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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130283	ENR	Kathleen S Carter	1961-08-18	UHC-33330-56	4664037641	4186 Mesa Dr, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-105224	ENR	Michelle Weaver	1951-01-11	UHC-91048-38	6469761578	8059 Central Ave, Columbus, OH	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106946	ENR	Sandra A Alvarado	1982-01-28	UHC-71767-16	8879027880	5572 Lake View Rd, Austin, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102949	ENR	Emma S Castillo	1966-01-03	UHC-15311-16	7524526102	6915 Oak St, Los Angeles, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141901	ENR	Amy Pena	1939-08-28	UHC-89660-26	3843460863	9258 Hillcrest Rd, Houston, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-141983	ENR	Evelyn Z Siimmons	1938-11-26	UHC-10993-53	3482179398	1087 Spring St, San Diego, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114767	ENR	Austin Mdina	1941-01-04	UHC-98951-27	5907922213	5370 Baseline Rd, Los Angeles, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134322	ENR	Larry T Medina	1940-05-03	UHC-68818-80	2889811869	6093 Desert Sky Blvd, Dallas, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126254	ENR	Doris Bowman	1964-06-27	UHC-38304-59	3117787425	9294 Mesa Dr, Houston, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116328	ENR	Virginia F Smith	1963-08-07	UHC-21841-47	—	4860 Canyon Rd, Las Vegas, NV	0.62	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-125422	ENR	Dorothy R Soto	1962-07-04	UHC-69938-65	9598416482	5349 Highland Ave, Seattle, WA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142982	ENR	Dorohy Harper	2001-04-01	UHC-09089-86	2576364916	6132 Forest Ave, Plano, TX	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-132216	ENR	Timothy D Stevens	1945-06-03	UHC-07270-10	9589091213	2482 Oak St, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-117157	ENR	Randy P Mills	1957-01-02	UHC-06038-24	2066035968	6343 Indian School Rd, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137317	ENR	Lucya K Long	1996-10-19	UHC-58798-83	8582663360	3137 Sunset Blvd, Columbus, OH	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111551	ENR	Willie F Wood	1977-05-12	UHC-01701-76	9534353831	8425 Ridge Rd, Mesa, AZ	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-104627	ENR	Natalie N Martinez	1951-10-28	UHC-91807-65	—	8827 Hillcrest Rd, Los Angeles, CA	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-142922	ENR	Roger I Garza	1961-03-12	UHC-70965-65	7947197749	8262 Market St, Phoenix, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117451	ENR	Cynthia M Ray	1944-07-28	UHC-77905-14	9855465699	8816 Meadow Ln, Orlando, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129545	ENR	Sofia Y Grant	1953-02-03	UHC-68246-83	—	5696 Bayshore Dr, Fresno, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101892	ENR	Amanda M Barnes	1968-07-20	UHC-91250-79	2445523968	1270 Bayshore Dr, Denver, CO	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114728	ENR	Dorothy J Spencer	1945-06-17	UHC-83167-50	4587363297	8053 Meadow Ln, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-112524	ENR	Beverly A Torres	1975-04-27	UHC-83323-48	3243824478	279 River Rd, Nashville, TN	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-101312	ENR	Alexander Herrera	1944-01-07	UHC-89424-84	6009428061	9103 Forest Ave, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139283	ENR	Gregory C Salazar	1952-03-17	UHC-57766-77	8995304982	5541 Highland Ave, Los Angeles, CA	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-126320	ENR	Ann M Weaver	1980-11-21	UHC-46632-16	9092391968	2201 Apache Blvd, Miami, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-127212	ENR	Dylan E Morrisoon	1988-10-20	UHC-65054-17	6626495574	40 Apache Blvd, Tucson, AZ	0.62	Two-digit birth year Phone reformatted Member ID reformatted ZIP missing+3 more
ENR-111869	ENR	Wayne Y Armstrong	2005-12-22	UHC-55770-22	5279983210	1981 Mountain View Dr, Columbus, OH	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140896	ENR	Mary V Torres	1943-05-26	UHC-04025-13	2715109300	9232 Bayshore Dr, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-102520	ENR	Sofia U Garza	1971-11-23	UHC-84750-50	2557590276	8092 Park Pl, San Antonio, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-136415	ENR	Christine Valdez	1969-03-12	UHC-20572-11	8573991733	8031 Union St, Houston, TX	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-142134	ENR	Dan Jensen	2002-03-28	UHC-73429-49	2828782096	3089 Baseline Rd, Orlando, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125508	ENR	Barbara Chavez	1984-04-28	UHC-52218-29	9137712861	6126 Indian School Rd, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-130575	ENR	Laura V Alvarado	1967-03-02	UHC-14487-86	4777190704	8940 Church St, Houston, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-109335	ENR	Sophia Diaz	1944-07-10	UHC-97392-72	—	5031 Meadow Ln, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone missing area code State code upper-cased+3 more
ENR-130266	ENR	Emily T Stephens	1954-10-28	UHC-30148-26	3617039726	5045 Valley View Dr, Houston, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110266	ENR	Jean Burns	1980-05-17	UHC-41583-14	5248001381	1940 Pine Dr, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108107	ENR	Dylan Q Williamson	1965-06-23	UHC-81007-03	2568993960	3643 Desert Sky Blvd, Tempe, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-118433	ENR	Bryan Z Lawson	1978-11-16	UHC-65742-93	7739164030	121 Desert Sky Blvd, Tucson, AZ	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-121708	ENR	Valentina G Garrett	1942-11-17	UHC-09961-92	6858796075	8627 Willow Ct, San Diego, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115130	ENR	Jordan Bowman	1977-09-10	UHC-13738-33	3897491542	732 Bayshore Dr, Jacksonville, FL	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113506	ENR	Michael B Evans	2006-09-04	UHC-53781-65	9145837414	8354 Maple Ave, Orlando, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122169	ENR	Isabella T Weaver	1948-01-03	UHC-66908-85	5325548845	511 Lake View Rd, Scottsdale, AZ	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-126622	ENR	Laura Q Armstrong	2002-02-16	UHC-03309-66	2103468265	6203 Indian School Rd, Dallas, TX	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-103012	ENR	Frances I Porter	1949-01-13	UHC-23993-16	6076977962	173 Broadway # 318, Tempe, AZ	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-103241	ENR	Bruce Myers	1997-07-10	UHC-71481-08	6239787690	162 Ridge Rd, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131777	ENR	Bradley P Burton	1978-09-17	UHC-94936-73	4006698349	9772 Main St, Minneapolis, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136961	ENR	Judith Webb	1948-09-19	UHC-38703-93	4603466201	5335 Spring St, Seattle, WA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111846	ENR	Theresa Morales	1961-04-10	UHC-68801-63	7969035923	3846 Willow Ct, Orlando, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129034	ENR	Danielle Gutierrez	1939-05-01	UHC-79211-66	6052483731	487 Forest Ave, Tampa, FL	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more

3,340 rows, page 30 of 67Previous Next