LEAD. Leaders' Visits & Agreements Database

Data & Methods

What the database records, how each entry was coded, how confident we are in it, and how the releases have evolved. Variable definitions are given in English, the language of the coding sheet.

Current release

1.6Version
14,848Entries
34Country datasets
34Country profiles
2Regions
22 June 2026First published
CC BY 4.0Licence
10.5281/zenodo.22976211DOI

Release history

VersionDateCoverageWhat changed
1.626 September 202634 datasets · 14,848 entries · 2 regionsLeader-name standardisation: eight leaders recorded under two spellings are merged to one canonical spelling each (29 cells in the master; e.g. Kumba Yalá → Kumba Iala, Hannah Tetteh → Hanna Tetteh), so the published data now counts 578 distinct leaders. No other values change. Codebook v5.2. The website adds an Insights page, a Releases page and, for registered users, a Leaders section: a profile page for every leader, a leader comparison view and CSV / Excel downloads of each leader's records.
1.522 September 202634 datasets · 14,848 entries · 2 regionsReconciliation of the team-coded West Africa cleaned master (413 new records, 588 enrichments and corrections to existing ones) and the West Africa COLT completeness closure. The published site is refocused on the two systematically coded regions — Eastern and Western Africa, 34 states; the master workbook retains the other regions outside the published scope. Codebook v5.1.
1.44 September 202646 datasets · 19,293 entries · 5 regionsContinental consolidation: the Northern, Southern and Central Africa modules join the file, every state is now systematically coded, and the whole dataset is cross-verified against the COLT corpus. The file grows from 4,382 to 19,293 entries; all 46 states gain a full country profile; codebook v5.0.
1.32 September 202646 datasets · 4,382 entries · 5 regionsSame rows as 1.2. The machine-readable codebook is republished without coder identities; the website gained the Data & Methods page, the accessibility statement, embeddable cards and charts, and a Zenodo DOI in every citation.
1.224 August 202646 datasets · 4,382 entries · 5 regionsDataset-wide normalisation of labels, names and venues; semantic vetting passes closed; ten incidentally coded groups added as map-only datasets.
1.117 August 202636 datasets · 4,361 entries · 5 regionsSecond team-form import: 677 submitted rows, 495 accepted after de-duplication and re-orientation of inbound entries.
1.022 June 2026—First public release of the database and the interactive map.

What the database records

Each row is one international engagement — an in-person visit, a phone call or a video conference — by a head of state, head of government or foreign minister of an African country, between 1990 and 2025. An engagement is described by 59 variables in eight blocks: identification of the actor, the event itself, delegation and counterparts, activities on the margins, the substance of discussions, agreements signed, the lifecycle of those agreements, and assessment, sourcing and provenance.

Public and gated fields

The interactive map, the country profiles and the downloadable data.json carry every field except four: the coders' free-text notes, the coder's identity, the evidential confidence rating and the source URLs. Those travel with the full dataset, which registered users obtain from the Archive; they are withheld from the public copy to protect coders and to keep source links from being scraped out of context.

Coding conventions

External cross-validation

As the fifth and final stage of the coding workflow, our findings are cross-checked against the independent Country and Organization Leader Travel (COLT) dataset of the Frederick S. Pardee Institute for International Futures (University of Denver): overlapping records are compared trip by trip, every discrepancy is re-examined against the original sources, and confirmed corrections are folded back into the database before release.

Moyer, Jonathan D., Collin J. Meisel, Austin S. Matthews, Whitney Doran, Andrew Scott, Marianne Hughes, Anjali T. Martin, Alexandra Kurkul, and Kylie McKee. 2024. “Country and Organization Leader Travel (COLT) Codebook.” Version 2.6. Frederick S. Pardee Institute for International Futures, Josef Korbel School of International Studies, University of Denver, Denver, CO.

Confidence scale

A five-level ordinal scale grading the evidential basis of a record. The current release uses only the two highest levels — Explicit (10,041 records) and Implied (4,807) in the v5.2 profile; the lower three are defined for completeness and are not used.

LevelMeaning
ExplicitThe fact is directly and unambiguously stated in a source.
ImpliedStrongly supported by, but not literally stated in, the source(s).
AssumedInferred from context / standard practice without direct evidence.
GuessedLow-evidence best estimate.
DubiousRecorded but of doubtful reliability; flagged for review.

Discussion-topic vocabulary

The 22 categories observed, with the number of records in which each appears in the v5.2 profile (a record may carry several).

CategoryRecords
Diplomacy and Foreign Relations14,274
Regional Organizations and Multilateral Affairs7,342
Trade and Economic Relations2,765
Security and Defense652
Development and Aid513
International Conflicts and Crises398
Peace and Security134
Peace Negotiations and Mediation129
Symbolic and Ceremonial Issues122
Environment and Climate Change115
Financial and Monetary Issues95
Infrastructure and Connectivity93
Energy86
Terrorism and Counterterrorism59
Human Rights and Governance56
Education and Culture55
Health54
Agriculture and Food Security43
Maritime and Territorial Issues30
Domestic Political Matters20
Migration and Human Mobility17
Science, Technology and Innovation15

Agreement families

Signed agreements are classified into four families, each with its own type field. The type vocabularies are data-derived and grow with the file.

Variable catalogue

All 59 variables in worksheet order, grouped in eight blocks. The Q-number is the questionnaire number in the column header; the short name is the machine-readable field name. Coverage and value counts are from the v5.2 profile of 14,848 records.

Block A — Identification & Actor (Q1–Q4)4 variables

Q1region

Source column: 1.) African Region? · Type: Categorical (nominal) · Coverage: complete

Macro-region of Africa under which the home actor is classified. The published database covers the two systematically coded regions: Eastern Africa (nineteen states, Somaliland included) and Western Africa (the full fifteen-member ECOWAS belt) — thirty-four home states in total.

Western Africa7,441Eastern Africa7,407

Q2home_country

Source column: 2.) Home Country? · Type: Categorical (nominal) · Coverage: complete

Sovereign state (or de facto state) the travelling / engaging leader represents (the sending actor). Thirty-four home actors across the two regions, all systematically coded.

Senegal806Nigeria733Ethiopia702Ghana690Zimbabwe657Kenya650Mali609Rwanda607

Q3actor_title

Source column: 3.) Title? (King, President, Prime Minister, Foreign Minister, Defense Minister, Finance Minister, etc.) · Type: Categorical (nominal) · Coverage: complete

Official office held by the home actor at the time of the engagement. Free office label drawn from an open list; 31 distinct values clustering on heads of state/government and senior ministers.

President12,907Foreign Minister906Prime Minister742Head of State91Deputy Prime Minister & Foreign Minister45Defence Minister34Finance Minister31Vice-President15

Note: All 31 distinct office labels are listed; the tail comprises single- to triple-count ministerial and military-chief titles.

Q4leader_name

Source column: 4.) Leader's Name? · Type: Open text · Coverage: complete

Personal name of the home actor. High-cardinality identifier (578 distinct individuals across the period).

Values: 578 distinct. Most frequent: Paul Kagame (543), Yoweri Kaguta Museveni (541), Robert Mugabe (490), Abdoulaye Wade (337), Macky Sall (336), Olusegun Obasanjo (324), Faure Gnassingbé (320), Alassane Ouattara (274), Blaise Compaoré (267), Thomas Boni Yayi (262), Umaro Sissoco Embaló (256), Nana Akufo-Addo (224).

Block B — Engagement Event (Q5–Q9)5 variables

Q5meeting_type

Source column: 5.) Meeting Type? · Type: Categorical (nominal) · Coverage: complete

Modality of the engagement: an in-person trip, a telephone call, or a video conference.

Visit14,728Video Conference66Phone Call54

Q6country_visited

Source column: 6.) Country Visited/Called/Conferenced? · Type: Categorical (nominal) · Coverage: complete

Counterpart / host country of the engagement (destination of a visit, or the country of the interlocutor for a call or video conference).

Values: 157 distinct. Most frequent: United States of America (1,574), France (740), Nigeria (678), Ethiopia (673), South Africa (497), Tanzania (407), Kenya (394), United Kingdom of Great Britain and Northern Ireland (358), Ghana (352), Côte d'Ivoire (352), Senegal (335), Libya (334).

Note: Country labels use long-form controlled values (e.g. “Russian Federation”, “Türkiye”, “United Kingdom of Great Britain and Northern Ireland”).

Q7city_visited

Source column: 7.) City Visited/Called/Conferenced? · Type: Categorical (nominal) · Coverage: complete

City in which the engagement took place (for calls, typically the interlocutor’s seat).

Values: 397 distinct. Most frequent: New York (1,182), Paris (669), Addis Ababa (667), Abuja (647), Nairobi (389), Washington (378), Accra (351), Abidjan (344), Dar es Salaam (340), Dakar (335), London (319), Beijing (304).

Q8start_date

Source column: 8.) Trip/Call/Conference Start Date? · Type: Date (MM/DD/YYYY) · Coverage: complete

First day of the engagement. Stored as text in US MM/DD/YYYY order.

Values: Range 01/01/1990 → 12/30/2025. All 14,848 values parse as valid dates.

Q9end_date

Source column: 9.) Trip/Call/Conference End Date? · Type: Date (MM/DD/YYYY) · Coverage: complete

Last day of the engagement (equal to the start date for single-day events).

Values: Range 01/01/1990 → 12/30/2025. All 14,848 values parse as valid dates.

Block C — Delegation & Counterparts (Q10–Q20)11 variables

Q10hogs_cotravel

Source column: 10.) HoG/S Co-Travel? · Type: Binary (Yes / No) · Coverage: complete

Whether another head of government/state from the home country travelled together with the actor (joint travel).

No14,827Yes21

Q11meet_host_hogs

Source column: 11.) Meet with Host Country HoG/S? · Type: Binary (Yes / No) · Coverage: complete

Whether the actor met the host country’s head of government/state.

No9,073Yes5,775

Q12host_hogs_name

Source column: 12.) If Yes, Name? (Title First Name Last Name) · Type: Open text · Coverage: 5,775 valid / 9,073 missing

Name (with title) of the host head of government/state met. Conditional on Q11 = Yes (skip otherwise).

Values: 831 distinct, e.g. Brotherly Leader and Guide of the Revolution Muammar al-Qaddafi (168), President Emmanuel Macron (130), President Yoweri Museveni (107), President Omar al-Bashir (99), President Jacques Chirac (83), President Paul Kagame (83).

Q13meet_host_subhogs

Source column: 13.) Met With Host-country Sub-HoG/S Equivalent? · Type: Binary (Yes / No) · Coverage: complete

Whether the actor met a sub-head-of-government counterpart of the host (e.g. a foreign or other senior minister) rather than the HoG/S.

No14,498Yes350

Q14host_subhogs_name

Source column: 14.) If Yes, Name? (Title First Name Last Name) · Type: Open text · Coverage: 350 valid / 14,498 missing

Name (with title) of the host-country sub-HoG/S counterpart met. Conditional on Q13 = Yes.

Values: 249 distinct, e.g. Foreign Minister Sergey Lavrov (16), Foreign Minister Wang Yi (13), Premier Li Keqiang (11), Prime Minister Narendra Modi (9), Foreign Minister Hakan Fidan (8).

Q15summit_attend

Source column: 15.) Attend a Multilateral Summit or Event? · Type: Binary (Yes / No) · Coverage: complete

Whether the engagement included attendance at a multilateral (heads-level) summit or event.

No7,437Yes7,411

Q16summit_name

Source column: 16.) If Yes, Name of Summit or Event? · Type: Open text · Coverage: 7,411 valid / 7,437 missing

Name of the multilateral summit/event attended. Conditional on Q15 = Yes.

Values: 2,329 distinct, e.g. African Union (AU) Summit (642), Economic Community of West African States (ECOWAS) Summit (599), Southern African Development Community (SADC) Summit (182), Organization of African Unity (OAU) Summit (122), Common Market for Eastern and Southern Africa (COMESA) Summit (97).

Q17min_summit_attend

Source column: 17.) Attend a Multilateral Ministerial Event or Summit? · Type: Binary (Yes / No) · Coverage: complete

Whether the engagement included a multilateral event at ministerial (sub-heads) level.

No14,732Yes116

Q18min_summit_name

Source column: 18.) If Yes, Name of Summit or Event? · Type: Open text · Coverage: 116 valid / 14,732 missing

Name of the ministerial multilateral event. Conditional on Q17 = Yes.

Values: 102 distinct, e.g. Foreign Minister Wang Yi (6), Trilateral Talks on the Grand Ethiopian Renaissance Dam (GERD) Ethiopia–Sudan–Egypt Foreign Ministers’ Meeting (4), Ethiopia–Egypt–Sudan GERD Negotiations (3), A joint ministerial commission (2).

Q19nonhost_hogs_meet

Source column: 19.) Meet HOG/S from Non-host Country? · Type: Binary (Yes / No) · Coverage: complete

Whether the actor met a head of government/state of a third country (not the host), typically on the sidelines of a multilateral event.

No13,658Yes1,190

Q20nonhost_hogs_names

Source column: 20.) If Yes, Name(s)? (Title First Name Last Name; List all) · Type: Open text · Coverage: 1,190 valid / 13,658 missing

Name(s) of third-country HoG/S met. Multiple names may be listed in one cell. Conditional on Q19 = Yes.

Values: 665 distinct, e.g. President Omar al-Bashir (45), President Paul Kagame (31), President Yoweri Museveni (21), President Daniel arap Moi (12).

Block D — Activities on the Margins (Q21–Q25)5 variables

Q21public_address

Source column: 21.) Public Address? · Type: Binary (Yes / No) · Coverage: complete

Whether the actor delivered a public address / speech during the engagement.

No12,659Yes2,189

Q22cultural_site_visit

Source column: 22.) Visit/Address Cultural/Historical/Religious Site or Event? · Type: Binary (Yes / No) · Coverage: complete

Whether the engagement included a visit to, or address at, a cultural, historical or religious site or event.

No12,719Yes2,129

Q23business_leaders_meet

Source column: 23.) Meet with Business Leaders? · Type: Binary (Yes / No) · Coverage: complete

Whether the actor met business / private-sector leaders.

No14,097Yes751

Q24io_leader_meet

Source column: 24.) Meet with Leader of Int'l Organization? · Type: Binary (Yes / No) · Coverage: complete

Whether the actor met the head of an international organisation.

No14,360Yes488

Q25io_leader_name

Source column: 25.) If Yes, Name? (Title First Name Last Name) · Type: Open text · Coverage: 488 valid / 14,360 missing

Name (with title/organisation) of the international-organisation leader met. Conditional on Q24 = Yes.

Values: 184 distinct, e.g. United Nations (UN) Secretary-General Ban Ki-moon (51), United Nations (UN) Secretary-General Kofi Annan (47), European Council President Charles Michel (32), United Nations (UN) Secretary-General Antonio Guterres (29).

Block E — Substance of Discussions (Q26)1 variables

Q26discussion_topics

Source column: 26.) Category of Discussion Topic(s)? · Type: Multi-select (comma-separated) · Coverage: complete

One or more thematic categories describing what was discussed. Stored as a comma-separated list drawn from a controlled vocabulary of 22 categories (full list and frequencies in §6.1).

Values: 539 distinct combinations of the 22 base categories. Most frequent single category: Diplomacy and Foreign Relations (present in 14,274 records).

Block F — Agreements Signed (Q27–Q43)17 variables

Q27agreement_signed

Source column: 27.) Signed an Agreement? · Type: Binary (Yes / No) · Coverage: complete

Master gate: whether any agreement was signed during the engagement. Opens the four agreement-family blocks (Q28–Q42).

No13,763Yes1,085

Q28agr_hlp_flag

Source column: 28.) High-level Politics (treaty-level) Agreement? · Type: Binary (Yes / No) · Coverage: complete

Whether a high-level political (treaty-level) instrument was signed — peace, alliance and boundary treaties, community accession/establishment treaties and founding conventions, and formal diplomatic-relations instruments.

No14,557Yes291

Q29agr_hlp_type

Source column: 29.) If Yes, What Type of High-level Politics (treaty-level) Agreement? · Type: Categorical (nominal) · Coverage: 291 valid / 14,557 missing

Sub-type of the high-level political instrument. Conditional on Q28 = Yes. The type vocabulary is data-derived and richer than the original three treaty types.

Joint Communiqué194Peace Treaty56Establishment Treaty13Alliance Treaty12Accession Treaty7Diplomatic Relations Protocol6Boundary Treaty2Joint Statement1

Q30agr_hlp_title

Source column: 30.) Title of Agreement? · Type: Open text · Coverage: 32 valid / 14,816 missing

Official / descriptive title of the high-level political instrument (e.g. “Algiers Agreement (Eritrea–Ethiopia)”, “Pretoria Agreement”, “R-ARCSS”). Conditional on Q28 = Yes.

Q31agr_hlp_notes

Source column: 31.) Specific Notes? · Type: Open text · Coverage: 252 valid / 14,596 missing

Free-text notes on the high-level political instrument (scope, signing context, dates).

Q32agr_econ_flag

Source column: 32.) Economics-related Agreement? · Type: Binary (Yes / No) · Coverage: complete

Whether an economics-related agreement was signed.

No14,606Yes242

Q33agr_econ_type

Source column: 33.) If Yes, What Type of Economics-related Agreement? · Type: Categorical (nominal) · Coverage: 242 valid / 14,606 missing

Sub-type of the economics agreement. Conditional on Q32 = Yes.

Economic Partnership Agreement74Trade Agreement60Energy / Economic Cooperation Agreement33Development Finance / Loan Agreement27Investment Agreement25Investment Treaty15Tax Treaty3Trade and Investment Agreement2

Q34agr_econ_title

Source column: 34.) Title of Agreement? · Type: Open text · Coverage: 64 valid / 14,784 missing

Title of the economics agreement (e.g. BITs, lines of credit, LAPSSET Corridor agreements, TFTA). Conditional on Q32 = Yes.

Q35agr_econ_notes

Source column: 35.) Specific Notes? · Type: Open text · Coverage: 227 valid / 14,621 missing

Free-text notes on the economics agreement (value, parties, verification source).

Q36agr_func_flag

Source column: 36.) Functional Cooperation-related Agreement? · Type: Binary (Yes / No) · Coverage: complete

Whether a functional-cooperation agreement was signed.

No14,362Yes486

Q37agr_func_type

Source column: 37.) If Yes, What Type of Functional-cooperation Agreement? · Type: Categorical (nominal) · Coverage: 486 valid / 14,362 missing

Sub-type of the functional-cooperation agreement. Conditional on Q36 = Yes.

Cooperation Agreement397Environmental Agreement26Framework/Partnership Agreement13Defence Cooperation Agreement13Consular Agreement11Memorandum of Understanding7Migration Agreement6Labour Mobility MoU3

Q38agr_func_title

Source column: 38.) Title of Agreement? · Type: Open text · Coverage: 60 valid / 14,788 missing

Title of the functional-cooperation agreement. Conditional on Q36 = Yes.

Q39agr_func_notes

Source column: 39.) Specific Notes? · Type: Open text · Coverage: 477 valid / 14,371 missing

Free-text notes on the functional-cooperation agreement.

Q40agr_tech_flag

Source column: 40.) Technical or Administrative-related Agreement? · Type: Binary (Yes / No) · Coverage: complete

Whether a technical/administrative agreement was signed.

No14,740Yes108

Q41agr_tech_type

Source column: 41.) If Yes, What Type of Technical or Administrative-related Agreement? · Type: Categorical (nominal) · Coverage: 108 valid / 14,740 missing

Sub-type of the technical/administrative agreement. Conditional on Q40 = Yes.

Memoranda of Understanding84Administrative Agreement19Technical Cooperation Agreement5

Q42agr_tech_title

Source column: 42.) Title of Agreement? · Type: Open text · Coverage: 42 valid / 14,806 missing

Title of the technical/administrative agreement. Conditional on Q40 = Yes.

Q43agr_tech_notes

Source column: 43.) Specific Notes? · Type: Open text · Coverage: 98 valid / 14,750 missing

Free-text notes on the technical/administrative agreement.

Block G — Agreement Lifecycle / Status (Q44–Q49)6 variables

Q44status_provisional

Source column: 44.) Still in the Provisional Status? · Type: Categorical (nominal) · Coverage: complete

Whether a signed agreement remains provisional (not yet entered into force). “N/A” marks records with no agreement.

N/A14,716No129Yes3

Q45provisional_sig_date

Source column: 45.) If Yes, Signature Day? · Type: Date (MM/DD/YYYY) · Coverage: 3 valid / 14,845 missing

Signature date of a provisional agreement (MM/DD/YYYY). Sparsely populated.

Q46status_ratified

Source column: 46.) Ratified? · Type: Categorical (nominal) · Coverage: complete

Whether the agreement has been ratified. “N/A” marks records with no agreement.

N/A14,745No98Yes5

Q47ratification_date

Source column: 47.) If Yes, Ratification Date? · Type: Date (MM/DD/YYYY) · Coverage: 5 valid / 14,843 missing

Ratification date (MM/DD/YYYY). Conditional on Q46 = Yes; sparsely populated.

Q48status_terminated

Source column: 48.) Terminated? · Type: Categorical (nominal) · Coverage: complete

Whether the agreement has been terminated. “N/A” marks records with no agreement.

N/A14,743No104Yes1

Q49termination_date

Source column: 49.) If Yes, Termination Date? · Type: Date (MM/DD/YYYY) · Coverage: 1 valid / 14,847 missing

Termination date (MM/DD/YYYY). One value present.

Block H — Assessment, Sourcing & Provenance (Q50–Q59)10 variables

Q50strategic_importance

Source column: 50.) Strategic Importance? (High, Medium, Low) · Type: Categorical (ordinal) · Coverage: complete

Coder’s ordinal assessment of the strategic significance of the engagement.

Medium13,629High818Low401

Q51source_link_1

Source column: 51.) Source Link 1? · Type: Open text · Coverage: complete

Primary source URL documenting the engagement. Always populated.

Values: 12,693 distinct URLs. Most-cited domains: advance-lexis-com.du.idm.oclc.org (1,807), www.gettyimages.com (1,554), search-proquest-com.du.idm.oclc.org (1,385), en.wikipedia.org (702), www.facebook.com (581), du.idm.oclc.org (481), advance.lexis.com (477), digitallibrary.un.org (463), wnc.eastview.com (429).

Q52source_link_2

Source column: 52.) Source Link 2? · Type: Open text · Coverage: 9,173 valid / 5,675 missing

Second corroborating source URL (optional).

Q53source_link_3

Source column: 53.) Source Link 3? · Type: Open text · Coverage: 4,614 valid / 10,234 missing

Third corroborating source URL (optional).

Q54source_link_4

Source column: 54.) Source Link 4? · Type: Open text · Coverage: 2,001 valid / 12,847 missing

Fourth corroborating source URL (optional).

Q55source_link_5

Source column: 55.) Source Link 5? · Type: Open text · Coverage: 656 valid / 14,192 missing

Fifth corroborating source URL (optional).

Q56source_document

Source column: 56.) Source Document? (pdf, doc, docx, mp3, mp4, jpeg, png, etc.) · Type: Open text · Coverage: 366 valid / 14,482 missing

Field reserved for an attached/archived source document (file type).

Note: Populated in 366 of 14,848 records.

Q57confidence_level

Source column: 57.) Confidence Level? (Explicit, Implied, Assumed, Guessed, Dubious) · Type: Categorical (ordinal) · Coverage: complete

Coder’s confidence in the record, on a five-level evidential scale (see §6.3). In this release only the two highest levels are used.

Explicit10,041Implied4,807

Note: The scale defines five levels (Explicit → Dubious); the current release contains only Explicit and Implied — the lower three are defined but unused.

Q58coder_name

Source column: 58.) Name of Coder? · Type: Categorical (nominal) · Coverage: complete

Name of the coder who entered the record (provenance / inter-coder tracking).

Note: Coder identities are withheld from the public codebook; the field travels only with the full (gated) dataset.

Q59additional_info

Source column: 59.) Additional Info? · Type: Open text · Coverage: complete

Free-text narrative summary of the engagement (one paragraph per record). Always populated and near-unique to each record; functions as the human-readable description of the row.

Values: 14,832 distinct narratives across 14,848 records.

Leader names

Each leader carries one canonical spelling. A whole-file review found eight leaders recorded under two spellings (for example Kumba Yalá and Kumba Iala, Hannah and Hanna Tetteh); release 1.6 merges them to the spelling most records already used, unless that spelling was incomplete or wrong. The list of variants is kept with the dataset and applied automatically to every later import, so the duplicates cannot return. Names of counterparts met (free-text fields) are left as recorded.

Leader profiles and biographies

Every leader has a profile page built from the dataset: all recorded engagements, destinations, topics and signed agreements. The short biography and portrait on each profile (and in the Map's biography balloon) are resolved once, when the site is built, from Wikipedia and Wikidata:

The Leaders section — the profiles, the Leaders index, Compare leaders and the leader downloads — is available to registered users who sign in and enter the Leaders access code provided by the Africa Foundation. The Map, the country profiles, Regions and Insights remain open to everyone.

How the Insights are counted

Every figure on the Insights page is computed from the published dataset each time the site is built, including the words describing a trend (rose, fell, stayed close to). The counting unit is one destination of one engagement, as on the Map; partner groups (Africa, Europe, the Gulf states and others) are defined on that page.

Known limitations

Download the data

The public dataset is archived on Zenodo: download release 1.6 (data, machine-readable codebook and licence in one bundle), or use the all-versions DOI, which always resolves to the newest release. The full row-level dataset with sources remains available to registered users in the Archive. Registered users can also download every leader's records as CSV or Excel with the same public columns; the Releases page lists every version.

Document control

This page is generated from codebook v5.2, itself produced by automated column-by-column profiling of the published Eastern and Western Africa dataset in the source workbook (SHA-256 c210045d…). The codebook is re-issued whenever the source file changes; the live database currently holds 14,848 entries.

Cite and reuse

The database is licensed CC BY 4.0. Cite it with the reference on the About page; work that uses it is listed under Outputs.