More explanations

README.md

@@ -1,7 +1,7 @@
 <img src="thumbnail.png" alt="thumbnail" width="300"/>
 <img src="https://github.com/LinkedEarth/Logos/blob/master/LinkedEarth_medium.png?raw=true" alt="LinkedEarth Logo" width="500">
 
-# Investigating interhemispheric precipitation changes over the past millennium¶
+# Investigating interhemispheric precipitation changes over the past millennium
 
 [![nightly-build](https://github.com/ProjectPythia/paleoPCA-Cookbook/actions/workflows/nightly-build.yaml/badge.svg)](https://github.com/ProjectPythia/paleoPCA-Cookbook/actions/workflows/nightly-build.yaml)
 [![Binder](https://binder.projectpythia.org/badge_logo.svg)](https://binder.projectpythia.org/v2/gh/ProjectPythia/paleoPCA-Cookbook/main?labpath=notebooks)

notebooks/.virtual_documents/notebook-template.ipynb

@@ -230,17 +230,26 @@ SELECT distinct?varID ?dataSetName ?lat ?lon ?varname ?interpLabel ?val ?varunit
 response = requests.post(url, data = {'query': query})
 
 data = io.StringIO(response.text)
-df = pd.read_csv(data, sep=",")
+df_res = pd.read_csv(data, sep=",")
 
-df['val']=df['val'].apply(lambda row : json.loads(row) if isinstance(row, str) else row)
-df['timeval']=df['timeval'].apply(lambda row : json.loads(row) if isinstance(row, str) else row)
+df_res['val']=df_res['val'].apply(lambda row : json.loads(row) if isinstance(row, str) else row)
+df_res['timeval']=df_res['timeval'].apply(lambda row : json.loads(row) if isinstance(row, str) else row)
 
-df.head()
+df_res.head()
 
 
 
 
 
+len(df_res)
+
+
+
+
+
+df = df_res[~df_res['varID'].duplicated()]
+
+
 len(df)
 
 
@@ -298,7 +307,6 @@ def array_range_exceeds(array, threshold=1500):
     return np.max(array) - np.min(array) > threshold
 
 filt_df = filtered_df[filtered_df['timeval'].apply(array_range_exceeds)]
-filt_df.head()
 
 
 
@@ -358,7 +366,8 @@ mgs.map()
 
 
 
-mgs.sel(time=slice(0,2000)).stackplot(v_shift_factor=2.5)
+fig, ax = mgs.sel(time=slice(0,2000)).stackplot(v_shift_factor=1.2)
+plt.show(fig)
 
 
 
@@ -404,3 +413,6 @@ pca.modeplot(index=2)
 
 
 
+
+
+