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

All sources, 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-124637	ENR	Ralph Z Bell	1976-11-03	UHC-11833-22	4813904799	8457 Apache Blvd, Tempe, AZ, 85201	0.68	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased
ENR-139075	ENR	Charles X Shaw	1966-02-13	UHC-76406-27	7375552472	8905 Willow Ct, Scottsdale, AZ, 85286	0.68	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed
CLM-416631	CLM	Dylan Butler	1971-06-18	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-407058	CLM	Benjamin Yang	—	UHC-59355-41	—	8627 Washington St, Phoenix, AZ, 85084	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
CLM-415402	CLM	Scott G Guzan	1989-02-04	UHC-03230-14	3716428266	—	0.68	Name split from “Last, First”Member ID reformatted Gender normalised Placeholder values cleared
CLM-415842	CLM	Jeffrey Evans	1997-04-07	UHC-04470-22	—	9743 Sunset Blvd, Jacksonville, FL, 32221	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-426371	CLM	Heather Pena	—	—	9155561340	6554 Baseline Rd, Tucson, AZ, 85708	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52477	TPA	Willie L Shmidt	1978-04-21	UHC-26025-53	4779530898	5446 Forest Ave, Charlotte, NC, 28201	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Placeholder values cleared
CLM-432789	CLM	Nancy G Miller	1953-09-11	UHC-43773-54	7795003781	3880 Desert Sky Blvd, Dallas, TX	0.68	Phone reformatted ZIP missing Gender normalised Whitespace trimmed
CLM-430284	CLM	Alexis X Morrison	1981-10-24	UHC-67872-19	—	9552 Forest Ave # 901, Austin, TX, 78712	0.68	Unit split from street City re-cased Gender normalised Placeholder values cleared
CLM-405823	CLM	Carolyn Luna	1947-05-20	UHC-73667-01	—	3808 Forest Ave, Chandler, AZ	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
CLM-422490	CLM	Kevin M Gordon	1971-10-03	—	—	1023 Ridge Rd, Gilbert, AZ, 85227	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-417656	CLM	Matthew P Rice	1999-03-22	—	—	6058 Apache Blvd, Houston, TX, 77066	0.68	SSN last four extracted Gender normalised Plan code upper-cased Placeholder values cleared
TPA-60134	TPA	Dois Dunn	1967-06-25	—	—	5802 Lake View Rd, Seattle, WA, 98151	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-117064	ENR	Benjamin X Chen	1976-09-15	UHC-26104-20	6567646035	1923 River Rd, Seattle, WA, 98142	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-59503	TPA	Grahm Deborah	1986-12-05	—	—	5543 Maple Ave, San Antonio, TX, 78220	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-115167	ENR	Jacqueline T Gordon	1998-12-27	UHC-92157-39	5558135341	4678 Lake View Rd, Denver, CO, 80297	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-415881	CLM	Mei Luna	1959-07-22	UHC-88565-33	—	6214 Pine Dr, Dallas, TX, 75285	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-22339	PRV	Rebecca F Hughes	1982-04-18	UHC-55608-51	9104106444	6044 Palm Dr, San Diego, CA, 92170	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-409008	CLM	Jacqueline Williams	1947-08-08	—	—	7124 Camelback Rd, Tucson, AZ, 85756	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-132605	ENR	Joe E Ramos	1969-08-23	UHC-60247-76	3058535416	6532 Mountain View Dr, San Antonio, TX, 78281	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-407158	CLM	Dylan Stewart	1969-11-13	—	—	1139 Willow Ct, Mesa, AZ, 85254	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-416517	CLM	Christian Ferguson	1949-08-19	—	—	7562 Indian School Rd, Fresno, CA	0.68	Date of birth reformatted ZIP missing Gender normalised Placeholder values cleared
CLM-423447	CLM	Madison Hawkins	—	UHC-18827-80	6365432404	3643 Forest Ave, Gilbert, AZ, 85231	0.68	Date of birth missing Phone reformatted Gender normalised Placeholder values cleared
CLM-428214	CLM	Joan K Hart	2000-04-24	—	5742970924	8881 Lake View Rd Apt 24, Jacksonville, FL, 32215	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
ENR-124998	ENR	Paul Day	1964-04-04	UHC-00815-96	8349592336	6952 Bayshore Dr, Minneapolis, MN, 55433	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-106373	ENR	Margaret L Little	1946-07-05	UHC-72661-22	2825066976	7966 Elm St Apt 13, Sacramento, CA, 95895	0.68	Phone reformatted Unit split from street City re-cased Gender normalised
PRV-24109	PRV	Jonathan Peterson	—	UHC-80951-24	8668492621	3469 Spring St, Plano, TX, 75019	0.68	Date of birth unreadable Phone reformatted Gender normalised Placeholder values cleared
CLM-402314	CLM	Charlotte Matthews	2007-07-19	UHC-58416-57	—	9592 Harbor Blvd, Nashville, TN, 37273	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-57335	TPA	Benjamin Y Yang	1944-10-04	UHC-43975-07	—	5389 Desert Sky Blvd, Mesa, AZ, 85265	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57334	TPA	Benjamin Y Yang	1944-10-04	UHC-43975-07	—	5389 Desert Sky Blvd, Mesa, AZ, 85265	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
TPA-60702	TPA	Deborah Vargas	1944-06-26	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-410193	CLM	Christina Burton	—	UHC-38322-16	—	—	0.68	Date of birth unreadable Member ID reformatted Gender normalised Placeholder values cleared
ENR-140975	ENR	Virginia Diaz	2001-09-22	UHC-64247-69	2092912754	7053 Apache Blvd, Scottsdale, AZ, 85213	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-127801	ENR	Brittany Sims	2005-12-05	UHC-14515-15	5859619603	4847 Spring St, Mesa, AZ, 85226	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
TPA-56479	TPA	Ann Schmidt	1977-05-05	—	3878760394	9812 Palm Dr, Sacramento, CA, 95888	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-142959	ENR	Randy M Riely	1975-07-01	UHC-06936-55	3255105808	2611 Jefferson Ave, Plano, TX, 75054	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
CLM-417156	CLM	Jesse Dean	1985-05-24	UHC-90899-50	—	8179 Ridge Rd, Chandler, AZ, 85206	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-133148	ENR	Samantha D Valdez	1973-04-02	UHC-63204-93	8598316933	7008 Washington St, Denver, CO, 80273	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
CLM-405788	CLM	Stephen Lewis	1958-03-04	—	—	3109 Church St, Jacksonville, FL, 32262	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-104404	ENR	Emily A Taylor	1973-05-08	UHC-04283-86	7697849269	3820 Forest Ave, Sacramento, CA, 95885	0.68	Phone reformatted State name converted to code Gender normalised Whitespace trimmed
TPA-60750	TPA	Charlotte Peters	1997-05-10	—	3615884195	8173 Park Pl, Tampa, FL, 33605	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
TPA-60751	TPA	Charlotte Peters	1997-05-10	—	3615884195	8173 Park Pl, Tampa, FL, 33605	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
ENR-115336	ENR	Adam P Alvarado	1941-02-23	UHC-25176-33	5938996010	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-409496	CLM	Kevin U Bell	2005-12-22	UHC-53553-91	8812532813	—	0.68	Phone reformatted SSN last four extracted Gender normalised Placeholder values cleared
ENR-139969	ENR	Mariana T Cook	1990-12-09	UHC-97803-20	5075454453	7964 Bayshore Dr, Columbus, OH	0.68	Phone reformatted Member ID reformatted ZIP missing Gender normalised
CLM-421113	CLM	Eric Castillo	1941-01-03	UHC-84548-13	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-105082	ENR	Linda McCoy	1948-12-02	UHC-27992-22	3624671261	69 Sunset Blvd, Tempe, AZ, 85291	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-111567	ENR	Dylan Bailey	1960-05-07	UHC-82883-31	7243237361	4044 Sunset Blvd, Los Angeles, CA, 90003	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-126176	ENR	Wayne Campbell	—	UHC-79401-10	7167177070	8279 Desert Sky Blvd, Columbus, OH, 43231	0.68	Name re-cased Date of birth missing Phone reformatted Gender normalised

16,828 rows, page 237 of 337Previous Next