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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.") | |