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

Enrollment, flag “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-112327	ENR	Kenneth Willis	2004-05-12	UHC-38444-23	8348254012	5161 Cedar Ln, Seattle, WA, 98174	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-127414	ENR	Maria R Nichols	1954-07-02	UHC-45780-65	6607514682	9570 Harbor Blvd, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109336	ENR	Brandon Davis	2007-12-16	—	—	614 Hillcrest Rd, Tampa, FL, 33646	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-102498	ENR	Jonathan Carpenter	1954-10-11	UHC-03451-44	6283875477	5852 River Rd, Minneapolis, MN, 55429	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-128141	ENR	Victoria Vasquez	1951-10-26	UHC-89929-68	7738131235	6241 Market St, Orlando, FL, 32879	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104141	ENR	Jeryr N Washington	2001-08-01	UHC-80565-05	8667946715	9241 Church St, Charlotte, NC, 28264	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124710	ENR	Linda Stone	1985-11-14	UHC-66695-10	2404287313	3121 Main St, Scottsdale, AZ, 85213	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140225	ENR	Cynthia Z Stone	1942-04-06	UHC-70398-69	2654255337	3601 Canyon Rd, Fresno, CA, 93754	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110758	ENR	Carolyn V Lane	1982-03-16	UHC-62433-43	6503042761	9521 Highland Ave, Glendale, AZ, 85367	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-102343	ENR	Kathryn N Perez	1969-12-20	UHC-32681-65	3846247323	1122 Main St, Mesa, AZ	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-117069	ENR	Jsse Diza	1959-10-26	UHC-17665-61	5079615018	5728 Lincoln Way, Dallas, TX, 75298	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125397	ENR	Stephen W Grant	1948-05-25	UHC-44427-94	9095161196	2957 Desert Sky Blvd, Las Vegas, NV, 89117	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-131325	ENR	Diego Y Ramos	2004-03-13	UHC-23117-92	4076007554	6810 Highland Ave, Tucson, AZ, 85725	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-120003	ENR	Bradley Oliver	1951-09-07	UHC-67161-27	8386186289	5188 Union St, Tampa, FL, 33656	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127776	ENR	Carolyn K Walker	1997-04-28	UHC-69841-87	6283121431	911 Mountain View Dr, Minneapolis, MN, 55471	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136267	ENR	Pamela U Harvey	1953-11-17	UHC-71603-21	4187935480	5210 River Rd Apt 20, San Antonio, TX, 78252	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-136268	ENR	Pamela U Harvey	1953-11-17	UHC-71603-21	4187935480	5210 River Rd Apt 20, San Antonio, TX, 78252	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-133927	ENR	Megan D Le	1994-01-18	UHC-47871-36	8174742925	2768 Lake View Rd, Scottsdale, AZ, 85247	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-124147	ENR	Dorothy W Vega	2007-12-16	UHC-62516-28	5735030053	1660 Ridge Rd # 263, Atlanta, GA, 30306	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-131445	ENR	Kimberly Gibson	2004-07-23	UHC-59029-58	8095436886	3019 Mesa Dr, Houston, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123149	ENR	Christopher G Powell	1982-01-17	UHC-31697-64	8213956408	1288 Park Pl, Plano, TX, 75035	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-140317	ENR	Teresa Gerza	1971-06-14	UHC-37981-33	4239666146	5421 Lincoln Way, Austin, TX, 78736	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-139705	ENR	Bryan I James	1974-04-22	UHC-70139-32	8303137519	2287 Broadway, Chandler, AZ	0.62	Phone reformatted Member ID reformatted State name converted to code ZIP missing+3 more
ENR-136156	ENR	Valentina Kelly	1949-08-01	UHC-36802-31	2294031985	4990 Church St, Atlanta, GA, 30324	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120673	ENR	Judy Burns	1980-12-09	UHC-13174-98	—	3367 Maple Ave, Seattle, WA, 98109	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137120	ENR	Zachary I Banks	1983-07-03	UHC-61243-13	9259075168	2526 Union St, Orlando, FL, 32802	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124377	ENR	Wayne G Bishop	1999-10-26	UHC-11867-64	7338562727	4665 Palm Dr, Denver, CO, 80255	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133134	ENR	Cynthia P Moore	1943-06-06	—	—	88 Church St, Los Angeles, CA, 90028	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-129955	ENR	Billy N Reyes	1940-08-06	UHC-65010-18	—	6141 Union St, Jacksonville, FL, 32256	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140678	ENR	Brittany A Vasquez	1940-03-06	UHC-56356-57	8967514110	2528 Lake View Rd, Chandler, AZ, 85266	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120190	ENR	Steven K Welch	1999-11-20	UHC-45711-80	7763764590	259 Broadway Apt 25, Los Angeles, CA, 90000	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-122598	ENR	Santiago M Ferguson	1970-12-15	UHC-71174-76	6466833057	2728 Hillcrest Rd, Fresno, CA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-132936	ENR	Denise Yang	—	UHC-29623-83	3574291332	1201 River Rd, Tucson, AZ, 85732	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-113723	ENR	Joe A Crawford	1963-08-24	UHC-30566-32	7445770247	4920 Sunset Blvd, Charlotte, NC	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132793	ENR	Christopher Hall	1951-02-21	UHC-25937-42	5629615109	1703 Spring St, Eden Prairie, MN, 55302	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121345	ENR	Mari Meyer	1957-11-25	UHC-73025-52	7899410388	7272 Mesa Dr, Dallas, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-110737	ENR	Luis Boyd	1955-03-12	UHC-14517-04	7629069773	7850 Pine Dr, Orlando, FL, 32800	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103849	ENR	Carol Snyder	1966-06-27	UHC-18091-12	6199760208	6064 Jefferson Ave, Eden Prairie, MN, 55391	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100539	ENR	Abigail B Lane	2006-05-04	UHC-67000-61	9502981338	5023 Sage Ct, Tampa, FL, 33609	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131639	ENR	Margaret J Martinez	1972-10-24	UHC-40216-89	9813330574	21 Meadow Ln, Orlando, FL, 32856	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-104463	ENR	Ryan Patel	2008-04-15	UHC-56279-29	5068686599	2016 Pine Dr, San Antonio, TX, 78270	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-116929	ENR	Etahn D Ross	1978-05-11	UHC-72291-17	8693779501	1589 Central Ave, Jacksonville, FL, 32248	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130099	ENR	Joe Williamson	1977-10-01	UHC-73466-21	2226111932	7460 Palm Dr, Sacramento, CA, 95825	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-138558	ENR	Katherine S Johnson	1949-10-11	UHC-23464-25	5793579735	4537 Maple Ave, Denver, CO, 80212	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134558	ENR	Priya Valdez	1977-12-20	UHC-88450-50	9829299460	6896 Canyon Rd, Plano, TX, 75033	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106260	ENR	Diane A Butler	1939-10-08	UHC-86242-56	—	2945 Ridge Rd, Los Angeles, CA, 90082	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121196	ENR	Mark Green	1988-03-05	UHC-58036-68	9128510768	464 Ocean Ave, San Diego, CA, 92114	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-141044	ENR	Debra Ferguson	1943-06-01	UHC-56840-08	4367990900	4725 River Rd, Phoenix, AZ, 85049	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-140853	ENR	Laura U Cruz	1973-11-24	UHC-36498-37	4508924031	1327 Union St, Fresno, CA, 93716	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111158	ENR	Amber G Perez	1969-03-01	UHC-63575-65	9643637206	2888 Mesa Dr, Mesa, AZ, 85218	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more

8,934 rows, page 40 of 179Previous Next