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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-115549	ENR	Samantha V Romero	1976-08-07	UHC-70881-28	6645502381	909 Lincoln Way Apt 33, Minneapolis, MN, 55447	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-122296	ENR	Gregory Woods	—	UHC-74086-93	8544162356	2736 Oak St, San Diego, CA	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137351	ENR	Harold B Sanders	2006-04-26	UHC-57938-52	6742296498	498 Park Pl # 337, Sacramento, CA, 95813	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-122916	ENR	Helen Wallace	2006-03-25	UHC-46407-62	—	8344 Mountain View Dr, Phoenix, AZ, 85029	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-126755	ENR	Evelyn Ramos	—	UHC-70497-07	6395603325	8644 Elm St, Plano, TX	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109888	ENR	Juan Tran	2007-06-20	UHC-08444-39	4312024556	354 Central Ave # 791, Plano, TX, 75047	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-101149	ENR	Kayla M Chavez	—	UHC-09981-99	3549727209	8478 Oak St Apt 10, Las Vegas, NV, 89198	0.52	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-101975	ENR	Amy R Hawkins	1994-05-13	UHC-63576-09	8703173142	6772 Hillcrest Rd Apt 11, Charlotte, NC, 28267	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-130316	ENR	Katherine H Rose	—	UHC-31860-41	—	2876 Oak St, Denver, CO, 80221	0.52	Name re-cased Date of birth missing Phone missing area code Street suffix standardised+2 more
ENR-114962	ENR	Heather Garza	1983-04-15	UHC-85505-93	6279480819	7382 Baseline Rd, Phoenix, AZ, 85013	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130367	ENR	Grace Montgomery	1984-02-21	UHC-74716-17	5928770083	592 Mountain View Dr, Fresno, CA, 93779	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101874	ENR	Keelly Williamson	2002-09-08	UHC-46667-30	7472615600	9407 Union St, Chandler, AZ	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-125082	ENR	Barbara Espinoza	1953-03-07	UHC-74131-02	9274297274	1702 Lincoln Way, Jacksonville, FL, 32214	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111330	ENR	George Patterson	1983-02-09	UHC-34242-48	6085125623	5376 Central Ave # 493, San Antonio, TX, 78205	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-114606	ENR	Eric T Bowman	1950-05-23	UHC-56333-05	4509303605	8419 Central Ave # 287, Nashville, TN, 37296	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-129562	ENR	Theresa U Hicks	1969-02-09	UHC-01574-14	—	1799 Highland Ave, Jacksonville, FL, 32208	0.52	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+2 more
ENR-106103	ENR	Ethan I Wright	1967-03-17	UHC-95641-05	4084110063	8968 Main St, Mesa, AZ, 85298	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113108	ENR	Lori T Ward	1965-06-23	UHC-57208-30	—	5185 Maple Ave, Denver, CO, 80271	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-108749	ENR	Gabriel P Carter	—	UHC-25374-66	4296636011	7602 Spring St, Scottsdale, AZ, 85282	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-127310	ENR	Bryan Graham	1999-09-04	UHC-39222-66	7656448229	6502 Market St # 568, Charlotte, NC, 28239	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-126441	ENR	Keith I Bailey	1986-02-12	UHC-91055-84	4839432401	1902 Park Pl, Seattle, WA	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-128823	ENR	Elijah N Payne	2000-07-03	UHC-20841-62	—	7940 Hillcrest Rd, Gilbert, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-126621	ENR	Amber T Wellls	1939-12-20	UHC-53150-30	6122633391	7373 Jefferson Ave, Chandler, AZ, 85215	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112534	ENR	Jakke K Harvey	1986-07-03	UHC-64879-34	3143335770	5435 Highland Ave, Miami, FL	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-102426	ENR	Isabella Bowman	1953-10-22	UHC-75417-10	—	1711 Union St, Chandler, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-130397	ENR	Klye Harper	1997-08-03	UHC-68942-57	2679801331	1435 Jefferson Ave Apt 25, Gilbert, AZ, 85294	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-108724	ENR	Gabriel R Ross	1982-07-27	UHC-82385-43	4123747243	5064 Mesa Dr, Sacramento, CA, 95875	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108725	ENR	Gabriel R Ross	1982-07-27	UHC-82385-43	4123747243	5064 Mesa Dr, Sacramento, CA, 95875	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112438	ENR	Sandra Spencer	1981-03-07	UHC-91154-11	6327231292	2833 Willow Ct Apt 16, Chandler, AZ, 85292	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
ENR-122295	ENR	Frances R Bryant	1955-04-02	UHC-39441-14	5137105418	3296 Lake View Rd, Minneapolis, MN, 55446	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104037	ENR	Andrew Little	1958-05-10	UHC-87409-19	5946673145	7294 Spring St, Chandler, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-113707	ENR	YJunk	1945-01-20	UHC-61792-31	—	9312 Indian School Rd, Orlando, FL	0.52	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+2 more
ENR-118282	ENR	Mason G Young	1971-01-20	UHC-08186-30	—	1217 Oak St, Tempe, AZ, 85262	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
ENR-113864	ENR	Philip Butler	1980-02-07	UHC-93273-26	4819963678	6519 Baseline Rd, Jacksonville, FL	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124921	ENR	Lauren Washington	1965-10-28	UHC-74755-05	—	6518 Harbor Blvd, Scottsdale, AZ, 85232	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-108517	ENR	John K Price	1938-06-23	UHC-15883-40	6757316404	8990 Canyon Rd, Tucson, AZ, 85781	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124140	ENR	Rachel Fields	—	UHC-87438-08	—	3746 Valley View Dr, Gilbert, AZ, 85210	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-107274	ENR	Nathan Tucker	1982-07-18	UHC-69609-12	5058955843	573 Union St, Houston, TX, 77009	0.52	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-106259	ENR	Megan Andrews	1962-05-13	UHC-94788-82	—	8147 Mesa Dr Apt 13, Jacksonville, FL, 32233	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-101279	ENR	Sean Hunter	1944-01-18	UHC-33259-01	6185124174	5604 Pine Dr, Austin, TX, 78795	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-113802	ENR	Laura Fox	1975-10-04	UHC-14380-64	—	6335 Church St, San Antonio, TX, 78270	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
ENR-140704	ENR	Amanda Anndrews	1971-10-25	UHC-57948-95	7375028148	7758 Central Ave, Chandler, AZ, 85275	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103902	ENR	Elizabeth G Carr	1950-05-12	UHC-31609-62	6666447286	8111 Bayshore Dr Apt 22, San Antonio, TX, 78246	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-110065	ENR	Kathy Bowman	1973-10-03	UHC-43848-68	9483084611	3619 Elm St, Eden Prairie, MN	0.52	SSN last four extracted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-107376	ENR	Larry F Jackson	1943-03-16	UHC-86916-41	9178940301	9602 Church St # 525, Seattle, WA, 98124	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-129424	ENR	Larry D Riley	1938-04-13	UHC-29158-66	3113969988	4797 Mountain View Dr, Orlando, FL, 32834	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-104558	ENR	Amber J Alexander	1972-12-15	UHC-39257-43	3264648987	3079 Oak St, Fresno, CA	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-101422	ENR	Sean Carter	1989-03-09	UHC-33480-82	6943474294	8727 Union St, Phoenix, AZ, 85067	0.52	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-114151	ENR	Philip Sanders	1957-06-07	UHC-05781-06	5837134357	4585 Camelback Rd Apt 3, Charlotte, NC, 28202	0.52	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-128049	ENR	Stephen K Jimenez	2006-09-27	UHC-39923-61	—	3249 Bayshore Dr, Denver, CO, 80254	0.52	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more

26,564 rows, page 88 of 532Previous Next