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
ENR-130264	ENR	Webb C William	1965-09-27	UHC-32485-80	—	3487 Broadway, Las Vegas, NV, 89127	0.76	Name re-cased Address re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-102530	ENR	Nathan X Carpenter	1959-06-26	UHC-33486-31	7788386260	3681 Meadow Ln, Scottsdale, AZ, 85218	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-414845	CLM	Betty Peters	1990-01-10	—	—	143 Desert Sky Blvd, Chandler, AZ, 85232	0.76	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
TPA-56110	TPA	Eugene Evans	1975-09-28	—	5113029399	9216 Main St, Eden Prairie, MN, 55338	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-141792	ENR	Roy U Jmes	2008-11-12	UHC-07344-39	5557193929	6635 Park Pl, Las Vegas, NV, 89178	0.76	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
ENR-131966	ENR	Douglas Wright	1980-08-10	—	4876776455	3478 Mountain View Dr, Las Vegas, NV, 89103	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-106301	ENR	Andrea Jimenez	1988-11-18	UHC-98262-95	—	4934 Broadway, Denver, CO, 80225	0.76	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-404813	CLM	Denise Davis	1990-08-20	UHC-10523-05	8646063712	5468 Bayshore Dr, Atlanta, GA, 30340	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-406375	CLM	Arjun Contreras	1953-10-11	—	4613548235	7886 Willow Ct, Fresno, CA, 93758	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-103353	ENR	Eric J Warren	2007-08-06	UHC-48185-12	3673081573	8057 Union St, Nashville, TN, 37280	0.76	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-106166	ENR	Valentina Y Ward	1990-11-26	UHC-06830-35	7613935182	8511 Harbor Blvd, Charlotte, NC, 28207	0.76	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-110289	ENR	Aarron Richardson	2005-03-08	UHC-17201-17	6953255626	7110 Indian School Rd, Houston, TX, 77077	0.76	Name re-cased Member ID reformatted City re-cased ZIP+4 trimmed+2 more
CLM-421489	CLM	Philip Simmons	1967-10-13	UHC-94170-33	4504973934	4893 Maple Ave, Eden Prairie, MN, 55379	0.76	Name re-cased Phone reformatted ZIP+4 trimmed Plan code upper-cased+2 more
TPA-54863	TPA	Randy Howell	1948-03-18	—	6207543744	9138 Maple Ave, Tempe, AZ, 85264	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-125152	ENR	Austin Murray	1944-07-18	UHC-61729-64	2236233640	6579 Washington St, Austin, TX, 78760	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-130809	ENR	Paul Gilbert	1976-03-18	UHC-92318-12	8037141612	3615 Apache Blvd, Orlando, FL, 32890	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-20042	PRV	Jacqueline P Watson	1974-05-28	—	8933271096	2412 Valley View Dr, Fresno, CA, 93727	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-104641	ENR	Cynthia Rodriguez	1977-01-27	UHC-17553-20	5005479875	9288 Oak St, Austin, TX, 78757	0.76	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+2 more
ENR-106011	ENR	Jacob M George	1965-07-15	UHC-51446-05	8793330365	4378 Market St, Mesa, AZ, 85286	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-101369	ENR	Rebecca Kennedy	1945-09-11	UHC-19364-47	—	1156 Lake View Rd, Jacksonville, FL, 32297	0.76	Date of birth reformatted City re-cased ZIP+4 trimmed Email lower-cased+2 more
CLM-406135	CLM	Donald Meyer	1987-07-10	UHC-63332-29	8529518013	5980 Washington St, Columbus, OH, 43211	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-122968	ENR	Omar Soto	1982-10-24	UHC-44537-01	2143177437	5996 Market St, Atlanta, GA, 30359	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-56008	TPA	Ruth Brooks	1962-11-18	—	4472187387	298 Church St, Denver, CO, 80237	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-126969	ENR	Brittany Rgoers	1995-05-09	UHC-13376-44	7523320016	7219 Sunset Blvd, Dallas, TX, 75296	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-415124	CLM	Omar Richardson	1973-05-16	UHC-04522-73	—	903 Broadway, Tampa, FL, 33633	0.76	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-106149	ENR	Bradley Nunez	1981-10-04	UHC-94009-88	6937023124	4970 Union St, San Antonio, TX, 78237	0.76	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
PRV-28831	PRV	Zachary U Blacck	2008-07-06	UHC-26635-36	7755495429	7325 Oak St, Orlando, FL, 32820	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-130848	ENR	Pamela I Franklin	1949-09-20	UHC-20767-08	3253804032	1630 Pine Dr, Tucson, AZ, 85720	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-135889	ENR	Roy Snyder	1988-04-11	UHC-17618-78	6598953390	2307 Grand Ave, Seattle, WA, 98150	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-429282	CLM	Brittany Richardson	1952-12-02	UHC-80551-30	—	4734 Baseline Rd, Plano, TX, 75079	0.76	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
ENR-117932	ENR	Santiago Moore	1963-11-19	UHC-47164-26	—	3960 Spring St, Nashville, TN, 37231	0.76	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-139802	ENR	Ethan P Weber	1980-12-18	UHC-74911-42	3427824017	3382 Lincoln Way, Miami, FL, 33161	0.76	Name re-cased Phone reformatted ZIP+4 trimmed Plan code upper-cased+2 more
ENR-107770	ENR	Jacob U Fuller	1996-08-13	UHC-88371-53	6624928281	4603 Ocean Ave, Fresno, CA, 93717	0.76	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
ENR-142904	ENR	Lauren G Harrison	1943-08-27	UHC-14437-61	8755858718	1789 Broadway, San Diego, CA, 92185	0.76	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
CLM-414835	CLM	Gregory Palmer	1986-02-26	UHC-33450-51	3146198561	8004 Church St, Scottsdale, AZ, 85256	0.76	Phone reformatted Member ID reformatted City re-cased ZIP+4 trimmed+2 more
CLM-422307	CLM	Noah Woods	1969-10-02	UHC-66705-23	—	3225 Church St, Glendale, AZ, 85337	0.76	Name re-cased Date of birth reformatted Member ID reformatted ZIP+4 trimmed+2 more
CLM-420612	CLM	Mary Chapman	2005-11-23	UHC-61852-53	2854630759	1445 Forest Ave, Denver, CO, 80298	0.76	Name re-cased Member ID reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-129021	ENR	Henry O Clark	1985-04-23	UHC-79767-43	8249075055	7061 Canyon Rd, Columbus, OH, 43272	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-140548	ENR	Lucia G Bnnett	1993-08-15	UHC-57492-22	9898168246	5135 Baseline Rd, Phoenix, AZ, 85077	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-105249	ENR	Betty Olson	1985-04-28	UHC-95780-81	4687469067	3868 Camelback Rd, Phoenix, AZ, 85037	0.76	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
PRV-28305	PRV	Bryan Wheeler	1958-07-14	—	7467854283	6051 Broadway, Atlanta, GA, 30338	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-424088	CLM	Tyler Silva	1993-01-21	—	2304632573	3953 Maple Ave, Denver, CO, 80234	0.76	City re-cased State code upper-cased ZIP+4 trimmed Plan code upper-cased+2 more
TPA-63071	TPA	Bruce Alexander	1988-07-25	—	9198803155	7801 Apache Blvd, Scottsdale, AZ, 85275	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-59649	TPA	Sean Chen	1972-03-10	—	7488890655	376 Apache Blvd, Tampa, FL, 33632	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-53539	TPA	Angela Salazar	1979-06-05	—	6996412968	5809 Mountain View Dr, Minneapolis, MN, 55406	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-106081	ENR	Kyle Williamson	1988-10-24	UHC-08473-58	9493935064	5641 Meadow Ln, Gilbert, AZ, 85226	0.76	Phone reformatted Member ID reformatted ZIP+4 trimmed Plan code upper-cased+2 more
ENR-120641	ENR	Cynthia J Mitchell	1993-08-18	UHC-39160-11	2164820816	308 Broadway, Tampa, FL, 33602	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-21827	PRV	Brittany Robinson	1966-08-08	UHC-17369-36	7726091297	521 Lincoln Way, Austin, TX, 78797	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-63372	TPA	Jeffrey A George	1955-06-26	—	7824573599	5231 Apache Blvd, Austin, TX, 78724	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-114325	ENR	Valentina U Etrada	1994-07-25	UHC-11269-95	7093776562	2900 Baseline Rd, Charlotte, NC, 28228	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more

8,263 rows, page 137 of 166Previous Next