import streamlit as st
import os
import mysql.connector
import pandas as pd
import plotly.express as px
import seaborn as sns
import matplotlib.pyplot as plt
# Fungsi untuk mendapatkan gambar sebagai base64
def get_image_as_base64(image_path):
import base64
with open(image_path, "rb") as img_file:
return base64.b64encode(img_file.read()).decode("utf-8")
# Fungsi untuk menampilkan navbar
def navbar():
current_page = "exploration" # Sesuaikan dengan halaman saat ini
logo_path = os.path.join(os.path.dirname(__file__), "../asset/logo.png") # Sesuaikan path logo
# Cek status login
if 'logged_in' in st.session_state and st.session_state['logged_in']:
login_button_text = "Logout"
login_button_link = "?page=Login&logout=true" # Tambahkan parameter logout
else:
login_button_text = "Logout"
login_button_link = "?page=Login"
st.markdown(
f"""
""",
unsafe_allow_html=True,
)
def connect_to_db():
try:
conn = mysql.connector.connect(
host=st.secrets["mysql"]["host"],
user=st.secrets["mysql"]["user"],
password=st.secrets["mysql"]["password"],
database=st.secrets["mysql"]["dbname"],
port=st.secrets["mysql"]["port"]
)
return conn
except mysql.connector.Error as e:
st.error(f"Koneksi ke database gagal: {e}")
return None
def get_all_employee_data(filter_employee_id=None, filter_join_date=None):
conn = connect_to_db()
if conn:
try:
query = """
SELECT employee_id AS ID_Karyawan, domisili as Domisili, jenis_kelamin as Jenis_Kelamin,
join_date as Tanggal_Masuk, resign_date as Tanggal_Keluar, marriage_stat as Status_Pernikahan,
dependant as Jumlah_Tanggungan, education as Pendidikan, absent_90D as Absen_90Hari,
avg_time_work as Rata_Rata_Jam_Kerja, departemen as Departemen, position as Posisi,
income as Penghasilan, total_komp as Total_Komplain, job_satisfaction as Kepuasan_Kerja,
performance_rating as Kinerja_Kerja
FROM data_employee_db WHERE 1=1"""
params = []
if filter_employee_id:
query += " AND employee_id LIKE %s"
params.append(f"%{filter_employee_id}%")
if filter_join_date:
query += " AND join_date >= %s"
params.append(filter_join_date)
df = pd.read_sql(query, conn, params=params)
return df
except mysql.connector.Error as e:
st.error(f"Terjadi kesalahan saat mengambil data: {e}")
return pd.DataFrame()
finally:
conn.close()
def get_joined_employee_data(filter_employee_id=None):
conn = connect_to_db()
if conn:
try:
query = """
SELECT
e.employee_id as ID_Karyawan,
e.comment AS Komplain,
s.job_satisfaction AS Skor_Kepuasan_Kerja,
s.performance_rating AS Skor_Kinerja_Kerja
FROM employee_comments e
INNER JOIN data_employee_db s ON e.employee_id = s.employee_id
WHERE 1=1
"""
params = []
if filter_employee_id:
query += " AND e.employee_id LIKE %s"
params.append(f"%{filter_employee_id}%")
df = pd.read_sql(query, conn, params=params)
return df
except mysql.connector.Error as e:
st.error(f"Terjadi kesalahan saat mengambil data: {e}")
return pd.DataFrame()
finally:
conn.close()
def show_exploration():
navbar()
st.markdown("""
""", unsafe_allow_html=True)
st.markdown(
"""
Halaman Dashboard
""", unsafe_allow_html=True
)
# Dropdown menu
menu_option = st.selectbox(
"Pilih Menu",
["Lihat Semua Informasi Karyawan", "Lihat Data Komplain Karyawan"]
)
# Pilihan menu
if menu_option == "Lihat Semua Informasi Karyawan":
col1, col2 = st.columns(2)
with col1:
filter_employee_id = st.text_input("Filter berdasarkan ID Karyawan", placeholder="Contoh: EM12345")
with col2:
filter_join_date = st.date_input("Filter berdasarkan Tanggal Masuk", value=None)
df = get_all_employee_data(filter_employee_id, filter_join_date)
if not df.empty:
st.dataframe(df)
csv = df.to_csv(index=False)
st.download_button(
label="Download Data sebagai CSV",
data=csv,
file_name="data_employee_db.csv",
mime="text/csv",
)
else:
st.write("Tidak ada data yang tersedia di tabel data_employee_db.")
st.markdown(
"""
Analisis Visual Distribusi Karyawan
""", unsafe_allow_html=True
)
# Layout untuk dua grafik per baris
col1, col2 = st.columns(2)
with col1:
st.markdown(
"""
})