Author : LoveCrush
Time : Within a week
Collaborator : Than. Ng
Goal : Review tools and models for ML
Dataset : Alzheimer Disease
You can follow this link to get fully intuition about this dataset Alzheimer Disease - Kaggle Dataset
This project's considering as a second project for my uni learning progress. 'Cuz I'm not have any project doing on ML so far. This project was created for that purpose. Just a small project but I'm gonna try my best to apply all of my knowledge into this. So let's briefly describe this dataset for real quick.
Features (cols) : 35
Samples (rows) : 2149
| S.No | Name | Not Null | Dtype | Description |
|---|---|---|---|---|
| Demographic Detail | ||||
| 0 | Age | 2149 non-null | int64 -> numerical | Age of patient ranges from 60 -> 90 years |
| 1 | Gender | 2149 non-null | int64 -> categorical | Gender of the patients, O represents Male and vice versa |
| 2 | Ethnicity | 2149 non-null | int64 -> categorical | The ethnicity of the patients, already encoded (irrelevant in detail) |
| 3 | EducationLevel | 2149 non-null | int64 -> categorical | The educational level of patient, already encoded (irrelevant in detail) |
| Lifestyle Factor | ||||
| 4 | BMI | 2149 non-null | float64 -> numerical | Body Mass Index of the patients, ranging from 15 -> 40 |
| 5 | Smoking | 2149 non-null | int64 -> categorical | Smoking status, where 0 indicates No and 1 indicates Yes |
| 6 | AlcoholConsumption | 2149 non-null | float64 -> numerical | Weekly alcohol consumption in units, ranging from 0 -> 20 |
| 7 | PhysicalActivity | 2149 non-null | float64 -> numerical | Weekly physical activity in hours, ranging from 0 -> ten |
| 8 | DietQuality | 2149 non-null | float64 -> numerical | Diet quality score, ranging from 0 -> 10 |
| 9 | SleepQuality | 2149 non-null | float64 -> numerical | Sleep quality score, ranging from 4 -> 10 |
| Mediacal Hostory | ||||
| 10 | FamilyHistoryAlzheimers | 2149 non-null | int64 -> categorical | Family history of Alzheimer's Disease, 0 indicated No and 1 indicated Yes |
| 11 | CardiovascularDisease | 2149 non-null | int64 -> categorical | Presence of Cardiovascular Disease, 0 indicates No, 1 indicates Yes |
| 12 | Diabetes | 2149 non-null | int64 -> categorical | Presence of diabetes, 0 indicates No and 1 indicates Yes |
| 13 | Depression | 2149 non-null | int64 -> categorical | Presence of Depression, where 0 indicates No and 1 indicates Yes |
| 14 | HeadInjury | 2149 non-null | int64 -> categorical | History of head injury, 0 indicates No and 1 indicates Yes |
| 15 | Hypertension | 2149 non-null | int64 -> categorical | Presence of Hypertension, 0 indicates No and 1 indicates Yes |
| Clinical Measurements | ||||
| 16 | SystolicBP | 2149 non-null | int64 -> numerical | Systolic blood pressure, ranging from 90 -> 180 mmHg |
| 17 | DiastolicBP | 2149 non-null | int64 -> numerical | Diastolic blood pressure, ranging from 60 to 120 mmHg |
| 18 | CholesterolTotal | 2149 non-null | float64 -> numerical | Total Cholesterol levels, ranging from 150 -> 300 mm/dL |
| 19 | CholesterolLDL | 2149 non-null | float64 -> numerical | Low-density lipoprotein cholesterol levels, ranging from 50 -> 200 mg/dL |
| 20 | CholesterolHDL | 2149 non-null | float64 -> numerical | High-density lipoprotein cholesterol levels, ranging from 20 -> 100 mm/dL |
| 21 | CholesterolTriglycerides | 2149 non-null | float64 -> numerical | Triglycerides levels, ranging from 50 -> 400 mg/dL. |
| Cognitive and Functional Assessments | ||||
| 22 | MMSE | 2149 non-null | float64 -> numerical | Mini-Mental State Examination score, ranging from 0 -> 30, lower scores indicate cognitive impairment |
| 23 | FunctionalAssessment | 2149 non-null | float64 -> numerical | Functional assessment score, ranging from 0 -> 10, lower scores indicate greater impairment |
| 24 | MemoryComplaints | 2149 non-null | int64 -> categorical | Presence of Memory complaints, where 0 indicates No and 1 indicates Yes |
| 25 | BehavioralProblems | 2149 non-null | int64 -> categorical | Presence of Behavioral problem, where 0 indicates No and 1 indicate Yes |
| 26 | ADL | 2149 non-null | float64 -> numerical | Activities of Daily Living score, ranging from 0 -> 10, lower scores indicate greater impairment |
| Symptoms | ||||
| 27 | Confusion | 2149 non-null | int64 -> categorical | Presence of confusion, 0 indicated No and 1 indicated Yes |
| 28 | Disorientation | 2149 non-null | int64 -> categorical | Presence of disorientation, 0 indicates No and 1 indicates Yes |
| 29 | PersonalityChanges | 2149 non-null | int64 -> categorical | Presence of personality changes, 0 indicates No and 1 indicates Yes |
| 30 | DifficultyCompletingTasks | 2149 non-null | int64 -> categorical | Presence of difficulty completing tasks, where 0 indicates No and 1 indicates Yes |
| 31 | Forgetfulness | 2149 non-null | int64 -> categorical | Presence of forgetfulness, where 0 indicates No and 1 indicates Yes |
| Diagnosis Information | ||||
| 32 | Diagnosis | 2149 non-null | int64 -> categorical | Diagnosis status for Alzheimer's Disease, where 0 indicates No and 1 indicates Yes |
| Confidential Information | ||||
| 33 | DoctorInCharge | 2149 non-null | object -> categorical | (irrelevant) The confidential information about the doctor in charge, already encoded as "XXXConfid for all patients |
| 34 | PatientID | 2149 non-null | int64 -> numerical | (irrelevant) A unique identifier assigned to each patient |