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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-125714	ENR	Ashley B Munoz	1962-02-26	UHC-16662-97	5102809704	776 Apache Blvd, Nashville, TN, 37282	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
ENR-111915	ENR	Sara Schmidt	1983-10-15	UHC-29342-37	2524864766	6820 Willow Ct, Nashville, TN, 37275	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
ENR-124655	ENR	Randy Z Fisher	1984-01-26	UHC-09845-24	8405547906	772 Harbor Blvd, Atlanta, GA, 30393	0.82	Name split from “Last, First”Phone reformatted City re-cased
ENR-109949	ENR	Sharon U Padilla	1950-03-21	UHC-14797-13	4465470592	8230 Broadway, Charlotte, NC, 28252	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
ENR-140729	ENR	Christina C Stevens	1981-02-26	UHC-93198-32	9553889361	7604 Oak St, Jacksonville, FL, 32201	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-113579	ENR	Fatima Hanson	1988-07-20	UHC-50584-60	9428086270	1122 Lincoln Way, San Antonio, TX, 78290	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-103108	ENR	Gloria B Sims	1994-10-26	UHC-87592-87	6739183266	1671 Grand Ave, Glendale, AZ, 85310	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
ENR-117685	ENR	Joshua Wright	1965-03-19	UHC-71174-31	3802215070	7265 Desert Sky Blvd, Chandler, AZ, 85273	0.82	Name split from “Last, First”Phone reformatted Email lower-cased
ENR-131993	ENR	Gerald Olson	2002-01-08	UHC-86329-56	—	5297 Pine Dr, Jacksonville, FL, 32246	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-131439	ENR	Alexander Robertsoon	1986-05-01	UHC-20832-08	5566865045	7728 Lincoln Way, Chandler, AZ, 85222	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
ENR-138007	ENR	Patrick O Murphy	1945-02-08	UHC-35690-45	9155594540	1334 Desert Sky Blvd, Glendale, AZ, 85350	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-100870	ENR	William L Spencer	2003-07-20	UHC-77918-24	7996100622	6014 Baseline Rd, Sacramento, CA, 95821	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
ENR-115970	ENR	Jona Watson	1998-11-06	UHC-11397-20	7533333706	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-115827	ENR	Patrikia G Munoz	1947-10-21	UHC-15571-41	9294153586	3866 Union St, Tucson, AZ, 85757	0.82	Name split from “Last, First”Member ID reformatted State code upper-cased
ENR-136254	ENR	Hiroshi D Hernandez	1993-12-05	UHC-63470-17	2043647367	9765 Baseline Rd, Glendale, AZ, 85304	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-117483	ENR	Madison Ruiz	1943-07-03	UHC-85930-69	3316647977	3861 Spring St, Tampa, FL, 33643	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
ENR-128011	ENR	Frances R Grant	1979-03-19	UHC-79512-87	8705787534	7335 Broadway, Los Angeles, CA, 90033	0.82	Name split from “Last, First”Address re-cased Whitespace trimmed
ENR-117130	ENR	Charles Parker	2003-04-07	UHC-63803-40	2482209365	2352 Oak St, San Diego, CA, 92152	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
ENR-130841	ENR	Cheryl H Butler	1945-11-14	UHC-34460-27	6763001291	6585 Bayshore Dr, Plano, TX, 75038	0.82	Name split from “Last, First”Date of birth reformatted City re-cased
ENR-122952	ENR	Priya D Carter	1997-03-24	UHC-13058-44	—	6305 Main St, Houston, TX, 77094	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-135124	ENR	Karen V Nichols	1984-12-15	UHC-53354-14	—	2612 Ocean Ave, Orlando, FL, 32886	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-114687	ENR	Jesse N Cole	1944-03-25	UHC-05023-63	6638413332	8280 Indian School Rd, Mesa, AZ, 85215	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-140933	ENR	Paul X Valdez	1957-11-17	UHC-95327-83	3718373781	3442 Highland Ave, Sacramento, CA, 95898	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-121368	ENR	Adam V Duncan	1983-02-21	UHC-69746-13	3188727945	9621 Ocean Ave, Austin, TX, 78797	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
ENR-109662	ENR	Bruce Alvarez	2009-06-25	UHC-37901-97	5866137515	1038 Union St, Mesa, AZ, 85205	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
ENR-126356	ENR	Christina S Butler	1945-03-13	UHC-65441-35	3592576327	5040 Lincoln Way, Tampa, FL, 33644	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
ENR-106111	ENR	David X George	1988-06-24	UHC-38152-74	4229558906	5900 Sage Ct, San Antonio, TX, 78263	0.82	Name split from “Last, First”Email lower-cased Whitespace trimmed
ENR-116889	ENR	Judith R Vasquez	1995-12-01	UHC-02361-56	3592911890	3739 Lake View Rd, Austin, TX, 78717	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-122531	ENR	Terry C Snyder	2007-04-01	UHC-52224-90	7849436459	5679 Park Pl, Denver, CO, 80201	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-100643	ENR	Davd Fernandez	1972-11-08	UHC-31291-31	9153889581	6730 Sage Ct, Sacramento, CA, 95835	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-121891	ENR	Camila S Henry	1976-01-21	UHC-76609-11	—	979 Hillcrest Rd, Los Angeles, CA, 90098	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-135789	ENR	Santiago Gardner	2002-05-23	UHC-38477-59	—	1820 Spring St, Las Vegas, NV, 89113	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-128326	ENR	Will Burton	1963-03-18	UHC-67576-88	7465988596	4536 Harbor Blvd, Houston, TX, 77070	0.82	Name split from “Last, First”City re-cased Whitespace trimmed
ENR-120413	ENR	Alice M Murphy	1947-07-09	UHC-43781-63	6875336691	183 Mountain View Dr, Las Vegas, NV, 89193	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
ENR-133659	ENR	Henry I Warren	2004-10-08	UHC-35224-91	4124109685	2241 Park Pl, San Antonio, TX, 78255	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-138258	ENR	Judy Moore	2007-06-13	UHC-31565-20	—	357 Willow Ct, Chandler, AZ, 85279	0.82	Name split from “Last, First”City re-cased Whitespace trimmed
ENR-115983	ENR	Bryan O Flores	1969-04-28	UHC-43147-53	8464518193	8493 Market St, San Antonio, TX, 78273	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-111168	ENR	Carlos Gutierrez	1976-10-22	UHC-44469-49	6425583260	8205 Spring St, Glendale, AZ, 85395	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-102669	ENR	Thomas Harvey	1944-03-05	UHC-88323-46	6402060091	7820 Bayshore Dr, Las Vegas, NV, 89123	0.82	Name split from “Last, First”Phone reformatted Email lower-cased
ENR-118909	ENR	Diana I Harris	1967-08-04	UHC-73519-32	3265260649	4392 Broadway, Fresno, CA, 93786	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
ENR-105110	ENR	Albert L Patel	1949-03-17	UHC-95967-79	3557992520	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-139865	ENR	Smantha Ruiz	1978-04-18	UHC-04065-77	2504472466	3319 Harbor Blvd, San Antonio, TX, 78295	0.82	Name split from “Last, First”City re-cased Whitespace trimmed
ENR-104832	ENR	Matthew Snyder	2004-11-13	UHC-33098-14	6039445723	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-107207	ENR	Amber Bailey	1999-11-06	UHC-62902-39	6845376629	630 Union St, Jacksonville, FL, 32208	0.82	Name split from “Last, First”Plan code upper-cased Whitespace trimmed
ENR-113732	ENR	Charlotte O Warren	1953-12-28	UHC-20880-69	8642278000	3458 Bayshore Dr, Austin, TX, 78787	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
ENR-120488	ENR	Eugene O Roberts	1991-08-14	UHC-61925-07	8148320753	5606 Lincoln Way, San Antonio, TX, 78285	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
ENR-109791	ENR	Brenda Stephens	1965-07-27	UHC-83061-21	5736872252	3910 Forest Ave, Phoenix, AZ, 85033	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-105056	ENR	Eugene Romero	1943-07-19	UHC-60321-13	2473534734	6759 Lake View Rd, Orlando, FL, 32857	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
ENR-140638	ENR	Chris Graham	1994-10-28	UHC-01304-52	6759348647	666 Oak St, San Antonio, TX, 78265	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-138994	ENR	Aaron O Hawkins	1940-08-13	UHC-48102-12	9699936169	4087 Grand Ave, Tempe, AZ, 85246	0.82	Name split from “Last, First”Email lower-cased Whitespace trimmed

4,309 rows, page 80 of 87Previous Next