{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Making Area Charts" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An **[area chart](https://www.atlassian.com/data/charts/area-chart-complete-guide)** is a type of graph that visually represents quantitative data over time or across categories, using filled areas below a line. It's similar to a line chart, but the area between the line and the x-axis is shaded, emphasizing the magnitude of the data points. This shaded area helps to highlight the volume or cumulative totals of the dataset. Area charts are particularly useful for displaying trends, comparing multiple data series, or showing how a part contributes to a whole over time. They can also be stacked to display multiple datasets, making it easier to compare several categories simultaneously.\n", "\n", "🚀 When to use them:\n", "\n", "Area charts are useful when you want to show how different segments contribute to a total and how this total changes over time. For example, they are commonly used in financial reports to track revenue sources or in scientific studies to display changes in variables like temperature or population.\n", "\n", "⚠️ Be aware:\n", "\n", "However, area charts are not always the best choice, especially when precise comparisons between data points are needed. The stacked areas can become hard to differentiate, making it difficult to discern small differences between data series. Additionally, when too many layers or data series are included, the chart can become cluttered, reducing clarity. This can lead to visual distortion, especially when overlapping areas obscure smaller trends or patterns." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Getting ready" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "data = pd.read_csv('data/data_recipe10.csv')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "data.columns = ['Entity', 'Code', 'Year', 'Renewable', 'Nuclear', 'Fossil']" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "data = data[data.Entity == 'World'].reset_index(drop=True)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "data1 = data.melt(id_vars=['Year', 'Entity', 'Code'])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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YearEntityCodevariablevalue
01985WorldOWID_WRLRenewable2058.0222
11986WorldOWID_WRLRenewable2091.6704
21987WorldOWID_WRLRenewable2124.9146
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" ], "text/plain": [ " Year Entity Code variable value\n", "0 1985 World OWID_WRL Renewable 2058.0222\n", "1 1986 World OWID_WRL Renewable 2091.6704\n", "2 1987 World OWID_WRL Renewable 2124.9146" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data1.head(3)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "data2 = data\n", "data2['year'] = pd.to_datetime(data2['Year'], format='%Y')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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EntityCodeYearRenewableNuclearFossilyear
0WorldOWID_WRL19852058.02221488.92166285.47361985-01-01
1WorldOWID_WRL19862091.67041594.73576439.97461986-01-01
2WorldOWID_WRL19872124.91461734.73326757.76171987-01-01
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" ], "text/plain": [ " Entity Code Year Renewable Nuclear Fossil year\n", "0 World OWID_WRL 1985 2058.0222 1488.9216 6285.4736 1985-01-01\n", "1 World OWID_WRL 1986 2091.6704 1594.7357 6439.9746 1986-01-01\n", "2 World OWID_WRL 1987 2124.9146 1734.7332 6757.7617 1987-01-01" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data2.head(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## How to do it" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. Import the `plotly.express` module as `px`" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "import plotly.express as px" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "df = data1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2. Make a minimal area chart by using the function `area` and passing the inputs \n", "- `x`\n", "- `y`\n", "- `color`" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "fillpattern": { "shape": "" }, "hovertemplate": "variable=Renewable
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"xaxis": { "anchor": "y", "domain": [ 0, 1 ], "title": { "text": "Year" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "value" } } } } }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = px.area(df, x='Year', y='value', color='variable')\n", "fig.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "3. Add a title to your chart by passing a string as the input `title` into the function `bar`; and customise the size of the figure by using the inputs `height` and `width`. Both have to be integers and correspond to the size of the figure in pixels." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "fillpattern": { "shape": "" }, "hovertemplate": "variable=Renewable
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"title": { "text": "Electricity production from fossil fuels, nuclear and renewables, World" }, "width": 800, "xaxis": { "anchor": "y", "domain": [ 0, 1 ], "title": { "text": "Year" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "value" } } } } }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = px.area(df, x='Year', y='value', color='variable',\n", " height = 500, width = 800,\n", " color_discrete_sequence=['rgb(120,0,100)', 'rgb(30,0,100)','rgb(0,0,0)'],\n", " title = 'Electricity production from fossil fuels, nuclear and renewables, World')\n", "fig.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## There is more..." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "import numpy as np" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# new data set for animation\n", "start=10\n", "stop = len(data2) \n", "step = 1\n", "df_animation = pd.DataFrame() # container for df with new data set\n", "for i in np.arange(start, stop, step):\n", " dfa = data2.head(i).copy()\n", " frame = dfa['Year'].values[-1]\n", " dfa['frame']=frame\n", " df_animation = pd.concat([df_animation, dfa])\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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EntityCodeYearRenewableNuclearFossilyearframe
0WorldOWID_WRL19852058.02221488.92166285.47361985-01-011994
1WorldOWID_WRL19862091.67041594.73576439.97461986-01-011994
2WorldOWID_WRL19872124.91461734.73326757.76171987-01-011994
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" ], "text/plain": [ " Entity Code Year Renewable Nuclear Fossil year frame\n", "0 World OWID_WRL 1985 2058.0222 1488.9216 6285.4736 1985-01-01 1994\n", "1 World OWID_WRL 1986 2091.6704 1594.7357 6439.9746 1986-01-01 1994\n", "2 World OWID_WRL 1987 2124.9146 1734.7332 6757.7617 1987-01-01 1994" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_animation.head(3)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "fillpattern": { "shape": "" }, "hovertemplate": "variable=Renewable
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