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Created June 26, 2022 17:48
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{
"cells": [
{
"cell_type": "markdown",
"id": "d4cbe552-0c83-41b3-a023-6c248e7168d5",
"metadata": {},
"source": [
"### Band gap vs dielectric constant analysis\n",
"\n",
"This code has been used to generate Fig 1 and Suppl. Fig. 1, for the manuscript \"The Defect Challenge of Wide-Bandgap Semiconductors for Photovoltaics and Beyond\".\n",
"\n",
"To run the notebook, you will need to install the following:\n",
"\n",
"- Python 3.8+\n",
"- pymatgen\n",
"- mpcontribs\n",
"\n",
"In addition, to use the Materials Project API and the MP Contribs API, you will need to generate API keys on the respective website.\n",
"For more details see:\n",
"\n",
"- https://next-gen.materialsproject.org/api\n",
"- https://contribs.materialsproject.org"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "ahead-guitar",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Specs for https://contribs-api.materialsproject.org/apispec.json re-loaded from aHR0cHM6Ly9jb250cmlicy1hcGkubWF0ZXJpYWxzcHJvamVjdC5vcmcvYXBpc3BlYy5qc29u.\n"
]
},
{
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"application/vnd.jupyter.widget-view+json": {
"model_id": "d47d5dbc0b824f77acd1b03978dc4950",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/1 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from mpcontribs.client import Client\n",
"\n",
"# replace with your API key from the MP Contribs website\n",
"mp_contribs_api_key = \"XXXX\"\n",
"\n",
"client = Client(mp_contribs_api_key)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "c5934311-11cf-4e43-a7b9-54005c811190",
"metadata": {},
"outputs": [
{
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"model_id": "a585405a9bbf4e87aae1147a086116cb",
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"version_minor": 0
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"text/plain": [
" 0%| | 0/96 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from tqdm.auto import tqdm\n",
"\n",
"query = {\n",
" \"project\": 'carrier_transport',\n",
" \"_limit\": 500,\n",
" \"_fields\": [\n",
" \"id\",\n",
" \"identifier\",\n",
" \"data.mₑᶜ.p.ε̄.value\",\n",
" \"data.mₑᶜ.p.ε₁.value\",\n",
" \"data.mₑᶜ.p.ε₂.value\",\n",
" \"data.mₑᶜ.p.ε₃.value\",\n",
" \"data.mₑᶜ.n.ε̄.value\",\n",
" \"data.mₑᶜ.n.ε₁.value\",\n",
" \"data.mₑᶜ.n.ε₂.value\",\n",
" \"data.mₑᶜ.n.ε₃.value\",\n",
" ],\n",
"}\n",
"\n",
"def extract(result):\n",
" return {\n",
" d[\"identifier\"]: {\n",
" \"m_h\": d[\"data\"][\"mₑᶜ\"][\"p\"][\"ε̄\"][\"value\"],\n",
" \"m_e\": d[\"data\"][\"mₑᶜ\"][\"n\"][\"ε̄\"][\"value\"],\n",
" \"m_h1\": d[\"data\"][\"mₑᶜ\"][\"p\"][\"ε₁\"][\"value\"],\n",
" \"m_h2\": d[\"data\"][\"mₑᶜ\"][\"p\"][\"ε₂\"][\"value\"],\n",
" \"m_h3\": d[\"data\"][\"mₑᶜ\"][\"p\"][\"ε₃\"][\"value\"],\n",
" \"m_e1\": d[\"data\"][\"mₑᶜ\"][\"n\"][\"ε₁\"][\"value\"],\n",
" \"m_e2\": d[\"data\"][\"mₑᶜ\"][\"n\"][\"ε₂\"][\"value\"],\n",
" \"m_e3\": d[\"data\"][\"mₑᶜ\"][\"n\"][\"ε₃\"][\"value\"],\n",
" }\n",
" for d in result[\"data\"] if \"data\" in d\n",
" }\n",
" \n",
"result = client.contributions.get_entries(**query).result()\n",
"\n",
"data = extract(result)\n",
"\n",
"for page in tqdm(list(range(1, result[\"total_pages\"] + 1))):\n",
" result = client.contributions.get_entries(**query, page=page).result()\n",
" data.update(extract(result))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "improved-interview",
"metadata": {},
"outputs": [],
"source": [
"from pymatgen.ext.matproj import MPRester\n",
"\n",
"# replace with your API key from the Materials Project website.\n",
"# Note this will be different from MP Contribs API key define above\n",
"mp_api_key = \"XXXX\"\n",
"\n",
"mpr = MPRester(api_key=mp_api_key)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "promotional-payday",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 31548/31548 [03:12<00:00, 163.70it/s]\n"
]
}
],
"source": [
"# get cannonical MP ID for the transport calcs\n",
"results = mpr.query({\"task_ids\": {\"$in\": list(data.keys())}}, properties=[\"task_id\", \"task_ids\"])\n",
"mapping = {t: r[\"task_id\"] for r in results for t in r[\"task_ids\"]}\n",
"data = {mapping[k]: v for k, v in data.items()}"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "hearing-alarm",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 31548/31548 [02:56<00:00, 179.16it/s]\n"
]
}
],
"source": [
"results = mpr.query(\n",
" {\"task_id\": {\"$in\": list(data.keys())}},\n",
" properties=[\"band_gap.search_gap.band_gap\", \"diel.poly_electronic\", \"diel.poly_total\", \"task_id\", \"nelements\", \"pretty_formula\"]\n",
")\n",
"\n",
"for r in results:\n",
" data[r[\"task_id\"]][\"bandgap\"] = r[\"band_gap.search_gap.band_gap\"]\n",
" data[r[\"task_id\"]][\"eps_total\"] = r.get(\"diel.poly_total\")\n",
" data[r[\"task_id\"]][\"eps_inf\"] = r.get(\"diel.poly_electronic\")\n",
" data[r[\"task_id\"]][\"nelements\"] = r.get(\"nelements\")\n",
" data[r[\"task_id\"]][\"formula\"] = r.get(\"pretty_formula\")"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "peripheral-gospel",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"df = pd.DataFrame.from_records(data).T"
]
},
{
"cell_type": "markdown",
"id": "cardiovascular-smoke",
"metadata": {},
"source": [
"Filter very large effective masses and dielectric constants."
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "precise-nurse",
"metadata": {},
"outputs": [],
"source": [
"mask = (\n",
" (df[\"m_h\"] < 100) & \n",
" (df[\"m_e\"] < 500) & \n",
" (df[\"eps_total\"] < 500) & \n",
" (df[\"eps_inf\"] < 80) & \n",
" (df[\"m_e\"] > 0.01)\n",
")\n",
"df = df[mask]"
]
},
{
"cell_type": "markdown",
"id": "c4fae8f1-02e7-4ab8-9015-5209e5e9cc63",
"metadata": {},
"source": [
"Get binary materials only."
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "d68c58b9-fffb-4462-a52d-3d333fa7235c",
"metadata": {},
"outputs": [],
"source": [
"bin_df = df[~pd.isna(df[\"eps_inf\"])]\n",
"bin_df = bin_df[bin_df[\"nelements\"] <= 2]"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "dc7503fd-5df8-47cb-b34a-f57a764afeac",
"metadata": {},
"outputs": [
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