import os from matminer.datasets import load_dataset from mp_api.client import MPRester import pymatviz as pmv from pymatviz.structure_viz import structure_2d_plotly, structure_2d from pymatviz.enums import ElemColorScheme, Key from pymatgen.analysis.phase_diagram import PhaseDiagram, PDPlotter from pymatgen.entries.mixing_scheme import MaterialsProjectDFTMixingScheme import matplotlib.pyplot as plt import numpy as np import pandas as pd from tqdm import tqdm MP_API_KEY = "" MID = ["mp-353", "mp-661", "mp-856", "mp-1000", "mp-1479", "mp-2284", "mp-2294", "mp-10044", "mp-10086", "mp-10910", "mp-18905", "mp-23231", "mp-36526", "mp-861883", "mp-862786"] for mid in MID: if os.path.exists(f"{mid}-phase-diagram.png"): print(f"{mid}-phase-diagram.png already exists, skipping...") continue with MPRester(MP_API_KEY) as mpr: all_elements = set() structure = mpr.get_structure_by_material_id(mid) all_elements.update([str(el) for el in structure.composition.elements]) entries = mpr.get_entries_in_chemsys(elements=list(all_elements), additional_criteria={"thermo_types": ["GGA_GGA+U", "R2SCAN"]}) scheme = MaterialsProjectDFTMixingScheme() corrected_entries = scheme.process_entries(entries) pd = PhaseDiagram(corrected_entries) fig = PDPlotter(pd).get_plot() fig.layout.paper_bgcolor = "rgba(255, 255, 255, 1.0)" fig.write_image(f"{mid}-phase-diagram.png", scale=2)