• Projects 74
  • Rating 5.0
  • Rating 17 164

Budget: 500 PLN Deadline: 3 days

Greetings!
I am ready to implement a cart analysis script and generate personalized recommendations.
My experience with the task:

Working with large CSV files (pandas, memory optimization for 30k+ rows)
Implementation of association rule algorithms (Apriori/FP-Growth) for analyzing product correlations
Calculation of metrics Support, Confidence, Lift to identify relationships between products
Segmentation of data by time periods (seasonality, trends)

What I will offer:

  • Projects -
  • Rating -
  • Rating 248

Budget: 500 PLN Deadline: 5 days

Hello!

I am ready to implement a Python script for generating personalized product recommendations.

Technical approach:

Algorithm: Apriori (mlxtend library)
Data processing: pandas
Metrics: calculation of Support, Confidence, Lift for product pairs
Seasonal analytics: grouping by dates with identification of top sales

  • Projects -
  • Rating -
  • Rating 217

Budget: 500 PLN Deadline: 4 days

Good day!

I am ready to complete the task of building personalized upsell recommendations in Python according to your technical specifications.

Correlation / recommendation method
- I will load the CSV using pandas, grouping items by Order ID.
- For all products, I will calculate:
• total number of purchases,
• number of joint purchases of product pairs,
• metrics support, confidence, lift for rules of the form A→B.

  • Projects -
  • Rating -
  • Rating 219

Budget: 500 PLN Deadline: 1 day

Hello!
I am ready to complete your project to create a Python script for personal recommendations within 1 days.

I have experience working with large CSV files (up to 30,000+ rows), building associative rules (Apriori / FP-Growth via mlxtend or optimized implementation), and calculating Support, Confidence, and Lift metrics. I have also implemented seasonal segmentation logic based on order dates.

I propose the following approach:

Parsing and normalizing the source CSV with grouping of products by orders;
Calculating associations between products with ranking by Lift;
Identifying seasonal bestsellers (by month/quarter — I will clarify according to your date format);

  • Projects -
  • Rating -
  • Rating 292

Budget: 500 PLN Deadline: 3 days

Hello, I have extensive experience in web development using Python! I am the one you need, feel free to contact me!

  • Projects 4
  • Rating 4.9
  • Rating 1 321

Budget: 500 PLN Deadline: 5 days

Hello!
I am ready to create a Python script for you that will process a CSV with orders, calculate product associations, and generate personalized recommendations for clients in the required format.

Here is how I see the solution to the task:

Importing orders from CSV (1,000–30,000 rows), normalizing data.

Grouping items by orders (basket view).

Calculating product associations: support / confidence / lift for products within a single order (Apriori / FP-Growth or my own solution — I will choose the optimal option based on speed).

  • Projects 6
  • Rating 5.0
  • Rating 886

Budget: 500 PLN Deadline: 1 day

I am ready to immediately start developing this Python script. My experience in data analysis and the development of association rule algorithms (Apriori/FP-Growth) will allow me to create an effective solution in 5 days that will automatically process CSV files with orders (up to 30,000 rows), identify product correlations, determine seasonal bestsellers, and generate personalized recommendations for each customer, exporting the result in the required CSV format.

  • Projects 37
  • Rating 5.0
  • Rating 16 921

Budget: 500 PLN Deadline: 3 days

Hi Mark,
I can deliver this in 2-3 days for 500 PLN.
I'll build a clean Python script using pandas for data processing and mlxtend for efficient association rule mining (Apriori/FP-Growth). The logic will be straightforward:

Parse your CSV and group transactions
Calculate Support/Confidence/Lift for product pairs
Extract seasonal patterns from order dates
Generate one recommendation per customer using correlation rules (prioritized by lift), falling back to seasonal bestsellers
Export with clear reasoning for each recommendation

  • Projects 12
  • Rating 4.7
  • Rating 1 029

Budget: 500 PLN Deadline: 7 days

I am ready to promptly and qualitatively complete your order. I have experience working with similar projects, always adhere to deadlines and technical specifications. I will be happy to collaborate!

  • Projects -
  • Rating -
  • Rating 492

Budget: 550 PLN Deadline: 2 days

Ready to take on the implementation of your project to create a Python script for generating personalized upsell recommendations.

What will be done:

Processing CSV files with up to 30,000 rows.

Grouping products by orders, building product pairs, and calculating:

Support

  • Projects 20
  • Rating 5.0
  • Rating 9 264

Budget: 500 PLN Deadline: 3 days

I will create a Python script for you that reads a CSV with orders, groups products by orders, and calculates correlations, all according to the technical specifications. I will be happy to collaborate.

  • Projects 4
  • Rating 4.6
  • Rating 12 784

Budget: 500 PLN Deadline: 2 days

Hi Mark,
I can make your script in 1~2 days using Python.

Best,
Jeo

  • Projects 4
  • Rating 5.0
  • Rating 1 032

Budget: 500 PLN Deadline: 5 days

Hello!

I can prepare a script in Python that will read your orders from a CSV file, calculate correlations between products, and generate a personalized recommendation for each customer. I plan to use association rules based on lift to highlight the strongest connections between products, and in the absence of a clear correlation, combine this with seasonal bestsellers, so that each customer receives a valuable suggestion. I also have a small idea to label each recommendation with the season it pertains to, which will provide additional insight into the temporal context and preferences. I just want to make sure that all dates in your CSV are in a uniform format YYYY-MM-DD.

Thank you!

  • Projects 6
  • Rating 5.0
  • Rating 1 286

Budget: 500 PLN Deadline: 3 days

Hello!!!

I have extensive experience in Python, I will use the Apriori method.

Feel free to contact me.

  • Projects 9
  • Rating 5.0
  • Rating 656

Budget: 500 PLN Deadline: 3 days

Good day, Mark!
In general, the task is clear, but for an accurate response regarding deadlines and price, I would like to clarify some questions that arose after analyzing your task.
Please write in private messages — we will discuss the details and your wishes.

  • Projects 53
  • Rating 4.7
  • Rating 6 071

Budget: 500 PLN Deadline: 5 days

Good day. I have extensive experience in writing scripts in Python for working with CSV files. I am ready to write a script to solve your task after discussing the details.

  • Projects -
  • Rating -
  • Rating 97

Budget: 490 PLN Deadline: 5 days

Hello.
I will do it with quality and on time.
I think there will be no problems.

  • Projects 74
  • Rating 5.0
  • Rating 5 950

Budget: 500 PLN Deadline: 5 days

Hello. I have extensive experience with similar tasks. I have reviewed the technical specifications. I need an example of the input data.

  • Projects 28
  • Rating 5.0
  • Rating 3 251

Budget: 600 PLN Deadline: 4 days

Good day, Mark! I have checked the technical assignment in the document and am ready to start today. The proposal states the price and maximum deadline, but I will try to meet a shorter deadline. I will need 2-3 examples of how the option is selected based on correlation and season. I will be waiting for your message.

Thank you!

  • Projects 13
  • Rating 5.0
  • Rating 5 706

Budget: 500 PLN Deadline: 5 days

Hello, I have 7 years of experience in Python development. I will complete your project as quickly and efficiently as possible. I have experience working with CSV as well as with FP-Growth. I am ready to start working right now.

  • Projects 55
  • Rating 5.0
  • Rating 4 124

Budget: 500 PLN Deadline: 5 days

Hello Mark, ready to write such a script for you

Write, we will discuss

  • Projects 7
  • Rating 5.0
  • Rating 1 562

Budget: 500 PLN Deadline: 1 day

My name is Roman, and I am among the top 5 developers in the category of "Artificial Intelligence and Machine Learning" among ~1600 specialists on the platform.
I guarantee:
- Fast and quality execution of the task
- Clear adherence to deadlines
- Regular communication throughout the entire process
I would be happy to discuss the details of your project in private messages.

  • Projects 4
  • Rating 5.0
  • Rating 1 658

Budget: 500 PLN Deadline: 4 days

Looking for a solution to create personalized recommendations quickly and accurately? I offer a powerful Python script that will turn your CSV into a useful analytics tool. My specialization in optimizing complex data and knowledge of approaches such as Apriori and FP-Growth ensure the accuracy of calculations for product correlations and seasonal bestsellers. With experience working on e-commerce projects, I am ready to group your orders and create value recommendations for each customer. Shall we discuss how this script will become an asset for your business?

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