diff --git a/README.md b/README.md index a8b8422..b4239c1 100644 --- a/README.md +++ b/README.md @@ -14,16 +14,16 @@ pyenv install 3.11.4 ### Node -This code base is compatible with node 18 and above. Please use [the following instructions](https://nodejs.org/en/learn/getting-started/how-to-install-nodejs) +This code base is compatible with node 18 and above. Please use [these instructions](https://nodejs.org/en/learn/getting-started/how-to-install-nodejs) to install node for your operating system if needed. ### Git -Please [follow the instructions on GitHub](https://github.com/git-guides/install-git) to install git on your system. +Please follow the [instructions on GitHub](https://github.com/git-guides/install-git) to install git on your system. ### Poetry -Please [follow the instractions on the Poetry website](https://python-poetry.org/docs/#installation) to install poetry on your system. +Please follow the [instructions on the Poetry website](https://python-poetry.org/docs/#installation) to install poetry on your system. ## Getting Started @@ -45,14 +45,22 @@ You can then install project dependencies as follows: poetry install ``` -You need a `.env` file to store secrets as follows: +You need a `.env` file to store secrets and other environment variables as follows: ``` OPENALEX_EMAIL=mailto@example.com +INSTITUTIONS_FETCH_FILTER=hbcus +INSTITUTIONS_FETCH_COUNT=5 ``` The OPENALEX_EMAIL secret is used to [speed up calls](https://docs.openalex.org/how-to-use-the-api/api-overview) to the OpenAlex REST API. +INSTITUTIONS_FETCH_FILTER (allowed values = `hbcus` or `howardu`) is used to configure which institutions will be fetched from the OpenAlex API and saved to `observable/docs/data/institutions.json`. + +INSTITUTIONS_FETCH_COUNT determines how many institutions will be loaded in the application. + +>**NOTE:** INSTITUTIONS_FETCH_FILTER and INSTITUTIONS_FETCH_COUNT are only used when running `fetch_custom_institutions.py` as a script. When using `invoke fetch` the default values of `hbcus` and `5` are used respectively. + ## Running This project uses [Observable Framework](https://observablehq.com/framework/). You can run the site locally in development mode as follows @@ -72,13 +80,19 @@ Deployments to this project on the Observable Cloud take place through the **Dep You can run various other commands using `invoke` as follows. -Deploy the site to Observable Cloud. +Fetch first 5 HBCUs institutions data from the OpenAlex API and save it to `observable/docs/data/institutions.json`: + +```bash +invoke fetch +``` + +Deploy the site to Observable Cloud: ```bash invoke deploy ``` -Build the static web site locally. +Build the static web site locally: ```bash invoke build @@ -87,13 +101,13 @@ invoke build Manually case a graph.json refresh. This is needed because currently observable framework doesn't notice if a dependent python module has been changed when developing. It only monitors changes to -the particular page that is being displayed. +the particular page that is being displayed.: ```bash invoke touch ``` -Delete local git branches that have already been merged. +Delete local git branches that have already been merged: ```bash invoke clean-branches diff --git a/collabnext/custom.py b/collabnext/custom.py deleted file mode 100644 index aaa5c2f..0000000 --- a/collabnext/custom.py +++ /dev/null @@ -1,37 +0,0 @@ - -from pyalex import Institutions, Institution -import pandas as pd -import json - -def get_institutions_howardu() -> list[Institution]: - return Institutions().filter(openalex="I137853757").get() - -def get_institutions_hbcus(dataloadtype) -> list[Institution]: - institutions_hbcus = [] - - if dataloadtype == "local": - try: - institutions_hbcus = json.load(open("data/institutions_hbcus.json")) - except Exception as e: - print("Error loading HBCUs JSON data:", e) - - if dataloadtype == "api" or len(institutions_hbcus) == 0: - try: - # Read list of HBCUs Names from Eligibility Data - inst_df = pd.read_csv("data/institutions_hbcus.csv") - inst_df["query"] = inst_df["name"].str.lower() - inst_df["query"] = inst_df["query"].str.replace(" &", "") - - # Run API search for HBCUs and add filtered results - for query in inst_df["query"].tolist(): - institutions_query = Institutions().filter(display_name={"search": query}).get() - - for inst in institutions_query: - hbcu_inst_ids = [x["id"] for x in institutions_hbcus] - if (inst["display_name"] in inst_df["name"].tolist()) and (inst["id"] not in hbcu_inst_ids): - print("Adding institution:", inst["display_name"]) - institutions_hbcus.append(inst) - except Exception as e: - print("Error reading HBCUs names from CSV and fetching API data:", e) - - return institutions_hbcus diff --git a/collabnext/openalex/institutions.py b/collabnext/openalex/institutions.py index a05465f..4a6cc81 100644 --- a/collabnext/openalex/institutions.py +++ b/collabnext/openalex/institutions.py @@ -1,6 +1,20 @@ from pyalex import Institution, Institutions +import json +import sys -def get_institutions() -> list[Institution]: - # Get 5 random institutions for now - return [Institutions().random() for _ in range(5)] +def get_institutions(institutions_file_path: str = "docs/data/institutions.json") -> list[Institution]: + institutions = [] + + # Load institutions from JSON file + try: + institutions = json.load(open(institutions_file_path)) + except Exception as e: + print("\nError loading institutions from JSON file", institutions_file_path, ":", e, "\n", file=sys.stderr) + + # Get 5 random institutions in case of error + if institutions is None or len(institutions) == 0: + print("No institutions found in JSON file, fetching random institutions\n", file=sys.stderr) + institutions = [Institutions().random() for _ in range(5)] + + return institutions diff --git a/collabnext/settings.py b/collabnext/settings.py deleted file mode 100644 index 0a2e26b..0000000 --- a/collabnext/settings.py +++ /dev/null @@ -1,5 +0,0 @@ - -DATA_LOAD_TYPE = "local" -# DATA_LOAD_TYPE = "api" -INSTITUTION_FILTER = "howardu" -# INSTITUTION_FILTER = "hbcus" diff --git a/data/institutions_hbcus.json b/data/institutions_hbcus.json deleted file mode 100644 index 48ebcf3..0000000 --- a/data/institutions_hbcus.json +++ /dev/null @@ -1 +0,0 @@ -[{"id": "https://openalex.org/I145611464", "ror": "https://ror.org/01eedy375", "display_name": "Alabama State University", "relevance_score": 6858.785, "country_code": "US", "type": "education", "type_id": "https://openalex.org/institution-types/education", "lineage": ["https://openalex.org/I145611464"], "homepage_url": "http://www.alasu.edu/index.aspx", "image_url": "https://commons.wikimedia.org/w/index.php?title=Special:Redirect/file/Alabama%20State%20University%20wordmark.svg", "image_thumbnail_url": "https://commons.wikimedia.org/w/index.php?title=Special:Redirect/file/Alabama%20State%20University%20wordmark.svg&width=300", "display_name_acronyms": ["ASU"], "display_name_alternatives": [], "repositories": [], "works_count": 1653, "cited_by_count": 21583, "summary_stats": {"2yr_mean_citedness": 2.196969696969697, "h_index": 67, "i10_index": 436}, "ids": {"openalex": "https://openalex.org/I145611464", "ror": "https://ror.org/01eedy375", "mag": "145611464", "grid": "grid.251976.e", "wikipedia": "https://en.wikipedia.org/wiki/Alabama%20State%20University", "wikidata": "https://www.wikidata.org/wiki/Q941524"}, "geo": {"city": "Montgomery", "geonames_city_id": "4076784", "region": "Alabama", "country_code": "US", "country": "United States", "latitude": 32.364113, "longitude": -86.291534}, "international": {"display_name": {"ar": "\u062c\u0627\u0645\u0639\u0629 \u0648\u0644\u0627\u064a\u0629 \u0623\u0644\u0627\u0628\u0627\u0645\u0627", "arz": "\u062c\u0627\u0645\u0639\u0629 \u0648\u0644\u0627\u064a\u0629 \u0627\u0644\u0627\u0628\u0627\u0645\u0627", "be": "\u0410\u043b\u0430\u0431\u0430\u043c\u0441\u043a\u0456 \u0434\u0437\u044f\u0440\u0436\u0430\u045e\u043d\u044b \u045e\u043d\u0456\u0432\u0435\u0440\u0441\u0456\u0442\u044d\u0442", "be-tarask": "\u0410\u043b\u0430\u0431\u0430\u043c\u0441\u043a\u0456 \u0434\u0437\u044f\u0440\u0436\u0430\u045e\u043d\u044b \u045e\u043d\u0456\u0432\u044d\u0440\u0441\u044b\u0442\u044d\u0442", "ca": "Alabama State University", "cs": "Alabamsk\u00e1 st\u00e1tn\u00ed univerzita", "cy": "Prifysgol Talaith Alabama", "de": "Alabama State University", "en": "Alabama State University", "eo": "Alabama \u015ctata Universitato", "es": "Alabama State University", "fr": "universit\u00e9 d'\u00c9tat de l'Alabama", "he": "\u05d0\u05d5\u05e0\u05d9\u05d1\u05e8\u05e1\u05d9\u05d8\u05ea \u05d4\u05de\u05d3\u05d9\u05e0\u05d4 \u05e9\u05dc \u05d0\u05dc\u05d1\u05de\u05d4", "hy": "\u0531\u056c\u0561\u0562\u0561\u0574\u0561 \u0576\u0561\u0570\u0561\u0576\u0563\u056b \u0570\u0561\u0574\u0561\u056c\u057d\u0561\u0580\u0561\u0576", "ja": "\u30a2\u30e9\u30d0\u30de\u5dde\u7acb\u5927\u5b66", "min": "Universitas Alabama State", "nb": "Alabama State University", "nl": "Alabama State University", "ru": "\u0423\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442 \u0448\u0442\u0430\u0442\u0430 \u0410\u043b\u0430\u0431\u0430\u043c\u0430", "sv": "Alabama State University", "ta": "\u0b85\u0bb2\u0baa\u0bbe\u0bae\u0bbe \u0b85\u0bb0\u0b9a\u0bc1\u0baa\u0bcd \u0baa\u0bb2\u0bcd\u0b95\u0bb2\u0bc8\u0b95\u0bcd\u0b95\u0bb4\u0b95\u0bae\u0bcd", "uk": "\u0410\u043b\u0430\u0431\u0430\u043c\u0441\u044c\u043a\u0438\u0439 \u0434\u0435\u0440\u0436\u0430\u0432\u043d\u0438\u0439 \u0443\u043d\u0456\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442", "ur": "\u0627\u0644\u0627\u0628\u0627\u0645\u0627 \u0627\u0633\u0679\u06cc\u0679 \u06cc\u0648\u0646\u06cc\u0648\u0631\u0633\u0679\u06cc", "zh": "\u963f\u62c9\u5df4\u9a6c\u5dde\u7acb\u5927\u5b66"}}, "associated_institutions": [], "counts_by_year": [{"year": 2024, "works_count": 38, "cited_by_count": 868}, {"year": 2023, "works_count": 106, "cited_by_count": 2526}, {"year": 2022, "works_count": 107, "cited_by_count": 2425}, {"year": 2021, "works_count": 105, "cited_by_count": 2398}, {"year": 2020, "works_count": 84, "cited_by_count": 1885}, {"year": 2019, "works_count": 67, "cited_by_count": 1354}, {"year": 2018, "works_count": 89, "cited_by_count": 1300}, {"year": 2017, "works_count": 90, "cited_by_count": 1014}, {"year": 2016, "works_count": 69, "cited_by_count": 962}, {"year": 2015, "works_count": 65, "cited_by_count": 932}, {"year": 2014, "works_count": 52, "cited_by_count": 882}, {"year": 2013, "works_count": 63, "cited_by_count": 923}, {"year": 2012, "works_count": 54, "cited_by_count": 576}], "roles": [{"role": "institution", "id": "https://openalex.org/I145611464", "works_count": 1653}, {"role": "funder", "id": "https://openalex.org/F4320312258", "works_count": 7}], "topics": [{"id": "https://openalex.org/T11564", "display_name": "Matrix Inequalities and Geometric Means", "count": 35, "subfield": {"id": 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"https://openalex.org/domains/1", "display_name": "Life Sciences"}}, {"id": "https://openalex.org/T11818", "display_name": "Structure and Function of Nicotinic Receptors", "value": 0.0018625, "subfield": {"id": "https://openalex.org/subfields/1312", "display_name": "Molecular Biology"}, "field": {"id": "https://openalex.org/fields/13", "display_name": "Biochemistry, Genetics and Molecular Biology"}, "domain": {"id": "https://openalex.org/domains/1", "display_name": "Life Sciences"}}, {"id": "https://openalex.org/T10948", "display_name": "Combinatorial Mathematics and Algebraic Combinatorics", "value": 0.0018437, "subfield": {"id": "https://openalex.org/subfields/2607", "display_name": "Discrete Mathematics and Combinatorics"}, "field": {"id": "https://openalex.org/fields/26", "display_name": "Mathematics"}, "domain": {"id": "https://openalex.org/domains/3", "display_name": "Physical Sciences"}}, {"id": "https://openalex.org/T12122", "display_name": "Hardware Security and Authentication 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"https://openalex.org/fields/33", "display_name": "Social Sciences"}, "domain": {"id": "https://openalex.org/domains/2", "display_name": "Social Sciences"}}, {"id": "https://openalex.org/T12562", "display_name": "Pyrrole Synthesis and Applications", "value": 0.0016506, "subfield": {"id": "https://openalex.org/subfields/1605", "display_name": "Organic Chemistry"}, "field": {"id": "https://openalex.org/fields/16", "display_name": "Chemistry"}, "domain": {"id": "https://openalex.org/domains/3", "display_name": "Physical Sciences"}}, {"id": "https://openalex.org/T11329", "display_name": "Limits and Structures in Graph Theory", "value": 0.0015557, "subfield": {"id": "https://openalex.org/subfields/2607", "display_name": "Discrete Mathematics and Combinatorics"}, "field": {"id": "https://openalex.org/fields/26", "display_name": "Mathematics"}, "domain": {"id": "https://openalex.org/domains/3", "display_name": "Physical Sciences"}}, {"id": "https://openalex.org/T11354", "display_name": "Evolutionary Dynamics of Mammals and Their Ancestors", "value": 0.0015112, "subfield": {"id": "https://openalex.org/subfields/1911", "display_name": "Paleontology"}, "field": {"id": "https://openalex.org/fields/19", "display_name": "Earth and Planetary Sciences"}, "domain": {"id": "https://openalex.org/domains/3", "display_name": "Physical Sciences"}}, {"id": "https://openalex.org/T10726", "display_name": "Social Cognitive Theory in Career Development", "value": 0.0015024, "subfield": {"id": "https://openalex.org/subfields/3311", "display_name": "Safety Research"}, "field": {"id": "https://openalex.org/fields/33", "display_name": "Social Sciences"}, "domain": {"id": "https://openalex.org/domains/2", "display_name": "Social Sciences"}}, {"id": "https://openalex.org/T12758", "display_name": "Cancer Chemopreventive Properties of Saffron", "value": 0.0014876, "subfield": {"id": "https://openalex.org/subfields/2730", "display_name": "Oncology"}, "field": {"id": "https://openalex.org/fields/27", "display_name": "Medicine"}, "domain": {"id": "https://openalex.org/domains/4", "display_name": "Health Sciences"}}, {"id": "https://openalex.org/T11633", "display_name": "Effects of Prenatal Alcohol Exposure on Offspring", "value": 0.0014603, "subfield": {"id": "https://openalex.org/subfields/2735", "display_name": "Pediatrics, Perinatology and Child Health"}, "field": {"id": "https://openalex.org/fields/27", "display_name": "Medicine"}, "domain": {"id": "https://openalex.org/domains/4", "display_name": "Health Sciences"}}, {"id": "https://openalex.org/T10452", "display_name": "Regulation of Iron Metabolism and Anemia", "value": 0.0014568, "subfield": {"id": "https://openalex.org/subfields/2720", "display_name": "Hematology"}, "field": {"id": "https://openalex.org/fields/27", "display_name": "Medicine"}, "domain": {"id": "https://openalex.org/domains/4", "display_name": "Health Sciences"}}, {"id": "https://openalex.org/T12749", "display_name": "Race 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"https://openalex.org/fields/33", "display_name": "Social Sciences"}, "domain": {"id": "https://openalex.org/domains/2", "display_name": "Social Sciences"}}, {"id": "https://openalex.org/T10541", "display_name": "Theory and Applications of Fractional Differential Equations", "value": 0.0014161, "subfield": {"id": "https://openalex.org/subfields/2604", "display_name": "Applied Mathematics"}, "field": {"id": "https://openalex.org/fields/26", "display_name": "Mathematics"}, "domain": {"id": "https://openalex.org/domains/3", "display_name": "Physical Sciences"}}, {"id": "https://openalex.org/T10552", "display_name": "Global Trends in Colorectal Cancer Research", "value": 0.0013104, "subfield": {"id": "https://openalex.org/subfields/2730", "display_name": "Oncology"}, "field": {"id": "https://openalex.org/fields/27", "display_name": "Medicine"}, "domain": {"id": "https://openalex.org/domains/4", "display_name": "Health Sciences"}}], "x_concepts": [{"id": "https://openalex.org/C86803240", "wikidata": "https://www.wikidata.org/wiki/Q420", "display_name": "Biology", "level": 0, "score": 58.6}, {"id": "https://openalex.org/C71924100", "wikidata": "https://www.wikidata.org/wiki/Q11190", "display_name": "Medicine", "level": 0, "score": 51.5}, {"id": "https://openalex.org/C185592680", "wikidata": "https://www.wikidata.org/wiki/Q2329", "display_name": "Chemistry", "level": 0, "score": 43.4}, {"id": "https://openalex.org/C121332964", "wikidata": "https://www.wikidata.org/wiki/Q413", "display_name": "Physics", "level": 0, "score": 39.6}, {"id": "https://openalex.org/C41008148", "wikidata": "https://www.wikidata.org/wiki/Q21198", "display_name": "Computer science", "level": 0, "score": 33.5}, {"id": "https://openalex.org/C126322002", "wikidata": "https://www.wikidata.org/wiki/Q11180", "display_name": "Internal medicine", "level": 1, "score": 31.9}, {"id": "https://openalex.org/C15744967", "wikidata": "https://www.wikidata.org/wiki/Q9418", "display_name": "Psychology", "level": 0, "score": 30.9}, {"id": "https://openalex.org/C54355233", "wikidata": "https://www.wikidata.org/wiki/Q7162", "display_name": "Genetics", "level": 1, "score": 30.6}, {"id": "https://openalex.org/C55493867", "wikidata": "https://www.wikidata.org/wiki/Q7094", "display_name": "Biochemistry", "level": 1, "score": 30.2}, {"id": "https://openalex.org/C33923547", "wikidata": "https://www.wikidata.org/wiki/Q395", "display_name": "Mathematics", "level": 0, "score": 27.3}, {"id": "https://openalex.org/C17744445", "wikidata": "https://www.wikidata.org/wiki/Q36442", "display_name": "Political science", "level": 0, "score": 26.6}, {"id": "https://openalex.org/C62520636", "wikidata": "https://www.wikidata.org/wiki/Q944", "display_name": "Quantum mechanics", "level": 1, "score": 25.1}, {"id": "https://openalex.org/C144024400", "wikidata": "https://www.wikidata.org/wiki/Q21201", "display_name": "Sociology", "level": 0, "score": 24.8}, {"id": "https://openalex.org/C199539241", "wikidata": "https://www.wikidata.org/wiki/Q7748", "display_name": "Law", "level": 1, "score": 24.7}, {"id": "https://openalex.org/C178790620", "wikidata": "https://www.wikidata.org/wiki/Q11351", "display_name": "Organic chemistry", "level": 1, "score": 23.6}, {"id": "https://openalex.org/C127413603", "wikidata": "https://www.wikidata.org/wiki/Q11023", "display_name": "Engineering", "level": 0, "score": 22.7}], "works_api_url": "https://api.openalex.org/works?filter=institutions.id:I137853757", "updated_date": "2024-04-19T21:12:40.180323", "created_date": "2016-06-24"}] \ No newline at end of file diff --git a/observable/docs/data/graph.sqlite.py b/observable/docs/data/graph.sqlite.py index 4cb170e..1b7f664 100644 --- a/observable/docs/data/graph.sqlite.py +++ b/observable/docs/data/graph.sqlite.py @@ -23,20 +23,8 @@ from collabnext.openalex.topics import get_work_topics from collabnext.openalex.works import get_works_by_authors -from collabnext import settings, custom - # Get institutions -institutions = [] -try: - if settings.INSTITUTION_FILTER == "howardu": - institutions = custom.get_institutions_howardu() - elif settings.INSTITUTION_FILTER == "hbcus": - institutions = custom.get_institutions_hbcus(settings.DATA_LOAD_TYPE) -except Exception as e: - print("\nError getting custom institutions:", e, "\n") - -if institutions is None or len(institutions) == 0: - institutions = get_institutions() +institutions = get_institutions() # Create nodes institution_nodes = make_institution_nodes(institutions) diff --git a/observable/docs/data/institutions.json b/observable/docs/data/institutions.json new file mode 100644 index 0000000..3b14a02 --- /dev/null +++ b/observable/docs/data/institutions.json @@ -0,0 +1 @@ +[{"id": "https://openalex.org/I176692203", "ror": "https://ror.org/05hz8m414", "display_name": "Alabama Agricultural and Mechanical University", "relevance_score": 16443.883, "country_code": "US", "type": "education", "type_id": "https://openalex.org/institution-types/education", "lineage": ["https://openalex.org/I176692203"], "homepage_url": "http://www.aamu.edu/Pages/default.aspx", "image_url": "https://commons.wikimedia.org/w/index.php?title=Special:Redirect/file/Alternative%20Alabama%20A%26M%20logo.png", "image_thumbnail_url": "https://commons.wikimedia.org/w/index.php?title=Special:Redirect/file/Alternative%20Alabama%20A%26M%20logo.png&width=300", "display_name_acronyms": ["AAMU"], "display_name_alternatives": ["Alabama A&M University"], "repositories": [], "works_count": 4951, "cited_by_count": 54757, "summary_stats": {"2yr_mean_citedness": 3.9697885196374623, "h_index": 92, "i10_index": 1366}, "ids": {"openalex": "https://openalex.org/I176692203", "ror": "https://ror.org/05hz8m414", "mag": "176692203", "grid": "grid.251973.b", "wikipedia": "https://en.wikipedia.org/wiki/Alabama%20A%26M%20University", "wikidata": "https://www.wikidata.org/wiki/Q1551044"}, "geo": {"city": "Huntsville", "geonames_city_id": "4068590", "region": "Alabama", "country_code": "US", "country": "United States", "latitude": 34.78436, "longitude": -86.57342}, "international": {"display_name": {"ar": "\u062c\u0627\u0645\u0639\u0629 \u0623\u0644\u0627\u0628\u0627\u0645\u0627 \u0627\u0644\u0632\u0631\u0627\u0639\u064a\u0629 \u0648\u0627\u0644\u0645\u064a\u0643\u0627\u0646\u064a\u0643\u064a\u0629", "be": "\u0410\u043b\u0430\u0431\u0430\u043c\u0441\u043a\u0456 \u0441\u0435\u043b\u044c\u0441\u043a\u0430\u0433\u0430\u0441\u043f\u0430\u0434\u0430\u0440\u0447\u0430-\u043c\u0435\u0445\u0430\u043d\u0456\u0447\u043d\u044b \u045e\u043d\u0456\u0432\u0435\u0440\u0441\u0456\u0442\u044d\u0442", "ca": "Alabama Agricultural and Mechanical University", "cy": "Prifysgol Amaethyddol a Mecanyddol Alabama", "de": "Alabama Agricultural and Mechanical University", "en": "Alabama Agricultural and Mechanical University", "fa": "\u062f\u0627\u0646\u0634\u06af\u0627\u0647 \u06a9\u0634\u0627\u0648\u0631\u0632\u06cc \u0648 \u0645\u0647\u0646\u062f\u0633\u06cc \u0622\u0644\u0627\u0628\u0627\u0645\u0627", "fr": "Alabama Agricultural and Mechanical University", "ja": "\u30a2\u30e9\u30d0\u30deA&M\u5927\u5b66", "nb": "Alabama Agricultural and Mechanical University", "nl": "Alabama Agricultural and Mechanical University", "sh": "Agronomski i ma\u0161inski univerzitet Alabame", "ur": "\u0627\u0644\u0627\u0628\u0627\u0645\u0627 \u0627\u06cc\u06af\u0631\u06cc\u06a9\u0644\u0686\u0631\u0644 \u0627\u06cc\u0646\u0688 \u0645\u06a9\u06cc\u0646\u06cc\u06a9\u0644 \u06cc\u0648\u0646\u06cc\u0648\u0631\u0633\u0679\u06cc", "zh": "\u4e9e\u62c9\u5df4\u99ac\u8fb2\u6a5f\u5927\u5b78", "zh-cn": "\u4e9a\u62c9\u5df4\u9a6c\u519c\u673a\u5927\u5b78", "zh-hans": "\u4e9a\u62c9\u5df4\u9a6c\u519c\u673a\u5927\u5b78"}}, "associated_institutions": [], "counts_by_year": [{"year": 2024, "works_count": 34, "cited_by_count": 1652}, {"year": 2023, "works_count": 401, "cited_by_count": 5197}, {"year": 2022, "works_count": 170, "cited_by_count": 5691}, {"year": 2021, "works_count": 178, "cited_by_count": 5214}, {"year": 2020, "works_count": 237, "cited_by_count": 4080}, {"year": 2019, "works_count": 205, "cited_by_count": 3708}, {"year": 2018, "works_count": 222, "cited_by_count": 2291}, {"year": 2017, "works_count": 137, "cited_by_count": 1753}, {"year": 2016, "works_count": 134, "cited_by_count": 1830}, {"year": 2015, "works_count": 124, "cited_by_count": 1977}, {"year": 2014, "works_count": 100, "cited_by_count": 2036}, {"year": 2013, "works_count": 112, "cited_by_count": 1672}, {"year": 2012, "works_count": 110, "cited_by_count": 1757}], "roles": [{"role": "institution", "id": "https://openalex.org/I176692203", "works_count": 4951}], "topics": [{"id": "https://openalex.org/T10995", "display_name": "Anaerobic Methane Oxidation and Gas Hydrates", "count": 313, "subfield": {"id": "https://openalex.org/subfields/2304", "display_name": "Environmental Chemistry"}, "field": {"id": "https://openalex.org/fields/23", "display_name": "Environmental Science"}, "domain": {"id": "https://openalex.org/domains/3", "display_name": "Physical Sciences"}}, {"id": "https://openalex.org/T10248", "display_name": "Rogue Waves in Nonlinear Systems", "count": 297, "subfield": {"id": "https://openalex.org/subfields/3109", "display_name": "Statistical and Nonlinear Physics"}, "field": {"id": "https://openalex.org/fields/31", "display_name": "Physics and Astronomy"}, "domain": {"id": "https://openalex.org/domains/3", "display_name": "Physical Sciences"}}, {"id": "https://openalex.org/T11050", "display_name": "Photonics and Optoelectronics of Lithium Niobate Crystals", "count": 154, "subfield": {"id": "https://openalex.org/subfields/3107", "display_name": "Atomic and Molecular Physics, and Optics"}, "field": {"id": "https://openalex.org/fields/31", "display_name": "Physics and Astronomy"}, "domain": {"id": "https://openalex.org/domains/3", "display_name": "Physical Sciences"}}, {"id": "https://openalex.org/T10988", "display_name": 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"https://openalex.org/fields/33", "display_name": "Social Sciences"}, "domain": {"id": "https://openalex.org/domains/2", "display_name": "Social Sciences"}}, {"id": "https://openalex.org/T10370", "display_name": "Analysis of Traffic Safety and Driver Behavior", "count": 34, "subfield": {"id": "https://openalex.org/subfields/2213", "display_name": "Safety, Risk, Reliability and Quality"}, "field": {"id": "https://openalex.org/fields/22", "display_name": "Engineering"}, "domain": {"id": "https://openalex.org/domains/3", "display_name": "Physical Sciences"}}, {"id": "https://openalex.org/T10524", "display_name": "Modeling and Control of Traffic Flow Systems", "count": 34, "subfield": {"id": "https://openalex.org/subfields/2207", "display_name": "Control and Systems Engineering"}, "field": {"id": "https://openalex.org/fields/22", "display_name": "Engineering"}, "domain": {"id": "https://openalex.org/domains/3", "display_name": "Physical Sciences"}}, {"id": "https://openalex.org/T11344", "display_name": "Traffic Flow Prediction and Forecasting", "count": 33, "subfield": {"id": "https://openalex.org/subfields/2215", "display_name": "Building and Construction"}, "field": {"id": "https://openalex.org/fields/22", "display_name": "Engineering"}, "domain": {"id": "https://openalex.org/domains/3", "display_name": "Physical Sciences"}}, {"id": "https://openalex.org/T11072", "display_name": "Peroxisome Proliferator-Activated Receptors", "count": 31, "subfield": {"id": "https://openalex.org/subfields/1312", "display_name": "Molecular Biology"}, "field": {"id": "https://openalex.org/fields/13", "display_name": "Biochemistry, Genetics and Molecular Biology"}, "domain": {"id": "https://openalex.org/domains/1", "display_name": "Life Sciences"}}, {"id": "https://openalex.org/T12910", "display_name": "Metabolism and Function of Arachidonic Acid Derivatives", "count": 31, "subfield": {"id": "https://openalex.org/subfields/1303", "display_name": "Biochemistry"}, "field": {"id": "https://openalex.org/fields/13", "display_name": "Biochemistry, Genetics and Molecular Biology"}, "domain": {"id": "https://openalex.org/domains/1", "display_name": "Life Sciences"}}, {"id": "https://openalex.org/T12765", "display_name": "Civil Rights Movement and Black Studies", "count": 25, "subfield": {"id": "https://openalex.org/subfields/3312", "display_name": "Sociology and Political Science"}, "field": {"id": "https://openalex.org/fields/33", "display_name": "Social Sciences"}, "domain": {"id": "https://openalex.org/domains/2", "display_name": "Social Sciences"}}, {"id": "https://openalex.org/T10496", "display_name": "Polypharmacy and Inappropriate Medication Use in Elderly", "count": 25, "subfield": {"id": "https://openalex.org/subfields/2717", "display_name": "Geriatrics and Gerontology"}, "field": {"id": "https://openalex.org/fields/27", "display_name": "Medicine"}, "domain": {"id": "https://openalex.org/domains/4", "display_name": "Health Sciences"}}, {"id": "https://openalex.org/T10250", "display_name": "Global Prevalence and Treatment of Glaucoma", "count": 24, "subfield": {"id": "https://openalex.org/subfields/2731", "display_name": "Ophthalmology"}, "field": {"id": "https://openalex.org/fields/27", "display_name": "Medicine"}, "domain": {"id": "https://openalex.org/domains/4", "display_name": "Health Sciences"}}, {"id": "https://openalex.org/T10579", "display_name": "Cognitive Radio Networks and Spectrum Management", "count": 24, "subfield": {"id": "https://openalex.org/subfields/1705", "display_name": "Computer Networks and Communications"}, "field": {"id": "https://openalex.org/fields/17", "display_name": "Computer Science"}, "domain": {"id": "https://openalex.org/domains/3", "display_name": "Physical Sciences"}}, {"id": "https://openalex.org/T10080", "display_name": "Wireless Sensor Networks: Survey and Applications", "count": 22, "subfield": {"id": "https://openalex.org/subfields/1705", "display_name": "Computer Networks and Communications"}, "field": {"id": "https://openalex.org/fields/17", "display_name": "Computer Science"}, "domain": {"id": "https://openalex.org/domains/3", "display_name": "Physical Sciences"}}, {"id": "https://openalex.org/T10019", "display_name": "Corporate Governance and Financial Performance", "count": 20, "subfield": {"id": "https://openalex.org/subfields/1402", "display_name": "Accounting"}, "field": {"id": "https://openalex.org/fields/14", "display_name": "Business, Management and Accounting"}, "domain": {"id": "https://openalex.org/domains/2", "display_name": "Social Sciences"}}, {"id": "https://openalex.org/T10155", "display_name": "Role of Nitric Oxide in Health and Disease", "count": 20, "subfield": {"id": "https://openalex.org/subfields/2737", "display_name": "Physiology"}, "field": {"id": "https://openalex.org/fields/27", "display_name": "Medicine"}, "domain": {"id": "https://openalex.org/domains/4", "display_name": "Health Sciences"}}, {"id": "https://openalex.org/T10190", "display_name": "Health Effects of Air Pollution", "count": 20, "subfield": {"id": "https://openalex.org/subfields/2307", "display_name": "Health, Toxicology and Mutagenesis"}, "field": {"id": "https://openalex.org/fields/23", "display_name": "Environmental Science"}, "domain": {"id": "https://openalex.org/domains/3", "display_name": "Physical Sciences"}}, {"id": "https://openalex.org/T10144", "display_name": "Management of Hypertension and Cardiovascular Risk Factors", "count": 14, "subfield": {"id": "https://openalex.org/subfields/2705", "display_name": "Cardiology and Cardiovascular Medicine"}, "field": {"id": "https://openalex.org/fields/27", "display_name": "Medicine"}, "domain": {"id": "https://openalex.org/domains/4", "display_name": "Health Sciences"}}, {"id": "https://openalex.org/T12755", "display_name": "Impact of Legal Education on Society and Professionals", "count": 14, "subfield": {"id": "https://openalex.org/subfields/3308", "display_name": "Law"}, "field": {"id": "https://openalex.org/fields/33", "display_name": "Social Sciences"}, "domain": {"id": "https://openalex.org/domains/2", "display_name": "Social Sciences"}}, {"id": "https://openalex.org/T14288", "display_name": "Intersections of Freedom of Speech and Civil Rights", "count": 13, "subfield": {"id": "https://openalex.org/subfields/3312", "display_name": "Sociology and Political Science"}, "field": {"id": "https://openalex.org/fields/33", "display_name": "Social Sciences"}, "domain": {"id": "https://openalex.org/domains/2", "display_name": "Social Sciences"}}, {"id": "https://openalex.org/T10162", "display_name": "Transformative Potential of Blended Learning in Education", "count": 13, "subfield": {"id": "https://openalex.org/subfields/3304", "display_name": "Education"}, "field": {"id": "https://openalex.org/fields/33", "display_name": "Social Sciences"}, "domain": {"id": "https://openalex.org/domains/2", "display_name": "Social Sciences"}}, {"id": "https://openalex.org/T12232", "display_name": "Genetic and Pathogenic Study of Plague Bacteria", "count": 13, "subfield": {"id": "https://openalex.org/subfields/1311", "display_name": "Genetics"}, "field": {"id": "https://openalex.org/fields/13", "display_name": "Biochemistry, Genetics and Molecular Biology"}, "domain": {"id": "https://openalex.org/domains/1", "display_name": "Life Sciences"}}, {"id": "https://openalex.org/T11319", "display_name": "Bioavailability and Health Effects of Curcumin", "count": 13, "subfield": {"id": "https://openalex.org/subfields/1313", "display_name": "Molecular Medicine"}, "field": {"id": "https://openalex.org/fields/13", "display_name": "Biochemistry, Genetics and Molecular Biology"}, "domain": {"id": "https://openalex.org/domains/1", "display_name": "Life Sciences"}}], "topic_share": [{"id": "https://openalex.org/T11481", "display_name": "Redox Environment and Cellular Metabolism", "value": 0.0014066, "subfield": {"id": "https://openalex.org/subfields/1303", "display_name": "Biochemistry"}, "field": {"id": "https://openalex.org/fields/13", "display_name": "Biochemistry, Genetics and Molecular Biology"}, "domain": {"id": "https://openalex.org/domains/1", "display_name": "Life Sciences"}}, {"id": "https://openalex.org/T12095", "display_name": "Estimating Vehicle Fuel Consumption and Emissions", "value": 0.0011944, "subfield": {"id": "https://openalex.org/subfields/2203", "display_name": "Automotive Engineering"}, "field": {"id": "https://openalex.org/fields/22", "display_name": "Engineering"}, "domain": {"id": "https://openalex.org/domains/3", "display_name": "Physical Sciences"}}, {"id": "https://openalex.org/T12005", "display_name": "Physiological Effects of Space Travel and Microgravity", "value": 0.0008335, "subfield": {"id": "https://openalex.org/subfields/2737", "display_name": "Physiology"}, "field": {"id": "https://openalex.org/fields/27", "display_name": "Medicine"}, "domain": {"id": "https://openalex.org/domains/4", "display_name": "Health Sciences"}}, {"id": "https://openalex.org/T10579", "display_name": "Cognitive Radio Networks and Spectrum Management", "value": 0.0008214, "subfield": {"id": "https://openalex.org/subfields/1705", "display_name": "Computer Networks and Communications"}, "field": {"id": "https://openalex.org/fields/17", "display_name": "Computer Science"}, "domain": {"id": "https://openalex.org/domains/3", "display_name": "Physical Sciences"}}, {"id": "https://openalex.org/T10524", "display_name": "Modeling and Control of Traffic Flow Systems", "value": 0.0008069, "subfield": {"id": "https://openalex.org/subfields/2207", "display_name": "Control and Systems Engineering"}, "field": {"id": "https://openalex.org/fields/22", "display_name": "Engineering"}, "domain": {"id": "https://openalex.org/domains/3", "display_name": "Physical Sciences"}}, {"id": "https://openalex.org/T13507", "display_name": "Global Climate Change and Public Discourse", "value": 0.0006702, "subfield": {"id": "https://openalex.org/subfields/2306", "display_name": "Global and Planetary Change"}, "field": {"id": "https://openalex.org/fields/23", "display_name": "Environmental Science"}, "domain": {"id": "https://openalex.org/domains/3", "display_name": "Physical Sciences"}}, {"id": "https://openalex.org/T11319", "display_name": "Bioavailability and Health Effects of Curcumin", "value": 0.0006206, "subfield": {"id": "https://openalex.org/subfields/1313", "display_name": "Molecular Medicine"}, "field": {"id": "https://openalex.org/fields/13", "display_name": "Biochemistry, Genetics and Molecular Biology"}, "domain": {"id": "https://openalex.org/domains/1", "display_name": "Life Sciences"}}, {"id": "https://openalex.org/T11344", "display_name": "Traffic Flow Prediction and Forecasting", "value": 0.0006111, "subfield": {"id": "https://openalex.org/subfields/2215", "display_name": "Building and Construction"}, "field": {"id": "https://openalex.org/fields/22", "display_name": "Engineering"}, "domain": {"id": "https://openalex.org/domains/3", "display_name": "Physical Sciences"}}, {"id": "https://openalex.org/T11072", "display_name": "Peroxisome Proliferator-Activated Receptors", "value": 0.0005861, "subfield": {"id": "https://openalex.org/subfields/1312", "display_name": "Molecular Biology"}, "field": {"id": "https://openalex.org/fields/13", "display_name": "Biochemistry, Genetics and Molecular Biology"}, "domain": {"id": "https://openalex.org/domains/1", "display_name": "Life Sciences"}}, {"id": "https://openalex.org/T12910", "display_name": "Metabolism and Function of Arachidonic Acid Derivatives", "value": 0.0005652, "subfield": {"id": "https://openalex.org/subfields/1303", "display_name": "Biochemistry"}, "field": {"id": "https://openalex.org/fields/13", "display_name": "Biochemistry, Genetics and Molecular Biology"}, "domain": {"id": "https://openalex.org/domains/1", "display_name": "Life Sciences"}}, {"id": "https://openalex.org/T13930", "display_name": "Global Trends in Education and Technology", "value": 0.000559, "subfield": {"id": "https://openalex.org/subfields/3304", "display_name": "Education"}, "field": {"id": "https://openalex.org/fields/33", "display_name": "Social Sciences"}, "domain": {"id": "https://openalex.org/domains/2", "display_name": "Social Sciences"}}, {"id": "https://openalex.org/T10370", "display_name": "Analysis of Traffic Safety and Driver Behavior", "value": 0.0005051, "subfield": {"id": "https://openalex.org/subfields/2213", "display_name": "Safety, Risk, Reliability and Quality"}, "field": {"id": "https://openalex.org/fields/22", "display_name": "Engineering"}, "domain": {"id": "https://openalex.org/domains/3", "display_name": "Physical Sciences"}}, {"id": "https://openalex.org/T12259", "display_name": "Environmental Justice and Inequality in Urban Development", "value": 0.0005009, "subfield": {"id": "https://openalex.org/subfields/3312", "display_name": "Sociology and Political Science"}, "field": {"id": "https://openalex.org/fields/33", "display_name": "Social Sciences"}, "domain": {"id": "https://openalex.org/domains/2", "display_name": "Social Sciences"}}, {"id": "https://openalex.org/T11283", "display_name": "Remote Laboratories in Engineering Education", "value": 0.0004739, "subfield": {"id": "https://openalex.org/subfields/2214", "display_name": "Media Technology"}, "field": {"id": "https://openalex.org/fields/22", "display_name": "Engineering"}, "domain": {"id": "https://openalex.org/domains/3", "display_name": "Physical Sciences"}}, {"id": "https://openalex.org/T13281", "display_name": "Medicinal Properties of Andrographis Paniculata", "value": 0.0004586, "subfield": {"id": "https://openalex.org/subfields/2707", "display_name": "Complementary and alternative medicine"}, "field": {"id": "https://openalex.org/fields/27", "display_name": "Medicine"}, "domain": {"id": "https://openalex.org/domains/4", "display_name": "Health Sciences"}}, {"id": "https://openalex.org/T13679", "display_name": "Adaptations of Tardigrades to Extreme Environments", "value": 0.0004457, "subfield": {"id": "https://openalex.org/subfields/1105", "display_name": "Ecology, Evolution, Behavior and Systematics"}, "field": {"id": "https://openalex.org/fields/11", "display_name": "Agricultural and Biological Sciences"}, "domain": {"id": "https://openalex.org/domains/1", "display_name": "Life Sciences"}}, {"id": "https://openalex.org/T10318", "display_name": "Impact of Mass Incarceration on Society and Individuals", "value": 0.0004273, "subfield": {"id": "https://openalex.org/subfields/3312", "display_name": "Sociology and Political Science"}, "field": {"id": "https://openalex.org/fields/33", "display_name": "Social Sciences"}, "domain": {"id": "https://openalex.org/domains/2", "display_name": "Social Sciences"}}, {"id": "https://openalex.org/T12689", "display_name": "Silymarin in Liver Diseases and Cancer Treatment", "value": 0.0004083, "subfield": {"id": "https://openalex.org/subfields/2740", "display_name": "Pulmonary and Respiratory Medicine"}, "field": {"id": "https://openalex.org/fields/27", "display_name": "Medicine"}, "domain": {"id": "https://openalex.org/domains/4", "display_name": "Health Sciences"}}, {"id": "https://openalex.org/T13933", "display_name": "Green Economics and Sustainability", "value": 0.0004021, "subfield": {"id": "https://openalex.org/subfields/2308", "display_name": "Management, Monitoring, Policy and Law"}, "field": {"id": "https://openalex.org/fields/23", "display_name": "Environmental Science"}, "domain": {"id": "https://openalex.org/domains/3", "display_name": "Physical Sciences"}}, {"id": "https://openalex.org/T11076", "display_name": "Impact of Procedural Justice on Police Legitimacy", "value": 0.000394, "subfield": {"id": "https://openalex.org/subfields/3320", "display_name": "Political Science and International Relations"}, "field": {"id": "https://openalex.org/fields/33", "display_name": "Social Sciences"}, "domain": {"id": "https://openalex.org/domains/2", "display_name": "Social Sciences"}}, {"id": "https://openalex.org/T13279", "display_name": "Occupational Exposure to Antineoplastic Drugs", "value": 0.0003813, "subfield": {"id": "https://openalex.org/subfields/3609", "display_name": "Occupational Therapy"}, "field": {"id": "https://openalex.org/fields/36", "display_name": "Health Professions"}, "domain": {"id": "https://openalex.org/domains/4", "display_name": "Health Sciences"}}, {"id": "https://openalex.org/T14288", "display_name": "Intersections of Freedom of Speech and Civil Rights", "value": 0.0003776, "subfield": {"id": "https://openalex.org/subfields/3312", "display_name": "Sociology and Political Science"}, "field": {"id": "https://openalex.org/fields/33", "display_name": "Social Sciences"}, "domain": {"id": "https://openalex.org/domains/2", "display_name": "Social Sciences"}}, {"id": "https://openalex.org/T10698", "display_name": "Understanding Attitudes Towards Public Transport and Private Car", "value": 0.0003567, "subfield": {"id": "https://openalex.org/subfields/3313", "display_name": "Transportation"}, "field": {"id": "https://openalex.org/fields/33", "display_name": "Social Sciences"}, "domain": {"id": "https://openalex.org/domains/2", "display_name": "Social Sciences"}}, {"id": "https://openalex.org/T12075", "display_name": "Effects of Dietary Sodium on Health", "value": 0.0003409, "subfield": {"id": "https://openalex.org/subfields/2916", "display_name": "Nutrition and Dietetics"}, "field": {"id": "https://openalex.org/fields/29", "display_name": "Nursing"}, "domain": {"id": "https://openalex.org/domains/4", "display_name": "Health Sciences"}}, {"id": "https://openalex.org/T11614", "display_name": "Security Challenges in Cloud Computing", "value": 0.0003333, "subfield": {"id": "https://openalex.org/subfields/1710", "display_name": "Information Systems"}, "field": {"id": "https://openalex.org/fields/17", "display_name": "Computer Science"}, "domain": {"id": "https://openalex.org/domains/3", "display_name": "Physical Sciences"}}], "x_concepts": [{"id": "https://openalex.org/C86803240", "wikidata": "https://www.wikidata.org/wiki/Q420", "display_name": "Biology", "level": 0, "score": 58.5}, {"id": "https://openalex.org/C71924100", "wikidata": "https://www.wikidata.org/wiki/Q11190", "display_name": "Medicine", "level": 0, "score": 48.7}, {"id": "https://openalex.org/C185592680", "wikidata": "https://www.wikidata.org/wiki/Q2329", "display_name": "Chemistry", "level": 0, "score": 43.9}, {"id": "https://openalex.org/C41008148", "wikidata": "https://www.wikidata.org/wiki/Q21198", "display_name": "Computer science", "level": 0, "score": 40.4}, {"id": "https://openalex.org/C121332964", "wikidata": "https://www.wikidata.org/wiki/Q413", "display_name": "Physics", "level": 0, "score": 40.1}, {"id": "https://openalex.org/C17744445", "wikidata": "https://www.wikidata.org/wiki/Q36442", "display_name": "Political science", "level": 0, "score": 32.9}, {"id": "https://openalex.org/C127413603", "wikidata": "https://www.wikidata.org/wiki/Q11023", "display_name": "Engineering", "level": 0, "score": 32.5}, {"id": "https://openalex.org/C55493867", "wikidata": "https://www.wikidata.org/wiki/Q7094", "display_name": "Biochemistry", "level": 1, "score": 31.4}, {"id": "https://openalex.org/C199539241", "wikidata": "https://www.wikidata.org/wiki/Q7748", "display_name": "Law", "level": 1, "score": 30.8}, {"id": "https://openalex.org/C126322002", "wikidata": "https://www.wikidata.org/wiki/Q11180", "display_name": "Internal medicine", "level": 1, "score": 29.9}, {"id": "https://openalex.org/C15744967", "wikidata": "https://www.wikidata.org/wiki/Q9418", "display_name": "Psychology", "level": 0, "score": 29.1}, {"id": "https://openalex.org/C33923547", "wikidata": "https://www.wikidata.org/wiki/Q395", "display_name": "Mathematics", "level": 0, "score": 28.9}, {"id": "https://openalex.org/C162324750", "wikidata": "https://www.wikidata.org/wiki/Q8134", "display_name": "Economics", "level": 0, "score": 28.6}, {"id": "https://openalex.org/C54355233", "wikidata": "https://www.wikidata.org/wiki/Q7162", "display_name": "Genetics", "level": 1, "score": 28.3}, {"id": "https://openalex.org/C178790620", "wikidata": "https://www.wikidata.org/wiki/Q11351", "display_name": "Organic chemistry", "level": 1, "score": 25.8}, {"id": "https://openalex.org/C144024400", "wikidata": "https://www.wikidata.org/wiki/Q21201", "display_name": "Sociology", "level": 0, "score": 23.0}, {"id": "https://openalex.org/C205649164", "wikidata": "https://www.wikidata.org/wiki/Q1071", "display_name": "Geography", "level": 0, "score": 21.4}, {"id": "https://openalex.org/C62520636", "wikidata": "https://www.wikidata.org/wiki/Q944", "display_name": "Quantum mechanics", "level": 1, "score": 21.1}, {"id": "https://openalex.org/C138885662", "wikidata": "https://www.wikidata.org/wiki/Q5891", "display_name": "Philosophy", "level": 0, "score": 20.3}], "works_api_url": "https://api.openalex.org/works?filter=institutions.id:I48205209", "updated_date": "2024-04-24T03:28:02.915333", "created_date": "2016-06-24"}] \ No newline at end of file diff --git a/requirements.txt b/requirements.txt deleted file mode 100644 index dfe5388..0000000 --- a/requirements.txt +++ /dev/null @@ -1,5 +0,0 @@ -invoke -pyalex -python-dotenv -poetry -pandas diff --git a/scripts/fetch_custom_institutions.py b/scripts/fetch_custom_institutions.py new file mode 100644 index 0000000..1701e83 --- /dev/null +++ b/scripts/fetch_custom_institutions.py @@ -0,0 +1,100 @@ + +from pyalex import Institutions, Institution +import pandas as pd +import json +import os +import sys + + +def fetch_institutions_from_api( + institutions_fetch_filter: str = "hbcus", + institutions_fetch_count: int = 5, + institutions_names_list_path: str = "scripts/hbcus_names_list.csv", + save_to_file: bool = True, + institutions_save_path: str = "observable/docs/data/institutions.json" +) -> list[Institution]: + """ + Fetch institutions from the OpenAlex API based on the specified filter and save the data to a JSON file + + Args: + institutions_fetch_filter (str): The filter to determine which institutions to fetch from the API + institutions_fetch_count (int): The number of institutions for which to fetch data + institutions_names_list_path (str): CSV file path containing the list of HBCUs names + save_to_file (bool): Whether to save the institutions data to a JSON file + institutions_save_path (str): JSON file path to save the institutions data to + + Returns: + list[Institution]: The list of institutions fetched from the API + """ + + institutions = [] + + try: + if institutions_fetch_filter == "howardu": + # Fetch Howard University based on OpenAlex ID + institutions = Institutions().filter(openalex="I137853757").get() + print("\nFetched institution data for Howard University") + + elif institutions_fetch_filter == "hbcus": + + # Read list of HBCUs Names from Eligibility Data + inst_df = pd.read_csv(institutions_names_list_path) + print("\nLoaded list of HBCUs names from:", institutions_names_list_path, "\n") + inst_df["query"] = inst_df["name"].str.lower() + inst_df["query"] = inst_df["query"].str.replace(" &", "") + + # Run API search for each HBCU name + hbcu_inst_ids = [] + hbcu_inst_count = 0 + for query in inst_df["query"].tolist(): + # Break if the required number of institutions have been fetched, else proceed with search query + if hbcu_inst_count >= institutions_fetch_count: + break + institutions_query = Institutions().filter(display_name={"search": query}).get() + + # Check search results for name matches and add to institutions list if not already present + for inst in institutions_query: + if (inst["display_name"] in inst_df["name"].tolist()) and (inst["id"] not in hbcu_inst_ids) and (hbcu_inst_count < institutions_fetch_count): + print("Adding institution:", inst["display_name"]) + institutions.append(inst) + hbcu_inst_ids.append(inst["id"]) + hbcu_inst_count += 1 + + print("\nFetched data for", len(institutions), "out of", inst_df.shape[0], "institutions\n") + + else: + print("Invalid value of institutions_fetch_filter, make sure to set it to 'hbcus' or 'howardu' (without the quotes) in your .env file") + + # Save institutions data to JSON file if required + if (save_to_file) and (len(institutions) > 0): + with open(institutions_save_path, "w") as f: + json.dump(institutions, f) + print("Institutions data saved to", institutions_save_path, "\n") + + except Exception as e: + print("\nError fetching institutions from the API:", e, "\n") + + return institutions + + +if __name__ == "__main__": + + # Check system arguments and environment variables for filter and count of institutions to fetch + try: + institutions_fetch_filter = str(sys.argv[1]) + institutions_fetch_count = int(sys.argv[2]) + except Exception as e: + print("\nError parsing system arguments:", e, "\n") + try: + institutions_fetch_filter = os.getenv("INSTITUTIONS_FETCH_FILTER") + institutions_fetch_count = int(os.getenv("INSTITUTIONS_FETCH_COUNT")) + except Exception as e: + print("\nError fetching environment variables:", e, "\n") + institutions_fetch_filter = "hbcus" + institutions_fetch_count = 5 + if institutions_fetch_count is None or institutions_fetch_count <= 0: + institutions_fetch_count = 5 + + # Make the API call to fetch data + institutions = fetch_institutions_from_api(institutions_fetch_filter, institutions_fetch_count) + print("Completed fetching institutions data from the OpenAlex API\n") diff --git a/data/institutions_hbcus.csv b/scripts/hbcus_names_list.csv similarity index 98% rename from data/institutions_hbcus.csv rename to scripts/hbcus_names_list.csv index b6c902a..967d047 100644 --- a/data/institutions_hbcus.csv +++ b/scripts/hbcus_names_list.csv @@ -1,5 +1,9 @@ name -Alabama A & M University +Alabama Agricultural and Mechanical University +Fisk University +Howard University +Morehouse College +Texas Southern University Alabama State University Albany State University Alcorn State University @@ -26,7 +30,6 @@ Dillard University Edward Waters College Elizabeth City State University Fayetteville State University -Fisk University Florida Agricultural and Mechanical University Florida Memorial University Fort Valley State University @@ -36,7 +39,6 @@ H Councill Trenholm State Community College Hampton University Harris-Stowe State University Hinds Community College -Howard University Huston-Tillotson University J. F. Drake State Community and Technical College Jackson State University @@ -53,7 +55,6 @@ Livingstone College Meharry Medical College Miles College Mississippi Valley State University -Morehouse College Morehouse School of Medicine Morgan State University Morris Brown College @@ -84,7 +85,6 @@ Stillman College Talladega College Tennessee State University Texas College -Texas Southern University Tougaloo College Tuskegee University University of Arkansas at Pine Bluff diff --git a/tasks.py b/tasks.py index c96c1cf..6a3318f 100644 --- a/tasks.py +++ b/tasks.py @@ -55,3 +55,9 @@ def clean_branches(c): def touch(c): with cwd("observable/docs/data"): c.run("touch graph.sqlite.py") + + +@task +def fetch(c): + with cwd("."): + c.run("python scripts/fetch_custom_institutions.py hbcus 5")