvI9fuHGAquXw7PAi1ZTTFKa0mM5VqeZT7DD30eOvMfXiD9GQ3K1/g9XfeycuTfBX1pvZfy6NhuRPnszRFXZx982r6sc7CB96HF71Oxc9xv9VJoRYqlD5RuCigDT2inHgj4EngfXskW8GyuyRF5k9ubi9rDMSgg8LQbi+vn5OCA4Iwasv9wMuvV3RLuqeQQhxVX1fFn7c7V7KrKXyEaAGQ+ulm0jhDHfGxrh2sJXbN3XicqoYtQJmoX5habqiltFc9aG/xTmjRWckqXmiyJ6rwR1EE/DQiVn+9qEzfG/Exgl1UqrUGEuVOHz4RQBuWd9Be0uCv3vHFnrtMc7ILlZ0JimH+hGaBuPPE1l4keTYAwjDC2tugxf+WdG2ODbkptTC2jJAU5wNVJQX7SW6cjt2tF/ta4MYlsaEv0CTFu0/+HkYfZr513yCf3eu43jOw4lr/ozpKz4Me74O7/wq1oob+A7X8uiMj1MLJo+dnuemNa3saNcpWIKJIvzrgQny7TvpvOUXiATcbO2LM9AapD+ic86/kb/y3U2+ajWPV6Mf960XJxlLlbEl/OIjkv3TakHriPjYuTKBrutIx+ZzT41xVRt84R2raI/6sIWBUb96J+YX+MUrgxQdnX2zknSlhlsXfPfAWR45Oc3xqSzfOTLF2EKJiUyVgu1alJYAEIK5fI25XJnWoJewKFHJzkCsn3gsxtqOIEgHn1tjRTLM2o4Qz49muaELPriqyNaeKO/fvYKfvX4F6zvCfPqZeWwHpF1TjiC2AlMLXpzWpdHLWirEuOIGBeZYczu0bUS8/Z8JvuXvifhdTSduO5L29i7a29oZyZhMml62JwWOlLxqXRstQTf/sm9Mba+uEXR4zsJyJNs4jnbuSeKzz4BZZH1HhNdu6SU+sIN4wM33D47w9KMPMJkpcfzMWaZmZ/n0o2e5aU0r2/tUGc5xbE4sWMzq7VSMMNWas4wPbqnZxQWsOSW/Hg94QXeRKlaZq/mYCG2G5FrovYZQsp/+7g5C3esgkIT5M+jVDBIVpORCq7j/kUd48OAw3xr4OOGVO+mK+njTti66bvkf6ELyyb7HeaPxFOngKiKROGx/D9W2K9jw/G8iF5STwhPkxILJC6NpmDmsyqWRbsiMcmsyy2POFk5HdvEO9xOsSgb52V099GefY3usTCnYy0SmTCaboSN/GICWB3+ZrcEUXpfGU2dTal3RDCIBL/0tftyBKPMdN6peZW4c0qMEJp7gcWcT5b6bKbkTlN/zPbxdm3jy7AJPj2Q5MAcfujq5nGHlJbLP/wwTQnwVRW6wRggxLoR4P/CnQojDQohDKPmg/3mJt38D6EKV5F7PXhHgoiyyl7bLyYzeJyU5VMrVihqA/eOXe9PFvpgQ4kNCiA/VX/IW4IgQ4iDwt8A7ZJPQ7D/f7KXCegDzZ9SsCYBdI6jXWNESICIKhNNHMGo5fKfuVdmGVYVKhulUmjNzpSZrsCYWxfVsRyI1F8KvoL22I3nklIpMHxkukQ6v5dTZ08w+fw/PjRXoDOmEWjqh92qifoMV+gyyZbVCZ4EiMDXz1LwJhLQxKmlFIlpagAd/H/qvVVo44U5FMrq0VFIvS2makrhwGRqZxDbsjq3AYma04sjfETz3INz+F7RcvYe4V3AyLamEunmo4wMUem/hYNpN2tvDl/bN8+EHS/z6Qzm8Lo2b1yZZ36MW9K+dcXNoIs9b13qbEPlU0WQiU8GxHba0wIGJIgdGM000o64JarbDZx8foi/h55/efxV+A/71+JIMBiDSwxljDeOZKneuVAPJE06M2eR16N6AkrtwJMWaRlv+GKvlMC4h2ZoUPHhqgQOTJQ6lvTw9lOKbL4zz4niG/afHyM0vl74Wuo6OKiP1x1yK78zlxRdKkAgFwbGwHMFde8d566efxrQla0MVNkcr/K/b1xH0GjgSfuGmQYZSVb5d2YSlKTqpfC7Ntw6c4w++8QxPPvYDhXZsWKOXteS5s/NFzr3pPlj/BkVeuua1zQHtxoJfM0sEsqcJDOziKaGyvE0dXiVbbWi8eVs3j5ycI1MycVrXgcvPvil1XWwLpBGBVoR00Mw8CwUFo88ef5B+X4WRvMbPPx3iLZ9+mr2PHuYP7z1CtlzjV25dowKy5DqEL0qpalJ1aFJKuS/hjM7MFjkykeXIRJawKLLWm6YzZLBzZRzHFVDDyW6/uobz04pTzqnBwmn0agZRLcDEfvLzo1jzI0SLw7jMNO/oSfHJ1wRx6RrpwAC1YDdrZx8gWhzCt/EOgh4dDA/p2z+LIwzKX3sf0wtZSA1jlwuqpN6gYWrfBJrGdb5xPrsrReuaXbhKM3zt3Wu4si8CVoWYT+fKK7ZQqdkUy1XE5AFSbbuQmoH7Wz/Hzr4ITw6l1RhBpBuv20XUo+OePYhRy6Ode5ypk/soPvWPRK1Zjod2U3rNX/P0q+/Diq/i528cYDZX4bfvPUXSB2/dHL3o8fyvMinlO6WUHVJKl5SyW0r5OSnlu6WUm6SUm6WUd0opL6IZD+yRHwb6gb9EOa1TQCt7xdvYK4KX8/mX44wa6+3rgC9IycElz13SLvHFPi2l/HT9/5+QUm6QUm6RUl4tpXzqcnb4R7VUUTEWlOqzJKTOLoqcLZmroJRCSJuqvwNDyDrapk4rXy6SrdhNin+lQFGvC9sOmlVCz0+CbfHcSIpU0aQt5OGxU3PM56sIaRENuBgruegKCh4+MUuxaiEWhtClzbbtqhwrBMqxpEdZYY/QEvYTircpcs0bfxMOfQ1e/IqildHqTAeP/7m6kR1HUf0vnKUy9iKe6QN4DI313TG8bgUB728JsCmQofvE5yiseTNc+X6EEGxO6pxMS773/HH+178f5jV//RiPnJxleK5IoX7cXpx1eOPWLkJeFytbg3gN+OaQYGVU553dc81mT75SU3xc0mFLi2CmUCNfrtGfCGDograwl394bIixdJk7t3Ti8QW4bVWA75yuUKnZjKdLPDu0gPSEeGhULdQ3DUaxNDfHJ1UZLO530x3zUfW1E4jGCdkpRG4CDYc7B91MFiRfOGLzV8dD3HtompNTOWRiNRUjSHHs4LLrQwqdK/vCXLe6lRsH4wS8HvCEyLRuJ0MQHJsX5iQzBYtKzaYl4KLPr66LxiJcsyWv3djO2vYQv/IvB/mTpwrMmS7+zzef4d4jc3xhf4rff6rKovAgKuv2hBadElCeHcKaPakuBMde1t9q9tlMm0J2ntz0WZ6aNWj3w7qQRaDOpfb2K3uwHcnQfJFEwM0nDlT5y2dybGgP0NLeDXYFKcDyRDg6mSNdMAnV0twROs2GiMmt7SX8bp2vnHZx3+kyt2/uULyGugGxfoQ3jI6NRFC1bCW9cr6eSXOf1fGZyZYRZoGaDbJtE36XvoRk11H3YYPQts66rgmUnHpuhrDHwOPSKFZrIAQRrYpPlpUzFIJqz2608gIYPrxb3qjKokB77yrkbX9KJHUI/4FPwdwJdDOnLtWRJ1RAF+2F3qtJD9xBx4brGfaoGSh9/jggyZRNjkxmkRUFGNLSSpV4oXUnk7s/DhP7+Xn3A5yeLTCbUwFVCTeVo/fh2/sGWo59iYztwzHLWOP7qEkd3/rX4po7qHgjpeTV69v5kzdvRheCX9wi8F58fOmVa3ukZI98iD3ygyjHtAe4C9VDelm7nAbMfiH4PrAC+KgQhKDZfviJsGypxsMnZ5kvmDx8Ypa7tnYTOQ/a3eyY++O4K/O4S7Po4VXKKTTQdJbDsIgTT3ZBaZF9YWtvFI9Lx8gXcc8dxQkn+fwTw3REvPzqq9fwkX89SPHMk6zx5shWHKbLGjf26xj5CcTIUbyZCQDC3RvYEAsT87vBpUPfbgJuP4GeqxZRStf/uhpOPPg19QBV0jCL8PAfwps/p4g6sxPUKjV0u0JLyEOnPQlF1ZgOegx44uMgNIKv+4PmcdrcavDIqMW9J4usjkrKAvY+O8rbr+oB4O5XreLIRI737V7BxMQ4vmMPsj7UwcG0h7+8VuAzRLPnowlBJdCD44mwuUU5/ZGFIp9/cpg/fuAE1w628MSZeW7f1MHmrggUZnnzFW184/gQ3zs6zcauCPmKhaiVeejoBGvbQ3Rt2KWE5Mwh/IURWlqvIJlI8HB2PW2xINt7Y4xnygxsaCeRXWAgAk9NCRLOHF8YTfLE2QX6WgJsMXyEvMtns3LSR0s0TGfUy4nhDL1eSQw4O6eGSnf0Rnmu2g+M8LuvX8+mpIfs0R8QD7ixfS7m8tUmKONf3ruJT37/MJ99ocAzk15yFYO7VnvIV20eHa1Rk7AMjN8YjK6b49iIRvlu7oQiVg0qwl1dCB48PsP/ODDOT6+yeUOfyVNTAW7qhr6WAASV417ZGuTW9W3sfW6UkJPjz/fVuH2Vn4+9/RrQt6AVF2jruwkj1MqxcRujliMw8zxvb7W5JjxHoHMd99qdiOFH8bSs4A0318GuUqp+peGhGFtLwJ/AtBxF/3QJazgpTVPvNzRB0RXF7UiMpf5LaIv3ZP37t4fctMYDaHOCUMBfP8cVBta0U07VcNXFgW5ak0SWb4LjX4f1d6rZrSVmrXsTuee/TsszfwmxP0FEVxEf+Q6c/A5sf596kTvIOF3MVjx4IkpSwjV/HAZ2UrMkactict+3CWYmcFsqUy1GBtHXvgGmvsdVpz7DgOjh6X37eMPV60mPnaTj6L8AUDv9Q75k7eR3dTX8fZ+zk2tWtaFVCmrOzpFomuCtO3q4fWMS/8x+RVr7k2p7ZA24F7i3Du9+WbuczOj9wG8CV0pJCXCjSnU/MZYqmbgMjW29MTRd1BkLlg69aovT+L4Ysms7U94BCoN3KicgNCXlPSt4cdbmqWmN7X2xJqNvPODGdiReXd14X3l+gudH0rxrZx/XrIwjBDw/q3HjyhDRWAJbCta16GiOiTQLeHOqlu3rWEdHpE6vA+ANkzJaOZHVm5BxNA3e9A9KG+eaX4TX/y3c9SnY9UuKcHPoMQX/HH8e19gTGGYOv9ugMDtCLa8QYPlTj8PRf4fddyvanLpde4WKBos1+LUr3XzohgFm8lX++ZlRVrQE2NAZ4c/eupnumJ9ufQ5X+gxv78nxf7YscEXSUBH/Ev2XYmQQGWpnU3cMAQzNFXng8BRBj8EzQwts7Y3y52/ZjM9tYBSnuDo4Q1fUx2ceHaJacxACsvMT7BvLc9NqVRI0dA1d1uhx5+gI6tTqx0XXBJ1RH1f1x0kElVCgV1hsH+hg27pBPvq6deQqFv/y/Dl+/XGH6cpi2Fmp2aSjm/G0r0UgqFSr1KQOtQqBqadxV+ZA03hxskh72EvI60K4fNRcYbq6euiN+7l6IEHEp1xM2HD46OYi//ozGwh4DNaGa9zQDd1BgSUFw/PFi1+o5TQsnEVU88sGTZuKtMCL4xn+df84Ub+Lz55wsechP+kq7I7nlHrxEiDLz+zqI1Oq8SePzXFTN3zi3VerCX7HRgRb8XWuwxVqUaXcahopHQJdG1jXFsInS1RMm86gIO43yDcqClLCuSchO44V6KTmChPxuZbrhJ1nej1zVEdcOWxRmMF2bJUZta6BVa+B2AqabQYhFL+bBl6t/pzhpuZAxOeiKx5gVVsUjy7RNMUNqcX64NpfgZt/e9nnp4smB8ezHN/+e0jdDc99huD0s6x++jegZyfc9ieqHxvrxz/7IkJaVH1tmO4oRj0zanBWBs98m4Ejf0Pw5DepuULEk92sTIbg9r9EuAP8teczPHBsgdHZNJFHfpuaJ0528/vZKo/z6/o/87i9kZ2VT/DHvl9lwBlRgCpNaYXVbIeZXEWd+75dKmP7f8H2yPLlvOxlnZFUIKwZYL0QXA9sAKI/1s79X7bz0XJxXyMurTsjb1jBbVFZ1LmMRdbXzXdOl5py4IVCFsMu06VncVfmyZTMJjLvK8+cY8fHf8CDp1KcSTv8n++d5trBFla3BdE1jSu6o3xryKFkOszV1E072B6pp+fgy5zFDHRSFj5OTOcYaSxWQmNoNsd4qkyhch6kvX+3UkXtuQqQSi7BG4Gn/06V6iKdSAlOMcXB8QyHRlOUTQccB+37v4Xpa+Nw/89wbHJxoduyoh23obGt3cUtAwFetS5JwK2zUDRZ2RLAVxjFmD2Mz60z2NWJYehc4Z3mVZ1V8IaWUdEIoWaPpCtAcPAaeuJ+Ts3kOT6V5+qVcb7w3iv56gevxucxuHZVC21hP5pV5vduSnBsKsc/PHZWOfGJCraEG3p0BcGtFtB1Nd+Vr5i88PzjDI5/g+gScUmExlzBZDZXJiPCFIP93LI2yY6+GC1eiYPgz59bhFJ7XTo3rGmlPeJFE5CPb6TcuVMd10oBFxayqjShBlvq6qFCIDUXjuZG1wRBj7HYj6wfh23eaR7/mTa+/FoXHWEvt65WQ9cnpvPLz+XUIRh9WjmSoUcITzyGZpXqizPNzFxKyUf+5SAdES8/uHsXH7+ywvYWmw1xuLGtzDkrwngq3wSyrGkPsyoZJO7T+dNrBcKoR9rThyF9jtHxCdJ11FzNE8NObqJYk2TwI3quQiAxLRtd1xdZPpao+sa1Ij7Noi8RYDB56baAE+1nvv0GhK6DVM7Ikz6pZBN6dqqe0RKOQPU5OgiNQsVkbCGP7Tigu6nUbMI+BSSiVqSDOba1Ck5O5zHjq1RQFu1Vfad6P6hqOZRMG9PXRnHXr8Hscboe/B/Uwj3wtq8oMBOAJ4wEXMJS4xSR1ehzx0HoOIEktu7FW1Kiip70KYrhwUV0bjCJeN2fsYkzdE59n+/tO05wdh+zrVdzj3YrBenF5XIzeu2f8K5br+YvbmtHCIHL7WJNe4igx6BUtTk8nm2WxP//Zi9bphOCP0EhJI6hJCRAhS+P/Rfu13+qXcBY0CjGNi6kcGczCkmVTHBqxMMhUrJODe+UiMztp7fgIpF6AVlZwUJvL10xP25D41svTlKzJX/0yCxulD7Rx+/ayJnZAhLJz92wkg/90wE+f8xBhAJ4tBLrc08wZMZxvGFCxWHs+CBz+SrjqTKapvo6S3tZyxRdq3kY3wftmxUpZ6BF1cc3vAkO/YuCDOdnKdtwKi05dmaeFbk8fb0W4SPfIDB/kKHdf05VeBE1e3GzmVk+fmsbW8JFKrZoLtL3H55mXUcY3ZrC3bhRXD5kz07SxSTRiKaGNo1F3ixNQHzmSWRkNXRvZktPhHsPqt7nmrYQ7WHvYga4xG4dDPK+3Sv4/JPDbOqOsLBQxhBwRVKHTAmQ1GzBfMEkVEzROvFDWvUcgaHvkqs5zGZKBMKbuWeqhclykMDEAkFXDFvG+NANAwQzJ3h2rMhfvVDjhdE0W3tjZEs18qMHiXg0gv1bkVJyZDJPZzCKg0QHhqfmyVRsBhNq4dLrondPzxisi1Qpm3WZi8ZCCZwYPocvGKHFayArDoPdcXSxwKnpPCytIlkVtXiWc5BcgyFOo9sliK+A9HBzexOZMkPzRT5621p0Q+fK7gBXJ3MMruiG6VmKC5OYUjSBLI6U3H3zKjaH87TWhlSPNJisi//ZLJx6CjpWoGm9WO4IVv8bmJ2aZLzqw6pGeM/uCIVsmGgovMjyIVSGgF1lo30W3OuRMra4KF/EYgEPaCUlMIciZtWEYHVbCEyhBBUNtwIRNMrlQoOVN5LNmZw7c5K2iA8t1MF8x42E4wbjuTLWgR/SF9awU2lmozezqm1QMaCAAoRYleW3uc+FWH8XjD0KiQG8t35MIVPLaVVN8CvORhcOJlCIriZ67h4wPNjtW7HGM/iKE9C2ETl7nExiGxMVPzMjKXb0x2Hjm8k/+gneOfsQ9w+rczAdWMv9oxpHXR/mV19/FeuiG1jZEiBaGoUFcBsueuJqmLYh8KeL+jGJqOHj/7/Y5fSM7gLWSEn15V74SraI33Ues+6iUNhSi/sMRqXNTMlCDwoVEZan8QYTbOxeTXXmJFWP4FipiiMltcICxyYytAYMhtJqof7Ce7bQHvFyZraAI+E1G9rZ3AJfOe1G03P8VvgBwo/s5QrATm5ET5+F7e85nxAAkuupFDPAec6oVlE3mhDqgm2U2lZcD/u/AJ3bofMKyrNzXH/8t9imn+FQrYtcdR1dB79MJbyChcE3quh+CYCxMDfKoD2B193JwVmTqwfc/P6dG+mKKlG/Fb4iblIUqxYvnppilXBTDA+iW4ehpQda1zW31RHx0dEbAysHQ49yZWeSew+qI766LbRMg+mZswt45tOs9lkEhMbdrxrki08Nc2Iqz+hciQ0J8GoN0IhGd8JPYQGMahrhWBS9cbzVPFohg131YB+5B8O5mrZohL7aWdab49jOYsnj/RvgSycN3vSpp1idDHH96hZW18aIeiRXtW3ihaPH+PsDZd6xvYt3JSRuDfaPqwyyO+plJlthW3eEdaEihytFNKGEGweSwWXOyLLVXJKTXEO1VkH3hVkZd3Ni8rwJhsKcmvdKnQFNo6urF9bcqCDH9e8MsG9Eld+iPhdn5ivUkjvwlqfVsU+spHh2hIIeYaWvAb8Gn1unNeiBNFCYUc5IKJZ1DQcE9Mb9OFISjoYYLbqxUzlFlqvF6OvuvuAeQYgm+s+SgvsPTtIS9LChM3JR9vgoBW5pSSkNKT1Ox0qLjoXTCs6en1HIObOmjkHrmvocVhR0F5pmUQl0YfdvQUhVupsoQIedpuaOUe5YxezwaVy+NK5qRgFBPKG6B6oP/db3Y11HiKA7Cu/4Z9A9i5lYYVYNBdcqisnesOlvD5PIb0Oc/ifIjGK42vGUptDtCvTsxH7DpxlKRXE0N5bZ4LAUGBvfyKpHfpeb8veSEkF+8cRG5qsWvf1rmQxvIeZ3I5awfzjtV1Cs1PAY+jK5eczCskHonxjbK1YDvwb0sdS/7JE3v9xbL8cZDaH6rT+BR+YlTFsSlWfGFAnpyhuIeDW2rx0g5e4gkuxUN5eIQ6SLgJMnEPKzYERUBFfOsP/eT1G2tvIrg2M8Y61m12ArN61ra0Y5UqpB21/bVMT75J+TDm/k1sK3lH5N9w70w/8GVhk6t164j8FWLLcEWy5XyK5HfE2Z6Ib1X6d+FmehfSOJF34XT+EYTvEk3cJL2r4CRp4kvennEHWWiNoSKIojNEBiJzdSEEUcR9Ia8vCR16zh8VPzSrMHpfwqHAtHSKWzg0stLPp5l5MQ6vlamVVJVZ5c2Rog4DGa817ZUo0fHJump5oh586wtVUSjbvZ2hvjyGSO4bkS71zN4hyO0DEMN47uwR1qRQhBOTtPxetGeEKUjQ5a9DR9lXMUSaJrEPK68RgasYALMyMIetx87ed2cv/hKf7uoTMYumDtSgPpVDg+neNLh0qE3Bpf2z/BlmsC3Bl285vfHyfuldgSCqbFdw5PcbOdJZoZx6itpFyzOLdQVJm3oYNmKOFBra6rxDCeE99mtS/O4fGyisZ9sbrK7L46RRGqNLfiWvW/kw8su1b3nUsR9BisaA1gOw7rO6NAVHHsAFZUo7Zk8LQhoS0aul0NFJ9mqL4R4KCxsnWxxCYleCsz6PMneKDo8LoBL+F4UkGvm+dVA8fmxFSe49PTPD3roa8lwMhCkds3dV7gkOxKDmtuCFd0heqH1J3AiyPTJBcO0RnxLW7X8KjMHmDhLHpFA5SztKoVwgsvqvJdrBuvpuNkJpBCp+aJqfKjN6L0oRBLsqz6d4N6OdDH6EKJ4YUi13UZaMe+raibvGEGkuuRSR+uiA86FckvJ+6jpWUNK8sKaDSnJ6k6UW7e2MPpmTxjDVYXwLf59TiP/B6btWEORm4mUjWYrcDAms08cjpFS6iILgR39DiEAVP38+xQirUdoSYIRNNYjvD9ybJ/BT6NYmuwX+a1y+xynFEJeFEIfsgShyQld/9HPugVZY6tnE+ovV7SkCo6c2xweQmuvpZlFXBfDDbcRXZhmtHZNDFzWs1oVBZ4NBVFFw5bwwW29Pq4aofKDhqZjJRA+hzXHPxthCuLnjulor4d70Vuehvc8jH2HzpEtK0f3/nQ2EoWo5bH0oLLczirAggV3eWmYOaoangGW6F1LQw/Ctveg/eFz2GuuZPxwXey8jvvQH/hb0HaZHpvbTIwOEsueIlASIeyaTOTqzA8XyRbqTX7AcMLJVoiFgJB1dOCHYmxOhzBn/YpWHlmVNXrgULVYmGhTHvEgwfVhPa5dK5aocoXjf5KqmQiBRDvxym8QKZqEwZuWtPKn3//FADb160CY5Ga6XQGZn3bGQh2kmq7Bm9xgujGWzBGHsEzP4W3JcSutgh5s4zlCjNXSNEvoC3sJZ9xg1NkdajG6ltWc2qmwA+OTTObtKkZkj+75wgSwbff3cdv/DDL7zyb5rH0LPvGS/zuDhu330N7NMDY5CTZc48Tdms4R3SOzm1CD8SZzJS5fVMn4cFbqE49gKZraGYeb3ECPTPMmoCP74z7KGbmCfhiqr8T7lAL6NCjOIaXQ2MZOiMlkq46y3i9hLxvJM3W3ihuQ1fBztmHyYgQVu9WIgEPQiyfMmw6I2+dILjBVq7pYJsIHBw0SqbF4fEsg8kgjpQ4aAzPFjhXmOWFhWG27ryJcFvv4obbNpArljk8cYAXnDjnSn6uXBGnYtnLFU/rli7XGJ/KoQcybGrRKYwfZSZXIROsEF/Kdi40NfuXGlJouOw4hu3Dl5cwNY4VX4m7qvphplhBueM6uq2jpNp2YLkjwOQSUNJiZqTXn3tuKMVVbZIwRSTt1CwHpziP5g5BtBt0D0YwifSFOTKRZSbbyU3dV6F9/3dg99101Z152tWGWbbonthPYCGLY2zAqaPhiK/EXnEj2vBDbLnuTh4IaEz61vDkrIuxiSyGphHxuciYGmFQUHQM1d+t34q6Vs+cfjKdkcUeeVlieufb5Tijb9cf/+9YXQgOt38ZdPslT74vRi3qJzN9grDjIKSN8LfwaKaFzf40fgOKmq50VGJ9uHTBrsEELmnC596BsMqc3fpRVq/ZAG4/ZiHD40cnWdsdJ+/rJCz0Rdq0xm9zJ7nCbZJKbMPvXnKqrIqqsTfKDE5tMXPo2gGH/wW+8ytgFnAPXEfPht3Unt+Ee/wpCHXQu/Fa1eTPV/G4FlMuB41qrcbQ8z9guhLkgdIAPTE/g8kghi5wNA+aJ6CqNO4QxML0Rn1Q9kIxr8pNdWdUrdnMF00SAR2PAYau86dv2cz1q1uYy1cJeutIRL8blyaYLjq0eduJhKMADCyJ1rf1hKF4Dgwf2YrDY6fmFBW/gN5QH1VfG73xfizfXaRODZEc6Kc6O0SxmiLogdlijZaqhZSwcs1mGH2c/PRZ5sMe3r2zj/sPT/GtUQ8TeRdCr/CZmwUrEn7+4d2r+OBX9vHAiTQ39nl4e8ck99v9TOVceMw0eEJkY6vQqyYBK4s/0I4tJedSRfwunaJtoLl86DOHcFtZpHRY45kH4nz7rM072qWS9dZdUJpXw9KeEOboaWTFgLB7UeSuXOPkTJ7bNnZgaIJcucYjx0bRNUE2FeG1WweJ+FzLyrldUR/tYa8qLZkFVQHwhlUpTDqIs6NIBPvPpanWHGq2kjgo1RxifjdtvWGcGUmmogKEpoU7SefGCXpcbIhFyc0IxtNl2sKeC+VMAL1+f2VKNagUcKRkLLAZKbRF0Aeo+3D2OCycVnB2IRRYoDSFmC/ij7bTE/czlipRtQXCG0c4UWTVpUQzl7CM4Ak3h9MTQQ+beyIcGsuilxegNI7WolhuHF8CXB4wVHl1zLsaV9XNdDYLmgvrnf+G+5/vQj799xRathAIJMEdoGw5nJ0rolk1MBQDi7v+XVw73gPjz5LpugFplujxmXSbYxwVLaTLJomgm0iyF2Ym0QrTQDdOXe7+yv44XkNX3+Mn0xndy17xP4B/Z2k1bY98WWmKl3VGUvIlIfABvVJy8sfZy1eOLWmSLv0pHbWgzh1X3GWNSLJuuhCYnji5yDYc00uOAMeKIe5em6P36rvw2EWYPwWxPoQQyoF893dg9hjOa/+M7kCHoh1xBxDFDIHMKVzSAdcmBAoivqUnSthnNPcr6NEIJs7TMXEcVbMvpxfpZBrQ9J6r4MV/UgzfOz4AkW5cmoQNd8LsYVjzOgL1GZvGgGTThKBas/BYJnFPgIztUKha6ELQG/czZPegrUiC5aDXCjgVnULVhVe41IV0HpquEujG8QmozSGlJBnyEPG5ifgWF6yI38XuwVYKmXmu7eglFFWZU0/cT8Tnwm9A5+mvguEDl4eMZxUDcYOVtSFmKm24e1eQK9cUq3YgTrDThREIkLXOUDZtwkKxaGdKNU5O54mujFOzDZ4YWWA+rNi417aHGJ4r8KoVHn7jjq1YZx7i1HyVvpU67792Ba9eFeLNnucJaDa3i+eZ674Nq3MV1YO9hA2TkM+H6Y6Rz1ZoC3t5bmietuJJxq0ofYkNeIsvsm2wB7I611iCtdN+PnrfWZ6fqPCXb79CkaaWUuBL4BgBIIvQBNTKCqxSzXNgtIyUsKM/hq4J5vJVnKJJXyLAvDBIlUxWtCy/XoUQapHOz9cb9C1qod9wF3ijrN52A7o3yOi5usaWlGzojNCtJzg2rzNfqtCCIBo4D7ZdyRLzuSm3bgZXmK09Blf2x+lLBC7aM9KbJXEJSHQhsDxR9FpheZ+0moezD6vrupxVcim6wxXmAfS5GsIpEXIptxjwuggEI+gLgmq5QDhhUCxZBAL1azDaox6NT27c8tIGoS+CAr2RxePvjzM2UiRqZ5vv07whuP0v4LO3EJp5jmJ8A0JA1ZLMF0w6fJJkeIngXTlDxd/O8NufZCLtJ+iNcLWcIWzNs6NvFWGfi229MXWcnFoTwu9IcBva4ryWP37B+vMTYu+p//y1Jc9JYOXLvfFy0HSvB/4cNV+0QgiuAD4mJXf+x/fzFWLNpv2SOSOoSxWU1QDp0in5ummaQOpu2tuTbAp5+OHxGQB2XfsqgskkzBxrblNKyfThh+l45u/hqp/FNXAjrtRZtV3NQNQny7EkjqH6Sl6XvhxhJgSpQpnhc2mu6ImqKLKcVsSO0lF17pU3qtfWo0D6r4Mr3gVXfQAivTD+HLZVoxgaILD+Teg7f47ZfAVdiAtUI7tXbsDX2s+hx76FyzBw6RpBj9rXktmQWhcYmmDAOYd7QeeZ1Fo296whWVlYdIwoNF052IsVFlAROFUXQgjOzhUYnivyqnXJJgKrLewlaTuESqNgrwRNLRZv39HDgCejyn9d28A2iZPHa2jYmVlc4Rh+Q5KTDrqmjt+WnigAcxJ0JCLcTakQoFqnrNl/fIjBaoZUyYMWEdhS8p5dfWzsirCpKwrVPCcxqDoCx5a0zj3DjtYA8aqEcB/+3CR9vgqz7i7Gem6jN+kQjLXxrpqPXLlG2bQ5OJ6m28hiuwPNeRkF0/IRTnRy34fX8rH7jvHlp8/x4VtW0ZeIqVJwegRHOqoErOvgqN5gsVzhT797kpDX4IqeKI6UTOcqTAjFfqDp7otmJPOFKqmiyWqjptg64oOqUZ8agWASd7QxY7bojNyGRmvIy47+OKlghHghTsB/nrro5IuEvRFedeWWS2tqnXffqHvCWYR2FydxDJ/K5Lq2K2DFwlm1AGuayvyrBTS9iiYtCHdQsWyKpRQQpTXkp6c9QnrexZmJGWyrjWJxnh3BNkLnfX6+UuPwuHIwAhs0nULVUqXCUo32SKw5VB6cfQRPrB2MlfXrWECsH2vFzbiGfkDJ34EmBDVH4BIaEZ9Bb3d08cPsGtOT48wE4uAG3THBNmkJ+jhctdjcXQd5FOfBqqLVCXIdKclXauQqFp0RL+JiPeSfBNsjV/yob72codffQ9GGZwCk5EUUG8NPsC0ZrAMFBAh3qcW0wRF2kelnQxMI20TmJsGq8vzwPC4Nul0FXhzLMJMtLW5TSvyP/B5WoB1u+X0WSjWy5fq23QFEpAfNKiHyU+jVLEIoaOf+c+nFoUihc3o6x4mpHPOFesZbXFDcc+FO5ZAq9Siu4Yw0HdbdAcn16qY2C5izJzk3myZ11a9B6xqG5oqMp8ucmS00pc8BdJebZDTMNSsT3LCuk1vWtxHwGGhCMJ2t4C7PwrmnMbDpjboIeFXErAmhsrUlDlwgEE4Nx+WH7u3Yhh9NwNm5AjO5CpPZRQ66Ne0h1npTaqGs08BICTesaeXtu9eqMtbEAZg/TSjRxm2buljXEeHmNUmsUUUmez5Jp92YaQ4lqfrbm0PD7uoCPrdBumxzbDKHLgSv29ipHBGAJ0Sh5wZMbys2KmAQniBUC0rBs84BKBBY7gjV8ArwxWgLe1nVFqIvEaBUczgymSOYH6GlMoYl4exsjlxJyUgYusbP3ziAJlgkMwVYeRNWYh1QZ38PK2fxkW+d5eR0jr9751YCHgPHUYOca9pDbOqONkEDw/NFHq8zdYMqi42lSvUoO6SOr9DUNT59iLGxc8wspJvlYSkVfHym5iXQv4OelojKnsV5y4TQoFYmIrOsiHtf0hEBaNEu5jtvrusBKWcUyp7A0dxofbsW2UX8cfUIJJUMuy9K1QiQLpmYuXmKJkxWXKxuC9IVV1lDGTf9EY01bSHmwutYcCmZB+ZPw9mHAJoqswCaY1OowROn55lIl/ne0am6wKAyR3Ohs/i3pgnQ3ZhX/TyF0ADZ5E7wtyA9QUCgXwDIVYOZDbmW4PhjFOfHeGo4xYmpHE+eXVCf17hfgQ1dYZIhD/MFs0l19RNrSmr8bvaKf6s/fpG94qUvkLpdTs/IkpLsebDj/zJC0/8r1qQCqn8pbwQ6NqvfbbOevVzop3VN4NRK/Mq/nuSmjVmeHymwMQGlsRehXCUdjtHWopyYOHEfkdRBZm/6C5JuP+M5m2ChSsQTBG8EzXDTfu5eXMEgq80qrq43kasYpIsmubIibc1XHU5OZTgZyGHZjqIxcvlg/iSYeXUTB9vVqtuY8WmKe2lqAR19Bt3XRnRuGLliU/PrCwG5ssm5VIkNpRoRv4u5uRnM1DjtLp1IwIvmdRH01pr+VXNqCvXl2NhWrV5SQkmiO3Uxu7ppGsTTL2B4WiFyNYOtQbJlk/sPT1G1HGq2wxu3dquFrJxWC0c5o8ozoTZAU2fHF1PT8elh8KoINmLXiIS94NHwuwSmodisTcvh6aEFBpNBirG1WGFJh13Fi4llN6J7gdelsb4zRMwTXkR/Zcdh4Qz0XVuPfJXkiESgecNK+iE9ovSHfDFcJcVL98JohletS5IqmuQqFn1xP+0hL56wH9uxyeczeH0aqXyZQEcn4TpfWkfEx01rkvzrvnH+5y2rFdRd0xCa+k6GrkMwyYEz4zxwfIFfe80ablyTJFuq8fV9o5xbKOGvptgQKuEXBSCGIyXVJfBI2ZA0qQNwGqUoigtQXqBw9hm09o0ILQmorGh4vojPpdPW06GCnr7dF5aLhFDXwfjzKjPXXprtxa0rBhOfRydfsQkIgcfQWNsZIdmagLHnVc9s5U3L99MbpVKxGJpQ2l6F+CZmshobVic4NFXEcsqsiXVgzUjmcmV0T5xYvcyLdJqBZeP69Xt0dGwWTInHpbGtL8ZUrrwMdGELA03ay7+AJwgrbuCZ2x6gNf0CW1r8hGNRThTiFD0a+07OsqEzQmvIo1gCHKf5oTUH8lULWwr6WwJI6rOLnsWAuKOOJpzJVVUiLQSM71+cvfrJsk+h0Nd/X//73fXnPvByb7wcZ3RECPagWiargLuB/1JS0/9yc/sVE/LFzDaXkVYutZGFIh/9zjnmizovpqYwbcl7V9cITz6Or1rGlY9BWMlj8+TfUAyvJLfmLSSBmnBjWCU1V2GbiH2fJ2pOojNA1G+BVmSO2LLPW/B0UojViBluhBD1i9iA3p0QH1BDkb4YhNsX3+SLqQa10FXT2hNRtfOJIURVZVESSbFi8+zwAnOFKlJKbt/USTY9T2XiNPHudl6crLB6QHD1ygQAhi7oiAXABttxODQ6h7clCC7Q6kSySwf0Ql4XW3tiUE3DmR8S6b2alIRYwEW1phbJxiIwNTWBWQ3Sl0gohGApRdDTvtjcjvTU56ou7PEVqybTJYueUg2/R6dmOdi2JOBx40hJLHeca4OSM54NzOUBIVSkHF9Jm+4h4NE5MpGlizKxWhkKMwRTQywEVqm5DyHQkGpBjnQ3o/io301/S4BzC0WEEKRLJqOpEp1RlS3O5Gtojskzw2luvPIKSuEoZqIXgov9v3dc1csPv7yPbx+c5E3bumHhLEHNYMPW3WoxK8zyuaOSsNfgZ3apY5sqmdg2tLsrREspynk//qP3wIa70IQKhBrILrsO8mheF40MZIkQo0SjI+Il4DFoC3s5O1dQZbHiglrQqznVj1yq4Lo0Uzo/a7qIFXNpXPNHmff3cm8+wB39G1mnHQU/qgSbHYdKWpGkRnuWfZYmIN2+G7MnQq1cQ9NLjOcs5gsmUb+LUPdarosPkCqZJJw0Yb2KWgsXod0NQNDqthCG/0oCiSr60VmmsmUcRy4rcUphoNkmWweiy/j2Gteiz85DWUKogh3qQLSGscaySs+sfk3a9fmuggRbCkIeg2goSFXXFAOM3w2yvvSGu8iWa7h0QbZsMpuvki3ViNhVfkJj/ivZI5eOdD/EXnHwct54Oc7ol4DfQiEj9gLfBz72H97FV7KVM6rB27VdoXi0ix+Wf3h0iKrl8LGravzv512qoRwrImseam4vuieitIRqFZh6kfk1H0DWS1e2beHNn4PRElSzYNcItK8CswxmRZV+zgvIYtEEkUSVoCMx9MYAbkHtY/umiztNX7TJVkyoXd3clQxS6Di+RtQIuWoNCcT8bixbRWsOmorMundgjhSbQ3gNa8TcwqkhpIMt1HESxoUyCPVX1p83yZRMDOEhEfBgS7l4UwIVV5SyY6hyab0M1u9bEo03vs/SrM8dJFfTeGEkRVnzkz48yW0bFULKlpI1gaIqYdYUgKEvESDkdXHmuJKucFxqny1HMp2t0BKq72slS9RawAlsJOw1WNMexu3WVOZ33sLbzDwAQ9NwHKjUFOjD5fETQCI1nZQMUXOLRbb3ut28NskVPVF+/95j7Bpoob0wo8rDsT4Axo48yQPn4IO7u5pgE9WfMfA7JTSXD2/HWqjOQimFJlRQ4kiJhsBxWI5Wa1j9+hYIHCFY27bYZZESjFoRhp5TvSWkEpfc+KZFJ7HMGb08tXQ2l8NXnsTXupLxiiRTtnDXbA6fHGGNfYrw7D5V5jXLsHXP4uekz6GVy0AMKRUresvssxRma5DY3ew5KuYLA049BtogeFY1vk19H9UPx5GgaUSCPm7f1MlTZ+dxGdqyMuO2FUnVz/G7Fx15YRb3+AE0c4Cyr43R1Cx5b5kbV7dRrdWHfxulQM2g5grg93rIFB3cLgMn0svVg+uX99dKWp3QeIxjmQKaP8YTZ+fJlmpIKbkzZhP0/UQ6I5u9YoA9UhFu7hUrucx5o8vpGb1TSn5LSq6sP34L+P0ffV9fAVYrKz6wRr+lMZMgHTVw17bhgrc4juSx0/Ns6gyyOVzmNYNB3LpgR6cbaXhxmWmlzhnuUMN3jkUusakZ24haWTmDeL+KskMd2InVmInV/MB1PU9N2OQbPaVGQqBXef1KjetWty6Wk8yiKsk1HJGUSp56/oz626qq18BieWbgZoY2fphay3r1FiDideHSVUQPapFzpFJQ1IXa64l0medHUtiOxLIlU9lqffckudhGjGgH6zrDeF31G2tifzPqNi2HoYUS+Tqn3tm5InPFKrdv6myKGDYWAeGLMdtzG3b/DWp/l0bhAL640tEpZ9T2hYAV17FgJEkEDLpiAWwpyZQXm8GUUpAZw7JtTs0WyJZrRHwu4gGVZRqmqs3bdcE7rYH4spRa6prOGIau4Y93YvjC9drm4u1SrFqcWyg132/Umwdl0yboMSh0XEXQ78Nl6CSMKr7iGN6RHyi0Zt10TfCXb9tC1bL5jW8cQiLIlaq8cPQEpcws/zwcQADvuXag+Z4GtdXWNYNs7I4TqM42HXjDMTY0/CRyOXNHwxoORNCUxn767ALnFooKMq8JhWwrp1WlwFki3AjQsnpRoVZ7eWcU9bvREMzkS4QqMySKZxmZL2HWLDQzD6FOlc0bnuWfU1pAz40SnX0OCjPYjsTllDFQshqaQF0TR76pBofNwpLsefF7NwasD41nceZOQ26KiN/F+s6woh9cQomlRbvR2tby7HCKHx6frR9ISdmsMV8wOVNwsX80w1i6AnMnMIYfqV8LRdULCraS3PQqIqEwqaLJVK7K46cU0GlFyxK0oZlXAfDIU7SMPkAhO49tS1qCKljLVe2fVGj3rwEPs1c8wl7xKPAQ8KuX88bLyYzeIgQVKflnACH4JHBpit6fBLNNyE1AsE31iy5jzuj4tAIRvHGTugnfvSXCb92+nlhtmGnvIHL4UULxHtWnmTwAoKCzERXhV9wRdF1XCDh3ENa9ngNDc9jROI+dKdNaSeFzGSRDHsKNCzY/RTh9hvCa2xZ3xKxnRg1rAibqN1RDC2b1a9TfY89jRHrZNNjfjK639kbRhKA94uXkTL4JNZ0SqqBhnHscwxykqEebooQAulWBahFhFjF9SVy+AF1RH6Rn1I3lS6iyy4a7cIwwC8UakaA6phKBxkVomVCLsuWOYMda0eulkSMTWWq2w9bemMokp15UGWe9JIUvRtzvRkT7qGmeZqY1rKmM5dh0nqhZJJnwkClZZOaKdMd8rFu7nsKxcVzlLJtW9S9SsOj1RbU4r+hhymnyIkjGs4rOsA89P73MGZ2fNTYAFOWaTcBj8Lr+DrTxToKJbkLlUSKFs2hhzwWL98rWIL/52rX83r3HuK8/zK52B2f2BI6/m38/XuCmdpNOTwVY7MuoY9gFiTcv9ld8Mfx2lfaIt3lJbOiMLKN7alowCe2bEdNPIoXg4ZOz2LbEtBzFfq1pilLHsdRiH+5arjLqj6vjVFpYtuhfysJ+Dzv648zHE8StWQImTMW2Y9QKoIXBslRwtVQgEkBoaHYNwyrgOA6r20PITFCBMurXDbWyYhEPJtV5iw+q93rCqqwqJQGPwcrWAENzRUR2VN334Q5agh5eHM3w2Kk52sNeehN+ZnIuWoIBZnPzFKqWKpkhVd8H6PWYTDmSdKnGqZkCHdTYdy5NzG8wmipx+6ZOkiEvw1VVWfC2rcGeGyI3eYLI4JL+j20ptGvLKrTcaeIyT1s4geWoqkHY5/nJdEZ75A/ZK1YBa1Bh9Qn2yMti77kcZ/Qm4NtC4AC3ASkp+YUfeWdfCdYcOrgItPvsw+oiblm17C2PnVKos429CTJiBx5fgJ72VqCVFe02eLJ47BJkx1SGEGzHE1+cc7hy7QBaNQFmprl4mJEgs/kKjizRGfVRrFisaA2wriO8fL8cZxFQEe5UWcJSE/ri0GtDpKxhmoZmFUnkjkG0D1zx5gBtf0tAEbI2Dks9URZCKCCevcjt1WKUiWaeU83qk/cTYDNmeJBsyUPQstCjfZCoQ4dLKUQkTMXfheXJAkUcCcYlFq6lUtoNq9lqCBOoz+DEoK1TOfNSCubPEAm0cMPVO5eVP9rDPoIeFxM1m6DtqG8k1JDohIDOUAi/S2dHRwuG302+Tp+jNaTcj99D1jaYns7gv+ItnMzqtEe86F3bWVrDb3yTWECdi0b0rQnoiHpJVoZwt3dB6yqYOsjGrkj9fBhkS7Vl+/zua/r5xoEJPvZEnq/f4QYkz5zLMVN0+L3uE3AkDRvfeJGMMbbsuUTQcwFc/6IEproLgm2s2nYTwhvioTOqQuBI2DWQQFTzUAlCz5Xqelr16uWfXcmqvmv3jouez4tZwGMQiPsgZ4Bt4LiDSKuI8ASgZ7cKEOv3xZKdx6ULNndF0GIhMDQwFgdlE0EPVGbqJHwJyE1DNaPeG2pTj3JaXS9lD0K4EI7dLFNatuT5kQVOzRRw6xrXrmqhM2RgR2D/SBa7Xra+o1/1fXRTozw/jKYJAh6DdCZFxBql1dVKZ6KDcs0mOzeGVhnDn9yKLgTDdpx2MUyM82RD/HE1gJyfQmgarnArd61dJHMOlpYMsv8k2F5xM3vkQ+wVbzrvPwPsFbBHfvPlNnFJZyQES0IUPgDcAzwJfEwI4lLyshO1r1w7f86oHq06lkL1SFlnwl68MR47Ncfa9hCJoI+o18/Gdn/TSXhdOqy6UaGCpK1gyF3bObegkEnJsFdp2bsTQKK5TSEUZkwTgky5ht+l0xcPLMKUm07SBjR1Yzm2yuaWmqYvQkWlszxa1QxkrUI2PY/b3YLfH2csVSLgMYgHlsPX1wysRLZ6YPYo6zrjTFUMZusIn8z8FE6hQmtHH4HsGQas/aRqnTw/YnF1Z5SgZwl0uF4yqvrbqYXjoC0gS4sME+ebx9CI+l3Ldluy5Gs0WDJyk4vRc2oY3AEiYYeI19vMONZ3Kkc+KpXkuta6impOlQ41IXjqyGkGzCresMXIRJaOiBe3oSmI7swxKM6haQHQC8jSPNHZc+ixFdCxcfkhr+9cV1QBEmJ+NzetTS72aEaPg7VIYdSwbBW+c2Ky2TdrlCv/6I2buOuTT/C+71Z572p4arZExLC5uUcBhZsO+T9g5xaKSMmygANQpdz8FFogCS4vUjackVTXnlFfFtxBBbM+/3MXzqiM5DxRwEua0JYMZztgVfEXx3BsB80jLj3gKTSEUOcRzWA8XSJcqaEJJfvRFfVBOakCtfyU+ulbvL8op2HfF6ilR6nKXvTe28G/6IxSJZOIz00y5MXr0shXLSzSaKnDrKYVLd7bLP/2egxe09tB+XSEsmkxKsokph4n6sqzs1ZgpPQadHeEiMvh7OlJItFN3L6pk3QuS2vQT8C3/F5binBMhzQ0d5iiaRH0GKpy4B+8vGP7yrEbUCW511/kfxL40Z0RsL++EbHk5+31x2VN1L5i7fzMSDNU1mBVVLkp2KbogurloELVYt+5FO/bvQJN1lj91RuhNA2BVnj9X7OQvIYXpi2uJE9Eq6op9y1vZzxdJuJzEQu4GU+XaQ15moJ8oBa0gMfgyv4YGzojhH0uDo5n6Ir5FB3O0oytnIbD31DpvcuzvLeiGZfOjISOY9UYWSiRiNfwt8DQfJG2sAeXLtg3kq7POXhVqaq+qLeG/WQdByGq5MoWT05K1mfKeA48yEDMILnyamTIz3jZQvNHl0NyfTE0RyJsE9vlh7YenLMLl6zoXCyil3Ix+7gAmuyLLXJ3nX1IZWTnZbKOrDuMUDuOXwfLwaULapU0ObPGxFyBlDvCYDLI9atb6wOXPoj2I7LzaHaFqjuGxlk0bPV/3d2c6m98l8b8UmOws8lRBiqwyY4DgnMLRYJeF3OFGqOpEuvaw+SqtSaicFN3hK+8fyd3f+0F/vc+dX2+e8DEE2m/sHx1CZvNVzgykeXK/jghr6s5m3ZRZzR7nGk5TTW+pvm07UhOz+RJ+A3iXTtgYt8yWZCmCU31lApzTQXalzR/HFbdqn7PjKqnMqc57VpDYfAafMYloOGageNIJrNlfK0OwwtF+rNperwW3Z26IiH2xaDvOnB5Vd8ppEAspIZh6BFVTvTFMXJF3JV5heCrX+Nxv5t4wM1ouoRpO4S9LkKaSevsAdbZrZgzJxjvfC2RcAfU+ogE/US6VjC3MIdRyiN1N55IK5uFQWeHINzZib80DigKpIjfRWTuVB3cd5H2fD2zXek10YTg6FSWkMelIOJLrZyGwjwEW/7DAcn/Ndsj/3f9t4+xRw4v+99eseJyNnFJZyTlT/pg60tYJatupGpeZUC6AW3rYfKgynbCXcox1aPRh0/MUrMlt65voyV7GHdpmmLHTgJTz8LJ7zHj2kzfsc8TOvmZRdr/ru3UcQCYlsPZ2QI+l36BMwLY0BVhoDVIrlLDtBxGU6ULnVEpBeWUKmfQsjxSDncuDuleUKYzEDU1YCqXsENoQqBrAtuRzfLY+OwC7rEDJIMG2aqDaTlE/S5SJZO29nb8/W9hfuxxWlr96LofUxqAIk49v2QkgEThOF7hgrabWN8Z5mLArkubXO68ztt+kxEcln3fZ4YWFIAguJJK6yao5AjpJilLid9pAopVm7LHBrdC0wH16DwIiRXUjDgziddiWH5KJYt8uUaoMqmi97ozapy70zMF+hIBHEdyZq7AbE45gGsb64ltgtDIVWo40RVEAj6KVZuxTEkthktgxbsGW/j0u7bx1BMPE0p08IarrgTyF5avLmH5ssVURrEKhLwuHHkpNJ1ajAtzY2RkK9RpgQMeg7OzBQw9SLylFQZvWcJWssQax3vu+OU5o2WfbVCsWoylS4y6q/zgTIHbN4WJ+C+yWCfXgTfO1NwBWmsaVBZwWSU0aXDika9gbHojg7090LZO9YjCHcvf7wlCIAHpMYQdRA/GgHzz+0f8Lt6yvYdtvVEWSjUGW4PMnBjBrQvW9Q9QLObY2O8iFG8B6oANIWgNuMiEO3Fmg0CF6ZKkJML0+F1UC6rPo59f3XgJCHysXqFoyNYDivy4nFHr0r4vqP5cYvDiAJ9Xln0D2Hbec/8GbH+5N14OHZAL+Hng+vpTjwCfkXLJmPJPkpXTKmKSjvrpi6qT6zgKWqxp6sR7Qs1o9LtHpmkNeZRs+aNPAJCObiRQmoRTD9BWNEmc+hpmYj3uzo2qFty7C0YLSLnY7D5/YeiK+eiN+2mPKDxI47/NVwWT4N6pZm/8cbWPxZRCHy2NlBuU+wDhbpWxNf/uVBc188imYqj6l1HvQzVgqQvZPL5SmWQwzKm5MrphsL0vTrakSoizlo9YeDXBYJ6T03lmRRkQF814NE1wRU9czY6c+j6RgZsuOb9VqFocGs+wpi3UzJBifvdLCrY1ZAyavy+xmu3QEvIQcBsw9H22aQZP2KswND/CpbKEqlctLrO5CiPzRdZ3RnDVs69Kzc/ClMOxU7N0pEpUz8xxXY9blSLr5nXp9dKi2kchYHRBBSKKBHZJPzLaS65FxxXvIKBp7OiL4fPo7OxPLANz5GbOMXv6FK396xCaC90XA3/y0sdgiWVLNX54YoZzCyXKps1bd/RgOxK3fpFFsF6WFgKk0OiJ+WkNeQh5lTPSkWoezhO8BD/aeeXtlzOzztkYXwntG5m3ogQ8D7KzTWe2OEqqELski4MIJcm2bCOuGWilFDoOBW870j6NXk4BPSojsi2Vhfrii3IX7iBs/WnkmYfJzUu6uvshtn6Zg434XazrjPDE6XlsKal54wih4a/O4g/FINGmXi8VLJzcFCARgSj5wbsgKUnNaWh1zjzbrgvkNYAqjWN0sQyzbrlKDdtWiFVXg9LBsVUgU0qpoNkTXgxKX4nOaK9Yi1IBj5zXNwpzmYC3ywEw/MgTta9IK6XUSQ0vaYb7YnD6e2oR3/BGNVcRagdfjErN5uGTs7xxa5cqvww9huWJYgZ7FEP2sX8nceprjA6+i8C6W0msuqpJ+a8JBZVtINLOd0YdYS8Vy25qHl0AwzU8ixexLwYrrlNMBGtvX35BSqkuXt1QkeBSi/UhvGEc7Syyvn0F+V1sujeyA6fBetC5FT1tNDOmpUq5CccgkD6sXi9fLtVZRPrN5it43Fx00RFAqWovAhZgmcbORc0bWQRyLHFGuiaQwFbfPJzbD8NPQaCFa8JTyOAbebG5OKufuYpFulgf2q1nX/5SDX8qRVvIw2p3hIxlk6+YBKPLF3ZHQoP0XAiBrgvsxoLSOG9CA08Qxx3CsSzATcBjkAx7LjgWucwCnsoMrV2bL2AGeDlLlUw0oZx41XbU3Ji8BLR7yRydEBpr2pWTbZQchbQVIlRosOIGVQJbao3jfRmwbqAuojetgihvhKjfg4Ygl54mbqaJ+y4RNOenEflphOjAsiU1TwytbGCmx5WGkbd+D0ipKhLTh5X0hNu/WEf1RpCrbiWj54k1rq/zjknjvnTrGtduWgWea1VQl1yrXjD8OBRnYN2dEGwlNz9Bulxj02Af6OCZfBHSc9C6Clv3UHNH0PQlwYinzpR+CRueK1Iy7eWZkVlQzjW+Qs3v2Zaq4lxGufa/ydYAdwBRlveN8sAHL2cDLwVgMKTEAq6UcplI8kNCcPA/vq+vEPPH1YU79oy64BonV9ThrOchhB47NUfJtHntxnawqjiTL1IKrlA8bcm1MNpGpmUHpzf/OttLTypOLJcPfLFms62x2J/vjNIlkxdGM2zqjtAW9l6YYdQqqu8QaK3PFrlVdHl+ZDT1opL9XnmDikKlVFEtgOMgXAFS7bsJe1SUqwJDgaYp1JztLMKvBQKkjV5nSNhXl1RuQrJrOswU0GSNFqNER3vHxaNv4PRcgbg0SQTcnJopEg06RPyRC17XRNNJSbpoki6ZJAIXLtbLrHOraqJnx5Y5I02AVsnA8L8rOYL8NLOh1Vi5Mp3VNEmfQt64ZAXhCjQ1f/QlBz/id3FVf5y5fIW5ShTcLsLu4rLPsWyHXHl5ccCladi2rUAArWtUUx0B1QLxqcfwhSIQuUmdlotUvyJ+D6l8hdTpo8QTrcT9XRe+6BIW97tx6zrpUgmvy0vc72YmV3nJMp0QAgdVqj08kcWynfq/605GOnWap/OcUayvftwv0xktha4snCVSnGNHf5ysCBGRgsBFSF4BNSaRnyI6P4kZ2k1WBhhqu5WYyDMb9ZF0RdXrlooTnl9fmDmMXs6j2Z3MnHyOFUU3dFyxLONrnHvLkWB4FdmwN6JK9UfvUWKVhVnovwHcIWxHkC3VVLCWHyN59AtU/O1QO4p37Rvo23qzUvxVB/llIdqaUIPYUK9WlNNw9hFVlncsaBlU2+i+6pWZFQHskd8CvsVecQ175NM/yiZeKjN6DlX7s4VgQErOAgjBZU/UvqKsAfH0x2HFjTDxPKxZkmE0CCTPs+8enSbicylanLGn0ewK8x03YLVsgY3bYeAmzjmD6OkFXFPPwoJLiYNtuIsd/XEEMFdvJBvnLQxPnFazDOsdleI3aEua5SmzoKK9np3KGdnVC9VdQUW6jTmjmWPq996r1d9zJyA3yZX9NzS1i3YPtjQXqe6Yn7BX3TiyUXKbOoge3AUssnU3zSrD3Al8OUF0NEdbzx7QLp6F58oWPs2GwHnouPN3v/6PTNHknw5NYWhQtR1uXtPG1QOJi7+p8b1b1yxDFwohMHPznMlKkvENhKVDLTtD1kgQ0ML0dkYwp0+CV+eKVS2cmc2Tr9QWQQd1M22HNe0hIv3baQ15CUw++pJ1f6gPvtYaM0dCZdguHxRm8Bgahu5qAjnPvxYAQj43/Qkfq/QZBvraCV1mVgTKgd55RSf7RtIMtKrhygaV0wUmBCRWIeZfpGI5PHxCDXc2GOO1pbyMFwMXeEJ1ae/LmZlnySxcHYjjWATW3UKgwQd4qe002C2kRc22yZZrZMsahaqfrqiflka5TTcu7B96QgqUVCtj1IqsHvsX5VCmS7Drw9CxOPOjaeq6L1Ytjs5Y9MQThF0uBYLIjKpg0JlWziE3iV6cxBBZTky72O63EEJHVPKQPocre45k19bF7xDtVRx+2QmIXDy4EELdA9etblGOMTOlnvTFVEDq8ihgxkXIm1+B9iH2iuPskRkA9ooY8Bfske97uTe+lDNq3C0fAR4WgqH63/3Ae3/kXf3vsHIaDn8TrJJiA+7cpk7u0t6KECraM4uK+w3Ve3jw2Ay3rm9XC8yRbyCFzvjgHqIt7dDSBsB628HxLuCZT9TTalXr1euOrjXo4brVLcsyiGxJDcs5UiKB12/uJOQ1uGYgsciJdf4wbnzg4n0XoS/KRC4VGIM60q5GJHVQNYQJLJOpWL2UCmZJpNtgFLjAgZRUz6qiBdHKM2QWpol0RS/a36kGu7BrFqDg5oKLe6PGwpwqmZRNi96En7F0uckOcVFrMGifRyTZGvRQsJOYUx6kywPdV5J1b2DW6CQqgkQosrIliNOlzo3tcEEpK1uq8dQZFSjcvrlDZWiDtyx7TeM9jTkjWBx8TQTdUFBT9wRaoJpjMBkCX5Dp+vp5vvYQQNVW2+iK+gidDwW+DIv63dyyvu0yX9zLim0J2rQAT51V0HevS2P3YN2B1Xf/Ail5UD2MYNsicu1lrXF8670XodeDqkYp6xJRSv35Lb0JhgMehAYdYR+nZ2zm8lXiQbcaSl1K39VkRY2rx8QBMPNo1Szu/DkwqnDsHqXsupQDTxNUajaZYpWkngc9AZ6A4uYrZ+py5S44+QAu0ySZrjCv3QbJVtzRTvznHoaiTk1CaX6c4KY7VMDXoOCyFlnqzzdNCCQST0PN2B9XzrRUZ8AI1sETteIlt/EKss1NRwSwR6bZK7Ze+uWL9lLOqFUIfqX++2cAHSiicvatwMM/0q7+d1ijCVgroGY25uuzD0sh0PXflyz2T59dIFexVIluYj/s+zzZjT+NHexgc/9iY9mlaxBuVUirOnqK+jyPlNCb8OM5r76eKpkkw258LmORydfvWi54d74zOh8t1LDzod1Lb87656ZnJ9CCKwi7/AzPF4kH3ET9bqSUTdTVjsEO8A1ANU93zM98/iLOoD7z0y5SZDSNF+d1ru+8+Hpi+xJUAm4IlJDZiwMdQC0EiaCbgNvAATIlU7E1+F4iM6hV1Hc1i6q0Uv+ePXE/WV8nL2Rvoz1uQ2s7xRmJVaphaIKzp48hJ88w0DLIgZRGqWpfIDKYr6pAASStmYPsGmwlOHjNstc0Imm3oUo2Eb+L7X1LSihz1SWEpIsNf4+h0RryNJ39UitaiqjT59YvvUC/jEkpsRw1L3RkIktL0NMEyCz/klNgeHDci8GI7ciXBo003zutMprz4PSXNKGpzF7ogFSlv4WzilkDXsIZLfamLNshVVDXoyUdzs2VsBzJWKrE6ztYomHUyMKkuj6kg+OJUpA+IrYNgZACNpwHBNi5Ik6xapMtlPBMHwD3ZpVx915dBxCEVMUhvhJbDyOmZ3BV0+BbTWTjreBkQNOomBYTY8OsWOeo89hA177EcdU0qNYczswW6I758PpisPWn6vsYV8du+pAqS7/yTWOviLFHqot/r4hzediEl3yRjsJ8Lj2Kja7y+fpVr2xrSDtnFlQz0R248MTG+mHu5LIy2HePTuN361w3mIDPvwVC7aSv/k30mVnImmobuQnGoldxctrkmsHXE7CzTSju3Fwa25EEPDrpUo2B1kDzZo/73ReQhtqO5OETs/S3BBhMngftti3FZ+UOXRitao2b3LkItFst0mOZEr68STAMQ3NFNCGI+t0cGM0gpWRHfz2CkxI0g6DHIOp3XdAXacz8xEopsiUPVt51yfvMsKvYhgfaVyJzcy+5vm7tjVGzHbb3qrkuhe56CWckhIpYhx+D7itVBkJ9MbYdLHcEEjHwuaE+n22YWULnfkg1N0PxsEWh5Q462ztU1rLEClWrrnoaxk5JcuUKwalDCtQSVEFIrmyx71yasM9gPF3m9k0qs1WOQCDMgjoXxQUQGqOpEsKs0tPjZjZfZSxVuuBzc55OFtoCbNJf+JGd0aHxLOWazdUrE8zkKsvFGpfa7DEWiiYj8cXB1ZJpc3wqR0/cT9AsLqoJn9+naFxfjbL3y5nbDwM3q9/TIypwmj+lOCCTF/JANq0OUBnNVDlnlFjXEWZVW4h8ucbBiQwdYR9TuTLZqqMWpL7dqvIBCpw0fUgFKt4I0313IoHW9jj4Ihfst99tYFpOk4WEuhAg7qB6xAdUJcXlRTcLSKEj6wO2MrYCJ9KNXk7j1KpYRmixV7dwZvkxu4j1xPwYmmBkvkhryKPOmS8G3qjKqFw+tQ/56Zc/1j+GCSE+jwIhzEopN9afiwNfR1XERoC3SSnTl9oG8BfAU+wV/1b/+63AH17O57+UM5qS8v8Rdu7G0OTp70HP1TTVN5dapEc5ozoKynYk3z86w01rk3gLY+rCvu3PCITjeEeOMj40SXdnN9hWUzBuPtlCoKWluUmBup4b8gKDyUWE2FKEWoMWxrQcilWLfSMpWoMeIo20vUHlP/asQvCdP9vhi6kZhMZrz2NgaO4LoslV1niJoQnKdQ2cMzM5ojNjtAQ9lE2bQtUifLHsxBejYoQpVYtA+ZLRdLQ8QriQhf5OtvVGLxDAO99My1G0MR4Dv1t/6fX4EjIGJ6bzTKRVoNFYDxrlUaOSwgy0kDOSeAGvmcVylshv1K0j7GNNWwi7jkYLu4TiMnQHms6ogVZrD3uxpcps5woVRuZLbOmJ0tpoDjkWCI2yaWMZalEvVC8+FeF363RE3RjFes/pRzC3oZEpK+ZnKXnJ2a5CtUamUAHNIB5UwdBEuky7u6KyAdtaxgV4geUm/+PoLkPRHWFV1Xk7H6m31CJdUE4xN62uz7awlxUtAbKlGkcms0zlyorHLdYG+OuM++ddY8EkwuWnUvKTWv8eaOeic1vT2YoqCwuhMKWNzKphravVzw134SulyM9AKKzu9bMFg8ngrVy/Rqc4OYY9O3chcOQlnFHAYxD0LKeVAmD2mOpZtW9SZVHDS1OM7L/Gvgh8Avjykud+E/ihlPKPhRC/Wf/7Ny65hT3yy+wV+4CbURfxm9gjj13Oh19Oz+hHsot52fP+L4C/AV4HlICfkVIe+HE+8yUtmFQ1bpdP9XXOt2pe/aw3bO87NMl8ocrrN3fCzPPqf13bSYa9zHo9lKt5kDbFmuSpkXk1SFmzeev2nkU2aiFw6vomF4PYnk8ami0vloccKbl9YzuRvt1qn0sL9f27yLxCoz4O0Lp2OeTWG1HKsmSRLCVCUvvTGHwFmM1VcVUtWkJ+UiWTQsXiirqM9/l2cCxDvmJdTIOwaes6IpDNw6nvEbqUflTd9p9LLROGa1IoXcqWHs9laDr1fFvY2+y9Bdw6R3IVCvEoQtPR7AqaHsD2xhlPlRGIJrwZ1Hl5wxVdpEomrZkkQa0KteWfE/e7Vea0JLN9YSzNTK5CqbqUU0xCMEmh7UqEL8x4ukS6WMN/ke/mreWIZk+Ra99OOPKjoaY8hkbNci6J4FxqAoEUGv0tATqjXsqmzQujGfRyXcso2r18/KH5xiae/fJ2yjJVMBftW0RBDj2i+mpWdfmc3PnWvolKYR5Muz6/dWEgF/a7oBaB7Ki6xw3P4r5F+5RS7/QMLck2SFx8ZGA8XSJbrmEYupJyOR8BZ5nKkdbh/+5iGp9bHQdNCEwjgowmsGbmoT5QvuxY6ZeeMypULSYyS8hfG+aNKBDT8ONKf63lv5YiSEr5mBCi/7yn3wDcWP/9S6g50wud0V4RZo/M1cty0yi5ocb/4uyRL0sf91LO6FUv9+aXsS9yoZddarcBq+qPnajZpZ0/5mde2hp9lEuRD069qH56w1i2w18/eJq17SFevb4NHj2iLqrkOrUJNDRUSSxXtYn7PXgMC0MTy2ZDtHqAZTlOc8D0pSxXruFIyebuKKZtkypbRFrqpKmNBqhxkUjSceqigO4LsyZPCFpW44xlkGgXMCG5dK0JK1VzSAJi/U24q30xDDKLiL9LgRLqr2p+2ESmTNBtXBKuXbMlPrdO0Kv48JZmkRc1T6QucbBcZ6gumMqmboWwy5ZqPDeSwpGSh0dM1nS8lmpujnBvD5Q8ULUomhdeE81AoeKCaqPury37/9IFEeDpoQUKFYtyzebtPboqHQnV+Ba6C7mE7eJ81u9MyeTBw+dI5M4wl47xmm0xIn7+w+apl+UasggXnTOqmwDcht481sWqeo8MtHABF+BFN3CZaDqkGn5uAobq+1RnR7+kMyqlIDVEtdQCho/Qkt7eskDOcRTtz+xxVdoyPIufIe3mkOvSYOd80zRB2Ofiyv44nHIv8lO2rlWI1LM/VIrDqGNbtRy66lUDXRNoVgnn1D5E1YO1lB+vASEPtJ7/kU2by1dJF1W2vKx6IFH0ZJpb3f99u5WTDLX934R4t0kppwCklFNCiEtNYe9FJR8NGrmGCS6TPu6l6IB+LCLUS3jZpfYG4MtS1Y2eEUJEhRAdjS/+n25C1AfigjD5olqkl94Ernqa7w5wz/5xhueLfObd2xXkd+aIqhm7/czmKhRr4KrVQDqEvG7CpkHAqy8TjIPFhSBbqjGbrzQb3ZeylqCHDZ1hTFvN+cR9hqqx+2KLZQ3jIiir1FkYeRwGXqW+l+FZvAkcBzxhsm1XktC9zbmaxhq1NDNypESzK5AewYipxfzAaJrrVl14IwmhoMDrOi7dPhyaL+IplumKBTn5/7X35jGSZPd95+dF3kdV1n303T3dPT09B8nhkBRnRuKlgxQt0aK9EtmCJa8JEV5bC0uGBXOhha1dYAHZgg0DtmRijOVaENSiYNmUKFEcSjLJISlyyDk4M90z0/dRVV13ZVZekVdkvP3jRWRlVmVEZh15dGd8gEJWnvHyZcT7vfd7v9/3t5zh2FjU8fv7NYEpYTjkB0q1RGDnzjqt9iLsqLpauwT1NeySepmqlMwm1P5C0oywJmeY0oYYCiu3qM/tOHG1T8Dm3I7Bt35AvL2eZ3ooxJERtbLerGgMZZfUKqC4yfDydymMnMEcUu6e7TZ+MV3g2qrOB2I+4vnbpDbHSUR3uhBbYbskixWTcMDXNFDCRgiVo1E2TO5s5GsKElpkZKcWYD2xSTVAtx1qXBdNt3yp7j7uBm1zDpbfIFY4THb8nTsCTWroG+oatb9U/e3d7yp5L6ZZ3CzUhHS34xOCkjUp4/C7t/aO7ejY1J2G1+eKBmXDyssSAin8mBImDp8kHttS628Ia3coH1d//jWsjKolJfw6dU5pZX7r36oSGUPTe5UF8gshXq67/5yU8rndfkhTLsi/Y902cTu1R1tRDh3iMDBfd3/BemyHMRJCfBb4LEAwuI9Ye0sZAX1jZ/Z4IaU06ybO8PzlZY6PR9WqCNQFdPhJqzFKQgXTgMgo8UCUjx9v3PuxeexwgrRe4T+/cAOjKilWqg1F5bazYx8p7IOFt1UxM6PY/OIvpFRxvY2bKrJs+Kjyb0+rQnpU8nDnO7x7/DG0RIyQX+ODD0/WDKUqNqc2/n2lNNGlF2HTT2T8Lv7oByixM0nV6gYiQd8OgdN69IqJWVaF0OxEWyc0TZDMlRFCRcS9cG2NmUSYczPNBw9AuTGmzje4Lu3v9fUrKzx7epKxaBCfECxlCpQrJleXcyxnijWXaqZQcXVlMXIMyrqSgXFRHBiLBgkHfKqGjZFlfPGbUF6Hq8/D5DlipXVEdao2GYiHGj8r7PchNI1ssUIssMGYr60SMDsYCqvaPUNhP8+emXB+YWSEwOJtRHiTb12TjNirec3qw/Co82BnR5w6yDvtoDYgSxV0EoyqUPmVNxtKoDdgn9fZZaZLt8lEj2NUHVZo9b+LbdyCMTWBTN4EoREN+prvf9pfSRPkLVmqs9OjKohATyojpPmoP3c1oV77g9tJhkIBpfqhKWMU8UGkXg3fztMqZRxXmHb3PHN62+8VHVMRtIUUGBWYfER5Z6wyLXswRoaUsv26H4oVe5EghJgFVl1ffVH8GfBF4M+4IPXdHKiXxqjZCNDUJ2RZ7+cAYrFYc79ROxQzatluGo01gQopuPE3ahVRKXBj5RiP2rkzxYyalTz5S4DKkC7EjxOcPAWjauaaoLnMDaiZ+eGRCDPDYZazxZYSL82KzyFNpaFnlHdGN+lJwFQyQFVDnfRNAhiiG5dhdBaEaJgtj8WCtVIS4XIKGZmAY48g8ikCpZSKSmuCEEpTaz1XYsLBIBmxWUx9GRDIFr+aPTvMFQ2ePDbKUrpFGOvaNeX6OfFMw8MjkUBttaeJRgNvR2E9MjvMUrpQWzW5ubJUHe4wnPlx59fQeJyJYpHoUgxmzqhoqqtfYbZagc0ct8ZOI0SAdx9vHJgCPo13HB3jMZlgNBok5hbW7kI44KtJKW2vm1SjkILly0yHJZHcN3k1/kG0+CSaBh8+10aekmnA6Mmtaq8tEWrvY/OOKi0eim8ZMqeVkZ4EX4hicIRk1iS/ucJXLkWaT+bqUxnsYSU0BJND6trVfGSLBtmSwdHR5qtze0KymilxOqpDJKomd3a+WB3Z4tbebrFS5cfOTnJyaghtw0d24S3M9UUSD/+oerE9UXK5AOyE6x2nYb1aveZTtdbqyrR0iS8Dvwz8tnX7Zy1e/++BXwB+m4viB6hIvL/ggnROtLJo1+nbCRaAuvUsR4DFjh5x/ZqajUmzcVanJ9VyePwURcNkLlXktK2NtvKmurWSK31CzYJOTLeelSxuFkjmS/g0wXK2uMON1xZCU7PJG19Xm8Bv/mnjbDI6pnzKeSvAIRSjQabFulBT+TLr+TJlw+T6SpaMVVTONCUlo4ppSp585DQTs8egnCUUCFCNjDIUbj5fOToWRROCt5cyjk03wwnyo+eVfAzu+922QQz6NUxTJQK7GgmzogxvMd1woY/GgrWSCfb7E9EAJydiHB+P1VZJPk2QKZQpVcymwQQ1lt+AO99yfr4O+zhD49Nbey7lgtJkmzgNkQTDMsNsYqeqQaFSJR4Nc2Q0armj9h4/VKxUubue5/deuMFfv7nMVy4tqpLYNnpStW/sFNI0CZRSyk3qrlpTd4CM0ki0VT9avj6tkk/nX1bu5GJGRa7q684nRVSFYGf9o5T8cUbGZ2tRiztoSHq1hjTTVK5t0yBbknznxjrfura2sy8sTk/FOTOtrnnfmhXF1nxuTKZoMBr1896TY0pctSp5aDJOIKAkmJaTdddEdlkZkJpcUZPmW11wZ6NJUmtkVG0njJ5QhunUBzum3C2E+CPge8DDQogFIcRnUEboJ4QQ14GfsO47c0G+wAX5T1B7RM8BP0+r1ZRFL1dGXwZ+VQjxRVTgQrpj+0U2mn8rv6j+BLaXw9LkdlpJ75+2lQlsX/S0CgjUNPBVcoj1VVjbVC6Hw82FHtOFCvlSVakcCDgzOdS28GUNoSkZkkJK+a/1ZOMSPTIK5z8B176qtKvS89sizdRAu5wpYqRLREJB7m7oDIUDDIcDbOTLvD6/yXtOjpGom4n5omNEVqSjC2tqKNyw8doMX7VERfiR46dgddV1eD06FmUpXSRTqPD1K22cu/agc/e7qhKp9T1NU1IoN9YYstnuBl1MFwj6tZ31fhoPpM6ZxR8qt0/YxW1o02RGu5rWKZsGR56YxTSCvHhrgyePjdYi/grlKoHoCBx+RpXRbjs4YCffvLrKtZUsqVyJxw8nSOnlxhW5lbicXr7LvUyJytHRmuG+tJDm/KFhd9elS3IR/gAALI5JREFUvq4G2MySWn20oripUg+GD6koulJGJYOOn1YrrGZYfRjeWGHhToViMeg8mbMnlqMntgJ8CkklwwNsWoEZZ61w/WbeiYBPw2/ttwmhodQimlvnsWiQmUSEzUIFnxCMRAIUK1WCIycx760j7GClQgou/Ym6LaThqX/Y1IiMx0L4fIJMoUVl1+1lVA4YKeWnHZ7aXTDbRRFBiaX+AkpS7vfbeVvHjJFlZT8ITAghFoB/jVL/Rkr5eeAvUWHdN1Ch3f9rp9pSwxdULobQcGNUWt3gcf2WCVzjzFTdyig8UttvCvo1/JUc2XvXGZ8c3pKrb4ImBKaUbOoVTlp6YbtGCAjEVZ6LUVabl9uX6PEpNWOKjO0QDrVjr1UYr9gK7a5F06l/jKppZexHmBl/CCklhfJ6bS9hO4VylVzRcM1jSZSWEKmbCPM4T58ebxlRWDZMAlZoMrjnyDjlGa1mSyxuOrv46t2gK9miY7Tg1mdbjcguQ+KY+2vrqR84Hv27pG7dZVMMcSQySjVdIFc0MEyTfN5QVX6DPiaGQiBLjcfdJWm9wit3UqQKFdJ6hcVUgXjY3ziIW+d7emGe1UQYI5hgJBpgOV1kJVN03OQH1MD69leU+yq3Du/7ldYDZH2lXn8E4rOgrwGiudxQXTuHjozyk2MO7kYbza/2VaPjO/OMImMkYlM8MltsCMNv1m/XV6z0Dk2rqTcAShFfVmsu8u2TGonkO9fXedexQ6TECOhWsFIhaanLa2q8cdjnCfo1ogHfVvmI+5mL4o9Ri4vngd8FvsmFFkqxFh0zRi5W1n5eAv+0U8dvij2DOv70zovdGjxuvHoNTdRph61fU+Gd1utDfh8+vx+/oakT1GUGK8RWraBAG6HdTTn+jApfzi6qi3jm0Z0ntOZTat5SqlXa9ho0vgC1PL4m0XSgQri3Z+yXDbOhGGA911ayZIsG0ZCzi+vERBxEDO58i6idge/A7fU8xUqV4UiAimEyHAmQcNVns6OmtIbf0jZg9ZpxblRNyXK62Fwyp/44sPdkw8golRGNaqHC20uZWlLu0maR//rdO0wPhxiLBfn4I+PKfTXzxC72YxpJ6mXiYT9Hx6IUjSqPzA7zxOGRnYN4ZBRjJIBRyfPQVJyZ4TBlw7TUOVwOoCfVBCw2DkHnAXb7sRg9ofrvsU+q+1e/qvaQfH71nAtN91HrEUIZIrsOWX3AwcQZhqNjfDzibtAyxQpGVaoADs1nJY/71D7s/IvK5acnay6y+jZlLZd3KqdzZX6VgM/HzUuLfPzMMInwsNojc9nnKVaqZItGrcjefc7/B1zgQrs+3C166abrPrYxqlaah0gDN1azHBuLbg3Ka1dU/aA6cmXJRq7EaDRAbNjFGNX9H/DvcSALRNSFEIyrKDmnC7+sq4sw3iQNYPw01bUrTZNe7dVKxZQNyd1C2OUlnPKMGj+nOeo5UwrmN/KMxoI1hfDmr1STgNfnNzk5EdtZfrkeu9DdtsmA7ZrbLrXTDHuryQ7Rbd6w5iuwvSBp7M+FTR1TSsZiQQqVKhu5oppND8/unOG3yVg0yOSQkpmKh/zNDZGFHTp/fCyKpom6sH+X39QW8QxE1fnW7ka6rKrJVO38FdYka7mlMWqL7JKKfBs5BtRp+xklMM2WBs2elL3/1AT+xRvq5Bg9rjwp8z9QAUQOxe1sF2dx4RK+SpbI5MPkpCRpRkm4hchb2Mr4dj2p+5oL8nkuiqe5KE5Qb18uSKd80xqDZYxiUzBagIUfKOXuJi62G6u5rYEsv6FmW5Pnas9v6mVenstwNLfJpl7myeGjjkJ99X73VlI4jmzOK/83uOd13P2ucuHFptS+Rn2pidgUhXE/miURA1vXqt+nwlTvrOfIl4yGoIFsweAHm0mmhsI7LmTbCD162NmlM5fSqazlOD4d4vpKjrPTQ47GyO4rWw6lXDUxTblj36fG8Kzql2zjNqPdfrOV+w1q+zWuC57YhDpOKbsvY2S7bBuOr/nQhCClV1hOF5EPWYPV6hW1MnJxATvRTGbKCftr6xVVnuHOehuRuPX7YW2WQ1cH05S7a/4ltaoS1lJ9nwa+hp0HtP3zll5T+YV2WocD9vlnmKYKVrI/Jzqm9mptzccmxtd+bzQSYnJkmHuRE4Rtd2Ak1rKP7FPcNWDnfuGi+APgIeA1tkoNSZzFD2oMljEKRpULK3Wn6UVQqZrcXs/zkUes8Nb1q+p2YqtKY0qvYKAxm4hQ8kVIEXc0Rqcm4yQiAd5YSO/DGM2pDV9wLV2Mplkb7a+qiylxZOu55Td4PCDh0HsJ+X185JGp2uw3XzK4m9RZzhRZSBU4NalcfHaJC5V8yo6QWiGUlpqTcQEoVyXFcnWHa7AZa1m1X7GRK3FsPMrbixnKhtm01EKN4cPKPVPfDdYxXrmballOIeATrGSKnJhwGfTjU2rQXH2z/cqmTYgGfVSqAZVYrClFciEETx0fJRryc2QkwsxIFDKoVYRR3JMxgjbcWhYByxi/eHODcy7JyzvYy0a6sFxfxbRyW535SZj7HvuJGnQ4kLoJRJU0UHaJdooA2gbllbspPnB2Ul0fqbsqWOOxn3M1vrYRiYTCPHsyweqh6ZYTgYYWW+9/qFV14/uDp4DzXGiVzLGTXoZ2d5+qoUr5wrbcBMWN1RyVqtwKXli7om5tkUSUG+TU4RmWp3+U9Yn3kZg67nrI8XiID52bci+H4IbmU26Ro+9z1bdC86tMcdhpaNPzhDbeJlRRRq3eDZPSK4zGVEiyTyidLFB7DycnojxzZsIxpFYvV1nPOSdnmrEZTEv/zI20XuG7Nzd4aynDN6+tMemSSFtjc15V+Iw0zlRt92qtJpTLMZ+/vMxbSxm+fmW1abiv+hJVNQA99OGde3G74MREjHccHUFKpRD97uNjhP0+EtEAeskgVzJoqGN4UCsGFw6PRHjIOtdtd61rMcP9oPmsUHAJiINfGdnUInPCtZSCdo5Rq/ZalQh9A7IrKs9IT22FVzsYYL8mOD0VJxQOoZcNDuUu7SpYSRPWpHAj73we3j9cRsnR7prBWhlVS2pmBk2jeF64tgbA++0Lcu2ammENb60yEtEAP/MOJaI5FnHWWgNYzRZZThd57FDC2d3UCqEpQ9PKNy98W8aofrZZSMHci+SLFSqFCoHH/x5zhSDHx6NEgyrKyqxKFlI6Z2eGOD+rklxtRYH1XKlpBNKR0QjL6SJ31vOOSa8Eo2RHH0WOxGDNeWVkh9qenIiR1MusZIvbv0UTpMo1Km427JOFAz5GooGWdXmSepmqKRmNBpES52Tk5C2VuGrpku2X8XiwFtRybDxKJKDxB9fuUjJMhIBPRAyVZ9Qll43tOrS3qLa7Eg+M0JByM0srt2jtqlrxu6l27wW730xTlS2Htla0I9EAx8ajLKR0tSIyiioSro3fQdMEJyZibC4FmdssEIoXaGM6VcMWSL69nufaStZVpeU+YAJ4y0p43ZqpXpA/2+qNg2WMWmhpff3KKudnh7eSEtevqpDRbZvJibCPRPYOLMyp5x2EHgvlKquZEpdJ88SRkb21WWhq3yq32jw4wUbz1xXyqmuvnlTadBWTSq7EcHaNe9kxZhNhokFlXA+NRqmaJu8/NVG7CFrtPYxEgy0HfV+1gCk0ZOIIrCUdX2tL9iT1Mj4huLqUJRbyt/ChW88tX4LTW2kQUkpyJcMxCrD+mENhP0G/RsivuSQjW8eZf0kpTruFIrtwdyPPUrrIj5waxzQl372xztGxKAjB8bEok8NhNvIlNhKPEite5eDdVztZz5W4vaYSLe2+fnsxw/ucypXvh9l3qNvNOUCoFITEUZjZIei/NwJRZURshZJytk6vrvXKqEH4V0Atz6jNlVuhXCUnrKRZh+AoJypVyfRwiLPTQ6y0odLS5/zWXt84WG66Jq45m7Re4ZW7KT58rm7AX7sGkw83f8PmnLp1VUVWz7m5slpif37ylvvrxk4qiX5ovICiYzByjEpkHFPTMC23Vn0U3Gg0wEg0yM31XENb7dVKswtDLxts6hXXiWOskuJQ7k1CZoFnz0wwM9x8FmwbvmdPT/Lxxw85C2LW4zBIlAwTo6pyu9ywj/nBh6fcZ6L2F9TXW7fJhUrVRC8bmKbagytUqtzd0AkHNAJ+jY28WoGO2IoXXXDTleqiCG0VCr3c4Yiu8IgKrhECJ4WDXVNIqUlJfq1OocT63cKJxmAeB4yqydyGrqIdRV2eUZu/w/dvb3A1Jan6Y/gDu1kXqYnRWCzIyl5VWvqJC/IF4AqqAOsQ8Lb1WEsGa2UkBFRKyjWwTePthetrVE3Jh2xjVMxAZkGtfLbTrFy5w+EAfHvNMQKYeYeSo2mlkByfUvsnsYmtsGeoRT/lb9xG948QD40Amw0Tb58myFtJrNMOBmM780m7gJ2zNZpJRKAYh3svE26RZ1S/6e7zCapV6b7P5lBTx26Pmyhms2O2xb4MhJLbeWUupYQ1pcovMaqysTZP8nVLIX7v+1Ptt0hxYkK5bCeGQpQqHTJGq1eUaO8xq0rMxg21fxsZbQy22Qt6Uhmc8Ye26i/ZXoTRk+6BPxYNZtE2Rv4wBNvrD58mMIwqPiNPQLSrq6TYTQRk33NR/DzwO6i6RwL4j1wUv8EF+Seu72PQjFEhBQvfVydndqlB4+mFq2uMxYJbxeTufFvdHnmP+2e6ROrUwqf3ul8Eyi1kmq0vqEpB5VQ021uKjFIeERiVKtK67OqbFPBpGNU2VA/q2Mozcn2ValpVMreWY6pVKXGLkE9jON7CUNiz3W1G2o6Kmh7e3ezUkSZqFnvB7lfTlA2RlaGA1mgUl3NWknLn3XS24T40EkFK6Z5vtV+M4tYeDmz1ayG1f2NUr/BQC7+2+q+it1Ud1Q5geGgqDoZljKbOub5n+/u1alHV02L3/bjriVH/8pvAe7gglabXRTEJ/A3gGaMG9CQEYqqCpVltSGC7uZbj/GydJte155Vs0LH3u3+my2zZHnT2HNYNSv/LrLhH0gEkbyuF4pkn1Kxwm7x//aXo00TD/o3ft6Wq7Z7EuvPzzk47hwSvZIpsLGU4PjXG7bU8saC/LWMkhEAvV6maztp4REZUInCgMfzZjky6s5FnJHIAs8wD0gKz+7sqZUMP1yteAGpSUSmo0hjtlmjYc5vUba5kUDUlmUIHI7mEps7j299SqxU7qOAg3JHNcp/Klujo+jW1N9ViH0fThKrvZEoYP6MUTXaBpglG4lHO+oZhaE/BZA8KWs0QKTZocztosIxRdAwSh5Uh2pbAdm+zwIcftpb2UsL1v4aHPuR8EvsCKoM85DwYTw+HmY/qbbmMHMlaQuatVkb2xb38hpIQ2jaQPXpoGIkyjFPnGl1xM8Nh/JrGnfV82xNyIdRCwa00eFUKyoapIrRE+5P9qeEQt9fyLGeKHB5x8fdPP7pjMMsUDF6+m8Lvg3upwv4jkyIjat8wsz8NX1t7bnticdjv0H/tyXntC3vF/sZ8uhZBuh+PsiuaT1131bwySieeVdfYQe2Nbc998gWVm80otp0fJiXcWc9zesrKT7MV+6cfbflenyZA+AmZupoYhhPdrMbaTzzPRfE14I+s+78AfLWdNw6WMXLIHi9WqqxlSxwetQa+5TeUG+/sR50/67R7fRubp060KZfiRMDaO2g122omo1+H32V1NhINEvRrrGVLu3Apqj2QZL5cK/+wHdMy9qYvBGb78WGHEhFut6ORNv8DOPrehoeTepkjoxGOj0dZy5X2H5lUNSA+46wu3SbTw2Gmh8P87Y11hFDaeddWchTK1eY5UV0IYBiPh5hJhMkUKjUD+chsG6rke8Heh1F31I2UtH9W7BJfQK2INq7vvi/1pAo734XqxvHxKEvLy+RvfIeYX1OJ9R0q9dDXXJC/wUXxSeBZ1I/7HBfkl9p562BF00HTBDZb5bk2C7/2NUDA6Z9w/hzTVCraLnkZm3qZV+dStZIGe6KcV4axnHN/XQsNtZWMyglK5ctcvpdu2B+oVE0qhuR9J8dcK7fWYwuLuhXB0wIRMqOPUknYUX5tfXRNo6u1y1Bu5Y1Z2CHbaw75UbsmuwS3X1Az7APgyGiEkF/j8r00uVLFsb5ON0K7gR2r1jZUlPZGMK5WC6AOtn5dJcHuQ9XCFdPcqiHU5pJ8cihEPOyH/LoKuNhFNN3UUJhyZg296ofZx7d07AaFi+I0F4WqdHlB/g8uyH/OBfnrwAYXRfPcl20MnjFqwj3bGI1GlCvhtT9Uyt7xSec3Lf4Qbv5P57LJQLZokMyVWc3ucSArpODtP4elS3Dpv7seq9XKaC1b4t5mAb1SZTldbEhu3MiVeelOksIuIqniIT+hgOZqMLSqChM3QsoF1O5+1NVlJeXvnmZkfUc7xN5ie5j4vveM7OMs/nBfH7OULvDt66qUut+noWmCk+PxneoWdvRmFwIY0nqF1UwJvVStrYxurbWY9OyVkaN1db+ECsOOTcLEmc4cr1pWx9gFmUKF5XSBbNFAJVVX2/4dCuUqeV8COX56S1mie9VY+4H/AGSbPK5bz7VksNx0DtiS/odHIsqPnboDH/nX7m+y805cZk7JfImVTJHxeJDj43sI1dWTKsTX51cnuJtcf3R8S0a/yQVkq6/IJis5uwz5925uWEX2Wg/ghXKVUsV0vVYj1SxHi9cYEZN88OHptoUga2WY3V7kENoNBxyZZH/+thXYbjEllComJcMkEQlsVZxttnoTGt1YGRl1pV23hGo7OT8VygAFour/Tqk9wNbvFmrP7ZjWK/zVWyuYUuJLpfjwhEEs4F4ipp5rK1mMYILS2Z+FcHF3IrIPBie4IN/Y8egF+bKl4N0SzxihVkY+TTCbCMNffF6ViX7kZ1q8y45tbn6y2nprC6kC2VKFUxPx3Q+QUStvyEUxuEYwCrPvBKPQNCdJIJDsVO2GxlpLLYvNWdirPTf5mEQkSGIiBhtvwehsW58LEAn4SFNRLhMnuqZwLLbd7u9TfnArybHxqHNeSbWs8sU6ahQU9uTg+HgUnyYI+DXHYor7JrOoJICOP6OCgjauqwldK2WRPWP1eOJwW69O6mUm4kEmhkIY+U2yJYPYWFy5F9ugal0HvtgYuAXdPLi4JSi21SGemw61MpoZDuNffg1ufQPe849ah9UKd2NkFzn7kVNjxEL+pkKjLbEDLtqpe1+tqE1Xf8R1ZVS7Xze4+uoqTLadZ4RouG3+IvVc0TC5tpJFL7coq2wRDvgsVXAXY2S7JdscLPbMVoGnfX1M/apQEy7qFtWySg7tAnaT7ACUzXyZuaTeGbFO01Iit2uu1YpJdei72l+uzc+360CZUqIJjaGQX0kYtelGtEuW7CuN4/7mJS6KX9nx6EXxGeCVdj7AWxkBC5sFjiSC8Be/DvFpeO9n23iXdbI7bMDaemubhcr+NtLblesv52HhJVXP6Mi7dzwthMoy1zRB0K81jK31EXRt5xlZLzs+7lzmYFOvsHAvzcTIEHOmzkQ8RDvdYBvOStV0vrg1vwrqKEV2qGkcKLabpw1JGTcabZlLH2/cgmJKDYQddvPYv3W+VMWvKbFOpCoceeBinfZ1cuubqpaYPdnr9Ap3c66t0OwGFYTwNLGQcJUP245PU+VI9pXgfn/za8CXuCh+kS3j8xQQBH6unQ/wjBFqZfTriRdUIa6//4WtqB83/EHYmINSvulA1XWJD/tiz682ffrs1BBnp4bQNLEjdyfo05hJhFlOF9v2RtUX53N7kWFKLHGHth1dQcsAbeoV52qvxayS+c+tq7yOToXRBqMqRHifg2bY72N6OMxKpui8+iyk4O53VCQYouOhwfaK+NZ6juPjMaaHQzXl9AMX66xXKpGmMrY3v07H9sbs42ntf4cde413v6smpw5CyDZpvcK3r6+zkikigZ954r5W3d4bF+QK8DQXxYcAW/32K1yQX2/3IwbeGBlVk+VMkR8JfENdII9+svWbCinYuKmm71f+3HHQ6KrER4tZnFsJC00THBmNUKhUdz2z29QrTA87hOdaRr1qudLaHc+HrL0iR/UFUKuHQERV8LT1yDoxcFcNVco64LwCbIdENMD58LBljBy+l56E4aMQijmWuD5I4iE/8bCfSMBXE+u0ldMPXKyzIfVAbOUcdSqfStNU3+3l80vWRKeY3lEvqxlJvUw05ONdx0bQS9X7XXV7f1yQ3wC+sZe3DqyD02YlW6JqmkwVbin3QTsjpp5UF9Pwof7JJ2hRzXI1W+TaSpbldJHX5jebRtWdmxlqTzEbGI+pFYsKg3Vokj9IZvQxSkMqz6hdF+B6TkUhbrrtszXVI+sAxTTc/dutarv7QACnp+KMOg300TGIJNT36VJosC3bduAh8dvxh+o8CGJLhX4XrrBdIaWaNFb3sFdbyqkAC2jLmI1Fg0QDPjWZ893nqts9ZOBXRnMbOlNsEjSySg+sHbo1EO6GFhd1plBhIaVzfDzGera0o7bQW4sZhiMBHjvchouSrUqqbisprVpCmAaGLwrItjwyab3Cn7++yHquTEov8w9+5ETzgdFBTePAsftp7YrKPdsjyXyZ1xc2efLoqPNA363vZFEoV8mXjFqScUdX8uFhFe059z3Vp0ZJBZ8Mtx9luSvsyVapWepLC1okkG/ngVLd7iEDb4xurec4q1mlyNtV6e3yoNEWmqZmn4ZT7SRh5Rk1X/zp5Sp6ucrpqfhO8c4m2AmyVZfQ7oBZ4ljlJqPBYR4531YStnJxRAIE/T6iQc3d5dFucMdBUHFWmmiXalWSKxvEQj5neaYufidbwb3dcP594wsoWSt/aJs8UAewT/LoHgoF1l8gbfqWHyDV7Z7hGaO1PI/576k77a6MoLsDYbscfxbM5m6zrdBu6Xp9tZuHaLvQ3MoOhAM+leybuwO0Z4zscucBv9YfhcYOLLRb3b69mIFDw+4CsF3CdpseGd3fflhblHW4+z0V2RZOWOrkeuciIe3fay+fba+GNP++9wo92mfgjdHNtRyfDi+Df0IlmN7PlDJWVN3OC8geStOFCiuZEmm90nQmd6CRtsIOHTa4u5jh1GSs5aqr71weNTfNfpNed5/L1Wns39o1ufggD2ZWtiZLppXLVO1g2YpyTiXaxiZ2Z5Ts3/zQkxDrQAl2j6YMvDG6tZbnrDYPU4/0uin7Z+Eldfvwx3Y8pQlBoWLw5vU06WKFr1ySTTeq2zVG9p7RbMI58bpomFxd2CQaibAoCq45SfX0lcvDb61g2gn3d6OuX9uVReoW+VJ7ycj7wg6wWblsSVwFgXznoukKKZh7Uf1++bXdhcmHR5Qqf6eCKzyaMtDRdMVKlYVUnsPluw+GMSrnlMp0E0HVExMxHjs8wlg8yNOnJnYIdCaiflYyRTKF9gammgKDy8CqCQ0ptySD+mwMbg9/UCUSx1xEc9sg5Ndqda36pRvs0Pn1nNM+4wGy3ejYgrCd6g09CWOnVXHM3Ua8appawd36BmSXO9O+PkUIcUcIcUkI8ZoQ4uVuHnugjdHdDZ1ZuU7Q1O9/Y2TPBJcuwZt/2tQg2aoQ2wU603qFV+6muLOR5/nLS23Jwdib3tmi82tFKEaxUuVeJd6d2XcnMKswdnLf+mnhgI+HZ1QhRjcD3k0CPg1NU+UPOk69UklDnlGH+iI6BoEw5JZ3H/FqlGD1LXXbhSKHfciHpJTvlFI+1c2DdtQYCSE+KoS4KoS4IYT4XJPnPyiESFtW+DUhxL/qZHu2c2stxzHNUizYZZnhvsNOmDz2vqYzwY1cifmUzpnpOLPDkQYXXVIvEwv5ed/JcZUC0oaOXsTa+3EbWHMlkxdyR/h+aoiX76Zcc5L6FqMI899XNW72STig8fDMEPE2c7m6QbZgcG+zQ3p09QixpYYgNEhbEaydcoXtRtdxO9WKEnCFzrkRPXbQsZ4WQviA3wU+BpwHPi2EaBau9m3LCr9TSvl/d6o9zbi5lmOCtLoTv8/r1tsJk+V805mgXlZ1jIwqjGzbk3FaMblhi0oHXHbjN/MFQrJELBwEKUntRSy210hTuT/nXnSvJ9WCQrnKt6+t4/cJ11Lt3WQ9V+Lluym+8faqS5G/A2TmcesfoUqCa36Vf9QpmhTSbItd5hndR/iFEC/X/TUT4ZTAXwkhXnF4vnON6+Bnvxe4IaW8BSCE+CLwCeCtDh5zV9xay3MqokOVDsnYd5E2c58M0yQSbAwO2EsEW8kwyZcMbqzmCPl9Td8zFhKckvNkTI2JQ2eZHe59OPOusd2fWlBFK+5RL85eQGYKBlND0l3qqEtkChWEgPOHE5SMLsjYBMKQOKKCF+pddf3Gg2uMjDZcb89IKReFEFPAXwshrkgpv9WNxnWypw8D83X3F6zHtvN+IcTrQoivCiGayusKIT5rW3PDODhXz631PKcieWuGNnJgn9szXGaC9mBoVGVT1QTHkgYO2LPqF29tOM6qE9EgH3lkmh+fKXdGYqYblAtKuPSASknPJ3VyfbJ/Nh4LcW5miJJR7U5O1+JrKpEtEFZFIKV5IMnEB06967lJbbAHGSnlonW7CnwJtajoCh0u67iD7SmVrwLHpZTvAP4j8KfNPkhK+ZyU8ikp5VN+/8Et5hZSOocCORUp1YViZr3E3tupmgczKw/6NCbjQR4/nNhZOnvroMRCfgJ+wVxSx6j26UzYjaEpmH1CDZr7kH7aQ1J/x+m4Ht12hNiqZ2RrxvXj6sheDU2e66wbsc8QQsSEEEP2/8BPApe7dfxOuukWgKN1948Ai/UvkFJm6v7/SyHE7wkhJqSU+98tbkG+ZLCeKzM5nN532O79gE+oSp4BTRA9gD2L8ViIiaEQy9miy6xakNLL3E1VSAaKnJsd2vdxu84BST81FtfrE2tEl3O6ynnrT1crjkqB/gl0r8MXgLMf7Z9ZQ/eYBr5kTVz9wEUp5fPdOngnjdFLwBkhxEngHvAp4EL9C4QQM8CKlFIKId6LWqltdLBNNeZTOgAjZgriHRJr7CNmEmFmXBJUd0u7+0wh/9aK8769tA9A+sknVFHDsmH2jQJDzxBC7R0V0/27J5NbheVLKjo1dB9OovaAtb//jl4dv2PGSEppCCF+Ffga4AO+IKV8Uwjxj63nPw/8feB/E0IYQAH4lGxW26ADzCeVrzpaSUKsZ/1/X9NyVq35VQ6XFPjLadSe6GCiaYLTU3HeWsy0XUrjwUVAYVMlaBczag+p31i5ZEkWDfpv1T06mvAgpfxL4C+3Pfb5uv//E/CfOtkGJ+aSOiAJFDfu/0i6NkjrFa6uZNHLBo8eSjhXUD1Iimn8uRWiGZ2wvoQ4MwmxPhOX7SJDYT/nZocIuFXHfZAJxlWYfDENV7+q1A1MCY9/sv9Eh23NvH5duT2ADGxPzyd1DoVKiGp5IIxRyaiSKVQwqrImz9NxCkkIxtgMHyGrl8ilBktaZTvfv5WkZJjO5SMedEasLeRCUlVQPfVBtfDoh+KUTnjGqGsMbE/PJ3UeTViaXLEH3xjVexu6luMSHUOvSMrJeXRD8rU7RucTK/ucTb3ctMruQBAcUntFsSnw+UFf75/ilE4MXhBDz+gfXZIuM5fU+alYATJA/MGPpqvfp3CrznqgREZZO/YxkoUbjIzPUiwGO59Y2eek8hVMCQPpqcsuKgXtmcf7rzilE55yd9cYyJ6WUjKX1Dk5kVcPDMDKqH6C10030cjYFHrcIFuU/VEsrw8YRDtUw96L6cfilPUEoqpKrNYf0k2DwEAao7VsiZJhcjSYUw8MwJ6RvRry+0T3Vkb0YbG8PkAb1NjutStQyoKegmgfGyKAUx/odQsGjoE0RnaO0ZSWUUW/In3ssz4gRqJBfvz8dE+O3VfF8jx6QyEF916FShEQe9b46xpr1yB1G87+VK9bMjAMZACDCuuGUbk5EFJAHv3B8fFoXwik9gQ9CSPHHUuc9B3Jm/0pVfQAM5Aro7kNlfAaryQHIngBIFcyePGmErfo1Qpp0BmPh4j1US2jrhIdA3/IscSJh8dAXhnzKZ3p4RC+jat1NVYebKrVAQ0n7iOuLGUYjgQ4NHIfltLYLwek8efx4DKQxmguqfNYogxrd+Cpz/S6Od1hQL1D/YRermKYAzwp6PcIOo+eMpCbJfNJnafDt9WdI+/pbWO6hJe71x+UDW8f4r6gnFPaefuo7uuxOwbOGJWMKsuZIo+bV1VC26F39rpJXcGzRR4ebVJIwcrbsHEb3vxTzyB1iYEzRvdSBaSEE8W31H5RYDD893YU14gXYu3h4Y6ehMRhOPH0/RH594AwcHtGc0kdH1XG05fhyV/qdXO6RjTo96LoPDzaITqmIv4yi17kXxcZOGM0n9Q5J+bxGYWB2S/y6A+Cfo2UXiatV7wk4H7Gi/zrCQPnpptPFfiw/w1158QzvW1MFylWqvzNWyu8dMdzOfSCtF7hxmqWlUyRr1xaHHj18r4nMgrjD3mGqIs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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax1 = plt.subplots()\n", + "\n", + "ax2 = ax1.twinx()\n", + "ax1.plot(time, np.sum(mimo_noisy, 1), '.--', alpha=.3)\n", + "ax2.plot(time, mimo_noisy_response)\n", + "\n", + "ax1.set_xlabel('time')\n", + "ax1.set_ylabel('Tokens Staked', color='blue')\n", + "ax2.set_ylabel('Conviction Accumulated', color='orange')\n", + "\n", + "plt.title('Conviction and tokens staked for proposals 0 and 1')\n", + "\n", + "\n", + "ylim= ax1.get_ylim()\n", + "ax2.set_ylim(0, ylim[1]/(1-alpha))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In plot 8 above, we can see the aggregate inputs (tokens staked/unstaked) and the aggregate outputs (conviction accumulation/decay) of a noisy input process, more accurately representing the behavior of these systems in live deployment." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/models/v3/Aragon_Conviction_Voting_Model.ipynb b/models/v3/Aragon_Conviction_Voting_Model.ipynb index d78e52a..3c27917 100644 --- a/models/v3/Aragon_Conviction_Voting_Model.ipynb +++ b/models/v3/Aragon_Conviction_Voting_Model.ipynb @@ -14,7 +14,8 @@ "* Making the distinction between effective and total supply.\n", "* Refining alpha calculations to more accurately reflect the 1Hive implementation. Discussion of alpha and its relation to alpha in the contract and how it relates to the timescales\n", "* Updated differential specification and write-up to respect new state variables\n", - "* Moved all unit denominations to Honey, the 1Hive governance token.\n" + "* Moved all unit denominations to Honey, the 1Hive governance token.\n", + "* Added system health metrics\n" ] }, { @@ -65,10 +66,26 @@ "In the above diagram, we examine the proposal view. Proposal $j$ with total conviction $y$ at time $t$ is supported by participants $a$, $b$ and $c$ with $x$ conviction. The total conviction $y$ at time $t+1$ is equal to the total conviction at time $t$ decremented by an exponential decay $\\\\alpha$ plus the sum of all conviction from $k$ agents in time step $t$.\n", "\n", "### Understanding Alpha\n", - "Below are some graphs used to demonstrate, play with, and understand the shapes and choices for the $\\\\alpha$ parameter, which regulates the half life decay rate of the agent preference conviction growth and decay.\n", + "Below are some graphs used to demonstrate, play with, and understand the shapes and choices for the $\\\\alpha$ parameter, which regulates the half life decay rate of the agent preference conviction growth and decay. Alpha from solidity code is defined as: \n", + "```uint256 _decay = 9999599; // 3 days halftime. halftime_alpha = (1/2)**(1/t)```\n", + "Half life associated with solidity code alpha (in number of blocks on xDai). \n", + "\n", + "The half-life of this system is defined by $T$ such that $y_T = y_0/2$ which satisfies the equation\n", + "\n", + "$\\frac{1}{2} = \\alpha^T$\n", + "\n", + "thus the Half life in epochs for a given $\\alpha$ is\n", + "\n", + "$T = \\log_\\alpha \\frac{1}{2} = -\\log_\\alpha 2$\n", + "\n", + "and conversely the $\\alpha$ which achieves a desired half-life $T$ is\n", + "\n", + "$\\alpha = 2^{-1/T} = \\frac{1}{\\sqrt[T]{2}}$\n", + "\n", + "Further note that the relationship between $T$ and $\\alpha$ is sensative to timescaling. Suppose we wanted a half-life of 3 days but our discrete time scale simulation has 1 day timesteps, then we must use $T = 3$ in the above equation to equal:\n", + "\n", + "$\\alpha = 2^{-1/3}$\n", "\n", - "* https://www.desmos.com/calculator/x9uc6w72lm\n", - "* https://www.desmos.com/calculator/0lmtia9jql\n", "\n", "See the [Deriving_Alpha](Deriving_Alpha.ipynb) notebook for more details around alpha and how it is derived.\n", "\n", @@ -143,7 +160,7 @@ "source": [ "## cadCAD Overview\n", "\n", - "In the cadCAD simulation [methodology](https://community.cadcad.org/t/differential-specification-syntax-key/31), we operate on four layers: **Policies, Mechanisms, States**, and **Metrics**. Information flows do not have explicit feedback loop unless noted. **Policies** determine the inputs into the system dynamics, and can come from user input, observations from the exogenous environment, or algorithms. **Mechanisms** are functions that take the policy decisions and update the States to reflect the policy level changes. **States** are variables that represent the system quantities at the given point in time, and **Metrics** are computed from state variables to assess the health of the system. Metrics can often be thought of as KPIs, or Key Performance Indicators. \n", + "In the cadCAD simulation [methodology](https://community.cadcad.org/t/differential-specification-syntax-key/31), we operate on four layers: **Policies, Mechanisms, States**, and **Metrics**. Information flows do not have explicit feedback loop unless noted. **Policies** determine the inputs into the system dynamics, and can come from user input, observations from the exogenous environment, or algorithms. **Mechanisms** are functions that take the policy decisions and update the States to reflect the policy level changes. **States** are variables that represent the system quantities at the given point in time, and **Metrics** are computed from state variables to assess the health of the system, essentially views on a complex data structure. Metrics can often be thought of as KPIs, or Key Performance Indicators. cadCAD model is micro founded, metrics are macro or at the insitutional level. If you are interested in insitutional dynamics, see Dr. Zargham's recent paper: [Voshmgir, Shermin and Zargham, Michael (2019) Foundations of Cryptoeconomic Systems. Working Paper Series / Institute for Cryptoeconomics / Interdisciplinary Research, 1. Research Institute for Cryptoeconomics, Vienna.](https://epub.wu.ac.at/7309/)\n", "\n", "At a more granular level, to setup a model, there are system conventions and configurations that must be [followed.](https://community.cadcad.org/t/introduction-to-simulation-configurations/34)\n", "\n", @@ -183,7 +200,7 @@ "* Each proposal *j* will have a *conviction* which is equal to the sum of the conviction on its inbound edges: ```network.nodes[j]['conviction'] = Sum_i network.edges[(i,j)]['conviction']```. \n", "\n", "\n", - "The other state variables in the model are *funds*, *sentiment*, *effective_supply*, and *total_supply*.\n", + "The other state variables in the model are *funds*, *sentiment*, *effective_supply*, *total_supply*, and the metrics variables of: *fractionOfSupplyForVoting*, *fractionOfSupplyInPool*, *fractionOfProposalStages*, *fractionOfFundStages*.\n", "\n", "The system consists of 100 time steps without a parameter sweep or monte carlo.\n", "\n", @@ -304,6 +321,28 @@ "The Participants decide based on their affinity if which proposals they would like to support,[to see the logic code, click here](model/parts/participants.py). Proposals that participants have high affinity for receive more support and pledged tokens than proposals with lower affinity and sentiment. We then update everyone's holdings and their conviction for each proposal.\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "```\n", + " {\n", + " # metrics.py\n", + " 'policies': {\n", + " 'calculations': kpi_calculations\n", + " },\n", + " 'variables':{\n", + " 'fractionOfSupplyForVoting': kpi_fractionOfSupplyForVoting,\n", + " 'fractionOfSupplyInPool': kpi_fractionOfSupplyInPool,\n", + " 'fractionOfProposalStages':kpi_proposal_stages,\n", + " 'fractionOfFundStages': kpi_fractionOfFundStages\n", + " }\n", + " }\n", + "```\n", + "\n", + "In the Metrics section we create KPI's to calculate the system's health. To see the logic, [click here](model/parts/metrics.py)." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -341,13 +380,6 @@ "execution_count": 1, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Params (config.py) : {'beta': 0.2, 'rho': 0.0025, 'alpha': 0.7937005259840998, 'gamma': 0.001, 'sensitivity': 0.75, 'tmin': 1, 'min_supp': 1, 'base_completion_rate': 45, 'base_failure_rate': 180, 'base_engagement_rate': 0.3, 'lowest_affinity_to_support': 0.3}\n" - ] - }, { "name": "stderr", "output_type": "stream", @@ -355,6 +387,13 @@ "/home/aclarkdata/anaconda3/lib/python3.7/site-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n", " import pandas.util.testing as tm\n" ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Params (config.py) : {'beta': 0.2, 'rho': 0.0025, 'alpha': 0.7937005259840998, 'gamma': 0.001, 'sensitivity': 0.75, 'tmin': 1, 'min_supp': 1, 'base_completion_rate': 45, 'base_failure_rate': 180, 'base_engagement_rate': 0.3, 'lowest_affinity_to_support': 0.3}\n" + ] } ], "source": [ @@ -406,7 +445,12 @@ " 'sentiment': ,\n", " 'network': }},\n", " {'policies': {'participants_act': },\n", - " 'variables': {'network': }}]" + " 'variables': {'network': }},\n", + " {'policies': {'calculations': },\n", + " 'variables': {'fractionOfSupplyForVoting': ,\n", + " 'fractionOfSupplyInPool': ,\n", + " 'fractionOfProposalStages': ,\n", + " 'fractionOfFundStages': }}]" ] }, "execution_count": 3, @@ -505,11 +549,15 @@ { "data": { "text/plain": [ - "{'network': ,\n", + "{'network': ,\n", " 'funds': 4867.21,\n", " 'sentiment': 0.6,\n", " 'effective_supply': 14020.008000000002,\n", - " 'total_supply': 22392.22}" + " 'total_supply': 22392.22,\n", + " 'fractionOfSupplyForVoting': 0,\n", + " 'fractionOfSupplyInPool': 0,\n", + " 'fractionOfProposalStages': 0,\n", + " 'fractionOfFundStages': 0}" ] }, "execution_count": 6, @@ -576,8 +624,8 @@ "data": { "text/plain": [ "{'type': 'participant',\n", - " 'holdings': 758.4701233898538,\n", - " 'sentiment': 0.36153123371230367}" + " 'holdings': 843.3039570779335,\n", + " 'sentiment': 0.05793649974381376}" ] }, "execution_count": 8, @@ -607,7 +655,7 @@ }, { "data": { - "image/png": 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rtzJX0VyUP74AbFNtOGZmNlB6bIOXtKakP0p6VtIzkv4gac12BGdmZn1X5iTrGcDZwDuAVYFzgDOrDMrMzPqvTIJfJiJOjYiF+XUahevhzcxsaCpzkvUSSYcDZ5G6Cf4s8H+SVgAo+/APMzNrrzIJ/jP5/V8axu9BSvjdtsdLmg7MB14DFkaEn+5kZtYmZa6imdjPdWwTEc/2swwzM+ulVg/d3jYirpb0yWbTI+L86sIyM7P+arUH/0/A1cCuTaYFUCbBB3C5pAB+FRFTGmeQNAmYBDB+/PgSRZqZWRmtHrr9nfy+fz/K3yoinpT0duAKSQ9ExPUN65kCTAHo7OyMfqzLzMwKytzo9D1JYwvD4yR9t0zhEfFkfn8GuADYpK+BmplZ75S5Dn7HiJjbNRARzwM79bSQpGUljen6DGwP3NPXQM3MrHfKXCY5UtKSEfEKgKSlgSVLLLcycIGkrvWcERGX9jlSMzPrlTIJ/nTgKkkn5eH9gZN7WigipgHr9yM2MzPrhzLXwR8n6S5guzzq6Ii4rNqwzMysv8rswRMRlwCXVByLmZkNoFY3Ot0QEVtJmk+6nv2NSUBExPKVR2dmZn3W6jr4rfL7mPaFY2ZmA6XMdfCnlhlnZmZDS5nr4N9XHJA0CvhgNeGYmdlA6TbBSzoit7+vJ2lefs0HZgF/aFuEZmbWJ90m+Ig4BngbcEpELJ9fYyJixYg4on0hmplZX7RsoomI14GN2xSLmZkNoDJt8LdJcpI3MxtmytzotCmwl6QZwIssug5+vUojMzOzfimT4D9WeRRmZjbgyvRFMwMgP7RjqcojMjOzAVHmRqfdJD0EPApcB0zH/dKYmQ15ZU6yHg1sBvwtIiaSepW8sdKozMys38ok+FcjYg4wQtKIiLgG6Kw4LjMz66cyJ1nnSloOuB44XdIzpKtpzMxsCCuzB78b8BJwEHAp8Aiwa9kVSBop6XZJF/UtRDMz64tW/cFvCkwB1gLuBj4fET0+qq+JrwP3A+4/3sysjVrtwf8cOARYETge+J/eFi5pdWBn4IQ+RWdmZn3Wqg1+RERckT+fI6kvHYz9CDgM6PahIZImAZMAxo8f34dVDK4Jh1882CG03fRjdx7sEMyshFYJfqykT3Y3HBHntypY0i7AMxFxq6QPdzdfREwhNQXR2dkZ3c1nZma90yrBX8fiJ1OLwwG0TPDAlsBuknYi3QG7vKTTImLvvgZrZmbltXom6/79KTj3GX8EQN6DP8TJ3cysfcpcJmlmZsNQmRud+i0irgWubce6zMwsafVM1k/n94ntC8fMzAZKqyaarssiz2tHIGZmNrBaNdHMkXQ5MFHShY0TI2K36sIyM7P+apXgdwY2Ak4FftiecMzMbKC0ukzyH8CNkraIiNm5R0kiYkHbojMzsz4rc5nkypJuB+4F7pN0q6T3VxyXmZn1U5kEPwX4RkS8MyLGAwfncWZmNoSVSfDL5qc4AW9c075sZRGZmdmAKHOj0zRJ/0E62QqwNzCtupDMzGwglNmDPwDoIHUudh6wUh5nZmZDWI978BHxPPC1NsRiZmYDyJ2NmZnVlBO8mVlN9ZjgJW1ZZpyZmQ0tZfbgf1pynJmZDSHdnmSVtDmwBdAh6RuFScsDI6sOzMzM+qfVVTSjgeXyPGMK4+cBn6oyKDMz679WnY1dB1wn6bcRMaO3BUtaCrgeWDKv59yI+E6fIzUzs14pcyfrkpKmABOK80fEtj0s9wqwbUQskLQEcIOkSyLixj5Ha2ZmpZVJ8OcAvwROAF4rW3BEBNDVtfAS+RW9DdDMzPqmTIJfGBG/6EvhkkYCtwJrAz+PiJuazDMJmAQwfvz4vqzGrHITDr94UNY7/didB2W98Nbc5ropc5nkHyUdKGkVSSt0vcoUHhGvRcQGwOrAJs36kY+IKRHRGRGdHR0dvQzfzMy6U2YPft/8fmhhXABrll1JRMyVdA2wA3BP+fDMzKyvynQ2NrEvBUvqAF7NyX1p4KPAcX0py8zMeq/HBC/pc83GR8QpPSy6CnBybocfAZwdERf1PkQzM+uLMk00Gxc+LwVsB9wGtEzwEXEXsGHfQzMzs/4o00Tz1eKwpLHAWZVFZGZmA6Iv3QW/CPSpXd7MzNqnTBv8H1l0g9JI4L3A2VUGZWZm/VemDf4Hhc8LgRkR8URF8ZiZ2QDpsYkmdzr2AKlHyXHAP6oOyszM+q/ME50+A9wMfBr4DHCTJHcXbGY2xJVpovkmsHFEPANv3MB0JXBulYGZmVn/lLmKZkRXcs/mlFzOzMwGUZk9+EslXQacmYc/C1xSXUhmZjYQytzodKikTwJb5VFTIuKCasMyM7P+avXQ7bWBlSPizxFxPnB+Hr+VpLUi4pF2BWlmZr3Xqi39R6QHbDd6IU8zM7MhrFWCXzki7m4cmcdNqCwiMzMbEK0S/NgW05Ye6EDMzGxgtUrwUyV9sXGkpC+QnrNqZmZDWKuraCYDF0jai0UJvRMYDXyi6sDMzKx/uk3wETEL2ELSNkDXw7Ivjoir2xKZmZn1S5nr4K8BrultwZLWID31aWVSd8NTIuLHvY7QzMz6pMydrH21EDg4Im6TNAa4VdIVEXFfhes0M7Ossj5lImJmRNyWP88H7gdWq2p9Zma2uCr34N8gaQLpAdw3NZk2CZgEMH78+HaEY/004fCLBzuEtwzXdXsNVn1PP3bnSsqtvFdIScsB5wGTI+JNd8ZGxJSI6IyIzo6OjqrDMTN7y6g0wUtagpTcT8/92ZiZWZtUluAlCfgNcH9EHF/VeszMrLkq9+C3BPYBtpV0R37tVOH6zMysoLKTrBFxA6Cqyjczs9b86D0zs5pygjczqykneDOzmnKCNzOrKSd4M7OacoI3M6spJ3gzs5pygjczqykneDOzmnKCNzOrKSd4M7OacoI3M6spJ3gzs5pygjczqykneDOzmnKCNzOrKSd4M7OaqvKZrCdKekbSPVWtw8zMulflHvxvgR0qLN/MzFqoLMFHxPXAc1WVb2ZmrQ16G7ykSZKmSpo6e/bswQ7HzKw2Bj3BR8SUiOiMiM6Ojo7BDsfMrDYGPcGbmVk1nODNzGqqysskzwT+Cqwj6QlJn69qXWZm9majqio4IvasqmwzM+uZm2jMzGrKCd7MrKac4M3MasoJ3sysppzgzcxqygnezKymnODNzGrKCd7MrKac4M3MasoJ3sysppzgzcxqygnezKymnODNzGrKCd7MrKac4M3MasoJ3sysppzgzcxqqtIEL2kHSQ9KeljS4VWuy8zMFlflM1lHAj8HdgTWBfaUtG5V6zMzs8VVuQe/CfBwREyLiH8AZwG7V7g+MzMrqOyh28BqwOOF4SeATRtnkjQJmJQHF0h6sGT5KwHP9ivC9nK81RlOsYLjbUnH9buI4VS/KwHP9nOb39ndhCoTfCkRMQWY0tvlJE2NiM4KQqqE463OcIoVHG/VhlO8VcdaZRPNk8AaheHV8zgzM2uDKhP8LcC7JE2UNBrYA7iwwvWZmVlBZU00EbFQ0leAy4CRwIkRce8ArqLXzTqDzPFWZzjFCo63asMp3kpjVURUWb6ZmQ0S38lqZlZTTvBmZjU1LBP8UOsCQdIakq6RdJ+keyV9PY8/UtKTku7Ir50KyxyR439Q0scGIebpku7OcU3N41aQdIWkh/L7uDxekn6S471L0kZtjnWdQh3eIWmepMlDqX4lnSjpGUn3FMb1uj4l7Zvnf0jSvm2M9b8lPZDjuUDS2Dx+gqSXC3X8y8IyH8x/Qw/n7VEb4+31d9+uvNFNvL8rxDpd0h15fLX1GxHD6kU6YfsIsCYwGrgTWHeQY1oF2Ch/HgP8jdQ9w5HAIU3mXzfHvSQwMW/PyDbHPB1YqWHc94HD8+fDgePy552ASwABmwE3DfL3/zTp5o4hU7/A1sBGwD19rU9gBWBafh+XP49rU6zbA6Py5+MKsU4oztdQzs05fuXt2bGNddur776deaNZvA3Tfwh8ux31Oxz34IdcFwgRMTMibsuf5wP3k+7k7c7uwFkR8UpEPAo8TNquwbY7cHL+fDLw8cL4UyK5ERgraZXBCBDYDngkIma0mKft9RsR1wPPNYmjN/X5MeCKiHguIp4HrgB2aEesEXF5RCzMgzeS7lvpVo53+Yi4MVI2OoVF21d5vC109923LW+0ijfvhX8GOLNVGQNVv8MxwTfrAqFVMm0rSROADYGb8qiv5MPeE7sO0Rka2xDA5ZJuVeouAmDliJiZPz8NrJw/D4V4u+zB4v8cQ7V+off1OVTiPoC0x9hloqTbJV0n6UN53Gqk+LoMRqy9+e6HSt1+CJgVEQ8VxlVWv8MxwQ9ZkpYDzgMmR8Q84BfAWsAGwEzSodlQsVVEbETq7fNfJW1dnJj3GobUNbRKN8ztBpyTRw3l+l3MUKzPZiR9E1gInJ5HzQTGR8SGwDeAMyQtP1jxFQyb777Bniy+g1Jp/Q7HBD8ku0CQtAQpuZ8eEecDRMSsiHgtIl4Hfs2iZoJB34aIeDK/PwNckGOb1dX0kt+fybMPerzZjsBtETELhnb9Zr2tz0GNW9J+wC7AXvkHidzUMSd/vpXUjv3uHFexGaetsfbhux/0vwlJo4BPAr/rGld1/Q7HBD/kukDI7Wq/Ae6PiOML44vt1J8Aus6qXwjsIWlJSROBd5FOqLQr3mUljen6TDrBdk+Oq+vKjX2BPxTi/Vy++mMz4IVC00M7Lbb3M1Trt6C39XkZsL2kcbnJYfs8rnKSdgAOA3aLiJcK4zuUnu2ApDVJdTktxztP0mb57/9zhe1rR7y9/e6HQt74CPBARLzR9FJ5/VZxFrnqF+kqhL+Rfu2+OQTi2Yp0+H0XcEd+7QScCtydx18IrFJY5ps5/gep6OqDFvGuSbqK4E7g3q46BFYErgIeAq4EVsjjRXp4yyN5ezoHoY6XBeYAbyuMGzL1S/rhmQm8Smov/Xxf6pPU/v1wfu3fxlgfJrVRd/39/jLP+//y38gdwG3AroVyOkmJ9RHgZ+Q749sUb6+/+3bljWbx5vG/Bb7UMG+l9euuCszMamo4NtGYmVkJTvBmZjXlBG9mVlNO8GZmNeUEb2ZWU07wNugkfVxSSHrPIMcxWdIyvVzmQ0o9iN4haemGaQsahveT9LOBiNWsDCd4Gwr2BG7I74NpMtCrBA/sBRwTERtExMsVxGTWZ07wNqhy/z1bkW5e2aMw/sO586U/SJom6VhJe0m6OfeRvVaeb4Kkq3OnU1dJGp/H/1bSpwrlLSiUe62kc5X6Pz8931H6NWBV4BpJ1zSJc7vcIdTduXOrJSV9gdQz4NGSTm9cpoftbhX3TyT9JW93cRsOlXRLXuaoPO4/JU0uzPNfys8jMHOCt8G2O3BpRPwNmCPpg4Vp6wNfAt4L7AO8OyI2AU4Avprn+SlwckSsR+og6ycl1rkhaW99XdJdvVtGxE+Ap4BtImKb4sySliLdhfjZiPgA6WH1X46IE0h3UR4aEXs1Wc/SKjyoBPjPwrRWca9C+tHbBTg2x7A96Tb2TUgdbH1QqYO4E0m3sSNpBOlH8rQSdWBvAU7wNtj2JPXNTX4vNtPcEqmv/VdIt2tfnsffTXpQAsDmwBn586mkxNiTmyPiiUgdVd1RKKs76wCP5h8hSH27b91i/i4v56abDSJiA+DbhWmt4v59RLweEfexqIvh7fPrdtIt7e8B3hUR00k/jBt2TY/ceZXZqMEOwN66JK0AbAt8QFKQnroTkg7Ns7xSmP31wvDr9Py3u5C8A5P3bEcXphXLfa1EWe1WjE+F92Mi4ldN5j8B2A94B2mP3gzwHrwNrk8Bp0bEOyNiQkSsATxKeihCWX9hUdv9XsCf8ufpQFdzz27AEiXKmk965GKjB4EJktbOw/sA1/Uixma6i7s7lwEH5HMWSFpN0tvztAtIT37amDb1PmnDgxO8DaY9Scmp6Dx6dzXNV4H9Jd1FSrxdJxh/DfyTpDtJzSEvlihrCnBp40nWiPg7sD9wjqS7SUcQv2yyfG90F3dTEXE5qUnnrzmGc8k/RpEeQXcNcHZEvNbPuKxG3Juk2TCXm6BuAz4diz8Kzt7ivAdvNoxJWpfUl/tVTu7WyHvwZmY15T14M7OacoI3M/20KKsAAAAYSURBVKspJ3gzs5pygjczqykneDOzmvr/CYRB4gQ4Ip4AAAAASUVORK5CYII=\n", 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\n", 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vn2FPSiTK697anaFMmTKYMmUKrly5gufPn6NChQpYvHgxMjMz30ftPzyRFqIRIvAJgvB+DRmCR+vX40alSsqZnu8OfxoYIF1LC/erVVMuTJ3D9Hs7OzuEh4fjwIED2LlzJ7y8vLBr1y785+fqibQQjRCBTxCE9yo2NhZeffui2t274P37mKGjg836+kj29QV69gSmT8eFHTvQJCkJWVWr5lnWp59+igMHDmDBggUYP348mjRpgosXL76nlrw/CQkJWLlyJVb+/juKuMz3P0RaiAh8giC8Pw8ePECtWrWQmJiIjIwM/LR3Lya/fIleJO4tWgSsWQOMGYN67drByckJ69evz7dMiUSC1q1bIyoqCl27dkWrVq3Qp08fPHr06D20qOQ8e/YM4eHhaNGiBdzc3HDo0CHYhYZCX0+veAWTQJ8+Gqnjv5UIfIIgvBcxMTGoWbMmnjx5AgDQ1dXF8OHDAQAZGRm4e/eu2vVTpkzBjBkzIJfLC1S+trY2Bg8ejFu3bsHOzg5VqlTBlClT8OrVK802pAQ9f/4cP/74I1q2bAlXV1fs378fAwYMQGxsLDZt2gT/fv0gad26yGkhkEiA1q1LfS6kCHyCILwXiYmJMDMzg5aWFrS0tJCZmYnUv/fnI4kNGzaoXd+oUSNYW1tj06ZNhXqOiYkJZs+ejQsXLuCvv/5ChQoV8MMPPxQ4gL5viYmJWL16NVq3bo1y5cphz5496Nu3Lx49eoQtW7agS5cuKFOmzD83FCMtBAYGyvtLOwqCILwnCoWC7u7u7NmzJ3V1damtrU0AlEgkNDMzy3b9/v37WalSJcrl8iI/8/fff2fDhg1ZpUoVHjhwoDjV15jExET+9NNPbNOmDU1MTNixY0du2LCBL1++zPO+q1evslu3brw+fDhpaEgqBy4L9sfQkFy69D218OMmAp8gCO/Nn3/+SWdnZ1Uge/r0KS0sLFitWjVGRkZmu16hULB27drcvHlzsZ6rUCi4detWurm5sVWrVrxy5UqxyiuKFy9ecO3atWzbti1NTEzYvn17rlu3ji9evMjzvlu3bnHixIl0cnKijo4OAXD37t3KIGZoSEokeQc8iUQEvXeIoU5BEN6b9evXo3v37tDSUn71JCQkwMrKCgYGBrCwsMh2vUQiwZQpU/D1119DoVAU+bkSiQSdOnXCtWvX0KxZM/j5+WHIkCGIi4srcpkF8fLlS6xbtw7t27eHo6MjNm/ejK5du+LBgweIjIxE9+7dYWJikmcZn3/+OebMmYOYmBhkZmbCzMwMrVu3xvAbN9CnXDk8rV8/17QQ6Osr1+bMJS2ktBKBTxCE90KhUKgC3xvPnj2DhYUFpFJpru/gWrduDR0dHezcubPYddDV1cWIESNw8+ZN6Ovrw9PTE7Nnz1a9a9SE5ORkbNiwAR07doSTkxM2btyIzp07IyYmBrt27UJwcDBkhcjH27BhA8z+zruTSqXo1KkT/Pz88L///Q/b7t+H7alTSLlxA5g+XZkO4u+vSgvBgwfKBalr1tRY+/4TPnSXUxCE0uH48eP08vJSO7Z9+3a2b9+efn5+PHz4cK73RkZGslq1alQoFBqt0+3btxkQEEBnZ2dGREQU+V1icnIyN27cyICAAJqYmLB169ZcvXo1ExMTi13HBQsW0NnZmc7OzgTAMmXKUCqVEgABUFtbmzdv3iz2c0oT0eMTBOG9eLe3ByiHOi0tLfPs8QFAu3btoFAosGfPHo3Wyd3dHdu2bUNERAQWLlyIunXr4sSJEwW69/Xr19iyZQs6d+4MBwcHrF69Gv7+/oiOjsaePXvQu3dvmJqaFqt+CxYswOLFi3HixAn88ccfKF++PLKystQ+K319fdy/f79Yzyl1PnTkFQThvy89PZ2Wlpa8d++e2vH+/fuzQYMGdHV1Zbdu3RgaGsr4+Pgcy9i6dStr1aql8V7fG3K5nBEREXR2dmZAQABv376d7ZrXr19zy5Yt7NKlC01MTNiiRQuGh4czISFB4/X55ptv6Orqyvv376uOKRQKDh48WNXbA0B9fX2Gh4dr/Pn/ZSLwCYJQ4nbv3s2GDRtmO16rVi1KJBLVl7iWlhYfPnyYYxlyuZyVK1fmL7/8UqJ1TUlJ4axZs2hhYcGQkBA+fPiQ27ZtY7du3SiTydisWTOuXLky1wCtCfPmzaObmxsfPHigdjw9PZ3lypXjwYMHWbVqVTo5OVFXV5dz5swpsbr8F4nAJwhCiQsMDOTSHKbTBwUFUVdXVxX0goOD8yxnw4YNrFu3bon1+t5ITU3lqlWr6O7uTolEQg8PDy5ZsoRxcXEl+lySnDt3Lt3c3BgTE5Pt3JIlS9iiRQump6fTwsKC0dHRTElJYXp6eonX679EBD5BEEpUcnIyZTJZjj0kf39/du7cmVpaWtTR0eFff/2VZ1lZWVmsUKECDx48qPF6pqamMjIykt27d6dMJmOjRo24bNkyHjt2jK1ataK7uzu3bdtWokE3LCyM7u7uOQa9V69e0c7OjufPn2dkZCS9vb1LrB7/dSLwCYJQoiIiItimTZscz9WtW5f79++nVCpl3bp1C1Te2rVrNfaln5aWxl27djE4OJimpqb08/PjkiVL+Pjx42zXHjhwgF5eXvT29ubZs2fVzmVlZRW7LnPmzKG7u3uuQ72zZs1i165dSZKdOnXiihUriv3M0koEPkEQSlSrVq24bt26HM95eHjw5s2bXLRoES9dulSg8jIzM+nu7s6jR48WqT7p6en8+eef2atXL5qZmdHHx4eLFy9mbGxsvvdmZWUxPDycdnZ27NGjB+/fv8/Xr1/TwcGB69evz/vmp0/JsDCyRw/S31/5v2FhZFwcZ8+eTQ8Pj1yD3vPnz2lpacmbN28yMTGRJiYmfP78eVGaL5CUkP/1nRsFQfhQ4uPj4eHhgUePHqkvtPy38qamuBgSgjJ37ih3F5fJgCpVgL5989xBYPXq1VizZg2OHDlSoHpkZGTg0KFD2Lx5M3bt2oXKlSuja9eu6NSpE+zt7QvdrlevXmHu3LlYsmQJKlWqhHPnzkFPTw83b96EnZ2d+sXnzgGzZwO//KL8OS3tn3MGBsjKzMQRPT1U3bQJ1m3a5Pi88ePH4/nz51ixYgXCw8Oxb98+bN26tdD1Fv72oSOvIAj/XUuWLGH37t2znzh7lvL27ZkCUKGvr762pIEBqa9PduxIvjOk+EZGRgbLlSvHEydO5PrsjIwM/vLLL+zbty/Nzc1Zv359Lly4MNdeVVH88ccfqmRyLS0t+vr6qr8DLOB6moo81tN89OgRzc3NVe/9fHx8uGPHDo21oTQSgU8QhBJTv359/vzzz+oH/w4GimIurrxixQo2b95c7VhGRgb379/P/v3708LCgvXq1eO3336bLS1AUz777DO1VVQAcPz48WrtLO4OCoMHD+aoUaNIkvfu3aOFhQXT0tJKpD2lhRjqFAShRERHR6N27dqIjY2Fjo6O8uCyZcDo0UBKSsELMjQEvvkm2yLLGRkZ8PDwwLp165CWlobNmzdjx44dcHNzQ9euXdG5c2c4OztrsEXZHT9+HOfOnUNycjKSkpJw+fJlfPLJJ/guOBjw8ytcO98wNFQuKl2zJv766y/UqVMHN2/ehIWFBWbNmoWYmBgsW7ZM420pTUTgEwShRMyaNQsPHz7E0qVLlQfOndNIMACArKwsHDt2DNOmTcPZs2fx6aefqoJd2bJlNdaGIgsIACIjlf24wpJIlDsqbNuGHj16oGLFipg8eTJIwtPTE+Hh4WjQoIHm61yKaH/oCgiC8N9DEuvWrcPy5cv/OTh7NlDUXRBSU6GYNQvHhg3D5s2bsX37djg7OyMgIAC3b9/G0qVLUfNj2YEgLk45kaWofQoS2LsXV379FYcPH1Z9hhcvXkR6ejrq16+vwcqWTiLwCYKgcZcvX8br16//+ZLWQDDI2LEDM+7cQfMePXD69Gm4uroCAIyMjDBjxgxERkZqqPbFtHp18cuQSHD2888xYcIEGBkZAQDWrl2L4OBgSCSS4pdfyondGQRB0Lh169YhKChIteGsJoKBrr4+DvfsiXHjxqmCHgAMGDAAZ8+exaVLl4r9DI2IilJPWSiK1FSYxsRg0KBBAJRDuxs2bEBwcLAGKiiIwCcIgkYpFAps2LABPXr0+OegBoKBVloacPlytuMGBgYYPXo0ZsyYUazyNebFC40UU8vDA3p6egCAQ4cOwcXFBeXLl9dI2aWdCHyCIGjUyZMnYWpqik8++eSfgxoKBkhMzPHwoEGDcPLkSVy5ckUzzymOQuyunheHypVVf4+IiBC9PQ0SgU8QBI3KacNZTQUDmJnleLhMmTIYOXLkx9Hrq1IF1NcvVhFZurrQ+vRTAMpVYn7++WcEBgZqonYCROATBEGD0tLSsGbNGqSlpWHjxo04cuQIzp07h3smJsiQSotXuIEB4OWV6+nPP/8cR44cwfXr14v3nGJi797IyswsVhlSLS2gTx8AwI4dO9CwYUNY5bGEm1A4YlanIAgas2/fPmRkZGDWrFnQ0tJCRkYGSKKylRUuFrdwUhUMcmJkZISQkBDMnDkTERERxX1aoaWmpuL8+fMYPHgwZigUaIei9SwUEgm0WrdWrVUaERGBfv36abSupZ3o8QmCoBEk8d1338HY2BiZmZlIT0+HRCJBYGAgLj99Cp127ZTJ2UUhkQBvBYPcDB06FPv378ft27eL9pxC2rZtGwwMDKClpQVDQ0N4e3vj6tWrKDNjBrQMDYtUppaBARAaCgB4/Pgxzp49i7Zt22qy2qWeCHyCIBQZSfzxxx8ICgqCkZERjh49CgsLC+jo6MDQ0BBdu3bF+vXrlblnoaHK4cqieCsY5MXExATDhg3DrFmzivacQqpYsSLS0tLw9gJYUqkU/tOnK5dZK2Twk+vrK+/7Oxl/w4YN6NChAwyLGESFXHyoRUIFQfh3UigUvHjxIocNG0Zzc3Nqa2vT2tqa/v7+qkWja9euTV9fX2ZkZDApKYlr1qyhq6srtzZtqpGFm/OSmJhICwuLfHdz14QDBw5QIpGoLVINgJ07d1ZeUMDdGeQSCVOl0mztrFq1Kg8fPlzi7ShtROATBCFfCoWCf/75J0NDQ2lvb09DQ0Pq6emxQ4cOPHPmDBUKBVu1aqXajDUpKYn79++nr68vdXV1qaOjQwDcunUruXQpM3R1mZVfwMtnd4a8TJo0iQMGDND0x6CSlZVFb29vAmCZMmXUgp6BgQEvXrz4z8XnzpEBAcqtlgwMsm3BpNDT4y5dXUZv2aL2jMuXL9PBwUEju7sL6sQi1YIg5Igkrly5gi1btmDdunV4/vw5FAoFHBwcMHz4cHTv3h3GxsYAgLi4OJQvX15tw9m5c+diwoQJkMvlAJQpB0lJSZBKpejm5oYB8fFonpWlfH/39hqeBgbKsNC6tXJ4swhrcD579gzly5fHhQsX4OLiUvwP4y07duxAt27dkJWVhQYNGiA5ORmGhob4/fffAQAeHh64ceNG9hvj44HVq6H4808c2roVtZs3h6m3N2Y+eoS7ycn44Ycf1C4PDQ2FQqFAWFiYRusvQAx1CsJ/ytOnZFgY2aMH6e+v/N+wMDIursBFXLlyhVOmTGGFChVoaWlJV1dXmpiYcPDgwbxw4UKO9yxevDjbhrNyuZy1a9dWDQX26tWLJHnkyBHa29uzbdu2ynrNnUv27Kmsb8+eyp8LUd/cjB8/noMHDy52OW+kp6ezRo0aBEBXV1d+8cUX/PTTT1mnTh0GBQXx4cOHdHZ25g8//JBnOTt37iQA1qtXj48fP6a5uTnv37+vdo1cLqeTkxOjoqI0Vn/hHyLwCcJ/wdmzyh3L9fWVfwq5o/m1a9c4bdo0enp60s7OjnXq1KGVlRXr1avHVatW8dWrV3k+vn79+tyzZ4/qZ4VCwdGjR7Nq1aocOnQoAajeVTVp0oR9+/Zlv379NNf+HMTFxdHMzEwjm9D+9NNPlEql1NLS4uLFizlixAh6eXmxYsWKHDFiBOVyOUkyMzNTfQf2HPj4+BAA9fX12apVK44YMSLbNb/++iurVKlS7HoLOROBTxD+7Qo4geLdd2Y3btzgV199xU8++YT29vZs06YNa9euTQsLC/Xi7RsAACAASURBVA4fPpyXL18u0OPv3r1LS0tLZmRkkFQGvZEjR7J69ep89uwZFQoFDx06RLlczjNnztDZ2ZkzZ87kmDFjSuwjeWP06NEcOnQoSfL169eFvj8lJYWenp4EwMqVK/PVq1cMCQlh5cqV6eDgwG+++aZQ5T148ID6+vqq94ESiYTR0dHZruvXrx/nzZtX6PoKBSMCnyD8m70JeoWYJZmuo8OvHRxob2/PXr16sXv37rSxsaGvry8jIiKYmppaqCrMnDmTQ4YMIakMeiNGjFAFvXe1a9eOixcv5ujRoxkWFqaRjyAvT548oYmJCTt27EipVMo7d+4U+N5FixZRS0uLUqmUq1evpkKh4PDhw1mxYkVaWloyIiKi0PUJCwujtrY2dXR0KJFIKJFIePDgQbVrUlJSaGZmxocPHxa6fKFgROAThH+rs2cLnxrwVvAbWL06ra2tOWbMGN68ebNIVVAoFPT09OTJkyepUCgYEhLCGjVq8Pnz59mujYqKoq2tLVNSUti3b99834UVV1xcHLt06UKpVEqJREJDQ0NeuXIl3/sSExPp5uZGAKxRowbT09OpUCj45Zdf0t3dnebm5ty/f3+R6hQbG8ujR4+yS5cuNDQ0ZFJSUrZrNm/ezKZNmxapfKFgxJJlgvBvVYwdzbUzMzFZWxuLYmKgq6tb5CpERUXh9evXqFu3LkaMGIFTp07h4MGDMMthMenZs2cjJCQEBgYGSEhIgIWFRZGfWxAxMTHYtWsXFAoFSEJLS+uf/QFzMXv2bEycOBHa2trYtm0bAgICQBLDhw/H7t27kZqaioMHD6J69epFqpOdnR3s7OwwdOhQVKtWDbIcFu9+s+GsUHJE4BOEf6Ni7miuBcAxKkq5XVAxFj9ev349goKCMHLkSJw+fRoHDx6Eqalptuvu3LmDAwcO4PvvvwcAJCQkwNLSssjPLYjq1avj8uXLaN26NaKjo5GWlpZr4Hv69Clq1qyJhw8fwtvbG4cPH4aOjg5IYtiwYYiMjISOjg5OnToFNze3YtXrt99+w+PHj3PcWy8hIQHHjx/HunXrivUMIW9iyTJB+DfSwI7mkEiKVc6bDWcfPHiAM2fO4MCBAzkGPQAICwvD559/DhMTEwDKPLuSDnyAMqcuKioK7dq1Q1ZWFtLT07NdM2HCBNjZ2SE+Ph779u3D8ePHVUHviy++wObNm2FlZYXff/+92EGPJEJDQ9GvXz88e/Ys2/lNmzahdevWqvxIoYR80IFWQRAK7f79+7xavXqR3u1l+9OzZ5HrcfToUVpYWLBOnTo5vqt6IyYmhmZmZkxISFAdMzc3Z3x8fJGfXRRr165lZmamKtcxuUMH7tPV5RqAK8uXp/zJE9W1CoWCAwcOpKmpKZs0acLk5GSN1OGXX35hxYoVeenSJVaqVCnb+bp166qlhQglQwQ+QfgXePDgARcsWMC6devS0tKSl5ycNBP4/P2LVJ83k1qcnJzyDHokGRISwpEjR6p+zsrKolQqff9Lcb2V65guleaa6yg/c4Z9+/alkZERAwMDVWkaxSWXy1m1alVu3bqVcXFxtLCwUDt/69YtWltbK4OzUKLEOz5B+Eg9evQIW7duxebNm3Hz5k106NAB06dPR6NGjcDgYCAmpvgPyWVH87woFAoMGTIEt27dwsWLF3OcoPFGfHw8fvrpJ1y5ckV1LDExEaamppAWd2Pawli2DBg9GkxNhYREtuk8f08SYmQkMnftQhmJBJ8NG4b58+crd5bQgC1btkBbWxsBAQFQKBR48eIFsrKyoK2t/Bpet24dAgMDVT8LJUd8woLwEYmNjcXWrVuxZcsWXLt2De3bt8fkyZPRpEkTaGtr47fffsNnn30G5507MVFLC3oKRZGfRQMDpJcvj/iYGCQmJiIpKQmurq5wdHTM9R6FQoEvvvgCx44dQ61atfDJJ5/k+YzvvvsOXbt2hb29verY+5jRqebvoIeUFOQXwiQk9ORyLNDRgY6HR9H3D3xHZmYmJk+ejKVLl0IikUAqlcLc3BwJCQmwtbUFSURERGDjxo0aeZ6Qjw/d5RSE0i42NpaLFi2it7c3zczM2Lt3b+7Zs4fp6ekkyYSEBH777bf09PRk+fLlOW/ePMZduZJ9abJC/kkFaPn30lkmJibU0dHh2LFjc62nXC7nwIEDWb9+fQYEBHDZsmV5tispKSnH7YFOnDjB+vXrF/+DK4izZ5lV1M/J0FC5s4IGLF++nI0bN1Y79sknn/DPP/8kSf7222+sUKFCvsudCZohenyC8La4OOVMxzdT/WUyoEoVoG/fYk37f9eTJ0+wfft2bN68GVFRUWjbti3GjRuHpk2bQk9PDyRx7NgxrFy5Env27IG/vz+WLl0KHx+ff4beWrUCIiOLltIgkeC1ry9e/vYbMtLSkJaWBh0dHXTr1i3HyxUKBQYPHoxr165hy5YtqFSpEpYvX57nI5YuXYpWrVrB1dVV7fizZ8/eS49PoVDgbPv2qJWWVrQCUlOVuZLbthWrHqmpqfjqq6+w7Z1yrK2tERcXBwCIiIhAcHCwxoZVhXx86MgrCB+FYi7yXBBPnjzh0qVL2ahRI5qamjI4OJi7du1iWlqa6pqnT58yLCyMHh4erFy5MhcuXJjj0l+qOhdx5Ra5gQF57hx3795NAwMDAqCFhQXNzMw4dOhQ3rhxQ/UYuVzOAQMGsGHDhnz58iXXrl1L/3wmxbx+/Zo2NjY5rpQSHh7Ovn37Fu1DLKDjx4/TWV+fKcWd/KOvX+ydIubOncuOHTtmOx4YGMj169czPT2dlpaWvHv3brGeIxScCHyCUMRFnt+mUCi4atWqbFP04+Li+P3337Nx48aUyWTs3r07IyMj1dbDlMvl3L9/Pzt37kyZTMY+ffrwt99+K9iwVxHW6szQ0eE4mUy1xdCCBQsIgLt372ZMTAwnTpxIa2trNmvWjJGRkezbty+9vb358uVLkmTLli1VG87m5rvvvsvxy54k58yZU2ILVMvlcjZv3pwAOK1MGcr19IoX+AwMlNskFVFSUhKtrKx49erVbOeGDRvGhQsXcufOnWzYsGFxmi0Ukgh8QulWhMDxbvBTKBQcM2YMAXDOnDmMj4/nihUr2LRpU8pkMgYFBXHHjh1MSUlRe/SjR484Y8YMlitXjlWrVuXSpUvzTQ3Isw2FCNxbt26llZUVDxw4QJKq3RPeSEtL4+rVq2lpaUl9fX3OmDGDz54949OnTymTyfLcpig9PZ2Ojo48l8v7sTFjxnDOnDmFb2c+9u7dSz09PUokEo4bN065F2Fxe3xAsXIdJ02axD59+uR47uuvv+aECRPYpUsXLl++vMjPEApPBD6h9CrGUOGbiQ8KhYJjx45VDRcaGhpSJpOxW7du3LZtW7Zgl5WVxd27d7Ndu3Y0NTXlwIEDee7vcorl3DkyIEA5NGdgoFbX1wAV+vrK828Fo+PHj9Pa2ppr1qzJVlxWVhb79OlDHx8f/vrrrwwODqapqSnr16/P1q1b51mV8PBwNm/ePNfzffv2ZXh4eNHb+o6MjAzWr1+fAOjo6MjHjx8rT/j7aybwFTHX8cmTJzQ3N+e9e/dyPL98+XL26tWLJiYmOS7qLZQcEfiE0qtjx/x7SXn1ngIC2LlzZ9UO4wCoo6OT47DW/fv3OWXKFDo6OrJ27dpcuXKlxlYDUZPDjuaLXFx4aMOGHC+/evUqnZ2dOXv2bFXwzcrKYu/evenr66vWs3vy5AmdnJxoYWFBb29vbtq0KVtyd1ZWFt3d3Xn06NFcq9i2bVtGRkZqoLHKnQzebPEzc+ZM9ZMfuMc3bNgwfvnll7me37FjB6tWrZrrkLBQckTgE0qnp0+LnQ5AfX128vGhi4sLTU1NVTt0L1q0iKSyJ7J9+3a2atWK5ubmHDp0qGr6+vs0d+5cDho0KNfzDx8+pJeXF7/44gump6ezV69e9PPzyzac+ddff9HKyoqvX7/m5s2b6ePjQwcHB3711Vd88vdyXxs2bGCDBg3y7MHWr1+fJ06cKFabUlNTWa1aNQKgq6trzj2msLDi/xsX8R3f3bt3aW5uzqdPn+Z6zalTp2hsbMzt27cXunyheETgE0qnEvhSfP36NS9fvsyLFy9y/PjxtLW1ZYMGDfjTTz8VafdvTbl16xZtbW3V3uG9KykpiX5+fnRycqKvr2+O9Z0xYwY///xztWOXLl3iZ599ppql6ubmlu9ak+XLl+f169eL1hiSP/zwg+qXjP/973+5X6ihX26KMquzV69enDx5cp7XHDt2jFpaWmqzev9V/l7zlD16KEcXevRQ/lzMWbDvgwh8Qumk4WGwtLQ0bty4kU2aNKGlpSVHjBiR45Dnh1K5cmX+9ttvuZ7PyspiUFAQbWxsWKdOHbUFpUnlBJ5KlSrx5MmTOd7/7Nkz9u3bl7q6uqxVqxZ/+umnXL/Qi7pA9YsXL1ixYkUCoKenp2qWaZ40MJxdWJcvX6aVlVW+E5WmTJlCHR2dQpf/wb2H1J+SJgKfUDppaOJDsp8fR40aRSsrKzZq1IgbNmz4KH+DnzhxYq6rsmRlZbFHjx6qXQhGjx7NChUqMDo6WnXNpUuX6OLikmuvUaFQsE6dOty4cSN37drF5s2b09ramhMmTGBMTIzas4qyQPWCBQuopaVFqVTKH3/8seA3aiDXsbDat2/Pb775Js9rFAoFK1asSF1d3Q86GlBoGkj9+RiIwCeUThrq8W3S1+e4ceN469Ytpqam8vz583z06NGHbl02586do4eHR7Z3b5mZmezevTubNm2qNgN14cKFtLe358WLF0kqUxBCQ0NzLf/w4cOsUKGCWkC7fv06hw0bRjMzM3bq1IlHjx5lXFwczc3NC1zvuLg4litXjgBYvXr1ogWJouQ66upynEzGy5cvF+pRp0+fpqOjY7bZvO+6cOECy5YtSycnp1xnfX50NJD687EQgU8onTTwji9TV5eRDRuyRo0atLe3p7a2NqVSKSdNmvShW5eNQqGgo6Mjr127pjqWmZnJoKAgNmvWLMcv6s2bN9PKyor79++no6NjnkGgSZMmXLVqVY7nXrx4wcWLF7NixYosX748ra2t88wDfGP69OmUSCTU0dHhpk2b8m9kDl69esUBAwZwspUVs/T0CtVTWb9+PW1sbHjmzJkCPUuhUNDPz48rV67M99oRI0Zw0qRJrFGjBs9+xEOCKhpI/fmYiMAnlE4amPiQqa3Nfu3a8U0qA6Bc8HnLli0funU5Gjp0qGrKf2ZmJgMDA9m8efM8eydHjx6lTCajk5NTrtecOXOGzs7O+e5bp1Ao+O2339LMzIwWFhYcOXJktgWsSeXGtfb29gTAhg0bqhbrLoyMjAwuWbKEMpmMACiVSulbpowq11Ge27upd3Idf/75Z1pZWfHQoUP5PnP//v308PDIdz+9zMxM2tra8saNG2zVqhV//vnnQrfvvfsA70pLkgh8QulVjP8zKyQS7jcyUgt6b/5YWFiwSpUqDA0N5alTp97/hqu5OHToEGvVqsXMzEx269aNLVq0yHdIjqRqKbU5c+bkmKbQrl07Ll68uEB1iIyMZNu2bXn37l2OGTOGFhYWbNOmDfft20e5XM5Ro0YRAPX09Iq8E3lGRgbLlStHfX19tX8XNzc3kuTLv/7iOC0tXqpSRZXryLlzc52NeOzYMVpZWeWZdiCXy1mjRo0C9Uz37dvHWrVqkSR79+5duHeWH8IHnB1bUkTgE0qvYg7fpJ44QQsLC7UvVxsbG2ZlZfHUqVOcMGECq1SpQktLSwYHB3Pjxo1MTEz8YM3NyMigmZkZ/f392bJlS7X1QnOTnp5OCwsLnj59mp988gmHDh2qFsijoqJoa2tboABKKlMR3l6g+vXr1wwPD2fFihUplUoJgH5+fsXe9Xz+/PnU0tJS+7epUaMGSbJnz558886woM6fP09bW9tch3M3b97M6tWr55ky8kZwcDC/++47kiW3fJtGfcB8yJIiAp9QqimWLi38fm1vvbC/ffs2y5Qpo/py1dLSYpcuXRj31m+39+/f57Jly+jv709jY2P6+vpy7ty5vHbt2nvdfy0jI4POzs709PQsUNAjyZ07d9Lb25skmZiYSD8/PwYEBKgCXVBQUKG+uMPCwjh69Gi1YwMHDiQA6urqslGjRjQzM+Pnn39erHSQN2uKvgmmb4ZNDx48SENDQ1WvUrW8WQFcv36dzs7OXLhwodrxzMxMli9fnvv27cu3jOTkZMpkMlVi+7x58zhy5MjCNe59+wjWPNU0rRLc8UgQPlqJiYlYtGgRPl22DNOMjJCpowPmtxeaRAIaGgLffAMMGQIAcHd3x+rVqyGRSNC2bVssXboUR44cgZ2dHdq1a4fY2Fg4Oztj8ODB2L17N54+fYqxY8ciOjoaLVu2hJubG7788kvs378faUXdN64AMjMzERQUBEtLS9jY2EBfX79A961fvx7du3cHAJiammLfvn3Q1tZG8+bN8ccff+DAgQMY8vdnURAJCQmwtLQEAERFRcHMzAwrVqxAhw4dkJKSgiNHjuDy5cuwsLBA48aN0bRpU+zcuRNyubzAzyCJAQMGYMiQIRgwYAAqVKgACwsLyGQyBAUFISUlBQAgkUiwYcOGApdbsWJFnDhxAkuXLsXUqVNBEgCwevVq2Nvbo3nz5vmWERkZiQYNGsDa2hqAck+++Pj4AtfhfUpISMDJkyfx18WLmikwMVEz5WjCh468gvC+KBQKHj9+nD179qRMJmNgYCAPHz6sHJ7KY5Hntyc++BkZ0cvLi3fu3FEre8mSJaqJGm+2KLK2tqaWlhabNWuW4yQOhULBqKgozp49mw0aNKCJiQnbt2/PlStXajQlIiMjgwEBAWzTpg2fPXtGY2PjAi2K/PLlS5qYmGRLNpfL5Rw5ciRNTU3zXIsyJ/369eOKFSsYFBREADQyMsp1VmNaWhojIiJYp04duri4MCwsLFtifU6WL1/OatWq8erVq7SwsGBcXBxTU1MZExPDAQMGsHLlytTV1aWOjk6++wrm5OnTp6xatSqHDRvG169f09HRkadPny7QvS1atFDb0mnv3r1s0aJFoeugKZmZmbx16xZ37drFsLAwdu3alRUrVqSBgQG1tbWpo6PDdUWd1PIR9/hE4BP+8+Lj4zl//nxWrFiRFStW5Pz583NfOSSHRZ7fnvhQpUoVAsrZm6NGjcpzoWmFQsH169fTzs5OOavQ11ctneBdCQkJjIiIYGBgIM3MzFi9enVOnjyZv//+e4HeHeUkPT2dHTt2pL+/vyqxvl27doyIiMj33jVr1uQaGGJiYmhgYEBbW1teunSpwPXx9vamnp4eAbBHjx4FbtfZs2fZq1cvmpqasl+/fqq9BN9169YtWlpa8tq1a+zWrRu//vrrHNvVvXt3KhSKIk88SkxMZMO/U1kKGjxjY2Npamqqlov4xx9/sFq1akWqQ2G8ePGCZ8+e5Zo1azhhwgR27NiRbm5u1NHRoUwmo4WFBfX19SmTyVi3bl2OGDGC27ZtY3R0NBXiHZ8g/DvI5XIeOnSI3bp1o0wmY8+ePXnixIliv1Pr06eP6p2Rjo4OnZ2d8y1ToVBw69atdHJyolQqZZ06dXj+/Pk878nMzOSxY8c4duxYenp60tramn369OGWLVv44sWLAtU1PT2dHTp0YNu2bdVWk/nxxx/ZqVOnfO/Pa8PZ4cOHc+TIkdy4cWOBpvvL5XL6+/urenlRUVEFasO74uLiOHPmTDo6OrJBgwbcsGGDaiJMRkYGa9euzcWLF/Ps2bO0s7PLMV/wq6++yjMZv6AeP35MXV1d+vn5Feid6YIFC9i7d2+1Yw8ePKCDg0Ox60IqP+P79+9z//79/O677zhkyBA2atSIdnZ21NfXp7OzMz08POjk5EQ9PT06OjqyQ4cOnDlzJvfu3Zv7+86nT6ko7oa+YlanIJScx48fc/bs2XRzc6OXlxcXLVqk0b3OZs2apZowYWxsXKgcLIVCwV27drFcuXKUSqWsWrVqrmtfvuvu3btctGgRW7ZsSWNjYzZu3JgLFizgzZs3c7w+PT2d7du3Z7t27bItoRYXF0cTE5M8Z2LmteFsXFwczczMVMOxv/76K62srLhu3bocyzp06JAqtcDU1DTPXm9BZWZmcuvWrfTz86OdnR2nTZvGkSNHsmXLlpTL5WzUqBG///77HO/t379/rucKY8qUKezRowcDAwPZqFGjfNcOrV69erZfEFJTU6mjo1OoX8hSUlJ46dIlbtq0idOnT2dQUBCrVavGMmXK0NbWljVq1KC3tzfr1KlDd3d36uvrs3LlygwODub8+fP566+/5jq7uG/fvrSxsaFMJlP1zPX09Pizri7lIo9PED4eWVlZ/OWXXxgQEEBTU1P279+fZ86cKZEZk+vWrSMANmvWjPb29kVOT9i3bx/d3d0plUpZqVIlHjx4sMD1ffXqFXfu3MnPPvuM9vb29PDwYEhICA8dOsT09HSmp6ezXbt2bN++fa7J3z4+Pty9e3euz1i0aBF79OiR47kJEyZk2+YoKiqKjo6OnDt3rqodGRkZbNSoEQHQ0tKSt27dUr1z06SoqCh26NCBEomEHTt25IIFC+jh4ZFrSkTTpk35yy+/FOuZT58+pbm5Oe/evcusrCwOGjSINWvWzHUI/erVq3RwcMhxaNXExCTbf0cKhYJPnjzh0aNH+f333zMkJIQtW7Zk2bJlqaenR09PT/r7+zMoKIiBgYFs0aIFy5cvTwMDA9aoUYOfffYZly5dyjNnzhRqmbeqVauqpYC8+XN7/XqxcosgfAxiYmL41Vdf0dnZmTVq1OD3339f4GHAonr16pVqmHLQoEEcMGBAsco7dOgQK1WqRG1tbbq5uTEyMrJQAVuhUPDChQv8+uuvWadOHcpkMtrZ2bFatWp88OBBrvd9++237NevX67n69Wrl2MCeVJSEs3NzXOcrPPgwQNWrlyZX375Jbdt20ZdXV1KJBKOHj1a9T5NKpXmu7JJYb18+ZKurq5cs2YNv/nmG+rq6tLNzY2rVq3KcQjSw8OjWNsikcqh3qFDh6p+VigUHD9+PCtVqsSHDx9muz40NJRjxozJdvxNisnixYs5e/Zs9unTh3Xr1qWpqSnNzc3ZoEED9uvXj5MmTeKUKVM4fPhwdujQgS4uLjQyMmLDhg05bNgwrlq1ipcuXSpW/mN6ejpHjx6dLeipEuzFWp2C8GFkZmZy586d9Pf3p5mZGQcPHpzv+7KS8uLFCzo5OfHgwYPFLuvYsWP08vKijo4OnZycuGHDhkJPaElLS2OzZs1YvXp1durUiaampqxduzanT5/O8+fPqwXUu3fv0srKKsceyJsNZ3P6Ep01a1auPUFSOdRsbGxMALSzs1MLvgkJCTQzMytUmwqif//+7N+/P0nlxJU6depw9+7dbNmyJa2srDh+/Hjev3+fpPI9mJ6eXrF2RLh37x7Nzc1Vm+++LSwsjGXLluXt27dVx+RyOR0dHbl27VquWrWK48aNY/v27VmhQgXq6elRX1+f9erV46hRo7hixQpu3LiRP/zwA0NDQ9myZUva2NjQwsKCzZo149ixY7lx40bevHmzyBOe3qVQKLhlyxba2dlRV1dXLehVqFBB/RcxsTuDILw/0dHRnDRpEh0cHFivXj3++OOPBVrouKTt3buXZcuWzXN2Z2GcPHmS1atXp46ODm1tbfnDDz8UqIeUlpbGNm3aMCAgQG2yx5EjRzhy5EiWL1+ednZ2HDBgAHfs2MHk5GR++umnPH78eLayctpwllSusmJjY8MrV67kWIe1a9dSW1ubEomEnp6e9Pb2Vnu/euPGDXp4eBT0oyiQ7du3083NjcnJyUxNTaWLiwuPHTumOn/z5k0OHz6c5ubm7NixI7ds2UJLS8tiPbNPnz6cOHFituNZWVm8e/cuhw0bRhMTE3bq1Ik+Pj40MzOjlpYWa9asyeDgYM6YMYNbt27lpUuXeOHCBdXMUF9fX8pkMjo6OrJt27acOnUqIyMj+eDBgxJb6ODUqVOsVq0ajY2NVT30zp07U1tbmwBynrFbwNSfj214820i8Amao+EdmTMyMrh161a2aNGCFhYW/PLLLwu9Tcz70KtXr0Lns+XnzJkzrFOnDnV1dWlhYcFFixblus9famoqW7duzU6dOuU51HXr1i1+++23bNq0KY2Njenm5sZGjRqpDVvmteHsd999x44dO2Y7/uLFC1WaR7ly5fjkyRPK5XKGhITQ09NT1dvatWuXao1KTYiNjaWNjY1qg9358+fnmlrw8uVLLl26VLWG57Jly4r0y8rVq1dpaWnJY8eOcf369ZwyZQq7du3KKlWq0MDAgE5OTmzWrBlbtmxJIyMjfvfddwwMDOSMGTN47tw5Ll++nIMHD2bt2rVpaGhId3d3urq6skOHDty/f7/G33/m5vbt2+zQoQNNTEyop6dHqVRKCwsLnjp1iqTyNUJuM3pV8kn9+ZiJwCcUn4Z3ZL516xbHjh1LGxsb+vj4cO3atQVeC/JDePbsGe3s7Ao8Q7Mw/vjjDzZo0IB6enqUyWQMCwtT6+mmpqayVatW7Ny5c6He77x8+ZLz58+nkZERbWxsWKlSJY4ePZorV66ki4tLth5Geno6HR0dee6d3+KXLFlCqVRKLS2tHDdfnT9/Ph0dHXn48GHKZDLa2NgU8hPImUKhYIsWLThlyhSSyrw6KyurfH8xWr9+PX18fNihQweam5szJCREbVjy7fIfPXrEw4cPc8mSJRw2bBibNWumSuz28vJily5dOHnyZK5bt47nz59XBdKXL1/y+PHjHDRoEPX09KilpUU9PT16eXmxd+/eXLhwIY8fP656Hz1p0iROnz5dI59LfuLj4zls2DAaGxur8vckEgn79++vsaHTfwMR+ITi0dCYf1paGtevX89GjRrRysqKo0aNOAdHKQAAIABJREFUKvYEhPdp27ZtLF++fIkF6AsXLtDPz496eno0MjLi1KlT+eTJE7Zs2ZJdunQp0qQGhULBsmXL8uLFizx79iynTp1KGxsb6uvrs1u3blyzZo1qlmJ4eDibN2+uujc+Pp4eHh4EwIoVK+a+IACVeYNSqZQSiYRaWloFWn0lP4sWLWLt2rVV7Q4NDVVb/Do3c+bM4ahRo0gqh89Hjx5NMzMzVqtWjb169WKPHj1Yq1YtGhsb09ramj4+Phw4cCAXLFjAb7/9lra2tmppC3Fxcdy/fz/nzJnDrl270sPDg4aGhqxduzYHDx7Mdu3aUSqV5prqQZL/+9//+MUXXxTzE8lbamoqw8LCaGZmRicnJ1pbW1NbW5v29vaFWoDgv0IEPqHoNDDL69q1axwxYgQtLS3ZtGlTbtq0KdchvY9dly5dOG7cuBJ9xp9//slmzZpRX1+fWlparFChQqEWWn5XSEiIqrfxZhLGr7/+yvDwcHbs2JEmJiasW7cuzc3NGR4eToVCwdmzZ1NLS4tSqTTffLisrCw2aNCAOjo6BJBrz7Aww+TXrl1TpUeQ5MOHD2lubp7nLNaEhASePHmSfn5+bNy4Mf39/enu7k49PT26u7uzatWqtLa2prW1NYcPH87o6Gi1+xUKBRs0aMAhQ4Zw6tSpbNu2LR0dHWliYkJfX1+GhIRwzZo1vHz5sto72Xbt2nH69Om0t7dneHh4jnXbuHEju3TpkufnWFRyuZwRERGq5HVTU1M6ODhQS0uLI0eOfK+LpH9MROATiqYYW/ooDA3587RpbNCgAW1tbRkaGppt7ct/oydPntDa2jrbcKCmpaSksF69eqoVOQwMDDh06NAire959OhRVq1aVfX3KlWqqJ1PS0tjaGgo7ezs6OLiokred3V1ZWxsbL7lv3jxgnXq1KGOjo4q+Mlksn++cAs5TJ6ens5q1apx+fLlqmcMGDCAY8eOZWZmJm/fvs3du3dz3rx57N+/Pxs0aEBLS0vKZDLWqVOHDg4O7NmzJ3fs2MHr16+r5TkqFAqeOnWK3bp1o4mJCZs2bcp+/fqxWbNmNDY2plQqZfPmzRkaGsotW7bwzp07eQ4PxsfH08TEhC9evOCtW7fo4uLCefPmZbvuyJEj9PX1zfezLKwjR46wRo0adHNzo5WVFatXr06pVMqyZcvmuvBBaSECn1A0xdjENQvgCRsbbt++vdj7rn1sIiIi6OXlVaRdwwsiJSWFzZo1Y2BgIDMzM3n16lV26NBBFQD79euXrbeSl8zMTFpaWjI6OpoDBw7MtsWQQqGgl5cXu3btSkC5k3n37t3p5+dHY2Njtm7dmkuWLOG9e/fyfE5ycjKbNWvGunXr/rMtTxGGycePH89WrVrx999/59q1azlw4EDq6uqyYsWK1NfXZ9myZdmyZUuGhIRw2bJl/PXXX/n48WNVoPX09FQb2svIyOClS5f4f/bOO6yppG3jTxICCR1CQiA0kSqCdBQsoLjSXJWm2LvYVlTsBUVd+6uuvbBWrCvC6uqqWLCsvQIKrqx1RUGULiXJ/f3BkhUpEsB9fb/ld13nUnJm5sycnMx95pmZ59m+fTvGjx+P9u3bQ01NDSKRCJaWllD9yym5iYkJdu/eXf8vChXzn3369JH9/eLFC1hZWWHmzJmy+hQWFiIlJQXW1tZylV0XDx48QEBAAEQiEaytrWFtbS17aYmKimqy6/wv0yx8zcjP/8OIzE2FVCqFv78/5s2b1+RlFxUVwdvbG2FhYdW2OKSlpSE4OBhcLhdcLhdhYWH1niMdMmQIVqxYAR6PJ1uBWcnmzZtlS9vbtWtXZSXk+/fvceDAAQwcOBA6Ojpo3bo1pk+fjosXL9a4BePbb7/FkSNHKv5ogJm8mMFAOBG4XC7s7e3Rp08fWFpaonfv3rhw4cJn9+YVFhaCy+VixYoVGDFiBJycnMDlcmFlZYWwsDAsX74ciYmJyMnJkeUpLS1FREQElJWVYWRkhMWLF9c5n/kx7dq1q+bSLjs7G05OThg9ejQuXLgADoeD48ePN3qLBVBhcRg1ahR4PB46duwIHR0d+Pr6gsViwcrKqk5T8L+NZuFrRn7+H3prb0pevHgBHR2dBjtiromioiJ06dIFffv2rXNf36NHj9CnTx9wuVwoKyujR48euHPnTp1lJyQkoHXr1rKAs5WMHTsWRAQFBYW/BasWxGIxrly5glmzZsHe3h48Hg99+/bF3r17ZULi4eFRsW+wEWbyckVFSK5dA1Cx51EoFEJPTw89e/asUp/379/j3LlzWLlyJfr3749WrVrJlu0PHToUa9euxeXLlz+7paG8vBxWVlY4fvw4bt68icGDB0NTUxODBw/GzZs3a833+PFjCASCGi0aeXl5cHJyku157NevHxQUFBrs0aawsBDR0dHg8Xjo1q0bBAIBgoODYWhoCAUFhZrnVP/lMADgiwf9a+b/F/37E8XGNrqYM/r6tNbFhRQVFWs82Gz2FzvHZrOJ8bnAs41g27ZttHnzZrpy5QopKCg0qqzi4mLq3r076enp0c6dO4nFYn02T0ZGBs2fP59++uknYrFY1K5dO5o/fz61a9euWtoPHz6Quro6LV68mCIjIyklJYU6depE7969I2VlZXr9+jWpqanJVeeXL1/S8ePH6dixY3T+/HmysbGhtLQ06tu3L406eZJaZ2RQg6JgMxhEvXoRfvqJLCws6Pnz51RWVkY8Ho8mTpxId+7coTt37tCbN2/Izs6OHB0dycHBgRwdHam0tJRGjRpF9+7dq/fltm/fTtu3b6ekpCTZ8/L27Vvatm0bbdiwgQwMDGj8+PEUFBREioqKsnzz58+nnJwc+uGHH6qV+fjxY3J2dqa8vDwiIuJyuaSqqkrJycmkq6tbkSgri2jHDqL794ny8og0NIjs7IiGDCHi84mISCKR0M6dO2nu3LlkY2NDb9++JSaTSWZmZnTw4EFq06YN/frrr7Kgt838TbPwNSM/3bsTHTvW6GLeuLrSb9OnU1lZGZWXl1NZWVmNx5c4JxaLqwlkUwotm82mrVu3ko2NDQUEBDS4TLFYTCEhIWRgYEA7duyol+h9zJMnT2jBggV04MABUlBQIDs7O5o/fz55eXnJOvKCggLS1tamlStX0u3bt2nnzp3E4XDIysqKJkyYQIMHD67XtcrLy+mPP/6gtLQ0On36NO3cuZN0dXUpOzubpFIpFRUVkTGXSw+Li6l+8d9rgcOhdiIRXc3IkH3EYDBo/Pjx5ObmRg4ODmRhYVHtXsXFxdGOHTvo559/rtdlSkpKyNLSkvbu3UseHh7VzovFYjp69CitW7eOHj58SCNHjqSRI0eSnp4eWVhYUGxsLLm6ulbLt2PHDgoPDyclJSXKz88nBoNBenp69Ouvv5JtSQnR4sVEJ05UVuLvjFxuxbjX15eueHrSqG3bSEVFhfT19enSpUsUHh5OW7dupZycHFq7di2NHDmyXu38N9IsfM3ITxON+GjAAKJduxpfTgMAUKswNpXQvn37lg4cOEB+fn6krKwsd5nl5eVUUFBAlT/Rhoozm82msrIySk1NpYyMDGKxWKSpqUmenp5kbW1NqampdP78ecrJySGpVEr29vYUEBBAmzZtok2bNpGysnKV8kpKSujly5f08uVLevr0KT158oQyMjLo+fPnJBKJyNramthsNh0/fpwUFBSIz+fT6tWrKSQkhEoXLCDG/PnELC1t+HfH5dIcqZQ2qapSfn4+KSkpUXFxMR06dIgCAwNrzbdq1Sp68uRJjaOwmli9ejWdOXOGjh49+tm0qamptH79etq3bx+5uLhQWloaPX36lJjMmse1paWllJSURIcPH6bdu3cTk8mkm8OHk9XWrUQfPlQIXC1IiaiUwaD49u1pQloaBQUFUWFhIcXGxlK7du3o+PHjpKGhUa82/ltpFr5m5GfZMqKoqKpvo/LC5RLNn080ZUrT1esrZO3atXTw4EFKSkqqtROsiaKiIgoICCBjY2OKiYkhIqoikA0R5/Lycnrz5g2dOHGCbty4QWw2m5SVlSk/P5/KysqIiMjPz4/4fD4lJiaSuro6aWhoUG5uLuXn51NhYSEVFxeTVCqVCSqLxSIGg0EASCKRyK5FRPRp16KgoEDlvXs3yUvTSYGAFPbupSVLltD58+dJIpHQhg0bKDw8vNY8ERERZGhoSJMnT/5s+QUFBWRubk6nTp0iOzu7etcrNzeXunfvTg8ePCBjY2MaN24chYWFEZfLrTUPANrm7ExDUlJI4a97Vx8+MJl0p18/+vb4cSouLqaYmBgKCwurd/5/M83C14z8ZGURGRs3SvikiorEfPlSNl/x/xWpVEodO3akPn360Lhx4+qVp6ioiPz9/alFixa0bds2uc2b9eHPP/+k8ePH05EjR4iISElJidTU1Mjc3JxycnLo0aNHstGblZWV7LC0tCSRSPTZ+dE9e/bQ8OHDZcIYGBhIly5doj9sbJrETH6aw6FvPnr+2Gw29evXj9q0aUM6Ojqyg8/nk46ODikrK1OvXr2of//+FBwc/Nnyo6Oj6dGjR7Rnzx656lVWVkYikYiuXLlCv//+O61bt45u3LhBQ4cOpdGjR5OxsXH1TDduUJm7OymKxXJdi4ioiIimurrS8nPnSFlZWe78/1YaN+vezL+KsrIyevLkCZ0/f54GdOpEyqdO1WmSqQ0pg0G/ENGp6GiKiooiHR2dpq/sVwKTyaSYmBjy8PCQiVldFBYWkr+/P7Vs2ZK2bt3aJKIHgF69ekU9e/YkZ2dnYrFYtH//fsrJySEiIhaLRWKxmAoKCujWrVtkZmZGs2fPpgULFjT4murq6qSurk7Tpk2j8PBwunv3Lt2/f5/SXr8mq0a3iMjZ25vc372jW7duUWlpKTEYDNLU1KQnT57QjRs36O3bt1UOqVRKEomEHj58SJs3b64ijp8eTCaT1qxZQ9evX5e7XidPniRLS0syMzMjMzMz8vX1pcePH9OGDRvI0dGROnbsSOPGjaPOnTv//fKweDEpSCQNug9cBoPWGxgQNYueXDSP+JqpEwDUvXt3unHjBuXk5BCTyaTy8nI6ER1NPkuWEBUXy1+osjLlJiTQ7Ph4OnDgAM2YMYPGjRtXZVXc/zeWLl1KiYmJdOrUqVpHS4WFheTn50fm5ua0devWuk2jNaz6E9vYUEaHDpSalUVpaWlVjsryWSyWzCwZEhJCz58/p6ioKHJwcKCoqCjasmULMZlM4vF4NH36dBo1ahSpqKjI3d6MjAwyNzcnDodDioqKVFRURFKplGLt7Sk4OZkUysvlLrMSKYdDzOhooilT6MSJEzR06FB6/fo15eXlkbq6eo15iouLSV9fnw4fPkwSiaSaMH58/PHHH/ThwwdSUVGpUyA/PXg8HvXt25c6d+5Mo0aNqlaHynm4tWvXklQqpXHjxtEgX19SadWqcdMGHA7R8+f/760nTUmz8DXzWfz9/enUqVMk/ssU4+rqSteuXSPauJEoMlI+8VNWJlqxgmj0aCIievDgAU2ZMoUePXpEy5cvpx49enzRbQb/LcRiMbVt25ZGjx5Nw4YNq3a+oKCA/Pz8yNLSUiY+NXLjBpXOm0fsxESSAlUEpJiImAwG3dHVpZtdu5KqlxdZWlqSvr4+2dvby5bPKyoq0q1bt0hZWZnatm1Lf/75J7HZbCIi4vF4JBQK6cWLF8Tn8ykvL48iIiJo3LhxpKmpWWcb8/LyKCkpiRITEykxMZHS0tKqzPOxWCx6dfcuCVxcmrSjLykpobNnz5Kfn1+tWfLz80lPT48KCwvrfL5evHhB9vb2lJycTKqqqlUEMTs7u07BfPfuHQEgU1NT0tXVrVMk//jjDzpw4AA5JCbSrLIyUmzgiI+I/jXz5U3KP7dlsJn/RaRSKZYtWwYGgwEiAofDwb179/5OUE+3U+K/fHTWFp3h5MmTsLGxgaenJ27fvv0Pte6f5f79+9DR0cHLly+rfJ6fnw8PDw8MHz5c5vtRLBbj8ePHOHbsGFasWIHhw4djecuWKPrrXtbXxRcA+Pr6goiqHBcuXMCCBQuqBJx98eIFuFwuhg8fjuzsbEyfPh0aGhoy58YzZsyoEi+utLQUSUlJmDNnDtq1awdVVVV4eXmhd+/e8PDwkHl8YTKZUFNTw6hRoyoyNsLdnZTBqAhy2oB7b2Vl9dl0w4YNw/Tp0+UuHwC2bt0KPz8/pKWl4eLFizhy5Ai2bt2KxYsXY/LkyRg0aBD8/f3h5uaGli1bQkNDA7sb4wTi42PAgAbV+d9Ks/A1UyuvXr2Cr68vnJ2dsXnzZjAYDISGhlZP+FdEZimHA7GSUjUPLVIOB+d5PMTPmVPn9crLy7Fx40bo6upiyJAh9XKC/L9GVFQUAgICZL4aX758CTs7O3h6emLmzJkICgqCjY0NOBwOjI2N0a1bN0yYMAFJffpUv7efEwllZcR26CATHwcHBwwaNAgLFy7Es2fPYGVlJQs8CgATJkzAoEGDYGhoKKvf27dvMWvWLGhoaMDCwgKqqqro2LEjvLy8oKamBhcXF0RGRmLu3LmywKbdu3dHbGwszp07BwUFBejq6iI8PByLFy+uuFAjPLdAWblBkb2PHj0KHx+fOtM8fPgQOjo6VaLGy4Onpyd++umneqd///49UkxNm0b4agnA20zNNAtfMzXy008/QVdXF3PnzpW5XYqJiakzBM5/ZszAZCKU9elTLSLz1atXIRKJqgRRrY3c3FxMnToVPB4PCxYs+KqD0NYHqVSK58+f49SpU/jPf/4DbW1t2NjYQF9fH0wmEzweD71798a8efOwb98+3Llzp6rfyUYIRSERto8dWy2KwJ07d2BiYiITuKysLGhpaeHly5cwMzOTueN69uwZYmJiEBQUBBUVFTCZTGhpaYHL5aJz58749ttvoaGhAW9vb8TExFQRDalUirFjx+LJkycYNmwYtm7d+ncFGuCrU8rl1mox+Bzr1q37e8RZC8HBwX+Ls5w8e/YM2tradYbUunz5Mn7++Wfs2bMHPj4+UFJSwn42u3nE91+gWfiaqUJubi4GDhwIMzMzXLlypd750tPTZdGm9+/fX2Oa0NBQLFiwoN5lZmRkyHwO7tmz56uPEP3hwwfcv38fBw8eRHR0NPr27QtHR0eoqKhAKBTC09MT4eHhmDRpEjQ0NGBra4tRo0Z9vl1fwDQYGRmJmTNnyv6eNWsWRo0ahXfv3qFHjx5wdHSEubk5+Hw+wsLCEBMTg4yMDMTHx8PR0RFEBGVlZXC5XAQHByM1NbXOJvTo0QNxcXFVP6ynmVxChDI2u8GiV9ne77//vtbzN2/ehL6+/mcdXdfGkiVLMHLkSAAVER9SU1Nx6NAhzJs3DyEhIbCxscHHpmYFBQUIhULEWFmhuLGi9//Y7+2Xoln4mpFx/vx5GBsbIzw8vF4js0rKyspgbW0tmwf08/OrMV1GRgZ4PB5ev34tV70uXLgAZ2dnuLq6VjHN/TeQSqV48+YNkpKSsHnzZkycOBG+vr5o0aIFlJSUYG1tjV69emHGjBnYuXMnrl27htzc3Cpl5ObmQk9PDy1btvy86H2BSBgSiQQikQgpKSn48OEDEhISwOVyYWdnBzU1NbRt2xZCoRD37t1DeXk5Ll++jPHjx0MoFMLJyQnLly9HcnIyFi5cCB6PBzs7O/B4PAQFBdU6PytzUP0pN26gsFs3fCCCpAYzuVhRESdUVFD2229yf1cfExISgr1799Z6/ptvvsEGOYW1tLQUqampOHDgAPh8Pjw9PWXOsM3MzNCjRw/MnDkTe/bswbZt26CpqYlP51q7OThUb7ecR7mCAvIzMhp1f/5tNAtfMygpKcGUKVOgp6dXLYxKfYiOjgaTyZT9mBUVFfHhw4ca00ZERGD06NFyX0MikWDXrl0wMDBA79695Yo51xDKysqQlpaG+Ph4LFmyBEOGDEG7du2gpaUFLS0tuLu7Y+jQoVi6dCkSEhKQnp5er9iCubm5cHNzw8iRI2FhYVF9FPQpTRwJQyKRYMuWLRAKhejatStUVVVhZGQEW1tbJCUlobS0FOXl5dDW1sbw4cNhZGQEa2trREdHyyKef0x+fj4WL14MPp+PNm3aQCAQwNfXF5cuXaqSzsrKCg8ePKiWXywWo0OHDrDW0cEGU9MKk91fZnLJ0qXoYmdXqwVBHup6aTp79ixMTU1rjaFYWlqKlJQUHDx4EFFRUQgODkarVq3A4XBgbm4OT0/PioUqu3fjzp07MtN8dnY2VqxYAQMDAzAYDAgEgioLfiqF9rW7++cXLNU2GmYwcM3AADweD3PmzKl3yKR/O83C9y/n3r17sLW1Ra9evaqs2JOH27dvY+7cudDW1oa+vj5UVFSQnJxcY9q3b99CR0cHaWlpDbpWYWEh5s2bB21tbUyfPh15eXkNKqeS9+/f4+rVq9ixYwemT5+Onj17wsrKCkpKSjA1NYWfnx8mTZqELVu24MKFC8jKyvo7engDruXq6oqxY8dCKpXi4sWL0NfXrxL/rRr9+jXJHFC6mxtCQkLA4/GgqakJd3d3JCQk4NWrV9DV1UVKSgoePHiAuXPnwsLCAmpqaujcuTPu379fr/YWFBRg6dKl4PP5cHBwgL6+Pjw9PXH69GlIpVLo6OhUBJ/9hMWLF8PU1BREBB6PV+Xcvn374OTk1CQmbl1d3WqraYGKEbybmxtiY2NlAnfgwAHMnTsXwcHBsLa2BofDgYWFBXr27IlZs2YhNjYWd+/elb3cTZo0CbNmzYJUKsXdu3excOFCODs7Q1FREYqKiujVqxdSUlIwa9YsEBHU1NTw8OFDvHv3DoMHD0Z3oVDuhUuVRxGDgUE2NlixYgWGDh0KLS0tTJw4sca2NvM3zcL3L0UsFmPZsmXQ0dHBjh07GtyZf4xAIMCff/752XRLly6tFj9NXl6+fIlBgwZBKBRiy5YtEIvFtaaVSCR48uQJTpw4gVWrVmHUqFHo1KkThEIhVFVV4eTkhH79+mHBggU4dOgQkpOTax2xNpT379/DxcUF48aNq3Kvx48fj0GDBtWeMSCgSYTvlkiEnTt3IiMjA9ra2rKAs3PnzkWrVq1gZ2cHfX19TJw4EdeuXcMvv/wCDw8PudtZWFiIFStWQFdXF05OTjAxMYGLiwuYTGa1EfGtW7egqakJJSUlmaWgssMuLS2Fqakpzpw5I3cdPqW4uBiKiooyAS0tLUVycjL279+P0NBQaGhoyCK4W1hYoFevXpg9ezb27t2Le/fu1fks5OXlQUtLC6GhoTAwMICJiQk8PDygoaGB8PBwvH79GvHx8TAxMUFwcDA2b96MzMxMxMXFQSgUolu3bnBycsKhLl1QwmLJ970qK0Oybh0SEhLg7e0NoVCICRMmYMSIEdDS0sKIESPw+++/N/r+/X+kWfj+hTx9+hQdO3ZEhw4dmsxk+O7dO6ipqdVLQD98+AAjI6Oa53zk5ObNm+jQoQNsbW1x9OhR3L59G3v37kVUVBR69+6NNm3agMvlwsDAAN7e3hg7dizWrl2L06dP48WLF00i+J/j3bt3cHZ2xnfffVftegUFBTAxMcHx48drztxEI77KVX/x8fFwc3PDqlWrZIIUGBiIpKSkKiOrkpISaGhoyD0fW0lRURFWrVoFoVAIe3t7MJlM2NraYt++fRCLxSgqKoKFhQW4XK7MRK6qqort27cDANauXYtu3bo16Noft+H+/fv4z3/+Ay0tLQQFBckEztLSEr169YKOjg6mTJmCe/fu1bki82P++OMPrF27Fj4+PuByuVBTU8OyZcuwbNkyGBkZoWfPnkhLS0N6ejp8fHxgZWWF06dPAwDevHkDNzc3KCoqQkFBAYqKiiAibNiwAT95e1cs4qnHnlgxh1Ntsc+DBw8wduxYaGlpoUePHhg0aBB4PB7CwsKq7r1tpln4/k1IpVLs3LkTOjo6WLp0aZ2jJHm5cuUKnJ2d651+9+7dcHNzk1t4pFIpXr16hbNnz2LDhg347rvv0LVrV+jo6IDBYEBNTQ3dunXD7NmzsWfPHty8eRP5+fnyNqfJePfuHZycnDBhwoRa23r69GkYGRnVbLZtojm+wqgobNq0CXw+H8rKyhg8eDAiIiLQtWvXWuseGhqKLVu2NKr9xcXFmD17NlgsFlxcXGBrawsLCwt06dIFQUFBmD59OiwsLMBiscBkMtG/f3/k5eVBV1cXd+/erdc1KgVu3759mDNnDgIDA2UCZ2VlBQ8PD5iYmGDfvn24f/++TOB27twJDw+Pzz6DZWVlOH/+PKZMmYJWrVpBIBBg0KBBOHjwIHr37o2xY8fC0dERrq6uuHDhAgoLCzF9+nTweDysWLECpaWlkEql2LNnD3R1deHj4wMWiyUTfDU1NZSVlWHZsmVY1a9fxSpcDqdibvbTuVoOBxn29hhub19rvfPy8vDDDz/AwsICtra2CAoKgq6uLrp37y7XSu3/zzQL37+E7OxsBAUFoXXr1vXuUORh+/bt6N+/f73TSyQSODg44MCBAzWer1wxd/jwYSxatAgDBgyAi4sL1NXVwefz0aFDB4wYMQIrV67EL7/8goyMDBQVFWH58uXQ0dHBd999V/fc2T9ApehFRER8tnMdPnw4wsPDq5948wbSRgpfKZOJFqqqCAwMhLKyMl6+fAmxWAwzMzOcP3++1jrt27ev1hW68nD58mW4urpi3bp1EIlEMDc3h6KiIgwMDLBu3TrMmDEDM2bMwNOnT/Hy5UvMnTu3xmeppKQE9+7dw759+zB79mwEBgbC0tISSkpKsLKyQlBQEObMmYP9+/cjOTlZJnBbtmzBkCFDqpVlbGxcq9UhOzsbu3btQu/evaGlpQVHR0fMmTMHV69elY2Mb968CQUFBRgZGWH//v2QSCQ4cOAADA0N0b9/f5nZ/8WLF/D394etrS1u3LiBoqLoL+7DAAAgAElEQVQimJmZgclkQkFBAREREQCAHTt2YEDlfrysrIoFSR8t9qncEysWi2Fvb//ZRT8SiQQnT55EQEAAdHR04O3tDZFIBC8vL5w6deofsXZ8rTQL3/8Sb95UjAD69av4MfTrV/H3ZxalHD9+HPr6+oiMjGzyuatKpk2bJtcePQBITEyEiYkJzp07h5iYGEyZMgXdu3eHubk5lJSUYGFhgW+//RZTpkxBTEwMLl++jLdv33623KysLIwePRp8Ph+rVq2qdbXelyQnJweOjo6YOHFivTqY3NxcGBgY4Ny5cwCA169fIzY2FkOGDMExRcWGr/ojwnMXFxQUFGDnzp3o3r07gApRc3d3r7Nuubm5UFNTa/SI+eeff4a/vz+AirlZDQ0NCAQCuLi4wMPDA0pKShg4cCAKCgqQmZkJbW1tHD9+HHv37sXs2bPRq1cvWFhYgMPhwNraGsHBwZg7dy4OHDiA5OTkz36/M2fOxPz586t89sMPP1QRdalUijt37mDhwoVo27Yt1NXV0bNnT2zdurXavHVmZiZGjRoFNTU1WFlZoaSkBKmpqejcuTPs7OxkYiqVSrFlyxbo6Ohg/vz5KC0tRU5ODtzd3dG3b1+EhYWBiGSrZY8fP15v8+6FCxdgaGhY732HGRkZmDx5Mng8HhwcHGBoaAgnJyfExcU1bPFQA/uir4Vm4ftf4Pr1ik3MHE51s9df5g/06lWR7iMKCwsxevRoGBsbyzrUL0XPnj1x6NChGs/V5Heyffv20NHRkb0xDxw4EN9//z3i4uLw4MGDJhGrlJQUdOvWDebm5khISPjH3nBzcnLg4OCASZMm1fuaBQUFiIqKgoaGBmxsbKCpqYmAgAC0a9cOPjxeg1f9feziq1u3bti3bx+kUilsbW3xyy+/fLZe3bp1w8GDBxt1P3788UcMHDgQUqkUPXv2RGRkJEpLS7F+/XqZ9xqRSARFRUUoKSmBxWKhVatWCA4ORlRUFA4cOICUlJQGPxP9+vXDjh07ZH8XFBRAKBTit99+Q0JCAkaMGAGRSISWLVtiwoQJOHXqVI3zfYWFhYiOjoa2tjYmTZqEzp07Y+vWrZg0aRJ0dHTwww8/oLy8HECF0HTu3BkuLi6yFc7Pnj2DtbU1IiMjIZFIUF5eLpv7AypGkA4ODvVuV+/evTF37ly57kVRURG2bNkCW1tbiEQiGBkZwcLCArt27ZItPho1ahRWrVpVcwEN7Iu+NpqF72unnt4tPnVMfPXqVZibm2PgwIHVNlB/CaysrHDlyhXcuHEDu3fvxqxZs2Sm1U/9Tm7cuBFnz57Fq1evcP/+fQgEArx///6L1e3EiRNo1aoVOnfu/EXMvB/z9u1b2NvbIzIysk7RKysrw+XLlzF//nx06NBB5uC5TZs2CAsLQ3x8PEQiEUaPHl0x97dhAySfzvnUR/Qq94q9fg0NDQ0UFhbi559/hn0dc0Qfs3HjRoSFhTXqnixatAgDBw7EiBEjIBAIZKN6DocDMzMzsFgsaGlpwcjICAoKCtDU1MS0adNq3P7QENq3by978cvIyIC/v79sRW/nzp2xcuVKpKWl1Xo/xGIxYmJiIBKJ0Lt3b2RkZODVq1dQVlaGUCjE0KFDZXUVi8VYtWoVeDweli9fLhPC5ORkGBgYYOXKlbXW8/nz5xCJRPVu1/Pnz8Hj8fD06dN656lEKpUiKSkJwcHBUFNTg0gkgkgkQnR0NDgcDrhcbnUzeAP7oq+RZuH7mmmIP0NlZfzs5weBQFDrCKwxVPqdPH36NNauXYuxY8eic+fOqHRhZW9vj969eyMqKqpmv5M1MGzYMEydOrXJ6/ox5eXlWL9+PQQCAYYNG1anz9GGUil6U6ZMqdaJSqVSpKamYs2aNejevTs0NDTg4OCAKVOm4OTJk7J7lJ6eDg6HA319/Sqj9PLycszX00PhX+bLz3U8ZWw2Vpqby1Zl/vDDD+jfv79s31p9R3GvXr2CpqZmvUZbHz58wJ07d7Bnzx7MnDkTPXr0gLm5OVgsFng8HhQVFTF69GgcPHgQqampKCsrQ0JCAnx8fFBWVgZnZ2doa2vDxcUF3bt3h5aWFr777ju8ePGint9AdcrKyiAQCDBixAhYW1tDR0cHSkpK+OGHH+r1Qvjrr7/C1tYW7du3x9WrVwFU+Dlt0aIFeDye7DOgYlVlu3bt0KFDhyqb/ZOSkiAQCOr0HANU3D82my2XZSI6OhrBwcH1Tl8TL168wKxZs6ClpSXbWkJE0NDQ+Hs/YAP6oq9Z/JqF72ulEY6JPzCZyD5xokpxpaWlSE9Pr/fl6+t3cvXq1di2bRsMDQ0bvNH4zz//hLa2doPeXOXl/fv3iIyMBI/Hw6JFi5rMAXZ2djbatGmDqVOnVom8ULlgQU9PDyYmJhgxYgQOHDhQo7OAQ4cOQSgUws/PD5aWlvjw4QOkUilu3rwJNzc3MBgM+AkEeNiqFUqZTJR+su+rTEEBZSwWEBiI3RMmgIigpKSEyMhIuLi44Pjx4zhz5gwsLS3lWtHbtm1bnDx5UvZ3cXExbt++jT179mDGjBno0aMHzMzMwOFwYGNjg9DQUMybNw+HDh3CgwcPMGjQILRo0QKrV6+uVvacOXMwa9YsmRPzvLw87Nq1CxYWFnBxcUFQUBC0tLQwfPhwPH78uH7fRWoqboaGIsnICMcVFLCbCCc6d8atX3/F5MmTP+usGgDu3r2Lrl27wtzcHEeOHIFUKsW7d+8wduxYCAQCGBkZ4ddffwVQIa6LFi0Cj8fD+vXrq/wODh8+DD6fX8WkWRfq6upyWT+Ki4thYmKCs2fP1jtPbTx58kTmdrDy4PP5KP/tt388msaXpln4vlaa0DFxeno6rK2tq3nGqMnvpJ+fH0xNTWv0O3n16tUaf5QJCQnw9fVtVHNnz57994q2f4DHjx8jMDAQxsbGsnmvhpKdnQ07OztERETgyJEjGDduHKysrMDj8RASEoLNmzcjow5fiq9fv0ZwcDAsLS1x+fJlSKVSeHt7w8PDA2ZmZhCJRGCz2Wjbti2kUil+//136BDhx1atsJvBgMTfHxgwAG+mTEFrXV1IJBJcvXpVtkeucq/Y2bNn0aVLF9leuc9RKXC9e/eGg4MDvv32W7Rs2RIcDgetW7dGaGgo5s+fj59++gkPHjyo1WWblZUV2rRpU+OLkZ+fHw4fPoyOHTtWid4gFosRGxsLKysrODk5ISwsDDweD3379kVKSkqVMqRSKW7fvo1to0bhnJYWPhChhMmsNv8kVVLCUTYbWXXMbb548QKDBw+Grq4u1q1bh7KyMkgkEmzbtg26uroYPXo0Ll++DH19fYjFYty+fRv29vbo1q1btRe3DRs2QF9fH7du3arX/QYAMzMzuV5QgYpIKq1bt5aZVRtKeno6unbtim+++QYeHh7Q09MDi8XCDUPDij6lIcLXwPiJX5pm4fsaaSLHxNI3b7Bp0yYoKyuDwWCAxWJh/vz51fxOtmvXDkOGDJHb72Qly5Ytw8SJExvV5Pz8fAiFwn88CO358+fh6OiItm3byr3HqaSkBPHx8eDz+dDX14eqqiq6du2KpUuX4tatW58dAUulUsTGxkIgEGDatGlITU3FokWLYGtrCz09PXC5XGzZsgUikQjq6up4/vw5srKyIBQKQUT45ptvqr3MWFtb4+rVq8jNzQWbzQYRgcFgQEdHB0ePHoWRkVG177aoqAi3bt3C7t27MX369GoC5+fnBzU1NRw8eBAPHz6U69m4du0a2Gx2jXHqpFIpdHV1sX37dlhZWdXYcYvFYuzfvx82NjZwcHDAwIEDZfOElQul9PX1MYfPR6mCAiT1iPRQkwkuPz8fs2bNgra2NmbMmCEzg16/fh0uLi5o27atTMBmzpyJiIgIzJw5E3w+v5rnI6lUitmzZ8PMzKzOF56acHd3x8WLF+XKI5VK4eXlhXXr1smVrz5kpaSgXEGh0X3R17bas1n4vkaaaNPyD4aG+DQUSt++fZvE7+THDB06FJs2bWp0ORs2bECXLl3+8f1FEokEO3bsgEgkQlhYmMydV03p7t69ixUrVsDHxweqqqrgcrlwd3dHYmKiXFtFXr58ie7du8PS0hITJkyAi4sLBAIBxowZgwsXLkAikWDnzp3Q1NSUjT6Kiopga2srcwguFAphbW1dpdwZM2bIIohraGhAUVERTCYT0dHR8Pf3x9SpU7Fr1y5MmzYN3bt3h6mpKTgcDmxtbdGnTx9ER0fj8OHDePjwYRUhqhRUeSgoKIC5uTlEIlGNYYtevHgBHR0dtG7dGvHx8XWWJZFIsHbtWujp6UFNTQ0KCgpQUlKCpaUlrg0Z0uD5p/LycmzYsAFCoRADBw7E8+fPAVSM4keMGAGhUIgdO3bIXmIkEgl0dXXRokUL9OrVq1qw5PLycgwbNgzOzs4NWpzTs2dPuYLZVnL//n3w+fx6bfeRiyZ2kv610Cx8XyNN5KbqaadOCAwMhKamJlRVVcFms7Fr164mr66Hh0edG6HrS1lZGSwtLWt33/WFKSwsxNLJkzGXy8VtGxuU+figoGdPXA8OxshevSAQCGBubo7Ro0fjxx9/hJWVlcw5cX2RSqVYvXq1LCqClpYWhg4dilOnTlUb8ezZs0e20VsikWDhwoVVomAwmcxq/jSvX78OCwsL3Lx5E/369YOvry+UlJRkczc2Njbo06cPFixYgMOHDyMtLa1eJrKPBbW+jBw5EoMGDQKfz69RBOLj42Fra1vrfsKysjKcPXsWkydPhpWVFXR1dTF48GBERkbC1tYWdnZ2WBIUhKIGmuHKlZQQZGyMzp07yywNYrEY69evB5/Px4QJE6osgCksLERISAgUFBRw4MCBanUuKipCQEAAunXrhoKCArnu1cf3bOPGjQ3KO27cOIwZM6ZBeQHInG9XaVcTu8z7WmgWvq+RJnJMjIAAAJDN+URGRsr91l4fGhJjrzaOHDmC1q1bN6k7tXrx1/4kqZISyj+Jil3CYqGczUZht27A9et48+YNbGxsMGfOnHqL3vv377F8+XLweDywWCz4+PggISGhVv+QT548gba2NtTV1aGpqYmUlBQUFxfjxIkTUFBQAI/HAxHB1dUVO3fuxNSpUxEQEAATExMQESwsLBAWFgYPDw8EBQXB0tISLVq0aPB9vXbtGqysrOqdPiEhAS1atMD79+/BYrFqFNdp06ZBXV29SgijN2/eYMeOHQgJCYGmpiacnZ0RFRWF69evVzEdS6VSxMfH44yGRoM394uJkPmR6F6+fBn29vbo2LEj7t+/X6WuZ86cgampKczMzGrcO/f27Vu0bdsWAwYMkMsU/CmzZ89GdHR0g/Lm5ORAIBA02C9npYXA0NAQkZGROHLkCF45OzdpX/S10Cx8XyP/Q29Z2dnZ0NDQaDLzpFQqRfv27RETE9Mk5X2ODx8+4OGECShVUPh8B8pgQMrlYp5QiLlz5362zYWFhdi/fz++/fZbcDgcsNls9O7d+7Or9srLy+Hu7g5ra2tERUVhzZo1aN26NX788UeMGDECRCTb86atrY2wsDAsXLgQcXFxSE9Px+jRo/H9999DLBZDJBLh+PHj4PF48PDwwOLFixt0nyqD1z58+PCzaV+/fg2hUIiLFy8iJycHmpqaNaaztLSEq6srbt26hejoaLi5uUFDQwOBgYGIiYmpZkasRhO4cwOHg9fJyRg4cCBEIhH27t1b5XvNzc3FiBEjYGBggLi4OGhpaVXbXvH06VNYWlpi6tSpjQ6htGbNGowbN67B+Tds2ABPT88an83i4mJkZGTg0qVLOHToEFavXo2xY8fC19cXtra2VfyHVh6/8vn/M32RPDQL39fI/5Bd/dKlS3Bzc2vSMiuXtssTBb6+iMVi3Lx5E0uWLIG3tze+U1RE8acrAD9zlLLZte5Pqlzw0qdPH2hoaKBDhw6ylYk1zXN9TEFBAa5fv47AwEDo6OhARUUFxsbG4HA4UFFRgYODA9q3bw81NTWkp6dj9uzZiIqKqlbO6dOn4erqCnd3d6irqyMwMBBz5szB8+fPwefzcb2BXjXGjBnzWeGUSqXw9/fHzJkzAQCPHj2CmZlZtXbu2rULRARtbW2Ym5sjIiICiYmJ8nlnaYLfSZmCAuZyuZg6dWo112xHjx6FgYEBRo4cidzcXBw6dAidO3eukub+/fswMDCo3dOJnOzbtw+hoaFy5cnPz0d6ejrOnz+P2NhY6OnpoXv37ggLC4O7uzuMjY2hrKwMBQUFqKqqQl1dHcrKymAymVBVVYWpqSk6duwINTU1meCx2Wy0bt0aUVwuihu6ovMf7ovkoVn4vkaaaFXnP7GSatu2bRg4cGCTlxsaGiq378+akEqlePz4MTZt2oTg4GBoa2vD2toa48ePR9KKFZDK6w3lr0PK5cr2J5WXl+PkyZMICQmBiooKOnXqhPXr12PhwoUyD/0fmxgrBW779u2IjIyEn58fjI2NweVyZX5KVVRUsHjxYjx69Ejm8o3H48HMzAwBf5mNwsPDsX79+mptLisrg5aWFjQ0NGQdWYcOHXD79m0cOnQIZmZmDZqDOnXq1GdfcjZu3AgnJyeZgP32229wc3PD48ePsXr1alnUd5FIBAUFBbmX7lehiSwjud9+W6XY7Oxs9OvXD6amplX2x/Xo0QM//vij7O/z58+Dz+dj3759DW/DJ5w5c0Y2Ynv37h1SUlJw+vRp7Nq1C0uXLkVERAR69+6NDh06oGXLllBWVgaHwwGfz4ehoSGMjY3B4/HAYDDAZDJlgYFDQkIwc+ZMbNmyBadOnUJ6erpsn2h6ejo2bdoELS0t2fNSOSfcxdb2f6Yvkodm4ftaacQ+vn9y78yUKVPw/fffN3m5jx8/hra2doPmDrOysrB//34MHz4cJiYm0NPTw4ABA7Bz586qkakbcY/FRLjbsiVGjRoFgUAAMzMzKCoqQllZGQ8fPoS7uzvc3d1x6NAh/Pjjj4iMjISvr69M4Ozt7dGvXz8sWrQI8fHxePToEd6/fw9TU1N06dIFY8eOrdauVatWgcFgIDY2FgAQFBRUqweWsLCwKpuRWSwW+vTpA6BiFe6n0QrqQ6Wg1hbdOy0tDTo6Onj48CFKS0tx5swZ9OjRAyoqKtDV1cXQoUNx+PBhpKamyly0NYomnguXSqU4cOAAhEIhJk6cWMXi8PbtW6irq8tCRx06dAh8Ph+JiYlyVVkikeDNmze4e/cuTpw4gR9//BGLFi3CuHHjEBgYiDZt2oDNZoPD4UBDQwOmpqZo06YNXFxc4OrqCnt7e5iZmYHH44HNZsPY2BidOnXC4MGDERUVhe3bt+Ps2bPw8/PDnDlzaqzDH3/8gZiYGPTv3x8ikQgGBgbo1q0bbG1t8fEKcFtb24p78D/SF8mDAjXzX6WkpIQWLlxIDx8+pOfPn9OzZ88oJyeHfluzhtxOniQqLpa7zDIFBaLJk0nxC9T3U9LS0mjIkCFNXm7Lli1pwIABNH/+fNqwYUOdaYuLi+nixYuUmJhIiYmJ9OTJE+rUqRN5e3vTpEmTyMrKihgMRtVMWVlEJ05U/DwbAIuILDMy6Ny7d2TUsiUlJydTWVkZlZeXk62tLampqVFJSQl9//331KpVK7KxsaFRo0aRjY0NtWjRglgsVrUyhwwZQpaWlpSSkkJxcXHVzru6uhIAysnJ+asJWSQQCGqsn6GhITEYDAJAXC6XRo4cSStWrCAiojVr1pCjoyMdPHiQQkND691mNptNfn5+9PPPP9Po0aOrnCsvL6fQ0FDy9fWlOXPmUGJiIpmbm5O+vj55enrSzz//TEwmk4iIhg4dSnZ2dtS+fft6X1sikVBGRgalpqZSamoqpaSkUL+LF6l7vUuoAy0tyszMpDFjxlB6ejrFxcVRu3btqiQ5ePAg+fr6krq6Oq1fv56+//57OnnyJDk4OBARkVgspqysLMrMzKTMzEx69eqV7P8fH2/evCF1dXXS09MjPp9PampqxGazZfdQRUWFpFIpaWhoUEFBAbFYLBIIBGRsbEwmJiZV/tXX16/xOSIiMjU1JScnJxo+fDgxGAw6d+6c7CgpKSFPT08yMDAgLy8vSkxMpMzMTAoJCaE///yTCgoKyN7ens6dO0cqKipEM2YQNbAvIi63Iv9XRrPw/ZcBQBs2bKD379/LPjM0NCSXMWOIWCyiyEi5Hjgpl0sTS0tpg4cHWVpakqenJ7Vv3578/PxIW1u7yeuflpZGlpaWTV4uEdGcOXPIysqKvvvuO7KyspJ9LhaL6datWzKhu3HjBjk6OpK3tzdt2LCBnJ2dZZ1JrezY0ej6KXG51K+8nKJu3qzy+YQJEyg8PLxWgauJgwcP0sWLF2XPg7q6erU0P/74I+nq6lJ0dDR9++23lJ2dTXw+v8byHj9+TFKplJhMJu3Zs4cCAwNl51RVVSk2Npb8/f2pbdu2ZGRkVO829+zZk7Zu3UqjR48mqVRKd+7coV9++YU2b95MWVlZZGZmRgEBAbR27VoSCoW0YsUKyszMlIleSkoKHTt2jOzs7MjJyala+VKplJ4+fVpF4FJTUyk9PZ2EQiHZ2NiQjY0NBQQEkKOuLmHLFmKUlNS7/p9STET7rl+naba2FB4eTvv37yclJSXZ+bKyMnr9+jVt3LiRAgICyMfHh27cuEHe3t40e/ZsmcDl5OSQjo4O6enpkZ6eHgmFQtLS0iJNTU3S0NAgU1NTysvLo5ycHNkL7h9//FFNzIyMjOjatWt0+/ZtEolEsvsmD5mZmXT58mUyNjYmGxsb4nA45OnpSZ06dSIvLy+6du0axcXFka6uLoWEhNCcOXPIwsKi4n4UF9O5c+fozJkzFaJHROTiQrRihdx9ESkrV+Rzdpa7DV8aBtDAV95mmgQANHXqVFq5ciUBIA6HQ5cuXfq7U9i4seKB+/Ch7tEJg1HxdrViBe1WVaVBgwZR5VfLZDJp5cqVFBER0aR1LysrI3V1dcrLy6vSWTQly5Yto99++42WLl0qE7rz58+ToaEheXt7k7e3N3Xs2JFUVVXlK7h/f6LY2EbXrygwkPqKxXTs2DGSSqXEYDBo8eLFNG3atHqX8fz5c3J2diZfX18qLS2l/fv315jO1NSU2rVrRzY2NpSUlEQ3b96k9PR00pFKK4T8/n2ivDwqU1amBQkJdFokom79+9P8+fNrLG/JkiV0/PhxOnfuXL0FOjMzk0xNTSkkJIROnz5N6urqZG9vT4mJiXTnzp1qIjp9+nTS0NCgGX+99Xfv3p28vLxo8eLFdOzYMXr37l0VgXv48CFpa2uTjY0NtW7dWiZ01tbW1b/jrCwiY2OiRghfKYNBVsrKlCkWy0bj+fn5shFafn4+8Xg8evv2Lenp6VFJSQkNGTKEWrZsScrKyiSRSKikpITev39PL1++pKdPn9KzZ8/o6dOnxGQyycTERCZqn47aeDxedUsEEQkEAkpOTiZdXd16tSE7O5vOnz9P586do7Nnz1JWVhZ16tSJPDw8aOXKlTR16lR6/PhxFbELCQmRid3HVD7DNdWLNm4kTJ5M0g8fqM6n5aO+iD6xDHw1/NeMrM3g2bNnCAgIgI2NDdq2bQsWi1Xz3MuNGxV2cg6nYoXUxzb0yhhYgYGyxRYSiQQGBgYye72+vn6j/fjVxIMHD6qt2GsqMjMzsWfPHgwYMAAsFgsCgQBDhgxBbGxs00RWaKL5ofPq6vDx8UF8fDzCw8OhrKwsW5hSH08uYrEYnTp1wrhx48Dn82ud05RIJGAymUhMTERZWRns7e3hxmRC2rNnjbHRSphMlLPZuKKvX2tsNLFYDC8vLyxcuLDOOv7+++9YvXo1vL29oaqqCh0dHfTv3x+PHj1CXl4eWrRoUavnlWHDhmHZsmU4deoUxo0bB1VVVbRp0wYMBgN6enrw9vZGREQEtm7dit9++03+EFq9ejXYj6SYCMe5XPTq1QtDhw5Fhw4doKKigm+++QYJCQm4d+8eLl68iB49ekBTUxOGhobo0qULLC0tweVywePx4OjoiMDAQEycOBFr1qxBfHw87t6926gwWzY2NtX2EX5MTk4O4uLiMH78eLRu3RoaGhrw9/fHihUrcOvWLZSWluLcuXMYM2YMNDU1weFwsGDBgioRIxrK+iFDcMPIqN590ddKs6nzv4BEIqH169dTdHQ0RURE0OHDh+nt27cUFhYmm4epgrMz0eHDRNnZFW/2yclE798TaWkR2doSDR5M9JHJi8lkUnR0NI0aNYoUFRUpMzOTfHx86NdffyUFhab7ytPS0qqYIBtDQUEBXbhwQTaq+/PPP8nLy4u8vb3Jzs6ODh06RDExMTW/iTYEDY0mKaaAxaKzZ8/S+fPnqby8nNhsNi1fvpzOnDlD1tbWtGTJEgoNDa213suXLycAslFtbW/5v/zyCzEYDPLy8iImk0l7O3Yko7t3iRISarQEKEmlRFIpubx6RejUiRgrV1Z7+2axWLRr1y5ycnIib29vcnNzI6KKkfylS5fo2LFj9Msvv1B+fj75+fnRmDFjKC4ujg4ePEgnT54kc3NzGjJkCHl7e1OPHj0oKyurmony2rVrxOVyycHBgdLS0ig4OJjMzMyIz+fT6dOn63WPAdC7d+9qnDPLTU+n9QCp1KukT2+SEglWraKeXC49ffqUiIgYDAbduHGDevToQRwOh0xMTOjRo0dkYmJCERER1LJlS9noTW4rQz0RCASUlZUl+zsvL48uXLggm6PLyMggd3d38vLyopiYGHJ0dCQGg0EXLlygbdu2UVxcHOnr61NISAhdu3aNRo4cSTwej8zNzRtVr8zMTJqTkEB37typGNHt2EE/f/89dbKzIw1j4xr7oq+VZlPnP8z9+/dpxIgRxOFwaMuWLV9sfqysrIw8PT1p9erVpKCgQJ6enqSiokLXrl2Ta06nLpYsWUI5OTm0fPlyufOWl5fT9SgSkmMAACAASURBVOvXZUJ39+5dcnV1lZkvHR0dZeY3qVRKzs7ONH36dLkWY9TJsmVEUVGNMpNJlZTogrc3fXPqFJWXl8s+r1xYoKKiQklJSaSpqUnr16+vtmDixo0b5O/vTyNHjqQrV65QYmJirQIZEhJC9+7do0ePHhFt3EjSSZOIKU/dK+dbajA9xcXF0cSJE2natGl09uxZSkxMJAsLCwoICCB/f39ycHCoMteUnp5OTk5OFBoaSnFxcWRra0tpaWkkkUiqmShnzJhBy5Yto+zsbFqwYAHdvn2b5s6dSywWi6Kioig7O7vOxSCVh7Kysmz+TE9PjwQCAV29epWePHlCh7t2JbeDB4lVWlrv21FERAs1NemijU21eTYTExPS1NSk//znP7RixQpiMpl08eJF2YvBlyYoKIjMzc0JAJ09e5bS0tLIzc2NvLy8yMvLi1xcXIjNZpNEIqELFy7QwYMHKS4ujkQikcyMaWZmJivv/v371LVrV5kZuaGEh4eTmppald+7rq4u3bt3j4RCYaPa/I/zXx1v/osoLi7G9OnTwefzsXXr1kZ7eJCXgoICtG7dGmw2GwkJCU1S5qBBg6qEkqkLqVSKlJQUrF69GgEBAVBXV4eDgwOmTp2KU6dOfTZYbWJiIkxNTWt18SU3TbBX8gMR+nfrhi1btqB169bgcrlgs9m4desWYmNjMWPGDAQEBIDP54OIoKWlhcDAQCxZsgSHDh1CixYtsGbNGvB4vM/GmhMKhRV+GBsRp/Hj2GgSiQQ//fQT9PT0YGlpCUVFRRgbG2P79u0yc2tubi5+++03bNmyBRMmTIC3tzeEQiHU1NSgoqICRUVFRERE4NSpU/jzzz9l3kLKysrw4sULXL9+HQYGBrKoB76+vrLvXltbG2w2Gzo6OrCzs0O3bt0wePBgzJgxAz/88AMOHTqEy5cv448//qgWM/HJkydwcHDAN998g5iYGJiYmCCcCMUMxme970gYDEi4XJSvXVvn/b579y5EIhHc3d3h5+cHQ0NDdO3aFUlJSQ194mqlqKgIp0+fxsyZM9GuXTuw2Wy0bNkSUVFRSEpKqvLMl5eX48yZMwgPD4dAIICjoyMWL16M33//vc5rjBkzplEeYdLT06Gjo4OcnBzZZxKJBAoKCl9kGuVL0yx8/wCJiYlo2bIlQkNDv0jkb3kYNmwYGAwGJk+e3Oiy2rZtW2cIlRcvXmDHjh3o378/hEIhWrRoIQvEmp2dLff1fH19awxm2mAasT9JwmDgqJIS7O3t0aZNG+jq6sLZ2RlOTk41XiozMxNDhw6FiooK3NzcoKenBw6HAxaLBSMjIwwfPhyrV6/G6dOnkZmZWcXl1IcPH8BgMCp8MDYyTuNLNzcMHToU6urqsjlgS0tLJCYmQldXF/7+/vDx8YGBgQFUVFTg7OyMQYMGYfny5YiPj8elS5dw8eJF6OnpwcDAADNnzsSQIUPg4+ODNm3aQCAQQEFBAXp6enB0dISioiJcXV1hYmKCDRs24MiRI9DQ0MD169fr9NKSn5+P5ORkHD16FOvWrUNkZCRCQkJgYWEh25xdGW+QiKCnp4dj8+Yhu2NHSJWUqjkmKGezK9yb1WP+6dy5c+Dz+YiNjQWfz0dGRgZKS0uxbds2mJmZoX379jhx4kSD3fR9+PAB586dw9y5c2Xziu7u7pg1axYSExMxd+5czJo1S5a+Uuwq94w6OTlhyZIl9Q7MC1TsQ+Tz+UhOTm5QnYODg6t57cnOzoa2tnaDyvtv0yx8X5C3b99i0KBBMDIywtGjR//b1ZGxe/dusFgsuLm5yeci6iOkUik0NTWrCFhubi7i4+OrBGINDQ3Fli1b5I5LVhPJyckQCASNWjhQhUaOnj5cvIjVq1dDX18fnTp1Qv/+/SEQCNChQwfs2LGjRpdrz549Q4cOHcBisTBgwADY2tri7Nmz2LhxI8aOHYtOnTpBW1sbPB4PnTp1wtixYzFgwACw2Wy8T09v9Ci1hMlEG339apG2ra2t4ebmBiUlJfTu3RsjR45E//790aVLF7Rq1QpaWloyB8bGxsZQV1cHh8PBvHnzsHXrVhw7dgy3bt3Cq1evZF5qKkcEQqEQN/4Sm2fPnkEoFCInJwe3b9/GkSNHsGrVKkRERKBXr15wcHCAtrY2uFwurK2t4ePjg/DwcCxatAg9e/aEQCDAnDlzqtRdQUGhalisrCw8Gz8eCZqauCoQoDAwsMJlVj28hxw8eBB8Ph9nzpzB0aNH4e7uXuV8eXk59u7dCxsbGzg5OeHw4cOftd6Ulpbi0qVLiI6OhpeXF1RVVeHq6opp06bh119/reZFZ9OmTfg/9r48rsa0//9zOqfTvpzTOe37qlBKJJQUhWwJlULJvoUxluyEsWYbmhnb0BiGZF+TZYixpeyikpSSJNo75/37ozn309GezOP5fef9et2vU/dy3dd1nftc7/uzh4aGIi4urgbZfcnvaMuWLXB3d28yYUtSCH6ulXn48GGTEpd/S/iX+L4CJAVGtbW1ERYW1uwSJV8TT548AY/HA5/Px5MnT5p8/Zs3b8Dj8XDp0iXMnz8fnTp1grKyMjw9PbF69WrcvXv3q6hzQ0NDMWvWrJZrcOvWZtdyk6CkpASbN2+Gnp4eevXqhR9++AF9+vQBj8fD2LFj8ddffzGLzatXr6CpqYl169aBw+HAysqqRkknsViM7OxsnD9/Hhs2bICenh4UFRUxj8tF8ReQHohQweXiO5JORExEMDExQZcuXZgiuBEREdi1axfOnDmD5ORkvH37FiKRCA8ePIBAIEBKSgpsbW2lKitU739OTg7i4uIgKysLOzs7TJ48GX379oWhoSHYbDZUVFTQtm1b9OvXD5MnT8batWtx8OBB3Lp1q0adyJycHLi7u6Nbt26YMGECNDQ04OnpySRVVlZWxr179wBUmRS+//57aGlp4bfffmvSIr9p0ybo6ekhMTERQFXavLpKBIlEIsTGxsLR0RE2NjaIjo5mVH4VFRW4ceMGVq5cCU9PT6ioqMDe3h4zZszAiRMnmOwvn6OiogLnz59Hz549weVy4ejoiFWrVrXIS6Ok/bZt2zap3p9YLIabm1utJo2LFy/C1dW1Rfr2T+Nf4mthpKamwsvLC7a2tvjrr7/+292pFyUlJXBycgKHw0F0dHSD51cvxNqxY0ew2Wx06NABc+fORXx8fJMKsTYXmZmZ4PP5SE9Pb7lGJeTXkAqRxaq1ercEJSUl+PHHH2FgYAAvLy8cPXoUERERMDU1RZs2bbBu3Tq4uLhg6dKl8Pf3x8yZM7F//34YGRlh4MCBddppeDwe5s+fD3EL5aa8bGQENTU1qQrtEohEInh4eGDJkiU1+lFaWgo7Ozv8/PPPeP36NUaNGgVvb2+sXLkS48aNQ69evdCqVSsoKiqCz+fD0tISRITg4GBs2LABsbGxCA0Nxffff99oQrp69Sr09fUxYMAA6OjoIDg4GG/evEFUVBTzQiAnJ4fKykpcuXIFFhYW8PPza1IRWLFYjLlz58LS0hJpaWkAqrQXqqqqDRZ2FYvFOHXqFCOptmnTBqqqqmjbti2mTp2K2NhYKbvY55CQ3ZgxYyAUCuHo6IgJEybA3t6+0f1vCuLj42FsbFzDbloXTp8+jVatWtVqxztw4AAGDx7c0l38R/Av8bUQKioqsHbtWmhoaOCHH374oppc/zRmzJgBFouF0aNH1ziWnp6O7du3w9/fH0KhkCnEOm7cOAwbNuy/0NuqmmVBQUEt2+itW8ju3BklRCj5rFqDSE4OJUQQ+fg0Kj6ptLQUUVFRMDQ0RM+ePXHlyhXEx8fD3t4ebDYbnTt3ho6ODlMNoKSkBCtXroSGhgZmzJiB9+/fQyQSITMzEydPngQRYcaMGbirr98ixIe+fSESiXDp0iUMHjy4Rixmeno6BAIBfvzxR+zZswdLly5FaGgoDA0NGacWTU1NtG7dGkpKSpg5cya2bNmCEydO4P79+8y4hgwZAi0tLam2vby8cOzYsQbnUCwWY/369eDz+WjdujUcHByQkJAAALhy5Qo0NTXx7Nkz3L9/H2vXrsWkSZOgq6uL2NjYRn3dEpSXlyM4OBgdO3ZEbjVV6I4dOzBw4MBarxGJREhKSkJkZCT69+8PdXV1WFtbY+DAgbCzs4OOjg42bNhQp8NWRUUFzp07x5Bdhw4dsHr1aqSmpgKoqmhhZmbWpHE0Bb6+vo2q+ScSiWBra4vDhw/XenzLli2YMGFCS3fvH8G/xNcCuHPnDhwcHODh4dGgd9W3iiNHjkBWVhbW1taIjo7G+PHjYW5uDk1NTQwbNgw7duyQkrJmzJiBVatW/Vf6WlhYCG1tbdy5c6dF2nv37h1GjBgBY2NjXDp4EPF9+uCWtXVVkPvw4cDq1fC0t8eJEyea1G5ZWRl+/vlnGBsbo0OHDlBTU0NCQgJ4PB7Mzc2hp6eHMWPGYNu2bVi7di2Cg4NhYGAANpsNDocDTU1Npu7evHnzkNKpU4sQX+WwYXj+/DkuXLiAHTt2YOHChRg5ciS6desGY2NjcLlc8Pl8yMnJYciQIZg7dy5mzJgBPp+PhIQERloQi8UwMjKq1WHixYsXUFZWRo8ePZh9YrEYGhoaeP36db3z9uHDB/Tv3x+amprg8/nYtm0bYzd8+fIldHR0cObMGQDA2bNnYWRkhJCQEOTn5zfp+/n06RP69OmDPn361LDHdu/enVEJisViPHz4EFu2bIGvry8EAgEsLCwwduxY/P777zUc1m7dugUfHx9oaWlh5cqV+PDhA8rLy3H27FmMHj0aAoEAHTt2xJo1axgJszoKCgqgoqLSpLE0BWlpadDQ0EBGRka95+3duxedOnWqUzpfuHBhrUV5/xfwL/F9AT59+oSZM2dCU1MTu3fvbrFirP8kSkpKEBcXhzlz5sDW1hYsFgtsNhszZsxAcnJynWPq06dPndk6/gls3bq1WYb6zxEbGwtdXV1MmTKFscVOmTKlRn217du3o/9n5WsaQllZGZ49e4ZDhw5BVVUVCgoKkJeXh6qqKng8HhQVFZks+wYGBhg5ciRiYmIQExMDNzc3WFtbo1WrVv9xsGiB+nPFRJgtI8Nk9R8xYgQWLlyIHTt2IC4uDs+fP2ccnsaNG4egoCC8f/8ehoaGOHXqVI0xhoWF1Vo+KiAgAAMHDpQqWZWeng5tbe165+zevXvQ0tKCgoICRo0aJeU8VVRUBAcHB6xZswb5+fkICQmBkZERzp4926TvBajySOzYsSOCg4NraGdevnwJNTU1bN68GX5+ftDS0oKxsTFCQkKwd+/eGoVo60JiYiLc3d0hJycHBQUF2Nvb10l21SEWi8HlchutjmwOFi5cyFTrqA2lpaUwMjKqN3yjrrJY/wv4l/iaiTNnzsDY2BiBgYFNsif8t/F5IVZlZWV07twZCxcuxJUrV1BUVAQPDw/IyMhgax22LAAwNTVtllNMS6G8vBxWVla1LsaNQW5uLvz9/WFubo4rV65IHfPx8cHBgwel9n38+LFGSR6RSITXr1/j6tWr2LNnD5YsWYKRI0fC1dUV+vr64HK5MDU1hZ6eHszNzTFmzBgoKipCR0cHnTp1wvnz5yEWi1FSUoJ9+/bBw8MDGhoamDJlChITE3H8+HGwWCxYWVlVSVUtEHso4nJR0VBl879RVFTEEG9tZZKAKgcHBwcHqX23b9+GtrY2IiIiMGPGDGZ/TEwMU0uwNixevBgcDgempqaMF6gEYrEYAQEBCAwMxOHDh6Grq4tJkybVKB7bGKSmpsLS0hLh4eHMi1Nqaiq2b9+OwMBAqKqqQklJCcOHD8fOnTsbJKrqKC8vx5kzZxAaGgoNDQ04OTlhzpw58Pf3B4/Hw8yZMxuuLA9AX18fL1++bPLYGouioiIYGhrWSWyRkZH1flcAMGjQoBq/k/8V/Et8TUROTg4CAwNhYmLCqFu+ZdRViHXq1Kk4duxYnR5mixcvBovFwpAhQ2p4Z5aUlEBOTu6/bseMjY1FmzZtpIq8NgSxWIz9+/dDS0sLM2fOrNUO06FDB9y4cQNAldopMTERMTExcHZ2hpOTE3r37o1WrVpBXl4eWlpa6NSpEwICAjBv3jxs374d8fHxSEtLQ0VFBY4cOQJjY2Pk5ubCxsYGBw4cQEVFBfbs2QNLS0t06dIF586dk1qAJV6JhoaGICJ06tQJXC4XAoEAx2VlGwzSrpP0iPCkdesmzfHy5cvBZrPrrB5fUVEBDQ0NqUW6R48e2Lp1K+bMmYPly5cz++fOnVtrxfjMzEy0atUKbDYbS5curdUbeNWqVbCzs8OgQYNgYWFR42WlsZAEpi9duhS//vorgoODYWRkBG1tbQQEBOCnn36Cubl5DU/b+lBeXo7Tp09j1KhR0NDQQKdOnbBu3boaxJWRkYGpU6eCx+Nh4sSJ9TpoOTg41CD/lsb+/fthZ2dX4/dTUFAATU3NevOFAoCLi0uT5ulbwr/E10iIxWLs3r0bmpqamDlzZq0xWt8KGl2ItQFcuHAB8vLyMDMzk/JMu3//PqysrL5G15sEsViMrl27Yvv27Y06Pzs7Gz4+PrC2tmaITaKOPHv2LLZt24ZZs2ZBXl4etra24PP5UFJSQtu2bdG/f38MGzYMPB4PsbGxePDgQYPPQFZWFrS0tHD16lUsWbIE/fr1g0gkQm5uLm7duoUDBw5g2LBhUFdXB4/Hg4mJCVRUVKCsrIzWrVtDR0cHMjIykJeXR6dOneDu7g4PVVWUcTjNIr5PRGhPBFVVVbRp0waDBw+uNRxBgpcvX0IoFGL69OlwdnauM0NHcHAwNm3aBKDK5mZhYYHy8nKMHj0aP/30E3Oep6enlGNLZWUlli1bBg6HA3Nz8zqJ4NSpU+DxeBAIBJg1a1azVIBZWVmYN28e87IiEAgwePBgbN26FY8fP2ZePBITE2FkZNRgKE5jya42vHnzBrNnzwafz0dwcHCtVeh79eqFkydPNnmcTYFYLIarq6t0DCSqnMdGjhzZ4PVWVlZ49OjRV+rd18W/xNcIpKSkwMPDAw4ODi3mUNGS+PTpE86cOYOZM2eiXbt2UFNTQ//+/bFp0yY8evToi+xgOTk5TNVwSZaWQ4cOYcCAAS3V/S/CjRs3oKurWycJSbwj582bBxUVFbi4uGD48OFwdXWFgYEBo4708PDA6NGjsWzZMrDZbCQkJNSIJwOA9u3b4/Tp03X2RyQSISsrC9euXYOtrS08PDwwdOhQyMrKwtzcHIqKiuDxeLC3t8fAgQMRFhaGdevWYfr06TAxMUH79u1x4sQJiMVitG3bFr1790Zubi7Wr1+P1q1bw8DAAOF8Pj41lfgUFXErNBTVY/dkZGTqTKwgEong5uaGFStWQCQSwdPTs1ZpDahyjHJ3d4dIJEK7du0Y9ZePjw9iYmIA1HRsSUhIgJmZGWRlZTFr1qw6n9ErV64w31FTJKCcnBwcOHAA48ePh5WVFeONOnnyZCQnJ9dJbN999x3Cw8NrPVZWVoZTp04hJCQEfD4fzs7OWL9+fYNOInUhPz8fS5YsgUAggJ+fX1Vmnr8xYsQI7Nq1q1ntNgWJiYnQ1NRkHIOysrLA5/MbReA8Hq/BcI9vFf8SXz0oLy9n3MzXrl37zeSkkwTIRkREwM3NDcrKynB1dcXSpUuRkJDQ4ipIkUiEAQMGQEZGBitXrkRERETLBpF/IXx8fDBx4kQcPnwY69atw6RJk9CnTx9GHcnlcqGoqAgvLy9GHXnhwgVGHVkdL1++hL6+fp332rZtG3r37o0rV65g7969WLZsGUaPHo0ePXrAwsIC8vLyEAqFMDAwAJ/PZwht/PjxSE5OrlO1DFTN84EDB9C6dWt06NABHA4Hv/76K3NcLBbjxo0b6N27N8YToYioYbVntdhDsVgMHo/HEJ+xsXGd/VmzZg26du3KqMGqS6+fo6ioCKqqqoiKikLHjh0ZEquuCktLS4OOjg7evHmDESNGQFlZGXw+v06JUywWY8OGDWCz2ejXr1+DGYZqK9XTt29frFu3Dt9//z10dXWliKU2VFZWQkdHR0qKkZBdcHBwi5BdbSgsLMSaNWugra2Nfv364caNG5g5c+Y/5jU9fvx4TJ06lfm7MekMy8vLweFw/vGcwy2Ff4mvDvz1119M8lxJfM1/C2KxGI8fP8bmzZuZ2mBt27bFjBkzcOrUqX8sM0xkZCRkZGSgq6vbaPViS6CsrAwpKSk4e/YsoqKiMGvWLAwZMgSOjo5Meis2mw1PT0+EhYVh48aNOHr0KBYtWgQNDQ0sXbq00anZLl++DHt7e8THx2Pnzp1YtGgRgoOD4ebmBhMTE8jKyoLFYqF9+/YICAjAnDlzEBUVhdOnT+Px48coKirCvXv3IBAI8OLFC/z4449wdnZu0gIhEomwcuVKEBHs7e1x5MgRKYkoOjoaQ4YMwZEFC3BGSQnFf3trShFeHbXRli9fDhaLBQ0NDYwcORJGRka4ePGi1P0l/f/cqePo0aMwMjKqNWVc//79IRQKpWw+1tbWePDgAQAwhM7n82FgYIBu3brV6RT24sULdO/eHWpqavDz86v1nIKCAhw7dgzTp09Hu3btoKKiAi8vL6xatQo3b95ERUUFxGIx5syZAysrq0YlPDh37hzat2+PsrIynDx5kiG7zp07IzIyskXJrjYUFxdjy5YtMDQ0hLm5Ofz8/P4RT/G3b99CKBTi+PHj0NDQaJQUJ3kR+l/Fv8T3GQoLCxEWFgZtbe0mpzxqSWRlZWHv3r0YOXIk9PT0YGBg0LKFWJuJmzdvQkZGBgKBoMF4rMZCLBYz6sG9e/di6dKlCA4ORrdu3Rh1pImJCaOOXL58OX7//XfcuHGDUUeGhYUxwbSpqanw8PCAo6NjDQN9SUkJnj59inPnzuHnn3/GvHnzEBgYiK5du0JfXx9sNhsKCgpwdXXF8OHDsWDBAmzfvh3nz59HSkoKSktLMXr0aKxYsaLWsRQXF8PGxgZ79uzBq1evoKGhUadjSH0YN24cdHV1ERMTAzs7O7Rr1w6HDx+GSCTC+vXrERYWxoxHS0YGCxUU8CsRzsnL40nHjihdtqzW3JTv378Hl8tlHLNOnjwJXV1dTJs2DcXFxSguLkbr1q2xZ8+eWvs1ceJEBAQE1PhdBAYG1lgINTU18ebNG1y6dAlCoRA6OjrQ0tLC/Pnza3VIqqysxIYNG6ChoQF3d3e4uLgw2ovCwkKcOnUK33//PRwdHaGsrAwPDw9ERETg2rVrNbQc5eXlGDFiBJycnBqVEL2srAweHh7o0KEDeDweunTpgg0bNjQ6dKElUVZWhlGjRkFFRQWdO3fGyZMnv/o6tGnTJmhqako5I9WHe/fuoW3btl+1T18T/xJfNZw4cQKGhoYIDg7+x3XXhYWFOH78OMLCwtC6dWumhM3WrVvx7NmzbyZGUCwWQ0lJCRYWFuByuY0OJ/jw4QPu3bvHqCMnT56MPn36wNraGgoKCtDU1ISTkxMCAgIQHh7OqCNTU1MbpWLOy8tjnB/U1dUREhKCzZs3Y9asWfDz84OTkxO0tbXB5XJhZmYGd3d3hISEYMmSJdi9ezcuXbqEtLQ0rF69miGVunDz5k2YmprWKsVNmjQJ/v7+EIlE6NevHxYvXtyo+fkcZmZmjLQjFotx5MgR2Nvbw9bWFj4+PkzsXHBwMOP5mZKSAhcXF8jLy0NRURGjRo1CQkJCjWfH09NTyg09Ly8Pfn5+aNWqFfz9/TF06NA6n7fqxC5BQUEBhEIhFBUVcefOHWzcuBEFBQXgcDjw8/ODvr4+dHR0oKamVufz8ujRIzg7O8PFxQWRkZEwMDDAwYMHmVI9SkpK6NatGxYvXlyjVM/n+PjxI3r16gVvb+96HZDKyspw4sQJjBw5EjweD2w2G8uWLfuvkN3nOHnyJLy8vLB//360bdsW9vb2OHjw4FdTLV67dg0cDge///57o84/d+4cPDw8vkpf/gn8S3yo8vYbOnQozMzMEBcX94/cs7y8HH/++ScWLVqELl26QElJCe7u7lixYgVu3rzZJBf9fxJZWVkQCoUAgOHDh4PFYmHu3LmMOvLcuXOIiorC7NmzMXToUDg6OkJDQwNKSkpo06YN+vfvj7CwMGzYsAHHjh3D/fv3m6SqLSgowL1793D06FFs3LgRM2bMgK+vL1q3bg0ZGRnGduXp6YmxY8di+fLl+O2333D16lVkZmY2OK/Tp0/H2rVr6z1HLBbDzs4O58+fl9p//PhxRhX4xx9/wMbGpln1A0UiEdhsdg0nGrFYjGPHjkEgEDBB95LSPIqKiswLQkJCAhwcHKCnpwd9fX1YW1tj7dq1jGpx69atCAwMrHHf8PBwyMjIYObMmfXaiZOSkiAQCJiyOJMmTYK1tTW4XC7k5OTAYrEwdepUpvxV//79wWazcfPmzRptlZeXY/ny5eDz+QgLC8OYMWPA4XCgoKCAzp07Y/78+bhw4UKjPTlzc3PRoUMHhISE1DqG0tJSHD9+HCNGjACPx0PXrl2xceNGbN68Gb169WrUPf4J3Lp1i4mPFIlEOHr0KDp27Ahra2vs2bOnRf0NJImoJfboxuTcjY6ORkBAQIv14Z/G/2niE4vF+OWXXyAUCjFnzpyvmilBLBbj/v37iIyMhLe3d8OFWHNyqjJ1BAZWpc4KDKz6vxGlVb5W/7OysrBp0yZYWlpi6dKlCAkJYRIRExGMjIzg7u5eQx2Zk5PTKIlVLBYjLy8Pt2/fRkxMDNatW4epU6eif//+sLOzg5qaGuPq7+3tjYkTJ+KHH35AUFAQ1NTUsGDBAhgaGjY7xguoqju2f//+Bs/78ccfMWTIEOb/N2/eQFtbG1euXMG7d++go6PD5JZsKk6fPg02m13n233//v0xefJkqdJCKioqUo4iYrEY+/btg6GhIVxdXeHj4wM1NTUMGjQIv3hi6gAAIABJREFUv/76K3g8npTdMy8vD3p6eti/fz/69OkDBwcHxj5XGyIjI+Hk5IT09HQoKSnh82oPLi4u0NbWhoWFBYKCgqCjoyN1fVlZGXbu3AkdHR0mi42DgwNUVVUxd+7cZtmtU1NTYWFhgXnz5kk9bxKyGz58uBTZVQ/t6dWrF3777bcm3/NroTYnK7FYjPPnzzP25qioqBYpzHz69GlYWVmhoqICPj4+iIiIaPCayMhIxiHmfxH/Z4nvyZMn6NatGzp06NCgt1dz8erVK+zatQuBgYGNL8R682ZVsVF5+ZpZOiQOCz4+Vee1MCTqyNjYWEYd6e3tLaWONDY2hpmZGcLDw/HLL7/gwoULOHPmDNTU1KSkgNogKbdz48YN7N+/H6tWrcKECRPQp08f2NjYQElJCerq6mjXrh0GDBiAqVOnYv369YiJicGdO3eQl5cntaA9fPgQTk5OcHNzY+67d+9eKc/CpqJTp071xrZJUFBQADU1NYbUe/fuzRQPHTVqVJ2ZThoDPz+/epMUd+rUCbGxsQgMDJQqxurr61tDoi0uLsby5cuZjDCRkZHo0KEDZGVlERAQgBcvXkAsFsPX1xfTp08HUPU9/fzzzxAIBFi7dm2tUrJIJIKXlxfs7e3x3XffYcyYMYzELRAIMH/+fKbqx8GDB+Ht7c2U6unRowe4XC44HA68vLxw/Phx5OXloVu3bpg7d26z5uzu3bvQ1dXFli1bAFSR3bFjxxiyc3FxwaZNm2q1S7958wZqamrfVGxucXExuFxunc/x1atX0bt3b+jp6WH9+vXN7rtIJIKdnR0TdpKamgoNDY061b2nTp3CwIED0b59e/Ts2RM7d+78nwxp+D9HfGVlZVi6dCk0NDSwcePGFlUpvn//HrGxsZg0aRKsrKyaXoi1hcrj1IXq6siffvqphjpSUVERbdq0Qb9+/epUR4aFhdWqCiwuLoa9vT04HA6WLFmC6OhoREREYMyYMfD09ISlpSXk5eUhEAjg6OgIX19ffPfdd9i0aROOHTuGpKQkFBQUNGocEvWYQCDAtm3bpCQjkUgEe3t7HDhwoElzI4G+vn6jSx4FBwdj9erV2LRpEzp27Ijy8nLExcXBwMCg3rCFhqCrq4tx48bVedzMzAzPnj0DUBVEPHjwYOzcuRMdO3aEpaVlraqw7OxshIaGQktLC1u3bsWUKVPQtm1bCAQCtGrVCvr6+jWSPKempsLV1RUuLi61Pr9XrlwBi8VCUFAQ+Hw+OnToACKCUCiErq4u2rVrhzVr1sDMzAxycnJo27Ythg4dCn19fXh7e0ul7po0aRK8vb2b9XuMi4uDUCjEvn37cOzYMQQFBUFdXb1esquODRs2SOUU/VagoqLS4G/izp078PX1ZRxTGvsbkiA6OhpOTk5SBDt//nwEBATgwYMHmDBhgpTK+ODBg0w5K8mLzoULF5o2sG8A/6eILyEhgVGTtUQevNLSUly8eBHz5s2Dk5PTlxVibYGCqBKJ6tq1a4iOjsayZcsQEhICNzc3GBoaMt6R7u7uCA0NxfLly7Fv375GqyPLy8vh6uqKFStWYPfu3Vi8eDFCQkLQvXt3mJqaMvFyRARzc3PMnj0b27Ztw6lTp/Dw4cMWeaO+d+8eHBwc4OnpWSdBxcXFwdTUtMlqoIqKCsjKyjY69CEhIQEGBgZMYdaioiKYmZnVGRTeGJSVlYHFYtWbKKH6gqikpMTkVBWLxYiLi4OLiwvMzc2xa9euGgSYmJiI7t27w9zcHHw+Hw8fPoSKigqcnZ3B5/MxceJEqXuLRCKsW7cOAoEAP/30k9Qz4uzsDBUVFSgoKODu3bs4ceIE8wwoKChATU0NEydOhK2tLXbs2IFp06ZBW1sbf/zxh1Q7P//8M6ysrJq8aAPAr7/+CjU1NfTs2RPq6upwdXXF5s2bm+Rx3L59e5w7d67J9/7aqP6C0xAePXqE4cOHQ0NDA/PmzWuUJ2tpaWlVRZLP0o69evUKSkpKkJOTA4fDkVIJl5WVQVVVlSE+d3f3pg3qG8H/CeIrKCjAxIkToaOjgwMHDjRbDSYSiZCYmIg1a9bAy8sLysrK6NixI8LDw7+sEOvNm00nvb+3Ug4HYV26wMbGBgoKChAKhXBycoK/vz+jjoyLi2uUd2RpaSmePXuG8+fP45dffmHq3rm4uDBhBWw2G46OjggKCsK8efPwyy+/4Ny5c3j27Bkz/oMHD4LD4cDe3r7OmmRNRVlZGRYuXAihUIidO3c2+B327t27RoWFhpCZmdlg9YDqKC4uhpycHL7//nsAYDxIvwR79uwBl8ut83hJSQmjAisrKwMR1aqWunjxItzc3GBqaoodO3ZIvbWLxWIcPXoUHA4HKioqTP/T09OxePFiGBkZoV27dti8eTMjBT58+BAODg7o3bs3rl27BmdnZ7DZbIwdOxZmZmbgcDhMrcGYbdtw1sMDt1q1grhvX/zOZmO5ujrG+/rWWJCvXr0KoVDYpITnJSUlOHLkCNq3b8/EVG7ZsqVRyZ8/x6NHj6Cjo/NNOpM5Ozs3Su1eHS9evMC4cePA4/EwY8aMel8ANmzYgD59+kjtS0xMhLKyMjgcDmM7/rzs1PTp00FEkJOTa1IC728J/zvE10xnj9jYWOjr62P06NFNrtcFVGWc+OWXX+Dn58fU4ZJkCWlOe7XCx6dh9WZdiYdZLLzu1KlR3pFFRUV49OgRTp06hW3btjFZ452dnaGjo8NIhN27d0dwcDAWL16MXbt24eLFi0hNTcWHDx8gJyfXKI+y1NRUCIVCqKmp1VqvrSm4desW2rRpg759+zY61+j9+/chFAprDbauCzdu3ICjo2Ojzw8LC0O7du3g7++Pu3fvQigU4s2bN42+vjb06tWr3viojIwM6OnpAahySuBwOPW2d/nyZbi7u8PExAS//PKLlDTr4uICHo8HDQ0NTJw4kSnEKhKJcO7cOfj5+UFNTQ0BAQE4f/48bt68CXNzc0iqtkuC4Hv37g0Oh4OtISGMffrzfKIVXG4N+/SrV6+gq6vbqJAYCdkFBgZCTU0NBgYG0NLSqtVTtCkIDw9vVKaS/wYGDBhQZxHYhpCZmYlp06aBx+Nh/PjxNQjqw4cP0NTUrOHfkJ+fD09PT0ZzUz1VoQQpKSkgogbDfr5lfPvE10xnj9evX8PHxweWlpZNyiCel5eHgwcPYty4cTAzM6uzEGtzIVFHJiQkIDo6Gutmz0YZm90s0mM2eXkgNxcfPnxAcnIyDh48iNGjR2PGjBkYPHgwHB0dIRQKIS8vD0tLS/Ts2RNjxoxBREQEoqOj8eeffyIjI6PBt96kpCTY2Ng0eqwVFRVwdXUFm81uVqaXkpISzJ49G5qamoiOjm6ypB4aGtqk1GqHDh2qs+r25zh9+jQMDAzw/PlzqKqqwtbWFjt37mxS/2oDn8/HnDlz6jx++/ZttGvXDgAwbdq0Gt6SdeHPP/9Ez549YWRkhKioKKYgrqmpKfLy8jBlyhQIBAKsWbOGURGnpqZi48aNaN++PdhsNogI6urq8PDwgKysLPr164cuXbqgZ8+eeDptGoqIIG6kfbps40Y4Ojrihx9+qLPPJSUliI2NZRJ5u7m5YdOmTRg8eDCcnZ2/2KlCJBLByMgIiYmJX9TO18KYMWNqJJBuKnJzcxEeHg4NDQ2MGDECjx8/BgAsWLCgTrumWCzGgQMHoKysDCLCvn37apwzf/78r+oF/7XxbRNfM5w9RCIRtm7dCoFAgAULFqCkpESqssDnKC4uxvnz5zF79my0b98eKioq6NOnD9avX19vIdb6UFhYiKSkJBw5cgTr16/HlClT4O3tDRsbGygqKkIoFKJjx47w9/fHKTc3VMjKfhHxFbNYmP930LJQKGTUFHPmzMH+/ftx/fp1ZGdnf3Hw64EDB+Dj49Pk6+bNmwcWi1Vr7FhduHbtGuO40VwpKjMzE3w+v9EvLBs2bMDkyZMbPC83Nxe6urqIj48HUFVCxsLC4ouTDHz48AFEVG9/T58+DU9PTwBA586d4erq2qR7JCQkwMPDAxwOByEhIdDT02MWw/j4eCb9l1AohJaWFvPcmpmZYevWrRg7dixkZGRgbm4OeXl5KCsrI2nChCar6kvZbPzSvn2NOSsuLkZsbCwCAgKgpqYGNzc3/Pjjj8jOzsbHjx/h5eWFvn37togK/fLly2jTps03kxzic8ybNw9Lly5tkbbev3+PZcuWQSgUol+/flBTU2Oes9evX9dKbm/fvoWjo+N/kh18YyFWXwIOfavYto1o5kyi4uKGzwWIiotJPGMGrVu7lmK1tOjSpUtkY2NDixYtopUrV1JOTg7x+XwSiUSUmJhIcXFxFBcXR3/99RfZ2tpSjx49KDIykpycnIjL5dZ7u4qKCsrIyKC0tDRKTU2ltLQ0qb+Li4vJxMSETE1Nmc8ePXqQiYkJmZiYkLKy8n8aCwoiqqj4oqlSAMiBw6HS4mIqLS0lsVhMbDabUlJSKC8vj+Tk5EheXp7k5eVJQUGB+VRQUCBFRUXmU0lJqcYmLy9PHA6HWCwWPX36lFq1atXk/kVERFDXrl1p4MCBdPv2bbpx4wapq6vXem5xcTHNmzeP9u/fT5s3b6bBgwc3e1709PRo4sSJNH/+fNq7d2+D52dmZpK+vn695wCgUaNG0fDhw6l79+704sULevHiBWloaDS7nxLs3LmTlJSUyMjIqM5zcnNzSVNTk4iIXrx4QSNGjGjSPZydncnS0pJkZWXp5cuXlJeXR15eXsThcKiwsJDc3NzIxcWFTp8+TSUlJXT16lVatGgRTZ48mWRlZWn79u107tw5ys3NJQsLCxKkpZH5tm1NHqucSEShjx8T684dKmndms6cOUMHDx6kU6dOkYODAw0ZMoQiIyNJS0uLGXf37t3Jzs6OoqKiiMP58qUrOjqagoKCiMVifXFbXwOampr0/PnzFmlLXV2d5s+fT9OmTSMvLy+qrKykSZMm0bx582jr1q3022+/kYqKCvXt25e5RiAQ0K1bt4hu3SIaNIjo9OmqA6Wl/2n48GGiRYuIevcmmjuXqEOHFunv18a3SXy3bjWe9KpBprSUpmVm0ne//05iKysaOXIkxcTEEJvNptGjR5OMjAxdvHiRtLS0qGfPnhQWFkbdunUjVVVVqXYAUE5OTg1Ck3xmZ2eTrq6uFLkNGDCAITZNTc3G/5g+fGjSGOuChEYAEBGRWCyme/fuEQCqrKykyspKEolEzKdIJCKxWMx8isViQpUGgNlqA4vFotWrVxOLxSIZGRlmY7PZUhuHw5HaZGVlyczMjFJSUkhDQ4PatWtHQqGQuFwuycnJkZycHL1//56uXr1Kurq65O/vT48fP6Y1a9bUIGjJ9jlBc7lc4nK5JCsry8z/rFmzyNLSku7evUsODg71zmFmZia1a9eu3nOioqIoOzubYmJiCACNGzeOwsPDaffu3XT16lVycXFp2hdXDYcOHSJbW9t6z3n79i0JhUIiIsrLy6NevXo1uv23b9/S+vXrae/evaSjo0N5eXlkZWVFKSkppKKiQvPmzaOxY8fSsWPH6PDhw2RgYECpqamUlJREb9++JRaLRVOmTCETExNKTk4mIyMj+uTpSfLnzzdrvCgpoVs+PuT58WOtZCdBamoqeXl5UUBAAC1ZsqRFiKq0tJRiYmLo3r17X9zW14JQKKSEhIQWbTM7O5uePn1KT548oRMnTtCQIUMoOzubAFBAQAAlJyeTiYnJfy6QCCAlJVUCxucoKan6PHKE6OxZorVriSZMaNE+fw2wUNcK99/EoEFVE9mcrrFYVO7tTfapqfT06VMSiURERKSgoEBRUVHk4eFBenp69PHjR4bYPie39PR0UlJSYoisuuRmYmJCBgYGJCsr2zJjDQoi+u23L25mH5tNP9jYUElJCaWlpZFIJKK0tDQyNjZudpsASCQSUWlpKRUVFZGHhwfNnTuXzMzMqKioiIqLi6m4uJhKSkqkttLSUiopKaGysjIqLS2t8Xn79m3Kz88nAwMDEggEVFZWRllZWfTx40fi8/nE5XKlyLo6UVcnaclnXWCxWMwiCYBkZWVrEDSbzSaRSEQsFosKCwtJQ0ODeDweQ6DVP8vLy+n69evUs2dPEgqFlJ6eTg8fPqSQkBBKSkqi3NxcCg4OZki6uiQt+ZSXlyc5OTmGpCXty8jIkIqKCi1cuJC+//77Osc0e/Zs4vF45OfnR6amplRRUVGn9JOfn0+XL1+mixcv0sWLFykjI4PKysooNDSURo8eTba2tiQWi0lLS4v27dtHq1evpmvXrpFAIKA9e/aQh4cHFRYW0owZM2jPnj3EZrNJR0eHHj9+THJycoScHBIZGBDnCzQWlRwO5d+7R5qtW9d6/O7du9SvXz+aP38+TWjBBTUmJoZ+/PFHio+Pb7E2WxoXLlyg5cuXt2gf/fz8yM7OjsLDw4mIaOzYsbRz505mndTT06OUlBRSUFBomtZNAkXF/wny+/aILzeXyMhIWpxuIkSysmRIRFnVfpAsFouGDh3KkJtEHVmd0CR/Gxsbk4qKSgsMphFYvbpKVfAF463kcmkpm02rxWKqrKwkoiqJT0lJidTU1MjOzo5sbW3Jzs6O7OzsyMLCosmqIgCkqqpKr169qlNN2RSsXr2a5s6dSx07dqTXr19Tz549ad26dc1uWyQSUXl5OZWVlVFZWRkVFRUx5FxYWEghISE0fPhwUlJSoqysLLKwsGBIeteuXZSdnU0ikYhkZGSIxWJR7969mTbLy8uptLSUHjx4QHw+n1RUVKikpIRevXpFfD6f2Gw2lZeX0/v370lZWVmKoD+XpquDxWLVuo/NZteQpGVkZIjD4dCnT59IXl6eWCwWFRQUkJWVFUPMLBaLiouL6ePHj/ThwwcqLi4mgUBAurq6ZGBgQElJSaSlpUVeXl5S6u6dO3dSUVERZWZmkre3N71+/ZoePnxIoaGhNGLECFqxYgX99vfLmZycHC1btoyGDBlCcV5eFJSSQvJfsoQoKBAtWUJUC9nHxcXRsGHDKCoqigYNGtT8e9QCHx8f6tevH40aNapF221J3L9/nwICAujBgwct0t6tW7do4MCB9OzZM1JSUiKiKnXqu3fvpJ7P+fPn07L+/Ync3JqsdSOiKvK7fJnI0bFF+v018O0RXwsQAeTlaVZpKa2ttk9GRob27t3LkFyT1JFfEy1A9GIul6wUFOh5NbVp165d6fDhw5SVlUUPHjyg+/fv08OHD+nhw4f05s0bsrCwIBsbG7K2tiYbGxtq1aoVqaurS6k6qy/YWVlZ5OPjQwkJCTWOfb415lhhYSEtXbqUrl+/Turq6rRr1y5SU1P7ojbr2x8fH0/79u2jsrIy0tLSohUrVjDHEhISKDo6msrKyojD4ZCdnR2FhoaSSCSijRs3Uo8ePejZs2eUl5dHwcHBRES0Z88eUldXJ29vb6adffv2kYGBATk7O9fZj+rq5srKSqqoqKDKykq6ceMGPX78mHx8fKi8vJwqKiqovLxc6pzKykp6+vQp8Xg8ys/Pp9LSUtLQ0GCk7srKSpKVlSUOh8OQpeT+kjYlmgrJ/oak5vqwh4iGN/up/Q/SunalO2FhUlLwlStXaNOmTbR27Vrq1KkTs/9zaVlif24K3r17R6amppSRkUFqamotMIKvg5ycHGrbti3l5uZ+cVsAqEePHjR06FAaN24cERGjzZGYJths9n/m8gu1buTjQxQT88X9/lr49oivhVR/J/l8mqyqSjk5OVRaWkoAyMHBgVkMvmRBbeljv5WUUF+xmNjNGKeIiI6xWOQvK0sVFRXMIiaRJmRlZZlNIs0QEWPfkyyolZWVxGKxGNVb9QWGxWJRaWkpvX//nvT19Zl2atsac6ygoIDS0tKIz+eTvr4+PXjwgMrKyqht27bE5/Ob1WZ9+1NSUigpKYlR5ygpKZGvry9zXCQS0b59+0gkEhGXy6WAgACSl5enjx8/0v79+4mo6sUpKCiIVFVVKS0tja5cuULDhw9n5kdGRoZevXpFcXFxFBoayty/sX3fvHkzKSsr0+jRo+u8rqKigtasWUMmJiZ0584dEovFZGZmRpaWltSqVSsyNTUlOTm5Gtfl5ORQREQEzZ8/n/T19YnFYlF6ejrt2rWLxGIxBQUF0erVqykqKopUVFSIxWJRdnY2rV69mtTU1Cg/P59evXrFPHNcLpdatWpFKx88oD5i8Rf9TomI7ujq0kpnZ0a6fvHiBWVkZDCaibKyMubY51tlZaUUEX6+fU6UXC6XXr9+Tfn5+dStW7dGX9PQ1tA11e3OjUVlZSUpKCgw5PQlOHfuHE2ZMoUePHjAvPxERkbS0qVLaeXKlRQaGvof800LvIyTvDxRRgbR3/bobw3fnnNLCzl72Ojo0MYVK0hDQ4Oys7MZW4Hkraa5C+rXOMa+e5dkevf+j6G4CWArKpLP5ctU5uhIeXl51LlzZ3r9+jW9f/+e3r59S4cPH2aM+F5eXjR48GDq3bs3KSoqSrUDgNLT0yk5OZmSkpIoKSmJkpOTKSsri6ytrUlWVpZMTExo+fLlZGtrS3w+v8l9fffuHYWFhdH169fpzJkz1L17dyKqIuHAwEA6cOAALVy4kBYvXtzktuvD8ePHadiwYVRSUkIikYgUFRXp119/lTonJyeHzp07R9HR0TRkyBAiIjpz5gydOHGCCgsLicPh0OXLlyk+Pp5cXV3p8OHD5O7uLtUGALKysqL+/ftT586dm9THJUuW0PLlyykkJITZV1ZWRjdu3KD4+Hi6ePEi3b17lyorK6l9+/Z07949Wr9+PU2ZMqXedisqKqhr1660fPlymjJlCuXn59P8+fPp8OHDzP1kZGTo7t27xGazqV+/frR9+3aaO3cu9ezZk3R0dCg6Opppj8Vikb6+PnXs2JGMZGSIWsA5RN3EhPbs2UPy8vI0e/ZsysjIoJSUFDI0NGzwWrFYzEjH1bf6yPK7776jYcOGUdu2bes8v7CwsM7rG3OPzzeJtN1UgpWRkaGhQ4eSqqpqswmZw+HQ5MmTKSQkhB48eMAc27t3LxUUFNCUKVNo0aJFtHbtWho2bBixd+/+4u+UWCyi3btrVWF/C/j/VuI7LRBQ0N9SjZWVFVlaWpKVlRWzmZub11j8/6toIUNyfn4+JScnk5ubm9Spb968oSNHjtChQ4fo1q1b5OnpSb6+vuTt7V2vPfPTp0/04MEDmjt3LpWXlxOLxaLk5OQatkNbW1uytLSs8800JiaGpkyZQn5+fhQREcHYGKrjp59+ookTJ1K3bt3o3LlzLeKyLsHr16/J39+fEhISSFZWlko/e5s9cuQIrVq1ihISEpg388jISJo5cyaJxWJSUFAgNzc3MjAwoMrKStqxY0et91mzZg09evSIdu3a1ei+JScnU7t27aiwsJCSkpIYZ5SbN2+SjY0Nde/enbp3705dunQhLS0tysjIIIFAQK9fvyZdXd162168eDHduHGDjh8/Trt27aIFCxaQr68vhYaGUl5eHqWkpFBKSgpdvHiRUlNTmXlxcHAgR0dHKioqot9++42sra3pjz/+ICKi5cuX09mzZ+l3e3vy+PNPYn2hffpXExP6PjeXBAIBKSgoUHx8fIuEh9SG1NRU6tSpE71+/brlHNQaAQBUUVHRJLIsLy+nyZMn08SJE0lLS6vR13x+j4yMDMrIyCBra2vGway0tJSysrIYnwAJOnfuTLsqK8ny5s0vH/Tw4UR79nx5O18B3x7xtZCzx/H27emYlRU9efKE0tPTycDAgNzd3enZs2f09OlTSk1NJU1NTYYIqxOjgYEBycjItOCgGomGXIclYLGqnAKa6T2Vl5dHR48epUOHDtG1a9fI3d2dfH19qV+/fnU6l3h6etL06dOpd+/eJBaL6eXLl1KSoUQ6tLGxkSJDbW1tWrBgASUnJ9POnTupS5cu9fYtKSmJXF1dSUFBgW7evNmot/7GAgAtXryYNm7cSAUFBVUqnd27iZKTqzQNampEtrZEISFEQiF17tyZrl+/Tk5OTrRlyxYqLy+nwYMHM04utSE3N5csLS0pPT29QUedyspKunPnDk2bNo3u3r1LcnJyZG5uzhCdi4uLlA2qqKiIBAIBxcTE0IABA6iiHm9KkUhEsbGxNHbsWPLz86PDhw9TRUUFqaioUE5ODmlra5O5uTlZWFiQhYUFycrK0rRp08jNzY0OHDhAqqqq9MMPP1BERAQNGjSIfv/9dylV3dOnT2nT/Pm07tAhkm/a1yANeXn69OgReQcHU25uLpWWlpKqqiqFhoZSYGBgixPgsmXLKDc3lzZv3tyi7bY0ANCnT5+oZ8+eFBgYSMbGxpSfn0/v3r2j9+/fU0FBAX348IE+fvxIHz9+lHLmknhQV3fM+tyRqjbHKqKqF55deXlkm5Hx5YPo25fo+PEvb+cr4NsjvhbQL1ew2aQrElHe3/+z2WyaPn06rVmzhjlHJBJReno6Q4RPnz5l/s7Pzydzc/NaSbElPBrrxe3bRCtXEp06VUVw1dWfCgpVhNinT1WwaAt4Tb1//56OHz9Ohw4dokuXLpGLiwsNHjyYBgwYILW4Gxoa0qVLl8jU1LTOtj59+kT379+n5ORkunfvHsXHx1NKSgopKytTly5dyMHBgSFFCwuLOqXDT58+UZcuXejx48d08OBBGjBgwBePUwq3blXNcW0BuZI57t2bdmlrE8fZmYYPH05lZWXk4OBAixYtoqFDh9bbvJ+fH7m6utKkSZOk9otEIkaii4+Pp6tXr5KRkRG9evWKWrVqRSdPnqxXhZyenk6urq40aNAg+uOPP+jVq1eMWvD58+eM9Pb8+XMmpEVFRYXKy8tpwIAB5OfnRxYWFmRqakry8v+hq8uXL9OwYcOIw+HQpk2bSE9Pj0aNGkWKioqUnZ1Nz549Izk5uVr79MnYZlJXAAAgAElEQVTTkxTPn6dmvSayWFTapw91ffOGHBwcaOvWrSQjI0OXLl2iHTt20MmTJ6lXr14UGhpKHh4eX/wyKlFF7927l5ycnL6oreptlpSU0Nu3byk3N5fy8vLo3bt3lJ+fT/n5+fThwwcqKChgCOrTp081CKqsrIxxYJKE7XxOUhKnpeoqzOpxrcrKyqSiokKqqqqkpqZGPB6PeDwe3b59mx49ekRRUVEkFApJU1OT+e7btGlDDx8+JKIqG7aCggL5+vrSryJRi2jd/pX4mooW8Cia16oVrV+/nlHdODo60vjx42nw4MENenJ9+vSJnj17JkWKEmJUVFSsoTa1tLQkU1PTBjO+NAlv31ZJI/fvE71/T8TjEbVtSxQc/NUMxoWFhXTy5Ek6dOgQxcXFkZOTEw0ePJh69uxJNjY29OnTp0YZ2V+/fk0TJkygtLQ02r59OwmFQsZ2KPnMzs6uIR3a2dkRj8dj2hk3bhz98ssvNG3aNFq/fn3LDLKZUvXSpUvp9u3bdPTo0QadFOLi4ui7776ju3fv0sOHDxnV5ZUrV0hLS4vc3d2pe/fu1K1bN9LQ0CAul0tHjhyRypohgUgkolevXlFKSgrFxcXR7t27qaKigsnQo6mpKSW5WVhYkLGxMY0bN47u3btHkyZNokWLFtVI0kBUtWivWbOG1q9fT7/++islJSVRdHQ05eTk0Lp162jjxo00Y8YMCggIqHuwt2412+1dLC9PvgIB2YWG0qJFi2rM6/v372nfvn20Y8cOys/Pp5CQEAoJCWm2FuDq1as0YsQIOnz4MOXl5VFeXh5DUBIJ6sOHD/Tp0ydGiqoem1rdXlcbQUnCTyQJG7hcrlTGJCUlJVJWViZlZWWGoNTV1YnH4xGfzycNDQ0SCASkqalJmpqapKSkRFOnTiULCwuaOnVqk8dbWFhIlpaWdPbsWbKzs6uac7GYnjx5QtevX6cff/yREhMTpfo/YsQICsjMJJe4OFJo1iz/jXrCVL4FfJvE9wU/JkkMCdq3p6lTp9JPP/1ERkZGtGrVKoqOjqYLFy6Ql5cXDR8+nHr16tUkPT8AJvNBdQnx6dOnlJmZSYaGhrWSora29rcROtEEFKWl0YsFC+jD1av0KTOTCojIqG9fMl22jLTbtq31GgC0e/dumj17Nk2YMIHCw8PrlBQ+fvxIDx48kCLD+/fvk7q6uhQZvnr1iubOnUv29vZ05coVKUmlyWimHTXru+/Ibts2SkxMJH19fRKLxRQeHk7W1tY0cuRIqfE/fvyY4uPjac6cOSQrK0sCgYBRXbq5uZGOjo5U8xcuXCBPT096/vw5vXjxoob0lp6eTgKBgCwsLEhOTo7S0tLozZs35OvrS1u2bKkKNK6GP//8k4YPH045OTl0+fJl6tixY63DKigooODgYHrz5g398ccflJGRQSNGjKCsrCxKS0ujP//8k1atWkW3bt1qUNIq27iRxNOnk0ITlhKRvDyFc7lksmoVjR8/XupYRUUFFRQUMBLU27dvKTExkeLj4+nevXskEAjI0NCQVFVVqaSkhD59+iRFUBI1n4SgRCJRDYKSxEVKCEqS1k9CUBKSkhCURIri8/nE5/OlCEpNTe2rmUaWLVtGZWVlFBER0eRrFy1aRM+ePaNRo0bR9evX6fr16/TXX3+Ruro6OTs7k4WFBS1ZsqTGdRMHD6bNx46RTHl58zv+jXt1Er5VtFBh1smTJ2Pv3r3Mvnfv3mHbtm3o0qULhEIhJk+ejBs3bnxxotqysjI8evQIsbGx+OGHHxASEoIuXbpAIBBAVVUVjo6OCAwMxJIlS7B//34kJia2SGHWFkc91TBK2WyUEOESn49906cjIyODuezly5fw9PSEvb19s7Pdi0QivHjxAocPH8bixYvh4+MDMzMzyMvLg81mg8vlIjw8HJcuXaqzJNTq1asREBBQc26/oOZhsYwM/vi7ykNxcTG8vb3B4XBgYWGBZ8+e4aeffoK/vz+0tLRgbGyMkJAQDBkyBP7+/lJje/nyJeLi4rBt2zZ899136N+/P1PUU09PD25ubhgzZgxWrVqFw4cP4/79+1IZ8Hft2oURI0aAzWYzCbIlyMrKQlBQEHR0dKCmplZvHbfExESYmZlh8uTJePfuHSZPngxdXV3ExsbCzs4OFy5cgJmZGc6fP1/v91VRUYG8vDwMHDgQm2xsUC4ri8oG5rKSCEVEGE8EZWVlqKioQF5eHrKyskxFb8nGYrHA4XAgJycHZWVl8Pl8aGlpQSAQQFFRERwOB3p6enBxcYGfnx/Gjh2L77//HitWrEBUVBT++OMPxMfHIzk5GZmZmRAKhXj+/Hm9Y/rWEBUVhbFjxzbqXLFYjCdPnmDXrl0ICgoCm82GgoICunbtilmzZiE2NhbZ2dnMuadOnZKacw6HgwMHDgAAPvbs2eB3WW/RgEGDvtqctAS+XeIDmlWdoSl48eIFlixZAnNzc1haWmLp0qVITU1t8WG8e/cO169fx+7duzF37lwMGjQIbdq0gby8PPT19eHh4YGJEydiw4YNOH36NFJTU/87hTEbOd8iFgulbDZmKCrCyckJgwYNAo/Hw/Lly6UKnrYUCgsLcenSJZiYmIDFYsHc3BwqKiowMDCAt7c3wsPDsX//fjx+/BgdO3YEh8OBoaGhdB3AL6h5WEkEsY8PcnNz0apVK6b6BRFBW1sbQUFB2LlzJ168eIGXL1/iwoULWLVqFeTk5NCnTx/Y2NhAXl4eenp66NatG0aPHo1Vq1YhJiYGWlpadZaHkeDOnTuYOnUqTE1NYWlpCSJiiq6Wl5dj7dq10NDQwOzZs9GzZ08sWLBA6vqKigq8f/8eqampCA8Ph6qqKiZMmIBx48ZBXV0d1tbW8Pf3h4+PD0xNTaGiogJlZWWYm5tDX18fQqEQqqqqUFBQqJWgiKqqcbcnwmEZGRT/TW7V57CICCVEOK2kBEciaGpqYsKECdiyZQt+//13nD17Fnfv3kVmZiaKi4sb9SL64sULzJ8/H3p6eujQoQOioqLqrOJ+/PhxdO7cucE2vzXExMTUWSrr48ePuHDhAiIiIuDt7Q0NDQ0YGhrC398fLi4u8Pf3l6q/CFStRZMmTYKamhpkZGRgamoKOTk5KCgoIDIyEkePHkXXrl3RhctFOZfbPOJTVARu3fonpqfZ+DZVndXxDzh7AKCbN2/S3r176cCBA2RlZUXDhw+noUOHStmcWhoikYgyMjJqqE2fPn1KeXl5ZGZmVquDTXNi6BpEM9SAYnl5WqGhQZvKy0kkEpGxsTENHjyYfH19ydLSsuX7SFVJp9euXUsjR46kBQsWSHmWJiUlUWpqKnOurKwszZkzh5ZOntwiAbmtFBXpaX6+1G47OzsyMTGhlJQUSk1NJR6Px9jcbty4QV26dKFJkyaRmZlZjRAOSfC1xHNUJBJRcXExFRQU0Nu3bxk71MWLF2nHjh01vPB4PB4VFxcTm80mNTU1+vjxI5WUlBCXy5XKcfo5JHZasVhMqqqqpKKiwqQvE4lE9PDhQ3JzcyMjIyPGDiVR8VW3Q2VmZpKPjw9duHCBRo8eTT4+PjR37lzqamVFB/v2JZ23bxn7dIGhIQWdP0+nb9+mYcOGUZs2bSgyMvL/sXeeYVEdbxu/l74gZVk6IoqIhaIUC4qgWKKIgIrGhg17NNHYk6j4KtFYYzQxaqxYsCAowYYFFSyIJdhi14CNIqAgZdm93w/E/Yt0wZJkf9d1PuycOTNzZnfPc+aZp8DLywvBwcElVMBVQSqV4vDhw1i3bh2OHDkCX19fBAYGom3btvIthr59+8LDw6NG431+CGJjYzFt2jTExsbi7t27cpXl6dOncfv2bTRr1gyurq7yw8zMDHfu3EGrVq3w559/wsDAACSxb98+zJkzB3/88Qd0dHQwePBgzJkzB1paWhCJRMUCWkilUvTv3x9b3dwUsTo/Oh/I2KOgoAAHDx7Eli1bcOjQIXTo0AEBAQHw8vIqc7/qfZCTk4Pbt2+XKhTV1NRK7CM2bNgQ9evXL3eMkydPhpOTE/r371/8RDX2VCWqqlA6dQp0dsapU6ewe/du7NmzB4aGhvD394e/vz+aNGlS5XbL4/fff0evXr1gbW2Nc+fOydM8PXv2DObm5vIILIWFhRCJREiZMgVKQUHVE3xCIVYYGuLLt8y8TU1NMXLkSGhqakJNTQ2vXr1CRkYGsrKycPPmTVy+fBlNmzbFq1ev5MYSb8YTLSgogLKycqmWfG9mucjJySkh+FRVVeHo6IgGDRpAJpNh7969GD9+PBo2bCgXUIaGhnjx4gWGDRsGW1tb+Pj4YPLkyfDz88P8+fNL+HAGBQVh8eLFiIuLkxtElEZmZiZcXFwwb948HDx4EHl5eXKXBxMTE1y+fBkmJiYAigTslClTcPDgQWzcuBFbt27F5s2b8fnnn0NJSQk7duzAhAkTMGnSpBJ7llUlNTUVISEhWLduHSQSCYYNG4aePXuiefPmuHfv3nvzD6xpcnJykJCQgH379mH16tXQ1NSEurp6MSHn6OhY6v+9b9++sLe3x/DhwzFr1ixs374dOTk5cHFxwdy5c9GpU6diNge7du3CwIEDUfD3np6WlhZSU1OLB6p+zy5WH5yPttb8B5CRkcG1a9fSw8ODYrGYo0ePZmxs7EdNXPk6g3tMTAxXr17Nr7/+mt7e3mzQoAHV1NRoZWXFrl27csKECVy1ahWPHj3K5ORkymQy+X5Kz549mZGR8b9Gq6EGLE2fX1hYyFOnTvGrr75i7dq12bhxY3733Xe8fPlyjc1dUlISTUxMWKtWLV64cIEkmZiYSC0tLXbq1Im//fabXB0oGzDg3e7trWPbGyrONw9lZeVi+1CmpqasV68eGzduTDU1NTo5OdHb25v9+vXjqFGjOG3aNC5YsID29va0sLDg8ePHee3aNT579oy5ubmlztHUqVOL9enu7i7f/8vPz6ejo2Op2brDw8NpaGjI+fPns0+fPmzQoAFPnDhR6pw+ffqU+vr6HDZsGIOCgsqce5lMRj8/P44bN47Lli1j06ZN5XuqMpmMKioqchVbfn4++/fvTzc3t2IJoR8/fsyJEydSJBIxICCA3bp1o4WFBbds2VLthMmvx3HmzBkOHz6cmpqaNDExYURExHtRxVcXmUzGe/fucevWrfziiy/o5OREzb+3EUaPHk2hUFhsP7084uPjKRKJaGdnRyUlJYpEIn799ddlqoDJooS8ysrKFAgEVFdX5+zZs4tXOH++6D+uoUEKhcX/F0JhUXnPnp+8evNNFIKvkjx48IDBwcFs1KgRraysOGvWLN66detjD6sY+fn5vHHjBvfu3cuFCxcyMDCQbm5uNDIyoqamJgUCgfxBra2tXbSR/exZCSOWKh8aGiWyMGdnZ1MikVAqlfLMmTOcPHky69atS2tra06fPp3nz58v9QEvkUiYmZnJ5ORk/vnnn0xISOCJEycYFRXFHTt2cN26dVy+fDm///57Tp8+nRYWFhQIBHR0dKSXlxc9PDzo7OzMhg0b0tzcnLq6uox8V6H+1pHepg2DgoJoYWEhn88xY8aU+53MnTuXo0aNKvWcgYEBJ0+eXKnvdv369XKhZ2FhUWwPePr06fT29qZEIuG3337LzMxMSiQSTp48mXXq1OGcOXNobGzMKVOmFDOWeZsvvviCX331FU+ePMmmTZuWWW/JkiVs3rw5o6KiaGJiwvv378vPZWRkUEdHh2TR3mynTp3o6+tbZr9Pnz7lpEmTKBKJ6OfnRwcHB7Zo0YJxcXGVmpfK4O7uzjFjxrB169Y0MTHh1KlT+eeff9ZY+1Xl1atXPHXqFH/44Qf6+fnR2NiYpqam7NmzJxctWsTY2Fjm5uaSLBKKqqqq8s9lkZyczGHDhlFJSYkCgYCtWrVidHR0hS+aCxcupJKSEnv06MGOHTtSTU2NaWlppVdOSSEXLiQDAooysAcEFH3+B2ZgVwi+KiKTyZiQkMCvvvqKRkZGbNmyJVeuXMnU1NSPPbRyOXz4MDU1NQkUWW8JBALa2NiQP/xQbcEn1dDgowkTGBcXx/Xr17NDhw5UUVHhkCFD+MMPP3DWrFn8+uuvOWLECHbp0oUNGjSgUCikmpoaxWIxTUxMqK+vT3V1dSorK1NHR4dmZma0sbGhk5MT3d3d2bVrV/bu3ZtDhw7l+PHjOWPGDAYHB/PHH3+kn58fBQIB27Rpw2PHjvH8+fO8ceMGk5KSmJGRQWm/fjUi+BgQQLLoNxAdHU13d3du2rSp3HlPTk6mnp4eX758Waz85cuXBFChleHdu3fp4+NDa2trenp6UklJiYmJifLzJ0+epImJCZ89e8bQ0FAKBALq6+uzTZs2bNeuHTt37kw7OzvGx8eX28+tW7coFouZkpLCwsJCGhoalmroFRsbSyMjI544cYJGRkaMiYkpdv7OnTu0srLi06dP6eTkxJEjR1IikZTbN0k+e/aMU6dOpUgkoqenJ01NTfn555/LhWpCQgInTpxY/oP82bOi3/OAAUUP5gEDmPHNN7TW1ZULjuvXr3Py5Mk0MjKim5sbN2zY8F6tq2UyGR8+fMjQ0FB++eWXbN68OTU1Neni4sLx48dz27ZtfPDgQbn3ZW5uXuqKTyKRcMuWLbS1taWSkhJr1apFkUjEZ8+eVTguqVRKX19fKikpcenSpSSLXlTKswb+N6EQfNVAIpEwKiqK/fr1o46ODrt3786dO3dW+Hb2Mdi9e7d8ZbR8+XImJSUVnaghNeAuTc1iq0olJSW6ubnxiy++4HfffcdFixbx119/5ZYtWxgREcHo6GiGhIRw9OjRbNCgAU1NTTl27FieOHHinSxaY2JiqKGhQSsrq5IvITUg3CkUFr3dvgO+vr5cu3ZtsbIVK1ZQU1OzzGtevXrF2bNns6FIxKNdurCwXz++8PBgeK1aRfeTksLMzExaWloyMjKSUqmU9erVk68KDQ0NKRaLOXv27BKWfaXRp08fzps3T/45MDBQ/kB8zbNnz1i7dm3u3LmTtra2XLlyZYl2zp49SwcHB9avX59BQUFVVm2npqZy+vTpFIlEdHJyop6eHqdOnUp1dXUKBAJu2LCh5EXluOAUqKgwX1m56Pwbwr+goIB79uxht27dqKenxxEjRtSIW1NeXh5Pnz7NxYsXs1evXjQzM6ORkRF9fX25YMECnjx5kjk5OVVq09HRkQkJCfLP9+7d46BBgygUCqmsrExXV1ceOnSIjo6O3LVrV4Xtpaens27duhQKhTx16lSV7/HfgELw1RBZWVncsGEDO3ToQJFIxOHDhzMmJqZG9itqgoKCgmJ7LHK8vWtE8EX+LfDePFRUVKimpiZXv6irq1NHR4cmJiasX78+mzZtyrZt29Lb25vdunWjs7MzDQwMqKWlxZYtW3LcuHFcs2YNQ0NDGRkZyWPHjvHcuXO8evUq79+/z9TU1GKm76mpqfI/dLF9rPekzq0sv//+O1u0aFGszN3dvUQZWbRCCA8Pp4+pKc+amVGmrl5y7H/vq5y3sOD8v/dXw8PDqaysXGz+3xZcZREfH08zM7NiK5/IyEi6u7vLPxcWFrJjx46cMWMG/fz8OGLEiFKFxLJly6iurs7Vq1dXqu+ySEtL47fffks9PT3q6urK70lDQ4PJycn/q1gDLk/JyckMDg5m/fr1aWtry6VLl1Zag5OcnMydO3dy4sSJbNWqFTU1Neno6MixY8cyJCSEd+/erbYw/eyzz7h3716uX7+eNjY2VFZWpkgk4rRp0+T/6e3bt7NFixYV9nX69GkKhUJaWlp+8lqq94lC8L0HkpKS+MMPP9DOzo6Wlpb85ptveOPGjY89rNKpoRUfAwJ47do1enh4yP29fvjhB4aGhvKXX37hnDlz+MUXX7BPnz709PRks2bNWLduXYpEIrlzup6eHk1MTGhmZkaxWCx3XBeJRLS0tGSjRo1oY2PDevXq0czMjCKRiOrq6nI1z2sH8tdO4fXr16evry/79+/PC5aWlL7rvVXTIbewsJC1a9cu5tivra3N77//vli9mzdvskuXLgwyMWGhunqFD/NCgDKhkPzlF4pEohIvHg4ODhWOTSaTsV27diUEVW5uLnV0dJjyt7CfPXs227Vrx1mzZrFNmzalriIPHTpEbW1tenh4vMMslc7jx4/lWoTXR8OGDYse8DUQ5OJNpFIpjx8/zoEDB1JXV5f+/v48cOCAXAORn5/Pc+fOcdmyZezTpw8tLCwoFovp7e3N4OBgHj9+vIRKu7rcuHGDdevWpaqqKpWVldm6desSe3f5+fm0srLi8ePHy21r+fLlVFJSore39yfzQv6x+Oe4M/wDIYnExESEhIRg27ZtMDMzQ0BAAPr16wcjI6OPPbwiaiAbxttx+WJiYjBr1ixs3rwZdevWrfByknj16pU8buKbx507dxAfH4/r168jMzMTIpEIQqEQEokEGRkZkEgkEIlE0NPTg66urjwWYnJyMi5dugRzc3N0794d1hkZGB8WBrW30rBUhhwAPfX1cUdPTx7O6u2jVq1aZZ7T0tLC9u3bkZ2djfnz5yM7O1ueWdvQ0BDZ2dkIDg7G2rVrsd3DAx0PHoSgir5Ty+vUwcSbN2Fqagpra2vUr18frVu3xvDhw8u99MCBA5g4cSKuXr1aIg1U79690bVrV9SuXRtDhw7F3LlzERQUhPj4eLmrwmu2bNmCSZMmoU+fPlBRUcGyZcsqP/5yCA0NLTVW6KU1a9BswoRqhTUsz+83MzMTq1evxtq1a5GSkgJdXV2kp6ejQYMGcHV1RevWreHq6gpra+saD0eYm5uLTZs2YfHixXj48CGUlZXRunVr7Nq1q5g7xsSJE3H79m04OTnh/PnzOPA66PpbyGQyfP755wgLC0NwcDBmzJhRo+P9J6IQfB8IqVSKo0ePYsuWLdi3bx9at26NgIAA+Pr6fty8gP+gbMvJycnYs2cPdu/ejStXrqBbt27w8fGBi4sLcnNzSwjNa9euYcuWLVBWVoaLiwu6PnyICcnJ0KzCT75QXR13Ro9Gmr8/1NTUoKysLPfBex1pv7zjdZ2MjAxcu3YNpqamSE9PR+7fgRjU1dUhkUggFArRRSxGSHIyhO+Q1VymoYEnoaFQdXWFlpYWNDU1K3wgS6VSODo6Ys6cOejRo0eJ81u3bsXGjRtx5coVzJ8/H1OnTsWBAwfg8pbAWLx4MVasWIH9+/dj69at0NLSwrffflvleyiN+/fvY8+ePfKkzXl5eUhPT8fie/eqHcgeYWHyIolEgsTERJw+fVruJJ6VlYVWrVqhXr16ePz4MU6ePAlHR0cEBgaiR48e1YsbWwqXL19GcHAwIiMjIZVK0bJlSwQFBeHChQtIS0srll0GADw9PRETEwOS8PHxwerVq0u8kGRmZqJFixb466+/sH///hLJk/+rKATfRyA7OxsREREICQlBfHw8/Pz8MHDgQLRr165S2Q9qnBrIhvHmQ+RD8PTpU4SHh2P37t1ISEhAly5d5NnlXzu0A0UR6l1dXXHnzh2Eh4fD6+FDSCdOBPLzUd5My1CU3mpNw4bYqq1dLIq/lpaWPJJJVY5evXrB398fK1asgKqqKoRCIdLS0jB37lzY2dnBYORI6MbEQPAO34MUwGGhEAGamsjJyUF+fj40NTXLXYU+fvwYt2/fxpAhQ0pdsUokEvTp0wdDhgzBkSNHMG3aNAwePBhCoRBKSkqQyWSYPHkyDh8+jIMHD6J27doYNWoUHB0dSwSerlFq4GWN6uo4tHYtYq5dw5kzZ3DhwgXUrVtX7hzeunVr2NjYFAs+nZeXh4iICKxbtw6XLl1Cv379EBgYiGbNmr3zOF6+fIkNGzZg6dKlePz4MWrVqoXRo0dj4sSJMPz7RXLjxo2IiYnBxrcyo7/OFwkUReNp27Ytjh49Kh9zQkIC2rVrBz09PSQkJJQQiv9lFILvI/PkyRNs374dISEhSE1NxYABAxAQEAA7O7sPN4hqRG6hpiYEFaiN3jepqamIiIhAWFgYzpw5gw4dOsDf3x/e3t7ydDxDhw7Fpk2bMGXKFOScOIFJBQWod+MGZACUSsvHV0YYPJlMhhcvXpSqlq3oeJ38UyKRQFlZGXZ2dnB2doaBgQFqq6lhzIIFUHkHVaycN1ber8OflbUKzcjIwOTJk9G/f38YGxuXWud1+igVFRWoq6tDTU0NOTk5yMvLg4aGBmR/r0zr1asHXV1daGlp4fr166hfvz4aNWr0TiphTU3NijMd1IB6/hWArQ0a4FH//mjdujVatmxZYbqyN3nw4AE2bNiADRs2wNDQEIGBgejfv3+l8nWSxLlz57BgwQIcOHAAJNGyZUvMnDkTHTt2LHH/UVFR+Pnnn7F///5i5fb29rh69SqEQiE8PDywcuVKtGzZEtu2bcO9e/fwxRdfoGPHjjhw4MDHSaz9CaMQfJ8QV69exZYtW7B161aIxWIEBASgf//+1YpjWGneIVanRE0NXxYU4Gb79hg6dCi8vLw+ekio58+fY9++fQgLC8OJEyfg4eEBf39/+Pj4YN++fRg2bBhUVVWRlpYGrVevsKZNG7jp6MDWzOy95jyUyWRYs2YNxo4dC5LYtm0bVFVV5ULR/sABdIqLg1opsTUri1RNDY9Hj0bhhAnQ19eHjo5OmerOJUuW4MSJE9i3b1+p58PCwjB58mRYWFjgzp07SEpKkmsjMjMz0aNHDwiFQixatAhSqVQuMCdMmAA/Pz9YWlpWWh38Zr28vLxiqYFKO746fx6ub8RkfWdqIFGqVCrFkSNHsG7dOhw+fBje3t4IDAyEh4dHCWGTkZGB3377DcuXL0dqaiq0tLQwZswYfPnllzA2Ni6zj/Pnz2PMmDFISEgoVi4Wi5GZmYm1a9fK92DnzZsHkpBKpZg1axaCgoKqdX//Wj60NY2CiiksLOTRoy3Lc0gAACAASURBVEc5dOhQ6unpsVOnTty8eXONW4yVoIqm4Xk//ig3odfS0qKamhq9vb3f7xirQGZmJrds2UI/Pz/q6OiwS5curFevHoVCIcViMRcsWEAnJ6dKOVhXh0uXLrFNmzZ0dnZm48aNKRQKS1aqIevaSJGIderUoba2NpWVlSkWi9mgQQO2bNmSXbt25YABAzhy5Ehqampy+vTpDAkJYVRUFM+cOcObN28yNTWVN27coKGhIWfPns26detSV1dXHurryZMndHR05OjRo0v1t7S1tS3mYF9VpFIpX758yadPn/Lu3btMTEzkmTNneOTIEUZERHDr1q18YG9fM5bINfxbTU1N5bJly2hnZ0crKyvOmzePSUlJjImJYdeuXammpkZVVVW6ubnxwIEDlbOsfPaMz6dPZ5imptwp/7Uf5zfffCMP15ebm0ttbW255auJicn7f178g1EIvk+cnJwcbt++nV5eXtTV1eXAgQN58ODB95e2qIpx+Xr37l3Mx2rZsmXvZ1zV5OXLl5w1axa1tLSoo6PDWrVqEQBnzJjx3vp8/vw5v/jiCxoZGXH16tUsLCyklZUV1dTUSobwqiF/yjcf5gUFBXz27Blv3LjBuLg4RkZGctOmTezQoQObNWvGL774gv369eNnn33G5s2b09raWu4W8dr/skmTJtTV1aWHhwf79etHPT09dunShevXr+fevXt56tQpXrt2jU+ePGFeXh6NjY3lMVLfGzXogvM+kMlkPHDgAF1cXCgQCKikpEQtLS1OnTpVPjehoaHy3Hel8oZTvqwMP843nfJnzpwp/x++dvGprB/nfxGFqvMfREpKCkJDQxESEoJHjx6hX79+CAgIQNOmTWs+w3sls2EcO3YMPj4+kEgkUFVVxYkTJ+Ds7FyzY6kBSKJdu3YIDAyEv78/OnfujBs3buD58+cwNTXFjBkz0LNnT5ibm1e7L5lMhvXr1+O7775Dz549MXfuXLkKWFVVFXZ2dpg0aRIGDhz4v4sGDgS2bq123xWp75KTk9G0aVP88ccfqF27donzw4cPR1paGuLj4zF79mw4OTlh1apVuHbtGv7880+0b98e9erVK3UPMz09HVKpFLVr14ZYLK6S4Y9QKKz8b/g9uODUBDKZDNHR0Vi0aBFOnToFAHB2dkarVq1w/vx53Lp1CwEBARg2bBg6dOiA58+fY8+ePejWrVvxhqqYEeH+uHFosGQJlJWV4e3tjY4dO8LV1RX29vYfx1jun8BHFrwK3pEbN27w22+/paWlJW1tbblgwYL/hSH7gEilUpqamvLLL7+UZwI4efLkBx9HRRw5coQ2NjaUSCSMjIyktbU1X716xdDQULmTvL6+Pl1dXblkyRI+ePDgnfqJj49n8+bN6erqKldDvebEiRNUUlLirl272LZt2+IXfqCwaoGBgZw2bVqp5zZu3EgbGxs2b96cc+fOlZevXbuWSkpKDA8PL7ftjIwMamtr88GDB7x48SKPHDnCnTt38tdff+X333/PyZMnc9iwYfTz86O7uzvt7OxoZmZGdXV1qqur09TUlLa2tmzbti19fX05dOhQTpo0icHBwVy1ahV37NjB6Oho/hEdTam6evXmqhqReN4mKSmJ3333HcViMTU1NSkSiThjxoziEWZYFKBg2rRp1NfXlyfzFQqFPHPmzP8qvYNTfg7AS2UEQldQOgrB9w9HKpXyxIkTHDFiBPX19enp6cn169czKyvrg43h5cuX8kgSR44coaGhIQ8cOPDB+q8ImUzG1q1bc+vWrXzx4gUtLCx49OhR+fkHDx7QyMiI2tra/OWXXzh8+HAaGBjQxcWFCxYs4O3btyvsIzU1lcOHD6eJiQk3btxY6v7NoEGDaGlpyYKCApqYmPD69ev/O/kBwqpdu3aNhoaGfP78eYlziYmJFIvF9PPzo7+/v/z73Lx5M42MjGhpaclz586VOwd37txhvXr1Kpyr0nj16hWTk5OZmJjImJgY7tmzh7/99hsXLlzI6dOnc+TIkfT395dH/TkgFLLwHedJJhBQ2qPHO43zNRKJhBEREXR3d5cL7rZt2zIyMrLCbYgePXrI1ZJAUWi/kydPFqktqxqJ5vXxD8h6/imhEHz/InJzc7lr1y76+PhQR0eHffv25e+///7Bc5CdPn2aRkZGlQqY+yE4ePAgmzRpwsLCQo4bN47Dhg0rUUcikbBdu3ZUVlbm6tWrKZFIeOTIEY4ePZrGxsZs1qwZ586dWyL0XGFhIX/++WcaGhpywoQJ5eY9q1OnDocMGUKyKJXQ119/XbxCNfIiSisRVs3Hx4eLFy8uUZ6VlUUbGxsGBATQwcFB/iLzww8/sE6dOrx+/TqnT59e4X7o2bNn2bx583Lr1BQFcXHvLCRyALZQUqKenh6trKzo4uLCzp07s2/fvhw7diy/++47Ll26lBs3buS+ffsYGxvL69ev8+nTp7xx4wYnT55MPT09amtrU09Pj9OnT690vjyJREI1NTWqqanRzMyMdnZ2bNy4Mbdv317jeTEVlI1ij+9fSlpaGnbu3ImQkBDcu3cPffv2RUBAAJydnWt+P7AU/vjjD3Tt2hXBwcEYOnToe++vLMgiH6kpU6bA3Nwc/v7+uHr1KvT19UutP2vWLMybNw99+/bFli1boKSkBKlUiri4OHl2eT09Pfj7+8PKygpLly6Fnp4eVqxYAXt7+zLHUVhYCDU1NZw6dQpt2rTB3bt30apVKyQlJf0vAkg1/ClfCQRY6e+P8Zs2lZrFPDY2FgMGDMDNmzeLRRwhic8//xy5ubk4f/48zpw5A0tLS0yaNAlHjhzBwYMHYW5ujvj4eAwePBg3btwocwz79+/HihUrygydVR1u3LiBuLg4HDt2DNHR0UhLS0N6cDD0g4OrNl+amsDixZCOHImsrKxK+V+mpaXhr7/+QmpqKgr/9rNUU1ODubk5LC0tYWBgUOl9zJSUFJiZmUFDQwNOTk747bffYGNj84+KoPSv4OPKXQUfgtu3b3P27Nm0srJio0aNOG/evGLJQ98XN2/eZJ06dfjjjz++977KIjIykvb29nz16hUbN27MnTt3VnhNdHQ01dXV2aBBg+KZ6lmkWo6MjGSTJk2orKxMU1NTzpgxgxcuXCg3Mv6uXbuooqJSrKxjx47ctm1b8YrvGHg5Z8kS9unTh3Z2drxy5UqxJmUyGV1dXUvNHfjTTz/R1taWxsbGPHbsGPPy8vj555/T3d292L1LpVKamZmVG2x906ZNHDhwYJnn35WUlBQqKSlRQ0NDrh60tbUtOlkD2RnK4vr16xw/fjy1tbWpq6tLPT09Tps2jVeuXOH9+/d54cIFRkdHc8eOHVy1ahWDg4M5adIkDh06lL6+vmzbtm2xfUwNDQ3q6+sXU3MqKSmxV69eHz111n8NheD7DyGTyRgXF8cxY8ZQLBbT3d2da9asKfFwr0kePnzIBg0acM6cOdVOz1JVZDIZHR0duWfPHgYFBdHHx6fSY3jy5Ik80/rp06dJFrkHLF26lGKxmFOnTmVWVhbj4+M5bdo01q9fn/Xq1eOUKVNKzevm6+vLRo0aFSvbsWMH27VrV7LzX35hnopKxdkk3nqYy2QybtiwgQYGBlyxYoV8DHv27KG9vX2JvaezZ8/SwMCADRs25E8//cSsrCx6enqyZ8+epeaUHDt2LOfPn1/mnC1dupQTJkyoeHLfgblz58p9RjU1NXno0KH/nayiC0555OTkcOPGjXRycqKWlhaFQiHbtm3LPXv2VHvL4HWOxddCTyAQsFatWpwyZcon76Lxb0Mh+P6j5OfnMzw8nD179qSOjg79/f25d+/eSiUtrSpPnz6lg4MDv/766w8q/MLDw+no6MirV6/SwMCgylavUqmU3t7eVFJS4qhRo2hra8tOnTqVuuqRyWS8dOkSv/vuOzZs2JAWFhacMGECY2NjKZVKaWRkVEIo5Ofn08jIiDdv3ixW/uDBA3rq6DCvW7d3epjfunWLLi4u7NatGx89esSGDRty//79xeqkpaXRwsKCrq6uHDZsGB89esRmzZpx7NixZRpnHD58mC1btixzvr755pti1qA1xYMHD9i0aVPWqVOHKioqtLKyKv13lJJStOIJCCjyZwwIKPpcCevNixcvcuTIkaxVqxb19fWpq6vLqVOnlpqFvrK8evWK9+/f55kzZxgeHs5Vq1bR29u72IoPAM3MzCh7D36cCspGIfgU8Pnz51y9ejXd3NxoYGDAsWPH8syZMzUqpJ4/f85WrVpx+PDh78/5/g2kUikdHBwYERHB1q1b85cqqLjeJCkpiU2bNiUAOjs7V2rsMpmMV69eZVBQEO3t7WliYkIA3LRpU4nrp0yZUvTG/wYjRoz4nyHJOz7M8/PzOX36dOrp6dHBwaHYdymVStm1a1e6ubmxVatWvHLlCuvVq8d58+aV+50XFBRQJBKVMNN/zciRI7lq1apyx1VVYmJiaGJiwqVLlzInJ4fOzs7lO35XgaysLK5atYq2trbU1tampqYm3dzcuGvXrjJfAAsLC/n06VNevnyZBw8e5MaNG7lgwQJOmDCBffv2pYeHBxs2bEhdXV2qqanRwsKCLVq0oI+PD0eOHMkJEyZQRUWFQFGQABsbG3p7e3Nndd0zFCu+KqEQfAqKce/ePc6dO5c2Nja0trZmUFAQ79y5UyNtv3z5kp6envz888/fy8ryTXbt2kUXFxeuXLmSbdq0qXLizby8PC5YsIBisZgzZ87ksWPHqKmpydq1a/PJkydVamv27NlUUVGho6MjjYyMOHLkSB4+fJgFBQW8efMmjYyM5PNx79496uvrMy0trUp9lEZ2djbFYjGNjIw4ceJE5uXlkSTnzZvHxo0bs3bt2oyKiqKJiQl/++23SrU5YMCAMl8ievXqVWOWvDKZjCtXrqSxsTGjo6NrpM3X7Z4+fZqDBw+mlpYWDQ0Nqaury/Hjx/Pw4cM8ceIEd+zYwR9//JHTp0/nkCFD2KVLFzZr1owmJiZUUVGhoaEh7e3t2alTJwYEBHDKlClcsmQJt27dyqNHj/LatWtMT08v9hKRnZ3No0ePMigoSK7mNDQ0ZOPGjSkSifi9nh4LVFQUe3wfCIXgU1AqMpmM586d4/jx42loaChfNaWnp1er3dzcXPr4+NDLy6tk2K5qkpGRIXffaNKkCTdt2kQDA4Pi/nKV4ODBg/I38TeFfkZGBhs0aEB1dXUePny40u21b9+ezs7OJMm7d+9y4cKFbNGiBcViMYcNG0Z7e3u5kUtgYCC//fbbKo23LObNm8fevXszLS2NPXr0YNOmTbl+/XqKxWKKxWIuW7aMhoaGjIyMrHSbu3fvZufOnUs95+HhwWPHjlV73Hl5eQwMDKSdnV21Xrry8/P58OFDnjt3jiEhIezduzfFYjHV1dWprKzMWrVq0cjIiEKhkLVq1aK1tTXd3Nzo7+/PcePGcd68efztt9/4+++/MyEhgY8ePar0Pt/jx4+5a9cuTpgwgS4uLtTU1GSLFi3o6+tLBwcH6unpsWXLlpw/f36R6vwD+HEq+B8KwaegQgoKChgZGck+ffpQR0eHfn5+DAsLk68g3qW9/v3708PDo0Yd7SMiIgiAysrKNDQ0pJeXF+fMmVPp6+/fv08/Pz/Wr1+/TGEglUo5YMAACgQCfvfdd5VqV1dXt9RxPHz4kMuWLaONjQ1VVFTo5+dHbW1tPnr0qNJjLovU1FSKxWLeunWLZNGLzMKFCykQCKinp8fhw4fT2NhYbrhTWV6+fEltbe1SDaKqG6CaLBIYrq6u7NmzZ6lBlqVSKVNSUpiYmMjDhw9z8+bNXLhwIb/++mv279+fnp6ebNKkCfX19amiokIDAwOKRCIqKytTKBRSTU2N7du3508//cTY2FjeuXOn2sGcpVIpr1+/zjVr1nDQoEGsX78+RSIRu3Xrxu+++45Tp05l165dqa2tzc6dO/OXX34pXV2s8OP7YCj8+BRUiaysLISFhSEkJASJiYnw9/dHQEAA2rRpUyX/QJlMhi+++AIJCQk4ePBgjaQzCg8Px6BBg5CdnQ0AEAgEOHHiBNq2bVvudbm5uVi0aBGWL1+OiRMnYvLkyRVm1/7tt98wevRotGnTBkePHoWKikqp9VJSUmBsbIwnT56UmQg0Ly8PZmZmsLS0REZGBjIzM9G1a1f4+/ujS5cu0NLSqsTdF2fixIkoKCjAzz//DKDIj7B9+/Z4+PAhnj9/DplMhqNHj8LV1bXKbfv4+KBv377o379/sXJTU1NcvHjxndJoZWdn49ChQxg7dizat2+P1q1bIyUlBU+fPpUfT548QUpKCnR0dGBiYgJTU1OYmJiUOFRUVHD06FFs3rwZubm5yMvLg52dHcaNG4eePXtWO3N6fn4+EhISEBsbi7i4OMTFxUFXVxdubm5o06YNLC0tcfXqVezbtw+JiYno3Lkz/Pz84OXlVX6+vmr4cUJTE/jIeTH/SSgEn4J35q+//sK2bdsQEhKCV69eYeDAgQgICChyyK0EJDF9+nRERUUhOjq62nkHw8LC0L9/fxQUFMjLVFVVkZCQAAcHh1L7j4yMxIQJE+Dk5IQlS5bA0tKy0v1duXIFbm5uUFdXx7lz51CvXr0SdYKDg7Fw4UJkZWWV29awYcMQGhqKR48eoaCgABEREdi9ezfi4+PRqVMn+Pv7o1u3btDW1q5wXPfv34eLiwuuX78uz/M2bdo07NixAzKZDNra2mjbti2ioqKwadMmeHp6VvqeAeD777/Htm3bIJPJ4ODggNDQUJCEuro6srOzoaamBgCQSCQlhNdrAfZ2WUFBAaRSKWxsbNCkSZNSBZqJiQmMjIygrq5eYkxSqRSHDx/GmjVrEB0dDZFIhBcvXmDo0KEYNWoUGjduXKV7fJP09HScPn0acXFxiI2NxaVLl9C4cWO5oHstpCMiIhAeHo5nz57B19cXfn5+8PT0rJqgfYe8mK+d8jFmTNVv7r/KR1xtKviXIJPJeOHCBU6YMIHGxsZs0aIFf/rpJ6ZUcr/h+++/Z/369atlOk4WpXrBG2biQqGQU6dOLVUle+vWLXp5ebFhw4ZV2q97m5ycHDZr1owqKircvXt3ifPNmzcv3VfvLfz8/KilpVViDyktLY3r1q2Tq8p8fHy4efPmcn0vBwwYwNmzZ8s/7927l/r6+tTS0mLr1q3l1x46dIhmZmacNm1apYyNpFIpGzVqRHV1dfkcu7m5cfHixRw/fjxVVVXZsWNH2tnZ0cDAgCoqKjQ1NaWjoyO7du3KoUOHcsaMGVy+fDl37NjBEydO8Nq1axwzZgytra157dq1CsfwNg8fPuTs2bNpZmZGMzMz6urqsmXLlty8efM77SHLZDLeuXOHmzZt4ogRI9i4cWNqa2uzU6dODAoK4pEjR/jy5UtKJBIeO3aMX375JevUqcP69etz8uTJjI2Nrb7V8nt0yldQhELwKahRJBIJDxw4wP79+1NXV5fe3t7csWNHhQ+hlStXsnbt2pUzRHn2rCjSxYABxZJzrv3+e7mTc5s2bUoNLp2dnc1vvvmGYrGYCxcurDHr0tGjR1MgEHD8+PHFyoVCIX/++edyr7116xbFYjFdXV0ZFhZWZr2MjAxu3ryZPj4+1NbWppeXF9etW1fMAvTixYs0MTHhixcvSBZZierq6lJFRYWdOnUq4ZiekpJCb29vOjo68siRI4yLi2NYWBh//vlnzpw5kyNGjGD37t3ZvHlzWlhYyLMK4G/LREdHR06YMIFTpkyhgYEBDx06xD/++IPPnj2rUACkpaXR09OTn332WamBs8uioKCAYWFh7NKlC7W1tWlpaUkdHR2OHz++RNSayrR1/vx5Llu2jP7+/jQxMaGZmRn79OnDn376iRcuXJAnKs7JyWF4eDgHDx5MsVhMZ2dnzp07l1evXq15/9QadMpXUBKF4FPw3njx4gU3bdrEjh07UiQScdiwYTx+/HiZrgWbN2+miYlJiXQ+ct5IzlnCAu7vh8GjVq24vRRHeZlMxl27drFOnTrs379/mb5o1SE0NJQqKip0dnZmbm4ub926RQDMzs4u97qAgADOmTOHmzdvZpcuXSrVV1ZWFrdt28ZevXpRR0eHnTp14q+//koPDw+uXLmSZJEhirW1NZWUlOji4sLffvuN33//Pb/88kv26dOH7u7utLGxoba2NlVUVKikpMR69erRx8eHo0aNYlBQEFetWsWIiAiePXuWDx484KtXr+SrOxUVFXkElXPnztHFxaXSc/XHH3/II91UdoV0+/ZtTps2jUZGRqxTpw5FIhGbN2/ODRs2MCcnp9LzdujQIc6cOZOenp6sVasW7ezsOHr0aIaEhPD+/fvFfjtpaWncuHEjfX19qa2tTU9PT65YsYIPHz6s9L1Wi2o45SsoG4XgU/BBSE5O5qJFi+jg4EALCwtOnz69VNXWnj17aGhoyFOnThU/UQ31z/Xr19mhQwfa2dkxJibmvd7nnTt3KBaLqaenx8GDB9PQ0LDc+n/++ScNDAyYmZnJV69eUSwWlxtHVSaTMSMjgzdu3ODx48e5fft2LliwgL6+vjQ2NiYAamlpyTPMA2CtWrX42WefcfDgwZw2bRqXLVvG7du38/jx47xx4wYzMjIok8l45coV2tnZsXfv3nz+/Dn//PNPurq6lrB6lMlk/PzzzwlALgCioqIqLbR37dpFAwMDbt26tcK6ubm53Lp1K9u1a0ddXV1aWVlRR0eHY8eO5R9//FHh9UlJSdy+fTvHjRvHZs2aUUtLi+7u7vzmm28YFRVV6krz/v37/PHHH9muXTvq6OiwZ8+e3Lx5c7VdeRR8OiiMWxR8cBITExESEoJt27bBxMQEAwcORL9+/eRWj9HR0RgwYABCQkLw2WefvfOGf968eZj5+DE2btyImTNnYuzYsWVaX9YkBQUF8PT0RFxcHJo1a4ZLly6VWXfgwIFo1KgRJk+ejGfPnmHq1KkgiQ4dOpRpDKKurl6q0cfatWvh7+8Pc3NzrF27Fjdu3ICmpibmzZuHXr16oU6dOhWOPTc3F9OmTUNERAQA4MmTJ5g5cyZmzZpVrJ5MJsOKmTPxpa4uBImJSLp2DQ8zM+E2ZgwwdGipGQJkMhlmzZqFkJAQhIeHw8nJqcxxXLt2DWvXrkVISAhEIhGysrJgaWmJMWPGoG/fvqVaukqlUly7dk1uhBIbG4tXr17JjVDc3Nzg5OQkN755DUlcuXIFERERiIiIQFJSErp37w4/Pz906tSp1GwXCv7hfFy5q+C/TGFhIaOjozlo0CDq6uqyS5cu3Lp1K7OzsxkXF0dDQ0MeXbCgWnnXgry9+fTp049yf0pKShQIBOzevTsPHTrETZs2FQtv1bx5cyorKxcLb2Vra0sNDQ0GBgZy5syZ/PnnnxkWFsa4uDjevXu3TLXptm3b6OLiQqlUyl9++YUAaGJiwl27dnHo0KHU19dnixYtuHDhQt69e7fCsXfv3l2+YtTS0iq+2qmEypk9ehTV+5vMzEx6e3uzbdu2fPbsWal9Zmdnc926dWzVqhXFYjFtbGyoo6PDUaNG8eLFiyXq5+Tk8Pjx45w3bx67dOlCXV1d2tjYcOjQoVy3bh1v3rxZ5t5bYWEhT548yYkTJ7JevXqsW7cuJ06cyBMnTsj39BT8e1Gs+BR8EuTk5GDv3r0ICQnB2bNn4ePjA1dXV9SZMAFdCgqg9A4/UwoEEPToAYSF1dg4SSI7O7tc0/ynT5/ir7/+Qnp6OrS1tZGdnQ2hUAhvb2/UqVNHvkpbt24d7O3tMXv2bIhEIrkfpKurK3r16oXExET06tULvr6+5Y6poKAAjRo1wrp16/Dnn39i3LhxEAqFSExMhJWVFYAi14KYmBjs3r0b4eHhqF27Nvz9/eHv71/C/SQ+Ph4tW7aUfxYIBBgyZAjWr1//v9V3bm6RqCsLgQAQCoHFi3GrQwf4+vqiffv2+PHHH0usuC5cuIC1a9dix44dMDExwfPnz2Fubo7Ro0ejX79+cheOlJQU+WouLi4OV65cgYODg3w117p1axgZGZU5pNzcXBw5cgQRERGIjIyEubk5/Pz84OfnBwcHhw+Sp1LBp4FC8Cn45Hj69ClCQ0Px+/r1+P3KFVTL3biSyTkLCgrw7NmzUoXY2weAMp2nX5cvWrQIcXFxSEpKwuPHj9G8eXNkZWXh+PHjaN68Oa5fv4527drh7t278ge7TCbDqlWrMGfOHDx//hwA8MMPP2DSpEnljn3OnDk4cuQIunTpguDgYMhkMkRFRaFDhw6l1i8sLMSpU6cQFhaGsLAwGBoaolevXvD390eTJk2QmZmJbdu24dKlS7h06RKuX78OiUQCyYoVEFRR5Vyoro4ZqqqwWboUI0aMkJdnZGRg8eLFOHDgAB4/fgyxWIzk5GT06dMHo0aNgrOzM27duiUXcrGxsUhNTYWrq6tcddm8eXNoamqW239GRgaioqIQERGB6OhoODo6ws/PD76+vqX6XSr4b6AQfAo+XRYuhGzWLCjl579zE9TQwNOxY3Gta9dyhVlWVhaMjIxKFWJvH7Vq1aqw33r16qFt27bYvHkzgCKh5uXlhejoaCxduhRnzpxBs2bNMH36dPk16enpsLKywosXLwAAmpqa+PXXXxEQEFBmPy9evICxsTHy8vKgq6uLvLw8zJ07F1OmTKnU/MhkMpw+fRq7d+9GWFgYatWqBX9/f/Tq1QtNmzaVr4IKz5yBSseO7xRVRKquDuXYWNDZGXFxcVi1ahV27NgBqVQKY2NjGBsbY/jw4WjcuDEuX74sF3ZaWlpwc3OTCzpbW1soKSlV2F9SUhL27t2LiIgIxMfHo3379ujRowe8vb1hYGBQ5fEr+PehEHwKPl0GDgS2bq12M3t1dLDc2blMQWZiYgKxWFyph2plkMlkUFVVxdGjR9GuXbti5+bPelniEAAAEWdJREFUn49vv/0Wampq8vBbly5dgr29PVRUVHDr1i14eHggJSUFqqqq2Lt3b5GBTxnMmDEDS5YsgUQiAQCYm5vj5s2b7xTmTCaT4fz589i9ezd2794NZWVluRB0+f57CPbuLV+9WQYUCHDHzg6+hYXIzMxEeno6CgoKoKysjA4dOiA3NxcXL16EjY2NXMi1adMGtWvXrlz7JK5fvy43Trl37x68vb3h5+eHzp07v9NcKPh3oxB8Cj5duncHfv+92s3sV1bGID09aGhoQF1dHRoaGsWOt8uqWycmJgYjR45EVlYWNDQ0oKysXGw8np6eOHXqFMzNzbF48WL06dMHa9euRWBgIADg2bNnaNWqFR48eICEhAQ4OzuXel83b96EnZ0dpFIpXv+NBQIBvvrqKyxbtuyd5uqXX36Rqz4vX76M3bt341hoKGLu36+WyjlfIIC9ri5uZ2bKywQCAdzd3fHtt9+iVatWlQrH9hqZTIazZ8/Kw4Tl5+fL9+vatm0LVVXVaoxWwb8dheBT8OlSQys+Sd++yFqxAnl5ecWO/Pz8Kn2ubJ0nT55AIpFAXV0deXl5UFZWlgtHJSUluUrzwYMH8pWauro6vLy8IBQKoaGhAYFAgKioKAR27w6PBw9glpYGYUEBCrW08KJuXVxxdsaXc+dCJBIhKSkJAFCrVi2MGzcOgwYNgt7fgv61QK7satbOzg63b9+GtbU1Vq5cifbt24MLF4LVVDnnKyvjhKcnxj98iOTkZAgEAhQUFMDZ2RlnzpypXBv5+Th69CgiIiKwb98+GBoaws/PDz169ICjo6PCOEVBpXn/Tk0KFLwrDg5FFpl5ee/ehlAIVSenD7q3Y2pqit69e+Onn34CSRQWFsqF4pAhQ2BnZ4c+ffqgZ8+e+OuvvwAU+aA1aNAADg4OyMvLg87Nm5hmYIB6GzZABkCtsFDefn5CAmx37oQegI3a2kgC5L584eHh2L59ezHBnJ+fD1VV1UqtZB88eICCggJcv34dnTt3hqmpKW61aAGNagg9AFCXStHZxAQ3Dx8GSdy8eROnTp1CRe/dWVlZ2L9/PyIiInDo0CHY29vDz88PsbGxsLa2rtaYFPx3Uaz4FHy6pKQAlpbVE3yVtOqsKfLy8iAUCnH16lXY2toWO/c6Rc3du3eRnJyMdu3a4fnz51BSUkJeXh40NTXx4sULKK9ZUymXARmKVIiXBg5E67+NaEqDJAoKCiq1kh06dCjS09Pljv6Ojo6IE4uhevBg9SfH2xuIjKyw2uPHj7Fv3z6Eh4fjzJkzcHd3h5+fH7p37y7PNqFAQXVQrPgUfLoYGQFduwIREe9kVAGBAPDy+mBCDwC2bt0KDQ2NEkIPKHI7mDJlCrS0tNCwYUM8efIEqampSEhIQHh4OEJCQrDa0RFj7tyBIDe3wr6UAAhJtA4LA1xdy0xLIxAIoK6uDnV1dejq6pbbplAohLq6OgYNGgR3d3ckJSXh7OrVKD+jYSURico89eeff8qNU27evAkvLy8MHz4cu3fvrtLenwIFlUGx4lPwafMPS87ZqVMnpKen4+LFi8XKL1++jK5du+Lu3btl+p5JTp+GzMMD6m+oNStNKfealJSEkJAQfPPNN2Velp2djatXryIxMRGJiYk4c+YM7t69C6FQCHt7ezg4OKBfUhIc9+6t1h4fhEJgzhzgbzeL1xakr41TXr58KTdO8fDwKOHkrkBBTaIQfAo+fd4hVqdEVRWqy5d/8OScIpEIX375JebMmVOsvEePHnB3d8fEiRPLvrhnz+qtbt+IUhMZGYkBAwYgJycHKSkp0NPTw7179+QCLjExEVeuXMHjx4/RpEkTODg4yAWdvb198QgoKSlgnToQVEfwaWig4M4dxFy7hvDwcOzduxd6enpyZ/LmzZvXmDuJAgUVoRB8Cv4ZVDJUlhQA1NUxu1YtmP3f/2Hs2LEfbIjp6ekwMDDAo0ePYGZmJi+/dOkSunXrJl9JlUoN7WcW3LmDsbNnY8uWLXKjFisrKyQnJ8PQ0BAODg7FhJy1tXWZgbtJIj4+HqtXr0bPLVvgJZHgXUSTTCBAgrk5PsvORqNGjeQru4YNG777vSpQUB0+TEhQBQpqgEok53zg7MzPxGLu27ePFhYWXLdu3Qcb3oIFC6itrV2i3MfHhz/++GP5F//wQ8mAz1U9hEKusbEploVeRUWFX331FbOysip9H1lZWfzll1/YtGlTWllZccGCBUw7cOCdg4XnKilx94wZfPz4cVWnVIGC94JC8Cn451FBcs6wsDAaGhpy27ZtNDMzq1Tet5qgZcuWbNu2bbGyhIQEmpmZVZiBngMGVE/o/X0U9u/Po0ePcty4cTQzM6NAIODQoUMrNf7z589z+PDh1NPTY69evXj48OHiSYNf50SswnhkQmGx3IgKFHwKKASfgn8lhw4doqGhIVevXk1jY2OGhYW99z41NTW5fPnyYmXe3t786aefKr7Y27tGBB+9vYs1e/v27XIT27548YKrV6+mk5MT69aty+Dg4PJXZn8LP9k7JARWoOBTQSH4FPxriY2NpZGRERctWkQjIyNGRUW9t77u3btHAHzx4oW8LD4+nubm5szNza24gRpa8TEgoFLjvXjxIkeNGkWRSEQ/Pz8eOHCg+OquFAoKCnjkyBH+0Ls3ozQ0mCsQMF9FpVSVM3v2LFJNK1DwCaLw41Pwr6VNmzY4ePAgvLy8MHLkSAwePBihoaFlpuupDr/++ivEYnExn7OgoCDMmDEDGhoVR7l8oKsLYwDVyvUtFAL29mWezsnJQWhoKFavXo2nT59ixIgRuHLlCszNzcu95tChQwgPD0dUVBSsra3h5+eHukFBUDcwgGDTJuDKFSAjo8hPz94eGDLkg/pOKlBQZT625FWg4H1z48YNWlhY8KuvvqKBgQFPnjxZ433Y2dnRy8tL/vns2bOsXbs28/LyKrx23759bKSvz0JV1eqt9jQ05Pucb/LHH39w7NixFIlE7N69O3///XcWFhaWOZ6UlBSuW7eO3bt3p7a2Njt27MiVK1fyr7/+erfJUaDgE0Mh+BT8J7h//z7r16/PIUOG0NDQkOfOnavR9tXU1IoZ0XTp0oW/VGJ/a+3atTQxMSkaT48eRXtj7yL0BIIi9eLf5OTkcMOGDWzVqhXNzc05e/bscgXXvXv3uHTpUrq7u1NHR4e9evXili1b+Pz58+pNjAIFnyAKwafgP8Pjx49pa2vLHj160MjIiJcuXaqRds+fP0+BQECJREKSPH36NOvUqVPuak8mk3Hu3Lm0srLirVu3igrj49/ZZYCamuT587x69SrHjx9PfX19enl5ce/evfJxvd3/pUuXOHv2bDo4ONDQ0JCBgYGMjIys2AJVgYJ/OAoHdgX/KdLT09G1a1fo6enhypUrOHLkSKlxNavCyJEjsX//fiQnJwMAPvvsM/Ts2ROjRo0qtb5UKsW4ceNw9uxZHDhwACYmJv87+Q5RaqipiXO9e2PynTu4d+8eAgMDMXz4cFhaWharV1hYiNjYWHlMTCUlJfTo0QN+fn5o3bp1ibyBChT8W1EYtyj4TyEWi3H06FF0794ddevWRefOnRETE4MGDRpUua2wsDCQxOHDh+Hu7g4AOH36NG7evImhQ4eWek1eXh769++PFy9e4MSJE9DR0Sle4XWItUpEqaFAAImyMr4BcPXpU0yaNAne3t7FkrC+evUK0dHRiIiIQGRkJOrUqQM/Pz9ERkbCzs5OkcNOwX8SxYpPwX+S3Nxc9O7dG0lJScjIyMDJkydRt27dKrXRtm1bxMfHo6CgAKqqqmjRogVUVFQwYMAAjBgxokT9jIwM+Pr6onbt2ti4cWP5gZgTEoD584H9+4vicL6RraFQTQ1SiQTRamp42K8fvGbNQr169eTn09PTERUVhfDwcBw9ehQuLi7ymJhvrwIVKPgvohB8Cv6zSCQSDBo0CBcuXIBEIkFsbGy5pv1vM2vWLAQHB0MmkwGAfPUUFBSESZMmQUtLS143OTkZXbp0QadOnbBkyZLKB2ROTQU2bkRWbCySr17FtUePkGlhAZPp09ElIEAuPP/66y+5CjMhIQEdOnSAn58fvL29IRaLK31PChT8J/iI+4sKFHx0CgsLOWLECFpYWNDa2poPHz5k165d+e2331Z4bVRUFFVUVAig2CEQCDh//nx5vWvXrrFOnTpctGgRZTJZpceWl5fH7du3s127djQyMuLUqVN5+/ZtkkXGKYmJify///s/Ojk5USwWc/DgwQwPD2dOTk7VJ0KBgv8QihWfgv88JDF16lRs2rQJ2dnZKCwslGdZKG8PLDU1FUZGRlBTU0NhYSFkMhmEQiEmT56M2bNnQ1lZGXFxcejVqxcWL16MgQMHVmo8d+7cwZo1a7Bp0ybY2tpi1KhR8PPzg4qKCs6cOSNf2UkkErlxipubW5lZFhQoUPAWH1nwKlDwSfDy5Uuam5vLV21CoZDXr18v95rCwkIKBAKGhoZSIBBQU1OTMTEx8vMRERE0NDTkwYMHK+w/Pz+fO3fuZIcOHWhgYMBJkybx5s2bzM3N5e+//87AwEAaGRnRwcGBs2bN4sWLF6u0elSgQMH/ULwiKlCAolXWixcvoK6ujvz8fOTl5WHbtm2YO3fu/yqlpAAbNwKJiUBWFjIKC7HQ0BCfe3oivE8fLFmyRL5HuHbtWsyePRv79++HSzkZ4O/du4e1a9diw4YNaNiwIUaNGgVPT08c/f/27h8kyjCA4/jvLYt7D7kwSKcI/2xSStrgctwmKeJjQ5vQ0GBEQlCDHkHgKk1BuEg6tHYgXniYEOdgmAgdiuLRkJuhIeGpOdjw1pXHWXr3mtbz/SzCee/r6y1f39fnz+vXikajSiQSqqurkzFGvb29qqqqOuJPAvj/8agT+G5nZ0fj4+OKRqOanZ1VKBTS+vq6ND3tjbB89cp74y+bxX49fVpnz5yRrl+Xenq029iovr4+DQ0NaWxsTDU1NUomk5qbm1NXV1f254yMjGhgYEAzMzPq7OxUe3u75ufnFYvFNDU1pUgkkh2csmc3dABFI3xAHsPDw+ru7tbM7duqfvbsj3Pq5DjadV29uHpVTzIZxeNxVVRUKJVKqampSVtbW5qYmFAikdDg4KAqKyvV1tam7e1tjY6OKp1Oq7W1VcYYNTc3q7S09O/9soBlCB+wj7l791T59KmChzhm69Qpqb9fgfv3tby8rPr6eq2trUmSSkpKZIxRKBTS5OSkNjY2ZIxRR0eHwuHwnonnAI4O4QPymZ6WIpFDLR2WFQxq7eVLVd286T0q/UVtba2MMTLGqKGhgZVTgGNA+IB8btyQYrHfP97cj+NoNRxWeTKZndz+QzqdVnV1tU8XCaAQjOoEcq2seANZCv2bcHdX59++1eO7d/XhyxctLCxoaWlJq6urWlxcJHzAMSN8QK7nz4s+heM4enTxovTwYfa1TCYj1y1qj3UAPiB8QK737/dMWSjI5qaUSu15KRg8zDAZAEflgCvlAhbJGZBSsM+f/TkPAF8RPiDXuXP+nKeszJ/zAPAV4QNyXbkiBQLFncN1pcuX/bkeAL5iOgOQa2VFunSpuP/zBQLSx4/ShQv+XRcAX3DHB+QqL/fW3ix0crnjSC0tRA84objjA/IpcuUWvXkj/WZXBgDHhzs+IJ9r16T+fi9ihxEMescRPeDEYh4fsJ87d7yvDx4caHcGua4XvR/HATiReNQJ/Mm7d95+fPG4F7jNzZ/fc10viC0tUk8Pd3rAP4DwAQf16ZO3nFkq5U1OLyvzpizcusVAFuAfQvgAAFZhcAsAwCqEDwBgFcIHALAK4QMAWIXwAQCsQvgAAFYhfAAAqxA+AIBVCB8AwCqEDwBgFcIHALAK4QMAWIXwAQCsQvgAAFYhfAAAqxA+AIBVCB8AwCqEDwBgFcIHALAK4QMAWIXwAQCs8g1dnSQvYilsPwAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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" ] @@ -681,7 +729,7 @@ " 'conviction': 0,\n", " 'status': 'candidate',\n", " 'age': 0,\n", - " 'funds_requested': 1635.5704024958463,\n", + " 'funds_requested': 1969.0532112636276,\n", " 'trigger': inf}" ] }, @@ -736,7 +784,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] @@ -900,13 +948,13 @@ "\n", "Execution Mode: local_proc\n", "Configuration Count: 2\n", - "Dimensions of the first simulation: (Timesteps, Params, Runs, Vars) = (100, 11, 1, 5)\n", + "Dimensions of the first simulation: (Timesteps, Params, Runs, Vars) = (100, 11, 1, 9)\n", "Execution Method: local_simulations\n", "SimIDs : [0, 1]\n", "SubsetIDs: [0, 0]\n", "Ns : [0, 0]\n", "ExpIDs : [0, 0]\n", - "Total execution time: 324.40s\n" + "Total execution time: 340.00s\n" ] } ], @@ -968,236 +1016,229 @@ " sentiment\n", " effective_supply\n", " total_supply\n", + " fractionOfSupplyForVoting\n", + " fractionOfSupplyInPool\n", + " fractionOfProposalStages\n", + " fractionOfFundStages\n", " simulation\n", - " subset\n", - " run\n", - " substep\n", - " timestep\n", " ...\n", - " funds_requested\n", - " share_of_funds_requested\n", - " share_of_funds_requested_all\n", - " triggers\n", - " conviction_share_of_trigger\n", - " age\n", " age_all\n", " conviction_all\n", " triggers_all\n", " conviction_share_of_trigger_all\n", + " percentageOfActiveProposals\n", + " percentageOfCompletedProposals\n", + " percentageOfKilledProposals\n", + " percentageOfActiveFundsRequested\n", + " percentageOfCompletedFundsRequested\n", + " percentageOfKilledFundsRequested\n", " \n", " \n", " \n", " \n", - " 5\n", + " 6\n", " (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...\n", " 4889.60\n", " 0.60\n", " 14020.01\n", " 22414.61\n", + " 0.63\n", + " 4.58\n", + " {'percentageOfActive': 0.0, 'percentageOfCompl...\n", + " {'percentageOfActiveFundsRequested': 0.0, 'per...\n", " 0\n", - " 0\n", - " 1\n", - " 5\n", - " 1\n", " ...\n", - " [1635.5704024958463, 2177.89207462645, 375.000...\n", - " [0.33449968502669863, 0.4454129347614804, 0.07...\n", - " [0.33449968502669863, 0.4454129347614804, 0.07...\n", - " [inf, inf, 11238.455532714786, 633287.50254494...\n", - " [0.0, 0.0, 0.003740978192469739, 0.00047483075...\n", - " [1, 1, 1, 1, 1, 1]\n", " [1, 1, 1, 1, 1, 1, 1]\n", - " [266.503232036339, 52.749078945560456, 42.0428...\n", - " [inf, inf, 11238.455532714786, 633287.50254494...\n", - " [0.0, 0.0, 0.003740978192469739, 0.00047483075...\n", + " [14.476783902282108, 0.0, 0.0, 0.0, 1283.56379...\n", + " [inf, inf, 5989.62490258281, inf, 113833.38387...\n", + " [0.0, 0.0, 0.0, 0.0, 0.011275811677558407, 0.0...\n", + " 0.00\n", + " 0.00\n", + " 0.57\n", + " 0.00\n", + " 0.00\n", + " 0.65\n", " \n", " \n", - " 10\n", + " 12\n", " (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...\n", " 4912.02\n", " 0.60\n", " 14020.01\n", " 22437.03\n", + " 0.62\n", + " 4.57\n", + " {'percentageOfActive': 0.0, 'percentageOfCompl...\n", + " {'percentageOfActiveFundsRequested': 0.0, 'per...\n", " 0\n", - " 0\n", - " 1\n", - " 5\n", - " 2\n", " ...\n", - " [1635.5704024958463, 2177.89207462645, 375.000...\n", - " [0.3329732894576922, 0.44338041766077285, 0.07...\n", - " [0.3329732894576922, 0.44338041766077285, 0.07...\n", - " [inf, inf, 11174.230590474432, 572947.78483859...\n", - " [0.0, 0.0, 0.015214500767545958, 0.00094140099...\n", - " [2, 2, 2, 2, 2, 2, 1, 1]\n", - " [2, 2, 2, 2, 2, 2, 2, 1, 1]\n", - " [541.366516506568, 94.6160506498286, 170.01033...\n", - " [inf, inf, 11174.230590474432, 572947.78483859...\n", - " [0.0, 0.0, 0.015214500767545958, 0.00094140099...\n", + " [2, 2, 2, 2, 2, 2, 2, 1]\n", + " [1542.5742485142007, 0.0, 0.0, 0.0, 2525.57381...\n", + " [inf, nan, nan, nan, 109600.33324294, 543311.7...\n", + " [0.0, nan, nan, nan, 0.02304348663209985, 0.00...\n", + " 0.00\n", + " 0.00\n", + " 0.50\n", + " 0.00\n", + " 0.00\n", + " 0.63\n", " \n", " \n", - " 15\n", + " 18\n", " (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...\n", " 4934.45\n", " 0.60\n", " 14020.01\n", " 22459.46\n", + " 0.62\n", + " 4.55\n", + " {'percentageOfActive': 0.0, 'percentageOfCompl...\n", + " {'percentageOfActiveFundsRequested': 0.0, 'per...\n", " 0\n", - " 0\n", - " 1\n", - " 5\n", - " 3\n", " ...\n", - " [1635.5704024958463, 2177.89207462645, 375.000...\n", - " [0.3314592555152592, 0.44136436104901916, 0.07...\n", - " [0.3314592555152592, 0.44136436104901916, 0.07...\n", - " [inf, inf, 11111.070175797702, 521232.83488613...\n", - " [0.0, 0.0, 0.02444213075591761, 0.001102536686...\n", - " [3, 3, 3, 3, 3, 3, 2, 2]\n", - " [3, 3, 3, 3, 3, 3, 3, 2, 2]\n", - " [622.9283976334391, 127.84588811286764, 271.57...\n", - " [inf, inf, 11111.070175797702, 521232.83488613...\n", - " [0.0, 0.0, 0.02444213075591761, 0.001102536686...\n", + " [3, 3, 3, 3, 3, 3, 3, 2, 1]\n", + " [2755.4260099316493, 0.0, 0.0, 0.0, 3511.35781...\n", + " [inf, nan, nan, nan, 105630.7288039029, 495583...\n", + " [0.0, nan, nan, nan, 0.033241821349506026, 0.0...\n", + " 0.00\n", + " 0.00\n", + " 0.44\n", + " 0.00\n", + " 0.00\n", + " 0.63\n", " \n", " \n", - " 20\n", + " 24\n", " (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...\n", " 4956.91\n", " 0.60\n", - " 14069.75\n", + " 14020.01\n", " 22481.92\n", + " 0.62\n", + " 4.54\n", + " {'percentageOfActive': 0.0, 'percentageOfCompl...\n", + " {'percentageOfActiveFundsRequested': 0.0, 'per...\n", " 0\n", - " 0\n", - " 1\n", - " 5\n", - " 4\n", " ...\n", - " [1635.5704024958463, 2177.89207462645, 375.000...\n", - " [0.3299574343848422, 0.43936456676780056, 0.07...\n", - " [0.3299574343848422, 0.43936456676780056, 0.07...\n", - " [inf, inf, 11048.948812591681, 476557.06400915...\n", - " [0.0, 0.0, 0.03187567649261185, 0.001264695738...\n", - " [4, 4, 4, 4, 4, 4, 3, 3, 1]\n", - " [4, 4, 4, 4, 4, 4, 4, 3, 3, 1, 1]\n", - " [687.6641055840894, 154.22042758564788, 352.19...\n", - " [inf, inf, 11048.948812591681, 476557.06400915...\n", - " [0.0, 0.0, 0.03187567649261185, 0.001264695738...\n", + " [4, 4, 4, 4, 4, 4, 4, 3, 2, 1]\n", + " [4006.660283246712, 0.0, 0.0, 0.0, 4408.618808...\n", + " [inf, nan, nan, nan, 101902.5671305297, 454195...\n", + " [0.0, nan, nan, nan, 0.043263078965321534, 0.0...\n", + " 0.00\n", + " 0.00\n", + " 0.50\n", + " 0.00\n", + " 0.00\n", + " 0.64\n", " \n", " \n", - " 25\n", + " 30\n", " (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...\n", " 4979.40\n", " 0.60\n", - " 14069.75\n", + " 14020.01\n", " 22504.41\n", + " 0.62\n", + " 4.52\n", + " {'percentageOfActive': 0.0, 'percentageOfCompl...\n", + " {'percentageOfActiveFundsRequested': 0.0, 'per...\n", " 0\n", - " 0\n", - " 1\n", - " 5\n", - " 5\n", " ...\n", - " [1635.5704024958463, 2177.89207462645, 375.000...\n", - " [0.3284676796309342, 0.4373808398265926, 0.075...\n", - " [0.3284676796309342, 0.4373808398265926, 0.075...\n", - " [inf, inf, 11026.824827540717, 439237.51613763...\n", - " [0.0, 0.0, 0.036126338828180254, 0.00142278434...\n", - " [5, 5, 5, 5, 5, 5, 4, 4, 2, 1, 1]\n", - " [5, 5, 5, 5, 5, 5, 5, 4, 4, 2, 2, 1, 1]\n", - " [739.0448710344735, 152.79894968865366, 398.35...\n", - " [inf, inf, 11026.824827540717, 439237.51613763...\n", - " [0.0, 0.0, 0.036126338828180254, 0.00142278434...\n", + " [5, 5, 5, 5, 5, 5, 5, 4, 3, 2, 1]\n", + " [4999.66008365604, 0.0, 0.0, 0.0, 6796.5002140...\n", + " [inf, nan, nan, nan, 98396.120535618, 418060.1...\n", + " [0.0, nan, nan, nan, 0.06907284735510053, 0.02...\n", + " 0.00\n", + " 0.00\n", + " 0.45\n", + " 0.00\n", + " 0.00\n", + " 0.62\n", " \n", " \n", "\n", - "

5 rows × 33 columns

\n", + "

5 rows × 43 columns

\n", "" ], "text/plain": [ " network funds sentiment \\\n", - "5 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4889.60 0.60 \n", - "10 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4912.02 0.60 \n", - "15 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4934.45 0.60 \n", - "20 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4956.91 0.60 \n", - "25 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4979.40 0.60 \n", + "6 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4889.60 0.60 \n", + "12 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4912.02 0.60 \n", + "18 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4934.45 0.60 \n", + "24 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4956.91 0.60 \n", + "30 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4979.40 0.60 \n", "\n", - " effective_supply total_supply simulation subset run substep \\\n", - "5 14020.01 22414.61 0 0 1 5 \n", - "10 14020.01 22437.03 0 0 1 5 \n", - "15 14020.01 22459.46 0 0 1 5 \n", - "20 14069.75 22481.92 0 0 1 5 \n", - "25 14069.75 22504.41 0 0 1 5 \n", + " effective_supply total_supply fractionOfSupplyForVoting \\\n", + "6 14020.01 22414.61 0.63 \n", + "12 14020.01 22437.03 0.62 \n", + "18 14020.01 22459.46 0.62 \n", + "24 14020.01 22481.92 0.62 \n", + "30 14020.01 22504.41 0.62 \n", "\n", - " timestep ... funds_requested \\\n", - "5 1 ... [1635.5704024958463, 2177.89207462645, 375.000... \n", - "10 2 ... [1635.5704024958463, 2177.89207462645, 375.000... \n", - "15 3 ... [1635.5704024958463, 2177.89207462645, 375.000... \n", - "20 4 ... [1635.5704024958463, 2177.89207462645, 375.000... \n", - "25 5 ... [1635.5704024958463, 2177.89207462645, 375.000... \n", + " fractionOfSupplyInPool fractionOfProposalStages \\\n", + "6 4.58 {'percentageOfActive': 0.0, 'percentageOfCompl... \n", + "12 4.57 {'percentageOfActive': 0.0, 'percentageOfCompl... \n", + "18 4.55 {'percentageOfActive': 0.0, 'percentageOfCompl... \n", + "24 4.54 {'percentageOfActive': 0.0, 'percentageOfCompl... \n", + "30 4.52 {'percentageOfActive': 0.0, 'percentageOfCompl... \n", "\n", - " share_of_funds_requested \\\n", - "5 [0.33449968502669863, 0.4454129347614804, 0.07... \n", - "10 [0.3329732894576922, 0.44338041766077285, 0.07... \n", - "15 [0.3314592555152592, 0.44136436104901916, 0.07... \n", - "20 [0.3299574343848422, 0.43936456676780056, 0.07... \n", - "25 [0.3284676796309342, 0.4373808398265926, 0.075... \n", + " fractionOfFundStages simulation ... \\\n", + "6 {'percentageOfActiveFundsRequested': 0.0, 'per... 0 ... \n", + "12 {'percentageOfActiveFundsRequested': 0.0, 'per... 0 ... \n", + "18 {'percentageOfActiveFundsRequested': 0.0, 'per... 0 ... \n", + "24 {'percentageOfActiveFundsRequested': 0.0, 'per... 0 ... \n", + "30 {'percentageOfActiveFundsRequested': 0.0, 'per... 0 ... \n", "\n", - " share_of_funds_requested_all \\\n", - "5 [0.33449968502669863, 0.4454129347614804, 0.07... \n", - "10 [0.3329732894576922, 0.44338041766077285, 0.07... \n", - "15 [0.3314592555152592, 0.44136436104901916, 0.07... \n", - "20 [0.3299574343848422, 0.43936456676780056, 0.07... \n", - "25 [0.3284676796309342, 0.4373808398265926, 0.075... \n", - "\n", - " triggers \\\n", - "5 [inf, inf, 11238.455532714786, 633287.50254494... \n", - "10 [inf, inf, 11174.230590474432, 572947.78483859... \n", - "15 [inf, inf, 11111.070175797702, 521232.83488613... \n", - "20 [inf, inf, 11048.948812591681, 476557.06400915... \n", - "25 [inf, inf, 11026.824827540717, 439237.51613763... \n", - "\n", - " conviction_share_of_trigger \\\n", - "5 [0.0, 0.0, 0.003740978192469739, 0.00047483075... \n", - "10 [0.0, 0.0, 0.015214500767545958, 0.00094140099... \n", - "15 [0.0, 0.0, 0.02444213075591761, 0.001102536686... \n", - "20 [0.0, 0.0, 0.03187567649261185, 0.001264695738... \n", - "25 [0.0, 0.0, 0.036126338828180254, 0.00142278434... \n", - "\n", - " age \\\n", - "5 [1, 1, 1, 1, 1, 1] \n", - "10 [2, 2, 2, 2, 2, 2, 1, 1] \n", - "15 [3, 3, 3, 3, 3, 3, 2, 2] \n", - "20 [4, 4, 4, 4, 4, 4, 3, 3, 1] \n", - "25 [5, 5, 5, 5, 5, 5, 4, 4, 2, 1, 1] \n", - "\n", - " age_all \\\n", - "5 [1, 1, 1, 1, 1, 1, 1] \n", - "10 [2, 2, 2, 2, 2, 2, 2, 1, 1] \n", - "15 [3, 3, 3, 3, 3, 3, 3, 2, 2] \n", - "20 [4, 4, 4, 4, 4, 4, 4, 3, 3, 1, 1] \n", - "25 [5, 5, 5, 5, 5, 5, 5, 4, 4, 2, 2, 1, 1] \n", + " age_all \\\n", + "6 [1, 1, 1, 1, 1, 1, 1] \n", + "12 [2, 2, 2, 2, 2, 2, 2, 1] \n", + "18 [3, 3, 3, 3, 3, 3, 3, 2, 1] \n", + "24 [4, 4, 4, 4, 4, 4, 4, 3, 2, 1] \n", + "30 [5, 5, 5, 5, 5, 5, 5, 4, 3, 2, 1] \n", "\n", " conviction_all \\\n", - "5 [266.503232036339, 52.749078945560456, 42.0428... \n", - "10 [541.366516506568, 94.6160506498286, 170.01033... \n", - "15 [622.9283976334391, 127.84588811286764, 271.57... \n", - "20 [687.6641055840894, 154.22042758564788, 352.19... \n", - "25 [739.0448710344735, 152.79894968865366, 398.35... \n", + "6 [14.476783902282108, 0.0, 0.0, 0.0, 1283.56379... \n", + "12 [1542.5742485142007, 0.0, 0.0, 0.0, 2525.57381... \n", + "18 [2755.4260099316493, 0.0, 0.0, 0.0, 3511.35781... \n", + "24 [4006.660283246712, 0.0, 0.0, 0.0, 4408.618808... \n", + "30 [4999.66008365604, 0.0, 0.0, 0.0, 6796.5002140... \n", "\n", " triggers_all \\\n", - "5 [inf, inf, 11238.455532714786, 633287.50254494... \n", - "10 [inf, inf, 11174.230590474432, 572947.78483859... \n", - "15 [inf, inf, 11111.070175797702, 521232.83488613... \n", - "20 [inf, inf, 11048.948812591681, 476557.06400915... \n", - "25 [inf, inf, 11026.824827540717, 439237.51613763... \n", + "6 [inf, inf, 5989.62490258281, inf, 113833.38387... \n", + "12 [inf, nan, nan, nan, 109600.33324294, 543311.7... \n", + "18 [inf, nan, nan, nan, 105630.7288039029, 495583... \n", + "24 [inf, nan, nan, nan, 101902.5671305297, 454195... \n", + "30 [inf, nan, nan, nan, 98396.120535618, 418060.1... \n", "\n", - " conviction_share_of_trigger_all \n", - "5 [0.0, 0.0, 0.003740978192469739, 0.00047483075... \n", - "10 [0.0, 0.0, 0.015214500767545958, 0.00094140099... \n", - "15 [0.0, 0.0, 0.02444213075591761, 0.001102536686... \n", - "20 [0.0, 0.0, 0.03187567649261185, 0.001264695738... \n", - "25 [0.0, 0.0, 0.036126338828180254, 0.00142278434... \n", + " conviction_share_of_trigger_all \\\n", + "6 [0.0, 0.0, 0.0, 0.0, 0.011275811677558407, 0.0... \n", + "12 [0.0, nan, nan, nan, 0.02304348663209985, 0.00... \n", + "18 [0.0, nan, nan, nan, 0.033241821349506026, 0.0... \n", + "24 [0.0, nan, nan, nan, 0.043263078965321534, 0.0... \n", + "30 [0.0, nan, nan, nan, 0.06907284735510053, 0.02... \n", "\n", - "[5 rows x 33 columns]" + " percentageOfActiveProposals percentageOfCompletedProposals \\\n", + "6 0.00 0.00 \n", + "12 0.00 0.00 \n", + "18 0.00 0.00 \n", + "24 0.00 0.00 \n", + "30 0.00 0.00 \n", + "\n", + " percentageOfKilledProposals percentageOfActiveFundsRequested \\\n", + "6 0.57 0.00 \n", + "12 0.50 0.00 \n", + "18 0.44 0.00 \n", + "24 0.50 0.00 \n", + "30 0.45 0.00 \n", + "\n", + " percentageOfCompletedFundsRequested percentageOfKilledFundsRequested \n", + "6 0.00 0.65 \n", + "12 0.00 0.63 \n", + "18 0.00 0.63 \n", + "24 0.00 0.64 \n", + "30 0.00 0.62 \n", + "\n", + "[5 rows x 43 columns]" ] }, "execution_count": 19, @@ -1217,7 +1258,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 20, @@ -1226,7 +1267,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -1294,7 +1335,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] @@ -1471,7 +1512,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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\n", 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\n", 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\n", 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" ] @@ -1548,6 +1589,143 @@ "df.plot('timestep',['participant_count'])" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Review system health metrics\n", + "\n", + "Below we will analysis system health metrics, such as fraction of supply used for voting, which is effective supply over total supply and percentage of proposals and requested funds in different stages. " + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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0UDGNg2F0Yne8up65b2xs9es2lVaQmhBDTkYy90zJo0GV51eVtOtcXLUcfDUOIsLcojxKyqr4eOuRdr2n0XamcTCMTuxElY21JeVs2HeiVa/7trSCUVndiYoSBqQnMXt0P978ah/l7ch/5O45xHufc3C5bGRfcnsms2B5sVnIGiKmcTCMTqza5vxAXrDce8W1Bodis5+d/K2tb+D7w5Wcn3U2+eHconzq7A5eWrOnzedyps6/YSWA6Cjh3qI8th0+zYodbVoHa7STaRwMo5NyOJTaegfdk2JZsaOMLQdPNbvfr9/fwhVPrcZuRQdtPXQau0MZNaC7e5/8XilcNqIvr37R9vxHrmGlFD8aB4ArL+hP/+6JpvcQIqZxMIxOqtbuXEh2w0UDSU2IYeGKpr0Hm93BXzcdYufRM/ztO2e+y29LnZPRoz0aB4C5U/Palf/otLsKnO9hJYDY6CjumZLLxv0VrC0pb9N7Gm1nGgfD6KSqbc7GoXe3BG6ZMIiPth6h+Ni5q52/2H2cyjo7ibHRLFxRjMOhbD5QQe9u8U3SXAzvl+bOf1RV1/ra2f5GK3m6unAAmanxzTZsRnCZxsEwOqkaq3FIjI3mZxfnkBATzdMrzl2v8NGWI6TEx/DYrOHsPHqGv28/yubSU4zK6t7cIZk3NZ+T1fUs+mp/q8/HVSK0pRXSjSXERnPn5BzWFJfzzf6TrX5Po+1M42AYfnh17V52HAlcjqGO4Oo5JMXFkJ4cx/UXDeR9j9XODQ7lf7cdZdqQXvxkTH8GpifxHx/vYM/xqnPmGzy1J/9RZW09ibHRxES37mPnhouy6Z4Ua3oPHcw0Dobhg8Oh/GbpVv7Pe99F1MSoK1IpySrJedcluUSL8OwqZ+/h670nOFFlY8aIPsRER3FvUR67jp0B8NpzAGf+o2OVdbyzodTrPs3xVsvBl+T4GH42KYdPth9j26HTrX690TamcTAMH+rsDlRhw76TrCtp3XqBUHIPK1mNQ+9uCVxdmMU7652rnT/acoT4mCimDHYWy/rJmP70TXPOM4zM8l7De2JeBhcMbH3+o8q65ms5+OOWCYNIiY9h4UrTe+gopnEwDB9qPIZPFqzYFcIzaR3Xebt6DoB7tfNzq3bz8dYjTBmc6S6sEx8Tzb/MGs7tF+eQlug9osgz/9H7rch/5Ow5+Bep1FhaUiw3Tchm2XeH2V12pk3HMFrHNA6G4YPrQ3Zw75SImhit9piQdnGtdv7LF3s5fKqWGSP6nPOaHw3vw6+vGObz2NOGOPMfPd2K/EdtHVZyuf3iHOJjoppMqhvBYRoHw/DBNTzzs0k5ETUx2nhYyWVuUT4KxEQJ04f4XdL9HK7eQ0lZFR9t8S//kbcSof7qmRLPnHEDWbLpIAdOtD+FuNEyvxoHEZkhIjtEpFhEHvayzzUisk1EtorIm9a20SKy1tr2rYhc67H/ahHZZH0dEpEl1vYiETnl8dyjzb2fYXQUV1ROenJcRE2Mnp2QPvcDOb9XCjeNz+anY7NIS2rbMA/AjBF9yM1MZsEK/1Ywn6mz+5VXqSV3XZJLlMBzq0zvIdh8Ng4iEg0sBGYCw4A5IjKs0T4FwCPAJFUdDjxgPVUN3GxtmwE8ISLdAVR1sqqOVtXRwFrgfzwOudr1nKo+3r5LNIz2cQ0rJcZFc8vEyJkYrW5mzsHl8dkj+P1VzRZp9Ft0lDC3KJ/th0+z/Hvf+Y/aO6wE0DctkZ+OHcBb60s5erp9KcSNlvnTcxgHFKtqiaragMXA7Eb73AksVNWTAKp6zPp3p6rusr4/BBwDMj1fKCLdgGnAkvZciGEEi+disrTEyJkYrbE1IALxMcEbPZ49uh9ZPRJ5ykf+I3uDg2pbg995lVpy75Q8GhzKC+1MIW60zJ/fmv7AAY/HpdY2T4OBwSKyRkTWiciMxgcRkXFAHNC4P3gl8KmqevbTJ4jIZhH5UESG+3GOhhE0rp5DgjWxGykTo9W2BpJioxGRoL2HM/9RHpsOVPDFbu/5j85mZG3fsBLAwIwkZo3qxxtf7udEGwoZGf4J1J8UMUABUATMAV5wDR8BiEhf4DXgNlVtHBg9B1jk8XgjkK2qo4Cn8NKjEJG7RGS9iKwvKysL0GUYRlO19edO7EbKxGhNfUOTyehg+OnYLHqlxreYFrwteZVaMrcoj1p7Ay+3I4W40TJ/GoeDwACPx1nWNk+lwFJVrVfVPcBOnI2Fa9job8CvVHWd54tEpCfOYau/ubap6mlVPWN9vwyItfY7h6o+r6qFqlqYmZnZ+GnDCJiaZkJC3auNA1BbOVhqbB3TOCTERnPXJbktFhU6W+gnMI1DQe9UZgzvwytr9nK6tm0pxI2W+dM4fA0UiEiOiMQB1wFLG+2zBGevwfWBPxgosfZ/D3hVVd9p5tg/BT5QVffMkoj0EasfbA1FRQEmX68RMu4JaY/GoW9aIleNzeLtMJ4YrbbZSYoNzIexL9dfNJD05DivvYezJULbP6zkMm9qPpV1dl5buy9gxzTO8tk4qKodmA98DGwH3lLVrSLyuIjMsnb7GCgXkW3ACuCXqloOXANcAtzqEZo62uPw13HukBI4G4wtIrIZeBK4TiMpoY3R6dTUN79e4N4A1VYOluoO6jmAM1z29otzvBYVCvSwEsCI/mlMPS+TF1eXuMN2jcDxa85BVZep6mBVzVPV31nbHlXVpdb3qqoPquowVR2pqout7a+raqxHWOpoVd3kcdwiVf2o0XstUNXhqjpKVcer6heBu1zDaL3aeuc0WeOon4EZScwe1Y83v9zvd23lPcereH9T41HZ4KixNTQbxhosN03I9lpUqDUlQltj/rQCTlbX8+aXrU8hbrTMrJA2DB9q6xtI9BL1M3eqc2LU39rKC1cU8/PFm9h6qPmSnYFU3cGNQ7eEWG6dOIgPtxxh19Fz05u3tkSov9qTQtxomWkcDMOHliZ283ulMnNEH79rK2/c58zL1BFhsM5opY6Zc3C5bVIOibHRPL3y3OtrbYnQ1mhrCnGjZaZxMAwfaqyegzeuiVFftZVPVtkoOV5Fz5Q4lm05TPGx4C6iq7E1kBjbsbd4enIcN44fyPubDrKvvMq9/UydndhoCcqCPFcK8WdWti6FuNEy0zgYhg819Q0ktPAh629t5W8OOHsNj88e4VxEF+QUHNU2e5O8Sh3hzsm5xERHnRPm60y6FxuUBXmuJIAHK2pY8k3HzOd0BaZxMAwfav2I+nHVVm5pYnTjvgqio4Si8zK5flw27286FNRFdB21CK6xXt0SuLZwAO9sKOVQRQ3gjFZqTe3o1nKlEH9m5W6/U4gbLTONg2H44GtYCZwToxPzMnh+tfeJ0Y37TzK0bypJcTHuRXTPBGkRXX2Dg/oGJcnHeQfL3VNyUcUd5huIpHstERHum5ZPyfEqln13OGjv05WYxsEwfHAOK/n+kJ0/LZ+yyjreXn+gyXP2BgebD1QwZmAPAPqknVuyM9CqvdRy6ChZPZL48QX9WfTVfsoq6zgT5MYBYMbwPuRlJrNwRTEO03toN9M4GIYPNTb/GocJuRmMze7Bs5+VNJkY3XG0kipbg7txgLMlO4OxiM6V8iMUcw4u9xblUd/g4MXPSzhtzTkEU1SUMG9qPt8fqeRTP1KIGy0zjYNh+FDrx7ASnDsx+l6jidGN+ysAzmkcBqQnceXo/rz51T6O+7mIzl/N1Y/uaLmZKVx+fj9eX7uPo6drA5ZXqSWzRvVjQHoiC5bv8qsAkeGdaRwMwwd/5hxcis7LZHi/phOj3+w7Sc+UOAakJ56z/9ypedTZHfz588BmF3Wlk/CnxxNM86bmUWVr4GR1+0qE+ismOop7p+SzufQUq3cdD/r7dWamcTAMH1qT3dQ1MbrneBV/85gY3bj/JBcM7NEklDMvM4XLRvbltbX7OFUduOyiZ4eVQts4DOnTjR8Oc9apDvawkstVY/vTp1sCCyKk1ne4Mo2DYfhQW+9o1V/gPxzWh4JeKfzrB9tYv/cE5Wfq2Ftefc6Qkqf5U/M5U2fnFR+L6FqjOkwaB3BO1INzgVxHiI+J5u4puXy15wRf7Wk+hbjhm2kcDKMF9gYHtgaH38NK4JwYXXD9GJLiornu+XX8+v0tgDPctTlD+3bj0qG9eWnNHneCuvYKdbSSp/OzuvP2PRO4ujCrw97zugsH0jMlzvQe2sE0DkZYO1Vdz77yqpAtbKq1O6OOEuNad6uc1yeVpfMvZtqQXiz77ggxUcL5WWle958/LZ9TNfW8sS4wtQlq6p2NTCijlTxdOCi9w4aVwNko3jE5l1U7y9h8oKLD3rcz6dKNwxfFx7n8ydUBHes1Autnf/maKX9cydBHP2LGE6t4PUAfnv6qbabQj7/SEmN57qaxPDZrOL/4weAWh6ZGD+jO5IKevNDCIrrWCKdhpVC5cXw2aYmxpvfQRl26ceiRHMfWQ6f5y9q9oT4VoxkOh7L10CkmF/TklgnZRInw2F+3cvhUTYedg2tit61RPyLCLRMHMW9qvs9950/N5/gZG4u/an9tgpowGlYKlZT4GH42KYe/bzvK9sOnQ306EadLNw7BGOs1AufQqRpq6x1cNrIvv7p8GM/dNBZVeO6zjqu8VuulClwwXJSbwbhB6Ty3qoQ6e/t6D83Vve6Kbp04iJT4mCYpxA3f/GocRGSGiOwQkWIRedjLPteIyDYR2Soib1rbRovIWmvbtyJyrcf+r4jInsblQ8XpSeu9vhWRMYG4UG/mT8unojpwY71G4LhSWudlpgDORWM/vqA/i792pmToCM3Vjw6m+dPyOXyqlv/Z2L7sotX1DcRGC7HRXfrvP9KSYrlpQjYffHuI3WXBTZHe2fj8zRGRaGAhMBMYBswRkWGN9ikAHgEmqepw4AHrqWrgZmvbDOAJEenu8dJfNlM+dCZQYH3dBTzT5qvzQ6DHeo3A2V3mrAeQl5ns3nZvUR62ICwa86aj/wKfXNCTUVlpPL2yGHs7ahM4azl07V6Dy+0X5xAfE8UzpvfQKv78WTEOKFbVElW1AYuB2Y32uRNYqKonAVT1mPXvTlXdZX1/CDgGZPp4v9nAq1Zd6nVAdxHp6/cVtUEgx3qNwNlddobuSbHnxMfnZqZwxfn9eG3tXiqqbUE/B1fPIaGDxu5FhPnTCjhwooa/fnuozccJVS2HcNQzJZ7rx2Xz3jcHg5oivbPxp3HoD3immSy1tnkaDAwWkTUisk5EZjQ+iIiMA+IAz+b7d9bQ0Z9EJL4V74eI3CUi60VkfVlZmR+X4V0gx3qNwNl97Az5mSlNVhXPm5pPla2Bl9fsDfo5tCdaqa2mD+nFkD6pLFje9uyiHV0/Oty5UqQ/G6QU6Z1RoAYkY3AOAxUBc4AXPIePrL/8XwNuU1VXX/kRYAhwIZAOPNSaN1TV51W1UFULMzN9dUZ8c431vrvBVJIKF7vLzrjnGzyd1yeVHw3vzctr9rgL1wdLR885gHMR3fxp+ewuq+KjrUfadIzWpPzoClwp0t8OUor0zsifxuEgMMDjcZa1zVMpsFRV61V1D7ATZ2OBiHQD/gb8yhomAkBVD1tDR3XAyziHr/x9v4BzjfU+81n7xnoN7xocyq+XbKH4WKXPfSuqbRw/YyOvV3Kzz8+fWsDpWjuvBTmQoMbm/F3o6AR2M0f0JTczmaeWF7cpu2hNvek5NBbMFOmdkT+Nw9dAgYjkiEgccB2wtNE+S3D2GhCRnjiHmUqs/d/DOYfwjucLXPMI4hwzuBLYYj21FLjZiloaD5xS1aCXdvIc6126ue1jvYZ3R07X8tq6ffzub9t97nt2MrppzwFgZFYaRedl8uLqPe4MpMEQip4DQHSUMK8on+2HT7O8DbUJqv2sQdGVuKLdgpEivTPy2Tioqh2YD3wMbAfeUtWtIvK4iMyydvsYKBeRbcAKnFFI5cA1wCXArY1DVoE3ROQ74DugJ/Bba/syoAQoBl4A5gbiQv3hGutduKLY1KENgjrrg3bFjjK2HDzV4r6usMP8Xs03DgD3TcvnRJWNRV81rbwWKLXuCemODwmdNdpZm6AtvYcaM+fQrLlFwUmR3hn59RuvqstUdbCq5qnq76xtj6rqUut7VdUHVXWYqo5U1cXW9tdVNb6U8xIAACAASURBVNYjXNUdsqqq06x9R6jqjap6xuNY86z3Gqmq64Nz6U2dM9a7pW1jvYZ3No/hugXLW05psPvYGeKio8jqkeR1n7HZ6UzIzeD5VbuDFoZcY2sgSiAuBOsFYq3aBJsOVPB5cetqE1TXm2il5rii3V79omOi3SJZ114h04yzY72mklSg2awkdiP6d+OjrUfYedT73MPusjPk9EwmOkq87gPO3sPR03W8s6E0oOfq4ir00zhiqqO4axP4aEwbMxPS3rkKEAUyRXpnZBqHRlxjvd8fqeST7aYObSDVWY3DXZfkkRwXzcIVxdjsDl5du5dJv1/O86vOhhnuLqvyOhntaUJeBmMGdueZlbub1G0OhJr60H7IumoTfNnK2gTVtgaSzJxDs1wFiF5eszfo0W6RzDQOzXCN9S5Y0bZIEaN5rp5D79R4bpyQzV83H2L6f63k0fe3crqmnqeWF3O6tp46ewP7T1ST72Uy2pOz8loBBytqWPJN4IPaasNgYre1tQlU1UQr+eBKkR7saLdIZhqHZrjGeje3YazX8M7VOMTFRHHHxbmkxMeQGh/Ly7ddyKK7xlNZa+fVL/ayr7yaBoeS18JktCdX3eanG9VtDoRae+jTULS2NkGd3YFqx63qjkTnZ3VnyuBM/rx6jztFSiCs2HGMFzpJqKxpHLxwjfU+1cqxXsM71+rzuJgoMlPjWfd/pvPBfRcz9bxejOifxtTzMvnz53v4ttQZyeQtjLUxb3WbAyFcxu5bU5vAXcvBDCu16L5p+ZRX2VgUwLQ5i77cz++Wbef7I5GfItw0Dl541qH9sqQ81KfTKbjmHOJjnB9aSXExRHlMOM+fVsDJ6nr+6393AJCb6XvOwcVVt3lhO1JONKemPvTDStC62gSudR8mWqllhYPSGZ+bznOrdgcsbU55lTMCauGKyE/TYRqHFpg6tIFlczcOzf/ajc3uwaT8DA6dqqV/98RWfbi5wpB3HK3k79uPBuR8AWrqW1c/OphctQkW+vh9NIV+/HfftAKOnq7j7fWBiXY7UWVDhE6RItw0Di1wjfWu3nWcTaYObbvVecw5eDN/agHQul6Dy+Uj+zIoIymgYci1YZT6Oi0plpsnZPO37w67a100x5QI9d/EvAwuCGC02/EzdVw2si9x0ZGfItw0Dj64x3qX7wr1qUQ8Xz0HgPG56Vx/0UCuHN0kEa9PMdFRzC3KZ8vB06zc2b5MvS6hDmVt7PaLc0iIiebpld57D9Wm5+A313zVwYoa3mtntFudvYHKWjvn9U5lzriBEZ8i3DQOPrjGej/Zfoyth1pO+WC0zLVCuqWeg4jwbz8eyVVjs9r0Hlde0J/+3RN56tPA9B7CZc7BJSMlnhsuGsj7mw6xv7z5Dx7XanEz5+Cfqef1Yni/bjzTzmi3k1XONRMZKXHcPSXyU4SbxsEPt04aRGp8DE93gkmmUKqrtxqHIKaiiIuJ4p4puWzcX8HaAAQShNOwksudl+QSHSU84+WDp9rUj26VQEW7uZL5ZSTH0zctkZ9aKcIPn6oJ1Kl2KNM4+CEtMZabJ2azbMthv9JNG82zNTQQHSXEBDlP0dWFA+iVGt/qlBPNcQ4rhddt0rtbAtcWDuCdDQc4VNH0g+dstJJpHPwViGi3E1akUkaKs3LhvRGeIjy8fuvD2O0X5zrHek3voc1sdkeHJLBLiI3mrkty+WJ3ORv2+Z9yorH6Bgd2h5IQE34fsndPyUUVnmum9+BOM24aB795Rrv977a2RbuVV7l6Ds7GYUB6EleO7s+ir/ZTVhl5KcJN4+Cn9OQ4bhw/kPc3H2JfeVWoTyci1dkdxMd2zK/c9RcNJD05rl2LGMP5QzarRxI/GdOfxV8f4FjluZXNTLRS27ii3RasaNt8VfkZV88h3r1t3tTITRFuGodWcI31mt5D23RUzwGck7G3X5zDyh1lfFfatkCCWutDNpwmpD3NLcqnvsHBi6vP/eBxNQ7h2OMJZzHRUcydakW77Wh9tFt5lY3YaKFbwtlAAFeK8NfW7uVkVWSlCDeNQyv0Sk1gzoUD+J9vSjnYzFiv0TKb3dFipFKg3Twhm24JMTzVxjDkUFWB89egnsnMGtWP19ftc493gzNaKTE2+pzV54Z/fuyKdmvDWpnyM3WkJ8c1Se/uShH+coSlCPfrThWRGSKyQ0SKReRhL/tcIyLbRGSriLxpbRstImutbd+KyLUe+79hHXOLiLwkIrHW9iIROeVROe7RQFxooNw1JQ9ofqzXaFmd3dHiGodAS02I5bZJOfzvtqNtynUTzsNKLvOm5lNT38DLa872HqptdjOk1Eax0VHcU5TnjHbb3bpot/IzNjKS45tsP5sifA+nIyhFuM87VUSigYXATGAYMEdEhjXapwB4BJikqsOBB6ynqoGbrW0zgCdEpLv13BvAEGAkkAjc4XHI1R6V4x5v89UFQf/uiVw1Jss51nu61vcLDLc6u4O4Dh7quG3SIKt2ROsb81or9DZcew4ABb1TmTmiD6+s2cupGucHj6kf3T5Xj82id7f4Vs9XlVfZ3JFKjd03rYDKWjuvrY2cFOH+/Bk3DihW1RJVtQGLgdmN9rkTWKiqJwFU9Zj1705V3WV9fwg4BmRaj5dZJUEV+Apo26qnEJhblE+DI3JD1ELF1tCxw0oA3ZPiuHnioDbluqkJ8zkHl3lT86mss/MXa9jC1I9uH2e0Wx5rS8pZv9f/aLfyqjp3pFJjI7PSKDovkxdXl7hDjcOdP3dqf8Czgnuptc3TYGCwiKwRkXUiMqPxQURkHBAH7G60PRa4CfjIY/MEEdksIh+KyPDmTkpE7hKR9SKyvqwsMKkS/DUwI4nZo/rxxpf7KT8TeSFqoVJX39Chw0out1+cQ3xMFE99uos9x6v4Yvdxln9/1OeYcm0EDCsBDO+XxvQhvXhpzR7O1NmdVeDC/JzD3fXjBpLRymi38jO2cyKVGrtvWj4nq+t588vApQgPpkDdqTFAAVAEzAFe8Bg+QkT6Aq8Bt6lq4+xWTwOrVHW19XgjkK2qo4CngCXNvaGqPq+qhapamJmZGaDL8N/cqfnU2hsiMkQtVGwNHTvn4NIzJZ7rx2WzZNMhpv7HSq5/4Ut+9sp6lm4+1OLrwn1C2tP8aflUVNfzxrp9YVODIpK5km5+5meBpRpbA9W2Bq/DSgBjs9OZmJfBc6tK3H94hDN/7tSDwACPx1nWNk+lwFJVrVfVPcBOnI0FItIN+BvwK1Vd5/kiEfkNzmGmB13bVPW0qp6xvl8GxIpIz1ZdVQfI75XCZSP78urafZyqjpxJplCqq++4UNbGfn5pAf98+VD+8+pRvHnnRQzuncLCFS2vhq2JoDQUFwzsweSCnrywuoQT1TaTVykAbprgTLrpT++h8QI4b+ZPy6esso631h9ocb9w4M+d+jVQICI5IhIHXAcsbbTPEpy9BqwP8sFAibX/e8CrqvqO5wtE5A7gR8Acz96EiPQRKxbMGoqKAsKy2s78qfmcqbPzSoSFqIWKraHjFsE1lpYYyx2Tc7lqbBYT83oyb2o+O4+e4X+3HfH6GlfPISHM0md4c9+0Ao6fsVF87IzpOQTA2aSbvgssuRfANROt5GlCbgZjs3vw7Mrd7izF4crnb72q2oH5wMfAduAtVd0qIo+LyCxrt4+BchHZBqwAfqmq5cA1wCXArR6hqaOt1zwL9AbWNgpZ/SmwRUQ2A08C12mgkvMH2NC+3fjBsN68tGYPlREUohYqHbkIzpcrzu9HTs9knlpe7HXuoTaChpUAxuWkMy4nHTAlQgPFVWDJV8GvxnmVvHEl+Tt0qpb/2RiYAkPB4tedakUWDVbVPFX9nbXtUVVdan2vqvqgqg5T1ZGqutja/rqqxnqEpY5W1U3WczHW8c4JWVXVBao6XFVHqep4Vf0iOJceGPdNy+dUTT2vr4uMSaZQqrM3dHi0kjfRUcLcojy2HjrNih3Hmt0nUqKVPN0/zVksyfQcAsNVYGnZdy0n3fTMyOrLlMGZnJ+VxtMrd2MPQIGhYAmPOzWCnZ/VnSmDIytELVRsdoe7fnQ4uPKC/mT1SOTJT5vvPdTUNxAbLcSGSW/HH5PyM7h7Si4zR/QN9al0Gu4CSy2slSn3s+cAzt7D/Kn57D9R7TMoIpQi57c+jN03LZ/yKlvEhKiFSkenz/AlNjqKe4vy2HSggs+Ljzd5PtwK/fhDRHhk5lAm5GWE+lQ6DXeBpRaSbp6ospEQG+V3CPGlQ3szpE8qC1YUt6vAUDCFz50awQoHpTMhN4PnIyRELVTqwqxxAPjp2Cz6dEtoNiKlNgIbByM47nIVWPJSF/r4mToykuOb5FXyxpUivKSsig+3tL3AUDCF150awe6bls+xyjrejoAQtVBwOBS7Q0OyzqEl8THR3D0ll6/2nODLRpXjasKwCpwRGr26JXDdhQN4d2PzSTedC+B8Dyl5mjmiL7mZySxoR4GhYAqvOzWCTcizQtQ+Kwn7ELVQ8Kd+dKjMGTeQnilxTSJSaupN42CcdXcLSTdPVNl8rnFoLDrKOffw/ZFK/r69bQWGgin87tQI5QpRO1hRw3vfhHeIWih0RP3otkqIjebOybms3nWcb/afdG+vqXeQYKJ+DEtLSTed6bp9Ryo1NmtUPwamJ7GghZDqUAm/OzWCRUqIWijUNTjnYuLD9C/xG8dn0yMp9py607W2BhJDtGjPCE/NJd1UVY5X2ejZymElsAoMFeXx3cFTrNzZ+hxx+8urgzbPaX7zA8gVoravvJq/fhu+IWqh4Bpqiw/DngNAcryzctyn3x9jy0Fn5bhauxlWMs41MCOJ2aPPTbpZZWvAZne0es7B5SdjspwFhj5tXYEhVeVHT6zi/360o03v60t43qkRzB2itjx8Q9RCoc7VOITxX+I3TxxEakKMu/dgEtgZzZlb5Ey6+aKVdNPVSLRlWAmc83D3TMltdYGhsso6auobGNQzqU3v60v43qkRyhWitrusio+2eM/b09W4eg7hOOfg0i0hltsmDuKjrUfYcaQyItc5GMGX3yuFy0f25dUv9lJRbeP4Gf8XwHlzdeEAeqXG82QrStruLa8GIDsjuc3v25LwvVMj2MwRfcnLTOap5bvCMkQtFNyNQxhGK3m6bVIOyXHRLFhR7K7FbBiNzZ+W76wLvWavO69Szzb2HMBVYCiXdSUn+NrPAkN7rQV5gzJMzyFiREcJ86wQtU/CMEQtFNzDSmGUPqM5PZLjuHFCNh98e4iT1fWmcTCa5VkX2rVqOr0dPQeA6y9qXYGh/eXVxEQJ/bsntut9vTGNQ5DMGtWP7IwkFqwIvxC1UIiUngPAnZNziY+JosGhZs7B8Oq+aQWcrrXznBW51Np1Do0lxcVw++QcVu0sY5MfBYb2lleR1SORmCAN1Yb/nRqhXCFq35ae4rM2hKh1NjYrlDUSGgdX5TiIrIysRscamZXG1PMyKausIyU+JiC/KzdPGERaYiwL/Jh72FdeHbT5BjCNQ1D9+AIrRC0MF7h0NNciuHBLn+HN3VNySUuMZWB6cMZzjc5hvpUiPb2dvQaXswWGjrH10Cmv+6kqe8urgjbfAKZxCCpXiNqGfSdbFaLWGYVz+ozm9O6WwPp/vpR/GNUv1KdihLGx2T2YPqQXBb1SAnbMWycNIjU+hoUtFBg6WV1PZa2dgabnELnaEqLWGdVFQChrY5FUx8EInWdvGsvzNxcG7HhpibHcPDGbD7ccYdfR5gsMBTtSCfxsHERkhojsEJFiEXnYyz7XiMg2EdkqIm9a20aLyFpr27cicq3H/jki8qV1zP+26k0jIvHW42Lr+UHtv8zQSYiN5u4pea0KUeuMImERnGG0RWx0FNFR/qXq9tftF+eSGBvttTypK0IqpHMOIhINLARmAsOAOSIyrNE+BcAjwCRVHQ48YD1VDdxsbZsBPCEi3a3n/gD8SVXzgZPA7db224GT1vY/WftFtOvHOUPUnvy06/YezqbPMBO8huFLenIcN47P5q+bD7HneNMCQ3uPVyMCA9KDE8YK/vUcxgHFqlqiqjZgMTC70T53AgtV9SSAqh6z/t2pqrus7w8Bx4BMcVbEmAa8Y73+L8CV1vezrcdYz08XfytohKnEuGjusLJ++hOi1hlFUiirYYSDOybnEBsd1ezcw77yKvqlJQZ13ZA/d2p/wLOCTam1zdNgYLCIrBGRdSIyo/FBRGQcEAfsBjKAClV1FV32PKb7/aznT1n7Nz7eXSKyXkTWl5WFf6joTROy6Z7kX4haZ1Rnj5xQVsMIB71SE5gzbiDvfXOQAyeqz3lu34nqoOVUcgnUnRoDFABFwBzgBY/hI0SkL/AacJuqBiSXtao+r6qFqlqYmZkZiEMGlb8hap2Vze4gJkoCPjZrGJ3ZPVPyiBbhmUYFhoK9xgH8axwOAgM8HmdZ2zyVAktVtV5V9wA7cTYWiEg34G/Ar1R1nbV/OdBdRGKaOab7/azn06z9I94tE50hagv8XB7fmdjCsH60YYS7PmkJXF2YxdvrD3DIKk96qqaeE1W2oEYqgX+Nw9dAgRVdFAdcByxttM8SnL0GRKQnzmGmEmv/94BXVdU1v4A6V4StAH5qbboFeN/6fqn1GOv55dpJVpClJcZy66RBfLjlCDu9hKh1VnV2R8QsgDOMcHJvUR6quAsM7beysQ5MD3HPwRr3nw98DGwH3lLVrSLyuIjMsnb7GCgXkW04P/R/qarlwDXAJcCtIrLJ+hptveYh4EERKcY5p/Bna/ufgQxr+4NAs6GzkepnrqyfXaz3YHoOhtE2WT2S+MmY/iz6aj/HKmvPrnEI8pxDjO9dQFWXAcsabXvU43vF+UH+YKN9Xgde93LMEpyRUI231wJX+3NekciV9fOFVSU8cGkBuZmBW1kZzmwNpnEwjLaaW5TPOxtKeWFVCWmJsQBBT+1i7tYQuHNyLnExUSxcsdv3zp1Enb0h7NN1G0a4GtQzmdmj+/P6uv1s3F9B727xJMX59bd9m5nGIQRcWT+XbDroHj/s7Gx2R0SlzjCMcDNvqrM86fLvjwU9UglM4xAyd0/JJTpKeOazrjH3UGd3mNQZhtEO+b1SuGxkXyC4OZVczN0aIr27JXBt4QDe2VDKQStErTOrMz0Hw2i3+6blI+JsKILN3K0hdE9RHgDPfdb55x5MtJJhtN+QPt346/yLuXF8dtDfy9ytIdS/eyJXjcli8dcHOHq6NtSnE1Q2u8NMSBtGAIzonxb0yWgwjUPIzS3Kp8GhPPdZSahPJaic0Urm180wIoW5W0NsYEYSV47uz5tf7eP4mbpQn07QmHUOhhFZzN0aBuZNzcNmd/DC6s7be7CZ9BmGEVHM3RoGcjNTuOL8fry2dh8nq2yhPp2gqDMT0oYRUczdGibmT8un2tbAS2v2hPpUgsIsgjOMyGLu1jAxuHcql43swytr9nKqpj7UpxNwNrMIzjAiirlbw8j8qQVU1tl5Zc3eUJ9KQDU4FLtDiTP1ow0jYpjGIYwM69eNS4f25qU1ezhW2XnWPZj60YYReczdGmYemnEedfYGHli8iQZHp6hx5G4cTLSSYUQOc7eGmYLeqTw+awRf7C7vNAWB6uwNgOk5GEYk8etuFZEZIrJDRIpFpNnKbCJyjYhsE5GtIvKmx/aPRKRCRD5otP9qj+pwh0RkibW9SEROeTz3aOP36uyuLsziJxf054lPd/LF7uOhPp12qzPDSoYRcXwm6BCRaGAh8AOgFPhaRJaq6jaPfQqAR4BJqnpSRHp5HOKPQBJwt+dxVXWyx+vf5WwNaYDVqnpFG66nUxAR/vXKEWwureDnizfxyYNT3NWfIpGtwQwrGUak8eduHQcUq2qJqtqAxcDsRvvcCSxU1ZMAqnrM9YSqfgpUeju4iHQDpgFLWnnunVpyfAxPXHsBZZV1ER+9VFdvGgfDiDT+3K39gQMej0utbZ4GA4NFZI2IrBORGa04hyuBT1X1tMe2CSKyWUQ+FJHhzb1IRO4SkfUisr6srKwVbxc5RmaluaOXKmsjd+2Dq+dghpUMI3IE6m6NAQqAImAO8IKIdPfztXOARR6PNwLZqjoKeAovPQpVfV5VC1W1MDMzs80nHu7un57PqZp6Xl27L9Sn0mZno5XMOgfDiBT+NA4HgQEej7OsbZ5KgaWqWq+qe4CdOBuLFolIT5zDVn9zbVPV06p6xvp+GRBr7dclnZ/VnaLzMvnz53uoqrOH+nTaxEQrGUbk8edu/RooEJEcEYkDrgOWNtpnCc5eg+sDfzDgT4rRnwIfqKp7xZeI9BERsb4fZ51juR/H6rTum1bAiSobb3wZmb0H9yI4k1vJMCKGz7tVVe3AfOBjYDvwlqpuFZHHRWSWtdvHQLmIbANWAL9U1XJwhqwCbwPTRaRURH7kcfjrOHdICZwNxhYR2Qw8CVynqp1jNVgbjc3uwcX5PXl+1R5qbA2hPp1Wcw8rmdxKhhEx/Ko1Zw3vLGu07VGP7xV40Ppq/NrJjbd5PFfUzLYFwAJ/zqsruW9aPtc+v45FX+3nZxfnhPp0WqXO9BwMI+KYuzVCXJSbwUU56Ty3aje19ZHVezjbczAT0oYRKUzjEEHun17A0dN1vL3+gO+dw0hdg+k5GEakMXdrBJmYl8HY7B48s3K3+6/xSFBXb6KVDCPSmLs1gogI903L59CpWt7dWBrq0/GbSZ9hGJHH3K0RZsrgTEZlpfH0ymLqGyKj92BCWQ0j8pi7NcKICPdPL+DAiRre+6bxWsTwVGd3EBstREVJqE/FMAw/mcYhAk0b0ovh/brx9Ipi7BHQe7DZHSZ1hmFEGNM4RCDn3EMBe8ur+eDbw6E+HZ9sdoeZjDaMCGPu2Aj1w2G9GdInlaeW7wr7cqJ19gYz32AYEcbcsREqKkqYPy2f3WVVLPsuvHsPNrvDpM4wjAhj7tgINnNEX/J7pbBgeTGOMO492BocpudgGBHG3LERLDrKue5hx9FKPt56JNSn41VdvZlzMIxIY+7YCHfF+f3I7ZnMk8uLCdfktbYGh1kAZxgRxtyxES46Spg7NZ/th0/zyfZjvl8QAnUmWskwIo65YzuB2aP7MTA9iaeW7+rQ3kODQzl2utbnfs7GwaxzMIxIYhqHTiA2Oop5U/P4tvQUK3eWddj7/u27w0z8/XJ2HKlscT/nIjjzq2YYkcSvO1ZEZojIDhEpFpGHvexzjYhsE5GtIvKmx/aPRKRCRD5otP8rIrJHRDZZX6Ot7SIiT1rv9a2IjGnPBXYVP74gi/7dE/l/n3Rc72F/eRV2h/LU8l0t7mezN5hhJcOIMD7vWBGJBhYCM4FhwBwRGdZonwLgEWCSqg4HHvB4+o/ATV4O/0tVHW19bbK2zQQKrK+7gGdacT1dVlxMFHOn5rHpQAWrdx3vkPc8UVUPOHsQxce89x7q7A7iTSirYUQUf+7YcUCxqpaoqg1YDMxutM+dwEJVPQmgqu6ZUVX9FGh53OFcs4FX1Wkd0F1E+rbi9V3WT8dm0TctgSc/7Zjew4mqOtKT40iMjWbB8mKv+5lFcIYRefy5Y/sDnqXHSq1tngYDg0VkjYisE5EZfr7/76yhoz+JSHwr3s9oRnxMNPcW5bF+30nWlpQH/f1OVNczoEciN43PZunmQ+w5XtXsfmYRnGFEnkDdsTE4h4GKgDnACyLS3cdrHgGGABcC6cBDrXlDEblLRNaLyPqyso6bhA131xQOoFdqPE9+2vI8QCC4eg53TM4lLiaKhSua7z3U1TtM/WjDiDD+NA4HgQEej7OsbZ5KgaWqWq+qe4CdOBsLr1T1sDV0VAe8jHP4yt/3Q1WfV9VCVS3MzMz04zK6hoTYaO6Zkse6khN8tedEUN/rZFU96cnxZKbGc8NF2by7sZTC3/6dS/7vCq59bi0HK2oA03MwjEjkzx37NVAgIjkiEgdcByxttM8SnL0GRKQnzmGmkpYO6ppHEBEBrgS2WE8tBW62opbGA6dUNbwzy4WZOeMG0jMl3mcUUXuVV9WRnhwLwAOXFnDftAJ+OLwPYwZ255sDFTz5yS7sDQ4aHGqilQwjwsT42kFV7SIyH/gYiAZeUtWtIvI4sF5Vl1rP/VBEtgENOKOQygFEZDXO4aMUESkFblfVj4E3RCQTEGATcI/1lsuAy4BioBq4LXCX2zUkxkVz9yW5/G7ZdjbsO8nY7B4Bf48aWwO19Q7Sk51TRakJsTz4g8Hu57sv3crr6/Zx++QcwNSPNoxI47NxAFDVZTg/tD23PerxvQIPWl+NXzvZyzGnedmuwDx/zsvw7obxA3nms908tXwXr9w2zvcLWqm8qg7A3XNo7O4pubz55X6e+GQngOk5GEaEMXdsJ5UUF8Odk3NZuaOMTQcqAn78k9YaB1fPobG+aYlcc2EWy75zZos1jYNhRBZzx3ZiN03IpntSLE8FIXLJV88B4N6ifGKjBcDUkDaMCGMah04sJT6GOy7O4dPvj7Hl4KmAHvtktQ3w3nMA6N89kZ+OzQJMz8EwIo25Yzu5mycOoltCjNd1Dy+v2cNr6/a1+rjlZ6zGISmuxf3mTc1naN9unNc7tdXvYRhG6Pg1IW1Erm4Jsfzs4hye+GQX2w6dZli/bu7nTlXX8/sPvwfgR8N606tbgt/HPVltIzpK6JbY8q9QVo8kPvx5szEJhmGEMdNz6AJum5hDanxMk3UP731TSp3dga3BwXOrWlyW0sSJKhs9kuJwLlMxDKOzMY1DF5CWFMutkwbx4ZYj7toLqsqirw5wflYaP7kgize+3EdZZZ3fxyw/YyMjueUhJcMwIpdpHLqIn03KITkumgVW/qNvDlSw42glc8YNZN7UPGx2By+u9r/3cLLaRo8WIpUMw4hspnHoInokx3HLxEF88O0hio9VsujL/STHRfMPo/qRm5nCrFH9eHXtPsrP+Nd7KK+ykdFCpJJhGJHNNA5dyB2ThlIt2wAACxNJREFUc0mMjeb3H37PX789xKzR/UmJd04oz5+WT629gRc/3+PXsU5WmZ6DYXRmpnHoQtKT47hpfDafbD9Gbb2D68cNdD+X3yuVK87vx6tf7OVkla3F4zQ4lIqa+hbXOBiGEdlM49DF3DE5l4TYKEb078bIrLRznrtvWj5VtgZeWtNy76Gi2oYqpCeZnoNhdFZmnUMXk5kaz0u3XEhGStO/+gf3TuWykX14Zc1e7rg4lzQvH/4nrJ5FejPHMAyjczA9hy5oYn5PzuvT/Irl+VMLqKyz8/IX3nsPrsbBhLIaRudlGgfjHMP6deOHw3rz0ud7OF1b3+w+rsahh4/UGYZhRC7TOBhN3D+9gNO1dv6yZm+zz5+wku5lpJjGwTA6K9M4GE2M6J/GpUN78eLne6hspvdwwkq6191MSBtGp+VX4yAiM0Rkh4gUi8jDXva5RkS2ichWEXnTY/tHIlIhIh802v8N65hbROQlEYm1theJyCkR2WR9Pdr4vYzgu396Aadq6nl1bdOMrSeqbaTGx5gaDYbRiflsHEQkGlgIzASGAXNEZFijfQqAR4BJqjoceMDj6T8CNzVz6Ddw1pYeCSQCd3g8t1pVR1tfj7fieowAOT+rO1PPy+TF1SVU1dnPee5ElY0eZjLaMDo1f3oO44BiVS1RVRuwGJjdaJ87gYWqehJAVY+5nlDVT4HKxgdV1WVqAb4Cstp4DUaQ3D+9gJPV9U3qPZyospFuGgfD6NT8aRz6Awc8Hpda2zwNBgaLyBoRWSciM/w9AWs46SbgI4/NE0Rks4h8KCLDvbzuLhFZLyLry8rK/H07oxUuGNiDSwZn8sKqEqptZ3sPpnEwjM4vUBPSMUABUATMAV4Qke5+vvZpYJWqrrYebwSyVXUU8BSwpLkXqerzqlqoqoWZmZntOnnDu59Pz6e8ysYb6/a7t500jYNhdHr+NA4HgQEej7OsbZ5KgaWqWq+qe4CdOBuLFonIb4BM4EHXNlU9rapnrO+XAbEi0tOP8zSCYGx2Ohfn9+S5VSXU2BpQVcpN42AYnZ4/jcPXQIGI5IhIHHAdsLTRPktw9hqwPsgHAy0WBxCRO4AfAXNU1eGxvY9Y5cVEZJx1juV+XY0RFPdPL+D4mTre/Go/NfUN1NkdpnEwjE7OZ+OgqnZgPvAxsB14S1W3isjjIjLL2u1joFxEtgErgF+qajmAiKwG3gami0ipiPzIes2zQG9gbaOQ1Z8CW0RkM/AkcJ01aW2EyLicdCbkZvDsZ7s5VFELQLpZHW0YnZp0hs/dwsJCXb9+fahPo1Nbu7ucOS+s4ydj+vM/Gw/y4s2FXDqsd6hPyzCMdhCRDapa2NxzZoW04ZfxuemMG5TO/2x0TjeZdQ6G0bmZxsHwi4jw80vPxhiYjKyG0bmZxsHw28S8DMZm9wBMz8EwOjtT7Mfwm4jw2ytH8PHWI3RLML86htGZmTvcaJWhfbsxtG+3UJ+GYRhBZoaVDMMwjCZM42AYhmE0YRoHwzAMownTOBiGYRhNmMbBMAzDaMI0DoZhGEYTpnEwDMMwmjCNg2EYhtFEp8jKKiJlwD6fO57VEzgepNMJZ13xurviNUPXvO6ueM3QvuvOVtVmS2l2isahtURkvbc0tZ1ZV7zurnjN0DWvuyteMwTvus2wkmEYhtGEaRwMwzCMJrpq4/B8qE8gRLridXfFa4aued1d8ZohSNfdJeccDMMwjJZ11Z6DYRiG0QLTOBiGYRhNdLnGQURmiMgOESkWkYdDfT7BICIDRGSFiGwTka0i8nNre7qI/F1Edln/9gj1uQaDiESLyDci8oH1OEdEvrT+z/9bRDpVjVMR6S4i74jI9yKyXUQmdIX/axH5hfX7vUVEFolIQmf7vxaRl0TkmIhs8djW7P+tOD1pXfu3IjKmPe/dpRoHEYkGFgIzgWHAHBEZFtqzCgo78I+qOgwYD8yzrvNh4FNVLQA+tR53Rj8Htns8/gPwJ1XNB04Ct4fkrILn/wEfqeoQYBTOa+/U/9fy/9u7txCrqjiO499fXvJSOBUheQlNJIqhZipMSkLMbipZZBlYmt0QqehBuj1YEtWDUkGREFoaRWEqafYQRUJhpGamYiWKRmreKDRJ0MpfD2tNc5ozw4xzlX3+Hxjm7Ms5e535z5z/7LX2/i9pIPAYcJXtaqAbcDfFi/Ui4OYG65qK7S3A8Pz1MDC/LQeuqOQAjAB22N5p+wTwATCxi9vU7mzvs/1dfnyU9GExkPReF+fdFgO3dU0LO46kQcB4YEFeFjAGWJp3KdT7ltQPuA5YCGD7hO3DVECsSdMc95bUHegD7KNgsbb9JfB7g9VNxXYi8I6Tb4AqSRe09tiVlhwGArtLlvfkdYUlaQhQC6wF+tvelzftB/p3UbM60qvAE8DJvHwecNj233m5aDEfChwC3s5daQsk9aXgsba9F5gH/EJKCkeADRQ71nWaim27fr5VWnKoKJLOApYBj9v+o3Sb0zXMhbqOWdIE4KDtDV3dlk7UHbgCmG+7FviTBl1IBY31OaT/lIcCA4C+lHe/FF5HxrbSksNeYHDJ8qC8rnAk9SAlhvdsL8+rD9SdZubvB7uqfR3kWuBWST+TugzHkPrjq3LXAxQv5nuAPbbX5uWlpGRR9FiPBXbZPmT7L2A5Kf5FjnWdpmLbrp9vlZYc1gPD8xUNPUkDWCu7uE3tLvezLwR+tP1yyaaVwLT8eBqworPb1pFsP217kO0hpNh+YXsKsBqYlHcr1Pu2vR/YLenivOp64AcKHmtSd9JISX3y73vd+y5srEs0FduVwNR81dJI4EhJ99Mpq7g7pCWNI/VLdwPesv1CFzep3UkaBXwFbKG+7/0Z0rjDEuBCUonzu2w3HOwqBEmjgVm2J0i6iHQmcS6wEbjH9vGubF97klRDGoDvCewEppP+8St0rCXNASaTrs7bCDxI6mMvTKwlvQ+MJpXlPgA8C3xEI7HNSfJ1UvfaMWC67W9bfexKSw4hhBCaV2ndSiGEEFogkkMIIYQykRxCCCGUieQQQgihTCSHEEIIZSI5hJDl6qYz8+MBkpY295w2HKsmX1YdwmkpkkMI9aqAmQC2f7U9qZn926IGiOQQTltxn0MImaS6Kr3bgO3AJbarJd1HqnzZl1QOeR7phrN7gePAuHwT0jBSSfjzSTchPWT7J0l3km5e+odUIG4ssAPoTSpv8BKwCngNqAZ6AM/ZXpGPfTvQj3SD17u253TwjyIEuje/SwgV4ymg2nZNrma7qmRbNam6bS/SB/uTtmslvQJMJd11/yYww/Z2SVcDb5DqO80GbrK9V1KV7ROSZpPmIngEQNKLpHIf90uqAtZJ+jwfe0Q+/jFgvaRP2nLnawgtEckhhJZZnefGOCrpCPBxXr8FuCxXwL0G+DBVMQDgzPx9DbBI0hJSgbjG3EgqGjgrL/cilUcA+Mz2bwCSlgOjgEgOoUNFcgihZUrr85wsWT5J+js6gzSXQE3DJ9qekc8kxgMbJF3ZyOsLuMP2tv+tTM9r2PcbfcGhw8WAdAj1jgJnt+aJeb6MXXl8oW4+38vz42G219qeTZqYZ3Ajx/oUeDQXT0NSbcm2G/K8wb1JYx9rWtPGEE5FJIcQstx1syZP5j63FS8xBXhA0iZgK/VT0M6VtCW/7tfAJlJp6UslfS9pMvA8aSB6s6StebnOOtLcHJuBZTHeEDpDXK0UwmksX63038B1CJ0lzhxCCCGUiTOHEEIIZeLMIYQQQplIDiGEEMpEcgghhFAmkkMIIYQykRxCCCGU+RdQceB5QV9lNQAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df.plot('timestep',['percentageOfActiveProposals','percentageOfCompletedProposals','percentageOfKilledProposals'])" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df.plot('timestep',['percentageOfActiveFundsRequested','percentageOfCompletedFundsRequested','percentageOfKilledFundsRequested'])" + ] + }, { "cell_type": "markdown", "metadata": {}, diff --git a/models/v3/Deriving_Alpha.ipynb b/models/v3/Deriving_Alpha.ipynb index f515c61..5f82f4c 100644 --- a/models/v3/Deriving_Alpha.ipynb +++ b/models/v3/Deriving_Alpha.ipynb @@ -112,7 +112,7 @@ "So in conviction voting we require that $\\alpha\\in [0,1)$. Technically it is legal to set $\\alpha = 0$ at which point this system simply $y_{t+1} = x_t$ sets the conviction to the amount of tokens staked at the current timestep. Although $x_t$ can still vary overtime, there is no accumulation. The choice of $\\alpha>0$ is made to create a \"leaky integrator\" which takes its name from a leaky bucket analogy.\n", "![](https://i.imgur.com/JemMMlo.png)\n", "\n", - "The leaky bucket analogy also helps us understand $\\alpha$ in terms of its relationshio to the \"half-life\" of the fluid in the bucket when we turn off the inflow. In this case there is some previously accumated conviction in our initial condition $y_0 >0$ but $x_t = 0$. In this case the dynamics are simply:\n", + "The leaky bucket analogy also helps us understand $\\alpha$ in terms of its relationship to the \"half-life\" of the fluid in the bucket when we turn off the inflow. In this case there is some previously accumated conviction in our initial condition $y_0 >0$ but $x_t = 0$. 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