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

All sources, 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
PRV-20293	PRV	Sofia Carr	1950-08-08	UHC-88392-63	6224737398	3946 Lincoln Way, San Antonio, TX, 78291	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
CLM-410227	CLM	Loir Cooper	1954-12-05	—	—	7740 Washington St, Las Vegas, NV, 89191	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-410144	CLM	William Contreras	2002-04-08	—	2025322515	3013 Grand Ave, Seattle, WA, 98116	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418940	CLM	Helen Johnson	1977-05-18	—	7329415849	9802 Bayshore Dr, Los Angeles, CA, 90019	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400498	CLM	Mariana Shaw	1952-02-14	UHC-69035-21	5765550410	1064 Oak St, Denver, CO, 80287	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-63978	TPA	Melissa Gray	1999-07-22	—	9107018468	720 Sunset Blvd, Eden Prairie, MN, 55319	0.64	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+2 more
CLM-413117	CLM	Anthony Johnston	1976-01-26	UHC-39804-89	2375899084	6353 Cedar Ln # 964, Tampa, FL, 33619	0.64	Name split from “Last, First”Member ID reformatted Unit split from street State code upper-cased+2 more
ENR-116665	ENR	Jacob Pierce	1950-04-11	UHC-39294-12	6216545488	3638 Hillcrest Rd, Mesa, AZ, 85229	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-424164	CLM	Larson Gary	1949-11-11	—	—	8955 Canyon Rd, Atlanta, GA, 30374	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-105811	ENR	Billy O Diaz	1946-11-23	UHC-25565-73	6884057464	6602 Grand Ave, San Antonio, TX, 78237	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26948	PRV	Ashely D Lene	1993-09-20	—	3656099814	4467 Indian School Rd, Las Vegas, NV, 89116	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62474	TPA	Abby Murray	1972-02-02	—	5497566064	3973 Union St, Jacksonville, FL, 32200	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20575	PRV	Heather M Fisher	1961-01-07	—	5242070320	3767 Market St Apt 25, Los Angeles, CA, 90043	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-52892	TPA	Joyce Hicks	1968-07-04	—	—	5364 Union St, Miami, FL, 33192	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-418328	CLM	Hannah Willis	1973-05-27	—	9126050434	9616 Harbor Blvd, Phoenix, AZ, 85023	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-106965	ENR	Gerald F Lane	1956-12-14	UHC-81282-60	3295435865	9640 Jefferson Ave, Atlanta, GA, 30350	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122365	ENR	Vincent W Rose	2000-12-23	UHC-31918-01	7115506892	9053 Baseline Rd, Miami, FL, 33170	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103415	ENR	Kayla Patterson	1994-06-27	UHC-29607-30	5467703415	3506 Willow Ct, Mesa, AZ, 85231	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408470	CLM	Alice Salezar	2002-02-23	—	—	7779 Maple Ave, Mesa, AZ, 85223	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-51037	TPA	Terry Z Johnston	1948-11-09	UHC-45521-73	7623354194	5215 Highland Ave, Orlando, FL, 32887	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-427036	CLM	Aisha Cunningham	1996-12-02	UHC-04872-68	2372707273	3681 Union St, Dallas, TX, 75267	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-112371	ENR	Diane J Tran	1943-02-07	UHC-37638-51	4469908920	7600 Park Pl, Orlando, FL, 32836	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-116755	ENR	Rachel U Cruz	1995-10-10	UHC-28148-13	4334919508	5467 Forest Ave, Minneapolis, MN	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+1 more
ENR-130680	ENR	Amy K Jenkins	1970-03-01	UHC-40298-28	8513546174	2438 Cedar Ln, San Diego, CA, 92163	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-63963	TPA	Carolyn Flores	1964-05-16	—	—	2384 Apache Blvd, Los Angeles, CA, 90037	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-112387	ENR	Lucia Y Little	1991-12-24	UHC-11404-43	5938116591	4657 Grand Ave, Chandler, AZ, 85252	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112388	ENR	Lucia Y Little	1991-12-24	UHC-11404-43	5938116591	4657 Grand Ave, Chandler, AZ, 85252	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-56419	TPA	Omar Le	1980-03-23	—	—	9880 Canyon Rd, Charlotte, NC, 28206	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-131149	ENR	Jeremy Black	1991-06-26	UHC-57324-01	—	6364 Harbor Blvd, Mesa, AZ, 85292	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-402746	CLM	Yki Collins	1983-01-13	UHC-91200-07	—	1167 Camelback Rd, Jacksonville, FL, 32248	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-401962	CLM	Mateo Stewart	1957-12-19	UHC-20020-02	—	6550 Jefferson Ave, Denver, CO, 80261	0.66	Name split from “Last, First”Two-digit birth year Member ID reformatted State code upper-cased+1 more
ENR-109037	ENR	Gerald Davis	1959-07-13	UHC-68736-64	7918239090	7154 Pine Dr, Tempe, AZ	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+1 more
ENR-141522	ENR	Helen L Powell	1994-08-24	UHC-51723-48	7042842822	5067 Union St, Tampa, FL, 33611	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-127767	ENR	Albert C Le	2008-12-24	UHC-06229-79	8388034955	2260 Maple Ave, Minneapolis, MN, 55403	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-408377	CLM	Ralph Z Graham	1981-01-27	UHC-10242-73	—	3792 Palm Dr, San Diego, CA, 92127	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28751	PRV	Kyle Contreras	1962-06-10	UHC-17396-44	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-20634	PRV	Sara Hamilton	1977-01-11	UHC-62889-75	5066014372	1559 Broadway, Seattle, WA, 98113	0.66	Name split from “Last, First”Date of birth reformatted Address re-cased ZIP+4 trimmed+1 more
ENR-113170	ENR	Gabriel Nunez	1953-10-26	UHC-04144-51	4462278029	8199 Camelback Rd, Denver, CO, 80291	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404409	CLM	Matthew Y White	1973-02-19	—	—	8059 Valley View Dr, Gilbert, AZ, 85224	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424538	CLM	Mark E Scott	1987-01-02	—	7438397420	4446 Washington St, Tucson, AZ, 85792	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-54210	TPA	Justin Garza	1950-05-24	UHC-03693-68	—	3979 Park Pl, Columbus, OH, 43216	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-141663	ENR	Christian Rivera	1988-10-19	UHC-65906-62	3347413618	1552 Willow Ct, Tucson, AZ, 85785	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55694	TPA	Rachel Diaz	1999-12-10	—	—	9301 Highland Ave, Nashville, TN, 37232	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-136589	ENR	Paamela K Evans	1982-04-03	UHC-26032-41	5662584815	2330 Sage Ct, Eden Prairie, MN, 55322	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
CLM-421258	CLM	Dot M Bradley	1952-09-12	—	—	634 Canyon Rd # 238, Seattle, WA, 98100	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+1 more
PRV-24673	PRV	Brandon Hicks	—	UHC-36394-59	5655433767	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Email lower-cased+1 more
PRV-27880	PRV	Samantha Marshall	2002-11-04	UHC-35254-25	5387852236	1627 Broadway, Minneapolis, MN, 55490	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Address re-cased+1 more
TPA-62202	TPA	Paul Reynolds	1967-03-18	—	4046704966	1055 Mesa Dr, Tempe, AZ, 85244	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-50787	TPA	Diane A Lopez	2008-02-15	—	—	4040 Highland Ave, Eden Prairie, MN	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
ENR-116394	ENR	Rebecca Kennedy	1938-05-08	UHC-25249-09	5142218499	2598 Church St, Jacksonville, FL, 32236	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more

9,980 rows, page 103 of 200Previous Next