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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140093	ENR	Jacob G Tran	2006-07-28	UHC-35149-16	5486580934	8196 Park Pl, Tucson, AZ, 85761	0.80	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed
ENR-122560	ENR	Christine F Davis	1968-04-16	UHC-61321-56	9487277411	5608 Lincoln Way, Dallas, TX, 75252	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-127081	ENR	Willie Daniels	2006-11-01	UHC-73258-28	2929570764	604 Broadway, San Antonio, TX, 78218	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-119031	ENR	Matthew X Kelly	1941-12-05	UHC-89605-89	3675691046	8350 Lincoln Way, Gilbert, AZ, 85281	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-110538	ENR	Ralph P Gray	1955-10-20	UHC-72876-61	7248281765	2800 Jefferson Ave, Tucson, AZ, 85778	0.80	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed
ENR-130326	ENR	Walter Y Mitchell	1982-10-27	UHC-96664-98	2793247145	9681 Elm St, Fresno, CA, 93786	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-128954	ENR	Karen Riley	1997-02-11	UHC-15007-83	6857375411	2321 Park Pl, Dallas, TX, 75292	0.80	Name re-cased Phone reformatted Member ID reformatted Gender normalised
ENR-138371	ENR	Dorothy U Peters	1945-05-01	UHC-40582-96	9027010597	6565 Hillcrest Rd, Dallas, TX, 75203	0.80	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed
ENR-122556	ENR	Roy Hunter	1964-12-27	UHC-63311-48	4504180704	7185 Desert Sky Blvd, Denver, CO, 80257	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-132791	ENR	Joan Z Bennett	1943-02-10	UHC-27960-11	6647783668	6070 Union St, San Diego, CA, 92146	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-105011	ENR	Emma B Coleman	1992-05-06	UHC-69845-65	9285603134	—	0.80	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed
ENR-127750	ENR	Jose B Brooks	1985-11-20	UHC-69339-04	5608342817	9210 Main St, Nashville, TN, 37244	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-108435	ENR	Dyln R Brown	1981-05-05	UHC-88361-95	7576184315	679 Lincoln Way, Nashville, TN, 37293	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
ENR-134362	ENR	Kimberly J Freaman	1982-10-24	UHC-01779-32	7458827748	4854 Bayshore Dr, Miami, FL, 33156	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-111964	ENR	Paul Delgado	2002-01-15	UHC-31052-20	2923862524	7157 Grand Ave, Scottsdale, AZ, 85264	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-109170	ENR	Jose Andrews	1953-05-16	UHC-87237-25	7717709913	9657 Main St, Tempe, AZ, 85231	0.80	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed
ENR-115805	ENR	Gerld B Jones	1943-06-01	UHC-28458-04	2072198039	6618 Church St, Tempe, AZ, 85268	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-122085	ENR	Jacob Willis	2001-02-24	UHC-19196-23	8552474293	2293 Ocean Ave, Dallas, TX, 75250	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
ENR-142396	ENR	Patricia Porter	1945-01-11	UHC-96889-07	2914513224	7521 Valley View Dr, Phoenix, AZ, 85058	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-133849	ENR	Linda Murray	1981-01-19	UHC-28136-04	8829828245	5901 Mesa Dr, Tucson, AZ, 85755	0.80	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised
ENR-131931	ENR	Mark Schultz	1984-04-08	UHC-60623-93	—	—	0.80	Date of birth reformatted Gender normalised Plan code upper-cased Placeholder values cleared
ENR-125538	ENR	Patrick Andrews	2001-03-04	UHC-59973-87	6435693627	4763 Church St, Plano, TX, 75068	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-141914	ENR	Omar F Morris	1946-08-24	UHC-96365-31	6988480523	5481 Canyon Rd, Houston, TX, 77025	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-136114	ENR	Ethan Wood	1974-07-22	UHC-22002-68	7628903599	6146 Willow Ct, Glendale, AZ, 85313	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
ENR-103962	ENR	Angela H Franklin	1956-01-13	UHC-82634-27	7164370587	4623 Maple Ave, Chandler, AZ, 85255	0.80	Phone reformatted Email lower-cased Gender normalised Plan code upper-cased
ENR-133563	ENR	Mason Baker	1942-12-28	UHC-52066-68	9625822416	3296 Broadway, Denver, CO, 80249	0.80	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed
ENR-120273	ENR	Judy V Salazar	1975-03-22	UHC-96576-89	2147736644	9143 Apache Blvd, Scottsdale, AZ, 85208	0.80	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed
ENR-102475	ENR	Patricia Dixon	1963-10-23	UHC-12270-94	7837871995	4317 Main St, Tampa, FL, 33622	0.80	Date of birth reformatted State code upper-cased Gender normalised Whitespace trimmed
ENR-140983	ENR	Samantha W Burton	1966-06-09	UHC-13043-98	9676926398	3599 Church St, Gilbert, AZ, 85286	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-137071	ENR	Ryan S Walker	1979-07-19	UHC-79552-94	5897311153	9299 Hillcrest Rd, Las Vegas, NV, 89102	0.80	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed
ENR-123873	ENR	Henry D Oliver	1983-04-09	UHC-82941-73	8469976841	9036 Mountain View Dr, San Antonio, TX, 78210	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-118598	ENR	Ralph U Day	1965-11-19	UHC-77183-20	3984980328	5526 Central Ave, Atlanta, GA, 30341	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
ENR-123811	ENR	Victoria Harris	1951-03-19	UHC-62538-48	7023411794	4229 Maple Ave, Plano, TX, 75070	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-115426	ENR	Brittany T Salazar	1950-03-19	UHC-82104-15	3515716241	6741 Camelback Rd, Minneapolis, MN, 55464	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised
ENR-125188	ENR	Zachary E Grant	1965-07-14	UHC-82010-72	6386267663	7471 Jefferson Ave, Houston, TX, 77089	0.80	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed
ENR-134025	ENR	Jack Hamilton	1974-09-27	UHC-04710-99	6026636230	8425 Harbor Blvd, Mesa, AZ, 85202	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-101130	ENR	Jacob F Graham	1964-11-25	UHC-21342-67	8968297242	3500 Hillcrest Rd, San Antonio, TX, 78284	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
ENR-116956	ENR	Barbara Y Boyd	1966-09-24	UHC-51193-31	6336146338	9280 Valley View Dr, Las Vegas, NV, 89118	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-128991	ENR	Santiago James	1945-09-07	UHC-43373-39	—	6714 Church St, Denver, CO, 80272	0.80	City re-cased Email lower-cased Gender normalised Placeholder values cleared
ENR-130713	ENR	Joe Rose	1960-05-05	UHC-43042-02	4205195338	1086 Elm St, Atlanta, GA, 30395	0.80	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed
ENR-120419	ENR	Janice S Snyder	1938-10-28	UHC-41575-25	—	3113 Ridge Rd, Tempe, AZ, 85222	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
ENR-124971	ENR	Vincent Le	1947-02-13	UHC-96268-40	9202898359	1141 Ocean Ave, Tempe, AZ, 85219	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-130280	ENR	Steven P Gordon	1941-01-06	UHC-13949-67	4034659166	4531 Broadway, Seattle, WA, 98187	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
ENR-105954	ENR	Brandon O Holmes	1982-03-04	UHC-86099-08	8263081117	848 Park Pl, Nashville, TN, 37234	0.80	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed
ENR-115841	ENR	Beverly I Thompson	1943-05-13	UHC-72813-48	7834378640	260 Park Pl, Nashville, TN, 37280	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
ENR-105882	ENR	Joyce S Obrien	1984-07-24	UHC-99792-74	2032506673	1865 Desert Sky Blvd, Los Angeles, CA, 90017	0.80	Name re-cased Phone reformatted Email lower-cased Gender normalised
ENR-105883	ENR	Joyce S Obrien	1984-07-24	UHC-99792-74	2032506673	1865 Desert Sky Blvd, Los Angeles, CA, 90017	0.80	Name re-cased Phone reformatted Email lower-cased Gender normalised
ENR-122807	ENR	Ryan Washington	1958-01-19	UHC-81060-27	4815870986	5273 Mesa Dr, Eden Prairie, MN, 55305	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-126231	ENR	Anthony G Hansen	1963-05-16	UHC-17160-06	7177672181	8380 Elm St, Orlando, FL, 32834	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-122507	ENR	Mason O Thompson	1973-11-12	UHC-69452-86	—	3206 Willow Ct, Tucson, AZ, 85745	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared

7,326 rows, page 129 of 147Previous Next