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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113682	ENR	Albert J Stphens	1967-02-04	UHC-44227-93	2968297461	3440 Baseline Rd, Phoenix, AZ, 85097	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131764	ENR	Juudy Kim	1948-05-11	UHC-47691-30	2655955175	1313 Market St, Miami, FL, 33161	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134713	ENR	Denise Santos	2005-12-01	UHC-49411-48	2075642361	5029 Jefferson Ave, Columbus, OH, 43255	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-124336	ENR	Jonathan Franklin	1946-11-26	UHC-43187-68	6024857554	5396 Central Ave, Minneapolis, MN, 55443	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101677	ENR	Frrank Y Park	1940-10-09	UHC-71024-06	—	9254 Cedar Ln, Sacramento, CA, 95886	0.72	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-128806	ENR	Nicole F Payne	1948-09-08	UHC-53278-73	9219110370	6830 Church St, Fresno, CA, 93739	0.72	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-104339	ENR	Paul Little	1984-11-06	UHC-44878-82	2127981973	3698 Bayshore Dr, Los Angeles, CA, 90010	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-133451	ENR	Douglas L Arnold	1991-03-01	UHC-22169-60	—	4155 Lincoln Way, Tampa, FL, 33620	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-100506	ENR	Ana George	1976-08-11	UHC-80940-37	5393476904	610 Maple Ave, Minneapolis, MN, 55469	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127530	ENR	Hannah F Kelley	1965-04-02	UHC-51043-32	9588503503	1591 Broadway # 934, Columbus, OH, 43275	0.72	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-101299	ENR	Garrett I Jason	2002-09-09	UHC-15801-99	2837872669	4930 Lincoln Way, Tucson, AZ, 85777	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-115251	ENR	Bruce E Stone	2006-02-06	UHC-02412-43	7777630224	4565 Mountain View Dr, Phoenix, AZ, 85096	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122028	ENR	Ana Z Watkins	2003-05-15	UHC-50126-88	3909087968	1362 Market St, Seattle, WA, 98126	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-101231	ENR	Jonathan King	1958-10-06	UHC-35994-06	5342315110	8496 Indian School Rd, Austin, TX, 78726	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-142722	ENR	Amber J Burton	2001-09-17	UHC-56560-03	9259346575	1680 Spring St, San Diego, CA, 92152	0.72	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-131537	ENR	Susan Lewis	2004-06-24	UHC-86986-28	—	6888 Baseline Rd, Plano, TX, 75027	0.72	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-108467	ENR	Gloria Gardner	1977-09-07	UHC-15340-11	8578792676	952 Ridge Rd, Orlando, FL, 32800	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106391	ENR	Harold Valdez	1974-10-19	UHC-88603-40	6888801277	3155 Sunset Blvd, Charlotte, NC, 28259	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120951	ENR	Ronald Vargas	2001-06-27	UHC-34390-87	4768636175	4115 Meadow Ln, Chandler, AZ, 85265	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-104435	ENR	Steven Palmer	2004-11-16	UHC-23489-71	4419845218	5836 Apache Blvd, San Diego, CA, 92176	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-126118	ENR	Charles H Watson	1957-05-22	UHC-39319-89	6903054815	8858 Union St, San Diego, CA, 92154	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100312	ENR	Hannah S Wech	1980-05-12	UHC-28694-16	7318990955	5944 Union St, San Diego, CA, 92127	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120440	ENR	Marilyn X Salazar	1960-02-23	UHC-70510-93	—	256 Forest Ave, Seattle, WA, 98193	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-142612	ENR	Walter Johnson	2005-07-19	UHC-73620-14	4718833681	6264 Lake View Rd, Houston, TX, 77019	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142611	ENR	Walter Johnson	2005-07-19	UHC-73620-14	4718833681	6264 Lake View Rd, Houston, TX, 77019	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133778	ENR	Laura Olson	1956-01-06	UHC-58493-65	8858358928	4807 Bayshore Dr, Sacramento, CA, 95855	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133169	ENR	Dot N Patterson	1963-07-14	UHC-01755-52	9399406003	3384 Cedar Ln, Nashville, TN, 37266	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128115	ENR	Karen L Foster	1992-04-04	UHC-09837-69	6845393615	4572 Grand Ave, Jacksonville, FL, 32293	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135805	ENR	Patricia O Duncan	2004-11-07	UHC-06336-29	5884119837	186 Main St, Mesa, AZ, 85296	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107335	ENR	Aaron Cruz	1996-11-03	UHC-79801-51	6938838610	4625 Spring St, Las Vegas, NV, 89151	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137240	ENR	Raymond Hill	1979-07-20	UHC-45778-72	—	9453 Mountain View Dr, Charlotte, NC, 28263	0.74	Name re-cased SSN last four extracted City re-cased Email lower-cased+3 more
ENR-131345	ENR	Justin P Gonzalez	1959-09-26	UHC-86331-58	5439393152	5314 Church St, Las Vegas, NV, 89133	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140118	ENR	Billy Reid	1998-03-09	UHC-17079-68	—	2250 Apache Blvd, Eden Prairie, MN, 55376	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-130060	ENR	Elizabeth G Matthews	1945-02-02	UHC-57771-37	6698393011	2757 Ridge Rd, Chandler, AZ, 85272	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126218	ENR	Jacob Rios	2001-09-28	UHC-21344-09	8774382191	1761 Pine Dr, Houston, TX, 77059	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135714	ENR	Scott Rogers	1967-04-24	UHC-44575-22	4475385483	1447 Oak St, Los Angeles, CA, 90097	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129673	ENR	Russell Barnes	1983-08-21	UHC-92581-69	8248185713	4979 Hillcrest Rd, Nashville, TN, 37226	0.74	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-137990	ENR	Carol O Bryant	1951-09-03	UHC-00004-76	8264140892	2505 Meadow Ln, Jacksonville, FL, 32292	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-139668	ENR	Dorothy Meyer	2001-03-06	UHC-20628-10	5598047680	5323 Grand Ave, Minneapolis, MN, 55433	0.74	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+3 more
ENR-118186	ENR	Stephen Lucas	1988-02-15	UHC-60071-66	7332216110	5817 Willow Ct, Scottsdale, AZ, 85265	0.74	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-101142	ENR	Andrea Franklin	1997-12-01	UHC-44569-43	4108493683	959 Union St, Plano, TX, 75051	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-105414	ENR	Willie V Schmidt	1942-05-12	UHC-28576-15	2516074968	446 Maple Ave, Houston, TX, 77030	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101074	ENR	Grace O Little	1972-02-06	UHC-70114-35	7943580354	4309 Spring St, Scottsdale, AZ, 85229	0.74	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-104301	ENR	Arthur Bailey	1961-04-15	UHC-42737-39	4364073249	5113 Valley View Dr, Dallas, TX, 75283	0.74	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-122088	ENR	Catherine U Andrews	1946-06-08	UHC-95338-32	3709900809	8340 Lincoln Way, Atlanta, GA, 30383	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131119	ENR	Saamntha Y Cox	1974-01-03	UHC-42367-19	2772901430	7598 Oak St, Dallas, TX, 75291	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-131663	ENR	Kathryn Jenkins	1957-01-17	UHC-08226-92	2413367945	1346 Washington St, Chandler, AZ, 85262	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111910	ENR	Alan D Henry	1984-04-13	UHC-13004-16	6118710311	1586 Maple Ave, Jacksonville, FL, 32243	0.74	Name re-cased Phone reformatted Email lower-cased Gender normalised+3 more
ENR-100444	ENR	Janice I Allen	1951-06-03	UHC-18978-81	7705300057	8158 Central Ave, Tempe, AZ, 85270	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130017	ENR	Kathryn U Cooper	1979-09-21	UHC-84332-55	6334853736	2370 Ridge Rd, Mesa, AZ, 85215	0.74	Phone reformatted City re-cased State code upper-cased Email lower-cased+3 more

8,934 rows, page 81 of 179Previous Next