mirror of
https://github.com/gristlabs/grist-core.git
synced 2024-10-27 20:44:07 +00:00
321019217d
Summary: - Removed string parsing and some type guessing code from parse_data.py. That logic is now implicitly done by ValueGuesser by leaving the initial column type as Any. parse_data.py mostly comes into play when importing files (e.g. Excel) containing values that already have types, i.e. numbers and dates. - 0s and 1s are treated as numbers instead of booleans to keep imports lossless. - Removed dateguess.py and test_dateguess.py. - Changed what `guessDateFormat` does when multiple date formats work equally well for the given data, in order to be consistent with the old dateguess.py. - Columns containing numbers are now always imported as Numeric, never Int. - Removed `NullIfEmptyParser` because it was interfering with the new system. Its purpose was to avoid pointlessly changing a column from Any to Text when no actual data was inserted. A different solution to that problem was already added to `_ensure_column_accepts_data` in the data engine in a recent related diff. Test Plan: - Added 2 `nbrowser/Importer2` tests. - Updated various existing tests. - Extended testing of `guessDateFormat`. Added `guessDateFormats` to show how ambiguous dates are handled internally. Reviewers: georgegevoian Reviewed By: georgegevoian Differential Revision: https://phab.getgrist.com/D3302
422 lines
14 KiB
TypeScript
422 lines
14 KiB
TypeScript
import escapeRegExp = require('lodash/escapeRegExp');
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import last = require('lodash/last');
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import memoize = require('lodash/memoize');
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import {getDistinctValues, isObject} from 'app/common/gutil';
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// Simply importing 'moment-guess' inconsistently imports bundle.js or bundle.esm.js depending on environment
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import * as guessFormat from '@gristlabs/moment-guess/dist/bundle.js';
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import * as moment from 'moment-timezone';
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// When using YY format, use a consistent interpretation in datepicker and in moment parsing: add
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// 2000 if the result is at most 10 years greater than the current year; otherwise add 1900. See
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// https://bootstrap-datepicker.readthedocs.io/en/latest/options.html#assumenearbyyear and
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// "Parsing two digit years" in https://momentjs.com/docs/#/parsing/string-format/.
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export const TWO_DIGIT_YEAR_THRESHOLD = 10;
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const MAX_TWO_DIGIT_YEAR = new Date().getFullYear() + TWO_DIGIT_YEAR_THRESHOLD - 2000;
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// Moment suggests that overriding this is fine, but we need to force TypeScript to allow it.
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(moment as any).parseTwoDigitYear = function(yearString: string): number {
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const year = parseInt(yearString, 10);
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return year + (year > MAX_TWO_DIGIT_YEAR ? 1900 : 2000);
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};
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// Order of formats to try if the date cannot be parsed as the currently set format.
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// Formats are parsed in momentjs strict mode, but separator matching and the MM/DD
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// two digit requirement are ignored. Also, partial completion is permitted, so formats
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// may match even if only beginning elements are provided.
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// TODO: These should be affected by the user's locale/settings.
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// TODO: We may want to consider adding default time formats as well to support more
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// time formats.
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const PARSER_FORMATS: string[] = [
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'M D YYYY',
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'M D YY',
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'M D',
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'M',
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'MMMM D YYYY',
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'MMMM D',
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'MMMM Do YYYY',
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'MMMM Do',
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'D MMMM YYYY',
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'D MMMM',
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'Do MMMM YYYY',
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'Do MMMM',
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'MMMM',
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'MMM D YYYY',
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'MMM D',
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'MMM Do YYYY',
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'MMM Do',
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'D MMM YYYY',
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'D MMM',
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'Do MMM YYYY',
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'Do MMM',
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'MMM',
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'YYYY M D',
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'YYYY M',
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'YYYY',
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'D M YYYY',
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'D M YY',
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'D M',
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'D'
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];
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const UNAMBIGUOUS_FORMATS = [
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'YYYY M D',
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...PARSER_FORMATS.filter(f => f.includes("MMM")),
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];
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const TIME_REGEX = /(?:^|\s+|T)(?:(\d\d?)(?::(\d\d?)(?::(\d\d?))?)?|(\d\d?)(\d\d))\s*([ap]m?)?$/i;
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// [^a-zA-Z] because no letters are allowed directly before the abbreviation
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const UTC_REGEX = /[^a-zA-Z](UTC?|GMT|Z)$/i;
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const NUMERIC_TZ_REGEX = /([+-]\d\d?)(?::?(\d\d))?$/i;
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// Not picky about separators, so replace them in the date and format strings to be spaces.
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const SEPARATORS = /[\W_]+/g;
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const tzAbbreviations = memoize((tzName: string): RegExp => {
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// Some abbreviations are just e.g. +05
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// and escaping the + seems better than filtering
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const abbreviations = new Set(moment.tz.zone(tzName)!.abbrs.map(escapeRegExp));
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const union = [...abbreviations].join('|');
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// [^a-zA-Z] because no letters are allowed directly before the abbreviation
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// so for example CEST won't match even if EST does
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return new RegExp(`[^a-zA-Z](${union})$`, 'i');
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});
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interface ParseOptions {
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time?: string;
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dateFormat?: string;
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timeFormat?: string;
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timezone?: string;
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}
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/**
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* parseDate - Attempts to parse a date string using several common formats. Returns the
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* timestamp of the parsed date in seconds since epoch, or returns null on failure.
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* @param {String} date - The date string to parse.
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* @param {String} options.dateFormat - The preferred momentjs format to use to parse the
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* date. This is attempted before the default formats.
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* @param {String} options.time - The time string to parse.
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* @param {String} options.timeFormat - The momentjs format to use to parse the time. This
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* must be given if options.time is given.
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* @param {String} options.timezone - The timezone string for the date/time, which affects
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* the resulting timestamp.
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*/
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export function parseDate(date: string, options: ParseOptions = {}): number | null {
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// If no date, return null.
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if (!date) {
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return null;
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}
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const dateFormat = options.dateFormat || "YYYY-MM-DD";
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const dateFormats = [..._buildVariations(dateFormat, date), ...PARSER_FORMATS];
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const cleanDate = date.replace(SEPARATORS, ' ');
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let datetime = cleanDate.trim();
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let timeformat = '';
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let time = options.time;
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if (time) {
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const parsedTimeZone = parseTimeZone(time, options.timezone!);
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const parsedTime = standardizeTime(parsedTimeZone.remaining);
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if (!parsedTime || parsedTime.remaining) {
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return null;
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}
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time = parsedTime.time;
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const {tzOffset} = parsedTimeZone;
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datetime += ' ' + time + tzOffset;
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timeformat = ' HH:mm:ss' + (tzOffset ? 'Z' : '');
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}
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for (const f of dateFormats) {
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const fullFormat = f + timeformat;
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const m = moment.tz(datetime, fullFormat, true, options.timezone || 'UTC');
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if (m.isValid()) {
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return m.valueOf() / 1000;
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}
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}
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return null;
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}
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/**
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* Similar to parseDate, with these differences:
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* - Only for a date (no time part)
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* - Only falls back to UNAMBIGUOUS_FORMATS, not the full PARSER_FORMATS
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* - Optionally adds all dates which match some format to `results`, otherwise returns first match.
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* This is safer so it can be used for parsing when pasting a large number of dates
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* and won't silently swap around day and month.
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*/
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export function parseDateStrict(
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date: string, dateFormat: string | null, results?: Set<number>, timezone: string = 'UTC'
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): number | undefined {
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if (!date) {
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return;
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}
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dateFormat = dateFormat || "YYYY-MM-DD";
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const dateFormats = [..._buildVariations(dateFormat, date), ...UNAMBIGUOUS_FORMATS];
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const cleanDate = date.replace(SEPARATORS, ' ').trim();
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for (const format of dateFormats) {
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const m = moment.tz(cleanDate, format, true, timezone);
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if (m.isValid()) {
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const value = m.valueOf() / 1000;
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if (results) {
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results.add(value);
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} else {
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return value;
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}
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}
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}
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}
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export function parseDateTime(dateTime: string, options: ParseOptions): number | undefined {
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dateTime = dateTime.trim();
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if (!dateTime) {
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return;
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}
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const dateFormat = options.dateFormat || "YYYY-MM-DD";
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const timezone = options.timezone || "UTC";
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const dateOnly = parseDateStrict(dateTime, dateFormat, undefined, timezone);
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if (dateOnly) {
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return dateOnly;
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}
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const parsedTimeZone = parseTimeZone(dateTime, timezone);
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let tzOffset = '';
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if (parsedTimeZone) {
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tzOffset = parsedTimeZone.tzOffset;
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dateTime = parsedTimeZone.remaining;
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}
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const parsedTime = standardizeTime(dateTime);
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if (!parsedTime) {
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return;
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}
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dateTime = parsedTime.remaining;
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const date = parseDateStrict(dateTime, dateFormat);
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if (!date) {
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return;
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}
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// date is a timestamp of midnight in UTC, so to get a formatted representation (for parsing
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// together with time), take care to interpret it in UTC.
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const dateString = moment.unix(date).utc().format("YYYY-MM-DD");
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dateTime = dateString + ' ' + parsedTime.time + tzOffset;
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const fullFormat = "YYYY-MM-DD HH:mm:ss" + (tzOffset ? 'Z' : '');
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return moment.tz(dateTime, fullFormat, true, timezone).valueOf() / 1000;
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}
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// Helper function to get the partial format string based on the input. Momentjs has a feature
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// which allows defaulting to the current year, month and/or day if not accounted for in the
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// parser. We remove any parts of the parser not given in the input to take advantage of this
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// feature.
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function _getPartialFormat(input: string, format: string): string {
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// Define a regular expression to match contiguous non-separators.
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const re = /Y+|M+o?|D+o?|[a-zA-Z0-9]+/ig;
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// Count the number of meaningful parts in the input.
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const numInputParts = input.match(re)?.length || 0;
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// Count the number of parts in the format string.
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let numFormatParts = format.match(re)?.length || 0;
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if (numFormatParts > numInputParts) {
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// Remove year from format first, to default to current year.
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if (/Y+/.test(format)) {
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format = format.replace(/Y+/, ' ').trim();
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numFormatParts -= 1;
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}
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if (numFormatParts > numInputParts) {
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// Remove month from format next.
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format = format.replace(/M+/, ' ').trim();
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}
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}
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return format;
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}
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// Moment non-strict mode is considered bad, as it's far too lax. But moment's strict mode is too
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// strict. We want to allow YY|YYYY for either year specifier, as well as M for MMM or MMMM month
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// specifiers. It's silly that we need to create multiple format variations to support this.
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function _buildVariations(dateFormat: string, date: string) {
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// Momentjs has an undesirable feature in strict mode where MM and DD
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// matches require two digit numbers. Change MM, DD to M, D.
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let format = dateFormat.replace(/MM+/g, m => (m === 'MM' ? 'M' : m))
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.replace(/DD+/g, m => (m === 'DD' ? 'D' : m))
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.replace(SEPARATORS, ' ')
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.trim();
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// Allow the input date to end with a 4-digit year even if the format doesn't mention the year
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if (
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format.includes("M") &&
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format.includes("D") &&
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!format.includes("Y")
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) {
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format += " YYYY";
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}
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format = _getPartialFormat(date, format);
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// Consider some alternatives to the preferred format.
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const variations = new Set<string>([format]);
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const otherYear = format.replace(/Y{2,4}/, (m) => (m === 'YY' ? 'YYYY' : (m === 'YYYY' ? 'YY' : m)));
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variations.add(otherYear);
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variations.add(format.replace(/MMM+/, 'M'));
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if (otherYear !== format) {
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variations.add(otherYear.replace(/MMM+/, 'M'));
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}
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return variations;
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}
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// Based on private calculateOffset in moment source code.
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function calculateOffset(tzMatch: string[]): string {
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const [, hhOffset, mmOffset] = tzMatch;
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const sign = hhOffset.slice(0, 1);
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return sign + hhOffset.slice(1).padStart(2, '0') + ':' + (mmOffset || '0').padStart(2, '0');
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}
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function parseTimeZone(str: string, timezone: string): { remaining: string, tzOffset: string } {
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str = str.trim();
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let tzMatch = UTC_REGEX.exec(str);
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let matchStart = 0;
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let tzOffset = '';
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if (tzMatch) {
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tzOffset = '+00:00';
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matchStart = tzMatch.index + 1; // skip [^a-zA-Z] at regex start
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} else {
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tzMatch = NUMERIC_TZ_REGEX.exec(str);
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if (tzMatch) {
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tzOffset = calculateOffset(tzMatch);
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matchStart = tzMatch.index;
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} else if (timezone) {
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// Abbreviations are simply stripped and ignored, so tzOffset is not set in this case
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tzMatch = tzAbbreviations(timezone).exec(str);
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if (tzMatch) {
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matchStart = tzMatch.index + 1; // skip [^a-zA-Z] at regex start
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}
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}
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}
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if (tzMatch) {
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str = str.slice(0, matchStart).trim();
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}
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return {remaining: str, tzOffset};
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}
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// Parses time of the form, roughly, HH[:MM[:SS]][am|pm]. Returns the time in the
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// standardized HH:mm:ss format.
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// This turns out easier than coaxing moment to parse time sensibly and flexibly.
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function standardizeTime(timeString: string): { remaining: string, time: string } | undefined {
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const match = TIME_REGEX.exec(timeString);
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if (!match) {
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return;
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}
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let hours = parseInt(match[1] || match[4], 10);
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const mm = (match[2] || match[5] || '0').padStart(2, '0');
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const ss = (match[3] || '0').padStart(2, '0');
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const ampm = (match[6] || '').toLowerCase();
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if (hours < 12 && hours > 0 && ampm.startsWith('p')) {
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hours += 12;
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} else if (hours === 12 && ampm.startsWith('a')) {
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hours = 0;
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}
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const hh = String(hours).padStart(2, '0');
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return {remaining: timeString.slice(0, match.index).trim(), time: `${hh}:${mm}:${ss}`};
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}
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/**
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* Guesses a full date[time] format that best matches the given strings.
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* If several formats match equally well, picks the last one lexicographically to match the old date guessing.
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* This means formats with an early Y and/or M are favoured.
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* If no formats match, returns the default YYYY-MM-DD.
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*/
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export function guessDateFormat(values: Array<string | null>, timezone: string = 'UTC'): string {
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const formats = guessDateFormats(values, timezone);
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if (!formats) {
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return "YYYY-MM-DD";
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}
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return last(formats)!;
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}
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/**
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* Returns all full date[time] formats that best match the given strings.
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* If several formats match equally well, returns them all.
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* May return null if there are no matching formats or choosing one is too expensive.
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*/
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export function guessDateFormats(values: Array<string | null>, timezone: string = 'UTC'): string[] | null {
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const dateStrings: string[] = values.filter(isObject);
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const sample = getDistinctValues(dateStrings, 100);
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const formats: Record<string, number> = {};
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for (const dateString of sample) {
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let guessed: string | string[];
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try {
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guessed = guessFormat(dateString);
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} catch {
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continue;
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}
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if (typeof guessed === "string") {
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guessed = [guessed];
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}
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for (const guess of guessed) {
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formats[guess] = 0;
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}
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}
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const formatKeys = Object.keys(formats);
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if (!formatKeys.length || formatKeys.length > 10) {
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return null;
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}
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for (const format of formatKeys) {
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for (const dateString of dateStrings) {
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const m = moment.tz(dateString, format, true, timezone);
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if (m.isValid()) {
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formats[format] += 1;
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}
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}
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}
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const maxCount = Math.max(...Object.values(formats));
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// Return all formats that tied for first place.
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// Sort lexicographically for consistency in tests and with the old dateguess.py.
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return formatKeys.filter(format => formats[format] === maxCount).sort();
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}
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export const dateFormatOptions = [
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'YYYY-MM-DD',
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'MM-DD-YYYY',
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'MM/DD/YYYY',
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'MM-DD-YY',
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'MM/DD/YY',
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'DD MMM YYYY',
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'MMMM Do, YYYY',
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'DD-MM-YYYY',
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];
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export const timeFormatOptions = [
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'h:mma',
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'h:mma z',
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'HH:mm',
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'HH:mm z',
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'HH:mm:ss',
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'HH:mm:ss z',
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];
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/**
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* Construct widget options for a Date or DateTime column based on a single moment string
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* which may or may not contain both date and time parts.
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* If defaultTimeFormat is true, fallback to a non-empty default time format when none is found in fullFormat.
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*/
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export function dateTimeWidgetOptions(fullFormat: string, defaultTimeFormat: boolean) {
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const index = fullFormat.match(/[hHkaAmsSzZT]|$/)!.index!;
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const dateFormat = fullFormat.substr(0, index).trim();
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const timeFormat = fullFormat.substr(index).trim() || (defaultTimeFormat ? timeFormatOptions[0] : "");
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return {
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dateFormat,
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timeFormat,
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isCustomDateFormat: !dateFormatOptions.includes(dateFormat),
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isCustomTimeFormat: !timeFormatOptions.includes(timeFormat),
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};
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}
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