diff --git a/docs/benchmarks/index.md b/docs/benchmarks/index.md index ca5067d29b..87c835c282 100644 --- a/docs/benchmarks/index.md +++ b/docs/benchmarks/index.md @@ -10,19 +10,19 @@ hide:
Python implementation: CPython
 Python version       : 3.9.12
-IPython version      : 8.3.0
+IPython version      : 7.30.1
 
-river       : 0.11.1
+river       : 0.12.1
 numpy       : 1.22.3
-scikit-learn: 1.1.1
+scikit-learn: 1.1.0
 pandas      : 1.4.1
-scipy       : 1.8.0
+scipy       : 1.9.0
 
-Compiler    : Clang 12.0.0 
+Compiler    : Clang 12.0.1 
 OS          : Darwin
-Release     : 21.4.0
-Machine     : arm64
-Processor   : arm
+Release     : 21.5.0
+Machine     : x86_64
+Processor   : i386
 CPU cores   : 8
 Architecture: 64bit
 
diff --git a/docs/introduction/getting-started/concept-drift-detection_files/concept-drift-detection_1_0.png b/docs/introduction/getting-started/concept-drift-detection_files/concept-drift-detection_1_0.png new file mode 100644 index 0000000000..5e18095256 Binary files /dev/null and b/docs/introduction/getting-started/concept-drift-detection_files/concept-drift-detection_1_0.png differ diff --git a/docs/introduction/getting-started/concept-drift-detection_files/concept-drift-detection_3_1.png b/docs/introduction/getting-started/concept-drift-detection_files/concept-drift-detection_3_1.png new file mode 100644 index 0000000000..9f918ca70d Binary files /dev/null and b/docs/introduction/getting-started/concept-drift-detection_files/concept-drift-detection_3_1.png differ diff --git a/docs/recipes/on-hoeffding-trees_files/on-hoeffding-trees_21_0.png b/docs/recipes/on-hoeffding-trees_files/on-hoeffding-trees_21_0.png index fa39808d0c..bb6894318e 100644 Binary files a/docs/recipes/on-hoeffding-trees_files/on-hoeffding-trees_21_0.png and b/docs/recipes/on-hoeffding-trees_files/on-hoeffding-trees_21_0.png differ diff --git a/docs/recipes/on-hoeffding-trees_files/on-hoeffding-trees_23_0.png b/docs/recipes/on-hoeffding-trees_files/on-hoeffding-trees_23_0.png index 845ff083a6..108073ac38 100644 Binary files a/docs/recipes/on-hoeffding-trees_files/on-hoeffding-trees_23_0.png and b/docs/recipes/on-hoeffding-trees_files/on-hoeffding-trees_23_0.png differ diff --git a/docs/recipes/on-hoeffding-trees_files/on-hoeffding-trees_25_0.png b/docs/recipes/on-hoeffding-trees_files/on-hoeffding-trees_25_0.png index 2447ecdec6..81d313c764 100644 Binary files a/docs/recipes/on-hoeffding-trees_files/on-hoeffding-trees_25_0.png and b/docs/recipes/on-hoeffding-trees_files/on-hoeffding-trees_25_0.png differ diff --git a/docs/recipes/on-hoeffding-trees_files/on-hoeffding-trees_27_0.png b/docs/recipes/on-hoeffding-trees_files/on-hoeffding-trees_27_0.png index ff4050d907..3720938efd 100644 Binary files a/docs/recipes/on-hoeffding-trees_files/on-hoeffding-trees_27_0.png and b/docs/recipes/on-hoeffding-trees_files/on-hoeffding-trees_27_0.png differ diff --git a/river/stats/lossy.py b/river/stats/lossy.py index c318a009d8..20dc4b1051 100644 --- a/river/stats/lossy.py +++ b/river/stats/lossy.py @@ -18,9 +18,11 @@ class LossyCount(stats.base.Univariate): algorithm has the following properties: - All item(set)s whose true frequency exceeds `support * n` are output. There are no - false negatives; - - No item(set) whose true frequency is less than `(support - epsilon) * n` is outputted; - - Estimated frequencies are less than the true frequencies by at most `epsilon * n`. + false negatives + + - No item(set) whose true frequency is less than `(support - epsilon) * n` is outputted + + - Estimated frequencies are less than the true frequencies by at most `epsilon * n` Parameters ----------