DiFA Deployment Final

high.py

@@ -1,12 +1,7 @@
 import streamlit as st
-from streamlit_option_menu import option_menu
+import plotly.express as px
 import yfinance as yf
 import pandas as pd
-import matplotlib.pyplot as plt
-import matplotlib.dates as mdates
-import seaborn as sns
-import datetime
-from PIL import Image
 
 dfl1 = pd.read_csv(r'https://github.com/H8-Assignments-Bay/p2---final-project-ftds-016-rmt-group-002/raw/main/Dataset_clean/High%20Clean/Manulife%20Dana%20Saham%20Kelas%20A%20Clean.csv')
 dfl2 = pd.read_csv(r'https://github.com/H8-Assignments-Bay/p2---final-project-ftds-016-rmt-group-002/raw/main/Dataset_clean/High%20Clean/Batavia%20Dana%20Saham%20Clean.csv')
@@ -34,83 +29,93 @@ def run():
         return  low_symbol
     low_symbol = user_input_low()
     if low_symbol == 'Manulife dana saham kelas A' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfl1, y="value", x="date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
+        dfl1['value'] = dfl1['value'].astype(float)
+        dfl1['date']=pd.to_datetime(dfl1['date'])
+        
+        fig = px.line(dfl1, x="date", y="value")
+        fig.update_traces(textposition="bottom right")
+        st.plotly_chart(fig)
         st.markdown('---')
 
     if low_symbol == 'Batavia Dana Saham' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfl2, y="value", x="date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
+        dfl2['value'] = dfl2['value'].astype(float)
+        dfl2['date']=pd.to_datetime(dfl2['date'])
+        
+        fig = px.line(dfl2, x="date", y="value")
+        fig.update_traces(textposition="bottom right")
+        st.plotly_chart(fig)
         st.markdown('---')
 
     elif low_symbol == 'Sucorinvest equity fund' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfl3, y="value", x="date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
-        st.markdown('---') 
+        dfl3['value'] = dfl3['value'].astype(float)
+        dfl3['date']=pd.to_datetime(dfl3['date'])
+        
+        fig = px.line(dfl3, x="date", y="value")
+        fig.update_traces(textposition="bottom right")
+        st.plotly_chart(fig)
+        st.markdown('---')
 
     elif low_symbol == 'Manulife Saham Andalan' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfl4, y="value", x="date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
+        dfl4['value'] = dfl4['value'].astype(float)
+        dfl4['date']=pd.to_datetime(dfl4['date'])
+        
+        fig = px.line(dfl4, x="date", y="value")
+        fig.update_traces(textposition="bottom right")
+        st.plotly_chart(fig)
         st.markdown('---')
 
     elif low_symbol == 'BNI-AM Indeks IDX30' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfl5, y="value", x="date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
+        dfl5['value'] = dfl5['value'].astype(float)
+        dfl5['date']=pd.to_datetime(dfl5['date'])
+        
+        fig = px.line(dfl5, x="date", y="value")
+        fig.update_traces(textposition="bottom right")
+        st.plotly_chart(fig)
         st.markdown('---')
 
     elif low_symbol == 'BNI-AM Dana Saham Inspiring Equity Fund' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfl6, y="value", x="date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
+        dfl6['value'] = dfl6['value'].astype(float)
+        dfl6['date']=pd.to_datetime(dfl6['date'])
+        
+        fig = px.line(dfl6, x="date", y="value")
+        fig.update_traces(textposition="bottom right")
+        st.plotly_chart(fig)
         st.markdown('---')
 
     elif low_symbol == 'Simas Saham Unggulan' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfl7, y="value", x="date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
+        dfl7['value'] = dfl7['value'].astype(float)
+        dfl7['date']=pd.to_datetime(dfl7['date'])
+        
+        fig = px.line(dfl7, x="date", y="value")
+        fig.update_traces(textposition="bottom right")
+        st.plotly_chart(fig)
         st.markdown('---')
 
     elif low_symbol == 'Schroder 90 Plus Equity Fund' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfl8, y="value", x="date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
+        dfl8['value'] = dfl8['value'].astype(float)
+        dfl8['date']=pd.to_datetime(dfl8['date'])
+        
+        fig = px.line(dfl8, x="date", y="value")
+        fig.update_traces(textposition="bottom right")
+        st.plotly_chart(fig)
         st.markdown('---')
 
     elif low_symbol == 'Sucorinvest Sharia Equity Fund' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfl9, y="value", x="date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
+        dfl9['value'] = dfl9['value'].astype(float)
+        dfl9['date']=pd.to_datetime(dfl9['date'])
+        
+        fig = px.line(dfl9, x="date", y="value")
+        fig.update_traces(textposition="bottom right")
+        st.plotly_chart(fig)
         st.markdown('---')
 
     elif low_symbol == 'Danareksa Mawar Konsumer 10 Kelas A' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfl10, y="value", x="date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
+        dfl10['value'] = dfl10['value'].astype(float)
+        dfl10['date']=pd.to_datetime(dfl10['date'])
+        
+        fig = px.line(dfl10, x="date", y="value")
+        fig.update_traces(textposition="bottom right")
+        st.plotly_chart(fig)
         st.markdown('---')
 if __name__ == '__main__':
     run()

low.py

@@ -1,13 +1,7 @@
 import streamlit as st
-from streamlit_option_menu import option_menu
 import plotly.express as px
 import yfinance as yf
 import pandas as pd
-import matplotlib.pyplot as plt
-import matplotlib.dates as mdates
-import seaborn as sns
-import datetime
-from PIL import Image
 
 dfl1 = pd.read_csv(r'https://raw.githubusercontent.com/H8-Assignments-Bay/p2---final-project-ftds-016-rmt-group-002/main/Dataset_clean/Low%20Clean/Bahana%20Dana%20Likuid%20Clean.csv')
 dfl2 = pd.read_csv(r'https://github.com/H8-Assignments-Bay/p2---final-project-ftds-016-rmt-group-002/raw/main/Dataset_clean/Low%20Clean/Batavia%20Dana%20Kas%20Maxima%20Clean.csv')
@@ -39,80 +33,72 @@ def run():
         fig = px.line(dfl2, x="Date", y="Present")
         fig.update_traces(textposition="bottom right")
         st.plotly_chart(fig)
+        st.markdown('---')
 
-    """*fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfl2, y="Present", x="Date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
-        st.markdown('---')"""
 
-    if low_symbol == 'Sucorinvest Money Market Fund' :
+    elif low_symbol == 'Sucorinvest Money Market Fund' :
+        dfl7['Present'] = dfl7['Present'].astype(float)
+        dfl7['Date']=pd.to_datetime(dfl7['Date'])
 
         fig = px.line(dfl7, x="Date", y="Present")
         fig.update_traces(textposition="bottom right")
         st.plotly_chart(fig)
-        """
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfl7, y="Present", x="Date")
-        locator = mdates.DayLocator(interval=10)
-        plt.ylim(reversed(plt.ylim()))
-        line.xaxis.set_major_locator(locator)
-        line.yaxis.set_major_locator(locator)
-        st.pyplot(fig)
         st.markdown('---')
-        """
 
     elif low_symbol == 'Bahana Dana Likuid' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfl1, y="Present", x="Date")
-        locator = mdates.DayLocator(interval=10)
-        plt.ylim(reversed(plt.ylim()))
-        line.xaxis.set_major_locator(locator)
-        line.yaxis.set_major_locator(locator)
-        st.pyplot(fig)
-        st.markdown('---') 
+
+        dfl1['Present'] = dfl1['Present'].astype(float)
+        dfl1['Date']=pd.to_datetime(dfl1['Date'])
+        
+        fig = px.line(dfl1, x="Date", y="Present")
+        fig.update_traces(textposition="bottom right")
+        st.plotly_chart(fig)
+        st.markdown('---')
 
     elif low_symbol == 'Manulife Dana Kas II Kelas A' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfl6, y="value", x="date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
+        dfl6['value'] = dfl6['value'].astype(float)
+        dfl6['date']=pd.to_datetime(dfl6['date'])
+        
+        fig = px.line(dfl6, x="date", y="value")
+        fig.update_traces(textposition="bottom right")
+        st.plotly_chart(fig)
         st.markdown('---')
 
     elif low_symbol == 'TRIM Kas 2' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfl10, y="Present", x="Date")
-        locator = mdates.DayLocator(interval=10)
-        plt.ylim(reversed(plt.ylim()))
-        line.xaxis.set_major_locator(locator)
-        line.yaxis.set_major_locator(locator)
-        st.pyplot(fig)
+        dfl10['Present'] = dfl10['Present'].astype(float)
+        dfl10['Date']=pd.to_datetime(dfl10['Date'])
+        
+        fig = px.line(dfl10, x="Date", y="Present")
+        fig.update_traces(textposition="bottom right")
+        st.plotly_chart(fig)
         st.markdown('---')
 
     elif low_symbol == 'Danareksa Seruni Pasar Uang III' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfl5, y="Present", x="Date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
+
+        dfl5['Present'] = dfl5['Present'].astype(float)
+        dfl5['Date']=pd.to_datetime(dfl5['Date'])
+        
+        fig = px.line(dfl5, x="Date", y="Present")
+        fig.update_traces(textposition="bottom right")
+        st.plotly_chart(fig)
         st.markdown('---')
 
     elif low_symbol == 'Sucorinvest Sharia Money Market Fund' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfl9, y="Present", x="Date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
+        dfl9['Present'] = dfl9['Present'].astype(float)
+        dfl9['Date']=pd.to_datetime(dfl9['Date'])
+        
+        fig = px.line(dfl9, x="Date", y="Present")
+        fig.update_traces(textposition="bottom right")
+        st.plotly_chart(fig)
         st.markdown('---')
 
     elif low_symbol == 'Danamas Rupiah Plus' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfl4, y="value", x="date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
+        dfl4['value'] = dfl4['value'].astype(float)
+        dfl4['date']=pd.to_datetime(dfl4['date'])
+        
+        fig = px.line(dfl4, x="date", y="value")
+        fig.update_traces(textposition="bottom right")
+        st.plotly_chart(fig)
         st.markdown('---')
 
     elif low_symbol == 'Danareksa Seruni Pasar Uang II' :
@@ -120,21 +106,15 @@ def run():
         fig = px.line(dfl5, x="Date", y="Present")
         fig.update_traces(textposition="bottom right")
         st.plotly_chart(fig)
-        """
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfl5, y="Present", x="Date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
         st.markdown('---')
-        """
 
     elif low_symbol == 'BNI-AM Dana Likuid' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfl3, y="Present", x="Date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
+        dfl3['Present'] = dfl3['Present'].astype(float)
+        dfl3['Date']=pd.to_datetime(dfl3['Date'])
+        
+        fig = px.line(dfl3, x="Date", y="Present")
+        fig.update_traces(textposition="bottom right")
+        st.plotly_chart(fig)
         st.markdown('---')
 if __name__ == '__main__':
     run()

low_1.py

@@ -1,123 +0,0 @@
-import streamlit as st
-from streamlit_option_menu import option_menu
-import yfinance as yf
-import pandas as pd
-import matplotlib.pyplot as plt
-import matplotlib.dates as mdates
-import seaborn as sns
-import datetime
-from PIL import Image
-
-dfb1 = pd.read_csv(r'G:\Final project\deployment2\p2---final-project-ftds-016-rmt-group-002\Dataset_clean\Med Clean\ABF Indonesia Bond Index Fund Clean.csv')
-dfb2 = pd.read_csv(r'G:\Final project\deployment2\p2---final-project-ftds-016-rmt-group-002\Dataset_clean\Med Clean\Batavia Dana Obligasi Ultima Clean.csv')
-dfb3 = pd.read_csv(r'G:\Final project\deployment2\p2---final-project-ftds-016-rmt-group-002\Dataset_clean\Med Clean\Danamas_Stabil Clean.csv')
-dfb4 = pd.read_csv(r'G:\Final project\deployment2\p2---final-project-ftds-016-rmt-group-002\Dataset_clean\Med Clean\Eastspring IDR Fixed Income Fund Kelas A Clean.csv')
-dfb5 = pd.read_csv(r'G:\Final project\deployment2\p2---final-project-ftds-016-rmt-group-002\Dataset_clean\Med Clean\Eastspring Syariah Fixed Income Amanah Kelas A Clean.csv')
-dfb6 = pd.read_csv(r'G:\Final project\deployment2\p2---final-project-ftds-016-rmt-group-002\Dataset_clean\Med Clean\Manulife Obligasi Negara Indonesia II Kelas A Clean.csv')
-dfb7 = pd.read_csv(r'G:\Final project\deployment2\p2---final-project-ftds-016-rmt-group-002\Dataset_clean\Med Clean\Manulife Obligasi Unggulan Kelas A.csv')
-dfb8 = pd.read_csv(r'G:\Final project\deployment2\p2---final-project-ftds-016-rmt-group-002\Dataset_clean\Med Clean\Schroder Dana Mantap Plus II Clean.csv')
-dfb9 = pd.read_csv(r'G:\Final project\deployment2\p2---final-project-ftds-016-rmt-group-002\Dataset_clean\Med Clean\Sucorinvest Sharia Sukuk Funds Clean.csv')
-dfb10 = pd.read_csv(r'G:\Final project\deployment2\p2---final-project-ftds-016-rmt-group-002\Dataset_clean\Med Clean\Sucorinvest Stable Fund Clean.csv')
-def run():
-    def user_input_low():
-        low_symbol = st.sidebar.selectbox('Mutual Funds', ('ABF Indonesia Bond Index Fund',
-                                                            'Batavia Dana Obligasi Ultima',
-                                                            'Danamas_Stabil',
-                                                            'Eastspring IDR Fixed Income Fund Kelas A',
-                                                            'Eastspring Syariah Fixed Income Amanah Kelas A',
-                                                            'Manulife Obligasi Negara Indonesia II Kelas A',
-                                                            'Manulife Obligasi Unggulan Kelas A',
-                                                            'Schroder Dana Mantap Plus II',
-                                                            'Sucorinvest Sharia Sukuk Funds',
-                                                            'Sucorinvest Stable Fund'))
-        tickerData = yf.Ticker(low_symbol+'.JK')
-        return  low_symbol
-    low_symbol = user_input_low()
-    if low_symbol == 'ABF Indonesia Bond Index Fund' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfb1, y="Present", x="Date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
-        st.markdown('---')
-
-    if low_symbol == 'Batavia Dana Obligasi Ultima' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfb2, y="Present", x="Date")
-        locator = mdates.DayLocator(interval=10)
-        plt.ylim(reversed(plt.ylim()))
-        line.xaxis.set_major_locator(locator)
-        line.yaxis.set_major_locator(locator)
-        st.pyplot(fig)
-        st.markdown('---')
-
-    elif low_symbol == 'Danamas_Stabil' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfb3, y="Present", x="Date")
-        locator = mdates.DayLocator(interval=10)
-        plt.ylim(reversed(plt.ylim()))
-        line.xaxis.set_major_locator(locator)
-        line.yaxis.set_major_locator(locator)
-        st.pyplot(fig)
-        st.markdown('---') 
-
-    elif low_symbol == 'Eastspring IDR Fixed Income Fund Kelas A' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfb4, y="value", x="date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
-        st.markdown('---')
-
-    elif low_symbol == 'Eastspring Syariah Fixed Income Amanah Kelas A' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfb5, y="Present", x="Date")
-        locator = mdates.DayLocator(interval=10)
-        plt.ylim(reversed(plt.ylim()))
-        line.xaxis.set_major_locator(locator)
-        line.yaxis.set_major_locator(locator)
-        st.pyplot(fig)
-        st.markdown('---')
-
-    elif low_symbol == 'Manulife Obligasi Negara Indonesia II Kelas A' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfb6, y="Present", x="Date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
-        st.markdown('---')
-
-    elif low_symbol == 'Manulife Obligasi Unggulan Kelas A' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfb7, y="Present", x="Date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
-        st.markdown('---')
-
-    elif low_symbol == 'Schroder Dana Mantap Plus II' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfb8, y="value", x="date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
-        st.markdown('---')
-
-    elif low_symbol == 'Sucorinvest Sharia Sukuk Funds' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfb9, y="Present", x="Date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
-        st.markdown('---')
-
-    elif low_symbol == 'Sucorinvest Stable Fund' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfb10, y="Present", x="Date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
-        st.markdown('---')
-if __name__ == '__main__':
-    run()
-    

med.py

@@ -1,9 +1,10 @@
 import streamlit as st
-from streamlit_option_menu import option_menu
+import plotly.express as px
 import yfinance as yf
 import pandas as pd
 import matplotlib.pyplot as plt
 import matplotlib.dates as mdates
+
 import seaborn as sns
 import datetime
 from PIL import Image
@@ -34,82 +35,94 @@ def run():
         return  low_symbol
     low_symbol = user_input_low()
     if low_symbol == 'ABF Indonesia Bond Index Fund' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfb1, y="Present", x="date")   
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
+        dfb1['Present'] = dfb1['Present'].astype(float)
+        dfb1['date']=pd.to_datetime(dfb1['date'])
+        
+        fig = px.line(dfb1, x="date", y="Present")
+        fig.update_traces(textposition="bottom right")
+        st.plotly_chart(fig)
         st.markdown('---')
 
     if low_symbol == 'Batavia Dana Obligasi Ultima' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfb2, y="value", x="date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
+
+        dfb2['value'] = dfb2['value'].astype(float)
+        dfb2['date']=pd.to_datetime(dfb2['date'])
+        
+        fig = px.line(dfb2, x="date", y="value")
+        fig.update_traces(textposition="bottom right")
+        st.plotly_chart(fig)
         st.markdown('---')
 
     elif low_symbol == 'Danamas_Stabil' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfb3, y="value", x="date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
-        st.markdown('---') 
+        dfb3['value'] = dfb3['value'].astype(float)
+        dfb3['date']=pd.to_datetime(dfb3['date'])
+        
+        fig = px.line(dfb3, x="date", y="value")
+        fig.update_traces(textposition="bottom right")
+        st.plotly_chart(fig)
+        st.markdown('---')
 
     elif low_symbol == 'Eastspring IDR Fixed Income Fund Kelas A' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfb4, y="value", x="date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
+        dfb4['value'] = dfb4['value'].astype(float)
+        dfb4['date']=pd.to_datetime(dfb4['date'])
+        
+        fig = px.line(dfb4, x="date", y="value")
+        fig.update_traces(textposition="bottom right")
+        st.plotly_chart(fig)
         st.markdown('---')
 
     elif low_symbol == 'Eastspring Syariah Fixed Income Amanah Kelas A' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfb5, y="Present", x="Date")
-        locator = mdates.DayLocator(interval=10)
-        st.pyplot(fig)
+        dfb5['Present'] = dfb5['Present'].astype(float)
+        dfb5['Date']=pd.to_datetime(dfb5['Date'])
+        
+        fig = px.line(dfb5, x="Date", y="Present")
+        fig.update_traces(textposition="bottom right")
+        st.plotly_chart(fig)
         st.markdown('---')
 
     elif low_symbol == 'Manulife Obligasi Negara Indonesia II Kelas A' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfb6, y="value", x="date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
+        dfb6['value'] = dfb6['value'].astype(float)
+        dfb6['date']=pd.to_datetime(dfb6['date'])
+        
+        fig = px.line(dfb6, x="date", y="value")
+        fig.update_traces(textposition="bottom right")
+        st.plotly_chart(fig)
         st.markdown('---')
 
     elif low_symbol == 'Manulife Obligasi Unggulan Kelas A' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfb7, y="value", x="date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
+        dfb7['value'] = dfb7['value'].astype(float)
+        dfb7['date']=pd.to_datetime(dfb7['date'])
+        
+        fig = px.line(dfb7, x="date", y="value")
+        fig.update_traces(textposition="bottom right")
+        st.plotly_chart(fig)
         st.markdown('---')
 
     elif low_symbol == 'Schroder Dana Mantap Plus II' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfb8, y="Present", x="date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
+        dfb8['Present'] = dfb8['Present'].astype(float)
+        dfb8['date']=pd.to_datetime(dfb8['date'])
+        
+        fig = px.line(dfb8, x="date", y="Present")
+        fig.update_traces(textposition="bottom right")
+        st.plotly_chart(fig)
         st.markdown('---')
 
     elif low_symbol == 'Sucorinvest Sharia Sukuk Funds' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfb9, y="value", x="date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
+        dfb9['value'] = dfb9['value'].astype(float)
+        dfb9['date']=pd.to_datetime(dfb9['date'])
+        
+        fig = px.line(dfb9, x="date", y="value")
+        fig.update_traces(textposition="bottom right")
+        st.plotly_chart(fig)
         st.markdown('---')
 
     elif low_symbol == 'Sucorinvest Stable Fund' :
-        fig = plt.figure(figsize=(15,5))
-        line = sns.lineplot(data=dfb10, y="value", x="date")
-        locator = mdates.DayLocator(interval=10)
-        line.xaxis.set_major_locator(locator)
-        st.pyplot(fig)
+        dfb10['value'] = dfb10['value'].astype(float)
+        dfb10['date']=pd.to_datetime(dfb9['date'])
+        
+        fig = px.line(dfb10, x="date", y="value")
+        fig.update_traces(textposition="bottom right")
+        st.plotly_chart(fig)
         st.markdown('---')
 if __name__ == '__main__':
     run()