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 “Middle initial moved out of first name”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMiddle initial moved out of first nameClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111979	ENR	Amy S Lucas	1986-08-11	UHC-81763-72	8409356103	5591 Forest Ave, Atlanta, GA, 30317	0.70	Middle initial moved out of first name Email lower-cased Gender normalised
ENR-104218	ENR	Dan Q Patterson	1940-08-21	UHC-22446-16	8853448891	5843 Main St Apt 38, Miami, FL, 33192	0.70	Middle initial moved out of first name Phone reformatted Unit split from street
ENR-135987	ENR	Lori U Ellis	1947-10-21	UHC-66036-03	6647841979	7470 Bayshore Dr, Scottsdale, AZ, 85202	0.70	Middle initial moved out of first name Street suffix standardised Address re-cased
ENR-104445	ENR	Beth G Vazquez	1982-08-07	UHC-78298-23	8467281083	5770 Jefferson Ave, Glendale, AZ, 85306	0.70	Middle initial moved out of first name Phone reformatted ZIP+4 trimmed
PRV-22413	PRV	Camila W Sandoval	1983-09-18	UHC-60824-59	4592179167	5221 Broadway Apt 16, Seattle, WA, 98142	0.70	Middle initial moved out of first name Phone reformatted Unit split from street
ENR-108701	ENR	Joyce P Perry	1972-09-08	UHC-51288-35	—	—	0.70	Middle initial moved out of first name Two-digit birth year Placeholder values cleared
ENR-141301	ENR	Jezse U Bennett	1940-12-16	UHC-57219-23	9488340392	3288 Forest Ave, Jacksonville, FL, 32201	0.70	Middle initial moved out of first name Email lower-cased Gender normalised
CLM-419456	CLM	Sofia U Matthews	1948-02-23	UHC-59775-17	7109726382	6116 Harbor Blvd, Scottsdale, AZ, 85244	0.70	Name split from “Last, First”Middle initial moved out of first name Phone reformatted
ENR-114259	ENR	Willie B Gonzales	2008-09-23	UHC-76085-13	8395498872	4425 Indian School Rd, Austin, TX, 78795	0.70	Name split from “Last, First”Middle initial moved out of first name Placeholder values cleared
PRV-22312	PRV	Denise Q Lane	—	—	3863616140	8532 Sage Ct, Houston, TX, 77041	0.70	Middle initial moved out of first name Date of birth unreadable Placeholder values cleared
ENR-123716	ENR	Salazar M Julie	1945-11-07	UHC-75947-68	4568253507	7977 Forest Ave, Sacramento, CA	0.70	Middle initial moved out of first name Phone reformatted ZIP missing
ENR-132926	ENR	David L Cooper	1952-10-03	UHC-31002-68	2127647184	4490 Valley View Dr, Columbus, OH, 43232	0.72	Middle initial moved out of first name State name converted to code
PRV-24301	PRV	Doris D Watson	1951-12-05	UHC-23249-96	5264765344	6258 Forest Ave, Charlotte, NC, 28267	0.72	Middle initial moved out of first name ZIP+4 trimmed
ENR-111824	ENR	Kayla I Robinson	1991-12-08	UHC-55004-98	7306244131	3503 Broadway, Las Vegas, NV, 89198	0.74	Middle initial moved out of first name Phone reformatted Member ID reformatted City re-cased+3 more
CLM-423187	CLM	Jennifer U Weaver	1966-01-21	UHC-23136-26	5179445337	—	0.74	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-133075	ENR	Michael G Chapman	1980-02-27	UHC-12278-83	2157873890	8073 River Rd, Jacksonville, FL, 32274	0.74	Middle initial moved out of first name Name re-cased Phone reformatted City re-cased+3 more
ENR-129737	ENR	Raymond X McCoy	1957-06-12	UHC-38052-26	6009033498	6844 Harbor Blvd, Scottsdale, AZ, 85208	0.76	Middle initial moved out of first name Name re-cased Phone reformatted City re-cased+2 more
CLM-427839	CLM	Patricia Z Lawson	1963-01-04	UHC-61632-44	—	2289 Broadway, San Antonio, TX, 78251	0.76	Middle initial moved out of first name Name re-cased Date of birth reformatted City re-cased+2 more
ENR-120372	ENR	Diana I Willis	1993-12-28	UHC-24003-43	4202627379	435 Washington St, Atlanta, GA, 30301	0.76	Middle initial moved out of first name Name re-cased Date of birth reformatted State code upper-cased+2 more
ENR-129078	ENR	Sharon E Rose	2004-02-27	UHC-55095-57	2703965719	760 Willow Ct, Plano, TX, 75011	0.76	Middle initial moved out of first name Name re-cased Date of birth reformatted Email lower-cased+2 more
ENR-124577	ENR	Karen C Freeman	1979-04-06	UHC-48570-94	2126142445	3627 Ocean Ave, Miami, FL, 33190	0.76	Middle initial moved out of first name Name re-cased Phone reformatted Email lower-cased+2 more
CLM-427927	CLM	Kevin T Guerrero	1956-03-23	UHC-55296-65	3795891436	4927 River Rd, Fresno, CA, 93783	0.76	Middle initial moved out of first name Phone reformatted Member ID reformatted City re-cased+2 more
PRV-20295	PRV	Kathryn L Vasquez	1985-08-26	UHC-16182-62	8316704889	1861 Cedar Ln, Los Angeles, CA, 90060	0.76	Middle initial moved out of first name Phone reformatted Member ID reformatted Email lower-cased+2 more
ENR-118554	ENR	Deise H Peters	1989-01-07	UHC-79017-66	2322649701	7113 Park Pl, Nashville, TN, 37252	0.76	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-113653	ENR	Ryan S Lee	1954-03-19	UHC-00591-94	8004929199	3536 Market St, Phoenix, AZ, 85003	0.76	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-105812	ENR	Joe M Floras	1977-12-18	UHC-45040-71	6988253862	8481 River Rd, Plano, TX, 75008	0.76	Middle initial moved out of first name Name re-cased Phone reformatted State code upper-cased+2 more
CLM-425215	CLM	Sofia P Guerrero	1958-11-24	UHC-77814-77	7436579225	—	0.76	Middle initial moved out of first name Name re-cased Date of birth reformatted Member ID reformatted+2 more
ENR-133582	ENR	Lauren U Gordon	1958-10-27	UHC-31771-83	5944924668	2676 Mesa Dr, Miami, FL, 33182	0.76	Middle initial moved out of first name Name re-cased Phone reformatted City re-cased+2 more
ENR-115437	ENR	Sandra S Wallace	1954-01-12	UHC-68071-83	9202190072	4945 Willow Ct, Atlanta, GA, 30334	0.76	Middle initial moved out of first name Name re-cased Phone reformatted City re-cased+2 more
ENR-102078	ENR	Arthur F Austin	1977-04-03	UHC-81712-05	5698880205	—	0.76	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-138239	ENR	Carolyn K Fuller	1996-12-10	UHC-10166-76	9234852955	5749 Mountain View Dr, Austin, TX, 78736	0.76	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
CLM-401426	CLM	Amanda M Daniels	1938-08-18	UHC-10897-78	—	8322 Sage Ct, Nashville, TN, 37216	0.76	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Email lower-cased+2 more
PRV-20358	PRV	Rebecca Y Garza	1976-06-04	UHC-50074-12	—	—	0.76	Middle initial moved out of first name Name re-cased Date of birth reformatted Member ID reformatted+2 more
ENR-104883	ENR	Kelly Z Munoz	1944-09-17	UHC-78676-71	7317642615	8886 Central Ave, Plano, TX, 75066	0.76	Middle initial moved out of first name Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-135534	ENR	Pamela X Little	1944-02-19	UHC-32755-61	2077861357	8997 Forest Ave, Tucson, AZ, 85797	0.76	Middle initial moved out of first name Name re-cased Phone reformatted State code upper-cased+2 more
CLM-406297	CLM	Sarah T Sctot	1944-05-16	UHC-34036-57	—	—	0.78	Middle initial moved out of first name Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-426352	CLM	Gloria A Fernandez	1954-01-05	UHC-87618-90	7484380394	615 Lake View Rd, Dallas, TX, 75279	0.78	Middle initial moved out of first name Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-427780	CLM	Robert J Bryant	1972-12-14	UHC-33831-92	9584237385	7085 Maple Ave, Orlando, FL, 32863	0.78	Middle initial moved out of first name Name re-cased Phone reformatted Whitespace trimmed+1 more
ENR-115770	ENR	Elijah F Murphy	1975-12-10	UHC-90176-56	3752383028	616 Palm Dr, Sacramento, CA, 95832	0.78	Middle initial moved out of first name Name re-cased Phone reformatted Email lower-cased+1 more
ENR-103059	ENR	Jack L Lee	1991-08-09	UHC-43520-33	4417885629	—	0.78	Middle initial moved out of first name Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-130493	ENR	Joyce Z Clark	1949-01-21	UHC-03973-63	2748927201	9737 Sunset Blvd, Columbus, OH, 43279	0.78	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+1 more
ENR-108002	ENR	Nathan G Hoffman	1949-01-13	UHC-41869-67	9665742563	2381 Willow Ct, Gilbert, AZ, 85265	0.78	Middle initial moved out of first name Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-139271	ENR	Lawrence D Rojas	1948-07-10	UHC-94431-48	4986509324	691 Palm Dr, Eden Prairie, MN, 55386	0.78	Middle initial moved out of first name Name re-cased Member ID reformatted Whitespace trimmed+1 more
CLM-407300	CLM	Rachel S Crawford	1987-05-04	—	8209332221	—	0.78	Middle initial moved out of first name Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-142843	ENR	Joyce U Vazquez	2005-12-23	—	5914665163	2913 Lake View Rd, Eden Prairie, MN, 55309	0.78	Middle initial moved out of first name Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
ENR-122934	ENR	Kyle H Lynch	1947-10-15	UHC-65995-18	7977288722	7672 Washington St, Phoenix, AZ, 85018	0.78	Middle initial moved out of first name Name re-cased City re-cased Email lower-cased+1 more
ENR-108405	ENR	Frank Y Simpson	1946-09-11	UHC-30318-98	4379011316	1478 Grand Ave, Houston, TX, 77069	0.78	Middle initial moved out of first name Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-128017	ENR	Lauren I Jenkins	1964-06-08	UHC-67125-69	8685269099	6499 Meadow Ln, Plano, TX, 75013	0.78	Middle initial moved out of first name Name re-cased Phone reformatted Whitespace trimmed+1 more
ENR-112338	ENR	Gerald W Ramirez	1975-05-28	UHC-09097-49	8484342645	7735 Ridge Rd, Nashville, TN, 37236	0.78	Middle initial moved out of first name Date of birth reformatted Phone reformatted State code upper-cased+1 more
TPA-57304	TPA	Kelley M Frank	1942-02-28	—	—	4477 Sunset Blvd, Jacksonville, FL, 32204	0.78	Middle initial moved out of first name Name re-cased Date of birth reformatted Whitespace trimmed+1 more

1,125 rows, page 19 of 23Previous Next