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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133310	ENR	Steven Rams	1969-01-26	UHC-53604-06	7312929098	1184 Hillcrest Rd, Sacramento, CA, 95863	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-130913	ENR	Nathhan E Knight	2000-02-11	UHC-02960-10	9477704749	431 Highland Ave, Dallas, TX, 75254	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-128848	ENR	Jesse V West	1946-11-25	UHC-82874-61	9418218477	6026 Hillcrest Rd, Denver, CO, 80256	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-110751	ENR	Frances Hill	1941-11-27	UHC-11640-50	7687767218	8660 Apache Blvd, Eden Prairie, MN, 55359	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-104018	ENR	Bryan R Bowman	1963-12-26	UHC-61619-10	4337776150	6735 Market St, Atlanta, GA, 30350	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-135389	ENR	Harold V Matthews	1967-11-23	UHC-47451-76	8814601146	1371 Elm St, Nashville, TN, 37212	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-421131	CLM	Hannah Hoffman	1951-10-12	UHC-41519-61	6418214518	2300 Elm St, Orlando, FL, 32879	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-112658	ENR	Virginia D Marrtin	1953-05-18	UHC-82287-41	7182520263	5201 Apache Blvd, Orlando, FL, 32875	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111015	ENR	Mariana D Fields	1960-11-22	UHC-96749-28	6022285654	4850 Apache Blvd, Mesa, AZ, 85234	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-129198	ENR	Abigail F Gilbert	1989-04-04	UHC-55949-97	—	937 Canyon Rd, Orlando, FL, 32841	0.60	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-119965	ENR	Eugene Dean	1980-11-04	UHC-92457-43	7034043731	1663 Forest Ave, Sacramento, CA, 95876	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-128147	ENR	Ralph U Amrstrong	1981-07-21	UHC-24998-70	6455889547	8223 Pine Dr, Los Angeles, CA, 90077	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-127777	ENR	Andrew Bryant	1951-01-06	UHC-48874-47	3472467726	5644 Mountain View Dr, Scottsdale, AZ, 85262	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-52997	TPA	Grace C Kelly	1992-06-04	—	7665060494	5725 Maple Ave, San Diego, CA, 92122	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-129223	ENR	Andrea L Wells	1974-04-08	UHC-09143-66	2962636283	1442 Highland Ave, Atlanta, GA, 30301	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-116918	ENR	Patty A Nguyen	2005-03-23	UHC-22321-64	7243578348	6015 Elm St, Fresno, CA, 93770	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-428227	CLM	Joan B Vazquez	1958-10-06	UHC-66979-80	3959648074	2813 Valley View Dr, Chandler, AZ, 85283	0.60	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-112337	ENR	Gerald W Ramirez	1975-05-28	UHC-09097-49	8484342645	7735 Ridge Rd, Nashville, TN, 37236	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-61276	TPA	Peter Cunningham	1949-04-19	UHC-72694-61	4467887589	331 Church St, Nashville, TN, 37293	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-431687	CLM	Andrew Q Marshall	1982-04-17	UHC-95340-43	7443086912	6828 Meadow Ln, San Diego, CA, 92120	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
TPA-61880	TPA	Doris Bradley	1942-01-11	—	4198625164	1142 Palm Dr, Austin, TX, 78771	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-121372	ENR	Andrew Y Dominguez	2008-06-06	UHC-74762-12	2778317507	2936 Broadway, Columbus, OH	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-141981	ENR	Brandon Cox	1969-02-23	UHC-48544-40	7149979450	9247 Mountain View Dr, Austin, TX, 78796	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421824	CLM	Jeffrey Green	1958-05-12	UHC-73338-83	—	6830 Church St, Columbus, OH, 43229	0.60	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-51158	TPA	Luis Sandoval	1986-02-12	—	7709047669	2264 Harbor Blvd, Charlotte, NC, 28276	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-419302	CLM	Adam Wheeler	1950-10-17	—	7826026135	3569 Jefferson Ave, Houston, TX, 77056	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-426497	CLM	Paul Marshall	1962-10-12	UHC-10623-89	5663160388	980 Central Ave, Atlanta, GA, 30388	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-116149	ENR	Logan P Soto	1944-04-23	UHC-78783-45	7958357007	7453 Maple Ave, Jacksonville, FL, 32295	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-417541	CLM	Susan Perkins	1992-07-11	UHC-70290-70	6397383695	1937 Central Ave, Tempe, AZ, 85289	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107972	ENR	John Delgado	1990-07-14	UHC-78053-81	6478350126	9808 Market St, Sacramento, CA, 95873	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-28485	PRV	Arthur R Johnson	1954-04-15	—	8954334474	8934 Forest Ave, Los Angeles, CA, 90099	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-425290	CLM	Patrick Collins	1974-11-27	UHC-70965-59	7308391245	1406 Maple Ave, Jacksonville, FL, 32222	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-119004	ENR	Nancy Wright	1984-01-05	UHC-03765-78	6073773218	8257 Mountain View Dr, Plano, TX, 75067	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-421126	CLM	Frnces P Ruiz	1949-05-28	UHC-20383-93	4406663884	4560 Cedar Ln, Mesa, AZ, 85215	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-423273	CLM	Bruce Carter	1968-03-28	UHC-29998-49	5447647503	3127 Mountain View Dr, San Diego, CA, 92119	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-27455	PRV	Arthur P Carter	1953-09-20	—	5048582651	7582 Washington St, Chandler, AZ, 85272	0.60	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-25681	PRV	Timothy Clark	1959-09-22	UHC-35369-94	3883590899	1801 Mountain View Dr, Orlando, FL, 32874	0.60	Two-digit birth year Street suffix standardised Address re-cased City re-cased+4 more
ENR-122889	ENR	Joyce Medina	1943-09-18	UHC-17090-46	7676833062	1257 Central Ave, San Diego, CA, 92137	0.60	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+4 more
ENR-114849	ENR	Debbie Q Cooper	1980-01-04	UHC-66987-74	6489207149	5581 Central Ave, San Antonio, TX, 78203	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-133351	ENR	Aaron Palmer	2005-08-20	UHC-08236-22	3215976906	9580 Indian School Rd, Scottsdale, AZ, 85208	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-419385	CLM	Albert Black	1944-11-07	UHC-18721-11	9566036193	5999 Palm Dr, Sacramento, CA, 95843	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-406877	CLM	Eugene Fisher	1969-09-25	UHC-45550-42	4097157953	8143 Baseline Rd, Chandler, AZ, 85258	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
PRV-26236	PRV	Carolyn Walker	1997-04-28	—	6283121431	911 Mountain View Dr, Minneapolis, MN, 55471	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-101690	ENR	Melissa Jimenez	1939-10-06	UHC-42639-44	8898156374	6734 Pine Dr, Atlanta, GA, 30373	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-114585	ENR	Christopher Z Stewart	2007-01-04	UHC-24875-05	2935431305	3083 Main St, Houston, TX, 77068	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-117032	ENR	Luis S Howard	1987-09-10	UHC-63334-20	5407541885	744 Harbor Blvd, Las Vegas, NV, 89139	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-54553	TPA	Sara Campbell	1942-12-26	—	2949606419	5159 Desert Sky Blvd, Gilbert, AZ, 85261	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-140612	ENR	Bradley Perez	1988-02-23	UHC-12473-59	8529010649	3352 Oak St, Orlando, FL, 32837	0.60	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-137650	ENR	Gregory Pena	1944-04-24	UHC-46769-63	5237698601	1872 Meadow Ln, Columbus, OH, 43218	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-407616	CLM	Barbara Rojas	1974-05-22	—	3116896591	8037 Church St, Miami, FL, 33161	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more

6,661 rows, page 47 of 134Previous Next