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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136565	ENR	Pamela P Jimenez	1972-09-02	UHC-07568-10	9377995611	4894 Broadway Apt 25, Charlotte, NC, 28222	0.68	Two-digit birth year Unit split from street Address re-cased City re-cased
ENR-118026	ENR	Donald Ray	1956-10-23	UHC-01772-80	5739124756	6568 Willow Ct Apt 14, Minneapolis, MN, 55405	0.68	Date of birth reformatted Unit split from street City re-cased Gender normalised
ENR-114010	ENR	Bobby A Henderson	1995-04-15	UHC-70285-55	5709873670	9539 Mesa Dr, Los Angeles, CA	0.68	Two-digit birth year Phone reformatted City re-cased ZIP missing
ENR-134544	ENR	Christian J Jenkins	—	UHC-54136-63	9337836522	5840 Broadway, Mesa, AZ, 85256	0.68	Date of birth missing Phone reformatted City re-cased Gender normalised
ENR-142184	ENR	Kayla Carter	2001-05-22	UHC-81353-86	9645993710	8758 Desert Sky Blvd, Austin, TX, 78708	0.68	Name split from “Last, First”Two-digit birth year City re-cased Email lower-cased
ENR-104343	ENR	Mark N Ford	1967-04-02	UHC-58600-22	—	8320 Willow Ct, Orlando, FL, 32879	0.68	Name split from “Last, First”Date of birth reformatted Phone missing area code City re-cased
ENR-122829	ENR	Zachary D Barnes	1954-07-17	UHC-67196-39	8039341074	3835 Camelback Rd, Austin, TX, 78759	0.68	Phone reformatted SSN last four extracted City re-cased ZIP+4 trimmed
ENR-102606	ENR	Thomas V Chavez	1958-01-21	UHC-08205-93	6396910334	6626 Market St, Miami, FL, 33199	0.68	Name split from “Last, First”Phone reformatted City re-cased State name converted to code
ENR-131334	ENR	Ryan J Rojas	1970-01-13	UHC-12417-66	—	8542 Jefferson Ave Apt 22, Charlotte, NC, 28260	0.68	Unit split from street Street suffix standardised Address re-cased City re-cased
ENR-100290	ENR	Robert Q Jenkins	1948-04-28	UHC-46816-23	7208274033	3732 Lake View Rd, Glendale, AZ, 85357	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
ENR-127891	ENR	Samuel V Aguilar	1945-10-21	UHC-17837-77	4072594636	3030 Indian School Rd, Minneapolis, MN, 55418	0.68	Two-digit birth year Phone reformatted City re-cased Gender normalised
ENR-102729	ENR	Kevin G Nelson	—	UHC-08394-23	8234131024	7386 Market St, Dallas, TX, 75269	0.68	Middle initial moved out of first name Date of birth unreadable City re-cased Plan code upper-cased
ENR-101636	ENR	Diego Z Woods	1988-10-12	UHC-49602-83	5888909008	4266 Ridge Rd, Houston, TX, 77004	0.68	Middle initial moved out of first name Phone reformatted City re-cased State name converted to code
ENR-133313	ENR	Eric E Rodriguez	1994-03-24	UHC-21498-87	7565973011	5422 Jefferson Ave, Jacksonville, FL	0.68	Street suffix standardised Address re-cased City re-cased ZIP missing
ENR-109149	ENR	Deborah Z Banks	1964-01-22	UHC-57459-80	9638990368	8093 Oak St, Phoenix, AZ, 85022	0.68	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed
ENR-102834	ENR	Rebecca V Clark	2004-07-06	UHC-91106-06	—	4900 Market St, San Antonio, TX, 78263	0.68	SSN last four extracted City re-cased Gender normalised Placeholder values cleared
ENR-121851	ENR	Ann G Stewart	1946-07-10	UHC-16347-57	2494362532	6460 Valley View Dr # 802, Gilbert, AZ, 85295	0.68	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed
ENR-139148	ENR	Lisa K Stevens	—	UHC-13790-13	6476378828	8250 Highland Ave, Chandler, AZ, 85205	0.68	Date of birth unreadable City re-cased Gender normalised Whitespace trimmed
ENR-105378	ENR	Carol Stevens	1942-04-05	UHC-34223-83	7206056203	8496 River Rd # 787, Minneapolis, MN, 55484	0.68	Unit split from street City re-cased Gender normalised Whitespace trimmed
ENR-112223	ENR	Billy Weebb	1957-06-15	UHC-42527-79	5646278513	209 Union St, Tempe, AZ, 85209	0.68	Phone reformatted City re-cased State name converted to code Gender normalised
ENR-103038	ENR	Andrew Butler	1999-09-24	UHC-29243-55	8827949220	6448 Palm Dr, Fresno, CA, 93787	0.68	Name split from “Last, First”City re-cased Gender normalised Whitespace trimmed
ENR-105992	ENR	Douglas Gilbert	1994-10-23	UHC-79322-76	—	7249 Market St # 872, San Antonio, TX, 78216	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased
ENR-133242	ENR	David Cox	2005-12-15	UHC-62175-68	—	3183 Oak St, Glendale, AZ, 85335	0.68	Date of birth reformatted Phone missing area code City re-cased ZIP+4 trimmed
ENR-129928	ENR	Kimberly C Hart	1995-12-05	UHC-93318-25	7012846521	6600 Indian School Rd, Tempe, AZ, 85219	0.68	SSN last four extracted City re-cased Gender normalised Placeholder values cleared
ENR-111674	ENR	Kayla Hansen	1950-12-08	UHC-30978-47	3135730845	5023 Church St # 736, Charlotte, NC, 28229	0.68	Unit split from street Street suffix standardised Address re-cased City re-cased
ENR-107464	ENR	Jerry Wood	1996-05-12	UHC-02505-37	8493396237	5552 Park Pl, Jacksonville, FL, 32268	0.68	Street suffix standardised Address re-cased City re-cased Gender normalised
ENR-108678	ENR	Priya N Adams	2008-05-26	UHC-46347-96	3218608794	2718 Washington St, Miami, FL, 33122	0.68	Two-digit birth year Phone reformatted City re-cased Gender normalised
ENR-133139	ENR	Denny Z Morgan	1952-05-17	UHC-00375-23	—	1239 Hillcrest Rd, Denver, CO, 80252	0.68	Middle initial moved out of first name Date of birth reformatted Phone missing area code City re-cased
ENR-117513	ENR	Heather White	1951-01-26	UHC-01484-39	3776458525	3934 Forest Ave, Columbus, OH, 43210	0.68	Street suffix standardised Address re-cased City re-cased State name converted to code
ENR-126782	ENR	Santiago Johnston	1947-06-08	UHC-07734-93	6914980202	8790 Palm Dr, Gilbert, AZ, 85246	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
ENR-114363	ENR	Thomas L Ramirez	1992-12-20	UHC-60213-84	7026555725	103 Union St, Miami, FL	0.68	Two-digit birth year City re-cased ZIP missing Email lower-cased
ENR-142144	ENR	Diana Crawford	1940-11-10	UHC-07279-30	4252348989	540 Meadow Ln, Sacramento, CA, 95847	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
ENR-101815	ENR	Priya Z Hughes	1998-09-22	UHC-84393-22	9629412867	63 Sunset Blvd, Atlanta, GA, 30389	0.68	Name split from “Last, First”SSN last four extracted City re-cased Placeholder values cleared
ENR-133141	ENR	Pamela U Wilson	1970-02-07	UHC-86455-03	4312669135	1186 Church St, Orlando, FL	0.68	Two-digit birth year City re-cased ZIP missing Whitespace trimmed
ENR-132246	ENR	Alexander Aguilar	2007-05-18	UHC-12791-12	6739604675	6809 Church St, Scottsdale, AZ	0.68	Name split from “Last, First”Phone reformatted City re-cased ZIP missing
ENR-110659	ENR	Jonathan H Ferguson	1989-10-14	UHC-53355-99	—	7819 Cedar Ln, Seattle, WA	0.68	Phone missing area code City re-cased ZIP missing Placeholder values cleared
ENR-134207	ENR	Anna Vega	1982-11-17	UHC-73708-80	4439452931	3495 Mountain View Dr, Phoenix, AZ, 85097	0.68	Name split from “Last, First”Two-digit birth year City re-cased Placeholder values cleared
ENR-141161	ENR	Richard Medina	1972-05-09	UHC-46415-43	—	3811 Mesa Dr, Chandler, AZ, 85214	0.68	City re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-142300	ENR	Kelly Y Chavez	1970-08-17	UHC-65250-73	7263469738	9898 Sunset Blvd, Tampa, FL	0.68	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed
ENR-134931	ENR	Barbara Cooper	1993-09-17	UHC-62320-38	4927428526	1440 Forest Ave Apt 5, Tempe, AZ, 85245	0.68	Unit split from street Street suffix standardised Address re-cased City re-cased
ENR-110926	ENR	Kevin Weebr	1963-10-24	UHC-17714-93	—	2909 Broadway, Plano, TX, 75012	0.70	City re-cased State name converted to code ZIP+4 trimmed
ENR-128116	ENR	Anna V Crawford	1943-11-06	UHC-20462-56	5918207984	2440 Main St # 544, Houston, TX, 77042	0.70	Unit split from street City re-cased Gender normalised
ENR-125432	ENR	Marcus Boyd	1980-03-05	UHC-45116-04	8852331451	8120 Central Ave, Las Vegas, NV, 89144	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-105515	ENR	Janet B Ross	2007-08-11	UHC-36044-21	5112243354	4119 Bayshore Dr, Charlotte, NC, 28251	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-128122	ENR	Lauren Contreras	1939-12-12	UHC-26709-23	8176600218	1656 Sage Ct, Eden Prairie, MN, 55363	0.70	Name split from “Last, First”City re-cased ZIP+4 trimmed
ENR-129947	ENR	Benjamin A Fuller	1980-12-22	UHC-02333-75	—	3846 Sunset Blvd, Las Vegas, NV, 89113	0.70	Phone missing area code City re-cased State name converted to code
ENR-119527	ENR	George M Bell	2008-02-09	UHC-61073-83	2425028549	3580 Spring St, Seattle, WA, 98150	0.70	City re-cased ZIP+4 trimmed Gender normalised
ENR-141159	ENR	Henry Jensen	1975-05-09	UHC-86555-86	8372836491	8650 Sunset Blvd, Las Vegas, NV, 89193	0.70	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-123815	ENR	Steven Henry	2005-04-14	UHC-49734-04	9624875932	2583 Elm St, Tempe, AZ, 85209	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-139818	ENR	Charles X Butler	1963-10-19	UHC-33196-93	8462801030	7058 Central Ave, Miami, FL	0.70	City re-cased ZIP missing Gender normalised

8,423 rows, page 74 of 169Previous Next