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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-122001	ENR	Christopher P Thompson	1939-09-01	UHC-45364-76	—	9639 Broadway, Mesa, AZ, 85258	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-412511	CLM	Kyle Jensen	1954-08-01	—	—	5279 Spring St, Las Vegas, NV, 89131	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-140975	ENR	Virginia Diaz	2001-09-22	UHC-64247-69	2092912754	7053 Apache Blvd, Scottsdale, AZ, 85213	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-417156	CLM	Jesse Dean	1985-05-24	UHC-90899-50	—	8179 Ridge Rd, Chandler, AZ, 85206	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-60750	TPA	Charlotte Peters	1997-05-10	—	3615884195	8173 Park Pl, Tampa, FL, 33605	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
TPA-60751	TPA	Charlotte Peters	1997-05-10	—	3615884195	8173 Park Pl, Tampa, FL, 33605	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
CLM-417688	CLM	Patricia Cooper	1972-01-15	—	—	2892 Pine Dr Apt 22, Jacksonville, FL, 32281	0.68	Unit split from street City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-104765	ENR	Daniel Moreno	1998-12-25	UHC-23626-94	6303292198	5133 Broadway, Eden Prairie, MN, 55358	0.68	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed
CLM-409375	CLM	Ralph Pierce	1962-10-19	—	2063445570	7815 Desert Sky Blvd, Nashville, TN, 37251	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-57145	TPA	Carlos Kennedy	1976-02-05	—	—	4777 Palm Dr # 721, Orlando, FL, 32867	0.68	Unit split from street ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-101335	ENR	Margaret V Powell	1987-06-01	UHC-01977-73	8466587077	8250 Lincoln Way, Gilbert, AZ, 85285	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-406854	CLM	Gary Gonzales	1973-01-28	UHC-74556-13	—	8296 Park Pl, Gilbert, AZ, 85232	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-117720	ENR	Brian Myers	1996-02-11	UHC-59451-69	2775774358	9050 Mesa Dr, Tempe, AZ, 85221	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
TPA-52398	TPA	Jacob McDonald	1938-03-26	—	—	2266 Washington St, Nashville, TN, 37213	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-108682	ENR	Roger B Patel	1944-11-04	UHC-80721-12	6635326181	4678 Lincoln Way, Plano, TX, 75074	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
ENR-124221	ENR	Eugene Lane	1976-10-05	UHC-40068-81	5136881153	8792 Main St, Charlotte, NC, 28286	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-105371	ENR	Diane Alvarado	1963-09-08	UHC-11604-87	5214011544	649 Bayshore Dr, Phoenix, AZ, 85030	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
TPA-62393	TPA	Black Evelyn	1953-10-02	—	—	8411 Union St, Columbus, OH, 43228	0.68	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
ENR-104975	ENR	Lucia Q Hensen	1978-08-27	UHC-11890-19	—	3199 Elm St, Phoenix, AZ, 85075	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
CLM-417126	CLM	Jordan Carr	1977-09-07	UHC-85213-42	—	4252 Park Pl, Jacksonville, FL, 32201	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
CLM-423510	CLM	Raymond Collins	1938-06-04	UHC-19511-99	—	4114 Apache Blvd, Glendale, AZ, 85318	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-52337	TPA	Bruce White	1979-12-28	—	4385548348	1956 Market St, Tempe, AZ, 85279	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-26465	PRV	Rachel Y Flores	2001-04-19	—	—	3695 Maple Ave, Houston, TX, 77045	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-102205	ENR	Dylen O Lee	1967-12-25	UHC-64730-18	4324520110	1211 Ocean Ave, Orlando, FL, 32841	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-421054	CLM	Dennis Sims	1968-04-06	—	—	4238 Broadway, Eden Prairie, MN, 55352	0.68	Two-digit birth year Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-128300	ENR	Paul X Jordan	1958-10-24	UHC-04379-22	7983518967	3424 Apache Blvd, Los Angeles, CA, 90020	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
TPA-52308	TPA	Alexis Washington	1997-12-03	—	—	5669 Valley View Dr, Columbus, OH, 43234	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
ENR-108299	ENR	Jeremy J Ramos	1965-08-26	UHC-84855-86	9214939835	674 River Rd, Tempe, AZ, 85279	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-418330	CLM	Brittany Jensen	1944-03-11	—	—	4147 Forest Ave, Minneapolis, MN, 55476	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-108786	ENR	Kathryn Hanson	1993-08-09	UHC-15065-80	7929595332	7880 Main St, Denver, CO, 80258	0.68	Phone reformatted State code upper-cased ZIP+4 trimmed Gender normalised
CLM-417210	CLM	William Stewart	1961-07-10	UHC-93919-22	—	8811 Sage Ct, Scottsdale, AZ, 85247	0.68	City re-cased State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-426566	CLM	Peter Olson	1976-02-17	UHC-64174-06	—	1042 Sunset Blvd, Chandler, AZ, 85207	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-404644	CLM	Sean C Torres	—	—	—	1225 Park Pl, Las Vegas, NV, 89121	0.68	Date of birth unreadable ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-57218	TPA	Castro Priya	—	—	8483256271	1086 Oak St, Seattle, WA, 98156	0.68	Date of birth unreadable ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-125723	ENR	Terry Y Banks	1947-12-03	UHC-30407-95	8139397603	1760 Highland Ave, Orlando, FL, 32830	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
CLM-416280	CLM	Frank Duncan	1981-04-09	—	3479009627	696 Park Pl, Seattle, WA, 98160	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-430302	CLM	Debbie Perez	—	—	—	2625 Highland Ave, Chandler, AZ, 85246	0.68	Name re-cased Date of birth missing ZIP+4 trimmed Placeholder values cleared
ENR-123694	ENR	Jordan Howell	1965-02-13	UHC-95053-20	7936429148	8510 Mesa Dr, San Antonio, TX, 78250	0.68	ZIP+4 trimmed Email lower-cased Gender normalised Placeholder values cleared
CLM-402755	CLM	Lucia Bryant	1975-06-09	UHC-06528-43	—	7161 Canyon Rd, Houston, TX, 77078	0.68	Member ID reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-62346	TPA	Arthur Kelley	2008-10-01	—	—	7852 Union St, Charlotte, NC, 28253	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-406104	CLM	Vincent Welch	1993-09-10	UHC-82611-55	—	6269 Central Ave, Denver, CO, 80211	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-141267	ENR	Theresa Li	1979-10-24	UHC-34800-20	6628907014	6487 Camelback Rd, Denver, CO, 80294	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
CLM-410925	CLM	Valentina U Estrada	1994-07-25	UHC-11269-95	—	2900 Baseline Rd, Charlotte, NC, 28228	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-400162	CLM	Cynthia L Peterson	1984-03-27	—	—	5694 Central Ave, Nashville, TN, 37227	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-130670	ENR	Patricia E Cooper	1938-05-02	UHC-15734-55	5189299334	3209 Baseline Rd, Fresno, CA, 93792	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-116095	ENR	Zachary Z Wang	1989-06-25	UHC-94651-70	2618254531	169 Camelback Rd, Dallas, TX, 75256	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
CLM-402387	CLM	Sofia Collins	1946-10-12	—	—	603 Elm St, San Diego, CA, 92176	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-110443	ENR	Henry Black	1987-05-04	UHC-90450-59	7694067145	4006 Broadway, Los Angeles, CA, 90032	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-123219	ENR	Julie X Murphy	1984-05-04	UHC-68695-89	9393807920	2688 Desert Sky Blvd, Atlanta, GA, 30351	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-134922	ENR	Carol P Greeen	—	UHC-41190-11	—	8909 Indian School Rd, San Diego, CA, 92136	0.68	Name re-cased Date of birth missing ZIP+4 trimmed Placeholder values cleared

8,263 rows, page 128 of 166Previous Next