diff --git a/package-lock.json b/package-lock.json
index 72d32bf..099156c 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -11,13 +11,13 @@
         "@testing-library/jest-dom": "^5.16.5",
         "@testing-library/react": "^13.4.0",
         "@testing-library/user-event": "^13.5.0",
+        "@tidyjs/tidy": "^2.5.2",
         "@types/jest": "^27.5.2",
         "@types/node": "^16.18.12",
         "@types/react": "^18.0.28",
         "@types/react-dom": "^18.0.11",
         "await-to-js": "^3.0.0",
         "bootstrap": "^5.3.0-alpha1",
-        "danfojs": "^1.1.2",
         "echarts-for-react": "^3.0.2",
         "react": "^18.2.0",
         "react-dom": "^18.2.0",
@@ -4236,173 +4236,6 @@
         "url": "https://github.com/sponsors/gregberge"
       }
     },
-    "node_modules/@tensorflow/tfjs": {
-      "version": "3.21.0",
-      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs/-/tfjs-3.21.0.tgz",
-      "integrity": "sha512-khcARd3/872llL/oF4ouR40qlT71mylU66PGT8kHP/GJ5YKj44sv8lDRjU7lOVlJK7jsJFWEsNVHI3eMc/GWNQ==",
-      "dependencies": {
-        "@tensorflow/tfjs-backend-cpu": "3.21.0",
-        "@tensorflow/tfjs-backend-webgl": "3.21.0",
-        "@tensorflow/tfjs-converter": "3.21.0",
-        "@tensorflow/tfjs-core": "3.21.0",
-        "@tensorflow/tfjs-data": "3.21.0",
-        "@tensorflow/tfjs-layers": "3.21.0",
-        "argparse": "^1.0.10",
-        "chalk": "^4.1.0",
-        "core-js": "3",
-        "regenerator-runtime": "^0.13.5",
-        "yargs": "^16.0.3"
-      },
-      "bin": {
-        "tfjs-custom-module": "dist/tools/custom_module/cli.js"
-      }
-    },
-    "node_modules/@tensorflow/tfjs-backend-cpu": {
-      "version": "3.21.0",
-      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-backend-cpu/-/tfjs-backend-cpu-3.21.0.tgz",
-      "integrity": "sha512-88S21UAdzyK0CsLUrH17GPTD+26E85OP9CqmLZslaWjWUmBkeTQ5Zqyp6iK+gELnLxPx6q7JsNEeFuPv4254lQ==",
-      "dependencies": {
-        "@types/seedrandom": "^2.4.28",
-        "seedrandom": "^3.0.5"
-      },
-      "engines": {
-        "yarn": ">= 1.3.2"
-      },
-      "peerDependencies": {
-        "@tensorflow/tfjs-core": "3.21.0"
-      }
-    },
-    "node_modules/@tensorflow/tfjs-backend-webgl": {
-      "version": "3.21.0",
-      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-backend-webgl/-/tfjs-backend-webgl-3.21.0.tgz",
-      "integrity": "sha512-N4zitIAT9IX8B8oe489qM3f3VcESxGZIZvHmVP8varOQakTvTX859aaPo1s8hK1qCy4BjSGbweooZe4U8D4kTQ==",
-      "dependencies": {
-        "@tensorflow/tfjs-backend-cpu": "3.21.0",
-        "@types/offscreencanvas": "~2019.3.0",
-        "@types/seedrandom": "^2.4.28",
-        "@types/webgl-ext": "0.0.30",
-        "@types/webgl2": "0.0.6",
-        "seedrandom": "^3.0.5"
-      },
-      "engines": {
-        "yarn": ">= 1.3.2"
-      },
-      "peerDependencies": {
-        "@tensorflow/tfjs-core": "3.21.0"
-      }
-    },
-    "node_modules/@tensorflow/tfjs-converter": {
-      "version": "3.21.0",
-      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-converter/-/tfjs-converter-3.21.0.tgz",
-      "integrity": "sha512-12Y4zVDq3yW+wSjSDpSv4HnpL2sDZrNiGSg8XNiDE4HQBdjdA+a+Q3sZF/8NV9y2yoBhL5L7V4mMLDdbZBd9/Q==",
-      "peerDependencies": {
-        "@tensorflow/tfjs-core": "3.21.0"
-      }
-    },
-    "node_modules/@tensorflow/tfjs-core": {
-      "version": "3.21.0",
-      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-core/-/tfjs-core-3.21.0.tgz",
-      "integrity": "sha512-YSfsswOqWfd+M4bXIhT3hwtAb+IV8+ODwIxwdFR/7jTAPZP1wMVnSlpKnXHAN64HFOiP+Tm3HmKusEZ0+09A0w==",
-      "dependencies": {
-        "@types/long": "^4.0.1",
-        "@types/offscreencanvas": "~2019.3.0",
-        "@types/seedrandom": "^2.4.28",
-        "@types/webgl-ext": "0.0.30",
-        "@webgpu/types": "0.1.16",
-        "long": "4.0.0",
-        "node-fetch": "~2.6.1",
-        "seedrandom": "^3.0.5"
-      },
-      "engines": {
-        "yarn": ">= 1.3.2"
-      }
-    },
-    "node_modules/@tensorflow/tfjs-data": {
-      "version": "3.21.0",
-      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-data/-/tfjs-data-3.21.0.tgz",
-      "integrity": "sha512-eFLfw2wIcFNxnP2Iv/SnVlihehzKMumk1b5Prcx1ixk/SbkCo5u0Lt7OVOWaEOKVqvB2sT+dJcTjAh6lrCC/QA==",
-      "dependencies": {
-        "@types/node-fetch": "^2.1.2",
-        "node-fetch": "~2.6.1",
-        "string_decoder": "^1.3.0"
-      },
-      "peerDependencies": {
-        "@tensorflow/tfjs-core": "3.21.0",
-        "seedrandom": "^3.0.5"
-      }
-    },
-    "node_modules/@tensorflow/tfjs-layers": {
-      "version": "3.21.0",
-      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-layers/-/tfjs-layers-3.21.0.tgz",
-      "integrity": "sha512-CMVXsraakXgnXEnqD9QbtResA7nvV7Jz20pGmjFIodcQkClgmFFhdCG5N+zlVRHEz7VKG2OyfhltZ0dBq/OAhA==",
-      "peerDependencies": {
-        "@tensorflow/tfjs-core": "3.21.0"
-      }
-    },
-    "node_modules/@tensorflow/tfjs/node_modules/ansi-styles": {
-      "version": "4.3.0",
-      "resolved": "https://registry.npmjs.org/ansi-styles/-/ansi-styles-4.3.0.tgz",
-      "integrity": "sha512-zbB9rCJAT1rbjiVDb2hqKFHNYLxgtk8NURxZ3IZwD3F6NtxbXZQCnnSi1Lkx+IDohdPlFp222wVALIheZJQSEg==",
-      "dependencies": {
-        "color-convert": "^2.0.1"
-      },
-      "engines": {
-        "node": ">=8"
-      },
-      "funding": {
-        "url": "https://github.com/chalk/ansi-styles?sponsor=1"
-      }
-    },
-    "node_modules/@tensorflow/tfjs/node_modules/chalk": {
-      "version": "4.1.2",
-      "resolved": "https://registry.npmjs.org/chalk/-/chalk-4.1.2.tgz",
-      "integrity": "sha512-oKnbhFyRIXpUuez8iBMmyEa4nbj4IOQyuhc/wy9kY7/WVPcwIO9VA668Pu8RkO7+0G76SLROeyw9CpQ061i4mA==",
-      "dependencies": {
-        "ansi-styles": "^4.1.0",
-        "supports-color": "^7.1.0"
-      },
-      "engines": {
-        "node": ">=10"
-      },
-      "funding": {
-        "url": "https://github.com/chalk/chalk?sponsor=1"
-      }
-    },
-    "node_modules/@tensorflow/tfjs/node_modules/color-convert": {
-      "version": "2.0.1",
-      "resolved": "https://registry.npmjs.org/color-convert/-/color-convert-2.0.1.tgz",
-      "integrity": "sha512-RRECPsj7iu/xb5oKYcsFHSppFNnsj/52OVTRKb4zP5onXwVF3zVmmToNcOfGC+CRDpfK/U584fMg38ZHCaElKQ==",
-      "dependencies": {
-        "color-name": "~1.1.4"
-      },
-      "engines": {
-        "node": ">=7.0.0"
-      }
-    },
-    "node_modules/@tensorflow/tfjs/node_modules/color-name": {
-      "version": "1.1.4",
-      "resolved": "https://registry.npmjs.org/color-name/-/color-name-1.1.4.tgz",
-      "integrity": "sha512-dOy+3AuW3a2wNbZHIuMZpTcgjGuLU/uBL/ubcZF9OXbDo8ff4O8yVp5Bf0efS8uEoYo5q4Fx7dY9OgQGXgAsQA=="
-    },
-    "node_modules/@tensorflow/tfjs/node_modules/has-flag": {
-      "version": "4.0.0",
-      "resolved": "https://registry.npmjs.org/has-flag/-/has-flag-4.0.0.tgz",
-      "integrity": "sha512-EykJT/Q1KjTWctppgIAgfSO0tKVuZUjhgMr17kqTumMl6Afv3EISleU7qZUzoXDFTAHTDC4NOoG/ZxU3EvlMPQ==",
-      "engines": {
-        "node": ">=8"
-      }
-    },
-    "node_modules/@tensorflow/tfjs/node_modules/supports-color": {
-      "version": "7.2.0",
-      "resolved": "https://registry.npmjs.org/supports-color/-/supports-color-7.2.0.tgz",
-      "integrity": "sha512-qpCAvRl9stuOHveKsn7HncJRvv501qIacKzQlO/+Lwxc9+0q2wLyv4Dfvt80/DPn2pqOBsJdDiogXGR9+OvwRw==",
-      "dependencies": {
-        "has-flag": "^4.0.0"
-      },
-      "engines": {
-        "node": ">=8"
-      }
-    },
     "node_modules/@testing-library/dom": {
       "version": "9.0.0",
       "resolved": "https://registry.npmjs.org/@testing-library/dom/-/dom-9.0.0.tgz",
@@ -4688,6 +4521,15 @@
         "@testing-library/dom": ">=7.21.4"
       }
     },
+    "node_modules/@tidyjs/tidy": {
+      "version": "2.5.2",
+      "resolved": "https://registry.npmjs.org/@tidyjs/tidy/-/tidy-2.5.2.tgz",
+      "integrity": "sha512-jIpF2tM3gUFbo+kRxcfi/mLYg6sFvj7S9cI9hCt6EsalMXT0vTWo4lybv9OLRfSAE77iXvAyXPKpnJ/h4rotDQ==",
+      "dependencies": {
+        "d3-array": "^2.9.1",
+        "ts-toolbelt": "^8.0.7"
+      }
+    },
     "node_modules/@tootallnate/once": {
       "version": "1.1.2",
       "resolved": "https://registry.npmjs.org/@tootallnate/once/-/once-1.1.2.tgz",
@@ -4923,20 +4765,6 @@
       "resolved": "https://registry.npmjs.org/@types/node/-/node-16.18.12.tgz",
       "integrity": "sha512-vzLe5NaNMjIE3mcddFVGlAXN1LEWueUsMsOJWaT6wWMJGyljHAWHznqfnKUQWGzu7TLPrGvWdNAsvQYW+C0xtw=="
     },
-    "node_modules/@types/node-fetch": {
-      "version": "2.6.2",
-      "resolved": "https://registry.npmjs.org/@types/node-fetch/-/node-fetch-2.6.2.tgz",
-      "integrity": "sha512-DHqhlq5jeESLy19TYhLakJ07kNumXWjcDdxXsLUMJZ6ue8VZJj4kLPQVE/2mdHh3xZziNF1xppu5lwmS53HR+A==",
-      "dependencies": {
-        "@types/node": "*",
-        "form-data": "^3.0.0"
-      }
-    },
-    "node_modules/@types/offscreencanvas": {
-      "version": "2019.3.0",
-      "resolved": "https://registry.npmjs.org/@types/offscreencanvas/-/offscreencanvas-2019.3.0.tgz",
-      "integrity": "sha512-esIJx9bQg+QYF0ra8GnvfianIY8qWB0GBx54PK5Eps6m+xTj86KLavHv6qDhzKcu5UUOgNfJ2pWaIIV7TRUd9Q=="
-    },
     "node_modules/@types/parse-json": {
       "version": "4.0.0",
       "resolved": "https://registry.npmjs.org/@types/parse-json/-/parse-json-4.0.0.tgz",
@@ -5003,11 +4831,6 @@
       "resolved": "https://registry.npmjs.org/@types/scheduler/-/scheduler-0.16.2.tgz",
       "integrity": "sha512-hppQEBDmlwhFAXKJX2KnWLYu5yMfi91yazPb2l+lbJiwW+wdo1gNeRA+3RgNSO39WYX2euey41KEwnqesU2Jew=="
     },
-    "node_modules/@types/seedrandom": {
-      "version": "2.4.30",
-      "resolved": "https://registry.npmjs.org/@types/seedrandom/-/seedrandom-2.4.30.tgz",
-      "integrity": "sha512-AnxLHewubLVzoF/A4qdxBGHCKifw8cY32iro3DQX9TPcetE95zBeVt3jnsvtvAUf1vwzMfwzp4t/L2yqPlnjkQ=="
-    },
     "node_modules/@types/semver": {
       "version": "7.3.13",
       "resolved": "https://registry.npmjs.org/@types/semver/-/semver-7.3.13.tgz",
@@ -5070,16 +4893,6 @@
       "integrity": "sha512-rFT3ak0/2trgvp4yYZo5iKFEPsET7vKydKF+VRCxlQ9bpheehyAJH89dAkaLEq/j/RZXJIqcgsmPJKUP1Z28HA==",
       "dev": true
     },
-    "node_modules/@types/webgl-ext": {
-      "version": "0.0.30",
-      "resolved": "https://registry.npmjs.org/@types/webgl-ext/-/webgl-ext-0.0.30.tgz",
-      "integrity": "sha512-LKVgNmBxN0BbljJrVUwkxwRYqzsAEPcZOe6S2T6ZaBDIrFp0qu4FNlpc5sM1tGbXUYFgdVQIoeLk1Y1UoblyEg=="
-    },
-    "node_modules/@types/webgl2": {
-      "version": "0.0.6",
-      "resolved": "https://registry.npmjs.org/@types/webgl2/-/webgl2-0.0.6.tgz",
-      "integrity": "sha512-50GQhDVTq/herLMiqSQkdtRu+d5q/cWHn4VvKJtrj4DJAjo1MNkWYa2MA41BaBO1q1HgsUjuQvEOk0QHvlnAaQ=="
-    },
     "node_modules/@types/ws": {
       "version": "8.5.4",
       "resolved": "https://registry.npmjs.org/@types/ws/-/ws-8.5.4.tgz",
@@ -5450,11 +5263,6 @@
         "@xtuc/long": "4.2.2"
       }
     },
-    "node_modules/@webgpu/types": {
-      "version": "0.1.16",
-      "resolved": "https://registry.npmjs.org/@webgpu/types/-/types-0.1.16.tgz",
-      "integrity": "sha512-9E61voMP4+Rze02jlTXud++Htpjyyk8vw5Hyw9FGRrmhHQg2GqbuOfwf5Klrb8vTxc2XWI3EfO7RUHMpxTj26A=="
-    },
     "node_modules/@xtuc/ieee754": {
       "version": "1.2.0",
       "resolved": "https://registry.npmjs.org/@xtuc/ieee754/-/ieee754-1.2.0.tgz",
@@ -5578,21 +5386,6 @@
         "node": ">=8.9"
       }
     },
-    "node_modules/adler-32": {
-      "version": "1.2.0",
-      "resolved": "https://registry.npmjs.org/adler-32/-/adler-32-1.2.0.tgz",
-      "integrity": "sha512-/vUqU/UY4MVeFsg+SsK6c+/05RZXIHZMGJA+PX5JyWI0ZRcBpupnRuPLU/NXXoFwMYCPCoxIfElM2eS+DUXCqQ==",
-      "dependencies": {
-        "exit-on-epipe": "~1.0.1",
-        "printj": "~1.1.0"
-      },
-      "bin": {
-        "adler32": "bin/adler32.njs"
-      },
-      "engines": {
-        "node": ">=0.8"
-      }
-    },
     "node_modules/agent-base": {
       "version": "6.0.2",
       "resolved": "https://registry.npmjs.org/agent-base/-/agent-base-6.0.2.tgz",
@@ -5855,14 +5648,6 @@
       "resolved": "https://registry.npmjs.org/ast-types-flow/-/ast-types-flow-0.0.7.tgz",
       "integrity": "sha512-eBvWn1lvIApYMhzQMsu9ciLfkBY499mFZlNqG+/9WR7PVlroQw0vG30cOQQbaKz3sCEc44TAOu2ykzqXSNnwag=="
     },
-    "node_modules/astral-regex": {
-      "version": "2.0.0",
-      "resolved": "https://registry.npmjs.org/astral-regex/-/astral-regex-2.0.0.tgz",
-      "integrity": "sha512-Z7tMw1ytTXt5jqMcOP+OQteU1VuNK9Y02uuJtKQ1Sv69jXQKKg5cibLwGJow8yzZP+eAc18EmLGPal0bp36rvQ==",
-      "engines": {
-        "node": ">=8"
-      }
-    },
     "node_modules/async": {
       "version": "3.2.4",
       "resolved": "https://registry.npmjs.org/async/-/async-3.2.4.tgz",
@@ -6601,26 +6386,6 @@
         "node": ">=4"
       }
     },
-    "node_modules/cfb": {
-      "version": "1.2.2",
-      "resolved": "https://registry.npmjs.org/cfb/-/cfb-1.2.2.tgz",
-      "integrity": "sha512-KfdUZsSOw19/ObEWasvBP/Ac4reZvAGauZhs6S/gqNhXhI7cKwvlH7ulj+dOEYnca4bm4SGo8C1bTAQvnTjgQA==",
-      "dependencies": {
-        "adler-32": "~1.3.0",
-        "crc-32": "~1.2.0"
-      },
-      "engines": {
-        "node": ">=0.8"
-      }
-    },
-    "node_modules/cfb/node_modules/adler-32": {
-      "version": "1.3.1",
-      "resolved": "https://registry.npmjs.org/adler-32/-/adler-32-1.3.1.tgz",
-      "integrity": "sha512-ynZ4w/nUUv5rrsR8UUGoe1VC9hZj6V5hU9Qw1HlMDJGEJw5S7TfTErWTjMys6M7vr0YWcPqs3qAr4ss0nDfP+A==",
-      "engines": {
-        "node": ">=0.8"
-      }
-    },
     "node_modules/chalk": {
       "version": "2.4.2",
       "resolved": "https://registry.npmjs.org/chalk/-/chalk-2.4.2.tgz",
@@ -6778,14 +6543,6 @@
         "node": ">= 4.0"
       }
     },
-    "node_modules/codepage": {
-      "version": "1.15.0",
-      "resolved": "https://registry.npmjs.org/codepage/-/codepage-1.15.0.tgz",
-      "integrity": "sha512-3g6NUTPd/YtuuGrhMnOMRjFc+LJw/bnMp3+0r/Wcz3IXUuCosKRJvMphm5+Q+bvTVGcJJuRvVLuYba+WojaFaA==",
-      "engines": {
-        "node": ">=0.8"
-      }
-    },
     "node_modules/collect-v8-coverage": {
       "version": "1.0.1",
       "resolved": "https://registry.npmjs.org/collect-v8-coverage/-/collect-v8-coverage-1.0.1.tgz",
@@ -6851,18 +6608,6 @@
       "resolved": "https://registry.npmjs.org/commondir/-/commondir-1.0.1.tgz",
       "integrity": "sha512-W9pAhw0ja1Edb5GVdIF1mjZw/ASI0AlShXM83UUGe2DVr5TdAPEA1OA8m/g8zWp9x6On7gqufY+FatDbC3MDQg=="
     },
-    "node_modules/complex.js": {
-      "version": "2.1.1",
-      "resolved": "https://registry.npmjs.org/complex.js/-/complex.js-2.1.1.tgz",
-      "integrity": "sha512-8njCHOTtFFLtegk6zQo0kkVX1rngygb/KQI6z1qZxlFI3scluC+LVTCFbrkWjBv4vvLlbQ9t88IPMC6k95VTTg==",
-      "engines": {
-        "node": "*"
-      },
-      "funding": {
-        "type": "patreon",
-        "url": "https://www.patreon.com/infusion"
-      }
-    },
     "node_modules/compressible": {
       "version": "2.0.18",
       "resolved": "https://registry.npmjs.org/compressible/-/compressible-2.0.18.tgz",
@@ -7016,17 +6761,6 @@
         "node": ">=10"
       }
     },
-    "node_modules/crc-32": {
-      "version": "1.2.2",
-      "resolved": "https://registry.npmjs.org/crc-32/-/crc-32-1.2.2.tgz",
-      "integrity": "sha512-ROmzCKrTnOwybPcJApAA6WBWij23HVfGVNKqqrZpuyZOHqK2CwHSvpGuyt/UNNvaIjEd8X5IFGp4Mh+Ie1IHJQ==",
-      "bin": {
-        "crc32": "bin/crc32.njs"
-      },
-      "engines": {
-        "node": ">=0.8"
-      }
-    },
     "node_modules/cross-spawn": {
       "version": "7.0.3",
       "resolved": "https://registry.npmjs.org/cross-spawn/-/cross-spawn-7.0.3.tgz",
@@ -7458,24 +7192,19 @@
         "regenerator-runtime": "^0.13.4"
       }
     },
+    "node_modules/d3-array": {
+      "version": "2.12.1",
+      "resolved": "https://registry.npmjs.org/d3-array/-/d3-array-2.12.1.tgz",
+      "integrity": "sha512-B0ErZK/66mHtEsR1TkPEEkwdy+WDesimkM5gpZr5Dsg54BiTA5RXtYW5qTLIAcekaS9xfZrzBLF/OAkB3Qn1YQ==",
+      "dependencies": {
+        "internmap": "^1.0.0"
+      }
+    },
     "node_modules/damerau-levenshtein": {
       "version": "1.0.8",
       "resolved": "https://registry.npmjs.org/damerau-levenshtein/-/damerau-levenshtein-1.0.8.tgz",
       "integrity": "sha512-sdQSFB7+llfUcQHUQO3+B8ERRj0Oa4w9POWMI/puGtuf7gFywGmkaLCElnudfTiKZV+NvHqL0ifzdrI8Ro7ESA=="
     },
-    "node_modules/danfojs": {
-      "version": "1.1.2",
-      "resolved": "https://registry.npmjs.org/danfojs/-/danfojs-1.1.2.tgz",
-      "integrity": "sha512-KakcRbOJyJcv68iRsbIMDEWly/fUiznr1HfOhtdWUdwfbp5uGidq9ow426Cf5EQH/Sp8q/lVbjGtWcxB17zvSg==",
-      "dependencies": {
-        "@tensorflow/tfjs": "^3.13.0",
-        "mathjs": "9.4.4",
-        "papaparse": "^5.3.1",
-        "plotly.js-dist-min": "2.8.0",
-        "table": "6.7.1",
-        "xlsx": "0.17.2"
-      }
-    },
     "node_modules/data-urls": {
       "version": "2.0.0",
       "resolved": "https://registry.npmjs.org/data-urls/-/data-urls-2.0.0.tgz",
@@ -8150,11 +7879,6 @@
       "resolved": "https://registry.npmjs.org/escape-html/-/escape-html-1.0.3.tgz",
       "integrity": "sha512-NiSupZ4OeuGwr68lGIeym/ksIZMJodUGOSCZ/FSnTxcrekbvqrgdUxlJOMpijaKZVjAJrWrGs/6Jy8OMuyj9ow=="
     },
-    "node_modules/escape-latex": {
-      "version": "1.2.0",
-      "resolved": "https://registry.npmjs.org/escape-latex/-/escape-latex-1.2.0.tgz",
-      "integrity": "sha512-nV5aVWW1K0wEiUIEdZ4erkGGH8mDxGyxSeqPzRNtWP7ataw+/olFObw7hujFWlVjNsaDFw5VZ5NzVSIqRgfTiw=="
-    },
     "node_modules/escape-string-regexp": {
       "version": "1.0.5",
       "resolved": "https://registry.npmjs.org/escape-string-regexp/-/escape-string-regexp-1.0.5.tgz",
@@ -8984,14 +8708,6 @@
         "node": ">= 0.8.0"
       }
     },
-    "node_modules/exit-on-epipe": {
-      "version": "1.0.1",
-      "resolved": "https://registry.npmjs.org/exit-on-epipe/-/exit-on-epipe-1.0.1.tgz",
-      "integrity": "sha512-h2z5mrROTxce56S+pnvAV890uu7ls7f1kEvVGJbw1OlFH3/mlJ5bkXu0KRyW94v37zzHPiUd55iLn3DA7TjWpw==",
-      "engines": {
-        "node": ">=0.8"
-      }
-    },
     "node_modules/expect": {
       "version": "27.5.1",
       "resolved": "https://registry.npmjs.org/expect/-/expect-27.5.1.tgz",
@@ -9133,11 +8849,6 @@
         "bser": "2.1.1"
       }
     },
-    "node_modules/fflate": {
-      "version": "0.3.11",
-      "resolved": "https://registry.npmjs.org/fflate/-/fflate-0.3.11.tgz",
-      "integrity": "sha512-Rr5QlUeGN1mbOHlaqcSYMKVpPbgLy0AWT/W0EHxA6NGI12yO1jpoui2zBBvU2G824ltM6Ut8BFgfHSBGfkmS0A=="
-    },
     "node_modules/file-entry-cache": {
       "version": "6.0.1",
       "resolved": "https://registry.npmjs.org/file-entry-cache/-/file-entry-cache-6.0.1.tgz",
@@ -9529,14 +9240,6 @@
         "node": ">= 0.6"
       }
     },
-    "node_modules/frac": {
-      "version": "1.1.2",
-      "resolved": "https://registry.npmjs.org/frac/-/frac-1.1.2.tgz",
-      "integrity": "sha512-w/XBfkibaTl3YDqASwfDUqkna4Z2p9cFSr1aHDt0WoMTECnRfBOv2WArlZILlqgWlmdIlALXGpM2AOhEk5W3IA==",
-      "engines": {
-        "node": ">=0.8"
-      }
-    },
     "node_modules/fraction.js": {
       "version": "4.2.0",
       "resolved": "https://registry.npmjs.org/fraction.js/-/fraction.js-4.2.0.tgz",
@@ -10379,6 +10082,11 @@
         "node": ">= 0.4"
       }
     },
+    "node_modules/internmap": {
+      "version": "1.0.1",
+      "resolved": "https://registry.npmjs.org/internmap/-/internmap-1.0.1.tgz",
+      "integrity": "sha512-lDB5YccMydFBtasVtxnZ3MRBHuaoE8GKsppq+EchKL2U4nK/DmEpPHNH8MZe5HkMtpSiTSOZwfN0tzYjO/lJEw=="
+    },
     "node_modules/ipaddr.js": {
       "version": "2.0.1",
       "resolved": "https://registry.npmjs.org/ipaddr.js/-/ipaddr.js-2.0.1.tgz",
@@ -11005,11 +10713,6 @@
         "node": ">=8"
       }
     },
-    "node_modules/javascript-natural-sort": {
-      "version": "0.7.1",
-      "resolved": "https://registry.npmjs.org/javascript-natural-sort/-/javascript-natural-sort-0.7.1.tgz",
-      "integrity": "sha512-nO6jcEfZWQXDhOiBtG2KvKyEptz7RVbpGP4vTD2hLBdmNQSsCiicO2Ioinv6UI4y9ukqnBpy+XZ9H6uLNgJTlw=="
-    },
     "node_modules/jest": {
       "version": "27.5.1",
       "resolved": "https://registry.npmjs.org/jest/-/jest-27.5.1.tgz",
@@ -13156,11 +12859,6 @@
       "resolved": "https://registry.npmjs.org/lodash.camelcase/-/lodash.camelcase-4.3.0.tgz",
       "integrity": "sha512-TwuEnCnxbc3rAvhf/LbG7tJUDzhqXyFnv3dtzLOPgCG/hODL7WFnsbwktkD7yUV0RrreP/l1PALq/YSg6VvjlA=="
     },
-    "node_modules/lodash.clonedeep": {
-      "version": "4.5.0",
-      "resolved": "https://registry.npmjs.org/lodash.clonedeep/-/lodash.clonedeep-4.5.0.tgz",
-      "integrity": "sha512-H5ZhCF25riFd9uB5UCkVKo61m3S/xZk1x4wA6yp/L3RFP6Z/eHH1ymQcGLo7J3GMPfm0V/7m1tryHuGVxpqEBQ=="
-    },
     "node_modules/lodash.debounce": {
       "version": "4.0.8",
       "resolved": "https://registry.npmjs.org/lodash.debounce/-/lodash.debounce-4.0.8.tgz",
@@ -13191,11 +12889,6 @@
       "resolved": "https://registry.npmjs.org/lodash.sortby/-/lodash.sortby-4.7.0.tgz",
       "integrity": "sha512-HDWXG8isMntAyRF5vZ7xKuEvOhT4AhlRt/3czTSjvGUxjYCBVRQY48ViDHyfYz9VIoBkW4TMGQNapx+l3RUwdA=="
     },
-    "node_modules/lodash.truncate": {
-      "version": "4.4.2",
-      "resolved": "https://registry.npmjs.org/lodash.truncate/-/lodash.truncate-4.4.2.tgz",
-      "integrity": "sha512-jttmRe7bRse52OsWIMDLaXxWqRAmtIUccAQ3garviCqJjafXOfNMO0yMfNpdD6zbGaTU0P5Nz7e7gAT6cKmJRw=="
-    },
     "node_modules/lodash.uniq": {
       "version": "4.5.0",
       "resolved": "https://registry.npmjs.org/lodash.uniq/-/lodash.uniq-4.5.0.tgz",
@@ -13284,28 +12977,6 @@
         "tmpl": "1.0.5"
       }
     },
-    "node_modules/mathjs": {
-      "version": "9.4.4",
-      "resolved": "https://registry.npmjs.org/mathjs/-/mathjs-9.4.4.tgz",
-      "integrity": "sha512-5EEJXnWOzLDgMHSFyw623nH+MTBZxquWwXtrzTsingOouJJ6UZG2VNO1lwH31IMt9aMno1axO6TYleIP4YSDaQ==",
-      "dependencies": {
-        "@babel/runtime": "^7.14.6",
-        "complex.js": "^2.0.15",
-        "decimal.js": "^10.3.1",
-        "escape-latex": "^1.2.0",
-        "fraction.js": "^4.1.1",
-        "javascript-natural-sort": "^0.7.1",
-        "seedrandom": "^3.0.5",
-        "tiny-emitter": "^2.1.0",
-        "typed-function": "^2.0.0"
-      },
-      "bin": {
-        "mathjs": "bin/cli.js"
-      },
-      "engines": {
-        "node": ">= 12"
-      }
-    },
     "node_modules/mdn-data": {
       "version": "2.0.4",
       "resolved": "https://registry.npmjs.org/mdn-data/-/mdn-data-2.0.4.tgz",
@@ -13606,44 +13277,6 @@
         "tslib": "^2.0.3"
       }
     },
-    "node_modules/node-fetch": {
-      "version": "2.6.9",
-      "resolved": "https://registry.npmjs.org/node-fetch/-/node-fetch-2.6.9.tgz",
-      "integrity": "sha512-DJm/CJkZkRjKKj4Zi4BsKVZh3ValV5IR5s7LVZnW+6YMh0W1BfNA8XSs6DLMGYlId5F3KnA70uu2qepcR08Qqg==",
-      "dependencies": {
-        "whatwg-url": "^5.0.0"
-      },
-      "engines": {
-        "node": "4.x || >=6.0.0"
-      },
-      "peerDependencies": {
-        "encoding": "^0.1.0"
-      },
-      "peerDependenciesMeta": {
-        "encoding": {
-          "optional": true
-        }
-      }
-    },
-    "node_modules/node-fetch/node_modules/tr46": {
-      "version": "0.0.3",
-      "resolved": "https://registry.npmjs.org/tr46/-/tr46-0.0.3.tgz",
-      "integrity": "sha512-N3WMsuqV66lT30CrXNbEjx4GEwlow3v6rr4mCcv6prnfwhS01rkgyFdjPNBYd9br7LpXV1+Emh01fHnq2Gdgrw=="
-    },
-    "node_modules/node-fetch/node_modules/webidl-conversions": {
-      "version": "3.0.1",
-      "resolved": "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-3.0.1.tgz",
-      "integrity": "sha512-2JAn3z8AR6rjK8Sm8orRC0h/bcl/DqL7tRPdGZ4I1CjdF+EaMLmYxBHyXuKL849eucPFhvBoxMsflfOb8kxaeQ=="
-    },
-    "node_modules/node-fetch/node_modules/whatwg-url": {
-      "version": "5.0.0",
-      "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-5.0.0.tgz",
-      "integrity": "sha512-saE57nupxk6v3HY35+jzBwYa0rKSy0XR8JSxZPwgLr7ys0IBzhGviA1/TUGJLmSVqs8pb9AnvICXEuOHLprYTw==",
-      "dependencies": {
-        "tr46": "~0.0.3",
-        "webidl-conversions": "^3.0.0"
-      }
-    },
     "node_modules/node-forge": {
       "version": "1.3.1",
       "resolved": "https://registry.npmjs.org/node-forge/-/node-forge-1.3.1.tgz",
@@ -14024,11 +13657,6 @@
         "node": ">=6"
       }
     },
-    "node_modules/papaparse": {
-      "version": "5.3.2",
-      "resolved": "https://registry.npmjs.org/papaparse/-/papaparse-5.3.2.tgz",
-      "integrity": "sha512-6dNZu0Ki+gyV0eBsFKJhYr+MdQYAzFUGlBMNj3GNrmHxmz1lfRa24CjFObPXtjcetlOv5Ad299MhIK0znp3afw=="
-    },
     "node_modules/param-case": {
       "version": "3.0.4",
       "resolved": "https://registry.npmjs.org/param-case/-/param-case-3.0.4.tgz",
@@ -14293,11 +13921,6 @@
         "node": ">=4"
       }
     },
-    "node_modules/plotly.js-dist-min": {
-      "version": "2.8.0",
-      "resolved": "https://registry.npmjs.org/plotly.js-dist-min/-/plotly.js-dist-min-2.8.0.tgz",
-      "integrity": "sha512-6OOg/D7OEffYq1WJt4XKNHzJAd9uN3kCuKZcCr0RGvnSB3wvP7fDmfsUpxZR2q0M+3j7SKejJ8qv1HGkarnObg=="
-    },
     "node_modules/postcss": {
       "version": "8.4.21",
       "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.4.21.tgz",
@@ -15594,17 +15217,6 @@
         "url": "https://github.com/chalk/ansi-styles?sponsor=1"
       }
     },
-    "node_modules/printj": {
-      "version": "1.1.2",
-      "resolved": "https://registry.npmjs.org/printj/-/printj-1.1.2.tgz",
-      "integrity": "sha512-zA2SmoLaxZyArQTOPj5LXecR+RagfPSU5Kw1qP+jkWeNlrq+eJZyY2oS68SU1Z/7/myXM4lo9716laOFAVStCQ==",
-      "bin": {
-        "printj": "bin/printj.njs"
-      },
-      "engines": {
-        "node": ">=0.8"
-      }
-    },
     "node_modules/process-nextick-args": {
       "version": "2.0.1",
       "resolved": "https://registry.npmjs.org/process-nextick-args/-/process-nextick-args-2.0.1.tgz",
@@ -16743,11 +16355,6 @@
         "url": "https://opencollective.com/webpack"
       }
     },
-    "node_modules/seedrandom": {
-      "version": "3.0.5",
-      "resolved": "https://registry.npmjs.org/seedrandom/-/seedrandom-3.0.5.tgz",
-      "integrity": "sha512-8OwmbklUNzwezjGInmZ+2clQmExQPvomqjL7LFqOYqtmuxRgQYqOD3mHaU+MvZn5FLUeVxVfQjwLZW/n/JFuqg=="
-    },
     "node_modules/select-hose": {
       "version": "2.0.0",
       "resolved": "https://registry.npmjs.org/select-hose/-/select-hose-2.0.0.tgz",
@@ -17023,52 +16630,6 @@
         "node": ">=8"
       }
     },
-    "node_modules/slice-ansi": {
-      "version": "4.0.0",
-      "resolved": "https://registry.npmjs.org/slice-ansi/-/slice-ansi-4.0.0.tgz",
-      "integrity": "sha512-qMCMfhY040cVHT43K9BFygqYbUPFZKHOg7K73mtTWJRb8pyP3fzf4Ixd5SzdEJQ6MRUg/WBnOLxghZtKKurENQ==",
-      "dependencies": {
-        "ansi-styles": "^4.0.0",
-        "astral-regex": "^2.0.0",
-        "is-fullwidth-code-point": "^3.0.0"
-      },
-      "engines": {
-        "node": ">=10"
-      },
-      "funding": {
-        "url": "https://github.com/chalk/slice-ansi?sponsor=1"
-      }
-    },
-    "node_modules/slice-ansi/node_modules/ansi-styles": {
-      "version": "4.3.0",
-      "resolved": "https://registry.npmjs.org/ansi-styles/-/ansi-styles-4.3.0.tgz",
-      "integrity": "sha512-zbB9rCJAT1rbjiVDb2hqKFHNYLxgtk8NURxZ3IZwD3F6NtxbXZQCnnSi1Lkx+IDohdPlFp222wVALIheZJQSEg==",
-      "dependencies": {
-        "color-convert": "^2.0.1"
-      },
-      "engines": {
-        "node": ">=8"
-      },
-      "funding": {
-        "url": "https://github.com/chalk/ansi-styles?sponsor=1"
-      }
-    },
-    "node_modules/slice-ansi/node_modules/color-convert": {
-      "version": "2.0.1",
-      "resolved": "https://registry.npmjs.org/color-convert/-/color-convert-2.0.1.tgz",
-      "integrity": "sha512-RRECPsj7iu/xb5oKYcsFHSppFNnsj/52OVTRKb4zP5onXwVF3zVmmToNcOfGC+CRDpfK/U584fMg38ZHCaElKQ==",
-      "dependencies": {
-        "color-name": "~1.1.4"
-      },
-      "engines": {
-        "node": ">=7.0.0"
-      }
-    },
-    "node_modules/slice-ansi/node_modules/color-name": {
-      "version": "1.1.4",
-      "resolved": "https://registry.npmjs.org/color-name/-/color-name-1.1.4.tgz",
-      "integrity": "sha512-dOy+3AuW3a2wNbZHIuMZpTcgjGuLU/uBL/ubcZF9OXbDo8ff4O8yVp5Bf0efS8uEoYo5q4Fx7dY9OgQGXgAsQA=="
-    },
     "node_modules/socket.io-client": {
       "version": "4.6.1",
       "resolved": "https://registry.npmjs.org/socket.io-client/-/socket.io-client-4.6.1.tgz",
@@ -17215,17 +16776,6 @@
       "resolved": "https://registry.npmjs.org/sprintf-js/-/sprintf-js-1.0.3.tgz",
       "integrity": "sha512-D9cPgkvLlV3t3IzL0D0YLvGA9Ahk4PcvVwUbN0dSGr1aP0Nrt4AEnTUbuGvquEC0mA64Gqt1fzirlRs5ibXx8g=="
     },
-    "node_modules/ssf": {
-      "version": "0.11.2",
-      "resolved": "https://registry.npmjs.org/ssf/-/ssf-0.11.2.tgz",
-      "integrity": "sha512-+idbmIXoYET47hH+d7dfm2epdOMUDjqcB4648sTZ+t2JwoyBFL/insLfB/racrDmsKB3diwsDA696pZMieAC5g==",
-      "dependencies": {
-        "frac": "~1.1.2"
-      },
-      "engines": {
-        "node": ">=0.8"
-      }
-    },
     "node_modules/stable": {
       "version": "0.1.8",
       "resolved": "https://registry.npmjs.org/stable/-/stable-0.1.8.tgz",
@@ -17605,42 +17155,6 @@
       "resolved": "https://registry.npmjs.org/symbol-tree/-/symbol-tree-3.2.4.tgz",
       "integrity": "sha512-9QNk5KwDF+Bvz+PyObkmSYjI5ksVUYtjW7AU22r2NKcfLJcXp96hkDWU3+XndOsUb+AQ9QhfzfCT2O+CNWT5Tw=="
     },
-    "node_modules/table": {
-      "version": "6.7.1",
-      "resolved": "https://registry.npmjs.org/table/-/table-6.7.1.tgz",
-      "integrity": "sha512-ZGum47Yi6KOOFDE8m223td53ath2enHcYLgOCjGr5ngu8bdIARQk6mN/wRMv4yMRcHnCSnHbCEha4sobQx5yWg==",
-      "dependencies": {
-        "ajv": "^8.0.1",
-        "lodash.clonedeep": "^4.5.0",
-        "lodash.truncate": "^4.4.2",
-        "slice-ansi": "^4.0.0",
-        "string-width": "^4.2.0",
-        "strip-ansi": "^6.0.0"
-      },
-      "engines": {
-        "node": ">=10.0.0"
-      }
-    },
-    "node_modules/table/node_modules/ajv": {
-      "version": "8.12.0",
-      "resolved": "https://registry.npmjs.org/ajv/-/ajv-8.12.0.tgz",
-      "integrity": "sha512-sRu1kpcO9yLtYxBKvqfTeh9KzZEwO3STyX1HT+4CaDzC6HpTGYhIhPIzj9XuKU7KYDwnaeh5hcOwjy1QuJzBPA==",
-      "dependencies": {
-        "fast-deep-equal": "^3.1.1",
-        "json-schema-traverse": "^1.0.0",
-        "require-from-string": "^2.0.2",
-        "uri-js": "^4.2.2"
-      },
-      "funding": {
-        "type": "github",
-        "url": "https://github.com/sponsors/epoberezkin"
-      }
-    },
-    "node_modules/table/node_modules/json-schema-traverse": {
-      "version": "1.0.0",
-      "resolved": "https://registry.npmjs.org/json-schema-traverse/-/json-schema-traverse-1.0.0.tgz",
-      "integrity": "sha512-NM8/P9n3XjXhIZn1lLhkFaACTOURQXjWhV4BA/RnOv8xvgqtqpAX9IO4mRQxSx1Rlo4tqzeqb0sOlruaOy3dug=="
-    },
     "node_modules/tailwindcss": {
       "version": "3.2.7",
       "resolved": "https://registry.npmjs.org/tailwindcss/-/tailwindcss-3.2.7.tgz",
@@ -17828,11 +17342,6 @@
       "resolved": "https://registry.npmjs.org/thunky/-/thunky-1.1.0.tgz",
       "integrity": "sha512-eHY7nBftgThBqOyHGVN+l8gF0BucP09fMo0oO/Lb0w1OF80dJv+lDVpXG60WMQvkcxAkNybKsrEIE3ZtKGmPrA=="
     },
-    "node_modules/tiny-emitter": {
-      "version": "2.1.0",
-      "resolved": "https://registry.npmjs.org/tiny-emitter/-/tiny-emitter-2.1.0.tgz",
-      "integrity": "sha512-NB6Dk1A9xgQPMoGqC5CVXn123gWyte215ONT5Pp5a0yt4nlEoO1ZWeCwpncaekPHXO60i47ihFnZPiRPjRMq4Q=="
-    },
     "node_modules/tmpl": {
       "version": "1.0.5",
       "resolved": "https://registry.npmjs.org/tmpl/-/tmpl-1.0.5.tgz",
@@ -17903,6 +17412,11 @@
       "resolved": "https://registry.npmjs.org/tryer/-/tryer-1.0.1.tgz",
       "integrity": "sha512-c3zayb8/kWWpycWYg87P71E1S1ZL6b6IJxfb5fvsUgsf0S2MVGaDhDXXjDMpdCpfWXqptc+4mXwmiy1ypXqRAA=="
     },
+    "node_modules/ts-toolbelt": {
+      "version": "8.4.0",
+      "resolved": "https://registry.npmjs.org/ts-toolbelt/-/ts-toolbelt-8.4.0.tgz",
+      "integrity": "sha512-hnGJXIgC49ZuF5g5oDthoge8t4cvT0dYg2pYO5C6yV/HmUUy1koooU2U/5K2N+Uw++hcXQpJAToLRa+GRp28Sg=="
+    },
     "node_modules/tsconfig-paths": {
       "version": "3.14.1",
       "resolved": "https://registry.npmjs.org/tsconfig-paths/-/tsconfig-paths-3.14.1.tgz",
@@ -18012,14 +17526,6 @@
         "url": "https://github.com/sponsors/ljharb"
       }
     },
-    "node_modules/typed-function": {
-      "version": "2.1.0",
-      "resolved": "https://registry.npmjs.org/typed-function/-/typed-function-2.1.0.tgz",
-      "integrity": "sha512-bctQIOqx2iVbWGDGPWwIm18QScpu2XRmkC19D8rQGFsjKSgteq/o1hTZvIG/wuDq8fanpBDrLkLq+aEN/6y5XQ==",
-      "engines": {
-        "node": ">= 10"
-      }
-    },
     "node_modules/typedarray-to-buffer": {
       "version": "3.1.5",
       "resolved": "https://registry.npmjs.org/typedarray-to-buffer/-/typedarray-to-buffer-3.1.5.tgz",
@@ -18743,37 +18249,17 @@
       "integrity": "sha512-w9c4xkx6mPidwp7180ckYWfMmvxpjlZuIudNtDf4N/tTAUB8VJbX25qZoAsrtGuYNnGw3pa0AXgbGKRB8/EceA==",
       "dependencies": {
         "available-typed-arrays": "^1.0.5",
-        "call-bind": "^1.0.2",
-        "for-each": "^0.3.3",
-        "gopd": "^1.0.1",
-        "has-tostringtag": "^1.0.0",
-        "is-typed-array": "^1.1.10"
-      },
-      "engines": {
-        "node": ">= 0.4"
-      },
-      "funding": {
-        "url": "https://github.com/sponsors/ljharb"
-      }
-    },
-    "node_modules/wmf": {
-      "version": "1.0.2",
-      "resolved": "https://registry.npmjs.org/wmf/-/wmf-1.0.2.tgz",
-      "integrity": "sha512-/p9K7bEh0Dj6WbXg4JG0xvLQmIadrner1bi45VMJTfnbVHsc7yIajZyoSoK60/dtVBs12Fm6WkUI5/3WAVsNMw==",
-      "engines": {
-        "node": ">=0.8"
-      }
-    },
-    "node_modules/word": {
-      "version": "0.4.0",
-      "resolved": "https://registry.npmjs.org/word/-/word-0.4.0.tgz",
-      "integrity": "sha512-Aq84KjS7Z9HSU14qf4l/NEouaqfJAZtE9zEz7TIvw9V/3oJeUbjQwhz7ggqbL7I7REt4Bz+9HuCWsBO5N7xChw==",
-      "dependencies": {
-        "cfb": "^1.2.0",
-        "jsdom": "^16.2.2"
+        "call-bind": "^1.0.2",
+        "for-each": "^0.3.3",
+        "gopd": "^1.0.1",
+        "has-tostringtag": "^1.0.0",
+        "is-typed-array": "^1.1.10"
       },
       "engines": {
-        "node": ">=0.8"
+        "node": ">= 0.4"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/ljharb"
       }
     },
     "node_modules/word-wrap": {
@@ -19160,34 +18646,6 @@
         }
       }
     },
-    "node_modules/xlsx": {
-      "version": "0.17.2",
-      "resolved": "https://registry.npmjs.org/xlsx/-/xlsx-0.17.2.tgz",
-      "integrity": "sha512-RIhN6/oc/ZqYZqY4jz4AX92yNfULhtNrcZP1lknIcsyR+Ra8Zu/9F1lAZWncYbDex95iYQX/XNNNzNFXZjlNOQ==",
-      "dependencies": {
-        "adler-32": "~1.2.0",
-        "cfb": "^1.1.4",
-        "codepage": "~1.15.0",
-        "commander": "~2.17.1",
-        "crc-32": "~1.2.0",
-        "exit-on-epipe": "~1.0.1",
-        "fflate": "^0.3.8",
-        "ssf": "~0.11.2",
-        "wmf": "~1.0.1",
-        "word": "~0.4.0"
-      },
-      "bin": {
-        "xlsx": "bin/xlsx.njs"
-      },
-      "engines": {
-        "node": ">=0.8"
-      }
-    },
-    "node_modules/xlsx/node_modules/commander": {
-      "version": "2.17.1",
-      "resolved": "https://registry.npmjs.org/commander/-/commander-2.17.1.tgz",
-      "integrity": "sha512-wPMUt6FnH2yzG95SA6mzjQOEKUU3aLaDEmzs1ti+1E9h+CsrZghRlqEM/EJ4KscsQVG8uNN4uVreUeT8+drlgg=="
-    },
     "node_modules/xml-name-validator": {
       "version": "3.0.0",
       "resolved": "https://registry.npmjs.org/xml-name-validator/-/xml-name-validator-3.0.0.tgz",
@@ -22252,128 +21710,6 @@
         "loader-utils": "^2.0.0"
       }
     },
-    "@tensorflow/tfjs": {
-      "version": "3.21.0",
-      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs/-/tfjs-3.21.0.tgz",
-      "integrity": "sha512-khcARd3/872llL/oF4ouR40qlT71mylU66PGT8kHP/GJ5YKj44sv8lDRjU7lOVlJK7jsJFWEsNVHI3eMc/GWNQ==",
-      "requires": {
-        "@tensorflow/tfjs-backend-cpu": "3.21.0",
-        "@tensorflow/tfjs-backend-webgl": "3.21.0",
-        "@tensorflow/tfjs-converter": "3.21.0",
-        "@tensorflow/tfjs-core": "3.21.0",
-        "@tensorflow/tfjs-data": "3.21.0",
-        "@tensorflow/tfjs-layers": "3.21.0",
-        "argparse": "^1.0.10",
-        "chalk": "^4.1.0",
-        "core-js": "3",
-        "regenerator-runtime": "^0.13.5",
-        "yargs": "^16.0.3"
-      },
-      "dependencies": {
-        "ansi-styles": {
-          "version": "4.3.0",
-          "resolved": "https://registry.npmjs.org/ansi-styles/-/ansi-styles-4.3.0.tgz",
-          "integrity": "sha512-zbB9rCJAT1rbjiVDb2hqKFHNYLxgtk8NURxZ3IZwD3F6NtxbXZQCnnSi1Lkx+IDohdPlFp222wVALIheZJQSEg==",
-          "requires": {
-            "color-convert": "^2.0.1"
-          }
-        },
-        "chalk": {
-          "version": "4.1.2",
-          "resolved": "https://registry.npmjs.org/chalk/-/chalk-4.1.2.tgz",
-          "integrity": "sha512-oKnbhFyRIXpUuez8iBMmyEa4nbj4IOQyuhc/wy9kY7/WVPcwIO9VA668Pu8RkO7+0G76SLROeyw9CpQ061i4mA==",
-          "requires": {
-            "ansi-styles": "^4.1.0",
-            "supports-color": "^7.1.0"
-          }
-        },
-        "color-convert": {
-          "version": "2.0.1",
-          "resolved": "https://registry.npmjs.org/color-convert/-/color-convert-2.0.1.tgz",
-          "integrity": "sha512-RRECPsj7iu/xb5oKYcsFHSppFNnsj/52OVTRKb4zP5onXwVF3zVmmToNcOfGC+CRDpfK/U584fMg38ZHCaElKQ==",
-          "requires": {
-            "color-name": "~1.1.4"
-          }
-        },
-        "color-name": {
-          "version": "1.1.4",
-          "resolved": "https://registry.npmjs.org/color-name/-/color-name-1.1.4.tgz",
-          "integrity": "sha512-dOy+3AuW3a2wNbZHIuMZpTcgjGuLU/uBL/ubcZF9OXbDo8ff4O8yVp5Bf0efS8uEoYo5q4Fx7dY9OgQGXgAsQA=="
-        },
-        "has-flag": {
-          "version": "4.0.0",
-          "resolved": "https://registry.npmjs.org/has-flag/-/has-flag-4.0.0.tgz",
-          "integrity": "sha512-EykJT/Q1KjTWctppgIAgfSO0tKVuZUjhgMr17kqTumMl6Afv3EISleU7qZUzoXDFTAHTDC4NOoG/ZxU3EvlMPQ=="
-        },
-        "supports-color": {
-          "version": "7.2.0",
-          "resolved": "https://registry.npmjs.org/supports-color/-/supports-color-7.2.0.tgz",
-          "integrity": "sha512-qpCAvRl9stuOHveKsn7HncJRvv501qIacKzQlO/+Lwxc9+0q2wLyv4Dfvt80/DPn2pqOBsJdDiogXGR9+OvwRw==",
-          "requires": {
-            "has-flag": "^4.0.0"
-          }
-        }
-      }
-    },
-    "@tensorflow/tfjs-backend-cpu": {
-      "version": "3.21.0",
-      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-backend-cpu/-/tfjs-backend-cpu-3.21.0.tgz",
-      "integrity": "sha512-88S21UAdzyK0CsLUrH17GPTD+26E85OP9CqmLZslaWjWUmBkeTQ5Zqyp6iK+gELnLxPx6q7JsNEeFuPv4254lQ==",
-      "requires": {
-        "@types/seedrandom": "^2.4.28",
-        "seedrandom": "^3.0.5"
-      }
-    },
-    "@tensorflow/tfjs-backend-webgl": {
-      "version": "3.21.0",
-      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-backend-webgl/-/tfjs-backend-webgl-3.21.0.tgz",
-      "integrity": "sha512-N4zitIAT9IX8B8oe489qM3f3VcESxGZIZvHmVP8varOQakTvTX859aaPo1s8hK1qCy4BjSGbweooZe4U8D4kTQ==",
-      "requires": {
-        "@tensorflow/tfjs-backend-cpu": "3.21.0",
-        "@types/offscreencanvas": "~2019.3.0",
-        "@types/seedrandom": "^2.4.28",
-        "@types/webgl-ext": "0.0.30",
-        "@types/webgl2": "0.0.6",
-        "seedrandom": "^3.0.5"
-      }
-    },
-    "@tensorflow/tfjs-converter": {
-      "version": "3.21.0",
-      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-converter/-/tfjs-converter-3.21.0.tgz",
-      "integrity": "sha512-12Y4zVDq3yW+wSjSDpSv4HnpL2sDZrNiGSg8XNiDE4HQBdjdA+a+Q3sZF/8NV9y2yoBhL5L7V4mMLDdbZBd9/Q==",
-      "requires": {}
-    },
-    "@tensorflow/tfjs-core": {
-      "version": "3.21.0",
-      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-core/-/tfjs-core-3.21.0.tgz",
-      "integrity": "sha512-YSfsswOqWfd+M4bXIhT3hwtAb+IV8+ODwIxwdFR/7jTAPZP1wMVnSlpKnXHAN64HFOiP+Tm3HmKusEZ0+09A0w==",
-      "requires": {
-        "@types/long": "^4.0.1",
-        "@types/offscreencanvas": "~2019.3.0",
-        "@types/seedrandom": "^2.4.28",
-        "@types/webgl-ext": "0.0.30",
-        "@webgpu/types": "0.1.16",
-        "long": "4.0.0",
-        "node-fetch": "~2.6.1",
-        "seedrandom": "^3.0.5"
-      }
-    },
-    "@tensorflow/tfjs-data": {
-      "version": "3.21.0",
-      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-data/-/tfjs-data-3.21.0.tgz",
-      "integrity": "sha512-eFLfw2wIcFNxnP2Iv/SnVlihehzKMumk1b5Prcx1ixk/SbkCo5u0Lt7OVOWaEOKVqvB2sT+dJcTjAh6lrCC/QA==",
-      "requires": {
-        "@types/node-fetch": "^2.1.2",
-        "node-fetch": "~2.6.1",
-        "string_decoder": "^1.3.0"
-      }
-    },
-    "@tensorflow/tfjs-layers": {
-      "version": "3.21.0",
-      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-layers/-/tfjs-layers-3.21.0.tgz",
-      "integrity": "sha512-CMVXsraakXgnXEnqD9QbtResA7nvV7Jz20pGmjFIodcQkClgmFFhdCG5N+zlVRHEz7VKG2OyfhltZ0dBq/OAhA==",
-      "requires": {}
-    },
     "@testing-library/dom": {
       "version": "9.0.0",
       "resolved": "https://registry.npmjs.org/@testing-library/dom/-/dom-9.0.0.tgz",
@@ -22580,6 +21916,15 @@
         "@babel/runtime": "^7.12.5"
       }
     },
+    "@tidyjs/tidy": {
+      "version": "2.5.2",
+      "resolved": "https://registry.npmjs.org/@tidyjs/tidy/-/tidy-2.5.2.tgz",
+      "integrity": "sha512-jIpF2tM3gUFbo+kRxcfi/mLYg6sFvj7S9cI9hCt6EsalMXT0vTWo4lybv9OLRfSAE77iXvAyXPKpnJ/h4rotDQ==",
+      "requires": {
+        "d3-array": "^2.9.1",
+        "ts-toolbelt": "^8.0.7"
+      }
+    },
     "@tootallnate/once": {
       "version": "1.1.2",
       "resolved": "https://registry.npmjs.org/@tootallnate/once/-/once-1.1.2.tgz",
@@ -22809,20 +22154,6 @@
       "resolved": "https://registry.npmjs.org/@types/node/-/node-16.18.12.tgz",
       "integrity": "sha512-vzLe5NaNMjIE3mcddFVGlAXN1LEWueUsMsOJWaT6wWMJGyljHAWHznqfnKUQWGzu7TLPrGvWdNAsvQYW+C0xtw=="
     },
-    "@types/node-fetch": {
-      "version": "2.6.2",
-      "resolved": "https://registry.npmjs.org/@types/node-fetch/-/node-fetch-2.6.2.tgz",
-      "integrity": "sha512-DHqhlq5jeESLy19TYhLakJ07kNumXWjcDdxXsLUMJZ6ue8VZJj4kLPQVE/2mdHh3xZziNF1xppu5lwmS53HR+A==",
-      "requires": {
-        "@types/node": "*",
-        "form-data": "^3.0.0"
-      }
-    },
-    "@types/offscreencanvas": {
-      "version": "2019.3.0",
-      "resolved": "https://registry.npmjs.org/@types/offscreencanvas/-/offscreencanvas-2019.3.0.tgz",
-      "integrity": "sha512-esIJx9bQg+QYF0ra8GnvfianIY8qWB0GBx54PK5Eps6m+xTj86KLavHv6qDhzKcu5UUOgNfJ2pWaIIV7TRUd9Q=="
-    },
     "@types/parse-json": {
       "version": "4.0.0",
       "resolved": "https://registry.npmjs.org/@types/parse-json/-/parse-json-4.0.0.tgz",
@@ -22889,11 +22220,6 @@
       "resolved": "https://registry.npmjs.org/@types/scheduler/-/scheduler-0.16.2.tgz",
       "integrity": "sha512-hppQEBDmlwhFAXKJX2KnWLYu5yMfi91yazPb2l+lbJiwW+wdo1gNeRA+3RgNSO39WYX2euey41KEwnqesU2Jew=="
     },
-    "@types/seedrandom": {
-      "version": "2.4.30",
-      "resolved": "https://registry.npmjs.org/@types/seedrandom/-/seedrandom-2.4.30.tgz",
-      "integrity": "sha512-AnxLHewubLVzoF/A4qdxBGHCKifw8cY32iro3DQX9TPcetE95zBeVt3jnsvtvAUf1vwzMfwzp4t/L2yqPlnjkQ=="
-    },
     "@types/semver": {
       "version": "7.3.13",
       "resolved": "https://registry.npmjs.org/@types/semver/-/semver-7.3.13.tgz",
@@ -22956,16 +22282,6 @@
       "integrity": "sha512-rFT3ak0/2trgvp4yYZo5iKFEPsET7vKydKF+VRCxlQ9bpheehyAJH89dAkaLEq/j/RZXJIqcgsmPJKUP1Z28HA==",
       "dev": true
     },
-    "@types/webgl-ext": {
-      "version": "0.0.30",
-      "resolved": "https://registry.npmjs.org/@types/webgl-ext/-/webgl-ext-0.0.30.tgz",
-      "integrity": "sha512-LKVgNmBxN0BbljJrVUwkxwRYqzsAEPcZOe6S2T6ZaBDIrFp0qu4FNlpc5sM1tGbXUYFgdVQIoeLk1Y1UoblyEg=="
-    },
-    "@types/webgl2": {
-      "version": "0.0.6",
-      "resolved": "https://registry.npmjs.org/@types/webgl2/-/webgl2-0.0.6.tgz",
-      "integrity": "sha512-50GQhDVTq/herLMiqSQkdtRu+d5q/cWHn4VvKJtrj4DJAjo1MNkWYa2MA41BaBO1q1HgsUjuQvEOk0QHvlnAaQ=="
-    },
     "@types/ws": {
       "version": "8.5.4",
       "resolved": "https://registry.npmjs.org/@types/ws/-/ws-8.5.4.tgz",
@@ -23233,11 +22549,6 @@
         "@xtuc/long": "4.2.2"
       }
     },
-    "@webgpu/types": {
-      "version": "0.1.16",
-      "resolved": "https://registry.npmjs.org/@webgpu/types/-/types-0.1.16.tgz",
-      "integrity": "sha512-9E61voMP4+Rze02jlTXud++Htpjyyk8vw5Hyw9FGRrmhHQg2GqbuOfwf5Klrb8vTxc2XWI3EfO7RUHMpxTj26A=="
-    },
     "@xtuc/ieee754": {
       "version": "1.2.0",
       "resolved": "https://registry.npmjs.org/@xtuc/ieee754/-/ieee754-1.2.0.tgz",
@@ -23331,15 +22642,6 @@
         "regex-parser": "^2.2.11"
       }
     },
-    "adler-32": {
-      "version": "1.2.0",
-      "resolved": "https://registry.npmjs.org/adler-32/-/adler-32-1.2.0.tgz",
-      "integrity": "sha512-/vUqU/UY4MVeFsg+SsK6c+/05RZXIHZMGJA+PX5JyWI0ZRcBpupnRuPLU/NXXoFwMYCPCoxIfElM2eS+DUXCqQ==",
-      "requires": {
-        "exit-on-epipe": "~1.0.1",
-        "printj": "~1.1.0"
-      }
-    },
     "agent-base": {
       "version": "6.0.2",
       "resolved": "https://registry.npmjs.org/agent-base/-/agent-base-6.0.2.tgz",
@@ -23535,11 +22837,6 @@
       "resolved": "https://registry.npmjs.org/ast-types-flow/-/ast-types-flow-0.0.7.tgz",
       "integrity": "sha512-eBvWn1lvIApYMhzQMsu9ciLfkBY499mFZlNqG+/9WR7PVlroQw0vG30cOQQbaKz3sCEc44TAOu2ykzqXSNnwag=="
     },
-    "astral-regex": {
-      "version": "2.0.0",
-      "resolved": "https://registry.npmjs.org/astral-regex/-/astral-regex-2.0.0.tgz",
-      "integrity": "sha512-Z7tMw1ytTXt5jqMcOP+OQteU1VuNK9Y02uuJtKQ1Sv69jXQKKg5cibLwGJow8yzZP+eAc18EmLGPal0bp36rvQ=="
-    },
     "async": {
       "version": "3.2.4",
       "resolved": "https://registry.npmjs.org/async/-/async-3.2.4.tgz",
@@ -24059,22 +23356,6 @@
       "resolved": "https://registry.npmjs.org/case-sensitive-paths-webpack-plugin/-/case-sensitive-paths-webpack-plugin-2.4.0.tgz",
       "integrity": "sha512-roIFONhcxog0JSSWbvVAh3OocukmSgpqOH6YpMkCvav/ySIV3JKg4Dc8vYtQjYi/UxpNE36r/9v+VqTQqgkYmw=="
     },
-    "cfb": {
-      "version": "1.2.2",
-      "resolved": "https://registry.npmjs.org/cfb/-/cfb-1.2.2.tgz",
-      "integrity": "sha512-KfdUZsSOw19/ObEWasvBP/Ac4reZvAGauZhs6S/gqNhXhI7cKwvlH7ulj+dOEYnca4bm4SGo8C1bTAQvnTjgQA==",
-      "requires": {
-        "adler-32": "~1.3.0",
-        "crc-32": "~1.2.0"
-      },
-      "dependencies": {
-        "adler-32": {
-          "version": "1.3.1",
-          "resolved": "https://registry.npmjs.org/adler-32/-/adler-32-1.3.1.tgz",
-          "integrity": "sha512-ynZ4w/nUUv5rrsR8UUGoe1VC9hZj6V5hU9Qw1HlMDJGEJw5S7TfTErWTjMys6M7vr0YWcPqs3qAr4ss0nDfP+A=="
-        }
-      }
-    },
     "chalk": {
       "version": "2.4.2",
       "resolved": "https://registry.npmjs.org/chalk/-/chalk-2.4.2.tgz",
@@ -24185,11 +23466,6 @@
         "q": "^1.1.2"
       }
     },
-    "codepage": {
-      "version": "1.15.0",
-      "resolved": "https://registry.npmjs.org/codepage/-/codepage-1.15.0.tgz",
-      "integrity": "sha512-3g6NUTPd/YtuuGrhMnOMRjFc+LJw/bnMp3+0r/Wcz3IXUuCosKRJvMphm5+Q+bvTVGcJJuRvVLuYba+WojaFaA=="
-    },
     "collect-v8-coverage": {
       "version": "1.0.1",
       "resolved": "https://registry.npmjs.org/collect-v8-coverage/-/collect-v8-coverage-1.0.1.tgz",
@@ -24246,11 +23522,6 @@
       "resolved": "https://registry.npmjs.org/commondir/-/commondir-1.0.1.tgz",
       "integrity": "sha512-W9pAhw0ja1Edb5GVdIF1mjZw/ASI0AlShXM83UUGe2DVr5TdAPEA1OA8m/g8zWp9x6On7gqufY+FatDbC3MDQg=="
     },
-    "complex.js": {
-      "version": "2.1.1",
-      "resolved": "https://registry.npmjs.org/complex.js/-/complex.js-2.1.1.tgz",
-      "integrity": "sha512-8njCHOTtFFLtegk6zQo0kkVX1rngygb/KQI6z1qZxlFI3scluC+LVTCFbrkWjBv4vvLlbQ9t88IPMC6k95VTTg=="
-    },
     "compressible": {
       "version": "2.0.18",
       "resolved": "https://registry.npmjs.org/compressible/-/compressible-2.0.18.tgz",
@@ -24371,11 +23642,6 @@
         "yaml": "^1.10.0"
       }
     },
-    "crc-32": {
-      "version": "1.2.2",
-      "resolved": "https://registry.npmjs.org/crc-32/-/crc-32-1.2.2.tgz",
-      "integrity": "sha512-ROmzCKrTnOwybPcJApAA6WBWij23HVfGVNKqqrZpuyZOHqK2CwHSvpGuyt/UNNvaIjEd8X5IFGp4Mh+Ie1IHJQ=="
-    },
     "cross-spawn": {
       "version": "7.0.3",
       "resolved": "https://registry.npmjs.org/cross-spawn/-/cross-spawn-7.0.3.tgz",
@@ -24671,24 +23937,19 @@
         }
       }
     },
+    "d3-array": {
+      "version": "2.12.1",
+      "resolved": "https://registry.npmjs.org/d3-array/-/d3-array-2.12.1.tgz",
+      "integrity": "sha512-B0ErZK/66mHtEsR1TkPEEkwdy+WDesimkM5gpZr5Dsg54BiTA5RXtYW5qTLIAcekaS9xfZrzBLF/OAkB3Qn1YQ==",
+      "requires": {
+        "internmap": "^1.0.0"
+      }
+    },
     "damerau-levenshtein": {
       "version": "1.0.8",
       "resolved": "https://registry.npmjs.org/damerau-levenshtein/-/damerau-levenshtein-1.0.8.tgz",
       "integrity": "sha512-sdQSFB7+llfUcQHUQO3+B8ERRj0Oa4w9POWMI/puGtuf7gFywGmkaLCElnudfTiKZV+NvHqL0ifzdrI8Ro7ESA=="
     },
-    "danfojs": {
-      "version": "1.1.2",
-      "resolved": "https://registry.npmjs.org/danfojs/-/danfojs-1.1.2.tgz",
-      "integrity": "sha512-KakcRbOJyJcv68iRsbIMDEWly/fUiznr1HfOhtdWUdwfbp5uGidq9ow426Cf5EQH/Sp8q/lVbjGtWcxB17zvSg==",
-      "requires": {
-        "@tensorflow/tfjs": "^3.13.0",
-        "mathjs": "9.4.4",
-        "papaparse": "^5.3.1",
-        "plotly.js-dist-min": "2.8.0",
-        "table": "6.7.1",
-        "xlsx": "0.17.2"
-      }
-    },
     "data-urls": {
       "version": "2.0.0",
       "resolved": "https://registry.npmjs.org/data-urls/-/data-urls-2.0.0.tgz",
@@ -25205,11 +24466,6 @@
       "resolved": "https://registry.npmjs.org/escape-html/-/escape-html-1.0.3.tgz",
       "integrity": "sha512-NiSupZ4OeuGwr68lGIeym/ksIZMJodUGOSCZ/FSnTxcrekbvqrgdUxlJOMpijaKZVjAJrWrGs/6Jy8OMuyj9ow=="
     },
-    "escape-latex": {
-      "version": "1.2.0",
-      "resolved": "https://registry.npmjs.org/escape-latex/-/escape-latex-1.2.0.tgz",
-      "integrity": "sha512-nV5aVWW1K0wEiUIEdZ4erkGGH8mDxGyxSeqPzRNtWP7ataw+/olFObw7hujFWlVjNsaDFw5VZ5NzVSIqRgfTiw=="
-    },
     "escape-string-regexp": {
       "version": "1.0.5",
       "resolved": "https://registry.npmjs.org/escape-string-regexp/-/escape-string-regexp-1.0.5.tgz",
@@ -25796,11 +25052,6 @@
       "resolved": "https://registry.npmjs.org/exit/-/exit-0.1.2.tgz",
       "integrity": "sha512-Zk/eNKV2zbjpKzrsQ+n1G6poVbErQxJ0LBOJXaKZ1EViLzH+hrLu9cdXI4zw9dBQJslwBEpbQ2P1oS7nDxs6jQ=="
     },
-    "exit-on-epipe": {
-      "version": "1.0.1",
-      "resolved": "https://registry.npmjs.org/exit-on-epipe/-/exit-on-epipe-1.0.1.tgz",
-      "integrity": "sha512-h2z5mrROTxce56S+pnvAV890uu7ls7f1kEvVGJbw1OlFH3/mlJ5bkXu0KRyW94v37zzHPiUd55iLn3DA7TjWpw=="
-    },
     "expect": {
       "version": "27.5.1",
       "resolved": "https://registry.npmjs.org/expect/-/expect-27.5.1.tgz",
@@ -25931,11 +25182,6 @@
         "bser": "2.1.1"
       }
     },
-    "fflate": {
-      "version": "0.3.11",
-      "resolved": "https://registry.npmjs.org/fflate/-/fflate-0.3.11.tgz",
-      "integrity": "sha512-Rr5QlUeGN1mbOHlaqcSYMKVpPbgLy0AWT/W0EHxA6NGI12yO1jpoui2zBBvU2G824ltM6Ut8BFgfHSBGfkmS0A=="
-    },
     "file-entry-cache": {
       "version": "6.0.1",
       "resolved": "https://registry.npmjs.org/file-entry-cache/-/file-entry-cache-6.0.1.tgz",
@@ -26218,11 +25464,6 @@
       "resolved": "https://registry.npmjs.org/forwarded/-/forwarded-0.2.0.tgz",
       "integrity": "sha512-buRG0fpBtRHSTCOASe6hD258tEubFoRLb4ZNA6NxMVHNw2gOcwHo9wyablzMzOA5z9xA9L1KNjk/Nt6MT9aYow=="
     },
-    "frac": {
-      "version": "1.1.2",
-      "resolved": "https://registry.npmjs.org/frac/-/frac-1.1.2.tgz",
-      "integrity": "sha512-w/XBfkibaTl3YDqASwfDUqkna4Z2p9cFSr1aHDt0WoMTECnRfBOv2WArlZILlqgWlmdIlALXGpM2AOhEk5W3IA=="
-    },
     "fraction.js": {
       "version": "4.2.0",
       "resolved": "https://registry.npmjs.org/fraction.js/-/fraction.js-4.2.0.tgz",
@@ -26821,6 +26062,11 @@
         "side-channel": "^1.0.4"
       }
     },
+    "internmap": {
+      "version": "1.0.1",
+      "resolved": "https://registry.npmjs.org/internmap/-/internmap-1.0.1.tgz",
+      "integrity": "sha512-lDB5YccMydFBtasVtxnZ3MRBHuaoE8GKsppq+EchKL2U4nK/DmEpPHNH8MZe5HkMtpSiTSOZwfN0tzYjO/lJEw=="
+    },
     "ipaddr.js": {
       "version": "2.0.1",
       "resolved": "https://registry.npmjs.org/ipaddr.js/-/ipaddr.js-2.0.1.tgz",
@@ -27249,11 +26495,6 @@
         }
       }
     },
-    "javascript-natural-sort": {
-      "version": "0.7.1",
-      "resolved": "https://registry.npmjs.org/javascript-natural-sort/-/javascript-natural-sort-0.7.1.tgz",
-      "integrity": "sha512-nO6jcEfZWQXDhOiBtG2KvKyEptz7RVbpGP4vTD2hLBdmNQSsCiicO2Ioinv6UI4y9ukqnBpy+XZ9H6uLNgJTlw=="
-    },
     "jest": {
       "version": "27.5.1",
       "resolved": "https://registry.npmjs.org/jest/-/jest-27.5.1.tgz",
@@ -28826,11 +28067,6 @@
       "resolved": "https://registry.npmjs.org/lodash.camelcase/-/lodash.camelcase-4.3.0.tgz",
       "integrity": "sha512-TwuEnCnxbc3rAvhf/LbG7tJUDzhqXyFnv3dtzLOPgCG/hODL7WFnsbwktkD7yUV0RrreP/l1PALq/YSg6VvjlA=="
     },
-    "lodash.clonedeep": {
-      "version": "4.5.0",
-      "resolved": "https://registry.npmjs.org/lodash.clonedeep/-/lodash.clonedeep-4.5.0.tgz",
-      "integrity": "sha512-H5ZhCF25riFd9uB5UCkVKo61m3S/xZk1x4wA6yp/L3RFP6Z/eHH1ymQcGLo7J3GMPfm0V/7m1tryHuGVxpqEBQ=="
-    },
     "lodash.debounce": {
       "version": "4.0.8",
       "resolved": "https://registry.npmjs.org/lodash.debounce/-/lodash.debounce-4.0.8.tgz",
@@ -28861,11 +28097,6 @@
       "resolved": "https://registry.npmjs.org/lodash.sortby/-/lodash.sortby-4.7.0.tgz",
       "integrity": "sha512-HDWXG8isMntAyRF5vZ7xKuEvOhT4AhlRt/3czTSjvGUxjYCBVRQY48ViDHyfYz9VIoBkW4TMGQNapx+l3RUwdA=="
     },
-    "lodash.truncate": {
-      "version": "4.4.2",
-      "resolved": "https://registry.npmjs.org/lodash.truncate/-/lodash.truncate-4.4.2.tgz",
-      "integrity": "sha512-jttmRe7bRse52OsWIMDLaXxWqRAmtIUccAQ3garviCqJjafXOfNMO0yMfNpdD6zbGaTU0P5Nz7e7gAT6cKmJRw=="
-    },
     "lodash.uniq": {
       "version": "4.5.0",
       "resolved": "https://registry.npmjs.org/lodash.uniq/-/lodash.uniq-4.5.0.tgz",
@@ -28941,22 +28172,6 @@
         "tmpl": "1.0.5"
       }
     },
-    "mathjs": {
-      "version": "9.4.4",
-      "resolved": "https://registry.npmjs.org/mathjs/-/mathjs-9.4.4.tgz",
-      "integrity": "sha512-5EEJXnWOzLDgMHSFyw623nH+MTBZxquWwXtrzTsingOouJJ6UZG2VNO1lwH31IMt9aMno1axO6TYleIP4YSDaQ==",
-      "requires": {
-        "@babel/runtime": "^7.14.6",
-        "complex.js": "^2.0.15",
-        "decimal.js": "^10.3.1",
-        "escape-latex": "^1.2.0",
-        "fraction.js": "^4.1.1",
-        "javascript-natural-sort": "^0.7.1",
-        "seedrandom": "^3.0.5",
-        "tiny-emitter": "^2.1.0",
-        "typed-function": "^2.0.0"
-      }
-    },
     "mdn-data": {
       "version": "2.0.4",
       "resolved": "https://registry.npmjs.org/mdn-data/-/mdn-data-2.0.4.tgz",
@@ -29180,35 +28395,6 @@
         "tslib": "^2.0.3"
       }
     },
-    "node-fetch": {
-      "version": "2.6.9",
-      "resolved": "https://registry.npmjs.org/node-fetch/-/node-fetch-2.6.9.tgz",
-      "integrity": "sha512-DJm/CJkZkRjKKj4Zi4BsKVZh3ValV5IR5s7LVZnW+6YMh0W1BfNA8XSs6DLMGYlId5F3KnA70uu2qepcR08Qqg==",
-      "requires": {
-        "whatwg-url": "^5.0.0"
-      },
-      "dependencies": {
-        "tr46": {
-          "version": "0.0.3",
-          "resolved": "https://registry.npmjs.org/tr46/-/tr46-0.0.3.tgz",
-          "integrity": "sha512-N3WMsuqV66lT30CrXNbEjx4GEwlow3v6rr4mCcv6prnfwhS01rkgyFdjPNBYd9br7LpXV1+Emh01fHnq2Gdgrw=="
-        },
-        "webidl-conversions": {
-          "version": "3.0.1",
-          "resolved": "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-3.0.1.tgz",
-          "integrity": "sha512-2JAn3z8AR6rjK8Sm8orRC0h/bcl/DqL7tRPdGZ4I1CjdF+EaMLmYxBHyXuKL849eucPFhvBoxMsflfOb8kxaeQ=="
-        },
-        "whatwg-url": {
-          "version": "5.0.0",
-          "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-5.0.0.tgz",
-          "integrity": "sha512-saE57nupxk6v3HY35+jzBwYa0rKSy0XR8JSxZPwgLr7ys0IBzhGviA1/TUGJLmSVqs8pb9AnvICXEuOHLprYTw==",
-          "requires": {
-            "tr46": "~0.0.3",
-            "webidl-conversions": "^3.0.0"
-          }
-        }
-      }
-    },
     "node-forge": {
       "version": "1.3.1",
       "resolved": "https://registry.npmjs.org/node-forge/-/node-forge-1.3.1.tgz",
@@ -29469,11 +28655,6 @@
       "resolved": "https://registry.npmjs.org/p-try/-/p-try-2.2.0.tgz",
       "integrity": "sha512-R4nPAVTAU0B9D35/Gk3uJf/7XYbQcyohSKdvAxIRSNghFl4e71hVoGnBNQz9cWaXxO2I10KTC+3jMdvvoKw6dQ=="
     },
-    "papaparse": {
-      "version": "5.3.2",
-      "resolved": "https://registry.npmjs.org/papaparse/-/papaparse-5.3.2.tgz",
-      "integrity": "sha512-6dNZu0Ki+gyV0eBsFKJhYr+MdQYAzFUGlBMNj3GNrmHxmz1lfRa24CjFObPXtjcetlOv5Ad299MhIK0znp3afw=="
-    },
     "param-case": {
       "version": "3.0.4",
       "resolved": "https://registry.npmjs.org/param-case/-/param-case-3.0.4.tgz",
@@ -29667,11 +28848,6 @@
         }
       }
     },
-    "plotly.js-dist-min": {
-      "version": "2.8.0",
-      "resolved": "https://registry.npmjs.org/plotly.js-dist-min/-/plotly.js-dist-min-2.8.0.tgz",
-      "integrity": "sha512-6OOg/D7OEffYq1WJt4XKNHzJAd9uN3kCuKZcCr0RGvnSB3wvP7fDmfsUpxZR2q0M+3j7SKejJ8qv1HGkarnObg=="
-    },
     "postcss": {
       "version": "8.4.21",
       "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.4.21.tgz",
@@ -30429,11 +29605,6 @@
         }
       }
     },
-    "printj": {
-      "version": "1.1.2",
-      "resolved": "https://registry.npmjs.org/printj/-/printj-1.1.2.tgz",
-      "integrity": "sha512-zA2SmoLaxZyArQTOPj5LXecR+RagfPSU5Kw1qP+jkWeNlrq+eJZyY2oS68SU1Z/7/myXM4lo9716laOFAVStCQ=="
-    },
     "process-nextick-args": {
       "version": "2.0.1",
       "resolved": "https://registry.npmjs.org/process-nextick-args/-/process-nextick-args-2.0.1.tgz",
@@ -31240,11 +30411,6 @@
         "ajv-keywords": "^3.5.2"
       }
     },
-    "seedrandom": {
-      "version": "3.0.5",
-      "resolved": "https://registry.npmjs.org/seedrandom/-/seedrandom-3.0.5.tgz",
-      "integrity": "sha512-8OwmbklUNzwezjGInmZ+2clQmExQPvomqjL7LFqOYqtmuxRgQYqOD3mHaU+MvZn5FLUeVxVfQjwLZW/n/JFuqg=="
-    },
     "select-hose": {
       "version": "2.0.0",
       "resolved": "https://registry.npmjs.org/select-hose/-/select-hose-2.0.0.tgz",
@@ -31469,39 +30635,6 @@
       "resolved": "https://registry.npmjs.org/slash/-/slash-3.0.0.tgz",
       "integrity": "sha512-g9Q1haeby36OSStwb4ntCGGGaKsaVSjQ68fBxoQcutl5fS1vuY18H3wSt3jFyFtrkx+Kz0V1G85A4MyAdDMi2Q=="
     },
-    "slice-ansi": {
-      "version": "4.0.0",
-      "resolved": "https://registry.npmjs.org/slice-ansi/-/slice-ansi-4.0.0.tgz",
-      "integrity": "sha512-qMCMfhY040cVHT43K9BFygqYbUPFZKHOg7K73mtTWJRb8pyP3fzf4Ixd5SzdEJQ6MRUg/WBnOLxghZtKKurENQ==",
-      "requires": {
-        "ansi-styles": "^4.0.0",
-        "astral-regex": "^2.0.0",
-        "is-fullwidth-code-point": "^3.0.0"
-      },
-      "dependencies": {
-        "ansi-styles": {
-          "version": "4.3.0",
-          "resolved": "https://registry.npmjs.org/ansi-styles/-/ansi-styles-4.3.0.tgz",
-          "integrity": "sha512-zbB9rCJAT1rbjiVDb2hqKFHNYLxgtk8NURxZ3IZwD3F6NtxbXZQCnnSi1Lkx+IDohdPlFp222wVALIheZJQSEg==",
-          "requires": {
-            "color-convert": "^2.0.1"
-          }
-        },
-        "color-convert": {
-          "version": "2.0.1",
-          "resolved": "https://registry.npmjs.org/color-convert/-/color-convert-2.0.1.tgz",
-          "integrity": "sha512-RRECPsj7iu/xb5oKYcsFHSppFNnsj/52OVTRKb4zP5onXwVF3zVmmToNcOfGC+CRDpfK/U584fMg38ZHCaElKQ==",
-          "requires": {
-            "color-name": "~1.1.4"
-          }
-        },
-        "color-name": {
-          "version": "1.1.4",
-          "resolved": "https://registry.npmjs.org/color-name/-/color-name-1.1.4.tgz",
-          "integrity": "sha512-dOy+3AuW3a2wNbZHIuMZpTcgjGuLU/uBL/ubcZF9OXbDo8ff4O8yVp5Bf0efS8uEoYo5q4Fx7dY9OgQGXgAsQA=="
-        }
-      }
-    },
     "socket.io-client": {
       "version": "4.6.1",
       "resolved": "https://registry.npmjs.org/socket.io-client/-/socket.io-client-4.6.1.tgz",
@@ -31620,14 +30753,6 @@
       "resolved": "https://registry.npmjs.org/sprintf-js/-/sprintf-js-1.0.3.tgz",
       "integrity": "sha512-D9cPgkvLlV3t3IzL0D0YLvGA9Ahk4PcvVwUbN0dSGr1aP0Nrt4AEnTUbuGvquEC0mA64Gqt1fzirlRs5ibXx8g=="
     },
-    "ssf": {
-      "version": "0.11.2",
-      "resolved": "https://registry.npmjs.org/ssf/-/ssf-0.11.2.tgz",
-      "integrity": "sha512-+idbmIXoYET47hH+d7dfm2epdOMUDjqcB4648sTZ+t2JwoyBFL/insLfB/racrDmsKB3diwsDA696pZMieAC5g==",
-      "requires": {
-        "frac": "~1.1.2"
-      }
-    },
     "stable": {
       "version": "0.1.8",
       "resolved": "https://registry.npmjs.org/stable/-/stable-0.1.8.tgz",
@@ -31919,37 +31044,6 @@
       "resolved": "https://registry.npmjs.org/symbol-tree/-/symbol-tree-3.2.4.tgz",
       "integrity": "sha512-9QNk5KwDF+Bvz+PyObkmSYjI5ksVUYtjW7AU22r2NKcfLJcXp96hkDWU3+XndOsUb+AQ9QhfzfCT2O+CNWT5Tw=="
     },
-    "table": {
-      "version": "6.7.1",
-      "resolved": "https://registry.npmjs.org/table/-/table-6.7.1.tgz",
-      "integrity": "sha512-ZGum47Yi6KOOFDE8m223td53ath2enHcYLgOCjGr5ngu8bdIARQk6mN/wRMv4yMRcHnCSnHbCEha4sobQx5yWg==",
-      "requires": {
-        "ajv": "^8.0.1",
-        "lodash.clonedeep": "^4.5.0",
-        "lodash.truncate": "^4.4.2",
-        "slice-ansi": "^4.0.0",
-        "string-width": "^4.2.0",
-        "strip-ansi": "^6.0.0"
-      },
-      "dependencies": {
-        "ajv": {
-          "version": "8.12.0",
-          "resolved": "https://registry.npmjs.org/ajv/-/ajv-8.12.0.tgz",
-          "integrity": "sha512-sRu1kpcO9yLtYxBKvqfTeh9KzZEwO3STyX1HT+4CaDzC6HpTGYhIhPIzj9XuKU7KYDwnaeh5hcOwjy1QuJzBPA==",
-          "requires": {
-            "fast-deep-equal": "^3.1.1",
-            "json-schema-traverse": "^1.0.0",
-            "require-from-string": "^2.0.2",
-            "uri-js": "^4.2.2"
-          }
-        },
-        "json-schema-traverse": {
-          "version": "1.0.0",
-          "resolved": "https://registry.npmjs.org/json-schema-traverse/-/json-schema-traverse-1.0.0.tgz",
-          "integrity": "sha512-NM8/P9n3XjXhIZn1lLhkFaACTOURQXjWhV4BA/RnOv8xvgqtqpAX9IO4mRQxSx1Rlo4tqzeqb0sOlruaOy3dug=="
-        }
-      }
-    },
     "tailwindcss": {
       "version": "3.2.7",
       "resolved": "https://registry.npmjs.org/tailwindcss/-/tailwindcss-3.2.7.tgz",
@@ -32079,11 +31173,6 @@
       "resolved": "https://registry.npmjs.org/thunky/-/thunky-1.1.0.tgz",
       "integrity": "sha512-eHY7nBftgThBqOyHGVN+l8gF0BucP09fMo0oO/Lb0w1OF80dJv+lDVpXG60WMQvkcxAkNybKsrEIE3ZtKGmPrA=="
     },
-    "tiny-emitter": {
-      "version": "2.1.0",
-      "resolved": "https://registry.npmjs.org/tiny-emitter/-/tiny-emitter-2.1.0.tgz",
-      "integrity": "sha512-NB6Dk1A9xgQPMoGqC5CVXn123gWyte215ONT5Pp5a0yt4nlEoO1ZWeCwpncaekPHXO60i47ihFnZPiRPjRMq4Q=="
-    },
     "tmpl": {
       "version": "1.0.5",
       "resolved": "https://registry.npmjs.org/tmpl/-/tmpl-1.0.5.tgz",
@@ -32138,6 +31227,11 @@
       "resolved": "https://registry.npmjs.org/tryer/-/tryer-1.0.1.tgz",
       "integrity": "sha512-c3zayb8/kWWpycWYg87P71E1S1ZL6b6IJxfb5fvsUgsf0S2MVGaDhDXXjDMpdCpfWXqptc+4mXwmiy1ypXqRAA=="
     },
+    "ts-toolbelt": {
+      "version": "8.4.0",
+      "resolved": "https://registry.npmjs.org/ts-toolbelt/-/ts-toolbelt-8.4.0.tgz",
+      "integrity": "sha512-hnGJXIgC49ZuF5g5oDthoge8t4cvT0dYg2pYO5C6yV/HmUUy1koooU2U/5K2N+Uw++hcXQpJAToLRa+GRp28Sg=="
+    },
     "tsconfig-paths": {
       "version": "3.14.1",
       "resolved": "https://registry.npmjs.org/tsconfig-paths/-/tsconfig-paths-3.14.1.tgz",
@@ -32221,11 +31315,6 @@
         "is-typed-array": "^1.1.9"
       }
     },
-    "typed-function": {
-      "version": "2.1.0",
-      "resolved": "https://registry.npmjs.org/typed-function/-/typed-function-2.1.0.tgz",
-      "integrity": "sha512-bctQIOqx2iVbWGDGPWwIm18QScpu2XRmkC19D8rQGFsjKSgteq/o1hTZvIG/wuDq8fanpBDrLkLq+aEN/6y5XQ=="
-    },
     "typedarray-to-buffer": {
       "version": "3.1.5",
       "resolved": "https://registry.npmjs.org/typedarray-to-buffer/-/typedarray-to-buffer-3.1.5.tgz",
@@ -32754,20 +31843,6 @@
         "is-typed-array": "^1.1.10"
       }
     },
-    "wmf": {
-      "version": "1.0.2",
-      "resolved": "https://registry.npmjs.org/wmf/-/wmf-1.0.2.tgz",
-      "integrity": "sha512-/p9K7bEh0Dj6WbXg4JG0xvLQmIadrner1bi45VMJTfnbVHsc7yIajZyoSoK60/dtVBs12Fm6WkUI5/3WAVsNMw=="
-    },
-    "word": {
-      "version": "0.4.0",
-      "resolved": "https://registry.npmjs.org/word/-/word-0.4.0.tgz",
-      "integrity": "sha512-Aq84KjS7Z9HSU14qf4l/NEouaqfJAZtE9zEz7TIvw9V/3oJeUbjQwhz7ggqbL7I7REt4Bz+9HuCWsBO5N7xChw==",
-      "requires": {
-        "cfb": "^1.2.0",
-        "jsdom": "^16.2.2"
-      }
-    },
     "word-wrap": {
       "version": "1.2.3",
       "resolved": "https://registry.npmjs.org/word-wrap/-/word-wrap-1.2.3.tgz",
@@ -33098,30 +32173,6 @@
       "integrity": "sha512-F+P9Jil7UiSKSkppIiD94dN07AwvFixvLIj1Og1Rl9GGMuNipJnV9JzjD6XuqmAeiswGvUmNLjr5cFuXwNS77Q==",
       "requires": {}
     },
-    "xlsx": {
-      "version": "0.17.2",
-      "resolved": "https://registry.npmjs.org/xlsx/-/xlsx-0.17.2.tgz",
-      "integrity": "sha512-RIhN6/oc/ZqYZqY4jz4AX92yNfULhtNrcZP1lknIcsyR+Ra8Zu/9F1lAZWncYbDex95iYQX/XNNNzNFXZjlNOQ==",
-      "requires": {
-        "adler-32": "~1.2.0",
-        "cfb": "^1.1.4",
-        "codepage": "~1.15.0",
-        "commander": "~2.17.1",
-        "crc-32": "~1.2.0",
-        "exit-on-epipe": "~1.0.1",
-        "fflate": "^0.3.8",
-        "ssf": "~0.11.2",
-        "wmf": "~1.0.1",
-        "word": "~0.4.0"
-      },
-      "dependencies": {
-        "commander": {
-          "version": "2.17.1",
-          "resolved": "https://registry.npmjs.org/commander/-/commander-2.17.1.tgz",
-          "integrity": "sha512-wPMUt6FnH2yzG95SA6mzjQOEKUU3aLaDEmzs1ti+1E9h+CsrZghRlqEM/EJ4KscsQVG8uNN4uVreUeT8+drlgg=="
-        }
-      }
-    },
     "xml-name-validator": {
       "version": "3.0.0",
       "resolved": "https://registry.npmjs.org/xml-name-validator/-/xml-name-validator-3.0.0.tgz",
diff --git a/package.json b/package.json
index b185f02..e18249a 100644
--- a/package.json
+++ b/package.json
@@ -7,13 +7,13 @@
     "@testing-library/jest-dom": "^5.16.5",
     "@testing-library/react": "^13.4.0",
     "@testing-library/user-event": "^13.5.0",
+    "@tidyjs/tidy": "^2.5.2",
     "@types/jest": "^27.5.2",
     "@types/node": "^16.18.12",
     "@types/react": "^18.0.28",
     "@types/react-dom": "^18.0.11",
     "await-to-js": "^3.0.0",
     "bootstrap": "^5.3.0-alpha1",
-    "danfojs": "^1.1.2",
     "echarts-for-react": "^3.0.2",
     "react": "^18.2.0",
     "react-dom": "^18.2.0",
diff --git a/src/analysis/computeAccuracy.ts b/src/analysis/computeAccuracy.ts
index e1c38f7..924c2a5 100644
--- a/src/analysis/computeAccuracy.ts
+++ b/src/analysis/computeAccuracy.ts
@@ -1,15 +1,18 @@
-import { DataFrame } from "danfojs";
+import { tidy, filter, tally } from "@tidyjs/tidy";
+import { LongSessionRow } from "../types";
+
+const computeAccuracy = (session: LongSessionRow[]): number => {
+  const correct: number = tidy(
+    session,
+    filter(({ correct }) => correct === true),
+    tally()
+  )[0]["n"];
+  const incorrect: number = tidy(
+    session,
+    filter(({ correct, key }) => correct === false && key !== "Backspace"),
+    tally()
+  )[0]["n"];
 
-const computeAccuracy = (session: DataFrame): number => {
-  // get everything that ins't backspace
-  const mask = session["key"].values.map((k: string) => k !== "Backspace");
-  const correctMask = session.query(mask)["correct"].values;
-  const incorrectMask = session
-    .query(mask)
-    ["correct"].values.map((v: boolean) => v === false);
-  const correct = session.query(correctMask).values.length;
-  const incorrect = session.query(incorrectMask).values.length;
-  // console.log(correctMask, incorrectMask);
   return +(correct / (correct + incorrect)).toFixed(2);
 };
 
diff --git a/src/analysis/computeNGram.ts b/src/analysis/computeNGram.ts
index 3b49f3c..8f0e340 100644
--- a/src/analysis/computeNGram.ts
+++ b/src/analysis/computeNGram.ts
@@ -1,31 +1,49 @@
-import { DataFrame } from "danfojs";
-import { nGramFeedback, WordPerformance } from "../types";
+import { tidy, filter, select } from "@tidyjs/tidy";
+import { createFinalOutput } from "../bin/createFinalOutput";
+import { pullColumns } from "../bin/pullColumns";
+import { LongSessionRow, nGramFeedback, WordPerformance } from "../types";
 
-const transformIntoWords = (input: DataFrame): WordPerformance[] => {
-  // create list of words w/ array of targetID's
+interface NGramTarget {
+  nGram: string;
+  startIndex: number;
+  endIndex: number;
+}
+
+const transformIntoWords = (input: LongSessionRow[]): WordPerformance[] => {
+  // create list of words w/ list of each words instance's targetID's
   const targets: { [key: string]: number[] } = {};
-  input.values.forEach((rv: any, rowIndex: number) => {
-    const row = input.iloc({ rows: [rowIndex] });
-    const { target: targetValues, targetID: targetIDValues } = row;
-    const target = targetValues.values[0];
-    const targetID = targetIDValues.values[0];
-    if (targets[target] === undefined) targets[target] = [targetID];
+  // create separate array of words so we can easily iterate through
+  const targetWords: string[] = [];
+  input.forEach((row: LongSessionRow) => {
+    const { target, targetID } = row;
+    // if this is a new word, then create a new key/value pair in the targets object
+    if (targets[target] === undefined) {
+      targets[target] = [targetID];
+      targetWords.push(target);
+    }
     // only add targetID to array once
     else if (targets[target].indexOf(targetID) < 0)
       targets[target] = [...targets[target], targetID];
   });
 
   const words: WordPerformance[] = [];
-  Object.keys(targets).forEach((target) => {
+  // create array that contains each word and every attempt made to type the word
+  targetWords.forEach((target) => {
     const thisWordPerf: WordPerformance = { target, attempts: [] };
 
     targets[target].forEach((targetID) => {
-      const row = input.query(input["targetID"].eq(targetID));
-      const { correct, timestamp, key } = row;
+      const row = tidy(
+        input,
+        filter(({ targetID: searchID }) => searchID === targetID)
+      );
+      const [key, correct, timestamp] = pullColumns(
+        tidy(row, select(["key", "correct", "timestamp"])),
+        ["key", "correct", "timestamp"]
+      ) as [string[], boolean[], number[]];
       thisWordPerf.attempts.push({
-        key: key.values,
-        correct: correct.values,
-        timestamps: timestamp.values,
+        key,
+        correct,
+        timestamp,
       });
     });
     words.push(thisWordPerf);
@@ -34,29 +52,6 @@ const transformIntoWords = (input: DataFrame): WordPerformance[] => {
   return words;
 };
 
-interface FinalOutputItem {
-  key: string;
-  timestamp: number;
-}
-// we need to get the final output i.e. the key events minus the ones that were followed by backspace
-const createFinalOutput = (
-  keys: string[],
-  timestamp: number[]
-): FinalOutputItem[] => {
-  let out: FinalOutputItem[] = [];
-  keys.forEach((k, i) => {
-    if (k !== "Backspace") out.push({ key: k, timestamp: timestamp[i] });
-    else out = out.slice(0, out.length - 1);
-  });
-  return out;
-};
-
-interface NGramTarget {
-  nGram: string;
-  startIndex: number;
-  endIndex: number;
-}
-
 // get corresponding performance data for a given nGram
 const dumpNGrams = (
   nGramsInTarget: NGramTarget[],
@@ -97,18 +92,18 @@ const createNGramsFromWords = (
       }
     );
     const individualNGramPerformance = attempts.flatMap(
-      ({ key, correct, timestamps }): nGramFeedback[] => {
+      ({ key, correct, timestamp }): nGramFeedback[] => {
         // if ever key press was correct, then we can just dump that into the nGram object
         // if there was a miss, we need to figure out what we can work with
         // the simplest is when there's just a mistyped character but the string is still the same length as the target
         if (correct.indexOf(false) <= -1 || target.length === key.length) {
-          return dumpNGrams(nGramsInTarget, correct, timestamps);
+          return dumpNGrams(nGramsInTarget, correct, timestamp);
         }
         // if there's backspaces, then we need to create the full visual history so we can calculate the nGram duration
-        const finalTyped = createFinalOutput(key, timestamps);
+        const finalTyped = createFinalOutput(key, timestamp);
         // if the lengths are the same, then it can be treated like a simply mistype
         if (finalTyped.length === target.length) {
-          return dumpNGrams(nGramsInTarget, correct, timestamps);
+          return dumpNGrams(nGramsInTarget, correct, timestamp);
         }
         // if the lengths differ, then there's probably a way we could handle it,
         // but i don't want to implement it right now :-P
@@ -137,10 +132,11 @@ const createNGramsFromWords = (
 };
 
 const computeNGram = (
-  session: DataFrame,
+  session: LongSessionRow[],
   nGramSize: number
 ): nGramFeedback[] => {
   const words = transformIntoWords(session);
+  console.log(words);
   const nGrams = createNGramsFromWords(words, nGramSize);
   return nGrams;
 };
diff --git a/src/analysis/computeRunningWPM.ts b/src/analysis/computeRunningWPM.ts
index 27cee67..e7359c7 100644
--- a/src/analysis/computeRunningWPM.ts
+++ b/src/analysis/computeRunningWPM.ts
@@ -1,58 +1,54 @@
-import { DataFrame } from "danfojs";
+import {
+  tidy,
+  filter,
+  mutate,
+  groupBy,
+  summarize,
+  first,
+  last,
+} from "@tidyjs/tidy";
+import { LongSessionRow } from "../types";
 
-const computeRunningWPM = (session: DataFrame): number[] => {
+const computeRunningWPM = (session: LongSessionRow[]): number[] => {
   // filter out incorrect key presses
-  const correctEvents = session.query(
-    session["key"].values.map((k: string) => k !== "Backspace")
+  const correctEvents = tidy(
+    session,
+    filter(({ key }) => key !== "Backspace")
   );
   // if there are not enough correct events, then stop and return -1
-  if (correctEvents.values.length < 5) return [-1];
+  if (correctEvents.length < 5) return [-1];
   // create groups of 5 characters and measure how long each one took
-  const totalRows = correctEvents.shape[0];
-  // combine the last two groups so there's enough data
-  const remainder = totalRows % 5;
-  const wpmGroupLabelsWithoutRemainder = Array.from(Array(totalRows)).map(
-    (_, i) => Math.trunc(i / 5)
+  // to prevent having too small a last group, we'll only take n rows up to a number divisible by 5
+  const lastGroup = Math.trunc(correctEvents.length / 5);
+  let rowNum = 0;
+  const annotatedSession = tidy(
+    correctEvents,
+    mutate({
+      wpmGroup: () => {
+        const group = Math.trunc(rowNum / 5);
+        rowNum += 1;
+        return group;
+      },
+    }),
+    filter(({ wpmGroup }) => wpmGroup < lastGroup)
   );
-  const wpmGroupLabels = [
-    ...wpmGroupLabelsWithoutRemainder.slice(
-      0,
-      wpmGroupLabelsWithoutRemainder.length - remainder
-    ),
-    ...Array.from(Array(remainder)).map(() => Math.trunc(totalRows / 5) - 1),
-  ];
 
-  const annotatedSession = correctEvents.addColumn("wpmGroup", wpmGroupLabels);
-  const maxLabel = wpmGroupLabels.slice(-1)[0];
-  // iterate through row groups and get duration
-  const runningWPMValues = Array.from(new Array(maxLabel)).map(
-    (_, i): number => {
-      // grab the timestamp col for the 5 character group
-      const mask = annotatedSession["wpmGroup"].eq(i);
-      let queryRes;
-      try {
-        queryRes = annotatedSession.query(mask);
-      } catch (err) {
-        console.error("failed to query dataframe!", {
-          err,
-          targetedWPMGroup: i,
-          mask,
-          annotatedSession,
-        });
-        return -1;
-      }
-      const group = queryRes["timestamp"];
-      // compute group duration in seconds
-      const tStart = group.min({ axis: 1 });
-      const tEnd = group.max({ axis: 1 });
-      // this is the duration it took to type 5 characters
-      const duration = (tEnd - tStart) / 60000;
-      // so we can extrapolate that out to 1 minute to get the instantaneous WPM
-      const groupWPM = duration * 6000;
-      return Math.round(groupWPM);
-    }
+  const runningWPMValues = tidy(
+    annotatedSession,
+    groupBy("wpmGroup", [
+      summarize({ start: first("timestamp"), end: last("timestamp") }),
+    ]),
+    mutate({
+      // this is the time it took to type 5 characters ie one word
+      duration: ({ start, end }) => (end - start) / 1000,
+    }),
+    mutate({
+      // so we can extrapolate that out to 60 seconds to get WPM
+      wpm: ({ duration }) => Math.round(duration * 60),
+    })
   );
-  return runningWPMValues;
+
+  return runningWPMValues.map(({ wpm }) => wpm);
 };
 
 export default computeRunningWPM;
diff --git a/src/analysis/computeWPM.ts b/src/analysis/computeWPM.ts
index 0eb6fc8..1589336 100644
--- a/src/analysis/computeWPM.ts
+++ b/src/analysis/computeWPM.ts
@@ -1,14 +1,15 @@
-import { DataFrame } from "danfojs";
+import { tidy, select } from "@tidyjs/tidy";
+import { LongSessionRow } from "../types";
 
-const computeWPM = (session: DataFrame): number => {
-  const first = session.head(1)["timestamp"];
-  const last = session.tail(1)["timestamp"];
+const computeWPM = (session: LongSessionRow[]): number => {
+  const first = session[0]["timestamp"];
+  const last = session[session.length - 1]["timestamp"];
   // get the total duration of the test
-  const duration = last.sub(first).values[0];
+  const duration = last - first;
   // divide to get minutes
   const durationInMin = duration / 60000;
   // get the number of correct characters typed
-  const chars = session.query(session["correct"]).shape[0];
+  const chars = tidy(session, select("correct")).length;
   // assume an average word is 5 characters
   const words = chars / 5;
   const wpm = words / durationInMin;
diff --git a/src/analysis/sessionPostProcessing.ts b/src/analysis/sessionPostProcessing.ts
index b14e30f..5c0e89a 100644
--- a/src/analysis/sessionPostProcessing.ts
+++ b/src/analysis/sessionPostProcessing.ts
@@ -1,4 +1,3 @@
-import * as dfd from "danfojs";
 import { v4 as uuidv4 } from "uuid";
 import { LongSessionRow, Word } from "../types";
 import computeAccuracy from "./computeAccuracy";
@@ -25,7 +24,7 @@ export const dumpSession = async (session: Word[]): Promise<void> => {
 };
 
 // create a dataframe where each typing event takes up one row
-export const pivotSessionLong = (session: Word[]): dfd.DataFrame => {
+export const pivotSessionLong = (session: Word[]): LongSessionRow[] => {
   const rows = session.flatMap(({ target, history }) =>
     history.map((e) => ({
       target,
@@ -33,6 +32,6 @@ export const pivotSessionLong = (session: Word[]): dfd.DataFrame => {
     }))
   ) as LongSessionRow[];
 
-  const out = new dfd.DataFrame(rows);
+  const out = rows;
   return out;
 };
diff --git a/src/bin/createFinalOutput.ts b/src/bin/createFinalOutput.ts
new file mode 100644
index 0000000..2a991e4
--- /dev/null
+++ b/src/bin/createFinalOutput.ts
@@ -0,0 +1,16 @@
+interface FinalOutputItem {
+  key: string;
+  timestamp: number;
+}
+// we need to get the final output i.e. the key events minus the ones that were followed by backspace
+export const createFinalOutput = (
+  keys: string[],
+  timestamp: number[]
+): FinalOutputItem[] => {
+  let out: FinalOutputItem[] = [];
+  keys.forEach((k, i) => {
+    if (k !== "Backspace") out.push({ key: k, timestamp: timestamp[i] });
+    else out = out.slice(0, out.length - 1);
+  });
+  return out;
+};
diff --git a/src/bin/pullColumns.ts b/src/bin/pullColumns.ts
new file mode 100644
index 0000000..4542628
--- /dev/null
+++ b/src/bin/pullColumns.ts
@@ -0,0 +1,12 @@
+// returns array of each column's data as an array
+// assume that all objects contain the same number of keys
+export const pullColumns = (items: Object[], columns: string[]): any[][] => {
+  const colData: { [key: string]: any[] } = {};
+  columns.forEach((c) => (colData[c] = []));
+  items.forEach((i: { [key: string]: any }) =>
+    columns.forEach((c) => {
+      colData[c].push(i[c]);
+    })
+  );
+  return columns.map((c) => colData[c]);
+};
diff --git a/src/components/Accuracy.tsx b/src/components/Accuracy.tsx
index 8d212a0..2aa4fd2 100644
--- a/src/components/Accuracy.tsx
+++ b/src/components/Accuracy.tsx
@@ -1,7 +1,7 @@
-import { DataFrame } from "danfojs";
 import computeAccuracy from "../analysis/computeAccuracy";
+import { LongSessionRow } from "../types";
 
-const Accuracy = ({ session }: { session: DataFrame }) => {
+const Accuracy = ({ session }: { session: LongSessionRow[] }) => {
   return (
     <div className="analysis-stat">
       Accuracy: {(100 * computeAccuracy(session)).toFixed(0)}%
diff --git a/src/components/NGram.tsx b/src/components/NGram.tsx
index 0543d82..efb07c0 100644
--- a/src/components/NGram.tsx
+++ b/src/components/NGram.tsx
@@ -1,7 +1,6 @@
-import { DataFrame } from "danfojs";
-import { Series } from "danfojs/dist/danfojs-base";
+import { tidy, mean, summarize, filter } from "@tidyjs/tidy";
 import computeNGram from "../analysis/computeNGram";
-import { nGramFeedback } from "../types";
+import { LongSessionRow, nGramFeedback } from "../types";
 
 interface ProcessedNGramData {
   nGram: string;
@@ -12,11 +11,14 @@ interface ProcessedNGramData {
 
 const processNGramData = (nGrams: nGramFeedback[]): ProcessedNGramData[] =>
   nGrams.map(({ nGram, performance }) => {
-    const meanDuration = Math.round(
-      new Series(performance.map(({ duration }) => duration)).mean()
-    );
-    const correctData = performance.flatMap(
-      ({ correct }) => correct.indexOf(false) <= -1
+    const meanDuration = tidy(
+      performance,
+      summarize({ meanDuration: mean("duration") })
+    )[0]["meanDuration"] as number;
+
+    const correctData = tidy(
+      performance,
+      filter(({ correct }) => correct.indexOf(false) <= -1)
     );
     const meanAccuracy =
       correctData.filter((e) => e).length / correctData.length;
@@ -42,12 +44,12 @@ const displayNGramData = (
       <tr>
         <th scope="row">{nGram}</th>
         <td>{nGramCount}</td>
-        <td>{meanDuration}ms</td>
+        <td>{Math.round(meanDuration)}ms</td>
         <td>{Math.round(meanAccuracy * 100)}%</td>
       </tr>
     ));
 
-const NGram = ({ session }: { session: DataFrame }) => {
+const NGram = ({ session }: { session: LongSessionRow[] }) => {
   const sortBy: NGramSortables = "nGramCount";
   const nRows = 10;
 
diff --git a/src/components/RunningWPM.tsx b/src/components/RunningWPM.tsx
index afa9bea..b6deb2b 100644
--- a/src/components/RunningWPM.tsx
+++ b/src/components/RunningWPM.tsx
@@ -1,9 +1,13 @@
 import { ReactElement } from "react";
 import ECharts from "echarts-for-react";
-import { DataFrame } from "danfojs";
 import computeRunningWPM from "../analysis/computeRunningWPM";
+import { LongSessionRow } from "../types";
 
-const RunningWPM = ({ session }: { session: DataFrame }): ReactElement => {
+const RunningWPM = ({
+  session,
+}: {
+  session: LongSessionRow[];
+}): ReactElement => {
   // blah
   const runningWPM = computeRunningWPM(session);
   const options = {
diff --git a/src/components/WPM.tsx b/src/components/WPM.tsx
index ebd1441..22d70ce 100644
--- a/src/components/WPM.tsx
+++ b/src/components/WPM.tsx
@@ -1,7 +1,7 @@
-import { DataFrame } from "danfojs";
 import computeWPM from "../analysis/computeWPM";
+import { LongSessionRow } from "../types";
 
-const WPM = ({ session }: { session: DataFrame }) => {
+const WPM = ({ session }: { session: LongSessionRow[] }) => {
   const wpm = computeWPM(session);
   return <div className="analysis-stat">WPM: {wpm}</div>;
 };
diff --git a/src/routes/Analysis.tsx b/src/routes/Analysis.tsx
index 8366dfb..7a185ff 100644
--- a/src/routes/Analysis.tsx
+++ b/src/routes/Analysis.tsx
@@ -1,4 +1,3 @@
-import { DataFrame } from "danfojs";
 import { useEffect, useState } from "react";
 import { Link } from "react-router-dom";
 import { RxDocument } from "rxdb";
@@ -9,7 +8,7 @@ import NGram from "../components/NGram";
 import RunningWPM from "../components/RunningWPM";
 import WPM from "../components/WPM";
 import "../styles/Analysis.scss";
-import { Word } from "../types";
+import { LongSessionRow, Word } from "../types";
 import { SessionType } from "../types/sessionSchema";
 
 const Vis = () => {
@@ -18,7 +17,7 @@ const Vis = () => {
     Function
   ] = useState([]);
   const [selectedSession, setSelectedSession]: [
-    DataFrame | undefined,
+    LongSessionRow[] | undefined,
     Function
   ] = useState();
   const [selectedSessionUUID, setSelectedSessionUUID] = useState("");
diff --git a/src/types/index.ts b/src/types/index.ts
index fe306b3..cb28020 100644
--- a/src/types/index.ts
+++ b/src/types/index.ts
@@ -30,7 +30,7 @@ export interface WordPerformance {
     // array of whether the right key was pressed
     correct: boolean[];
     // array of timestamps so we can know how long the word took to type
-    timestamps: number[];
+    timestamp: number[];
   }[];
 }