1777 lines
1.3 MiB
1777 lines
1.3 MiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Aragon Conviction Voting Model - Version 3\n",
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"\n",
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"New to this version 3 model are the following elements:\n",
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"\n",
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"* Adding the realism that not all participant tokens are being allocated to proposals at each timestep.\n",
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"* Refactored parameters and system initialization to make more readable and consistent.\n",
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"* Changed file structure and file names to align with emerging cadCAD standards.\n",
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"* Making the distinction between effective and total supply.\n",
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"* Refining alpha calculations to more accurately reflect the 1Hive implementation. Discussion of alpha and its relation to alpha in the contract and how it relates to the timescales\n",
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"* Updated differential specification and write-up to respect new state variables\n",
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"* Moved all unit denominations to Honey, the 1Hive governance token.\n",
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"* Added system health metrics\n"
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||
]
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||
},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# An Introduction to Conviction Voting\n",
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"\n",
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"Conviction Voting is an approach to organizing a communities preferences into discrete decisions in the management of that communities resources. Strictly speaking conviction voting is less like voting and more like signal processing. Framing the approach and the initial algorithm design was done by Michael Zargham and published in a short research proposal [Social Sensor Fusion](https://github.com/BlockScience/conviction/blob/master/social-sensorfusion.pdf). This work is based on a dynamic resource allocation algorithm presented in Dr. Zargham's PhD Thesis.\n",
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"\n",
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"The work proceeded in collaboration with the Commons Stack, including expanding on the python implementation to makeup part of the Commons Simulator game. An implemention of Conviction Voting as a smart contract within the Aragon Framework was developed by 1Hive.org and is currently being used for community decision making for allocations of their community currency, Honey.\n",
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"\n",
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"\n",
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"## The Word Problem\n",
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"\n",
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"Suppose a group of people want to coordinate to make a collective decision. Social dynamics such as discussions, signaling, and even changing ones mind based on feedback from others input play an important role in these processes. While the actual decision making process involves a lot of informal processes, in order to be fair the ultimate decision making process still requires a set of formal rules that the community collecively agrees to, which serves to functionally channel a plurality of preferences into a discrete outcomes. In our case we are interested in a procedure which supports asynchronous interactions, an provides visibility into likely outcomes prior to their resolution to serve as a driver of good faith, debate and healthy forms of coalition building. Furthermore, participations should be able to show support for multiple initiatives, and to vary the level of support shown. Participants have a quantity of signaling power which may be fixed or variable, homogenous or heterogenous. For the purpose of this document, we'll focus on the case where the discrete decisions to be made are decisions to allocate funds from a shared funding pool towards projects of interest to the community.\n",
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"\n",
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"## Converting to a Math Problem\n",
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"\n",
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"Let's start taking these words and constructing a mathematical representation that supports a design that meets the description above. To start we need to define participants.\n",
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"\n",
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"### Participants\n",
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"Let $\\mathcal{A}$ be the set of participants. Consider a participant $a\\in \\mathcal{A}$. Any participant $a$ has some capacity to participate in the voting process through their token holdings $h[a]$. In a homogenous fixed token quantity system (like you might see in a democratic allocation of equal tokens per each participant), $h[a] = h$ for all $a\\in \\mathcal{A}$ where $h$ is a constant. The access control process managing how one becomes a participant determines the total supply of \"votes\" $S = \\sum_{a\\in \\mathcal{A}} = n\\cdot h$ where the number of participants is $n = |\\mathcal{A}|$. In a smart contract setting, the set $\\mathcal{A}$ is a set of addresses, and $h[a]$ is a quantity of tokens held by each address $a\\in \\mathcal{A}$. \n",
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"\n",
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"### Proposals & Shared Resources\n",
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"Next, we introduce the idea of proposals. Consider a proposal $i\\in \\mathcal{C}$. Any proposal $i$ is associated with a request for resources $r[i]$. Those requested resources would be allocated from a constrained pool of communal resources currently totaling $R$. The pool of resources may become depleted because when a proposal $i$ passes the reserve is decremented by $R^+= R-r[i]$. Therefore it makes sense for us to consider what fraction of the shared resources are being request $\\mu_i = \\frac{r[i]}{R}$, which means that thre resource depletion from passing proposals can be bounded by requiring $\\mu_i < \\mu$ where $\\mu$ is a constant representing the maximum fraction of the shared resources which can be dispersed by any one proposal. In order for the system to be sustainable a source of new resources is required. In the case where $R$ is funding, new funding can come from revenues, donations, or in some DAO use cases minting tokens.\n",
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"\n",
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"### Participants Preferences for Proposals\n",
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"\n",
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"Most of the interesting information in this system is distributed amongst the participants and it manifests as preferences over the proposals. This can be visualized as a matrix $W\\in \\mathbb{R}^{n \\times m}$, with participants holding randomized affinities from -1 to +1 over all proposals.\n",
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"\n",
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"\n",
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"These private hidden signals drive discussions and voting actions. Each participant individually decides how to allocate their votes across the available proposals. Participant $a$ supports proposal $i$ by setting $x[a,i]>0$ but they are limited by their total token holdings $\\sum_{k\\in \\mathcal{C}} x[a,k] \\le h[a]$. Assuming each participant chooses a subset of the proposals to support, a support graph is formed.\n",
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"\n",
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"\n",
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"## Aggregating Information\n",
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"\n",
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"In order to break out of the synchronous ad hoc voting model, a dynamical systems model of this system is introduced, which is explored further below.\n",
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"\n",
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"### Participants Allocate Voting Power\n",
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"\n",
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"\n",
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"In the above diagram, we examine the participant view. Participant $a$ with holdings $h$ at time $t$ supports proposals $i$ and $j$ with $x$ conviction. The sum of all conviction asserted by participant $a$ is between 0 and the total holdings of participant $a$.\n",
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"\n",
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"### System Accounts Proposal Conviction\n",
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"\n",
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"\n",
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"In the above diagram, we examine the proposal view. Proposal $j$ with total conviction $y$ at time $t$ is supported by participants $a$, $b$ and $c$ with $x$ conviction. The total conviction $y$ at time $t+1$ is equal to the total conviction at time $t$ decremented by an exponential decay $\\\\alpha$ plus the sum of all conviction from $k$ agents in time step $t$.\n",
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"\n",
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"### Understanding Alpha\n",
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"Below are some graphs used to demonstrate, play with, and understand the shapes and choices for the $\\\\alpha$ parameter, which regulates the half life decay rate of the agent preference conviction growth and decay. Alpha from solidity code is defined as: \n",
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"```uint256 _decay = 9999599; // 3 days halftime. halftime_alpha = (1/2)**(1/t)```\n",
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"Half life associated with solidity code alpha (in number of blocks on xDai). \n",
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"\n",
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"The half-life of this system is defined by $T$ such that $y_T = y_0/2$ which satisfies the equation\n",
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"\n",
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"$\\frac{1}{2} = \\alpha^T$\n",
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"\n",
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"thus the Half life in epochs for a given $\\alpha$ is\n",
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"\n",
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"$T = \\log_\\alpha \\frac{1}{2} = -\\log_\\alpha 2$\n",
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"\n",
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"and conversely the $\\alpha$ which achieves a desired half-life $T$ is\n",
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"\n",
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"$\\alpha = 2^{-1/T} = \\frac{1}{\\sqrt[T]{2}}$\n",
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"\n",
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"Further note that the relationship between $T$ and $\\alpha$ is sensative to timescaling. Suppose we wanted a half-life of 3 days but our discrete time scale simulation has 1 day timesteps, then we must use $T = 3$ in the above equation to equal:\n",
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"\n",
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"$\\alpha = 2^{-1/3}$\n",
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"\n",
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"\n",
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"See the [Deriving_Alpha](Deriving_Alpha.ipynb) notebook for more details around alpha and how it is derived.\n",
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"\n",
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"\n",
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"## Converting Signals to Discrete Decisions\n",
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"\n",
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"Conviction can be considered like a fluctuating kinetic energy, with the Trigger function acting as a required activation energy for proposals to pass. This is the mechanism by which a continuous community preference turns into a discrete action event: passing a proposal. See [Trigger Function Explanation](Trigger_Function_Explanation.ipynb) for more details around the trigger function and how it works."
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||
]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Resolving Passed Proposals\n",
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"\n",
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"\n",
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"\n",
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"This diagram shows the trigger function logic, which depends on token supply $S$, total resources available $R$ and total conviction $y$ at time $t$, as well as the proposal's requested resources $r$, the maximum share of funds a proposal can take ($\\beta$) and a tuning parameter for the trigger function ($\\rho$). Essentially, this function controls the maximum amount of funds that can be requested by a proposal ($\\beta$), using an equation resembling electron repulsion to ensure conviction increases massively beyond that point.\n",
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"\n",
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"## Social Systems Modeling\n",
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"\n",
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"In the conviction voting model, multiple graph structures are used to represent participants and proposals to represent a subjective, exploratory modeling of the social system interacting.\n",
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"\n",
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"### Sentiment\n",
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"\n",
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"Global Sentiment denotes the outside world appreciating the output of the community.\n",
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"Local Sentiment denotes the agents within the system feeling good about the community.\n",
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"Sentiment increases when proposals pass and work is completed in the community, and decreases when proposals fail and community progress stalls.\n",
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"\n",
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"### Relationships between Participants\n",
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"\n",
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"Edges from participant to participant denote influence (to represent subjective social influence) and are assigned randomly as mixing processes.\n",
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"\n",
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"### Relationships between Proposals\n",
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"\n",
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"Edges from proposal to proposal represent conflict, either positive or negative.\n",
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"Some proposals are synergistic (passing one makes the other more desirable).\n",
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"Some proposals are (partially) substitutable (passing one makes the other less desirable).\n",
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"\n",
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"\n",
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"### Notion of Honey supply\n",
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"#### Total supply = $S$\n",
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"#### Effective supply = $E$, honey committed towards votes (whether for proposals or abstain)\n",
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"#### Funding Pool = $F$, community funding pool where proposals are funded from\n",
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"#### Other supply = $L$, effectively slack. Funds could be in cold storage, in liquidity pools or otherwise in any address not actively participating in conviction voting.\n",
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"$$S = F + E + L$$ \n",
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"\n",
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"System has the right to do direct mints:\n",
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"$$F^+ = F + minted tokens$$\n",
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"$$S^+ = S + minted tokens$$\n",
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"\n",
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"The system may also see the arrival of new funds which come from outside supply and are donated to the funding pool:\n",
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"$$L^+ = L - donated tokens$$\n",
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"$$F^+ = F + donated tokens$$\n",
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"\n",
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"When tokens are added to a liquidity pool or cold wallet and removed from staking on proposals:\n",
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"$$L^+ = L + tokens$$ \n",
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"$$E^+ = E - tokens$$ \n",
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"\n",
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"When tokens are removed from a liquidity pool or cold wallet and staked towards proposals:\n",
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"$$L^+ = L - tokens$$ \n",
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"$$E^+ = E + tokens$$\n",
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"\n",
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"Tokens in $L$ or $E$ are defined at the level of the account holding them.\n"
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||
]
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||
},
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||
{
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||
"cell_type": "markdown",
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||
"metadata": {},
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||
"source": [
|
||
"## cadCAD Overview\n",
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"\n",
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||
"In the cadCAD simulation [methodology](https://community.cadcad.org/t/differential-specification-syntax-key/31), we operate on four layers: **Policies, Mechanisms, States**, and **Metrics**. Information flows do not have explicit feedback loop unless noted. **Policies** determine the inputs into the system dynamics, and can come from user input, observations from the exogenous environment, or algorithms. **Mechanisms** are functions that take the policy decisions and update the States to reflect the policy level changes. **States** are variables that represent the system quantities at the given point in time, and **Metrics** are computed from state variables to assess the health of the system, essentially views on a complex data structure. Metrics can often be thought of as KPIs, or Key Performance Indicators. \n",
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"\n",
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||
"\n",
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||
"At a more granular level, to setup a model, there are system conventions and configurations that must be [followed.](https://community.cadcad.org/t/introduction-to-simulation-configurations/34)\n",
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"\n",
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||
"The way to think of cadCAD modeling is analogous to machine learning pipelines which normally consist of multiple steps when training and running a deployed model. There is preprocessing, which includes segregating features between continuous and categorical, transforming or imputing data, and then instantiating, training, and running a machine learning model with specified hyperparameters. cadCAD modeling can be thought of in the same way as states, roughly translating into features, are fed into pipelines that have built-in logic to direct traffic between different mechanisms, such as scaling and imputation. Accuracy scores, ROC, etc. are analogous to the metrics that can be configured on a cadCAD model, specifying how well a given model is doing in meeting its objectives. The parameter sweeping capability of cadCAD can be thought of as a grid search, or way to find the optimal hyperparameters for a system by running through alternative scenarios. A/B style testing that cadCAD enables is used in the same way machine learning models are A/B tested, except out of the box, in providing a side by side comparison of muliple different models to compare and contrast performance. Utilizing the field of Systems Identification, dynamical systems models can be used to \"online learn\" by providing a feedback loop to generative system mechanisms. \n",
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"\n",
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||
"cadCAD models are micro founded with metrics being at the macro or the institutional level. If you are interested in insitutional dynamics, see Dr. Zargham's recent paper: [Voshmgir, Shermin and Zargham, Michael (2019) Foundations of Cryptoeconomic Systems. Working Paper Series / Institute for Cryptoeconomics / Interdisciplinary Research, 1. Research Institute for Cryptoeconomics, Vienna.](https://epub.wu.ac.at/7309/)\n",
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"\n",
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"\n",
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||
"## Differential Specification \n",
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"\n",
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||
"\n",
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||
"## File structure\n",
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"* ```Aragon_Conviction_Voting_Model.ipynb```\n",
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"* model\n",
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"\n",
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"In the model folder there exist 4 files and folder, the [```config.py```](model/config.py), [```partial_state_update_block.py```](model/partial_state_update_block.py), [```run.py```](model/run.py), and [```state_variables.py```](model/state_variables.py). The [```config.py```](model/config.py) contains the simulation configurations, aggregating the partial states, and the state variables. The [```partial_state_update_block.py```](model/partial_state_update_block.py) contains the partial state update blocks and how they update the state variables. [```state_variables.py```](model/state_variables.py) defines the state variables and [```run.py```](model/run.py) actually runs the simulation.\n",
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"\n",
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"The mechanisms of the model live within the parts subfolder as:\n",
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"* [```system.py```](model/parts/system.py)\n",
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"* [```participants.py```](model/parts/participants.py)\n",
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"* [```proposals.py```](model/parts/proposals.py)\n",
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"\n",
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||
"The initial parameters and hyperparameters of the system are defined in [```sys_params.py```](model/sys_params.py) and helper functions, plots, trigger function, etc are in the [```utils.py```](model/utils.py).\n",
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"\n",
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"### Note:\n",
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"When running this notebook simulation, be sure to run from \"Kernal\" -> \"Restart & Run All\"\n",
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"\n",
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"## Schema of the states \n",
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||
"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), and *conviction* The model as three kinds of edges:\n",
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"* (Participant, participant), we labeled this edge type \"influencer\" and it contains information about how the preferences and sentiment of one participant influence another.\n",
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"* (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",
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"* The edges between Participant and Proposal, which are described below.\n",
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" \n",
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"\n",
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"Edges in the network go from nodes of type Participant to nodes of type Proposal with the edges having the key *type*, of which all will be set to *support*. Edges from participant $i$ to proposal $j$ will have the following additional characteristics:\n",
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"* Each pairing (i,j) will have *affinity*, which determines how much $i$ likes or dislikes proposal $j$.\n",
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"* Each participant $i$, assigns its $tokens$ over the edges (i,j) for all $j$ such that the summation of all $j$ such that ```Sum_j = network.edges[(i,j)]['tokens'] = network.nodes[i]['holdings']```. This value of tokens for participants on proposals must be less than or equal to the total number of tokens held by the participant.\n",
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"* Each pairing (i,j) will have *conviction* local to that edge whose update at each timestep is computed using the value of *tokens* at that edge.\n",
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"* 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",
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"\n",
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"\n",
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"The other state variables in the model are *funds*, *sentiment*, *effective_supply*, *total_supply*, and the metrics variables of: *fractionOfSupplyForVoting*, *fractionOfSupplyInPool*, *fractionOfProposalStages*, *fractionOfFundStages*.\n",
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||
"\n",
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||
"The system consists of 100 time steps without a parameter sweep or monte carlo.\n",
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"\n",
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" \n",
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"## Partial State Update Blocks \n",
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"\n",
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||
"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."
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||
]
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},
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{
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||
"cell_type": "markdown",
|
||
"metadata": {},
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||
"source": [
|
||
"```\n",
|
||
"{\n",
|
||
"# system.py: \n",
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"'policies': { \n",
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" 'random': driving_process\n",
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"},\n",
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"'variables': {\n",
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||
" 'network': update_network,\n",
|
||
" 'effective_supply':increment_supply,\n",
|
||
"}\n",
|
||
"```\n",
|
||
"\n",
|
||
"To simulate the arrival of participants and proposal into the system, we have a driving process to represent the arrival of individual agents. We use a random uniform distribution generator, over [0, 1), to calculate the number of new participants. We then use an exponential distribution to calculate the particpant's tokens by using a loc of 0.0 and a scale of expected holdings, which is calculated by .1*supply/number of existing participants. We calculate the number of new proposals by \n",
|
||
"```\n",
|
||
"proposal_rate = 1/median_affinity * (1+total_funds_requested/funds)\n",
|
||
"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 *effective_supply* state variable is updated for the addition 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 timestep. 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/parts/system.py)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"```\n",
|
||
"{\n",
|
||
" # participants.py \n",
|
||
" 'policies': {\n",
|
||
" 'completion': check_progress \n",
|
||
" },\n",
|
||
" 'variables': { \n",
|
||
" 'sentiment': update_sentiment_on_completion, #not completing projects decays sentiment, completing bumps it\n",
|
||
" 'network': complete_proposal\n",
|
||
" }\n",
|
||
"},\n",
|
||
"```\n",
|
||
"\n",
|
||
"In the next phase of the turn, [to see the logic code, click here](model/parts/participants.py), the *check_progress* behavior checks for the completion of previously funded proposals. The code calculates the completion and failure rates as follows:\n",
|
||
"\n",
|
||
"```\n",
|
||
"likelihood = 1.0/(base_completion_rate+np.log(grant_size))\n",
|
||
"\n",
|
||
"failure_rate = 1.0/(base_failure_rate+np.log(grant_size))\n",
|
||
"if np.random.rand() < likelihood:\n",
|
||
" completed.append(j)\n",
|
||
"elif np.random.rand() < failure_rate:\n",
|
||
" failed.append(j)\n",
|
||
"```\n",
|
||
"With the base_completion_rate being 100 and the base_failure_rate as 200. \n",
|
||
"\n",
|
||
"The mechanism then updates the respective *network* nodes and updates the sentiment variable on proposal completion. "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"```\n",
|
||
" # proposals.py\n",
|
||
" 'policies': {\n",
|
||
" 'release': trigger_function \n",
|
||
" },\n",
|
||
" 'variables': { \n",
|
||
" 'funds': decrement_funds, \n",
|
||
" 'sentiment': update_sentiment_on_release, #releasing funds can bump sentiment\n",
|
||
" 'network': update_proposals \n",
|
||
" }\n",
|
||
"},\n",
|
||
" ```\n",
|
||
" \n",
|
||
"The [trigger release function](model/parts/proposals.py) checks to see if each proposal passes or not. If a proposal passes, funds are decremented by the amount of the proposal, while the proposal's status is changed in the network object."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"```\n",
|
||
"{ \n",
|
||
" # participants.py\n",
|
||
" 'policies': { \n",
|
||
" 'participants_act': participants_decisions\n",
|
||
" },\n",
|
||
" 'variables': {\n",
|
||
" 'network': update_tokens \n",
|
||
" }\n",
|
||
"}\n",
|
||
"```\n",
|
||
"\n",
|
||
"The Participants decide based on their affinity if which proposals they would like to support,[to see the logic code, click here](model/parts/participants.py). Proposals that participants have high affinity for receive more support and pledged tokens than proposals with lower affinity and sentiment. We then update everyone's holdings and their conviction for each proposal.\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"```\n",
|
||
" {\n",
|
||
" # metrics.py\n",
|
||
" 'policies': {\n",
|
||
" 'calculations': kpi_calculations\n",
|
||
" },\n",
|
||
" 'variables':{\n",
|
||
" 'fractionOfSupplyForVoting': kpi_fractionOfSupplyForVoting,\n",
|
||
" 'fractionOfSupplyInPool': kpi_fractionOfSupplyInPool,\n",
|
||
" 'fractionOfProposalStages':kpi_proposal_stages,\n",
|
||
" 'fractionOfFundStages': kpi_fractionOfFundStages\n",
|
||
" }\n",
|
||
" }\n",
|
||
"```\n",
|
||
"\n",
|
||
"In the Metrics section we create KPI's to calculate the system's health. To see the logic, [click here](model/parts/metrics.py)."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Simulation"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Configuration\n",
|
||
"Let's factor out into its own notebook where we review the config object and its partial state update blocks. We will initialize the network x object and pull out the simulation configuration, state_variables, and partial state update blocks from the [config.py](model/config.py)."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 1,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/home/aclarkdata/anaconda3/lib/python3.7/site-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
|
||
" import pandas.util.testing as tm\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Params (config.py) : {'beta': 0.2, 'rho': 0.0025, 'alpha': 0.7937005259840998, 'gamma': 0.001, 'sensitivity': 0.75, 'tmin': 1, 'min_supp': 1, 'base_completion_rate': 45, 'base_failure_rate': 180, 'base_engagement_rate': 0.3, 'lowest_affinity_to_support': 0.3}\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from model import config\n",
|
||
"from model.parts.sys_params import initial_values\n",
|
||
"from model.parts.utils import *"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"We are loading the state_variables and configuration from they [state_variables](model/state_variables.py) and the [config](model/config.py) python files. If you would like to change these initial values, please modify prior to running this notebook or restart the kernal and run all to see your changes"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 2,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Params (config.py) : {'beta': 0.2, 'rho': 0.0025, 'alpha': 0.7937005259840998, 'gamma': 0.001, 'sensitivity': 0.75, 'tmin': 1, 'min_supp': 1, 'base_completion_rate': 45, 'base_failure_rate': 180, 'base_engagement_rate': 0.3, 'lowest_affinity_to_support': 0.3}\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from copy import deepcopy\n",
|
||
"from cadCAD import configs\n",
|
||
"\n",
|
||
"# pull out configurations to illustrate\n",
|
||
"sim_config,state_variables,partial_state_update_blocks = config.get_configs()\n",
|
||
"state_variables['network'] = config_initialization(configs,initial_values)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 3,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"[{'policies': {'random': <function model.parts.system.driving_process(params, step, sL, s)>},\n",
|
||
" 'variables': {'network': <function model.parts.system.update_network(params, step, sL, s, _input)>,\n",
|
||
" 'effective_supply': <function model.parts.system.increment_supply(params, step, sL, s, _input)>}},\n",
|
||
" {'policies': {'random': <function model.parts.system.minting_rule(params, step, sL, s)>},\n",
|
||
" 'variables': {'total_supply': <function model.parts.system.mint_to_supply(params, step, sL, s, _input)>,\n",
|
||
" 'funds': <function model.parts.system.mint_to_funds(params, step, sL, s, _input)>}},\n",
|
||
" {'policies': {'completion': <function model.parts.participants.check_progress(params, step, sL, s)>},\n",
|
||
" 'variables': {'sentiment': <function model.parts.participants.update_sentiment_on_completion(params, step, sL, s, _input)>,\n",
|
||
" 'network': <function model.parts.participants.complete_proposal(params, step, sL, s, _input)>}},\n",
|
||
" {'policies': {'release': <function model.parts.proposals.trigger_function(params, step, sL, s)>},\n",
|
||
" 'variables': {'funds': <function model.parts.proposals.decrement_funds(params, step, sL, s, _input)>,\n",
|
||
" 'sentiment': <function model.parts.proposals.update_sentiment_on_release(params, step, sL, s, _input)>,\n",
|
||
" 'network': <function model.parts.proposals.update_proposals(params, step, sL, s, _input)>}},\n",
|
||
" {'policies': {'participants_act': <function model.parts.participants.participants_decisions(params, step, sL, s)>},\n",
|
||
" 'variables': {'network': <function model.parts.participants.update_tokens(params, step, sL, s, _input)>}},\n",
|
||
" {'policies': {'calculations': <function model.parts.metrics.kpi_calculations(params, step, sL, s)>},\n",
|
||
" 'variables': {'fractionOfSupplyForVoting': <function model.parts.metrics.kpi_fractionOfSupplyForVoting(params, step, sL, s, _input)>,\n",
|
||
" 'fractionOfSupplyInPool': <function model.parts.metrics.kpi_fractionOfSupplyInPool(params, step, sL, s, _input)>,\n",
|
||
" 'fractionOfProposalStages': <function model.parts.metrics.kpi_proposal_stages(params, step, sL, s, _input)>,\n",
|
||
" 'fractionOfFundStages': <function model.parts.metrics.kpi_fractionOfFundStages(params, step, sL, s, _input)>}}]"
|
||
]
|
||
},
|
||
"execution_count": 3,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"partial_state_update_blocks"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Parameters\n",
|
||
"\n",
|
||
"Initial values are the starting values for the simulation."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"{'sentiment': 0.6, 'n': 30, 'm': 7, 'funds': 4867.21, 'supply': 22392.22}"
|
||
]
|
||
},
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"initial_values"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"$n$ is initial participants, whereas $m$ is initial proposals.\n",
|
||
"\n",
|
||
"Sim_config holds the global hyperparameters for the simulations"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"{'beta': 0.2,\n",
|
||
" 'rho': 0.0025,\n",
|
||
" 'alpha': 0.7937005259840998,\n",
|
||
" 'gamma': 0.001,\n",
|
||
" 'sensitivity': 0.75,\n",
|
||
" 'tmin': 1,\n",
|
||
" 'min_supp': 1,\n",
|
||
" 'base_completion_rate': 45,\n",
|
||
" 'base_failure_rate': 180,\n",
|
||
" 'base_engagement_rate': 0.3,\n",
|
||
" 'lowest_affinity_to_support': 0.3}"
|
||
]
|
||
},
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"sim_config[0]['M']"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Initial state variable values"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"{'network': <networkx.classes.digraph.DiGraph at 0x7f745cd81250>,\n",
|
||
" 'funds': 4867.21,\n",
|
||
" 'sentiment': 0.6,\n",
|
||
" 'effective_supply': 14020.008000000002,\n",
|
||
" 'total_supply': 22392.22,\n",
|
||
" 'fractionOfSupplyForVoting': 0,\n",
|
||
" 'fractionOfSupplyInPool': 0,\n",
|
||
" 'fractionOfProposalStages': 0,\n",
|
||
" 'fractionOfFundStages': 0}"
|
||
]
|
||
},
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"state_variables"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Hyperparameter explanations:\n",
|
||
"* $\\beta$ = .2 Upper bound on share of funds dispersed in the example Trigger Function\n",
|
||
"* $\\rho$ = 0.002 Scale Parameter for the example Trigger Function\n",
|
||
"* $\\alpha$ : 0.79370 timescale set in days with 3 day halflife\n",
|
||
"* $\\gamma$: 0.001 The expansion of supply per per day\n",
|
||
"* sensitivity of participant decisions to changes in affinity \n",
|
||
"* tmin = 1 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\n",
|
||
"* base_completion_rate: 45, expected number of days to complete a proposals.\n",
|
||
"* base_failure_rate: 180, expected number of days until a proposal will fail\n",
|
||
"* base_engagement_rate: 0.3, probability of being active on a certain day \n",
|
||
"* lowest_affinity_to_support: 0.3, lowest affinity to required to support a proposal\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### Exploring the State Data Structure\n",
|
||
"\n",
|
||
"A graph is a type of temporal data structure that evolves over time. A graph $\\mathcal{G}(\\mathcal{V},\\mathcal{E})$ consists of vertices or nodes, $\\mathcal{V} = \\{1...\\mathcal{V}\\}$ and is connected by edges $\\mathcal{E} \\subseteq \\mathcal{V} \\times \\mathcal{V}$.\n",
|
||
"\n",
|
||
"See *Schema of the states* above for more details\n",
|
||
"\n",
|
||
"\n",
|
||
"Let's explore!"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# To explore our model prior to the simulation, we extract key components from our networkX object into lists.\n",
|
||
"proposals = get_nodes_by_type(state_variables['network'], 'proposal')\n",
|
||
"participants = get_nodes_by_type(state_variables['network'], 'participant')\n",
|
||
"supporters = get_edges_by_type(state_variables['network'], 'support')\n",
|
||
"influencers = get_edges_by_type(state_variables['network'], 'influence')\n",
|
||
"competitors = get_edges_by_type(state_variables['network'], 'conflict')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"{'type': 'participant',\n",
|
||
" 'holdings': 35.89080635367634,\n",
|
||
" 'sentiment': 0.6268389365731329}"
|
||
]
|
||
},
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"#sample a participant\n",
|
||
"state_variables['network'].nodes[participants[0]]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Text(0, 0.5, 'Count of Participants')"
|
||
]
|
||
},
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Let's look at the distribution of participant holdings at the start of the sim\n",
|
||
"plt.hist([ state_variables['network'].nodes[i]['holdings'] for i in participants])\n",
|
||
"plt.title('Histogram of Participants Token Holdings')\n",
|
||
"plt.xlabel('Amount of Honey')\n",
|
||
"plt.ylabel('Count of Participants')\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/home/aclarkdata/anaconda3/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:563: MatplotlibDeprecationWarning: \n",
|
||
"The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n",
|
||
" if not cb.iterable(width):\n",
|
||
"/home/aclarkdata/anaconda3/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:660: MatplotlibDeprecationWarning: \n",
|
||
"The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n",
|
||
" if cb.iterable(node_size): # many node sizes\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Text(0.5, 1.0, 'Participants Social Network')"
|
||
]
|
||
},
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"nx.draw_spring(state_variables['network'], nodelist = participants, edgelist=influencers)\n",
|
||
"plt.title('Participants Social Network')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"{'type': 'proposal',\n",
|
||
" 'conviction': 0,\n",
|
||
" 'status': 'candidate',\n",
|
||
" 'age': 0,\n",
|
||
" 'funds_requested': 7.051233270625895,\n",
|
||
" 'trigger': 4746.968510485657}"
|
||
]
|
||
},
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"#lets look at proposals\n",
|
||
"state_variables['network'].nodes[proposals[0]]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Proposals initially start without any conviction, and with the status of a candidate. If the proposal's amount of conviction is greater than it's trigger, then the proposal moves to active and it's funds requested are granted. "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"All initial proposal start with 0 conviction and state 'candidate'we can simply examine the amounts of funds requested"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"funds_array = np.array([state_variables['network'].nodes[i]['funds_requested'] for i in proposals])\n",
|
||
"conviction_required = np.array([trigger_threshold(r, initial_values['funds'], initial_values['supply'], sim_config[0]['M']['alpha'],sim_config[0]['M']) for r in funds_array])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Text(0, 0.5, 'Amount of Honey requested(as a Fraction of Funds available)')"
|
||
]
|
||
},
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.bar( proposals, funds_array/initial_values['funds'])\n",
|
||
"plt.title('Bar chart of Proposals Funds Requested')\n",
|
||
"plt.xlabel('Proposal identifier')\n",
|
||
"plt.ylabel('Amount of Honey requested(as a Fraction of Funds available)')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# TODO: include link to threshold explainer. \n",
|
||
"\n",
|
||
"* Small proposals will all be similar and big proposals will go up a lot.\n",
|
||
"\n",
|
||
"* Plot chart as percentage of max conviction on the right side (effective_supply/(1-alpha))\n",
|
||
"\n",
|
||
"* Link to alpha explainer"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Text(0, 0.5, 'Amount of Conviction')"
|
||
]
|
||
},
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.bar(proposals, conviction_required)\n",
|
||
"plt.title('Bar chart of Proposals Conviction Required')\n",
|
||
"plt.xlabel('Proposal identifier')\n",
|
||
"plt.ylabel('Amount of Conviction')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Conviction is a concept that arises in the edges between participants and proposals in the initial conditions there are no votes yet so we can look at that later however, the voting choices are driven by underlying affinities which we can see now."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1440x360 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"affinities_plot(state_variables['network'], dims = (20, 5))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Run simulation\n",
|
||
"\n",
|
||
"Now we will create the final system configuration, append the genesis states we created, and run our simulation."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"metadata": {
|
||
"tags": []
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
" ___________ ____\n",
|
||
" ________ __ ___/ / ____/ | / __ \\\n",
|
||
" / ___/ __` / __ / / / /| | / / / /\n",
|
||
"/ /__/ /_/ / /_/ / /___/ ___ |/ /_/ /\n",
|
||
"\\___/\\__,_/\\__,_/\\____/_/ |_/_____/\n",
|
||
"by cadCAD\n",
|
||
"\n",
|
||
"Execution Mode: local_proc\n",
|
||
"Configuration Count: 1\n",
|
||
"Dimensions of the first simulation: (Timesteps, Params, Runs, Vars) = (100, 11, 1, 9)\n",
|
||
"Execution Method: local_simulations\n",
|
||
"SimIDs : [0]\n",
|
||
"SubsetIDs: [0]\n",
|
||
"Ns : [0]\n",
|
||
"ExpIDs : [0]\n",
|
||
"Execution Mode: single_threaded\n",
|
||
"Total execution time: 105.52s\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"import pandas as pd\n",
|
||
"from model import run\n",
|
||
"pd.options.display.float_format = '{:.2f}'.format\n",
|
||
"\n",
|
||
"%matplotlib inline\n",
|
||
"\n",
|
||
"rdf = run.run()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"After the simulation has run successfully, we perform some postprocessing to extract node and edge values from the network object and add as columns to the pandas dataframe. For the rdf, we take only the values at the last substep of each timestep in the simulation."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"df= run.postprocessing(rdf,0)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>network</th>\n",
|
||
" <th>funds</th>\n",
|
||
" <th>sentiment</th>\n",
|
||
" <th>effective_supply</th>\n",
|
||
" <th>total_supply</th>\n",
|
||
" <th>fractionOfSupplyForVoting</th>\n",
|
||
" <th>fractionOfSupplyInPool</th>\n",
|
||
" <th>fractionOfProposalStages</th>\n",
|
||
" <th>fractionOfFundStages</th>\n",
|
||
" <th>simulation</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>age_all</th>\n",
|
||
" <th>conviction_all</th>\n",
|
||
" <th>triggers_all</th>\n",
|
||
" <th>conviction_share_of_trigger_all</th>\n",
|
||
" <th>percentageOfActiveProposals</th>\n",
|
||
" <th>percentageOfCompletedProposals</th>\n",
|
||
" <th>percentageOfKilledProposals</th>\n",
|
||
" <th>percentageOfActiveFundsRequested</th>\n",
|
||
" <th>percentageOfCompletedFundsRequested</th>\n",
|
||
" <th>percentageOfKilledFundsRequested</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
|
||
" <td>4889.60</td>\n",
|
||
" <td>0.60</td>\n",
|
||
" <td>14020.01</td>\n",
|
||
" <td>22414.61</td>\n",
|
||
" <td>0.63</td>\n",
|
||
" <td>4.58</td>\n",
|
||
" <td>{'percentageOfActive': 0.0, 'percentageOfCompl...</td>\n",
|
||
" <td>{'percentageOfActiveFundsRequested': 0.0, 'per...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>[1, 1, 1, 1, 1, 1, 1, 1]</td>\n",
|
||
" <td>[434.9686810409622, 0.0, 127.4603323066695, 28...</td>\n",
|
||
" <td>[4309.677525350703, 6571.8051856320835, 5046.2...</td>\n",
|
||
" <td>[0.10092835913646842, 0.0, 0.02525865407576824...</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.12</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.28</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>12</th>\n",
|
||
" <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
|
||
" <td>4912.02</td>\n",
|
||
" <td>0.60</td>\n",
|
||
" <td>14020.01</td>\n",
|
||
" <td>22437.03</td>\n",
|
||
" <td>0.62</td>\n",
|
||
" <td>4.57</td>\n",
|
||
" <td>{'percentageOfActive': 0.0, 'percentageOfCompl...</td>\n",
|
||
" <td>{'percentageOfActiveFundsRequested': 0.0, 'per...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>[2, 2, 2, 2, 2, 2, 2, 2, 1]</td>\n",
|
||
" <td>[2002.4909630005782, 0.0, 228.62566510058122, ...</td>\n",
|
||
" <td>[4309.3895277056845, nan, 5042.048379530638, 4...</td>\n",
|
||
" <td>[0.46468089044313027, nan, 0.04534380630474313...</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.22</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.49</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>18</th>\n",
|
||
" <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
|
||
" <td>4934.45</td>\n",
|
||
" <td>0.60</td>\n",
|
||
" <td>14020.01</td>\n",
|
||
" <td>22459.46</td>\n",
|
||
" <td>0.62</td>\n",
|
||
" <td>4.55</td>\n",
|
||
" <td>{'percentageOfActive': 0.0, 'percentageOfCompl...</td>\n",
|
||
" <td>{'percentageOfActiveFundsRequested': 0.0, 'per...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>[3, 3, 3, 3, 3, 3, 3, 3, 2, 1]</td>\n",
|
||
" <td>[3246.634222683722, 0.0, 308.92064295046544, 1...</td>\n",
|
||
" <td>[4309.1039002867265, nan, 5037.931183411739, 4...</td>\n",
|
||
" <td>[0.753436050234874, nan, 0.06131894853340597, ...</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.30</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.52</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>24</th>\n",
|
||
" <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
|
||
" <td>4956.91</td>\n",
|
||
" <td>0.60</td>\n",
|
||
" <td>14020.01</td>\n",
|
||
" <td>22481.92</td>\n",
|
||
" <td>0.62</td>\n",
|
||
" <td>4.54</td>\n",
|
||
" <td>{'percentageOfActive': 0.0, 'percentageOfCompl...</td>\n",
|
||
" <td>{'percentageOfActiveFundsRequested': 0.0, 'per...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>[4, 4, 4, 4, 4, 4, 4, 4, 3, 2, 1]</td>\n",
|
||
" <td>[4234.111382293805, 0.0, 420.4798045226184, 20...</td>\n",
|
||
" <td>[4308.82061409462, nan, 5033.85231058181, 4584...</td>\n",
|
||
" <td>[0.9826613269634773, nan, 0.0835304213512016, ...</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.27</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.50</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>30</th>\n",
|
||
" <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
|
||
" <td>4889.08</td>\n",
|
||
" <td>0.70</td>\n",
|
||
" <td>14064.19</td>\n",
|
||
" <td>22504.41</td>\n",
|
||
" <td>0.62</td>\n",
|
||
" <td>4.60</td>\n",
|
||
" <td>{'percentageOfActive': 0.08333333333333333, 'p...</td>\n",
|
||
" <td>{'percentageOfActiveFundsRequested': 0.0794027...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>[5, 5, 5, 5, 5, 5, 5, 5, 4, 3, 2, 1]</td>\n",
|
||
" <td>[4965.698034498422, 0.0, 517.1393511781137, 24...</td>\n",
|
||
" <td>[4308.539640601287, nan, 5029.811231442618, 45...</td>\n",
|
||
" <td>[1.1525246252127843, nan, 0.10281486270207224,...</td>\n",
|
||
" <td>0.08</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.25</td>\n",
|
||
" <td>0.08</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.48</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>5 rows × 43 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" network funds sentiment \\\n",
|
||
"6 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4889.60 0.60 \n",
|
||
"12 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4912.02 0.60 \n",
|
||
"18 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4934.45 0.60 \n",
|
||
"24 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4956.91 0.60 \n",
|
||
"30 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4889.08 0.70 \n",
|
||
"\n",
|
||
" effective_supply total_supply fractionOfSupplyForVoting \\\n",
|
||
"6 14020.01 22414.61 0.63 \n",
|
||
"12 14020.01 22437.03 0.62 \n",
|
||
"18 14020.01 22459.46 0.62 \n",
|
||
"24 14020.01 22481.92 0.62 \n",
|
||
"30 14064.19 22504.41 0.62 \n",
|
||
"\n",
|
||
" fractionOfSupplyInPool fractionOfProposalStages \\\n",
|
||
"6 4.58 {'percentageOfActive': 0.0, 'percentageOfCompl... \n",
|
||
"12 4.57 {'percentageOfActive': 0.0, 'percentageOfCompl... \n",
|
||
"18 4.55 {'percentageOfActive': 0.0, 'percentageOfCompl... \n",
|
||
"24 4.54 {'percentageOfActive': 0.0, 'percentageOfCompl... \n",
|
||
"30 4.60 {'percentageOfActive': 0.08333333333333333, 'p... \n",
|
||
"\n",
|
||
" fractionOfFundStages simulation ... \\\n",
|
||
"6 {'percentageOfActiveFundsRequested': 0.0, 'per... 0 ... \n",
|
||
"12 {'percentageOfActiveFundsRequested': 0.0, 'per... 0 ... \n",
|
||
"18 {'percentageOfActiveFundsRequested': 0.0, 'per... 0 ... \n",
|
||
"24 {'percentageOfActiveFundsRequested': 0.0, 'per... 0 ... \n",
|
||
"30 {'percentageOfActiveFundsRequested': 0.0794027... 0 ... \n",
|
||
"\n",
|
||
" age_all \\\n",
|
||
"6 [1, 1, 1, 1, 1, 1, 1, 1] \n",
|
||
"12 [2, 2, 2, 2, 2, 2, 2, 2, 1] \n",
|
||
"18 [3, 3, 3, 3, 3, 3, 3, 3, 2, 1] \n",
|
||
"24 [4, 4, 4, 4, 4, 4, 4, 4, 3, 2, 1] \n",
|
||
"30 [5, 5, 5, 5, 5, 5, 5, 5, 4, 3, 2, 1] \n",
|
||
"\n",
|
||
" conviction_all \\\n",
|
||
"6 [434.9686810409622, 0.0, 127.4603323066695, 28... \n",
|
||
"12 [2002.4909630005782, 0.0, 228.62566510058122, ... \n",
|
||
"18 [3246.634222683722, 0.0, 308.92064295046544, 1... \n",
|
||
"24 [4234.111382293805, 0.0, 420.4798045226184, 20... \n",
|
||
"30 [4965.698034498422, 0.0, 517.1393511781137, 24... \n",
|
||
"\n",
|
||
" triggers_all \\\n",
|
||
"6 [4309.677525350703, 6571.8051856320835, 5046.2... \n",
|
||
"12 [4309.3895277056845, nan, 5042.048379530638, 4... \n",
|
||
"18 [4309.1039002867265, nan, 5037.931183411739, 4... \n",
|
||
"24 [4308.82061409462, nan, 5033.85231058181, 4584... \n",
|
||
"30 [4308.539640601287, nan, 5029.811231442618, 45... \n",
|
||
"\n",
|
||
" conviction_share_of_trigger_all \\\n",
|
||
"6 [0.10092835913646842, 0.0, 0.02525865407576824... \n",
|
||
"12 [0.46468089044313027, nan, 0.04534380630474313... \n",
|
||
"18 [0.753436050234874, nan, 0.06131894853340597, ... \n",
|
||
"24 [0.9826613269634773, nan, 0.0835304213512016, ... \n",
|
||
"30 [1.1525246252127843, nan, 0.10281486270207224,... \n",
|
||
"\n",
|
||
" percentageOfActiveProposals percentageOfCompletedProposals \\\n",
|
||
"6 0.00 0.00 \n",
|
||
"12 0.00 0.00 \n",
|
||
"18 0.00 0.00 \n",
|
||
"24 0.00 0.00 \n",
|
||
"30 0.08 0.00 \n",
|
||
"\n",
|
||
" percentageOfKilledProposals percentageOfActiveFundsRequested \\\n",
|
||
"6 0.12 0.00 \n",
|
||
"12 0.22 0.00 \n",
|
||
"18 0.30 0.00 \n",
|
||
"24 0.27 0.00 \n",
|
||
"30 0.25 0.08 \n",
|
||
"\n",
|
||
" percentageOfCompletedFundsRequested percentageOfKilledFundsRequested \n",
|
||
"6 0.00 0.28 \n",
|
||
"12 0.00 0.49 \n",
|
||
"18 0.00 0.52 \n",
|
||
"24 0.00 0.50 \n",
|
||
"30 0.00 0.48 \n",
|
||
"\n",
|
||
"[5 rows x 43 columns]"
|
||
]
|
||
},
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df.head(5)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x7f7404032c90>"
|
||
]
|
||
},
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"df.plot('timestep','sentiment',title='Sentiment over time')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"The above plot demonstrates system sentiment changing over time as proposals pass or fail."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x7f73dd2bf350>"
|
||
]
|
||
},
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"df.plot('timestep',['funds', 'candidate_funds'],title ='Funds and candidate funds')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"In the above graph, funds represent the total available funds, whereas candidate funds represent total funds requested by candidate proposals."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1440x1440 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"affinities_plot(df.network.values[-1],dims = (20,20))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"The above matrix represents participant affinities towards proposals, ranging from -1 to +1."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.legend.Legend at 0x7f73dd214210>"
|
||
]
|
||
},
|
||
"execution_count": 22,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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5DK3Z7fYGmXg3g+tymGJ6g3Sbrk4khw7fshKRkUBl5HgZMLbNeWMix46hqk8BTwHMnDnT1DEwjF7k4IF61r2ZS2Vhw2n3Bolr9bu9QQ6uw/HEkT/uVuJDfiblm94g3a2rE8lC4GHgN5FfF7Q5/nURmYM7ye4z8yOG0XfUVQTYMC+Pgl3VHegN0srY0rcZV/wWlt1K+cjLaU0YRGbJ23jtYBdEb5xKLJf/voI7sT5EREqBn+ImkNdE5ItAEXBf5PSluEt/c3GX/34+VnEZhtF1mhpa2bKkgA/eK4MO9AYZUbGJCQWLSWytpyrjXOrSp5JZvIrElvqYxm2cnliu2nrgBE/dcJxzFfharGIxDKNrhVptdq0uYfvyIkKtNiKgKER5Byq99kMm5s1jYKCMhoGZFGbdyuiytUw58EZsAzc6xOxsNwyj0ziOkr2xgk0L8wjUn35vkAGNZUzKm0dG3Yc0J6aTPelehlTvYVrOKzGO3DgTJpEYhtEpSvbVsm5uLjWljafdGyS+pZ4JBYsYWbGJsDeJvPG3k9RUxZTcN0xvkF7AJBLDMM5ITVkj6+fmUvxB7WnvSPeEg2SWvEVmyWpEldLR12B74skqWonHaY1x5EZnMYnEMIwOaaxrYfOifPZvKEc61BtkXaQ3iJ/KIRfgS81iXPEq4kP+GEdudDaTSAzDOC2twTA7Vhazc1UxdsiB0+0NUrPH7Q3SdIj6QRMoGP9xxpSuYVj1jpjHbsSGSSSGYUTFsR32rStn86J8mv1ub5DTWc47sKGISXnzGOw7QFOkN8iwym1MzZkT48iNWDOJxDCMk1JVCvfUsGFuLnUVTUdPpEfx+sTmGiYULGRE5VZa41LInXAnKf5iphx4zUyk9xEmkRiGcUKVRQ2sfzOXspx6dyLdG/1SXm+oiXHFyxlb+i4qQtHYj4E6jC9cjMcxvUH6EpNIDMM4RkN1MxsX5HNgy6EO9AYJM7psLeOLluENN1Mx/GICA0YyrngVceFAjCM3uoNJJIZhfKSlKcS2ZUXsXlOC40R6g5zGRPqwqu1MzF9IUrCa2rQpVA27gLHFqxl5aHPMYze6j0kkhmFghx32vlvGliUFbm8QC0TAibI3SKovj0l580htKKAxeSTZU2YzomITU3NMb5D+4JSJREQGAM2q6ojIFGAasExVQzGPzjCMmFJV8rZXsWF+Hg1VzUf1BolmEJLUdIiJ+QsYVr2LlvhBHJh4F6n1uaY3SD8TzYhkLXCViAwGVgJbgPuBh2IZmGEYsVWe52P9mweoyG84aiI92t4gWUXLGH3wPVS8FGTeQly4iYn5C7CibXFo9BnRJBJR1aZI6fe/qervRGRnrAMzDCM26g81sWF+Hvk7qk57It3tDbKGccUrsexWKkZcQjAxncyS1aY3SD8WVSIRkctwRyBfjBzzxC4kwzBiobmxlS1LCtn7rtt89LR7gxzawoSCRSS21FGdfja1GdMjvUHqYhi10RtEk0i+DfwAmKeqH4jIBGBNbMMyDKOzhFttdq8pZeuyQkJBG7Hc49F2px1ct59JefMZ2FiCP2UMReNuYdTB95ly4PXYBW30KqdMJKr6LvBum8f5wDdjGZRhGGdOHSVnyyE2zs+jsa7F7Q1yGhsKBwQOMjFvPkNqPyCYMJicSfeQXrOPKTmvmIl04ygnTCQisoiTrB5X1U/GJCLDMM5YaXYd6984QFVJY2Qi3cIJO1H2BvExvnAJo8rXY3sSyc/6OAnBOiblzcWKdhhj9CsnG5H8ocuiMAyjU9QeDLB+Xi5Fe2ralTQ5dQJxe4OsZmzJKiy1KR11FeG4ZDJLVuG1W2IfvNFrnTCRRG5pGYbRCwR8LWxeVMCH6w4icvq9QUZWbGR84WISWhuoHDIDX9okMovfIqG1IcaRG31BNBsSJwO/BqYDiYePq+qEGMZlGEYUQi02O94qZsfKoiO9QTT6kiYZtR8wMW8eKU0V+AZlUZh1G6NL32VY9a6Yx270HdGs2noW+CnwJ+A64POAFcugDMM4OcdR9q8vZ9PCfJoaWt2SJh6Itqhuir+YSXnzSK/PoSlxCNmT72No5U7TG8TokGgSSZKqrhYRUdUi4H9EZBvw3zGOzTCMdlSVor01bJibR2154OjeIFHMgycEa5lQsIiRhzYT8g4gb/wdJAfKmHLgddMbxOiwaBJJi4hYwAER+TpQBqTENizDMNqrKvazfm4upfvrTrs3iCfcTFbRCsaUrgERisZcj4qQVbQUj2PK5hlnJppE8i0gGXfvyM+B64GHYxmUYRhH+GuDbFqYT/amCiyrA71BDr5PVtEy4kIBDg27iMaBY8gsXkV8qDHGkRsnUjgM1p5jYUcmCeLDcMMuhxFRFAloiof5l1lcFAwyMbZhRi2aDYlbIj82RuptpajqGS3lEJH/AL6EOyW4B3feZSQwB8gAtgGfUdXWM7mOYfRmLc1hti8vYtfqEhzbccu6n0ZvkKHVO5mYv4Dk5irqUidTOfxCxpa8zYjKrTGP3Ti+moEw52qLtecKHttNIAAtcbB4loebtyt3r3MY2Hzsa8MWrDpfeP0qC3+yYO9u4M6uDf+Eolm19TLwVcDGrfw7SEQeVdXfd+SCIjIad3QzXVWbReQ1YDZwG/AnVZ0jIn/Hrev1REeuYRi9mW07fLD2IFsWFxAMhNySJhZEW1R3kC+fSXnzSGvIJ5A8gv1TZjOi3PQG6U5N8bDgUovFswQVuHWLEmcLOyNrX22B5FZYdpHwzrkePrXe4datSrzt/rthy2ThpessyjOEs4odLvtQ2X1dRrd+praiubU1XVUbROQhYBnwfdwRQ4cSSZvrJolICPe2WTnuLbMHI88/B/wPJpEY/YiqUrCzmvXzcvFVNmO16Q0SjaTmKibkL2B41Y5Ib5BPkeorYKrpDdKlQh6oGHxk4LgvU3jjSouGAcLl+xwmHBIWzhIaBhz7p5LmV9ID8NL1HlZepHx8s8PGaRb7xwqjapQvrXB4b7rwzM1C1qD4rv1gJxFNIokTkTjgTuBxVQ2JSIeXd6hqmYj8ASgGmnF7nGwD6lX18OLFUmB0R69hGL3R5kUFbF1aeFRJE6JYieUNNTK+cDmjD65FxUNh5k14wi1MzF9oeoN0IQdYP1145RqLqrSjk8S0EuW+95UlM4X100+c1usHCvUDYWSNIsC/bvSQGlA+/bZD7gh4+iZxW1f2MNEkkieBQmAXsFZExgEdniOJNMi6AxgP1AOvA7ecxusfAR4ByMzM7GgYhtGj7F5TytalhW1Ku5/632qWHWJM2TuMK1qB1w5SPuISmpOHklm8irjwcW6yGzHzQabwwvUW+SOFcYeU+9c61Ke4X/iJrZA9Cp6+OfoEUJ4hoMrUYocxNTDnaiHs7XkJ5LBoJtv/AvylzaEiEbnuDK75MaBAVasARGQucAWQJiLeyKhkDO4y4+PF8xTwFMDMmTPNwnej1zuw9RDvvZYT/WosdRheuY0J+QtJaqmlZvBZVA89l8ziVYyq2Bj7gI2PlGbAS9dZbJtske5XPveWw+4sePWqThg5iJCdKWT3gn8vRzPZnoq7s/3qyKF3gf8FfB28ZjFwqYgk497augHYitvj5B7clVsPAws6+P6G0WuU7q9l1bP7oq6NlVaXw6T8eQzyF+NPGc3+cbMZVb6eqTmvdUG0xmH1yfD6VRarzxcSQnDPezZ1KcLzNwiO1XNHDrESza2tZ4C9wH2Rx5/BLZtyV0cuqKqbROQNYDsQBnbgjjCWAHNE5BeRY//syPsbRm9RVexn6RN73PpYpyjvnhyoYFL+PIbU7CWYkEbOpLtJr91vJtK7WDAOFs8SFl5iEfLCDTuV1GZh8SyLYEL//ZOIJpFMVNW72zz+2Zn2bFfVn+KOctrKB2adyfsaRm/hq2pi0WM7sW0HVE84qR7X2sCEgiWMLF+P44knf9xtxLfWMylvnukN0oUcgXfOFV692qJuoHBxjsPZxcKCS4S6gf03gRwWTSJpFpErVfV9ABG5AveWlGEYHdDU0MrCv+yipSmMCNjHWVhl2S1klrxNZslbWE6IgyMvpzVhIJklq01vkC62c7zw4vUWxcOEiQfdDYNvXSBs+ZhJIIdFk0j+DXguMlciQC2mRIphdEhrMMzix3birwliWRy7R0QdRlZsZELBYhJafVQNOY/6tMlkFq8iobWj05JGRxQOgxevt9g93mJYvfKFlTZbJglP32KKn7cXzaqtncAMERkUeWw63RhGB9ghh2V/30NVqdv+tn0SSWo6xLkfPE1K4CANA8dRkHUrY8rWMrR6dzdF3H9UpMHCSy18ye7jlnjYkyUMCMLsd2wOpsOzH7PQfjiRHo1oVm1l4M5nXAmoiLwP/K+q1sQ6OMPoK9RRVj2376PKve2r9sa31HP+rsfxOK1ub5CqXUwzvUFizp8Eb15useIiwevA8MNFE/VIGZO5V1i0xpkEcjLR3NqaA6wFDk+4PwS8irsfxDCMU1BV3n/9ALlbK9tsODzCG2ri/N1/JS4cIGfyfUzLfgVLo+xQZUQtGAeLLhGWXGzRHKkuopYgjnLNHmWET1hxAbRGvhXfulAI9eBNgD1JNIlkpKr+vM3jX4jI/bEKyDD6mu0riti9phSx3JFJW5Yd4ty9T5LcdIj9Ux9kyoHXTRLpBGHLrXEV9riPK1Nh3uXuiquLDjhk+N3iiaLKyDpYepHwTppJGh0VTSJZKSKzgcM7nu4BVsQuJMPoOz5cf5CN8/MRS45JIqjD9A+fZbAvl/1T7mdS3ny8drB7Au0jFNg0VXj5WouK9KMTw6Qy5e71yooLhW2TTdLoTNEkki8D3wZejDy2gICIfAVQVR0Uq+AMozcr2F3Nmhf3H7/0iSpTc+YwrHoXueM/SWbxauJD/u4JtI/IHg0vXu8he4wwpkr57GqHwmFucrEUqgbB0zebFVexEM2qrYFdEYhh9CXleT5WPLUXETnurvXxhUsZXb6OojHXM7xqB8nB6m6Ism+oGAwvXWuxaZpFWqPymdUO2aPh+et7ZqXcviiaEQki8kmO1Np6R1UXxy4kw+jdag42suSvu1AU1WM7Go4uW8v4oqWUD5/FQH8pAxtLuifQXq4hCd68wmLlhYLXhk+ts2lKEF6+VrA9JoF0pWiW//4GuBh4KXLoWyJyhar+IKaRGUYv5K8Nsugvuwi12CDQvorJ0MrtTDnwGjXp0xE7RLovp3sC7cVavbB0pjDvMotgPFy7RxnmExbNsmhKNAmkO0QzIrkNOF/V/V9CRJ7DLapoEolhtBEMhFj0l500+1vd0ift9oqk1eVw9ofP0TBoHE1JQxhbtrabIu2dHOD9s93GUTWpwgW5DucXCItmCdWpJoF0p6hubQFpuKVRAFJjFIth9FqhVpslf91FfWUTlnXsrvWUxlLO2/skzUkZVKefzcTCJd0Uae+0N9I4qmCkkFWh3LXRYdV5wrM3mgTSE0STSH4F7BCRNbi1tq7G7dtuGAZg2w4r/rGXivwGrOP0WE9srmbG7r8S9iZSOuZqpuS83k2R9j6lGW69q+2TLDIa3MZRO8fDP3poy9n+6qSJREQs3BHlpbjzJADfU9WKWAdmGL2BqvLOi/sp2lPjNqdql0TiWv2cv/txLCfMgcl3M23/S6Z/SBTqBsBrV1m8PUNIaoV719rUDOy/jaN6upMmElV1ROS7qvoasLCLYjKMXmPj/Hz2b6hArGObU3nCQWbs+RsJLfVkT32AqdmvmB4ip3C4jMnCSyzCHrhxh5ISdAsqtsSbBNJTRXNra5WI/D/c+lqBwwdVtfbELzGMvm/X6hK2ryiKlD45+jlxwpz7wT9I8ZeSPfUBJh94A48T6p5AewFHYM15wmtXuWVMZmU7nFUqLJxlGkf1BtEkksN1tb7W5pgCEzo/HMPoHQ5sOcT7rx84YemTs/a/QHrdfrIn3cv4wiXEhZu6J9AeSIGdE4SqyLKdsAdWn29RMlSYVKbcs85h+UXC5qkmgfQW0exsH98VgRhGb1Gyr5ZV/9p3wtInk/LmMqJyK/lZH2fMwbUkttR3T6A9UPZoeOF6Dzljjk4Sw+qUz6+02TxF+IdpHNXrRLMhMRH4dyL9SID3gL+rqqkuZ/Q7lUUNLHtyj/RK+xYAACAASURBVLvZsH0SATJLVpFZuoaSUVeTUbOXAU2HuiHKnqdiMLx8jcXGs46UMSkcBk2Rcu4hL/zrRgvtDyuxVLmhqZk7GgN41f07FBTh1UED2ZSUeMqXjw2F+HZtPTucAbGONGrR3Np6HvADj0UePwi8ANwbq6AMoyeqP9TEosd2YdsOqoq2yyMjyjcwKX8+h4ZeQFJzNan+ou4JtJu5O5fdnxsTYe4VFisiZUzuXG/THN/3y5hY7f9yRJzT0sp3auu5sKWFco+HGo9b5364HebGimbWJiXyf+lp5MXHH/PaVNvmK/UNzG7wExbhYGPPmaaOJpGco6rT2zxeIyL7YhWQYfREAV8LC/+yk9bmcGQ0cvTzGTV7mZb9MrVpU7CtOIbX7eieQLtRMM5dXbX4YiGYcCRJiKP9pozJ9JZW/rO2jkuCLSc8p8ay+H16GucFW7iqOYjgLiPflRDPBcEW3iyrYF7KAP46OI1qr4d4R3mwwc+XfT4GOMqClAGUxcXxWXpOPd1oEsl2EblUVTcCiMglwNbYhmUYPUdLc5hFj+2isa4Fyzq29MkgXz7nfPA0gZRR+AdmMq5kVTdF2j1sgTUzhFevsvClCBdnO2Q0Ko4IlsLQBlh2Yd8uYzIyFOabdfXcHmiizrJ4YdBA4o8zKGm0LBLU4Vu19bQfc8xoaaUJ2J2QwB2NAW4LNDF/4ACuaWpmdNjm/aRE3ksewGd99YxuDEDG0K74aFGJJpFcBKwXkeLI40wgW0T24PYjOS9m0RlGNwuHbJY9sZvaskbEc+yu9eRAOTP2PEFLfCqHhs9kYt78boq06ymwY6JbuqRsiDClVLl3nbL8QmFLP1lxNdB2+JLPx0MNfhTh2UEDEYTZfj+JJ7i9dTLJwAUtLdRYFmVxcTzY0Mj++Dj+d0gadzf4+UFNTed/iE4QTSK5JeZRGEYP5DjKqmf3UZZT767QapdEEoJ1nL/7cRzLS/G4G5maPaff7FrPH+6WLtmbZTGiVvnCSpuNU6TfNI7yqnJfQyNfrfeR6jgsHZBMbnwCD/t8DHbOfNNphuOQ0dJCvtdLnQg/qa7p0X+3oln+2+kzhiKSBjwNnIP7D5svANm4mx6zgELgPlWt6+xrG0Y0VJX3Xs0hb3sVYh27zNcbCjBj9+N4w0FyJt/LtOyXkfaNR/qgqkEw5xqL986xSGlWHlxjUzQEnu1HK65ubGrmW7X1jAuH2ZyYwFsDBvBpXwO3Bzp/r9CEcJgJ4WOPt6oH1HPM7bHuEm313872KLBcVe8RkXjcEd0PgdWq+hsR+T5uYcjvdVN8Rj+3bVkhe98ti+xaPzpBWHYr5+35O8nN1eyf+gBTDryG1X72vY8JJMC8yyyWXSygcPsm91/dr19pEYrrBwkEmBFs4f/V1nF+Syu5cXH8PCOd2/1+flTTdaunVGG5czG/DT/A/Y27+Lcuu/LJnTCRiEiCqp546UEHiUgqbgXhzwGoaivQKiJ3ANdGTnsOeAeTSIxu8MF7ZWxaWHDcXevi2Jy97xlSGwrInjKbSXnz8Nqd/r9JjxG24K0LhDeutGhMgiv2KeMqhYWXCP7k/pFADu/buKmpmSqPh9+nD2ZGczM/rqnt0ttN25zJ/Cr0INt0KpOkFA23duHVT+5kI5INwIUi8oKqfqYTrzkeqAKeFZEZwDbgW8BwVS2PnFMBDO/EaxpGVPJ3VvHuy9kn3LU+NecVhtbs4cCETzGueCXxocbuCTTGFNg0VXj5WouKdGF6kcNl2cKSmcL7Z/ePBJJm23yl3sf9DY2ERHgqdRApjvLt2jriujCOQmc4vwvPZqlzCUOp50feF9lqT+aN5Pv59y6M42ROlkjiReRB4HIRuav9k6o69wyueSHwDVXdJCKP0q6/iaqqiBz3hrOIPAI8ApCZmdnBEAzjWAcP1LHy6b3unEj7+lnAhIJFjKrYQGHmTYw4tJmkYM9cQXOmckbD85EyJqOrlS8td1h7jvDPm/puAklyHO72N5Jhu7fsktThk/4AyXpk38bDPh+DjvP3oiPynJEssK8ghOek51WTynz7SrzYfM0znwCJ/C48mxBeJvSgOamTJZKvAg/hdkf8RLvnFOhoIikFSlV1U+TxG7iJ5JCIjFTVchEZCVQe78Wq+hTwFMDMmTP7/uym0SVqyhpZ8rfdKO5Ee/t58zGla8gqXsHBEZeRWp/HwEBZt8QZS23LmKRGyphkj4anb+67TaQ8qnzKH+Br9fUMsR0O3yxSYFNSIusj+zZGNQZO9jZRq9ZBPBq+i5ftG3AQvJx8bs2Lw53W+2RaVfwjfBsN9JyyKG2dMJGo6vvA+yKyVVX/2VkXVNUKESkRkamqmg3cAOyL/Pcw8JvIrws665qGcTINNc0s/MtOwiEHVI8pCT+schuTc9+kKuNcPKEmBjfkdU+gnahugDtRnj3WTRAKlKeD14ZPrbNpTui9ZUy8qtzjb+TapmYWpgxg2YBkd0WZKjcHmvhMg5/kyMhikOMw3LbZkRDPE2kp3BgIfLT/IysU5upO2rfRrPE8Y9/KE+FP0EwC91trGGr5eM8+95SvfdeZQaUzuFPiiJVoVm29ICLfxJ0gB3gXt2jjmTRX+AbwUmTFVj7wecACXhORLwJFwH1n8P6GEZXmxlYWPbqTYGMIEbDb/QNxcO1+pn/4HL7UCQQT0hh78L3uCTQKTQngTzr5OSqw9hyLRbOEsAfOK1C8kcR5dhGkNfXiMiaqXN/UzLfr6hkfClNjWVzRHOSzPj9zBqVwj7+RGS2t5MfFURDnfvU5wNakRG5oDPCTTlp9FVaLcs1AI1Pxm5xp/DF8LxVkcIO1nSs9e3gydDsVTkanXK8niCaR/A2Ii/wK8BngCeBLHb2oqu4EZh7nqRs6+p6Gcbpag2EWP74bX3UzlnXsrvUUfzHnfvAUTcnDqBs8lfGFS7sp0pNriocFl1osniVRL8W9ZL/D1DJ39VV9Si9MGu2cG2zhO7X1XNTSQn6cl59npHObv5FKVYbaNj+vrqXS4+F36Wlc1Bzk+qbmj1Zc3djU3CkxqMJKZya/Dc8mX0cd9dx5ksc3vAt4KXw9Pws93CnX60miSSQXq+qMNo/fFpFdsQrIMLqCbTuseGovlYUNWN5jk0hSUyXn7/4bYW8y5aOuYNKBN7op0hMLW7D6fOH1Ky0aBgiX73MY4ofWUySTgU3KhqnCpmm9P4GMDoX5Vl09twaaqLEs/jg4jXNaWo5amhsG1iYmcsjr4T9q62Oy4mqnM5FfhR5ks57FBDnIt71vUKeDAEiRZvbYWfwo9Hno0fvTOy6aRGKLyERVzQMQkQlwihkiw+jB1FHefv5DivfVHrf0SXyLj/N3/xVRh8Ks25ia/XKP+t9fgS2ThZeusyjPEKaVKPe9ryyZKayfHk2kPenTdMygSEn1ByIl1Z9OHUiCwjfqji2G6AWuDsamfVKJM5Tfhe9nkXM5Gfj4gfcldtvjeTR8F0r/KBcD0SWS/8ItHZ+P+zdwHO6chmH0Suvn5pKz6RDWcUqfeMLNzNjzBPGtDWRPmc3UnJ5V+uTAKHjxOg8fZgqjapQvrnBYd5a4K6v6gXhHecDv55F6t6T6opQBFMfF87DPrXnVVep1AI+H7+R5+yYsHL7iWUgIL38M30drl+4y6RmiqbW1WkQmA1Mjh7JjsePdMLrCjpXF7FxVglgcs1dEnBDn7n2KAYEysqc+yOTc1/E4xyl01A0qU+Hlay3WT7dIDSifftshdwTu3o4+ujS3LVHllkAT36yrZ0zYZn1iIu8kJ/PZBh93dtLS3Gi0qJcX7Jt4LHwnDSRzl/UeE6xDPBW+DR8pXRZHTxNVra1I4tgd41gMI6ayN5azfm6uOxJpv7FMHaZ/+Bzp9Tnsn3w/E/IXERfunEnYM9GYCHMvt1h+kdvb444NDiEPzLlaCHv7fgIBuKg5yHdq6zm3tZWcuDh+npHGp/x+fljbtTWuFjuX8rvwbEp0GFdae7jR2s7T9i28Gb6my+LoqbqraKNhdKmivTWsfn7/CUufTM59g+FVO8jLup3M0jUktPq6J9CIkAeWXyTMvdyiKRGu3qOMqhMWzhICSf0jgYxvDfEfdfVc19TMIY+H36ancXFzkB/XdG1J9c3OVH4ZeohdOompUswv4p7hjfDV/DTc91ZfdZRJJEafV1HgY/lTe9xKvu2TCDCueAVjy96lZPS1DK3ZTXLzcYsqdAkF1p8lvHKNReVg4bx8h5m5wuKLhXfP6x8JJN22+bc6H/f4GwmK8Le0QWSEHf4zRiuuTiTPGclvwg/wljOT4dTy397n2WCfxY/78OqrjjplIhGR1ap6w6mOGUZPVFcRYMnju9xbWaq0b1o38uA6JhYsomLYTJIDFQzyFx//jbpAZSr8+U4PuaOEsZVujat3zhWe6cM1rtpKdBw+0+DnC/UNJKoyNyWFaq+Xz/p8pHSg2+DpKNd0ng7fRrWmAtBEAm87F5BIK9/wzKVOU/hV+EHC5t/ex3WyMvKJuH1ChojIYI6k4EHA6C6IzTDOSGNdCwv/spPWoA0CTrtF60OqdzEt5xVqBp+FAhn1+7slTgBfMvxitgd/Enx2lcO+zL5d46otS5VPNAb4Rp2P4bbNmqQktiQl8VmfjxHtSw10Mr8m8WT4dp62b8PGYqS4JVEEPipj8s/wrTSSHNM4eruTpdevAN8GRuGWej/8N7oBeDzGcRnGGQkGQix6bCeB+lYsi2M2HKbW53L2vmfxDxxLIHkEmWVruilSaI6HX9/noXYgfHm58o9b5JSbCnutSBmTr9f5GBl2V8R5gCRV9sbH81RaGvf5G/huDCbSgxrHc/bNPBO+hQCJALQSRytx3G6t5zxPIS+Hr6NZEwBYqJfT6JgEEo2TFW18FHhURL6hqo91YUyGcUZCrTZLn9hNXXkA8Ry7a31A40HO2/t3WhIGUznsfCblLeymSN1J9T/cZVE4HL68zOFfH7P6bBJpW8akIM7L0pQBeCO3rIri45nV1MRPOqlIoq3CTp1Eq7pfcSU6jEfDd1HGUC639jJWqlAEC4epVikvhm9gcejyTrl2fxTNPpLHRORy3F7q3jbHn49hXIZx2tRRcrYcYuP8PBrrWo67az0xWMP5ux/HseIpGXsdU3Je7Z5YgY3T3MZRhwYLn19p89rVVp9ckTUmFOabbcqY/CFSxuQef2Obvd+dsxdEFd5xZvDr8IPk6NijnjtLivg37zO8Fr6GV53rjjxh6nScsWgm218AJgI7OfJbroBJJEaPUZZdx7o3c6kq9mN5BCvOwgkdvdPZG2pkxq6/4rFbyZl8D9OyX+qWtTdl6fC32z0cGC2MrVK+vNxh8cUWdQN7fxLJCNvc628kJbLLPNVxuK0xgCPCP1MHEq/wzeOUMekMHzjj+HX4Qd53ziVTDvFD70vkOGNQwCs2lU6aWXEVI9EsQZgJTFeN8bIJw+iA2oMBNszLpXBPjZtADu8TabfM17JbmLH7CRKDNWRPe5Cp2XOw2jce6QLVA+EXD3gIed1J9Q/Hwj/6wKR6kuPwsM/P533uiqvmyOdxgGUDBlAUH8fDvoaYlDE5qOn8IXQf85wrSSXAf3nmcMAZza/DD/SrelfdKZpEshcYAZSf6kTD6CoBXwtbFhew7/2DIHLculmHiWNzzgdPM8hfxP6pDzAp9008Tutxz40lfxL8craHpgT4/CrlyVt6Z+OotixV7mgM8PU6H8Nsm7eTk9iamMjNgcBH8x+XB5u5I9D5ZUwaNIknwp/kGftWFPiiZxkelL/Yd9ESkzGPcSLRJJIhwD4R2Qx8VGNLVT8Zs6gM4wRCLTY7VxWzfUUR4ZCD2/iu3f4QdUhqrkYiI45xxSsZUruPnIl3k1W4nPhQ19VmOqzFC7+510NlGnx5ucM/b7J6dxJR5YrmIP9ZW8+UUIg98fE8mZbGfQ0NXN9UF9NLh9TDy/YNPBq+i1oG8UlrHdM9JTwVuo1aBsX02sbxRZNI/ifWQRjGqTiOsn9DOZsW5NPU0IpYHHcyfXDtfiblz2NgY+lRxwvG3cKoivUktXRdfSaI9P6eGplUT4Mvr3B44XqLlvjem0SmtrTyndp6LgsGKfV6+WV6OtcFAp224upEVGGFczG/Dc+mQEdyibWP2z2beCZ8CwtDV8T02sbJRbNq692uCMQwjkdVKd5Xy/o3c6k9GMDyCJ5IIyptU3hxQONBJubPY0jtPoIJg8kffzvxIT8AtpVAes2HpAS69u5szmh44XoP2WOE0dXKIyuUNy+38Cf3ziQyPBzmG3U+PtEYoMGyeDQtlaxQiO/X1uKJ8bW3O5P4VeghtupUJkoZv/A+y7zwZfzEMR0teoJoVm354aOGDPG4bXcDqmrGkEZMVZX4Wf9mLqX769yJdO/xmlDVM6FgCSMrNhD2JpKf9XESgrVkFS7tlsl0gIo0t+T7xrMsUhuVz6x2yBkFT97SOyfVBzgOX6hv4LMNfixVXhw0kDDCI74GkmK8BqfIGcbvwrNZ4lzKEHz80PsiO+xJ/Dj8Oczqq54jmhHJwMM/i4gAdwCXxjIoo39rrAuyaUE++zdVYFnHn0j3hINklqwms2QVojalo68m7E1iXPFbXTqRXjcA3rzConiY+6WmArkjwWvDnettgnHCy9f2nkn1w42jrm1qRiK/5eNDIdIdh6UDkvkwIYHP1fvIiHETqTpN4bHwnbxg34QXm3/3LKCJeP4Qvr9fNo7q6U6rAllkCfB8Efkp8P3YhGT0V63NYbatKGLXqhIc251Id4stHjlHHJuRFRsYX7CYhJCfyqHn40udQGbxKhJaG7os1mAcLLzEYtElQtgDU8rAitxqu34nZASEhbMsmhJ7cAJRZdBHtweVq5qDfKOuntFhmw/i42i03KWzWxMT2JyUzEMNPm4LNMU0pMNlTB4P30GAJO6y3mOcdYh/hG+joR83jurporm1dVebhxbuvpLYNEA2+iXbdtj33kE2Ly4g2BhCLMACbbvjWJWM2g+YmDePlKYK6geNp2DCxxlT8i7DqnZ2XawCa84TXrvaoj5FmLXfYVqZsPASqE9xv3g/yOqycDpG3aTxH7X1TA6Fjnpqf3wc/zskjbsb/FwSPNII9aam2Db5clRY5FzG70L3U8ZQrrZ2cYO1k3/Yt/KGaRzV40UzIvlEm5/DQCHu7S3DOCOqSsGuajbMzaW+svmoifS2UvzFTM6bx+D6HJqShpI9+T6GVW5nWvacLo13d5bwr49ZlA4VJpcp96xTll8obJ7WA0YdqswKtjA8fPLWwBZwe2OAS4MtFHu9/CN1ECmR3+56j8VZzUF+Uh3bxlGqsFmnUapDgSPLeXfrRKZJEb/0/pNXw9eaxlG9SDRzJGZZhNHpKgp8rH8zl/Jc3wkn0hODNUwoWMSIQ1tojRtA7oQ7SGksZcqB1xG6ttDCtknC7++2GOqDL6602ThFePrmnrFr+pwWtxjizDYjiJOptyz+PDiNia0tfNHX0KV7v/c64/h1+CHWOeccdXxEpHHUOvtsfhT6AmYivXeJ5tbWGOAx4PBC7feAb6lq6YlfZRjH56tqZuOCPHK3Vh5d0qQNb6iJccUrGVO6BkQoHnsDCowvXIrHCR3/jWMoezT86U6LrEMwIx+eudFCe8Dqq9GRYoi3RYoh/t/gNMaHQiSfYiJcga/W+0jswqpHbhmT+5nnXEEqTfyXZw6FOpxGkgCw1WMaR/Vi0fypPQu8DNwbefzpyLEbz+TCIuIBtgJlqnq7iIwH5gAZuP1PPqOqXV/HwoiJYCDE1qWF7HmnFFUQi2MSiDhhRh98j6zCZcSFmzg0bCaNA0eRWbyqW3ajA5RmuDvS0/1w2X546Vq6fQnvINvhy/U+Hmzwf1QMMU7h6zEqhngm2pcx+YJnOV4cU8akj4kmkQxV1WfbPP6XiHy7E679LeBD+KimwW+BP6nqHBH5O/BF4IlOuI7RjcIhmz3vlLF1aSGtzWH3O1jgqC0eqgyt3snE/AUkN1dRlzaZymEXMrbkbUZUbunSeA+mu02maiKL3m0LUpvg9s3wz5vp1iQSp8oDDX4eqW9goOOwKMbFEE9XUON41r6Fp8O34Y90FAzjwcHik9Z6pnuKTRmTPiqaRFIjIp8GXok8fgA4o1oIkdtlHwd+CfxnZH/K9cCDkVOewy3NYhJJL6WOcmDbITbOz8dfE0SsIxPpKQ0lH+0699gtZJasJrWhgEDyCPZPmc3I8o1M7YY+IbUpbrvbVi/csEsJW4KlMKYWnr2RLr2dZalyQbCFhMjtp2G2zVfqfYwJ22xITGTNgGQ+4/PFpBji6XJUWOBczu9D93OQIVxl7SJTqnEijaMmSDkv2h9joWkc1WdFk0i+gDtH8ifc26vrgTOdgP8z8F3g8GbHDKBeVQ8vOSnlBH3hReQR4BGAzMzMMwzDiIWynEhvkKLDvUEEJ6QkNhwpY9JWS/wgDky8i1RfPlNz5nTLNGsgAX55v4fGJPjCSuWpW4Swt3tGH5c3NfOdSDHEtg7ExfHzjFTuaGzkhzVdWzPsRNbb0/lV+CH26njOkiL+3buQOeFrec+Z0d2hGV0omlVbRUCnVfoVkduBSlXdJiLXnu7rVfUp4CmAmTNnmh4pPUhdRYAN8/Io2FV91ER6fJOPCYWLGVl+pIxJfLAej0a+KBUm5i/A0u5pVVczEP58h4eDGfCVZQ7P3mh1SxIZErb5RXUNVzS7xRB/lz6YKS0tWICDkGbb/LimtkesZzrc7+Nt50JGUs1/e5/jffsc0ziqn4pm1dZzuKu06iOPBwN/VNUvdPCaVwCfFJHbgETcOZJHgTQR8UZGJWOAsg6+v9HFmhpa2bK4gA/eLwMEiZQ08YSDjC9ZRWbJareMyairCMcld3kZkxPGHQ/zL7NYcrGg4o5EXrrOojmh678IB9oOT1ZUMiYc5i+RYojfqa2LeTHE01WpafwpfDev2teRTJBve96gXAfzy/CnsXtctEZXiebW1nmHkwiAqtaJyAUdvaCq/gD4AUBkRPL/VPUhEXkduAd35dbDwIKOXsPoGqFWm12rSti+oohQq+32BkGRsM2oHlDG5GTyh8Ov7/fgGyBcvs9hwiFhzjXSLZV5ExyHxw5VMT4U4mdD0vleTR0De1hD0iZN4Cn74zwVvp1WvDzkWUWaBPhH+OMEIkt4jf4rmkRiichgVa0DEJH0KF93ur4HzBGRXwA7gH/G4BpGJ3AcJXtjBZsW5hGob9MbJOSQUfsBk/LmMaCpAt+gLArHf5zRpV1bxuRUKtLcJOK14ZFlDotmCeund8/tGI8qv62q4aKWFv43YzDfrqvvUUnEVuEN+xr+GL6XSgZzk7WFSzz7eTJ0O5UM7u7wjB4imoTwR2BDZMQA7n6SX3bGxVX1HeCdyM/5wKzOeF8jdkr21bLuzQPUlEV6g8QJdkgZ4Cs6pozJ0ModTM3p2jImp1Kf7La7tQUeeN8t7a5W9ySRy5qb+c/aeqa1hvjz4FQ+5/MzxO7+ZbzgljF5x5nBb8IPkK2ZnC+5fNM7jxfCH2Nl6OLuDs/oYaKZbH9eRLbiLs8FuEtV953sNUbfU1PWyPo3cyneV3vURHpCoJapBQuPKmMyoLGsW8qYHFaWDnmjhFnZSmKbhU+1KfDbez3UD4AvRVZmdUcSGRkK8981tVzZHOSg18MvMwZzt7+RzFPUyeoqHzjj+HX4Qd53ziVTDvEz779YaV/Ej0MdnRY1+rqoblFFEodJHv1QY10Lmxbls39DOZYcmUj3hpoYHyljIkDRmOtBpNvKmIA72nj9KovV5wuOJQy+VrnvPYdL9yuLLrFYPEtwBL60wuHZj1mEumFlVoZt83RFJem2zWODUxnTGuL7NT1jUt0tY3If85wrSaWJ73rmcMAZxc/Cn8Xp0opcRm9jCtsYx9UaDLNjZTE73irGCUd6g6gidpgxR5UxuYjGgWMiZUwauyXWYBwsniUsvMQi5IUbdihqQfYYePI2D0/frNge4dIPHSaXCy9d1z19QpIdh79VVDLUtvnFkHR+VF1LcjfNh9TqQP4avoOtzlTA3SCWrWM/KmMSh81f7E8RJKFb4jN6F5NIjKM4tsO+deVsXpRPsz+EWJFRSNg5SRmTrd0Tq8A75wqvXm1RN1C4OMdheomwcJZQN9BNFGMrHUbXCOcUK8suEjae1fkJxKt6VIkSn2URbrcLPk6VRw9VMaU1xM+GZPDdms5PIkGNw3+KFVSKxdz/3959x1dRpY8f/5y5N70nkFBCaCEVCM0ICiioKFYUEYQFGwryU3ddXcGGq6uCq+y6rPKVjoiiLqIiFkRFqkpvCUlI6CWQkHLTc2fm/P64NxggBUwlOe/Xy5fcO+WeuTOZ5845M89j9OddZ+GoeLEPN+HoUhsmNtDJcoo59ps5g1+ttk1p2lQgUQBHbZBDuzPZ9HkaOemF59QG8ck9QHja5/jbDjR4GpMyOzsKlgx2lLgNPyEZvslkVU/BlohzT+BHgzWOBsOv0bXfBk1Kbs8v4LHsXEKM3x+mPKNpvBvgx3IfbwwhiC8q5qmsbGJK7bweGMBj2Tn4mbUXRIqkK/ONobyn30a+M8dVda7RdjJI281cfSjHnXVBAGgcY/3KZUYFEoWja3bx66p0Tue44GIWEWQ7jGuho7hRYPY+gjN2ONOY3Ilf7sEGS2MCcCgYlgzW2N1RIzhH8uD3BlvC66c2SFxxCeGljvEfFyQjbPlE2O3scXXlKx9vPE2JQBJXXMLUM9n8yZbHCauV/kXFnLRY+EdQIGNstnOCTk0YUrDcGMAMfQTpBHG9to1O2klKqqlp3gIb3xu9+bs+rlbaoSgqkDRjZ/YeYsN7Gzimt8GltJiIQ5/R5uRGtHKpeQ3NlUNhQ7DoJXQ+sKJB05h8MlBjbTeBVzHc+7PBsUBYeL1WL3deXVdQyIzTmecMih+zWnk9KIBrCgoZovFI/QAAIABJREFUn5N7zvz7Xax4SEdQecffj1a6zrNnsmrtD2690ZXX9DEkyfZ0E2k8bv2SJfp1/KD3rqVPUJSLpwJJM1R48gwb/7OK/VktELIF/rb9lLh4YbUXkBnY7Zx5pSZoe2I9Lnrd1uyutK2usKLv73dcDd0icTEEn12tUepS+wGkU6mdkXl57HZz4xsvT6QQ9Ckq5o2MTBLcXPnN3Y2OZVclUjK5kjuuuth1TGCbmysP5tpqbTxkn9mOafpo1plxhIoM/m59nx+NHs6qgorSMFQgaUb0wmI2z/yavalu2C3B+NkOUOTegqiUj/AsOt3QzTuHrsGPPQT/669hK5fGZEW8wOZV+wEkSDf4fzm53JXnuPNsNPmMy7Wx1NeHv2Vlc9xqZZ2HJ4/l5FSzpt9pwBUltZNTLF0GMEMfwTJjIL4U8pTlUw7KYF7Rx6pbc5UGpwJJM2CaJgkLV7NlUz5FLgH4FB3BanGjw+FvCcpOqrd26Bp830vw9RUaHU9JRv9s0ibLMb67KcZx99WpgHODRPQRk3s2wDd96iaNiYdpcl9uHg/k2nCRkk99vLFZLFxdWEhLw+QfmVmcslj42NeXZxsgdXu+dGe2fhtzjZsx0LjPsgpPSpll3E4R7vXeHkWpiAokTdzBbzazaXkaOdYQPOx2vIsOE3J6C2HH1tRbGyTwW6Tj+Y1TAY67rHZ3FGwLtzBol+Rga0Faa0H7U5KhW8yzKdyDc2BbZ8G8G+tgDERKhuUX8Hh2LsGGwY+eHmxzd+f+XBvBzsFwHdji5sZGL0+eqef07brU+NgYxNv63WTix83ar/S0HGC2/RYy1a25SiOjAkkTdXpbChvmbeakbIOr4Y5ffipuxZnEJn1QryfE5LbwwWALKaGC0AzJ+O9M1nYVYELn0/BTD0FAPty/2mR3B/i2j6iXcraPZ+fySK6N3W6uzA7wZ2SujesKs8+ZxwpcUVLCFSUldd6eMlLCD2Yvpuv3kibb0lsk82frchbpQ/jG3rfe2qEol0IFkibGsOv8+PynpOa0RMgg/G0plFq96LH73TqpAZLaGn7upqFXMOKc5QM7O2v450vG/WiS1BbH1YUzUKSEQoBN0umkZPF1jrQm9WF0bh6P5Nr43NsLf8PgxcwaVY6uNSdlIH8pncRvMoYOIp1XrAv52riSF+01LUiqKHVLBZImxDRNvp/8CQcKW+NnS6XQI5iYpMW4l2RXv/AlOu0HH12rsSlGw61U4lnBj3aLCXduNCh0E3x4rcCwXBgosn0FW3zr7xrpxvwCJmdls8bDA2/DYFBRcb19dlVypBfjSqdwQgYx2foRCUYHXtLvQ6qBdOUyoAJJE7L+lf85gkhOCiGntxN6Yn2tf0a+Oyy/SuO73gJNwu2/mOgW2NHZUWXwfN9coVHiWn+Bwt8weCTHRlxJCUt9fPja23ELr7tpMi43j4k5uex0cyPDauGevIbJDXa+IunKQ6VPc0iGMM1lPlPt91OoBtKVy4gKJE3Eln9/yd70lvjlpOFjO3xJQaTADU4GVj9fUqjj+Y1CdxiwVxJ6RvDllYICj4av0e1qSsbY8hifm4uXKTlmtTIt8wxjbTZWeXkx2pZHiGHwk6cHB1xcGZ+bW/1K64FdWnjM/gTbZRdesy7gdftoFUSUy44KJE1AwuIf2ZzkhU/eYSx6PhEHvrio5UotjsHt5VdpFF1kNtxuB02u2C/4+grBum4NH0CElNxcUMgTWTm0MQzWe7iz0dOLcTnZ7HNxIcgweTI7h72urszx9+eePBuDCxvm4crypIQ1Zg+m6aPZL0N53rqEWcYdZOHb0E1TlEumAsll7sDKX1m33o5ncSZ2iztX7J1T7TImsDFWsPQajUw/QY80k/CTkONV9XJudklKW8GCIQ0fQAD6FBXzN2cyxCRXF+YF+DPclseUM47B8zaGiQ6s9XDHRUpePNM4BtWPmMFM1h/mFzOWMHGKf1gX8IFxA8fKJ09UlMuICiSXsRMbE1j9xRlc7QWUuvgycNPkapfZGyb4YLDGQedzG8N+MfkpTrCs/8UEh8YRQDqV2nkyK5tri4pJt1iYHhhAv8JCXsw8c0ELrcA1jWRAHeC09Ge0/Tls0otnrEtJNkKZqt+vBtWVy5oKJJch0zTZ98FPbFqXj2ZKpLAwYNOUC+Y7EALL+mtk+DlOr7oFjrcQBNnk2ec2yt+OWx/6FBXzJ1seSa6uvO/nQ5HmOIF2KS3l0exc2lVTblYAnUvtFAvBLH9fgnWDp7OyL4sD2SY9GFc6mSzpyz9cFvK8/UFVOEppEi6Hvz+lnCOrt7Hhk2Syra1w10sQUhK/9fVz6qNn+sLSazTWd9XwLpJEHvt9Wr99Jlneol6f2wDoWGrnyewcBhUWkatpXFdYxIi8fGb7+xJbUsod+QUUaBrb3Vyp7spns68bBZqF+3JteDVQhcFLVSxdeLj0KdJkW6a5zOPv9vtUEFGaDBVILhOZuw+wYfZGjhttcTG98MvZj7U0j+6JC84JIgdC4OUxFnQNbv3NkQ5+VS+B3Zkpd1uX+m13kGEwKduRDLFYCN51XkXEFxdTKjRePJNNKfCxjzdFmsZoW171mXIbfqz8okkJa83uTNNHkyzDeNU6nzfso8i7yAJUinI5UIGkkSs4kcnGt78nNacs5XsKxW7+xO15D6txbt9/uj9MG2nBswTu2gQfDxTkedbtVYe/YXBdQREuXHjyD9EN7rXl4Soly3y8ybFYuP+cqwiDBFcXfnN35/b8AlqYl0d5Pilhg9mVg7J11fMh+MHsxXqzO2HiFK9Z5zPHuIUM/OuppYpSP1QgaaTsBcVsfnslew+6oztTvhd6tCQq+UM8izMvmD/HE14bZcHQYNRayZybRJ0WfHIzTcbY8hmfk4tPFVcQP3l6sNXdnftyK64MGFtqJ9ZZ3+NysNvsyGv2MfwmYy5qfj/y+ZvlY1LNNryoP6BSvitNkgokjYxpmuyZ9z3bfiugyCUQn8LD6FZ3Oh7+hsDs5AqXKXR1XInkeMH4VZI5Qy8+iHibJmNzbbhLyft+vmRZKirT9DshJbfkF/JEdg6tDYN1Hu5s9vCkZ3ER4ryAIoEOdnujeG6jpnSp8YL+IB8bgwnExhTrR6SabciW3lUupwH/Ne5U4yFKk1bvgUQI0Q5YDITgONfMkVL+RwgRCHwCdAAOAfdIKWs/SVQjdmDFL2xacYhcawge9my8i47Q+tRvhB5fW+kydgu8NVzjcDBM+NZk4Q2OBIrWasYZrFJyZ34BE7NzCTQdz1vcY8tngb8vH/n6UFLBnVy9ikt4yvncxj5XF+b6+3F3Xh5PZ9V/nY76JCW86AwiD1i+xYLk3/rdlODa0E1TlEahIa5IdOApKeV2IYQPsE0IsRq4H/hRSjldCDEFmAJU/2BEE3BqSzIb5m8hnd9TvnsUphOdsrTK+5dM4J1bNfZ20HhglcnHAzVaWHTmHj1Nmwq6kSqyxd2N//P25o5cGwjBE9m5PJFdefqQkxYL0wIDuLqwkBfruUZHQ/m3fjdLjcE8YvmKjWY3EmSHhm6SojQq9R5IpJQngZPOf+cJIfYBbYE7gGuds70P/EwTDyR5h9PZ8J8fOFgQgmYE4p+Xgm7xoMfud7CYVY8bmAIWXa/xS4zGyLUG3/XRsHiYzD55Gg8ped/Xp9rOlHSrlYH5BTxfLo36EauFne4eFFbQNWbTNAJ1nb9dJs9t/FHbzXDSpSP5WJIZxkzjLoZra9ltdlJBRFEq0KDnAyFEB6An8BsQ4gwyAOk4ur4qWuYR4BGAsLCwum9kHSjJzee3t78h8Zg3hhaCX+4BCjxbE5P0Pu4l1dcE39VRsGSQxuEQwU1bTbZ20cgLkCw8eZpAw+S1FoFMzTyD2x94xCJMNwjLbxxZcRvCR/pgntPHn/Peddp2CqQbv8rYBmqVojRuDRZIhBDewGfAX6SUNlGuT15KKYUQFZ4GpZRzgDkAffr0uTyeRnMy7Do73/uOHTt1Slxa4FtwkFIXH8LTvsAv71C1yx9uCUsGa+zqpNEyR/LA9yYbYwRHW8GsUxl0LrXzSosgpmRm/aEg0tytMvrwgv4gA7VddBQnyZI+CCRnpB8/yl4N3TxFabQaJJAIIVxwBJEPpZTLnW+fEkK0llKeFEK0Bk43RNvqSsr/1vPrdyfIc2mJZ+lJvIpttD2+jtanNle7bJY3fDxQY213gWcxjPrZ4GSAo2tLCHjzdCZXFpfwWlAAT2RnV3k7rlKx38woHrc/RldxkM7iJAuNmxq6SYpy2WiIu7YEMB/YJ6X8V7lJK4D7gOnO/39Z322rC6Zu8M1TSzlc0gY3w4pv4QF8bAeJSFte4UB1vjt8drXGuq4C0zlDsSsICUO3Slx1wedXOYtFSclzZ7IZUljEfwL8GJObR0vj8nioryEVSxcWGDfxvn4jRc6RpELcCBOnGWLZylv6yAZuoaJcXhriiuRqYCywRwix0/neczgCyKdCiIeAw8A9DdC2WvfDc59wuKQN/tkpSKDn7nfQ5IV3VNkt8F1vR22QQjeIT5F4OEusu+oQkiNYcaUg18sZXaRkYo6NUXn5LPb14bqCIjpUk/CwKSuSriTIDshq7iM7aLbibX04J2jBAG03rUUWEoErdsK0DKbZR9VTixWl6WiIu7Y2UHlWvuvqsy11beOry9hva4Vfzn6Czuyh/bGfLpjHBDbFOGqDZPgLuh8w6ZMq+CpekOFf8dcUVVLKU1nZ9C0uYaWXJ+GlpXQtLa3jrWmcDCn4zBjIDH0Ep7iIMo9ArDjIJOsKluqDWG92L7eyOmqkojRxTfkuzgZj6gab/7WCnccC8c09gGfByQqDSGI7+GCwhbQ2grDTkoe/M/mpe+WFo0J0ncezc7ktvwCbpvEffz/iiku4qrikrjepUVprOJIhJskwuos07rOs5qAZXOUyLsLguNmCF+wP0FjqqyjK5U4Fklq2f/kGfv36GDaXYLzzjqAZpUTv/+SceY4HwoeDNLZGaATkSe77wWRvGMytpDaIt2nyUI6NP9nyEEiW+HqjozHBmdqkuUk0w5imj2a92Z124jQvWxex2ujFP9XYhqI0CBVIakn6L4msX7Sd06INboYLvoVp+NiOEJm27Ow8uZ7wvwEaP/QQuNph+AaDXE/BkkECw+IIIK6mZIwtj9vyC7A4M+q2MAx8Tck3Xp7sc3Pj/pxcgi6jTLmrzD7M1m/D5kydriEZom1lovUrfETVebiOmMHM0Eew1/kgoERwULbCj0KetnzMAdmal/VxKhmiojQgFUhqKDftOBv+u4ZDRa2wGAH456VgCgu9ds1Ek47B7xIrfB0v+KKvht0Kg3dK/AsF3/YRBFgM2piACXElpTyelUMbw2CbmxtZFg0BJLq6ssvDg9G5udxcUNig23s+KeE4LdDlhckeT8pA/qWPYIuMoqM4SaQ4gkSQJz151xjGx8Yg/mL9jAHanguW1bGw1BjMYmMIVgwGaLvP1l25TtuOBck7KhmiojQKKpD8QSVZNjb9+1uS0n2RIhg/Wxr5nq3omrgAV3ve2fmKXeCV0RZS2wj6pJh0OyL48gqIdSnmw8xsOtvPvdMqydWF+QF+3GXL54ZyWXNvbWQBBGCv2YHX9DH8Ylb+xHcLcnnW+iG7jE58Y/albFyiLafxFUW8qD9Y6bIaJsO1dYRpp5mr34yNqjPtKorSMFQguURGiZ3ts75h514odWmJb/4BSlz9iEj9DJ/8o+fMq2sw4y6NtFbw8LcG3/fS+HWAnX9mZXNlcQlHrFbe8fcjyHT80i4Sgk4lJbyQ2XDJEHebHdlsRp99HSKyuFn7DUu5RAPHZRBv2e/hc3MA/uTxuGV5hSd5CyZ2BDP0eyjF5ZxpxwnmuIQoDtPHsh8LF3bV+Yl8lhv9+Z9+be1toKIotU4FkotkmiYpn6zjtx9Ok+/SAq+S41hLbLQ7toaQjO0Xzg/83y2OdCb3rzbY0Ndkgj2b204Ukq1p/DvAny4lJUzKyW0UvftHzZa8oY9ipdnvgmn/FUd51voRvbT9zNJvZ6FxEwIYb/kaAcwxbv3DKdWTaE+S0b5mjVcUpUGpQHIRjq7ZycaPEjhjaY27IfAtPIh/dhLhh1aenSfLG5ZfrXE8yPG60FVwsLXg7vUGnjEFfJCbg0Sw0NcHgeDRnNxGccdVjvTiHX0Yi40haJhMtKygBCsHTUcZ2QLcOS5b8oB9Mm6UUoqV27VNRGtHma3fQja+DbwFiqI0NBVIqpC97zDrZq3jmL0tVtMXv7wUNN1OXMJ7aNLRFVPkJlnRV+OrKzRMAZ1PSjQpcLfDiHUGAR0KebQ0h3Ue7mxz9+D+3FwCGsEdVyXSymJjCO/ow7DhyV3aejppp5ij30zuBd1UJt1FKmEigystyczXb+RLvX+DtFtRlMZHBZIKFJ7OZtO/v2P/mUAkwfjnplDo3oLue+fiojsGvQ1N8sv1OkviXMmyWhiaX8AT2TnYpeCtIH/WebgTHFTCc6ez+cXdnRxN48ns+iv4WCotfGRcxyz9DtqITJ51WcqVWhJSwldmP97UR3JUBtNf28MN2nbmGTfxmX5NJWvT2C3D2S3DK+z6UhSleVOBpBy9sJit//2W3fut2K0h+NnSKHIPInL/x3gVngJAIkmM13n/aiuH3D3oYSvlzymFFLU22OThSb+iIt49nck2NzdiS0tJdnUl2dWV+222Kj87W3qzwex69nkIb4q4RtuFVVza1YvjuY0reEMfxUHZmj4iiSMymJGlU7le20qGDGCX7EyUOMKrLgv4nz6Ql/T7/tgXpiiKggokgGMgPWHRj2zdmEuhSyDeRUexajbaH1lFi6yEs/MdjdBZcoPGDl8P2hfb+cuvRbj7lHJXUC6UAqWOQfY9ri50tttJt1hY7eXFX6q4EimWLiwybuRd/Q7y8DpnWhdxjGetHzFI21nRA+8X2G6G87p9DFtlJJ3FcV61LmC5fjVn8KWnSGGT2RUfCnnR+gG/GNEqTYiiKLWi2QeSQ99uYdNn+8m2tsLDbuBTdIiWp3fQ4dgPZ+fJbmXwv5slP4S4E6AbTNxVhG7AfcEZWM87D2tAt1I7JcBuV1eeqCSImFLwpXkVb9nv4TgtuVbbSV9tH3tMxx1MeXhxQLbhQfsz9BIptBGOcriu2LnXuoYrtOSz6zpsBvNPfRRfm33PPrex0+jMC/rvgWKHjMCLQqLFIabp96KrXa8oSi1ptmeTjB2pbJj7KyfMNriYnvjlpOJakk3Xfe+ffYK60Nvk21sMlnd0R5OSe1OLkGcsjG2Ria9W9R1XbsDA4uIKp20yYnhdH8Ne2ZEYcYhHrV/xsX4t0/V7z5vTpLtIIw+Ps7XCs6QPy0sHcqO2mYnWr1hhXMUS4wasGEyyfEkhbhU+twFQgCc/q0p/iqLUsmYZSHbPW8WGzQIhg/C3pVDi6kPcnllYDUcW3WIXjc+GebOmYz55mgtxNm/STo1isRGG8JUsqSJj+58sP/C8y0cVTttvtmWafi8/mb1oTSYvWd9nndGtii4mjd2yMy7o+OOoo+6CnZ4ihfVmd1aVxp99+ru9dpo56ulvRVEaQLMMJES54f3zVo4Fn8QQ27AYxWzo6w64kxUAP0flke5SSNd8C4Fp0ZhurRmoHQPLsSpXe1gGM9e4less2+mrJZ19P1P6MkMfwSfGILwo5i+WZZyUgbyq/wmDC3NUnc+OlQz8y60vAC8KGaJtJV5LZpExRD39rShKg2mWgWRjxipm3bCy0untSwRjtnmR5ebHp67jQHLRRY+8KOIF+4N86/osLsIgU/pyd+nfOSZbMMbyA36igLn6LRTgUaNtKMCT780+fG/2qdF6FEVRaqpZBpIb+/yJo0t2o+eduXCiKfEs0XnP4zkQ1V8tnK8QN1JlKAuNGxlt+YkHSp8hXQbwhstc3rCP4jQBtbAFiqIojUezDCSd2sViD3+d/22rpKuqBpnJJRq+FPC2PpwfjN4kyva8bp3Py/axavxCUZQmqTHkC2xybHhRigubZTQvWJfwL/1uFUQURWmymuUVSX1wo5THLZ+zxLieUwQ2dHMURVHqjAokdaQAT/5tjGjoZiiKotQ51bWlKIqi1IgKJIqiKEqNqECiKIqi1EijCyRCiJuEEMlCiFQhxJSGbo+iKIpStUYVSIQQFuBdYCgQA9wrhIhp2FYpiqIoVWlUgQSIB1KllAeklKXAx8AdDdwmRVEUpQqN7fbftsDRcq+PAVeWn0EI8QjwiPNlvhAimYvXAsgEsPq1aq+5ewUBVeeDbwKMwlxh8fRr8ttZXnPcZmie290ctxngWEG2IZ7O2v0HF29fm21pbIGkWlLKOcCcP7KsEGKrlLLZZTkUQmzVbRnNarub4zZD89zu5rjN0LjOZ42ta+s40K7c61Dne4qiKEoj1dgCyRagixCioxDCFRgFrGjgNimKoihVaFRdW1JKXQjxGLAKsAALpJQJtfgRf6hLrAlojtvdHLcZmud2N8dthka03ULKZjdGpSiKotSixta1pSiKolxmVCBRFEVRaqTZBJLmkHpFCNFOCLFGCJEohEgQQvzZ+X6gEGK1EGK/8/9Nst6vEMIihNghhFjpfN1RCPGbc59/4ryBo8kQQvgLIZYJIZKEEPuEEP2aw74WQjzpPL73CiGWCiHcm9q+FkIsEEKcFkLsLfdehftWOMx0bvtuIUSv+m5vswgkzSj1ig48JaWMAfoC/8+5nVOAH6WUXYAfna+boj8D+8q9fgP4t5QyHMgGHmqQVtWd/wDfSSmjgDgc296k97UQoi3wBNBHStkVx005o2h6+3oRcNN571W2b4cCXZz/PQL8Xz218axmEUhoJqlXpJQnpZTbnf/Ow3FiaYtjW993zvY+MKxhWlh3hBChwC3APOdrAQwGljlnaVLbLYTwAwYC8wGklKVSyhyawb7GcbephxDCCngCJ2li+1pKuQ7IOu/tyvbtHcBi6fAr4C+EaF0/LXVoLoGkotQrbRuoLfVCCNEB6An8BoRIKU86J6UDIQ3UrLr0NvAMYDpfBwE5Ukrd+bqp7fOOQAaw0NmdN08I4UUT39dSyuPAW8ARHAEkF9hG097XZSrbtw1+fmsugaRZEUJ4A58Bf5FS2spPk477vZvUPd9CiFuB01LKbQ3dlnpkBXoB/yel7AkUcF43VhPd1wE4foF3BNoAXlzYBdTkNbZ921wCSbNJvSKEcMERRD6UUi53vn2q7FLX+f/TDdW+OnI1cLsQ4hCObsvBOMYP/J3dH9D09vkx4JiU8jfn62U4AktT39fXAwellBlSSjuwHMf+b8r7ukxl+7bBz2/NJZA0i9QrznGB+cA+KeW/yk1aAdzn/Pd9wJf13ba6JKV8VkoZKqXsgGPf/iSlHAOsAe52ztaktltKmQ4cFUJEOt+6Dkikie9rHF1afYUQns7jvWy7m+y+LqeyfbsCGOe8e6svkFuuC6xeNJsn24UQN+PoRy9LvfJaAzep1gkh+gPrgT38PlbwHI5xkk+BMOAwcI+U8vyBvCZBCHEt8LSU8lYhRCccVyiBwA7gT1LKkoZsX20SQvTAcXOBK3AAeADHj8Mmva+FEC8DI3HcpbgDGI9jTKDJ7GshxFLgWhylL04BLwFfUMG+dQbUd3B08RUCD0gpt9Zre5tLIFEURVHqRnPp2lIURVHqiAokiqIoSo2oQKIoiqLUiAokiqIoSo2oQKIoiqLUiAokSrPnzKI7yfnvNkKIZdUtU4PP6uG8FV1RmgwVSBQF/IFJAFLKE1LKu6uZvyZ6ACqQKE2Keo5EafaEEGXZoJOB/UC0lLKrEOJ+HBlWvXCk6H4Lx8N/Y4ES4GbnA2GdcZQpaInjgbCHpZRJQogROB4kM3AkF7weSAU8cKSwmAasBP4LdAVcgL9LKb90fvadgB+Oh+2WSClfruOvQlH+EGv1syhKkzcF6Cql7OHMmryy3LSuOLIou+MIApOllD2FEP8GxuHIljAHmCil3C+EuBKYhSPf11TgRinlcSGEv5SyVAgxFUctjccAhBCv40jp8qAQwh/YLIT4wfnZ8c7PLwS2CCG+ru8nlhXlYqhAoihVW+Os7ZInhMgFvnK+vwfo7sy0fBXwP0emCgDcnP/fCCwSQnyKI7lgRYbgSDj5tPO1O44UGACrpZRnAIQQy4H+gAokSqOjAomiVK18viaz3GsTx9+PhqMWRo/zF5RSTnReodwCbBNC9K5g/QIYLqVMPudNx3Ln9zurfmilUVKD7YoCeYDPH1nQWe/loHM8pKx+dpzz352llL9JKafiKELVroLPWgU87ky8hxCiZ7lpNzjrdHvgGKvZ+EfaqCh1TQUSpdlzdh9tFELsBd78A6sYAzwkhNgFJPB7Gec3hRB7nOvdBOzCke48RgixUwgxEvgHjkH23UKIBOfrMptx1JbZDXymxkeUxkrdtaUojZDzrq2zg/KK0pipKxJFURSlRtQViaIoilIj6opEURRFqREVSBRFUZQaUYFEURRFqREVSBRFUZQaUYFEURRFqZFGkyJl27ZtwVardR6OJHUqwCmKojQeJrBX1/XxvXv3Pn3+xEYTSKxW67xWrVpFt2zZMlvTNHVPsqIoSiNhmqbIyMiISU9Pnwfcfv70xvTLv2vLli1tKogoiqI0LpqmyZYtW+bi6DG6cHo9t6cqmgoiiqIojZPz/FxhzGhMgURRFEW5DDWaMZLz9Xjl+7icQnuttc/f00XfOXXIrtpa38X461//2sbb29t45ZVXTv3lL39pc+211+YNGzYsr/w8K1eu9JkxY0bImjVrUitbz6ZNmzyOHj3qOnLkyNy6b/WlyczMtMybNy9wypQpGXX1Gf0/7h+XW5Jba8eCn5ufvmHUhno9FiozfPjwDrfeemvuAw88kF3ZPDNnzgy6/fbbbR06dLBf7HqTk5Ndb7311i779+9PqJ2WXpq6Pi7mP7V0jPPZAAATMElEQVQurrhAr7Vjwt3Lqj80Y2C1x8Srr74avGDBgpZdu3YtXLFixcHzp69bt85zwYIFQYsWLTo6c+bMoK1bt3otXrz4yMW2o23btt22bt26r3Xr1vqlbkNteOWVV4KffPLJTB8fH/NSlmu0VyS1GUTqYn2X6u233z5xfhC5WFu3bvX8+uuv/Wq7TbXhzJkzlvnz5wfX5WfUZhCpi/XVtSVLlrQ4cuSIS0O341LU9XFRm0HkUtY3f/78lqtXr06pKIgADBw4sHDRokVHa7Nt9Wn27Nkh+fn5lxwXGm0gaQjvvPNOUERERExkZGTMsGHDOn700Ud+3bt3j4qOjo656qqrIo4ePWoFx5XGiBEjOsTHx0eGhoZ2e/XVV8/+wUyePLlVhw4duvbu3Tty//79ZSVXGT58eIeFCxcGACxbtsy3Y8eOsTExMdHLli3zL5tnzZo1nj169IiKjo6O6dmzZ9SuXbvciouLxbRp09p89dVXAVFRUTFz584NsNls2ogRIzp069YtOjo6OmbJkiX+VELXdR555JHQLl26xEZERMS89tprwQBffvmlT3R0dExERETMiBEjOhQVFQlw/CI6efKkFRy/ruLj4yOr2uannnoq9OjRo25RUVExEyZMCK3N/dGQzj8WkpOTXfv27RsRERER069fv4j9+/e7gmO/jhkzJiwuLi4qNDS028qVK31GjBjRoVOnTrHDhw/vULY+T0/Png899FC78PDw2H79+kWcOHHighPX+vXrPa+44orI2NjY6P79+3c5fPiwy8KFCwP27t3rOW7cuE5RUVEx+fn5oqL5ypaPjIyMiYyMjPnXv/5V5UlcHReXbvTo0WHHjh1zGzp0aJfnn3++1fl/q+DoYRg0aFD4+cueOHHCeuONN3bu2rVrdNeuXaO///57L4D09HTL1Vdf3SU8PDx25MiR7atLonv+cQmOq8/Kjs2ycw44jsGyNsbHx0fedNNNnTp27Bh7++23dzRNk1dffTX49OnTLtdcc03ElVdeGXEp340KJE5bt251f+utt1qvXbs2JTk5OXH27NlHbrjhhvydO3cm7du3L/Huu+/OeuWVV1qVzZ+amuq+du3alC1btux766232pSUlIj169d7fv7554F79uxJXL169f5du3Z5nf85hYWF4rHHHuuwYsWK1L179+47ffr02V+acXFxxVu2bEnat29f4ksvvXT8mWeeCXV3d5fPPvvsidtuuy07KSkp8eGHH85+7rnnWg8aNMi2Z8+efevXr09+4YUXQm02W4X7csaMGS2PHDnimpiYmJCSkpI4fvz4M4WFhWLChAkdP/nkk7SUlJREXdd58803W1b3HVW0zTNmzDjWrl27kqSkpMTZs2cf+6Pff2NS0bHw6KOPho0ZM+ZMSkpK4siRI888+uij7crmz83Nte7YsSNp+vTpR0eNGhX+t7/97dT+/fsTkpKSPDZt2uQBUFRUpPXp06cgNTU14eqrr86bMmVKm/KfWVJSIp544omwL7/8Mi0hIWHffffdl/n000+3feCBB7K7du1auHjx4gNJSUmJLi4uVDQfwEMPPdTh7bffPpKcnJxY3Taq4+LSffTRR0eCg4Pta9euTXnqqadOn/+3WtWyEyZMaPfXv/711N69e/d9/vnnaRMnTuwAMGXKlDb9+vXLT01NTbjzzjtzTp486VrZOio6LgGqOjYrs2/fPo933333aGpqasKRI0fcVq9e7f3CCy+cLtu+3377LeVSvpvL6hK/Lq1atcr3tttuyy7rmwwJCTE2b97sMWzYsNCMjAyX0tJSrV27dmfrdw8ZMiTHw8NDenh46IGBgfZjx45Z16xZ433zzTfnlPUvDhkyJOf8z9m5c6d7aGhoSbdu3UoAxowZc2bevHktAbKysiwjR47seOjQIXchhLTb7aKitv7888++q1at8p85c2YrcJyEUlNTXXv16lV8/rw//fST78SJEzNcXBzxKiQkxPjll188QkNDS7p3714CcP/995959913g4ELHjQqr6Jtvpjv9nJT0bGwY8cOr2+//TYN4NFHH816+eWXz544brnllhxN0+jVq1dhUFCQPT4+vgggIiKiKC0tze2qq64q0jSN8ePHZwE8+OCDZ+66665zfrXu3r3bbf/+/R6DBw+OADBNk5YtW14wJlLZfJmZmZa8vDzL0KFD88s+46effqq0O1QdFzVzsX+rZTZu3Oi7f/9+j7LX+fn5ltzcXO3XX3/1Wb58eSrAqFGjcidMmGBUto6KjkuAqo7NynTr1q2gc+fOdoDY2NjCtLS0SgPYxWjyO7wmHnvssbA///nP6WPGjMlduXKlzyuvvHL2V6Sbm9vZa1CLxYKu61UeSBdj8uTJba+55pq81atXpyUnJ7sOHjw4sqL5pJQsW7YsNS4urqSi6TVhsVikaTrG2YqKis65yqmLbW4K3N3dJTi+E1dX17PfkaZplX5HzhLtZ0kpRXh4eNHOnTuTqvqsyubLzMy0/OENuAjquDjXxf6tlpFSsn379n2enp719oiD1WqVhuGIS4ZhUD7Y1fY+U11bTjfeeKPtq6++CkhPT7cAnDp1ypKXl2cJCwuzAyxatCiounUMHjw4/5tvvvHPz88X2dnZ2urVqy8Yu+jRo0fx8ePHXRMSEtwAPv7448CyaTabzRIaGloKMHv27BZl7/v6+hrlB8AGDRpkmzFjRkjZH/bGjRvP/tI533XXXWebPXt2C7vd8eP21KlTlri4uOLjx4+77t271w1g8eLFQQMGDMgDCA0NLd24caMnwKeffhpQ2XrL+Pn5GQUFBU3qOKroWOjZs2fBvHnzAgBmz54d2KdPn/xLWadpmpT1Vy9atCgoPj7+nBsvunfvXpyVlWX94YcfvMBxlbl161Z3AG9vbyM3N9dS1XwtWrQwfHx8jFWrVnk7PyOQKqjjomYq+1utTP/+/W3Tpk07O25V1uXZt2/fvLJzy6effuprs9kq/UFQ0XEJUNmx2b59+9Jt27Z5Anz00Uf+FxMsvLy8jNzc3KYz2O7v6VKrt79Vt74+ffoUP/XUUycHDBgQFRkZGTNp0qR2zz///Il77723c2xsbHRQUFC17enfv3/hnXfemdW1a9fY66+/vkv37t0Lzp/H09NT/ve//z186623hsfExES3aNHi7HonT56c/ve//z00Ojo6Rtd//7ihQ4fmpaSkeJQNtk+fPv2ErusiKioqJjw8PPaFF15oW1mbnnzyyYzQ0NDSqKio2MjIyJj58+cHenp6yvfee+/QiBEjOkdERMRomsbTTz+dATB16tQTzzzzTFjXrl2jLRZLtb+eWrVqZfTu3Tu/S5cusXU1qOrn5lerx0J166voWHjvvfeOfPDBBy0iIiJili5dGjRr1qxLujPHw8PD3Lx5s1eXLl1i161b5zNt2rST5ae7u7vLjz/+OG3KlCmhkZGRMbGxsTFr1671Bhg3blzm448/3j4qKipG13Uqm2/+/PmHnnjiibCoqKgYKWWVJ43L/bhw97LW6jFxqeur7G+1MnPmzDm6fft2r4iIiJjOnTvHvvPOOy0Bpk+ffmLjxo3e4eHhscuXLw9o3bp1aWXrqOi4BKjs2Hz88cczNm3a5BMZGRmzadMmLw8Pj2pv6b3vvvsyb7rppksebG80pXZ37dp1KC4uLrOh26EodcHT07NnYWHhjoZuh6LUxK5du1rExcV1OP/9RntFoiiKolwe1GB7E/HZZ5/5Pv/88+d0IbRr165k9erVaQ3VJuV3DXU1oo6Ly096errl2muvvWDw/ueff05u1apVpXd1NSTVtaUoiqJcFNW1pSiKotQJFUgURVGUGlGBRFEURakRFUgURVGUGmm8d2290TGOoqzaa59HoM7kg7VSg2LlypU+bm5u5g033FAA8M9//rOlp6en+dhjj52pjfXXtfPb39il9O0XZ+Tk1NqxYPH31yN+/aXSY6GiWh6V1ZkoX3PmYj+/oZ8pmTJlSqvp06enN9TnK01P470iqc0gUsvr++mnn3zWr1/vXfb6mWeeybhcgghc2P7GrjaDyB9d3+VeZ6K8mTNntm7oNihNS+MNJA3g+uuv7xwbGxsdHh4e+9Zbb7UAR+2QmJiY6MjIyJh+/fpFJCcnuy5evLjle++9FxIVFRXz3Xffef/1r39tM3Xq1JAdO3a4d+vWLbpsfcnJya4RERExUHGticrasXfvXrerrroqIjIyMiYmJiY6ISHBzTRNJkyYcLZ+xNy5cwPgwvoH48aNC5s5c2YQOGpIPPnkk21iYmKiIyIiYnbs2OFeUfvr6vtsChITE12jo6NjXnzxxZCK6kyUl5CQ4DZgwIAusbGx0b17947csWOHO0BSUpJrjx49oiIiImKeeOKJNlWtA+D5559vVVZzYtKkSW3BkZspLi4uKiIiIuaGG27onJGRYQGIj4+PXLdunSfAyZMnrW3btu0GjqqKQ4YM6TxgwIAu7du37zpx4sRQgEmTJrUtKSnRoqKiYm6//faONft2FMVBBZJyPvzww0MJCQn7du7cmTh79uyQo0ePWh977LEOy5cvT0tOTk784osv0iIjI0vHjRuXMXHixFNJSUmJN91009nkfT179iy22+0iKSnJFWDx4sWBw4YNy66s1kRl7Rg9enTHiRMnnk5OTk7cunVrUlhYmH3x4sX+e/bs8di3b1/Cjz/+mDJ16tTQqoJRmRYtWuiJiYn7HnzwwYzp06eHVNV+5Vy7du1yGz58ePiCBQsOXnnllYXVzT9+/Pj2s2bNOpKQkLDvzTffPPboo4+GAUyaNCls/PjxGSkpKYmtW7euslzup59+6vvNN9/4b9u2LSk5OTnxpZdeSge4//77O77++uvHUlJSEmNjY4smT55cbUBKTEz0/OKLLw7s27cvYcWKFQGpqakus2bNOu7m5mYmJSUlVlblT1EulQok5bzxxhshkZGRMb17945OT093mTlzZsv4+Pi8qKioUvg9/39Vhg0blrV48eJAgM8//zxg7NixWeVrSERFRcW8+eabrU+cOFFhEMjOztZOnTrlOm7cuBxwJHn08fEx169f73PPPfdkWa1W2rVrp1955ZX5GzZs8KyuPaNHj84GiI+PLzx69KhbdfMrDllZWdZhw4aFL1my5EC/fv2Kqps/NzdX27Fjh/eIESM6R0VFxUyaNKl9WdGy7du3ez/88MNZABMmTKiyC3T16tW+f/rTn87WzA4JCTHOnDljycvLs9xyyy35AA8//PCZX3/9tdoryf79+9uCgoIMT09PGR4eXpyWlqb2v1InGu9gez1buXKlz9q1a322bt2a5OPjY8bHx0f27NmzMDk52f1S1jN27NjsESNGdBo1alS2EIJu3bqVbN682eNiak38ES4uLmfrRIAjrXj56WW1MqxWq2wOdSJqi4+Pj9GmTZvSNWvWePfu3fuCgmHnMwwDHx8fPSkpqcLqhJqm1UkKifI1JwoLC8/Zv+Vro1gslmqLLynKH6WuSJxycnIsfn5+ho+Pj7ljxw73Xbt2eRUXF2ubN2/2KeuqKsv/7+PjY+Tl5VVYNyA2NrZE0zSmTp3a5s4778yCqmtNnC8gIMBs1apV6QcffOAPUFRUJPLy8rSBAwfmLVu2LFDXdU6cOGHdvHmz94ABAwo6d+5ckpqa6lFUVCQyMzMtGzZs8K1uW6tqv+Lg4uIiv/3227SlS5cGvffee1XW9gAIDAw0Q0NDSxcsWBAAjvojv/zyiwdAr1698ufOnRsIMHfu3Crr2tx44422JUuWtMjLy9PAccwFBQUZvr6+Rtl41vz584P69euXD468WZs3b/YC+PDDD6utEwKO4HP+Dw5FqYnGG0g8Amu13kB16xs+fHiuruuiU6dOsX/729/axsXFFQQHB+szZ848dOedd4ZHRkbG3HnnnZ2c8+Z8/fXX/pUNVt91111ZX375ZeDYsWOzoepaExVZsmTJwXfffTc4IiIipk+fPlFHjx61jh07Nic2NrYoOjo69tprr414+eWXj4WFhenh4eH22267LTsqKir2jjvu6BQbG1ttX3517W9sLP7+tXosXOz6fH19zVWrVqW+8847IRdT7Gfp0qUHFi5c2CIyMjKmS5cusZ999pk/wKxZs47MmTMnOCIiIub48eNVjmvdfffdtqFDh+b06NEjOioqKuYf//hHK4CFCxcenDx5cmhERETM7t27PaZPn34CYMqUKafmz5/fMjo6OiYzM/OiehjGjBmTER0drQbblVqjkjYqiqIoF0UlbVQURVHqhBpsb0Bjx44N27JlyzldS48++uipP//5z5fNw43KH7N582aPcePGndO15Orqau7evbvWb8hQlLqmAkkD+uCDD440dBuUhhEfH19U2R1einK5aUxdW6ZpmupOEkVRlEbIeX42K5rWmALJ3oyMDD8VTBRFURoX0zRFRkaGH7C3oumNpmtL1/Xx6enp89LT07vSuAKcoihKc2cCe3VdH1/RxEZz+6+iKIpyeVK//BVFUZQaUYFEURRFqREVSBRFUZQaUYFEURRFqREVSBRFUZQa+f/5trFyOQlawAAAAABJRU5ErkJggg==\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"df.plot(x='timestep',y=['candidate_count','active_count','completed_count', 'killed_count', 'failed_count'],\n",
|
||
" kind='area')\n",
|
||
"plt.title('Proposal Status')\n",
|
||
"plt.ylabel('count of proposals')\n",
|
||
"plt.legend(ncol = 3,loc='upper center', bbox_to_anchor=(0.5, -0.15))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"The above graph shows the number of various types of proposals at a range of timesteps. Ecosystems with more completed proposals will have higher overall agent sentiment than systems with more failed and killed proposals."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.legend.Legend at 0x7f73dd00b950>"
|
||
]
|
||
},
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"df.plot(x='timestep',y=['candidate_funds','active_funds','completed_funds', 'killed_funds', 'failed_funds'], kind='area')\n",
|
||
"plt.title('Proposal Status weighted by funds requested')\n",
|
||
"plt.ylabel('Funds worth of proposals')\n",
|
||
"plt.legend(ncol = 3,loc='upper center', bbox_to_anchor=(0.5, -0.15))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"The above graph shows the amount of funds requested by various types of proposals at a range of timesteps."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"nets = df.network.values"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/home/aclarkdata/anaconda3/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:563: MatplotlibDeprecationWarning: \n",
|
||
"The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n",
|
||
" if not cb.iterable(width):\n",
|
||
"/home/aclarkdata/anaconda3/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:569: MatplotlibDeprecationWarning: \n",
|
||
"The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n",
|
||
" and cb.iterable(edge_color) \\\n",
|
||
"/home/aclarkdata/anaconda3/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:579: MatplotlibDeprecationWarning: \n",
|
||
"The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n",
|
||
" for c in edge_color]):\n",
|
||
"/home/aclarkdata/anaconda3/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:660: MatplotlibDeprecationWarning: \n",
|
||
"The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n",
|
||
" if cb.iterable(node_size): # many node sizes\n",
|
||
"/home/aclarkdata/repos/Aragon_Conviction_Voting/models/v3/model/parts/utils.py:349: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
|
||
" plt.tight_layout()\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 720x720 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"K = 0\n",
|
||
"N = 1\n",
|
||
"\n",
|
||
"snap_plot(nets[K:N], size_scale = 1/10,dims = (10,10),savefigs=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"On the left side are participants, with the right side of the graph being the proposals. With this graph, we can see the links between the participants and the proposals that they support. The percentage on the right hand are the the amount of the required amount to pass that has been fulfilled.\n",
|
||
"\n",
|
||
"You can move the K and N to different points within the 100 timesteps, 0 indexed, to see how the model evolves overtime. \n",
|
||
"\n",
|
||
"As you can see with the plot above at the start of the simulation, no proposals have been formally supported yet. Below we can see a many interactions between agents and proposals."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 26,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 720x720 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"snap_plot(nets[50:51], size_scale = 1/10,dims = (10,10),savefigs=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 27,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x7f73dc4f93d0>"
|
||
]
|
||
},
|
||
"execution_count": 27,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"df.plot('timestep',['total_supply','funds'],title='Total Supply and Funds')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 28,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x7f73dc53f150>"
|
||
]
|
||
},
|
||
"execution_count": 28,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"df.plot('timestep',['effective_supply'],title='Effective Supply')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"As expected *effective_supply* is increasing with the arrival of new participants."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 29,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x7f73dc4b9410>"
|
||
]
|
||
},
|
||
"execution_count": 29,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"df.plot('timestep',['participant_count'],title='Count of Participants')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Review system health metrics\n",
|
||
"\n",
|
||
"Below we will analysis system health metrics, such as fraction of supply used for voting, which is effective supply over total supply and percentage of proposals and requested funds in different stages. "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 30,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x7f73dc42b0d0>"
|
||
]
|
||
},
|
||
"execution_count": 30,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
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]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"df.plot('timestep',['fractionOfSupplyForVoting'],title='Metric: Fraction of Supply For Voting')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 31,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x7f73dc9ba750>"
|
||
]
|
||
},
|
||
"execution_count": 31,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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KYGBg6euXXnqJ1q1bs3r1aoqLi/Hz83P58by9vUub2nl6epbW3ffp04ekpCTOO++80nWTkpLo27fia+Tr68sll1zCJZdcQuvWrZk3bx7nn3/+Cc34yrfPLt/Er+R9ZZ+XNX78eGbPns17773HW2+9VWlMJcqeW0kdemNR3RK6Ab4VkSQRuaX8QhFpD1wO/PdUOxGRW0QkUUQS09LSah6talaMMdz70RqOFxmeHx2Lh8ep2+X6eHnw3FWxHMzK46kvNjRQlE1DZmZmad30rFmzKCoqAqwS7FtvvVXaOiM9PR2A4OBgsrKyTtrP4MGD+eGHHzh06BBFRUXMmTOHc84555THnjJlCvfeey+HDx8GYNWqVcyYMYPbb7/9pHVXrFhR+jC2uLiY5ORkOnXqBEDr1q3ZsGEDxcXFfPLJJyds9+GHH1JcXMy2bdvYvn07PXv2BGDBggWkp6dz7Ngx5s2bxxlnnHHSMSdMmMDLL78MUOsHv2WdddZZpQ+lFy9eTEREBC1atKj0c1eqbgn9TGPMXhFpBSwQkY3GmB/LLH8ZuNcYU3yqxvDGmGnANICEhARtY6ZO6fuNB/lxcxqPj+xLp/DAqjcA4jqEcsvZXZn6wzaGx7blrO4VzgPQ7Nx+++1ceeWVvP3221x88cWlpfeLL76YVatWkZCQgI+PD5deeilPPfVU6YNGf39/fv3119L9tG3blmeeeYZzzz0XYwzDhw9n5MiRpzz2ZZddxt69ezn99NMREYKDg5k9ezZt27Y9ad2DBw9y8803k5+fD1h/QEqa9D3zzDOMGDGCyMhIEhISyM7OLt2uY8eODB48mKNHjzJ16tTSbyCDBw/myiuvJCUlhXHjxp30TACsPxS9e/dm1KhRNbyqFSt5iBobG0tAQAAzZ8485eeuVOM5RUXkUSDbGPNCmc92ACWZPALIBW4xxsw7eQ+WhIQEoxNcqFN57uuNTPtxO+sevwhfL89qb5dXWMSlr/xEfmEx3/z1bIJ8G2bIog0bNtC7d+8GOZb63YQJE0ofqpY1Y8YMEhMTefXVV0+5fW5uLv369WPFihWEhITUZ6g1VtHvlIgkVfYss8oqFxEJFJHgktfAhcDasusYYzobY6KNMdHAXOD2UyVzpapjw76jdGsVVKNkDuDn7cnzV8WSmnmMp7/UqhdVuYULF9K7d2/uvPPORpfMa6M6RZfWwCd2VYoX8K4x5msRuRXAGONsS3rlttbvO8oZXSNqte3ATmFMPKMz05fsYHi/tpzerXb7UY3fjBkzKvx8woQJpW3VK3PBBRewa1elM7o1OVUmdGPMdiCugs8rTOTGmAl1D0s1d+k5BRw4mk/vtrV/aDT5wp58t/Eg98xNbrCqF2OMDtClXKI2Q1loT1HVKG3YZ7XPrUtC9/f5verlma8qrno5XlRMUbFrns/7+flx+PBhHVNG1VnJeOg1bV6qE1w0IsYY/vXdFob1bEV8h8Y7fkVD+D2hB9dpPwnRYdx0RmfeWLKDS2NOrHopKjaMeX0pCLw7aQhennUr30RFRZGSkoI2yVWuUDJjUU1oQm9ENu7P4uWFW/hg+R6++evZBDvYMaY+LN50kN3puYw/LbrKddfvO0qrYF/Cg3yrXLcqf7+wJ99vPMiUj5L5+u7fq17eX76HZTutdtev/7SD24Z1rdNxvL29azS7jFKuplUujcjnyal4COw/mseTLuwY80XyPi548QcOZee7bJ/lFRebKqsanv9mEw/PX8ePm6suwa5PPUqfdq7pdFFS9bL3yDGeslu9ZOQU8Nw3GxncOYxL+7XhpQWb2Xzg5I40SjUlmtAbCWMMn63exxndIrjl7K68t3wPizcddMm+v9t4gK0Hs3nwk7X1Vr97+Ws/M/mD1ZUuP3A0j3WpRxGBez9KJvNYYaXrFhwvZltadp3qz8tLsIcOeHfpbn7cnMYL324iK+84j4/syxMjYwj282LyB6spLCpm0/4sHv10HY99tk7rw1WTogm9kUhOyWR3ei5/jG3H3Rd0p3urIO77aA37M/PIKyyiuA4P7tanHsXXy4Ov1+3n09WpVW9QQ5m5haxOyeTjlXv5PLni/f+wySqVP3NFPw5mWUPhVmbrwWwKi4xLEzrA3/7Qg66Rgfztg1W8u2w340/rRK82LQgP8uWJUTGs2ZvJ+f/8gYte/pG3f93JWz/v5L3le1wag1L1SRN6I/F5cirensJFfdvg5+3JC6PjSMvOZ+jT39Hroa/p8n9f8vD8tVXvqJz840VsPZjNhDOi6d8xlIfnr+Pg0ZpNPFuVNXszAWgZ4M1D89aSlnVy1c6iTQdp08KPqxM6cOs5XfgwKYXvNlQ8KmLJA9E+dXwgWl7JdU3PKSA80Ie7L+hRuuzSfm25dlAHfLw8eODS3ix/4AJO6xLOPz5fz570ms9Co5QTNKE3AsXFhs+T93FOj0hCAqwHoXEdQplz81AeGtGHey/uxfDYtrz96y6+XruvRvveciCb48WG2PahvDA6jrzCIu7/eI1LqxKS9x4BYPoNCeQUFPHAJyfuv7ComJ+2HOLcXpGICHed351ebYK57+M1Fc4Fun7fUfy8Pegcceppwmqjf8eWTB03kOk3DCLE/8SHzs9cGcvCv53DzWd3ITzIl+euigVgytzkOn1DUqqhaEJvBJJ2Z7AvM48Rse1O+Hxw5zAmntmZ24Z15eVr4unbrgUPfLK2Rg8316Vapec+7VrQNTKIKRf34ruNB5mblOKy+NekZNIpPICBncL4+4U9+Hb9Aeat2lu6PHFnBtn5xxnWsxUAvl5WSTkjp4BHPl130v427DtKz9bBeFYxumJtXdi3TbWahXYIC+DBEX34dfthZv3mPr0JlfvShN4IfL46FV8vDy7oU/E43wDenh68eHU8WXnHa/Rwc33qUQJ9POlkTwRx4+nRDOkcxuOfrWfvkWMuiT85JZN+7a1xMCae2YWETi15ZP469mdaVTuLNx3E21M4o0wb8Jj2Idx1fnfmr0rlyzW/f+swxrBh31GX15/X1rWDOnBOj0ie/moDOw7lOB2OUqekCd1hx4uK+WLNfs7v3arKruk92wTz1z/04Ot1+5m/qnoPN9elWsmxZCxxDw/hhdFxFBnDPR+urnNVwuHsfPYeOUZslJXQPe39FxYZpnyUjDGGRZsOMrhz2Ennd9uwrsRGhfBgmXr3A0fzycgtbDQJXUR49spYfDw9mPzBKpf1KlWqPmhCd9i36w9wKDufUfHtq7X+LWd3YUDHUB6ev7a0BFyZ4mKrtNu3XHvuDmEBPDi8D79sq3tVQskD0X7tf6/CiI4I5P8u7VXaPHDzgWzOtatbyvL29OCfo+PIzj/OrbOTeGnBZl5dtAWoW5d/V2sT4sfjI2NYsfsI//txm9PhKFUpTegOe2PJDjqGBXB+78qrW8ry9BD+eXX8CSXgyuxKzyWnoKjCDjrXDf69KmF7WnYFW1fPmhQroce0P/EY44Z24qzuEfxnkZUAh1WQ0AG6tw7mscv6snl/Fv/6bguzf9tNkK9Xnbv8u9rI+HZcEmN1QCpphaNUY6MJ3UGr9hwhaVcGE06PrtEDwM4Rgdxvl4DfWbq70vVKZp3v2+7kcZ5LqhJ8vTyZ/OFqjhcV1/wEgNUpmXSJDDxpmIKS/Qf7eRHV0p+ukZXPOHTd4I6seewitj11KcmPXsiyB85vdMMeiAj/GBVDiL83f/tgNQXHa3e9lKpPmtAd9NbPOwjy9WJ0Qs0G4AEYN8QqAT/5xQZ2VvKwbl1qJl4eQvfWFTf/s6oS+rJy9xH+9+P2GscAsGbvEWLbVzwxQLtQf2beNJh/Xdu/WkPKenoILfy8CfBpnEMMhQf58vQVsWzYd5R/fbfZ6XCUOokmdIfsz8zji+R9XDOoQ61Kox4ewnNXxeLlKUz+cHWFD+vWV2PGn8vi2jE8ti0vLdjMWrs+vLoOHM3jwNF8YqMqbwI4oGNLBnZqWaP9NmZ/6NOa0QOj+O/ibSTtynA6HKVOoAndIW//upNiY5hwenSt99E2xJ/HR/YlaVdGhQ/r1lVjgCsR4R8jY2gZ6MPkD1aTV1hU7eOX1J+XtHBpLh7+Yx/ahvgz+YNV5BYcdzocpUppQndAXmER7y7bzYV92tDBbh9eW6Pi25eOFljSiQjgYFYeaVn5Fdafl9cy0Ifnroxl04EsXlxQ/aqE5L2ZeAguGxWxqQj28+afV8exKz23dPRGpRoDTegO2JaWzZHcQkbEta3zvkSEJ0f1IzTAh7+9v5r841YJe8M+ayjYPtVs/ndur1aMGdKR13/azm/bD1drmzUpR+jeKrjR1nnXp6Fdwpl0Zmdm/7abRS4aFVOputKE7oCSTjRtWtRseqnKtAz04bmrrBL2pJmJ/PX9VaWz3dek9PzApb3pFBbA5A9WczSv4uFtf9l6iKe/3MD1byzl562HiankgWhzMPnCnvRoHcSUuclk5Jw8Jo1SDU0TugMOZVv/+SNcMBtPiXN7tuLP53Zl9Z4jJO5Kx9vTgwmnR580ANWpBPp68eI18ezLPMZjn548vO2alEzGTF/KWz/vJCO3gMv7t+fWc7q47ByaGj9vT16+pj9Hcgv4v09cO+CZUrXR/L4rNwIlg2tFBLsuoQPcc1Ev7rmoV532MaBjS+44txuvfL+VP/RpxcUxv1cLPfv1RsICfVh8zzBaNLJ24k7p064Fky/syTNfbeTjFXu5cmDNm6Aq5SpaQnfAoax8/Lw9CPSpvDmhk+48vzuxUSHc//Ga0rHTl2w5xJKth/jzud00mZdz81ldGBwdxiOfrtOx05WjNKE74FB2PhFBvtXqbOMEb08PXromnmOFRdxjjwX+7NcbaR/qz9ghHZ0Or9GxhmOIA2DyBxX3CVCqIWhCd8Ch7AIiXVzd4mpdI4N44NLe/LA5jVtmJbJmbyZ//UMP/Lwb57cKp3UIC+Cxy/qybGc602rZ61aputKE7oCSEnpjN25oJ4b1jGThhoP0aB3E5f2rNyJkc3XFgPYM79eWFxdsqnGvW6VcQRO6A5pKQhexhhc4o1s4j4+MqbcZhNyFiPDk5TGEBfrwl/dWcqyg+r1ulXIFTegN7HhRMYdzCogM8nE6lGppFezHO5OGMrRLuNOhNAmhAT68MDqObWk5PP2V9iJVDUsTegNLzy3AGNc3WVSNx1ndI5l4Zmfe/nUXizZqL1LVcDShN7BDWa7vVKQan3su6kmvNsHcM3d1ac9gpepbtRK6iOwUkTUiskpEEitYPlZEku11fhGRONeH6h5KOxVpQndrft6evHJdf47mHWfK3NXai1Q1iJqU0M81xsQbYxIqWLYDOMcY0w94ApjmkujcUElCb+zNFlXd9WgdzP9d0otFm9LqPHerUtXhkioXY8wvxpiS0f5/A7T/cyV+L6E3jYeiqm5uOD2aYT0jefKLDWw+kOV0OMrNVTehG+BbEUkSkVuqWHci8FXdwnJfh7IL8PXyIMhXh9FpDkSE56+KI9jPi7vmrKzRBCJK1VR1E/qZxpgBwCXAn0Xk7IpWEpFzsRL6vZUsv0VEEkUkMS0trVYBN3VpWY27279yvchgX54fHcfG/Vk8+/VGp8NRbqxaCd0Ys9f+9yDwCTC4/DoiEgtMB0YaYyqcIcEYM80Yk2CMSYiMjKx91E3Yoex8bbLYDJ3bsxUTTo/mrZ93alNGVW+qTOgiEigiwSWvgQuBteXW6Qh8DFxvjNHp0E8hLSu/yXQqUq513yW96NUmmL9/uJqDWXlOh6PcUHVK6K2BJSKyGlgGfGGM+VpEbhWRW+11HgbCgdcqa9qoLIeyC7TJYjPl5+3Jv6/rT3b+cSZ/sJpiHZVRuViVT+aMMduBk9qVG2Omlnk9CZjk2tDcT1GxIT0nX5ssNmPdWwfz0Ig+PDhvLW8s2cHNZzffGZ+U62lP0QaUkVtAsdFORc3d2CEdubBPa577ZiNrUnRURuU6mtAbkPYSVfD7KJYRQb7cOWcF2fnHnQ5JuQlN6A3o93Fc9KFocxca4MPL18SzOz2Xh+evrXoDpapBE3oDSsu2WjZos0UFMKRLOHee152PV+zlk5UpToej3IAm9AakIy2q8u48rxuDo8N48JO17DyU43Q4qonThN6ADmXn4+PlQRVCtlIAAB69SURBVAs/7favLF6eHrx8bTxenh7cOWclBceLnQ5JNWGa0BtQWnY+kdrtX5XTLtSf566KZc3eTB0aQNWJJvQGZHUq0gei6mQX9W3DDad14o0lO/huwwGnw1FNlCb0BnQoq2lMDq2ccf+lvenTtgV//3A1+zKPOR2OaoI0oTegQ9ma0FXl/Lw9+feY/uQfL+Yvc1ZxvEjr01XNaEJvIMXFhsM5BUQEa5WLqlzXyCCevDyGZTvTeeW7LU6Ho5oYTegNJCO3gKJioyV0VaXL+0cxemAU/160lZ+3HnI6HNWEaEJvIIeyrTboOjCXqo7HRvala2QQf3lvFWlZ+U6Ho5oITegNZMtBaz7JjmEBDkeimoIAHy/+M2YA2fmF/PX9VRTpULuqGjShN5AVu47g5+1B77YtnA5FNRE92wTz2GV9WbL1EP9ZtNXpcFQToAm9gazYnUFs+1C8PfWSq+q7OqEDl/dvz8sLN/PLNq1PV6em2aUB5BUWsS41k/6dQp0ORTUxIsI/RsUQHRGo9emqSprQG8C61EwKiwwDOrZ0OhTVBAX6evHa2AEcPVbI3e+v1Pp0VSlN6A1gxa4jAJrQVa31atOCx0f25eeth/n399o+XVVME3oDWLE7gw5h/tpkUdXJ1QkduGJAe/713RaWbNH6dHUyTegNYOXuI1o6V3VWUp/eLTKIv7y3kgNH85wOSTUymtDrWeqRY+w/mkf/DvpAVNVdgI9Vn55bUMSd767U8V7UCTSh17MVuzMAGNBJS+jKNbq3DuapK6zxXp7/dpPT4ahGRBN6PdMORao+XN4/ijFDOvK/H7azYL2On64smtDrmXYoUvXl4RF9iGnfgskfrGJPeq7T4ahGQLNMPdIORao++Xl78tqYgRjg9ndWkFdY5HRIymGa0OvRZ6tTtUORqlcdwwP45+g41uzN5PHP1zsdjnKYJvR6UFxsePHbTdwzN5n4DqGc3T3S6ZCUG7uwbxtuPacr7y7dzUdJKU6Hoxzk5XQA7uZYQRF3zlnJwg0HGD0wiidGxeDn7el0WMrN/f3CHqzak8ED89bQt30LerXRh/DNkZbQXeyrtftYuOEADw7vzXNXxWoyVw3Cy9ODV67rTws/b26dlcTRvEKnQ1IO0ITuYgft0fCuG9wREXE4GtWctAr249UxA9iTcYy/f7AaY3QQr+amWgldRHaKyBoRWSUiiRUsFxF5RUS2ikiyiAxwfahNQ0ZOAT5eHgT4aMlcNbzBncO4/5JefLv+AFN/2O50OKqB1aQO/VxjTGUjAl0CdLd/hgD/tf9tdtJzCggL8NHSuXLMxDM7s3LPEZ7/ZiNxUSGc3i3C6ZBUA3FVlctI4G1j+Q0IFZG2Ltp3k5KRW0DLQB+nw1DNmIjw7JWxdI4I5M45K9mXeczpkFQDqW5CN8C3IpIkIrdUsLw9sKfM+xT7sxOIyC0ikigiiWlpaTWPtglIzykgLNDb6TBUMxfk68X/rh9IXmERt81eQf5x7XTUHFQ3oZ9pjBmAVbXyZxE5uzYHM8ZMM8YkGGMSIiPds212Rm4hLQO0hK6c161VMM+PjmPVniM8/pl2OmoOqpXQjTF77X8PAp8Ag8utshfoUOZ9lP1Zs2OV0DWhq8bh0n5t+dPZXXhn6W4+TNxT9QaqSasyoYtIoIgEl7wGLgTWllvtU2C83dplKJBpjNnn8mgbueNFxWQeK9SErhqVey7qyWldwnlw3lrW7s10OhxVj6pTQm8NLBGR1cAy4AtjzNcicquI3Gqv8yWwHdgKvA7cXi/RNnJHjlmdOTShq8bEy9ODV8f0JzzQhz/NSiI9p8DpkFQ9qbLZojFmOxBXwedTy7w2wJ9dG1rTU/IfRevQVWMTHuTL1OsHctXUX7lrzkpm3DgILx3S2e3oHXWhkoSuJXTVGMVGhfKPkTEs2XqIF77d7HQ4qh5oQnehDC2hq0bu6kEdGDukI1N/2MYXyc3uMZfb04TuQum5WkJXjd8jf+zLwE4t+fuHq9m4/6jT4SgX0oTuQiUl9NAA7VikGi8fLw/+O3YAwX5e/GlWEpm5OjKju9CE7kLpOYUE+njqkLmq0WvVwo//jhtA6pFj3PXeSoqKdWRGd6AJ3YUycgsIC9LqFtU0DOwUxmOXxfDD5jRe+HaT0+EoF9AZi1yoZKRFpZqKMUM6smZvJv9dvI2+7VowIrad0yGpOtASugvpSIuqKXrssr4kdGrJPR8msz5VH5I2ZZrQXUhL6Kop8vHy4LVxAwjx9+aWWYnak7QJ04TuQuk5WkJXTVOrYD/+d/1ADmbl8+d3VlBYVOx0SKoWNKG7SF5hEbkFRdoGXTVZcR1Cefryfvy6/TBPfrHB6XBULehDURfJyNVeoqrpu3JgFOv3HeWNJTvo07YFVw/qUPVGqtHQEnolajpj+u/juGinItW03X9JL87sFsGD89aStCvD6XBUDWhCr8D9H69hzOtLazRtV0ZOydC5vvUVllINomS43bahfvxpVpLOSdqEaEKvQHLKEX7dfpgHPllb7ZL67+O4aAldNX2hAT68Pj6BvMIibnk7iWMFOidpU6AJvQIZOQUE+3oxNymFN5bsqPY2oHXoyn30aB3My9fEszY1kykfJde4GlI1PE3oFUjPLeCaQR24JKYNT325gcWbDla9TU4BIhDiryV05T4u6NOaey7qyWerU3lt8Tanw1FV0IReTm7BcfIKiwkP8uWfV8fRs00L7pyzkq0Hs0+5XUZuASH+3joLjHI7t53TlZHx7Xj+m018u26/0+GoU9DsU05Ja5XwQB8CfLx4ffxAfDw9mDRzOUdyK+9Bp71ElbsSEZ69Mpa4qBDufn8VG/bp8ACNlSb0ckpaq5T0+IxqGcD/rh9I6pE8/vxu5T3otJeocmd+3p5MG59AsJ8Xk2Ymcig73+mQVAU0oZdzOMf6RS3bWiUhOownL4/h562HeeLz9RVul55ToA9ElVtr3cKP18cncCg7n1tnJdWoWa9qGJrQy8kobX54Ynvy0QkduOXsLrz96y5m/bqzwu20yaJyd7FRobwwOo7EXRn838fVb9arGoZ2/S8nvaSDUAWl7Xsv7sW2g9k8+tl6OkcEcWb3CMDqVZqRU6idilSz8Me4dmw9mM2/vttCj9ZB/Omcrk6HpGxaQi8nPScfTw8h2O/kv3WeHsK/rutPt8ggbn8niW1pVsuXnIIiCoqKtYSumo2/nN+d4bFteebrjSxYf8DpcJRNE3o56TmFtAzwwcNDKlwe5OvF9BsS8Pb0YNLMRI7kFminItXseHgIL1wVR7/2IfzlvZU6MUYjoQm9nIycquvCO4RZLV/2ZhzjttkrOHA0D0CHzlXNir+PJ9PHJ9DCz5tJM5dz0P5/oJyjCb2c6rZWSYgO49mr+pWO+QJos0XV7LRq4cf0GxLIyC3k5llJ5BVqyxcnaUIvJz23gPCg6iXmy/tHced53dh0IAuo+EGqUu4upn0IL18bT3LKESZ/uJriYm354hRN6OXUtD35Xy/owfB+bfHx9CAiWFu5qObpor5tuO/iXnyRvI+XFm52OpxmS5stllFUbDiSW1CjunAPD+Ff18aTeiSPIF+9nKr5uuXsLmxPy+Hf328lOjyQKwdGOR1Ss1PtErqIeIrIShH5vIJlHUVkkb08WUQudW2YDePosUKKTc0fbnp5etAxPKCeolKqaRARnhgVw2ldwrnv42SW7Uh3OqRmpyZVLn8BKps59kHgA2NMf+Ba4LW6BuaEw6XTyGlduFK14ePlwdRxA+nQMoBbZiWy81CO0yE1K9VK6CISBQwHpleyigFa2K9DgNS6h9bwdKJnpeouJMCbNycMQoAbZywv7aeh6l91S+gvA1OAiocahEeBcSKSAnwJ3FnRSiJyi4gkikhiWlpaTWOtd+laQlfKJaIjApk2PoG9Gcf402wdyKuhVJnQRWQEcNAYk3SK1a4DZhhjooBLgVkictK+jTHTjDEJxpiEyMjIWgddXzShK+U6g6LDeH50LMt2pHP/R2t0IK8GUJ1mGWcAl9kPOv2AFiIy2xgzrsw6E4GLAYwxv4qIHxABVD13WyOiCV0p1xoZ355dh3N5ccFmOoYHcPcFPZwOya1VWUI3xtxvjIkyxkRjPfD8vlwyB9gNnA8gIr2xEn/jq1OpQkZOAQE+nvh5ezodilJu487zunHVwCheXriFj1ekOB2OW6t1xyIReVxELrPfTgZuFpHVwBxggmmC3690kgqlXE9EeOryfpzeNZx7P0rm122HnQ7JbdUooRtjFhtjRtivHzbGfGq/Xm+MOcMYE2eMiTfGfFsfwda39Bp2KlJKVY+Plwf/HTeQTuGB/GlWIlsPZjkdklvSrv9lWCMtakJXqj6E+Hvz1oRB+Hh5MuGt5aRl6bykrqYJvYzDmtCVqlcdwgJ4c0ICh7MLmDhzObkFx50Oya1oQi8jQ+vQlap3sVGh/Pu6/qzdm8ldc1ZSpKMzuowmdFteYRE5BUXVHjpXKVV7F/RpzWOX9WXhhoM8+uk6baPuIjo8oE27/SvVsK4/LZqUjGP878fttG/pz6062XSdaUK3/d6pSCd6Vqqh3HtxL1Iz83jmq420DfFjZHx7p0Nq0jSh2zJyCgEIC9RJKpRqKB4ewgujYzlwNI97PkymVbAfp3UNdzqsJkvr0G2Hc6wmVFpCV6ph+Xp58vr1CXQMt4bc3bj/qNMhNVma0G0lQ3xqHbpSDS8kwJuZNw3G39uTCW8uZ1/mMadDapI0odvScwsRgVBN6Eo5on2oPzNuHEx2/nEmvLmczGOFTofU5GhCt6Xn5BPq742nhzgdilLNVp92LZg6biDbD2Vzy9uJOo56DWlCt2XkFNJSe4kq5bgzu0fwwug4lu5I528frKZYOx5Vm7ZysaXnFBCm1S1KNQoj49tz4GgeT325kVbBvjw8og8i+u25KprQbXuPHCOmfYuqV1RKNYibz+rC/sx83vx5B21a+PEn7XhUJa1yAQ4ezWN3ei79O7R0OhSllE1EeHB4b0bEtuXprzbq5BjVoCV0YNnOdAAGdQ5zOBKlVFkeHsI/r44jI7eAKXOTCQv0YVjPVk6H1WhpCR1YviMdf29P+rbTKhelGhtfL0+mjhtIzzbB3DZ7Bav2HHE6pEZLEzqwbGcGAzu1xNtTL4dSjVGwnzdv3TiIyGBfbnxrGdvSsp0OqVFq9hks81ghG/cfZVC0Vrco1Zi1Cvbj7ZsG4+khjH9jGfsz85wOqdFp9gk9aVc6xsCgzvpAVKnGLjoikBk3DibzWCE3vLmMzFztTVpWs0/oy3Zk4O0p2sJFqSYipn0I064fyI5DOUycuZxjBdqbtESzT+jLd6bTr30I/j6eToeilKqm07tF8PK18STtzuDP766gsKjY6ZAahWad0PMKi0hOOaLNFZVqgi7t15Z/jIrh+40HuXdusg4RQDNvh75y9xEKiwyD9YGoUk3S2CGdSM8u4J8LNhMa4MNDI3o36yECmnVCX74zHRFI6KQJXamm6o7zunE4p4A3f95BWKA3d5zX3emQHNPsE3rP1sGEBOgsRUo1VSLCwyP6kHmskBe+tUrq44Z2cjosRzTbhJ6VV8iyHemMGdLR6VCUUnXk4SE8d1UsR48V8tD8tYT4e/PHuHZOh9Xgmu1D0W/WHSD/eHGzvOlKuSNvTw/+M3YAg6LD+Ov7q1i86aDTITW4ZpvQ56/aS4cwf/p3CHU6FKWUi/h5ezL9hgR6tgnm1tlJLLcH3msummVCT8vK5+ethxgZ175ZPxFXyh218LMmnG4X4s9NM5azLjXT6ZAaTLUTuoh4ishKEfm8kuVXi8h6EVknIu+6LkTX+yI5lWIDI+O1ukUpdxQR5MusSUMI9vVi/BvL2N5MBvOqSQn9L8CGihaISHfgfuAMY0xf4G4XxFZv5q9OpXfbFnRvHex0KEqpetI+1J9Zk4YAMG76UvYeOeZwRPWvWgldRKKA4cD0Sla5GfiPMSYDwBjTaJ5GFBcbnvlqI/NX7cUYw+7DuazcfURL50o1A10jg3h74mCy8o8zbvpS0rLynQ6pXlW3hP4yMAWobMCEHkAPEflZRH4TkYtdEp0LbEvLZuoP2/jLe6u4ccZypv20DUBbtyjVTPRtF8KMGwexPzOP699YypHcAqdDqjdVJnQRGQEcNMYknWI1L6A7MAy4DnhdRE5qPiIit4hIoogkpqWl1TLkmknclQHAn87pwrId6cz+bTeDO4fRPtS/QY6vlHLewE5hvD4+ge1pOUx4aznZ+cedDqleVKeEfgZwmYjsBN4DzhOR2eXWSQE+NcYUGmN2AJuxEvwJjDHTjDEJxpiEyMjIWgd9MKv6A9sn7swgPNCH+y7uxYK/ncO1gzpw9wXNt2uwUs3Vmd0jeHVMf9bszWTSzOXkFbrfsLtVJnRjzP3GmChjTDRwLfC9MWZcudXmYZXOEZEIrCqY7a4N1fLZ6lTOeW4xv247XK31k3alM7BTS0SE9qH+PHNlLKd3jaiP0JRSjdyFfdvw4tVxLN2Rzm2zkyg47l7D7ta6HbqIPC4il9lvvwEOi8h6YBFwjzGmehm3hs7oFkFUS38mzlzOit0Zp1w3LSufnYdzSYjWySuUUpaR8e15clQ/Fm1K4+73V3LcjcZSr1FCN8YsNsaMsF8/bIz51H5tjDF/M8b0Mcb0M8a8Vx/BAoQF+vDOpCG0CvblhjeXsXZv5Z0GknZZvcQG6miKSqkyxgzpyIPDe/Plmv1McaOx1JtkT9FWLfx45+ahtPDzZvyby9hyIKvC9RJ3ZuDj5UFM+xYNHKFSqrGbdFYXJv+hBx+v3MtD89diTNNP6k0yoYPVaeCdSUPw8hDGTF/KjkM5J62TuCuD+KhQfL10ejml1MnuOK8btw3ryjtLd/OPLzY0+aTeZBM6WDOAvzNpCEXFhrGv/8ae9NzSZXmFRaxLzWSg1p8rpSohIky5qCcTTo/mjSU7eOHbTU6HVCdNOqEDdG8dzKyJg8nOP87Y6UvZn2k1aVy9x5peLqGTJnSlVOVEhEf+2IfrBnfgP4u28e/vtjgdUq01+YQOVk+wtycOIT2ngDGv/8bBrLzSDkUDNaErpaogIjw5qh9X9G/PPxdsZtqP25wOqVbcZsai+A6hvHXjIMa/sYyxry8lxN+bbq2CCA3wcTo0pVQTUDLrUX5RMU99uRFfL09uOD3a6bBqxC1K6CUGRYfxxg0J7E7PJXFXBoO0/lwpVQNenh68fE08F/ZpzSOfruPdpbudDqlG3CqhA5zeLYJp4xMI9vXiwj5tnA5HKdXEeHt68O8x/Tm3ZyQPzFvDh4l7nA6p2sSpZjoJCQkmMTGx3vZfVGzw9NDZiJRStZNXWMTNbyeyZOshXrw6jsv7RzkdEgAikmSMSahomduV0EtoMldK1YWftyfTrk9gaOdwJn+wms9WpzodUpXcNqErpVRd+ft48saEBBI6hXH3+6v4as0+p0M6JU3oSil1CgE+Xrx54yDiO4Ry55yVfL12v9MhVUoTulJKVSHI14sZNw6iX1QId7y7ggXrDzgdUoU0oSulVDUE+3kz86bB9G3XgtvfSeK7DY0vqWtCV0qpamrh583bE4fQu20Lbpu9gkUbDzod0gk0oSulVA2E+Hsz66Yh9GwTzJ9mJTWqpK4JXSmlaigkwJvZE4fQo02QldQ3NY6krgldKaVqoSSpd28dxJ/ebhxJXRO6UkrVUmiANSVmjzaNI6lrQldKqToIDfD5vfrlbWfr1DWhK6VUHYUG+PDOxKGlD0qdatKoCV0ppVwgJMCb2ZOG0LttMLfOTuLbdQ3fo1QTulJKuUiIv9VOvU+7EG5/ZwVfr23YsV80oSullAuF+Hsza+Jg+kWF8Od3V/JFcsMldU3oSinlYi38vHn7psH07xDKXe+tZP6qvQ1yXE3oSilVD0rGfkno1JK/vr+Kj1ek1PsxNaErpVQ9CfT14q0bB3Fa13Amf7iaD5bX73R2mtCVUqoeBfh48cYNgzi7eyRTPkpm1m+76u1YmtCVUqqe+Xl7Mm38QC7o3YqH5q1lxs876uU4mtCVUqoB+Hp58trYgVwW145O4YH1cgyvetmrUkqpk/h4efDKdf3rbf/VLqGLiKeIrBSRz0+xzpUiYkQkwTXhKaWUqq6aVLn8BdhQ2UIRCbbXWVrXoJRSStVctRK6iEQBw4Hpp1jtCeBZIM8FcSmllKqh6pbQXwamAMUVLRSRAUAHY8wXp9qJiNwiIokikpiWllazSJVSSp1SlQldREYAB40xSZUs9wBeBCZXtS9jzDRjTIIxJiEyMrLGwSqllKpcdUroZwCXichO4D3gPBGZXWZ5MBADLLbXGQp8qg9GlVKqYVWZ0I0x9xtjoowx0cC1wPfGmHFllmcaYyKMMdH2Or8BlxljEusraKWUUierdcciEXlcRC5zZTBKKaVqT4wxzhxYJA2oyaAGEcChegqnMWuO590czxma53k3x3OGup13J2NMhQ8hHUvoNSUiicaYZlcv3xzPuzmeMzTP826O5wz1d946lotSSrkJTehKKeUmmlJCn+Z0AA5pjufdHM8Zmud5N8dzhno67yZTh66UUurUmlIJXSml1CloQldKKTfRJBK6iFwsIptEZKuI3Od0PPVBRDqIyCIRWS8i60TkL/bnYSKyQES22P+2dDrW+lB+vH0R6SwiS+17/r6I+DgdoyuJSKiIzBWRjSKyQUROaw73WkT+av9+rxWROSLi5273WkTeFJGDIrK2zGcV3luxvGKfe7I90GGtNfqELiKewH+AS4A+wHUi0sfZqOrFcWCyMaYP1ng4f7bP8z7gO2NMd+A7+707Kj/e/rPAS8aYbkAGMNGRqOrPv4CvjTG9gDisc3frey0i7YG7gARjTAzgiTWciLvd6xnAxeU+q+zeXgJ0t39uAf5blwM3+oQODAa2GmO2G2MKsAYIG+lwTC5njNlnjFlhv87C+g/eHutcZ9qrzQRGORNh/Sk/3r6ICHAeMNdexa3OW0RCgLOBNwCMMQXGmCM0g3uNNe2lv4h4AQHAPtzsXhtjfgTSy31c2b0dCbxtLL8BoSLStrbHbgoJvT2wp8z7FPsztyUi0UB/rNmfWhtj9tmL9gOtHQqrPpUfbz8cOGKMOW6/d7d73hlIA96yq5mmi0ggbn6vjTF7gReA3ViJPBNIwr3vdYnK7q1L81tTSOjNiogEAR8BdxtjjpZdZqw2pm7VzrSq8fbdlBcwAPivMaY/kEO56hU3vdctsUqknYF2QCAnV024vfq8t00hoe8FOpR5H2V/5nZExBsrmb9jjPnY/vhAyVcw+9+DTsVXT04abx+rfjnU/loO7nfPU4AUY0zJ/LtzsRK8u9/rC4Adxpg0Y0wh8DHW/Xfne12isnvr0vzWFBL6cqC7/STcB+shyqcOx+Rydr3xG8AGY8yLZRZ9Ctxgv74BmN/QsdWnSsbbHwssAq6yV3Or8zbG7Af2iEhP+6PzgfW4+b3GqmoZKiIB9u97yXm77b0uo7J7+ykw3m7tMhTILFM1U3PGmEb/A1wKbAa2AQ84HU89neOZWF/DkoFV9s+lWPXJ3wFbgIVAmNOx1uM1GAZ8br/uAiwDtgIfAr5Ox+fic40HEu37PQ9o2RzuNfAYsBFYC8wCfN3tXgNzsJ4RFGJ9G5tY2b0FBKsV3zZgDVYLoFofW7v+K6WUm2gKVS5KKaWqQRO6Ukq5CU3oSinlJjShK6WUm9CErpRSbkITumrS7FELb7dftxORuVVtU4djxYvIpfW1f6XqShO6aupCgdsBjDGpxpirqli/LuKx+gYo1ShpO3TVpIlIyeibm7A6bfQ2xsSIyASsEe0CsYYmfQHwAa4H8oFLjTHpItIVq2NHJJAL3GyM2Sgio4FHgCKsQaQuwOr44o/VNftp4HPg30AM4A08aoyZbx/7ciAEa6Cl2caYx+r5UiiFV9WrKNWo3QfEGGPi7VEqPy+zLAZr1Eo/rGR8rzGmv4i8BIzHGuVxGnCrMWaLiAwBXsMaT+Zh4CJjzF4RCTXGFIjIw1g9+e4AEJGnsIYquElEQoFlIrLQPvZg+/i5wHIR+cIYk1ifF0IpTejKnS0y1tjyWSKSCXxmf74GiLVHtjwd+NAaWgSwuqID/AzMEJEPsAaRqsiFWAOL/d1+7wd0tF8vMMYcBhCRj7GGdtCEruqVJnTlzvLLvC4u874Y63ffA2ss7vjyGxpjbrVL7MOBJBEZWMH+BbjSGLPphA+t7crXZWrdpqp3+lBUNXVZQHBtNjTWePM77Prykvkd4+zXXY0xS40xD2NNRtGhgmN9A9xpjxyIiPQvs+wP9jyS/lh1+T/XJkalakITumrS7GqNn+0JeZ+vxS7GAhNFZDWwjt+nN3xeRNbY+/0FWI01zGsfEVklItcAT2A9DE0WkXX2+xLLsMa2TwY+0vpz1RC0lYtSLma3cil9eKpUQ9ESulJKuQktoSullJvQErpSSrkJTehKKeUmNKErpZSb0ISulFJuQhO6Ukq5if8Hrtl/5ebl54UAAAAASUVORK5CYII=\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"df.plot('timestep',['fractionOfSupplyInPool'],title='Metric: Fraction of Supply in Pool')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 32,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x7f73dd26b8d0>"
|
||
]
|
||
},
|
||
"execution_count": 32,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"df.plot('timestep',['percentageOfActiveProposals','percentageOfCompletedProposals',\n",
|
||
" 'percentageOfKilledProposals'],\n",
|
||
" title='Metric: Percentage of Proposal in Stage')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 33,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x7f73dc8033d0>"
|
||
]
|
||
},
|
||
"execution_count": 33,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"df.plot('timestep',['percentageOfActiveFundsRequested','percentageOfCompletedFundsRequested',\n",
|
||
" 'percentageOfKilledFundsRequested'],\n",
|
||
" title='Metric: Percentage of Funds in Stage')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Conclusion\n",
|
||
"\n",
|
||
"We have created a conviction voting model that closely adheres to the 1Hive implementation. This notebook describes the use case, how the model works, and provides descriptions of how it fits together.\n",
|
||
"\n",
|
||
"## TODO: Beef up. What did we learn from this. What would we do next"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Model next steps\n",
|
||
"\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",
|
||
" * A next step to model the 1Hive ecosystem would be to model the Uniswap interface. With this interface, agents would be able to add or remove liquidity, buy or redeem Honey for more voting power, and ultimately enter or leave the system. \n",
|
||
" \n",
|
||
"# Link to Markus uniswap based model\n",
|
||
"\n",
|
||
"* Develop parameter sweeps or A/B tests.\n",
|
||
"* Mixing of token holdings among participants\n",
|
||
" * Introducing heterogeneous token holdings would be another next step in creating a model more representative of the live system.\n",
|
||
"* Proposals which are good or no good together\n",
|
||
" * Introducing conflict \n",
|
||
"* Affects of outcomes on sentiment"
|
||
]
|
||
}
|
||
],
|
||
"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
|
||
}
|