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Create Aura.xlsx
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math/Aura.xlsx

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Simulation Problems
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with pd.ExcelWriter("/mnt/data/Aura.xlsx", engine="openpyxl", mode="a", if_sheet_exists="replace") as writer:
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# Sheet 14: Pure Mathematics
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pure_math = pd.DataFrame({
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"Topic": ["Algebra", "Calculus", "Number Theory"],
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"Formula/Theorem": [
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"Quadratic Formula: x = (-b ± √(b²-4ac)) / 2a",
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"d/dx (sin x) = cos x",
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"Prime Number Theorem: π(n) ~ n / ln(n)"
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],
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"Notes": [
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"Solves quadratic equations",
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"Basic derivative rule",
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"Distribution of primes"
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]
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})
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pure_math.to_excel(writer, sheet_name="Pure_Mathematics", index=False)
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# Sheet 15: Further Mathematics
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further_math = pd.DataFrame({
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"Concept": ["Matrix Multiplication", "Eigenvalues", "Diff Eq"],
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"Expression": [
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"[[a,b],[c,d]] * [[e,f],[g,h]]",
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"det(A - λI) = 0",
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"dy/dx + Py = Q"
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],
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"Application": [
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"Transforms and linear systems",
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"Stability and quantum states",
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"Model growth/decay"
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]
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})
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further_math.to_excel(writer, sheet_name="Further_Mathematics", index=False)
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# Sheet 16: Applied Physics
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applied_physics = pd.DataFrame({
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"Field": ["Mechanics", "Thermodynamics", "Electromagnetism", "Quantum Physics"],
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"Equation": [
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"F = ma",
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"ΔU = Q - W",
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"∇·E = ρ/ε₀",
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"Ψ(x,t) Schrödinger Eq"
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],
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"Notes": [
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"Newton's 2nd Law",
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"First Law of Thermodynamics",
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"Gauss's Law",
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"Wavefunction evolution"
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]
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})
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applied_physics.to_excel(writer, sheet_name="Applied_Physics", index=False)
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# Sheet 17: Reasoning Logic
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reasoning_logic = pd.DataFrame({
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"Premise": ["All humans are mortal", "Socrates is a human", "If it rains, ground gets wet"],
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"Conclusion": ["Socrates is mortal", "Valid logical step", "Ground is wet"],
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"Truth_Value": ["True", "True", "True"]
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})
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reasoning_logic.to_excel(writer, sheet_name="Reasoning_Logic", index=False)
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# Sheet 18: Simulation Problems
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simulation_problems = pd.DataFrame({
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"Problem": ["Projectile Motion", "Heat Transfer", "Quantum Tunneling"],
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"Setup": [
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"v0=20 m/s, θ=45°, g=9.8",
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"Rod: length=1m, k=200 W/mK",
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"Particle energy<E barrier"
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],
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"Expected_Result": [
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"Range ≈ 40.8 m",
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"Temperature profile along rod",
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"Nonzero probability of tunneling"
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]
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})
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simulation_problems.to_excel(writer, sheet_name="Simulation_Problems", index=False)
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"/mnt/data/Aura.xlsx"

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