Support for columnar datasets: arquero and quarto

see #1088 and #191

package.json

@@ -53,6 +53,7 @@
     "@types/node": "^18.11.13",
     "@typescript-eslint/eslint-plugin": "^5.25.0",
     "@typescript-eslint/parser": "^5.25.0",
+    "arquero": "^5",
     "canvas": "^2.0.0",
     "d3-geo-projection": "^4.0.0",
     "eslint": "^8.16.0",

src/options.js

@@ -10,7 +10,9 @@ const objectToString = Object.prototype.toString;
 export function valueof(data, value, type) {
   const valueType = typeof value;
   return valueType === "string"
-    ? maybeTypedMap(data, field(value), type)
+    ? typeof data?.array === "function"
+      ? data.array(value, type)
+      : maybeTypedMap(data, field(value), type)
     : valueType === "function"
     ? maybeTypedMap(data, value, type)
     : valueType === "number" || value instanceof Date || valueType === "boolean"
@@ -124,7 +126,21 @@ export function keyword(input, name, allowed) {
 
 // Promotes the specified data to an array as needed.
 export function arrayify(data) {
-  return data == null || data instanceof Array || data instanceof TypedArray ? data : Array.from(data);
+  return data == null || data instanceof Array || data instanceof TypedArray ? data : maybeColumnar(data);
+}
+
+function maybeColumnar(data) {
+  if (isObject(data)) {
+    // arquero table (duck typing)
+    if (typeof data.array === "function" && typeof data.totalRows === "function")
+      return Object.assign(new Array(data.totalRows()), {array: (x, type) => data.array(x, type)});
+    // quarto's dataframe (object of arrays)
+    const columns = Object.keys(data);
+    const lengths = columns.map((c) => data[c]?.length);
+    if (new Set(lengths).size === 1 && lengths[0] !== undefined)
+      return Object.assign(new Array(lengths[0]), {array: (x, type) => maybeTypedArrayify(data[x], type)});
+  }
+  return Array.from(data);
 }
 
 // An optimization of type.from(values, f): if the given values are already an

test/plots/diamonds-boxplot.js

@@ -1,9 +1,25 @@
 import * as Plot from "@observablehq/plot";
 import * as d3 from "d3";
+import * as aq from "arquero";
 
-export default async function () {
+export async function diamondsBoxplot() {
   const diamonds = await d3.csv("data/diamonds.csv", d3.autoType);
   return Plot.plot({
     marks: [Plot.boxX(diamonds, {x: "price", y: "clarity", sort: {y: "x"}})]
   });
 }
+
+export async function diamondsBoxplotArquero() {
+  const diamonds = aq.from(await d3.csv("data/diamonds.csv", d3.autoType));
+  return Plot.plot({
+    marks: [Plot.boxX(diamonds, {x: "price", y: "clarity", sort: {y: "x"}})]
+  });
+}
+
+export async function diamondsBoxplotColumnar() {
+  const raw = await d3.csv("data/diamonds.csv", d3.autoType);
+  const diamonds = {price: Plot.valueof(raw, "price"), clarity: Plot.valueof(raw, "clarity")};
+  return Plot.plot({
+    marks: [Plot.boxX(diamonds, {x: "price", y: "clarity", sort: {y: "x"}})]
+  });
+}

test/plots/index.js

@@ -48,7 +48,6 @@ export {default as d3Survey2015Comfort} from "./d3-survey-2015-comfort.js";
 export {default as d3Survey2015Why} from "./d3-survey-2015-why.js";
 export {default as darkerDodge} from "./darker-dodge.js";
 export {default as decathlon} from "./decathlon.js";
-export {default as diamondsBoxplot} from "./diamonds-boxplot.js";
 export {default as diamondsCaratPrice} from "./diamonds-carat-price.js";
 export {default as diamondsCaratPriceDots} from "./diamonds-carat-price-dots.js";
 export {default as diamondsCaratSampling} from "./diamonds-carat-sampling.js";
@@ -286,6 +285,7 @@ export * from "./autoplot.js";
 export * from "./axis-labels.js";
 export * from "./bigint.js";
 export * from "./bin-1m.js";
+export * from "./diamonds-boxplot.js";
 export * from "./electricity-demand.js";
 export * from "./federal-funds.js";
 export * from "./frame.js";

yarn.lock

@@ -1295,6 +1295,16 @@
   resolved "https://registry.yarnpkg.com/@tootallnate/once/-/once-2.0.0.tgz#f544a148d3ab35801c1f633a7441fd87c2e484bf"
   integrity sha512-XCuKFP5PS55gnMVu3dty8KPatLqUoy/ZYzDzAGCQ8JNFCkLXzmI7vNHCR+XpbZaMWQK/vQubr7PkYq8g470J/A==
 
+"@types/command-line-args@5.2.0":
+  version "5.2.0"
+  resolved "https://registry.yarnpkg.com/@types/command-line-args/-/command-line-args-5.2.0.tgz#adbb77980a1cc376bb208e3f4142e907410430f6"
+  integrity sha512-UuKzKpJJ/Ief6ufIaIzr3A/0XnluX7RvFgwkV89Yzvm77wCh1kFaFmqN8XEnGcN62EuHdedQjEMb8mYxFLGPyA==
+
+"@types/command-line-usage@5.0.2":
+  version "5.0.2"
+  resolved "https://registry.yarnpkg.com/@types/command-line-usage/-/command-line-usage-5.0.2.tgz#ba5e3f6ae5a2009d466679cc431b50635bf1a064"
+  integrity sha512-n7RlEEJ+4x4TS7ZQddTmNSxP+zziEG0TNsMfiRIxcIVXt71ENJ9ojeXmGO3wPoTdn7pJcU2xc3CJYMktNT6DPg==
+
 "@types/d3-array@*":
   version "3.0.4"
   resolved "https://registry.yarnpkg.com/@types/d3-array/-/d3-array-3.0.4.tgz#44eebe40be57476cad6a0cd6a85b0f57d54185a2"
@@ -1510,6 +1520,11 @@
   resolved "https://registry.yarnpkg.com/@types/estree/-/estree-1.0.0.tgz#5fb2e536c1ae9bf35366eed879e827fa59ca41c2"
   integrity sha512-WulqXMDUTYAXCjZnk6JtIHPigp55cVtDgDrO2gHRwhyJto21+1zbVCtOYB2L1F9w4qCQ0rOGWBnBe0FNTiEJIQ==
 
+"@types/flatbuffers@*":
+  version "1.10.0"
+  resolved "https://registry.yarnpkg.com/@types/flatbuffers/-/flatbuffers-1.10.0.tgz#aa74e30ffdc86445f2f060e1808fc9d56b5603ba"
+  integrity sha512-7btbphLrKvo5yl/5CC2OCxUSMx1wV1wvGT1qDXkSt7yi00/YW7E8k6qzXqJHsp+WU0eoG7r6MTQQXI9lIvd0qA==
+
 "@types/geojson@*":
   version "7946.0.10"
   resolved "https://registry.yarnpkg.com/@types/geojson/-/geojson-7946.0.10.tgz#6dfbf5ea17142f7f9a043809f1cd4c448cb68249"
@@ -1525,11 +1540,21 @@
   resolved "https://registry.yarnpkg.com/@types/mocha/-/mocha-10.0.1.tgz#2f4f65bb08bc368ac39c96da7b2f09140b26851b"
   integrity sha512-/fvYntiO1GeICvqbQ3doGDIP97vWmvFt83GKguJ6prmQM2iXZfFcq6YE8KteFyRtX2/h5Hf91BYvPodJKFYv5Q==
 
+"@types/node@^17.0.36":
+  version "17.0.45"
+  resolved "https://registry.yarnpkg.com/@types/node/-/node-17.0.45.tgz#2c0fafd78705e7a18b7906b5201a522719dc5190"
+  integrity sha512-w+tIMs3rq2afQdsPJlODhoUEKzFP1ayaoyl1CcnwtIlsVe7K7bA1NGm4s3PraqTLlXnbIN84zuBlxBWo1u9BLw==
+
 "@types/node@^18.11.13":
   version "18.11.18"
   resolved "https://registry.yarnpkg.com/@types/node/-/node-18.11.18.tgz#8dfb97f0da23c2293e554c5a50d61ef134d7697f"
   integrity sha512-DHQpWGjyQKSHj3ebjFI/wRKcqQcdR+MoFBygntYOZytCqNfkd2ZC4ARDJ2DQqhjH5p85Nnd3jhUJIXrszFX/JA==
 
+"@types/pad-left@2.1.1":
+  version "2.1.1"
+  resolved "https://registry.yarnpkg.com/@types/pad-left/-/pad-left-2.1.1.tgz#17d906fc75804e1cc722da73623f1d978f16a137"
+  integrity sha512-Xd22WCRBydkGSApl5Bw0PhAOHKSVjNL3E3AwzKaps96IMraPqy5BvZIsBVK6JLwdybUzjHnuWVwpDd0JjTfHXA==
+
 "@types/resolve@1.20.2":
   version "1.20.2"
   resolved "https://registry.yarnpkg.com/@types/resolve/-/resolve-1.20.2.tgz#97d26e00cd4a0423b4af620abecf3e6f442b7975"
@@ -1705,6 +1730,23 @@ anymatch@~3.1.2:
     normalize-path "^3.0.0"
     picomatch "^2.0.4"
 
+apache-arrow@^9.0.0:
+  version "9.0.0"
+  resolved "https://registry.yarnpkg.com/apache-arrow/-/apache-arrow-9.0.0.tgz#c2308e5b9723aef75f7a56d9339c2523736a31f6"
+  integrity sha512-Myt0vtm7eRtg4dYQp1hb2A77jbPhCYZcPeNp1F0u7te3rWQtcDI3EOSLxToFywdLQ1hfPzhzdLfDL0tPQObJjw==
+  dependencies:
+    "@types/command-line-args" "5.2.0"
+    "@types/command-line-usage" "5.0.2"
+    "@types/flatbuffers" "*"
+    "@types/node" "^17.0.36"
+    "@types/pad-left" "2.1.1"
+    command-line-args "5.2.1"
+    command-line-usage "6.1.3"
+    flatbuffers "2.0.4"
+    json-bignum "^0.0.3"
+    pad-left "^2.1.0"
+    tslib "^2.4.0"
+
 "aproba@^1.0.3 || ^2.0.0":
   version "2.0.0"
   resolved "https://registry.yarnpkg.com/aproba/-/aproba-2.0.0.tgz#52520b8ae5b569215b354efc0caa3fe1e45a8adc"
@@ -1723,6 +1765,25 @@ argparse@^2.0.1:
   resolved "https://registry.yarnpkg.com/argparse/-/argparse-2.0.1.tgz#246f50f3ca78a3240f6c997e8a9bd1eac49e4b38"
   integrity sha512-8+9WqebbFzpX9OR+Wa6O29asIogeRMzcGtAINdpMHHyAg10f05aSFVBbcEqGf/PXw1EjAZ+q2/bEBg3DvurK3Q==
 
+arquero@^5:
+  version "5.1.0"
+  resolved "https://registry.yarnpkg.com/arquero/-/arquero-5.1.0.tgz#16c4971ce1a5d0cf60daad7a4ae046c3d34cf47a"
+  integrity sha512-HD8xWI7gRmGjGXES7W0jYQSEkKj02yYMbX8ZirtVq9AYxqEDIPwp+CIEnxzdGTXAahNvm2q7PUg/hohULCbtPg==
+  dependencies:
+    acorn "^8.8.0"
+    apache-arrow "^9.0.0"
+    node-fetch "^2.6.7"
+
+array-back@^3.0.1, array-back@^3.1.0:
+  version "3.1.0"
+  resolved "https://registry.yarnpkg.com/array-back/-/array-back-3.1.0.tgz#b8859d7a508871c9a7b2cf42f99428f65e96bfb0"
+  integrity sha512-TkuxA4UCOvxuDK6NZYXCalszEzj+TLszyASooky+i742l9TqsOdYCMJJupxRic61hwquNtppB3hgcuq9SVSH1Q==
+
+array-back@^4.0.1, array-back@^4.0.2:
+  version "4.0.2"
+  resolved "https://registry.yarnpkg.com/array-back/-/array-back-4.0.2.tgz#8004e999a6274586beeb27342168652fdb89fa1e"
+  integrity sha512-NbdMezxqf94cnNfWLL7V/im0Ub+Anbb0IoZhvzie8+4HJ4nMQuzHuy49FkGYCJK2yAloZ3meiB6AVMClbrI1vg==
+
 array-union@^2.1.0:
   version "2.1.0"
   resolved "https://registry.yarnpkg.com/array-union/-/array-union-2.1.0.tgz#b798420adbeb1de828d84acd8a2e23d3efe85e8d"
@@ -1872,7 +1933,7 @@ canvas@^2.0.0:
     nan "^2.17.0"
     simple-get "^3.0.3"
 
-chalk@^2.0.0:
+chalk@^2.0.0, chalk@^2.4.2:
   version "2.4.2"
   resolved "https://registry.yarnpkg.com/chalk/-/chalk-2.4.2.tgz#cd42541677a54333cf541a49108c1432b44c9424"
   integrity sha512-Mti+f9lpJNcwF4tWV8/OrTTtF1gZi+f8FqlyAdouralcFWFQWF2+NgCHShjkCb+IFBLq9buZwE1xckQU4peSuQ==
@@ -1963,6 +2024,26 @@ combined-stream@^1.0.8:
   dependencies:
     delayed-stream "~1.0.0"
 
+command-line-args@5.2.1:
+  version "5.2.1"
+  resolved "https://registry.yarnpkg.com/command-line-args/-/command-line-args-5.2.1.tgz#c44c32e437a57d7c51157696893c5909e9cec42e"
+  integrity sha512-H4UfQhZyakIjC74I9d34fGYDwk3XpSr17QhEd0Q3I9Xq1CETHo4Hcuo87WyWHpAF1aSLjLRf5lD9ZGX2qStUvg==
+  dependencies:
+    array-back "^3.1.0"
+    find-replace "^3.0.0"
+    lodash.camelcase "^4.3.0"
+    typical "^4.0.0"
+
+command-line-usage@6.1.3:
+  version "6.1.3"
+  resolved "https://registry.yarnpkg.com/command-line-usage/-/command-line-usage-6.1.3.tgz#428fa5acde6a838779dfa30e44686f4b6761d957"
+  integrity sha512-sH5ZSPr+7UStsloltmDh7Ce5fb8XPlHyoPzTpyyMuYCtervL65+ubVZ6Q61cFtFl62UyJlc8/JwERRbAFPUqgw==
+  dependencies:
+    array-back "^4.0.2"
+    chalk "^2.4.2"
+    table-layout "^1.0.2"
+    typical "^5.2.0"
+
 commander@2, commander@^2.19.0, commander@^2.20.0:
   version "2.20.3"
   resolved "https://registry.yarnpkg.com/commander/-/commander-2.20.3.tgz#fd485e84c03eb4881c20722ba48035e8531aeb33"
@@ -2335,6 +2416,11 @@ decompress-response@^4.2.0:
   dependencies:
     mimic-response "^2.0.0"
 
+deep-extend@~0.6.0:
+  version "0.6.0"
+  resolved "https://registry.yarnpkg.com/deep-extend/-/deep-extend-0.6.0.tgz#c4fa7c95404a17a9c3e8ca7e1537312b736330ac"
+  integrity sha512-LOHxIOaPYdHlJRtCQfDIVZtfw/ufM8+rVj649RIHzcm/vGwQRXFt6OPqIFWsm2XEMrNIEtWR64sY1LEKD2vAOA==
+
 deep-is@^0.1.3, deep-is@~0.1.3:
   version "0.1.4"
   resolved "https://registry.yarnpkg.com/deep-is/-/deep-is-0.1.4.tgz#a6f2dce612fadd2ef1f519b73551f17e85199831"
@@ -2858,6 +2944,13 @@ find-cache-dir@^2.0.0:
     make-dir "^2.0.0"
     pkg-dir "^3.0.0"
 
+find-replace@^3.0.0:
+  version "3.0.0"
+  resolved "https://registry.yarnpkg.com/find-replace/-/find-replace-3.0.0.tgz#3e7e23d3b05167a76f770c9fbd5258b0def68c38"
+  integrity sha512-6Tb2myMioCAgv5kfvP5/PkZZ/ntTpVK39fHY7WkWBgvbeE+VHd/tZuZ4mrC+bxh4cfOZeYKVPaJIZtZXV7GNCQ==
+  dependencies:
+    array-back "^3.0.1"
+
 find-up@5.0.0, find-up@^5.0.0:
   version "5.0.0"
   resolved "https://registry.yarnpkg.com/find-up/-/find-up-5.0.0.tgz#4c92819ecb7083561e4f4a240a86be5198f536fc"
@@ -2886,6 +2979,11 @@ flat@^5.0.2:
   resolved "https://registry.yarnpkg.com/flat/-/flat-5.0.2.tgz#8ca6fe332069ffa9d324c327198c598259ceb241"
   integrity sha512-b6suED+5/3rTpUBdG1gupIl8MPFCAMA0QXwmljLhvCUKcUvdE4gWky9zpuGCcXHOsz4J9wPGNWq6OKpmIzz3hQ==
 
+flatbuffers@2.0.4:
+  version "2.0.4"
+  resolved "https://registry.yarnpkg.com/flatbuffers/-/flatbuffers-2.0.4.tgz#034456e29ec480de48bad34f7fc18c03f20c9768"
+  integrity sha512-4rUFVDPjSoP0tOII34oQf+72NKU7E088U5oX7kwICahft0UB2kOQ9wUzzCp+OHxByERIfxRDCgX5mP8Pjkfl0g==
+
 flatted@^3.1.0:
   version "3.2.7"
   resolved "https://registry.yarnpkg.com/flatted/-/flatted-3.2.7.tgz#609f39207cb614b89d0765b477cb2d437fbf9787"
@@ -3505,6 +3603,11 @@ jsesc@~0.5.0:
   resolved "https://registry.yarnpkg.com/jsesc/-/jsesc-0.5.0.tgz#e7dee66e35d6fc16f710fe91d5cf69f70f08911d"
   integrity sha512-uZz5UnB7u4T9LvwmFqXii7pZSouaRPorGs5who1Ip7VO0wxanFvBL7GkM6dTHlgX+jhBApRetaWpnDabOeTcnA==
 
+json-bignum@^0.0.3:
+  version "0.0.3"
+  resolved "https://registry.yarnpkg.com/json-bignum/-/json-bignum-0.0.3.tgz#41163b50436c773d82424dbc20ed70db7604b8d7"
+  integrity sha512-2WHyXj3OfHSgNyuzDbSxI1w2jgw5gkWSWhS7Qg4bWXx1nLk3jnbwfUeS0PSba3IzpTUWdHxBieELUzXRjQB2zg==
+
 json-schema-traverse@^0.4.1:
   version "0.4.1"
   resolved "https://registry.yarnpkg.com/json-schema-traverse/-/json-schema-traverse-0.4.1.tgz#69f6a87d9513ab8bb8fe63bdb0979c448e684660"
@@ -3556,6 +3659,11 @@ locate-path@^6.0.0:
   dependencies:
     p-locate "^5.0.0"
 
+lodash.camelcase@^4.3.0:
+  version "4.3.0"
+  resolved "https://registry.yarnpkg.com/lodash.camelcase/-/lodash.camelcase-4.3.0.tgz#b28aa6288a2b9fc651035c7711f65ab6190331a6"
+  integrity sha512-TwuEnCnxbc3rAvhf/LbG7tJUDzhqXyFnv3dtzLOPgCG/hODL7WFnsbwktkD7yUV0RrreP/l1PALq/YSg6VvjlA==
+
 lodash.debounce@^4.0.8:
   version "4.0.8"
   resolved "https://registry.yarnpkg.com/lodash.debounce/-/lodash.debounce-4.0.8.tgz#82d79bff30a67c4005ffd5e2515300ad9ca4d7af"
@@ -3916,6 +4024,13 @@ p-try@^2.0.0:
   resolved "https://registry.yarnpkg.com/p-try/-/p-try-2.2.0.tgz#cb2868540e313d61de58fafbe35ce9004d5540e6"
   integrity sha512-R4nPAVTAU0B9D35/Gk3uJf/7XYbQcyohSKdvAxIRSNghFl4e71hVoGnBNQz9cWaXxO2I10KTC+3jMdvvoKw6dQ==
 
+pad-left@^2.1.0:
+  version "2.1.0"
+  resolved "https://registry.yarnpkg.com/pad-left/-/pad-left-2.1.0.tgz#16e6a3b2d44a8e138cb0838cc7cb403a4fc9e994"
+  integrity sha512-HJxs9K9AztdIQIAIa/OIazRAUW/L6B9hbQDxO4X07roW3eo9XqZc2ur9bn1StH9CnbbI9EgvejHQX7CBpCF1QA==
+  dependencies:
+    repeat-string "^1.5.4"
+
 parent-module@^1.0.0:
   version "1.0.1"
   resolved "https://registry.yarnpkg.com/parent-module/-/parent-module-1.0.1.tgz#691d2709e78c79fae3a156622452d00762caaaa2"
@@ -4069,6 +4184,11 @@ readdirp@~3.6.0:
   dependencies:
     picomatch "^2.2.1"
 
+reduce-flatten@^2.0.0:
+  version "2.0.0"
+  resolved "https://registry.yarnpkg.com/reduce-flatten/-/reduce-flatten-2.0.0.tgz#734fd84e65f375d7ca4465c69798c25c9d10ae27"
+  integrity sha512-EJ4UNY/U1t2P/2k6oqotuX2Cc3T6nxJwsM0N0asT7dhrtH1ltUxDn4NalSYmPE2rCkVpcf/X6R0wDwcFpzhd4w==
+
 regenerate-unicode-properties@^10.1.0:
   version "10.1.0"
   resolved "https://registry.yarnpkg.com/regenerate-unicode-properties/-/regenerate-unicode-properties-10.1.0.tgz#7c3192cab6dd24e21cb4461e5ddd7dd24fa8374c"
@@ -4131,6 +4251,11 @@ regjsparser@^0.9.1:
   dependencies:
     jsesc "~0.5.0"
 
+repeat-string@^1.5.4:
+  version "1.6.1"
+  resolved "https://registry.yarnpkg.com/repeat-string/-/repeat-string-1.6.1.tgz#8dcae470e1c88abc2d600fff4a776286da75e637"
+  integrity sha512-PV0dzCYDNfRi1jCDbJzpW7jNNDRuCOG/jI5ctQcGKt/clZD+YcPS3yIlWuTJMmESC8aevCFmWJy5wjAFgNqN6w==
+
 require-directory@^2.1.1:
   version "2.1.1"
   resolved "https://registry.yarnpkg.com/require-directory/-/require-directory-2.1.1.tgz#8c64ad5fd30dab1c976e2344ffe7f792a6a6df42"
@@ -4403,6 +4528,16 @@ symbol-tree@^3.2.4:
   resolved "https://registry.yarnpkg.com/symbol-tree/-/symbol-tree-3.2.4.tgz#430637d248ba77e078883951fb9aa0eed7c63fa2"
   integrity sha512-9QNk5KwDF+Bvz+PyObkmSYjI5ksVUYtjW7AU22r2NKcfLJcXp96hkDWU3+XndOsUb+AQ9QhfzfCT2O+CNWT5Tw==
 
+table-layout@^1.0.2:
+  version "1.0.2"
+  resolved "https://registry.yarnpkg.com/table-layout/-/table-layout-1.0.2.tgz#c4038a1853b0136d63365a734b6931cf4fad4a04"
+  integrity sha512-qd/R7n5rQTRFi+Zf2sk5XVVd9UQl6ZkduPFC3S7WEGJAmetDTjY3qPN50eSKzwuzEyQKy5TN2TiZdkIjos2L6A==
+  dependencies:
+    array-back "^4.0.1"
+    deep-extend "~0.6.0"
+    typical "^5.2.0"
+    wordwrapjs "^4.0.0"
+
 tar@^6.1.11:
   version "6.1.13"
   resolved "https://registry.yarnpkg.com/tar/-/tar-6.1.13.tgz#46e22529000f612180601a6fe0680e7da508847b"
@@ -4476,6 +4611,11 @@ tslib@^1.8.1:
   resolved "https://registry.yarnpkg.com/tslib/-/tslib-1.14.1.tgz#cf2d38bdc34a134bcaf1091c41f6619e2f672d00"
   integrity sha512-Xni35NKzjgMrwevysHTCArtLDpPvye8zV/0E4EyYn43P7/7qvQwPh9BGkHewbMulVntbigmcT7rdX3BNo9wRJg==
 
+tslib@^2.4.0:
+  version "2.5.0"
+  resolved "https://registry.yarnpkg.com/tslib/-/tslib-2.5.0.tgz#42bfed86f5787aeb41d031866c8f402429e0fddf"
+  integrity sha512-336iVw3rtn2BUK7ORdIAHTyxHGRIHVReokCR3XjbckJMK7ms8FysBfhLR8IXnAgy7T0PTPNBWKiH514FOW/WSg==
+
 tsutils@^3.21.0:
   version "3.21.0"
   resolved "https://registry.yarnpkg.com/tsutils/-/tsutils-3.21.0.tgz#b48717d394cea6c1e096983eed58e9d61715b623"
@@ -4540,6 +4680,16 @@ typescript@^4.6.4:
   resolved "https://registry.yarnpkg.com/typescript/-/typescript-4.9.4.tgz#a2a3d2756c079abda241d75f149df9d561091e78"
   integrity sha512-Uz+dTXYzxXXbsFpM86Wh3dKCxrQqUcVMxwU54orwlJjOpO3ao8L7j5lH+dWfTwgCwIuM9GQ2kvVotzYJMXTBZg==
 
+typical@^4.0.0:
+  version "4.0.0"
+  resolved "https://registry.yarnpkg.com/typical/-/typical-4.0.0.tgz#cbeaff3b9d7ae1e2bbfaf5a4e6f11eccfde94fc4"
+  integrity sha512-VAH4IvQ7BDFYglMd7BPRDfLgxZZX4O4TFcRDA6EN5X7erNJJq+McIEp8np9aVtxrCJ6qx4GTYVfOWNjcqwZgRw==
+
+typical@^5.2.0:
+  version "5.2.0"
+  resolved "https://registry.yarnpkg.com/typical/-/typical-5.2.0.tgz#4daaac4f2b5315460804f0acf6cb69c52bb93066"
+  integrity sha512-dvdQgNDNJo+8B2uBQoqdb11eUCE1JQXhvjC/CZtgvZseVd5TYMXnq0+vuUemXbd/Se29cTaUuPX3YIc2xgbvIg==
+
 unbox-primitive@^1.0.2:
   version "1.0.2"
   resolved "https://registry.yarnpkg.com/unbox-primitive/-/unbox-primitive-1.0.2.tgz#29032021057d5e6cdbd08c5129c226dff8ed6f9e"
@@ -4712,6 +4862,14 @@ word-wrap@^1.2.3, word-wrap@~1.2.3:
   resolved "https://registry.yarnpkg.com/word-wrap/-/word-wrap-1.2.3.tgz#610636f6b1f703891bd34771ccb17fb93b47079c"
   integrity sha512-Hz/mrNwitNRh/HUAtM/VT/5VH+ygD6DV7mYKZAtHOrbs8U7lvPS6xf7EJKMF0uW1KJCl0H701g3ZGus+muE5vQ==
 
+wordwrapjs@^4.0.0:
+  version "4.0.1"
+  resolved "https://registry.yarnpkg.com/wordwrapjs/-/wordwrapjs-4.0.1.tgz#d9790bccfb110a0fc7836b5ebce0937b37a8b98f"
+  integrity sha512-kKlNACbvHrkpIw6oPeYDSmdCTu2hdMHoyXLTcUKala++lx5Y+wjJ/e474Jqv5abnVmwxw08DiTuHmw69lJGksA==
+  dependencies:
+    reduce-flatten "^2.0.0"
+    typical "^5.2.0"
+
 workerpool@6.2.1:
   version "6.2.1"
   resolved "https://registry.yarnpkg.com/workerpool/-/workerpool-6.2.1.tgz#46fc150c17d826b86a008e5a4508656777e9c343"