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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-123246	ENR	Jordan Duncan	1994-04-05	UHC-98291-52	6474868687	3252 Ridge Rd, Houston, TX, 77060	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-107053	ENR	Ronald Sims	1983-08-21	UHC-85514-63	7753208593	2231 Church St, Fresno, CA, 93729	0.66	Name re-cased Two-digit birth year Email lower-cased Gender normalised+1 more
ENR-125709	ENR	Jose G Yang	1939-04-03	UHC-63980-93	9695708235	6985 Church St, Tucson, AZ, 85792	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122806	ENR	Charles T Williamson	1975-07-12	UHC-92484-92	4218802017	2922 River Rd, Fresno, CA, 93765	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141760	ENR	Charles Burke	1944-01-12	UHC-65217-11	6746496741	7974 Meadow Ln, Austin, TX, 78770	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-141761	ENR	Charles Burke	1944-01-12	UHC-65217-11	6746496741	7974 Meadow Ln, Austin, TX, 78770	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-132583	ENR	Jeffrey G Jenkins	1992-05-11	UHC-38887-29	8399898724	413 Baseline Rd, Houston, TX, 77084	0.66	Name re-cased Two-digit birth year Member ID reformatted Gender normalised+1 more
ENR-115033	ENR	Olvia M Wright	1949-07-26	UHC-55221-95	4502946841	3681 Baseline Rd, Tucson, AZ, 85786	0.66	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-129182	ENR	Timothy Crawford	2008-10-17	UHC-93072-02	6983297596	3992 Market St, Austin, TX, 78771	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+1 more
ENR-133850	ENR	Linda F Murray	1981-01-19	UHC-28136-04	8829828245	5901 Mesa Dr, Tucson, AZ, 85755	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120453	ENR	Kyala C Allen	1943-07-01	UHC-42496-43	9817019238	6027 Elm St, Las Vegas, NV, 89124	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134582	ENR	Judith Robinson	2005-10-03	UHC-43378-50	7774022508	9430 Baseline Rd, Fresno, CA, 93742	0.66	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+1 more
ENR-132507	ENR	Mason Price	1971-09-26	UHC-45042-06	7124701790	5150 Washington St, Eden Prairie, MN, 55384	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133912	ENR	Ann Lynch	1944-07-26	UHC-38972-50	5167159152	3075 Apache Blvd, Tempe, AZ	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-135965	ENR	Michelle N Carr	1968-12-25	UHC-88441-75	3277298800	3407 Mountain View Dr, Glendale, AZ, 85366	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-140106	ENR	Rachel T Griffin	1997-03-14	UHC-52956-07	5959875403	8748 Hillcrest Rd, Atlanta, GA, 30390	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107754	ENR	Marcus M Lawson	1986-09-06	UHC-23031-42	5963571987	1599 Meadow Ln, Orlando, FL, 32899	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-119453	ENR	Luis Delgado	1999-07-17	UHC-53962-42	7199466860	3376 Camelback Rd, Denver, CO, 80216	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-126365	ENR	Gloria X Torres	1991-11-21	UHC-65880-12	3725662572	156 Sunset Blvd, Charlotte, NC, 28268	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-130511	ENR	Josh Contreras	1946-04-27	UHC-41464-28	8736181988	177 Cedar Ln, Tampa, FL, 33600	0.66	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-126401	ENR	Evelyn Delgado	1961-10-05	UHC-46372-43	3543686826	495 Church St, Plano, TX	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-138803	ENR	Katherine N Ramirez	1958-09-11	UHC-39074-82	—	8202 Palm Dr, Gilbert, AZ, 85212	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-119167	ENR	Ashley Q Harris	1943-06-21	UHC-26122-25	—	9314 Mountain View Dr, Charlotte, NC, 28222	0.66	Two-digit birth year Phone missing area code City re-cased Whitespace trimmed+1 more
ENR-107470	ENR	Nancy I Soto	1975-04-23	UHC-36039-09	8143441145	1141 Canyon Rd, Miami, FL, 33130	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-106027	ENR	Lisa Thompson	1980-03-13	UHC-79224-34	8929076595	9812 Ridge Rd, San Antonio, TX, 78289	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-109660	ENR	Jeremy Nichols	1978-04-27	UHC-36703-86	4899180472	7024 Indian School Rd, Orlando, FL, 32860	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-112865	ENR	Samual Carr	1956-02-23	UHC-86700-07	—	1920 Ridge Rd, Denver, CO, 80245	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-130080	ENR	Glroia H Graham	1979-05-11	UHC-62018-44	2714051776	4843 Ridge Rd, Mesa, AZ, 85294	0.66	Name re-cased Two-digit birth year State name converted to code Email lower-cased+1 more
ENR-138432	ENR	Debra O Kennedy	1964-01-18	UHC-17931-97	3367354783	171 Apache Blvd # 278, Seattle, WA, 98107	0.66	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-114310	ENR	Teresa R Payne	1959-09-23	—	7242527163	6952 Grand Ave, Dallas, TX, 75229	0.66	Two-digit birth year Phone reformatted SSN last four extracted Email lower-cased+1 more
ENR-129989	ENR	Donald D Marquez	1997-02-09	UHC-15493-92	9826972447	8380 Desert Sky Blvd, Orlando, FL, 32808	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-140170	ENR	Stephanie S Burke	1974-03-25	UHC-61758-29	5735016295	7411 Valley View Dr, Mesa, AZ, 85227	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-110041	ENR	Patrcik Garcia	1998-12-01	UHC-86364-52	4932639086	1849 Ocean Ave, San Diego, CA, 92199	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-107329	ENR	Nicole Duncan	1958-08-01	UHC-54826-05	—	630 Central Ave, Houston, TX, 77047	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-126212	ENR	Lawrence Jacson	1972-10-08	UHC-33336-58	4302933514	3008 Ocean Ave, Austin, TX, 78710	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-104955	ENR	Luis Hughes	1987-03-13	UHC-16328-06	6547174157	8374 Sunset Blvd, Seattle, WA, 98119	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-130559	ENR	Patrick N Hawkins	2007-10-27	UHC-18890-29	3895432306	4154 Baseline Rd, Charlotte, NC, 28207	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127211	ENR	Karen Y Perez	1955-07-03	UHC-23729-08	4983433474	2263 Palm Dr, Nashville, TN, 37250	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112869	ENR	Charlotte L Salazar	1975-09-06	UHC-57911-24	7403680028	6582 Central Ave, Atlanta, GA, 30388	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-140340	ENR	Mason I Garcia	1960-03-04	UHC-19404-68	4716982248	1453 Broadway, Fresno, CA, 93744	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+1 more
ENR-140771	ENR	Christine F Sullivan	2007-09-24	UHC-86497-82	—	4856 Indian School Rd, Eden Prairie, MN, 55332	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-128646	ENR	Nancy Wong	2006-05-23	UHC-74984-66	8725633120	3630 Camelback Rd, Houston, TX, 77066	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-127918	ENR	Jerry McDonald	1969-01-06	UHC-06839-06	8545136054	9110 Jefferson Ave, San Diego, CA, 92160	0.66	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
ENR-126275	ENR	Priya J Dncan	1990-06-08	UHC-97186-66	—	2247 Bayshore Dr, Austin, TX, 78724	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-112753	ENR	Christian Woods	1949-11-26	UHC-54667-79	4828551573	9237 Main St, Plano, TX, 75076	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100421	ENR	Robert B Harris	1983-10-27	UHC-42531-34	8783630618	7190 Main St, Charlotte, NC, 28290	0.66	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-103926	ENR	Juan Reyes	1941-04-23	UHC-82658-05	2772949122	7663 Forest Ave, Dallas, TX, 75262	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-105869	ENR	Benjamin C Bowman	1992-05-21	UHC-41086-49	4765240260	8468 Willow Ct, Columbus, OH, 43269	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-109953	ENR	Charles Thomas	1941-07-20	UHC-32673-49	8862680111	3700 Washington St, Dallas, TX, 75203	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-108370	ENR	Ajun Contreras	1953-10-11	UHC-84795-06	4613548235	7886 Willow Ct, Fresno, CA, 93758	0.66	Name split from “Last, First”Two-digit birth year Email lower-cased Plan code upper-cased+1 more

2,874 rows, page 34 of 58Previous Next