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2023-297
Commit 929216ac authored by Hansika Kithmin L. Hewa's avatar Hansika Kithmin L. Hewa
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completed PP1

parent 0a8bf4af
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IT20151010 - PP1/Compnent3.ipynb 0 → 100644
View file @ 929216ac
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IT20151010 - PP1/kidney_disease_data.csv 0 → 100644
View file @ 929216ac
Patient_ID,Change_in_Urination,Swelling,Fatigue_Weakness,Skin_Rash_Itching,Shortness_of_Breath,Metallic_Taste_in_Mouth,Feeling_Cold,Dizziness_Trouble_Concentrating,Pain_in_Back_or_Sides,Nausea_Vomiting,Disease
P1,True,False,True,False,True,False,True,False,True,False,Yes
P2,False,True,True,True,False,True,False,True,False,True,No
P3,True,False,True,True,True,False,True,False,True,False,Yes
P4,False,True,False,True,False,True,False,True,False,True,No
P5,False,False,True,False,False,False,True,False,True,False,Yes
P6,True,False,False,True,True,True,False,True,False,True,No
P7,False,True,True,False,True,False,True,False,True,False,Yes
P8,True,False,True,True,False,True,False,True,False,True,No
P9,False,True,False,True,True,False,True,False,True,False,Yes
P10,False,False,False,False,False,True,False,True,False,True,No
P11,False,True,True,False,False,True,False,True,False,True,Yes
P12,True,True,False,False,False,True,False,False,False,True,No
P13,True,True,False,True,True,False,False,False,False,False,Yes
P14,True,False,True,True,True,True,True,True,True,True,No
P15,True,False,False,False,False,True,True,False,True,False,No
P16,False,False,False,False,True,False,True,True,False,False,No
P17,False,False,True,True,True,False,False,False,True,False,Yes
P18,False,True,True,False,True,True,True,True,False,False,No
P19,False,False,True,False,False,False,True,False,False,True,Yes
P20,False,False,True,True,True,True,True,False,False,False,Yes
P21,False,False,False,False,True,False,False,True,False,False,No
P22,False,True,True,True,True,True,True,False,False,True,Yes
P23,True,True,True,True,True,False,True,False,True,False,No
P24,True,True,True,True,True,False,False,True,True,True,No
P25,True,True,True,False,True,True,False,True,False,True,No
P26,True,False,True,True,False,False,True,False,False,False,No
P27,True,True,False,False,False,False,True,False,False,False,No
P28,False,True,True,False,False,True,False,True,False,False,No
P29,False,True,True,True,True,True,False,False,True,True,Yes
P30,False,True,True,False,False,False,False,True,False,False,No
P31,False,False,True,True,True,True,True,True,False,False,Yes
P32,True,True,True,False,False,True,True,False,False,False,No
P33,True,True,True,False,True,True,True,True,False,True,No
P34,False,True,False,False,False,False,True,True,False,False,Yes
P35,True,False,False,True,False,False,True,False,True,True,Yes
P36,True,False,False,False,False,False,True,True,True,True,No
P37,False,False,False,False,False,False,False,True,True,True,Yes
P38,False,False,False,True,False,False,True,False,False,False,No
P39,False,False,False,True,False,True,True,True,False,False,No
P40,False,True,False,False,True,False,True,False,False,True,Yes
P41,True,False,True,False,True,True,True,False,True,True,Yes
P42,True,True,False,True,True,False,False,True,False,False,No
P43,False,True,True,False,True,False,False,True,True,False,Yes
P44,False,True,True,True,False,False,True,False,True,True,Yes
P45,True,True,True,False,True,False,True,True,True,True,No
P46,False,True,True,True,False,True,True,False,True,False,No
P47,False,True,False,False,False,False,False,True,True,True,Yes
P48,True,True,True,False,False,False,False,False,True,False,No
P49,True,False,False,False,True,True,True,False,True,True,No
P50,True,False,False,False,True,False,False,True,True,False,No
P51,True,False,False,True,False,False,False,False,True,False,Yes
P52,True,False,False,False,True,False,False,True,False,True,Yes
P53,True,True,True,True,False,True,False,True,True,False,No
P54,True,False,False,False,True,True,False,True,True,False,No
P55,True,True,True,False,False,False,True,False,True,True,No
P56,True,False,False,False,False,True,True,False,True,False,Yes
P57,False,True,False,True,True,True,True,True,False,False,Yes
P58,False,False,False,False,True,True,True,False,True,False,Yes
P59,False,False,False,False,True,True,False,False,True,True,Yes
P60,True,True,False,True,True,False,True,True,False,True,Yes
P61,True,False,True,False,False,True,True,False,False,True,Yes
P62,False,True,False,False,True,False,True,False,True,True,Yes
P63,True,False,False,True,False,False,True,True,False,True,No
P64,True,True,True,True,False,True,False,True,False,False,No
P65,False,False,True,False,False,False,False,False,True,True,Yes
P66,False,True,False,False,True,False,True,False,True,True,No
P67,False,False,True,False,True,False,True,False,False,True,No
P68,False,False,True,False,False,False,True,False,False,False,No
P69,False,False,False,True,False,False,False,True,True,True,No
P70,True,False,True,False,False,True,True,True,False,False,No
P71,False,True,True,True,True,True,True,True,True,True,No
P72,False,True,True,True,False,False,False,True,True,False,Yes
P73,True,True,False,True,True,True,False,False,False,False,Yes
P74,True,True,False,False,False,True,False,True,True,True,No
P75,False,True,True,False,False,False,False,True,True,False,No
P76,False,False,True,True,False,False,True,False,True,False,No
P77,True,False,True,True,True,False,True,False,True,False,No
P78,False,False,False,False,False,False,True,False,True,False,Yes
P79,True,False,False,False,True,False,False,False,False,True,No
P80,True,True,True,True,True,True,False,True,False,False,Yes
P81,True,True,True,False,False,True,True,True,True,True,No
P82,True,True,True,False,False,True,False,True,True,False,Yes
P83,True,False,True,False,False,False,True,False,True,True,Yes
P84,False,True,True,True,False,False,True,True,True,True,Yes
P85,False,False,True,True,True,True,True,False,True,False,Yes
P86,True,True,False,False,False,True,False,True,False,False,No
P87,True,False,True,False,False,True,True,True,True,True,No
P88,True,False,True,True,False,True,False,True,True,False,Yes
P89,True,True,True,False,False,False,True,False,False,True,Yes
P90,False,True,True,True,False,False,False,True,False,False,Yes
P91,True,True,True,True,True,True,False,False,True,True,No
P92,True,True,False,False,False,True,True,False,False,False,No
P93,False,True,False,True,False,False,False,True,False,False,No
P94,False,False,False,True,True,False,False,False,True,True,No
P95,False,False,False,True,False,False,True,False,True,True,Yes
P96,False,False,True,False,True,True,False,True,False,True,No
P97,False,True,True,True,False,True,True,True,True,True,No
P98,False,True,True,False,True,False,False,True,False,False,Yes
P99,False,True,False,False,True,True,False,False,False,False,Yes
P100,True,True,True,True,True,True,False,False,True,True,No
P101,False,False,True,True,False,True,True,True,True,True,Yes
P102,True,True,True,True,False,True,False,False,True,True,Yes
P103,False,True,True,True,False,False,False,True,True,False,No
P104,False,True,False,True,True,False,False,False,False,True,No
P105,True,True,True,False,True,True,False,False,False,False,No
P106,True,False,False,False,True,True,True,False,True,False,No
P107,True,True,False,True,True,True,True,True,False,False,No
P108,False,False,True,False,True,False,True,False,True,False,Yes
P109,False,True,False,False,False,False,False,True,False,False,Yes
P110,True,False,False,False,True,True,True,False,False,False,Yes
IT20151010 - PP1/nephrotic_syndrome_dataset.csv 0 → 100644
View file @ 929216ac
Patient_ID,Age,Gender,Underlying_Cause,Proteinuria,Edema,Albumin_Level,Cholesterol_Level,Infection_Count,Nephrotic_Syndrome
1,60,Female,Minimal Change Disease,Very High,Yes,Normal,Normal,1,Yes
2,46,Female,Focal Segmental GS,High,Yes,Low,High,1,Yes
3,56,Female,Focal Segmental GS,Low,No,Normal,Normal,1,Yes
4,56,Female,Healthy,High,No,Normal,High,2,No
5,21,Male,Minimal Change Disease,Moderate,Yes,Very Low,Normal,1,Yes
6,54,Male,Membranous Nephropathy,Normal,No,Very Low,Normal,0,Yes
7,49,Female,Minimal Change Disease,Low,Yes,Normal,Normal,2,Yes
8,24,Male,Healthy,Very High,Yes,Normal,Normal,2,No
9,75,Male,Focal Segmental GS,Moderate,Yes,Very Low,Normal,2,Yes
10,67,Female,Healthy,Low,Yes,Normal,High,0,No
11,69,Male,Focal Segmental GS,Very High,No,Very Low,Normal,1,Yes
12,59,Male,Focal Segmental GS,Low,Yes,Normal,High,1,Yes
13,52,Female,Minimal Change Disease,Moderate,No,Normal,Normal,1,Yes
14,57,Female,Healthy,Moderate,Yes,Normal,High,1,No
15,46,Female,Healthy,Low,No,Normal,High,1,No
16,50,Female,Minimal Change Disease,Moderate,Yes,Very Low,Normal,1,Yes
17,43,Male,Healthy,High,Yes,Very Low,Elevated,1,No
18,24,Female,Minimal Change Disease,Very High,Yes,Very Low,High,2,Yes
19,49,Female,Focal Segmental GS,High,No,Very Low,Elevated,2,Yes
20,60,Male,Membranous Nephropathy,Normal,No,Very Low,High,3,Yes
21,57,Male,Membranous Nephropathy,Very High,Yes,Very Low,Normal,3,Yes
22,67,Male,Healthy,Very High,No,Very Low,Elevated,2,No
23,34,Female,Minimal Change Disease,Very High,Yes,Normal,Normal,0,Yes
24,25,Male,Minimal Change Disease,Normal,Yes,Low,Normal,0,Yes
25,31,Male,Healthy,High,No,Very Low,High,2,No
26,27,Male,Focal Segmental GS,Low,No,Low,High,0,Yes
27,56,Female,Healthy,Normal,Yes,Normal,Normal,0,No
28,19,Female,Minimal Change Disease,Low,No,Normal,Elevated,0,Yes
29,55,Male,Minimal Change Disease,High,No,Very Low,Elevated,3,Yes
30,62,Male,Minimal Change Disease,High,No,Low,High,3,Yes
31,41,Female,Minimal Change Disease,High,Yes,Low,Elevated,2,Yes
32,69,Female,Membranous Nephropathy,Very High,No,Low,Elevated,1,Yes
33,52,Male,Minimal Change Disease,Low,Yes,Low,Normal,0,Yes
34,45,Male,Focal Segmental GS,Normal,No,Very Low,High,0,Yes
35,43,Male,Healthy,High,No,Normal,High,1,No
36,25,Male,Membranous Nephropathy,Moderate,Yes,Very Low,High,1,Yes
37,60,Female,Healthy,Moderate,Yes,Very Low,Normal,0,No
38,47,Female,Healthy,Very High,Yes,Very Low,Normal,0,No
39,54,Female,Focal Segmental GS,High,No,Normal,Normal,3,Yes
40,40,Male,Minimal Change Disease,Very High,Yes,Very Low,High,2,Yes
41,57,Female,Minimal Change Disease,Low,No,Very Low,Elevated,0,Yes
42,57,Male,Minimal Change Disease,Normal,No,Normal,Elevated,1,Yes
43,37,Male,Membranous Nephropathy,Low,No,Normal,High,0,Yes
44,80,Female,Focal Segmental GS,Very High,Yes,Low,Elevated,0,Yes
45,24,Male,Membranous Nephropathy,Normal,No,Very Low,High,2,Yes
46,42,Male,Minimal Change Disease,High,No,Low,Elevated,0,Yes
47,54,Female,Membranous Nephropathy,Very High,No,Low,High,2,Yes
48,47,Female,Minimal Change Disease,Very High,Yes,Low,Normal,0,Yes
49,56,Male,Healthy,High,Yes,Low,High,1,No
50,24,Male,Membranous Nephropathy,High,Yes,Very Low,High,2,Yes
51,31,Male,Healthy,Normal,Yes,Low,Normal,3,No
52,62,Male,Focal Segmental GS,Low,No,Normal,Normal,0,Yes
53,77,Female,Focal Segmental GS,High,Yes,Very Low,Normal,2,Yes
54,49,Female,Healthy,High,Yes,Normal,High,0,No
55,47,Male,Membranous Nephropathy,Normal,No,Low,Normal,2,Yes
56,71,Female,Healthy,Low,Yes,Low,Normal,3,No
57,48,Male,Minimal Change Disease,High,No,Low,Normal,1,Yes
58,50,Male,Membranous Nephropathy,Moderate,No,Low,Elevated,1,Yes
59,34,Female,Minimal Change Disease,Normal,Yes,Normal,Normal,1,Yes
60,80,Female,Membranous Nephropathy,Low,Yes,Low,High,1,Yes
61,42,Female,Healthy,Moderate,Yes,Low,Elevated,2,No
62,54,Male,Focal Segmental GS,Moderate,Yes,Low,Normal,0,Yes
63,75,Female,Focal Segmental GS,Low,No,Normal,Normal,0,Yes
64,22,Male,Minimal Change Disease,High,Yes,Low,Normal,1,Yes
65,53,Male,Focal Segmental GS,Low,No,Low,Normal,2,Yes
66,42,Female,Healthy,Very High,No,Very Low,Elevated,2,No
67,63,Female,Membranous Nephropathy,High,No,Very Low,Elevated,2,Yes
68,53,Male,Focal Segmental GS,Normal,No,Very Low,Elevated,2,Yes
69,34,Male,Focal Segmental GS,Low,No,Normal,Elevated,2,Yes
70,34,Female,Minimal Change Disease,Moderate,Yes,Normal,Normal,3,Yes
71,38,Female,Membranous Nephropathy,Moderate,No,Very Low,Elevated,3,Yes
72,66,Female,Focal Segmental GS,Moderate,Yes,Very Low,Elevated,3,Yes
73,36,Female,Focal Segmental GS,Normal,Yes,Normal,Elevated,1,Yes
74,27,Female,Membranous Nephropathy,High,Yes,Very Low,Elevated,0,Yes
75,23,Female,Healthy,High,Yes,Very Low,Normal,3,No
76,57,Female,Membranous Nephropathy,Low,No,Normal,Elevated,2,Yes
77,47,Female,Minimal Change Disease,Normal,Yes,Normal,Normal,0,Yes
78,51,Male,Membranous Nephropathy,Low,No,Normal,Elevated,3,Yes
79,31,Male,Minimal Change Disease,High,No,Low,Normal,3,Yes
80,25,Male,Healthy,High,No,Very Low,Normal,2,No
81,63,Female,Membranous Nephropathy,High,Yes,Normal,Normal,1,Yes
82,36,Male,Minimal Change Disease,Moderate,Yes,Low,Normal,2,Yes
83,66,Female,Membranous Nephropathy,High,Yes,Low,High,0,Yes
84,54,Male,Healthy,High,No,Normal,Elevated,1,No
85,71,Male,Focal Segmental GS,High,No,Normal,High,3,Yes
86,70,Male,Healthy,Very High,No,Very Low,Elevated,3,No
87,67,Female,Minimal Change Disease,High,No,Very Low,High,1,Yes
88,69,Male,Healthy,Normal,Yes,Low,High,1,No
89,19,Male,Healthy,Low,No,Very Low,Elevated,2,No
90,55,Female,Minimal Change Disease,Low,Yes,Normal,Normal,3,Yes
91,29,Female,Healthy,High,No,Low,High,0,No
92,61,Female,Membranous Nephropathy,Normal,Yes,Normal,Elevated,1,Yes
93,52,Male,Healthy,Moderate,No,Normal,High,1,No
94,60,Male,Membranous Nephropathy,Very High,Yes,Low,Normal,0,Yes
95,61,Female,Focal Segmental GS,Normal,Yes,Normal,Elevated,0,Yes
96,62,Female,Minimal Change Disease,Moderate,Yes,Low,Elevated,2,Yes
97,26,Female,Membranous Nephropathy,Moderate,Yes,Normal,Elevated,3,Yes
98,79,Female,Minimal Change Disease,Moderate,Yes,Very Low,High,2,Yes
99,37,Female,Minimal Change Disease,Very High,Yes,Normal,Elevated,1,Yes
100,53,Female,Healthy,Very High,No,Low,Elevated,0,No
IT20151010 - PP1/patient_data.csv 0 → 100644
View file @ 929216ac
PatientID,Age,Gender,AKIDiagnosis,AKISeverity,InitialCreatinine,PeakCreatinine,UrineOutput,Swelling,HasDisease
1,82,Female,No,Severe,0.5,1.3,881,Yes,No
2,38,Male,Yes,Moderate,1.7,2.7,685,Yes,Yes
3,48,Female,No,Mild,0.8,2.1,406,Yes,No
4,43,Female,No,Mild,1.8,2.3,407,Yes,No
5,64,Female,No,Moderate,0.7,1.7,672,Yes,No
6,33,Female,Yes,Mild,1.7,2.5,456,Yes,Yes
7,46,Male,No,Mild,1.4,1.6,654,Yes,No
8,63,Male,No,N/A,0.8,0.8,835,Yes,No
9,74,Female,No,N/A,1.1,1.4,301,No,No
10,28,Female,No,Mild,0.9,2.6,719,Yes,No
11,26,Male,No,Moderate,1.3,2.6,996,No,No
12,43,Male,Yes,Moderate,1.3,1.6,264,Yes,Yes
13,68,Male,No,Severe,0.9,2.0,228,No,No
14,90,Male,Yes,Moderate,0.8,1.1,363,No,Yes
15,44,Male,No,Moderate,1.5,2.7,442,No,No
16,86,Male,No,Severe,1.8,3.5,780,No,No
17,58,Female,No,N/A,0.5,2.0,298,No,No
18,50,Female,Yes,N/A,1.9,3.1,228,No,Yes
19,74,Male,Yes,Mild,1.7,2.7,420,Yes,Yes
20,72,Male,Yes,Moderate,1.4,2.7,504,Yes,Yes
21,28,Female,Yes,Moderate,1.2,1.9,255,No,Yes
22,66,Male,No,N/A,1.0,2.6,827,No,No
23,85,Female,No,Moderate,1.8,2.5,318,Yes,No
24,64,Female,No,Severe,0.6,2.0,315,No,No
25,24,Female,No,Severe,0.5,1.4,602,No,No
26,83,Female,Yes,Mild,1.2,1.9,555,Yes,Yes
27,34,Male,Yes,Moderate,1.1,2.3,248,No,Yes
28,82,Female,Yes,Mild,1.8,2.4,638,No,Yes
29,40,Female,Yes,Mild,0.8,1.0,761,No,Yes
30,77,Female,No,N/A,0.7,2.6,553,No,No
31,85,Male,Yes,Severe,1.1,2.9,589,Yes,Yes
32,56,Male,No,N/A,0.6,0.7,328,No,No
33,54,Male,No,Severe,1.1,1.6,654,Yes,No
34,26,Male,No,N/A,1.3,3.2,506,No,No
35,77,Male,Yes,Mild,1.7,2.3,793,Yes,Yes
36,56,Female,Yes,N/A,1.1,3.0,847,No,Yes
37,64,Female,Yes,Mild,1.7,2.9,655,Yes,Yes
38,62,Male,Yes,Severe,1.8,2.4,272,Yes,Yes
39,85,Male,Yes,N/A,0.8,1.1,394,No,Yes
40,57,Female,No,Mild,1.5,1.8,535,No,No
41,33,Female,Yes,N/A,1.3,3.1,460,No,Yes
42,59,Female,No,Severe,1.9,3.7,312,Yes,No
43,20,Male,No,Moderate,1.1,2.5,680,No,No
44,42,Female,No,Severe,1.0,2.5,523,No,No
45,52,Female,No,Mild,0.7,1.9,211,No,No
46,18,Male,Yes,N/A,1.1,2.3,319,No,Yes
47,57,Female,Yes,Severe,0.6,2.0,883,Yes,Yes
48,55,Female,No,N/A,1.7,2.5,217,Yes,No
49,90,Female,No,Moderate,1.4,2.3,660,No,No
50,81,Female,Yes,Severe,0.5,2.5,240,Yes,Yes
51,40,Female,Yes,Mild,1.3,1.3,337,No,Yes
52,67,Male,Yes,Mild,0.8,1.0,363,No,Yes
53,68,Female,Yes,Moderate,1.4,3.1,889,Yes,Yes
54,51,Male,No,N/A,1.2,1.6,890,No,No
55,39,Female,Yes,Moderate,1.7,2.7,500,No,Yes
56,37,Female,No,Mild,1.6,3.3,901,No,No
57,28,Female,Yes,Mild,1.5,2.1,573,Yes,Yes
58,29,Male,Yes,Severe,1.1,2.3,810,Yes,Yes
59,83,Male,Yes,N/A,2.0,3.0,742,Yes,Yes
60,44,Female,Yes,N/A,0.7,1.7,692,Yes,Yes
61,23,Female,Yes,Moderate,1.8,2.4,700,No,Yes
62,22,Male,No,Moderate,1.4,3.3,385,No,No
63,24,Female,Yes,Moderate,0.8,2.3,795,Yes,Yes
64,67,Male,No,N/A,1.4,2.3,637,Yes,No
65,81,Male,No,Mild,1.1,2.8,635,No,No
66,32,Female,No,Moderate,1.9,3.4,647,Yes,No
67,36,Male,No,Mild,1.6,2.2,285,Yes,No
68,59,Male,Yes,N/A,2.0,3.3,808,Yes,Yes
69,19,Female,Yes,Mild,1.8,2.8,857,No,Yes
70,89,Female,No,Severe,1.4,1.9,218,No,No
71,57,Male,No,Severe,1.5,2.6,519,No,No
72,24,Male,Yes,Mild,1.1,1.3,862,No,Yes
73,18,Female,Yes,N/A,2.0,3.1,532,Yes,Yes
74,29,Female,No,Mild,1.0,2.9,973,Yes,No
75,46,Female,No,Moderate,1.4,3.2,407,No,No
76,44,Male,No,Moderate,0.9,2.5,543,No,No
77,35,Female,Yes,Mild,1.4,1.7,207,Yes,Yes
78,23,Female,No,Moderate,1.9,3.6,728,No,No
79,83,Female,No,N/A,0.9,1.0,470,No,No
80,64,Male,Yes,Severe,1.9,2.3,940,No,Yes
81,83,Male,No,Moderate,1.9,3.3,336,No,No
82,81,Female,No,Moderate,0.7,1.6,743,Yes,No
83,44,Male,No,Severe,0.7,2.1,436,No,No
84,73,Female,No,Moderate,1.4,3.4,243,No,No
85,59,Male,No,Moderate,1.2,2.6,506,Yes,No
86,74,Male,No,Moderate,1.3,2.6,655,No,No
87,31,Female,No,Severe,0.8,1.8,567,No,No
88,28,Female,Yes,N/A,2.0,2.6,966,No,Yes
89,47,Female,Yes,Mild,1.5,2.4,232,No,Yes
90,20,Male,Yes,Moderate,0.9,1.2,973,Yes,Yes
91,25,Female,Yes,Mild,1.8,2.1,752,Yes,Yes
92,42,Female,No,Severe,1.8,3.0,291,Yes,No
93,45,Male,Yes,Mild,0.9,1.7,497,No,Yes
94,37,Female,Yes,Severe,1.2,2.2,927,No,Yes
95,45,Female,No,Mild,0.8,1.5,560,Yes,No
96,38,Male,No,Moderate,1.3,2.7,710,No,No
97,73,Female,No,Mild,0.6,2.1,747,No,No
98,33,Male,No,Moderate,1.0,2.0,578,No,No
99,31,Male,No,Severe,1.5,2.3,513,No,No
100,18,Female,No,Moderate,1.5,2.5,836,No,No
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