diff --git a/basis_set_exchange/data/METADATA.json b/basis_set_exchange/data/METADATA.json
index 8d77f78c..25c9e4ff 100644
--- a/basis_set_exchange/data/METADATA.json
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diff --git a/basis_set_exchange/data/dyall-aae2z.1.table.json b/basis_set_exchange/data/dyall-aae2z.1.table.json
index 525d463f..07322d6f 100644
--- a/basis_set_exchange/data/dyall-aae2z.1.table.json
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diff --git a/basis_set_exchange/data/dyall-aae3z.1.table.json b/basis_set_exchange/data/dyall-aae3z.1.table.json
index 75685314..f4f505c7 100644
--- a/basis_set_exchange/data/dyall-aae3z.1.table.json
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diff --git a/basis_set_exchange/data/dyall-aae4z.1.table.json b/basis_set_exchange/data/dyall-aae4z.1.table.json
index 43229ae2..6695a025 100644
--- a/basis_set_exchange/data/dyall-aae4z.1.table.json
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index ed9133ee..3e2b09bd 100644
--- a/basis_set_exchange/data/dyall-acv2z.1.table.json
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diff --git a/basis_set_exchange/data/dyall-acv3z.1.table.json b/basis_set_exchange/data/dyall-acv3z.1.table.json
index f443d988..a6dc0140 100644
--- a/basis_set_exchange/data/dyall-acv3z.1.table.json
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diff --git a/basis_set_exchange/data/dyall-acv4z.1.table.json b/basis_set_exchange/data/dyall-acv4z.1.table.json
index 9d3310be..967873d0 100644
--- a/basis_set_exchange/data/dyall-acv4z.1.table.json
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index a8158306..b4445ebf 100644
--- a/basis_set_exchange/data/dyall-ae2z.1.table.json
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diff --git a/basis_set_exchange/data/dyall-ae3z.1.table.json b/basis_set_exchange/data/dyall-ae3z.1.table.json
index 7e5f587e..77256696 100644
--- a/basis_set_exchange/data/dyall-ae3z.1.table.json
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diff --git a/basis_set_exchange/data/dyall-ae4z.1.table.json b/basis_set_exchange/data/dyall-ae4z.1.table.json
index 2ec1ebae..9003e9c5 100644
--- a/basis_set_exchange/data/dyall-ae4z.1.table.json
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index bbaba8eb..a49db428 100644
--- a/basis_set_exchange/data/dyall-av2z.1.table.json
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diff --git a/basis_set_exchange/data/dyall-av3z.1.table.json b/basis_set_exchange/data/dyall-av3z.1.table.json
index 382be38d..8a9470f2 100644
--- a/basis_set_exchange/data/dyall-av3z.1.table.json
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diff --git a/basis_set_exchange/data/dyall-av4z.1.table.json b/basis_set_exchange/data/dyall-av4z.1.table.json
index 2bda5e18..4367aa2f 100644
--- a/basis_set_exchange/data/dyall-av4z.1.table.json
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diff --git a/basis_set_exchange/data/dyall-cv2z.1.table.json b/basis_set_exchange/data/dyall-cv2z.1.table.json
index 20485cd4..2edad350 100644
--- a/basis_set_exchange/data/dyall-cv2z.1.table.json
+++ b/basis_set_exchange/data/dyall-cv2z.1.table.json
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diff --git a/basis_set_exchange/data/dyall-cv3z.1.table.json b/basis_set_exchange/data/dyall-cv3z.1.table.json
index 55e69f61..d610c7be 100644
--- a/basis_set_exchange/data/dyall-cv3z.1.table.json
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diff --git a/basis_set_exchange/data/dyall-cv4z.1.table.json b/basis_set_exchange/data/dyall-cv4z.1.table.json
index 3038c4d2..c82ec27e 100644
--- a/basis_set_exchange/data/dyall-cv4z.1.table.json
+++ b/basis_set_exchange/data/dyall-cv4z.1.table.json
@@ -4,7 +4,7 @@
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diff --git a/basis_set_exchange/data/dyall-v2z.1.table.json b/basis_set_exchange/data/dyall-v2z.1.table.json
index 6b833b6b..56b3246c 100644
--- a/basis_set_exchange/data/dyall-v2z.1.table.json
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diff --git a/basis_set_exchange/data/dyall-v3z.1.table.json b/basis_set_exchange/data/dyall-v3z.1.table.json
index 26be6ba7..254d81ff 100644
--- a/basis_set_exchange/data/dyall-v3z.1.table.json
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diff --git a/basis_set_exchange/data/dyall-v4z.1.table.json b/basis_set_exchange/data/dyall-v4z.1.table.json
index 69d2dd0d..07fb8a9e 100644
--- a/basis_set_exchange/data/dyall-v4z.1.table.json
+++ b/basis_set_exchange/data/dyall-v4z.1.table.json
@@ -4,7 +4,7 @@
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diff --git a/basis_set_exchange/data/dyall/dyall-aae2z.1.json b/basis_set_exchange/data/dyall/dyall-aae2z.1.json
index 054c064d..819d2b4c 100644
--- a/basis_set_exchange/data/dyall/dyall-aae2z.1.json
+++ b/basis_set_exchange/data/dyall/dyall-aae2z.1.json
@@ -8,7 +8,10 @@
   "elements": {
     "1": {
       "references": [
-        "dyall2012a,dyall2012b,dyall2023a"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023a",
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@@ -150,7 +153,10 @@
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-        "dyall2012a,dyall2012b,dyall2023a"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023a",
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@@ -292,7 +298,10 @@
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+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023a",
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@@ -569,7 +578,10 @@
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+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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@@ -876,7 +888,9 @@
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+        "dyall2012a",
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@@ -1183,7 +1197,9 @@
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+        "dyall2012a",
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@@ -1490,7 +1506,9 @@
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-        "dyall2012a,dyall2012b"
+        "dyall2012a",
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@@ -1797,7 +1815,9 @@
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+        "dyall2012a",
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@@ -2104,7 +2124,9 @@
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-        "dyall2012a,dyall2012b"
+        "dyall2012a",
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@@ -2411,7 +2433,9 @@
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+        "dyall2012a",
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@@ -2718,7 +2742,10 @@
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+        "dyall2012a",
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       "electron_shells": [
         {
@@ -62284,7 +62529,9 @@
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     "114": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
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+        "dyall2023b"
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       "electron_shells": [
         {
@@ -63521,7 +63768,9 @@
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     "115": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -64758,7 +65007,9 @@
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     "116": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -65995,7 +66246,9 @@
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     "117": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -67232,7 +67485,9 @@
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     "118": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
diff --git a/basis_set_exchange/data/dyall/dyall-aae3z.1.json b/basis_set_exchange/data/dyall/dyall-aae3z.1.json
index afce1cdb..b41919c5 100644
--- a/basis_set_exchange/data/dyall/dyall-aae3z.1.json
+++ b/basis_set_exchange/data/dyall/dyall-aae3z.1.json
@@ -8,7 +8,10 @@
   "elements": {
     "1": {
       "references": [
-        "dyall2012a,dyall2012b,dyall2023a"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -240,7 +243,10 @@
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     "2": {
       "references": [
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+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -472,7 +478,10 @@
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     "3": {
       "references": [
-        "dyall2012a,dyall2012b,dyall2023a"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -884,7 +893,10 @@
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     "4": {
       "references": [
-        "dyall2012a,dyall2012b,dyall2023a"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023a",
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       "electron_shells": [
         {
@@ -1341,7 +1353,9 @@
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     "5": {
       "references": [
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+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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@@ -1798,7 +1812,9 @@
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     "6": {
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+        "dyall2012a",
+        "dyall2012b",
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@@ -2255,7 +2271,9 @@
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     "7": {
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+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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@@ -2712,7 +2730,9 @@
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     "8": {
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+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -3169,7 +3189,9 @@
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     "9": {
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+        "dyall2012a",
+        "dyall2012b",
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@@ -3626,7 +3648,9 @@
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     "10": {
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+        "dyall2012a",
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@@ -4083,7 +4107,10 @@
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+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023a",
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@@ -4705,7 +4732,10 @@
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+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023a",
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@@ -5372,7 +5402,9 @@
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     "13": {
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+        "dyall2012a",
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     },
     "83": {
       "references": [
-        "dyall2002a,dyall2006a,dyall2012b"
+        "dyall2002a",
+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -63919,7 +64120,10 @@
     },
     "84": {
       "references": [
-        "dyall2002a,dyall2006a,dyall2012b"
+        "dyall2002a",
+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -65321,7 +65525,10 @@
     },
     "85": {
       "references": [
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+        "dyall2002a",
+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -66723,7 +66930,10 @@
     },
     "86": {
       "references": [
-        "dyall2002a,dyall2006a,dyall2012b"
+        "dyall2002a",
+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -68125,7 +68335,10 @@
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     "87": {
       "references": [
-        "dyallXXXXa,dyall2012b,dyall2023a"
+        "dyallXXXXa",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -69677,7 +69890,10 @@
     },
     "88": {
       "references": [
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+        "dyallXXXXa",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -71229,7 +71445,10 @@
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     "104": {
       "references": [
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+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
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         {
@@ -72841,7 +73060,10 @@
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     "105": {
       "references": [
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+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -74453,7 +74675,10 @@
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     "106": {
       "references": [
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+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
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         {
@@ -76065,7 +76290,10 @@
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     "107": {
       "references": [
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+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -77677,7 +77905,10 @@
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     "108": {
       "references": [
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+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
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         {
@@ -79289,7 +79520,10 @@
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     "109": {
       "references": [
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+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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         {
@@ -80901,7 +81135,10 @@
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     "110": {
       "references": [
-        "dyall2011a,dyall2012b,dyall2023a"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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         {
@@ -82513,7 +82750,10 @@
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     "111": {
       "references": [
-        "dyall2011a,dyall2012b,dyall2023a"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -84125,7 +84365,10 @@
     },
     "112": {
       "references": [
-        "dyall2011a,dyall2012b,dyall2023a"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -85737,7 +85980,9 @@
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     "113": {
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+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -87304,7 +87549,9 @@
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     "114": {
       "references": [
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+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -88871,7 +89118,9 @@
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     "115": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -90438,7 +90687,9 @@
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     "116": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -92005,7 +92256,9 @@
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     "117": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -93572,7 +93825,9 @@
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     "118": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
diff --git a/basis_set_exchange/data/dyall/dyall-aae4z.1.json b/basis_set_exchange/data/dyall/dyall-aae4z.1.json
index 4efa5473..d2ad7513 100644
--- a/basis_set_exchange/data/dyall/dyall-aae4z.1.json
+++ b/basis_set_exchange/data/dyall/dyall-aae4z.1.json
@@ -8,7 +8,10 @@
   "elements": {
     "1": {
       "references": [
-        "dyall2012a,dyall2012b,dyall2023a"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -330,7 +333,10 @@
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     "2": {
       "references": [
-        "dyall2012a,dyall2012b,dyall2023a"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -652,7 +658,10 @@
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     "3": {
       "references": [
-        "dyall2012a,dyall2012b,dyall2023a"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -1274,7 +1283,10 @@
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     "4": {
       "references": [
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+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -1956,7 +1968,9 @@
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     "5": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -2593,7 +2607,9 @@
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     "6": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -3230,7 +3246,9 @@
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     "7": {
       "references": [
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+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -3867,7 +3885,9 @@
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     "8": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -4504,7 +4524,9 @@
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     "9": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
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@@ -5141,7 +5163,9 @@
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     "10": {
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+        "dyall2012a",
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@@ -5778,7 +5802,10 @@
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+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023a",
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@@ -6670,7 +6697,10 @@
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+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023a",
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@@ -7622,7 +7652,9 @@
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     "13": {
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+        "dyall2012a",
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       "references": [
-        "dyall2009a,dyall2012b,dyall2023a"
+        "dyall2009a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -63198,7 +63339,10 @@
     },
     "56": {
       "references": [
-        "dyall2009a,dyall2012b,dyall2023a"
+        "dyall2009a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -64870,7 +65014,10 @@
     },
     "72": {
       "references": [
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+        "dyall2004a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -66617,7 +66764,10 @@
     },
     "73": {
       "references": [
-        "dyall2004a,dyall2012b,dyall2023a"
+        "dyall2004a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -68364,7 +68514,10 @@
     },
     "74": {
       "references": [
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+        "dyall2004a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -70111,7 +70264,10 @@
     },
     "75": {
       "references": [
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+        "dyall2004a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -71858,7 +72014,10 @@
     },
     "76": {
       "references": [
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+        "dyall2004a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -73605,7 +73764,10 @@
     },
     "77": {
       "references": [
-        "dyall2004a,dyall2012b,dyall2023a"
+        "dyall2004a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -75352,7 +75514,10 @@
     },
     "78": {
       "references": [
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+        "dyall2004a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -77099,7 +77264,10 @@
     },
     "79": {
       "references": [
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+        "dyall2004a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -78846,7 +79014,10 @@
     },
     "80": {
       "references": [
-        "dyall2004a,dyall2012b,dyall2023a"
+        "dyall2004a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -80593,7 +80764,9 @@
     },
     "81": {
       "references": [
-        "dyall2006a,dyall2012b"
+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -82400,7 +82573,9 @@
     },
     "82": {
       "references": [
-        "dyall2006a,dyall2012b"
+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -84207,7 +84382,9 @@
     },
     "83": {
       "references": [
-        "dyall2006a,dyall2012b"
+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -86014,7 +86191,9 @@
     },
     "84": {
       "references": [
-        "dyall2006a,dyall2012b"
+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -87821,7 +88000,9 @@
     },
     "85": {
       "references": [
-        "dyall2006a,dyall2012b"
+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -89628,7 +89809,9 @@
     },
     "86": {
       "references": [
-        "dyall2006a,dyall2012b"
+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -91435,7 +91618,10 @@
     },
     "87": {
       "references": [
-        "dyallXXXXa,dyall2012b,dyall2023a"
+        "dyallXXXXa",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -93392,7 +93578,10 @@
     },
     "88": {
       "references": [
-        "dyallXXXXa,dyall2012b,dyall2023a"
+        "dyallXXXXa",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -95349,7 +95538,10 @@
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     "104": {
       "references": [
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+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -97366,7 +97558,10 @@
     },
     "105": {
       "references": [
-        "dyall2011a,dyall2012b,dyall2023a"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -99383,7 +99578,10 @@
     },
     "106": {
       "references": [
-        "dyall2011a,dyall2012b,dyall2023a"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -101400,7 +101598,10 @@
     },
     "107": {
       "references": [
-        "dyall2011a,dyall2012b,dyall2023a"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -103417,7 +103618,10 @@
     },
     "108": {
       "references": [
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+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -105434,7 +105638,10 @@
     },
     "109": {
       "references": [
-        "dyall2011a,dyall2012b,dyall2023a"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -107451,7 +107658,10 @@
     },
     "110": {
       "references": [
-        "dyall2011a,dyall2012b,dyall2023a"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -109468,7 +109678,10 @@
     },
     "111": {
       "references": [
-        "dyall2011a,dyall2012b,dyall2023a"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -111485,7 +111698,10 @@
     },
     "112": {
       "references": [
-        "dyall2011a,dyall2012b,dyall2023a"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -113502,7 +113718,9 @@
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     "113": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -115534,7 +115752,9 @@
     },
     "114": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -117566,7 +117786,9 @@
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     "115": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -119598,7 +119820,9 @@
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     "116": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -121630,7 +121854,9 @@
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     "117": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -123662,7 +123888,9 @@
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     "118": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
diff --git a/basis_set_exchange/data/dyall/dyall-acv2z.1.json b/basis_set_exchange/data/dyall/dyall-acv2z.1.json
index 31c1e213..3691c0fa 100644
--- a/basis_set_exchange/data/dyall/dyall-acv2z.1.json
+++ b/basis_set_exchange/data/dyall/dyall-acv2z.1.json
@@ -8,7 +8,9 @@
   "elements": {
     "1": {
       "references": [
-        "dyall2012a,dyall2023a"
+        "dyall2012a",
+        "dyall2023a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -150,7 +152,9 @@
     },
     "2": {
       "references": [
-        "dyall2012a,dyall2023a"
+        "dyall2012a",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -292,7 +296,9 @@
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     "3": {
       "references": [
-        "dyall2012a,dyall2023a"
+        "dyall2012a",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -569,7 +575,9 @@
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     "4": {
       "references": [
-        "dyall2012a,dyall2023a"
+        "dyall2012a",
+        "dyall2023a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -876,7 +884,8 @@
     },
     "5": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -1183,7 +1192,8 @@
     },
     "6": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -1490,7 +1500,8 @@
     },
     "7": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -1797,7 +1808,8 @@
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     "8": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -2104,7 +2116,8 @@
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     "9": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -2411,7 +2424,8 @@
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     "10": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -2718,7 +2732,9 @@
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     "11": {
       "references": [
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+        "dyall2012a",
+        "dyall2023a",
+        "dyall2023b"
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         {
@@ -3115,7 +3131,9 @@
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     "12": {
       "references": [
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+        "dyall2012a",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
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@@ -3542,7 +3560,8 @@
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     "13": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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       "electron_shells": [
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@@ -3939,7 +3958,8 @@
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     "14": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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       "electron_shells": [
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@@ -4336,7 +4356,8 @@
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     "15": {
       "references": [
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+        "dyall2012a",
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       "electron_shells": [
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@@ -4733,7 +4754,8 @@
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     "16": {
       "references": [
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+        "dyall2012a",
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     "17": {
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+        "dyall2012a",
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     "18": {
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+        "dyall2012a",
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       "electron_shells": [
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@@ -5924,7 +5948,9 @@
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     "19": {
       "references": [
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+        "dyall2009a",
+        "dyall2023a",
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+        "dyall2009a",
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+        "dyall1998a",
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+        "dyall1998a",
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+        "dyall1998a",
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+        "dyall1998a",
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+        "dyall1998a",
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+        "dyall1998a",
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+        "dyall2009a",
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+        "dyall2009a",
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+        "dyall2007a",
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+        "dyall2007a",
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         {
@@ -22928,7 +23021,10 @@
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     },
     "48": {
       "references": [
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     "49": {
       "references": [
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+        "dyall2006a",
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         {
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     "50": {
       "references": [
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+        "dyall1998a",
+        "dyall2006a",
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         {
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     },
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       "references": [
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+        "dyall1998a",
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         {
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     },
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       "references": [
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+        "dyall1998a",
+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -28392,7 +28506,10 @@
     },
     "53": {
       "references": [
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+        "dyall1998a",
+        "dyall2006a",
+        "dyall2012b",
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         {
@@ -29179,7 +29296,10 @@
     },
     "54": {
       "references": [
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+        "dyall1998a",
+        "dyall2006a",
+        "dyall2012b",
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         {
@@ -29966,7 +30086,10 @@
     },
     "55": {
       "references": [
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+        "dyall2009a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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         {
@@ -30858,7 +30981,10 @@
     },
     "56": {
       "references": [
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+        "dyall2009a",
+        "dyall2012b",
+        "dyall2023a",
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       "electron_shells": [
         {
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     },
     "72": {
       "references": [
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+        "dyall2004a",
+        "dyall2010a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -32807,7 +32937,11 @@
     },
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       "references": [
-        "dyall2004a,dyall2010a,dyall2012b,dyall2023a"
+        "dyall2004a",
+        "dyall2010a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -33834,7 +33968,11 @@
     },
     "74": {
       "references": [
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+        "dyall2004a",
+        "dyall2010a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -34861,7 +34999,11 @@
     },
     "75": {
       "references": [
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+        "dyall2004a",
+        "dyall2010a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -35888,7 +36030,11 @@
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     "76": {
       "references": [
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+        "dyall2004a",
+        "dyall2010a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -36915,7 +37061,11 @@
     },
     "77": {
       "references": [
-        "dyall2004a,dyall2010a,dyall2012b,dyall2023a"
+        "dyall2004a",
+        "dyall2010a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -37942,7 +38092,11 @@
     },
     "78": {
       "references": [
-        "dyall2004a,dyall2010a,dyall2012b,dyall2023a"
+        "dyall2004a",
+        "dyall2010a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -38969,7 +39123,11 @@
     },
     "79": {
       "references": [
-        "dyall2004a,dyall2010a,dyall2012b,dyall2023a"
+        "dyall2004a",
+        "dyall2010a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -39996,7 +40154,11 @@
     },
     "80": {
       "references": [
-        "dyall2004a,dyall2010a,dyall2012b,dyall2023a"
+        "dyall2004a",
+        "dyall2010a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -41023,7 +41185,10 @@
     },
     "81": {
       "references": [
-        "dyall1998a,dyall2006a,dyall2012b"
+        "dyall1998a",
+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -42080,7 +42245,10 @@
     },
     "82": {
       "references": [
-        "dyall1998a,dyall2006a,dyall2012b"
+        "dyall1998a",
+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -43137,7 +43305,10 @@
     },
     "83": {
       "references": [
-        "dyall1998a,dyall2006a,dyall2012b"
+        "dyall1998a",
+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -44194,7 +44365,10 @@
     },
     "84": {
       "references": [
-        "dyall1998a,dyall2006a,dyall2012b"
+        "dyall1998a",
+        "dyall2006a",
+        "dyall2012b",
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       "electron_shells": [
         {
@@ -45251,7 +45425,10 @@
     },
     "85": {
       "references": [
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+        "dyall1998a",
+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -46308,7 +46485,10 @@
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     "86": {
       "references": [
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+        "dyall1998a",
+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -47365,7 +47545,10 @@
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     "87": {
       "references": [
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+        "dyallXXXXa",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -48512,7 +48695,10 @@
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     "88": {
       "references": [
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+        "dyallXXXXa",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -49674,7 +49860,10 @@
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     "104": {
       "references": [
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+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -50896,7 +51085,10 @@
     },
     "105": {
       "references": [
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+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -52118,7 +52310,10 @@
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     "106": {
       "references": [
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+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
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       "electron_shells": [
         {
@@ -53340,7 +53535,10 @@
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     "107": {
       "references": [
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+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
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       "electron_shells": [
         {
@@ -54562,7 +54760,10 @@
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     "108": {
       "references": [
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+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -55784,7 +55985,10 @@
     },
     "109": {
       "references": [
-        "dyall2011a,dyall2012b,dyall2023a"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -57006,7 +57210,10 @@
     },
     "110": {
       "references": [
-        "dyall2011a,dyall2012b,dyall2023a"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -58228,7 +58435,10 @@
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     "111": {
       "references": [
-        "dyall2011a,dyall2012b,dyall2023a"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -59450,7 +59660,10 @@
     },
     "112": {
       "references": [
-        "dyall2011a,dyall2012b,dyall2023a"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -60672,7 +60885,9 @@
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     "113": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -61879,7 +62094,9 @@
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     "114": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -63086,7 +63303,9 @@
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     "115": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -64293,7 +64512,9 @@
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     "116": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -65500,7 +65721,9 @@
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     "117": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -66707,7 +66930,9 @@
     },
     "118": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
diff --git a/basis_set_exchange/data/dyall/dyall-acv3z.1.json b/basis_set_exchange/data/dyall/dyall-acv3z.1.json
index 6d6ced65..860a92a5 100644
--- a/basis_set_exchange/data/dyall/dyall-acv3z.1.json
+++ b/basis_set_exchange/data/dyall/dyall-acv3z.1.json
@@ -8,7 +8,9 @@
   "elements": {
     "1": {
       "references": [
-        "dyall2012a,dyall2023a"
+        "dyall2012a",
+        "dyall2023a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -240,7 +242,9 @@
     },
     "2": {
       "references": [
-        "dyall2012a,dyall2023a"
+        "dyall2012a",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -472,7 +476,9 @@
     },
     "3": {
       "references": [
-        "dyall2012a,dyall2023a"
+        "dyall2012a",
+        "dyall2023a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -884,7 +890,9 @@
     },
     "4": {
       "references": [
-        "dyall2012a,dyall2023a"
+        "dyall2012a",
+        "dyall2023a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -1341,7 +1349,8 @@
     },
     "5": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -1798,7 +1807,8 @@
     },
     "6": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -2255,7 +2265,8 @@
     },
     "7": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -2712,7 +2723,8 @@
     },
     "8": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -3169,7 +3181,8 @@
     },
     "9": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -3626,7 +3639,8 @@
     },
     "10": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -4083,7 +4097,9 @@
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     "11": {
       "references": [
-        "dyall2012a,dyall2023a"
+        "dyall2012a",
+        "dyall2023a",
+        "dyall2023b"
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         {
@@ -4705,7 +4721,9 @@
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     "12": {
       "references": [
-        "dyall2012a,dyall2023a"
+        "dyall2012a",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -5372,7 +5390,8 @@
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     "13": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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         {
@@ -5994,7 +6013,8 @@
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     "14": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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         {
@@ -6616,7 +6636,8 @@
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     "15": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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         {
@@ -7238,7 +7259,8 @@
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     "16": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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@@ -7860,7 +7882,8 @@
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       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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@@ -8482,7 +8505,8 @@
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     "18": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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         {
@@ -9104,7 +9128,9 @@
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     "19": {
       "references": [
-        "dyall2009a,dyall2023a"
+        "dyall2009a",
+        "dyall2023a",
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@@ -9906,7 +9932,9 @@
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+        "dyall2009a",
+        "dyall2023a",
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     "21": {
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+        "dyallXXXXa",
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@@ -11615,7 +11645,9 @@
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+        "dyallXXXXa",
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+        "dyallXXXXa",
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+        "dyallXXXXa",
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@@ -15063,7 +15101,9 @@
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+        "dyallXXXXa",
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@@ -15925,7 +15965,9 @@
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+        "dyallXXXXa",
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+        "dyallXXXXa",
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@@ -18511,7 +18557,9 @@
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+        "dyallXXXXa",
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+        "dyall2002a",
+        "dyall2006a",
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@@ -20250,7 +20301,10 @@
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+        "dyall2002a",
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+        "dyall2012b",
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     "34": {
       "references": [
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       "references": [
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       "references": [
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     "39": {
       "references": [
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       "references": [
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     "48": {
       "references": [
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+        "dyall2007a",
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       "references": [
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         {
@@ -38796,7 +38901,10 @@
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     "50": {
       "references": [
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+        "dyall2002a",
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+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -39898,7 +40006,10 @@
     },
     "51": {
       "references": [
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+        "dyall2002a",
+        "dyall2006a",
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+        "dyall2023b"
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         {
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     },
     "52": {
       "references": [
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+        "dyall2002a",
+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -42102,7 +42216,10 @@
     },
     "53": {
       "references": [
-        "dyall2002a,dyall2006a,dyall2012b"
+        "dyall2002a",
+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -43204,7 +43321,10 @@
     },
     "54": {
       "references": [
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+        "dyall2002a",
+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -44306,7 +44426,10 @@
     },
     "55": {
       "references": [
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+        "dyall2009a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -45528,7 +45651,10 @@
     },
     "56": {
       "references": [
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+        "dyall2009a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -46750,7 +46876,11 @@
     },
     "72": {
       "references": [
-        "dyall2004a,dyall2010a,dyall2012b,dyall2023a"
+        "dyall2004a",
+        "dyall2010a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -48077,7 +48207,11 @@
     },
     "73": {
       "references": [
-        "dyall2004a,dyall2010a,dyall2012b,dyall2023a"
+        "dyall2004a",
+        "dyall2010a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -49404,7 +49538,11 @@
     },
     "74": {
       "references": [
-        "dyall2004a,dyall2010a,dyall2012b,dyall2023a"
+        "dyall2004a",
+        "dyall2010a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -50731,7 +50869,11 @@
     },
     "75": {
       "references": [
-        "dyall2004a,dyall2010a,dyall2012b,dyall2023a"
+        "dyall2004a",
+        "dyall2010a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -52058,7 +52200,11 @@
     },
     "76": {
       "references": [
-        "dyall2004a,dyall2010a,dyall2012b,dyall2023a"
+        "dyall2004a",
+        "dyall2010a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -53385,7 +53531,11 @@
     },
     "77": {
       "references": [
-        "dyall2004a,dyall2010a,dyall2012b,dyall2023a"
+        "dyall2004a",
+        "dyall2010a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -54712,7 +54862,11 @@
     },
     "78": {
       "references": [
-        "dyall2004a,dyall2010a,dyall2012b,dyall2023a"
+        "dyall2004a",
+        "dyall2010a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -56039,7 +56193,11 @@
     },
     "79": {
       "references": [
-        "dyall2004a,dyall2010a,dyall2012b,dyall2023a"
+        "dyall2004a",
+        "dyall2010a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -57366,7 +57524,11 @@
     },
     "80": {
       "references": [
-        "dyall2004a,dyall2010a,dyall2012b,dyall2023a"
+        "dyall2004a",
+        "dyall2010a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -58693,7 +58855,10 @@
     },
     "81": {
       "references": [
-        "dyall2002a,dyall2006a,dyall2012b"
+        "dyall2002a",
+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -60050,7 +60215,10 @@
     },
     "82": {
       "references": [
-        "dyall2002a,dyall2006a,dyall2012b"
+        "dyall2002a",
+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -61407,7 +61575,10 @@
     },
     "83": {
       "references": [
-        "dyall2002a,dyall2006a,dyall2012b"
+        "dyall2002a",
+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -62764,7 +62935,10 @@
     },
     "84": {
       "references": [
-        "dyall2002a,dyall2006a,dyall2012b"
+        "dyall2002a",
+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -64106,7 +64280,10 @@
     },
     "85": {
       "references": [
-        "dyall2002a,dyall2006a,dyall2012b"
+        "dyall2002a",
+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -65448,7 +65625,10 @@
     },
     "86": {
       "references": [
-        "dyall2002a,dyall2006a,dyall2012b"
+        "dyall2002a",
+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -66790,7 +66970,10 @@
     },
     "87": {
       "references": [
-        "dyallXXXXa,dyall2012b,dyall2023a"
+        "dyallXXXXa",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -68282,7 +68465,10 @@
     },
     "88": {
       "references": [
-        "dyallXXXXa,dyall2012b,dyall2023a"
+        "dyallXXXXa",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -69774,7 +69960,10 @@
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     "104": {
       "references": [
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+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -71326,7 +71515,10 @@
     },
     "105": {
       "references": [
-        "dyall2011a,dyall2012b,dyall2023a"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -72878,7 +73070,10 @@
     },
     "106": {
       "references": [
-        "dyall2011a,dyall2012b,dyall2023a"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -74430,7 +74625,10 @@
     },
     "107": {
       "references": [
-        "dyall2011a,dyall2012b,dyall2023a"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -75982,7 +76180,10 @@
     },
     "108": {
       "references": [
-        "dyall2011a,dyall2012b,dyall2023a"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -77534,7 +77735,10 @@
     },
     "109": {
       "references": [
-        "dyall2011a,dyall2012b,dyall2023a"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -79086,7 +79290,10 @@
     },
     "110": {
       "references": [
-        "dyall2011a,dyall2012b,dyall2023a"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -80638,7 +80845,10 @@
     },
     "111": {
       "references": [
-        "dyall2011a,dyall2012b,dyall2023a"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -82190,7 +82400,10 @@
     },
     "112": {
       "references": [
-        "dyall2011a,dyall2012b,dyall2023a"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -83742,7 +83955,9 @@
     },
     "113": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -85204,7 +85419,9 @@
     },
     "114": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -86666,7 +86883,9 @@
     },
     "115": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -88128,7 +88347,9 @@
     },
     "116": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -89590,7 +89811,9 @@
     },
     "117": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -91052,7 +91275,9 @@
     },
     "118": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
diff --git a/basis_set_exchange/data/dyall/dyall-acv4z.1.json b/basis_set_exchange/data/dyall/dyall-acv4z.1.json
index 3b0faf7c..998e1526 100644
--- a/basis_set_exchange/data/dyall/dyall-acv4z.1.json
+++ b/basis_set_exchange/data/dyall/dyall-acv4z.1.json
@@ -8,7 +8,9 @@
   "elements": {
     "1": {
       "references": [
-        "dyall2012a,dyall2023a"
+        "dyall2012a",
+        "dyall2023a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -330,7 +332,9 @@
     },
     "2": {
       "references": [
-        "dyall2012a,dyall2023a"
+        "dyall2012a",
+        "dyall2023a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -652,7 +656,9 @@
     },
     "3": {
       "references": [
-        "dyall2012a,dyall2023a"
+        "dyall2012a",
+        "dyall2023a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -1274,7 +1280,9 @@
     },
     "4": {
       "references": [
-        "dyall2012a,dyall2023a"
+        "dyall2012a",
+        "dyall2023a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -1956,7 +1964,8 @@
     },
     "5": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -2593,7 +2602,8 @@
     },
     "6": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -3230,7 +3240,8 @@
     },
     "7": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -3867,7 +3878,8 @@
     },
     "8": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -4504,7 +4516,8 @@
     },
     "9": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -5141,7 +5154,8 @@
     },
     "10": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -5778,7 +5792,9 @@
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     "11": {
       "references": [
-        "dyall2012a,dyall2023a"
+        "dyall2012a",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -6670,7 +6686,9 @@
     },
     "12": {
       "references": [
-        "dyall2012a,dyall2023a"
+        "dyall2012a",
+        "dyall2023a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -7622,7 +7640,8 @@
     },
     "13": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -8499,7 +8518,8 @@
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     "14": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -9376,7 +9396,8 @@
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     "15": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -10253,7 +10274,8 @@
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     "16": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -11130,7 +11152,8 @@
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     "17": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -12007,7 +12030,8 @@
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     "18": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -12884,7 +12908,9 @@
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     "19": {
       "references": [
-        "dyall2009a,dyall2023a"
+        "dyall2009a",
+        "dyall2023a",
+        "dyall2023b"
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         {
@@ -13986,7 +14012,9 @@
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       "references": [
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+        "dyall2006a",
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       "references": [
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       "references": [
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+        "dyall2006a",
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@@ -56067,7 +56171,9 @@
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       "references": [
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       "references": [
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+        "dyall2023b"
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       "references": [
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+        "dyall2009a",
+        "dyall2012b",
+        "dyall2023a",
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@@ -60378,7 +60489,10 @@
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       "references": [
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+        "dyall2009a",
+        "dyall2012b",
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     "72": {
       "references": [
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+        "dyall2004a",
+        "dyall2012b",
+        "dyall2023a",
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+        "dyall2004a",
+        "dyall2012b",
+        "dyall2023a",
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+        "dyall2004a",
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+        "dyall2023a",
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+        "dyall2004a",
+        "dyall2012b",
+        "dyall2023a",
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@@ -68603,7 +68729,10 @@
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+        "dyall2004a",
+        "dyall2012b",
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@@ -70275,7 +70404,10 @@
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+        "dyall2004a",
+        "dyall2012b",
+        "dyall2023a",
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@@ -71947,7 +72079,10 @@
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+        "dyall2004a",
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+        "dyall2023a",
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@@ -73619,7 +73754,10 @@
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     "79": {
       "references": [
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+        "dyall2004a",
+        "dyall2012b",
+        "dyall2023a",
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@@ -75291,7 +75429,10 @@
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     "80": {
       "references": [
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+        "dyall2004a",
+        "dyall2012b",
+        "dyall2023a",
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@@ -76963,7 +77104,9 @@
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     "81": {
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+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
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@@ -78605,7 +78748,9 @@
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     "82": {
       "references": [
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+        "dyall2006a",
+        "dyall2012b",
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         {
@@ -80247,7 +80392,9 @@
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     "83": {
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+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -81889,7 +82036,9 @@
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     "84": {
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+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -83531,7 +83680,9 @@
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     "85": {
       "references": [
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+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -85173,7 +85324,9 @@
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     "86": {
       "references": [
-        "dyall2006a,dyall2012b"
+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -86815,7 +86968,10 @@
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     "87": {
       "references": [
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+        "dyallXXXXa",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -88607,7 +88763,10 @@
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     "88": {
       "references": [
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+        "dyallXXXXa",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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         {
@@ -90399,7 +90558,10 @@
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     "104": {
       "references": [
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+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
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         {
@@ -92281,7 +92443,10 @@
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     "105": {
       "references": [
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+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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         {
@@ -94163,7 +94328,10 @@
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     "106": {
       "references": [
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+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
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         {
@@ -96045,7 +96213,10 @@
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     "107": {
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+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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         {
@@ -97927,7 +98098,10 @@
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     "108": {
       "references": [
-        "dyall2011a,dyall2012b,dyall2023a"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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         {
@@ -99809,7 +99983,10 @@
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     "109": {
       "references": [
-        "dyall2011a,dyall2012b,dyall2023a"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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         {
@@ -101691,7 +101868,10 @@
     },
     "110": {
       "references": [
-        "dyall2011a,dyall2012b,dyall2023a"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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         {
@@ -103573,7 +103753,10 @@
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     "111": {
       "references": [
-        "dyall2011a,dyall2012b,dyall2023a"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -105455,7 +105638,10 @@
     },
     "112": {
       "references": [
-        "dyall2011a,dyall2012b,dyall2023a"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023a",
+        "dyall2023b"
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         {
@@ -107337,7 +107523,9 @@
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     "113": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -109129,7 +109317,9 @@
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     "114": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -110921,7 +111111,9 @@
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     "115": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -112713,7 +112905,9 @@
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     "116": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -114505,7 +114699,9 @@
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     "117": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -116297,7 +116493,9 @@
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     "118": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
diff --git a/basis_set_exchange/data/dyall/dyall-ae2z.1.json b/basis_set_exchange/data/dyall/dyall-ae2z.1.json
index 5d9f8d3e..d4cfa193 100644
--- a/basis_set_exchange/data/dyall/dyall-ae2z.1.json
+++ b/basis_set_exchange/data/dyall/dyall-ae2z.1.json
@@ -8,7 +8,9 @@
   "elements": {
     "1": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -120,7 +122,9 @@
     },
     "2": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -232,7 +236,9 @@
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     "3": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -479,7 +485,9 @@
     },
     "4": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -741,7 +749,9 @@
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     "5": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -1003,7 +1013,9 @@
     },
     "6": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -1265,7 +1277,9 @@
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     "7": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -1527,7 +1541,9 @@
     },
     "8": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -61599,7 +61803,9 @@
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     "89": {
       "references": [
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+        "dyall2007b",
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         {
@@ -62761,7 +62967,9 @@
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     "90": {
       "references": [
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+        "dyall2007b",
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         {
@@ -63968,7 +64176,9 @@
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     "91": {
       "references": [
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       "electron_shells": [
         {
@@ -65190,7 +65400,9 @@
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     "92": {
       "references": [
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+        "dyall2007b",
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         {
@@ -66412,7 +66624,9 @@
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     "93": {
       "references": [
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+        "dyall2007b",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
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@@ -67634,7 +67848,9 @@
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     "94": {
       "references": [
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+        "dyall2007b",
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         {
@@ -68856,7 +69072,9 @@
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     "95": {
       "references": [
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+        "dyall2007b",
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         {
@@ -70078,7 +70296,9 @@
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     "96": {
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+        "dyall2007b",
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         {
@@ -71300,7 +71520,9 @@
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     "97": {
       "references": [
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+        "dyall2007b",
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@@ -72522,7 +72744,9 @@
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     "98": {
       "references": [
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+        "dyall2007b",
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         {
@@ -73744,7 +73968,9 @@
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     "99": {
       "references": [
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+        "dyall2007b",
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@@ -74966,7 +75192,9 @@
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     "100": {
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+        "dyall2007b",
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@@ -76188,7 +76416,9 @@
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+        "dyall2007b",
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+        "dyall2007b",
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@@ -78632,7 +78864,9 @@
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+        "dyall2011a",
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         {
@@ -79854,7 +80088,9 @@
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     "104": {
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+        "dyall2011a",
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         {
@@ -81046,7 +81282,9 @@
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     "105": {
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+        "dyall2011a",
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@@ -82238,7 +82476,9 @@
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+        "dyall2011a",
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@@ -83430,7 +83670,9 @@
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+        "dyall2011a",
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         {
@@ -84622,7 +84864,9 @@
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     "108": {
       "references": [
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+        "dyall2011a",
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         {
@@ -85814,7 +86058,9 @@
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     "109": {
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+        "dyall2011a",
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         {
@@ -87006,7 +87252,9 @@
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     "110": {
       "references": [
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+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -88198,7 +88446,9 @@
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     "111": {
       "references": [
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+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -89390,7 +89640,9 @@
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     "112": {
       "references": [
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+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -90582,7 +90834,9 @@
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     "113": {
       "references": [
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+        "dyall2012a",
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         {
@@ -91774,7 +92028,9 @@
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     "114": {
       "references": [
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+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -92966,7 +93222,9 @@
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     "115": {
       "references": [
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+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -94158,7 +94416,9 @@
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     "116": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -95350,7 +95610,9 @@
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     "117": {
       "references": [
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+        "dyall2012a",
+        "dyall2012b",
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@@ -96542,7 +96804,9 @@
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     "118": {
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+        "dyall2012a",
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diff --git a/basis_set_exchange/data/dyall/dyall-ae3z.1.json b/basis_set_exchange/data/dyall/dyall-ae3z.1.json
index 21429f77..8721ddcf 100644
--- a/basis_set_exchange/data/dyall/dyall-ae3z.1.json
+++ b/basis_set_exchange/data/dyall/dyall-ae3z.1.json
@@ -8,7 +8,9 @@
   "elements": {
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       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -195,7 +197,9 @@
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     "2": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -382,7 +386,9 @@
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     "3": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -749,7 +755,9 @@
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     "4": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -1146,7 +1154,9 @@
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     "5": {
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+        "dyall2012a",
+        "dyall2012b",
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         {
@@ -1543,7 +1553,9 @@
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     "6": {
       "references": [
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+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -1940,7 +1952,9 @@
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     "7": {
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+        "dyall2012a",
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+        "dyall2023b"
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         {
@@ -2337,7 +2351,9 @@
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     "8": {
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+        "dyall2012a",
+        "dyall2012b",
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         {
@@ -2734,7 +2750,9 @@
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     "9": {
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+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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@@ -3131,7 +3149,9 @@
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+        "dyall2012a",
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@@ -3528,7 +3548,9 @@
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+        "dyall2012a",
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+        "dyall2012a",
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     "13": {
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+        "dyall2012a",
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+        "dyall2012a",
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@@ -5866,7 +5894,9 @@
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+        "dyall2004a",
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       "references": [
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+        "dyall2004a",
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       "references": [
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+        "dyall2012b",
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         {
@@ -71947,7 +72120,10 @@
     },
     "78": {
       "references": [
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+        "dyall2004a",
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+        "dyall2004a",
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       "references": [
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+        "dyall2004a",
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         {
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       "references": [
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+        "dyall2002a",
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+        "dyall2002a",
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       "references": [
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+        "dyall2002a",
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+        "dyall2002a",
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         {
@@ -81251,7 +81445,10 @@
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       "references": [
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+        "dyall2002a",
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+        "dyall2012b",
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@@ -82593,7 +82790,10 @@
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+        "dyall2002a",
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+        "dyallXXXXa",
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+        "dyall2007b",
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@@ -91635,7 +91845,9 @@
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@@ -93217,7 +93429,9 @@
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+        "dyall2007b",
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+        "dyall2007b",
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@@ -96381,7 +96597,9 @@
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     "95": {
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+        "dyall2007b",
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@@ -97963,7 +98181,9 @@
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     "97": {
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+        "dyall2007b",
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@@ -101127,7 +101349,9 @@
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     "98": {
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+        "dyall2007b",
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@@ -102709,7 +102933,9 @@
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+        "dyall2007b",
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         {
@@ -104291,7 +104517,9 @@
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+        "dyall2007b",
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         {
@@ -105873,7 +106101,9 @@
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+        "dyall2007b",
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@@ -107455,7 +107685,9 @@
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+        "dyall2007b",
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         {
@@ -109037,7 +109269,9 @@
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+        "dyall2011a",
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         {
@@ -110619,7 +110853,9 @@
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+        "dyall2011a",
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         {
@@ -112186,7 +112422,9 @@
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+        "dyall2011a",
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@@ -113753,7 +113991,9 @@
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+        "dyall2011a",
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         {
@@ -115320,7 +115560,9 @@
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+        "dyall2011a",
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         {
@@ -116887,7 +117129,9 @@
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     "108": {
       "references": [
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+        "dyall2011a",
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         {
@@ -118454,7 +118698,9 @@
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     "109": {
       "references": [
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+        "dyall2011a",
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         {
@@ -120021,7 +120267,9 @@
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     "110": {
       "references": [
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+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -121588,7 +121836,9 @@
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     "111": {
       "references": [
-        "dyall2011a,dyall2012b"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -123155,7 +123405,9 @@
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     "112": {
       "references": [
-        "dyall2011a,dyall2012b"
+        "dyall2011a",
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         {
@@ -124722,7 +124974,9 @@
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     "113": {
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+        "dyall2012a",
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         {
@@ -126229,7 +126483,9 @@
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     "114": {
       "references": [
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+        "dyall2012a",
+        "dyall2012b",
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         {
@@ -127736,7 +127992,9 @@
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     "115": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -129243,7 +129501,9 @@
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     "116": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -130750,7 +131010,9 @@
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     "117": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
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         {
@@ -132257,7 +132519,9 @@
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     "118": {
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-        "dyall2012a,dyall2012b"
+        "dyall2012a",
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diff --git a/basis_set_exchange/data/dyall/dyall-ae4z.1.json b/basis_set_exchange/data/dyall/dyall-ae4z.1.json
index 93c7e802..5834323c 100644
--- a/basis_set_exchange/data/dyall/dyall-ae4z.1.json
+++ b/basis_set_exchange/data/dyall/dyall-ae4z.1.json
@@ -8,7 +8,9 @@
   "elements": {
     "1": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -270,7 +272,9 @@
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     "2": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -532,7 +536,9 @@
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     "3": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -1094,7 +1100,9 @@
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     "4": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -1701,7 +1709,9 @@
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     "5": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -2263,7 +2273,9 @@
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     "6": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -2825,7 +2837,9 @@
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     "7": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -3387,7 +3401,9 @@
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     "8": {
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-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -3949,7 +3965,9 @@
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     "9": {
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-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -4511,7 +4529,9 @@
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+        "dyall2012a",
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         {
@@ -5073,7 +5093,9 @@
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+        "dyall2012a",
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         {
@@ -5905,7 +5927,9 @@
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     "12": {
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-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -6782,7 +6806,9 @@
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     "13": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
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     "98": {
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+        "dyall2007b",
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@@ -136429,7 +136625,9 @@
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+        "dyall2007b",
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@@ -138431,7 +138629,9 @@
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     "100": {
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+        "dyall2007b",
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@@ -140433,7 +140633,9 @@
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     "101": {
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     "103": {
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+        "dyall2011a",
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+        "dyall2011a",
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@@ -148441,7 +148649,9 @@
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@@ -152415,7 +152627,9 @@
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@@ -158376,7 +158594,9 @@
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+        "dyall2011a",
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@@ -160363,7 +160583,9 @@
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+        "dyall2011a",
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@@ -162350,7 +162572,9 @@
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+        "dyall2011a",
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@@ -164337,7 +164561,9 @@
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@@ -166294,7 +166520,9 @@
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@@ -168251,7 +168479,9 @@
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+        "dyall2012a",
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@@ -170208,7 +170438,9 @@
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     "116": {
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+        "dyall2012a",
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     "118": {
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+        "dyall2012a",
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diff --git a/basis_set_exchange/data/dyall/dyall-av2z.1.json b/basis_set_exchange/data/dyall/dyall-av2z.1.json
index e5b91516..929b0510 100644
--- a/basis_set_exchange/data/dyall/dyall-av2z.1.json
+++ b/basis_set_exchange/data/dyall/dyall-av2z.1.json
@@ -8,7 +8,9 @@
   "elements": {
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+        "dyall2012a",
+        "dyall2023a",
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@@ -150,7 +152,9 @@
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+        "dyall2012a",
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@@ -292,7 +296,9 @@
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+        "dyall2012a",
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+        "dyall2012a",
+        "dyall2023a",
+        "dyall2023b"
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@@ -876,7 +884,8 @@
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+        "dyall2012a",
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@@ -1183,7 +1192,8 @@
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+        "dyall2012a",
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@@ -1490,7 +1500,8 @@
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+        "dyall2012a",
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         {
@@ -37072,7 +37190,10 @@
     },
     "78": {
       "references": [
-        "dyall2004a,dyall2010a,dyall2023a"
+        "dyall2004a",
+        "dyall2010a",
+        "dyall2023a",
+        "dyall2023b"
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         {
@@ -38084,7 +38205,10 @@
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     "79": {
       "references": [
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+        "dyall2004a",
+        "dyall2010a",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -39096,7 +39220,10 @@
     },
     "80": {
       "references": [
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+        "dyall2004a",
+        "dyall2010a",
+        "dyall2023a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -40108,7 +40235,9 @@
     },
     "81": {
       "references": [
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+        "dyall1998a",
+        "dyall2006a",
+        "dyall2023b"
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         {
@@ -41150,7 +41279,9 @@
     },
     "82": {
       "references": [
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+        "dyall1998a",
+        "dyall2006a",
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       "electron_shells": [
         {
@@ -42192,7 +42323,9 @@
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     "83": {
       "references": [
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+        "dyall1998a",
+        "dyall2006a",
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         {
@@ -43234,7 +43367,9 @@
     },
     "84": {
       "references": [
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+        "dyall1998a",
+        "dyall2006a",
+        "dyall2023b"
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@@ -44276,7 +44411,9 @@
     },
     "85": {
       "references": [
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+        "dyall1998a",
+        "dyall2006a",
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@@ -45318,7 +45455,9 @@
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     "86": {
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+        "dyall1998a",
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@@ -46360,7 +46499,9 @@
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     "87": {
       "references": [
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+        "dyallXXXXa",
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@@ -47507,7 +47648,9 @@
     },
     "88": {
       "references": [
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+        "dyallXXXXa",
+        "dyall2023a",
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@@ -48669,7 +48812,9 @@
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     "104": {
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+        "dyall2011a",
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@@ -49876,7 +50021,9 @@
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     "105": {
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+        "dyall2011a",
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@@ -51083,7 +51230,9 @@
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     "106": {
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+        "dyall2011a",
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@@ -52290,7 +52439,9 @@
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     "107": {
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+        "dyall2011a",
+        "dyall2023a",
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@@ -53497,7 +53648,9 @@
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     "108": {
       "references": [
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+        "dyall2011a",
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@@ -54704,7 +54857,9 @@
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     "109": {
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+        "dyall2011a",
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@@ -55911,7 +56066,9 @@
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     "110": {
       "references": [
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+        "dyall2011a",
+        "dyall2023a",
+        "dyall2023b"
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         {
@@ -57118,7 +57275,9 @@
     },
     "111": {
       "references": [
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+        "dyall2011a",
+        "dyall2023a",
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@@ -58325,7 +58484,9 @@
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     "112": {
       "references": [
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+        "dyall2011a",
+        "dyall2023a",
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@@ -59532,7 +59693,8 @@
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     "113": {
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+        "dyall2012a",
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@@ -60724,7 +60886,8 @@
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     "114": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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@@ -61916,7 +62079,8 @@
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     "115": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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@@ -63108,7 +63272,8 @@
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       "references": [
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+        "dyall2012a",
+        "dyall2023b"
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@@ -64300,7 +64465,8 @@
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       "references": [
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+        "dyall2012a",
+        "dyall2023b"
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@@ -65492,7 +65658,8 @@
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diff --git a/basis_set_exchange/data/dyall/dyall-av3z.1.json b/basis_set_exchange/data/dyall/dyall-av3z.1.json
index 007d3db6..6c50010a 100644
--- a/basis_set_exchange/data/dyall/dyall-av3z.1.json
+++ b/basis_set_exchange/data/dyall/dyall-av3z.1.json
@@ -8,7 +8,9 @@
   "elements": {
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+        "dyall2012a",
+        "dyall2023a",
+        "dyall2023b"
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@@ -240,7 +242,9 @@
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+        "dyall2012a",
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@@ -472,7 +476,9 @@
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+        "dyall2012a",
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@@ -884,7 +890,9 @@
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-        "dyall2012a,dyall2023a"
+        "dyall2012a",
+        "dyall2023a",
+        "dyall2023b"
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+        "dyall2012a",
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+        "dyall2012a",
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+        "dyall2012a",
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+        "dyall2012a",
+        "dyall2023b"
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+        "dyall2012a",
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@@ -3551,7 +3564,8 @@
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+        "dyall2012a",
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+        "dyall2012a",
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+        "dyall2004a",
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+        "dyall2023a",
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     "75": {
       "references": [
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+        "dyall2004a",
+        "dyall2010a",
+        "dyall2023a",
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       "references": [
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+        "dyall2004a",
+        "dyall2010a",
+        "dyall2023a",
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@@ -51000,7 +51115,10 @@
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     "77": {
       "references": [
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+        "dyall2004a",
+        "dyall2010a",
+        "dyall2023a",
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     "78": {
       "references": [
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+        "dyall2004a",
+        "dyall2010a",
+        "dyall2023a",
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@@ -53564,7 +53685,10 @@
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     "79": {
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+        "dyall2004a",
+        "dyall2010a",
+        "dyall2023a",
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@@ -54846,7 +54970,10 @@
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     "80": {
       "references": [
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+        "dyall2004a",
+        "dyall2010a",
+        "dyall2023a",
+        "dyall2023b"
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@@ -56128,7 +56255,9 @@
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     "81": {
       "references": [
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+        "dyall2002a",
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@@ -57455,7 +57584,9 @@
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     "82": {
       "references": [
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+        "dyall2002a",
+        "dyall2006a",
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@@ -58782,7 +58913,9 @@
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     "83": {
       "references": [
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+        "dyall2002a",
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@@ -60109,7 +60242,9 @@
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+        "dyall2002a",
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+        "dyall2023b"
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+        "dyall2002a",
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@@ -62763,7 +62900,9 @@
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+        "dyall2002a",
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+        "dyallXXXXa",
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+        "dyallXXXXa",
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+        "dyall2011a",
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+        "dyall2011a",
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+        "dyall2011a",
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@@ -71565,7 +71714,9 @@
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+        "dyall2011a",
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@@ -73072,7 +73223,9 @@
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     "108": {
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+        "dyall2011a",
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@@ -74579,7 +74732,9 @@
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+        "dyall2011a",
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@@ -76086,7 +76241,9 @@
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+        "dyall2011a",
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@@ -77593,7 +77750,9 @@
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     "111": {
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+        "dyall2011a",
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@@ -79100,7 +79259,9 @@
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     "112": {
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+        "dyall2011a",
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@@ -80607,7 +80768,8 @@
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+        "dyall2012a",
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@@ -82054,7 +82216,8 @@
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+        "dyall2012a",
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@@ -83501,7 +83664,8 @@
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+        "dyall2012a",
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+        "dyall2012a",
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+        "dyall2012a",
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+        "dyall2012a",
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diff --git a/basis_set_exchange/data/dyall/dyall-av4z.1.json b/basis_set_exchange/data/dyall/dyall-av4z.1.json
index 9617461a..8b20c1d3 100644
--- a/basis_set_exchange/data/dyall/dyall-av4z.1.json
+++ b/basis_set_exchange/data/dyall/dyall-av4z.1.json
@@ -8,7 +8,9 @@
   "elements": {
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+        "dyall2012a",
+        "dyall2023a",
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+        "dyall2012a",
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+        "dyall2012a",
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+        "dyall2012a",
+        "dyall2023a",
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+        "dyall2012a",
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+        "dyall2012a",
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+        "dyall2012a",
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+        "dyall2012a",
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+        "dyall2012a",
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+        "dyall2012a",
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+        "dyall2012a",
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+        "dyall2012a",
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+        "dyall2009a",
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diff --git a/basis_set_exchange/data/dyall/dyall-cv2z.1.json b/basis_set_exchange/data/dyall/dyall-cv2z.1.json
index af9796d4..96726dbd 100644
--- a/basis_set_exchange/data/dyall/dyall-cv2z.1.json
+++ b/basis_set_exchange/data/dyall/dyall-cv2z.1.json
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       "references": [
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@@ -48128,7 +48265,10 @@
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     "76": {
       "references": [
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+        "dyall2004a",
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     },
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       "references": [
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+        "dyall2004a",
+        "dyall2010a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -50092,7 +50235,10 @@
     },
     "78": {
       "references": [
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+        "dyall2004a",
+        "dyall2010a",
+        "dyall2012b",
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@@ -51074,7 +51220,10 @@
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       "references": [
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+        "dyall2004a",
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+        "dyall2012b",
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@@ -52056,7 +52205,10 @@
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     "80": {
       "references": [
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+        "dyall2004a",
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@@ -53038,7 +53190,10 @@
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     "81": {
       "references": [
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+        "dyall1998a",
+        "dyall2006a",
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         {
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       "references": [
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+        "dyall1998a",
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+        "dyall1998a",
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+        "dyall1998a",
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@@ -57086,7 +57250,10 @@
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       "references": [
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+        "dyall1998a",
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+        "dyall1998a",
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+        "dyallXXXXa",
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@@ -70925,7 +71115,9 @@
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@@ -73339,7 +73533,9 @@
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+        "dyall2007b",
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@@ -74546,7 +74742,9 @@
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+        "dyall2007b",
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+        "dyall2007b",
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+        "dyall2007b",
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@@ -78167,7 +78369,9 @@
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+        "dyall2011a",
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@@ -79374,7 +79578,9 @@
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+        "dyall2011a",
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+        "dyall2011a",
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@@ -81728,7 +81936,9 @@
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+        "dyall2011a",
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@@ -82905,7 +83115,9 @@
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+        "dyall2011a",
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@@ -84082,7 +84294,9 @@
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+        "dyall2011a",
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@@ -85259,7 +85473,9 @@
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+        "dyall2011a",
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@@ -86436,7 +86652,9 @@
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+        "dyall2011a",
+        "dyall2012b",
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@@ -87613,7 +87831,9 @@
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     "111": {
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-        "dyall2011a,dyall2012b"
+        "dyall2011a",
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+        "dyall2023b"
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         {
@@ -88790,7 +89010,9 @@
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       "references": [
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+        "dyall2011a",
+        "dyall2012b",
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@@ -89967,7 +90189,9 @@
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     "113": {
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+        "dyall2012a",
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@@ -91129,7 +91353,9 @@
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     "114": {
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+        "dyall2012a",
+        "dyall2012b",
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@@ -92291,7 +92517,9 @@
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     "115": {
       "references": [
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+        "dyall2012a",
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         {
@@ -93453,7 +93681,9 @@
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     "116": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
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@@ -94615,7 +94845,9 @@
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     "117": {
       "references": [
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+        "dyall2012a",
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         {
@@ -95777,7 +96009,9 @@
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     "118": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
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diff --git a/basis_set_exchange/data/dyall/dyall-cv3z.1.json b/basis_set_exchange/data/dyall/dyall-cv3z.1.json
index 39c6f40c..29f6ce93 100644
--- a/basis_set_exchange/data/dyall/dyall-cv3z.1.json
+++ b/basis_set_exchange/data/dyall/dyall-cv3z.1.json
@@ -8,7 +8,8 @@
   "elements": {
     "1": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -195,7 +196,8 @@
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     "2": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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         {
@@ -382,7 +384,8 @@
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     "3": {
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-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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         {
@@ -749,7 +752,8 @@
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     "4": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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         {
@@ -1146,7 +1150,8 @@
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     "5": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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@@ -1543,7 +1548,8 @@
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     "6": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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         {
@@ -1940,7 +1946,8 @@
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     "7": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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         {
@@ -2337,7 +2344,8 @@
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     "8": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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         {
@@ -2734,7 +2742,8 @@
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     "9": {
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-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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         {
@@ -3131,7 +3140,8 @@
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     "10": {
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-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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         {
@@ -3528,7 +3538,8 @@
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       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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@@ -4105,7 +4116,8 @@
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-        "dyall2012a"
+        "dyall2012a",
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@@ -4712,7 +4724,8 @@
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+        "dyall2012a",
+        "dyall2023b"
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@@ -5274,7 +5287,8 @@
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-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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         {
@@ -5836,7 +5850,8 @@
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-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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@@ -6398,7 +6413,8 @@
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-        "dyall2012a"
+        "dyall2012a",
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@@ -6960,7 +6976,8 @@
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-        "dyall2012a"
+        "dyall2012a",
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@@ -7522,7 +7539,8 @@
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-        "dyall2012a"
+        "dyall2012a",
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@@ -8084,7 +8102,8 @@
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-        "dyall2009a"
+        "dyall2009a",
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@@ -8841,7 +8860,8 @@
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     "20": {
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+        "dyall2009a",
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+        "dyall2011a",
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+        "dyall2012a",
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+        "dyall2012a",
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diff --git a/basis_set_exchange/data/dyall/dyall-cv4z.1.json b/basis_set_exchange/data/dyall/dyall-cv4z.1.json
index afcf345f..b5592c0f 100644
--- a/basis_set_exchange/data/dyall/dyall-cv4z.1.json
+++ b/basis_set_exchange/data/dyall/dyall-cv4z.1.json
@@ -8,7 +8,8 @@
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+        "dyall2012a",
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@@ -82870,7 +82982,9 @@
     },
     "72": {
       "references": [
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+        "dyall2004a",
+        "dyall2012b",
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@@ -84497,7 +84611,9 @@
     },
     "73": {
       "references": [
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+        "dyall2004a",
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+        "dyall2023b"
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         {
@@ -86124,7 +86240,9 @@
     },
     "74": {
       "references": [
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+        "dyall2004a",
+        "dyall2012b",
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       "electron_shells": [
         {
@@ -87751,7 +87869,9 @@
     },
     "75": {
       "references": [
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+        "dyall2004a",
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+        "dyall2023b"
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         {
@@ -89378,7 +89498,9 @@
     },
     "76": {
       "references": [
-        "dyall2004a,dyall2012b"
+        "dyall2004a",
+        "dyall2012b",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -91005,7 +91127,9 @@
     },
     "77": {
       "references": [
-        "dyall2004a,dyall2012b"
+        "dyall2004a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -92632,7 +92756,9 @@
     },
     "78": {
       "references": [
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+        "dyall2004a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -94259,7 +94385,9 @@
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     "79": {
       "references": [
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+        "dyall2004a",
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+        "dyall2023b"
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         {
@@ -95886,7 +96014,9 @@
     },
     "80": {
       "references": [
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+        "dyall2004a",
+        "dyall2012b",
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         {
@@ -97513,7 +97643,9 @@
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     "81": {
       "references": [
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+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -99080,7 +99212,9 @@
     },
     "82": {
       "references": [
-        "dyall2006a,dyall2012b"
+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -100647,7 +100781,9 @@
     },
     "83": {
       "references": [
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+        "dyall2006a",
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         {
@@ -102214,7 +102350,9 @@
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     "84": {
       "references": [
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+        "dyall2006a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -103781,7 +103919,9 @@
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     "85": {
       "references": [
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+        "dyall2006a",
+        "dyall2012b",
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@@ -105348,7 +105488,9 @@
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     "86": {
       "references": [
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+        "dyall2006a",
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@@ -106915,7 +107057,9 @@
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     "87": {
       "references": [
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+        "dyallXXXXa",
+        "dyall2012b",
+        "dyall2023b"
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@@ -108647,7 +108791,9 @@
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     "88": {
       "references": [
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+        "dyallXXXXa",
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+        "dyall2023b"
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         {
@@ -110379,7 +110525,9 @@
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     "89": {
       "references": [
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+        "dyall2007b",
+        "dyall2012b",
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       "electron_shells": [
         {
@@ -112201,7 +112349,9 @@
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     "90": {
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+        "dyall2007b",
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+        "dyall2023b"
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         {
@@ -114053,7 +114203,9 @@
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     "91": {
       "references": [
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+        "dyall2007b",
+        "dyall2012b",
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       "electron_shells": [
         {
@@ -115905,7 +116057,9 @@
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     "92": {
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+        "dyall2007b",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -117772,7 +117926,9 @@
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     "93": {
       "references": [
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+        "dyall2007b",
+        "dyall2012b",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -119624,7 +119780,9 @@
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     "94": {
       "references": [
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+        "dyall2007b",
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         {
@@ -121476,7 +121634,9 @@
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     "95": {
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+        "dyall2007b",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -123343,7 +123503,9 @@
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     "96": {
       "references": [
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+        "dyall2007b",
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@@ -125225,7 +125387,9 @@
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     "97": {
       "references": [
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+        "dyall2007b",
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       "electron_shells": [
         {
@@ -127107,7 +127271,9 @@
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     "98": {
       "references": [
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+        "dyall2007b",
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+        "dyall2023b"
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       "electron_shells": [
         {
@@ -128959,7 +129125,9 @@
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     "99": {
       "references": [
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+        "dyall2007b",
+        "dyall2012b",
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         {
@@ -130811,7 +130979,9 @@
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     "100": {
       "references": [
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+        "dyall2007b",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -132663,7 +132833,9 @@
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     "101": {
       "references": [
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+        "dyall2007b",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -134515,7 +134687,9 @@
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+        "dyall2007b",
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@@ -136367,7 +136541,9 @@
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     "103": {
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+        "dyall2011a",
+        "dyall2012b",
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         {
@@ -138234,7 +138410,9 @@
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     "104": {
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+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -140071,7 +140249,9 @@
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+        "dyall2011a",
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         {
@@ -141908,7 +142088,9 @@
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     "106": {
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+        "dyall2011a",
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         {
@@ -143745,7 +143927,9 @@
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+        "dyall2011a",
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         {
@@ -145582,7 +145766,9 @@
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+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -147419,7 +147605,9 @@
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     "109": {
       "references": [
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+        "dyall2011a",
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+        "dyall2023b"
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         {
@@ -149256,7 +149444,9 @@
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     "110": {
       "references": [
-        "dyall2011a,dyall2012b"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -151093,7 +151283,9 @@
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     "111": {
       "references": [
-        "dyall2011a,dyall2012b"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -152930,7 +153122,9 @@
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     "112": {
       "references": [
-        "dyall2011a,dyall2012b"
+        "dyall2011a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -154767,7 +154961,9 @@
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     "113": {
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+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -156484,7 +156680,9 @@
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     "114": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -158201,7 +158399,9 @@
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     "115": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -159918,7 +160118,9 @@
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     "116": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -161635,7 +161837,9 @@
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     "117": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
+        "dyall2012b",
+        "dyall2023b"
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         {
@@ -163352,7 +163556,9 @@
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     "118": {
       "references": [
-        "dyall2012a,dyall2012b"
+        "dyall2012a",
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diff --git a/basis_set_exchange/data/dyall/dyall-v2z.1.json b/basis_set_exchange/data/dyall/dyall-v2z.1.json
index 8a2d6a4a..ff203d69 100644
--- a/basis_set_exchange/data/dyall/dyall-v2z.1.json
+++ b/basis_set_exchange/data/dyall/dyall-v2z.1.json
@@ -8,7 +8,8 @@
   "elements": {
     "1": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -120,7 +121,8 @@
     },
     "2": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -232,7 +234,8 @@
     },
     "3": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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         {
@@ -479,7 +482,8 @@
     },
     "4": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -741,7 +745,8 @@
     },
     "5": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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         {
@@ -1003,7 +1008,8 @@
     },
     "6": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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         {
@@ -1265,7 +1271,8 @@
     },
     "7": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -1527,7 +1534,8 @@
     },
     "8": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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         {
@@ -1789,7 +1797,8 @@
     },
     "9": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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       "electron_shells": [
         {
@@ -2051,7 +2060,8 @@
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     "10": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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         {
@@ -2313,7 +2323,8 @@
     },
     "11": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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         {
@@ -2680,7 +2691,8 @@
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       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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         {
@@ -3062,7 +3074,8 @@
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       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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         {
@@ -3384,7 +3397,8 @@
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     "14": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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@@ -3706,7 +3720,8 @@
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       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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         {
@@ -4028,7 +4043,8 @@
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     "16": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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@@ -4350,7 +4366,8 @@
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     "17": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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@@ -4672,7 +4689,8 @@
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     "18": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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@@ -4994,7 +5012,8 @@
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     "19": {
       "references": [
-        "dyall2009a"
+        "dyall2009a",
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@@ -5451,7 +5470,8 @@
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     "20": {
       "references": [
-        "dyall2009a"
+        "dyall2009a",
+        "dyall2023b"
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@@ -5923,7 +5943,8 @@
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+        "dyallXXXXa",
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+        "dyallXXXXa",
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+        "dyallXXXXa",
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+        "dyallXXXXa",
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+        "dyallXXXXa",
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@@ -9025,7 +9051,8 @@
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@@ -10059,7 +10087,8 @@
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+        "dyallXXXXa",
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@@ -10576,7 +10605,8 @@
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+        "dyallXXXXa",
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+        "dyall1998a",
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+        "dyall1998a",
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+        "dyall1998a",
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@@ -12599,7 +12635,9 @@
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+        "dyall1998a",
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+        "dyall1998a",
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+        "dyall2023b"
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@@ -13603,7 +13643,9 @@
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+        "dyall1998a",
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+        "dyall2023b"
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+        "dyall2009a",
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@@ -14787,7 +14830,8 @@
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+        "dyall2009a",
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@@ -15484,7 +15528,8 @@
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+        "dyall2007a",
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@@ -33435,7 +33508,8 @@
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@@ -38420,7 +38498,8 @@
     },
     "67": {
       "references": [
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@@ -39417,7 +39496,8 @@
     },
     "68": {
       "references": [
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@@ -40414,7 +40494,8 @@
     },
     "69": {
       "references": [
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@@ -41411,7 +41492,8 @@
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     "70": {
       "references": [
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@@ -42408,7 +42490,9 @@
     },
     "71": {
       "references": [
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+        "dyall2004a",
+        "dyall2010a",
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@@ -43390,7 +43474,9 @@
     },
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       "references": [
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+        "dyall2004a",
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+        "dyall2023b"
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@@ -44357,7 +44443,9 @@
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       "references": [
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+        "dyall2004a",
+        "dyall2010a",
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@@ -45324,7 +45412,9 @@
     },
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       "references": [
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+        "dyall2004a",
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@@ -46291,7 +46381,9 @@
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       "references": [
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+        "dyall2004a",
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     },
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       "references": [
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+        "dyall2004a",
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+        "dyall2023b"
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         {
@@ -48225,7 +48319,9 @@
     },
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       "references": [
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+        "dyall2004a",
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+        "dyall2004a",
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@@ -50159,7 +50257,9 @@
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       "references": [
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+        "dyall2004a",
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@@ -51126,7 +51226,9 @@
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       "references": [
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+        "dyall2004a",
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@@ -52093,7 +52195,9 @@
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       "references": [
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+        "dyall1998a",
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@@ -53090,7 +53194,9 @@
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       "references": [
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+        "dyall1998a",
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+        "dyall1998a",
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+        "dyall1998a",
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       "references": [
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+        "dyall1998a",
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+        "dyall1998a",
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+        "dyallXXXXa",
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+        "dyallXXXXa",
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@@ -62648,7 +62766,8 @@
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@@ -67476,7 +67598,8 @@
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@@ -72304,7 +72430,8 @@
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+        "dyall2007b",
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@@ -73511,7 +73638,8 @@
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+        "dyall2007b",
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-        "dyall2007b"
+        "dyall2007b",
+        "dyall2023b"
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-        "dyall2007b"
+        "dyall2007b",
+        "dyall2023b"
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-        "dyall2011a"
+        "dyall2011a",
+        "dyall2023b"
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@@ -78309,7 +78440,8 @@
     },
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-        "dyall2011a"
+        "dyall2011a",
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@@ -79471,7 +79603,8 @@
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+        "dyall2011a",
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@@ -80633,7 +80766,8 @@
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       "references": [
-        "dyall2011a"
+        "dyall2011a",
+        "dyall2023b"
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@@ -81795,7 +81929,8 @@
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-        "dyall2011a"
+        "dyall2011a",
+        "dyall2023b"
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@@ -82957,7 +83092,8 @@
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       "references": [
-        "dyall2011a"
+        "dyall2011a",
+        "dyall2023b"
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@@ -84119,7 +84255,8 @@
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-        "dyall2011a"
+        "dyall2011a",
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@@ -85281,7 +85418,8 @@
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-        "dyall2011a"
+        "dyall2011a",
+        "dyall2023b"
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@@ -86443,7 +86581,8 @@
     },
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-        "dyall2011a"
+        "dyall2011a",
+        "dyall2023b"
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         {
@@ -87605,7 +87744,8 @@
     },
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       "references": [
-        "dyall2011a"
+        "dyall2011a",
+        "dyall2023b"
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@@ -88767,7 +88907,8 @@
     },
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-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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@@ -89914,7 +90055,8 @@
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-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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@@ -91061,7 +91203,8 @@
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-        "dyall2012a"
+        "dyall2012a",
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@@ -92208,7 +92351,8 @@
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+        "dyall2012a",
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@@ -93355,7 +93499,8 @@
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-        "dyall2012a"
+        "dyall2012a",
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@@ -94502,7 +94647,8 @@
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diff --git a/basis_set_exchange/data/dyall/dyall-v3z.1.json b/basis_set_exchange/data/dyall/dyall-v3z.1.json
index f2ae3e55..15d9da4e 100644
--- a/basis_set_exchange/data/dyall/dyall-v3z.1.json
+++ b/basis_set_exchange/data/dyall/dyall-v3z.1.json
@@ -8,7 +8,8 @@
   "elements": {
     "1": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
       ],
       "electron_shells": [
         {
@@ -195,7 +196,8 @@
     },
     "2": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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         {
@@ -382,7 +384,8 @@
     },
     "3": {
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-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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@@ -749,7 +752,8 @@
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     "4": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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         {
@@ -1146,7 +1150,8 @@
     },
     "5": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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         {
@@ -1528,7 +1533,8 @@
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     "6": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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         {
@@ -1910,7 +1916,8 @@
     },
     "7": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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         {
@@ -2292,7 +2299,8 @@
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     "8": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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         {
@@ -2674,7 +2682,8 @@
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     "9": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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         {
@@ -3056,7 +3065,8 @@
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     "10": {
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-        "dyall2012a"
+        "dyall2012a",
+        "dyall2023b"
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         {
@@ -3438,7 +3448,8 @@
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     "11": {
       "references": [
-        "dyall2012a"
+        "dyall2012a",
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@@ -4000,7 +4011,8 @@
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       "references": [
-        "dyall2012a"
+        "dyall2012a",
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@@ -4592,7 +4604,8 @@
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       "references": [
-        "dyall2012a"
+        "dyall2012a",
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@@ -5079,7 +5092,8 @@
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-        "dyall2012a"
+        "dyall2012a",
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@@ -5566,7 +5580,8 @@
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+        "dyall2012a",
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@@ -6053,7 +6068,8 @@
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-        "dyall2012a"
+        "dyall2012a",
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@@ -6540,7 +6556,8 @@
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+        "dyall2012a",
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diff --git a/basis_set_exchange/data/dyall/dyall-v4z.1.json b/basis_set_exchange/data/dyall/dyall-v4z.1.json
index e310242c..4b86f6af 100644
--- a/basis_set_exchange/data/dyall/dyall-v4z.1.json
+++ b/basis_set_exchange/data/dyall/dyall-v4z.1.json
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