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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139098	ENR	Kayla G Guerrero	1974-04-05	UHC-48206-49	3034634451	9734 Desert Sky Blvd Apt 29, Nashville, TN, 37237	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-108416	ENR	Amy Reynolds	1979-04-04	UHC-33199-41	2568128040	9574 Main St Apt 29, San Diego, CA, 92144	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-116033	ENR	Yuki Rivera	2005-04-04	UHC-81217-58	8734542555	3226 Meadow Ln Apt 27, Denver, CO, 80238	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-56611	TPA	Denise Wells	1998-09-06	—	—	8604 Lincoln Way Apt 27, Columbus, OH	0.66	Name re-cased Unit split from street City re-cased ZIP missing+1 more
ENR-107931	ENR	Deborah Riley	2002-05-03	UHC-32609-65	3746756614	6318 Palm Dr Apt 6, Glendale, AZ, 85338	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+1 more
TPA-54396	TPA	Joan Clark	1967-11-09	—	—	3163 Grand Ave Apt 38, Atlanta, GA, 30308	0.66	Unit split from street Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-29071	PRV	Janice Marshall	1985-02-22	—	9058664819	5578 Bayshore Dr # 980, Sacramento, CA, 95824	0.66	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
CLM-401464	CLM	Lawrence Tucker	1983-12-11	—	—	1664 Valley View Dr Apt 37, Plano, TX, 75024	0.66	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+1 more
ENR-130216	ENR	Ana R Knight	1992-08-10	UHC-00835-26	5773596968	4791 Harbor Blvd # 439, Glendale, AZ, 85327	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-139078	ENR	Zachary L Reyes	1977-04-28	UHC-41213-20	9016106841	2144 Church St Apt 15, Miami, FL, 33175	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-52829	TPA	Jessica Andraws	1975-11-03	—	—	8940 Meadow Ln Apt 11, Las Vegas, NV, 89107	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410605	CLM	Judy Jimenez	1997-08-13	UHC-32177-75	—	8620 River Rd # 264, Phoenix, AZ, 85070	0.66	Date of birth reformatted Phone missing area code Member ID reformatted Unit split from street+1 more
ENR-123409	ENR	Arjun Jimenez	1994-06-09	UHC-64715-69	2808052611	7369 River Rd Apt 8, Phoenix, AZ, 85061	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-141336	ENR	Walter N Schmidt	1969-06-01	UHC-99198-91	8942487529	8499 Elm St Apt 29, Charlotte, NC, 28207	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-137211	ENR	Bradley J Warren	2005-07-23	UHC-84690-46	5883727120	1758 River Rd Apt 9, Minneapolis, MN, 55492	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-28582	PRV	Nancy Fields	1983-01-08	—	6887513580	900 Palm Dr Apt 38, Scottsdale, AZ, 85282	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-135421	ENR	Andrea Cunningham	1943-06-09	UHC-36872-64	7334317270	976 Bayshore Dr Apt 11, Atlanta, GA, 30365	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-63086	TPA	Helen Diaz	2000-05-28	—	6268903419	5905 Camelback Rd # 739, Columbus, OH, 43202	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-124121	ENR	Aaron G Torrees	2005-10-11	UHC-95701-02	4288629887	6393 Mountain View Dr Apt 3, Minneapolis, MN, 55468	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-424923	CLM	Bobby Carroll	1953-10-03	UHC-95688-41	—	5749 Mountain View Dr Apt 37, Charlotte, NC, 28293	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-133748	ENR	Larry Ortiz	1981-09-13	UHC-17335-26	2832320237	3600 Main St Apt 40, Houston, TX, 77013	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-112120	ENR	Reed O Dylan	1944-03-04	UHC-37557-53	3883279903	1234 Pine Dr Apt 13, Jacksonville, FL, 32257	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-138312	ENR	Kenneth H Hunter	1939-12-05	UHC-95837-68	2818831642	5984 Lake View Rd Apt 36, Atlanta, GA, 30334	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-429142	CLM	Luis Gray	2000-03-07	UHC-13868-70	8423608014	1486 Willow Ct Apt 21, Denver, CO, 80216	0.66	Member ID reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-108335	ENR	Michael White	2003-01-02	UHC-58953-75	5679229266	6143 Union St Apt 16, Denver, CO, 80267	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-115306	ENR	Donna Warren	1939-02-19	UHC-24647-21	8796564687	5205 Valley View Dr Apt 8, Jacksonville, FL, 32217	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-55395	TPA	Karen Young	2008-03-15	—	2904451047	7441 Bayshore Dr Apt 14, Glendale, AZ, 85324	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more
ENR-119560	ENR	Luis Y Kennedy	1984-12-08	UHC-45119-92	3804259697	2088 Mountain View Dr # 780, Chandler, AZ, 85294	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
TPA-62470	TPA	Scott Phillips	1981-08-18	—	8883190206	4082 River Rd Apt 13, Sacramento, CA	0.66	Name re-cased Phone reformatted Unit split from street ZIP missing+1 more
ENR-141508	ENR	Stephen P Rojas	1941-09-07	UHC-61238-06	5512671249	8822 Spring St # 161, Jacksonville, FL, 32200	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-63795	TPA	Zachary I Armstrong	1978-01-27	—	—	9095 Pine Dr # 396, Nashville, TN, 37228	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-419763	CLM	Kathy Gomze	2004-01-22	UHC-29714-20	4444697791	4910 Hillcrest Rd Apt 4, Minneapolis, MN, 55402	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-127623	ENR	Margaret Yang	1974-10-17	UHC-97427-60	3024015286	5878 Indian School Rd # 857, Los Angeles, CA, 90024	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-409412	CLM	Kathleen X Watson	1958-07-27	UHC-89150-20	—	2694 Maple Ave Apt 11, Dallas, TX, 75204	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-117358	ENR	Mark F Maldonado	1990-06-11	UHC-07588-91	5335139184	925 Central Ave Apt 2, Eden Prairie, MN, 55325	0.66	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+1 more
ENR-111218	ENR	Evelyn Z Valdez	1959-09-19	UHC-12756-19	2987547342	607 Highland Ave # 498, San Antonio, TX, 78255	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Unit split from street+1 more
ENR-133848	ENR	Linda F Murray	1981-01-19	UHC-28136-04	8829828245	5901 Mesa Dr # 726, Tucson, AZ, 85755	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-60481	TPA	Christine Powell	1984-11-14	—	9619844221	1042 Maple Ave Apt 16, Houston, TX, 77000	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-136512	ENR	Santiago K Ford	1979-10-19	UHC-63013-92	7295491469	7019 Camelback Rd # 887, Tempe, AZ, 85250	0.66	Name re-cased Unit split from street ZIP+4 trimmed Email lower-cased+1 more
ENR-108663	ENR	Brenda T Porter	2003-10-03	UHC-42540-74	4488079590	9264 Oak St # 434, Tempe, AZ, 85221	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-139982	ENR	Valentina Q Jordan	1959-11-15	UHC-89295-98	2738528564	3838 Market St Apt 31, Sacramento, CA, 95867	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-127594	ENR	Frank Lynch	1974-10-18	UHC-74524-88	2129137573	8055 Mesa Dr Apt 9, Houston, TX, 77060	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-133396	ENR	Shirley R Trn	1948-12-09	UHC-38072-10	2906196861	9650 Ocean Ave Apt 22, Seattle, WA, 98126	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-138063	ENR	Mei H Thompson	1980-10-20	UHC-34224-49	7002522355	3545 Harbor Blvd # 572, San Antonio, TX, 78232	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-412071	CLM	Kevin Mejia	1989-03-13	UHC-05080-57	—	6452 Ridge Rd Apt 39, Minneapolis, MN, 55486	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-103758	ENR	Andrea Reid	1974-08-23	UHC-58460-30	8595595392	2859 Indian School Rd Apt 37, Denver, CO, 80222	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-136997	ENR	Russell Fowler	1968-06-10	UHC-69971-22	7237017922	8038 Elm St # 484, Sacramento, CA, 95898	0.66	Date of birth reformatted Unit split from street State name converted to code Plan code upper-cased+1 more
ENR-127291	ENR	Maark Q Chen	1961-09-23	UHC-64993-34	—	5207 Maple Ave Apt 12, Dallas, TX, 75204	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-126466	ENR	Hiroshi K Espinoza	1942-03-09	UHC-19295-48	9634076340	5158 River Rd # 196, Tucson, AZ, 85782	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more
ENR-117767	ENR	Joyce B Sullivan	1955-03-12	UHC-29436-43	2065416989	2397 Baseline Rd Apt 26, Minneapolis, MN, 55465	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more

6,994 rows, page 102 of 140Previous Next