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Sagar commited on Aug 4, 2022

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351b233

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1 Parent(s): bcbca6c

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app.py +103 -0
mexican_medical_students_mental_health_data.csv +777 -0

app.py ADDED Viewed

	@@ -0,0 +1,103 @@

+import pandas as pd
+import numpy as np
+from sklearn.model_selection import train_test_split
+from sklearn.linear_model import LinearRegression
+import gradio as gr
+df=pd.read_csv("mexican_medical_students_mental_health_data.csv")
+df.head()
+df.info
+target=df.iloc[:,19:27].sum(axis=1)
+df.insert(43,"gad_total",target)
+df.head()
+df.nunique()
+df.isna().sum()
+h_mean=df["height"].mean()
+w_mean=df["weight"].mean()
+age_mean=df["age"].mean()
+g_mode=df["gender"].mode()[0]
+p1=df["phq1"].mode()[0]
+p2=df["phq2"].mode()[0]
+p3=df["phq3"].mode()[0]
+p4=df["phq4"].mode()[0]
+p5=df["phq5"].mode()[0]
+p6=df["phq6"].mode()[0]
+p7=df["phq7"].mode()[0]
+p8=df["phq8"].mode()[0]
+p9=df["phq9"].mode()[0]
+p5
+df["height"].fillna(h_mean,inplace=True)
+df["weight"].fillna(w_mean,inplace=True)
+df["age"].fillna(age_mean,inplace=True)
+df["gender"].fillna(g_mode,inplace=True)
+df["phq1"].fillna(p1,inplace=True)
+df["phq2"].fillna(p2,inplace=True)
+df["phq3"].fillna(p3,inplace=True)
+df["phq4"].fillna(p4,inplace=True)
+df["phq5"].fillna(p5,inplace=True)
+df["phq6"].fillna(p6,inplace=True)
+df["phq7"].fillna(p7,inplace=True)
+df["phq8"].fillna(p8,inplace=True)
+df["phq9"].fillna(p9,inplace=True)
+df.isna().sum()
+df["reported_sleep_hours"][0]
+from sklearn import preprocessing
+le= preprocessing.LabelEncoder()
+df["gender"]=le.fit_transform(df["gender"])
+df.head()
+X=df[["age","gender","height","weight","phq1","phq2","phq3","phq4","phq5","phq6","phq7","phq8","phq9"]]
+y=df["gad_total"]
+X_train,X_test,y_train,y_test=train_test_split(X,y,test_size=0.25,random_state=21)
+model=LinearRegression()
+model.fit(X_train,y_train)
+print("Training complete.")
+r2_score=model.score(X_test,y_test)
+print(r2_score*100,"%")
+df["gad_total"].max()
+df["gad_total"]
+def greet(name):
+    return "Hello " + name + "!!"
+iface = gr.Interface(fn=greet, inputs="text", outputs="text")
+iface.launch()

mexican_medical_students_mental_health_data.csv ADDED Viewed

	@@ -0,0 +1,777 @@

+id,school_year,semester,age,gender,height,weight,phq1,phq2,phq3,phq4,phq5,phq6,phq7,phq8,phq9,thoughts_of_dropping_out,previous_depression_diagnosis,previous_depression_treatment,gad1,gad2,gad3,gad4,gad5,gad6,gad7,previous_anxiety_diagnosis,previous_anxiety_treatment,epw1,epw2,epw3,epw4,epw5,epw6,epw7,epw8,bed_time,wake_up_time,reported_sleep_hours,times_week_nap,nap_duration,weekly_study_hours,grades
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