import numpy as np from sklearn.cluster import KMeans import matplotlib.pyplot as plt # Sample data: customer_id, total_purchases, avg_time_between_purchases (hours) customer_data = np.array([ [1, 25, 0.5], [2, 10, 5], [3, 15, 2], [4, 30, 1], [5, 7, 10], [6, 20, 3], [7, 12, 7], [8, 28, 0.8], [9, 6, 12], [10, 18, 1.5] ]) # Extract customer IDs and feature data customer_ids = customer_data[:, 0].astype(int) features = customer_data[:, 1:] # Perform k-means clustering n_clusters = 2 kmeans = KMeans(n_clusters=n_clusters, random_state=42) cluster_labels = kmeans.fit_predict(features) # Find the cluster with the lowest average time between purchases impulsive_cluster = np.argmin(kmeans.cluster_centers_[:, 1]) # Get the customer IDs in the impulsive cluster impulsive_buyers = customer_ids[cluster_labels == impulsive_cluster] print("Impulsive buyers:", impulsive_buyers) # Visualize the clustering results (optional) plt.scatter(features[:, 0], features[:, 1], c=cluster_labels, cmap='viridis') plt.scatter(kmeans.cluster_centers_[:, 0], kmeans.cluster_centers_[:, 1], c='red', marker='x') plt.xlabel('Total Purchases') plt.ylabel('Average Time Between Purchases (hours)') plt.show()

top of page

avos.records@gmail.com

+1 (404)-600-9965

АВОС РЕКОРДС

Выберите тарифный план

Diamond subscription
1 200$
Ежегодно
Prefect for those who want unlimited access
30 дней бесплатно
- VIP tickets
- Unlimited access to the label and artist
- Unlimited access to Festival TV
- Priority seating for all concerts and venues
- Unlimited food/drink pass at all events
- Unlimited access to all insider info
- Unlimited access to all Digital products
Silver subscription
35$
Ежемесячно
For the home producers
30 дней бесплатно
- Educational videos
- How to tutorials
- AVOS Festival TV
- Ad-free music listening
ENT package
21$
Ежемесячно
The entertainment package
30 дней бесплатно
- AVOS Festival TV
- AVOS Family Podcast
- 24/7 - customer/tech support
- weekly entertainment news letter
- All access to AVOS After Party
AVOS Family
9,99$
Ежемесячно
The backbone of the label
30 дней бесплатно
- Ad-free music listening
- all access to sample packs and digital downloads
Gold subscription
50$
Ежемесячно
Perfect for those who seek Adventure
30 дней бесплатно
- Access to all new blogs and stories
- AVOS festival TV
- AVOS Family podcast
- Exclusive content
- Express line pass
AVOS Associate
0$

Be in the know
Бесплатный план
- Monthly updates on events and releases
STUDENT PLAN
1$
Ежемесячно
Действует 12 мес.

Plans & Pricing: PaidPlans

bottom of page