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online-ml · Jun 26, 2023 · eb426db · eb426db
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diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
@@ -43,7 +43,6 @@ You need a `Rust` compiler you can install it by following this [link](https://w
 
 Then, navigate to your cloned fork and install River and the required dependencies in [development mode](https://stackoverflow.com/questions/19048732/python-setup-py-develop-vs-install):
 
-
 ```sh
 pip install -e ".[dev]"
 ```
@@ -66,12 +65,15 @@ You're now ready to make some changes. We strongly recommend that you to check o
 
 - Create and open a Jupyter notebook at the root of the directory.
 - Add the following in the code cell:
+
 ```py
 %load_ext autoreload
 %autoreload 2
 ```
+
 - The previous code will automatically reimport River for you whenever you make changes.
 - For instance, if a change is made to `linear_model.LinearRegression`, then rerunning the following code doesn't require rebooting the notebook:
+
 ```py
 from river import linear_model
 

diff --git a/docs/introduction/getting-started/binary-classification.ipynb b/docs/introduction/getting-started/binary-classification.ipynb
@@ -21,10 +21,10 @@
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-     "iopub.status.busy": "2023-05-05T10:11:13.491157Z",
-     "iopub.status.idle": "2023-05-05T10:11:14.135580Z",
-     "shell.execute_reply": "2023-05-05T10:11:14.135257Z"
+     "iopub.execute_input": "2023-06-26T15:07:14.897961Z",
+     "iopub.status.busy": "2023-06-26T15:07:14.897697Z",
+     "iopub.status.idle": "2023-06-26T15:07:15.526269Z",
+     "shell.execute_reply": "2023-06-26T15:07:15.525980Z"
     }
    },
    "outputs": [
@@ -67,10 +67,10 @@
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    "metadata": {
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-     "iopub.execute_input": "2023-05-05T10:11:14.150653Z",
-     "iopub.status.busy": "2023-05-05T10:11:14.150484Z",
-     "iopub.status.idle": "2023-05-05T10:11:14.166766Z",
-     "shell.execute_reply": "2023-05-05T10:11:14.166473Z"
+     "iopub.execute_input": "2023-06-26T15:07:15.539054Z",
+     "iopub.status.busy": "2023-06-26T15:07:15.538918Z",
+     "iopub.status.idle": "2023-06-26T15:07:15.557006Z",
+     "shell.execute_reply": "2023-06-26T15:07:15.556748Z"
     }
    },
    "outputs": [],
@@ -91,10 +91,10 @@
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    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-05-05T10:11:14.168845Z",
-     "iopub.status.busy": "2023-05-05T10:11:14.168695Z",
-     "iopub.status.idle": "2023-05-05T10:11:14.181753Z",
-     "shell.execute_reply": "2023-05-05T10:11:14.181370Z"
+     "iopub.execute_input": "2023-06-26T15:07:15.558598Z",
+     "iopub.status.busy": "2023-06-26T15:07:15.558510Z",
+     "iopub.status.idle": "2023-06-26T15:07:15.572706Z",
+     "shell.execute_reply": "2023-06-26T15:07:15.572396Z"
     },
     "tags": []
    },
@@ -128,10 +128,10 @@
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-     "iopub.status.busy": "2023-05-05T10:11:14.183634Z",
-     "iopub.status.idle": "2023-05-05T10:11:14.195635Z",
-     "shell.execute_reply": "2023-05-05T10:11:14.195263Z"
+     "iopub.execute_input": "2023-06-26T15:07:15.574423Z",
+     "iopub.status.busy": "2023-06-26T15:07:15.574288Z",
+     "iopub.status.idle": "2023-06-26T15:07:15.588592Z",
+     "shell.execute_reply": "2023-06-26T15:07:15.588310Z"
     }
    },
    "outputs": [
@@ -162,10 +162,10 @@
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    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-05-05T10:11:14.197651Z",
-     "iopub.status.busy": "2023-05-05T10:11:14.197498Z",
-     "iopub.status.idle": "2023-05-05T10:11:14.222280Z",
-     "shell.execute_reply": "2023-05-05T10:11:14.221984Z"
+     "iopub.execute_input": "2023-06-26T15:07:15.590305Z",
+     "iopub.status.busy": "2023-06-26T15:07:15.590186Z",
+     "iopub.status.idle": "2023-06-26T15:07:15.617959Z",
+     "shell.execute_reply": "2023-06-26T15:07:15.617699Z"
     }
    },
    "outputs": [
@@ -201,10 +201,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-05-05T10:11:14.224123Z",
-     "iopub.status.busy": "2023-05-05T10:11:14.223995Z",
-     "iopub.status.idle": "2023-05-05T10:11:14.236012Z",
-     "shell.execute_reply": "2023-05-05T10:11:14.235664Z"
+     "iopub.execute_input": "2023-06-26T15:07:15.619511Z",
+     "iopub.status.busy": "2023-06-26T15:07:15.619403Z",
+     "iopub.status.idle": "2023-06-26T15:07:15.632831Z",
+     "shell.execute_reply": "2023-06-26T15:07:15.632554Z"
     }
    },
    "outputs": [],
@@ -224,10 +224,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-05-05T10:11:14.238006Z",
-     "iopub.status.busy": "2023-05-05T10:11:14.237847Z",
-     "iopub.status.idle": "2023-05-05T10:11:14.251868Z",
-     "shell.execute_reply": "2023-05-05T10:11:14.251490Z"
+     "iopub.execute_input": "2023-06-26T15:07:15.634423Z",
+     "iopub.status.busy": "2023-06-26T15:07:15.634337Z",
+     "iopub.status.idle": "2023-06-26T15:07:15.647906Z",
+     "shell.execute_reply": "2023-06-26T15:07:15.647649Z"
     }
    },
    "outputs": [
@@ -258,10 +258,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-05-05T10:11:14.253862Z",
-     "iopub.status.busy": "2023-05-05T10:11:14.253717Z",
-     "iopub.status.idle": "2023-05-05T10:11:14.266336Z",
-     "shell.execute_reply": "2023-05-05T10:11:14.265953Z"
+     "iopub.execute_input": "2023-06-26T15:07:15.649382Z",
+     "iopub.status.busy": "2023-06-26T15:07:15.649298Z",
+     "iopub.status.idle": "2023-06-26T15:07:15.662866Z",
+     "shell.execute_reply": "2023-06-26T15:07:15.662615Z"
     }
    },
    "outputs": [
@@ -292,10 +292,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-05-05T10:11:14.268352Z",
-     "iopub.status.busy": "2023-05-05T10:11:14.268210Z",
-     "iopub.status.idle": "2023-05-05T10:11:14.315175Z",
-     "shell.execute_reply": "2023-05-05T10:11:14.314795Z"
+     "iopub.execute_input": "2023-06-26T15:07:15.664436Z",
+     "iopub.status.busy": "2023-06-26T15:07:15.664350Z",
+     "iopub.status.idle": "2023-06-26T15:07:15.708866Z",
+     "shell.execute_reply": "2023-06-26T15:07:15.708602Z"
     },
     "tags": []
    },
@@ -338,10 +338,10 @@
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    "metadata": {
     "execution": {
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-     "iopub.status.busy": "2023-05-05T10:11:14.317194Z",
-     "iopub.status.idle": "2023-05-05T10:11:14.365770Z",
-     "shell.execute_reply": "2023-05-05T10:11:14.365345Z"
+     "iopub.execute_input": "2023-06-26T15:07:15.710419Z",
+     "iopub.status.busy": "2023-06-26T15:07:15.710315Z",
+     "iopub.status.idle": "2023-06-26T15:07:15.755660Z",
+     "shell.execute_reply": "2023-06-26T15:07:15.755417Z"
     }
    },
    "outputs": [
@@ -377,10 +377,10 @@
    "execution_count": 11,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-05-05T10:11:14.367819Z",
-     "iopub.status.busy": "2023-05-05T10:11:14.367651Z",
-     "iopub.status.idle": "2023-05-05T10:11:14.389332Z",
-     "shell.execute_reply": "2023-05-05T10:11:14.389052Z"
+     "iopub.execute_input": "2023-06-26T15:07:15.757334Z",
+     "iopub.status.busy": "2023-06-26T15:07:15.757229Z",
+     "iopub.status.idle": "2023-06-26T15:07:15.779551Z",
+     "shell.execute_reply": "2023-06-26T15:07:15.779263Z"
     },
     "tags": []
    },
@@ -415,6 +415,7 @@
        "    padding: 1em;\n",
        "    border-style: solid;\n",
        "    background: white;\n",
+       "    max-width: max-content;\n",
        "}\n",
        "\n",
        ".river-pipeline {\n",
@@ -486,6 +487,10 @@
        "    background-color: white !important;\n",
        "}\n",
        "\n",
+       ".river-wrapper > .river-details {\n",
+       "    margin-bottom: 1em;\n",
+       "}\n",
+       "\n",
        ".river-estimator-name {\n",
        "    display: inline;\n",
        "    margin: 0;\n",
@@ -554,10 +559,10 @@
    "execution_count": 12,
    "metadata": {
     "execution": {
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-     "iopub.status.busy": "2023-05-05T10:11:14.391065Z",
-     "iopub.status.idle": "2023-05-05T10:11:14.456114Z",
-     "shell.execute_reply": "2023-05-05T10:11:14.455726Z"
+     "iopub.execute_input": "2023-06-26T15:07:15.781043Z",
+     "iopub.status.busy": "2023-06-26T15:07:15.780931Z",
+     "iopub.status.idle": "2023-06-26T15:07:15.842108Z",
+     "shell.execute_reply": "2023-06-26T15:07:15.841859Z"
     },
     "tags": []
    },

diff --git a/docs/introduction/getting-started/concept-drift-detection.ipynb b/docs/introduction/getting-started/concept-drift-detection.ipynb