added files

Data-Analysis-with-GPT-4o/app.py

@@ -0,0 +1,36 @@
+import streamlit as st 
+import pandas as pd
+from langchain_openai import ChatOpenAI
+from pandasai import SmartDataframe
+
+st.set_page_config(page_title="Talk to Your Data")
+st.title("Talk to Your Data 🐼")
+
+st.sidebar.image("data/pandasai.png", use_column_width=True)
+
+uploaded_file = st.sidebar.file_uploader("Upload your CSV file", type=["csv"])
+
+if uploaded_file is not None:
+    data = pd.read_csv(uploaded_file)
+    st.write(data.head(3))
+
+openai_api_key = st.sidebar.text_input("OpenAI API Key", type = "password", 
+                                       disabled=not (uploaded_file)) 
+
+if not openai_api_key.startswith("sk-"):
+    st.warning("Please enter your OpenAI API key!", icon="⚠️")
+
+prompt = st.text_input("Enter your prompt")
+
+def generate_response(csv_file, prompt):
+    llm = ChatOpenAI(model="gpt-4o-2024-05-13", openai_api_key=openai_api_key, 
+                     temperature=0)
+    df = SmartDataframe(data, config={"llm":llm})
+    response = df.chat(prompt)
+    return st.write(response)
+
+if st.button("Ask your data"):
+    if openai_api_key.startswith("sk-") and (uploaded_file is not None):
+        if prompt:
+            with st.spinner("Generating response..."):
+                generate_response(uploaded_file, prompt)

Data-Analysis-with-GPT-4o/data/penguins.csv

@@ -0,0 +1,345 @@
+species,island,culmen_length_mm,culmen_depth_mm,flipper_length_mm,body_mass_g,sex
+Adelie,Torgersen,39.1,18.7,181,3750,MALE
+Adelie,Torgersen,39.5,17.4,186,3800,FEMALE
+Adelie,Torgersen,40.3,18,195,3250,FEMALE
+Adelie,Torgersen,NA,NA,NA,NA,NA
+Adelie,Torgersen,36.7,19.3,193,3450,FEMALE
+Adelie,Torgersen,39.3,20.6,190,3650,MALE
+Adelie,Torgersen,38.9,17.8,181,3625,FEMALE
+Adelie,Torgersen,39.2,19.6,195,4675,MALE
+Adelie,Torgersen,34.1,18.1,193,3475,NA
+Adelie,Torgersen,42,20.2,190,4250,NA
+Adelie,Torgersen,37.8,17.1,186,3300,NA
+Adelie,Torgersen,37.8,17.3,180,3700,NA
+Adelie,Torgersen,41.1,17.6,182,3200,FEMALE
+Adelie,Torgersen,38.6,21.2,191,3800,MALE
+Adelie,Torgersen,34.6,21.1,198,4400,MALE
+Adelie,Torgersen,36.6,17.8,185,3700,FEMALE
+Adelie,Torgersen,38.7,19,195,3450,FEMALE
+Adelie,Torgersen,42.5,20.7,197,4500,MALE
+Adelie,Torgersen,34.4,18.4,184,3325,FEMALE
+Adelie,Torgersen,46,21.5,194,4200,MALE
+Adelie,Biscoe,37.8,18.3,174,3400,FEMALE
+Adelie,Biscoe,37.7,18.7,180,3600,MALE
+Adelie,Biscoe,35.9,19.2,189,3800,FEMALE
+Adelie,Biscoe,38.2,18.1,185,3950,MALE
+Adelie,Biscoe,38.8,17.2,180,3800,MALE
+Adelie,Biscoe,35.3,18.9,187,3800,FEMALE
+Adelie,Biscoe,40.6,18.6,183,3550,MALE
+Adelie,Biscoe,40.5,17.9,187,3200,FEMALE
+Adelie,Biscoe,37.9,18.6,172,3150,FEMALE
+Adelie,Biscoe,40.5,18.9,180,3950,MALE
+Adelie,Dream,39.5,16.7,178,3250,FEMALE
+Adelie,Dream,37.2,18.1,178,3900,MALE
+Adelie,Dream,39.5,17.8,188,3300,FEMALE
+Adelie,Dream,40.9,18.9,184,3900,MALE
+Adelie,Dream,36.4,17,195,3325,FEMALE
+Adelie,Dream,39.2,21.1,196,4150,MALE
+Adelie,Dream,38.8,20,190,3950,MALE
+Adelie,Dream,42.2,18.5,180,3550,FEMALE
+Adelie,Dream,37.6,19.3,181,3300,FEMALE
+Adelie,Dream,39.8,19.1,184,4650,MALE
+Adelie,Dream,36.5,18,182,3150,FEMALE
+Adelie,Dream,40.8,18.4,195,3900,MALE
+Adelie,Dream,36,18.5,186,3100,FEMALE
+Adelie,Dream,44.1,19.7,196,4400,MALE
+Adelie,Dream,37,16.9,185,3000,FEMALE
+Adelie,Dream,39.6,18.8,190,4600,MALE
+Adelie,Dream,41.1,19,182,3425,MALE
+Adelie,Dream,37.5,18.9,179,2975,NA
+Adelie,Dream,36,17.9,190,3450,FEMALE
+Adelie,Dream,42.3,21.2,191,4150,MALE
+Adelie,Biscoe,39.6,17.7,186,3500,FEMALE
+Adelie,Biscoe,40.1,18.9,188,4300,MALE
+Adelie,Biscoe,35,17.9,190,3450,FEMALE
+Adelie,Biscoe,42,19.5,200,4050,MALE
+Adelie,Biscoe,34.5,18.1,187,2900,FEMALE
+Adelie,Biscoe,41.4,18.6,191,3700,MALE
+Adelie,Biscoe,39,17.5,186,3550,FEMALE
+Adelie,Biscoe,40.6,18.8,193,3800,MALE
+Adelie,Biscoe,36.5,16.6,181,2850,FEMALE
+Adelie,Biscoe,37.6,19.1,194,3750,MALE
+Adelie,Biscoe,35.7,16.9,185,3150,FEMALE
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+Adelie,Biscoe,37.6,17,185,3600,FEMALE
+Adelie,Biscoe,41.1,18.2,192,4050,MALE
+Adelie,Biscoe,36.4,17.1,184,2850,FEMALE
+Adelie,Biscoe,41.6,18,192,3950,MALE
+Adelie,Biscoe,35.5,16.2,195,3350,FEMALE
+Adelie,Biscoe,41.1,19.1,188,4100,MALE
+Adelie,Torgersen,35.9,16.6,190,3050,FEMALE
+Adelie,Torgersen,41.8,19.4,198,4450,MALE
+Adelie,Torgersen,33.5,19,190,3600,FEMALE
+Adelie,Torgersen,39.7,18.4,190,3900,MALE
+Adelie,Torgersen,39.6,17.2,196,3550,FEMALE
+Adelie,Torgersen,45.8,18.9,197,4150,MALE
+Adelie,Torgersen,35.5,17.5,190,3700,FEMALE
+Adelie,Torgersen,42.8,18.5,195,4250,MALE
+Adelie,Torgersen,40.9,16.8,191,3700,FEMALE
+Adelie,Torgersen,37.2,19.4,184,3900,MALE
+Adelie,Torgersen,36.2,16.1,187,3550,FEMALE
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+Adelie,Torgersen,34.6,17.2,189,3200,FEMALE
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+Adelie,Torgersen,36.7,18.8,187,3800,FEMALE
+Adelie,Torgersen,35.1,19.4,193,4200,MALE
+Adelie,Dream,37.3,17.8,191,3350,FEMALE
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+Adelie,Dream,39.6,18.1,186,4450,MALE
+Adelie,Dream,36.2,17.3,187,3300,FEMALE
+Adelie,Dream,40.8,18.9,208,4300,MALE
+Adelie,Dream,38.1,18.6,190,3700,FEMALE
+Adelie,Dream,40.3,18.5,196,4350,MALE
+Adelie,Dream,33.1,16.1,178,2900,FEMALE
+Adelie,Dream,43.2,18.5,192,4100,MALE
+Adelie,Biscoe,35,17.9,192,3725,FEMALE
+Adelie,Biscoe,41,20,203,4725,MALE
+Adelie,Biscoe,37.7,16,183,3075,FEMALE
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+Adelie,Biscoe,37.9,18.6,193,2925,FEMALE
+Adelie,Biscoe,39.7,18.9,184,3550,MALE
+Adelie,Biscoe,38.6,17.2,199,3750,FEMALE
+Adelie,Biscoe,38.2,20,190,3900,MALE
+Adelie,Biscoe,38.1,17,181,3175,FEMALE
+Adelie,Biscoe,43.2,19,197,4775,MALE
+Adelie,Biscoe,38.1,16.5,198,3825,FEMALE
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+Adelie,Biscoe,39.7,17.7,193,3200,FEMALE
+Adelie,Biscoe,42.2,19.5,197,4275,MALE
+Adelie,Biscoe,39.6,20.7,191,3900,FEMALE
+Adelie,Biscoe,42.7,18.3,196,4075,MALE
+Adelie,Torgersen,38.6,17,188,2900,FEMALE
+Adelie,Torgersen,37.3,20.5,199,3775,MALE
+Adelie,Torgersen,35.7,17,189,3350,FEMALE
+Adelie,Torgersen,41.1,18.6,189,3325,MALE
+Adelie,Torgersen,36.2,17.2,187,3150,FEMALE
+Adelie,Torgersen,37.7,19.8,198,3500,MALE
+Adelie,Torgersen,40.2,17,176,3450,FEMALE
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+Adelie,Torgersen,35.2,15.9,186,3050,FEMALE
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+Adelie,Torgersen,38.8,17.6,191,3275,FEMALE
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+Adelie,Dream,32.1,15.5,188,3050,FEMALE
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+Adelie,Dream,41.5,18.5,201,4000,MALE
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+Gentoo,Biscoe,49.8,16.8,230,5700,MALE
+Gentoo,Biscoe,46.2,14.4,214,4650,NA
+Gentoo,Biscoe,49.5,16.2,229,5800,MALE
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+Gentoo,Biscoe,48.2,15.6,221,5100,MALE
+Gentoo,Biscoe,46.5,14.8,217,5200,FEMALE
+Gentoo,Biscoe,46.4,15,216,4700,FEMALE
+Gentoo,Biscoe,48.6,16,230,5800,MALE
+Gentoo,Biscoe,47.5,14.2,209,4600,FEMALE
+Gentoo,Biscoe,51.1,16.3,220,6000,MALE
+Gentoo,Biscoe,45.2,13.8,215,4750,FEMALE
+Gentoo,Biscoe,45.2,16.4,223,5950,MALE
+Gentoo,Biscoe,49.1,14.5,212,4625,FEMALE
+Gentoo,Biscoe,52.5,15.6,221,5450,MALE
+Gentoo,Biscoe,47.4,14.6,212,4725,FEMALE
+Gentoo,Biscoe,50,15.9,224,5350,MALE
+Gentoo,Biscoe,44.9,13.8,212,4750,FEMALE
+Gentoo,Biscoe,50.8,17.3,228,5600,MALE
+Gentoo,Biscoe,43.4,14.4,218,4600,FEMALE
+Gentoo,Biscoe,51.3,14.2,218,5300,MALE
+Gentoo,Biscoe,47.5,14,212,4875,FEMALE
+Gentoo,Biscoe,52.1,17,230,5550,MALE
+Gentoo,Biscoe,47.5,15,218,4950,FEMALE
+Gentoo,Biscoe,52.2,17.1,228,5400,MALE
+Gentoo,Biscoe,45.5,14.5,212,4750,FEMALE
+Gentoo,Biscoe,49.5,16.1,224,5650,MALE
+Gentoo,Biscoe,44.5,14.7,214,4850,FEMALE
+Gentoo,Biscoe,50.8,15.7,226,5200,MALE
+Gentoo,Biscoe,49.4,15.8,216,4925,MALE
+Gentoo,Biscoe,46.9,14.6,222,4875,FEMALE
+Gentoo,Biscoe,48.4,14.4,203,4625,FEMALE
+Gentoo,Biscoe,51.1,16.5,225,5250,MALE
+Gentoo,Biscoe,48.5,15,219,4850,FEMALE
+Gentoo,Biscoe,55.9,17,228,5600,MALE
+Gentoo,Biscoe,47.2,15.5,215,4975,FEMALE
+Gentoo,Biscoe,49.1,15,228,5500,MALE
+Gentoo,Biscoe,47.3,13.8,216,4725,NA
+Gentoo,Biscoe,46.8,16.1,215,5500,MALE
+Gentoo,Biscoe,41.7,14.7,210,4700,FEMALE
+Gentoo,Biscoe,53.4,15.8,219,5500,MALE
+Gentoo,Biscoe,43.3,14,208,4575,FEMALE
+Gentoo,Biscoe,48.1,15.1,209,5500,MALE
+Gentoo,Biscoe,50.5,15.2,216,5000,FEMALE
+Gentoo,Biscoe,49.8,15.9,229,5950,MALE
+Gentoo,Biscoe,43.5,15.2,213,4650,FEMALE
+Gentoo,Biscoe,51.5,16.3,230,5500,MALE
+Gentoo,Biscoe,46.2,14.1,217,4375,FEMALE
+Gentoo,Biscoe,55.1,16,230,5850,MALE
+Gentoo,Biscoe,44.5,15.7,217,4875,.
+Gentoo,Biscoe,48.8,16.2,222,6000,MALE
+Gentoo,Biscoe,47.2,13.7,214,4925,FEMALE
+Gentoo,Biscoe,NA,NA,NA,NA,NA
+Gentoo,Biscoe,46.8,14.3,215,4850,FEMALE
+Gentoo,Biscoe,50.4,15.7,222,5750,MALE
+Gentoo,Biscoe,45.2,14.8,212,5200,FEMALE
+Gentoo,Biscoe,49.9,16.1,213,5400,MALE

Data-Analysis-with-GPT-4o/requirements.txt

@@ -0,0 +1,3 @@
+pandasai 
+langchain_openai
+streamlit