|
--- |
|
license: mit |
|
library_name: sklearn |
|
pipeline_tag: tabular-classification |
|
model-index: |
|
- name: human-disease-prediction |
|
results: |
|
- task: |
|
type: tabular-classification |
|
dataset: |
|
name: human-disease-prediction |
|
type: kaggle |
|
metrics: |
|
- name: Score |
|
type: Score |
|
value: 1 |
|
--- |
|
|
|
# human-disease-prediction |
|
|
|
Try it on [🤗 Spaces](https://huggingface.co/spaces/AWeirdDev/human-disease-prediction) |
|
|
|
```python |
|
import joblib |
|
import numpy |
|
from huggingface_hub import hf_hub_download |
|
|
|
model = joblib.load( |
|
hf_hub_download("AWeirdDev/human-disease-prediction", "sklearn_model.joblib") |
|
) |
|
|
|
model.predict( |
|
numpy.array([your_data]) |
|
) |
|
``` |
|
|
|
The `your_data` variable should be a vector of zeros and ones. |
|
|
|
A zero means "False," and a one means "True." |
|
|
|
Create a vector that pairs with the following symptoms, then the model will predict what disease it might be. |
|
|
|
```python |
|
['itching', |
|
'skin_rash', |
|
'nodal_skin_eruptions', |
|
'continuous_sneezing', |
|
'shivering', |
|
'chills', |
|
'joint_pain', |
|
'stomach_pain', |
|
'acidity', |
|
'ulcers_on_tongue', |
|
'muscle_wasting', |
|
'vomiting', |
|
'burning_micturition', |
|
'spotting_ urination', |
|
'fatigue', |
|
'weight_gain', |
|
'anxiety', |
|
'cold_hands_and_feets', |
|
'mood_swings', |
|
'weight_loss', |
|
'restlessness', |
|
'lethargy', |
|
'patches_in_throat', |
|
'irregular_sugar_level', |
|
'cough', |
|
'high_fever', |
|
'sunken_eyes', |
|
'breathlessness', |
|
'sweating', |
|
'dehydration', |
|
'indigestion', |
|
'headache', |
|
'yellowish_skin', |
|
'dark_urine', |
|
'nausea', |
|
'loss_of_appetite', |
|
'pain_behind_the_eyes', |
|
'back_pain', |
|
'constipation', |
|
'abdominal_pain', |
|
'diarrhoea', |
|
'mild_fever', |
|
'yellow_urine', |
|
'yellowing_of_eyes', |
|
'acute_liver_failure', |
|
'fluid_overload', |
|
'swelling_of_stomach', |
|
'swelled_lymph_nodes', |
|
'malaise', |
|
'blurred_and_distorted_vision', |
|
'phlegm', |
|
'throat_irritation', |
|
'redness_of_eyes', |
|
'sinus_pressure', |
|
'runny_nose', |
|
'congestion', |
|
'chest_pain', |
|
'weakness_in_limbs', |
|
'fast_heart_rate', |
|
'pain_during_bowel_movements', |
|
'pain_in_anal_region', |
|
'bloody_stool', |
|
'irritation_in_anus', |
|
'neck_pain', |
|
'dizziness', |
|
'cramps', |
|
'bruising', |
|
'obesity', |
|
'swollen_legs', |
|
'swollen_blood_vessels', |
|
'puffy_face_and_eyes', |
|
'enlarged_thyroid', |
|
'brittle_nails', |
|
'swollen_extremeties', |
|
'excessive_hunger', |
|
'extra_marital_contacts', |
|
'drying_and_tingling_lips', |
|
'slurred_speech', |
|
'knee_pain', |
|
'hip_joint_pain', |
|
'muscle_weakness', |
|
'stiff_neck', |
|
'swelling_joints', |
|
'movement_stiffness', |
|
'spinning_movements', |
|
'loss_of_balance', |
|
'unsteadiness', |
|
'weakness_of_one_body_side', |
|
'loss_of_smell', |
|
'bladder_discomfort', |
|
'foul_smell_of urine', |
|
'continuous_feel_of_urine', |
|
'passage_of_gases', |
|
'internal_itching', |
|
'toxic_look_(typhos)', |
|
'depression', |
|
'irritability', |
|
'muscle_pain', |
|
'altered_sensorium', |
|
'red_spots_over_body', |
|
'belly_pain', |
|
'abnormal_menstruation', |
|
'dischromic _patches', |
|
'watering_from_eyes', |
|
'increased_appetite', |
|
'polyuria', |
|
'family_history', |
|
'mucoid_sputum', |
|
'rusty_sputum', |
|
'lack_of_concentration', |
|
'visual_disturbances', |
|
'receiving_blood_transfusion', |
|
'receiving_unsterile_injections', |
|
'coma', |
|
'stomach_bleeding', |
|
'distention_of_abdomen', |
|
'history_of_alcohol_consumption', |
|
'fluid_overload.1', |
|
'blood_in_sputum', |
|
'prominent_veins_on_calf', |
|
'palpitations', |
|
'painful_walking', |
|
'pus_filled_pimples', |
|
'blackheads', |
|
'scurring', |
|
'skin_peeling', |
|
'silver_like_dusting', |
|
'small_dents_in_nails', |
|
'inflammatory_nails', |
|
'blister', |
|
'red_sore_around_nose', |
|
'yellow_crust_ooze'] |
|
``` |
|
|
|
## Accuracy |
|
|
|
It has been reported as `1.0` (100%), but I don't believe it. |
