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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106950	ENR	Mariana Clark	1965-07-06	UHC-01048-79	7072586657	1205 River Rd, Eden Prairie, MN, 55384	0.70	SSN last four extracted Street suffix standardised Address re-cased
ENR-114464	ENR	Scott H Sullivan	1967-03-14	UHC-92896-53	—	7819 Willow Ct, Denver, CO, 80266	0.72	Phone missing area code SSN last four extracted
ENR-132876	ENR	Kayla W Le	2002-03-09	UHC-50548-50	5529273722	2921 Market St # 179, Miami, FL, 33180	0.72	SSN last four extracted Unit split from street
ENR-106370	ENR	Laura V Alvarez	1994-01-13	UHC-59481-37	2819546655	231 Grand Ave, Glendale, AZ, 85322	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-28472	PRV	Keith Millre	—	UHC-21541-75	—	—	0.72	Date of birth unreadable SSN last four extracted
ENR-128522	ENR	Jacqueline Hicks	1938-03-12	UHC-68514-41	3807367879	9011 Cedar Ln, Columbus, OH, 43214	0.72	Two-digit birth year SSN last four extracted
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-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-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-112339	ENR	Christian Foster	1967-05-16	UHC-88351-38	5647815697	7933 Elm St, Austin, TX, 78771	0.74	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-110438	ENR	Russell Lee	1938-07-21	UHC-29805-84	6637112755	9517 Canyon Rd, Eden Prairie, MN, 55366	0.74	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-129806	ENR	Logan Luna	1954-08-17	UHC-71151-34	4859171910	2999 Sage Ct, Las Vegas, NV, 89195	0.74	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-124019	ENR	Vincent Gutierrez	1941-03-03	UHC-14218-79	3528985204	6401 Desert Sky Blvd, Orlando, FL, 32812	0.74	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-105906	ENR	Wilile Johnson	1938-10-17	UHC-36023-37	9618583013	1333 Indian School Rd, Seattle, WA, 98169	0.74	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-135154	ENR	George Ford	1991-12-01	UHC-72353-72	4648132727	8138 Spring St, Scottsdale, AZ, 85280	0.74	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+3 more
TPA-60975	TPA	Alan Obrien	1961-03-02	—	5413450956	2792 Bayshore Dr, Atlanta, GA, 30391	0.74	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-116463	ENR	Melissa Gilbert	1999-03-20	UHC-06890-08	7594964891	8750 Palm Dr, Minneapolis, MN, 55498	0.74	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-136622	ENR	Helen Lucas	1961-09-24	UHC-64236-44	6755010390	1643 Washington St, Los Angeles, CA, 90032	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-136057	ENR	Beverly G Satos	1984-03-21	UHC-19689-95	7458275991	7505 Ocean Ave, Fresno, CA, 93736	0.74	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
TPA-57148	TPA	Bryan Gonzales	1982-09-28	—	4257360730	81 Union St, Minneapolis, MN, 55449	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-141726	ENR	Stephen G Fields	1940-11-08	UHC-68212-29	2724570997	2557 Washington St, Sacramento, CA, 95868	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-114784	ENR	Margaret Z Carpenter	2007-05-05	UHC-35414-22	8907996366	9174 Sunset Blvd, Fresno, CA, 93792	0.76	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
ENR-143036	ENR	Valentina S Santos	1950-03-18	UHC-96022-74	6806528938	5497 Broadway, Eden Prairie, MN, 55316	0.76	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-131812	ENR	Tony I Carter	1967-05-05	UHC-26245-20	9109893969	8844 Harbor Blvd, Minneapolis, MN, 55483	0.76	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-132531	ENR	Carl Campbell	1955-01-05	UHC-79675-76	9349815038	515 Canyon Rd, Sacramento, CA, 95870	0.76	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+2 more
CLM-408738	CLM	Sandra Franklin	1938-10-06	UHC-51432-41	8322977462	3855 Oak St, Fresno, CA, 93752	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-415515	CLM	Keyth Walker	1996-06-22	—	4463337236	8898 Apache Blvd, Dallas, TX, 75278	0.76	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+2 more
CLM-415548	CLM	Emma Perkins	1946-06-15	UHC-34856-35	—	683 Union St, Austin, TX, 78728	0.76	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+2 more
ENR-137346	ENR	Cheryl O Ferguson	2008-03-01	UHC-21156-85	7116308421	8828 Canyon Rd, Gilbert, AZ, 85288	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-108506	ENR	Hiroshi P Nunez	1976-12-20	UHC-91613-92	4909072204	9881 Forest Ave, Gilbert, AZ, 85215	0.76	Phone reformatted SSN last four extracted Email lower-cased Plan code upper-cased+2 more
ENR-128955	ENR	Judith Maldonado	2007-01-02	UHC-57528-29	6129373179	2777 Bayshore Dr, Fresno, CA, 93746	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-138012	ENR	Andrea Morrison	1968-07-20	UHC-35790-95	5195382360	7960 Jefferson Ave, Houston, TX, 77095	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-133475	ENR	Willie D James	1944-08-28	UHC-58960-36	8412927550	3802 Lincoln Way, Denver, CO, 80279	0.76	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-136454	ENR	Juan Peterson	1957-10-21	UHC-27316-33	6854464607	8556 Desert Sky Blvd, Eden Prairie, MN, 55301	0.76	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
ENR-116897	ENR	Jesse Lopez	1970-12-28	UHC-05354-37	9427697990	5274 Mountain View Dr, Tucson, AZ, 85737	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-104363	ENR	Diana A King	2000-01-26	UHC-18540-14	5739666934	4599 Elm St, Jacksonville, FL, 32244	0.76	Name re-cased Phone reformatted SSN last four extracted Plan code upper-cased+2 more
ENR-128172	ENR	Maria Q Garcia	1981-09-10	UHC-26872-43	6287714238	3787 Mountain View Dr, Houston, TX, 77048	0.76	Date of birth reformatted Phone reformatted SSN last four extracted Email lower-cased+2 more
ENR-130229	ENR	Daniel Lewis	1992-08-08	UHC-67523-37	—	6794 Forest Ave, Las Vegas, NV, 89110	0.76	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+2 more
CLM-411360	CLM	Julie Vazquez	1978-08-16	—	2178168733	—	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-108542	ENR	Kayla S Henry	1969-11-11	UHC-88085-99	7298348501	—	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-135939	ENR	David Henry	1938-09-08	UHC-00305-08	4584778767	7188 Broadway, San Diego, CA, 92109	0.76	Date of birth reformatted Member ID reformatted SSN last four extracted Address re-cased+2 more
ENR-124422	ENR	Sophiia Snyder	1943-04-09	UHC-97828-62	6444799872	9603 Jefferson Ave, Fresno, CA, 93747	0.76	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
ENR-133458	ENR	Angela Vargas	1950-08-24	UHC-08809-52	8589951572	1565 Ridge Rd, Seattle, WA, 98121	0.76	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+2 more
ENR-108790	ENR	Sean I Mason	1941-02-06	UHC-24199-06	7106039492	5236 Apache Blvd, Fresno, CA, 93726	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
TPA-56732	TPA	Steven K Welch	1999-11-20	UHC-45711-80	—	259 Broadway, Los Angeles, CA, 90000	0.76	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+2 more
ENR-103125	ENR	Anna Dixon	1967-09-20	UHC-96020-28	5837544786	4785 Maple Ave, Tampa, FL, 33684	0.76	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
ENR-139876	ENR	Emily Y Fowler	1953-02-02	UHC-20215-81	5435504833	6781 Highland Ave, Sacramento, CA, 95899	0.76	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+2 more
ENR-126847	ENR	Timothy N Scott	1949-07-22	UHC-53573-98	2379101779	449 Palm Dr, Nashville, TN, 37295	0.76	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-120189	ENR	Steven K Welch	1999-11-20	UHC-45711-80	7763764590	259 Broadway, Los Angeles, CA, 90000	0.76	Name re-cased Phone reformatted SSN last four extracted Address re-cased+2 more
ENR-135100	ENR	Bradley Bishop	2001-09-22	UHC-02311-67	3503625688	3761 Oak St, Chandler, AZ, 85221	0.76	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more

2,817 rows, page 45 of 57Previous Next