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Python-GIS-book · Oct 15, 2024 · fcdf524 · fcdf524
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diff --git a/source/part1/chapter-03/md/02-data-analysis.md b/source/part1/chapter-03/md/02-data-analysis.md
@@ -21,7 +21,7 @@ Next, we will continue working with weather data, but expand our analysis to cov
 <!-- #region editable=true slideshow={"slide_type": ""} -->
 ## Cleaning data while reading
 
-In this section we are using weather observation data from Finland that was downloaded from NOAA (check out the {ref}`/data/index` section for further details). The input data are separated by varying number of spaces (i.e., fixed column widths). The first lines of the data look like following:
+In this section we are using weather observation data from Finland that was downloaded from NOAA (check out the {doc}`/data/index` section for further details). The input data are separated by varying number of spaces (i.e., fixed column widths). The first lines of the data look like following:
 
 ``` 
   USAF  WBAN YR--MODAHRMN DIR SPD GUS CLG SKC L M H  VSB MW MW MW MW AW  ...

diff --git a/source/part1/chapter-03/nb/02-data-analysis.ipynb b/source/part1/chapter-03/nb/02-data-analysis.ipynb
@@ -27,7 +27,7 @@
    "source": [
     "## Cleaning data while reading\n",
     "\n",
-    "In this section we are using weather observation data from Finland that was downloaded from NOAA (check out the {ref}`/data/index` section for further details). The input data are separated by varying number of spaces (i.e., fixed column widths). The first lines of the data look like following:\n",
+    "In this section we are using weather observation data from Finland that was downloaded from NOAA (check out the {doc}`/data/index` section for further details). The input data are separated by varying number of spaces (i.e., fixed column widths). The first lines of the data look like following:\n",
     "\n",
     "``` \n",
     "  USAF  WBAN YR--MODAHRMN DIR SPD GUS CLG SKC L M H  VSB MW MW MW MW AW  ...\n",