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semoga final

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This commit is contained in:
Jesselyn Mu
2025-02-13 22:00:05 +07:00
parent c2de18d78b
commit dc9be99f8a
24 changed files with 25168 additions and 8337 deletions
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6
.streamlit/secrets.toml
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@ -1,6 +1,6 @@
[mysql]
host = "sql12.freesqldatabase.com"
port = 3306
user = "sql12761095"
password = "mvUNuQW8DX"
dbname = "sql12761095"
user = "sql12762365"
password = "NmrnGnWwkP"
dbname = "sql12762365"

21488
X_train.csv
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X_train_rus.csv Normal file
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clasification_final_model.sav Normal file
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4
notebook/train-rus.ipynb
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@ -4574,7 +4574,7 @@
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
@ -4588,7 +4588,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.3"
"version": "3.10.16"
}
},
"nbformat": 4,

4
notebook/train_regression.ipynb
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@ -2150,7 +2150,7 @@
"provenance": []
},
"kernelspec": {
"display_name": ".venv",
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
@ -2164,7 +2164,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.3"
"version": "3.10.16"
}
},
"nbformat": 4,

114
pages/Dashboard.py
View File

@ -20,56 +20,84 @@ def navbar():
st.markdown(
f"""
<style>
.navbar {{
.navbar-container {{
display: flex;
align-items: center;
justify-content: center;
justify-content: space-between;
background-color: #D0EEFF;
border-radius: 15px;
padding: 10px 20px;
font-family: 'Inter', sans-serif;
margin-top: 20px;
background-color: #D0EEFF; /* Background navbar */
border-radius: 15px; /* Membulatkan sudut navbar */
width: 100%;
}}
.navbar .logo {{
.navbar-left {{
display: flex;
align-items: center;
gap: 15px;
gap: 10px;
}}
.navbar .logo img {{
.navbar-left img {{
height: 40px;
}}
.navbar .text {{
.navbar-center {{
flex: 1;
text-align: center;
font-family: 'Inter', sans-serif;
color: #1D567E;
font-size: 18px;
font-weight: bold;
color: #264CBE;
}}
.navbar-right {{
margin-left: auto;
}}
.stButton > button {{
background-color: #264CBE !important;
color: white !important;
border-radius: 10px !important;
font-size: 12px !important;
font-weight: bold !important;
padding: 10px 15px !important;
margin-top:6px !important;
border: none !important;
cursor: pointer !important;
}}
.stButton > button:hover {{
background-color: #1D3A8A !important;
}}
</style>
<div class="navbar">
<div class="logo">
""", unsafe_allow_html=True)
col1, col2 = st.columns([10, 1])
with col1:
st.markdown(f"""
<div class="navbar-container">
<div class="navbar-left">
<img src="data:image/png;base64,{get_image_as_base64(logo_path)}" alt="Logo">
<div class="text">Halaman Dashboard</div>
</div>
</div>
""",
unsafe_allow_html=True,
)
<div class="navbar-center">
Halaman Dashboard
</div>
<div class="navbar-right">
""", unsafe_allow_html=True)
with col2:
if st.button("Logout" if st.session_state.get('logged_in', False) else "Logout", key="login_button"):
if st.session_state.get('logged_in', False):
st.session_state['logged_in'] = False
st.query_params["logged_out"] = "true" # Tandai bahwa logout baru saja terjadi
st.rerun()
else:
st.switch_page("pages/login.py")
st.markdown("</div></div>", unsafe_allow_html=True)
def menu():
# **Pastikan Streamlit Session State Sudah Punya `page`**
if "page" not in st.session_state:
st.session_state["page"] = "Home"
current_page = st.session_state["page"]
logo_path = os.path.join(os.path.dirname(__file__), "../asset/logo.png")
# **Login Check**
if 'logged_in' in st.session_state and st.session_state['logged_in']:
login_button_text = "Logout"
else:
login_button_text = "Login"
# **Gunakan Streamlit Columns agar Navbar Sejajar (4 Kolom)**
col2, col3, col4, col5 = st.columns([1.5, 1.5, 1.5, 1]) # 4 Kolom tanpa col1 (logo)
# **Gunakan Streamlit Columns agar Navbar Sejajar (3 Kolom)**
col2, col3, col4 = st.columns([1.5, 1.5, 1.5]) # 3 Kolom (Tanpa col5)
# **Custom CSS untuk Tombol Navbar yang Spesifik**
st.markdown(
@ -116,26 +144,6 @@ def menu():
div[data-testid="column"]:nth-child(3) button:hover {
background-color: #2C3E50 !important; /* Warna biru lebih gelap saat hover */
}
.stButton > button {
background-color: #264CBE;
color: white;
font-family: 'Inter', sans-serif;
font-size: 16px;
font-weight: 600;
border: none;
border-radius: 5px;
padding: 10px;
cursor: pointer;
margin-top: 20px;
width: 100%;
}
.stButton > button:hover {
background-color: #ffffff;
color: #264CBE;
}
</style>
""",
unsafe_allow_html=True
@ -154,12 +162,6 @@ def menu():
if st.button("Laporan", key="nav_laporan"):
st.switch_page("pages/Laporan.py") # Pindah ke halaman laporan
with col5:
if st.button(login_button_text, key="login_button"):
if 'logged_in' in st.session_state and st.session_state['logged_in']:
st.session_state['logged_in'] = False # Logout user
else:
st.switch_page("pages/login.py") # Pindah ke halaman login
def connect_to_db():
try:

82
pages/Dashboard_Pimpinan.py
View File

@ -15,39 +15,76 @@ def navbar():
st.markdown(
f"""
<style>
.navbar {{
.navbar-container {{
display: flex;
align-items: center;
justify-content: center;
justify-content: space-between;
background-color: #D0EEFF;
border-radius: 15px;
padding: 10px 20px;
font-family: 'Inter', sans-serif;
margin-top: 20px;
background-color: #D0EEFF; /* Background navbar */
border-radius: 15px; /* Membulatkan sudut navbar */
width: 100%;
}}
.navbar .logo {{
.navbar-left {{
display: flex;
align-items: center;
gap: 15px;
gap: 10px;
}}
.navbar .logo img {{
.navbar-left img {{
height: 40px;
}}
.navbar .text {{
.navbar-center {{
flex: 1;
text-align: center;
font-family: 'Inter', sans-serif;
color: #1D567E;
font-size: 18px;
font-weight: bold;
color: #264CBE;
}}
.navbar-right {{
margin-left: auto;
}}
.stButton > button {{
background-color: #264CBE !important;
color: white !important;
border-radius: 10px !important;
font-size: 12px !important;
font-weight: bold !important;
padding: 10px 15px !important;
margin-top:6px !important;
border: none !important;
cursor: pointer !important;
}}
.stButton > button:hover {{
background-color: #1D3A8A !important;
}}
</style>
<div class="navbar">
<div class="logo">
""", unsafe_allow_html=True)
col1, col2 = st.columns([10, 1])
with col1:
st.markdown(f"""
<div class="navbar-container">
<div class="navbar-left">
<img src="data:image/png;base64,{get_image_as_base64(logo_path)}" alt="Logo">
<div class="text">Halaman Dashboard</div>
</div>
</div>
""",
unsafe_allow_html=True,
)
<div class="navbar-center">
Halaman Dashboard
</div>
<div class="navbar-right">
""", unsafe_allow_html=True)
with col2:
if st.button("Logout" if st.session_state.get('logged_in', False) else "Logout", key="login_button"):
if st.session_state.get('logged_in', False):
st.session_state['logged_in'] = False
st.query_params["logged_out"] = "true" # Tandai bahwa logout baru saja terjadi
st.rerun()
else:
st.switch_page("pages/login.py")
st.markdown("</div></div>", unsafe_allow_html=True)
def menu():
# **Pastikan Streamlit Session State Sudah Punya `page`**
@ -64,7 +101,7 @@ def menu():
login_button_text = "Login"
# **Gunakan Streamlit Columns agar Navbar Sejajar (4 Kolom)**
col2, col3, col4 = st.columns([1.5, 1.5, 1]) # 4 Kolom tanpa col1 (logo)
col2, col3 = st.columns([1.5, 1.5]) # 4 Kolom tanpa col1 (logo)
# **Custom CSS untuk Tombol Navbar yang Spesifik**
st.markdown(
@ -144,13 +181,6 @@ def menu():
if st.button("Dashboard", key="nav_dashboard"):
st.switch_page("pages/Dashboard_Pimpinan.py") # Pindah ke halaman yang sesuai
with col4:
if st.button(login_button_text, key="login_button"):
if 'logged_in' in st.session_state and st.session_state['logged_in']:
st.session_state['logged_in'] = False # Logout user
else:
st.switch_page("pages/login.py") # Pindah ke halaman login
def connect_to_db():
try:
conn = mysql.connector.connect(

84
pages/Form_Keluhan.py
View File

@ -74,39 +74,76 @@ def navbar():
st.markdown(
f"""
<style>
.navbar {{
.navbar-container {{
display: flex;
align-items: center;
justify-content: center;
justify-content: space-between;
background-color: #D0EEFF;
border-radius: 15px;
padding: 10px 20px;
font-family: 'Inter', sans-serif;
margin-top: 20px;
background-color: #D0EEFF; /* Background navbar */
border-radius: 15px; /* Membulatkan sudut navbar */
width: 100%;
}}
.navbar .logo {{
.navbar-left {{
display: flex;
align-items: center;
gap: 15px;
gap: 10px;
}}
.navbar .logo img {{
.navbar-left img {{
height: 40px;
}}
.navbar .text {{
.navbar-center {{
flex: 1;
text-align: center;
font-family: 'Inter', sans-serif;
color: #1D567E;
font-size: 18px;
font-weight: bold;
color: #264CBE;
}}
.navbar-right {{
margin-left: auto;
}}
.stButton > button {{
background-color: #264CBE !important;
color: white !important;
border-radius: 10px !important;
font-size: 12px !important;
font-weight: bold !important;
padding: 10px 15px !important;
margin-top:6px !important;
border: none !important;
cursor: pointer !important;
}}
.stButton > button:hover {{
background-color: #1D3A8A !important;
}}
</style>
<div class="navbar">
<div class="logo">
""", unsafe_allow_html=True)
col1, col2 = st.columns([10, 1])
with col1:
st.markdown(f"""
<div class="navbar-container">
<div class="navbar-left">
<img src="data:image/png;base64,{get_image_as_base64(logo_path)}" alt="Logo">
<div class="text">Form Komplain</div>
</div>
</div>
""",
unsafe_allow_html=True,
)
<div class="navbar-center">
Form Keluhan
</div>
<div class="navbar-right">
""", unsafe_allow_html=True)
with col2:
if st.button("Logout" if st.session_state.get('logged_in', False) else "Logout", key="login_button"):
if st.session_state.get('logged_in', False):
st.session_state['logged_in'] = False
st.query_params["logged_out"] = "true" # Tandai bahwa logout baru saja terjadi
st.rerun()
else:
st.switch_page("pages/login.py")
st.markdown("</div></div>", unsafe_allow_html=True)
def menu():
# **Pastikan Streamlit Session State Sudah Punya `page`**
@ -120,10 +157,10 @@ def menu():
if 'logged_in' in st.session_state and st.session_state['logged_in']:
login_button_text = "Logout"
else:
login_button_text = "Login"
login_button_text = "Logout"
# **Gunakan Streamlit Columns agar Navbar Sejajar (4 Kolom)**
col2, col3, col4 = st.columns([1.5, 1.5, 1]) # 4 Kolom tanpa col1 (logo)
col2, col3 = st.columns([1.5, 1.5]) # 4 Kolom tanpa col1 (logo)
# **Custom CSS untuk Tombol Navbar yang Spesifik**
st.markdown(
@ -203,13 +240,6 @@ def menu():
if st.button("Form Keluhan", key="nav_dashboard"):
st.switch_page("pages/Form_Keluhan.py") # Pindah ke halaman yang sesuai
with col4:
if st.button(login_button_text, key="login_button"):
if 'logged_in' in st.session_state and st.session_state['logged_in']:
st.session_state['logged_in'] = False # Logout user
else:
st.switch_page("pages/login.py") # Pindah ke halaman login
def show_karyawan_komen():
# Navbar
navbar()

83
pages/Form_Kepuasan.py
View File

@ -15,39 +15,76 @@ def navbar():
st.markdown(
f"""
<style>
.navbar {{
.navbar-container {{
display: flex;
align-items: center;
justify-content: center;
justify-content: space-between;
background-color: #D0EEFF;
border-radius: 15px;
padding: 10px 20px;
font-family: 'Inter', sans-serif;
margin-top: 20px;
background-color: #D0EEFF; /* Background navbar */
border-radius: 15px; /* Membulatkan sudut navbar */
width: 100%;
}}
.navbar .logo {{
.navbar-left {{
display: flex;
align-items: center;
gap: 15px;
gap: 10px;
}}
.navbar .logo img {{
.navbar-left img {{
height: 40px;
}}
.navbar .text {{
.navbar-center {{
flex: 1;
text-align: center;
font-family: 'Inter', sans-serif;
color: #1D567E;
font-size: 18px;
font-weight: bold;
color: #264CBE;
}}
.navbar-right {{
margin-left: auto;
}}
.stButton > button {{
background-color: #264CBE !important;
color: white !important;
border-radius: 10px !important;
font-size: 12px !important;
font-weight: bold !important;
padding: 10px 15px !important;
margin-top:6px !important;
border: none !important;
cursor: pointer !important;
}}
.stButton > button:hover {{
background-color: #1D3A8A !important;
}}
</style>
<div class="navbar">
<div class="logo">
""", unsafe_allow_html=True)
col1, col2 = st.columns([10, 1])
with col1:
st.markdown(f"""
<div class="navbar-container">
<div class="navbar-left">
<img src="data:image/png;base64,{get_image_as_base64(logo_path)}" alt="Logo">
<div class="text">Form Kepuasan Kerja</div>
</div>
</div>
""",
unsafe_allow_html=True,
)
<div class="navbar-center">
Form Kepuasan Kerja
</div>
<div class="navbar-right">
""", unsafe_allow_html=True)
with col2:
if st.button("Logout" if st.session_state.get('logged_in', False) else "Logout", key="login_button"):
if st.session_state.get('logged_in', False):
st.session_state['logged_in'] = False
st.query_params["logged_out"] = "true" # Tandai bahwa logout baru saja terjadi
st.rerun()
else:
st.switch_page("pages/login.py")
st.markdown("</div></div>", unsafe_allow_html=True)
def menu():
# **Pastikan Streamlit Session State Sudah Punya `page`**
@ -61,10 +98,10 @@ def menu():
if 'logged_in' in st.session_state and st.session_state['logged_in']:
login_button_text = "Logout"
else:
login_button_text = "Login"
login_button_text = "Logout"
# **Gunakan Streamlit Columns agar Navbar Sejajar (4 Kolom)**
col2, col3, col4 = st.columns([1.5, 1.5, 1]) # 4 Kolom tanpa col1 (logo)
col2, col3 = st.columns([1.5, 1.5]) # 4 Kolom tanpa col1 (logo)
# **Custom CSS untuk Tombol Navbar yang Spesifik**
st.markdown(
@ -144,12 +181,6 @@ def menu():
if st.button("Form Keluhan", key="nav_dashboard"):
st.switch_page("pages/Form_Keluhan.py") # Pindah ke halaman yang sesuai
with col4:
if st.button(login_button_text, key="login_button"):
if 'logged_in' in st.session_state and st.session_state['logged_in']:
st.session_state['logged_in'] = False # Logout user
else:
st.switch_page("pages/login.py") # Pindah ke halaman login
def connect_to_db():
try:

82
pages/Form_Penilaian.py
View File

@ -17,39 +17,76 @@ def navbar():
st.markdown(
f"""
<style>
.navbar {{
.navbar-container {{
display: flex;
align-items: center;
justify-content: center;
justify-content: space-between;
background-color: #D0EEFF;
border-radius: 15px;
padding: 10px 20px;
font-family: 'Inter', sans-serif;
margin-top: 20px;
background-color: #D0EEFF; /* Background navbar */
border-radius: 15px; /* Membulatkan sudut navbar */
width: 100%;
}}
.navbar .logo {{
.navbar-left {{
display: flex;
align-items: center;
gap: 15px;
gap: 10px;
}}
.navbar .logo img {{
.navbar-left img {{
height: 40px;
}}
.navbar .text {{
.navbar-center {{
flex: 1;
text-align: center;
font-family: 'Inter', sans-serif;
color: #1D567E;
font-size: 18px;
font-weight: bold;
color: #264CBE;
}}
.navbar-right {{
margin-left: auto;
}}
.stButton > button {{
background-color: #264CBE !important;
color: white !important;
border-radius: 10px !important;
font-size: 12px !important;
font-weight: bold !important;
padding: 10px 15px !important;
margin-top:6px !important;
border: none !important;
cursor: pointer !important;
}}
.stButton > button:hover {{
background-color: #1D3A8A !important;
}}
</style>
<div class="navbar">
<div class="logo">
""", unsafe_allow_html=True)
col1, col2 = st.columns([10, 1])
with col1:
st.markdown(f"""
<div class="navbar-container">
<div class="navbar-left">
<img src="data:image/png;base64,{get_image_as_base64(logo_path)}" alt="Logo">
<div class="text">Form Penilaian Kinerja Karyawan</div>
</div>
</div>
""",
unsafe_allow_html=True,
)
<div class="navbar-center">
Form Penilaian Kinerja Karyawan
</div>
<div class="navbar-right">
""", unsafe_allow_html=True)
with col2:
if st.button("Logout" if st.session_state.get('logged_in', False) else "Logout", key="login_button"):
if st.session_state.get('logged_in', False):
st.session_state['logged_in'] = False
st.query_params["logged_out"] = "true" # Tandai bahwa logout baru saja terjadi
st.rerun()
else:
st.switch_page("pages/login.py")
st.markdown("</div></div>", unsafe_allow_html=True)
def menu():
# **Pastikan Streamlit Session State Sudah Punya `page`**
@ -66,7 +103,7 @@ def menu():
login_button_text = "Login"
# **Gunakan Streamlit Columns agar Navbar Sejajar (4 Kolom)**
col2, col3, col4 = st.columns([1.5, 1.5, 1]) # 4 Kolom tanpa col1 (logo)
col2, col3 = st.columns([1.5, 1.5]) # 4 Kolom tanpa col1 (logo)
# **Custom CSS untuk Tombol Navbar yang Spesifik**
st.markdown(
@ -146,13 +183,6 @@ def menu():
if st.button("Dashboard", key="nav_dashboard"):
st.switch_page("pages/Dashboard_Pimpinan.py") # Pindah ke halaman yang sesuai
with col4:
if st.button(login_button_text, key="login_button"):
if 'logged_in' in st.session_state and st.session_state['logged_in']:
st.session_state['logged_in'] = False # Logout user
else:
st.switch_page("pages/login.py") # Pindah ke halaman login
# Fungsi untuk koneksi ke database
def connect_to_db():
try:

119
pages/Laporan.py
View File

@ -97,56 +97,84 @@ def navbar():
st.markdown(
f"""
<style>
.navbar {{
.navbar-container {{
display: flex;
align-items: center;
justify-content: center;
justify-content: space-between;
background-color: #D0EEFF;
border-radius: 15px;
padding: 10px 20px;
font-family: 'Inter', sans-serif;
margin-top: 20px;
background-color: #D0EEFF; /* Background navbar */
border-radius: 15px; /* Membulatkan sudut navbar */
width: 100%;
}}
.navbar .logo {{
.navbar-left {{
display: flex;
align-items: center;
gap: 15px;
gap: 10px;
}}
.navbar .logo img {{
.navbar-left img {{
height: 40px;
}}
.navbar .text {{
.navbar-center {{
flex: 1;
text-align: center;
font-family: 'Inter', sans-serif;
color: #1D567E;
font-size: 18px;
font-weight: bold;
color: #264CBE;
}}
.navbar-right {{
margin-left: auto;
}}
.stButton > button {{
background-color: #264CBE !important;
color: white !important;
border-radius: 10px !important;
font-size: 12px !important;
font-weight: bold !important;
padding: 10px 15px !important;
margin-top:6px !important;
border: none !important;
cursor: pointer !important;
}}
.stButton > button:hover {{
background-color: #1D3A8A !important;
}}
</style>
<div class="navbar">
<div class="logo">
""", unsafe_allow_html=True)
col1, col2 = st.columns([10, 1])
with col1:
st.markdown(f"""
<div class="navbar-container">
<div class="navbar-left">
<img src="data:image/png;base64,{get_image_as_base64(logo_path)}" alt="Logo">
<div class="text">Halaman Laporan</div>
</div>
</div>
""",
unsafe_allow_html=True,
)
<div class="navbar-center">
Halaman Laporan
</div>
<div class="navbar-right">
""", unsafe_allow_html=True)
with col2:
if st.button("Logout" if st.session_state.get('logged_in', False) else "Logout", key="login_button"):
if st.session_state.get('logged_in', False):
st.session_state['logged_in'] = False
st.query_params["logged_out"] = "true" # Tandai bahwa logout baru saja terjadi
st.rerun()
else:
st.switch_page("pages/login.py")
st.markdown("</div></div>", unsafe_allow_html=True)
def menu():
# **Pastikan Streamlit Session State Sudah Punya `page`**
if "page" not in st.session_state:
st.session_state["page"] = "Home"
current_page = st.session_state["page"]
logo_path = os.path.join(os.path.dirname(__file__), "../asset/logo.png")
# **Login Check**
if 'logged_in' in st.session_state and st.session_state['logged_in']:
login_button_text = "Logout"
else:
login_button_text = "Login"
# **Gunakan Streamlit Columns agar Navbar Sejajar (4 Kolom)**
col2, col3, col4, col5 = st.columns([1.5, 1.5, 1.5, 1]) # 4 Kolom tanpa col1 (logo)
# **Gunakan Streamlit Columns agar Navbar Sejajar (3 Kolom)**
col2, col3, col4 = st.columns([1.5, 1.5, 1.5]) # 3 Kolom (Tanpa col5)
# **Custom CSS untuk Tombol Navbar yang Spesifik**
st.markdown(
@ -193,25 +221,6 @@ def menu():
div[data-testid="column"]:nth-child(3) button:hover {
background-color: #2C3E50 !important; /* Warna biru lebih gelap saat hover */
}
.stButton > button {
background-color: #264CBE;
color: white;
font-family: 'Inter', sans-serif;
font-size: 16px;
font-weight: 600;
border: none;
border-radius: 5px;
padding: 10px;
cursor: pointer;
margin-top: 20px;
width: 100%;
}
.stButton > button:hover {
background-color: #ffffff;
color: #264CBE;
}
</style>
""",
unsafe_allow_html=True
@ -230,13 +239,6 @@ def menu():
if st.button("Laporan", key="nav_laporan"):
st.switch_page("pages/Laporan.py") # Pindah ke halaman laporan
with col5:
if st.button(login_button_text, key="login_button"):
if 'logged_in' in st.session_state and st.session_state['logged_in']:
st.session_state['logged_in'] = False # Logout user
else:
st.switch_page("pages/login.py") # Pindah ke halaman login
def show_report():
# Tampilkan navbar
navbar()
@ -352,6 +354,11 @@ def show_report():
# Ambil data dari tabel shap_pred_result
df = get_shap_top_features()
filter_retensi = st.selectbox("Pilih Kategori Retensi/Tidak", ["Semua", "Retensi", "Tidak Retensi"])
if filter_retensi != "Semua":
df = df[df["Hasil_Prediksi_Retensi"] == filter_retensi]
if not df.empty:
# Tambahkan kolom deskripsi fitur berdasarkan JSON
for i in range(1, 6): # Karena ada 5 fitur top SHAP

99
pages/Prediksi.py
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@ -13,8 +13,8 @@ import streamlit.components.v1 as components
import time
import json
reg_model = pickle.load(open('regression_model.sav', 'rb'))
class_model = pickle.load(open('clasification_model.sav', 'rb'))
reg_model = pickle.load(open('regression_model_final.sav', 'rb'))
class_model = pickle.load(open('clasification_final_model.sav', 'rb'))
train_file_path = 'X_train.csv'
with open("feature_explanation.json", "r") as f:
@ -153,56 +153,84 @@ def navbar():
st.markdown(
f"""
<style>
.navbar {{
.navbar-container {{
display: flex;
align-items: center;
justify-content: center;
justify-content: space-between;
background-color: #D0EEFF;
border-radius: 15px;
padding: 10px 20px;
font-family: 'Inter', sans-serif;
margin-top: 20px;
background-color: #D0EEFF; /* Background navbar */
border-radius: 15px; /* Membulatkan sudut navbar */
width: 100%;
}}
.navbar .logo {{
.navbar-left {{
display: flex;
align-items: center;
gap: 15px;
gap: 10px;
}}
.navbar .logo img {{
.navbar-left img {{
height: 40px;
}}
.navbar .text {{
.navbar-center {{
flex: 1;
text-align: center;
font-family: 'Inter', sans-serif;
color: #1D567E;
font-size: 18px;
font-weight: bold;
color: #264CBE;
}}
.navbar-right {{
margin-left: auto;
}}
.stButton > button {{
background-color: #264CBE !important;
color: white !important;
border-radius: 10px !important;
font-size: 12px !important;
font-weight: bold !important;
padding: 10px 15px !important;
margin-top:6px !important;
border: none !important;
cursor: pointer !important;
}}
.stButton > button:hover {{
background-color: #1D3A8A !important;
}}
</style>
<div class="navbar">
<div class="logo">
""", unsafe_allow_html=True)
col1, col2 = st.columns([10, 1])
with col1:
st.markdown(f"""
<div class="navbar-container">
<div class="navbar-left">
<img src="data:image/png;base64,{get_image_as_base64(logo_path)}" alt="Logo">
<div class="text">Halaman Prediksi Karyawan</div>
</div>
</div>
""",
unsafe_allow_html=True,
)
<div class="navbar-center">
Halaman Prediksi
</div>
<div class="navbar-right">
""", unsafe_allow_html=True)
with col2:
if st.button("Logout" if st.session_state.get('logged_in', False) else "Logout", key="login_button"):
if st.session_state.get('logged_in', False):
st.session_state['logged_in'] = False
st.query_params["logged_out"] = "true" # Tandai bahwa logout baru saja terjadi
st.rerun()
else:
st.switch_page("pages/login.py")
st.markdown("</div></div>", unsafe_allow_html=True)
def menu():
# **Pastikan Streamlit Session State Sudah Punya `page`**
if "page" not in st.session_state:
st.session_state["page"] = "Home"
current_page = st.session_state["page"]
logo_path = os.path.join(os.path.dirname(__file__), "../asset/logo.png")
# **Login Check**
if 'logged_in' in st.session_state and st.session_state['logged_in']:
login_button_text = "Logout"
else:
login_button_text = "Login"
# **Gunakan Streamlit Columns agar Navbar Sejajar (4 Kolom)**
col2, col3, col4, col5 = st.columns([1.5, 1.5, 1.5, 1]) # 4 Kolom tanpa col1 (logo)
# **Gunakan Streamlit Columns agar Navbar Sejajar (3 Kolom)**
col2, col3, col4 = st.columns([1.5, 1.5, 1.5]) # 3 Kolom (Tanpa col5)
# **Custom CSS untuk Tombol Navbar yang Spesifik**
st.markdown(
@ -267,13 +295,6 @@ def menu():
if st.button("Laporan", key="nav_laporan"):
st.switch_page("pages/Laporan.py") # Pindah ke halaman laporan
with col5:
if st.button(login_button_text, key="login_button"):
if 'logged_in' in st.session_state and st.session_state['logged_in']:
st.session_state['logged_in'] = False # Logout user
else:
st.switch_page("pages/login.py") # Pindah ke halaman login
def save_prediction_to_db(employee_id, hasil_prediksi_klasifikasi, probabilitas_pred_klasifikasi, hasil_prediksi_regresi):
conn = connect_to_db()

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pages/home.py
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@ -190,6 +190,15 @@ def show_home():
font-size: 14px;
color: #333333;
}
.source {
font-style: italic; /* Italic */
font-weight: 300; /* Light font */
font-size: 12px; /* Ukuran lebih kecil */
color: #666; /* Warna abu-abu agar lebih soft */
margin-top: 5px;
text-align: center; /* Agar sejajar dengan gambar */
}
</style>
""",
unsafe_allow_html=True
@ -209,6 +218,7 @@ def show_home():
</div>
<div class="image-content">
<img src="data:image/png;base64,{get_image_as_base64(image_path)}" alt="Gambar Retensi Karyawan">
<p class="source">Sumber: freepik.com</p>
</div>
</div>
""",

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