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<div class="sc-cmRAlD dkqmWS"><div class="sc-UEtKG dGqiYy sc-flttKd cguEtd"><div class="sc-fqwslf gsqkEc"><div class="sc-cBQMlg kAHhUk"><h2 class="sc-dcKlJK sc-cVttbi gqEuPW ksnHgj">About Dataset</h2></div></div></div><div class="sc-jgvlka jFuPjz"><div class="sc-gzqKSP ktvwwo"><div style="min-height: 80px;"><div class="sc-etVRix jqYJaa sc-bMmLMY ZURWJ"><p>This dataset comprises comprehensive health information for 2,105 patients diagnosed with Parkinson's Disease, each uniquely identified with IDs ranging from 3058 to 5162. The dataset includes demographic details, lifestyle factors, medical history, clinical measurements, cognitive and functional assessments, symptoms, and a diagnosis indicator. This dataset is valuable for researchers and data scientists aiming to explore factors associated with Parkinson's Disease, develop predictive models, and conduct statistical analyses.</p> |
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<h2>Table of Contents</h2> |
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<ol> |
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<li><strong>Patient Information</strong><ul> |
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<li>Patient ID</li> |
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<li>Demographic Details</li> |
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<li>Lifestyle Factors</li></ul></li> |
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<li><strong>Medical History</strong></li> |
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<li><strong>Clinical Measurements</strong></li> |
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<li><strong>Cognitive and Functional Assessments</strong></li> |
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<li><strong>Symptoms</strong></li> |
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<li><strong>Diagnosis Information</strong></li> |
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<li><strong>Confidential Information</strong></li> |
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</ol> |
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<h2>Patient Information</h2> |
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<h3>Patient ID</h3> |
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<ul> |
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<li><strong>PatientID</strong>: A unique identifier assigned to each patient (3058 to 5162).</li> |
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</ul> |
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<h3>Demographic Details</h3> |
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<ul> |
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<li><strong>Age</strong>: The age of the patients ranges from 50 to 90 years.</li> |
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<li><strong>Gender</strong>: Gender of the patients, where 0 represents Male and 1 represents Female.</li> |
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<li><strong>Ethnicity</strong>: The ethnicity of the patients, coded as follows:<ul> |
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<li>0: Caucasian</li> |
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<li>1: African American</li> |
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<li>2: Asian</li> |
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<li>3: Other</li></ul></li> |
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<li><strong>EducationLevel</strong>: The education level of the patients, coded as follows:<ul> |
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<li>0: None</li> |
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<li>1: High School</li> |
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<li>2: Bachelor's</li> |
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<li>3: Higher</li></ul></li> |
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</ul> |
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<h3>Lifestyle Factors</h3> |
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<ul> |
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<li><strong>BMI</strong>: Body Mass Index of the patients, ranging from 15 to 40.</li> |
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<li><strong>Smoking</strong>: Smoking status, where 0 indicates No and 1 indicates Yes.</li> |
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<li><strong>AlcoholConsumption</strong>: Weekly alcohol consumption in units, ranging from 0 to 20.</li> |
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<li><strong>PhysicalActivity</strong>: Weekly physical activity in hours, ranging from 0 to 10.</li> |
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<li><strong>DietQuality</strong>: Diet quality score, ranging from 0 to 10.</li> |
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<li><strong>SleepQuality</strong>: Sleep quality score, ranging from 4 to 10.</li> |
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</ul> |
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<h2>Medical History</h2> |
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<ul> |
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<li><strong>FamilyHistoryParkinsons</strong>: Family history of Parkinson's Disease, where 0 indicates No and 1 indicates Yes.</li> |
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<li><strong>TraumaticBrainInjury</strong>: History of traumatic brain injury, where 0 indicates No and 1 indicates Yes.</li> |
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<li><strong>Hypertension</strong>: Presence of hypertension, where 0 indicates No and 1 indicates Yes.</li> |
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<li><strong>Diabetes</strong>: Presence of diabetes, where 0 indicates No and 1 indicates Yes.</li> |
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<li><strong>Depression</strong>: Presence of depression, where 0 indicates No and 1 indicates Yes.</li> |
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<li><strong>Stroke</strong>: History of stroke, where 0 indicates No and 1 indicates Yes.</li> |
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</ul> |
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<h2>Clinical Measurements</h2> |
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<ul> |
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<li><strong>SystolicBP</strong>: Systolic blood pressure, ranging from 90 to 180 mmHg.</li> |
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<li><strong>DiastolicBP</strong>: Diastolic blood pressure, ranging from 60 to 120 mmHg.</li> |
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<li><strong>CholesterolTotal</strong>: Total cholesterol levels, ranging from 150 to 300 mg/dL.</li> |
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<li><strong>CholesterolLDL</strong>: Low-density lipoprotein cholesterol levels, ranging from 50 to 200 mg/dL.</li> |
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<li><strong>CholesterolHDL</strong>: High-density lipoprotein cholesterol levels, ranging from 20 to 100 mg/dL.</li> |
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<li><strong>CholesterolTriglycerides</strong>: Triglycerides levels, ranging from 50 to 400 mg/dL.</li> |
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</ul> |
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<h2>Cognitive and Functional Assessments</h2> |
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<ul> |
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<li><strong>UPDRS</strong>: Unified Parkinson's Disease Rating Scale score, ranging from 0 to 199. Higher scores indicate greater severity of the disease.</li> |
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<li><strong>MoCA</strong>: Montreal Cognitive Assessment score, ranging from 0 to 30. Lower scores indicate cognitive impairment.</li> |
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<li><strong>FunctionalAssessment</strong>: Functional assessment score, ranging from 0 to 10. Lower scores indicate greater impairment.</li> |
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</ul> |
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<h2>Symptoms</h2> |
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<ul> |
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<li><strong>Tremor</strong>: Presence of tremor, where 0 indicates No and 1 indicates Yes.</li> |
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<li><strong>Rigidity</strong>: Presence of muscle rigidity, where 0 indicates No and 1 indicates Yes.</li> |
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<li><strong>Bradykinesia</strong>: Presence of bradykinesia (slowness of movement), where 0 indicates No and 1 indicates Yes.</li> |
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<li><strong>PosturalInstability</strong>: Presence of postural instability, where 0 indicates No and 1 indicates Yes.</li> |
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<li><strong>SpeechProblems</strong>: Presence of speech problems, where 0 indicates No and 1 indicates Yes.</li> |
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<li><strong>SleepDisorders</strong>: Presence of sleep disorders, where 0 indicates No and 1 indicates Yes.</li> |
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<li><strong>Constipation</strong>: Presence of constipation, where 0 indicates No and 1 indicates Yes.</li> |
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</ul> |
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<h2>Diagnosis Information</h2> |
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<ul> |
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<li><strong>Diagnosis</strong>: Diagnosis status for Parkinson's Disease, where 0 indicates No and 1 indicates Yes.</li> |
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</ul> |
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<h2>Confidential Information</h2> |
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<ul> |
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<li><strong>DoctorInCharge</strong>: This column contains confidential information about the doctor in charge, with "DrXXXConfid" as the value for all patients.</li> |
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</ul> |
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<h2>Conclusion</h2> |
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<p>This dataset offers extensive insights into the factors associated with Parkinson's Disease, including demographic, lifestyle, medical, cognitive, and functional variables. It is ideal for developing predictive models, conducting statistical analyses, and exploring the complex interplay of factors contributing to Parkinson's Disease.</p> |
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<h2>Dataset Usage and Attribution Notice</h2> |
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<p>This dataset, shared by Rabie El Kharoua, is original and has never been shared before. It is made available under the CC BY 4.0 license, allowing anyone to use the dataset in any form as long as proper citation is given to the author. A DOI is provided for proper referencing. Please note that duplication of this work within Kaggle is not permitted.</p> |
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<h2>Exclusive Synthetic Dataset</h2> |
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<p>This dataset is synthetic and was generated for educational purposes, making it ideal for data science and machine learning projects. It is an original dataset, owned by Mr. Rabie El Kharoua, and has not been previously shared. You are free to use it under the license outlined on the data card. The dataset is offered without any guarantees. Details about the data provider will be shared soon.</p></div></div></div> |