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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109514	ENR	Julia George	1959-01-27	UHC-91645-03	4694981212	2430 Valley View Dr, Charlotte, NC, 28221	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-432813	CLM	Valentina Jacobs	1974-08-06	—	8957016616	7801 Spring St, Las Vegas, NV, 89133	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130285	ENR	Sean G Cooper	1974-10-22	UHC-87922-42	8649372471	567 Bayshore Dr, San Antonio, TX, 78291	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-109240	ENR	Virginia C Weber	1973-10-18	UHC-27686-59	4492257728	3723 Ocean Ave, Seattle, WA, 98103	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-407281	CLM	Valentina Patterson	2008-06-26	UHC-12015-82	2892230620	2334 Baseline Rd, Chandler, AZ, 85208	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-404691	CLM	Ahmed Vega	2002-10-16	UHC-10206-05	3932206753	3061 Maple Ave, Tucson, AZ, 85739	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-63395	TPA	Samueel Gray	1970-08-06	—	2142236265	5075 Meadow Ln, Scottsdale, AZ, 85207	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-418410	CLM	Melissa Tran	1978-08-11	UHC-46772-18	—	2670 Bayshore Dr, Atlanta, GA, 30348	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-107281	ENR	Camila L Meyer	1971-08-08	UHC-63608-27	4529304374	3788 Main St, Glendale, AZ, 85310	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24324	PRV	Nathan Watkins	1982-09-26	UHC-78419-09	8563790874	7109 Central Ave, Phoenix, AZ, 85034	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108483	ENR	Marcus J Delgado	1990-12-17	UHC-19436-23	9009239963	2234 Camelback Rd, Glendale, AZ, 85375	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108265	ENR	Isabella Carr	1960-06-13	UHC-32279-06	6887517986	1829 Mountain View Dr, Phoenix, AZ, 85008	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111640	ENR	Sarah Henderson	1972-04-16	UHC-24133-93	5716900431	8426 Cedar Ln, Mesa, AZ, 85238	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56065	TPA	Scott H Hamilton	1944-01-26	—	6845883514	234 Broadway, Orlando, FL	0.62	Name re-cased Phone reformatted State code upper-cased ZIP missing+3 more
PRV-21292	PRV	Bryan N Freeman	1951-11-21	—	7866862770	7670 Valley View Dr, Plano, TX, 75079	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26432	PRV	Teresa D Simpson	1957-04-18	UHC-58968-10	5189591430	1259 Mountain View Dr, Orlando, FL, 32820	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-23626	PRV	Jason E Gutirerez	1971-06-19	UHC-26533-02	3714187582	4563 Mesa Dr, Glendale, AZ, 85302	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-419729	CLM	Carlso Franklin	1956-02-16	—	4258070428	7808 Meadow Ln, Gilbert, AZ, 85216	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-56224	TPA	Mary Owens	1943-01-19	—	6479082878	726 Sunset Blvd, Atlanta, GA, 30394	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126999	ENR	Jake M Foster	1988-11-23	UHC-38844-77	9465108237	3819 Lake View Rd, Tucson, AZ, 85725	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414036	CLM	Christine O Bryant	1964-01-02	—	3139113030	8446 Union St, Jacksonville, FL, 32234	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-130234	ENR	Megan Rios	1951-04-03	UHC-47867-27	—	9068 Central Ave, Atlanta, GA, 30361	0.62	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+3 more
ENR-131961	ENR	Olivia O Wheeler	1965-10-28	UHC-30003-90	3785066639	3824 Union St, Dallas, TX, 75246	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423086	CLM	Gabriel Park	1948-03-19	UHC-80454-21	7835290079	1820 Broadway, Houston, TX, 77060	0.62	Name re-cased Two-digit birth year Phone reformatted Address re-cased+3 more
ENR-128055	ENR	Betty Wnag	1999-02-05	UHC-35789-18	5588161366	5018 Elm St, Jacksonville, FL, 32277	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416208	CLM	Maria Meyer	1957-11-25	UHC-73025-52	7899410388	7272 Mesa Dr, Dallas, TX, 75247	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-58612	TPA	Zachary Evans	1988-09-27	—	4344142493	724 Forest Ave, Scottsdale, AZ, 85265	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121127	ENR	Raymond O Morales	1963-01-08	UHC-83339-38	8602309791	8567 Highland Ave, Gilbert, AZ, 85255	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124660	ENR	Amy Torres	1995-01-01	UHC-25276-49	6413517923	5717 Desert Sky Blvd, San Antonio, TX, 78240	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106489	ENR	Bryan Elliott	1966-07-01	UHC-17957-06	6223581893	8813 Grand Ave, San Antonio, TX, 78260	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-400701	CLM	Cheryl Parker	1988-06-09	—	7462616992	8286 Bayshore Dr, Tampa, FL, 33649	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-110552	ENR	Steven Bradley	1945-04-08	UHC-73547-55	5435971253	3819 Canyon Rd, Denver, CO, 80271	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430060	CLM	Russell Gordon	1956-08-13	—	9378523195	4073 Apache Blvd, Atlanta, GA, 30319	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-400734	CLM	Emma Henry	1980-04-13	UHC-50050-99	—	9496 Cedar Ln, Plano, TX, 75032	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-404017	CLM	Betty Olson	1985-04-28	—	—	3868 Camelback Rd, Phoenix, AZ, 85037	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138531	ENR	Melissa Palmer	1968-09-20	UHC-45257-07	6479739874	4242 Camelback Rd, Columbus, OH, 43206	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138470	ENR	Frank N Duncan	1992-10-19	UHC-13504-43	9028585600	8825 Baseline Rd, Jacksonville, FL, 32264	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20177	PRV	Harold X West	2003-10-12	—	3109956201	9739 Pine Dr, Mesa, AZ, 85270	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-432617	CLM	Aisha Burke	1960-12-03	UHC-42201-91	—	8632 Oak St, Plano, TX, 75013	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-25148	PRV	Diane Kim	1961-07-22	—	2785322639	7258 Spring St, Los Angeles, CA, 90069	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50965	TPA	Alan Gomez	1970-09-14	—	—	4112 Central Ave, Plano, TX, 75038	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50964	TPA	Alan Gomez	1970-09-14	—	—	4112 Central Ave, Plano, TX, 75038	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101015	ENR	Wei Patterson	1949-07-04	UHC-24216-61	9183319313	4830 Elm St, San Antonio, TX, 78235	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-131415	ENR	Scott Bryant	1964-06-07	UHC-34466-60	5566545472	7703 Spring St, Fresno, CA, 93731	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121009	ENR	Priya S Morales	1938-05-26	UHC-40542-36	4034626164	7223 Sunset Blvd, Chandler, AZ, 85233	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423372	CLM	Clark Deb	1985-04-10	UHC-43310-10	—	1310 River Rd, Fresno, CA, 93750	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-25382	PRV	Bobby Banks	1976-05-12	—	4622759381	5703 Valley View Dr # 468, Eden Prairie, MN, 55306	0.62	Name re-cased Phone reformatted Unit split from street Email lower-cased+3 more
ENR-140611	ENR	Justin Le	1977-05-22	UHC-43468-04	4799229662	1662 Market St, Phoenix, AZ, 85049	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429530	CLM	Valentina Duncan	2007-12-15	—	5717007966	5071 Maple Ave, Minneapolis, MN, 55411	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432590	CLM	Chrystina Martinez	2000-02-25	—	—	704 Central Ave, Minneapolis, MN, 55423	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more

16,828 rows, page 116 of 337Previous Next