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

Third-party administrator, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-56534	TPA	Jeremy Mejia	1951-09-14	—	4168711896	7721 Camelback Rd Apt 34, Las Vegas, NV, 89187	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-58616	TPA	Bryan Bradley	1954-07-16	—	4169693117	9053 Maple Ave, Tempe, AZ, 85288	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59892	TPA	Helen U Wylliams	1978-04-25	—	3814271921	1803 Bayshore Dr, San Antonio, TX, 78208	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-51897	TPA	Pamela Contreras	1990-04-02	UHC-42414-79	—	8748 Elm St Apt 24, Las Vegas, NV, 89196	0.60	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+4 more
TPA-62710	TPA	Priya Phillips	1984-06-03	—	—	1868 Hillcrest Rd, Miami, FL	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-58549	TPA	Payne Amber	1974-01-05	UHC-74098-98	—	5347 Central Ave # 905, Glendale, AZ, 85399	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-63442	TPA	Matt Ellis	1967-12-06	—	9483719182	4838 Jefferson Ave, Houston, TX	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-61726	TPA	Janice Wong	2006-04-19	—	—	7523 Highland Ave, Nashville, TN, 37223	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-56654	TPA	Fatima Ford	1992-05-16	—	5052185478	4477 Maple Ave, San Diego, CA, 92134	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
TPA-56764	TPA	Janet Edwards	1965-07-10	—	7378263478	3833 Market St, Scottsdale, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-53007	TPA	Walter Murray	1964-02-14	—	3572596288	7714 Washington St, Tampa, FL, 33600	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-51690	TPA	Nathan Williams	1976-09-07	—	5522058925	5340 Jefferson Ave, Tempe, AZ, 85203	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-54149	TPA	Angela Hawkins	2003-04-13	—	8632020678	8940 Church St, Mesa, AZ, 85276	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-63490	TPA	Alexander Lawrence	1974-03-07	—	6087286552	4292 Grand Ave, Jacksonville, FL, 32279	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-50642	TPA	Roger A Ortiz	1945-02-12	—	—	7876 Forest Ave # 812, Orlando, FL, 32897	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-53324	TPA	Judith O Boyd	—	—	7178099671	9713 Desert Sky Blvd, Charlotte, NC, 28258	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
TPA-50898	TPA	Daniel Lawrence	—	—	8726698499	8162 Spring St, Plano, TX, 75004	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-59254	TPA	Jessica Carter	1977-08-02	UHC-74848-26	8954134479	2230 Hillcrest Rd, Phoenix, AZ, 85044	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-58062	TPA	Jacob Vazquez	1972-07-14	—	5598648846	2247 Park Pl Apt 30, Glendale, AZ, 85351	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-61937	TPA	Gebriel Cunningham	1941-02-13	—	—	9113 Highland Ave, Tampa, FL, 33668	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-54553	TPA	Sara Campbell	1942-12-26	—	2949606419	5159 Desert Sky Blvd, Gilbert, AZ, 85261	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-59133	TPA	Lauren Johnson	1955-02-23	UHC-97366-63	2549616595	8349 Harbor Blvd, Minneapolis, MN, 55440	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-51339	TPA	Judith Pena	1939-08-25	—	5615105268	1931 Baseline Rd, Denver, CO, 80265	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-59128	TPA	Julia Garza	1951-12-07	UHC-69609-77	2879180689	9030 Indian School Rd, Las Vegas, NV, 89162	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63121	TPA	Robert Brooks	1999-02-24	—	5805595575	5314 Palm Dr, Fresno, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-63120	TPA	Robert Brooks	1999-02-24	—	5805595575	5314 Palm Dr, Fresno, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-59247	TPA	Lori Ruiz	2004-02-12	—	8166844985	5235 Forest Ave, Miami, FL	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-60021	TPA	Bruce Wells	1977-11-17	—	5457998325	7373 Pine Dr, Charlotte, NC	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-51019	TPA	Mei Robinson	1985-01-21	—	9764485448	197 Hillcrest Rd, Gilbert, AZ, 85216	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
TPA-62913	TPA	Deniel Alexander	1961-03-27	—	6504839090	100 Oak St, Nashville, TN	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-54879	TPA	Cynthia Capman	1998-12-22	—	7433927767	5035 Camelback Rd, Glendale, AZ, 85341	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-62890	TPA	Nathan Peters	1984-03-14	—	—	7611 Spring St, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-62891	TPA	Nathan Peters	1984-03-14	—	—	7611 Spring St, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-62382	TPA	Lauren Castillo	1995-02-27	—	5838302953	1958 Highland Ave, Austin, TX, 78734	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63310	TPA	Joe Rojas	1982-01-06	—	8514202582	7841 Sage Ct, Phoenix, AZ, 85047	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-58147	TPA	Bobby Munoz	1963-06-04	—	7807025495	1341 Palm Dr, Miami, FL, 33196	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-54123	TPA	Justin Russell	1972-06-26	—	—	2618 Church St, Nashville, TN, 37221	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-52529	TPA	Christopher Austin	1944-12-09	—	5496283430	8029 Highland Ave, Austin, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-55836	TPA	Katherine Gomez	2007-07-28	—	7553635923	2883 Hillcrest Rd, Jacksonville, FL, 32213	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-50059	TPA	Amber O Schultz	2006-02-21	—	8469648188	1979 Washington St Apt 2, Miami, FL, 33176	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-55334	TPA	Brittany Hudson	1974-11-22	—	7077084336	1400 Palm Dr, San Diego, CA, 92164	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63944	TPA	Helen Davis	1942-02-26	—	—	9545 Apache Blvd, Dallas, TX, 75240	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-59915	TPA	Jeremy Fernandez	1952-09-27	UHC-18768-76	8967108812	1634 Market St, Dallas, TX, 75277	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-56484	TPA	Charlotte Smith	2008-06-03	UHC-00797-61	9458913084	9825 Elm St, Eden Prairie, MN	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
TPA-59502	TPA	Sara G Howard	1967-04-09	—	9702298746	4495 Union St, San Antonio, TX, 78244	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-54514	TPA	Donna Hoffman	—	—	4402656997	5099 Canyon Rd, Columbus, OH, 43264	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
TPA-61705	TPA	Jesse Freeman	2001-09-26	—	3432921075	3400 Grand Ave Apt 8, Tucson, AZ, 85753	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-57100	TPA	Betty T Green	1957-02-08	—	—	7997 Lake View Rd, Jacksonville, FL	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-63590	TPA	Sean Nguyen	1944-06-06	—	—	6330 Oak St Apt 33, Dallas, TX, 75262	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-52011	TPA	Lauren Miller	1990-11-25	—	—	8723 Oak St, Las Vegas, NV, 89188	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more

5,750 rows, page 12 of 115Previous Next