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-116293	ENR	Ronald X Boyd	1942-11-04	UHC-40835-40	8828864355	6867 Baseline Rd, Tucson, AZ, 85798	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120517	ENR	—Junk	1983-01-01	UHC-09349-62	8757253436	4879 Jefferson Ave, Tucson, AZ, 85717	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-142103	ENR	Karen Rose	1993-11-16	UHC-41271-45	8776486886	1976 Willow Ct, Las Vegas, NV, 89101	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-134248	ENR	Brian Jensen	1979-05-14	UHC-58998-43	4952174445	5465 Baseline Rd, Charlotte, NC, 28202	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-121722	ENR	Virginia Watkins	1948-06-01	UHC-85208-07	9754714819	1208 Forest Ave, Scottsdale, AZ, 85294	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121919	ENR	Kelly Reed	1965-04-13	UHC-18092-14	6537521335	1750 Grand Ave # 324, Minneapolis, MN, 55475	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-114773	ENR	Betty V Wood	1950-04-12	UHC-68387-04	5589806735	7551 Lincoln Way, Seattle, WA, 98176	0.64	Middle initial moved out of first name Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-132869	ENR	Andrea McCoy	1976-08-14	UHC-43360-40	6629293194	4191 Forest Ave, Minneapolis, MN, 55403	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-124640	ENR	Heather Armstrong	1984-05-11	UHC-08049-74	8507564381	3274 Pine Dr, Jacksonville, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136188	ENR	Timothy J Rios	—	UHC-27057-19	2285992592	2391 Desert Sky Blvd, Fresno, CA, 93766	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
ENR-112286	ENR	Joan S Gilbert	1995-06-14	UHC-72248-27	2517239798	6266 Valley View Dr, Austin, TX, 78702	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-109342	ENR	Anna T Vega	1992-10-11	UHC-92950-24	7206469415	1640 Forest Ave, Eden Prairie, MN, 55388	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122091	ENR	Doneld I Lawrence	1979-05-14	UHC-21826-52	4605562218	2558 Cedar Ln, Los Angeles, CA, 90035	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-116005	ENR	Ana Washington	1971-05-28	UHC-81270-94	9269385747	1462 Market St, Charlotte, NC, 28267	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-107856	ENR	Teresa Ellis	1979-05-14	UHC-66494-56	7605759254	7119 Jefferson Ave, Minneapolis, MN, 55407	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-130943	ENR	Denise Reynolds	2003-02-24	UHC-30102-63	9658688539	1133 Desert Sky Blvd, Tucson, AZ, 85723	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124602	ENR	Joe W Hicks	1945-02-07	UHC-74258-84	3285159101	5161 Harbor Blvd, San Antonio, TX, 78208	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-113163	ENR	Paul B Marshall	1965-08-08	UHC-73694-41	8956586819	8380 Ocean Ave # 276, Tampa, FL, 33627	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-115118	ENR	Edward Ward	1939-08-01	UHC-15071-61	4403600369	4128 Washington St, Atlanta, GA, 30301	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122194	ENR	Sophia I Luna	1969-06-01	UHC-98285-99	3389612157	4119 River Rd, Scottsdale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133277	ENR	Debra V Gonzales	1952-02-10	UHC-88561-28	7299173651	1837 Church St, Sacramento, CA, 95821	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-132666	ENR	Santiago S Johnston	1984-11-15	UHC-34055-28	4182415755	5722 Spring St, Houston, TX, 77026	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-107198	ENR	Ethan V Hill	1966-05-05	UHC-93821-06	4776422580	9861 Bayshore Dr, Mesa, AZ, 85232	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142577	ENR	Douglas R Weaver	2008-03-14	UHC-31439-29	7586783104	1360 Jefferson Ave, Las Vegas, NV, 89105	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129533	ENR	Ruger S Watkins	1981-05-18	UHC-26150-24	8097398927	5312 Jefferson Ave, Los Angeles, CA, 90045	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-137906	ENR	Austin Willis	1946-08-03	UHC-26103-13	3845729601	3373 Washington St, Las Vegas, NV, 89145	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-116210	ENR	Brcue X Delgado	1955-02-10	UHC-33760-87	7707014702	6913 Willow Ct, Seattle, WA, 98169	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-102064	ENR	Jeffrey Q Myers	1950-09-19	UHC-03305-03	3579765682	3390 Harbor Blvd, Tucson, AZ, 85775	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-126053	ENR	Margaret I Gutierrez	1990-06-05	UHC-61468-65	7263586525	6810 Ridge Rd, Fresno, CA, 93792	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139012	ENR	Natalie D Harris	1981-07-10	UHC-37941-06	4595267107	6116 Forest Ave, Plano, TX	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
ENR-134979	ENR	Carlos P Sttewart	1988-03-11	UHC-30099-24	3576768254	1899 Desert Sky Blvd, San Antonio, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113924	ENR	Gregory Marquez	2005-03-18	UHC-19999-31	8656524871	7419 Oak St, Fresno, CA, 93772	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-103193	ENR	Brittany N Wright	1946-05-25	UHC-09549-37	3234081265	9086 Hillcrest Rd, Miami, FL, 33101	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-112005	ENR	Keith Q Marquez	1955-10-10	UHC-58160-46	6979744639	7217 Spring St, Seattle, WA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142063	ENR	Ethan Lopez	1972-07-10	UHC-92695-79	6246151566	992 Sage Ct, San Diego, CA, 92148	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-114782	ENR	Camila F Long	—	UHC-01659-73	6722120176	3550 Apache Blvd, Glendale, AZ, 85354	0.64	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
ENR-143006	ENR	Madison A Taylor	1976-11-16	UHC-93143-71	6983794310	2393 Canyon Rd, Gilbert, AZ, 85235	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119389	ENR	Mary B Young	1996-07-16	UHC-78998-28	5496646553	9853 Sage Ct Apt 39, Mesa, AZ, 85260	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-138137	ENR	Peter I Carlson	1949-05-26	UHC-51214-95	2592701194	206 Maple Ave, Tempe, AZ, 85230	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-118757	ENR	Christian X Kennedy	1938-09-22	UHC-25677-82	2807202737	4685 River Rd, Charlotte, NC, 28269	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122450	ENR	Steven S Powell	1961-12-11	UHC-96214-99	7046218707	2384 Mountain View Dr, Atlanta, GA, 30336	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-104011	ENR	Brandon D Wagner	1960-12-16	UHC-41934-48	2828577953	1788 Highland Ave, Charlotte, NC, 28202	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-121814	ENR	Logan Bailey	2001-10-07	UHC-62349-08	2186812804	2684 Grand Ave, Jacksonville, FL, 32209	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133176	ENR	Adam Day	1954-02-07	UHC-10920-21	4379847404	9143 Jefferson Ave, Sacramento, CA, 95852	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136962	ENR	Matthew Sandoval	1956-02-01	UHC-42875-42	8065633752	7835 Cedar Ln Apt 18, Austin, TX, 78786	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-106192	ENR	Brenda L Stephens	2000-03-02	UHC-76713-41	8762196814	7450 Spring St, Tampa, FL, 33658	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119583	ENR	Russell Y Meyer	2007-01-24	UHC-23548-21	5518287675	9559 Ridge Rd, Miami, FL, 33137	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-119126	ENR	Janice Fernandez	1999-07-25	UHC-10721-20	4104825248	8891 Ridge Rd, Orlando, FL, 32814	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-133064	ENR	Margaret I Phillips	2005-09-19	UHC-64204-80	6114328254	7376 Sage Ct, Nashville, TN, 37207	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133063	ENR	Margaret I Phillips	2005-09-19	UHC-64204-80	6114328254	7376 Sage Ct, Nashville, TN, 37207	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

28,181 rows, page 129 of 564Previous Next