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DEGREE CONFERRED: BACHELOR OF ARTS WITH HONOURS (HIGHEST DISTINCTION) GRADE POINT AVERAGE: 4.53 CUMULATIVE UNITS: 162.00 ADMISSION DATE: 02/08/2021 CONFERMENT DATE: 31/01/2026 MAJOR: PHILOSOPHY MINOR: LANGUAGE SCIENCE COURSE ACADEMIC YEAR 2021/2022 SEMESTER 1 FAS1101 WRITING ACADEMICALLY: ARTS AND SOCIAL SCIENCES A- GEA1000 QUANTITATIVE REASONING WITH DATA S GEX1015 LIFE, THE UNIVERSE, AND EVERYTHING A- HSA1000 ASIAN INTERCONNECTIONS A+ HSH1000 THE HUMAN CONDITION A+ BACHELOR OF ARTS GRADE POINT AVERAGE : 4.63 ACADEMIC YEAR 2021/2022 SEMESTER 2 DTK1234 DESIGN THINKING A- EL1101E THE NATURE OF LANGUAGE A HSI1000 HOW SCIENCE WORKS, WHY SCIENCE WORKS A HSS1000 UNDERSTANDING SOCIAL COMPLEXITY A PH2201 INTRODUCTION TO PHILOSOPHY OF SCIENCE A You need to nerd out Total Value $50,965.65 1 Y Change +$11,657.08 (29.66%) Nov '25 Jan Mar May Jul Sep Transfer Deposit Orders Insights NATIONAL UNIVERSITY OF SINGAPORE This is to certify that having fulfilled the requirements prescribed by the University was conferred the degree of BACHELOR OF ARTS WITH HONOURS (HIGHEST DISTINCTION) IN PHILOSOPHY on 31 January 2026 Chair, Board of Trustees President WORLDQUVNT every trader's dream office where the brightest minds in the world meet COINMETRICS USDC / Market Cap (USD) BTC / Market Cap (USD) USDT / Market Cap Estimated (USD) Epistemic Decision Theory Greaves PH4211 P(.) Conditionalization Bayesian picture 1. Start with P 2. Learn E 3. New probability is P(.|E) Bayes' Rule: P(X|E) = P(X and E) / P(E) X -> P(X|E) ensemble comittee w NeuralNet Last Complete Week Closed: 2026-01-21 Meta-Model Type: Logistic Regression (Defensive) Downloading weekly TQQQ data... Extracting features (5-week rolling window)... Consulting the Committee... Random Forest Prob: 40.72% XGBoost Prob: 54.13% Neural Net Prob: 96.77% SIGNAL VERDICT ACTION: STAY DEFENSIVE (DOWN) Judge Confidence: 60.55% Target: Next Week's LOW < This Week's LOW (50.48) Brain: 4.1 (Logistic Defensive) | Strategy: 1.5:1 Down-Penalty Logistic Logic Start coding or generate with AI. Strategy TQQQ H SPY B&H CAGR CS50 Certificate CS50 congratulates on completion of CS50's Introduction to Programming with Python, including nine problem sets and one final project. Awarded from Cambridge, Massachusetts, in the year two thousand twenty-three. David J. Malan Gordon McKay Professor of the Practice of Computer Science Harvard University f(w) Additivity P(X or Y) = P(X) + P(Y) - P(X and Y) P(X) * V(win big) + P(-X) * V(lose a little) {x in Y : x is a dog and x is barking} ADIDAS BLUE SUMMER TOUR 2024 The impossibility of induction... REAL-TIME TRADING SIGNAL ANALYSIS Analysis Date: 2025-08-01 1. Predicted AGQ Value: $45.6183 2. Current AGQ Value: $49.1800 3. Residual Value: $3.5617 Threshold Analysis (+/- 1 SD = +/- $8.8832): Upper Threshold: +$8.8832 Lower Threshold: -$8.8832 4. TRADING SIGNAL: HOLD / NO TRADE Interpretation: AGQ is fairly valued relative to Gold Futures Reasoning: Residual (3.5617) is within normal range Additional Context: Current residual is 0.40 standard deviations from mean Standard deviation of residuals: $8.8832 Model R-squared: 0.1377 (13.77% of AGQ variance explained by Gold Futures) Start coding or generate with AI. PHILOSOPHY zscore_backtest.py - SGX import pandas as pd import numpy as np import plotly.graph_objects as go from plotly.subplots import make_subplots from datetime import import datetime import warnings warnings.filterwarnings('ignore') # Configuration - modify these parameters TICKER1 = "D05.SI" # First ticker TICKER2 = "U11.SI" # Second ticker HEDGE_RATIO = 0.29 # Hedge ratio for position sizing only (spread calculation uses SGX.py's statistical START_DATE = "2025-01-01" # Start date END_DATE = "2025-08-21" # End date Initial_Capital = 100 # Starting capital for trading (compounds after each trade) Problems Output Debug Console Terminal Trade Return: -0.46% Exit Reason: exit_signal Cumulative Equity: $102.62 SHORT U11.SI: $35.01 -> $36.28 (Return: -3.63%, PnL: $-2.90) LONG U11.SI: $43.77 -> $48.34 (Return: 10.45%, PnL: $2.42) Trade 5: LONG Entry: 2025-08-07 (Z-score: -3.24) Exit: 2025-08-20 (Z-score: -1.34) Entry Price: 20.7557 Exit Price: 20.5000 Starting Equity: $102.62 Position Sizes: D05.SI: $23.07, U11.SI: $79.55 PnL: $-0.40 Trade Return: -0.39% Exit Reason: end_of_data Cumulative Equity: $102.22 LONG U11.SI: $34.97 -> $35.00 (Return: 0.08%, PnL: $0.06) SHORT D05.SI: $49.02 -> $50.00 (Return: -1.99%, PnL: $-0.46) PERFORMANCE STATISTICS: Total Trades: 2 Winning Trades: 2 Losing Trades: 3 Win Rate: 40.0% Total PnL: $2.22 Final Equity: $102.22 Total Return: 2.2% Sharpe Ratio: 0.97 Max Drawdown: 2.0% Start coding or generate with AI.
