From 2a3f14f3d008cf7d171fff86575f013d0a682084 Mon Sep 17 00:00:00 2001 From: Andrew Clark Date: Sun, 9 Aug 2020 14:48:00 -0400 Subject: [PATCH] latest --- Alpha Explanation.ipynb | 32 - Deriving Alpha and parameters.ipynb | 897 +++++++++++++++--- ...n_Conviction_Voting_Model-checkpoint.ipynb | 523 +++++----- .../v3/Aragon_Conviction_Voting_Model.ipynb | 523 +++++----- models/v3/images/Aragon_v2.png | Bin 98419 -> 0 bytes models/v3/images/Aragon_v3.png | Bin 0 -> 108083 bytes models/v3/images/snap/0.png | Bin 70514 -> 95311 bytes .../model/__pycache__/config.cpython-37.pyc | Bin 1109 -> 1116 bytes .../__pycache__/genesis_states.cpython-37.pyc | Bin 563 -> 583 bytes .../v3/model/__pycache__/run.cpython-37.pyc | Bin 7972 -> 7972 bytes models/v3/model/config.py | 2 +- models/v3/model/genesis_states.py | 2 +- ...conviction_helper_functions.cpython-37.pyc | Bin 14983 -> 14983 bytes .../__pycache__/participants.cpython-37.pyc | Bin 4936 -> 4917 bytes .../model/__pycache__/system.cpython-37.pyc | Bin 3915 -> 3881 bytes .../model/conviction_helper_functions.py | 2 +- models/v3/model/model/participants.py | 2 - models/v3/model/model/system.py | 22 +- 18 files changed, 1262 insertions(+), 743 deletions(-) delete mode 100644 Alpha Explanation.ipynb delete mode 100644 models/v3/images/Aragon_v2.png create mode 100644 models/v3/images/Aragon_v3.png diff --git a/Alpha Explanation.ipynb b/Alpha Explanation.ipynb deleted file mode 100644 index 1e67d9b..0000000 --- a/Alpha Explanation.ipynb +++ /dev/null @@ -1,32 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.5" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/Deriving Alpha and parameters.ipynb b/Deriving Alpha and parameters.ipynb index 7a350f9..c7ed904 100644 --- a/Deriving Alpha and parameters.ipynb +++ b/Deriving Alpha and parameters.ipynb @@ -4,77 +4,159 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In this notebook, we are deriving what the alpha value in the @dev formula is based off of 1hive Sol [code](https://github.com/1Hive/conviction-voting-app/blob/bc81f4af266bab6bc4096a31966bd9fe8a89f4a2/contracts/ConvictionVoting.sol)\n", + "# Introduction to Dynamical Systems\n", + "### Reference Case Conviction Voting\n", "\n", - " /**\n", - " * @dev Formula: ρ * supply / (1 - a) / (β - requestedAmount / total)**2\n", - " * For the Solidity implementation we amplify ρ and β and simplify the formula:\n", - " * weight = ρ * D\n", - " * maxRatio = β * D\n", - " * decay = a * D\n", - " * threshold = weight * supply * D ** 2 * funds ** 2 / (D - decay) / (maxRatio * funds - requestedAmount * D) ** 2\n", - " * @param _requestedAmount Requested amount of tokens on certain proposal\n", - " * @return Threshold a proposal's conviction should surpass in order to be able to\n", - " * executed it.\n", - " */\n", - " function calculateThreshold(uint256 _requestedAmount) public view returns (uint256 _threshold) {\n", - " uint256 funds = vault.balance(requestToken);\n", - " require(maxRatio.mul(funds) > _requestedAmount.mul(D), ERROR_AMOUNT_OVER_MAX_RATIO);\n", - " uint256 supply = stakeToken.totalSupply();\n", - " // denom = maxRatio * 2 ** 64 / D - requestedAmount * 2 ** 64 / funds\n", - " uint256 denom = (maxRatio << 64).div(D).sub((_requestedAmount << 64).div(funds));\n", - " // _threshold = (weight * 2 ** 128 / D) / (denom ** 2 / 2 ** 64) * supply * D / 2 ** 128\n", - " _threshold = ((weight << 128).div(D).div(denom.mul(denom) >> 64)).mul(D).div(D.sub(decay)).mul(supply) >> 64;\n", - " }" + "## A Brief Intro\n", + "Dynamical Systems are mathematical structures which describe evolution over time. Historically they are analyzed in Continuous Time because they are used to design, test and control physical systems. Over recent decades they have also been used to design, test and control computer systems. They are powerful abstractions that have helped manage the relationships between physical and computational systems, and even social systems (as they are critical ingredients in stochastic dynamic genereal equilibrium models which are used in macroeconomics). Whether continuous or discrete dynamical systems are traditional associated with real valued vectors, matrices and tensors. Moving away from real valued fields, we can define dynamical systems over arbitrary data structures to recover a broader family models inckuding but not limited to agent based models. In the case of the conviction voting cadCAD model we have a Generalized Dynamical System whose state contains a network object encoding a range of relationships as well as both numerical and non-numerical information. For the purpose of this short explainer, we will zoom in specifically on the calculation of conviction itself, which we can understand a Discrete Linear Time Invariant (LTI) system. \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Canonical Forms\n", + "\n", + "Canonical forms use $x_t$ for the state of the system, and $u_t$ to describe inputs from external systems.\n", + "\n", + "Continous-time Non-linear Dynamical System:\n", + "\n", + "$\\dot x_t = f(x_t, u_t)$\n", + "\n", + "Continuous-time Linear Time Invariant (LTI) Dynamical Systems:\n", + "\n", + "$\\dot x_t = A x_t + B u_t$\n", + "\n", + "Discrete-time Non-linear Dynamical System:\n", + "\n", + "$x_{k+1} = f(x_k, u_k)$\n", + "\n", + "Discrete-time Linear Time Invariant (LTI) Dynamical Systems:\n", + "\n", + "$x_{k+1} = A x_k + B u_k$\n", + "\n", + "For cases where the discrete time system can be embedded directly in a continuous time, the time indexes can be mapped directly:\n", + "\n", + "|**Time Index Mapping Table 1** |\n", + "| ---: | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |\n", + "| **discrete-time** | $0$, | $1$, | ,$\\ldots$, | $k-1$, | $k$, | $k+1$, | $k+2$, | $\\ldots$|\n", + "| **continuous-time** | $0$, |$\\Delta t$ | ,$\\ldots$, |$t-\\Delta t$, | $t$, | $t+\\Delta t$, |$t+2\\Delta t$, |$\\ldots$| \n", + "\n", + "For systems comprised of discrete events with strict ordering (eg state machines), we have any mapping that respects the order\n", + "\n", + "|**Time Index Mapping Table 2** |\n", + "| ---: | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |\n", + "| **discrete-time** | $0$, | $1$, | ,$\\ldots$, | $k-1$, | $k$, | $k+1$, | $k+2$, | $\\ldots$|\n", + "| **continuous-time** | $t_0$, |$t_1$ | ,$\\ldots$, |$t_{k-1}$, | $t_k$, | $t_{k+1}$, |$t_{k+2}$, |$\\ldots$| \n", + "| **time delta** | | $t_1-t_0$ | ,$\\ldots$, | $t_{k-1} -t_{k-2}$, | $t_{k} -t_{k-1}$, | $t_{k+1} -t_{k}$, |$t_{k+2} - t_{k+1}$, |$\\ldots$| \n", + "\n", + "noting that the time deltas can be further denoted $\\Delta t_k =t_{k} -t_{k-1}$, such that $t_k = t_0+\\sum_{\\kappa =0}^{k-1} \\Delta t_k$ for all $k>0$.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Translating the Simplified Conviction Voting Example\n", + "\n", + "Suppose we start by only considering a single proposal and a single participant voting for that proposal. The conviction voting algorithm is **not** presented in canonical notion. In our case the state we are interested in is the conviction $y_t$ and the inputs from the external system are the actions of partipants staking a quantity of tokens $x_t$. Based on the notes above the canonical form would call conviction $x_k$ and the tokens staked $u_k$, but the table below includes the definitions that match the conviction voting documentation:\n", + "\n", + "$y_{t+1} = \\alpha y_t + x_t$\n", + "\n", + "| Term | Canonical Notation | Defintion| Alternative notation|\n", + "| :--:| :--: | :--:| :--: |\n", + "| Conviction | $x_k$ | the accumulated support for the proposal at epoch $k$ | $y_t$|\n", + "| Support | $u_k$ | the number of tokens staked in support of the proposal at epoch $k$| $x_t $ |\n", + "\n", + "Expressed in the Canonical form we have:\n", + "\n", + "$x_{k+1} = A x_k + B u_k$\n", + "\n", + "with $A = \\alpha$ and $B=1$, yielding\n", + "\n", + "$x_{t+k} = \\alpha x_k + u_k$\n", + "\n", + "For ease of reading we will stick to the notation in the other conviction voting documentation for the rest of this note but we recommend using the translation to the canonical form when refering to literature on dynamical systems to learn more.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Properties via the Simplified Example\n", + "\n", + "A one dimension Discrete-time LTI systems with initial condition $y_0$\n", + "\n", + "$y_{t+1} = \\alpha y_t + x_t$\n", + "\n", + "which can also be expressed as\n", + "\n", + "$y_{t+1}-y_t=\\Delta y_t = -(1-\\alpha) y_t + x_t$\n", + "\n", + "and as\n", + "\n", + "$y_T = y_0 +\\sum_{t=0}^{T-1} \\Delta y_t = \\alpha^T y_0 + \\sum_{t=0}^{T-1} \\alpha^t \\bar x$ when $x_t = \\bar x$ is a constant, thanks to telescoping series. we can also project the eventual conviction for any constant $x$ as\n", + "\n", + "$\\hat y(x) = \\lim_{T\\rightarrow \\infty} \\left( \\alpha^T y_0+\\sum_{t=0}^{T-1} \\alpha^t x\\right) = \\frac{x}{1-\\alpha}$ using geometric series.\n", + "\n", + "The first most important property is \"stability\". This is an entire topic in its own right but let's suffice to observe that as long as $\\alpha \\in [0,1)$ then growth in $y_t$ is bounded. In particular, for any $x$ this system is stable around the equilibrium $\\hat y(x_t) = \\frac{x_t}{(1-\\alpha)}$, even if $y_t \\neq \\hat y(x_t)$. In this way, our algorithm is tracking the signal $y_t$ can be thought of tracking the signal $\\frac{x_t}{1-\\alpha}$ with some intertia muting the volatility.\n", + "\n", + "The equation $\\hat y(x) = \\frac{x}{(1-\\alpha)}$ tells us precisely that each token in a conviction voting system contributes at most $\\frac{1}{1-\\alpha}$ \"conviction\" toward passing the proposal.\n", + "\n", + "Clearly, this expression goes unstable when $\\alpha =1$, in which case our algorithm diverges. Consider the sum over time to see the instability:\n", + "\n", + "$\\lim_{T\\rightarrow \\infty} y_T \\ge \\lim_{T\\rightarrow \\infty} \\sum_{t=0}^{T-1} \\bar x = \\infty$\n", + "\n", + "for strictly positive values $x_t\\ge \\bar x >0$ as $T\\rightarrow \\infty$.\n", + "\n", + "So in conviction voting we require that $\\alpha\\in [0,1)$. Technically it is legal to set $\\alpha = 0$ at which point this system simply $y_{t+1} = x_t$ sets the conviction to the amount of tokens staked. Although, $x_t$ can still vary overtime, there is no accumulation. The choice of $\\alpha>0$ is made to create a \"leaky integrator\" which takes its name from a leaky bucket analogy.\n", + "![](https://i.imgur.com/JemMMlo.png)\n", + "\n", + "The leaky bucket analogy also helps us understand $\\alpha$ in terms of its relationshio to the \"half-life\" of the fluid in the bucket when we turn off the inflow. In this case there is some previously accumated conviction in our initial condition $y_0 >0$ but $x_t = 0$. In this case the dynamics are simply:\n", + "\n", + "$y_{t+1} = \\alpha y_t$ \n", + "\n", + "which is equivalent to \n", + "\n", + "$y_T = \\alpha^T y_0$\n", + "\n", + "The half-life of this system is defined by $T$ such that $y_T = y_0/2$ which satisfies the equation\n", + "\n", + "$\\frac{1}{2} = \\alpha^T$\n", + "\n", + "thus the Half life in epochs for a given $\\alpha$ is\n", + "\n", + "$T = -\\log_\\alpha 2$\n", + "\n", + "and conversely the $\\alpha$ which achieves a desired half-lige $T$ is\n", + "\n", + "$\\alpha = 2^{-1/T}$\n", + "\n", + "Further note that the relationship between $T$ and $\\alpha$ is sensative to timescaling. Suppose we wanted a half-life of 3 days but our discrete time scale has 1 hour epochs, then we must use $T = 24 \\times 3 = 72$ in the above equation.\n" ] }, { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [ { - "data": { - "text/plain": [ - "0.025" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" + "output_type": "stream", + "name": "stdout", + "text": "0.9057236642639067\n0.9958826236582974\n" } ], "source": [ - "import numpy as np\n", - "# Z original code without alpha\n", - "def trigger_threshold_original(requested, funds, supply, beta, rho):\n", - " '''\n", - " Function that determines threshold for proposals being accepted. \n", - " '''\n", - " share = requested/funds\n", - " if share < beta:\n", - " return rho*supply/(beta-share)**2\n", - " else: \n", - " return np.inf\n", - " \n", - "#Our new code code\n", - "def trigger_threshold(requested, funds, supply, beta, rho, alpha):\n", - " '''\n", - " Function that determines threshold for proposals being accepted. \n", - " '''\n", - " share = requested/funds\n", - " if share < beta:\n", - " threshold = rho*supply/(beta-share)**2 * 1/(1-alpha)\n", - " return threshold #* (1-alpha)\n", - " else: \n", - " return np.inf\n", - " \n", - "# Assumed values\n", - "funds = 4000\n", - "requested = 100\n", - "supply = 21706\n", - "share = requested/funds\n", - "share" + "#consider a desired half life of 7 periods (day)\n", + "# then alpha is given by\n", + "alpha = 2**(-1/7)\n", + "print(alpha)\n", + "#note that if the implementation has epochs of such that there are 24 updates per period (day)\n", + "#then the implementation alpha would be\n", + "alpha = 2**(-1/(7*24))\n", + "print(alpha)" ] }, { @@ -83,18 +165,36 @@ "metadata": {}, "outputs": [], "source": [ - "# Sol values\n", - "D = 10000000\n", - "decay = 9999599\n", - "maxRatio = 2000000\n", - "weight = 20000" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Based on the above equations, we can see that $\\rho$ is equal to:" + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "alpha=.9\n", + "\n", + "time = np.arange(0,200,1)\n", + "\n", + "K = len(time)\n", + "\n", + "step_up = np.zeros(K)\n", + "step_down = np.ones(K)\n", + "noisy = np.random.rand(K)\n", + "\n", + "for k in range(K): \n", + " if k>K/2:\n", + " step_up[k]=1\n", + " step_down[k]=0\n", + "\n", + "step_up_response = np.empty(K)\n", + "step_up_response[0]=0\n", + "\n", + "step_down_response = np.empty(K)\n", + "step_down_response[0]=0#1/(1-alpha)\n", + "\n", + "noisy_response = np.empty(K)\n", + "noisy_response[0] = 0\n", + "for k in range(K-1):\n", + " step_up_response[k+1] = alpha*step_up_response[k] + step_up[k]\n", + " step_down_response[k+1] = alpha*step_down_response[k] + step_down[k]\n", + " noisy_response[k+1] = alpha*noisy_response[k] + noisy[k]" ] }, { @@ -103,26 +203,35 @@ "metadata": {}, "outputs": [ { + "output_type": "execute_result", "data": { - "text/plain": [ - "0.002" - ] + "text/plain": "Text(0, 0.5, 'Conviction Accumulated')" }, - "execution_count": 3, "metadata": {}, - "output_type": "execute_result" + "execution_count": 3 + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
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GwnB6JMEIfiLSQnvDaMbyGRy151HxFSRSRpa1c3ImuwFHUeDag1xFw8idR8wYDRwYznrTnW0lVynSBbQnjDZu28i8tfO4aOxF8RYlUj5n5LxuJLi+4KwoCxYNIzN6AdcBe7tzmRmjzTjAnT+3pVKRzqw9YfTK8lcAOHLokTFWJFI+nvFL2rpslMN0dwEz+GCcigbgPlAYibTUnjCasXwGAEfuqTCSjsmyNgq4muB0zq588YwXvRUoShjt6875ZkwCcOc9MzTal0ge7Q2j4fXDGVI3JN6iRMrnIeAXwDSgqZQFo4TRdjNqCU9CmbEv6JyRSD7tCaPpy6brEJ10dO97xn/clgWjhFEGeAQYYcZvgBOAL0ZZuZmNB35E0IvrHe5+c57PnAL8kODmqDXu/rFIlYtUoLaG0aZtm5i3dh6fP/Tz8RclEpGZ9QPuAA4haID8m7s/V8IqfmRZywCPkdNo8Yy/XGzBKGE0g6AXhmMBA64B+hRcAjCzKuBW4JME55leMrOp7v5Gzmf6AT8Fxrv7O2am4xPSobU1jF5b9RqAOkeVtP0IeMTdP2NmNUCvEpc/lGAYiU/wwWE6J8K9RlHCaBowwZ2/AJhxEMEFDIcUWe5oYIG7LwyWs3sJLvF7I+czFwIPuPs7AO6+KkI9IhXLwzsqSg2jWStnATB2j6KdG4skwszqgZMJj3y5+3Zge4mr+TSwj2e81OUi9cDwvwm6AKoz40jgfiDKsYRhwJKc6YZwXq79gf5m9rSZzTCzL+RbkZlNNrPpZja9sbExwqZF0tHWltGslbPo26MvI+pHxF+USKC6+Xs0fExu8f4+wGrgLjN7xczuMLNIo7TmeBXo16biin3Anb+Y0R14nODw3NnuzI+w7nxX3LW8E7caOBI4FagFnjOz59193u41+BRgCkBdXV2ku3lF0tCeMBq7x1jMdKGqJKbR3Qt171ENHAFc7e4vmNmPgBuA/yphG3sAb1rWXmL3c0Ztv7TbjP9h9/CoBxYCV5uBO18usu4GgiFnmw0HluX5zBp33wJsMbO/AYcB8xDpgNoSRu7OrJWz+MJheQ8MiJRLA9Dg7i+E0/cThFEpMm3deKGW0fQW0zNKXPdLwGgzGwUsBS4gOEeU60/AT8ysmqC78WOA/1vidkQqRlvCaPGGxWzavknniyRV7r7CzJaY2QHuPpfgiNUbxZbbbR0Zf6at2y80hMTdbV1psLw3mtlVwKMEl3bf6e6vm9nl4fu3u/scM3sEmEVw5cUd7j67PdsVSVNzGJVytE0XL0gFuRr4TXgl3UKgpO59EhnPaNfKg05S/w8wBujZPN/9g2ElWuPuDwMPt5h3e4vp7wHfK7YukY6gqantV9IdMqTYBaoiyXL3mQQ9bbdt+YTHM7oLuI2gB9aPA/cAvyqxRpEuoS1h9Nqq1xjVbxS9a3onU5RISuIez6jWnSfMMHcWA98y4++040SVSGfVljCas3oOBw85OJmCRMoo0fGMgPfN6AbMN+MqgosR1FOCSB6lhlFjUyNz185l/H7jkytKpHySG88IuJagS4gvA98mOFSna1BF8ig1jN5e9zbbd25nzOAxyRUlUibtGc8oyp/NSHc2u9PgziXunAvs1dYNinRmpYbRG6uDK2cPGnRQQhWJlI9l7W7LWr+c6f6WtTujLBvlz+brEeeJdHmlhtGcNXMAOGiwwkg6hbGe8fXNE57xdUCk3n8L9cAwAZgIDDMjd3yKeoJjgSLSQlvCaFifYdT3KHobhkhH0M2y1j8MISxrA4h2Oqjgh5YR9MJwJrv3vrAJ+EobCxXp1NpymE7ni6QT+QHwrGXtfoKr6M4DvhNlwVb/bNx5NeyFYb/w+bcEPSX8w5117a9ZpPMpJYzcnTmr5+h8kXQanvF7gHOBlQQ9gJ/jGY90X2qrfzZm3G7Gwe7sMKMvQdfg9wCvmDEphrpFOp1SwmjJxiVs2bFF54uk07CsHQss8Yz/xDP+P8ASy9oxUZYt9Gdzkjuvh68vAea5cyjBkA//2a6KRTqpUsJo3tqgc/oDBh6QYEUiZXUbsDlneks4r6hCfza5I/V9EngIwJ0VpVYn0lWUEkbz1wbDgu0/cP8EKxIpK/OM7+pxwTPeRAwXMKw343SCHhdOAC4FMKOaYCA8EWmhpDB6dz69uvdizz57JluUSPkstKx9mQ9aQ1cQ9P5dVKE/m38HriLoKPXanBbRqcBf2lioSKdW6mG6/Qbsp9FdpTO5HDieoBHTQDBG3WVRFiw0ntE84EMdZrnzKMEYRSLSQqkto0OHHJpsQSJl5BlfRTCQKgCWtVrgdOC+YstGOpYnItFEDaPGpkYWrlvIuQedm3xRImVkWasCTgMmhc//QGEkUl5Rw2jx+sU0NjUyesDo5IsSKQPL2snAhcCngBcJrjXYxzO+NcryJY68IiKFRA2j5su6Rw9UGEnHZ1lrAG4G/gmM8YyfC7wXNYggQhiZcY0Z9WaYGb8w42UzTmt72SKdV1MTRLkeYf67uqxbOpU/AsOA84EzLGt1RBxUr1mUltG/ubOR4NjfYIIbYG8usVCRLiFqy2j+2vnU96hncK/ByRclkjDP+DXASOAWgjHv5gGDLWvnWdZ6R1lHlHNGzf/Pmwjc5c6rZuhaVJE8oobRgnULdFm3dCrhza5PAk9a1roTXI09CfgpMKjY8lHCaIYZjwGjgK+b0QdoanvJIp1X1DBauG4hY/cYm3xBIinwjO8ApgHTwsu7i4pymO5S4AZgnDtbgRqCQ3Ui0kKUMGryJhatX8Q+/fYpT1EiKfKMvxflc0VbRu40mbESGBN2BSQirYgSRss2LWP7zu2M6j+qPEWJdABFw8WM7xJcIfEGsDOc7cDfEqxLpEOKEkZvr3sbgH36q2Uk0ixKS+ds4AB3tiVdjEhHFyWMFq4L+o0c1U8tI+lcLGv7A9cDe5OTL57xTxRbNkoYLQS6g8JIpJioYWQYe/fbuzxFiZTPfcDtwM/54EhaJFHCaCsw04wnyAkkd75cyoZEuoJIh+nWv83w+uHUVNWUpyiR8mn0jEcaTK+lKGE0NXyISBFRW0Y6XySd1DTL2hXAg+Q2XjL+brEFo1xNd7cZtcBe7sxtV5kinVzUltFp+6pHLemULg6fr8+Z50DR/31FuZruDOD7BPcXjTLjo8BN7pzZhkJFOrViYfTejvdYtmmZ7jGSTskz3uarcqIcpvsWcDTwNIA7M82ItEEzGw/8CKgC7nD3vH3amdk44HngfHe/P8q6RSpRUxNUF/irWrxhMaDLuqUymVkVMB1Y6u6nl7x80A3QfwAnh7OeBn4W9shQUJQeGBrd2dBiXtHeWMN/1K3ABGAMMMnMxrTyue+i0WOlEyjWMlq0fhGArqSTSnUNMKcdy98GHEnQH91Pw9eRLmiI0jKabcaFQJUZo4EvA89GWO5oYIG7LwQws3uBswhuns11NUH34+OiFCxSyYqF0Tsb3gFg774KI6ksZjacYGC87wDXtXE14zzjh+VMP2lZezXKglFaRlcDBxNcGfFbYCNBehYzDFiSM90QztvFzIYBnya4Lr1VZjbZzKab2fTGxsYImxZJR5QwqrIqhvYZWr6iRALVzd+j4WNyi/d/CPwn7esIe6dlbd/mCcvaPkS83yhKy2iSOzcCN+7agHEzQeepheTrG7/l4b0fAl9z952FutJ39ynAFIC6urqSBmwSKacoYTSsfhjV3dTNo5Rdo7sfle8NMzsdWOXuM8zslHZs43rgKcvaQoIM2JuIHWtH+Yv4jBnvu/MbADNuBXpGWK4BGJEzPRxY1uIzRwH3hkE0CJhoZo3u/lCE9YtUnChhtFffvcpXkEg0JwBnmtlEgu/3ejP7tbt/vpSVeMafsKyNBg4gCKM3PeOReu+JcpjuHOCLZkwy4x5ghzuXRljuJWC0mY0ysxrgAlrcPOvuo9x9pLuPBO4HrlAQSUdWLIwWb1is80VScdz96+4+PPwuvgB4spQgsqx9Inw+h+C8037AvsCnwnlFtdoyMmNAzuSXgIeAfwI3mTHAnYJ31Lp7o5ldRXCVXBVwp7u/bmaXh+8XPE8k0hEVCqOdTTtp2NiglpF0Rh8jGOX1jDzvOfBAsRUUOkw3I1yJ5Tx/KnxEuqPW3R8GHm4xL28IufsXi61PpNIVCqMVm1fQ2NSoMJKK5u5PE95XGnmZjGfClzd5xt/Ofc+yFum+1FbDyD3aja0i8oFCYdR8WbfCSDqxPwJHtJh3P8H9RgVF6Q4o/x21TtE7akW6GoWRdEWWtQMJbgHq2+IcUT3RLniLdDXdbQTjGf00nL4onPel6KWKdA2Fwqi5KyCFkXRCBwCnA/3Y/bzRJuCyKCsodAFDtTuNwDh3dr+j1oh0R61IV1OsZdSvZz/qe9SXtyiRhHnG/wT8ybJ2nGf8ubaso9Cl3S+GzzvN+OCOWiPyHbUiXY174TBSq0g6ucsta/2aJyxr/S1rd0ZZsNBhuuYuEb4KPGXGwnB6JBHvqBXpagq1jJZsXMLw+uHlLUikvMZ6xtc3T3jG11nWDo+yYKGW0WAzrgM+CvyM4BryaQRjm0dauUhXUyiMlm5cyrA+w/K/KdI5dLOs9W+esKwNINq1CQU/VAX0Zvc+5nqHz31KrVCkK2gtjLY1bmP11tUKI+nsfgA8a1lrHpfuswS9gBdVKIyWu3NTeysT6UpaC6Plm5cD6DCddGqe8Xssa9OBTxA0ZM7xjLccNiivQofpWu9GW0Tyai2Mlm5cCsCwerWMpPOxrNWHzwOAFQTDDf0GWBHOK6pQy+jUdlco0sW0GkabwjDSYTrpnH5LcJ9RczdyzZq7kyvafVyh7oAKdoQqIh+mlpF0RZ7x08PnNncjpxG+RGJUqGXUs7on/Xv2//CbIp2EZe1PwL3AnzzjW0tZNsp4RiISUaEwGtZnGIVGNBbpBG4BTgLmWNbus6x9xrIWW990IhJRa2HUsLFBh+ik0/OMPwM8Y1mrIrii7jLgToIOUwtSy0gkRoXOGemybukKLGu1wLnA5cA44O4oy6llJBKjfGHk7izbtExX0kmnZ1n7PXAM8AhwK/C0Z7wpyrIKI5EY5Qujte+tZdvObQoj6QruAi70jJfcmbbCSCRG+cJIl3VLV+EZf8SydrxlbSQ5+eIZv6fYsgojkRjlC6Nlm5YBuuFVOj/L2q+AfYGZfDDUkAMKI5FyyhdGzf3SDe0zNIWKRMrqKGCMZ9yLfrIFXU0nEqN8YbRi8woAPtL7IylUJFJWs4E2/aKrZSQSo7wto03L6dezHz2rI937J9KRDQLesKy9CGxrnukZP7PYggojkZg0H5j4UMtoywq1iqSr+FZbF9RhOpGYNIV3U+RrGQ3trfNF0vmFPTC8STAAax9gTjivKIWRSExaC6MVm9Uykq7BsnYe8CLBCK/nAS9Y1j4TZVkdphOJSb4wcneWb1bLSLqMG4FxnvFVAJa1wcD/A+4vuBRqGYnEJl8Ybd6+ma07tqplJF1Ft+YgCq0lYs6oZSQSk3xhpHuMpIt5xLL2KPC7cPp84K9RFlTLSCQmzWGUO2SR7jGSrsQzfj3wM2AscBgwxTP+n1GWTTSMzGy8mc01swVmdkOe9z9nZrPCx7NmdliS9YgkKW/LaFPYMtI5I6lwZjbCzJ4yszlm9rqZXRN52aztZ1k7AcAz/oBn/DrP+FeAtZa1faOsI7EwMrMqgi7EJwBjgElmNqbFx94GPubuY4FvA1OSqkckafnCSC0j6UAagf/l7gcBxwJX5vnObs0PgU155m8N3ysqyZbR0cACd1/o7tsJxkU/K/cD7v6su68LJ58HNPqYdFithVH3bt0ZUDsgnaJEInL35e7+cvh6EzAHiNq770jP+KwPrTPj04GRUVaQZBgNA5bkTDdQ+B92Ka2c6DKzyWY23cymNzY2xliiSHxau4DhI70/guWeSBJJR3Xz92j4mNzaB81sJHA48ELEdRfq66o2UnERN9QW+f768vbkamYfJwijE/O97+5TCA/h1dXVldwbrEg5tNYy0pV0UiEa3f2oYh8ys97AH4Fr3X1jxHW/ZFm7zDP+893WlbVLgRlRVpBkGDUAI3KmhwPLWn7IzMYCdwAT3H1tgvWIJKq1MNqr717pFCRSIm6/HBkAAApISURBVDPrThBEv3H3B0pY9FrgQcva5/ggfI4CaoBPR1lBkmH0EjDazEYBS4ELgAtzP2BmewEPABe5+7wEaxFJXL4wWrVlFeP2HJdOQSIlsOBY8i+AOe5+SynLesZXAsdb1j4OHBLO/otn/Mmo60gsjNy90cyuAh4FqoA73f11M7s8fP924JvAQOCn4TH1SM1IkUrUMoyavInVW1czpG5IekWJRHcCcBHwmpnNDOd9w90fjroCz/hTwFNt2XiiPTCE/4iHW8y7Pef1l4AvJVmDSLm0DKP176+nsalRYSQdgrv/g/zn+stCPTCIxKRlGK3aEnTRpTASKU5hJBIThZFI2ymMRGKiMBJpO4WRSEwURiJtpzASiUm+MDKMgb0GpleUSAehMBKJSb4wGthrINXdNGyYSDEKI5GY5AsjHaITiUZhJBIThZFI2ymMRGKiMBJpO4WRSExahtHKLSsZ0kthJBKFwkgkJrlhtH3ndta/v14tI5GIFEYiMckNo9VbVgO6x0gkKoWRSExyw0g3vIqURmEkEhOFkUjbKYxEYrLbYbqtwWG6Qb0GpViRSMehMBKJSW4Yrdm6BoDBdYNTrEik41AYicQkN4zWbl1LN+tGv5790i1KpINQGInExD14bm4ZDawdSDfTn5hIFPpLEYnJbofp3luj3rpFSqAwEolJy3NGunhBJDqFkUhMFEYibacwEolJywsYBtUqjESiUhiJxKQ5jMxcLSOREimMRGLSHEbvNW1iR9MOhZFICRRGIjFpDqONjcENrwojkegURiIxaQ6jDTuCMNKl3SLRKYxEYtIyjNQyEolOYSQSk12H6XasBRRGIqVQGInEpDmM1qtlJFIyhZFITHaF0fY1VFkVfXv0TbcgkQ5EYSQSk11htC24x8jM0i1IpANJNIzMbLyZzTWzBWZ2Q573zcx+HL4/y8yOSLIekSQ1h9G67eokVTqmYt/ZSUosjMysCrgVmACMASaZ2ZgWH5sAjA4fk4HbkqpHJGkftIzW6nyRdDgRv7MTU53guo8GFrj7QgAzuxc4C3gj5zNnAfe4uwPPm1k/Mxvq7svjLuY7v3+Ub79wXdyrFdll507gCpi55i0mjp6YdjkipYrynZ2YJMNoGLAkZ7oBOCbCZ4YBu4WRmU0maDlRU1PTpmIG19cziLKFvHRFVdCzDj66/xgmH3lZ2tWItFRtZtNzpqe4+5Sc6Sjf2YlJMozynb31NnyGcIdNAairq/vQ+1FMnnAckyfc15ZFRUQ6g0Z3P6rA+5G+j5OS5AUMDcCInOnhwLI2fEZERJKX6vdxkmH0EjDazEaZWQ1wATC1xWemAl8Ir6o7FtiQxPkiEREpKsp3dmISO0zn7o1mdhXwKFAF3Onur5vZ5eH7twMPAxOBBcBW4JKk6hERkda19p1dru1bcCFbx1FXV+dbtmxJuwwRkQ7FzLa6e13adbRGPTCIiEjqFEYiIpI6hZGIiKROYSQiIqnrcBcwmFkT8F4bF68GGmMsJ06VWpvqKk2l1gWVW5vqKk1b66p194ptgHS4MGoPM5te5A7k1FRqbaqrNJVaF1RubaqrNJVaV3tVbEqKiEjXoTASEZHUdbUwmlL8I6mp1NpUV2kqtS6o3NpUV2kqta526VLnjEREpDJ1tZaRiIhUIIWRiIikrsuEkZmNN7O5ZrbAzG5IsY4RZvaUmc0xs9fN7Jpw/rfMbKmZzQwfZR+32swWmdlr4fanh/MGmNnjZjY/fO6fQl0H5OyXmWa20cyuTWOfmdmdZrbKzGbnzGt1H5nZ18Pfublm9q9lrut7Zvammc0yswfNrF84f6SZvZez324vc12t/tzKtb8K1Pb7nLoWmdnMcH5Z9lmB74fUf8cS5+6d/kHQHfpbwD5ADfAqMCalWoYCR4Sv+wDzgDHAt4CvpryfFgGDWsz7b+CG8PUNwHcr4Ge5Atg7jX0GnAwcAcwuto/Cn+urQA9gVPg7WFXGuk4DqsPX382pa2Tu51LYX3l/buXcX63V1uL9HwDfLOc+K/D9kPrvWNKPrtIyOhpY4O4L3X07cC9wVhqFuPtyd385fL0JmEMw9nylOgu4O3x9N3B2irUAnAq85e6L09i4u/8NeLfF7Nb20VnAve6+zd3fJhi36+hy1eXuj7l78536zxOM3FlWreyv1pRtfxWrzcwMOA/4XVLbb6Wm1r4fUv8dS1pXCaNhwJKc6QYqIADMbCRwOPBCOOuq8JDKnWkcDiMY7/4xM5thZpPDeXt4OPpu+DwkhbpyXcDuXxBp7zNofR9V0u/dvwF/zZkeZWavmNkzZnZSCvXk+7lV0v46CVjp7vNz5pV1n7X4fugIv2Pt0lXCyPLMS/WadjPrDfwRuNbdNwK3AfsCHwWWExwiKLcT3P0IYAJwpZmdnEINrbJgKOQzgfvCWZWwzwqpiN87M7uRoC+z34SzlgN7ufvhwHXAb82svowltfZzq4j9FZrE7v/pKes+y/P90OpH88zrkPfrdJUwagBG5EwPB5alVAtm1p3gF+037v4AgLuvdPed7t4E/JwUmtruvix8XgU8GNaw0syGhnUPBVaVu64cE4CX3X0lVMY+C7W2j1L/vTOzi4HTgc95eJIhPKSzNnw9g+A8w/7lqqnAzy31/QVgZtXAOcDvm+eVc5/l+36ggn/H4tJVwuglYLSZjQr/d30BMDWNQsJj0b8A5rj7LTnzh+Z87NPA7JbLJlxXnZn1aX5NcPJ7NsF+ujj82MXAn8pZVwu7/W817X2Wo7V9NBW4wMx6mNkoYDTwYrmKMrPxwNeAM919a878wWZWFb7eJ6xrYRnrau3nlur+yvEvwJvu3tA8o1z7rLXvByr0dyxWaV9BUa4HMJHgypS3gBtTrONEgmb0LGBm+JgI/Ap4LZw/FRha5rr2Ibgq51Xg9eZ9BAwEngDmh88DUtpvvYC1QN+ceWXfZwRhuBzYQfC/0ksL7SPgxvB3bi4wocx1LSA4n9D8e3Z7+Nlzw5/xq8DLwBllrqvVn1u59ldrtYXzfwlc3uKzZdlnBb4fUv8dS/qh7oBERCR1XeUwnYiIVDCFkYiIpE5hJCIiqVMYiYhI6hRGIiKSOoWRSBFm1s/Mrghf72lm96ddk0hno0u7RYoI+wj7s7sfknIpIp1WddoFiHQANwP7hmPbzAcOcvdDzOyLBL0nVwGHEPSxVgNcBGwDJrr7u2a2L3ArMBjYClzm7m+W/58hUrl0mE6kuBsIhq34KHB9i/cOAS4k6F/tO8BWDzrTfA74QviZKcDV7n4k8FXgp2WpWqQDUctIpH2e8mDcmU1mtgGYFs5/DRgb9r58PHBf0O0YEAyEJiI5FEYi7bMt53VTznQTwd9XN2B92KoSkVboMJ1IcZsIhoAumQdj0bxtZp+FoFdmMzsszuJEOgOFkUgRHoxj808zmw18rw2r+BxwqZk194ieypD3IpVMl3aLiEjq1DISEZHUKYxERCR1CiMREUmdwkhERFKnMBIRkdQpjEREJHUKIxERSd3/B/wDTJD1498FAAAAAElFTkSuQmCC\n" + }, + "metadata": { + "needs_background": "light" + } } ], "source": [ - "rho = weight / D\n", - "rho" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can derive $\\beta$ is equal to be:" + "fig, ax1 = plt.subplots()\n", + "\n", + "ax2 = ax1.twinx()\n", + "ax1.plot(time, step_up, 'b-')\n", + "ax2.plot(time, step_up_response, 'g-')\n", + "\n", + "ax1.set_xlabel('time')\n", + "ax1.set_ylabel('Tokens Staked', color='b')\n", + "ax2.set_ylabel('Conviction Accumulated', color='g')" ] }, { @@ -131,19 +240,35 @@ "metadata": {}, "outputs": [ { + "output_type": "execute_result", "data": { - "text/plain": [ - "0.2" - ] + "text/plain": "Text(0, 0.5, 'Conviction Accumulated')" }, - "execution_count": 4, "metadata": {}, - "output_type": "execute_result" + "execution_count": 4 + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n" + }, + "metadata": { + "needs_background": "light" + } } ], "source": [ - "beta = maxRatio/D\n", - "beta" + "fig, ax1 = plt.subplots()\n", + "\n", + "ax2 = ax1.twinx()\n", + "ax1.plot(time, step_down, 'b-')\n", + "ax2.plot(time, step_down_response, 'g-')\n", + "\n", + "ax1.set_xlabel('time')\n", + "ax1.set_ylabel('Tokens Staked', color='b')\n", + "ax2.set_ylabel('Conviction Accumulated', color='g')" ] }, { @@ -152,54 +277,478 @@ "metadata": {}, "outputs": [ { + "output_type": "execute_result", "data": { - "text/plain": [ - "1417.5346938775506" - ] + "text/plain": "(0.0, 10.472349981579981)" }, - "execution_count": 5, "metadata": {}, - "output_type": "execute_result" + "execution_count": 5 + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n" + }, + "metadata": { + "needs_background": "light" + } } ], "source": [ - "originalOutput = trigger_threshold_original(requested,funds,supply,beta,rho)\n", - "originalOutput" + "fig, ax1 = plt.subplots()\n", + "\n", + "ax2 = ax1.twinx()\n", + "ax1.plot(time, noisy, 'b-')\n", + "ax2.plot(time, noisy_response, 'g-')\n", + "\n", + "ax1.set_xlabel('time')\n", + "ax1.set_ylabel('Tokens Staked', color='b')\n", + "ax2.set_ylabel('Conviction Accumulated', color='g')\n", + "\n", + "ylim= ax1.get_ylim()\n", + "ax2.set_ylim(0, ylim[1]/(1-alpha))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "sol code threshold:" + "The above plot shows the signal processing power of the conviction voting algorithm. It effectively computes a time average scaled by a factor $\\frac{1}{1-\\alpha}$. In fact, one variant of conviction voting would include this normalization, creating an exponentially smoothed weighted average. However, in the basic version we choose to define it as a leaky integrator because we wanted to make explicit the value of ones votes accumulates over time to more than what one would attain in a standard voting method: $x< \\frac{x}{1-\\alpha}$ whenenver $\\alpha\\in (0,1)$." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Multidimensional Example\n", + "\n", + "Now in order to proced with this example we need to make it a little less simple by considering a case where there are $n$ participants and $m$ proposals. In this case the signals are distributed across the agents. That is to say each agent $i$ will get to chose there stake for each proposal $j$ based on their private preferences. They can make that decision however they want as long as the action they take is valid.\n", + "\n", + "Suppose participant $i$ has $h_t[i]$ tokens at time $t$, then they may choose to stake them accross the available proposals $\\vec x_t[i] = \\big[x_t[i,0], \\ldots, x_t[i,m] \\big]$ where $x_t[i,j]$ is the number of tokens staked by participant $i$ in support of proposal $j$. The staking action is valid as long as $\\sum_{j =0}^{m-1} x_t[i,j] \\le h_t[i]$.\n", + "\n", + "The information used to decide on $\\vec x_t[i]$ is private to agent $i$. Furthermore, in cases where $h_t[i]$ is variable (due to transferability of tokens), the quantity $h_t[i]$ itself is a decision as a consequence of private information related to agent $i$. For the purpose of this discussion, we don't worry about how agent $i$ decides to hold $h[i]$ or chooses to support proposals according to $\\vec x_t [i]$ but we do assume that in doing so she is expressing some of her private information, both magnitude $h_t[i]$ and direction $\\vec x_t[i]$.\n", + "\n", + "Given the choices for all participants we have a time varying matrix made up of terms $x_t[i,j]$:\n", + "\n", + "$X_t = \\left[\\begin{array}{c}\\vec x_t[0]\\\\ \\vdots \\\\ \\vec x_t[n-1] \\end{array}\\right] \\in \\mathbb{R}_+^{n \\times m}$\n", + "\n", + "satisfying the condition that $X_t \\vec{\\mathbf{1}} \\le \\vec h_t$ for all time $t$ where $\\vec{\\mathbf{1}}$ is the $m$ dimensional column vector of ones and $\\vec{h}_t$ is the $n$ dimensional column vector of holdings. \n", + "\n", + "The most interesting thing about building this matrix view of the system is how it unifies the local and global states of the system. Surely each agent will make their own choices about $x_t[i,j]$ and $h_t[t]$ and those choices will vary in time based on a wide range of factors that we cannot hope to totally understand, but we do know that even as it varies in time our actors are using the freedoms afforded to them by this policy to move the system towards outcomes they percieve as best relative to their private preferences and information. The key to our algorithm is to compile that spatially distributed time varying singal into a discrete decision. We do this by restating our conviction voting algorithm in its matrix form:\n", + "\n", + "$\\vec{y}_{t+1} = \\alpha \\vec{y}_t + X_t' \\vec{\\mathbb{1}}$ where $X_t'$ is the transpose of $X_t$ and $\\vec{\\mathbb{1}}$ is the $n$ dimensional column vector of ones. This expression is equivalent to\n", + "\n", + "$y_{t+1}[j] = \\alpha y_{t} + \\sum_{i} x_t[i,j]$ where $\\vec{y}_t = \\left[\\begin{array}{c}y_t[0]\\\\ \\vdots \\\\ \\vec y_t[m-1] \\end{array}\\right] \\in \\mathbb{R}_+^{m}$\n", + "\n", + "This mathematical structure is actually the same as the one we demonstrated in the one dimensional case so we will review some the same checks." ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 6, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "35349992.36602372" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "solThreshold = weight * supply * D ** 2 * funds ** 2 / (D - decay) / (maxRatio * funds - requested * D) ** 2\n", - "solThreshold" + "import pandas as pd\n", + "\n", + "n = 3\n", + "m = 2\n", + "\n", + "mimo_step_up = np.zeros(shape=(K,n,m))\n", + "mimo_step_down = np.zeros(shape=(K,n,m))\n", + "mimo_noisy = np.random.rand(K*m*n).reshape((K,n,m))\n", + "\n", + "for k in range(K): \n", + " for i in range(n):\n", + " for j in range(m):\n", + " if k>2*K/(i+3):\n", + " mimo_step_up[k,i,j]= (1+i)*(1+j)\n", + " mimo_step_down[K-k,i,j]= (1+i)*(1+j)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "mimo_step_up_response = np.empty(shape=(K,m))\n", + "mimo_step_up_response[0,:]=0\n", + "\n", + "mimo_step_down_response = np.empty(shape=(K,m))\n", + "mimo_step_down_response[0,:]= 1/(1-alpha)*np.sum(mimo_step_down[0,:,:])\n", + "\n", + "mimo_noisy_response = np.empty(shape=(K,m))\n", + "mimo_noisy_response[0,:]=0\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "for k in range(K-1):\n", + " mimo_step_up_response[k+1,:] = alpha*mimo_step_up_response[k,:] + np.sum(mimo_step_up[k,:,:], 0)\n", + " mimo_step_down_response[k+1,:] = alpha*mimo_step_down_response[k,:] + np.sum(mimo_step_down[k,:,:],0)\n", + " mimo_noisy_response[k+1,:] = alpha*mimo_noisy_response[k,:] + np.sum(mimo_noisy[k,:,:],0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Our new code threshold to match 1hive dev formulata " + "## Filling up the tank\n", + "\n", + "A set of tests where the participants start supporting a proposal but their support starts at different times\n", + "- granular input signals\n", + "- aggregate inputs with outputs\n", + "- granular inputs with outputs" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": "Text(0.5, 1.0, 'step_up tokens staked for proposal 1')" + }, + "metadata": {}, + "execution_count": 9 + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n" 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "pd.DataFrame(mimo_step_up[:,:,0], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool')\n", + "plt.xlabel('time')\n", + "plt.ylabel('stake')\n", + "plt.title('step_up tokens staked for proposal 0')\n", + "pd.DataFrame(mimo_step_up[:,:,1], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool')\n", + "plt.xlabel('time')\n", + "plt.ylabel('stake')\n", + "plt.title('step_up tokens staked for proposal 1')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": "Text(0.5, 1.0, 'Conviction and tokens staked for proposals 0 and 1')" + }, + "metadata": {}, + "execution_count": 10 + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "fig, ax1 = plt.subplots()\n", + "\n", + "ax2 = ax1.twinx()\n", + "ax1.plot(time, np.sum(mimo_step_up, 1), 'b--')\n", + "ax2.plot(time, mimo_step_up_response, 'g-')\n", + "\n", + "ax1.set_xlabel('time')\n", + "ax1.set_ylabel('Tokens Staked', color='b')\n", + "ax2.set_ylabel('Conviction Accumulated', color='g')\n", + "\n", + "plt.title('Conviction and tokens staked for proposals 0 and 1')" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": "Text(0.5, 1.0, 'Support for Proposal 1')" + }, + "metadata": {}, + "execution_count": 11 + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
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pKSl06dKlrPwmTZqUrZuUlERhYe2Du7Zr145NmzaVNZ21bdu21m1MYiouKIZg9Go0X234ihe+eYF3lr/DzsKdNG/SnLO7nc253c7l7G5nc3jzw6MSRyNX1bnYB7wlItfj9LG61KvCPa1/qupCVR2sqv1V9UJV3eVleV5Zv349X3zxBQCvv/46J598ctlJvXXr1uzfv58JEyZUu31mZib79u07ZHmvXr3Iz89n/vz5AOzbt6+su2R5kydPpqioiB07djBr1iyGDBnCnj17aNu2LSkpKcycOZN169bV+jqqiwNgxIgRjB8/HoDx48czcuTIWvdnElM0ms4O+g/yyqJXOPb5Yzn+heN57dvXOO/I83jvZ++x9c6tvH3p21w/6HpLMlFS1blYVXeo6pmq2t39vdOr8uPwqljNDse5gB/J/dWmd+/ejB8/nptuuonu3bvzy1/+kqZNm3LjjTfSr18/unTpUtb8VZUrrriCG2+8kaeffrpCQkpNTeXNN9/ktttuo7CwkPT0dKZPP7Rr6LHHHsuwYcNYv349//d//0eHDh248sorueCCCxg8eDADBw6kV69etb6OUaNGcfPNN1fZGWDMmDFcdtllvPDCCxx++OG8/fbbIRwZk4hKikoggCfj1gWCAV5Z/ApjZ41l3Z519Grdi2fOf4ar+19NZpPMiJdnEoNnvc7CEUqvs2jLy8tj+PDhLFmyJCbljx07lmbNmnHHHXfEpPzyYv1/YSJj8YTFTHxgIrf1vY3sPmH0p63GR99/xO+n/Z7l25dzTM4xPHT6Q5x75Lk2qkQoPOx1Fg8SrkZjjKmf4gPuNZomkWk623FgB7+b9jteWfwKPbJ7MOHSCVzc+2JLMKaMJZpadOnSJWa1GXBqNMZEUmZqJt3SulXoNBKuyd9N5sb3bmRX0S7uP/V+7j3lXpok13+/pmGxRGNMI9Mzpyc92/eEtPD3EdQgD8x8gIf/9zCDcgYx/Zrp9G/XP3JBmgbFEo0xjU0xECDsT//uot1cNfEq3l/1PtcNvI5nhz1rtRhTI7u91phGZvq86Tz3w3OQVPdttxZs5ZT/nMK01dN45vxn+PeIf1uSMbWyGo0xjUybpm0INAnUOdFs2b+FM14+g7W71vLhlR9y1hFVjz5uTGUJl2hmfgp79kRuf82bw+lnRG5/VUmEaQLefvttxo4dy/Lly5k3b16V46GZhmFAxwEMaDWgTolm8/7NnDH+DNbtWcf7P3+f07ue7l2ApsFJuESzZw+0aFH7eqHavTty+6qK3+/n3XffZfjw4WWJ5sEHa54BZ/DgwZ6c6F966SWOOuqoKhPNUUcdxcSJE7npppsiXq6JL8GDQXxBX8iJZk/RHs5+5WzW7VnHBz//gNO6nOZtgKbBsWs0tcjLy6NXr15ce+219O/fn0suuYQDBw4ATsIYMmQIRx11FKNHjy6b7Gjo0KHce++9nHbaaTz++ONMmTKFO++8k4EDB7J69WpGjRpVNkLA/PnzOfHEExkwYADHHnss+/btY9asWQwfPhxwujdfffXVnHHGGXTv3p3nn38egP3793PmmWcyaNAg+vXrx+TJk8vi7d27NzfeeCN9+/blnHPOobCwkAkTJpCbm8uVV17JwIEDDxn/rHfv3vTs2TMqx9TE1viZ43k5/+WQPv0lgRIufftSvtv+HZOvmGxJxoTFEk0IVqxYwejRo1m8eDFZWVk8++yzANx6663Mnz+fJUuWUFhYyNSpU8u2KZ0m4L777mPEiBE8+eSTLFy4kG7dupWtUzpNwN/+9jcWLVrE9OnTq50m4P333+eLL77gwQcfJD8/n7S0NCZNmsSCBQuYOXMmt99+e1miW7VqFbfccgtLly6lRYsWvPPOO1xyySUMHjyYV199lYULF1ZZjmkciguLSU5KDunTf9cnd/HJmk8YN3ycXZMxYbNEE4LK0wR89tlnAMycOZPjjjuOfv368emnn7J06dKybcKdJqB0LvHySqcJaN26ddk0AarKvffeS//+/TnrrLNsmgATsuKiYlJ8tY9z9tbSt/jrV3/lN8f9hl8cnZADr5s4kXDXaGKhMUwTYBqPkoMltY7cvHbXWm6YcgMndDqBJ85+IkqRmYbKajQhaAzTBJjGo7iomNTk6hNNIBjgmnevAeC1n74W05k4TcOQcDWa5s0j21OsefPa12kM0wRMmjSJ2267jW3btjFs2DAGDhzItGnTaj84JuEUHyyucXbNv331Nz5b/xnjLxxPlxZdoheYabBsmoBa2DQBP4r1/4Wpv0BxgIdOfYgz5AxO/cmphzyftzuPvs/25YyuZzDliik2AnO0NPBpAqzpzJhGpHh/zdM43/rBrQjCM+c/Y0nGREzCNZ1Fm00TYBqS0mmcq2o6++j7j3h/1fs8efaTNsWyiShLNMY0IsnBZAZnD6attq2w3B/0c/vHt3NkqyP59XG/jlF0pqGyRGNMI5KRksHwTsNhZ8XlLyx4gWXbljHxsonWy8xEnF2jMaYRCR4MEvQHK3zyi/xFPDTnIU7odAIX9rowdsGZBssSjTGNyOrvV/PgNw+ysWhj2bLnv36ejfs28tDpD1kHAOOJxGs6ux9YH8H9HQ7UPJhyvSXCNAF33nkn7733HqmpqXTr1o3//Oc/tIjkMNkmLrRMb8nQ7KFkpWcBTm3m0c8e5bTOp3FGV4/nyzCNVuLVaNYDXSL4E8mkVYXSaQKWLVtWtuzBBx+sNsmAM01ApJMMOIkmPz+/yufOPvtslixZwuLFi+nRowePPvpoxMs3sde6WWuGthpKZtNMAP67+L9s2r+JP5z6B6vNGM94mmhEJE9EvhWRhSKS62VZXmks0wScc845ZQN6Hn/88WzYsMH7g2uirmhfEXsL96LJSlCDPDX3KY5ufzRndj0z1qEZD1V1LhaRViLyiYiscn+39Kr8aNRoTlfVgaqasFM2NrZpAl588UXOO++8SB0+E0dyv83lLyv/gj/Jz9SVU1mxYwV3nXSX1WYah8rn4jHADFXtDsxwH3si8a7RxEDlaQKefvpp7rjjDmbOnMkTTzzBgQMH2LlzJ3379uWCCy4Awp8moCql0wSkp6eXTRMwbNgw7r33XubMmYPP54vYNAGPPPIIycnJXHnllSFv01jsWb+HBRMWEAwEAWia1pQT+pwAwIJVC1BVjulxDABfLPuCA0UHatxfi2YtKqyfmZ7JUV2PAmDWwlkEgoEat2/Xsl2F9Tu27kj3Tt3xB/zMXjS7ym3WL1+PqJDcJJm/z/g7h2UdxiV9LgnxCJgGZiQw1P17PDALuNuLgrxONAp8LCIK/EtVx1VeQURGA6PBGWQyHjWWaQLGjx/P1KlTmTFjhn3DrcKiyYuY/dJsfPudhoDslGxOOMxJNEs2LUFRjslxEseCHxawo2RHjfvrnN65wvo5TXI4qq2TOL7M+5LiYHGN2x/V7KgK6w/KHET37O4Eg0E+z/u82u06JHVg5b6VTF8znYdPf5hkn33fTHDJlS5NjKviXFvVubidqm4CUNVNItIWj3j9DjtJVfPdF/CJiHynqnPKr+C+4HHgDKrpcTxhKZ0m4IQTTqhxmoBLLqn6m2Eo0wQMGTKEffv2VdmkNXnyZO655x4KCgqYNWsWjz32GG+//XZEpwn46KOPePzxx5k9ezZNmzatdV+Nkb/YjxQI9595PzSr+Nw1/a6p8PiWfrfUad+V1x/Tr26tGOXXTyWV+wfcX/3KAr+b+ztSfClcP+j6OpVj4pI/hEsTh5yLoxFYKU8Tjarmu7+3isgk4FhgTs1b1eJwIK/eoVXcXy0awzQBt956KwcPHuTss88GnA4Bzz33XO0HpxEJlARIIslJMiFMLxEvghpk1Y5V5ObnOj+bcvlqw1f8tM9Pad+sfazDM1FQzbl4i4jkuLWZHGCrV+V7Nk2AiGQAPlXd5/79CfCgqn5U3TY2TcChbJqA+DHtkWks+M8C7hlxD1R9OS1u5O/L58NVHzJ97XRmrJnBtgPbAEhPTmdQziAGdxjMmJPHWKKJFx5OE1DduRg4E9ihqo+JyBiglareFU74tfGyRtMOmOS29ScDr9WUZIyJdwF/AB++uL37bOPejby19C0mLJ/A3B/mApDTLIefHPkThnYeyrEdj6V3m952TabxqfJcLCLzgbdE5HqcOwov9SoAz95xqroGGODV/qPFpgkwpQL+AEmSBHHUTyIQDPDx6o957uvnmLpyKkENMrD9QB4+/WFG9hpJ3zZ9rWNHI1fduVhVd+DUajyXEF9tQu2dZbwTTzOxxsqJ3U9kYJuBcVGj8Qf9vPbtazw852FW7VxF24y23HXiXVx39HV0z+4e6/CMqSDuE01aWho7duwgOzvbkk2MqCo7duwgLS0t1qHEVHZGNtlNsmNao1FV3ljyBvfPup/vd37PwPYDeeOnb3BR74tseH8Tt+I+0XTq1IkNGzawbdu2WIfSqKWlpdGpU6dYhxFTeZvyKC4opoevR0zK/277d/zq/V8xM28mA9oNYNLlkxjZc6R9ATNxL+4TTUpKCl27do11GMbw5cov2b1rNz0kuonGH/TzyJxHeOR/j5CRmsFzw57jxmNuxCdx0IZnTAjiPtEYEy+GDxiOP9cf1aazTfs28fOJP2dW3ix+3u/n/OWcv9CuWbvoBWBMBFiiMSZEzVKaQRJR6wwwK28WV0y4gn3F+xh/4XiuGXBN7RsZE4cs0RgTosVrF5NUkERf6et5WW8seYOrJ13Nka2OZMY1M+jb1vsyjfGKJRpjQjRv9TyaFDTxPNGM+3ocN0+9mVM6n8J7P3uPrCZxPgyBMbWwq4nGhChQEiDJl+RpGU/NfYqbpt7Eed3P46MrP7IkYxoESzTGhCgYCDojA3jkn/P/yZ2f3MllfS9j0uWTSE+pfnI6YxKJNZ0ZE6JAScCzLsUTl0/klg9u4YIeF/Dqxa/aeGSmQbEajTEhCvi9aTpbuHkhV0+6muM7Hc8bl7xhScY0OJZojAmRF4lmx4EdjHxjJK3SWzHx8ok0TbFJ50zDY1+djAlR2ejNEaKqXDflOjbt28Tc6+fa3DCmwbJEY0yIAoHI1mj+Me8fTFkxhb/+5K8M7lDbTLzGJC5rOjMmRMFAMGKJ5vud33P39Ls5v/v5/Pq4X0dkn8bEK6vRGBOiX/b7Jakr6j8Uf1CDXDf5OlKTUhk3fJyNvmwaPEs0xoRCoWVyS0ip/67+881/+N/6//HCiBfomNWx/js0Js5Z05kxIQj6g3y28TM2FG2o1352Fe5izIwxnHTYSfxi4C8iFJ0x8c0SjTEh8B/0M339dNYdXFev/Tww6wF2Fu7kmfOfsSYz02hY05kxIUjxpXDfoPvwbQj/u9nqnav5Z+4/uXHQjQxoPyCC0RkT3yzRGBMCUSHFl1KvSc/+MPMPpCal8sBpD0QuMGMSgDWdGROCwv2FfJj3IRsKw7tGs3DzQt5Y8ga/P/735GTmRDg6Y+KbJRpjQlB0oIivtnzF9pLtYW3/yP8eIatJFrefeHuEIzMm/lmiMSYEgeIAKGHdsLl823LeWfYOtx17Gy3SWngQnTHxzRKNMSEIlISfaB77/DHSU9L57fG/9SAyY+JftZ0BROTimjZU1YmhFCAiSUAusFFVh9ctPGPiQ6A4AFDnQTU37dvE69++zs2Db6Z109ZehGZMSCqfi0WkFfAm0AXIAy5T1V1elF1Tr7ML3N9tgROBT93HpwOzgJASDfAbYDlgc9KahBUMBJ0aTR0TzT9z/4k/6LfxzEw8qHwuHgPMUNXHRGSM+/huLwqutulMVX+hqr8AFOijqj9V1Z8CfUPduYh0AoYB/653pMbEUDjXaIr8RTyX+xzDegzjyFZHehidMTWr5lw8Ehjv/j0euNCr8kO5RtNFVTeVe7wF6BHi/v8K3AUEq1tBREaLSK6I5Pr9/hB3a0x0hXON5p1l77DtwDZ+fazVZoynkkvPoe7P6CrWqepc3K703O7+butZgCGsM0tEpgGv49RurgBm1raRiAwHtqrq1yIytLr1VHUcMA4gIyNDQwnamGgrTTQ+X+j9Z55f8DzdWnbjzCPO9DAyY/CrarUTGoV6LvZSrYlGVW8VkYuAU91F41R1Ugj7PgkYISLnA2lAljtd+5oAACAASURBVIj8V1WvCj9cY2KjrEaTHFqNZuWOlcxeN5s/nfEnfGKdO01MVXkuBraISI6qbhKRHGCrVwGE+glYALyvqr8DpolIZm0bqOo9qtpJVbvg1II+tSRjElXPw3tyX+/7aNe0XUjrv/jNiyRJEqMGjvI2MGNqUcO5eApwrbvatcBkr2KoNdGIyI3ABOBf7qKOwLteBWRMPBIVUjQFX3Lt380CwQCvLH6F87ufb8PNmHj2GHC2iKwCznYfeyKUGs0tOFWvvQCquoo6XjRS1Vl2D41JZD9s/IGP8j+iMFhY67qz180mf18+V/W3CryJL+XPxaq6Q1XPVNXu7u+dXpUbSqI5qKrFpQ9EJBmnU4AxjcbOXTtZuGshfqm9Z+Rr375Gs9RmXNDjglrXNaYxCKXX2WwRuRdIF5GzgV8B73kbljHxZUC3AQw4coBzKbUGRf4iJiybwMW9LyY9JT06wRkTJSJyIs5IAmW5Q1Vfrm27UBLNGOB64FvgJuADVX0+vDCNSVABnDsQamkDmPb9NPYc3MPPj/p5NKIyJmpE5BWgG7AQ5xMBTutWRBLNWFW9H3jeLSxJRF5V1SvDjNeYhLN89XKWbFzCxZ0uJonquzhP/G4iLdNackbXM6IYnTFRMRhnlJg6XzoJ5RrN4SJyD4CIpOKMcbaqrgUZk8i27drG0n1LkeTqp9gsCZTw3or3uKDnBaQkpUQxOmOiYgnQPpwNQ6nR/AJ41U02pwMfqur/C6cwYxJVoCSAqCBSfaKZs24Ou4p2cVGvi6IYmTFR0xpYJiLzgIOlC1V1RG0b1jRNwKByD/+Gcx/N5zidAwap6oLw4zUmsQT8AXz4aqzRTFw+kfTkdM7pdk4UIzMmasaGu2FNNZo/V3q8C+jjLlfAGqFNoxEoCThTBFSTZ1SVKSuncO6R59I0pWl0gzMmClR1toi0A4a4i+apakjD1lSbaFT19EgEZ0xDEPAHnE4A1VzVXLptKRv2bmDsaWOjGpcx0SIilwFP4sxHJsDfReROVZ1Q27ahXKNBRIbhzENTdheBqj4YVrTGJKCAv+YazQerPgDg3CPPjWJUxkTVfcCQ0lqMiLQBpuMMUVajUMY6ew64HLgN52N2KdC5PtEak2hqq9F8+P2H9G/Xn45ZHaMbmDHR46vUVLaDEAdmDmWlE1X1GmCXqv4ROAE4rO4xGpO4yhJNFTWavQf38tn6zzjvyPOiH5gx0fORiEwTkVEiMgp4H/gglA1DaTorHUXwgIh0wMliXcMK05gElSzJpPvSq0w0n679FH/Qb4nGNGiqeqeI/BRnkGUh9LnJQko0U0WkBc5FoAU4Pc7+XfMmxjQsIweNhK+osg1gxpoZZKRkcMJhJ0Q9LmOiSVXfAd6p63ahJJonVPUg8I6ITMXpEFBU14KMSWgBnK9YVdVo8j7llM6nkJqUGu2ojPGciHymqieLyD4qjtwvgKpqVm37COUazRelf6jqQVXdU36ZMY3BrCWz+HT3p4d8Yjbv38yybcs4vYvdDWAaJlU92f2dqapZ5X4yQ0kyUPPIAO1xZtNMF5Gj+fG7XBZgd6SZRmX3/t1oiR5So5m5diaADaJpGjwReUVVr65tWVVqajr7CTAK6IQzGkDpR2wfcG94oRqTmC7sf6EzOHrlRJM3k+ZNmnN0+6NjEpcxUdS3/AN3EsxjQtmwppEBxgPjReSn7gUgYxovP9X2ODuty2kk+aqfOsCYROYOqFw6+eXe0sVAMTAulH2Eco2mk4hkiePfIrJARGzUQNOoTMydyIzdMyos27x/M6t3rebUw0+NUVTGeE9VH1XVTODJStdnslX1nlD2EUqiuU5V9wLnAG1xpg14LPywjUk8+Tvz2RnYWWHZ5+s/B+Ckw0+KRUjGRNs8EWle+kBEWojIhaFsGEqiKW0wOB/4j6ouotoRn4xpmAL+wCHNY5+t/4y05DQG5QyqZitjGpQH3F7HAKjqbuCBUDYMJdF8LSIf4ySaaSKSiTN7ujGNRiBwaKL5/IfPObbjsXb/jGksqsoXIQ3MHEqiuR4YgzNq5wEgFaf5zJhGI+gPOqM3uwqKC/hm8zecdJg1m5lGI1dE/iIi3UTkCBH5f8DXoWxYa6JR1aCqLnCrSajqDlVdXM+AjUkolWs08zbOwx/0W6IxjcltOD3N3gTexhkh5pZQNgyp2hMOEUkD5gBN3HImqGpI7XnGxJuAP4DP9+P3si82OINj2PhmJt5Vdy4WkVY4SaMLkAdcpqq7qtuPqhbgtG7VmWeJBjgInKGq+0UkBfhMRD5U1S89LNMYT5RNfOaanz+f7q260yq9VQyjMiYkVZ6LgYuBGar6mIiMwUkid1feWET+qqq/FZH3qDjWGQCqOqK2AGpNNCLSDdigqgdFZCjQH3i5tCmtOqqqwH73YYr7c0iQxtTVN69/w96tew9ZLiKcOsC5p+W7dd+xp2APx/U5DoBF3y9i9/4a37KkpaZVWD+oQY7ufjSqWmXT2dAuQyP0iqJvCz/O/2FiLynVu0m+ajgXjwSGusvH40zRfEiiAV5xfz8Vbgyh1GjeAQaLyJHAC8AU4DWcXmg1EpEknItFRwLPqOpXVawzGhgNkJpqvXdMzQp3FjL575NhK4d8bUmWZE49wkk0y7cuZ33Reo473E0c+YtYU7imxn23TGlZYf0SLeHojkeDQvbObFp3bA1A/r588vflM6TDkMi+uCgJAkuLoHAHqN2oEBdSg9De72SAMCSLSG65x+NUtcId+1Wdi0WknapuAlDVTSLStqqdq2rpBf9WwAfuaP51CzCEdYKq6heRi4C/qurfReSbUHauqgFgoDufzSQROUpVl1RaZxzuMAYZGRlW4zE1ChQHoATOb30+Q4ZUcaJ3T5wX9rywwuOre9Y67l/V6wsIwq29bkWaOk/O3zgfgGM7HhvOS4i5ABAohgxAj4t1NAbgoB9KmoWdaPyqOrimFao6F4dRzgjgryIyB3gDmKaq/lA2DCXRlIjIz4BrgQvcZXU6Hqq6W0RmAecCS2pZ3ZhqBf1BUEhKTUKyq/86LpXuKa78uDY1bT8/fz5JksTA9gPrtM94EQAIgjYFOSLW0RiA4r1E5Tb4SufiLSKS49ZmcnDaCWra9hfuNZ7zgJ8Dz4rIJ6p6Q23lhnIfzS+AE4BHVHWtiHQF/lvbRiLSxs2eiEg6cBbwXQjlGVOtlKQUjmt7HG3TqqzlR8W8jfM4qu1RNE1JzNkygoAGQcP8+mwSSw3n4ik4FQjc35Nr25eqlgAf4tRovsa5zlOrWms0qroM+HW5x2sJbayzHJzRn5NwEtpbqjo1lKCMqU56k3TOO+w852p2DKgqufm5/LT3T2MTQASU1Wgs0TQWVZ6LReQL4C0RuR5YD1xa005E5FzgCuB0nI4D/wYuCyWAUHqdnQSMBTq765dO31ljpdu9qdMm6TARpUHFH/CTpEn4QqqQR9b6PevZVbSLYzqENA1HXApgNZrGpLpzsaruAM6sw65G4dRkbqprh4BQrtG8APwOp5oUqMvOjYm0bVu38ew3z3Jpi0vpW3EepqhYuHkhQMJenwH3Q6yWaEzdqOoV4W4bSqLZo6ofhluAMZGUkZbBWR3Ool2wXUzKX7h5IYLQr22/mJQfCQGcnuHi5e3apsERkYuBx3GmixF+bN3Kqm3bUN5qM0XkSWAizh2m4Ox9QXjhGhO+jPQMTm53MuysfV0vLNyykO7Z3clIzYhNABEQAFRB7LY1UzdPABeo6vK6bhhKointaV++n7YCZ9S1MGPqy1/sZ2/RXjI1k5Rw7zqoh4WbFybs/TOlgrg1Gms6M3WzJZwkA6H1Ojs9nB0b44VNmzfxwtIXuKrNVRzJkVEte3fRbvJ25zF60OiolhtpZTUaSzSmbnJF5E3gXSq2bk2sbcNQep21A/4EdFDV80SkD3CCqr5Qj4CNCUvpDZvlR1KOlkWbFwGJ3REAfuzeHIMKoUlsWcAB4JxyyxTnskqNQmk6ewn4D3Cf+3glztDSlmhM1AUDzuSuPol+opmyYgoAA9oPiHrZkRQAREGaxDoSk0hUNewJL0P5tLZW1bdwp292x7axbs4mJspqNFFMNKrKH2f9kb98+Reu6n8VHTI7RK1sLwQAn9VoTB2JSCcRmSQiW0Vki4i8IyKdQtk2lE9rgYhk446VKyLHA3vqEa8xYdOgRrXpTFW5Z8Y9jJ09lmsHXMtLI1+KSrleCgASsPtoTJ39B2fYmg5AR+A9d1mtQmk6+727824i8jnQBrgkvDiNqZ9gwK3RJEUn0dw7414e//xxbj7mZp4Z9kxMmuwiLQhIELDuzaZu2qhq+cTykoj8NpQNQ0k0O4HTgJ44N+isABL7aqhJWNG8RvPMvGd47PPHuOmYm3h22LOINIzJWwKAL4A1nZm62i4iVwGvu49/BuwIZcNQPq3vAO1Udak7l8wJwIthhWlMPZVdo/G4RvPx6o/59Ue/ZkTPETxz/jMNJskA+IN2jcaE5TqcQTQ3A5twWrZC6iAQyqf1ZuBdEWkvIucDTxPC7JrGeKGs6czDazRrd63liglX0LdNX167+LUKUzg3BAEFfNAAWgFNdD0EXKuqbVS1LU7iGRvKhqHcsDlfRH4NfAwUAWer6rZ6BGtM2Nq1bMdZbc8iI8WbIWCKA8VcNuEyFGXS5ZMSeqiZ6gQClmRMWPqr6q7SB6q6U0RCGqG/2kQjIu9RcVb2pji9zV4QEVR1RLjRGhOuNi3a0KZVG88uZN8/835y83OZeNlEurXq5k0hMeYPWqIxYfGJSMvSZCMirQjtOn+NKz0ViciMiaSiwiIKiwppntk84vPRfLb+M574/AlGDxrNRb0viui+40lAQZOjMnOwaVj+DMwVkQk4lZDLgEdC2bDaRKOqs0v/doehGeI+nKeqNc4tbYxXlqxawtTVU7k9+3YyyYzYfov8Rdww5QY6t+jMn3/y54jtN94o4A9AcsO67GSiQFVfFpFcnAGVBbjYnYG5VqGMdXYZ8CTO1J0C/F1E7lTVCeGHbEx4uuZ05aJ2F5GWkhbR/T4y5xFW7FjBtKum0Sy1WUT3HU+c4T0ASzQmDG5iCSm5lBdK+9p9wJDSWoyItAGmA5ZoTNRlZ2WTnZUdYstwaNbsWsOTc5/kyn5Xck63c2rfIIGVTuNsXZtNNIXSyO2r1FS2I8TtjIm4vfv2sv7AeoISjNg+b//4dpJ9yTxx9hMR22e8Kh25WW12TRNFoSSMj0RkmoiMEpFRwPuATe1sYuLbVd/y4voX8as/IvubnTebd797l/tOuS/hB8sMRWmNxhKNiaZQ7qO5050r+mScazTjVHWS55EZU4VIjnWmqtz76b10yOzAb48PacimhBd0/wmmWrOEiZ5QOgM8rqp3U25ym3LLjImqSI4M8OH3HzL3h7k8N+w50lPSIxBd/CudXTNo12hMFIXyaT27imXnRToQY0JROqhmfcceU1UemPUAR7Q8guuOvi4SoSWE0kTjs0RjoqimkQF+CfwKOEJEFpd7KhP43OvAjKlKMBDEhw9Jql+imbF2Brn5uYwbPo6UpMZz1i1NNNbrzERTTU1nr+Fc9H8UGFNu+T5V3elpVMZUozTR1Pe29kc/e5QOmR24ZsA1kQksQZROjSuWaEwUVdt0pqp7VDVPVX+mquvK/YSUZETkMBGZKSLLRWSpiPwmcmGbxioYCDpz0dQj0eTm5/Lp2k/5/fG/p0lyk8gFlwBKazSWaBqP6s7FItJKRD4RkVXu75ZexeBlxxM/cLuq9gaOB24RkT4elmcaAVWtd43m7/P+TrPUZtx4zI2RCyxBBHEGBrBE06hUdy4eA8xQ1e7ADCq2XEWUZ73pVXUTzuQ4qOo+EVmOM890nYcvMKZUfWs0Wwu28saSNxg9aDRZTbLqtO02YOlBCJSEV3Y8UED84GtScWh203DVcC4eCQx1VxuPM8yYJ72Jo3Lbloh0AY4GvqriudHAaIDUVJvE3NRsQJcBdM7uHHaief7r5ykOFHPLsbfUedsCoGA7ZAQgmKBjhQmQmQT+FjZ6cwOS7A52WWqcqo6rasVK5+J2bhJCVTeJSFvPAvRqx6VEpBnOdNC/VdW9lZ93D8g4gIyMDPuSZWrUsWVHOmZ0DOssGdQg4xaM48yuZ9Krda+6b1/6x6ng61z38uNFAEsyDYxfVQfXtlLlc3E0pyf39OZgEUnBeWGvqurE2tY3pjbbd28nvyg/rDPlp2s/Zf2e9dww6IawytbSfxK0NmMar2rOxVtEJMd9PgfwbPoXzxKNOOnyBWC5qv7Fq3JM4zJnyRze3vp2WInmxW9epEVaCy7sdWFYZQcBUVBLNCaB1HAungJc6/59LTDZqxi8bDo7Cbga+FZEFrrL7lXVDzws0zRwJ/c8maLWRXVONLsKdzFx+URuGHQDacnhzWWjOIlGLNGYxFLluRh4DHhLRK4H1gOXehWAl73OPsOagk2Etc1sC02o8ztrwrIJHAwcZNTAUWGXrYAEsdEoTUKp5Vx8ZjRisI+MSSjrtqxjdeHqOieaN5a+QY/sHhyTc0zYZZc1ndmnxpg6sY+MSSifr/ic6Tun1ynRbN6/mVl5s7ii7xX1GozTOgMYEx5LNCahhDPW2YRlEwhqkMuPurx+ZePUaCzRGFM3lmhMQlHVOo8M8ObSN+nXth992tRvBKSyzgA2O6UxdWKJxiSUutZotuzfwufrP+eSPpfUv2yczgB2jcaYurGPjEkowUAQ0dCrM1NXTkVRRvYcWe+yS2s09qkxpm7sI2MSSl0H1Zy8YjKdm3emf7v+9S+7dOhj+9QYUyf2kTEJpSzRhKCguIBP1nzCyJ4j6z31M7gzUwqEWLwxxmUfGZNQgoEgPl9ob9vpa6ZT5C9iZK/6N5uBe43GbkE2ps4s0ZiEUtYZIAQffv8hmamZnHL4KZEp20YFMCYs1lHTJJQRvUeQtKH2G1lUlWmrp3FG1zNISYrMdJJBtTGVjAmHfT8zCaVjVkfap7Wvdb1VO1eRtzuPn3T7ScTKVusIYExY7GNjEsrKzSvZULSh1vU++v4jAH5yZOQSTdDtDGCMqRtLNCahfLD8A3ILcmtdb9rqaXRv1Z0jWh4RsbIt0RgTHrtGYxLKNf2vIbmg5rdtSaCE2Xmz6zUlQFWsM4Ax4bFEYxJKqyatah3UMjc/l4KSAk7vcnpEyw5i99AYEw772JiEMv+H+eQdzKtxnVl5swA4tfOpES07aJ0BjAmLfWxMQpmxZgbLC5bXuM6sdbM4qu1RtMloE7FytfQPu0ZjTJ1ZojEJpbYhaEoCJXy2/jOGdh4a0XLLJj2zT4wxdWYfG5NQgsGah6DJzc/lQMkBhnYZGtlysftojAmXfWxMQtGg1lijmbNuDhD56zNWozEmfPaxMQklGKy56Wzuhrn0yO4R0esz4NRosGmcjQmLJRqTMDSoP07lXNXzqsz9YS4nHnZi5Mt2/6nDnGvGGJclGpMwgv4gKNXOLfP9zu/ZfmA7J3Q6IeJlK3aNxphw2cfGJIygPwhQbY3miw1fAHhSo7GmM2PC51miEZEXRWSriCzxqgzTuJTWaKqbj2buD3PJapJFnzZ9Il52WdOZJRqTgKo6H4tIKxH5RERWub9belW+lzWal4BzPdy/aWRSklK4td+tDGwxsMrn5/4wl+M7HR/yVM91UVqjUWsDMInpJQ49H48BZqhqd2CG+9gTno11pqpzRKSLV/s3jY8PH63TWlf5rt1fvJ+l25ZyUa+LPCm7rHtzA6nR5DWFfZGZD85EwEEfnOXh/qs5H48Ehrp/jwdmAXd7UX7MB9UUkdHAaIDU1NQYR2PiWXFRMV9v+pojDh5BO9pVeO6bTd8Q1CBDOg7xpOwgTp4JNoAaTQD4OBu2llgvuniRlgrXCTQNb/NkESk/d8Y4VR0XwnbtVHUTgKpuEpG24RVfu5gnGveAjAPIyMjQWlY3jVhRYRHT1k9jRMaIQxLN15u+BuCYnGM8Kbu0RiMNoEbj98HBILQohvadYh2NASgQCKSHvblfVQdHMJyIi3miMSZUmRmZjBk4huSth75tc/Nz6ZjZkZzMHE/KVvenIUwT4BenhtYkFVpnxzoaA1BITMZr3SIiOW5tJgfY6lVBDeBjYxoLUSEtKY3kpKoTzeAO3n2pC7q/G0JnAL/PmfKgIdTOTL1MAa51/74WmOxVQV52b34d+ALoKSIbROR6r8oyjcP+vfv5+IeP2Vy0ucLyvQf3smLHCk8TTekNmw3h5Fwi7mtpAEnThKaa8/FjwNkisgo4233sCS97nf3Mq32bxulAwQHmbp5Lx5YdaU/7suULNi0A8L5GIw0j0fjFajSNTQ3n4zOjUb59pzEJIxioemSAr/O97QgADa8zgAJiV2hNlFiiMQmjbGSASolm4ZaFdMzsGPERm8sr7QzQELoDlwgEBZLt02+ixN5qJmGU1WgqTXy2aPMiBrQf4G3Z0GBqNAGf83qS7NNvosTeaiZhVDXWWXGgmOXbl9O/bX9Pyy7r3twAEk2JOK8lxT79JkrsrWYShgad+3nLN50t37Ycf9AftRpNQ/jE+N0ajTWdmWixt5pJGFV1Bli0ZREAA9p5m2hKazQNYawzv9u9ObkBvBaTGCzRmIRRNvFZ0o9X5BdvWUxachrds7t7WzYg2jB6apX4nNfis0RjosQSjUkYwcChvc4WbVlE3zZ9SfZ5mwEa0ujNfgEJQlIDeC0mMViiMQmjW6dujOk9hg4ZHcqWLd6y2PNmM3A7AjSUazQCBK1GY6KnATQEmMbCh480X1rZ460FW9lasJV+7fp5XnZp01mDqNH4wFdi3ZtN9NhbzSSMzVs383H+x+wP7Adg2bZlAPRt09fzshtS01mJNZ2ZKLNEYxLGjp07mL9zPkV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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "fig, ax1 = plt.subplots()\n", + "ax2 = ax1.twinx()\n", + "\n", + "pd.DataFrame(mimo_step_up[:,:,0], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool', ax=ax1)\n", + "ax1.plot(time, np.sum(mimo_step_up[:,:,0],1), 'k-.', alpha=.5)\n", + "plt.xlabel('time')\n", + "plt.ylabel('stake')\n", + "plt.title('step_up tokens staked for proposal 0')\n", + "ax2.plot(time, mimo_step_up_response[:,0], 'k-')\n", + "ylim= ax1.get_ylim()\n", + "ax2.set_ylim(0, ylim[1]/(1-alpha))\n", + "\n", + "plt.xlabel('time')\n", + "ax1.set_ylabel('tokens staked')\n", + "ax2.set_ylabel('conviction')\n", + "plt.title('Support for Proposal 0')\n", + "\n", + "fig, ax1 = plt.subplots()\n", + "ax2 = ax1.twinx()\n", + "\n", + "pd.DataFrame(mimo_step_up[:,:,1], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool', ax=ax1)\n", + "ax1.plot(time, np.sum(mimo_step_up[:,:,1],1), 'k-.', alpha=.5)\n", + "plt.xlabel('time')\n", + "plt.ylabel('stake')\n", + "plt.title('step_up tokens staked for proposal 1')\n", + "\n", + "ax2.plot(time, mimo_step_up_response[:,1], 'k-')\n", + "ylim= ax1.get_ylim()\n", + "ax2.set_ylim(0, ylim[1]/(1-alpha))\n", + "\n", + "plt.xlabel('time')\n", + "ax1.set_ylabel('tokens staked')\n", + "ax2.set_ylabel('conviction')\n", + "plt.title('Support for Proposal 1')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Emptying up the tank\n", + "\n", + "A set of tests where the participants start supporting a proposal but their support starts at different times\n", + "- granular input signals\n", + "- aggregate inputs with outputs\n", + "- granular inputs with outputs" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": "Text(0.5, 1.0, 'step_up tokens staked for proposal 1')" + }, + "metadata": {}, + "execution_count": 12 + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "pd.DataFrame(mimo_step_down[:,:,0], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool')\n", + "plt.xlabel('time')\n", + "plt.ylabel('stake')\n", + "plt.title('step_up tokens staked for proposal 0')\n", + "pd.DataFrame(mimo_step_down[:,:,1], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool')\n", + "plt.xlabel('time')\n", + "plt.ylabel('stake')\n", + "plt.title('step_up tokens staked for proposal 1')" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": "Text(0.5, 1.0, 'Conviction and tokens staked for proposals 0 and 1')" + }, + "metadata": {}, + "execution_count": 13 + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "fig, ax1 = plt.subplots()\n", + "\n", + "ax2 = ax1.twinx()\n", + "ax1.plot(time, np.sum(mimo_step_down, 1), 'b--')\n", + "ax2.plot(time, mimo_step_down_response, 'g-')\n", + "\n", + "ax1.set_xlabel('time')\n", + "ax1.set_ylabel('Tokens Staked', color='b')\n", + "ax2.set_ylabel('Conviction Accumulated', color='g')\n", + "\n", + "plt.title('Conviction and tokens staked for proposals 0 and 1')" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": "Text(0.5, 1.0, 'Support for Proposal 1')" + }, + "metadata": {}, + "execution_count": 14 + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n" 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "fig, ax1 = plt.subplots()\n", + "ax2 = ax1.twinx()\n", + "\n", + "pd.DataFrame(mimo_step_down[:,:,0], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool', ax=ax1)\n", + "ax1.plot(time, np.sum(mimo_step_down[:,:,0],1), 'k-.', alpha=.5)\n", + "plt.xlabel('time')\n", + "plt.ylabel('stake')\n", + "plt.title('step_up tokens staked for proposal 0')\n", + "ax2.plot(time, mimo_step_down_response[:,0], 'k-')\n", + "ylim= ax1.get_ylim()\n", + "ax2.set_ylim(0, ylim[1]/(1-alpha))\n", + "\n", + "plt.xlabel('time')\n", + "ax1.set_ylabel('tokens staked')\n", + "ax2.set_ylabel('conviction')\n", + "plt.title('Support for Proposal 0')\n", + "\n", + "fig, ax1 = plt.subplots()\n", + "ax2 = ax1.twinx()\n", + "\n", + "pd.DataFrame(mimo_step_down[:,:,1], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool', ax=ax1)\n", + "ax1.plot(time, np.sum(mimo_step_down[:,:,1],1), 'k-.', alpha=.5)\n", + "plt.xlabel('time')\n", + "plt.ylabel('stake')\n", + "plt.title('step_up tokens staked for proposal 1')\n", + "\n", + "ax2.plot(time, mimo_step_down_response[:,1], 'k-')\n", + "ylim= ax1.get_ylim()\n", + "ax2.set_ylim(0, ylim[1]/(1-alpha))\n", + "\n", + "plt.xlabel('time')\n", + "ax1.set_ylabel('tokens staked')\n", + "ax2.set_ylabel('conviction')\n", + "plt.title('Support for Proposal 1')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Noisy inputs: constantly filling and emptying at the same time\n", + "\n", + "A set of tests where the participants start supporting a proposal but their support starts at different times\n", + "- aggregate inputs with outputs\n", + "- granular inputs with outputs" ] }, { @@ -208,41 +757,123 @@ "metadata": {}, "outputs": [ { + "output_type": "execute_result", "data": { - "text/plain": [ - "'0.0000401'" - ] + "text/plain": "(0.0, 29.705970965941468)" }, - "execution_count": 15, "metadata": {}, - "output_type": "execute_result" + "execution_count": 15 + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n" + }, + "metadata": { + "needs_background": "light" + } } ], "source": [ - "alpha = 1- 0.9999599\n", - "\"{:.7f}\".format(alpha)" + "fig, ax1 = plt.subplots()\n", + "\n", + "ax2 = ax1.twinx()\n", + "ax1.plot(time, np.sum(mimo_noisy, 1), '.--', alpha=.3)\n", + "ax2.plot(time, mimo_noisy_response)\n", + "\n", + "ax1.set_xlabel('time')\n", + "ax1.set_ylabel('Tokens Staked')\n", + "ax2.set_ylabel('Conviction Accumulated')\n", + "\n", + "plt.title('Conviction and tokens staked for proposals 0 and 1')\n", + "\n", + "\n", + "ylim= ax1.get_ylim()\n", + "ax2.set_ylim(0, ylim[1]/(1-alpha))" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 16, "metadata": {}, "outputs": [ { + "output_type": "execute_result", "data": { - "text/plain": [ - "1417.5915392982765" - ] + "text/plain": "Text(0.5, 1.0, 'Support for Proposal 1')" }, - "execution_count": 19, "metadata": {}, - "output_type": "execute_result" + "execution_count": 16 + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n" + }, + "metadata": { + "needs_background": "light" + } } ], "source": [ - "newThreshold = trigger_threshold(requested, funds, supply, beta, rho, alpha)\n", - "newThreshold" + "fig, ax1 = plt.subplots()\n", + "ax2 = ax1.twinx()\n", + "\n", + "pd.DataFrame(mimo_noisy[:,:,0], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool', ax=ax1)\n", + "ax1.plot(time, np.sum(mimo_noisy[:,:,0],1), 'k-.', alpha=.5)\n", + "plt.xlabel('time')\n", + "plt.ylabel('stake')\n", + "plt.title('step_up tokens staked for proposal 0')\n", + "\n", + "ax2.plot(time, mimo_noisy_response[:,0], 'k')\n", + "ylim= ax1.get_ylim()\n", + "ax2.set_ylim(0, ylim[1]/(1-alpha))\n", + "\n", + "plt.xlabel('time')\n", + "ax1.set_ylabel('tokens staked')\n", + "ax2.set_ylabel('conviction')\n", + "plt.title('Support for Proposal 0')\n", + "\n", + "fig, ax1 = plt.subplots()\n", + "ax2 = ax1.twinx()\n", + "\n", + "pd.DataFrame(mimo_noisy[:,:,1], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool', ax=ax1)\n", + "ax1.plot(time, np.sum(mimo_noisy[:,:,1],1), 'k-.', alpha=.5)\n", + "plt.xlabel('time')\n", + "plt.ylabel('stake')\n", + "plt.title('step_up tokens staked for proposal 1')\n", + "\n", + "ax2.plot(time, mimo_noisy_response[:,1], 'k')\n", + "ylim= ax1.get_ylim()\n", + "ax2.set_ylim(0, ylim[1]/(1-alpha))\n", + "\n", + "plt.xlabel('time')\n", + "ax1.set_ylabel('tokens staked')\n", + "ax2.set_ylabel('conviction')\n", + "plt.title('Support for Proposal 1')" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -266,4 +897,4 @@ }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file 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 ff1746e..2ef7ddf 100644 --- a/models/v3/.ipynb_checkpoints/Aragon_Conviction_Voting_Model-checkpoint.ipynb +++ b/models/v3/.ipynb_checkpoints/Aragon_Conviction_Voting_Model-checkpoint.ipynb @@ -22,15 +22,11 @@ "source": [ "## TODO:\n", "* Move params to M. Pass params into confiction helper functions. Update run time, review conviction3 code (Andrew)\n", - "* Update diff spec (Andrew)\n", - "* Effective supply: sum of the holding of all agents - state variable (Andrew, Z review)\n", - "* Actual supply - state the gets initialized but grows whenever a mint happens (Andrew, Z review)\n", - "* Denominate the model in honey (Andrew, Z review)\n", - "* Add for next steps, to add a uniswap instance. Natural next step, add a paragraph about how it is a next step (Jeff)\n", + "* Update old versions to new cadCAD (Andrew)\n", + "* Close extra branches (Andrew)\n", "* Factor the trigger function out. Trigger function notebook and how alpha notebook. (Andrew structure, Z work)\n", - "* Update all write-up, README.MD (Jeff)\n", - "* Directory: (Andrew)\n", - "* README\n" + "* Review all write-up, update README.md (Jeff, Andrew, Z)\n", + "* Make snap video and upload to youtube" ] }, { @@ -123,38 +119,16 @@ "cell_type": "code", "execution_count": 2, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'beta': 0.2,\n", - " 'rho': 0.0025,\n", - " 'alpha': 0.875,\n", - " 'gamma': 0.001,\n", - " 'sensitivity': 0.75,\n", - " 'tmin': 0,\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": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "from cadCAD.configuration.utils import config_sim\n", "from model.model.sys_params import * \n", "\n", "sim_config = config_sim({\n", " 'N': 1,\n", - " 'T': range(60), #day \n", + " 'T': range(100), #day \n", " 'M': params,\n", - "})\n", - "sim_config[0]['M']" + "})" ] }, { @@ -199,36 +173,6 @@ "cell_type": "code", "execution_count": 4, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'beta': 0.2,\n", - " 'rho': 0.0025,\n", - " 'alpha': 0.875,\n", - " 'gamma': 0.001,\n", - " 'sensitivity': 0.75,\n", - " 'tmin': 0,\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": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "sim_config[0]['M']" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, "outputs": [], "source": [ "supply_sweep = trigger_sweep('effective_supply',trigger_threshold, sim_config[0]['M'], supply)\n", @@ -237,7 +181,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": { "scrolled": true, "tags": [] @@ -327,9 +271,9 @@ "\n", "\n", "## Differential Specification \n", - "![](images/Aragon_v2.png)\n", + "![](images/Aragon_v3.png)\n", "\n", - "## Schema of the states - UPDATE\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", "* (Participant, participant), we labeled this edge type \"influencer\" and it contains information about how the preferences and sentiment of one participant influence another \n", "* (Proposal, Proposal), we labeled this edge type \"conflict\" and it contains information about how synergistic or anti-synergistic two proposals are; basically people are likely to support multiple things that have synergy (meaning once one is passed there is more utility from the other) but they are not likely to pass things that have antisynergy (meaning once one is passed there is less utility from the other).\n", @@ -343,12 +287,12 @@ "* Each proposal *j* will have a *conviction* which is equal to the sum of the conviction on its inbound edges: ```network.nodes[j]['conviction'] = Sum_i network.edges[(i,j)]['conviction']```. \n", "\n", "\n", - "The other state variables in the model are *funds*, which is a numpy floating point, and effective supply, as supply.\n", + "The other state variables in the model are *funds*, *sentiment*, *effective_supply*, and *total_supply*.\n", "\n", "The system consists of 100 time steps without a parameter sweep or monte carlo.\n", "\n", " \n", - "## Partial State Update Blocks - TODO: UPDATE\n", + "## Partial State Update Blocks \n", "\n", "Each partial state update block is kind of a like a phase in a phased based board game. Everyone decides what to do and it reconciles all decisions. One timestep is a full turn, with each block being a phase of a timestep or turn. We will walk through the individaul Partial State update blocks one by one below." ] @@ -365,7 +309,7 @@ "},\n", "'variables': {\n", " 'network': update_network,\n", - " 'funds':increment_funds,\n", + " 'effective_supply':increment_supply,\n", "}\n", "```\n", "\n", @@ -375,8 +319,21 @@ "rv2 = np.random.rand()\n", "new_proposal = bool(rv2<1/proposal_rate)\n", "```\n", - "The network state variable is updated to include the new participants and proposals, while the funds state variable is updated for the increase in system funds. \n", - "[To see the partial state update code, click here](model/model/system.py)" + "The network state variable is updated to include the new participants and proposals, while the *effective_supply state variable is updated for the additiona of new particpant's funds. \n", + "\n", + " {\n", + " 'policies': { \n", + " 'random': minting_rule\n", + " },\n", + " 'variables': {\n", + " 'total_supply': mint_to_supply,\n", + " 'funds':mint_to_funds,\n", + "\n", + " }\n", + "},\n", + "\n", + "A behavior called *minting_rule* is included to record the general expansion of system supply every day. The *total_supply* and *funds* state variables are incrased with these minted values.\n", + "[To see the partial state update's code, click here](model/model/system.py)" ] }, { @@ -459,6 +416,7 @@ "\n", "The the model described above is the third iteration model that covers the core mechanisms of the Aragon Conviction Voting model. Below are next additional dynamics we can attend to enrich the model, and provide workstreams for subsequent iterations of this lab notebook.\n", "\n", + "* Add a uniswap instance\n", "* Mixing of token holdings among participants\n", "* Departure of participants\n", "* Proposals which are good or no good together\n", @@ -482,7 +440,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -491,7 +449,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -501,14 +459,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'N': 1,\n", - " 'T': range(0, 60),\n", + " 'T': range(0, 100),\n", " 'M': {'beta': 0.2,\n", " 'rho': 0.0025,\n", " 'alpha': 0.875,\n", @@ -526,7 +484,7 @@ " 'run_id': 0}]" ] }, - "execution_count": 9, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -537,7 +495,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -560,7 +518,7 @@ " 'variables': {'network': }}]" ] }, - "execution_count": 10, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -573,18 +531,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Initialization\n", - "To create the genesis_states, we create our in-memory graph database within networkx. \n", - "\n", - "\n", "### Parameters\n", "\n", - "Initial values are the starting values for the simulation and sys_params are global hyperparameters for the simulation.\n" + "Initial values are the starting values for the simulation." ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -597,7 +551,7 @@ " 'supply': 22392.22}" ] }, - "execution_count": 11, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -612,12 +566,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "$n$ is initial participants, whereas $m$ is initial proposals" + "$n$ is initial participants, whereas $m$ is initial proposals.\n", + "\n", + "Sim_config holds the global hyperparameters for the simulations" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -636,7 +592,7 @@ " 'lowest_affinity_to_support': 0.3}" ] }, - "execution_count": 12, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -649,35 +605,42 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "* $\\alpha$ : 0.875 The decay rate for previously accumulated conviction\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", - "\n", + "* $\\alpha$ : 0.875 The decay rate for previously accumulated conviction\n", + "* $\\gamma$: 0.001 The expansion of supply per per day\n", "* tmin = 7 unit days; minimum periods passed before a proposal can pass\n", "* min_supp = 50 number of tokens that must be stake for a proposal to be a candidate" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Initialization\n", + "Now we will initialize our model's state variables. " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# import libraries\n", + "import networkx as nx\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from model.model.conviction_helper_functions import * " + ] + }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ - "# import libraries\n", - "import networkx as nx\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "from model.model.conviction_helper_functions import * \n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "\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", @@ -709,7 +672,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -723,18 +686,18 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'type': 'participant',\n", - " 'holdings': 316.54596362304994,\n", - " 'sentiment': 0.1553685333489736}" + " 'holdings': 124.29322795913713,\n", + " 'sentiment': 0.7527941657836325}" ] }, - "execution_count": 16, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -746,7 +709,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -755,13 +718,13 @@ "Text(0, 0.5, 'Count of Participants')" ] }, - "execution_count": 17, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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JEwEGcuMfMzMbmqokh4/n539smL4nKVm4/8HMbISpcrTS1G4EYmZmQ0fL5CBpu4i4QtJHms2PiHM7F5aZmdWpXcvh74ArgN2azAvAycHMbIRqmRzyDXmIiAO6F46ZmQ0FVU6C+7qk8YXxCZK+1tmwzMysTlXOc9gpIp7uGYmIp4CdOxeSmZnVrUpyWELS0j0jkpYFlm6zvJmZDXNVznM4Hbhc0kl5/ADg5M6FZGZmdatynsM3JN0KbJ8nHRMRF3c2LDMzq1OVlgMRcSFwYYdjMTOzIaLdSXC/j4itJS0indfw2iwgImLFjkdnZma1aHeew9b5eVz3wjEzs6GgynkOp1aZZmZmI0eVQ1nfWRyRtCTwns6EY2ZmQ0HL5CDpyNzfsKGkhfmxCHgM+HXXIjQzs65rmRwi4ljgTcApEbFifoyLiJUi4sjuhWhmZt3WdrdSRLwKbDrYhUoaL+lsSXdKukPSFoNdhpmZ9V+VPocbJQ12gvgucFFEvB3YCLhjkNdvZmYDUOUkuM2AvSXNBZ7l9fMcNuxPgZLeBGwD7E9a0YvAi/1Zl5mZdUaV5PDBQS5zKvA4cJKkjYAbgIMj4tniQpKmA9MBJk+ePMghdN6UGRfUVvac43aprWwzGxl63a0UEXMjYi7wPOlM6Z5Hfy0JbAL8KCI2JrVGZjQpd2ZETIuIaZMmTRpAcWZm1ldVToLbXdLdwP3A1cAcBnadpYeAhyLi2jx+NilZmJnZEFGlQ/oYYHPgrxExlXR11j/3t8CIeBR4UNJ6edL2wO39XZ+ZmQ2+Kn0OL0XEAkljJI2JiCslfWeA5X4BOF3SWOA+0j0izMxsiKiSHJ6WtAJwDekHfT6pn6DfIuJmYNpA1mFmZp1TZbfS7sBzwKHARcC9wG6dDMrMzOrV7n4OmwEzgXWA24BPRYRvD2pmNgq0azn8EDgcWAk4HvjvrkRkZma1a5ccxkTEpRHxQkT8EvDJBmZmo0S7Dunxkj7Sajwizu1cWGZmVqd2yeFq3tjxXBwPwMnBzGyEancPaZ97YGY2SlU5lNXMzEYZJwczMytpdw/pj+Xnqd0Lx8zMhoJ2LYee+0Sf041AzMxs6Gh3tNICSZcAUyWd3zgzInbvXFhmZlandslhF9J9Fk4Fvt2dcMzMbChodyjri8CfJW0ZEY/nK7MSEYu7Fp2ZmdWiytFKq0i6CZgN3C7pBkkbdDguMzOrUZXkMBP454hYKyImA4flaWZmNkJVSQ7LR8SVPSMRcRWwfMciMjOz2lW5E9x9kv6N1DENsA/p1p5mZjZCVWk5HEi6XPe5pHMeVs7TzMxshOq15RARTwFf7EIsZmY2RPjaSmZmVuLkYGZmJb0mB0lbVZlmZmYjR5WWw/crTjMzsxGiZYe0pC2ALYFJkv65MGtFYIlOB2ZmZvVpd7TSWGCFvMy4wvSFwEc7GZSZmdWr3YX3rgaulvSziJjbxZjMzKxmVc6QXlrSTGBKcfmI2K5TQZmZWb2qJIdfAj8GTgBeGayCJS0BzAIejohdB2u9ZmY2cFWSw8sR8aMOlH0wcAepg9vMzIaQKoey/kbSQZJWlTSx5zGQQiWtQbrT3AkDWY+ZmXVGlZbDfvn5iMK0ANYeQLnfAb7EG4+CegNJ04HpAJMnTx5AUdYtU2ZcUFvZc47bpbayzUaiKhfemzqYBUraFZgfETdIen+bcmeSbyo0bdq0GMwYzMysvV6Tg6RPNpseEaf0s8ytgN0l7QwsA6wo6bSI2Kef6zMzs0FWZbfSpoXhZYDtgRuBfiWHiDgSOBIgtxwOd2IwMxtaquxW+kJxXNJ44MyORWRmZrWr0nJo9CwwKP0Q+X7UVw3GuszMbPBU6XP4DenoJEgX3HsHcFYngzIzs3pVaTl8qzD8MjA3Ih7qUDxmZjYE9HoSXL4A352kcxImAC92OigzM6tXlTvBfRy4DvgY8HHgWkm+ZLeZ2QhWZbfSl4FNI2I+gKRJwGXA2Z0MzMzM6lPl2kpjehJDtqDi68zMbJiq0nK4SNLFwBl5/BPAhZ0LyczM6lblJLgjJH0E2DpPmhkR53U2LDMzq1PL5CDprcAqEfGHiDgXODdP31rSOhFxb7eCNDOz7mrXd/AdYGGT6c/keWZmNkK1Sw6rRMRtjRPztCkdi8jMzGrXLjmMbzNv2cEOxMzMho52yWGWpM80TpT0aeCGzoVkZmZ1a3e00iHAeZL25vVkMA0YC3y404FZ/9V5u04zGxlaJoeIeAzYUtK2wAZ58gURcUVXIjMzs9pUOc/hSuDKLsRiZmZDhC+DYWZmJU4OZmZW4uRgZmYlTg5mZlbi5GBmZiVODmZmVuLkYGZmJU4OZmZW4uRgZmYlTg5mZlbi5GBmZiVODmZmVuLkYGZmJV1PDpLWlHSlpNslzZZ0cLdjMDOz9nq9ZHcHvAwcFhE3ShoH3CDp0oi4vYZYzMysia63HCJiXkTcmIcXAXcAq3c7DjMza62OlsNrJE0BNgaubTJvOjAdYPLkyV2Ny6yqOm/JOue4XWop19vcPXVtL9TYIS1pBeAc4JCIWNg4PyJmRsS0iJg2adKk7gdoZjaK1ZIcJC1FSgynR8S5dcRgZmat1XG0koCfAndExPHdLt/MzHpXR8thK2BfYDtJN+fHzjXEYWZmLXS9Qzoifg+o2+WamVl1PkPazMxKnBzMzKzEycHMzEqcHMzMrMTJwczMSpwczMysxMnBzMxKnBzMzKzEycHMzEqcHMzMrMTJwczMSpwczMysxMnBzMxKnBzMzKzEycHMzEqcHMzMrMTJwczMSpwczMysxMnBzMxKnBzMzKzEycHMzEqcHMzMrMTJwczMSpwczMysxMnBzMxKnBzMzKzEycHMzEqcHMzMrMTJwczMSmpJDpJ2lHSXpHskzagjBjMza63ryUHSEsAPgZ2A9YG9JK3f7TjMzKy1OloO7wXuiYj7IuJF4ExgjxriMDOzFhQR3S1Q+iiwY0R8Oo/vC2wWEZ9vWG46MD2PrgfclYdXBp7oUrhDlesgcT24Dnq4HprXwVoRMak/K1ty4PF0RkTMBGY2Tpc0KyKm1RDSkOE6SFwProMerofBr4M6dis9DKxZGF8jTzMzsyGijuRwPbCupKmSxgJ7AufXEIeZmbXQ9d1KEfGypM8DFwNLACdGxOw+rKK0q2kUch0krgfXQQ/XwyDXQdc7pM3MbOjzGdJmZlbi5GBmZiXDJjmMtktuSJoj6TZJN0ualadNlHSppLvz84Q8XZK+l+vmVkmb1Bt9/0g6UdJ8SX8pTOvzNkvaLy9/t6T96tiWgWhRD0dJejh/Hm6WtHNh3pG5Hu6S9MHC9GH7nZG0pqQrJd0uabakg/P0UfV5aFMPnf88RMSQf5A6ru8F1gbGArcA69cdV4e3eQ6wcsO0bwIz8vAM4Bt5eGfgQkDA5sC1dcffz23eBtgE+Et/txmYCNyXnyfk4Ql1b9sg1MNRwOFNll0/fx+WBqbm78kSw/07A6wKbJKHxwF/zds6qj4Pbeqh45+H4dJy8CU3kj2Ak/PwycCHCtNPieTPwHhJq9YR4EBExDXAkw2T+7rNHwQujYgnI+Ip4FJgx85HP3ha1EMrewBnRsQLEXE/cA/p+zKsvzMRMS8ibszDi4A7gNUZZZ+HNvXQyqB9HoZLclgdeLAw/hDtK2gkCOASSTfkS4kArBIR8/Lwo8AqeXgk109ft3kk18Xn8y6TE3t2pzAK6kHSFGBj4FpG8eehoR6gw5+H4ZIcRqOtI2IT0tVr/0nSNsWZkdqQo+o45NG4zQU/AtYB3g3MA75dbzjdIWkF4BzgkIhYWJw3mj4PTeqh45+H4ZIcRt0lNyLi4fw8HziP1Cx8rGd3UX6enxcfyfXT120ekXUREY9FxCsR8SrwE9LnAUZwPUhaivSDeHpEnJsnj7rPQ7N66MbnYbgkh1F1yQ1Jy0sa1zMM7AD8hbTNPUdb7Af8Og+fD3wyH7GxOfBMoek93PV1my8GdpA0ITe1d8jThrWGPqQPkz4PkOphT0lLS5oKrAtcxzD/zkgS8FPgjog4vjBrVH0eWtVDVz4PdffG96HXfmdST/29wJfrjqfD27o26WiCW4DZPdsLrARcDtwNXAZMzNNFuoHSvcBtwLS6t6Gf230GqYn8Emmf6Kf6s83AgaSOuHuAA+rerkGqh1Pzdt6av9SrFpb/cq6Hu4CdCtOH7XcG2Jq0y+hW4Ob82Hm0fR7a1EPHPw++fIaZmZUMl91KZmbWRU4OZmZW4uRgZmYlTg5mZlbi5GBmZiVODjZkSfqQpJD09prjOETScn18zfvyVTRvlrRsw7zFDeP7S/rBYMRqNlicHGwo2wv4fX6u0yFAn5IDsDdwbES8OyKe70BMZh3l5GBDUr6WzNakE8D2LEx/v6SrJf1a0n2SjpO0t6TrlO5/sU5eboqkK/KFyS6XNDlP/5mkjxbWt7iw3qsknS3pTkmn57NtvwisBlwp6comcW4v6aZc9on5zNRPAx8HjpF0eh+3u13c35P0x7zdxW04QtL1+TVH52n/IemQwjL/qXwvALMqnBxsqNoDuCgi/goskPSewryNgM8C7wD2Bd4WEe8FTgC+kJf5PnByRGwInA58r0KZG5NaCeuTzlLfKiK+BzwCbBsR2xYXlrQM8DPgExHxLmBJ4HMRcQLprNUjImLvJuUsq9dv0nIz8B+Fee3iXpWUMHcFjssx7EC6RMJ7SRdhe0++SOOJwCfzMmNICfa0CnVgBjg52NC1F+ma8+Tn4q6l6yNd5/4F0qUALsnTbwOm5OEtgJ/n4VNJP6q9uS4iHop0MbObC+tqZT3g/pzAIN1fYJs2y/d4Pu9uendEvBv498K8dnH/KiJejYjbef1S1Tvkx03AjcDbgXUjYg4pqW7cMz8iFlSIzQxI/3TMhhRJE4HtgHdJCtJdrELSEXmRFwqLv1oYf5XeP9Mvk/8U5X/UYwvziut9pcK6uq0YnwrPx0bE/zZZ/gRgf+AtpJaEWWVuOdhQ9FHg1IhYKyKmRMSawP3A+/qwjj/yel/F3sDv8vAcoGcX1e7AUhXWtYh0i8ZGdwFTJL01j+8LXN2HGJtpFXcrFwMH5j4aJK0u6c153nmku55tyjC6EqkNDU4ONhTtRfphKzqHvh219AXgAEm3kn60ezpjfwL8naRbSLtwnq2wrpnARY0d0hHxN+AA4JeSbiO1XH7chxj7EndTEXEJaTfUn3IMZ5MTWaTbQV4JnBURrwwwLhtlfFVWsxEq7za7EfhYRNxddzw2vLjlYDYCSVqfdP+Cy50YrD/ccjAzsxK3HMzMrMTJwczMSpwczMysxMnBzMxKnBzMzKzk/wEL90DuV5sEJwAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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" ] @@ -782,7 +745,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -791,13 +754,13 @@ "Text(0.5, 1.0, 'Participants Social Network')" ] }, - "execution_count": 18, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -813,7 +776,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -823,11 +786,11 @@ " 'conviction': 0,\n", " 'status': 'candidate',\n", " 'age': 0,\n", - " 'funds_requested': 2141.714746492425,\n", + " 'funds_requested': 2649.080215733546,\n", " 'trigger': inf}" ] }, - "execution_count": 19, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -853,7 +816,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -863,7 +826,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -872,13 +835,13 @@ "Text(0, 0.5, 'Amount of Honey requested(as a Fraction of Funds available)')" ] }, - "execution_count": 21, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -898,7 +861,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -907,13 +870,13 @@ "Text(0, 0.5, 'Amount of Conviction')" ] }, - "execution_count": 22, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -940,7 +903,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -949,13 +912,13 @@ "Text(0.5, 55.73999999999998, 'Participant_id')" ] }, - "execution_count": 23, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1004,7 +967,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -1023,7 +986,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "metadata": { "tags": [] }, @@ -1042,13 +1005,13 @@ "\n", "Execution Mode: local_proc\n", "Configuration Count: 2\n", - "Dimensions of the first simulation: (Timesteps, Params, Runs, Vars) = (60, 11, 1, 5)\n", + "Dimensions of the first simulation: (Timesteps, Params, Runs, Vars) = (100, 11, 1, 5)\n", "Execution Method: local_simulations\n", "SimIDs : [0, 1]\n", "SubsetIDs: [0, 0]\n", "Ns : [0, 0]\n", "ExpIDs : [0, 0]\n", - "Total execution time: 91.82s\n" + "Total execution time: 359.11s\n" ] } ], @@ -1074,7 +1037,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -1083,7 +1046,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -1136,7 +1099,7 @@ " (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...\n", " 4889.60\n", " 0.60\n", - " 17525.01\n", + " 14020.01\n", " 22414.61\n", " 0\n", " 0\n", @@ -1144,23 +1107,23 @@ " 5\n", " 1\n", " ...\n", - " [1595.0421987193204, 2494.344628102797, 2363.4...\n", - " [0.3497660585741865]\n", - " [0.3262110345490068, 0.5101324230220914, 0.483...\n", - " [inf]\n", - " [0.0]\n", - " [1]\n", - " [1, 1, 1, 1, 1, 1, 1]\n", - " [0.0, 0.0, 0.0, 0.0, 7.215686217212743, 0.0, 0.0]\n", - " [inf, inf, inf, inf, inf, 226995.283259412, inf]\n", - " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]\n", + " [3962.116426105169, 1481.56111980703, 2894.649...\n", + " [0.5920010502365513, 0.13371221827969984, 0.40...\n", + " [0.810314673430668, 0.30300238202342566, 0.592...\n", + " [inf, 65014.39869874115, inf]\n", + " [0.0, 0.006175148379205912, 0.0]\n", + " [1, 1, 1]\n", + " [1, 1, 1, 1, 1, 1, 1, 1, 1]\n", + " [0.0, 0.0, 1313.7021360761087, 0.0, 401.473558...\n", + " [inf, inf, inf, 4730730.145030423, 65014.39869...\n", + " [0.0, 0.0, 0.0, 0.0, 0.006175148379205912, 0.0...\n", " \n", " \n", " 10\n", " (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...\n", " 4912.02\n", " 0.60\n", - 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" 17525.99\n", + " 14020.01\n", " 22481.92\n", " 0\n", " 0\n", @@ -1216,23 +1179,23 @@ " 5\n", " 4\n", " ...\n", - " [1595.0421987193204, 2494.344628102797, 2363.4...\n", - " [0.3450165022212967, 0.019534010706450017, 0.0...\n", - " [0.32178133745992704, 0.5032052137312398, 0.47...\n", - " [inf, 10773.32486563405, 10032.570509508532, 1...\n", - " [0.0, 0.29018493662687905, 0.12684949336988674...\n", - " [4, 3, 2, 1]\n", - " [4, 4, 4, 4, 4, 4, 4, 3, 2, 1, 1]\n", - " [0.0, 0.0, 0.0, 0.0, 7518.415456879907, 0.0, 0...\n", - " [nan, nan, nan, nan, inf, nan, nan, 10773.3248...\n", - " [nan, nan, nan, nan, 0.0, nan, nan, 0.29018493...\n", + " [3962.116426105169, 1481.56111980703, 2894.649...\n", + " [0.5839621274190244, 0.13189650832094, 0.40041...\n", + " [0.7993112180904863, 0.29888784073732527, 0.58...\n", + " [inf, 61536.11738444023, inf, 8656.51226656395...\n", + " [0.0, 0.028474677837309486, 0.0, 0.18425758671...\n", + " [4, 4, 4, 3, 1]\n", + " [4, 4, 4, 4, 4, 4, 4, 4, 4, 3, 2, 1]\n", + " [0.0, 0.0, 3567.367475078129, 0.0, 1752.221117...\n", + " [nan, nan, inf, nan, 61536.11738444023, inf, n...\n", + " [nan, nan, 0.0, nan, 0.028474677837309486, 0.0...\n", " \n", " \n", " 25\n", " (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...\n", " 4979.40\n", " 0.60\n", - " 17525.99\n", + " 14029.51\n", " 22504.41\n", " 0\n", " 0\n", @@ -1240,16 +1203,16 @@ " 5\n", " 5\n", " ...\n", - " [1595.0421987193204, 2494.344628102797, 2363.4...\n", - " [0.3434587559158705, 0.01944581482940582, 0.01...\n", - " [0.3203284977077525, 0.5009332468614979, 0.474...\n", - " [inf, 10762.71208704474, 10026.210435699022, 1...\n", - " [0.0, 0.3383280289679279, 0.19857705818729582,...\n", - " [5, 4, 3, 2, 1, 1]\n", - " [5, 5, 5, 5, 5, 5, 5, 4, 3, 2, 2, 1, 1]\n", - " [0.0, 0.0, 0.0, 0.0, 8718.352575520581, 0.0, 0...\n", - " [nan, nan, nan, nan, inf, nan, nan, 10762.7120...\n", - " [nan, nan, nan, nan, 0.0, nan, nan, 0.33832802...\n", + " [3962.116426105169, 1481.56111980703, 2894.649...\n", + " [0.5813255438334881, 0.13130099681000426, 0.39...\n", + " [0.7957023353592263, 0.29753836491037844, 0.58...\n", + " [inf, 60456.01255760421, inf, 8647.79182623095...\n", + " [0.0, 0.03541020226310542, 0.0, 0.253037649567...\n", + " [5, 5, 5, 4, 2, 1]\n", + " [5, 5, 5, 5, 5, 5, 5, 5, 5, 4, 3, 2, 1]\n", + " [0.0, 0.0, 5056.443178879392, 0.0, 2140.759632...\n", + " [nan, nan, inf, nan, 60456.01255760421, inf, n...\n", + " [nan, nan, 0.0, nan, 0.03541020226310542, 0.0,...\n", " \n", " \n", "\n", @@ -1265,79 +1228,79 @@ "25 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4979.40 0.60 \n", "\n", " effective_supply total_supply simulation subset run substep \\\n", - "5 17525.01 22414.61 0 0 1 5 \n", - "10 17525.99 22437.03 0 0 1 5 \n", - "15 17525.99 22459.46 0 0 1 5 \n", - "20 17525.99 22481.92 0 0 1 5 \n", - "25 17525.99 22504.41 0 0 1 5 \n", + "5 14020.01 22414.61 0 0 1 5 \n", + "10 14020.01 22437.03 0 0 1 5 \n", + "15 14020.01 22459.46 0 0 1 5 \n", + "20 14020.01 22481.92 0 0 1 5 \n", + "25 14029.51 22504.41 0 0 1 5 \n", "\n", " timestep ... funds_requested \\\n", - "5 1 ... [1595.0421987193204, 2494.344628102797, 2363.4... \n", - "10 2 ... [1595.0421987193204, 2494.344628102797, 2363.4... \n", - "15 3 ... [1595.0421987193204, 2494.344628102797, 2363.4... \n", - "20 4 ... [1595.0421987193204, 2494.344628102797, 2363.4... \n", - "25 5 ... [1595.0421987193204, 2494.344628102797, 2363.4... \n", + "5 1 ... [3962.116426105169, 1481.56111980703, 2894.649... \n", + "10 2 ... [3962.116426105169, 1481.56111980703, 2894.649... \n", + "15 3 ... [3962.116426105169, 1481.56111980703, 2894.649... \n", + "20 4 ... [3962.116426105169, 1481.56111980703, 2894.649... \n", + "25 5 ... [3962.116426105169, 1481.56111980703, 2894.649... \n", "\n", " share_of_funds_requested \\\n", - "5 [0.3497660585741865] \n", - "10 [0.34816999918790076, 0.019712554176434215] \n", - "15 [0.34658686560572693, 0.019622920932386982, 0.... \n", - "20 [0.3450165022212967, 0.019534010706450017, 0.0... \n", - "25 [0.3434587559158705, 0.01944581482940582, 0.01... \n", + "5 [0.5920010502365513, 0.13371221827969984, 0.40... \n", + "10 [0.5892996193522259, 0.13310206004446004, 0.40... \n", + "15 [0.5866200662042382, 0.1324968432204821, 0.402... \n", + "20 [0.5839621274190244, 0.13189650832094, 0.40041... \n", + "25 [0.5813255438334881, 0.13130099681000426, 0.39... \n", "\n", " share_of_funds_requested_all \\\n", - "5 [0.3262110345490068, 0.5101324230220914, 0.483... \n", - "10 [0.32472246191355914, 0.5078045766743577, 0.48... \n", - "15 [0.32324594459288075, 0.5054955825611662, 0.47... \n", - "20 [0.32178133745992704, 0.5032052137312398, 0.47... \n", - "25 [0.3203284977077525, 0.5009332468614979, 0.474... \n", + "5 [0.810314673430668, 0.30300238202342566, 0.592... \n", + "10 [0.8066170295093389, 0.3016197155695483, 0.589... \n", + "15 [0.8029493312287631, 0.30024824674145384, 0.58... \n", + "20 [0.7993112180904863, 0.29888784073732527, 0.58... \n", + "25 [0.7957023353592263, 0.29753836491037844, 0.58... \n", "\n", " triggers \\\n", - "5 [inf] \n", - "10 [inf, 10794.257352359262] \n", - "15 [inf, 10784.039844676328, 10038.988431151754] \n", - "20 [inf, 10773.32486563405, 10032.570509508532, 1... \n", - "25 [inf, 10762.71208704474, 10026.210435699022, 1... \n", + "5 [inf, 65014.39869874115, inf] \n", + "10 [inf, 63813.311953502205, inf, 8674.20718682993] \n", + "15 [inf, 62654.57210552851, inf, 8665.316980224132] \n", + "20 [inf, 61536.11738444023, inf, 8656.51226656395... \n", + "25 [inf, 60456.01255760421, inf, 8647.79182623095... \n", "\n", " conviction_share_of_trigger age \\\n", - "5 [0.0] [1] \n", - "10 [0.0, 0.16591253044853824] [2, 1] \n", - "15 [0.0, 0.16767410493517743, 0.0676098125520172] [3, 2, 1] \n", - "20 [0.0, 0.29018493662687905, 0.12684949336988674... [4, 3, 2, 1] \n", - "25 [0.0, 0.3383280289679279, 0.19857705818729582,... [5, 4, 3, 2, 1, 1] \n", + "5 [0.0, 0.006175148379205912, 0.0] [1, 1, 1] \n", + "10 [0.0, 0.014307348007279395, 0.0, 0.01413094724... [2, 2, 2, 1] \n", + "15 [0.0, 0.021715641906103773, 0.0, 0.09037218411... [3, 3, 3, 2] \n", + "20 [0.0, 0.028474677837309486, 0.0, 0.18425758671... [4, 4, 4, 3, 1] \n", + "25 [0.0, 0.03541020226310542, 0.0, 0.253037649567... [5, 5, 5, 4, 2, 1] \n", "\n", " age_all \\\n", - "5 [1, 1, 1, 1, 1, 1, 1] \n", - "10 [2, 2, 2, 2, 2, 2, 2, 1] \n", - "15 [3, 3, 3, 3, 3, 3, 3, 2, 1] \n", - "20 [4, 4, 4, 4, 4, 4, 4, 3, 2, 1, 1] \n", - "25 [5, 5, 5, 5, 5, 5, 5, 4, 3, 2, 2, 1, 1] \n", + "5 [1, 1, 1, 1, 1, 1, 1, 1, 1] \n", + "10 [2, 2, 2, 2, 2, 2, 2, 2, 2, 1] \n", + "15 [3, 3, 3, 3, 3, 3, 3, 3, 3, 2, 1] \n", + "20 [4, 4, 4, 4, 4, 4, 4, 4, 4, 3, 2, 1] \n", + "25 [5, 5, 5, 5, 5, 5, 5, 5, 5, 4, 3, 2, 1] \n", "\n", " conviction_all \\\n", - "5 [0.0, 0.0, 0.0, 0.0, 7.215686217212743, 0.0, 0.0] \n", - "10 [0.0, 0.0, 0.0, 0.0, 2179.0300378288057, 0.0, ... \n", - "15 [0.0, 0.0, 0.0, 0.0, 5890.347248494404, 0.0, 0... \n", - "20 [0.0, 0.0, 0.0, 0.0, 7518.415456879907, 0.0, 0... \n", - "25 [0.0, 0.0, 0.0, 0.0, 8718.352575520581, 0.0, 0... \n", + "5 [0.0, 0.0, 1313.7021360761087, 0.0, 401.473558... \n", + "10 [0.0, 0.0, 2143.825132901853, 0.0, 912.9992616... \n", + "15 [0.0, 0.0, 3209.0281900579043, 0.0, 1360.58425... \n", + "20 [0.0, 0.0, 3567.367475078129, 0.0, 1752.221117... \n", + "25 [0.0, 0.0, 5056.443178879392, 0.0, 2140.759632... \n", "\n", " triggers_all \\\n", - "5 [inf, inf, inf, inf, inf, 226995.283259412, inf] \n", - "10 [nan, nan, nan, nan, inf, nan, nan, 10794.2573... \n", - "15 [nan, nan, nan, nan, inf, nan, nan, 10784.0398... \n", - "20 [nan, nan, nan, nan, inf, nan, nan, 10773.3248... \n", - "25 [nan, nan, nan, nan, inf, nan, nan, 10762.7120... \n", + "5 [inf, inf, inf, 4730730.145030423, 65014.39869... \n", + "10 [nan, nan, inf, nan, 63813.311953502205, inf, ... \n", + "15 [nan, nan, inf, nan, 62654.57210552851, inf, n... \n", + "20 [nan, nan, inf, nan, 61536.11738444023, inf, n... \n", + "25 [nan, nan, inf, nan, 60456.01255760421, inf, n... \n", "\n", " conviction_share_of_trigger_all \n", - "5 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0] \n", - "10 [nan, nan, nan, nan, 0.0, nan, nan, 0.16591253... \n", - "15 [nan, nan, nan, nan, 0.0, nan, nan, 0.16767410... \n", - "20 [nan, nan, nan, nan, 0.0, nan, nan, 0.29018493... \n", - "25 [nan, nan, nan, nan, 0.0, nan, nan, 0.33832802... \n", + "5 [0.0, 0.0, 0.0, 0.0, 0.006175148379205912, 0.0... \n", + "10 [nan, nan, 0.0, nan, 0.014307348007279395, 0.0... \n", + "15 [nan, nan, 0.0, nan, 0.021715641906103773, 0.0... \n", + "20 [nan, nan, 0.0, nan, 0.028474677837309486, 0.0... \n", + "25 [nan, nan, 0.0, nan, 0.03541020226310542, 0.0,... \n", "\n", "[5 rows x 33 columns]" ] }, - "execution_count": 27, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -1348,22 +1311,22 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 28, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1380,22 +1343,22 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 29, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1419,12 +1382,12 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1441,22 +1404,22 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 31, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1477,22 +1440,22 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 32, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1512,7 +1475,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -1521,12 +1484,12 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1539,29 +1502,29 @@ "K = 55\n", "N = 56\n", "# K = 0\n", - "# N = 60\n", + "# N = 99\n", "\n", "snap_plot(nets[K:N], size_scale = 1/10,savefigs=True)" ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 35, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1578,22 +1541,22 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 36, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1617,22 +1580,22 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 37, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1649,22 +1612,22 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 38, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -1681,7 +1644,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ diff --git a/models/v3/Aragon_Conviction_Voting_Model.ipynb b/models/v3/Aragon_Conviction_Voting_Model.ipynb index ff1746e..2ef7ddf 100644 --- a/models/v3/Aragon_Conviction_Voting_Model.ipynb +++ b/models/v3/Aragon_Conviction_Voting_Model.ipynb @@ -22,15 +22,11 @@ "source": [ "## TODO:\n", "* Move params to M. Pass params into confiction helper functions. Update run time, review conviction3 code (Andrew)\n", - "* Update diff spec (Andrew)\n", - "* Effective supply: sum of the holding of all agents - state variable (Andrew, Z review)\n", - "* Actual supply - state the gets initialized but grows whenever a mint happens (Andrew, Z review)\n", - "* Denominate the model in honey (Andrew, Z review)\n", - "* Add for next steps, to add a uniswap instance. Natural next step, add a paragraph about how it is a next step (Jeff)\n", + "* Update old versions to new cadCAD (Andrew)\n", + "* Close extra branches (Andrew)\n", "* Factor the trigger function out. Trigger function notebook and how alpha notebook. (Andrew structure, Z work)\n", - "* Update all write-up, README.MD (Jeff)\n", - "* Directory: (Andrew)\n", - "* README\n" + "* Review all write-up, update README.md (Jeff, Andrew, Z)\n", + "* Make snap video and upload to youtube" ] }, { @@ -123,38 +119,16 @@ "cell_type": "code", "execution_count": 2, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'beta': 0.2,\n", - " 'rho': 0.0025,\n", - " 'alpha': 0.875,\n", - " 'gamma': 0.001,\n", - " 'sensitivity': 0.75,\n", - " 'tmin': 0,\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": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "from cadCAD.configuration.utils import config_sim\n", "from model.model.sys_params import * \n", "\n", "sim_config = config_sim({\n", " 'N': 1,\n", - " 'T': range(60), #day \n", + " 'T': range(100), #day \n", " 'M': params,\n", - "})\n", - "sim_config[0]['M']" + "})" ] }, { @@ -199,36 +173,6 @@ "cell_type": "code", "execution_count": 4, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'beta': 0.2,\n", - " 'rho': 0.0025,\n", - " 'alpha': 0.875,\n", - " 'gamma': 0.001,\n", - " 'sensitivity': 0.75,\n", - " 'tmin': 0,\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": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "sim_config[0]['M']" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, "outputs": [], "source": [ "supply_sweep = trigger_sweep('effective_supply',trigger_threshold, sim_config[0]['M'], supply)\n", @@ -237,7 +181,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": { "scrolled": true, "tags": [] @@ -327,9 +271,9 @@ "\n", "\n", "## Differential Specification \n", - "![](images/Aragon_v2.png)\n", + "![](images/Aragon_v3.png)\n", "\n", - "## Schema of the states - UPDATE\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", "* (Participant, participant), we labeled this edge type \"influencer\" and it contains information about how the preferences and sentiment of one participant influence another \n", "* (Proposal, Proposal), we labeled this edge type \"conflict\" and it contains information about how synergistic or anti-synergistic two proposals are; basically people are likely to support multiple things that have synergy (meaning once one is passed there is more utility from the other) but they are not likely to pass things that have antisynergy (meaning once one is passed there is less utility from the other).\n", @@ -343,12 +287,12 @@ "* Each proposal *j* will have a *conviction* which is equal to the sum of the conviction on its inbound edges: ```network.nodes[j]['conviction'] = Sum_i network.edges[(i,j)]['conviction']```. \n", "\n", "\n", - "The other state variables in the model are *funds*, which is a numpy floating point, and effective supply, as supply.\n", + "The other state variables in the model are *funds*, *sentiment*, *effective_supply*, and *total_supply*.\n", "\n", "The system consists of 100 time steps without a parameter sweep or monte carlo.\n", "\n", " \n", - "## Partial State Update Blocks - TODO: UPDATE\n", + "## Partial State Update Blocks \n", "\n", "Each partial state update block is kind of a like a phase in a phased based board game. Everyone decides what to do and it reconciles all decisions. One timestep is a full turn, with each block being a phase of a timestep or turn. We will walk through the individaul Partial State update blocks one by one below." ] @@ -365,7 +309,7 @@ "},\n", "'variables': {\n", " 'network': update_network,\n", - " 'funds':increment_funds,\n", + " 'effective_supply':increment_supply,\n", "}\n", "```\n", "\n", @@ -375,8 +319,21 @@ "rv2 = np.random.rand()\n", "new_proposal = bool(rv2<1/proposal_rate)\n", "```\n", - "The network state variable is updated to include the new participants and proposals, while the funds state variable is updated for the increase in system funds. \n", - "[To see the partial state update code, click here](model/model/system.py)" + "The network state variable is updated to include the new participants and proposals, while the *effective_supply state variable is updated for the additiona of new particpant's funds. \n", + "\n", + " {\n", + " 'policies': { \n", + " 'random': minting_rule\n", + " },\n", + " 'variables': {\n", + " 'total_supply': mint_to_supply,\n", + " 'funds':mint_to_funds,\n", + "\n", + " }\n", + "},\n", + "\n", + "A behavior called *minting_rule* is included to record the general expansion of system supply every day. The *total_supply* and *funds* state variables are incrased with these minted values.\n", + "[To see the partial state update's code, click here](model/model/system.py)" ] }, { @@ -459,6 +416,7 @@ "\n", "The the model described above is the third iteration model that covers the core mechanisms of the Aragon Conviction Voting model. Below are next additional dynamics we can attend to enrich the model, and provide workstreams for subsequent iterations of this lab notebook.\n", "\n", + "* Add a uniswap instance\n", "* Mixing of token holdings among participants\n", "* Departure of participants\n", "* Proposals which are good or no good together\n", @@ -482,7 +440,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -491,7 +449,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -501,14 +459,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'N': 1,\n", - " 'T': range(0, 60),\n", + " 'T': range(0, 100),\n", " 'M': {'beta': 0.2,\n", " 'rho': 0.0025,\n", " 'alpha': 0.875,\n", @@ -526,7 +484,7 @@ " 'run_id': 0}]" ] }, - "execution_count": 9, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -537,7 +495,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -560,7 +518,7 @@ " 'variables': {'network': }}]" ] }, - "execution_count": 10, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -573,18 +531,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Initialization\n", - "To create the genesis_states, we create our in-memory graph database within networkx. \n", - "\n", - "\n", "### Parameters\n", "\n", - "Initial values are the starting values for the simulation and sys_params are global hyperparameters for the simulation.\n" + "Initial values are the starting values for the simulation." ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -597,7 +551,7 @@ " 'supply': 22392.22}" ] }, - "execution_count": 11, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -612,12 +566,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "$n$ is initial participants, whereas $m$ is initial proposals" + "$n$ is initial participants, whereas $m$ is initial proposals.\n", + "\n", + "Sim_config holds the global hyperparameters for the simulations" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -636,7 +592,7 @@ " 'lowest_affinity_to_support': 0.3}" ] }, - "execution_count": 12, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -649,35 +605,42 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "* $\\alpha$ : 0.875 The decay rate for previously accumulated conviction\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", - "\n", + "* $\\alpha$ : 0.875 The decay rate for previously accumulated conviction\n", + "* $\\gamma$: 0.001 The expansion of supply per per day\n", "* tmin = 7 unit days; minimum periods passed before a proposal can pass\n", "* min_supp = 50 number of tokens that must be stake for a proposal to be a candidate" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Initialization\n", + "Now we will initialize our model's state variables. " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# import libraries\n", + "import networkx as nx\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from model.model.conviction_helper_functions import * " + ] + }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ - "# import libraries\n", - "import networkx as nx\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "from model.model.conviction_helper_functions import * \n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "\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", @@ -709,7 +672,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -723,18 +686,18 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'type': 'participant',\n", - " 'holdings': 316.54596362304994,\n", - " 'sentiment': 0.1553685333489736}" + " 'holdings': 124.29322795913713,\n", + " 'sentiment': 0.7527941657836325}" ] }, - "execution_count": 16, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -746,7 +709,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -755,13 +718,13 @@ "Text(0, 0.5, 'Count of Participants')" ] }, - "execution_count": 17, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -782,7 +745,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -791,13 +754,13 @@ "Text(0.5, 1.0, 'Participants Social Network')" ] }, - "execution_count": 18, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -813,7 +776,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -823,11 +786,11 @@ " 'conviction': 0,\n", " 'status': 'candidate',\n", " 'age': 0,\n", - " 'funds_requested': 2141.714746492425,\n", + " 'funds_requested': 2649.080215733546,\n", " 'trigger': inf}" ] }, - "execution_count": 19, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -853,7 +816,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -863,7 +826,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -872,13 +835,13 @@ "Text(0, 0.5, 'Amount of Honey requested(as a Fraction of Funds available)')" ] }, - "execution_count": 21, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -898,7 +861,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -907,13 +870,13 @@ "Text(0, 0.5, 'Amount of Conviction')" ] }, - "execution_count": 22, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -940,7 +903,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -949,13 +912,13 @@ "Text(0.5, 55.73999999999998, 'Participant_id')" ] }, - "execution_count": 23, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1004,7 +967,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -1023,7 +986,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "metadata": { "tags": [] }, @@ -1042,13 +1005,13 @@ "\n", "Execution Mode: local_proc\n", "Configuration Count: 2\n", - "Dimensions of the first simulation: (Timesteps, Params, Runs, Vars) = (60, 11, 1, 5)\n", + "Dimensions of the first simulation: (Timesteps, Params, Runs, Vars) = (100, 11, 1, 5)\n", "Execution Method: local_simulations\n", "SimIDs : [0, 1]\n", "SubsetIDs: [0, 0]\n", "Ns : [0, 0]\n", "ExpIDs : [0, 0]\n", - "Total execution time: 91.82s\n" + "Total execution time: 359.11s\n" ] } ], @@ -1074,7 +1037,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -1083,7 +1046,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -1136,7 +1099,7 @@ " (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...\n", " 4889.60\n", " 0.60\n", - " 17525.01\n", + " 14020.01\n", " 22414.61\n", " 0\n", " 0\n", @@ -1144,23 +1107,23 @@ " 5\n", " 1\n", " ...\n", - " [1595.0421987193204, 2494.344628102797, 2363.4...\n", - " [0.3497660585741865]\n", - " [0.3262110345490068, 0.5101324230220914, 0.483...\n", - " [inf]\n", - " [0.0]\n", - " [1]\n", - " [1, 1, 1, 1, 1, 1, 1]\n", - " [0.0, 0.0, 0.0, 0.0, 7.215686217212743, 0.0, 0.0]\n", - " [inf, inf, inf, inf, inf, 226995.283259412, inf]\n", - " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]\n", + " [3962.116426105169, 1481.56111980703, 2894.649...\n", + " [0.5920010502365513, 0.13371221827969984, 0.40...\n", + " [0.810314673430668, 0.30300238202342566, 0.592...\n", + " [inf, 65014.39869874115, inf]\n", + " [0.0, 0.006175148379205912, 0.0]\n", + " [1, 1, 1]\n", + " [1, 1, 1, 1, 1, 1, 1, 1, 1]\n", + " [0.0, 0.0, 1313.7021360761087, 0.0, 401.473558...\n", + " [inf, inf, inf, 4730730.145030423, 65014.39869...\n", + " [0.0, 0.0, 0.0, 0.0, 0.006175148379205912, 0.0...\n", " \n", " \n", " 10\n", " (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...\n", " 4912.02\n", " 0.60\n", - 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" 17525.99\n", + " 14020.01\n", " 22481.92\n", " 0\n", " 0\n", @@ -1216,23 +1179,23 @@ " 5\n", " 4\n", " ...\n", - " [1595.0421987193204, 2494.344628102797, 2363.4...\n", - " [0.3450165022212967, 0.019534010706450017, 0.0...\n", - " [0.32178133745992704, 0.5032052137312398, 0.47...\n", - " [inf, 10773.32486563405, 10032.570509508532, 1...\n", - " [0.0, 0.29018493662687905, 0.12684949336988674...\n", - " [4, 3, 2, 1]\n", - " [4, 4, 4, 4, 4, 4, 4, 3, 2, 1, 1]\n", - " [0.0, 0.0, 0.0, 0.0, 7518.415456879907, 0.0, 0...\n", - " [nan, nan, nan, nan, inf, nan, nan, 10773.3248...\n", - " [nan, nan, nan, nan, 0.0, nan, nan, 0.29018493...\n", + " [3962.116426105169, 1481.56111980703, 2894.649...\n", + " [0.5839621274190244, 0.13189650832094, 0.40041...\n", + " [0.7993112180904863, 0.29888784073732527, 0.58...\n", + " [inf, 61536.11738444023, inf, 8656.51226656395...\n", + " [0.0, 0.028474677837309486, 0.0, 0.18425758671...\n", + " [4, 4, 4, 3, 1]\n", + " [4, 4, 4, 4, 4, 4, 4, 4, 4, 3, 2, 1]\n", + " [0.0, 0.0, 3567.367475078129, 0.0, 1752.221117...\n", + " [nan, nan, inf, nan, 61536.11738444023, inf, n...\n", + " [nan, nan, 0.0, nan, 0.028474677837309486, 0.0...\n", " \n", " \n", " 25\n", " (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...\n", " 4979.40\n", " 0.60\n", - " 17525.99\n", + " 14029.51\n", " 22504.41\n", " 0\n", " 0\n", @@ -1240,16 +1203,16 @@ " 5\n", " 5\n", " ...\n", - " [1595.0421987193204, 2494.344628102797, 2363.4...\n", - " [0.3434587559158705, 0.01944581482940582, 0.01...\n", - " [0.3203284977077525, 0.5009332468614979, 0.474...\n", - " [inf, 10762.71208704474, 10026.210435699022, 1...\n", - " [0.0, 0.3383280289679279, 0.19857705818729582,...\n", - " [5, 4, 3, 2, 1, 1]\n", - " [5, 5, 5, 5, 5, 5, 5, 4, 3, 2, 2, 1, 1]\n", - " [0.0, 0.0, 0.0, 0.0, 8718.352575520581, 0.0, 0...\n", - " [nan, nan, nan, nan, inf, nan, nan, 10762.7120...\n", - " [nan, nan, nan, nan, 0.0, nan, nan, 0.33832802...\n", + " [3962.116426105169, 1481.56111980703, 2894.649...\n", + " [0.5813255438334881, 0.13130099681000426, 0.39...\n", + " [0.7957023353592263, 0.29753836491037844, 0.58...\n", + " [inf, 60456.01255760421, inf, 8647.79182623095...\n", + " [0.0, 0.03541020226310542, 0.0, 0.253037649567...\n", + " [5, 5, 5, 4, 2, 1]\n", + " [5, 5, 5, 5, 5, 5, 5, 5, 5, 4, 3, 2, 1]\n", + " [0.0, 0.0, 5056.443178879392, 0.0, 2140.759632...\n", + " [nan, nan, inf, nan, 60456.01255760421, inf, n...\n", + " [nan, nan, 0.0, nan, 0.03541020226310542, 0.0,...\n", " \n", " \n", "\n", @@ -1265,79 +1228,79 @@ "25 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4979.40 0.60 \n", "\n", " effective_supply total_supply simulation subset run substep \\\n", - "5 17525.01 22414.61 0 0 1 5 \n", - "10 17525.99 22437.03 0 0 1 5 \n", - "15 17525.99 22459.46 0 0 1 5 \n", - "20 17525.99 22481.92 0 0 1 5 \n", - "25 17525.99 22504.41 0 0 1 5 \n", + "5 14020.01 22414.61 0 0 1 5 \n", + "10 14020.01 22437.03 0 0 1 5 \n", + "15 14020.01 22459.46 0 0 1 5 \n", + "20 14020.01 22481.92 0 0 1 5 \n", + "25 14029.51 22504.41 0 0 1 5 \n", "\n", " timestep ... funds_requested \\\n", - "5 1 ... [1595.0421987193204, 2494.344628102797, 2363.4... \n", - "10 2 ... [1595.0421987193204, 2494.344628102797, 2363.4... \n", - "15 3 ... [1595.0421987193204, 2494.344628102797, 2363.4... \n", - "20 4 ... [1595.0421987193204, 2494.344628102797, 2363.4... \n", - "25 5 ... [1595.0421987193204, 2494.344628102797, 2363.4... \n", + "5 1 ... [3962.116426105169, 1481.56111980703, 2894.649... \n", + "10 2 ... [3962.116426105169, 1481.56111980703, 2894.649... \n", + "15 3 ... [3962.116426105169, 1481.56111980703, 2894.649... \n", + "20 4 ... [3962.116426105169, 1481.56111980703, 2894.649... \n", + "25 5 ... [3962.116426105169, 1481.56111980703, 2894.649... \n", "\n", " share_of_funds_requested \\\n", - "5 [0.3497660585741865] \n", - "10 [0.34816999918790076, 0.019712554176434215] \n", - "15 [0.34658686560572693, 0.019622920932386982, 0.... \n", - "20 [0.3450165022212967, 0.019534010706450017, 0.0... \n", - "25 [0.3434587559158705, 0.01944581482940582, 0.01... \n", + "5 [0.5920010502365513, 0.13371221827969984, 0.40... \n", + "10 [0.5892996193522259, 0.13310206004446004, 0.40... \n", + "15 [0.5866200662042382, 0.1324968432204821, 0.402... \n", + "20 [0.5839621274190244, 0.13189650832094, 0.40041... \n", + "25 [0.5813255438334881, 0.13130099681000426, 0.39... \n", "\n", " share_of_funds_requested_all \\\n", - "5 [0.3262110345490068, 0.5101324230220914, 0.483... \n", - "10 [0.32472246191355914, 0.5078045766743577, 0.48... \n", - "15 [0.32324594459288075, 0.5054955825611662, 0.47... \n", - "20 [0.32178133745992704, 0.5032052137312398, 0.47... \n", - "25 [0.3203284977077525, 0.5009332468614979, 0.474... \n", + "5 [0.810314673430668, 0.30300238202342566, 0.592... \n", + "10 [0.8066170295093389, 0.3016197155695483, 0.589... \n", + "15 [0.8029493312287631, 0.30024824674145384, 0.58... \n", + "20 [0.7993112180904863, 0.29888784073732527, 0.58... \n", + "25 [0.7957023353592263, 0.29753836491037844, 0.58... \n", "\n", " triggers \\\n", - "5 [inf] \n", - "10 [inf, 10794.257352359262] \n", - "15 [inf, 10784.039844676328, 10038.988431151754] \n", - "20 [inf, 10773.32486563405, 10032.570509508532, 1... \n", - "25 [inf, 10762.71208704474, 10026.210435699022, 1... \n", + "5 [inf, 65014.39869874115, inf] \n", + "10 [inf, 63813.311953502205, inf, 8674.20718682993] \n", + "15 [inf, 62654.57210552851, inf, 8665.316980224132] \n", + "20 [inf, 61536.11738444023, inf, 8656.51226656395... \n", + "25 [inf, 60456.01255760421, inf, 8647.79182623095... \n", "\n", " conviction_share_of_trigger age \\\n", - "5 [0.0] [1] \n", - "10 [0.0, 0.16591253044853824] [2, 1] \n", - "15 [0.0, 0.16767410493517743, 0.0676098125520172] [3, 2, 1] \n", - "20 [0.0, 0.29018493662687905, 0.12684949336988674... [4, 3, 2, 1] \n", - "25 [0.0, 0.3383280289679279, 0.19857705818729582,... [5, 4, 3, 2, 1, 1] \n", + "5 [0.0, 0.006175148379205912, 0.0] [1, 1, 1] \n", + "10 [0.0, 0.014307348007279395, 0.0, 0.01413094724... [2, 2, 2, 1] \n", + "15 [0.0, 0.021715641906103773, 0.0, 0.09037218411... [3, 3, 3, 2] \n", + "20 [0.0, 0.028474677837309486, 0.0, 0.18425758671... [4, 4, 4, 3, 1] \n", + "25 [0.0, 0.03541020226310542, 0.0, 0.253037649567... [5, 5, 5, 4, 2, 1] \n", "\n", " age_all \\\n", - "5 [1, 1, 1, 1, 1, 1, 1] \n", - "10 [2, 2, 2, 2, 2, 2, 2, 1] \n", - "15 [3, 3, 3, 3, 3, 3, 3, 2, 1] \n", - "20 [4, 4, 4, 4, 4, 4, 4, 3, 2, 1, 1] \n", - "25 [5, 5, 5, 5, 5, 5, 5, 4, 3, 2, 2, 1, 1] \n", + "5 [1, 1, 1, 1, 1, 1, 1, 1, 1] \n", + "10 [2, 2, 2, 2, 2, 2, 2, 2, 2, 1] \n", + "15 [3, 3, 3, 3, 3, 3, 3, 3, 3, 2, 1] \n", + "20 [4, 4, 4, 4, 4, 4, 4, 4, 4, 3, 2, 1] \n", + "25 [5, 5, 5, 5, 5, 5, 5, 5, 5, 4, 3, 2, 1] \n", "\n", " conviction_all \\\n", - "5 [0.0, 0.0, 0.0, 0.0, 7.215686217212743, 0.0, 0.0] \n", - "10 [0.0, 0.0, 0.0, 0.0, 2179.0300378288057, 0.0, ... \n", - "15 [0.0, 0.0, 0.0, 0.0, 5890.347248494404, 0.0, 0... \n", - "20 [0.0, 0.0, 0.0, 0.0, 7518.415456879907, 0.0, 0... \n", - "25 [0.0, 0.0, 0.0, 0.0, 8718.352575520581, 0.0, 0... \n", + "5 [0.0, 0.0, 1313.7021360761087, 0.0, 401.473558... \n", + "10 [0.0, 0.0, 2143.825132901853, 0.0, 912.9992616... \n", + "15 [0.0, 0.0, 3209.0281900579043, 0.0, 1360.58425... \n", + "20 [0.0, 0.0, 3567.367475078129, 0.0, 1752.221117... \n", + "25 [0.0, 0.0, 5056.443178879392, 0.0, 2140.759632... \n", "\n", " triggers_all \\\n", - "5 [inf, inf, inf, inf, inf, 226995.283259412, inf] \n", - "10 [nan, nan, nan, nan, inf, nan, nan, 10794.2573... \n", - "15 [nan, nan, nan, nan, inf, nan, nan, 10784.0398... \n", - "20 [nan, nan, nan, nan, inf, nan, nan, 10773.3248... \n", - "25 [nan, nan, nan, nan, inf, nan, nan, 10762.7120... \n", + "5 [inf, inf, inf, 4730730.145030423, 65014.39869... \n", + "10 [nan, nan, inf, nan, 63813.311953502205, inf, ... \n", + "15 [nan, nan, inf, nan, 62654.57210552851, inf, n... \n", + "20 [nan, nan, inf, nan, 61536.11738444023, inf, n... \n", + "25 [nan, nan, inf, nan, 60456.01255760421, inf, n... \n", "\n", " conviction_share_of_trigger_all \n", - "5 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0] \n", - "10 [nan, nan, nan, nan, 0.0, nan, nan, 0.16591253... \n", - "15 [nan, nan, nan, nan, 0.0, nan, nan, 0.16767410... \n", - "20 [nan, nan, nan, nan, 0.0, nan, nan, 0.29018493... \n", - "25 [nan, nan, nan, nan, 0.0, nan, nan, 0.33832802... \n", + "5 [0.0, 0.0, 0.0, 0.0, 0.006175148379205912, 0.0... \n", + "10 [nan, nan, 0.0, nan, 0.014307348007279395, 0.0... \n", + "15 [nan, nan, 0.0, nan, 0.021715641906103773, 0.0... \n", + "20 [nan, nan, 0.0, nan, 0.028474677837309486, 0.0... \n", + "25 [nan, nan, 0.0, nan, 0.03541020226310542, 0.0,... \n", "\n", "[5 rows x 33 columns]" ] }, - "execution_count": 27, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -1348,22 +1311,22 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 28, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1380,22 +1343,22 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 29, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1419,12 +1382,12 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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IyP6QaMUvkmqiWvnH6vzXmVl+ACPN7CsE89d/CWBYROMSERFJeZGs/D041vA/df7uPhEAzJJuD4mIiPzN6YS/bJGV+plZuplNArAUwGB3/zGqsYiIiPyTJE2dv5nxxtVx4uv8Xxs/98ANUkREUoaZRfKTjCKf1c/dsxCU+LXbi+tkunuGu2dcnlHtwA1OREQkBUU1q19ZAFvDBj+xOn8+bZeIiMg+0DH/bMlW538DgDsAlEdwLsBAd+/ObmvV5g/oAyi5nlcL3jN9JM3LFUlQR9/gHJrPXvMrzW//fiLNR//J65dHXtiS5gBQ//HPaD7xztNoPqcmn9b4xMv43pcCjQ6h+dnF+Qdy7Pw1NF94Zluav5HFa+TPf5P3Edj2yBU0n7ziF5oDwPRVfOrmbpVOoPnCS3rSvMIbPWh+7ujvaP7eqV1o/nvWJJrX6sunc/3ynsk0P/8a3idg8418WuZv03ifAABoWPYImpfZVpjmGx7hn4Mi93ajebMBvOdGj0alaD5qEZ3dHNffwv+Wdb+L1+l/3+limn82bxDNz6zKd97mu/UhmgMHvh6+4G0nRlLnv/n/RiTdt45kq/M/FsB6ANMBjAVwTSSjSyGJVvxy4CVa8cuBt68rfpFUE9Ux/1idfwMADQG0M7OmAN5FMMHPkQAKA6Bb/SIiInvK0iySn2SUbHX+A2PLmNlYBJUAIiIish9FNqufmaUDmACgFoAX4+v8w65/FwPgDctFRET2ULJuhUchWev8XwIwwt1znCkjvs7/zT5D8mK4IiIiKSOyLf+YsNwvVuc/2czuB1AWwFXkOpkAMoHEZ/uLiIgA2vKPF8mWv5mVNbOS4f9jdf7Tzaw7gFMAdHF3Ps+riIiI/CVRbflXANA3PO4fq/P/0sy2AZgLYHTYEvFTd09cHCoiIiJ7LNnq/PsCyAgvnwHgmUQ3dHA+3hjj91NvovnD1zem+cQHx9H88ff4UYeL7uLzFX3bkjc3+XUErxE/ejM/5+GjlxbRHAA293+N5qMGtqD5KRXr0XzHj7wJzmc1qtMcTcrT2EpWonmDVi/QvNArvDlJ2kbeXKXB4z/QvOmZh9McAB5eN4zmPUrzOvQ/86+j+eUXj6Z5+lsFaF5zKn8fzv1kBs0bLOYtO0Y3eZnm2+v/RPO2F15I88nreLOtMgVr0xwAOhzD/9Z88ejrNL/p8lo0f/zHpTT/qW0rms8aynsZfHT5+zSffhJvxHRBH97oacj1xWn+TLejaJ4XtNs/W7LV+d/s7g3c/SgAfwLgbctERERkryVbnf8aALBgn39hADqZT0RE9gtt+WeLrNTPzNLNbBKCHv6DY3X+ZvYGgMUIOv09H9X4REREUlXS1fm7+2UAKgKYBuC8nK4bX+ef+eqAPBuziIj8fam9b7akq/MPL9tuZu8jmOHvjRyus7POH9sH69CAiIjIXkimOv/fzKxWeJkBOAPB7H4iIiKyHyVNnT+AAQC+N7PiCMr/foam9BURkf0k7B8jiO5s/18ANMohOn5vb2vgvEE0P+W2Y2j+ScNiNO9wIa/N/b04fwqrff04zReC15AX6TaX5ksLl6Q52s/jOYDnN82n+bT5G2luGby+eOFr79C8ck/+HCMtwQ4q4/myZfzIkBUuRPNJW2fTvOGT19P8qtFf0BwAXpq9leannl6F5l8UqUHzJg/UpfkfX/9B83wVDqJ5mSPK0PzID4bTPHMJf43S2/B+HK/8/iXNyxYuSPNa7/M+CAAwsFA6zQvc2IHmp5apQPMa7e+muXXhM5xbq1tp/twTTWnevcNbNF9YrzTNS/A2BTh6YOKeI2iQeBHZPyJZ+ZtZIQAjABQMx/Cxu98fl/cC0M3d+V8cERGRPZSsJ99FIard/rEmP+vC6XtHmtlX7j7GzDIAHBzRuERERFJeUjX5Cc8BeArABQA6RTE2ERFJTdryz5ZsTX56AOjv7vTgUHyd/1fv/ZwXwxUREUkZkdX5u/t2AA3Dkr9+ZnYigHMAtNyD6+6s8x8453bV+YuIiOyFZGry0wpALQAzw3KMImY2090TnAouIiKSmHb7Z0umJj8T3L28u1d39+oANmjFLyIisv8lTZMfd+eFurk4qgyfh3vHal7DDvA6/0JnZ9C8/6w5NO/22hM09x38qEXWQXyO7PV3nU/zK3/n86wDwMeF+H1c37gJzRed82+alx/Iex1sf7Mvzee9/RHNqz3cluYzh7WmebsaR9O8zgOv0jz/joE0v6rjYTQHgIytm2i+cAnvtbBtB+8XMborf46uGjWR5mUK8z8Vd93ckd//WS/QfOLE02g+tnUfmm/4pCXNT6raguYFu9WhOQBgxzYaL7+Z97PoeGY1mt/yJ/9bsK0W7yfRdMhlNK++cQ7Nh75yAs1bdh9B8987f0Dzcj/dQHMA4M/QvtOWf7aoTvibAWArgil7DUA6AJjZm2Y2OzwRcKaZNYxofCIiIikrqer8w+x2d/84onGJiEiK0pZ/tqSq849iLCIiIv80yVbnDwCPmtkvZtbTzHJsyB1f5//u6/w4lIiIiOwqmer86wO4G8BiAAUQ1PHfCeChHK67s85//rpM7TEQEZGEtNs/W2Rb/jHungVgKIB27r7IA5sBvAGAn2YuIiIiey2qWf3KAtgaNviJ1fk/aWYV3H2RBV1+zgQwOYrxiYhI6tGWf7akqvM3s+/CLwYGYBKAqxPd0PRDn6b5fe82p3m31oNpvmHWkzRvuHkxzf972Uk0rzR8As0xbzONSy/h93/vrT/SHADKdj+U5vmn/0nzUX0vpPnISjfS/JP/8vriXt89Q/P8N9xH821Xnkzz7QN5i4lubSvSfO24FTQvWLcRzQFgUc83aV6h9yU09wH9aT6sDp/P/rm3eT+Igm/eRvP3fhtE8wZvnkHzDpv57N3b7ubP4SE169N82cZ5NP9g5XSaA8DlFZrSvEiFojT/oSXvNVDled7rYV4H/rdkyfVv0bzFq2fTfFIZ3kuh1toEPUuKlKQ5lv3BcyBR2xXZj5Kqzh9AGwD9ERzzPxpAt0hGJyIiKcfSLJKfZJRsdf6HAagCoJ677zCzchGNT0REJGUlW53/NQAucPcd4XJLoxifiIhIKku2Ov+aAM4La/i/MrMcG/fH1/kP2JiVl8MWEZG/KTOL5CcZRbbyd/ft7t4QQGUATcI6/4IANrl7BoBXAbyey3Uz3T3D3TNOK5zgJBMRERHZRWRNfmLCcr+hANoBmA/g0zDqh6DWX0REZJ8l68l3UYhky9/Myoad/RBX5z8dwGcAWoWLtUBQFSAiIiL7UbLV+Y8E8K6Z3YzghMDuiW4of37+Te7+prw+uNrPvPb2sUl8rvbzbviB5pc+yJsUrp6/muabl+yg+cQCa2neYDLvUwAAK294nOZbX3yY5q0+5jtoXirN7//8uhVo/ua0T2h+2ZmH0dyq8XzDS3x+iGeXbaB5yUN5Df2GPxLXN9dtVJzmK78YSfMt03mvgaOanUjz0o9Up/m0tfx7+AUv/kbzciWm0XxdIz6T+2ml0mn+QYGyNN+4jX9Ouv6Y+NyhJQNfovms50+hedmOz9P8zY95L4RRTXvRvOgE3guiwbaDaV5nQGuaI38hGs9cPZHmm9O28NsHwLs17Ltk3fI3s3YAnkNQ9t7H3Z/YLa8KoC+AkuEyd7k7XzklkGx1/l8AqARgO4BqAB6MZHQiIiJ5INwIfhHAqQAOB9DFzA7fbbF/IdhIbgTgfAD8m+geSKo6f3ff2erNzD4B8HlE4xMREckLTQDMdPdZAGBm7wPoCGBq3DIOILZ7sASAhft6p8lW5w8AMLPiAFoDuCzvRyciIqkoSXf7VwIQ3396PoBjd1vmAQCDzOx6AEUBtN3XO022Ov+YMwF86+5rcrnuzjr/L9arzl9ERJJX/Dor/LlyL2+iC4A33b0ygPYA3jazfVp/R1bq5+7bATQMz/rvZ2b13T02i18XALnOMuHumQAyAWB4pXqe23IiIiIxaRFt7savs3KwAEFb+5jK4WXxLkdQDg93H21mhQCUQbDx/JdEtuUf4+5ZAGJ1/jCzMgiOgQyIclwiIiJ5YByA2mZWw8wKIDihb/dpOv9EMPEdzOwwAIUALNuXO41kyz+ctndr2OAnVucfq0nrDOBLd+fzW4qIiOyF9CRstevu28ysB4BvEFS+ve7uU8zsIQDj3b0/gFsBvBqWwTuAruG5c39ZUtX5h9n5APjE0XGO+ONfNC9yL5/jeuxnfK76wU80pvnRv22l+fYd/PXZsILXkJe4/3yaL6/dm+a3f7H73qP/5b3up/kdoz+i+Xn1StC8ygTeJ6Dpw/wxbFy1keZ/PsnPC51wNH98s+fw16jji/w9MPcCXt/9+JTRNAeAzsfzOvd89Y7keTN+7kvjyXwjIe2jsTTfccPpNN929CE0/+XVX2g++BreD+O7Z3g/jSZZ/D36+DW/0rxl5zI0B4CRT/Axdj44g+Y7nl5H89ol+ftseXPej6LUpEU0b7BwEs37dWxG88Pv5v1ABt/Ce0kUycf7YfyThTX7A3e77N9x/58K4Pj9eZ9JVedvZm0QlDM8YWYjzaxWROMTERFJWUlV5w+gN4CO7j7NzK5F0Niga0RjFBGRFJKenKV+kUi2Ov/93shAREREdpVsdf7dAQw0s/kALkYux/7jaybfeu27vBu0iIj8baWbRfKTjCJb+bv7dndviKCmsYmZ1QdwM4D2YSODNwA8k8t1M909w90zLrk8wWQUIiIisovImvzEhOV+QxFMatAgrtPfBwC+jm5kIiKSStIj72yTPCJ5KsysbNjZD3F1/tMAlDCzOuFisctERERkP0qqOn8zuwLAJ2a2A8AqAN0S3VCxFz+leYFuzWledzU/Z6BDTT7P+jELH6D5UwO+pPnWpryacUTTl2ne8WI+R/cXNXgNPgBse+9dmp94/TiaF5l6Ns2nrpxM80c616H5TenlaZ51Ax//H7N4HX/JP86k+aYKTWle8+EXaL6m5RE0B4A//jWS5gM+KEnzwStznAZjp2dr1qX59ksL83zsdJp/dEIpml8+syzN11Y5iebvXMf7YVyayfsIHDSjI81nFixCcwAY8zvvmXFyVT5ffbE6/DX4fcc8mtd+/R6a/7IuwXOwfDnN1x3H/9b0+rAVzVs/OZTmg25vQXPJW1Gt/GN1/mmIq/MHsDq8vACAuQhaGoqIiOyzZD35LgpRHQGJ1fk3ANAQQDszawagL4Dz3b0+gpX/pRGNT0REJGUlU53/dgBb3H1GePlgAHcDeC3vRygiIqlGW/7ZkqbOH8BYAPnMLNYguzN2neZQRERE9oOkqfMHcASCSX16mtlYAGsR7A34H/FNfvqMmZ1nYxYRkb+v9DSL5CcZRV716O5ZAIYCaOfuo939BHdvAmAEghMDc7rOziY/3ZvWyMvhioiI/O0lU53/dDMrF15WEMCdAHjtiYiIiOy1ZKvzf8rMTg8v6+3uCRv3f3XfFJrXfXsqzbdt47d/7rPn07xoft4HYMB0Pod32mG8Prr5s7zGfPB1fK74NvfXpjkArBrK53I/q3s5mv928QCaFzioAM2PaX8oza+uy1+k0+47muZnn7KC5uklGtK82Scf0nz9svU0rzWb14cDwGPj+WM8dzqvc287djHNN49cSvMmVfhc65NqV6N575/5Y1y+gf+pydqyhOZXfZDjTsCd1lbl79EdfXm/sAU3tqE5ADx1UI5HIXfy/LwXw+aX36R5pXuu5Le/8Deaj17DK6OHLthM882THqV5rdt607zJYP45a1t5Es0BYMXtCRfZJ+nJuQc+EpFs+bv7L+7eCEAjBHX9TcLoJQBrENT9H2dmfK0hIiIiey3qY/43YtcWvk8C6OnutRB0+Ls8klGJiEjK0Ql/2aIs9asM4DQAfcLfDUBrAB+Hi/QFwPuuioiIyF6Lcla/ZwHcAaBY+HtpAFnuHjv4OR9ApSgGJiIiqUdNfrJFdbb/6QCWuvuEv3j9nXX+g7Zl7efRiYiIpLaotvyPB3CGmbUHUAhAcQDPAShpZvnCrf/KAHI8hdjdMwFkAsBnReryKdtERERkF1Gd7X+3u1d29+oIuvp95+4XImj20zlc7FIAn0cxPhERST064S9blFGsfgMAACAASURBVMf8c3IngPfN7BEAE7EHk/qc1J23/y/65PU0/6z0HTTftJDPRV+8SU+ad7mV10dXXsv7ADx5PZ+j+7TveR+CL2rx8QHAqWt60XzFdl5j3r7fRzRvXvkgmj963Hk073nnUzR/oGNVmp87YQ7NZ3fYSPNRnS6i+Yafnqd51axNNAeAoYNPoHmXjybS3F/kNdpflryW5j//egXNV5fn7+PJw/lHdf5I3gdg4p9jaP55t2NonjZkLs3PqlaY5i+e9SbNAeCbifx90rHbcJqPHch7LVSZ9R+ab9zOd3KW/nAZzb+a1p7mHfr1p3mZCnx1sXgy/1uzbNwwmkveinTlHzb56Yns3fvtAZQCUBNAU3fnXSlERET2kJr8ZEu2Ov8fALQFwL/Gi4iIyF8W2ZZ/XJ3/owBuAQB3nxhmUQ1LRERSVLIef49ClFv+sTr/HRGOQURE5B/nb1/n//rkxJOmiIiISLakqfM3s3fcnZ9WHYqv819/Q1vV+YuISELq8Jctmer892jFLyIiIvsmqer8zewGBOcBlAfwi5kNdPfu7DpPXsDngn9wPZ9jusezh9P80xJ8nvDBg1vSPKvGsTQf2YjX9tZdci/NJ6zlhRGnZfL7B4CPZn5B88blqtP8wWY8L1WI1/kvXP8Hzaus5S2cnzuoBs1v6FiX5mX6fkPzAr8vpHn+IvlpfnyNijQHgJfLVqb5Yz35fPM9f+G9Fm6afTfN51/Iez14ghrzKQmeg6onlKL54BZDaF65Ov9Tlf5mF5p/+8Zgmt93Z2OaA8BDx/FlimV+RfMjX86geYnveE+PtffzvwWnHPQwzWv0m0HzVvXK0jyR16fyPgHXNOlM87ygLf9syVbn3wDACgArAcwAcFNEQxMREUlZUW/5x+r8i4e/3+zuawDAzJ4B0APAExGNTUREUkh61J1tkkhkT0VcnX+f2GVxK34DUBiATuYTERHZz5Kuzt/M3gCwGEA9ALxpuoiIiOy1pKvzd/fLAFREcDggxxlf4uv8f/psWk6LiIiI7CLdLJKfZBTVln+szn8OgPcBtDazd2Khu28PLz87pyu7e6a7Z7h7RuMzD8uL8YqIiKSMSE74c/e7AdwNAGbWEsBtAC42s1ruPjM85n8GgOlRjE9ERFKPevtni/ps/3gGoK+ZFQ///zOAaxJd6aLrR9I8aySvjx7wLD9sUPdy2mYAh5U6kuZXfz+A5pmnl6T59q+G0vzR0vwlnHnxjzQHgMvvrkTztacXpXmtxctpXvLncTTfunErzRcs5NM/lF9bhOZz7uE13mVOKk/zhY9dRfNiL35K8xJj5tEcAM4ukE7zzzMH0fyGc46g+fYveR39N083pXmHGk1o/sT4H2i+ION4mq+b8DTNa/yrOc1nXvIezVdfzJ+ffFsS/ym8+Afejfyth2fSfHhh3s9iyQVVab75GX4K1Fd9eKvzUcuuoHntBRtoftDoP2l+1TLe6+HDgtfSHADO3fpbwmVk/0iaOn9334HgcADMrBeAbu5+YZTjExGR1JGsx9+jEHXVY6zOfyczywBwcDTDERERSX1JVecf7gl4CkEJoIiIiBwAUe72j9X5F4u7rAeA/u6+yLR7RkRE9iN1+MuWNHX+ZlYRwDnYg8Y+8XX+HyxbdQBHKiIiknqi2vKP1fm3B1AIQW//KQA2A5gZbvUXMbOZ7l5r9yu7eyaATACYcczhagEsIiIJ6YS/bJFs+bv73e5e2d2rAzgfwHfufrC7l3f36uHlG3Ja8YuIiMi+SaY6/79k80ZeA1701U9oXmosnzW4wBe8hnvU1bzPwFN/Pkbzc87/nua/Dh9N82eH30ZzLD4WM07hNdTr772R5oOq8PMv0yaeRfO5p55M80Sv0bYda3j+01yaFx/Ex7/m5hdoXmoYr2GfmDmV5pumPEdzACj6wJM0v+8i3k/inCuG0zz97Rw7Ze90dOcPaH7Gv1fS/IV/T6L5w6/SGM/37EDzSZfwz2HD726g+aW/jucDwDY0KFOALnFLF/5ZPPx6vq2ybflGmndoVpbmt2fwfhw7OlSk+abtvJ/G6p7f0Xzdw+fS/I1Vk2ne6WLeTyMvqMlPtkhPf4ir84/9bmb2qJnNADDPzPgnWhJKtOIXESRc8Yukmqi3/GN1/sXD37sCqAKgnrvvMLNyUQ1MREQkVUW28o+r838UwC3hxdcAuCDs9gd3XxrR8EREJMXohL9sUe72j9X5xx+0rwngvLCM7yszqx3N0ERERFJX0tT5hwoC2OTuGQBeBfB6LtffWef/8cqsAzxaERFJBelp0fwko6Sp8zezdwDMBxA7rbcfgDdyunJ8nf+v9eupzl9ERGQvJFOd/0UAPgPQKlysBYAZUYxPRERST7pZJD/JKOqz/Xf3BIB3zexmAOsAdI94PCIiIinH3KPbax7W+Y8HsMDdTzez75E90U85AGPd/Ux6G9c0pQ/g/q4N6BjaV+eNMzImLqJ5mZ/n0Pzek6rR/M6+v9I8X0H+/WzC10toPvfPxK/v0Qvvpnm5TXwHUVbRgjRfvWUZzb+ZO4XmU1dso/klV/JGSefccQTNX2pbk+b50tJpXqxlP5q//mpzmgPAy4c1pvm2Q/gYnxjPm+A0ajuM5uvGn0TzHxdvpvkvyzbQ/P2PZtN8beb5NL96yFiafz6BNyFaP2c1zX95sgXNAaBM4WI0n7GK/61ocg1/n27K4s9xoZL8c1ap+1E0n/P8TzSv8f2zNL/1+/dp3vN43gTo4yI9aA4AnTf/dkA3k6/6rnskK7xXWvdJus3/qLf8d6nzd/cTYoGZfQLg84jGJSIiKSY96VbB0YnsPMS4Ov8+OWTFAbRGcA6AiIiI7EdRbvnH6vxz2pd2JoBv3Z03dRcREdlDaUl68l0Ukq3OP6YLgP+S6++s88dUNQEUERHZG0lV5+/uF5lZGQBNAHTK7crxdf6JTvgTEREBdMw/XrLV+QNAZwBfuvumKMYmIiKS6pKx8eD5ILv8RUREZN9EXeoHdx8GYFjc7y335vpbjq5B89W9JtO88Jvtaf5CBV67u6IGr+E+fiK//20P8dpXX8Pr+Bf/zr8nZa3m9c0AUP7Wl2n+xburaH7ahK40H4yFNP9mDq8RHzR2Ps2fvieD5tc3OIjmL0zir3HPx3h99Hw+fPy6dD1fAEC+fu/Q/PO+K2jerUVxmlurEjQvXzvXo2wAgHNnfUzziffkdvpO4KbnjqP57VvW0fzfxx1K8xIj59L862+X03xT/U9oDgD39G1C8w/ad6b5Yw/xnZmfzeCfsyYV+Wv8eoNjaX7SOv4c/7FoGs3v7MV7kqw6ti3NO6/vRfO8kKbd/jtFuuVvZulmNtHMvgx/b2NmP5nZJDMbaWa1ohyfiIhIKop6y3+XJj8AegPo6O7TzOxaAP8C0DWisYmISArRCX/Zkq3JjyP7i0AJIMH+YhEREdlrydbkpzuAgWa2EcAaAE1zuqKZXQngSgB46eIMdD9RRwdERIRL00H/nZKtyc/NANq7e2UAbwB4Jqfru3umu2e4e4ZW/CIiInsnmZr8DABQz91/DJf5AMDXEY1PREQkZSVNkx8AHQGUMLM64WInITgZUEREZJ+lWzQ/ySjqs/13cvdtZnYFgE/MbAeAVQC6JbpeyTm8Dn5VRnmaH/J/vWm+8rIzab71wyE0r1WP1+aiaCkabzmoJM0XZXageb/pvP4ZAHYUr0jzjSX4XOqb/zuK5udc1obmx73wFs1fe/AYmqct2kbzW16ZRPMJD51O84rH8j4AlVrwj9E9V/I+AQAw+hs+n3zTp06k+RPjhtO8bdWDab5u9USaFzj+CJqvH1qa5m9P53N03TxlNs17NDyM5kNu48/fsWV5v409+Qvd/gz+58in/0Dze/v9SfNS51en+QUP89doWf6pNB9XMJ3mxefxSVTXPHUWzVv15zOwP9I88SHa5hVOSbiM7B+RrvzNLB1ATwALwotWA9gKoACAuQD4p0VERGQP6Xy/bFG3943V+cPM0gD0BXC+u9dHsPK/NMKxiYiIpKRkqvMvDWCLu88Ifx8M4OwoxiYiIqlHx/yzRbnlH6vz3xH+vhxAPjOLNWrvDKBKTlc0syvNbLyZjd/2k/oAiYiI7I2kqfN3d0dw5n9PMxsLYC2A7TldP77OP19jfrKaiIiI7CqZ6vzfcfeLAJwAAGZ2MoA65DZERET2WJol6T74CCRNnb+7X2Rm5QDAzAoCuBMAn2tWRERE9lrS1PmHbg8PCaQB6O3u3yW6wksX1qP5od/zGu2zj6pE8w/W8PrgcxtWpfnKVctoPvOEW2leN4P3CSieYI7v/EXy0xwA5tfZSvOaHXM89WKnR4pUoPkvp/DvcB++xmvYj245jOZ1XzyS5jsevZbmh7z9Ec27nF2D5r3e5/OcD/jlDJoDwI13jKR56WePovmtRx9H81IF+Wu0pcdTND/o6hNoXulIntuqH2n+bKGCNG81aDzNh7ZpR/MBXTbS/LTNvN8GAKy/5TGaf/Myr0w+fGF3mh+zcTXNK7x7F813DPqS5p914e+xm4fyXglLbv+U5ifext+jzSYupTkAgL9N91mynnwXhchW/mY2B9nH9WNdWh4H0BBAdQCnmVlfd18VyQBFRERSVNR1/q3cvaG7x87wvwvAt+5eG8C34e8iIiL7LM2i+UlGUa/8d9cRQaMfhP/y3roiIiKy16Jc+TuAQWY2wcyuDC87xN1jB+kXAzgkpyvG1/kP+5D3sxYREZFdRXnCX3N3XxCe4T/YzKbHh+7uZuY5XdHdMwFkAkDfadfmuIyIiEi8dJX67RTZlr+7Lwj/XQqgH4AmAJaYWQUACP/dg9NDRUREZG9E1eGvqJkVi/0fwMkAJgPoj+zJfC4FwOeIFBER2UM64S+bBV118/hOzQ5FsLUPBIce3nP3R82sNIAPAVRFMKvfue6+kt3WIb3OoA9g7lr+zBeev4Tmp7WrTfO3P+e1vd/e04DmnWt2ovmaqx/i+by1NP/iyWNoDgAnV61L87VbN9D8iE9+oXk130zzhZd2pfnXS/k86VWL8bnkV25eT/NTXuT1z1lVytE8/coraD6nxc00B4Dq/zmV5pevXU7zPlk5dsLeKasDnye91CpeUftTy140T0uwGfHx67yXw3l1eC+FI9fxfhUTi2yieevM72n+wwdzaQ4AR0x6keYTDruO5vWvPJzmJZasoPm4gfxv1SHj7qH58o2850mz3rytStZdt9H84Qkf07zdhcNpDgDH/D79gK4q/zPh6kgOE99x9MtJ9xUgkmP+7j7LzEogqPPfCqATgEcBtAZQHkBNAF0SrfhFRET2lJr8ZIu6w18rd4/fpJkM4CwAr0Q0HhERkZQX9cp/F+4+DQBMZ2SKiIgcMMlW579H4uv8N45KfKxOREQkLS2an2QU5bCau3tjAKcCuM7M+BlBcdw9090z3D2jcLNqB26EIiIiKSiy3f7xdf5mFqvzHxHVeEREJLWpyU+2ZKvzFxERkQMs2er8OwF4HkBZAFkAJrk7LVD2iffRB2ANW/PB7NhG4/9M+oTmTSuUofnZH0yi+bLLL6Z5n3m8NrZV5To0r/F94rkPSk6YTfP7O9SkeYN2Q2k+4GN+ROfZ//5K80S9Fp68bxzN61zXkObtyqTT/KiyRWj+nylraJ7/0vNpDgDbPuVzpf/6KH+Mi77qQPPmj4+necMmfD77JbN5H4B1N/DHmFWiBM0PxkE0b9bvHZrf0Jj3erjguQk0v/G8+jQHgLVbd9D85Ha8X0SthfyzvnQDfx89NX4BzT8eMJ/mt3SpRfPF67bQ/NmH+Xuo4HDe5+Dir0bRHAC+P/e9A7pp/sIv10RS59/jqN5Jt8shki1/d58FoER4/7E6fwBoBmAdgN8AjAJwXhTjExERSWVRn4fYyt0buntG+PtgAPXd/SgAMwDcHd3QREREUlOy1fkPivt1DIDOUY1FRERSizr8ZUvmOv9uAL7K6Yrxdf6Zn/x0QAcpIiKSaqLc8m/u7gvMrByAwWY23d1HAICZ3QtgG4B3c7qiu2cCyAQSn/AnIiICJO8Me1GIbMs/vs4fwZn/TQDAzLoCOB3AhR5FKYKIiEiKi2TLP6ztT3P3tXF1/g+ZWTsAdwBo4e58HlkREZG9oCY/2ZKtzn8mgIIAYhNbj3H3q9ltzW3TkD6Ax+7NYDE+m7yU5gcXL0Dz5lV4/XLmVn79tGYtaY4iJWm8Y8wgmm8ZPpPfPoDH2hxC8+rF+XfE8kWK0vyI0nyu9qxj+VzxGzbSGMdNf5ovsHkdjdsM7k/zDz/j80eUOYj3ivjiXV4jDwCn/XoFzf13PoZXy/MxHNKEz9Ve7g9ep9/097U0/7L9AJpnvtuE5mfWKkbz5Rt5jf2dFXmdvpXlvSqWb19BcwAo/Tv/LBX/hNf5j7uRtixBiYK8V0GJAmVp/vDYL2i+PcGf+icL8J4l929fTvPaJfPT/KKivF8HAFiVmw7o2rnPlGsj2Zvc/YiXku5bR1LV+bt7LXevAuBtAA0A/CuK8YmIiKSyqEv9Wrn7Ll8nzawKgsMAf0YzJBERSUU64S9b1E1+ctITwXF/newnIiJyAES55R+r83cAr7h7ppl1BLDA3X82nZghIiL7kZr8ZEuqOn8A9yDY5U+FTYGuBIDH6lbGBZX4iTIiIiKSLbKVf3ydv5n1A9ACQA0Asa3+ygB+MrMm7r54t+vubPKT6Gx/ERERAEjTHuWdIjnmb2ZFzaxY7P8ItvbHuXs5d6/u7tUBzAfQePcVv4iISCoxs3Zm9puZzTSzu8hyZ5uZmxmvYd8DUW35HwKgX7iFH6vz//qv3NDo3s1pfkVJXsPeO19xmi9+mtfuDuu/mub9/2hP8z5Dv6T5R+NX0vyI6oVoPnfxMpoDwIpGF9H8i9nDaN62/2ya92+/meb5vjyV5p2eGk3zYk88S/OsY/k85kOaHkvz7av5zqWTSvLv0Kfd1ZDmAFBzCH+MlYoVpPlXny2heVZLXkd/3Tj+Gvbtz4tvTk/wGt4xh881v90PovnZtevQ/Pe2L9F8xXLeJ+DYWS/SHADSX+bLjPjXSTSv/8BnNF/thWne82Leq+DxY8+h+Y91rqe5P3UczS9/cSLNl/33bJo/M386zQHg1ioJF0k5ZpYO4EUAJyHY6B1nZv3dfepuyxUDcCOAH/fH/SZVnb+ZPWBmC8xsEoAshC1/RURE9lW6RfOTQBMAM919lrtvAfA+gI45LPcwgCcBbNofz0XUpX6t3L2hu8fvwugZXtbQ3QdGNjIREZH9IH4m2vAnfibbSgDmxf0+P7ws/vqNAVRxd95Kcy9E3eRHREQkT0R1wl/8Sep7y8zSADwDoOv+HFOUW/6xOv8Ju30L6mFmv5jZ62Z2cFSDExERyQMLAMSf7VA5vCymGID6AIaZ2RwATQH039eT/qJc+Td398YATgVwnZmdCKA3gJoAGgJYBCDHGVvid6F8+8GUPBuwiIj8faWZRfKTwDgAtc2shpkVAHA+gJ2zjbn7ancvE1cJNwbAGe4+fp+ei3258r6Ir/NHMMNfE3df4u7b3X0HgFeRywl/7p7p7hnuntHmvCPybtAiIiL7kbtvA9ADwDcApgH40N2nmNlDZnbGgbrfSI75h7X9ae6+Nq7O/yEzq+Dui8LFOgGYHMX4RERE8kp4cvvA3S77dy7Lttwf95lUdf5m9raZNURwPsAcAFcluqERC3jVQ6U279Lchl1G81JNKtC8zX+v5bff9RWaN3rtYppjPD+5c1rX7jRfe8kj/PYBTF3Jv2MVTOc7iL7uUJXm81ZvoHmP8bxXQvkjy9N80UVdaA7nNd4j1vNDR4VOq0fzz1/gZbdfdXuV5gDw0s85VfZkOwXlaP7N1fw+Xnub13C/9w2vwy/YrCLNh3fhbTqm9T+L5lb9aJ7f/hTNdwy+h+a11/K56B8Z9yHNAWDRU/zP0Wez+PugefNqNF/dvjXN7y1cg+bfV7uO5lc8XJ/mvw2eRvMdb1xC8zmN+PlsJ/x0Ac3zgjr8ZUuqOn8ABQBsB7ADwFEAvopifCIiIqks6lK/Vu6+8yu5u58X+7+ZPQ2AbxKKiIjsoTSLurVN8oh65Z8jC44HnAuA7wcTERGRvZaMdf4AcAKAJe7+ewTjEhERSWnJVucf0wXAf3O7Ynyd/9QvE08WISIikqR1/pFIqjp/ADCzfADOAvABue7OOv/DT+dnYouIiMiukqrOP4zbApju7rz2SEREZC8k61Z4FJKqzj/MzgfZ5b+7C+rx+uMqU2+geZ2PvqP5wB4taH7bEH79z168nOYDKvH65Z+/bUnzGvluovmmKW1oDgAnF6tE80Ov/4bmM58/meaXvMfr6C/8eQ3N+/U6hea+iReFPDZ3As3bXzKc5o1blqT59lN5/fQvQxJPUn5XFf4YRy7hY6zboBDNh05fRvOVj3Wm+TM/8efwx56NaD5nAq8hv8FW0rxI6SI0f2bWSJo/MZxvSyxI588fAJw+fwjNb2rMe4I824q/Dx78cQzNH3vjTZr3erkpzUe05udPb/3keZpvqFCT5qUSzMRyZNnj+QKSp5Kqzj9s8FMPwNXhMf0c2/uKiIjsLR3zzxZ1qd8udf4A/gPgQXf/yszah7+3jGRkIiIiKSrZOh44gOLh/0sAWBjhWERERFJSlFv+sTp/B/CKu2cCuAnAN2b2fwi+mDSLcHwiIpJC0pJuezc6yVbnfw2Am929CoCbAbyW0xXj6/z7v/NT3o1YREQkBUS25R9f529msTr/SwHcGC7yEYA+uVw3E0AmAIxc9G8/8KMVEZG/u2Q9+S4KkWz5m1lRMysW+z+COv/JCI7xx2rrWgNQe18REZH9zNzzfsPZzA5F0NUPyK7zf9TMmgN4LrxsE4Br3Z0WGF82+HL6AF5by+dyX/nJDJqXLb6d5rP/cxHNj3z6M5r/NpHXuFfs9zjNfdoPND9mEq+xB4CHrptE84xF99J84+nP0Hzth+fTfE6NN2jepF0pmq+YsYrma9bSGB1uqE3zFrVK03zSknU0n7YHNeRWKJ3mZxXmn9PPKlSm+fXreZ1/swoFaH5QgYI0P6JUVZqXKsRr4EvO4t/zF97xOc1//YF/ji66txbN1y5K8CYBkHVQcZoXuqo9zY/5jvdq+O33FTQvW6UEzedPWUrzpY/znieF8vFeCivPepDmJQ7l4yty0bE0BwA7+pEDumk+6M87I9lTfHLVJ5Nul0NS1fkDWAtgS3j5UmjLX0REZL+L+tTHVu7e0N0zwt/7ALjL3Y9EsGfg9uiGJiIikpqibvKzuzoARoT/HwzgGwD3RTccERFJFWkW9fZu8ojymYjV+U8wsyvDy6YA6Bj+/xwAiZuii4iIyF5Jtjr/bgCuNbMJAIohOP7/P+Lr/H8bMD3vRiwiIn9b6u2fLbKVf3ydP4Lj+03cfbq7n+zuRyOY2e+PXK6b6e4Z7p5R97R6eTdoERGRFBDJMf+wtj/N3dfG1fk/ZGblwqY/aQD+BeDlKMYnIiKpJ1m3wqMQ1Ql/hwDoZ8ELEavz/9rMbjSz68JlPgXAC8ABnFeH12BP69Cf5q2716H5hpW8T8D0Ji/Q/IshZ9O84sEZNC9010M073ISr18e0pnP0w4Af7ZrSPMy3/9I869fO4nmzw6fTPORPSrSPJENr95Pc7vrOZrvOPdUmvvvM/ntN2xM8361XqQ5AIz7tgXNP2/Ix1jq+Uyar7isE80bD/qW5lu288/B5LbVab6yB58rftHLXWl+8GH8c35Ry3I0n3LNOTQHgO1dXqJ5/rN4L4PRWELzUSt4z5AfXplP85aDmtMcZ/O/BZXeeI/ms1bw17jgBzfTfP0lvWjedTF/fEDQ1lXyRpR1/i0Q1PGnA7jIzI4D8DaAuQAMwNEASkYxPhH5Z0m04hdJNVGe8PccgK/dvR6ABgCmAbgLwLfuXhvAt+HvIiIi+0wn/GWLqrd/CQAnIpy1z923uHsWgjK/vuFifQGcGcX4REREUllUx/xrAFgG4A0zawBgAoLZ/A5x90XhMosRnBsgIiKyz9TkJ1tUz0Q+AI0B9Hb3RgDWY7dd/B7MOJTjJAzxdf4D3/v5gA9WREQklUS18p8PYL67x04j/xjBl4ElZlYBAMJ/c5ymKr7Ov/0FDfJkwCIi8veWBovkJxlFdbb/YgDzzKxueFEbAFMB9AdwaXjZpQD4PJ4iIiKy1yzYux7BHZs1RDCLXwEAswBchuDLyIcAqiIo+TvX3Vey2/l67h30AZz8+0Y6jmEXDaJ5qy94nf7Uyz+l+RE/PEzz80cOoDkA3NSoOs3rP/I9zYs+chnNrfDBNN+an58a0u+PL2l+WvW2NF/Q7G6af9r7RJrf6aVofvsmPpd9iYKJvwPXPZjPd3/lhzNofk2rajR/vH4bmtudPWne5MTqNO/fsR3Ny343it9/jco07zCTz779RZPjaO7jfqL5r3eNpDkAHPXdTXyBQgfR2AoWo/mME/n7dPo0Xsd/+qAzaN6z0Fqat6hcieZlu3xC81lTN9F8aD/+OXsgK53mAJB2Mu8rMqXhdTQ/4pfpB3QzedSi+yNZ4TWr8GDSbf5HOavfnPCnPoC6AOoBqAygPICaALokWvH/ExzoFb8kdqBX/LLvDvSKXxLb1xV/XkjWsrsoRLnyj9X5dzazAgCKAMgCcBaAVyIcl4iISEqLqrd/rM6/KxDU+SOYwS8rzKMYloiIpDCV+mWL6pmIr/OfaGZ9wgl+RERE5ABL2jp/RnX+IiKyt9TeN1uy1fnvEdX5i4iI/HXJVucvIiIiB1iUZ/tfD+Dd8Ez/WQAuM7NOAJ4HUBbAADOb5O6nRDhGERFJEcm6Cz4KyVbn3wzAOgArAfyBoPEPtWzjepqntT6L5mffyJuTPHtQFs2rfcWbAO34cQTNn3ruF5rXqj+L5psubkbzi8Z8S3MA6Lt8G81fqM/PfzkmdAAAIABJREFUxVy1aQfNO333X5pP/5A3oOk9ZA7Nu1/cnOZP3/wCzac82onmh83bQPOpbavT/N+bE5/LuvVd3ixqx78u4DewOMdO2Dv5eP4+W30SbzK08Jj7ad7/mZNo/nnN52heqRL/o1ymckGaP7t4Es2bdhpG8+4PHElzACh8E1/m/Rem0LzkYD7GZYV5L4IC59ehuQ3hjaBeHs0/h8Pn8CZDrU84lOZNH3mW5mXGaIb2ZBJl3UOszr8egAYApgEYDKC+ux8FYAYA3lJLRERkD6VZWiQ/ySiSUcXV+b8GBHX+7p7l7oPcPbYZOgZBxz8RERHZj6La7R9f598AwAQAN7p7/D78bgA+iGJwIiKSenTMP1tS1vmb2b0AtgF4N6crx9f5D/2QH2cTERGRXSVdnb+ZdQVwOoALPZcpB+Pr/Fude0RejFdERCRlRLLb390Xm9k8M6vr7r8hrPM3s3YA7gDQwt35KdYiIiJ7IQ3a7R+TVHX+AMYBKAhgcDi5zxh3vzq6IYqIiKQey2XP+t/GjmE30QeQ/sEYev1la9JpPuT+RjSv3WEIzTvcfBjNF17aleZb3+K1uU2K8tevbunCNAeAx47nnZWL5itO8zM+/5rm1zYsRfOaJcvQvEEZ/hocNGc6zTM3/0nzI0qXpXnR1h/S/Nzb69P8tib89gHg6hcn0vzP2Vto3uKcGjSfWbc6zcv9yJ/D5T2upfmEo26lecmy+Wle60jeC+G16/l79NTqGTSfWPFJmqftwQHQsmX5VmPjt86keZWff6P5pEt4z5DSv8+k+fFT+O1/3IH3cqgwfwnN64/hfQrGTuI9UQ4/vBjNAWDuFZ8e0E3zqSufjGSFd3ipO5Nul0NkBYhmVtLMPjaz6WY2zcyOi8tuNTM3M75WEBERkb0W5W7/WJOfzuGu/yIAYGZVAJwMgG+uiYiI7IVkbbgThaRq8hPGPRGc9Pf3Ph4hIiKSpKL6GhTf5GeimfUxs6Jm1hHAAnf/mV05vs4/84tf82TAIiIiqSKq3f6xJj/Xu/uPZvYcgAcQ7A04OdGV3T0TQCaQ+IQ/ERERQB3+4iVbk58aAH42szkI+vr/ZGbloxmiiIhIakqmJj8/ufvOWpTwC0CGuy+PYowiIpJaTCf87ZRsTX72WoF+42juzz9I84/nDKD5+ZV4bWzvj7fTfEGV42nuf06m+eZfl9G83+N8LvpqS9fTHAC2/XcUzfs0O5jmY1q1pPnsIrxGffH6FTR/Y+ogmm/dzo/83P4aPYUEH99yLM0P5uXLGP45L0wZ0TzxzqvB97SieYlHeL+KXjfz91GLPgVpvuxSXmO+Y+IIfv1BZ9D8/kmLaI6vf6dxt0on0Pz9+T/Q/PyFT/D737qJ5wAOfqkvzXs360fz2Vt70Tz9uy9p3moV/5x89wdviroxH6+z3/bdYJp/9SnvM1DkP6fTfPbchTSXvBXlyn9O+FMfQF0A9czsFABXIDgZMAtAEwADIxqfiIikkLToWtsknWSr8z8FQE93/78IxyUiIpLSIln5x9X5dwWCOn8AW0xnYoqIiBxwSVXnH2Y9zOwXM3vdzHI82Bxf579j8uI8G7SIiPx9maVF8pOMohpVrM6/t7s3ArAewF0AegOoCaAhgEUAns7pyu6e6e4Z7p6RVl+VgCIiInsjqmP+OdX53+XuO6eVMrNXAfDTX0VERPaQevtni+SZcPfFAOaZWd3wojYApppZhbjFOgHg9UsiIiKy15Ktzr+XmTVEMKnPHABXJbqRmzofTnNfzeuLz/hiAc2bVXif5p+ccRK//8IVaP6HLaX5FS0OoXmH3/n3o9te5XNwA8D2Ls1ofscnv9D82Osq0XzKQv4aXFy5Nc2/ncfr/OseP4zma66qTPMa/Xn98tKB59B8UZ1qND/7nSE0B4CtM2bQfMXc1TRfs5bf/ojWbWk+4FA+333V2V1pXmrbVpp/Ub8+zZ+vfhDNUbQUv/9mvEZ94Daen/p9F37/AKpUKk7z2rX4CculHnqK5uedwN9HbarxOv2Fz/O/BdOf+jfNm59XkeYz3ziV5iOrfEjzLv4yzfOCqdRvpyifiTnhTwGEdf7h/7cD2AHgKABfRTQ2ERGRlJVUdf7ufl4sNLOnAfDNHREREdlrSVXnH5cbgHMB8P3BIiIie0gn/GVLxjp/ADgBwBJ3z7Hhd3yd/y/9p+fFeEVERFJGstX5x3QB8N/crhxf53/UGfUO7EhFRCQlGNIi+UlGUY0qpzr/xgBgZvkAnAXgg4jGJiIiktIiOebv7ovNbJ6Z1XX33xDW+YdxWwDT3X1+FGMTEZHUpGP+2cydz4V+wO44qOfvg6C8bxaAy9x9lZm9CWCM+54Vha7r0YY+gKn3taDXz5jN57tP7zuc5p/fwWvkz6jKa2O/WzSU5lm1P6F5r7eOpvmWBHPdA8ANjUvT/L6RfP6ElSv4POLLb7+d5hvv+g/N193Pa7C3bOdzsd85cjTNO9bkNeadhvBeDMsHzaH5ij6daA4An8+aTfN7Kh1J8/RH36X5Gz0a0fzIMrzGu9HGIjQ/ZfxPNP8mozHNx7bKpPm2bTTGGT0OpfkrnWrR/O4Rieeav+WYsjQ/vB3/LJc/hPcBqNP3PJqjCn8M5d7gPUmubMpf40eqN6R5xX6830bvdjVofs3X/D0OAIuu/eyAzu62cH2fSFZ4FYt2T7pZ65Kqzj/8QvD/7N13eBRl1wbw+9A70kHAQhcQUBAVQZrKa0VREcsnIlbsvXdfBXvhtSAqdkUERRFpKigKSJfekQ7Se8v5/phNWGJyb0ISZwj377r2guy9O/sk2WQyM885Tx0AN8Qm9DUNb3giIiK5U6Tq/AH0BfCEuw82s7MAPAegVYhjFBGRXCKqK+yFIVJ1/mbmAJJ7aJYEkPhcnIiIiGRKWEf+8XX+DQFMAHAbgNsBDDGzFxBckkjzgrqZXQfgOgB4tVVtXF2P95YXERHJE9GyuzBErc7/RgB3uHtVAHcAeDetJ8fX+WvHLyIikjlhHfmnVed/P4DmCM4AAMCXCKoBREREskzX/PcJ5Svh7isBLDGz2rG7kuv8lwNIrs1rAyDN9r4iIiJy4CJV5w+gHoIqgHwAdgDo5u4T2HZ84XP0E3jm7/l0HBd3+4XmNYc9SHPs4jXuh/f7nuZr562lef9bebVjkXwFaV7lgq9pDgDHtixL80G3nULz5u/zdcSrFE2i+ZpTG9K85Pd/0Hx9XX7pJ0+bVjT/Zec8mjetcDLNd1zP12kf9+iJNAeAvnP/pvnDTXmd/pGL+PN97mKar0jwPax0I+8nsXfxepo/UL8EzV/89E+a7+j5GM2/LXI7zS/a8grNCz3UneYAsO28JjQfX7MkzedV5L0YGh/Hj8Xsx640P+/rMTSf2Yb3JKn8Pf9dOPWqC2m+O2kXzefV5v08AKDFklk5Wg+/evuHoezwyhe+MnJ1/mGW+i2K3eojVucPYDOC1f0KAFgNHfmLiEg2UYe/fcL8SiTX+dcB0BDATARnAu5392MBDADAW8OJiIhIpkWtzr8WgFGxhw0DMATAI2GMUUREchdD3rCHEBlhHfnH1/lPMrPeZlYUwHQA7WOPuRhA1ZDGJyIikmtFrc7/agDdzGwCgOIIrv//g5ldF+v9P77XZ2PTeoiIiMh+8lieUG5RFKk6f3d/BMAZABC7BHB2Wk92914AegGJZ/uLiIjI/iJV529m5QHAgk4MDwPI0LK+IiIiknEJ6/zNbDOAdB/k7ryAN/3tplXnfyWAm2IP6Q/gAU80wKQRNC/2+DP06VWqlaL5ohlraN6zcz2aX/H1MppXyrOT5jPG8frpG7rUpvnXDRvQHACwkteI37mT9yLoNZT3UujYkq/z/demHXz7p51A8+oFq9P8mtG818Hrv6yieZFVCWroX3qA5nDe5wAAkoYPovkdJXmZ8IuLttN8eCu+lnuTCvx9UvSpT2n+9wPn0bxS31E0L/znXzQvW5P3onioeSWa509wmLM78bcIM9bupvn/avGv4eTT3qD5EU3451j67rY0T5rDeznsnMDf54ft2kLz727nfQKqX8Z7mhQechvNgZxf937Dzi9DOVN8WMGLD746f3cvDgBm9hSAFQA+AmAALgfAf+LSETvi7xP7MAlBN7/OAD4EcA6AowA0BnAYAL73ExERkUzJzGn/89z9DXff7O6b3P1N7JuZnynuPtvdG7l7IwQ7+W0I6vrvBzDC3WsCGBH7WEREJMs04W+fzIxqq5ldbmZ5zSyPmV2OYJZ+VrUFMN/dFyP4Y+KD2P0fADg/G7YvIiIicTIz2/8yBF35XkUwB2B07L6s6gTgs9j/K7j7itj/VwKokA3bFxER0ap+cTL8lXD3Re7e3t3Luns5dz/f3Rdl5cXNrACA8xAs35v69RzpTDTcr86/13dZGYKIiMghJ+GRv5nd6+7PmdnrSGNn7O63ZuH1zwQw0d2Tp6GuMrNK7r7CzCohWNznH+Lr/BPN9hcREZH9ZeS0/8zYv+Nz4PUvxb5T/gAwEMGs/+6xf7/JgdcUEZFDUJ5Q17KLloyU+n0b+/cD9jgze93db8noC8d6+Z8O4Pq4u7sD6GtmXQEsBtAx0Xa+O6wbzdeu5+t4589TgOZ1P3iT5tdUaUHzDzrwNbJv27SX5ntGpnnyI8UPoxbRfEO7NJsk7qf65yNovvzum2n+ymdP0fz9k8+i+YtzhtG8egHeJ2D4mt9o3rNVB5oXPJb3Yrh15h809828fnrrk1/QHAAmPngyze8uUYXml27ha7l/9PFsmifdx9/Hrerzdh5fJfil+tgxxWi+LYkv4zHjpUk0f/sYXiP/4POTaX5ax6NoDgCf9ZhG83G7fqV54yd4v4p+ncfR/PYT+efwV1J+mhdqU43mi9/kx3cvLl5H84dqlab5zs69aQ4A6HdN4sdItsjO9r6nZPSBsTr/LwAsATDSzKoBeBTAMgAVAVQHcKm783ebiIhIBmnC3z6h9PZ399kAGgGAmeVFsNMfAKAIgA4A3g5jXCIiIoeCsBb2iRdf5w8AMItcJ0QRETnIRbXhThiy8ytxoHvs+Dp/ERERyWHZufN/NbNPYHX+CZ6XUuf/w64NmX1ZERGRQ1pG6vy/BV/V77zYv30O4PVT1/lnSHyd/3claqvOX0REEjKV+qXIyDX/F3Lw9VPX+YuIiEgOs6CLbggvHNT5/wWgmrtvjN13AYDXAZQDsAHAZHdvx7YzZ8ML9BOouYSvUT2sNf/bo/LhfCrDsS1K0bxc7XI0X9mR18Bj41oaL73tK5pXfrAV3z6AIt9NoPmazXlpvnPTTpqXaFKR5n+8Mp3mlzx0DM2XdLyQ5p3H/Ujzt4YspbkV570gCt/blT//rh40B4AJT55D8wu+nkjzckV4jXeN0oVpvm77Hpp/0ncBzXdt5Wvdr3qPLwB6fBne5wC7d9B4c55dNC/Oh4d8DyQ+xtl1Aa/TH9phMM3bDb6A5iOr8J+zVqWb0rzwEy/TfPhnK2ne9Yn6NE/U56BKQ17nX+Z23ksCAPKc1CNHZ3vvThoSyg4vf552kZvFnuHZ/mZWE8CzAOoCKJR8v7vzzhFpbyu9Ov/KALYAWAdgPoAumd22iIiIcJm5API+gDcB7AHQGsCHAD4+kBd199nu3sjdGwFoDGAbgjr/YQDqu3sDAHMAPHAg2xcREUnNkCeUWxRlZlSF3X0EgksFi939cQCJe8cmllLn7+5D3T35/OMYALynqYiIiGRaZpr87LSgN+JcM7sZQVc+3rA7Y9Kr878awaUBERERyUaZOfK/DUH73VsRnKr/PwQr7x2w9Or8zewhBJcXPknneSl1/l/04QuaiIiIAEGHvzBuUZThI393T17abEts1b1i7r4pi6//jzp/M7sKwDkA2no6pQjxdf6JZvuLiIhEmZn9B0GjvLwAert791R5QQTz7BoDWAvgEndflJXXzPCfJGb2qZmViJXoTQMww8zuycqLI1Wdf+wLcC+A89x9Wxa3LSIiksIsTyg3PibLC+B/CA6G6wK41MzqpnpYVwDr3b0GgJcBJK4fTiAz1/zruvsmM7scwGAA9wOYAOD5A3nh2B8RpwO4Pu7ungAKAhgWW9xnjLvfwLazvjFfI7rQBeVpvuiv+2i+/LjnaP7pbY1pXroZX6verruW5q1+GUXzn97n61/POft1mgNAz49a03x6Gf41PLrEUTRf2Jy/T4sVpTGuachff0+/QTTvU7YIzUsWT6L51JFLaF5x9zs0H3z/qTQHgOPK8RWxZy36jeYFW1emeZ6mzWn+1CzeC6F8Kf41GjKcnwRctXYFzcsUmk3z4rfwfhxnnH44zX9bu5fm85++nOYAsOOpgTQvV46XctuxJ9L81MIlaH7cJ71oXrgU7+Vwwu31aL561Vaa170m9f5of98+yPt1XNTreJofwpoCmOfuCwDAzD4H0B7AjLjHtAfweOz//QD0NDNL7+x4RmTmYkR+M8sP4HwAA919N0jbXyZW5z8a++r8N5nZ7QjOAqyPPWw1gCcPZPsiIiKpmYd0i5unFrtdFzesygj2hcmWxu5DWo+JVcRtBFAmK1+LzBz5vw1gEYApAEaZ2ZEADuiav7vPBtAISDnlsQxBnf96d38kdv+tCBr/0CN/ERGRKIufpxYVGT7yd/fX3L2yu5/lgcUImv1kVXydf/wfE0VxgGcWREREDhLLAFSN+7hK7L40H2Nm+QCURDDx74Blpr1vSQCPAUi+gDkSwWn5jVkZAFLV+ZvZfwFcGdtudvxxISIiAjifu5Jj+HSQPwDUNLOjEezkOwG4LNVjBiIorf8dwEUAfszK9X4gc9f83wOwGUDH2G0Tgpa/ByytOn93f8jdqyKo8b85neelXD/5etOGrAxBREQkNLFr+DcDGAJgJoC+7j7dzJ40s/NiD3sXQBkzmwfgTgQT7rMkM9f8q7t7/PJpT5jZ5Cy+/j/q/ON8AuB7BGcb9hN//WRs9Tq6NCAiIomFdeSfgLt/j2B/F3/fo3H/3wHg4ux8zcwc+W83s5R6ITM7BcD2LL5+6jr/mnFZewCzsrh9ERERSSUzR/43Avggdu3fECy7e8DtfdOp8+8eKwNMArAYGZjp/0FvXr88/Mpfab7tEV6wcFwPXn/daNJmmr/5Yxua3/TpBzR/qnlFmiNBbXCt4YkXRqwxbATNd8+eQPOVd5Sluf3I17uv8yb/Hj1WoirNL608j+ZfDOT1x892bUTzmuv537j/u/RImn88dinNA3wt+GPGLKd5qb/5GIvXrk7zVdv4EVHSm8/SvOpxr9G89Lg1NL/ixPU0L3l0IZrP68DXGBu6agrNZ8+dSnMAuKPN0TQv+8h5NPcih9H8kkH8d8GnL/DPIe/PvOfHFysX0nz+0bwfRdlneT+LEX/xXgmfr/yF5gDQqcQlCR+TJRE98g9DZtr7TgbQ0MxKxD4+4Na+sR38F9hX518NwKPJlxXM7C4ALwDYeaCvISIiImnLzGz/MgiuvzcH4Gb2K4An3T3T5Qakzh9mVhXAGQD+yux2RUREJLHMXPP/HMAaABciKDVYg+xZcjelzj/28csI+vtrIp+IiGQfTwrnFkGZueZfyd2fivv4aTPLjgs0KXX+ZtYewDJ3nxLr7S8iIiLZLDNH/kPNrJOZ5YndOiKoSzxg8XX+ZlYEwIMIWvomel5Knf+M71QQICIiGZCUFM4tgjKz878WwKcAdsVunwO43sw2m9mBTv6Lr/OvDuBoAFPMbBGCFocTzewf093dvZe7N3H3JnXPqXOALy0iInJoysxs/+I58Popdf7u/ieAlLVbY38ANHH3v3PgdUVE5FAT0evvYcjMNX/EWg0mF4P+7O7fHegLp1Pnn2lPntyK5qV67KL5vNZv0/zGF3id/6Mvz6D5zZ/cTfPOxxSg+bodfB30NV3/R3MA2PwOn5pxZ2E+t7Lrc3Noft7Dt/MBbOMtmOd+zbtEV733Wpp/Xvtkmn9WehjNvyzJ1zGvXL8CzasWK0bzUR070hwAXprI587mmcLr+JtU5X+bb3/9Bz6As3gvhWFlecuNbxOsZV//dt5L4Qvj7/PNK3k/jRIF+Oqmpzw5nucAijdPvYrq/qzeETQ/Yuk6mi+59U6aP7eH75g2Dr+S5qXyFqH5nYMX07x76X40L1CU/64qW5j3Meg3L3G/i061Ej5EskmGT/ubWXcAtwGYEbvdZma880f626oNYDT21flvMrPbzexxM1sWaxu8AUDTA9m+7JNoxy8iiXf8IrlNZo78zwLQyD04b2JmHwCYBCBxC7lUSJ1/FwAvu/sLmd2miIgIpdP+KTIz4Q8A4s/rlMymMaSu8xcREZEclJkj/2cATDKznxD09j8V2bCsIOLq/GNuNrMrAYwHcJe786bfIiIiGaEj/xQZOvI3szwIFts5CUB/AF8BONnds9ThL77OP3bXmwhK/hoBWAHgxXSel1Ln/+G7P2ZlCCIiIoecDB35u3uSmd3r7n0BDMzG14+v80fyvwBgZu8ASLOawN17AegFAH/v+FhtgEVEJLGINtwJQ2au+Q83s7vNrKqZlU6+ZfH1U+r8AcDMKsVlFwCYlsXti4iISCqZueZ/CYLFdrqlur/agbxwOnX+z5lZo9jrLEIWewCIiIjIP2Vm518XwY6/OYKd8y8A3jqQF43V+X+BfXX+1RD09C8AYG/sYQ0ADEasJDA9he7mDWKsQz2az5zFTwM93LQJzRucupzmmx/vSfPd23fTfO+lzfjzm/yj+/F+ChXmzVsAoHD+yTTfM+VMmvtC3kDl4dXzaf78KfwEUuk3e9F8+eH8+RWX8CaRi1bsoXmnzbxJ0ZBavMHMWZV30BwAbhqcoJnTojto3n3KRJo3bzeS5q/U4V/DPH3b0bzNWv41fv0JPr5LLuANcC55hLfx/qY4f/5tr/LfA3M6/x/NAaDg7U/RfOsrD9G83ik/03zKj6tpXiQfb7Kz5ZTXaP7gh61oftvf+Wl+19H8fZzX+O6kx1H1af6v0IS/FJnZ+X8AYBOA5HfYZbH7ErcvSyW9On93fyX5MWb2IoCNmd22iIiIcJnZ+dd397pxH/9kZry3bcb8o87fgvV8OwJokw3bFxER0ZF/nMxM+JtoZiclf2BmJyKoxc+q1HX+ANACwCp3n5sN2xcREZE4mdn5Nwbwm5ktiq249zuAE8zsTzObeiAvnkadf7L9qgDSeF5Knf9705cdyEuLiMihxpPCuUVQZk77/ycHXn+/On8AMLN8ADog+GMjTfF1/ltubqs6fxERkUzI8M4/h3rvp3WEfxqAWe6eeP1HERERybTMHPlnq3Tq/IG05wCIiIhkifvexA/KARbKq3LmfnCfNX9tyo30E/hyNq8WHHVsXZofP+FPmk88oQHNd3z8G83PaXQYzUe0v5Lme7/6lOZjTz2K5gBQ6bKvaV6tTmGaTxvN6+ALH8brk/MVzEvzB+6irR7wwqktaD66VA+ad7yG17hvr1KB5sVW8xr3nRefTHMAKDl0Es0Xzec11iXbHU3zX1sfQfPDChaledkr+9O88vPn0fyWNUto3qz1KJpXW3EpzZdv5e/BFg+No3n1Y/jnDwA/d2tJ8+M28Tr5nwry30UtR/P5S0vOOoHmPy7hxVdHtBpB89VraIzH3j2W5l0blKX5fZX570oAsErdcnQ/6RvCaQdvh10Ruf1/KEf+cU1+kiU3+fkZQeOgQgD2AOjm7vynVkREJCPU2z9FKDv/9Jr8AHgHwBPuPtjMzgLwHIBWYYxRREQktwrtmn+clCY/ZuYASsTuLwmA984VERHJqIiW3YUhM3X+OSV+gt/tAJ43syUAXgDwQFpPiK/z/61fdjQZFBEROXSEuvNPo8nPjQDucPeqAO4A8G5az3P3Xu7exN2bNLuIT9gTERGR/YV92j91k5/OAG6L/f9LAL1DGZWIiOQ+Ou2fIuzT/qmb/CwHkFxP0waAevuLiIhks6g1+bkWwKuxFr87AFyXaDs3Hns+ze/56L80X/LOTJo//x7vavxHAd404pcLqtL8y9em03zvzk9obmWL07x8h69oDgDHn1eF5kW27qL5aTdUpPnfc3kd/K7LTqX5J8ek2+kZALD70340nzqS12cnnXAxze3mR2j+yVvraf7bvbxPAgDs3cXfR8VPPJzm+S7l/SBaLuP9Kr6o8DbNb+peneY/VeQ17qMm8Br388vRGCeu5ccpvXwnzcv1SXP6UIqVD73OBwCg6KPf0Xx7T/4+admvL83vrsT7YTxyyxc0P3kyL9R/+sNmNP+40Yk0r9niFZofOfVBmlf/9BuaA8CCrt0SPiZLdOSfIpQj/1id/2gASwCMNLNNZnY7gM0AdsXGtRo68hcREcl2Uavz7wfgbncfaWZXA7gHAP9zWkREJCN05J8i7Gv+QFydP4BaAJL7fA4DcGFooxIREcmlorDzj6/znw6gfez/FwNI84J5fJ1/717f/wtDFBERyT1CLfWLq/NPno1zNYDXzOwRAAMRXP//B3fvBaAXAOxOGnJwr0wkIiL/DvX2TxGpOn93nwXgDAAws1oAzg5xbCIiIrlS2Dv//er8zay8u682szwAHkawwp+IiEjWacJfCnMP56x5rM7/LwDV3H1j7L7bANwUe0h/AA94ggEWebA1zcfd1Y6Oo+a7Y2k+/n+8D0DT+xvSfMwzU2he8XC+lv3c2XtovmkzjVF/dRf+AACFzvmY5tffzT/HD9rxOvqC1/SheflS/Ady1lheI17rm+tpjj28T0GB1wbSPGkPH9/u156ieb8CiWuXE52NvPm5GjSfPZl/jarX4evVz7vr/2i+cutSmg+Yv5DmL41YTPM1991F8z/r3ULzYmN4S5AaS7fQ/OfTPqU5AGz9nZ+I3FGb9wG4cMFNNE/6bSLN8xzB+2mMPoL3CTihz1T++tt203x8n/k0b3V+aZqPfeRMmgNAk/JXIDjcAAAgAElEQVSP5Oi6977ijVB2eFapW45+XgcizCP/6wCsBDDazP4E0AXAXgSTEKsDeCHRjl9ERCTDdOSfIqwmP5UB3AqgibvXB5AXwaz/0QBOA8APE0REROSAhXnknw9AYTPbDaAIgOXuPgkAzCJ3hkRERCTXCOXI392XAXgBwTX/FQA2uvvQjD4/vs5/z6TlOTVMERHJTTwpnFsEhXXavxSCZj5HAzgcQFEzuyKjz3f3Xu7exN2b5DuOL3giIiIi+wvrtP9pABa6+xoAMLP+AJoB4NPORUREDpSa/KQIq73vXwBOMrMiFlzgbwuA19SJiIhItghrVb+xZtYPwEQAewBMAtDLzG4FcC+AigCmmtn37n4N21a/N/g1/4dOmkHzn3dupfmmsw6jeVKbBjRvM2cZzXd147XDNbZso/nG//1C88OK1qM5AKw5sgTNbzmuPM1XHPcSzTdv5hWbe3vzPgF7aq2l+bub5tD8guotaD7j8Q4039CkF81P/vwdmtcedArNAeDDk3kNdMeRw2i+8eYrab7jkTdoXvG+N2m+/oW7af5Q0nqaFzyDT+JdcOJtND9u+v/487dMp7kdcQzNm93BcwAoUIz/LO3ZfgbNLx3yGc0/O56PYUXFMjS//FO+zkmf12bRfOtW/nPa+qo0l1pJcVhV3megz4y/aA4ATfivmqyL6PX3MIQ5238Dgrr+5HEYgBMBbAUwC8A4ADeGMzQREZHcK2p1/p8AqAPgWACFAdCjfhEREcm8qNX5p5T7mdk4AFXCGpyIiOQyOu2fIpJ1/maWH8D/AfghrefH1/kP3rXh3xiyiIhIrhHVOv83AIxy9zRns8XX+Z9ZgE/IExERARCU+oVxi6CwSv1S6vzdfTeCFfyaAYCZPQagHIA7QxqbiIhIrhbWNf+UOn8A2xHU+Y83s2sAtAPQ1l0XZ0REJBslaaHYZBbWqrlm9gSAS7Cvzv8aBGV+iwEkr1Lf392fpBvaO4x+AjM28jWyt+zeSfOmhzWm+a6336e5FclP85bFaIzRtfk67pXHTqP5uCsSr6F92P1f0HzzMr4WesU3u9B8RXH+N2bdV76k+da/eS+Gz246nub58uSleSJn/7iS5gUm8LXsM2JnvSP4a3S9nOZJU36j+a4RvMY7/9ElaW4V+eW1PKfyfhVJefl74KJBH9J89ALeR2Dl2byXwtii22ne+Bv+9QGAfGfw99mghu/S/NzLS9H8z6fPp3m9BZto/noB/jW68bd1NM/XpDrNUYD/Liv6xSia//LVCr59AI1nz8rRVd18fo9QdnhW/b7IrVYX1ml/IO06/w8AbEEwrnkAePcYERERybSo1fnf4e4N3b0BgksDN4cxPhERyYU04S9FmEf+yXX++bCvzn8TAMT6/RcGoAs0IiIi2Sxydf5m9j6AlQg6/b2e1vPj6/x7vTPoXxq1iIgc1HTknyJydf7u3iV230wEEwL/Ib7O/7pr+UQjERER2V/k6vwBwN33AvgcwIUhjU9ERHKbJA/nFkFh7fxT6vxj1/fbAphpZjWAlGv+5yFY3U9ERESyUdTq/H8EUAJB2d8UADcmTwJMT6U3zqefwJcXNKDjuH7oTJr/WbkizavMW0rzpD38es+q6av48x+5gub3LZxK8x4VE9TuAthYpRrNJ66ZRPMfFv9N8wqF+d+YLatUpvm1Q3kvgyWreB+CiT8sp3n7zrX4809rTfNlxfjn9/jYsTQHgF6FS/MH7NpN459rFKH5RZ/w7+F7Tyyg+Q7eDgOtLuA17OXvbEHzPMefSvOk8T/T3Oo2pPni/LxGfsyKxMcZHVcXpHmJoZNp/vzF/H12/SreC+HZkrtofm61o2i++fgP+PO7HU3ztWedSPOS/UfT/PAjeS8JAJh1Vb+crfOf+XQ4df7HPBy5Ov8wV/X7R52/u58CAGb2GoCr3Z13NhEREcmoiE6+C0PU6vxhZk0A8MMIEREROWBhHvkn1/nvRqzO38zyAngewGUALghxbCIiktvoyD9F1Or8bwYw0N0TN4EWERGRAxKlOv8rAVyMdBr7pHp+SpOfbb8uytGxiohILqFSvxRRqvN/AkANAPPMbBGAImY2L60nxzf5KdL8qH9rzCIiIrlClOr8X3L3iu5+lLsfBWCbu/P1bEVERCTTQpnw5+5jzawfgInYV+ff60C2tfJPvtZ64xW8Pnr2pg00n3gm7xNwbh6+TvjLg/6i+Ve3Nab5zgq89nbltIk0rzpiDM0B4N4TF9H8jt5TaP7Lg6fT/KTpfB1xrFxG42GDeS+Fla+dS/Mx5/HtT9zE64+TfuFfw1sL89N675z2H5oDAAqWp/HaSx+heevnO9J8zPVtaV6tclmaP1uL9xHo1Pgimr82rT/NPxnwCc2HjOA/5yWfOJLm28B/ThuUrUpzALAS/H1y1R7eS+CGXWVo/nwp3i/jue8X0rxHEu/VsGJeD5ovvvVVmu/5lfdE2XAiP1Zb+PSvNAcAXJX4IVmiCX8pwlzV7x91/mbWx8wWmtlkBKf/G4U3PBERkdwplCP/uDr/uu6+3cz6IlbnD+Aed+8XxrhERCQXi+jkuzCEeeSfXOefD7E6/xDHIiIicsiIWp0/APzXzKaa2ctmxptpi4iIZFRSUji3CIpSnf8VAB4AUAfACQBKA7gvneen1Pljxup/adQiIiK5Q5Tq/Ju5+woP7ATwPoCmaT05vs4fdfksaREREdlfWL39U+r8AWxHUOc/3swqufuKWO3/+QD4Wq4iIiIZFdFT8GGIWp3/YDMrB8AATAZwQ6JtWR6+THK+J26l+dMTB9C88fbCND/rz1U0f+s+Xv9cptaLNO/6+TaaX1iT1x7fc+dvNAeAw8fzGvHzZ/E69+Hr19C82Um8xvzyX7+jed/y/Hv84tLFNL9pDq/xfuYovk76j3l4r4i3WvBeDUlXJexYjcqn8jNYayrwr8HOX3i/hxZ/834WK46vSfMHmvBeBXYT70OwbDn/pXvrgGdpPunJm2jeaA//Hh4zdz3N68+aT3MAePmuqTR/fcjFNF95TDWa3/oC76dx96l1ab5rFP8cFp6Q5lXUFPZTV5qf2HMYzc85mveC+GREd5rLvytSdf4IzgAMBFAAQGMAV4czNBERyW3cPZRbFEWtzt8AVAVQx92TzEwX9EVERLJZWNf8k1+7sJntxr46/6cBXObuSQDg7prKLyIi2UPX/FNErc6/OoBLYmV8g82MX4gUERGRTItanX9BADvcvQmAdwC8l87zU+r8fTqfcCciIiL7i1SdP4Clsf8DwAAAaS6pF1/nb/Uq/CsDFhGRg5w6/KWIVJ0/gE0AWgNYCKAlgDkhjU9ERCTXilqdf2EAn5jZHQC2ALgm4bYSrNLUcyqv47+vaBWanzuZ195+0X0uzTvW4HX2X657g+Zl14ymefMeCWpvu59IcwC45egnaN5qyp00v7wMXwt9Uv07aP7Ry61p3r7bcTRvW7UZzb9q8jjNq0zlfQiGNz2B5lN2814Mfe86luYA8M0RlWne4vnhND9sDl8Xa0M9/j4vP3YWzQd1HkTzIpceTvNNz5xJ86RtvEb9wrvr0XxBueo0f3HtPJpPO6sdzQFg5xVX0XxAMf5zcs3jvM5/7VWn03zP4HE0H/4CP1YqXpz3iqhXuBLN/y5bim//xwU0v6cJ/10KAI0Knp3wMVmiVf1SRK3OvzGASrH79wLYGs7QREREcq+wJvwl1/k3cff6APIiqPN/E8Dl7t4IwKcAHg5jfCIikgvpmn+KMI/8k+v882Ffnb8DKBHLS8buExERkWwU1jX/ZWaWXOe/HcBQdx9qZtcA+N7MtiOY/HdSGOMTERHJzaJW538HgLPcvQqCJX1fSuf5KXX+mKEmgCIikgE67Z8iSnX+pwBo6O5jY4/5AkHt/z/E1/mjrtr/i4iIZEZYO/+UOn8zS17NbwaAkmZWK/aY0wHMDGl8IiKS2yR5OLcIilqd/1IAX5lZEoD1yIYlfSet5ut8n7+D18YWzpeX5kO/OpXm8xZspPmZ3/Sh+SDn36Kxg9fQvOqqxKecNtUsQPM8j6XZZTnFtgplad7xnvo0f/uqH2l+8U//R/OJDXmfglterE3zlRX41BIrXo7mXb7oQ/OJjRPX+b++chnNB912Cs1PefdPmm84l9exD1zP6/xbrtpC875dG9F86F+8BrxrH16Hv+CpG2j+/eH30/zrXo1p3qJy4rnFu1b/RfMOG9K8SpnigkWTab6k60c0r9r7cpqXeoZvv83F/CzpsHX8PXDqZefTfMvXvBfEOyuW0BwAGvFfJZKNwlzVL606/40AdgMoAGAxgjMEIiIiWRfR6+9hiFKd/2UAPgDQKXbfYgCdwxifiIhIbhalOv+tAHa5e/J5+GEALgxrcCIiIrlVKDt/d18GILnOfwWC0/19AeQzsyaxh10EgDeNFxERySiV+qWITJ0/gMsRtPh92czGAdiMfXMCUj9fdf4iIiIHKKwJfyl1/gBgZv0BNHP3jwG0iN13BoBaaT3Z3XshqA6A3XhSNOsoREQkWiJadheGKNX5zzSz8gBgZgUB3AfgrZDGJyIikmtFrc7/aTM7B8EfJW+6Oy8AB7C1JF9j+vA/eP30BU35OudPnXwizQte04fm666rS/M3W19K8wm1bqJ57en/pTkAnPfNVzT//Ateg72jBl+rfdetvA5/2gsf0LzWU3yt9nt28+9hl3b8e/jLlbwXg0/j64wvOJZPPXnnDN7HwEqfQHMA6HrnzzRfOXEVzbfXOIzmpefPpfnSRp/T3O7ia71XLMJfv/1zv9H8vpKFaL75669pfubITjT/fj2v4/9w5hK8NHU9fUz+C/n76Ld142h+coGiNG/a/gia9y+wmeanLHid5pv/9zbN8+/m38OJu+bT/PXDC9IcK3nPFQC4MXFLjKyJ6PX3MIQ5238dgh2/AZjg7jsBPIug0U8eAGfH5gZIFiTa8YsIEu74RXKbsCb81QdwLYCmABoCOMfMagC4H8AId68JYETsYxEREclGYU34OwbAWHffBgBmNhJABwQVAK1ij/kAwM8Irv2LiIhkjU77pwjrtP80AC3MrIyZFQFwFoKa/gruviL2mJUAKoQ0PhERkdCZWWkzG2Zmc2P/pns53MxKmNlSM+uZaLthNfmZCaAHgKEAfgAwGalq+t3dAaRZlxFf5//e5MSLRYiIiBykq/pl5nL4UwBGZWSjoU34c/d33b2xu5+KYAW/OQBWmVklAIj9m2YHH3fv5e5N3L3J1Y3UBFBERHKt9ggugyP2b5rLK5pZYwRny4dmZKOhrepnZuXdfbWZHYHgev9JCDr+dQbQPfbvN2GNT0REcpmD85p/wsvhZpYHwIsArkDQRC+hMJf0/crMyiBYwvcmd99gZt0B9DWzrghW9euYkQ01rEXqZ1dsxrJVaXYJBgDcDOCdVenXn64EsG3PpnTzggB+/25t+q9/HVC6ED/BYsun03zGwDbpZrUBNP30s3TzikULoMf9E+n2cdxh6PfocenG1w5bhXW/pl9rX+xWYMnmOenm1QHc26xc+q8/Zy36dp+RbvzHgApYvS397yEAFLm2Oc1r7iqRbuZYgbyfjE43n9e9Ey77fky6+f/a1sPxs0ipWDPg+6XD6fhaApgzbGm6eYky+XF8u/Rr7RfO346Fv69JNy8FYNbln9IxHPf39emHzw6kzwWAprSfwffY2z7991jRn2diQ0leZz7rzPT7QdRbuh0oQX4PrAcmrtxCt//DubzO/lwAGx/rn/4DnmqJx39PvxZ+yHENMMh4v4Yux/NpTh2/nZputrRrc0w59pZ082NuqI88pQvT7c8tScLdwPGl2Pd4Id6enX4vgutrF0e/0YvTzS865Ug6toOZmV0H4Lq4u3rFOtUm58MBVEzjqQ/Ff+DubmZpXUfoBuB7d18a9M1LLMydfz8E5X75AByL4FpGGwRfgOoALnX3dYk2Qnf8AN3xA3zHD/AdP5Bgx4+c3fEDfMcPIPGOH6A7fgB0xw/wHT+QYMcP0B0/gBzd8QOgO34AdMcPgO/4kXjHD/AdPwC64wdAd/xAFnf8GcB3/KA7fgBZ2vED4Dt+ZH3HDyTY8QN0xw8gR3f8AOiOH0DWdvxItOMH3fEDoDv+5Pz90/kYDlbxLenTydM9WjezVWZWyd1XkMvhJyOYRN8NQDEABcxsi7unOz8glJ1/qjr/XQB+MLPvEFQBdADAW1GJiIhkku89KHv7D0SCy+Hufnny/83sKgBN2I4fCG/CX0qdv7vvATASQAd3n+nus0Mak4iISNR0B3C6mc1FcD2/OwCYWRMz632gGw3rtP80AP+NXfPfjqDOf3xIYxERkUPBQbiqn7uvRbD4Xer7xwO4Jo37+wDok2i7ka3zZ+Lr/DeO5IvSiIiIyP6iVuef0eem1PmXbFkt5wYpIiK5x14P5xZBUavzFxERkRwWtTr/CwC8DqAcgEFmNtnd24U4RhERkVwntJ2/u7dI474BAAZkZjtLZvH65rmP8r8d2r7/K83/XrWT5g26pdWXYZ9TVmyleclh39J8wX2daX7Va3z9hl28jQEA4IapvAa6Slv+Oc4qyi+9tPzPezRvdRuvYW+/PkEvhk/597DwRQ1ovqdFLZrbkbz+elF93mK67Vs/0RwA8v/vDJpvOL4p38BlvBfDaZN5jfg9G1bSfF3eIjT3BP0q2mzeSPNBq/nPyZ0jp9H83hv+oPnoOY/QvEj3xJOmNzc7nOZDavP30Q0L/qJ58fy8OcuYy86k+c4P59F884/89Wt16EBznzSS5gWu70Lzm//I1K/2HOEH4YS/nBLaNX8zu83MppnZdDO7PXbf82Y2y8ymmtkAM+OdP0RERCTTQtn5p2ry0xDAOWZWA8AwAPXdvQGCCYAPhDE+ERHJhTThL0XUmvwMjX0MAGMAVAlpfCIiIrlWWDv/aQj6EJcxsyIImvykvnB6NYDBaT05vs5/75QVaT1ERERkf3uTwrlFUCSb/JjZQwD2APgkneen1Pnnbcgni4mIiMj+ItfkJ7YowTkALnf3aF4sEREROYhFqsmPmf0HwL0AWrr7trDGJiIiuY9K/faJWpOfngAKAhhmZgAwxt1vYBtZ+Divg9+btIfmX7/G1wYouW03zS9sw2vcL+7wG823TUp3GWcAwLHv9aN50XJ8HfPOj1emOQB8d1Z9mo+9+DOaFy/3Hc2Xj21D86lH1qR5o+f59tfOXE/zMZX49/CWyRtoPv5DXmN+3y28j8B55/H6cABYtIn3k6i9ZizNjyhehuYjTj+P5j5zEs0L7eS9IMoNGU3zZZP43JzduwvR/IfyvNfCzmur03xD4fw033ZpS5oDwJwufWk+qXlpmr/zFe+FMP7xs2leeXqCdUx+fY3G3v9Dmv+2cTLN/y67g+Zt7niB5k+35P0w5N8V2ml/AP0AJCH4A+TY2H2fIbgEAACrATwZwrhERCQ3UqlfiqjV+T/v7g3cvRGA7wA8Gsb4REREcrOo1flvintMUQDR/JNJREQOPkkezi2CIlfnb2b/NbMlAC5HOkf+8XX+H7/H+02LiIjI/iJX5+/uD7l7VQQ1/jen8/yUOv8rrk48UUdERET2iVydf5xPAFz4749MRERyI9/rodyiKMxV/crH/k2u8//UzOJrvtoDmBXG2ERERHIzC6uJnpn9AiC5zv9Odx9hZl8BqI2gBHAxgBvcnS5UnjTqTvoJvFN6Ox1H6y58zkD5huVpXuJ8vob3uCa8xrvfXL4O+wuN+Drvee5/ieaJaocB4Ov5fJ3vJwryGuvxHb+k+Qlz3qT57rfeovmeVXyt9/Hv8nXMm4++jub+F/8e7DqZ9ylYtGkGzesc1oTmALCuCy9s2f1GV5pXvIt/DW+/9Fiat6/O3+fF8vM6/Hx58tL81Unzaf7x97NpXvpoXkP/whm8hvy6PrzGfsitzWkOAMeVa0zz+Rtn0nzsyiU0L5TXaF7qhBE0P+utpjTP2/Zkmn+5hY+/fhm+ztp70/nP4e3HnUBzAKhS7Dr+RciiXa9dFMoOr8Ct/XL08zoQkarzd/cL3b0+gA8QtPjlnU9EREQk00Lp8Jeqzn8XgB/M7Dt3n2dmVQGcAYAfjoqIiGRGRK+/hyFSdf6x7GUE/f31XRIREckBkarzN7P2AJa5+xT25Pg6/14Dp/4b4xUREck1Qjnt7+4zzSy5zn8rgjr/ggAeRHDKP9HzewHoBSSe8CciIgJoVb94Uarznw7gaABTzGwRgCoAJppZxbDGKCIikhuFtqSvmZV399Vxdf4nufurcfkiAE3c/e+wxigiIrmIJvylCG3nD+ArM0uu87/J3fmi6ukYfhRfp3vGws0079KZr2U/qj1fJ/yKb3iN95c3jqL50l4n0dzn8TkNRcsVpfnukz6mOQDU/4v/QJR4iNdQvz2PP7/hKz1pvm40r7OvVI7GKH1rNZo/s2kuze/4nveSWtKE1+nXKd6A5ku38tcHgOU9Tqd5iZ1raP7Nvc1onu+4QTR/53P+/Etql6L5KY+Oo3m1W+rRfG2PO2j+24qxND9jLu/n0WEn/z1R4Fteow4Axebyn+VvbuE/y31nb6L5S49MoPnWuZ1onjdvZZqXeX8AzWdN4L+CG7bifQpGXsZ7JWzZvZHm8u+KVJ0/AJjZLWY2C8FcgHtDGpuIiOQ2ez2cWwRFqs4fwcp+7QE0dPedyS2ARUREJPuEddo/pc4fAMwsuc6/CYDu7r4TANx9dUjjExERybUiVecPoFbs/rFmNtLM0mwGHV/n//2nk//FYYuIyMHKkzyUWxRFqc5/b2w8pQGcBOAEAH3NrJqnWn0ovs5/6F/3RfMrKyIiElGhzfZ393cBvAsAZvYMgKUA6gDoH9vZjzOzJABlAfCpziIiIonsTQp7BJERqTp/BLP/WwP4ycxqASgAQHX+IiIi2ShSdf5m9h6A98xsGoIqgM6pT/mn1u7ZkfRFXrq+Ec2PSLBq8K8dv6X5xPJFaJ539v00LznmV5oPKc3Ht+nqs2h+VGW+fQD47lXeq2DTrVfS/ONOvAZ7fMmyfPsdeC+FvUv20vznowrSvOWopTTvWpvXR89v9iTNy5/Ca+B3nsg/PwCoM2c5zRc92IXmJa/uR/Pq3Q6n+fQeE2l++fV1aT6+HF+ufEl9vpZ88Q1raX5k+4E0r9ilJs0//4wvEtpm3g00BwA8/iqN263kU6gOO4WPsfHpi2i+pxjvSbL9uT40X3tNW5pXKvoLzUe9P4fmNY6vTfNNvfnvCQBA73sSPyYLonr9PQxRq/P/CEB9AHsQXPt/KZyhiYiI5F6RqvN390viHvMiALWEEhERyWZRq/N/LvaxAegIoE1I4xMRkdwmot32whC1Ov9kLQCscvc0m6LH1/ljhvoAiYiIZEbU6vyTXQrgM/L8lDp/u/Ek/SknIiKJacJfitAm/Ln7u+7e2N1PBbAewBwAMLN8CC4BfBHW2ERERHKzqNX5A8BpAGa5O6/PEhERyQTXNf8Ukarzj93fCeSUf2rrdvIa70Jf8vrezss203z9D9fQfO8lH9K85P0f03xGc75w4Q038Tr9c7unufxBimkT+RrdAFD8tydo7iv4WuflChelecPnfqP5ycfxOvlWi/ha7U2WbaH5+le70nx30i6aL2lTlebPrVlP840vT6M5AKxtxN8HBY1/jbZULkbz7eu30vyn/51C89cv+JHmeRKcQ9w7/w2ar/yM19kXLVeY5j3v5jXoFz/Dey2szV+I5gBwZ4c6NP+2PH8ffTppJc9vPp7mF48aRPMvH72Z5tMb30HzXZcfTfP7H+O/a/qdeAbNpx6Rn+YAcGrCR0h2iVSdv5k1BFAbwE1m9q2ZlQhxfCIiIrlSKDv/VHX+DQGcY2Y1APQGcL+7HwtgAICcbfckIiKHjiQP5xZBYR35p9T5u/seAMl1/rUAjIo9ZhiAC0Man4iISK4VtTr/6QDaxx5zMfav/RcRETlwe5PCuUVQKDt/d58JILnO/wfsq/O/GkA3M5sAoDiC1r//EN/kp8/sFf/SqEVERHKH0Gb7u/u7AN4FADN7BsBSd58F4IzYfbUAnJ3Oc1Oa/Ky/umU0L6iIiEikaFW/fUKb7W9m5WP/Jtf5fxp3Xx4ADwN4K6zxiYiI5FaRqvM3s9vM7KZY3h/A+4k2MvdZvkb16pqf0PysvnztoHyF+bSDxx5sTPOXGrSk+ZBneB+AQq+fTvMH65Wm+UkbdtAcAKYX5dvY8+NUmjebzNdX+Okzvlb9G7P5Wu8FV/K/1rccw9cRr9bjA5ovnMf7CLRIUIPf9jxe/7yz5jKaA8DEnjNo3nJZd5qvQwGaJ3X7D813Debf428W8O9BnZVX0bziH7zfxs7/9qN54cH88y9z5/M0/+nqFjS325+iOQCM+o73zDh65p00P7cg7wMw4z89ab7yo9Y03/bIazQ/7MjiNJ81gX9+zzWrQvO97/ameeEek2gOAJj7dOLHSLbI0Z2/mb0H4BwAq929fuy+0gha91YEsAhAR3dfH1vJrzqCsxHbAPR1d52jERGR7KEOfyly+rR/HwCpDznuBzDC3WsCGBH7GADOBFAzdrsOwJs5PDYREZFDUo7u/N19FIB1qe5uDyD5POwHAM6Pu/9DD4wBcJiZVcrJ8YmIyKHDkzyUWxSFMeGvgrsn1+etBFAh9v/KAJbEPW5p7D4RERHJRmH29kfsmn6m/yyKr/Mf8NH4HBiZiIjkNr7XQ7lFURiz/VeZWSV3XxE7rZ88VXwZ9u/oVyV23z/E1/mPW/VkNL+yIiIiERXGkf9AAJ1j/+8M4Ju4+6+0wEkANsZdHhAREZFsYjlZTWdmnwFoBaAsgFUAHgPwNYC+AI4AsBhBqd+6WKlfTwTVAdsAdHH3hOf0d718If0EFnXhNeQ1l/C14CuPnkLzZSc3oPmWuo1oXuLWHjRfu52vgV3yDAk66v0AACAASURBVL4Gd55jjqQ5ALzka2h+3Fk/0bzVW81pvv3s82j+zYKhNL/yjck0v+o8vs76e/15Df1pbfla7z+U5XX+fVvzddYxk/dqAIBONfkaVuu7Pk7zmztWo3nfIXNpfuEZNWj+afEyNB9fsyTNKxXlX8OaT35G8/X5i9L8nY78fX57L/4e6nZxfZoDwOtFy9G80tjpNC9ehP8sz7zqeprn/XshzdcUL0TzWevn0HzO+tRzs/d39RreS8Lq8J/D+RfwPgYAUOP3aZbwQVmw6frWoZwpLvH2Tzn6eR2InD7tvx1AXgCzU9X5J690EH/NvzaA4xGc7n8oIzt+ERERybwo1fmvA3ArgBdyeEwiInIIStrrodyiKDJ1/u6+2t3/QNDuV0RERHJIGLP906vzFxERyTFRbbgThoO+zr/373wSjIiIiOwvjJ3/quS2vanq/DPM3Xu5exN3b3LNyXy2u4iIiOwvjNP+yXX+3bF/nb+IiEiO8aSkxA86ROT0kr4pdf5mthRBnX93AH3NrCtidf6xx1YEMB5ACQBJZnY7gLruvom9xs6br6BjqDH2Vz7GxqfSfOMXo2ie560hNP/krc9pvvz8w2ievy9fI3xi3Qdo3uycBTQHgEcvrUfzQpM60dwSnLspsoH3ESh98nCaF7+Hn93p1oDn7xzO811f86rSF44sRvO6vAQdR5RJvETFgs1/0nzcBytpXuyKmjS/rcMxNF+8ic+z7V+R5wOnLKL5VVd+QvP8N1SluT98I82vf/V9mt90ai2a9yqT+FfhzoG8jv+3W9rSvORNfWn+ZN0vaT4qQU+SN9o2pPmpxY6lebOKpWnedTn/XfbOEP67dtb0xHO5ebcJyU5RqvNvi6AyYD2AzQBuTLTjFxERyaio9tkPQ5Tq/BcCaOnuxwJ4CrHe/SIiIpK9cvTI391HmdlRqe5uj+BSABDU+f8M4D53/y3uMWMQdPoTERHJFir12yeM2f4ZqfPvCmDwvzckERGRQ0fk6vzNrDWCnf996T0vvs7//d58URgRERHZXxilfqvMrJK7r0hd529mDQD0BnCmu69NbwPu3guxOQGbdw/QeRwREUlIE/72CePIP7nOH4ir8zezIwD0B/B/7s7XnhQREZEDFpk6fwCPAigD4A0zA4A97t4k0WsMKnQ/zQsV5M9vv5jXP39z/Yk0n79xA81XXc//0tx09Uial0jw99kH77Sg+c+df6E5ADS7la9nP7nNezTfNe1lmi9teS/Nz7ykFM3H9F5E80Ytef3yjkG8PrvQzefQ/L0hP9J85uzbaD6u6Ws0B4D6z59MczuVr9X+ax6+XPj4lVtp3qFWSZqf238JzUu/NIPm27bRGM9dyPsUFJ4wmua7EhzRfdtlDM3vvjNxL4YLH7qK5r4r9Rpm+yt9N+8D0Po/X9D8qQQ9QSoNXkbz9ucfSfPfF66neb6CfHfxzikVaX7jmpdo/m/QhL99olTn/y2AprH/7wFwew6PTURE5JAUpTr/EQAaunsjAFcjuPYvIiKSLZKSPJRbFOXozt/dRyHo2hevPYL6fsT+PT/22C2x2f8AUBQHsNqfiIiIJBapOn8zu8DMZgEYhODoX0RERLJZpOr83X2Au9dBcDbgqfSeF1/nP8L5hDsREREgKPUL4xZFYez8V8Xq+5G6zj9Z7HJBNTMrm9YG3L2Xuzdx9yZtjc+AFRERkf1Fqc6/hsVq/MzseAAFAaTb6EdERCQzPMlDuUWR7ZtjlwMbj6vzB7AKQZ3/1wD6AjgCsTp/d19nZvcBuBLAbgQlgve4O18gGkDFnu3pJ7D8eL6Ot+XNS/N2y5bSvNsVf9D83A94/XbvYwrT/NoNRWhutXmfgp2lK9EcAFac9iDNjz+Db6P7uUfTvFSC+uCrP+I14sUrFqf54I5Naf7l3EU0r1SUvwduys9rwJ/ezGvg72/SgeYAkPfH72je/2zexrrjNXwt9rK10jyJlmL2FL569oTvVtK89Su8H8ZPt4+leZvevF+Fb+drwY9KsP1y066iOQAUzsd7KVTPw98Hc9o8RvPGZx9O8wWzeDOECT2a0/zM7qNovq0Cfw98+9+5fPvbutN80MIRNO8w9B8nef+hwM19ecOKLFrevmkoe+LDvxmXo5/XgYhMnb+79wDQw8xOAPA7AN4xQkQkmyTa8YvkNlGq84eZ5QXQA4BW6xERkWyl0/77RKbOP+YWAF8hjUmAIiIikj3CWNUvzTp/M6sM4AIArQGcEMK4REQkF4tq2V0YolTn/wqA+9w9iTwFwP51/ttGL8rJIYqIiOQ6YRz5rzKzSu6+IlWdfxMAn8eq/coCOMvM9rj716k34O69APQCEs/2FxERAQBPSnhseciITJ2/ux/t7ke5+1EA+gHoltaOX0RERLImR4/84+v8zWwpgjr/7gD6mllXxOr8s/IaKztfQfNEtbdHdqpD80l5dtH8irur0PzuIwrS/MpufJ3yv4fcTfNte3h9NrYtxMYTe9KHtOtWm+Z3NuVVlxf1+JPms0b9TfOhYy6h+cpqn9N80AkVaN75GN7r4dk/ZvLXP4XXZz+SxHstYNsWtPj+K/qQs6uVoPm9X/Aa780j/6J50RtuoHmDLz6g+R/1ytC8W8UCNF/Zm/cBaFOE97vYMXwRzVsOaE9zzF2Pol/zXgDbn36A5nYL/13S8t5GNL+6fFGa1yvFeymMKcV/18yfzvsErH7uLJp/cxLvWTJ+3GCaX1uf/y6tU3gFzQFgQcJHSHaJTJ2/mbVCcBZgYSzT+yAbJNrxS85LtOOXnJfVHb/kDprwt0+k6vwB/OLujWK3J3N4bCIiIoekHD3yd/dRZnZUqrvbI7gUAAR1/j8DuC8nxyEiIhLVhjthCGPCX5p1/jEnm9kUMxtsZvVCGJuIiEiuF6U6/4kAjnT3hgBeR7AAUJri6/x7vT/8XxipiIgc7JKSPJRbFEWmzt/dU6atu/v3ZvaGmZV1939MFY+v88fmL6P5lRUREYmoyNT5m1lFi3X4MbOmsbGtDWF8IiIiuVqU6vwvAnCjme1BUCLYKXZZQEREJMtU6rdPZOr8ARQGsDv2/2IAfjGzcu6eelXA/Wy+9006gItuqU/zoQN5c5QJG3fS/MsevHlJt4FLaZ7UmDeoKfjVMJoveYo35mh3XXWaA8Da6ato3mP1Fpo3HLCG5vUa8QYwdV/8ieaVe/Lv4YJG59O8xYCPaP7zHv5jsKD1izSf9v3/0bzn4xNpDgANJ/TgD6jNm01d5ANp/pGvp/nkalVp/uwx/D3w5m7epKj/mXx8edZ3p3mh9Ztpfv9e/vnNffgymm+44VmaA8Aj1zSg+R8rttP8+T830vyVKy6kuQ8fSfN1Q++leZlNvAnQx5WPpHmtP6bR/Jl5/H3+a6czaS7/rsjU+bv788k1/gAeADAy0Y5fREQkozzJQ7lFUY7u/N19FIDUO/D2COr7Efs3rcO2SwF8loNDExEROWSFMduf1fnDzIogOFtw8789MBERyb10zX+fKNX5JzsXwGh2yj++zv/9GctzdIwiIiK5TRg7/1Wx+n7E1/nH6YQEp/zdvZe7N3H3Jl3q8hXXREREZH+RqfMHADMrCaBl/H0iIiLZQRP+9snRnX+szv93ALXNbGmstr87gNPNbC6A02IfJ7sAwFB335qT4xIRETmU2cHeR8f/fJx/AhX4ZYE5/3mZb3/E1TQ/dwBfJ7xycV7jPnj6JpovGbSA5jXGvU7zvN0eojkA7Oj5GM333P0S38BzfG5mnsffprnv2EPzP7/mvRiWLOVvgbO2vkDzjRc/TfNLL+O9En4sU5bmQy8aQnMAqDinM83/2vyPLtf7GbWU18FfWbcazRuUakrzr4t1o/n0ka1o3rFWbZrnSXAcsnk3r1Gv+eSPNJ/7aBuaVyl2BM0BoMyqlTS3CvxzLPjw8zS/rF1Nmo9bzn9XfPvubJpv6t+J5p2+43X6b53OP79WFU7lr5/Ee0UAQIkCF1rCB2XBnBPqhrLDq/XHjBz9vA5ETh/5v2dmq81sWtx9pc1smJnNjf1bKnZ/STP7Nraq33Qz65KTYxMRETlURabJD4CbAMyIrerXCsCLZsYPm0VERDLI93oot6xI74A5jcc9FztwnmlmryWvlZOeKDX5cQDFYwMuFnsePx8sIiKSu6V3wJzCzJoBOAVAAwD1AZyAYPJ8usKY7Z9ek5+eAI4BsBzAnwBuc/ekNJ6/X51/r34TcnzAIiIiIclIV1wHUAhAAQAFAeQHQBdtCaPDXwp3dzNLPifSDsBkAG0AVAcwzMx+cfd/zHJx914AegEZmPAnIiICICmiZXcJ0K64AODuv5vZTwBWADAAPd19JttolJr8dAHQ3wPzACwEUCeE8YmIiGSb+LPVsdt1qfLhZjYtjVv7+Mel0xUXZlYDwZnzKgAqA2hjZi3YmMI48k9u8tMd+zf5+QtAWwRL+VYAUBsAr3MTERHJoKQ0LyTnvPiz1enkp6WXmdkqM6vk7ivS6YoLBD1yxrj7lthzBgM4GcAv6W43J+v8Y01+WgEoi+D6w2MAvgbQF8ARABYD6Oju68zscATVAZUQnLbo7u4fJ3oN/+sl+glsfW4QfX7BY8vRPN95vHYVBYvR+JiBfB3zb9+kZ2ZQvGpxmo97vhnNzy1en+YA0GvlHzS/bmtJmn/ZfADNL57FeyXkeYE/f8rT7WnevCev8d70yD/mx+xnWxKvIX9zKn8PdXqMzzs5umYhmgPAzi5taX7StFk0HzKC16AP/2gFzZufm+YE4hStzqlC88YV+fv0/Zm8Rj3/5e1oPsnS+n23z+6T+K+KGs14L4ZF43gfBQCYMoD3CrjqL/67tOLspTQ/unxRmv/Kv4Q4tiCfHz3zlMY0P37sZJqv2baL5ts37qT58jyJfw4K3tU/R+vhpzeoE8p5/3pTZx3w52VmzwNY6+7dzex+AKXd/d5Uj7kEwLUIqusMwA8AXnH3b9Pbbk6f9t8OIC+A2e5exd3fRXBNvyKC6/r3Jy/g4+7LAfwEoDCCyQprcnhsIiJyCElKCueWRWl2xTWzJmbWO/aYfgDmI5gsPwXAFLbjB3L+tH8fBLP4P4y7bxqADgD2a/tmZnURLOpTD8DhAIabWS1335vDYxQREYkkd1+L4JJ46vvHA7gm9v+9AK7PzHb/9Tp/d5/p7mn1oWwP4HN33+nuCwHMA8B7joqIiEimhTHbPz2VASyJ+3hp7L5/2K/O/9Pf/5XBiYjIwe0gPe2fI0Kt8z9Q+9X5J5jwJyIiIvuL0s5/GYCqcR9Xid0nIiKSZQdnj5+cEaXT/gMBdDKzgmZ2NICaAMaFPCYREZFcJ0eP/OPr/M1sKYI6/3UAXgdQDsAgM5vs7u3cfbqZ9QUwA8GCPjdlZKb/kEZ8rfjh3/A6/aebpdUmeZ9GH/eh+YwxS2g+/b8X0LzgJ/Np/vOA9TT/8y6+RnbFIry2GACuK38czafk4TXQr3x0PM0v3sPrjy0PL4GtUZL3Knj4nMU094Xjab6xEu/1cOtY/j1Y9PGlNN+V90iaA4BP570Wev+X12CXHNCZ5sfP+YzmY77nn+P4irwGvUgbXud/WR2ef16qKs03rebf45Y/XkPzgq9+Q/MP5yU+JLz5Y96To/m9Z9P8iTRnMO1zQ4nqNJ/f6f/bO+9wqaqrD7/LSwcpIqKIAhZAsaBeFSNGELsJYqIx9t6wRWNLTMT+aaLGboIFNCoSsUVERQTsCihdilEQEMSCCCoqyPr+2Hu8h2FmzYV7585cZr3Pc545s3+nrFPX3vvstfdAU7/ovhx9kiz51pSf7WP3NdGgTiNT/9fkrP3JAHDe0tyBW/bbvOoU6/f3QlCIOP86wNeEWP5DVPUAABFpSYhhbA28pKrP59k2x3EcxylJ8u38BxJ6HEqSivN/NS39e+CvwEV5tslxHMdxSpq8Vvur6qsi0j4tbRqAiKQv+y3wehygwHEcx3GqFa/2r6CYGvxVmmSc/7AfFhfaHMdxHMepVRRTqF+lScb5v7BBJw/ecBzHcXLiJf8KamXJ33Ecx3GctadWlvwdx3EcZ03xkn8FRRPnH5efDTQF6olIH2B/VX3f2kfH7eqbNpw81Y5Rv6mrPZb75k3tMainXGiPNS912pv6sm5tTP39a+zg4Dtfmm3q5/yxm6kDbPKAHQM96r5M4zBVMLanPVb6Xds2N/W+R9hx/Hrhbfb2t29q6qe/M93Uu+5gr7/g3PNNvdmRfzF1va63qQNM3qqZqW996BamfuZcu7+Ifw2/ztS3KMvxKiirZ8qP1e1r6p8MsseSb33PPaa+oP1Gps6W9nug31HbmnqT+z6ztw98ftUfTL3B00+Zutxk9+WgN9tx9Bt2sZ+z8tZtTT2MpJ6dzS7ub+q5+iz5c+tOpl5/kH1+AP61T85FnGoi3yX/ZJz/dgAicgQhzr8NIc5/XEzfDVgcJwGuzOX4HcdxHMdZc/Lt/AcCdwIPJdJScf7pnTlNAcpVdYWIbAJMFJFnVdXuHs5xHMdxKoFX+1dQTHH+yfr3BoC34nccx3GcPFBUrf1FZHcRmQpMBs7MVupPxvkPWrCoZo10HMdxaiUrVxZmKkaKyvmr6juq2gXYFfiTiGRsbaeq/VW1XFXLj9pkg5o10nEcx3FqOUUZ6qeq00TkG2A7wB6SzXEcx3EqQbGWwgtB0ZT8RaSDiNSJ8+2AzsDsghrlOI7jOOsgxRTn3x24TESWAyuBvqpqB+kDG27T0tTnn3qmqX/Ywx5E8LmbDjb1wfqJqfe9J33wwlX5svdOpn7l53abhuOG2vvfqLO9f4CFUxeaelldO4/YoJndF8IB7bY29fbd7VG8Z7cXU2+1+46m/vdTOpr6R4M+MvUH3n/C1He7x47jb1Vmj1UP0PH2wab++HEdTP3XDexrsHLYk7YBG9sx5NPOfNbUL/1nF1N//WB7rPmNGrYz9ebX3mLqnzxvX8Per8039Qefs+0DuGvoEFO/+NwxObdhcexc+1l+ePLnpt6ivt2fBrPnmPL4a+z7uPNM+11Ub/Abpt588xz2OTVKvkv+yTj/tqp6PyHD8TVQlxDnf0Bc9jUg1ZPJeqw+FLDjOI7jrDXe4K+CfDv/gazuxFNx/pmKpB+qatc42UV2x3Ecx3HWiqKJ83ccx3GcfKLq3cekKJoGf5EOIjJeRF4Rkb2yLZSM8x8wzf6W5ziO4zjOqhRTqN8CYHNV/VJEdgGeFpEuqrokfUFV7Q/0B1hyRk/PyjmO4zg5Kdbv74WgaEr+qvqDqn4Z598FPgTsZtqO4ziO46wxReP8RaSViJTF+S2ArQE7fsdxHMdxnDWmmOL8fwlcnYjzP1NVc3bcv/6F+5r6uEV27O3Jp29j6osmzTT1eaedZ+qtbz3L1BfP+M7Um5+xh73+op9M/fvX5pk6gN5gj1e/4gk7xvurMjsPWTbdHit92sRDTL3xhvZY9mOXNzX1Y8eMMvWXH5hr6ktP3srUt7re3v6bQ+z4aoDG7x5v6vePmmLqL6+sa+rjemxp6lO+/NTUT36tn6k3edruR2D5yh9Nvd6kN039lcfsa9Tn2l1M/YEcMeoDx+RuOzRxtH0f/7R9I1N/5Y5fmPqY297NaYPFBa+8Y+o3XDXW1Oc9fpCp7/DFUlP/39VHm/oBT4w09ZrAq/0rKJo4f1V9AjgqrlMfuD5b3/6O4ziO46w9RRPnH7v2fZhQ4u9CqDFYnmf7HMdxnBLBO/mpoJji/PcHJqnqxLjcl/m0zXEcx3FKlWIK9esIqIi8SGgP8Jiq/q3ANjmO4zjrCMVaCi8ERdPan5AR6Q4cE38PE5FemRZMdvLTf7DdiMVxHMdxnFUpppL/PODV1Eh+IjIM2Bl4OX3BZCc/OuM67+THcRzHcdaAYir5vwhsLyKNYuO/vYH3C2yT4ziOs47gDf4qkHwOdJCM8wcWsnqc/2IgFeePiBwL/AlQYJiqXpJrH8cPP9k8gNv3tmNXm327zNRXvmzHpi57xY4/bnzpr02dL+x2jb+bb2//rn32MfVWS7+39w98dcm/TX3lP88w9dNHvGTqM760+zK47eJJpl5WZg8CtfAVu6+HBnXsGPhZS+x7oOtBo029xwg7vvmNDVaYOsBOf3vL1N+9eHdT77JBF1PfYKE9Vvyg72eZ+j6X2zHoLQ/sYOpTbh5v6tsctbWp1+u2uam3mmjb32//dqZ+5kg7hh+g/kz7HM6bZ/e5sWOPjUy9fx/7HOxw7Ah7+73s7ddrXM/UXzplT1O/ceyHpj565hemPr9BY1MHqHvW4LyO+Da0aaeC1BT/asmMohvJLt/V/sk4/+0AROQIQpx/G0Kc/7iYfgxwERXhfReJyKOqOiHPNjqO4zglQLGWwgtB0cT5q+ojqtpVVbsCxwGz3PE7juM4TvVTTHH+SY4CHsubYY7jOE7J4SX/CoqptX+SI4FDC22E4ziO46yLFFNrfwBEZHfgO1XNOpJJMs5/5rAZNWid4ziO49R+is75A78HBlkLqGp/VS1X1fKOB3eqIbMcx3Gc2sxKLcxUjBRVtb+IrAf8Dtir0LY4juM4zrpKscX59wBuUNVuld3HkPp23OYRJ7cw1/9xFzs+ud0KO07+g1NONPVGU8aZun5sjyP+5JGvm/pOn51l6hxyv60D+53U0dS3atHQ1M/ZyY4v/ubHH0z9sIdnm/rUc+3boW3f50z9/VvtvhDaNtnA1LdeaueRv7vF3n9z7H4EAH7o2dnUF+3fw9Rvn/CqqZ93x1RTH9FvJ1O/aeznpr5shd2SalIDe6z7ty+xx6Iv/+gfpl5vkR2DL/XXN/W3duxn6gCtN7Pj5Dvce6Sptxr6pqmf072tqffbxK7l1CkzTZ06Zaa8ct5Xpj7yEruvh03b2KHsS5aaMgB7zJqe13j4XP4iXxz+Q/HF+ee72j8Z599WVe8n1DZ8DdQlxPmnHH9d4CSgsYhME5E/5dk2x3EcxylJiibOHzgCqK+q2wO7AGekhwk6juM4ztri3ftWUExx/koo9dcBGgI/AkvyaZ/jOI7jlCLF1Np/CPAtsACYA9ykqosKa5LjOI7jrHsUk/PfDfiJ0Od/B+CPIrJFpgWTcf4v/bS4Jm10HMdxaile7V9BMTn/o4EXVHW5qn4GvAGUZ1owGee/X1nzGjXScRzHcWo7xeT85wD7AIhIY6AbML2gFjmO4zjrDF7yryCvzj/G+b8FdBKReSJyiogcJiLzgD2A50Tkxbj4XUATEZkKjAUGqKo90LvjOI7jOGuOqq5TE3B6PvWa2Ifrfo1qu14MNrhe+6+RT/mbCm5AtR8QjMunXhP7cN2vUW3Xi8EG12v/NfIpf1MxffN3HMdxHKcGcOfvOI7jOCXGuuj8++dZr4l9uF41vRhsKHW9GGxwPTeFtqEyNjp5IK+j+jmO4ziOU3ysiyV/x3Ecx3EM3Pk7juM4TomR11H9agIR6QwcCmwakz4B/qtx9MBq2P5ugKrqWBHZljBE8XRVHZZl+YdU9fjq2Hcl7asH/B6Yr6ojRORo4BfANKC/qi6vKVscx3Gc2kGt/uYvIpcCRwGPAfNicluCM3xMVW+oxDY6EzIO76jqN4n0A4HdgYMImaSX4v9RwH7Ai/H/KpsDegIjAVS1d9q+uhMGMJqiqsNj2u7ANFVdIiINgcuAnYH3geuBE4CnVHVuFvsfifY1AhYDTYAngV6E63tCHCDpN8BmhMGTZgKPqqoPmbyOIiIbaRgjY23Xb6mqX1anTcVGVY8x1/qlcA6dWkyhOxqoykRwYnUzpNcDPsix7knAecAM4GlgNnBoQn8PmAyUERzrEqBp1BoCk+IyDwM9gL3j74I4vzcwJrG904AJQD/CoEWXxfSpQJ043x+4Fegel3sS+BqYD7wG9AVapR3HpPhbB1gIlMX/Em08DxgO/AV4k9CN8nWEzEWPQl9D4/psVMX1W9agrc2AGwhjUSwCviTUvNwANM+x7vNAU+D/gH8DR6fpdwMbA/fEa9cSuDLem/8BNgE2SJtaxvu5Rfx/YJqt98d741GgdbRzw6iXAx8B/wM+jvfxe/H+2TLLMZQTMsUPEzKYL8X7diywEyFDenW8178GPgfeBk6M65cBZwDXAHumbfsvwA6J/3Vj2n8JmeNGMT3XOcp1jFVdP5deJx7jC/HcT4rX/sx4TE8CxwJNspzjXNfQvAZZtrkV8Ftg27T0VvG67ZDJHjK/czfMso++We6Xw4DeQOeafK/4lLgOhTagSsaHl227DOntgBk51p0TH+4m8X97YBxwfvw/HhifWH582voTCG0mLogPWteY/lGmdeJD2CrONwYmx/lpiWXey7CP8XE/+8cH/vP4AjkBWB+YQsjstACWAhvEdRsQHNBkKjIEjYDRcX7zuO2COq64XG13Xi8ClwIbJ7a5cUwbTqjJyTTtQsgsPhGPoQ/BqT0B1E/dE/F6n0uoFZoUt7tZTHsGWAnMSpuWx9+PSNxXwH3AtYRn5AJCxndyQh8F7BrnOxKeiVnATYRnZkxcr01inTGEGrKjgLnA4TG9F2Fsj2eAEwm1chcCfwW2Bh4kOPD74rX8A/AucEvymUiz/2ZgYLyu/wAeium5zlGuY6zq+rn0QYTnoFs8D23j/D3AYMLnyiGEZ/A/BOdYL9O7Ics1NK9Bwq7Uc3IcofB0H+F5PBfYFhhBeHZ+BN6J134g4bnrSahh/YJwX7dPu04Xpk1/jMum/u8dz8UI4CtgKKEgNBrYrND+pNSmghtQJePD9/f/EZxQ/zi9ENMOpCKHnT5NBn4ApqZtr0lc/xaC432HipLFeonlmqU9jG2Bx4E7gTmJ9IkEB9aStG4siRmDuN5JcX4AUB7nOxKcT3qGoC4hxzyI4IQuILzgPyaU8l8G7o3H2C/+phxJi6QdhIxDQR1XXK62O6+sGU1CzdJPhE9BozJMy4AJaetcTngptoznMJmJQq0eQAAACxBJREFUnJO27ATCS/YFYPtE+qzEfPL8pe9rAiGzl6p9ejtNn5y2/l6ETN2n0f7Tc9g3HpiYljY29UwRMp2TElodwnP8JFCf1TPhE4glT2LtVvJ5Ms5RrmOs6vq59JnGPTKTivdBU4JjHkZ4vgcQMv65rqF5DVLPe/IaEGvHCIWCSYQMbaeYthvwYJw/jZAxGQt0iWmHAx8A3RLXeSkhI3MF4d3Tj+DkU/PjqSgAdSB8zoTwGXV4tvPjU36mghtQ5QMIL5BuhOqr38b5VEl3IdCV4CiSU3tCVfpIYok9sb06wEOEF3b9LPvckMSLNpF+CHB94v9sgvNKObFUSbdJ6gEmZCQGAh8SMhvL47KvADuSVuOQtr9UxqQN0ZkBzeODuVv8f358sO8lvGhTGY1WwKsU2HHF39ruvIYDlwCtE8u0JmR0RhAyWVtnOcdzo/3rpaWfSKhp+Di5f+Da9OOLv6kM6C2EGqFkDdQ8KkpiHxHb+kRtEiEjNpwwpPaVwG2EUtpVhBqd9zLYXUbIYA8gZJD2B46I9vaJy+xNyHy9CXSPab2BF9PusekZtt8v3kcfRJsPIzzf09KWm5j8zXKOKnOMVV0/l/52PD/JQsR6wJGE5z7TOW5J+CwwshLX0LwGiXt50zg/CmiQuJZTWf0+Tz430zLoXeL160N41jcn3IM3UvFuSt6HyUxeWdr2p6Yfv0/5nQpuQF4PLlQPd8+iPUp4YW6cRd8zj3Y1AjqkpTUlOPtdWNWJdKyG/XUhZAhW+75GETiuOF+bnVeL+MKbTijpLIrn5UbCZ4vDiSWqDHb0Af4G7JtBO5Dg/K4m87fXrYAhaWm9CY7m00Rav7QpVframIpq8x6EUtt4QoZpGCFjVJfQeNa6v3Yk1CA9D3SO539xvAd+EfUx8dy8TkXpshWhtuphEp92Ets9lZAZHhivU2pqnbD/5Tif8xzlOMYqrR/1nsb220ftM0JJf2acH0woBb+a4xwnr98V6dcwyzX4Kl6DPRP2T43Heifhvu5H+Mx1EaG25a/AnoTPKw/E9eoS7vNxpL0vCc/tBGBpIu1QQsbtcFZ9jh8gvJOPicd9S+J9uFoG0Kf8TgU3wKcC3wCrOq5FrOq4WlCDjiumV7fzqkPVndcOrOq8Osb1WgHnxfnOwL7px0p0alHvtRb6QWu6PqFB6nbVtP/K6ttUQs96fjJck4dyXLNcendChnH/LPpehMzk/vH/7qzaoPcq4FnCc9AsTW9EuK+HJvTzML5bE9rlnECo4m5JcIB3A2cTnGt94HjiswQcTXDQZ1ORudgSuDjen7cQagWaJvaRrp+V1OMyzWL6P4A7CJn8zlFrTniehxIaBa+fWKdbvH47Zji2ZsDlaWmNgb+TyNTE4+wbj+s0KmpoG5Kh7ZZP+Z1qdaifk19E5CRVHVDTegx53FJVpxTKhjXRCTUVZxMyTV0JjUafifp7hJKrpQ8AzqmCXtXtV8f6fQkZyLXRU2G6P59WEiGzWdiHREitiIxR1d3iNk+Lx/MUoUbnWeA3Cf3UqD+d0I8jOLYVItIf+I7wnbsXIXPYKU3/ltC+JaX3imkfEmoVH1fVL34+oIqQ3IaERqONo3294vHWwQjZJTSE/BXhU93BhEzuYsLnkL6EDGpWXVVHG+fSKUUKnfvwqXgn0r5/17ReDDZURid31IjrOaJqsENmTT21ncQ1WS2yphJ6rqibqkbl5ArJzaXnitox9ThvRvYk9GmZ9BzPwfP51H2q/qnW9/DnVA0RmZRNAlrnWy8GG6rhGJZq7CBKVWeLSA9giIi0i8us57qp70xomHo5cLGqThCRZar6CoCI7GLpkfVEpAXBAYuqfh73962IrKiEPj1RyzNRRMpVdZyIdCS0O/ggh16mqisJbU+Gi0hdKiJIbgIWxt44GxOcczOCg61PqA7/KYe+gpAx+CmmNYn2z4n70hw6hBDCkYT+PT6N53ZjQgblP3EbI4GemXQRuYzMCNBVRHauip5Fc/KEV/uXOCKyEDiA8D17FYnQIKgsn7qqtim0DdWgTwcuVNUJPwsidQgNnI4hRG64nkVX1bKY1pbwLXoh0FtVN1/lZBu6iMwmhIwKwYntqaoLRKQJoZ1G8xz63oRv5XsRYtN3JjRonUv4nj87hz5QVXciAyLSiNDBz7mEe+lmQqO4jwjf0ocQOhGz9MXAKYTIgL2AG1V1gIi0Inx+eMLSVfWXIjJDVTtlsXEGQA59K8K1lAyLdCO0a1hrXVUbZtq3kx/c+Zc4InI/MEBVX8+gPUoI58ubrqpHF9qGatAvAVakSktp+p6ECALXs+iq+kZa2iEE5/zn9OUro6ct24gQHTCrMrqINCW0vq8DzFPVhWnLZ9RFpKOqzsxhSxsAVZ0vIs0JDejmqOqYSupdCA0np6jq9Azbz6UPJ0TwPJiwuzUhOmc/QubI0jcGDlPVDzJsey6hLcNa66q6WZZT5+QBd/6O4zglQPzscRmhVmGjmLyQ0DlXahwUS+9FCM+dkWHbfQgZorXWVfXptT86Z01x5+84jlPiSBFEzVi6U/2483ccxylxRGROehuLYtKd6sdb+zuO45QAhY6KqUTUjFODeMnfcRynBCj2qBpVbbNmR+RUBS/5O47jlAZDCZ0tTUgXRGQ0IaqlkLpTg3jJ33Ecx3FKjPUKbYDjOI7jODWLO3/HcRzHKTHc+TuO4zhOieHO33HyjIj0EZFtE/+vFpF9jeXLReT2PNhxYqoLWWOZ+5K2pq17Z3Xb5DhOYfDW/o6TR+IANn0ILa3fB1DVK6x1VHUcYdjb6uZEYAow39j3qXnYr+M4RYaX/B0nByLSXkSmi8gjIjJNRIaISCMRuUJExorIFBHpLyISlx8tIreKyDjgUqA38HcRmSAiW4rIQBE5PC67q4i8KSITRWSMiKwvIj1EZGjUrxSRf4vIWyLygYicFtObiMjLIvKeiEwWkUMTtk4TkXtFZKqIDBeRhnF/5cAj0Y6MI6hF28vj/EkiMlNExgB75vcsO45Tk7jzd5zK0Qm4W1W3IQy/2he4U1V3VdXtgIbArxLL11PVclW9jjAwysWq2lVVP0wtIGH89sHA+aq6I2EUt2UZ9r0DsA+wB3BFrLr/njBC2s5AT+DmVOYD2Bq4S1W7EIaC/a2qDiHUJhwT7ci0n58RkU2AqwhOvzuw2qcAx3FqL+78HadyzE0MPfswwSH2FJF3RGQywTl3SSw/uBLb7AQsUNWxAKq6RFVXZFjuGVVdpqpfAKOA3Qi9ol0fu0wdAWxKRRepsxIdqbwLtK/sQSbYHRitqp+r6o+VPB7HcWoJ/s3fcSpHem9YCtwNlKvqXBG5EmiQ0L/N876PAVoBu6jqchGZndj/D4llfyLUSjiO4/yMl/wdp3JsLiJ7xPmjgdfj/Bci0gQ43Fh3KbB+hvQZwCYisitA/N6fKUN+qIg0EJGWQA9gLNAM+Cw6/p5Au0ocQzY7MvEOsLeItBSRusARlVzPcZxagJf8HadyzADOFpEHCK327wFaEFrPf0pwyNl4DLhXRM4jkUlQ1R9F5EjgjtgAbxnhu386kwjV/RsC16jqfBF5BHg2fnIYB0yvxDEMBP4pIsuAPazv/qq6INZmvEVoN7Baf+yO49RevG9/x8mBiLQHhsaGfTW97yuBb1T1ppret+M46y5e7e84juM4JYaX/B2nBBGRp4AOacmXquqLhbDHcZyaxZ2/4ziO45QYXu3vOI7jOCWGO3/HcRzHKTHc+TuO4zhOieHO33Ecx3FKDHf+juM4jlNi/D+VFEsluqcqlQAAAABJRU5ErkJggg==\n", 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" ] @@ -1441,22 +1404,22 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 31, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1477,22 +1440,22 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 32, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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uywCR1gRbVrSwfU1bb5tMMYJuirLu3cztWE9t62omdNcTmTCHrQvexfxtDxLOdA9H9seFEWnzEZF5wOvxSihT/cAE0IhXLQdeYNqZt1q9nzZQen2B9EL7vxq4GmDOnLHRx90YM7ak4hk2v9rC5ldaqF/fjpvbu/QR0DQ17RuY0vwqjmYG3FYgl2FC905KU52kQxPorF5Ax8SFdEw6lqqurSzcdM9wHsq4MOzBR0QqgT8BX1TViNe041FVFZFhL1+q6o3AjQBLliw59MuzxpiiZdM5Vj1Vz/KHtpNOZAnlEhzRspLa1lWIX78WzkSoimwnXn4EndVH4RIYcJu5YDm7q2YTTHdT0b2bSR3rOaJ15UgczrgxrMFHREJ4gef3qvpnP7lJRKar6m6/Wq3ZT28AZuetPstPa2BPNV1P+lN++qwCyxtjDACxzhQtO6K07IySTu5bXaauUre8mVhniqrIVk7Y9EeqotuITJhLpGoujuutkyifQvuk45jYvoEZu587LNpkhttw9nYT4GZgnar+OG/WfcDHgev8v/fmpX9eRO7G63DQ5QeoR4D/EpGJ/nLnAV9X1XYRiYjIGXjVeR8DfjZcx2OMGbvUVdp2xdi1qZP2Xd10NMZp3x0j2d1TPaa9pZi+yhLNvH7j3ZTHm2iY8SY6Jh5DbdsaZjUsRQquYYbCcJZ8zgQ+CqwWkRV+2jfwgs49InIlsB24xJ/3IF436zq8rtafAPCDzLXAy/5y3+npfAB8lj1drR/COhsYM2apKql4lmh7kmhbklS8cLtJLqvEI2nikbQfPAYuZeQyLo1bIiRj3vYczRJORyiLtzAtspVJ7a9R2V1PMJcquH42UMLOWecQK5/OvO2P4Oi+A3KaoTecvd2egX5vHN5aYHkFPtfPtm4BbimQvgxYfBDZNMYMk1zOZdUT9exc10a0PUV3R5Js2h18RZ+jWZxcut8Syx5KRWwXc5pfobZtDaWpDhSHRNlkuitm0FU9n86aowkn2xHdd/8qQWbXP9k7coAZGTbCgTFmyDVu7eLJO9bTvitGabKdkmQbtYk2yhNNlCdaKE22Ecp0FyzUOJojlInuNS7ZYBKlk+ioOYZdM95IKBWlJN1FeaKFye1rCbRaSWYssuBjjDlgkdYE9Rs6aNjY0du+kssqDRs6CGW6OWH976mKbidZOolkSQ3ZYDmpkmqSpZMRzfVTEnFAlUA2ScBN4uQG7tYMQiiXYFrTMqsyG0cs+BhjBhXrTLHuuV1seLGRRNQLBqr0PrAsmEsSTPf8YFKZ2baGOTseZ+fscwClpmsLVZGt1oBvelnwMcb0K9Gd5uk7N7Dl1RZUYUJ0J9WJnl9HKFWRbUxqX09pooVseELvel1V82mY/RYWbHug34Z+c3iz4GOMKairJcHffvIKkZY4M+ufZtaupbgSIFF2BD2NNYmyWpqnnkxZvIWq6Pbep2ZO7NzI1JZXRjH3Zqyz4GOM2UfTtgj3//QVspEYJ636JcmyWhpmnsXkljXUtq22H1mag2bBx5jDXC7jsvyBzbz62A5yLoCgCiXJdk5cezMNs97CkVvuY3rTi6OdVXMIseBjzGFKVdld18Xfb3qVri6ltmUlFfFGABw3Q3XnFhpnnMGxG+4k4A7W48yY/WPBx5jDyKZlTax8aBPdHWkSCcVVoTTZxsJtD9NWu5jK6E5cCZILl5Mon8LCDXdbDzUzLCz4GHMYSHZneOq3K9i8NkpFbDeV0Z1MTkcoSXWQDlWi4nDCmt9YW44ZMRZ8jDmExSNpNr3cxLJ7N5BKKnN3PEIuUEZZooVALkkgl2Jq83LCmehoZ9UcZiz4GHMIUFW2rW5j96bO3rS27e3s3BhFEaoi25m76zk6Jx7Dwo132zhmZtRZ8DFmnGvY0MGzd62hpTGDuNneIWtCmW5mNy+jIrabjppjKEl3cfy6W0c3s8b4LPgYM07lsi6P/2o5dWuilKQ6OGrH44gq6nhP2cyEKgGY0F3P9KaXRjOrxuzDgo8x41AmnePBHz1P/fY0c7c/grhZXCfM7IanCLjp0c6eMYNyhmvDInKLiDSLyJq8tD+IyAr/ta3nIXMiMk9EEnnzfpW3zikislpE6kTkp/4TUhGRSSLymIhs8v9O3DcXxhx6Uoks937vGeq3JVmw+a9Eq2Yzu+FJ5u181AKPGTeGs+RzK3ADcHtPgqpe2vNeRH4EdOUtv1lVTyqwnV8CV+E9KvtB4Hy8J5Z+DXhCVa8Tka/5018d4mMwZsQkYxnW/qOBeMQPIArZTI50LE06nibRlaS7M00yCbg5jtryV7qqj+R1K39hXaTNuDOcTzJdKiLzCs3zSy+XAOcMtA0RmQ5UqeoL/vTtwMV4weci4Gx/0duAp7DgY8ahbDrHqie2s/yBLaSzDoFsvHdewM0SyKUI5FKEMt1Upzo5ItVFWaKFrur5LF57k/0I1IxLo9Xm8yagSVU35aXNF5FXgQjwTVX9BzATqM9bpt5PA5iqqrv9943A1GHOszFDKhXPsHZpPSse2kIiJUxue40pza+QCVcBXo81lSAqgqAIEMgkCGSTlKS7mN74vAUeM26NVvC5DLgrb3o3MEdV20TkFOCvInJ8sRtTVRWRfusdRORq4GqAOXPmHGCWjTkwuYzLrk2d7NrciZv1gkqiK8mmlxrJug4T29czt+llWmtPpCzZxgwbwNMcBkY8+IhIEHgvcEpPmqqmgJT/frmIbAaOARqAWXmrz/LTAJpEZLqq7var55rph6reCNwIsGTJEqscNwNycy4djXFad0Zp2REl1hEffKV+pKIpdm2JknMdUBfRHACiLlNaVjKpfR1tk48nlI1zwtrfWEnGHDZGo+TzNmC9qvZWp4nIFKBdVXMisgA4Gtiiqu0iEhGRM/A6HHwM+Jm/2n3Ax4Hr/L/3juRBmENLNpNj57oO6l5sYNvKVtJZLww4uQwlqQ44wAZ9x80yrauOCZHtqARxA2EAVBy6K2dQlmzl+HW/taBjDjuDBh8RORKoV9WUiJwNnAjcrqqdg6x3F16HgFoRqQe+pao3Ax9k7yo3gDcD3xGRDF5l96dVtd2f91m8nnNleB0NHvLTrwPuEZErge14HRiM2W+76jp59OfLiSWEQDbOlNbVVHfW4WiGTLCCXLAc0QN7pIDXZuNQkuqkJrKZgP+kT2MOd8WUfP4ELBGRo/Cqru4F7gQuHGglVb2sn/TLC6T9yd9PoeWXAYsLpLcBbx0k78b0y825vHzvJpY9Wk9popVjtz1MJlRBqrSGcKabqug2wumIlUqMGQbFBB9XVbMi8h7gZ6r6M79XmjHjUjySZtOyJtY+vpmOdpepjS9RmuxANMfshidx/LHRjDHDp5jgkxGRy/DaVd7lp4WGL0vGDD1VpWFjJ6/ev5Gdm7pRhMrueo7e9Rwtta9jwbb7KUu2D74hY8yQKCb4fAL4NPA9Vd0qIvOBO4Y3W8YcuO6OJM3bomQzXs+yTCrHmsc209qcJZSOMGf385THG+mqWoCKcNLqG6y0Y8wIGzT4qOprwBfyprcC3x/OTBmzvxq3dLH68W00rG8jVqBndFm8maMbniYbKMENhm2kZ2NGWb/BR0RWM0D/UlU9cVhyZEw/XFeJd6WIR9Kof2bGOlO8ev9GGutTBDMxJnVsYHrXFkLZ2J4VFborZ+CKw+yGp+1BasaMAQOVfN45YrkwhyV1lWQsQzyaJhFJk4hm6O5I0dkYpX1nJ7HOVO/tTy6rJJL4g8zsrSTZzpH1TwNKNlxBKBOjKrqN8kTznqX7/QmyMWY09Bt8VHX7SGbEHBoat3YRbdtTsujuSNG2s4u2bR0kY3t+45LJKKk0UCCYhNJRyhPNlKU6EL+II5pjSqqTkmQnTt5jAwQlXjYFNxBkVsNSQtkDH43AGDNyivmR6Rl4owocB4SBABBT1aphzpsZRyItcZb+5iW279i34T6c6qIitouKTDc9RRknlyGciRBORwnkUojrgihKgFRpDW4gTDjVSTCbAvAG11SXYCZOabqTQHZPgDui5VUC7oH9CNQYMzqK6e12A96oBP8HLMEb4uaY4cyUGT9c1+W579/H6q1loMrcnX+nPNFET5BRCZAsnYQ6QUoTLV6QARBB3BzBXIJwJkYoHSWc8QPR6B2OMWaEFDW2m6rWiUhAVXPAb/0fmX59eLNmxoPn/+vPrKyfRHWkjlAmTigTZUrrSgK5nqqxQq00xpjDXTHBJy4iYWCFiPwA7/EHw/b4bTN+vHbH31mxs4aqyBYquhs4tu6e0c6SMWacKCaIfNRf7vNADJgNvG84M2XGvoalq1i6NEV5vImcU2KBxxizX4r5kWlPr7ekiPwUmK2qdcObLTPWbPjDUl56dBcZ9U6ZdKCcQDZJJljBm563GlhjzP4pprfbU8C7/WWXA80i8qyqfmmY82bGgFRHlCeuvZet8RmUZh1K0h0AhLWddLiK05Z9b5RzaIwZj4pp86lW1YiIfBLvOT7fEpFVw50xMzoSrRFe/vnDRDvSpFLQka4gGZxGTedGsk6Ik1+9HjnAB6sZY0yPYoJP0H9M9SXAfwxzfswoe/Sa+6jPziCUjhLMJgjmuqgkwtwdjzK5Y91oZ88Yc4goJvh8B3gEeFZVX/Yfc71psJVE5Ba8IXqaVXWxn3YNcBXQ4i/2DVV90J/3deBKIAd8QVUf8dPPB36C9+PWm1T1Oj99PnA3MBmvOvCjqrrnp+9mv6341UPUZ2dQ07GRSR3rqOnaTHm8kXAmNvjKxhizHwbt7aaq/6eqJ6rqZ/zpLapaTG+3W4HzC6Rfr6on+a+ewLMI74esx/vr/EJEAiISAH4OXAAsAi7zlwVvZO3rVfUooAMvcJkD1L52Gy8sc6nobiCU7mTejkep6dpsgccYMywGDT4iMktE/iIizf7rTyIya7D1VHUpUOzTuS4C7lbVlP/IhjrgNP9V5we8NF5J5yIREeAc4I/++rcBFxe5LwPkMllaXtlE08sbaHp5PY/873OAkAmWccK620Y7e8aYQ1wx1W6/Be4EPuBPf8RPO/cA9/l5EfkYsAz4sqp2ADOBF/KWqffTAHb2ST8dr6qtU1WzBZY/7OVSGWK7WwvOa3ttJxue2MTOzkrSoQl7ZgSmUd1Zx+LXbhmhXBpjDmfFBJ8pqvrbvOlbReSLB7i/XwLX4g38dS3wI+CKA9xW0UTkauBqgDlz5gz37kZNx7rtrPj989TtLiUd6n/cVyc3mcp4PWXahIpX+M05IabvepaSdNdIZdcYcxgrJvi0ichHgLv86cuAtgPZmao29bwXkd8A9/uTDXgjJ/SY5afRT3obUCMiQb/0k798of3eCNwIsGTJkkOun3CqPcKj19zHjtQ0oJYJiR2UdTcVeloBKgFyTpCFG+9mQqzfj8wYY4ZVMcHnCrxHKlzvTz8LfOJAdiYi01V1tz/5HmCN//4+4E4R+TEwAzgaeAnv8nm037OtAa9TwodUVUXkSeD9eO1AHwfuPZA8jXeNL6zj4d+sIRacRk1nHfGyKczf9iC17WtHO2vGGNOvYofXeff+blhE7gLOBmpFpB74FnC2iJyEV+22DfiUv4+1InIP8BqQBT7nj6CNiHwer6t3ALhFVXuuql8F7haR7wKvAjfvbx7Hq1R7hF0vrKd++XbW7KgkoGEquhtYsO1+aro2j3b2jDFmUMUMr7MA73c2Z+AFjeeBf1XVLQOtp6qXFUjuN0Co6veAfcZq8btjP1ggfQteb7jDRnd9Cw9851FaZSqIA0ymMr6TVLiKU1ZcTzCXGu0sGmNMUYqpdrsT77c27/GnP4jX/nP6cGXK7KtzUz33XvccsUAtNZ115AJhchJkWuMLzGl4arSzZ4wx+6WY4FOuqnfkTf9ORP5tuDJk9tW6cjP3/XQFaamkPNbIsRvvojzRPNrZMsaYA1ZM8HlIRL6G17CvwKXAgyIyCUBVi/0hqdlPbWu28crvnmNLazUQpiTZwUmrf2ndoY0x414xwecS/++n+qR/EC8YLRjSHB3CcpksrSvqaF61g3hHjEQ0TSqeJZNWslklmxN6BozOukKbMxWYQlVsO+lwFaes+BGhbGJUj8EYY4ZCMb3d5o9ERg41ruuy+9m1NL66jeZtEToiQnzdHJcAACAASURBVJdMxA2U4H3s1QAEskkCuRSOm8HRLOienyHVpOuIlx3BkVvuZWKXPb/PGHPoKKa3Wwj4DPBmP+kp4NeqmhnGfI1r6e4ED371jzTkZgIVBLIBSpOtVGV2oCKkQ5WUJtooSXVQmWymNNlOOB0hnI4SyCV7txPMxgm42f53ZIwx41Qx1W6/BELAL/zpj/ppnxyuTI1n0foW/nbN43QEZ1LTsZFkSQ0TO9Yzs/F5JkR3FBp0wBhjDjvFBJ9TVfV1edN/F5GVw5Wh8ch1XTrX7WDns+t55cVuEoFJVHVtYe7Ox5jc/tpoZ88YY8acYoJPTkSOVNXN0Puj09zwZmvsita3sPHPL9KyvYtEQkmmHbq13B/IM0xIQ5TFm1m0/g7rDm2MMf0oJvh8BXhSRLbgjbU2lwMc2208W/7Tv7FpdcTrgSblBLJCKBMjmE1SlmuhjCbSoUoquxs4buNdBPPabowxxuxtwODjP0n0dXgDfS70kzeo6mE3jkv9hi7iqRA1qTpS4QlMal/PlPY1VHY3EM5ERzt7xhgzrgwYfFQ1JyKXqer1wKoRytOYdMH338eKt72Hiq6dOOqOdnaMMWZcK6ba7VkRuQH4AxDrSVTVV4YtV2NQuLLMe/6NBR5jjDloxQSfk/y/38lLU+Ccoc+OMcaYw0ExIxz800hkxBhjzOHDGWwBEZksIj8VkVdEZLmI/EREJo9E5owxxhyaBg0+eKNZtwDvw3tsdQte+8+AROQWEWkWkTV5af8jIutFZJWI/EVEavz0eSKSEJEV/utXeeucIiKrRaTOD4Lip08SkcdEZJP/d+L+HboxxpjRUkzwma6q16rqVv/1XWBqEevdCpzfJ+0xYLGqnghsBL6eN2+zqp7kvz6dl/5L4Cq87t5H523za8ATqno08IQ/bYwxZhwoJvg8KiIfFBHHf10CPDLYSqq6FGjvk/aoqvaMlPkCMGugbYjIdKBKVV9QVQVuBy72Z18E3Oa/vy0v3RhjzBhXTPC5Cu9R2in/dTfwKRGJikjkIPZ9BfBQ3vR8EXlVRJ4WkTf5aTOB+rxl6v00gKmqutt/30hxpTFjjDFjQDG93SYM9U5F5D+ALPB7P2k3MEdV20TkFOCvInJ8sdtTVRUR7W++iFwNXA0wZ86cA8+4McaYIVFMyWdIicjlwDuBD/tVaahqSlXb/PfLgc3AMUADe1fNzfLTAJr8arme6rl+R/FU1RtVdYmqLpkyZcoQH5Exxpj9NaLBR0TOB/4deLeqxvPSp/jjyPWMmn00sMWvVouIyBl+L7ePAff6q90HfNx///G8dGOMMWNcv8FHRA7q8dkichfwPLBQROpF5ErgBmAC8FifLtVvBlaJyArgj8CnVbWns8JngZuAOrwSUU870XXAuSKyCXibP22MMWYcGKjN54/AKSLyhKq+dX83rKqXFUi+uZ9l/wT8qZ95y4DFBdLbgP3OlzHGmNE3UPBxROQbwDEi8qW+M1X1x8OXLWOMMYeygdp8Poj3xNIgXlVZ35cxxhhzQPot+ajqBuD7IrJKVR/qbzljjDFmfxXT2+05EfmxiCzzXz8Skephz5kxxphDVjHB5xYgClzivyLAb4czU8YYYw5txTxM7khVfV/e9Lf9LtHGGGPMASmm5JMQkbN6JkTkTCAxfFkyxhhzqCum5PNp4Pa8dp4O9owsYIwxxuy3YgYWXQm8TkSq/OmDGcnaGGOMKarkA1jQMcYYM3RGfFRrY4wxxoKPMcaYEVdUtZuIvBGYl7+8qt4+THkyxhhziBs0+IjIHcCRwAq8sd4AFLDgY4wx5oAUU/JZAizqeeqoMcYYc7CKafNZA0wb7owYY4w5fAz0JNO/ich9QC3wmog8IiL39byK2biI3CIizSKyJi9tkog8JiKb/L8T/XQRkZ+KSJ2IrBKRk/PW+bi//CYR+Xhe+ikistpf56f+o7aNMcaMcQNVu/1wCLZ/K96js/Pbh74GPKGq14nI1/zprwIXAEf7r9OBXwKni8gk4Ft41X8KLBeR+1S1w1/mKuBF4EHgfPY8ZtsYY8wY1W/JR1WfVtWngQt73uenFbNxVV0KtPdJvgi4zX9/G3BxXvrt6nkBqBGR6cDbgcdUtd0POI8B5/vzqlT1Bb896va8bRljjBnDimnzObdA2gUHsc+pqrrbf98ITPXfzwR25i1X76cNlF5fIH0fInJ1z/OIWlpaDiLrxhhjhsJAbT6fEZHVwLF+G0zPayuwaih27pdYhr0XnareqKpLVHXJlClThnt3xhhjBjFQm8+deO0n/43XLtMjqqp9q9L2R5OITFfV3X7VWbOf3gDMzltulp/WAJzdJ/0pP31WgeWNMcaMcQO1+XThVXe9XlW3570OJvAA3MeeRzJ8HLg3L/1jfq+3M4Auv3ruEeA8EZno94w7D3jEnxcRkTP8Xm4fy9uWMcaYMWzAH5mqak5ENojIHFXdsb8bF5G78EottSJSj9dr7TrgHhG5EtiO92hu8HqrXQjUAXHgE34e2kXkWuBlf7nv5AXAz+L1qCvDK6VZTzdjjBkHihnhYCKwVkReAmI9iar67sFWVNXL+pn11gLLKvC5frZzC3BLgfRlwOLB8mGMMWZsKSb4/Oew58IYY8xhpZgnmT4tIlOBU/2kl1S1eaB1jDHGmIEM+jsfEbkEeAn4AF77zIsi8v7hzpgxxphDVzHVbv8BnNpT2hGRKcDjwB+HM2PGGGMOTHslLD9K2Dxd0J4RLwM5/lmjTBzVnO1RTPBx+lSztWFPQDXGmDEjHYCNs4RV84SVC4St07yIMyGuhHqfwuayIbaNo0cvm3spJvg8LCKPAHf505fidYs2xhgzzLIOvHyM8MRJQsOkwgP3R8ohExIcVzlqF7z3WRdBWD9Taa321gk5IeJvPGEksz6gYjoc/JuIvBc4y0+6UVX/MrzZMsaYw1fWgfWzhWVHCc8cL0QqhMkR5bgduqcaLU95CibFoKlKWTdb+POZPZVTexYuCQQgMHYqrYp5jPaVwFJV/fMI5McYYw5Z6QBkA/umuw40TIaNM4UNM4U184R4qRDKKq/boizaCa/NVp4/TsgFBnps2fh5pFkx1W5zgF+LyDxgObAU+IeqrhjGfBljzLimQNPEPQFl40xhxxGggzzzckqncupGZUYHNNYoKxYIy44RxlNgKUYx1W7fAhCRMrwHt/0b8L9AgfhtjDGHpl2T4KVjhLrpMmgcSIVgyzQhWu4tWJpSjtqlXPgyuIHCQ/lXJoXO0hzbpzo8t0jIBA+9gJOvmGq3bwJnApXAq8BXgH8Mc76MMWbEJMLwwKlC3YzCF/umGqGh1ps3rV0JZQfeXsCFk+uUKVElFYDdk7wS0Jr5gwWTw+eevphqt/cCWeAB4GngeVVNDWuujDFmCGWd/ttanl4s/OlMh0iFMKdZCeT2XW5SVHnjOiUZhNXzhZbqwfe54wjBdQ7dksvBKqba7WQRqcIr/ZwL3Cgizap61iCrGmPMiFKgswIaJgsNtbDtCGHLNK+tZaCG+uN2uHzgWXjsJNg1udASwupBSy1mfxRT7bYYeBPwFmAJ3jN+rNrNGLPfFEiGIVoGydDQbDMT9Kq01s4VXpsjdJftCRIVSWVeo3Luq17rSaFuyhO7YfmRws3nWXAZScVUu12H18Ptp8DLqpoZ3iwZYw4FuybBb8912JjXjpIODVwCORhTOpVTNikTY4qK0FWmtFbB9qnC2nkWWMaaYqrd3jmUOxSRhcAf8pIWAP8PqMHrTdfip39DVR/01/k6cCWQA76gqo/46ecDP8FrpbtJVa8byrwaY/Zf1oH7zvDaUUJZeOM67W37COYglFMCCllHcJ1C/b72k0Igp2yZLjy7SMgGewKNBZyxrJiSz5BS1Q3ASQAiEgAagL/gPbn0elX9Yf7yIrII+CBwPDADeFxEjvFn/xyvHaoeeFlE7lPV10bkQIwpgiuwaQa8eqTDhlmQKXDX7yh86MkcxzYMf36iZfD8sUL7BKGzwhuWpYcoTEhAVRxqYkplwpuekFAC7r7bcsXrTrx6nlfdFfW31fM7ltPXuyxoFP78RiEV7i8QDFWAsECTr8R1OT2Z4vhUqncgzoAEKUlGRzVf+UY8+PTxVmCzqm6X/n94dRFwt9/DbquI1AGn+fPqVHULgIjc7S9rwcccMAW2HwHrZwnbpnqvjsoD314yDIkSQVxlfpPXBtHX1mnC794a4Lu3F+hmNYSWHSX8+gKHrkovP9VxL7g4fmBxBTbN9AKS6xQ/DMvEqHLiVqUiJbgOgDKtA545TnjxWAsKByvsKm+Lx3lPtJuwwoOV5TxcUU5XIK/7nipzs1nOSCQ5M5HkjESSMvXOtfz7hsea149s5gewX8FHRBygUlUjQ7T/D7JnwFKAz4vIx4BlwJdVtQOYCbyQt0y9nwZe54f89NOHKF/mEOfiXWg7Kr2LowrUTRdeWig0TfTSKhPKvCZlZisHfGMdzMHULmitcFk7z2HLNIE+N1riKhtnCutmwXH1B3FQ/egshzvPdnjqdQ6zm5VLnnF5+SjoqvRKP/kN/6UZmN0MlQmX0jSEcxDMKaVZp+AvI0MZZftUeHGhkAlZoBkqIVWWJJL8UzzBBbE4Na5LfTBIXIRvtnXw1bYO1pWEewPLtGyOaTnv5mVXMMB9lRU0BUMsSKd603GCvKnqyNE5oAKK6e12J/BpvPaWl4EqEfmJqv7PwexYRMLAu4Gv+0m/BK7FO8WvBX4EXHEw+8jb19XA1QBz5swZik2aMSwTgJ1TIF3g7M4GhBXzvbaBtuq9L5aBnLJ4u3Lh5jQTwlm2TAjwypQga+YG9gkY+6//Hw+qI4Qzyp/OCvDNu/ev9JMOeg37hTRMFpYu9obYV+Ddz7t0VcBv3r5vAOyRKIWOCVB8tLWA0y9V5mSzHJvOEBehNRCgLeCQLvDZB4AF6QwnptKclEpxWiJJhSpJEf5RVsrK0jKWxOOcmUyyLhSiNRgkpG7v/cCKkjBbwiWUuTkWp1K8N9rNPp0JgwLOEHUxHALFlHwWqWpERD4MPAR8DW+Mt4MKPsAFwCuq2gTQ8xdARH4D3O9PNgCz89ab5acxQPpeVPVG4EaAJUuWDEELpxlrWqrgiZMcXpsjbJ6OPzRJYY6rnLhN+cCmFIHKLDnHu4QeKylOCSWonpxXUdECbkvh4VB2hIJcNe0ImoIHX3uddWDVfGHLVFjQNPjy4B3zdy8LsLufYfYBJkWUd7zkVYk9dtK+AdcUb346wznxOItT6UFDbqkqi1JpJroFGssGsSMY5OGKchpCYeakU5yVTHJuPNE7/7hMBjIFOh3nLTMeFPNfExKREHAxcIOqZkRkKC7gl5FX5SYi01V1tz/5HmCN//4+4E4R+TFeh4Oj8R7rLcDRIjIfL+h8EPjQEOTLjGGuQHep9xegfQI8cJrDs4u8hPmN8LZVLjMkS6rE3efG3BE4mTinlcaZMHnv0zgqwtLyMjaFSzgynSKokHIccgK5PhtyUM7vjvGLphY+On0q8f1oIyl4XAEhmFX+cmaAL/958NJPwyQv8CTCcNlTLq1V+14OS7Kwa6Ly4KmDjYRsKlyXj3ZFOSFVePCWWdksCzLemDrbgsGCpZd8WYGny8toDAYpd12mZrOkRUg7AdIiBW9muh2HSdkMx6UzvLs7RojYwR7WmFZM8Pk1sA1YCSwVkbnAQbX5iEgFXi+1T+Ul/0BETsK7ydzWM09V14rIPXgdCbLA51Q152/n88AjeKXWW1R17cHky+w/BZYuFlIhWNCozGmBcN64V/Ew1E+BHbVCrHRPejIsdFVAV4XXKF/wvzFPOii0T/CCTd8LaUlauWBNjvMCUY6sTDB34sADb8VEeLK8jI0lJSxMJinxG2Yd4E2JBO+IxYs69iRwZDrDD5vb+OepteQGuCCVuS4npNKEdd8DzQHLS0vJAS8d432e5ckB9huGW9/mBbvLH1duPm8kepMNjaAqNTmXGjdHDmFbKDjoKM9Dtd+SAp99QOGd3TE+1dnFJNdlQyhEtkB2GgNBHqqooEyVNyYSTM8OMrgbcEw6M+o9usYy0QJfyKAriQRVdfBPfwxasmSJLlu27IDWXXfCCZAZl4c9bO49E37/5j3/Yo6rlPk1AioQ7+eiKP5FaLKboyKn5JIO2YSD5gqXIAKuMrEbqlJKuWhvAKqQHOeFuzg5nCAuwiulJWwMh8mJw9RM/9Ujb04kqT6AKpG+ukSoVuWBinKWl5bsM3+Cq5yRSHJKMkl4gO3cXF3F/06qIZjVvN+p9G9yRHn/s8pN543dUs0x6TTfbG3nxFS6N61vy1e3CGtKwmwOh3D9bysr0BYI0BoIsCsYYFVJyYCBfS+qTMnlmJ/JsiCTYWEqzaJ0mqPTmX3bQPK8XFrCoxWVfCASYVaBwCLQ23ts3AqWwtv/C0698oBWF5HlqrpkyLIzwI6+NMi6Px6qTJixo2463PE2h6sedJnVNvCyLy70As/50RiXtMZoLxM2lYSJ5Q2mOLnbZUEqQ01CybHnKYyuCh2BAB1hhzma4fRUkhCwOVS4SiMsytSKHJXl+14A2h2HX1VVUeLCRd3dnJUYoNgwxKpVaXUc3hGL91ti2hwKck9VJdFAkBnpfQPiCak0l0ai3FxdRTonnLrRLfi7mnyicOPbBR0jA1c6qr2lupDCFV0RPt4VIeo43FU1gbD/tWUFMiIIQnUuR7m6zMxkuCi6p4oppEp+GG9zHB6uLOex8nIiBZ7EGVbldck0pyWTLEmm9rqp6HIcXguHuKdqAiA4BYrYzYEgb4l18x9tg5zwZkgNVCqc4P9dCJyK1/YC8C68NhdziEmE4WfvF3ZXOvzvpcr3blRK+inobZmm3HBRkBOTKV63Pce8qjRHpIUKlHbH6W2TySAgypRQlhnZ7J47X8Hr7+zHiRbHoS4cxhWvbrWvjAivlpTSHXAQoMT1LiJZEUrdHJd3RSkdpTvTWtelLhhke2jfe2tXYGoux2WR7kEHy78s2s2NNVU8v2j4AkptNsc7YjGmZnPU5nJMzO1pX1KEzoBDe8ChLRCg03Ho8v8WqopyFBal037JLkV5n8//3ooKdoeCXNHZNWCpT4GdwWDvTYuqEnccuv3zqMKF90e6+XCke8Bjqw8GebK8jJZAkCBKdS7L9EyW49IZ3pC0gfjHmn6Dj6p+G0BElgInq2rUn74G7/EK5hBz+4XQVOHw6fYIv544gVvfkeNT93rzXjlSuPOtQty/JY2WCpM0xxXr48yqTTIl491tzk0c2A8lp7guU5IjV2IZakdlsxxVRDtAf2IifKQrwu1VlSQPsvNCQaqcH4vzzbYOql2XmAhtgQAdAYeeb8xBmZHKMjmXo3I/Avm2YJAHKspJOw49o+XsDgW5KBrlotjgjeYCzBnks2t1hGdLSmkO7XvJUiCrcHw6zTu6YwNWr5mxo5j2sKlAOm867aeZQ8iLx8ITxwX5cEeSB5r/jY/K9dy+qJz59Vm2ThWeeF2Ao9JpTvHr70Nx5Zz6NMkjcixM2VizB6tClQpV3heN8fvqCYOvsB9mZLJ8qaOTt8firA6HuXfCBN4e62ZKNseCdGavEkvCD0qbHIeY45AQIe3AnkFa9pZ2YFE6w3u6Y8PauF7rKuckEjC+ehObARRzvtwOvCQif/GnLwZuG74smYORDSkrz8iwfYrXgJ9NBvb0S+6HCvz9FDg+lWJL07uYIN2sav4ES0pv46bzSnFUubKji4VNOTprhaAqORFik3Kcl0jSpRW0ahUAgjJXmggMSW/8A9OmE1jnzmWJs4FSGT+BsVuET3RF+ENVJdkiG9inZrNMzxYubS7IZHhXd4wlyRQZ4Oc1VRydSvPNAdo2KlWpzGaZeyAHYMx+KGZU6++JyMNAz8PjPqGqrw5vtkx/2qbnaJm+b2u0OrBuATw8N0xnsJyg6p6G7SLiwJRcjjc0HMO00pf5auKrlJDh643zmFlbx4UtCR6oqODS8m6mR/e+0K1x53Fp+j+JUdabdqqs56bwD6mW4rosD4U17lx+nzuXF91j2aIzAHin8zw/C/3s4AcnGCGVqlTmcvylfjdJv/2jy3FoDAZpDAboFq/0IcC8TIZTkylmD1JdtS0Y5NfVVSjCpdEotbmD7+FnzFAotqS8Atjds7yIzFHVHcOWK1PQ6tMzfP/sUtL99HAKqHJcrJSJHWfSFT2GxYHtnOBsY6bsudNVAmiBpu9mrWF1MMgdiQ8BQhaHa5P/zC2dX2FnVZpro637VLw0aQ1Xpr9CFXGuDDxEJ5V0UckDudO4LP2f3B7+b2pl4J+EpTVAnNKC8wK4VJLoDR6q0MEEWrSantDaqBO5OXch/3BPpIIEZzivcb7zMq/pXO5338BJuTo+GXxowDyMJU2BANtDQRRBUKpdl9MSSabkcnv9s0Ych2WlJTxYWUGFq5S5+5Z+UghHZtJ8sisyaGcHY0ZaMWO7/TPwLaAJ7/dwgncvfeLwZs3ke+ktGa5/QylzU4LsPqfgD/MSyWqOYhuVgQTPOC4r9ThW5o7baxlHXaZLOxMlSpUkKPGrpSbSTUvqaFrxHk6fI0iQLPcl3sOPsr/ad18a5pPpr9BNGd8O3cZXM1eR8y9xVcTYrNP5QPpbfDLwAHU6k006i07dMzx0nBJatZoIFQMed5gME4lSJmkadSJJ9v0tTS1dfDHwRyKU8afcW3iCUwCYTBf/nf0Qi52tnOEMPJqvKrymc3k4dxqPuqdQTYz/F7qDxc62AdcbalNzOaYm8nugeaWfTaEg7YFAbyHWUViSTHLOOBtSxZgeg/7I1H+Ewemqekh0gh+tH5kmQw45v8SSCwjtk0K0TwwSneCQKINUCaRDivYULxTKs0mq0gnaql3uOqqMhfEAzobTqSibxTam77OPtAZpoJah+lV7CWlcHD4QeIpyUpSSxvHH0V2uC3nOXcR/B2/ie9mPEKV8r3XLiSMIMcooI8VR0kCtdOVtO0M1McqdNKC4um+Ddg6HFCESGiZLgMkSoUKSqDokxevTFMAl6pbyN/eNpAv0c6ohSgCX/wn9mmOdHUynnfU6m7/mzuQB9wyatcZfUkgTwsHlFNnIVp1OOxP4WOBRvhT8P6rk4C7yKQ2yVueR9u/3AignyJZx1SZlxrnx8iPTPDuBrkGXMnvZVRvm0fNKaKxJ0VCepSnU9+Ka8V+D8e70F3eHCdadSEfZYl7SBUOd3YJShDlCOngkdyoJSkgSxvUr30Jk+Grwbm7IXbxP4AGIU04pSd7tPEtEy9mks1it89knMA5zE0QnFZST5orMvwNQSookJQTIcZazmrOdVWT9Y5oqnUS0jCfdk+iinBNkK7flzuP3ubexWLZyqrOBo6UeZz86U0S0nGfcE3jOXUSiT/ViJXHe7rzMxYFnOctZM27aporlqvCweypr3Pm9aVHK2KW1NGgtQXK8K/A8FweeYap0Dum+u7WUrTqdZq2hXSfQRSVvdlZyjDMCT+wbZSkN8qJ7HE+4J7PKXdA7cgRphxtigb1GYx5NxZR8bsb7oekDQO8vtVR1XI5wMBIlnzULK/n1u+I0hRxmpF1mxENM7A73Nvw7CsGs4GQcXFdBlYDr4mjPpVlwRYjKRCLOEbQzlUW6mZec89msMwfY89D7/+3de1xUZf4H8M93GO4gFwWUiwLCMMyAiBJ5QTetTMtczVxtWa02W9OfWVuWtrZW/trVbW23rF+b11wzu1mWWWmU5rVUFFBug2heQBAU5H6bOc/vjzmDSMN9GC5+368XL2bOPOc5z5nzzHznPOc5z6OAhAAqgCNq4YRq2OJGk9AF4Y189LVqedrDEdUYpUiDK6ohESGI8lEh7LFbikWO8Gp2XR9cQ5TiFxQId6SJQWh+kBbz/KkQYykF3ooS5EjG96sWSlxHH5yUQlAOJyxTbsXjym/atX/d0SFDBFbpH0KqCIINDDANpemIWvjSVfjRVVwTfZAiQqCAhAj6BXZmbi+2pzoMpyyMsklFNGXDnn6dRi8UOCWC8ZOkwVEpHFmSv9l66YRqvG27BuNtks2W+ZgUBgHC7S000XYVSRAqmrg+mic8cViKwGFJi58kLSrgCAfUIIrOwr7Bj9xZt/nj3gfmtGv7lj7zaU3wecncctNNqD1NZwefA6PcsDmuDLYCmPazCy65++AHxXSUUL92bfMGge42SOStRcAPhQijS/XXyVrDBhIKhTtOChXMDTPpgkq4oAq1sMVh+0VwpFozuViOJAi5oh9qYItaKKFvZVcEB9TCiWrghBrYyD9AJChwWgrCYUmLnyUtiuRBUQxCgcvoB19cxVzl1zhpCMVlGOu/AKFAuCMfnjBAgRDkwl9xFdXCrr5Jt6FSOCNdDIIEBWxggBK/7lhhgAJ6+b1V0SVo6AK8qAS2ZECxcEK1sEOJcEYWBuKy6ItXlJsxW/l9/fpp0iC8pp+J/dJQ2EKP9+3+3uI1ws5SIpxwSgqGEgaEKnLRj0qRK/riY/0d+NRwB/Ja+LEXQFcwmlIRoLiKs1J/HJSiUAhj07KDUoEXJ2vwhxHt60hv9eDT21gi+FQrCXk+N36BXOunRHYIIderBifc9RhQK3Dnzw74r9fTKKUmZvpirJGXlZvxiPK7Tsk7W/LFF4bR+EIajRzhbdG8baFHFJ3FALpW3wtRpcjBeckLX0pj6juitI9AIPIQqLgCd6qEA349TI4CAv2pGPmSG5JFKDLEQAizN8UKDKQCXBQ+UNNFKGEcWTtDBMIN5XjEZg8+MoxDDWzxpd1fMUhR0IFy36AXCmSKgTghqXBKCoK5IWYlKHBG+CFb+N+03B1lKJE75cRRKsIVF1FjZn1HqkGdUCBFGowUEWL2h053Cz6t6e22D2buFBFCjLdUIXqCa9fz8e04F6QHVSHNrQ7lNg1//Rof99VLiCm2g1+mAW97/RWCeKAP1jrOqMRa/WTE2/wANBpaegAAIABJREFUW2r9EEX7DUOwTxpa/9wNFYhSnMVQxVlIIHxlGIkdhjicEoOhgIRRlIrpykMoEc6QiCAJxY1rAs2QQLCBAJGAjbhxhuJOFbgkeeKYCEeiFNZwBQshnIcvzku+FsnrovDBYOTAh4rqBxkdozgNAmGtYTKqYQdnVOOPdc9hh93y+o4mBkE4KVTYbbgNp6RgiBbeMwMUKIMjSoUzrsOlvjNMX5TAjcwPOTSQruBORRLsyIBzkg9sSUINlPDDVThTNXYaRuGgofd0Mm5Nh4PFDR47AJgO82M/9mrzP5mIjOEG9DFIiCixQ79iO0jyFWJlHYEqayEpHXHA5ndI8Og+86SznqECTqiAE76URuFBm4OtWucj/R14QT8XDqiDrfyRLIcjJHlaCgUkSFAgnC7gaZvtqII9vpVicUjfe77A2uMs/HFWunGGsQ/RN71eCyXOi/6YVLsK/eS+VrmiH67CHbaowxA6d9N1FHMIAt5UDGeqhiPVwotKUSScoJMG4pwYYPbM7LhQ48dGZenNWjPCwYlGiw4T0S03qvXUQfEIOvAZHCuq8YP9I7hEITcnMH8dkLFWc0YV3tH/Fg8oDrXYo26d/j78XR+PMYoUqCgHR6QIAAAJCd6K63ChGniiFN5Ugh8MQ/GGYTr4mmHr1MEWfVCOgVQAW3nasoGKAoQrLuKC1A8/SsNwBa1oTr+1rmi0WWua3Rq+ywoAwwH5TsQOIKLzAMpgvHFVL4SIkbf1MYBAGGcz/Z0QopiICMCbAO4FUAngESHESTmfhwG8KGf7qhCiU8ad+/09z+GlA1rUOXCNYp2jAg44J3zxh7oX4IymR/iuhAMOSxGYqDgKR1GDjdJ9N72eziPodFgpXPCTpL2xQABfSaO6rkC9UGua3Rqe+egB/AKgfXcp/do4IcTVBs+XAvhBCLGKiJbKz5cAmAQgVP67HcB/ANwuB6uXAMTA+DvjBBHtFEIUW6h8jFkRwRvFKBau9T3HmvKYzde4JHljhxhrpbIxZlnNzWQ6UAhxUQgR1FSaTvBbAHfIj/8L4EcYg89vAWwRxq55PxOROxENkNMmCCGK5DInAJgI4EMrlpkxiymAByqEA2xauGL/geEus0MNMdZTNHfm8wWAYQBARJ8JIaZbeNsCwHdEJACsFUKsA+AjhMiTX8/HjXmD/GAcacEkR17W1HLGeqyGI4Qz1ls1F3waXp3sjPFc4oQQuUTkDSCBiG66q0sIIeTA1GFE9CcAfwKAgQMHWiJLxhhjHdDcfL2iiccWIYTIlf8XANgBIBbAFbk5DfJ/011eucBNQxL5y8uaWt54W+uEEDFCiBgvr+aHU2GMMdb5mgs+UURUSkRlAIbIj0uJqIyohUlaWkBEzkTkanoMYAKAVAA7ATwsJ3sYwJfy450A5pDRCAAlcvPcHgATiMiDiDzkfPZ0pGyMMcY6X5PNbkKIzpx/ygfADmMPaigBbBNC7Cai4wA+IaLHAFwA8Ds5/TcwdrPOhrGr9aNyGYuI6H8BHJfTrTB1PmCMMdZ9tXYmU4sSQpwDEGVm+TUAd5pZLgD8TxN5bQKwydJlZIwx1nmaa3ZjjDHGOgUHH8YYY1bHwYcxxpjVcfBhjDFmdRx8GGOMWR0HH8YYY1bHwYcxxpjVcfBhjDFmdRx8GGOMWR0HH8YYY1bHwYcxxpjVcfBhjDFmdRx8GGOMWR0HH8YYY1bHwYcxxpjVcfBhjDFmdVYPPkQUQET7iCidiNKI6Cl5+ctElEtEyfLfvQ3WeYGIsolIR0T3NFg+UV6WTURLrb0vjDHG2qcrZjLVA3hWCHGSiFwBnCCiBPm1fwshVjdMTEQaALMAaAH4AvieiFTyy/8H4G4AOQCOE9FOIUS6VfaCMcZYu1k9+Agh8gDkyY/LiCgDgF8zq/wWwEdCiBoAvxBRNoBY+bVseUpuENFHcloOPowx1s116TUfIgoEEA3gqLxoIRGdIqJNROQhL/MDcKnBajnysqaWM8YY6+a6LPgQkQuAzwA8LYQoBfAfAIMBDIXxzOh1C27rT0SUSESJhYWFlsqWMcZYO3VJ8CEiWxgDzwdCiM8BQAhxRQhhEEJIANbjRtNaLoCABqv7y8uaWv4rQoh1QogYIUSMl5eXZXeGMcZYm3VFbzcCsBFAhhDiXw2WD2iQbBqAVPnxTgCziMieiIIAhAI4BuA4gFAiCiIiOxg7Jey0xj4wxhjrmK7o7TYawGwAp4koWV72FwAPEdFQAALAeQDzAEAIkUZEn8DYkUAP4H+EEAYAIKKFAPYAsAGwSQiRZs0dYYwx1j5d0dvtEAAy89I3zazzNwB/M7P8m+bWY4wx1j3xCAeMMcasjoMPY4wxq+PgwxhjzOo4+DDGGLM6Dj6MMcasjoMPY4wxq+PgwxhjzOo4+DDGGLM6Dj6MMcasjoMPY4wxq+PgwxhjzOo4+DDGGLM6Dj6MMcasjoMPY4wxq+PgwxhjzOo4+DDGGLO6Hh98iGgiEemIKJuIlnZ1eRhjjLWsRwcfIrIB8H8AJgHQwDgVt6ZrS8UYY6wlPTr4AIgFkC2EOCeEqAXwEYDfdnGZGGOMtUDZ1QXoID8Alxo8zwFwe+NERPQnAH+Sn5YTka4N2+gH4CoA2PkMHgZAtK+oPYehsoRsnNx6/X42divu9624z8Ctud+GylJ6+I26S7Mrrhe2M4tBlixPTw8+rSKEWAdgXXvWJaJEIUSMhYvUrRFRor608JbaZ+DW3O9bcZ+BW3O/u9t3WU9vdssFENDgub+8jDHGWDfW04PPcQChRBRERHYAZgHY2cVlYowx1oIe3ewmhNAT0UIAewDYANgkhEiz8Gba1VzXw92K+wzcmvt9K+4zcGvud7faZxLilrrmxhhjrBvo6c1ujDHGeiAOPowxxqyOg08TbpVhe4gogIj2EVE6EaUR0VPyck8iSiCiM/J/j64uq6URkQ0RJRHRLvl5EBEdlY/5x3Inll6FiNyJaDsRZRJRBhGN7O3Hmoj+LNftVCL6kIgceuOxJqJNRFRARKkNlpk9tmS0Rt7/U0Q0zNrl5eBjxi02bI8ewLNCCA2AEQD+R97XpQB+EEKEAvhBft7bPAUgo8HzfwD4txAiBEAxgMe6pFSd600Au4UQagBRMO5/rz3WROQHYBGAGCFEBIwdk2ahdx7rzQAmNlrW1LGdBCBU/vsTgP9YqYz1OPiYd8sM2yOEyBNCnJQfl8H4ZeQH4/7+V072XwBTu6aEnYOI/AHcB2CD/JwAjAewXU7SG/fZDcBYABsBQAhRK4S4jl5+rGHs1etIREoATgDy0AuPtRDiAICiRoubOra/BbBFGP0MwJ2IBlinpEYcfMwzN2yPXxeVxWqIKBBANICjAHyEEHnyS/kAfLqoWJ3lDQDPA5Dk530BXBdC6OXnvfGYBwEoBPCe3Ny4gYic0YuPtRAiF8BqABdhDDolAE6g9x9rk6aObZd/x3HwYQAAInIB8BmAp4UQpQ1fE8b++L2mTz4RTQZQIIQ40dVlsTIlgGEA/iOEiAZQgUZNbL3wWHvA+Cs/CIAvAGf8umnqltDdji0HH/NuqWF7iMgWxsDzgRDic3nxFdNpuPy/oKvK1wlGA5hCROdhbFIdD+O1EHe5aQboncc8B0COEOKo/Hw7jMGoNx/ruwD8IoQoFELUAfgcxuPf24+1SVPHtsu/4zj4mHfLDNsjX+vYCCBDCPGvBi/tBPCw/PhhAF9au2ydRQjxghDCXwgRCOOx3SuEiAewD8CDcrJetc8AIITIB3CJiMLkRXcCSEcvPtYwNreNICInua6b9rlXH+sGmjq2OwHMkXu9jQBQ0qB5zip4hIMmENG9MF4XMA3b87cuLlKnIKI4AAcBnMaN6x9/gfG6zycABgK4AOB3QojGFzN7PCK6A8BiIcRkIgqG8UzIE0ASgD8IIWq6snyWRkRDYexkYQfgHIBHYfwR2muPNRG9AmAmjD07kwDMhfH6Rq861kT0IYA7YJwG5gqAlwB8ATPHVg7Eb8PYBFkJ4FEhRKJVy8vBhzHGmLVxsxtjjDGr4+DDGGPM6jj4MMYYszoOPowxxqyOgw9jjDGr4+DDWBvJI0MvkB/7EtH2ltbpwLaGyt3+GetVOPgw1nbuABYAgBDishDiwRbSd8RQABx8WK/D9/kw1kZEZBrlXAfgDIBwIUQEET0C46jBzjAOVb8axps5ZwOoAXCvfIPfYBin7PCC8Qa/x4UQmUQ0A8YbAw0wDoB5F4BsAI4wDn2yEsAuAG8BiABgC+BlIcSX8ranAXCD8QbKrUKIVzr5rWCs3ZQtJ2GMNbIUQIQQYqg8EviuBq9FwDgyuAOMgWOJECKaiP4NYA6Mo2asA/CEEOIMEd0O4B0Yx5dbDuAeIUQuEbkLIWqJaDmMc9EsBAAi+juMwwH9kYjcARwjou/lbcfK268EcJyIvrb2XeuMtRYHH8Ysa588L1IZEZUA+EpefhrAEHn08FEAPjWOcAIAsJf/HwawmYg+gXEATHMmwDgo6mL5uQOMQ6cAQIIQ4hoAENHnAOIAcPBh3RIHH8Ysq+H4YFKD5xKMnzcFjHPJDG28ohDiCflM6D4AJ4houJn8CcB0IYTupoXG9Rq3oXObOuu2uMMBY21XBsC1PSvKcyX9Il/fgTyqcJT8eLAQ4qgQYjmMk74FmNnWHgBPygNDgoiiG7x2NxF5EpEjjNeeDrenjIxZAwcfxtpIbto6TESpAP7ZjiziATxGRCkA0nBjivZ/EtFpOd8jAFJgHPpfQ0TJRDQTwP/C2NHgFBGlyc9NjsE4L9MpAJ/x9R7WnXFvN8Z6Abm3W33HBMa6Oz7zYYwxZnV85sMYY8zq+MyHMcaY1XHwYYwxZnUcfBhjjFkdBx/GGGNWx8GHMcaY1fXY4XVOnDjhrVQqN8A4kCIHUcYY6z4kAKl6vX7u8OHDC8wl6LHBR6lUbujfv3+4l5dXsUKh4P7ijDHWTUiSRIWFhZr8/PwNAKaYS9OTzxgivLy8SjnwMMZY96JQKISXl1cJjC1T5tNYsTyWpuDAwxhj3ZP8/dxkjOnJwYcxxlgP1WOv+TQ2dMV3Udcr6yy2P+5Otvrk5RNSLJVfaz3zzDO+Li4uhhUrVlx5+umnfe+4446yqVOnljVMs2vXLtfXX3/dZ9++fdlN5XPkyBHHS5cu2c2cObOkPeW4//77g3Q6nWN8fPzVl156yewFw9Zas2ZN38TEROctW7Zc7Eg+rRX3UVxUSU2JxeqCm72b/tCsQ1avC02ZPn164OTJk0seffTR4qbSrFmzpu+UKVNKAwMD61qbr06ns5s8eXLomTNn0ppK05PrxcZnD0RVV+gtVi8cnJX6x14f22y9ePXVV703bdrkFRERUblz585fGr9+4MABp02bNvXdvHnzpfa8H35+fpGJiYkZAwYM0Ldn+23RmvrRFr0m+Fgy8HRGfu3xxhtvXG7vuomJiU6JiYnO7Qk+Fy9eVKakpDhfvHgxtb3b70qWDDydkZ81bN26td/QoUOr2hJ8WtLT64UlA09r89u4caPX999/nzV48GCzx2Hs2LGVY8eOrbRkudqy/a7EzW4d9Pbbb/dVqVSasLAwzdSpU4O2bdvmNmTIEHV4eLhm1KhRqkuXLikB4xnNjBkzAmNjY8P8/f0jX331VW9THkuWLOkfGBgYMXz48LAzZ86YplTG9OnTA9977z0PANi+fXufoKAgrUajCd++fbu7Kc2+ffuchg4dqg4PD9dER0erU1JS7Kurq2nlypW+X331lYdardasX7/eo7S0VDFjxozAyMjI8PDwcM3WrVvd0YS77rpLVVBQYKdWqzW7d+92iY2NDTtw4IATAOTl5Sn9/PwiAeMv1wkTJgweM2ZM6KBBgyKeeOIJf1Meb775Zt/AwMCIyMjI8CNHjriYlm/atMkjNDRUGxYWpomJiQmzzFHoHhrXBZ1OZzdixAiVSqXSjBw5UnXmzBk7wHhc4+PjB0ZFRan9/f0jd+3a5TpjxozA4OBg7fTp0wNN+Tk5OUU/9thjASEhIdqRI0eqLl++/Ksvu4MHDzrddtttYVqtNjwuLi70woULtu+9955Hamqq05w5c4LVarWmvLyczKUzrR8WFqYJCwvT/Otf//JunH9DXC/a5ve///3AnJwc+0mTJoUuW7asf+PPKWBsxRg3blxI43UvX76svOeeewZHRESER0REhH/33XfOAJCfn28zevTo0JCQEO3MmTMHNTcwdMPtv/LKK97PPPOM7/Lly31Mr4eGhmp1Op2dTqezCw4O1s6aNWtQSEiIdvTo0aHl5eUENF0/EhMTHSIjI8PVarVGpVJpTp8+bW+uDM3h4NMBiYmJDqtXrx6wf//+LJ1Ol7527dqLd999d3lycnJmRkZG+oMPPli0YsWK/qb02dnZDvv37886fvx4xurVq31ramro4MGDTjt27PA8ffp0ekJCwpmUlBTnxtuprKykhQsXBu7cuTM7NTU1o6CgwNb0WlRUVPXx48czMzIy0l966aXc559/3t/BwUG88MILl++///7izMzM9Mcff7z4L3/5y4Bx48aVnj59OuPgwYO6F1980b+0tNTs8f/qq6+yAwICajIzM9MnTpxY3tx7kJ6e7vTFF1+cy8jISNu5c6dHdna27YULF2xXrVrle+TIkczjx49nZmVlOZrSr1q1asB3332XpdPp0nfv3t1ks2FPY64uzJ8/f2B8fPy1rKys9JkzZ16bP39+gCl9SUmJMikpKXPVqlWXZs2aFfLcc89dOXPmTFpmZqbjkSNHHAGgqqpKERMTU5GdnZ02evTosqVLl/o23GZNTQ0tWrRo4Jdffnk2LS0t4+GHH766ePFiv0cffbQ4IiKicsuWLecyMzPTbW1tYS4dADz22GOBb7zxxkWdTpfe0j5yvWibbdu2XfT29q7bv39/1rPPPlvQ+HPa3Lrz5s0LeOaZZ66kpqZm7Nix4+wTTzwRCABLly71HTlyZHl2dnbatGnTrufl5dm1ZvstNZFevHjRYdGiRQXZ2dlpbm5uhi1btngATdePt956y2vBggVXMjMz00+dOpURFBRU2+o3RtbjmhO6kz179vS5//77i03trT4+PoZjx445Tp061b+wsNC2trZWERAQUGNKP2HChOuOjo7C0dFR7+npWZeTk6Pct2+fy7333nvd1dVVMqVpvJ3k5GQHf3//msjIyBoAiI+Pv7ZhwwYvACgqKrKZOXNm0Pnz5x2ISNTV1ZG5sv7444999uzZ475mzZr+gPGLKzs7227YsGHVHXkP4uLiSvv27WsAgJCQkOqzZ8/aFxQUKEeMGFHm6+urB4AHHnigKCsrywEAYmJiyuPj4wOnT59eHB8f3+Q1i57GXF1ISkpy/vbbb88CwPz584teeeWV+i+c++6777pCocCwYcMq+/btWxcbG1sFACqVqurs2bP2o0aNqlIoFJg7d24RAPzxj3+89sADD9z0C/nUqVP2Z86ccRw/frwKACRJgpeX16+aV5pKd/XqVZuysjKbSZMmlZu2sXfvXjdLvB9cL27W2s+pyeHDh/ucOXOmPjiXl5fblJSUKH7++WfXzz//PBsAZs2aVTJv3jyDJcrn5+dXM2rUqCoAiI6Orjx//rx9c/Vj5MiRFatXrx6Qk5NjN2vWrGLTd1NbcPCxsIULFw586qmn8uPj40t27drlumLFivpfq/b29vXnyDY2NtDr9c1WwNZYsmSJ329+85uyhISEszqdzm78+PFmmyyEENi+fXt2VFRU2yuJUikMBmMdr6ysvKnMdnZ2DfepxQ/Vtm3bLu7du9d5586dbsOHD9ecOHEivX///hb5APUkDg4OAjDWg4bvoUKhaLJeEN28WAhBISEhVcnJyZnNbaupdFevXrVp9w6A60VbtPZzaiKEwMmTJzOcnJwsdjuJUqkUkiTVP6+pqak/Jo2PV1VVVbOtYk888UTRmDFjKnbs2OE2efLk0LfeeuvClClTyppbpzFuduuAe+65p/Srr77yyM/PtwGAK1eu2JSVldkMHDiwDgA2b97ct6U8xo8fX/7NN9+4l5eXU3FxsSIhIeFX12KGDh1anZuba5eWlmYPAB999JGn6bXS0lIbf3//WgBYu3ZtP9PyPn36GMrLy+uP77hx40pff/11H1PlO3z4cP2vqpYEBATUHDt2zBkAPvjgA4+W0o8dO7bi6NGjrvn5+TY1NTW0Y8eO+nXS0tLsx48fX/HGG29c9vDw0J87d67JZoOexFxdiI6OrtiwYYMHAKxdu9YzJiam2aaqxiRJguma3+bNm/vGxsbe9OEeMmRIdVFRkfL77793BoxfJomJiQ4A4OLiYigpKbFpLl2/fv0Mrq6uhj179rjI2/BEG3C9aL2mPqdNiYuLK125cmX9NRZTU+yIESPKTN8rn3zySZ/S0tJW/4AIDAysSU5OdgaAQ4cOOeXm5jZ7naa5+pGenm4XHh5e8+KLLxbcc88915OTk1v9fWLSa4KPu5Ot2a6GnZlfTExM9bPPPps3ZswYdVhYmGbBggUBy5Ytu/zQQw8N1mq14X379m0xj7i4uMpp06YVRUREaO+6667QIUOGVDRO4+TkJN56660LkydPDtFoNOH9+vWrz3fJkiX5L7/8sn94eLhGr7+xuUmTJpVlZWU5mjocrFq16rJerye1Wq0JCQnRvvjii36tfS+WLl16ZePGjV7h4eGaq1evtni2PGjQoLolS5ZcHjFiRHhMTIxapVLVN+39+c9/9lepVJrQ0FDtbbfdVj5ixIiq1pajtdzs3SxaF1qTn7m68O677158//33+6lUKs2HH37Y95133rnUlu06OjpKx44dcw4NDdUeOHDAdeXKlXkNX3dwcBAfffTR2aVLl/qHhYVptFqtZv/+/S4AMGfOnKtPPvnkILVardHr9Wgq3caNG88vWrRooFqt1ggh2nQm3tPqhYOz0qL1oi35NfU5bcq6desunTx50lmlUmkGDx6sffvtt70AYNWqVZcPHz7sEhISov388889BgwY0OprLXPmzCkuLi62CQkJ0b755pvegwYNarHJvan6sXXrVk+VSqVVq9WajIwMx3nz5l1rbTlMeuw02ikpKeejoqKudnU5GOssTk5O0ZWVlUldXQ7G2islJaVfVFRUoLnXes2ZD2OMsZ6DOxzcwj777LM+y5Ytu6nLZ0BAQE1CQsLZrioTu6Grznq4XvQs+fn5NnfcccevOjD8+OOPuu7caYOb3RhjjHUKbnZjjDHWrXDwYYwxZnUcfBhjjFkdBx/GGGNW13t6u/0jKApVRZbbH0dPPZb8YrE5XHbt2uVqb28v3X333RUA8Nprr3k5OTlJCxcubPPNWeYkJSU5PPTQQ8FEhO3bt5/VarVtHkanodjY2LDVq1df6szh3jtL1oiRUYbr1y1WF2zc3fWqn39qti6Ym+ukqblaGs7Z1NoytHTPz7x58/x/+OEHtzvvvLNk7dq1Oa3N15zWzBfFWEf1nuBjycDTCfnt3bvX1cXFxWAKPs8//3yhJfP/9NNP3adMmVL82muv5bWcunezZODpSH6dPVdLQ9u2betXXFycrFT2no8069242a2D7rrrrsFarTY8JCREu3r16n6Ace4djUYTHhYWphk5cqRKp9PZbdmyxevdd9/1Mc2FYppbIykpySEyMjLclJ9Op7NTqVQawPxcLebK8PHHH7utW7fOZ/PmzV633367SqfT2YWGhmpNry9fvtznmWee8QWMZzTz58/3i4yMDA8MDIzYvXu3CwCUl5fT5MmTg4ODg7V333334OrqagIAvV6P6dOnB4aGhmpVKpXmlVdeaXbOF1Y/7pXmr3/9q4+5uVoaSktLsx8zZkyoVqsNHz58eFhSUpIDAGRmZtoNHTpUrVKpNIsWLfJtLo/x48eHVFZW2kRERGjWr1/v0XAeKMB41gQYz2hiY2PDJk6cGBwUFKSdMmVKkGmsv6bmi/r6669d1Gq1Rq1Wa8LDwzXFxcX8ncEsgn8mddAHH3xw3sfHx1BeXk7R0dGamTNnXl+4cGHgjz/+mKlWq2uvXLli4+PjY5gzZ05hw6aW7777rg8AREdHV9fV1VFmZqadWq2u3bJli+fUqVOLTXO1fP3119m+vr769evXeyxevNjv008/Pd+4DDNnziw5evRoff46na7ZQRn1ej2dPn064+OPP3ZbsWKF78SJE7NWr17t7ejoKJ07dy7t6NGjjqNHj9YAwE8//eSUl5dna2pO6uhIyL1dSkqK/axZswZv2rTpl2vXrikPHTrk2lz6uXPnDlq3bt2FyMjImr179zrPnz9/4M8//5y1YMGCgXPnzi1cuHDhtZUrV3o1l8fevXuznZycojMzM9MBYPfu3U1Oi5CRkeGYnJx8LjAwsG748OHqhIQElzFjxlQsXLgwMCEhQafVamsmT54cbEr/+uuv91+zZs2FCRMmVJSUlCicnJykpvJmrC34V0wH/eMf//AJCwvTDB8+PDw/P992zZo1XrGxsWVqtboWMM7r0lIeU6dOLdqyZYsnAOzYscNj9uzZRQ3nYFGr1Zp//vOfAy5fvmz2zKetZsyYUQwAo0aNqsjJybEDgEOHDrnMnj37GgDcfvvtVSqVqhIA1Gp1zaVLl+wffvjhgO3bt/fx8PDotndMd7WioiLl1KlTQ7Zu3Xpu5MiRLQ6MWVJSokhKSnKZMWPGYLVarVmwYMEg00SBJ0+edHn88ceLAKA9gzY2JTIysmLw4MF1NjY20Gq1lWfPnrVrOF+UQqFAfHx8/fZGjBhRvnjx4oBXX33V++rVqza2thapgoxx8OmIXbt2ue7fv981MTExU6fTpYeHh1dFR0e3uY1/9uzZxV988YXHqVOn7IkIkZGRNaY5WDIzM9MzMzPTs7Ky0g8fPnymNfk1nrejurr6puNsmktGqVTCYDA0O5Kxl5eXITU1NX3cuHFl777C2my2AAADP0lEQVT7rtesWbMC27p/twpXV1eDr69v7b59+1xaTg0YDAa4urrqTcc4MzMz/dy5c/UdFhQKRbuGH2k4z47BYEDDuXTaOqfU3//+9/wNGzZcqKqqUowZM0ZtahZkrKM4+HTA9evXbdzc3Ayurq5SUlKSQ0pKinN1dbXi2LFjrpmZmXaAcV4XwPjFVFZWZrbJSqvV1igUCixfvtx32rRpRUDzc7W0xN/fX19UVKTMz8+3qaqqoj179rQ4O2VcXFz5Bx984AkAx48fd8jKynICgLy8PKXBYMAjjzxyfeXKlbmnT592ak0ZbkW2trbi22+/Pfvhhx/2fffdd1ucG8fT01Py9/ev3bRpkwdgnL/np59+cgSAYcOGla9fv94TANavX9/ivFANDRo0qPbEiRNOALBt2zb3lgJMc/NFpaWl2cfGxlb97W9/yx8yZEhFamoqBx9mEb0n+Dh6WnSujtbkN3369BK9Xk/BwcHa5557zi8qKqrC29tbv2bNmvPTpk0LCQsL00ybNi1YTnv966+/djd1OGic1wMPPFD05Zdfes6ePbsYaH6ulpbY29uLZ599Nu+2224LHzNmjCokJKTFeTsWL15cUFFRYRMcHKxdtmyZn0ajqQCA8+fP28bFxYWp1WrN7Nmzg1esWNGhbrzWYOPubtG60Jb8+vTpI+3Zsyf77bff9ikpKWnx8/Xhhx+ee++99/qFhYVpQkNDtZ999pk7ALzzzjsX161b561SqTS5ubltaut68sknC48cOeIaFhamOXLkiLOjo2Oz12mamy/qtdde8zZ1NrG1tRUPPvhgSVvKwlhTeGBRxhhjnYIHFmWMMdatcFfrHmb27NkDjx8/flPz2/z586889dRTFusRxbqnY8eOOc6ZMyeo4TI7Ozvp1KlTmV1VJsbai4NPD/P+++9f7OoysK4RGxtbZbqXh7Geric3u0mSJDXbi4cxxljXkL+fm+zs0pODT2phYaEbByDGGOteJEmiwsJCNwCpTaXpsc1uer1+bn5+/ob8/PwI9OwgyhhjvY0EIFWv189tKkGP7WrNGGOs5+IzBsYYY1bHwYcxxpjVcfBhjDFmdRx8GGOMWR0HH8YYY1b3/9EIJ+CSjBP9AAAAAElFTkSuQmCC\n", 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" ] @@ -1512,7 +1475,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -1521,12 +1484,12 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1539,29 +1502,29 @@ "K = 55\n", "N = 56\n", "# K = 0\n", - "# N = 60\n", + "# N = 99\n", "\n", "snap_plot(nets[K:N], size_scale = 1/10,savefigs=True)" ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 35, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1578,22 +1541,22 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 36, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1617,22 +1580,22 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 37, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1649,22 +1612,22 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 38, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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network.edges[(i,j)]['tokens'] = 0 + network.edges[(i,j)]['tokens'] = 0 #a_rv*network.nodes[i]['holdings'] network.edges[(i, j)]['conviction'] = 0 network.edges[(i,j)]['type'] = 'support' diff --git a/models/v3/model/model/participants.py b/models/v3/model/model/participants.py index e12515c..72952ad 100644 --- a/models/v3/model/model/participants.py +++ b/models/v3/model/model/participants.py @@ -4,8 +4,6 @@ from .conviction_helper_functions import * import networkx as nx from .sys_params import * -# hyperparameters -mu = 0.01 # Phase 2 # Behaviors diff --git a/models/v3/model/model/system.py b/models/v3/model/model/system.py index fe13a5a..2428e36 100644 --- a/models/v3/model/model/system.py +++ b/models/v3/model/model/system.py @@ -27,10 +27,10 @@ def driving_process(params, step, sL, s): candidate_subgraph = s['network'].subgraph(subgraph_nodes) supporters = get_edges_by_type(candidate_subgraph, 'support') - len_parts = len(participants) - supply = s['effective_supply'] - - expected_holdings = .01*supply/len_parts + #len_parts = len(participants) + available_supply = s['total_supply']-s['effective_supply'] + + expected_holdings = .01*available_supply if new_participant: h_rv = expon.rvs(loc=0.0, scale=expected_holdings) new_participant_holdings = h_rv @@ -62,8 +62,8 @@ def driving_process(params, step, sL, s): funds = s['funds'] scale_factor = funds*sentiment**2/10000 - if scale_factor <1: - scale_factor = 1 + # if scale_factor <1: + # scale_factor = 1 #this shouldn't happen but expon is throwing domain errors # if sentiment>.4: @@ -76,8 +76,8 @@ def driving_process(params, step, sL, s): 'new_proposal':new_proposal, #True/False 'new_proposal_ct': new_proposal_ct, #int 'new_proposal_requested':new_proposal_requested, #list funds requested by new proposal if True, len =ct - # 'funds_arrival':funds_arrival #quantity of new funds arriving to the communal pool (donations or revenue) - }) +# 'funds_arrival':funds_arrival + }) #quantity of new funds arriving to the communal pool (donations or revenue) # Mechanisms def update_network(params, step, sL, s, _input): @@ -136,13 +136,11 @@ def increment_supply(params, step, sL, s, _input): # Substep 2 def minting_rule(params, step, sL, s): supply = s['total_supply'] - tokens_to_mint = params['gamma'] * supply + tokens_to_mint = params['gamma'] * supply #order 0.001 or smaller: expansion of supply per day return ({'mint':tokens_to_mint}) # Mechanisms def mint_to_supply(params, step, sL, s, _input): - ''' - ''' mint = _input['mint'] supply = s['total_supply'] @@ -152,8 +150,6 @@ def mint_to_supply(params, step, sL, s, _input): return (key, value) def mint_to_funds(params, step, sL, s, _input): - ''' - ''' mint = _input['mint'] funds = s['funds']