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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142412	ENR	Laura Dunn	1946-12-16	UHC-26938-12	6499871583	8726 Apache Blvd Apt 20, Plano, TX, 75092	0.68	Date of birth reformatted Phone reformatted Unit split from street Gender normalised
ENR-142411	ENR	Laura Dunn	1946-12-16	UHC-26938-12	6499871583	8726 Apache Blvd Apt 20, Plano, TX, 75092	0.68	Date of birth reformatted Phone reformatted Unit split from street Gender normalised
ENR-113286	ENR	Katherine Gonzalez	1970-12-15	UHC-21227-53	4488686436	7550 Cedar Ln, Eden Prairie, MN, 55384	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-141684	ENR	Ashley Singh	1989-04-01	UHC-07698-10	—	2149 Desert Sky Blvd, Tucson, AZ, 85766	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-141685	ENR	Ashley Singh	1989-04-01	UHC-07698-10	—	2149 Desert Sky Blvd, Tucson, AZ, 85766	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-129885	ENR	Kathleen Alvarado	2006-09-04	—	9107986533	1905 Sage Ct, Columbus, OH, 43226	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-102655	ENR	Logan M Kelley	1961-01-06	UHC-70541-28	6499959533	6460 Sunset Blvd, Phoenix, AZ, 85068	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-123347	ENR	Victoria Sullivan	1962-10-11	UHC-47130-90	—	8680 Camelback Rd, Tempe, AZ, 85206	0.68	Date of birth reformatted SSN last four extracted Email lower-cased Gender normalised
ENR-134742	ENR	Jasse W Freeman	2001-09-26	UHC-54492-80	3432921075	3400 Grand Ave, Tucson, AZ, 85753	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed
ENR-139658	ENR	Victoria Howard	2008-06-17	UHC-48661-29	4384164458	8632 Forest Ave, Austin, TX, 78778	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-135433	ENR	Joe Dean	2006-12-13	UHC-39253-08	—	2090 Ridge Rd, Phoenix, AZ, 85043	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-100901	ENR	Albert Garcia	2005-12-03	UHC-00522-38	6398422614	9514 Mountain View Dr, Minneapolis, MN, 55451	0.68	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised
ENR-115168	ENR	Beverly U Herrera	1980-11-28	UHC-28703-46	6635678952	5827 Cedar Ln, Nashville, TN, 37226	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-104749	ENR	Santiago Ferguson	1959-12-01	UHC-37057-84	8105563227	6259 Pine Dr, Seattle, WA, 98197	0.68	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised
ENR-104748	ENR	Santiago Ferguson	1959-12-01	UHC-37057-84	8105563227	6259 Pine Dr, Seattle, WA, 98197	0.68	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised
ENR-111847	ENR	Arjun Q Rios	1960-01-03	UHC-79934-17	4575892079	5434 Union St, Chandler, AZ, 85290	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-124769	ENR	Marylyn P Garrett	1941-06-07	UHC-31011-55	2395611866	2901 Cedar Ln, San Diego, CA, 92177	0.68	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised
ENR-124770	ENR	Marylyn P Garrett	1941-06-07	UHC-31011-55	2395611866	2901 Cedar Ln, San Diego, CA, 92177	0.68	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised
ENR-138442	ENR	Bryan D Franklin	1991-07-15	UHC-34943-87	—	6066 Maple Ave, Seattle, WA, 98192	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-108744	ENR	Adams Frank	1982-12-08	UHC-78584-61	6516430068	710 Broadway, Las Vegas, NV, 89142	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
ENR-108835	ENR	Jessica Reynolds	1996-09-28	UHC-43535-05	—	6963 Bayshore Dr, Eden Prairie, MN	0.68	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed
ENR-119343	ENR	Lawrence Grant	1939-02-09	UHC-09561-66	2764125268	1732 Pine Dr, Nashville, TN, 37286	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-139726	ENR	Anna K Knight	1952-02-05	UHC-17139-80	4494658264	523 Valley View Dr, Sacramento, CA, 95866	0.68	Middle initial moved out of first name Name re-cased Phone reformatted Gender normalised
ENR-122837	ENR	Anna A Barnes	1986-08-23	UHC-89276-13	9457520541	6560 Lincoln Way, Fresno, CA, 93767	0.68	Name re-cased Two-digit birth year Email lower-cased Gender normalised
ENR-124569	ENR	Catherine X Adams	1978-06-02	UHC-68578-22	5115086444	8937 Harbor Blvd, Fresno, CA, 93717	0.68	Name re-cased Two-digit birth year Phone reformatted Gender normalised
ENR-124570	ENR	Catherine X Adams	1978-06-02	UHC-68578-22	5115086444	8937 Harbor Blvd, Fresno, CA, 93717	0.68	Name re-cased Two-digit birth year Phone reformatted Gender normalised
ENR-101415	ENR	Mark D Fox	1974-07-18	UHC-99909-59	2946619352	2492 Ridge Rd, Minneapolis, MN, 55422	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-102834	ENR	Rebecca V Clark	2004-07-06	UHC-91106-06	—	4900 Market St, San Antonio, TX, 78263	0.68	SSN last four extracted City re-cased Gender normalised Placeholder values cleared
ENR-130219	ENR	Virrginia F Padlila	1973-02-07	UHC-44228-34	9509540358	1491 Highland Ave, Sacramento, CA, 95806	0.68	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised
ENR-110677	ENR	Andrew X Cole	1941-01-06	UHC-77075-53	3297161087	1438 Union St, Los Angeles, CA, 90037	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed
ENR-104619	ENR	Carol Q Carlson	1994-06-12	UHC-74968-93	2485851096	—	0.68	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed
ENR-135180	ENR	Priya Garcia	1967-07-19	UHC-44713-38	—	2276 Broadway, Dallas, TX, 75216	0.68	Name re-cased SSN last four extracted Gender normalised Placeholder values cleared
ENR-127842	ENR	Logan Howard	2004-10-26	UHC-96485-89	9477626258	3883 Bayshore Dr, Austin, TX, 78745	0.68	Date of birth reformatted Phone reformatted State name converted to code Gender normalised
ENR-101650	ENR	Juan F Anderson	1957-10-08	UHC-85707-30	9518898379	4092 Camelback Rd, Nashville, TN, 37261	0.68	Street suffix standardised Address re-cased Email lower-cased Gender normalised
ENR-121287	ENR	Becky B Collins	1972-06-13	UHC-41980-63	7983907113	7226 Maple Ave, Houston, TX, 77076	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-123043	ENR	Nicck Garrett	1950-08-02	UHC-62777-97	7185612477	9125 Sage Ct, Mesa, AZ, 85280	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-131360	ENR	Maria V Vazquez	1990-06-01	UHC-44744-44	8449166831	7929 Union St, Charlotte, NC, 28230	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-129303	ENR	Jeffrey Yang	1953-08-11	UHC-81041-67	—	3040 Cedar Ln, Seattle, WA, 98108	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-139148	ENR	Lisa K Stevens	—	UHC-13790-13	6476378828	8250 Highland Ave, Chandler, AZ, 85205	0.68	Date of birth unreadable City re-cased Gender normalised Whitespace trimmed
ENR-105378	ENR	Carol Stevens	1942-04-05	UHC-34223-83	7206056203	8496 River Rd # 787, Minneapolis, MN, 55484	0.68	Unit split from street City re-cased Gender normalised Whitespace trimmed
ENR-142823	ENR	Evelyn Carroll	1952-11-01	UHC-18887-72	—	6526 Baseline Rd, Los Angeles, CA, 90038	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-128801	ENR	Alice U Mills	1965-02-25	UHC-67408-86	3602908120	8784 Ridge Rd, Tucson, AZ, 85768	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-112223	ENR	Billy Weebb	1957-06-15	UHC-42527-79	5646278513	209 Union St, Tempe, AZ, 85209	0.68	Phone reformatted City re-cased State name converted to code Gender normalised
ENR-117305	ENR	Susan D Davis	1975-07-14	UHC-82579-78	9374939571	5938 Spring St, Sacramento, CA, 95836	0.68	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised
ENR-140229	ENR	Russell Le	1975-04-04	UHC-07163-09	3137300774	5763 Camelback Rd Apt 26, Charlotte, NC, 28257	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
ENR-103038	ENR	Andrew Butler	1999-09-24	UHC-29243-55	8827949220	6448 Palm Dr, Fresno, CA, 93787	0.68	Name split from “Last, First”City re-cased Gender normalised Whitespace trimmed
ENR-112072	ENR	Nathan Franklin	2002-09-06	UHC-33672-32	—	569 Lincoln Way, Tampa, FL, 33631	0.68	Phone missing area code Gender normalised Plan code upper-cased Whitespace trimmed
ENR-125519	ENR	Olivia Franklin	2003-08-18	UHC-89046-15	2308304907	2718 Palm Dr, Seattle, WA, 98101	0.68	Name re-cased SSN last four extracted Gender normalised Whitespace trimmed
ENR-126654	ENR	Maria H Carter	1941-07-21	UHC-99707-79	9365847459	4284 Pine Dr, Gilbert, AZ, 85297	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-131591	ENR	Ana Welch	1952-01-25	UHC-70651-16	9854808954	5376 Lake View Rd, Scottsdale, AZ, 85214	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised

7,326 rows, page 113 of 147Previous Next