Improve interpolation querying
This commit is contained in:
+108
-83
@@ -1,4 +1,4 @@
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import { Activity, Attribute, Player, Gender, ActivityPerformance } from "./util";
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import { Activity, Attribute, Player, Gender, ActivityPerformance, lbToKg } from "./util";
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// SOURCES
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// SOURCES
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// Squat, Bench, Dead Lift:
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// Squat, Bench, Dead Lift:
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@@ -28,15 +28,15 @@ export interface Metrics {
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gender: Gender;
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gender: Gender;
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};
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};
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type DataMetric = Extract<keyof Metrics, "age" | "weight">;
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type NumberMetric = Extract<keyof Metrics, "age" | "weight">;
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export interface Standard {
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export interface Standard {
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metrics: Metrics;
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metrics: Metrics;
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levels: Levels;
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levels: Levels;
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}
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}
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type StandardsGeneratorOptions = {
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type Generator = {
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metric: DataMetric,
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metric: NumberMetric,
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spread: number,
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spread: number,
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step: number,
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step: number,
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ratio: "normal" | "inverse"
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ratio: "normal" | "inverse"
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@@ -45,7 +45,7 @@ type StandardsGeneratorOptions = {
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export type ActivityStandards = Record<Activity, {
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export type ActivityStandards = Record<Activity, {
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metadata: {
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metadata: {
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attribute: Attribute,
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attribute: Attribute,
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standardsGeneratorOptions: StandardsGeneratorOptions[]
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generators: Generator[]
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},
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},
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standards: Standard[]
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standards: Standard[]
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}>;
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}>;
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@@ -145,7 +145,10 @@ export class LevelCalculator {
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}
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}
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const activityLevels = activityPerformances.map((p) => {
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const activityLevels = activityPerformances.map((p) => {
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const interpolatedStandard = this.getInterpolatedStandard(p.activity, player.metrics);
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const interpolatedStandard = this.standards
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.byActivity(p.activity)
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.byMetrics(player.metrics)
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.getInterpolated();
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return this.findLevel(interpolatedStandard, p.performance);
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return this.findLevel(interpolatedStandard, p.performance);
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});
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});
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@@ -156,73 +159,6 @@ export class LevelCalculator {
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return activityLevelsAvg;
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return activityLevelsAvg;
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}
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}
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// -------------------------------------------------------------------------------------------------
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// Standards interpolation (heavy math bits)
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// -------------------------------------------------------------------------------------------------
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private getInterpolatedStandard(
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activity: Activity,
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metrics: Metrics,
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): Standard {
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const interpolateByWeight = (targetAge: number): Levels => {
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const { lower: lowerAgeWeightStandard, upper: upperAgeWeightStandard } = this.standards
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.byActivity(activity)
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.byGender(metrics.gender)
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.byAge(targetAge)
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.getNearest("weight", metrics.weight);
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const weightLower = lowerAgeWeightStandard.metrics.weight;
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const weightUpper = upperAgeWeightStandard.metrics.weight;
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let weightRatio = weightUpper === weightLower ? 1 : (metrics.weight - weightLower) / (weightUpper - weightLower);
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weightRatio = Math.max(0, Math.min(1, weightRatio));
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return this.interpolateLevels(lowerAgeWeightStandard.levels, upperAgeWeightStandard.levels, weightRatio);
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}
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// Find nearest age standards
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const { lower: lowerAgeStandard, upper: upperAgeStandard } = this.standards
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.byActivity(activity)
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.byGender(metrics.gender)
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.getNearest("age", metrics.age);
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const ageLower = lowerAgeStandard.metrics.age;
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const ageUpper = upperAgeStandard.metrics.age;
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// Interpolate by age and weight
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let ageRatio = ageUpper === ageLower ? 1 : (metrics.age - ageLower) / (ageUpper - ageLower);
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ageRatio = Math.max(0, Math.min(1, ageRatio));
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const interpolatedLevels = this.interpolateLevels(
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interpolateByWeight(ageLower),
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interpolateByWeight(ageUpper),
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ageRatio
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);
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return {
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metrics: metrics,
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levels: interpolatedLevels
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};
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}
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private interpolateLevels(
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lower: Levels,
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upper: Levels,
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ratio: number,
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): Levels {
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if (Object.keys(lower).length !== Object.keys(upper).length)
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throw new Error("Cannot interpolate between varying number of levels");
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const lerp = (lvl: string) => (lower[lvl] as number) + ((upper[lvl] as number) - (lower[lvl] as number)) * ratio;
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const interpolatedLevels = {};
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for (const lvl in lower) {
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interpolatedLevels[lvl] = lerp(lvl);
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}
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return interpolatedLevels;
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}
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// -------------------------------------------------------------------------------------------------
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// -------------------------------------------------------------------------------------------------
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// Level utilities (helpers)
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// Level utilities (helpers)
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// -------------------------------------------------------------------------------------------------
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// -------------------------------------------------------------------------------------------------
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@@ -246,27 +182,49 @@ export class Standards {
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private activityStandards: ActivityStandards;
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private activityStandards: ActivityStandards;
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constructor(activityStandards: ActivityStandards) {
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constructor(activityStandards: ActivityStandards) {
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// prepare data
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this.activityStandards = activityStandards;
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this.activityStandards = activityStandards;
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for (const activity of Object.keys(this.activityStandards) as Activity[]) {
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for (const activity of Object.keys(this.activityStandards) as Activity[]) {
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// expand/compress
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for (const standard of this.activityStandards[activity].standards) {
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for (const standard of this.activityStandards[activity].standards) {
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const expandedLevels = this.expandLevels(standard.levels, 5);
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const expandedLevels = this.expandLevels(standard.levels, 5);
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const compressedLevels = this.compressLevels(expandedLevels, 100);
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const compressedLevels = this.compressLevels(expandedLevels, 100);
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standard.levels = compressedLevels;
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standard.levels = compressedLevels;
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}
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}
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// generate data
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// const allGenerators = this.activityStandards[activity].metadata.generators;
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//
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// const ageGenerators = allGenerators.filter(g => g.metric === "age");
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// for (const ageGenerator of ageGenerators) {
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// }
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//
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// const weightGenerators = allGenerators.filter(g => g.metric === "weight");
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// for (const weightGenerator of weightGenerators) {
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// for (const gender of Object.values(Gender)) {
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// const referenceWeight = gender === Gender.Male ?
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// lbToKg(170) :
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// lbToKg(137);
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//
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// const standardsByGender = this.byActivity(activity).byGender(gender).getAll();
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// const ages = [...new Set(standardsByGender.map(s => s.metrics.age))];
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//
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// for (const age of ages) {
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// const levelCalculator = new LevelCalculator(this);
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// const referenceStandard =
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// }
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// }
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// }
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}
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}
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}
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}
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public byActivity(activity: Activity) {
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public byActivity(activity: Activity) {
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const self = this;
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const self = this;
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const state: {
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const state: Partial<Metrics> = {};
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gender?: Gender;
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age?: number;
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weight?: number;
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} = {};
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const execMethods = {
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const execMethods = {
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getAll: function() {
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getAll: function(): Standard[] {
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let filtered = [...self.activityStandards[activity].standards];
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let filtered = [...self.activityStandards[activity].standards];
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if (state.gender)
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if (state.gender)
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filtered = filtered.filter((s) => s.metrics.gender === state.gender);
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filtered = filtered.filter((s) => s.metrics.gender === state.gender);
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@@ -276,10 +234,10 @@ export class Standards {
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filtered = filtered.filter((s) => s.metrics.weight === state.weight);
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filtered = filtered.filter((s) => s.metrics.weight === state.weight);
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return filtered;
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return filtered;
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},
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},
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getOne: function() {
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getOne: function(): Standard {
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return execMethods.getAll()[0];
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return execMethods.getAll()[0];
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},
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},
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getNearest(metric: DataMetric, target: number) {
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getNearest(metric: NumberMetric, target: number): { lower: Standard, upper: Standard } {
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const standards = execMethods.getAll();
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const standards = execMethods.getAll();
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const lower = [...standards]
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const lower = [...standards]
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.sort((a, b) => a.metrics[metric] - b.metrics[metric])
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.sort((a, b) => a.metrics[metric] - b.metrics[metric])
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@@ -289,7 +247,51 @@ export class Standards {
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.sort((a, b) => a.metrics[metric] - b.metrics[metric])
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.sort((a, b) => a.metrics[metric] - b.metrics[metric])
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.find((s) => s.metrics[metric] >= target) ?? standards.at(-1)!;
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.find((s) => s.metrics[metric] >= target) ?? standards.at(-1)!;
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return { lower, upper };
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return { lower, upper };
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},
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};
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const getInterpolated = (): Standard => {
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const metrics: Metrics = state as Metrics;
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const interpolateByWeight = (targetAge: number): Levels => {
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const { lower: lowerAgeWeightStandard, upper: upperAgeWeightStandard } = this
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.byActivity(activity)
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.byGender(metrics.gender)
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.byAge(targetAge)
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.getNearest("weight", metrics.weight);
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const weightLower = lowerAgeWeightStandard.metrics.weight;
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const weightUpper = upperAgeWeightStandard.metrics.weight;
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let weightRatio = weightUpper === weightLower ? 1 : (metrics.weight - weightLower) / (weightUpper - weightLower);
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weightRatio = Math.max(0, Math.min(1, weightRatio));
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return this.interpolateLevels(lowerAgeWeightStandard.levels, upperAgeWeightStandard.levels, weightRatio);
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}
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}
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// Find nearest age standards
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const { lower: lowerAgeStandard, upper: upperAgeStandard } = this
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.byActivity(activity)
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.byGender(metrics.gender)
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.getNearest("age", metrics.age);
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const ageLower = lowerAgeStandard.metrics.age;
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const ageUpper = upperAgeStandard.metrics.age;
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// Interpolate by age and weight
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let ageRatio = ageUpper === ageLower ? 1 : (metrics.age - ageLower) / (ageUpper - ageLower);
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ageRatio = Math.max(0, Math.min(1, ageRatio));
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const interpolatedLevels = this.interpolateLevels(
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interpolateByWeight(ageLower),
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interpolateByWeight(ageUpper),
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ageRatio
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);
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return {
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metrics,
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levels: interpolatedLevels
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};
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};
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};
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const byGender = (gender: Gender) => {
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const byGender = (gender: Gender) => {
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@@ -304,10 +306,15 @@ export class Standards {
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const byWeight = (weight: number) => {
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const byWeight = (weight: number) => {
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state.weight = weight;
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state.weight = weight;
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return { ...execMethods };
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return { ...execMethods, getInterpolated };
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}
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}
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return { byGender, ...execMethods }
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const byMetrics = (metrics: Metrics) => {
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Object.assign(state, metrics);
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return { ...execMethods, getInterpolated };
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}
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return { byGender, byMetrics, ...execMethods }
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}
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}
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getActivityAttribute(activity: Activity): Attribute {
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getActivityAttribute(activity: Activity): Attribute {
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@@ -377,4 +384,22 @@ export class Standards {
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return compressedLevels;
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return compressedLevels;
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}
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}
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private interpolateLevels(
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lower: Levels,
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upper: Levels,
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ratio: number,
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): Levels {
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if (Object.keys(lower).length !== Object.keys(upper).length)
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throw new Error("Cannot interpolate between varying number of levels");
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const lerp = (lvl: string) => (lower[lvl] as number) + ((upper[lvl] as number) - (lower[lvl] as number)) * ratio;
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const interpolatedLevels = {};
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for (const lvl in lower) {
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interpolatedLevels[lvl] = lerp(lvl);
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}
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return interpolatedLevels;
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}
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}
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}
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+6
-6
@@ -2,7 +2,7 @@
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"BackSquat": {
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"BackSquat": {
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"metadata": {
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"metadata": {
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"attribute": "Strength",
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"attribute": "Strength",
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"standardsGeneratorOptions": []
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"generators": []
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},
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},
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"standards": [
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"standards": [
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{
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{
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@@ -1578,7 +1578,7 @@
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"Deadlift": {
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"Deadlift": {
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"metadata": {
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"metadata": {
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"attribute": "Strength",
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"attribute": "Strength",
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"standardsGeneratorOptions": []
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"generators": []
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},
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},
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"standards": [
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"standards": [
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{
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{
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@@ -3154,7 +3154,7 @@
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"BenchPress": {
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"BenchPress": {
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"metadata": {
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"metadata": {
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"attribute": "Strength",
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"attribute": "Strength",
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"standardsGeneratorOptions": []
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"generators": []
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},
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},
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"standards": [
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"standards": [
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{
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{
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@@ -4730,7 +4730,7 @@
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"Run": {
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"Run": {
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"metadata": {
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"metadata": {
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"attribute": "Endurance",
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"attribute": "Endurance",
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"standardsGeneratorOptions": [
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"generators": [
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{
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{
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"metric": "weight",
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"metric": "weight",
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"spread": 50,
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"spread": 50,
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@@ -5221,7 +5221,7 @@
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"BroadJump": {
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"BroadJump": {
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"metadata": {
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"metadata": {
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"attribute": "Power",
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"attribute": "Power",
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"standardsGeneratorOptions": []
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"generators": []
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},
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},
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"standards": [
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"standards": [
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{
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{
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@@ -5257,7 +5257,7 @@
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"ConeDrill": {
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"ConeDrill": {
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"metadata": {
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"metadata": {
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"attribute": "Agility",
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"attribute": "Agility",
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"standardsGeneratorOptions": []
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"generators": []
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},
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},
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"standards": [
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"standards": [
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{
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{
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