update

Merge pull request 'v0.3.1' (#1 ) from v0.3.1 into main
Reviewed-on: #1
2026-02-22 18:24:52 +07:00 · 2025-12-17 05:43:32 +00:00 · 2025-12-17 12:39:18 +07:00 · 2025-11-22 10:45:08 +07:00 · 2025-11-22 09:05:06 +07:00
9 changed files with 539 additions and 348 deletions
--- a/Manifest.toml
+++ b/Manifest.toml
@@ -1,8 +1,8 @@
 # This file is machine-generated - editing it directly is not advised

-julia_version = "1.11.5"
+julia_version = "1.12.5"
 manifest_format = "2.0"
-project_hash = "a942446c2f26ef72d0c4b0ca522e0adcf709ce4e"
+project_hash = "d50b7edf21ea6bb3104189be326e8a78a00fd426"

 [[deps.AliasTables]]
 deps = ["PtrArrays", "Random"]
@@ -10,10 +10,6 @@ git-tree-sha1 = "9876e1e164b144ca45e9e3198d0b689cadfed9ff"
 uuid = "66dad0bd-aa9a-41b7-9441-69ab47430ed8"
 version = "1.1.3"

-[[deps.ArgTools]]
-uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
-version = "1.1.2"
-
 [[deps.Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
 version = "1.11.0"
@@ -29,9 +25,15 @@ version = "1.2.2"

 [[deps.CSV]]
 deps = ["CodecZlib", "Dates", "FilePathsBase", "InlineStrings", "Mmap", "Parsers", "PooledArrays", "PrecompileTools", "SentinelArrays", "Tables", "Unicode", "WeakRefStrings", "WorkerUtilities"]
-git-tree-sha1 = "deddd8725e5e1cc49ee205a1964256043720a6c3"
+git-tree-sha1 = "8d8e0b0f350b8e1c91420b5e64e5de774c2f0f4d"
 uuid = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
-version = "0.10.15"
+version = "0.10.16"
+
+[[deps.CodeTracking]]
+deps = ["InteractiveUtils", "UUIDs"]
+git-tree-sha1 = "b7231a755812695b8046e8471ddc34c8268cbad5"
+uuid = "da1fd8a2-8d9e-5ec2-8556-3022fb5608a2"
+version = "3.0.0"

 [[deps.CodecBase]]
 deps = ["TranscodingStreams"]
@@ -41,24 +43,29 @@ version = "0.3.4"

 [[deps.CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
-git-tree-sha1 = "bce6804e5e6044c6daab27bb533d1295e4a2e759"
+git-tree-sha1 = "962834c22b66e32aa10f7611c08c8ca4e20749a9"
 uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
-version = "0.7.6"
+version = "0.7.8"

 [[deps.Compat]]
 deps = ["TOML", "UUIDs"]
-git-tree-sha1 = "8ae8d32e09f0dcf42a36b90d4e17f5dd2e4c4215"
+git-tree-sha1 = "9d8a54ce4b17aa5bdce0ea5c34bc5e7c340d16ad"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.16.0"
+version = "4.18.1"
 weakdeps = ["Dates", "LinearAlgebra"]

    [deps.Compat.extensions]
    CompatLinearAlgebraExt = "LinearAlgebra"

+[[deps.Compiler]]
+git-tree-sha1 = "382d79bfe72a406294faca39ef0c3cef6e6ce1f1"
+uuid = "807dbc54-b67e-4c79-8afb-eafe4df6f2e1"
+version = "0.1.1"
+
 [[deps.CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
-version = "1.1.1+0"
+version = "1.3.0+1"

 [[deps.Crayons]]
 git-tree-sha1 = "249fe38abf76d48563e2f4556bebd215aa317e15"
@@ -72,15 +79,15 @@ version = "1.16.0"

 [[deps.DataFrames]]
 deps = ["Compat", "DataAPI", "DataStructures", "Future", "InlineStrings", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrecompileTools", "PrettyTables", "Printf", "Random", "Reexport", "SentinelArrays", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"]
-git-tree-sha1 = "fb61b4812c49343d7ef0b533ba982c46021938a6"
+git-tree-sha1 = "d8928e9169ff76c6281f39a659f9bca3a573f24c"
 uuid = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
-version = "1.7.0"
+version = "1.8.1"

 [[deps.DataStructures]]
-deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "1d0a14036acb104d9e89698bd408f63ab58cdc82"
+deps = ["OrderedCollections"]
+git-tree-sha1 = "e357641bb3e0638d353c4b29ea0e40ea644066a6"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.20"
+version = "0.19.3"

 [[deps.DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
@@ -94,9 +101,9 @@ version = "1.11.0"

 [[deps.Distributions]]
 deps = ["AliasTables", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns"]
-git-tree-sha1 = "3101c32aab536e7a27b1763c0797dba151b899ad"
+git-tree-sha1 = "fbcc7610f6d8348428f722ecbe0e6cfe22e672c6"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.113"
+version = "0.25.123"

    [deps.Distributions.extensions]
    DistributionsChainRulesCoreExt = "ChainRulesCore"
@@ -109,21 +116,15 @@ version = "0.25.113"
    Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"

 [[deps.DocStringExtensions]]
-deps = ["LibGit2"]
-git-tree-sha1 = "2fb1e02f2b635d0845df5d7c167fec4dd739b00d"
+git-tree-sha1 = "7442a5dfe1ebb773c29cc2962a8980f47221d76c"
 uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
-version = "0.9.3"
-
-[[deps.Downloads]]
-deps = ["ArgTools", "FileWatching", "LibCURL", "NetworkOptions"]
-uuid = "f43a241f-c20a-4ad4-852c-f6b1247861c6"
-version = "1.6.0"
+version = "0.9.5"

 [[deps.FilePathsBase]]
 deps = ["Compat", "Dates"]
-git-tree-sha1 = "7878ff7172a8e6beedd1dea14bd27c3c6340d361"
+git-tree-sha1 = "3bab2c5aa25e7840a4b065805c0cdfc01f3068d2"
 uuid = "48062228-2e41-5def-b9a4-89aafe57970f"
-version = "0.9.22"
+version = "0.9.24"

    [deps.FilePathsBase.extensions]
    FilePathsBaseMmapExt = "Mmap"
@@ -139,21 +140,33 @@ version = "1.11.0"

 [[deps.FillArrays]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "6a70198746448456524cb442b8af316927ff3e1a"
+git-tree-sha1 = "2f979084d1e13948a3352cf64a25df6bd3b4dca3"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "1.13.0"
-weakdeps = ["PDMats", "SparseArrays", "Statistics"]
+version = "1.16.0"

    [deps.FillArrays.extensions]
    FillArraysPDMatsExt = "PDMats"
    FillArraysSparseArraysExt = "SparseArrays"
+    FillArraysStaticArraysExt = "StaticArrays"
    FillArraysStatisticsExt = "Statistics"

+    [deps.FillArrays.weakdeps]
+    PDMats = "90014a1f-27ba-587c-ab20-58faa44d9150"
+    SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
+    StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
+    Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
+
 [[deps.Future]]
 deps = ["Random"]
 uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820"
 version = "1.11.0"

+[[deps.GeneralUtils]]
+deps = ["CSV", "DataFrames", "DataStructures", "Dates", "Distributions", "JSON", "NATS", "PrettyPrinting", "Random", "SHA", "UUIDs"]
+path = "."
+uuid = "c6c72f09-b708-4ac8-ac7c-2084d70108fe"
+version = "0.3.1"
+
 [[deps.HashArrayMappedTries]]
 git-tree-sha1 = "2eaa69a7cab70a52b9687c8bf950a5a93ec895ae"
 uuid = "076d061b-32b6-4027-95e0-9a2c6f6d7e74"
@@ -161,14 +174,14 @@ version = "0.2.0"

 [[deps.HypergeometricFunctions]]
 deps = ["LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
-git-tree-sha1 = "b1c2585431c382e3fe5805874bda6aea90a95de9"
+git-tree-sha1 = "68c173f4f449de5b438ee67ed0c9c748dc31a2ec"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.25"
+version = "0.3.28"

 [[deps.InlineStrings]]
-git-tree-sha1 = "45521d31238e87ee9f9732561bfee12d4eebd52d"
+git-tree-sha1 = "8f3d257792a522b4601c24a577954b0a8cd7334d"
 uuid = "842dd82b-1e85-43dc-bf29-5d0ee9dffc48"
-version = "1.4.2"
+version = "1.4.5"

    [deps.InlineStrings.extensions]
    ArrowTypesExt = "ArrowTypes"
@@ -184,14 +197,14 @@ uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240"
 version = "1.11.0"

 [[deps.InvertedIndices]]
-git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
+git-tree-sha1 = "6da3c4316095de0f5ee2ebd875df8721e7e0bdbe"
 uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f"
-version = "1.3.0"
+version = "1.3.1"

 [[deps.IrrationalConstants]]
-git-tree-sha1 = "630b497eafcc20001bba38a4651b327dcfc491d2"
+git-tree-sha1 = "b2d91fe939cae05960e760110b328288867b5758"
 uuid = "92d709cd-6900-40b7-9082-c6be49f344b6"
-version = "0.2.2"
+version = "0.2.6"

 [[deps.IteratorInterfaceExtensions]]
 git-tree-sha1 = "a3f24677c21f5bbe9d2a714f95dcd58337fb2856"
@@ -200,15 +213,27 @@ version = "1.0.0"

 [[deps.JLLWrappers]]
 deps = ["Artifacts", "Preferences"]
-git-tree-sha1 = "be3dc50a92e5a386872a493a10050136d4703f9b"
+git-tree-sha1 = "0533e564aae234aff59ab625543145446d8b6ec2"
 uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210"
-version = "1.6.1"
+version = "1.7.1"
+
+[[deps.JSON]]
+deps = ["Dates", "Logging", "Parsers", "PrecompileTools", "StructUtils", "UUIDs", "Unicode"]
+git-tree-sha1 = "b3ad4a0255688dcb895a52fafbaae3023b588a90"
+uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
+version = "1.4.0"
+
+    [deps.JSON.extensions]
+    JSONArrowExt = ["ArrowTypes"]
+
+    [deps.JSON.weakdeps]
+    ArrowTypes = "31f734f8-188a-4ce0-8406-c8a06bd891cd"

 [[deps.JSON3]]
 deps = ["Dates", "Mmap", "Parsers", "PrecompileTools", "StructTypes", "UUIDs"]
-git-tree-sha1 = "1d322381ef7b087548321d3f878cb4c9bd8f8f9b"
+git-tree-sha1 = "411eccfe8aba0814ffa0fdf4860913ed09c34975"
 uuid = "0f8b85d8-7281-11e9-16c2-39a750bddbf1"
-version = "1.14.1"
+version = "1.14.3"

    [deps.JSON3.extensions]
    JSON3ArrowExt = ["ArrowTypes"]
@@ -216,35 +241,36 @@ version = "1.14.1"
    [deps.JSON3.weakdeps]
    ArrowTypes = "31f734f8-188a-4ce0-8406-c8a06bd891cd"

+[[deps.JuliaInterpreter]]
+deps = ["CodeTracking", "InteractiveUtils", "Random", "UUIDs"]
+git-tree-sha1 = "80580012d4ed5a3e8b18c7cd86cebe4b816d17a6"
+uuid = "aa1ae85d-cabe-5617-a682-6adf51b2e16a"
+version = "0.10.9"
+
+[[deps.JuliaSyntaxHighlighting]]
+deps = ["StyledStrings"]
+uuid = "ac6e5ff7-fb65-4e79-a425-ec3bc9c03011"
+version = "1.12.0"
+
 [[deps.LaTeXStrings]]
 git-tree-sha1 = "dda21b8cbd6a6c40d9d02a73230f9d70fed6918c"
 uuid = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f"
 version = "1.4.0"

-[[deps.LibCURL]]
-deps = ["LibCURL_jll", "MozillaCACerts_jll"]
-uuid = "b27032c2-a3e7-50c8-80cd-2d36dbcbfd21"
-version = "0.6.4"
-
-[[deps.LibCURL_jll]]
-deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Zlib_jll", "nghttp2_jll"]
-uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0"
-version = "8.6.0+0"
-
 [[deps.LibGit2]]
-deps = ["Base64", "LibGit2_jll", "NetworkOptions", "Printf", "SHA"]
+deps = ["LibGit2_jll", "NetworkOptions", "Printf", "SHA"]
 uuid = "76f85450-5226-5b5a-8eaa-529ad045b433"
 version = "1.11.0"

 [[deps.LibGit2_jll]]
-deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll"]
+deps = ["Artifacts", "LibSSH2_jll", "Libdl", "OpenSSL_jll"]
 uuid = "e37daf67-58a4-590a-8e99-b0245dd2ffc5"
-version = "1.7.2+0"
+version = "1.9.0+0"

 [[deps.LibSSH2_jll]]
-deps = ["Artifacts", "Libdl", "MbedTLS_jll"]
+deps = ["Artifacts", "Libdl", "OpenSSL_jll"]
 uuid = "29816b5a-b9ab-546f-933c-edad1886dfa8"
-version = "1.11.0+1"
+version = "1.11.3+1"

 [[deps.Libdl]]
 uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb"
@@ -253,13 +279,13 @@ version = "1.11.0"
 [[deps.LinearAlgebra]]
 deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"]
 uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
-version = "1.11.0"
+version = "1.12.0"

 [[deps.LogExpFunctions]]
 deps = ["DocStringExtensions", "IrrationalConstants", "LinearAlgebra"]
-git-tree-sha1 = "a2d09619db4e765091ee5c6ffe8872849de0feea"
+git-tree-sha1 = "13ca9e2586b89836fd20cccf56e57e2b9ae7f38f"
 uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
-version = "0.3.28"
+version = "0.3.29"

    [deps.LogExpFunctions.extensions]
    LogExpFunctionsChainRulesCoreExt = "ChainRulesCore"
@@ -275,8 +301,14 @@ version = "0.3.28"
 uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
 version = "1.11.0"

+[[deps.LoweredCodeUtils]]
+deps = ["CodeTracking", "Compiler", "JuliaInterpreter"]
+git-tree-sha1 = "65ae3db6ab0e5b1b5f217043c558d9d1d33cc88d"
+uuid = "6f1432cf-f94c-5a45-995e-cdbf5db27b0b"
+version = "3.5.0"
+
 [[deps.Markdown]]
-deps = ["Base64"]
+deps = ["Base64", "JuliaSyntaxHighlighting", "StyledStrings"]
 uuid = "d6f4376e-aef5-505a-96c1-9c027394607a"
 version = "1.11.0"

@@ -287,9 +319,10 @@ uuid = "739be429-bea8-5141-9913-cc70e7f3736d"
 version = "1.1.9"

 [[deps.MbedTLS_jll]]
-deps = ["Artifacts", "Libdl"]
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "ff69a2b1330bcb730b9ac1ab7dd680176f5896b8"
 uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1"
-version = "2.28.6+0"
+version = "2.28.1010+0"

 [[deps.Missings]]
 deps = ["DataAPI"]
@@ -303,7 +336,7 @@ version = "1.11.0"

 [[deps.MozillaCACerts_jll]]
 uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
-version = "2023.12.12"
+version = "2025.11.4"

 [[deps.NATS]]
 deps = ["Base64", "BufferedStreams", "CodecBase", "Dates", "DocStringExtensions", "JSON3", "MbedTLS", "NanoDates", "Random", "ScopedValues", "Sockets", "Sodium", "StructTypes", "URIs"]
@@ -319,51 +352,49 @@ version = "1.0.3"

 [[deps.NetworkOptions]]
 uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"
-version = "1.2.0"
+version = "1.3.0"

 [[deps.OpenBLAS_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"]
 uuid = "4536629a-c528-5b80-bd46-f80d51c5b363"
-version = "0.3.27+1"
+version = "0.3.29+0"

 [[deps.OpenLibm_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
-version = "0.8.5+0"
+version = "0.8.7+0"
+
+[[deps.OpenSSL_jll]]
+deps = ["Artifacts", "Libdl"]
+uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
+version = "3.5.4+0"

 [[deps.OpenSpecFun_jll]]
-deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "13652491f6856acfd2db29360e1bbcd4565d04f1"
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "1346c9208249809840c91b26703912dff463d335"
 uuid = "efe28fd5-8261-553b-a9e1-b2916fc3738e"
-version = "0.5.5+0"
+version = "0.5.6+0"

 [[deps.OrderedCollections]]
-git-tree-sha1 = "12f1439c4f986bb868acda6ea33ebc78e19b95ad"
+git-tree-sha1 = "05868e21324cede2207c6f0f466b4bfef6d5e7ee"
 uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
-version = "1.7.0"
+version = "1.8.1"

 [[deps.PDMats]]
 deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "949347156c25054de2db3b166c52ac4728cbad65"
+git-tree-sha1 = "e4cff168707d441cd6bf3ff7e4832bdf34278e4a"
 uuid = "90014a1f-27ba-587c-ab20-58faa44d9150"
-version = "0.11.31"
+version = "0.11.37"
+weakdeps = ["StatsBase"]
+
+    [deps.PDMats.extensions]
+    StatsBaseExt = "StatsBase"

 [[deps.Parsers]]
 deps = ["Dates", "PrecompileTools", "UUIDs"]
-git-tree-sha1 = "8489905bcdbcfac64d1daa51ca07c0d8f0283821"
+git-tree-sha1 = "7d2f8f21da5db6a806faf7b9b292296da42b2810"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.8.1"
-
-[[deps.Pkg]]
-deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "Random", "SHA", "TOML", "Tar", "UUIDs", "p7zip_jll"]
-uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
-version = "1.11.0"
-
-    [deps.Pkg.extensions]
-    REPLExt = "REPL"
-
-    [deps.Pkg.weakdeps]
-    REPL = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb"
+version = "2.8.3"

 [[deps.PooledArrays]]
 deps = ["DataAPI", "Future"]
@@ -373,15 +404,15 @@ version = "1.4.3"

 [[deps.PrecompileTools]]
 deps = ["Preferences"]
-git-tree-sha1 = "5aa36f7049a63a1528fe8f7c3f2113413ffd4e1f"
+git-tree-sha1 = "07a921781cab75691315adc645096ed5e370cb77"
 uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
-version = "1.2.1"
+version = "1.3.3"

 [[deps.Preferences]]
 deps = ["TOML"]
-git-tree-sha1 = "9306f6085165d270f7e3db02af26a400d580f5c6"
+git-tree-sha1 = "522f093a29b31a93e34eaea17ba055d850edea28"
 uuid = "21216c6a-2e73-6563-6e65-726566657250"
-version = "1.4.3"
+version = "1.5.1"

 [[deps.PrettyPrinting]]
 git-tree-sha1 = "142ee93724a9c5d04d78df7006670a93ed1b244e"
@@ -389,10 +420,16 @@ uuid = "54e16d92-306c-5ea0-a30b-337be88ac337"
 version = "0.4.2"

 [[deps.PrettyTables]]
-deps = ["Crayons", "LaTeXStrings", "Markdown", "PrecompileTools", "Printf", "Reexport", "StringManipulation", "Tables"]
-git-tree-sha1 = "1101cd475833706e4d0e7b122218257178f48f34"
+deps = ["Crayons", "LaTeXStrings", "Markdown", "PrecompileTools", "Printf", "REPL", "Reexport", "StringManipulation", "Tables"]
+git-tree-sha1 = "211530a7dc76ab59087f4d4d1fc3f086fbe87594"
 uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
-version = "2.4.0"
+version = "3.2.3"
+
+    [deps.PrettyTables.extensions]
+    PrettyTablesTypstryExt = "Typstry"
+
+    [deps.PrettyTables.weakdeps]
+    Typstry = "f0ed7684-a786-439e-b1e3-3b82803b501e"

 [[deps.Printf]]
 deps = ["Unicode"]
@@ -400,15 +437,15 @@ uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7"
 version = "1.11.0"

 [[deps.PtrArrays]]
-git-tree-sha1 = "77a42d78b6a92df47ab37e177b2deac405e1c88f"
+git-tree-sha1 = "1d36ef11a9aaf1e8b74dacc6a731dd1de8fd493d"
 uuid = "43287f4e-b6f4-7ad1-bb20-aadabca52c3d"
-version = "1.2.1"
+version = "1.3.0"

 [[deps.QuadGK]]
 deps = ["DataStructures", "LinearAlgebra"]
-git-tree-sha1 = "cda3b045cf9ef07a08ad46731f5a3165e56cf3da"
+git-tree-sha1 = "9da16da70037ba9d701192e27befedefb91ec284"
 uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
-version = "2.11.1"
+version = "2.11.2"

    [deps.QuadGK.extensions]
    QuadGKEnzymeExt = "Enzyme"
@@ -416,6 +453,11 @@ version = "2.11.1"
    [deps.QuadGK.weakdeps]
    Enzyme = "7da242da-08ed-463a-9acd-ee780be4f1d9"

+[[deps.REPL]]
+deps = ["InteractiveUtils", "JuliaSyntaxHighlighting", "Markdown", "Sockets", "StyledStrings", "Unicode"]
+uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb"
+version = "1.11.0"
+
 [[deps.Random]]
 deps = ["SHA"]
 uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
@@ -426,11 +468,23 @@ git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
 uuid = "189a3867-3050-52da-a836-e630ba90ab69"
 version = "1.2.2"

+[[deps.Revise]]
+deps = ["CodeTracking", "FileWatching", "InteractiveUtils", "JuliaInterpreter", "LibGit2", "LoweredCodeUtils", "OrderedCollections", "Preferences", "REPL", "UUIDs"]
+git-tree-sha1 = "14d1bfb0a30317edc77e11094607ace3c800f193"
+uuid = "295af30f-e4ad-537b-8983-00126c2a3abe"
+version = "3.13.2"
+
+    [deps.Revise.extensions]
+    DistributedExt = "Distributed"
+
+    [deps.Revise.weakdeps]
+    Distributed = "8ba89e20-285c-5b6f-9357-94700520ee1b"
+
 [[deps.Rmath]]
 deps = ["Random", "Rmath_jll"]
-git-tree-sha1 = "852bd0f55565a9e973fcfee83a84413270224dc4"
+git-tree-sha1 = "5b3d50eb374cea306873b371d3f8d3915a018f0b"
 uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa"
-version = "0.8.0"
+version = "0.9.0"

 [[deps.Rmath_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
@@ -444,15 +498,15 @@ version = "0.7.0"

 [[deps.ScopedValues]]
 deps = ["HashArrayMappedTries", "Logging"]
-git-tree-sha1 = "1147f140b4c8ddab224c94efa9569fc23d63ab44"
+git-tree-sha1 = "c3b2323466378a2ba15bea4b2f73b081e022f473"
 uuid = "7e506255-f358-4e82-b7e4-beb19740aa63"
-version = "1.3.0"
+version = "1.5.0"

 [[deps.SentinelArrays]]
 deps = ["Dates", "Random"]
-git-tree-sha1 = "d0553ce4031a081cc42387a9b9c8441b7d99f32d"
+git-tree-sha1 = "ebe7e59b37c400f694f52b58c93d26201387da70"
 uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
-version = "1.4.7"
+version = "1.4.9"

 [[deps.Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
@@ -470,20 +524,20 @@ version = "1.1.2"

 [[deps.SortingAlgorithms]]
 deps = ["DataStructures"]
-git-tree-sha1 = "66e0a8e672a0bdfca2c3f5937efb8538b9ddc085"
+git-tree-sha1 = "64d974c2e6fdf07f8155b5b2ca2ffa9069b608d9"
 uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
-version = "1.2.1"
+version = "1.2.2"

 [[deps.SparseArrays]]
 deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"]
 uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
-version = "1.11.0"
+version = "1.12.0"

 [[deps.SpecialFunctions]]
 deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "2f5d4697f21388cbe1ff299430dd169ef97d7e14"
+git-tree-sha1 = "5acc6a41b3082920f79ca3c759acbcecf18a8d78"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.4.0"
+version = "2.7.1"

    [deps.SpecialFunctions.extensions]
    SpecialFunctionsChainRulesCoreExt = "ChainRulesCore"
@@ -503,21 +557,21 @@ weakdeps = ["SparseArrays"]

 [[deps.StatsAPI]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "1ff449ad350c9c4cbc756624d6f8a8c3ef56d3ed"
+git-tree-sha1 = "178ed29fd5b2a2cfc3bd31c13375ae925623ff36"
 uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
-version = "1.7.0"
+version = "1.8.0"

 [[deps.StatsBase]]
-deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
-git-tree-sha1 = "5cf7606d6cef84b543b483848d4ae08ad9832b21"
+deps = ["AliasTables", "DataAPI", "DataStructures", "IrrationalConstants", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
+git-tree-sha1 = "aceda6f4e598d331548e04cc6b2124a6148138e3"
 uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
-version = "0.34.3"
+version = "0.34.10"

 [[deps.StatsFuns]]
 deps = ["HypergeometricFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
-git-tree-sha1 = "b423576adc27097764a90e163157bcfc9acf0f46"
+git-tree-sha1 = "91f091a8716a6bb38417a6e6f274602a19aaa685"
 uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
-version = "1.3.2"
+version = "1.5.2"

    [deps.StatsFuns.extensions]
    StatsFunsChainRulesCoreExt = "ChainRulesCore"
@@ -529,9 +583,9 @@ version = "1.3.2"

 [[deps.StringManipulation]]
 deps = ["PrecompileTools"]
-git-tree-sha1 = "a6b1675a536c5ad1a60e5a5153e1fee12eb146e3"
+git-tree-sha1 = "a3c1536470bf8c5e02096ad4853606d7c8f62721"
 uuid = "892a3eda-7b42-436c-8928-eab12a02cf0e"
-version = "0.4.0"
+version = "0.4.2"

 [[deps.StructTypes]]
 deps = ["Dates", "UUIDs"]
@@ -539,6 +593,24 @@ git-tree-sha1 = "159331b30e94d7b11379037feeb9b690950cace8"
 uuid = "856f2bd8-1eba-4b0a-8007-ebc267875bd4"
 version = "1.11.0"

+[[deps.StructUtils]]
+deps = ["Dates", "UUIDs"]
+git-tree-sha1 = "28145feabf717c5d65c1d5e09747ee7b1ff3ed13"
+uuid = "ec057cc2-7a8d-4b58-b3b3-92acb9f63b42"
+version = "2.6.3"
+
+    [deps.StructUtils.extensions]
+    StructUtilsMeasurementsExt = ["Measurements"]
+    StructUtilsTablesExt = ["Tables"]
+
+    [deps.StructUtils.weakdeps]
+    Measurements = "eff96d63-e80a-5855-80a2-b1b0885c5ab7"
+    Tables = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
+
+[[deps.StyledStrings]]
+uuid = "f489334b-da3d-4c2e-b8f0-e476e12c162b"
+version = "1.11.0"
+
 [[deps.SuiteSparse]]
 deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
 uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
@@ -546,7 +618,7 @@ uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
 [[deps.SuiteSparse_jll]]
 deps = ["Artifacts", "Libdl", "libblastrampoline_jll"]
 uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c"
-version = "7.7.0+0"
+version = "7.8.3+2"

 [[deps.TOML]]
 deps = ["Dates"]
@@ -561,14 +633,9 @@ version = "1.0.1"

 [[deps.Tables]]
 deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "OrderedCollections", "TableTraits"]
-git-tree-sha1 = "598cd7c1f68d1e205689b1c2fe65a9f85846f297"
+git-tree-sha1 = "f2c1efbc8f3a609aadf318094f8fc5204bdaf344"
 uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
-version = "1.12.0"
-
-[[deps.Tar]]
-deps = ["ArgTools", "SHA"]
-uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e"
-version = "1.10.0"
+version = "1.12.1"

 [[deps.TranscodingStreams]]
 git-tree-sha1 = "0c45878dcfdcfa8480052b6ab162cdd138781742"
@@ -576,9 +643,9 @@ uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
 version = "0.11.3"

 [[deps.URIs]]
-git-tree-sha1 = "24c1c558881564e2217dcf7840a8b2e10caeb0f9"
+git-tree-sha1 = "bef26fb046d031353ef97a82e3fdb6afe7f21b1a"
 uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
-version = "1.6.0"
+version = "1.6.1"

 [[deps.UUIDs]]
 deps = ["Random", "SHA"]
@@ -603,25 +670,15 @@ version = "1.6.1"
 [[deps.Zlib_jll]]
 deps = ["Libdl"]
 uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
-version = "1.2.13+1"
+version = "1.3.1+2"

 [[deps.libblastrampoline_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
-version = "5.11.0+0"
+version = "5.15.0+0"

 [[deps.libsodium_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "f76d682d87eefadd3f165d8d9fda436464213142"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "011b0a7331b41c25524b64dc42afc9683ee89026"
 uuid = "a9144af2-ca23-56d9-984f-0d03f7b5ccf8"
-version = "1.0.20+3"
-
-[[deps.nghttp2_jll]]
-deps = ["Artifacts", "Libdl"]
-uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
-version = "1.59.0+0"
-
-[[deps.p7zip_jll]]
-deps = ["Artifacts", "Libdl"]
-uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
-version = "17.4.0+2"
+version = "1.0.21+0"
--- a/Project.toml
+++ b/Project.toml
@@ -1,7 +1,7 @@
 name = "GeneralUtils"
 uuid = "c6c72f09-b708-4ac8-ac7c-2084d70108fe"
-authors = ["tonaerospace <tonaerospace.etc@gmail.com>"]
 version = "0.3.1"
+authors = ["tonaerospace <tonaerospace.etc@gmail.com>"]

 [deps]
 CSV = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
@@ -9,12 +9,15 @@ DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
 DataStructures = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
 Dates = "ade2ca70-3891-5945-98fb-dc099432e06a"
 Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f"
-JSON3 = "0f8b85d8-7281-11e9-16c2-39a750bddbf1"
+JSON = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
 NATS = "55e73f9c-eeeb-467f-b4cc-a633fde63d2a"
 PrettyPrinting = "54e16d92-306c-5ea0-a30b-337be88ac337"
 Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
+Revise = "295af30f-e4ad-537b-8983-00126c2a3abe"
 SHA = "ea8e919c-243c-51af-8825-aaa63cd721ce"
 UUIDs = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"

 [compat]
+JSON = "1.3.0"
 NATS = "0.1.0"
+Revise = "3.13.2"
--- a/README.md
+++ b/README.md
@@ -0,0 +1,5 @@
+Todo:
+  - [WORKING] update with JSON
+
+  Change from previous version:
+  - replace JSON3 with JSON
--- a/src/GeneralUtils.jl
+++ b/src/GeneralUtils.jl
@@ -24,16 +24,7 @@ using .interface

 #------------------------------------------------------------------------------------------------100

-""" version 0.0.4
-    Todo:
-        - [*1] cartesianAssign for different matrix dimension

-    Change from version: 0.0.3
-        - 
-    
-    All features
-        
-"""



--- a/src/communication.jl
+++ b/src/communication.jl
@@ -5,10 +5,10 @@ export generate_msgMeta
        # sendMqttMsg, sendReceiveMqttMsg, mqttClientInstance, mqttClientInstance_v2,
        # dataTransferOverMQTT_sender, dataTransferOverMQTT_receiver

-using JSON3, DataStructures, Distributions, Random, Dates, UUIDs, DataFrames,
+using JSON, DataStructures, Distributions, Random, Dates, UUIDs, DataFrames,
      SHA, PrettyPrinting
 using ..util
-
+#[PENDING] update code to use JSON
 # ---------------------------------------------- 100 --------------------------------------------- #

 # abstract type mqttClientInstance end
--- a/src/dbUtil.jl
+++ b/src/dbUtil.jl
@@ -2,13 +2,45 @@ module dbUtil
  
 export dictToPostgresKeyValueString, generateInsertSQL, generateUpdateSQL

-using JSON3, DataStructures, Distributions, Random, Dates, UUIDs, DataFrames,
+using JSON, DataStructures, Distributions, Random, Dates, UUIDs, DataFrames,
      SHA
 using ..util
-
+#[PENDING] update code to use JSON
 # ---------------------------------------------- 100 --------------------------------------------- #


+"""
+dictToPostgresKeyValueString - Convert dictionary to PostgreSQL key-value string format
+
+This function takes a dictionary and converts it into a PostgreSQL-compatible key-value string
+format suitable for storage in a TEXT field. The output format uses curly braces with comma-separated
+key-value pairs, where string values are quoted.
+
+# Function Workflow:
+1. Iterates through dictionary key-value pairs
+2. Handles nested dictionaries by recursively converting them
+3. Wraps string values in double quotes
+4. Formats numeric and other values without quotes
+5. Returns a PostgreSQL-compatible key-value string enclosed in curly braces
+
+# Arguments:
+  - `dict::Dict` - Dictionary containing key-value pairs to convert
+
+# Return:
+  - A String in PostgreSQL key-value format: "{key1: value1, key2: \"value2\", ...}"
+
+# Example
+```jldoctest
+julia> data = Dict{String, Any}(
+           "name" => "John",
+           "age" => 30,
+           "city" => "New York"
+       );
+
+julia> dictToPostgresKeyValueString(data)
+"{\"name\": \"John\", \"age\": 30, \"city\": \"New York\"}"
+```
+"""
 function dictToPostgresKeyValueString(dict)
  parts = []
  for (k, v) in dict
@@ -26,58 +58,67 @@ end



-""" Get characters between specified characters.
+""" generateInsertSQL - Generate SQL INSERT statement from dictionary data

-# Arguments
-  - `text::T`
-    a text being searched
-  - `startChar::Char`
-    start character
-  - `endChar::Char`
-    end character
-# Keyword Arguments
-  - `endCharLocation::String`
-    end character position after startChar. Can be "next" or "end". "next" means the closed 
-    endChar just after startChar. "end" means the furthest endChar. 
-  - `includeChar::Bool` 
-    whether to include the startChar and endChar. Default is true
-# Return
-  the characters between specified characters.
+This function constructs a SQL INSERT statement by extracting values for specified columns
+from a dictionary and formatting them into a valid PostgreSQL INSERT query.
+
+# Function Workflow:
+1. Iterates through the dictionary key-value pairs
+2. Filters keys to only include those present in `columnToInsert`
+3. Collects column names and their corresponding values
+4. Constructs the final SQL INSERT statement
+
+# Arguments:
+  - `table_name::String` - Name of the database table to insert into
+  - `columnToInsert::Vector{Symbol}` - List of column names to include in the INSERT statement
+  - `data::Dict{Symbol, Any}` - Dictionary containing column-value pairs for the insert
+
+# Return:
+  - A String containing the SQL INSERT statement

 # Example
 ```jldoctest
-julia> using Revise
-julia> using GeneralUtils
-julia> insert_data = Dict(
-      :grape => "NA",
-      :acidity => "0",
-      :tannin => "0",
-      :country => "NA",
-      :description => "NA",
-      :region => "NA",
-      :winery => "ccc",
-      :intensity => "0",
-      :sweetness => "0",
-      :tasting_notes => "NA",
-      :wine_name => "new_wine",
-      :wine_id => "9e1deb6a-d57f-4d2c-abbe-da813f4e91ad",
-      :wine_type => "NA",
-      :other_attributes => "{\"attribute3\":{\"attribute5\":666,\"attribute4\":\"text\"},\"attribute1\":\"hello world\",\"attribute2\":555}",
-      :fizziness => "0",
-      :serving_temperature => "0",
-      :additional_search_term => "{NA1,NA2}")
-```
-# TODO
-  - [] update docs
+julia> using UUIDs

-# Signature
+# Insert a single record with specific columns
+table_name = "wine"
+columnToInsert = [:acidity, :tannin, :country, :region, :winery]
+data = Dict{Symbol, Any}(
+    :grape => "Cabernet Sauvignon",
+    :acidity => "medium",                 # using descriptive scale (low/medium/full)
+    :tannin => "medium-plus",             # common wine descriptor
+    :country => "France",
+    :description => "A rich and structured red wine with notes of blackcurrant, cedar, and subtle oak.",
+    :region => "Bordeaux",
+    :winery => "Château Margaux",
+    :intensity => "medium",               # intensity is usually low/medium/full
+    :sweetness => "dry",                  # dry/medium-dry/medium/medium-sweet/sweet
+    :tasting_notes => "Blackberry, graphite, tobacco, vanilla, and subtle earth.",
+    :wine_name => "Château Margaux Grand Cru",
+    :wine_id => "8f3c7a2e-1b4d-4a9f-9c2e-4a8b3d6e5f7a",  # UUID-like (valid hex)
+    :wine_type => "Red",
+    :other_attributes => Dict{String, Any}(
+        "vintage" => 2018,
+        "alcohol_percent" => 13.5,
+        "ph" => 3.6,
+        " aging_years" => 24,              # years in barrel
+        " producer_code" => "CM-GRAND"
+    ),
+    :fizziness => "still",
+    :serving_temperature => "16–18°C",
+    :additional_search_term => ["Cabernet", "Bordeaux red", "premium wine", "CabSav"]
+)
+
+julia> generateInsertSQL(table_name, columnToInsert, data)
+"INSERT INTO wine (acidity, tannin, country, region, winery) VALUES ('medium', 'medium-plus', 'France', 'Bordeaux', 'Château Margaux');"
+```
 """
-function generateInsertSQL(table_name::String, columnToInsert::Vector{Symbol}, 
-  insert_data::Dict{Symbol, Any})
+function generateInsertSQL(table_name::String, columnToInsert::Vector{Symbol}, data::Dict{Symbol, Any})
  columns = String[]
  values = String[]

-  for (key, value) in insert_data
+  for (key, value) in data
    if key ∈ columnToInsert
      push!(columns, string(key))
      push!(values, "'$value'") #[] number should not wrapped in ''
@@ -89,113 +130,57 @@ function generateInsertSQL(table_name::String, columnToInsert::Vector{Symbol},
  
  return "INSERT INTO $table_name ($columns_str) VALUES ($values_str);"
 end
-# function generateInsertSQL(table_name::String, insert_data::Dict{Symbol, Any})
-#   columns = String[]
-#   values = String[]
-  
-#   for (key, value) in insert_data
-#       push!(columns, string(key))
-#       if key == :other_attributes
-#           push!(values, "'$value'")
-#       else
-#           push!(values, "'$value'")
-#       end
-#   end
-  
-#   columns_str = join(columns, ", ")
-#   values_str = join(values, ", ")
-  
-#   return "INSERT INTO $table_name ($columns_str) VALUES ($values_str);"
-# end


+# ---------------------------------------------- 100 --------------------------------------------- #

+""" generateUpdateSQL - Generate SQL UPDATE statement from dictionary data

+This function constructs a SQL UPDATE statement by updating multiple columns
+based on a primary key condition.

+# Arguments:
+  - `table_name::String` - Name of the database table to update
+  - `pk_column::Symbol` - The primary key column name
+  - `pk_value` - The primary key value (used in WHERE clause)
+  - `data::Dict{Symbol, Any}` - Dictionary containing column-value pairs to update
+
+# Return:
+  - A String containing the SQL UPDATE statement
+
+# Example
+```jldoctest
+julia> using UUIDs
+
+# Update multiple columns using a dictionary
+table_name = "wine"
+pk_column = :wine_id
+pk_value = "8f3c7a2e-1b4d-4a9f-9c2e-4a8b3d6e5f7a"
+data = Dict{Symbol, Any}(
+    :acidity => "full",
+    :tannin => "medium",
+    :country => "Italy"
+)
+
+julia> generateUpdateSQL(table_name, pk_column, pk_value, data)
+"UPDATE wine SET acidity = 'full', tannin = 'medium', country = 'Italy' WHERE wine_id = '8f3c7a2e-1b4d-4a9f-9c2e-4a8b3d6e5f7a';"
+```
 """
-example:
+function generateUpdateSQL(table_name::String, pk_column::Symbol, pk_value, data::Dict{Symbol, Any})
+    # Build SET clause
+    set_parts = String[]
+    for (key, value) in data
+        value_str = isa(value, AbstractString) ? "'$value'" : "$value"
+        push!(set_parts, "$(string(key)) = $value_str")
+    end
    
-insert_data = Dict(
-    :grape => "NA",
-    :acidity => "0",
-    :tannin => "0",
-    :country => "NA",
-    :description => "NA",
-    :region => "NA",
-    :winery => "ccc",
-    :intensity => "0",
-    :sweetness => "0",
-    :tasting_notes => "NA",
-    :wine_name => "new_wine",
-    :wine_id => "9e1deb6a-d57f-4d2c-abbe-da813f4e91ad",
-    :wine_type => "NA",
-    :other_attributes => "{\"attribute3\":{\"attribute5\":666,\"attribute4\":\"text\"},\"attribute1\":\"hello world\",\"attribute2\":555}",
-    :fizziness => "0",
-    :serving_temperature => "0",
-    :additional_search_term => "{NA1,NA2}")
+    set_clause = join(set_parts, ", ")
    
-id_keys is the primary key columns
-"""
-# function generateUpdateSQL(table_name::String, update_data::Dict{Symbol, Any}, id_keys::Vector{Symbol})
-#   set_clauses = String[]
-#   where_clauses = String[]
+    # Handle primary key value
+    pk_val_str = isa(pk_value, AbstractString) ? "'$pk_value'" : "$pk_value"
    
-#   for (key, value) in update_data
-#       if key in id_keys
-#           push!(where_clauses, "$key = '$value'")
-#       else
-#           if key == :other_attributes
-#               push!(set_clauses, "$key = '$value'")
-#           else
-#               push!(set_clauses, "$key = '$value'")
-#           end
-#       end
-#   end
-  
-#   set_clause = join(set_clauses, ", ")
-#   where_clause = join(where_clauses, " AND ")
-  
-#   return "UPDATE $table_name SET $set_clause WHERE $where_clause;"
-# end
-
-function generateUpdateSQL(table_name::String, columnToUpdate::Vector{Symbol}, 
-  updatedata::Dict{Symbol, Any}, id_keys::Vector{Symbol})
-  
-  set_clauses = String[]
-  where_clauses = String[]
-  
-  for (key, value) in updatedata
-      if key in id_keys
-          push!(where_clauses, "$key = '$value'")
-      else
-        if key ∈ columnToUpdate # update only specified columns
-          push!(set_clauses, "$key = '$value'")
-        end
-      end
-  end
-  
-  set_clause = join(set_clauses, ", ")
-  where_clause = join(where_clauses, " AND ")
-  
-  return "UPDATE $table_name SET $set_clause WHERE $where_clause;"
+    return "UPDATE $table_name SET $set_clause WHERE $pk_column = $pk_val_str;"
 end


-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
 end   # module
--- a/src/interface.jl
+++ b/src/interface.jl
@@ -6,9 +6,9 @@ export noNegative!, randomWithProb, randomChoiceWithProb, findIndex, limitvalue,
        matMul_3Dto4D_batchwise, isNotEqual, linearToCartesian, vectorMax, findMax,
        multiply_last, multiplyRandomElements, replaceElements, replaceElements!, isBetween,
        isLess, allTrue, getStringBetweenCharacters, JSON3read_stringKey, mkDictPath!, 
-        getDictPath, detectKeywordVariation, textToDict
+        getDictPath, detectKeywordVariation, textToDict, dictify, ordereddictify

-using JSON3, DataStructures, Distributions, Random, Dates, UUIDs, DataFrames, CSV
+using JSON, DataStructures, Distributions, Random, Dates, UUIDs, DataFrames, CSV
 using ..util, ..communication

 # ---------------------------------------------- 100 --------------------------------------------- #
@@ -148,7 +148,7 @@ function findMax(collection::AbstractVector)
    return maxValue, maxIndex, matchPosition
 end

-
+# ---------------------------------------------- 100 --------------------------------------------- #

 """ read_textfile_by_index(folder_path::String, read_file_number::Integer=1)

@@ -185,65 +185,214 @@ function read_textfile_by_index(folder_path::String, read_file_number::Integer=1
    
 end

+
+""" Recursively convert dictionary-like variable (e.g. JSON.Object) into a dictionary.
+
+# What it does
+  - Walks any nested structure composed of `AbstractDict` (e.g., `JSON.Object`,
+    `Dict`, `OrderedDict`) and `AbstractArray` and produces a new tree where
+    every dictionary-like node is a plain `Dict` and every array-like node is a
+    `Vector{Any}`. Scalar values (numbers, strings, booleans, `nothing`, etc.)
+    are returned unchanged.
+  - Does **not** mutate the input; it always allocates new containers.
+
+# Arguments
+- `x`
+  Any Julia value. If `x` is an `AbstractDict` it will be converted to a `Dict`;
+  if it is an `AbstractArray` its elements will be processed recursively.
+
+# Keyword Arguments
+- `stringkey::Bool=false`
+  If `true`, every dictionary key is converted to `String` via `string(k)`.
+  If `false`, original key objects are preserved (useful when keys are already
+  `String`, `Symbol`, or other types you want to keep).
+
+# Return
+- A newly allocated nested structure composed of `Dict{Any,Any}` and
+  `Vector{Any}` that mirrors the input shape but uses plain Julia containers.
+
+# Notes
+- The function treats any `AbstractDict` as a mapping source, so it works with
+  `JSON.Object`, `Dict`, `OrderedDict`, etc.
+- Arrays are returned as `Vector{Any}` with their elements processed
+  recursively.
+
+# Examples
+```jldoctest
+julia> using JSON
+julia> d = Dict(
+            "a" => 4,
+            "b" => 6,
+            "c" => Dict(
+                    "d"=>7, 
+                    :e=>Dict(
+                      "f"=>"hey", 
+                      "g"=>Dict(
+                        "world"=>[1, "2", 3, Dict(:dd=>4.7)]
+                        )
+                      )
+                    )
+          )
+
+julia jsonstring = JSON.json(d)
+julia> A1 = JSON.parse(jsonstring)  # A1 type is JSON.Object
+julia> A2 = dictify(A1)
+Dict{Any,Any} with 3 entries:
+  "a" => 4
+  "b" => 6
+  "c" => Dict("d"=>7, "e"=>Dict("f"=>"hey", "g"=>Dict("world"=>[1, "2", 3, 4.7])))
+
+julia> A3 = dictify(A1; stringkey=false)  # preserves original key objects
+julia> B1 = dictify(d; stringkey=true)  # convert all keys in to string
+Dict{Any, Any} with 3 entries:
+  "c" => Dict{Any, Any}("e"=>Dict{Any, Any}("f"=>"hey", "g"=>Dict{Any, Any}("world"=>Any[1, "2", 3, Dict{Any, Any}("dd"=>4.7)])), "d"=>7)
+  "b" => 6
+  "a" => 4
+```
+"""
+function dictify(x; stringkey::Bool=false)
+    # Dict-like objects
+    if x isa AbstractDict
+        # choose output key type container (String keys when requested)
+        out = Dict{Any,Any}()
+        for (k,v) in x
+            newk = stringkey ? string(k) : k
+            out[newk] = dictify(v; stringkey=stringkey)
+        end
+        return out
+    # Arrays / vectors: map elements recursively and return a Vector{Any}
+    elseif x isa AbstractArray
+        return [dictify(element; stringkey=stringkey) for element in x]
+    # everything else: return as-is (primitives, numbers, strings, etc.)
+    else
+        return x
+    end
+end
+
+
+
+
 # ---------------------------------------------- 100 --------------------------------------------- #

-""" Array_to_JSON3_str(data::AbstractArray)
+""" Array_to_JSON_str(data::AbstractArray)

-    encode Array to JSON3 String
+    encode Array to JSON String

    # Example

        a = [1.23 4.7889; 9987.1 -123.07; -0.0027 -6.75]
-        json3_str = Array_to_JSON3_str(a)
-        
-        json3_str = {"Array":[1.23,9987.1,-0.0027,4.7889,-123.07,-6.75],"size":[3,2]}
+        jsonStr = Array_to_JSON_str(a)
+        jsonStr = "{\"Array\":[[1.23,9987.1,-0.0027],[4.7889,-123.07,-6.75]],\"size\":[3,2]}"
 """
-function Array_to_JSON3_str(data::AbstractArray)
-    d = Dict("Array"=> data, "size"=>size(data))
-    json3_str = JSON3.write(d)
-    return json3_str
+function Array_to_JSON_str(data::AbstractArray)
+  d = Dict("Array"=> data, "size"=>size(data))
+  jsonStr = JSON.json(d)
+  return jsonStr
 end

 # ---------------------------------------------- 100 --------------------------------------------- #

-""" JSON3_str_to_Array(json3_str::String)
+""" JSON_str_to_Array(json_str::String)

-    decode JSON3 String to Array
+    decode JSON String to Array

    # Example

-        json3_str = {"Array":[1.23,9987.1,-0.0027,4.7889,-123.07,-6.75],"size":[3,2]}
-        a = JSON3_str_to_Array(json3_str)
+        jsonStr = "{\"Array\":[[1.23,9987.1,-0.0027],[4.7889,-123.07,-6.75]],\"size\":[3,2]}"
+        a = JSON_str_to_Array(jsonStr)

-        a = [1.23 4.7889; 9987.1 -123.07; -0.0027 -6.75]
 """
-function JSON3_str_to_Array(json3_str::String)
-    d = JSON3.read(json3_str)
-    array = reshape(Array(d.Array), (d.size[1], d.size[2]))
+function JSON_str_to_Array(jsonStr::String)
+    jsonObj = JSON.parse(jsonStr)
+    a = Array(jsonObj.Array)
+    array = hcat(a...)
    return array
 end
 
 # ---------------------------------------------- 100 --------------------------------------------- #

-""" Convert JSON3.read object to OrderedDict
+""" Recursively convert dictionary-like variable (e.g. JSON.Object) into a dictionary.

-    # Example
-        dict = dictionary(["a"=>4, "b"=>6])
-        OrDict = OrderedDict(dict)
-        jsonString = JSON3.write(OrDict)    # use jsonString to exchange. One can save it to file or send it thru pub/sub
-        jsonObject = JSON3.read(jsonString)
-        OrDict2 = JSON3read_to_OrDict(jsonObject)   # example here
-        Adict2 = dictionary(OrDict2)
+# What it does
+  - Walks any nested structure composed of AbstractDict (e.g., JSON.Object,
+    Dict, OrderedDict) and AbstractArray and produces a new tree where
+    every dictionary-like node is an OrderedDict{Any,Any} and every array-like
+    node is a Vector{Any}. Scalar values (numbers, strings, booleans,
+    nothing, etc.) are returned unchanged.
+  - Does **not** mutate the input; it always allocates new containers.

-    Andyferris's github https://github.com/andyferris/Dictionaries.jl
+# Arguments
+- `x`
+  Any Julia value. If x is an AbstractDict it will be converted to an
+  OrderedDict{Any,Any}. if it is an AbstractArray its elements will be
+  processed recursively.
+
+# Keyword Arguments
+- `stringkey::Bool=false`
+  If `true`, every dictionary key is converted to `String` via `string(k)`.
+  If `false`, original key objects are preserved (useful when keys are already
+  `String`, `Symbol`, or other types you want to keep).
+
+# Return
+- A newly allocated nested structure composed of `OrderedDict{Any,Any}` and
+  `Vector{Any}` that mirrors the input shape but uses ordered Julia containers.
+
+# Notes
+- The function treats any `AbstractDict` as a mapping source, so it works with
+  `JSON.Object`, `Dict`, `OrderedDict`, etc.
+- Arrays are returned as `Vector{Any}` with their elements processed recursively.
+
+# Examples
+```jldoctest
+julia> using JSON
+julia> d = Dict(
+            "a" => 4,
+            "b" => 6,
+            "c" => Dict(
+                    "d"=>7, 
+                    :e=>Dict(
+                      "f"=>"hey", 
+                      "g"=>Dict(
+                        "world"=>[1, "2", 3, Dict(:dd=>4.7)]
+                        )
+                      )
+                    )
+          )
+
+julia jsonstring = JSON.json(d)
+julia> A1 = JSON.parse(jsonstring)  # A1 type is JSON.Object
+julia> A2 = OrderedDict(A1)
+Dict{Any,Any} with 3 entries:
+  "a" => 4
+  "b" => 6
+  "c" => Dict("d"=>7, "e"=>Dict("f"=>"hey", "g"=>Dict("world"=>[1, "2", 3, 4.7])))
+
+julia> A3 = OrderedDict(A1; stringkey=false)  # preserves original key objects
+julia> B1 = OrderedDict(d; stringkey=true)  # convert all keys in to string
+Dict{Any, Any} with 3 entries:
+  "c" => Dict{Any, Any}("e"=>Dict{Any, Any}("f"=>"hey", "g"=>Dict{Any, Any}("world"=>Any[1, "2", 3, Dict{Any, Any}("dd"=>4.7)])), "d"=>7)
+  "b" => 6
+  "a" => 4
+```
+Ref. https://github.com/andyferris/Dictionaries.jl
 """
-function JSON3read_to_OrDict(x)
-    dict = OrderedDict()
-    for (k, v) in x
-        k = string(k)
-        dict[k] = v
+function ordereddictify(x; stringkey::Bool=false)
+    # Dict-like objects
+    if x isa AbstractDict
+        # choose output key type container (String keys when requested)
+        out = OrderedDict{Any,Any}()
+        for (k,v) in x
+            newk = stringkey ? string(k) : k
+            out[newk] = ordereddictify(v; stringkey=stringkey)
+        end
+        return out
+    # Arrays / vectors: map elements recursively and return a Vector{Any}
+    elseif x isa AbstractArray
+        return [ordereddictify(element; stringkey=stringkey) for element in x]
+    # everything else: return as-is (primitives, numbers, strings, etc.)
+    else
+        return x
    end
-    return dict
 end

 #------------------------------------------------------------------------------------------------100
@@ -1207,6 +1356,7 @@ Detects if a keyword exists in the text in different case variations (lowercase,

  julia> detectKeywordVariation("missing", "complete data")
  nothing
+  ```
 """
 function detectKeywordVariation(keyword::String, text::String)::Union{Nothing, Array{String}}
  # Define the keyword variations to search for
--- a/src/llmUtil.jl
+++ b/src/llmUtil.jl
@@ -2,11 +2,11 @@ module llmUtil

 export formatLLMtext, formatLLMtext_llama3instruct, jsoncorrection, deFormatLLMtext, extractthink

-using UUIDs, JSON3, Dates
+using UUIDs, JSON, Dates
 using GeneralUtils

 # ---------------------------------------------- 100 --------------------------------------------- #
-
+#[PENDING] update code to use JSON

 """ Convert a single chat dictionary into LLM model instruct format.

--- a/src/util.jl
+++ b/src/util.jl
@@ -9,7 +9,7 @@ export timedifference, showstracktrace, findHighestIndexKey, uuid4snakecase, rep
        extractTextBetweenCharacter, extractTextBetweenString, 
        convertCamelSnakeKebabCase, fitrange, recentElementsIndex, nonRecentElementsIndex

-using JSON3, DataStructures, Distributions, Random, Dates, UUIDs, DataFrames
+using JSON, DataStructures, Distributions, Random, Dates, UUIDs, DataFrames

 # ---------------------------------------------- 100 --------------------------------------------- #

@@ -378,7 +378,7 @@ end

 #  Example
  ```jldoctest
-  julia> using DataFrames, JSON3, GeneralUtils
+  julia> using DataFrames, GeneralUtils
  julia> df = DataFrame(A = [1, 2, 3], B = ["apple", "banana", "cherry"])
  julia> vectorDict = GeneralUtils.dfToVectorDict(df)
  [Dict{String, Any}("B" => "apple", "A" => 1), 
@@ -416,7 +416,7 @@ end

 # Example
  ```jldoctest
-  julia> using GeneralUtils, Dates, JSON3, UUIDs
+  julia> using GeneralUtils, Dates, UUIDs
  julia> vecDict = [Dict("a" => i) for i in 1:10]
  julia> d = GeneralUtils.disintegrate_vectorDict(vecDict, 3)
  julia> println(d[:data])
@@ -568,7 +568,7 @@ end

 # Example
  ```jldoctest
-  julia> using DataFrames
+  julia> using DataFrames, GeneralUtils

  julia> df = DataFrame(name=["Alice", "Bob"], age=[25, 30])
  2×2 DataFrame
@@ -578,7 +578,7 @@ end
   │ 1   │ Alice   25    
   │ 2   │ Bob     30    

-  julia> dataframe_to_json_list(df)
+  julia> GeneralUtils.dataframe_to_json_list(df)
  2-element Vector{String}:
  "{\"name\":\"Alice\",\"age\":25}"
  "{\"name\":\"Bob\",\"age\":30}"
Author	SHA1	Message	Date
narawat	830e9bcc5f	update	2026-02-22 18:24:52 +07:00
ton	52d991bbf3	Merge pull request 'v0.3.1' (#1 ) from v0.3.1 into main Reviewed-on: #1	2025-12-17 05:43:32 +00:00
narawat	35c2b4c211	use JSON instead of JSON3	2025-12-17 12:39:18 +07:00
narawat	170b0bad15	update	2025-11-22 10:45:08 +07:00
narawat	fbedd507fc	update	2025-11-22 09:05:06 +07:00