diff --git a/docs/source/examples/change_detection/change_detection_examples.ipynb b/docs/source/examples/change_detection/change_detection_examples.ipynb index a60b4d41..126e8761 100644 --- a/docs/source/examples/change_detection/change_detection_examples.ipynb +++ b/docs/source/examples/change_detection/change_detection_examples.ipynb @@ -24,7 +24,8 @@ "corrected, so change does occur.\n", "\n", "These change detectors can be applied to any given single variable; below, \n", - "they are applied to var2." + "they are applied to `var2` and the `max_sustained_wind_speed` columns in the \n", + "respective datasets." ] }, { @@ -262,14 +263,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# ADaptive WINdowing (ADWIN)\n", + "## ADaptive WINdowing (ADWIN)\n", "\n", "ADWIN is a change detection algorithm that can be used to monitor a real-valued number. ADWIN maintains a window of the data stream, which grows to the right as new elements are received. When the mean of the feature in one of the subwindows is different enough, ADWIN drops older elements in its window until this ceases to be the case." ] }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -297,12 +298,12 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -319,7 +320,7 @@ "# plot the monitored variable and the status of the detector\n", "plt.figure(figsize=(20, 6))\n", "plt.scatter(\"index\", \"actual value\", data=status, label=\"max_sustained_wind_speed\", alpha=.5)\n", - "plt.plot(\"index\", \"ADWIN mean\", data=status, color='red', linewidth=2)\n", + "plt.plot(\"index\", \"ADWIN mean\", data=status, color='blue', linewidth=3)\n", "plt.grid(False, axis=\"x\")\n", "plt.xticks(fontsize=16)\n", "plt.yticks(fontsize=16)\n", diff --git a/docs/source/examples/concept_drift/concept_drift_examples.ipynb b/docs/source/examples/concept_drift/concept_drift_examples.ipynb index afcea253..c8f9327e 100644 --- a/docs/source/examples/concept_drift/concept_drift_examples.ipynb +++ b/docs/source/examples/concept_drift/concept_drift_examples.ipynb @@ -343,15 +343,8 @@ " clf = GaussianNB()\n", " clf.fit(X_train, y_train)\n", "\n", - " n += 1" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [], - "source": [ + " n += 1\n", + "\n", "status['original_accuracy'] = acc_orig" ] }, @@ -428,12 +421,10 @@ "source": [ "\n", "After drift is induced, the accuracy decreases enough for ADWIN to shrink its\n", - "window and alarm; subsequent windows also include data from the old regime,\n", - "so drift continues to be detected until the window shrinks enough to be\n", - "comprised mostly by the new regime.\n", - "\n", - "We can see that, by retraining on the new window of data reported by ADWIN, \n", - "the accuracy of the classifier is improved over time." + "window and alarm; subsequent windows also include data from the old regime, so\n", + "drift continues to be detected until the window shrinks enough to be comprised\n", + "mostly by the new regime. We can see that, by retraining on the new window of\n", + "data reported by ADWIN, the accuracy of the classifier is improved over time." ] }, { diff --git a/examples/change_detection_examples.py b/examples/change_detection_examples.py index 9b9be2af..ef727b8a 100644 --- a/examples/change_detection_examples.py +++ b/examples/change_detection_examples.py @@ -16,7 +16,8 @@ # corrected, so change does occur. # # These change detectors can be applied to any given single variable; below, -# they are applied to var2. +# they are applied to `var2` and the `max_sustained_wind_speed` columns in the +# respective datasets. # In[1]: @@ -183,11 +184,11 @@ # be unreasonable. # -# # ADaptive WINdowing (ADWIN) +# ## ADaptive WINdowing (ADWIN) # # ADWIN is a change detection algorithm that can be used to monitor a real-valued number. ADWIN maintains a window of the data stream, which grows to the right as new elements are received. When the mean of the feature in one of the subwindows is different enough, ADWIN drops older elements in its window until this ceases to be the case. -# In[58]: +# In[3]: ## Setup ## @@ -212,7 +213,7 @@ rec_list.append([retrain_start, retrain_end]) -# In[66]: +# In[4]: ## Plotting ## @@ -220,7 +221,7 @@ # plot the monitored variable and the status of the detector plt.figure(figsize=(20, 6)) plt.scatter("index", "actual value", data=status, label="max_sustained_wind_speed", alpha=.5) -plt.plot("index", "ADWIN mean", data=status, color='red', linewidth=2) +plt.plot("index", "ADWIN mean", data=status, color='blue', linewidth=3) plt.grid(False, axis="x") plt.xticks(fontsize=16) plt.yticks(fontsize=16) diff --git a/examples/concept_drift_examples.py b/examples/concept_drift_examples.py index bee2a3cc..dfc548b6 100644 --- a/examples/concept_drift_examples.py +++ b/examples/concept_drift_examples.py @@ -288,10 +288,6 @@ n += 1 - -# In[41]: - - status['original_accuracy'] = acc_orig @@ -348,12 +344,10 @@ # # After drift is induced, the accuracy decreases enough for ADWIN to shrink its -# window and alarm; subsequent windows also include data from the old regime, -# so drift continues to be detected until the window shrinks enough to be -# comprised mostly by the new regime. -# -# We can see that, by retraining on the new window of data reported by ADWIN, -# the accuracy of the classifier is improved over time. +# window and alarm; subsequent windows also include data from the old regime, so +# drift continues to be detected until the window shrinks enough to be comprised +# mostly by the new regime. We can see that, by retraining on the new window of +# data reported by ADWIN, the accuracy of the classifier is improved over time. # ## Drift Detection Method (DDM)