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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106183	ENR	Martha E Garrett	1938-08-15	UHC-05777-33	6887320887	7161 Union St Apt 17, Jacksonville, FL, 32231	0.82	Name re-cased Phone reformatted Unit split from street
CLM-421254	CLM	Lisa Li	1999-09-23	—	—	6577 Ridge Rd # 442, San Diego, CA, 92129	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-430242	CLM	Adam Cooper	2006-03-14	—	4928731767	8767 Harbor Blvd # 680, Sacramento, CA, 95832	0.82	Unit split from street City re-cased Placeholder values cleared
TPA-54745	TPA	Justin Estrada	1999-10-01	—	—	6120 Maple Ave # 470, Jacksonville, FL, 32262	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-55732	TPA	Kelly Evans	1964-05-28	UHC-76873-84	—	9234 Lake View Rd # 148, Atlanta, GA, 30362	0.82	Unit split from street State code upper-cased Placeholder values cleared
ENR-104675	ENR	Ed Edwards	1947-11-16	UHC-80143-15	7967009305	3370 Baseline Rd Apt 31, Jacksonville, FL, 32231	0.82	Name re-cased Unit split from street City re-cased
CLM-401729	CLM	Ethan B Le	1939-11-24	UHC-85766-54	—	3103 Mesa Dr # 774, Phoenix, AZ, 85048	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
PRV-24838	PRV	Walter Phillips	1998-10-01	UHC-08695-23	6074994751	3291 Broadway # 181, Fresno, CA, 93755	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
ENR-126106	ENR	Nathan G Cooper	2008-07-15	UHC-14416-95	3667218037	6781 Spring St Apt 31, Mesa, AZ, 85211	0.82	Date of birth reformatted Unit split from street Whitespace trimmed
ENR-132677	ENR	Julie Li	1972-09-20	UHC-87775-74	6745695156	5776 Willow Ct # 955, Los Angeles, CA, 90003	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-136037	ENR	Frances Morales	1946-02-05	UHC-02273-82	9367830332	7325 Park Pl # 662, Tampa, FL, 33604	0.82	Date of birth reformatted Phone reformatted Unit split from street
ENR-135477	ENR	Priya U Carpenter	1993-08-18	UHC-51460-71	6242340634	9840 Broadway Apt 11, Scottsdale, AZ, 85244	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-136789	ENR	Sharon K Torres	1996-03-18	UHC-27817-88	2587281043	2398 Highland Ave # 363, Dallas, TX, 75299	0.82	Phone reformatted Unit split from street Email lower-cased
PRV-23971	PRV	Ryan V Harvey	1976-06-26	UHC-08814-34	—	5411 Harbor Blvd # 701, Mesa, AZ, 85272	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-104281	ENR	Janice O Hansen	1983-04-23	UHC-31815-31	4979098288	8998 Lincoln Way Apt 39, Denver, CO, 80219	0.82	Name re-cased Unit split from street Email lower-cased
ENR-105766	ENR	Evelyn Q Murray	1944-04-12	UHC-13275-15	—	997 Bayshore Dr Apt 30, Tucson, AZ, 85721	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-103447	ENR	Noah Lawrence	1965-07-20	UHC-16878-36	2895613596	169 Baseline Rd Apt 4, Minneapolis, MN, 55443	0.82	Phone reformatted Unit split from street Whitespace trimmed
CLM-424974	CLM	Teeresa Bishop	1961-04-10	UHC-34907-30	6129120926	314 Church St # 391, Tampa, FL, 33601	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-100371	ENR	Emma Gutierrez	1968-02-12	UHC-12397-86	2486551195	9308 Indian School Rd Apt 37, Tampa, FL, 33653	0.82	Phone reformatted Unit split from street Whitespace trimmed
CLM-408401	CLM	Albert Nunez	1981-12-24	UHC-51651-67	—	1681 Union St # 641, Jacksonville, FL, 32228	0.82	Unit split from street City re-cased Placeholder values cleared
ENR-103802	ENR	Kim Jacobs	1969-01-28	UHC-81813-82	8653011418	184 Jefferson Ave Apt 26, Tempe, AZ, 85241	0.82	Date of birth reformatted Phone reformatted Unit split from street
ENR-124364	ENR	Megan T Washington	1972-11-17	UHC-86025-95	3808779671	2946 Maple Ave # 106, Nashville, TN, 37276	0.82	Phone reformatted Unit split from street City re-cased
CLM-405973	CLM	Carl Bryant	1945-09-18	UHC-04665-45	—	60 Ridge Rd # 649, Minneapolis, MN, 55427	0.82	Member ID reformatted Unit split from street Placeholder values cleared
ENR-126817	ENR	Laura Smith	2008-02-11	UHC-97695-33	3367712501	123 Ridge Rd # 642, Eden Prairie, MN, 55365	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-61979	TPA	Helen Gray	1997-02-18	—	—	6062 Canyon Rd # 813, Tucson, AZ, 85792	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
PRV-27613	PRV	William Olson	1940-07-18	—	7209613519	5935 Main St # 980, Gilbert, AZ, 85208	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-126244	ENR	Matthew S Jacobs	1947-07-13	UHC-06747-93	3352712603	7941 Camelback Rd # 529, Phoenix, AZ, 85052	0.82	Name re-cased Phone reformatted Unit split from street
ENR-100208	ENR	Amber O Schultz	2006-02-21	UHC-96526-73	8469648188	1979 Washington St Apt 25, Miami, FL, 33176	0.82	Date of birth reformatted Phone reformatted Unit split from street
ENR-100959	ENR	Janet Pena	1944-10-07	UHC-61706-54	8356548050	3537 Valley View Dr Apt 3, Minneapolis, MN, 55462	0.82	Unit split from street Email lower-cased Whitespace trimmed
CLM-417573	CLM	Kyle Carpenter	1965-04-26	UHC-00753-93	—	9410 Camelback Rd # 813, Las Vegas, NV, 89171	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-103234	ENR	Michael Y Andrews	1960-12-07	UHC-55407-23	7437476530	561 Lake View Rd Apt 27, Tucson, AZ, 85734	0.82	Phone reformatted Unit split from street City re-cased
ENR-109072	ENR	Cheryl E Rogers	1980-08-20	UHC-59176-36	6223211842	3543 Sage Ct Apt 6, Austin, TX, 78729	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-100434	ENR	Martha Peters	1975-04-12	UHC-57287-39	3646736906	9204 Union St Apt 3, Las Vegas, NV, 89157	0.82	Name re-cased Phone reformatted Unit split from street
ENR-135288	ENR	Alan Gibson	1988-02-12	UHC-48371-19	—	9402 Broadway # 963, San Antonio, TX, 78240	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-419963	CLM	Omar U Stevens	1970-10-06	UHC-20389-49	7394425307	1230 Church St Apt 14, Atlanta, GA, 30397	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-102165	ENR	Marilyn S Aguilar	1951-05-26	UHC-46124-95	2417372759	1782 Desert Sky Blvd Apt 40, Mesa, AZ, 85222	0.82	Date of birth reformatted Unit split from street Whitespace trimmed
CLM-400285	CLM	Lauren Castro	1964-01-22	UHC-22462-88	6675055998	2191 Pine Dr Apt 15, Sacramento, CA, 95812	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-401757	CLM	Jessica Cox	1948-09-02	UHC-21132-77	—	9143 Cedar Ln Apt 9, Glendale, AZ, 85312	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-130011	ENR	Isabella P Freeman	1965-09-13	UHC-53754-47	8605143057	2072 Market St Apt 4, Los Angeles, CA, 90059	0.82	Unit split from street City re-cased Whitespace trimmed
ENR-130626	ENR	Julia G Meyer	1969-08-25	UHC-95875-47	9335474590	5564 Central Ave # 415, Minneapolis, MN, 55474	0.82	Date of birth reformatted Unit split from street Whitespace trimmed
ENR-142973	ENR	Jacob Thompson	1995-10-07	UHC-30058-05	5192541939	5028 Sunset Blvd Apt 1, Scottsdale, AZ, 85244	0.82	Phone reformatted Unit split from street Placeholder values cleared
ENR-139191	ENR	Joan S Lynch	1984-01-15	UHC-76612-67	9889520081	1310 Mountain View Dr # 211, Tampa, FL, 33614	0.82	Name re-cased Unit split from street Placeholder values cleared
TPA-56043	TPA	Aisha Braadley	1972-12-24	—	—	8630 River Rd # 701, Denver, CO, 80211	0.82	Unit split from street City re-cased Placeholder values cleared
CLM-432582	CLM	Charlotte Ross	2004-10-21	UHC-74607-96	—	3803 Willow Ct Apt 38, Houston, TX, 77017	0.82	Member ID reformatted Unit split from street Placeholder values cleared
CLM-402961	CLM	Rebecca Warren	1998-04-06	—	—	7385 Market St # 799, San Diego, CA, 92189	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
PRV-22673	PRV	Joan W Chavez	2006-02-14	UHC-73132-10	5769695537	7276 Spring St Apt 35, Eden Prairie, MN, 55340	0.82	Phone reformatted Unit split from street Placeholder values cleared
PRV-22582	PRV	Vincent Gordon	1973-01-03	—	2558169267	1710 Central Ave # 773, Miami, FL, 33190	0.82	Phone reformatted Unit split from street Placeholder values cleared
ENR-110496	ENR	Ethan O Rivera	1977-09-18	UHC-48561-16	—	432 Desert Sky Blvd Apt 23, Eden Prairie, MN, 55323	0.82	Date of birth reformatted Unit split from street Whitespace trimmed
ENR-132859	ENR	Steve L Gibson	2004-08-13	UHC-01227-22	—	6357 Palm Dr Apt 27, San Antonio, TX, 78290	0.82	Name re-cased Unit split from street City re-cased
ENR-132069	ENR	Bryan Hanosn	2007-11-19	UHC-44026-65	5988138737	6628 Church St # 890, Eden Prairie, MN, 55389	0.82	Name re-cased Phone reformatted Unit split from street

6,994 rows, page 137 of 140Previous Next