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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137614	ENR	Beverly Rose	1983-07-12	UHC-30839-28	5637182899	5475 Grand Ave, San Antonio, TX, 78262	0.66	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-116332	ENR	Vincent Padilla	1957-12-03	UHC-90199-64	7928674055	1335 Broadway, Glendale, AZ, 85320	0.66	Phone reformatted Member ID reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-115776	ENR	Emily V Tucker	1962-09-12	UHC-49253-29	5604646902	219 Lincoln Way, Minneapolis, MN, 55461	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-117840	ENR	Diana Y Weaver	2001-11-18	UHC-47288-85	3627643940	7705 Park Pl, Miami, FL, 33157	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130761	ENR	Evelyn Hill	1942-08-03	UHC-49905-98	5399879574	3867 Desert Sky Blvd, San Antonio, TX, 78265	0.66	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised+1 more
ENR-110920	ENR	Grace Hudson	1965-01-18	UHC-67791-66	6203465928	9700 Pine Dr, Austin, TX, 78798	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101605	ENR	Sam D Lynch	1941-09-16	UHC-07707-06	7803507159	5944 Maple Ave, Tucson, AZ, 85759	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-123587	ENR	Mary Sanoval	1947-08-22	UHC-36464-26	5614287011	9341 Central Ave, Chandler, AZ, 85217	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-126032	ENR	Sofia M Wood	1956-04-13	UHC-82729-85	4432864696	297 Oak St, Sacramento, CA, 95841	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-109420	ENR	Kim Munoz	2007-12-22	UHC-59562-45	5384042562	5212 Spring St, Jacksonville, FL, 32237	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101872	ENR	Jordan Y Hoffman	1952-05-02	UHC-31665-66	9387016755	5062 Desert Sky Blvd Apt 33, Las Vegas, NV, 89113	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
ENR-101873	ENR	Jordan Y Hoffman	1952-05-02	UHC-31665-66	9387016755	5062 Desert Sky Blvd Apt 33, Las Vegas, NV, 89113	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
ENR-128607	ENR	Kelly S Holmes	1975-12-16	UHC-09935-47	2793446966	3850 Desert Sky Blvd, Las Vegas, NV, 89172	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-138654	ENR	Harold Barnes	1995-04-05	UHC-11839-77	8725208417	683 Hillcrest Rd, Jacksonville, FL, 32299	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-100661	ENR	Jessica F Yang	1998-10-26	UHC-15571-89	4953542647	6280 Lake View Rd, Los Angeles, CA, 90024	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-113325	ENR	Kevin M James	1968-07-04	UHC-20440-30	8022184183	7132 Lake View Rd, Orlando, FL, 32841	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-107931	ENR	Deborah Riley	2002-05-03	UHC-32609-65	3746756614	6318 Palm Dr Apt 6, Glendale, AZ, 85338	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+1 more
ENR-119244	ENR	Dennis Moreno	1958-04-11	UHC-72206-74	4107074996	9147 River Rd, Tampa, FL, 33691	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130312	ENR	Carolyn T Wood	1988-03-10	UHC-07649-64	6736242975	900 Union St, Charlotte, NC, 28250	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-126429	ENR	Ronald Collins	1940-08-25	UHC-11953-53	3364909748	9779 Indian School Rd, Fresno, CA, 93712	0.66	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-130725	ENR	Jdith Romero	1951-10-25	UHC-06958-08	9023892081	5716 Indian School Rd, Charlotte, NC, 28221	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-138482	ENR	Ktherine Porter	1998-09-10	UHC-66665-29	7289023063	8284 Willow Ct, Eden Prairie, MN, 55392	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127638	ENR	Daniel R Jimenez	1956-02-18	UHC-92103-63	6512437620	4505 Hillcrest Rd, Sacramento, CA, 95817	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-111954	ENR	Catherine Butler	1956-04-27	UHC-95612-32	4239549224	9460 Meadow Ln, Phoenix, AZ, 85024	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-123280	ENR	Arjun Graham	1969-03-08	UHC-79356-55	7957316728	5507 Maple Ave, Las Vegas, NV, 89194	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-116690	ENR	Brian Larson	1958-06-27	UHC-88524-21	5582960696	5233 River Rd, Jacksonville, FL, 32205	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-101554	ENR	Jerry Spencer	1972-07-22	UHC-16233-26	—	5552 Oak St, Tempe, AZ, 85213	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 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-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-118862	ENR	Luis Riley	1971-06-19	UHC-42362-39	2097919867	8644 Apache Blvd, Los Angeles, CA, 90003	0.66	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+1 more
ENR-136512	ENR	Santiago K Ford	1979-10-19	UHC-63013-92	7295491469	7019 Camelback Rd # 887, Tempe, AZ, 85250	0.66	Name re-cased Unit split from street ZIP+4 trimmed Email lower-cased+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-118228	ENR	Joseph Meyer	1961-07-13	UHC-65741-24	2124944528	3996 Harbor Blvd, Atlanta, GA, 30325	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-101240	ENR	Brenda Weaver	1950-07-25	UHC-49595-38	9596460310	5530 Grand Ave, Tampa, FL, 33617	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 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-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-101127	ENR	Samantha T Jordan	1971-02-15	UHC-00455-57	5616630219	3975 Mesa Dr, Nashville, TN, 37275	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126466	ENR	Hiroshi K Espinoza	1942-03-09	UHC-19295-48	9634076340	5158 River Rd # 196, Tucson, AZ, 85782	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+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-124274	ENR	Willie X Morales	1995-04-17	UHC-75877-94	4225590994	90 Desert Sky Blvd, Glendale, AZ, 85358	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-121625	ENR	Fatima P Sanders	1958-04-02	UHC-05917-75	3886008236	283 Meadow Ln, Austin, TX, 78770	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+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-115530	ENR	Julie J Hunt	1965-05-21	UHC-98129-61	—	4126 Maple Ave, Chandler, AZ, 85283	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-121130	ENR	Grace Burns	1977-04-13	UHC-16324-01	9536253769	6686 Mountain View Dr, Seattle, WA, 98190	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-101800	ENR	Amy Graham	1942-12-08	UHC-93467-22	8128178278	3276 Oak St, Seattle, WA, 98148	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+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-124547	ENR	Sam G Graham	1999-05-06	UHC-97254-51	6787984350	2511 Valley View Dr, Phoenix, AZ, 85045	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115332	ENR	Marilyn Q Marshall	1942-03-23	UHC-01570-52	—	8369 Hillcrest Rd, Chandler, AZ, 85226	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more

3,951 rows, page 57 of 80Previous Next