and so it begins ...
Browse files- app.py +70 -0
- requirements.txt +3 -0
app.py
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# +
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import streamlit as st
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from pandasai import SmartDataframe # requires 1.x numpy
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from pandasai.llm import OpenAI
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import matplotlib.pyplot as plt
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import os
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# +
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import pandas as pd
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import seaborn as sns
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columns = ['year', 'month', 'decimal_date', 'average', 'smooth', 'std_days', 'uncertainty_monthly_mean', 'empty']
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df = pd.read_csv("https://gml.noaa.gov/webdata/ccgg/trends/co2/co2_mm_mlo.txt", sep="\s+", comment="#", names= columns)
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df.to_csv("data.csv")
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st.session_state.df = df
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st.session_state.prompt_history = []
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# -
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st.set_page_config(
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page_title="Chat tool",
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page_icon="🦜",
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)
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st.title("CO2 Explorer")
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# +
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# st.dataframe(df)
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# -
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llm = OpenAI(api_token=st.secrets["OPENAI_API_KEY"])
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pandas_ai = SmartDataframe("data.csv",
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config={
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"llm": llm,
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"save_charts": False,
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"verbose": False
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}
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)
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# +
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chatbox = st.container()
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with chatbox:
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if question := st.chat_input("Plot the average CO2 concentration over time (decimal_date) using seaborn", key="chain"):
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st.chat_message("user").write(question)
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with st.chat_message("assistant"):
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x = pandas_ai.chat(question)
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if os.path.isfile(x):
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im = plt.imread(x)
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st.image(im)
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os.remove(x)
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if x is not None:
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st.write(x)
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st.session_state.prompt_history.append(question)
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if st.session_state.df is not None:
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st.subheader("Current dataframe:")
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st.write(st.session_state.df)
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st.subheader("Prompt history:")
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st.write(st.session_state.prompt_history)
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if st.button("Clear"):
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st.session_state.prompt_history = []
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st.session_state.df = None
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requirements.txt
ADDED
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@@ -0,0 +1,3 @@
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streamlit
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pandas-ai
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seaborn
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