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Last active May 19, 2021 14:13
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vote.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "vote.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyNgdROGdDBAwqbS2AsgXYnh",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/yasushisakai/353898297f8ae70a464200de9d00c9fa/vote.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "ZM1MOV7m2EBm",
"outputId": "53bc68a2-2a0f-4d6e-d4f7-3ee990fef306"
},
"source": [
"# environental stuff\n",
"!apt -qy install fonts-noto-cjk\n",
"!pip install -q --upgrade matplotlib"
],
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"text": [
"Reading package lists...\n",
"Building dependency tree...\n",
"Reading state information...\n",
"fonts-noto-cjk is already the newest version (1:20190409+repack1-0ubuntu0.18.04).\n",
"The following package was automatically installed and is no longer required:\n",
" libnvidia-common-460\n",
"Use 'apt autoremove' to remove it.\n",
"0 upgraded, 0 newly installed, 0 to remove and 34 not upgraded.\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "C9GyR1to_nVw"
},
"source": [
"# auth your self\n",
"from google.colab import auth \n",
"auth.authenticate_user()\n",
"import gspread \n",
"from oauth2client.client import GoogleCredentials\n",
"\n",
"gc = gspread.authorize(GoogleCredentials.get_application_default())"
],
"execution_count": 3,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "vRf_FuWv4hsM"
},
"source": [
"import pandas as pd\n",
"from datetime import datetime\n",
"\n",
"url = 'https://docs.google.com/spreadsheets/d/1tk8EoZYDcCnArpEUV6JbME9uwqzYDzs8HuYX8XipjvY/edit#gid=0'\n",
"\n",
"document = gc.open_by_url(url)\n",
"vote_time = datetime.now()\n",
"votes_sheet = document.worksheet('votes')\n",
"sheet_data = votes_sheet.get_all_values()"
],
"execution_count": 4,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "d36er970OkwA"
},
"source": [
"# スプレッドシートからHTTPリクエストするのにデータを整形する。"
]
},
{
"cell_type": "code",
"metadata": {
"id": "f7eDY2LKcX_8"
},
"source": [
"num_voters = 5 # 投票者の人数\n",
"voter_start = 2 # 投票者の開始列番号dataframe = pd.DataFrame(sheet_data)\n",
"\n",
"dataframe = pd.DataFrame(sheet_data)\n",
"\n",
"targets = dataframe[0][2:] # 投票先\n",
"voters = list(targets[:num_voters])\n",
"policies = [] # この時点で定義できず、下記 A. 参照\n",
"\n",
"poll = {} # サーバーに送るあんこの部分、これ以降は主にネットワーク描画のために使う。\n",
"origin = []\n",
"destination = []\n",
"values = []\n",
"\n",
"for vid in range(num_voters):\n",
" votes = {}\n",
" voter_name = dataframe[2+vid][1]\n",
" for i in range(len(targets)): # len()で自動的に総数とってくれるみたい\n",
" try:\n",
" v = float(dataframe[2+vid].iloc[2+i])\n",
" except: # if the input is somehow invalid\n",
" v = 0\n",
" if v != 0 :\n",
" votes[targets.iloc[i]] = v\n",
" origin.append(voter_name)\n",
" destination.append(targets.iloc[i])\n",
" # A.\n",
" # 政策によっては提言されただけで、投票されないものもある。ネットワークグラフを書くときに\n",
" # 何にも繋がっていないノードは出てこないのでここで投票された政策飲みを対象にしている。\n",
" if (not targets.iloc[i] in policies) and (not targets.iloc[i] in voters):\n",
" policies.append(targets.iloc[i])\n",
" values.append(v)\n",
"\n",
" poll[voter_name] = votes\n",
"\n",
"df = pd.DataFrame({ 'from':origin, 'to':destination, 'value':values})\n"
],
"execution_count": 6,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "UFRJMLXd5qZx"
},
"source": [
"# ネットワークグラフ図の描画"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 466
},
"id": "Bw8yf2p1Q58A",
"outputId": "e88f120b-f29f-4610-c094-b5906a7a7c7e"
},
"source": [
"import matplotlib.pyplot as plt\n",
"from matplotlib import rcParams\n",
"rcParams['font.family'] = 'sans-serif'\n",
"rcParams['font.sans-serif'] = ['Hiragino Maru Gothic Pro', 'Yu Gothic', 'Meirio', 'Takao', 'IPAexGothic', 'IPAPGothic', 'Noto Sans CJK JP']\n",
"\n",
"import networkx as nx\n",
"G = nx.DiGraph()\n",
"\n",
"for i in range(len(origin)):\n",
" G.add_edge(origin[i], destination[i], weight=values[i])\n",
"\n",
"weights = [2 + v * 8.0 for v in values] \n",
"\n",
"pos = nx.spring_layout(G)\n",
"\n",
"plt.figure(figsize=(15.0, 8.0))\n",
"nx.draw_networkx_edges(G, pos, width=weights, arrows=True, edge_color='#806B40')\n",
"nx.draw_networkx_nodes(G, pos, node_size=500, node_color='#D2C3A5', nodelist=voters)\n",
"nx.draw_networkx_nodes(G, pos, node_size=500, node_shape='s', node_color='#FAC833', nodelist=policies)\n",
"nx.draw_networkx_labels(G, pos)\n",
"plt.axis(False)\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x576 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "6IZWZdyz5yrt"
},
"source": [
"# 直接民主度?\n",
"\n",
"せっかくリキッドデモクラシーやっているのだから、各々の投票の中で、どの程度間接度があったかが知りたい。より多くの人が人に投票していれば、直接性が高く、逆に直接政策に投票していれば、直接性が高いことになる指標。"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "jsh8j11C5x7Y",
"outputId": "d2438bef-b9ea-4d71-e371-256bb1bc9f9b"
},
"source": [
"total = 0.0 # それぞれの票が正規化されていないことを想定しています。\n",
"direct = 0.0\n",
"\n",
"\n",
"for (i, d) in enumerate(destination):\n",
" total += values[i]\n",
" if not d in voters :\n",
" direct += values[i] \n",
"\n",
"directness = direct / total\n",
"\n",
"print(directness)"
],
"execution_count": 7,
"outputs": [
{
"output_type": "stream",
"text": [
"0.645\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "PvVlbaRTOxaG"
},
"source": [
"# サーバーにPOSTリクエストを送って計算してもらう"
]
},
{
"cell_type": "code",
"metadata": {
"id": "UhZ5ZKJyyDvP"
},
"source": [
"import requests\n",
"import json\n",
"from pprint import pprint\n",
"api_url = 'https://ornot.vote/rpc/'\n",
"rpc = {}\n",
"rpc['jsonrpc'] = '2.0'\n",
"rpc['method'] = 'liquid'\n",
"rpc['params'] = {'voters':poll}\n",
"rpc['id'] = 1\n",
"res = requests.post(api_url, json=rpc) # ここで、計算をサーバーに頼んでます\n",
"result = res.json()['result']"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "kJw1HtECO7Rs"
},
"source": [
"# 結果の整形"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "jC0UHMXv1-Av",
"outputId": "e57dc040-da01-4bca-d158-f85827bd73a9"
},
"source": [
"policies = sorted(result[0].items(), key=lambda item: item[1])\n",
"policies = list(filter(lambda item: item[1] > 0.0, policies))\n",
"# policies.reverse()\n",
"influence = sorted(result[1].items(), key=lambda item: item[1])\n",
"# influence.reverse()\n",
"\n",
"pprint(policies)\n",
"pprint(influence)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"[('Makuhari DAO', 0.11768326443726516),\n",
" ('社会契約技術研究所', 0.11768326443726516),\n",
" ('Meta City Decision Machine', 0.2154959710582759),\n",
" ('New Rousseau Machine', 0.2154959710582759),\n",
" ('New Rousseau Lab', 0.3743824887517538),\n",
" ('幕張市', 0.40130839815297614),\n",
" ('METACITY', 0.7440694730391497),\n",
" ('Meta City \"Makuhari\"', 0.8281853904498762),\n",
" ('幕張市選挙管理委員会事務局', 0.9655080659467072),\n",
" ('多層都市「幕張市」', 1.0201877126684549)]\n",
"[('藤平', 1.163188197193235),\n",
" ('佐々木', 1.1632571732199786),\n",
" ('酒井', 1.5185950413223142),\n",
" ('吉田', 1.554772937905468),\n",
" ('青木', 1.8710539845758358)]\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "xtCaY78_PCP1"
},
"source": [
"\n",
"# プロット"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 683
},
"id": "vVbcHuHN5sqY",
"outputId": "0cb02680-80b2-4f15-c69a-d4c8fd6e24d8"
},
"source": [
"# smarter way??\n",
"labels = [item[0] for item in policies]\n",
"values = [item[1] for item in policies]\n",
"\n",
"print(labels)\n",
"\n",
"# plt.figure(figsize=(15.0,10.0))\n",
"plt.barh(y=labels, width=values)\n",
"plt.title(\"展示 アーティスト名 決議\")\n",
"# plt.text(x,y,'text')\n",
"plt.xlabel(\"票数\")\n",
"plt.ylabel(\"候補\")\n",
"plt.figtext(0.9, -0.1, vote_time, ha=\"right\")\n",
"plt.show()\n",
"\n",
"labels = [item[0] for item in influence]\n",
"values = [item[1] for item in influence]\n",
"\n",
"# plt.figure(figsize=(15.0,10.0))\n",
"plt.barh(y=labels, width=values)\n",
"plt.title(\"展示 アーティスト名 決議 参加者影響度\")\n",
"plt.xlabel(\"累積影響度\")\n",
"plt.ylabel(\"参加者\")\n",
"plt.figtext(0.9, -0.1, vote_time, ha=\"right\")\n",
"plt.show()\n"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"['Makuhari DAO', '社会契約技術研究所', 'Meta City Decision Machine', 'New Rousseau Machine', 'New Rousseau Lab', '幕張市', 'METACITY', 'Meta City \"Makuhari\"', '幕張市選挙管理委員会事務局', '多層都市「幕張市」']\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
}
]
}
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