Team Ai
Apppublic

Basha387/Email_Spam_and_Ham_Classification

sourceHugging Faceupdated 10mo agoView on Hugging Face
0likes
app.py15 linesDownload Raw Back to root
1import streamlit as st 
2import pickle
3st.image(r"data:image/jpeg;base64,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")
4
5st.title("Email Spam ans Ham Classification")
6with open (r"model.pkl","rb") as file:
7    model= pickle.load(file)
8text=st.text_input("Enter the Email")
9if st.button('predict'):
10    result = (model.predict([text])[0])
11    if result == 'spam':
12        st.image(r"data:image/png;base64,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")
13    else:
14        st.image(r"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAJgAAACUCAMAAABY3hBoAAAAb1BMVEX///+byf8egc4fgc6ey/8AdcrX5PNqqOgNfc1+rN0AdscAe8wAcMns8vl3ptuewOXI2O88j9f2+v2Sw/pan+J+tvHk7vjD2e8rh9LP4PKOt+K50Ox2se2jzv9Pmd6WvONinthIkdOnx+hRltRppdsBDIzKAAAJqElEQVR4nO2ci3aqOhCGNwlIJNt2g61cFAX1/Z/xJDMJFwGTgJeudTpnnbVtsfCZyT+ZTKb98+fXfu3WNsU6eTfDmO25sP27KYZ2iogwfno3x43t6oCARfXu3SxdS2NOEYzyOH03TWNJAcPFsozJf4Pih2hgU3HgirfbGMh49SPcuSdAQ0JfWAgvGfkB6jxxnFuH0hNWHnCuvV2du4t2o++B+Z5y5+Wt7hRqBIovT3FJsi8ke6M6UY2UZd+l17HyO2P0neoUaqQwNFvf65m/hYGkvNq8gytFNWZhOWJhBlOPPtid6afZCoZRIg5HLca4wQqLW1nTnwJuNqbXIDZqzVWLWwW2sYW83CzB4OPSFxkMqwMY+/siY25g7Lp5kV2ZG9iH5XsX28cvmKP9grnaL5ir/YK52v8ZLBHm/lPPBdvkp6qOsyyuq1Pulk8/EywtSMAxoWWMB6RwSaifB5ZXTGw9qM75xAvOqvztYJt1gLk/wZRavQ7Wtg59EliOGzXCSVZX12tVZ+IlbuosB+05YHscoiArUjVCm7TIsChlWfZ8CtgeCwTZuRcmknOG37ciewZYCs8PhrXqZA2Dxm3U+QSwHapwdFz2eM2i4vMEMKhANUWA/Fys16fzSn2ZwpBd3gEmJxhlarz2NcFdNbkoNe7lJtBimjmAbbgN2EZWJ4JPeL27BG1NILiiAz/lPIuN4UyCcaugt6pFCDCDncVz2QXmfR5LLCo27xjCavBnchH3Cc4WYITVFkHvDJHcDCYRGNxvBcGMcvGDgayYUZbBmP2Db9uAiZXC9AGSK54kGMFyLgcMfqSGW9NTvhNJBmVQsYP3VOI1N40FgIkfud5NmfI4UoudCawQK08AioSyNddr42YNX8IApIFYqworMMMadqZ6DpvAkkqKSX7IRNYOeeftH3Isa7gk5V0ZkkcNRhmbcufmI4KJE1Mz2C6Wz5Sv9mJYlAgUM0x6+PjSl7EhyEowCiV4GnyMqnNVQ8Bkxy01h4sV0V66SlX1wtVZeBkPIKS/yWrs53tglG6PqgQ/8uZPDtQkLH2LAJtHeiLVcpB7n3QjUSuFqMbuPhjzyxAiDeOfN5eTNZ5wZN++ZwP2T85rOU5yitGbmCDLhLV8sZcKsQLz/C0e3fF+hrnCfI/BCYczGMn6F+W34gbsnxWYeLByZ9Zx56YGNbIDnCRYuTLQC2Es/d+/SHojZgkm7ACTidXtmK0gfVIHaFZgKxk7YT7A5O8lXqm8/xyw8gCBI2iHbBVA8ThDMhuwXSang3x1luFi3b22nglWHuA4hQ7AxCc/bi3n2EYGq0xGL6lBEnXixR4WjxlzDE/tRsHw3NEGDIYF7wB6bp2ZqpMcCQ3hwg7MV8fWE2DC7OIYpIn4JulVcberLA0k+VUPfpH8WclQYhNgIY5pG4AdMZCQL59YgCUyf8X0Zo87D1JXlchjCe7KhbgqecPeajUFRvwv/DTZcQjGDiKQ4FpplY9JD+L0V7s4uRfH8E1qrGPAaapppwSLOK6V7CgjxgAs9L2Q6fE0g61k4qayrTTijSfEmK12VM1jGqwNt2myC/HM0CvDcTB5aGwLJlfoZoOWiO03aIAH2afw3a6SX7KAGDPrBgwOsP0JsFYbzPhJMU40U2i3v2YRjz9SRZpeSRSfDBNf2pq18WAazNPLPLVo6Uhl+sZN+ZbB9hmm8iIYePfAxLVvNVXMx65FBDsP+1rY0E4qlT+oh98Ba1o6gsw4Fmu4bfBh4bFR28VYGIp128ZdMGEhJkHGlo7kA0NYtp41ainsRwkPm3YSE5hW519jS8cJDu3F9ptXp/0/bVbF66T426jRswTT6qT8Ytq872mEYhGRorHKgmtz4bRRozWYB6EOgrlJnSKERVgapvp/+tcsaVWLFGrs9biYwXTWRs3qXBUMoqusXuB/ZjDV3EUOPS4rMM/3lTot2iHT4hKTyNqVuzrqq9EJTPxQiLVUm4arZJfneu7nhsk/0tzlBNY2XJnV6WCoxkFzlxOYbrgiD2y4Uq2Ww+YuJzCvaYd8VLNyypUa/dHHWYOJ9x6wT4w9pB3yhPfSa+MSsCYVii5zl8T2OZeoTXEWg7XtkIvyCGF5NqXGeWCgTphpi9ohkwJTnDE1zgVr1BnMV+cGN3bjapwNJtSpNlhsZjtkyvTm8O5jnMGkO5U6TdXeUSuUGu+4cS6YcCcUsOi0OiebCHZVNExxHgZmVGdaVeN+FmoErmk1LgNr1clH1ClExxgf+T2bpFApjsGNS8BadV5v1SlEd/eC2Y2LwFp13hzFqCVQXIj67szxoMmgxuVgcu1kw7Wz4G0dq3dIo9ZGNrE2PhKss1HRme3ugqI7Di5UIxuOp4FJd+J+MEOvpVp0rWzVBVWkP1q5cTlYt4yQaNGJ2CmLIt9YgJKyTfSG49vhxgvBRNzQx1J5FShv4S+zqBwpqFTRk8UWUeJxYI07VTcPa0QnL5DmgosbHwMGma22fkLqq0UVzFKNjwST6lRcN6JrK+PKvy8GUwcZHTc2t/e/cGeeHV4PpkMDy8a85atykcW6/WAw7S424a3O9ZdOfu3G6SVQL6qEusz/xQEWixrs7kP9gwq24avAbN00w52LwIQb2bgaB4/xG4FYqnMBWHOuM6rGwbv1hwjt1LkgUTSo8dZKN3fOT62d41Mn3ll8kplgvh/qYo1DRFfF3KnK0wPAGjdmTkGz6fWwcOcsMH0qcadYM/U470v3wRhGegZYo0anSK5N/zK0SZ3uYI7qGj7RTs3uZaiZ2ULnDp4+j7+3BXAE02okNHTMr7rWunNanY6lTtV2NteN7X2M08EJTKmRzndj81hP7WDolDsdwGShn87ZV4w/WLmTTLjT4QCideOC6dVao+7jqDvtj2y0G49L3djc8a46LcH8UnVOibXxQVxeZ+0cyecsjwW3qtnnbuhxN/970p12B6m6TL1YjQMynQoNqp9WR8+qo8u25uaGdmBanY5gwo38kWq8Na1O3nenub0Bj3bphKofYKrtlfYnsAGsWRudMlVXazPbzt89uQvme89R4601KcvRroWmUaNbzW0OmX8kSp362ffatEL5SynC+YfnUqGhOqleO+80tj1ZjbdW6to8qmwSrNw+em00WWdCl5Ngr1HjrXUz23Gw0u/Cv87aFMYfbzdtr7/IjQ2Zrs1n3yNgNFa13sOrpleX7IB/YCaL6UgT+DvcqE0ftZCptvmjV/pvsVL9yshU2zyL3mb6OGWin/9Vf0do9C8LjYCRH2RRC7apg/E/PfUOC3q/SHda/xg7/ZC/wvhrj7L/AMyt5pAQ4jJlAAAAAElFTkSuQmCC")
15