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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-427875	CLM	Maria Palmer	1972-06-09	UHC-45838-69	—	9185 Highland Ave, Las Vegas, NV, 89166	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-131840	ENR	Logan Young	1962-05-02	UHC-67733-21	4048507011	7731 Main St, Dallas, TX, 75285	0.68	Name split from “Last, First”State code upper-cased ZIP+4 trimmed Whitespace trimmed
CLM-412969	CLM	Heather Pierce	1976-03-11	UHC-29304-05	—	1540 Maple Ave, San Antonio, TX, 78253	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-22094	PRV	Charles Richards	1999-10-04	UHC-80345-16	3193332198	7872 Hillcrest Rd, San Antonio, TX, 78201	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
PRV-24970	PRV	Janice Medina	1981-01-11	—	6104517207	8146 Lincoln Way, Tucson, AZ, 85736	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-412854	CLM	Aisha McCoy	1988-10-09	—	—	5542 River Rd # 636, Atlanta, GA, 30315	0.68	Unit split from street City re-cased ZIP+4 trimmed Placeholder values cleared
TPA-57928	TPA	Judy Hart	2006-05-28	UHC-11656-07	—	2376 Meadow Ln, Scottsdale, AZ, 85263	0.68	City re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-119914	ENR	Justin Delgado	—	UHC-04114-56	6744949509	1540 Valley View Dr, Jacksonville, FL, 32247	0.68	Name re-cased Date of birth unreadable ZIP+4 trimmed Placeholder values cleared
ENR-142086	ENR	Thomas N Meeyr	2001-10-01	UHC-55702-01	7506869766	1824 Canyon Rd, Gilbert, AZ, 85206	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-142085	ENR	Thomas N Meeyr	2001-10-01	UHC-55702-01	7506869766	1824 Canyon Rd, Gilbert, AZ, 85206	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-130630	ENR	Justin W Fields	2004-07-17	UHC-25760-99	—	6799 Mesa Dr, Chandler, AZ, 85288	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
CLM-429670	CLM	Wayne Ortiz	2005-03-01	UHC-34770-98	—	8399 Grand Ave, Atlanta, GA, 30390	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-116555	ENR	Gabriel Owens	1978-10-24	UHC-71828-02	—	4505 Forest Ave, Miami, FL, 33130	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-63591	TPA	Jerry Knight	1993-08-06	—	—	2251 Forest Ave, Los Angeles, CA, 90032	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-55067	TPA	Teresa Lewwis	2000-06-26	—	—	7045 Meadow Ln, Dallas, TX, 75282	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-55258	TPA	Sophia Montgomery	1947-01-08	—	7222811380	2573 Oak St, Austin, TX, 78708	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-55257	TPA	Sophia Montgomery	1947-01-08	—	7222811380	2573 Oak St, Austin, TX, 78708	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-404407	CLM	Alice Morris	1995-06-09	UHC-55977-01	—	9349 Ocean Ave, Chandler, AZ, 85264	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-103485	ENR	Marcus Richards	2008-01-28	UHC-72468-49	7475956022	8720 Market St Apt 7, Atlanta, GA, 30382	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed
ENR-117667	ENR	Hannah Brown	1961-10-21	UHC-26443-88	—	5454 Sunset Blvd, Houston, TX, 77080	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-100250	ENR	Paul J Washington	1978-03-11	UHC-15231-47	8166778754	951 Washington St, Houston, TX, 77002	0.68	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed
ENR-134363	ENR	Nathan Mendoza	2004-08-10	UHC-18219-11	8696064665	1975 Mountain View Dr, Miami, FL, 33120	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
ENR-142886	ENR	Teresa A Howel	1959-10-07	UHC-92058-49	5502159435	6315 Oak St, Austin, TX, 78713	0.68	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed
ENR-142887	ENR	Teresa A Howel	1959-10-07	UHC-92058-49	5502159435	6315 Oak St, Austin, TX, 78713	0.68	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed
TPA-53980	TPA	Wei Nelson	—	—	—	5374 Mesa Dr, Tampa, FL, 33629	0.68	Date of birth missing City re-cased ZIP+4 trimmed Placeholder values cleared
TPA-63574	TPA	Mateo Salazar	1965-05-19	—	—	4525 Highland Ave, Mesa, AZ, 85215	0.68	City re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-421781	CLM	Kyle D Burns	1946-02-23	—	5904235921	7723 Hillcrest Rd, Tucson, AZ, 85725	0.68	Phone reformatted SSN last four extracted ZIP+4 trimmed Placeholder values cleared
TPA-57707	TPA	Angela A Martin	2006-02-23	—	—	3353 Ridge Rd, Tucson, AZ, 85795	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-139566	ENR	Elijah Santiaog	1991-12-11	UHC-99665-89	6108597902	5365 Hillcrest Rd, Fresno, CA, 93798	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-418793	CLM	Larry Chapman	1981-11-16	UHC-75031-60	—	3349 Union St Apt 29, Eden Prairie, MN, 55390	0.68	Member ID reformatted Unit split from street ZIP+4 trimmed Placeholder values cleared
TPA-63251	TPA	Carolyn Li	1947-07-28	—	—	6525 Highland Ave, Nashville, TN, 37205	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
TPA-63252	TPA	Carolyn Li	1947-07-28	—	—	6525 Highland Ave, Nashville, TN, 37205	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
ENR-118669	ENR	Andrew Hicks	1956-02-16	UHC-20492-19	9615690860	7761 Apache Blvd, Phoenix, AZ, 85077	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-139374	ENR	Carolyn Patel	1948-08-01	UHC-70506-50	4277477862	9476 Jefferson Ave, Jacksonville, FL, 32221	0.68	Name split from “Last, First”Member ID reformatted ZIP+4 trimmed Placeholder values cleared
ENR-107177	ENR	Keith J Marshall	1990-04-01	UHC-06379-96	4777835742	2852 Main St, Atlanta, GA, 30380	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
TPA-52204	TPA	Joyce Q Gibson	1984-04-10	—	—	2946 Ocean Ave, Las Vegas, NV, 89113	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-119639	ENR	Gabrel U Sullivan	1967-12-04	UHC-51151-71	8038223466	4637 Main St, Fresno, CA, 93796	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
PRV-21259	PRV	Patrick Gutierrez	1993-10-02	UHC-38230-55	—	6794 Cedar Ln, Mesa, AZ, 85275	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-409327	CLM	Anna Thhompson	1973-04-05	—	—	3663 Willow Ct, Sacramento, CA, 95859	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
ENR-127947	ENR	Gabriel Shaw	1975-05-15	UHC-14473-31	4667579911	2479 Grand Ave, Plano, TX, 75003	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
TPA-61987	TPA	Santiago Sandoval	1959-10-12	—	—	8497 Camelback Rd, San Antonio, TX, 78213	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-422294	CLM	Armstrong Noah	1955-08-18	UHC-54510-49	2826507388	1551 Desert Sky Blvd, Chandler, AZ, 85211	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-134268	ENR	Ann U Bailey	2005-01-06	UHC-83511-18	—	6633 Oak St, Chandler, AZ, 85210	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-129046	ENR	Matthew Anderson	1991-06-22	UHC-25095-70	9553681219	1620 Broadway, Tampa, FL, 33697	0.68	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed
ENR-136960	ENR	Wayne B Tran	1961-12-03	UHC-70630-07	5129895991	1576 Meadow Ln, Charlotte, NC, 28280	0.68	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised
ENR-104968	ENR	Austin Wagner	1939-09-24	UHC-81000-54	4543577614	372 Harbor Blvd, Mesa, AZ, 85269	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-136435	ENR	Michelle E Simmons	1942-11-16	UHC-30970-20	—	8165 Sunset Blvd, Sacramento, CA, 95828	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-54071	TPA	Waine Bryant	1958-12-15	UHC-65701-10	—	7704 Jefferson Ave, Eden Prairie, MN, 55341	0.68	Two-digit birth year City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-409142	CLM	Jackie Morales	1954-06-28	UHC-25443-28	—	92 Maple Ave, Phoenix, AZ, 85039	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-134883	ENR	Theresa Y Rios	2008-07-20	UHC-59751-66	7099412606	3083 Sage Ct, Houston, TX, 77063	0.68	Member ID reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed

8,263 rows, page 125 of 166Previous Next