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https://github.com/davidgilbertson/mpl-for-eda
The companion repository for the course "Interactive Matplotlib for Exploratory Data Analysis"
https://github.com/davidgilbertson/mpl-for-eda
Last synced: about 1 month ago
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The companion repository for the course "Interactive Matplotlib for Exploratory Data Analysis"
- Host: GitHub
- URL: https://github.com/davidgilbertson/mpl-for-eda
- Owner: davidgilbertson
- License: mit-0
- Created: 2024-01-28T22:12:30.000Z (about 1 year ago)
- Default Branch: main
- Last Pushed: 2024-03-17T19:56:53.000Z (11 months ago)
- Last Synced: 2024-11-19T07:44:01.089Z (3 months ago)
- Language: Python
- Size: 6.13 MB
- Stars: 3
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# Interactive Matplotlib for Exploratory Data Analysis
🚧 This is the repository for an upcoming course, currently a work in progress.
To run the code in this repo, you'll need four packages:
```bash
pip install matplotlib numpy pandas mplcursors
```
## Index
The below maps the Udemy course sections and lectures to the files used in those lectures.
| Section | Lecture | File |
|------------------|-----------------------------------------|-----------------------------------------------------------------------------------------------------------|
| 1. Overview | 101 Overview and housekeeping | |
| 1. Overview | 102 The course codebase | |
| 1. Overview | 103 The Matplotlib docs | |
| 2. Introduction | 201 Your first chart | [201_your_first_chart.py](theory/201_your_first_chart.py) |
| 2. Introduction | 202 Chart types | [202_chart_types.py](theory/202_chart_types.py) |
| 2. Introduction | 203 Multiple charts | [203a_multi_series.py](theory/203a_multi_series.py) & [203b_multi_axes.py](theory/203b_multi_axes.py) |
| 3. Interactivity | 301 Backends and interactive mode | [301_interactive_mode.py](theory/301_interactive_mode.py) |
| 3. Interactivity | 302 The interactive figure window | [302_reusing_the_window.py](theory/302_reusing_the_window.py) |
| 4. Config | 401 Sharing config | [401_config_setup.py](theory/401_config_setup.py) |
| 4. Config | 402 Configuring styles | [402_styles.py](theory/402_styles.py) |
| 4. Config | 403 Hooks | [403_hooks.py](theory/403_hooks.py) |
| 4. Config | 404 Tick location | [404_tick_locating.py](theory/404_tick_locating.py) |
| 4. Config | 405 Tick formatting | [405_tick_formatting.py](theory/405_tick_formatting.py) |
| 5. Events | 501 Mouse events | [501_mouse_events.py](theory/501_mouse_events.py) |
| 5. Events | 502 Clearing events | [mpl_utils/\_\_init\_\_.py](./mpl_utils/__init__.py) |
| 5. Events | 503 Keyboard events | [text_zoom.py](./mpl_utils/text_zoom.py) |
| 5. Events | 504 Figure events | [mpl_utils/\_\_init\_\_.py](./mpl_utils/__init__.py) |
| 5. Events | 505 Picking | [interactive_legend.py](./mpl_utils/interactive_legend.py) |
| 5. Events | 506 Interactive legend: visual feedback | [interactive_legend.py](./mpl_utils/interactive_legend.py) |
| 5. Events | 507 Interactive legend: focus on hover | [interactive_legend.py](./mpl_utils/interactive_legend.py) |
| 5. Events | 508 Accessing chart data | [dynamic_legend.py](./mpl_utils/dynamic_legend.py) |
| 5. Events | 509 Dynamic legend: adding polish | [dynamic_legend.py](./mpl_utils/dynamic_legend.py) & [event_helpers.py](./mpl_utils/event_helpers.py) |
| 5. Events | 510 Date data | [dynamic_legend.py](./mpl_utils/dynamic_legend.py) & [mpl_utils/\_\_init\_\_.py](./mpl_utils/__init__.py) |
| 6. Tooltips | 601 Adding text to a chart | [601_text_options.py](theory/601_text_options.py) |
| 6. Tooltips | 602 Custom tooltip | [custom_tooltip.py](./mpl_utils/custom_tooltip.py) |
| 6. Tooltips | 603 Blitting | [custom_tooltip.py](./mpl_utils/custom_tooltip.py) |
| 6. Tooltips | 604 Legend tooltip | [legend_tooltip.py](./mpl_utils/legend_tooltip.py) |
| 6. Tooltips | 605 Mplcursors tooltip | [mplcursors_tooltip.py](./mpl_utils/mplcursors_tooltip.py) |
| 6. Tooltips | 606 Tooltips on a heatmap | [heatmap.py](./mpl_utils/charts/heatmap.py) |
| 7. Layouts | 701 Overview | [701a_subplots.py](theory/701a_subplots.py) & other 701x files |
| 7. Layouts | 702 Combining fixed and relative | [layouts.py](./mpl_utils/layouts.py) |
| 7. Layouts | 703 Fixed placement axes | [layouts.py](./mpl_utils/layouts.py) |
| 8. Widgets | 801 Widget introduction | [801_widgets_introduction.py](theory/801_widgets_introduction.py) |
| 8. Widgets | 802 Slider widget | [802_slider_widget.py](theory/802_slider_widget.py) |
| 8. Widgets | 803 TextBox widget | [searchable_scatter.py](./mpl_utils/charts/searchable_scatter.py) |
| 8. Widgets | 804 Paginator | [paginator.py](./mpl_utils/charts/paginator.py) |
| 9. Finale | 901 Chart context manager | [chart_manager.py](./mpl_utils/chart_manager.py) |
| 9. Finale | 902 Faster charts | [chart_manager.py](./mpl_utils/chart_manager.py) |
| 9. Finale | 903 Scroll to zoom | [chart_manager.py](./mpl_utils/chart_manager.py) |
| 9. Finale | 904 Axes tooltip | [axes_tooltip.py](./mpl_utils/charts/axes_tooltip.py) |
# Course gallery
These are some of the charts that we create throughout the course.
An interactive legend (click to hide/show lines)
A dynamic legend (show data values in legend)
A custom tooltip (show items under the cursor)
Another custom tooltip, using the legend and highlighting lines
Using `mplcursors` to create a tooltip with extended data for a single point
Using a `Slider` widget to visualize with motion
Using a `TextBox` widget to search for a point in a scatter plot
Using a paginated chart to display many axes over several 'pages'.
This also lets you filter the data with a text box.
Show an axes as a tooltip on another axes.
