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
CLM-406138	CLM	Diana Berry	1978-03-11	UHC-53245-53	6816581324	8859 Spring St Apt 30, Miami, FL, 33197	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-407248	CLM	Grace Hayes	—	UHC-70367-18	—	4935 Apache Blvd # 663, Orlando, FL, 32804	0.50	Name re-cased Date of birth missing Unit split from street Street suffix standardised+3 more
ENR-127108	ENR	Beth Kennedy	1946-03-05	UHC-31956-48	9322850128	2428 Valley View Dr Apt 36, Jacksonville, FL, 32287	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-105311	ENR	Eugene W Yang	1964-02-15	UHC-43655-69	4672258196	1127 Palm Dr # 815, Denver, CO, 80204	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-109323	ENR	Nathan Schultz	1968-02-18	UHC-02679-13	4438045596	4204 Highland Ave # 683, Miami, FL	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-107625	ENR	JuliaJunk	1999-01-04	—	9039003988	9310 Washington St Apt 23, Houston, TX, 77028	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-427632	CLM	Alan Evans	1941-03-07	UHC-27793-94	—	7622 Washington St # 140, Sacramento, CA, 95827	0.50	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+3 more
TPA-51834	TPA	Joseph Gray	1954-08-06	—	—	907 Cedar Ln # 569, Phoenix, AZ, 85044	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
ENR-122768	ENR	Wayne J Matthews	1953-07-06	UHC-13783-22	6537451332	8347 Market St # 903, Scottsdale, AZ, 85295	0.50	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
CLM-414782	CLM	Abigail Schultz	2005-12-14	UHC-61086-64	—	2337 River Rd Apt 27, Chandler, AZ, 85232	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-126955	ENR	Christina Armstrong	1977-06-05	UHC-85233-33	6675606643	7060 Park Pl # 181, Las Vegas, NV, 89113	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-419124	CLM	Ray Soto	1970-08-18	—	—	9722 Spring St Apt 12, Tucson, AZ	0.50	Unit split from street Street suffix standardised Address re-cased ZIP missing+3 more
ENR-129707	ENR	Philip B Edwards	1989-09-11	UHC-82853-55	8292918985	8327 Baseline Rd Apt 10, Columbus, OH	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-132768	ENR	Danielle D Henry	1950-11-16	UHC-92098-20	3755439260	863 Ocean Ave Apt 21, Tempe, AZ, 85292	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-419251	CLM	Andrea F King	1960-01-13	UHC-14938-22	3287266945	2238 Sage Ct # 246, San Antonio, TX, 78213	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-23356	PRV	Mason B Murphy	1956-11-11	UHC-40374-19	2118799022	3805 Pine Dr Apt 28, Eden Prairie, MN, 55300	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-133564	ENR	Mason Baker	1942-12-28	UHC-52066-68	9625822416	7065 Harbor Blvd Apt 34, Columbus, OH, 43262	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-133708	ENR	Isabella Vasquez	2002-12-07	UHC-33559-05	4809850659	6491 Washington St Apt 19, Tempe, AZ, 85245	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-108512	ENR	Keith G Lewis	1961-10-07	UHC-47050-31	2325599778	4875 Market St Apt 22, Scottsdale, AZ, 85214	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-25877	PRV	Jack Murray	1958-06-16	UHC-23811-56	9144912283	3124 Sunset Blvd Apt 19, Houston, TX, 77011	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-402221	CLM	Kim Crawford	1995-10-25	—	—	3927 Ocean Ave Apt 12, Dallas, TX, 75218	0.50	Name re-cased Two-digit birth year Unit split from street City re-cased+3 more
CLM-428303	CLM	Brittany Moore	1952-10-22	—	6772650694	2008 Park Pl Apt 6, Atlanta, GA, 30323	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-108656	ENR	Jose O Roberts	1942-07-12	UHC-90725-16	9253512221	1301 Elm St # 711, Jacksonville, FL	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-127592	ENR	Maggie Dean	2000-06-07	UHC-39451-79	5149611106	2873 Maple Ave Apt 39, Tampa, FL, 33674	0.50	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-404992	CLM	Andrew Wooods	2001-06-02	UHC-24692-84	—	4197 Union St Apt 15, Eden Prairie, MN, 55336	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-427691	CLM	Priya Howell	1942-08-10	UHC-99815-19	6166865195	5682 River Rd # 860, San Antonio, TX, 78288	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-124382	ENR	Ahmed P Silva	1965-07-09	UHC-49438-05	2517985638	9183 Elm St # 922, Scottsdale, AZ, 85299	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-115209	ENR	Gary King	1974-08-05	UHC-19513-90	4534671857	6406 Camelback Rd Apt 27, Columbus, OH, 43211	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-407692	CLM	Arthur Espinoza	2003-07-16	—	4533570846	9292 Indian School Rd # 446, Tampa, FL, 33690	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-63460	TPA	Sarah Sanchez	1943-03-13	—	5833241703	7645 Sage Ct Apt 27, Fresno, CA	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-61541	TPA	Raymond Hicks	2007-09-22	—	8437869678	7323 Baseline Rd Apt 5, Orlando, FL, 32825	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-410145	CLM	Thereza M Diaz	1940-08-20	UHC-13273-59	—	1367 Highland Ave # 759, Nashville, TN, 37215	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-429822	CLM	Ethan Munoz	1976-07-13	UHC-06062-99	—	866 Harbor Blvd Apt 28, Tucson, AZ, 85743	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-137090	ENR	Cheryl Yang	2003-02-03	UHC-63563-16	7472906448	3370 Bayshore Dr # 978, Jacksonville, FL, 32235	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-21673	PRV	Jacob M Obrien	1949-07-03	UHC-92455-51	6794331722	9669 Mountain View Dr Apt 37, Jacksonville, FL, 32281	0.50	Name re-cased Phone reformatted Unit split from street State name converted to code+3 more
ENR-121673	ENR	Santiago White	1956-03-09	UHC-90732-54	3015493284	9371 Canyon Rd Apt 16, Orlando, FL	0.50	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
PRV-20052	PRV	Anthony R Maldonado	1958-06-17	UHC-57454-98	8816298459	7136 Sage Ct # 287, Dallas, TX, 75246	0.50	Middle initial moved out of first name Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-23456	PRV	Christian Fuller	1993-07-18	UHC-09907-73	6809133970	1377 Desert Sky Blvd Apt 14, Eden Prairie, MN, 55305	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-110578	ENR	Rachel O Romero	1978-10-03	UHC-05946-53	6038443945	3385 Hillcrest Rd # 858, Jacksonville, FL	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-133151	ENR	Larry Li	2001-07-08	UHC-08701-85	—	3403 Willow Ct # 558, Miami, FL, 33161	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-113407	ENR	Alice C Lane	1961-02-10	UHC-89889-41	4222646336	1232 Mesa Dr # 773, Nashville, TN, 37288	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-410655	CLM	Terry Brooks	1939-10-25	UHC-76049-74	6786257456	6223 Cedar Ln # 372, Gilbert, AZ, 85290	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-110959	ENR	Melissa U Parker	—	UHC-58335-25	4232137268	5230 Cedar Ln # 756, Sacramento, CA, 95833	0.50	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-63450	TPA	Ralph Garcia	1945-04-22	—	—	2592 Forest Ave # 444, Miami, FL, 33115	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-427288	CLM	Marcus Jensen	1968-07-11	UHC-67757-30	4988649885	2794 Pine Dr # 182, San Antonio, TX, 78242	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-415095	CLM	Nathan Burton	1997-10-09	UHC-04380-99	9856764577	3629 Union St # 220, Atlanta, GA, 30308	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-418813	CLM	Mariana Ferguson	1992-09-24	UHC-69580-26	4095010491	3155 Pine Dr # 264, Jacksonville, FL, 32295	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-61122	TPA	Sofia Guerrero	1958-11-24	—	—	748 Cedar Ln Apt 31, Eden Prairie, MN, 55381	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-411619	CLM	Olivia G Espinoza	1998-06-06	UHC-99981-18	6729738163	4233 Apache Blvd # 461, Fresno, CA, 93730	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-408445	CLM	Bobby Jacobs	1942-09-25	UHC-37001-98	2949438631	1545 Jefferson Ave # 934, San Antonio, TX, 78285	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more

6,994 rows, page 27 of 140Previous Next