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
CLM-408618	CLM	Carlos Hunter	1976-06-05	UHC-91559-58	—	3239 Lincoln Way, Fresno, CA, 93738	0.80	Name re-cased Two-digit birth year City re-cased Placeholder values cleared
ENR-105001	ENR	Deborah Jacobs	2005-02-05	UHC-75354-55	7373546839	3198 Apache Blvd, Orlando, FL, 32809	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-105002	ENR	Deborah Jacobs	2005-02-05	UHC-75354-55	7373546839	3198 Apache Blvd, Orlando, FL, 32809	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-426716	CLM	Melissa Butler	1987-07-14	—	—	2905 Broadway, Charlotte, NC, 28285	0.80	Two-digit birth year Address re-cased Whitespace trimmed Placeholder values cleared
CLM-409631	CLM	Katherine Patel	1998-03-09	UHC-48256-85	6495699529	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-417908	CLM	Nicholas Washington	1968-08-08	UHC-18391-87	4796870616	6609 Highland Ave, Phoenix, AZ, 85085	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
PRV-26834	PRV	Matt Jordan	1964-05-25	UHC-11158-75	—	9371 Camelback Rd, Scottsdale, AZ, 85240	0.80	Two-digit birth year Member ID reformatted Email lower-cased Placeholder values cleared
CLM-404806	CLM	Laura Washington	1981-12-06	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-120411	ENR	Richhard Arnold	1962-02-24	UHC-51649-45	3209859054	2227 Park Pl, Tampa, FL, 33618	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-119038	ENR	Walter Y Murphy	1962-03-01	UHC-07820-82	5626842251	3903 Palm Dr, Glendale, AZ, 85315	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-411010	CLM	Teresa Richards	1985-08-22	UHC-83111-34	2689870712	808 Canyon Rd, Tampa, FL, 33661	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
CLM-407828	CLM	Abigail Mruphy	1975-04-26	UHC-18664-98	6034992873	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-125747	ENR	Zachary Evans	1988-09-27	UHC-63508-30	4344142493	724 Forest Ave, Scottsdale, AZ, 85265	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
CLM-424086	CLM	Carolyn Green	1977-10-04	UHC-59779-76	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-400714	CLM	Matt Hayyes	1993-02-07	—	4649219132	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-409042	CLM	Robert Yang	1997-08-15	UHC-85622-65	5959409130	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-415726	CLM	Ronald Herrera	1980-09-14	UHC-53971-30	6398054413	2219 Canyon Rd, Orlando, FL, 32868	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
TPA-56554	TPA	Scott Gibson	1966-11-03	—	4635858937	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-431845	CLM	Doris K Martinez	1969-08-11	UHC-96353-84	8837165670	788 Maple Ave, Plano, TX, 75029	0.80	Two-digit birth year Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-129999	ENR	Mariana Walsh	1999-03-09	UHC-09302-71	3435206070	4472 Park Pl, Los Angeles, CA, 90060	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
ENR-101005	ENR	Randy G Franklin	1957-04-08	UHC-63777-51	4274155600	5375 Union St, Austin, TX, 78747	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
PRV-22574	PRV	Paul Holmes	1953-01-28	UHC-05951-73	4465412660	5401 Forest Ave, Scottsdale, AZ, 85254	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
CLM-430565	CLM	Logan P Greene	1941-01-16	—	—	8341 Market St, Glendale, AZ, 85355	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-123337	ENR	Diane Meyer	1984-01-08	UHC-37316-71	8974579450	6924 Apache Blvd, Las Vegas, NV, 89182	0.80	Two-digit birth year Member ID reformatted Email lower-cased Whitespace trimmed
TPA-50582	TPA	Mateo Weaver	1952-04-01	UHC-06209-31	—	—	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-403379	CLM	Deburah Fox	1950-06-06	—	8696516692	1515 Hillcrest Rd, Orlando, FL, 32891	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-59006	TPA	Diane Jones	1945-02-18	—	8482923302	8790 Broadway, Tempe, AZ, 85229	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-106689	ENR	Judith Lopez	2002-05-16	UHC-84948-25	3307270584	9047 Broadway, Glendale, AZ, 85316	0.80	Two-digit birth year Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-100248	ENR	Bryan O Webb	1961-10-09	UHC-61894-96	2515226792	5836 Central Ave, Charlotte, NC, 28269	0.80	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed
ENR-130496	ENR	Carol Ross	1945-10-13	UHC-09181-59	4348566004	4820 Cedar Ln, Tucson, AZ, 85724	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-124680	ENR	Robert B Washington	1969-04-03	UHC-52616-95	9322149169	8721 Apache Blvd, Miami, FL, 33146	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-101524	ENR	Nicholas E Adams	1980-04-14	UHC-38857-60	2779975250	1537 Market St, Charlotte, NC, 28221	0.80	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed
CLM-415668	CLM	Sharon Stevens	1985-05-24	UHC-10278-31	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-20071	PRV	Daniel Wang	1972-09-13	UHC-64801-14	9435359067	—	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
PRV-22492	PRV	Mateo Fuller	1997-07-09	UHC-83792-60	4945434855	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-138727	ENR	Diane N Lane	2007-12-27	UHC-68017-23	4257327743	5326 Lincoln Way, Denver, CO, 80218	0.80	Two-digit birth year Phone reformatted State code upper-cased Placeholder values cleared
ENR-124235	ENR	Joshua H Lynch	1958-06-06	UHC-88384-01	4394353332	1095 Camelback Rd, Austin, TX, 78725	0.80	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed
CLM-419450	CLM	Willie Garcia	1939-05-09	—	5952969080	2073 Church St, Sacramento, CA, 95855	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
ENR-124564	ENR	Ken I Stephens	2000-10-23	UHC-04652-94	6348161951	2225 Willow Ct, Miami, FL, 33147	0.80	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed
CLM-411519	CLM	Rachel Harrison	1956-09-25	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-407257	CLM	Susan C Estrada	1958-05-10	UHC-65247-52	8356094075	1971 Highland Ave, Seattle, WA, 98119	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
TPA-55167	TPA	Amy Wong	1962-10-13	—	—	336 Market St, Chandler, AZ, 85254	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-112579	ENR	Diego Lawson	1996-12-19	UHC-33103-05	5064475014	—	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
ENR-135857	ENR	Ray M Hunt	1952-02-20	UHC-16489-15	5158047771	5972 Lake View Rd, Charlotte, NC, 28267	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22114	PRV	Ryan M Duncan	2002-11-20	—	5002363668	8674 Willow Ct, Plano, TX, 75024	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-136410	ENR	Harold Morlaes	1967-11-19	UHC-96424-71	3496873951	6059 Bayshore Dr, Miami, FL, 33186	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
PRV-28285	PRV	Catherine T Taylor	1942-11-26	—	9615333401	7794 Park Pl, Las Vegas, NV, 89146	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-429953	CLM	Terry Cunninngham	2007-03-21	UHC-10855-14	2926003396	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24077	PRV	Ann Mendez	1964-02-12	UHC-31441-46	3168489959	9039 Hillcrest Rd, Plano, TX, 75042	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407399	CLM	Pamela Matthews	1990-07-12	—	3643573993	7195 Sage Ct, Houston, TX, 77026	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared

6,661 rows, page 115 of 134Previous Next