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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131768	ENR	Ryan P Reed	1951-11-12	UHC-83799-46	3644370961	1573 Mountain View Dr, Mesa, AZ, 85215	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-119871	ENR	Douglas A Lawrence	1961-12-18	UHC-50395-41	7222673098	2159 Mountain View Dr, Las Vegas, NV	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-102218	ENR	John C Estrada	1991-01-14	UHC-95931-01	9288505242	7030 Baseline Rd, San Antonio, TX, 78290	0.66	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-109266	ENR	Linda Hicks	2003-06-19	UHC-16514-54	7715267948	701 Central Ave, Eden Prairie, MN	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-110682	ENR	Diego Q Mason	1987-05-07	UHC-59635-23	4955427071	6414 Indian School Rd, Atlanta, GA, 30359	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-112203	ENR	Logan Valdez	1971-09-21	UHC-80082-29	2769275136	4936 Park Pl, Los Angeles, CA, 90079	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108154	ENR	Gonzalez Ann	1965-09-11	UHC-64011-63	4417577701	2303 Pine Dr, Nashville, TN, 37213	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-110244	ENR	Nunez G Rachel	1964-08-22	UHC-67182-52	4759313142	189 Lincoln Way Apt 5, Nashville, TN, 37298	0.66	Phone reformatted Unit split from street City re-cased State code upper-cased+1 more
ENR-132203	ENR	Larry I Watson	1964-11-17	UHC-48101-50	8256533324	2006 Valley View Dr, Denver, CO, 80219	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-121406	ENR	Kathryn K Little	1946-03-07	UHC-34920-10	—	6089 Mesa Dr, Miami, FL, 33173	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-116003	ENR	Carlos Alvarez	1977-10-26	UHC-04426-82	7704001467	2067 Lake View Rd, Nashville, TN, 37278	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-123598	ENR	Willie S Alexander	1953-03-14	UHC-70139-16	7327946555	1223 Central Ave, Dallas, TX, 75245	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-100955	ENR	Bryan V Weber	1987-10-19	UHC-91647-58	9662626528	3394 Lake View Rd, Minneapolis, MN, 55414	0.66	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-111985	ENR	Randy Washington	1956-04-20	UHC-04077-40	—	7571 Camelback Rd, Chandler, AZ, 85268	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-138618	ENR	Lauren T Turner	—	UHC-67476-39	7727272906	2508 Lincoln Way, Miami, FL, 33148	0.66	Date of birth unreadable Phone reformatted Member ID reformatted City re-cased+1 more
ENR-127069	ENR	Alice Y Tucker	1974-09-01	UHC-17436-51	7338388622	6349 River Rd, Charlotte, NC, 28248	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-130529	ENR	Gerald T Ruiz	1989-02-10	UHC-14467-45	2346481263	8019 Canyon Rd, Columbus, OH	0.66	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
ENR-138444	ENR	Rachel C Reynolds	—	UHC-63753-59	9596925616	9197 Cedar Ln, Atlanta, GA, 30369	0.66	Date of birth unreadable Member ID reformatted City re-cased State name converted to code+1 more
ENR-123675	ENR	Ana Gant	1979-06-23	UHC-25155-17	—	9741 Oak St, Minneapolis, MN, 55447	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-139916	ENR	Sareh U Clark	1968-08-03	UHC-90160-58	—	5050 Meadow Ln, Minneapolis, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-137298	ENR	Amber Obrien	1986-01-02	UHC-23418-47	6093746320	8267 Spring St, Houston, TX, 77031	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-122074	ENR	Ana N Santiago	1989-10-10	UHC-27486-90	6547889967	7230 Indian School Rd, Tempe, AZ, 85276	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-121220	ENR	Jerry I Murray	1948-04-17	UHC-40805-76	6562847915	3159 Oak St, Dallas, TX, 75254	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-118054	ENR	Abigail Yang	1949-11-14	UHC-01078-40	—	5881 Jefferson Ave, Orlando, FL, 32861	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-106020	ENR	Nancy Castro	2005-10-27	UHC-89788-87	7674836600	340 Canyon Rd, Tucson, AZ	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-121962	ENR	Edward H Lawson	1982-04-04	UHC-29283-46	9775838497	8410 Apache Blvd, Nashville, TN	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+1 more
ENR-102971	ENR	Noah Z Cox	1963-08-03	UHC-36111-12	2144891117	1809 Grand Ave, Los Angeles, CA, 90070	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
ENR-121544	ENR	Gloria Patel	1938-09-05	UHC-83726-88	3995084680	5439 Church St, Dallas, TX, 75238	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-107549	ENR	Virginia Grant	1968-08-03	UHC-27611-32	—	3062 Forest Ave, Columbus, OH, 43296	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-123247	ENR	Willie Z Reynolds	1995-05-24	UHC-16629-32	2803612670	5688 Ridge Rd, Charlotte, NC, 28293	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-103830	ENR	Jacqueline Sanders	1964-11-23	UHC-67570-52	6232414781	6642 Ridge Rd, Gilbert, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-127501	ENR	Donna B Mejia	1940-08-24	—	6568657046	4211 Valley View Dr, Tucson, AZ, 85783	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-129667	ENR	Angela E Hamilton	1940-07-12	UHC-79266-88	3734346613	2240 Market St, Chandler, AZ, 85202	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-112370	ENR	Deborah C Burke	2004-01-15	UHC-80344-90	2577482631	6650 Spring St, Nashville, TN	0.66	Phone reformatted City re-cased State name converted to code ZIP missing+1 more
ENR-100505	ENR	Amanda I Burke	2002-06-26	UHC-78249-63	7262857235	1132 Forest Ave Apt 10, Charlotte, NC, 28298	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-117223	ENR	Christine Wagner	2008-04-03	UHC-14485-50	4909915069	9212 Desert Sky Blvd, Sacramento, CA, 95859	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-118063	ENR	Valentina L Bishop	2004-11-17	UHC-77430-04	5668802645	8596 Mesa Dr, Chandler, AZ, 85248	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-112158	ENR	Rachel Sullivan	1999-10-18	UHC-71527-15	5297174849	2625 Grand Ave, Eden Prairie, MN, 55312	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-126829	ENR	Charles U Fowelr	2006-05-02	UHC-37024-92	6576268161	4648 Church St, Tampa, FL, 33657	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-102090	ENR	Harold McDonald	1956-04-20	UHC-21719-89	—	8381 Desert Sky Blvd, Orlando, FL, 32829	0.66	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-131850	ENR	Helen S Fernandez	1942-06-16	UHC-17523-60	—	5023 Grand Ave, Atlanta, GA	0.66	Name re-cased City re-cased ZIP missing Gender normalised+1 more
ENR-131851	ENR	Helen S Fernandez	1942-06-16	UHC-17523-60	—	5023 Grand Ave, Atlanta, GA	0.66	Name re-cased City re-cased ZIP missing Gender normalised+1 more
ENR-119503	ENR	Aaron Castro	1964-03-15	UHC-78946-81	8156440046	4010 Cedar Ln, Minneapolis, MN, 55478	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103281	ENR	Yukki Woods	2004-07-15	UHC-67985-55	9675191979	4369 Highland Ave, Sacramento, CA, 95814	0.66	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-101462	ENR	Brian Vargas	1983-06-28	UHC-54744-79	8268500864	5006 Desert Sky Blvd, San Diego, CA, 92125	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-116751	ENR	Omar K Ortega	1966-08-02	UHC-37551-44	—	724 Washington St, San Antonio, TX, 78224	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-101421	ENR	John M Scott	2001-12-02	UHC-94559-80	—	6692 Park Pl, Jacksonville, FL, 32253	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-102446	ENR	Lawrence Lawson	1978-12-11	UHC-42800-18	7248360934	5555 Ridge Rd, Houston, TX, 77061	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-137693	ENR	Janice Perkins	1959-08-26	UHC-04977-71	5982902949	2707 Lincoln Way, Sacramento, CA	0.66	Two-digit birth year Phone reformatted City re-cased ZIP missing+1 more
ENR-108736	ENR	Debra Maldonado	1973-10-14	—	7285072872	1488 Union St, Austin, TX, 78724	0.66	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+1 more

8,423 rows, page 69 of 169Previous Next