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-101643	ENR	Vincent X Tran	1987-09-12	UHC-31092-94	4966542599	9163 Central Ave, Tucson, AZ, 85726	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-111838	ENR	John V Andrews	1960-09-20	UHC-04984-49	—	8168 Lincoln Way, Dallas, TX, 75234	0.52	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-108377	ENR	Moreno F William	1953-05-16	UHC-32552-30	7122664779	7067 Forest Ave, Austin, TX, 78729	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-139011	ENR	Patrick I Santiago	1951-07-19	UHC-87991-71	—	1176 Willow Ct, Fresno, CA, 93798	0.52	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+2 more
ENR-102782	ENR	Holmes E Bruce	1966-07-06	UHC-64889-26	3303608294	8363 Main St, Tucson, AZ, 85769	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-139983	ENR	Ralph Garcia	1945-04-22	UHC-55034-74	3735784347	2592 Forest Ave, Miami, FL, 33115	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted State name converted to code+2 more
ENR-141185	ENR	Kyle Cook	2001-09-07	UHC-25023-44	2166147611	9327 Broadway, Scottsdale, AZ, 85241	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+2 more
ENR-139929	ENR	Omar Fisher	1995-03-19	UHC-39161-40	4287150689	8386 Ocean Ave, Las Vegas, NV, 89106	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-137606	ENR	Mary G Ellis	1973-07-22	UHC-46446-76	5652652472	848 Sage Ct, Plano, TX, 75072	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-119285	ENR	Albert W Brooks	1974-06-08	UHC-42974-77	5042098908	883 Ocean Ave, San Antonio, TX, 78221	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-118773	ENR	Linda Torres	1956-04-10	UHC-32071-63	6054037364	6643 Mountain View Dr, Scottsdale, AZ, 85208	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-135325	ENR	Carolyn Williamson	1948-01-27	UHC-33058-22	6276877752	1659 Hillcrest Rd, Eden Prairie, MN, 55313	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-126211	ENR	Lucia D Thompson	1985-12-14	UHC-83698-89	2434166660	19 Pine Dr, San Antonio, TX	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-112710	ENR	Adam L Ortega	2002-10-06	UHC-52099-82	8329974087	6213 Valley View Dr, Denver, CO	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-134940	ENR	Madison Snyder	2000-09-10	UHC-85917-43	—	6640 Cedar Ln, Plano, TX	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-130118	ENR	Marilyn Chavez	1983-05-23	UHC-35235-17	2733218823	2301 Union St, Scottsdale, AZ	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-111775	ENR	Theresa Morrison	1942-12-17	UHC-09600-88	4987511810	9222 Baseline Rd, Las Vegas, NV	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-103453	ENR	Anthoony Martin	1982-10-23	UHC-47088-15	3772317797	2343 Oak St Apt 31, Phoenix, AZ, 85045	0.52	Phone reformatted Member ID reformatted SSN last four extracted Unit split from street+2 more
ENR-103362	ENR	Lusi Vega	1938-07-28	UHC-18828-56	8984259619	2560 Ocean Ave, Minneapolis, MN, 55458	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-134616	ENR	Juile Rojas	1950-04-23	UHC-51780-16	3367126600	5396 Meadow Ln # 617, San Diego, CA, 92139	0.52	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-132845	ENR	Diane W Wells	1941-11-24	UHC-04452-60	6145750929	754 Apache Blvd Apt 31, San Diego, CA, 92119	0.52	Date of birth reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
ENR-107575	ENR	Martha O Austin	1992-04-23	UHC-77689-57	3203048096	4820 Ocean Ave, Denver, CO, 80204	0.52	Middle initial moved out of first name Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-125572	ENR	Patricia Z Padiilla	1941-12-17	UHC-08197-54	4774415654	8746 Maple Ave, Minneapolis, MN	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-111091	ENR	Doris Nguyen	1955-02-12	UHC-74700-92	9038843351	4996 Highland Ave, Atlanta, GA, 30356	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-116768	ENR	Debra K Fields	1973-06-12	UHC-12024-33	7015279901	1358 Pine Dr, Phoenix, AZ, 85093	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-113289	ENR	Robert Y Hunter	1967-12-10	UHC-35728-26	—	399 Broadway Apt 2, Los Angeles, CA, 90040	0.52	SSN last four extracted Unit split from street Email lower-cased Gender normalised+2 more
ENR-116746	ENR	Nicole Weber	2008-04-01	UHC-33244-23	2263003086	8660 Broadway Apt 6, Glendale, AZ, 85354	0.52	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-138998	ENR	Anna P Andrews	2006-02-03	UHC-46033-71	—	1423 Bayshore Dr, Chandler, AZ, 85211	0.52	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-124968	ENR	Emily Jimenez	1974-01-09	UHC-37262-79	9217438580	2840 Spring St, Minneapolis, MN	0.52	Date of birth reformatted SSN last four extracted State name converted to code ZIP missing+2 more
ENR-108054	ENR	Frank L Murray	2006-09-23	UHC-51068-95	6035882037	6786 Mountain View Dr, Fresno, CA	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-133548	ENR	Bradley Flores	—	UHC-20706-40	—	3417 Indian School Rd, Gilbert, AZ, 85296	0.52	Name re-cased Date of birth unreadable SSN last four extracted Street suffix standardised+2 more
ENR-111395	ENR	Alexis Garza	1969-02-17	UHC-59195-32	3157024133	141 Bayshore Dr, Tucson, AZ, 85706	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-121856	ENR	Marcus Nguyen	1981-01-17	UHC-61216-08	6044211221	8499 Forest Ave, Houston, TX, 77037	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-139250	ENR	Alexis D Elliott	1988-12-28	UHC-17655-37	—	3400 Ridge Rd, Miami, FL, 33149	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-109533	ENR	Dylan Y Rojas	1974-10-07	UHC-97077-15	8122884690	4391 Camelback Rd, Austin, TX, 78762	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-105911	ENR	Jesse Black	1982-07-10	UHC-62534-65	—	7388 Maple Ave, Dallas, TX, 75247	0.52	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-107906	ENR	Logan Q Carpenter	1977-02-13	UHC-39590-29	—	8727 Lincoln Way, Columbus, OH	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-141500	ENR	Maria Chavez	1990-06-03	UHC-13335-70	5649586367	8628 Camelback Rd, Miami, FL, 33146	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-133897	ENR	Kile P Fields	1951-05-23	UHC-45606-15	2297733888	7188 Broadway, Plano, TX, 75098	0.52	Date of birth reformatted SSN last four extracted ZIP+4 trimmed Gender normalised+2 more
ENR-109274	ENR	Russell A Maria	1960-01-15	UHC-52329-60	3085001221	7975 Spring St, Atlanta, GA, 30340	0.52	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-106684	ENR	Nathan Jacobs	1946-07-04	UHC-34860-04	9395049935	3405 Pine Dr # 130, Seattle, WA, 98114	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-141322	ENR	Natalie Weaver	1974-07-11	UHC-92525-82	8108554666	2600 Mountain View Dr, Jacksonville, FL, 32215	0.52	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-109202	ENR	Kathleen Li	1966-09-10	UHC-10889-86	—	3196 Sage Ct, Tampa, FL, 33654	0.52	Date of birth reformatted Phone missing area code SSN last four extracted State name converted to code+2 more
ENR-110658	ENR	Sofia B Rice	2004-01-26	UHC-99088-49	4453882163	3177 Camelback Rd, Los Angeles, CA	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted State code upper-cased+2 more
ENR-100663	ENR	Carol B Muphy	—	UHC-59734-80	2216598705	5507 Elm St, Charlotte, NC, 28264	0.52	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-119795	ENR	Hiroshi E Kelly	1949-11-19	UHC-22344-41	6789453215	5959 Camelback Rd, San Antonio, TX	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-119222	ENR	Sophia J Howell	1982-03-08	UHC-19520-79	6728864829	3708 Mountain View Dr, Nashville, TN, 37295	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-100043	ENR	Julie G Carter	1979-07-02	UHC-96665-30	5939060630	1136 Desert Sky Blvd, Charlotte, NC, 28292	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-135645	ENR	Ahmed G Harrison	1977-06-08	UHC-65862-40	—	1572 Palm Dr, Minneapolis, MN, 55485	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-114830	ENR	Kimberly Chavez	1943-06-23	UHC-51576-16	5565225136	3310 Oak St, Charlotte, NC, 28291	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more

1,767 rows, page 11 of 36Previous Next