new commit
This commit is contained in:
Azmikun1
commit
f42a600e28
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import requests
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import streamlit as st
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import joblib
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import pandas as pd
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import numpy as np
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from sklearn.preprocessing import MinMaxScaler
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from tensorflow.keras.models import load_model
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from datetime import date, timedelta
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import yfinance as yf
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from pathlib import Path
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import matplotlib.pyplot as plt
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import matplotlib.dates as mdates
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from matplotlib import rcParams
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# Set font untuk mendukung karakter Indonesia
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rcParams['font.family'] = 'DejaVu Sans'
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# --- Konfigurasi Halaman ---
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st.set_page_config(
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page_title="Prediksi Harga Ethereum (GRU)",
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page_icon="🪙"
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)
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# --- GLOBAL STYLES (UI only) ---
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st.markdown("""
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<style>
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/* font & warna dasar */
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html, body, [class*="css"] { font-family: "Inter", "DejaVu Sans", sans-serif; }
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:root {
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--card-bg: #ffffff;
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--muted: #6b7280;
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--ring: #e5e7eb;
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}
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/* gradient title */
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.app-title {
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text-align:center;
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font-weight:800;
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font-size: 32px;
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background: linear-gradient(90deg, #6EE7F9 0%, #7C3AED 50%, #F59E0B 100%);
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-webkit-background-clip: text;
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-webkit-text-fill-color: transparent;
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margin: 0.25rem 0 0.5rem 0;
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}
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/* subtitle */
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.app-subtitle {
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text-align:center;
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color: var(--muted);
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margin-bottom: 1.25rem;
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}
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/* card container */
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.card {
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background: var(--card-bg);
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border: 1px solid var(--ring);
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border-radius: 16px;
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padding: 1rem 1.25rem;
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box-shadow: 0 6px 20px rgba(0,0,0,0.05);
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margin-bottom: 1rem;
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}
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/* section heading */
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.h-section {
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font-weight:700;
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font-size: 20px;
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margin: 0 0 .5rem 0;
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}
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/* table tweaks */
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.dataframe tbody tr:hover { background-color: #fafafa; }
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/* footer */
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.footer {
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text-align:center;
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color: var(--muted);
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font-size: 13px;
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margin-top: 2rem;
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}
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</style>
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""", unsafe_allow_html=True)
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# --- Fungsi-fungsi Bantuan ---
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@st.cache_data(ttl="1h")
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def load_eth_data():
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"""
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Versi 'Anti-Ribet'. Memaksa data menjadi format standar
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supaya tidak lari ke backup terus.
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"""
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ticker = "ETH-USD"
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df = None
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# --- LANGKAH 1: DOWNLOAD ---
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try:
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# Kita pakai auto_adjust=True agar kolom lebih bersih
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df = yf.download(
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ticker,
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start="2024-01-01",
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end=date.today() + timedelta(days=1),
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progress=False,
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auto_adjust=True, # Penting: Mengambil harga Close yang sudah adjusted
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multi_level_index=False # Penting: Mencegah kolom bertumpuk (fitur yfinance baru)
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)
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except Exception as e:
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print(f"Error download: {e}")
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# --- LANGKAH 2: PAKSA FORMAT AGAR SESUAI ---
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# Cek apakah download berhasil (tidak kosong)
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if df is not None and not df.empty:
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# Kadang yfinance bandel tetap kasih MultiIndex, kita ratakan paksa:
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if isinstance(df.columns, pd.MultiIndex):
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df.columns = df.columns.get_level_values(0)
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# Jika kolom namanya 'Adj Close', kita ubah jadi 'Close' biasa
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if 'Adj Close' in df.columns:
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df = df.rename(columns={'Adj Close': 'Close'})
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# Cek apakah sekarang kolom 'Close' sudah ada?
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if 'Close' in df.columns:
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# Berhasil! Kita rapikan strukturnya
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df = df.reset_index() # Keluarkan Date dari index menjadi kolom
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# Pastikan nama kolom tanggal adalah 'Date'
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if 'Date' not in df.columns and 'Datetime' in df.columns:
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df = df.rename(columns={'Datetime': 'Date'})
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# Bersihkan Timezone (UTC) agar jadi polosan
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if 'Date' in df.columns:
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df['Date'] = pd.to_datetime(df['Date']).dt.tz_localize(None)
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# SIMPAN DATA BARU KE BACKUP (Supaya besok-besok file csv terupdate)
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try:
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df.to_csv("eth_backup.csv", index=False)
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# st.success("✅ Data Yahoo Finance Berhasil Diupdate!") # Nyalakan jika ingin notifikasi
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except:
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pass
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return df # KEMBALIKAN DATA ONLINE
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# --- LANGKAH 3: JALAN BUNTU (BACKUP) ---
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# Hanya jalan jika Langkah 2 gagal total
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st.warning("⚠️ Mengambil data dari file backup lokal (eth_backup.csv).")
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try:
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df_backup = pd.read_csv("eth_backup.csv")
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if "Date" in df_backup.columns:
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df_backup["Date"] = pd.to_datetime(df_backup["Date"])
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return df_backup
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except:
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st.error("❌ Fatal: Data Online Gagal & File Backup Tidak Ada.")
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return None
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def validate_scaler(scaler):
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"""Validasi scaler agar konsisten dengan training."""
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issues = []
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warnings = []
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if not isinstance(scaler, MinMaxScaler):
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warnings.append(f"Scaler bukan MinMaxScaler (terdeteksi: {type(scaler).__name__}). Pastikan ini scaler training.")
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required_attrs = ["n_features_in_", "data_min_", "data_max_", "scale_", "min_"]
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for a in required_attrs:
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if not hasattr(scaler, a):
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issues.append(f"Scaler belum ter-fit atau tidak valid (atribut '{a}' tidak ada).")
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if hasattr(scaler, "n_features_in_"):
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if int(scaler.n_features_in_) != 1:
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issues.append(f"Scaler mengharapkan {scaler.n_features_in_} fitur, tapi aplikasi hanya pakai 1 fitur ('Close').")
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ok = (len(issues) == 0)
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return ok, issues, warnings
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def validate_model_input(model):
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"""Pastikan input model bentuknya (None, time_step, 1)."""
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issues = []
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try:
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shape = model.input_shape # biasanya (None, time_step, 1)
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if not (isinstance(shape, (list, tuple)) and len(shape) == 3):
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issues.append(f"input_shape tidak sesuai harapan: {shape} (harus 3 dimensi).")
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else:
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if shape[2] != 1:
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issues.append(f"Jumlah fitur input model = {shape[2]}, tapi aplikasi membentuk fitur=1.")
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if shape[1] is None or int(shape[1]) <= 1:
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issues.append(f"time_step tidak valid: {shape[1]}.")
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except Exception as e:
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issues.append(f"Gagal membaca input_shape model: {e}")
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ok = (len(issues) == 0)
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return ok, issues
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@st.cache_resource
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def load_gru_assets():
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"""Load model & scaler hasil training (wajib pakai scaler yang sama)."""
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model_path = Path("gru_model.h5")
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scaler_path = Path("scaler_gru.pkl")
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if not model_path.exists() or not scaler_path.exists():
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st.warning(
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f"File tidak ditemukan.\n"
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f"Model: {model_path.resolve().name} ada? {model_path.exists()}\n"
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f"Scaler: {scaler_path.resolve().name} ada? {scaler_path.exists()}"
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)
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return None, None
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try:
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model = load_model(model_path, compile=False)
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scaler = joblib.load(scaler_path)
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ok_scaler, scaler_issues, scaler_warnings = validate_scaler(scaler)
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for w in scaler_warnings:
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st.warning("⚠️ " + w)
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if not ok_scaler:
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st.error("❌ Scaler tidak kompatibel:\n- " + "\n- ".join(scaler_issues))
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return None, None
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ok_model, model_issues = validate_model_input(model)
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if not ok_model:
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st.error("❌ Model input tidak kompatibel:\n- " + "\n- ".join(model_issues))
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return None, None
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return model, scaler
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except Exception as e:
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st.error(f"Gagal load aset: {e}")
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return None, None
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def predict_from_sequence_pure(model, initial_sequence_scaled, n_days):
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seq = np.array(initial_sequence_scaled, dtype="float32").reshape(-1) # (time_step,)
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preds = []
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for _ in range(n_days):
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x = seq.reshape(1, -1, 1) # (1, time_step, 1)
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y = float(model.predict(x, verbose=0)[0, 0]) # output model (scaled)
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preds.append(y)
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seq = np.append(seq[1:], y) # autoregressive (murni)
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return np.array(preds, dtype="float32").reshape(-1, 1)
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def create_combined_chart(df, start_date, future_dates, future_predictions):
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"""Membuat grafik gabungan dengan gaya yang sama seperti referensi."""
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context_start_date = start_date - timedelta(days=60)
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recent_df = df[(df["Date"] >= context_start_date) & (df["Date"] <= start_date)].copy()
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window_size = 7
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recent_df["Trend_Aktual"] = recent_df["Close"].rolling(window=window_size).mean()
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predictions_flat = future_predictions.flatten()
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fig, ax = plt.subplots(figsize=(14, 8))
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ax.plot(
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recent_df["Date"], recent_df["Close"],
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color="gray", linewidth=1.0, label="Harga Aktual (Harian)", alpha=0.5
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)
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ax.plot(
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recent_df["Date"], recent_df["Trend_Aktual"],
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color="#1f77b4", linewidth=2.5, label="Tren Harga Aktual", alpha=0.9
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)
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ax.plot(
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future_dates, predictions_flat,
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color="#d62728", linewidth=2.5, label="Harga Prediksi (GRU)",
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alpha=0.9, marker="o", markersize=4
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)
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ax.scatter(
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recent_df["Date"], recent_df["Close"],
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color="black", s=15, alpha=0.6, zorder=5, label="Data Harian Aktual"
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)
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# garis penghubung trend terakhir ke prediksi pertama
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try:
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last_trend_date = recent_df["Date"].iloc[-1]
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last_trend_price = recent_df["Trend_Aktual"].dropna().iloc[-1]
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first_prediction_date = future_dates[0]
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first_prediction_price = predictions_flat[0]
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ax.plot(
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[last_trend_date, first_prediction_date],
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[last_trend_price, first_prediction_price],
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color="#d62728", linestyle="--", linewidth=2.0, alpha=0.7
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)
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except Exception:
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pass
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ax.set_xlabel("Waktu", fontsize=12, fontweight="bold")
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ax.set_ylabel("Harga (USD)", fontsize=12, fontweight="bold")
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ax.set_title("Analisis Tren Historis dan Prediksi Harga Ethereum", fontsize=16, fontweight="bold", pad=20)
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ax.xaxis.set_major_formatter(mdates.DateFormatter("%b %d, %Y"))
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plt.xticks(rotation=45)
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ax.grid(True, alpha=0.3, linestyle="--")
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handles, labels = ax.get_legend_handles_labels()
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order = [2, 0, 1, 3]
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if len(handles) == 4:
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ax.legend([handles[idx] for idx in order], [labels[idx] for idx in order], loc="upper left", fontsize=11)
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else:
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ax.legend(loc="upper left", fontsize=11)
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plt.tight_layout()
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ax.set_facecolor("#f8f9fa")
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fig.patch.set_facecolor("white")
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return fig
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# --- Tampilan Antarmuka Aplikasi ---
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st.markdown("<div class='app-title'>Prediksi Harga Ethereum (GRU)</div>", unsafe_allow_html=True)
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st.markdown("<div class='app-subtitle'>Data historis & prediksi ETH-USD berbasis GRU</div>", unsafe_allow_html=True)
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df = load_eth_data()
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model, scaler = load_gru_assets()
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if df is not None and model is not None and scaler is not None:
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# Menampilkan tabel data historis
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st.markdown("<div class='card'>", unsafe_allow_html=True)
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st.markdown("<div class='h-section'>📚 Data Historis Harga Ethereum</div>", unsafe_allow_html=True)
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st.dataframe(df, height=300, use_container_width=True)
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st.markdown("</div>", unsafe_allow_html=True)
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# Menampilkan visualisasi line chart
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st.markdown("<div class='card'>", unsafe_allow_html=True)
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st.markdown("<div class='h-section'>📈 Visualisasi Harga Historis</div>", unsafe_allow_html=True)
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st.line_chart(df.rename(columns={"Date": "index"}).set_index("index")["Close"])
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st.markdown("</div>", unsafe_allow_html=True)
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st.markdown("<div class='card'>", unsafe_allow_html=True)
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st.markdown("<div class='h-section'>🎯 Mulai Prediksi Berdasarkan Tanggal</div>", unsafe_allow_html=True)
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time_step = int(model.input_shape[1])
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min_selectable_date = (df["Date"].min() + timedelta(days=time_step)).date()
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max_selectable_date = df["Date"].max().date()
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col1, col2 = st.columns(2)
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with col1:
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selected_date = st.date_input(
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"Pilih tanggal mulai prediksi:",
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value=max_selectable_date,
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min_value=min_selectable_date,
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max_value=max_selectable_date,
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help=f"Pilih tanggal antara {min_selectable_date} dan {max_selectable_date}"
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)
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with col2:
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prediction_days = st.slider(
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"Pilih jumlah hari untuk prediksi (1-30 hari):",
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min_value=1, max_value=30, value=15, step=1
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)
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if st.button("Buat Prediksi", key="predict_button"):
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if prediction_days < 1:
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st.warning("Jumlah hari prediksi minimal **1**. Silakan geser slidernya dulu. 🙂")
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st.stop()
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with st.spinner("Memproses dan menjalankan prediksi..."):
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# scaling (mengikuti scaler training)
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close_values = df[["Close"]].values.astype(float)
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scaled_data = scaler.transform(close_values)
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# Cocokkan berdasarkan tanggal (robust)
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selected_date_dt = pd.to_datetime(selected_date)
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mask = df["Date"].dt.date == selected_date_dt.date()
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idxs = np.where(mask.to_numpy())[0]
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if len(idxs) == 0:
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st.error(f"Tanggal {selected_date_dt.strftime('%Y-%m-%d')} tidak ditemukan dalam dataset.")
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st.stop()
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start_index = int(idxs[0])
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if start_index - time_step < 0:
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st.error(
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f"Tanggal terlalu awal untuk diprediksi. "
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f"Butuh {time_step} hari data sebelumnya. Pilih tanggal setelah "
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f"{(df['Date'].min() + timedelta(days=time_step)).strftime('%Y-%m-%d')}."
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)
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st.stop()
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initial_sequence = scaled_data[start_index - time_step: start_index] # (time_step,1)
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# ✅ Prediksi MURNI dari model
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future_predictions_scaled = predict_from_sequence_pure(model, initial_sequence, prediction_days)
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# ✅ Inverse transform MURNI dari scaler
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future_predictions = scaler.inverse_transform(future_predictions_scaled)
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# sanity-check
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if not np.isfinite(future_predictions).all():
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st.error("❌ Hasil prediksi mengandung NaN/Inf. Periksa kompatibilitas model/scaler.")
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st.stop()
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future_dates = [selected_date_dt + timedelta(days=i) for i in range(1, prediction_days + 1)]
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st.markdown("<div class='card'>", unsafe_allow_html=True)
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st.subheader("📊 Grafik Prediksi (Historis + Prediksi)")
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fig = create_combined_chart(df, selected_date_dt, future_dates, future_predictions)
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st.pyplot(fig)
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st.markdown("</div>", unsafe_allow_html=True)
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st.markdown("<div class='card'>", unsafe_allow_html=True)
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st.subheader("🧾 Tabel Detail Prediksi")
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prediction_table_df = pd.DataFrame({
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"Tanggal": [d.strftime("%Y-%m-%d") for d in future_dates],
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"Harga Prediksi (USD)": [f"USD {price[0]:,.0f}" for price in future_predictions]
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})
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prediction_table_df.index = prediction_table_df.index + 1
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st.dataframe(prediction_table_df, use_container_width=True)
|
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st.markdown("</div>", unsafe_allow_html=True)
|
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last_price = float(df.loc[start_index, "Close"])
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max_prediction = float(np.max(future_predictions))
|
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min_prediction = float(np.min(future_predictions))
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st.info(f"""
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||||
📊 **Informasi Prediksi:**
|
||||
- Harga terakhir pada tanggal {selected_date.strftime('%Y-%m-%d')}: USD {last_price:,.0f}
|
||||
- Harga prediksi tertinggi: USD {max_prediction:,.0f}
|
||||
- Harga prediksi terendah: USD {min_prediction:,.0f}
|
||||
""")
|
||||
|
||||
st.markdown("</div>", unsafe_allow_html=True)
|
||||
st.markdown("<div class='footer'>Dibuat oleh Muhammad Gilman Nadhif Azmi</div>", unsafe_allow_html=True)
|
||||
|
||||
elif model is None:
|
||||
st.error("Gagal memuat model. Pastikan file 'gru_model.h5' ada di folder yang sama dengan aplikasi.")
|
||||
elif scaler is None:
|
||||
st.error("Gagal memuat scaler. Pastikan file 'scaler_gru.pkl' ada di folder yang sama dengan aplikasi.")
|
||||
else:
|
||||
st.error("Gagal memuat data. Coba cek koneksi internet atau sumber data yfinance.")
|
||||
|
|
@ -0,0 +1,716 @@
|
|||
Date,Close,High,Low,Open,Volume
|
||||
2024-01-01,2352.327880859375,2352.327880859375,2267.01806640625,2282.870361328125,6906765990
|
||||
2024-01-02,2355.83642578125,2431.21240234375,2348.892333984375,2352.593505859375,12910543630
|
||||
2024-01-03,2210.761962890625,2385.11767578125,2113.92529296875,2355.9814453125,19332933581
|
||||
2024-01-04,2269.0380859375,2294.608154296875,2204.86572265625,2210.529052734375,11044564896
|
||||
2024-01-05,2268.647216796875,2276.7646484375,2209.537109375,2269.409423828125,10860953290
|
||||
2024-01-06,2241.624755859375,2271.359375,2219.781982421875,2269.5400390625,5970741680
|
||||
2024-01-07,2222.865966796875,2257.1279296875,2211.5625,2242.0126953125,6490053615
|
||||
2024-01-08,2333.03271484375,2358.815673828125,2171.99365234375,2222.857666015625,13830287095
|
||||
2024-01-09,2344.8271484375,2369.6416015625,2243.21923828125,2332.8681640625,14891130716
|
||||
2024-01-10,2582.103515625,2626.976806640625,2341.943115234375,2344.923583984375,29042100476
|
||||
2024-01-11,2619.619140625,2687.779052734375,2567.99365234375,2584.171630859375,22575246883
|
||||
2024-01-12,2524.460205078125,2710.421875,2460.925537109375,2619.177001953125,23623839263
|
||||
2024-01-13,2576.597900390625,2589.079833984375,2498.594482421875,2522.933837890625,12250316867
|
||||
2024-01-14,2472.2412109375,2578.332275390625,2470.42431640625,2578.003662109375,9405587417
|
||||
2024-01-15,2511.36376953125,2550.76904296875,2470.82080078125,2471.6669921875,9700630000
|
||||
2024-01-16,2587.691162109375,2613.56689453125,2500.00390625,2510.627197265625,11063317095
|
||||
2024-01-17,2528.369384765625,2592.737060546875,2508.432861328125,2587.044677734375,10441017520
|
||||
2024-01-18,2467.018798828125,2546.263916015625,2426.135498046875,2528.59326171875,11900028080
|
||||
2024-01-19,2489.49853515625,2501.30517578125,2414.7109375,2468.68896484375,11405278376
|
||||
2024-01-20,2469.589111328125,2489.84765625,2456.095703125,2489.84765625,5297826161
|
||||
2024-01-21,2453.9130859375,2479.760498046875,2452.377685546875,2469.798583984375,4578471955
|
||||
2024-01-22,2310.826416015625,2463.447265625,2303.502685546875,2454.9873046875,13923771728
|
||||
2024-01-23,2240.68603515625,2348.03125,2167.282470703125,2310.95166015625,16182147521
|
||||
2024-01-24,2233.561767578125,2261.384521484375,2197.65673828125,2241.749755859375,10134722960
|
||||
2024-01-25,2217.710205078125,2240.380859375,2173.6865234375,2233.969970703125,9302247037
|
||||
2024-01-26,2267.19970703125,2280.3837890625,2196.14013671875,2217.44189453125,9975117607
|
||||
2024-01-27,2267.885986328125,2282.54443359375,2252.38525390625,2267.3193359375,5144367230
|
||||
2024-01-28,2257.208740234375,2306.898681640625,2242.683837890625,2268.19287109375,7296214994
|
||||
2024-01-29,2317.064208984375,2320.02734375,2237.711669921875,2256.995361328125,8948195551
|
||||
2024-01-30,2344.49365234375,2388.87060546875,2298.281982421875,2317.435791015625,10173440062
|
||||
2024-01-31,2282.54443359375,2349.611328125,2264.443603515625,2343.558837890625,10807883277
|
||||
2024-02-01,2303.82470703125,2309.842529296875,2243.57177734375,2282.17529296875,8895583113
|
||||
2024-02-02,2308.0380859375,2323.053466796875,2282.230224609375,2303.7060546875,7186143091
|
||||
2024-02-03,2296.038330078125,2327.346923828125,2293.5380859375,2307.980224609375,4647754021
|
||||
2024-02-04,2289.546142578125,2309.01123046875,2272.304931640625,2296.116943359375,5438100035
|
||||
2024-02-05,2298.888916015625,2334.6767578125,2270.06787109375,2289.20556640625,7277068110
|
||||
2024-02-06,2372.201904296875,2389.826171875,2296.78857421875,2298.955078125,9520885493
|
||||
2024-02-07,2423.7451171875,2442.63623046875,2353.7060546875,2372.2626953125,9660628536
|
||||
2024-02-08,2419.906494140625,2459.556640625,2414.74951171875,2424.080078125,9941841732
|
||||
2024-02-09,2487.515625,2522.724609375,2419.36279296875,2419.773681640625,13634203177
|
||||
2024-02-10,2501.228271484375,2516.7197265625,2475.857666015625,2487.650390625,6474444159
|
||||
2024-02-11,2507.570556640625,2537.67919921875,2495.21435546875,2501.1298828125,7347245813
|
||||
2024-02-12,2658.115966796875,2663.8427734375,2473.81201171875,2507.578857421875,13022696866
|
||||
2024-02-13,2642.185302734375,2686.455078125,2599.16943359375,2659.586181640625,18271237044
|
||||
2024-02-14,2777.90234375,2786.8935546875,2621.025390625,2641.685302734375,21448973822
|
||||
2024-02-15,2824.37890625,2865.845458984375,2764.010498046875,2777.601318359375,23734481937
|
||||
2024-02-16,2803.69140625,2858.450439453125,2760.3310546875,2825.480712890625,17057114638
|
||||
2024-02-17,2786.672607421875,2805.128662109375,2724.386962890625,2803.73583984375,17932379943
|
||||
2024-02-18,2878.998046875,2892.843505859375,2767.9130859375,2786.709716796875,23355830478
|
||||
2024-02-19,2943.57470703125,2983.37060546875,2860.263671875,2881.296875,15163110589
|
||||
2024-02-20,3013.503662109375,3031.5244140625,2879.9033203125,2944.1064453125,20341598470
|
||||
2024-02-21,2970.35546875,3017.1904296875,2875.41845703125,3015.6533203125,18897136867
|
||||
2024-02-22,2971.00732421875,3030.666015625,2907.109375,2969.599853515625,18058908246
|
||||
2024-02-23,2921.658203125,2991.32958984375,2906.583740234375,2970.1396484375,12822717059
|
||||
2024-02-24,2992.385986328125,3003.195068359375,2907.70068359375,2921.962890625,10701688842
|
||||
2024-02-25,3112.697265625,3117.428955078125,2984.39306640625,2992.36669921875,14620450464
|
||||
2024-02-26,3178.99365234375,3197.375,3037.95458984375,3112.529052734375,17504464351
|
||||
2024-02-27,3244.519287109375,3287.9580078125,3167.83056640625,3178.405029296875,21090315368
|
||||
2024-02-28,3385.703857421875,3485.450927734375,3201.575927734375,3243.893310546875,32885894265
|
||||
2024-02-29,3341.919677734375,3518.96923828125,3303.9052734375,3386.802734375,28469171094
|
||||
2024-03-01,3435.053955078125,3452.626220703125,3341.85107421875,3341.9658203125,16880101987
|
||||
2024-03-02,3422.0498046875,3459.747314453125,3398.89892578125,3436.1591796875,12024340617
|
||||
2024-03-03,3490.99365234375,3491.16845703125,3372.214111328125,3422.875244140625,13643324467
|
||||
2024-03-04,3630.433837890625,3641.459228515625,3446.017578125,3489.340087890625,26772963830
|
||||
2024-03-05,3554.964599609375,3828.15966796875,3224.119384765625,3631.928955078125,47706899137
|
||||
2024-03-06,3819.226318359375,3901.434326171875,3502.802490234375,3554.06787109375,34938642613
|
||||
2024-03-07,3874.34765625,3939.593994140625,3738.685302734375,3818.31103515625,22457177587
|
||||
2024-03-08,3892.06103515625,3998.826416015625,3828.36328125,3874.830810546875,26135487051
|
||||
2024-03-09,3915.4189453125,3950.396484375,3880.658935546875,3892.119140625,11926623780
|
||||
2024-03-10,3881.193115234375,3968.7236328125,3800.564453125,3915.590576171875,15783924355
|
||||
2024-03-11,4066.445068359375,4087.050048828125,3745.125244140625,3881.23779296875,28806262507
|
||||
2024-03-12,3980.273193359375,4092.2841796875,3831.889892578125,4066.6904296875,26917010932
|
||||
2024-03-13,4006.45703125,4083.00732421875,3936.627197265625,3980.26513671875,22028114691
|
||||
2024-03-14,3883.140380859375,4011.102783203125,3721.78857421875,4005.7451171875,25434810823
|
||||
2024-03-15,3735.22021484375,3928.775634765625,3571.774658203125,3882.85693359375,33505075433
|
||||
2024-03-16,3522.860107421875,3780.89453125,3468.079345703125,3736.10498046875,20199855932
|
||||
2024-03-17,3642.4130859375,3676.263427734375,3414.17236328125,3523.02978515625,19938757095
|
||||
2024-03-18,3517.985107421875,3642.4970703125,3456.09130859375,3642.298828125,21162220224
|
||||
2024-03-19,3157.6181640625,3546.582275390625,3149.286865234375,3518.34765625,34166976701
|
||||
2024-03-20,3513.39306640625,3534.826416015625,3059.65478515625,3158.396728515625,36605316331
|
||||
2024-03-21,3492.9912109375,3586.905029296875,3412.22265625,3514.017578125,22213647922
|
||||
2024-03-22,3333.68798828125,3541.898193359375,3254.96923828125,3492.89794921875,20574952329
|
||||
2024-03-23,3336.593994140625,3433.758056640625,3273.115478515625,3335.592529296875,13242137554
|
||||
2024-03-24,3454.636474609375,3470.344482421875,3301.27734375,3336.666015625,12156660941
|
||||
2024-03-25,3590.8837890625,3657.118896484375,3421.79052734375,3454.8857421875,18603921705
|
||||
2024-03-26,3587.5048828125,3678.789794921875,3545.4287109375,3591.085205078125,18505553577
|
||||
2024-03-27,3500.115234375,3664.383056640625,3460.3935546875,3587.313720703125,18753082145
|
||||
2024-03-28,3561.2939453125,3609.705322265625,3465.332275390625,3500.216064453125,16419674157
|
||||
2024-03-29,3511.80615234375,3583.701416015625,3475.7255859375,3561.01171875,12712701619
|
||||
2024-03-30,3507.9443359375,3566.08447265625,3489.902099609375,3511.82763671875,9389066783
|
||||
2024-03-31,3647.8564453125,3655.218994140625,3507.24267578125,3507.95166015625,10499881424
|
||||
2024-04-01,3505.030029296875,3648.129150390625,3418.6953125,3647.819580078125,16002098681
|
||||
2024-04-02,3277.234619140625,3506.962890625,3215.985107421875,3504.818359375,22076539151
|
||||
2024-04-03,3311.44189453125,3368.111572265625,3205.649169921875,3277.32421875,16010734587
|
||||
2024-04-04,3330.04052734375,3443.20751953125,3253.3193359375,3311.495361328125,14476330517
|
||||
2024-04-05,3318.88525390625,3345.66650390625,3214.244140625,3330.005859375,15214447092
|
||||
2024-04-06,3354.183837890625,3397.592529296875,3308.9833984375,3318.86474609375,8956926798
|
||||
2024-04-07,3453.49462890625,3458.50830078125,3346.11474609375,3354.2138671875,9931108526
|
||||
2024-04-08,3695.292724609375,3727.616455078125,3409.51171875,3453.498779296875,19055143129
|
||||
2024-04-09,3505.163330078125,3724.92236328125,3455.107666015625,3695.341796875,18279773833
|
||||
2024-04-10,3543.737060546875,3561.516357421875,3415.180419921875,3505.156005859375,16872482726
|
||||
2024-04-11,3505.247802734375,3616.1943359375,3477.171142578125,3543.4521484375,14076734489
|
||||
2024-04-12,3243.034912109375,3552.589111328125,3103.43017578125,3505.329833984375,22104869556
|
||||
2024-04-13,3004.900390625,3299.663818359375,2862.3935546875,3242.94091796875,29930408174
|
||||
2024-04-14,3156.94189453125,3174.66650390625,2914.4228515625,3005.547607421875,25486284994
|
||||
2024-04-15,3101.600341796875,3277.5615234375,3026.538818359375,3156.830078125,21925843181
|
||||
2024-04-16,3084.920166015625,3127.160888671875,2997.754638671875,3101.140625,19441391169
|
||||
2024-04-17,2984.7275390625,3123.669677734375,2918.5537109375,3084.923583984375,17711869375
|
||||
2024-04-18,3066.027587890625,3094.842041015625,2956.12744140625,2984.705322265625,15183777035
|
||||
2024-04-19,3059.278564453125,3127.114990234375,2868.7958984375,3065.953125,20399982867
|
||||
2024-04-20,3157.627197265625,3170.6728515625,3021.784912109375,3059.47802734375,9918642130
|
||||
2024-04-21,3147.28857421875,3197.50634765625,3119.552001953125,3157.571044921875,9394387894
|
||||
2024-04-22,3201.652099609375,3236.6591796875,3131.367431640625,3147.66357421875,12063858733
|
||||
2024-04-23,3219.91162109375,3264.41943359375,3154.58984375,3201.588623046875,11054442653
|
||||
2024-04-24,3139.80517578125,3292.921630859375,3105.982177734375,3219.95703125,14000234760
|
||||
2024-04-25,3156.509521484375,3190.976318359375,3074.8046875,3139.624267578125,13989030260
|
||||
2024-04-26,3130.164794921875,3166.188720703125,3103.10400390625,3156.384033203125,10622333862
|
||||
2024-04-27,3252.168212890625,3279.451171875,3071.340087890625,3129.72705078125,11820785577
|
||||
2024-04-28,3262.774658203125,3351.176513671875,3249.149169921875,3252.24560546875,11379192678
|
||||
2024-04-29,3215.428955078125,3285.46875,3116.199951171875,3262.3408203125,15032246816
|
||||
2024-04-30,3012.286865234375,3249.37841796875,2918.228759765625,3215.381103515625,18266894653
|
||||
2024-05-01,2969.78466796875,3020.17333984375,2815.92333984375,3011.015625,20005057445
|
||||
2024-05-02,2988.16845703125,3015.05029296875,2894.329833984375,2969.79443359375,13163903903
|
||||
2024-05-03,3103.5419921875,3127.1552734375,2960.18212890625,2988.134521484375,12862183229
|
||||
2024-05-04,3117.576416015625,3167.541259765625,3096.267578125,3103.61962890625,8283229638
|
||||
2024-05-05,3137.2490234375,3170.05517578125,3075.586181640625,3117.636962890625,8783447639
|
||||
2024-05-06,3062.728759765625,3220.15234375,3048.238525390625,3137.51025390625,13008587255
|
||||
2024-05-07,3006.5771484375,3129.081298828125,3003.013671875,3062.7509765625,11743187337
|
||||
2024-05-08,2973.6572265625,3037.196044921875,2938.47265625,3006.315673828125,11791662158
|
||||
2024-05-09,3036.0205078125,3057.958251953125,2951.223876953125,2973.9716796875,10861947179
|
||||
2024-05-10,2909.791259765625,3052.7294921875,2881.000732421875,3036.231201171875,12278653601
|
||||
2024-05-11,2911.60205078125,2942.1787109375,2888.083251953125,2909.845458984375,6795916454
|
||||
2024-05-12,2928.701904296875,2953.04736328125,2902.201904296875,2911.658203125,5908941395
|
||||
2024-05-13,2949.359619140625,2994.869140625,2865.134521484375,2928.81396484375,13352264795
|
||||
2024-05-14,2881.157958984375,2959.546630859375,2863.5458984375,2949.213134765625,12444516140
|
||||
2024-05-15,3037.056640625,3041.602294921875,2864.7353515625,2881.224609375,14666902956
|
||||
2024-05-16,2945.131103515625,3041.80712890625,2925.08740234375,3036.01416015625,13035465176
|
||||
2024-05-17,3094.11865234375,3120.3017578125,2934.112548828125,2945.136962890625,14449438097
|
||||
2024-05-18,3122.948974609375,3146.79052734375,3087.704345703125,3094.553466796875,9407051320
|
||||
2024-05-19,3071.843017578125,3137.1484375,3056.75439453125,3122.82470703125,8747800800
|
||||
2024-05-20,3663.85546875,3690.805908203125,3050.2978515625,3071.85888671875,31228143948
|
||||
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2024-09-14,2418.595703125,2442.632080078125,2386.979736328125,2441.580810546875,8170291680
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2024-09-27,2695.900634765625,2728.067626953125,2616.950927734375,2632.241943359375,17023020294
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2024-10-03,2349.791259765625,2402.862548828125,2311.02783203125,2365.213623046875,18051447791
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2024-10-09,2368.283447265625,2470.9130859375,2350.946533203125,2439.840087890625,14954047093
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2024-10-10,2383.85791015625,2417.2880859375,2329.78466796875,2368.273193359375,15327769940
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2024-10-13,2467.677001953125,2484.12939453125,2436.9697265625,2476.520263671875,9189490605
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2024-10-14,2628.89990234375,2652.8818359375,2443.552978515625,2467.6474609375,21434687898
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2024-10-15,2606.02197265625,2685.166748046875,2537.94091796875,2629.017578125,22003780898
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2024-10-16,2611.10205078125,2644.854248046875,2589.60693359375,2606.01953125,17012396419
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2024-10-17,2604.2734375,2646.8740234375,2577.305908203125,2611.192138671875,15150712321
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2024-10-18,2641.55224609375,2674.371826171875,2595.958984375,2604.814453125,17043738652
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2024-10-19,2648.656982421875,2661.872802734375,2631.656982421875,2641.48828125,8557834553
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2024-10-20,2746.364013671875,2756.436767578125,2635.94580078125,2648.665771484375,14559296242
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2024-10-21,2665.712158203125,2765.549560546875,2655.29443359375,2746.3056640625,17328615363
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2024-10-22,2620.197509765625,2669.7900390625,2605.61865234375,2665.65673828125,15541911074
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2024-10-23,2509.098876953125,2624.450439453125,2457.169921875,2620.088623046875,17876984551
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2024-10-24,2534.49853515625,2559.1513671875,2506.722900390625,2523.60693359375,16128627601
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2024-10-25,2435.93408203125,2563.734130859375,2381.45068359375,2534.454833984375,22560233078
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2024-10-26,2479.603271484375,2503.23046875,2427.46142578125,2436.050048828125,13597102184
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2024-10-27,2505.940673828125,2523.17138671875,2462.27197265625,2479.93701171875,9801434566
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2024-10-28,2565.34814453125,2587.43017578125,2470.268310546875,2505.590576171875,18971841402
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2024-10-29,2637.95751953125,2680.054443359375,2560.15380859375,2565.41796875,22185845095
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2024-10-30,2657.37255859375,2720.271484375,2600.609619140625,2637.64013671875,22382690746
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2024-10-31,2515.79931640625,2667.5595703125,2501.572265625,2657.213134765625,19760409505
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2024-11-01,2511.885498046875,2583.777099609375,2467.8193359375,2515.870361328125,20215438328
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2024-11-02,2491.068603515625,2522.360595703125,2471.95556640625,2512.208251953125,9639457439
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2024-11-03,2456.42529296875,2495.4365234375,2411.3984375,2491.094482421875,15667779706
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2024-11-04,2397.0263671875,2488.350341796875,2359.578125,2456.09521484375,17110200696
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2024-11-05,2422.650634765625,2478.618896484375,2380.601318359375,2397.036376953125,17894057485
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2024-11-06,2724.169189453125,2743.964111328125,2421.81298828125,2422.539306640625,41887574364
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2024-11-07,2895.58544921875,2918.744384765625,2701.5908203125,2724.005859375,35352318438
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2024-11-08,2962.296630859375,2983.744873046875,2889.484375,2895.597900390625,32303261101
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2024-11-09,3131.14453125,3156.3662109375,2957.182373046875,2962.791015625,29210133088
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2024-11-10,3191.331298828125,3249.9140625,3073.248779296875,3130.729248046875,47418730187
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2024-11-11,3374.81298828125,3389.529296875,3109.76953125,3191.656982421875,55417771668
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2024-11-12,3246.25732421875,3444.154052734375,3211.198486328125,3375.15478515625,56686078066
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2024-11-13,3192.595947265625,3337.877197265625,3121.666015625,3244.543212890625,52010205682
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2024-11-14,3058.94873046875,3240.270751953125,3032.971923828125,3192.5205078125,35743352141
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2024-11-15,3103.04052734375,3130.703857421875,3016.14404296875,3059.526123046875,32701369872
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2024-11-16,3133.27392578125,3218.089599609375,3073.286376953125,3089.739990234375,26650658846
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2024-11-17,3075.66162109375,3160.152587890625,3039.246826171875,3133.306640625,28348163224
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2024-11-18,3207.8564453125,3225.130615234375,3052.4912109375,3075.722900390625,35445557613
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2024-11-19,3111.384033203125,3222.00439453125,3070.36279296875,3208.25048828125,29823634432
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2024-11-20,3072.18798828125,3159.949462890625,3032.603271484375,3111.116943359375,29785491216
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2024-11-21,3361.053955078125,3388.54296875,3035.8466796875,3072.05517578125,51619069348
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2024-11-22,3331.600830078125,3428.46044921875,3262.808837890625,3360.654296875,36775716442
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2024-11-23,3396.223388671875,3499.370849609375,3317.65478515625,3331.6455078125,38835184688
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2024-11-24,3363.659912109375,3451.80224609375,3288.430908203125,3396.99951171875,27901454185
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2024-11-25,3413.5439453125,3545.27880859375,3304.093994140625,3364.6015625,51544793988
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2024-11-26,3326.517333984375,3461.29296875,3255.54296875,3412.950927734375,39902959158
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2024-11-27,3657.249267578125,3687.009033203125,3303.56787109375,3326.029052734375,43383987191
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2024-11-28,3579.8115234375,3664.878173828125,3531.87060546875,3656.609619140625,32362724276
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2024-11-29,3593.494384765625,3647.264404296875,3538.44677734375,3579.91064453125,27622629486
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2024-11-30,3705.705322265625,3739.934814453125,3572.254150390625,3593.59814453125,30670867436
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2024-12-01,3711.1650390625,3747.455322265625,3663.234130859375,3706.619873046875,28018113530
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2024-12-02,3644.198486328125,3761.343017578125,3557.252197265625,3710.495361328125,47284967570
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2024-12-03,3620.711669921875,3670.2197265625,3504.226318359375,3643.7421875,36839829742
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2024-12-04,3841.3310546875,3895.17431640625,3617.74462890625,3620.03759765625,56799745752
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2024-12-05,3811.00830078125,3956.54150390625,3683.4208984375,3840.844482421875,60568296606
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2024-12-06,4005.810546875,4093.172119140625,3782.681396484375,3792.20849609375,52853668566
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2024-12-07,4002.692626953125,4029.452880859375,3974.17626953125,4006.02880859375,22574636761
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2024-12-08,4005.70458984375,4018.0,3927.85400390625,4007.690673828125,20943378971
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2024-12-09,3718.6904296875,4008.77783203125,3525.23291015625,4006.101806640625,57029832059
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2024-12-10,3631.833740234375,3780.75341796875,3520.365234375,3719.00048828125,58416417599
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2024-12-11,3832.822021484375,3850.765380859375,3567.56640625,3631.276123046875,35968053196
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2024-12-12,3883.1015625,3987.005859375,3800.0908203125,3833.172119140625,42971675764
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2024-12-13,3911.205322265625,3967.395263671875,3855.023681640625,3883.030029296875,34895127659
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2024-12-14,3868.4052734375,3943.278076171875,3826.761962890625,3910.847900390625,28756190559
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2024-12-15,3951.941162109375,3971.498046875,3832.0966796875,3868.441162109375,25069616984
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2024-12-16,3987.48095703125,4106.95556640625,3882.705322265625,3951.65283203125,46536359669
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2024-12-17,3886.76611328125,4040.337890625,3849.28662109375,3987.333984375,35418700472
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2024-12-18,3618.791259765625,3902.715576171875,3617.840576171875,3886.886962890625,48946681636
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2024-12-19,3417.927978515625,3717.662353515625,3330.87255859375,3619.58203125,58879190250
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2024-12-20,3472.553466796875,3496.327392578125,3098.20361328125,3417.93017578125,66383827229
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2024-12-21,3337.222412109375,3552.921630859375,3293.505615234375,3472.589111328125,31579389836
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2024-12-22,3277.53515625,3398.657470703125,3219.294921875,3336.998779296875,24780768375
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2024-12-23,3415.785400390625,3461.52783203125,3217.36865234375,3277.51416015625,34496081389
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2024-12-24,3492.0498046875,3535.857666015625,3355.609130859375,3415.738037109375,23083678195
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2024-12-25,3493.2353515625,3542.833740234375,3440.09716796875,3491.95751953125,17651873225
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2024-12-26,3331.225830078125,3512.6044921875,3302.306396484375,3493.30419921875,22247726776
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2024-12-27,3328.9169921875,3436.710693359375,3302.57568359375,3331.0537109375,24091627403
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2024-12-28,3397.90234375,3419.920166015625,3318.033935546875,3328.774658203125,14305648523
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2024-12-29,3349.513427734375,3406.6484375,3321.664794921875,3397.862548828125,13440907792
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2024-12-30,3356.392578125,3428.52734375,3298.804443359375,3349.5859375,26981583962
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2024-12-31,3332.53173828125,3444.396728515625,3311.41259765625,3356.394775390625,20845452085
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2025-01-01,3353.504150390625,3366.531494140625,3310.255859375,3332.406494140625,14195410493
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2025-01-02,3451.392578125,3493.4482421875,3348.35205078125,3353.412109375,22243574698
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2025-01-03,3605.009765625,3627.0556640625,3421.83154296875,3451.680908203125,21877299255
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2025-01-04,3657.706787109375,3669.19677734375,3574.326904296875,3605.20068359375,16060610759
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2025-01-05,3634.103759765625,3673.81298828125,3594.616943359375,3657.7431640625,12830306908
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2025-01-06,3688.611328125,3743.941650390625,3611.21435546875,3634.11376953125,23973574043
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2025-01-07,3381.577392578125,3701.10693359375,3358.08984375,3688.34130859375,32235312545
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2025-01-08,3326.329345703125,3413.682861328125,3209.214599609375,3381.615478515625,34337730882
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2025-01-09,3219.4306640625,3355.8623046875,3159.384033203125,3326.359619140625,28815726276
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2025-01-10,3267.489990234375,3320.50048828125,3196.1103515625,3219.49658203125,26503845190
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2025-01-11,3282.2177734375,3317.654296875,3219.69873046875,3267.5224609375,11772144561
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2025-01-12,3265.951171875,3298.018310546875,3224.510498046875,3282.150390625,11647743556
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2025-01-13,3135.499755859375,3335.193603515625,2920.5927734375,3266.095458984375,39911742769
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2025-01-14,3223.6845703125,3254.75146484375,3126.805908203125,3135.670166015625,22847737224
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2025-01-15,3450.53759765625,3473.1015625,3186.139892578125,3223.6845703125,25991614661
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2025-01-16,3308.34521484375,3458.1806640625,3265.67578125,3450.30517578125,26395516475
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2025-01-17,3474.107177734375,3525.54345703125,3307.31103515625,3308.191162109375,28200207229
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2025-01-18,3305.78955078125,3493.06005859375,3228.333740234375,3473.563720703125,32420094038
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2025-01-19,3208.96435546875,3444.20654296875,3127.623046875,3305.39794921875,57242875399
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2025-01-20,3278.035400390625,3444.28271484375,3147.52294921875,3208.933837890625,52383187336
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2025-01-21,3327.40625,3365.778076171875,3202.49267578125,3278.43603515625,32804001146
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2025-01-22,3240.224609375,3364.74609375,3223.385986328125,3327.2373046875,22171220981
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2025-01-23,3334.714111328125,3346.732421875,3184.06689453125,3240.475341796875,32419520084
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2025-01-24,3309.554931640625,3424.89990234375,3277.3232421875,3334.808349609375,25578325671
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2025-01-25,3317.26953125,3349.29833984375,3270.273193359375,3309.711669921875,13744316078
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2025-01-26,3236.13427734375,3359.3125,3233.922119140625,3317.29150390625,14471528757
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2025-01-27,3178.92041015625,3250.396484375,3024.091552734375,3235.855224609375,39412486482
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2025-01-28,3077.112548828125,3222.7373046875,3040.09228515625,3179.0869140625,20718206194
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2025-01-29,3112.9990234375,3177.98046875,3055.181640625,3076.380126953125,22727786058
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2025-01-30,3247.780029296875,3282.986328125,3093.123779296875,3113.289794921875,19958405782
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2025-01-31,3298.26513671875,3437.569091796875,3214.935546875,3247.8671875,30128115902
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2025-02-01,3118.32861328125,3329.6552734375,3103.9189453125,3298.822265625,19917507079
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2025-02-02,2868.69287109375,3161.894287109375,2755.474609375,3118.611572265625,42060930305
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2025-02-03,2884.566650390625,2919.477294921875,2159.280517578125,2868.07861328125,92453553253
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2025-02-04,2735.05126953125,2888.25,2636.165771484375,2883.818359375,48795275985
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2025-02-05,2787.779052734375,2824.400146484375,2701.10498046875,2735.225830078125,31960764447
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2025-02-06,2688.40087890625,2857.14208984375,2662.44580078125,2787.65869140625,29500645692
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2025-02-07,2622.211181640625,2798.02880859375,2564.96826171875,2688.8974609375,29526663418
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2025-02-08,2632.308349609375,2665.484619140625,2591.778564453125,2623.001953125,17059263074
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2025-02-09,2628.72119140625,2695.222412109375,2530.435791015625,2632.578125,17517088276
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2025-02-10,2661.166748046875,2692.80859375,2564.0185546875,2628.650146484375,19414208113
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2025-02-11,2602.781982421875,2724.90234375,2565.397216796875,2661.315673828125,21156550492
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2025-02-12,2736.902099609375,2794.867431640625,2551.174560546875,2602.828125,26919387954
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2025-02-13,2675.902587890625,2756.443359375,2615.667724609375,2737.028564453125,19481004625
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2025-02-14,2726.091552734375,2790.023681640625,2666.26806640625,2675.939453125,17732289901
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2025-02-15,2693.559814453125,2738.68115234375,2668.53173828125,2726.07470703125,10803019357
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2025-02-16,2663.31591796875,2724.096435546875,2655.297607421875,2693.5625,10593602117
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2025-02-17,2743.19970703125,2848.7841796875,2640.18212890625,2663.2294921875,24170425078
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2025-02-18,2669.3388671875,2754.6767578125,2606.900390625,2743.02294921875,23004152928
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2025-02-19,2715.77099609375,2735.917724609375,2656.375732421875,2669.21337890625,15272401903
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2025-02-20,2740.386474609375,2770.030517578125,2708.216064453125,2715.6826171875,15917259320
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2025-02-21,2659.655517578125,2842.8271484375,2616.91943359375,2740.022216796875,31441524621
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2025-02-22,2764.029296875,2797.057861328125,2653.867431640625,2660.035888671875,16403164397
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2025-02-23,2821.310302734375,2850.6103515625,2746.773681640625,2764.031005859375,20493767269
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2025-02-24,2513.8212890625,2839.010009765625,2478.8994140625,2820.456298828125,29127380459
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2025-02-25,2493.592529296875,2529.669189453125,2326.632080078125,2514.2109375,40044790246
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2025-02-26,2331.45263671875,2503.422119140625,2255.054931640625,2493.381591796875,28815111323
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2025-02-27,2305.484375,2378.08740234375,2230.4482421875,2331.51025390625,24286213447
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2025-02-28,2237.9052734375,2310.94921875,2076.169921875,2305.56005859375,35737904667
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2025-03-01,2216.643310546875,2279.873046875,2144.090087890625,2237.942138671875,16135258239
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2025-03-02,2519.694580078125,2548.811767578125,2175.321533203125,2216.521728515625,34854193845
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2025-03-03,2145.573974609375,2522.316650390625,2097.076171875,2519.531005859375,31473561910
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2025-03-04,2170.01513671875,2220.358642578125,1996.767578125,2145.65283203125,33935738380
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2025-03-05,2241.977294921875,2272.79736328125,2156.099365234375,2169.98681640625,22105432727
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2025-03-06,2202.476806640625,2319.396240234375,2177.677001953125,2241.906494140625,18509069102
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2025-03-07,2138.987548828125,2254.232421875,2103.47265625,2202.498291015625,22425792863
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2025-03-08,2201.51025390625,2232.3271484375,2107.72802734375,2139.7978515625,10533204814
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2025-03-09,2015.5091552734375,2210.313720703125,1991.1934814453125,2201.708740234375,16103964994
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2025-03-10,1861.1513671875,2150.706298828125,1812.766845703125,2015.430419921875,35005066442
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2025-03-11,1919.844970703125,1961.7977294921875,1760.9417724609375,1859.7777099609375,30898385863
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2025-03-12,1908.982666015625,1954.5711669921875,1832.01904296875,1919.664794921875,22898872951
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2025-03-13,1862.9696044921875,1919.688232421875,1823.525390625,1909.015380859375,17977225564
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2025-03-14,1909.467529296875,1945.0914306640625,1861.10595703125,1862.9979248046875,12122715282
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2025-03-15,1937.3946533203125,1955.2384033203125,1904.9656982421875,1909.528076171875,6456484591
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2025-03-16,1887.43505859375,1940.474365234375,1863.489013671875,1937.384765625,9292997638
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2025-03-17,1927.0029296875,1951.6259765625,1880.484375,1887.44921875,10436892087
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2025-03-18,1932.54345703125,1935.1820068359375,1872.5089111328125,1927.0057373046875,10170844746
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2025-03-19,2057.7490234375,2068.764404296875,1928.24951171875,1932.5445556640625,20065206266
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2025-03-20,1982.099853515625,2067.483642578125,1952.2432861328125,2057.951171875,13217865782
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2025-03-21,1964.8475341796875,1994.8914794921875,1937.2115478515625,1981.85302734375,9708125480
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2025-03-22,1980.037841796875,2005.0411376953125,1964.27099609375,1964.9404296875,6117036512
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2025-03-23,2005.2991943359375,2019.889404296875,1977.7093505859375,1979.983642578125,7522339707
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2025-03-24,2077.47900390625,2101.9833984375,1978.7637939453125,2005.7183837890625,14044912402
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2025-03-25,2067.76416015625,2096.518310546875,2038.64453125,2078.568115234375,11735658914
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2025-03-26,2009.1893310546875,2078.369140625,1982.412353515625,2067.5087890625,13178523590
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2025-03-27,2002.357421875,2037.3961181640625,1987.7177734375,2008.9405517578125,11593274543
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2025-03-28,1895.5029296875,2015.454345703125,1863.0106201171875,2002.4105224609375,18160526498
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2025-03-29,1827.3203125,1911.90087890625,1799.2008056640625,1895.5496826171875,12194771785
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2025-03-30,1806.2186279296875,1847.570556640625,1769.4127197265625,1827.31103515625,9854857162
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2025-03-31,1823.47998046875,1852.5513916015625,1778.6922607421875,1806.3165283203125,15765030938
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2025-04-01,1905.491455078125,1926.302978515625,1820.350341796875,1823.5623779296875,15001220420
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2025-04-02,1795.313232421875,1951.1802978515625,1782.76025390625,1905.484619140625,22593742104
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2025-04-03,1815.63720703125,1844.071044921875,1751.380859375,1794.97607421875,16450974373
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2025-04-04,1815.335205078125,1833.956787109375,1760.588623046875,1815.60986328125,18061720814
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2025-04-05,1805.9732666015625,1826.298583984375,1767.5135498046875,1815.344970703125,6374712479
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2025-04-06,1576.72802734375,1815.5748291015625,1539.43798828125,1805.9630126953125,22154445576
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2025-04-07,1555.240966796875,1634.0411376953125,1415.37353515625,1576.9498291015625,46073959047
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2025-04-08,1472.5531005859375,1617.33984375,1447.610107421875,1554.93212890625,21315312919
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2025-04-09,1668.0400390625,1687.18798828125,1386.79931640625,1472.6014404296875,39252195855
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2025-04-10,1522.518798828125,1669.3941650390625,1474.9141845703125,1668.2017822265625,21379604307
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2025-04-11,1567.1497802734375,1587.53857421875,1505.001953125,1522.4730224609375,14871838813
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2025-04-12,1643.528564453125,1666.017578125,1546.819580078125,1567.15576171875,12110995013
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2025-04-13,1596.685791015625,1648.2867431640625,1564.8388671875,1643.5010986328125,13909890792
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2025-04-14,1622.7698974609375,1689.8575439453125,1596.0865478515625,1596.8818359375,16518325094
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2025-04-15,1588.6324462890625,1659.836181640625,1585.2291259765625,1622.7718505859375,13175452875
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2025-04-16,1578.1053466796875,1610.7821044921875,1540.0338134765625,1589.031005859375,15339621551
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2025-04-17,1582.54833984375,1615.306884765625,1564.1956787109375,1578.01416015625,11312160796
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2025-04-18,1588.9246826171875,1599.4168701171875,1573.9039306640625,1582.397216796875,7123507323
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2025-04-19,1612.9228515625,1629.051513671875,1585.4730224609375,1588.9697265625,7168138700
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2025-04-20,1587.5142822265625,1618.436767578125,1566.6915283203125,1612.966064453125,7642784469
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2025-04-21,1579.7344970703125,1656.11962890625,1566.1474609375,1587.4609375,15403785611
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2025-04-22,1757.3316650390625,1773.63916015625,1542.0003662109375,1579.815185546875,23747917555
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2025-04-23,1796.104248046875,1829.7099609375,1746.924072265625,1757.196533203125,22904644756
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2025-04-24,1769.8316650390625,1801.69140625,1724.74072265625,1795.9794921875,15207402759
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2025-04-25,1786.634521484375,1826.696044921875,1740.3319091796875,1770.003662109375,17459399281
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2025-04-26,1821.881103515625,1839.363037109375,1781.473876953125,1786.532958984375,11926379867
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2025-04-27,1792.864990234375,1856.44384765625,1785.902099609375,1822.175537109375,11321944113
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2025-04-28,1798.851806640625,1827.4822998046875,1747.726806640625,1792.4461669921875,17043640437
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2025-04-29,1799.1756591796875,1842.0330810546875,1782.28125,1798.9122314453125,14734257744
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2025-04-30,1793.775390625,1816.68994140625,1736.1429443359375,1799.2091064453125,14810431362
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2025-05-01,1839.2215576171875,1872.9395751953125,1793.151123046875,1794.041015625,15861442721
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2025-05-02,1842.7078857421875,1869.530029296875,1814.73046875,1839.1748046875,13570171872
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2025-05-03,1833.8397216796875,1848.246826171875,1812.815673828125,1842.7181396484375,8344452620
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2025-05-04,1808.59423828125,1849.99853515625,1804.4951171875,1833.647216796875,8918979887
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2025-05-05,1819.697509765625,1832.05078125,1783.3148193359375,1808.7049560546875,11389336489
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2025-05-06,1815.0875244140625,1820.796630859375,1753.3154296875,1819.7340087890625,13206516310
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2025-05-07,1811.606689453125,1849.658447265625,1788.6873779296875,1815.0189208984375,50540755039
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2025-05-08,2206.5146484375,2222.20556640625,1809.4569091796875,1811.54638671875,37777245241
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2025-05-09,2345.50732421875,2486.0068359375,2186.054443359375,2206.128173828125,43766026875
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2025-05-10,2582.422607421875,2597.54345703125,2320.235107421875,2345.760498046875,30265913403
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2025-05-11,2510.23779296875,2603.264404296875,2441.730712890625,2582.71044921875,26496368543
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2025-05-12,2496.397705078125,2620.897216796875,2411.594482421875,2510.289306640625,32121858921
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2025-05-13,2680.129638671875,2736.89013671875,2418.32568359375,2496.33740234375,33528741590
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2025-05-14,2610.063232421875,2721.949951171875,2549.68505859375,2680.26220703125,26602676588
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2025-05-15,2546.85693359375,2645.07421875,2482.212890625,2610.02783203125,26637688883
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2025-05-16,2536.297607421875,2645.60791015625,2532.027099609375,2547.058349609375,21298907763
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2025-05-17,2475.75439453125,2537.78173828125,2449.0693359375,2536.297607421875,18830706230
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2025-05-18,2498.233642578125,2585.697021484375,2344.668212890625,2475.76953125,25005164865
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2025-05-19,2529.166748046875,2545.461181640625,2353.427001953125,2498.800048828125,27351331811
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2025-05-20,2524.173095703125,2585.619873046875,2446.44677734375,2529.135009765625,23453322578
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2025-05-21,2552.34716796875,2614.060791015625,2454.537841796875,2524.1591796875,31952904125
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2025-05-22,2664.156982421875,2691.102294921875,2546.434814453125,2552.766845703125,26596978352
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2025-05-23,2526.44189453125,2731.220703125,2504.87353515625,2664.08203125,30536501878
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2025-05-24,2530.646240234375,2575.13134765625,2516.01806640625,2526.387939453125,11380899856
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2025-05-25,2551.763916015625,2553.869140625,2467.880126953125,2530.89013671875,14556431364
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2025-05-26,2564.138427734375,2598.566650390625,2530.321533203125,2551.380859375,14936610009
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2025-05-27,2663.06982421875,2712.28515625,2512.588623046875,2564.140869140625,26264200536
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2025-05-28,2682.212890625,2688.7421875,2611.160888671875,2663.01025390625,19087366068
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2025-05-29,2632.65478515625,2784.75244140625,2620.982666015625,2681.84326171875,27567479811
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2025-05-30,2529.943603515625,2648.2607421875,2510.163818359375,2632.8359375,24599403943
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2025-05-31,2529.08740234375,2550.483642578125,2484.215576171875,2529.833984375,13992843765
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2025-06-01,2536.266357421875,2547.77294921875,2472.540771484375,2529.0966796875,13287852482
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2025-06-02,2607.097412109375,2615.515625,2477.292724609375,2536.184814453125,16744168824
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2025-06-03,2593.2802734375,2652.418701171875,2582.25048828125,2607.197509765625,18291179016
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2025-06-04,2608.64306640625,2677.970458984375,2585.73779296875,2593.482666015625,18621211035
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2025-06-05,2416.28564453125,2640.60400390625,2395.753662109375,2608.607177734375,26194462737
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2025-06-06,2477.19482421875,2530.391845703125,2387.608642578125,2416.455078125,19407449565
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2025-06-07,2526.50537109375,2543.048828125,2459.13720703125,2477.183349609375,11664303387
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2025-06-08,2510.787109375,2547.467041015625,2493.920166015625,2526.193359375,12097170203
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2025-06-09,2681.51708984375,2693.806640625,2479.867919921875,2510.838134765625,20605172560
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2025-06-10,2813.517578125,2824.80810546875,2658.67724609375,2681.285400390625,35555755055
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2025-06-11,2773.529296875,2877.62939453125,2746.4599609375,2813.73974609375,30705408054
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2025-06-12,2651.795166015625,2784.2626953125,2619.966552734375,2773.597900390625,25924959613
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2025-06-13,2579.486083984375,2651.91552734375,2443.962646484375,2651.91552734375,37986747138
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2025-06-14,2533.444091796875,2580.158203125,2491.49072265625,2579.721435546875,14285000473
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2025-06-15,2546.837158203125,2558.677734375,2493.20458984375,2533.183349609375,13961893828
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2025-06-16,2540.60498046875,2680.087646484375,2517.145263671875,2547.226806640625,22792449577
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2025-06-17,2510.761474609375,2617.9013671875,2456.64892578125,2540.314453125,25653232897
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2025-06-18,2524.301513671875,2546.62744140625,2469.05029296875,2510.81689453125,19873957905
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2025-06-19,2521.653564453125,2546.76953125,2486.101806640625,2524.404052734375,12782730709
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2025-06-20,2407.30419921875,2569.0146484375,2371.474365234375,2521.5263671875,22592586688
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2025-06-21,2300.49560546875,2448.41162109375,2222.8125,2407.34765625,16108791762
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2025-06-22,2228.213134765625,2313.85302734375,2116.681396484375,2298.8427734375,28458151601
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2025-06-23,2421.824951171875,2434.23974609375,2191.418212890625,2228.484619140625,26247439429
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2025-06-24,2448.0087890625,2481.222900390625,2379.5693359375,2421.83056640625,19539047009
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2025-06-25,2419.310302734375,2468.677978515625,2394.607421875,2448.7373046875,17158118625
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2025-06-26,2416.146728515625,2519.619873046875,2399.533935546875,2419.15478515625,18300413888
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2025-06-27,2423.866943359375,2463.15478515625,2386.324951171875,2416.023193359375,15309834970
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2025-06-28,2437.109375,2448.191650390625,2407.76171875,2423.92529296875,8273074809
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2025-06-29,2500.9599609375,2523.320556640625,2417.625244140625,2437.11474609375,12500580479
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2025-06-30,2486.46435546875,2521.720458984375,2438.054931640625,2500.60546875,16859727663
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2025-07-01,2405.792724609375,2500.591796875,2389.81591796875,2486.428466796875,15025451796
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2025-07-02,2571.33544921875,2616.78369140625,2378.3935546875,2405.857421875,22792512025
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2025-07-03,2591.00732421875,2635.192138671875,2558.58251953125,2570.796630859375,20873559425
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2025-07-04,2508.518310546875,2601.11962890625,2475.7548828125,2590.845703125,17222740209
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2025-07-05,2517.280029296875,2529.84228515625,2489.00244140625,2508.095947265625,9289382302
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2025-07-06,2571.236572265625,2603.064697265625,2505.370849609375,2517.280029296875,13190436110
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2025-07-07,2543.01318359375,2589.324951171875,2517.903564453125,2571.395263671875,18440266947
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2025-07-08,2615.505859375,2626.66455078125,2525.437744140625,2542.97265625,17537487206
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2025-07-09,2770.777587890625,2794.5185546875,2591.947021484375,2615.505859375,27229452849
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2025-07-10,2954.84521484375,2995.152099609375,2757.2666015625,2770.7373046875,33929201261
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2025-07-11,2957.88623046875,3038.14111328125,2916.95654296875,2954.832763671875,36226558863
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2025-07-12,2942.91162109375,2979.780029296875,2907.193603515625,2958.333740234375,16317198254
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2025-07-13,2973.35888671875,3016.3935546875,2938.736572265625,2942.853515625,17361753131
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2025-07-14,3013.350830078125,3079.985595703125,2965.32373046875,2973.22509765625,36349290556
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2025-07-15,3139.8896484375,3142.42724609375,2934.371337890625,3013.29345703125,39013656112
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2025-07-16,3371.5068359375,3422.60302734375,3102.477783203125,3139.8896484375,46771354461
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2025-07-17,3476.784423828125,3521.685302734375,3315.9990234375,3371.5068359375,47532846793
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2025-07-18,3549.016357421875,3674.855224609375,3463.38623046875,3476.1240234375,59198465810
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2025-07-19,3595.273681640625,3608.275634765625,3512.97314453125,3548.926025390625,26031719746
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2025-07-20,3759.471435546875,3819.398681640625,3582.349609375,3595.240478515625,44600451066
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2025-07-21,3763.371337890625,3856.76708984375,3705.353759765625,3758.920654296875,42611467663
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2025-07-22,3749.1455078125,3798.100341796875,3624.140380859375,3762.882080078125,45248868820
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2025-07-23,3629.70361328125,3765.0263671875,3532.8564453125,3749.238525390625,41283228953
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2025-07-24,3708.005615234375,3771.381591796875,3514.999267578125,3629.731689453125,40377960354
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2025-07-25,3727.266845703125,3744.820068359375,3579.962890625,3708.005615234375,42264509577
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2025-07-26,3741.39599609375,3789.789794921875,3702.774169921875,3727.2373046875,24635287361
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2025-07-27,3875.24658203125,3876.93359375,3733.681640625,3741.25732421875,28897450394
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2025-07-28,3787.42578125,3940.652099609375,3756.515869140625,3875.255859375,35831336149
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2025-07-29,3793.454833984375,3883.997802734375,3716.88330078125,3788.319580078125,35540435995
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2025-07-30,3808.20166015625,3832.884033203125,3683.14453125,3793.58251953125,34392494235
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2025-07-31,3696.707763671875,3877.47021484375,3685.004150390625,3808.24609375,32839839444
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2025-08-01,3488.365966796875,3722.585693359375,3432.3798828125,3696.144287109375,46261558200
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2025-08-02,3392.7412109375,3535.558837890625,3370.943115234375,3487.956787109375,30165065282
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2025-08-03,3497.379150390625,3520.831298828125,3357.93896484375,3392.744384765625,19363593865
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2025-08-04,3718.986083984375,3734.9775390625,3491.554931640625,3497.613037109375,30905749658
|
||||
2025-08-05,3611.8994140625,3720.656494140625,3547.62109375,3719.81787109375,32778742296
|
||||
2025-08-06,3683.920654296875,3698.124755859375,3567.095947265625,3612.038818359375,26924415763
|
||||
2025-08-07,3914.325927734375,3926.204345703125,3650.365966796875,3684.06201171875,38627826066
|
||||
2025-08-08,4009.848876953125,4068.84765625,3882.443115234375,3914.110595703125,45460293892
|
||||
2025-08-09,4263.59912109375,4323.76123046875,4007.709228515625,4009.150634765625,45279715746
|
||||
2025-08-10,4254.2177734375,4332.21044921875,4163.9404296875,4263.552734375,36173931367
|
||||
2025-08-11,4226.966796875,4362.0927734375,4168.875,4254.2314453125,49989853803
|
||||
2025-08-12,4590.9248046875,4634.05517578125,4222.3623046875,4227.20703125,57237189036
|
||||
2025-08-13,4756.27587890625,4784.6689453125,4566.23876953125,4590.65771484375,62550014642
|
||||
2025-08-14,4548.16650390625,4788.5517578125,4461.28173828125,4756.04345703125,75681632806
|
||||
2025-08-15,4439.98876953125,4667.72998046875,4375.54541015625,4549.07568359375,55445715824
|
||||
2025-08-16,4426.18017578125,4493.1494140625,4379.16455078125,4439.998046875,26816931514
|
||||
2025-08-17,4473.271484375,4575.87646484375,4400.71337890625,4426.259765625,31348101438
|
||||
2025-08-18,4312.5048828125,4484.009765625,4229.3798828125,4473.33056640625,53518423360
|
||||
2025-08-19,4073.464111328125,4355.0751953125,4070.535400390625,4312.5302734375,50440367102
|
||||
2025-08-20,4334.50048828125,4376.78955078125,4064.965087890625,4073.168212890625,49577862965
|
||||
2025-08-21,4223.2099609375,4338.826171875,4205.77685546875,4334.5673828125,33618359942
|
||||
2025-08-22,4831.3486328125,4884.22802734375,4209.47216796875,4223.73095703125,75965521535
|
||||
2025-08-23,4776.09033203125,4831.61083984375,4669.72509765625,4831.08837890625,36503623278
|
||||
2025-08-24,4779.6474609375,4953.73291015625,4714.47265625,4776.70458984375,52405003873
|
||||
2025-08-25,4372.98779296875,4796.35009765625,4343.947265625,4779.76953125,63936163545
|
||||
2025-08-26,4600.4267578125,4632.0732421875,4316.30078125,4372.88037109375,53829747706
|
||||
2025-08-27,4503.39306640625,4659.9873046875,4489.2978515625,4600.51025390625,43509902322
|
||||
2025-08-28,4507.177734375,4629.03125,4435.109375,4503.63134765625,36045274078
|
||||
2025-08-29,4360.15283203125,4513.859375,4272.45947265625,4507.63134765625,46899991962
|
||||
2025-08-30,4374.1533203125,4413.27490234375,4264.1953125,4360.0888671875,25883112278
|
||||
2025-08-31,4390.01904296875,4497.1767578125,4373.5966796875,4374.8935546875,26683044984
|
||||
2025-09-01,4314.47021484375,4490.3466796875,4221.24755859375,4389.6259765625,37530746508
|
||||
2025-09-02,4325.36572265625,4414.93408203125,4260.45947265625,4314.39111328125,39884692334
|
||||
2025-09-03,4450.38916015625,4489.19873046875,4286.2060546875,4324.6962890625,35260873497
|
||||
2025-09-04,4298.744140625,4483.451171875,4268.5888671875,4450.2158203125,34919798552
|
||||
2025-09-05,4306.98876953125,4484.361328125,4258.0498046875,4298.8369140625,44163736676
|
||||
2025-09-06,4274.2421875,4327.43994140625,4244.7548828125,4306.97314453125,18108246446
|
||||
2025-09-07,4305.34765625,4334.2744140625,4271.5341796875,4274.1669921875,17426783536
|
||||
2025-09-08,4308.072265625,4381.27490234375,4279.97216796875,4305.38134765625,32277142378
|
||||
2025-09-09,4309.04150390625,4381.2265625,4277.85302734375,4308.283203125,30703320925
|
||||
2025-09-10,4349.14599609375,4450.41796875,4286.0625,4309.091796875,39521365146
|
||||
2025-09-11,4461.2333984375,4471.69873046875,4339.716796875,4349.2001953125,35959212991
|
||||
2025-09-12,4715.24609375,4734.27392578125,4453.28466796875,4461.4794921875,43839753626
|
||||
2025-09-13,4668.1796875,4763.361328125,4609.12548828125,4714.70361328125,34843845977
|
||||
2025-09-14,4609.59765625,4690.64208984375,4581.84716796875,4668.17138671875,28394160275
|
||||
2025-09-15,4526.8203125,4670.5302734375,4469.861328125,4609.72314453125,40224062009
|
||||
2025-09-16,4503.564453125,4537.599609375,4428.330078125,4526.078125,32761501436
|
||||
2025-09-17,4592.7333984375,4617.23486328125,4429.64453125,4503.6357421875,44120899417
|
||||
2025-09-18,4589.9189453125,4643.97265625,4556.27001953125,4592.44287109375,33497259158
|
||||
2025-09-19,4470.9169921875,4620.79296875,4443.2646484375,4589.505859375,30352619653
|
||||
2025-09-20,4482.265625,4509.81201171875,4459.1591796875,4470.978515625,18056494322
|
||||
2025-09-21,4451.3291015625,4499.38916015625,4447.119140625,4482.583984375,19330306133
|
||||
2025-09-22,4202.87744140625,4457.08251953125,4092.396728515625,4451.58056640625,58221334533
|
||||
2025-09-23,4165.50390625,4227.7314453125,4120.8154296875,4203.021484375,32460075911
|
||||
2025-09-24,4153.46923828125,4206.90185546875,4081.34765625,4165.41259765625,33538388785
|
||||
2025-09-25,3868.333984375,4162.0625,3829.0107421875,4153.52099609375,68963092031
|
||||
2025-09-26,4035.887939453125,4069.168701171875,3868.43359375,3868.69091796875,47873508328
|
||||
2025-09-27,4018.658203125,4038.45166015625,3975.758056640625,4035.91455078125,20382555776
|
||||
2025-09-28,4141.4765625,4143.00390625,3969.79296875,4018.65966796875,24631307054
|
||||
2025-09-29,4217.341796875,4234.78271484375,4087.92724609375,4141.3564453125,38560429932
|
||||
2025-09-30,4145.95751953125,4238.67138671875,4095.443603515625,4217.05517578125,37679153330
|
||||
2025-10-01,4351.1123046875,4351.1123046875,4125.5419921875,4146.03369140625,46161664723
|
||||
2025-10-02,4487.923828125,4517.6650390625,4336.5263671875,4352.24072265625,48074066058
|
||||
2025-10-03,4514.87060546875,4591.44384765625,4431.47900390625,4486.9345703125,49603450230
|
||||
2025-10-04,4489.197265625,4519.52685546875,4444.0126953125,4514.9091796875,21832270764
|
||||
2025-10-05,4515.4228515625,4616.533203125,4472.138671875,4489.05322265625,44880806324
|
||||
2025-10-06,4687.771484375,4736.208984375,4492.8701171875,4515.30078125,44992456374
|
||||
2025-10-07,4451.15185546875,4755.22021484375,4443.5712890625,4687.7099609375,54879425294
|
||||
2025-10-08,4527.64794921875,4556.2216796875,4417.76806640625,4451.10791015625,40456628235
|
||||
2025-10-09,4369.1435546875,4531.716796875,4273.5595703125,4526.9609375,47903074596
|
||||
2025-10-10,3843.0087890625,4395.57080078125,3460.222412109375,4369.0654296875,97736621123
|
||||
2025-10-11,3750.611572265625,3882.241455078125,3652.7900390625,3840.96044921875,62475475938
|
||||
2025-10-12,4164.427734375,4195.3974609375,3701.478271484375,3750.946044921875,61216174681
|
||||
2025-10-13,4245.4677734375,4292.845703125,4061.224609375,4164.04931640625,50253782420
|
||||
2025-10-14,4125.412109375,4265.10546875,3895.9736328125,4245.37255859375,67094148347
|
||||
2025-10-15,3987.45947265625,4213.85595703125,3935.161376953125,4125.361328125,50462889453
|
||||
2025-10-16,3894.75439453125,4079.648193359375,3829.654052734375,3987.14892578125,49147390731
|
||||
2025-10-17,3832.558837890625,3950.56689453125,3678.620361328125,3894.377685546875,57404271888
|
||||
2025-10-18,3890.34619140625,3927.24560546875,3822.266357421875,3833.009521484375,23815676385
|
||||
2025-10-19,3984.649658203125,4029.35546875,3843.77294921875,3890.58349609375,32870655221
|
||||
2025-10-20,3980.76025390625,4084.15966796875,3911.726318359375,3984.6962890625,40224612563
|
||||
2025-10-21,3876.76416015625,4109.533203125,3843.227783203125,3980.740478515625,49960290350
|
||||
2025-10-22,3808.122314453125,3890.63232421875,3718.0771484375,3877.363037109375,46173305673
|
||||
2025-10-23,3856.0263671875,3930.974853515625,3801.241455078125,3808.0849609375,36361652714
|
||||
2025-10-24,3934.5673828125,4002.561767578125,3849.724853515625,3856.033203125,34090708715
|
||||
2025-10-25,3953.470947265625,3967.6455078125,3914.640625,3934.489990234375,15245229017
|
||||
2025-10-26,4157.9892578125,4177.310546875,3923.192626953125,3953.437255859375,29120786315
|
||||
2025-10-27,4120.1220703125,4250.669921875,4099.56982421875,4158.0107421875,40271333201
|
||||
2025-10-28,3982.262451171875,4173.50537109375,3940.834228515625,4120.27490234375,39684155177
|
||||
2025-10-29,3903.35302734375,4036.35302734375,3849.538818359375,3980.759033203125,35255876156
|
||||
2025-10-30,3804.375244140625,3948.22265625,3681.909423828125,3903.322509765625,39981939289
|
||||
2025-10-31,3847.080322265625,3900.580322265625,3797.669189453125,3805.082763671875,37800100395
|
||||
2025-11-01,3874.18798828125,3906.7802734375,3832.634765625,3847.17138671875,17490279524
|
||||
2025-11-02,3911.063232421875,3914.87548828125,3839.997314453125,3873.894287109375,20479611654
|
||||
2025-11-03,3602.30810546875,3912.63330078125,3560.263671875,3911.747802734375,53091469560
|
||||
2025-11-04,3292.574462890625,3652.687255859375,3063.0869140625,3602.040771484375,76827517773
|
||||
2025-11-05,3425.171142578125,3479.8095703125,3170.513916015625,3292.148193359375,46955882330
|
||||
2025-11-06,3312.2578125,3454.3359375,3245.28173828125,3425.361083984375,36731850433
|
||||
2025-11-07,3435.301025390625,3471.804931640625,3195.896728515625,3312.029296875,42609994022
|
||||
2025-11-08,3400.3759765625,3482.268310546875,3357.713134765625,3435.1474609375,23613870398
|
||||
2025-11-09,3582.621337890625,3616.43701171875,3359.717529296875,3400.0986328125,28821543888
|
||||
2025-11-10,3568.4599609375,3656.14892578125,3508.98583984375,3583.44482421875,35638045619
|
||||
2025-11-11,3415.2822265625,3644.5283203125,3404.86181640625,3568.47265625,39734688531
|
||||
2025-11-12,3413.09423828125,3586.013916015625,3373.711669921875,3415.7958984375,34898956623
|
||||
2025-11-13,3232.757080078125,3561.86083984375,3156.03076171875,3412.994873046875,50283416669
|
||||
2025-11-14,3103.78564453125,3252.660888671875,3071.970703125,3232.295166015625,47003809463
|
||||
2025-11-15,3166.63134765625,3227.690185546875,3104.230224609375,3104.230224609375,19932940649
|
||||
2025-11-16,3092.847412109375,3244.837646484375,3007.07275390625,3166.79345703125,30987886524
|
||||
2025-11-17,3024.538818359375,3218.13037109375,2957.3095703125,3092.941650390625,41026793235
|
||||
2025-11-18,3122.97900390625,3167.9326171875,2948.329345703125,3024.4140625,41581494270
|
||||
2025-11-19,3023.07080078125,3122.64599609375,2871.22802734375,3122.64599609375,40229739844
|
||||
2025-11-20,2831.777587890625,3057.78857421875,2790.597900390625,3022.885498046875,43917885207
|
||||
2025-11-21,2765.69921875,2880.60302734375,2626.87158203125,2829.2646484375,51476486049
|
||||
2025-11-22,2767.607421875,2795.4267578125,2704.502197265625,2766.090576171875,15408928941
|
||||
2025-11-23,2801.676025390625,2856.446533203125,2767.472900390625,2767.594970703125,20358404499
|
||||
2025-11-24,2952.71337890625,2982.822021484375,2763.3779296875,2801.204345703125,32491657389
|
||||
2025-11-25,2957.936279296875,2978.704345703125,2857.8359375,2952.58447265625,23336017779
|
||||
2025-11-26,3027.81201171875,3043.927001953125,2889.890625,2958.32958984375,21433162961
|
||||
2025-11-27,3014.542236328125,3070.73193359375,2987.19775390625,3027.799072265625,16972780500
|
||||
2025-11-28,3032.304443359375,3095.033203125,2995.76513671875,3014.543701171875,20659958964
|
||||
2025-11-29,2991.685302734375,3051.962890625,2966.850830078125,3032.29541015625,12775481230
|
||||
2025-11-30,2992.112548828125,3051.597900390625,2978.826171875,2991.375244140625,11530446514
|
||||
2025-12-01,2800.18896484375,2996.8818359375,2720.4365234375,2991.923095703125,36679598313
|
||||
2025-12-02,2997.939697265625,3032.76123046875,2784.390625,2800.22314453125,26593645111
|
||||
2025-12-03,3191.57177734375,3212.559814453125,2988.14208984375,2997.801513671875,29949301036
|
||||
2025-12-04,3134.31640625,3238.555419921875,3071.31005859375,3188.343505859375,27434991113
|
||||
2025-12-05,3024.432861328125,3192.45703125,2989.83154296875,3134.357421875,28000268228
|
||||
2025-12-06,3040.207763671875,3067.661376953125,3013.98193359375,3024.487548828125,10962819760
|
||||
2025-12-07,3061.3017578125,3148.7734375,2930.645263671875,3040.17919921875,20383496376
|
||||
2025-12-08,3125.197998046875,3177.86767578125,3043.703857421875,3061.013671875,25262165670
|
||||
2025-12-09,3321.114990234375,3395.838623046875,3092.87646484375,3124.942626953125,32012553374
|
||||
2025-12-10,3325.39013671875,3446.622802734375,3290.14697265625,3321.2041015625,30694387989
|
||||
2025-12-11,3237.056884765625,3327.344482421875,3149.034423828125,3324.38671875,29066243707
|
||||
2025-12-12,3084.172607421875,3265.37255859375,3050.267333984375,3237.025634765625,24391003174
|
||||
2025-12-13,3116.6953125,3134.849365234375,3080.07861328125,3084.129638671875,9916869400
|
||||
2025-12-14,3060.5947265625,3128.622802734375,3034.692626953125,3116.743896484375,15619543350
|
||||
2025-12-15,2942.100341796875,3171.243896484375,2910.380126953125,3062.03076171875,29388769280
|
||||
|
Binary file not shown.
|
|
@ -0,0 +1,8 @@
|
|||
streamlit
|
||||
joblib
|
||||
pandas
|
||||
numpy
|
||||
scikit-learn
|
||||
tensorflow
|
||||
yfinance>=0.2.40
|
||||
matplotlib
|
||||
Binary file not shown.
|
|
@ -0,0 +1,40 @@
|
|||
# File: test_koneksi.py
|
||||
|
||||
import yfinance as yf
|
||||
import datetime
|
||||
|
||||
print("🚀 Memulai skrip pengujian koneksi yfinance...")
|
||||
|
||||
# Gunakan ticker yang umum dan tanggal yang baru
|
||||
ticker_symbol = "ETH-USD"
|
||||
start_date = "2024-01-01"
|
||||
|
||||
print(f"Mencoba mengunduh data untuk ticker: {ticker_symbol}")
|
||||
print(f"Tanggal mulai: {start_date}")
|
||||
print("-" * 30)
|
||||
|
||||
try:
|
||||
# Kita akan mencoba mengunduh data dengan cara yang paling dasar
|
||||
data = yf.download(
|
||||
tickers=ticker_symbol,
|
||||
start=start_date,
|
||||
progress=True # Kita aktifkan progress bar untuk melihat aktivitas jaringan
|
||||
)
|
||||
|
||||
print("-" * 30)
|
||||
|
||||
# Periksa hasil unduhan
|
||||
if data.empty:
|
||||
print("❌ HASIL: GAGAL. yfinance tidak menerima data apa pun.")
|
||||
print("Ini mengindikasikan kemungkinan adanya masalah pada jaringan, firewall, atau DNS.")
|
||||
else:
|
||||
print(f"✅ HASIL: SUKSES! Berhasil menerima {len(data)} baris data.")
|
||||
print("Berikut adalah 5 baris pertama data yang diterima:")
|
||||
print(data.head())
|
||||
|
||||
except Exception as e:
|
||||
print(f"🚨 TERJADI ERROR KRITIS SAAT EKSEKUSI 🚨")
|
||||
print(f"Detail Error: {e}")
|
||||
print("Error ini menunjukkan adanya masalah fundamental saat mencoba menghubungi server Yahoo Finance.")
|
||||
|
||||
print("\n🔬 Tes Selesai.")
|
||||
Loading…
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