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

All sources, flag “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-116378	ENR	Rebecca Pierce	1997-01-17	UHC-36404-38	2144901507	3492 Forest Ave, Houston, TX, 77034	0.76	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-402219	CLM	Noah L Willis	1998-08-17	UHC-64010-59	7638263661	916 Baseline Rd, Charlotte, NC, 28225	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
PRV-27977	PRV	Alexander Hudson	1964-03-17	UHC-67582-64	4126394110	965 Hillcrest Rd, Gilbert, AZ, 85290	0.76	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-430023	CLM	Mason Santiago	1989-12-06	—	6545214348	3907 Sage Ct, Denver, CO, 80231	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-134859	ENR	Natalie I Reyes	1963-03-17	UHC-20278-68	9546606252	1848 Willow Ct, Scottsdale, AZ, 85286	0.76	Phone reformatted Member ID reformatted City re-cased State name converted to code+2 more
ENR-128944	ENR	Emily Weber	1950-09-02	UHC-66282-02	4723995003	3643 Valley View Dr, Chandler, AZ, 85262	0.76	Name re-cased Phone reformatted State name converted to code Email lower-cased+2 more
PRV-21588	PRV	Jessica S Alexander	1973-06-17	—	5955116045	5403 Jefferson Ave, Phoenix, AZ, 85034	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-406710	CLM	Mairana Simmons	1954-11-18	—	—	5200 Desert Sky Blvd, Tempe, AZ, 85279	0.76	Name re-cased Date of birth reformatted State name converted to code Plan code upper-cased+2 more
CLM-417332	CLM	Keith G Ford	1947-04-21	—	4382416892	6215 Central Ave, Orlando, FL, 32811	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-411583	CLM	Anthony T Reyes	1995-01-10	UHC-11894-03	9703438330	6739 Hillcrest Rd, Columbus, OH, 43239	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-117882	ENR	Carol Gutierrez	1999-09-08	UHC-45287-35	8695427797	5447 Church St, Plano, TX, 75085	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
PRV-22941	PRV	Thmas Reid	1998-06-09	UHC-15942-46	8642650053	5700 Broadway, Jacksonville, FL, 32274	0.76	Name re-cased Date of birth reformatted Address re-cased State name converted to code+2 more
CLM-430278	CLM	Euegne Cruz	1988-03-02	UHC-78205-34	—	1352 Cedar Ln, Tucson, AZ, 85708	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-429861	CLM	Sara Murphy	1953-07-01	UHC-72812-48	5945430014	8753 Palm Dr, Plano, TX, 75082	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-136560	ENR	Ruth Reyes	1954-04-27	UHC-60020-37	9455948533	485 Spring St, Nashville, TN, 37224	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-133077	ENR	Samuel T Ortiz	2003-03-10	UHC-60340-19	3319354702	4062 Highland Ave, Glendale, AZ, 85301	0.76	Phone reformatted Member ID reformatted City re-cased State name converted to code+2 more
ENR-102440	ENR	Valentina N Obrien	1965-06-13	UHC-50153-59	8578412143	5035 Oak St, Los Angeles, CA, 90086	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
CLM-413811	CLM	Ryan Johnson	1997-09-28	UHC-89836-17	—	3038 Desert Sky Blvd, Tempe, AZ, 85210	0.76	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
ENR-139744	ENR	Ruth J Baekr	1971-12-09	UHC-70391-44	9604275339	5236 Spring St, Tempe, AZ, 85208	0.76	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
ENR-106600	ENR	Alice Lynch	1958-09-16	UHC-12665-44	7566717771	8765 Broadway, Minneapolis, MN, 55455	0.76	Date of birth reformatted Phone reformatted Address re-cased State name converted to code+2 more
ENR-134478	ENR	Collins K Ruth	1938-02-06	UHC-81446-80	4306046951	4725 Harbor Blvd, Charlotte, NC, 28279	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-28192	PRV	Denise S Little	1975-11-22	UHC-01972-71	7135072421	3747 Market St, Mesa, AZ, 85207	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-60748	TPA	Heather Lane	1983-07-19	—	9836743051	7827 Valley View Dr, Scottsdale, AZ, 85213	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-416257	CLM	Philip Marshall	1941-02-24	UHC-91665-33	7685352956	3565 Broadway, Tucson, AZ, 85734	0.76	Phone reformatted Member ID reformatted Address re-cased City re-cased+2 more
PRV-26900	PRV	Hiroshi A Greene	1999-03-25	—	7598521273	2623 Maple Ave, Las Vegas, NV, 89176	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-141286	ENR	Benjamin Parker	1988-03-13	UHC-84178-73	3706255922	8088 Maple Ave, Orlando, FL, 32861	0.76	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
PRV-25073	PRV	Wayne Moorris	1984-06-07	UHC-85819-24	8166404542	3686 Main St, Charlotte, NC, 28267	0.76	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-414802	CLM	Johnny Lynch	1985-12-18	—	4619606705	4927 Ocean Ave, Charlotte, NC, 28289	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-109238	ENR	Alexander Yang	2004-01-15	UHC-49686-06	2356512565	9877 Lake View Rd, Seattle, WA, 98168	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-122459	ENR	Scott H Edwards	1971-04-11	UHC-59117-62	2598129744	7568 Valley View Dr, Gilbert, AZ, 85285	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-24793	PRV	Anthony Reed	1942-05-02	—	8332751534	6410 Cedar Ln, Nashville, TN, 37221	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
PRV-28100	PRV	Ros A Gary	1970-06-13	—	8015340747	6125 Sunset Blvd, Columbus, OH, 43268	0.76	Date of birth reformatted Phone reformatted State name converted to code Plan code upper-cased+2 more
CLM-420191	CLM	Wei Miller	1949-03-27	UHC-77831-87	6977770510	967 Canyon Rd, Tempe, AZ, 85223	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-114052	ENR	Espinoza P Dylan	1955-06-26	UHC-01683-02	2739147317	2999 Lincoln Way, Denver, CO, 80210	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
PRV-23880	PRV	Jeremy Romero	1954-11-14	UHC-73018-04	3467871225	4322 Bayshore Dr, Sacramento, CA, 95834	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-405727	CLM	Matthew Fuller	1986-01-08	UHC-61724-23	3887455801	3540 Apache Blvd, Austin, TX, 78704	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-141128	ENR	Johnson Y Anthony	1971-04-18	UHC-16632-57	7723639686	4106 Cedar Ln, Eden Prairie, MN, 55341	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-57990	TPA	Emily Chen	1949-03-07	UHC-23290-49	6623859741	8476 Palm Dr, Glendale, AZ, 85381	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-133986	ENR	Joan R Brooks	1997-11-12	UHC-46104-07	8687378189	7367 River Rd, Fresno, CA, 93733	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-415646	CLM	Benjamin Welch	2001-07-14	UHC-88140-28	3417502380	8914 Willow Ct, Columbus, OH, 43270	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-422703	CLM	Dunna L Oliver	1964-01-19	—	6188729640	5562 Broadway, Seattle, WA, 98176	0.76	Name re-cased Phone reformatted Address re-cased State name converted to code+2 more
TPA-59914	TPA	Ryan Harrison	1958-11-16	—	5703612668	2325 Washington St, Atlanta, GA, 30353	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-404687	CLM	Ashley Bowman	1978-06-17	UHC-45993-85	5493713290	1097 Oak St, Tempe, AZ, 85271	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
CLM-401796	CLM	Grace James	1987-11-21	UHC-29142-83	—	6385 River Rd, Las Vegas, NV, 89188	0.76	Date of birth reformatted Member ID reformatted City re-cased State name converted to code+2 more
ENR-102026	ENR	Michael H Clark	1966-05-02	UHC-15951-28	9724733887	3630 Maple Ave, Denver, CO, 80232	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-401605	CLM	Martha Simmoons	2002-02-09	—	6406005170	1191 Park Pl, Atlanta, GA, 30306	0.76	Phone reformatted City re-cased State name converted to code Plan code upper-cased+2 more
ENR-123874	ENR	Valentina R Olson	1955-12-12	UHC-29563-18	4943939026	5864 Highland Ave, Houston, TX, 77048	0.76	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-106556	ENR	Raymond U Delgado	1998-07-11	UHC-90173-03	3593413835	184 Central Ave, Seattle, WA, 98147	0.76	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-102659	ENR	Larry Butler	1953-04-19	UHC-35192-72	5824519472	3941 Palm Dr, San Antonio, TX, 78201	0.76	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
PRV-27673	PRV	Diego Lucas	1952-06-09	UHC-55378-42	7373470504	5253 Church St, Columbus, OH, 43205	0.76	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more

9,084 rows, page 150 of 182Previous Next