Computational chemistry and cheminformatics. Venv: source /Users/zhangmingda/clawd/.venv/bin/activate
Molecular Properties
# Using RDKit if available, otherwise manual calculations
from sympy import symbols, Eq, solve
# Molecular weight calculation (manual)
ATOMIC_WEIGHTS = {
'H': 1.008, 'He': 4.003, 'Li': 6.941, 'Be': 9.012, 'B': 10.81,
'C': 12.011, 'N': 14.007, 'O': 15.999, 'F': 18.998, 'Ne': 20.180,
'Na': 22.990, 'Mg': 24.305, 'Al': 26.982, 'Si': 28.086, 'P': 30.974,
'S': 32.065, 'Cl': 35.453, 'Ar': 39.948, 'K': 39.098, 'Ca': 40.078,
'Fe': 55.845, 'Cu': 63.546, 'Zn': 65.38, 'Br': 79.904, 'Ag': 107.868,
'I': 126.904, 'Au': 196.967,
}
import re def molecular_weight(formula): """Calculate MW from chemical formula like 'C6H12O6'""" elements = re.findall(r'([A-Z][a-z]?)(\d*)', formula) mw = sum(ATOMIC_WEIGHTS.get(el, 0) * (int(n) if n else 1) for el, n in elements) return mw
Exampleprint(f"Glucose (C6H12O6): {molecular_weight('C6H12O6'):.3f} g/mol")
## Chemical Equation Balancing
```python
from sympy import Matrix, lcm
def balance_equation(reactants_elements, products_elements):
"""
Balance using linear algebra (null space method).
Each compound is a dict of {element: count}.
"""
all_elements = set()
for compound in reactants_elements + products_elements:
all_elements.update(compound.keys())
all_elements = sorted(all_elements)
n_compounds = len(reactants_elements) + len(products_elements)
matrix = []
for el in all_elements:
row = []
for comp in reactants_elements:
row.append(comp.get(el, 0))
for comp in products_elements:
row.append(-comp.get(el, 0))
matrix.append(row)
M = Matrix(matrix)
null = M.nullspace()
if null:
coeffs = null[0]
# Make integer coefficients
denom = lcm(*[c.q for c in coeffs if hasattr(c, 'q')] or [1])
coeffs = [int(c * denom) for c in coeffs]
return coeffs
return None
Thermodynamics
import numpy as np
# Ideal gas law: PV = nRT
R = 8.314 # J/(mol·K)
def ideal_gas(P=None, V=None, n=None, T=None):
"""Solve for the missing variable. Units: Pa, m³, mol, K"""
if P is None: return n * R * T / V
if V is None: return n * R * T / P
if n is None: return P * V / (R * T)
if T is None: return P * V / (n * R)
# Gibbs free energy
def gibbs(dH, T, dS):
"""ΔG = ΔH - TΔS (kJ/mol, K, kJ/(mol·K))"""
return dH - T * dS
# Nernst equation
def nernst(E0, n_electrons, Q, T=298.15):
"""E = E° - (RT/nF)ln(Q)"""
F = 96485 # C/mol
return E0 - (R * T / (n_electrons * F)) * np.log(Q)
# Arrhenius equation
def arrhenius(A, Ea, T):
"""k = A * exp(-Ea/RT), Ea in J/mol"""
return A * np.exp(-Ea / (R * T))
Chemical Databases
PubChem
# Search by name
curl -s "https://pubchem.ncbi.nlm.nih.gov/rest/pug/compound/name/aspirin/JSON" | python3 -m json.tool
# Search by SMILES
curl -s "https://pubchem.ncbi.nlm.nih.gov/rest/pug/compound/smiles/CC(=O)OC1=CC=CC=C1C(=O)O/JSON"
# Get properties
curl -s "https://pubchem.ncbi.nlm.nih.gov/rest/pug/compound/name/caffeine/property/MolecularFormula,MolecularWeight,IUPACName/JSON"
ChEBI (Chemical Entities of Biological Interest)
curl -s "https://www.ebi.ac.uk/chebi/searchId.do?chebiId=CHEBI:15377" # water
Spectroscopy Reference
| Technique | What it measures | Key info |
|---|---|---|
| IR | Bond vibrations | Functional groups (cm⁻¹) |
| NMR (¹H) | H environments | Chemical shift (δ ppm), splitting |
| NMR (¹³C) | C environments | Chemical shift (δ ppm) |
| UV-Vis | Electronic transitions | λmax, absorbance |
| Mass Spec | m/z ratio | Molecular weight, fragmentation |
Common IR Absorptions
- O-H stretch: 3200-3600 cm⁻¹ (broad)
- N-H stretch: 3300-3500 cm⁻¹
- C-H stretch: 2850-3000 cm⁻¹
- C=O stretch: 1650-1750 cm⁻¹
- C=C stretch: 1600-1680 cm⁻¹
- C-O stretch: 1000-1300 cm⁻¹
Tips
- Always check units (SI vs CGS vs practical)
- Use IUPAC nomenclature
- For complex reactions, break into elementary steps
- Verify thermodynamic data against NIST WebBook
- For computational chemistry (DFT, MD), recommend specialized software (Gaussian, ORCA, GROMACS)