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

Enrollment, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130793	ENR	Andrew W Rogers	1961-06-25	UHC-42345-38	7988857752	2616 Bayshore Dr, Austin, TX, 78789	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105801	ENR	Andrea F Ryan	1960-10-18	UHC-97624-63	3838101763	612 Main St, Phoenix, AZ, 85050	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-107524	ENR	Rachel Cox	1940-06-11	UHC-35312-57	7099821150	1808 Oak St, Seattle, WA, 98193	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108301	ENR	Jen O Kim	1978-01-24	UHC-23601-88	9282786379	997 Palm Dr, Los Angeles, CA, 90094	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130922	ENR	Ryan P Hill	1997-08-08	UHC-00515-59	8083423056	2145 Ocean Ave, Scottsdale, AZ, 85259	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-113180	ENR	Lori Howell	1974-08-21	UHC-48978-90	7212308007	2602 Palm Dr, Atlanta, GA, 30349	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125063	ENR	Maria X Tran	1958-07-20	—	5619628972	3452 Camelback Rd, Las Vegas, NV, 89180	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120343	ENR	Jaems X Fernandez	1994-08-23	UHC-25043-68	7185591945	8740 Palm Dr, Seattle, WA, 98102	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-120344	ENR	Jaems X Fernandez	1994-08-23	UHC-25043-68	7185591945	8740 Palm Dr, Seattle, WA, 98102	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-102728	ENR	Kyle Y Hoffman	1939-11-15	UHC-39224-93	5423677413	1424 Park Pl, Tampa, FL, 33697	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138931	ENR	Rachel U Baker	2006-10-24	UHC-32037-03	7327511313	4703 Ocean Ave, Tucson, AZ, 85707	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126920	ENR	Lsa Howard	1998-05-10	UHC-91518-18	6513046411	7671 Spring St, Houston, TX, 77003	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116151	ENR	Jerry J Jensen	1955-08-28	UHC-63050-35	2679586582	4916 Sunset Blvd, Nashville, TN, 37255	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137108	ENR	Ashley Fields	1960-09-19	UHC-99565-20	3804962019	1443 Market St, Orlando, FL, 32898	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130690	ENR	Kimberly U Burns	1945-05-08	UHC-89292-60	3333176259	3621 Central Ave, Denver, CO, 80258	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-143037	ENR	Steven Marquaz	2002-01-24	UHC-20259-21	8772854623	1142 Hillcrest Rd, Sacramento, CA, 95864	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105055	ENR	Ryan M Walker	1966-07-12	UHC-64702-79	6195048849	6093 Ocean Ave, Chandler, AZ, 85269	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-105129	ENR	Diego L Pena	1993-08-12	UHC-86712-48	5868388473	43 Washington St, Atlanta, GA, 30375	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132808	ENR	Hiroshi Greene	1953-06-26	UHC-26275-01	8784622437	4815 Ridge Rd, Los Angeles, CA, 90009	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-116799	ENR	Katherine R Grant	1989-03-16	UHC-46664-54	—	7120 Park Pl, Chandler, AZ, 85243	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-139214	ENR	Jesse Day	1987-05-18	UHC-56650-50	6956176066	3022 Bayshore Dr, Atlanta, GA, 30332	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119786	ENR	Sean N Sanchez	2007-04-04	UHC-49749-55	7719294805	533 Oak St, Eden Prairie, MN, 55334	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126535	ENR	Hiroshi Johnson	1952-12-14	UHC-05965-18	5337183772	5623 River Rd, Jacksonville, FL, 32217	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116209	ENR	John Z Armstrong	2003-06-27	UHC-87686-30	2117248758	143 Sunset Blvd, Glendale, AZ, 85360	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122009	ENR	Emma Turrner	1944-02-08	UHC-72911-16	8713525971	6871 Mountain View Dr, Gilbert, AZ, 85242	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-133353	ENR	Carlos S Warren	1992-05-09	UHC-59200-38	4984046008	7605 Grand Ave, Las Vegas, NV, 89166	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128550	ENR	Fisher S Logan	1943-08-02	UHC-78124-83	9648575001	5456 Park Pl, Nashville, TN, 37247	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112496	ENR	Justin Russell	1972-06-26	UHC-18051-11	5302051450	2618 Church St, Nashville, TN, 37221	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126321	ENR	Willie H Lynch	1987-06-03	UHC-89113-25	3562002780	3720 Park Pl, Glendale, AZ, 85380	0.74	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+3 more
ENR-127482	ENR	Willie Park	1944-02-21	UHC-43463-73	2909473765	3730 Elm St, Denver, CO, 80249	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104878	ENR	Jonathan Valdez	1938-07-06	UHC-09612-40	4458108877	1279 Bayshore Dr, Nashville, TN, 37286	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113208	ENR	Brian Long	1988-12-27	UHC-16257-94	4894288164	6960 Spring St, Nashville, TN, 37207	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129806	ENR	Logan Luna	1954-08-17	UHC-71151-34	4859171910	2999 Sage Ct, Las Vegas, NV, 89195	0.74	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-140046	ENR	Robert X Jordan	1972-11-19	UHC-91338-54	5639928018	913 Hillcrest Rd, Chandler, AZ, 85295	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-100519	ENR	Mary B Willis	1956-06-18	UHC-92577-39	2426780770	8319 Main St, Mesa, AZ, 85263	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112246	ENR	Dennis N Foster	1979-11-27	UHC-42225-66	9546230114	7226 Ocean Ave, Jacksonville, FL, 32212	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-141156	ENR	Jaocb C Guerrero	1973-09-21	UHC-60565-53	8169622844	2682 Sunset Blvd, Columbus, OH, 43283	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-140108	ENR	Evelyn Santiago	1990-11-28	—	2074599198	238 Lake View Rd, Houston, TX, 77029	0.74	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+3 more
ENR-137127	ENR	Maria Little	1941-06-21	UHC-24075-34	4209178852	1334 Harbor Blvd, Phoenix, AZ, 85030	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128446	ENR	Jesse Rios	1950-07-02	UHC-38231-18	8004062529	8321 Apache Blvd, Miami, FL, 33193	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121999	ENR	Danyelle J Garza	1978-11-07	UHC-79202-96	9648631091	2118 Desert Sky Blvd, Charlotte, NC, 28241	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121865	ENR	Benjamin G Bishop	2007-02-20	UHC-20143-10	7486643557	1359 Baseline Rd, Tampa, FL, 33600	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-121864	ENR	Benjamin G Bishop	2007-02-20	UHC-20143-10	7486643557	1359 Baseline Rd, Tampa, FL, 33600	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-115884	ENR	Lisa M Soto	1980-08-16	UHC-28518-82	8755444993	264 Elm St, Sacramento, CA, 95876	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122410	ENR	John Wong	1971-01-25	UHC-53102-06	9226904492	1306 Elm St, Scottsdale, AZ, 85211	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131396	ENR	Justin C Russell	1989-12-01	UHC-81090-18	6223910893	9784 River Rd Apt 11, Columbus, OH, 43204	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-126953	ENR	Debra Delgado	1961-02-10	UHC-44428-55	6053198913	4737 Lake View Rd # 527, Denver, CO, 80221	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-116464	ENR	Kate H Sims	1996-08-23	UHC-14326-19	8962531741	2596 Camelback Rd, Phoenix, AZ, 85000	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-109055	ENR	Anna Evans	2005-01-06	UHC-91885-75	4887751985	7407 Valley View Dr, Nashville, TN, 37275	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-140711	ENR	Billy P Jenkins	1938-09-02	UHC-06309-81	—	9103 Lincoln Way, Minneapolis, MN, 55435	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more

13,989 rows, page 121 of 280Previous Next