Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Enrollment, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121648	ENR	Charles Mendez	1954-12-01	UHC-04583-03	3229249570	1701 River Rd, Austin, TX, 78767	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-102945	ENR	Abigail T Snyder	1997-05-24	UHC-30299-02	8204382498	6519 Oak St, Miami, FL, 33171	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
ENR-107550	ENR	Jacob M Obrien	1949-07-03	UHC-92455-51	6794331722	9669 Mountain View Dr, Jacksonville, FL, 32281	0.68	Name split from “Last, First”Name re-cased Date of birth reformatted Gender normalised
ENR-141639	ENR	Dylan T Rios	1963-10-11	UHC-19892-73	8959144169	2747 Sunset Blvd, Phoenix, AZ, 85033	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-115039	ENR	Betty B Garcia	2001-01-14	UHC-13172-55	—	5278 Union St, Tampa, FL, 33655	0.68	Name split from “Last, First”Middle initial moved out of first name Whitespace trimmed Placeholder values cleared
ENR-100172	ENR	Jason A Alexander	1980-11-03	UHC-25888-14	4048727949	615 Bayshore Dr, San Diego, CA, 92167	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-139369	ENR	Noah E Salazar	2006-01-25	UHC-77146-22	5995719198	1356 Meadow Ln, Tempe, AZ, 85273	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-122825	ENR	Alan Diaz	1958-03-13	UHC-47621-31	6603673488	2159 Mesa Dr, Austin, TX, 78732	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-122824	ENR	Alan Diaz	1958-03-13	UHC-47621-31	6603673488	2159 Mesa Dr, Austin, TX, 78732	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-128316	ENR	Arjun Morris	1999-02-21	UHC-36733-02	8436328177	3815 Cedar Ln, Scottsdale, AZ, 85290	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-129160	ENR	Jordan Berry	1960-06-19	UHC-30488-44	—	6518 Harbor Blvd, Columbus, OH, 43281	0.68	Name split from “Last, First”Date of birth reformatted Phone missing area code Whitespace trimmed
ENR-108538	ENR	Emma S Pena	1949-07-17	UHC-14042-85	3162165156	2462 Highland Ave, Nashville, TN, 37245	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-102606	ENR	Thomas V Chavez	1958-01-21	UHC-08205-93	6396910334	6626 Market St, Miami, FL, 33199	0.68	Name split from “Last, First”Phone reformatted City re-cased State name converted to code
ENR-122068	ENR	Peter Gray	1985-08-23	UHC-33256-68	4647764297	876 Spring St, Los Angeles, CA, 90015	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-127196	ENR	Emma Hunt	1984-02-17	UHC-70237-17	8986135660	3835 Central Ave, Miami, FL, 33161	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-104249	ENR	David L Garza	1951-10-02	UHC-78742-45	6965452865	4385 Baseline Rd, Mesa, AZ, 85291	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-107305	ENR	Isabella Pena	1962-12-23	UHC-90923-96	6276071743	1018 Ocean Ave, Jacksonville, FL, 32278	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-121833	ENR	Dabra C Robertson	1983-01-04	UHC-55599-52	7105004908	4220 Canyon Rd, Seattle, WA, 98134	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-139030	ENR	Keith Espinoza	1963-02-24	UHC-27101-51	4139361853	6826 Hillcrest Rd, Minneapolis, MN, 55407	0.68	Name split from “Last, First”Email lower-cased Gender normalised Whitespace trimmed
ENR-115199	ENR	Gary Green	1981-07-19	UHC-39021-35	3559138172	—	0.68	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted
ENR-128856	ENR	Sharon Bennett	1972-05-20	UHC-03245-02	5662365638	3330 Church St, Fresno, CA, 93728	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-100290	ENR	Robert Q Jenkins	1948-04-28	UHC-46816-23	7208274033	3732 Lake View Rd, Glendale, AZ, 85357	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
ENR-116335	ENR	Jordan A Pierce	1999-06-04	UHC-33280-16	9669690021	3089 Mesa Dr, Las Vegas, NV, 89170	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-107542	ENR	Bobby O Mason	2003-05-20	UHC-43823-71	7065716092	2306 Mesa Dr, Charlotte, NC, 28203	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased
ENR-114946	ENR	Jeffrey B Kelley	1955-02-15	UHC-64044-88	5565574146	5232 Canyon Rd, Nashville, TN, 37207	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-129519	ENR	Daniel O Alexander	1966-04-24	UHC-75073-86	4754154127	6514 Lincoln Way, Atlanta, GA, 30329	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-124013	ENR	Bruce Q Olson	1938-06-21	UHC-09197-07	4864539108	2751 Ridge Rd, Seattle, WA, 98165	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-102383	ENR	Ryan Brooks	2008-12-27	UHC-16187-17	2978848618	3718 Main St, Fresno, CA, 93773	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-130767	ENR	Madison X Castillo	1983-09-14	UHC-00681-01	—	1988 Oak St, Tampa, FL, 33634	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-116698	ENR	Logan Cole	1954-02-28	UHC-01929-21	5793866357	998 Maple Ave, Mesa, AZ, 85279	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-110035	ENR	Russell Marshall	1998-01-25	UHC-27814-95	2203983496	6756 Camelback Rd, Sacramento, CA, 95828	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-101314	ENR	Angela R Wood	1961-01-17	UHC-29334-95	9334375863	602 Central Ave, Dallas, TX, 75297	0.68	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Whitespace trimmed
ENR-124769	ENR	Marylyn P Garrett	1941-06-07	UHC-31011-55	2395611866	2901 Cedar Ln, San Diego, CA, 92177	0.68	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised
ENR-124770	ENR	Marylyn P Garrett	1941-06-07	UHC-31011-55	2395611866	2901 Cedar Ln, San Diego, CA, 92177	0.68	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised
ENR-122022	ENR	Priya Y Warren	1977-09-27	UHC-93448-74	6725404353	7780 Lincoln Way, Columbus, OH	0.68	Name split from “Last, First”Date of birth reformatted ZIP missing Email lower-cased
ENR-107961	ENR	Kye Reyes	1998-08-03	UHC-14749-41	—	5854 Baseline Rd, Charlotte, NC, 28274	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-108744	ENR	Adams Frank	1982-12-08	UHC-78584-61	6516430068	710 Broadway, Las Vegas, NV, 89142	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
ENR-105333	ENR	Ana Fuuller	1978-10-18	UHC-64825-97	4338276984	9872 Spring St, Phoenix, AZ, 85042	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-121384	ENR	Frances S Morrison	2006-04-09	UHC-14630-02	2715309872	5632 Baseline Rd, Nashville, TN, 37262	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-111343	ENR	Sephen Munoz	1971-04-11	UHC-44645-89	5838556176	4303 Maple Ave, Scottsdale, AZ, 85280	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-110864	ENR	Robert Q Lawrence	2008-02-10	UHC-31344-05	6654530727	1802 Central Ave, Eden Prairie, MN	0.68	Name split from “Last, First”ZIP missing Email lower-cased Whitespace trimmed
ENR-123884	ENR	Lucia N Delgado	1977-09-01	UHC-30422-08	5902161437	4775 Meadow Ln, Sacramento, CA, 95813	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
ENR-113644	ENR	Dan Z Larson	1946-12-10	UHC-48509-03	3957739205	9538 Canyon Rd, Mesa, AZ, 85275	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed
ENR-113571	ENR	Jose Ross	2005-07-10	UHC-02279-47	9205245106	477 Willow Ct, Austin, TX, 78727	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-138628	ENR	Sharon V Rose	1956-02-12	UHC-95563-56	6264537870	1190 Grand Ave, Los Angeles, CA, 90044	0.68	Name split from “Last, First”Two-digit birth year Plan code upper-cased Placeholder values cleared
ENR-121851	ENR	Ann G Stewart	1946-07-10	UHC-16347-57	2494362532	6460 Valley View Dr # 802, Gilbert, AZ, 85295	0.68	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed
ENR-128801	ENR	Alice U Mills	1965-02-25	UHC-67408-86	3602908120	8784 Ridge Rd, Tucson, AZ, 85768	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-122891	ENR	Susan X Bishop	1972-05-10	UHC-19257-25	5435585995	2549 Jefferson Ave, Los Angeles, CA	0.68	Name split from “Last, First”ZIP missing Email lower-cased Whitespace trimmed
ENR-137164	ENR	Pamela A Murray	1977-05-22	UHC-82678-63	2949091835	3967 Park Pl, Phoenix, AZ, 85084	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-104580	ENR	Austin Z Austin	1998-09-19	UHC-36724-12	7742043141	7651 Park Pl, Plano, TX, 75009	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed

4,309 rows, page 66 of 87Previous Next