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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140682	ENR	Diane Olson	1981-07-11	—	6385690935	4637 Lake View Rd, Jacksonville, FL, 32257	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-141996	ENR	Dan H Davis	1954-12-06	UHC-79577-81	4957667645	7703 Central Ave, San Diego, CA, 92173	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-130063	ENR	Aisha N Miller	1988-01-27	UHC-69383-42	8519861649	4292 Valley View Dr, Jacksonville, FL, 32204	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-412850	CLM	Kathleen Butler	1997-07-03	—	5743413084	7271 Jefferson Ave, Jacksonville, FL, 32263	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-416886	CLM	Gregory Young	1988-10-01	—	6574684359	7653 Baseline Rd, Houston, TX, 77022	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-120378	ENR	Frank J Hamilton	1980-02-22	UHC-91957-14	9309203985	1346 Church St, Seattle, WA, 98184	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-28364	PRV	Nicole Nunez	1991-08-12	—	4878063447	1464 Cedar Ln, Austin, TX, 78747	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-134018	ENR	Ethan Stone	1989-12-27	UHC-37228-60	4862281810	5814 Grand Ave, Fresno, CA, 93776	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-412821	CLM	Teresa Reynolds	1957-06-02	UHC-27736-33	2096971136	6445 Park Pl, Plano, TX, 75029	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-54736	TPA	Fatima Baker	1982-12-22	—	—	7973 Apache Blvd, Chandler, AZ, 85289	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-403603	CLM	Peter Rose	1939-04-16	—	7494000201	7632 Maple Ave, Sacramento, CA, 95884	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-119576	ENR	Edward L Hoffman	1955-06-26	UHC-40660-95	5806293986	972 Market St, Las Vegas, NV, 89113	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-126808	ENR	Anthony Henry	1962-05-02	UHC-43116-07	—	1673 Desert Sky Blvd, Atlanta, GA, 30353	0.58	Name split from “Last, First”ZIP+4 trimmed Gender normalised
ENR-112661	ENR	Bradley Williams	1983-10-13	UHC-17279-10	8704529068	6914 Desert Sky Blvd, Columbus, OH, 43232	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-411321	CLM	Roy Simmons	2005-01-21	UHC-73280-23	5586656058	1753 Baseline Rd, Scottsdale, AZ, 85272	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-129711	ENR	Lori W Valdez	1985-03-18	UHC-39983-48	—	1140 Main St Apt 40, Charlotte, NC, 28273	0.58	Phone missing area code Unit split from street Gender normalised
CLM-412953	CLM	Rachel Diaz	1999-12-10	UHC-34219-67	5266524855	9301 Highland Ave, Nashville, TN, 37232	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-126721	ENR	Mei Vargas	1953-01-11	UHC-17211-73	7184750034	8958 Lincoln Way, Austin, TX, 78776	0.58	State name converted to code ZIP+4 trimmed Gender normalised
ENR-117395	ENR	Benjamin Carpenter	1988-11-08	UHC-14500-07	5583911446	3338 Church St, Las Vegas, NV, 89164	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-141652	ENR	Daniel R Ellis	1968-05-25	UHC-34394-18	—	9425 Sunset Blvd, San Antonio, TX, 78226	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-137037	ENR	Nancy M Tuckeer	1973-10-22	UHC-74469-73	3292128455	3950 Valley View Dr, Houston, TX, 77094	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-127075	ENR	Linda P Banks	1986-12-22	UHC-50474-51	2808182550	8760 Camelback Rd, Scottsdale, AZ, 85289	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-139149	ENR	Kelly H Franklin	1964-11-28	UHC-27283-77	—	215 Pine Dr, Dallas, TX, 75264	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-425522	CLM	Jean L Kennedy	1943-08-20	UHC-41234-29	9806639181	3458 Maple Ave, Phoenix, AZ, 85033	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-406948	CLM	Vincent Torres	1943-05-28	—	9349163273	867 Spring St, Minneapolis, MN, 55437	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-139963	ENR	Frances F Ortega	1967-12-23	UHC-57356-50	6367187785	5402 Valley View Dr, Charlotte, NC, 28275	0.58	Two-digit birth year SSN last four extracted Gender normalised
ENR-108664	ENR	William McDonald	1942-03-01	UHC-29786-39	3038461638	424 Church St, Fresno, CA, 93718	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-122373	ENR	Daniel X Jimenez	1959-01-18	UHC-38087-84	2503385724	5471 Sage Ct, Eden Prairie, MN, 55340	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-113455	ENR	Lori Coooper	1954-12-05	UHC-56472-37	5727198019	7740 Washington St, Las Vegas, NV, 89191	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-101788	ENR	Douglas Carlson	1939-01-28	UHC-97519-33	—	3127 Washington St Apt 34, Austin, TX, 78718	0.58	Two-digit birth year Unit split from street Gender normalised
ENR-105044	ENR	George Li	1949-06-15	UHC-37341-96	—	8656 Elm St, Los Angeles, CA	0.58	Name split from “Last, First”ZIP missing Gender normalised
PRV-20522	PRV	Jeremy T Harper	1981-01-17	—	8214744500	5522 Baseline Rd, Los Angeles, CA, 90093	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-411313	CLM	Judy Rivera	1960-05-09	—	—	6789 Main St, Charlotte, NC, 28209	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-123041	ENR	John Romero	1990-02-19	—	3866165632	5768 Lincoln Way, Phoenix, AZ	0.58	Name re-cased Date of birth reformatted Phone reformatted City re-cased+5 more
ENR-114847	ENR	Grace K Harrison	1956-10-08	UHC-04847-63	4546100957	592 Ocean Ave # 488, Mesa, AZ, 85256	0.58	Unit split from street ZIP+4 trimmed Gender normalised
TPA-50615	TPA	Benjamin B Harris	1978-11-02	—	7414289056	1764 Mountain View Dr, Las Vegas, NV, 89190	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-54052	TPA	Walter P Meyer	1980-06-04	—	—	2722 Grand Ave, Scottsdale, AZ, 85224	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
PRV-26729	PRV	Andrea Gomeez	1987-10-27	UHC-49598-70	7345869631	9419 Sunset Blvd, Tucson, AZ, 85762	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-133726	ENR	Dylan K Alvarez	1952-05-02	UHC-67671-39	5204668923	1148 Park Pl, Sacramento, CA, 95826	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-141922	ENR	Digo Dominguez	1985-01-01	UHC-90646-41	6667232138	3937 Lake View Rd # 689, Austin, TX, 78784	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-137643	ENR	Jooyce Hanson	1963-01-25	UHC-16292-82	5929365554	7610 Mountain View Dr, Plano, TX, 75019	0.58	Name split from “Last, First”ZIP+4 trimmed Gender normalised
CLM-422086	CLM	Joyce I Duncan	1994-06-08	UHC-27486-99	8044194490	1676 Baseline Rd, Seattle, WA, 98139	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-401918	CLM	Mary Mason	1994-08-06	UHC-85232-94	—	9474 Lake View Rd, Austin, TX, 78733	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-404495	CLM	Heather Soto	1972-04-28	UHC-92949-91	9742559371	4780 Union St, Tampa, FL, 33662	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-427051	CLM	Isabella Singh	1949-11-14	—	9162509220	8764 Baseline Rd, Columbus, OH, 43296	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-131538	ENR	Jack Rose	1954-02-02	UHC-37958-45	8274787053	1069 Park Pl, Chandler, AZ, 85231	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-23239	PRV	Peter I McCoy	2000-04-02	—	8799884815	3108 Desert Sky Blvd, Columbus, OH, 43270	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-127319	ENR	Christina J Munoz	1957-05-08	UHC-25323-59	4713702283	6317 River Rd, Minneapolis, MN, 55404	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-425705	CLM	Jack Coleman	1964-09-02	UHC-66711-76	3779367466	8122 Main St, Phoenix, AZ, 85088	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-104874	ENR	Justin Hansen	1988-07-23	UHC-01798-59	2374928581	7600 Cedar Ln, Phoenix, AZ, 85021	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more

16,828 rows, page 106 of 337Previous Next