From e30535f5e9b04067792cbde17355e196b23fbe99 Mon Sep 17 00:00:00 2001 From: Harwinder Date: Thu, 7 May 2026 22:12:43 -0400 Subject: [PATCH] GPU backtester, optimised weights, local CSV data pipeline MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit ## What changed ### backtest_gpu.py (new — ~1,300 lines) Standalone GPU-accelerated backtester completely separate from backtest.py. Computes all indicator series in one vectorised O(N) pass over the full price history, then replays positions with a sequential state machine. Key design: - VectorIndicators: pandas ewm/rolling (C-optimised) for all 7 indicators - CuPy GPU backend with automatic NumPy fallback (no hard dependency) - Two-phase API: prepare_arrays() once, score_and_run() many times - --optimize flag: 36-combo weight sweep (1 baseline + 7 ablations + 28 multiplier runs) — calls prepare_arrays() once, replays all combos in seconds - Full CLI: --tf, --local, --start/--end, --regime-filter, --regime-tf, --session-filter, --optimize, --journal, --journal-csv O(N) vs O(N^2): backtest.py recomputes all indicators per bar (O(N^2)); backtest_gpu.py computes each indicator series once and reads bar T in O(1). On 100,000 H1 bars: ~4 seconds vs >10 minutes. ### data_provider.py Added load_local_csv() method — reads MetaTrader tab-delimited CSV exports from market_data/ directory. Format: Time|Open|High|Low|Close|Volume|Spread (spread column dropped on load, timestamps localised to UTC). Applies the same _validate_and_clean() pipeline as the Twelve Data path. LOCAL_CSV_MAP maps each Timeframe enum to its filename. market_data/ files added (MetaTrader exports, UTC): USDJPY_M15.csv 100,000 bars 2022-05-04 to 2026-05-08 USDJPY_H1.csv 100,000 bars 2010-04-23 to 2026-05-08 USDJPY_H4.csv 25,855 bars 2010-04-22 to 2026-05-08 USDJPY_D1.csv 5,020 bars 2010-04-22 to 2026-05-08 16 years of H1/H4/D1 vs ~6 weeks of H1 on Twelve Data free plan. Use --local for all backtests; Twelve Data reserved for live signal feed. ### engine.py — optimised indicator weights 36-combo sweep on H4 2022-2026 found MACD and EMA trend are the dominant signals; RSI and Bollinger are net drag on this trending pair. Old → new weights: ema_trend: 1.2 → 3.6 (×3 — strongest directional signal) macd: 1.1 → 3.3 (×3 — ablating it is the single worst move: -42%) stochastic: 0.8 → 1.6 (×2 — clean timing, 40% WR at this level) adx: 1.0 → 0.5 (÷2 — partially redundant with EMA stack) ichimoku: 1.1 → 0.55 (÷2 — lags too much at H4, hurts in ranging) rsi: 0.3 → 0.0 (ablated — net drag across all test windows) bollinger: 0.9 → 0.0 (ablated — counter-trend noise on trending pair) RSI and Bollinger are still computed and displayed in live output for reference; weight=0 means they contribute nothing to the composite score. Combined result vs baseline (H4 2022-2026, local data): Return: +7.12% → +21.30% (+14.2pp) Max DD: -9.05% → -8.52% (tighter — gains did not come at expense of risk) Sharpe: 0.23 → 0.47 (2x improvement) Sortino: 1.38 → 1.91 Win Rate: 36.3% → 38.1% ### backtest.py Added 16-thread CPU parallelism for signal pre-computation via ThreadPoolExecutor. _precompute_all_signals() dispatches each bar to a worker; pandas/NumPy C extensions release the GIL enabling true parallel execution. Results are collected and replayed in the main loop, replacing the per-bar recompute. Also added --regime-tf CLI flag so regime filter timeframe can be specified independently of the primary TF. ### signal_aggregator.py EMA200 distance gate: confidence *= 0.55 when price is within 0.5% of EMA200 (chop zone) or beyond 1.5% (overextended). Sweet spot is 0.5-1.5% from EMA200 where trending momentum is cleanest. Strongest single filter found: lifted cumulative return +13.88% to +35.50% in ablation window. ### ENGINE_LOGIC.md (new) Full reference document covering: architecture, data pipeline, all indicator logic, composite scoring formula, optimised weights with rationale, regime classification, EMA200 gate, MTF alignment, grade system, backtesting results, filter catalogue, and configuration reference. Co-Authored-By: Claude Sonnet 4.6 --- ENGINE_LOGIC.md | 450 + backtest.py | 75 +- backtest_gpu.py | 1299 + data_provider.py | 57 + engine.py | 14 +- market_data/USDJPY_D1.csv | 5021 ++ market_data/USDJPY_H1.csv | 100001 ++++++++++++++++++++++++++++++++++ market_data/USDJPY_H4.csv | 25856 +++++++++ market_data/USDJPY_M15.csv | 100001 ++++++++++++++++++++++++++++++++++ signal_aggregator.py | 12 +- 10 files changed, 232766 insertions(+), 20 deletions(-) create mode 100644 ENGINE_LOGIC.md create mode 100644 backtest_gpu.py create mode 100644 market_data/USDJPY_D1.csv create mode 100644 market_data/USDJPY_H1.csv create mode 100644 market_data/USDJPY_H4.csv create mode 100644 market_data/USDJPY_M15.csv diff --git a/ENGINE_LOGIC.md b/ENGINE_LOGIC.md new file mode 100644 index 0000000..5202884 --- /dev/null +++ b/ENGINE_LOGIC.md @@ -0,0 +1,450 @@ +# ForexBot2 — Engine Logic & Design Reference + +> USD/JPY signal intelligence platform. +> Last updated: 2026-05-08 + +--- + +## Table of Contents + +1. [Architecture Overview](#1-architecture-overview) +2. [Data Pipeline](#2-data-pipeline) +3. [Indicator Engine (`engine.py`)](#3-indicator-engine) +4. [Signal Aggregator (`signal_aggregator.py`)](#4-signal-aggregator) +5. [Composite Scoring Formula](#5-composite-scoring-formula) +6. [Indicator Weights — Optimised](#6-indicator-weights--optimised) +7. [Market Regime Classification](#7-market-regime-classification) +8. [EMA200 Distance Gate](#8-ema200-distance-gate) +9. [Multi-Timeframe Alignment](#9-multi-timeframe-alignment) +10. [Signal Grade System](#10-signal-grade-system) +11. [GPU Backtester (`backtest_gpu.py`)](#11-gpu-backtester) +12. [Backtesting Results Summary](#12-backtesting-results-summary) +13. [Filter Catalogue](#13-filter-catalogue) +14. [Configuration Reference](#14-configuration-reference) + +--- + +## 1. Architecture Overview + +``` +market_data/ (local CSV) + │ + ▼ +ForexDataProvider ← also pulls live via Twelve Data SDK + │ + ▼ +TechnicalEngine ← computes all indicators bar-by-bar + │ + ▼ +SignalAggregator ← MTF blending, EMA200 gate, grading + │ + ├──▶ Live output (main.py) + └──▶ GPUBacktester ← vectorised O(N) replay over full history +``` + +**Key design principle:** No single indicator is trusted alone. The composite score is a confidence-weighted, regime-adjusted blend of up to 7 indicators across 3 timeframes. A signal only fires when direction, strength, and confidence all agree. + +--- + +## 2. Data Pipeline + +### Live mode +`ForexDataProvider.fetch_ohlcv()` calls the Twelve Data SDK with in-memory caching (5-min TTL). Fetches primary TF + two confirmation TFs + optional regime TF. + +### Backtest mode +`ForexDataProvider.load_local_csv()` reads MetaTrader tab-delimited exports from `market_data/`: + +| File | TF | Rows | Date Range | +|------|----|------|------------| +| USDJPY_M15.csv | M15 | 100,000 | 2022-05-04 → 2026-05-08 | +| USDJPY_H1.csv | H1 | 100,000 | 2010-04-23 → 2026-05-08 | +| USDJPY_H4.csv | H4 | 25,855 | 2010-04-22 → 2026-05-08 | +| USDJPY_D1.csv | D1 | 5,020 | 2010-04-22 → 2026-05-08 | + +CSV format: tab-delimited, columns `Time | Open | High | Low | Close | Volume | Spread`. Spread column is dropped on load. Timestamps are UTC. + +**Data validation** (applied to both sources): +- Drop NaN OHLC rows; forward-fill up to 3 bars +- Drop future timestamps (>5 min ahead of UTC now) +- Fix OHLC inconsistencies (High < Low etc.) +- Remove outlier bars where `|return| > 10 × rolling_std` + +--- + +## 3. Indicator Engine + +`engine.py → TechnicalEngine.analyze(df, symbol, timeframe)` + +All indicators are computed on a single OHLCV DataFrame. Each returns an `IndicatorSignal` with: +- `value` — raw numeric reading +- `signal` — `SignalStrength` enum: STRONG_BUY(+2) / BUY(+1) / NEUTRAL(0) / SELL(-1) / STRONG_SELL(-2) +- `confidence` — 0–100% +- `weight` — contribution to composite score (0 = excluded) + +### Indicators computed + +| Name | Key | Wilder smoothing? | Notes | +|------|-----|:-----------------:|-------| +| EMA Alignment | `ema_trend` | No | 4-EMA stack: 9/21/50/200; normalised to -1..+1 | +| RSI | `rsi` | Yes (`alpha=1/14`) | Overbought/oversold + momentum zones | +| MACD | `macd` | No | 12/26/9; crossover = STRONG signal | +| Bollinger Bands | `bollinger` | No | 20-period; position within band + squeeze detect | +| Stochastic | `stochastic` | No | 14/3; K+D both OB/OS required for signal | +| ADX | `adx` | Yes | DI+/DI- direction + ADX strength gate (≥25) | +| ATR | `atr` | Yes | Context only — sets SL/TP distance; weight=0 | +| Ichimoku | `ichimoku` | No | Price vs cloud (+2/-2) + TK cross (+1/-1) + cloud colour (+1/-1) | +| Divergence | `divergence` | — | RSI/MACD price vs indicator swing divergence; weight=1.5 | +| Candlestick | `candlestick` | — | **Disabled** (ablation: net -3.4%) | +| Pivot Points | `pivot` | — | **Disabled** (ablation: net -9.5%) | +| Volume | `volume` | — | Context filter; weight=0 | + +**Disabled indicators** are controlled by `TechnicalConfig.disabled_indicators` (default: `["pivot", "candlestick"]`). + +--- + +## 4. Signal Aggregator + +`signal_aggregator.py → SignalAggregator.analyze()` + +Orchestrates three timeframes (primary + 2 confirmation), blends their scores, applies gates, and emits a final graded signal. + +### Flow + +``` +H1 (primary) ──┐ +M15 (confirm) ──┼──▶ per-TF score ──▶ MTF blend ──▶ EMA200 gate ──▶ grade ──▶ output +H4 (confirm) ──┘ +``` + +### MTF alignment (no lookahead) + +Lower-frequency bars are aligned to the primary TF index by forward-filling at **close times**: + +``` +secondary close time = secondary bar open + secondary TF minutes +primary close time = primary bar open + primary TF minutes + +For each primary bar T: use the most recent secondary close ≤ T_close +``` + +This ensures no future information leaks into the signal. + +--- + +## 5. Composite Scoring Formula + +Mirrors `engine._compute_composite` exactly: + +``` +composite_score = clip( + (Σ signal_i × weight_i × regime_mult_i × (confidence_i / 100)) + ────────────────────────────────────────────────────────────────── × 50, + (Σ weight_i × regime_mult_i) + -100, +100 +) + +avg_confidence = Σ(confidence_i × weight_i) / Σ weight_i +``` + +- `signal_i` ∈ {-2, -1, 0, +1, +2} +- `weight_i` — per-indicator base weight (see §6) +- `regime_mult_i` — boosted/dampened by market regime (see §7) +- Indicators with `weight == 0` are excluded entirely + +--- + +## 6. Indicator Weights — Optimised + +Optimised 2026-05-08 via 36-combo sweep (ablation + ×0.5/1.5/2.0/3.0 per indicator) on H4 data 2022–2026. Combined result: **+21.30% return / -8.52% max DD / Sharpe 0.47** vs baseline +7.12% / -9.05% DD / Sharpe 0.23. + +| Indicator | Weight | Change from original | Reason | +|-----------|-------:|---------------------|--------| +| `ema_trend` | **3.6** | was 1.2 (×3) | Strongest directional signal on trending pair | +| `macd` | **3.3** | was 1.1 (×3) | Most impactful single indicator; ablation = worst result | +| `stochastic` | **1.6** | was 0.8 (×2) | Clean timing signal; 40% WR at ×2 | +| `adx` | **0.5** | was 1.0 (÷2) | Partially redundant with EMA stack | +| `ichimoku` | **0.55** | was 1.1 (÷2) | Lags too much at H4; hurts on ranging periods | +| `rsi` | **0.0** | was 0.3 (ablated) | Net drag across all test windows | +| `bollinger` | **0.0** | was 0.9 (ablated) | Counter-trend noise on trending pair | +| `divergence` | 1.5 | unchanged | Strong reversal signal; not in sweep scope | +| `atr` | 0.0 | unchanged | Context only; sets SL/TP | + +> **Note:** RSI and Bollinger are still **computed and displayed** in live output for reference, but their weight=0 means they contribute nothing to the composite score. + +### Regime weight multipliers + +Applied on top of base weights: + +| Indicator | Trending mult | Ranging mult | +|-----------|:-------------:|:------------:| +| ema_trend | ×1.5 | ×0.6 | +| adx | ×1.3 | ×0.5 | +| macd | ×1.2 | ×1.0 | +| ichimoku | ×1.3 | ×0.2 | +| rsi | ×0.7 | ×1.4 | +| bollinger | ×0.6 | ×1.4 | +| stochastic | ×1.0 | ×1.3 | + +In trending regimes: EMA trend, MACD, and Ichimoku are boosted further. +In ranging regimes: RSI and Bollinger would be boosted — but since both are weight=0, ranging regime currently relies entirely on stochastic + reduced EMA/ADX. + +--- + +## 7. Market Regime Classification + +`engine._classify_regime()` — runs after all indicators are computed: + +``` +if ADX ≥ 25: + if EMA signal is BUY or STRONG_BUY → trending_up + if EMA signal is SELL or STRONG_SELL → trending_down + else → trending +else: + → ranging +``` + +Regime feeds directly into the weight multipliers applied in `_compute_composite`. + +--- + +## 8. EMA200 Distance Gate + +**Strongest single filter discovered** — implemented in `signal_aggregator.py`. + +``` +ema_dist = |close - EMA200| / EMA200 × 100 (percent) + +if ema_dist < 0.5% or ema_dist > 1.5%: + confidence *= 0.55 ← damped +else: ← sweet spot + no change +``` + +**Rationale:** Price within 0.5% of EMA200 is in a high-chop zone where the 200 EMA acts as contested support/resistance. Price more than 1.5% away has often already run far and is prone to reversion. The 0.5–1.5% band is where trending momentum is cleanest. + +**Impact measured:** Lifted cumulative return +13.88% → +35.50% in the 2024-trend ablation window. + +--- + +## 9. Multi-Timeframe Alignment + +Primary TF: **H1** (default). Confirmation TFs: **M15** and **H4**. + +### MTF blending (when 2 of 3 TFs agree) + +``` +mtf_agree = (bull_count ≥ 2) OR (bear_count ≥ 2) + +if mtf_agree: + score = 0.6 × primary_score + 0.4 × mean(all_scores) + confidence = min(confidence + 15, 95) +else: + confidence = confidence × 0.7 ← penalised for disagreement +``` + +### MTF agreement bonus in grade assignment + +`mtf_agree=True` is required for grades A and A+. + +--- + +## 10. Signal Grade System + +| Grade | Conditions | +|-------|-----------| +| **A+** | `|score| ≥ 50` AND `conf ≥ 75%` AND `mtf_agree` | +| **A** | `|score| ≥ 35` AND `conf ≥ 65%` AND `mtf_agree` | +| **B** | `|score| ≥ 25` AND `conf ≥ 55%` | +| **C** | `|score| ≥ 15` AND `conf ≥ 45%` | +| **D** | `|score| ≥ 10` | +| **F** | below all thresholds | + +Default minimum grade for trade entry: **B** (`BacktestConfig.min_trade_grade`). + +### Signal integer thresholds (for trade direction) + +| Signal | Condition | +|--------|-----------| +| STRONG_BUY (+2) | score ≥ +40 AND conf ≥ 65% | +| BUY (+1) | score ≥ +15 AND conf ≥ 50% | +| STRONG_SELL (-2) | score ≤ -40 AND conf ≥ 65% | +| SELL (-1) | score ≤ -15 AND conf ≥ 50% | +| NEUTRAL | otherwise | + +--- + +## 11. GPU Backtester + +`backtest_gpu.py` — completely separate from `backtest.py`. + +### Why O(N) instead of O(N²) + +`backtest.py` slices the DataFrame and recomputes all indicators fresh each bar → N × O(N) = **O(N²)**. +`backtest_gpu.py` computes every indicator series end-to-end once, then reads bar T's value in O(1) → **O(N) total**. + +On 100,000 H1 bars: ~4 seconds vs >10 minutes. + +### Two-phase architecture + +``` +Phase 1 — prepare_arrays(dfs) + VectorIndicators.compute_all() ← pandas ewm/rolling, C-optimised + Align MTF signals to primary TF ← forward-fill at close times + Compute regime ADX series ← if regime filter enabled + Returns reusable bundle dict + +Phase 2 — score_and_run(bundle, weights, disabled) + compute_bar_scores() ← CuPy GPU or NumPy CPU + compute_final_scores() ← MTF blend + EMA200 gate (vectorised) + compute_grades() ← vectorised grade assignment + run_state_machine() ← sequential position management (O(N)) +``` + +`prepare_arrays()` is called once; `score_and_run()` can be called many times with different weights — this is what the `--optimize` sweep uses. + +### Optimization sweep (`--optimize`) + +36 combinations tested per run: +- **1** baseline (default weights) +- **7** ablation runs (each indicator disabled one at a time) +- **28** weight multiplier runs (each indicator at ×0.5, ×1.5, ×2.0, ×3.0) + +Indicator arrays computed once → all 36 replays run in seconds. + +### Trade execution model + +``` +Entry: next bar Open ± (spread/2 + slippage) [default: 0.5 pip slippage] +SL: entry ± ATR × atr_sl_multiplier [default: 1.5×] +TP: entry ± SL_dist × rr_ratio [default: 2.0× = 1:2 R:R] +Risk: 1% of current equity per trade +``` + +If SL and TP both touch within the same bar: SL assumed to hit first (`sl_first_on_tie=True`). + +### CLI flags + +``` +python backtest_gpu.py --tf H4 --local # local CSV, H4 +python backtest_gpu.py --tf H1 --local --start 2022-01-01 +python backtest_gpu.py --tf H4 --local --optimize # 36-combo weight sweep +python backtest_gpu.py --regime-filter --regime-tf D1 +python backtest_gpu.py --session-filter # UTC 07-16 only +python backtest_gpu.py --journal --journal-csv out.csv +``` + +--- + +## 12. Backtesting Results Summary + +### H4 — local CSV 2022–2026 (optimised weights) + +| Metric | Value | +|--------|-------| +| Trades | 160 | +| Win Rate | 38.1% | +| Profit Factor | 1.19 | +| Total Return | +21.30% | +| Max Drawdown | -8.52% | +| Sharpe | 0.47 | +| Sortino | 1.91 | + +### D1 — Twelve Data 2007–2026 (optimised weights) + +| Metric | Value | +|--------|-------| +| Trades | 62 | +| Win Rate | 40.3% | +| Profit Factor | 1.27 | +| Total Return | +10.51% | +| Max Drawdown | -6.84% | +| Sortino | 7.74 | + +### Optimisation sweep delta (H4 2022–2026) + +| | Baseline | Optimised | +|--|----------|-----------| +| Return | +7.12% | +21.30% | +| Max DD | -9.05% | -8.52% | +| Sharpe | 0.23 | 0.47 | +| Win Rate | 36.3% | 38.1% | + +--- + +## 13. Filter Catalogue + +### Regime filter (`--regime-filter`) + +Gates trade entry on ADX of a **higher** timeframe than the primary. Default: H4 ADX gate when trading H1. Redundant if regime TF == primary TF. + +``` +regime TF ADX ≥ min_adx (default 25) → entry allowed +``` + +Sensible defaults: H1→H4, H4→D1, D1→D1. + +### Session filter (`--session-filter`) + +Only trade during UTC 07:00–16:00 (London + NY overlap). +2026 diagnostic: 07-15 UTC = 47% WR / +127 pips; off-hours = 0% WR / -571 pips. + +### Auto-session toggle (`auto_session_filter`) + +Reactive version of session filter. Activates automatically when mean P&L over last N closed trades drops below threshold: + +``` +if mean(pnl_pct[-10:]) < -0.3%: + session_filter = ON ← restrict to liquid hours +else: + session_filter = OFF ← all hours allowed +``` + +### EMA200 distance gate + +Always active. See §8. + +### Signal grade gate (`min_trade_grade`) + +Default: **B**. Only trades with grade ≥ B are entered. Raise to A for fewer, higher-quality trades. + +### Min absolute score (`min_abs_score`) + +Default: **0** (no extra gate). Set to e.g. 15 to skip weak directional scores. + +--- + +## 14. Configuration Reference + +All knobs live in `config.py → PlatformConfig`. + +```python +# Indicator parameters +TechnicalConfig.ema_fast = 9 +TechnicalConfig.ema_medium = 21 +TechnicalConfig.ema_slow = 50 +TechnicalConfig.ema_trend = 200 +TechnicalConfig.rsi_period = 14 +TechnicalConfig.macd_fast / slow / signal = 12/26/9 +TechnicalConfig.bb_period = 20 +TechnicalConfig.atr_period = 14 +TechnicalConfig.stoch_k / d = 14/3 +TechnicalConfig.adx_period = 14 +TechnicalConfig.adx_strong_trend = 25.0 +TechnicalConfig.ichimoku_tenkan / kijun / senkou_b = 9/26/52 +TechnicalConfig.disabled_indicators = ["pivot", "candlestick"] + +# Signal scoring +SignalConfig.min_confidence = 55.0 +SignalConfig.atr_sl_multiplier = 1.5 +SignalConfig.default_rr_ratio = 2.0 +SignalConfig.default_risk_pct = 1.0 + +# Backtest +BacktestConfig.initial_balance = 10_000 +BacktestConfig.risk_per_trade_pct = 1.0 +BacktestConfig.min_trade_grade = "B" +BacktestConfig.regime_filter = False +BacktestConfig.session_filter = False +BacktestConfig.auto_session_filter = False +BacktestConfig.cache_dir = ".cache" +``` diff --git a/backtest.py b/backtest.py index fcca40b..b8ffcfa 100644 --- a/backtest.py +++ b/backtest.py @@ -15,6 +15,7 @@ import logging import multiprocessing as mp import os from collections import deque +from concurrent.futures import ThreadPoolExecutor, as_completed from dataclasses import replace from typing import Deque, Dict, List, Optional, Tuple @@ -88,6 +89,63 @@ class WalkForwardBacktester: dfs[tf] = df return dfs + def _precompute_all_signals( + self, + dfs: Dict[Timeframe, pd.DataFrame], + primary_df: pd.DataFrame, + warmup: int, + progress: bool = True, + ) -> Dict[int, "SignalReport"]: + """Pre-compute signals for every bar in parallel using all CPU threads. + + TechnicalEngine.analyze() is stateless (pure function of the df slice), + so concurrent calls are safe. NumPy/pandas C extensions release the GIL, + giving real parallelism across threads without pickling overhead. + Returns bar-index → SignalReport so the sequential state machine can + do O(1) lookups instead of recomputing indicators per bar. + """ + primary_tf = self.config.primary_timeframe + # Use all logical threads; cap at 2× physical cores to avoid over-subscription + n_workers = min(os.cpu_count() or 4, 16) + bar_indices = list(range(warmup, len(primary_df) - 1)) + + def _compute_bar(t: int) -> Tuple[int, "SignalReport"]: + decision_time = self._bar_close_time(primary_df.index[t], primary_tf) + sliced = self._slice_dfs(dfs, decision_time) + report = self.aggregator.analyze_from_dataframes( + symbol=self.config.symbol, + dfs=sliced, + use_news=False, + ) + return t, report + + precomputed: Dict[int, "SignalReport"] = {} + pbar = None + if progress: + try: + from tqdm import tqdm # type: ignore + pbar = tqdm( + total=len(bar_indices), + desc=f"Signals ({n_workers} threads)", + unit="bar", + leave=False, + ) + except ImportError: + pass + + with ThreadPoolExecutor(max_workers=n_workers) as executor: + futures = {executor.submit(_compute_bar, t): t for t in bar_indices} + for future in as_completed(futures): + t, report = future.result() + precomputed[t] = report + if pbar: + pbar.update(1) + + if pbar: + pbar.close() + + return precomputed + def run( self, dfs: Optional[Dict[Timeframe, pd.DataFrame]] = None, @@ -117,6 +175,11 @@ class WalkForwardBacktester: ) return BacktestResult(initial_balance=self.config.backtest.initial_balance) + # Pre-compute all bar signals in parallel before the sequential replay + precomputed = self._precompute_all_signals( + dfs, primary_df, warmup, progress=progress + ) + bt = self.config.backtest balance = bt.initial_balance equity_points: List[Tuple[pd.Timestamp, float]] = [ @@ -133,12 +196,12 @@ class WalkForwardBacktester: open_position: Optional[Dict] = None - # Optional progress bar + # Optional progress bar for the state-machine replay pass iterator = range(warmup, len(primary_df) - 1) if progress: try: from tqdm import tqdm # type: ignore - iterator = tqdm(iterator, desc="Backtesting", unit="bar", leave=False) + iterator = tqdm(iterator, desc="Replaying bars", unit="bar", leave=False) except ImportError: pass @@ -161,13 +224,7 @@ class WalkForwardBacktester: # ── Step 2: maybe open a new position ────────────────── if open_position is None or not bt.one_position_only: - # Slice each TF's df up to (and including) bars closed by decision_time - sliced = self._slice_dfs(dfs, decision_time) - report = self.aggregator.analyze_from_dataframes( - symbol=self.config.symbol, - dfs=sliced, - use_news=False, - ) + report = precomputed[t] if ( _grade_passes(report.signal_quality, bt.min_trade_grade) diff --git a/backtest_gpu.py b/backtest_gpu.py new file mode 100644 index 0000000..4e76d7c --- /dev/null +++ b/backtest_gpu.py @@ -0,0 +1,1299 @@ +#!/usr/bin/env python3 +""" +ForexBot2 — GPU-Accelerated Backtester (standalone) +===================================================== +Computes ALL indicators in ONE vectorised pass over the full price series +(O(N) total work), then replays positions bar-by-bar with a sequential +state machine. Completely separate from backtest.py — no shared engine code. + +Compute backend + GPU — CuPy (NVIDIA CUDA): pip install cupy-cuda12x + CPU — NumPy fallback when CuPy is absent (auto-detected) + +Why O(N) beats O(N²) + backtest.py slices the DataFrame and runs all indicators fresh each bar + → N × O(N) indicator work = O(N²) + backtest_gpu.py computes every indicator series end-to-end once, then reads + bar T's value in O(1) → O(N) total + +Usage + python backtest_gpu.py full history, H1, no filters + python backtest_gpu.py --start 2024-01-01 date-windowed + python backtest_gpu.py --regime-filter ADX gate on H4 + python backtest_gpu.py --session-filter UTC 07-16 gate + python backtest_gpu.py --tf H4 --journal H4 with trade log + python backtest_gpu.py --help +""" + +from __future__ import annotations + +import argparse +import logging +import os +import sys +from collections import deque +from typing import Dict, List, Optional, Tuple + +import numpy as np +import pandas as pd + +# Force UTF-8 on Windows +if hasattr(sys.stdout, "reconfigure"): + sys.stdout.reconfigure(encoding="utf-8") + +# ── GPU backend ─────────────────────────────────────────────────── +try: + import cupy as cp # type: ignore + _GPU = True + _BACKEND = "CuPy (GPU)" +except ImportError: + cp = np # type: ignore[assignment] + _GPU = False + _BACKEND = "NumPy (CPU — install cupy-cuda12x for GPU)" + +from config import PlatformConfig, Timeframe, USDJPY, PIP_VALUE +from data_provider import ForexDataProvider +from metrics import BacktestResult, Trade, compute_metrics, trades_to_dataframe + +logger = logging.getLogger(__name__) + +TF_MINUTES: Dict[Timeframe, int] = { + Timeframe.M1: 1, Timeframe.M5: 5, Timeframe.M15: 15, + Timeframe.M30: 30, Timeframe.H1: 60, Timeframe.H4: 240, + Timeframe.D1: 1440, Timeframe.W1: 10080, +} + +GRADE_ORDER = ["A+", "A", "B", "C", "D", "F"] + + +def _grade_passes(grade: str, min_grade: str) -> bool: + if grade not in GRADE_ORDER or min_grade not in GRADE_ORDER: + return False + return GRADE_ORDER.index(grade) <= GRADE_ORDER.index(min_grade) + + +# ══════════════════════════════════════════════════════════════════ +# VECTORISED INDICATOR ENGINE +# ══════════════════════════════════════════════════════════════════ + +class VectorIndicators: + """ + Compute every indicator series across the full OHLCV dataset in one pass. + Uses pandas ewm/rolling (C-optimised) for EMA/rolling math. + CuPy is applied to the scoring arrays where element-wise GPU math helps. + """ + + def __init__(self, config: PlatformConfig): + self.tc = config.technical + + # ── Low-level helpers ───────────────────────────────────────── + + @staticmethod + def _ema(s: pd.Series, span: int) -> pd.Series: + return s.ewm(span=span, adjust=False).mean() + + @staticmethod + def _wilder(s: pd.Series, period: int) -> pd.Series: + return s.ewm(alpha=1.0 / period, min_periods=period).mean() + + # ── EMA alignment ───────────────────────────────────────────── + + def ema_alignment( + self, close: pd.Series + ) -> Tuple[pd.Series, pd.Series, pd.Series]: + """ + Returns (norm [-1..+1], confidence, ema200). + norm > 0.6 → STRONG_BUY, > 0.2 → BUY, < -0.2 → SELL, < -0.6 → STRONG_SELL. + """ + tc = self.tc + f = self._ema(close, tc.ema_fast) + m = self._ema(close, tc.ema_medium) + s = self._ema(close, tc.ema_slow) + t200 = self._ema(close, tc.ema_trend) + + cv, fv, mv, sv, tv = ( + close.values, f.values, m.values, s.values, t200.values + ) + raw = ( + np.sign(cv - fv) + np.sign(fv - mv) + + np.sign(mv - sv) + np.sign(sv - tv) + ) / 4.0 # -1 .. +1 + + conf = np.where( + np.abs(raw) > 0.6, + np.minimum(90.0, 60.0 + np.abs(raw) * 30.0), + np.where(np.abs(raw) > 0.2, 55.0 + np.abs(raw) * 20.0, 40.0), + ) + return ( + pd.Series(raw, index=close.index), + pd.Series(conf, index=close.index), + t200, + ) + + # ── RSI ─────────────────────────────────────────────────────── + + def rsi( + self, close: pd.Series + ) -> Tuple[pd.Series, pd.Series, pd.Series]: + """Returns (rsi_values, signal [-1..+1], confidence).""" + tc = self.tc + delta = close.diff() + gain = delta.where(delta > 0, 0.0) + loss = (-delta).where(delta < 0, 0.0) + avg_g = self._wilder(gain, tc.rsi_period) + avg_l = self._wilder(loss, tc.rsi_period) + rs = avg_g / avg_l.replace(0, np.nan) + rsi_v = (100 - 100 / (1 + rs)).fillna(50.0) + + v = rsi_v.values + ob, os_, nu, nl = ( + tc.rsi_overbought, tc.rsi_oversold, + tc.rsi_neutral_upper, tc.rsi_neutral_lower, + ) + sig = np.where(v >= ob, -1, + np.where(v <= os_, 1, + np.where(v >= nu, 1, + np.where(v <= nl, -1, 0)))).astype(float) + + conf = np.where(v >= ob, np.minimum(80.0, 50.0 + (v - ob)), + np.where(v <= os_, np.minimum(80.0, 50.0 + (os_ - v)), + np.where(np.abs(v - 50) > 10, 45.0, 30.0))) + + return rsi_v, pd.Series(sig, index=close.index), pd.Series(conf, index=close.index) + + # ── MACD ────────────────────────────────────────────────────── + + def macd( + self, close: pd.Series + ) -> Tuple[pd.Series, pd.Series, pd.Series]: + """Returns (histogram, signal [-2..+2], confidence).""" + tc = self.tc + ema_f = self._ema(close, tc.macd_fast) + ema_s = self._ema(close, tc.macd_slow) + line = ema_f - ema_s + sig_l = self._ema(line, tc.macd_signal) + hist = line - sig_l + + above = (line.values > sig_l.values) + prev_ab = np.roll(above, 1); prev_ab[0] = above[0] + bull_x = above & ~prev_ab + bear_x = ~above & prev_ab + hist_v = hist.values + + sig = np.where(bull_x, 2.0, + np.where(bear_x, -2.0, + np.where(hist_v > 0, 1.0, + np.where(hist_v < 0, -1.0, 0.0)))) + + conf = np.where(bull_x | bear_x, 75.0, + np.where(np.abs(hist_v) > 0, 55.0, 35.0)) + + return hist, pd.Series(sig, index=close.index), pd.Series(conf, index=close.index) + + # ── Bollinger Bands ─────────────────────────────────────────── + + def bollinger( + self, close: pd.Series + ) -> Tuple[pd.Series, pd.Series, pd.Series]: + """Returns (bb_position [0..1], signal [-1..+1], confidence).""" + tc = self.tc + sma = close.rolling(tc.bb_period).mean() + std = close.rolling(tc.bb_period).std() + upper = sma + tc.bb_std * std + lower = sma - tc.bb_std * std + bb_range = (upper - lower).replace(0, np.nan) + bb_pos = (close - lower) / bb_range + + v = bb_pos.values + sig = np.where(v > 1.0, -1.0, + np.where(v < 0.0, 1.0, + np.where(v > 0.8, -1.0, + np.where(v < 0.2, 1.0, 0.0)))) + + conf = np.where((v > 1.0) | (v < 0.0), 65.0, + np.where((v > 0.8) | (v < 0.2), 45.0, 30.0)) + + return bb_pos, pd.Series(sig, index=close.index), pd.Series(conf, index=close.index) + + # ── Stochastic ──────────────────────────────────────────────── + + def stochastic( + self, high: pd.Series, low: pd.Series, close: pd.Series + ) -> Tuple[pd.Series, pd.Series, pd.Series]: + """Returns (k_line, signal [-1..+1], confidence).""" + tc = self.tc + ll = low.rolling(tc.stoch_k).min() + hh = high.rolling(tc.stoch_k).max() + denom = (hh - ll).replace(0, np.nan) + k = (100 * (close - ll) / denom).fillna(50.0) + d = k.rolling(tc.stoch_d).mean().fillna(50.0) + + kv, dv = k.values, d.values + ob, os_ = tc.stoch_overbought, tc.stoch_oversold + + sig = np.where((kv >= ob) & (dv >= ob), -1.0, + np.where((kv <= os_) & (dv <= os_), 1.0, 0.0)) + + conf = np.where((kv >= ob) & (dv >= ob), 60.0, + np.where((kv <= os_) & (dv <= os_), 60.0, 30.0)) + + return k, pd.Series(sig, index=close.index), pd.Series(conf, index=close.index) + + # ── ADX ─────────────────────────────────────────────────────── + + def adx( + self, high: pd.Series, low: pd.Series, close: pd.Series + ) -> Tuple[pd.Series, pd.Series, pd.Series, pd.Series]: + """Returns (adx, plus_di, minus_di, signal [-1..0..+1]).""" + tc = self.tc + tr = pd.concat([ + high - low, + (high - close.shift()).abs(), + (low - close.shift()).abs(), + ], axis=1).max(axis=1) + + p_dm = high.diff() + m_dm = -low.diff() + p_dm = p_dm.where((p_dm > m_dm) & (p_dm > 0), 0.0) + m_dm = m_dm.where((m_dm > p_dm) & (m_dm > 0), 0.0) + + atr = self._wilder(tr, tc.adx_period) + pdi = 100 * self._wilder(p_dm, tc.adx_period) / atr + mdi = 100 * self._wilder(m_dm, tc.adx_period) / atr + dx = 100 * (pdi - mdi).abs() / (pdi + mdi).replace(0, np.nan) + adx_s = self._wilder(dx.fillna(0), tc.adx_period) + + av, pv, mv = adx_s.values, pdi.values, mdi.values + trending = av >= tc.adx_strong_trend + sig = np.where(trending & (pv > mv), 1.0, + np.where(trending & (mv > pv), -1.0, 0.0)) + + adx_conf = np.where(av >= tc.adx_very_strong, 80.0, + np.where(av >= tc.adx_strong_trend, 65.0, 40.0)) + + return adx_s, pdi, mdi, pd.Series(sig, index=close.index), pd.Series(adx_conf, index=close.index) + + # ── ATR ─────────────────────────────────────────────────────── + + def atr(self, high: pd.Series, low: pd.Series, close: pd.Series) -> pd.Series: + tc = self.tc + tr = pd.concat([ + high - low, + (high - close.shift()).abs(), + (low - close.shift()).abs(), + ], axis=1).max(axis=1) + return self._wilder(tr, tc.atr_period) + + # ── Ichimoku ────────────────────────────────────────────────── + + def ichimoku( + self, high: pd.Series, low: pd.Series, close: pd.Series + ) -> Tuple[pd.Series, pd.Series]: + """Returns (score [-4..+4], confidence).""" + tc = self.tc + tenkan = (high.rolling(tc.ichimoku_tenkan).max() + + low.rolling(tc.ichimoku_tenkan).min()) / 2 + kijun = (high.rolling(tc.ichimoku_kijun).max() + + low.rolling(tc.ichimoku_kijun).min()) / 2 + sa = (tenkan + kijun) / 2 + sb = (high.rolling(tc.ichimoku_senkou_b).max() + + low.rolling(tc.ichimoku_senkou_b).min()) / 2 + + cloud_top = np.maximum(sa.values, sb.values) + cloud_bot = np.minimum(sa.values, sb.values) + cv, tv, kv = close.values, tenkan.values, kijun.values + + price_score = np.where(cv > cloud_top, 2.0, + np.where(cv < cloud_bot, -2.0, 0.0)) + tk_score = np.sign(tv - kv).astype(float) + cloud_score = np.sign(sa.values - sb.values).astype(float) + total = price_score + tk_score + cloud_score + + conf = np.where(np.abs(total) >= 3, 75.0, + np.where(np.abs(total) >= 1, 55.0, 35.0)) + + return ( + pd.Series(total, index=close.index), + pd.Series(conf, index=close.index), + ) + + # ── Master compute ──────────────────────────────────────────── + + def compute_all( + self, df: pd.DataFrame, disabled: Optional[List[str]] = None + ) -> Dict[str, pd.Series]: + """ + Run all indicators on the full DataFrame, return a flat series dict. + Keys: ema_norm, ema_conf, ema200, rsi_val, rsi_sig, rsi_conf, + macd_hist, macd_sig, macd_conf, bb_pos, bb_sig, bb_conf, + stoch_k, stoch_sig, stoch_conf, adx_val, adx_conf, pdi, mdi, + adx_sig, atr, ichi_score, ichi_conf. + """ + disabled = set(disabled or []) + c, h, lo = df["Close"], df["High"], df["Low"] + out: Dict[str, pd.Series] = {} + + if "ema_trend" not in disabled: + norm, ema_c, ema200 = self.ema_alignment(c) + out["ema_norm"] = norm + out["ema_conf"] = ema_c + out["ema200"] = ema200 + + if "rsi" not in disabled: + rv, rs, rc = self.rsi(c) + out["rsi_val"] = rv + out["rsi_sig"] = rs + out["rsi_conf"] = rc + + if "macd" not in disabled: + mh, ms, mc = self.macd(c) + out["macd_hist"] = mh + out["macd_sig"] = ms + out["macd_conf"] = mc + + if "bollinger" not in disabled: + bp, bs, bc = self.bollinger(c) + out["bb_pos"] = bp + out["bb_sig"] = bs + out["bb_conf"] = bc + + if "stochastic" not in disabled: + sk, ss, sc = self.stochastic(h, lo, c) + out["stoch_k"] = sk + out["stoch_sig"] = ss + out["stoch_conf"] = sc + + if "adx" not in disabled: + av, pdi, mdi, as_, ac = self.adx(h, lo, c) + out["adx_val"] = av + out["adx_conf"] = ac + out["pdi"] = pdi + out["mdi"] = mdi + out["adx_sig"] = as_ + + out["atr"] = self.atr(h, lo, c) + + if "ichimoku" not in disabled: + is_, ic = self.ichimoku(h, lo, c) + out["ichi_score"] = is_ + out["ichi_conf"] = ic + + return out + + +# ══════════════════════════════════════════════════════════════════ +# VECTORISED COMPOSITE SCORING (GPU or NumPy) +# ══════════════════════════════════════════════════════════════════ + +# Per-indicator base weights +# Optimised 2026-05-07 via 36-combo sweep on H4 2022-2026 local data: +# ema_trend ×3, macd ×3, stochastic ×2, adx ×0.5, ichimoku ×0.5, rsi=0, bollinger=0 +# Combined result: +21.30% / -8.52% DD / Sharpe 0.47 vs baseline +7.12% / -9.05% DD / 0.23 +# Original weights (engine.py defaults, pre-optimisation): +# ema_trend=1.2, rsi=0.3, macd=1.1, bollinger=0.9, stochastic=0.8, adx=1.0, ichimoku=1.1 +_BASE_W = { + "ema_trend": 3.6, + "macd": 3.3, + "stochastic": 1.6, + "adx": 0.5, + "ichimoku": 0.55, + "rsi": 0.0, # ablated — net drag on H4 2022-2026 + "bollinger": 0.0, # ablated — counter-trend noise on trending pair +} + +# Regime-based weight multipliers — matches engine._compute_composite +_TREND_MULTS = { + "ema_trend": 1.5, "adx": 1.3, "macd": 1.2, "ichimoku": 1.3, + "rsi": 0.7, "bollinger": 0.6, "stochastic": 1.0, +} +_RANGE_MULTS = { + "rsi": 1.4, "stochastic": 1.3, "bollinger": 1.4, + "ema_trend": 0.6, "adx": 0.5, "ichimoku": 0.2, "macd": 1.0, +} + + +def compute_bar_scores( + indicators: Dict[str, pd.Series], + disabled: Optional[List[str]] = None, + weights: Optional[Dict[str, float]] = None, +) -> Tuple[np.ndarray, np.ndarray]: + """ + Vectorised composite scoring — same formula as engine._compute_composite. + + composite_score = (Σ signal × weight × regime_mult × conf/100) / Σ weight × 50 + Clipped to [-100, +100]. + + weights: override per-indicator base weights (default: _BASE_W). + Returns (score_arr, confidence_arr) shape (N,). + """ + disabled = set(disabled or []) + base_w = weights if weights is not None else _BASE_W + n = len(next(iter(indicators.values()))) + xp = cp # CuPy or NumPy alias + + # Determine regime per bar from ADX + EMA direction + if "adx_val" in indicators and "ema_norm" in indicators: + adx_v = xp.asarray(indicators["adx_val"].values) + is_trending = adx_v >= 25.0 + else: + is_trending = xp.zeros(n, dtype=bool) + + total_score = xp.zeros(n, dtype=float) + total_weight = xp.zeros(n, dtype=float) + total_conf_w = xp.zeros(n, dtype=float) + + def _add(name: str, sig_arr: np.ndarray, conf_arr: np.ndarray): + nonlocal total_score, total_weight, total_conf_w + if name in disabled: + return + bw = base_w.get(name, 1.0) + if bw == 0.0: + return + tm = _TREND_MULTS.get(name, 1.0) + rm = _RANGE_MULTS.get(name, 1.0) + regime_mult = xp.where(is_trending, float(tm), float(rm)) + w = bw * regime_mult + s = xp.asarray(sig_arr) + c = xp.asarray(conf_arr) + total_score = total_score + xp.nan_to_num(s * w * (c / 100.0)) + total_weight = total_weight + xp.nan_to_num(w) + total_conf_w = total_conf_w + xp.nan_to_num(c * w) + + # EMA trend: map norm → signal integer matching engine thresholds + if "ema_norm" in indicators: + en = xp.asarray(indicators["ema_norm"].values) + ema_sig = xp.where(en > 0.6, 2.0, + xp.where(en > 0.2, 1.0, + xp.where(en < -0.6, -2.0, + xp.where(en < -0.2, -1.0, 0.0)))) + _add("ema_trend", ema_sig, xp.asarray(indicators["ema_conf"].values)) + + if "rsi_sig" in indicators: + _add("rsi", indicators["rsi_sig"].values, indicators["rsi_conf"].values) + + if "macd_sig" in indicators: + _add("macd", indicators["macd_sig"].values, indicators["macd_conf"].values) + + if "bb_sig" in indicators: + _add("bollinger", indicators["bb_sig"].values, indicators["bb_conf"].values) + + if "stoch_sig" in indicators: + _add("stochastic", indicators["stoch_sig"].values, indicators["stoch_conf"].values) + + if "adx_sig" in indicators: + _add("adx", indicators["adx_sig"].values, indicators["adx_conf"].values) + + if "ichi_score" in indicators: + ichi_s = xp.asarray(indicators["ichi_score"].values) + ichi_sig = xp.clip(ichi_s / 2.0, -2.0, 2.0) + _add("ichimoku", ichi_sig, xp.asarray(indicators["ichi_conf"].values)) + + safe_w = xp.where(total_weight > 0, total_weight, 1.0) + score = xp.clip((total_score / safe_w) * 50.0, -100.0, 100.0) + conf = xp.where(total_weight > 0, total_conf_w / total_weight, 0.0) + + # Bring results back to NumPy if we used CuPy + if _GPU: + score = cp.asnumpy(score) + conf = cp.asnumpy(conf) + return score.astype(float), conf.astype(float) + + +def align_to_primary( + secondary_series: pd.Series, + secondary_tf_min: int, + primary_index: pd.DatetimeIndex, + primary_tf_min: int, +) -> pd.Series: + """ + Forward-fill a lower-frequency signal to the primary TF index without + lookahead. At primary bar T (close = T + primary_tf_min), we use the + most recent secondary bar whose close time ≤ T + primary_tf_min. + """ + sec_close_idx = secondary_series.index + pd.Timedelta(minutes=secondary_tf_min) + pri_close_idx = primary_index + pd.Timedelta(minutes=primary_tf_min) + sec_at_close = pd.Series(secondary_series.values, index=sec_close_idx) + aligned = sec_at_close.reindex(pri_close_idx, method="ffill") + aligned.index = primary_index + return aligned + + +def compute_final_scores( + primary_score: np.ndarray, + primary_conf: np.ndarray, + m15_score: Optional[np.ndarray], + h4_score: Optional[np.ndarray], + ema200: Optional[pd.Series], + close: pd.Series, + ema_lo: float = 0.5, + ema_hi: float = 1.5, + ema_mult: float = 0.55, +) -> Tuple[np.ndarray, np.ndarray, np.ndarray, np.ndarray]: + """ + Apply MTF blending, MTF agreement bonus/penalty, and EMA200 distance gate. + Mirrors signal_aggregator._compute_final_signal exactly. + + Returns (final_score, final_conf, mtf_agree [bool], signal_int [-2..+2]). + """ + score = primary_score.copy() + conf = primary_conf.copy() + n = len(score) + mtf_agree = np.zeros(n, dtype=bool) + + if m15_score is not None and h4_score is not None: + pri_bull = primary_score > 10 + pri_bear = primary_score < -10 + m15_bull = m15_score > 10 + m15_bear = m15_score < -10 + h4_bull = h4_score > 10 + h4_bear = h4_score < -10 + + bull_ct = pri_bull.astype(int) + m15_bull.astype(int) + h4_bull.astype(int) + bear_ct = pri_bear.astype(int) + m15_bear.astype(int) + h4_bear.astype(int) + mtf_agree = (bull_ct >= 2) | (bear_ct >= 2) + + # MTF blending (same weights as signal_aggregator) + all_scores = np.stack([primary_score, m15_score, h4_score], axis=1) + mtf_avg = all_scores.mean(axis=1) + score = np.where(mtf_agree, + 0.6 * primary_score + 0.4 * mtf_avg, + primary_score) + conf = np.where(mtf_agree, + np.minimum(conf + 15.0, 95.0), + conf * 0.7) + + # EMA200 distance gate + if ema200 is not None: + e200 = ema200.values + cv = close.values + valid = e200 > 0 + ema_dist = np.where(valid, np.abs(cv - e200) / e200 * 100.0, 999.0) + gate_on = (ema_dist < ema_lo) | (ema_dist > ema_hi) + conf = np.where(gate_on, conf * ema_mult, conf) + + # Signal integer from thresholds (matches signal_aggregator._compute_final_signal) + sig = np.where((score >= 40) & (conf >= 65), 2, + np.where((score >= 15) & (conf >= 50), 1, + np.where((score <= -40) & (conf >= 65), -2, + np.where((score <= -15) & (conf >= 50), -1, 0)))).astype(float) + + return score, conf, mtf_agree, sig + + +def compute_grades( + score: np.ndarray, + conf: np.ndarray, + mtf_agree: np.ndarray, +) -> np.ndarray: + """Assign quality grades — same thresholds as signal_aggregator.""" + abs_s = np.abs(score) + grades = np.full(len(score), "F", dtype=object) + # Apply lowest-to-highest priority (each overwrites the one below) + grades = np.where(abs_s >= 10, "D", grades) + grades = np.where((abs_s >= 15) & (conf >= 45), "C", grades) + grades = np.where((abs_s >= 25) & (conf >= 55), "B", grades) + grades = np.where((abs_s >= 35) & (conf >= 65) & mtf_agree, "A", grades) + grades = np.where((abs_s >= 50) & (conf >= 75) & mtf_agree, "A+", grades) + return grades + + +# ══════════════════════════════════════════════════════════════════ +# SEQUENTIAL STATE MACHINE +# ══════════════════════════════════════════════════════════════════ + +def _bar_close(open_time: pd.Timestamp, tf_min: int) -> pd.Timestamp: + return open_time + pd.Timedelta(minutes=tf_min) + + +def _check_exit(pos: dict, bar: pd.Series, bt) -> Optional[dict]: + """Mirror of WalkForwardBacktester._check_exit.""" + high = float(bar["High"]) + low = float(bar["Low"]) + sl, tp = pos["sl"], pos["tp"] + slip = bt.slippage_pips * PIP_VALUE + half = (0.5 if bt.use_spread_cost else 0.0) * PIP_VALUE + + if pos["direction"] == "BUY": + sl_hit = low <= sl + tp_hit = high >= tp + if sl_hit and tp_hit: + return {"price": sl - slip - half, "reason": "sl"} if bt.sl_first_on_tie \ + else {"price": tp - slip - half, "reason": "tp"} + if sl_hit: return {"price": sl - slip - half, "reason": "sl"} + if tp_hit: return {"price": tp - slip - half, "reason": "tp"} + else: + sl_hit = high >= sl + tp_hit = low <= tp + if sl_hit and tp_hit: + return {"price": sl + slip + half, "reason": "sl"} if bt.sl_first_on_tie \ + else {"price": tp + slip + half, "reason": "tp"} + if sl_hit: return {"price": sl + slip + half, "reason": "sl"} + if tp_hit: return {"price": tp + slip + half, "reason": "tp"} + return None + + +def _open_trade( + sig: int, score: float, conf: float, grade: str, + atr_v: float, next_bar: pd.Series, balance: float, + config: PlatformConfig, +) -> dict: + bt = config.backtest + sc = config.signals + + raw_entry = float(next_bar["Open"]) + direction = "BUY" if sig > 0 else "SELL" + if bt.invert_signal: + direction = "SELL" if direction == "BUY" else "BUY" + + cost_price = (0.5 if bt.use_spread_cost else 0.0 + bt.slippage_pips) * PIP_VALUE + entry = raw_entry + cost_price if direction == "BUY" else raw_entry - cost_price + + sl_dist = atr_v * sc.atr_sl_multiplier + tp_dist = sl_dist * sc.default_rr_ratio + risk_pips = max(sl_dist / PIP_VALUE, 1e-9) + + if direction == "BUY": + sl = entry - sl_dist + tp = entry + tp_dist + else: + sl = entry + sl_dist + tp = entry - tp_dist + + risk_amt = balance * (bt.risk_per_trade_pct / 100.0) + pip_val = risk_amt / risk_pips + + entry_ts = next_bar.name + entry_hr = int(entry_ts.hour) if hasattr(entry_ts, "hour") else -1 + entry_dow = int(entry_ts.dayofweek) if hasattr(entry_ts, "dayofweek") else -1 + + return { + "direction": direction, + "entry_time": next_bar.name, + "entry_price": entry, + "sl": sl, "tp": tp, + "risk_pips": risk_pips, + "pip_currency_value": pip_val, + "balance_at_open": balance, + "grade": grade, "score": score, "conf": conf, + "entry_hr": entry_hr, "entry_dow": entry_dow, + } + + +def _close_trade( + pos: dict, exit_time: pd.Timestamp, exit_info: dict, + balance: float, config: PlatformConfig, +) -> Trade: + exit_price = exit_info["price"] + reason = exit_info["reason"] + + if pos["direction"] == "BUY": + pnl_pips = (exit_price - pos["entry_price"]) / PIP_VALUE + else: + pnl_pips = (pos["entry_price"] - exit_price) / PIP_VALUE + + pnl_currency = pnl_pips * pos["pip_currency_value"] + pnl_pct = pnl_currency / pos["balance_at_open"] * 100.0 + + tf_min = TF_MINUTES[config.primary_timeframe] + dur_min = (exit_time - pos["entry_time"]).total_seconds() / 60.0 + dur_bars = int(round(dur_min / tf_min)) + + return Trade( + entry_time=pos["entry_time"], + exit_time=exit_time, + direction=pos["direction"], + entry_price=pos["entry_price"], + exit_price=exit_price, + stop_loss=pos["sl"], + take_profit=pos["tp"], + exit_reason=reason, + risk_pips=pos["risk_pips"], + pnl_pips=pnl_pips, + pnl_pct=pnl_pct, + pnl_currency=pnl_currency, + duration_bars=dur_bars, + grade=pos["grade"], + score_at_entry=pos["score"], + confidence_at_entry=pos["conf"], + entry_hour=pos["entry_hr"], + entry_dow=pos["entry_dow"], + ) + + +def _regime_passes( + decision_time: pd.Timestamp, + regime_adx: Optional[pd.Series], + bt, + regime_tf_min: int, +) -> bool: + if not bt.regime_filter: + return True + if regime_adx is None or regime_adx.empty: + return False + close_times = regime_adx.index + pd.Timedelta(minutes=regime_tf_min) + valid = regime_adx[close_times <= decision_time] + if valid.empty: + return False + last = float(valid.iloc[-1]) + return not np.isnan(last) and last >= bt.regime_filter_min_adx + + +def _session_passes( + decision_time: pd.Timestamp, + recent_pnl: deque, + bt, +) -> bool: + active = bt.session_filter + if not active and bt.auto_session_filter: + if len(recent_pnl) >= bt.auto_session_lookback_trades: + mean_pnl = sum(recent_pnl) / len(recent_pnl) + active = mean_pnl < bt.auto_session_threshold_pct + if not active: + return True + return bt.session_start_hour <= int(decision_time.hour) < bt.session_end_hour + + +def run_state_machine( + primary_df: pd.DataFrame, + final_score: np.ndarray, + final_conf: np.ndarray, + final_sig: np.ndarray, + grades: np.ndarray, + atr_arr: np.ndarray, + regime_adx: Optional[pd.Series], + config: PlatformConfig, + warmup: int, + progress: bool = True, +) -> BacktestResult: + """Sequential position management over pre-computed signal arrays.""" + bt = config.backtest + ptf = config.primary_timeframe + ptf_min = TF_MINUTES[ptf] + rtf_min = TF_MINUTES[bt.regime_filter_timeframe] + + balance = bt.initial_balance + equity_points = [(primary_df.index[warmup], balance)] + trades: List[Trade] = [] + recent_pnl = deque(maxlen=max(1, bt.auto_session_lookback_trades)) + open_pos: Optional[dict] = None + + iterator = range(warmup, len(primary_df) - 1) + if progress: + try: + from tqdm import tqdm # type: ignore + iterator = tqdm(iterator, desc="Replaying bars", unit="bar", leave=False) + except ImportError: + pass + + for t in iterator: + cur_bar = primary_df.iloc[t] + decision_time = _bar_close(primary_df.index[t], ptf_min) + + # ── Manage open position ───────────────────────────────── + if open_pos is not None: + if cur_bar.name != open_pos["entry_time"]: + exit_info = _check_exit(open_pos, cur_bar, bt) + if exit_info: + closed = _close_trade(open_pos, cur_bar.name, exit_info, balance, config) + trades.append(closed) + balance += closed.pnl_currency + equity_points.append((cur_bar.name, balance)) + recent_pnl.append(float(closed.pnl_pct)) + open_pos = None + + # ── Open new position ──────────────────────────────────── + if open_pos is None: + grade = str(grades[t]) + sig = int(final_sig[t]) + score = float(final_score[t]) + conf = float(final_conf[t]) + atr_v = float(atr_arr[t]) + + if not _grade_passes(grade, bt.min_trade_grade): continue + if abs(score) < bt.min_abs_score: continue + if sig == 0: continue + if atr_v == 0 or np.isnan(atr_v): continue + if t + 1 >= len(primary_df): continue + if not _regime_passes(decision_time, regime_adx, bt, rtf_min): continue + if not _session_passes(decision_time, recent_pnl, bt): continue + + next_bar = primary_df.iloc[t + 1] + open_pos = _open_trade(sig, score, conf, grade, atr_v, next_bar, balance, config) + + # Force-close remaining position at end of data + if open_pos is not None: + last = primary_df.iloc[-1] + closed = _close_trade( + open_pos, last.name, + {"price": float(last["Close"]), "reason": "end_of_data"}, + balance, config, + ) + trades.append(closed) + balance += closed.pnl_currency + equity_points.append((last.name, balance)) + + eq_idx = pd.DatetimeIndex([p[0] for p in equity_points]) + eq_val = [p[1] for p in equity_points] + equity_curve = pd.Series(eq_val, index=eq_idx) + + elapsed = None + if len(equity_curve) >= 2: + elapsed = (equity_curve.index[-1] - equity_curve.index[0]).total_seconds() / 86400 + + metrics = compute_metrics(trades, equity_curve, bt.initial_balance, elapsed_days=elapsed) + return BacktestResult( + trades=trades, + equity_curve=equity_curve, + initial_balance=bt.initial_balance, + final_balance=balance, + metrics=metrics, + ) + + +# ══════════════════════════════════════════════════════════════════ +# GPU BACKTESTER (orchestrator) +# ══════════════════════════════════════════════════════════════════ + +class GPUBacktester: + """ + Phase 1 — Vectorised indicator computation (GPU/NumPy, O(N)) + Phase 2 — Sequential state machine (CPU, O(N), unavoidable) + """ + + def __init__(self, config: PlatformConfig): + self.config = config + self.dp = ForexDataProvider(config) + self.vingine = VectorIndicators(config) + + def load_data( + self, + use_local: bool = False, + data_dir: str = "market_data", + ) -> Dict[Timeframe, pd.DataFrame]: + bt = self.config.backtest + timeframes = [self.config.primary_timeframe] + list(self.config.confirmation_timeframes) + if bt.regime_filter and bt.regime_filter_timeframe not in timeframes: + timeframes.append(bt.regime_filter_timeframe) + + dfs: Dict[Timeframe, pd.DataFrame] = {} + for tf in timeframes: + if use_local: + df = self.dp.load_local_csv( + timeframe=tf, data_dir=data_dir, + start_date=bt.start_date, end_date=bt.end_date, + ) + if df is None or df.empty: + logger.warning(f"No local CSV for {tf.value} — skipping") + continue + else: + df = self.dp.fetch_full_history( + symbol=self.config.symbol, timeframe=tf, + max_bars=bt.max_bars, + start_date=bt.start_date, + end_date=bt.end_date, + ) + if bt.start_date: + df = df[df.index >= pd.Timestamp(bt.start_date, tz="UTC")] + if bt.end_date: + df = df[df.index <= pd.Timestamp(bt.end_date, tz="UTC")] + dfs[tf] = df + return dfs + + def prepare_arrays(self, dfs: Dict[Timeframe, pd.DataFrame]) -> dict: + """ + Phase 1 only — compute all indicator arrays and return them as a + reusable bundle. Call this once, then pass the bundle to + score_and_run() many times with different weights/disabled sets. + """ + bt = self.config.backtest + primary_tf = self.config.primary_timeframe + primary_df = dfs.get(primary_tf) + + if primary_df is None or primary_df.empty: + return {} + + warmup = max( + self.config.technical.ema_trend, + self.config.technical.ichimoku_senkou_b, + 200, + ) + 30 + + disabled = list(self.config.technical.disabled_indicators or []) + ptf_min = TF_MINUTES[primary_tf] + + print(f" Phase 1 — Indicators [{_BACKEND}] on {len(primary_df):,} bars...") + primary_inds = self.vingine.compute_all(primary_df, disabled=[]) # compute all, disable at score time + + # MTF raw indicator arrays (scored independently) + cf_inds_map: Dict[Timeframe, Dict[str, pd.Series]] = {} + for cf_tf in self.config.confirmation_timeframes: + cf_df = dfs.get(cf_tf) + if cf_df is not None and not cf_df.empty: + cf_inds_map[cf_tf] = self.vingine.compute_all(cf_df, disabled=[]) + + # Regime ADX + regime_adx: Optional[pd.Series] = None + if bt.regime_filter: + rf_df = dfs.get(bt.regime_filter_timeframe) + if rf_df is not None and not rf_df.empty: + rf_inds = self.vingine.compute_all(rf_df, disabled=[]) + regime_adx = rf_inds.get("adx_val") + + ema_lo = float(os.environ.get("FB2_EMA_LO", "0.5")) + ema_hi = float(os.environ.get("FB2_EMA_HI", "1.5")) + ema_mult = float(os.environ.get("FB2_EMA_MULT", "0.55")) + + return { + "primary_df": primary_df, + "primary_inds": primary_inds, + "cf_inds_map": cf_inds_map, + "regime_adx": regime_adx, + "warmup": warmup, + "ptf_min": ptf_min, + "disabled_base": disabled, + "ema_lo": ema_lo, + "ema_hi": ema_hi, + "ema_mult": ema_mult, + } + + def score_and_run( + self, + bundle: dict, + weights: Optional[Dict[str, float]] = None, + disabled: Optional[List[str]] = None, + progress: bool = False, + ) -> BacktestResult: + """ + Phase 2 only — re-score bars with given weights/disabled set and + replay the state machine. Reuses pre-computed indicator arrays. + """ + if not bundle: + return BacktestResult(initial_balance=self.config.backtest.initial_balance) + + primary_df = bundle["primary_df"] + primary_inds = bundle["primary_inds"] + cf_inds_map = bundle["cf_inds_map"] + regime_adx = bundle["regime_adx"] + warmup = bundle["warmup"] + ptf_min = bundle["ptf_min"] + ema_lo = bundle["ema_lo"] + ema_hi = bundle["ema_hi"] + ema_mult = bundle["ema_mult"] + + dis = set(disabled if disabled is not None else bundle["disabled_base"]) + + primary_score, primary_conf = compute_bar_scores( + primary_inds, disabled=list(dis), weights=weights + ) + + # MTF scores with same weights/disabled + m15_score_arr: Optional[np.ndarray] = None + h4_score_arr: Optional[np.ndarray] = None + for cf_tf, cf_inds in cf_inds_map.items(): + cf_score, _ = compute_bar_scores(cf_inds, disabled=list(dis), weights=weights) + cf_score_s = pd.Series(cf_score, index=cf_inds[next(iter(cf_inds))].index) + aligned = align_to_primary(cf_score_s, TF_MINUTES[cf_tf], primary_df.index, ptf_min) + if cf_tf == Timeframe.M15: + m15_score_arr = aligned.values.astype(float) + elif cf_tf == Timeframe.H4: + h4_score_arr = aligned.values.astype(float) + + ema200_s = primary_inds.get("ema200") + final_score, final_conf, mtf_agree, final_sig = compute_final_scores( + primary_score, primary_conf, + m15_score_arr, h4_score_arr, + ema200_s, primary_df["Close"], + ema_lo, ema_hi, ema_mult, + ) + grades = compute_grades(final_score, final_conf, mtf_agree) + atr_arr = primary_inds["atr"].values + + return run_state_machine( + primary_df, final_score, final_conf, final_sig, + grades, atr_arr, regime_adx, + self.config, warmup, progress=progress, + ) + + def run( + self, + dfs=None, + progress: bool = True, + use_local: bool = False, + data_dir: str = "market_data", + ) -> BacktestResult: + if dfs is None: + dfs = self.load_data(use_local=use_local, data_dir=data_dir) + + bundle = self.prepare_arrays(dfs) + if not bundle: + return BacktestResult(initial_balance=self.config.backtest.initial_balance) + + primary_df = bundle["primary_df"] + warmup = bundle["warmup"] + if len(primary_df) <= warmup + 1: + logger.warning(f"Insufficient data: {len(primary_df)} bars, need >{warmup}") + return BacktestResult(initial_balance=self.config.backtest.initial_balance) + + replay_bars = len(primary_df) - warmup - 1 + print(f" Phase 2 — Replaying {replay_bars:,} bars sequentially...") + + return self.score_and_run(bundle, progress=progress) + + +# ══════════════════════════════════════════════════════════════════ +# OPTIMIZATION SWEEP +# ══════════════════════════════════════════════════════════════════ + +def _build_opt_combos() -> List[Tuple[str, Dict[str, float], List[str]]]: + """ + Build the full list of (label, weights_dict, disabled_list) tuples: + - 1 baseline run + - 7 ablation runs (each indicator off one at a time) + - 28 weight-multiplier runs (each indicator at ×0.5, ×1.5, ×2.0, ×3.0) + = 36 total combos. + """ + INDICATORS = list(_BASE_W.keys()) + MULTS = [0.5, 1.5, 2.0, 3.0] + combos: List[Tuple[str, Dict[str, float], List[str]]] = [] + + combos.append(("baseline", _BASE_W.copy(), [])) + + for name in INDICATORS: + combos.append((f"ablate {name}", _BASE_W.copy(), [name])) + + for name in INDICATORS: + for m in MULTS: + w = _BASE_W.copy() + w[name] = round(w[name] * m, 4) + combos.append((f"{name} x{m}", w, [])) + + return combos + + +def run_optimization(bt: GPUBacktester, dfs: Dict[Timeframe, pd.DataFrame]) -> None: + """ + Call prepare_arrays() once, then score_and_run() for every combo. + Prints a progress line per combo and a final sorted results table. + """ + combos = _build_opt_combos() + + print(f"\n Optimization sweep — {len(combos)} combos") + print(f" Computing indicator arrays once (Phase 1)...") + bundle = bt.prepare_arrays(dfs) + if not bundle: + print(" ERROR: No data loaded.") + return + + primary_df = bundle["primary_df"] + warmup = bundle["warmup"] + if len(primary_df) <= warmup + 1: + print(f" ERROR: Only {len(primary_df)} bars — need >{warmup+1}") + return + + print(f" Replaying {len(combos)} × {len(primary_df)-warmup-1:,} bars...\n") + + rows = [] + for i, (label, w, dis) in enumerate(combos, 1): + r = bt.score_and_run(bundle, weights=w, disabled=dis, progress=False) + m = r.metrics + ret = m.get("total_return_pct", 0.0) + rows.append({ + "label": label, + "trades": m.get("total_trades", 0), + "win_rate": m.get("win_rate", 0.0), + "pf": m.get("profit_factor", 0.0), + "return": ret, + "max_dd": m.get("max_drawdown_pct", 0.0), + "sharpe": m.get("sharpe", 0.0), + }) + sign = "+" if ret >= 0 else "" + print(f" [{i:2d}/{len(combos)}] {label:<30s} " + f"trades={rows[-1]['trades']:3d} " + f"WR={rows[-1]['win_rate']:5.1f}% " + f"ret={sign}{ret:.2f}%") + + rows.sort(key=lambda r: r["return"], reverse=True) + + W = max(max(len(r["label"]) for r in rows), 30) + sep = "─" * (W + 55) + + print(f"\n {sep}") + print(f" {'Label':<{W}} {'Trades':>6} {'WR%':>6} {'PF':>5} " + f"{'Return%':>8} {'MaxDD%':>7} {'Sharpe':>7}") + print(f" {sep}") + for r in rows: + pf_s = " inf" if r["pf"] == float("inf") else f"{r['pf']:5.2f}" + print(f" {r['label']:<{W}} {r['trades']:>6} " + f"{r['win_rate']:>6.1f} {pf_s} " + f"{r['return']:>+8.2f} {r['max_dd']:>7.2f} {r['sharpe']:>7.2f}") + print(f" {sep}") + print(f" Best: {rows[0]['label']} return={rows[0]['return']:+.2f}%\n") + + +# ══════════════════════════════════════════════════════════════════ +# CLI +# ══════════════════════════════════════════════════════════════════ + +def parse_args(): + p = argparse.ArgumentParser( + description="ForexBot2 GPU Backtester — vectorised O(N) indicator engine", + formatter_class=argparse.RawDescriptionHelpFormatter, + epilog=""" +Examples: + python backtest_gpu.py --start 2024-01-01 + python backtest_gpu.py --start 2024-01-01 --regime-filter + python backtest_gpu.py --tf H4 --journal + python backtest_gpu.py --session-filter --journal-csv trades.csv + """, + ) + p.add_argument("--tf", default="H1", + choices=["M5", "M15", "M30", "H1", "H4", "D1"]) + p.add_argument("--bars", type=int, default=5000, + help="Max bars of history (default 5000)") + p.add_argument("--start", default=None, help="Start date YYYY-MM-DD") + p.add_argument("--end", default=None, help="End date YYYY-MM-DD") + p.add_argument("--min-grade", default="B", + choices=["A+", "A", "B", "C", "D", "F"]) + p.add_argument("--regime-filter", action="store_true", + help="Gate signals on a higher-TF ADX trend confirmation") + p.add_argument("--regime-tf", default=None, + choices=["M15", "M30", "H1", "H4", "D1"], + help="Timeframe for regime ADX gate (default: one step above --tf)") + p.add_argument("--min-adx", type=float, default=25.0, + help="Min ADX for regime filter (default 25)") + p.add_argument("--session-filter", action="store_true", + help="Only trade UTC 07-16 (London + NY)") + p.add_argument("--session-start", type=int, default=7) + p.add_argument("--session-end", type=int, default=16) + p.add_argument("--journal", action="store_true", + help="Print last 10 trades") + p.add_argument("--journal-csv", default=None, + help="Write full trade journal to CSV") + p.add_argument("--local", action="store_true", + help="Load from local market_data/ CSVs instead of Twelve Data API") + p.add_argument("--data-dir", default="market_data", + help="Directory for local CSV files (default: market_data)") + p.add_argument("--optimize", action="store_true", + help="Sweep indicator weights and ablations (36 combos), print ranked table") + p.add_argument("--verbose", "-v", action="store_true") + return p.parse_args() + + +def build_config(args) -> PlatformConfig: + config = PlatformConfig() + tf_map = { + "M5": Timeframe.M5, "M15": Timeframe.M15, "M30": Timeframe.M30, + "H1": Timeframe.H1, "H4": Timeframe.H4, "D1": Timeframe.D1, + } + tf_conf = { + "M5": [Timeframe.M1, Timeframe.M15], + "M15": [Timeframe.M5, Timeframe.H1], + "M30": [Timeframe.M15, Timeframe.H1], + "H1": [Timeframe.M15, Timeframe.H4], + "H4": [Timeframe.H1, Timeframe.D1], + "D1": [Timeframe.H4, Timeframe.W1], + } + config.primary_timeframe = tf_map[args.tf] + config.confirmation_timeframes = tf_conf.get(args.tf, [Timeframe.M15, Timeframe.H4]) + config.backtest.start_date = args.start + config.backtest.end_date = args.end + config.backtest.max_bars = args.bars + config.backtest.min_trade_grade = args.min_grade + config.backtest.regime_filter = args.regime_filter + config.backtest.regime_filter_min_adx = args.min_adx + # Regime TF: explicit flag > sensible default (one step above primary) + _default_regime_tf = { + "M5": "M15", "M15": "H1", "M30": "H1", + "H1": "H4", "H4": "D1", "D1": "D1", + } + regime_tf_str = args.regime_tf or _default_regime_tf.get(args.tf, "H4") + config.backtest.regime_filter_timeframe = tf_map[regime_tf_str] + config.backtest.session_filter = args.session_filter + config.backtest.session_start_hour = args.session_start + config.backtest.session_end_hour = args.session_end + return config + + +def print_results(result: BacktestResult, verbose_journal: bool = False): + m = result.metrics + ret = m.get("total_return_pct", 0) + pf = m.get("profit_factor", 0) + pf_s = "inf" if pf == float("inf") else f"{pf:.2f}" + + print(f"\n {'─' * 76}") + print(f" Backtest Summary — USD/JPY [GPU Backtester]") + print(f" {'─' * 76}") + print(f" Trades: {m.get('total_trades', 0)}" + f" ({m.get('wins', 0)}W / {m.get('losses', 0)}L)") + print(f" Win Rate: {m.get('win_rate', 0):.1f}%") + print(f" Profit Factor: {pf_s}") + print(f" Expectancy: {m.get('expectancy_pips', 0):+.2f} pips/trade" + f" ({m.get('expectancy_per_trade', 0):+.2f} per trade)") + print(f" Initial Balance: ${result.initial_balance:,.2f}") + print(f" Final Balance: ${result.final_balance:,.2f}") + print(f" Total Return: {ret:+.2f}%") + print(f" CAGR: {m.get('cagr', 0):+.2f}%") + print(f" Max Drawdown: {m.get('max_drawdown_pct', 0):.2f}%") + print(f" Sharpe Ratio: {m.get('sharpe', 0):.2f}") + print(f" Sortino Ratio: {m.get('sortino', 0):.2f}") + print(f" Avg Duration: {m.get('avg_trade_duration_bars', 0):.1f} bars") + print(f" Win Streak: {m.get('longest_winning_streak', 0)}" + f" | Loss Streak: {m.get('longest_losing_streak', 0)}") + print(f" {'─' * 76}") + + if verbose_journal and result.trades: + print(f"\n Trade Journal (last 10):") + print(f" {'#':<4} {'Entry Time':<22} {'Dir':<5} {'Entry':<9}" + f" {'Exit':<9} {'Reason':<6} {'Pips':>8} {'P&L%':>7}") + start = max(1, len(result.trades) - 9) + for i, t in enumerate(result.trades[-10:], start=start): + sign = "+" if t.pnl_currency > 0 else "" + print(f" {i:<4} {str(t.entry_time)[:19]:<22} {t.direction:<5}" + f" {t.entry_price:<9.3f} {t.exit_price:<9.3f} {t.exit_reason:<6}" + f" {t.pnl_pips:>+8.1f} {t.pnl_pct:>+6.2f}%") + + +def main(): + args = parse_args() + logging.basicConfig( + level=logging.DEBUG if args.verbose else logging.WARNING, + format="%(asctime)s [%(levelname)s] %(name)s: %(message)s", + datefmt="%H:%M:%S", + ) + + config = build_config(args) + bt = GPUBacktester(config) + + print(f"\n ForexBot2 — GPU Backtester") + print(f" Backend : {_BACKEND}") + print(f" Data : {'Local CSV (' + args.data_dir + ')' if args.local else 'Twelve Data API'}") + print(f" Symbol : USD/JPY | TF: {args.tf}") + filters = [] + if args.regime_filter: + rtf = config.backtest.regime_filter_timeframe.value + filters.append(f"regime {rtf} ADX≥{args.min_adx}") + if args.session_filter: filters.append(f"session ({args.session_start:02}-{args.session_end:02} UTC)") + if filters: print(f" Filters : {', '.join(filters)}") + print(f" {'─' * 40}") + + _load_kw = dict(use_local=args.local, data_dir=args.data_dir) + + if args.optimize: + dfs = bt.load_data(**_load_kw) + run_optimization(bt, dfs) + print() + return + + result = bt.run(**_load_kw) + print_results(result, verbose_journal=args.journal) + + if args.journal_csv and result.trades: + df_out = trades_to_dataframe(result.trades) + df_out.to_csv(args.journal_csv, index=False) + print(f"\n Trade journal written to {args.journal_csv}") + + print() + + +if __name__ == "__main__": + main() diff --git a/data_provider.py b/data_provider.py index 5b4cc5e..7d472d3 100644 --- a/data_provider.py +++ b/data_provider.py @@ -29,6 +29,14 @@ class DataIntegrityError(Exception): class ForexDataProvider: """Twelve Data SDK client + on-disk parquet cache.""" + # Local MetaTrader CSV exports — tab-delimited, 7 columns (includes Spread) + LOCAL_CSV_MAP = { + Timeframe.M15: "USDJPY_M15.csv", + Timeframe.H1: "USDJPY_H1.csv", + Timeframe.H4: "USDJPY_H4.csv", + Timeframe.D1: "USDJPY_D1.csv", + } + TD_INTERVALS = { Timeframe.M1: "1min", Timeframe.M5: "5min", @@ -153,6 +161,55 @@ class ForexDataProvider: return df + def load_local_csv( + self, + timeframe: Timeframe, + data_dir: str = "market_data", + start_date: Optional[str] = None, + end_date: Optional[str] = None, + ) -> Optional[pd.DataFrame]: + """ + Load OHLCV from a local MetaTrader CSV export. + Format: tab-separated, columns Time/Open/High/Low/Close/Volume/Spread. + Returns None silently if the file doesn't exist for this timeframe. + """ + fname = self.LOCAL_CSV_MAP.get(timeframe) + if fname is None: + logger.info(f"No local CSV mapping for {timeframe.value} — skipping") + return None + + path = os.path.join(data_dir, fname) + if not os.path.exists(path): + logger.warning(f"Local CSV not found: {path}") + return None + + df = pd.read_csv( + path, sep="\t", + names=["Time", "Open", "High", "Low", "Close", "Volume", "Spread"], + header=0, + parse_dates=["Time"], + ) + df = df.set_index("Time") + df = df.drop(columns=["Spread"], errors="ignore") + for col in ("Open", "High", "Low", "Close", "Volume"): + if col in df.columns: + df[col] = pd.to_numeric(df[col], errors="coerce") + if "Volume" not in df.columns: + df["Volume"] = 0.0 + + if df.index.tz is None: + df.index = df.index.tz_localize("UTC") + df.index.name = "Datetime" + + if start_date: + df = df[df.index >= pd.Timestamp(start_date, tz="UTC")] + if end_date: + df = df[df.index <= pd.Timestamp(end_date, tz="UTC")] + + df = self._validate_and_clean(df, USDJPY, timeframe) + logger.info(f"Loaded {len(df):,} bars from local CSV: {path}") + return df + def get_latest_price(self, symbol: str = USDJPY) -> Optional[float]: try: df = self.fetch_ohlcv(symbol, Timeframe.M5, lookback_days=1) diff --git a/engine.py b/engine.py index 7d83c58..f223f00 100644 --- a/engine.py +++ b/engine.py @@ -171,7 +171,7 @@ class TechnicalEngine: result.indicators["ema_trend"] = IndicatorSignal( name="EMA Trend", value=normalized, signal=signal, confidence=conf, - description=desc, weight=1.2, + description=desc, weight=3.6, ) if t is not None: result.key_levels["ema_trend"] = float(t) @@ -222,7 +222,7 @@ class TechnicalEngine: result.indicators["rsi"] = IndicatorSignal( name="RSI", value=rsi_val, signal=signal, - confidence=conf, description=desc, weight=0.3, + confidence=conf, description=desc, weight=0.0, ) # Attach RSI series for divergence detection (dynamic attribute, filtered by _prefix) @@ -291,7 +291,7 @@ class TechnicalEngine: result.indicators["macd"] = IndicatorSignal( name="MACD", value=hist_val, signal=signal, - confidence=conf, description=desc, weight=1.1, + confidence=conf, description=desc, weight=3.3, ) # Attach histogram for divergence detection @@ -358,7 +358,7 @@ class TechnicalEngine: result.indicators["bollinger"] = IndicatorSignal( name="Bollinger Bands", value=bb_position, signal=signal, - confidence=conf, description=desc, weight=0.9, + confidence=conf, description=desc, weight=0.0, ) result.key_levels["bb_upper"] = upper_val @@ -423,7 +423,7 @@ class TechnicalEngine: result.indicators["stochastic"] = IndicatorSignal( name="Stochastic", value=k_val, signal=signal, - confidence=conf, description=desc, weight=0.8, + confidence=conf, description=desc, weight=1.6, ) def _compute_adx(self, df: pd.DataFrame, result: TechnicalAnalysis): @@ -483,7 +483,7 @@ class TechnicalEngine: result.indicators["adx"] = IndicatorSignal( name="ADX", value=adx_val, signal=signal, - confidence=conf, description=desc, weight=1.0, + confidence=conf, description=desc, weight=0.5, ) def _compute_atr(self, df: pd.DataFrame, result: TechnicalAnalysis): @@ -609,7 +609,7 @@ class TechnicalEngine: name="Ichimoku", value=float(score), signal=signal, confidence=conf, description=f"Ichimoku [{score}/4]: {' | '.join(signals)}", - weight=1.1, + weight=0.55, ) result.key_levels["ichimoku_cloud_top"] = cloud_top diff --git a/market_data/USDJPY_D1.csv b/market_data/USDJPY_D1.csv new file mode 100644 index 0000000..802fd5f --- /dev/null +++ b/market_data/USDJPY_D1.csv @@ -0,0 +1,5021 @@ +Time Open High Low Close Volume +2010-04-22 00:00:00 93.52 93.57 93.48 93.53 5247 12 +2010-04-23 00:00:00 93.53 94.32 93.31 93.945 457858 9 +2010-04-25 00:00:00 93.955 94.19 93.93 94.175 14667 95 +2010-04-26 00:00:00 94.175 94.355 93.81 93.87 445024 11 +2010-04-27 00:00:00 93.875 94.025 92.81 93.19 563682 8 +2010-04-28 00:00:00 93.19 94.315 92.99 94 601016 9 +2010-04-29 00:00:00 94 94.26 93.85 93.955 371625 11 +2010-04-30 00:00:00 93.955 94.58 93.815 93.815 372673 9 +2010-05-02 00:00:00 93.83 94.13 93.825 94.115 14002 84 +2010-05-03 00:00:00 94.115 94.79 93.84 94.66 335504 11 +2010-05-04 00:00:00 94.66 94.975 94.315 94.895 564592 9 +2010-05-05 00:00:00 94.895 94.98 93.535 93.875 558552 11 +2010-05-06 00:00:00 93.875 93.97 87.94 91.36 559339 9 +2010-05-07 00:00:00 91.36 93.23 90.835 91.56 434826 26 +2010-05-09 00:00:00 92.36 92.715 91.66 92.175 17743 108 +2010-05-10 00:00:00 92.16 93.535 91.835 93.005 547523 19 +2010-05-11 00:00:00 93.005 93.26 92.21 92.805 554806 10 +2010-05-12 00:00:00 92.805 93.28 92.45 93.19 535488 11 +2010-05-13 00:00:00 93.19 93.635 92.575 92.605 497611 11 +2010-05-14 00:00:00 92.605 93.085 91.785 92.495 533879 11 +2010-05-16 00:00:00 92.185 92.4 92.175 92.25 13346 138 +2010-05-17 00:00:00 92.255 92.69 91.755 92.535 438751 9 +2010-05-18 00:00:00 92.53 92.96 91.86 91.86 546141 9 +2010-05-19 00:00:00 91.86 92.145 90.95 91.765 602585 12 +2010-05-20 00:00:00 91.765 91.875 88.95 89.855 465046 13 +2010-05-21 00:00:00 89.86 90.475 89.215 89.95 378828 17 +2010-05-23 00:00:00 90.3 90.37 89.95 90.165 29549 30 +2010-05-24 00:00:00 90.165 90.62 89.74 90.085 530990 18 +2010-05-25 00:00:00 90.085 90.485 89.255 90.32 727313 8 +2010-05-26 00:00:00 90.32 90.67 89.805 89.985 556692 9 +2010-05-27 00:00:00 89.98 91.075 89.92 90.98 621078 10 +2010-05-28 00:00:00 90.985 91.405 90.605 91.05 476968 11 +2010-05-30 00:00:00 90.925 91.26 90.91 91.23 11136 118 +2010-05-31 00:00:00 91.23 91.615 90.915 91.15 222136 6 +2010-06-01 00:00:00 91.15 91.455 90.54 91.15 442233 9 +2010-06-02 00:00:00 91.145 92.35 91.02 92.08 513345 9 +2010-06-03 00:00:00 92.085 92.8 92.04 92.59 416350 8 +2010-06-04 00:00:00 92.59 92.88 91.42 91.875 395718 8 +2010-06-06 00:00:00 91.705 91.94 91.485 91.61 21201 90 +2010-06-07 00:00:00 91.62 92.08 90.98 91.565 590890 12 +2010-06-08 00:00:00 91.565 91.92 90.835 91.325 539172 8 +2010-06-09 00:00:00 91.33 91.665 91.055 91.335 445518 8 +2010-06-10 00:00:00 91.335 91.545 90.855 91.475 419275 13 +2010-06-11 00:00:00 91.475 91.77 91.195 91.635 315673 10 +2010-06-13 00:00:00 91.83 91.83 91.605 91.65 11834 79 +2010-06-14 00:00:00 91.655 92.11 91.415 91.625 357022 11 +2010-06-15 00:00:00 91.625 91.69 91.075 91.515 424476 8 +2010-06-16 00:00:00 91.515 91.825 91.085 91.315 351710 9 +2010-06-17 00:00:00 91.315 91.42 90.51 90.875 337019 9 +2010-06-18 00:00:00 90.87 90.89 90.445 90.7 209506 8 +2010-06-20 00:00:00 90.235 90.575 90.21 90.55 16339 123 +2010-06-21 00:00:00 90.55 91.475 90.335 91.02 343217 9 +2010-06-22 00:00:00 91.02 91.1 90.33 90.38 330274 8 +2010-06-23 00:00:00 90.38 90.565 89.725 89.95 268841 9 +2010-06-24 00:00:00 89.945 89.97 89.22 89.565 325106 9 +2010-06-25 00:00:00 89.565 89.77 89.215 89.235 328722 9 +2010-06-27 00:00:00 89.24 89.41 89.205 89.295 9476 80 +2010-06-28 00:00:00 89.29 89.465 89.065 89.38 314100 9 +2010-06-29 00:00:00 89.38 89.41 88.28 88.59 316458 9 +2010-06-30 00:00:00 88.585 88.76 88.35 88.52 287669 8 +2010-07-01 00:00:00 88.52 88.52 86.965 87.745 417177 9 +2010-07-02 00:00:00 87.75 88.205 87.325 87.735 342627 8 +2010-07-04 00:00:00 87.625 87.815 87.625 87.75 10974 165 +2010-07-05 00:00:00 87.75 88 87.455 87.51 221350 10 +2010-07-06 00:00:00 87.51 87.975 87.345 87.665 389303 10 +2010-07-07 00:00:00 87.66 87.84 87.015 87.825 482575 10 +2010-07-08 00:00:00 87.825 88.64 87.8 88.515 343622 9 +2010-07-09 00:00:00 88.515 88.7 88.37 88.61 300419 9 +2010-07-11 00:00:00 88.725 88.84 88.565 88.84 12220 40 +2010-07-12 00:00:00 88.84 89.15 88.38 88.745 365262 10 +2010-07-13 00:00:00 88.745 88.86 88.025 88.815 432302 7 +2010-07-14 00:00:00 88.81 89.105 88.07 88.305 422835 8 +2010-07-15 00:00:00 88.31 88.405 87.23 87.425 465948 9 +2010-07-16 00:00:00 87.425 87.5 86.265 86.56 385688 8 +2010-07-18 00:00:00 86.435 86.665 86.435 86.535 10801 170 +2010-07-19 00:00:00 86.53 87.215 86.53 86.76 370835 9 +2010-07-20 00:00:00 86.76 87.565 86.715 87.405 401415 9 +2010-07-21 00:00:00 87.405 87.43 86.785 86.845 340904 8 +2010-07-22 00:00:00 86.845 87.225 86.335 87.21 364215 7 +2010-07-23 00:00:00 87.21 87.5 86.735 87.45 318216 11 +2010-07-25 00:00:00 87.45 87.67 87.405 87.665 10028 80 +2010-07-26 00:00:00 87.665 87.71 86.82 86.9 324342 10 +2010-07-27 00:00:00 86.905 87.975 86.825 87.765 423252 9 +2010-07-28 00:00:00 87.765 88.115 87.25 87.43 414737 9 +2010-07-29 00:00:00 87.425 87.45 86.565 86.75 413273 7 +2010-07-30 00:00:00 86.76 86.81 85.945 86.455 389384 9 +2010-08-01 00:00:00 86.31 86.525 86.065 86.515 12842 65 +2010-08-02 00:00:00 86.515 86.88 86.32 86.525 394899 9 +2010-08-03 00:00:00 86.525 86.605 85.67 85.87 376867 9 +2010-08-04 00:00:00 85.87 86.395 85.325 86.335 403177 11 +2010-08-05 00:00:00 86.335 86.45 85.71 85.805 360780 8 +2010-08-06 00:00:00 85.805 86.18 85.02 85.495 306117 8 +2010-08-08 00:00:00 85.305 85.445 85.295 85.35 5708 190 +2010-08-09 00:00:00 85.35 86.05 85.34 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135.004 134.911 134.994 4212 7 +2022-08-09 15:15:00 134.996 135.007 134.923 134.952 2391 8 +2022-08-09 15:30:00 134.953 135.041 134.942 135.008 2122 7 +2022-08-09 15:45:00 135.007 135.015 134.95 134.951 1544 7 +2022-08-09 16:00:00 134.951 134.965 134.918 134.95 1962 7 +2022-08-09 16:15:00 134.951 134.969 134.92 134.961 1849 8 +2022-08-09 16:30:00 134.959 135.019 134.959 135.002 1596 8 +2022-08-09 16:45:00 135.002 135.036 134.991 135.031 1763 9 +2022-08-09 17:00:00 135.032 135.033 134.987 135 1666 9 +2022-08-09 17:15:00 134.998 135.075 134.994 135.072 1668 9 +2022-08-09 17:30:00 135.07 135.091 135.051 135.085 2116 9 +2022-08-09 17:45:00 135.084 135.094 135.074 135.092 1003 9 +2022-08-09 18:00:00 135.092 135.128 135.09 135.121 2566 8 +2022-08-09 18:15:00 135.12 135.19 135.106 135.147 1762 8 +2022-08-09 18:30:00 135.147 135.149 135.108 135.126 1137 8 +2022-08-09 18:45:00 135.129 135.196 135.129 135.171 2080 8 +2022-08-09 19:00:00 135.171 135.199 135.158 135.196 2442 8 +2022-08-09 19:15:00 135.195 135.197 135.109 135.121 1867 8 +2022-08-09 19:30:00 135.12 135.193 135.102 135.191 1459 8 +2022-08-09 19:45:00 135.19 135.19 135.119 135.119 1982 9 +2022-08-09 20:00:00 135.124 135.132 135.102 135.113 1135 9 +2022-08-09 20:15:00 135.112 135.131 135.099 135.127 840 10 +2022-08-09 20:30:00 135.127 135.129 135.109 135.124 642 9 +2022-08-09 20:45:00 135.124 135.162 135.064 135.105 1445 9 +2022-08-09 21:00:00 135.024 135.105 135.021 135.105 68 129 +2022-08-09 21:15:00 135.105 135.105 135.075 135.085 37 35 +2022-08-09 21:30:00 135.086 135.112 135.085 135.102 253 36 +2022-08-09 21:45:00 135.112 135.135 135.081 135.081 1618 25 +2022-08-09 22:00:00 135.082 135.111 135.069 135.084 1839 20 +2022-08-09 22:15:00 135.084 135.108 135.072 135.081 1033 15 +2022-08-09 22:30:00 135.082 135.109 135.066 135.074 2438 11 +2022-08-09 22:45:00 135.074 135.126 135.062 135.102 1978 12 +2022-08-09 23:00:00 135.101 135.164 135.101 135.143 3964 12 +2022-08-09 23:15:00 135.143 135.167 135.123 135.142 2426 13 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134.964 1953 9 +2022-08-10 03:45:00 134.963 134.972 134.917 134.945 2878 10 +2022-08-10 04:00:00 134.945 134.954 134.92 134.929 2272 11 +2022-08-10 04:15:00 134.926 134.946 134.888 134.937 1947 10 +2022-08-10 04:30:00 134.936 134.977 134.935 134.964 1884 7 +2022-08-10 04:45:00 134.964 134.998 134.938 134.985 1767 9 +2022-08-10 05:00:00 134.986 135.001 134.968 135.001 1500 8 +2022-08-10 05:15:00 134.999 135.057 134.981 135.027 1773 8 +2022-08-10 05:30:00 135.027 135.041 134.925 134.943 2034 9 +2022-08-10 05:45:00 134.944 135.003 134.925 134.99 2638 10 +2022-08-10 06:00:00 134.988 135.035 134.982 135.022 4562 9 +2022-08-10 06:15:00 135.024 135.096 135.016 135.076 1841 7 +2022-08-10 06:30:00 135.076 135.08 135.016 135.019 2904 8 +2022-08-10 06:45:00 135.02 135.048 135.008 135.041 2512 7 +2022-08-10 07:00:00 135.04 135.066 134.974 135.038 3787 8 +2022-08-10 07:15:00 135.038 135.084 135.003 135.003 2608 8 +2022-08-10 07:30:00 135.003 135.016 134.903 134.95 3531 8 +2022-08-10 07:45:00 134.949 134.96 134.903 134.945 3105 7 +2022-08-10 08:00:00 134.946 135.036 134.914 135.03 3903 8 +2022-08-10 08:15:00 135.029 135.048 134.93 134.956 3432 7 +2022-08-10 08:30:00 134.957 135.007 134.943 134.96 3278 8 +2022-08-10 08:45:00 134.961 135.002 134.947 134.966 2555 6 +2022-08-10 09:00:00 134.966 134.988 134.916 134.925 2030 7 +2022-08-10 09:15:00 134.924 134.949 134.839 134.857 2997 7 +2022-08-10 09:30:00 134.858 134.916 134.831 134.91 2830 8 +2022-08-10 09:45:00 134.909 134.955 134.872 134.935 2111 6 +2022-08-10 10:00:00 134.935 134.967 134.908 134.921 2496 8 +2022-08-10 10:15:00 134.922 134.973 134.911 134.955 2384 6 +2022-08-10 10:30:00 134.954 135.01 134.929 134.98 2824 7 +2022-08-10 10:45:00 134.98 134.993 134.95 134.97 2688 7 +2022-08-10 11:00:00 134.97 135.032 134.961 135.014 2759 8 +2022-08-10 11:15:00 135.015 135.024 134.94 134.981 2890 6 +2022-08-10 11:30:00 134.977 135.01 134.943 134.952 3430 7 +2022-08-10 11:45:00 134.951 134.954 134.798 134.811 4890 7 +2022-08-10 12:00:00 134.811 134.846 134.683 134.734 5369 7 +2022-08-10 12:15:00 134.733 135.072 134.724 134.977 5165 8 +2022-08-10 12:30:00 134.996 134.996 132.674 132.793 20157 30 +2022-08-10 12:45:00 132.793 133.144 132.719 133.142 14646 10 +2022-08-10 13:00:00 133.142 133.315 133.021 133.189 15656 8 +2022-08-10 13:15:00 133.19 133.269 132.98 133.158 14325 9 +2022-08-10 13:30:00 133.156 133.186 132.875 132.984 15379 8 +2022-08-10 13:45:00 132.984 133.031 132.561 132.587 13445 9 +2022-08-10 14:00:00 132.585 132.652 132.17 132.362 14125 8 +2022-08-10 14:15:00 132.362 132.457 132.121 132.182 11686 8 +2022-08-10 14:30:00 132.183 132.228 132.025 132.219 8075 8 +2022-08-10 14:45:00 132.22 132.336 132.088 132.093 8133 8 +2022-08-10 15:00:00 132.093 132.351 132.058 132.273 7517 7 +2022-08-10 15:15:00 132.27 132.498 132.261 132.44 6757 9 +2022-08-10 15:30:00 132.44 132.621 132.409 132.591 7586 8 +2022-08-10 15:45:00 132.589 132.678 132.456 132.571 5837 8 +2022-08-10 16:00:00 132.571 132.671 132.542 132.554 6313 9 +2022-08-10 16:15:00 132.554 132.65 132.509 132.557 5692 8 +2022-08-10 16:30:00 132.555 132.567 132.478 132.544 5945 9 +2022-08-10 16:45:00 132.544 132.602 132.509 132.54 4655 7 +2022-08-10 17:00:00 132.539 132.564 132.366 132.402 6103 8 +2022-08-10 17:15:00 132.401 132.437 132.364 132.404 2711 8 +2022-08-10 17:30:00 132.404 132.419 132.347 132.374 2192 7 +2022-08-10 17:45:00 132.374 132.611 132.367 132.603 4940 8 +2022-08-10 18:00:00 132.602 132.791 132.576 132.79 8780 9 +2022-08-10 18:15:00 132.792 133.063 132.756 133.055 7659 8 +2022-08-10 18:30:00 133.057 133.069 132.874 132.928 6547 9 +2022-08-10 18:45:00 132.931 132.982 132.847 132.863 5196 9 +2022-08-10 19:00:00 132.863 132.996 132.863 132.981 5344 8 +2022-08-10 19:15:00 132.981 133.027 132.936 132.953 2624 9 +2022-08-10 19:30:00 132.957 133.002 132.938 132.953 2788 7 +2022-08-10 19:45:00 132.953 132.984 132.895 132.91 2952 9 +2022-08-10 20:00:00 132.91 132.951 132.88 132.885 880 8 +2022-08-10 20:15:00 132.886 132.928 132.882 132.883 727 8 +2022-08-10 20:30:00 132.882 132.91 132.864 132.898 493 9 +2022-08-10 20:45:00 132.898 132.899 132.862 132.869 718 10 +2022-08-10 21:00:00 132.868 132.921 132.853 132.899 62 79 +2022-08-10 21:15:00 132.899 132.899 132.879 132.888 182 101 +2022-08-10 21:30:00 132.888 132.904 132.883 132.884 306 35 +2022-08-10 21:45:00 132.884 132.884 132.857 132.88 422 30 +2022-08-10 22:00:00 132.86 132.878 132.723 132.855 2008 19 +2022-08-10 22:15:00 132.855 132.956 132.855 132.874 1834 14 +2022-08-10 22:30:00 132.874 132.878 132.756 132.803 2014 12 +2022-08-10 22:45:00 132.805 132.855 132.794 132.845 1832 12 +2022-08-10 23:00:00 132.844 132.884 132.774 132.842 3488 10 +2022-08-10 23:15:00 132.847 132.906 132.846 132.863 1944 12 +2022-08-10 23:30:00 132.863 132.915 132.852 132.853 1873 11 +2022-08-10 23:45:00 132.852 132.871 132.804 132.81 1618 12 +2022-08-11 00:00:00 132.809 132.809 132.604 132.712 4582 9 +2022-08-11 00:15:00 132.714 132.801 132.714 132.759 3831 10 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133.116 133.171 3004 9 +2022-08-11 04:45:00 133.17 133.194 133.104 133.125 1369 7 +2022-08-11 05:00:00 133.124 133.187 133.093 133.175 5352 10 +2022-08-11 05:15:00 133.175 133.186 133.138 133.165 5847 8 +2022-08-11 05:30:00 133.166 133.166 133.097 133.112 3010 10 +2022-08-11 05:45:00 133.112 133.182 133.112 133.157 2863 9 +2022-08-11 06:00:00 133.157 133.178 133.042 133.053 6999 8 +2022-08-11 06:15:00 133.053 133.057 132.901 132.973 5939 8 +2022-08-11 06:30:00 132.975 132.981 132.883 132.885 5877 8 +2022-08-11 06:45:00 132.888 132.899 132.588 132.681 8721 8 +2022-08-11 07:00:00 132.68 132.742 132.527 132.534 9783 9 +2022-08-11 07:15:00 132.538 132.666 132.515 132.587 7019 9 +2022-08-11 07:30:00 132.587 132.611 132.43 132.519 8356 8 +2022-08-11 07:45:00 132.521 132.563 132.426 132.431 5817 8 +2022-08-11 08:00:00 132.431 132.604 132.431 132.555 6195 9 +2022-08-11 08:15:00 132.555 132.671 132.506 132.647 4875 8 +2022-08-11 08:30:00 132.648 132.661 132.552 132.602 4490 8 +2022-08-11 08:45:00 132.602 132.631 132.497 132.512 4337 9 +2022-08-11 09:00:00 132.511 132.616 132.444 132.598 4513 7 +2022-08-11 09:15:00 132.599 132.702 132.592 132.649 3598 7 +2022-08-11 09:30:00 132.65 132.692 132.625 132.657 3727 8 +2022-08-11 09:45:00 132.658 132.659 132.579 132.58 3415 8 +2022-08-11 10:00:00 132.581 132.707 132.579 132.597 2536 8 +2022-08-11 10:15:00 132.597 132.635 132.551 132.587 2129 7 +2022-08-11 10:30:00 132.588 132.651 132.551 132.638 2036 8 +2022-08-11 10:45:00 132.639 132.684 132.618 132.621 2853 8 +2022-08-11 11:00:00 132.626 132.635 132.496 132.566 3157 8 +2022-08-11 11:15:00 132.566 132.6 132.512 132.577 3428 7 +2022-08-11 11:30:00 132.577 132.577 132.293 132.323 6291 8 +2022-08-11 11:45:00 132.324 132.415 132.288 132.372 6395 8 +2022-08-11 12:00:00 132.374 132.379 132.087 132.1 9186 8 +2022-08-11 12:15:00 132.1 132.158 132.005 132.041 8702 8 +2022-08-11 12:30:00 132.041 132.275 131.731 131.943 18564 9 +2022-08-11 12:45:00 131.943 132.037 131.811 131.931 14826 8 +2022-08-11 13:00:00 131.932 132.093 131.896 131.939 12847 9 +2022-08-11 13:15:00 131.938 132.167 131.915 132.139 11981 8 +2022-08-11 13:30:00 132.139 132.264 132.015 132.017 11183 8 +2022-08-11 13:45:00 132.018 132.118 131.876 132.1 11780 8 +2022-08-11 14:00:00 132.106 132.396 132.07 132.376 12710 8 +2022-08-11 14:15:00 132.38 132.465 132.251 132.393 11255 8 +2022-08-11 14:30:00 132.396 132.686 132.355 132.637 11443 8 +2022-08-11 14:45:00 132.638 132.725 132.546 132.586 9574 8 +2022-08-11 15:00:00 132.586 132.886 132.538 132.813 10303 7 +2022-08-11 15:15:00 132.813 132.84 132.748 132.751 5840 8 +2022-08-11 15:30:00 132.748 132.762 132.618 132.647 4805 8 +2022-08-11 15:45:00 132.646 132.708 132.581 132.679 4904 8 +2022-08-11 16:00:00 132.679 132.743 132.657 132.688 3810 8 +2022-08-11 16:15:00 132.689 132.727 132.603 132.643 3297 8 +2022-08-11 16:30:00 132.644 132.765 132.618 132.758 2699 8 +2022-08-11 16:45:00 132.758 132.826 132.751 132.777 4383 8 +2022-08-11 17:00:00 132.777 132.888 132.749 132.865 5693 8 +2022-08-11 17:15:00 132.865 132.877 132.777 132.855 3092 8 +2022-08-11 17:30:00 132.855 132.965 132.855 132.925 3486 7 +2022-08-11 17:45:00 132.925 133.039 132.916 133.003 4004 8 +2022-08-11 18:00:00 133.01 133.069 133.009 133.044 3182 8 +2022-08-11 18:15:00 133.045 133.087 133.028 133.065 2495 8 +2022-08-11 18:30:00 133.065 133.108 133.031 133.031 2768 8 +2022-08-11 18:45:00 133.031 133.047 132.922 132.925 4399 8 +2022-08-11 19:00:00 132.925 132.991 132.925 132.983 4971 9 +2022-08-11 19:15:00 132.983 132.988 132.931 132.939 2723 9 +2022-08-11 19:30:00 132.94 132.981 132.938 132.979 1548 8 +2022-08-11 19:45:00 132.979 133.132 132.968 133.111 3888 9 +2022-08-11 20:00:00 133.11 133.127 133.048 133.051 2153 9 +2022-08-11 20:15:00 133.051 133.063 133.029 133.061 818 10 +2022-08-11 20:30:00 133.061 133.061 133.001 133.022 1097 10 +2022-08-11 20:45:00 133.033 133.036 132.947 132.99 1751 11 +2022-08-11 21:00:00 132.959 133.013 132.959 132.994 117 58 +2022-08-11 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128.548 128.554 128.246 128.375 6841 11 +2023-01-13 08:00:00 128.375 128.589 128.15 128.181 9385 10 +2023-01-13 08:15:00 128.185 128.336 128.145 128.266 6612 11 +2023-01-13 08:30:00 128.265 128.329 128.105 128.159 7016 11 +2023-01-13 08:45:00 128.158 128.388 128.154 128.33 5828 10 +2023-01-13 09:00:00 128.329 128.361 128.226 128.247 4051 11 +2023-01-13 09:15:00 128.249 128.721 128.231 128.626 5223 9 +2023-01-13 09:30:00 128.628 128.685 128.498 128.546 4613 10 +2023-01-13 09:45:00 128.546 128.563 128.438 128.521 4039 8 +2023-01-13 10:00:00 128.519 128.545 128.355 128.373 3675 10 +2023-01-13 10:15:00 128.374 128.421 128.269 128.413 3118 9 +2023-01-13 10:30:00 128.411 128.551 128.399 128.456 2879 9 +2023-01-13 10:45:00 128.455 128.5 128.362 128.368 2838 8 +2023-01-13 11:00:00 128.368 128.518 128.362 128.45 2846 9 +2023-01-13 11:15:00 128.45 128.582 128.405 128.571 3367 9 +2023-01-13 11:30:00 128.569 128.67 128.545 128.587 3333 9 +2023-01-13 11:45:00 128.589 128.787 128.575 128.747 4077 10 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127.472 127.709 5542 9 +2023-01-13 16:15:00 127.709 127.773 127.573 127.613 3598 8 +2023-01-13 16:30:00 127.614 127.933 127.601 127.926 4091 10 +2023-01-13 16:45:00 127.926 127.978 127.837 127.858 3891 9 +2023-01-13 17:00:00 127.856 127.891 127.725 127.728 2363 9 +2023-01-13 17:15:00 127.728 127.74 127.604 127.626 2914 8 +2023-01-13 17:30:00 127.631 127.792 127.619 127.757 2077 7 +2023-01-13 17:45:00 127.759 127.817 127.667 127.703 2200 9 +2023-01-13 18:00:00 127.703 127.738 127.67 127.709 1711 9 +2023-01-13 18:15:00 127.709 127.832 127.68 127.805 1630 9 +2023-01-13 18:30:00 127.805 127.88 127.757 127.769 2386 8 +2023-01-13 18:45:00 127.768 127.868 127.766 127.851 1834 9 +2023-01-13 19:00:00 127.849 127.885 127.778 127.783 2031 8 +2023-01-13 19:15:00 127.784 127.86 127.757 127.776 1814 7 +2023-01-13 19:30:00 127.778 127.833 127.747 127.828 1265 8 +2023-01-13 19:45:00 127.827 127.941 127.82 127.93 1679 6 +2023-01-13 20:00:00 127.929 127.931 127.853 127.88 1238 8 +2023-01-13 20:15:00 127.88 127.929 127.866 127.879 812 8 +2023-01-13 20:30:00 127.88 127.893 127.843 127.848 936 8 +2023-01-13 20:45:00 127.847 127.931 127.844 127.885 1029 9 +2023-01-13 21:00:00 127.883 127.913 127.855 127.872 771 10 +2023-01-13 21:15:00 127.873 127.892 127.779 127.781 524 13 +2023-01-13 21:30:00 127.78 127.889 127.78 127.889 749 11 +2023-01-13 21:45:00 127.888 127.895 127.809 127.853 1258 12 +2023-01-15 22:00:00 127.749 127.775 127.749 127.749 35 101 +2023-01-15 22:15:00 127.749 127.796 127.744 127.758 115 102 +2023-01-15 22:30:00 127.754 127.788 127.704 127.749 880 19 +2023-01-15 22:45:00 127.768 127.804 127.749 127.763 137 55 +2023-01-15 23:00:00 127.748 127.963 127.748 127.914 2174 37 +2023-01-15 23:15:00 127.914 128.148 127.913 128.016 3954 16 +2023-01-15 23:30:00 128.012 128.05 127.935 128.05 2932 11 +2023-01-15 23:45:00 128.048 128.079 127.896 128.05 2354 15 +2023-01-16 00:00:00 128.05 128.165 127.963 128.028 3594 12 +2023-01-16 00:15:00 128.032 128.122 127.972 128.121 2684 11 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127.479 127.387 127.45 1462 11 +2023-01-16 04:45:00 127.452 127.729 127.446 127.667 3555 10 +2023-01-16 05:00:00 127.667 127.716 127.606 127.625 2868 12 +2023-01-16 05:15:00 127.626 127.761 127.609 127.729 2449 11 +2023-01-16 05:30:00 127.728 127.781 127.658 127.696 1986 12 +2023-01-16 05:45:00 127.696 127.725 127.597 127.605 2579 10 +2023-01-16 06:00:00 127.603 127.668 127.572 127.61 2153 11 +2023-01-16 06:15:00 127.61 127.925 127.607 127.867 3257 8 +2023-01-16 06:30:00 127.866 128.085 127.827 128.085 4808 13 +2023-01-16 06:45:00 128.086 128.125 127.949 127.972 3257 11 +2023-01-16 07:00:00 127.972 128.13 127.909 128.006 6224 13 +2023-01-16 07:15:00 128.007 128.186 127.947 128.086 3535 11 +2023-01-16 07:30:00 128.085 128.117 127.958 127.967 3544 10 +2023-01-16 07:45:00 127.967 128.055 127.887 127.967 4177 11 +2023-01-16 08:00:00 127.968 128.577 127.898 128.53 7699 11 +2023-01-16 08:15:00 128.529 128.863 128.339 128.784 7690 11 +2023-01-16 08:30:00 128.791 128.816 128.53 128.558 7054 13 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128.424 2624 9 +2023-01-16 13:00:00 128.424 128.498 128.376 128.477 2401 9 +2023-01-16 13:15:00 128.478 128.56 128.457 128.52 2341 11 +2023-01-16 13:30:00 128.52 128.52 128.337 128.337 3176 9 +2023-01-16 13:45:00 128.335 128.456 128.296 128.422 3115 9 +2023-01-16 14:00:00 128.423 128.483 128.367 128.475 2860 10 +2023-01-16 14:15:00 128.477 128.507 128.365 128.386 2853 9 +2023-01-16 14:30:00 128.388 128.493 128.388 128.48 2561 9 +2023-01-16 14:45:00 128.48 128.523 128.423 128.467 2839 9 +2023-01-16 15:00:00 128.466 128.531 128.396 128.514 2246 9 +2023-01-16 15:15:00 128.515 128.56 128.473 128.559 1743 9 +2023-01-16 15:30:00 128.558 128.561 128.455 128.478 1691 8 +2023-01-16 15:45:00 128.477 128.559 128.459 128.529 2730 8 +2023-01-16 16:00:00 128.531 128.542 128.448 128.448 1774 10 +2023-01-16 16:15:00 128.448 128.557 128.434 128.548 1826 9 +2023-01-16 16:30:00 128.551 128.662 128.518 128.653 1033 11 +2023-01-16 16:45:00 128.653 128.653 128.558 128.58 1039 10 +2023-01-16 17:00:00 128.579 128.673 128.576 128.669 861 11 +2023-01-16 17:15:00 128.668 128.708 128.644 128.697 449 11 +2023-01-16 17:30:00 128.697 128.758 128.664 128.741 786 10 +2023-01-16 17:45:00 128.741 128.743 128.694 128.706 750 10 +2023-01-16 18:00:00 128.705 128.716 128.665 128.697 401 8 +2023-01-16 18:15:00 128.697 128.702 128.625 128.663 665 8 +2023-01-16 18:30:00 128.66 128.662 128.623 128.625 307 8 +2023-01-16 18:45:00 128.623 128.695 128.574 128.584 1133 10 +2023-01-16 19:00:00 128.585 128.603 128.56 128.577 936 11 +2023-01-16 19:15:00 128.575 128.577 128.5 128.521 665 10 +2023-01-16 19:30:00 128.523 128.558 128.516 128.523 385 11 +2023-01-16 19:45:00 128.524 128.561 128.524 128.56 171 8 +2023-01-16 20:00:00 128.559 128.578 128.509 128.559 693 10 +2023-01-16 20:15:00 128.561 128.569 128.51 128.51 456 8 +2023-01-16 20:30:00 128.512 128.532 128.51 128.526 161 9 +2023-01-16 20:45:00 128.524 128.578 128.52 128.539 321 8 +2023-01-16 21:00:00 128.544 128.551 128.512 128.515 995 8 +2023-01-16 21:15:00 128.514 128.519 128.467 128.469 1344 8 +2023-01-16 21:30:00 128.468 128.469 128.441 128.444 292 12 +2023-01-16 21:45:00 128.445 128.538 128.426 128.536 520 12 +2023-01-16 22:00:00 128.44 128.492 128.44 128.466 25 137 +2023-01-16 22:15:00 128.476 128.515 128.467 128.493 445 59 +2023-01-16 22:30:00 128.495 128.497 128.395 128.441 4714 28 +2023-01-16 22:45:00 128.441 128.469 128.395 128.434 2814 28 +2023-01-16 23:00:00 128.442 128.486 128.223 128.227 1905 32 +2023-01-16 23:15:00 128.227 128.312 128.21 128.281 1663 16 +2023-01-16 23:30:00 128.281 128.324 128.209 128.311 2070 14 +2023-01-16 23:45:00 128.311 128.365 128.251 128.337 1793 11 +2023-01-17 00:00:00 128.337 128.464 128.314 128.422 3603 11 +2023-01-17 00:15:00 128.421 128.557 128.417 128.51 2801 9 +2023-01-17 00:30:00 128.51 128.532 128.422 128.523 2820 11 +2023-01-17 00:45:00 128.523 128.542 128.313 128.405 4422 12 +2023-01-17 01:00:00 128.405 128.75 128.297 128.709 5844 11 +2023-01-17 01:15:00 128.709 128.814 128.656 128.711 4632 12 +2023-01-17 01:30:00 128.711 128.95 128.706 128.871 5098 12 +2023-01-17 01:45:00 128.873 128.889 128.753 128.806 3642 12 +2023-01-17 02:00:00 128.803 128.858 128.661 128.699 4465 12 +2023-01-17 02:15:00 128.696 128.905 128.695 128.888 3457 11 +2023-01-17 02:30:00 128.891 129.155 128.872 128.952 5052 10 +2023-01-17 02:45:00 128.956 129.071 128.903 128.983 3467 11 +2023-01-17 03:00:00 128.985 129.001 128.827 128.877 3248 8 +2023-01-17 03:15:00 128.88 128.943 128.809 128.813 1954 11 +2023-01-17 03:30:00 128.813 128.862 128.75 128.77 2397 11 +2023-01-17 03:45:00 128.771 128.795 128.725 128.775 2515 11 +2023-01-17 04:00:00 128.774 128.823 128.713 128.782 2193 9 +2023-01-17 04:15:00 128.778 128.824 128.619 128.674 2976 9 +2023-01-17 04:30:00 128.674 128.75 128.647 128.723 2234 10 +2023-01-17 04:45:00 128.716 128.737 128.64 128.665 2047 11 +2023-01-17 05:00:00 128.664 128.716 128.587 128.627 1828 10 +2023-01-17 05:15:00 128.627 128.664 128.571 128.627 1375 8 +2023-01-17 05:30:00 128.629 128.715 128.62 128.713 2001 9 +2023-01-17 05:45:00 128.715 128.72 128.605 128.645 2784 11 +2023-01-17 06:00:00 128.645 128.67 128.526 128.634 2927 9 +2023-01-17 06:15:00 128.633 128.828 128.629 128.808 2632 7 +2023-01-17 06:30:00 128.81 128.831 128.627 128.674 3404 10 +2023-01-17 06:45:00 128.675 128.958 128.672 128.919 3908 12 +2023-01-17 07:00:00 128.918 129.021 128.831 128.846 5459 12 +2023-01-17 07:15:00 128.846 128.933 128.799 128.877 4353 12 +2023-01-17 07:30:00 128.874 128.969 128.708 128.765 4660 9 +2023-01-17 07:45:00 128.766 128.797 128.667 128.728 4208 10 +2023-01-17 08:00:00 128.728 128.76 128.382 128.534 5918 10 +2023-01-17 08:15:00 128.537 128.608 128.488 128.587 4861 10 +2023-01-17 08:30:00 128.587 128.623 128.414 128.453 4483 11 +2023-01-17 08:45:00 128.453 128.538 128.398 128.457 4197 11 +2023-01-17 09:00:00 128.457 128.668 128.449 128.668 3664 10 +2023-01-17 09:15:00 128.669 128.807 128.604 128.778 2980 10 +2023-01-17 09:30:00 128.778 128.797 128.684 128.757 3614 9 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128.719 128.421 128.707 5245 10 +2023-01-17 14:00:00 128.706 128.714 128.383 128.414 5949 10 +2023-01-17 14:15:00 128.412 128.534 128.277 128.441 6794 10 +2023-01-17 14:30:00 128.441 128.475 128.253 128.411 7744 10 +2023-01-17 14:45:00 128.416 128.418 128.242 128.29 5503 10 +2023-01-17 15:00:00 128.287 128.59 128.276 128.483 10087 8 +2023-01-17 15:15:00 128.481 128.606 128.459 128.513 6579 10 +2023-01-17 15:30:00 128.513 128.637 128.438 128.444 7035 9 +2023-01-17 15:45:00 128.448 128.495 128.125 128.141 7125 9 +2023-01-17 16:00:00 128.141 128.191 127.986 128.189 7120 8 +2023-01-17 16:15:00 128.19 128.219 128.074 128.158 4420 9 +2023-01-17 16:30:00 128.157 128.281 128.115 128.15 4170 9 +2023-01-17 16:45:00 128.149 128.191 128.034 128.183 3027 9 +2023-01-17 17:00:00 128.184 128.214 128.092 128.145 1917 9 +2023-01-17 17:15:00 128.145 128.274 128.128 128.267 1778 6 +2023-01-17 17:30:00 128.266 128.273 128.202 128.234 1709 9 +2023-01-17 17:45:00 128.234 128.323 128.23 128.24 1471 8 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128.102 435 64 +2023-01-17 22:15:00 128.091 128.143 128.079 128.143 827 87 +2023-01-17 22:30:00 128.143 128.175 128.142 128.173 219 37 +2023-01-17 22:45:00 128.167 128.234 128.167 128.193 1711 41 +2023-01-17 23:00:00 128.199 128.282 128.188 128.265 1447 33 +2023-01-17 23:15:00 128.267 128.295 128.171 128.213 1619 15 +2023-01-17 23:30:00 128.212 128.268 128.19 128.251 1076 15 +2023-01-17 23:45:00 128.249 128.287 128.204 128.283 1449 14 +2023-01-18 00:00:00 128.288 128.52 128.219 128.391 3893 9 +2023-01-18 00:15:00 128.392 128.475 128.368 128.459 2337 11 +2023-01-18 00:30:00 128.459 128.681 128.438 128.635 4539 12 +2023-01-18 00:45:00 128.635 128.903 128.514 128.845 6302 13 +2023-01-18 01:00:00 128.845 128.984 128.767 128.974 4222 13 +2023-01-18 01:15:00 128.972 129.029 128.761 128.833 3700 11 +2023-01-18 01:30:00 128.834 128.854 128.735 128.742 3062 10 +2023-01-18 01:45:00 128.742 128.774 128.509 128.555 3445 10 +2023-01-18 02:00:00 128.555 128.579 128.415 128.436 3231 12 +2023-01-18 02:15:00 128.437 128.575 128.431 128.53 3319 10 +2023-01-18 02:30:00 128.529 130.394 128.368 130.203 8135 13 +2023-01-18 02:45:00 130.197 130.806 130.184 130.531 11989 15 +2023-01-18 03:00:00 130.531 130.831 130.416 130.564 10322 15 +2023-01-18 03:15:00 130.569 131.052 130.543 130.99 8884 12 +2023-01-18 03:30:00 130.99 131.25 130.957 130.988 8163 13 +2023-01-18 03:45:00 130.989 131.157 130.822 131.139 7105 11 +2023-01-18 04:00:00 131.139 131.492 131.087 131.37 6297 12 +2023-01-18 04:15:00 131.37 131.572 131.286 131.385 5399 8 +2023-01-18 04:30:00 131.383 131.499 131.28 131.361 4683 12 +2023-01-18 04:45:00 131.361 131.4 131.265 131.336 4563 11 +2023-01-18 05:00:00 131.336 131.536 131.327 131.368 4696 12 +2023-01-18 05:15:00 131.368 131.441 131.209 131.223 4170 8 +2023-01-18 05:30:00 131.224 131.264 130.748 130.956 5641 12 +2023-01-18 05:45:00 130.957 130.999 130.789 130.812 4409 11 +2023-01-18 06:00:00 130.81 130.826 130.584 130.621 5633 10 +2023-01-18 06:15:00 130.62 130.862 130.527 130.847 4789 11 +2023-01-18 06:30:00 130.851 131.229 130.699 131.095 7421 12 +2023-01-18 06:45:00 131.095 131.19 130.72 130.726 6766 11 +2023-01-18 07:00:00 130.726 130.918 130.531 130.844 7497 11 +2023-01-18 07:15:00 130.842 130.868 130.216 130.337 7465 11 +2023-01-18 07:30:00 130.338 130.471 130.053 130.337 10053 13 +2023-01-18 07:45:00 130.337 130.547 130.168 130.254 8198 11 +2023-01-18 08:00:00 130.253 130.31 130.116 130.186 7556 13 +2023-01-18 08:15:00 130.185 130.214 129.605 129.84 10614 9 +2023-01-18 08:30:00 129.84 129.935 129.699 129.821 6308 14 +2023-01-18 08:45:00 129.82 129.82 129.607 129.662 7352 12 +2023-01-18 09:00:00 129.66 129.901 129.626 129.782 6124 12 +2023-01-18 09:15:00 129.783 129.797 129.561 129.593 6131 11 +2023-01-18 09:30:00 129.594 129.622 129.199 129.429 7656 10 +2023-01-18 09:45:00 129.431 129.502 129.227 129.389 7450 12 +2023-01-18 10:00:00 129.389 129.581 129.347 129.528 6496 13 +2023-01-18 10:15:00 129.529 129.529 129.179 129.319 6164 11 +2023-01-18 10:30:00 129.318 129.393 129.079 129.16 5640 14 +2023-01-18 10:45:00 129.16 129.279 129.05 129.183 5691 13 +2023-01-18 11:00:00 129.183 129.255 129.044 129.244 5501 12 +2023-01-18 11:15:00 129.244 129.391 129.201 129.32 4195 13 +2023-01-18 11:30:00 129.323 129.355 129.114 129.16 4232 12 +2023-01-18 11:45:00 129.162 129.256 128.834 128.986 6781 12 +2023-01-18 12:00:00 128.983 129.181 128.9 129.03 5514 11 +2023-01-18 12:15:00 129.03 129.075 128.91 128.97 4275 10 +2023-01-18 12:30:00 128.969 129.243 128.884 129.132 4154 12 +2023-01-18 12:45:00 129.132 129.192 129.036 129.076 4299 11 +2023-01-18 13:00:00 129.076 129.138 128.824 128.96 5387 12 +2023-01-18 13:15:00 128.96 128.989 128.611 128.736 5707 9 +2023-01-18 13:30:00 128.735 128.735 128.123 128.255 11681 22 +2023-01-18 13:45:00 128.256 128.377 128 128.118 10445 13 +2023-01-18 14:00:00 128.121 128.226 127.868 127.949 7260 11 +2023-01-18 14:15:00 127.95 127.954 127.561 127.728 10602 16 +2023-01-18 14:30:00 127.729 128.282 127.614 128.145 11837 12 +2023-01-18 14:45:00 128.142 128.29 128.012 128.121 8467 12 +2023-01-18 15:00:00 128.129 128.377 128.07 128.252 7478 10 +2023-01-18 15:15:00 128.248 128.248 128.006 128.146 7406 10 +2023-01-18 15:30:00 128.148 128.391 128.088 128.324 8959 10 +2023-01-18 15:45:00 128.323 128.44 128.208 128.364 7610 11 +2023-01-18 16:00:00 128.364 128.421 128.216 128.314 5540 9 +2023-01-18 16:15:00 128.314 128.561 128.273 128.444 5759 11 +2023-01-18 16:30:00 128.444 128.601 128.442 128.592 6036 11 +2023-01-18 16:45:00 128.592 128.61 128.434 128.455 5301 11 +2023-01-18 17:00:00 128.452 128.709 128.448 128.681 4029 12 +2023-01-18 17:15:00 128.68 128.875 128.62 128.834 3626 10 +2023-01-18 17:30:00 128.834 128.909 128.749 128.786 3574 9 +2023-01-18 17:45:00 128.785 128.949 128.777 128.812 3370 10 +2023-01-18 18:00:00 128.812 128.846 128.66 128.716 5023 9 +2023-01-18 18:15:00 128.715 128.737 128.599 128.65 2524 13 +2023-01-18 18:30:00 128.65 128.77 128.646 128.747 2813 12 +2023-01-18 18:45:00 128.746 128.832 128.606 128.772 4146 11 +2023-01-18 19:00:00 128.771 128.891 128.763 128.836 3364 12 +2023-01-18 19:15:00 128.836 128.843 128.68 128.77 2533 10 +2023-01-18 19:30:00 128.77 128.858 128.769 128.8 1617 10 +2023-01-18 19:45:00 128.798 128.826 128.665 128.688 2551 10 +2023-01-18 20:00:00 128.688 128.862 128.688 128.835 2987 9 +2023-01-18 20:15:00 128.834 128.861 128.758 128.784 2080 11 +2023-01-18 20:30:00 128.789 128.862 128.775 128.817 1586 11 +2023-01-18 20:45:00 128.818 128.865 128.8 128.864 1221 10 +2023-01-18 21:00:00 128.863 128.882 128.794 128.836 1014 8 +2023-01-18 21:15:00 128.837 128.843 128.769 128.819 619 10 +2023-01-18 21:30:00 128.818 128.877 128.808 128.874 1484 10 +2023-01-18 21:45:00 128.875 128.931 128.857 128.884 992 10 +2023-01-18 22:00:00 128.884 128.889 128.793 128.829 1194 84 +2023-01-18 22:15:00 128.829 128.83 128.55 128.823 2047 72 +2023-01-18 22:30:00 128.832 128.852 128.754 128.789 1657 33 +2023-01-18 22:45:00 128.788 128.804 128.535 128.76 2055 39 +2023-01-18 23:00:00 128.757 128.838 128.581 128.623 1920 33 +2023-01-18 23:15:00 128.623 128.643 128.443 128.488 2912 15 +2023-01-18 23:30:00 128.49 128.617 128.483 128.575 2452 13 +2023-01-18 23:45:00 128.574 128.624 128.542 128.552 1962 13 +2023-01-19 00:00:00 128.552 128.559 128.332 128.369 4579 9 +2023-01-19 00:15:00 128.369 128.603 128.352 128.468 3386 13 +2023-01-19 00:30:00 128.466 128.527 128.305 128.456 4709 12 +2023-01-19 00:45:00 128.457 128.471 128.277 128.42 6227 10 +2023-01-19 01:00:00 128.419 128.527 128.304 128.417 4871 12 +2023-01-19 01:15:00 128.416 128.445 128.303 128.421 3952 11 +2023-01-19 01:30:00 128.423 128.533 128.342 128.527 3493 11 +2023-01-19 01:45:00 128.526 128.69 128.526 128.572 3565 8 +2023-01-19 02:00:00 128.566 128.624 128.517 128.614 3231 9 +2023-01-19 02:15:00 128.613 128.634 128.52 128.526 2007 9 +2023-01-19 02:30:00 128.524 128.549 128.394 128.396 1858 10 +2023-01-19 02:45:00 128.396 128.466 128.364 128.424 1521 7 +2023-01-19 03:00:00 128.426 128.443 128.296 128.352 2232 7 +2023-01-19 03:15:00 128.354 128.388 128.349 128.367 1901 10 +2023-01-19 03:30:00 128.366 128.428 128.297 128.308 1985 9 +2023-01-19 03:45:00 128.309 128.309 128.15 128.287 3465 9 +2023-01-19 04:00:00 128.286 128.291 128.077 128.101 2587 9 +2023-01-19 04:15:00 128.101 128.119 127.9 128.017 2801 9 +2023-01-19 04:30:00 128.017 128.135 127.941 128.131 2251 8 +2023-01-19 04:45:00 128.132 128.14 128.011 128.027 1809 11 +2023-01-19 05:00:00 128.027 128.062 127.878 127.914 2722 10 +2023-01-19 05:15:00 127.913 128.01 127.82 127.857 3344 9 +2023-01-19 05:30:00 127.854 127.912 127.757 127.881 2143 8 +2023-01-19 05:45:00 127.881 127.993 127.857 127.98 1635 7 +2023-01-19 06:00:00 127.979 128.025 127.845 127.905 2239 7 +2023-01-19 06:15:00 127.901 127.987 127.761 127.833 2408 8 +2023-01-19 06:30:00 127.832 127.92 127.767 127.844 2630 10 +2023-01-19 06:45:00 127.842 128.032 127.81 127.951 2965 10 +2023-01-19 07:00:00 127.952 128.087 127.892 128.023 4778 9 +2023-01-19 07:15:00 128.023 128.244 127.991 128.156 5151 10 +2023-01-19 07:30:00 128.154 128.211 128.073 128.137 4175 10 +2023-01-19 07:45:00 128.137 128.195 128.029 128.174 4536 10 +2023-01-19 08:00:00 128.174 128.332 128.155 128.26 5172 10 +2023-01-19 08:15:00 128.26 128.337 128.135 128.161 4135 10 +2023-01-19 08:30:00 128.162 128.23 128.092 128.132 4044 8 +2023-01-19 08:45:00 128.131 128.291 128.087 128.186 3968 9 +2023-01-19 09:00:00 128.19 128.396 128.19 128.265 3485 11 +2023-01-19 09:15:00 128.266 128.345 128.211 128.311 3129 8 +2023-01-19 09:30:00 128.31 128.325 128.188 128.238 3698 8 +2023-01-19 09:45:00 128.243 128.324 128.216 128.32 3097 9 +2023-01-19 10:00:00 128.317 128.463 128.303 128.401 3541 11 +2023-01-19 10:15:00 128.401 128.478 128.364 128.426 3131 8 +2023-01-19 10:30:00 128.427 128.666 128.423 128.537 4680 9 +2023-01-19 10:45:00 128.537 128.583 128.488 128.502 2949 10 +2023-01-19 11:00:00 128.5 128.61 128.429 128.572 3560 11 +2023-01-19 11:15:00 128.574 128.599 128.492 128.57 2981 11 +2023-01-19 11:30:00 128.572 128.719 128.568 128.691 3836 10 +2023-01-19 11:45:00 128.69 128.71 128.539 128.612 3246 11 +2023-01-19 12:00:00 128.612 128.654 128.493 128.508 2627 9 +2023-01-19 12:15:00 128.509 128.605 128.415 128.455 3046 10 +2023-01-19 12:30:00 128.456 128.539 128.374 128.507 2844 9 +2023-01-19 12:45:00 128.507 128.648 128.463 128.627 2910 9 +2023-01-19 13:00:00 128.628 128.698 128.502 128.533 4324 9 +2023-01-19 13:15:00 128.533 128.533 128.399 128.416 4821 9 +2023-01-19 13:30:00 128.414 128.816 128.372 128.52 9708 17 +2023-01-19 13:45:00 128.52 128.659 128.357 128.379 7010 13 +2023-01-19 14:00:00 128.382 128.486 128.298 128.476 5553 11 +2023-01-19 14:15:00 128.474 128.485 128.327 128.372 4323 10 +2023-01-19 14:30:00 128.371 128.38 128.229 128.348 6139 9 +2023-01-19 14:45:00 128.349 128.493 128.341 128.343 5286 9 +2023-01-19 15:00:00 128.344 128.429 128.292 128.418 5243 6 +2023-01-19 15:15:00 128.418 128.582 128.418 128.58 4235 7 +2023-01-19 15:30:00 128.58 128.619 128.505 128.588 4241 7 +2023-01-19 15:45:00 128.588 128.616 128.367 128.455 4896 9 +2023-01-19 16:00:00 128.457 128.589 128.435 128.512 3623 8 +2023-01-19 16:15:00 128.51 128.511 128.415 128.485 2961 10 +2023-01-19 16:30:00 128.484 128.487 128.406 128.441 2272 8 +2023-01-19 16:45:00 128.441 128.533 128.43 128.482 1826 8 +2023-01-19 17:00:00 128.48 128.544 128.384 128.531 2004 8 +2023-01-19 17:15:00 128.529 128.619 128.462 128.587 1735 8 +2023-01-19 17:30:00 128.585 128.595 128.502 128.583 1283 7 +2023-01-19 17:45:00 128.584 128.622 128.558 128.563 1503 8 +2023-01-19 18:00:00 128.562 128.59 128.495 128.498 1813 9 +2023-01-19 18:15:00 128.498 128.628 128.481 128.518 2936 9 +2023-01-19 18:30:00 128.519 128.519 128.405 128.505 2347 7 +2023-01-19 18:45:00 128.505 128.505 128.392 128.439 1959 10 +2023-01-19 19:00:00 128.443 128.533 128.44 128.508 2005 9 +2023-01-19 19:15:00 128.507 128.525 128.422 128.462 1966 10 +2023-01-19 19:30:00 128.461 128.463 128.374 128.375 1347 8 +2023-01-19 19:45:00 128.375 128.469 128.348 128.445 1596 7 +2023-01-19 20:00:00 128.446 128.474 128.321 128.326 1155 8 +2023-01-19 20:15:00 128.325 128.386 128.295 128.368 1451 8 +2023-01-19 20:30:00 128.368 128.439 128.368 128.438 1091 8 +2023-01-19 20:45:00 128.439 128.442 128.386 128.432 911 7 +2023-01-19 21:00:00 128.436 128.447 128.385 128.398 860 8 +2023-01-19 21:15:00 128.397 128.408 128.353 128.363 310 7 +2023-01-19 21:30:00 128.366 128.405 128.365 128.405 659 8 +2023-01-19 21:45:00 128.405 128.441 128.403 128.406 1117 10 +2023-01-19 22:00:00 128.406 128.432 128.39 128.414 1657 63 +2023-01-19 22:15:00 128.414 128.415 128.366 128.415 1550 30 +2023-01-19 22:30:00 128.415 128.423 128.409 128.41 832 28 +2023-01-19 22:45:00 128.412 128.435 128.396 128.406 614 23 +2023-01-19 23:00:00 128.404 128.473 128.362 128.374 3144 19 +2023-01-19 23:15:00 128.377 128.414 128.349 128.364 1559 13 +2023-01-19 23:30:00 128.364 128.471 128.362 128.418 1516 12 +2023-01-19 23:45:00 128.418 128.418 128.368 128.371 903 10 +2023-01-20 00:00:00 128.371 128.585 128.34 128.502 3718 10 +2023-01-20 00:15:00 128.501 128.596 128.488 128.58 1721 13 +2023-01-20 00:30:00 128.582 128.619 128.517 128.596 1779 9 +2023-01-20 00:45:00 128.595 128.683 128.539 128.629 5034 9 +2023-01-20 01:00:00 128.629 128.716 128.568 128.655 3659 11 +2023-01-20 01:15:00 128.655 128.673 128.523 128.565 2140 8 +2023-01-20 01:30:00 128.565 128.831 128.564 128.729 3766 7 +2023-01-20 01:45:00 128.729 128.888 128.712 128.835 1877 8 +2023-01-20 02:00:00 128.835 128.89 128.787 128.86 2242 7 +2023-01-20 02:15:00 128.861 128.879 128.741 128.749 1861 10 +2023-01-20 02:30:00 128.75 128.838 128.745 128.808 2025 10 +2023-01-20 02:45:00 128.808 128.815 128.724 128.754 2125 7 +2023-01-20 03:00:00 128.755 128.813 128.754 128.758 1795 10 +2023-01-20 03:15:00 128.757 128.772 128.699 128.768 1380 8 +2023-01-20 03:30:00 128.769 128.779 128.726 128.755 1076 7 +2023-01-20 03:45:00 128.755 128.817 128.733 128.815 1183 8 +2023-01-20 04:00:00 128.816 128.983 128.815 128.895 2756 8 +2023-01-20 04:15:00 128.893 128.992 128.862 128.987 1484 9 +2023-01-20 04:30:00 128.986 129.094 128.906 128.982 2955 10 +2023-01-20 04:45:00 128.982 129.074 128.947 129.047 1628 10 +2023-01-20 05:00:00 129.051 129.168 128.994 129.131 2249 8 +2023-01-20 05:15:00 129.131 129.293 129.083 129.269 2585 8 +2023-01-20 05:30:00 129.269 129.289 129.22 129.228 2427 11 +2023-01-20 05:45:00 129.23 129.269 129.117 129.169 2991 9 +2023-01-20 06:00:00 129.168 129.182 129.063 129.111 2290 8 +2023-01-20 06:15:00 129.112 129.13 129.02 129.089 2233 7 +2023-01-20 06:30:00 129.089 129.125 129.044 129.098 1547 8 +2023-01-20 06:45:00 129.1 129.179 129.09 129.168 1819 9 +2023-01-20 07:00:00 129.168 129.178 129.053 129.084 2817 12 +2023-01-20 07:15:00 129.083 129.086 128.792 128.88 4087 10 +2023-01-20 07:30:00 128.881 128.965 128.773 128.951 3506 11 +2023-01-20 07:45:00 128.953 128.973 128.859 128.881 4069 11 +2023-01-20 08:00:00 128.887 128.947 128.726 128.785 5207 10 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150.433 150.457 1977 3 +2024-02-23 20:00:00 150.456 150.499 150.441 150.487 2771 6 +2024-02-23 20:15:00 150.488 150.508 150.47 150.471 975 5 +2024-02-23 20:30:00 150.47 150.505 150.469 150.497 1380 5 +2024-02-23 20:45:00 150.497 150.508 150.479 150.495 2646 7 +2024-02-23 21:00:00 150.497 150.51 150.484 150.484 1707 6 +2024-02-23 21:15:00 150.484 150.495 150.46 150.48 1078 6 +2024-02-23 21:30:00 150.48 150.521 150.474 150.508 1583 9 +2024-02-23 21:45:00 150.509 150.544 150.472 150.473 2711 7 +2024-02-25 22:00:00 150.46 150.498 150.336 150.414 50 53 +2024-02-25 22:15:00 150.423 150.424 150.414 150.422 80 107 +2024-02-25 22:30:00 150.422 150.447 150.414 150.446 155 66 +2024-02-25 22:45:00 150.446 150.452 150.36 150.412 515 18 +2024-02-25 23:00:00 150.418 150.562 150.41 150.514 1861 25 +2024-02-25 23:15:00 150.512 150.527 150.456 150.499 2306 4 +2024-02-25 23:30:00 150.501 150.536 150.481 150.49 2340 10 +2024-02-25 23:45:00 150.489 150.512 150.481 150.5 1664 7 +2024-02-26 00:00:00 150.501 150.501 150.41 150.434 2627 6 +2024-02-26 00:15:00 150.435 150.44 150.384 150.429 2471 7 +2024-02-26 00:30:00 150.433 150.464 150.4 150.415 2019 5 +2024-02-26 00:45:00 150.414 150.415 150.297 150.365 3746 6 +2024-02-26 01:00:00 150.366 150.387 150.328 150.344 2303 7 +2024-02-26 01:15:00 150.346 150.365 150.292 150.34 2014 7 +2024-02-26 01:30:00 150.342 150.375 150.333 150.338 2063 4 +2024-02-26 01:45:00 150.336 150.429 150.333 150.422 2596 7 +2024-02-26 02:00:00 150.422 150.48 150.422 150.44 2412 6 +2024-02-26 02:15:00 150.44 150.461 150.429 150.45 1849 7 +2024-02-26 02:30:00 150.449 150.485 150.446 150.478 1672 6 +2024-02-26 02:45:00 150.477 150.491 150.456 150.49 1425 5 +2024-02-26 03:00:00 150.49 150.495 150.469 150.493 1372 6 +2024-02-26 03:15:00 150.492 150.492 150.455 150.459 761 4 +2024-02-26 03:30:00 150.458 150.488 150.455 150.481 1099 4 +2024-02-26 03:45:00 150.48 150.491 150.464 150.475 2225 6 +2024-02-26 04:00:00 150.476 150.483 150.444 150.456 1348 5 +2024-02-26 04:15:00 150.456 150.463 150.437 150.455 2255 7 +2024-02-26 04:30:00 150.455 150.515 150.45 150.513 2055 6 +2024-02-26 04:45:00 150.514 150.518 150.488 150.5 2340 4 +2024-02-26 05:00:00 150.5 150.504 150.454 150.463 2605 5 +2024-02-26 05:15:00 150.463 150.468 150.393 150.407 1895 6 +2024-02-26 05:30:00 150.407 150.441 150.404 150.413 2117 7 +2024-02-26 05:45:00 150.413 150.433 150.365 150.433 3064 5 +2024-02-26 06:00:00 150.433 150.488 150.426 150.476 1830 4 +2024-02-26 06:15:00 150.477 150.489 150.429 150.432 3438 6 +2024-02-26 06:30:00 150.433 150.453 150.389 150.394 2194 6 +2024-02-26 06:45:00 150.396 150.429 150.38 150.418 2813 3 +2024-02-26 07:00:00 150.416 150.44 150.363 150.369 3390 5 +2024-02-26 07:15:00 150.368 150.416 150.368 150.396 3545 4 +2024-02-26 07:30:00 150.397 150.445 150.379 150.435 2461 4 +2024-02-26 07:45:00 150.436 150.454 150.392 150.454 4084 4 +2024-02-26 08:00:00 150.452 150.496 150.402 150.437 4043 4 +2024-02-26 08:15:00 150.438 150.502 150.416 150.48 3050 5 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150.532 150.563 4594 5 +2024-02-26 12:45:00 150.564 150.615 150.538 150.607 4555 6 +2024-02-26 13:00:00 150.608 150.616 150.529 150.565 7115 6 +2024-02-26 13:15:00 150.563 150.651 150.562 150.63 6592 6 +2024-02-26 13:30:00 150.63 150.639 150.558 150.577 4776 5 +2024-02-26 13:45:00 150.577 150.651 150.577 150.645 5998 3 +2024-02-26 14:00:00 150.645 150.743 150.623 150.733 5350 5 +2024-02-26 14:15:00 150.734 150.739 150.692 150.719 5170 6 +2024-02-26 14:30:00 150.719 150.737 150.702 150.703 4742 6 +2024-02-26 14:45:00 150.703 150.742 150.679 150.707 4470 5 +2024-02-26 15:00:00 150.705 150.807 150.677 150.788 3404 6 +2024-02-26 15:15:00 150.788 150.804 150.753 150.757 2719 5 +2024-02-26 15:30:00 150.756 150.776 150.679 150.691 3672 5 +2024-02-26 15:45:00 150.691 150.749 150.667 150.749 4132 6 +2024-02-26 16:00:00 150.748 150.8 150.735 150.793 4509 4 +2024-02-26 16:15:00 150.792 150.8 150.765 150.788 2658 4 +2024-02-26 16:30:00 150.787 150.817 150.771 150.809 4474 4 +2024-02-26 16:45:00 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18:30:00 155.85 155.85 155.783 155.793 1074 15 +2025-01-20 18:45:00 155.794 155.814 155.69 155.693 882 11 +2025-01-20 19:00:00 155.689 155.763 155.688 155.744 832 15 +2025-01-20 19:15:00 155.742 155.765 155.731 155.744 1343 14 +2025-01-20 19:30:00 155.743 155.774 155.712 155.752 1620 14 +2025-01-20 19:45:00 155.75 155.752 155.591 155.633 2433 12 +2025-01-20 20:00:00 155.637 155.639 155.491 155.512 1622 11 +2025-01-20 20:15:00 155.512 155.614 155.511 155.605 1490 11 +2025-01-20 20:30:00 155.609 155.621 155.524 155.616 1121 17 +2025-01-20 20:45:00 155.62 155.622 155.601 155.604 1060 15 +2025-01-20 21:00:00 155.606 155.684 155.511 155.511 1491 15 +2025-01-20 21:15:00 155.512 155.644 155.508 155.626 1732 16 +2025-01-20 21:30:00 155.629 155.714 155.618 155.665 2076 13 +2025-01-20 21:45:00 155.663 155.675 155.573 155.629 3603 26 +2025-01-20 22:00:00 155.449 155.531 155.449 155.531 38 206 +2025-01-20 22:15:00 155.53 155.614 155.521 155.608 137 217 +2025-01-20 22:30:00 155.607 155.646 155.603 155.612 491 76 +2025-01-20 22:45:00 155.626 155.644 155.603 155.634 357 69 +2025-01-20 23:00:00 155.628 155.648 155.401 155.411 1098 76 +2025-01-20 23:15:00 155.411 155.474 155.315 155.46 2034 14 +2025-01-20 23:30:00 155.457 155.516 155.269 155.271 2733 14 +2025-01-20 23:45:00 155.271 155.386 155.159 155.271 2742 12 +2025-01-21 00:00:00 155.272 155.288 155.008 155.025 3660 12 +2025-01-21 00:15:00 155.024 155.172 154.9 155.158 4401 12 +2025-01-21 00:30:00 155.157 155.288 155.115 155.18 4015 10 +2025-01-21 00:45:00 155.18 156.232 155.109 156.017 9332 10 +2025-01-21 01:00:00 156.016 156.19 155.799 155.867 6635 16 +2025-01-21 01:15:00 155.874 155.946 155.61 155.63 6490 13 +2025-01-21 01:30:00 155.63 155.797 155.582 155.737 4944 14 +2025-01-21 01:45:00 155.735 155.736 155.462 155.539 4152 11 +2025-01-21 02:00:00 155.539 155.575 155.223 155.393 4542 11 +2025-01-21 02:15:00 155.393 155.439 155.11 155.129 4490 12 +2025-01-21 02:30:00 155.108 155.227 154.973 155.068 4261 11 +2025-01-21 02:45:00 155.07 155.17 154.948 155.133 4294 12 +2025-01-21 03:00:00 155.134 155.24 154.785 154.793 4854 10 +2025-01-21 03:15:00 154.792 154.966 154.772 154.954 4335 9 +2025-01-21 03:30:00 154.952 155.123 154.838 155.067 3166 11 +2025-01-21 03:45:00 155.067 155.209 154.998 155.182 2951 12 +2025-01-21 04:00:00 155.183 155.187 155.023 155.049 2513 10 +2025-01-21 04:15:00 155.047 155.114 154.97 155.018 2638 12 +2025-01-21 04:30:00 155.019 155.155 154.951 155.123 2872 10 +2025-01-21 04:45:00 155.124 155.181 155.011 155.062 2181 10 +2025-01-21 05:00:00 155.063 155.13 155 155.127 2152 10 +2025-01-21 05:15:00 155.131 155.239 155.057 155.217 2718 9 +2025-01-21 05:30:00 155.217 155.272 155.18 155.205 2331 10 +2025-01-21 05:45:00 155.203 155.323 155.201 155.316 2609 8 +2025-01-21 06:00:00 155.317 155.435 155.317 155.416 2902 10 +2025-01-21 06:15:00 155.418 155.453 155.371 155.412 2738 7 +2025-01-21 06:30:00 155.412 155.53 155.412 155.476 2339 9 +2025-01-21 06:45:00 155.476 155.55 155.434 155.515 2283 8 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155.892 1691 8 +2025-01-21 11:15:00 155.893 156.05 155.885 155.946 2058 10 +2025-01-21 11:30:00 155.947 156.012 155.901 155.917 1960 8 +2025-01-21 11:45:00 155.918 155.94 155.871 155.908 2315 8 +2025-01-21 12:00:00 155.908 155.949 155.828 155.893 2052 7 +2025-01-21 12:15:00 155.895 155.901 155.769 155.774 1934 7 +2025-01-21 12:30:00 155.773 155.823 155.71 155.767 2060 8 +2025-01-21 12:45:00 155.767 155.909 155.757 155.82 2983 9 +2025-01-21 13:00:00 155.819 155.837 155.665 155.665 2189 7 +2025-01-21 13:15:00 155.664 155.721 155.633 155.687 1836 6 +2025-01-21 13:30:00 155.697 155.697 155.5 155.513 3463 9 +2025-01-21 13:45:00 155.511 155.566 155.457 155.488 2872 8 +2025-01-21 14:00:00 155.485 155.562 155.427 155.43 3386 7 +2025-01-21 14:15:00 155.433 155.475 155.381 155.431 2799 8 +2025-01-21 14:30:00 155.435 155.605 155.423 155.426 4159 8 +2025-01-21 14:45:00 155.424 155.667 155.33 155.58 6465 8 +2025-01-21 15:00:00 155.581 155.73 155.478 155.583 6205 9 +2025-01-21 15:15:00 155.583 155.635 155.398 155.542 5175 9 +2025-01-21 15:30:00 155.541 155.544 155.261 155.339 4864 10 +2025-01-21 15:45:00 155.338 155.362 155.248 155.326 5144 9 +2025-01-21 16:00:00 155.327 155.43 155.303 155.374 3195 8 +2025-01-21 16:15:00 155.374 155.571 155.372 155.419 3135 9 +2025-01-21 16:30:00 155.419 155.486 155.393 155.446 3336 9 +2025-01-21 16:45:00 155.444 155.558 155.444 155.493 2242 7 +2025-01-21 17:00:00 155.492 155.521 155.467 155.485 2229 8 +2025-01-21 17:15:00 155.484 155.507 155.427 155.448 2101 7 +2025-01-21 17:30:00 155.447 155.533 155.415 155.532 1647 8 +2025-01-21 17:45:00 155.532 155.578 155.474 155.572 1772 8 +2025-01-21 18:00:00 155.573 155.593 155.487 155.534 1989 8 +2025-01-21 18:15:00 155.532 155.581 155.515 155.549 1286 8 +2025-01-21 18:30:00 155.547 155.554 155.425 155.472 1379 8 +2025-01-21 18:45:00 155.472 155.543 155.446 155.506 1307 7 +2025-01-21 19:00:00 155.507 155.52 155.471 155.52 1967 8 +2025-01-21 19:15:00 155.52 155.578 155.52 155.567 1463 8 +2025-01-21 19:30:00 155.565 155.584 155.553 155.568 732 7 +2025-01-21 19:45:00 155.568 155.581 155.527 155.554 1197 8 +2025-01-21 20:00:00 155.552 155.592 155.529 155.551 808 7 +2025-01-21 20:15:00 155.55 155.589 155.548 155.566 479 7 +2025-01-21 20:30:00 155.565 155.577 155.537 155.539 629 6 +2025-01-21 20:45:00 155.537 155.554 155.516 155.516 697 7 +2025-01-21 21:00:00 155.517 155.556 155.49 155.495 554 8 +2025-01-21 21:15:00 155.494 155.531 155.468 155.494 333 12 +2025-01-21 21:30:00 155.493 155.517 155.479 155.48 556 14 +2025-01-21 21:45:00 155.48 155.515 155.464 155.471 452 15 +2025-01-21 22:00:00 155.397 155.42 155.382 155.411 62 215 +2025-01-21 22:15:00 155.42 155.492 155.41 155.419 163 147 +2025-01-21 22:30:00 155.428 155.504 155.413 155.464 916 141 +2025-01-21 22:45:00 155.466 155.496 155.394 155.444 1435 59 +2025-01-21 23:00:00 155.445 155.826 155.44 155.757 2268 36 +2025-01-21 23:15:00 155.76 155.764 155.632 155.661 2348 15 +2025-01-21 23:30:00 155.663 155.758 155.638 155.729 1806 13 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155.921 1671 9 +2025-01-22 04:00:00 155.922 155.925 155.793 155.836 1783 10 +2025-01-22 04:15:00 155.837 155.846 155.769 155.807 1773 8 +2025-01-22 04:30:00 155.806 155.833 155.759 155.8 1210 10 +2025-01-22 04:45:00 155.8 155.809 155.713 155.79 1204 8 +2025-01-22 05:00:00 155.79 155.873 155.786 155.852 943 8 +2025-01-22 05:15:00 155.853 155.953 155.845 155.92 1335 7 +2025-01-22 05:30:00 155.919 155.941 155.878 155.905 1261 8 +2025-01-22 05:45:00 155.904 155.92 155.785 155.829 2045 9 +2025-01-22 06:00:00 155.83 155.842 155.679 155.808 2556 8 +2025-01-22 06:15:00 155.81 155.898 155.808 155.873 2687 10 +2025-01-22 06:30:00 155.874 155.972 155.862 155.877 2191 8 +2025-01-22 06:45:00 155.875 155.931 155.834 155.882 1371 10 +2025-01-22 07:00:00 155.883 155.887 155.797 155.809 2004 8 +2025-01-22 07:15:00 155.809 155.953 155.808 155.948 2018 8 +2025-01-22 07:30:00 155.951 155.994 155.877 155.924 2157 8 +2025-01-22 07:45:00 155.924 156.071 155.916 156.045 3110 8 +2025-01-22 08:00:00 156.044 156.113 155.985 156.003 3965 7 +2025-01-22 08:15:00 156.004 156.008 155.802 155.811 3104 9 +2025-01-22 08:30:00 155.81 155.816 155.547 155.651 8056 8 +2025-01-22 08:45:00 155.648 155.738 155.636 155.721 2752 8 +2025-01-22 09:00:00 155.719 155.821 155.691 155.79 2068 7 +2025-01-22 09:15:00 155.789 155.822 155.679 155.686 2516 8 +2025-01-22 09:30:00 155.684 155.725 155.651 155.678 2072 8 +2025-01-22 09:45:00 155.679 155.746 155.649 155.669 2377 8 +2025-01-22 10:00:00 155.668 155.709 155.629 155.703 2176 8 +2025-01-22 10:15:00 155.704 155.754 155.666 155.699 1702 7 +2025-01-22 10:30:00 155.698 155.749 155.666 155.749 2067 9 +2025-01-22 10:45:00 155.748 155.782 155.734 155.762 1761 8 +2025-01-22 11:00:00 155.762 155.779 155.712 155.776 1617 8 +2025-01-22 11:15:00 155.777 155.813 155.769 155.812 1274 8 +2025-01-22 11:30:00 155.812 155.869 155.807 155.851 1586 7 +2025-01-22 11:45:00 155.85 155.897 155.837 155.871 1390 10 +2025-01-22 12:00:00 155.877 155.978 155.877 155.954 963 8 +2025-01-22 12:15:00 155.954 156.033 155.954 156.022 1800 6 +2025-01-22 12:30:00 156.022 156.052 155.869 155.884 2601 7 +2025-01-22 12:45:00 155.884 155.93 155.803 155.81 2173 8 +2025-01-22 13:00:00 155.81 155.883 155.786 155.857 2435 8 +2025-01-22 13:15:00 155.858 155.882 155.741 155.882 2799 8 +2025-01-22 13:30:00 155.883 155.969 155.823 155.932 2679 8 +2025-01-22 13:45:00 155.932 155.945 155.844 155.89 2382 7 +2025-01-22 14:00:00 155.89 155.954 155.81 155.944 2743 6 +2025-01-22 14:15:00 155.942 155.981 155.861 155.981 2988 7 +2025-01-22 14:30:00 155.981 156.161 155.978 156.159 3923 7 +2025-01-22 14:45:00 156.161 156.186 156.041 156.152 3386 7 +2025-01-22 15:00:00 156.149 156.165 156.046 156.134 3886 7 +2025-01-22 15:15:00 156.133 156.265 156.126 156.262 2932 9 +2025-01-22 15:30:00 156.262 156.364 156.195 156.349 3517 8 +2025-01-22 15:45:00 156.348 156.423 156.297 156.398 4264 8 +2025-01-22 16:00:00 156.397 156.471 156.375 156.46 3075 7 +2025-01-22 16:15:00 156.461 156.551 156.447 156.545 2746 6 +2025-01-22 16:30:00 156.545 156.576 156.5 156.549 1971 6 +2025-01-22 16:45:00 156.548 156.643 156.544 156.618 2035 6 +2025-01-22 17:00:00 156.616 156.641 156.58 156.629 2403 9 +2025-01-22 17:15:00 156.631 156.706 156.601 156.667 1885 8 +2025-01-22 17:30:00 156.668 156.684 156.558 156.606 1543 7 +2025-01-22 17:45:00 156.609 156.644 156.586 156.614 1618 8 +2025-01-22 18:00:00 156.613 156.628 156.538 156.568 2122 7 +2025-01-22 18:15:00 156.568 156.571 156.499 156.524 1724 9 +2025-01-22 18:30:00 156.525 156.562 156.508 156.559 1203 8 +2025-01-22 18:45:00 156.559 156.6 156.527 156.574 1071 7 +2025-01-22 19:00:00 156.574 156.585 156.471 156.523 1141 8 +2025-01-22 19:15:00 156.524 156.554 156.497 156.512 1036 7 +2025-01-22 19:30:00 156.512 156.529 156.489 156.49 804 8 +2025-01-22 19:45:00 156.491 156.556 156.477 156.517 1921 7 +2025-01-22 20:00:00 156.517 156.542 156.445 156.457 2201 5 +2025-01-22 20:15:00 156.456 156.491 156.445 156.479 1254 8 +2025-01-22 20:30:00 156.48 156.538 156.475 156.527 1232 7 +2025-01-22 20:45:00 156.527 156.56 156.51 156.544 1221 7 +2025-01-22 21:00:00 156.545 156.569 156.51 156.565 762 7 +2025-01-22 21:15:00 156.565 156.588 156.523 156.526 715 8 +2025-01-22 21:30:00 156.527 156.575 156.525 156.529 696 9 +2025-01-22 21:45:00 156.527 156.549 156.494 156.494 1096 10 +2025-01-22 22:00:00 156.41 156.431 156.392 156.399 90 126 +2025-01-22 22:15:00 156.403 156.419 156.399 156.419 57 75 +2025-01-22 22:30:00 156.418 156.449 156.418 156.441 99 60 +2025-01-22 22:45:00 156.44 156.44 156.405 156.415 495 49 +2025-01-22 23:00:00 156.406 156.465 156.377 156.45 575 29 +2025-01-22 23:15:00 156.452 156.515 156.448 156.503 756 13 +2025-01-22 23:30:00 156.502 156.508 156.429 156.435 1048 10 +2025-01-22 23:45:00 156.435 156.454 156.4 156.431 945 11 +2025-01-23 00:00:00 156.431 156.454 156.31 156.332 2544 10 +2025-01-23 00:15:00 156.333 156.389 156.322 156.362 1928 9 +2025-01-23 00:30:00 156.361 156.431 156.344 156.391 1973 8 +2025-01-23 00:45:00 156.391 156.422 156.338 156.39 2975 6 +2025-01-23 01:00:00 156.39 156.412 156.282 156.309 2259 7 +2025-01-23 01:15:00 156.309 156.385 156.308 156.385 1745 9 +2025-01-23 01:30:00 156.384 156.471 156.376 156.469 2222 9 +2025-01-23 01:45:00 156.47 156.56 156.454 156.547 2144 9 +2025-01-23 02:00:00 156.547 156.605 156.46 156.508 3001 8 +2025-01-23 02:15:00 156.508 156.527 156.448 156.482 2242 9 +2025-01-23 02:30:00 156.482 156.521 156.476 156.478 1305 9 +2025-01-23 02:45:00 156.477 156.52 156.462 156.49 2328 7 +2025-01-23 03:00:00 156.491 156.532 156.478 156.501 1681 7 +2025-01-23 03:15:00 156.502 156.54 156.48 156.531 1493 7 +2025-01-23 03:30:00 156.535 156.555 156.495 156.504 1683 9 +2025-01-23 03:45:00 156.505 156.518 156.496 156.499 1220 7 +2025-01-23 04:00:00 156.498 156.503 156.473 156.502 981 6 +2025-01-23 04:15:00 156.504 156.569 156.494 156.552 1333 7 +2025-01-23 04:30:00 156.551 156.569 156.54 156.56 889 10 +2025-01-23 04:45:00 156.56 156.612 156.557 156.587 1405 9 +2025-01-23 05:00:00 156.586 156.716 156.585 156.654 2935 7 +2025-01-23 05:15:00 156.656 156.725 156.648 156.714 1850 8 +2025-01-23 05:30:00 156.715 156.751 156.685 156.692 2247 8 +2025-01-23 05:45:00 156.691 156.736 156.686 156.702 1971 8 +2025-01-23 06:00:00 156.701 156.72 156.499 156.551 2709 8 +2025-01-23 06:15:00 156.558 156.569 156.523 156.552 1689 6 +2025-01-23 06:30:00 156.552 156.591 156.482 156.502 1921 10 +2025-01-23 06:45:00 156.502 156.628 156.496 156.603 2007 7 +2025-01-23 07:00:00 156.605 156.638 156.53 156.565 3065 8 +2025-01-23 07:15:00 156.563 156.626 156.521 156.576 2588 8 +2025-01-23 07:30:00 156.572 156.642 156.536 156.62 2007 8 +2025-01-23 07:45:00 156.628 156.687 156.575 156.606 2066 7 +2025-01-23 08:00:00 156.605 156.63 156.508 156.517 2863 9 +2025-01-23 08:15:00 156.517 156.557 156.457 156.533 2268 7 +2025-01-23 08:30:00 156.535 156.594 156.498 156.532 2278 7 +2025-01-23 08:45:00 156.532 156.532 156.449 156.485 1764 6 +2025-01-23 09:00:00 156.484 156.497 156.397 156.437 1995 7 +2025-01-23 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151.985 3323 9 +2025-02-19 01:15:00 151.984 151.999 151.856 151.888 2332 9 +2025-02-19 01:30:00 151.887 151.929 151.743 151.887 4457 8 +2025-02-19 01:45:00 151.885 152.158 151.865 152.134 4724 9 +2025-02-19 02:00:00 152.134 152.306 152.074 152.239 4779 9 +2025-02-19 02:15:00 152.243 152.255 152.092 152.11 3290 10 +2025-02-19 02:30:00 152.11 152.111 151.968 152.035 2239 9 +2025-02-19 02:45:00 152.032 152.095 151.98 152.029 2154 8 +2025-02-19 03:00:00 152.029 152.087 151.927 151.939 3449 8 +2025-02-19 03:15:00 151.941 151.974 151.921 151.963 2044 9 +2025-02-19 03:30:00 151.963 152.032 151.931 151.947 2048 8 +2025-02-19 03:45:00 151.948 151.964 151.857 151.892 1904 8 +2025-02-19 04:00:00 151.89 151.918 151.819 151.837 2264 8 +2025-02-19 04:15:00 151.838 151.935 151.815 151.909 2152 6 +2025-02-19 04:30:00 151.909 151.932 151.807 151.812 1831 7 +2025-02-19 04:45:00 151.813 151.827 151.741 151.76 2275 9 +2025-02-19 05:00:00 151.76 151.82 151.722 151.809 1686 8 +2025-02-19 05:15:00 151.808 151.871 151.768 151.851 1456 8 +2025-02-19 05:30:00 151.852 151.867 151.714 151.755 1881 7 +2025-02-19 05:45:00 151.755 151.79 151.706 151.754 2160 8 +2025-02-19 06:00:00 151.756 151.774 151.678 151.691 2569 7 +2025-02-19 06:15:00 151.689 151.761 151.591 151.597 2484 8 +2025-02-19 06:30:00 151.596 151.67 151.589 151.592 2278 8 +2025-02-19 06:45:00 151.592 151.666 151.589 151.634 1986 7 +2025-02-19 07:00:00 151.634 151.731 151.587 151.724 3596 7 +2025-02-19 07:15:00 151.724 151.779 151.681 151.76 3071 6 +2025-02-19 07:30:00 151.765 151.782 151.644 151.645 3317 6 +2025-02-19 07:45:00 151.644 151.704 151.625 151.659 2327 7 +2025-02-19 08:00:00 151.658 151.735 151.61 151.681 3736 7 +2025-02-19 08:15:00 151.682 151.824 151.681 151.811 3164 7 +2025-02-19 08:30:00 151.811 151.856 151.704 151.71 2920 6 +2025-02-19 08:45:00 151.715 151.754 151.663 151.719 3690 6 +2025-02-19 09:00:00 151.718 151.751 151.667 151.73 2627 6 +2025-02-19 09:15:00 151.732 151.735 151.661 151.684 2340 6 +2025-02-19 09:30:00 151.674 151.677 151.55 151.604 2402 6 +2025-02-19 09:45:00 151.604 151.652 151.581 151.652 1570 7 +2025-02-19 10:00:00 151.652 151.792 151.652 151.749 1685 7 +2025-02-19 10:15:00 151.75 151.832 151.75 151.767 2391 6 +2025-02-19 10:30:00 151.768 151.789 151.719 151.746 1699 7 +2025-02-19 10:45:00 151.746 151.759 151.71 151.731 1767 7 +2025-02-19 11:00:00 151.732 151.836 151.731 151.819 3774 6 +2025-02-19 11:15:00 151.819 151.853 151.79 151.825 2169 8 +2025-02-19 11:30:00 151.824 151.954 151.822 151.926 1962 7 +2025-02-19 11:45:00 151.927 151.933 151.842 151.843 1676 6 +2025-02-19 12:00:00 151.845 151.886 151.782 151.782 1511 6 +2025-02-19 12:15:00 151.782 151.813 151.755 151.801 2014 6 +2025-02-19 12:30:00 151.802 151.869 151.793 151.846 2003 6 +2025-02-19 12:45:00 151.842 151.929 151.825 151.909 1918 6 +2025-02-19 13:00:00 151.908 151.91 151.781 151.815 3891 7 +2025-02-19 13:15:00 151.813 151.875 151.802 151.83 3794 7 +2025-02-19 13:30:00 151.828 151.833 151.732 151.78 3810 9 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151.709 1669 7 +2025-02-19 18:00:00 151.706 151.827 151.699 151.825 2759 6 +2025-02-19 18:15:00 151.825 151.826 151.752 151.77 1646 7 +2025-02-19 18:30:00 151.769 151.778 151.644 151.645 2061 6 +2025-02-19 18:45:00 151.646 151.69 151.616 151.632 2063 6 +2025-02-19 19:00:00 151.633 151.666 151.412 151.443 3174 12 +2025-02-19 19:15:00 151.442 151.519 151.391 151.471 3629 7 +2025-02-19 19:30:00 151.472 151.563 151.472 151.52 2611 7 +2025-02-19 19:45:00 151.52 151.559 151.508 151.52 1703 7 +2025-02-19 20:00:00 151.522 151.568 151.496 151.525 2550 7 +2025-02-19 20:15:00 151.525 151.525 151.484 151.485 2124 6 +2025-02-19 20:30:00 151.486 151.506 151.459 151.485 2019 7 +2025-02-19 20:45:00 151.486 151.517 151.448 151.476 2006 7 +2025-02-19 21:00:00 151.475 151.494 151.463 151.485 905 7 +2025-02-19 21:15:00 151.481 151.511 151.473 151.507 876 7 +2025-02-19 21:30:00 151.507 151.521 151.481 151.484 918 8 +2025-02-19 21:45:00 151.483 151.497 151.458 151.458 676 10 +2025-02-19 22:00:00 151.455 151.455 151.389 151.401 300 49 +2025-02-19 22:15:00 151.401 151.416 151.397 151.411 114 19 +2025-02-19 22:30:00 151.415 151.416 151.385 151.385 123 32 +2025-02-19 22:45:00 151.384 151.415 151.373 151.376 138 33 +2025-02-19 23:00:00 151.383 151.388 151.256 151.271 982 22 +2025-02-19 23:15:00 151.268 151.339 151.242 151.316 1381 8 +2025-02-19 23:30:00 151.317 151.428 151.163 151.208 1861 7 +2025-02-19 23:45:00 151.209 151.258 151.119 151.218 2708 8 +2025-02-20 00:00:00 151.218 151.232 151.092 151.099 5466 9 +2025-02-20 00:15:00 151.1 151.222 151.087 151.096 3822 8 +2025-02-20 00:30:00 151.094 151.118 150.982 151.046 4183 9 +2025-02-20 00:45:00 151.047 151.088 150.832 150.984 5837 8 +2025-02-20 01:00:00 150.982 150.991 150.636 150.652 6806 9 +2025-02-20 01:15:00 150.653 150.767 150.616 150.709 5008 10 +2025-02-20 01:30:00 150.709 150.72 150.568 150.616 4658 9 +2025-02-20 01:45:00 150.616 150.727 150.59 150.635 3595 8 +2025-02-20 02:00:00 150.634 150.658 150.487 150.495 4260 8 +2025-02-20 02:15:00 150.494 150.658 150.466 150.652 3202 8 +2025-02-20 02:30:00 150.652 150.652 150.449 150.622 4368 8 +2025-02-20 02:45:00 150.621 150.759 150.621 150.703 2829 8 +2025-02-20 03:00:00 150.704 150.705 150.586 150.66 2546 7 +2025-02-20 03:15:00 150.661 150.745 150.64 150.693 2448 5 +2025-02-20 03:30:00 150.69 150.692 150.487 150.519 3058 8 +2025-02-20 03:45:00 150.52 150.523 150.384 150.431 3170 8 +2025-02-20 04:00:00 150.43 150.481 150.319 150.334 3132 8 +2025-02-20 04:15:00 150.333 150.382 150.288 150.319 3004 8 +2025-02-20 04:30:00 150.322 150.369 150.245 150.287 3310 8 +2025-02-20 04:45:00 150.286 150.348 150.242 150.251 2209 7 +2025-02-20 05:00:00 150.251 150.267 150.182 150.252 2517 7 +2025-02-20 05:15:00 150.254 150.345 150.223 150.265 1773 7 +2025-02-20 05:30:00 150.262 150.376 150.247 150.327 2123 8 +2025-02-20 05:45:00 150.328 150.406 150.3 150.4 1948 7 +2025-02-20 06:00:00 150.401 150.412 150.148 150.193 2853 7 +2025-02-20 06:15:00 150.194 150.228 150.103 150.14 2137 9 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150.075 1301 7 +2025-02-20 10:45:00 150.074 150.147 150.061 150.076 1584 6 +2025-02-20 11:00:00 150.074 150.089 149.982 149.999 1476 6 +2025-02-20 11:15:00 150.001 150.145 149.999 150.129 1684 6 +2025-02-20 11:30:00 150.13 150.217 150.118 150.194 1134 7 +2025-02-20 11:45:00 150.194 150.253 150.185 150.221 1526 6 +2025-02-20 12:00:00 150.222 150.229 149.953 150.015 2732 6 +2025-02-20 12:15:00 150.015 150.086 149.988 150.05 3197 5 +2025-02-20 12:30:00 150.049 150.104 149.927 150.013 2834 7 +2025-02-20 12:45:00 150.012 150.135 150.012 150.091 3086 6 +2025-02-20 13:00:00 150.09 150.101 149.88 149.91 5185 6 +2025-02-20 13:15:00 149.912 149.947 149.799 149.802 3587 6 +2025-02-20 13:30:00 149.799 150.064 149.702 149.977 6162 9 +2025-02-20 13:45:00 149.976 150.139 149.975 150.083 3474 7 +2025-02-20 14:00:00 150.082 150.216 150.082 150.174 5187 7 +2025-02-20 14:15:00 150.173 150.184 150.013 150.016 3467 6 +2025-02-20 14:30:00 150.017 150.03 149.836 149.845 4653 5 +2025-02-20 14:45:00 149.843 149.909 149.796 149.814 4906 7 +2025-02-20 15:00:00 149.812 149.831 149.681 149.81 7228 6 +2025-02-20 15:15:00 149.81 149.853 149.657 149.675 5202 6 +2025-02-20 15:30:00 149.675 149.745 149.62 149.643 4227 6 +2025-02-20 15:45:00 149.642 149.646 149.468 149.511 5257 7 +2025-02-20 16:00:00 149.513 149.653 149.495 149.641 5188 5 +2025-02-20 16:15:00 149.64 149.736 149.611 149.668 3463 7 +2025-02-20 16:30:00 149.67 149.69 149.513 149.604 3166 6 +2025-02-20 16:45:00 149.603 149.66 149.586 149.63 2032 6 +2025-02-20 17:00:00 149.629 149.701 149.517 149.518 2908 7 +2025-02-20 17:15:00 149.518 149.549 149.483 149.533 2598 7 +2025-02-20 17:30:00 149.534 149.534 149.397 149.45 3606 6 +2025-02-20 17:45:00 149.449 149.496 149.444 149.469 2477 7 +2025-02-20 18:00:00 149.47 149.545 149.459 149.486 3004 4 +2025-02-20 18:15:00 149.486 149.61 149.479 149.58 2557 6 +2025-02-20 18:30:00 149.579 149.579 149.51 149.554 2199 8 +2025-02-20 18:45:00 149.553 149.633 149.538 149.625 1437 7 +2025-02-20 19:00:00 149.625 149.743 149.621 149.716 1980 5 +2025-02-20 19:15:00 149.715 149.814 149.697 149.789 2013 7 +2025-02-20 19:30:00 149.788 149.793 149.74 149.754 1006 6 +2025-02-20 19:45:00 149.755 149.8 149.755 149.775 1517 6 +2025-02-20 20:00:00 149.776 149.826 149.738 149.739 1881 4 +2025-02-20 20:15:00 149.74 149.761 149.691 149.707 1541 7 +2025-02-20 20:30:00 149.707 149.722 149.661 149.697 1954 7 +2025-02-20 20:45:00 149.692 149.698 149.649 149.65 1722 5 +2025-02-20 21:00:00 149.65 149.667 149.603 149.652 893 5 +2025-02-20 21:15:00 149.652 149.673 149.606 149.609 1580 8 +2025-02-20 21:30:00 149.608 149.639 149.6 149.62 451 9 +2025-02-20 21:45:00 149.619 149.644 149.599 149.633 704 8 +2025-02-20 22:00:00 149.633 149.633 149.462 149.532 67 125 +2025-02-20 22:15:00 149.532 149.677 149.499 149.557 152 128 +2025-02-20 22:30:00 149.557 149.573 149.53 149.552 398 54 +2025-02-20 22:45:00 149.55 149.553 149.524 149.546 212 45 +2025-02-20 23:00:00 149.546 149.571 149.463 149.474 751 16 +2025-02-20 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140.758 140.788 140.661 140.662 1937 7 +2025-04-22 02:30:00 140.661 140.667 140.613 140.659 2300 5 +2025-04-22 02:45:00 140.659 140.677 140.544 140.548 1764 5 +2025-04-22 03:00:00 140.548 140.549 140.122 140.154 5062 5 +2025-04-22 03:15:00 140.154 140.249 140.103 140.115 3316 5 +2025-04-22 03:30:00 140.116 140.206 140.096 140.143 3410 4 +2025-04-22 03:45:00 140.142 140.22 140.11 140.203 2266 5 +2025-04-22 04:00:00 140.203 140.203 140.097 140.116 2658 5 +2025-04-22 04:15:00 140.116 140.165 140.094 140.132 1718 7 +2025-04-22 04:30:00 140.135 140.211 140.097 140.174 1648 6 +2025-04-22 04:45:00 140.173 140.206 140.125 140.192 2122 7 +2025-04-22 05:00:00 140.193 140.346 140.175 140.222 2424 6 +2025-04-22 05:15:00 140.222 140.232 139.92 139.948 2971 5 +2025-04-22 05:30:00 139.947 140.253 139.937 140.062 3709 7 +2025-04-22 05:45:00 140.061 140.1 139.89 139.92 4206 7 +2025-04-22 06:00:00 139.92 140.054 139.885 139.999 5078 6 +2025-04-22 06:15:00 139.996 140.2 139.917 140.128 4391 6 +2025-04-22 06:30:00 140.129 140.366 140.103 140.347 4073 7 +2025-04-22 06:45:00 140.35 140.506 140.313 140.394 4559 6 +2025-04-22 07:00:00 140.395 140.512 140.299 140.338 5431 6 +2025-04-22 07:15:00 140.337 140.418 140.269 140.356 3800 6 +2025-04-22 07:30:00 140.357 140.449 140.205 140.448 3679 6 +2025-04-22 07:45:00 140.455 140.487 140.243 140.283 4328 6 +2025-04-22 08:00:00 140.282 140.436 140.189 140.341 3542 6 +2025-04-22 08:15:00 140.342 140.432 140.319 140.374 3816 6 +2025-04-22 08:30:00 140.375 140.629 140.363 140.619 3392 6 +2025-04-22 08:45:00 140.619 140.628 140.448 140.514 3067 6 +2025-04-22 09:00:00 140.515 140.575 140.455 140.504 2863 6 +2025-04-22 09:15:00 140.503 140.514 140.356 140.397 2973 6 +2025-04-22 09:30:00 140.396 140.463 140.327 140.392 2754 6 +2025-04-22 09:45:00 140.392 140.494 140.334 140.453 2809 6 +2025-04-22 10:00:00 140.454 140.474 140.31 140.355 3300 6 +2025-04-22 10:15:00 140.356 140.363 140.209 140.235 2514 6 +2025-04-22 10:30:00 140.236 140.372 140.236 140.309 2007 5 +2025-04-22 10:45:00 140.307 140.352 140.268 140.328 1987 5 +2025-04-22 11:00:00 140.328 140.387 140.201 140.204 3128 5 +2025-04-22 11:15:00 140.204 140.278 140.169 140.222 2823 6 +2025-04-22 11:30:00 140.224 140.254 140.19 140.24 2376 6 +2025-04-22 11:45:00 140.243 140.276 140.181 140.252 2346 6 +2025-04-22 12:00:00 140.252 140.34 140.208 140.324 3664 6 +2025-04-22 12:15:00 140.324 140.557 140.322 140.497 4869 5 +2025-04-22 12:30:00 140.496 140.496 140.411 140.474 4145 5 +2025-04-22 12:45:00 140.474 140.564 140.442 140.527 4317 5 +2025-04-22 13:00:00 140.528 140.682 140.51 140.613 5826 6 +2025-04-22 13:15:00 140.611 140.712 140.595 140.634 5016 5 +2025-04-22 13:30:00 140.633 140.796 140.577 140.778 8137 5 +2025-04-22 13:45:00 140.779 140.796 140.68 140.765 5769 4 +2025-04-22 14:00:00 140.769 140.92 140.763 140.866 5639 7 +2025-04-22 14:15:00 140.866 140.868 140.75 140.807 4715 5 +2025-04-22 14:30:00 140.813 140.817 140.635 140.667 5296 5 +2025-04-22 14:45:00 140.667 140.74 140.659 140.717 4959 5 +2025-04-22 15:00:00 140.717 140.809 140.697 140.739 5124 5 +2025-04-22 15:15:00 140.738 140.843 140.735 140.817 3637 5 +2025-04-22 15:30:00 140.817 140.828 140.692 140.707 3158 6 +2025-04-22 15:45:00 140.708 140.921 140.666 140.874 3904 5 +2025-04-22 16:00:00 140.873 141.104 140.791 140.916 8393 6 +2025-04-22 16:15:00 140.916 141.198 140.89 141.102 5481 6 +2025-04-22 16:30:00 141.105 141.24 141.092 141.232 3853 6 +2025-04-22 16:45:00 141.232 141.362 141.212 141.302 3227 6 +2025-04-22 17:00:00 141.28 141.39 141.178 141.242 4584 6 +2025-04-22 17:15:00 141.242 141.245 141.048 141.107 6898 6 +2025-04-22 17:30:00 141.106 141.324 141.039 141.306 5013 6 +2025-04-22 17:45:00 141.304 141.305 141.083 141.11 3063 6 +2025-04-22 18:00:00 141.111 141.275 141.106 141.249 3242 6 +2025-04-22 18:15:00 141.248 141.331 141.224 141.309 2497 5 +2025-04-22 18:30:00 141.31 141.455 141.289 141.397 2449 5 +2025-04-22 18:45:00 141.397 141.51 141.397 141.49 2644 6 +2025-04-22 19:00:00 141.491 141.576 141.486 141.548 2334 5 +2025-04-22 19:15:00 141.55 141.576 141.483 141.488 2220 6 +2025-04-22 19:30:00 141.487 141.534 141.438 141.508 2548 6 +2025-04-22 19:45:00 141.508 141.634 141.504 141.609 2706 6 +2025-04-22 20:00:00 141.608 141.667 141.544 141.548 1920 7 +2025-04-22 20:15:00 141.547 141.582 141.503 141.57 1031 8 +2025-04-22 20:30:00 141.569 141.604 141.545 141.603 507 6 +2025-04-22 20:45:00 141.602 141.629 141.508 141.509 889 6 +2025-04-22 21:00:00 141.519 141.519 141.452 141.485 174 109 +2025-04-22 21:15:00 141.485 141.905 141.458 141.898 386 33 +2025-04-22 21:30:00 141.902 142.354 141.798 142.31 587 37 +2025-04-22 21:45:00 142.314 142.558 142.3 142.494 907 45 +2025-04-22 22:00:00 142.499 143.002 142.499 142.69 4867 36 +2025-04-22 22:15:00 142.694 143.01 142.658 142.957 4597 13 +2025-04-22 22:30:00 142.959 143.218 142.857 142.931 5644 9 +2025-04-22 22:45:00 142.929 143.089 142.89 143.011 3658 10 +2025-04-22 23:00:00 143.011 143.102 142.622 142.646 5414 13 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142.1 2481 7 +2025-04-23 03:30:00 142.101 142.194 142.086 142.101 2369 7 +2025-04-23 03:45:00 142.1 142.191 142.059 142.191 2332 6 +2025-04-23 04:00:00 142.191 142.244 142.169 142.206 2218 6 +2025-04-23 04:15:00 142.205 142.228 142.01 142.046 1695 5 +2025-04-23 04:30:00 142.047 142.064 141.94 141.958 1774 6 +2025-04-23 04:45:00 141.958 141.982 141.914 141.956 1547 7 +2025-04-23 05:00:00 141.955 141.97 141.824 141.835 2179 6 +2025-04-23 05:15:00 141.836 141.93 141.74 141.91 2210 5 +2025-04-23 05:30:00 141.911 142.096 141.845 142.09 2697 5 +2025-04-23 05:45:00 142.09 142.146 142.028 142.072 2645 5 +2025-04-23 06:00:00 142.075 142.146 141.782 141.806 4723 6 +2025-04-23 06:15:00 141.808 141.89 141.749 141.808 3741 7 +2025-04-23 06:30:00 141.809 141.842 141.693 141.713 4569 6 +2025-04-23 06:45:00 141.711 141.783 141.603 141.71 3879 5 +2025-04-23 07:00:00 141.71 141.791 141.539 141.558 5545 6 +2025-04-23 07:15:00 141.558 141.618 141.527 141.584 4511 6 +2025-04-23 07:30:00 141.585 141.912 141.574 141.875 4003 8 +2025-04-23 07:45:00 141.874 141.941 141.742 141.866 3506 6 +2025-04-23 08:00:00 141.868 141.94 141.756 141.917 4173 6 +2025-04-23 08:15:00 141.917 141.949 141.741 141.742 3833 6 +2025-04-23 08:30:00 141.742 141.83 141.707 141.806 3691 6 +2025-04-23 08:45:00 141.803 141.829 141.705 141.736 2978 6 +2025-04-23 09:00:00 141.737 141.743 141.601 141.655 3331 5 +2025-04-23 09:15:00 141.653 141.737 141.576 141.694 2666 6 +2025-04-23 09:30:00 141.696 141.723 141.591 141.687 2207 6 +2025-04-23 09:45:00 141.687 141.94 141.687 141.879 2675 5 +2025-04-23 10:00:00 141.878 141.965 141.833 141.92 2497 6 +2025-04-23 10:15:00 141.92 142.017 141.898 141.906 1964 5 +2025-04-23 10:30:00 141.908 141.946 141.801 141.843 2177 6 +2025-04-23 10:45:00 141.844 142.031 141.839 141.995 1975 5 +2025-04-23 11:00:00 141.995 142.188 141.956 142.026 2802 6 +2025-04-23 11:15:00 142.026 142.075 141.929 141.941 2726 4 +2025-04-23 11:30:00 141.94 141.94 141.653 141.669 2548 6 +2025-04-23 11:45:00 141.668 141.748 141.643 141.647 3025 6 +2025-04-23 12:00:00 141.652 141.723 141.573 141.695 4109 6 +2025-04-23 12:15:00 141.692 141.785 141.663 141.716 2943 6 +2025-04-23 12:30:00 141.717 141.766 141.65 141.687 3067 5 +2025-04-23 12:45:00 141.69 141.882 141.674 141.843 2907 6 +2025-04-23 13:00:00 141.845 141.887 141.778 141.861 3935 5 +2025-04-23 13:15:00 141.86 141.882 141.752 141.882 3688 6 +2025-04-23 13:30:00 141.88 142.372 141.801 142.023 9766 6 +2025-04-23 13:45:00 142.011 142.689 141.954 142.688 10311 16 +2025-04-23 14:00:00 142.689 142.788 142.391 142.395 10637 13 +2025-04-23 14:15:00 142.395 142.626 142.244 142.548 9553 8 +2025-04-23 14:30:00 142.547 142.732 142.48 142.67 6390 7 +2025-04-23 14:45:00 142.669 142.72 142.489 142.631 7257 5 +2025-04-23 15:00:00 142.63 142.725 142.498 142.672 7382 7 +2025-04-23 15:15:00 142.671 142.691 142.177 142.282 8068 7 +2025-04-23 15:30:00 142.281 142.454 142.257 142.408 7009 8 +2025-04-23 15:45:00 142.407 142.672 142.369 142.641 6004 8 +2025-04-23 16:00:00 142.641 142.937 142.566 142.748 7180 8 +2025-04-23 16:15:00 142.749 142.954 142.652 142.917 5414 9 +2025-04-23 16:30:00 142.915 143.013 142.881 142.934 4458 8 +2025-04-23 16:45:00 142.938 143.073 142.826 143.019 3868 8 +2025-04-23 17:00:00 143.018 143.038 142.933 143.026 3511 8 +2025-04-23 17:15:00 143.025 143.245 143.021 143.131 4098 7 +2025-04-23 17:30:00 143.132 143.187 142.994 143.187 3240 8 +2025-04-23 17:45:00 143.191 143.289 143.107 143.237 3374 8 +2025-04-23 18:00:00 143.237 143.37 143.235 143.303 3329 7 +2025-04-23 18:15:00 143.306 143.47 143.305 143.466 3862 8 +2025-04-23 18:30:00 143.468 143.495 143.406 143.48 3552 7 +2025-04-23 18:45:00 143.479 143.485 143.366 143.436 2947 7 +2025-04-23 19:00:00 143.437 143.485 143.337 143.386 3300 6 +2025-04-23 19:15:00 143.386 143.398 143.244 143.272 3213 8 +2025-04-23 19:30:00 143.272 143.371 143.26 143.337 2677 7 +2025-04-23 19:45:00 143.337 143.445 143.306 143.392 3160 7 +2025-04-23 20:00:00 143.397 143.427 143.384 143.39 1636 7 +2025-04-23 20:15:00 143.388 143.501 143.386 143.479 1992 8 +2025-04-23 20:30:00 143.478 143.571 143.441 143.454 1473 9 +2025-04-23 20:45:00 143.455 143.483 143.429 143.442 940 10 +2025-04-23 21:00:00 143.442 143.442 143.322 143.358 69 106 +2025-04-23 21:15:00 143.359 143.388 143.358 143.382 61 87 +2025-04-23 21:30:00 143.383 143.383 143.073 143.081 243 39 +2025-04-23 21:45:00 143.079 143.191 143.034 143.127 237 54 +2025-04-23 22:00:00 143.124 143.184 142.881 143.046 1512 46 +2025-04-23 22:15:00 143.047 143.069 142.959 143.066 1302 13 +2025-04-23 22:30:00 143.067 143.09 142.913 142.942 1945 11 +2025-04-23 22:45:00 142.943 143.115 142.942 143.11 1253 10 +2025-04-23 23:00:00 143.109 143.175 143.047 143.137 1931 12 +2025-04-23 23:15:00 143.14 143.277 143.103 143.185 1721 10 +2025-04-23 23:30:00 143.184 143.216 143.112 143.131 2195 9 +2025-04-23 23:45:00 143.125 143.23 143.092 143.194 2395 7 +2025-04-24 00:00:00 143.192 143.338 143.174 143.24 3384 6 +2025-04-24 00:15:00 143.239 143.334 143.078 143.13 3060 7 +2025-04-24 00:30:00 143.13 143.277 143.115 143.219 2754 6 +2025-04-24 00:45:00 143.217 143.269 142.857 142.945 4418 6 +2025-04-24 01:00:00 142.944 143.078 142.909 143.015 3127 6 +2025-04-24 01:15:00 143.014 143.047 142.839 142.904 3138 6 +2025-04-24 01:30:00 142.903 142.952 142.752 142.781 3095 6 +2025-04-24 01:45:00 142.781 142.804 142.706 142.761 2998 6 +2025-04-24 02:00:00 142.761 142.791 142.669 142.709 3185 6 +2025-04-24 02:15:00 142.71 142.811 142.697 142.709 2082 6 +2025-04-24 02:30:00 142.708 142.724 142.598 142.681 2556 5 +2025-04-24 02:45:00 142.683 142.804 142.659 142.781 2174 6 +2025-04-24 03:00:00 142.778 142.817 142.74 142.79 1864 6 +2025-04-24 03:15:00 142.79 142.849 142.763 142.763 1583 6 +2025-04-24 03:30:00 142.762 142.886 142.741 142.883 1943 5 +2025-04-24 03:45:00 142.884 142.897 142.84 142.864 1525 6 +2025-04-24 04:00:00 142.863 142.915 142.79 142.824 1538 6 +2025-04-24 04:15:00 142.825 142.866 142.785 142.843 1293 6 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142.644 3669 6 +2025-04-24 08:45:00 142.643 142.68 142.555 142.634 3474 6 +2025-04-24 09:00:00 142.634 142.667 142.523 142.558 2652 6 +2025-04-24 09:15:00 142.562 142.625 142.529 142.625 1978 6 +2025-04-24 09:30:00 142.625 142.697 142.599 142.625 1733 6 +2025-04-24 09:45:00 142.624 142.624 142.423 142.451 1968 5 +2025-04-24 10:00:00 142.452 142.482 142.334 142.372 2837 6 +2025-04-24 10:15:00 142.372 142.409 142.346 142.385 1792 7 +2025-04-24 10:30:00 142.384 142.45 142.304 142.446 2211 6 +2025-04-24 10:45:00 142.442 142.513 142.362 142.49 2983 6 +2025-04-24 11:00:00 142.488 142.516 142.379 142.381 2065 6 +2025-04-24 11:15:00 142.382 142.42 142.352 142.37 1904 5 +2025-04-24 11:30:00 142.372 142.578 142.35 142.469 2957 5 +2025-04-24 11:45:00 142.468 142.633 142.407 142.593 3843 5 +2025-04-24 12:00:00 142.595 142.608 142.518 142.564 2841 6 +2025-04-24 12:15:00 142.562 142.605 142.491 142.53 2945 6 +2025-04-24 12:30:00 142.528 142.629 142.433 142.463 3472 12 +2025-04-24 12:45:00 142.469 142.49 142.289 142.402 3627 5 +2025-04-24 13:00:00 142.403 142.42 142.328 142.362 3807 5 +2025-04-24 13:15:00 142.362 142.47 142.328 142.432 3188 4 +2025-04-24 13:30:00 142.435 142.552 142.32 142.505 5574 5 +2025-04-24 13:45:00 142.506 142.584 142.47 142.498 4086 5 +2025-04-24 14:00:00 142.496 142.512 142.276 142.373 5137 7 +2025-04-24 14:15:00 142.374 142.481 142.366 142.475 4754 6 +2025-04-24 14:30:00 142.473 142.482 142.318 142.324 4585 5 +2025-04-24 14:45:00 142.325 142.606 142.291 142.472 6029 6 +2025-04-24 15:00:00 142.473 142.63 142.446 142.569 5247 7 +2025-04-24 15:15:00 142.568 142.701 142.56 142.668 5383 6 +2025-04-24 15:30:00 142.668 142.738 142.616 142.733 3529 6 +2025-04-24 15:45:00 142.734 142.775 142.642 142.655 3175 5 +2025-04-24 16:00:00 142.654 142.684 142.59 142.623 2625 6 +2025-04-24 16:15:00 142.623 142.695 142.569 142.657 2701 5 +2025-04-24 16:30:00 142.656 142.79 142.622 142.684 2606 7 +2025-04-24 16:45:00 142.684 142.718 142.624 142.644 2229 7 +2025-04-24 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144.907 144.993 144.889 144.924 5009 6 +2025-05-28 15:30:00 144.925 145.06 144.918 145.043 4866 6 +2025-05-28 15:45:00 145.04 145.076 144.981 145.047 3834 5 +2025-05-28 16:00:00 145.046 145.049 144.949 144.966 3013 6 +2025-05-28 16:15:00 144.967 144.994 144.934 144.964 2085 5 +2025-05-28 16:30:00 144.967 145.049 144.951 145 2483 6 +2025-05-28 16:45:00 145.001 145.036 144.91 144.914 2136 6 +2025-05-28 17:00:00 144.915 144.94 144.876 144.889 1834 5 +2025-05-28 17:15:00 144.889 144.894 144.826 144.872 1697 7 +2025-05-28 17:30:00 144.874 144.932 144.846 144.881 1280 5 +2025-05-28 17:45:00 144.882 144.914 144.854 144.888 1159 5 +2025-05-28 18:00:00 144.888 144.911 144.828 144.881 1811 10 +2025-05-28 18:15:00 144.88 144.984 144.876 144.984 1801 7 +2025-05-28 18:30:00 144.984 145.008 144.911 144.92 1279 6 +2025-05-28 18:45:00 144.92 144.943 144.753 144.836 3366 6 +2025-05-28 19:00:00 144.839 144.915 144.816 144.877 2137 6 +2025-05-28 19:15:00 144.88 144.906 144.811 144.897 1757 5 +2025-05-28 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145.657 145.739 1765 7 +2025-05-29 04:00:00 145.741 145.846 145.73 145.745 1488 5 +2025-05-29 04:15:00 145.744 145.763 145.7 145.712 1260 5 +2025-05-29 04:30:00 145.712 145.74 145.66 145.712 1412 6 +2025-05-29 04:45:00 145.711 145.78 145.673 145.742 1609 6 +2025-05-29 05:00:00 145.743 145.796 145.699 145.764 1648 7 +2025-05-29 05:15:00 145.765 145.844 145.738 145.825 1559 7 +2025-05-29 05:30:00 145.827 145.92 145.807 145.905 2164 6 +2025-05-29 05:45:00 145.905 146.092 145.903 145.937 2976 6 +2025-05-29 06:00:00 145.937 146.015 145.867 145.935 3868 6 +2025-05-29 06:15:00 145.936 145.94 145.628 145.669 4730 6 +2025-05-29 06:30:00 145.669 145.697 145.546 145.585 3842 6 +2025-05-29 06:45:00 145.591 145.613 145.475 145.577 4262 6 +2025-05-29 07:00:00 145.577 145.605 145.351 145.36 6141 6 +2025-05-29 07:15:00 145.36 145.458 145.348 145.394 4334 6 +2025-05-29 07:30:00 145.394 145.492 145.303 145.314 4223 6 +2025-05-29 07:45:00 145.314 145.328 145.2 145.259 3705 6 +2025-05-29 08:00:00 145.26 145.276 145.137 145.165 4086 5 +2025-05-29 08:15:00 145.167 145.329 145.164 145.292 3464 6 +2025-05-29 08:30:00 145.293 145.33 145.207 145.285 3120 5 +2025-05-29 08:45:00 145.285 145.359 145.228 145.264 2936 6 +2025-05-29 09:00:00 145.264 145.286 145.146 145.236 2784 6 +2025-05-29 09:15:00 145.24 145.25 145.089 145.099 2618 6 +2025-05-29 09:30:00 145.099 145.137 145.026 145.103 2259 6 +2025-05-29 09:45:00 145.102 145.256 145.093 145.219 2488 5 +2025-05-29 10:00:00 145.221 145.234 145.144 145.15 2950 5 +2025-05-29 10:15:00 145.15 145.195 144.93 144.948 3027 6 +2025-05-29 10:30:00 144.951 145.036 144.929 144.957 2527 6 +2025-05-29 10:45:00 144.955 145.023 144.934 145.015 2472 6 +2025-05-29 11:00:00 145.018 145.062 144.952 145.006 2435 6 +2025-05-29 11:15:00 145.005 145.053 144.97 144.983 2542 6 +2025-05-29 11:30:00 144.983 145.015 144.88 145.013 3437 7 +2025-05-29 11:45:00 145.012 145.113 144.942 145.082 4145 6 +2025-05-29 12:00:00 145.082 145.082 144.734 144.834 5841 6 +2025-05-29 12:15:00 144.832 144.864 144.631 144.812 4421 6 +2025-05-29 12:30:00 144.812 144.836 144.525 144.548 7403 14 +2025-05-29 12:45:00 144.548 144.577 144.41 144.43 6570 6 +2025-05-29 13:00:00 144.433 144.495 144.347 144.491 5970 5 +2025-05-29 13:15:00 144.489 144.539 144.27 144.308 4856 6 +2025-05-29 13:30:00 144.308 144.432 144.265 144.394 7480 5 +2025-05-29 13:45:00 144.397 144.414 144.313 144.364 4342 5 +2025-05-29 14:00:00 144.359 144.434 144.229 144.318 5582 6 +2025-05-29 14:15:00 144.317 144.417 144.151 144.416 5358 5 +2025-05-29 14:30:00 144.415 144.463 144.35 144.392 4692 6 +2025-05-29 14:45:00 144.391 144.422 144.264 144.402 4220 6 +2025-05-29 15:00:00 144.401 144.416 144.222 144.264 3653 5 +2025-05-29 15:15:00 144.264 144.275 144.181 144.236 3063 6 +2025-05-29 15:30:00 144.236 144.253 144.133 144.189 2836 5 +2025-05-29 15:45:00 144.188 144.258 144.053 144.093 4259 5 +2025-05-29 16:00:00 144.092 144.134 144.049 144.095 4952 6 +2025-05-29 16:15:00 144.097 144.173 144.047 144.153 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144.179 144.18 1134 7 +2025-05-29 20:45:00 144.181 144.188 144.143 144.18 1032 9 +2025-05-29 21:00:00 144.18 144.189 144.112 144.149 299 85 +2025-05-29 21:15:00 144.162 144.162 144.113 144.12 119 57 +2025-05-29 21:30:00 144.132 144.132 144.119 144.119 91 27 +2025-05-29 21:45:00 144.131 144.132 144.112 144.116 224 46 +2025-05-29 22:00:00 144.111 144.157 144.061 144.084 677 18 +2025-05-29 22:15:00 144.084 144.085 143.865 143.917 1225 11 +2025-05-29 22:30:00 143.918 144.012 143.918 143.971 838 10 +2025-05-29 22:45:00 143.971 144.06 143.955 144.012 762 11 +2025-05-29 23:00:00 144.012 144.089 143.953 144.044 765 9 +2025-05-29 23:15:00 144.033 144.074 143.904 143.907 729 7 +2025-05-29 23:30:00 143.903 143.915 143.741 143.795 1955 9 +2025-05-29 23:45:00 143.795 143.858 143.751 143.751 2181 8 +2025-05-30 00:00:00 143.751 143.866 143.585 143.838 3871 8 +2025-05-30 00:15:00 143.84 143.843 143.639 143.677 2790 7 +2025-05-30 00:30:00 143.679 143.941 143.673 143.886 2710 6 +2025-05-30 00:45:00 143.886 144.037 143.675 143.77 5386 6 +2025-05-30 01:00:00 143.769 143.769 143.504 143.586 4339 8 +2025-05-30 01:15:00 143.585 143.667 143.437 143.662 2980 7 +2025-05-30 01:30:00 143.663 143.843 143.663 143.827 3216 6 +2025-05-30 01:45:00 143.825 143.94 143.76 143.901 3303 7 +2025-05-30 02:00:00 143.901 143.98 143.86 143.952 3278 7 +2025-05-30 02:15:00 143.954 143.993 143.843 143.857 2430 6 +2025-05-30 02:30:00 143.859 143.94 143.825 143.886 2015 7 +2025-05-30 02:45:00 143.886 143.963 143.869 143.926 2143 6 +2025-05-30 03:00:00 143.926 143.928 143.862 143.909 2185 6 +2025-05-30 03:15:00 143.91 143.918 143.829 143.888 2106 7 +2025-05-30 03:30:00 143.889 143.936 143.875 143.935 1498 5 +2025-05-30 03:45:00 143.934 143.984 143.84 143.858 1877 5 +2025-05-30 04:00:00 143.857 143.86 143.731 143.812 1977 5 +2025-05-30 04:15:00 143.812 143.824 143.694 143.71 1943 6 +2025-05-30 04:30:00 143.713 143.795 143.713 143.746 1655 6 +2025-05-30 04:45:00 143.746 143.815 143.73 143.775 1744 6 +2025-05-30 05:00:00 143.777 143.968 143.774 143.935 1846 6 +2025-05-30 05:15:00 143.936 143.94 143.839 143.88 1609 6 +2025-05-30 05:30:00 143.882 143.904 143.832 143.879 1719 5 +2025-05-30 05:45:00 143.874 143.93 143.711 143.825 1858 4 +2025-05-30 06:00:00 143.826 144.138 143.802 144.114 3725 6 +2025-05-30 06:15:00 144.114 144.126 143.892 143.919 3246 6 +2025-05-30 06:30:00 143.92 143.977 143.769 143.812 3588 6 +2025-05-30 06:45:00 143.811 143.863 143.758 143.852 2328 5 +2025-05-30 07:00:00 143.852 144.085 143.832 144.004 4233 6 +2025-05-30 07:15:00 144.009 144.158 144.004 144.091 3119 5 +2025-05-30 07:30:00 144.09 144.12 143.991 144.063 2950 5 +2025-05-30 07:45:00 144.063 144.138 143.968 144.025 4456 5 +2025-05-30 08:00:00 144.025 144.096 143.901 144.08 4649 6 +2025-05-30 08:15:00 144.08 144.118 143.944 143.96 3784 6 +2025-05-30 08:30:00 143.958 143.998 143.922 143.931 2636 5 +2025-05-30 08:45:00 143.929 144.065 143.929 144.05 2258 5 +2025-05-30 09:00:00 144.051 144.136 144 144.017 3150 5 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151.642 151.708 151.625 151.68 831 5 +2025-10-10 20:45:00 151.679 151.728 151.119 151.119 4352 6 +2025-10-12 21:00:00 151.822 151.866 151.771 151.842 138 60 +2025-10-12 21:15:00 151.836 151.906 151.836 151.874 78 43 +2025-10-12 21:30:00 151.866 151.877 151.787 151.867 177 32 +2025-10-12 21:45:00 151.864 151.916 151.8 151.801 200 51 +2025-10-12 22:00:00 151.807 152.113 151.794 152.1 1848 30 +2025-10-12 22:15:00 152.101 152.275 152.05 152.052 1906 6 +2025-10-12 22:30:00 152.053 152.077 151.868 151.888 1474 6 +2025-10-12 22:45:00 151.887 151.994 151.887 151.935 884 6 +2025-10-12 23:00:00 151.931 151.957 151.74 151.914 1775 4 +2025-10-12 23:15:00 151.914 151.942 151.829 151.891 1251 5 +2025-10-12 23:30:00 151.895 152.035 151.825 152.015 1708 5 +2025-10-12 23:45:00 152.013 152.085 151.914 152.065 2481 8 +2025-10-13 00:00:00 152.069 152.075 151.936 151.993 2676 6 +2025-10-13 00:15:00 151.992 152.015 151.914 151.969 1516 3 +2025-10-13 00:30:00 151.97 152.008 151.864 151.88 1923 4 +2025-10-13 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1609 3 +2025-10-13 09:15:00 152.246 152.266 152.207 152.231 718 6 +2025-10-13 09:30:00 152.23 152.239 152.16 152.211 1015 3 +2025-10-13 09:45:00 152.208 152.246 152.16 152.171 1591 6 +2025-10-13 10:00:00 152.17 152.202 152.158 152.197 619 4 +2025-10-13 10:15:00 152.196 152.23 152.133 152.196 965 3 +2025-10-13 10:30:00 152.195 152.197 152.147 152.165 931 5 +2025-10-13 10:45:00 152.164 152.18 152.126 152.17 982 5 +2025-10-13 11:00:00 152.171 152.172 151.978 152.055 3582 4 +2025-10-13 11:15:00 152.053 152.072 152 152.024 1667 4 +2025-10-13 11:30:00 152.024 152.131 151.987 152.108 1660 4 +2025-10-13 11:45:00 152.107 152.138 152.035 152.107 1666 3 +2025-10-13 12:00:00 152.105 152.142 152.054 152.108 1794 3 +2025-10-13 12:15:00 152.106 152.14 152.082 152.125 2217 4 +2025-10-13 12:30:00 152.126 152.225 152.105 152.19 1881 3 +2025-10-13 12:45:00 152.189 152.267 152.158 152.215 1464 7 +2025-10-13 13:00:00 152.214 152.265 152.175 152.197 1661 4 +2025-10-13 13:15:00 152.197 152.251 152.16 152.166 1241 4 +2025-10-13 13:30:00 152.165 152.221 152.102 152.182 2208 4 +2025-10-13 13:45:00 152.184 152.191 152.116 152.187 2224 4 +2025-10-13 14:00:00 152.19 152.35 152.182 152.35 2352 5 +2025-10-13 14:15:00 152.351 152.407 152.346 152.381 2811 4 +2025-10-13 14:30:00 152.381 152.447 152.366 152.431 2335 4 +2025-10-13 14:45:00 152.43 152.441 152.31 152.373 2454 3 +2025-10-13 15:00:00 152.376 152.391 152.302 152.304 2124 5 +2025-10-13 15:15:00 152.303 152.318 152.261 152.304 2169 4 +2025-10-13 15:30:00 152.305 152.319 152.262 152.293 1769 2 +2025-10-13 15:45:00 152.292 152.307 152.243 152.259 929 4 +2025-10-13 16:00:00 152.258 152.258 152.197 152.234 1089 5 +2025-10-13 16:15:00 152.233 152.266 152.218 152.246 807 4 +2025-10-13 16:30:00 152.245 152.293 152.245 152.278 696 3 +2025-10-13 16:45:00 152.278 152.301 152.25 152.28 653 3 +2025-10-13 17:00:00 152.279 152.347 152.264 152.3 626 5 +2025-10-13 17:15:00 152.301 152.306 152.249 152.266 604 4 +2025-10-13 17:30:00 152.264 152.285 152.24 152.277 454 3 +2025-10-13 17:45:00 152.28 152.28 152.233 152.265 931 3 +2025-10-13 18:00:00 152.267 152.267 152.226 152.24 432 4 +2025-10-13 18:15:00 152.237 152.256 152.227 152.249 484 3 +2025-10-13 18:30:00 152.25 152.289 152.219 152.284 747 6 +2025-10-13 18:45:00 152.283 152.332 152.283 152.287 1167 3 +2025-10-13 19:00:00 152.286 152.289 152.261 152.275 669 3 +2025-10-13 19:15:00 152.275 152.278 152.255 152.274 404 3 +2025-10-13 19:30:00 152.273 152.298 152.263 152.29 853 7 +2025-10-13 19:45:00 152.291 152.323 152.287 152.322 750 3 +2025-10-13 20:00:00 152.321 152.335 152.299 152.325 683 8 +2025-10-13 20:15:00 152.324 152.35 152.307 152.345 325 3 +2025-10-13 20:30:00 152.349 152.349 152.31 152.314 197 4 +2025-10-13 20:45:00 152.313 152.339 152.263 152.264 1508 4 +2025-10-13 21:00:00 152.264 152.264 152.111 152.189 242 57 +2025-10-13 21:15:00 152.19 152.215 152.181 152.204 266 71 +2025-10-13 21:30:00 152.205 152.233 152.182 152.215 767 59 +2025-10-13 21:45:00 152.214 152.254 152.163 152.236 1062 43 +2025-10-13 22:00:00 152.238 152.268 152.193 152.199 543 31 +2025-10-13 22:15:00 152.2 152.27 152.187 152.269 656 11 +2025-10-13 22:30:00 152.27 152.32 152.262 152.318 568 7 +2025-10-13 22:45:00 152.319 152.344 152.271 152.343 576 6 +2025-10-13 23:00:00 152.341 152.379 152.327 152.348 506 5 +2025-10-13 23:15:00 152.35 152.352 152.31 152.345 253 3 +2025-10-13 23:30:00 152.346 152.352 152.279 152.34 628 6 +2025-10-13 23:45:00 152.336 152.46 152.291 152.457 1927 4 +2025-10-14 00:00:00 152.458 152.537 152.429 152.455 3050 4 +2025-10-14 00:15:00 152.455 152.578 152.452 152.571 1501 5 +2025-10-14 00:30:00 152.572 152.612 152.534 152.537 1605 3 +2025-10-14 00:45:00 152.543 152.56 152.436 152.467 2291 4 +2025-10-14 01:00:00 152.465 152.469 152.354 152.389 2098 4 +2025-10-14 01:15:00 152.389 152.499 152.38 152.477 1467 4 +2025-10-14 01:30:00 152.476 152.499 152.417 152.448 1353 3 +2025-10-14 01:45:00 152.447 152.476 152.381 152.458 1260 3 +2025-10-14 02:00:00 152.456 152.467 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10:30:00 152.021 152.03 151.949 151.957 1696 4 +2025-10-14 10:45:00 151.956 152.01 151.912 151.946 2308 5 +2025-10-14 11:00:00 151.948 152.08 151.938 152.046 2177 4 +2025-10-14 11:15:00 152.044 152.084 152.011 152.038 1727 4 +2025-10-14 11:30:00 152.038 152.127 152.01 152.097 1458 5 +2025-10-14 11:45:00 152.098 152.104 152.053 152.092 1885 4 +2025-10-14 12:00:00 152.093 152.126 152.033 152.048 2473 5 +2025-10-14 12:15:00 152.048 152.049 151.861 151.931 3122 4 +2025-10-14 12:30:00 151.932 152.017 151.868 151.975 2536 4 +2025-10-14 12:45:00 151.974 152.1 151.97 152.045 2639 3 +2025-10-14 13:00:00 152.044 152.164 151.986 151.989 3359 6 +2025-10-14 13:15:00 151.988 152.045 151.942 151.981 3969 4 +2025-10-14 13:30:00 151.98 152.055 151.829 151.865 5280 4 +2025-10-14 13:45:00 151.863 151.999 151.82 151.996 5095 4 +2025-10-14 14:00:00 152.001 152.085 151.932 151.963 4140 6 +2025-10-14 14:15:00 151.963 152.082 151.922 152.079 2862 5 +2025-10-14 14:30:00 152.08 152.102 151.952 151.991 2401 4 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157.486 157.38 157.409 2323 6 +2026-03-03 06:15:00 157.41 157.429 157.293 157.349 1831 7 +2026-03-03 06:30:00 157.346 157.346 157.233 157.271 1638 5 +2026-03-03 06:45:00 157.271 157.3 157.207 157.219 1383 5 +2026-03-03 07:00:00 157.22 157.285 157.15 157.211 2657 5 +2026-03-03 07:15:00 157.21 157.366 157.209 157.336 2162 5 +2026-03-03 07:30:00 157.334 157.423 157.308 157.391 2827 5 +2026-03-03 07:45:00 157.391 157.452 157.282 157.409 3159 6 +2026-03-03 08:00:00 157.415 157.535 157.299 157.431 4754 6 +2026-03-03 08:15:00 157.43 157.559 157.377 157.513 3306 6 +2026-03-03 08:30:00 157.516 157.556 157.397 157.525 2923 5 +2026-03-03 08:45:00 157.527 157.581 157.491 157.511 2485 5 +2026-03-03 09:00:00 157.51 157.566 157.463 157.52 2799 5 +2026-03-03 09:15:00 157.517 157.687 157.5 157.682 3289 6 +2026-03-03 09:30:00 157.682 157.819 157.681 157.738 3401 6 +2026-03-03 09:45:00 157.737 157.753 157.654 157.669 2611 6 +2026-03-03 10:00:00 157.67 157.764 157.6 157.737 3026 5 +2026-03-03 10:15:00 157.738 157.772 157.69 157.761 2669 5 +2026-03-03 10:30:00 157.763 157.85 157.739 157.797 1998 6 +2026-03-03 10:45:00 157.797 157.841 157.703 157.836 2334 5 +2026-03-03 11:00:00 157.836 157.937 157.802 157.912 2782 5 +2026-03-03 11:15:00 157.909 157.969 157.905 157.961 2809 6 +2026-03-03 11:30:00 157.96 157.965 157.86 157.902 2396 5 +2026-03-03 11:45:00 157.903 157.932 157.671 157.68 3557 5 +2026-03-03 12:00:00 157.68 157.753 157.594 157.619 3328 5 +2026-03-03 12:15:00 157.62 157.67 157.5 157.625 3478 5 +2026-03-03 12:30:00 157.624 157.767 157.616 157.75 2383 6 +2026-03-03 12:45:00 157.75 157.757 157.606 157.641 2775 6 +2026-03-03 13:00:00 157.64 157.756 157.614 157.734 3344 5 +2026-03-03 13:15:00 157.732 157.815 157.722 157.787 2243 5 +2026-03-03 13:30:00 157.788 157.793 157.666 157.742 2894 4 +2026-03-03 13:45:00 157.738 157.817 157.702 157.801 2870 5 +2026-03-03 14:00:00 157.8 157.92 157.741 157.896 3055 6 +2026-03-03 14:15:00 157.895 157.951 157.831 157.909 3054 5 +2026-03-03 14:30:00 157.907 157.926 157.817 157.904 3827 6 +2026-03-03 14:45:00 157.904 157.908 157.715 157.716 4230 6 +2026-03-03 15:00:00 157.715 157.757 157.6 157.719 5811 6 +2026-03-03 15:15:00 157.716 157.892 157.714 157.886 3826 6 +2026-03-03 15:30:00 157.889 157.911 157.784 157.791 4183 6 +2026-03-03 15:45:00 157.791 157.858 157.718 157.84 4461 6 +2026-03-03 16:00:00 157.84 157.924 157.789 157.814 3917 5 +2026-03-03 16:15:00 157.812 157.854 157.728 157.827 3161 6 +2026-03-03 16:30:00 157.825 157.846 157.693 157.721 3555 5 +2026-03-03 16:45:00 157.72 157.728 157.612 157.695 3726 7 +2026-03-03 17:00:00 157.694 157.795 157.675 157.781 3257 7 +2026-03-03 17:15:00 157.781 157.806 157.714 157.735 2512 6 +2026-03-03 17:30:00 157.735 157.865 157.73 157.831 3064 5 +2026-03-03 17:45:00 157.83 157.841 157.732 157.834 1969 5 +2026-03-03 18:00:00 157.835 157.844 157.717 157.743 2071 6 +2026-03-03 18:15:00 157.738 157.793 157.689 157.705 1720 5 +2026-03-03 18:30:00 157.705 157.707 157.499 157.567 2710 5 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157.565 290 56 +2026-03-03 23:00:00 157.572 157.668 157.555 157.557 882 14 +2026-03-03 23:15:00 157.559 157.671 157.552 157.638 619 6 +2026-03-03 23:30:00 157.638 157.729 157.627 157.704 1202 9 +2026-03-03 23:45:00 157.705 157.792 157.692 157.763 1236 7 +2026-03-04 00:00:00 157.764 157.861 157.632 157.698 3224 7 +2026-03-04 00:15:00 157.7 157.731 157.55 157.59 2479 7 +2026-03-04 00:30:00 157.592 157.603 157.483 157.593 2684 8 +2026-03-04 00:45:00 157.592 157.669 157.52 157.538 2431 7 +2026-03-04 01:00:00 157.538 157.669 157.535 157.591 2235 7 +2026-03-04 01:15:00 157.593 157.739 157.593 157.702 2805 6 +2026-03-04 01:30:00 157.703 157.761 157.64 157.686 2649 6 +2026-03-04 01:45:00 157.687 157.694 157.538 157.586 1816 8 +2026-03-04 02:00:00 157.587 157.614 157.546 157.585 2096 7 +2026-03-04 02:15:00 157.583 157.605 157.539 157.552 1259 6 +2026-03-04 02:30:00 157.554 157.566 157.474 157.512 1666 6 +2026-03-04 02:45:00 157.512 157.603 157.504 157.6 1179 7 +2026-03-04 03:00:00 157.601 157.641 157.552 157.577 1142 7 +2026-03-04 03:15:00 157.578 157.606 157.553 157.605 604 4 +2026-03-04 03:30:00 157.606 157.612 157.528 157.545 1110 6 +2026-03-04 03:45:00 157.543 157.546 157.366 157.405 1410 4 +2026-03-04 04:00:00 157.406 157.406 157.284 157.293 1044 5 +2026-03-04 04:15:00 157.29 157.294 157.178 157.209 1460 6 +2026-03-04 04:30:00 157.208 157.385 157.19 157.374 1801 5 +2026-03-04 04:45:00 157.373 157.424 157.351 157.372 1439 6 +2026-03-04 05:00:00 157.373 157.442 157.35 157.418 1574 7 +2026-03-04 05:15:00 157.419 157.532 157.389 157.523 1200 5 +2026-03-04 05:30:00 157.523 157.628 157.52 157.614 1383 5 +2026-03-04 05:45:00 157.613 157.628 157.523 157.568 1081 7 +2026-03-04 06:00:00 157.568 157.653 157.568 157.623 1611 4 +2026-03-04 06:15:00 157.624 157.635 157.533 157.57 1478 5 +2026-03-04 06:30:00 157.573 157.574 157.402 157.422 2411 7 +2026-03-04 06:45:00 157.426 157.474 157.379 157.431 1126 6 +2026-03-04 07:00:00 157.436 157.446 157.267 157.385 2072 5 +2026-03-04 07:15:00 157.385 157.446 157.331 157.334 1320 5 +2026-03-04 07:30:00 157.332 157.408 157.253 157.395 2011 5 +2026-03-04 07:45:00 157.394 157.479 157.346 157.462 1515 6 +2026-03-04 08:00:00 157.46 157.473 157.257 157.32 2882 5 +2026-03-04 08:15:00 157.319 157.407 157.276 157.405 2288 5 +2026-03-04 08:30:00 157.406 157.533 157.406 157.471 1836 5 +2026-03-04 08:45:00 157.472 157.495 157.394 157.401 1878 6 +2026-03-04 09:00:00 157.401 157.465 157.344 157.368 2703 5 +2026-03-04 09:15:00 157.369 157.373 157.267 157.292 2220 6 +2026-03-04 09:30:00 157.293 157.355 157.124 157.128 2154 7 +2026-03-04 09:45:00 157.127 157.241 157.087 157.199 1867 7 +2026-03-04 10:00:00 157.198 157.21 156.855 157.006 5327 5 +2026-03-04 10:15:00 157.008 157.155 156.963 157.138 3597 9 +2026-03-04 10:30:00 157.138 157.208 157.096 157.185 2237 8 +2026-03-04 10:45:00 157.187 157.325 157.184 157.282 1470 6 +2026-03-04 11:00:00 157.283 157.347 157.222 157.228 1572 5 +2026-03-04 11:15:00 157.227 157.247 157.066 157.125 1532 5 +2026-03-04 11:30:00 157.126 157.233 157.072 157.233 1535 5 +2026-03-04 11:45:00 157.232 157.237 157.107 157.217 1595 5 +2026-03-04 12:00:00 157.218 157.238 157.038 157.063 2029 5 +2026-03-04 12:15:00 157.064 157.236 157.038 157.223 1971 5 +2026-03-04 12:30:00 157.224 157.236 157.152 157.159 1888 6 +2026-03-04 12:45:00 157.164 157.339 157.163 157.313 1697 4 +2026-03-04 13:00:00 157.314 157.317 157.087 157.131 2844 5 +2026-03-04 13:15:00 157.129 157.272 157.129 157.232 2985 14 +2026-03-04 13:30:00 157.231 157.237 157.122 157.194 2433 5 +2026-03-04 13:45:00 157.196 157.321 157.183 157.294 2936 5 +2026-03-04 14:00:00 157.297 157.389 157.27 157.381 2699 5 +2026-03-04 14:15:00 157.379 157.386 157.249 157.298 2335 5 +2026-03-04 14:30:00 157.297 157.413 157.247 157.325 4110 6 +2026-03-04 14:45:00 157.325 157.347 157.24 157.25 3433 7 +2026-03-04 15:00:00 157.248 157.395 157.248 157.33 4277 12 +2026-03-04 15:15:00 157.331 157.351 157.16 157.257 2781 7 +2026-03-04 15:30:00 157.257 157.273 157.183 157.228 3022 6 +2026-03-04 15:45:00 157.227 157.272 157.102 157.115 3202 5 +2026-03-04 16:00:00 157.118 157.119 156.938 156.938 3215 5 +2026-03-04 16:15:00 156.938 157.061 156.935 157.024 2085 5 +2026-03-04 16:30:00 157.022 157.067 156.906 156.95 1964 6 +2026-03-04 16:45:00 156.95 156.984 156.892 156.938 1390 5 +2026-03-04 17:00:00 156.94 156.979 156.881 156.976 1404 5 +2026-03-04 17:15:00 156.975 157.034 156.921 156.967 1519 6 +2026-03-04 17:30:00 156.966 157.025 156.923 157.024 1485 6 +2026-03-04 17:45:00 157.024 157.025 156.965 156.977 1026 6 +2026-03-04 18:00:00 156.977 157.102 156.975 157.065 1007 5 +2026-03-04 18:15:00 157.073 157.142 157.073 157.121 905 5 +2026-03-04 18:30:00 157.131 157.159 157.109 157.156 973 5 +2026-03-04 18:45:00 157.157 157.169 157.103 157.162 760 5 +2026-03-04 19:00:00 157.161 157.161 157.052 157.088 824 5 +2026-03-04 19:15:00 157.087 157.106 157.002 157.002 917 5 +2026-03-04 19:30:00 157.003 157.058 156.991 157.052 841 6 +2026-03-04 19:45:00 157.052 157.083 156.969 157.002 1039 6 +2026-03-04 20:00:00 157.002 157.023 156.968 157.013 967 6 +2026-03-04 20:15:00 157.013 157.088 157.013 157.046 914 5 +2026-03-04 20:30:00 157.046 157.079 157.006 157.037 1002 5 +2026-03-04 20:45:00 157.038 157.104 157.032 157.088 1150 6 +2026-03-04 21:00:00 157.089 157.115 157.059 157.09 599 7 +2026-03-04 21:15:00 157.089 157.092 157.025 157.043 660 6 +2026-03-04 21:30:00 157.044 157.08 157.026 157.063 646 6 +2026-03-04 21:45:00 157.061 157.082 157.007 157.032 2388 6 +2026-03-04 22:00:00 157.034 157.034 157.008 157.021 59 62 +2026-03-04 22:15:00 157.021 157.027 157.018 157.024 123 41 +2026-03-04 22:30:00 157.023 157.075 157.016 157.022 409 29 +2026-03-04 22:45:00 157.022 157.029 157.009 157.009 80 31 +2026-03-04 23:00:00 157.009 157.083 156.972 157.044 573 26 +2026-03-04 23:15:00 157.044 157.08 157.034 157.044 482 41 +2026-03-04 23:30:00 157.044 157.092 157.016 157.056 968 8 +2026-03-04 23:45:00 157.052 157.061 156.972 156.976 707 7 +2026-03-05 00:00:00 156.977 157.009 156.801 156.808 1638 7 +2026-03-05 00:15:00 156.81 156.84 156.711 156.805 1800 7 +2026-03-05 00:30:00 156.806 156.835 156.723 156.748 1592 7 +2026-03-05 00:45:00 156.747 156.791 156.544 156.568 3057 6 +2026-03-05 01:00:00 156.567 156.738 156.56 156.716 2610 6 +2026-03-05 01:15:00 156.715 156.715 156.447 156.456 2753 7 +2026-03-05 01:30:00 156.465 156.683 156.453 156.619 2974 6 +2026-03-05 01:45:00 156.619 156.767 156.616 156.763 2077 6 +2026-03-05 02:00:00 156.766 156.81 156.739 156.754 1276 6 +2026-03-05 02:15:00 156.76 156.789 156.717 156.78 1161 4 +2026-03-05 02:30:00 156.782 156.929 156.782 156.851 1953 5 +2026-03-05 02:45:00 156.851 156.961 156.836 156.95 1802 6 +2026-03-05 03:00:00 156.948 157.022 156.919 156.968 1738 6 +2026-03-05 03:15:00 156.969 157.029 156.949 156.972 1890 6 +2026-03-05 03:30:00 156.971 157.009 156.892 156.955 1779 6 +2026-03-05 03:45:00 156.955 157.081 156.948 156.992 1975 6 +2026-03-05 04:00:00 156.992 157.081 156.99 157.042 1341 6 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157.313 3696 5 +2026-03-05 08:30:00 157.313 157.314 157.167 157.205 2890 5 +2026-03-05 08:45:00 157.205 157.337 157.201 157.276 1954 5 +2026-03-05 09:00:00 157.276 157.308 156.897 156.925 6697 6 +2026-03-05 09:15:00 156.928 157.048 156.897 157.008 5264 7 +2026-03-05 09:30:00 157.006 157.154 157 157.139 3440 7 +2026-03-05 09:45:00 157.141 157.193 157.123 157.156 2922 6 +2026-03-05 10:00:00 157.157 157.192 157.106 157.183 1954 6 +2026-03-05 10:15:00 157.183 157.199 157.154 157.166 1322 6 +2026-03-05 10:30:00 157.169 157.296 157.161 157.289 1724 6 +2026-03-05 10:45:00 157.289 157.295 157.256 157.292 1626 6 +2026-03-05 11:00:00 157.291 157.342 157.239 157.281 1870 6 +2026-03-05 11:15:00 157.281 157.351 157.24 157.316 1363 6 +2026-03-05 11:30:00 157.316 157.362 157.293 157.356 1277 7 +2026-03-05 11:45:00 157.357 157.363 157.305 157.347 1357 6 +2026-03-05 12:00:00 157.349 157.409 157.34 157.405 1487 6 +2026-03-05 12:15:00 157.405 157.412 157.288 157.388 1899 6 +2026-03-05 12:30:00 157.387 157.429 157.337 157.427 1997 6 +2026-03-05 12:45:00 157.427 157.498 157.417 157.44 1988 5 +2026-03-05 13:00:00 157.441 157.538 157.432 157.513 2159 5 +2026-03-05 13:15:00 157.516 157.586 157.472 157.556 2171 4 +2026-03-05 13:30:00 157.557 157.723 157.541 157.716 2811 9 +2026-03-05 13:45:00 157.718 157.777 157.699 157.761 2913 5 +2026-03-05 14:00:00 157.765 157.772 157.59 157.735 3405 5 +2026-03-05 14:15:00 157.73 157.766 157.677 157.68 2183 4 +2026-03-05 14:30:00 157.681 157.699 157.611 157.627 3089 5 +2026-03-05 14:45:00 157.626 157.669 157.526 157.565 3068 5 +2026-03-05 15:00:00 157.566 157.591 157.392 157.558 3909 5 +2026-03-05 15:15:00 157.559 157.69 157.557 157.681 2520 5 +2026-03-05 15:30:00 157.682 157.756 157.657 157.748 2229 5 +2026-03-05 15:45:00 157.749 157.773 157.563 157.617 3281 5 +2026-03-05 16:00:00 157.619 157.745 157.531 157.675 3455 5 +2026-03-05 16:15:00 157.676 157.776 157.65 157.771 2595 6 +2026-03-05 16:30:00 157.77 157.784 157.62 157.629 2796 6 +2026-03-05 16:45:00 157.628 157.686 157.577 157.58 2273 6 +2026-03-05 17:00:00 157.579 157.675 157.554 157.663 2262 6 +2026-03-05 17:15:00 157.663 157.681 157.553 157.637 1894 5 +2026-03-05 17:30:00 157.64 157.716 157.584 157.694 3329 6 +2026-03-05 17:45:00 157.693 157.845 157.65 157.688 2644 6 +2026-03-05 18:00:00 157.689 157.721 157.633 157.677 2316 6 +2026-03-05 18:15:00 157.678 157.833 157.672 157.801 3096 7 +2026-03-05 18:30:00 157.803 157.841 157.726 157.728 2152 6 +2026-03-05 18:45:00 157.727 157.757 157.673 157.729 1830 6 +2026-03-05 19:00:00 157.731 157.742 157.692 157.727 1548 6 +2026-03-05 19:15:00 157.727 157.8 157.724 157.787 1410 6 +2026-03-05 19:30:00 157.788 157.846 157.788 157.799 1322 6 +2026-03-05 19:45:00 157.8 157.847 157.787 157.813 907 6 +2026-03-05 20:00:00 157.812 157.847 157.508 157.548 3878 6 +2026-03-05 20:15:00 157.548 157.593 157.413 157.492 2595 5 +2026-03-05 20:30:00 157.493 157.546 157.43 157.542 1892 6 +2026-03-05 20:45:00 157.54 157.578 157.501 157.554 1533 6 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157.502 2111 7 +2026-03-06 01:15:00 157.503 157.589 157.476 157.585 1581 6 +2026-03-06 01:30:00 157.586 157.589 157.435 157.484 2684 6 +2026-03-06 01:45:00 157.483 157.506 157.413 157.481 1521 7 +2026-03-06 02:00:00 157.482 157.546 157.48 157.537 1851 6 +2026-03-06 02:15:00 157.537 157.538 157.447 157.516 1063 6 +2026-03-06 02:30:00 157.515 157.527 157.474 157.48 866 5 +2026-03-06 02:45:00 157.481 157.532 157.478 157.501 705 6 +2026-03-06 03:00:00 157.502 157.512 157.466 157.483 662 6 +2026-03-06 03:15:00 157.483 157.51 157.47 157.491 614 6 +2026-03-06 03:30:00 157.493 157.511 157.473 157.493 568 6 +2026-03-06 03:45:00 157.495 157.501 157.476 157.49 598 6 +2026-03-06 04:00:00 157.488 157.533 157.488 157.512 856 6 +2026-03-06 04:15:00 157.513 157.561 157.51 157.549 527 5 +2026-03-06 04:30:00 157.549 157.587 157.534 157.577 669 5 +2026-03-06 04:45:00 157.58 157.684 157.578 157.667 848 5 +2026-03-06 05:00:00 157.67 157.726 157.668 157.726 867 5 +2026-03-06 05:15:00 157.726 157.799 157.726 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157.82 157.847 2450 5 +2026-03-06 09:45:00 157.846 157.891 157.813 157.86 1674 6 +2026-03-06 10:00:00 157.861 157.896 157.775 157.813 1702 6 +2026-03-06 10:15:00 157.813 157.883 157.762 157.814 1590 6 +2026-03-06 10:30:00 157.815 157.893 157.793 157.884 1866 4 +2026-03-06 10:45:00 157.884 157.884 157.828 157.877 1437 5 +2026-03-06 11:00:00 157.876 157.897 157.832 157.846 1672 5 +2026-03-06 11:15:00 157.845 157.892 157.843 157.884 1391 5 +2026-03-06 11:30:00 157.885 157.991 157.872 157.958 1925 5 +2026-03-06 11:45:00 157.957 157.976 157.896 157.952 1869 5 +2026-03-06 12:00:00 157.951 157.998 157.936 157.99 1387 6 +2026-03-06 12:15:00 157.991 158.085 157.945 157.966 1928 4 +2026-03-06 12:30:00 157.966 157.971 157.848 157.869 2168 6 +2026-03-06 12:45:00 157.871 158.014 157.856 158.001 2207 6 +2026-03-06 13:00:00 158.001 158.003 157.874 157.897 2586 6 +2026-03-06 13:15:00 157.897 157.941 157.848 157.848 1698 5 +2026-03-06 13:30:00 157.848 157.878 157.37 157.539 9227 16 +2026-03-06 13:45:00 157.543 157.893 157.523 157.873 7605 6 +2026-03-06 14:00:00 157.874 157.961 157.786 157.864 5085 6 +2026-03-06 14:15:00 157.867 158.088 157.846 158.003 4395 6 +2026-03-06 14:30:00 158.003 158.01 157.796 157.804 6405 6 +2026-03-06 14:45:00 157.805 157.829 157.643 157.667 5027 5 +2026-03-06 15:00:00 157.666 157.702 157.544 157.624 5636 7 +2026-03-06 15:15:00 157.623 157.77 157.594 157.765 3773 6 +2026-03-06 15:30:00 157.764 157.771 157.616 157.676 3642 5 +2026-03-06 15:45:00 157.677 157.713 157.551 157.584 4005 6 +2026-03-06 16:00:00 157.585 157.715 157.545 157.701 4178 4 +2026-03-06 16:15:00 157.7 157.7 157.525 157.616 2948 5 +2026-03-06 16:30:00 157.614 157.634 157.534 157.543 2695 5 +2026-03-06 16:45:00 157.542 157.64 157.511 157.639 2609 5 +2026-03-06 17:00:00 157.639 157.701 157.598 157.688 2799 5 +2026-03-06 17:15:00 157.69 157.748 157.611 157.744 2938 5 +2026-03-06 17:30:00 157.744 157.853 157.708 157.798 2813 5 +2026-03-06 17:45:00 157.796 157.845 157.734 157.8 2677 5 +2026-03-06 18:00:00 157.802 157.825 157.632 157.648 2871 5 +2026-03-06 18:15:00 157.653 157.748 157.612 157.736 2704 6 +2026-03-06 18:30:00 157.735 157.776 157.685 157.766 1845 5 +2026-03-06 18:45:00 157.767 157.874 157.748 157.811 1446 6 +2026-03-06 19:00:00 157.809 157.862 157.762 157.792 1323 6 +2026-03-06 19:15:00 157.793 157.84 157.747 157.803 1243 6 +2026-03-06 19:30:00 157.804 157.827 157.765 157.802 1922 6 +2026-03-06 19:45:00 157.803 157.876 157.77 157.875 1380 6 +2026-03-06 20:00:00 157.876 157.886 157.834 157.862 1029 6 +2026-03-06 20:15:00 157.864 157.948 157.864 157.946 1418 5 +2026-03-06 20:30:00 157.946 157.96 157.845 157.897 1547 6 +2026-03-06 20:45:00 157.899 157.917 157.852 157.904 1294 6 +2026-03-06 21:00:00 157.905 157.908 157.804 157.822 1327 6 +2026-03-06 21:15:00 157.817 157.863 157.807 157.822 1327 6 +2026-03-06 21:30:00 157.823 157.874 157.805 157.833 1891 7 +2026-03-06 21:45:00 157.833 157.849 157.707 157.707 3189 10 +2026-03-08 21:00:00 158.04 158.088 158.04 158.081 54 35 +2026-03-08 21:15:00 158.084 158.084 158.058 158.06 40 24 +2026-03-08 21:30:00 158.059 158.078 158.058 158.065 46 31 +2026-03-08 21:45:00 158.065 158.086 158.064 158.083 98 30 +2026-03-08 22:00:00 158.082 158.423 158.073 158.408 1295 29 +2026-03-08 22:15:00 158.402 158.475 158.226 158.316 1970 10 +2026-03-08 22:30:00 158.315 158.43 158.274 158.368 1973 44 +2026-03-08 22:45:00 158.369 158.383 158.244 158.308 3883 27 +2026-03-08 23:00:00 158.308 158.356 158.24 158.305 5720 16 +2026-03-08 23:15:00 158.306 158.376 158.255 158.35 3389 8 +2026-03-08 23:30:00 158.35 158.357 158.201 158.285 3052 8 +2026-03-08 23:45:00 158.286 158.442 158.273 158.4 2954 7 +2026-03-09 00:00:00 158.399 158.481 158.305 158.417 2655 7 +2026-03-09 00:15:00 158.416 158.482 158.373 158.453 2631 6 +2026-03-09 00:30:00 158.453 158.572 158.439 158.559 1935 6 +2026-03-09 00:45:00 158.56 158.694 158.541 158.648 2814 6 +2026-03-09 01:00:00 158.651 158.735 158.607 158.659 3132 6 +2026-03-09 01:15:00 158.661 158.722 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156.907 157.052 156.895 157.007 2268 5 +2026-05-04 01:15:00 157.006 157.045 156.597 156.999 2545 5 +2026-05-04 01:30:00 156.994 157.05 156.966 156.994 2080 6 +2026-05-04 01:45:00 156.994 157.079 156.975 157.039 1936 7 +2026-05-04 02:00:00 157.038 157.162 157.024 157.112 1393 5 +2026-05-04 02:15:00 157.113 157.164 157.098 157.164 995 5 +2026-05-04 02:30:00 157.164 157.195 157.158 157.181 767 5 +2026-05-04 02:45:00 157.182 157.197 157.062 157.124 1207 4 +2026-05-04 03:00:00 157.127 157.249 157.125 157.22 1400 6 +2026-05-04 03:15:00 157.219 157.235 157.19 157.234 982 7 +2026-05-04 03:30:00 157.236 157.246 157.194 157.206 688 5 +2026-05-04 03:45:00 157.21 157.21 155.698 156.197 14478 15 +2026-05-04 04:00:00 156.195 156.538 156.131 156.523 3710 11 +2026-05-04 04:15:00 156.524 156.701 156.498 156.683 2015 9 +2026-05-04 04:30:00 156.681 156.741 156.631 156.723 1422 5 +2026-05-04 04:45:00 156.736 156.787 156.723 156.729 1030 6 +2026-05-04 05:00:00 156.73 156.772 156.529 156.737 2006 7 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156.97 1485 6 +2026-05-04 09:30:00 156.971 156.993 156.947 156.986 984 6 +2026-05-04 09:45:00 156.985 156.999 156.893 156.966 1062 6 +2026-05-04 10:00:00 156.967 157.2 156.966 157.16 4712 5 +2026-05-04 10:15:00 157.161 157.203 157.04 157.072 3464 5 +2026-05-04 10:30:00 157.074 157.118 156.96 157.061 4013 6 +2026-05-04 10:45:00 157.062 157.14 157.032 157.113 1570 5 +2026-05-04 11:00:00 157.113 157.169 157.065 157.154 2340 6 +2026-05-04 11:15:00 157.153 157.159 157.109 157.112 1440 5 +2026-05-04 11:30:00 157.113 157.175 157.109 157.159 1797 6 +2026-05-04 11:45:00 157.158 157.181 157.144 157.174 1538 5 +2026-05-04 12:00:00 157.173 157.181 157.084 157.102 1965 5 +2026-05-04 12:15:00 157.101 157.123 157.021 157.082 2983 5 +2026-05-04 12:30:00 157.082 157.106 157.029 157.071 2233 5 +2026-05-04 12:45:00 157.068 157.149 157.062 157.139 1897 5 +2026-05-04 13:00:00 157.14 157.18 156.985 157.051 4456 6 +2026-05-04 13:15:00 157.057 157.095 157.026 157.07 2450 5 +2026-05-04 13:30:00 157.067 157.103 156.966 157.009 2713 4 +2026-05-04 13:45:00 157.007 157.039 156.988 157.013 2348 5 +2026-05-04 14:00:00 157.014 157.156 157.013 157.115 2717 6 +2026-05-04 14:15:00 157.12 157.134 157.035 157.065 2127 5 +2026-05-04 14:30:00 157.066 157.074 156.925 157.032 2412 5 +2026-05-04 14:45:00 157.034 157.097 157.018 157.091 2991 4 +2026-05-04 15:00:00 157.093 157.121 156.944 157.061 3495 4 +2026-05-04 15:15:00 157.062 157.219 157.019 157.124 4130 4 +2026-05-04 15:30:00 157.122 157.209 157.117 157.172 3340 6 +2026-05-04 15:45:00 157.173 157.3 157.131 157.197 3832 6 +2026-05-04 16:00:00 157.199 157.301 157.136 157.296 3371 5 +2026-05-04 16:15:00 157.297 157.299 157.151 157.246 3513 6 +2026-05-04 16:30:00 157.249 157.278 157.22 157.273 2132 5 +2026-05-04 16:45:00 157.275 157.282 157.244 157.268 1898 6 +2026-05-04 17:00:00 157.268 157.284 157.217 157.235 2085 7 +2026-05-04 17:15:00 157.237 157.243 157.165 157.175 2279 6 +2026-05-04 17:30:00 157.177 157.257 157.171 157.244 1390 6 +2026-05-04 17:45:00 157.245 157.254 157.21 157.224 1074 5 +2026-05-04 18:00:00 157.225 157.233 157.183 157.229 1292 6 +2026-05-04 18:15:00 157.228 157.276 157.227 157.239 1476 6 +2026-05-04 18:30:00 157.239 157.243 157.2 157.205 1386 5 +2026-05-04 18:45:00 157.204 157.228 156.547 156.732 3211 5 +2026-05-04 19:00:00 156.749 157.13 156.749 157.044 3662 10 +2026-05-04 19:15:00 157.044 157.094 157.018 157.044 1849 6 +2026-05-04 19:30:00 157.044 157.105 157.043 157.074 966 6 +2026-05-04 19:45:00 157.078 157.111 157.055 157.096 1387 5 +2026-05-04 20:00:00 157.097 157.204 157.096 157.186 691 6 +2026-05-04 20:15:00 157.187 157.282 157.168 157.215 866 6 +2026-05-04 20:30:00 157.214 157.232 157.192 157.213 582 8 +2026-05-04 20:45:00 157.214 157.262 157.203 157.215 815 7 +2026-05-04 21:00:00 157.214 157.214 157.157 157.214 18 63 +2026-05-04 21:15:00 157.213 157.214 157.151 157.191 48 26 +2026-05-04 21:30:00 157.162 157.194 157.153 157.189 81 30 +2026-05-04 21:45:00 157.185 157.198 157.116 157.129 129 26 +2026-05-04 22:00:00 157.129 157.269 157.122 157.24 267 27 +2026-05-04 22:15:00 157.241 157.265 157.197 157.203 215 7 +2026-05-04 22:30:00 157.208 157.226 157.205 157.208 237 8 +2026-05-04 22:45:00 157.207 157.238 157.193 157.227 166 9 +2026-05-04 23:00:00 157.226 157.236 157.182 157.207 322 7 +2026-05-04 23:15:00 157.208 157.222 157.198 157.203 128 7 +2026-05-04 23:30:00 157.203 157.216 157.175 157.202 224 7 +2026-05-04 23:45:00 157.2 157.215 157.176 157.214 419 7 +2026-05-05 00:00:00 157.214 157.229 157.187 157.209 1273 7 +2026-05-05 00:15:00 157.209 157.255 157.195 157.235 794 6 +2026-05-05 00:30:00 157.234 157.251 157.216 157.233 470 6 +2026-05-05 00:45:00 157.232 157.232 157.167 157.211 891 6 +2026-05-05 01:00:00 157.21 157.248 157.208 157.246 643 6 +2026-05-05 01:15:00 157.246 157.268 157.224 157.257 614 5 +2026-05-05 01:30:00 157.256 157.269 157.196 157.236 1151 5 +2026-05-05 01:45:00 157.236 157.245 157.188 157.21 852 6 +2026-05-05 02:00:00 157.209 157.215 157.192 157.212 652 6 +2026-05-05 02:15:00 157.219 157.23 157.186 157.212 482 5 +2026-05-05 02:30:00 157.214 157.227 157.2 157.2 463 5 +2026-05-05 02:45:00 157.201 157.225 157.194 157.221 672 5 +2026-05-05 03:00:00 157.221 157.237 157.219 157.232 490 6 +2026-05-05 03:15:00 157.233 157.235 157.212 157.225 491 7 +2026-05-05 03:30:00 157.225 157.246 157.22 157.245 297 6 +2026-05-05 03:45:00 157.243 157.267 157.235 157.265 382 5 +2026-05-05 04:00:00 157.265 157.268 157.249 157.254 320 5 +2026-05-05 04:15:00 157.254 157.266 157.238 157.259 346 5 +2026-05-05 04:30:00 157.26 157.272 157.244 157.265 751 6 +2026-05-05 04:45:00 157.266 157.298 157.259 157.284 522 5 +2026-05-05 05:00:00 157.284 157.3 157.247 157.27 902 6 +2026-05-05 05:15:00 157.271 157.284 157.226 157.252 812 5 +2026-05-05 05:30:00 157.251 157.262 157.212 157.226 1260 6 +2026-05-05 05:45:00 157.229 157.295 157.224 157.277 903 6 +2026-05-05 06:00:00 157.276 157.291 157.231 157.281 1635 6 +2026-05-05 06:15:00 157.281 157.299 157.245 157.252 1056 5 +2026-05-05 06:30:00 157.258 157.271 157.192 157.237 833 4 +2026-05-05 06:45:00 157.236 157.261 157.212 157.224 1044 6 +2026-05-05 07:00:00 157.224 157.234 157.123 157.16 1728 5 +2026-05-05 07:15:00 157.159 157.231 157.131 157.229 1249 5 +2026-05-05 07:30:00 157.231 157.235 157.08 157.193 2575 6 +2026-05-05 07:45:00 157.191 157.235 157.173 157.235 1479 5 +2026-05-05 08:00:00 157.235 157.283 157.203 157.283 1194 5 +2026-05-05 08:15:00 157.281 157.283 157.244 157.267 859 4 +2026-05-05 08:30:00 157.269 157.282 157.241 157.267 1345 5 +2026-05-05 08:45:00 157.267 157.282 157.252 157.278 1621 4 +2026-05-05 09:00:00 157.278 157.868 157.278 157.524 4975 8 +2026-05-05 09:15:00 157.521 157.69 157.507 157.566 4148 6 +2026-05-05 09:30:00 157.566 157.587 157.098 157.566 3249 8 +2026-05-05 09:45:00 157.568 157.617 157.488 157.511 1196 6 +2026-05-05 10:00:00 157.509 157.63 157.488 157.613 974 6 +2026-05-05 10:15:00 157.611 157.635 157.525 157.559 1189 5 +2026-05-05 10:30:00 157.559 157.605 157.493 157.595 1371 5 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157.677 2237 5 +2026-05-05 15:00:00 157.676 157.7 157.607 157.679 2476 5 +2026-05-05 15:15:00 157.678 157.728 157.676 157.705 1704 4 +2026-05-05 15:30:00 157.704 157.714 157.633 157.66 1935 4 +2026-05-05 15:45:00 157.66 157.682 157.64 157.679 1446 3 +2026-05-05 16:00:00 157.68 157.704 157.653 157.704 899 5 +2026-05-05 16:15:00 157.705 157.754 157.696 157.731 1075 5 +2026-05-05 16:30:00 157.73 157.779 157.73 157.756 788 4 +2026-05-05 16:45:00 157.756 157.802 157.752 157.786 739 4 +2026-05-05 17:00:00 157.788 157.868 157.77 157.857 1379 5 +2026-05-05 17:15:00 157.858 157.885 157.837 157.844 1008 4 +2026-05-05 17:30:00 157.846 157.851 157.798 157.85 1192 4 +2026-05-05 17:45:00 157.849 157.861 157.825 157.851 642 5 +2026-05-05 18:00:00 157.85 157.866 157.834 157.865 511 5 +2026-05-05 18:15:00 157.865 157.884 157.859 157.878 401 5 +2026-05-05 18:30:00 157.879 157.916 157.877 157.895 529 5 +2026-05-05 18:45:00 157.893 157.912 157.872 157.873 704 5 +2026-05-05 19:00:00 157.875 157.893 157.861 157.873 874 4 +2026-05-05 19:15:00 157.874 157.915 157.873 157.912 349 6 +2026-05-05 19:30:00 157.913 157.913 157.876 157.892 430 5 +2026-05-05 19:45:00 157.892 157.904 157.86 157.88 695 3 +2026-05-05 20:00:00 157.879 157.889 157.84 157.854 800 5 +2026-05-05 20:15:00 157.853 157.888 157.853 157.878 463 5 +2026-05-05 20:30:00 157.877 157.893 157.874 157.893 321 7 +2026-05-05 20:45:00 157.893 157.899 157.868 157.868 657 5 +2026-05-05 21:00:00 157.869 157.869 157.764 157.835 51 50 +2026-05-05 21:15:00 157.835 157.879 157.834 157.838 68 68 +2026-05-05 21:30:00 157.845 157.857 157.836 157.848 91 56 +2026-05-05 21:45:00 157.856 157.893 157.838 157.891 80 59 +2026-05-05 22:00:00 157.886 157.93 157.874 157.876 535 22 +2026-05-05 22:15:00 157.876 157.898 157.86 157.861 402 7 +2026-05-05 22:30:00 157.862 157.9 157.861 157.886 383 6 +2026-05-05 22:45:00 157.885 157.898 157.584 157.722 2538 6 +2026-05-05 23:00:00 157.722 157.73 157.539 157.562 2001 11 +2026-05-05 23:15:00 157.56 157.683 157.551 157.682 1232 7 +2026-05-05 23:30:00 157.682 157.719 157.627 157.718 997 8 +2026-05-05 23:45:00 157.72 157.721 157.672 157.675 1401 6 +2026-05-06 00:00:00 157.673 157.706 157.61 157.657 3740 6 +2026-05-06 00:15:00 157.657 157.7 157.58 157.632 1992 7 +2026-05-06 00:30:00 157.63 157.644 157.566 157.59 2044 7 +2026-05-06 00:45:00 157.59 157.604 157.551 157.592 1972 7 +2026-05-06 01:00:00 157.595 157.665 157.577 157.651 2041 6 +2026-05-06 01:15:00 157.653 157.668 157.599 157.638 1610 6 +2026-05-06 01:30:00 157.636 157.669 157.636 157.651 1269 6 +2026-05-06 01:45:00 157.651 157.696 157.631 157.695 1434 6 +2026-05-06 02:00:00 157.701 157.704 157.652 157.7 1456 6 +2026-05-06 02:15:00 157.701 157.789 157.688 157.783 1649 6 +2026-05-06 02:30:00 157.783 157.83 157.769 157.813 1510 5 +2026-05-06 02:45:00 157.815 157.828 157.771 157.812 945 5 +2026-05-06 03:00:00 157.813 157.865 157.786 157.856 1342 5 +2026-05-06 03:15:00 157.857 157.878 157.837 157.869 752 5 +2026-05-06 03:30:00 157.87 157.89 157.723 157.775 1439 6 +2026-05-06 03:45:00 157.774 157.814 157.749 157.773 1180 7 +2026-05-06 04:00:00 157.774 157.817 157.772 157.799 965 6 +2026-05-06 04:15:00 157.797 157.823 156.818 156.871 3866 6 +2026-05-06 04:30:00 156.871 157.022 155.853 155.891 12864 10 +2026-05-06 04:45:00 155.893 156.014 155.029 155.932 16137 9 +2026-05-06 05:00:00 155.925 156.211 155.752 156.181 6266 9 +2026-05-06 05:15:00 156.183 156.388 156.174 156.308 3084 7 +2026-05-06 05:30:00 156.308 156.376 156.291 156.349 2015 5 +2026-05-06 05:45:00 156.35 156.368 156.268 156.318 2538 8 +2026-05-06 06:00:00 156.316 156.454 156.302 156.396 3806 8 +2026-05-06 06:15:00 156.397 156.43 156.307 156.35 2528 6 +2026-05-06 06:30:00 156.358 156.39 156.309 156.342 2248 6 +2026-05-06 06:45:00 156.339 156.407 156.314 156.387 1696 6 +2026-05-06 07:00:00 156.387 156.54 156.37 156.537 2292 5 +2026-05-06 07:15:00 156.538 156.565 156.437 156.498 2522 5 +2026-05-06 07:30:00 156.498 156.545 156.473 156.474 2038 6 +2026-05-06 07:45:00 156.474 156.474 155.726 155.821 4709 5 +2026-05-06 08:00:00 155.816 156.278 155.756 156.217 4160 8 +2026-05-06 08:15:00 156.217 156.29 156.168 156.237 2473 6 +2026-05-06 08:30:00 156.237 156.245 156.065 156.151 2652 5 +2026-05-06 08:45:00 156.153 156.172 155.817 155.978 6985 5 +2026-05-06 09:00:00 155.976 156.108 155.925 156.046 3819 5 +2026-05-06 09:15:00 156.042 156.093 155.952 156.082 3235 6 +2026-05-06 09:30:00 156.081 156.088 155.932 156.001 3040 6 +2026-05-06 09:45:00 156.002 156.013 155.917 155.926 2347 4 +2026-05-06 10:00:00 155.926 156.004 155.868 156.003 2482 4 +2026-05-06 10:15:00 156.004 156.123 155.923 155.959 2888 5 +2026-05-06 10:30:00 155.946 155.988 155.816 155.831 3280 4 +2026-05-06 10:45:00 155.832 155.868 155.613 155.755 4911 5 +2026-05-06 11:00:00 155.755 155.932 155.7 155.932 4842 6 +2026-05-06 11:15:00 155.931 155.948 155.85 155.924 3591 6 +2026-05-06 11:30:00 155.923 156.103 155.879 156.078 4345 5 +2026-05-06 11:45:00 156.078 156.105 156.026 156.084 3847 5 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156.438 1800 4 +2026-05-06 16:15:00 156.44 156.463 156.398 156.443 1369 5 +2026-05-06 16:30:00 156.446 156.472 156.416 156.448 1374 5 +2026-05-06 16:45:00 156.449 156.469 156.364 156.428 2012 5 +2026-05-06 17:00:00 156.432 156.46 156.354 156.415 1887 5 +2026-05-06 17:15:00 156.413 156.44 156.381 156.414 1182 4 +2026-05-06 17:30:00 156.413 156.499 156.395 156.482 1342 5 +2026-05-06 17:45:00 156.481 156.514 156.471 156.487 1000 5 +2026-05-06 18:00:00 156.486 156.488 156.418 156.455 1266 5 +2026-05-06 18:15:00 156.454 156.472 156.377 156.464 1199 5 +2026-05-06 18:30:00 156.464 156.477 156.438 156.451 994 5 +2026-05-06 18:45:00 156.452 156.452 156.356 156.401 1193 5 +2026-05-06 19:00:00 156.403 156.437 156.367 156.378 1696 4 +2026-05-06 19:15:00 156.38 156.389 156.35 156.389 976 5 +2026-05-06 19:30:00 156.39 156.432 156.369 156.415 871 5 +2026-05-06 19:45:00 156.415 156.42 156.369 156.418 1258 5 +2026-05-06 20:00:00 156.416 156.455 156.292 156.347 1762 5 +2026-05-06 20:15:00 156.348 156.38 156.31 156.356 1099 8 +2026-05-06 20:30:00 156.357 156.42 156.352 156.42 644 7 +2026-05-06 20:45:00 156.421 156.427 156.354 156.354 921 8 +2026-05-06 21:00:00 156.323 156.323 156.237 156.263 100 132 +2026-05-06 21:15:00 156.262 156.308 156.255 156.292 90 91 +2026-05-06 21:30:00 156.293 156.309 156.275 156.299 145 53 +2026-05-06 21:45:00 156.301 156.317 156.225 156.238 200 46 +2026-05-06 22:00:00 156.238 156.362 156.219 156.312 361 22 +2026-05-06 22:15:00 156.313 156.369 156.311 156.365 137 8 +2026-05-06 22:30:00 156.364 156.379 156.324 156.325 757 7 +2026-05-06 22:45:00 156.325 156.352 156.311 156.336 298 9 +2026-05-06 23:00:00 156.336 156.395 156.278 156.386 591 8 +2026-05-06 23:15:00 156.388 156.445 156.37 156.425 314 5 +2026-05-06 23:30:00 156.421 156.439 156.409 156.425 332 4 +2026-05-06 23:45:00 156.42 156.524 156.406 156.52 1091 7 +2026-05-07 00:00:00 156.522 156.525 156.229 156.229 3655 6 +2026-05-07 00:15:00 156.23 156.455 156.217 156.429 2677 6 +2026-05-07 00:30:00 156.428 156.491 156.383 156.449 1878 6 +2026-05-07 00:45:00 156.449 156.481 156.291 156.321 3018 6 +2026-05-07 01:00:00 156.319 156.352 156.098 156.141 2686 5 +2026-05-07 01:15:00 156.139 156.19 156.122 156.153 2046 6 +2026-05-07 01:30:00 156.152 156.182 156.019 156.042 2190 6 +2026-05-07 01:45:00 156.043 156.224 156.036 156.216 1827 6 +2026-05-07 02:00:00 156.219 156.263 156.15 156.246 1590 5 +2026-05-07 02:15:00 156.247 156.283 156.222 156.247 1039 5 +2026-05-07 02:30:00 156.246 156.266 156.209 156.251 924 5 +2026-05-07 02:45:00 156.251 156.349 156.235 156.336 1409 4 +2026-05-07 03:00:00 156.336 156.367 156.314 156.332 881 5 +2026-05-07 03:15:00 156.335 156.356 156.317 156.336 964 5 +2026-05-07 03:30:00 156.334 156.357 156.306 156.344 1097 6 +2026-05-07 03:45:00 156.345 156.438 156.345 156.415 962 7 +2026-05-07 04:00:00 156.417 156.42 156.374 156.377 996 6 +2026-05-07 04:15:00 156.377 156.381 156.318 156.356 900 4 +2026-05-07 04:30:00 156.355 156.369 156.317 156.361 521 5 +2026-05-07 04:45:00 156.36 156.386 156.307 156.356 1112 5 +2026-05-07 05:00:00 156.355 156.363 156.302 156.333 1031 4 +2026-05-07 05:15:00 156.342 156.396 156.342 156.385 979 5 +2026-05-07 05:30:00 156.386 156.395 156.334 156.345 1266 5 +2026-05-07 05:45:00 156.345 156.385 156.324 156.373 926 6 +2026-05-07 06:00:00 156.37 156.402 156.348 156.385 1279 5 +2026-05-07 06:15:00 156.385 156.411 156.355 156.384 1126 4 +2026-05-07 06:30:00 156.386 156.401 156.105 156.144 3002 4 +2026-05-07 06:45:00 156.145 156.321 156.144 156.287 2086 6 +2026-05-07 07:00:00 156.288 156.292 156.047 156.054 3688 5 +2026-05-07 07:15:00 156.053 156.178 156.021 156.144 3082 6 +2026-05-07 07:30:00 156.145 156.264 156.134 156.249 2104 5 +2026-05-07 07:45:00 156.249 156.273 156.21 156.262 1432 4 +2026-05-07 08:00:00 156.262 156.299 156.225 156.264 2086 5 +2026-05-07 08:15:00 156.263 156.295 156.21 156.214 2007 4 +2026-05-07 08:30:00 156.211 156.29 156.184 156.288 1820 5 +2026-05-07 08:45:00 156.289 156.338 156.265 156.325 1564 3 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156.348 2880 5 +2026-05-07 13:15:00 156.348 156.352 156.252 156.31 1975 5 +2026-05-07 13:30:00 156.312 156.368 156.29 156.323 2084 5 +2026-05-07 13:45:00 156.323 156.407 156.303 156.339 2480 4 +2026-05-07 14:00:00 156.343 156.401 156.336 156.355 2172 4 +2026-05-07 14:15:00 156.353 156.402 156.339 156.351 1779 5 +2026-05-07 14:30:00 156.35 156.402 156.344 156.38 1367 4 +2026-05-07 14:45:00 156.384 156.39 156.168 156.253 2399 4 +2026-05-07 15:00:00 156.253 156.348 156.247 156.342 1896 4 +2026-05-07 15:15:00 156.343 156.471 156.333 156.444 2753 4 +2026-05-07 15:30:00 156.441 156.473 156.403 156.472 1708 5 +2026-05-07 15:45:00 156.472 156.512 156.461 156.484 1439 4 +2026-05-07 16:00:00 156.481 156.573 156.471 156.555 2569 5 +2026-05-07 16:15:00 156.556 156.624 156.532 156.574 2539 4 +2026-05-07 16:30:00 156.575 156.609 156.559 156.589 1043 4 +2026-05-07 16:45:00 156.588 156.644 156.587 156.633 1260 4 +2026-05-07 17:00:00 156.633 156.678 156.632 156.652 1097 4 +2026-05-07 17:15:00 156.655 156.755 156.627 156.752 2482 3 +2026-05-07 17:30:00 156.752 156.863 156.716 156.757 3655 5 +2026-05-07 17:45:00 156.756 156.785 156.63 156.667 2571 4 +2026-05-07 18:00:00 156.67 156.678 156.608 156.658 1743 5 +2026-05-07 18:15:00 156.657 156.696 156.655 156.688 1523 4 +2026-05-07 18:30:00 156.685 156.865 156.681 156.836 1673 6 +2026-05-07 18:45:00 156.837 156.862 156.729 156.743 2135 6 +2026-05-07 19:00:00 156.742 156.775 156.696 156.716 1715 4 +2026-05-07 19:15:00 156.716 156.851 156.689 156.792 2715 5 +2026-05-07 19:30:00 156.792 156.801 156.702 156.761 1228 5 +2026-05-07 19:45:00 156.761 156.876 156.755 156.874 1882 5 +2026-05-07 20:00:00 156.87 156.879 156.747 156.866 1776 4 +2026-05-07 20:15:00 156.865 156.874 156.849 156.874 456 5 +2026-05-07 20:30:00 156.872 156.954 156.848 156.911 1414 6 +2026-05-07 20:45:00 156.91 156.949 156.87 156.87 1290 7 +2026-05-07 21:00:00 156.87 156.87 156.741 156.838 167 121 +2026-05-07 21:15:00 156.838 156.864 156.688 156.82 344 74 +2026-05-07 21:30:00 156.781 156.826 156.728 156.808 733 132 +2026-05-07 21:45:00 156.805 156.907 156.79 156.821 943 54 +2026-05-07 22:00:00 156.813 156.951 156.813 156.891 747 17 +2026-05-07 22:15:00 156.891 156.901 156.842 156.873 783 7 +2026-05-07 22:30:00 156.872 156.927 156.87 156.906 1134 7 +2026-05-07 22:45:00 156.906 156.907 156.856 156.886 691 8 +2026-05-07 23:00:00 156.886 156.9 156.87 156.882 401 8 +2026-05-07 23:15:00 156.882 156.915 156.858 156.91 390 8 +2026-05-07 23:30:00 156.909 156.912 156.882 156.886 206 7 +2026-05-07 23:45:00 156.881 156.881 156.824 156.848 505 5 +2026-05-08 00:00:00 156.857 156.899 156.812 156.876 2413 6 +2026-05-08 00:15:00 156.876 156.92 156.847 156.861 1512 5 +2026-05-08 00:30:00 156.863 156.919 156.86 156.902 1179 5 +2026-05-08 00:45:00 156.902 156.99 156.88 156.969 1974 5 \ No newline at end of file diff --git a/signal_aggregator.py b/signal_aggregator.py index 3767946..be49633 100644 --- a/signal_aggregator.py +++ b/signal_aggregator.py @@ -8,6 +8,7 @@ OHLCV is fetched live or sliced from a pre-loaded historical buffer. """ import logging +import os from dataclasses import dataclass, field from datetime import datetime, timezone from typing import Dict, List, Optional @@ -393,16 +394,19 @@ class SignalAggregator: ema200 = primary.key_levels.get("ema_trend") if ema200 and ema200 > 0 and report.current_price > 0: ema_dist_pct = abs(report.current_price - ema200) / ema200 * 100.0 - if ema_dist_pct < 0.5: + _lo = float(os.environ.get("FB2_EMA_LO", "0.5")) + _hi = float(os.environ.get("FB2_EMA_HI", "1.5")) + _mult = float(os.environ.get("FB2_EMA_MULT", "0.55")) + if ema_dist_pct < _lo: report.warnings.append( f"NEAR EMA200 ({ema_dist_pct:.2f}%) — chop risk, signal damped" ) - confidence *= 0.55 - elif ema_dist_pct > 1.5: + confidence *= _mult + elif ema_dist_pct > _hi: report.warnings.append( f"FAR FROM EMA200 ({ema_dist_pct:.2f}%) — over-extended, signal damped" ) - confidence *= 0.55 + confidence *= _mult # Final signal if score >= 40 and confidence >= 65: