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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140971	ENR	Mei X Reynolds	1941-06-02	UHC-33019-41	—	9862 Canyon Rd, Mesa, AZ, 85225	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-105135	ENR	Sean Carter	1949-03-08	UHC-65097-42	7396785895	7966 Grand Ave, Tucson, AZ, 85719	0.66	Phone reformatted Member ID reformatted SSN last four extracted ZIP+4 trimmed+1 more
ENR-100744	ENR	Jeremy Castillo	—	UHC-13565-20	7838850213	2634 Pine Dr, Scottsdale, AZ, 85245	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100228	ENR	Elizabeth X Castro	1995-05-22	UHC-50673-74	4434097676	2577 Highland Ave, Atlanta, GA, 30314	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-114328	ENR	John F Weaver	1994-09-04	UHC-88583-41	—	3691 Elm St, Austin, TX, 78756	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-117358	ENR	Mark F Maldonado	1990-06-11	UHC-07588-91	5335139184	925 Central Ave Apt 2, Eden Prairie, MN, 55325	0.66	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+1 more
ENR-127074	ENR	Samuel Franklin	1992-05-03	UHC-56314-59	5207116506	2707 Washington St, Gilbert, AZ, 85241	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-124005	ENR	Paul Bennett	1964-05-17	UHC-72526-25	—	9767 Central Ave, Tempe, AZ	0.66	Name split from “Last, First”State code upper-cased ZIP missing Whitespace trimmed+1 more
ENR-142708	ENR	Arjun Hanson	1962-01-24	UHC-47578-88	6287326931	7609 Spring St, Seattle, WA, 98109	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-124438	ENR	Vincent Y Lawson	1948-08-14	UHC-80113-26	4772633322	9354 Grand Ave, Austin, TX, 78737	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-133396	ENR	Shirley R Trn	1948-12-09	UHC-38072-10	2906196861	9650 Ocean Ave Apt 22, Seattle, WA, 98126	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-118287	ENR	Gregory X Hernandez	1963-06-25	UHC-87273-38	5885543049	1634 Park Pl, Los Angeles, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-116932	ENR	James Cooper	1945-03-27	UHC-01923-32	4902984115	2166 Apache Blvd, San Antonio, TX, 78219	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-137015	ENR	Charlotte Bowman	2001-05-08	UHC-77231-49	8248892425	1394 Main St, Tucson, AZ, 85778	0.66	Name split from “Last, First”SSN last four extracted City re-cased Whitespace trimmed+1 more
ENR-133261	ENR	Emily G Gibson	1986-01-08	UHC-40847-14	6957307328	1442 Grand Ave, Mesa, AZ	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-110352	ENR	Sarah Hicks	1969-09-08	UHC-77647-80	—	5662 Mountain View Dr, Tempe, AZ, 85275	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
ENR-117306	ENR	Roy P Smith	1945-01-07	UHC-64287-90	—	5453 Market St, Scottsdale, AZ, 85283	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-127202	ENR	Michael L Fernandez	1954-09-13	UHC-74157-95	6069825148	3047 Highland Ave, Denver, CO, 80234	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-104591	ENR	Heather N Ross	1991-12-27	UHC-78235-70	9252842084	6031 Forest Ave, Plano, TX, 75048	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-135839	ENR	Jeffrey Obrien	1967-04-14	UHC-07591-74	—	353 Park Pl, Tempe, AZ, 85229	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-127291	ENR	Maark Q Chen	1961-09-23	UHC-64993-34	—	5207 Maple Ave Apt 12, Dallas, TX, 75204	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-107240	ENR	Theresa Harvey	1953-09-10	UHC-27595-69	—	1065 Lake View Rd, Mesa, AZ, 85219	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
ENR-121386	ENR	Christina E Carr	1967-05-17	UHC-12488-39	—	805 Mountain View Dr, Austin, TX, 78705	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-138054	ENR	Emily D Nichols	1955-03-08	UHC-42390-85	9622022755	9636 Union St, Scottsdale, AZ, 85257	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-134457	ENR	Omar Daniels	—	UHC-38881-33	5609388474	7467 Elm St, Eden Prairie, MN, 55397	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120691	ENR	Lucia G Bradley	1957-06-26	UHC-85888-70	7464049999	1292 Apache Blvd, Orlando, FL, 32828	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-100540	ENR	Bradley Bailey	1977-08-14	UHC-33731-47	5098816964	5384 Mountain View Dr, Atlanta, GA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-106634	ENR	Ralph M Lucas	1946-09-07	UHC-60016-82	2925796849	8972 Harbor Blvd, Austin, TX, 78710	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104608	ENR	Anna Grant	2008-03-24	UHC-40421-16	7807735515	982 Canyon Rd, Mesa, AZ, 85249	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
ENR-106410	ENR	Ryn T Rose	1940-10-15	UHC-20347-39	—	3781 Lake View Rd, Nashville, TN, 37221	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-102247	ENR	Samantha N Hughes	2003-06-15	UHC-35658-81	—	3646 Meadow Ln, Gilbert, AZ, 85293	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-125202	ENR	Ethan G Wood	1959-11-23	UHC-70586-14	—	2316 Washington St, Austin, TX	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-135009	ENR	Catherine Greene	1964-05-11	UHC-10744-90	—	3178 Grand Ave, Phoenix, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-109591	ENR	Willie A Harrison	2004-02-21	UHC-05201-04	3058660067	8401 Indian School Rd, Mesa, AZ, 85208	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-104442	ENR	Judith C Foster	1964-09-11	UHC-50144-99	6393156452	8648 Lake View Rd Apt 9, Fresno, CA, 93763	0.66	Unit split from street City re-cased State name converted to code Whitespace trimmed+1 more
ENR-116998	ENR	Deborah Marquez	1939-03-20	UHC-83382-91	7363014282	5376 Ocean Ave, Fresno, CA, 93719	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-103797	ENR	Medina Abigail	1993-10-24	UHC-32593-49	4215840217	4886 Church St, Atlanta, GA, 30351	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-115965	ENR	Theresa Webb	2008-09-05	UHC-57113-58	5269963685	9271 Hillcrest Rd, Austin, TX, 78735	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-137330	ENR	Judith V Castillo	1969-12-01	UHC-75478-15	—	7486 Main St, Nashville, TN, 37235	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-117495	ENR	Peter Wang	1945-03-18	UHC-64131-75	8463631993	1024 Maple Ave, Columbus, OH, 43293	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137516	ENR	Sarah Q Munoz	1966-11-09	UHC-67066-47	3186650437	6749 Market St Apt 13, Scottsdale, AZ, 85256	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-140049	ENR	Christian T Montgomery	1974-09-19	UHC-63066-96	3962258187	4802 Church St, Tempe, AZ, 85215	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-137328	ENR	Alexander Kennedy	1962-10-17	—	2818668900	5630 Forest Ave, Miami, FL	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-102215	ENR	Jacqueline B Mills	1940-08-26	UHC-93734-06	3212349441	3447 Park Pl, Plano, TX, 75029	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-126587	ENR	Ruth M Pierce	2002-09-13	UHC-19964-20	—	640 Pine Dr, Nashville, TN, 37252	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-118275	ENR	Grace M Day	2000-10-09	UHC-20352-60	—	6305 Lincoln Way, Minneapolis, MN, 55455	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-101111	ENR	Samantha H Warren	1970-03-28	UHC-79304-68	4366140054	3641 Sage Ct, Scottsdale, AZ, 85208	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-136462	ENR	Emily Lane	1943-08-08	UHC-61774-63	6198941066	3213 Bayshore Dr, Tucson, AZ, 85794	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-126855	ENR	Jessica Miller	1952-02-08	UHC-28040-04	5825465213	8223 Jefferson Ave, Jacksonville, FL	0.66	Two-digit birth year State code upper-cased ZIP missing Whitespace trimmed+1 more
ENR-131145	ENR	Jack Y Hooffman	1972-08-10	UHC-84193-50	9756505789	829 Elm St, San Antonio, TX, 78244	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more

16,916 rows, page 126 of 339Previous Next