{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Aragon Conviction Voting Model - Version 2\n", "\n", "New to this model are the following elements:\n", "\n", "* Influence - Participant social network where participants influence each others perception of a a proposal.\n", "* Conflict - A network with the notion of supporting one proposal may mean going against an alternative proposal. For proposals with conflicts, an edge is created between them with a function to calculate the degree of conflict.\n", "* Sentiment - Participant sentiment\n", "* Updated trigger function to better represent 1Hive's implementation\n", "* Updated plotting\n", "* Updated affinity distribution to between -1, 1\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# An Introduction to Conviction Voting\n", "\n", "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 Zargham's PhD Thesis.\n", "\n", "The work proceeded in collaboration with the Commons Stack, including expanding on the pythin 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 around allocations their community currency, Honey.\n", "\n", "\n", "## The Word Problem\n", "\n", "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 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", "\n", "## Converting to a Math Problem\n", "\n", "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", "\n", "### Participants\n", "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 $h[a]$. In a fixed quantity, homogenous system $h[a] = h$ 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", "\n", "### Proposals & Shares Resources\n", "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 $R^+= R-r[i]$. 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", "\n", "### Participants Preferences for Proposals\n", "\n", "Most of the interesting information in this system is distributed amongst the participants and it manifests as preferences over the proposals. This can be thought of as a matrix $W\\in \\mathbb{R}^{n \\times m}$.\n", "![Replace this later](https://i.imgur.com/vxKNtxi.png)\n", "\n", "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 capacity $\\sum_{k\\in \\mathcal{C}} x[a,k] \\le h[a]$. Assuming each participant chooses a subset of the proposals to support, a support graph is formed.\n", "![](https://i.imgur.com/KRh8tKn.png)\n", "\n", "## Aggregating Information\n", "\n", "In order to break out of the synchronous voting model, a dynamical systems model of this system is introduced.\n", "\n", "### Participants Allocate Voting Power\n", "![](https://i.imgur.com/DZRDwk6.png)\n", "\n", "### System Accounts Proposal Conviction\n", "![](https://i.imgur.com/euAei5R.png)\n", "\n", "### Understanding Alpha\n", "* https://www.desmos.com/calculator/x9uc6w72lm\n", "* https://www.desmos.com/calculator/0lmtia9jql\n", "\n", "\n", "## Converting Signals to Discrete Decisions\n", "\n", "Conviction as kinetic energy and Trigger function as required activation energy.\n", "\n", "### The Trigger Function\n", "\n", "https://www.desmos.com/calculator/yxklrjs5m3\n", "\n", "Below we show a sweep of the trigger function threshold:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "for reference: max conviction = 5.239669785665982in log10 units\n" ] }, { "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" ] } ], "source": [ "from model.model.conviction_helper_functions import *\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "beta = .2 #later we should set this to be param so we can sweep it\n", "# tuning param for the trigger function\n", "rho = .001\n", "#alpha = 1 - 0.9999599 #native timescale for app as in contract code\n", "alpha = 1-.5**3 #timescale set in days with 3 day halflife (from comments in contract comments)\n", "supply= 21706 \n", "\n", "mcv = supply/(1-alpha)\n", "print('for reference: max conviction = '+str(np.log10(mcv))+'in log10 units')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "supply_sweep = trigger_sweep('effective_supply',trigger_threshold,beta,rho,alpha, supply)\n", "alpha_sweep = trigger_sweep('alpha',trigger_threshold,beta,rho,alpha, supply)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "trigger_grid(supply_sweep, alpha_sweep)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Resolving Passed Proposals\n", "\n", "![image](.\\images\\stockflow_cv_trigger.png)\n", "\n", "\n", "## Social Systems Modeling\n", "\n", "Subjective, exploratory modeling of the social system interacting through the conviction voting algorithm.\n", "\n", "### Sentiment\n", "\n", "Global Sentiment -- the outside world appreciating the output of the community\n", "Local Sentiment -- agents within the system feeling good about the community\n", "\n", "### Social Networks\n", "\n", "Preferences as mixing process (social influence)\n", "\n", "### Relationships between Proposals\n", "\n", "Some proposals are synergistic (passing one makes the other more desireable)\n", "Some proposals are (parially) substitutable (passing one makes the other less desirable)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## cadCAD Overview\n", "\n", "In the cadCAD simulation [methodology](https://community.cadcad.org/t/differential-specification-syntax-key/31), we operate on four layers: **Policies, Mechanisms, States**, and **Metrics**. Information flows do not have explicit feedback loop unless noted. **Policies** determine the inputs into the system dynamics, and can come from user input, observations from the exogenous environment, or algorithms. **Mechanisms** are functions that take the policy decisions and update the States to reflect the policy level changes. **States** are variables that represent the system quantities at the given point in time, and **Metrics** are computed from state variables to assess the health of the system. Metrics can often be thought of as KPIs, or Key Performance Indicators. \n", "\n", "At a more granular level, to setup a model, there are system conventions and configurations that must be [followed.](https://community.cadcad.org/t/introduction-to-simulation-configurations/34)\n", "\n", "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", "\n", "\n", "## Differential Specification \n", "![](images/Aragon_v2.png)\n", "\n", "## Schema of the states \n", "The model consists of a temporal in memory graph database called *network* containing nodes of type **Participant** and type **Proposal**. Participants will have *holdings* and *sentiment* and Proposals will have *funds_required, status*(candidate or active), *conviction* Tthe model as three kinds of edges:\n", "* (Participant, participant), we labeled this edge type \"influencer\" and it contains information about how the preferences and sentiment of one participant influence another \n", "* (Proposal, Proposal), we labeled this edge type \"conflict\" and it contains information about how synergistic or anti-synergistic two proposals are; basically people are likely to support multiple things that have synergy (meaning once one is passed there is more utility from the other) but they are not likely to pass things that have antisynergy (meaning once one is passed there is less utility from the other).\n", "* The edges between Participant and Proposal, which are described below.\n", " \n", "\n", "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", "* Each pairing (i,j) will have *affinity*, which determines how much $i$ likes or dislikes proposal $j$.\n", "* 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", "* 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", "* Each proposal *j* will have a *conviction* which is equal to the sum of the conviction on its inbound edges: ```network.nodes[j]['conviction'] = Sum_i network.edges[(i,j)]['conviction']```. \n", "\n", "\n", "The other state variable in the model is *funds*, which is a numpy floating point. \n", "\n", "The system consists of 100 time steps without a parameter sweep or monte carlo.\n", "\n", "\n", "## Partial State Update Blocks\n", "\n", "Each partial state update block is kind of a like a phase in a phased based board game. Everyone decides what to do and it reconciles all decisions. One timestep is a full turn, with each block being a phase of a timestep or turn. We will walk through the individaul Partial State update blocks one by one below." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```\n", "{\n", "# system.py: \n", "'policies': { \n", " 'random': driving_process\n", "},\n", "'variables': {\n", " 'network': update_network,\n", " 'funds':increment_funds,\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 funds state variable is updated for the increase in system funds. \n", "[To see the partial state update code, click here](model/model/system.py)" ] }, { "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/model/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/model/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/model/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": [ "## Model next steps\n", "\n", "The the model described above is the second 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", "* Mixing of token holdings among participants\n", "* Departure of participants\n", "* Proposals which are good or no good together\n", "* Affects of outcomes on sentiment" ] }, { "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." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from model import economyconfig" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# pull out configurations to illustrate\n", "sim_config,genesis_states,seeds,partial_state_update_blocks = economyconfig.get_configs()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'N': 1,\n", " 'T': range(0, 100),\n", " 'M': [{}],\n", " 'subset_id': 0,\n", " 'subset_window': deque([0, None]),\n", " 'simulation_id': 0,\n", " 'run_id': 0}" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sim_config" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'policies': {'random': },\n", " 'variables': {'network': ,\n", " 'funds': }},\n", " {'policies': {'completion': },\n", " 'variables': {'sentiment': ,\n", " 'network': }},\n", " {'policies': {'release': },\n", " 'variables': {'funds': ,\n", " 'sentiment': ,\n", " 'network': }},\n", " {'policies': {'participants_act': },\n", " 'variables': {'network': }}]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "partial_state_update_blocks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Initialization\n", "To create the genesis_states, we create our in-memory graph database within networkx. \n", "\n", "\n", "### Hyperparameters\n", "* $\\beta$ = .2 # maximum share of funds a proposal can take\n", "* $\\rho$ = 0.002 # tuning param for the trigger function\n", "* $\\alpha$ = 1/8 = 1/2^3 = 3 day half-life when timestep is 1 day \n", "* supply = 21706 # Honey supply balance as of 7-17-2020 \n", "* initial_sentiment = .9\n", "* n= 24 #initial participants\n", "* m= 3 #initial proposals\n", "* sensitivity = .75\n", "* tmin = 7 #unit days; minimum periods passed before a proposal can pass\n", "* min_supp = 50 #number of tokens that must be stake for a proposal to be a candidate\n", "* base_completion_rate = 100\n", "* base_failure_rate = 200 \n", "* initial_funds = 48000 # in xDai\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# import libraries\n", "import networkx as nx\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from model.model.conviction_helper_functions import * \n", "\n", "# # Parameters\n", "# # maximum share of funds a proposal can take\n", "# beta = .2\n", "# # tuning param for the trigger function\n", "# rho = 0.002\n", "# #alpha = 1 - 0.9999599 #native timescale for app as in contract code\n", "# alpha = 1/2**7 #timescale set in days with 7 day halflife\n", "\n", "# supply = 21706 # Honey supply balance as of 7-17-2020 \n", "# initial_sentiment = .9\n", "\n", "\n", "# n= 24 #initial participants\n", "# m= 5 #initial proposals\n", "\n", "\n", "# sensitivity = .75\n", "# tmin = 0 #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 = 100\n", "# base_failure_rate = 200 \n", "\n", "# initial_funds = 48000 # in xDai\n", "\n", "\n", "#initializers\n", "network = genesis_states['network']\n", "initial_funds = genesis_states['funds']\n", "initial_sentiment = genesis_states['sentiment']\n", "\n", "# Create initial states\n", "# genesis_states = { \n", "# 'network':network,\n", "# 'funds':initial_funds,\n", "# 'sentiment':initial_sentiment,\n", "#}" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'network': ,\n", " 'funds': 48000,\n", " 'sentiment': 0.6,\n", " 'supply': 21706}" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "genesis_states" ] }, { "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": 10, "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(network, 'proposal')\n", "participants = get_nodes_by_type(network, 'participant')\n", "supporters = get_edges_by_type(network, 'support')\n", "influencers = get_edges_by_type(network, 'influence')\n", "competitors = get_edges_by_type(network, 'conflict')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'type': 'participant',\n", " 'holdings': 1167.7851309333748,\n", " 'sentiment': 0.8149097874053217}" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#sample a participant\n", "network.nodes[participants[0]]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Count of Participants')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "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([ 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": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Participants Social Network')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nx.draw_spring(network, nodelist = participants, edgelist=influencers)\n", "plt.title('Participants Social Network')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'type': 'proposal',\n", " 'conviction': 0,\n", " 'status': 'candidate',\n", " 'age': 0,\n", " 'funds_requested': 1326.515044968538,\n", " 'trigger': 14641.659578307832}" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#lets look at proposals\n", "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": 15, "metadata": {}, "outputs": [], "source": [ "funds_array = np.array([ network.nodes[i]['funds_requested'] for i in proposals])\n", "conviction_required = np.array([trigger_threshold(r, initial_funds, supply, beta, rho, alpha) for r in funds_array])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Amount of Honey requested(as a Fraction of Funds available)')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.bar( proposals, funds_array/initial_funds)\n", "plt.title('Bar chart of Proposals Funds Requested')\n", "plt.xlabel('Proposal identifier')\n", "plt.ylabel('Amount of Honey requested(as a Fraction of Funds available)')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Amount of Conviction')" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYsAAAEWCAYAAACXGLsWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3deZgcVdn38e8vrGEJAYksCTDsvIALPGERUREQkC2IrCIGBBEFEVdAfR8QwRcXQNQHNMi+Q2RTkEWSIPBgQlgUCEQiBJIYJOybLAn3+8c5AzWT7q5KMj3dk/l9rquv6Tqnlrurp/uuU3XqtCICMzOzRga0OgAzM2t/ThZmZlbKycLMzEo5WZiZWSknCzMzK+VkYWZmpZws+hlJ4yQd2uo4OklaSdJfJL0i6dRWx9PTJIWkdVodR1WSXpW01nwsd4CkW5oRU6tIeljSNj20ro78v7BoT6yvFZwsWkDSVEn/yR/MFyTdIGm1Vsc1PySdL+mkBVjFYcCzwKCI+Fad9b+V99Xzkm6VtMECbK9PkLSKpHMkzcyJ9FFJP5S0dDO3GxHLRMTjJbHN9cUXEZdExA49HY+kbSS9k9//VyRNlnRwT2+nlojYKCLG9ca2+gIni9bZLSKWAVYB/g38an5W0sojFUmL9MBq1gAmReO7Q3+a99Uw4Bng/BqxSNJC8f8saQXgbmAg8JGIWBb4FDAYWLuVsbXIv/L7Pwj4BnC2pPVbGVBfbiHMr4Xiw9WXRcQbwGhgw84ySbtIul/Sy5KmSTqhUNd5VHeIpKeAMbXWK2mEpAfyOv4paadC9RqS7spHardIWrGw3FWSnpb0Uj49tFGh7nxJZ0m6UdJrwCHAAcB385HfH+rEspWke/I675G0Vef6gJGF5bcv2VevA5cCG+flx0k6WdJdwOvAWvW2VZj//0makPfLdfmLubN+93zq4cU87/8p1B0jaUbh6Ha7XL65pLvzMjMl/VrS4nX2w86SJuV1zJD07Tov9ZvAK8DnI2Jqfu3TIuLrEfH3Rvu08Dp/VOs9lvQnSUd2i+tvkvbMz989bSZpoKRTJT2Zt3OnpIHAX/KiL+b37SOSDpJ0Z2Gd8xVfI5HcCDwPfDCva4CkY/P/+HOSruz2nh6Y439O0veVWvXb57ourWKlVsz0wnRx3hMkjZZ0saSXgYMkLaf3Wn8zJJ2kfAAlaRFJP5f0rKTHgV3KXl/biwg/evkBTAW2z8+XAi4ALizUbwN8gJTMP0hqeeyR6zqAAC4ElgYG1lj/5sBLpKPRAcBQYINcNw74J7Ae6ch1HHBKYdkvAssCSwC/AB4o1J2f1/vRvN4lc9lJDV7rCsALwIHAosD+efp9hXU2Wv7demAZUrK4o/BangI2yuteqWRb44AZpGSzNPB74OJctx7wWt5niwHfBaYAiwPrA9OAVQvvwdr5+X8BW+btdQCPAEcX4g9gnfx8JvCx/Hx5YNM6r/mvwA8XYJ/WfY+BLwB3Fda1IfAisESNeP8nLzsUWATYKv9fdOT5Fi2s5yDgzgWNr8Zr3QaYnp8PAHYH3gE2yWVfz/trWI7tt8Blhdf2KvDxXHcaMJv3PnvnU/jfK26rxuf0BOBtYI8cx0Dgmry9pYH3AxOAL+f5DwceBVbL+2Ns933W1x4tD6A/PvI/4av5Q/o28C/gAw3m/wVwen7e+UFdq8H8v+2cv0bdOOAHhemvAjfVmXdw3tZyefp8CkmtUNboy/5AYEK3sruBgyoufz7wRt5XTwPX894X9TjgxHnYVpcvpfxl8hbpi/D/AlcW6gaQEss2wDqk01/bA4uVvLdHA9cUpotfvk8BXyZdn2m0jseAwxdgn9Z9j0kHAq8Ba+Tpk4Fzu8ebX/9/gA/V2H7n/2C9ZDHf8dXY1jak5PAi8CYwh67J+BFgu8L0KqTP1KLAfwOXF+qWzu/3/CaLvxTqVsrxDCyU7Q+Mzc/HFN9DYIfu+6yvPXwaqnX2iIjBpKPzI4HbJa0MIGkLSWMlzZL0EukopXszfVqDda9GOnKr5+nC89dJR+ydTedTcpP+ZdKHhW7bbrTdWlYFnuxW9iTpaLWqn0fE4IhYOSJ2j4jiayvGU2Vb07rVLUZ6fV2WjYh38rxDI2IKKQmcADwj6XJJqwJIWk/SH5VO3b0M/Ji536tOnwV2Bp6UdLukj9SZ7znSl149VV5nzfc4Il4BbgD2y3X7A5fU2MaKpP/NRv9HPR5fHf/Kn5VBwC+BbQt1awDX5NOAL5KSxxzSl/mqFN7viHiNtG/nV/F/Zw3S/87MwrZ/S2ph0H3bzL0/+hwnixaLiDkRcTXpH3zrXHwp6Qh6tYhYDvgNoO6LNljtNObvQujngBGkI+jlSEeQdNt29+2WDVv8L9IHq2h10lF7Tyhuv8q2VutW9zapN1aXZSUpzzsDICIujYit8zwB/CTPehbpdMO6ETEI+B5zv1fkddwTESNIXyjXAlfWeU1/Bj6j+hfsF3SfXgbsn5PVkqRTJN09S2rR1fo/asl7HhFvAscAH5C0Ry6eBnw6H0x0PpaMiBmk037vvt+SlgLeV1jla6TTwJ1WLguh8HwaqWWxYmG7gyKi8xpfl22TXn+f5mTRYkpGkM5hP5KLlwWej4g3JG1O+hKfF+cAB0vaLl8AHKpq3U2XJX0AniN9iH5cYZl/A4365d8IrCfpc5IWlbQv6fTPHyuse15V2dbnJW2YvzhOBEZHxBzSF/cueZ8tBnyLtC/+V9L6kraVtATpC/Q/pFMjkPbZy8CreR9/pVZgkhZXuhdhuYh4Oy/zTq15SefWBwEXSFojLz9U0mmSPljxdZbtpzXy678it6K6yGXnAqdJWjW3Oj+S98GsHHu9971p73lEvAWcSjrFBOlA6uTCfhqSP0+QOo7sKmlrpU4HJ9L1O+8BYGdJK+RW/dHzEMdM4BbgVEmD8udsbUmfyLNcCRwlaZik5YFj5+8Vtw8ni9b5g6RXSV8aJwMjI+LhXPdV4ERJr5A+FPWOQGuKiAnAwcDppAvStzP3kV4tF5KayzOASaQLh2XOATbMTfFra8TyHLAr6cv3OdKF410j4tkK654nFbd1Eelc9dOko+qj8rKTgc+TujA/C+xG6t78Funi6Cm5/GlSy+C4vL5vk5L5K8DZwBUNQjwQmJpPVx1O6klW63U8T7qY/DYwPv8f3EZ6L6cs6D7NR+hXk1qQlzaY9dvAg8A9pB5IPwEGROqVdjJwV37ft+y2/ma/5+cCq0vaDTiD1Aq/Je+nvwJb5DgeBo7Ir3Em6SL79MJ6LgL+RjrdeguN37tavkDqADEpr3s0750+PBu4Oa//PtL+7tOUL76YLfQkjSP1fvpdq2Ox1pA0FTg0Iv7c6lj6GrcszMyslJOFmZmV8mkoMzMr5ZaFmZmVWigHw1pxxRWjo6Oj1WGYmfUp995777MRMaRW3UKZLDo6Opg4cWKrwzAz61Mk1b3T3KehzMyslJOFmZmVcrIwM7NSThZmZlbKycLMzEo5WZiZWSknCzMzK+VkYWZmpZwszMys1EJ5B7dZM3Qce0OrQ+hi6im7tDoE60fcsjAzs1JOFmZmVsrJwszMSjlZmJlZKScLMzMr5WRhZmalnCzMzKyUk4WZmZVysjAzs1JOFmZmVqqpyULSNyQ9LOkhSZdJWlLSmpLGS5oi6QpJi+d5l8jTU3J9R2E9x+XyyZJ2bGbMZmY2t6YlC0lDgaOA4RGxMbAIsB/wE+D0iFgHeAE4JC9yCPBCLj89z4ekDfNyGwE7AWdKWqRZcZuZ2dyafRpqUWCgpEWBpYCZwLbA6Fx/AbBHfj4iT5Prt5OkXH55RLwZEU8AU4DNmxy3mZkVNC1ZRMQM4OfAU6Qk8RJwL/BiRMzOs00HhubnQ4FpednZef73FctrLPMuSYdJmihp4qxZs3r+BZmZ9WPNPA21PKlVsCawKrA06TRSU0TEqIgYHhHDhwwZ0qzNmJn1S808DbU98EREzIqIt4GrgY8Cg/NpKYBhwIz8fAawGkCuXw54rlheYxkzM+sFzUwWTwFbSloqX3vYDpgEjAX2yvOMBK7Lz6/P0+T6MRERuXy/3FtqTWBdYEIT4zYzs26a9kt5ETFe0mjgPmA2cD8wCrgBuFzSSbnsnLzIOcBFkqYAz5N6QBERD0u6kpRoZgNHRMScZsVtZmZza+rPqkbE8cDx3Yofp0Zvpoh4A9i7znpOBk7u8QDNzKwS38FtZmalnCzMzKyUk4WZmZVysjAzs1JOFmZmVsrJwszMSjlZmJlZKScLMzMr5WRhZmalnCzMzKyUk4WZmZVysjAzs1JOFmZmVsrJwszMSjlZmJlZKScLMzMr5WRhZmalnCzMzKyUk4WZmZVysjAzs1KLtjoAW3Adx97Q6hC6mHrKLq0Owcx6mFsWZmZWysnCzMxKOVmYmVkpJwszMyvlZGFmZqWcLMzMrFRp11lJ6wHfAdYozh8R2zYxLjMzayNV7rO4CvgNcDYwp7nhmFlPaqd7cHz/Td9WJVnMjoizmh6JmZm1rSrXLP4g6auSVpG0Quej6ZGZmVnbqNKyGJn/fqdQFsBaPR+OmZm1o9JkERFr9kYgZmbWvqr0hloM+Arw8Vw0DvhtRLzdxLjMzKyNVDkNdRawGHBmnj4wlx3arKDMzKy9VEkWm0XEhwrTYyT9rVkBmZlZ+6nSG2qOpLU7JySthe+3MDPrV6q0LL4DjJX0OCDSndwHNzUqMzNrK1V6Q90maV1g/Vw0OSLebG5YZmbWTuomC0nbRsQYSXt2q1pHEhFxddnKJQ0GfgdsTLo344vAZOAKoAOYCuwTES9IEnAGsDPwOnBQRNyX1zMS+EFe7UkRcUH1l2jtqJ2GoQAPRWFWplHL4hPAGGC3GnUBlCYL0pf/TRGxl6TFgaWA7wG3RcQpko4FjgWOAT4NrJsfW5B6XG2R7xY/Hhiet3uvpOsj4oUqL9DMzBZc3WQREcfnpydGxBPFOkmlN+pJWo50b8ZBeX1vAW9JGgFsk2e7gHTfxjHACODCiAjgr5IGS1olz3trRDyf13srsBNwWaVXaGZmC6xKb6jf1ygbXWG5NYFZwHmS7pf0O0lLAytFxMw8z9PASvn5UGBaYfnpuaxeeReSDpM0UdLEWbNmVQjPzMyqanTNYgNgI2C5btctBgFLVlz3psDXImK8pDNIp5zeFREhKeY97LlFxChgFMDw4cN7ZJ1mZpY0umaxPrArMJiu1y1eAb5UYd3TgekRMT5PjyYli39LWiUiZubTTM/k+hnAaoXlh+WyGbx32qqzfFyF7ZuZWQ9pdM3iOuA6SR+JiLvndcUR8bSkaZLWj4jJwHbApPwYCZyS/16XF7keOFLS5aQL3C/lhHIz8GNJy+f5dgCOm9d4zMxs/lW5Ke9wSY9ExIsA+Uv71Ij4YoVlvwZckntCPU66mW8AcKWkQ4AngX3yvDeSus1OIXWdPRggIp6X9CPgnjzfiZ0Xu5ulnbp1ukunmbWDKsnig52JAiDfE7FJlZVHxAOkLq/dbVdj3gCOqLOec4Fzq2zTzMx6XpXeUAMKp4DI9z1USTJmZraQqPKlfypwt6SrSGND7QWc3NSozMysrVQZG+pCSROBbXPRnhExqblhmZlZO2l0n8WgiHg5n3Z6Gri0ULdCsy8ym5lZ+2jUsriUdJ/FvaQxmTopT6/VxLjMzKyNNLrPYtf8t3QcKDMzW7iV9oaSdL2k/SUt1RsBmZlZ+6nSdfZU4GPAI5JGS9pLUpWxoczMbCFRpTfU7cDtkhYh9Yj6EukGuUFNjs3MzNpEpZvrJA0kDSa4L2kkWf9SnZlZP1KaLCRdCWwO3AT8Grg9It5pdmBmZtY+qrQszgH2j4g5zQ7GzMzaU5VrFjdL2kpSR3H+iLiwiXGZmVkbqXIa6iJgbeABoLN1EYCThZlZP1HlNNRwYMM8hLiZmfVDVe6zeAhYudmBmJlZ+6rSslgRmCRpAvBmZ2FE7N60qMzMrK1USRYnNDsIMzNrb5Xu4Ja0ErBZLpoQEc80NywzM2snVQYS3AeYAOwN7AOMl7RXswMzM7P2UeU01PeBzTpbE5KGAH8GRjczMDMzax9VksWAbqednqNaLyozs3nScewNrQ6hi6mn7NLqENpGlWRxk6Sbgcvy9L7An5oXkpmZtZsqF7i/I2lPYOtcNCoirmluWGZm1k7qJgtJ6wArRcRdEXE1cHUu31rS2hHxz94K0szMWqtRy+IXwHE1yl/Kdbs1JSIzsz6kv1xnaXSheqWIeLB7YS7raEo0ZmbWlholi8EN6gb2dCBmZta+GiWLiZK+1L1Q0qHAvc0LyczM2k2jaxZHA9dIOoD3ksNwYHHgM80OzMzM2kfdZBER/wa2kvRJYONcfENEjOmVyMzMrG1Uuc9iLDC2F2IxM7M25WE7zMysVN1kIWmJ3gzEzMzaV6OWxd0Aki7qpVjMzKxNNbpmsbikz5Eucu/ZvTIPAWJmZv1Ao2RxOHAA6ea87kN7BHmsKDMzW/g16jp7J3CnpIkRcU4vxmRmZm2myu9ZXCTpKODjefp24DcR8XbzwjIzs3ZSpevsmcB/5b9nApsCZ1XdgKRFJN0v6Y95ek1J4yVNkXSFpMVz+RJ5ekqu7yis47hcPlnSjtVfnpmZ9YQqyWKziBgZEWPy42Bgs3nYxteBRwrTPwFOj4h1gBeAQ3L5IcALufz0PB+SNgT2AzYCdgLOlLTIPGzfzMwWUJVkMUfS2p0TktYC5lRZuaRhwC7A7/K0gG2B0XmWC4A98vMReZpcv12efwRweUS8GRFPAFOAzats38zMekaVaxbfAcZKehwQsAZwcMX1/wL4LrBsnn4f8GJEzM7T04Gh+flQYBpARMyW9FKefyjw18I6i8uYmVkvqDI21G2S1gXWz0WTI+LNsuUk7Qo8ExH3StpmwcIsJ+kw4DCA1VdfvdmbMzPrV6q0LMjJ4e/zuO6PArtL2hlYEhgEnAEMlrRobl0MA2bk+WcAqwHTJS0KLAc8VyjvVFymGOMoYBTA8OHDYx5jNTOzBpo2kGBEHBcRwyKig3SBekxEHEAawXavPNtI4Lr8/Po8Ta4fExGRy/fLvaXWBNYFJjQrbjMzm1ullkUPOwa4XNJJwP1A5w1/55Du6ZgCPE9KMETEw5KuBCYBs4EjIqLSBXYzM+sZpclC0m0RsV1ZWSMRMQ4Yl58/To3eTBHxBrB3neVPBk6uuj0zM+tZdZOFpCWBpYAVJS1P6gkF6dqDeyOZmfUjjVoWXyb9DveqpN/g7kwWLwO/bnJcZmbWRhoNJHgGcIakr0XEr3oxJjMzazNV7rP4laStgI7i/BFxYRPjMjOzNlLlAvdFwNrAA7w3zEcAThZmZv1Ela6zw4EN8z0PZmbWD1W5Ke8hYOVmB2JmZu2rSstiRWCSpAnAu2NCRcTuTYvKzMzaSpVkcUKzgzAzs/ZWpTfU7b0RiJmZta8qvaFeIfV+AlgcWAx4LSIGNTMwMzNrH1VaFp0/XEThl+u2bGZQZmbWXuZpiPJIrgV2bFI8ZmbWhqqchtqzMDmAdN/FG02LyMzM2k6V3lC7FZ7PBqaSTkWZmVk/UeWaxcG9EYiZmbWv0msWkoZJukbSM/nxe0nDeiM4MzNrD1UucJ9H+h3sVfPjD7nMzMz6iSrJYkhEnBcRs/PjfGBIk+MyM7M2UiVZPCfp85IWyY/PA881OzAzM2sfVZLFF4F9gKeBmcBegC96m5n1I1V6Qz0JeIRZM7N+rMpNeWsCX2Pun1V1AjEz6yeq3JR3LXAOqRfUO80Nx8zM2lGVZPFGRPyy6ZGYmVnbqpIszpB0PHALXX8p776mRWVmZm2lSrL4AHAgsC3vnYaKPG1mZv1AlWSxN7BWRLzV7GDMzKw9VbnP4iFgcLMDMTOz9lWlZTEYeFTSPXS9ZuGus2Zm/USVZHF806MwM7O2VuUO7tuL05K2BvYHbq+9hJmZLWyqtCyQtAnwOdLF7ieA3zczKDMzay91k4Wk9UgtiP2BZ4ErAEXEJ3spNjMzaxONWhaPAncAu0bEFABJ3+iVqMzMrK006jq7J2lI8rGSzpa0HaDeCcvMzNpJ3WQREddGxH7ABsBY4Gjg/ZLOkrRDbwVoZmatV3pTXkS8FhGXRsRuwDDgfuCYpkdmZmZto8od3O+KiBciYlREbNesgMzMrP3MU7KYF5JWkzRW0iRJD0v6ei5fQdKtkh7Lf5fP5ZL0S0lTJP1d0qaFdY3M8z8maWSzYjYzs9qaliyA2cC3ImJDYEvgCEkbAscCt0XEusBteRrg08C6+XEYcBak5EK6i3wLYHPg+M4EY2ZmvaNpySIiZnb+5kVEvAI8AgwFRgAX5NkuAPbIz0cAF0byV2CwpFWAHYFbI+L5iHgBuBXYqVlxm5nZ3JrZsniXpA5gE2A8sFJEzMxVTwMr5edDgWmFxabnsnrlZmbWS5qeLCQtQxoe5OiIeLlYFxFB+iGlntjOYZImSpo4a9asnlilmZllTU0WkhYjJYpLIuLqXPzvfHqJ/PeZXD4DWK2w+LBcVq+8i9xLa3hEDB8yZEjPvhAzs36umb2hBJwDPBIRpxWqrgc6ezSNBK4rlH8h94raEngpn666GdhB0vL5wvYOuczMzHpJpVFn59NHSb/d/aCkB3LZ94BTgCslHQI8CeyT624EdgamAK8DBwNExPOSfgTck+c7MSKeb2LcZmbWTdOSRUTcSf2xpOa6qS9fvziizrrOBc7tuejMzGxe9EpvKDMz69ucLMzMrJSThZmZlXKyMDOzUk4WZmZWysnCzMxKOVmYmVkpJwszMyvlZGFmZqWcLMzMrJSThZmZlXKyMDOzUk4WZmZWysnCzMxKOVmYmVkpJwszMyvlZGFmZqWcLMzMrJSThZmZlXKyMDOzUk4WZmZWysnCzMxKOVmYmVkpJwszMyvlZGFmZqWcLMzMrJSThZmZlXKyMDOzUk4WZmZWysnCzMxKOVmYmVkpJwszMyvlZGFmZqWcLMzMrJSThZmZlXKyMDOzUk4WZmZWysnCzMxKOVmYmVkpJwszMyvVZ5KFpJ0kTZY0RdKxrY7HzKw/6RPJQtIiwP8AnwY2BPaXtGFrozIz6z/6RLIANgemRMTjEfEWcDkwosUxmZn1G4qIVsdQStJewE4RcWiePhDYIiKOLMxzGHBYnlwfmNzrgXa1IvBsi2OYV465d/S1mPtavOCY59caETGkVsWivR1Js0TEKGBUq+PoJGliRAxvdRzzwjH3jr4Wc1+LFxxzM/SV01AzgNUK08NymZmZ9YK+kizuAdaVtKakxYH9gOtbHJOZWb/RJ05DRcRsSUcCNwOLAOdGxMMtDqtM25wSmweOuXf0tZj7WrzgmHtcn7jAbWZmrdVXTkOZmVkLOVmYmVkpJ4seIGlJSRMk/U3Sw5J+mMvXlDQ+D1FyRb443xYaxHxkjjckrdjqODs1iPeSPAzMQ5LOlbRYq2Pt1CDmc3LZ3yWNlrRMq2PtVC/mQv0vJb3aqvhqabCfz5f0hKQH8uPDrY4VGsYrSSdL+oekRyQd1epYu4gIPxbwAQhYJj9fDBgPbAlcCeyXy38DfKXVsVaIeROgA5gKrNjqOCvEu3OuE3BZH9nHgwrznAYc2+pYy2LO08OBi4BXWx1nxf18PrBXq+Obh3gPBi4EBuS697c61uLDLYseEEnn0dZi+RHAtsDoXH4BsEcLwqupXswRcX9ETG1dZLU1iPfGXBfABNI9OG2hQcwvQzqSBAaS/lfaQr2Y8/hsPwO+27Lg6mjw+WtLDeL9CnBiRLyT53umRSHW5GTRQyQtIukB4BngVuCfwIsRMTvPMh0Y2qr4aukec0SMb3VMjTSKN59+OhC4qVXx1VIvZknnAU8DGwC/amGIc6kT85HA9RExs7XR1dbgf+PkfLrvdElLtDDELurEuzawr6SJkv4kad3WRtmVk0UPiYg5EfFh0pHt5qQvgbbWPWZJG7c6pkZK4j0T+EtE3NGa6GqrF3NEHAysCjwC7NvCEOdSI+aPA3vTZkmtqM5+Po70OdwMWAE4poUhdlEn3iWANyIN+XE2cG4rY+zOyaKHRcSLwFjgI8BgSZ03PrbtECWFmHdqdSxVdI9X0vHAEOCbrYyrkVr7OCLmkEZQ/myr4mqkEPMngXWAKZKmAktJmtLK2Oop7ueImJlP+bwJnEc6iGsr3f4vpgNX56prgA+2Kq5anCx6gKQhkgbn5wOBT5GOGMcCe+XZRgLXtSbCudWJ+dHWRlVfvXglHQrsCOzfea63XdSJebKkdXKZgN1po/1eJ+Z7I2LliOiIiA7g9YhYp5VxFjX431gll4l0vfCh1kX5ngafvWtJiRngE8A/WhNhbX1iuI8+YBXggnwRcABwZUT8UdIk4HJJJwH3A+e0Mshu6sV8FOki5srA3yXdGHlo+BarF+9s4Eng7vSdwNURcWIL4yyaK2bgBuAOSYNIvWL+Rrqw2S5q7ucWx1Sm3v/GGElDSPv5AeDwVgZZUC/eO4FLJH0DeBVoh8/duzzch5mZlfJpKDMzK+VkYWZmpZwszMyslJOFmZmVcrIwM7NSThbWp0mak0cUfUjSVZKWanVMnfKop3vVKD9R0vY1yreRNN/dVCV9r9v0/xae/yyPcPozSYdL+sL8bsf6J3edtT5N0qsRsUx+fgnpBrLTCvWLFsbn6u3Yzgf+GBGjy+bN828DfDsidp3P7b27L2rUvQSskO8an9f1tmwfWvtwy8IWJncA6+Qj9DskXQ9MUvr9gPMkPSjpfkmfBJB0kKTrJI2T9FgeNoRc983cWnlI0tG5bGlJNyj9DsFDkvbN5f8t6Z5cNirfMVxXscUhaSdJj0q6D9izMM/SSr/PMSHHPKIQ89WSbsox/zSXnwIMzK2sS3LZq/nv9cAywL2S9pV0gqRv57q187ruzftsg0KMv5E0HvjpAr8z1uf5Dm5bKCiNwfVp3ht1dlNg44h4QtK3SCNDfyB/Gd4iab083+bAxsDrwD2SbiANF30wsAXp7t/xkm4H1gL+FRG75G0ul9fx6867xiVdBOwK/KFCzEuSBozbFpgCXFGo/j4wJiK+mIeGmCDpz7nuw6TfHXmTNHzIryLiWElH5sHpuoiI3XOr48N5u8oZY1sAAAIYSURBVCcUqkcBh0fEY5K2IA3IuG2uGwZsNT+tEVv4uGVhfd1ApaGeJwJP8d6QKhMi4on8fGvgYoCIeJQ0PEhnsrg1Ip6LiP+QBnHbOj+uiYjX8u8OXA18DHgQ+JSkn0j6WES8lNfxSaVfRHyQ9EW7UcXYNwCeiIjH8u9xXFyo2wE4Nr+2ccCSwOq57raIeCki3gAmAWtU3F4XSr/QtxVwVd7Ob0lDUXS6yonCOrllYX3df7ofTeezQK9VXL77Rbu6F/Ei4h+SNiX9Ot9Jkm4jnaI5ExgeEdPyUfuSFbfdiIDPRsTkLoXp6P/NQtEc5v9zPID0myv1fm606j60fsAtC+sP7gAOAMinn1YHOr+EPyVpBaXRP/cA7srz7yFpKUlLA58hDf63KmnE1YtJvxq3Ke8lhmfzkfpcvZ8aeBTokLR2nt6/UHcz8LXO6x+SNqmwvrc1D79Bnn+x7wlJe+dtSNKHqi5v/YtbFtYfnAmclU8TzQYOiog38/fwBOD3pPPzF0fERHi3J9OEvPzvIuJ+STsCP5P0DvA26fe+X5R0Nmn466eBe6oGFRFvSDoMuEHS66QktWyu/hHwC9LIvwOAJ0jXQhoZlee/LyIOqBjGAaR98wPSz3teThoJ16wLd521fkvSQaTTR0e2OhazdufTUGZmVsotCzMzK+WWhZmZlXKyMDOzUk4WZmZWysnCzMxKOVmYmVmp/w9wmEt6/41GKQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "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": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 55.73999999999998, 'participant_id')" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "m = len(proposals)\n", "n = len(participants)\n", "\n", "affinities = np.empty((n,m))\n", "for i_ind in range(n):\n", " for j_ind in range(m):\n", " i = participants[i_ind]\n", " j = proposals[j_ind]\n", " affinities[i_ind][j_ind] = network.edges[(i,j)]['affinity']\n", "\n", "dims = (20, 5)\n", "fig, ax = plt.subplots(figsize=dims)\n", "\n", "sns.heatmap(affinities.T,\n", " xticklabels=participants,\n", " yticklabels=proposals,\n", " square=True,\n", " cbar=True,\n", " cmap = plt.cm.RdYlGn,\n", " ax=ax)\n", "\n", "plt.title('affinities between participants and proposals')\n", "plt.ylabel('proposal_id')\n", "plt.xlabel('participant_id')" ] }, { "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": 19, "metadata": {}, "outputs": [], "source": [ "from cadCAD.configuration import Experiment\n", "\n", "# Create configuration\n", "exp = Experiment()\n", "\n", "exp.append_configs(\n", " sim_configs=sim_config,\n", " initial_state=genesis_states,\n", " seeds=seeds,\n", " partial_state_update_blocks=partial_state_update_blocks\n", ")" ] }, { "cell_type": "code", "execution_count": 20, "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: 2\n", "Dimensions of the first simulation: (Timesteps, Params, Runs, Vars) = (100, 1, 1, 4)\n", "Execution Method: local_simulations\n", "SimIDs : [0, 1]\n", "SubsetIDs: [0, 0]\n", "Ns : [0, 0]\n", "ExpIDs : [0, 0]\n", "Total execution time: 325.88s\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "from model.model.conviction_helper_functions import *\n", "from model import run\n", "from cadCAD import configs\n", "pd.options.display.float_format = '{:.2f}'.format\n", "\n", "%matplotlib inline\n", "\n", "rdf = run.run(configs)" ] }, { "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": 21, "metadata": {}, "outputs": [], "source": [ "df= run.postprocessing(rdf,0)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
networkfundssentimentsupplysimulationsubsetrunsubsteptimestepconviction...funds_requestedshare_of_funds_requestedshare_of_funds_requested_alltriggersconviction_share_of_triggerageage_allconviction_alltriggers_allconviction_share_of_trigger_all
4(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...48000.140.602170600141[329.74734182304195, 400.7758642017258, 37.785......[1326.515044968538, 1996.245003278849, 1538.78...[0.027635646875748886, 0.03205789146983426, 0....[0.027635646875748886, 0.04158831232057447, 0....[14612.189847462627, 15391.85951042984, 12279....[0.022566593047673947, 0.02603817062715209, 0....[1, 1, 1, 1][1, 1, 1, 1, 1, 1, 1, 1, 1][329.74734182304195, 0.0, 400.7758642017258, 0...[14612.189847462627, 17299.5991173582, 15391.8...[0.022566593047673947, 0.0, 0.0260381706271520...
8(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...48003.330.602170600142[1074.1723943242607, 875.1321563386, 59.897548......[1326.515044968538, 1996.245003278849, 1538.78...[0.027633811370698504, 0.032055762248037425, 0...[0.027633811370698504, 0.041585550107059284, 0...[14612.175736197183, 15391.84181362352, 12279....[0.07351214587868171, 0.05685688346692916, 0.0...[2, 2, 2, 2, 1][2, 2, 2, 2, 2, 2, 2, 2, 2, 1][1074.1723943242607, 0.0, 875.1321563386, 0.0,...[14612.175736197183, nan, 15391.84181362352, n...[0.07351214587868171, nan, 0.05685688346692916...
12(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...48005.310.602170600143[3037.6044741709347, 1290.1939119583649, 79.24......[1326.515044968538, 1996.245003278849, 1538.78...[0.027632671170568814, 0.03205443959356236, 0....[0.027632671170568814, 0.04158383424351121, 0....[14611.864531548885, 15391.45153601979, 12279....[0.2078861645351528, 0.08382535649344008, 0.00...[3, 3, 3, 3, 2][3, 3, 3, 3, 3, 3, 3, 3, 3, 2, 1][3037.6044741709347, 0.0, 1290.1939119583649, ...[14611.864531548885, nan, 15391.45153601979, n...[0.2078861645351528, nan, 0.08382535649344008,...
16(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...48007.930.602170600144[4539.327212112606, 1645.0121346599128, 308.74......[1326.515044968538, 1996.245003278849, 1538.78...[0.02763116701849185, 0.032052694747702434, 0....[0.02763116701849185, 0.041581570676219454, 0....[14611.671218873644, 15391.20910636533, 12279....[0.31066447801324976, 0.10687998085735749, 0.0...[4, 4, 4, 4, 3, 1][4, 4, 4, 4, 4, 4, 4, 4, 4, 3, 2, 1][4539.327212112606, 0.0, 1645.0121346599128, 0...[14611.671218873644, nan, 15391.20910636533, n...[0.31066447801324976, nan, 0.10687998085735749...
20(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...48008.780.602170600145[5843.990746076446, 1823.8155725217277, 509.55......[1326.515044968538, 1996.245003278849, 1538.78...[0.027630673896173377, 0.03205212271615789, 0....[0.027630673896173377, 0.04158082858666081, 0....[14611.416206649721, 15390.889301913036, 12279...[0.39996059679805845, 0.1184996874933688, 0.04...[5, 5, 5, 5, 4, 2, 1][5, 5, 5, 5, 5, 5, 5, 5, 5, 4, 3, 2, 1][5843.990746076446, 0.0, 1823.8155725217277, 0...[14611.416206649721, nan, 15390.889301913036, ...[0.39996059679805845, nan, 0.1184996874933688,...
\n", "

5 rows × 31 columns

\n", "
" ], "text/plain": [ " network funds sentiment \\\n", "4 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 48000.14 0.60 \n", "8 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 48003.33 0.60 \n", "12 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 48005.31 0.60 \n", "16 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 48007.93 0.60 \n", "20 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 48008.78 0.60 \n", "\n", " supply simulation subset run substep timestep \\\n", "4 21706 0 0 1 4 1 \n", "8 21706 0 0 1 4 2 \n", "12 21706 0 0 1 4 3 \n", "16 21706 0 0 1 4 4 \n", "20 21706 0 0 1 4 5 \n", "\n", " conviction ... \\\n", "4 [329.74734182304195, 400.7758642017258, 37.785... ... \n", "8 [1074.1723943242607, 875.1321563386, 59.897548... ... \n", "12 [3037.6044741709347, 1290.1939119583649, 79.24... ... \n", "16 [4539.327212112606, 1645.0121346599128, 308.74... ... \n", "20 [5843.990746076446, 1823.8155725217277, 509.55... ... \n", "\n", " funds_requested \\\n", "4 [1326.515044968538, 1996.245003278849, 1538.78... \n", "8 [1326.515044968538, 1996.245003278849, 1538.78... \n", "12 [1326.515044968538, 1996.245003278849, 1538.78... \n", "16 [1326.515044968538, 1996.245003278849, 1538.78... \n", "20 [1326.515044968538, 1996.245003278849, 1538.78... \n", "\n", " share_of_funds_requested \\\n", "4 [0.027635646875748886, 0.03205789146983426, 0.... \n", "8 [0.027633811370698504, 0.032055762248037425, 0... \n", "12 [0.027632671170568814, 0.03205443959356236, 0.... \n", "16 [0.02763116701849185, 0.032052694747702434, 0.... \n", "20 [0.027630673896173377, 0.03205212271615789, 0.... \n", "\n", " share_of_funds_requested_all \\\n", "4 [0.027635646875748886, 0.04158831232057447, 0.... \n", "8 [0.027633811370698504, 0.041585550107059284, 0... \n", "12 [0.027632671170568814, 0.04158383424351121, 0.... \n", "16 [0.02763116701849185, 0.041581570676219454, 0.... \n", "20 [0.027630673896173377, 0.04158082858666081, 0.... \n", "\n", " triggers \\\n", "4 [14612.189847462627, 15391.85951042984, 12279.... \n", "8 [14612.175736197183, 15391.84181362352, 12279.... \n", "12 [14611.864531548885, 15391.45153601979, 12279.... \n", "16 [14611.671218873644, 15391.20910636533, 12279.... \n", "20 [14611.416206649721, 15390.889301913036, 12279... \n", "\n", " conviction_share_of_trigger age \\\n", "4 [0.022566593047673947, 0.02603817062715209, 0.... [1, 1, 1, 1] \n", "8 [0.07351214587868171, 0.05685688346692916, 0.0... [2, 2, 2, 2, 1] \n", "12 [0.2078861645351528, 0.08382535649344008, 0.00... [3, 3, 3, 3, 2] \n", "16 [0.31066447801324976, 0.10687998085735749, 0.0... [4, 4, 4, 4, 3, 1] \n", "20 [0.39996059679805845, 0.1184996874933688, 0.04... [5, 5, 5, 5, 4, 2, 1] \n", "\n", " age_all \\\n", "4 [1, 1, 1, 1, 1, 1, 1, 1, 1] \n", "8 [2, 2, 2, 2, 2, 2, 2, 2, 2, 1] \n", "12 [3, 3, 3, 3, 3, 3, 3, 3, 3, 2, 1] \n", "16 [4, 4, 4, 4, 4, 4, 4, 4, 4, 3, 2, 1] \n", "20 [5, 5, 5, 5, 5, 5, 5, 5, 5, 4, 3, 2, 1] \n", "\n", " conviction_all \\\n", "4 [329.74734182304195, 0.0, 400.7758642017258, 0... \n", "8 [1074.1723943242607, 0.0, 875.1321563386, 0.0,... \n", "12 [3037.6044741709347, 0.0, 1290.1939119583649, ... \n", "16 [4539.327212112606, 0.0, 1645.0121346599128, 0... \n", "20 [5843.990746076446, 0.0, 1823.8155725217277, 0... \n", "\n", " triggers_all \\\n", "4 [14612.189847462627, 17299.5991173582, 15391.8... \n", "8 [14612.175736197183, nan, 15391.84181362352, n... \n", "12 [14611.864531548885, nan, 15391.45153601979, n... \n", "16 [14611.671218873644, nan, 15391.20910636533, n... \n", "20 [14611.416206649721, nan, 15390.889301913036, ... \n", "\n", " conviction_share_of_trigger_all \n", "4 [0.022566593047673947, 0.0, 0.0260381706271520... \n", "8 [0.07351214587868171, nan, 0.05685688346692916... \n", "12 [0.2078861645351528, nan, 0.08382535649344008,... \n", "16 [0.31066447801324976, nan, 0.10687998085735749... \n", "20 [0.39996059679805845, nan, 0.1184996874933688,... \n", "\n", "[5 rows x 31 columns]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head(5)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.plot('timestep','sentiment')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAEGCAYAAACHGfl5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3deXwV1fn48c+TQMJO2AUCJigugBAgghYXFkVEK2pZXMGl+mvdoP1qXVoFLa3W+q1f90pdgBZBFhfcQFBU1CokElkUTYAAQfawyZbt+f1xJuECCQlJbuYuz/v1uq8798yZmWcyyX0y58ycEVXFGGNMdIvxOwBjjDH+s2RgjDHGkoExxhhLBsYYY7BkYIwxBqjldwCV1bx5c01KSvI7DGOMCRvp6enbVLVFafPCNhkkJSWRlpbmdxjGGBM2RGRtWfOsmcgYY4wlA2OMMZYMjDHGUME+AxFJAF4CugAK3AT8ALwOJAHZwHBV3SEiAjwFDAb2ATeo6jfeekYBf/JWO15VJ3nlPYGJQF3gfWC0VmKcjPz8fHJycjhw4MDxLmpCVJ06dUhMTKR27dp+h2JMRKtoB/JTwBxVHSoicUA94AHgI1V9TETuA+4D7gUuBjp6r97AC0BvEWkKjAVScQklXURmq+oOr84twNe4ZDAI+OB4dyYnJ4eGDRuSlJSEy0kmnKkq27dvJycnh+TkZL/DMSaildtMJCKNgfOAlwFUNU9VdwJDgEletUnA5d70EGCyOl8BCSLSGrgImKequV4CmAcM8uY1UtWvvLOByQHrOi4HDhygWbNmlggihIjQrFkzO9MzpgZUpM8gGdgKvCoiS0TkJRGpD7RS1Y1enU1AK2+6LbA+YPkcr+xY5TmllFeKJYLIYsfTmJpRkWRQC+gBvKCq3YG9uCahEt5/9EEfC1tEbhWRNBFJ27p1a7A3Z4wxoeWHD+DLZ6CoqNpXXZFkkAPkqOrX3ueZuOSw2WviwXvf4s3fALQLWD7RKztWeWIp5UdR1QmqmqqqqS1alHoTne+efvppTj/9dK699toqrSc7O5suXbpUU1TGmIiQMQUWvwQx1X8haLlrVNVNwHoROdUrGgB8B8wGRnllo4C3venZwEhxzgJ2ec1Jc4GBItJERJoAA4G53rzdInKWdyXSyIB1hZ3nn3+eefPmMWXKFL9DMcZEElVY+19of3ZQVl/R9HInMEVElgIpwF+Bx4ALRSQTuMD7DO5qoNVAFvAv4DYAVc0F/gws9l6PeGV4dV7ylllFJa4kCgW/+c1vWL16NRdffDGNGzfmiSeeKJnXpUsXsrOzyc7O5vTTT+eWW26hc+fODBw4kP379wOQnp5Ot27d6NatG88991zJsitWrKBXr16kpKTQtWtXMjMza3zfjDE+274K9m2D9mcFZfUVurRUVTNwl4QeaUApdRW4vYz1vAK8Ukp5Gu4ehmrz8Dsr+O6n3dW5Sjq1acTYX3Yuc/4///lP5syZw4IFC3j22WfLrJeZmcnUqVP517/+xfDhw5k1axbXXXcdN954I88++yznnXce99xzz2HrHT16NNdeey15eXkUFhZW634ZY8LAuv+6d5/PDEw1Sk5OJiUlBYCePXuSnZ3Nzp072blzJ+eddx4A119/fUn9s88+m7/+9a/87W9/Y+3atdStW9eXuI0xPlr3FdRtCs1PCcrqw3bU0vIc6z/4mlCrVi2KAnr8A6+Vj4+PL5mOjY0taSYqyzXXXEPv3r157733GDx4MC+++CL9+/ev/qCNMaFr3ZfurCBIl1vbmUGQJCUl8c033wDwzTffsGbNmmPWT0hIICEhgc8//xzgsA7o1atX06FDB+666y6GDBnC0qVLgxe4MSb07NkMuauD1l8AlgyC5le/+hW5ubl07tyZZ599llNOKf/U7tVXX+X2228nJSWFwKGZpk+fTpcuXUhJSWH58uWMHDkymKEbY0LN+q/ce5D6CwCkEuPBhYTU1FQ98uE233//PaeffrpPEZlgseNqot6c+yHtVbhvHdSKq/RqRCRdVUu7GMjODIwxJuSt+y8kplYpEZTHkoExxoSygz/DxqVB7S8ASwbGGBPachaDFgY9GUTspaXGGBPyVn8Km5cfu0725yAxkNgrqKFYMjDGGD8UHISpV0P+3vLrJp0LdRoFNRxLBsYY44e1X7pEMGwinFTOTaRxDYIejiUDY4zxQ+Y8iI2DjgMhrr7f0VgHcqgbN25cyeinDz30EPPnzz+qzieffMKll156zPVkZGTw/vvvVzqOq6++mq5du/Lkk09Weh3FJk6cyB133FHl9RgT1rLmwYl9QiIRgJ0ZhJVHHnmk0stmZGSQlpbG4MGDj3vZTZs2sXjxYrKysiq9fWNMgB3ZsO1H6Hmj35GUiNxk8MF9sGlZ9a7zhDPg4seOWWXy5Mk88cQTiAhdu3Zl+PDhjB8/nry8PJo1a8aUKVNo1aoV48aNY926daxevZp169YxZswY7rrrLgD+8pe/MGnSJFq2bEm7du3o2bMnADfccAOXXnopQ4cOZc6cOYwZM4Z69epxzjnnlGx/0aJFjB49mgMHDlC3bl1effVVkpOTeeihh9i/fz+ff/45999/P5deeil33nkny5cvJz8/n3HjxjFkyJBS92ngwIFs2LCBlJQUnnnmGR588EGeeOIJUlNT2bZtG6mpqWRnZzNx4kRmz57Nvn37WLVqFVdccQWPP/444IbaePTRR0lISKBbt24lg/XNmDGDhx9+mNjYWBo3bsxnn31W5cNkTMjLnOfeO17obxwBIjcZ+GDFihWMHz+eL7/8kubNm5Obm4uI8NVXXyEivPTSSzz++OP87//+LwArV65kwYIF7Nmzh1NPPZXf/va3LF26lGnTppGRkUFBQQE9evQoSQbFDhw4wC233MLHH3/MySefzIgRI0rmnXbaaSxcuJBatWoxf/58HnjgAWbNmsUjjzxCWlpayXMWHnjgAfr3788rr7zCzp076dWrFxdccAH16x99yjp79mwuvfRSMjIyyv0ZZGRksGTJEuLj4zn11FO58847qVWrFmPHjiU9PZ3GjRvTr18/unfvDriznblz59K2bVt27txZ6Z+9MWElaz4knAjNTvY7khKRmwzK+Q8+GD7++GOGDRtG8+bNAWjatCnLli1jxIgRbNy4kby8PJKTk0vqX3LJJcTHxxMfH0/Lli3ZvHkzCxcu5IorrqBevXoAXHbZZUdtZ+XKlSQnJ9OxY0cArrvuOiZMmADArl27GDVqFJmZmYgI+fn5pcb64YcfMnv27JL+iAMHDrBu3boqjwE0YMAAGjduDECnTp1Yu3Yt27Zto2/fvhQ/t3rEiBH8+OOPAPTp04cbbriB4cOHc+WVV1Zp28aEhfwDsOYzSLkmaMNRV4Z1IAfZnXfeyR133MGyZct48cUXj/lcg4KCgipv78EHH6Rfv34sX76cd95557DtBVJVZs2aRUZGBhkZGceVCAKf1XDk+o93n/75z38yfvx41q9fT8+ePdm+fXuFYjAmbK39AvL3uauIQoglg2rUv39/ZsyYUfKFlpuby65du2jbti0AkyZNKncd5513Hm+99Rb79+9nz549vPPOO0fVOe2008jOzmbVqlUATJ06tWRe4PYmTpxYUt6wYUP27NlT8vmiiy7imWeeKRkqe8mSJRXez6SkJNLT0wGYOXNmufV79+7Np59+yvbt28nPz2fGjBkl81atWkXv3r155JFHaNGiBevXr69wHMaEpaz5EBvvbiQLIZHbTOSDzp0788c//pHzzz+f2NhYunfvzrhx4xg2bBhNmjShf//+5T7kpkePHowYMYJu3brRsmVLzjzzzKPq1KlThwkTJnDJJZdQr149zj333JIv+j/84Q+MGjWK8ePHc8kll5Qs069fPx577DFSUlK4//77efDBBxkzZgxdu3alqKiI5ORk3n333Qrt5913383w4cNLYihP69atGTduHGeffTYJCQklj/wEuOeee8jMzERVGTBgAN26datQDMaErJ3rIXOuG2oiv5SnGG5Ig6Q+EFev5mM7BnuegQl5dlxNWPh5K7w2HH5yTzgkoT3Ua350PYmB8/8Ap1xUs/Fx7OcZ2JmBMcZUh/8+Axsz4MJH4NTB7kqhEOogLo8lA1Ni7ty53HvvvYeVJScn8+abb/oUkTFhYv8OWPwydL4C+oz2O5pKibhkoKpIGGXjUHLRRRdx0UU1f+p6LOHajGmizKKXIO9nOOf3fkdSaRF1NVGdOnXYvn27fYFECFVl+/bt1KlTx+9QjClb3l74+gXoeBGc0MXvaCotos4MEhMTycnJYevWrX6HYqpJnTp1SExM9DsMY8r2zWTYtx3ODd+zAoiwZFC7du3D7vA1xphqt38HrP0vFHk3VH75jBt9NMiPpQy2iEoGxhhTpn25sPunyi+/az18Ow1++AAKDx4+77JnqhZbCKhQMhCRbGAPUAgUqGqqiDQFXgeSgGxguKruENd7+xQwGNgH3KCq33jrGQX8yVvteFWd5JX3BCYCdYH3gdFqDf/GmKoqLIBVH8OSf7sv8aLSx+qqsHrNIPVG6HQ5xDd0ZbXrQrOTqh6rz47nzKCfqm4L+Hwf8JGqPiYi93mf7wUuBjp6r97AC0BvL3mMBVIBBdJFZLaq7vDq3AJ8jUsGg4APqrRnxpjolrvaPWN460p381fv/wftegGVvNowvgGceA7UiqvWMENFVZqJhgB9velJwCe4ZDAEmOz9Z/+ViCSISGuv7jxVzQUQkXnAIBH5BGikql955ZOBy7FkYIyprOwv4PXr3PTQV+G0SyP2S7y6VDQZKPChiCjwoqpOAFqp6kZv/iaglTfdFggcbSzHKztWeU4p5UcRkVuBWwHat29fwdCNMRFv9aeQ6wZu5Oet8NnfoWkyXPM6NO3gb2xhoqLJ4BxV3SAiLYF5IrIycKaqqpcogspLQhPAjU0U7O0ZY8LAyvdh2tWHl3XoB8NehbpN/IkpDFUoGajqBu99i4i8CfQCNotIa1Xd6DUDbfGqbwDaBSye6JVt4FCzUnH5J155Yin1jTHm2HblwNu3wQld4eppEBMLCDRoGVbjAoWCcu9AFpH6ItKweBoYCCwHZgOjvGqjgLe96dnASHHOAnZ5zUlzgYEi0kREmnjrmevN2y0iZ3lXIo0MWJcxxpSusABm3QKF+TBsIjRuCw1PgIatLBFUQkXODFoBb3rj/dQCXlPVOSKyGJguIjcDa4HhXv33cZeVZuEuLb0RQFVzReTPwGKv3iPFncnAbRy6tPQDrPPYGFOabVlwwHtW9oo3Yd2XcOW/IuLSTr9F1PMMjDERShU+eQw+PeLZ5t2ugSte8CemMGTPMwjw3IIs8guLUHWXSAGgiro3lKOTY2C+LCt1BtZp3iCOUb9IonZsRI0DaIw/Cgvg3THuxrFuV0OXX7ny2Dg3DISpFlGXDJ75OJMD+UVHlYu4W1FEpNRbUgKbIEuvQcm9LHkFRfy08wAP/bJTleM1Jurk7YO0l6HggPuc/Tms/gTOuwf6/dH6A4Ik6pLBiocHeV/6BO25Bw+/s4JXvlhDSvsELuvWJijbMCZiLZ8JH/7p0OdadeCSf8CZN/sXUxSIumQQGxP8/yoeGHw6y3J2ce/MpZx2QkNOadUw6Ns0JmKs+Qzqt4TfrfD+a4vxLhk1wRR1yaAm1I6N4blre3DJ059z08TFnHNyc1Shblwst/U9iZaN7GEtxpRKFdYshKTIHQMoVFkPZ5C0alSHF67rQe3YGBb8sIVPf9zKa1+v46ZJi9l7sMDv8IwJTduz4OdNkHyu35FEHTszCKIzk5qy4O6+JZ8XrNzCzZMWM3raEl68PrVGmqyMCStrPnPvSef5G0cUsjODGtTvtJY8fFln5n+/hUfeWcGu/fns2pfPz3amYIyTvRAatrabyHxgZwY17Pqzk1iXu49/LVzDpP+uBVwf2bhfdmbUL5L8Dc4YP6m6y0g79LPLR31gycAH9198Op3bNGb73jwEmPfdZh794Hv6ntqCE5vV9zs8Y/yxdSXs3Wr9BT6xZOCDmBjh8u6HHtkw+IzWXPiPT3ngzWX85+beQbv/wZiQtmahe0+yZOAH6zMIASc0rsO9F5/GF1nbmZmeU/4CxkSi7M+gcTtokuR3JFHJzgxCxDW92vN2xgbGv/c9zRvEUzs2BkUpUigqUgqKlCJVbwwkV148llJZYycdOQhh8fJuWT2q/mEOW6eSX6jkFRSRX1hEoR7aZlHRoXGdiuuWjPukXpwBKwscE6pD8/oM7ZloZ0IGiopcf8EpF1t/gU8sGYSImBjh0Su7csnTC7lx4uLyFwgDZY33VPy3nl+oLM7O5S9XnGGD+kWzwnzImg/7d1h/gY8sGYSQk1s2YMHdfcnZsR9wX5oxArExMcSKeOMpuYHyYmLc+6Ev3MA1HfoQWB4jQowcWq60OoetJWBG7VghLjaG2rExJfdHuPjkqC/8ioz7pKo8Oe9Hnv44i027D/L8tT1oEG+/jlFl41KYcx9s+AYK9kNMLejQ1++oopY9z8D46vXF63jgzeU0qRdHQr3agEsUxc1JRaoUFLomshgRTjuhId3bJ3BGYgL14mK9+m6ZI5ukymoDCxyuvOiIOuoNZ84RTXBFCoVeU13xu5sOWOaIjRQvX6RQqEpRQFOfUhyzW0dhUZFbV3FMZfxdltYkd4xdLWs1R6yz9J/ZkU2O6u3HYc2S3r4X/0yO3HZp2y9SpaiwgN+tuYVGBbmkNRxAdt3TWVXnDHbVbnFo20fsZ5Eeah7liH0vPv7Fx6VC+x3w+1Ica/G2CvXo43Csn3HgsQ782RTvb2Dz6OG/Yxz6nSoK3IejtlISStP6ccz7/fnl72Ap7HkGJmSNOLM9iU3qMXXRusP+gEvOOsQNLlgrRjhYUMTyDbv4aOWWslcYIY51YlV8JnZourj82EOrH3N7ZWw7cJ0xAcck8MyvuDwm5ugIis9kjyy7omgeifmreLjOH/i0sA/8jHuxu9T9LN6Gmz50Zhq47zHimluLz4ArQpCSnXdn2zElv3PF+3p4/TLWU7JNOeJs/NCZeMzhP9iS/YsN+PnFijvrP3I9h34e0CC+dsV27jjZmYEJO7v25bNy027yCw/97sYI3h/YEU1gZayj+I9X5OhaR/Z1BDbNxZb8wbovi9iAL4yj/ngDmuViYnDLea/i4IoTXYyI9wUUvKHVQ8aBXfB0D2h+Ctz4vnUY1yA7MzARpXG92vTu0MzvMExlffo47NsOgx61RBBCLBkYY4KnqAg2L3OjkYJ7itnXL0L3a6FNir+xmcNYMjDGVL+cNFg0AVZ97IaYCFS3KfR/yJ+4TJksGRhjqldOGky6DGrFw8kD4KQB0LrboaeVNTwB6jT2N0ZzFEsGxpjqs2UlTBkKDVrCTXOhYSu/IzIVZLd9GmOqx4618J8rITYOrn/TEkGYsTMDY0zlbcuEpa/D6k9hQzrENXCXizZN9jsyc5wsGRhjKmf/Tnh5oLtvoG1POPf3cMZwaHGK35GZSrBkYIypnIVPuMHlbv3ELhONABXuMxCRWBFZIiLvep+TReRrEckSkddFJM4rj/c+Z3nzkwLWcb9X/oOIXBRQPsgryxKR+6pv94wxQbEj290vkHKNJYIIcTwdyKOB7wM+/w14UlVPBnYAN3vlNwM7vPInvXqISCfgKqAzMAh43kswscBzwMVAJ+Bqr64xJlTNH+dGGe3/J78jMdWkQslARBKBS4CXvM8C9AdmelUmAZd700O8z3jzB3j1hwDTVPWgqq4BsoBe3itLVVerah4wzatrjAlF6xfBijfhF3dBozZ+R2OqSUX7DP4P+APQ0PvcDNipqgXe5xyg+KG+bYH1AKpaICK7vPptga8C1hm4zPojynuXFoSI3ArcCtC+ffsKhm6MOW456TB/7NF3DwP8vBkanAB97qr5uEzQlJsMRORSYIuqpotI3+CHVDZVnQBMADdqqZ+xGBOR8vfDgr/Af5+DBq2gXa+j67Q4DXrdCnH1az4+EzQVOTPoA1wmIoOBOkAj4CkgQURqeWcHicAGr/4GoB2QIyK1gMbA9oDyYoHLlFVujKkpuzbA5CGwPRN6jIKBf7ZhI6JIuX0Gqnq/qiaqahKuA/hjVb0WWAAM9aqNAt72pmd7n/Hmf6zuoQmzgau8q42SgY7AImAx0NG7OinO28bsatk7Y0zFHNgFU4bBnk1w/Vtw2dOWCKJMVe4zuBeYJiLjgSXAy175y8C/RSQLyMV9uaOqK0RkOvAdUADcrqqFACJyBzAXiAVeUdUVVYjLGHM8CvNh+kjY9gNcMx1O6ud3RMYH9qQzY6LZwZ/h/Xvg29dgyHPQ/Tq/IzJBZE86M8YcUljgLg397i3Img8FB+D8+ywRRDlLBsZEkz2bYdbNkL0QGrZxHcWdhsCJv/A7MuMzSwbGRIvsL2DmjXBgNwx5HrpdDTE2ir1xLBkYEw1+mAPTrnFDS1//JrTq7HdEJsRYMjAm0v28Fd6+HVp1ghs/gPiG5S9joo4lA2MimSq8OwYO7oEr37VEYMpkDYbGRLJvp8LKd2HAg9DydL+jMSHMzgyMiTR7t7shJbb9CHP/CCf2gbNu8zsqE+IsGRgTSdInwjujD31u0Aoufx5iYn0LyYQHSwbGRIrCAvjsCWjTA/reD81OgoQTIdb+zE357LfEmEjx4xzYtR4GPQanDPQ7GhNmrAPZmEixaAI0bgenDPI7EhOGLBkYEwm2rIQ1n0LqTdYsZCrFkoExkWDxvyA23o01ZEwlWDIwJtwd2AUZU+GMoVC/md/RmDBlycCYcLZnE8y5H/L3Qq9b/I7GhDFrXDQmHO1YC5/9HZa+7p5UlnoztOnud1QmjFkyMCbcbEh3zyvO2wvdr4ezb3f3FBhTBZYMjAknqz6Gade5voGbPoTmJ/sdkYkQlgyMCSX5B2DJvyF3zdHzCg7AN5Ohxalw7Uxo1Lrm4zMRy5KBMaGgqNC1/3/8F9idA3ENADm6Xoe+8KuXoG5CDQdoIp0lA2OCadMyeOP/wf4dx65XcAD257pO4Mufhw7n10x8xngsGRgTLNsy4d9XQEwtOPmCY9cVgZP6Q6fL3bQxNcySgTHBsGMtTB7ipke9A807+huPMeWwZGDMsRQVwbLpkDkP0Iovt34R5P0MN7xnicCEBUsGxpRl7Zfu7t6NGdCwDcTVq/iy9ZrBsIlwwhlBC8+Y6mTJwESvHdnw3t3w0zdHz1N1HbqN2sIVE+CMYRBjo7eYyGXJwESfoiJIexnmjQWJgS5XQmzto+s1SXLDPBzPGYExYarcZCAidYDPgHiv/kxVHSsiycA0oBmQDlyvqnkiEg9MBnoC24ERqprtret+4GagELhLVed65YOAp4BY4CVVfaxa99KYQG/eCstmuKt3fvk0JLTzOyJjfFeR896DQH9V7QakAINE5Czgb8CTqnoysAP3JY/3vsMrf9Krh4h0Aq4COgODgOdFJFZEYoHngIuBTsDVXl1jqt+2LJcIzr4DrnvDEoExnnKTgTo/ex9rey8F+gMzvfJJwOXe9BDvM978ASIiXvk0VT2oqmuALKCX98pS1dWqmoc72xhS5T0zpjTfTHTX/f/iLrue35gAFeoR8/6DzwC2APOAVcBOVS3wquQAbb3ptsB6AG/+LlxTUkn5EcuUVV5aHLeKSJqIpG3durUioRtzSMFByHgNTh0MDVv5HY0xIaVCyUBVC1U1BUjE/Sd/WlCjKjuOCaqaqqqpLVq08CMEE86+fwf2bYeeN/gdiTEh57iulVPVncAC4GwgQUSKO6ATgQ3e9AagHYA3vzGuI7mk/Ihlyio3pnqlT3RXCHXo53ckxoSccpOBiLQQkQRvui5wIfA9LikM9aqNAt72pmd7n/Hmf6yq6pVfJSLx3pVIHYFFwGKgo4gki0gcrpN5dnXsnDEltmVC9kL3wHi7X8CYo1TkPoPWwCTvqp8YYLqqvisi3wHTRGQ8sAR42av/MvBvEckCcnFf7qjqChGZDnwHFAC3q2ohgIjcAczFXVr6iqquqLY9NNGpqBC2r3JDQgCkveI6jlOu9TcuY0KUuH/aw09qaqqmpaX5HYYJJXl7YeE/IPtz2LQU8vcdPr/T5TB8UunLGhMFRCRdVVNLm2d3IJvIsH0VvH4dbPke2vWGHiOhdTeo29TNF4F2vfyN0ZgQZsnAhL+V78Gbv3HNQNfNgpMH+B2RMWHHkoEJbzuy3RlB624wfDIktPc7ImPCkl1WYcLbqgWgRXDlS5YIjKkCSwYmvGUvhIatodlJfkdiTFizZGDClyqsWQhJ59o4Q8ZUkSUDE762/gB7t0DyeX5HYkzYs2Rgwteaz9x78rn+xmFMBLBkYMJX9mfQuL0bb8gYUyWWDEx4KipydxpbE5Ex1cKSgQlPm5fD/h3WRGRMNbFkYMJTcX9BkiUDY6qDJQMTnrIXQtOToHGpD8UzxhwnG47ChIfc1W78oaYdIDEV1n4JXa70OypjIoYlAxMeFr8MG9JdUvh2qivr0NfPiIyJKJYMTOgrLICl0+GUQTDiP7BzHeSuguS+fkdmTMSwZGBC36qP3J3GKde4YSeanOhexphqYx3IJvRlvAb1msHJF/odiTERy5KBCW37d8AP78MZw6BWnN/RGBOxLBmY0Lb8DSjMg25X+x2JMRHNkoEJbd9OhZad3JPMjDFBYx3IpuasX+SuCirW/BQ489cQE/A/ybZM+GYSFBW6M4KcxXDhn+15BcYEmSUDUzP2bIYpw6DgINSu6x5VeWAnrPsvXP4C1K7jBp6bdg3k7XN1wD3KsttV/sZuTBSwZGCCTxXe+z3k74fffA4tTnFlXzwF88fCz5tdB/EHf3DDUV870y4dNaaGWTIwwbfiDVj5LlwwziUCcM0+54yBxonw1m9h7RdwYh+4agrUbeJntMZEJUsGJrj2boP374E2PeDsO4+ef8ZQaNTWjUJ6zhioFV/zMRpjLBmYIJs3Fg7shiHPQWwZv24nnu1exhjflHtpqYi0E5EFIvKdiKwQkdFeeVMRmScimd57E69cRORpEckSkaUi0iNgXaO8+pkiMiqgvKeILPOWeVrELh2JCAd2wfKZ0GMktN6tzVsAAA+bSURBVOrkdzTGmGOoyH0GBcD/qGon4CzgdhHpBNwHfKSqHYGPvM8AFwMdvdetwAvgkgcwFugN9ALGFicQr84tAcsNqvqumRpVkOc6hQN9NxsKDrgxhYwxIa3cZiJV3Qhs9Kb3iMj3QFtgCNDXqzYJ+AS41yufrKoKfCUiCSLS2qs7T1VzAURkHjBIRD4BGqnqV175ZOBy4IPq2UVTJarw4xzYs/HoeUWFsO1Hd//A5uXuEtAhzx2av/R19wCatj1rLl5jTKUcV5+BiCQB3YGvgVZeogDYBLTyptsC6wMWy/HKjlWeU0p5adu/FXe2Qfv27Y8ndFNZi1+C9+8ue35cA2jT3V0JtOQ/cOYt0CbFDTOdvRD6/dFuGDMmDFQ4GYhIA2AWMEZVdwc266uqioiWuXA1UdUJwASA1NTUoG8v6q1fDHPuh44XwS+fKv1LvX4LiIl1/QNPpcC8B2Hk7EN3GncdXrMxG2MqpULJQERq4xLBFFV9wyveLCKtVXWj1wy0xSvfALQLWDzRK9vAoWal4vJPvPLEUuobP+3dBjNGQaPWcOWL5V/7X6cxnH8vzLkXsua7JqL2v3A3kRljQl5FriYS4GXge1X9R8Cs2UDxFUGjgLcDykd6VxWdBezympPmAgNFpInXcTwQmOvN2y0iZ3nbGhmwLuOHfbkw62aXEIb/u+I3gaXeBE2S4a3bXF9CtxHBjdMYU20qcmbQB7geWCYiGV7ZA8BjwHQRuRlYCxS3B7wPDAaygH3AjQCqmisifwYWe/UeKe5MBm4DJgJ1cR3H1nlcU37eCgX7vektkP4qLJvprgK67BnX/l9RteLggrEw4waIjYdOlwclZGNM9RM98nLAMJGamqppaWl+hxHevn0d3vqNGzSuWO16rp2/163QqvPxr1MV/n2FG1vol09VX6zGmCoTkXRVTS1tnt2BHK1+3uoGhmvTA1JvdGWx8dDxgqqNDSQCI9+qnhiNMTXGkkG0mns/5O2Fy5+HFqf6HY0xxmf2pLNolDkfls2Ac//HEoExBrBkEH3y9sJ7v3NPGTv3935HY4wJEdZMFG3SJ7q7g2/8wIaLNsaUsDODaLNsBrROgRN/4XckxpgQYskgmmxfBT8tcY+YNMaYAJYMosmymYBAlyv9jsQYE2IsGUQLVfegmRP7QKM2fkdjjAkxlgyixaZlbrygM37ldyTGmBBkVxNVt03L4L3/caN4NmjlDfHs/Zjj6rvB3Oo0qvm4ls1wcdh4QcaYUlgyqG5fPOUSQrOTYeO3buTPkrF/FFYvgGtnQmztmoupqAiWvwEnDYB6TWtuu8aYsGHJoDrt3Q7fvQ09b4TBjx89P+M1eOu38O4YuOzZ6nkC2OKXYetK6DMaGieWXifzQ9id40YUNcaYUlgyqE7fToXCPOh5Q+nzU66B3DXw2ePQtIMbDqIqfvzQNUmh7may1JvctmPj3PxNS+HrCbDuS6jfEk4dXLXtGWMilg1hXV1U4dkzXTPMzR8eu94bt7g2/LiGriy2Nlz6D+h8RcW3l7saJvSFhPYw9FX48mlYMgW08PB6CSfCmb+G7tdZE5ExUc6GsK4Ja7+A7Zlw7gvHricCQ56Dlqe7ZiWANZ/CO2PcZZ8NWpa/rbx98Pr1gMCI/7hHS172DJzzO/fc4mINWkDy+e4ZxcYYcwyWDKpL+kSIb1yxq3VqxR/eRLT1R/hnH5hzHwx9xZXt3+ESxLYfj17+wG7YvcF1RAc+Y7hpB/cyxpjjZMmgOpR0HN8AcfWOf/kWp8C5d8Mnf4WuV0HL0+A/Q2HHGug4sPSO5v5/cg+iMcaYamDJoDqseOPYHccVcc7vYMWb7kqjogL3DOLr34Skc6otTGOMKYvdgVwd1n8NDdtU7pnBxWrFwWVPw+6f3NVAN31oicAYU2PszKA65CyGxJ5VX0+7Xu5KpKYdoH7zqq/PGGMqyM4MqmrvNtiRDYlnVs/62vWyRGCMqXGWDKoqx7vXoW2pl+4aY0xYsGRQVRvSQGKhTYrfkRhjTKVZMqiqnMXQqpMbkdQYY8KUJYOqKCqCDd9UX3+BMcb4xJJBVWz7EQ7utmRgjAl75SYDEXlFRLaIyPKAsqYiMk9EMr33Jl65iMjTIpIlIktFpEfAMqO8+pkiMiqgvKeILPOWeVqkOsZ1riE53jhA1nlsjAlzFTkzmAgMOqLsPuAjVe0IfOR9BrgY6Oi9bgVeAJc8gLFAb6AXMLY4gXh1bglY7shtha4Nae6JZs1O9jsSY4ypknKTgap+BuQeUTwEmORNTwIuDyifrM5XQIKItAYuAuapaq6q7gDmAYO8eY1U9St1Y2lPDlhX6MtJg7Y9IcZa24wx4a2y32KtVHWjN70JaOVNtwXWB9TL8cqOVZ5TSnnoO/gzbPnO+guMMRGhyv/Sev/R18gTckTkVhFJE5G0rVu31sQmy/bTEvdsY0sGxpgIUNlksNlr4sF73+KVbwDaBdRL9MqOVZ5YSnmpVHWCqqaqamqLFi0qGXo12PK9e3QluGYiY4wJc5VNBrOB4iuCRgFvB5SP9K4qOgvY5TUnzQUGikgTr+N4IDDXm7dbRM7yriIaGbCu0LNzHcz6NTx/NmxYAhc9ao+SNMZEhHJHLRWRqUBfoLmI5OCuCnoMmC4iNwNrgeFe9feBwUAWsA+4EUBVc0Xkz0DxMxkfUdXiTunbcFcs1QU+8F6hZ/1imHoV5O+DPqPdyxKBMSZCiGvyDz+pqamalpZWMxv7brZ7iH3DE9yjJpt3rJntGmNMNRKRdFUt9cYouyayPIv+BdNHwglnwK8/skRgjIlI9nCbY1k6Hd6/G04d7B5UX7uu3xEZY0xQWDIoS+Y8eOu3kHQuDH0VatfxOyJjjAkaayYqzfrFrmmoZSe46jVLBMaYiGfJ4Ei7f4JpV0ODVnDdLKjTyO+IjDEm6KyZKFBBHkwfBXn7YNS70KCl3xEZY0yNsGQQ6MM/Qc4i10fQ8jS/ozHGmBoT3ckgJw02LXPTu9bDohfhrNugy5X+xmWMMTUsepNB1kcwZRho4aGy5PPgwkf8i8kYY3wSnclg8wrXN9DydLhqCsTGu/IGrezZBMaYqBR9yWDPJpgyHOIbwDXToXF4PD7BGGOCKbqSQd5eeG0E7N8BN31gicAYYzzR1SYisdDiVBj2KrTu5nc0xhgTMqLrzKB2Hbhygt9RGGNMyImuMwNjjDGlsmRgjDHGkoExxhhLBsYYY7BkYIwxBksGxhhjsGRgjDEGSwbGGGMAUVW/Y6gUEdkKrD2ORZoD24IUTqiKxn2G6NzvaNxniM79rso+n6iqLUqbEbbJ4HiJSJqqpvodR02Kxn2G6NzvaNxniM79DtY+WzORMcYYSwbGGGOiKxlE4wh10bjPEJ37HY37DNG530HZ56jpMzDGGFO2aDozMMYYUwZLBsYYYyI/GYjIIBH5QUSyROQ+v+MJFhFpJyILROQ7EVkhIqO98qYiMk9EMr33Jn7HWt1EJFZElojIu97nZBH52jvmr4tInN8xVjcRSRCRmSKyUkS+F5GzI/1Yi8jvvN/t5SIyVUTqROKxFpFXRGSLiCwPKCv12IrztLf/S0WkR2W3G9HJQERigeeAi4FOwNUi0snfqIKmAPgfVe0EnAXc7u3rfcBHqtoR+Mj7HGlGA98HfP4b8KSqngzsAG72JargegqYo6qnAd1w+x+xx1pE2gJ3Aamq2gWIBa4iMo/1RGDQEWVlHduLgY7e61bghcpuNKKTAdALyFLV1aqaB0wDhvgcU1Co6kZV/cab3oP7cmiL299JXrVJwOX+RBgcIpIIXAK85H0WoD8w06sSifvcGDgPeBlAVfNUdScRfqxxj+mtKyK1gHrARiLwWKvqZ0DuEcVlHdshwGR1vgISRKR1ZbYb6cmgLbA+4HOOVxbRRCQJ6A58DbRS1Y3erE1AK5/CCpb/A/4AFHmfmwE7VbXA+xyJxzwZ2Aq86jWPvSQi9YngY62qG4AngHW4JLALSCfyj3Wxso5ttX3HRXoyiDoi0gCYBYxR1d2B89RdRxwx1xKLyKXAFlVN9zuWGlYL6AG8oKrdgb0c0SQUgce6Ce6/4GSgDVCfo5tSokKwjm2kJ4MNQLuAz4leWUQSkdq4RDBFVd/wijcXnzZ671v8ii8I+gCXiUg2rgmwP64tPcFrSoDIPOY5QI6qfu19nolLDpF8rC8A1qjqVlXNB97AHf9IP9bFyjq21fYdF+nJYDHQ0bviIA7X4TTb55iCwmsrfxn4XlX/ETBrNjDKmx4FvF3TsQWLqt6vqomqmoQ7th+r6rXAAmCoVy2i9hlAVTcB60XkVK9oAPAdEXyscc1DZ4lIPe93vXifI/pYByjr2M4GRnpXFZ0F7ApoTjo+qhrRL2Aw8COwCvij3/EEcT/PwZ06LgUyvNdgXBv6R0AmMB9o6nesQdr/vsC73nQHYBGQBcwA4v2OLwj7mwKkecf7LaBJpB9r4GFgJbAc+DcQH4nHGpiK6xfJx50F3lzWsQUEd8XkKmAZ7mqrSm3XhqMwxhgT8c1ExhhjKsCSgTHGGEsGxhhjLBkYY4zBkoExxhgsGZgo5o38eZs33UZEZpa3TBW2lSIig4O1fmOqypKBiWYJwG0AqvqTqg4tp35VpODu+zAmJNl9BiZqiUjxKLY/4G7mOV1Vu4jIDbhRIevjhgZ+AogDrgcOAoNVNVdETsLd8NMC2AfcoqorRWQYMBYoxA2odgHupqi6uKECHgXeBZ4BugC1gXGq+ra37SuAxrgBx/6jqg8H+UdhDLXKr2JMxLoP6KKqKd5Ir+8GzOuCG/m1Du6L/F5V7S4iTwIjcaOlTgB+o6qZItIbeB43PtJDwEWqukFEElQ1T0Qewt0degeAiPwVN3zGTSKSACwSkfnetnt5298HLBaR91Q1LZg/CGMsGRhTugXqnguxR0R2Ae945cuArt7osL8AZrihcgA3PALAF8BEEZmOG1CtNANxg+zd7X2uA7T3puep6nYAEXkDN9SIJQMTVJYMjCndwYDpooDPRbi/mxjcWPopRy6oqr/xzhQuAdJFpGcp6xfgV6r6w2GFbrkj226tLdcEnXUgm2i2B2hYmQXVPStijdc/UPws2m7e9Emq+rWqPoR7CE27UrY1F7jTG4ETEekeMO9C75m3dXF9F19UJkZjjoclAxO1vKaYL7wHj/+9Equ4FrhZRL4FVnDokap/F5Fl3nq/BL7FDbXcSUQyRGQE8Gdcx/FSEVnhfS62CPdciqXALOsvMDXBriYyJoR4VxOVdDQbU1PszMAYY4ydGRhjjLEzA2OMMVgyMMYYgyUDY4wxWDIwxhiDJQNjjDHA/wcr83ZReNszFQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.plot('timestep',['funds', 'candidate_funds'])" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "affinities_plot(df)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.plot(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": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.plot(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": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "nets = df.network.values" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "K = 55\n", "N = 56\n", "\n", "snap_plot(nets[K:N], size_scale = 1/10,savefigs=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion\n", "\n", "We have created a simplified conviction voting model that illustrates the state objects, and provides descriptions of how the model fits together. In subsequent notebooks, we will expand the model to introduce additional complexity to more fit real world implementations. " ] } ], "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 }