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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139056	ENR	Vincent Q Ward	1982-04-26	UHC-40362-42	8594690912	2532 Market St, Mesa, AZ, 85201	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-104875	ENR	Justin Hansen	1988-07-23	UHC-01798-59	2374928581	7600 Cedar Ln, Phoenix, AZ, 85021	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-401506	CLM	Dorothy Ray	1980-07-15	UHC-84925-59	9869724173	802 Church St, San Antonio, TX, 78250	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-141599	ENR	Ahmed E Silva	1986-03-04	UHC-14575-83	6624801071	3571 Indian School Rd, Orlando, FL, 32877	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52729	TPA	Patricia Diaz	1988-12-12	UHC-24304-39	2249143798	1160 Washington St, Minneapolis, MN, 55427	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-50208	TPA	Lawrence Sanchez	1939-11-08	UHC-61874-07	2237078293	6912 Baseline Rd, Tucson, AZ, 85716	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427357	CLM	Diana Long	2007-11-05	UHC-77612-55	3562153840	7104 Sage Ct, Houston, TX, 77029	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23922	PRV	Stephen Hansen	1939-05-11	UHC-67426-32	—	8089 Pine Dr, Fresno, CA, 93739	0.74	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-52070	TPA	Ann Cook	2002-01-18	UHC-96679-77	—	6761 Park Pl, Fresno, CA, 93746	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-421982	CLM	Albert Diaz	1944-07-06	UHC-94730-52	7906992008	3720 Church St, Nashville, TN, 37298	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100358	ENR	Jonathan Edwards	1969-10-03	UHC-24676-54	9329393204	2491 Palm Dr, Denver, CO, 80261	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139701	ENR	Russell Matthews	2002-06-26	UHC-10245-84	3513975523	288 Desert Sky Blvd, San Antonio, TX, 78282	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-430078	CLM	Joyce Hughes	1975-01-28	UHC-03319-12	—	4430 Park Pl, Atlanta, GA, 30309	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-132987	ENR	Joan O Mills	1970-09-16	UHC-14255-29	5383176581	9345 Elm St, Tampa, FL, 33679	0.74	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-52490	TPA	Aaron Colle	1994-08-21	—	7404310654	3158 Elm St, Tucson, AZ, 85742	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120650	ENR	Karen Lucas	1956-07-02	UHC-43243-09	—	6460 Bayshore Dr, Phoenix, AZ, 85002	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54905	TPA	Victoria Padilla	1952-10-26	UHC-84331-08	—	5959 Canyon Rd, Las Vegas, NV, 89122	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-129535	ENR	Edward Q Dunn	1966-12-19	UHC-83791-65	6384123788	4734 Cedar Ln, Los Angeles, CA, 90061	0.74	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-410424	CLM	Sott Steven	1953-04-17	—	3796709678	9280 Central Ave, Gilbert, AZ, 85273	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141246	ENR	Peter Roberts	2009-09-12	UHC-81497-96	6742520210	1031 Grand Ave, Plano, TX, 75042	0.74	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+3 more
PRV-20877	PRV	Andrew Little	1958-05-10	UHC-87409-19	5946673145	7294 Spring St, Chandler, AZ, 85257	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51991	TPA	Sofia Baker	1944-07-07	—	6855447021	2623 Baseline Rd, Dallas, TX, 75261	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137560	ENR	Hiroshi Tucker	1991-09-26	UHC-97146-79	7358520018	1742 Washington St, Atlanta, GA, 30300	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142372	ENR	Nathan Williamson	1978-06-20	UHC-01647-59	9415719840	3051 Bayshore Dr, Tampa, FL, 33693	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103553	ENR	Kathleen U Madina	1942-08-15	UHC-06034-54	8202887015	1063 Desert Sky Blvd, Glendale, AZ, 85349	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
CLM-419774	CLM	Noah Washington	1978-09-03	UHC-11037-22	—	4831 Apache Blvd, Nashville, TN, 37255	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423791	CLM	Cox Y Samantha	1974-01-03	UHC-42367-19	2772901430	7598 Oak St, Dallas, TX, 75291	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132639	ENR	William V Barnes	1979-08-02	UHC-67358-01	7974293706	4881 Main St, Gilbert, AZ, 85234	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55670	TPA	Joe Richards	1945-09-03	—	—	5655 Ridge Rd, Minneapolis, MN, 55404	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60239	TPA	Amy Berry	1942-11-21	—	—	2566 Lake View Rd, Glendale, AZ, 85304	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51276	TPA	Kathryn Harrison	1974-01-11	—	2797703167	2953 Elm St, Orlando, FL, 32855	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109525	ENR	Patricia D Wilson	1980-12-14	UHC-39355-98	6659349692	5447 Sage Ct, Columbus, OH, 43240	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117961	ENR	Jeffrey C Turner	1954-01-08	UHC-25947-09	8196217032	5198 Sage Ct, Fresno, CA, 93751	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405641	CLM	Andrew Davis	1980-03-19	UHC-87127-13	9404659477	1983 Oak St, Tucson, AZ, 85725	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405640	CLM	Andrew Davis	1980-03-19	UHC-87127-13	9404659477	1983 Oak St, Tucson, AZ, 85725	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-429592	CLM	Marcus Russell	1975-05-21	UHC-96252-01	—	1187 Church St, Gilbert, AZ, 85212	0.74	Name re-cased Date of birth reformatted State code upper-cased Email lower-cased+3 more
ENR-119660	ENR	Donald M Riley	2004-07-23	UHC-81912-39	3116639829	5391 Palm Dr, Eden Prairie, MN, 55397	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132560	ENR	Frances S Davis	1990-05-01	UHC-14134-97	2732887715	8923 Desert Sky Blvd, Plano, TX, 75019	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-54012	TPA	Joshua Roberts	1963-03-27	—	—	9038 Washington St, Columbus, OH, 43202	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-64018	TPA	Hiroshi Day	1998-11-02	—	2143366818	9870 Apache Blvd, Mesa, AZ, 85278	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131996	ENR	Brandon P Park	1988-03-22	UHC-85151-54	9775612681	504 Indian School Rd, Sacramento, CA, 95817	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21298	PRV	John Wast	1938-01-22	UHC-39164-01	7749919668	8348 Market St, Austin, TX, 78748	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-104839	ENR	Charles Bryant	1941-02-14	UHC-49268-46	3836539595	5600 Baseline Rd, San Antonio, TX, 78237	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133358	ENR	Harold J Lucas	1950-05-13	UHC-90764-36	—	9808 Park Pl, Tempe, AZ, 85287	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103858	ENR	Hannah Young	2001-02-22	UHC-12727-47	3338285049	3496 Cedar Ln, Minneapolis, MN, 55481	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-24591	PRV	Kathleen Crawford	1999-06-01	UHC-99013-43	3078235692	5269 Jefferson Ave, Glendale, AZ, 85356	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430667	CLM	Dors Lynch	1946-01-01	—	7339846398	905 Mountain View Dr, San Diego, CA, 92175	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110151	ENR	Frank W Murphy	1972-06-08	UHC-42751-19	6369324119	6085 Grand Ave, Fresno, CA, 93706	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-103349	ENR	Emma A Perez	1997-09-25	UHC-52568-47	5022144702	5635 Oak St, Gilbert, AZ, 85241	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52233	TPA	Margaret Warren	1988-11-03	—	—	1560 Washington St, Atlanta, GA, 30344	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

4,010 rows, page 38 of 81Previous Next