Tag: Homework Solution

[Solved] Sc RP

✓ Verified Academic Solution Available

Executive Solution Overview

\ 20250909_002558.jpg](https://www.sweetstudy.com/files/20250909-002558-jpg "20250909_002558.jpg") \ 20250909_002728.jpg](https://www.sweetstudy.com/files/20250909-002728-jpg "20250909_002728.jpg") \ 20250909_003308.jpg](https://www.sweetstudy.com/files/20250909-003308-jpg "20250909_003308.jpg…

Instant Solution Download
$6.99

Immediate access to the full model answer, formatted citations, and rubric breakdown.

Need a Fresh Custom Paper?

Have this question answered from scratch according to your specific instructions and deadline.
Order on TutorsGallery →

Assignment Prompt & Instructions

\
20250909_002558.jpg](https://www.sweetstudy.com/files/20250909-002558-jpg "20250909_002558.jpg")
\
20250909_002728.jpg](https://www.sweetstudy.com/files/20250909-002728-jpg "20250909_002728.jpg")
\
20250909_003308.jpg](https://www.sweetstudy.com/files/20250909-003308-jpg "20250909_003308.jpg")

November 5, 2026
[Solved] Peer review

✓ Verified Academic Solution Available

Executive Solution Overview

Hello, please peer review my assignment. It is due Friday afternoon.

Instant Solution Download
$6.99

Immediate access to the full model answer, formatted citations, and rubric breakdown.

Need a Fresh Custom Paper?

Have this question answered from scratch according to your specific instructions and deadline.
Order on TutorsGallery →

Assignment Prompt & Instructions

Hello, please peer review my assignment. It is due Friday afternoon.

November 5, 2026
[Solved] OL665 Milestone One

✓ Verified Academic Solution Available

Executive Solution Overview

In-depth study guidance and analytical solution covering OL665 Milestone One.

Instant Solution Download
$6.99

Immediate access to the full model answer, formatted citations, and rubric breakdown.

Need a Fresh Custom Paper?

Have this question answered from scratch according to your specific instructions and deadline.
Order on TutorsGallery →

Assignment Prompt & Instructions

Full assignment prompt and step-by-step guidance are included in the downloadable solution file.

November 5, 2026
[Solved] Module Two Short Paper ( Healthcare reinbursement)

✓ Verified Academic Solution Available

Executive Solution Overview

## Overview This short paper assignment is an opportunity to show what you have learned in your module reading about the significance of compliance, coding, and reimbursement. ## Directions Craft a short paper responding to the following questions. Incorporate at least two scholarly resources, as we…

Instant Solution Download
$6.99

Immediate access to the full model answer, formatted citations, and rubric breakdown.

Need a Fresh Custom Paper?

Have this question answered from scratch according to your specific instructions and deadline.
Order on TutorsGallery →

Assignment Prompt & Instructions

## Overview
This short paper assignment is an opportunity to show what you have learned in your module reading about the significance of compliance, coding, and reimbursement.
## Directions
Craft a short paper responding to the following questions. Incorporate at least two scholarly resources, as well as healthcare sector-specific information, into your responses. Be sure to articulate your ideas in your own words and include attribution for your research in APA format.
Specifically, you must address the following:
1. **Reimbursement Issues**: Describe the healthcare reimbursement issues you learned about in this module. Specifically, how do medical billing and coding regulations affect reimbursement in a healthcare organization?
2. **Revenue Cycle Analysis**: Analyze the revenue cycle for a healthcare organization. In other words, what are the various tasks that different healthcare departments do to drive the reimbursement process?
## What to Submit
Submit your short paper as a 2- to 4-page Microsoft Word document with double spacing, 12-point Times New Roman font, and one-inch margins. Sources should be cited according to APA style.

November 5, 2026
[Solved] Discussion 1.3

✓ Verified Academic Solution Available

Executive Solution Overview

\ IMG_2314.png](https://www.sweetstudy.com/files/img-2314-png "IMG_2314.png") \ IMG_2315.png](https://www.sweetstudy.com/files/img-2315-png "IMG_2315.png")

Instant Solution Download
$6.99

Immediate access to the full model answer, formatted citations, and rubric breakdown.

Need a Fresh Custom Paper?

Have this question answered from scratch according to your specific instructions and deadline.
Order on TutorsGallery →

Assignment Prompt & Instructions

\
IMG_2314.png](https://www.sweetstudy.com/files/img-2314-png "IMG_2314.png")
\
IMG_2315.png](https://www.sweetstudy.com/files/img-2315-png "IMG_2315.png")

November 5, 2026
[Solved] Discussion 2.4

✓ Verified Academic Solution Available

Executive Solution Overview

\ IMG_2316.png](https://www.sweetstudy.com/files/img-2316-png "IMG_2316.png") \ IMG_2317.png](https://www.sweetstudy.com/files/img-2317-png "IMG_2317.png")

Instant Solution Download
$6.99

Immediate access to the full model answer, formatted citations, and rubric breakdown.

Need a Fresh Custom Paper?

Have this question answered from scratch according to your specific instructions and deadline.
Order on TutorsGallery →

Assignment Prompt & Instructions

\
IMG_2316.png](https://www.sweetstudy.com/files/img-2316-png "IMG_2316.png")
\
IMG_2317.png](https://www.sweetstudy.com/files/img-2317-png "IMG_2317.png")

November 5, 2026
[Solved] Co project

✓ Verified Academic Solution Available

Executive Solution Overview

– ## MLproject.docx – ## breast-cancer.arff2.txt **## MLproject.docx** · **Comprehensive Literature Review:** Require a more comprehensive survey of existing approaches. · **Comparative Study:** Expect more detailed benchmarking of at least 8 to 10 machine learning models. · **Additional Experiments…

Instant Solution Download
$6.99

Immediate access to the full model answer, formatted citations, and rubric breakdown.

Need a Fresh Custom Paper?

Have this question answered from scratch according to your specific instructions and deadline.
Order on TutorsGallery →

Assignment Prompt & Instructions

– ## MLproject.docx

– ## breast-cancer.arff2.txt

**## MLproject.docx**

·
**Comprehensive Literature Review:** Require a more comprehensive survey of existing approaches.

·
**Comparative Study:** Expect more detailed benchmarking of at least 8 to 10 machine learning models.

·
**Additional Experiments:**

· Conduct
**feature selection or dimensionality reduction** as an extra step.

· Explore
**ensemble methods** or advanced techniques beyond the basics

**2. Project Objectives**

The main goal of this project is to provide
**hands-on research experience** in machine learning. Students will:

· Identify and define a research-worthy problem.

· Explore existing machine learning approaches.

· Develop, implement, and test their own solution.

· Critically evaluate their work in comparison with related methods.

**3. Project Topic Selection**

· Topics should be
**relevant to machine learning** in a domain that all group members agree on.

· Each group must submit a
**1-page project proposal**(12-point font, single spacing, 1-inch margins) that includes:

· Problem statement

· Dataset(s) selection

· Plan and methodology

**## breast-cancer.arff2.txt**

% Breast Cancer Dataset (UCI ML Repository)
% ARFF for WEKA – corrected enums/underscores, no '?' in attribute values

@RELATION breast_cancer

@ATTRIBUTE class {no-recurrence-events,recurrence-events}
@ATTRIBUTE age {10-19,20-29,30-39,40-49,50-59,60-69,70-79,80-89,90-99}
@ATTRIBUTE menopause {lt40,ge40,premeno}
@ATTRIBUTE tumor_size {0-4,5-9,10-14,15-19,20-24,25-29,30-34,35-39,40-44,45-49,50-54,55-59}
@ATTRIBUTE inv_nodes {0-2,3-5,6-8,9-11,12-14,15-17,18-20,21-23,24-26,27-29,30-32,33-35,36-39}
@ATTRIBUTE node_caps {yes,no}
@ATTRIBUTE deg_malig {1,2,3}
@ATTRIBUTE breast {left,right}
@ATTRIBUTE breast_quad {left_up,right_up,left_low,right_low,central}
@ATTRIBUTE irradiat {yes,no}

@DATA
no-recurrence-events,30-39,premeno,30-34,0-2,no,3,left,left_low,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,2,right,right_up,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,2,left,left_low,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,2,right,left_up,no
no-recurrence-events,40-49,premeno,0-4,0-2,no,2,right,right_low,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,2,left,left_low,no
no-recurrence-events,50-59,premeno,25-29,0-2,no,2,left,left_low,no
no-recurrence-events,60-69,ge40,20-24,0-2,no,1,left,left_low,no
no-recurrence-events,40-49,premeno,50-54,0-2,no,2,left,left_low,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,2,right,left_up,no
no-recurrence-events,40-49,premeno,0-4,0-2,no,3,left,central,no
no-recurrence-events,50-59,ge40,25-29,0-2,no,2,left,left_low,no
no-recurrence-events,60-69,lt40,10-14,0-2,no,1,left,right_up,no
no-recurrence-events,50-59,ge40,25-29,0-2,no,3,left,right_up,no
no-recurrence-events,40-49,premeno,30-34,0-2,no,3,left,left_up,no
no-recurrence-events,60-69,lt40,30-34,0-2,no,1,left,left_low,no
no-recurrence-events,40-49,premeno,15-19,0-2,no,2,left,left_low,no
no-recurrence-events,50-59,premeno,30-34,0-2,no,3,left,left_low,no
no-recurrence-events,60-69,ge40,30-34,0-2,no,3,left,left_low,no
no-recurrence-events,50-59,ge40,30-34,0-2,no,1,right,right_up,no
no-recurrence-events,50-59,ge40,40-44,0-2,no,2,left,left_low,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,2,left,left_low,no
no-recurrence-events,30-39,premeno,25-29,0-2,no,2,right,left_low,no
no-recurrence-events,50-59,premeno,40-44,0-2,no,2,left,left_up,no
no-recurrence-events,50-59,premeno,35-39,0-2,no,2,right,left_up,no
no-recurrence-events,40-49,premeno,25-29,0-2,no,2,left,left_up,no
no-recurrence-events,50-59,premeno,20-24,0-2,no,1,left,left_low,no
no-recurrence-events,60-69,ge40,25-29,0-2,no,3,right,left_up,no
no-recurrence-events,40-49,premeno,40-44,0-2,no,2,right,left_low,no
no-recurrence-events,60-69,ge40,30-34,0-2,no,2,left,left_low,no
no-recurrence-events,50-59,ge40,40-44,0-2,no,3,right,left_up,no
no-recurrence-events,50-59,premeno,15-19,0-2,no,2,right,left_low,no
no-recurrence-events,50-59,premeno,10-14,0-2,no,3,left,left_low,no
no-recurrence-events,50-59,ge40,10-14,0-2,no,1,right,left_up,no
no-recurrence-events,50-59,ge40,10-14,0-2,no,1,left,left_up,no
no-recurrence-events,30-39,premeno,30-34,0-2,no,2,left,left_up,no
no-recurrence-events,50-59,ge40,0-4,0-2,no,2,left,central,no
no-recurrence-events,50-59,ge40,15-19,0-2,no,1,right,central,no
no-recurrence-events,40-49,premeno,10-14,0-2,no,2,left,left_low,no
no-recurrence-events,40-49,premeno,30-34,0-2,no,1,left,left_low,no
no-recurrence-events,50-59,ge40,20-24,0-2,no,1,right,left_low,no
no-recurrence-events,60-69,ge40,25-29,0-2,no,2,left,left_low,no
no-recurrence-events,60-69,ge40,5-9,0-2,no,1,left,central,no
no-recurrence-events,40-49,premeno,10-14,0-2,no,2,left,left_up,no
no-recurrence-events,50-59,ge40,50-54,0-2,no,1,right,right_up,no
no-recurrence-events,50-59,ge40,30-34,0-2,no,1,left,left_up,no
no-recurrence-events,40-49,premeno,25-29,0-2,no,2,right,left_low,no
no-recurrence-events,50-59,premeno,25-29,0-2,no,1,right,left_up,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,1,right,right_up,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,1,right,left_low,no
no-recurrence-events,50-59,lt40,15-19,0-2,no,2,left,left_low,no
no-recurrence-events,30-39,premeno,20-24,0-2,no,2,left,right_low,no
no-recurrence-events,50-59,premeno,15-19,0-2,no,1,left,left_low,no
no-recurrence-events,70-79,ge40,20-24,0-2,no,3,left,left_up,no
no-recurrence-events,70-79,ge40,40-44,0-2,no,1,right,left_up,no
no-recurrence-events,70-79,ge40,40-44,0-2,no,1,right,right_up,no
no-recurrence-events,50-59,ge40,0-4,0-2,no,1,right,central,no
no-recurrence-events,50-59,ge40,5-9,0-2,no,2,right,right_up,no
no-recurrence-events,60-69,ge40,30-34,0-2,no,1,left,left_up,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,1,right,left_up,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,2,left,central,no
no-recurrence-events,40-49,premeno,10-14,0-2,no,1,right,right_low,no
no-recurrence-events,50-59,ge40,0-4,0-2,no,1,left,left_low,no
no-recurrence-events,20-29,premeno,35-39,0-2,no,2,right,right_up,no
no-recurrence-events,40-49,premeno,25-29,0-2,no,1,left,right_low,no
no-recurrence-events,40-49,premeno,10-14,0-2,no,1,right,left_up,no
no-recurrence-events,40-49,premeno,25-29,0-2,no,1,right,right_low,no
no-recurrence-events,50-59,ge40,20-24,0-2,no,3,left,left_up,no
no-recurrence-events,50-59,ge40,35-39,0-2,no,3,left,left_low,no
no-recurrence-events,60-69,ge40,50-54,0-2,no,2,left,left_low,no
no-recurrence-events,60-69,ge40,10-14,0-2,no,1,left,left_low,no
no-recurrence-events,40-49,premeno,25-29,0-2,no,2,right,left_up,no
no-recurrence-events,60-69,ge40,20-24,0-2,no,2,left,left_up,no
no-recurrence-events,50-59,premeno,15-19,0-2,no,2,right,right_low,no
no-recurrence-events,30-39,premeno,5-9,0-2,no,2,left,right_low,no
no-recurrence-events,50-59,ge40,10-14,0-2,no,1,left,left_low,no
no-recurrence-events,50-59,ge40,10-14,0-2,no,2,left,left_low,no
no-recurrence-events,30-39,premeno,25-29,0-2,no,1,left,central,no
no-recurrence-events,50-59,premeno,25-29,0-2,no,2,left,left_low,no
no-recurrence-events,40-49,premeno,25-29,0-2,no,2,right,central,no
no-recurrence-events,50-59,ge40,10-14,0-2,no,2,right,left_low,no
no-recurrence-events,60-69,ge40,10-14,0-2,no,1,left,left_up,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,2,right,left_low,no
no-recurrence-events,50-59,ge40,15-19,0-2,no,2,right,left_low,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,1,left,right_low,no
no-recurrence-events,50-59,ge40,35-39,0-2,no,3,left,left_up,no
no-recurrence-events,60-69,ge40,25-29,0-2,no,2,right,left_low,no
no-recurrence-events,70-79,ge40,0-4,0-2,no,1,left,right_low,no
no-recurrence-events,50-59,ge40,20-24,0-2,no,3,right,left_up,no
no-recurrence-events,40-49,premeno,40-44,0-2,no,1,right,left_up,no
no-recurrence-events,30-39,premeno,0-4,0-2,no,2,right,central,no
no-recurrence-events,50-59,ge40,20-24,0-2,no,3,left,left_up,no
no-recurrence-events,50-59,ge40,25-29,0-2,no,2,right,left_up,no
no-recurrence-events,60-69,ge40,20-24,0-2,no,2,right,left_up,no
no-recurrence-events,50-59,premeno,10-14,0-2,no,1,left,left_low,no
no-recurrence-events,40-49,premeno,30-34,0-2,no,2,right,right_low,no
no-recurrence-events,60-69,ge40,30-34,0-2,no,2,left,left_up,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,2,right,left_up,no
no-recurrence-events,40-49,premeno,30-34,0-2,no,1,left,right_up,no
no-recurrence-events,30-39,premeno,25-29,0-2,no,2,left,left_low,no
no-recurrence-events,40-49,ge40,20-24,0-2,no,3,left,left_low,no
no-recurrence-events,50-59,ge40,30-34,0-2,no,3,right,left_low,no
no-recurrence-events,50-59,premeno,25-29,0-2,no,2,right,right_low,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,2,left,right_low,no
no-recurrence-events,40-49,premeno,10-14,0-2,no,2,right,left_low,no
no-recurrence-events,40-49,premeno,30-34,0-2,no,1,right,left_up,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,2,left,left_up,no
no-recurrence-events,30-39,premeno,40-44,0-2,no,2,right,right_up,no
no-recurrence-events,40-49,premeno,30-34,0-2,no,3,right,right_up,no
no-recurrence-events,60-69,ge40,30-34,0-2,no,1,right,left_up,no
no-recurrence-events,50-59,ge40,25-29,0-2,no,1,left,left_low,no
no-recurrence-events,50-59,ge40,15-19,0-2,no,1,right,central,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,2,right,left_up,no
no-recurrence-events,40-49,premeno,10-14,0-2,no,1,right,left_up,no
no-recurrence-events,40-49,premeno,35-39,0-2,no,2,right,right_up,no
no-recurrence-events,50-59,ge40,20-24,0-2,no,2,right,left_up,no
no-recurrence-events,30-39,premeno,15-19,0-2,no,1,left,left_low,no
no-recurrence-events,40-49,ge40,20-24,0-2,no,3,left,left_up,no
no-recurrence-events,30-39,premeno,10-14,0-2,no,1,right,left_low,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,1,left,right_low,no
no-recurrence-events,60-69,ge40,20-24,0-2,no,1,left,left_low,no
no-recurrence-events,50-59,ge40,15-19,0-2,no,2,right,right_up,no
no-recurrence-events,50-59,ge40,40-44,0-2,no,3,left,left_up,no
no-recurrence-events,50-59,ge40,30-34,0-2,no,1,right,left_low,no
no-recurrence-events,60-69,ge40,10-14,0-2,no,1,right,left_low,no
no-recurrence-events,70-79,ge40,10-14,0-2,no,2,left,central,no
no-recurrence-events,30-39,premeno,30-34,6-8,yes,2,right,right_up,no
no-recurrence-events,30-39,premeno,25-29,6-8,yes,2,right,left_up,yes
no-recurrence-events,50-59,premeno,25-29,0-2,yes,2,left,left_up,no
no-recurrence-events,40-49,premeno,35-39,9-11,yes,2,right,left_up,yes
no-recurrence-events,40-49,premeno,35-39,9-11,yes,2,right,right_up,yes
no-recurrence-events,40-49,premeno,40-44,3-5,yes,3,right,left_up,yes
no-recurrence-events,40-49,premeno,30-34,6-8,no,2,left,left_up,no
no-recurrence-events,50-59,ge40,40-44,0-2,no,3,left,right_up,no
no-recurrence-events,60-69,ge40,30-34,0-2,no,2,left,left_low,yes
no-recurrence-events,30-39,premeno,20-24,3-5,no,2,right,central,no
no-recurrence-events,30-39,premeno,40-44,3-5,no,3,right,right_up,yes
no-recurrence-events,40-49,premeno,5-9,0-2,no,1,left,left_low,yes
no-recurrence-events,30-39,premeno,40-44,0-2,no,2,left,left_low,yes
no-recurrence-events,40-49,premeno,30-34,0-2,no,2,left,right_low,no
no-recurrence-events,50-59,ge40,40-44,3-5,yes,2,left,left_low,no
no-recurrence-events,50-59,premeno,20-24,3-5,yes,2,left,left_low,no
no-recurrence-events,60-69,ge40,10-14,0-2,no,1,left,left_up,no
no-recurrence-events,40-49,premeno,45-49,0-2,no,2,left,left_low,yes
no-recurrence-events,60-69,ge40,45-49,6-8,yes,3,left,central,no
no-recurrence-events,40-49,premeno,25-29,0-2,?,2,left,right_low,yes
no-recurrence-events,60-69,ge40,50-54,0-2,no,2,right,left_up,yes
no-recurrence-events,50-59,premeno,30-34,3-5,yes,2,left,left_low,yes
no-recurrence-events,30-39,premeno,20-24,0-2,no,3,left,central,no
no-recurrence-events,50-59,lt40,30-34,0-2,no,3,right,left_up,no
no-recurrence-events,50-59,ge40,25-29,15-17,yes,3,right,left_up,no
no-recurrence-events,60-69,ge40,30-34,3-5,yes,3,left,left_low,no
no-recurrence-events,50-59,ge40,35-39,15-17,no,3,left,left_low,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,3,right,left_up,yes
no-recurrence-events,30-39,lt40,15-19,0-2,no,3,right,left_up,no
no-recurrence-events,60-69,ge40,40-44,3-5,no,2,right,left_up,yes
no-recurrence-events,50-59,ge40,25-29,3-5,yes,3,right,left_up,no
no-recurrence-events,50-59,premeno,30-34,0-2,no,1,left,central,no
no-recurrence-events,50-59,ge40,30-34,0-2,no,1,right,central,no
no-recurrence-events,40-49,premeno,35-39,0-2,no,1,left,left_low,no
no-recurrence-events,40-49,premeno,25-29,0-2,no,3,right,left_up,yes
no-recurrence-events,40-49,premeno,30-34,3-5,yes,2,right,left_low,no
no-recurrence-events,60-69,ge40,10-14,0-2,no,2,right,left_up,yes
no-recurrence-events,60-69,ge40,25-29,3-5,?,1,right,left_up,yes
no-recurrence-events,60-69,ge40,25-29,3-5,?,1,right,left_low,yes
no-recurrence-events,40-49,premeno,20-24,3-5,no,2,right,left_up,no
no-recurrence-events,40-49,premeno,20-24,3-5,no,2,right,left_low,no
no-recurrence-events,40-49,ge40,40-44,15-17,yes,2,right,left_up,yes
no-recurrence-events,50-59,premeno,10-14,0-2,no,2,right,left_up,no
no-recurrence-events,40-49,ge40,30-34,0-2,no,2,left,left_up,yes
no-recurrence-events,30-39,premeno,20-24,3-5,yes,2,right,left_up,yes
no-recurrence-events,30-39,premeno,15-19,0-2,no,1,left,left_low,no
no-recurrence-events,60-69,ge40,30-34,6-8,yes,2,right,right_up,no
no-recurrence-events,50-59,ge40,20-24,3-5,yes,2,right,left_up,no
no-recurrence-events,50-59,premeno,25-29,3-5,yes,2,left,left_low,yes
no-recurrence-events,40-49,premeno,30-34,0-2,no,2,right,right_up,yes
no-recurrence-events,40-49,ge40,25-29,0-2,no,2,left,left_low,no
no-recurrence-events,60-69,ge40,10-14,0-2,no,2,left,left_low,no
no-recurrence-events,50-59,premeno,25-29,3-5,no,2,right,left_up,yes
no-recurrence-events,40-49,premeno,20-24,0-2,no,3,right,left_low,yes
no-recurrence-events,40-49,premeno,35-39,0-2,yes,3,right,left_up,yes
no-recurrence-events,40-49,premeno,35-39,0-2,yes,3,right,left_low,yes
no-recurrence-events,40-49,premeno,25-29,0-2,no,1,right,left_low,yes
no-recurrence-events,50-59,ge40,30-34,9-11,?,3,left,left_up,yes
no-recurrence-events,50-59,ge40,30-34,9-11,?,3,left,left_low,yes
no-recurrence-events,40-49,premeno,20-24,6-8,no,2,right,left_low,yes
no-recurrence-events,50-59,ge40,25-29,0-2,no,1,left,right_low,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,2,left,left_up,yes
no-recurrence-events,40-49,premeno,10-14,0-2,no,2,right,left_up,no
no-recurrence-events,50-59,ge40,20-24,0-2,yes,2,right,left_up,no
no-recurrence-events,40-49,premeno,15-19,12-14,no,3,right,right_low,yes
no-recurrence-events,40-49,premeno,25-29,0-2,no,2,left,left_up,yes
no-recurrence-events,50-59,ge40,30-34,6-8,yes,2,left,left_low,no
no-recurrence-events,30-39,premeno,10-14,0-2,no,2,left,right_low,no
no-recurrence-events,50-59,premeno,50-54,0-2,yes,2,right,left_up,yes
no-recurrence-events,50-59,ge40,35-39,0-2,no,2,left,left_up,no
no-recurrence-events,50-59,premeno,10-14,3-5,no,1,right,left_up,no
no-recurrence-events,40-49,premeno,10-14,0-2,no,2,left,left_low,yes
no-recurrence-events,50-59,ge40,15-19,0-2,yes,2,left,central,yes
no-recurrence-events,50-59,premeno,25-29,0-2,no,1,left,left_low,no
no-recurrence-events,60-69,ge40,25-29,0-2,no,3,right,left_low,no
recurrence-events,50-59,premeno,15-19,0-2,no,2,left,left_low,no
recurrence-events,40-49,premeno,40-44,0-2,no,1,left,left_low,no
recurrence-events,50-59,ge40,35-39,0-2,no,2,left,left_low,no
recurrence-events,50-59,premeno,25-29,0-2,no,2,left,right_up,no
recurrence-events,30-39,premeno,0-4,0-2,no,2,right,central,no
recurrence-events,50-59,ge40,30-34,0-2,no,3,left,?,no
recurrence-events,50-59,premeno,25-29,0-2,no,2,left,right_up,no
recurrence-events,50-59,premeno,30-34,0-2,no,3,left,right_up,no
recurrence-events,40-49,premeno,35-39,0-2,no,1,right,left_up,no
recurrence-events,40-49,premeno,20-24,0-2,no,2,left,left_low,no
recurrence-events,50-59,ge40,20-24,0-2,no,2,right,central,no
recurrence-events,40-49,premeno,30-34,0-2,no,3,right,right_up,no
recurrence-events,50-59,premeno,25-29,0-2,no,1,right,left_up,no
recurrence-events,60-69,ge40,40-44,0-2,no,2,right,left_low,no
recurrence-events,40-49,ge40,20-24,0-2,no,2,right,left_up,no
recurrence-events,50-59,ge40,20-24,0-2,no,2,left,left_up,no
recurrence-events,40-49,premeno,15-19,0-2,no,2,left,left_up,no
recurrence-events,60-69,ge40,30-34,0-2,no,3,right,central,no
recurrence-events,30-39,premeno,15-19,0-2,no,1,right,left_low,no
recurrence-events,40-49,premeno,25-29,0-2,no,3,left,right_up,no
recurrence-events,30-39,premeno,30-34,0-2,no,1,right,left_up,no
recurrence-events,60-69,ge40,25-29,0-2,no,3,left,right_low,yes
recurrence-events,60-69,ge40,20-24,0-2,no,3,right,left_low,no
recurrence-events,30-39,premeno,25-29,3-5,yes,3,left,left_low,yes
recurrence-events,40-49,ge40,20-24,3-5,no,3,right,left_low,yes
recurrence-events,40-49,premeno,30-34,15-17,yes,3,left,left_low,no
recurrence-events,50-59,premeno,30-34,0-2,no,3,right,left_up,yes
recurrence-events,60-69,ge40,40-44,3-5,yes,3,right,left_low,no
recurrence-events,60-69,ge40,45-49,0-2,no,1,right,right_up,yes
recurrence-events,50-59,premeno,50-54,9-11,yes,2,right,left_up,no
recurrence-events,40-49,premeno,30-34,3-5,no,2,right,left_up,no
recurrence-events,30-39,premeno,30-34,3-5,no,3,right,left_up,yes
recurrence-events,70-79,ge40,15-19,9-11,?,1,left,left_low,yes
recurrence-events,60-69,ge40,30-34,0-2,no,3,right,left_up,yes
recurrence-events,50-59,premeno,25-29,3-5,yes,3,left,left_low,yes
recurrence-events,40-49,premeno,25-29,0-2,no,2,right,left_low,no
recurrence-events,40-49,premeno,25-29,0-2,no,2,right,left_low,no
recurrence-events,30-39,premeno,35-39,0-2,no,3,left,left_low,no
recurrence-events,40-49,premeno,20-24,3-5,yes,2,right,right_up,yes
recurrence-events,60-69,ge40,20-24,3-5,no,2,left,left_low,yes
recurrence-events,40-49,premeno,15-19,15-17,yes,3,left,left_low,no
recurrence-events,50-59,ge40,25-29,6-8,no,3,left,left_low,yes
recurrence-events,50-59,ge40,20-24,3-5,yes,3,right,right_up,no
recurrence-events,40-49,premeno,30-34,12-14,yes,3,left,left_up,yes
recurrence-events,30-39,premeno,30-34,9-11,no,2,right,left_up,yes
recurrence-events,30-39,premeno,15-19,6-8,yes,3,left,left_low,yes
recurrence-events,50-59,ge40,30-34,9-11,yes,3,left,right_low,yes
recurrence-events,60-69,ge40,35-39,6-8,yes,3,left,left_low,no
recurrence-events,30-39,premeno,20-24,3-5,yes,2,left,left_low,no
recurrence-events,40-49,premeno,25-29,0-2,no,3,left,left_up,no
recurrence-events,40-49,premeno,50-54,0-2,no,2,right,left_low,yes
recurrence-events,30-39,premeno,40-44,0-2,no,1,left,left_up,no
recurrence-events,60-69,ge40,50-54,0-2,no,3,right,left_up,no
recurrence-events,40-49,premeno,30-34,0-2,yes,3,right,right_up,no
recurrence-events,40-49,premeno,30-34,6-8,yes,3,right,left_up,no
recurrence-events,40-49,premeno,30-34,0-2,no,1,left,left_low,yes
recurrence-events,40-49,premeno,20-24,3-5,yes,2,left,left_low,yes
recurrence-events,50-59,ge40,30-34,6-8,yes,2,left,right_low,yes
recurrence-events,50-59,ge40,30-34,3-5,no,3,right,left_up,no
recurrence-events,60-69,ge40,25-29,3-5,no,2,right,right_up,no
recurrence-events,40-49,ge40,25-29,12-14,yes,3,left,right_low,yes
recurrence-events,60-69,ge40,25-29,0-2,no,3,left,left_up,no
recurrence-events,50-59,lt40,20-24,0-2,?,1,left,left_up,no
recurrence-events,50-59,lt40,20-24,0-2,?,1,left,left_low,no
recurrence-events,30-39,premeno,35-39,9-11,yes,3,left,left_low,no
recurrence-events,40-49,premeno,30-34,3-5,yes,2,left,right_up,no
recurrence-events,60-69,ge40,20-24,24-26,yes,3,left,left_low,yes
recurrence-events,30-39,premeno,35-39,0-2,no,3,left,left_low,no
recurrence-events,40-49,premeno,25-29,0-2,no,2,left,left_low,yes
recurrence-events,50-59,ge40,30-34,6-8,yes,3,left,right_low,no
recurrence-events,50-59,premeno,25-29,0-2,no,3,right,left_low,yes
recurrence-events,40-49,premeno,15-19,0-2,yes,3,right,left_up,no
recurrence-events,60-69,ge40,30-34,0-2,yes,2,right,right_up,yes
recurrence-events,60-69,ge40,30-34,3-5,yes,2,left,central,yes
recurrence-events,40-49,premeno,25-29,9-11,yes,3,right,left_up,no
recurrence-events,30-39,premeno,25-29,6-8,yes,3,left,right_low,yes
recurrence-events,60-69,ge40,10-14,6-8,yes,3,left,left_up,yes
recurrence-events,50-59,premeno,35-39,15-17,yes,3,right,right_up,no
recurrence-events,50-59,ge40,40-44,6-8,yes,3,left,left_low,yes
recurrence-events,50-59,ge40,40-44,6-8,yes,3,left,left_low,yes
recurrence-events,30-39,premeno,30-34,0-2,no,2,left,left_up,no
recurrence-events,30-39,premeno,20-24,0-2,no,3,left,left_up,yes
recurrence-events,60-69,ge40,20-24,0-2,no,1,right,left_up,no
recurrence-events,40-49,ge40,30-34,3-5,no,3,left,left_low,no
recurrence-events,50-59,ge40,30-34,3-5,no,3,left,left_low,no

**## breast-cancer.arff2.txt**

% Breast Cancer Dataset (UCI ML Repository)
% ARFF for WEKA – corrected enums/underscores, no '?' in attribute values

@RELATION breast_cancer

@ATTRIBUTE class {no-recurrence-events,recurrence-events}
@ATTRIBUTE age {10-19,20-29,30-39,40-49,50-59,60-69,70-79,80-89,90-99}
@ATTRIBUTE menopause {lt40,ge40,premeno}
@ATTRIBUTE tumor_size {0-4,5-9,10-14,15-19,20-24,25-29,30-34,35-39,40-44,45-49,50-54,55-59}
@ATTRIBUTE inv_nodes {0-2,3-5,6-8,9-11,12-14,15-17,18-20,21-23,24-26,27-29,30-32,33-35,36-39}
@ATTRIBUTE node_caps {yes,no}
@ATTRIBUTE deg_malig {1,2,3}
@ATTRIBUTE breast {left,right}
@ATTRIBUTE breast_quad {left_up,right_up,left_low,right_low,central}
@ATTRIBUTE irradiat {yes,no}

@DATA
no-recurrence-events,30-39,premeno,30-34,0-2,no,3,left,left_low,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,2,right,right_up,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,2,left,left_low,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,2,right,left_up,no
no-recurrence-events,40-49,premeno,0-4,0-2,no,2,right,right_low,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,2,left,left_low,no
no-recurrence-events,50-59,premeno,25-29,0-2,no,2,left,left_low,no
no-recurrence-events,60-69,ge40,20-24,0-2,no,1,left,left_low,no
no-recurrence-events,40-49,premeno,50-54,0-2,no,2,left,left_low,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,2,right,left_up,no
no-recurrence-events,40-49,premeno,0-4,0-2,no,3,left,central,no
no-recurrence-events,50-59,ge40,25-29,0-2,no,2,left,left_low,no
no-recurrence-events,60-69,lt40,10-14,0-2,no,1,left,right_up,no
no-recurrence-events,50-59,ge40,25-29,0-2,no,3,left,right_up,no
no-recurrence-events,40-49,premeno,30-34,0-2,no,3,left,left_up,no
no-recurrence-events,60-69,lt40,30-34,0-2,no,1,left,left_low,no
no-recurrence-events,40-49,premeno,15-19,0-2,no,2,left,left_low,no
no-recurrence-events,50-59,premeno,30-34,0-2,no,3,left,left_low,no
no-recurrence-events,60-69,ge40,30-34,0-2,no,3,left,left_low,no
no-recurrence-events,50-59,ge40,30-34,0-2,no,1,right,right_up,no
no-recurrence-events,50-59,ge40,40-44,0-2,no,2,left,left_low,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,2,left,left_low,no
no-recurrence-events,30-39,premeno,25-29,0-2,no,2,right,left_low,no
no-recurrence-events,50-59,premeno,40-44,0-2,no,2,left,left_up,no
no-recurrence-events,50-59,premeno,35-39,0-2,no,2,right,left_up,no
no-recurrence-events,40-49,premeno,25-29,0-2,no,2,left,left_up,no
no-recurrence-events,50-59,premeno,20-24,0-2,no,1,left,left_low,no
no-recurrence-events,60-69,ge40,25-29,0-2,no,3,right,left_up,no
no-recurrence-events,40-49,premeno,40-44,0-2,no,2,right,left_low,no
no-recurrence-events,60-69,ge40,30-34,0-2,no,2,left,left_low,no
no-recurrence-events,50-59,ge40,40-44,0-2,no,3,right,left_up,no
no-recurrence-events,50-59,premeno,15-19,0-2,no,2,right,left_low,no
no-recurrence-events,50-59,premeno,10-14,0-2,no,3,left,left_low,no
no-recurrence-events,50-59,ge40,10-14,0-2,no,1,right,left_up,no
no-recurrence-events,50-59,ge40,10-14,0-2,no,1,left,left_up,no
no-recurrence-events,30-39,premeno,30-34,0-2,no,2,left,left_up,no
no-recurrence-events,50-59,ge40,0-4,0-2,no,2,left,central,no
no-recurrence-events,50-59,ge40,15-19,0-2,no,1,right,central,no
no-recurrence-events,40-49,premeno,10-14,0-2,no,2,left,left_low,no
no-recurrence-events,40-49,premeno,30-34,0-2,no,1,left,left_low,no
no-recurrence-events,50-59,ge40,20-24,0-2,no,1,right,left_low,no
no-recurrence-events,60-69,ge40,25-29,0-2,no,2,left,left_low,no
no-recurrence-events,60-69,ge40,5-9,0-2,no,1,left,central,no
no-recurrence-events,40-49,premeno,10-14,0-2,no,2,left,left_up,no
no-recurrence-events,50-59,ge40,50-54,0-2,no,1,right,right_up,no
no-recurrence-events,50-59,ge40,30-34,0-2,no,1,left,left_up,no
no-recurrence-events,40-49,premeno,25-29,0-2,no,2,right,left_low,no
no-recurrence-events,50-59,premeno,25-29,0-2,no,1,right,left_up,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,1,right,right_up,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,1,right,left_low,no
no-recurrence-events,50-59,lt40,15-19,0-2,no,2,left,left_low,no
no-recurrence-events,30-39,premeno,20-24,0-2,no,2,left,right_low,no
no-recurrence-events,50-59,premeno,15-19,0-2,no,1,left,left_low,no
no-recurrence-events,70-79,ge40,20-24,0-2,no,3,left,left_up,no
no-recurrence-events,70-79,ge40,40-44,0-2,no,1,right,left_up,no
no-recurrence-events,70-79,ge40,40-44,0-2,no,1,right,right_up,no
no-recurrence-events,50-59,ge40,0-4,0-2,no,1,right,central,no
no-recurrence-events,50-59,ge40,5-9,0-2,no,2,right,right_up,no
no-recurrence-events,60-69,ge40,30-34,0-2,no,1,left,left_up,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,1,right,left_up,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,2,left,central,no
no-recurrence-events,40-49,premeno,10-14,0-2,no,1,right,right_low,no
no-recurrence-events,50-59,ge40,0-4,0-2,no,1,left,left_low,no
no-recurrence-events,20-29,premeno,35-39,0-2,no,2,right,right_up,no
no-recurrence-events,40-49,premeno,25-29,0-2,no,1,left,right_low,no
no-recurrence-events,40-49,premeno,10-14,0-2,no,1,right,left_up,no
no-recurrence-events,40-49,premeno,25-29,0-2,no,1,right,right_low,no
no-recurrence-events,50-59,ge40,20-24,0-2,no,3,left,left_up,no
no-recurrence-events,50-59,ge40,35-39,0-2,no,3,left,left_low,no
no-recurrence-events,60-69,ge40,50-54,0-2,no,2,left,left_low,no
no-recurrence-events,60-69,ge40,10-14,0-2,no,1,left,left_low,no
no-recurrence-events,40-49,premeno,25-29,0-2,no,2,right,left_up,no
no-recurrence-events,60-69,ge40,20-24,0-2,no,2,left,left_up,no
no-recurrence-events,50-59,premeno,15-19,0-2,no,2,right,right_low,no
no-recurrence-events,30-39,premeno,5-9,0-2,no,2,left,right_low,no
no-recurrence-events,50-59,ge40,10-14,0-2,no,1,left,left_low,no
no-recurrence-events,50-59,ge40,10-14,0-2,no,2,left,left_low,no
no-recurrence-events,30-39,premeno,25-29,0-2,no,1,left,central,no
no-recurrence-events,50-59,premeno,25-29,0-2,no,2,left,left_low,no
no-recurrence-events,40-49,premeno,25-29,0-2,no,2,right,central,no
no-recurrence-events,50-59,ge40,10-14,0-2,no,2,right,left_low,no
no-recurrence-events,60-69,ge40,10-14,0-2,no,1,left,left_up,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,2,right,left_low,no
no-recurrence-events,50-59,ge40,15-19,0-2,no,2,right,left_low,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,1,left,right_low,no
no-recurrence-events,50-59,ge40,35-39,0-2,no,3,left,left_up,no
no-recurrence-events,60-69,ge40,25-29,0-2,no,2,right,left_low,no
no-recurrence-events,70-79,ge40,0-4,0-2,no,1,left,right_low,no
no-recurrence-events,50-59,ge40,20-24,0-2,no,3,right,left_up,no
no-recurrence-events,40-49,premeno,40-44,0-2,no,1,right,left_up,no
no-recurrence-events,30-39,premeno,0-4,0-2,no,2,right,central,no
no-recurrence-events,50-59,ge40,20-24,0-2,no,3,left,left_up,no
no-recurrence-events,50-59,ge40,25-29,0-2,no,2,right,left_up,no
no-recurrence-events,60-69,ge40,20-24,0-2,no,2,right,left_up,no
no-recurrence-events,50-59,premeno,10-14,0-2,no,1,left,left_low,no
no-recurrence-events,40-49,premeno,30-34,0-2,no,2,right,right_low,no
no-recurrence-events,60-69,ge40,30-34,0-2,no,2,left,left_up,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,2,right,left_up,no
no-recurrence-events,40-49,premeno,30-34,0-2,no,1,left,right_up,no
no-recurrence-events,30-39,premeno,25-29,0-2,no,2,left,left_low,no
no-recurrence-events,40-49,ge40,20-24,0-2,no,3,left,left_low,no
no-recurrence-events,50-59,ge40,30-34,0-2,no,3,right,left_low,no
no-recurrence-events,50-59,premeno,25-29,0-2,no,2,right,right_low,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,2,left,right_low,no
no-recurrence-events,40-49,premeno,10-14,0-2,no,2,right,left_low,no
no-recurrence-events,40-49,premeno,30-34,0-2,no,1,right,left_up,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,2,left,left_up,no
no-recurrence-events,30-39,premeno,40-44,0-2,no,2,right,right_up,no
no-recurrence-events,40-49,premeno,30-34,0-2,no,3,right,right_up,no
no-recurrence-events,60-69,ge40,30-34,0-2,no,1,right,left_up,no
no-recurrence-events,50-59,ge40,25-29,0-2,no,1,left,left_low,no
no-recurrence-events,50-59,ge40,15-19,0-2,no,1,right,central,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,2,right,left_up,no
no-recurrence-events,40-49,premeno,10-14,0-2,no,1,right,left_up,no
no-recurrence-events,40-49,premeno,35-39,0-2,no,2,right,right_up,no
no-recurrence-events,50-59,ge40,20-24,0-2,no,2,right,left_up,no
no-recurrence-events,30-39,premeno,15-19,0-2,no,1,left,left_low,no
no-recurrence-events,40-49,ge40,20-24,0-2,no,3,left,left_up,no
no-recurrence-events,30-39,premeno,10-14,0-2,no,1,right,left_low,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,1,left,right_low,no
no-recurrence-events,60-69,ge40,20-24,0-2,no,1,left,left_low,no
no-recurrence-events,50-59,ge40,15-19,0-2,no,2,right,right_up,no
no-recurrence-events,50-59,ge40,40-44,0-2,no,3,left,left_up,no
no-recurrence-events,50-59,ge40,30-34,0-2,no,1,right,left_low,no
no-recurrence-events,60-69,ge40,10-14,0-2,no,1,right,left_low,no
no-recurrence-events,70-79,ge40,10-14,0-2,no,2,left,central,no
no-recurrence-events,30-39,premeno,30-34,6-8,yes,2,right,right_up,no
no-recurrence-events,30-39,premeno,25-29,6-8,yes,2,right,left_up,yes
no-recurrence-events,50-59,premeno,25-29,0-2,yes,2,left,left_up,no
no-recurrence-events,40-49,premeno,35-39,9-11,yes,2,right,left_up,yes
no-recurrence-events,40-49,premeno,35-39,9-11,yes,2,right,right_up,yes
no-recurrence-events,40-49,premeno,40-44,3-5,yes,3,right,left_up,yes
no-recurrence-events,40-49,premeno,30-34,6-8,no,2,left,left_up,no
no-recurrence-events,50-59,ge40,40-44,0-2,no,3,left,right_up,no
no-recurrence-events,60-69,ge40,30-34,0-2,no,2,left,left_low,yes
no-recurrence-events,30-39,premeno,20-24,3-5,no,2,right,central,no
no-recurrence-events,30-39,premeno,40-44,3-5,no,3,right,right_up,yes
no-recurrence-events,40-49,premeno,5-9,0-2,no,1,left,left_low,yes
no-recurrence-events,30-39,premeno,40-44,0-2,no,2,left,left_low,yes
no-recurrence-events,40-49,premeno,30-34,0-2,no,2,left,right_low,no
no-recurrence-events,50-59,ge40,40-44,3-5,yes,2,left,left_low,no
no-recurrence-events,50-59,premeno,20-24,3-5,yes,2,left,left_low,no
no-recurrence-events,60-69,ge40,10-14,0-2,no,1,left,left_up,no
no-recurrence-events,40-49,premeno,45-49,0-2,no,2,left,left_low,yes
no-recurrence-events,60-69,ge40,45-49,6-8,yes,3,left,central,no
no-recurrence-events,40-49,premeno,25-29,0-2,?,2,left,right_low,yes
no-recurrence-events,60-69,ge40,50-54,0-2,no,2,right,left_up,yes
no-recurrence-events,50-59,premeno,30-34,3-5,yes,2,left,left_low,yes
no-recurrence-events,30-39,premeno,20-24,0-2,no,3,left,central,no
no-recurrence-events,50-59,lt40,30-34,0-2,no,3,right,left_up,no
no-recurrence-events,50-59,ge40,25-29,15-17,yes,3,right,left_up,no
no-recurrence-events,60-69,ge40,30-34,3-5,yes,3,left,left_low,no
no-recurrence-events,50-59,ge40,35-39,15-17,no,3,left,left_low,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,3,right,left_up,yes
no-recurrence-events,30-39,lt40,15-19,0-2,no,3,right,left_up,no
no-recurrence-events,60-69,ge40,40-44,3-5,no,2,right,left_up,yes
no-recurrence-events,50-59,ge40,25-29,3-5,yes,3,right,left_up,no
no-recurrence-events,50-59,premeno,30-34,0-2,no,1,left,central,no
no-recurrence-events,50-59,ge40,30-34,0-2,no,1,right,central,no
no-recurrence-events,40-49,premeno,35-39,0-2,no,1,left,left_low,no
no-recurrence-events,40-49,premeno,25-29,0-2,no,3,right,left_up,yes
no-recurrence-events,40-49,premeno,30-34,3-5,yes,2,right,left_low,no
no-recurrence-events,60-69,ge40,10-14,0-2,no,2,right,left_up,yes
no-recurrence-events,60-69,ge40,25-29,3-5,?,1,right,left_up,yes
no-recurrence-events,60-69,ge40,25-29,3-5,?,1,right,left_low,yes
no-recurrence-events,40-49,premeno,20-24,3-5,no,2,right,left_up,no
no-recurrence-events,40-49,premeno,20-24,3-5,no,2,right,left_low,no
no-recurrence-events,40-49,ge40,40-44,15-17,yes,2,right,left_up,yes
no-recurrence-events,50-59,premeno,10-14,0-2,no,2,right,left_up,no
no-recurrence-events,40-49,ge40,30-34,0-2,no,2,left,left_up,yes
no-recurrence-events,30-39,premeno,20-24,3-5,yes,2,right,left_up,yes
no-recurrence-events,30-39,premeno,15-19,0-2,no,1,left,left_low,no
no-recurrence-events,60-69,ge40,30-34,6-8,yes,2,right,right_up,no
no-recurrence-events,50-59,ge40,20-24,3-5,yes,2,right,left_up,no
no-recurrence-events,50-59,premeno,25-29,3-5,yes,2,left,left_low,yes
no-recurrence-events,40-49,premeno,30-34,0-2,no,2,right,right_up,yes
no-recurrence-events,40-49,ge40,25-29,0-2,no,2,left,left_low,no
no-recurrence-events,60-69,ge40,10-14,0-2,no,2,left,left_low,no
no-recurrence-events,50-59,premeno,25-29,3-5,no,2,right,left_up,yes
no-recurrence-events,40-49,premeno,20-24,0-2,no,3,right,left_low,yes
no-recurrence-events,40-49,premeno,35-39,0-2,yes,3,right,left_up,yes
no-recurrence-events,40-49,premeno,35-39,0-2,yes,3,right,left_low,yes
no-recurrence-events,40-49,premeno,25-29,0-2,no,1,right,left_low,yes
no-recurrence-events,50-59,ge40,30-34,9-11,?,3,left,left_up,yes
no-recurrence-events,50-59,ge40,30-34,9-11,?,3,left,left_low,yes
no-recurrence-events,40-49,premeno,20-24,6-8,no,2,right,left_low,yes
no-recurrence-events,50-59,ge40,25-29,0-2,no,1,left,right_low,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,2,left,left_up,yes
no-recurrence-events,40-49,premeno,10-14,0-2,no,2,right,left_up,no
no-recurrence-events,50-59,ge40,20-24,0-2,yes,2,right,left_up,no
no-recurrence-events,40-49,premeno,15-19,12-14,no,3,right,right_low,yes
no-recurrence-events,40-49,premeno,25-29,0-2,no,2,left,left_up,yes
no-recurrence-events,50-59,ge40,30-34,6-8,yes,2,left,left_low,no
no-recurrence-events,30-39,premeno,10-14,0-2,no,2,left,right_low,no
no-recurrence-events,50-59,premeno,50-54,0-2,yes,2,right,left_up,yes
no-recurrence-events,50-59,ge40,35-39,0-2,no,2,left,left_up,no
no-recurrence-events,50-59,premeno,10-14,3-5,no,1,right,left_up,no
no-recurrence-events,40-49,premeno,10-14,0-2,no,2,left,left_low,yes
no-recurrence-events,50-59,ge40,15-19,0-2,yes,2,left,central,yes
no-recurrence-events,50-59,premeno,25-29,0-2,no,1,left,left_low,no
no-recurrence-events,60-69,ge40,25-29,0-2,no,3,right,left_low,no
recurrence-events,50-59,premeno,15-19,0-2,no,2,left,left_low,no
recurrence-events,40-49,premeno,40-44,0-2,no,1,left,left_low,no
recurrence-events,50-59,ge40,35-39,0-2,no,2,left,left_low,no
recurrence-events,50-59,premeno,25-29,0-2,no,2,left,right_up,no
recurrence-events,30-39,premeno,0-4,0-2,no,2,right,central,no
recurrence-events,50-59,ge40,30-34,0-2,no,3,left,?,no
recurrence-events,50-59,premeno,25-29,0-2,no,2,left,right_up,no
recurrence-events,50-59,premeno,30-34,0-2,no,3,left,right_up,no
recurrence-events,40-49,premeno,35-39,0-2,no,1,right,left_up,no
recurrence-events,40-49,premeno,20-24,0-2,no,2,left,left_low,no
recurrence-events,50-59,ge40,20-24,0-2,no,2,right,central,no
recurrence-events,40-49,premeno,30-34,0-2,no,3,right,right_up,no
recurrence-events,50-59,premeno,25-29,0-2,no,1,right,left_up,no
recurrence-events,60-69,ge40,40-44,0-2,no,2,right,left_low,no
recurrence-events,40-49,ge40,20-24,0-2,no,2,right,left_up,no
recurrence-events,50-59,ge40,20-24,0-2,no,2,left,left_up,no
recurrence-events,40-49,premeno,15-19,0-2,no,2,left,left_up,no
recurrence-events,60-69,ge40,30-34,0-2,no,3,right,central,no
recurrence-events,30-39,premeno,15-19,0-2,no,1,right,left_low,no
recurrence-events,40-49,premeno,25-29,0-2,no,3,left,right_up,no
recurrence-events,30-39,premeno,30-34,0-2,no,1,right,left_up,no
recurrence-events,60-69,ge40,25-29,0-2,no,3,left,right_low,yes
recurrence-events,60-69,ge40,20-24,0-2,no,3,right,left_low,no
recurrence-events,30-39,premeno,25-29,3-5,yes,3,left,left_low,yes
recurrence-events,40-49,ge40,20-24,3-5,no,3,right,left_low,yes
recurrence-events,40-49,premeno,30-34,15-17,yes,3,left,left_low,no
recurrence-events,50-59,premeno,30-34,0-2,no,3,right,left_up,yes
recurrence-events,60-69,ge40,40-44,3-5,yes,3,right,left_low,no
recurrence-events,60-69,ge40,45-49,0-2,no,1,right,right_up,yes
recurrence-events,50-59,premeno,50-54,9-11,yes,2,right,left_up,no
recurrence-events,40-49,premeno,30-34,3-5,no,2,right,left_up,no
recurrence-events,30-39,premeno,30-34,3-5,no,3,right,left_up,yes
recurrence-events,70-79,ge40,15-19,9-11,?,1,left,left_low,yes
recurrence-events,60-69,ge40,30-34,0-2,no,3,right,left_up,yes
recurrence-events,50-59,premeno,25-29,3-5,yes,3,left,left_low,yes
recurrence-events,40-49,premeno,25-29,0-2,no,2,right,left_low,no
recurrence-events,40-49,premeno,25-29,0-2,no,2,right,left_low,no
recurrence-events,30-39,premeno,35-39,0-2,no,3,left,left_low,no
recurrence-events,40-49,premeno,20-24,3-5,yes,2,right,right_up,yes
recurrence-events,60-69,ge40,20-24,3-5,no,2,left,left_low,yes
recurrence-events,40-49,premeno,15-19,15-17,yes,3,left,left_low,no
recurrence-events,50-59,ge40,25-29,6-8,no,3,left,left_low,yes
recurrence-events,50-59,ge40,20-24,3-5,yes,3,right,right_up,no
recurrence-events,40-49,premeno,30-34,12-14,yes,3,left,left_up,yes
recurrence-events,30-39,premeno,30-34,9-11,no,2,right,left_up,yes
recurrence-events,30-39,premeno,15-19,6-8,yes,3,left,left_low,yes
recurrence-events,50-59,ge40,30-34,9-11,yes,3,left,right_low,yes
recurrence-events,60-69,ge40,35-39,6-8,yes,3,left,left_low,no
recurrence-events,30-39,premeno,20-24,3-5,yes,2,left,left_low,no
recurrence-events,40-49,premeno,25-29,0-2,no,3,left,left_up,no
recurrence-events,40-49,premeno,50-54,0-2,no,2,right,left_low,yes
recurrence-events,30-39,premeno,40-44,0-2,no,1,left,left_up,no
recurrence-events,60-69,ge40,50-54,0-2,no,3,right,left_up,no
recurrence-events,40-49,premeno,30-34,0-2,yes,3,right,right_up,no
recurrence-events,40-49,premeno,30-34,6-8,yes,3,right,left_up,no
recurrence-events,40-49,premeno,30-34,0-2,no,1,left,left_low,yes
recurrence-events,40-49,premeno,20-24,3-5,yes,2,left,left_low,yes
recurrence-events,50-59,ge40,30-34,6-8,yes,2,left,right_low,yes
recurrence-events,50-59,ge40,30-34,3-5,no,3,right,left_up,no
recurrence-events,60-69,ge40,25-29,3-5,no,2,right,right_up,no
recurrence-events,40-49,ge40,25-29,12-14,yes,3,left,right_low,yes
recurrence-events,60-69,ge40,25-29,0-2,no,3,left,left_up,no
recurrence-events,50-59,lt40,20-24,0-2,?,1,left,left_up,no
recurrence-events,50-59,lt40,20-24,0-2,?,1,left,left_low,no
recurrence-events,30-39,premeno,35-39,9-11,yes,3,left,left_low,no
recurrence-events,40-49,premeno,30-34,3-5,yes,2,left,right_up,no
recurrence-events,60-69,ge40,20-24,24-26,yes,3,left,left_low,yes
recurrence-events,30-39,premeno,35-39,0-2,no,3,left,left_low,no
recurrence-events,40-49,premeno,25-29,0-2,no,2,left,left_low,yes
recurrence-events,50-59,ge40,30-34,6-8,yes,3,left,right_low,no
recurrence-events,50-59,premeno,25-29,0-2,no,3,right,left_low,yes
recurrence-events,40-49,premeno,15-19,0-2,yes,3,right,left_up,no
recurrence-events,60-69,ge40,30-34,0-2,yes,2,right,right_up,yes
recurrence-events,60-69,ge40,30-34,3-5,yes,2,left,central,yes
recurrence-events,40-49,premeno,25-29,9-11,yes,3,right,left_up,no
recurrence-events,30-39,premeno,25-29,6-8,yes,3,left,right_low,yes
recurrence-events,60-69,ge40,10-14,6-8,yes,3,left,left_up,yes
recurrence-events,50-59,premeno,35-39,15-17,yes,3,right,right_up,no
recurrence-events,50-59,ge40,40-44,6-8,yes,3,left,left_low,yes
recurrence-events,50-59,ge40,40-44,6-8,yes,3,left,left_low,yes
recurrence-events,30-39,premeno,30-34,0-2,no,2,left,left_up,no
recurrence-events,30-39,premeno,20-24,0-2,no,3,left,left_up,yes
recurrence-events,60-69,ge40,20-24,0-2,no,1,right,left_up,no
recurrence-events,40-49,ge40,30-34,3-5,no,3,left,left_low,no
recurrence-events,50-59,ge40,30-34,3-5,no,3,left,left_low,no

**## MLproject.docx**

·
**Comprehensive Literature Review:** Require a more comprehensive survey of existing approaches.

·
**Comparative Study:** Expect more detailed benchmarking of at least 8 to 10 machine learning models.

·
**Additional Experiments:**

· Conduct
**feature selection or dimensionality reduction** as an extra step.

· Explore
**ensemble methods** or advanced techniques beyond the basics

**2. Project Objectives**

The main goal of this project is to provide
**hands-on research experience** in machine learning. Students will:

· Identify and define a research-worthy problem.

· Explore existing machine learning approaches.

· Develop, implement, and test their own solution.

· Critically evaluate their work in comparison with related methods.

**3. Project Topic Selection**

· Topics should be
**relevant to machine learning** in a domain that all group members agree on.

· Each group must submit a
**1-page project proposal**(12-point font, single spacing, 1-inch margins) that includes:

· Problem statement

· Dataset(s) selection

· Plan and methodology

**## breast-cancer.arff2.txt**

% Breast Cancer Dataset (UCI ML Repository)
% ARFF for WEKA – corrected enums/underscores, no '?' in attribute values

@RELATION breast_cancer

@ATTRIBUTE class {no-recurrence-events,recurrence-events}
@ATTRIBUTE age {10-19,20-29,30-39,40-49,50-59,60-69,70-79,80-89,90-99}
@ATTRIBUTE menopause {lt40,ge40,premeno}
@ATTRIBUTE tumor_size {0-4,5-9,10-14,15-19,20-24,25-29,30-34,35-39,40-44,45-49,50-54,55-59}
@ATTRIBUTE inv_nodes {0-2,3-5,6-8,9-11,12-14,15-17,18-20,21-23,24-26,27-29,30-32,33-35,36-39}
@ATTRIBUTE node_caps {yes,no}
@ATTRIBUTE deg_malig {1,2,3}
@ATTRIBUTE breast {left,right}
@ATTRIBUTE breast_quad {left_up,right_up,left_low,right_low,central}
@ATTRIBUTE irradiat {yes,no}

@DATA
no-recurrence-events,30-39,premeno,30-34,0-2,no,3,left,left_low,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,2,right,right_up,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,2,left,left_low,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,2,right,left_up,no
no-recurrence-events,40-49,premeno,0-4,0-2,no,2,right,right_low,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,2,left,left_low,no
no-recurrence-events,50-59,premeno,25-29,0-2,no,2,left,left_low,no
no-recurrence-events,60-69,ge40,20-24,0-2,no,1,left,left_low,no
no-recurrence-events,40-49,premeno,50-54,0-2,no,2,left,left_low,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,2,right,left_up,no
no-recurrence-events,40-49,premeno,0-4,0-2,no,3,left,central,no
no-recurrence-events,50-59,ge40,25-29,0-2,no,2,left,left_low,no
no-recurrence-events,60-69,lt40,10-14,0-2,no,1,left,right_up,no
no-recurrence-events,50-59,ge40,25-29,0-2,no,3,left,right_up,no
no-recurrence-events,40-49,premeno,30-34,0-2,no,3,left,left_up,no
no-recurrence-events,60-69,lt40,30-34,0-2,no,1,left,left_low,no
no-recurrence-events,40-49,premeno,15-19,0-2,no,2,left,left_low,no
no-recurrence-events,50-59,premeno,30-34,0-2,no,3,left,left_low,no
no-recurrence-events,60-69,ge40,30-34,0-2,no,3,left,left_low,no
no-recurrence-events,50-59,ge40,30-34,0-2,no,1,right,right_up,no
no-recurrence-events,50-59,ge40,40-44,0-2,no,2,left,left_low,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,2,left,left_low,no
no-recurrence-events,30-39,premeno,25-29,0-2,no,2,right,left_low,no
no-recurrence-events,50-59,premeno,40-44,0-2,no,2,left,left_up,no
no-recurrence-events,50-59,premeno,35-39,0-2,no,2,right,left_up,no
no-recurrence-events,40-49,premeno,25-29,0-2,no,2,left,left_up,no
no-recurrence-events,50-59,premeno,20-24,0-2,no,1,left,left_low,no
no-recurrence-events,60-69,ge40,25-29,0-2,no,3,right,left_up,no
no-recurrence-events,40-49,premeno,40-44,0-2,no,2,right,left_low,no
no-recurrence-events,60-69,ge40,30-34,0-2,no,2,left,left_low,no
no-recurrence-events,50-59,ge40,40-44,0-2,no,3,right,left_up,no
no-recurrence-events,50-59,premeno,15-19,0-2,no,2,right,left_low,no
no-recurrence-events,50-59,premeno,10-14,0-2,no,3,left,left_low,no
no-recurrence-events,50-59,ge40,10-14,0-2,no,1,right,left_up,no
no-recurrence-events,50-59,ge40,10-14,0-2,no,1,left,left_up,no
no-recurrence-events,30-39,premeno,30-34,0-2,no,2,left,left_up,no
no-recurrence-events,50-59,ge40,0-4,0-2,no,2,left,central,no
no-recurrence-events,50-59,ge40,15-19,0-2,no,1,right,central,no
no-recurrence-events,40-49,premeno,10-14,0-2,no,2,left,left_low,no
no-recurrence-events,40-49,premeno,30-34,0-2,no,1,left,left_low,no
no-recurrence-events,50-59,ge40,20-24,0-2,no,1,right,left_low,no
no-recurrence-events,60-69,ge40,25-29,0-2,no,2,left,left_low,no
no-recurrence-events,60-69,ge40,5-9,0-2,no,1,left,central,no
no-recurrence-events,40-49,premeno,10-14,0-2,no,2,left,left_up,no
no-recurrence-events,50-59,ge40,50-54,0-2,no,1,right,right_up,no
no-recurrence-events,50-59,ge40,30-34,0-2,no,1,left,left_up,no
no-recurrence-events,40-49,premeno,25-29,0-2,no,2,right,left_low,no
no-recurrence-events,50-59,premeno,25-29,0-2,no,1,right,left_up,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,1,right,right_up,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,1,right,left_low,no
no-recurrence-events,50-59,lt40,15-19,0-2,no,2,left,left_low,no
no-recurrence-events,30-39,premeno,20-24,0-2,no,2,left,right_low,no
no-recurrence-events,50-59,premeno,15-19,0-2,no,1,left,left_low,no
no-recurrence-events,70-79,ge40,20-24,0-2,no,3,left,left_up,no
no-recurrence-events,70-79,ge40,40-44,0-2,no,1,right,left_up,no
no-recurrence-events,70-79,ge40,40-44,0-2,no,1,right,right_up,no
no-recurrence-events,50-59,ge40,0-4,0-2,no,1,right,central,no
no-recurrence-events,50-59,ge40,5-9,0-2,no,2,right,right_up,no
no-recurrence-events,60-69,ge40,30-34,0-2,no,1,left,left_up,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,1,right,left_up,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,2,left,central,no
no-recurrence-events,40-49,premeno,10-14,0-2,no,1,right,right_low,no
no-recurrence-events,50-59,ge40,0-4,0-2,no,1,left,left_low,no
no-recurrence-events,20-29,premeno,35-39,0-2,no,2,right,right_up,no
no-recurrence-events,40-49,premeno,25-29,0-2,no,1,left,right_low,no
no-recurrence-events,40-49,premeno,10-14,0-2,no,1,right,left_up,no
no-recurrence-events,40-49,premeno,25-29,0-2,no,1,right,right_low,no
no-recurrence-events,50-59,ge40,20-24,0-2,no,3,left,left_up,no
no-recurrence-events,50-59,ge40,35-39,0-2,no,3,left,left_low,no
no-recurrence-events,60-69,ge40,50-54,0-2,no,2,left,left_low,no
no-recurrence-events,60-69,ge40,10-14,0-2,no,1,left,left_low,no
no-recurrence-events,40-49,premeno,25-29,0-2,no,2,right,left_up,no
no-recurrence-events,60-69,ge40,20-24,0-2,no,2,left,left_up,no
no-recurrence-events,50-59,premeno,15-19,0-2,no,2,right,right_low,no
no-recurrence-events,30-39,premeno,5-9,0-2,no,2,left,right_low,no
no-recurrence-events,50-59,ge40,10-14,0-2,no,1,left,left_low,no
no-recurrence-events,50-59,ge40,10-14,0-2,no,2,left,left_low,no
no-recurrence-events,30-39,premeno,25-29,0-2,no,1,left,central,no
no-recurrence-events,50-59,premeno,25-29,0-2,no,2,left,left_low,no
no-recurrence-events,40-49,premeno,25-29,0-2,no,2,right,central,no
no-recurrence-events,50-59,ge40,10-14,0-2,no,2,right,left_low,no
no-recurrence-events,60-69,ge40,10-14,0-2,no,1,left,left_up,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,2,right,left_low,no
no-recurrence-events,50-59,ge40,15-19,0-2,no,2,right,left_low,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,1,left,right_low,no
no-recurrence-events,50-59,ge40,35-39,0-2,no,3,left,left_up,no
no-recurrence-events,60-69,ge40,25-29,0-2,no,2,right,left_low,no
no-recurrence-events,70-79,ge40,0-4,0-2,no,1,left,right_low,no
no-recurrence-events,50-59,ge40,20-24,0-2,no,3,right,left_up,no
no-recurrence-events,40-49,premeno,40-44,0-2,no,1,right,left_up,no
no-recurrence-events,30-39,premeno,0-4,0-2,no,2,right,central,no
no-recurrence-events,50-59,ge40,20-24,0-2,no,3,left,left_up,no
no-recurrence-events,50-59,ge40,25-29,0-2,no,2,right,left_up,no
no-recurrence-events,60-69,ge40,20-24,0-2,no,2,right,left_up,no
no-recurrence-events,50-59,premeno,10-14,0-2,no,1,left,left_low,no
no-recurrence-events,40-49,premeno,30-34,0-2,no,2,right,right_low,no
no-recurrence-events,60-69,ge40,30-34,0-2,no,2,left,left_up,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,2,right,left_up,no
no-recurrence-events,40-49,premeno,30-34,0-2,no,1,left,right_up,no
no-recurrence-events,30-39,premeno,25-29,0-2,no,2,left,left_low,no
no-recurrence-events,40-49,ge40,20-24,0-2,no,3,left,left_low,no
no-recurrence-events,50-59,ge40,30-34,0-2,no,3,right,left_low,no
no-recurrence-events,50-59,premeno,25-29,0-2,no,2,right,right_low,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,2,left,right_low,no
no-recurrence-events,40-49,premeno,10-14,0-2,no,2,right,left_low,no
no-recurrence-events,40-49,premeno,30-34,0-2,no,1,right,left_up,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,2,left,left_up,no
no-recurrence-events,30-39,premeno,40-44,0-2,no,2,right,right_up,no
no-recurrence-events,40-49,premeno,30-34,0-2,no,3,right,right_up,no
no-recurrence-events,60-69,ge40,30-34,0-2,no,1,right,left_up,no
no-recurrence-events,50-59,ge40,25-29,0-2,no,1,left,left_low,no
no-recurrence-events,50-59,ge40,15-19,0-2,no,1,right,central,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,2,right,left_up,no
no-recurrence-events,40-49,premeno,10-14,0-2,no,1,right,left_up,no
no-recurrence-events,40-49,premeno,35-39,0-2,no,2,right,right_up,no
no-recurrence-events,50-59,ge40,20-24,0-2,no,2,right,left_up,no
no-recurrence-events,30-39,premeno,15-19,0-2,no,1,left,left_low,no
no-recurrence-events,40-49,ge40,20-24,0-2,no,3,left,left_up,no
no-recurrence-events,30-39,premeno,10-14,0-2,no,1,right,left_low,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,1,left,right_low,no
no-recurrence-events,60-69,ge40,20-24,0-2,no,1,left,left_low,no
no-recurrence-events,50-59,ge40,15-19,0-2,no,2,right,right_up,no
no-recurrence-events,50-59,ge40,40-44,0-2,no,3,left,left_up,no
no-recurrence-events,50-59,ge40,30-34,0-2,no,1,right,left_low,no
no-recurrence-events,60-69,ge40,10-14,0-2,no,1,right,left_low,no
no-recurrence-events,70-79,ge40,10-14,0-2,no,2,left,central,no
no-recurrence-events,30-39,premeno,30-34,6-8,yes,2,right,right_up,no
no-recurrence-events,30-39,premeno,25-29,6-8,yes,2,right,left_up,yes
no-recurrence-events,50-59,premeno,25-29,0-2,yes,2,left,left_up,no
no-recurrence-events,40-49,premeno,35-39,9-11,yes,2,right,left_up,yes
no-recurrence-events,40-49,premeno,35-39,9-11,yes,2,right,right_up,yes
no-recurrence-events,40-49,premeno,40-44,3-5,yes,3,right,left_up,yes
no-recurrence-events,40-49,premeno,30-34,6-8,no,2,left,left_up,no
no-recurrence-events,50-59,ge40,40-44,0-2,no,3,left,right_up,no
no-recurrence-events,60-69,ge40,30-34,0-2,no,2,left,left_low,yes
no-recurrence-events,30-39,premeno,20-24,3-5,no,2,right,central,no
no-recurrence-events,30-39,premeno,40-44,3-5,no,3,right,right_up,yes
no-recurrence-events,40-49,premeno,5-9,0-2,no,1,left,left_low,yes
no-recurrence-events,30-39,premeno,40-44,0-2,no,2,left,left_low,yes
no-recurrence-events,40-49,premeno,30-34,0-2,no,2,left,right_low,no
no-recurrence-events,50-59,ge40,40-44,3-5,yes,2,left,left_low,no
no-recurrence-events,50-59,premeno,20-24,3-5,yes,2,left,left_low,no
no-recurrence-events,60-69,ge40,10-14,0-2,no,1,left,left_up,no
no-recurrence-events,40-49,premeno,45-49,0-2,no,2,left,left_low,yes
no-recurrence-events,60-69,ge40,45-49,6-8,yes,3,left,central,no
no-recurrence-events,40-49,premeno,25-29,0-2,?,2,left,right_low,yes
no-recurrence-events,60-69,ge40,50-54,0-2,no,2,right,left_up,yes
no-recurrence-events,50-59,premeno,30-34,3-5,yes,2,left,left_low,yes
no-recurrence-events,30-39,premeno,20-24,0-2,no,3,left,central,no
no-recurrence-events,50-59,lt40,30-34,0-2,no,3,right,left_up,no
no-recurrence-events,50-59,ge40,25-29,15-17,yes,3,right,left_up,no
no-recurrence-events,60-69,ge40,30-34,3-5,yes,3,left,left_low,no
no-recurrence-events,50-59,ge40,35-39,15-17,no,3,left,left_low,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,3,right,left_up,yes
no-recurrence-events,30-39,lt40,15-19,0-2,no,3,right,left_up,no
no-recurrence-events,60-69,ge40,40-44,3-5,no,2,right,left_up,yes
no-recurrence-events,50-59,ge40,25-29,3-5,yes,3,right,left_up,no
no-recurrence-events,50-59,premeno,30-34,0-2,no,1,left,central,no
no-recurrence-events,50-59,ge40,30-34,0-2,no,1,right,central,no
no-recurrence-events,40-49,premeno,35-39,0-2,no,1,left,left_low,no
no-recurrence-events,40-49,premeno,25-29,0-2,no,3,right,left_up,yes
no-recurrence-events,40-49,premeno,30-34,3-5,yes,2,right,left_low,no
no-recurrence-events,60-69,ge40,10-14,0-2,no,2,right,left_up,yes
no-recurrence-events,60-69,ge40,25-29,3-5,?,1,right,left_up,yes
no-recurrence-events,60-69,ge40,25-29,3-5,?,1,right,left_low,yes
no-recurrence-events,40-49,premeno,20-24,3-5,no,2,right,left_up,no
no-recurrence-events,40-49,premeno,20-24,3-5,no,2,right,left_low,no
no-recurrence-events,40-49,ge40,40-44,15-17,yes,2,right,left_up,yes
no-recurrence-events,50-59,premeno,10-14,0-2,no,2,right,left_up,no
no-recurrence-events,40-49,ge40,30-34,0-2,no,2,left,left_up,yes
no-recurrence-events,30-39,premeno,20-24,3-5,yes,2,right,left_up,yes
no-recurrence-events,30-39,premeno,15-19,0-2,no,1,left,left_low,no
no-recurrence-events,60-69,ge40,30-34,6-8,yes,2,right,right_up,no
no-recurrence-events,50-59,ge40,20-24,3-5,yes,2,right,left_up,no
no-recurrence-events,50-59,premeno,25-29,3-5,yes,2,left,left_low,yes
no-recurrence-events,40-49,premeno,30-34,0-2,no,2,right,right_up,yes
no-recurrence-events,40-49,ge40,25-29,0-2,no,2,left,left_low,no
no-recurrence-events,60-69,ge40,10-14,0-2,no,2,left,left_low,no
no-recurrence-events,50-59,premeno,25-29,3-5,no,2,right,left_up,yes
no-recurrence-events,40-49,premeno,20-24,0-2,no,3,right,left_low,yes
no-recurrence-events,40-49,premeno,35-39,0-2,yes,3,right,left_up,yes
no-recurrence-events,40-49,premeno,35-39,0-2,yes,3,right,left_low,yes
no-recurrence-events,40-49,premeno,25-29,0-2,no,1,right,left_low,yes
no-recurrence-events,50-59,ge40,30-34,9-11,?,3,left,left_up,yes
no-recurrence-events,50-59,ge40,30-34,9-11,?,3,left,left_low,yes
no-recurrence-events,40-49,premeno,20-24,6-8,no,2,right,left_low,yes
no-recurrence-events,50-59,ge40,25-29,0-2,no,1,left,right_low,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,2,left,left_up,yes
no-recurrence-events,40-49,premeno,10-14,0-2,no,2,right,left_up,no
no-recurrence-events,50-59,ge40,20-24,0-2,yes,2,right,left_up,no
no-recurrence-events,40-49,premeno,15-19,12-14,no,3,right,right_low,yes
no-recurrence-events,40-49,premeno,25-29,0-2,no,2,left,left_up,yes
no-recurrence-events,50-59,ge40,30-34,6-8,yes,2,left,left_low,no
no-recurrence-events,30-39,premeno,10-14,0-2,no,2,left,right_low,no
no-recurrence-events,50-59,premeno,50-54,0-2,yes,2,right,left_up,yes
no-recurrence-events,50-59,ge40,35-39,0-2,no,2,left,left_up,no
no-recurrence-events,50-59,premeno,10-14,3-5,no,1,right,left_up,no
no-recurrence-events,40-49,premeno,10-14,0-2,no,2,left,left_low,yes
no-recurrence-events,50-59,ge40,15-19,0-2,yes,2,left,central,yes
no-recurrence-events,50-59,premeno,25-29,0-2,no,1,left,left_low,no
no-recurrence-events,60-69,ge40,25-29,0-2,no,3,right,left_low,no
recurrence-events,50-59,premeno,15-19,0-2,no,2,left,left_low,no
recurrence-events,40-49,premeno,40-44,0-2,no,1,left,left_low,no
recurrence-events,50-59,ge40,35-39,0-2,no,2,left,left_low,no
recurrence-events,50-59,premeno,25-29,0-2,no,2,left,right_up,no
recurrence-events,30-39,premeno,0-4,0-2,no,2,right,central,no
recurrence-events,50-59,ge40,30-34,0-2,no,3,left,?,no
recurrence-events,50-59,premeno,25-29,0-2,no,2,left,right_up,no
recurrence-events,50-59,premeno,30-34,0-2,no,3,left,right_up,no
recurrence-events,40-49,premeno,35-39,0-2,no,1,right,left_up,no
recurrence-events,40-49,premeno,20-24,0-2,no,2,left,left_low,no
recurrence-events,50-59,ge40,20-24,0-2,no,2,right,central,no
recurrence-events,40-49,premeno,30-34,0-2,no,3,right,right_up,no
recurrence-events,50-59,premeno,25-29,0-2,no,1,right,left_up,no
recurrence-events,60-69,ge40,40-44,0-2,no,2,right,left_low,no
recurrence-events,40-49,ge40,20-24,0-2,no,2,right,left_up,no
recurrence-events,50-59,ge40,20-24,0-2,no,2,left,left_up,no
recurrence-events,40-49,premeno,15-19,0-2,no,2,left,left_up,no
recurrence-events,60-69,ge40,30-34,0-2,no,3,right,central,no
recurrence-events,30-39,premeno,15-19,0-2,no,1,right,left_low,no
recurrence-events,40-49,premeno,25-29,0-2,no,3,left,right_up,no
recurrence-events,30-39,premeno,30-34,0-2,no,1,right,left_up,no
recurrence-events,60-69,ge40,25-29,0-2,no,3,left,right_low,yes
recurrence-events,60-69,ge40,20-24,0-2,no,3,right,left_low,no
recurrence-events,30-39,premeno,25-29,3-5,yes,3,left,left_low,yes
recurrence-events,40-49,ge40,20-24,3-5,no,3,right,left_low,yes
recurrence-events,40-49,premeno,30-34,15-17,yes,3,left,left_low,no
recurrence-events,50-59,premeno,30-34,0-2,no,3,right,left_up,yes
recurrence-events,60-69,ge40,40-44,3-5,yes,3,right,left_low,no
recurrence-events,60-69,ge40,45-49,0-2,no,1,right,right_up,yes
recurrence-events,50-59,premeno,50-54,9-11,yes,2,right,left_up,no
recurrence-events,40-49,premeno,30-34,3-5,no,2,right,left_up,no
recurrence-events,30-39,premeno,30-34,3-5,no,3,right,left_up,yes
recurrence-events,70-79,ge40,15-19,9-11,?,1,left,left_low,yes
recurrence-events,60-69,ge40,30-34,0-2,no,3,right,left_up,yes
recurrence-events,50-59,premeno,25-29,3-5,yes,3,left,left_low,yes
recurrence-events,40-49,premeno,25-29,0-2,no,2,right,left_low,no
recurrence-events,40-49,premeno,25-29,0-2,no,2,right,left_low,no
recurrence-events,30-39,premeno,35-39,0-2,no,3,left,left_low,no
recurrence-events,40-49,premeno,20-24,3-5,yes,2,right,right_up,yes
recurrence-events,60-69,ge40,20-24,3-5,no,2,left,left_low,yes
recurrence-events,40-49,premeno,15-19,15-17,yes,3,left,left_low,no
recurrence-events,50-59,ge40,25-29,6-8,no,3,left,left_low,yes
recurrence-events,50-59,ge40,20-24,3-5,yes,3,right,right_up,no
recurrence-events,40-49,premeno,30-34,12-14,yes,3,left,left_up,yes
recurrence-events,30-39,premeno,30-34,9-11,no,2,right,left_up,yes
recurrence-events,30-39,premeno,15-19,6-8,yes,3,left,left_low,yes
recurrence-events,50-59,ge40,30-34,9-11,yes,3,left,right_low,yes
recurrence-events,60-69,ge40,35-39,6-8,yes,3,left,left_low,no
recurrence-events,30-39,premeno,20-24,3-5,yes,2,left,left_low,no
recurrence-events,40-49,premeno,25-29,0-2,no,3,left,left_up,no
recurrence-events,40-49,premeno,50-54,0-2,no,2,right,left_low,yes
recurrence-events,30-39,premeno,40-44,0-2,no,1,left,left_up,no
recurrence-events,60-69,ge40,50-54,0-2,no,3,right,left_up,no
recurrence-events,40-49,premeno,30-34,0-2,yes,3,right,right_up,no
recurrence-events,40-49,premeno,30-34,6-8,yes,3,right,left_up,no
recurrence-events,40-49,premeno,30-34,0-2,no,1,left,left_low,yes
recurrence-events,40-49,premeno,20-24,3-5,yes,2,left,left_low,yes
recurrence-events,50-59,ge40,30-34,6-8,yes,2,left,right_low,yes
recurrence-events,50-59,ge40,30-34,3-5,no,3,right,left_up,no
recurrence-events,60-69,ge40,25-29,3-5,no,2,right,right_up,no
recurrence-events,40-49,ge40,25-29,12-14,yes,3,left,right_low,yes
recurrence-events,60-69,ge40,25-29,0-2,no,3,left,left_up,no
recurrence-events,50-59,lt40,20-24,0-2,?,1,left,left_up,no
recurrence-events,50-59,lt40,20-24,0-2,?,1,left,left_low,no
recurrence-events,30-39,premeno,35-39,9-11,yes,3,left,left_low,no
recurrence-events,40-49,premeno,30-34,3-5,yes,2,left,right_up,no
recurrence-events,60-69,ge40,20-24,24-26,yes,3,left,left_low,yes
recurrence-events,30-39,premeno,35-39,0-2,no,3,left,left_low,no
recurrence-events,40-49,premeno,25-29,0-2,no,2,left,left_low,yes
recurrence-events,50-59,ge40,30-34,6-8,yes,3,left,right_low,no
recurrence-events,50-59,premeno,25-29,0-2,no,3,right,left_low,yes
recurrence-events,40-49,premeno,15-19,0-2,yes,3,right,left_up,no
recurrence-events,60-69,ge40,30-34,0-2,yes,2,right,right_up,yes
recurrence-events,60-69,ge40,30-34,3-5,yes,2,left,central,yes
recurrence-events,40-49,premeno,25-29,9-11,yes,3,right,left_up,no
recurrence-events,30-39,premeno,25-29,6-8,yes,3,left,right_low,yes
recurrence-events,60-69,ge40,10-14,6-8,yes,3,left,left_up,yes
recurrence-events,50-59,premeno,35-39,15-17,yes,3,right,right_up,no
recurrence-events,50-59,ge40,40-44,6-8,yes,3,left,left_low,yes
recurrence-events,50-59,ge40,40-44,6-8,yes,3,left,left_low,yes
recurrence-events,30-39,premeno,30-34,0-2,no,2,left,left_up,no
recurrence-events,30-39,premeno,20-24,0-2,no,3,left,left_up,yes
recurrence-events,60-69,ge40,20-24,0-2,no,1,right,left_up,no
recurrence-events,40-49,ge40,30-34,3-5,no,3,left,left_low,no
recurrence-events,50-59,ge40,30-34,3-5,no,3,left,left_low,no

**## MLproject.docx**

·
**Comprehensive Literature Review:** Require a more comprehensive survey of existing approaches.

·
**Comparative Study:** Expect more detailed benchmarking of at least 8 to 10 machine learning models.

·
**Additional Experiments:**

· Conduct
**feature selection or dimensionality reduction** as an extra step.

· Explore
**ensemble methods** or advanced techniques beyond the basics

**2. Project Objectives**

The main goal of this project is to provide
**hands-on research experience** in machine learning. Students will:

· Identify and define a research-worthy problem.

· Explore existing machine learning approaches.

· Develop, implement, and test their own solution.

· Critically evaluate their work in comparison with related methods.

**3. Project Topic Selection**

· Topics should be
**relevant to machine learning** in a domain that all group members agree on.

· Each group must submit a
**1-page project proposal**(12-point font, single spacing, 1-inch margins) that includes:

· Problem statement

· Dataset(s) selection

· Plan and methodology

**## breast-cancer.arff2.txt**

% Breast Cancer Dataset (UCI ML Repository)
% ARFF for WEKA – corrected enums/underscores, no '?' in attribute values

@RELATION breast_cancer

@ATTRIBUTE class {no-recurrence-events,recurrence-events}
@ATTRIBUTE age {10-19,20-29,30-39,40-49,50-59,60-69,70-79,80-89,90-99}
@ATTRIBUTE menopause {lt40,ge40,premeno}
@ATTRIBUTE tumor_size {0-4,5-9,10-14,15-19,20-24,25-29,30-34,35-39,40-44,45-49,50-54,55-59}
@ATTRIBUTE inv_nodes {0-2,3-5,6-8,9-11,12-14,15-17,18-20,21-23,24-26,27-29,30-32,33-35,36-39}
@ATTRIBUTE node_caps {yes,no}
@ATTRIBUTE deg_malig {1,2,3}
@ATTRIBUTE breast {left,right}
@ATTRIBUTE breast_quad {left_up,right_up,left_low,right_low,central}
@ATTRIBUTE irradiat {yes,no}

@DATA
no-recurrence-events,30-39,premeno,30-34,0-2,no,3,left,left_low,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,2,right,right_up,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,2,left,left_low,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,2,right,left_up,no
no-recurrence-events,40-49,premeno,0-4,0-2,no,2,right,right_low,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,2,left,left_low,no
no-recurrence-events,50-59,premeno,25-29,0-2,no,2,left,left_low,no
no-recurrence-events,60-69,ge40,20-24,0-2,no,1,left,left_low,no
no-recurrence-events,40-49,premeno,50-54,0-2,no,2,left,left_low,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,2,right,left_up,no
no-recurrence-events,40-49,premeno,0-4,0-2,no,3,left,central,no
no-recurrence-events,50-59,ge40,25-29,0-2,no,2,left,left_low,no
no-recurrence-events,60-69,lt40,10-14,0-2,no,1,left,right_up,no
no-recurrence-events,50-59,ge40,25-29,0-2,no,3,left,right_up,no
no-recurrence-events,40-49,premeno,30-34,0-2,no,3,left,left_up,no
no-recurrence-events,60-69,lt40,30-34,0-2,no,1,left,left_low,no
no-recurrence-events,40-49,premeno,15-19,0-2,no,2,left,left_low,no
no-recurrence-events,50-59,premeno,30-34,0-2,no,3,left,left_low,no
no-recurrence-events,60-69,ge40,30-34,0-2,no,3,left,left_low,no
no-recurrence-events,50-59,ge40,30-34,0-2,no,1,right,right_up,no
no-recurrence-events,50-59,ge40,40-44,0-2,no,2,left,left_low,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,2,left,left_low,no
no-recurrence-events,30-39,premeno,25-29,0-2,no,2,right,left_low,no
no-recurrence-events,50-59,premeno,40-44,0-2,no,2,left,left_up,no
no-recurrence-events,50-59,premeno,35-39,0-2,no,2,right,left_up,no
no-recurrence-events,40-49,premeno,25-29,0-2,no,2,left,left_up,no
no-recurrence-events,50-59,premeno,20-24,0-2,no,1,left,left_low,no
no-recurrence-events,60-69,ge40,25-29,0-2,no,3,right,left_up,no
no-recurrence-events,40-49,premeno,40-44,0-2,no,2,right,left_low,no
no-recurrence-events,60-69,ge40,30-34,0-2,no,2,left,left_low,no
no-recurrence-events,50-59,ge40,40-44,0-2,no,3,right,left_up,no
no-recurrence-events,50-59,premeno,15-19,0-2,no,2,right,left_low,no
no-recurrence-events,50-59,premeno,10-14,0-2,no,3,left,left_low,no
no-recurrence-events,50-59,ge40,10-14,0-2,no,1,right,left_up,no
no-recurrence-events,50-59,ge40,10-14,0-2,no,1,left,left_up,no
no-recurrence-events,30-39,premeno,30-34,0-2,no,2,left,left_up,no
no-recurrence-events,50-59,ge40,0-4,0-2,no,2,left,central,no
no-recurrence-events,50-59,ge40,15-19,0-2,no,1,right,central,no
no-recurrence-events,40-49,premeno,10-14,0-2,no,2,left,left_low,no
no-recurrence-events,40-49,premeno,30-34,0-2,no,1,left,left_low,no
no-recurrence-events,50-59,ge40,20-24,0-2,no,1,right,left_low,no
no-recurrence-events,60-69,ge40,25-29,0-2,no,2,left,left_low,no
no-recurrence-events,60-69,ge40,5-9,0-2,no,1,left,central,no
no-recurrence-events,40-49,premeno,10-14,0-2,no,2,left,left_up,no
no-recurrence-events,50-59,ge40,50-54,0-2,no,1,right,right_up,no
no-recurrence-events,50-59,ge40,30-34,0-2,no,1,left,left_up,no
no-recurrence-events,40-49,premeno,25-29,0-2,no,2,right,left_low,no
no-recurrence-events,50-59,premeno,25-29,0-2,no,1,right,left_up,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,1,right,right_up,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,1,right,left_low,no
no-recurrence-events,50-59,lt40,15-19,0-2,no,2,left,left_low,no
no-recurrence-events,30-39,premeno,20-24,0-2,no,2,left,right_low,no
no-recurrence-events,50-59,premeno,15-19,0-2,no,1,left,left_low,no
no-recurrence-events,70-79,ge40,20-24,0-2,no,3,left,left_up,no
no-recurrence-events,70-79,ge40,40-44,0-2,no,1,right,left_up,no
no-recurrence-events,70-79,ge40,40-44,0-2,no,1,right,right_up,no
no-recurrence-events,50-59,ge40,0-4,0-2,no,1,right,central,no
no-recurrence-events,50-59,ge40,5-9,0-2,no,2,right,right_up,no
no-recurrence-events,60-69,ge40,30-34,0-2,no,1,left,left_up,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,1,right,left_up,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,2,left,central,no
no-recurrence-events,40-49,premeno,10-14,0-2,no,1,right,right_low,no
no-recurrence-events,50-59,ge40,0-4,0-2,no,1,left,left_low,no
no-recurrence-events,20-29,premeno,35-39,0-2,no,2,right,right_up,no
no-recurrence-events,40-49,premeno,25-29,0-2,no,1,left,right_low,no
no-recurrence-events,40-49,premeno,10-14,0-2,no,1,right,left_up,no
no-recurrence-events,40-49,premeno,25-29,0-2,no,1,right,right_low,no
no-recurrence-events,50-59,ge40,20-24,0-2,no,3,left,left_up,no
no-recurrence-events,50-59,ge40,35-39,0-2,no,3,left,left_low,no
no-recurrence-events,60-69,ge40,50-54,0-2,no,2,left,left_low,no
no-recurrence-events,60-69,ge40,10-14,0-2,no,1,left,left_low,no
no-recurrence-events,40-49,premeno,25-29,0-2,no,2,right,left_up,no
no-recurrence-events,60-69,ge40,20-24,0-2,no,2,left,left_up,no
no-recurrence-events,50-59,premeno,15-19,0-2,no,2,right,right_low,no
no-recurrence-events,30-39,premeno,5-9,0-2,no,2,left,right_low,no
no-recurrence-events,50-59,ge40,10-14,0-2,no,1,left,left_low,no
no-recurrence-events,50-59,ge40,10-14,0-2,no,2,left,left_low,no
no-recurrence-events,30-39,premeno,25-29,0-2,no,1,left,central,no
no-recurrence-events,50-59,premeno,25-29,0-2,no,2,left,left_low,no
no-recurrence-events,40-49,premeno,25-29,0-2,no,2,right,central,no
no-recurrence-events,50-59,ge40,10-14,0-2,no,2,right,left_low,no
no-recurrence-events,60-69,ge40,10-14,0-2,no,1,left,left_up,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,2,right,left_low,no
no-recurrence-events,50-59,ge40,15-19,0-2,no,2,right,left_low,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,1,left,right_low,no
no-recurrence-events,50-59,ge40,35-39,0-2,no,3,left,left_up,no
no-recurrence-events,60-69,ge40,25-29,0-2,no,2,right,left_low,no
no-recurrence-events,70-79,ge40,0-4,0-2,no,1,left,right_low,no
no-recurrence-events,50-59,ge40,20-24,0-2,no,3,right,left_up,no
no-recurrence-events,40-49,premeno,40-44,0-2,no,1,right,left_up,no
no-recurrence-events,30-39,premeno,0-4,0-2,no,2,right,central,no
no-recurrence-events,50-59,ge40,20-24,0-2,no,3,left,left_up,no
no-recurrence-events,50-59,ge40,25-29,0-2,no,2,right,left_up,no
no-recurrence-events,60-69,ge40,20-24,0-2,no,2,right,left_up,no
no-recurrence-events,50-59,premeno,10-14,0-2,no,1,left,left_low,no
no-recurrence-events,40-49,premeno,30-34,0-2,no,2,right,right_low,no
no-recurrence-events,60-69,ge40,30-34,0-2,no,2,left,left_up,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,2,right,left_up,no
no-recurrence-events,40-49,premeno,30-34,0-2,no,1,left,right_up,no
no-recurrence-events,30-39,premeno,25-29,0-2,no,2,left,left_low,no
no-recurrence-events,40-49,ge40,20-24,0-2,no,3,left,left_low,no
no-recurrence-events,50-59,ge40,30-34,0-2,no,3,right,left_low,no
no-recurrence-events,50-59,premeno,25-29,0-2,no,2,right,right_low,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,2,left,right_low,no
no-recurrence-events,40-49,premeno,10-14,0-2,no,2,right,left_low,no
no-recurrence-events,40-49,premeno,30-34,0-2,no,1,right,left_up,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,2,left,left_up,no
no-recurrence-events,30-39,premeno,40-44,0-2,no,2,right,right_up,no
no-recurrence-events,40-49,premeno,30-34,0-2,no,3,right,right_up,no
no-recurrence-events,60-69,ge40,30-34,0-2,no,1,right,left_up,no
no-recurrence-events,50-59,ge40,25-29,0-2,no,1,left,left_low,no
no-recurrence-events,50-59,ge40,15-19,0-2,no,1,right,central,no
no-recurrence-events,40-49,premeno,20-24,0-2,no,2,right,left_up,no
no-recurrence-events,40-49,premeno,10-14,0-2,no,1,right,left_up,no
no-recurrence-events,40-49,premeno,35-39,0-2,no,2,right,right_up,no
no-recurrence-events,50-59,ge40,20-24,0-2,no,2,right,left_up,no
no-recurrence-events,30-39,premeno,15-19,0-2,no,1,left,left_low,no
no-recurrence-events,40-49,ge40,20-24,0-2,no,3,left,left_up,no
no-recurrence-events,30-39,premeno,10-14,0-2,no,1,right,left_low,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,1,left,right_low,no
no-recurrence-events,60-69,ge40,20-24,0-2,no,1,left,left_low,no
no-recurrence-events,50-59,ge40,15-19,0-2,no,2,right,right_up,no
no-recurrence-events,50-59,ge40,40-44,0-2,no,3,left,left_up,no
no-recurrence-events,50-59,ge40,30-34,0-2,no,1,right,left_low,no
no-recurrence-events,60-69,ge40,10-14,0-2,no,1,right,left_low,no
no-recurrence-events,70-79,ge40,10-14,0-2,no,2,left,central,no
no-recurrence-events,30-39,premeno,30-34,6-8,yes,2,right,right_up,no
no-recurrence-events,30-39,premeno,25-29,6-8,yes,2,right,left_up,yes
no-recurrence-events,50-59,premeno,25-29,0-2,yes,2,left,left_up,no
no-recurrence-events,40-49,premeno,35-39,9-11,yes,2,right,left_up,yes
no-recurrence-events,40-49,premeno,35-39,9-11,yes,2,right,right_up,yes
no-recurrence-events,40-49,premeno,40-44,3-5,yes,3,right,left_up,yes
no-recurrence-events,40-49,premeno,30-34,6-8,no,2,left,left_up,no
no-recurrence-events,50-59,ge40,40-44,0-2,no,3,left,right_up,no
no-recurrence-events,60-69,ge40,30-34,0-2,no,2,left,left_low,yes
no-recurrence-events,30-39,premeno,20-24,3-5,no,2,right,central,no
no-recurrence-events,30-39,premeno,40-44,3-5,no,3,right,right_up,yes
no-recurrence-events,40-49,premeno,5-9,0-2,no,1,left,left_low,yes
no-recurrence-events,30-39,premeno,40-44,0-2,no,2,left,left_low,yes
no-recurrence-events,40-49,premeno,30-34,0-2,no,2,left,right_low,no
no-recurrence-events,50-59,ge40,40-44,3-5,yes,2,left,left_low,no
no-recurrence-events,50-59,premeno,20-24,3-5,yes,2,left,left_low,no
no-recurrence-events,60-69,ge40,10-14,0-2,no,1,left,left_up,no
no-recurrence-events,40-49,premeno,45-49,0-2,no,2,left,left_low,yes
no-recurrence-events,60-69,ge40,45-49,6-8,yes,3,left,central,no
no-recurrence-events,40-49,premeno,25-29,0-2,?,2,left,right_low,yes
no-recurrence-events,60-69,ge40,50-54,0-2,no,2,right,left_up,yes
no-recurrence-events,50-59,premeno,30-34,3-5,yes,2,left,left_low,yes
no-recurrence-events,30-39,premeno,20-24,0-2,no,3,left,central,no
no-recurrence-events,50-59,lt40,30-34,0-2,no,3,right,left_up,no
no-recurrence-events,50-59,ge40,25-29,15-17,yes,3,right,left_up,no
no-recurrence-events,60-69,ge40,30-34,3-5,yes,3,left,left_low,no
no-recurrence-events,50-59,ge40,35-39,15-17,no,3,left,left_low,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,3,right,left_up,yes
no-recurrence-events,30-39,lt40,15-19,0-2,no,3,right,left_up,no
no-recurrence-events,60-69,ge40,40-44,3-5,no,2,right,left_up,yes
no-recurrence-events,50-59,ge40,25-29,3-5,yes,3,right,left_up,no
no-recurrence-events,50-59,premeno,30-34,0-2,no,1,left,central,no
no-recurrence-events,50-59,ge40,30-34,0-2,no,1,right,central,no
no-recurrence-events,40-49,premeno,35-39,0-2,no,1,left,left_low,no
no-recurrence-events,40-49,premeno,25-29,0-2,no,3,right,left_up,yes
no-recurrence-events,40-49,premeno,30-34,3-5,yes,2,right,left_low,no
no-recurrence-events,60-69,ge40,10-14,0-2,no,2,right,left_up,yes
no-recurrence-events,60-69,ge40,25-29,3-5,?,1,right,left_up,yes
no-recurrence-events,60-69,ge40,25-29,3-5,?,1,right,left_low,yes
no-recurrence-events,40-49,premeno,20-24,3-5,no,2,right,left_up,no
no-recurrence-events,40-49,premeno,20-24,3-5,no,2,right,left_low,no
no-recurrence-events,40-49,ge40,40-44,15-17,yes,2,right,left_up,yes
no-recurrence-events,50-59,premeno,10-14,0-2,no,2,right,left_up,no
no-recurrence-events,40-49,ge40,30-34,0-2,no,2,left,left_up,yes
no-recurrence-events,30-39,premeno,20-24,3-5,yes,2,right,left_up,yes
no-recurrence-events,30-39,premeno,15-19,0-2,no,1,left,left_low,no
no-recurrence-events,60-69,ge40,30-34,6-8,yes,2,right,right_up,no
no-recurrence-events,50-59,ge40,20-24,3-5,yes,2,right,left_up,no
no-recurrence-events,50-59,premeno,25-29,3-5,yes,2,left,left_low,yes
no-recurrence-events,40-49,premeno,30-34,0-2,no,2,right,right_up,yes
no-recurrence-events,40-49,ge40,25-29,0-2,no,2,left,left_low,no
no-recurrence-events,60-69,ge40,10-14,0-2,no,2,left,left_low,no
no-recurrence-events,50-59,premeno,25-29,3-5,no,2,right,left_up,yes
no-recurrence-events,40-49,premeno,20-24,0-2,no,3,right,left_low,yes
no-recurrence-events,40-49,premeno,35-39,0-2,yes,3,right,left_up,yes
no-recurrence-events,40-49,premeno,35-39,0-2,yes,3,right,left_low,yes
no-recurrence-events,40-49,premeno,25-29,0-2,no,1,right,left_low,yes
no-recurrence-events,50-59,ge40,30-34,9-11,?,3,left,left_up,yes
no-recurrence-events,50-59,ge40,30-34,9-11,?,3,left,left_low,yes
no-recurrence-events,40-49,premeno,20-24,6-8,no,2,right,left_low,yes
no-recurrence-events,50-59,ge40,25-29,0-2,no,1,left,right_low,no
no-recurrence-events,60-69,ge40,15-19,0-2,no,2,left,left_up,yes
no-recurrence-events,40-49,premeno,10-14,0-2,no,2,right,left_up,no
no-recurrence-events,50-59,ge40,20-24,0-2,yes,2,right,left_up,no
no-recurrence-events,40-49,premeno,15-19,12-14,no,3,right,right_low,yes
no-recurrence-events,40-49,premeno,25-29,0-2,no,2,left,left_up,yes
no-recurrence-events,50-59,ge40,30-34,6-8,yes,2,left,left_low,no
no-recurrence-events,30-39,premeno,10-14,0-2,no,2,left,right_low,no
no-recurrence-events,50-59,premeno,50-54,0-2,yes,2,right,left_up,yes
no-recurrence-events,50-59,ge40,35-39,0-2,no,2,left,left_up,no
no-recurrence-events,50-59,premeno,10-14,3-5,no,1,right,left_up,no
no-recurrence-events,40-49,premeno,10-14,0-2,no,2,left,left_low,yes
no-recurrence-events,50-59,ge40,15-19,0-2,yes,2,left,central,yes
no-recurrence-events,50-59,premeno,25-29,0-2,no,1,left,left_low,no
no-recurrence-events,60-69,ge40,25-29,0-2,no,3,right,left_low,no
recurrence-events,50-59,premeno,15-19,0-2,no,2,left,left_low,no
recurrence-events,40-49,premeno,40-44,0-2,no,1,left,left_low,no
recurrence-events,50-59,ge40,35-39,0-2,no,2,left,left_low,no
recurrence-events,50-59,premeno,25-29,0-2,no,2,left,right_up,no
recurrence-events,30-39,premeno,0-4,0-2,no,2,right,central,no
recurrence-events,50-59,ge40,30-34,0-2,no,3,left,?,no
recurrence-events,50-59,premeno,25-29,0-2,no,2,left,right_up,no
recurrence-events,50-59,premeno,30-34,0-2,no,3,left,right_up,no
recurrence-events,40-49,premeno,35-39,0-2,no,1,right,left_up,no
recurrence-events,40-49,premeno,20-24,0-2,no,2,left,left_low,no
recurrence-events,50-59,ge40,20-24,0-2,no,2,right,central,no
recurrence-events,40-49,premeno,30-34,0-2,no,3,right,right_up,no
recurrence-events,50-59,premeno,25-29,0-2,no,1,right,left_up,no
recurrence-events,60-69,ge40,40-44,0-2,no,2,right,left_low,no
recurrence-events,40-49,ge40,20-24,0-2,no,2,right,left_up,no
recurrence-events,50-59,ge40,20-24,0-2,no,2,left,left_up,no
recurrence-events,40-49,premeno,15-19,0-2,no,2,left,left_up,no
recurrence-events,60-69,ge40,30-34,0-2,no,3,right,central,no
recurrence-events,30-39,premeno,15-19,0-2,no,1,right,left_low,no
recurrence-events,40-49,premeno,25-29,0-2,no,3,left,right_up,no
recurrence-events,30-39,premeno,30-34,0-2,no,1,right,left_up,no
recurrence-events,60-69,ge40,25-29,0-2,no,3,left,right_low,yes
recurrence-events,60-69,ge40,20-24,0-2,no,3,right,left_low,no
recurrence-events,30-39,premeno,25-29,3-5,yes,3,left,left_low,yes
recurrence-events,40-49,ge40,20-24,3-5,no,3,right,left_low,yes
recurrence-events,40-49,premeno,30-34,15-17,yes,3,left,left_low,no
recurrence-events,50-59,premeno,30-34,0-2,no,3,right,left_up,yes
recurrence-events,60-69,ge40,40-44,3-5,yes,3,right,left_low,no
recurrence-events,60-69,ge40,45-49,0-2,no,1,right,right_up,yes
recurrence-events,50-59,premeno,50-54,9-11,yes,2,right,left_up,no
recurrence-events,40-49,premeno,30-34,3-5,no,2,right,left_up,no
recurrence-events,30-39,premeno,30-34,3-5,no,3,right,left_up,yes
recurrence-events,70-79,ge40,15-19,9-11,?,1,left,left_low,yes
recurrence-events,60-69,ge40,30-34,0-2,no,3,right,left_up,yes
recurrence-events,50-59,premeno,25-29,3-5,yes,3,left,left_low,yes
recurrence-events,40-49,premeno,25-29,0-2,no,2,right,left_low,no
recurrence-events,40-49,premeno,25-29,0-2,no,2,right,left_low,no
recurrence-events,30-39,premeno,35-39,0-2,no,3,left,left_low,no
recurrence-events,40-49,premeno,20-24,3-5,yes,2,right,right_up,yes
recurrence-events,60-69,ge40,20-24,3-5,no,2,left,left_low,yes
recurrence-events,40-49,premeno,15-19,15-17,yes,3,left,left_low,no
recurrence-events,50-59,ge40,25-29,6-8,no,3,left,left_low,yes
recurrence-events,50-59,ge40,20-24,3-5,yes,3,right,right_up,no
recurrence-events,40-49,premeno,30-34,12-14,yes,3,left,left_up,yes
recurrence-events,30-39,premeno,30-34,9-11,no,2,right,left_up,yes
recurrence-events,30-39,premeno,15-19,6-8,yes,3,left,left_low,yes
recurrence-events,50-59,ge40,30-34,9-11,yes,3,left,right_low,yes
recurrence-events,60-69,ge40,35-39,6-8,yes,3,left,left_low,no
recurrence-events,30-39,premeno,20-24,3-5,yes,2,left,left_low,no
recurrence-events,40-49,premeno,25-29,0-2,no,3,left,left_up,no
recurrence-events,40-49,premeno,50-54,0-2,no,2,right,left_low,yes
recurrence-events,30-39,premeno,40-44,0-2,no,1,left,left_up,no
recurrence-events,60-69,ge40,50-54,0-2,no,3,right,left_up,no
recurrence-events,40-49,premeno,30-34,0-2,yes,3,right,right_up,no
recurrence-events,40-49,premeno,30-34,6-8,yes,3,right,left_up,no
recurrence-events,40-49,premeno,30-34,0-2,no,1,left,left_low,yes
recurrence-events,40-49,premeno,20-24,3-5,yes,2,left,left_low,yes
recurrence-events,50-59,ge40,30-34,6-8,yes,2,left,right_low,yes
recurrence-events,50-59,ge40,30-34,3-5,no,3,right,left_up,no
recurrence-events,60-69,ge40,25-29,3-5,no,2,right,right_up,no
recurrence-events,40-49,ge40,25-29,12-14,yes,3,left,right_low,yes
recurrence-events,60-69,ge40,25-29,0-2,no,3,left,left_up,no
recurrence-events,50-59,lt40,20-24,0-2,?,1,left,left_up,no
recurrence-events,50-59,lt40,20-24,0-2,?,1,left,left_low,no
recurrence-events,30-39,premeno,35-39,9-11,yes,3,left,left_low,no
recurrence-events,40-49,premeno,30-34,3-5,yes,2,left,right_up,no
recurrence-events,60-69,ge40,20-24,24-26,yes,3,left,left_low,yes
recurrence-events,30-39,premeno,35-39,0-2,no,3,left,left_low,no
recurrence-events,40-49,premeno,25-29,0-2,no,2,left,left_low,yes
recurrence-events,50-59,ge40,30-34,6-8,yes,3,left,right_low,no
recurrence-events,50-59,premeno,25-29,0-2,no,3,right,left_low,yes
recurrence-events,40-49,premeno,15-19,0-2,yes,3,right,left_up,no
recurrence-events,60-69,ge40,30-34,0-2,yes,2,right,right_up,yes
recurrence-events,60-69,ge40,30-34,3-5,yes,2,left,central,yes
recurrence-events,40-49,premeno,25-29,9-11,yes,3,right,left_up,no
recurrence-events,30-39,premeno,25-29,6-8,yes,3,left,right_low,yes
recurrence-events,60-69,ge40,10-14,6-8,yes,3,left,left_up,yes
recurrence-events,50-59,premeno,35-39,15-17,yes,3,right,right_up,no
recurrence-events,50-59,ge40,40-44,6-8,yes,3,left,left_low,yes
recurrence-events,50-59,ge40,40-44,6-8,yes,3,left,left_low,yes
recurrence-events,30-39,premeno,30-34,0-2,no,2,left,left_up,no
recurrence-events,30-39,premeno,20-24,0-2,no,3,left,left_up,yes
recurrence-events,60-69,ge40,20-24,0-2,no,1,right,left_up,no
recurrence-events,40-49,ge40,30-34,3-5,no,3,left,left_low,no
recurrence-events,50-59,ge40,30-34,3-5,no,3,left,left_low,no

– 1
– 2

November 5, 2026
[Solved] Reading Response

✓ Verified Academic Solution Available

Executive Solution Overview

In this module, you will read _**Chapter 9, Developing Basic Fact Fluency**_, pages 183-198 from the Early and Middle Mathematics _Teaching Developmentally_ textbook After reading the article or chapter, make connections between the math concepts and procedures or ideas covered in the text and what …

Instant Solution Download
$6.99

Immediate access to the full model answer, formatted citations, and rubric breakdown.

Need a Fresh Custom Paper?

Have this question answered from scratch according to your specific instructions and deadline.
Order on TutorsGallery →

Assignment Prompt & Instructions

In this module, you will read _**Chapter 9, Developing Basic Fact Fluency**_, pages 183-198 from the Early and Middle Mathematics _Teaching Developmentally_ textbook
After reading the article or chapter, make connections between the math concepts and
procedures or ideas covered in the text and what you have observed in teaching. You may
make connections to teaching methods you have observed that were similar or were
contrasting to those covered in the text. Your response should be 1-2 pages, double-
spaced, 12 point, Arial, Calibri, or Times New Roman font

November 5, 2026
[Solved] CF D3

✓ Verified Academic Solution Available

Executive Solution Overview

In-depth study guidance and analytical solution covering CF D3.

Instant Solution Download
$6.99

Immediate access to the full model answer, formatted citations, and rubric breakdown.

Need a Fresh Custom Paper?

Have this question answered from scratch according to your specific instructions and deadline.
Order on TutorsGallery →

Assignment Prompt & Instructions

Full assignment prompt and step-by-step guidance are included in the downloadable solution file.

November 5, 2026
[Solved] law

✓ Verified Academic Solution Available

Executive Solution Overview

In-depth study guidance and analytical solution covering law.

Instant Solution Download
$6.99

Immediate access to the full model answer, formatted citations, and rubric breakdown.

Need a Fresh Custom Paper?

Have this question answered from scratch according to your specific instructions and deadline.
Order on TutorsGallery →

Assignment Prompt & Instructions

Full assignment prompt and step-by-step guidance are included in the downloadable solution file.

November 5, 2026