From a315b2312a404c5e89c20577632a8126eac4c02f Mon Sep 17 00:00:00 2001
From: John Adeyemo Adedeji <johnnaadedeji2018@gmail.com>
Date: Wed, 1 Apr 2026 03:05:16 +0100
Subject: [PATCH 1/4] chore: add CITATION.cff, paper assets, and test
 dependencies

---
 fig1.png          |  Bin 0 -> 87298 bytes
 fig2.png          |  Bin 0 -> 144833 bytes
 package-lock.json | 3181 ++++++++++++++++++++++++---------------------
 package.json      |   22 +-
 4 files changed, 1744 insertions(+), 1459 deletions(-)
 create mode 100644 fig1.png
 create mode 100644 fig2.png

diff --git a/fig1.png b/fig1.png
new file mode 100644
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diff --git a/package-lock.json b/package-lock.json
index 5a0bb9a3..e8e508b3 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -16,21 +16,23 @@
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-        "@testing-library/react": "^16.3.2",
-        "@types/jest": "^30.0.0",
-        "@types/leaflet": "^1.9.21",
+        "@tailwindcss/postcss": "^4.2.2",
+        "@testing-library/dom": "^10.4.0",
+        "@testing-library/jest-dom": "^6.6.3",
+        "@testing-library/react": "^16.3.0",
+        "@types/jest": "^29.5.14",
+        "@types/leaflet": "^1.9.18",
         "@types/node": "24.3.3",
         "@types/react": "19.1.13",
         "@typescript-eslint/eslint-plugin": "^8.39.1",
         "@typescript-eslint/parser": "^8.39.1",
+        "autoprefixer": "^10.4.27",
         "eslint": "^8.57.1",
         "eslint-config-next": "^15.4.6",
-        "jest": "^30.3.0",
-        "jest-environment-jsdom": "^30.3.0",
+        "jest": "^29.7.0",
+        "jest-environment-jsdom": "^29.7.0",
         "prettier": "^3.6.2",
-        "ts-jest": "^29.4.6",
+        "ts-jest": "^29.4.0",
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@@ -41,27 +43,19 @@
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       "license": "MIT"
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-      "resolved": "https://registry.npmjs.org/@asamuzakjp/css-color/-/css-color-3.2.0.tgz",
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+    "node_modules/@alloc/quick-lru": {
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+      "resolved": "https://registry.npmjs.org/@alloc/quick-lru/-/quick-lru-5.2.0.tgz",
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       "dev": true,
       "license": "MIT",
-      "dependencies": {
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-        "@csstools/css-color-parser": "^3.0.9",
-        "@csstools/css-parser-algorithms": "^3.0.4",
-        "@csstools/css-tokenizer": "^3.0.3",
-        "lru-cache": "^10.4.3"
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
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       }
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-    "node_modules/@asamuzakjp/css-color/node_modules/lru-cache": {
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-      "dev": true,
-      "license": "ISC"
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@@ -601,121 +595,6 @@
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-      "resolved": "https://registry.npmjs.org/@csstools/color-helpers/-/color-helpers-5.1.0.tgz",
-      "integrity": "sha512-S11EXWJyy0Mz5SYvRmY8nJYTFFd1LCNV+7cXyAgQtOOuzb4EsgfqDufL+9esx72/eLhsRdGZwaldu/h+E4t4BA==",
-      "dev": true,
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-          "type": "github",
-          "url": "https://github.com/sponsors/csstools"
-        },
-        {
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-          "url": "https://opencollective.com/csstools"
-        }
-      ],
-      "license": "MIT-0",
-      "engines": {
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-    },
-    "node_modules/@csstools/css-calc": {
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-      "resolved": "https://registry.npmjs.org/@csstools/css-calc/-/css-calc-2.1.4.tgz",
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-      "dev": true,
-      "funding": [
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-          "url": "https://github.com/sponsors/csstools"
-        },
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-      "license": "MIT",
-      "engines": {
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-      "resolved": "https://registry.npmjs.org/@csstools/css-color-parser/-/css-color-parser-3.1.0.tgz",
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-      "dev": true,
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-          "url": "https://github.com/sponsors/csstools"
-        },
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-      "dev": true,
-      "funding": [
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-          "url": "https://github.com/sponsors/csstools"
-        },
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-          "type": "opencollective",
-          "url": "https://opencollective.com/csstools"
-        }
-      ],
-      "license": "MIT",
-      "engines": {
-        "node": ">=18"
-      },
-      "peerDependencies": {
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-      "resolved": "https://registry.npmjs.org/@csstools/css-tokenizer/-/css-tokenizer-3.0.4.tgz",
-      "integrity": "sha512-Vd/9EVDiu6PPJt9yAh6roZP6El1xHrdvIVGjyBsHR0RYwNHgL7FJPyIIW4fANJNG6FtyZfvlRPpFI4ZM/lubvw==",
-      "dev": true,
-      "funding": [
-        {
-          "type": "github",
-          "url": "https://github.com/sponsors/csstools"
-        },
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-          "type": "opencollective",
-          "url": "https://opencollective.com/csstools"
-        }
-      ],
-      "license": "MIT",
-      "engines": {
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-    },
     "node_modules/@emnapi/core": {
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       "resolved": "https://registry.npmjs.org/@emnapi/core/-/core-1.9.1.tgz",
@@ -1388,102 +1267,6 @@
         "url": "https://opencollective.com/libvips"
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-        "strip-ansi-cjs": "npm:strip-ansi@^6.0.1",
-        "wrap-ansi": "^8.1.0",
-        "wrap-ansi-cjs": "npm:wrap-ansi@^7.0.0"
-      },
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-      "dev": true,
-      "license": "MIT",
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-      "funding": {
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@@ -1602,60 +1385,61 @@
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       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "@jest/types": "30.3.0",
+        "@jest/types": "^29.6.3",
         "@types/node": "*",
-        "chalk": "^4.1.2",
-        "jest-message-util": "30.3.0",
-        "jest-util": "30.3.0",
+        "chalk": "^4.0.0",
+        "jest-message-util": "^29.7.0",
+        "jest-util": "^29.7.0",
         "slash": "^3.0.0"
       },
       "engines": {
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+        "node": "^14.15.0 || ^16.10.0 || >=18.0.0"
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-        "@jest/transform": "30.3.0",
-        "@jest/types": "30.3.0",
+        "@jest/console": "^29.7.0",
+        "@jest/reporters": "^29.7.0",
+        "@jest/test-result": "^29.7.0",
+        "@jest/transform": "^29.7.0",
+        "@jest/types": "^29.6.3",
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-        "ansi-escapes": "^4.3.2",
-        "chalk": "^4.1.2",
-        "ci-info": "^4.2.0",
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-        "jest-validate": "30.3.0",
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-        "pretty-format": "30.3.0",
-        "slash": "^3.0.0"
+        "ansi-escapes": "^4.2.1",
+        "chalk": "^4.0.0",
+        "ci-info": "^3.2.0",
+        "exit": "^0.1.2",
+        "graceful-fs": "^4.2.9",
+        "jest-changed-files": "^29.7.0",
+        "jest-config": "^29.7.0",
+        "jest-haste-map": "^29.7.0",
+        "jest-message-util": "^29.7.0",
+        "jest-regex-util": "^29.6.3",
+        "jest-resolve": "^29.7.0",
+        "jest-resolve-dependencies": "^29.7.0",
+        "jest-runner": "^29.7.0",
+        "jest-runtime": "^29.7.0",
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-        "@jest/schemas": "30.0.5",
-        "ansi-styles": "^5.2.0",
-        "react-is": "^18.3.1"
+        "@jest/schemas": "^29.6.3",
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+        "node": "^14.15.0 || ^16.10.0 || >=18.0.0"
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+      "license": "MIT"
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@@ -8935,6 +9265,13 @@
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+      "resolved": "https://registry.npmjs.org/requires-port/-/requires-port-1.0.0.tgz",
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+      "dev": true,
+      "license": "MIT"
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+      "resolved": "https://registry.npmjs.org/resolve.exports/-/resolve.exports-2.0.3.tgz",
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+      "dev": true,
+      "license": "MIT",
+      "engines": {
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@@ -9355,6 +9695,13 @@
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+      "resolved": "https://registry.npmjs.org/sisteransi/-/sisteransi-1.0.5.tgz",
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+      "license": "MIT"
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@@ -9475,29 +9822,6 @@
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@@ -9631,20 +9955,6 @@
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@@ -9747,20 +10057,25 @@
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+    "node_modules/tailwindcss": {
+      "version": "4.2.2",
+      "resolved": "https://registry.npmjs.org/tailwindcss/-/tailwindcss-4.2.2.tgz",
+      "integrity": "sha512-KWBIxs1Xb6NoLdMVqhbhgwZf2PGBpPEiwOqgI4pFIYbNTfBXiKYyWoTsXgBQ9WFg/OlhnvHaY+AEpW7wSmFo2Q==",
+      "dev": true,
+      "license": "MIT"
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+    "node_modules/tapable": {
+      "version": "2.3.2",
+      "resolved": "https://registry.npmjs.org/tapable/-/tapable-2.3.2.tgz",
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+        "node": ">=6"
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-        "url": "https://opencollective.com/synckit"
+        "type": "opencollective",
+        "url": "https://opencollective.com/webpack"
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@@ -9846,26 +10161,6 @@
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@@ -9887,29 +10182,32 @@
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+      "version": "4.1.4",
+      "resolved": "https://registry.npmjs.org/tough-cookie/-/tough-cookie-4.1.4.tgz",
+      "integrity": "sha512-Loo5UUvLD9ScZ6jh8beX1T6sO1w2/MpCRpEP7V280GKMVUQ0Jzar2U3UJPsrdbziLEMMhu3Ujnq//rhiFuIeag==",
       "dev": true,
       "license": "BSD-3-Clause",
       "dependencies": {
-        "tldts": "^6.1.32"
+        "psl": "^1.1.33",
+        "punycode": "^2.1.1",
+        "universalify": "^0.2.0",
+        "url-parse": "^1.5.3"
       },
       "engines": {
-        "node": ">=16"
+        "node": ">=6"
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-      "version": "5.1.1",
-      "resolved": "https://registry.npmjs.org/tr46/-/tr46-5.1.1.tgz",
-      "integrity": "sha512-hdF5ZgjTqgAntKkklYw0R03MG2x/bSzTtkxmIRw/sTNV8YXsCJ1tfLAX23lhxhHJlEf3CRCOCGGWw3vI3GaSPw==",
+      "version": "3.0.0",
+      "resolved": "https://registry.npmjs.org/tr46/-/tr46-3.0.0.tgz",
+      "integrity": "sha512-l7FvfAHlcmulp8kr+flpQZmVwtu7nfRV7NZujtN0OqES8EL4O4e0qqzL0DC5gAvx/ZC/9lk6rhcUwYvkBnBnYA==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "punycode": "^2.3.1"
+        "punycode": "^2.1.1"
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-        "node": ">=18"
+        "node": ">=12"
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     "node_modules/ts-api-utils": {
@@ -10191,6 +10489,16 @@
       "dev": true,
       "license": "MIT"
     },
+    "node_modules/universalify": {
+      "version": "0.2.0",
+      "resolved": "https://registry.npmjs.org/universalify/-/universalify-0.2.0.tgz",
+      "integrity": "sha512-CJ1QgKmNg3CwvAv/kOFmtnEN05f0D/cn9QntgNOQlQF9dgvVTHj3t+8JPdjqawCHk7V/KA+fbUqzZ9XWhcqPUg==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">= 4.0.0"
+      }
+    },
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       "resolved": "https://registry.npmjs.org/unrs-resolver/-/unrs-resolver-1.11.1.tgz",
@@ -10267,6 +10575,17 @@
         "punycode": "^2.1.0"
       }
     },
+    "node_modules/url-parse": {
+      "version": "1.5.10",
+      "resolved": "https://registry.npmjs.org/url-parse/-/url-parse-1.5.10.tgz",
+      "integrity": "sha512-WypcfiRhfeUP9vvF0j6rw0J3hrWrw6iZv3+22h6iRMJ/8z1Tj6XfLP4DsUix5MhMPnXpiHDoKyoZ/bdCkwBCiQ==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "querystringify": "^2.1.1",
+        "requires-port": "^1.0.0"
+      }
+    },
     "node_modules/v8-to-istanbul": {
       "version": "9.3.0",
       "resolved": "https://registry.npmjs.org/v8-to-istanbul/-/v8-to-istanbul-9.3.0.tgz",
@@ -10283,16 +10602,16 @@
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-      "integrity": "sha512-o8qghlI8NZHU1lLPrpi2+Uq7abh4GGPpYANlalzWxyWteJOCsr/P+oPBA49TOLu5FTZO4d3F9MnWJfiMo4BkmA==",
+      "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/w3c-xmlserializer/-/w3c-xmlserializer-4.0.0.tgz",
+      "integrity": "sha512-d+BFHzbiCx6zGfz0HyQ6Rg69w9k19nviJspaj4yNscGjrHu94sVP+aRm75yEbCh+r2/yR+7q6hux9LVtbuTGBw==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "xml-name-validator": "^5.0.0"
+        "xml-name-validator": "^4.0.0"
       },
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-        "node": ">=18"
+        "node": ">=14"
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     "node_modules/walker": {
@@ -10316,9 +10635,9 @@
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     "node_modules/whatwg-encoding": {
-      "version": "3.1.1",
-      "resolved": "https://registry.npmjs.org/whatwg-encoding/-/whatwg-encoding-3.1.1.tgz",
-      "integrity": "sha512-6qN4hJdMwfYBtE3YBTTHhoeuUrDBPZmbQaxWAqSALV/MeEnR5z1xd8UKud2RAkFoPkmB+hli1TZSnyi84xz1vQ==",
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/whatwg-encoding/-/whatwg-encoding-2.0.0.tgz",
+      "integrity": "sha512-p41ogyeMUrw3jWclHWTQg1k05DSVXPLcVxRTYsXUk+ZooOCZLcoYgPZ/HL/D/N+uQPOtcp1me1WhBEaX02mhWg==",
       "deprecated": "Use @exodus/bytes instead for a more spec-conformant and faster implementation",
       "dev": true,
       "license": "MIT",
@@ -10326,31 +10645,31 @@
         "iconv-lite": "0.6.3"
       },
       "engines": {
-        "node": ">=18"
+        "node": ">=12"
       }
     },
     "node_modules/whatwg-mimetype": {
-      "version": "4.0.0",
-      "resolved": "https://registry.npmjs.org/whatwg-mimetype/-/whatwg-mimetype-4.0.0.tgz",
-      "integrity": "sha512-QaKxh0eNIi2mE9p2vEdzfagOKHCcj1pJ56EEHGQOVxp8r9/iszLUUV7v89x9O1p/T+NlTM5W7jW6+cz4Fq1YVg==",
+      "version": "3.0.0",
+      "resolved": "https://registry.npmjs.org/whatwg-mimetype/-/whatwg-mimetype-3.0.0.tgz",
+      "integrity": "sha512-nt+N2dzIutVRxARx1nghPKGv1xHikU7HKdfafKkLNLindmPU/ch3U31NOCGGA/dmPcmb1VlofO0vnKAcsm0o/Q==",
       "dev": true,
       "license": "MIT",
       "engines": {
-        "node": ">=18"
+        "node": ">=12"
       }
     },
     "node_modules/whatwg-url": {
-      "version": "14.2.0",
-      "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-14.2.0.tgz",
-      "integrity": "sha512-De72GdQZzNTUBBChsXueQUnPKDkg/5A5zp7pFDuQAj5UFoENpiACU0wlCvzpAGnTkj++ihpKwKyYewn/XNUbKw==",
+      "version": "11.0.0",
+      "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-11.0.0.tgz",
+      "integrity": "sha512-RKT8HExMpoYx4igMiVMY83lN6UeITKJlBQ+vR/8ZJ8OCdSiN3RwCq+9gH0+Xzj0+5IrM6i4j/6LuvzbZIQgEcQ==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "tr46": "^5.1.0",
+        "tr46": "^3.0.0",
         "webidl-conversions": "^7.0.0"
       },
       "engines": {
-        "node": ">=18"
+        "node": ">=12"
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     "node_modules/which": {
@@ -10493,25 +10812,6 @@
         "url": "https://github.com/chalk/wrap-ansi?sponsor=1"
       }
     },
-    "node_modules/wrap-ansi-cjs": {
-      "name": "wrap-ansi",
-      "version": "7.0.0",
-      "resolved": "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-7.0.0.tgz",
-      "integrity": "sha512-YVGIj2kamLSTxw6NsZjoBxfSwsn0ycdesmc4p+Q21c5zPuZ1pl+NfxVdxPtdHvmNVOQ6XSYG4AUtyt/Fi7D16Q==",
-      "dev": true,
-      "license": "MIT",
-      "dependencies": {
-        "ansi-styles": "^4.0.0",
-        "string-width": "^4.1.0",
-        "strip-ansi": "^6.0.0"
-      },
-      "engines": {
-        "node": ">=10"
-      },
-      "funding": {
-        "url": "https://github.com/chalk/wrap-ansi?sponsor=1"
-      }
-    },
     "node_modules/wrappy": {
       "version": "1.0.2",
       "resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz",
@@ -10520,30 +10820,17 @@
       "license": "ISC"
     },
     "node_modules/write-file-atomic": {
-      "version": "5.0.1",
-      "resolved": "https://registry.npmjs.org/write-file-atomic/-/write-file-atomic-5.0.1.tgz",
-      "integrity": "sha512-+QU2zd6OTD8XWIJCbffaiQeH9U73qIqafo1x6V1snCWYGJf6cVE0cDR4D8xRzcEnfI21IFrUPzPGtcPf8AC+Rw==",
+      "version": "4.0.2",
+      "resolved": "https://registry.npmjs.org/write-file-atomic/-/write-file-atomic-4.0.2.tgz",
+      "integrity": "sha512-7KxauUdBmSdWnmpaGFg+ppNjKF8uNLry8LyzjauQDOVONfFLNKrKvQOxZ/VuTIcS/gge/YNahf5RIIQWTSarlg==",
       "dev": true,
       "license": "ISC",
       "dependencies": {
         "imurmurhash": "^0.1.4",
-        "signal-exit": "^4.0.1"
+        "signal-exit": "^3.0.7"
       },
       "engines": {
-        "node": "^14.17.0 || ^16.13.0 || >=18.0.0"
-      }
-    },
-    "node_modules/write-file-atomic/node_modules/signal-exit": {
-      "version": "4.1.0",
-      "resolved": "https://registry.npmjs.org/signal-exit/-/signal-exit-4.1.0.tgz",
-      "integrity": "sha512-bzyZ1e88w9O1iNJbKnOlvYTrWPDl46O1bG0D3XInv+9tkPrxrN8jUUTiFlDkkmKWgn1M6CfIA13SuGqOa9Korw==",
-      "dev": true,
-      "license": "ISC",
-      "engines": {
-        "node": ">=14"
-      },
-      "funding": {
-        "url": "https://github.com/sponsors/isaacs"
+        "node": "^12.13.0 || ^14.15.0 || >=16.0.0"
       }
     },
     "node_modules/ws": {
@@ -10569,13 +10856,13 @@
       }
     },
     "node_modules/xml-name-validator": {
-      "version": "5.0.0",
-      "resolved": "https://registry.npmjs.org/xml-name-validator/-/xml-name-validator-5.0.0.tgz",
-      "integrity": "sha512-EvGK8EJ3DhaHfbRlETOWAS5pO9MZITeauHKJyb8wyajUfQUenkIg2MvLDTZ4T/TgIcm3HU0TFBgWWboAZ30UHg==",
+      "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/xml-name-validator/-/xml-name-validator-4.0.0.tgz",
+      "integrity": "sha512-ICP2e+jsHvAj2E2lIHxa5tjXRlKDJo4IdvPvCXbXQGdzSfmSpNVyIKMvoZHjDY9DP0zV17iI85o90vRFXNccRw==",
       "dev": true,
       "license": "Apache-2.0",
       "engines": {
-        "node": ">=18"
+        "node": ">=12"
       }
     },
     "node_modules/xmlchars": {
diff --git a/package.json b/package.json
index 1f881f56..2dd0aeb5 100644
--- a/package.json
+++ b/package.json
@@ -7,12 +7,8 @@
     "build": "next build",
     "start": "next start",
     "lint": "next lint",
-<<<<<<< Updated upstream
-},
-=======
     "test": "./node_modules/.bin/jest"
   },
->>>>>>> Stashed changes
   "dependencies": {
     "leaflet": "^1.9.4",
     "next": "^15.5.3",
@@ -22,21 +18,23 @@
     "react-leaflet-cluster": "^3.1.0"
   },
   "devDependencies": {
-    "@testing-library/dom": "^10.4.1",
-    "@testing-library/jest-dom": "^6.9.1",
-    "@testing-library/react": "^16.3.2",
-    "@types/jest": "^30.0.0",
-    "@types/leaflet": "^1.9.21",
+    "@tailwindcss/postcss": "^4.2.2",
+    "@testing-library/dom": "^10.4.0",
+    "@testing-library/jest-dom": "^6.6.3",
+    "@testing-library/react": "^16.3.0",
+    "@types/jest": "^29.5.14",
+    "@types/leaflet": "^1.9.18",
     "@types/node": "24.3.3",
     "@types/react": "19.1.13",
     "@typescript-eslint/eslint-plugin": "^8.39.1",
     "@typescript-eslint/parser": "^8.39.1",
+    "autoprefixer": "^10.4.27",
     "eslint": "^8.57.1",
     "eslint-config-next": "^15.4.6",
-    "jest": "^30.3.0",
-    "jest-environment-jsdom": "^30.3.0",
+    "jest": "^29.7.0",
+    "jest-environment-jsdom": "^29.7.0",
     "prettier": "^3.6.2",
-    "ts-jest": "^29.4.6",
+    "ts-jest": "^29.4.0",
     "typescript": "^5.9.2"
   }
 }

From c31704bd0d8cf8f0b6797bed892e0b15ce68315b Mon Sep 17 00:00:00 2001
From: John Adeyemo Adedeji <johnnaadedeji2018@gmail.com>
Date: Wed, 1 Apr 2026 03:08:03 +0100
Subject: [PATCH 2/4] fix: add ts-node for jest config

---
 package-lock.json | 138 ++++++++++++++++++++++++++++++++++++++++++++++
 package.json      |   1 +
 2 files changed, 139 insertions(+)

diff --git a/package-lock.json b/package-lock.json
index e8e508b3..9ea11cdc 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -33,6 +33,7 @@
         "jest-environment-jsdom": "^29.7.0",
         "prettier": "^3.6.2",
         "ts-jest": "^29.4.0",
+        "ts-node": "^10.9.2",
         "typescript": "^5.9.2"
       }
     },
@@ -595,6 +596,30 @@
       "dev": true,
       "license": "MIT"
     },
+    "node_modules/@cspotcode/source-map-support": {
+      "version": "0.8.1",
+      "resolved": "https://registry.npmjs.org/@cspotcode/source-map-support/-/source-map-support-0.8.1.tgz",
+      "integrity": "sha512-IchNf6dN4tHoMFIn/7OE8LWZ19Y6q/67Bmf6vnGREv8RSbBVb9LPJxEcnwrcwX6ixSvaiGoomAUvu4YSxXrVgw==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@jridgewell/trace-mapping": "0.3.9"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/@cspotcode/source-map-support/node_modules/@jridgewell/trace-mapping": {
+      "version": "0.3.9",
+      "resolved": "https://registry.npmjs.org/@jridgewell/trace-mapping/-/trace-mapping-0.3.9.tgz",
+      "integrity": "sha512-3Belt6tdc8bPgAtbcmdtNJlirVoTmEb5e2gC94PnkwEW9jI6CAHUeoG85tjWP5WquqfavoMtMwiG4P926ZKKuQ==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@jridgewell/resolve-uri": "^3.0.3",
+        "@jridgewell/sourcemap-codec": "^1.4.10"
+      }
+    },
     "node_modules/@emnapi/core": {
       "version": "1.9.1",
       "resolved": "https://registry.npmjs.org/@emnapi/core/-/core-1.9.1.tgz",
@@ -2412,6 +2437,34 @@
         "node": ">= 10"
       }
     },
+    "node_modules/@tsconfig/node10": {
+      "version": "1.0.12",
+      "resolved": "https://registry.npmjs.org/@tsconfig/node10/-/node10-1.0.12.tgz",
+      "integrity": "sha512-UCYBaeFvM11aU2y3YPZ//O5Rhj+xKyzy7mvcIoAjASbigy8mHMryP5cK7dgjlz2hWxh1g5pLw084E0a/wlUSFQ==",
+      "dev": true,
+      "license": "MIT"
+    },
+    "node_modules/@tsconfig/node12": {
+      "version": "1.0.11",
+      "resolved": "https://registry.npmjs.org/@tsconfig/node12/-/node12-1.0.11.tgz",
+      "integrity": "sha512-cqefuRsh12pWyGsIoBKJA9luFu3mRxCA+ORZvA4ktLSzIuCUtWVxGIuXigEwO5/ywWFMZ2QEGKWvkZG1zDMTag==",
+      "dev": true,
+      "license": "MIT"
+    },
+    "node_modules/@tsconfig/node14": {
+      "version": "1.0.3",
+      "resolved": "https://registry.npmjs.org/@tsconfig/node14/-/node14-1.0.3.tgz",
+      "integrity": "sha512-ysT8mhdixWK6Hw3i1V2AeRqZ5WfXg1G43mqoYlM2nc6388Fq5jcXyr5mRsqViLx/GJYdoL0bfXD8nmF+Zn/Iow==",
+      "dev": true,
+      "license": "MIT"
+    },
+    "node_modules/@tsconfig/node16": {
+      "version": "1.0.4",
+      "resolved": "https://registry.npmjs.org/@tsconfig/node16/-/node16-1.0.4.tgz",
+      "integrity": "sha512-vxhUy4J8lyeyinH7Azl1pdd43GJhZH/tP2weN8TntQblOY+A0XbT8DJk1/oCPuOOyg/Ja757rG0CgHcWC8OfMA==",
+      "dev": true,
+      "license": "MIT"
+    },
     "node_modules/@tybys/wasm-util": {
       "version": "0.10.1",
       "resolved": "https://registry.npmjs.org/@tybys/wasm-util/-/wasm-util-0.10.1.tgz",
@@ -3308,6 +3361,13 @@
         "node": ">= 8"
       }
     },
+    "node_modules/arg": {
+      "version": "4.1.3",
+      "resolved": "https://registry.npmjs.org/arg/-/arg-4.1.3.tgz",
+      "integrity": "sha512-58S9QDqG0Xx27YwPSt9fJxivjYl432YCwfDMfZ+71RAqUrZef7LrKQZ3LHLOwCS4FLNBplP533Zx895SeOCHvA==",
+      "dev": true,
+      "license": "MIT"
+    },
     "node_modules/argparse": {
       "version": "2.0.1",
       "resolved": "https://registry.npmjs.org/argparse/-/argparse-2.0.1.tgz",
@@ -4069,6 +4129,13 @@
         "node": "^14.15.0 || ^16.10.0 || >=18.0.0"
       }
     },
+    "node_modules/create-require": {
+      "version": "1.1.1",
+      "resolved": "https://registry.npmjs.org/create-require/-/create-require-1.1.1.tgz",
+      "integrity": "sha512-dcKFX3jn0MpIaXjisoRvexIJVEKzaq7z2rZKxf+MSr9TkdmHmsU4m2lcLojrj/FHl8mk5VxMmYA+ftRkP/3oKQ==",
+      "dev": true,
+      "license": "MIT"
+    },
     "node_modules/cross-spawn": {
       "version": "7.0.6",
       "resolved": "https://registry.npmjs.org/cross-spawn/-/cross-spawn-7.0.6.tgz",
@@ -4334,6 +4401,16 @@
         "node": ">=8"
       }
     },
+    "node_modules/diff": {
+      "version": "4.0.4",
+      "resolved": "https://registry.npmjs.org/diff/-/diff-4.0.4.tgz",
+      "integrity": "sha512-X07nttJQkwkfKfvTPG/KSnE2OMdcUCao6+eXF3wmnIQRn2aPAHH3VxDbDOdegkd6JbPsXqShpvEOHfAT+nCNwQ==",
+      "dev": true,
+      "license": "BSD-3-Clause",
+      "engines": {
+        "node": ">=0.3.1"
+      }
+    },
     "node_modules/diff-sequences": {
       "version": "29.6.3",
       "resolved": "https://registry.npmjs.org/diff-sequences/-/diff-sequences-29.6.3.tgz",
@@ -10302,6 +10379,50 @@
         "url": "https://github.com/sponsors/sindresorhus"
       }
     },
+    "node_modules/ts-node": {
+      "version": "10.9.2",
+      "resolved": "https://registry.npmjs.org/ts-node/-/ts-node-10.9.2.tgz",
+      "integrity": "sha512-f0FFpIdcHgn8zcPSbf1dRevwt047YMnaiJM3u2w2RewrB+fob/zePZcrOyQoLMMO7aBIddLcQIEK5dYjkLnGrQ==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@cspotcode/source-map-support": "^0.8.0",
+        "@tsconfig/node10": "^1.0.7",
+        "@tsconfig/node12": "^1.0.7",
+        "@tsconfig/node14": "^1.0.0",
+        "@tsconfig/node16": "^1.0.2",
+        "acorn": "^8.4.1",
+        "acorn-walk": "^8.1.1",
+        "arg": "^4.1.0",
+        "create-require": "^1.1.0",
+        "diff": "^4.0.1",
+        "make-error": "^1.1.1",
+        "v8-compile-cache-lib": "^3.0.1",
+        "yn": "3.1.1"
+      },
+      "bin": {
+        "ts-node": "dist/bin.js",
+        "ts-node-cwd": "dist/bin-cwd.js",
+        "ts-node-esm": "dist/bin-esm.js",
+        "ts-node-script": "dist/bin-script.js",
+        "ts-node-transpile-only": "dist/bin-transpile.js",
+        "ts-script": "dist/bin-script-deprecated.js"
+      },
+      "peerDependencies": {
+        "@swc/core": ">=1.2.50",
+        "@swc/wasm": ">=1.2.50",
+        "@types/node": "*",
+        "typescript": ">=2.7"
+      },
+      "peerDependenciesMeta": {
+        "@swc/core": {
+          "optional": true
+        },
+        "@swc/wasm": {
+          "optional": true
+        }
+      }
+    },
     "node_modules/tsconfig-paths": {
       "version": "3.15.0",
       "resolved": "https://registry.npmjs.org/tsconfig-paths/-/tsconfig-paths-3.15.0.tgz",
@@ -10586,6 +10707,13 @@
         "requires-port": "^1.0.0"
       }
     },
+    "node_modules/v8-compile-cache-lib": {
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/v8-compile-cache-lib/-/v8-compile-cache-lib-3.0.1.tgz",
+      "integrity": "sha512-wa7YjyUGfNZngI/vtK0UHAN+lgDCxBPCylVXGp0zu59Fz5aiGtNXaq3DhIov063MorB+VfufLh3JlF2KdTK3xg==",
+      "dev": true,
+      "license": "MIT"
+    },
     "node_modules/v8-to-istanbul": {
       "version": "9.3.0",
       "resolved": "https://registry.npmjs.org/v8-to-istanbul/-/v8-to-istanbul-9.3.0.tgz",
@@ -10918,6 +11046,16 @@
         "node": ">=12"
       }
     },
+    "node_modules/yn": {
+      "version": "3.1.1",
+      "resolved": "https://registry.npmjs.org/yn/-/yn-3.1.1.tgz",
+      "integrity": "sha512-Ux4ygGWsu2c7isFWe8Yu1YluJmqVhxqK2cLXNQA5AcC3QfbGNpM7fu0Y8b/z16pXLnFxZYvWhd3fhBY9DLmC6Q==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=6"
+      }
+    },
     "node_modules/yocto-queue": {
       "version": "0.1.0",
       "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
diff --git a/package.json b/package.json
index 2dd0aeb5..0457d7f4 100644
--- a/package.json
+++ b/package.json
@@ -35,6 +35,7 @@
     "jest-environment-jsdom": "^29.7.0",
     "prettier": "^3.6.2",
     "ts-jest": "^29.4.0",
+    "ts-node": "^10.9.2",
     "typescript": "^5.9.2"
   }
 }

From 45c1aa48e62275aa4e230d115d4061e1b384d7a4 Mon Sep 17 00:00:00 2001
From: John Adeyemo Adedeji <johnnaadedeji2018@gmail.com>
Date: Wed, 1 Apr 2026 03:19:58 +0100
Subject: [PATCH 3/4] docs: add corrected JOSS paper.md and paper.bib

---
 paper.bib |  74 ++++++++++++++++++++++++
 paper.md  | 170 ++++++++++++++++++++++++++++++++++++++++++++++++++++++
 2 files changed, 244 insertions(+)
 create mode 100644 paper.bib

diff --git a/paper.bib b/paper.bib
new file mode 100644
index 00000000..6173eabb
--- /dev/null
+++ b/paper.bib
@@ -0,0 +1,74 @@
+@article{Hadfield2018,
+  author   = {Hadfield, James and Megill, Colin and Bell, Sidney M. and
+              Huddleston, John and Potter, Barney and Callender, Charlton and
+              Sagulenko, Pavel and Bedford, Trevor and Neher, Richard A.},
+  title    = {Nextstrain: real-time tracking of pathogen evolution},
+  journal  = {Bioinformatics},
+  year     = {2018},
+  volume   = {34},
+  number   = {23},
+  pages    = {4121--4123},
+  doi      = {10.1093/bioinformatics/bty407},
+  pmid     = {29790939},
+  pmcid    = {PMC6247931}
+}
+
+@article{Argimon2016,
+  author   = {Argim{\'o}n, Silvia and Abudahab, Khalil and Goater, Richard J. E. and
+              Fedosejev, Artemij and Bhai, Jyothish and Glasner, Corinna and
+              Feil, Edward J. and Holden, Matthew T. G. and Yeats, Corin A. and
+              Grundmann, Hajo and Spratt, Brian G. and Aanensen, David M.},
+  title    = {Microreact: visualizing and sharing data for genomic epidemiology
+              and phylogeography},
+  journal  = {Microbial Genomics},
+  year     = {2016},
+  volume   = {2},
+  number   = {11},
+  pages    = {e000093},
+  doi      = {10.1099/mgen.0.000093},
+  pmid     = {28348833},
+  pmcid    = {PMC5320705}
+}
+
+@article{Shu2017,
+  author   = {Shu, Yuelong and McCauley, John},
+  title    = {{GISAID}: Global initiative on sharing all influenza data --
+              from vision to reality},
+  journal  = {Euro Surveillance},
+  year     = {2017},
+  volume   = {22},
+  number   = {13},
+  pages    = {30494},
+  doi      = {10.2807/1560-7917.ES.2017.22.13.30494},
+  pmid     = {28382917},
+  pmcid    = {PMC5388101}
+}
+
+@article{Letunic2019,
+  author   = {Letunic, Ivica and Bork, Peer},
+  title    = {Interactive {Tree Of Life} ({iTOL}) v4: recent updates and new
+              developments},
+  journal  = {Nucleic Acids Research},
+  year     = {2019},
+  volume   = {47},
+  number   = {W1},
+  pages    = {W256--W259},
+  doi      = {10.1093/nar/gkz239},
+  pmid     = {30931475},
+  pmcid    = {PMC6602468}
+}
+
+@article{Nguyen2015,
+  author   = {Nguyen, Lam-Tung and Schmidt, Heiko A. and von Haeseler, Arndt
+              and Minh, Bui Quang},
+  title    = {{IQ-TREE}: a fast and effective stochastic algorithm for
+              estimating maximum-likelihood phylogenies},
+  journal  = {Molecular Biology and Evolution},
+  year     = {2015},
+  volume   = {32},
+  number   = {1},
+  pages    = {268--274},
+  doi      = {10.1093/molbev/msu300},
+  pmid     = {25371430},
+  pmcid    = {PMC4271533}
+}
diff --git a/paper.md b/paper.md
index 8b137891..e42bd2d9 100644
--- a/paper.md
+++ b/paper.md
@@ -1 +1,171 @@
+---
+title: 'EvoMap: Interactive Geographic Visualization of Pathogen Outbreak Data'
+tags:
+  - pathogen surveillance
+  - geographic epidemiology
+  - outbreak visualization
+  - public health informatics
+  - TypeScript
+  - Next.js
+authors:
+  - name: John Adeyemo Adedeji
+    orcid: 0009-0004-1257-4551
+    affiliation: 1
+affiliations:
+  - name: Osun State University, Osogbo, Nigeria
+    index: 1
+date: 01 April 2026
+bibliography: paper.bib
+---
 
+# Summary
+
+EvoMap is an open-source web application for browser-native geographic visualization
+of pathogen outbreak data. Built on Next.js 15 and TypeScript, it renders interactive
+Leaflet-based maps with automatic marker clustering, supports search and filter
+operations across outbreak records, and runs without server-side infrastructure beyond
+standard static file hosting. The v0.1.0 release establishes the geographic
+surveillance interface and the application architecture on which phylogenetic tree
+visualization, data parsers, and external API integrations are being built. EvoMap
+targets researchers, public health practitioners, and educators who need accessible
+outbreak visualization without the installation overhead of desktop bioinformatics
+tools.
+
+# Statement of Need
+
+Pathogen genomic and epidemiological data is generated at scale across low- and
+middle-income countries, but the infrastructure to interpret it is unevenly
+distributed. Most phylogenetic and outbreak visualization workflows, including IQ-TREE
+[@Nguyen2015], BEAST, and the Nextstrain augur pipeline [@Hadfield2018], require local
+software installation, command-line literacy, and computational hardware unavailable to
+much of the global public health workforce. A district epidemiologist tracking an
+outbreak cluster in a resource-constrained setting needs to answer spatial questions
+about case concentration, spread, and geographic clustering without first configuring
+a pipeline to do it.
+
+Existing browser-based platforms address parts of this gap. Nextstrain [@Hadfield2018]
+combines phylogenetic inference with geographic visualization, but a custom Nextstrain
+workflow requires managing augur and auspice installations with meaningful compute
+overhead. Microreact [@Argimon2016] provides a polished linked tree-and-map viewer but
+requires pre-computed inputs and has no integration with public sequence repositories.
+iTOL [@Letunic2019] handles phylogenetic annotation well but was not built for spatial
+outbreak tracking. None of these platforms is designed for rapid deployment by teams
+without dedicated bioinformatics staff.
+
+EvoMap sits between these tools: a web-native geographic visualization layer that runs
+from a URL, requires no installation, and is built from the start to receive
+phylogenetic and API layers as the platform grows. At v0.1.0, EvoMap delivers the
+geographic map interface, the search and filter system, and the full application
+scaffold. This paper describes what is functional now, what is planned, and how the
+architecture supports that roadmap.
+
+# Implementation
+
+## Technology Stack
+
+EvoMap is implemented in TypeScript 5.9 using the Next.js 15 App Router. The
+production build outputs static assets deployable to any CDN or static host, including
+free-tier services like Vercel and Netlify, which matters for research groups without
+hosting budgets. TypeScript strict mode is enforced throughout to catch data ingestion
+errors early, since silent failures on malformed files erode user trust faster than
+almost any other class of bug.
+
+Geographic visualization runs on Leaflet 1.9.4 via react-leaflet 5 and
+react-leaflet-cluster 3.1. Leaflet was chosen over Mapbox GL because its default
+OpenStreetMap configuration requires no API token, removing a setup barrier that
+disproportionately affects users in institutions without managed developer accounts.
+Marker clustering via react-leaflet-cluster keeps dense outbreak datasets readable.
+TailwindCSS handles the responsive layout. The application starts with a standard
+`npm install && npm run dev` with no environment variables required for the core
+geographic interface.
+
+![EvoMap v0.1.0 geographic interface. The Leaflet map renders outbreak markers over an
+OpenStreetMap basemap with zoom and pan controls. Navigation provides access to the
+map, phylogenetic, search, and dashboard routes.](fig1.png)
+
+## Application Architecture
+
+The repository follows the Next.js App Router convention. Route segments under
+`src/app/` cover the geographic map, phylogenetic viewer (scaffolded), dashboard, and
+API routes. Supporting modules in `src/lib/` handle mock data and shared types.
+Custom React hooks in `src/hooks/` manage data fetching for outbreaks, pathogens,
+phylogenetic data, and search. The current structure is:
+
+```
+src/
+├── __tests__/
+│   └── outbreak-data.test.ts
+├── app/
+│   └── api/
+│       ├── outbreaks/
+│       ├── pathogens/
+│       ├── phylogenetic/
+│       ├── search/
+│       └── upload/
+├── components/
+│   ├── charts/
+│   │   └── Timeline.tsx
+│   ├── maps/
+│   │   └── GlobalMap.tsx
+│   └── upload/
+│       └── DataUpload.tsx
+├── data/
+│   └── mockApi.ts
+├── hooks/
+│   ├── useOutbreaks.ts
+│   ├── usePathogens.ts
+│   ├── usePhylogeneticData.ts
+│   └── useSearch.ts
+└── lib/
+    ├── data/
+    │   └── mockData.ts
+    ├── mongodb.ts
+    ├── store.ts
+    └── types.ts
+```
+
+The map, hooks, and data layers are functional in v0.1.0. The phylogenetic viewer,
+parsers, and API integrations are scaffolded for v0.2.0 and v1.0.0.
+
+## Current Functionality
+
+The following are implemented and verified in v0.1.0: an interactive Leaflet map with
+OpenStreetMap tiles, zoom and pan controls, and automatic marker clustering; a search
+and filter panel for querying the loaded outbreak dataset; a responsive layout that
+adapts from desktop to mobile without functional loss; a clean production build
+deployable via the included `vercel.json`; a Dockerfile and `nginx.conf` for
+containerised institutional deployment; and an MIT licence, `CONTRIBUTING.md` with
+Conventional Commits, `CODE_OF_CONDUCT.md`, and GitHub Actions CI.
+
+## Planned Functionality
+
+Phase 2 (v0.2.0) covers D3.js phylogenetic tree rendering with rectangular, radial,
+and circular layouts; client-side parsers for Newick, phyloXML, and FASTA; Zustand
+state management; SWR data fetching; and bidirectional selection linking between the
+tree and map panels.
+
+Phase 3 (v1.0.0) covers NCBI Entrez API integration for automated sequence retrieval,
+Nextstrain JSON endpoint support [@Hadfield2018], direct ingestion of GISAID-formatted
+datasets [@Shu2017], replacement of mock data with live repository feeds, SVG and CSV
+export, and Progressive Web App offline capability for field use.
+
+# Limitations
+
+Three limitations are worth stating plainly. The current map renders mock data only;
+EvoMap connects to no live data source at v0.1.0, and custom data ingestion requires
+manual modification of the mock data layer until the parsers planned for v0.2.0 land.
+The phylogenetic tree page exists as a navigable route but renders no content yet.
+The test suite covers coordinate validation and search logic but not component-level
+rendering; broader coverage is a Phase 2 priority.
+
+# Acknowledgements
+
+The author thanks the Nextstrain and Microreact development teams for the design
+precedents that shaped EvoMap's architecture, and the open-source communities behind
+Next.js, React, Leaflet, and D3.js. NCBI and WHO data resources underpin the planned
+real-data layer. Portions of the implementation were developed with Cursor, an
+AI-powered code editor, used for boilerplate scaffolding and iterative debugging. All
+research design, architectural decisions, and scientific framing were made by the
+author, who takes full responsibility for all code in the repository.
+
+# References

From b57827d00877187b9ed12486bd27169a21bfe446 Mon Sep 17 00:00:00 2001
From: John Adeyemo Adedeji <johnnaadedeji2018@gmail.com>
Date: Wed, 1 Apr 2026 03:21:36 +0100
Subject: [PATCH 4/4] ci: add JOSS draft PDF build action

---
 .github/workflows/draft-pdf.yml | 18 ++++++++++++++++++
 1 file changed, 18 insertions(+)
 create mode 100644 .github/workflows/draft-pdf.yml

diff --git a/.github/workflows/draft-pdf.yml b/.github/workflows/draft-pdf.yml
new file mode 100644
index 00000000..2cda6dd3
--- /dev/null
+++ b/.github/workflows/draft-pdf.yml
@@ -0,0 +1,18 @@
+on: [push]
+jobs:
+  paper:
+    runs-on: ubuntu-latest
+    name: Paper Draft
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+      - name: Build draft PDF
+        uses: openjournals/openjournals-draft-action@master
+        with:
+          journal: joss
+          paper-path: paper.md
+      - name: Upload
+        uses: actions/upload-artifact@v4
+        with:
+          name: paper
+          path: paper.pdf