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import streamlit as st
import os
import pandas as pd
#import langchain
#from pandasai import SmartDatalake
from pandasai import SmartDataframe
from pandasai.responses.streamlit_response import StreamlitResponse
#from langchain_community.llms import HuggingFacePipeline
#from langchain_community.llms import HuggingFaceEndpoint
#from pathlib import Path
#from transformers import AutoTokenizer
#import transformers
#from pandasai import HuggingFaceEndpoint
import numpy as np
from pandasai import Agent
import json
import matplotlib.pyplot as plt

os.environ['PANDASAI_API_KEY'] = "$2a$10$2s0v3C29vItNS2CO4QX10OV51/OONFCUNa4e9EU90w2Gozw88f4vK"

st.set_page_config(page_title="SAP Data Analysis", layout="wide")
st.image('Pandas-AI-Logo.png', caption=None)
#import pandas as pd
df = pd.DataFrame({
  "row1": {
    "Feb 24": "Februar",
    "1.": "Do",
    "2.": "Fr",
    "3.": "Sa",
    "4.": "So",
    "5.": "Mo",
    "6.": "Di",
    "7.": "Mi",
    "8.": "Do",
    "9.": "Fr",
    "10.": "Sa",
    "11.": "So",
    "12.": "Mo",
    "13.": "Di",
    "14.": "Mi",
    "15.": "Do",
    "16.": "Fr",
    "17.": "Sa",
    "18.": "So",
    "19.": "Mo",
    "20.": "Di",
    "21.": "Mi",
    "22.": "Do",
    "23.": "Fr",
    "24.": "Sa",
    "25.": "So",
    "26.": "Mo",
    "27.": "Di",
    "28.": "Mi",
    "29.": "Do"
  },
  "row2": {
    "Feb24": "StandkeSteffen",
    "1.": "F",
    "2.": "F",
    "3.": "",
    "4.": "",
    "5.": "",
    "6.": "",
    "7.": "",
    "8.": "",
    "9.": "",
    "10.": "",
    "11.": "",
    "12.": "",
    "13.": "",
    "14.": "UA",
    "15.": "UA",
    "16.": "",
    "17.": "SD",
    "18.": "SD",
    "19.": "",
    "20.": "",
    "21.": "",
    "22.": "",
    "23.": "",
    "24.": "",
    "25.": "",
    "26.": "",
    "27.": "",
    "28.": "",
    "29.": ""
  }
}
)
#st.bar_chart(df)

uploaded_file = st.file_uploader("Upload CSV data for analysis", type=['csv'])
#st.title("Datenanalyse mit PandasAI")
df1 = ""
sdf = ""
data = [{"Feb 24":"","1.":"Do","2.":"Fr","3.":"Sa","4.":"So","5.":"Mo","6.":"Di","7.":"Mi","8.":"Do","9.":"Fr","10.":"Sa","11.":"So","12.":"Mo","13.":"Di","14.":"Mi","15.":"Do","16.":"Fr","17.":"Sa","18.":"So","19.":"Mo","20.":"Di","21.":"Mi","22.":"Do","23.":"Fr","24.":"Sa","25.":"So","26.":"Mo","27.":"Di","28.":"Mi","29.":"Do"},{"Feb 24":"Standke Steffen","1.":"F","2.":"F","3.":"","4.":"","5.":"","6.":"","7.":"","8.":"","9.":"","10.":"","11.":"","12.":"","13.":"","14.":"UA","15.":"UA","16.":"","17.":"SD","18.":"SD","19.":"","20.":"","21.":"","22.":"","23.":"","24.":"","25.":"","26.":"","27.":"","28.":"","29.":""},{"Feb 24":"Will Susanne","1.":"","2.":"TZ","3.":"","4.":"","5.":"UA","6.":"","7.":"","8.":"","9.":"TZ","10.":"","11.":"","12.":"","13.":"","14.":"","15.":"","16.":"TZ","17.":"","18.":"","19.":"","20.":"","21.":"","22.":"","23.":"TZ","24.":"","25.":"","26.":"","27.":"","28.":"","29.":""},{"Feb 24":"Raab Julia","1.":"TZ","2.":"TZ","3.":"","4.":"","5.":"","6.":"","7.":"","8.":"TZ","9.":"TZ","10.":"BLOCKER","11.":"","12.":"Ü","13.":"Ü","14.":"Ü","15.":"TZ","16.":"TZ","17.":"BLOCKER","18.":"","19.":"","20.":"","21.":"","22.":"TZ","23.":"TZ","24.":"","25.":"SD","26.":"","27.":"","28.":"","29.":"TZ"},{"Feb 24":"Eckert Marion","1.":"","2.":"","3.":"","4.":"","5.":"","6.":"","7.":"","8.":"","9.":"Ü","10.":"","11.":"","12.":"S","13.":"S","14.":"S","15.":"S","16.":"S","17.":"","18.":"","19.":"","20.":"","21.":"","22.":"","23.":"","24.":"","25.":"","26.":"S","27.":"S","28.":"S","29.":"S"},{"Feb 24":"Meder, Milena","1.":"","2.":"","3.":"","4.":"","5.":"","6.":"","7.":"","8.":"","9.":"","10.":"","11.":"","12.":"F","13.":"F","14.":"","15.":"F","16.":"F","17.":"","18.":"","19.":"","20.":"","21.":"","22.":"","23.":"","24.":"","25.":"","26.":"Voloreise","27.":"","28.":"","29.":""},{"Feb 24":"Despang Angelika","1.":"","2.":"","3.":"SD","4.":"","5.":"","6.":"","7.":"","8.":"","9.":"","10.":"","11.":"","12.":"UA","13.":"UA","14.":"UA","15.":"","16.":"","17.":"","18.":"","19.":"F","20.":"F","21.":"F","22.":"F","23.":"F","24.":"","25.":"","26.":"","27.":"","28.":"","29.":""},{"Feb 24":"Heike Beudert","1.":"TZ","2.":"0,5 U","3.":"","4.":"","5.":"TZ","6.":"","7.":"","8.":"","9.":"","10.":"SD","11.":"SD","12.":"UA","13.":"UA","14.":"TZ","15.":"TZ","16.":"TZ","17.":"","18.":"","19.":"TZ","20.":"TZ","21.":"TZ","22.":"TZ","23.":"TZ","24.":"","25.":"","26.":"F","27.":"F","28.":"F","29.":"F"},{"Feb 24":"Borst Benedikt","1.":"","2.":"","3.":"","4.":"SD","5.":"F","6.":"F","7.":"F","8.":"F","9.":"F","10.":"BLOCKER","11.":"","12.":"UA","13.":"UA","14.":"F","15.":"","16.":"","17.":"","18.":"","19.":"","20.":"","21.":"","22.":"","23.":"","24.":"BLOCKER","25.":"","26.":"","27.":"","28.":"","29.":""}]
df = pd.DataFrame(data)



if uploaded_file is not None:

    df1 = pd.read_csv(uploaded_file)
    df1
    #st.bar_chart(df)
  
    sdf = SmartDataframe(df1)
    #agent = Agent(df)
    #result = agent.chat("erstelle balkendiagramm")
    #st.write(result)
    #sdf.chat("draw chart")
    #st.write(sdf.chat("draw chart"))

prompt = st.text_area("Enter your prompt:")

#agent = Agent(df)
#result = agent.chat("erstelle balkendiagramm")
#st.write(result)
#df
#st.write(df)
#st.write(df1)
sdf = SmartDataframe(df)
#sdf.chat("draw chart")
#pandas_ai = PandasAI(llm, verbose=True, save_charts=True)
#st.write(sdf.chat("Plot a chart"))
#st.write(st.bar_chart(data))
if st.button("Generate"):

        if prompt:

            with st.spinner("Generating response..."):

                bar = st.progress(0)
                sdf = SmartDataframe(df1)
                #df
                #sdf.chat(prompt)

                st.write(sdf.chat(prompt))
                #agent = Agent(df1)
                #result = agent.chat("erstelle balkendiagramm")
                #st.write(result)

                #st.write(pandas_ai.run(df1, prompt=prompt))

                bar.progress(100)

        else:

            st.error("Please enter a prompt.")