diff --git a/.gitignore b/.gitignore
index 980cfb5..7fa08d5 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,7 @@
+yarn.lock
+node_modules/
+bkp/
+
 # Ignore python related files (cache, virtual environment, etc.)
 *.pyc
 *.pyo
diff --git a/collabnext/custom.py b/collabnext/custom.py
new file mode 100644
index 0000000..aaa5c2f
--- /dev/null
+++ b/collabnext/custom.py
@@ -0,0 +1,37 @@
+
+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 72570ef..a05465f 100644
--- a/collabnext/openalex/institutions.py
+++ b/collabnext/openalex/institutions.py
@@ -2,5 +2,5 @@
 
 
 def get_institutions() -> list[Institution]:
-    # Get 3 random institutions for now
+    # Get 5 random institutions for now
     return [Institutions().random() for _ in range(5)]
diff --git a/collabnext/settings.py b/collabnext/settings.py
new file mode 100644
index 0000000..0a2e26b
--- /dev/null
+++ b/collabnext/settings.py
@@ -0,0 +1,5 @@
+
+DATA_LOAD_TYPE = "local"
+# DATA_LOAD_TYPE = "api"
+INSTITUTION_FILTER = "howardu"
+# INSTITUTION_FILTER = "hbcus"
diff --git a/data/institutions_hbcus.csv b/data/institutions_hbcus.csv
new file mode 100644
index 0000000..b6c902a
--- /dev/null
+++ b/data/institutions_hbcus.csv
@@ -0,0 +1,102 @@
+name
+Alabama A & M University
+Alabama State University
+Albany State University
+Alcorn State University
+Allen University
+American Baptist College
+Arkansas Baptist College
+Benedict College
+Bennett College
+Bethune-Cookman University
+Bishop State Community College
+Bluefield State College
+Bowie State University
+Central State University
+Charles R Drew University of Medicine and Science
+Cheyney University of Pennsylvania
+Claflin University
+Clark Atlanta University
+Clinton College
+Coahoma Community College
+Coppin State University
+Delaware State University
+Denmark Technical College
+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
+Gadsden State Community College
+Grambling State University
+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
+Jarvis Christian College
+Johnson C Smith University
+Kentucky State University
+Lane College
+Langston University
+Lawson State Community College
+Le Moyne-Owen College
+Lincoln University
+Lincoln University
+Livingstone College
+Meharry Medical College
+Miles College
+Mississippi Valley State University
+Morehouse College
+Morehouse School of Medicine
+Morgan State University
+Morris Brown College
+Morris College
+Norfolk State University
+North Carolina A & T State University
+North Carolina Central University
+Oakwood University
+Paine College
+Paul Quinn College
+Philander Smith College
+Prairie View A & M University
+Rust College
+Saint Augustine's University
+Savannah State University
+Shaw University
+Shelton State Community College
+Shorter College
+Simmons College of Kentucky
+South Carolina State University
+Southern University and A & M College
+Southern University at New Orleans
+Southern University at Shreveport
+Southwestern Christian College
+Spelman College
+St Philip's College
+Stillman College
+Talladega College
+Tennessee State University
+Texas College
+Texas Southern University
+Tougaloo College
+Tuskegee University
+University of Arkansas at Pine Bluff
+University of Maryland Eastern Shore
+University of the District of Columbia
+University of the Virgin Islands
+Virginia State University
+Virginia Union University
+Virginia University of Lynchburg
+Voorhees College
+West Virginia State University
+Wilberforce University
+Wiley College
+Winston-Salem State University
+Xavier University of Louisiana
diff --git a/data/institutions_hbcus.json b/data/institutions_hbcus.json
new file mode 100644
index 0000000..48ebcf3
--- /dev/null
+++ b/data/institutions_hbcus.json
@@ -0,0 +1 @@
+[{"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": "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/T11048", "display_name": "Ecology and Evolution of Viruses in Ecosystems", "count": 23, "subfield": {"id": "https://openalex.org/subfields/2303", "display_name": "Ecology"}, "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/T11243", "display_name": "Epidemiology and Pathogenesis of Respiratory Viral Infections", "count": 20, "subfield": {"id": "https://openalex.org/subfields/2713", "display_name": "Epidemiology"}, "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/T10773", "display_name": "Exosome Biology and Function in Intercellular Communication", "count": 18, "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/T10428", "display_name": "Vaginal Microbiome and Sexually Transmitted Infections", "count": 18, "subfield": {"id": "https://openalex.org/subfields/2404", "display_name": "Microbiology"}, "field": {"id": "https://openalex.org/fields/24", "display_name": "Immunology and Microbiology"}, "domain": {"id": "https://openalex.org/domains/1", "display_name": "Life Sciences"}}, {"id": "https://openalex.org/T11706", "display_name": "Forensic Entomology and Decomposition Science", "count": 17, "subfield": {"id": "https://openalex.org/subfields/1109", "display_name": "Insect Science"}, "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/T10991", "display_name": "Mechanism Design and Matching Theory in Economics", "count": 16, "subfield": {"id": "https://openalex.org/subfields/2002", "display_name": "Economics and Econometrics"}, "field": {"id": "https://openalex.org/fields/20", "display_name": "Economics, Econometrics and Finance"}, "domain": {"id": "https://openalex.org/domains/2", "display_name": "Social Sciences"}}, {"id": "https://openalex.org/T10303", "display_name": "Molecular Mechanisms of Photosynthesis and Photoprotection", "count": 16, "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/T10486", "display_name": "Global Burden of Foodborne Pathogens", "count": 15, "subfield": {"id": "https://openalex.org/subfields/1106", "display_name": "Food Science"}, "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/T11341", "display_name": "Synthesis and Properties of Boron-based Materials", "count": 14, "subfield": {"id": "https://openalex.org/subfields/2505", "display_name": "Materials Chemistry"}, "field": {"id": "https://openalex.org/fields/25", "display_name": "Materials Science"}, "domain": {"id": "https://openalex.org/domains/3", "display_name": "Physical Sciences"}}, {"id": "https://openalex.org/T12137", "display_name": "Existence and Dynamics of Monetary Equilibrium Models", "count": 14, "subfield": {"id": "https://openalex.org/subfields/2002", "display_name": "Economics and Econometrics"}, "field": {"id": "https://openalex.org/fields/20", "display_name": "Economics, Econometrics and Finance"}, "domain": {"id": "https://openalex.org/domains/2", "display_name": "Social Sciences"}}, {"id": "https://openalex.org/T10047", "display_name": "Asset Pricing and Market Efficiency", "count": 14, "subfield": {"id": "https://openalex.org/subfields/2003", "display_name": "Finance"}, "field": {"id": "https://openalex.org/fields/20", "display_name": "Economics, Econometrics and Finance"}, "domain": {"id": "https://openalex.org/domains/2", "display_name": "Social Sciences"}}, {"id": "https://openalex.org/T10430", "display_name": "Agile Software Development in Software Engineering", "count": 13, "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"}}, {"id": "https://openalex.org/T10002", "display_name": "Advancements in Density Functional Theory", "count": 13, "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/T10267", "display_name": "Factors Affecting Higher Education Outcomes and Experiences", "count": 12, "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/T10004", "display_name": "Soil Carbon Dynamics and Nutrient Cycling in Ecosystems", "count": 11, "subfield": {"id": "https://openalex.org/subfields/1111", "display_name": "Soil Science"}, "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/T11443", "display_name": "Statistical Process Control in Research and Healthcare Improvement", "count": 11, "subfield": {"id": "https://openalex.org/subfields/1804", "display_name": "Statistics, Probability and Uncertainty"}, "field": {"id": "https://openalex.org/fields/18", "display_name": "Decision Sciences"}, "domain": {"id": "https://openalex.org/domains/2", "display_name": "Social Sciences"}}, {"id": "https://openalex.org/T11810", "display_name": "System Dynamics Modeling and Applications", "count": 11, "subfield": {"id": "https://openalex.org/subfields/1803", "display_name": "Management Science and Operations Research"}, "field": {"id": "https://openalex.org/fields/18", "display_name": "Decision Sciences"}, "domain": {"id": "https://openalex.org/domains/2", "display_name": "Social Sciences"}}, {"id": "https://openalex.org/T11567", "display_name": "Automata Theory and Formal Languages", "count": 11, "subfield": {"id": "https://openalex.org/subfields/1703", "display_name": "Computational Theory and Mathematics"}, "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/T10729", "display_name": "Electrospun Nanofibers in Biomedical Applications", "count": 10, "subfield": {"id": "https://openalex.org/subfields/2502", "display_name": "Biomaterials"}, "field": {"id": "https://openalex.org/fields/25", "display_name": "Materials Science"}, "domain": {"id": "https://openalex.org/domains/3", "display_name": "Physical Sciences"}}, {"id": "https://openalex.org/T11791", "display_name": "Marine Microbial Diversity and Biogeography", "count": 10, "subfield": {"id": "https://openalex.org/subfields/2303", "display_name": "Ecology"}, "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/T10066", "display_name": "Diversity and Function of Gut Microbiome", "count": 10, "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/T12765", "display_name": "Civil Rights Movement and Black Studies", "count": 9, "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/T10632", "display_name": "Consequences of Mortgage Credit Expansion and Housing Market Dynamics", "count": 9, "subfield": {"id": "https://openalex.org/subfields/2002", "display_name": "Economics and Econometrics"}, "field": {"id": "https://openalex.org/fields/20", "display_name": "Economics, Econometrics and Finance"}, "domain": {"id": "https://openalex.org/domains/2", "display_name": "Social Sciences"}}, {"id": "https://openalex.org/T10926", "display_name": "Management and Treatment of Peripheral Arterial Disease", "count": 9, "subfield": {"id": "https://openalex.org/subfields/2746", "display_name": "Surgery"}, "field": {"id": "https://openalex.org/fields/27", "display_name": "Medicine"}, "domain": {"id": "https://openalex.org/domains/4", "display_name": "Health Sciences"}}], "topic_share": [{"id": "https://openalex.org/T11564", "display_name": "Matrix Inequalities and Geometric Means", "value": 0.0016457, "subfield": {"id": "https://openalex.org/subfields/2604", "display_name": "Applied Mathematics"}, "field": {"id": "https://openalex.org/fields/26", "display_name": 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new file mode 100644
index 0000000..139e591
--- /dev/null
+++ b/data/institutions_howardu.json
@@ -0,0 +1 @@
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Syndrome", "count": 61, "subfield": {"id": "https://openalex.org/subfields/2406", "display_name": "Virology"}, "field": {"id": "https://openalex.org/fields/24", "display_name": "Immunology and Microbiology"}, "domain": {"id": "https://openalex.org/domains/1", "display_name": "Life Sciences"}}], "topic_share": [{"id": "https://openalex.org/T11931", "display_name": "Toxicology and Pharmacology of Organoselenium Compounds", "value": 0.0066409, "subfield": {"id": "https://openalex.org/subfields/3005", "display_name": "Toxicology"}, "field": {"id": "https://openalex.org/fields/30", "display_name": "Pharmacology, Toxicology and Pharmaceutics"}, "domain": {"id": "https://openalex.org/domains/1", "display_name": "Life Sciences"}}, {"id": "https://openalex.org/T10464", "display_name": "Chemical Crystallography", "value": 0.0057758, "subfield": {"id": "https://openalex.org/subfields/1604", "display_name": "Inorganic 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/T12731", "display_name": "Treatment and Pathogenesis of Hidradenitis Suppurativa", "value": 0.003828, "subfield": {"id": "https://openalex.org/subfields/2708", "display_name": "Dermatology"}, "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/T10554", "display_name": "Genetic and Clinical Aspects of Hemoglobin Disorders", "value": 0.0035579, "subfield": {"id": "https://openalex.org/subfields/2716", "display_name": "Genetics"}, "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/T10652", "display_name": "Racial Discrimination and Health Inequities", "value": 0.0029247, "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/T10163", "display_name": "Platinum-Based Cancer Chemotherapy", "value": 0.0027139, "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/T11384", "display_name": "Critical Race Theory in Education", "value": 0.0022789, "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/T10261", "display_name": "Genomic Studies and Association Analyses", "value": 0.001885, "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/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 Techniques", "value": 0.0018074, "subfield": {"id": "https://openalex.org/subfields/1708", "display_name": "Hardware and Architecture"}, "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/T10843", "display_name": "Gender Bias in Academic Medicine and Science", "value": 0.0017102, "subfield": {"id": "https://openalex.org/subfields/3318", "display_name": "Gender Studies"}, "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/T12194", "display_name": "Addressing Racial and Ethnic Disparities in Healthcare through Cultural Competence", "value": 0.0017075, "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/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 and Genetics in Biomedical Research", "value": 0.0014472, "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/T12458", "display_name": "Chemistry and Biological Activities of Organotin Compounds", "value": 0.0014453, "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/T12160", "display_name": "Decolonizing Education in African Context", "value": 0.0014427, "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/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 1b7f664..4cb170e 100644
--- a/observable/docs/data/graph.sqlite.py
+++ b/observable/docs/data/graph.sqlite.py
@@ -23,8 +23,20 @@
 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 = 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()
 
 # Create nodes
 institution_nodes = make_institution_nodes(institutions)
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..dfe5388
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,5 @@
+invoke
+pyalex
+python-dotenv
+poetry
+pandas