Cartopy animation

We will just change the usual Red/White/Blue to Green/White/Yellow (Yep, World Cup fever!!!). I bring these together to generate animated gifs of spherical harmonics like the one below. There are two sets of tools for using GIS in Python: the first is by using python scripts to control ArcGIS, a popular (but expensive) commercial platform; the second is using native python tools. @_plot def boxplot (source: T. This is a snippet of me randomly coloring each district of Seoul Outline¶. Paquets sans fichiers PO [ Localisation ] [ Liste des langues ] [ Classement ] [ Fichiers POT ] Ces paquets n'ont pu être examinés à cause du format des sources (par exemple un astérisque signale les paquets au format dbs), ou ne contiennent pas de fichiers PO. 0 is the newest major release of the Python language, and it contains many new features and optimizations. notebook_extension ('bokeh') We were unable to load Disqus. seabornはmatplotlibベースの統計データビジュアライゼーションライブラリ。 Seaborn is a Python visualization library based on matplotlib. PO-tiedostot — Paketit joita ei ole kansainvälistetty [ Paikallistaminen (l10n) ] [ Kielet ] [ Sijoitukset ] [ POT-tiedostot ] Näitä paketteja ei joko ole kansainvälistetty tai ne on tallennettu jäsentelemättömässä muodossa, esim. 16 Cartopy is a Python package designed for geospatial data processing in order to produce maps and other geospatial data analyses. ARPACK software is capable of solving large scale symmetric, nonsymmetric, and generalized eigenproblems from significant application areas. Atomic orbitals are calculated from mathematical wave functions that predict the probability of finding an electron or a pair of electrons in a specific region around the atom’s nucleus. 11) and have installed the external dependencies Cartopy is a Python package designed to make drawing maps for data LIMITED TIME ONLY. Python 3. In my head I would like to show a plot like this: Gavop does in-depth real estate, housing & homeowners insurance research and analysis. But you need your name on it somewhere so I know it is yours and not copied from someone else. They had some pretty cool visuals and used Apache Spark, so I figured I'd try to recreate it on my own. Make the animated Gif below. pyplot is a plotting library used for 2D graphics in python programming language. One of the classes in Matplotlib is called PyLab. Next, we’re going to create a Pandas DataFrame, drop all records which don’t contain a description, and convert the long and lat values from string to floating-point numbers. Featuring tightly integrated vector and raster data, with Natural Earth you can make a variety of visually pleasing, well-crafted maps with cartography or GIS software. Below is a . 7 that supersede 3. The following are 11 code examples for showing how to use matplotlib. To create these visualizations, I will use the following python packages: Cartopy and networkx to plot the networks. There are several toolkits which are available that extend python matplotlib functionality. Plot the integral of a given interval around the position of x python matplotlib scipy jupyter integrate Updated May 16, 2019 14:26 PM Susan Farlow | Award-winning travel writer Susan Farlow covers the world, esp the exotic parts, looking for the off-beat. So you develop on Mac OS X (10. Union [xr. models import WMTSTileSource hv. pyplot as plt import cartopy. The rank by country is calculated using a combination of average daily visitors to this site and pageviews on this site from users from that country over the past month. Note. cartopy animation. After all, as information becomes ever more abundant, attention remains as scarce as ever. 0)) # add coastlines, gridlines, make sure the projection is maximised inside the plot, and fill in the land with colour An interactive 3-D visualization tool with Python integration. by Christoph Gohlke, Laboratory for Fluorescence Dynamics, University of California, Irvine. VisAD: McIDAS-V is built on VisAD. Comments. Unofficial Windows Binaries for Python Extension Packages. The matplotlib routine streamplot needs equidistant spacings so we interpolate first on a grid defined by nx and ny nodes. 2016-12-01: mpld3: None: D3 Viewer for Matplotlib 2016-12 @_plot def boxplot (source: T. Color Space: The Final Frontier; 24. Animated plots in Matplotlib can be saved as . time if show_time is None else show Here are some notes for making maps using cartopy and iris. For details, see the Notes section below. gif animation to demonstrate how type hints can be used for a function definition or for a variable definition. Thanks in advance! Working with Bokeh ¶ In [1]: import xarray as xr import numpy as np import pandas as pd import holoviews as hv import geoviews as gv import geoviews. How do I force cartopy to stop 'auto-adjusting' to the data, and to keep the same projection? Image of how data[0:150,:] = np. Explore Jackajryan's board "Maps n flags" on Pinterest. You can choose between showing actual quantities of incidents or the rates. Matplotlib is the grandfather of python In addition to this, you'll learn how to save figures and animations in various formats for downstream deployment, followed by extending the functionality offered by various internal and third-party toolkits, such as axisartist, axes_grid, Cartopy, and Seaborn. 0. 11) Louis Tiao 2016-03-31 23:33. Self driving car neural network in the city - Python plays GTA with Tensor Flow p. This means strong north-west winds in the north sea, and implies a deep low over scandinavia. I chalk this up to countries with similar or the same languages voting for song’s in a language they understand. This example is only intended to be run in a Jupyter Notebook running a Python kernel as it displays the ability to use widgets and make an interactive plot. plotting import create_parcelsfig_axis, plotfield, cartopy_colorbar import sys try: if sys. - crash when using Tk and closing the first open window before showing it. The dimensions of X and Y should be one greater than those of C. [ Natty] javascript Wow. - in warning code when used in an embedded context. net/ - Powerful and Affordable Stress Testing. In this notebook, we reproduce Jake VanderPlas' blog post with this new feature. In the examples, I will use pandas to manipulate the data and use it to drive the visualization. Animation is a power tool used to create a story line from raw data. #!/usr/bin/env python import xarray as xr import numpy as np from argparse import ArgumentParser from parcels import Field from os import environ from parcels. Develop interactive plots with animation and widgets Use maps for geographical plotting Enrich your visualizations using embedded texts and mathematical expressions Embed Matplotlib plots into other GUIs used for developing applications Use toolkits such as axisartist, axes_grid1, and cartopy to extend the base functionality of Matplotlib This post demonstrates three Python tricks: computing spherical harmonics, plotting map projections with Cartopy, and saving animations in matplotlib. Sequence [xr. matplotlib. Starting in 2016, Basemap came under new management. Cartopy Cartopy is a Python package designed to make drawing maps for data analysis and visualisation as easy as possible. sentdex 1,104,308 views I'm trying to write a python program that displays an animation of a map of the world where countries change color based on how much renewable energy use they have. Note how we draw the color bar only for the initial frame (add_colorbar=True), setting its scale based on the data. Great feature is that one can also create animations to include in presentations. They are extracted from open source Python projects. This tutorial will take you to a journey to create a simple flight tracking with python. PostScript Fonts Used by GMT; 23. There are now newer maintenance releases of Python 3. cartopy animation Luckily Phil Elson (the guy behind cartopy and iris) already did that. troubleshooting guide. So, I guess it is time to find an alternative, such as Cartopy. It is a series of frames of visual charts connected together to create a video. Chart of Octal Codes for Characters; 22. Code for reproduction #-*-coding:utf-8-*- from matplotlib. 23483; Members. guitarworld. In most cases these tools can be used without pandas but I think the combination of pandas + visualization tools is so common, it is the best place to start. Creating Awesome 3D Animations With Python In Blender The following are 11 code examples for showing how to use matplotlib. GitHub Gist: instantly share code, notes, and snippets. animation. 17 tweets. # create the map using the cartopy Orthographic projection, selecting the South Pole ax1 = plt. 23; HOT QUESTIONS. I have two examples for you below. The Christmas storm of 1811 Drove HMS Defence, HMS St George, HMS Hero, and HMS Grasshopper aground on Jutland (on Dec 24th): more than 1,900 sailors were killed. This data can either be stored in a NetCDF, GeoTIFF, or any other format that is handled by the xarray package. plottrajectoriesfile. From basemap, I would expect the same domain to be plotted, but where data is nan it would just be white. Outline¶. Some of the key features of cartopy are: Interactive navigation; Customizing matplotlib; Using matplotlib in a python shell; Working with text; Image tutorial; Artist tutorial; Customizing Location of Subplot Using GridSpec; Tight Layout guide; Legend guide; Event handling and picking; Transformations Tutorial; Path Tutorial; Annotating Axes; Our Favorite Recipes; Screenshots; What Since March, other GOES-16 display and analysis tools have become available, but for background processing (e. pygimli. Animation made using Python, using Cartopy, Pandas and Quandl Libraries. in - Buy Matplotlib 3. I wanted each image to show the map background as well as dots indicating the location of students who graduated As you can see, Cartopy makes it very easy to add a simple basemap that will put your data in context. Learn Geospatial analysis with Python HRDF Training in Malaysia. nan affects the projection below. Thanks in advance! N etCDF is a machine-independent, array-oriented, multi-dimensional, self-describing, and portable data format used by various scientific communities. 2016-12-01: mpld3: None: D3 Viewer for Matplotlib 2016-12 In addition to this, you’ll learn how to save figures and animations in various formats for downstream deployment, followed by extending the functionality offered by various internal and third-party toolkits, such as axisartist, axes_grid, Cartopy, and Seaborn. Due to its interactive nature however, it may also be used with data GIS in Python¶. 16! Posted by John Leeman MetPy Mondays #32 - Multiplanel Animations. Filtering of Data in GMT; 25. First, an animation of station activity during a random summer day. Long story short, it builds upon numpy (and dask) libraries and leverages the power of pandas, but you probably don’t need to know about it. The GMT High GIS in Python¶. A large number of third party packages extend and build on Matplotlib functionality, including several higher-level plotting interfaces (seaborn, holoviews, ggplot, ), and two projection and mapping toolkits (basemap and cartopy). OpenImageIO, a library for reading and writing images with emphasis on animation and visual effects. You need to make a second animated gif. We first make the basic map as we’ve discussed in past MetPy Mondays. What do we work with? How does SatPy make our work easier? Cool stuff you can do with SatPy Amazon. Including GMT Graphics into your Documents; 20. Some Natural Earth is a public domain map dataset available at 1:10m, 1:50m, and 1:110 million scales. The 12 bar blues is a chord progression that consists of 12 bars, is usually in 4/4 time and is a staple for any blues artist. Free delivery on qualified orders. Hey guys! This is Jonathan Burton or 'CarBot' of CarBot Animations and thankyou for checking out my Patreon page! I have joined Patreon to possibly quick expand with StarCrafts and CarBot Animations. Updated on 2 June 2019 at 08:37 UTC. notebook_extension ('bokeh') Note that the column index corresponds to the x-coordinate, and the row index corresponds to y. javascript Rank in United States Traffic Rank in Country A rough estimate of this site's popularity in a specific country. DataArray, T. Also, make sure to write a brief description of what you observe in your Gif. To import the shapefile, I needed to use Cartopy’s shapereader. mplviewer. While Sometimes it's fine, sometimes it's broken. The Balkans hate each other, probably more than any neighbors on the map, but the language is the same so the music is the same and the artists are known throughout the region. If you are a moderator please see our troubleshooting guide. From the shapereader, I have access to each individual district on the map in a list. As you may have guessed by reading these lines, my personal answer is yes, mostly because I think there is room for a different approach concentrating on the migration from Python to Numpy through vectorization. One way to achieve these tasks is to switch between a visual GIS software and programming, but this can be tiring and impractical in the long run. How to Practice Lead Guitar Over 12 Bar Blues—An Introduction. Dash is an Open Source Python library which can help you convert plotly figures into a reactive, web-based application. java. GMT Supplemental Packages; 18. It has a filename extension of . Once I had the map, I started adding data to it. GMT File Formats; 19. Check the FAQ and the API docs. in. 0 Cookbook: Over 150 recipes to create highly detailed interactive visualizations using Python book online at best prices in India on Amazon. 7. 5. Develop interactive plots with animation and widgets Use maps for geographical plotting Enrich your visualizations using embedded texts and mathematical expressions Embed Matplotlib plots into other GUIs used for developing applications Use toolkits such as axisartist, axes_grid1, and cartopy to extend the base functionality of Matplotlib Cartopy is a Python package designed to make drawing maps for data LIMITED TIME ONLY. Email This BlogThis! Share to Twitter Share to Facebook Share to Pinterest. generating imagery for display and animation in a web browser) we prefer the speed and programatic ease of these python tools. I would like to use a projection to only show this region. World map displayed with Cartopy. gmplot Blues Music. Since March, other GOES-16 display and analysis tools have become available, but for background processing (e. 0 Cookbook: Over 150 recipes to create highly detailed interactive visualizations using Python book reviews & author details and more at Amazon. We then use the shapereader module from cartopy. Member of Society of American Travel Writers (SATW) Questions. Chose a data set of your own to use with Cartopy (many choices listed in the Data tab on our website). - Un-breaks basemap which was broken by partially restoring. Cartopy makes use of the powerful PROJ. Orthographic(central_latitude=-90. It is highly customizable package with lots and lots different display techniques both for 2D and 3D images. The software is designed to compute a few (k) eigenvalues with user specified features such as those of largest real part or largest magnitude. 4, numpy and shapely libraries and has a simple and intuitive drawing interface to matplotlib for creating publication quality maps. It does this by providing a range of new grammar classes that can be added to the plot object in order to customise how it should change with time. Installing Cartopy on Mac OSX (10. time if show_time is None else show Source code for scripts. What I Do As you probably already know, I have a passion for StarCraft and gaming in gganimate . For help, join the gitter channel and the matplotlib-users, matplotlib-devel, and matplotlib-announce mailing lists, or check out the Matplotlib tag on stackoverflow. g. How to make choropleth maps in Python with Plotly. What do we work with? How does SatPy make our work easier? Cool stuff you can do with SatPy matplotlib. 7 (ArcGIS Desktop rather than ArcGIS Pro), you might look into how type hints can be used with Python 2. However, which map projection should be used for general purposes, such as, for hanging in classrooms or on TV news? Here’s how some popular projections weigh against each other: Mercator. patches import Circ Before jumping into the animation we need to create a colormap with the white color centered at zero values to visualize better the anomalies. Storage requirements are on the order of n*k locations. Build a visualization, choose colors well. feature as gf import cartopy from cartopy import crs as ccrs from bokeh. In addition to this, you'll learn how to save figures and animations in various formats for downstream deployment, followed by extending the functionality offered by various internal and third-party toolkits, such as axisartist, axes_grid, Cartopy, and Seaborn. dbs-muodossa olevien pakettien, jotka saattavat sisältää paikallistettuja tiedostoja, perään on https://ts3booter. Red rectangles are the boundaries of each postcode, as returned by Google maps (small in urban areas along the coast, gigantic otherwise). This is a snippet of me randomly coloring each district of Seoul In particular, Matplotlib 1. nc or . Knowing something live out there is always amazing, it just like having sixth sense to know something which is not directly in front of our eyes, like a position of an aircraft in the sky, but we truly believe it is somewhere over there. Additionally arguments are piped to streamplot. . Develop interactive plots with animation and widgets Use maps for geographical plotting Enrich your visualizations using embedded texts and mathematical expressions Embed Matplotlib plots into other GUIs used for developing applications Use toolkits such as axisartist, axes_grid1, and cartopy to extend the base functionality of Matplotlib It reminds me a ton of the animation of running in Boston that I did a while ago, probably because you're using mostly the same tools that I used when I made it. Read more… 16. ) Continue matplotlib related issues & queries in StackoverflowXchanger. Geospatial analysis the gathering, display, and manipulation of imagery, GPS, satellite photography and historical data. I saw in your other post that you were considering using basemap in the future; be forewarned that the devs are end-of-lifing it and are pushing everyone to use Cartopy instead. And in some cases, the main purpose of programming is to produce nice-looking maps, experiment with creative symbolizations, or batch create a series of maps or time-animations. So far I am trying the following: import matplotlib. He has even created an animation of it which can be viewed on his Twitter account. 2016-12-01: seaborn: None: Seaborn: statistical data visualization 2016-12-01: jsanimation: None: Javascript Animation exporter for matplotlib and IPython. drawStreamLines (ax, mesh, u, nx=25, ny=25, **kwargs) [source] ¶ Draw streamlines for the gradients of field values u on a mesh. Do you see any seasonal patterns? 2. It helps you understand what you’re working with, and allows you to present your exciting new discoveries to other people in easy-to-digest formats that even the data illiterate Drawing Boundaries In Python May 12, 2014 • Kevin Dwyer geospatial open-source python data-science As a technologist at HumanGeo, you're often asked to perform some kind of analysis on geospatial data, and quickly! CARTO's software turns Location Data into Business Outcomes. There are already a fair number of books about Numpy (see Bibliography) and a legitimate question is to wonder if another book is really necessary. Get the latest release of 3. Angular material table - this. I've From basemap, I would expect the same domain to be plotted, but where data is nan it would just be white. Below is a simple example of a dashboard created using D Prerequisites. In this post, I leave a record of my learning more about Cartopy, as well as some useful tricks (that I found out after hours of experiments. tile_providers import STAMEN_TONER from bokeh. Cartopy, a library providing cartographic tools. The vast majority of the AVD team's time is spent working on our own open source Python packages Iris, cartopy and biggus as well as working on packages such as numpy, scipy, matplotlib and IPython; so we don't see this as just a great opportunity to work within a world class scientific organisation, but a role which will also deliver real The vast majority of the AVD team's time is spent working on our own open source Python packages Iris, cartopy and biggus as well as working on packages such as numpy, scipy, matplotlib and IPython; so we don't see this as just a great opportunity to work within a world class scientific organisation, but a role which will also deliver real Unfortunately, the library was deprecated in Android 4. • Manipulate your data in Python, then visualize it in on a Leaflet map via Folium. 0 Cookbook [Book] I have data which is -100o - 30o lon and 0o - 80o lat. às May 09, 2019. See more ideas about Maps, Cartography and United states. 2, JellyBean (API 17), but independent developers have stepped in to create alternative versions for those who miss the cool animation and better UI experience it offered. platform == 'darwin' and sys. But the result is unstable. private APIs for cartopy. build (mainly) upon the python packages matplotlib, cartopy and xarray and integrates the visualization process into data analysis. With this, I can now go through each district, add its shape into the map, and individually color each shape in the process. I have never used this library, and it appears to be relatively new, but it might be one to keep an eye out for in the future. On Monday I attended the CU Boulder Computer Science Senior Projects Expo, and there was one project in particular that I thought was pretty neat: determining areas of civil unrest through Twitter post analysis. crs as ccrs Spherical Harmonic Animations with Matplotlib and Cartopy. If you run K-Means with wrong values of K, you will get completely misleading clusters. Plotting Geographical Maps Using Cartopy Toolkit In this chapter, we will cover the following recipes: Plotting basic map features Plotting projections Using grid lines and labels Plotting locations on the - Selection from Matplotlib 3. Basically just drawing a few lines in the map. FFMpegWriter(). Skip navigation Sign in. Cartopy 0. mp4 files that can be played back using a media player, just like any other video. It is meant to have the same functionality as Matlab’s plotting functions. This was all done using Python and some other Python libraries, including Matplotlib, Numpy, Cartopy, and a few others. Below is a sample of the networks created from the spreadsheet. Read Matplotlib 3. PlateCarree(). As a part of our work, we need to rely on open source libraries for our mapping and GIS analytics. The underlying map produced with Cartopy (Met Office, 2015) uses map tiles from Open Street Map (OSM) Getting map data from OpenStreetMap Second in a series on scikit-learn and GeoPandas Posted by Michelle Fullwood on April 27, 2015. This is ignored for flat meshes:param vmin: minimum colour scale (only in single-plot mode):param vmax: maximum colour scale (only in single-plot mode):param savefile: Name of a file to save the plot to:param animation: Boolean whether result is a single plot, or an animation """ show_time = particles [0]. io to read in the shape files for the umbra path, center path, and individual umbra footprints Working with Bokeh ¶ In [1]: import xarray as xr import numpy as np import pandas as pd import holoviews as hv import geoviews as gv import geoviews. subplot(1,1,1, projection=ccrs. js library. 14 - Duration: 30:39. Creating GMT Animations; 17. x here. Jun 22, 2018. Extra credit for going over and above with something like animation. VisTrails: Visualization tool that provides workflow management that tracks the provenance of the visualization and data. It can be used in python scripts, shell, web application servers and other graphical user interface toolkits. _elementRef is undefined; How to update Dart Class Variable and refresh flutter state? In addition to this, you'll learn how to save figures and animations in various formats for downstream deployment, followed by extending the functionality offered by various internal and third-party toolkits, such as axisartist, axes_grid, Cartopy, and Seaborn. This post demonstrates three Python tricks: computing spherical harmonics, plotting map projections with Cartopy, and saving animations in matplotlib. There seems to be some workaround (such as using customized versions of Basemap), but personally I do not want to try that. Our APIs and SDKs allow Data Scientists, Developers and Business Users to carry out spatial analysis, modelling and visualization. For the final 10% bonus…. Bug report Bug summary I use matplotlib and cartopy to plot a map with animation. I am trying to create a simple animation using Cartopy. We used the NASA-produced eclipse shape files in conjunction with Cartopy to make an animation of the umbra path with time stamps. version_info [0] == 3: import matplotlib matplotlib. Source. Develop interactive plots with animation and widgets Use maps for geographical plotting Enrich your visualizations using embedded texts and mathematical expressions Embed Matplotlib plots into other GUIs used for developing applications Use toolkits such as axisartist, axes_grid1, and cartopy to extend the base functionality of Matplotlib The database I created can then be used to produce networks and maps for each corresponding letter, to and from the Irish College of Salamanca. This week we talk about making basic maps with Cartopy. 1 now supports inline display of animations in the notebook with the to_html5_video method, which converts the animation to an h264 encoded video and embeddeds it directly in the notebook. 7 code. com - Billy Saefong. I finally got around to learning how to map data on to maps with Cartopy, so here's some quick maps of Mobi bikeshare station activity. You can vote up the examples you like or vote down the exmaples you don't like. This map shows crime data for some cities in the United States. Map plotting is done with cartopy. (view source)Three-dimensional Mapping. When doing a bit of good old data exploration and analysis you’ll often want ways of visually representing this data. Matplotlib provides the following two classes to implement animated In addition to this, you'll learn how to save figures and animations in various formats for downstream deployment, followed by extending the functionality offered by various internal and third-party toolkits, such as axisartist, axes_grid, Cartopy, and Seaborn. By the end of this book, you'll be able to create high-quality customized plots and Geoplotlib is another geographic mapping option for Python that appears to be a highly flexible and powerful tool, allowing static map creation, as well as animated visualizations, and interactive maps. - Many documentation improvements. It shows precipitable water in the atmopshere over the year 2017, projected over the globe. Some This will produce a dict containing the coordinate reference system, longitude, latitude, and description of each plaque record. While VisAD is written in Java, Python accessibility is provided via Jython. cartopy: None: A library providing cartographic tools for python 2016-12-01: biggus: None: Virtual large arrays and lazy evaluation. Extracted from this notebook, here is an overview of the locations of the postcodes present in the dataset (in Australia, NSW). On this week’s MetPy Monday, learn how to use some of the new features of Cartopy 0. js repeat animation every time you scroll up or down By: [ Natty] python Placing subplot at lat/long co-ordinates in cartopy By: As most of the Python development still targets Python 2. - Restore a corner case on ColorBar tick usage. From this visualization it is clear that there are 3 clusters with black stars as their centroid. Jupyter Notebook Widget Example¶. cdf (though it is believed that there are subtle differences between the two). DataArray]], fig: _PngFigure = None, dim: str = 'time', label: str = None, legend: bool = True In addition to this, you'll learn how to save figures and animations in various formats for downstream deployment, followed by extending the functionality offered by various internal and third-party toolkits, such as axisartist, axes_grid, Cartopy, and Seaborn. The following are 24 code examples for showing how to use cartopy. Predefined Bit and Hachure Patterns in GMT; 21. We will use xarray library in Python for data processing. Visualization, animation, and interaction can be gainfully employed to develop information systems that are both useful, enabling users to get the job done well, and usable, empowering users to do job with ease. crs. I'm trying to have it display the Matplotlib is a welcoming, inclusive project, and we try to follow the Python Software Foundation Code of Conduct in everything we do. gganimate extends the grammar of graphics as implemented by ggplot2 to include the description of animation. • Other libraries are: Basemap, Cartopy, Iris • Folium builds on the data wrangling strengths of the Python ecosystem and the mapping strengths of the Leaflet. 1. As you can see, Cartopy makes it very easy to add a simple basemap that will put your data in context. Cartopy is a Python package designed for geospatial data processing in order to produce maps and other geospatial data analyses. The most popular map projection in the world has been around for 448 years now. An example of using widgets in a Jupyter Notebook. The Cartopy project will replace Basemap, but it hasn’t yet implemented all of Basemap’s features. Now, using Matplotlib's animation module, we can visualize how the temperature changes over time. As with many things, it's easy to make simple maps, and can be pretty complicated to make something just how you want it, so here we are. use ("TkAgg Here are some notes for making maps using cartopy and iris. It was created by Flemish cartographer Gerardus Mercator in 1569 – a time In addition to this, you'll learn how to save figures and animations in various formats for downstream deployment, followed by extending the functionality offered by various internal and third-party toolkits, such as axisartist, axes_grid, Cartopy, and Seaborn