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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141278	ENR	Walter Munoz	2002-05-12	UHC-46892-79	5025352140	6152 Sage Ct, Seattle, WA, 98156	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-62567	TPA	Kelly Pierce	1975-11-01	—	9417704876	7028 Mesa Dr, Plano, TX, 75002	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-108278	ENR	Andrea Yang	1959-07-18	UHC-82520-81	—	5961 Canyon Rd, Tucson, AZ, 85778	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-64072	TPA	Mariana Little	—	—	5145791028	4453 Market St, Chandler, AZ, 85286	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
ENR-126034	ENR	Hannah U Schultz	1980-07-03	UHC-07964-17	9624747147	8354 Mountain View Dr, Scottsdale, AZ, 85298	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-112039	ENR	Donald W Williamon	1972-09-21	UHC-85616-98	2744258674	1094 Jefferson Ave, San Antonio, TX, 78238	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-134272	ENR	Albert V Dominguez	1961-08-27	UHC-16125-24	3893227612	3883 Canyon Rd # 141, Sacramento, CA, 95819	0.64	Phone reformatted Member ID reformatted Unit split from street City re-cased+2 more
CLM-418091	CLM	Brian M McCoy	1958-07-15	UHC-72352-98	—	8242 Union St, Tempe, AZ, 85238	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-125462	ENR	Melissa U Chavez	1991-11-18	UHC-46372-65	6857522960	5163 Maple Ave, Columbus, OH, 43259	0.64	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-138447	ENR	Roger Martin	1998-05-15	UHC-19292-65	3293322869	4122 Sage Ct, Glendale, AZ, 85382	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-142186	ENR	Carlos K Ryan	1965-11-08	UHC-09464-45	8434429166	8809 Park Pl, Sacramento, CA, 95871	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405320	CLM	Amy Washington	1964-07-27	UHC-41659-76	—	8281 Mountain View Dr, Fresno, CA, 93710	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-113908	ENR	Janet Carroll	1979-12-09	UHC-24627-62	3865808267	2629 Sage Ct, Denver, CO, 80226	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25404	PRV	Kayla Reid	1950-11-06	—	9527451399	1181 Sage Ct, Plano, TX, 75014	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408187	CLM	Abigail Woods	1967-06-22	—	—	8938 Camelback Rd, Jacksonville, FL, 32262	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-134011	ENR	Gerald D McDoneld	1983-06-24	UHC-64643-77	4754671173	4680 Forest Ave, Tucson, AZ, 85777	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-137527	ENR	Wayne D Dunn	1981-09-20	UHC-76545-20	4546713779	2552 Willow Ct, Sacramento, CA, 95878	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-108774	ENR	Jordan O McCoy	1962-08-14	UHC-92227-91	5397803910	685 Ridge Rd, Orlando, FL, 32828	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401712	CLM	Nanncy Hall	1945-10-06	UHC-34097-24	—	4636 Harbor Blvd, Atlanta, GA, 30388	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-50743	TPA	Larry Porter	1995-06-19	—	—	2951 Indian School Rd Apt 5, San Antonio, TX, 78212	0.64	Date of birth reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
ENR-139278	ENR	Janice K Smith	1961-08-04	UHC-63818-98	7754108884	7340 Desert Sky Blvd, Tucson, AZ, 85721	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142903	ENR	Lauuren Harrison	1943-08-27	UHC-14437-61	8755858718	1789 Broadway, San Diego, CA, 92185	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-122831	ENR	Kathy L Weber	1983-04-19	UHC-61537-64	9667907447	6853 Lake View Rd, San Antonio, TX, 78232	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140566	ENR	Richard E Robertson	1966-12-04	UHC-19979-80	5743502014	7513 Mesa Dr, Seattle, WA, 98165	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-120350	ENR	Lawrence Richards	1964-11-21	UHC-84652-73	4556558005	6040 Main St, Columbus, OH, 43236	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126612	ENR	Grace Yang	1940-08-25	UHC-08514-14	6615215864	9108 Harbor Blvd, Chandler, AZ, 85243	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-138230	ENR	Anna Y Wallace	1904-10-14	UHC-03491-04	4542033648	2854 Sage Ct, Glendale, AZ, 85304	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-117313	ENR	Christian Rogers	1938-09-13	UHC-98160-36	9252559574	5617 Mesa Dr, Tampa, FL, 33610	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-137238	ENR	Amber Coleman	1946-07-28	UHC-27097-33	2513047629	1153 Lake View Rd, Eden Prairie, MN, 55346	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-55276	TPA	Jose Wang	1988-02-03	—	—	3956 Indian School Rd, Atlanta, GA, 30308	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401976	CLM	Evelyn Lee	2007-02-22	UHC-62339-83	7013384967	7247 River Rd, Nashville, TN, 37293	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-407017	CLM	David G Henry	1964-01-25	UHC-48679-36	—	4431 Harbor Blvd, Charlotte, NC, 28202	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-140631	ENR	Mateo R Harvey	1969-12-25	UHC-78172-12	5707919171	8811 Mountain View Dr, Las Vegas, NV, 89180	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131133	ENR	Daniel Owens	1996-09-12	UHC-62595-38	—	2304 Church St, Minneapolis, MN, 55411	0.64	Date of birth reformatted State name converted to code ZIP+4 trimmed Email lower-cased+2 more
PRV-24010	PRV	Dennis Elliott	1975-04-06	—	4146987519	3313 Maple Ave, Gilbert, AZ, 85265	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-125593	ENR	Adam Henry	1946-11-28	UHC-90187-32	6534105907	580 Mountain View Dr, Tempe, AZ, 85231	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-125594	ENR	Adam Henry	1946-11-28	UHC-90187-32	6534105907	580 Mountain View Dr, Tempe, AZ, 85231	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-427796	CLM	Christina Estarda	1969-02-07	—	2575743192	5680 Canyon Rd, Nashville, TN, 37201	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-140973	ENR	Wayne V Romero	1945-03-26	UHC-14479-29	4467868191	7933 Maple Ave, Seattle, WA, 98153	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407214	CLM	Kimberly Munoz	2007-12-22	—	—	5212 Spring St, Jacksonville, FL, 32237	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-139105	ENR	Mateo Chen	1996-08-28	UHC-60396-08	7712915703	6374 Jefferson Ave, San Diego, CA, 92129	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-118221	ENR	Timothy Olson	1945-07-16	UHC-86947-07	6262487152	432 Union St, Sacramento, CA, 95846	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56395	TPA	Mateo Wood	1955-03-07	—	4664786853	6013 Washington St, Seattle, WA, 98176	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105734	ENR	Brenda Singh	1998-10-19	UHC-87927-23	4368901966	7889 Union St, Seattle, WA, 98138	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54164	TPA	Zachary Perry	—	—	6392581928	1235 Main St, Charlotte, NC, 28237	0.64	Date of birth unreadable Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-59864	TPA	Jlia Certer	1993-12-09	—	—	7784 Apache Blvd, Columbus, OH, 43266	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-136470	ENR	William L Walsh	1952-05-27	UHC-61186-88	—	9058 Mesa Dr, Seattle, WA, 98143	0.64	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
PRV-26049	PRV	Ethan Richardson	1951-02-27	UHC-74350-59	—	1264 Palm Dr, Sacramento, CA, 95885	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-110722	ENR	Brandon Ward	2000-06-13	UHC-18572-93	3497913571	1918 Main St, Austin, TX, 78793	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26296	PRV	Douglas H Kennedy	1959-02-15	—	4076271319	9050 Sunset Blvd, Eden Prairie, MN, 55335	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

8,263 rows, page 97 of 166Previous Next