diff --git a/src/data/citations.json b/src/data/citations.json
index 68d511e..9fce4b1 100644
--- a/src/data/citations.json
+++ b/src/data/citations.json
@@ -6,8 +6,8 @@
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       },
       "ACEMD": {
-        "citations": 15,
-        "datestamp": "2021-04-10"
+        "citations": 18,
+        "datestamp": "2024-03-06"
       },
       "ACES": {
         "citations": 74,
@@ -281,14 +281,14 @@
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         "datestamp": "2021-04-10"
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-        "datestamp": "2024-03-06"
-      },
       "PWPAW / ATOMPAW": {
         "citations": 13,
         "datestamp": "2021-04-10"
       },
+      "PWmat": {
+        "citations": 1,
+        "datestamp": "2024-03-06"
+      },
       "Psi4": {
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@@ -408,8 +408,8 @@
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       },
       "ACEMD": {
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-        "datestamp": "2021-01-17"
+        "citations": 37,
+        "datestamp": "2024-03-06"
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       "ACES": {
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@@ -687,14 +687,14 @@
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         "datestamp": "2021-01-17"
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-      "PWmat": {
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-        "datestamp": "2024-03-06"
-      },
       "PWPAW / ATOMPAW": {
         "citations": 12,
         "datestamp": "2021-01-17"
       },
+      "PWmat": {
+        "citations": 0,
+        "datestamp": "2024-03-06"
+      },
       "Psi4": {
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@@ -822,8 +822,8 @@
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       },
       "ACEMD": {
-        "citations": 32,
-        "datestamp": "2021-01-17"
+        "citations": 35,
+        "datestamp": "2024-03-06"
       },
       "ACES": {
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@@ -1101,14 +1101,14 @@
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-      "PWmat": {
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-        "datestamp": "2024-03-06"
-      },
       "PWPAW / ATOMPAW": {
         "citations": 22,
         "datestamp": "2021-01-17"
       },
+      "PWmat": {
+        "citations": 0,
+        "datestamp": "2024-03-06"
+      },
       "Psi4": {
         "citations": 16,
         "datestamp": "2021-01-17"
@@ -1236,8 +1236,8 @@
         "datestamp": "2021-01-17"
       },
       "ACEMD": {
-        "citations": 29,
-        "datestamp": "2021-01-17"
+        "citations": 35,
+        "datestamp": "2024-03-06"
       },
       "ACES": {
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@@ -1515,14 +1515,14 @@
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         "datestamp": "2021-01-17"
       },
-      "PWmat": {
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-        "datestamp": "2024-03-06"
-      },
       "PWPAW / ATOMPAW": {
         "citations": 23,
         "datestamp": "2021-01-17"
       },
+      "PWmat": {
+        "citations": 0,
+        "datestamp": "2024-03-06"
+      },
       "Psi4": {
         "citations": 27,
         "datestamp": "2021-01-17"
@@ -1650,8 +1650,8 @@
         "datestamp": "2021-01-17"
       },
       "ACEMD": {
-        "citations": 33,
-        "datestamp": "2021-01-17"
+        "citations": 43,
+        "datestamp": "2024-03-06"
       },
       "ACES": {
         "citations": 50,
@@ -1929,14 +1929,14 @@
         "citations": 3,
         "datestamp": "2021-01-17"
       },
-      "PWmat": {
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-        "datestamp": "2024-03-06"
-      },
       "PWPAW / ATOMPAW": {
         "citations": 26,
         "datestamp": "2021-01-17"
       },
+      "PWmat": {
+        "citations": 0,
+        "datestamp": "2024-03-06"
+      },
       "Psi4": {
         "citations": 56,
         "datestamp": "2021-01-17"
@@ -2064,8 +2064,8 @@
         "datestamp": "2021-01-07"
       },
       "ACEMD": {
-        "citations": 38,
-        "datestamp": "2021-01-07"
+        "citations": 41,
+        "datestamp": "2024-03-06"
       },
       "ACES": {
         "citations": 34,
@@ -2343,14 +2343,14 @@
         "citations": 1,
         "datestamp": "2021-01-07"
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-      "PWmat": {
-        "citations": 0,
-        "datestamp": "2024-03-06"
-      },
       "PWPAW / ATOMPAW": {
         "citations": 24,
         "datestamp": "2021-01-07"
       },
+      "PWmat": {
+        "citations": 0,
+        "datestamp": "2024-03-06"
+      },
       "Psi4": {
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@@ -2478,8 +2478,8 @@
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       },
       "ACEMD": {
-        "citations": 56,
-        "datestamp": "2021-01-07"
+        "citations": 64,
+        "datestamp": "2024-03-06"
       },
       "ACES": {
         "citations": 35,
@@ -2757,14 +2757,14 @@
         "citations": 2,
         "datestamp": "2021-01-07"
       },
-      "PWmat": {
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-        "datestamp": "2024-03-06"
-      },
       "PWPAW / ATOMPAW": {
         "citations": 36,
         "datestamp": "2021-01-07"
       },
+      "PWmat": {
+        "citations": 3,
+        "datestamp": "2024-03-06"
+      },
       "Psi4": {
         "citations": 91,
         "datestamp": "2021-01-07"
@@ -2892,8 +2892,8 @@
         "datestamp": "2021-01-07"
       },
       "ACEMD": {
-        "citations": 53,
-        "datestamp": "2021-01-07"
+        "citations": 67,
+        "datestamp": "2024-03-06"
       },
       "ACES": {
         "citations": 36,
@@ -3171,14 +3171,14 @@
         "citations": 8,
         "datestamp": "2021-01-07"
       },
-      "PWmat": {
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-        "datestamp": "2024-03-06"
-      },
       "PWPAW / ATOMPAW": {
         "citations": 29,
         "datestamp": "2021-01-07"
       },
+      "PWmat": {
+        "citations": 6,
+        "datestamp": "2024-03-06"
+      },
       "Psi4": {
         "citations": 107,
         "datestamp": "2021-01-07"
@@ -3306,8 +3306,8 @@
         "datestamp": "2021-01-04"
       },
       "ACEMD": {
-        "citations": 57,
-        "datestamp": "2021-01-04"
+        "citations": 71,
+        "datestamp": "2024-03-06"
       },
       "ACES": {
         "citations": 28,
@@ -3585,14 +3585,14 @@
         "citations": 4,
         "datestamp": "2021-01-04"
       },
-      "PWmat": {
-        "citations": 13,
-        "datestamp": "2024-03-06"
-      },
       "PWPAW / ATOMPAW": {
         "citations": 26,
         "datestamp": "2021-01-04"
       },
+      "PWmat": {
+        "citations": 13,
+        "datestamp": "2024-03-06"
+      },
       "Psi4": {
         "citations": 138,
         "datestamp": "2021-01-04"
@@ -3720,8 +3720,8 @@
         "datestamp": "2021-01-04"
       },
       "ACEMD": {
-        "citations": 64,
-        "datestamp": "2021-01-04"
+        "citations": 78,
+        "datestamp": "2024-03-06"
       },
       "ACES": {
         "citations": 23,
@@ -3999,14 +3999,14 @@
         "citations": 5,
         "datestamp": "2021-01-04"
       },
-      "PWmat": {
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-        "datestamp": "2024-03-06"
-      },
       "PWPAW / ATOMPAW": {
         "citations": 32,
         "datestamp": "2021-01-04"
       },
+      "PWmat": {
+        "citations": 35,
+        "datestamp": "2024-03-06"
+      },
       "Psi4": {
         "citations": 167,
         "datestamp": "2021-01-04"
@@ -4133,6 +4133,10 @@
         "citations": 435,
         "datestamp": "2021-08-24"
       },
+      "ACEMD": {
+        "citations": 74,
+        "datestamp": "2024-03-06"
+      },
       "ADF": {
         "citations": 635,
         "datestamp": "2021-08-24"
@@ -4419,6 +4423,10 @@
         "citations": 384,
         "datestamp": "2023-01-28"
       },
+      "ACEMD": {
+        "citations": 75,
+        "datestamp": "2024-03-06"
+      },
       "ADF": {
         "citations": 645,
         "datestamp": "2023-01-28"
@@ -4693,6 +4701,10 @@
         "citations": 369,
         "datestamp": "2023-01-28"
       },
+      "ACEMD": {
+        "citations": 66,
+        "datestamp": "2024-03-06"
+      },
       "ADF": {
         "citations": 627,
         "datestamp": "2023-01-28"
diff --git a/src/data/codes.json b/src/data/codes.json
index da4ba36..dc999ad 100644
--- a/src/data/codes.json
+++ b/src/data/codes.json
@@ -27,6 +27,29 @@
     "tags": ["PBC", "PP", "PW", "WLT"],
     "types": ["DFT", "WFM"]
   },
+  "ACEMD": {
+    "acceleration": ["Cuda", "OpenCL"],
+    "apis": [],
+    "author_name": "Fabritiis",
+    "benchmarks": [],
+    "distribution_channels": [
+      "Binary",
+      "conda"
+    ],
+    "element_coverage": null,
+    "homepage": "https://www.acellera.com/acemd",
+    "cost": "free (academia)",
+    "source": "copyleft",
+    "license": "ACEMD licence",
+    "name": "ACEMD",
+    "nomad_tags": [],
+    "notes": null,
+    "query_method": "search term",
+    "query_publication_id": null,
+    "query_string": "\"ACEMD\" \"Fabritiis\"",
+    "tags": [],
+    "types": ["FF"]
+  },
   "ADF": {
     "acceleration": ["MPI"],
     "apis": [],