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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138401	ENR	Kyle A Lane	1981-11-07	UHC-74857-31	7489465380	9320 Willow Ct, Dallas, TX, 75209	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-121573	ENR	Diego A Willis	1990-01-22	UHC-27057-09	—	9873 Hillcrest Rd, Jacksonville, FL	0.80	Member ID reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-124749	ENR	Joran L Greene	1986-10-12	UHC-15739-92	6226699163	7289 Palm Dr, Minneapolis, MN, 55428	0.80	Middle initial moved out of first name Phone reformatted Member ID reformatted Whitespace trimmed
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-400033	CLM	Lauren Williams	2002-07-08	UHC-33359-92	2732873430	—	0.80	Date of birth reformatted Member ID reformatted Gender normalised Plan code upper-cased
ENR-104275	ENR	Mark Anderson	1968-12-12	UHC-17466-14	4872861309	9058 Camelback Rd, Miami, FL, 33161	0.80	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased
ENR-106959	ENR	George Sims	1997-01-02	UHC-90175-74	9832619092	461 Jefferson Ave Apt 13, Plano, TX, 75094	0.80	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street
ENR-117879	ENR	Jerry Phillips	1959-10-23	UHC-98316-08	8419976554	5337 Forest Ave, Miami, FL, 33159	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-104375	ENR	Julie M Stephens	1945-12-10	UHC-77192-02	6194581058	9198 Camelback Rd, Atlanta, GA, 30331	0.80	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed
ENR-101785	ENR	Ann S Harrison	1979-09-24	UHC-02311-94	2996817307	4916 Central Ave, Chandler, AZ, 85206	0.80	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed
ENR-112237	ENR	Raymond I Campbell	2002-11-15	UHC-88385-96	—	5500 Ocean Ave, Glendale, AZ, 85328	0.80	Phone missing area code Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-116723	ENR	Martha Romero	1987-09-22	UHC-68114-48	6319810325	4785 Desert Sky Blvd, Eden Prairie, MN, 55332	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-142052	ENR	Brittany D Shaw	1961-08-04	UHC-43130-16	5076170562	6327 Ridge Rd, Denver, CO	0.80	Phone reformatted Member ID reformatted ZIP missing Email lower-cased
ENR-116399	ENR	Austin R Grant	1998-01-03	UHC-48590-16	2462057098	4761 River Rd Apt 2, Houston, TX, 77049	0.80	Member ID reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-414784	CLM	Santos Bradley	1975-08-20	UHC-83853-05	—	326 Forest Ave, San Diego, CA, 92144	0.80	Member ID reformatted Street suffix standardised Address re-cased 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
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
ENR-112348	ENR	Michael Vazquez	1987-03-09	UHC-05778-78	4785078993	9570 Broadway, Charlotte, NC, 28269	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Placeholder values cleared
ENR-130303	ENR	Randy Washington	1980-02-03	UHC-93369-13	—	1243 Maple Ave, Seattle, WA, 98115	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-130178	ENR	Larry Roberts	2000-06-11	UHC-99891-12	3987695747	1350 Cedar Ln, Denver, CO, 80227	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
CLM-402187	CLM	Theresa West	—	UHC-07177-15	4497337976	—	0.80	Date of birth unreadable Phone reformatted Member ID reformatted Placeholder values cleared
ENR-113511	ENR	Jean S Perry	1970-03-06	UHC-64894-57	7179792737	8115 Park Pl, Seattle, WA, 98129	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted
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
ENR-136212	ENR	Robert Z Bryant	2007-01-01	UHC-52468-82	5793627603	9445 Harbor Blvd, Plano, TX, 75074	0.80	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed
ENR-105502	ENR	Diego Morrison	1940-11-23	UHC-99934-30	5542714013	8734 Church St, Jacksonville, FL, 32268	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Placeholder values cleared
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
ENR-105165	ENR	Ethan Harper	1995-12-25	UHC-50762-74	—	1497 Baseline Rd, Las Vegas, NV, 89114	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-136517	ENR	Catherine A Howard	1971-03-21	UHC-63375-90	2486726324	8486 Washington St, Glendale, AZ, 85325	0.80	Member ID reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-131903	ENR	Anthnoy F Perry	1958-01-20	UHC-95088-14	9689826875	8888 Main St, San Antonio, TX, 78221	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-131904	ENR	Anthnoy F Perry	1958-01-20	UHC-95088-14	9689826875	8888 Main St, San Antonio, TX, 78221	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-101725	ENR	Madison Kim	1944-08-07	UHC-14696-90	2398916827	184 Indian School Rd, Minneapolis, MN, 55453	0.80	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed
TPA-55964	TPA	Bryan Jimenez	1961-03-08	UHC-52341-82	—	1671 Bayshore Dr, Phoenix, AZ, 85054	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-408228	CLM	Herrera Nathan	1939-07-21	UHC-38983-05	—	621 Lincoln Way, Gilbert, AZ, 85256	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-418695	CLM	Alexis Jimenez	1971-09-20	UHC-20281-74	—	1687 Desert Sky Blvd, Miami, FL, 33106	0.80	Member ID reformatted ZIP+4 trimmed 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
ENR-104122	ENR	Yuki A Herrera	2004-09-05	UHC-21353-27	2209178255	1268 Palm Dr, Minneapolis, MN, 55469	0.80	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code
ENR-100731	ENR	Matthew T Lawson	1995-05-15	UHC-09130-12	6187071093	4892 Pine Dr, Mesa, AZ, 85248	0.80	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed
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
ENR-126152	ENR	Rachel Dunn	1979-12-14	UHC-82112-42	2856842607	3862 Desert Sky Blvd Apt 13, Nashville, TN, 37225	0.80	Phone reformatted Member ID reformatted Unit split from street Email lower-cased
ENR-113236	ENR	Isabella R Chen	2002-12-23	UHC-47581-86	—	5386 Hillcrest Rd, Chandler, AZ, 85282	0.80	Phone missing area code Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-57970	TPA	Sofia Richards	1987-11-21	UHC-23021-94	—	2580 Desert Sky Blvd, Plano, TX, 75020	0.80	Name split from “Last, First”Date of birth reformatted Member ID reformatted City re-cased
ENR-140832	ENR	Mariana C Reynolds	1965-10-05	UHC-31730-11	9318844426	9222 Sage Ct, Dallas, TX, 75211	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-128857	ENR	Scott Greene	1972-01-08	UHC-06398-49	2067495607	7702 Hillcrest Rd, Phoenix, AZ, 85056	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed
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-136913	ENR	Moreno Aisha	1979-05-12	UHC-22386-72	8522992387	8472 Mesa Dr, Phoenix, AZ, 85040	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-101011	ENR	Michelle C Romero	1977-06-07	UHC-13708-40	—	923 Church St, Tampa, FL, 33681	0.80	Phone missing area code Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-123190	ENR	Raymond Reyes	1972-11-14	UHC-12708-34	4285472035	5870 Lincoln Way, Denver, CO, 80290	0.80	Date of birth reformatted Member ID reformatted City re-cased State name converted to code
CLM-426843	CLM	Vincent King	1948-08-14	UHC-03496-99	—	5963 Valley View Dr, Tucson, AZ, 85712	0.80	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed
ENR-128435	ENR	Mariana Austin	1967-10-15	UHC-60247-95	7875392929	5576 Oak St, Denver, CO, 80282	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
CLM-429368	CLM	Victoria Kelly	1973-01-09	UHC-21186-40	—	3621 Sage Ct, Los Angeles, CA, 90025	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared

7,723 rows, page 116 of 155Previous Next