Integration test cases for operators

XGBoost

Decision Tree

2. The prediction window manually enters the range of information

Acute Inflammations:

Temperature: 35 - 42

Chronic Kidney Disease:

Age: 6 - 120

Blood pressure: 50 - 110

Specific gravity: 1.000 - 1.

Blood glucose random: 70 - 490

Blood urea: 10 - 309

Serum creatinine: 0.4 - 15.2

Sodium: 111 - 150

Potassium: 2.5 - 47.0

Hemoglobin: 3.1 - 17.8

Packed cell volume: 9.8 - 54.0

White blood cell count: 3800 - 26400

Red blood cell count: 2.1 - 8.0

Heart Disease:

Age: 6 - 120

Trestbps: 94 - 200

Cholestoral: 126 - 564

Thalach: 71 - 202

ST depression induced by exercise relative to rest: 0 - 6.2

Heart Failure Clinical Records:

Age: 6 - 120

Creatinine phosphokinase: 23 - 7861

Ejection fraction: 14 - 80

Platelets: 25100 - 850000

Serum creatinine: 0.5 - 9.4

Serum sodium: 113.0 - 148.0

Time: 4 - 285

Parkinsons:

MDVP:Fo(Hz): 88.333 - 260.105 MDVP:Fhi(Hz): 102.145 - 592.03

MDVP:Flo(Hz): 65.476 - 239.17 MDVP-Jitter: 0.00168 - 0.03316 MDVP:Jitter(Abs): 0.000007 - 0.00026 MDVP:RAP: 0.00068 - 0.02144 MDVP:PPQ: 0.00092 - 0.01958 Jitter:DDP: 0.00204 - 0.06433 MDVP:Shimmer: 0.00954 - 0.11908 MDVP:Shimmer(dB): 0.085 - 1.302 Shimmer:APQ3: 0.00455 - 0.05647 Shimmer:APQ5: 0.0057 - 0.0794 MDVP:APQ: 0.00719 - 0.13778 Shimmer:DDA: 0.01364 - 0.16942 NHR: 0.00065 - 0.31482 HNR: 8.441 - 33.047 RPDE: 0.25657 - 0.685151 DFA: 0.574282 - 0.825288 Spread1: -7.964984 - -2.434031 Spread2: 0.006274 - 0.450493 D2: 1.423287 - 3.671155 PPE: 0.044539 - 0.527367

Acute Inflammations: - name: Temperature warn: Please enter a number between 35 and 42

Chronic Kidney Disease: - name: Age warn: Please enter a number between 6 and 120 - name: Blood pressure warn: Please enter a number between 50 and 110 - name: Blood glucose random warn: Please enter a number between 70 and 490 - name: Blood urea warn: Please enter a number between 10 and 309 - name: Serum creatinine warn: Please enter a number between 0.4 and 15.2 - name: Sodium warn: Please enter a number between 111 and 150 - name: Potassium warn: Please enter a number between 2.5 and 47.0 - name: Hemoglobin warn: Please enter a number between 3.1 and 17.8 - name: Packed cell volume warn: Please enter a number between 9.8 and 54.0 - name: White blood cell count warn: Please enter a number between 3800 and 26400 - name: Red blood cell count warn: Please enter a number between 2.1 and 8.0

Heart Disease: - name: Age warn: Please enter a number between 6 and 120 - name: Trestbps warn: Please enter a number between 94 and 200 - name: Cholestoral warn: Please enter a number between 126 and 564 - name: Thalach warn: Please enter a number between 71 and 202 - name: ST depression induced by exercise relative to rest warn: Please enter a number between 0 and 6.2

Heart Failure Clinical Records: - name: Age warn: Please enter a number between 6 and 120 - name: Creatinine phosphokinase warn: Please enter a number between 23 and 7861 - name: Ejection fraction warn: Please enter a number between 14 and 80

  - name: Platelets
    warn: Please enter a number between 25100 and 850000
  - name: Serum creatinine
    warn: Please enter a number between 0.5 and 9.4
  - name: Serum sodium
    warn: Please enter a number between 113.0 and 148.0
  - name: Time
    warn: Please enter a number between 4 and 285

Parkinsons: - name: "MDVP:Fo(Hz)" warn: Please enter a number between 88.333 and 260.105 - name: "MDVP:Fhi(Hz)" warn: Please enter a number between 102.145 and 592.03 - name: "MDVP:Flo(Hz)" warn: Please enter a number between 65.476 and 239.17 - name: "MDVP-Jitter" warn: Please enter a number between 0.00168 and 0.03316 - name: "MDVP:Jitter(Abs)" warn: Please enter a number between 0.000007 and 0.00026 - name: "MDVP:RAP" warn: Please enter a number between 0.00068 and 0.02144 - name: "MDVP:PPQ" warn: Please enter a number between 0.00092 and 0.01958 - name: "Jitter:DDP" warn: Please enter a number between 0.00204 and 0.06433 - name: "MDVP:Shimmer" warn: Please enter a number between 0.00954 and 0.11908 - name: "MDVP:Shimmer(dB)" warn: Please enter a number between 0.085 and 1.302 - name: "Shimmer:APQ3" warn: Please enter a number between 0.00455 and 0.05647 - name: "Shimmer:APQ5" warn: Please enter a number between 0.0057 and 0.0794 - name: "MDVP:APQ" warn: Please enter a number between 0.00719 and 0.13778 - name: "Shimmer:DDA" warn: Please enter a number between 0.01364 and 0.16942 - name: NHR warn: Please enter a number between 0.00065 and 0.31482 - name: HNR warn: Please enter a number between 8.441 and 33.047 - name: RPDE warn: Please enter a number between 0.25657 and 0.685151 - name: DFA warn: Please enter a number between 0.574282 and 0.825288 - name: Spread1 warn: Please enter a number between -7.964984 and -2.434031 - name: Spread2 warn: Please enter a number between 0.006274 and 0.450493 - name: D2 warn: Please enter a number between 1.423287 and 3.671155 - name: PPE warn: Please enter a number between 0.044539 and 0.527367