From b5f682559bd50495ab44dd46d75eea7693882c27 Mon Sep 17 00:00:00 2001 From: piyush-poddar Date: Tue, 28 May 2024 02:45:47 +0530 Subject: [PATCH 1/5] Added Content: Bar Plots in Matplotlib --- contrib/plotting-visualization/bar-plots.md | 216 ++++++++++++++++++ .../images/bar_colors_and_legends.png | Bin 0 -> 22079 bytes .../images/bar_labels.png | Bin 0 -> 24793 bytes .../images/basic_bar_plot.png | Bin 0 -> 11890 bytes .../images/horizontal_bar_plot_1.png | Bin 0 -> 25704 bytes .../images/horizontal_bar_plot_2.png | Bin 0 -> 25689 bytes .../images/title_and_axis_labels.png | Bin 0 -> 18124 bytes contrib/plotting-visualization/index.md | 1 + 8 files changed, 217 insertions(+) create mode 100644 contrib/plotting-visualization/bar-plots.md create mode 100644 contrib/plotting-visualization/images/bar_colors_and_legends.png create mode 100644 contrib/plotting-visualization/images/bar_labels.png create mode 100644 contrib/plotting-visualization/images/basic_bar_plot.png create mode 100644 contrib/plotting-visualization/images/horizontal_bar_plot_1.png create mode 100644 contrib/plotting-visualization/images/horizontal_bar_plot_2.png create mode 100644 contrib/plotting-visualization/images/title_and_axis_labels.png diff --git a/contrib/plotting-visualization/bar-plots.md b/contrib/plotting-visualization/bar-plots.md new file mode 100644 index 0000000..104001d --- /dev/null +++ b/contrib/plotting-visualization/bar-plots.md @@ -0,0 +1,216 @@ +# Bar Plots in Matplotlib +A bar plot or a bar chart is a type of data visualisation that represents data in the form of rectangular bars, with lengths or heights proportional to the values and data which they represent. The bar plots can be plotted both vertically and horizontally. + +It is one of the most widely used type of data visualisation as it is easy to interpret and is pleasing to the eyes. + +Matplotlib provides a very easy and intuitive method to create highly customized bar plots. + +## Prerequisites + +Before creating bar plots in matplotlib you must ensure that you have Python as well as Matplotlib installed on your system. + +## Creating a simple Bar Plot with `bar()` method + +A very basic Bar Plot can be created with `bar()` method in `matplotlib.pyplot` + +```Python +import matplotlib.pyplot as plt + +# Creating dataset +x = ["A", "B", "C", "D"] +y = [2, 7, 9, 11] + +# Creating bar plot +plt.bar(x,y) +plt.show() # Shows the plot +``` +When executed, this would show the following bar plot: + +![Basic Bar Plot](images/basic_bar_plot.png) + +The `bar()` function takes arguments that describes the layout of the bars. + +Here, `plt.bar(x,y)` is used to specify that the bar chart is to be plotted by taking the `x` array as X-axis and `y` array as Y-axis. You can customize the graph further like adding labels to the axes, color of the bars, etc. These will be explored in the upcoming sections. + +Additionally, you can also use `numpy` arrays for faster generation when handling large datasets. + +```Python +import matplotlib.pyplot as plt +import numpy as np + +# Using numpy array +x = np.array(["A", "B", "C", "D"]) +y = np.array([2, 7, 9, 11]) + +plt.bar(x,y) +plt.show() +``` +Its output would be the same as above. + +## Customizing Bar Plots + +For creating customized bar plots, it is **highly recommended** to create the plots using `matplotlib.pyplot.subplots()`, otherwise it is difficult to apply the customizations in the newer versions of Matplotlib. + +### Adding title to the graph and labeling the axes + +Let us create an imaginary graph of number of cars sold in a various years. + +```Python +import matplotlib.pyplot as plt + +fig, ax = plt.subplots() + +years = ['1999', '2000', '2001', '2002'] +num_of_cars_sold = [300, 500, 700, 1000] + +# Creating bar plot +ax.bar(years, num_of_cars_sold) + +# Adding axis labels +ax.set_xlabel("Years") +ax.set_ylabel("Number of cars sold") + +# Adding plot title +ax.set_title("Number of cars sold in various years") + +plt.show() +``` + +![Title and axis labels](images/title_and_axis_labels.png) + +Here, we have created a `matplotlib.pyplot.subplots()` object which returns a `Figure` object `fig` as well as an `Axes` object `ax` both of which are used for customizing the bar plot. `ax.set_xlabel`, `ax.set_ylabel` and `ax.set_title` are respectively used for adding labels of X, Y axis and adding title to the graph. + +### Adding bar colors and legends + +Let us consider our previous example of number of cars sold in various years and suppose that we want to add different colors to the bars from different centuries and respective legends for better interpretation. + +This can be achieved by creating two separate arrays `bar_colors` for bar colors and `bar_labels` for legend labels and passing them as arguments to parameters color and label respectively in `ax.bar` method. + +```Python +import matplotlib.pyplot as plt + +fig, ax = plt.subplots() + +years = ['1998', '1999', '2000', '2001', '2002'] +num_of_cars_sold = [200, 300, 500, 700, 1000] +bar_colors = ['tab:green', 'tab:green', 'tab:blue', 'tab:blue', 'tab:blue'] +bar_labels = ['1900s', '_1900s', '2000s', '_2000s', '_2000s'] + +# Creating the customized bar plot +ax.bar(years, num_of_cars_sold, color=bar_colors, label=bar_labels) + +# Adding axis labels +ax.set_xlabel("Years") +ax.set_ylabel("Number of cars sold") + +# Adding plot title +ax.set_title("Number of cars sold in various years") + +# Adding legend title +ax.legend(title='Centuries') + +plt.show() +``` + +![Bar colors and Legends](images/bar_colors_and_legends.png) + +Note that the labels with a preceding underscore won't show up in the legend. Legend titles can be added by simply passing `title` argument in `ax.legend()`, as shown. Also, you can have a different color for all the bars by passing the `HEX` value of that color in the `color` parameter. + +### Adding labels to bars + +We may want to add labels to bars representing their absolute (or truncated) values for instant and accurate reading. This can be achieved by passing the `BarContainer` object (returned by `ax.bar()` method) which is basically a aontainer with all the bars and optionally errorbars to `ax.bar_label` method. + +```Python +import matplotlib.pyplot as plt + +fig, ax = plt.subplots() + +years = ['1998', '1999', '2000', '2001', '2002'] +num_of_cars_sold = [200, 300, 500, 700, 1000] +bar_colors = ['tab:green', 'tab:green', 'tab:blue', 'tab:blue', 'tab:blue'] +bar_labels = ['1900s', '_1900s', '2000s', '_2000s', '_2000s'] + +# BarContainer object +bar_container = ax.bar(years, num_of_cars_sold, color=bar_colors, label=bar_labels) + +ax.set_xlabel("Years") +ax.set_ylabel("Number of cars sold") +ax.set_title("Number of cars sold in various years") +ax.legend(title='Centuries') + +# Adding bar labels +ax.bar_label(bar_container) + +plt.show() +``` + +![Bar Labels](images/bar_labels.png) + +**Note:** There are various other methods of adding bar labels in matplotlib. + +## Horizontal Bar Plot + +We can create horizontal bar plots by using the `barh()` method in `matplotlib.pyplot`. All the relevant customizations are applicable here also. + +```Python +import matplotlib.pyplot as plt + +fig, ax = plt.subplots(figsize=(10,5)) # figsize is used to alter the size of figure + +years = ['1998', '1999', '2000', '2001', '2002'] +num_of_cars_sold = [200, 300, 500, 700, 1000] +bar_colors = ['tab:green', 'tab:green', 'tab:blue', 'tab:blue', 'tab:blue'] +bar_labels = ['1900s', '_1900s', '2000s', '_2000s', '_2000s'] + +# Creating horizontal bar plot +bar_container = ax.barh(years, num_of_cars_sold, color=bar_colors, label=bar_labels) + +# Adding axis labels +ax.set_xlabel("Years") +ax.set_ylabel("Number of cars sold") + +# Adding Title +ax.set_title("Number of cars sold in various years") +ax.legend(title='Centuries') + +# Adding bar labels +ax.bar_label(bar_container) + +plt.show() +``` + +![Horizontal Bar Plot-1](images/horizontal_bar_plot_1.png) + +We can also invert the Y-axis labels here to show the top values first. + +```Python +import matplotlib.pyplot as plt + +fig, ax = plt.subplots(figsize=(10,5)) # figsize is used to alter the size of figure + +years = ['1998', '1999', '2000', '2001', '2002'] +num_of_cars_sold = [200, 300, 500, 700, 1000] +bar_colors = ['tab:green', 'tab:green', 'tab:blue', 'tab:blue', 'tab:blue'] +bar_labels = ['1900s', '_1900s', '2000s', '_2000s', '_2000s'] + +# Creating horizontal bar plot +bar_container = ax.barh(years, num_of_cars_sold, color=bar_colors, label=bar_labels) + +# Adding axis labels +ax.set_xlabel("Years") +ax.set_ylabel("Number of cars sold") + +# Adding Title +ax.set_title("Number of cars sold in various years") +ax.legend(title='Centuries') + +# Adding bar labels +ax.bar_label(bar_container) + +# Inverting Y-axis +ax.invert_yaxis() + +plt.show() +``` + +![Horizontal Bar Plot-2](images/horizontal_bar_plot_2.png) \ No newline at end of file diff --git a/contrib/plotting-visualization/images/bar_colors_and_legends.png b/contrib/plotting-visualization/images/bar_colors_and_legends.png new file mode 100644 index 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a/contrib/plotting-visualization/index.md +++ b/contrib/plotting-visualization/index.md @@ -1,3 +1,4 @@ # List of sections - [Installing Matplotlib](matplotlib_installation.md) +- [Bar Plots in Matplotlib](bar-plots.md) From 6f9708595d58bbf6945dd9f66355f47b5b56d94e Mon Sep 17 00:00:00 2001 From: piyush-poddar Date: Tue, 28 May 2024 03:19:55 +0530 Subject: [PATCH 2/5] Renamed bar-plots.md file to matplotlib_bar_plots.md --- contrib/plotting-visualization/index.md | 2 +- .../{bar-plots.md => matplotlib_bar_plots.md} | 0 2 files changed, 1 insertion(+), 1 deletion(-) rename contrib/plotting-visualization/{bar-plots.md => matplotlib_bar_plots.md} (100%) diff --git a/contrib/plotting-visualization/index.md b/contrib/plotting-visualization/index.md index 896e10a..e7c5745 100644 --- a/contrib/plotting-visualization/index.md +++ b/contrib/plotting-visualization/index.md @@ -1,4 +1,4 @@ # List of sections - [Installing Matplotlib](matplotlib_installation.md) -- [Bar Plots in Matplotlib](bar-plots.md) +- [Bar Plots in Matplotlib](matplotlib_bar_plots.md) diff --git a/contrib/plotting-visualization/bar-plots.md b/contrib/plotting-visualization/matplotlib_bar_plots.md similarity index 100% rename from contrib/plotting-visualization/bar-plots.md rename to contrib/plotting-visualization/matplotlib_bar_plots.md From dc015fb32fdb5c8d13beb1f6db76cc669f7d4f5e Mon Sep 17 00:00:00 2001 From: Ankit Mahato Date: Fri, 31 May 2024 05:36:53 +0530 Subject: [PATCH 3/5] Update index.md --- contrib/plotting-visualization/index.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/contrib/plotting-visualization/index.md b/contrib/plotting-visualization/index.md index e7c5745..cabea95 100644 --- a/contrib/plotting-visualization/index.md +++ b/contrib/plotting-visualization/index.md @@ -1,4 +1,4 @@ # List of sections -- [Installing Matplotlib](matplotlib_installation.md) -- [Bar Plots in Matplotlib](matplotlib_bar_plots.md) +- [Installing Matplotlib](installation.md) +- [Bar Plots in Matplotlib](bar-plots.md) From 5f8a9d01ea69a7eb70ccfdc2c1f4690486f6cf77 Mon Sep 17 00:00:00 2001 From: Ankit Mahato Date: Fri, 31 May 2024 05:37:07 +0530 Subject: [PATCH 4/5] Rename matplotlib_bar_plots.md to bar-plots.md --- .../{matplotlib_bar_plots.md => bar-plots.md} | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) rename contrib/plotting-visualization/{matplotlib_bar_plots.md => bar-plots.md} (99%) diff --git a/contrib/plotting-visualization/matplotlib_bar_plots.md b/contrib/plotting-visualization/bar-plots.md similarity index 99% rename from contrib/plotting-visualization/matplotlib_bar_plots.md rename to contrib/plotting-visualization/bar-plots.md index 104001d..97d45ce 100644 --- a/contrib/plotting-visualization/matplotlib_bar_plots.md +++ b/contrib/plotting-visualization/bar-plots.md @@ -213,4 +213,4 @@ ax.invert_yaxis() plt.show() ``` -![Horizontal Bar Plot-2](images/horizontal_bar_plot_2.png) \ No newline at end of file +![Horizontal Bar Plot-2](images/horizontal_bar_plot_2.png) From 7bb7b05ea1de0d1a6d15d985df652579d20a5724 Mon Sep 17 00:00:00 2001 From: Ankit Mahato Date: Fri, 31 May 2024 05:38:17 +0530 Subject: [PATCH 5/5] Update index.md --- contrib/plotting-visualization/index.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/contrib/plotting-visualization/index.md b/contrib/plotting-visualization/index.md index cabea95..4d7fda8 100644 --- a/contrib/plotting-visualization/index.md +++ b/contrib/plotting-visualization/index.md @@ -1,4 +1,4 @@ # List of sections -- [Installing Matplotlib](installation.md) -- [Bar Plots in Matplotlib](bar-plots.md) +- [Installing Matplotlib](matplotlib-installation.md) +- [Bar Plots in Matplotlib](matplotlib-bar-plots.md)