Fix

Author: dcherian

src/posts/flox-smart/index.md

@@ -79,11 +79,19 @@ Here's a quick demo of computing monthly mean climatologies with the National Wa
 For this input dataset, chunked so that approximately a month of data is in a single chunk,
 
 <RawHTML filePath='/posts/flox-smart/dataset-repr.html' />
-we run ``` mean_mapreduce = ds.groupby("time.month").mean(method="map-reduce")
-mean_cohorts = ds.groupby("time.month").mean() # this is auto-detected! ```
+
+we run
+
+```python
+mean_mapreduce = ds.groupby("time.month").mean(method="map-reduce")
+mean_cohorts = ds.groupby("time.month").mean() # this is auto-detected!
+```
+
 Using the algorithm described below, flox will **automatically** set
 `method="cohorts"` for this dataset unless specified, yielding a 5X decrease in
-memory need, and 2X longer in time ![](/posts/flox-smart/mem.png)
+memory need, and 2X longer in time
+
+<img src='/posts/flox-smart/mem.png' alt='Memory usage' width='60%' />
 
 ## Problem statement