1729 строки
638 KiB
Plaintext
1729 строки
638 KiB
Plaintext
{
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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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"Carbon Insight: Carbon Emissions Visualization\n",
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"==============================================\n",
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"\n",
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"This tutorial aims to showcase how to visualize anthropogenic CO2 emissions with a near-global coverage and track correlations between global carbon emissions and socioeconomic factors such as COVID-19 and GDP."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Requirements\n",
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"%pip install numpy\n",
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"%pip install pandas\n",
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"%pip install matplotlib\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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"# A. Process Carbon Emission Data\n",
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"\n",
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"This notebook helps you to process and visualize carbon emission data provided by [Carbon-Monitor](https://carbonmonitor.org/), which records human-caused carbon emissions from different countries, sources, and timeframes that are of interest to you.\n",
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"\n",
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"Overview:\n",
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"- [Process carbon emission data](#a1)\n",
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" - [Download data from Carbon Monitor](#a11)\n",
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" - [Calculate the rate of change](#a12)\n",
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" - [Expand country regions](#a13)\n",
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"- [Visualize carbon emission data](#a2)\n",
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" - [Observe carbon emission data from the perspective of time](#a21)\n",
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" - [Compare carbon emission data of different sectors](#a22)\n",
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"- [Examples](#a3)\n",
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" - [World carbon emission data](#a31)\n",
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" - [US carbon emission data](#a32)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"import io\n",
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"from urllib.request import urlopen\n",
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"\n",
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"import numpy as np\n",
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"import pandas as pd\n",
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"import matplotlib.pyplot as plt\n",
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"from pandas.plotting import register_matplotlib_converters\n",
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"\n",
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"register_matplotlib_converters()\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"import os\n",
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"\n",
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"# Optional Function: Export Data\n",
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"def export_data(file_name: str, df: pd.DataFrame):\n",
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" # df = country_region_name_to_code(df)\n",
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" export_path = os.path.join('export_data', file_name)\n",
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" print(f'Export Data to {export_path}')\n",
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" if not os.path.exists('export_data'):\n",
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" os.mkdir('export_data')\n",
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" with open(export_path, 'w', encoding='utf-8') as f:\n",
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" f.write(df.to_csv(index=None, line_terminator='\\n', encoding='utf-8'))\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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"## <a id=\"a1\"></a> 1. Process Data"
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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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"### <a id=\"a11\"></a> 1.1. Download data from Carbon Monitor\n",
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"We are going to download tabular carbon emission data and convert to Pandas Dataframe.\n",
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"\n",
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"Supported data types:\n",
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"\n",
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"- ```carbon_global``` includes carbon emission data of 11 countries and regions worldwide.\n",
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"- ```carbon_us``` includes carbon emission data of 51 states of the United States.\n",
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"- ```carbon_eu``` includes carbon emission data of 27 countries of the European Union.\n",
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"- ```carbon_china``` includes carbon emission data of 31 cities and provinces of China."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"def get_data_from_carbon_monitor(data_type='carbon_global'):\n",
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" assert data_type in ['carbon_global', 'carbon_us', 'carbon_eu', 'carbon_china']\n",
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" data_url = f'https://datas.carbonmonitor.org/API/downloadFullDataset.php?source={data_type}'\n",
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" data = urlopen(data_url).read().decode('utf-8-sig')\n",
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" df = pd.read_csv(io.StringIO(data))\n",
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" df = df.drop(columns=['timestamp'])\n",
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" df = df.loc[pd.notna(df['date'])]\n",
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" df = df.rename(columns={'country': 'country_region'})\n",
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" df['date'] = pd.to_datetime(df['date'], format='%d/%m/%Y')\n",
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" if data_type == 'carbon_us':\n",
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" df = df.loc[df['state'] != 'United States']\n",
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" return df"
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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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"### <a id=\"a12\"></a> 1.2. Calculate the rate of change\n",
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"The rate of change $\\Delta(s, r, t)$ is defined as the ratio of current value and moving average of a certain window size:\n",
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"$$\\begin{aligned}\n",
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"\\Delta(s, r, t) = \\left\\{\\begin{aligned}\n",
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"&\\frac{TX(s, r, t)}{\\sum_{\\tau=t-T}^{t-1}X(\\tau)}, &t\\geq T\\\\\n",
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"&1, &0<t<T\n",
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"\\end{aligned}\\right.\n",
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"\\end{aligned}$$\n",
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"Where $X(s, r, t)$ is the carbon emission value of sector $s$, region $r$ and date $t$; $T$ is the window size with default value $T=14$."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [],
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"source": [
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"def calculate_rate_of_change(df, window_size=14):\n",
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" region_scope = 'state' if 'state' in df.columns else 'country_region'\n",
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" new_df = pd.DataFrame()\n",
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" for sector in set(df['sector']):\n",
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" sector_mask = df['sector'] == sector\n",
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" for region, values in df.loc[sector_mask].pivot(index='date', columns=region_scope, values='value').items():\n",
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" values.fillna(0)\n",
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" rates = values / values.rolling(window_size).mean()\n",
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" rates.fillna(value=1, inplace=True)\n",
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" tmp_df = pd.DataFrame(\n",
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" index=values.index,\n",
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" columns=['value', 'rate_of_change'],\n",
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" data=np.array([values.to_numpy(), rates.to_numpy()]).T\n",
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" )\n",
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" tmp_df['sector'] = sector\n",
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" tmp_df[region_scope] = region\n",
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" new_df = new_df.append(tmp_df.reset_index())\n",
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" return new_df"
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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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"### <a id=\"a13\"></a> 1.3. Expand country regions\n",
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"*Note: This step applies only to the ```carbon_global``` dataset.*\n",
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"\n",
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"The dataset ```carbon_global``` does not list all the countries/regions in the world. Instead, there are two groups which contains multiple countries/regions: ```ROW``` (i.e. the rest of the world) and ```EU27 & UK```.\n",
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"\n",
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"In order to obtain the carbon emission data of countries/regions in these two groups, we can refer to [the EDGAR dataset](https://edgar.jrc.ec.europa.eu/dataset_ghg60) and use [the table of CO2 emissions of all world countries in 2019](./static_data/Baseline.csv) as the baseline.\n",
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"\n",
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"Assume the the carbon emission of each non-listed country/region is linearly related to the carbon emission of the group it belongs to, we have:\n",
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"$$\\begin{aligned}\n",
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"X(s, r, t) &= \\frac{\\sum_{r_i\\in R(r)}X(s, r_i, t)}{\\sum_{r_i\\in R(r)}X(s, r_i, t_0)}X(s, r, t_0)\\\\\n",
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"&= \\frac{X_{Raw}(s, R(r), t)}{\\sum_{r_i\\in R(r)}X_{Baseline}(s, r_i)}X_{Baseline}(s, r)\n",
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"\\end{aligned}$$\n",
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"Where\n",
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"- $X(s, r, t)$ is the carbon emission value of sector $s$, country/region $r$ and date $t$.\n",
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"- $t_0$ is the date of the baseline table.\n",
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"- $R(r)$ is the group that contains country/region $r$.\n",
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"- $X_{Raw}(s, R, t)$ is the carbon emission value of sector $s$, country/region group $R$ and date $t$ in the ```carbon_global``` dataset.\n",
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"- $X_{Baseline}(s, r)$ is the carbon emission value of sector $s$ and country/region $r$ in the baseline table.\n",
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"\n",
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"Note that the baseline table does not contain the ```International Aviation``` sector. Therefore, the data for ```International Aviation``` is only available to countries listed in the ```carbon_global``` dataset. When we expand the ```ROW``` and the ```EU27 & UK``` groups to other countries/regions of the world, only the other five sectors are considered."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [],
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"source": [
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"def expand_country_regions(df):\n",
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"\n",
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" sectors = set(df['sector'])\n",
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" assert 'country_region' in df.columns\n",
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" df = df.replace('US', 'United States')\n",
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" df = df.replace('UK', 'United Kingdom')\n",
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" original_country_regions = set(df['country_region'])\n",
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"\n",
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" country_region_df = pd.read_csv('static_data/CountryRegion.csv')\n",
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" base = {}\n",
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" name_to_code = {}\n",
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" for _, (name, code, source) in country_region_df.loc[:, ['Name', 'Code', 'DataSource']].iterrows():\n",
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" if source.startswith('Simulated') and name not in original_country_regions:\n",
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" name_to_code[name] = code\n",
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" base[code] = 'ROW' if source.endswith('ROW') else 'EU27 & UK'\n",
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"\n",
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" baseline = pd.read_csv('static_data/Baseline.csv')\n",
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" baseline = baseline.set_index('CountryRegionCode')\n",
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" baseline = baseline.loc[:, [sector for sector in baseline.columns if sector in sectors]]\n",
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" group_baseline = {}\n",
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" for group in original_country_regions & set(['ROW', 'EU27 & UK']):\n",
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" group_baseline[group] = baseline.loc[[code for code, base_group in base.items() if base_group == group], :].sum()\n",
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"\n",
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" new_df = pd.DataFrame()\n",
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" sector_masks = {sector: df['sector'] == sector for sector in sectors}\n",
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" for country_region in set(country_region_df['Name']):\n",
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" if country_region in name_to_code:\n",
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" code = name_to_code[country_region]\n",
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" group = base[code]\n",
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" group_mask = df['country_region'] == group\n",
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" for sector, sum_value in group_baseline[group].items():\n",
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" tmp_df = df.loc[sector_masks[sector] & group_mask, :].copy()\n",
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" tmp_df['value'] = tmp_df['value'] / sum_value * baseline.loc[code, sector]\n",
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" tmp_df['country_region'] = country_region\n",
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" new_df = new_df.append(tmp_df)\n",
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" elif country_region in original_country_regions:\n",
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" new_df = new_df.append(df.loc[df['country_region'] == country_region])\n",
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"\n",
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" return new_df\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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"## 2. <a id=\"a2\"></a> Visualize Data\n",
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"This is a auxiliary module for displaying data, which can be modified arbitrarily."
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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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"### <a id=\"a21\"></a> 2.1. Plot by date\n",
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"In this part we are going to create a line chart, where the emission value and rate of change for given counties during the given time can be browsed."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {},
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"outputs": [],
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"source": [
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"def plot_by_date(df, start_date=None, end_date=None, sector=None, regions=None, title='Carbon Emission by Date'):\n",
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" if start_date is None:\n",
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" start_date = df['date'].min()\n",
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" if end_date is None:\n",
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" end_date = df['date'].max()\n",
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" tmp_df = df.loc[(df['date'] >= start_date) & (df['date'] <= end_date)]\n",
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"\n",
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" region_scope = 'state' if 'state' in tmp_df.columns else 'country_region'\n",
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" if regions is None or type(regions) == int:\n",
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" region_list = list(set(tmp_df[region_scope]))\n",
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" sector_mask = True if sector is None else tmp_df['sector'] == sector\n",
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" region_list.sort(key=lambda region: -tmp_df.loc[(tmp_df[region_scope] == region) & sector_mask, 'value'].sum())\n",
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" regions = region_list[:3 if regions is None else regions]\n",
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" tmp_df = pd.concat([tmp_df.loc[tmp_df[region_scope] == region] for region in regions])\n",
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"\n",
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" if sector not in set(tmp_df['sector']):\n",
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" tmp_df['rate_of_change'] = tmp_df['value'] / tmp_df['rate_of_change']\n",
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" tmp_df = tmp_df.groupby(['date', region_scope]).sum().reset_index()\n",
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" value_df = tmp_df.pivot(index='date', columns=region_scope, values='value')\n",
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" rate_df = tmp_df.pivot(index='date', columns=region_scope, values='rate_of_change')\n",
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" rate_df = value_df / rate_df\n",
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" else:\n",
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" tmp_df = tmp_df.loc[tmp_df['sector'] == sector, [region_scope, 'date', 'value', 'rate_of_change']]\n",
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" value_df = tmp_df.pivot(index='date', columns=region_scope, values='value')\n",
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" rate_df = tmp_df.pivot(index='date', columns=region_scope, values='rate_of_change')\n",
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" value_df = value_df.loc[:, regions]\n",
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" rate_df = rate_df.loc[:, regions]\n",
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"\n",
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" fig = plt.figure(figsize=(10, 8))\n",
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" fig.suptitle(title)\n",
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"\n",
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" plt.subplot(2, 1, 1)\n",
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" plt.plot(value_df)\n",
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" plt.ylabel('Carbon Emission Value / Mt CO2')\n",
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" plt.xticks(rotation=60)\n",
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" plt.legend(regions, loc='upper right')\n",
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"\n",
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" plt.subplot(2, 1, 2)\n",
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" plt.plot(rate_df)\n",
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" plt.ylabel('Rate of Change')\n",
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" plt.xticks(rotation=60)\n",
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" plt.legend(regions, loc='upper right')\n",
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"\n",
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" plt.subplots_adjust(hspace=0.3)\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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"### <a id=\"a22\"></a> 2.2. Plot by sector\n",
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"Generally, sources of emissions can be divided into five or six categories:\n",
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"- Domestic Aviation\n",
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"- Ground Transport\n",
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"- Industry\n",
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"- Power \n",
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"- Residential\n",
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"- International Aviation\n",
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"\n",
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"Where the data of ```International Aviation``` are only available to ```carbon_global``` and ```carbon_us``` datasets. For ```carbon_global``` dataset, we can not expand the data for International Aviation of non-listed countries.\n",
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"\n",
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"Let's create a pie chart and a stacked column chart, where you can focus on details of specific countiy/regions’ emission data, including quantity and percentage breakdown by above sectors. "
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"metadata": {},
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"outputs": [],
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"source": [
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"def plot_by_sector(df, start_date=None, end_date=None, sectors=None, region=None, title='Carbon Emission Data by Sector'):\n",
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" if start_date is None:\n",
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" start_date = df['date'].min()\n",
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" if end_date is None:\n",
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" end_date = df['date'].max()\n",
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" tmp_df = df.loc[(df['date'] >= start_date) & (df['date'] <= end_date)]\n",
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"\n",
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" region_scope = 'state' if 'state' in df.columns else 'country_region'\n",
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" if region in set(tmp_df[region_scope]):\n",
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" tmp_df = tmp_df.loc[tmp_df[region_scope] == region]\n",
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"\n",
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" if sectors is None:\n",
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" sectors = list(set(tmp_df['sector']))\n",
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" sectors.sort(key=lambda sector: -tmp_df.loc[tmp_df['sector'] == sector, 'value'].sum())\n",
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" tmp_df = tmp_df.loc[[sector in sectors for sector in tmp_df['sector']]]\n",
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"\n",
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" fig = plt.figure(figsize=(10, 8))\n",
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" fig.suptitle(title)\n",
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"\n",
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" plt.subplot(2, 1, 1)\n",
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" data = np.array([tmp_df.loc[tmp_df['sector'] == sector, 'value'].sum() for sector in sectors])\n",
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" total = tmp_df['value'].sum()\n",
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" bbox_props = dict(boxstyle=\"square,pad=0.3\", fc=\"w\", ec=\"k\", lw=0.72)\n",
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" kw = dict(arrowprops=dict(arrowstyle=\"-\"),\n",
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" bbox=bbox_props, zorder=0, va=\"center\")\n",
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" wedges, texts = plt.pie(data, wedgeprops=dict(width=0.5), startangle=90)\n",
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" for i, p in enumerate(wedges):\n",
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" factor = data[i] / total * 100\n",
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" if factor > 5:\n",
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" ang = (p.theta2 - p.theta1)/2. + p.theta1\n",
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" y = np.sin(np.deg2rad(ang))\n",
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" x = np.cos(np.deg2rad(ang))\n",
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" horizontalalignment = {-1: \"right\", 1: \"left\"}[int(np.sign(x))]\n",
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" connectionstyle = \"angle,angleA=0,angleB={}\".format(ang)\n",
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" kw[\"arrowprops\"].update({\"connectionstyle\": connectionstyle})\n",
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" text = '{}\\n{:.1f} Mt CO2 ({:.1f}%)'.format(sectors[i], data[i], factor)\n",
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" plt.annotate(\n",
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" text,\n",
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" xy=(x, y),\n",
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" xytext=(1.35 * np.sign(x), 1.4 * y),\n",
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" horizontalalignment=horizontalalignment,\n",
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" **kw\n",
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" )\n",
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" plt.axis('equal')\n",
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"\n",
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" plt.subplot(2, 1, 2)\n",
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" labels = []\n",
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" data = [[] for _ in sectors]\n",
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" date = pd.to_datetime(start_date)\n",
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" delta = pd.DateOffset(months=1)\n",
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" while date <= pd.to_datetime(end_date):\n",
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" sub_df = tmp_df.loc[(tmp_df['date'] >= date) & (tmp_df['date'] < date + delta)]\n",
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" for i, sector in enumerate(sectors):\n",
|
||
" data[i].append(sub_df.loc[sub_df['sector'] == sector, 'value'].sum())\n",
|
||
" labels.append(date.strftime('%Y-%m'))\n",
|
||
" date += delta\n",
|
||
" data = np.array(data)\n",
|
||
" for i, sector in enumerate(sectors):\n",
|
||
" plt.bar(labels, data[i], bottom=data[:i].sum(axis=0), label=sector)\n",
|
||
" plt.xticks(rotation=60)\n",
|
||
" plt.legend()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## <a id=\"a3\"></a> 3. Examples"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### <a id=\"a31\"></a> 3.1. World carbon emission data"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Download carbon_global data\n",
|
||
"Calculate rate of change\n",
|
||
"Expand country / regions\n",
|
||
"Export Data to export_data\\global_carbon_emission_data.csv\n"
|
||
]
|
||
},
|
||
{
|
||
"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>date</th>\n",
|
||
" <th>value</th>\n",
|
||
" <th>rate_of_change</th>\n",
|
||
" <th>sector</th>\n",
|
||
" <th>country_region</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>2019-01-01</td>\n",
|
||
" <td>0.112941</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>Power</td>\n",
|
||
" <td>Montenegro</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2019-01-02</td>\n",
|
||
" <td>0.120552</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>Power</td>\n",
|
||
" <td>Montenegro</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>2019-01-03</td>\n",
|
||
" <td>0.126057</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>Power</td>\n",
|
||
" <td>Montenegro</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>2019-01-04</td>\n",
|
||
" <td>0.132794</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>Power</td>\n",
|
||
" <td>Montenegro</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>2019-01-05</td>\n",
|
||
" <td>0.129115</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>Power</td>\n",
|
||
" <td>Montenegro</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1091</th>\n",
|
||
" <td>2021-12-27</td>\n",
|
||
" <td>0.010651</td>\n",
|
||
" <td>0.970426</td>\n",
|
||
" <td>Residential</td>\n",
|
||
" <td>Estonia</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1092</th>\n",
|
||
" <td>2021-12-28</td>\n",
|
||
" <td>0.009503</td>\n",
|
||
" <td>0.868008</td>\n",
|
||
" <td>Residential</td>\n",
|
||
" <td>Estonia</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1093</th>\n",
|
||
" <td>2021-12-29</td>\n",
|
||
" <td>0.008750</td>\n",
|
||
" <td>0.802686</td>\n",
|
||
" <td>Residential</td>\n",
|
||
" <td>Estonia</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1094</th>\n",
|
||
" <td>2021-12-30</td>\n",
|
||
" <td>0.007343</td>\n",
|
||
" <td>0.683108</td>\n",
|
||
" <td>Residential</td>\n",
|
||
" <td>Estonia</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1095</th>\n",
|
||
" <td>2021-12-31</td>\n",
|
||
" <td>0.007100</td>\n",
|
||
" <td>0.673975</td>\n",
|
||
" <td>Residential</td>\n",
|
||
" <td>Estonia</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>1047776 rows × 5 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" date value rate_of_change sector country_region\n",
|
||
"0 2019-01-01 0.112941 1.000000 Power Montenegro\n",
|
||
"1 2019-01-02 0.120552 1.000000 Power Montenegro\n",
|
||
"2 2019-01-03 0.126057 1.000000 Power Montenegro\n",
|
||
"3 2019-01-04 0.132794 1.000000 Power Montenegro\n",
|
||
"4 2019-01-05 0.129115 1.000000 Power Montenegro\n",
|
||
"... ... ... ... ... ...\n",
|
||
"1091 2021-12-27 0.010651 0.970426 Residential Estonia\n",
|
||
"1092 2021-12-28 0.009503 0.868008 Residential Estonia\n",
|
||
"1093 2021-12-29 0.008750 0.802686 Residential Estonia\n",
|
||
"1094 2021-12-30 0.007343 0.683108 Residential Estonia\n",
|
||
"1095 2021-12-31 0.007100 0.673975 Residential Estonia\n",
|
||
"\n",
|
||
"[1047776 rows x 5 columns]"
|
||
]
|
||
},
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"data_type = 'carbon_global'\n",
|
||
"print(f'Download {data_type} data')\n",
|
||
"global_df = get_data_from_carbon_monitor(data_type)\n",
|
||
"print('Calculate rate of change')\n",
|
||
"global_df = calculate_rate_of_change(global_df)\n",
|
||
"print('Expand country / regions')\n",
|
||
"global_df = expand_country_regions(global_df)\n",
|
||
"\n",
|
||
"export_data('global_carbon_emission_data.csv', global_df)\n",
|
||
"global_df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 720x576 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plot_by_date(\n",
|
||
" global_df,\n",
|
||
" start_date='2019-01-01',\n",
|
||
" end_date='2020-12-31',\n",
|
||
" sector='Residential',\n",
|
||
" regions=['China', 'United States'],\n",
|
||
" title='Residential Carbon Emission, China v.s. United States, 2019-2020'\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 720x576 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plot_by_sector(\n",
|
||
" global_df,\n",
|
||
" start_date='2019-01-01',\n",
|
||
" end_date='2020-12-31',\n",
|
||
" sectors=None,\n",
|
||
" region=None,\n",
|
||
" title='World Carbon Emission by Sectors, 2019-2020',\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### <a id=\"a32\"></a> 3.2. US carbon emission data"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Download carbon_us data\n",
|
||
"Calculate rate of change\n",
|
||
"Export Data to export_data\\us_carbon_emission_data.csv\n"
|
||
]
|
||
},
|
||
{
|
||
"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>date</th>\n",
|
||
" <th>value</th>\n",
|
||
" <th>rate_of_change</th>\n",
|
||
" <th>sector</th>\n",
|
||
" <th>state</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>2019-01-01</td>\n",
|
||
" <td>9.917140e-02</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>Power</td>\n",
|
||
" <td>Alabama</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2019-01-02</td>\n",
|
||
" <td>1.142040e-01</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>Power</td>\n",
|
||
" <td>Alabama</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>2019-01-03</td>\n",
|
||
" <td>1.180630e-01</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>Power</td>\n",
|
||
" <td>Alabama</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>2019-01-04</td>\n",
|
||
" <td>1.091590e-01</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>Power</td>\n",
|
||
" <td>Alabama</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>2019-01-05</td>\n",
|
||
" <td>1.003130e-01</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>Power</td>\n",
|
||
" <td>Alabama</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1091</th>\n",
|
||
" <td>2021-12-27</td>\n",
|
||
" <td>2.490000e-05</td>\n",
|
||
" <td>2.234615</td>\n",
|
||
" <td>International Aviation</td>\n",
|
||
" <td>Wyoming</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1092</th>\n",
|
||
" <td>2021-12-28</td>\n",
|
||
" <td>0.000000e+00</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>International Aviation</td>\n",
|
||
" <td>Wyoming</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1093</th>\n",
|
||
" <td>2021-12-29</td>\n",
|
||
" <td>5.000000e-07</td>\n",
|
||
" <td>0.053805</td>\n",
|
||
" <td>International Aviation</td>\n",
|
||
" <td>Wyoming</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1094</th>\n",
|
||
" <td>2021-12-30</td>\n",
|
||
" <td>1.750000e-05</td>\n",
|
||
" <td>1.670075</td>\n",
|
||
" <td>International Aviation</td>\n",
|
||
" <td>Wyoming</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1095</th>\n",
|
||
" <td>2021-12-31</td>\n",
|
||
" <td>1.750000e-05</td>\n",
|
||
" <td>1.772793</td>\n",
|
||
" <td>International Aviation</td>\n",
|
||
" <td>Wyoming</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>335376 rows × 5 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" date value rate_of_change sector state\n",
|
||
"0 2019-01-01 9.917140e-02 1.000000 Power Alabama\n",
|
||
"1 2019-01-02 1.142040e-01 1.000000 Power Alabama\n",
|
||
"2 2019-01-03 1.180630e-01 1.000000 Power Alabama\n",
|
||
"3 2019-01-04 1.091590e-01 1.000000 Power Alabama\n",
|
||
"4 2019-01-05 1.003130e-01 1.000000 Power Alabama\n",
|
||
"... ... ... ... ... ...\n",
|
||
"1091 2021-12-27 2.490000e-05 2.234615 International Aviation Wyoming\n",
|
||
"1092 2021-12-28 0.000000e+00 0.000000 International Aviation Wyoming\n",
|
||
"1093 2021-12-29 5.000000e-07 0.053805 International Aviation Wyoming\n",
|
||
"1094 2021-12-30 1.750000e-05 1.670075 International Aviation Wyoming\n",
|
||
"1095 2021-12-31 1.750000e-05 1.772793 International Aviation Wyoming\n",
|
||
"\n",
|
||
"[335376 rows x 5 columns]"
|
||
]
|
||
},
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"data_type = 'carbon_us'\n",
|
||
"print(f'Download {data_type} data')\n",
|
||
"us_df = get_data_from_carbon_monitor(data_type)\n",
|
||
"print('Calculate rate of change')\n",
|
||
"us_df = calculate_rate_of_change(us_df)\n",
|
||
"export_data('us_carbon_emission_data.csv', us_df)\n",
|
||
"us_df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 720x576 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plot_by_date(\n",
|
||
" us_df,\n",
|
||
" start_date='2019-01-01',\n",
|
||
" end_date='2020-12-31',\n",
|
||
" sector=None,\n",
|
||
" regions=3,\n",
|
||
" title='US Carbon Emission, Top 3 States, 2019-2020'\n",
|
||
")\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 720x576 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plot_by_sector(\n",
|
||
" us_df,\n",
|
||
" start_date='2019-01-01',\n",
|
||
" end_date='2020-12-31',\n",
|
||
" sectors = None,\n",
|
||
" region='California',\n",
|
||
" title='California Carbon Emission by Sectors, 2019-2020',\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# B. Co-Analysis of Carbon Emission Data v.s. COVID-19 Data\n",
|
||
"\n",
|
||
"This section will help you to visualize the relativity between carbon emissions in different countries and the trends of the COVID-19 pandemic since January 2020 provided by [Oxford COVID-19 Government Response Tracker](https://covidtracker.bsg.ox.ac.uk/). The severity of the epidemic can be shown in three aspects: the number of new diagnoses, the number of deaths and the stringency and policy indices of governments.\n",
|
||
"\n",
|
||
"Overview:\n",
|
||
"- [Download data from Oxford COVID-19 Government Response Tracker](#b1)\n",
|
||
"- [Visualize COVID-19 data and carbon emission data](#b2)\n",
|
||
"- [Example: COVID-19 cases and stringency index v.s. carbon emission in US](#b3)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import json\n",
|
||
"import datetime\n",
|
||
"from urllib.request import urlopen"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 1. <a id=\"b1\"></a> Download COVID-19 Data\n",
|
||
"\n",
|
||
"We are going to download JSON-formatted COVID-19 data and convert to Pandas Dataframe. The Oxford COVID-19 Government Response Tracker dataset provides confirmed cases, deaths and stringency index data for all countries/regions since January 2020.\n",
|
||
"\n",
|
||
"- The ```confirmed``` measurement records the total number of confirmed COVID-19 cases since January 2020. We will convert it into incremental data.\n",
|
||
"- The ```deaths``` measurement records the total number of patients who died due to infection with COVID-19 since January 2020. We will convert it into incremental data.\n",
|
||
"- The ```stringency``` measurement means the Stringency Index, which is a float number from 0 to 100 that reflects how strict a country’s measures were, including lockdown, school closures, travel bans, etc. A higher score indicates a stricter response (i.e. 100 = strictest response). \n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def get_covid_data_from_oxford_covid_tracker(data_type='carbon_global'):\n",
|
||
" data = json.loads(urlopen(\"https://covidtrackerapi.bsg.ox.ac.uk/api/v2/stringency/date-range/{}/{}\".format(\n",
|
||
" \"2020-01-22\",\n",
|
||
" datetime.datetime.now().strftime(\"%Y-%m-%d\")\n",
|
||
" )).read().decode('utf-8-sig'))\n",
|
||
" country_region_df = pd.read_csv('static_data/CountryRegion.csv')\n",
|
||
" code_to_name = {code: name for _, (name, code) in country_region_df.loc[:, ['Name', 'Code']].iterrows()}\n",
|
||
" last_df = 0\n",
|
||
" df = pd.DataFrame()\n",
|
||
" for date in sorted(data['data'].keys()):\n",
|
||
" sum_df = pd.DataFrame({name: data['data'][date][code] for code, name in code_to_name.items() if code in data['data'][date]})\n",
|
||
" sum_df = sum_df.T[['confirmed', 'deaths', 'stringency']].fillna(last_df).astype(np.float32)\n",
|
||
" tmp_df = sum_df - last_df\n",
|
||
" last_df = sum_df[['confirmed', 'deaths']]\n",
|
||
" last_df['stringency'] = 0\n",
|
||
" tmp_df = tmp_df.reset_index().rename(columns={'index': 'country_region'})\n",
|
||
" tmp_df['date'] = pd.to_datetime(date)\n",
|
||
" df = df.append(tmp_df)\n",
|
||
" return df\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## <a id=\"b2\"></a> 2. Visualize COVID-19 Data and Carbon Emission Data\n",
|
||
"\n",
|
||
"This part will guide you to create a line-column chart, where you can view the specified COVID-19 measurement (```confirmed```, ```deaths``` or ```stringency```) and carbon emissions in the specified country/region throughout time. "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def plot_covid_data_vs_carbon_emission_data(\n",
|
||
" covid_df, carbon_df, start_date=None, end_date=None,\n",
|
||
" country_region=None, sector=None, covid_measurement='confirmed',\n",
|
||
" title='Carbon Emission v.s. COVID-19 Confirmed Cases'\n",
|
||
"):\n",
|
||
" if start_date is None:\n",
|
||
" start_date = max(covid_df['date'].min(), carbon_df['date'].min())\n",
|
||
" if end_date is None:\n",
|
||
" end_date = min(covid_df['date'].max(), carbon_df['date'].max())\n",
|
||
" x = pd.to_datetime(start_date)\n",
|
||
" dates = [x]\n",
|
||
" while x <= pd.to_datetime(end_date):\n",
|
||
" x = x.replace(year=x.year+1, month=1) if x.month == 12 else x.replace(month=x.month+1)\n",
|
||
" dates.append(x)\n",
|
||
" dates = [f'{x.year}-{x.month}' for x in dates]\n",
|
||
"\n",
|
||
" plt.figure(figsize=(10, 6))\n",
|
||
" plt.title(title)\n",
|
||
" plt.xticks(rotation=60)\n",
|
||
"\n",
|
||
" if sector in set(carbon_df['sector']):\n",
|
||
" carbon_df = carbon_df[carbon_df['sector'] == sector]\n",
|
||
" else:\n",
|
||
" sector = 'All Sectors'\n",
|
||
" if 'country_region' not in carbon_df.columns:\n",
|
||
" raise ValueError('The carbon emission data need to be disaggregated by countries/regions.')\n",
|
||
" if country_region in set(carbon_df['country_region']):\n",
|
||
" carbon_df = carbon_df.loc[carbon_df['country_region'] == country_region]\n",
|
||
" else:\n",
|
||
" country_region = 'World'\n",
|
||
" carbon_df = carbon_df[['date', 'value']]\n",
|
||
" carbon_df = carbon_df.loc[(carbon_df['date'] >= f'{dates[0]}-01') & (carbon_df['date'] < f'{dates[-1]}-01')].set_index('date')\n",
|
||
" carbon_df = carbon_df.groupby(carbon_df.index.year * 12 + carbon_df.index.month).sum()\n",
|
||
" plt.bar(dates[:-1], carbon_df['value'], color='C1')\n",
|
||
" plt.ylim(0)\n",
|
||
" plt.legend([f'{country_region} {sector}\\nCarbon Emission / Mt CO2'], loc='upper left')\n",
|
||
"\n",
|
||
" plt.twinx()\n",
|
||
" if country_region in set(covid_df['country_region']):\n",
|
||
" covid_df = covid_df.loc[covid_df['country_region'] == country_region]\n",
|
||
" covid_df = covid_df[['date', covid_measurement]]\n",
|
||
" covid_df = covid_df.loc[(covid_df['date'] >= f'{dates[0]}-01') & (covid_df['date'] < f'{dates[-1]}-01')].set_index('date')\n",
|
||
" covid_df = covid_df.groupby(covid_df.index.year * 12 + covid_df.index.month)\n",
|
||
" covid_df = covid_df.mean() if covid_measurement == 'stringency' else covid_df.sum()\n",
|
||
" plt.plot(dates[:-1], covid_df[covid_measurement])\n",
|
||
" plt.ylim(0, 100 if covid_measurement == 'stringency' else None)\n",
|
||
" plt.legend([f'COVID-19\\n{covid_measurement}'], loc='upper right')\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## <a id=\"b3\"></a> 3. Examples"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Download COVID-19 data\n",
|
||
"Export Data to export_data\\covid_data.csv\n"
|
||
]
|
||
},
|
||
{
|
||
"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>country_region</th>\n",
|
||
" <th>confirmed</th>\n",
|
||
" <th>deaths</th>\n",
|
||
" <th>stringency</th>\n",
|
||
" <th>date</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>Aruba</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>2020-01-22</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>Afghanistan</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>2020-01-22</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>Angola</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>2020-01-22</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>Albania</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>2020-01-22</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>United Arab Emirates</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>2020-01-22</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>164</th>\n",
|
||
" <td>Vanuatu</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>19.440001</td>\n",
|
||
" <td>2022-02-03</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>165</th>\n",
|
||
" <td>Yemen</td>\n",
|
||
" <td>32.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>12.040000</td>\n",
|
||
" <td>2022-02-03</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>166</th>\n",
|
||
" <td>South Africa</td>\n",
|
||
" <td>3266.0</td>\n",
|
||
" <td>82.0</td>\n",
|
||
" <td>41.669998</td>\n",
|
||
" <td>2022-02-03</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>167</th>\n",
|
||
" <td>Zambia</td>\n",
|
||
" <td>388.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>37.959999</td>\n",
|
||
" <td>2022-02-03</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>168</th>\n",
|
||
" <td>Zimbabwe</td>\n",
|
||
" <td>158.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>40.740002</td>\n",
|
||
" <td>2022-02-03</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>125060 rows × 5 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" country_region confirmed deaths stringency date\n",
|
||
"0 Aruba 0.0 0.0 0.000000 2020-01-22\n",
|
||
"1 Afghanistan 0.0 0.0 0.000000 2020-01-22\n",
|
||
"2 Angola 0.0 0.0 0.000000 2020-01-22\n",
|
||
"3 Albania 0.0 0.0 0.000000 2020-01-22\n",
|
||
"4 United Arab Emirates 0.0 0.0 0.000000 2020-01-22\n",
|
||
".. ... ... ... ... ...\n",
|
||
"164 Vanuatu 0.0 0.0 19.440001 2022-02-03\n",
|
||
"165 Yemen 32.0 2.0 12.040000 2022-02-03\n",
|
||
"166 South Africa 3266.0 82.0 41.669998 2022-02-03\n",
|
||
"167 Zambia 388.0 4.0 37.959999 2022-02-03\n",
|
||
"168 Zimbabwe 158.0 5.0 40.740002 2022-02-03\n",
|
||
"\n",
|
||
"[125060 rows x 5 columns]"
|
||
]
|
||
},
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"print(f'Download COVID-19 data')\n",
|
||
"covid_df = get_covid_data_from_oxford_covid_tracker(data_type)\n",
|
||
"export_data('covid_data.csv', covid_df)\n",
|
||
"covid_df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 720x432 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plot_covid_data_vs_carbon_emission_data(\n",
|
||
" covid_df,\n",
|
||
" global_df,\n",
|
||
" start_date=None,\n",
|
||
" end_date=None,\n",
|
||
" country_region='United States',\n",
|
||
" sector=None,\n",
|
||
" covid_measurement='confirmed',\n",
|
||
" title = 'US Carbon Emission v.s. COVID-19 Confirmed Cases'\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 720x432 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plot_covid_data_vs_carbon_emission_data(\n",
|
||
" covid_df,\n",
|
||
" global_df,\n",
|
||
" start_date=None,\n",
|
||
" end_date=None,\n",
|
||
" country_region='United States',\n",
|
||
" sector=None,\n",
|
||
" covid_measurement='stringency',\n",
|
||
" title = 'US Carbon Emission v.s. COVID-19 Stringency Index'\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# C. Co-Analysis of Historical Carbon Emission Data v.s. Population & GDP Data\n",
|
||
"\n",
|
||
"This section illustrates how to compare carbon intensity and per capita emissions of different countries/regions. Refer to [the EDGAR dataset](https://edgar.jrc.ec.europa.eu/dataset_ghg60) and [World Bank Open Data](https://data.worldbank.org/), carbon emissions, population and GDP data of countries/regions in the world from 1970 to 2018 are available. \n",
|
||
"\n",
|
||
"Overview:\n",
|
||
"- [Process carbon emission & social economy data](#c1)\n",
|
||
" - [Download data from EDGAR](#c11)\n",
|
||
" - [Download data from World Bank](#c12)\n",
|
||
" - [Merge datasets](#c13)\n",
|
||
"- [Visualize carbon emission & social economy data](#c2)\n",
|
||
" - [See how per capita emissions change over time in different countries/regions](#c21)\n",
|
||
" - [Observe how *carbon intensity* reduced over time](#c22)\n",
|
||
"- [Example: relationships of carbon emission and social economy in huge countries](#c3)\n",
|
||
"\n",
|
||
"*Carbon intensity* is the measure of CO2 produced per US dollar GDP. In other words, it’s a measure of how much CO2 we emit when we generate one dollar of domestic economy. A rapidly decreasing carbon intensity is beneficial for the environment and economy."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import zipfile\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## <a id=\"c1\"></a> 1. Process Carbon Emission & Social Economy Data"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### <a id=\"c11\"></a> 1.1. Download 1970-2018 yearly carbon emission data from the EDGAR dataset"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def get_historical_carbon_emission_data_from_edgar():\n",
|
||
" if not os.path.exists('download_data'):\n",
|
||
" os.mkdir('download_data')\n",
|
||
" site = 'https://cidportal.jrc.ec.europa.eu/ftp/jrc-opendata/EDGAR/datasets'\n",
|
||
" dataset = 'v60_GHG/CO2_excl_short-cycle_org_C/v60_GHG_CO2_excl_short-cycle_org_C_1970_2018.zip'\n",
|
||
" with open('download_data/historical_carbon_emission.zip', 'wb') as f:\n",
|
||
" f.write(urlopen(f'{site}/{dataset}').read())\n",
|
||
" with zipfile.ZipFile('download_data/historical_carbon_emission.zip', 'r') as zip_ref:\n",
|
||
" zip_ref.extractall('download_data/historical_carbon_emission')\n",
|
||
" hist_carbon_df = pd.read_excel(\n",
|
||
" 'download_data/historical_carbon_emission/v60_CO2_excl_short-cycle_org_C_1970_2018.xls',\n",
|
||
" sheet_name='TOTALS BY COUNTRY',\n",
|
||
" index_col=2,\n",
|
||
" header=9,\n",
|
||
" ).iloc[:, 4:]\n",
|
||
" hist_carbon_df.columns = hist_carbon_df.columns.map(lambda x: pd.to_datetime(f'{x[-4:]}-01-01'))\n",
|
||
" hist_carbon_df.index = hist_carbon_df.index.rename('country_region')\n",
|
||
" hist_carbon_df *= 1000\n",
|
||
" return hist_carbon_df\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### <a id=\"c12\"></a> 1.2. Download 1960-pressent yearly population and GDP data from World Bank"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def read_worldbank_data(data_id):\n",
|
||
" tmp_df = pd.read_excel(\n",
|
||
" f'https://api.worldbank.org/v2/en/indicator/{data_id}?downloadformat=excel',\n",
|
||
" sheet_name='Data',\n",
|
||
" index_col=1,\n",
|
||
" header=3,\n",
|
||
" ).iloc[:, 3:]\n",
|
||
" tmp_df.columns = tmp_df.columns.map(lambda x: pd.to_datetime(x, format='%Y'))\n",
|
||
" tmp_df.index = tmp_df.index.rename('country_region')\n",
|
||
" return tmp_df\n",
|
||
"\n",
|
||
"def get_population_and_gdp_data_from_worldbank():\n",
|
||
" return read_worldbank_data('SP.POP.TOTL'), read_worldbank_data('NY.GDP.MKTP.CD')\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### <a id=\"c13\"></a> 1.3. Merge the three datasets"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def melt_table_by_years(df, value_name, country_region_codes, code_to_name, years):\n",
|
||
" return df.loc[country_region_codes, years].rename(index=code_to_name).reset_index().melt(\n",
|
||
" id_vars=['country_region'],\n",
|
||
" value_vars=years,\n",
|
||
" var_name='date',\n",
|
||
" value_name=value_name\n",
|
||
" )\n",
|
||
"\n",
|
||
"def merge_historical_data(hist_carbon_df, pop_df, gdp_df):\n",
|
||
" country_region_df = pd.read_csv('static_data/CountryRegion.csv')\n",
|
||
" code_to_name = {code: name for _, (name, code) in country_region_df.loc[:, ['Name', 'Code']].iterrows()}\n",
|
||
" country_region_codes = sorted(set(pop_df.index) & set(gdp_df.index) & set(hist_carbon_df.index) & set(code_to_name.keys()))\n",
|
||
" years = sorted(set(pop_df.columns) & set(gdp_df.columns) & set(hist_carbon_df.columns))\n",
|
||
" pop_df = melt_table_by_years(pop_df, 'population', country_region_codes, code_to_name, years)\n",
|
||
" gdp_df = melt_table_by_years(gdp_df, 'gdp', country_region_codes, code_to_name, years)\n",
|
||
" hist_carbon_df = melt_table_by_years(hist_carbon_df, 'carbon_emission', country_region_codes, code_to_name, years)\n",
|
||
" hist_carbon_df['population'] = pop_df['population']\n",
|
||
" hist_carbon_df['gdp'] = gdp_df['gdp']\n",
|
||
" return hist_carbon_df.fillna(0)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## <a id=\"c2\"></a> 2. Visualize Carbon Emission & Social Economy Data"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## <a id=\"c21\"></a> 2.1. Plot changes in per capita emissions\n",
|
||
"We now will walk you through how to plot a bubble chart of per capita GDP and per capita emissions of different countries/regions for a given year. "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def plot_carbon_emission_data_vs_gdp(df, year=None, countries_regions=None, title='Carbon Emission per Capita v.s. GDP per Capita'):\n",
|
||
" if year is None:\n",
|
||
" date = df['date'].max()\n",
|
||
" else:\n",
|
||
" date = min(max(pd.to_datetime(year, format='%Y'), df['date'].min()), df['date'].max())\n",
|
||
" df = df[df['date'] == date]\n",
|
||
"\n",
|
||
" if countries_regions is None or type(countries_regions) == int:\n",
|
||
" country_region_list = list(set(df['country_region']))\n",
|
||
" country_region_list.sort(key=lambda country_region: -df.loc[df['country_region'] == country_region, 'population'].to_numpy())\n",
|
||
" countries_regions = country_region_list[:10 if countries_regions is None else countries_regions]\n",
|
||
"\n",
|
||
" plt.figure(figsize=(10, 6))\n",
|
||
" plt.title(title)\n",
|
||
" max_pop = df['population'].max()\n",
|
||
" for country_region in countries_regions:\n",
|
||
" row = df.loc[df['country_region'] == country_region]\n",
|
||
" plt.scatter(\n",
|
||
" x=row['gdp'] / row['population'],\n",
|
||
" y=row['carbon_emission'] / row['population'],\n",
|
||
" s=row['population'] / max_pop * 1000,\n",
|
||
" )\n",
|
||
" for lgnd in plt.legend(countries_regions).legendHandles:\n",
|
||
" lgnd._sizes = [50]\n",
|
||
" plt.xlabel('GDP per Capita (USD)')\n",
|
||
" plt.ylabel('Carbon Emission per Capita (tCO2)')\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## <a id=\"c22\"></a> 2.2. Plot changes in carbon intensity\n",
|
||
"To see changes in Carbon Intensity of different countries overtime, let’s plot a line chart."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 26,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def plot_carbon_indensity_data(df, start_year=None, end_year=None, countries_regions=None, title='Carbon Indensity'):\n",
|
||
" start_date = df['date'].min() if start_year is None else pd.to_datetime(start_year, format='%Y')\n",
|
||
" end_date = df['date'].max() if end_year is None else pd.to_datetime(end_year, format='%Y')\n",
|
||
" df = df[(df['date'] >= start_date) & (df['date'] <= end_date)]\n",
|
||
"\n",
|
||
" if countries_regions is None or type(countries_regions) == int:\n",
|
||
" country_region_list = list(set(df['country_region']))\n",
|
||
" country_region_list.sort(key=lambda country_region: -df.loc[df['country_region'] == country_region, 'population'].sum())\n",
|
||
" countries_regions = country_region_list[:3 if countries_regions is None else countries_regions]\n",
|
||
" df = pd.concat([df[df['country_region'] == country_region] for country_region in countries_regions])\n",
|
||
" df['carbon_indensity'] = df['carbon_emission'] / df['gdp']\n",
|
||
" indensity_df = df.pivot(index='date', columns='country_region', values='carbon_indensity')[countries_regions]\n",
|
||
" emission_df = df.pivot(index='date', columns='country_region', values='carbon_emission')[countries_regions]\n",
|
||
"\n",
|
||
" plt.figure(figsize=(10, 8))\n",
|
||
" plt.subplot(211)\n",
|
||
" plt.title(title)\n",
|
||
" plt.plot(indensity_df)\n",
|
||
" plt.legend(countries_regions)\n",
|
||
" plt.ylabel('Carbon Emission (tCO2) per Dollar GDP')\n",
|
||
" plt.subplot(212)\n",
|
||
" plt.plot(emission_df)\n",
|
||
" plt.legend(countries_regions)\n",
|
||
" plt.ylabel('Carbon Emission (tCO2)')\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## <a id=\"c3\"></a> 3. Examples"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 27,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Download historical carbon emission data\n",
|
||
"Download population & GDP data\n",
|
||
"Merge data\n",
|
||
"Export Data to export_data\\historical_carbon_emission_data.csv\n"
|
||
]
|
||
},
|
||
{
|
||
"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>country_region</th>\n",
|
||
" <th>date</th>\n",
|
||
" <th>carbon_emission</th>\n",
|
||
" <th>population</th>\n",
|
||
" <th>gdp</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>Aruba</td>\n",
|
||
" <td>1970-01-01</td>\n",
|
||
" <td>6.903589e+04</td>\n",
|
||
" <td>59070.0</td>\n",
|
||
" <td>0.000000e+00</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>Afghanistan</td>\n",
|
||
" <td>1970-01-01</td>\n",
|
||
" <td>1.718179e+06</td>\n",
|
||
" <td>11173654.0</td>\n",
|
||
" <td>1.748887e+09</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>Angola</td>\n",
|
||
" <td>1970-01-01</td>\n",
|
||
" <td>8.952568e+06</td>\n",
|
||
" <td>5890360.0</td>\n",
|
||
" <td>0.000000e+00</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>Albania</td>\n",
|
||
" <td>1970-01-01</td>\n",
|
||
" <td>4.813550e+06</td>\n",
|
||
" <td>2135479.0</td>\n",
|
||
" <td>0.000000e+00</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>United Arab Emirates</td>\n",
|
||
" <td>1970-01-01</td>\n",
|
||
" <td>1.943758e+07</td>\n",
|
||
" <td>234512.0</td>\n",
|
||
" <td>0.000000e+00</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9109</th>\n",
|
||
" <td>Samoa</td>\n",
|
||
" <td>2018-01-01</td>\n",
|
||
" <td>3.522141e+05</td>\n",
|
||
" <td>196128.0</td>\n",
|
||
" <td>8.212869e+08</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9110</th>\n",
|
||
" <td>Yemen</td>\n",
|
||
" <td>2018-01-01</td>\n",
|
||
" <td>1.021375e+07</td>\n",
|
||
" <td>28498683.0</td>\n",
|
||
" <td>2.160614e+10</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9111</th>\n",
|
||
" <td>South Africa</td>\n",
|
||
" <td>2018-01-01</td>\n",
|
||
" <td>4.580060e+08</td>\n",
|
||
" <td>57792520.0</td>\n",
|
||
" <td>4.048421e+11</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9112</th>\n",
|
||
" <td>Zambia</td>\n",
|
||
" <td>2018-01-01</td>\n",
|
||
" <td>8.272933e+06</td>\n",
|
||
" <td>17351714.0</td>\n",
|
||
" <td>2.631159e+10</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9113</th>\n",
|
||
" <td>Zimbabwe</td>\n",
|
||
" <td>2018-01-01</td>\n",
|
||
" <td>1.286771e+07</td>\n",
|
||
" <td>14438812.0</td>\n",
|
||
" <td>1.811554e+10</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>9114 rows × 5 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" country_region date carbon_emission population \\\n",
|
||
"0 Aruba 1970-01-01 6.903589e+04 59070.0 \n",
|
||
"1 Afghanistan 1970-01-01 1.718179e+06 11173654.0 \n",
|
||
"2 Angola 1970-01-01 8.952568e+06 5890360.0 \n",
|
||
"3 Albania 1970-01-01 4.813550e+06 2135479.0 \n",
|
||
"4 United Arab Emirates 1970-01-01 1.943758e+07 234512.0 \n",
|
||
"... ... ... ... ... \n",
|
||
"9109 Samoa 2018-01-01 3.522141e+05 196128.0 \n",
|
||
"9110 Yemen 2018-01-01 1.021375e+07 28498683.0 \n",
|
||
"9111 South Africa 2018-01-01 4.580060e+08 57792520.0 \n",
|
||
"9112 Zambia 2018-01-01 8.272933e+06 17351714.0 \n",
|
||
"9113 Zimbabwe 2018-01-01 1.286771e+07 14438812.0 \n",
|
||
"\n",
|
||
" gdp \n",
|
||
"0 0.000000e+00 \n",
|
||
"1 1.748887e+09 \n",
|
||
"2 0.000000e+00 \n",
|
||
"3 0.000000e+00 \n",
|
||
"4 0.000000e+00 \n",
|
||
"... ... \n",
|
||
"9109 8.212869e+08 \n",
|
||
"9110 2.160614e+10 \n",
|
||
"9111 4.048421e+11 \n",
|
||
"9112 2.631159e+10 \n",
|
||
"9113 1.811554e+10 \n",
|
||
"\n",
|
||
"[9114 rows x 5 columns]"
|
||
]
|
||
},
|
||
"execution_count": 27,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"print('Download historical carbon emission data')\n",
|
||
"hist_carbon_df = get_historical_carbon_emission_data_from_edgar()\n",
|
||
"print('Download population & GDP data')\n",
|
||
"pop_df, gdp_df = get_population_and_gdp_data_from_worldbank()\n",
|
||
"print('Merge data')\n",
|
||
"hist_carbon_df = merge_historical_data(hist_carbon_df, pop_df, gdp_df)\n",
|
||
"export_data('historical_carbon_emission_data.csv', hist_carbon_df)\n",
|
||
"hist_carbon_df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 28,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 720x432 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plot_carbon_emission_data_vs_gdp(\n",
|
||
" hist_carbon_df,\n",
|
||
" year=2018,\n",
|
||
" countries_regions=10,\n",
|
||
" title = 'Carbon Emission per Capita v.s. GDP per Capita, Top 10 Populous Countries/Regions, 2018'\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 29,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 720x576 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plot_carbon_indensity_data(\n",
|
||
" hist_carbon_df,\n",
|
||
" start_year=None,\n",
|
||
" end_year=None,\n",
|
||
" countries_regions=['United States', 'China'],\n",
|
||
" title='Carbon Indensity & Carbon Emission, US v.s. China, 1970-2018'\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.6.5"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|