Spaces:
Runtime error
Runtime error
Update app.py
Browse files
app.py
CHANGED
@@ -1,5 +1,6 @@
|
|
1 |
import joblib
|
2 |
import pandas as pd
|
|
|
3 |
|
4 |
|
5 |
EDU_DICT = {'Preschool': 1,
|
@@ -20,8 +21,8 @@ EDU_DICT = {'Preschool': 1,
|
|
20 |
'Doctorate': 16
|
21 |
}
|
22 |
|
23 |
-
model =
|
24 |
-
unique_values =
|
25 |
|
26 |
unique_class = unique_values["workclass"]
|
27 |
unique_education = unique_values["education"]
|
@@ -30,22 +31,22 @@ unique_relationship = unique_values["relationship"]
|
|
30 |
unique_occupation = unique_values["occupation"]
|
31 |
unique_sex = unique_values["sex"]
|
32 |
unique_race = unique_values["race"]
|
33 |
-
|
34 |
|
35 |
def main():
|
36 |
st.title("Adult Income")
|
37 |
|
38 |
with st.form("questionaire"):
|
39 |
-
age =
|
40 |
-
workclass =
|
41 |
-
education =
|
42 |
-
Marital_Status =
|
43 |
-
occupation =
|
44 |
-
relationship =
|
45 |
-
race =
|
46 |
-
sex =
|
47 |
-
hours_per_week =
|
48 |
-
native_country =
|
49 |
|
50 |
# clicked==True only when the button is clicked
|
51 |
clicked = st.form_submit_button("Predict income")
|
@@ -61,5 +62,9 @@ def main():
|
|
61 |
"hours.per.week": [hours_per_week],
|
62 |
"native.country": [native_country]}))
|
63 |
# Show prediction
|
|
|
|
|
|
|
|
|
|
|
64 |
|
65 |
-
# Run main()
|
|
|
1 |
import joblib
|
2 |
import pandas as pd
|
3 |
+
import streamlit as st
|
4 |
|
5 |
|
6 |
EDU_DICT = {'Preschool': 1,
|
|
|
21 |
'Doctorate': 16
|
22 |
}
|
23 |
|
24 |
+
model = joblib.load('model.joblib')
|
25 |
+
unique_values = loblib.load('unique_values.loblib')
|
26 |
|
27 |
unique_class = unique_values["workclass"]
|
28 |
unique_education = unique_values["education"]
|
|
|
31 |
unique_occupation = unique_values["occupation"]
|
32 |
unique_sex = unique_values["sex"]
|
33 |
unique_race = unique_values["race"]
|
34 |
+
unique_native_country = unique_values["native.country"]
|
35 |
|
36 |
def main():
|
37 |
st.title("Adult Income")
|
38 |
|
39 |
with st.form("questionaire"):
|
40 |
+
age = st.slider("Age", min_value = 10, max_value = 100)
|
41 |
+
workclass = st.selectbox("Workclass", options=unique_class)
|
42 |
+
education = st.selectbox("Education", options=unique_education)
|
43 |
+
Marital_Status = st.selectbox("Marital Status", options=unique_status)
|
44 |
+
occupation = st.selectbox("Occupation", options=unique_occupation)
|
45 |
+
relationship = st.selectbox("Relationship", options=unique_relationship)
|
46 |
+
race = st.selectbox("Race", options=unique_race)
|
47 |
+
sex = st.selectbox("Sex", options=unique_sex)
|
48 |
+
hours_per_week = st.slider("Hours per week", min_value = 10, max_value = 100)
|
49 |
+
native_country = st.selectbox("Native country", options=unique_native_country)
|
50 |
|
51 |
# clicked==True only when the button is clicked
|
52 |
clicked = st.form_submit_button("Predict income")
|
|
|
62 |
"hours.per.week": [hours_per_week],
|
63 |
"native.country": [native_country]}))
|
64 |
# Show prediction
|
65 |
+
result = ">50K" if result[0] == 1 else "<=50K"
|
66 |
+
st.success("Your predicted income is " +result)
|
67 |
+
|
68 |
+
if __name__ = "__main__":
|
69 |
+
main()
|
70 |
|
|