diff --git a/datasets/periodic_signals.csv b/datasets/periodic_signals.csv
new file mode 100644
index 000000000..9b8b8fe66
--- /dev/null
+++ b/datasets/periodic_signals.csv
@@ -0,0 +1,171 @@
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diff --git a/jupyter-book/clustering/clustering_wrap_up_quiz.md b/jupyter-book/clustering/clustering_wrap_up_quiz.md
new file mode 100644
index 000000000..64a5b8fb5
--- /dev/null
+++ b/jupyter-book/clustering/clustering_wrap_up_quiz.md
@@ -0,0 +1,157 @@
+# 🏁 Wrap-up quiz 4
+
+**This quiz requires some programming to be answered.**
+
+Load the `periodic_signals.csv` dataset with the following cell of code. It
+contains readings from 170 industrial sensors installed throughout a
+manufacturing facility. Each sensor records the average power consumption (in
+watts) every minute for a specific machine, with measurements taken every
+minute. Different machines operate with their own characteristic cycles. Rare
+events, such as machinery faults or unexpected disturbances, appear as signals
+with abnormal frequency patterns. The goal is to identify those disturbances
+using the tools we have learned during this module.
+
+```python
+import pandas as pd
+
+periodic_signals = pd.read_csv("../datasets/periodic_signals.csv")
+_ = periodic_signals.iloc[0].plot(
+    xlabel="time (minutes)",
+    ylabel="power (Watts)",
+    title="Signal from the first sensor",
+)
+```
+
+Let's see if we can find one or more stable candidates for the number of
+clusters (`n_clusters`) using the silhouette score when resampling the
+dataset. For such purpose:
+- Create a pipeline consisting of a `RobustScaler` (as it is a good scaling
+  option when dealing with outliers), followed by `KMeans` with `n_init=5`.
+- You can choose to set the `random_state=0` value of the `KMeans` step, but
+  fixing it or not should not change the conclusions.
+- Generate randomly resampled data consisting of 90% of the data by using
+  `train_test_split` with `train_size=0.9`. Change the `random_state` in the
+  `train_test_split` to try around 20 different resamplings. You can use the
+  `plot_n_clusters_scores` function (or a simplified version of it) inside a
+  `for` loop as we did in a previous exercise.
+- In each resampling, compute the silhouette score for `n_clusters` varying in
+  `range(2, 11)`.
+
+```{admonition} Question
+Using the silhouette score heuristics, select the correct statements:
+
+- a) 3 or 4 clusters maximize the score and are resonably stable choices.
+- b) 5 or 6 clusters maximize the score and are resonably stable choices.
+- c) 7 or 8 clusters maximize the score and are resonably stable choices.
+- d) Scores in this range of `n_clusters` are always negative, denoting a bad
+  clustering model.
+- e) Scores in this range of `n_clusters` are always positive, but hint to a
+  weak to moderate cluster cohesion/separation.
+
+_Select all answers that apply_
+```
+
++++
+
+```{admonition} Question
+Set `n_clusters=8` in the `KMeans` step of your previous pipeline for the rest
+of this quiz. We are going to define an `outlier_score` using the **minimum**
+distance to **any** centroid (using the `fit_transform` method of the
+pipeline).
+
+What are the indices of the 5 signals that are the farthest from any centroid?
+
+- a) [ 77 32 112 105 101]
+- b) [ 92 49 101 132 146]
+- c) [ 80 49 121 150 101]
+- d) [ 64 98 118 163 121]
+
+_Select a single answer_
+
+Hint: You can make use of
+[`numpy.min`](https://numpy.org/doc/stable/reference/generated/numpy.min.html)
+and
+[`numpy.argsort`](https://numpy.org/doc/stable/reference/generated/numpy.argsort.html).
+Also, remember that the output of `fit_transform` is a numpy array of shape
+`(n_samples, n_clusters)`.
+```
+
++++
+
+```{admonition} Question
+Create an `HDBSCAN` model (no need for scaling) with `min_cluster_size=10`.
+How many clusters (excluding the noise label, which is not a cluster) are
+found by this model?
+
+- a) 5
+- b) 6
+- c) 7
+- d) 8
+
+_Select a single answer_
+```
+
++++
+
+How many signals are identified as noise?
+
+- a) 3
+- b) 5
+- c) 7
+- d) 9
+
+_Select a single answer_
+```
+
++++ {"tags": ["solution"]}
+
+solution: c)
+
+The code to count them is the following:
+
+```python
+hdbscan_noise_indices = np.where(hdbscan_labels == -1)[0]
+n_noise = len(hdbscan_noise_indices)
+print(f"{n_noise} signals are labeled as noise.")
+```
+
++++
+
+A priori we don't know if the signals are isotropic or follow a gaussian
+distribution in the feature space (i.e. if they form spherical blobs). Because
+of that, we don't know if a centroid-based or a density-based clustering is
+more suitable. We would like to compare the results from both models, but we
+know that the presence of outliers makes the silhouette score tricky to
+interpret. We can still use other metrics, such as Adjusted Mutual Information
+(AMI), to compare both models.
+
+But first we need k-means to have a similar behavior to HDBSCAN. For such
+purpose, we can identify the points that are too far from any centroid as
+outliers using the `outlier_score` as defined before. Instead of setting a
+fixed distance threshold, we can flag the `n_outliers` signals with the
+highest outlier scores as `-1`.
+
+For such purpose:
+
+- Cluster your signals with `KMeans` (using `fit_predict`) to get `kmeans_labels`.
+- For a range of values of `n_outliers`, re-label the `n_outliers` with highest
+  `outlier_score` to `-1`.
+- Compute and plot the AMI between this modified KMeans labeling and the
+  HDBSCAN cluster labels as a function of `n_outliers`.
+
+```{admonition} Question
+If we denote by `n_noise` the number of signals identified as noise by
+HDBSCAN, select the true statements:
+
+- a) AMI reaches a maximum when `n_outliers` < `n_noise`, some points marked
+  as noise by HDBSCAN are not clearly isolated from a centroid.
+- b) AMI reaches a maximum when `n_outliers` = `n_noise`, the two models
+  most strongly agree.
+- c) AMI reaches a maximum when `n_outliers` > `n_noise`, k-means has created
+  small clusters (with fewer than `min_cluster_size` samples) that match what
+  HDBSCAN considers noise.
+- d) AMI is too close to zero, indicating coincidences between models
+  are mostly random.
+
+_Select a single answer_
+```