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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50252	TPA	Frances Wilson	1940-10-21	—	—	9472 Willow Ct, Mesa, AZ, 85227	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-116561	ENR	Christopher Chavez	1944-04-25	UHC-85547-14	4769815000	5415 Forest Ave, Los Angeles, CA, 90043	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140103	ENR	Bill Z Moreno	1963-03-16	—	4376506275	3740 Valley View Dr, Seattle, WA, 98110	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-61641	TPA	Denise Ryan	1968-12-17	—	—	7619 Palm Dr, Denver, CO, 80205	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-130343	ENR	Ralph Lyncch	2004-10-21	UHC-37719-32	—	2485 Church St, Mesa, AZ, 85286	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
TPA-56210	TPA	Gibson Michael	1986-02-27	—	8157379451	6105 Main St, Los Angeles, CA, 90079	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131686	ENR	Philip Warren	1964-04-26	UHC-00906-32	6237643552	416 Meadow Ln, Nashville, TN, 37260	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113182	ENR	Jean J Williamson	1954-07-12	UHC-15361-56	6508719078	5902 Apache Blvd, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60120	TPA	Christine Graham	1955-05-24	—	6598030812	1820 Mesa Dr, Denver, CO, 80298	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-61311	TPA	Luis Green	1964-04-24	UHC-57723-18	5752658492	873 Indian School Rd, Fresno, CA, 93783	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101832	ENR	Heather H Le	1960-09-15	UHC-10593-35	6595486190	5299 Desert Sky Blvd Apt 33, Austin, TX, 78740	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-129678	ENR	Betty Cox	1944-01-01	UHC-09867-50	2833629998	3527 Central Ave, Jacksonville, FL, 32275	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-124204	ENR	Joshua X Contreras	1959-04-17	UHC-14116-38	3189428256	8975 Ocean Ave # 849, Denver, CO, 80271	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+3 more
TPA-56305	TPA	Geroge Clark	1957-12-20	UHC-07697-40	—	2954 Bayshore Dr, Eden Prairie, MN, 55306	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114920	ENR	Carol Lewis	1949-07-22	UHC-11461-87	2803486927	2415 Lincoln Way, Las Vegas, NV, 89187	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21550	PRV	Sara Ray	1970-06-23	UHC-20937-43	5504800879	2228 Jefferson Ave, Las Vegas, NV, 89120	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110138	ENR	Ann G Murray	1986-04-18	UHC-04228-65	2434482550	847 Maple Ave, Sacramento, CA, 95852	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-21985	PRV	Janice K Alexander	2008-05-23	—	8874523752	8708 Central Ave, Sacramento, CA, 95832	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421700	CLM	Mariana G Wilson	1947-07-01	—	—	4779 Canyon Rd, Dallas, TX, 75272	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-104763	ENR	Joe Bishop	1987-04-18	UHC-19037-06	7062877314	69 Highland Ave Apt 8, Tampa, FL, 33678	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-111267	ENR	Ronald Lawrence	1981-05-22	UHC-29293-43	4843379322	3578 Central Ave, Scottsdale, AZ, 85283	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120983	ENR	Madison Jenssen	2001-08-22	UHC-93265-26	9664872071	7460 Baseline Rd, Scottsdale, AZ, 85212	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108967	ENR	Bryan Mitchell	1992-03-14	UHC-82450-69	8644569183	6130 Sunset Blvd, Atlanta, GA	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425167	CLM	Randy Jensen	2008-05-28	—	4107448684	7270 Ridge Rd, Austin, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125780	ENR	Gerald Z Willis	1957-08-12	UHC-23329-03	8152517130	7465 Church St, Houston, TX, 77008	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423738	CLM	Alan Thompson	1972-10-05	UHC-77689-96	—	2288 Sunset Blvd, Eden Prairie, MN, 55346	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-411546	CLM	Maria Snyder	1966-05-27	UHC-84820-97	—	5805 Mountain View Dr, Denver, CO, 80255	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-124266	ENR	Garry U Perez	1980-08-18	UHC-00936-29	4456895197	5936 Park Pl, Tempe, AZ, 85298	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432665	CLM	Zachary Allen	1997-01-10	—	—	2122 Union St, Plano, TX, 75021	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-120137	ENR	Omar G Nichols	1974-12-28	UHC-45484-87	5066403452	1161 Ridge Rd, Denver, CO, 80273	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106434	ENR	Kyle Curz	—	UHC-67404-33	7427326030	4360 Broadway, Glendale, AZ, 85354	0.50	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
TPA-56913	TPA	Noah Black	1999-05-15	—	—	9551 Baseline Rd, Scottsdale, AZ, 85239	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-127517	ENR	Tyler Perry	1954-06-03	UHC-60694-52	—	9309 Desert Sky Blvd, San Antonio, TX, 78291	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137366	ENR	Terry Hughes	2002-02-18	UHC-96369-89	2158955811	3241 Valley View Dr, Phoenix, AZ, 85018	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
ENR-132015	ENR	Fatima Y Stephens	1995-07-04	UHC-06221-64	2644475759	1103 Main St, Sacramento, CA, 95862	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
TPA-61156	TPA	Emily Sims	1991-09-03	—	—	9820 Ocean Ave, Phoenix, AZ	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-111363	ENR	Cheryl Rios	1947-10-04	UHC-04103-47	7477868492	4133 River Rd, Minneapolis, MN, 55477	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101287	ENR	George Y Rios	1974-11-12	UHC-27407-51	9455101110	6504 Valley View Dr, Austin, TX, 78707	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25124	PRV	Michael Patterson	1950-07-25	UHC-52330-39	5344757314	9741 Sunset Blvd, Mesa, AZ, 85226	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-426066	CLM	Charles Tucker	1961-02-23	—	—	6126 Indian School Rd, Mesa, AZ, 85219	0.50	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-62534	TPA	Shirley Meyer	1976-09-12	—	2663373260	413 Cedar Ln, Seattle, WA, 98187	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54766	TPA	Priya Jimenez	1962-12-10	—	—	1209 Central Ave, Dallas, TX, 75242	0.50	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-124432	ENR	Lauren Graham	1979-06-03	UHC-12369-48	4347087361	7492 Jefferson Ave, Scottsdale, AZ, 85207	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50969	TPA	Betty Luccas	1984-12-10	—	—	8176 Mesa Dr, Nashville, TN, 37212	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136935	ENR	Logan J Larson	1945-04-19	UHC-56916-28	9866887457	6157 Forest Ave, Phoenix, AZ, 85053	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54231	TPA	Gabriel Wagner	1959-04-13	—	4998731225	6034 Apache Blvd, Jacksonville, FL, 32231	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-51900	TPA	Bradley W George	1978-09-01	—	—	114 Highland Ave, Denver, CO, 80226	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-410259	CLM	Fatima Sandoval	1987-09-14	UHC-28392-80	8956615193	1902 Mountain View Dr, Denver, CO, 80295	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412489	CLM	Henry Nguyen	1975-07-18	UHC-89598-34	4925628011	3106 Palm Dr, Columbus, OH	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
PRV-20386	PRV	Ann I Harris	1962-11-20	UHC-28678-48	8888840099	2246 Ridge Rd, Charlotte, NC, 28243	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more

9,980 rows, page 36 of 200Previous Next