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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-122320	ENR	Melissa M Jones	1991-01-08	UHC-57867-73	7842759318	4590 Mesa Dr # 684, Orlando, FL	0.06	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+7 more
ENR-119405	ENR	Amber P Meyer	1970-04-13	UHC-41600-72	3285644024	3676 Spring St # 765, Glendale, AZ, 85356	0.08	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+6 more
ENR-116726	ENR	Diana Jenkins	1950-07-14	UHC-75693-90	8555050494	2055 Hillcrest Rd, Gilbert, AZ	0.08	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+6 more
ENR-100357	ENR	Mateo T Perez	1987-01-11	UHC-84161-20	2288512438	3898 Palm Dr, Dallas, TX, 75288	0.08	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+6 more
ENR-111055	ENR	Randy K Garrett	1948-06-22	—	9764691188	4836 Willow Ct # 850, Phoenix, AZ, 85023	0.10	Name split from “Last, First”Middle initial moved out of first name Phone reformatted SSN last four extracted+5 more
ENR-132732	ENR	Martha U Gordon	1978-11-07	UHC-26479-39	6864228548	6440 Lincoln Way, Dallas, TX	0.18	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+7 more
ENR-123658	ENR	Ken Fowler	1989-05-09	UHC-79833-73	6302317839	821 Bayshore Dr, Seattle, WA	0.20	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+6 more
ENR-133309	ENR	Rob O Bradley	1991-11-22	UHC-05439-11	5582033873	3306 Willow Ct Apt 21, Phoenix, AZ	0.20	Phone reformatted Member ID reformatted SSN last four extracted Unit split from street+6 more
ENR-109410	ENR	Grece Philllips	1939-01-26	UHC-41031-01	—	7250 Pine Dr, Houston, TX, 77002	0.20	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+6 more
ENR-111270	ENR	Lori Griffin	1993-03-23	UHC-85108-34	—	6431 Harbor Blvd Apt 22, Las Vegas, NV, 89122	0.20	Date of birth reformatted Phone missing area code SSN last four extracted Unit split from street+6 more
ENR-121353	ENR	Randy Valdez	—	UHC-41794-23	3289551444	3970 Desert Sky Blvd, Austin, TX, 78744	0.22	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-141200	ENR	Denny E Nelson	1961-03-27	UHC-29756-86	4592318902	4709 Ridge Rd, Tampa, FL	0.22	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-110882	ENR	Joan E Hughes	1989-03-07	UHC-74801-99	8585875770	5017 Bayshore Dr # 514, Glendale, AZ, 85364	0.22	Two-digit birth year Phone reformatted SSN last four extracted Unit split from street+5 more
ENR-118924	ENR	Megan B Sims	1954-12-24	UHC-08660-21	6754320626	3383 Sunset Blvd, Orlando, FL, 32800	0.22	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+5 more
ENR-112935	ENR	KatherineJunk	1946-03-12	UHC-45309-24	2379044984	8488 Ridge Rd # 511, Orlando, FL	0.22	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+5 more
ENR-109289	ENR	Hannah Q Tuckre	1957-11-08	UHC-11072-98	7217963172	7083 Market St, San Diego, CA, 92120	0.22	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+5 more
ENR-102176	ENR	Frank Li	1974-10-04	UHC-11541-03	3346189898	7401 Indian School Rd, Jacksonville, FL	0.22	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-114588	ENR	Nancy X Evans	1955-07-19	UHC-89861-37	8429234003	7985 Market St, Dallas, TX, 75283	0.24	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-115058	ENR	Isabella Warren	—	UHC-43568-33	8137953840	1834 Cedar Ln, Denver, CO, 80217	0.24	Name re-cased Date of birth missing SSN last four extracted Street suffix standardised+4 more
ENR-139538	ENR	Samantha N Howard	1955-11-11	UHC-54388-27	4198041104	9210 Park Pl Apt 31, Phoenix, AZ	0.24	Middle initial moved out of first name Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-109232	ENR	Brenda Wells	1997-08-04	UHC-29827-19	3667773249	3625 Willow Ct, Scottsdale, AZ, 85213	0.24	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-129206	ENR	Maria I Jones	1981-12-28	UHC-59633-24	6089785312	5204 Spring St, Chandler, AZ	0.24	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-120319	ENR	Scott J Kelly	1939-05-26	UHC-81370-54	—	6727 Park Pl, Jacksonville, FL, 32230	0.24	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+4 more
ENR-107430	ENR	James E Rivera	—	UHC-90965-61	6896869435	1090 Spring St Apt 4, Glendale, AZ, 85375	0.24	Name re-cased Date of birth missing Phone reformatted SSN last four extracted+4 more
ENR-136455	ENR	Benjamin M Ward	1965-07-26	UHC-26457-96	—	4093 Broadway, Charlotte, NC	0.24	Name split from “Last, First”Two-digit birth year SSN last four extracted City re-cased+4 more
ENR-137395	ENR	Bryan Q Espinoza	2007-05-17	UHC-24021-41	6769467110	5562 Grand Ave # 643, Scottsdale, AZ, 85231	0.24	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-124184	ENR	Joe V Flores	1994-08-08	UHC-97798-95	—	6068 Sunset Blvd # 859, Charlotte, NC, 28283	0.24	Phone missing area code SSN last four extracted Unit split from street Street suffix standardised+4 more
ENR-114554	ENR	Mei N Gibson	1977-07-16	UHC-57095-09	5373260077	8772 Union St # 605, Seattle, WA, 98121	0.24	Name re-cased Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-128204	ENR	Julie Hoffman	1940-03-12	UHC-83320-02	6476584349	5665 Park Pl, Eden Prairie, MN, 55392	0.26	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-127067	ENR	Roy X Young	1964-04-11	UHC-43268-74	6443274383	3149 Mountain View Dr Apt 22, Jacksonville, FL, 32273	0.26	Name split from “Last, First”SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-111203	ENR	Andrew W Moore	1945-01-15	UHC-75711-01	—	5526 Camelback Rd, Columbus, OH, 43215	0.26	Name split from “Last, First”Phone missing area code SSN last four extracted ZIP+4 trimmed+3 more
ENR-123588	ENR	Kenneth W Stewart	1946-06-05	UHC-80393-86	8564494783	5531 River Rd # 401, Plano, TX, 75090	0.26	Name split from “Last, First”Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-129493	ENR	Mariana G Ramus	1973-01-26	UHC-64632-56	4383655477	4796 Elm St, Gilbert, AZ	0.26	Name split from “Last, First”Phone reformatted SSN last four extracted State name converted to code+3 more
ENR-139415	ENR	Brandon E Hamilton	1967-06-16	UHC-55103-74	7869250713	2917 Main St, San Antonio, TX, 78219	0.28	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+2 more
ENR-117613	ENR	Jeremy Q Oliver	1975-08-04	UHC-40783-65	—	6752 Palm Dr, Chandler, AZ	0.28	Name split from “Last, First”Two-digit birth year Phone missing area code SSN last four extracted+2 more
ENR-127991	ENR	Judith Brown	1945-03-10	UHC-02588-79	5013301512	5143 Union St, Tucson, AZ	0.30	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+7 more
ENR-136501	ENR	Samuel K Jenkins	1969-12-10	UHC-51229-75	2569759612	7360 Jefferson Ave, Minneapolis, MN, 55418	0.30	Name split from “Last, First”SSN last four extracted State name converted to code ZIP+4 trimmed+1 more
ENR-137440	ENR	Richard Tran	1938-07-21	UHC-09404-57	8859134278	7877 Oak St, Plano, TX	0.32	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-121720	ENR	Joan P Allen	—	UHC-43523-68	6904581662	6847 Main St, Scottsdale, AZ, 85231	0.32	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+6 more
ENR-103227	ENR	Catherne P Nelson	1954-10-12	UHC-61771-81	4817875132	7047 Oak St, Los Angeles, CA, 90001	0.32	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+6 more
ENR-103498	ENR	ElizabethJunk	1949-02-13	UHC-51524-84	9452067176	3180 River Rd, Gilbert, AZ, 85221	0.32	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+6 more
ENR-100589	ENR	Bradley U Carroll	2004-12-02	UHC-60033-71	—	1790 Highland Ave, Columbus, OH, 43233	0.32	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+6 more
ENR-101116	ENR	Joan Lee	1953-12-07	UHC-09101-25	4428955182	7927 Market St Apt 10, Plano, TX, 75051	0.32	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+6 more
ENR-114974	ENR	Charles C Bryant	1969-02-06	UHC-01319-03	4216140249	5690 Lincoln Way Apt 26, Sacramento, CA	0.32	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+6 more
ENR-126189	ENR	Judith Rodriguez	—	—	2368689933	3081 Sage Ct, Scottsdale, AZ, 85279	0.32	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+6 more
ENR-108829	ENR	Zachary H Palmer	1947-02-28	UHC-29115-60	9367893997	5230 Apache Blvd, Dallas, TX, 75225	0.32	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+6 more
ENR-139254	ENR	Patrick Sanders	2005-09-06	UHC-58486-46	3583540598	4835 Apache Blvd, San Diego, CA	0.32	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+6 more
ENR-132033	ENR	Douglas Shaw	2003-06-09	UHC-63265-53	7303602095	7808 Union St, San Diego, CA, 92129	0.32	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+6 more
ENR-124296	ENR	Wei W Garrett	1986-11-10	UHC-19525-85	—	2747 Harbor Blvd, Seattle, WA	0.32	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+6 more
ENR-119644	ENR	Marcus Carlson	1952-10-07	UHC-22047-61	5296521919	4973 Spring St # 808, Orlando, FL, 32876	0.34	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+5 more

1,767 rows, page 1 of 36Previous Next