Merge branch 'main' into librosa-card

README.md

@@ -13,7 +13,7 @@ Card texts are defined in `data.yml`, and color schemes are defined in `group.ya
 
 # Samples
 
-<img src='cards-groups/Sky is the limit-1-astropy-card.png' width='30%' /> <img src='cards-groups/Sky is the limit-2-poliastro-card.png' width='30%' /> <img src='cards-groups/Sky is the limit-3-sunpy-card.png' width='30%' /> <img src='cards-groups/Sky is the limit-4-skypy-card.png' width='30%' /> <img src='cards-groups/Packaging-1-conda-forge-card.png' width='30%' /> <img src='cards-groups/Packaging-2-conda-card.png' width='30%' /> <img src='cards-groups/Performance-1-Dask-card.png' width='30%' /> <img src='cards-groups/Performance-2-cython-card.png' width='30%' /> <img src='cards-groups/Performance-3-numba-card.png' width='30%' /> <img src='cards-groups/Performance-4-cupy-card.png' width='30%' /> <img src='cards-groups/Vizualisation-1-matplotlib-card.png' width='30%' /> <img src='cards-groups/Vizualisation-2-bokeh-card.png' width='30%' /> <img src='cards-groups/Vizualisation-3-Scikit-Image-card.png' width='30%' /> <img src='cards-groups/Support-1-Numfocus-card.png' width='30%' /> <img src='cards-groups/Support-2-Scipy 2022-card.png' width='30%' /> <img src='cards-groups/Support-3-OpenTeams-card.png' width='30%' /> <img src='cards-groups/IDE-1-IPython-card.png' width='30%' /> <img src='cards-groups/IDE-2-Jupyter-card.png' width='30%' /> <img src='cards-groups/IDE-3-Spyder-card.png' width='30%' /> <img src='cards-groups/Mathematics-1-sympy-card.png' width='30%' /> <img src='cards-groups/Mathematics-2-scipy-card.png' width='30%' /> <img src='cards-groups/Mathematics-3-mathjax-card.png' width='30%' /> <img src='cards-groups/Building blocks-1-numpy-card.png' width='30%' /> <img src='cards-groups/Building blocks-2-zarr-card.png' width='30%' /> <img src='cards-groups/Building blocks-3-xarray-card.png' width='30%' /> <img src='cards-groups/Building blocks-4-NetworkX-card.png' width='30%' /> <img src='cards-groups/Machine Learning-1-Scikit-Learn-card.png' width='30%' /> <img src='cards-groups/Machine Learning-2-PyTorch Ignite-card.png' width='30%' /> <img src='cards-groups/Dataframes-1-Pandas-card.png' width='30%' /> <img src='cards-groups/Dataframes-2-GeoPandas-card.png' width='30%' /> <img src='cards-groups/Testing-1-Pytest-card.png' width='30%' /> <img src='cards-groups/Testing-2-Hypothesis-card.png' width='30%' /> <img src='cards-groups/Testing-3-Ghostwriter-card.png' width='30%' />
+<img src='cards-groups/Sky-is-the-limit-1-Astropy-card.png' width='30%' /> <img src='cards-groups/Sky-is-the-limit-2-poliastro-card.png' width='30%' /> <img src='cards-groups/Sky-is-the-limit-3-SunPy-card.png' width='30%' /> <img src='cards-groups/Sky-is-the-limit-4-SkyPy-card.png' width='30%' /> <img src='cards-groups/Packaging-5-Conda-Forge-card.png' width='30%' /> <img src='cards-groups/Packaging-6-Conda-card.png' width='30%' /> <img src='cards-groups/Performance-7-Dask-card.png' width='30%' /> <img src='cards-groups/Performance-8-Cython-card.png' width='30%' /> <img src='cards-groups/Performance-9-Numba-card.png' width='30%' /> <img src='cards-groups/Performance-10-CuPy-card.png' width='30%' /> <img src='cards-groups/Vizualisation-11-Matplotlib-card.png' width='30%' /> <img src='cards-groups/Vizualisation-12-Bokeh-card.png' width='30%' /> <img src='cards-groups/Vizualisation-13-Scikit-Image-card.png' width='30%' /> <img src='cards-groups/Support-14-NumFOCUS-card.png' width='30%' /> <img src='cards-groups/Support-15-SciPy-2022-card.png' width='30%' /> <img src='cards-groups/Support-16-OpenTeams-card.png' width='30%' /> <img src='cards-groups/IDE-17-IPython-card.png' width='30%' /> <img src='cards-groups/IDE-18-Jupyter-card.png' width='30%' /> <img src='cards-groups/IDE-19-Spyder-card.png' width='30%' /> <img src='cards-groups/Mathematics-20-SymPy-card.png' width='30%' /> <img src='cards-groups/Mathematics-21-SciPy-card.png' width='30%' /> <img src='cards-groups/Mathematics-22-MathJax-card.png' width='30%' /> <img src='cards-groups/Building-blocks-23-NumPy-card.png' width='30%' /> <img src='cards-groups/Building-blocks-24-Zarr-card.png' width='30%' /> <img src='cards-groups/Building-blocks-25-Zarr-card.png' width='30%' /> <img src='cards-groups/Building-blocks-26-Xarray-card.png' width='30%' /> <img src='cards-groups/Building-blocks-27-NetworkX-card.png' width='30%' /> <img src='cards-groups/Machine-Learning-28-Scikit-Learn-card.png' width='30%' /> <img src='cards-groups/Machine-Learning-29-PyTorch-Ignite-card.png' width='30%' /> <img src='cards-groups/Dataframes-30-Pandas-card.png' width='30%' /> <img src='cards-groups/Dataframes-31-GeoPandas-card.png' width='30%' /> <img src='cards-groups/Dataframes-32-Pandera-card.png' width='30%' /> <img src='cards-groups/Testing-33-Pytest-card.png' width='30%' /> <img src='cards-groups/Testing-34-Hypothesis-card.png' width='30%' /> <img src='cards-groups/Testing-35-Ghostwriter-card.png' width='30%' />
 
 ## Suggested Backside Images
 

data.yml

@@ -70,12 +70,18 @@
     by their first names"
 - name: Zarr
   meth: hex
-  desc: |+
-    Chunked, compressed, N-dimensional 
-    arrays storage format and library.
-    
-    Also works with small datasets, 
-    of less than 128 Tb.
+  desc: 
+    - |+
+      Chunked, compressed, N-dimensional 
+      arrays storage format and library.
+      
+      "Also works with small datasets, 
+      of less than 128 Tb."
+    - |+
+      Chunked, compressed, N-dimensional 
+      arrays storage format and library.
+
+      "looking forward to  pirate day"
 - name: NumPy 
   meth: tri
   desc: |+
@@ -336,7 +342,6 @@
     
     "There are so many resources on
     how to learn about scikit !"
-    
 - name: Pytest
   meth: tri
   short: "Library - Common"
@@ -378,6 +383,7 @@
     spending more time on something than
     anyone else might reasonably expect."
 
+
 - name: librosa
   short: "Library - Rare"
   power: 3
@@ -389,3 +395,14 @@
 
     "We used to process audio in the time domain,
     but it turned out that was just a phase."
+
+- name: "Pandera"
+  meth: hex
+  desc: |+
+    A Statistical Data Testing Toolkit.
+
+    Provides a flexible and expressive
+    API for performing data validation
+    on dataframes to make data processing
+    pipelines more readable and robust.
+

gen.py

@@ -241,40 +241,56 @@ def rect(top, w, bottom):
 total = len([x for g in groups for x in g["items"]])
 k = 0
 
+flatten = []
+
 gallery = []
 for g in groups[:]:
     for i, it in enumerate(g["items"], start=1):
         k += 1
         matching = [d for d in data if d["name"].lower() == it.lower()]
-        fig, ax = plt.subplots()
-        fig.set_figheight(20)
-        fig.set_figwidth(12)
-        DPI = 150
 
         if len(matching) == 1:
             dx = matching[0]
-            plot_one(
-                ax,
-                cmap=g["cmap"],
-                meth=g["shape"],
-                name=dx["name"],
-                short=g["name"],
-                desc=dx["desc"],
-                gn=f'{i}/{len(g["items"])}',
-                tn=f"{k}/{total}",
-            )
+            desc = dx["desc"]
+
+            if isinstance(desc, str):
+                desc = [desc]
+            for d in desc:
+                flatten.append(
+                    dict(
+                        cmap=g["cmap"],
+                        meth=g["shape"],
+                        name=dx["name"],
+                        short=g["name"],
+                        desc=d,
+                        gn=f'{i}/{len(g["items"])}',
+                    )
+                )
         else:
             raise ValueError("matching")
-        name = f"cards-groups/{g['name']}-{i}-{it}-card.png"
-        gallery.append(f"<img src='{name}' width='30%' /> ")
-        print(name)
-        fig.savefig(
-            name,
-            bbox_inches="tight",
-            pad_inches=0,
-            dpi=DPI,
-        )
-        plt.close("all")
+
+total = len(flatten)
+for k, var in enumerate(flatten, start=1):
+    fig, ax = plt.subplots()
+    fig.set_figheight(20)
+    fig.set_figwidth(12)
+    DPI = 150
+
+    plot_one(
+        ax,
+        **var,
+        tn=f"{k}/{total}",
+    )
+    name = f"cards-groups/{var['short']}-{k}-{var['name']}-card.png".replace(" ", "-")
+    gallery.append(f"<img src='{name}' width='30%' /> ")
+    print(name)
+    fig.savefig(
+        name,
+        bbox_inches="tight",
+        pad_inches=0,
+        dpi=DPI,
+    )
+    plt.close("all")
 
 print("you can update the readme with")
 print("".join(gallery))

groups.yaml

@@ -68,6 +68,7 @@
   items:
     - Pandas
     - GeoPandas
+    - Pandera
   shape: tri
   cmap: BrBG
 - name: Testing