from __future__ import annotations

import json
import os
from datetime import datetime
from pathlib import Path

import certifi
import pandas as pd
import yfinance as yf


BASE_DIR = Path(__file__).resolve().parent
DATA_DIR = BASE_DIR / "data"
DATA_FILE = DATA_DIR / "stocks.json"
EXTRA_CERT_DIR = BASE_DIR / "certs"
TIMEFRAME = "1d"
IDX_TZ = "Asia/Jakarta"
SOURCE_FALLBACK_TZ = "UTC"
RSI_PERIOD = 14
STOCH_PERIOD = 14
STOCH_SMOOTH_K = 3
STOCH_SMOOTH_D = 3

_CA_MERGED: str | None = None


def _prepare_ca_bundle() -> str:
    """Gabungkan CA tambahan (mis. Kaspersky SSL proxy) ke bundle certifi.

    yfinance/curl_cffi menggunakan CA bundle certifi secara default, jadi CA lokal
    (seperti Kaspersky Endpoint Security) tidak dipercaya di dalam container.
    Di sini kita merge semua *.crt di folder `certs/` ke bundle gabungan lalu
    arahkan koneksi ke bundle tersebut.
    """
    global _CA_MERGED
    if _CA_MERGED is not None:
        return _CA_MERGED

    extra_certs = sorted(list(EXTRA_CERT_DIR.glob("*.crt")) + list(EXTRA_CERT_DIR.glob("*.pem")))
    if not extra_certs:
        _CA_MERGED = certifi.where()
        return _CA_MERGED

    DATA_DIR.mkdir(parents=True, exist_ok=True)
    bundle = DATA_DIR / "ca-bundle.pem"
    content = Path(certifi.where()).read_bytes() + b"\n"
    for crt in extra_certs:
        data = crt.read_bytes()
        if b"BEGIN CERTIFICATE" not in data:
            raise ValueError(
                f"{crt.name} bukan file PEM. Ekspor sertifikat CA sebagai Base-64 (.pem), "
                "bukan DER (.cer/.crt biner)."
            )
        content += data + b"\n"
    bundle.write_bytes(content)

    _CA_MERGED = str(bundle)
    os.environ["CURL_CA_BUNDLE"] = _CA_MERGED
    os.environ["REQUESTS_CA_BUNDLE"] = _CA_MERGED
    os.environ["SSL_CERT_FILE"] = _CA_MERGED
    return _CA_MERGED


_prepare_ca_bundle()

# Saham-saham besar / konglomerasi Indonesia.
STOCKS = [
    {
        "symbol": "AALI.JK",
        "name": "Astra Agro Lestari"
    },
    {
        "symbol": "ABBA.JK",
        "name": "Mahaka Media"
    },
    {
        "symbol": "ABDA.JK",
        "name": "Asuransi Bina Dana Arta"
    },
    {
        "symbol": "ABMM.JK",
        "name": "ABM Investama"
    },
    {
        "symbol": "ACES.JK",
        "name": "Aspirasi Hidup Indonesia"
    },
    {
        "symbol": "ACRO.JK",
        "name": "Samcro Hyosung Adilestari"
    },
    {
        "symbol": "ACST.JK",
        "name": "Acset Indonusa"
    },
    {
        "symbol": "ADCP.JK",
        "name": "Adhi Commuter Properti"
    },
    {
        "symbol": "ADES.JK",
        "name": "Akasha Wira International"
    },
    {
        "symbol": "ADHI.JK",
        "name": "Adhi Karya (Persero)"
    },
    {
        "symbol": "ADMF.JK",
        "name": "Adira Dinamika Multi Finance T"
    },
    {
        "symbol": "ADMG.JK",
        "name": "Polychem Indonesia"
    },
    {
        "symbol": "ADMR.JK",
        "name": "Adaro Minerals Indonesia"
    },
    {
        "symbol": "ADRO.JK",
        "name": "Adaro Energy Indonesia"
    },
    {
        "symbol": "AEGS.JK",
        "name": "Anugerah Spareparts Sejahtera"
    },
    {
        "symbol": "AGAR.JK",
        "name": "Asia Sejahtera Mina"
    },
    {
        "symbol": "AGII.JK",
        "name": "Samator Indo Gas"
    },
    {
        "symbol": "AGRO.JK",
        "name": "Bank Raya Indonesia"
    },
    {
        "symbol": "AGRS.JK",
        "name": "Bank IBK Indonesia"
    },
    {
        "symbol": "AHAP.JK",
        "name": "Asuransi Harta Aman Pratama Tb"
    },
    {
        "symbol": "AIMS.JK",
        "name": "Artha Mahiya Investama"
    },
    {
        "symbol": "AISA.JK",
        "name": "FKS Food Sejahtera"
    },
    {
        "symbol": "AKKU.JK",
        "name": "Anugerah Kagum Karya Utama"
    },
    {
        "symbol": "AKPI.JK",
        "name": "Argha Karya Prima Industry"
    },
    {
        "symbol": "AKRA.JK",
        "name": "AKR Corporindo"
    },
    {
        "symbol": "AKSI.JK",
        "name": "Mineral Sumberdaya Mandiri"
    },
    {
        "symbol": "ALDO.JK",
        "name": "Alkindo Naratama"
    },
    {
        "symbol": "ALII.JK",
        "name": "Ancara Logistics Indonesia"
    },
    {
        "symbol": "ALKA.JK",
        "name": "Alakasa Industrindo"
    },
    {
        "symbol": "ALMI.JK",
        "name": "Alumindo Light Metal Industry"
    },
    {
        "symbol": "ALTO.JK",
        "name": "Tri Banyan Tirta"
    },
    {
        "symbol": "AMAG.JK",
        "name": "Asuransi Multi Artha Guna"
    },
    {
        "symbol": "AMAN.JK",
        "name": "Makmur Berkah Amanda"
    },
    {
        "symbol": "AMAR.JK",
        "name": "Bank Amar Indonesia"
    },
    {
        "symbol": "AMFG.JK",
        "name": "Asahimas Flat Glass"
    },
    {
        "symbol": "AMIN.JK",
        "name": "Ateliers Mecaniques D Indonesi"
    },
    {
        "symbol": "AMMN.JK",
        "name": "Amman Mineral Internasional Tb"
    },
    {
        "symbol": "AMMS.JK",
        "name": "Agung Menjangan Mas"
    },
    {
        "symbol": "AMOR.JK",
        "name": "Ashmore Asset Management Indon"
    },
    {
        "symbol": "AMRT.JK",
        "name": "Sumber Alfaria Trijaya"
    },
    {
        "symbol": "ANDI.JK",
        "name": "Andira Agro"
    },
    {
        "symbol": "ANJT.JK",
        "name": "Austindo Nusantara Jaya"
    },
    {
        "symbol": "ANTM.JK",
        "name": "Aneka Tambang"
    },
    {
        "symbol": "APEX.JK",
        "name": "Apexindo Pratama Duta"
    },
    {
        "symbol": "APIC.JK",
        "name": "Pacific Strategic Financial Tb"
    },
    {
        "symbol": "APII.JK",
        "name": "Arita Prima Indonesia"
    },
    {
        "symbol": "APLI.JK",
        "name": "Asiaplast Industries"
    },
    {
        "symbol": "APLN.JK",
        "name": "Agung Podomoro Land"
    },
    {
        "symbol": "ARCI.JK",
        "name": "Archi Indonesia"
    },
    {
        "symbol": "AREA.JK",
        "name": "Dunia Virtual Online"
    },
    {
        "symbol": "ARGO.JK",
        "name": "Argo Pantes"
    },
    {
        "symbol": "ARII.JK",
        "name": "Atlas Resources"
    },
    {
        "symbol": "ARKA.JK",
        "name": "Arkha Jayanti Persada"
    },
    {
        "symbol": "ARKO.JK",
        "name": "Arkora Hydro"
    },
    {
        "symbol": "ARMY.JK",
        "name": "Armidian Karyatama"
    },
    {
        "symbol": "ARNA.JK",
        "name": "Arwana Citramulia"
    },
    {
        "symbol": "ARTA.JK",
        "name": "Arthavest"
    },
    {
        "symbol": "ARTI.JK",
        "name": "Ratu Prabu Energi"
    },
    {
        "symbol": "ARTO.JK",
        "name": "Bank Jago"
    },
    {
        "symbol": "ASBI.JK",
        "name": "Asuransi Bintang"
    },
    {
        "symbol": "ASDM.JK",
        "name": "Asuransi Dayin Mitra"
    },
    {
        "symbol": "ASGR.JK",
        "name": "Astra Graphia"
    },
    {
        "symbol": "ASHA.JK",
        "name": "Cilacap Samudera Fishing Indus"
    },
    {
        "symbol": "ASII.JK",
        "name": "Astra International"
    },
    {
        "symbol": "ASJT.JK",
        "name": "Asuransi Jasa Tania"
    },
    {
        "symbol": "ASLC.JK",
        "name": "Autopedia Sukses Lestari"
    },
    {
        "symbol": "ASLI.JK",
        "name": "Asri Karya Lestari"
    },
    {
        "symbol": "ASMI.JK",
        "name": "Asuransi Maximus Graha Persada"
    },
    {
        "symbol": "ASPI.JK",
        "name": "Andalan Sakti Primaindo"
    },
    {
        "symbol": "ASRI.JK",
        "name": "Alam Sutera Realty"
    },
    {
        "symbol": "ASRM.JK",
        "name": "Asuransi Ramayana"
    },
    {
        "symbol": "ASSA.JK",
        "name": "Adi Sarana Armada"
    },
    {
        "symbol": "ATAP.JK",
        "name": "Trimitra Prawara Goldland"
    },
    {
        "symbol": "ATIC.JK",
        "name": "Anabatic Technologies"
    },
    {
        "symbol": "ATLA.JK",
        "name": "Atlantis Subsea Indonesia"
    },
    {
        "symbol": "AUTO.JK",
        "name": "Astra Otoparts"
    },
    {
        "symbol": "AVIA.JK",
        "name": "Avia Avian"
    },
    {
        "symbol": "AWAN.JK",
        "name": "Era Digital Media"
    },
    {
        "symbol": "AXIO.JK",
        "name": "Tera Data Indonusa"
    },
    {
        "symbol": "AYAM.JK",
        "name": "Janu Putra Sejahtera"
    },
    {
        "symbol": "AYLS.JK",
        "name": "Agro Yasa Lestari"
    },
    {
        "symbol": "BABP.JK",
        "name": "Bank MNC Internasional"
    },
    {
        "symbol": "BABY.JK",
        "name": "Multitrend Indo"
    },
    {
        "symbol": "BACA.JK",
        "name": "Bank Capital Indonesia"
    },
    {
        "symbol": "BAIK.JK",
        "name": "Bersama Mencapai Puncak"
    },
    {
        "symbol": "BAJA.JK",
        "name": "Saranacentral Bajatama"
    },
    {
        "symbol": "BALI.JK",
        "name": "Bali Towerindo Sentra"
    },
    {
        "symbol": "BANK.JK",
        "name": "Bank Aladin Syariah"
    },
    {
        "symbol": "BAPA.JK",
        "name": "Bekasi Asri Pemula"
    },
    {
        "symbol": "BAPI.JK",
        "name": "Bhakti Agung Propertindo"
    },
    {
        "symbol": "BATA.JK",
        "name": "Sepatu Bata"
    },
    {
        "symbol": "BATR.JK",
        "name": "Benteng Api Technic"
    },
    {
        "symbol": "BAUT.JK",
        "name": "Mitra Angkasa Sejahtera"
    },
    {
        "symbol": "BAYU.JK",
        "name": "Bayu Buana"
    },
    {
        "symbol": "BBCA.JK",
        "name": "Bank Central Asia"
    },
    {
        "symbol": "BBHI.JK",
        "name": "Allo Bank Indonesia"
    },
    {
        "symbol": "BBKP.JK",
        "name": "Bank KB Bukopin"
    },
    {
        "symbol": "BBLD.JK",
        "name": "Buana Finance"
    },
    {
        "symbol": "BBMD.JK",
        "name": "Bank Mestika Dharma"
    },
    {
        "symbol": "BBNI.JK",
        "name": "Bank Negara Indonesia (Persero"
    },
    {
        "symbol": "BBRI.JK",
        "name": "Bank Rakyat Indonesia (Persero"
    },
    {
        "symbol": "BBRM.JK",
        "name": "Pelayaran Nasional Bina Buana"
    },
    {
        "symbol": "BBSI.JK",
        "name": "Krom Bank Indonesia"
    },
    {
        "symbol": "BBSS.JK",
        "name": "Bumi Benowo Sukses Sejahtera T"
    },
    {
        "symbol": "BBTN.JK",
        "name": "Bank Tabungan Negara (Persero)"
    },
    {
        "symbol": "BBYB.JK",
        "name": "Bank Neo Commerce"
    },
    {
        "symbol": "BCAP.JK",
        "name": "MNC Kapital Indonesia"
    },
    {
        "symbol": "BCIC.JK",
        "name": "Bank JTrust Indonesia"
    },
    {
        "symbol": "BCIP.JK",
        "name": "Bumi Citra Permai"
    },
    {
        "symbol": "BDKR.JK",
        "name": "Berdikari Pondasi Perkasa"
    },
    {
        "symbol": "BDMN.JK",
        "name": "Bank Danamon Indonesia"
    },
    {
        "symbol": "BEBS.JK",
        "name": "Berkah Beton Sadaya"
    },
    {
        "symbol": "BEEF.JK",
        "name": "Estika Tata Tiara"
    },
    {
        "symbol": "BEER.JK",
        "name": "Jobubu Jarum Minahasa"
    },
    {
        "symbol": "BEKS.JK",
        "name": "Bank Pembangunan Daerah Banten"
    },
    {
        "symbol": "BELI.JK",
        "name": "Global Digital Niaga"
    },
    {
        "symbol": "BELL.JK",
        "name": "Trisula Textile Industries"
    },
    {
        "symbol": "BESS.JK",
        "name": "Batulicin Nusantara Maritim Tb"
    },
    {
        "symbol": "BEST.JK",
        "name": "Bekasi Fajar Industrial Estate"
    },
    {
        "symbol": "BFIN.JK",
        "name": "BFI Finance Indonesia"
    },
    {
        "symbol": "BGTG.JK",
        "name": "Bank Ganesha"
    },
    {
        "symbol": "BHAT.JK",
        "name": "Bhakti Multi Artha"
    },
    {
        "symbol": "BHIT.JK",
        "name": "MNC Asia Holding"
    },
    {
        "symbol": "BIKA.JK",
        "name": "Binakarya Jaya Abadi"
    },
    {
        "symbol": "BIKE.JK",
        "name": "Sepeda Bersama Indonesia"
    },
    {
        "symbol": "BIMA.JK",
        "name": "Primarindo Asia Infrastructure"
    },
    {
        "symbol": "BINA.JK",
        "name": "Bank Ina Perdana"
    },
    {
        "symbol": "BINO.JK",
        "name": "Perma Plasindo"
    },
    {
        "symbol": "BIPI.JK",
        "name": "Astrindo Nusantara Infrastrukt"
    },
    {
        "symbol": "BIPP.JK",
        "name": "Bhuwanatala Indah Permai"
    },
    {
        "symbol": "BIRD.JK",
        "name": "Blue Bird"
    },
    {
        "symbol": "BISI.JK",
        "name": "BISI International"
    },
    {
        "symbol": "BJBR.JK",
        "name": "Bank Pembangunan Daerah Jawa B"
    },
    {
        "symbol": "BJTM.JK",
        "name": "Bank Pembangunan Daerah Jawa T"
    },
    {
        "symbol": "BKDP.JK",
        "name": "Bukit Darmo Property"
    },
    {
        "symbol": "BKSL.JK",
        "name": "Sentul City"
    },
    {
        "symbol": "BKSW.JK",
        "name": "Bank QNB Indonesia"
    },
    {
        "symbol": "BLES.JK",
        "name": "Superior Prima Sukses"
    },
    {
        "symbol": "BLTA.JK",
        "name": "Berlian Laju Tanker"
    },
    {
        "symbol": "BLTZ.JK",
        "name": "Graha Layar Prima"
    },
    {
        "symbol": "BLUE.JK",
        "name": "Berkah Prima Perkasa"
    },
    {
        "symbol": "BMAS.JK",
        "name": "Bank Maspion Indonesia"
    },
    {
        "symbol": "BMBL.JK",
        "name": "Lavender Bina Cendikia"
    },
    {
        "symbol": "BMHS.JK",
        "name": "Bundamedik"
    },
    {
        "symbol": "BMRI.JK",
        "name": "Bank Mandiri (Persero)"
    },
    {
        "symbol": "BMSR.JK",
        "name": "Bintang Mitra Semestaraya"
    },
    {
        "symbol": "BMTR.JK",
        "name": "Global Mediacom"
    },
    {
        "symbol": "BNBA.JK",
        "name": "Bank Bumi Arta"
    },
    {
        "symbol": "BNBR.JK",
        "name": "Bakrie & Brothers"
    },
    {
        "symbol": "BNGA.JK",
        "name": "Bank CIMB Niaga"
    },
    {
        "symbol": "BNII.JK",
        "name": "Bank Maybank Indonesia"
    },
    {
        "symbol": "BNLI.JK",
        "name": "Bank Permata"
    },
    {
        "symbol": "BOBA.JK",
        "name": "Formosa Ingredient Factory"
    },
    {
        "symbol": "BOGA.JK",
        "name": "Bintang Oto Global"
    },
    {
        "symbol": "BOLA.JK",
        "name": "Bali Bintang Sejahtera"
    },
    {
        "symbol": "BOLT.JK",
        "name": "Garuda Metalindo"
    },
    {
        "symbol": "BOSS.JK",
        "name": "Borneo Olah Sarana Sukses"
    },
    {
        "symbol": "BPFI.JK",
        "name": "Woori Finance Indonesia"
    },
    {
        "symbol": "BPII.JK",
        "name": "Batavia Prosperindo Internasio"
    },
    {
        "symbol": "BPTR.JK",
        "name": "Batavia Prosperindo Trans"
    },
    {
        "symbol": "BRAM.JK",
        "name": "Indo Kordsa"
    },
    {
        "symbol": "BREN.JK",
        "name": "Barito Renewables Energy"
    },
    {
        "symbol": "BRIS.JK",
        "name": "Bank Syariah Indonesia"
    },
    {
        "symbol": "BRMS.JK",
        "name": "Bumi Resources Minerals"
    },
    {
        "symbol": "BRNA.JK",
        "name": "Berlina"
    },
    {
        "symbol": "BRPT.JK",
        "name": "Barito Pacific"
    },
    {
        "symbol": "BSBK.JK",
        "name": "Wulandari Bangun Laksana"
    },
    {
        "symbol": "BSDE.JK",
        "name": "Bumi Serpong Damai"
    },
    {
        "symbol": "BSIM.JK",
        "name": "Bank Sinarmas"
    },
    {
        "symbol": "BSML.JK",
        "name": "Bintang Samudera Mandiri Lines"
    },
    {
        "symbol": "BSSR.JK",
        "name": "Baramulti Suksessarana"
    },
    {
        "symbol": "BSWD.JK",
        "name": "Bank Of India Indonesia"
    },
    {
        "symbol": "BTEK.JK",
        "name": "Bumi Teknokultura Unggul"
    },
    {
        "symbol": "BTEL.JK",
        "name": "Bakrie Telecom"
    },
    {
        "symbol": "BTON.JK",
        "name": "Betonjaya Manunggal"
    },
    {
        "symbol": "BTPN.JK",
        "name": "Bank BTPN"
    },
    {
        "symbol": "BTPS.JK",
        "name": "Bank BTPN Syariah"
    },
    {
        "symbol": "BUAH.JK",
        "name": "Segar Kumala Indonesia"
    },
    {
        "symbol": "BUDI.JK",
        "name": "Budi Starch & Sweetener"
    },
    {
        "symbol": "BUKA.JK",
        "name": "Bukalapak.com"
    },
    {
        "symbol": "BUKK.JK",
        "name": "Bukaka Teknik Utama"
    },
    {
        "symbol": "BULL.JK",
        "name": "Buana Lintas Lautan"
    },
    {
        "symbol": "BUMI.JK",
        "name": "Bumi Resources"
    },
    {
        "symbol": "BUVA.JK",
        "name": "Bukit Uluwatu Villa"
    },
    {
        "symbol": "BVIC.JK",
        "name": "Bank Victoria International Tb"
    },
    {
        "symbol": "BWPT.JK",
        "name": "Eagle High Plantations"
    },
    {
        "symbol": "BYAN.JK",
        "name": "Bayan Resources"
    },
    {
        "symbol": "CAKK.JK",
        "name": "Cahayaputra Asa Keramik"
    },
    {
        "symbol": "CAMP.JK",
        "name": "Campina Ice Cream Industry"
    },
    {
        "symbol": "CANI.JK",
        "name": "Capitol Nusantara Indonesia Tb"
    },
    {
        "symbol": "CARE.JK",
        "name": "Metro Healthcare Indonesia"
    },
    {
        "symbol": "CARS.JK",
        "name": "Industri dan Perdagangan Bintr"
    },
    {
        "symbol": "CASA.JK",
        "name": "Capital Financial Indonesia Tb"
    },
    {
        "symbol": "CASH.JK",
        "name": "Cashlez Worldwide Indonesia Tb"
    },
    {
        "symbol": "CASS.JK",
        "name": "Cardig Aero Services"
    },
    {
        "symbol": "CBMF.JK",
        "name": "Cahaya Bintang Medan"
    },
    {
        "symbol": "CBPE.JK",
        "name": "Citra Buana Prasida"
    },
    {
        "symbol": "CBRE.JK",
        "name": "Cakra Buana Resources Energi T"
    },
    {
        "symbol": "CBUT.JK",
        "name": "Citra Borneo Utama"
    },
    {
        "symbol": "CCSI.JK",
        "name": "Communication Cable Systems In"
    },
    {
        "symbol": "CEKA.JK",
        "name": "Wilmar Cahaya Indonesia"
    },
    {
        "symbol": "CENT.JK",
        "name": "Centratama Telekomunikasi Indo"
    },
    {
        "symbol": "CFIN.JK",
        "name": "Clipan Finance Indonesia"
    },
    {
        "symbol": "CGAS.JK",
        "name": "Citra Nusantara Gemilang"
    },
    {
        "symbol": "CHEM.JK",
        "name": "Chemstar Indonesia"
    },
    {
        "symbol": "CHIP.JK",
        "name": "Pelita Teknologi Global"
    },
    {
        "symbol": "CINT.JK",
        "name": "Chitose Internasional"
    },
    {
        "symbol": "CITA.JK",
        "name": "Cita Mineral Investindo"
    },
    {
        "symbol": "CITY.JK",
        "name": "Natura City Developments"
    },
    {
        "symbol": "CLAY.JK",
        "name": "Citra Putra Realty"
    },
    {
        "symbol": "CLEO.JK",
        "name": "Sariguna Primatirta"
    },
    {
        "symbol": "CLPI.JK",
        "name": "Colorpak Indonesia"
    },
    {
        "symbol": "CMNP.JK",
        "name": "Citra Marga Nusaphala Persada"
    },
    {
        "symbol": "CMNT.JK",
        "name": "Cemindo Gemilang"
    },
    {
        "symbol": "CMPP.JK",
        "name": "AirAsia Indonesia"
    },
    {
        "symbol": "CMRY.JK",
        "name": "Cisarua Mountain Dairy"
    },
    {
        "symbol": "CNKO.JK",
        "name": "Exploitasi Energi Indonesia Tb"
    },
    {
        "symbol": "CNMA.JK",
        "name": "Nusantara Sejahtera Raya"
    },
    {
        "symbol": "CNTX.JK",
        "name": "Century Textile Industry"
    },
    {
        "symbol": "COAL.JK",
        "name": "Black Diamond Resources"
    },
    {
        "symbol": "COCO.JK",
        "name": "Wahana Interfood Nusantara"
    },
    {
        "symbol": "COWL.JK",
        "name": "Cowell Development"
    },
    {
        "symbol": "CPIN.JK",
        "name": "Charoen Pokphand Indonesia"
    },
    {
        "symbol": "CPRI.JK",
        "name": "Capri Nusa Satu Properti"
    },
    {
        "symbol": "CPRO.JK",
        "name": "Central Proteina Prima"
    },
    {
        "symbol": "CRAB.JK",
        "name": "Toba Surimi Industries"
    },
    {
        "symbol": "CRSN.JK",
        "name": "Carsurin"
    },
    {
        "symbol": "CSAP.JK",
        "name": "Catur Sentosa Adiprana"
    },
    {
        "symbol": "CSIS.JK",
        "name": "Cahayasakti Investindo Sukses"
    },
    {
        "symbol": "CSMI.JK",
        "name": "Cipta Selera Murni"
    },
    {
        "symbol": "CSRA.JK",
        "name": "Cisadane Sawit Raya"
    },
    {
        "symbol": "CTBN.JK",
        "name": "Citra Tubindo"
    },
    {
        "symbol": "CTRA.JK",
        "name": "Ciputra Development"
    },
    {
        "symbol": "CTTH.JK",
        "name": "Citatah"
    },
    {
        "symbol": "CUAN.JK",
        "name": "Petrindo Jaya Kreasi"
    },
    {
        "symbol": "CYBR.JK",
        "name": "ITSEC Asia"
    },
    {
        "symbol": "DADA.JK",
        "name": "Diamond Citra Propertindo"
    },
    {
        "symbol": "DART.JK",
        "name": "Duta Anggada Realty"
    },
    {
        "symbol": "DATA.JK",
        "name": "Remala Abadi"
    },
    {
        "symbol": "DAYA.JK",
        "name": "Duta Intidaya"
    },
    {
        "symbol": "DCII.JK",
        "name": "DCI Indonesia"
    },
    {
        "symbol": "DEAL.JK",
        "name": "Dewata Freightinternational Tb"
    },
    {
        "symbol": "DEFI.JK",
        "name": "Danasupra Erapacific"
    },
    {
        "symbol": "DEPO.JK",
        "name": "Caturkarda Depo Bangunan"
    },
    {
        "symbol": "DEWA.JK",
        "name": "Darma Henwa"
    },
    {
        "symbol": "DEWI.JK",
        "name": "Dewi Shri Farmindo"
    },
    {
        "symbol": "DFAM.JK",
        "name": "Dafam Property Indonesia"
    },
    {
        "symbol": "DGIK.JK",
        "name": "Nusa Konstruksi Enjiniring"
    },
    {
        "symbol": "DGNS.JK",
        "name": "Diagnos Laboratorium Utama"
    },
    {
        "symbol": "DIGI.JK",
        "name": "Arkadia Digital Media"
    },
    {
        "symbol": "DILD.JK",
        "name": "Intiland Development"
    },
    {
        "symbol": "DIVA.JK",
        "name": "Distribusi Voucher Nusantara T"
    },
    {
        "symbol": "DKFT.JK",
        "name": "Central Omega Resources"
    },
    {
        "symbol": "DLTA.JK",
        "name": "Delta Djakarta"
    },
    {
        "symbol": "DMAS.JK",
        "name": "Puradelta Lestari"
    },
    {
        "symbol": "DMMX.JK",
        "name": "Digital Mediatama Maxima"
    },
    {
        "symbol": "DMND.JK",
        "name": "Diamond Food Indonesia"
    },
    {
        "symbol": "DNAR.JK",
        "name": "Bank Oke Indonesia"
    },
    {
        "symbol": "DNET.JK",
        "name": "Indoritel Makmur Internasional"
    },
    {
        "symbol": "DOID.JK",
        "name": "Delta Dunia Makmur"
    },
    {
        "symbol": "DOOH.JK",
        "name": "Era Media Sejahtera"
    },
    {
        "symbol": "DPNS.JK",
        "name": "Duta Pertiwi Nusantara"
    },
    {
        "symbol": "DPUM.JK",
        "name": "Dua Putra Utama Makmur"
    },
    {
        "symbol": "DRMA.JK",
        "name": "Dharma Polimetal"
    },
    {
        "symbol": "DSFI.JK",
        "name": "Dharma Samudera Fishing Indust"
    },
    {
        "symbol": "DSNG.JK",
        "name": "Dharma Satya Nusantara"
    },
    {
        "symbol": "DSSA.JK",
        "name": "Dian Swastatika Sentosa"
    },
    {
        "symbol": "DUCK.JK",
        "name": "Jaya Bersama Indo"
    },
    {
        "symbol": "DUTI.JK",
        "name": "Duta Pertiwi"
    },
    {
        "symbol": "DVLA.JK",
        "name": "Darya-Varia Laboratoria"
    },
    {
        "symbol": "DWGL.JK",
        "name": "Dwi Guna Laksana"
    },
    {
        "symbol": "DYAN.JK",
        "name": "Dyandra Media International Tb"
    },
    {
        "symbol": "EAST.JK",
        "name": "Eastparc Hotel"
    },
    {
        "symbol": "ECII.JK",
        "name": "Electronic City Indonesia"
    },
    {
        "symbol": "EDGE.JK",
        "name": "Indointernet"
    },
    {
        "symbol": "EKAD.JK",
        "name": "Ekadharma International"
    },
    {
        "symbol": "ELIT.JK",
        "name": "Data Sinergitama Jaya"
    },
    {
        "symbol": "ELPI.JK",
        "name": "Pelayaran Nasional Ekalya Purn"
    },
    {
        "symbol": "ELSA.JK",
        "name": "Elnusa"
    },
    {
        "symbol": "ELTY.JK",
        "name": "Bakrieland Development"
    },
    {
        "symbol": "EMDE.JK",
        "name": "Megapolitan Developments"
    },
    {
        "symbol": "EMTK.JK",
        "name": "Elang Mahkota Teknologi"
    },
    {
        "symbol": "ENAK.JK",
        "name": "Champ Resto Indonesia"
    },
    {
        "symbol": "ENRG.JK",
        "name": "Energi Mega Persada"
    },
    {
        "symbol": "ENVY.JK",
        "name": "Envy Technologies Indonesia Tb"
    },
    {
        "symbol": "ENZO.JK",
        "name": "Morenzo Abadi Perkasa"
    },
    {
        "symbol": "EPAC.JK",
        "name": "Megalestari Epack Sentosaraya"
    },
    {
        "symbol": "EPMT.JK",
        "name": "Enseval Putera Megatrading"
    },
    {
        "symbol": "ERAA.JK",
        "name": "Erajaya Swasembada"
    },
    {
        "symbol": "ERAL.JK",
        "name": "Sinar Eka Selaras"
    },
    {
        "symbol": "ERTX.JK",
        "name": "Eratex Djaja"
    },
    {
        "symbol": "ESIP.JK",
        "name": "Sinergi Inti Plastindo"
    },
    {
        "symbol": "ESSA.JK",
        "name": "ESSA Industries Indonesia"
    },
    {
        "symbol": "ESTA.JK",
        "name": "Esta Multi Usaha"
    },
    {
        "symbol": "ESTI.JK",
        "name": "Ever Shine Tex"
    },
    {
        "symbol": "ETWA.JK",
        "name": "Eterindo Wahanatama"
    },
    {
        "symbol": "EURO.JK",
        "name": "Estee Gold Feet"
    },
    {
        "symbol": "EXCL.JK",
        "name": "XL Axiata"
    },
    {
        "symbol": "FAPA.JK",
        "name": "FAP Agri"
    },
    {
        "symbol": "FAST.JK",
        "name": "Fast Food Indonesia"
    },
    {
        "symbol": "FASW.JK",
        "name": "Fajar Surya Wisesa"
    },
    {
        "symbol": "FILM.JK",
        "name": "MD Pictures"
    },
    {
        "symbol": "FIMP.JK",
        "name": "Fimperkasa Utama"
    },
    {
        "symbol": "FIRE.JK",
        "name": "Alfa Energi Investama"
    },
    {
        "symbol": "FISH.JK",
        "name": "FKS Multi Agro"
    },
    {
        "symbol": "FITT.JK",
        "name": "Hotel Fitra International"
    },
    {
        "symbol": "FLMC.JK",
        "name": "Falmaco Nonwoven Industri"
    },
    {
        "symbol": "FMII.JK",
        "name": "Fortune Mate Indonesia"
    },
    {
        "symbol": "FOLK.JK",
        "name": "Multi Garam Utama"
    },
    {
        "symbol": "FOOD.JK",
        "name": "Sentra Food Indonesia"
    },
    {
        "symbol": "FORU.JK",
        "name": "Fortune Indonesia"
    },
    {
        "symbol": "FORZ.JK",
        "name": "Forza Land Indonesia"
    },
    {
        "symbol": "FPNI.JK",
        "name": "Lotte Chemical Titan"
    },
    {
        "symbol": "FREN.JK",
        "name": "Smartfren Telecom"
    },
    {
        "symbol": "FUJI.JK",
        "name": "Fuji Finance Indonesia"
    },
    {
        "symbol": "FUTR.JK",
        "name": "Lini Imaji Kreasi Ekosistem Tb"
    },
    {
        "symbol": "FWCT.JK",
        "name": "Wijaya Cahaya Timber"
    },
    {
        "symbol": "GAMA.JK",
        "name": "Aksara Global Development"
    },
    {
        "symbol": "GDST.JK",
        "name": "Gunawan Dianjaya Steel"
    },
    {
        "symbol": "GDYR.JK",
        "name": "Goodyear Indonesia"
    },
    {
        "symbol": "GEMA.JK",
        "name": "Gema Grahasarana"
    },
    {
        "symbol": "GEMS.JK",
        "name": "Golden Energy Mines"
    },
    {
        "symbol": "GGRM.JK",
        "name": "Gudang Garam"
    },
    {
        "symbol": "GGRP.JK",
        "name": "Gunung Raja Paksi"
    },
    {
        "symbol": "GHON.JK",
        "name": "Gihon Telekomunikasi Indonesia"
    },
    {
        "symbol": "GIAA.JK",
        "name": "Garuda Indonesia (Persero)"
    },
    {
        "symbol": "GJTL.JK",
        "name": "Gajah Tunggal"
    },
    {
        "symbol": "GLOB.JK",
        "name": "Globe Kita Terang"
    },
    {
        "symbol": "GLVA.JK",
        "name": "Galva Technologies"
    },
    {
        "symbol": "GMFI.JK",
        "name": "Garuda Maintenance Facility Ae"
    },
    {
        "symbol": "GMTD.JK",
        "name": "Gowa Makassar Tourism Developm"
    },
    {
        "symbol": "GOLD.JK",
        "name": "Visi Telekomunikasi Infrastruk"
    },
    {
        "symbol": "GOLF.JK",
        "name": "Intra Golflink Resorts"
    },
    {
        "symbol": "GOLL.JK",
        "name": "Golden Plantation"
    },
    {
        "symbol": "GOOD.JK",
        "name": "Garudafood Putra Putri Jaya Tb"
    },
    {
        "symbol": "GOTO.JK",
        "name": "GoTo Gojek Tokopedia"
    },
    {
        "symbol": "GPRA.JK",
        "name": "Perdana Gapuraprima"
    },
    {
        "symbol": "GPSO.JK",
        "name": "Geoprima Solusi"
    },
    {
        "symbol": "GRIA.JK",
        "name": "Ingria Pratama Capitalindo"
    },
    {
        "symbol": "GRPH.JK",
        "name": "Griptha Putra Persada"
    },
    {
        "symbol": "GRPM.JK",
        "name": "Graha Prima Mentari"
    },
    {
        "symbol": "GSMF.JK",
        "name": "Equity Development Investment"
    },
    {
        "symbol": "GTBO.JK",
        "name": "Garda Tujuh Buana"
    },
    {
        "symbol": "GTRA.JK",
        "name": "Grahaprima Suksesmandiri"
    },
    {
        "symbol": "GTSI.JK",
        "name": "GTS Internasional"
    },
    {
        "symbol": "GULA.JK",
        "name": "Aman Agrindo"
    },
    {
        "symbol": "GUNA.JK",
        "name": "Gunanusa Eramandiri"
    },
    {
        "symbol": "GWSA.JK",
        "name": "Greenwood Sejahtera"
    },
    {
        "symbol": "GZCO.JK",
        "name": "Gozco Plantations"
    },
    {
        "symbol": "HADE.JK",
        "name": "Himalaya Energi Perkasa"
    },
    {
        "symbol": "HAIS.JK",
        "name": "Hasnur Internasional Shipping"
    },
    {
        "symbol": "HAJJ.JK",
        "name": "Arsy Buana Travelindo"
    },
    {
        "symbol": "HALO.JK",
        "name": "Haloni Jane"
    },
    {
        "symbol": "HATM.JK",
        "name": "Habco Trans Maritima"
    },
    {
        "symbol": "HBAT.JK",
        "name": "Minahasa Membangun Hebat"
    },
    {
        "symbol": "HDFA.JK",
        "name": "Radana Bhaskara Finance"
    },
    {
        "symbol": "HDIT.JK",
        "name": "Hensel Davest Indonesia"
    },
    {
        "symbol": "HDTX.JK",
        "name": "Panasia Indo Resources"
    },
    {
        "symbol": "HEAL.JK",
        "name": "Medikaloka Hermina"
    },
    {
        "symbol": "HELI.JK",
        "name": "Jaya Trishindo"
    },
    {
        "symbol": "HERO.JK",
        "name": "Hero Supermarket"
    },
    {
        "symbol": "HEXA.JK",
        "name": "Hexindo Adiperkasa"
    },
    {
        "symbol": "HILL.JK",
        "name": "Hillcon"
    },
    {
        "symbol": "HITS.JK",
        "name": "Humpuss Intermoda Transportasi"
    },
    {
        "symbol": "HKMU.JK",
        "name": "HK Metals Utama"
    },
    {
        "symbol": "HMSP.JK",
        "name": "H.M. Sampoerna"
    },
    {
        "symbol": "HOKI.JK",
        "name": "Buyung Poetra Sembada"
    },
    {
        "symbol": "HOME.JK",
        "name": "Hotel Mandarine Regency"
    },
    {
        "symbol": "HOMI.JK",
        "name": "Grand House Mulia"
    },
    {
        "symbol": "HOPE.JK",
        "name": "Harapan Duta Pertiwi"
    },
    {
        "symbol": "HOTL.JK",
        "name": "Saraswati Griya Lestari"
    },
    {
        "symbol": "HRME.JK",
        "name": "Menteng Heritage Realty"
    },
    {
        "symbol": "HRTA.JK",
        "name": "Hartadinata Abadi"
    },
    {
        "symbol": "HRUM.JK",
        "name": "Harum Energy"
    },
    {
        "symbol": "HUMI.JK",
        "name": "Humpuss Maritim Internasional"
    },
    {
        "symbol": "HYGN.JK",
        "name": "Ecocare Indo Pasifik"
    },
    {
        "symbol": "IATA.JK",
        "name": "MNC Energy Investments"
    },
    {
        "symbol": "IBFN.JK",
        "name": "Intan Baru Prana"
    },
    {
        "symbol": "IBOS.JK",
        "name": "Indo Boga Sukses"
    },
    {
        "symbol": "IBST.JK",
        "name": "Inti Bangun Sejahtera"
    },
    {
        "symbol": "ICBP.JK",
        "name": "Indofood CBP Sukses Makmur"
    },
    {
        "symbol": "ICON.JK",
        "name": "Island Concepts Indonesia"
    },
    {
        "symbol": "IDEA.JK",
        "name": "Idea Indonesia Akademi"
    },
    {
        "symbol": "IDPR.JK",
        "name": "Indonesia Pondasi Raya"
    },
    {
        "symbol": "IFII.JK",
        "name": "Indonesia Fibreboard Industry"
    },
    {
        "symbol": "IFSH.JK",
        "name": "Ifishdeco"
    },
    {
        "symbol": "IGAR.JK",
        "name": "Champion Pacific Indonesia"
    },
    {
        "symbol": "IIKP.JK",
        "name": "Inti Agri Resources"
    },
    {
        "symbol": "IKAI.JK",
        "name": "Intikeramik Alamasri Industri"
    },
    {
        "symbol": "IKAN.JK",
        "name": "Era Mandiri Cemerlang"
    },
    {
        "symbol": "IKBI.JK",
        "name": "Sumi Indo Kabel"
    },
    {
        "symbol": "IKPM.JK",
        "name": "Ikapharmindo Putramas"
    },
    {
        "symbol": "IMAS.JK",
        "name": "Indomobil Sukses Internasional"
    },
    {
        "symbol": "IMJS.JK",
        "name": "Indomobil Multi Jasa"
    },
    {
        "symbol": "IMPC.JK",
        "name": "Impack Pratama Industri"
    },
    {
        "symbol": "INAF.JK",
        "name": "Indofarma"
    },
    {
        "symbol": "INAI.JK",
        "name": "Indal Aluminium Industry"
    },
    {
        "symbol": "INCF.JK",
        "name": "Indo Komoditi Korpora"
    },
    {
        "symbol": "INCI.JK",
        "name": "Intanwijaya Internasional"
    },
    {
        "symbol": "INCO.JK",
        "name": "Vale Indonesia"
    },
    {
        "symbol": "INDF.JK",
        "name": "Indofood Sukses Makmur"
    },
    {
        "symbol": "INDO.JK",
        "name": "Royalindo Investa Wijaya"
    },
    {
        "symbol": "INDR.JK",
        "name": "Indo-Rama Synthetics"
    },
    {
        "symbol": "INDS.JK",
        "name": "Indospring"
    },
    {
        "symbol": "INDX.JK",
        "name": "Tanah Laut"
    },
    {
        "symbol": "INDY.JK",
        "name": "Indika Energy"
    },
    {
        "symbol": "INET.JK",
        "name": "Sinergi Inti Andalan Prima"
    },
    {
        "symbol": "INKP.JK",
        "name": "Indah Kiat Pulp & Paper"
    },
    {
        "symbol": "INOV.JK",
        "name": "Inocycle Technology Group"
    },
    {
        "symbol": "INPC.JK",
        "name": "Bank Artha Graha Internasional"
    },
    {
        "symbol": "INPP.JK",
        "name": "Indonesian Paradise Property T"
    },
    {
        "symbol": "INPS.JK",
        "name": "Indah Prakasa Sentosa"
    },
    {
        "symbol": "INRU.JK",
        "name": "Toba Pulp Lestari"
    },
    {
        "symbol": "INTA.JK",
        "name": "Intraco Penta"
    },
    {
        "symbol": "INTD.JK",
        "name": "Inter Delta"
    },
    {
        "symbol": "INTP.JK",
        "name": "Indocement Tunggal Prakarsa Tb"
    },
    {
        "symbol": "IOTF.JK",
        "name": "Sumber Sinergi Makmur"
    },
    {
        "symbol": "IPAC.JK",
        "name": "Era Graharealty"
    },
    {
        "symbol": "IPCC.JK",
        "name": "Indonesia Kendaraan Terminal T"
    },
    {
        "symbol": "IPCM.JK",
        "name": "Jasa Armada Indonesia"
    },
    {
        "symbol": "IPOL.JK",
        "name": "Indopoly Swakarsa Industry"
    },
    {
        "symbol": "IPPE.JK",
        "name": "Indo Pureco Pratama"
    },
    {
        "symbol": "IPTV.JK",
        "name": "MNC Vision Networks"
    },
    {
        "symbol": "IRRA.JK",
        "name": "Itama Ranoraya"
    },
    {
        "symbol": "IRSX.JK",
        "name": "Aviana Sinar Abadi"
    },
    {
        "symbol": "ISAP.JK",
        "name": "Isra Presisi Indonesia"
    },
    {
        "symbol": "ISAT.JK",
        "name": "Indosat"
    },
    {
        "symbol": "ISEA.JK",
        "name": "Indo American Seafoods"
    },
    {
        "symbol": "ISSP.JK",
        "name": "Steel Pipe Industry of Indones"
    },
    {
        "symbol": "ITIC.JK",
        "name": "Indonesian Tobacco"
    },
    {
        "symbol": "ITMA.JK",
        "name": "Sumber Energi Andalan"
    },
    {
        "symbol": "ITMG.JK",
        "name": "Indo Tambangraya Megah"
    },
    {
        "symbol": "JARR.JK",
        "name": "Jhonlin Agro Raya"
    },
    {
        "symbol": "JAST.JK",
        "name": "Jasnita Telekomindo"
    },
    {
        "symbol": "JATI.JK",
        "name": "Informasi Teknologi Indonesia"
    },
    {
        "symbol": "JAWA.JK",
        "name": "Jaya Agra Wattie"
    },
    {
        "symbol": "JAYA.JK",
        "name": "Armada Berjaya Trans"
    },
    {
        "symbol": "JECC.JK",
        "name": "Jembo Cable Company"
    },
    {
        "symbol": "JGLE.JK",
        "name": "Graha Andrasentra Propertindo"
    },
    {
        "symbol": "JIHD.JK",
        "name": "Jakarta International Hotels &"
    },
    {
        "symbol": "JKON.JK",
        "name": "Jaya Konstruksi Manggala Prata"
    },
    {
        "symbol": "JKSW.JK",
        "name": "Jakarta Kyoei Steel Works"
    },
    {
        "symbol": "JMAS.JK",
        "name": "Asuransi Jiwa Syariah Jasa Mit"
    },
    {
        "symbol": "JPFA.JK",
        "name": "Japfa Comfeed Indonesia"
    },
    {
        "symbol": "JRPT.JK",
        "name": "Jaya Real Property"
    },
    {
        "symbol": "JSKY.JK",
        "name": "Sky Energy Indonesia"
    },
    {
        "symbol": "JSMR.JK",
        "name": "Jasa Marga (Persero)"
    },
    {
        "symbol": "JSPT.JK",
        "name": "Jakarta Setiabudi Internasiona"
    },
    {
        "symbol": "JTPE.JK",
        "name": "Jasuindo Tiga Perkasa"
    },
    {
        "symbol": "KAEF.JK",
        "name": "Kimia Farma"
    },
    {
        "symbol": "KARW.JK",
        "name": "Meratus Jasa Prima"
    },
    {
        "symbol": "KAYU.JK",
        "name": "Darmi Bersaudara"
    },
    {
        "symbol": "KBAG.JK",
        "name": "Karya Bersama Anugerah"
    },
    {
        "symbol": "KBLI.JK",
        "name": "KMI Wire & Cable"
    },
    {
        "symbol": "KBLM.JK",
        "name": "Kabelindo Murni"
    },
    {
        "symbol": "KBLV.JK",
        "name": "First Media"
    },
    {
        "symbol": "KBRI.JK",
        "name": "Kertas Basuki Rachmat Indonesi"
    },
    {
        "symbol": "KDSI.JK",
        "name": "Kedawung Setia Industrial"
    },
    {
        "symbol": "KDTN.JK",
        "name": "Puri Sentul Permai"
    },
    {
        "symbol": "KEEN.JK",
        "name": "Kencana Energi Lestari"
    },
    {
        "symbol": "KEJU.JK",
        "name": "Mulia Boga Raya"
    },
    {
        "symbol": "KETR.JK",
        "name": "Ketrosden Triasmitra"
    },
    {
        "symbol": "KIAS.JK",
        "name": "Keramika Indonesia Assosiasi T"
    },
    {
        "symbol": "KICI.JK",
        "name": "Kedaung Indah Can"
    },
    {
        "symbol": "KIJA.JK",
        "name": "Kawasan Industri Jababeka"
    },
    {
        "symbol": "KING.JK",
        "name": "Hoffmen Cleanindo"
    },
    {
        "symbol": "KINO.JK",
        "name": "Kino Indonesia"
    },
    {
        "symbol": "KIOS.JK",
        "name": "Kioson Komersial Indonesia"
    },
    {
        "symbol": "KJEN.JK",
        "name": "Krida Jaringan Nusantara"
    },
    {
        "symbol": "KKES.JK",
        "name": "Kusuma Kemindo Sentosa"
    },
    {
        "symbol": "KKGI.JK",
        "name": "Resource Alam Indonesia"
    },
    {
        "symbol": "KLAS.JK",
        "name": "Pelayaran Kurnia Lautan Semest"
    },
    {
        "symbol": "KLBF.JK",
        "name": "Kalbe Farma"
    },
    {
        "symbol": "KLIN.JK",
        "name": "Klinko Karya Imaji"
    },
    {
        "symbol": "KMDS.JK",
        "name": "Kurniamitra Duta Sentosa"
    },
    {
        "symbol": "KMTR.JK",
        "name": "Kirana Megatara"
    },
    {
        "symbol": "KOBX.JK",
        "name": "Kobexindo Tractors"
    },
    {
        "symbol": "KOCI.JK",
        "name": "Kokoh Exa Nusantara"
    },
    {
        "symbol": "KOIN.JK",
        "name": "Kokoh Inti Arebama"
    },
    {
        "symbol": "KOKA.JK",
        "name": "Koka Indonesia"
    },
    {
        "symbol": "KONI.JK",
        "name": "Perdana Bangun Pusaka"
    },
    {
        "symbol": "KOPI.JK",
        "name": "Mitra Energi Persada"
    },
    {
        "symbol": "KOTA.JK",
        "name": "DMS Propertindo"
    },
    {
        "symbol": "KPAL.JK",
        "name": "Steadfast Marine"
    },
    {
        "symbol": "KPAS.JK",
        "name": "Cottonindo Ariesta"
    },
    {
        "symbol": "KPIG.JK",
        "name": "MNC Land"
    },
    {
        "symbol": "KRAH.JK",
        "name": "Grand Kartech"
    },
    {
        "symbol": "KRAS.JK",
        "name": "Krakatau Steel (Persero)"
    },
    {
        "symbol": "KREN.JK",
        "name": "Quantum Clovera Investama"
    },
    {
        "symbol": "KRYA.JK",
        "name": "Bangun Karya Perkasa Jaya"
    },
    {
        "symbol": "KUAS.JK",
        "name": "Ace Oldfields"
    },
    {
        "symbol": "LABA.JK",
        "name": "Ladangbaja Murni"
    },
    {
        "symbol": "LABS.JK",
        "name": "UBC Medical Indonesia"
    },
    {
        "symbol": "LAJU.JK",
        "name": "Jasa Berdikari Logistics"
    },
    {
        "symbol": "LAND.JK",
        "name": "Trimitra Propertindo"
    },
    {
        "symbol": "LAPD.JK",
        "name": "Leyand International"
    },
    {
        "symbol": "LCGP.JK",
        "name": "Eureka Prima Jakarta"
    },
    {
        "symbol": "LCKM.JK",
        "name": "LCK Global Kedaton"
    },
    {
        "symbol": "LEAD.JK",
        "name": "Logindo Samudramakmur"
    },
    {
        "symbol": "LFLO.JK",
        "name": "Imago Mulia Persada"
    },
    {
        "symbol": "LIFE.JK",
        "name": "MSIG Life Insurance Indonesia"
    },
    {
        "symbol": "LINK.JK",
        "name": "Link Net"
    },
    {
        "symbol": "LION.JK",
        "name": "Lion Metal Works"
    },
    {
        "symbol": "LIVE.JK",
        "name": "Homeco Victoria Makmur"
    },
    {
        "symbol": "LMAS.JK",
        "name": "Limas Indonesia Makmur"
    },
    {
        "symbol": "LMAX.JK",
        "name": "Lupromax Pelumas Indonesia"
    },
    {
        "symbol": "LMPI.JK",
        "name": "Langgeng Makmur Industri"
    },
    {
        "symbol": "LMSH.JK",
        "name": "Lionmesh Prima"
    },
    {
        "symbol": "LOPI.JK",
        "name": "Logisticsplus International Tb"
    },
    {
        "symbol": "LPCK.JK",
        "name": "Lippo Cikarang"
    },
    {
        "symbol": "LPGI.JK",
        "name": "Lippo General Insurance"
    },
    {
        "symbol": "LPIN.JK",
        "name": "Multi Prima Sejahtera"
    },
    {
        "symbol": "LPKR.JK",
        "name": "Lippo Karawaci"
    },
    {
        "symbol": "LPLI.JK",
        "name": "Star Pacific"
    },
    {
        "symbol": "LPPF.JK",
        "name": "Matahari Department Store"
    },
    {
        "symbol": "LPPS.JK",
        "name": "Lenox Pasifik Investama"
    },
    {
        "symbol": "LRNA.JK",
        "name": "Eka Sari Lorena Transport"
    },
    {
        "symbol": "LSIP.JK",
        "name": "PP London Sumatra Indonesia Tb"
    },
    {
        "symbol": "LTLS.JK",
        "name": "Lautan Luas"
    },
    {
        "symbol": "LUCK.JK",
        "name": "Sentral Mitra Informatika"
    },
    {
        "symbol": "LUCY.JK",
        "name": "Lima Dua Lima Tiga"
    },
    {
        "symbol": "MABA.JK",
        "name": "Marga Abhinaya Abadi"
    },
    {
        "symbol": "MAGP.JK",
        "name": "Multi Agro Gemilang Plantation"
    },
    {
        "symbol": "MAHA.JK",
        "name": "Mandiri Herindo Adiperkasa"
    },
    {
        "symbol": "MAIN.JK",
        "name": "Malindo Feedmill"
    },
    {
        "symbol": "MAMI.JK",
        "name": "Mas Murni Indonesia"
    },
    {
        "symbol": "MANG.JK",
        "name": "Manggung Polahraya"
    },
    {
        "symbol": "MAPA.JK",
        "name": "Map Aktif Adiperkasa"
    },
    {
        "symbol": "MAPB.JK",
        "name": "MAP Boga Adiperkasa"
    },
    {
        "symbol": "MAPI.JK",
        "name": "Mitra Adiperkasa"
    },
    {
        "symbol": "MARI.JK",
        "name": "Mahaka Radio Integra"
    },
    {
        "symbol": "MARK.JK",
        "name": "Mark Dynamics Indonesia"
    },
    {
        "symbol": "MASA.JK",
        "name": "Multistrada Arah Sarana"
    },
    {
        "symbol": "MASB.JK",
        "name": "Bank Multiarta Sentosa"
    },
    {
        "symbol": "MAXI.JK",
        "name": "Maxindo Karya Anugerah"
    },
    {
        "symbol": "MAYA.JK",
        "name": "Bank Mayapada Internasional Tb"
    },
    {
        "symbol": "MBAP.JK",
        "name": "Mitrabara Adiperdana"
    },
    {
        "symbol": "MBMA.JK",
        "name": "Merdeka Battery Materials"
    },
    {
        "symbol": "MBSS.JK",
        "name": "Mitrabahtera Segara Sejati"
    },
    {
        "symbol": "MBTO.JK",
        "name": "Martina Berto"
    },
    {
        "symbol": "MCAS.JK",
        "name": "M Cash Integrasi"
    },
    {
        "symbol": "MCOL.JK",
        "name": "Prima Andalan Mandiri"
    },
    {
        "symbol": "MCOR.JK",
        "name": "Bank China Construction Bank I"
    },
    {
        "symbol": "MDIA.JK",
        "name": "Intermedia Capital"
    },
    {
        "symbol": "MDKA.JK",
        "name": "Merdeka Copper Gold"
    },
    {
        "symbol": "MDKI.JK",
        "name": "Emdeki Utama"
    },
    {
        "symbol": "MDLN.JK",
        "name": "Modernland Realty"
    },
    {
        "symbol": "MDRN.JK",
        "name": "Modern Internasional"
    },
    {
        "symbol": "MEDC.JK",
        "name": "Medco Energi Internasional"
    },
    {
        "symbol": "MEDS.JK",
        "name": "Hetzer Medical Indonesia"
    },
    {
        "symbol": "MEGA.JK",
        "name": "Bank Mega"
    },
    {
        "symbol": "MEJA.JK",
        "name": "Harta Djaya Karya"
    },
    {
        "symbol": "MENN.JK",
        "name": "Menn Teknologi Indonesia"
    },
    {
        "symbol": "MERK.JK",
        "name": "Merck"
    },
    {
        "symbol": "META.JK",
        "name": "Nusantara Infrastructure"
    },
    {
        "symbol": "MFIN.JK",
        "name": "Mandala Multifinance"
    },
    {
        "symbol": "MFMI.JK",
        "name": "Multifiling Mitra Indonesia Tb"
    },
    {
        "symbol": "MGLV.JK",
        "name": "Panca Anugrah Wisesa"
    },
    {
        "symbol": "MGNA.JK",
        "name": "Magna Investama Mandiri"
    },
    {
        "symbol": "MGRO.JK",
        "name": "Mahkota Group"
    },
    {
        "symbol": "MHKI.JK",
        "name": "Multi Hanna Kreasindo"
    },
    {
        "symbol": "MICE.JK",
        "name": "Multi Indocitra"
    },
    {
        "symbol": "MIDI.JK",
        "name": "Midi Utama Indonesia"
    },
    {
        "symbol": "MIKA.JK",
        "name": "Mitra Keluarga Karyasehat"
    },
    {
        "symbol": "MINA.JK",
        "name": "Sanurhasta Mitra"
    },
    {
        "symbol": "MIRA.JK",
        "name": "Mitra International Resources"
    },
    {
        "symbol": "MITI.JK",
        "name": "Mitra Investindo"
    },
    {
        "symbol": "MKAP.JK",
        "name": "Multikarya Asia Pasifik Raya T"
    },
    {
        "symbol": "MKNT.JK",
        "name": "Mitra Komunikasi Nusantara"
    },
    {
        "symbol": "MKPI.JK",
        "name": "Metropolitan Kentjana"
    },
    {
        "symbol": "MKTR.JK",
        "name": "Menthobi Karyatama Raya"
    },
    {
        "symbol": "MLBI.JK",
        "name": "Multi Bintang Indonesia"
    },
    {
        "symbol": "MLIA.JK",
        "name": "Mulia Industrindo"
    },
    {
        "symbol": "MLPL.JK",
        "name": "Multipolar"
    },
    {
        "symbol": "MLPT.JK",
        "name": "Multipolar Technology"
    },
    {
        "symbol": "MMIX.JK",
        "name": "Multi Medika Internasional"
    },
    {
        "symbol": "MMLP.JK",
        "name": "Mega Manunggal Property"
    },
    {
        "symbol": "MNCN.JK",
        "name": "Media Nusantara Citra"
    },
    {
        "symbol": "MOLI.JK",
        "name": "Madusari Murni Indah"
    },
    {
        "symbol": "MORA.JK",
        "name": "Mora Telematika Indonesia"
    },
    {
        "symbol": "MPIX.JK",
        "name": "Mitra Pedagang Indonesia"
    },
    {
        "symbol": "MPMX.JK",
        "name": "Mitra Pinasthika Mustika"
    },
    {
        "symbol": "MPOW.JK",
        "name": "Megapower Makmur"
    },
    {
        "symbol": "MPPA.JK",
        "name": "Matahari Putra Prima"
    },
    {
        "symbol": "MPRO.JK",
        "name": "Maha Properti Indonesia"
    },
    {
        "symbol": "MPXL.JK",
        "name": "MPX Logistics International Tb"
    },
    {
        "symbol": "MRAT.JK",
        "name": "Mustika Ratu"
    },
    {
        "symbol": "MREI.JK",
        "name": "Maskapai Reasuransi Indonesia"
    },
    {
        "symbol": "MSIE.JK",
        "name": "Multisarana Intan Eduka"
    },
    {
        "symbol": "MSIN.JK",
        "name": "MNC Digital Entertainment"
    },
    {
        "symbol": "MSJA.JK",
        "name": "Multi Spunindo Jaya"
    },
    {
        "symbol": "MSKY.JK",
        "name": "MNC Sky Vision"
    },
    {
        "symbol": "MSTI.JK",
        "name": "Mastersystem Infotama"
    },
    {
        "symbol": "MTDL.JK",
        "name": "Metrodata Electronics"
    },
    {
        "symbol": "MTEL.JK",
        "name": "Dayamitra Telekomunikasi"
    },
    {
        "symbol": "MTFN.JK",
        "name": "Capitalinc Investment"
    },
    {
        "symbol": "MTLA.JK",
        "name": "Metropolitan Land"
    },
    {
        "symbol": "MTMH.JK",
        "name": "Murni Sadar"
    },
    {
        "symbol": "MTPS.JK",
        "name": "Meta Epsi"
    },
    {
        "symbol": "MTRA.JK",
        "name": "Mitra Pemuda"
    },
    {
        "symbol": "MTSM.JK",
        "name": "Metro Realty"
    },
    {
        "symbol": "MTWI.JK",
        "name": "Malacca Trust Wuwungan Insuran"
    },
    {
        "symbol": "MUTU.JK",
        "name": "Mutuagung Lestari"
    },
    {
        "symbol": "MYOH.JK",
        "name": "Samindo Resources"
    },
    {
        "symbol": "MYOR.JK",
        "name": "Mayora Indah"
    },
    {
        "symbol": "MYRX.JK",
        "name": "Hanson International"
    },
    {
        "symbol": "MYTX.JK",
        "name": "Asia Pacific Investama"
    },
    {
        "symbol": "NANO.JK",
        "name": "Nanotech Indonesia Global"
    },
    {
        "symbol": "NASA.JK",
        "name": "Andalan Perkasa Abadi"
    },
    {
        "symbol": "NASI.JK",
        "name": "Wahana Inti Makmur"
    },
    {
        "symbol": "NATO.JK",
        "name": "Surya Permata Andalan"
    },
    {
        "symbol": "NAYZ.JK",
        "name": "Hassana Boga Sejahtera"
    },
    {
        "symbol": "NCKL.JK",
        "name": "Trimegah Bangun Persada"
    },
    {
        "symbol": "NELY.JK",
        "name": "Pelayaran Nelly Dwi Putri"
    },
    {
        "symbol": "NETV.JK",
        "name": "Net Visi Media"
    },
    {
        "symbol": "NFCX.JK",
        "name": "NFC Indonesia"
    },
    {
        "symbol": "NICE.JK",
        "name": "Adhi Kartiko Pratama"
    },
    {
        "symbol": "NICK.JK",
        "name": "Charnic Capital"
    },
    {
        "symbol": "NICL.JK",
        "name": "PAM Mineral"
    },
    {
        "symbol": "NIKL.JK",
        "name": "Pelat Timah Nusantara"
    },
    {
        "symbol": "NINE.JK",
        "name": "Techno9 Indonesia"
    },
    {
        "symbol": "NIPS.JK",
        "name": "Nipress"
    },
    {
        "symbol": "NIRO.JK",
        "name": "City Retail Developments"
    },
    {
        "symbol": "NISP.JK",
        "name": "Bank OCBC NISP"
    },
    {
        "symbol": "NOBU.JK",
        "name": "Bank Nationalnobu"
    },
    {
        "symbol": "NPGF.JK",
        "name": "Nusa Palapa Gemilang"
    },
    {
        "symbol": "NRCA.JK",
        "name": "Nusa Raya Cipta"
    },
    {
        "symbol": "NSSS.JK",
        "name": "Nusantara Sawit Sejahtera"
    },
    {
        "symbol": "NTBK.JK",
        "name": "Nusatama Berkah"
    },
    {
        "symbol": "NUSA.JK",
        "name": "Sinergi Megah Internusa"
    },
    {
        "symbol": "NZIA.JK",
        "name": "Nusantara Almazia"
    },
    {
        "symbol": "OASA.JK",
        "name": "Maharaksa Biru Energi"
    },
    {
        "symbol": "OBMD.JK",
        "name": "OBM Drilchem"
    },
    {
        "symbol": "OCAP.JK",
        "name": "Onix Capital"
    },
    {
        "symbol": "OILS.JK",
        "name": "Indo Oil Perkasa"
    },
    {
        "symbol": "OKAS.JK",
        "name": "Ancora Indonesia Resources"
    },
    {
        "symbol": "OLIV.JK",
        "name": "Oscar Mitra Sukses Sejahtera T"
    },
    {
        "symbol": "OMED.JK",
        "name": "Jayamas Medica Industri"
    },
    {
        "symbol": "OMRE.JK",
        "name": "Indonesia Prima Property"
    },
    {
        "symbol": "OPMS.JK",
        "name": "Optima Prima Metal Sinergi"
    },
    {
        "symbol": "PACK.JK",
        "name": "Solusi Kemasan Digital"
    },
    {
        "symbol": "PADA.JK",
        "name": "Personel Alih Daya"
    },
    {
        "symbol": "PADI.JK",
        "name": "Minna Padi Investama Sekuritas"
    },
    {
        "symbol": "PALM.JK",
        "name": "Provident Investasi Bersama Tb"
    },
    {
        "symbol": "PAMG.JK",
        "name": "Bima Sakti Pertiwi"
    },
    {
        "symbol": "PANI.JK",
        "name": "Pantai Indah Kapuk Dua"
    },
    {
        "symbol": "PANR.JK",
        "name": "Panorama Sentrawisata"
    },
    {
        "symbol": "PANS.JK",
        "name": "Panin Sekuritas"
    },
    {
        "symbol": "PART.JK",
        "name": "Cipta Perdana Lancar"
    },
    {
        "symbol": "PBID.JK",
        "name": "Panca Budi Idaman"
    },
    {
        "symbol": "PBRX.JK",
        "name": "Pan Brothers"
    },
    {
        "symbol": "PBSA.JK",
        "name": "Paramita Bangun Sarana"
    },
    {
        "symbol": "PCAR.JK",
        "name": "Prima Cakrawala Abadi"
    },
    {
        "symbol": "PDES.JK",
        "name": "Destinasi Tirta Nusantara"
    },
    {
        "symbol": "PDPP.JK",
        "name": "Primadaya Plastisindo"
    },
    {
        "symbol": "PEGE.JK",
        "name": "Panca Global Kapital"
    },
    {
        "symbol": "PEHA.JK",
        "name": "Phapros"
    },
    {
        "symbol": "PEVE.JK",
        "name": "Penta Valent"
    },
    {
        "symbol": "PGAS.JK",
        "name": "Perusahaan Gas Negara"
    },
    {
        "symbol": "PGEO.JK",
        "name": "Pertamina Geothermal Energy Tb"
    },
    {
        "symbol": "PGJO.JK",
        "name": "Tourindo Guide Indonesia"
    },
    {
        "symbol": "PGLI.JK",
        "name": "Pembangunan Graha Lestari Inda"
    },
    {
        "symbol": "PGUN.JK",
        "name": "Pradiksi Gunatama"
    },
    {
        "symbol": "PICO.JK",
        "name": "Pelangi Indah Canindo"
    },
    {
        "symbol": "PIPA.JK",
        "name": "Multi Makmur Lemindo"
    },
    {
        "symbol": "PJAA.JK",
        "name": "Pembangunan Jaya Ancol"
    },
    {
        "symbol": "PKPK.JK",
        "name": "Perdana Karya Perkasa"
    },
    {
        "symbol": "PLAN.JK",
        "name": "Planet Properindo Jaya"
    },
    {
        "symbol": "PLAS.JK",
        "name": "Polaris Investama"
    },
    {
        "symbol": "PLIN.JK",
        "name": "Plaza Indonesia Realty"
    },
    {
        "symbol": "PMJS.JK",
        "name": "Putra Mandiri Jembar"
    },
    {
        "symbol": "PMMP.JK",
        "name": "Panca Mitra Multiperdana"
    },
    {
        "symbol": "PNBN.JK",
        "name": "Bank Pan Indonesia"
    },
    {
        "symbol": "PNBS.JK",
        "name": "Bank Panin Dubai Syariah"
    },
    {
        "symbol": "PNGO.JK",
        "name": "Pinago Utama"
    },
    {
        "symbol": "PNIN.JK",
        "name": "Paninvest"
    },
    {
        "symbol": "PNLF.JK",
        "name": "Panin Financial"
    },
    {
        "symbol": "PNSE.JK",
        "name": "Pudjiadi & Sons"
    },
    {
        "symbol": "POLA.JK",
        "name": "Pool Advista Finance"
    },
    {
        "symbol": "POLI.JK",
        "name": "Pollux Hotels Group"
    },
    {
        "symbol": "POLL.JK",
        "name": "Pollux Properties Indonesia Tb"
    },
    {
        "symbol": "POLU.JK",
        "name": "Golden Flower"
    },
    {
        "symbol": "POLY.JK",
        "name": "Asia Pacific Fibers"
    },
    {
        "symbol": "POOL.JK",
        "name": "Pool Advista Indonesia"
    },
    {
        "symbol": "PORT.JK",
        "name": "Nusantara Pelabuhan Handal"
    },
    {
        "symbol": "POSA.JK",
        "name": "Bliss Properti Indonesia"
    },
    {
        "symbol": "POWR.JK",
        "name": "Cikarang Listrindo"
    },
    {
        "symbol": "PPGL.JK",
        "name": "Prima Globalindo Logistik"
    },
    {
        "symbol": "PPRE.JK",
        "name": "PP Presisi"
    },
    {
        "symbol": "PPRI.JK",
        "name": "Paperocks Indonesia"
    },
    {
        "symbol": "PPRO.JK",
        "name": "PP Properti"
    },
    {
        "symbol": "PRAS.JK",
        "name": "Prima Alloy Steel Universal Tb"
    },
    {
        "symbol": "PRAY.JK",
        "name": "Famon Awal Bros Sedaya"
    },
    {
        "symbol": "PRDA.JK",
        "name": "Prodia Widyahusada"
    },
    {
        "symbol": "PRIM.JK",
        "name": "Royal Prima"
    },
    {
        "symbol": "PSAB.JK",
        "name": "J Resources Asia Pasifik"
    },
    {
        "symbol": "PSDN.JK",
        "name": "Prasidha Aneka Niaga"
    },
    {
        "symbol": "PSGO.JK",
        "name": "Palma Serasih"
    },
    {
        "symbol": "PSKT.JK",
        "name": "Red Planet Indonesia"
    },
    {
        "symbol": "PSSI.JK",
        "name": "IMC Pelita Logistik"
    },
    {
        "symbol": "PTBA.JK",
        "name": "Bukit Asam"
    },
    {
        "symbol": "PTDU.JK",
        "name": "Djasa Ubersakti"
    },
    {
        "symbol": "PTIS.JK",
        "name": "Indo Straits"
    },
    {
        "symbol": "PTMP.JK",
        "name": "Mitra Pack"
    },
    {
        "symbol": "PTPP.JK",
        "name": "PP (Persero)"
    },
    {
        "symbol": "PTPS.JK",
        "name": "Pulau Subur"
    },
    {
        "symbol": "PTPW.JK",
        "name": "Pratama Widya"
    },
    {
        "symbol": "PTRO.JK",
        "name": "Petrosea"
    },
    {
        "symbol": "PTSN.JK",
        "name": "Sat Nusapersada"
    },
    {
        "symbol": "PTSP.JK",
        "name": "Pioneerindo Gourmet Internatio"
    },
    {
        "symbol": "PUDP.JK",
        "name": "Pudjiadi Prestige"
    },
    {
        "symbol": "PURA.JK",
        "name": "Putra Rajawali Kencana"
    },
    {
        "symbol": "PURE.JK",
        "name": "Trinitan Metals and Minerals T"
    },
    {
        "symbol": "PURI.JK",
        "name": "Puri Global Sukses"
    },
    {
        "symbol": "PWON.JK",
        "name": "Pakuwon Jati"
    },
    {
        "symbol": "PYFA.JK",
        "name": "Pyridam Farma"
    },
    {
        "symbol": "PZZA.JK",
        "name": "Sarimelati Kencana"
    },
    {
        "symbol": "RAAM.JK",
        "name": "Tripar Multivision Plus"
    },
    {
        "symbol": "RAFI.JK",
        "name": "Sari Kreasi Boga"
    },
    {
        "symbol": "RAJA.JK",
        "name": "Rukun Raharja"
    },
    {
        "symbol": "RALS.JK",
        "name": "Ramayana Lestari Sentosa"
    },
    {
        "symbol": "RANC.JK",
        "name": "Supra Boga Lestari"
    },
    {
        "symbol": "RBMS.JK",
        "name": "Ristia Bintang Mahkotasejati T"
    },
    {
        "symbol": "RCCC.JK",
        "name": "Utama Radar Cahaya"
    },
    {
        "symbol": "RDTX.JK",
        "name": "Roda Vivatex"
    },
    {
        "symbol": "REAL.JK",
        "name": "Repower Asia Indonesia"
    },
    {
        "symbol": "RELF.JK",
        "name": "Graha Mitra Asia"
    },
    {
        "symbol": "RELI.JK",
        "name": "Reliance Sekuritas Indonesia T"
    },
    {
        "symbol": "RGAS.JK",
        "name": "Kian Santang Muliatama"
    },
    {
        "symbol": "RICY.JK",
        "name": "Ricky Putra Globalindo"
    },
    {
        "symbol": "RIGS.JK",
        "name": "Rig Tenders Indonesia"
    },
    {
        "symbol": "RIMO.JK",
        "name": "Rimo International Lestari"
    },
    {
        "symbol": "RISE.JK",
        "name": "Jaya Sukses Makmur Sentosa"
    },
    {
        "symbol": "RMKE.JK",
        "name": "RMK Energy"
    },
    {
        "symbol": "RMKO.JK",
        "name": "Royaltama Mulia Kontraktorindo"
    },
    {
        "symbol": "ROCK.JK",
        "name": "Rockfields Properti Indonesia"
    },
    {
        "symbol": "RODA.JK",
        "name": "Pikko Land Development"
    },
    {
        "symbol": "RONY.JK",
        "name": "Aesler Grup Internasional"
    },
    {
        "symbol": "ROTI.JK",
        "name": "Nippon Indosari Corpindo"
    },
    {
        "symbol": "RSCH.JK",
        "name": "Charlie Hospital Semarang"
    },
    {
        "symbol": "RSGK.JK",
        "name": "Kedoya Adyaraya"
    },
    {
        "symbol": "RUIS.JK",
        "name": "Radiant Utama Interinsco"
    },
    {
        "symbol": "RUNS.JK",
        "name": "Global Sukses Solusi"
    },
    {
        "symbol": "SAFE.JK",
        "name": "Steady Safe"
    },
    {
        "symbol": "SAGE.JK",
        "name": "Saptausaha Gemilangindah"
    },
    {
        "symbol": "SAME.JK",
        "name": "Sarana Meditama Metropolitan T"
    },
    {
        "symbol": "SAMF.JK",
        "name": "Saraswanti Anugerah Makmur"
    },
    {
        "symbol": "SAPX.JK",
        "name": "Satria Antaran Prima"
    },
    {
        "symbol": "SATU.JK",
        "name": "Kota Satu Properti"
    },
    {
        "symbol": "SBAT.JK",
        "name": "Sejahtera Bintang Abadi Textil"
    },
    {
        "symbol": "SBMA.JK",
        "name": "Surya Biru Murni Acetylene"
    },
    {
        "symbol": "SCCO.JK",
        "name": "Supreme Cable Manufacturing &"
    },
    {
        "symbol": "SCMA.JK",
        "name": "Surya Citra Media"
    },
    {
        "symbol": "SCNP.JK",
        "name": "Selaras Citra Nusantara Perkas"
    },
    {
        "symbol": "SCPI.JK",
        "name": "Organon Pharma Indonesia"
    },
    {
        "symbol": "SDMU.JK",
        "name": "Sidomulyo Selaras"
    },
    {
        "symbol": "SDPC.JK",
        "name": "Millennium Pharmacon Internati"
    },
    {
        "symbol": "SDRA.JK",
        "name": "Bank Woori Saudara Indonesia 1"
    },
    {
        "symbol": "SEMA.JK",
        "name": "Semacom Integrated"
    },
    {
        "symbol": "SFAN.JK",
        "name": "Surya Fajar Capital"
    },
    {
        "symbol": "SGER.JK",
        "name": "Sumber Global Energy"
    },
    {
        "symbol": "SGRO.JK",
        "name": "Sampoerna Agro"
    },
    {
        "symbol": "SHID.JK",
        "name": "Hotel Sahid Jaya International"
    },
    {
        "symbol": "SHIP.JK",
        "name": "Sillo Maritime Perdana"
    },
    {
        "symbol": "SICO.JK",
        "name": "Sigma Energy Compressindo"
    },
    {
        "symbol": "SIDO.JK",
        "name": "Industri Jamu dan Farmasi Sido"
    },
    {
        "symbol": "SILO.JK",
        "name": "Siloam International Hospitals"
    },
    {
        "symbol": "SIMA.JK",
        "name": "Siwani Makmur"
    },
    {
        "symbol": "SIMP.JK",
        "name": "Salim Ivomas Pratama"
    },
    {
        "symbol": "SINI.JK",
        "name": "Singaraja Putra"
    },
    {
        "symbol": "SIPD.JK",
        "name": "Sreeya Sewu Indonesia"
    },
    {
        "symbol": "SKBM.JK",
        "name": "Sekar Bumi"
    },
    {
        "symbol": "SKLT.JK",
        "name": "Sekar Laut"
    },
    {
        "symbol": "SKRN.JK",
        "name": "Superkrane Mitra Utama"
    },
    {
        "symbol": "SKYB.JK",
        "name": "Northcliff Citranusa Indonesia"
    },
    {
        "symbol": "SLIS.JK",
        "name": "Gaya Abadi Sempurna"
    },
    {
        "symbol": "SMAR.JK",
        "name": "Smart"
    },
    {
        "symbol": "SMBR.JK",
        "name": "Semen Baturaja"
    },
    {
        "symbol": "SMCB.JK",
        "name": "Solusi Bangun Indonesia"
    },
    {
        "symbol": "SMDM.JK",
        "name": "Suryamas Dutamakmur"
    },
    {
        "symbol": "SMDR.JK",
        "name": "Samudera Indonesia"
    },
    {
        "symbol": "SMGA.JK",
        "name": "Sumber Mineral Global Abadi Tb"
    },
    {
        "symbol": "SMGR.JK",
        "name": "Semen Indonesia (Persero)"
    },
    {
        "symbol": "SMIL.JK",
        "name": "Sarana Mitra Luas"
    },
    {
        "symbol": "SMKL.JK",
        "name": "Satyamitra Kemas Lestari"
    },
    {
        "symbol": "SMKM.JK",
        "name": "Sumber Mas Konstruksi"
    },
    {
        "symbol": "SMLE.JK",
        "name": "Sinergi Multi Lestarindo"
    },
    {
        "symbol": "SMMA.JK",
        "name": "Sinarmas Multiartha"
    },
    {
        "symbol": "SMMT.JK",
        "name": "Golden Eagle Energy"
    },
    {
        "symbol": "SMRA.JK",
        "name": "Summarecon Agung"
    },
    {
        "symbol": "SMRU.JK",
        "name": "SMR Utama"
    },
    {
        "symbol": "SMSM.JK",
        "name": "Selamat Sempurna"
    },
    {
        "symbol": "SNLK.JK",
        "name": "Sunter Lakeside Hotel"
    },
    {
        "symbol": "SOCI.JK",
        "name": "Soechi Lines"
    },
    {
        "symbol": "SOFA.JK",
        "name": "Boston Furniture Industries Tb"
    },
    {
        "symbol": "SOHO.JK",
        "name": "Soho Global Health"
    },
    {
        "symbol": "SOLA.JK",
        "name": "Xolare RCR Energy"
    },
    {
        "symbol": "SONA.JK",
        "name": "Sona Topas Tourism Industry Tb"
    },
    {
        "symbol": "SOSS.JK",
        "name": "Shield On Service"
    },
    {
        "symbol": "SOTS.JK",
        "name": "Satria Mega Kencana"
    },
    {
        "symbol": "SOUL.JK",
        "name": "Mitra Tirta Buwana"
    },
    {
        "symbol": "SPMA.JK",
        "name": "Suparma"
    },
    {
        "symbol": "SPRE.JK",
        "name": "Soraya Berjaya Indonesia"
    },
    {
        "symbol": "SPTO.JK",
        "name": "Surya Pertiwi"
    },
    {
        "symbol": "SQMI.JK",
        "name": "Wilton Makmur Indonesia"
    },
    {
        "symbol": "SRAJ.JK",
        "name": "Sejahteraraya Anugrahjaya"
    },
    {
        "symbol": "SRIL.JK",
        "name": "Sri Rejeki Isman"
    },
    {
        "symbol": "SRSN.JK",
        "name": "Indo Acidatama"
    },
    {
        "symbol": "SRTG.JK",
        "name": "Saratoga Investama Sedaya"
    },
    {
        "symbol": "SSIA.JK",
        "name": "Surya Semesta Internusa"
    },
    {
        "symbol": "SSMS.JK",
        "name": "Sawit Sumbermas Sarana"
    },
    {
        "symbol": "SSTM.JK",
        "name": "Sunson Textile Manufacture"
    },
    {
        "symbol": "STAA.JK",
        "name": "Sumber Tani Agung Resources Tb"
    },
    {
        "symbol": "STAR.JK",
        "name": "Buana Artha Anugerah"
    },
    {
        "symbol": "STRK.JK",
        "name": "Lovina Beach Brewery"
    },
    {
        "symbol": "STTP.JK",
        "name": "Siantar Top"
    },
    {
        "symbol": "SUGI.JK",
        "name": "Sugih Energy"
    },
    {
        "symbol": "SULI.JK",
        "name": "SLJ Global"
    },
    {
        "symbol": "SUNI.JK",
        "name": "Sunindo Pratama"
    },
    {
        "symbol": "SUPR.JK",
        "name": "Solusi Tunas Pratama"
    },
    {
        "symbol": "SURE.JK",
        "name": "Super Energy"
    },
    {
        "symbol": "SURI.JK",
        "name": "Maja Agung Latexindo"
    },
    {
        "symbol": "SWAT.JK",
        "name": "Sriwahana Adityakarta"
    },
    {
        "symbol": "SWID.JK",
        "name": "Saraswanti Indoland Developmen"
    },
    {
        "symbol": "TALF.JK",
        "name": "Tunas Alfin"
    },
    {
        "symbol": "TAMA.JK",
        "name": "Lancartama Sejati"
    },
    {
        "symbol": "TAMU.JK",
        "name": "Pelayaran Tamarin Samudra"
    },
    {
        "symbol": "TAPG.JK",
        "name": "Triputra Agro Persada"
    },
    {
        "symbol": "TARA.JK",
        "name": "Agung Semesta Sejahtera"
    },
    {
        "symbol": "TAXI.JK",
        "name": "Express Transindo Utama"
    },
    {
        "symbol": "TAYS.JK",
        "name": "Jaya Swarasa Agung"
    },
    {
        "symbol": "TBIG.JK",
        "name": "Tower Bersama Infrastructure T"
    },
    {
        "symbol": "TBLA.JK",
        "name": "Tunas Baru Lampung"
    },
    {
        "symbol": "TBMS.JK",
        "name": "Tembaga Mulia Semanan"
    },
    {
        "symbol": "TCID.JK",
        "name": "Mandom Indonesia"
    },
    {
        "symbol": "TCPI.JK",
        "name": "Transcoal Pacific"
    },
    {
        "symbol": "TDPM.JK",
        "name": "Tianrong Chemicals Industry Tb"
    },
    {
        "symbol": "TEBE.JK",
        "name": "Dana Brata Luhur"
    },
    {
        "symbol": "TECH.JK",
        "name": "Indosterling Technomedia"
    },
    {
        "symbol": "TELE.JK",
        "name": "Omni Inovasi Indonesia"
    },
    {
        "symbol": "TFAS.JK",
        "name": "Telefast Indonesia"
    },
    {
        "symbol": "TFCO.JK",
        "name": "Tifico Fiber Indonesia"
    },
    {
        "symbol": "TGKA.JK",
        "name": "Tigaraksa Satria"
    },
    {
        "symbol": "TGRA.JK",
        "name": "Terregra Asia Energy"
    },
    {
        "symbol": "TGUK.JK",
        "name": "Platinum Wahab Nusantara"
    },
    {
        "symbol": "TIFA.JK",
        "name": "KDB Tifa Finance"
    },
    {
        "symbol": "TINS.JK",
        "name": "Timah"
    },
    {
        "symbol": "TIRA.JK",
        "name": "Tira Austenite"
    },
    {
        "symbol": "TIRT.JK",
        "name": "Tirta Mahakam Resources"
    },
    {
        "symbol": "TKIM.JK",
        "name": "Pabrik Kertas Tjiwi Kimia"
    },
    {
        "symbol": "TLDN.JK",
        "name": "Teladan Prima Agro"
    },
    {
        "symbol": "TLKM.JK",
        "name": "Telkom Indonesia (Persero)"
    },
    {
        "symbol": "TMAS.JK",
        "name": "Temas"
    },
    {
        "symbol": "TMPO.JK",
        "name": "Tempo Intimedia"
    },
    {
        "symbol": "TNCA.JK",
        "name": "Trimuda Nuansa Citra"
    },
    {
        "symbol": "TOBA.JK",
        "name": "TBS Energi Utama"
    },
    {
        "symbol": "TOOL.JK",
        "name": "Rohartindo Nusantara Luas"
    },
    {
        "symbol": "TOPS.JK",
        "name": "Totalindo Eka Persada"
    },
    {
        "symbol": "TOSK.JK",
        "name": "Topindo Solusi Komunika"
    },
    {
        "symbol": "TOTL.JK",
        "name": "Total Bangun Persada"
    },
    {
        "symbol": "TOTO.JK",
        "name": "Surya Toto Indonesia"
    },
    {
        "symbol": "TOWR.JK",
        "name": "Sarana Menara Nusantara"
    },
    {
        "symbol": "TOYS.JK",
        "name": "Sunindo Adipersada"
    },
    {
        "symbol": "TPIA.JK",
        "name": "Chandra Asri Pacific"
    },
    {
        "symbol": "TPMA.JK",
        "name": "Trans Power Marine"
    },
    {
        "symbol": "TRAM.JK",
        "name": "Trada Alam Minera"
    },
    {
        "symbol": "TRGU.JK",
        "name": "Cerestar Indonesia"
    },
    {
        "symbol": "TRIL.JK",
        "name": "Triwira Insanlestari"
    },
    {
        "symbol": "TRIM.JK",
        "name": "Trimegah Sekuritas Indonesia T"
    },
    {
        "symbol": "TRIN.JK",
        "name": "Perintis Triniti Properti"
    },
    {
        "symbol": "TRIO.JK",
        "name": "Trikomsel Oke"
    },
    {
        "symbol": "TRIS.JK",
        "name": "Trisula International"
    },
    {
        "symbol": "TRJA.JK",
        "name": "Transkon Jaya"
    },
    {
        "symbol": "TRON.JK",
        "name": "Teknologi Karya Digital Nusa T"
    },
    {
        "symbol": "TRST.JK",
        "name": "Trias Sentosa"
    },
    {
        "symbol": "TRUE.JK",
        "name": "Triniti Dinamik"
    },
    {
        "symbol": "TRUK.JK",
        "name": "Guna Timur Raya"
    },
    {
        "symbol": "TRUS.JK",
        "name": "Trust Finance Indonesia"
    },
    {
        "symbol": "TSPC.JK",
        "name": "Tempo Scan Pacific"
    },
    {
        "symbol": "TUGU.JK",
        "name": "Asuransi Tugu Pratama Indonesi"
    },
    {
        "symbol": "TYRE.JK",
        "name": "King Tire Indonesia"
    },
    {
        "symbol": "UANG.JK",
        "name": "Pakuan"
    },
    {
        "symbol": "UCID.JK",
        "name": "Uni-Charm Indonesia"
    },
    {
        "symbol": "UDNG.JK",
        "name": "Agro Bahari Nusantara"
    },
    {
        "symbol": "UFOE.JK",
        "name": "Damai Sejahtera Abadi"
    },
    {
        "symbol": "ULTJ.JK",
        "name": "Ultrajaya Milk Industry & Trad"
    },
    {
        "symbol": "UNIC.JK",
        "name": "Unggul Indah Cahaya"
    },
    {
        "symbol": "UNIQ.JK",
        "name": "Ulima Nitra"
    },
    {
        "symbol": "UNIT.JK",
        "name": "Nusantara Inti Corpora"
    },
    {
        "symbol": "UNSP.JK",
        "name": "Bakrie Sumatera Plantations Tb"
    },
    {
        "symbol": "UNTD.JK",
        "name": "Terang Dunia Internusa"
    },
    {
        "symbol": "UNTR.JK",
        "name": "United Tractors"
    },
    {
        "symbol": "UNVR.JK",
        "name": "Unilever Indonesia"
    },
    {
        "symbol": "URBN.JK",
        "name": "Urban Jakarta Propertindo"
    },
    {
        "symbol": "UVCR.JK",
        "name": "Trimegah Karya Pratama"
    },
    {
        "symbol": "VAST.JK",
        "name": "Vastland Indonesia"
    },
    {
        "symbol": "VICI.JK",
        "name": "Victoria Care Indonesia"
    },
    {
        "symbol": "VICO.JK",
        "name": "Victoria Investama"
    },
    {
        "symbol": "VINS.JK",
        "name": "Victoria Insurance"
    },
    {
        "symbol": "VISI.JK",
        "name": "Satu Visi Putra"
    },
    {
        "symbol": "VIVA.JK",
        "name": "Visi Media Asia"
    },
    {
        "symbol": "VKTR.JK",
        "name": "VKTR Teknologi Mobilitas"
    },
    {
        "symbol": "VOKS.JK",
        "name": "Voksel Electric"
    },
    {
        "symbol": "VRNA.JK",
        "name": "Mizuho Leasing Indonesia"
    },
    {
        "symbol": "VTNY.JK",
        "name": "Venteny Fortuna International"
    },
    {
        "symbol": "WAPO.JK",
        "name": "Wahana Pronatural"
    },
    {
        "symbol": "WEGE.JK",
        "name": "Wijaya Karya Bangunan Gedung T"
    },
    {
        "symbol": "WEHA.JK",
        "name": "WEHA Transportasi Indonesia Tb"
    },
    {
        "symbol": "WGSH.JK",
        "name": "Wira Global Solusi"
    },
    {
        "symbol": "WICO.JK",
        "name": "Wicaksana Overseas Internation"
    },
    {
        "symbol": "WIDI.JK",
        "name": "Widiant Jaya Krenindo"
    },
    {
        "symbol": "WIFI.JK",
        "name": "Solusi Sinergi Digital"
    },
    {
        "symbol": "WIIM.JK",
        "name": "Wismilak Inti Makmur"
    },
    {
        "symbol": "WIKA.JK",
        "name": "Wijaya Karya (Persero)"
    },
    {
        "symbol": "WINE.JK",
        "name": "Hatten Bali"
    },
    {
        "symbol": "WINR.JK",
        "name": "Winner Nusantara Jaya"
    },
    {
        "symbol": "WINS.JK",
        "name": "Wintermar Offshore Marine"
    },
    {
        "symbol": "WIRG.JK",
        "name": "WIR ASIA"
    },
    {
        "symbol": "WMPP.JK",
        "name": "Widodo Makmur Perkasa"
    },
    {
        "symbol": "WMUU.JK",
        "name": "Widodo Makmur Unggas"
    },
    {
        "symbol": "WOMF.JK",
        "name": "Wahana Ottomitra Multiartha Tb"
    },
    {
        "symbol": "WOOD.JK",
        "name": "Integra Indocabinet"
    },
    {
        "symbol": "WOWS.JK",
        "name": "Ginting Jaya Energi"
    },
    {
        "symbol": "WSBP.JK",
        "name": "Waskita Beton Precast"
    },
    {
        "symbol": "WSKT.JK",
        "name": "Waskita Karya (Persero)"
    },
    {
        "symbol": "WTON.JK",
        "name": "Wijaya Karya Beton"
    },
    {
        "symbol": "YELO.JK",
        "name": "Yelooo Integra Datanet"
    },
    {
        "symbol": "YPAS.JK",
        "name": "Yanaprima Hastapersada"
    },
    {
        "symbol": "YULE.JK",
        "name": "Yulie Sekuritas Indonesia"
    },
    {
        "symbol": "ZATA.JK",
        "name": "Bersama Zatta Jaya"
    },
    {
        "symbol": "ZBRA.JK",
        "name": "Dosni Roha Indonesia"
    },
    {
        "symbol": "ZINC.JK",
        "name": "Kapuas Prima Coal"
    },
    {
        "symbol": "ZONE.JK",
        "name": "Mega Perintis"
    },
    {
        "symbol": "ZYRX.JK",
        "name": "Zyrexindo Mandiri Buana"
    }
]


def stochastic_rsi(
    df: pd.DataFrame,
    rsi_period: int = RSI_PERIOD,
    stoch_period: int = STOCH_PERIOD,
    smooth_k: int = STOCH_SMOOTH_K,
    smooth_d: int = STOCH_SMOOTH_D,
) -> pd.DataFrame:
    out = df.copy()
    for column in ("Open", "High", "Low", "Close", "Volume"):
        if column in out.columns:
            out[column] = pd.to_numeric(out[column], errors="coerce")

    delta = out["Close"].diff()
    gain = delta.clip(lower=0.0)
    loss = -delta.clip(upper=0.0)

    avg_gain = gain.ewm(alpha=1 / rsi_period, adjust=False, min_periods=rsi_period).mean()
    avg_loss = loss.ewm(alpha=1 / rsi_period, adjust=False, min_periods=rsi_period).mean()
    rs = avg_gain / avg_loss.where(avg_loss != 0)
    rsi = 100.0 - (100.0 / (1.0 + rs))
    rsi = rsi.astype(float)
    rsi = rsi.where(avg_loss != 0, 100.0)
    rsi = rsi.where(~((avg_gain == 0) & (avg_loss == 0)), 50.0)

    rsi_low = rsi.rolling(stoch_period, min_periods=stoch_period).min()
    rsi_high = rsi.rolling(stoch_period, min_periods=stoch_period).max()
    spread = (rsi_high - rsi_low).astype(float)
    spread = spread.mask(spread == 0)
    fast_k = ((rsi - rsi_low) / spread) * 100.0
    fast_k = pd.to_numeric(fast_k, errors="coerce")
    slow_k = fast_k.rolling(smooth_k, min_periods=smooth_k).mean()
    slow_d = slow_k.rolling(smooth_d, min_periods=smooth_d).mean()
    out["rsi"] = rsi
    out["stoch_k"] = slow_k
    out["stoch_d"] = slow_d
    return out


def ensure_jakarta_index(df: pd.DataFrame) -> pd.DataFrame:
    if df.empty:
        return df
    out = df.copy()
    idx = out.index
    if idx.tz is None:
        idx = idx.tz_localize(SOURCE_FALLBACK_TZ)
    idx = idx.tz_convert(IDX_TZ)
    out.index = idx
    return out


def make_signal(df: pd.DataFrame) -> tuple[str, str]:
    if len(df) < 1:
        return "HOLD", "Data belum cukup"

    last = df.iloc[-1]
    k = float(last["stoch_k"])
    d = float(last["stoch_d"])

    if k < 20:
        return "BUY", f"Stoch RSI oversold / di bawah 20 (K={k:.1f}, D={d:.1f})"
    if k > 80:
        return "SELL", f"Stoch RSI overbought / di atas 80 (K={k:.1f}, D={d:.1f})"
    return "HOLD", f"Stoch RSI netral (K={k:.1f}, D={d:.1f})"


def _serialize_recent_bars(hist: pd.DataFrame, limit: int = 5) -> list[dict]:
    recent = hist.tail(limit)
    rows: list[dict] = []
    for ts, row in recent.iterrows():
        rows.append(
            {
                "time": ts.isoformat(),
                "open": round(float(row["Open"]), 2),
                "high": round(float(row["High"]), 2),
                "low": round(float(row["Low"]), 2),
                "close": round(float(row["Close"]), 2),
                "volume": round(float(row["Volume"]), 2),
                "rsi": round(float(row["rsi"]), 2),
                "stoch_k": round(float(row["stoch_k"]), 2),
                "stoch_d": round(float(row["stoch_d"]), 2),
            }
        )
    return rows


def fetch_one(symbol: str, name: str) -> dict:
    ticker = yf.Ticker(symbol)
    hist = ticker.history(period="2y", interval="1d", auto_adjust=False)
    if hist.empty:
        return {
            "symbol": symbol,
            "name": name,
            "status": "ERROR",
            "reason": "Data kosong dari provider",
        }

    hist = ensure_jakarta_index(hist.dropna(subset=["Open", "High", "Low", "Close"]).copy())
    hist = hist.sort_index()
    hist = stochastic_rsi(hist)
    hist = hist.dropna(subset=["rsi", "stoch_k", "stoch_d"])
    if hist.empty:
        return {
            "symbol": symbol,
            "name": name,
            "status": "ERROR",
            "reason": "Indikator Stoch RSI harian belum cukup",
        }

    last = hist.iloc[-1]
    price = float(last["Close"])
    prev_day_close = float(hist["Close"].iloc[-2]) if len(hist) >= 2 else float(last["Close"])
    candle_return_pct = ((price - prev_day_close) / prev_day_close * 100.0) if prev_day_close else 0.0
    day_change_pct = candle_return_pct
    signal, reason = make_signal(hist)

    return {
        "symbol": symbol,
        "name": name,
        "price": round(price, 2),
        "day_change_pct": round(day_change_pct, 2),
        "candle_return_pct": round(candle_return_pct, 2),
        "signal": signal,
        "reason": reason,
        "rsi": round(float(last["rsi"]), 2),
        "stoch_k": round(float(last["stoch_k"]), 2),
        "stoch_d": round(float(last["stoch_d"]), 2),
        "timeframe": TIMEFRAME,
        "stoch_setting": f"K={STOCH_SMOOTH_K},D={STOCH_SMOOTH_D},RSI={RSI_PERIOD},Stoch={STOCH_PERIOD}",
        "last_bar_time": hist.index[-1].isoformat(),
        "last_bar": {
            "open": round(float(last["Open"]), 2),
            "high": round(float(last["High"]), 2),
            "low": round(float(last["Low"]), 2),
            "close": round(float(last["Close"]), 2),
            "volume": round(float(last["Volume"]), 2),
            "rsi": round(float(last["rsi"]), 2),
        },
        "prev_bar_close": round(prev_day_close, 2),
        "recent_4h_bars": _serialize_recent_bars(hist, limit=5),
        "updated_at": datetime.now().astimezone().isoformat(timespec="seconds"),
    }


def main():
    DATA_DIR.mkdir(parents=True, exist_ok=True)
    items = [fetch_one(item["symbol"], item["name"]) for item in STOCKS]
    payload = {
        "market": "IDX",
        "strategy": "Stoch RSI simple signal",
        "timeframe": TIMEFRAME,
        "stoch_setting": f"K={STOCH_SMOOTH_K},D={STOCH_SMOOTH_D},RSI={RSI_PERIOD},Stoch={STOCH_PERIOD}",
        "updated_at": datetime.now().astimezone().isoformat(timespec="seconds"),
        "items": items,
    }
    DATA_FILE.write_text(json.dumps(payload, indent=2), encoding="utf-8")
    print(f"Saved {len(items)} items to {DATA_FILE}")


if __name__ == "__main__":
    main()