Upload 3 files

Script.py

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+import pandas as pd
+import numpy as np
+#from matplotlib import pyplot as plt
+#import seaborn as sns
+import sklearn
+from sklearn.preprocessing import RobustScaler, StandardScaler, OneHotEncoder, OrdinalEncoder, PowerTransformer
+from sklearn.compose import ColumnTransformer
+from sklearn.pipeline import Pipeline
+from sklearn.model_selection import train_test_split
+from sklearn.linear_model import LinearRegression
+import pickle
+import streamlit as st
+
+st.image("https://www.innomatics.in/wp-content/uploads/2023/01/Innomatics-Logo1.png")
+st.title("Diamond Price Prediction")
+
+carat = st.number_input("Enter the carat value")
+cut = st.text_input("Enter the cut of the diamond")
+color = st.text_input("Enter the color code of the diamond")
+clarity = st.text_input("Enter the clarity code")
+depth = st.number_input("Enter the depth of the diamond")
+table = st.number_input("Enter the table value")
+x = st.number_input("Enter the length of diamond")
+y = st.number_input("Enter the width of the diamond")
+z = st.number_input("Enter the z of the diamond")
+
+model_1 = pickle.load(open(r"C:\\Users\\Dream\\Downloads\\estimator1.pkl","rb")) #pickle file path
+if st.button("Submit"):
+    result = model_1.predict([[carat,cut,color,clarity,depth,table,x,y,z]])
+    st.write(f"The predicted price of the diamond is {result}")

estimator1.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:cda5795da45751bfcd41ca41041cf8cd0e9b3d977a5000f9a8851cdd08fd9803
+size 3835

requirements.txt

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+
+altair                    5.5.0
+attrs                     24.2.0
+blinker                   1.9.0
+cachetools                5.5.0
+certifi                   2024.8.30
+charset-normalizer        3.4.0
+click                     8.1.7
+colorama                  0.4.6
+gitdb                     4.0.11
+GitPython                 3.1.43
+idna                      3.10
+Jinja2                    3.1.4
+joblib                    1.4.2
+jsonschema                4.23.0
+jsonschema-specifications 2024.10.1
+markdown-it-py            3.0.0
+MarkupSafe                3.0.2
+mdurl                     0.1.2
+narwhals                  1.18.3
+numpy                     2.2.0
+packaging                 24.2
+pandas                    2.2.3
+pillow                    11.0.0
+pip                       23.2.1
+protobuf                  5.29.1
+pyarrow                   18.1.0
+pydeck                    0.9.1
+Pygments                  2.18.0
+python-dateutil           2.9.0.post0
+pytz                      2024.2
+referencing               0.35.1
+requests                  2.32.3
+rich                      13.9.4
+rpds-py                   0.22.3
+scikit-learn              1.6.0
+scipy                     1.14.1
+setuptools                65.5.0
+six                       1.17.0
+smmap                     5.0.1
+streamlit                 1.41.1
+tenacity                  9.0.0
+threadpoolctl             3.5.0
+toml                      0.10.2
+tornado                   6.4.2
+typing_extensions         4.12.2
+tzdata                    2024.2
+urllib3                   2.2.3
+watchdog                  6.0.0