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 missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141807	ENR	Mateo Ortiz	1968-01-20	UHC-47672-96	7104053784	9079 Grand Ave Apt 1, Austin, TX	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-56675	TPA	Maria D Cruz	1989-07-28	—	6916424491	1792 Forest Ave, Phoenix, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-405764	CLM	Peter Mendoza	1959-08-05	UHC-10519-63	7336488244	4978 Valley View Dr, Austin, TX	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-421568	CLM	Alexander Rivera	1958-07-12	UHC-52912-99	—	298 Washington St, Phoenix, AZ	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-126261	ENR	Arjun T Jones	1979-06-19	UHC-20049-53	7618994381	5653 Spring St, Mesa, AZ	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-21498	PRV	Sophia M Anderson	1944-05-23	UHC-17148-98	7069163760	2387 Sage Ct, Houston, TX	0.50	Street suffix standardised Address re-cased State name converted to code ZIP missing+3 more
ENR-142637	ENR	Kayla Bradley	1979-03-19	UHC-37557-81	2479597156	8373 Church St # 326, Las Vegas, NV	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-103048	ENR	Karen C Silva	1950-07-12	UHC-48582-84	9803326567	1395 Maple Ave, Glendale, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122449	ENR	Thomas H Chen	2004-08-09	UHC-89520-20	2769787965	5392 Jefferson Ave, Chandler, AZ	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-27410	PRV	Gloria Watkins	1974-11-18	UHC-01940-80	5713683133	7662 Church St, San Antonio, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421951	CLM	Samuel Fisher	1970-06-03	UHC-59857-84	—	2380 Highland Ave, Seattle, WA	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-116433	ENR	Wayne A Sanchez	—	—	2393987526	3186 Harbor Blvd, Los Angeles, CA	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52987	TPA	Thomas F Freeman	2006-04-07	—	—	1119 Pine Dr, Charlotte, NC	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59910	TPA	Susan Gray	1975-12-26	—	—	9559 Lincoln Way, Seattle, WA	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-120965	ENR	Diane Lewis	1952-01-14	UHC-42576-07	—	7809 Broadway, Dallas, TX	0.50	Two-digit birth year Address re-cased City re-cased ZIP missing+3 more
ENR-115143	ENR	Kala S Carter	1970-04-24	UHC-01830-98	4004654563	3471 Apache Blvd # 448, Miami, FL	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-20462	PRV	Natalie J Simpson	1940-11-11	UHC-12051-83	4947090529	4332 Maple Ave, Jacksonville, FL	0.50	Street suffix standardised Address re-cased ZIP missing Email lower-cased+3 more
ENR-133970	ENR	Isabella R Ferguson	1995-12-16	UHC-91349-72	2587529830	9627 Ocean Ave, Phoenix, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-113206	ENR	Joseph Fowler	1950-08-18	UHC-38879-72	2353037996	7897 Elm St Apt 34, Miami, FL	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-117611	ENR	Bradley Peterson	—	UHC-57031-71	4137750791	7298 Washington St, Miami, FL	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118174	ENR	Ross S Keith	1939-07-21	UHC-82496-48	3768974465	4892 Baseline Rd, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122923	ENR	Carl Tran	1959-06-10	UHC-23306-38	5643550612	9834 Desert Sky Blvd, Eden Prairie, MN	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-406095	CLM	Alan W Tran	1970-06-06	UHC-55420-11	—	7475 Valley View Dr, Nashville, TN	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421183	CLM	Gary M Guerrero	1985-12-10	—	4105945149	5571 Jefferson Ave, Los Angeles, CA	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-123573	ENR	Edwadr Spencer	1970-05-03	UHC-01211-73	7868662574	6489 Elm St, Seattle, WA	0.50	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-55016	TPA	Mariana S Hart	1950-10-09	—	—	4835 Pine Dr, Scottsdale, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-111638	ENR	Sarah Henderson	1972-04-16	UHC-24133-93	5716900431	8426 Cedar Ln # 716, Mesa, AZ	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-117416	ENR	Susan King	1980-11-07	UHC-87239-11	5216262677	7530 Apache Blvd, Scottsdale, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408238	CLM	Julia Estrada	1999-12-16	—	8419428442	9472 Bayshore Dr # 137, San Diego, CA	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-127384	ENR	Jacqueline N Vargas	1983-07-26	UHC-67158-75	2274980011	9060 Mesa Dr, Houston, TX	0.50	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
ENR-123756	ENR	Anna Z Hudson	1938-04-27	UHC-12146-86	2702910097	1281 Market St, Tucson, AZ	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29452	PRV	Kelly Valdez	2000-08-09	—	—	3063 Indian School Rd, Fresno, CA	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-405323	CLM	Frances Miller	1989-06-26	UHC-20698-15	4282930984	2646 River Rd, Minneapolis, MN	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-25621	PRV	Ethan Mitchell	1954-08-17	UHC-64818-21	—	4533 Valley View Dr # 649, Atlanta, GA	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-118717	ENR	Wei Moore	1956-01-25	UHC-46942-23	4715982538	5844 Baseline Rd, Los Angeles, CA	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407064	CLM	Stephanie V Hart	1987-08-13	—	8822966984	9207 Park Pl, Austin, TX	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110649	ENR	Kathryn Perry	1971-07-27	UHC-90777-05	7694911117	4230 Pine Dr Apt 4, Atlanta, GA	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-412185	CLM	Christina Hayes	1990-03-27	UHC-00491-77	9383772721	8571 Mesa Dr # 927, Plano, TX	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-412186	CLM	Christina Hayes	1990-03-27	UHC-00491-77	9383772721	8571 Mesa Dr # 927, Plano, TX	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-136235	ENR	Gary A Ross	1970-06-13	UHC-20327-47	8015340747	6125 Sunset Blvd, Columbus, OH	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-432156	CLM	Kelly Gutierrez	1990-10-16	—	8907917505	6693 Maple Ave, Las Vegas, NV	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-55048	TPA	Carl Montgomery	1963-08-11	UHC-57349-54	—	1278 Lake View Rd, Seattle, WA	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-118387	ENR	Michelle Fileds	1963-05-19	UHC-78616-92	5967565808	981 Main St, Gilbert, AZ	0.50	Date of birth reformatted Phone reformatted SSN last four extracted State name converted to code+3 more
ENR-139312	ENR	Arthur A Nichols	1942-09-26	UHC-48023-89	9557925499	1576 Mountain View Dr, Columbus, OH	0.50	Two-digit birth year Phone reformatted City re-cased ZIP missing+3 more
TPA-56976	TPA	John Ramos	1941-03-16	—	—	8029 Park Pl # 157, San Antonio, TX	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-130606	ENR	Betty Gray	1982-10-01	UHC-11992-16	2689551181	1627 Mesa Dr, Miami, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140213	ENR	Ruth V Snyder	2002-08-13	UHC-67308-56	9714512261	8202 Highland Ave, Nashville, TN	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136439	ENR	Carlos Hayes	1970-05-15	UHC-95618-98	6406864308	3353 Main St, Atlanta, GA	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-111816	ENR	William Stone	1939-11-11	UHC-64855-03	7249357338	5825 Spring St, Charlotte, NC	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111247	ENR	Bobby O Hanson	2001-03-07	UHC-43003-27	9894791841	5986 Forest Ave, Houston, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more

7,146 rows, page 27 of 143Previous Next