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-113777	ENR	Isabella Ramirez	2003-06-23	UHC-93692-17	—	3355 Elm St, Minneapolis, MN, 55479	0.64	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-111595	ENR	Dylan Wilson	—	UHC-63112-01	8235661270	406 Ridge Rd, Austin, TX, 78760	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
ENR-119775	ENR	Russell J Delgado	1992-08-23	UHC-92143-65	—	403 Apache Blvd, Tucson, AZ, 85766	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-104414	ENR	Wayne Wang	1963-02-23	UHC-60912-66	3194217820	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-117301	ENR	Matthew Z Rios	1960-04-19	UHC-47062-87	2394061505	96 Baseline Rd # 682, Phoenix, AZ, 85052	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-122991	ENR	Diana Morales	1957-12-27	UHC-23661-33	6607107124	7398 Washington St, Los Angeles, CA, 90084	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-134228	ENR	Mike H Thomas	1962-02-23	UHC-85355-01	—	3630 Highland Ave, Jacksonville, FL, 32220	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-129150	ENR	Patrick Phillips	2007-04-08	UHC-92658-26	—	1604 Church St # 179, Chandler, AZ, 85262	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-106266	ENR	Mateeo M Moreno	1978-11-16	UHC-39345-31	—	2119 Jefferson Ave # 617, Orlando, FL, 32884	0.64	Date of birth reformatted Unit split from street City re-cased State name converted to code+2 more
ENR-113549	ENR	Judy Castillo	1984-08-08	UHC-07136-97	8293027152	8966 Mountain View Dr, Sacramento, CA, 95851	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-104948	ENR	Raymond Coleman	1995-03-15	—	6698697619	62 Park Pl # 531, Jacksonville, FL, 32237	0.64	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-110590	ENR	Judy Henderson	—	UHC-00388-01	—	4383 Oak St, Plano, TX, 75095	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-101746	ENR	Brittany U Cook	1982-05-21	—	2096167941	1407 Elm St, Nashville, TN, 37292	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-129327	ENR	Pamela K Grant	1961-09-13	UHC-80809-65	8833087580	2444 Ocean Ave, Scottsdale, AZ, 85251	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-103807	ENR	Ruth Washington	2000-01-01	UHC-31281-40	2494934431	5227 Church St, Chandler, AZ, 85270	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-125440	ENR	Marilyn J Carr	1960-12-19	UHC-90566-07	4926232397	3588 Jefferson Ave Apt 15, Tampa, FL, 33631	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125441	ENR	Marilyn J Carr	1960-12-19	UHC-90566-07	4926232397	3588 Jefferson Ave Apt 15, Tampa, FL, 33631	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-134453	ENR	Pamela N Reid	1986-07-06	UHC-83233-52	8305038199	8710 Sunset Blvd, Houston, TX, 77018	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114597	ENR	Kayla Johnson	1994-04-25	UHC-35465-95	3018484514	5611 Maple Ave, Dallas, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-123734	ENR	Madison A Salazar	1984-11-24	UHC-03727-81	7146505589	1081 Pine Dr Apt 37, Tempe, AZ, 85220	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123130	ENR	Jessica Daniels	1995-04-13	UHC-65761-03	8668036594	5520 Broadway, Columbus, OH, 43254	0.64	Name re-cased Phone reformatted Address re-cased State name converted to code+2 more
ENR-138141	ENR	Yuki O Maldonado	1980-05-26	UHC-77154-60	6806785902	2304 Highland Ave, Las Vegas, NV	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-116157	ENR	Justin Padilla	1991-01-05	UHC-89279-40	8173599085	822 Highland Ave, Jacksonville, FL, 32282	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110230	ENR	Scott L Cooper	2008-02-08	UHC-57705-65	6823677988	9015 Church St, Glendale, AZ, 85352	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131279	ENR	Albert Garrett	1982-08-01	UHC-12932-13	9533020547	9517 Desert Sky Blvd, Eden Prairie, MN	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-140564	ENR	George Sullivan	2002-08-26	UHC-30278-64	6616920200	5922 Cedar Ln, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-124711	ENR	Pamela Morrison	1996-05-10	UHC-90122-97	8297454688	9111 Mountain View Dr, Scottsdale, AZ, 85247	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-111724	ENR	Juan Q Powell	1975-01-22	UHC-99289-88	—	1179 Bayshore Dr # 129, Los Angeles, CA, 90058	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-100845	ENR	Justin R Robertson	2005-01-13	UHC-36053-50	5574706801	1356 River Rd, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-115794	ENR	Aam Jacobs	1956-07-03	—	7529918001	2921 Mesa Dr, Phoenix, AZ, 85010	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-116009	ENR	Nancy Lewis	1984-11-14	UHC-97623-93	2995272899	6223 Valley View Dr, Austin, TX, 78732	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-120624	ENR	Vincent T Crawford	1963-08-06	UHC-57217-84	2935395650	2574 Oak St, Charlotte, NC, 28234	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-123469	ENR	Joseph V Singh	2004-02-27	UHC-18019-52	8848440562	6408 Market St, Austin, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-118671	ENR	Michelle W Rivera	1989-06-02	UHC-89576-64	3225737826	6134 Hillcrest Rd, Tampa, FL, 33667	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-114223	ENR	Emily Q Robnson	1943-07-14	UHC-82354-80	2897454739	4500 Mesa Dr, Tucson, AZ, 85737	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110036	ENR	Austin Z Stone	1957-12-23	UHC-48905-18	—	5773 Cedar Ln, Miami, FL, 33104	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-104923	ENR	Linda Luna	1956-06-23	UHC-58794-29	6947805839	5602 Baseline Rd, Denver, CO, 80214	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-124429	ENR	Bryan H Bowman	1967-06-24	UHC-87473-19	—	2395 Lake View Rd, Seattle, WA, 98184	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-131781	ENR	Phillips Judith	2007-06-26	UHC-30001-07	9382963912	8396 Oak St, Dallas, TX, 75284	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-129371	ENR	Stephanie X Pamler	1987-10-22	UHC-89086-16	7517468238	3874 Elm St, Gilbert, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138077	ENR	Marcus X Walsh	1997-07-05	UHC-37839-21	9878415044	9217 Church St, Tampa, FL, 33645	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-121944	ENR	Ahmed H Lewis	1986-11-18	UHC-62800-86	—	1864 Baseline Rd, Miami, FL, 33155	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
ENR-121945	ENR	Ahmed H Lewis	1986-11-18	UHC-62800-86	—	1864 Baseline Rd, Miami, FL, 33155	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
ENR-132147	ENR	Gerald F Walsh	1992-12-12	UHC-26959-99	5344482132	4133 Forest Ave, Las Vegas, NV, 89126	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138798	ENR	Denise Gray	2001-03-07	UHC-88527-68	9734819759	6142 Indian School Rd, Columbus, OH, 43203	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-111255	ENR	Lisa Rose	1979-12-07	UHC-08980-34	—	4673 Church St, Columbus, OH	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-104030	ENR	Jesse B Webb	1952-05-09	UHC-06711-16	—	843 Central Ave, Eden Prairie, MN, 55356	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-137961	ENR	Kevyn C Willis	1977-08-28	UHC-76668-92	—	8245 Valley View Dr # 827, San Diego, CA, 92101	0.64	Unit split from street Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-135835	ENR	Willie Chavez	2007-02-03	UHC-34974-99	5147086363	4782 Pine Dr, Denver, CO, 80289	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130055	ENR	Barbarra X Brooks	1996-11-13	UHC-35893-48	7256006505	455 Main St, Tampa, FL, 33655	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

16,916 rows, page 92 of 339Previous Next