From 60db146eb57f29ab3b3337ec5902a3cce4125d80 Mon Sep 17 00:00:00 2001 From: Andrew Clark Date: Fri, 14 Aug 2020 14:55:29 -0400 Subject: [PATCH] latest alpha and trigger --- ...n_Conviction_Voting_Model-checkpoint.ipynb | 943 +++--------------- ...gger_Function_Explanation-checkpoint.ipynb | 15 +- .../v3/Aragon_Conviction_Voting_Model.ipynb | 695 ++++--------- models/v3/Trigger_Function_Explanation.ipynb | 15 +- .../model/__pycache__/config.cpython-37.pyc | Bin 1430 -> 1613 bytes .../__pycache__/sys_params.cpython-37.pyc | Bin 616 -> 616 bytes models/v3/model/parts/sys_params.py | 36 +- 7 files changed, 408 insertions(+), 1296 deletions(-) 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 0547c09..01c1172 100644 --- a/models/v3/.ipynb_checkpoints/Aragon_Conviction_Voting_Model-checkpoint.ipynb +++ b/models/v3/.ipynb_checkpoints/Aragon_Conviction_Voting_Model-checkpoint.ipynb @@ -70,121 +70,13 @@ "* https://www.desmos.com/calculator/x9uc6w72lm\n", "* https://www.desmos.com/calculator/0lmtia9jql\n", "\n", + "See ALPHA NOTEBOOK here\n", + "Deriving_Alpha.ipynb\n", + "\n", "\n", "## Converting Signals to Discrete Decisions\n", "\n", - "Conviction can be considered like a fluctuating kinetic energy, with the Trigger function acting as a required activation energy for proposals to pass. This is the mechanism by which a continuous community preference turns into a discrete action event: passing a proposal.\n", - "\n", - "### The Trigger Function\n", - "\n", - "https://www.desmos.com/calculator/yxklrjs5m3\n", - "\n", - "Below we show a sweep of the trigger function threshold, considering the share of funds requested (on the x-axis) with the alpha parameter and effective supply (y-axis):" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "data": { - "application/javascript": [ - "IPython.OutputArea.prototype._should_scroll = function(lines) {\n", - " return false;\n", - "}\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "%%javascript\n", - "IPython.OutputArea.prototype._should_scroll = function(lines) {\n", - " return false;\n", - "}" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import warnings\n", - "warnings.filterwarnings(\"ignore\")\n", - "\n", - "from cadCAD.configuration.utils import config_sim\n", - "from model.parts.utils import *\n", - "from model.parts.sys_params import * \n", - "\n", - "sim_config = config_sim({\n", - " 'N': 1,\n", - " 'T': range(100), #day \n", - " 'M': params,\n", - "})" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "for reference: max conviction = 5.25318713934522in log10 units\n" - ] - } - ], - "source": [ - "supply = initial_values['supply']\n", - "alpha = sim_config[0]['M']['alpha']\n", - "\n", - "mcv = supply/(1-alpha)\n", - "print('for reference: max conviction = '+str(np.log10(mcv))+'in log10 units')" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "supply_sweep = trigger_sweep('effective_supply',trigger_threshold, sim_config[0]['M'], supply)\n", - "alpha_sweep = trigger_sweep('alpha',trigger_threshold, sim_config[0]['M'], supply)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "scrolled": false, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "trigger_grid(supply_sweep, alpha_sweep)" + "Conviction can be considered like a fluctuating kinetic energy, with the Trigger function acting as a required activation energy for proposals to pass. This is the mechanism by which a continuous community preference turns into a discrete action event: passing a proposal. See [Trigger Function Explanation ](Trigger_Function_Explanation.ipynb)" ] }, { @@ -198,7 +90,7 @@ "\n", "![](images/stockflow_cv_trigger.png)\n", "\n", - "This diagram shows the trigger function logic, which depends on token supply $S$, total resources available $R$ and total conviction $y$ at time $t$, as well as the proposal's requested resources $r$, the maximum share of funds a proposal can take ($\\\\beta$) and a tuning parameter for the trigger function ($\\\\rho$). Essentially, this function controls the maximum amount of funds that can be requested by a proposal ($\\\\beta$), using an equation resembling electron repulsion to ensure conviction increases massively beyond that point.\n", + "This diagram shows the trigger function logic, which depends on token supply $S$, total resources available $R$ and total conviction $y$ at time $t$, as well as the proposal's requested resources $r$, the maximum share of funds a proposal can take ($\\beta$) and a tuning parameter for the trigger function ($\\rho$). Essentially, this function controls the maximum amount of funds that can be requested by a proposal ($\\beta$), using an equation resembling electron repulsion to ensure conviction increases massively beyond that point.\n", "\n", "## Social Systems Modeling\n", "\n", @@ -229,18 +121,20 @@ "$$S = F + E + L$$ \n", "\n", "System has the right to do direct mints:\n", - "$$F^+ = F + minted$$\n", - "$$S^+ = S + minted$$\n", + "$$F^+ = F + minted tokens$$\n", + "$$S^+ = S + minted tokens$$\n", "\n", + "The system may also see the arrival of new funds which come from outside supply and are donated to the funding pool:\n", + "$$L^+ = L - donated tokens$$\n", + "$$F^+ = F + donated tokens$$\n", "\n", - "Arrival of new funds which come from outside:\n", - "$$L+ = L - donated$$\n", - "$$F+ = F + donated$$\n", - "The above assumes the donated tokens were not in use for voting\n", - "$$L+ = L + tokens$$ that haven't been used in voting recently\n", - "$$E+ = E - tokens$$ that haven't been used in voting recently\n", - "$$L+ = L - tokens$$ that come into use\n", - "$$E+ = E - tokens$$ that come into use\n", + "When tokens are added to a liquidity pool or cold wallet and removed from staking on proposals:\n", + "$$L^+ = L + tokens$$ \n", + "$$E^+ = E - tokens$$ \n", + "\n", + "When tokens are removed from a liquidity pool or cold wallet and staked towards proposals:\n", + "$$L^+ = L - tokens$$ \n", + "$$E^+ = E + tokens$$\n", "\n", "Tokens in $L$ or $E$ are defined at the level of the account holding them.\n", "\n", @@ -274,7 +168,10 @@ "* [```participants.py```](model/parts/participants.py)\n", "* [```proposals.py```](model/parts/proposals.py)\n", "\n", - "The initial parameters and hyperparameters of the system are defined in [```sys_params.py```](model/sys_params.py) and helper functions, plots, trigger function, etc are in the [```utils.py```](model/utils.py)\n", + "The initial parameters and hyperparameters of the system are defined in [```sys_params.py```](model/sys_params.py) and helper functions, plots, trigger function, etc are in the [```utils.py```](model/utils.py).\n", + "\n", + "### Note:\n", + "When running this notebook simulation, be sure to run from \"Kernal\" -> \"Restart & Run All\"\n", "\n", "## Schema of the states \n", "The model consists of a temporal in memory graph database called *network* containing nodes of type **Participant** and type **Proposal**. Participants will have *holdings* and *sentiment* and Proposals will have *funds_required, status*(candidate or active), *conviction* Tthe model as three kinds of edges:\n", @@ -445,14 +342,22 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 1, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/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': 0.875, '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" + "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" ] } ], @@ -462,9 +367,17 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 2, "metadata": {}, - "outputs": [], + "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" + ] + } + ], "source": [ "# pull out configurations to illustrate\n", "sim_config,state_variables,seeds,partial_state_update_blocks = config.get_configs()" @@ -472,7 +385,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -482,7 +395,7 @@ " 'T': range(0, 100),\n", " 'M': {'beta': 0.2,\n", " 'rho': 0.0025,\n", - " 'alpha': 0.875,\n", + " 'alpha': 0.7937005259840998,\n", " 'gamma': 0.001,\n", " 'sensitivity': 0.75,\n", " 'tmin': 1,\n", @@ -497,7 +410,7 @@ " 'run_id': 0}]" ] }, - "execution_count": 8, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -508,7 +421,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -531,7 +444,7 @@ " 'variables': {'network': }}]" ] }, - "execution_count": 9, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -551,7 +464,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -564,12 +477,16 @@ " 'supply': 22392.22}" ] }, - "execution_count": 10, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "from model.parts.sys_params import initial_values\n", + "from model.parts.utils import *\n", + "\n", + "\n", "initial_values" ] }, @@ -584,7 +501,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -592,7 +509,7 @@ "text/plain": [ "{'beta': 0.2,\n", " 'rho': 0.0025,\n", - " 'alpha': 0.875,\n", + " 'alpha': 0.7937005259840998,\n", " 'gamma': 0.001,\n", " 'sensitivity': 0.75,\n", " 'tmin': 1,\n", @@ -603,7 +520,7 @@ " 'lowest_affinity_to_support': 0.3}" ] }, - "execution_count": 11, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -612,10 +529,35 @@ "sim_config[0]['M']" ] }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'network': 0,\n", + " 'funds': 4867.21,\n", + " 'sentiment': 0.6,\n", + " 'effective_supply': 14020.008000000002,\n", + " 'total_supply': 22392.22}" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "state_variables" + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ + "# Andrew UPDATE\n", "## Hyperparameter explanations:\n", "* $\\beta$ = .2 Upper bound on share of funds dispersed in the example Trigger Function\n", "* $\\rho$ = 0.002 Scale Parameter for the example Trigger Function\n", @@ -634,30 +576,29 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Initialization\n", - "Now we will initialize our model's state variables. " + "# TODO Pull out. Only read, not set variables" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ - "# initialize \n", - "network = initialize_network(initial_values['n'],initial_values['m'],\n", - " initial_values['initial_funds'],\n", - " initial_values['supply'],sim_config[0]['M'])\n", - "initial_funds = initial_values['initial_funds']\n", + "# # # initialize \n", + "# network = initialize_network(initial_values['n'],initial_values['m'],\n", + "# initial_values['initial_funds'],\n", + "# initial_values['supply'],sim_config[0]['M'])\n", + "# initial_funds = initial_values['initial_funds']\n", "\n", - "genesis_states = { \n", - " 'network': network,\n", - " 'funds':initial_values['initial_funds'],\n", - " 'sentiment': initial_values['initial_sentiment'],\n", - " 'effective_supply': initial_values['supply']-initial_values['initial_funds'],\n", - " 'total_supply': initial_values['supply']\n", + "# genesis_states = { \n", + "# 'network': network,\n", + "# 'funds':initial_values['initial_funds'],\n", + "# 'sentiment': initial_values['initial_sentiment'],\n", + "# 'effective_supply': initial_values['supply']-initial_values['initial_funds'],\n", + "# 'total_supply': initial_values['supply']\n", "\n", - "}\n" + "# }\n" ] }, { @@ -676,9 +617,22 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "AttributeError", + "evalue": "'int' object has no attribute 'nodes'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# To explore our model prior to the simulation, we extract key components from our networkX object into lists.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mproposals\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_nodes_by_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstate_variables\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'network'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'proposal'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0mparticipants\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_nodes_by_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnetwork\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'participant'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0msupporters\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_edges_by_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnetwork\u001b[0m\u001b[0;34m,\u001b[0m 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\u001b[0mg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnodes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mnode\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'type'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m==\u001b[0m \u001b[0mnode_type_selection\u001b[0m \u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 160\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 161\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mget_sentimental\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msentiment\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mforce\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdecay\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m.1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mAttributeError\u001b[0m: 'int' object has no attribute 'nodes'" + ] + } + ], "source": [ "# To explore our model prior to the simulation, we extract key components from our networkX object into lists.\n", "proposals = get_nodes_by_type(network, 'proposal')\n", @@ -690,22 +644,9 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'type': 'participant',\n", - " 'holdings': 1304.342249620273,\n", - " 'sentiment': 0.9095416561915247}" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "#sample a participant\n", "network.nodes[participants[0]]" @@ -713,32 +654,9 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Count of Participants')" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Let's look at the distribution of participant holdings at the start of the sim\n", "plt.hist([ network.nodes[i]['holdings'] for i in participants])\n", @@ -749,30 +667,9 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Participants Social Network')" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "nx.draw_spring(network, nodelist = participants, edgelist=influencers)\n", "plt.title('Participants Social Network')" @@ -780,25 +677,9 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'type': 'proposal',\n", - " 'conviction': 0,\n", - " 'status': 'candidate',\n", - " 'age': 0,\n", - " 'funds_requested': 2122.1789148984158,\n", - " 'trigger': inf}" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "#lets look at proposals\n", "network.nodes[proposals[0]]" @@ -820,44 +701,21 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "funds_array = np.array([ network.nodes[i]['funds_requested'] for i in proposals])\n", - "conviction_required = np.array([trigger_threshold(r, initial_funds, supply, alpha,sim_config[0]['M']) for r in funds_array])" + "conviction_required = np.array([trigger_threshold(r, initial_values['initial_funds'], initial_values['supply'], sim_config[0]['M']['alpha'],sim_config[0]['M']) for r in funds_array])" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Amount of Honey requested(as a Fraction of Funds available)')" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "plt.bar( proposals, funds_array/initial_funds)\n", + "plt.bar( proposals, funds_array/initial_values['initial_funds'])\n", "plt.title('Bar chart of Proposals Funds Requested')\n", "plt.xlabel('Proposal identifier')\n", "plt.ylabel('Amount of Honey requested(as a Fraction of Funds available)')" @@ -865,32 +723,9 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Amount of Conviction')" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.bar( proposals, conviction_required)\n", "plt.title('Bar chart of Proposals Conviction Required')\n", @@ -907,32 +742,9 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 55.73999999999998, 'Participant_id')" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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[5, 4, 3, 2] \n", - "\n", - " age_all \\\n", - "5 [1, 1, 1, 1, 1, 1, 1, 1, 1] \n", - "10 [2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1] \n", - "15 [3, 3, 3, 3, 3, 3, 3, 3, 3, 2, 2, 1] \n", - "20 [4, 4, 4, 4, 4, 4, 4, 4, 4, 3, 3, 2, 1] \n", - "25 [5, 5, 5, 5, 5, 5, 5, 5, 5, 4, 4, 3, 2, 1] \n", - "\n", - " conviction_all \\\n", - "5 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 83.01... \n", - "10 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 246.2... \n", - "15 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1805.... \n", - "20 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 3390.... \n", - "25 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 5240.... \n", - "\n", - " triggers_all \\\n", - "5 [inf, inf, inf, inf, inf, inf, inf, 11467.5110... \n", - "10 [nan, nan, nan, nan, nan, nan, nan, nan, 7188.... \n", - "15 [nan, nan, nan, nan, nan, nan, nan, nan, 7187.... \n", - "20 [nan, nan, nan, nan, nan, nan, nan, nan, 7186.... \n", - "25 [nan, nan, nan, nan, nan, nan, nan, nan, 7230.... \n", - "\n", - " conviction_share_of_trigger_all 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "df.plot('timestep',['funds', 'candidate_funds'])" ] @@ -1393,22 +879,9 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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uqfE2p1wm2tJylUWreMMDoi1uEw+6/lZPUyOq3qY1T9o2qSDa5AXx2bjvTtE6F4Ui5YqL99eci4l3fhVtc8aklaLt+6wGHifd9rloO9xxaLTNUafpuoHdb95HtH6nDRHtxdfjpVpf+GqWaMX2j5x3RfX6ZnITDdQDVOn+kWhlF2vAuUS5EqLtU7ditM2hP88Wrd8Tv4l2+Nk1RJvb+chom2sHaMB54mMjotvWHjxmk83BFLmkaUaWda/qPjgr55WyLZDbhKSCUBWSQG4tkvqZjuM4zkYgUzYMo4HGJPUtdyAp3j00VWS8OklpvQn8f1k7x3Gcf4SZZeSRrWRrIPcx4PMQwhexfdMDue8sihtIOY7jOErGbBhyCSHMN7MBwKHA92Z2A1AROGcd+/xpwxCb03ccx8nFl2zmJVM2DNVJsm0LkzhslgTON7MvgIbAr8AbZtY5zY0zyj7vnCDarzXKiXbsjRok3Op/9aJtlr9Fg009btYTZ0VdDZQ9uotaOAP8uuAH0aYs/lm0uZU0QLq6azw4/OkKDbS1/EMDnD3vma47a1wagFqT9c6pQgV976OfHafb7amZqgBTm14rWo3OukL3tkYa7N7+yXg97/Y7Hiba3NVqRbx8nloGW5G4XfPWX5+t+2+l2dA73KAByssa1Yi2+VF7Dfo2HKb228Mebybadns8Em2z4hHVRVt2rQbLi9/9kmhDftTAMsD8qy4XLRz+pWp99P3MLaffN4Dav/0u2uB3tZ/O5iVT0zvlSQZ8I5nXLwTMJvHfmQmsAQ4ANI/bcRzH+cdkLCMXaABgZluRrNwJIYTCKc1I5vUnZqJ/juNsOfj0Tl6yxk8/14bBzJ4judqvC6jLGXkDuU/1+naz9dlxHOffTtat3gkhnEaSkfsToBP25M3IPfu4Rputz47j/PuwHMvII1vJJj/9Q4HvU5t0BzoD2wNaCDaN1V+NFa1Waf0hGHH1gaLtWaR0tM2yu2vWYv2jPhNtzRcnivbIqHglr66v/Cra4ilqg7yiggaHt746nvFYq4z+Zq/ppRms9evpCdh1Rbw+8OQ/Zoq2cokGhw86roZonx3fKtpm+eu0lvCPDW8SrcmHR4l2cNXm0TZbvqtByo9LqKV27Xaa/Tp7hNpcA9T4ZrxoI47WdQRVt99KtG9rvRpt88SuVUTreabW6N379IGiXf2IZgMD9Bign5EV0/c+c25k4Jm7PNpmx4/VUvvxFhrtf+aEuaKVn6TnNsD8y7qKtmcv/dwARpwclZ1NQDb56fczszpAWZJs3MKAjuiO4zh/g2y+6s4E2WbD8DxJgHcqycqemzPUP8dxnC2SbLJh+Bp4A7guhFAXWBFCiJZ3Sg/kPjM4fqvuOI7jKFlTGN3MDgDaA83XY98/M3JXPX6CZ+Q6jlMgPr2Tl2wK5B4ENAKWmVkAipjZ5BBC3P/YcRzH+dtkUyC3L/A60DeE0MvMFq/PgD+7/0TRqnRoK9rub78v2o8PxFcSVNhJ7QAav3KsaIvK6yqMbY7RAtcAc8oUFa1UdV09VOrRa3TfTjdE2yz3zAWiPbiHtnnJ7c1Fe6zJIdE2y3Z/QrSZumCDymtVvHSQ2hMAjJ+nhdnL3KSFvGd+plN1Px1aM9rmguWrRfvknAGizf/2LN15VuQNAc+VVAuK4vPVSqD+PtVE223BxGibRx+k/R8yQ+sONCmkV6OXXRg/nrNr6AqvtTlaRP2N83cR7dWf4qu22pZVa4pSS/VzW7mjevmHD1pE27xi1kTRbtpf6zVsavxKPy/ZFsjVUdRxHMfZaGRTIDe3MPptZjYaeNrMimWif47jbDl4clZesi0jtxuJ/cJeJKZsV8b2TV+989LEuGug4ziOo2RVYXQSz51bgTEkq3iOj+2fbsNwco24na/jOI6jZFth9DUkfvqdgfuBnBDCOksmbnX1QfIGlnQ8SDfcWlPnD/9uVLTN9xbqMbksEjx7sOHBou35bjyQWydSpPq0jupNXry47jvkvebRNu8fOEW0KpVKitaqhgamT9hJg5EAC1dq8O6AR0eLVuKESGH1SttE22ShpltMv+o90Sq/e7toZW+8M9rkWa1qifbpRPXTnzRJg7PzWu8ZbXPVAK0RMLOrfsYNn+gr2uxj1eYD4KllE0U7u2oT3XCtBqbXDhwcbTOn8a6iLXtcbUKKt9Htfm+sdQwAHhmlQeMmrQeJVjgSBTxszLnRNrf7QPefXEXrRQDkHPnMJpsPKX1T64ws6154w8dZOceTbYHcj4EZwGhgJNAlQ/1zHMfZIsm2QO4q4AVgOVCB5MfBcRznH+OB3LxkWyC3GLA8hNAYeBroEds3PZC7ekSkFKDjOI4TJWODfi4hhPlAbmH0qfx/icTewO4F7PNnILfwnvG5acdxHPAr/fxkVWH01P8HmdlckjuAtX/V1k9DNcOwbZNfROvVRr3vm87S7QAYt1SkjnW3E+2zBVpA/dTd4kWiP520RLQjOui24Z4rRDvotzHRNg86Wb3a9y2s/Xy9yj2iTSzgyB52mrZZ4tb2ot0wWYO7uy3XQCrAyxNUH3aYZmYeOfB10UZdptnVAHd/+71oz96ifVq0SGN4Q3tMjra5S0t97/NWaCD4tH207zMufSvaZuOxEc/AzzRTltmaUbvkk0nRNle21boFFS7Rmgvnj/1OtO7F4jOmt5bfQbT7P9cFEUdfqMXSC2JyNa1LYVV9tV2mybbC6PVJlmsWSj13b4b65ziOs0WSbYXR5wNHmFlpYBIF1Mh1HMdZX7J5qiUTZF1h9BRHA5+uj5/+K9P0tthxHMeJk01++ruFEHInajsAz6xj3z/99Ce13MP99B3HKRC/0s9LNvnpH2pmlUkycesBpc1sVAhBq1Wnsd1NLUV7tUlT0Yot0oDvNfUOjba5doYWNz/gvk9FK1S0kGjtDqgRbfPm/XYWrW/Lo0X7ZumP+tqvamYjwG3Ha5tVL3lHtNYnaUCtwuOXRNtc9Voko3iFBrZveV6DpiNuiRdwf2eH8ipWXSXSgLYaDG19W9wK+Kb9NejaePi1olmOWgZPbhfP8t26WXXRiuboZ3xPtTqibdN0WrTNBTX09VdXUzPZUFyDtl9fEy9i/sNYzdQ9+NSBojV4RQOxhSz+ld9u0DeifdJ+P9Fe667XWN2GxzPbl3+px2TJNA3AA1R8LSo7m4Bs89N/HHiFJBt3KHAtiSWD4zjOP8Kv9POSqTn9qkDflIXy1/y/DUMA2gKvAmUAz7xyHMfZiGSbDcOZQA2S+fxTgOh9eHog96k+Os3gOI7jxMmqQC5wCXB4CGGomV1BMr9/ZmTfPwO5awdf5oFcx3EKxKd38pJNgdzDgH2Ax82sKDAWUG9Yx3Ec5x+TTYHcfkBloHMIob+Z9QHU3D0fE+prSnyT+58SbU6bfUX73/yp0Tbr1tEi5suanqEbztHVCb1ztJA2QLnj3xRtbTddZbRX729Fa9GqdrTNS58cKdpBb54g2s0jtOD4KfP1dQDa/aGrZbrM0AVU4+44TrRa72p/AJaepDYOdZ5+TrRpPXS1Sfl58dU7t32tx/m4X14Rbe2N54i26Pf4afXtzbqCZe82ankwv7rWRvijUXz1zoSza4g25bDLRKv+UlfROrwet9+Yc/YpopU88mfRJt6qq2p6vam++wA/LtNaBpWv19zIX0YvFq31GbqKDOC7bXT2+Nnz9o5ue2xU3Tj4lX5esslP/wvgD+A+M1tLMt+vxieO4zjOPyZrArnAMGAFcFoIoQHJ9E8BpZgcx3HWD3fZzEvW+OmTJGSdCHQ3s2HAIpLyiUL66p3XemrJQcdxHCdOxlbvQOK/Q+KlvxWJn/5bQFESF86mQDQbN331zi8L7vfVO47jOOtJplbvVCQpjXg68DPQimS1zgNAd5ICKhMANazPR9PnB4r20h2/irYsEg+se2rNaJstL/hKxZe0oPSMiF946Zo9o20ur6a3e8U/1ByDZy9oKNrJn8yKtlksojWYtkK0IdPUz7500fhN3vFN1IrgjMv0eLQ8fbZoJ+8Wn417/rmeok1vtodoH5TSmgNfD9LAIcDoI9TK4ILRv4lWc+T7opV5SQPGAId3jXjFF9KvyB4vqO//hDPixcF3XK79D0+eJFrOdbr4oGRFLXIPMHCxWhks+Z8GrIvf+phoe73aKNrmcW+ofUe/njNEs71Ki/biC/G6FOX2VO/8jj/FA/PHxtcqbBTMsneqJRNkMpD7Csl8/uzUox/wBrATcBPQC1+y6TiOs1HJmJ++mY0FOpEs37ycpBD69BDCLgBmth3wQSb65zjOlkM2B1UzQUYCuWbWBpgVQogvFv/r/f8M5C77Kl5SznEcx1EytXpnf+BIM5sIvAa0AB4Eypr96f1anSRpS0gvjF5iP63t6TiOk0s2L9k0s0PNbJyZjTezqyLPb29mA8xshJmNNrPDN/R4ZGp6pxvQLbV6ZyxgIYSOZvYdMDXlq/88SfH0dfL8UXVFq92puWhTDnpatM6HRwpUA78uXS3a1FL6+zhl4RTRKleKf9glK2oWZ9+L1a+8YSUNUBbeO56ZWYmVou3/k2Zm/tS2TXT/GEtLa7H2Cs00UDf2xBaibfehZrQC3HpEPHCany8nq6nqnu31dQDu+/wL0T4dP1df+yDN2D7rES0YDnBOBz0fflijWdv9jtWs0i4D4obwd+6v731qSf3c1t5ytm5XXLcDqL61ZsDOOEbGCwrV00Dw0K/1nAWwxrqoYe1a3a59R60l8Oyd8fUW3zygGedvFdf9/6ukxr9HgdbAVGC4mfUJIaQX1bgWeCOE8LiZ7Qq8T2JK+Y/J2Dr9FBeR1MLN5XpgJrAaKAc8m4lOOY7jbAb2BsaHEH4NIawkmfU4Kt82AchdMrVR7OYztk7fzKoDRwC3AZcChBD6kvjsTwTOCCHo+kPHcZy/QRYHcrcF0m+9pgJN8m1zI9DfzC4ASpIsb98gMnml/wDwPxIrhr9FeiD3/Vfipdocx3EySfo4lXroHN5f0wHoGUKoDhwOvGhmGzRuZyo568/VO2bW/O/un56R++Gk/3lGruM4BZKToUvb9HGqAKYB26X9HVu8cgaJWwEhhCEpW/ptSOzo/xGZmt7JXb1zOMktTo6ZvURiuNYYqAb0MLOTQgjxlMwUhSOFq3+r/aRoM77QAuq7PBL37Rn8djvRGj32kWgvHKQZhx9erxm1AP3HaFbssJVq8bt7Ty0OPimo1TPA7506iDYnkqa70yva5rhKkWLlQImtiotWu56+zyInPS/afTfGsz0vrKLpljmP6/631Kkgmi3WoDrAEYdplvArXTQIfXp1zRLevtuB0TZHttR1A8/VLSXazfs2F+3UXeKnaU4XPRe3j214TyeRKhTXIDQAszSwXvkyDZoubhoJ4M/4KdrkH2W3Fq1VmyNEq75msmgNR8+MtvlBU82G5n21/gaSdM3/HsOBHc2sJslgfyKQP117MtAS6GlmuwDFSdyI/zGZXr1zKcktS/0QwslmVjqEsDA1pz8V6EoBJRMdx3HWh0JZasMQQlhtZl2Bj0gs5nuEEH4ws5uBb0IIfYDLgKfN7BKSoG7nEMIGzW5kQyC3L5C7TrGzmf0PqEKSrfsDPug7jrOFEkJ4n2QZZrp2fdq/fySZGdloZEMgdwTJbQ4hhIeAj4E5JP76zWM7pgdI+r0cr9bkOI7jKFlnwxBCOI1kTv8nIDoBmJ6Re0RHdWt0HMfJpVCOZeSRrWRbIHc1cCCwgGRN6m6AFlPNx9n982ahPgF81a95Hq0m8NhIzdj88MoDom1+OiVvcKoRUKSuBhp/W6iBxl5tDtYGx7xJsZY75hPXcudQrfX621n5VnY91ZOqSzVQOBu4b8KgPFrnXQ9k2bH35d3wuBp8dFy+9/n59yzpp+UKSrbfjTBTq1SOqZw3IDqDiVR7NF8g+Y+faXjYANmXGW0p0fWWPNKKettjRfSao9r4vLknMxruycgD79c2gd9H5Mt2fXIkv8/RL9vT+Woe1wQOrq6f0XDepUxZ7dP4ectFK1ZIs12bbaXZ4fMYxJiP88bd6reuyG775D2e04Arxg7No92875H8PF+zsRuwDWs++DyPllO7Mg9undea+mKAmeNk/2UPvicaN/P8SQUAACAASURBVHSg2lV5g86rb7mQScfckXe7Xh1Z1SxfzuSRVSlfo6y2yQwWDM7nGrAQaNA8rzZqYGRfZ1ORqXKJ3VLrTh8CBpGMX6eQOG5eAexJYsEw7K/ayj/ggw74sGEDPmzggA+RAZ/1G/AhOuCDDviADvigAz5EB3xgvQZ8QAd8iA/4IAM+sF4DPrD+Az6s14AP8QEf2OgDPiADPiADPuiAD0QHfEAGfEAGfGD9B3yQAR/QAR90wIcCBnx0wAcd8AvSNiKFzDLyyFYyNqefFsjtlyuRVMu6DxhDsojr5sz0znEcZ8skk+UScwO5pYDhIYS1ZvYBsC9Jlu4sknX7juM4/5hCmXYYyzKyLZDbDagL7EVSJ/fKAvb/c/XOwkFaIs9xHMeJkw1++h8Dh6UCuTOBW0mmd5oDx8d2Tl+9U/rAeJ1bx3EcR7ENTO7asBfPm5Fb2cwuBhoCnYH7gZwQwoXramPgtGvkDVz5+QTZbtDxp4i2/SNPRNuc/bMW/V57x8Wifb9K7zIqnRsvAVCupRZ7eeUAtUJoU7OZaOUXq10DADM0Jf725VrM+sIemrZfRePSACyds1S0qVPXiHZxl3qiNauuNQMABk7RNnu0VouA1ac/INqap8+Ktjn0dy0qX+4ATfuvP16DyAPLXRtt8823tb7Bk331GJe8PrKSeIpuB0AVtbBoOEALsH/XQL38w4x4tr01VLuLH1vcLdqASAH4SiXiM7pfTteA9fXPqGXDlO4anK14Wu94m/fvI9pr4xZGt327zfObLPJZ7/n2GRnkfuj0ZlZGc7MpkAtJ4LYJMJrEVOjqDHTNcRxniyVrArkpbRXwAnAMSaH0qoBepjqO46wn2bx8MhNkWyC3GLA8hNAYeBroUcD+fwZy33spXqrNcRzHUbIhI7c4UDoVyJ0KvJ3apjcFZOOm+1TH5vQdx3FyyWZLhEyQaWvl9MLoJ5vZFGCQmc0lKSjwl1W1Dly8lWjdmqg5dywrdMnD10Tb/GOZFo9edvcLotVaukq0nVpVibb5ZQfNiu3w3GeiTe2lWZBLimnNAICy/TQgObifBrG7dVB/ok86RbzOgYtv121/vlRN7d5seoho/RfEze9qlNYAb92nXxLts4ePFG3XYnFP+Wa36PVAue9vEG1tP32fFSvGB4Fb9ttTtHMi220/XgvA3/SNZnwDFGlfTbTr9o2Yx6/Ur2L/nTXzF2BuxbtEO2n1I6JNq9xVtFZ9j4622XaALko47SQtYv7qJA3Kf/BFPDjb+bnvRTvmgBrRbZ3NR6bTFvIXRq9PslyzEEmG7r2Z6JTjOM6WSjb46acXRp8PHGFmpUl+DB7OVP8cx9kyKOSzO3nIBj/92BTO0cCnIYTofWN6IPep14fHNnEcx3EiZGth9A7AMwXtnx7IDeNu80Cu4zgF4oHcvGTD6p10P/0eQHegHjDbzN4NIcQrY6e4Yd4k0e7qNVa0NSdoduDv7W+Ntlmjip4kz16gBc879tXs19N3rxhv838aCF570+milTxTM1UrjdPgLIAVVkvb95tq0e9ld74hWpMntVA8wNsPq5u1mlfD6vc0QNrg2HibB77RV7RmNbWI+T4PfyLa3NoaDASYcGeryLY3itb6Zw3Wv9wzHhhvOEXPm9v21+zXrYtErISHxrNSc27Wz/26TruL9tZ8/YwvPH9ItM2lWrueiwbrZ3xtK027ztldvwcAp85Rm+/3IsHdqdfr/i0u3Sna5pJ2e4n2UbOXo9sSj4M7m4BMr97504YBOJVkHv9pYGTq350ANfB2HMdZTzw5Ky/ZZMNQAVgJtABeJTFia5eZ3jmO42yZZEMgN7cw+mySO4/LQwgfAscB28V2TA/kfveOmkI5juM4cbLGhiEkdp8nAt3NbBiwCFB7R/JaKzc8Wt0JHcdxcvHC6HnJZCD3bDM7kyQJKzeQeyGwHKgCHAb8ZYWUzrvuJtpTNTQoNaTTh9H91ww5TrRGA9Tj7cc5mn27dtFK0br1m8aiq9V698aOpUQ7a4zWRb318R9E+x2odLJaGXeY+aJoQ6bqKtepKyM1dt8bQd3Gmu162V0afKvW9FPRvmqhVtHMH8/+A9ViuFUNDdo+vLNmv0554GnRpg+ezeQX2oo+awfN6K0/U/Nnz/9O68kCPP6GBohX7a91jL88WDNdB7+jwXKabkOjQwaKPG+GLhbY8bHnRRvUSS21y47eX18H2K2oLhY41PT6rURxDeS2HxC3/n6jkQZoy36nNYuXr9GM3PfviIX6ofmvWm/5kCGnRrd1Nh8ZK4xO4rNTDWgNfBBCOJnEWvlTYDegDMkPwCYjNuBvKLEBf0OJDfgbSmzA31BiA/6GEhvwN5TYgL+hxAZ8JzsoZJl5ZCuZtmHIz0nAGSR++i+QFFRxHMdxNhKZ9NMPQP/U/59MaTkhhB0BzMxI2TM4juP8U7J5fj0TZPJKv2kIoSHJ3P35ZpbHhjIV2I1m26av3nn1ua82Q1cdx3G2DDJ5pf+lmeWu0KkI7A0sMbNxwI4kPwazYjum2zD8uvAht2FwHMdZTzLlvVOSZNXOQcAykkSs74EPgXlAY6ANEF9qkMaKAx4TbfojR+hrDmkt2gsLfoy2+fkYXQEz/42I33iXXUV7qNPj0Tbv/l8D0Z4upytgyjeaJtpFVeMf0+s9daXPHWeoH/5F03SV0XnVSkfb7DxR/e/mHraNaAtP7CNaOEPtBQCaVism2sOzxoh26a5aG+GnrSKWB8BBXXQFS/+6T4n26LAuonWvE8/5X/alHvt5XxwmWrfpeoNsI2PO+zCh+U2izXqho2gvzdIg+DGP9I+2Oewt7eeBb2nAO8ycLdpjb8RX2sx/S8/vovV1xdmNQ/Rz67nkoWibpa66XbQVD7wX3TY8Hq9tsTHwjNy8ZOpKvzJJ/duBJIP/KyGED81sOPAGyVV/CZKrfcdxHGcjkSnvnV/NbBqJ7UIA/kjpc4CWZjaQJDPXbZgcx9kg/Eo/L1kbyF0X6YHcN+ZoAojjOI4TJ6sCuWbWFmhLUh/3HjM7JlVNKw/pgdyf9qjrgVzHcQqkULZlI2UYS1ZGbuYXTQK5PwKN+P9A7s0kVbQ+Az4hsVaeGUK4cl1theFXyxt4qdQC2a7jXA0SLn3lu2ib3U/VgtDliuuZs3dlLXD909yZ0TbPfVGN4fpfoKn3TStHUvxXxROTw8gvRFvzgwYEV57aQbTtuscDzn/sq15GVqumaO8uV//3iz7V2gYAkyPp/Gsv1LoBUy58S7RnblFbCIDdmg0S7fjlapkw84TrRKvyQvyUmpOjx7lCEQ1i9xin3vk1WqhVBcCXfZqLdlTtGqKd3G+EaO+/9mu0zZK9rxCt+wh9/ZzItMYNW8czsa+YO0W0poeohcWZt+h3wwpYBz+zWsTPP1J8HsC2u3iTzcG0efeUjFwY9j3qxaycV8rUb2B6IHcY0C/lrFkSmAjsCxwFnJKh/jmO42yRZFsgtzfQG8DM3gNez0T/HMfZcvBAbl6yMpBrZtcAq4FobbU8hdF7622x4ziOEydjgdwQwrTU/2eZWW+Stfmfm1lnksSslqGAgEOewuiROX3HcZxc3HsnL5nMyP0RWEgyvVMLOM7MXgGOBX4B3jGzziEEjQKm8UARXcp/YIXqoi3v+aVos0b/EW2z6VGa8XjwiRrQW3mD+p3P3jde+HlZB/WU37/qQaI988Obol3/hRZgB2i7kwbKHpigS1gLPficaOUraGAboPCr6mXU7eRFoj36mQZtx3wRP57zXm6v/Zyi++/36zLRzt6tcbTNkb9otmgYqcHdWU8eJVrlKfFM7HKR5b9L9moq2vGPjRNtoNrMA3DizjuLVmdJUdG2LaVZy/Wb6TkH0KCPJqrfcqkuStjrLK0PMPo1PUYAbXXtA1tvp4PlFy9qAP+qm/eOtlnosBNFe3ysZnIDnButkedsCjKdkbuIZIrpjlRG7qMk8/trgF1JVvVsfDN5x3H+M/icfl4yGcidDjQPIcxO02vn/tvMugHbZ6J/juM4WyqZDOQGoL+ZfWtmZ+eKZnabmU0BOgLXx3ZMD+QOeSt+q+44juMoWbd6J4RwTQhhO5KVO11jO6YXRt+3nTpdOo7j5FIoJzOPbCWrbBiAzwHM7DLgdmAscMO6GvlqmmZRnvfBN6K91z2e3Xj2zbVEm9tFizevjGQsslDt/g8bfQ5XTx0res6rkbqsU0aJdNYj8SzhCnU0aPvhBA1iDzpbC8UfPGm1aOOAidd+Ivqr9+0r2tXoa39fX497vdVqywzAI5+JlFNYvxXvRhKPq32lxwjg7cr6WhUH6nHfpkIJ0X5qq9nAALZ6jWiFcvQrsu0OGnTtXzU+b1y+69sq3nasSEfU3lq0K/aKRzeHzJgjWt39y4s2sJNmV299Vjwj9sTeo0WbtFYDzsPa1RWt96QV0TaX3faoaOfsrYssAKgfl52NT1b56ZvZjiTF0A8m8dX/ZVP2IzbgbyixAX9DiQ34G0pswHecLREP5OYl06t3BpLXT/8toBXwO1AcuDpD/XMcx9kiySobBuAFYGoI4SIzmwjE3cscx3HWE0/Oyku2BXKvpoAVO+mkr9759cN4+TfHcRxHyeSg/6WZjQH6kwRyDwR2A+aY2UpgB+BHM6uSf8f01Tu1Dt1ps3bacRzn30w2BXKHA/cAi0MI96amdxqnJ2/F6H7gfqKt/eod0Q5fcq9oc37XYtAAMzo/IFrtXdS24OeRak/Q8kktwA7QvUQR0d7bRT3tr/tE/fQbt4qnzvd6W20gPpk8T7RDSmgR8Z537xNts0whvRX+oIX63PeJ2EqsevSWaJsrr75ftL5nqC/7hwdpofhtL4u/975XaAH4ahVLinb9fnLNwKoX4sW5n2hRSbQzg64Smr5aV7Us3jtumVDulAaihdEa7J9XSY97k/uGR9tsVlcD+5OfPF60WkFXbe1UXG0hADrWV6uPz45SP/2vGmuh+tbvxO+2p0xZJVq/k+OLJ46LqhsHD+TmJdv89B3HcZxNSLYFcgG6mtmpJBW0dOG04zjO3yCbE6UyQbYFch8HagN7ADOA+2I7pgdyX+6ht6CO4zhOnGzLyD0fyJ103AaoAJyef8d0P/2pi59yP33HcQrE5/Tzkk2B3O+Bl0MIM1LbDCDJyl0n7/yqlbOqnKZBwot79BBtyhHqZw9w/hmaaj7ukTG63XlqefDFKyOjbRbZSgO5lSvryXhzEy1iXvcRtVsAmD5ErSF+X6mvM+ZSDZ51OT2ekVvpWF0NVeU6PZ7TB2t8vcj5WoQcYM1Rmvp/fK0jRTv4rttEK/vlg9E26w1+TbSPamoB9zB9iWjDH/kh2ubZSzXwufMwrUUwsY0GkcvWii8KsDLq+z/j9ogtxbV6jIrvUy3a5vTn9FwcdbF+Dw5dpIsX1vbvF23ztKu+EK3ExPNFO2SxTg7cQzyQ272ruqJf90r8OP31Qm1nY5FtGbkvmtkeJPP8OwItM9Q/x3GcLZKsCuSGEE4BSM3v3x9C0DJOjuM4f4PIKuT/NNkWyM2lA/BqQTumB3K/7OV++o7jOOtLNhZGL0xSJ7fROvb9M5D7yOhzPZDrOE6B5HggNw/ZVhh9D5Ir/JIkhdHPCyEMW1dbFzyuAazZi/VtTT5fs1dfWqQFrgHuaqZZlGu7q6/7uQ002/OCPbeNttlytvbphRPUF/2sFzVL96N2LaJtzm78kGhNrtldtD5FNZi4SySzEqD/zVqLYPLRWrXyliv0GK2eGDHEB6Y31SDlyW9rgHTafprV+nNO/Gb0uh6a1brPIZoh/WRrPR4VR5wXbfN3089o/Cu6JHjZi1+L9vkz8QDlIeOuEK1h659Em7FWM5xDsXih+Xr7akZu3x6Hi/ZhqctFO3a+ZkcDlK6mX7Ma12iw/MQjNKN3WN+4L+LwU7XA0drFmqXrbF4yHcjNXxi9PzAVeBCYDNwNNM9QHx3H2QLwOf28ZFVhdJKr/mdDCK+bWQdgeib65ziOs6WSbYXRLwbuSRVGvxfoFtsxPZDLj1qy0HEcx4mTyYzcpiGEaWZWCfjYzMaSmO1dEkJ4y8yOB54lqaSVh/RArp27jwdyHccpEK+hkpdMDvpLzKwXiYd+BaA90AnYxczuBCaSrOhZJ8dEAkvD61cWbY+IRW9rYIcaapNbvIyW5u3+sFo4N2nbJ9qnckM0gDZgr3tEO2CX4qJVHaPB0N8P0cxfgBoNNPg3Zshk0b5qooHD+eeeGG1z6pePiDbs0r1Eu2Nr7dPE+hqYBnj5p29F+2D0AtGuO1gzUI/uowFfgKLta4t2X0MNOFc6Q222rYBRoFJ7PZcWDdcg5U71NTD++8hzom2+WU0/96nP6PGcWq+GaMXui9tKf/G9Jqrv3rWjaDMOLiNa95/ittJ7jFoq2rLDNZM7tFYL53JHToy2WfhN/R4desMJ0W3VuNzZVGRkeie1eudR4EOSpZnjSbJzVwG/hRB2JBn09UzciMQG/A0lNuA7jpM5CllmHtlKpub065BM5VxA4qffN4TwFrAEaGJmo0h+DOJrAB3HcZx/RKamdwwYRbJWvwFQM3X1XzqEsD2AmRnrYbjmOI6zLnJ8Uj8PmbrSLww0BB4PIexJcoV/VfoGIYRAssJHSF+985sXRnccx1lvMjXoTyVZg39FatXOUUALkuDuODNba2aHANH1mOmF0Wt6YXTHcZz1JlPJWTPNrBgwIoRwnJndApQBxpJM6TQG2gDv/lVbXc/UlPiTrlU//JZn7iLaUzuUiLZZ51D1O/+odQ3RThmpXu/TW18ZbbPtmWrPsKix+r9P2buqaHvNLeC3+aFO+vrn6mqXmUd/Ktr9L8crUZ7b9ybRtr9Afe7DPQ1F+2Zm/K6rTSddhVKuja6w+rCWFiZv/4baXwB8eVpz0e7+VlcpXTVL1wLUvED7DlBvpW77/ABdvTPr4UtEu35U3Kf+5nm3q1hIv3YVblD7ja2evjDa5jZDB4s277JnRdv9gIqifX9rvN5D5e+vEm11Ly1b/cNu+t5z2setR2bM0Rv1stf2jG67qvuZUX1jkM1B1UyQKe+dMsBq4BgzOwH4FTiN5M7jDZKlmiVIHDgdx3GcjUSmArk1gWn8fyB3NrAyhLAEaGlmA4HLQwjxklGO4zjricdx85K1gdx1kR7I7bt0/qbqo+M4zhZHpq700wO5uwHFgWlmVhxoC1Qn8eA5JoQgo3q6DcNnVXZ2GwbHcQrE5/Tzkm2B3I9JTNY+IbFW7gbEI6Mp2l+m6fhX7qvB0Hkr1op2SZ+4B/qc908Sbb+qNURbfP5donU4SwPGAA/vrpYJg8uWF23SQk1N2PfL+CxXlXlqZfBLGc0y3v3GJqLNq6SvDbDVsvXLh1vx2EuiVX1UA6kAE2bp7/KCbfT1H5ypNg5TL9Ti3ABFBn0g2tG1tUbAtMla7LzU0fH6BDt/ogH8mo30c1v9Vi/RbqxUOtpmmKPn2LjSejwmd9X6BK2X6ecLcGNp9aQ/L+JT/9Dl40Vr2VPrCwC8c7jaRSx4T606fjhAP7et+k+JtlnicPXTv6Vw/D05m49M2TCkB3JHA/WBG0iKp0wE9iVZxnlKJvrnOI6zpZJtgdzeQG8AM3sPeD1D/XMcZwvByyXmJSsDuWZ2DcmdwMuxndMDucu/VldJx3EcJ04mM3KnhhCGpv7uRfIjgJl1JknM6piyYhDSM3KL76N2uo7jOLm4y2ZeMhnInW5mHwI1SPz0+5vZK8CxwC8khdE7hxDWWTJx1vaadZhTYx99zeFDRbtzYtzPzXZtJtonlbuI1uIJ9dgf8nE8mDm4hv44La6jBcPP7v+qaLvf/320zdkvHifawPs1yHjg0WpVMXuZFhEHCEs0q7bSLpopW7TdQaIVfzb+3o9dpAXcC192s2qva8C6W8/R0TbvPUMDkpdUbinaiq4TRJu0crZoAE++oO995P0HitZ6jgbLbcc9om2GH4aLVvpCDRi3fvJ03feb76Jt3rTjDqINf7S6aEMv0ADr97vtH+9nRS22zvdamL1RQz3n23zzRLTNBaM0W77Wi/Ei6ni99M1GJouozAZ2BxYCXwFXA58BfwBrgF1JVvPUy1QHHcf59+PJWXnJpA1DfaBmvimc2mnbdAN87sZxHGcjkqk5/ZokV/TPmdkIM3sm5aePmd2WKozeEbg+tnN6IPfpT9xa2XEcZ33JutU7IYRrQgjbkazc6RrbOT2Qe1Yrt1Z2HKdgCpll5JGtWAELZDbti5pVISmTOIykMHpxYFoIYf/U85cB9wJjQwjxFNcUZW87RN7Agqma9XfHGfFA2y3v6J3Cc3dNE23vuReItqqV2uHWeUqDqwAjT9SUg50P19mr4vurTe2N1YpE2zz7Zg30bXubGpNevFCDZ6+OjAfUfjpHs5GfGDNQtPsHapBwZjktxA3w80MjRNv5f1ocfNpzY0Qb/uQB0TaPna222J9tq9cwh9ytts7TZmh2NsC88erjVKOtZnw/eNR2os1YEreqfmBXzYaeWVL7WbW4Bmc/nzkg2uZjo6aK9vibmvm79X5aaH71b/GM2N63a8C7aKSEdLuxZ4hW+vn+0Ta/vEAD67t9oVnCADlHP7vJRsk7v+mSEauWqxo/kZUjf1bZMJjZjiR1cQ8m8dX/ZVP2IzbgO46zZeGB3Lxkm5/+M0Ar4HeSq/+rM9E/x3GcLZWssmEAXiBJ2rrIzCYCBSzqdRzHWT+yOVEqE2RTIPdGkiv76IqddNJX76wcrvObjuM4TpxsKozenCSoO8fMVgI7AD+mgr55SF+9U3QvzUR0HMdx4mRVIBfoBywOIdybmt5pHEKI58ynuO4wLS5++dNa/PnKkvrj0G/3hdE2j1+kxZ/fKX+5aEd9ebxoU2urlz/APkeolcHX/dQs7o/nJ4n23bN7R9ss2fsK1W7SlPilt2ho5JmP74i2Wb/nG6JNa6mvvyqyqGbe7vEU/12PUFuLZQ++J9rhp+4o2idXqH0GwJojaok2tJB62vc4T1dt1X55bLTNMZEi6mvmaX2BbUrotdKVpXRFD8DcUiVFK3f3K6Itv0ZtPlY3fDPa5iUldb6i6BF6fq/spH74sw+9IdrmWdfoqrGVS1aK9vtN+rkdeWKdaJtVzu0jWp871SIF4OiounHIydSlbZaSbX76juM4ziYk2wK5AF3N7FQSH5744mfHcZz1JJsTpTJBNgVyrwIeJ/Hf2QOYAdwX2zk9kPv12z9upi47juP8+8mqwughhOvM7ALgfJIfJC1QSt7C6Pd9l5lsO8dx/h14clZesiqQa2btSFbyNADOA+I5+Gmc/oh6uF96zTGireozTLSLror71OecqSntL41oJVrhRz4V7eMrm0fb/OgSDWbuHAlq1Y0EYo8YGC/gXna3iaIt6dJWtPtGvSVazGoC4Lw71d4gTNKSBqOXa4CzQu9Pom2yi1oMWBG9yVywQouYl+sVX8H76VS1V+hy7VeiPXGhOnN/fL5+FgC153wk2q57aSHwvaevEK3dAfFgZvlFS1TsrLUItrpGC5MvukutKgBmtGsqWvEP1Lv+9V/VHqHjTsWjba7cVutSVFuufZ/QV20UXrr3tGib15ZR+5CDm2lBewCmdY/rzkYn2zJyRwBrgeEkBdLPyUT/HMdxtlQyaa08DfieJFibG8idD7wILCNZwumL8B3H2SC8XGJesi2QWxgoD+wDXAG8Yaah9/RAbs9xMzZjtx3Hcf7dZFth9KnA2yFhGMlUzzb5d07PyO28czwZynEcB5JAbiYe2UpWFUYHdgZeNbOZJIN9JZKpnwKZcs+holW8WTMB560sJtpxc26PtjmkwTWi7dVWPdhPevAW0Rq/+lS0zVN304DgwffdLdryozV4N3QX3Rdg+FoNKLbvoxmsYzp1FO2b3+JtPrF8sWhH/qAF5PuU0ULaR66ZE22zSznNdB13jGaw/vKWZigXD/FT9OBRWkS9b28t5H3xNr+KtlWXeBXONY/dJlqh8/RcOOiE+qLd+HU8iN2gogYzO8/VYHm/rlpwfFTLt6NtNjyihWjbzlGf/IZjNc3l6/5aMwBg2Puqj6i3tWjVx2jAOcyJLzQoFQnWH9Bf6zU4m5dsK4w+A+hBsk6/CPByyESVF8dxthg8OSsv2VYYHeDk1Dz+ZCB+Ke44juP8I7KuMHqKZsDvIYRo5az0QG6v53X9veM4jhMn21bv5NIBeLWgndMDucd1ijtQOo7jgAdy85NVhdFJ7BeeABqRmLGdlVrFUyCv2M7yBoYO1ETeQ3YoG91/znINMk5cqJmh10xVm9mco08W7fphWgAdICcyr9j+LM0qHfCSZmtW2euzaJvHzb5VtLU/fCPa1pFs5Ic6xuvNn75rO9Fs5jjRBq3VjN7jXlNLa4Cve6lddJ0PNUA6gd9F6z7ih2ibF+2p/d/hec3I7X+kZgO32f7waJtLr7hLtEKV1Rp51WS15C7+0FWiAXwy5WPRDrvzc9FatNIC7B+XVKtogAMXatB2UPGtROtz4hei7d06Xry+6pOni7bsgXdFaxvJUL6rWd1om42m6EID21PPbwByWm6yYbLHj+dlJC54+q6PZeXQn1U2DMDdQF9gBXBX6u/mm6ofsQHfcZwti2xOlMoE2eanH0gKo79K8iOgpi+O4zjOPybb/PQvBj4CriH5QdLFy47jOH+D2NTqf5lsC+SeC1wSQtgOuAR4NrZz+uqdz4gnmziO42Q7ZnaomY0zs/FmFg8MJdu1M7NgZo039DWzyk+fJFlrLzO7kcRlM7o0J91PPxbIdRzHyXbMrBDwKNCaZEwcbmZ9Qgg/5tuuFHAREC8Y/TfJtkBuQ+C1EMKDZnYP8Je/akevule0ix9VK4QHqqvf+aBS8cLo+1RViwFmaoWuUz95WbRb7xkRbfOte5qI1u7S3UQrNEJdJ345X4uqA/zvjddEG19TC1zPXqse6oUHxN0t+ysJAgAAIABJREFUrKyulhl/7JOi7RdZ/VO6bNyrfe1qtbBYWlJT/Otfr5/b1Om6kgqg2LsTRTt4P/WE799btzusRs9om/WPrSFax7N0pc3uH5wp2oxlukIJ4JCcaqKNv1MLlte5Sj/LNY1qRtt8/1td5fT+y7qa6qhBuhJr7Flxa4f354wW7ee2apXR61ldydWzdqlom7s8r977I6rFJxeaVm0Z1TcGWRzI3RsYH0L4FcDMXiOpJ5J/sLmFZGHLFRvjRbMtkLsGONXMRpEEdJdlon+O4zgbSvo0dOpxdr5NtgWmpP09NaWlt9EQ2C6E0G9j9SvbArmjgbtDCO+Y2aXATRnqn+M4WwiZCuSmT0P/E8wsB7gf6Lyx+gTZF8g9HTjPzL4FSpH8EAjpv6A9nv5wc/XZcRxnYzINSJ9Dq57ScilFkrw60MwmktQZ6bOhwdxMXekXI/HKfzJVI2VHksBtd8CA0sDBKU1I/wVduvo9D+Q6jlMgWbxkcziwo5nlznycCPzpPR1CWEBaPREzGwhcHkLQtPu/QaYCuV+a2VDgTGA8sAAYDNwMfEqSifsNMPOv2pq2v65yeqXXkbrhfA0PNBs6RbcDDiuuQbkXD9XC6H26qz1Qtz/iYYgGhw4Q7cfXDhOta1A/+5oFBEif7vmzaDu31RN8/AL1w3/9jHgh72MHDBft9lu1gPuzhdSeYEKZuG3A6berBcZtKzQYWb6GbrdzxVXRNmcdqn36eGetRVBosBY7b1dBi7oDtL5QbRzuf1yLqH839DvRPjuuU7TNIvfeLNqVJ2qx9jnL1Hd/ygtxC4o9W1cRbXpnDbo+UVw/98mPqUUJwHHHqtXHmcN1dnXYHVrB9NYXtCg7wLE/6GKBhhXjxd7/i4QQVptZV5LcpEJAjxDCD2Z2M/BNCEELg2wEMumnfwHwMkl5xBUk0ztjgcUk0zwfkVztO47jbJGEEN4H3s+nXV/Ats03xmtmbNAPIYwEGptZD+C7EMI8MysWQqgMkPLU10sVx3Gcv0EWT+9khEwFcgEws6LAkcCb+Z9LFVeJztenB3Jfm+W/C47jOOtLJqd3AA4jucrPneD93cyqhhBmmFlVYFZsp/RA7i9N6nkg13GcAsmxjF7bZh2ZKpe4M/A6sAOwyMwWAteTzOmPNLOKJOnJauidj7mztfjz3cM1QLvzwU115yvicZKn39SMyx9q3SHarf21QHXdo/ePtrnVhZoJGaZrce9Httes0pw2WvwdoH1hzQgeV0QDrGuLaiHuyZV3jLa59g/1+O/WpoFo36/RAOusXXpG29Sy7DDwCw1OH1FHM6FP21UDhwATO8jNIavfUU/5e1dr1vVTj3wfbfPh7vuK1n2ivs/f22hQv9/E+NLh20/VIuoH76CF2Qs/dYhoq5fGC46PyCkq2vBFGhg/5zcNWE+6Ll7Avcbgy0WbcLjWa2jfSc+b2S0aRttsUFmzrgevja7CdjYjGfkJDCGMA/YnWbbZAFgK9AbuAH4FlpOkKN+Zif45juNsqWQykLsEqGBmBwMTQgiTgEnAvmnrUfVS2HEc52/ggdy8ZMNk14msox5ujPRA7jsL3VrZcRxnfcloIDdt9U63v7NfeiB3aO26Hsh1HKdA/Eo/L5kO5JYGigK/mNn1JA5zbUk8KO4xs2NCCOu8lH+lh2ZMfvXpr6L90SxiJfzisewxSgNgs894UbSWx5QTbW0RtTGed5dmgAKsXKwBwQX9NVBXa0ftT6c1cQvokb9r9u6+JTR499qzP+m++0bso4HC7+ux27GNWn38FikY/v778aLXi1aptfKZXQaL1qqiBmKLl5sQbXOrUzSr9Yd91dtqm2c1A3XyPZ2jbb4/cZRol5XVAWOPSZoFX7XZp9E2i3+qwf7Q7AXRzrhXM4wLFXAf/nSro0Rr8mx/0Wa1aCRaqQ/i7ryVn3xdtFPv0D5NLK4LDZa9Miza5i9FNGi701P63gFmdlUbaGfTkLFAbghhD2AYSYnE3EDuxyQGQ98Ak/mbdwB/l9iA7zjOlkWOWUYe2UrG5vTNrCRJxZi5/H8gtySJydq+JMUETslU/xzHcbZEMjbohxCWhBAqkMzpv5rSeocQqocQigFfAP/LVP8cx3G2RLLShsHMriGprKXZR+RdvfP9e2M3fUcdx/nXkpOh/7KVTJVL3NnMRpJk4OYGci82s1vMbApwNUkBgaqx/UMIT4UQGocQGu/Wtu7m67jjOM6/nEz56Y8D9kgVAu4P3E4SyG0EtCOpqtWBxJqhy7raeuDAk0TbpoQWmW7x1BeiLZi6INrmtq30t2bgTboCJrRXa6Cf74wXeN52a/VAL1ZMX2d857tFe+uo+Mf0+LsaiP7x3mtF63fGhaItWhlPh5/wvdYDKFdDf1jDUq050LXnL9E2R72nRbvHLdKVtr3e1FVC3W6IrwyZ9O500R55RlebfPG1bnfrDrtH27z+M+3n72eeJtryYmqDULSPrmYCOGuYrj664LUTRHt1jK6aOqSErnoC2KZbd9Fu6bCraIWf+Vi0z/voKh2AnoPainZw5HiUHK/FzhfWi16bcVRVPU49D24f3XZTks1B1UyQsXX6aYHc10gFcs3sU5KqWh8DlXBrZcdxnI1KtgVy6wAvABVIVvU0z1T/HMfZMvAlm3nJukBuCOGaEMJ2JEHcrgXs92cg96mn+m6ezjqO42wBZFVGbgjhgdTzl5HM848Fbsi/f7oNQ2CA2zA4juOsJ1kVyDWzHUlslQ8mmc+PRwbTyDlXk3ZbtKot2hGNqon23up4oOzrd9SPf9uR6jfeZYwWhH6y8jHRNj+prPHoQoX0FrDQt8eJNmDU1GibI69tI9qyc9WN+qgJF+nOCwsIlwzWwOWoBRrE3qOCes9X3129+AHmldXf5cUdmotW58w3RKvVV487QJXSaotx0K/qkz/2WrXUsHN3iLY56ycNzK94XPcfffIeop36c9z7fmJjtYtY9YUez0mnaBD6aYt/PWtUrCzakVP/0Dbv6Cxag+3fibb5dTkNxlb6Q4/n4tt0ocCDo7S2AcB+kSmOYtPGRbdl+yPi+kbAi6jkJdsycu8EvgdqAsVJlm46juM4G4ls8NPvwf9bK78ATA0hXGRmE4GZmeqf4zhbBtkcVM0EWRPINbOtSK7sr1+P/f4M5PJjtIyu4ziOEyHTk13phdFrk0zrjEpd5VcHvjMzyWpKz8hl10qbtcOO4/y78CWbecn06p38hdEfA84C/gCqAf8LIaxzimfthRrMnLWDFtOuvEYzJpst7B1tc8dl6n1f9yPNbhwzXAOsb424N9rmeyX1JDj2Cs10nVFSA3/T28QDZRXb/yza1meqh/rIFg+J1rB52WibLz+hAd4Ov54h2poBz4u2d7XS0Ta7Hr6LaFZeC4bXGah9n3OmFqQHeLebZtWe/JnWTNh5xKOiLbv2vmib9ffVguWdIh7/n/ceIdqAp+IeUKOXazC0eHE9F/ZbprURti6rxeMBhn6kWcZ9uuwl2mfzNLj87sma9Qxw45Axou1Zp7xovcZrIPjcfjOibd7eUgPOv9aIX2fq0gtnU5FthdEBuqe89qcDn2Sif47jOFsq2RDI/bMwuqXdEoUQamSqb47jbDlk81RLJsj0nD5oYfSuZjbazHqYmS7GJl9G7hvDN08vHcdxtgCyZvVOSnqcZHpvD2AGEJ18TQ/knn28zmU6juPkkmM5GXlkK5kO5IoNg5ldAJxP8oMUvdJP5+eOWmdl+gzNAL3lVS2g/mSrBtE26w1Qm9uikezZla016Dq3lRbiBjh7Zw0ED2++v2jL7tAM0BOXxIPDJw54S7R+gzXbc+bou0Rb0PWBaJsX9df3dOIEzVDO2V8Dgqcujxcxb1FmT9F6TNTjMXSm2j2f+XWkoD3QpqZmsE57S68Rauw7QLRfLtVzAWB4Wc20fbf4xaK92UWLyi/6UC2+AS787EfRnr1TA8H9n9FzrmrdeGB8+9rFRFuxU03RWs6aK9rw6vGv/EV76v6PjJooWsfHtO93d9ot2uZdL+l7f3xbDUID/HGJHmdn05BVhdHNrB1JbdwGJFf9gzPRP8dxthxysIw8spVs89MfRLKiZzhJgfRzMtU/x3GcLZGs8tMH5gMvAsuAMiQJWkJ6IPf12fM3S38dx3G2BDJ2pQ95Arm5VpmFgfLAPsBewBtmViuEkGeSPt1aeVzDXdxa2XGcAvElm3nJqkAuScWsw4ARQFmSwujbkGToOo7jOBtIVvnpk3jpVwshXJ9y32wHxJdvpGh85Laizauj3uDN6zURbdlt6t8O8NPt7UT7Y/dnRcsZr6tFKozUAuwAb9XTVTE3fP+NaA8WX639OeGWaJt00WLYIz5S14pKqx8UrdOJ8cT325vsJ9rOr70v2rBmTUVbW/bhaJtLztIU/9MuOVi04ttqsfVv3j4o2ubelz4mWoU2Ohv42zNfiVanjK5+AShyQOT1Bx4o2sfttG5A49vVUgNg4vzvRFvxyamijZqllh7dxi6MtrlonFo2dBmvK2Vu3Ec/y+2iLcLk+neLNugqPb9Wnqif+1lz4tdkD3TSc75LZV3JtanJ5uWTmSDb/PR7ALXM7HvgZKBr/qkdx3Ec55+TDTYMf/rphxBWAieb2QHA/SEEXbTuOI7zN/A5/bxkW0ZuLh3Ia82Qf78/V++s+nbapuyi4zjOFkVGBn0z29nMRpIUPs8N5F5sZnuY2dfAmcCpZrZ3bP90G4YijXRO33Ecx4mTbYHcp4G+wArgLuBuoPm62lrYsaVoA5r1FO3mYmtEG7VN/DdvROESov0fe+cdd3P5xvH3ba9sspKZrYRESNpTKapfW5N2KWkvDVLakyhFRaJoSISGjBKRlb2z97x/f3wPneNzPzwPns6prvfr9bzwcc59vmc833PO/bmuz1W6fA7Rxte+U7QVK8IWxEmfaO5//1maXb80i9720vXh6WBrNut9qnOqzJzhxpMriPbUprCZuek+/YL1eyN9Y81223Oi3fJFOIJiZdHsorVZukK0i5ZtEe3b68NN2aP16aDRxJtE29Z7kGhFV4SHwq8JGJ+PFtDIhZyTNQJi+g41gQEWnq5RGwVe/lK01Q0qiTbqkPBzlK1CVtFe+FkjF0qM0UKFP2ZsCq55TN+Woo3rOkK0YadVEe3ZQ88Irrlg/UzRXN6//0Oabe8kkmpGrgdOItraKUCUqW8YhmEcJFLKyCXK4fkSuI/oDUk/ehmGYWQAK9lMJNWM3LbA7d77w4DbAS2OZ488/b4//T0HaxiG8S8gqTEMJA5GB7gCuDX294+At0JXio9h8DOetDp+wzDSxPb0E0l2DMOeg9FXAJOdczuB9UA4oD2OLM8OFK1WZ83JHxkYJr3wp/DM9deP/1W0nF0aitZhkObMF/Fho2zyvZofX/gmzSH/+S3tXq17eziv/O52OjWss/qONMurrufG+mFD7bmu7UXbcq9m7++8Sc07PzdswZSdpoOzr9ihRm7W8jqIe/RA7YgFqFM8n2jnj9bHeGER/TK7ccbG4JoLcqi+cLnm3Fe5VzP6f39Ah7oDrM2rIyHuOl2N9dWv6AD1/FeFu3zXfjlHtELPq4m9Kq8+nn5l2HCe3Ew7cv23V4jWfOw80bIEHmOAim+PEW361WpCAxyR88ygbhx8Um0w+haiN6KdwKGA5hQYhmEY+00qGLnxg9FLAQW99945dxiRqWsYhrHfpPJAk2SQCrZ2/GD034gmZwG0Io18qHgjlynhGnbDMAxDSbXqnTZAO+fceOAQQIemktiRS/Xif8/BGobxjySLc0n5SVWSOS7xdqKyzJxAN+fcVUSNWRWAikA7YJ/uzthH9CLfLtA8nkI/qAH13qRw4U+d4zU694JhejuFAjHIM++4JLjmtEo63Dwwa501I84RbVs3HUYN0Ki9Rt/muOpc0ba+8I5oT388O7hmtmJqvmW7tplofuLvohWdETbGf+yn5mGPt9Wgvf19XXPDZdpxDUCOgiIVrqvmbqM8aoZu+KlHeMk8Ohx8wKyJoh1znXbkHvfgd8E1ewZM+Fcn6LfT2968Q7Ru86YH1xw9VOO7G08ZL9qGd9Xozx3orgZ46CmNHh/06GeibbuthWg7v/k8uGbWonlE+2V52Eg+Qp9OI5NIVvVOaeAWYAwwhKh08yJgCtGJfwRwB/BaMo7PMIx/D9aclUgyH43swInAQCAPUeRCLaIsntLAEuDtpB2dYRjGv5BklWwuBLoQJWxOA9Z477/y3j/vvT8CWAg8ltYAlXgj9+N3rKrTMAwjvSQrWrkQUZVOeaAUkNc5d2l6rx9v5La8vF5mHaZhGP8CzMhNJFnbOycRbemMIBqCfijQxDn3nnNuGtEbwfPOOc3kNQzDMPabZFXvbAKOBkoAq4DZRJEL7xHNxp0N5CIapvLq3hY660Pd3pnT9jrR/rxsp2inrP0tuGbhy2qLNqWGloaumHeoai78kB7/gcYWvFG7lGhNe2tlxuAhGvcAkP8nvZ/PjB8pWmhQ/NE7Nbse4JPDtIzige+1eujmRoeL5gNxCxDO+K8/dY1oWXMEWvQ3h49zcG6tPtq+U5/jHqv08az1WfjxHH7pANHurhwYzJ5NYy1yFghvM7Z/8xfR/lyvr5Fc7gPRprUORzvMX6C7njdu/FO04pdpRn+nvuHX/Iay+lqe/uDZonX4XTPy7+6Txu/RhdVEa9pRK4oA6BeWDwbOjNwEknXS/5noxP8jUS1+NqIGrUrAfKI3g0JE5Zt7PekbhmEY6SdZk7MWOuceBDoRnfy/8t4Pjv33C7FtnTH8lbhpGIaxX2RJieCB1CFVjdxXgJHee/1uTmL1zsbv5mT68RqGYfxbSDUjt7tzbgnQGijjnNMWSxKrd/IcV+5vOmTDMIx/Pqlm5P4IVCNq2uoE3AQ8tbeFFtWuKNrs9TNEe3SiGofZXm4bXDOUy95vmua/b/51uWhf1QsbVRf9pkZb1Q9+EG3auLWiTRx8SnDNUwOxAa8fp4Or193WVbSn+mhUBUDTzdtEG9VHM+Xnv6ft/CfUUjMQoF8+zZTPNUhjAz58TeMJFrS/ILhmsSM143/6YI1s2LJDTc+zb9XHCGDpW2q63vXYMaI9PV3z9O++NFw6PPpCnfewrb6a5b+dr8UDvlFwcBytXqsj2sX51Sz/6NiPRNs66/rgmuzQSJGaOfV36956qhV8NRyV4adqAcAfL54avKwe/cHDjNxEUs3IHQjMBX4AygAT2MdJ3zAMw0g/yezIfZBoP/9Q4Fvv/WDvfTZgJFASmARoephhGEYGyOKyJOUnVUk5I9d7f1VMmwpcmMb1/xqMPkhHGxqGYRhhkmnkzvbeL/febwM+Bhrt+k/v/Q6gL3B+6MrxRu515+heqGEYxi4cWZLyk6oka09/HnCGc24K0TzcPMCLzrlK3vuZzrkXgBuAF/a10Owjy4r2ySzNZd9WX83EK656Mbhmn2O0g3VcGzWwrqmZX7RHc2i3JkDOyZrnv63pEaKddZJ2la6foCYwQNHc2gVapZAe56Gv3CfaGV1WB9ecP1e7K+cEjNwahWuI9tDd4bZKN/Ju0bbWPU60UR89oNpCHRQPkONLNbcHTVMT/K56OoR86W/h+QTD71dDssDLfURbffJRog0ppUYowI3368yDj5+ZIlqd0bNE23lP2Bz+5k4tFrixs97+6s6VRTundNjEXn/5E6JN7txMtD8r6HNcas5FwTWP3aIzkM4foL+bAIvbBWUjE0jWSX8BUcxCVqKTfhZgHdDLOXcoUBRwwKNJOj7DMIx/JUmbnAWsBxoCa4FPiD79NwW+BpoAM7z3+tHNMAwjA6SyqZoMklm98wzRiX4xsTx9orr8Qd77cHJXjHgjt2/P7zP/gA3DMP4lJGtcYnz1zmrgI+fc5UAroNm+ru+9fwN4A2DWmm7hQbeGYRiQ0qZqMnBpDKfK3Bt1rhVwJ3AI4In280sS1exni2nZgfnee3Vq48h7f3O5AxtXbJTLXXaeGmq96jULrrksl5qpww95UrRjjssp2vTJ4SjgjZtUq1FNX4wlf3xctOYffRhcc/xoHTLd53Y1/y4sqBVOO4pqNy9Atm1qvn1RUod2D+jXRLSXF4Xv+5bxOjD9y5vUCH5tohrWX52k8b4A/ZbpIPJzK+hlF2yYJlqZgTr8HeCLdj+JdsrjtUTLcpN2tc5tqo8RwNgeOgC+4LHa8d2olcZsF8mj3dEA64oWES1HrWJ6nGe0Em1jB+3OBtjxlHan53ypt2hfnKuR2pe/H45WDv0evthGB8UDXF/z1UybOrJg/RtJ+WBYJt91KTlJJZViGEYD24HPvPf9nHPr93XCNwzD2Be2p59Ish6N+BiGSfwVw2AYhmFkIikVwxD7707OuV+BN51zun9CopG7fcKiv+egDcMw/gWkWgxDR6AqUB8oDHQIXT++Izfb0boXahiGsQvnsiTlJ1VJqTx9YAnwONGWTzOiXH3DMAzjIJFKRu4sovGIhxF92n+WdLwpXXGittm/XEajCMYcopUl3Rf/GFxz8YYdot03QKtVLsyqre/vnqYVEwA5l+swbv+Htt5nvbWLaDsubiQaQPUGepytFwWe0rybRVp92cPBNQucoN55v48ai3ZdDb3coePDj+c2jY/n44afi7bjVa086lfsweCaqydoZELRJ58RbeFSfYymPBTOf7/gBo3KeP/MMqKd/fpbopU4OjxLoPSJX4tWbZHGTRR/8E3R/njwUtEAinftL9q5gYqz0b3eEO2nTpcH16z1Zi/RsubV4pN+uTV65JX75wTXvLRdYdFenqBzKQCuDxf1HBRsXGIiqZan34eoWetX4Bei/B3DMAzjIJFqRu424B1gM1CEqHbfMAxjv7E9/URSzcjNCWz23tcD3gR6pHH93dU7Uz4Lp/YZhmEYSrK2d+KN3F0duU2AlcBVzrnLiALZjgxdOT6God3wayyGwTAMI52kmpGbD3jde9/JOfcckaG7VxqU0Pz65fcNEu3PzmqGdvxKjTuA39teIlr2dzV7v+Vpmoe/876XgmuO6z9btLxjrhLNv9xJtKlH3xhcc/zYp0Vbvm2VaMV/my5aluzhL3n5Z2rWXZ/mOoi7wcNDRAtFXQB0aqTDxfucpUPIbz1eB45ffJcOYAfINWSOaKuuUxO9zS86fP62JmpaAtR/+GjR8ufIrRfMogZnrSMLBNe88CItNGj5al/RsuXSX8XSk/U1A3BEJTVI6x2qLS0L1+USrfBIfTwARr07U7TDRmtRQY5lekzTpoSN8Q6rtNChU8PgMLxMxTpyE0k1I7cB0XCVi4D8RJHLhmEYxkEiKSd97/1C59yDQCeik/9X3vvBzrld2fqbiHL2wylWhmEY6cSRNdmHkFKkmpF7O3CG974M8DZRrX7o+ruN3BEf6ug5wzAMI0wyjdzZ3vvlAM65j4HjgCO997tybz8AvghdOd7I7TW1nRm5hmGkie3pJ5KsPP0GRNs4q4gbjA48TDQ/1wNrgKXe+5Z7W2vLk+fKHchWSVtATw90z35ZUTt3AfJ+MFK0y07Sy+4IPHZnnT06uGaLSW1Em1hAu0WXbNCB5c0H6mBygFk9Jot2WGM1Pg/ZsUG0o47TXHSAl+6bKFq3V44V7diSahLecbheDmD6yWo4X3SHZvyPz5dPtLb5w5Hkpx6uly3WTD8j5J2gXa1HTV0ZXLPWbO2annySdmKvuu8j0fLVC7eULL6imWhll6wRLf97w0RbtFS7bAHat1Jz+MHn9Hkrfpa+ZpdfelJwzeYf6WO3aK4e55prW4jWJo1B8x3qaR1G2UPCtRl5sp2dadnzq7Z8kJQPhoVyXpiSefrJeguMH4y+6zg2EDVnZQN2AKWB8LQLwzAMY7/Y5/aOc24d0SfvIN57DeNIH3sORl9DNCu3Sux2mxClburHRMMwjHRi4xIT2eej4b0/JHZifx64h+gTeBmi2ONu+3OjocHowIdANufcrtStC4jC14R4I/etn+bszyEYhmH8J8mIkXuO9z6+Q/ZV59xEogydDBEajA5cAlwEPBcbnvIV0TaPEG/khvb0DcMwdmFGbiIZOelvcM5dAvQl2u65mGgffn84CcgNDAccUbNWI2AIUdhaCeB0ok7dvdLjLDXQqhQqJNoX83TI9PfnfBBc89dS+rBUXqWTzfMWyyta6zzBJTl/qpaWvvi6aqU+vFm0iyosDa75/TVVRFtyhRqXbcd9Kdrt94Q7M8cv0PfQ92brgOt5j48TbUPdGcE1mwWO86Kyuivoahwn2nmVdSA9QOP/aeRx3vHa1jHrnBdE23mjdhgDzJ2lBu8d5SeJ1i5gBM8dszy45lFNqok2IJ8apK8/oiby0d11KDvA29V0cNBDt+nz9ki3X0VrlEUH3wPMLl1ctL4NNS568Fb9lTyzvP4eAOTKpt3MCxoG5yJxxFgdam9kDhl5C/wf0VCTpbGfVjFtf8gG1AGOJ8rXaQ4sBx4FhgE1gQJEbwCGYRj7jaVsJpLuT/re+zlEWzIHg+3AFOC72N+XEZ3g/wesAK4iiljWEBzDMAxjv0lP9c7d3vvOzrkXCVTxeO9v2Y/bnUwUrtaQKHJhGFFnbhbvfeXY7TrSiGFwzl0HXAfwvweb0viCcNCXYRiGkUh6PulPjf2pm7j7ifd+qnPuaSKzdgPRlKwde1zGO+eCJm28kfvqpLZm5BqGkSY2LjGRfZ70vfefxv4M59HGcM696L1XFzJt8hENTckFVAIGEJnF04DKREbusgysZxiGYeyDg5m9o6UXaeCcq0k0/7Yu0bjEycDdRFk7q4B6wFnAwH2t1aJCXdFKLtHhyxve/0q0hi83Da6ZdbBWPTxz7VGitbxTK2Ae7aNDxAGaFMsu2qEDnxBtzdY/RRs6bmFwzbxFtWri1TnfiPbAC1qBcsN9+rgBdP9Ah7UXW6XRELc+p/MJnh2i1wVYd6Y+Jr7eRlBKAAAgAElEQVSsVtDcOKKPaF1vqRxcc9mdZ4i2ObuWTlXsdpZoy2uHtwN/O0vz/fLO0lqCr95pJtrF2XRQPIAroxO/z1urMwuKPDVNtJ636PMGUPd2rSSr8+B1og0NRIJMraHXBchyuVbPdOrbU7TJ9QIVRTn0tQ3wUWGdQXHiRcWCl81MUtlUTQbJClyrBhQi2jLaRtSYdTLRif9D4Biiks7Tk3R8hmEY/0qSddKfTBS/0IS/jNz13vsVwInOuRFAe+99OBnLMAwjnVhzViIH89FId6Kc934qUabOV0RbOmLk7vWG4mIYevfQREzDMAwjzME86T+fwcvvMnKLEBm5051zXZxzvxPt6XdxzmlGMlH1jve+nve+3qVtwvvyhmEYhrLPPH3n3KfsPWXznAzfaGTkfkSikdsYKAZ8A3wNzAWWeO/Dfdsxdn51ox5bFn0v+/hMNXILa1oDAA+9oCbnyKb65pLlkZ6irX0hfLhjlvwk2p/lPhYt/yx9ONdX1kHvALe9qIbkmEtPFW3pRo0IyOLCX8zqbFIztNyXaghOvvIy0eauVTMSoOcUNXi7VNbH2E/QYekbPtWh7gCf31FDtHtGLhLthRPLiXbBK+Hq4yNqauzALXWLita0tObZVxo3N7imq9dAtNW51fi87IvPRFuzJfzl9/kT9HmvkF+jLvL/rPfTlQ7n/q+4R2cE/DRYiwqaXVdetK0rw43za2ZrAUDZHhoTAuAOb59p2fNbdnyelLLunFlPT8k8/fTs6T+TCbeblpE7A5hDdPI/CthIlOZpGIZhHATSU6f/bSbcblpGbmeiev1d3zDCiWiGYRjpxIzcRNL9aDjnKjvn+jnnpjjn/tj1sz83ui8j1zl3H1Emz3tpHMtuI/eNIb/tzyEYhmH8J8lIyebbwEPAc8AJRKFo+/0W6r3vDnQHcM49QTRCEefclUSNWSf6NAyH+BiG4J6+YRhGDJuclUhGTvq5vffDnHPOez8XeNg5N579GKICuz/NXwzkIIpRruKcex9oSbS3/4lz7krvvbpzceQf/btoE7/R9IZzumgnYfZTw7nqp7+p+fM0VLNq1TYdDl7ysZeCay578DbRPpqsuepD5qj59dxL4eNs1VKHXA+r0EW0ClVzilarqRqUAKP768M9Z2R70WZsUHO21v2fBNf8dZTeJ/9WYdEWvzpetFMuKBdcc0gJzamfsmSeaF2XrxdtXcWwmZm1kg5q2/CSHtNb1+vA8t+zbA+uufK7r0VrXlZz5nv105z6POUKBNdc0VMf5wKvq0E6/Fy9XK1mRYJrFn3lBtGa9DxEtNVbtdt9Z6vXgmsePqCjaC/MHhG87C2HB2UjE8jISX+Li/qZZzjnbgIWEpVdZphY9c69ROMSNwHrgKJAA6Jc/R1AdWAooGUahmEYxn6Rke89twJ5gFuISi0vA67Yz9utBvT13leLjWD8BGjpva/ovT/Me38U8DJgnVeGYRwQWVyWpPykB+fcac65ac65mc65ewL/n9M590Hs/8c458od8OOR3gt678d679d77xcAVwNXeu9/3M/bnQw0cc4Vcc7lAc4gNgTdOdfJOTefaIBKcOso3sjdNiEcRmYYhpHKOOeyEn24PZ1oZ+Ni59yeTRhXA6u895WI/NSnD/R2M1K9875zLr9zLi/RSXuKc+6u/bnRvVXveO/v894fRlS5c1Ma19/dkZv96NL7cwiGYfxHSOFxiccAM733f3jvtxLNH99zOmELYFesfT+ibLIDavrKyJ5+de/92thw9M+Be4DxgDqH6UPy9J1zDwPXEu3rZwfyElUMpUn7MyuJNrXbAtEKfn2+aK0HaxckQMdWahIO3qGDq89oWVW03lXVpANYfuoDohXrfrJoz/4amAWfPWtwzWGbw1HGe1KifgnRcuQNvyiLjdVhZReP0o7cZ5tqXPKmMtrRCtDhZTXRu6XRGbonn7yiw+MByv2oz8f8Lm1Eu3elGrl3VJsqGsDPC/Vb47DmGpl855sTRTv71HAEdJ8zWuntVNTPSgOGNNfj7BceNP/ys9rlm3uLVk+3Pl/N8h8fPC24ZsEPBuuaOfV1d23JHKJNuUg7lAFKD9Pfr/Xbwl3GtxwZlP/tlAbiX8gLiHzN4GW899udc2uIomu0XTqdZGRPP7tzLjtwLjDIe7+NvcQz7I24PP1jiMozGwE/AIWB52J7+q9xEKd1GYbx38T5JP3EbUPHfnToQRLIyCf914kiEiYCI51zhxN11e4PacUwnAQUcs5dTpS9o3VkhmEY/wDi+4nSYCExLzNGmZgWuswC51w2ovJ2rZvNABkxcl/w3pf23p/hI+YSNWntD/ExDA2BqkR37ENgS+wyy4myd4T4d9Dxn4S/qhuGYaQ4Y4HKzrnyzrkcwEXAnumKg/irSvIC4Ju0mlbTS0aM3ALOuWfjvqp0JdpzzzB7MXJfBSoSha0tBrqmcf3dRm7dc3X/3TAMYzd+Z3J+9nVY3m8nKlb5EpgKfOi9/80596hzblfcbnegiHNuJnAHkZd6QGRke6cH0Sf01rF/X0YUzdByP29bjFzv/VLn3M3AjURvSGmEHxuGYfzz8d4PAYbsoT0Y9/fNgFYDHAD7zNPffUHnfokZrHvV0rlWWnn6FYC2wJlAO6Cp9/68va3lZ3eWO/DQ0plyuas6jhGtTGutvgEYdXZF0Vr10az35Q31W0bW974LrrmtvlY4tC6uueqvNtcds+Jrw3nlAys8J9qJa54S7aR+Glba8eqfg2vO+0GrSF7/RQsFTjhc59u8VC9cGeI3rRJtTX6NGCiYNb9oC865L7hm6Xe1mrfPn2NFm7VG4xGeHRbOvs9fVGcJPHeLBvrlC3y/3Rx+ivjqM53D8Oyv+njknKoVZ1e2DDejP/OOzi0ofFszveBO/bQ5sEh4MHqpvPr56vBDtHJpWN4nRatYIVxBePG9evwft9A5CgBHFb0387LndwxNTj5X1pP/sXn6u9jknGvsvR8N4Jw7jihCYX9Iy8htB+wk2uuaA1y/n+sbhmEYATJy0m8L9HLOFSCah7uS/Y9hCObpA6uBgcBpRC51GaK9fcMwjP0jHfvr/yUyUr3zSywnpzZQy3tfx3v/6/7c6F6M3GxEtfrHAncBH4a6zxLy9Pvoto1hGIYRJt2f9J1zRYi6YxsD3jk3GnjUe7+/NaNi5AIXEuVQ/AwUBEoSpW8mDHmNr38N7ekbhmEYYTJi5A4lSr3sHZMuAZp57zXUfd9rpWXkNgBKee8fdM71AM4HCu6tLtWPuUf+r8+xA+RyObR7nH6fNAyu2WuK9pwtGKAt8eUfP1G0beM10x3g4iqaTf7eOH2/XDdFtYKNw/lCTYrpe/ZTd6jh3Gz0VaK1/j3c37Bkw1bRpi/RKINjy6mR2/XJCcE1tw/RXcCK/fWyqy45XbT12zSLH6D84nWiuQpHi5bnoc6i5Ts0nAg+c4rez0OevlovuGGlSFkefz+45s7Htb9w4GFqhjZtXVy0smUDL1pg3U0Xinb/LG1eb3iqTjp9pnvYSD2mlD4mHepqUcGzPw8XrfOH4aiMbV00emTjvVp8AJCn8xeZZ3puS85gdLL/cwej76Kk9/6xuH8/7pzTV1/6SMvI7Qb0cM5NBo4Arj7QRgTDMAzjLzJy0v/KOXcR0Qkaou6wwIipdJHWYPStwKXOuabAs977d/dzfcMwjIhA6ep/mYwErl0LvA9sjf30Ba53zq1zzmUog2dfg9GJxij2Sev6CUbuJ7qdYRiGYYRJ9yd9771uSh8AexmMno2oyze8+cgeRm5gT98wDGM3VrKZQLqNXIBYHsSuFsMR3vtwIH361pLB6EA5ok/4hwG/A+289z/tbZ1Sr50nd2BBcTUZvzhaB4Gf2D+cR194lZqHV5yoHbXPTVBDr3OTYsE1b3pNB7jna6CZ8mPPqSJaw+3hNIotbw8TLcex2kVJDu38dVWOCK656Lq39ep59foF39cxBxMq3xpcs8G050Vbdd0Toq2cro9n+YebBdc8fqUa3qOHa6b8zk7tRCv5fv/gmgvaaZfvhOU/iPboj2rqf/1d2MC/53zt+m7aYoRoDear4fx7zQ7BNQNPJ7V+eEy0j5dpd3iT+8K/Tg9dv+fAJnjmM71PuQK/B388pvMWACoN02Pyq8OT7lypmzLP9Nz8aXI+GOY6+59t5DrnngLqE020ArjVOXec915H3u97rbQGo3cm+sT/fOz/OgPNMrq+YRiGESYjRu4ZwFHeR9+VnHO9iOrpM3zS56/B6FfH1nqAaEvHA9299x845y4GFu3H2oZhGH9h2zsJZMTIhahhaheamJV+0hqMfhvQJTYY/RnSeEOJN3I3jppzAIdhGIbx3yIjn/SfAH52zg0nyt5pyn5mO3vvpzrndlXvbOCv6p22wO3e+/7OudZERq80f8UbuaE9fcMwjN3YJ/0E0mXkumi0+wXAKKJ9fYCfvPdL9nG9HkQzcJd572vGtMLAB0Sm7RyifP67iPbynyMaArwRuJLILNa83TjGVq4qd6DGVJ3VfnTvXqJNG6NxtgDZcul74bTxWpVa8vjDRJvzadgcXrZctadeqi9axwaHi1bmoj2H6UQUqqQG77JflolW5TuNW56wflJwzQnLdEftyp+1+7VnHS3mOvXw2sE1iz6px//omWVEm7d2m2iTlm0Irtn5Nh1OvvpHHTR/Qpl6ov1RQx8PgG8/aqbHtE6jmT+ZpibyjKuvDK6ZtXMP0bJ1VMM42w69nc1ZwierMt1eEe25M8uJ9r+J2mF8eYHwl/ve9Y8XbWFO7c7+pZTONdo4/pTgms3K6Ov7+V/Cpm+nhm9knum5cUByPhjmOS8ljdx0be/E9vHv9t4v9t4Piv3s9YQfoydRYmY89xA1Yx0X+7MT0X7+cqLu3GuA64gMYy2TMAzDyAg7dybnJ0XJyPbO18659kSf0nd//PLea53dX/830jlXbg+5BVFFTn+i3J2yRENTWhPt43eNHVc54NwMHJ9hGIaxDzJi5F5INOTkW6LMnF0/GeXQ2DeGJkS1+Zu998OA0sDX3vu6sQjn70lj6nu8kTtgTTiQyzAMw1Ay8km/OtFJvzFRaeUo4LUDuXHvvXfOZXi/Ld7IDe3pG4Zh7MaM3AQyctLvRRSS9kLs3/+Laa3TukLMyD2HKDt/F8udc98CpYjq8HcNYM0NvBfL8VkX+/9w+55hGIaxX2TkpF/Tex/fqz3cORcO0v6LnkR79/F976uAjd77ys65z4nGLgJ8DpwKnEJUr/+Y936foxLr/ahVo00/1qy2ub/rcO8+b+iAaoD6K9uqeLZWYcy9o5loeb4Pv08d3bCwaMs3anXEksM/Eq3xqDSsjY06onjOD1+JVvUDDSu9pHqR4JIP1L1AtBzdHxWtzBbNf28zO5ynX7q05sLP+kRb/Lf8qfenYIdwZcjUmRrN1KD9ENGyvqaZ8MeOvze45pH5tRrql+W6g9l7pA5WH5jj7uCa53bQ2ILVW5eKVvjrkaLlyB/O/V+UUyezf33s16INndhCtPef0tsBuLCK3vdnx2mtxh2BD83nfau/WwBZK+nr4bWx4Yq5TuHRFgcH+6SfQEZO+hOcc8d6738EcM41YN97+m2BE4GczrkFRJO3CgFbnHMziObf7jobdgXKAzOBzURlm4ZhGMZBJCMn/brA9865XR/RygLTnHOTiLbnpUjbe39xrHrns7g6/a7e+8qxvzuiT/7EhqXcGNPbA5pUZRiGkVHsk34CGTnp71lvf8CEjFzn3AnA1USGcRDn3HVEtfy81vUKrrui2cE+NMMwjH8lGcnT143MfZARI9c51wLoAhwOTCcKZQu27yXk6a/oadU7hmEY6SQjn/T3h56k38idRtQ3cAKwnmgs4z63eObl0K3/UK56lQba9n/Hy+Gc+j/yVRata1d1mu5doBEBf3x8ZXDNDhMmi/ZhXY0tOPI+bU14fPrs4JqnlNfMu2fG69DtqSv0/XpSHjVNARa1vE+0yYu0nf9/dUuJ9mELHcQNsPA7NaJnX6KzBMqP0roAvzzc+/foH/o4PRKIoMh95uOiFTsyPA+ocAU120e/r7Eab73dTLRhTTQ+A+DiqkeJ5rPq7Y+/XQ3WVcPUiAWo+lj6GtVPK36caDvbhw18P1VfY1vr6AyKOd81F21UkfDv0TFPjRHtzztPDV42M/F+x74vlAmkZAYDmX/Sz4iR2x4oArwC5CFK3TQMwzAOIpl60s+gkXuNc24w8CTRQBX9SGEYhpFRUjgHJxlkNE//oBKr2PFx/x7gva9KlLmjs9ZixMcwvP92OLXPMAzDUDJ7eyfEUudcSe/9YudcSUA2YmNBbRWcc0W999L5EW/kzl33ihm5hmGkjZVsJpCpJ/00qne+AkZGOzsADIldthIwC6gH/ACsIY3AtXjy3/qBaCOHagjb7Y3VaJt6nHZ1ArBIjbIfFqlh/EE17UQsWlm7gQE61Mot2sLepUVbRi7RsmqUPwCXBPLn2a5dvp/XelW06vNvDq5ZsnPAPDxUH7vXG6hBWne9DvcG2JlLO0vHz/xEtPJF1RC8aVP4JdD3uNNVHHm2SO4una2wvX754JrbL7hItFIbXhRt2/s65P7DK+sE18z/ht7PYoepAd8/8JuYvcHA4JrjVuvnnMIztZN63R06kP6JyyoF17y4gT4mZzytxnyeJ+8UbdPD3YJrzhmt3embHtLXJ8DRQdXIDDJ7e6cs0fZNTufcAufc1bF/h4zt84nGKH5DlL3znE/PhBfDMAwj3WS2kXtSwMidBjSJ294ZEbvs0865LUSDVOoD+nHKMAwjo9j2TgLJMHIPjQtSW0I0SAXnXGngPED3IvYg3sjtOW2fmWyGYRhGjGQYubvZI4ahG9DBe78zbr8/revtNnJXtTnetoAMw0gb+6SfQDKM3LTy9BsD5zvntgNZgQucc9u99+qExXHhWdrDNahiQdHGnacmHbn1cgCuXUfR5nS+XLT6PT4XbUlPjfIF2HaqGqRF2z8rWq7nNPZ36sqfgmve3/ht0Wp00C7hnx8/UrQx1V8KrjlvjBqCTXOrwfrDR3o/sxzdIbjm0i/OEe2qXr+J1qqtdu4+9Wj4vvuC2tHb5+gPRavUvZZoIcMWoGav7qLNX6GfKXJf1Uy08ydND6550ykarfxE5WNEy/6rxhjPevyS4JqF2mv89pyAWZ6zmnYYP1FJB8UDnPDNCNFueynQCf6SDnXv1itcEPF5VjWNdzwyPHhZXro/rBsHncze3ukJXLGHtjuGgSg+eVef/cXAEO99DuBd4Mp9nfANwzD2id+ZnJ8UJbNP+m2Bt0ms3ikE5IvFMOTlrxgGwzAMI5PJ1JO+9/5i4BjgN+99Ge99d6CY975J7JP+8UCxuKs0dM5NJDJ3p6a1bryRu+Cr9IVPGYZhGKll5E4ADvfer3fOnQF8AmjcJYlG7ikfX2pGrmEYaWPZOwmkjJHrvV/rnGvmnOsGZAcOSyuGYU/ePLlRojD1SyoVS/wSswDwqxM7BF3ugvTNdoMueF0hzjuzishZnT5ci4upyTnkIjWrTl7Vgkd/GpCg3QtkfeY2uWzTD99M+PfrJx3J+m1b5HI5gW7P7xGfu2gtk2smHvu2H6azfcE6uf5hU9SUm7duCYNmJc5wbVoEhpfboxPzyxOoWkiN8LR+v3pO0djjjSu0y3lL96G65o7w+7pftUa0+quvTxT6f0+nJmr6rtsW7vSdM2kPQzXnIeRue2KitnkLC0sXS9RmTKdLE+3Kfeu3KZxfSYsN/Cz9hrpqa86Ef68Exi9Tg/gkYE3XCxPFLauYuTrxeasKZD9O08nv+H2saADDy5ZN+PdAxtO1Z6JJe+eV47njxZoJWlngkdsC85GvrUSu2xJN8w33v02+zomvu/V3h4sKjMwhZYxc59wRRLHK5wBXEb0Z7DOGQU74ICd80BM+ED7hw0E/4QNywof0nfCB4AkfAid8kBM+kO4TPiAnfAic8OGfccKHAzvhg57wQU/4EDzhA/t9wofwCR8CJ3yQEz4c2AkfkBM+ICd8SOOED3LCB+SEn5Z2UDEjN4FUytN/jGh//1NgE9DaYhgMwzAOLimTp0/0BvAhUAM4BKgEfJ+Zx2cYxn+AFP7UnQxSKU8/G1AXOBM4FXggtuUjWJ6+YRjG/pEyRi5QASgHfBc7rorAcURD0hOwPH3DMIz9I5UGo98JvET0Kb8F0AsIu05x3P6tDl/++Rs1tX58UisEyi28OLhm/21qUnabqWbVrfk1+/6speFM+cm/aWTDn2c/JFrj+zVZvP7mPME12y3TgeW5vtQB25/21MfjwgKfBddct0RN3ztmthet5Go1YgtfWS645rRmOvnykfv0eVv6rUZdbD89jfy9938VqcNGNXcHDZ0p2rY24X7AcV9qodgPd+vjUWJnDtEq3dM3uOavo3S2A29pJEfvdmrA37A5jb7FVZtFKpNFB9Uvf1qLB7reooUPEB5AXyKv3s9vc+lr8c4+TYJrHtv9Y9EKrVgVuCRsfOK8oH5QsO2dBFLGyPXeT3XOfQH8SvQt4DPv/eRMPj7DMIz/FKlk5OK97+Kce5morL5dZh6bYRj/Eaw5K4FUMnJ3cTbwnfdev2/GiDdyZ38RrmU2DMMwlGSc9JfGJmaRxmD0i4DwoNkY3vs3vPf1vPf1yp8WLPAxDMOIsOasBFJpMHoBoC9wMlDFOZfTe6+B8Xvw/umtRfu48hDRLq6iOfHdf9NccoDHZ84SbfRk7Sqtc6VmkxfcoDnxAB0qqIF2Q/vtoj1QW9cs+mo4YfrLKxrqmoHLnfJAW9FWTBoXXHPzgEmiZc2lA9y3vvO6aPMXBga1A6t2qOk7tGcz0RrWe0G0es3DMw92Pn6laB9n067Wr2r/Itr2weFJnMeeU0K0jVn1vr+zMLBmc+1+Bfi01w+izWquz+f1n50qmt+uBjzAknvVhP/fpZpd3/lFHR6fr2u49WXOPTof4dBf1QQvO13N7jPzFQmumfNW7ZA+ech7wcsafx+pNBj9RmAn0I8ofbOrc07LBwzDMIz9JmUGoxO9GcwlOvmXIyrl1I/ChmEYGSGFt1qSQcoMRieq0a9G1LA1CbjV+/CzFW/kdn/zi0w/YMMwjH8LqZSnfyrwC9CcqBt3qHNulPd+beB6uztyN+8YbB25hmGkjZVsJpBKMQzXArmBicBmoqqeqkB4MnaMMWU19rfjw9VFa3iDxhhfWzV3cM3N5TWO94eAaXv8To3YZd3W4JoFe/cWrfvjc0Urs0a7NT+4SAebA9wwVHvXvr5ADestz6p5VvPQ8FM/o9PNouV5QLuMJ9x1hmhVc4UrqfKM/Va0duhj//VQve85XlAjFGD8jvmiFWqhg9FPelQNSndeeHj93Ft6iTY7l3a/NiqlpqmrGn6O5h2h9/PIMzR+e/U7P4tW8IZw9+wb92qM8/AcxUUbumWDaFkKqNkNUD23GtFXXKt1FA0+1ajpszqHeyj9kYtF+6SOdpwbfy8pk6dPtM2zw3tfG7gdOBL4I5OPzzCMfzs7fXJ+UpSUiWEg+sSf3zk3iai6Zw2QNZOPzzAM4z9FKg1G/4moE7cW0AYoApQJrRtv5H66IRBoZRiGYQRJJSP3KeB559wvRNU7PwM70rjebiP329JVU/d7lGEYyceM3ASSYeRuiNXqVwZOJxbDEBuMPh1oQvTtoADp2NOvN+dp0c7+TjsWd27TuaQzJ21gRf9WoucIRBkfv0S/UYwtI4VFkAPuHqkdn+NuOU20Z46bIlrLEdpN3BwYf7Oafx+XU5PwBN9PtPH3qDk7Dbhg8Dui3/7TINHWVtcvXJ+tWiTa7yyiRUE1GfMO0VjqBnU1Cvi9Lvoc/QGUeuMq0bf3V3N4cy011stMV8OX6fMZ/oY+R0dMeEW0CXM1Env5JjVIf1w8i04/agftJy0aiNb4jnmi9Wip0crNSh8jGkDHrPr6PO4jfS5/+Ha2aDsf1PhqgI3Z9Ut/vRGaeZgzl973YodohzJA31JPinbBiieClzX+PpJh5H5BNAd3JHAWMBDAOdcAuJhoXOLbQF5AX2EHkdAJ/0AJnfAPlNAJ/0AJnfAPlNAJ/0AJnfAPlNAJ/0AJnfCNFGHnzuT8pCjJMHLvJpqFewxRieaugJArgZJEefq/Ee3xHwOEa/YMwzCMDPO35+nHONE5NwJoHxehvAO43XvfG8A51x3QtCvDMIyMkMLlk8kgqXn6+0t89U6Pt75M9uEYhmH8Y8jUk37MyB0HVIrTWjnnfiMq16wWd/FVwCPOufXOuZeIyjUXhtaNz9Nvc41G0hqGYRhhkjEYfTLQEthzMvZAIiP3HqA+UXXPXiMYAAbP+Vq098csEO3lWnlFu/cPvRxA/Twaw0AeHYJe51PNzp+0SodzA1T6XfP4f1mqg8171NZh2NeMfyS45tdrtGriu5dVW7pJ4x76EW7HX/SUVtq88mR90a7rrVnr6+5pHFyz+1U1RLvlszmilWxbV6/swp9LsjXVNc8tPk20LX/oIO4jhtwaXPPcQRo7UCCX/oq8NV2ftz8bFw2uuX6bxjhkza49hz8s1jVPLatVOgA7vIbP9j5DZytMbqCv4zdW6LwEgGtG6qB6TjhOpJqjJoqWIzBAHeDsh6uJtvbOl4KXzf/6+UH9oJDCpmoyyOztnbZElTjxefpVgWFAfqCbc+5LAO/9uNhlHyQq87zRex+s0zcMwzD2j2QZuQPijNxxcZfv5JxbCNTz3muBtGEYRkaxT/oJ/OON3K/7hhP+DMMwDCVljFzn3MnOufHAY0Br51zztNaNN3JPuqhmWhczDMOwlM09SCUj90/gbOCU2M+7pKNOv1S+QqJNHK7dkd0fUTPy4RqnBNfM84SaTRsfvUe06j+oafpn6/B71fTzuov249AOoi0LRPwPWhow2YABM9U0nnd5edGuvvMN0UrXCZjVQIEL9SiWWIEAACAASURBVPq9SmpkQuOKK0Vr8mN4ilmnIWqYn/HnJtEKrteB9BO7hHvzyg3vJtr6XzXWIltOfYmPrq/XBXiphhqnC6bpUPcsD2gm/A39A3EPwLK7a4v24dPTRasxq7Vo8xvfFV7zYzU9/bEfiHb2j7folXOEJ5Au799HtPpr14k2Y72Ot96ybktwzQl9tPP5pVfVcAawcel/H8noyF0JvMhfRu6l3vtTvfc/O+fmxPQcQB7n3JHeey0XMAzDMPaLVDNyywE45y4AbrATvmEYB4wZuQmknJHrnKsBPA1cv5fL7DZyB/XWunLDMAwjTFLz9PfEOVcGGABc7r3XDd4Y8Xn6oxc/mLqOiWEYySeFTdVk4LzPvAckPk/fe58rprUCHgaqE53c343pzYHBwBJgLfCw937Avm7jsZ+ulzvQd6qajEuWaUpzWgPH6xVXo67QbV1Fa3xCBdGe6Rj+5lHvqWNFW/GRdpBu7aFRwlvPCHcxvtNFTbHvF+r97HWamssltoa7KMdu0REG7b7WzuNfx2ue/oZn7g+ueeGQ90Xreco5ouV+R2cBZK2qJjLAuMoFRFtbS+3A4lOvFG11YGA4wKL1OjOhZhGdJVDx2ZGi5TxRh6UDuErlRPNzAp3gW7fp5ZaFu7sHHFNQtFEL1Rg/u5UeZ+jxABi5UDP+3/1Nu5lbV9HbvqJ6uBN7yQa9n98s0O5wgFuOfFUd4oOEH39/Us76ru7jmXafDoTM3t4pC3gSO3JLEI1C9MR15BKVcO7kr9m4HzrnwiUmhmEY6cXy9BPIbCP3pDSM3Bf3NHK99w8RVffgnCsP/Agsz8zjMwzD+K+RUkauc65BrHFrElH1TrCoON7IHTdg6t97kIZhGP9gUuqk770f472vQZSy2dE5p9GWJHbk1jtPk/wMwzB2Y9s7Cfztg9H3MHKrEcU0xF+nLDAWWAzU3PP/96TpeTog+/6Jd4u244vAnNlvF9CmeHaRT8ymu0pD7z1BtKzHqM+8ETi+14mib/pcuzBvb1NVtB6vBHLmzqrIuZXziTx4sX4RyjpUI4/H1imuawKNHxkrWsUd6nl9ul5NxpL9Hhdt0wPPBW+n/+Ua0TtmpUb8Dql5iGhta2uEMsDK5drteXgp9c0+mDlHtPOu0tcMQL1ztBs59131RBv2phaWZWl7VHDNSwapmfruw/rt9KRZ+ni2Gjk4uGb/5/R5W7NTW7nb920iWvdHPwuuubLLHaJNWaGvxQvv11/HMy9TAxygbH79zPZ8s7Dpa/x9JGMw+q4YhoTSBOdceedcNuBZ4FugODAnMw8udMI/UEIn/AMldMI/UEInfMP4N+K9T8pPqpIyefpAY+APoClwNPCx9/7PTD4+wzCM/xSpFMMwAGgHnAy0B3SUkGEYRkZJ4f31ZJBKRu7DwHPe+32e7OOrdz7dEN5PNAzDMJSUydMn2tbp65zbCjwAPO6cuym0bnz1ztl5tUPQMAzDCJPZMQxNgUOA/nExDNWIOm/HADfHxTCUI7YN5Jx7GFjvvX9mX7exc/SdcgdWva7585Wqqxk66eaWwTW/mKs5+VcXqi6aK1ZRtBafay45QL+Fmjk+8ORDRWu5SHfcNjU8Prhmlkc1J79VPR2sPviLGaLt7NQuuKafrpEL7tAiolX8Rh/jL84PZ6UfkU2rYvxyrYAZlXOtaJ/N1oHyAHfWaSRaodc/FW3mFceI9muxHsE1j/rzGtHmVX5LtF699bavrx0e/fDKRI0i6L1CRz/PeEaN9fyHaTUTQO4iWhXz1b0aKfL7Kq26OuLYEcE129xVQrRNN7UQ7Y8C+jmxWO7Dgmvm6PKOaB+0DD9OV1R7JdMiC0LniL+DLI27/idjGDJi5BqGYRiZTCoZuQDlnXM/EwWuhdO7DMMwMoKlbCaQSkbuYqCs974OcAfwvnMuf+iC8UbuG4N+/VsP0jAM459MynTkeu+3OOeqOOc+I9r6KUTUkfv9nuvG5+kna7/OMIx/CFaymUDKDEZ3zpUAegOXAeuA7wDNLtiDydWKilarvXbF9j+1r2gP1AsPHF+zReMNrj5Uh2bv/PRD0QaefHZwTbLqQ/3UAD2mlrn1dtIi1wUaEfDkJToge9wNVfTKW8KVsUW/1W9Oy4rp8PmBz6nhSxpGLrnURC/wzlDRVlZUM9F3CHcOz8ml8QazRl8o2tOj9ThfbB5+jKs8rbEHE8tnFe29pjoLwN35dHDNkZ9pSfEfk9Qwrnbh/0SbvDY8LXTLeTqfYPiCzaLlyqo+Yo4ZpwbXHHX6V6Jd2lyjMorn0dfxs4XCZdO/3aCvh8v/ULPe+HtJJSP3ZqL8/V5AP+A668g1DMM4uKSSkbsc+JQoc6cY0daP1uAZhmFkBNveSSCVjNxsRPk7l8T+PM85F0wvizdy+/X66e88RsMwjH80qTQYfQEwcteWjnNuCFHw2rA9Lxhv5P664kkzcg3DSBsr2UwgZap3iDp3WznnjiKan3sk0T7/XpleqqdojTroMOt1wy8TLV/h8Ne+yh3lfYY2OfWhylFQTb4lw8M7Uu1v1G8k3QMNl9lP1I7aPrW+Dq55/u9qijW/Wgd0v3mGDnDP8qh2SwLsvOYk0RZU0cez3hTtNL15kg56B2jbsZdo25uqAT/zzNqiLawfrNrl2GtHiVahRDPR+pyhZvdPdcMdpJtK6X0v+erzos19Swewj3rwlOCaDWrrY5Jttg48f2rHQNHu6xUuR157lM5HePdr7XAuX0Uf41cH6hwCgLVXqtnfuLR2/t6QTTtqb1sWHnZ+8iH63B0/IjzpbkX9oGxkAikzGN17/yZwHdEbUV5gtff+pUw+PsMw/u3Y5KwEUmYweuzyvYHezrkniN4UDMMwjINIKhm58VwIhJPLSDRyh+6waGXDMIz0kkpGLgDOuQbARu/95LQuE2/k9stZxb4RGIaRNim81ZIMUsbIdc5lB94CzgR2Ouc6eu+f3NdtXLDqKdHOekajc78/rXfw+qUna2R/gSvrinZ6SY2pPeGB8cE1Dy2i70NV+jYV7dKqGjm8beJi0RbePDp4O1k/7yra8q0bRVt9YxfRPn9AjwfgocUaZfzIejVyV3k1+e7WxGAASp9STrRNi3X4/KA/1Iy8sZcOegfo1lW7PTsO10H1E6/WTtPTL9TOX4CNrbSDdeuGraLlaH+raI03rAyvOfNHvf6v2o380JUajfztvWosA8zNmVe0DVu0KmDE0S+I1myEFjQAbK+shvfVr3QXbcU1OuT+6uJa0ABQ4SEtQHizuxYAAHBXWDYOPikzGB1oBeQEtgDNgOtjfkCmETrhHyihE75hGElkp0/OT4qSSjEMnqjaZz6wFNhKFLFsGIZhHCRSKYahH9ACOBGYB9zuvQ9/ZzYMw0gvtqefQCpV7xwD7ABKAeWBO51z2lXEHnn6PXTP1jAMwwiTMkYucClwGDCBaIbuLKAe8Mee68ZX77BxQOpunhmGYaQYKZOnD5QESnrvK8e2hKYCHfd1A4d0flm0D7rNF63Oog6idR73Q3DN5+poS/13E/QbxSUl9YtSl8tqigZQ7+wRotWe10q0cTW12qP2WRqtADD9mBtFW/GnfpX132vO/Ck/Lw2u+exmrf55IuvPojV8T1vvuxySI7hmznaaP7/pNY2rmHvtt6K9/GZ4KPz9b+nw+j8vriXai+foUPc1G8Mv+zWvapXUF98uEW1nZa0E+73pEcE1qz98rWhLr35WtC016ohWMOehwTUXN7pPtIXFdEZAw7aVReufNfy8H1ZZK5IKF9WqnBK/adp57VceCK75yR1aCfZEQ42GgOiEkGnY9k4CqWTkLgNWOud+A4YQBbDlzOTjMwzDSDmcc4Wdc0OdczNif+oko78umz92fk1XbE2mnvS99xcT7dX/5r0v473v7r0f4L0vA4wETvXe7xrlM47IwD2SqFa/GNF2j2EYxv7zzyzZvAcY5r2vTPQh+Z69XPYxovNpukglI7cH0af7cUA3otm4wXafeCN32/iFf+MhGoZh/C20IJoiSOzPc0MXcs7VBQ4F0l3Rkqkn/ZiROw6oFKd1cc79TmTSdnHOFQTw3m8n2uLJR7QFVI40ZuR679/w3tfz3tfLXlejXg3DMHaTpJTN+A+nsZ/rMnDUh3rvd7XnLyE6sSfgnMsCdAXaZ+ThSIaRO5TIoP2aaDunI9DBOXc08D+gBtCaqDonHNAeR9nyutV1+tBjRFtyyeui3bklnBuw9pPTRJu6YpNo155TVbWaJwfXrHS3fiM5/gvNZa9USM3QupeqEQpQ+UTNny/3hZqu6zt+I9rSNRovAPDJR/eLlnuarrkokHOfZ2l4pPGc3DpofuG1R4uW870Zot11uD6XAO1b6eP0QHYdDj5tvPb3DX0nvOaYJRtEy3K1GrTb/6ffpCvWnxJc0wU6tEeP0ZDAUzt/JNqi+9sF1xw3Tl+3LR/XDz85z9DXR+Vz9HYANgSGyvvcGu1Q4pkhov1++p3BNWut1+iSsa9r8cK/lYQqwwDOua+Joub3JMGp995751xov6gdMMR7v8A5jRBJi8w+6bclarbK6ZxbADwErATmEO3ZHwVsBDoQJWuWAH4BFgI/EfkB4RIbwzCMfzDe+3C4EuCcW+qcK+m9X+ycK0m0C7InDYEmzrl2RDskOZxz6733e9v/T15HLoBz7lPgg5iWl6gLt3fs/7oDtndjGMYB4Xf8I1t5BhHllj0V+1NGq3nvL9n1d+fclUC9fZ3wIYlGrnPuPmA7oHsc+77u7r2yVSOkd8swDOOfzlPAyc65GcBJsX/jnKvnnHvrQBZOSp5+7F3pLOBE7/2ut+GFJJZololpQvxeWY1erf6Rb+OGYfxNpHDiZVp471cQbY3vqY8DrgnoPYk81H2SjBiGj2LaTOA959xV3vvVwHLgBefcJUSJm0WI9vX3ym/nXyTan9drx2PZctlFW/5U2PS+eqh2i55XWU2tNyZqHtzMNeHBz9/3nS1a3hK6TZezgBqU/e/X7HqAKq20SqtY1YKileitHZwztqhpClAiNOS6oK55yeXa7bn8k/CA7HGH63DxU1e+JlqHHjpLoEye8JfRZbfofe80XucL+K46aH77BTqEHODQVXpyaHSa3vda8/RyZ96glwPwt2l8d+2GOih+1aVXizauonbJAlz/kLavNLjpBNH6TtfXYsc3zgyumaVwwNzeoWb/r3dpUcGLk8Mm9lujtTN+8FnvBy/bcPaDQd04+CRjMHojIlNiW+zvw2OXHQ+8AOQmZkp479MYy2EYhpFOdvjk/KQoyRiMvnscj3PuPOCC2GV/Bn4G7nFR/dEK51xO7/2WzDxGwzCM/xLJ7shtA3we0M8HJqR1wk+MVtbRc4ZhGEaYpA1GT6t6xzlXA3ga0KjLGAlND+v7p+73KMMwko7/Bxq5mYn7q3gmExaPM3K9jyZpO+e6EGXn5ycKErrce7/aOXcMUSJnRaKRiXd773XS9R58U6KK3IG8ebU77fA6YaNt5zaNXc2eW98LV7x6nmhzKmrl1Ck9mwRvZ/P3Woi07kHtglxUVwe950oja7TqEDUJP9+qZurGKoNEu+3F6sE1J12hxviw+d+Jds6ngcKqrOGuwCz51JzOPlZLbTdXKiVajtbhAe5tfp8k2oCfdOj20lw6RPzNk8ORxeOXqnH5+rR1os1661fRNqexCXnUOxoavLi6zgbacf4roh15Qvg4/6yrUdufVdRChbNz6eVcgZLBNac20hTzamOfE237B2rEvlhTH2OAq1/Vhvohby0KXvaiHdPS31KaQbb3viwpZ/1sl76baffpQEjGYPRVsZ9yJGbmzyf65P8/oCnwunMuU7+JhE74hmH8yzAjN4FkxDC0IcrJHwoUIDrRdwCuJgpmexDIARQiimrQOj7DMAxjv0hGDEN89c7uGAbv/ePOuaFEEctlgdZxKXOGYRj7xw77Rh9PSsUweO/HeO9rAPWBjs65YFdSfPXOZxs1sdAwDMMIk6w8/cXAvUBWoi2e+OuUBcYSbe8EB87G5+mflSds0BqGYRhKMvL0dxm5tYnC/3fl6ZcnMnOfBb4FGhNFMO+VGV83F+3KT3VXKOeNF4uW5ymNAgDIX0qz4pfkP0q04zpWFG3F2ZeIBjDlWB26XWfwCNGeeE2rf66qUT64JkVriJRtnra+3/xcNdGalw2/WW5qrVEG71+r129wrc4NuG6oVvkADGmiEQHZJ78t2vpfNJaiyPXhiZk9P+4r2vK1Osi7WvN8oq3+fE5wzem36nN3by4d1n7r6NtEG/i7DmoHKFfrSNF2tHhatJrH6cDwVcdrHj5AltrHinbONp0l8MfZT4pWvrv+HgD81k8rpKuu1SHqWYrr78aIeVrhBNC2rF720pvCcxy0ZuzgYSWbiaSSkdsY6ATkIhqT+LH3PjyVwzAMw9gvUsbIJcrYbwecTPQNYH1mHpthGP8RUrh8MhmkkpH7MPCc936fJ/t4I3fUR+GEP8MwDENJRrTynh25BYDVRA1ZdzjnehMZvNucc5u99y/tuW58DMPrk9va27hhGGlje/oJpIyRSzQM/TPvfU3n3MPA+tAJf08a/2+4aMM/1czvuz/pL1qxwFB1gDlnqjn8xwk6/PnP/reI9v2SEcE1l1RQ4/G1zxqrNl8NuS2N1LAFOOyNF0TrcZoO8m5do5hozzS5ILimn6pznPsfrkbygKW/i9b5gbHBNXlbzdhVXqtxRw2eJ1qXLz8OLjnsPn2OHp65XLRpM/WLY9aGhwfX3JFDH6cxi3VYeunsOhthI+Fa8FCExZnHatzE2kVqX7kCOsMBYH7Lx0TL9rFGcox4TV9frX8KG86vnKSvsSW59T5du0kHzT9yd/h5Hzm0hWh9K38SvCw6csHIJFLJyDUMwzAymVQycgHKO+d+BtYC92fmsRmG8d/gHzoYPdNIJSN3MVDWe18HuAN43zmnhb4kGrkfrbSOXMMwjPSSMoPRYwNTtsT+Pt45Nws4gqijN4F4I/e32lXtbdwwjLTZadk78aTMYHTnXDGgNPAq0VD08kAgtD2R6m+rIVl9p35BWH+tDsNu2f/44JrrH1PzsMIIzRb3q7T7tVQ+NQMBlgWStd9qpn2I+R7RPP3vjgxbHr2Hni9as6KNRDs5u2bsO5/Gl7xbbhBpVLmbRcs28gzRav0SduNOHPiOaF8FzMxTb9Eu34d+nBBcc9xSHUr/UlN9PEtMVrN79pdqQgPkrq+vh9CIgIaz9fGcNEm7VwE2r1FjvliVwGskcPUSQ38Krjnv+LKifbpIDdqrsquBXuvhb4JrVh+nj+faTtq92+8sfYzbFwhGZHFSVTVtz+mqHcrG30sqDUZvBvxIlLmzniiHX/vyDcMwMoLl6SeQMoPRgQ1AP+/9pZl5TIZhGP9lUmkw+hGAd8596Zyb4Jy7O60rJQxG/zj89d8wDMNQUmkwejai0LX6wEZgmHNuvPd+2J7XjTdy/fj7U/d7lGEYScdSNhNJpRiGw2N//zp20dpEFT5y0k8g4MwvuuUj0ZqteUC0lUCVF3XQ89QVm0Qbnr+daD37asTtHXXD3Z7HnFxANHeTHtOWI0qLtrlJuPqg+uc6XLxlCR0O3r/RiaLlf7xzcM0VxQuLdtzL2tk5xKnD2WxAr+CaxfLoYPRik9W5fOkojUEunEsHfgN07KnDyWsW0Q7Wqdf+T7SrvvlcNIBBj3UTrewRRUSbUlUjtWc+q8cDUPp7jTfeeYsa3pVr6BD006to3DLAgNM0pvuSRWp/uSz6HD3bT2OuAY7/QM3tEev0tZT1yjdFu/XNVsE1/aIqovVZrK9Z0EHaRuaRSoPRHyTKz28EXAls5q83gEwhdMI3DONfhhm5CaRMDIP3fpVz7lmiqVnFgYne+8GZfHyGYRj/KVIqhsF73xvoHWvMujYzj80wjP8IKfypOxmkUgzDLr0BsNF7P3kv1/2remfAz5l8pIZhGP8eUmYwunMuh3PubWAwUNQ51yytdeMHo193Xp3MvAuGYRj/KlIpT3/Xds4W4FzgNedcfe/93oMzShQXqcaxWoHSd6lWV/zZ/Ojgkk8001z27B20EqL3R9qOn6epxhMAjJrwoYqldDj5hkmaqz7vx3CLf+02DUTLt0arOIZtmCraG49qdj3AnJWni/bKRL3+ulkadDeohcZCAJzcX6uplhbR+/55XfXtP18XHl4/vF1b0Y4tqFPUnm+hQ7vPrahVQgDt62pG/46G74m25NfTRKv8icZXAPjBg0S777JKovU+Vwew15v/eHDNc/tqdRkj54i07aaz9HgWhl9LN7fV7PtfT9DHfuQgHaB+xPYtwTVrFzpGtN/LaPUPkKnDUa1kM5HM3t5pC7xNYgxDG+AQIiO3NdAydtnqwCJgvvd+LFEZZ71MPj7DMIz/FKlk5E4kGore2DlXHqgLHAaEU6cMwzDSww5L2YwnlYzcHsACIg+gG/A9sCON6/5l5L73/d9xuIZhGP8KktGR+xhR81Vh4AegJNG2zg4iYzcfUayyB6aH1k2IYZjfzTbsDMNIE9vTTyQZRu7PwPnA0cDFRJ24NxCZt1WBysBNQCfvvTpzezD5dDWbll1XU7THF6vx2PyHFcE1z7tCDahqWzVGYXulNXrb12grP8D8BfrC21KtjGjZz9U8/Bk5wy7X0/MXiXba4blFu2ektr6PWx02CZt9MUC0my4dL9r5I88TbeXVOnMA4McuGpw6+SR9nLIEvncWeaZLcM1BmuzAd9fVFu2Wkvp45r25U3DNmU9pVvzwQWruth+smfS9XgpXGFcYrFEbtRaNEO34JZr7n22GzA+KjulYfX1SrpxISzvqDIl6p5QMrjm/cgXRer7WRLSy67eKdkGpqsE1W33+rmgfzrFx2MkmGR25HfmrI7c4USUPRBHLNYEpRMNTljvnSnrvF2fyMRqGYfxnSIqR65zrBFxOlHm2KwGqANDaez8awDk3jGiSlp30DcPYf6wjN4GkGLne+/u894cRmbg3ZfT68UZuPxuMbhiGkW6SPUTlPaL9fYi2dOKHepYhjRm58R25FxTWJh/DMIzd7PTJ+UlRklG98zLQBNhJtLc/K/ZfE4BXnHM9gdeBNenZz696ow5a3nyNGnKd71PjsPil1YNr3lRAO3V/rqnDwcs11Az0CV3U/AI4Pd8Y0Za10e7G0nOXiJYlV2A6NzBv3XbRnhg8S7Tpk7QrldbhrtQnGlfWY2oc8NPz6/XXzF0bXPPoT78SbWz1QqLVbqK/KDtbq5EK8PQJOhy820A9zjfu0SH3i0/T2wYo2l9bQq6uf4RoZW7QEQ/l3tGh6gA782l3+BdztaO2XH4tPa735W/BNYut0cd5WR59Pkr0vEu08kP6iwawpqgavM98q0Zyr8DMg51fh8Nw31+mnbpHDBoSvOyMNm2CunHwyWwjN2EwOpGRW4a/vmHsINrXBxgAnBT7aQWcncnHZhjGfwBve/oJJHswekeiNwa898uAVs65h4H13vtwvZphGIax3yRlT98518k5Nx+4hKhOP6PX323kvjVatzMMwzCMMP/I6p14I/eaxjqv1DAMYzdm5CbgvM+8g4s3cr33uWLaY0ALIiN3LVDce1/VOXcJUcTyocAmoIX3fuI+b2TTQLkD2z/UKF+XK2vw6rnHaLfq5pba8eiq1RLt/+2dd5hUxdKH3yIJSEaUpGAgiIqggCKIqKiIARVU1GvA7PWqnxHDvaZrzllBEXNAVASuIIhiICNpVaJkSQKSM/T3R/fA2a0mM7sD1Ps859nZ3/SpE2amzzld1VUfzxuqtDaz4oW8r1itnW+PvaDTPZ924YFKy6pUPmpzzdDpSrv5GF1Mu8Nnerbomvp6BiZAvsraybnqh8lKO76WLkJeqfheUZtfNdOzd1e//bHSBj6uz8eiRfHv59kzH1ba5JaPKW2fmrqwebFrG0VtHjxcO4I/fUI7UyuMuE1pRf+lZ58C3H+Fnq3auppOB35giUpKG1xGF1AHaLBABxWc8ImeJTy17XVKO+jdDlGbH52hv9+1ymhtzgqdTrzS3tr5DzC0inYk3/S4njUNMPqyzvFohZ3A8rua50kPXPSpXmk7ph0hLwqjf+6cq+2cqwPMBVK95GTgBOB1/Gzd+LdzJxLr8A3D2M1Ytz5vlgwlL9IwtBCRGvg7/YJA/9B2EpAFlMBH/BQTkRLOuXgcoGEYhrHN5HUahkXA7aHtbHw4JyJyB1DTOnzDMHYUy7KZnYxz5IrIicBV+PH9KNny6Xf8Jr07axiGsRuRV/n0szly8cM+iEht4H2gPD4RW5eY3WQ+/Zgj1zAMw4iTF/n0P3fO/QdARLrgM2kiIgcAXwCzAR3GsQncXzpOv8B5usjzuzO+V9qEFhdFbZZ/u6fS8o/W2/n5kqZK61pgStRm5/Z6/Se7/FNpv66OJIr/Y2zU5l436e13uFPnnx8/XKdhKB+pBQAw79JLlXbc3HeU9ukZ9bXNdvHp+P2O1vPsGkWiqf7vSZ1SY8iyeADEP3/po7RTO+qUDUdcpoutFxmto5EAxjl97kf1v0TbfFmndlhSMu64G3+UjoCp8UBnpa06XR97v9EnR22ud3pbH56pa0gsvvEJpU16Rn/nAFY+/57S5g/Vn+fU15opreg/dCQWwLDuTZU2+tDTo23Tis3IzUYmOXLvByoChYGDgBps4k7fMAzD2D4yxpGLvyBUww/rvA30SOe+GYaxZ2CO3OxkkiP3BaCdc5Fn1xxkc+R+NDCdu2oYhrFbkUmO3MZAKxFZiy+Q3lpE1jrnuua0m60w+rTn7DJuGMYmsSyb2ckYRy6+SPodzrkzQ079HrEOPycjiixXms6GDwXzaYdgkaviU+dHrNB56is+0kJpPy2bp7Truk2M2lxxuXbKFXvsA6UtrKpz9Bc4okrU5siV45RWtGxRpR0w4AFt83VdUB5gQuM7lNZzf51y+FbMPwAAIABJREFUYVUnve1BnU6L2jzhQ53eYPHNFyht1O2R4uD/vSFq8z+F9WdU921dCPy7brooe8H7dPF3gC/vbKi0Ux75QWmvv6rTX7Re80rU5pO/aLfUqP/orOFPTdLO5XblIgXQgdtG6qfbFz/VqTaG/Fd/Z2veE//c54ycq7Rrb9UpE14/T5/jT9o3idq8vbZOvzF+aVa0bfUiUdlIA5nkyDUMwzDSTCY5cgEaisgoYCYwJp37ZhjGnoE5crOTSY7c4UAV59yRwMvAJod2ko7cL97TmS4NwzCMOBlTGN05t9g5tzS8/hooKCI6TzDZ8+mfd5meJGQYhpFi/TqXJ0umkjGF0UWkPFATH7pZAp+KYf6WtlF3qZ5Fmf/h57VWUM8AXX5GvADLt00rKu2fo7Sj7fNftDNx+Dczozb/7yjt/FtUTW8nNpv4/T/7RW0WX6wLTw/4Qm//8IM6Ku2NFvF8+gcfrvP5r/xazwh2K/Wxt/ttTtTmWXP1x/j3g3oG6LQn2+qVJ8fTX18wZrzSZl+li2tPXzdLaSc1i3/u+Wrrot1L596jtFMX6/OZf86EqM26p/RTWtmZ2mF8/v9pp/7KE6ZFbb6xTgcvLCun6wYU6KYd6D91mRG12WSmdkSPflHn869Rr4TSin6hPwuAYypod91xE5ZG2xL3BRtpIN13+tkKo4vIVWwsjJ6P7IXRLwV6AYXwefZbuXRWeDEMY4/ArXd5smQqGVMYHVgGPOOc+3c698kwDGNPJpMKo1cHSotIPxH5RUQu28z6G2fkfjw4N3bZMAxjtyDdcfpRnHP3AfeFO/1/4eP3CwBH4+P6iwADRWSQc04NGGabkTv5qcx9jjIMI89x6zO3dGFekElpGA4CquInaxUADgYaAXEvUeCHQjpF8JQJK5VWudPVSnthTjyDc40j9azDWl+foLQJ9/+otGo3x+YDw21H1VXa9AfbK235szoN8SWPxb1cq0dpp9yyo3XA05zp+hydPa1y1KaULaW0heMWKG3t8jVK+1+ZqEk+u7Ge0n6ur9P2nvqodiL/ee+bUZtH3KZTEX9/kK6703TW60rr26xk1CZL9HfEDe+rtL9ev0ZpH0+LP3FeNPQKpRW8Rx/TtLJ6SurtzbSjH2BeN12c/Jhaeib2N19qJ/jJ5+rC9wDrf9Gpx1f8vUJpexXfS2lT/60d6AD3D+yntMZNdapqI3fJpMLotwO/AfXwF4HlgAXhG4axQ7h1Lk+WTCVj0jA458aISC98AZWKeOevTihiGIZhbDdpvdN3zl0ENAB+c85Vds51dM61Ar4CSuNDNm9PtH8af6e/HoiX+CG7I7f7ByPSeQiGYeziWMhmdjIpDUOKs4D+zjk9kLxx/Q0zcs/6hx4rNwzDMOKktdMPjtxhwCEJ7b8iMlpERgKnAxcGvaSIdMdH5dQVkcj0TMMwDGNHyKR8+jcCE/ERO42AESLyoXNu9eY2UPs+HUFT+p1rlbb8MZ3X/NZHr4vaXPuinip+yqhIIfHhepr6vAt07nqASvn19bVL++OVdsGkdUqrPGV21OafbY5T2l5rdXqEwRfqugFT+sZTJtRuWk5pS7s+qTT5p05PsP7B+6I238jShcAbl9f1Da774VOltVukU00ANKygo0ga/6k/j8GzdT78vZt9ErXZ9W0doXVPvdZKK/eHjrC6oP/fUZsDT9fRVL0/1XUY9n1S55B6RYopDYATdX2FeTN1qos/XtP1DY7oo1NqAKw6qpHS3mvyudLOnaE/9zLP6xQSABKpYfHJkKeibRe0OzGq7wwy2amaF2SMIxefrqE20Bv/BLIA0D2YYRiGsd1kkiP3lbA/JwBZwC1bUy/XMAxjc5gjNzuZ5Mg9DRiJD9esA7wiIjqlH9mjd94dHx/6MAzDMDSZNCP3Gnz6hVHASvzErZrAkJx2k2kYFlxxfOZeUg3DyHPWZ/Bdd14g6cxeLCJNgOJ4523hoNVxzo0Mr7sAdZ1zB4donr+dcyeKSCOgL1DZOae9XknW91UHsODKB1WzEhHnV6VFi6MmB7c9VWnzVmhH3QHFtc2nhv0UtflMHW1zfd9eSpvw8AClPfzYsVGbLzbVxdYnLdJT7w+8RW+n9KlVozbnXniS0p4cplMMtKt3jNIm13omavPxl7STsnsdnUaBQjqVwML7tHMXoHJFXR8hXwH94DruzjZKK1u4ktIA3BO6aPjRlXW9ht8H6doIBYsUVBrAvjW1I3fhDP29e+eyw5TW+iBdWwGApZGfRDG9nbXvd1Jal4Y6zQZAm4N0sfZyL7+stKLF9Pm4/IhorSMuul4HWdTspoMsAOSA27TXdycxu/WxedLrl+8yKG3HtCNkkiN3HlBCRLIAwdfP1b9swzAMY7vJpMLoQ4AizrlbRaQBMABfcCUeW2gYhrEVWMhmdjLJkfsEUCoM89wEjMBH9yiy5dPv0CNX9tkwDGN3IE/y6Sf4EPgaeMA5txhoCyAiAkwGogVSk47c2Ji+YRhGikwOn8wL8iJ6p5pzboKI3A48A3QPeingEaA5UBgYGS4Em2XG8j+UtmaqXq1UtQpK63apnlkJkP/KFkpbcuSHSiv3691Ke3JmfALxE0V0XvaSB2unWLnf9NSEcw8pHrVZppfOgV55wESlXXeDdhLeUveIqM15S3Vh9eFzlimtYgF9Pg++qHzU5speumj4x+eooCwGfK/rBjzyes7UTJ5lBXXy/vVfa6dvvr3219uZq53lAHMf1bNVf/77YaUdNFM7SPMXiruf5o7VTtcbz6mptKIF9AxjJP4gvraYPvYRNW5UWu2xzyutbv3bojbXP6e7gin/0nUDigz9WWnFusV/R53/73Clja0cceAbuUq67/SzFUZnoyP3MHz6hRXAvaHtlfg7/RnABCDegxiGYRjbTZ4URg+hmhfiZ+amZlfVAK52zn0MICLjRKSCc25WOvfRMIzdGxveyU6uO3JFpCXwp3NuVI63KgHJAOgZbEzGltPGBkfuh2/rWGDDMAwjTq46ckWkKH44R89U2gaSjtwZSzvYZdwwjE1iIZvZSfeM3A2OXOdcYRE5Aj/TdjlQAp907U98tawXgbpAFeA+fFqGplsa3vmhUk11AI++rAtxf9hZBwKdeqZ28gEM/ksn9/yxdXWlZc3Xs3Rvaz8yarNOIz1795dSukD3Cct1Wufza8QLeV93+NlK6zv9O6Xtd1p3pf35Z/xzb/vAwUqLzXQdn7VEaSWa6WMEyDpVOy4Xr16utFOe009tX/5Lz/wFaF6ludLG/q0dinKSdrpWOkY7oTfFpEdPUdqRywsrbcWLetYzwO/tdPrsMq0/U9r+kRm5C7/VBdAB5o3V9YUKFdMzgg/+6SWldZuivwsAp1fRaZjH1r5FacdfpD/juSXj38+CDfVvpmfZeKrsFlWfTtvs1Rkt6uVJr1/562F75Izcd0jk03fOZQH7isj+wFv42bonOedmi8hXwP7AZ3gH8CIbzzcMY0dx6y1Zb5J0j+nfAHQiRO+IyFVBfx64K0fbj/ETsm4AzmczNXINwzCM7SPX0zAkHbkhjHNBaOuAG0XkL2Cpcy4e/OttXAtcC3B7yf04a+94EinDMAwjO7u8Izc2pm8YhpHCHLnZye0ZuQcDBwKjQoGU0sBIEamHH99vB+wHrBCRPpGwTsMwDGMHyCRH7mR8qcRb8PH5HYB46EaCSx44VGldG9dQ2uGRHOazj46nImCljjA4eb2OUGjeSUebrGlULWpyyMkHKW3GZd2U1u/q2krLf3CzqE03X+d1j3HKlQcq7dcBupA2wPq12ul14/GVlVaqTR2lSal4nvp9Wv1XabNf13n7p09bo7TCj8dH+eo00pEtoy9qq7RJP2rX0AMjs6I2n2+sc+/X/vYLpVWc+KfSet7TNGpzxuK/lFY2vw7qWH253va/D4pH2rzQV6fKuKShLmj/zBJ9nPsWiRaji1L7eD1sunSOzoFY4Oiy0fXX1dWF5psP+Ta+sapbvVvbjE3Oyk6u59N3znVkoyP3l0TbSfjauCXwqRuKiUiJrcm/YxiGYWwdmeTInY3Pn4+I3AHUtA7fMIwdxcolZidX0zAkHLn3b6bNicBV+PH9TbXZkIZh2Y9Tdvp+GoZh7K6ktdMPjtxhwCFBSjpyF+Bn344UkfIi0lJExgO9gLWAHqwPOOc6OOfqOefq7d2kajoPwTAMY7cikxy54/AXoROBpUBnQM/fz0H/TycrbcajY5T2w8irlOYG6lz8AIu/0HnV5/2m86I3v7uu0rqcp/PEA3zeTedb79tMZ49e0FynF2BdPEd/xS5fK21m/VpKm723zsff8op4MesFJ+rp+H0Wa4fgyJP0FP/JU+KP0a2uKK20D1fqHP37ldXrT8yKFAEHaKQdl+3Hacf4wSfptBSPtImn31jZ7wWlFWqsneCdH9ffj7pZs5UG4J66XWmXtFuotBXfaIfxtEUr4/s5S5+7zysdrbQv/9KpR5q31/sOUPAh/V3u+6VOM7Ju2p1KkwXaWQ3QtYiuhfDKB3o/AfodG5V3ChaymZ1MmpF7B1AWeA3ogn8KMAzDMHYimeTIvVpE/gc8DuwD6Jg+wzCMbcRCNrOTUY5c59yXzrmawDmADu7eaGeDI/ejP+Px5oZhGIYmtwujJx254EM0h4tIgxCyCYBz7kcROUhE9nHOqUHdZBqGqSfXscu4YRibxMb0s5OraRhSjtzwXqowerPgyL0EP54/GSiCH+LZ4m38qw83UNrlN+iZshd0H6q0gSO0owqgRAvtvJv0uJ4Ve2edD5TWZJZ23AGs/1tnlOj2vXbIzf/Xq0r7/oGjojbb36Ud1vku1Q7FrEfOUdqNB+o88wAjK+nzdNLduj7BmtY6736tUpHi3sCBpfQM1O9maCflEQ0PUFqF4vGpGiP30cXBFz7zq9IqX11RafNWxR9w3zpHzzz+btoipV0wU3ciJSrGZ7ouKax/Yp3G61oEv16kZzjXLB0vIv5Sjf8p7dY++tjPvetmpd12pv7OAZx1YE4XG6we3FJpnSf0VdrF72qHMUCXrg21uDQelGDkHuke3slWGD3lyA3RO6cCyTndTRL7swBo4dJZ4cUwDGMPJC8Ko8PG6J2vCI5cfD79Ss65M9O5T4Zh7FmYIzc7mVQYHaChiIwSkZ4iouvHbbSxwZE76is9xGEYhmHEyaR8+sOBKs65pSLSAugKRFNWJh25d/W/1i7jhmFsErvTz07GFEYPztymwAtAQXykT+VY9E6SBVccrw5g/RqdHviGi/X1o2RhPUsW4M3qOuVy2Y++Udr8U7WDM1+HPlGbc57TKX73+WGg0lZ+p2cY974+npHizAH61Kzor9P+3tpaO6a7jozPIB3aY4bSRnXUUyZaFtaO3J61Xo7aPH28dm5f9MsApX3U/FKlyTDtOAR4xGkf/2X3DFbaqMErlHZmb11QHoBILVUpUkRpbpku6n472jkLcPFVPymt3teX64aF9XZYEA80aDZxotJuOFKnNz7rC516u2DjQ5QG0KuFns18+sI3lDZmgZ5xvnxt3Dlbcq+9lfbJuHHRtv9p0D5tRcTH16+VJ71+9aG/b/cxiUgZ4FN80ukpwAXOOfWFEJGngDPwozZ9gFu25AtN9/DOO8CGb7hzLss5ty9wPDAU78hNpWGojo/eORtoC8xjK6J3DMMwNodb5/Jk2UHuBvo656rhb5TvztlARI4DGgG1gcOB+viaJJslk9Iw/BcoB3QHXsJf2ey5zDCMPZGWwLvh9bv4Cas5cUBhoBCwF36EZM6WDKe103fOXQQ0AH5zzlV2znXM4cjdkIYBmIVPsvY3fufjz6Fkd+S+Oz4+TGEYhrELs59zblZ4PRtfRjYbzrmBwPf4vnMW8I1zbouRLZnkyC0AHI3PvFkEGCgig5xz43M2TDpyY2P6hmEYKfKqiIqIXAtcm5A6hL4r9f63gE61C/cl/3HOORFRByEih+BT0KdmFfYRkeOdc9qRlCCTCqMfhHda9A/7dTB+vEp1+oZhGJlO8uZ0E+/Hi18DIjJHRCo452aJSAVgbqTZucAg59zSsE5PoCGw2U4/3dE7TYDiwOfOucIJPZlPv5ZzbryIHAq8ApzGxvGsY51zen55gnFHHaoOoEqr6qpd5cJrlfb1P+J11097W0eWLJymc6AP6KW1Bk/FE4Mv7KYjLsq8eK1umE+PuFX9TOdaBxjzh45MaXKETgfw6yg9BLbiTh0pA8A83fbzOu8rrdUQXci7X/NPoyZXDDxLaYeUUk+rVFurUyssKq5rAQC8kaWjeu6aqT/jNWe0UlqlF16J2lwwaYHSVtWtqrT7DtX79PjMeATLL00OUlrLz4cr7a9xOid9l1t0ihGAqiV0LYHag6bohmVKKqnHqTpKB6D5YzpirbJbpbT3HtL3YIWzWkdtnvLMD0ortHehaNtlj3yXtuid32rXzJNb/cNGj92R6J2ngfnOuSdE5G6gjHPurhxtLgSuAZoDgi9A9YJzrvvmbGeMIzeMRfUCRgMd8bN4N9vhG4Zh7KY8AZwiIhOAZuF/RKSeiLwV2nQB/gCygFHAqC11+JBB+fRD+6dF5FW8g1cHthuGYWwjkekXGY9zbj5+JCSnPgy4OrxeB1y3rbYzKp9+4Cygv3NOP2tvtLMheufTeXqIxTAMw4iTSYXRS4pId7zjo66ItN2U3WRh9Av3KZXOQzAMw9ityKTC6PcCE/ERO42AESLyoXNuswm4H35MO07fX63TK1xSUvtUjuozIWpz9TK9yT73nqi0bpfqCcPH1moStVm6nL443Tv2Z6VN/Ftvu9N/fova3Pdanf9dJuh9WrVEO+T+PTFewP37qTqdwM1Zpyitz3GfKG14L32OAP43JJIa4nLtUBw5Wkfyth4efzZvdYx21s99orPS2qzSKRNm76cdxgDTIykonm2rnaGVC+rv0uqRseAK6LG/dly+e2YNpc06Uef9P6dSPLijxBO6gPv1zXSqjQc+GaG0FovjTuwC67QTfOqjurbD/yLp+Kf+HX8o73nb8Uo77+1h0bbpZFcc3kknGePIxc8uqw30Dvu1ANDfRMMwDGO7ySRH7iv4SVsn4L3RFzrn7BptGMYOYUk2s5NJjtzTgJFARaAO8EqYwBWzs8GRO/HreNY+wzAMQ5PbRVSSjtwpbCyMXh6fWfML55mIr5VbM2Yk6cg9pIUeHzUMw0ixfn3eLJlKrubTz/FeqjB6jTAjtyNwHLAGP5ZfCThsS/n05654Tx3Aj39qZ9F5M/VIVv6P9cxbgO4f6jzmZwzWM1hXf61nVl5UIz6D9MWmukh0ftH7VGFJxI1RPn5hm7hIO+qm12ivtIMm3KS01Se9FrVZrcuVWiy+r5Ia9e6ptGdO0M5VgMt7akf0b0t1u0LX6HN82U9fRW2efVZ/pZ1xh87xXzkS3DX5lqu0CDw3orfSnu6unf2dntSO6Q8/j8/uvvXo/ZXWtKQudL/+52+VVnJQPNBgUZNaSivcQ38Xet+ugwqaTI+7yQZU0UXtf/5TO6fvrq6d9SNX/xG1edhnujheuQXxEOuF932Tthm5v9TImxm5R4/b/hm56SSTCqOvwmfXFHyunnlb6vANwzCMbSOTCqNXAdqmMsSJyB8isp9zbov5oQ3DMDZFJg+15AWZVBh9FHBeaNMAfxHQgehkd+S+1/H7tO6vYRjG7kQm5dN/AnhRREbiQzZHkH34ZwPJlKWxMX3DMIwUdqefnbzIp384MF9E1uPH8H8XkdphVu54fP3cBkBJYNKWttGqey+lFcqv/SeV7vhFaeNHRlIbA4c8uo/S3DBddPv62qWVtmJpfALx/JV61uLhvXSRm4En61S8N34Qf5oZNGeNbvtafaX1+k0XyF7880NRm0X+o2dszn/0NqXde6yeQXr2R/HZlm+01A7WQge1VNrye59R2quL9GxigBJX6nMvC7UDfp999Wf59ZT4+XzoHe14nDFD33csq6NnfF8xSJ9jgMPLFVZa7fZ6Rm3RjqoEKoMbxJPMygpdRH11Q5Wbi7Y/61nPx41ZFLV55Lv6+9m0kD731W/Wx/PbfJ3iG6DZcu2tX3hL/Ddn5B65XhgdeBq42zlXCJiKz6c/W0SOAS4CDsPP4t0biEz6NgzD2HosZDM7eZWGIcYVQAV8Pv0GwJDw1zAMw9hJ5Hph9PDWv0RkNPAdG8ft1wG3OudqOOfOA6bgY/UVSUfu7G91RSrDMAwjTq5H7wCv48f26+AruD+7rQaSM3LLNztkyysYhrHHYsM72cltRy74IZ9rgL+AQkDRoP8NPCQib+B9AZUBPfXRMAzD2G5yNZ9+oBjwvHPuGRG5FUjNX/8K78i9G6gPVMOP62+WfqLzla+bpnPCV213qNL+HBvPgc4hOt/6d4fq3G9vVjpHaflH/Rg1uexBXch7VT4dZdTrEB2ZMbL/1KjNksX11PkVF+sc7LNL6oiLY9/7OGqz61u6MHr+x/XXpO2XOtHd6B91cW+A8W3qKG3VMzpKqNDhOtImXwl9jAClftO579udUlVpP0zXsQCnPZEVtfl3Pn2eSnZ/QGmzl09W2tJh8UibfMfqovAlej+mtLHn6WiqzvfWjdoc/ddKpX3R4jCldWpyntLqznkvavPJz/T91Zrfb1fa+ObPK+3cr+IV+/Y9TQ8k9FukU5cANC2mC9jvLDL5rjsvSHenfwO+UMpeIY3yA8Ap+EIql+HH7a8DX/tRRDrhM3AWBC4ONSANwzCMnURe5NPfHx+pAzAPWJlo/6iI/AnUc87pjF6GYRjbiN3pZ2eXdOQmo3fe/Hb8zt4/wzCM3ZaMceSGfDsdgDJAURHp65z7MmY3mYZh3WdXWBoGwzCMrSSTHLm/AvWAfwBNgPYi0t05t9k6ufmO0g7acpP6KW3RJD39XC67LGpzdfsPlFbgAl3PZfnaxUpbWr1K1ObYu7V74sh9jlBa47kjldbzU51eAOC0/jr/fMUvdU74V2/X6R6mDLkoajPfhTOVNqyWdujVfuxopZ1x/t5Rmw/V6KK0AcW1E3uv4Rcq7fS3BkZt1q6hnb6HNNLpFc6fe4PSSrr41z5fy4uV9sUfOp//uQV0HsD+1YopDeDqd3Vx8fqH6/oEz51UVWlFN1Hr4ouTtYPWzdGOdSmlp7lMmhz/Lp3yv3OVdu9EnVbjzPl6n2o9pQvSA9Ssp7f/c5um0bbpxIZ3spNJjtzloZpWCWAvoDBwKD75mmEYhrETyChHLnAh8DY+rXLrkKvHMAxju0lndcBdkYxy5DrnBjvnDsPH6d8jIjpwmuyO3A6f6OyXhmEYRpxczacPkKyEJSJvAj0ibcaIyFJ8GmY1sJh05Lo/nrTLuGEYm8TG9LOT69E7IvIMfubtX0A5YGLQDwSmAxWBMfji6FO2tI1WY35X2pLZekbuukd0cfA1734StTn1k7FKa1S0oNLGtNbOu+qlakdtnvinTgw3/GQ9C3PtHH0N+7qrLnANMGO9drpeWVc7Cc9+tajSVn4Sn+y8/vF/KW12IV0j4KPIQ+ItP/SL2iwQ+ZbtX1WLhYtrx999LXR9AYBbh+kC24UiOfaHrtLfhVoD4oW8VxT9QmlteuuZtvtU1zOkXzkl7sAfc9JxSutfUO/7cRN07nnZv2rU5vqftLM+3wktlNa5mK6D0GfGJVGbnebrmdivfT5FaUf01nn7X1sT71XL1f9OaaVOahRti64fb6SJvCiMfkrYbj7gF6BNaNsYXzJxNLAa+MIKoxuGYexccr0wenDkLnXOPZOj7fsisgRohC+eom99DMMwthEb3slOXjhyIeTTF5G3RaQ0gIgUA9oB8Tp+CZKO3Mm9bEauYRjG1pJJ0TsP4idtbfEOP5lP/8Dm1dO2o4Zh7PpYPv3sSDpjWJOOXOdc4aA9SI40DM65qiIyBD8jdy2QH1gD3OGc0zl4E4yqVVMdQKkKOtKzSRvtEJxynE75C0A+fS1skqUdxj+efKrSjuoZzxN3QCRF8Fdn6Bm1l/T5SGkfNjk7avO4bnom5IlViivtyjv1rNY6zfaL2lzSTju8X5mgi88/PXiO0vp00A5wgGpvna+0STdqp+n+F9RQWsGG8Yv6qqO0Q/DSXp8prUsPvU/r/xsvzt1h9lClXVtQz779LJ92euY7XDtXAVq+pNMjrxmvi5D/eldjpTUoe4zSAJ4drbOTVCqmR2rfzNKzb5vuH585/EhnPWt7ZVudpvuD/Ppzv/V/U6I251TWs6afjaQOB7jr6Df0FO2dRK8yNfIkwq/5gnFpO6YdIVcLowdSaRjqAG8Cg4J+AfB7KJj+X+DfW+rwDcMwtoTd6WcnY9IwGIZhGOknLwqjfwmsCk1ypmE4UERGACcCm5xqm3TkdvlbxzwbhmEYcTLJkTsLOMA5Vxe4DfhIRHSNQrI7cluXLpUb+2wYxi6KDe9kJ2Py6TvnVolIDRHpgc+0WRqfhmFAOvfRMAxjTyLd0TtNgOLA54nonWeA2cl8+s65NiJSHugNXAosAfoDR2xpVq5b8J46gMGrJ6l2M6roQuAtbo1P8S/LCqU90Frn029cSac8aFxM58gH6DZPR9Acfvm3Stu7l546v+90XbQaoMMaXRy89ZM6Men1bQ7R636ui3sDXNvqQKW9/8t8pRW+55965QLR/HiMXajzslcqpvdp9Tpd8Pvj8fFC8yP/0qkh3qqvo6nKtn9XaaNu0AXtAfJd8pbez4r6YXja01cobUGDF6I227+qo3LaXvuz0mKpKppdGf9+limr02qUKaINPHrLCKU99Ub9qM3ep+p8+p1L36u01n1OV1rlsTotBcA/jiintCtrVYu2rVn6zrRFunQrljfRO2cvzczonUxy5N6ET9vwLrAeuNbSMBiGYexcMimf/l9Ad2BffCK2Q8P/hmEY200mj6/nBZnkyC2AT7p2Sfh7rojolH7kyKf/ri6RZxiGYcTJGEcuvlpT8868AAASz0lEQVRWSSA10F0bOBPom9Nutnz6kTF9wzAMI04mFUa/H59hszFQHR+1oz2dOTiyh6rBwsv3jFba/pW1T2XQO9rhC7DyXJ2XvVbEeda4pJ5iH0uNAPDdH8uV9tYrOpXAo+90Vdr062+M2jxjuXaUlblNT33v/rF2htZpWDZqc3ILnRri4X30Md3z0ptKKzEr7oI5qZHONf/qyTotxfi/tWO6z5RlUZuLVq1V2utT+yltwm86n/5Hk7SDE+CQl5oqbW477XQt/tz/lPZbz3iqjFeraMfnN9+WUdr/fa+/i0/W14ECAFcu0ak2Kg7T6SbOuV6nkKiyZJXSAL6eN0hprT8/XmnrxsxSWtaAv6I2i0zSARFd99F1KQBq6p/cTmO93RZmI2Mcuc65v0XkOWAoflx/lHNO/7oMwzCM7SaTHLk45z4APhCRP/BDQIZhGDuEOXKzk0mOXABE5BhguXNO16nb2GaDI3dB5LHYMAzDiJPrnb5zbo5zbp1zbj0+y2aDHE3aAHomVXYbG9IwlDkxPoHFMAwDLA1DTvIin74qjO6cO0FECgHtgX/gi6Xf4Jzrt6VtxKJ3flqpq2m5+l2U1vTseN6eda30rEUpqZ1nbpV2is07+siozX/01PnWB2Xp3OSzl+VX2v7l4tfmrJ+147RCJ13YfNn9elaqWxf/3AvX1s7hv3rp2bsVnmqptHvnx2dmtr1FO0MHvtdUaYeVraC0SsV0sXSAFl98o7TOZ+n883OW64R8PafofPgA81boX2rNMnoEtE31nPcpUF776QH4YN4vSjvkdBWQxgPP1lPaYfvEc8/f+9pvSiv37n1Ke2msDnKYt2Jd1Ob9DXTNg1Xr9EEVnas/4+vH6cAJgFebXqi0fN91i7bN1+zltM1e7Vwwb2bkXrAmM2fkZlJh9GuA8kE7AXhWRPKqnKNhGMZuScYURgdqAR85594P7RbiK2kNSec+Goaxe5PJQy15QcYURgdGAWeLSAERORA4Gtg/trLNyDUMw9g+0h2nH+N1fDlEF/4+C1wJvI3PtzMMmIqfnBUdgLQZuYZhbC12p5+dXO/0nXMbvJci8ibQI+hrgVsT7w0AtEfWMAzD2H6cc2ldgKrAr4n/KyRe3wp8El4XBfYOr08BftyObV27vdqOrm82029zV953s7n1bW1J75Je4z7efhawBpgBXAW8D2QBo4FuqYtAuDiMA8bgc+5U2Y7tDdtebUfXN5vpt7kr77vZ3Pq2tqR3SXsahojccRNtpwA10rk/hmEYezoWB28YhrEHsbt1+h12QNvR9c1m+m3uyvtuNre+rZFG0pqGwTAMw8gsdrc7fcMwDGMzWKdvGIaxB5EXM3J3CiJSE2gJpNIw/gl0c86N2cr1GwDOOTdURGoBzYGxzrmvE23ec85dtgP7WAifUG6mc+5bEbkYOA4fltrBObdme20bhmFsD7vkmL6ItMOnZ/4EH/8PUBnfwX7inHsiR/ua+IvDYOfcUhF5ADgdKIOv33sMUBGf6nkuMAEQ4ETgOwDn3NnBVmOgNdDPOddVRIoAdwOtgB+Be5xzi0LbD/EX1qLAQnx94C/wJSSLAwPx+YXW4Wcff+ScW7zTTtQegIjs65ybu5Vtyzrn5qd7n7aFdOzTtpwTYw8krycKbM+C7yALRvRCwIQc2s34SV/D8TV5W+Inh+UHRgCLgRLh/Y+BP/CpnZviJ5aNAU4Itq4BRuIvDP3xnX0H4AVgabA1D/gn/gIyOqxXAJgD5E/s0xLg3/gcQ68CjwK/A03TfO723Ya2ZXdwWyWBJ4CxwAJgfjifTwClEu1KAI/jn9YuDlp5fJ6mLKAs8GA4P13xOZrKBH0K/iJcJrHNjuEz+hzYD5+tdRK+NOdC4KLEtusB3wMf4C/AfYBF+BTfHYDfwv9/AYOAd/A5oxrlONZ/J15PxueSegR/oX8T+DWch7qJ7U4K37eFYZ2c2+mFn8Q4GpgdbJbKsd0yOZay+NxVT4XtJW1esZnPqliO/w8A6ofXVcM5Pjzntjdh6+zwt2DE5kGbs2lL+pc834Ht2mn/Za4S0asA43JoWeGHNy180YYBM8J7I4AR4XU+fFqIJUCdoE1KvR/+H4rvzMcAewfbwxO28oUfccfwQ1uCTya3f3id6ph+BcaE10WBfvjO6jV8x7TJDjKss6t0kguBzkD5xPqnAC/in3KOCktfoFM47m5hP74BbgrHOBpoB6wP52UZvpOcjJ/tvQqYFOy/he9sx4bPs2vY3/qhfcfQfkh4fwT+qe8iYDrQOtjpjy/mUxm4DfhPOJZJ4Zh/AZ4Ln+ti/NPakrC4cO5Whs/69nCuZgDfBfupffoqHNuoxHa6429U3gnbrxw+nz/CvncGzsXf5KxPnIvUsj6c/6kJm9WAd4HHNvGbmpZ4fXfi3F4dzmX3sO3Z+CfjPmF/5oX254WlVfgc54Xz0hv/u0vZXJmw2RH/fbktr/uUPWnJ8x3Yrp324+8TgZ74jqYD/q5oVfhRjk4sK/Ed4aqwbjF8Z/QS/q49X8JuydD2M+AV/IViFFAa32EOC+0+A9riO4xO+I5wOFAdGBraFMR3QEtDh3AzvnN7M+zTw6FdafyF6Jvw4x+b2J/y6A5yV+okJ5Gjownn4jtgedjO9/iO8ntgRWhzXzhvZcN5nRb028PnnDxHkwkX3vD/yPB3DP4JayQwKGipC3QWcDz+IrsmbPtasnd8o9AX/NH4C/vYYLtDOOYPgKxE21WJ10mbY9h4k5Hap1GpfUpsZ3xqO4l1U+tNBC4FvsZ37EPCOkfEtp+ymTh/c8Lnk1p+BH7CfydfCsv8cG5SF7FyYTsN2NjRNw421+C/h2/jv5Odwmf8ZdBa44dLJwFFwjlcApQL6+9NIjeXLbnQf+b1Dmz3jvsfxbH4O4tW4fUcfMH1KomlP9AC70xNrVsUeA9Yl8PmPqkfD3AG8Bj+zngSvnOZBFTAXxw+wHeGg9nYkf4AHJnDZkU2PtKWCj+CZ8OX/83QgbTF39mVI0eiufADWsbGDnJX6iR74y8+ExL6GPzQw7c5tHzA9IQ2DX8XOBV4JKFXxj9JPIf3i0zC30HfFo53Et4fc1PY/h/4p54X8Z3pQ8D7CXsDgXvDMU0Fzgn6r6nzhi/5+U3i/3GJ9R8I52w5/sKeL3wXquMvnPOAeqHtQ+GzOymxT7/iO8f3E9sZBJyfYzvDgQvxfqmUVha4Hv8d/wx4PpyTlWzslFsC34TXK8P+PJBYVuFvHJYBl4dlevg7D/+EkY+NF50NT6nh//r4O/obElrOi85hYdvnhOOYS/abLev0c3HJ8x3YqQfj70ob59Aq4++YP4q0b7QD2yoKHAEciS/40nAb1z8MfwGoGf7vDdwF7Jdosx/+cbp/jnV3lU6yNPBk6Fj+xt8RzsBf7MokbD4FNEvZCtrDoZPI6aM5BOgStjEonJ8Hciypu8jz8BftEfgL10z8xapgwt6RYV97AjXDcS/E31H/Hvb7Z3xeqA/wHe/NOfbpavzF8Gb8XfM8NiYPbIx/EpuA7+z+DXya2Kef8Bfi1Haq44dDuuIvEOPDsjqsd+BmvlOpczIPf2e+wWZ4fwjwdI51vsNHlCW/S+8AH+EvBB/jL0hT8b+vzsnPKfHZ3xK+Ew3C510+R5vOYX/WJGxekrKZ133HnrTk+Q7YEj6IjR1kyum5IHQaXQkOtUTb3O4kCyTsbW0nmepoGuKHyoolbNTEj/HukIYfLjg86Ffjo6K2x+ahObWgXxPOc069eeL1ezneqwDMj3y+PUjc3QbtePyF99SE1hi4E3ga7/8oGzrHN/BDZaeFdheH83oj/kJxR/gs2uMv4EcGOy/hL/jX44cGy+XYhzL4G5jkzUYB/PBdm/D6uLD/9xHSnyfaHgzcFV5XxHfus9BPvAXwWXY/Sdh8BX+js3fO82VLGvuavN4BW7biQ4K2W6tvTsvRSe4Um5vTiEdOpbSFCe2mrdTUumE7N+GHD7pux3Zuxl9oc9q8OWKzW1gWhr/dgbX4C+nsxPsxbSn+gtgt2L8af3GdwcZIsKvxQ0Wj8eP1v+PviL/AR3lNxg+9vI8fM78UP7w4k+yRYN+E7XUkl6PDwrHtl+5t2LIDn09e74AtW/EhJcbOt6TviLazbRKPnJoZtBE7SbslbCflEE2nzRn4IZ4JbAzrXYMfFrtlC9qs1HrBZioSbAQbI8FS2uiENgcfXjwaPww3muzhv1lsDA1ORYJlhX0ekdLC+4eFdZMhtOPwQ3afsDESLBUdNo7NR4dlkT06LLXMwT+5lmFjdNgk/JDRfnjfVsdwLB9hF4lcXXbZGbm7GyIyehNvVQP2yvF+tfA3qW+tlts2B+J/1FNEpCm+83sYPzFwZ2hd8EMqM8DXZUijzS5s9BEtcs6NFJHp+KGuM4EfNqOtwDt7R4tI2bC9v0QkHz700uXQ1gStKL7jzIe/OO2V0BbgLwQFU59JaEM4roI5tOeCzabOudkAItIDf4GpAbQRkVZhW+PwwzAprRh+iOds/Nj9h/gAian4YajkZLB98U93Du8zmBWOfSh++Gle0M7CDym2xw9NGrlBXl91bPEL8cijKvjH/LkRrUVYZ1u13LQZi5z6Hj8ssm4naQXwHUjOSKx02CxAiPoiEdYb3qu8JY14JNiU8P+qhHZr0FazMdR3YPh/IdnDf2fih5GSkWC34J36s1Ja2J+J6OiwVPTWuPA3WyRYTCN71Nbt+OidaMhown7K1siUlrONLbmz2J1+5tAD7zAcmRRFpBtwgHNuag5tMdA3pW+tlss2L8SPb/dLHNKlQTt4Z2jOubUiUh+oS3Z2uk3n3FrgMhFp75zrLyJnhHOBc24GcP7mNOfcvWiqikjKkTo5aM+LyFd4p+tgEXkP71Beju8gZya0N/FRNocCzzrnxgKIyLdB+zWl4S8q34rIfs65OUErKiJ3430FOOceFZEb8fH7xRLadQntvcQ5eVZErgbuD084DwD5ReQ2/FNICRERYN+g7QusFBFxocfHEj/mKrtk7h3DMLYdESmNdxi3xHe+4Idg+uDj7P8O7Z7CDx1d5ZyrFrSH8Xf5T6e0oB8CPOGcay0iZ+PDeQ8Dnkls+jV8apJi+KGgL4HXnB/KKg885XYgsaGxbVinbxgGItLWOddpR7WQgPBg59yvO2LTSB/W6RuGgYhMc84dsLO0nbG+kR6s0zeMPYRNRIhtiMbCz6zdFi2lx7StXV/wE/n22rqjMHYU6/QNYw9BROYAp+EniaUYhs+z0wmfQmFbtJTu8Dl4ttUm+E5/gHOu4g4cmrENWPSOYew5qAixvIwES7Tvl4ZjNTaB3ekbhmHsQVh8rGEYxh6EdfqGYRh7ENbpG4Zh7EFYp2+kDRE5R0RqJf5/WESabaZ9PRF5KQ37cYWIbDY6RETeSu5rjnVf2dn7ZBh5hUXvGGlBRArgMyf2wOdxxzl3/+bWcc4Nw4f27WyuwMeGz9zMtq9Ow3YNI+OwO31jk4hIVREZKyIfisgYEekiIkVF5H4RGSoiv4pIh5BQCxHpJyIviMgwfG3cs4GnRWSkiBwsIu+ISOvQtr6IDBCRUSIyRESKi0jTkOoXEXlQRN4XkYEiMkFErgl6MRHpKyLDRSRLRFom9nWMiLwpIr+JSG8RKRK2Vw/4MOxHkU0caz8RqRdetxWR8SIyBGiU3rNsGLmLdfrGlqiBT451KD7O+p/AK865+s65w/HVuM5MtC/knKvnnHsUXzHqTudcHefcH6kGIlIIX+/1FufckfhskSsi266NLyLeEJ/FsSK+mtW5zrmjgBOBZ1MXHfysz1edc4fhUxC3cs51wT89XBL2I7adDYhIBXxd4Eb40oVqyMcwdmWs0ze2xHTnXP/w+gN8R3iiiAwWkSx8p3xYov2nW2GzBjDLOTcUwDm3OKQtzslXzrkVzrl5bCy6LcBjIaXAt0AlfDUmgMmJiUe/4KtHbSvH4CtN/eWcSxUjN4zdBhvTN7ZEztl7Dp8qt55zbrqIPAgUTry/LM3bvgRfUvBo59waEZmS2P6qRNt1+KcQwzAS2J2+sSUOEJGG4fXFwM/h9TwRKQa03sy6S4DiEX0cUEF8oRLCeH7sBqSliBQWX16wKb7cXklgbujwT8RX6NoSm9qPGIOBE0SkrIgUBM7fyvUMY5fA7vSNLTEOuFFE3sZH4byOL3r9K75M39DNrPsJ8KaI3Ezi4uCcWy2+qtbLwbG6Aj+un5PR+GGdfYD/hopRHwLdw9DSMHw5wC3xDvCG+Dq1DTc3ru+cmxWeXgbi/QIjN9XWMHZFLPeOsUlEpCrQIzhsc3vbDwJLnXPPbKmtYRhbjw3vGIZh7EHYnb6xRyEiXwIH5pDbOee+yYv9MYzcxjp9wzCMPQgb3jEMw9iDsE7fMAxjD8I6fcMwjD0I6/QNwzD2IKzTNwzD2IP4f8iOPPi3comxAAAAAElFTkSuQmCC\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "df.plot(x='timestep',y=['candidate_count','active_count','completed_count', 'killed_count', 'failed_count'],\n", " kind='area')\n", @@ -1465,32 +915,9 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "df.plot(x='timestep',y=['candidate_funds','active_funds','completed_funds', 'killed_funds', 'failed_funds'], kind='area')\n", "plt.title('Proposal Status weighted by funds requested')\n", @@ -1507,7 +934,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1516,20 +943,9 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "K = 0\n", "N = 1\n", @@ -1550,84 +966,27 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "df.plot('timestep',['participant_count'])" ] diff --git a/models/v3/.ipynb_checkpoints/Trigger_Function_Explanation-checkpoint.ipynb b/models/v3/.ipynb_checkpoints/Trigger_Function_Explanation-checkpoint.ipynb index f0c3ece..e33bcc9 100644 --- a/models/v3/.ipynb_checkpoints/Trigger_Function_Explanation-checkpoint.ipynb +++ b/models/v3/.ipynb_checkpoints/Trigger_Function_Explanation-checkpoint.ipynb @@ -1,5 +1,16 @@ { "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The Trigger Function\n", + "\n", + "https://www.desmos.com/calculator/yxklrjs5m3\n", + "\n", + "Below we show a sweep of the trigger function threshold, considering the share of funds requested (on the x-axis) with the alpha parameter and effective supply (y-axis):" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -37,7 +48,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "for reference: max conviction = 5.25318713934522in log10 units\n" + "for reference: max conviction = 5.035599031662158in log10 units\n" ] } ], @@ -66,7 +77,7 @@ "outputs": [ { "data": { - "image/png": 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\n"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+ "image/png": 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\n", 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" ] diff --git a/models/v3/Aragon_Conviction_Voting_Model.ipynb b/models/v3/Aragon_Conviction_Voting_Model.ipynb index f60050f..01c1172 100644 --- a/models/v3/Aragon_Conviction_Voting_Model.ipynb +++ b/models/v3/Aragon_Conviction_Voting_Model.ipynb @@ -70,112 +70,13 @@ "* https://www.desmos.com/calculator/x9uc6w72lm\n", "* https://www.desmos.com/calculator/0lmtia9jql\n", "\n", + "See ALPHA NOTEBOOK here\n", + "Deriving_Alpha.ipynb\n", + "\n", "\n", "## Converting Signals to Discrete Decisions\n", "\n", - "Conviction can be considered like a fluctuating kinetic energy, with the Trigger function acting as a required activation energy for proposals to pass. This is the mechanism by which a continuous community preference turns into a discrete action event: passing a proposal.\n", - "\n", - "### The Trigger Function\n", - "\n", - "https://www.desmos.com/calculator/yxklrjs5m3\n", - "\n", - "Below we show a sweep of the trigger function threshold, considering the share of funds requested (on the x-axis) with the alpha parameter and effective supply (y-axis):" - ] - }, - { - "cell_type": "code", - "execution_count": 121, - "metadata": {}, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": "", - "application/javascript": "IPython.OutputArea.prototype._should_scroll = function(lines) {\n return false;\n}\n" - }, - "metadata": {} - } - ], - "source": [ - "%%javascript\n", - "IPython.OutputArea.prototype._should_scroll = function(lines) {\n", - " return false;\n", - "}" - ] - }, - { - "cell_type": "code", - "execution_count": 122, - "metadata": {}, - "outputs": [], - "source": [ - "import warnings\n", - "warnings.filterwarnings(\"ignore\")\n", - "\n", - "from cadCAD.configuration.utils import config_sim\n", - "from model.parts.utils import *\n", - "from model.parts.sys_params import * \n", - "\n", - "sim_config = config_sim({\n", - " 'N': 1,\n", - " 'T': range(100), #day \n", - " 'M': params,\n", - "})" - ] - }, - { - "cell_type": "code", - "execution_count": 123, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": "for reference: max conviction = 5.25318713934522in log10 units\n" - } - ], - "source": [ - "supply = initial_values['supply']\n", - "alpha = sim_config[0]['M']['alpha']\n", - "\n", - "mcv = supply/(1-alpha)\n", - "print('for reference: max conviction = '+str(np.log10(mcv))+'in log10 units')" - ] - }, - { - "cell_type": "code", - "execution_count": 124, - "metadata": {}, - "outputs": [], - "source": [ - "supply_sweep = trigger_sweep('effective_supply',trigger_threshold, sim_config[0]['M'], supply)\n", - "alpha_sweep = trigger_sweep('alpha',trigger_threshold, sim_config[0]['M'], supply)" - ] - }, - { - "cell_type": "code", - "execution_count": 125, - "metadata": { - "scrolled": false, - "tags": [] - }, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": "
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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ], - "source": [ - "trigger_grid(supply_sweep, alpha_sweep)" + "Conviction can be considered like a fluctuating kinetic energy, with the Trigger function acting as a required activation energy for proposals to pass. This is the mechanism by which a continuous community preference turns into a discrete action event: passing a proposal. See [Trigger Function Explanation ](Trigger_Function_Explanation.ipynb)" ] }, { @@ -267,7 +168,10 @@ "* [```participants.py```](model/parts/participants.py)\n", "* [```proposals.py```](model/parts/proposals.py)\n", "\n", - "The initial parameters and hyperparameters of the system are defined in [```sys_params.py```](model/sys_params.py) and helper functions, plots, trigger function, etc are in the [```utils.py```](model/utils.py)\n", + "The initial parameters and hyperparameters of the system are defined in [```sys_params.py```](model/sys_params.py) and helper functions, plots, trigger function, etc are in the [```utils.py```](model/utils.py).\n", + "\n", + "### Note:\n", + "When running this notebook simulation, be sure to run from \"Kernal\" -> \"Restart & Run All\"\n", "\n", "## Schema of the states \n", "The model consists of a temporal in memory graph database called *network* containing nodes of type **Participant** and type **Proposal**. Participants will have *holdings* and *sentiment* and Proposals will have *funds_required, status*(candidate or active), *conviction* Tthe model as three kinds of edges:\n", @@ -438,19 +342,22 @@ }, { "cell_type": "code", - "execution_count": 126, + "execution_count": 1, "metadata": {}, "outputs": [ { - "output_type": "error", - "ename": "ImportError", - "evalue": "cannot import name 'Experiment' from 'cadCAD.configuration' (C:\\Users\\jeffe\\AppData\\Local\\Programs\\Python\\Python38-32\\lib\\site-packages\\cadCAD\\configuration\\__init__.py)", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mImportError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mmodel\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mconfig\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[1;32mc:\\Users\\jeffe\\Aragon_Conviction_Voting\\models\\v3\\model\\config.py\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mtyping\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mDict\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mList\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 6\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 7\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mcadCAD\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconfiguration\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mExperiment\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 8\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mcadCAD\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconfiguration\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mutils\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mbound_norm_random\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mep_time_step\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconfig_sim\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maccess_block\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 9\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mcopy\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mdeepcopy\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mImportError\u001b[0m: cannot import name 'Experiment' from 'cadCAD.configuration' (C:\\Users\\jeffe\\AppData\\Local\\Programs\\Python\\Python38-32\\lib\\site-packages\\cadCAD\\configuration\\__init__.py)" + "name": "stderr", + "output_type": "stream", + "text": [ + "/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" ] } ], @@ -460,18 +367,14 @@ }, { "cell_type": "code", - "execution_count": 127, + "execution_count": 2, "metadata": {}, "outputs": [ { - "output_type": "error", - "ename": "NameError", - "evalue": "name 'config' is not defined", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m# pull out configurations to illustrate\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0msim_config\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mstate_variables\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mseeds\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mpartial_state_update_blocks\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mconfig\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_configs\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[1;31mNameError\u001b[0m: name 'config' is not defined" + "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" ] } ], @@ -482,16 +385,34 @@ }, { "cell_type": "code", - "execution_count": 128, + "execution_count": 3, "metadata": {}, "outputs": [ { - "output_type": "execute_result", "data": { - "text/plain": "[{'N': 1,\n 'T': range(0, 100),\n 'M': {'beta': 0.2,\n 'rho': 0.0025,\n 'alpha': 0.875,\n 'gamma': 0.001,\n 'sensitivity': 0.75,\n 'tmin': 1,\n 'min_supp': 1,\n 'base_completion_rate': 45,\n 'base_failure_rate': 180,\n 'base_engagement_rate': 0.3,\n 'lowest_affinity_to_support': 0.3}}]" + "text/plain": [ + "[{'N': 1,\n", + " 'T': range(0, 100),\n", + " 'M': {'beta': 0.2,\n", + " 'rho': 0.0025,\n", + " 'alpha': 0.7937005259840998,\n", + " 'gamma': 0.001,\n", + " 'sensitivity': 0.75,\n", + " 'tmin': 1,\n", + " 'min_supp': 1,\n", + " 'base_completion_rate': 45,\n", + " 'base_failure_rate': 180,\n", + " 'base_engagement_rate': 0.3,\n", + " 'lowest_affinity_to_support': 0.3},\n", + " 'subset_id': 0,\n", + " 'subset_window': deque([0, None]),\n", + " 'simulation_id': 0,\n", + " 'run_id': 0}]" + ] }, + "execution_count": 3, "metadata": {}, - "execution_count": 128 + "output_type": "execute_result" } ], "source": [ @@ -500,19 +421,32 @@ }, { "cell_type": "code", - "execution_count": 129, + "execution_count": 4, "metadata": {}, "outputs": [ { - "output_type": "error", - "ename": "NameError", - "evalue": "name 'partial_state_update_blocks' is not defined", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mpartial_state_update_blocks\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[1;31mNameError\u001b[0m: name 'partial_state_update_blocks' is not defined" - ] + "data": { + "text/plain": [ + "[{'policies': {'random': },\n", + " 'variables': {'network': ,\n", + " 'effective_supply': }},\n", + " {'policies': {'random': },\n", + " 'variables': {'total_supply': ,\n", + " 'funds': }},\n", + " {'policies': {'completion': },\n", + " 'variables': {'sentiment': ,\n", + " 'network': }},\n", + " {'policies': {'release': },\n", + " 'variables': {'funds': ,\n", + " 'sentiment': ,\n", + " 'network': }},\n", + " {'policies': {'participants_act': },\n", + " 'variables': {'network': }}]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -530,19 +464,29 @@ }, { "cell_type": "code", - "execution_count": 130, + "execution_count": 5, "metadata": {}, "outputs": [ { - "output_type": "execute_result", "data": { - "text/plain": "{'initial_sentiment': 0.6,\n 'n': 30,\n 'm': 7,\n 'initial_funds': 4867.21,\n 'supply': 22392.22}" + "text/plain": [ + "{'initial_sentiment': 0.6,\n", + " 'n': 30,\n", + " 'm': 7,\n", + " 'initial_funds': 4867.21,\n", + " 'supply': 22392.22}" + ] }, + "execution_count": 5, "metadata": {}, - "execution_count": 130 + "output_type": "execute_result" } ], "source": [ + "from model.parts.sys_params import initial_values\n", + "from model.parts.utils import *\n", + "\n", + "\n", "initial_values" ] }, @@ -557,26 +501,63 @@ }, { "cell_type": "code", - "execution_count": 131, + "execution_count": 6, "metadata": {}, "outputs": [ { - "output_type": "execute_result", "data": { - "text/plain": "{'beta': 0.2,\n 'rho': 0.0025,\n 'alpha': 0.875,\n 'gamma': 0.001,\n 'sensitivity': 0.75,\n 'tmin': 1,\n 'min_supp': 1,\n 'base_completion_rate': 45,\n 'base_failure_rate': 180,\n 'base_engagement_rate': 0.3,\n 'lowest_affinity_to_support': 0.3}" + "text/plain": [ + "{'beta': 0.2,\n", + " 'rho': 0.0025,\n", + " 'alpha': 0.7937005259840998,\n", + " 'gamma': 0.001,\n", + " 'sensitivity': 0.75,\n", + " 'tmin': 1,\n", + " 'min_supp': 1,\n", + " 'base_completion_rate': 45,\n", + " 'base_failure_rate': 180,\n", + " 'base_engagement_rate': 0.3,\n", + " 'lowest_affinity_to_support': 0.3}" + ] }, + "execution_count": 6, "metadata": {}, - "execution_count": 131 + "output_type": "execute_result" } ], "source": [ "sim_config[0]['M']" ] }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'network': 0,\n", + " 'funds': 4867.21,\n", + " 'sentiment': 0.6,\n", + " 'effective_supply': 14020.008000000002,\n", + " 'total_supply': 22392.22}" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "state_variables" + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ + "# Andrew UPDATE\n", "## Hyperparameter explanations:\n", "* $\\beta$ = .2 Upper bound on share of funds dispersed in the example Trigger Function\n", "* $\\rho$ = 0.002 Scale Parameter for the example Trigger Function\n", @@ -595,30 +576,29 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Initialization\n", - "Now we will initialize our model's state variables. " + "# TODO Pull out. Only read, not set variables" ] }, { "cell_type": "code", - "execution_count": 132, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ - "# initialize \n", - "network = initialize_network(initial_values['n'],initial_values['m'],\n", - " initial_values['initial_funds'],\n", - " initial_values['supply'],sim_config[0]['M'])\n", - "initial_funds = initial_values['initial_funds']\n", + "# # # initialize \n", + "# network = initialize_network(initial_values['n'],initial_values['m'],\n", + "# initial_values['initial_funds'],\n", + "# initial_values['supply'],sim_config[0]['M'])\n", + "# initial_funds = initial_values['initial_funds']\n", "\n", - "genesis_states = { \n", - " 'network': network,\n", - " 'funds':initial_values['initial_funds'],\n", - " 'sentiment': initial_values['initial_sentiment'],\n", - " 'effective_supply': initial_values['supply']-initial_values['initial_funds'],\n", - " 'total_supply': initial_values['supply']\n", + "# genesis_states = { \n", + "# 'network': network,\n", + "# 'funds':initial_values['initial_funds'],\n", + "# 'sentiment': initial_values['initial_sentiment'],\n", + "# 'effective_supply': initial_values['supply']-initial_values['initial_funds'],\n", + "# 'total_supply': initial_values['supply']\n", "\n", - "}\n" + "# }\n" ] }, { @@ -637,9 +617,22 @@ }, { "cell_type": "code", - "execution_count": 133, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "AttributeError", + "evalue": "'int' object has no attribute 'nodes'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# To explore our model prior to the simulation, we extract key components from our networkX object into lists.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mproposals\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_nodes_by_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstate_variables\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'network'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'proposal'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0mparticipants\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_nodes_by_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnetwork\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'participant'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0msupporters\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_edges_by_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnetwork\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'support'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0minfluencers\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_edges_by_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnetwork\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'influence'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/repos/Aragon_Conviction_Voting/models/v3/model/parts/utils.py\u001b[0m in \u001b[0;36mget_nodes_by_type\u001b[0;34m(g, node_type_selection)\u001b[0m\n\u001b[1;32m 157\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 158\u001b[0m '''\n\u001b[0;32m--> 159\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mnode\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mnode\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnodes\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnodes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mnode\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'type'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m==\u001b[0m \u001b[0mnode_type_selection\u001b[0m \u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 160\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 161\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mget_sentimental\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msentiment\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mforce\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdecay\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m.1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mAttributeError\u001b[0m: 'int' object has no attribute 'nodes'" + ] + } + ], "source": [ "# To explore our model prior to the simulation, we extract key components from our networkX object into lists.\n", "proposals = get_nodes_by_type(network, 'proposal')\n", @@ -651,18 +644,9 @@ }, { "cell_type": "code", - "execution_count": 134, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": "{'type': 'participant',\n 'holdings': 590.5639035629654,\n 'sentiment': 0.7844670796305386}" - }, - "metadata": {}, - "execution_count": 134 - } - ], + "outputs": [], "source": [ "#sample a participant\n", "network.nodes[participants[0]]" @@ -670,29 +654,9 @@ }, { "cell_type": "code", - "execution_count": 135, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": "Text(0, 0.5, 'Count of Participants')" - }, - "metadata": {}, - "execution_count": 135 - }, - { - "output_type": "display_data", - "data": { - "text/plain": "
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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ], + "outputs": [], "source": [ "# Let's look at the distribution of participant holdings at the start of the sim\n", "plt.hist([ network.nodes[i]['holdings'] for i in participants])\n", @@ -703,27 +667,9 @@ }, { "cell_type": "code", - "execution_count": 136, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": "Text(0.5, 1.0, 'Participants Social Network')" - }, - "metadata": {}, - "execution_count": 136 - }, - { - "output_type": "display_data", - "data": { - "text/plain": "
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\n" - }, - "metadata": {} - } - ], + "outputs": [], "source": [ "nx.draw_spring(network, nodelist = participants, edgelist=influencers)\n", "plt.title('Participants Social Network')" @@ -731,18 +677,9 @@ }, { "cell_type": "code", - "execution_count": 137, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": "{'type': 'proposal',\n 'conviction': 0,\n 'status': 'candidate',\n 'age': 0,\n 'funds_requested': 2169.827526317872,\n 'trigger': inf}" - }, - "metadata": {}, - "execution_count": 137 - } - ], + "outputs": [], "source": [ "#lets look at proposals\n", "network.nodes[proposals[0]]" @@ -764,41 +701,21 @@ }, { "cell_type": "code", - "execution_count": 138, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "funds_array = np.array([ network.nodes[i]['funds_requested'] for i in proposals])\n", - "conviction_required = np.array([trigger_threshold(r, initial_funds, supply, alpha,sim_config[0]['M']) for r in funds_array])" + "conviction_required = np.array([trigger_threshold(r, initial_values['initial_funds'], initial_values['supply'], sim_config[0]['M']['alpha'],sim_config[0]['M']) for r in funds_array])" ] }, { "cell_type": "code", - "execution_count": 139, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": "Text(0, 0.5, 'Amount of Honey requested(as a Fraction of Funds available)')" - }, - "metadata": {}, - "execution_count": 139 - }, - { - "output_type": "display_data", - "data": { - "text/plain": "
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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ], + "outputs": [], "source": [ - "plt.bar( proposals, funds_array/initial_funds)\n", + "plt.bar( proposals, funds_array/initial_values['initial_funds'])\n", "plt.title('Bar chart of Proposals Funds Requested')\n", "plt.xlabel('Proposal identifier')\n", "plt.ylabel('Amount of Honey requested(as a Fraction of Funds available)')" @@ -806,29 +723,9 @@ }, { "cell_type": "code", - "execution_count": 140, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": "Text(0, 0.5, 'Amount of Conviction')" - }, - "metadata": {}, - "execution_count": 140 - }, - { - "output_type": "display_data", - "data": { - "text/plain": "
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CMyVNBh4BjgOIiEWSZgL3AWuA0yJibW7qo6Qz0gYAv8w3gOnAZZKWkHouE3NbqyR9Gbgjr3dORFSfbGBmZiUrLcFExAl1Fo2rs/5UYGqN8oXA3jXKXyInqBrLLgYubjpYMzPrduvLQX4zM+tjnGDMzKwUTjBmZlYKJxgzMyuFE4yZmZWi3bPIJO0OfBbYubh+RBxSYlxmZtbLNXOa8o+B/wEuAta2s66ZmRnQXIJZExEXlh6JmZn1Kc0cg/mZpH+TtEO+YNjgfM0VMzOzuprpwVTm+/psoSyAXbo/HDMz6yvaTTARMbInAjEzs76lmbPINiZNOHlQLpoHfD8iXi0xLjMz6+WaGSK7ENgYuCA//lAu+0hZQZmZWe/XTIJ5W0S8ufB4rqS7ywrIzMz6hmbOIlsradfKA0m74N/DmJlZO5rpwXwWuFnSX0jXu98ZOKXUqMzMrNdr5iyyOZJGAXuQEsz9EfFy6ZGZmVmvVjfBSDokIuZKOqZq0a6SiIhrSo7NzMx6sUY9mH8G5gJH1VgWgBOMmZnVVTfBRMRZ+e45EfFQcZkk//jSzMwaauYssp/UKJvV3YGYmVnf0ugYzJ7AXsCgquMwA4HNyg7MzMx6t0bHYPYAjgS2ou1xmNXA/ykxJjMz6wMaHYO5DrhO0v4RcXsPxmRmZn1AM8dgTpW0VeWBpK0lXVxeSGZm1hc0k2DeFBHPVB5ExNPAW7uyUUmfkrRI0r2SrpS0Wb6Q2WxJD+a/WxfWP1PSEkkPSDq8UL6vpHvysvMlKZdvKunqXD5f0oiuxGtmZh3XTILZqOrDfjDNTTFTk6ShwCeAMRGxN9APmAicAcyJiFHAnPwYSaPz8r2AI4ALJPXLzV0ITAFG5dsRuXwy8HRE7AZ8Ezivs/GamVnnNJNgvg78TtKXJX0Z+B3w1S5utz8wQFJ/YHPgMWA8cElefgkwId8fD1wVES/n3+MsAcZK2gEYGBG3R0QAl1bVqbQ1CxhX6d2YmVnPaDfBRMSlwPuAJ4AVwDERcVlnNxgRjwJfAx4BlgPPRsRNwPYRsTyvsxzYLlcZCiwtNLEslw3N96vL29SJiDXAs8A21bFImiJpoaSFK1eu7OxTMjOzGuomGEkD89/BwOPAFcDlwOO5rFPycNt4YCSwI7CFpBMbValRFg3KG9VpWxAxLSLGRMSYIUOGNA7czMw6pNGxlCtIv4O5k7YfzsqPd+nkNg8FHoqIlQCSrgEOAJ6QtENELM/DXyvy+suA4YX6w0hDasvy/eryYp1leRhuELCqk/GamVkn1O3BRMSR+e/IiNilcBsZEZ1NLpCGxvaTtHk+LjIOWAxcD0zK60wCrsv3rwcm5jPDRpIO5i/Iw2irJe2X2zmpqk6lrWOBufk4jZmZ9ZB2zwaTdB1wFXBdRLzY1Q1GxHxJs4A/AGuAPwLTgC2BmZImk5LQcXn9RZJmAvfl9U+LiMoVNT8KzAAGAL/MN4DpwGWSlpB6LhO7GreZmXVMM6cbfwM4HjhX0gLgauDnEfFSZzeaZ2o+q6r4ZVJvptb6U4GpNcoXAnvXKH+JnKDMzKw1mrmi5S3ALfm3J4eQ5iG7mDTppZmZWU1N/WBS0gDShJfHA/uw7jcmZmZmNTVzDOZq4O3AjcD3gHkR8feyAzMzs96tmR7MD4EPFA6sm5mZtauZYzA3SjogTxjZv1B+aZmBmZlZ79bMENllwK7AXUClF1OZ+8vMzKymZobIxgCj/UNFMzPriGZmU74XeH3ZgZiZWd/STA9mW+C+/CPLlyuFEXF0aVGZmVmv10yCObvsIMzMrO9p6pf8krYH3paLFkTEikZ1zMzM2j0GI+n9wALS3F7vB+ZLOrbswMzMrHdrZojsi8DbKr0WSUOAX5MuRWxmZlZTM2eRbVQ1JPZUk/XMzGwD1kwP5kZJvwKuzI+PZ911V8zMzGpq5iD/ZyUdAxxIulzytIi4tvTIzMysV6ubYCTtBmwfEb+NiGuAa3L5QZJ2jYg/91SQZmbW+zQ6lvItYHWN8hfzMjMzs7oaJZgREfGn6sJ8meIRpUVkZmZ9QqMEs1mDZQO6OxAzM+tbGiWYOyT9n+pCSZOBO8sLyczM+oJGZ5GdDlwr6YOsSyhjgE2A95Ycl5mZ9XJ1E0xEPAEcIOmdwN65+IaImNsjkZmZWa/WzO9gbgZu7oFYzMysD/GUL2ZmVoq6CUbSpmVtVNJWkmZJul/SYkn7SxosabakB/PfrQvrnylpiaQHJB1eKN9X0j152fmSVIld0tW5fL6kEWU9FzMzq61RD+Z2AEmXlbDdbwM3RsSewJuBxcAZwJyIGAXMyY+RNBqYCOwFHAFcIKlfbudCYAowKt+OyOWTgacjYjfgm8B5JTwHMzNroNExmE0kTSId6D+memGePqbDJA0EDgJOzu28ArwiaTxwcF7tEmAe8HlgPHBVRLwMPCRpCTBW0sPAwIioJMJLgQmkiTjHs+5KnLOA70pSRERnYjYzs45rlGBOBT4IbAUcVbUsyHOTdcIuwErgh5LeTDoF+pOkec+WA0TEcknb5fWHAr8v1F+Wy17N96vLK3WW5rbWSHoW2AZ4shiIpCmkHhA77bRTJ5+OmZnV0ug05duA2yQtjIjp3bzNfYCPR8R8Sd8mD4fVoVrhNShvVKdtQcQ0YBrAmDFj3LsxM+tGzZxFdpmkT+SD8rMkfVzSxl3Y5jJgWUTMz49nkRLOE5J2AMh/VxTWH16oPwx4LJcPq1Hepo6k/sAgYFUXYjYzsw5qJsFcAOyb/15ASgYXdnaDEfE4sFTSHrloHHAfcD0wKZdNAq7L968HJuYzw0aSDuYvyMNpqyXtl88eO6mqTqWtY4G5Pv5iZtazmrmi5dsi4s2Fx3Ml3d3F7X4cuFzSJsBfgFNIyW5mnuvsEeA4gIhYJGkmKQmtAU6LiLW5nY8CM0iTb/6SdVfanE7qeS0h9VwmdjFeMzProGYSzNriBcYk7QKsbadOQxFxF2les2rj6qw/FZhao3wh66axKZa/RE5QZmbWGs0kmM8CN0v6C+ng+c6kHoeZmVldzcxFNkfSKGAPUoK5P/8mxczMrK5mejDkhPKaq1uamZnV48kuzcysFE4wZmZWinYTjKQ5zZSZmZkV1T0GI2kzYHNg2zx1fmX6lYHAjj0Qm5mZ9WKNDvL/K3A6KZncyboE8xzwvXLDMjOz3q7RZJffBr4t6eMR8Z0ejMnMzPqAZn4H8x1JBwAjiutHxKUlxmVmZr1cuwkmX9FyV+Au1k0RE4ATjJmZ1dXMDy3HAKM9G7GZmXVEM7+DuRd4fdmBmJlZ39JMD2Zb4D5JC4B/zEEWEUeXFpWZmfV6zSSYs8sOwszM+p5mziK7pScCMTOzvqWZs8hWk84aA9gE2Bh4ISIGlhmYmZn1bs30YF5XfCxpAjC2rIDMzKxv6PBsyhHxU+CQ7g/FzMz6kmaGyI4pPNyI9LsY/ybGzMwaauYssqMK99cADwPjS4nGzMz6jGaOwZzSE4GYmVnf0swFx4ZJulbSCklPSPqJpGE9EZyZmfVezRzk/yFwPem6MEOBn+UyMzOzuppJMEMi4ocRsSbfZgBDSo7LzMx6uWYSzJOSTpTUL99OBJ7q6oZzW3+U9PP8eLCk2ZIezH+3Lqx7pqQlkh6QdHihfF9J9+Rl50tSLt9U0tW5fL6kEV2N18zMOqaZBPNh4P3A48By4Nhc1lWfBBYXHp8BzImIUcCc/BhJo4GJwF7AEcAFkvrlOhcCU4BR+XZELp8MPB0RuwHfBM7rhnjNzKwD2k0wEfFIRBwdEUMiYruImBARf+3KRvNJAu8BflAoHg9cku9fAkwolF8VES9HxEPAEmCspB2AgRFxe75WzaVVdSptzQLGVXo3ZmbWM5r5oeVI4OO89pLJXZmu/1vA54DiNDTbR8Ty3PZySdvl8qHA7wvrLctlr+b71eWVOktzW2skPQtsAzxZDELSFFIPiJ122qkLT8fMzKo180PLnwLTSWeP/b2rG5R0JLAiIu6UdHAzVWqURYPyRnXaFkRMA6YBjBkzxrMTmJl1o2YSzEsRcX43bvMdwNGS3g1sBgyU9CPgCUk75N7LDsCKvP4yYHih/jDgsVw+rEZ5sc4ySf2BQcCqbnwOZmbWjmYO8n9b0lmS9pe0T+XW2Q1GxJkRMSwiRpAO3s+NiBNJv7WZlFebBFyX718PTMxnho0kHcxfkIfTVkvaLx9fOamqTqWtY/M23EMxM+tBzfRg3gh8iDSDcmWILOj+GZXPBWZKmgw8AhwHEBGLJM0E7iPNhXZaRKzNdT4KzAAGAL/MN0hDepdJWkLquUzs5ljNzKwdzSSY9wK7RMQr3b3xiJgHzMv3nwLG1VlvKjC1RvlCYO8a5S+RE5SZmbVGM0NkdwNblRyHmZn1Mc30YLYH7pd0B/BypbCLpymbmVkf10yCOav0KMzMrM9p5nowtxQfS3oH8AHglto1zMzMmuvBIOktpKTyfuAh4CclxmRmZn1A3QQjaXfS6b0nkGZPvhpQRLyzh2IzM7NerFEP5n7gN8BREbEEQNKneiQqMzPr9Rqdpvw+0hT9N0u6SNI4as/xZWZm9hp1E0xEXBsRxwN7kn4M+Slge0kXSjqsh+IzM7NeqpnrwbwQEZdHxJGkCSXvIl8MzMzMrJ5mfsn/DxGxKiK+HxHdPQ+ZmZn1MR1KMGZmZs1ygjEzs1I4wZiZWSmcYMzMrBROMGZmVgonGDMzK4UTjJmZlcIJxszMSuEEY2ZmpXCCMTOzUjjBmJlZKZxgzMysFE4wZmZWCicYMzMrRY8nGEnDJd0sabGkRZI+mcsHS5ot6cH8d+tCnTMlLZH0gKTDC+X7SronLztfknL5ppKuzuXzJY3o6edpZraha0UPZg3w6Yh4A7AfcJqk0aSLmM2JiFHAnPyYvGwisBdwBHCBpH65rQuBKcCofDsil08Gno6I3YBvAuf1xBMzM7N1ejzBRMTyiPhDvr8aWAwMBcYDl+TVLgEm5Pvjgasi4uWIeAhYAoyVtAMwMCJuj4gALq2qU2lrFjCu0rsxM7Oe0dJjMHno6q3AfGD7iFgOKQkB2+XVhgJLC9WW5bKh+X51eZs6EbEGeBbYppQnYWZmNbUswUjaEvgJcHpEPNdo1Rpl0aC8UZ3qGKZIWihp4cqVK9sL2czMOqAlCUbSxqTkcnlEXJOLn8jDXuS/K3L5MmB4ofow4LFcPqxGeZs6kvoDg4BV1XFExLSIGBMRY4YMGdIdT83MzLJWnEUmYDqwOCK+UVh0PTAp358EXFcon5jPDBtJOpi/IA+jrZa0X27zpKo6lbaOBebm4zRmZtZD+rdgm+8APgTcI+muXPYF4FxgpqTJwCPAcQARsUjSTOA+0hlop0XE2lzvo8AMYADwy3yDlMAuk7SE1HOZWPJzMjOzKj2eYCLiNmofIwEYV6fOVGBqjfKFwN41yl8iJygzM2sN/5LfzMxK4QRjZmalcIIxM7NSOMGYmVkpnGDMzKwUTjBmZlYKJxgzMyuFE4yZmZXCCcbMzErhBGNmZqVwgjEzs1I4wZiZWSmcYMzMrBROMGZmVgonGDMzK4UTjJmZlcIJxszMSuEEY2ZmpXCCMTOzUjjBmJlZKZxgzMysFE4wZmZWCicYMzMrhROMmZmVwgnGzMxK4QRjZmal6NMJRtIRkh6QtETSGa2Ox8xsQ9JnE4ykfsD3gHcBo4ETJI1ubVRmZhuOPptggLHAkoj4S0S8AlwFjG9xTGZmG4z+rQ6gREOBpYXHy4C3F1eQNAWYkh8+L+mBLmxvW+DJLtQvi+PqGMfVMY6rY9bLuHRel+Laud6CvpxgVKMs2jyImAZM65aNSQsjYkx3tNWdHFfHOK6OcVwds6HF1ZeHyJYBwwuPhwGPtSgWM7MNTl9OMHcAoySNlLQJMBG4vsUxmZltMPrsEFlErJH0MeBXQD/g4ohYVOImu2WorQSOq2McV8c4ro7ZoOJSRLS/lpmZWQf15SEyMzNrIScYMzMrhRNMA5I2k7RA0t2SFkn6Ui4fLGm2pAfz363r1N9K0ixJ90taLGn/VsclaQ9JdxVuz0k6vdVx5fU+levdK+lKSZutJ3F9Mse0qLv2VTtxHZcf/11S3VNHy5oKqRviuljSCkn3dldMXY1L0nBJN+f34SJJn1yPYqtZt9VxFdroJ+mPkn7e4QAiwrc6N9JvabbM9zcG5gP7AV8FzsjlZwDn1al/CfCRfH8TYKv1Ia5CO/2Ax4GdWx0X6YexDwED8uOZwMnrQVx7A/cCm5NOivk1MKrkuN4A7AHMA8Y0eO3+DOyS/7fuBka3Oq5c5yBgH+De7oinm/bXDsA++f7rgP/trv3VDbHVrNvquApt/DtwBfDzjm7fPZgGInk+P9w434I05cwlufwSYEJ1XUkDSW+06bmtVyLimVbHVWUc8OeI+Ot6Eld/YICk/qQP9G753VIX43oD8PuIeDEi1gC3AO8tM66IWBwR7c0qUdpUSF2Mi4i4FVjVHbF0V1wRsTwi/pDvrwYWk77UrA+x1fv/bGlcAJKGAe8BftCZ7TvBtCN3D+8CVgCzI2I+sH1ELIf0jwtsV6PqLsBK4Ie5e/kDSVusB3EVTQSu7K6YuhJXRDwKfA14BFgOPBsRN7U6LlLv5SBJ20jaHHg3bX/AW0Zczag1FVK3fWB2Ia5SdUdckkYAbyV9m18vYitzf3ex7W8BnwP+3pltO8G0IyLWRsRbSDMBjJW0d5NV+5OGCS6MiLcCL5CGYVodFwBKPz49Gvhxd8XUlbjy8Y/xwEhgR2ALSSe2Oq6IWAycB8wGbiQNRa1pdVw0MRVSi+IqVTf8328J/AQ4PSKeW19iK3N/d+E9eSSwIiLu7Oy2nWCalIe35gFHAE9I2gEg/11Ro8oyYFnh28IsUsJpdVwV7wL+EBFPdHdMnYzrUOChiFgZEa8C1wAHrAdxERHTI2KfiDiINPTzYMlxNaNHpkLqRFw9ojNxSdqYlFwuj4hryomsa/uszP3dibbfARwt6WHSEOwhkn7UkW06wTQgaYikrfL9AaQPwftJU85MyqtNAq6rrhsRjwNLJe2Ri8YB97U6roIT6P7hsa7E9Qiwn6TNJYm0vxavB3Ehabv8dyfgGLppvzWIqxmlTYXUxbhK05W48v/UdGBxRHxjPYuttP3dlbYj4syIGBYRI0j/X3MjomOjCtGNZ3n0tRvwJuCPwJ9IY/H/kcu3AeaQvsnOAQbn8h2BXxTqvwVYmOv/FNh6PYlrc+ApYNB6tr++RPrnvxe4DNh0PYnrN6QvB3cD43pgf72X1EN5GXgC+FWduN5NOhvqz8AX16O4riQdR3s1rz+51XEBB5KGEP8E3JVv714f9lm9uq2Oq6qdg+nEWWSeKsbMzErhITIzMyuFE4yZmZXCCcbMzErhBGNmZqVwgjEzs1I4wdgGSdJapdmk75X04zwNzHpB0gxJx9YoP0fSoTXKD+7UTLfr6n+h6vHvCvf/O8+6+9+STpV0Ume3Yxsen6ZsGyRJz0fElvn+5cCdUfgBnqR+EbG2RbHNIP3mYFaT6x8MfCYijuzk9v6xL2osew4YEhEvd6Ld/pEmCLUNlHswZumHlLvlnsDNkq4A7lG6lsYPJd2TJyx9J4CkkyVdJ+lGpeuxnFVpSNK/517RvcrXjpG0haQblK7Jca+k43P5f0i6I5dNy782r6vYs1G6Fsz9km4jzS5QWWcLpeux3JFjHl+I+Zoc84OSvprLzyXNYH1XTrRIej7/vR7YApgv6XhJZ0v6TF62a27rTkm/kbRnIcZvSLqZNIebbcD6tzoAs1ZSujTAu0gTWUKaBn/viHhI0qcBIuKN+QP0Jkm7F9cDXgTukHQD6ZfipwBvJ01GOV/SLaSZtR+LiPfkbQ7KbXw3Is7JZZcBRwI/ayLmzYCLgEOAJcDVhcVfJE3p8eE8RcgCSb/Oy95CmkX4ZeABSd+JiDMkfSzSZIhtRMTRuXfzlrzdswuLpwGnRsSDkt4OXJDjAdgdOLRVPUBbf7gHYxuqAUpTmC8kzYM2PZcviIiH8v0DSVPWEBH3A38lfXhCmvb8qYj4G2lizgPz7dqIeCHSNTiuAf4JuAc4VNJ5kv4pIp7NbbxT0nxJ95A+nPdqMvY9SRODPhhpjLs4AeFhwBn5uc0DNgN2ysvmRMSzEfESaeqbnZvcXhtKMxIfAPw4b+f7pAt6VfzYycXAPRjbcP2t+lt7HqF6oVjUoH71wcuot35E/K+kfUlzh/2XpJtIV9O8gHQ1waW5d9CRS0TXO3gq4H1RdTGp3MsoHkdZS+ff/xsBz9Tq9WQv1Cm3DYx7MGb13Qp8ECAPje0EVD64/0XS4DxD7QTgt3n9CUozQm9BmlDwN5J2BF6MiB+RLqq2D+uSyZO5R/Cas8YauB8YKWnX/PiEwrJfAR+vHM+R9NYm2ntVaSr7pkS6jspDko7L25CkNzdb3zYcTjBm9V0A9MtDWFcDJxfOprqNNHx2F/CTiFgY6ZK8M4AFpKsl/iAi/gi8kXQs5C7SMZKvRLo2x0Wk4bOfkqbfb0oe4poC3JAP8hcvef1l0mVx/yTp3vy4PdPy+pc3GwMp8U6WdDewiG66XLP1LT5N2ayDJJ1MGtr6WKtjMVufuQdjZmalcA/GzMxK4R6MmZmVwgnGzMxK4QRjZmalcIIxM7NSOMGYmVkp/j+kkzpPx7/24wAAAABJRU5ErkJggg==\n" - }, - "metadata": { - "needs_background": "light" - } - } - ], + "outputs": [], "source": [ "plt.bar( proposals, conviction_required)\n", "plt.title('Bar chart of Proposals Conviction Required')\n", @@ -845,29 +742,9 @@ }, { "cell_type": "code", - "execution_count": 141, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": "Text(0.5, 55.73999999999998, 'Participant_id')" - }, - "metadata": {}, - "execution_count": 141 - }, - { - "output_type": "display_data", - "data": { - "text/plain": "
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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ], + "outputs": [], "source": [ "m = len(proposals)\n", "n = len(participants)\n", @@ -906,21 +783,9 @@ }, { "cell_type": "code", - "execution_count": 142, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "output_type": "error", - "ename": "ImportError", - "evalue": "cannot import name 'Experiment' from 'cadCAD.configuration' (C:\\Users\\jeffe\\AppData\\Local\\Programs\\Python\\Python38-32\\lib\\site-packages\\cadCAD\\configuration\\__init__.py)", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mImportError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mcadCAD\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconfiguration\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mExperiment\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[1;31m# Create configuration\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0mexp\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mExperiment\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mImportError\u001b[0m: cannot import name 'Experiment' from 'cadCAD.configuration' (C:\\Users\\jeffe\\AppData\\Local\\Programs\\Python\\Python38-32\\lib\\site-packages\\cadCAD\\configuration\\__init__.py)" - ] - } - ], + "outputs": [], "source": [ "from cadCAD.configuration import Experiment\n", "\n", @@ -937,25 +802,11 @@ }, { "cell_type": "code", - "execution_count": 143, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "output_type": "error", - "ename": "ImportError", - "evalue": "cannot import name 'Experiment' from 'cadCAD.configuration' (C:\\Users\\jeffe\\AppData\\Local\\Programs\\Python\\Python38-32\\lib\\site-packages\\cadCAD\\configuration\\__init__.py)", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mImportError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mpandas\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mmodel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mparts\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mutils\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[1;33m*\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mmodel\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mrun\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 5\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mcadCAD\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 6\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdisplay\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfloat_format\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'{:.2f}'\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32mc:\\Users\\jeffe\\Aragon_Conviction_Voting\\models\\v3\\model\\run.py\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mpandas\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[1;33m.\u001b[0m\u001b[0mparts\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mutils\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[1;33m*\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mmodel\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mconfig\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 4\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mcadCAD\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mengine\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mExecutionMode\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mExecutionContext\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0mexec_mode\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mExecutionMode\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32mc:\\Users\\jeffe\\Aragon_Conviction_Voting\\models\\v3\\model\\config.py\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mtyping\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mDict\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mList\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 6\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 7\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mcadCAD\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconfiguration\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mExperiment\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 8\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mcadCAD\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconfiguration\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mutils\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mbound_norm_random\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mep_time_step\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconfig_sim\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maccess_block\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 9\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mcopy\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mdeepcopy\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mImportError\u001b[0m: cannot import name 'Experiment' from 'cadCAD.configuration' (C:\\Users\\jeffe\\AppData\\Local\\Programs\\Python\\Python38-32\\lib\\site-packages\\cadCAD\\configuration\\__init__.py)" - ] - } - ], + "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", @@ -978,63 +829,27 @@ }, { "cell_type": "code", - "execution_count": 144, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "output_type": "error", - "ename": "NameError", - "evalue": "name 'run' is not defined", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m=\u001b[0m \u001b[0mrun\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpostprocessing\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrdf\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[1;31mNameError\u001b[0m: name 'run' is not defined" - ] - } - ], + "outputs": [], "source": [ "df= run.postprocessing(rdf,0)" ] }, { "cell_type": "code", - "execution_count": 145, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "output_type": "error", - "ename": "NameError", - "evalue": "name 'df' is not defined", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m5\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[1;31mNameError\u001b[0m: name 'df' is not defined" - ] - } - ], + "outputs": [], "source": [ "df.head(5)" ] }, { "cell_type": "code", - "execution_count": 146, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "output_type": "error", - "ename": "NameError", - "evalue": "name 'df' is not defined", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'timestep'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'sentiment'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[1;31mNameError\u001b[0m: name 'df' is not defined" - ] - } - ], + "outputs": [], "source": [ "df.plot('timestep','sentiment')" ] @@ -1048,21 +863,9 @@ }, { "cell_type": "code", - "execution_count": 147, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "output_type": "error", - "ename": "NameError", - "evalue": "name 'df' is not defined", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'timestep'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'funds'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'candidate_funds'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[1;31mNameError\u001b[0m: name 'df' is not defined" - ] - } - ], + "outputs": [], "source": [ "df.plot('timestep',['funds', 'candidate_funds'])" ] @@ -1076,21 +879,9 @@ }, { "cell_type": "code", - "execution_count": 148, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "output_type": "error", - "ename": "NameError", - "evalue": "name 'df' is not defined", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0maffinities_plot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[1;31mNameError\u001b[0m: name 'df' is not defined" - ] - } - ], + "outputs": [], "source": [ "affinities_plot(df)" ] @@ -1104,21 +895,9 @@ }, { "cell_type": "code", - "execution_count": 149, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "output_type": "error", - "ename": "NameError", - "evalue": "name 'df' is not defined", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m df.plot(x='timestep',y=['candidate_count','active_count','completed_count', 'killed_count', 'failed_count'],\n\u001b[0m\u001b[0;32m 2\u001b[0m kind='area')\n\u001b[0;32m 3\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtitle\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Proposal Status'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'count of proposals'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlegend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mncol\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m3\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'upper center'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbbox_to_anchor\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m0.5\u001b[0m\u001b[1;33m,\u001b[0m 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\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'timestep'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'candidate_funds'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'active_funds'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'completed_funds'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'killed_funds'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'failed_funds'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkind\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'area'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtitle\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Proposal Status weighted by funds requested'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Funds worth of proposals'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlegend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mncol\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m3\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'upper center'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbbox_to_anchor\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m0.5\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m-\u001b[0m\u001b[1;36m0.15\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mNameError\u001b[0m: name 'df' is not defined" - ] - } - ], + "outputs": [], "source": [ "df.plot(x='timestep',y=['candidate_funds','active_funds','completed_funds', 'killed_funds', 'failed_funds'], kind='area')\n", "plt.title('Proposal Status weighted by funds requested')\n", @@ -1167,42 +934,18 @@ }, { "cell_type": "code", - "execution_count": 151, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "output_type": "error", - "ename": "NameError", - "evalue": "name 'df' is not defined", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mnets\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnetwork\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[1;31mNameError\u001b[0m: name 'df' is not defined" - ] - } - ], + "outputs": [], "source": [ "nets = df.network.values" ] }, { "cell_type": "code", - "execution_count": 152, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "output_type": "error", - "ename": "NameError", - "evalue": "name 'nets' is not defined", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[0mN\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[0msnap_plot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnets\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mK\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0mN\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msize_scale\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m/\u001b[0m\u001b[1;36m300\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msavefigs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[1;31mNameError\u001b[0m: name 'nets' is not defined" - ] - } - ], + "outputs": [], "source": [ "K = 0\n", "N = 1\n", @@ -1223,63 +966,27 @@ }, { "cell_type": "code", - "execution_count": 153, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "output_type": "error", - "ename": "NameError", - "evalue": "name 'nets' is not defined", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0msnap_plot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnets\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m80\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m81\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msize_scale\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m/\u001b[0m\u001b[1;36m300\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msavefigs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[1;31mNameError\u001b[0m: name 'nets' is not defined" - ] - } - ], + "outputs": [], "source": [ "snap_plot(nets[80:81], size_scale = 1/300,savefigs=True)" ] }, { "cell_type": "code", - "execution_count": 154, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "output_type": "error", - "ename": "NameError", - "evalue": "name 'df' is not defined", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'timestep'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'effective_supply'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[1;31mNameError\u001b[0m: name 'df' is not defined" - ] - } - ], + "outputs": [], "source": [ "df.plot('timestep',['effective_supply'])" ] }, { "cell_type": "code", - "execution_count": 155, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "output_type": "error", - "ename": "NameError", - "evalue": "name 'df' is not defined", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'timestep'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'participant_count'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[1;31mNameError\u001b[0m: name 'df' is not defined" - ] - } - ], + "outputs": [], "source": [ "df.plot('timestep',['participant_count'])" ] @@ -1322,4 +1029,4 @@ }, "nbformat": 4, "nbformat_minor": 2 -} \ No newline at end of file +} diff --git a/models/v3/Trigger_Function_Explanation.ipynb b/models/v3/Trigger_Function_Explanation.ipynb index f0c3ece..e33bcc9 100644 --- a/models/v3/Trigger_Function_Explanation.ipynb +++ b/models/v3/Trigger_Function_Explanation.ipynb @@ -1,5 +1,16 @@ { "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The Trigger Function\n", + "\n", + "https://www.desmos.com/calculator/yxklrjs5m3\n", + "\n", + "Below we show a sweep of the trigger function threshold, considering the share of funds requested (on the x-axis) with the alpha parameter and effective supply (y-axis):" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -37,7 +48,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "for reference: max conviction = 5.25318713934522in log10 units\n" + "for reference: max conviction = 5.035599031662158in log10 units\n" ] } ], @@ -66,7 +77,7 @@ "outputs": [ { "data": { - "image/png": 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\n"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+ "image/png": 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\n", 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" ] diff --git a/models/v3/model/__pycache__/config.cpython-37.pyc b/models/v3/model/__pycache__/config.cpython-37.pyc index e17e8e1f39f6b55672b4bd609c713dc15f8cfca5..87db61a015fb3e400abf1dae0a7000f39ebe5fb9 100644 GIT binary patch delta 392 zcmY+=!AiqG5CG8GO*W}%8hdJuR@B-a3Z4~2FIqf#YDJ|WZD`t3A!*#sp$El7KViXt z@aT7lKM?Tbk2q7L;KDp+hn<~e--=&;a8W9GKnuT*`{;fICsOpxmDI0-iUo>Gig`*b zZV=k=aQy-(p5ak0$-YD@=A9kO5SCH^Ds*Bi1kzrqRyrZ9Pbuz>-7|P{?f`9cv49(6 zn|jxI7i6noe&oGLWbIsU(Rdv)+sqDABU+yJIWIC5B3GH7rkH#4Y0@9g((!a+Jk_iQ ze4xr~5-pL7;XCNMiL61TOchX`@MT#B!Vxv;OWiP^)_{KE$UY?}c5>S*cA_+%C0&eg nw7M&|MvJT$L|HaUQ_Q~%GQX{*jJ)yq#i delta 232 zcmX@hGmV?iiIM(OkRS^XI|FgC1du3UC}AvNDq&7z zVMJmFGiWkSwq%Y_(`32DRh*d{pPZkUmYH6}2h>pn(pJO|BvvvM$%EMPlhs%fxIo4- zu<|e!DNdflk^r>tFN+nBv|!COyTu)pn3s~D8(flDk_y&;i#fHT;1*wEK|yL>3e@!C iTa3v?;y^=gu@)3%=9Nr-#jGl-2(|!~P?-FiH3$Gg2|1Yn diff --git a/models/v3/model/parts/__pycache__/sys_params.cpython-37.pyc b/models/v3/model/parts/__pycache__/sys_params.cpython-37.pyc index c5262735479b67ff949329a903c9b332116e1d94..6b0f118473ced696705c6520745c528241a5d1c9 100644 GIT binary patch delta 102 zcmaFC@`8oWiI$D;1+LYUS>&VVorQoXHSvNJJ4gis!<&g8 lgBhbHyE0B<6996H1Sa2QbY;!WPf5+0tj?q(%F4os2?47l7mfe` diff --git a/models/v3/model/parts/sys_params.py b/models/v3/model/parts/sys_params.py index 6926cd5..1e93c03 100644 --- a/models/v3/model/parts/sys_params.py +++ b/models/v3/model/parts/sys_params.py @@ -9,17 +9,41 @@ initial_values = { 'supply': 22392.22, # Honey total supply balance as of 8-5-2020 } +# andrew TODO +# +# Explaing how alpha works, refine alpha notebook and v3. + + +# Alpha from solidity code - uint256 _decay = 9999599; // 3 days halftime. halftime_alpha = (1/2)**(1/t) +# Half life associated with solidity code alpha (in number of blocks on xDai). +# Our simulation is associated with timesteps, so our half life is based of of days. # Parameters params = { 'beta': [0.2], # maximum share of funds a proposal can take 'rho': [0.0025], # tuning param for the trigger function - 'alpha': [0.875], # timescale set in days with 3 day halflife (from comments in contract comments) + 'alpha': [2**(-1/3)], # timescale set in days with 3 day halflife (see above) 'gamma': [0.001], # expansion of supply per per day 'sensitivity': [.75], 'tmin': [1], #unit days; minimum periods passed before a proposal can pass 'min_supp': [1], #number of tokens that must be stake for a proposal to be a candidate - 'base_completion_rate': [45], - 'base_failure_rate': [180], - 'base_engagement_rate' :[0.3], - 'lowest_affinity_to_support': [0.3], -} \ No newline at end of file + 'base_completion_rate': [45], # expected number of days to complete a proposals. + 'base_failure_rate': [180], # expected number of days until a proposal will fail + 'base_engagement_rate' :[0.3], # Probability of being active on a certain day if 100% sentiment (Andrew AUDIT) + 'lowest_affinity_to_support': [0.3], # lowest affinity to required to support a proposal +} + + +# Pull out trigger stuff from v3 and add to notebook. Link to and trigger notebook. +# ANDREW AUDIT explanations + +# add metrics - think about health matrics of the system +# fraction of supply of use for voting (effectiev supply over total supply) +# fraction of supply in the funding pool +# fraction of projects that are active vs completed vs killed +# Fraction of projects in each of the states +# fraction of money in the different states + +# cadCAD model is micro founded, metrics are macro or at the insitutional level. If you are interested in insitutional dynamics, link to cryptoeconomics paper + +# write what metrics are: views on a complex data structure. +# Update differential spec \ No newline at end of file