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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107203	ENR	Emily R Lopez	1943-12-14	UHC-00216-34	6468353919	6843 Camelback Rd Apt 4, Chandler, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-141053	ENR	Thomas M Luna	1997-10-20	UHC-95083-87	8886275690	4011 Main St, Orlando, FL, 32803	0.48	Middle initial moved out of first name Name re-cased Phone reformatted City re-cased+4 more
ENR-130538	ENR	Jon Petersun	1958-09-11	UHC-98787-15	3702107906	8169 Sunset Blvd, Houston, TX, 77071	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138872	ENR	Richard Carpenter	1973-01-14	UHC-63811-16	7212280784	1751 Elm St, Fresno, CA	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136602	ENR	Aaron Reid	1968-04-25	UHC-10885-76	7645795913	1642 Apache Blvd, Miami, FL, 33146	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114555	ENR	Mei N Gibson	1976-07-16	UHC-57095-09	5373260077	8772 Union St, Seattle, WA, 98121	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134944	ENR	Sandra Martin	2003-11-26	UHC-35036-04	9778538341	5929 Indian School Rd, Columbus, OH, 43227	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-140890	ENR	Isabella Parrk	1943-09-21	UHC-62319-56	8943437923	2082 Lake View Rd, Minneapolis, MN, 55450	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111204	ENR	Gregory Martinez	1950-05-21	UHC-78137-30	8033377345	4284 Jefferson Ave, Las Vegas, NV, 89172	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102177	ENR	Grace M Valdez	2002-08-14	UHC-35478-16	9686821189	2005 Elm St, Jacksonville, FL, 32298	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-136206	ENR	Margaret Ryan	1961-09-12	UHC-30630-78	2418857734	3627 Mountain View Dr, Nashville, TN, 37229	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-141777	ENR	Mason I Mason	1956-07-17	UHC-59847-77	9004442189	682 Main St, Columbus, OH, 43245	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-127510	ENR	Elijah Phillips	1995-11-21	UHC-93293-77	9525091543	2832 Baseline Rd # 432, Sacramento, CA, 95820	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-119428	ENR	Barbara K Lynch	1961-05-26	UHC-36424-15	4008244818	6512 Sage Ct, Nashville, TN, 37258	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-117825	ENR	Fatima Espinoza	1944-08-11	UHC-02164-70	6835467499	7168 Church St, Denver, CO, 80221	0.48	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-114015	ENR	Steven Campbell	1996-09-20	UHC-56403-13	4432794992	5909 Central Ave, Orlando, FL, 32898	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122741	ENR	Jerry E Contreras	1983-12-09	UHC-90619-60	9344280533	1086 Lincoln Way, Houston, TX	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129487	ENR	Judy Z Foster	2002-03-24	UHC-43426-86	3396578993	638 Harbor Blvd, Minneapolis, MN	0.48	Phone reformatted Street suffix standardised Address re-cased ZIP missing+4 more
ENR-132685	ENR	Mason O Bradley	1986-07-19	UHC-43681-03	5299320007	2852 Apache Blvd, Minneapolis, MN, 55414	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112139	ENR	Dennis T Bryant	1949-10-22	UHC-30043-15	5753865767	1329 Hillcrest Rd, Dallas, TX, 75234	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-126202	ENR	Joan Le	1962-09-25	UHC-35979-49	8633354878	2959 Maple Ave, San Diego, CA, 92121	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-100182	ENR	Margaret Reyes	1990-05-04	UHC-72818-46	6852922624	2556 Lake View Rd Apt 12, Tampa, FL	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-110350	ENR	Brittany Q Graham	1987-01-04	UHC-81173-09	5376023613	3057 Sunset Blvd, Tampa, FL, 33635	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133537	ENR	Jean Brooks	2004-02-06	UHC-50329-04	7979598087	9313 Meadow Ln, Tampa, FL, 33671	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-103778	ENR	Kayla Thompson	1999-03-06	UHC-07497-43	4325795083	7048 Cedar Ln, Tucson, AZ, 85709	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127977	ENR	Patricia Perry	1975-08-04	UHC-59294-16	3325561529	6200 Grand Ave, Las Vegas, NV, 89114	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-136059	ENR	Jesse Miller	1943-04-13	UHC-45991-10	4624821279	1014 Jefferson Ave # 795, Seattle, WA, 98126	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-103675	ENR	Martha G Sanchez	—	UHC-34396-45	7289875490	3891 Camelback Rd, Seattle, WA, 98186	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-125627	ENR	Carolyn W Ortiz	1983-01-27	UHC-39963-23	3958241399	4744 Cedar Ln, Miami, FL, 33179	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-142646	ENR	Cheryl Gibson	1999-05-15	UHC-20991-85	2944819018	6044 Willow Ct, Los Angeles, CA	0.48	Name re-cased Two-digit birth year Phone reformatted City re-cased+4 more
ENR-100070	ENR	Karen A Green	1978-04-13	UHC-50857-06	9763288295	6560 Ocean Ave, Chandler, AZ, 85253	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-141819	ENR	Lawrence U Scott	1993-10-27	UHC-71983-42	3176523314	9111 Pine Dr, Chandler, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104393	ENR	Ben Stewart	1945-06-25	UHC-28478-43	3314713960	2391 Willow Ct, Tempe, AZ	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136662	ENR	Jeffrey B Hunter	1974-07-13	UHC-42787-34	3704064362	3234 Sage Ct, San Diego, CA, 92176	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123609	ENR	Sophia Q Robertson	1962-08-17	UHC-54909-88	2744978695	7990 Church St, Atlanta, GA, 30395	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132323	ENR	Scott M Singh	—	UHC-17288-43	7792045030	1717 Hillcrest Rd, Sacramento, CA, 95833	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108330	ENR	Jason P Perez	1944-06-15	UHC-44943-11	9519651566	7980 Maple Ave, Fresno, CA	0.48	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+4 more
ENR-123966	ENR	Noah Gutierrez	2005-12-01	UHC-54159-41	2576707157	179 Meadow Ln, Miami, FL, 33101	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-101511	ENR	Harold P Austin	1959-09-14	UHC-07743-27	5329737801	2299 Main St Apt 31, Tempe, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-117822	ENR	Keith T Banks	1959-07-01	UHC-64031-66	4206415138	8804 Camelback Rd, Las Vegas, NV, 89171	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-116553	ENR	Jeremy J Vega	1950-08-16	UHC-56071-65	6758185989	1820 Park Pl, Sacramento, CA, 95869	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
ENR-112201	ENR	Daniel T Pena	1978-06-28	UHC-03725-43	2566990956	9596 Meadow Ln, Los Angeles, CA, 90035	0.48	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100176	ENR	Betty Weaver	1963-08-01	UHC-27224-84	5137176082	662 Palm Dr, Glendale, AZ	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108475	ENR	Jason S Ortiz	1967-02-28	UHC-90014-42	3334955952	6807 Highland Ave, Chandler, AZ	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130675	ENR	Ashley M Henry	1965-12-15	UHC-55793-41	3019232575	8367 Church St, Atlanta, GA	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135931	ENR	Priya Collins	1942-04-01	UHC-11691-57	9786028568	6339 Baseline Rd Apt 24, Mesa, AZ, 85246	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-106247	ENR	Rebecca E Mitchell	1966-11-10	UHC-40679-64	9823155216	2829 Central Ave # 788, Phoenix, AZ, 85045	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-108141	ENR	Maria Hamilton	1966-11-20	UHC-70067-31	5245291148	3558 Ocean Ave # 808, Sacramento, CA, 95843	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-107997	ENR	George R Fernandez	1959-03-23	UHC-61162-85	8189960415	5931 Union St, Columbus, OH, 43208	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-113178	ENR	Gary Gutierrez	2008-08-03	UHC-77619-57	7415787953	5455 Bayshore Dr, Houston, TX, 77077	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more

28,181 rows, page 24 of 564Previous Next