Spaces:
Build error
Build error
Update app.py
Browse files
app.py
CHANGED
@@ -2,23 +2,47 @@ import pandas as pd
|
|
2 |
import pickle
|
3 |
import numpy as np
|
4 |
from sklearn import tree
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
5 |
# Load the Random Forest CLassifier model
|
6 |
filename = 'model.pkl'
|
7 |
loaded_model = pickle.load(open(filename, 'rb'))
|
8 |
print(loaded_model)
|
9 |
|
10 |
-
|
11 |
-
|
12 |
-
|
13 |
-
|
14 |
-
|
15 |
-
|
16 |
-
|
17 |
-
|
18 |
-
|
19 |
-
|
20 |
-
ddf = pd.DataFrame(manualInput, columns=col)
|
21 |
-
print(ddf)
|
22 |
-
|
23 |
-
result = loaded_model.predict(ddf)
|
24 |
-
print(result)
|
|
|
2 |
import pickle
|
3 |
import numpy as np
|
4 |
from sklearn import tree
|
5 |
+
|
6 |
+
import gradio as gr
|
7 |
+
|
8 |
+
|
9 |
+
def multiline(textData):
|
10 |
+
print("inp", textData)
|
11 |
+
col=["HighBP","HighChol","CholCheck","BMI","Smoker","Stroke","HeartDiseaseorAttack","PhysActivity","Fruits"
|
12 |
+
,"Veggies","HvyAlcoholConsump","AnyHealthcare","NoDocbcCost","GenHlth","MentHlth","PhysHlth","DiffWalk"
|
13 |
+
,"Sex","Age","Education","Income"]
|
14 |
+
empty_array = []
|
15 |
+
for line in textData.split("\n"):
|
16 |
+
abc = list(map(float, line.split(",")));
|
17 |
+
print(abc)
|
18 |
+
empty_array = np.append(empty_array, np.array([abc]), axis=0)
|
19 |
+
print(empty_array)
|
20 |
+
ddf = pd.DataFrame(empty_array, columns=col)
|
21 |
+
print(ddf)
|
22 |
+
|
23 |
+
print(loaded_model.predict(ddf))
|
24 |
+
return ddf
|
25 |
+
|
26 |
+
|
27 |
+
|
28 |
+
|
29 |
+
|
30 |
+
|
31 |
+
|
32 |
+
|
33 |
+
|
34 |
# Load the Random Forest CLassifier model
|
35 |
filename = 'model.pkl'
|
36 |
loaded_model = pickle.load(open(filename, 'rb'))
|
37 |
print(loaded_model)
|
38 |
|
39 |
+
|
40 |
+
def predict2(content):
|
41 |
+
multiple_records = multiline(content)
|
42 |
+
|
43 |
+
result = classifier.predict(multiple_records)
|
44 |
+
print(result)
|
45 |
+
|
46 |
+
|
47 |
+
iface = gr.Interface(fn=predict2, inputs="text", outputs="text")
|
48 |
+
iface.launch()
|
|
|
|
|
|
|
|
|
|