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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-427365	CLM	PeterJunk	1976-01-23	UHC-85220-86	4504836905	6884 Maple Ave, Gilbert, AZ, 85265	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-423792	CLM	Samantha Cox	1974-01-03	—	—	7598 Oak St, Dallas, TX, 75291	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-25460	PRV	Camila B Sanders	2003-07-23	UHC-24398-42	3077990541	7123 Cedar Ln, Tampa, FL, 33648	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-111059	ENR	Sara Greene	1987-04-04	UHC-84724-26	2129192051	2557 Main St, Las Vegas, NV, 89166	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-23907	PRV	Andrew Bell	1964-08-20	UHC-15391-25	2772428230	5494 Union St, San Antonio, TX, 78287	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-129623	ENR	Arthur Ryan	1964-06-17	UHC-17123-61	6007025020	2777 Oak St Apt 5, Tampa, FL, 33672	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-407908	CLM	Michelle Lee	1952-02-03	UHC-44850-78	2468883201	88 Highland Ave, Charlotte, NC, 28211	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-122780	ENR	Michelle Walker	2003-08-05	UHC-17580-14	3015838848	7539 Bayshore Dr Apt 19, Jacksonville, FL, 32259	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-416731	CLM	Thomas Black	1962-10-13	UHC-99272-93	—	9730 Oak St, Glendale, AZ, 85321	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-418708	CLM	Michelle Carpenter	2004-12-26	UHC-19794-40	—	1416 Spring St, Scottsdale, AZ, 85215	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-110740	ENR	Doris Jones	1970-08-26	UHC-98385-23	6407883084	1468 Mountain View Dr, Austin, TX, 78782	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133879	ENR	Harper K Philip	1963-02-22	UHC-80108-67	6875732299	3956 Bayshore Dr, Orlando, FL, 32854	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-409582	CLM	Jennifer Riley	1988-04-14	—	—	4639 Baseline Rd, Jacksonville, FL, 32286	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-126177	ENR	Samuel N Marquez	1995-12-04	UHC-23159-56	2459718161	927 Church St, Phoenix, AZ, 85093	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-134863	ENR	Stephen Q Alvarado	1990-04-08	UHC-69270-12	7345033997	580 Grand Ave, Scottsdale, AZ, 85217	0.48	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
CLM-405594	CLM	Catherine Morrison	2008-01-27	UHC-23703-76	—	4880 Ocean Ave, Charlotte, NC, 28273	0.48	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-431227	CLM	Diego Moreno	1957-09-05	UHC-06269-70	5869119057	8878 Central Ave, Chandler, AZ, 85268	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-114090	ENR	Keith B Olson	2006-03-05	UHC-20417-55	9494048924	500 Highland Ave, Sacramento, CA, 95828	0.48	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+4 more
CLM-432741	CLM	Barbara Marquez	2002-02-02	UHC-40992-91	4175518662	9446 Hillcrest Rd, San Diego, CA, 92193	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124727	ENR	Larry Chapman	1981-11-16	UHC-75031-60	2542524594	3349 Union St, Eden Prairie, MN, 55390	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-405719	CLM	Mary Schmidt	1977-05-21	UHC-12590-72	3866601828	6452 Harbor Blvd, Miami, FL	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-135234	ENR	Larry Singh	2004-07-15	UHC-55360-97	2286557941	3589 Main St Apt 37, Los Angeles, CA, 90036	0.48	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-137600	ENR	Rebecca Chaavez	1950-01-16	UHC-71339-57	7263254587	5053 Pine Dr Apt 20, Houston, TX, 77045	0.48	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-133925	ENR	Ben Brown	1979-03-15	UHC-21896-71	6608941755	7984 Park Pl, Tempe, AZ, 85209	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-139453	ENR	Frank V Morales	1976-04-05	UHC-96271-47	4853542454	5658 Lincoln Way, Eden Prairie, MN	0.48	Name re-cased Two-digit birth year Phone reformatted City re-cased+4 more
CLM-405206	CLM	Brittany Campbell	1953-04-18	UHC-99813-04	8278517763	5105 Valley View Dr, Fresno, CA, 93759	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-428289	CLM	Gregory Cruz	1974-01-27	UHC-66888-17	9865843553	5351 Market St Apt 24, Jacksonville, FL, 32255	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-139807	ENR	Ethan Peters	1971-06-14	UHC-28291-35	8725658434	4909 Meadow Ln # 261, Seattle, WA, 98152	0.48	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+4 more
PRV-24218	PRV	Logan Knight	1947-11-19	—	—	2515 Oak St, Miami, FL	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-431586	CLM	Marilyn G Dominguez	1991-04-14	UHC-83227-42	—	6157 Camelback Rd, Fresno, CA, 93745	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-137251	ENR	Aaron Gonzalez	1962-11-03	UHC-18772-45	2538912028	9680 Mountain View Dr, Seattle, WA, 98103	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-111811	ENR	Justin Anderson	1986-12-28	—	8695267790	3886 Church St, Glendale, AZ, 85373	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-109639	ENR	Brian G Vazquez	1970-07-16	UHC-12630-18	3646615998	4314 Washington St, Sacramento, CA, 95831	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
PRV-23139	PRV	Carolyn H Wong	1977-01-09	—	9184250815	2259 Highland Ave, Sacramento, CA, 95840	0.48	Middle initial moved out of first name Name re-cased Two-digit birth year Street suffix standardised+4 more
ENR-137249	ENR	Ann Bowman	1970-06-15	UHC-58657-88	4508444063	6414 Ridge Rd, Phoenix, AZ, 85023	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-425990	CLM	Debra Marshall	2003-04-13	UHC-06922-26	—	5514 Canyon Rd, Seattle, WA, 98135	0.48	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+4 more
ENR-128264	ENR	Maria Salazar	1973-12-13	UHC-61139-77	—	2905 Harbor Blvd, Las Vegas, NV, 89192	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-27444	PRV	Jonathan Dixon	1985-03-13	UHC-49534-89	7266920868	6319 Ridge Rd, Minneapolis, MN, 55411	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-407204	CLM	Janet Boyd	1976-01-03	—	7848160075	711 Desert Sky Blvd, Nashville, TN, 37271	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-138210	ENR	Juan L Hicks	1960-08-11	UHC-50167-56	—	8082 Hillcrest Rd, Fresno, CA	0.48	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
TPA-62457	TPA	Bruce Porter	1986-12-02	UHC-09068-81	9046416625	2200 Bayshore Dr, Fresno, CA, 93751	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-403474	CLM	Ktahryn Piarce	1939-02-21	UHC-95401-16	—	9528 Washington St, Tampa, FL	0.48	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
CLM-414372	CLM	Brian G Lynch	1980-12-15	—	—	6503 Harbor Blvd, Jacksonville, FL, 32267	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-416381	CLM	Joshua Gibson	1945-05-01	UHC-44042-29	9446388631	5857 Oak St, Nashville, TN	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141875	ENR	John P White	1999-05-07	UHC-30249-93	4295284389	8455 Market St, Atlanta, GA, 30381	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-104396	ENR	Brian Vazquez	1997-04-17	UHC-47957-28	2274042354	700 Willow Ct, Houston, TX, 77034	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-55431	TPA	Juan Santiago	1988-05-17	—	8593034625	166 Union St, Plano, TX, 75037	0.48	Name re-cased Two-digit birth year Phone reformatted City re-cased+4 more
CLM-425593	CLM	Sandra Davis	1965-02-20	—	4305948939	680 Maple Ave, Houston, TX, 77046	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-425594	CLM	Sandra Davis	1965-02-20	—	4305948939	680 Maple Ave, Houston, TX, 77046	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-61316	TPA	Christine Broooks	1953-12-25	—	7432386989	3231 Cedar Ln, Seattle, WA, 98191	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more

6,661 rows, page 14 of 134Previous Next