diff --git a/README.Rmd b/README.Rmd
index 914fb9f9..4db6da8d 100644
--- a/README.Rmd
+++ b/README.Rmd
@@ -53,6 +53,12 @@ pak::pak("duckdblabs/duckplyr")
## Examples
+```{r attach}
+library(conflicted)
+library(duckplyr)
+conflict_prefer("filter", "duckplyr")
+```
+
There are two ways to use duckplyr.
1. To enable duckplyr for individual data frames, use `as_duckplyr_df()` as the first step in your pipe.
@@ -65,12 +71,6 @@ See also the companion [demo repository](https://github.com/Tmonster/duckplyr_de
This example illustrates usage of duckplyr for individual data frames.
-```{r individual}
-library(conflicted)
-library(duckplyr)
-conflict_prefer("filter", "duckplyr")
-```
-
Use `as_duckplyr_df()` to enable processing with duckdb:
```{r}
@@ -117,12 +117,6 @@ out
This example illustrates usage of duckplyr for all data frames in the R session.
-```{r session}
-library(conflicted)
-library(duckplyr)
-conflict_prefer("filter", "duckplyr")
-```
-
Use `methods_overwrite()` to enable processing with duckdb for all data frames:
```{r}
diff --git a/README.md b/README.md
index 31e62a8c..b965034f 100644
--- a/README.md
+++ b/README.md
@@ -32,10 +32,17 @@ Or from [GitHub](https://github.com/) with:
## Examples
+
+library(conflicted)
+library(duckplyr)
+conflict_prefer("filter", "duckplyr")
+#> [conflicted] Will prefer duckplyr::filter over
+#> any other package.
+
There are two ways to use duckplyr.
-1. To enable duckplyr for individual data frames, use `as_duckplyr_df()` as the first step in your pipe.
-2. To enable duckplyr for the entire session, use `methods_overwrite()`.
+1. To enable duckplyr for individual data frames, use [`as_duckplyr_df()`](https://duckdblabs.github.io/duckplyr/reference/as_duckplyr_df.html) as the first step in your pipe.
+2. To enable duckplyr for the entire session, use [`methods_overwrite()`](https://duckdblabs.github.io/duckplyr/reference/methods_overwrite.html).
The examples below illustrate both methods. See also the companion [demo repository](https://github.com/Tmonster/duckplyr_demo) for a use case with a large dataset.
@@ -43,13 +50,6 @@ The examples below illustrate both methods. See also the companion [demo reposit
This example illustrates usage of duckplyr for individual data frames.
-
-library(conflicted)
-library(duckplyr)
-conflict_prefer("filter", "duckplyr")
-#> [conflicted] Will prefer duckplyr::filter over
-#> any other package.
-
Use [`as_duckplyr_df()`](https://duckdblabs.github.io/duckplyr/reference/as_duckplyr_df.html) to enable processing with duckdb:
@@ -127,7 +127,7 @@ All data frame operations are supported. Computation happens upon the first requ
#> Filter [!=(species, 'Gentoo')]
#> Aggregate [species, sex, mean(bill_area)]
#> Projection [species as species, island as island, bill_length_mm as bill_length_mm, bill_depth_mm as bill_depth_mm, flipper_length_mm as flipper_length_mm, body_mass_g as body_mass_g, sex as sex, "year" as year, *(bill_length_mm, bill_depth_mm) as bill_area]
-#> r_dataframe_scan(0x13c2aa118)
+#> r_dataframe_scan(0x10c4c7628)
#>
#> ---------------------
#> -- Result Columns --
@@ -136,7 +136,7 @@ All data frame operations are supported. Computation happens upon the first requ
#> - sex (VARCHAR)
#> - mean_bill_area (DOUBLE)
#>
-#> [1] 656.8523 694.9360 984.2279 819.7503 770.2627
+#> [1] 770.2627 656.8523 819.7503 694.9360 984.2279
After the computation has been carried out, the results are available immediately:
@@ -145,23 +145,16 @@ After the computation has been carried out, the results are available immediatel
#> # A tibble: 5 × 3
#> species sex mean_bill_area
#> <chr> <chr> <dbl>
-#> 1 Adelie female 657.
-#> 2 Adelie NA 695.
-#> 3 Chinstrap male 984.
-#> 4 Chinstrap female 820.
-#> 5 Adelie male 770.
+#> 1 Adelie male 770.
+#> 2 Adelie female 657.
+#> 3 Chinstrap female 820.
+#> 4 Adelie NA 695.
+#> 5 Chinstrap male 984.
### Session-wide usage
This example illustrates usage of duckplyr for all data frames in the R session.
-
-library(conflicted)
-library(duckplyr)
-conflict_prefer("filter", "duckplyr")
-#> [conflicted] Removing existing preference.
-#> [conflicted] Will prefer duckplyr::filter over any other package.
-
Use [`methods_overwrite()`](https://duckdblabs.github.io/duckplyr/reference/methods_overwrite.html) to enable processing with duckdb for all data frames:
@@ -198,7 +191,7 @@ Querying the number of rows also starts the computation:
#> Filter [!=(species, 'Gentoo')]
#> Aggregate [species, sex, mean(bill_area)]
#> Projection [species as species, island as island, bill_length_mm as bill_length_mm, bill_depth_mm as bill_depth_mm, flipper_length_mm as flipper_length_mm, body_mass_g as body_mass_g, sex as sex, "year" as year, *(bill_length_mm, bill_depth_mm) as bill_area]
-#> r_dataframe_scan(0x13b4e4028)
+#> r_dataframe_scan(0x10a81d568)
#>
#> ---------------------
#> -- Result Columns --