551 lines
322 KiB
Text
551 lines
322 KiB
Text
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 40,
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"id": "c09834e2-1f4d-4b97-b5bb-50f8940bfcab",
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"metadata": {},
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"outputs": [],
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"source": [
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"import sys\n",
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"import csv\n",
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"import matplotlib\n",
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"import numpy as np\n",
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"import pandas as pd\n",
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"import seaborn as sns\n",
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"import matplotlib.pyplot as plt"
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]
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},
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{
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"cell_type": "markdown",
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"id": "67f7914b-a7a7-4d96-b92f-9cb6c788f063",
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"metadata": {},
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"source": [
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"# 1 - Oil production\n",
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"\n",
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"Relative oil production per country between 1900 and 2023"
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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": 41,
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"id": "6f8dcf94-577f-4b44-a658-1e9fd07469d4",
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"metadata": {},
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"outputs": [],
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"source": [
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"# load data, set index, and workout total production in given unit\n",
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"oil = pd.read_csv(\"version_2/input/oilproductionrelative_v2.csv\")\n",
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"oil.set_index(\"Year\", inplace=True)\n",
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"oil['Total'] = oil.sum(axis=1)"
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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": 42,
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"id": "19d81163-1d42-407b-bf34-2fe194593285",
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"metadata": {},
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"outputs": [],
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"source": [
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"# relative percentage of production into \"country_percent\" columns\n",
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"for column in oil:\n",
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" oil[column + \"_percent\"] = oil[column] / oil.Total"
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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": 43,
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"id": "49ba427d-7d99-4b11-a121-1bfe1c9aec42",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1700x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# grey palette for black and white printing\n",
|
|
"sns.set_palette(\"Greys\")\n",
|
|
"\n",
|
|
"# decent size and light grey background\n",
|
|
"fig, ax = plt.subplots(figsize = (17,8))\n",
|
|
"ax.set_facecolor('#fdfdfd')\n",
|
|
"\n",
|
|
"# actual plot\n",
|
|
"ax.stackplot(\n",
|
|
" oil.index,\n",
|
|
" oil.Argentina_percent,\n",
|
|
" oil.Brazil_percent,\n",
|
|
" oil.Colombia_percent,\n",
|
|
" oil.Ecuador_percent,\n",
|
|
" oil.Mexico_percent,\n",
|
|
" oil.Venezuela_percent,\n",
|
|
" oil.Others_percent\n",
|
|
")\n",
|
|
"\n",
|
|
"# minimalistic x axis without precise ticks\n",
|
|
"plt.xticks(np.arange(1900, 2023, 10))\n",
|
|
"ax.get_yaxis().set_ticks([])\n",
|
|
"ax.tick_params(length=4, color=\"white\")\n",
|
|
"plt.xticks(ha='left')\n",
|
|
"\n",
|
|
"# no border, clean layout, no non-sense\n",
|
|
"ax.spines['top'].set_visible(False)\n",
|
|
"ax.spines['right'].set_visible(False)\n",
|
|
"ax.spines['bottom'].set_visible(False)\n",
|
|
"ax.spines['left'].set_visible(False)\n",
|
|
"ax.set_ymargin(0.005)\n",
|
|
"ax.set_xmargin(0)\n",
|
|
"\n",
|
|
"# legend placement is manual (and tricky)\n",
|
|
"labels_legend = [\n",
|
|
" 'Argentina',\n",
|
|
" 'Brazil',\n",
|
|
" 'Colombia',\n",
|
|
" 'Ecuador',\n",
|
|
" 'Mexico',\n",
|
|
" 'Venezuela',\n",
|
|
" 'Others']\n",
|
|
"ax.legend(labels=labels_legend, loc='right', bbox_to_anchor=(0.558, 0.5, 0.545, 0.77), edgecolor=\"white\", reverse=True)\n",
|
|
"\n",
|
|
"# output to file\n",
|
|
"plt.savefig(\"version_2/output/1_oil.png\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "6d1ead40-e7ae-4dc3-826e-3c437108080d",
|
|
"metadata": {},
|
|
"source": [
|
|
"# 2 - Selected\n",
|
|
"\n",
|
|
"Subset of 3 countries with raw amounts\n",
|
|
"\n",
|
|
"__Important__: match the colors to other graphics"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 44,
|
|
"id": "afdca3f2-4605-4147-a0bb-f7a67af65341",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# load data, set index\n",
|
|
"selected = pd.read_csv(\"version_2/input/1-laselected.csv\")\n",
|
|
"selected.set_index(\"Year\", inplace=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 45,
|
|
"id": "f051778e-eed5-4288-8027-e62b1c68598d",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1700x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# custom palette to match country colors to first plot\n",
|
|
"palette_selected = [\"#d1d1d1\", \"#5c5c5c\", \"#2b2b2b\"]\n",
|
|
"sns.set_palette(sns.color_palette(palette_selected))\n",
|
|
"\n",
|
|
"# all plots with same lightest grey background\n",
|
|
"fig, ax = plt.subplots(figsize = (17,8))\n",
|
|
"ax.set_facecolor('#fdfdfd')\n",
|
|
"\n",
|
|
"# actual plot\n",
|
|
"ax.stackplot(\n",
|
|
" selected.index,\n",
|
|
" selected.Brazil,\n",
|
|
" selected.Mexico,\n",
|
|
" selected.Venezuela\n",
|
|
")\n",
|
|
"\n",
|
|
"# Raw numbers need a Y axis scale and lines\n",
|
|
"plt.xticks(np.arange(1900, 2021, 10))\n",
|
|
"plt.yticks(np.arange(1000, 6000, 1000))\n",
|
|
"ax.tick_params(length=4, color=\"white\")\n",
|
|
"plt.xticks(ha='left')\n",
|
|
"ax.grid(axis=\"y\")\n",
|
|
"\n",
|
|
"# no border, clean layout, no non-sense\n",
|
|
"ax.spines['top'].set_visible(False)\n",
|
|
"ax.spines['right'].set_visible(False)\n",
|
|
"ax.spines['bottom'].set_visible(False)\n",
|
|
"ax.spines['left'].set_visible(False)\n",
|
|
"ax.set_ymargin(0.005)\n",
|
|
"ax.set_xmargin(0)\n",
|
|
"\n",
|
|
"# legend placement is manual (and tricky)\n",
|
|
"labels_legend = [\n",
|
|
" 'Brazil',\n",
|
|
" 'Mexico',\n",
|
|
" 'Venezuela',\n",
|
|
"]\n",
|
|
"ax.legend(labels=labels_legend, loc='right', bbox_to_anchor=(0.558, 0.5, 0.544, 0.91), edgecolor=\"white\", reverse=True)\n",
|
|
"\n",
|
|
"# output to file\n",
|
|
"plt.savefig(\"version_2/output/2_selected.png\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "d950448c-503b-4c77-a48a-a4ffcb686d14",
|
|
"metadata": {},
|
|
"source": [
|
|
"# 3 - Raffinage\n",
|
|
"Raw data of oil refinment by country of shorter period of time (1940-2023)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 46,
|
|
"id": "863148f6-5ad4-456a-81ac-ccbbc347a9da",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# load data, set index\n",
|
|
"raffinage = pd.read_csv(\"version_2/input/2-refining.csv\")\n",
|
|
"raffinage.set_index(\"Year\", inplace=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 47,
|
|
"id": "44fd6c05-2fd9-4a71-8ff3-28e35eb2a4fb",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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"text/plain": [
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"<Figure size 1700x800 with 1 Axes>"
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]
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},
|
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"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Same palette as first (oil) plot but Ecuador is now Peru\n",
|
|
"sns.set_palette(\"Greys\")\n",
|
|
"\n",
|
|
"# same size and background color\n",
|
|
"fig, ax = plt.subplots(figsize = (17,8))\n",
|
|
"ax.set_facecolor('#fdfdfd')\n",
|
|
"\n",
|
|
"# actual plot\n",
|
|
"ax.stackplot(\n",
|
|
" raffinage.index,\n",
|
|
" raffinage.Argentina,\n",
|
|
" raffinage.Brazil,\n",
|
|
" raffinage.Colombia,\n",
|
|
" raffinage.Peru,\n",
|
|
" raffinage.Mexico,\n",
|
|
" raffinage.Venezuela\n",
|
|
")\n",
|
|
"\n",
|
|
"# Raw numbers need a Y axis scale and lines\n",
|
|
"plt.xticks(np.arange(1940, 2023, 10))\n",
|
|
"plt.yticks(np.arange(1000, 7000, 1000))\n",
|
|
"ax.tick_params(length=4, color=\"white\")\n",
|
|
"plt.xticks(ha='left')\n",
|
|
"ax.grid(axis=\"y\")\n",
|
|
"\n",
|
|
"# same minimalist look\n",
|
|
"ax.spines['top'].set_visible(False)\n",
|
|
"ax.spines['right'].set_visible(False)\n",
|
|
"ax.spines['bottom'].set_visible(False)\n",
|
|
"ax.spines['left'].set_visible(False)\n",
|
|
"ax.set_ymargin(0.005)\n",
|
|
"ax.set_xmargin(0)\n",
|
|
"\n",
|
|
"# legend\n",
|
|
"labels_legend = [\n",
|
|
" 'Argentina',\n",
|
|
" 'Brazil',\n",
|
|
" 'Colombia',\n",
|
|
" 'Peru',\n",
|
|
" 'Mexico',\n",
|
|
" 'Venezuela',\n",
|
|
"]\n",
|
|
"ax.legend(labels=labels_legend, loc='right', bbox_to_anchor=(0.558, 0.5, 0.545, 0.80), edgecolor=\"white\", reverse=True)\n",
|
|
"\n",
|
|
"# output to file\n",
|
|
"plt.savefig(\"version_2/output/3_raffinage.png\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "0d8dd45e-5b6d-4e1d-a283-10e05265b599",
|
|
"metadata": {},
|
|
"source": [
|
|
"# 4 - Energy mix\n",
|
|
"General proportion of energy production source from 1800 to 2000"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 48,
|
|
"id": "85b04a56-62a4-46db-9b92-499b09177afb",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# load data, set index, and workout total production in given unit\n",
|
|
"mix = pd.read_csv(\"version_2/input/3-energymix.csv\")\n",
|
|
"mix.set_index(\"Year\", inplace=True)\n",
|
|
"mix['Total'] = mix.sum(axis=1)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 49,
|
|
"id": "d05090cd-2c40-4920-88df-97b8d2aec519",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# workout percentages in their columns\n",
|
|
"for column in mix:\n",
|
|
" mix[column + \"_percent\"] = mix[column] / mix.Total"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 36,
|
|
"id": "0a446974-6469-44ac-b406-88ab0247bbd1",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
|
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"<Figure size 1700x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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}
|
|
],
|
|
"source": [
|
|
"# custom palette to prevent dark grey \"biomass\" to empty printer black ink\n",
|
|
"paletto = [\n",
|
|
" \"#ededed\",\n",
|
|
" \"#d1d1d1\",\n",
|
|
" \"#adadad\",\n",
|
|
" \"#828282\",\n",
|
|
" \"#5c5c5c\"\n",
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"]\n",
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|
"\n",
|
|
"# same settings as before\n",
|
|
"fig, ax = plt.subplots(figsize = (17,8))\n",
|
|
"ax.set_facecolor('#fdfdfd')\n",
|
|
"\n",
|
|
"# actual plot\n",
|
|
"ax.stackplot(\n",
|
|
" mix.index,\n",
|
|
" mix.Coal_percent,\n",
|
|
" mix.Oil_percent,\n",
|
|
" mix[\"Natural gas_percent\"],\n",
|
|
" mix.Electricity_percent,\n",
|
|
" mix.Biomass_percent,\n",
|
|
" colors = paletto[::-1]\n",
|
|
")\n",
|
|
"\n",
|
|
"# changed x axis labels anchor\n",
|
|
"plt.xticks(np.arange(1800, 2001, 50))\n",
|
|
"ax.get_yaxis().set_ticks([])\n",
|
|
"ax.get_xaxis().set_ticks([1800, 1850, 1900, 1950, 1995])\n",
|
|
"x_labels = [\"1800\", \"1850\", \"1900\", \"1950\", \"2000\"]\n",
|
|
"ax.set_xticklabels(x_labels)\n",
|
|
"ax.tick_params(length=4, color=\"white\")\n",
|
|
"plt.xticks(ha='left')\n",
|
|
"\n",
|
|
"# same clean look\n",
|
|
"ax.spines['top'].set_visible(False)\n",
|
|
"ax.spines['right'].set_visible(False)\n",
|
|
"ax.spines['bottom'].set_visible(False)\n",
|
|
"ax.spines['left'].set_visible(False)\n",
|
|
"ax.set_ymargin(0.005)\n",
|
|
"ax.set_xmargin(0)\n",
|
|
"\n",
|
|
"# legend\n",
|
|
"labels_legend = [\n",
|
|
" 'Coal',\n",
|
|
" 'Oil',\n",
|
|
" 'Natural gas',\n",
|
|
" 'Electricity',\n",
|
|
" 'Biomass'\n",
|
|
"]\n",
|
|
"ax.legend(labels=labels_legend, loc='right', bbox_to_anchor=(0.558, 0.5, 0.55, 0.832), edgecolor=\"white\", reverse=True)\n",
|
|
"\n",
|
|
"# output to file\n",
|
|
"plt.savefig(\"version_2/output/4_mix.png\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "4cb24807-ee27-4f07-a850-a3d86b8ac20f",
|
|
"metadata": {},
|
|
"source": [
|
|
"__Note regarding x axis labels placement__\n",
|
|
"\n",
|
|
"In most of the plots (oil, raffinage, selected), labels on the x axis are \"anchored left of their ticks\". It means that they are shifted slightly to the right relative to the actual date. Their respective individual tick, placed on the x axis at the precise date, are aligned with the tip of the first character of the label, not the middle, as is the case with the above plot (mix).\n",
|
|
"This was done to prevent the first and last label to be visualy misaligned with the frame of the plot. The first label would be halfway out of the frame, and the last (2020) would be entirely inside the frame, as the source data have yearly datapoints until 2023.\n",
|
|
"Label have been shifted to visualy mark this imprecision. Conveying a sense of temporal blur, it underlines the function of these visual representations: these are not precise analytical tools, but allow the reader to perceive historical trends in the data."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "6be6896b-fd0a-4ad9-8b39-d89dfbacec40",
|
|
"metadata": {},
|
|
"source": [
|
|
"# 5 - Energy balance"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "8b157268-bb09-4cd9-98b1-d0f91a790430",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# load data, set index, and workout total production in given unit\n",
|
|
"balance = pd.read_csv(\"version_2/input/5-energybalance.csv\")\n",
|
|
"balance.set_index(\"Year\", inplace=True)\n",
|
|
"balance['Total'] = balance.sum(axis=1)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"id": "4ae87e36-3268-4c74-acb6-8abd27cc9724",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# workout percentages in their columns\n",
|
|
"for column in balance:\n",
|
|
" balance[column + \"_percent\"] = balance[column] / balance.Total"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 28,
|
|
"id": "a825f3fe-ec3d-4ec4-b227-e38cd027f1c2",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
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"<Figure size 1700x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# custom palette matches the biomass one\n",
|
|
"paletto = [\n",
|
|
" \"#ededed\",\n",
|
|
" \"#d1d1d1\",\n",
|
|
" \"#adadad\",\n",
|
|
" \"#828282\",\n",
|
|
" \"#5c5c5c\"\n",
|
|
"]\n",
|
|
"\n",
|
|
"# same settings as before\n",
|
|
"fig, ax = plt.subplots(figsize = (17,8))\n",
|
|
"ax.set_facecolor('#fdfdfd')\n",
|
|
"\n",
|
|
"# actual plot\n",
|
|
"ax.stackplot(\n",
|
|
" balance.index,\n",
|
|
" balance.Renewables_percent,\n",
|
|
" balance[\"Nuclear consumption - TWh_percent\"],\n",
|
|
" balance[\"Gas consumption - TWh_percent\"],\n",
|
|
" balance[\"Coal consumption - TWh_percent\"],\n",
|
|
" balance[\"Oil consumption - TWh_percent\"],\n",
|
|
" colors = paletto[::-1]\n",
|
|
")\n",
|
|
"\n",
|
|
"# custom x axis labels because data starts earlier\n",
|
|
"start = np.array([1965])\n",
|
|
"middle = np.arange(1970, 2019, 10)\n",
|
|
"end = np.array([2020])\n",
|
|
"ticks_array = np.concatenate((start, middle, end), axis=0)\n",
|
|
"plt.xticks(ticks_array)\n",
|
|
"ax.get_yaxis().set_ticks([])\n",
|
|
"ax.tick_params(length=4, color=\"white\")\n",
|
|
"#ax.tick_params(rotation=35)\n",
|
|
"plt.xticks(ha='left')\n",
|
|
"\n",
|
|
"# same clean look\n",
|
|
"ax.spines['top'].set_visible(False)\n",
|
|
"ax.spines['right'].set_visible(False)\n",
|
|
"ax.spines['bottom'].set_visible(False)\n",
|
|
"ax.spines['left'].set_visible(False)\n",
|
|
"ax.set_ymargin(0.005)\n",
|
|
"ax.set_xmargin(0)\n",
|
|
"\n",
|
|
"# legend\n",
|
|
"labels_legend = [\n",
|
|
" 'Renewables',\n",
|
|
" 'Nuclear',\n",
|
|
" 'Gas',\n",
|
|
" 'Coal',\n",
|
|
" 'Oil',\n",
|
|
"]\n",
|
|
"ax.legend(labels=labels_legend, loc='right', bbox_to_anchor=(0.558, 0.5, 0.55, 0.832), edgecolor=\"white\", reverse=True)\n",
|
|
"\n",
|
|
"# output to file\n",
|
|
"plt.savefig(\"version_2/output/5_balance.png\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "40b58100-f567-4468-826a-c7826a8f4e17",
|
|
"metadata": {},
|
|
"source": [
|
|
"__Note regarding input data pre-processing__\n",
|
|
"\n",
|
|
"All datasets have been manually collected, curated, corrected for formatting error, converted to csv with appropriate headers and verified."
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"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": "3.12.9"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|