Table 2 Summary and categorization of the time series parameters in our dataset.

Parameter Category	Time and Location	Magnetic Field Parameters (Table 1)		Flare History Parameters		Quality
Individual Parameters		ABSNJZH	EPSX
		EPSY	EPSZ
	TIMESTAMP	MEANALP	MEANGAM	BFLARE	BFLARE_LABEL^a	QUALITY
	LAT_MIN	MEANGBH	MEANGBT	BFLARE_LOC	BFLARE_LABEL_LOC^a	XRQUALITY^b
	LON_MIN	MEANGBZ	MEANJZD	CFLARE	CFLARE_LABEL^a	CRVAL1
	LAT_MAX	MEANJZH	MEANPOT	CFLARE_LOC	CFLARE_LABEL_LOC^a	CRVAL2
	LON_MAX	MEANSHR	SAVNCPP	MFLARE	MFLARE_LABEL^a	CRLN_OBS
	HC_ANGLE	SHRGT45	TOTBSQ	MFLARE_LOC	MFLARE_LABEL_LOC^a	CRLT_OBS
	NOAA_AR	TOTFX	TOTFY	XFLARE	XFLARE_LABEL^a	SPEI
		TOTFZ	TOTPOT	XFLARE_LOC	XFLARE_LABEL_LOC^a	IS_TMFI
		TOTUSJH	TOTUSJZ	XR_MAX^b
		USFLUX	R_VALUE

^aThe flare label series (e.g., CFLARE_LABEL or XFLARE_LABEL_LOC) are stored as annotations in the form of JSON objects, shown as follows:
{
“magnitude” : [GOES class of the flare],
“id” : [flare identifier],
“NOAA_AR” : [associated NOAA active region number if available],
“narn_source” : [data source where NOAA_AR is obtained- GOES, SSW, or XRT]
“verification” : [verification flag- Primary, Secondary, or Non-verified]
}.
^bXR_MAX series signifies the maximum X-ray flux (from 1–8 Angstrom), while XRQUALITY is the quality flag showing its quality.

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