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-404908	CLM	Kathryn Carpenter	1943-01-12	UHC-20206-20	—	9041 Palm Dr Apt 18, Gilbert, AZ, 85216	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-118170	ENR	Anna Ellis	1967-11-23	UHC-86115-09	—	4372 Lake View Rd # 783, Sacramento, CA, 95841	0.64	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+2 more
CLM-431882	CLM	Singh Victoria	1941-04-18	UHC-82237-08	—	3955 Grand Ave Apt 8, Chandler, AZ, 85255	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-407544	CLM	Evelyn O Woods	1980-12-02	UHC-04940-63	8195389686	7917 Central Ave # 702, Tampa, FL, 33653	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-23201	PRV	Lauren Z Schmidt	1973-01-17	—	3603419548	4410 Lincoln Way # 409, Houston, TX, 77025	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
TPA-63578	TPA	Austin Santos	2004-09-16	—	3052768455	9199 Church St Apt 5, Dallas, TX, 75207	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-109866	ENR	Nicholas G Daniels	1991-02-22	UHC-60416-04	7819703185	812 Elm St # 870, San Diego, CA, 92189	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-111967	ENR	Maria Oliver	1988-06-15	UHC-49557-54	2549838969	5966 Palm Dr Apt 37, Eden Prairie, MN, 55326	0.64	Name re-cased Unit split from street ZIP+4 trimmed Email lower-cased+2 more
PRV-25098	PRV	Jack Campbell	1968-03-16	—	3043260715	1440 Grand Ave # 603, Las Vegas, NV, 89133	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-100414	ENR	Debra V Ford	2000-07-27	UHC-59451-52	3486959744	7984 Union St Apt 11, Miami, FL, 33171	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-110184	ENR	Christina Young	1946-01-15	UHC-65599-85	4533544179	1509 Maple Ave Apt 13, Denver, CO, 80225	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-27134	PRV	Sandra Harrison	1957-10-15	—	4985179661	9330 Lincoln Way Apt 19, Eden Prairie, MN, 55337	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
PRV-28137	PRV	Christine Valdez	1969-03-12	UHC-20572-11	8573991733	8031 Union St # 872, Houston, TX, 77012	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
PRV-27128	PRV	Carol Vargas	1951-03-18	—	—	3390 Washington St # 749, Jacksonville, FL, 32204	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-139917	ENR	Hannah L Oliver	2001-02-16	UHC-68626-53	6804366562	178 Canyon Rd # 242, Orlando, FL, 32808	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-100368	ENR	Rebecca Gibson	1974-06-28	UHC-61166-15	9454123447	1225 Apache Blvd # 268, Charlotte, NC, 28278	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-400341	CLM	Danielle Turner	2001-03-28	UHC-41679-22	4216491332	9206 Pine Dr Apt 21, Columbus, OH, 43226	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-130520	ENR	Robert O Watkins	2001-07-07	UHC-29270-37	6409870505	8144 Grand Ave Apt 4, Dallas, TX, 75245	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-136802	ENR	Richard Day	1996-05-28	UHC-92078-99	4237859150	4851 Ridge Rd # 811, Tempe, AZ, 85292	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-132511	ENR	Willie Jensen	1943-06-26	UHC-76046-12	2523877125	3180 Market St Apt 3, San Antonio, TX, 78283	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414751	CLM	Juan E Lopez	1968-10-05	—	—	8639 Highland Ave Apt 33, Columbus, OH, 43244	0.64	Name re-cased Unit split from street City re-cased ZIP+4 trimmed+2 more
PRV-28919	PRV	Raymond Peters	1972-08-03	—	9416962019	2221 Lake View Rd Apt 31, Austin, TX, 78732	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-403517	CLM	Luis Richards	1960-12-26	UHC-82338-95	4119719559	810 Jefferson Ave # 824, Orlando, FL, 32859	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121193	ENR	Denny O Murphy	1954-07-21	UHC-42387-26	3863170909	3786 Union St # 286, Seattle, WA, 98106	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-131442	ENR	Michael Foster	1981-03-22	UHC-37751-91	9536475497	208 Valley View Dr Apt 40, Miami, FL, 33144	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-133630	ENR	Elizabeth Q Soto	2003-08-26	UHC-13349-43	3433858673	2261 Bayshore Dr # 611, Atlanta, GA, 30303	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61031	TPA	Arjun Coleman	1985-06-02	—	—	9309 Willow Ct Apt 39, Scottsdale, AZ, 85233	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-60942	TPA	Nunez Elizaebth	2008-08-01	—	—	8418 Cedar Ln # 999, Chandler, AZ, 85212	0.64	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
ENR-116618	ENR	Terry Alvarado	2003-01-24	UHC-70635-47	4066387703	5291 Desert Sky Blvd # 596, Houston, TX, 77016	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-422195	CLM	Luis P Freeman	1990-03-27	UHC-20455-14	2946618712	3146 Canyon Rd # 789, Gilbert, AZ, 85274	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-117944	ENR	Jacqueline Wagner	1938-01-24	UHC-77881-56	6474941423	4420 Sage Ct Apt 2, Miami, FL, 33193	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-116733	ENR	Joshua U Mitchell	1987-08-11	UHC-32033-51	9853713321	8526 Lincoln Way # 862, Orlando, FL	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+2 more
CLM-407667	CLM	Kevin R Sott	1977-09-05	—	—	4444 Willow Ct Apt 33, Nashville, TN, 37251	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-415482	CLM	Catherine Lawrnce	1957-05-18	—	3707043729	9836 Canyon Rd Apt 22, Chandler, AZ, 85249	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-425192	CLM	Keith A Perez	1944-10-15	UHC-42466-08	7706526800	1839 Indian School Rd # 109, Dallas, TX, 75262	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-115444	ENR	Carlos C Crawford	1969-08-09	—	—	4540 Central Ave Apt 20, Atlanta, GA, 30376	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-140145	ENR	Thoams Bailey	1999-01-27	UHC-40552-57	9098875112	5198 Jefferson Ave Apt 18, Dallas, TX, 75255	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413368	CLM	Rachel Marshall	1988-03-07	—	7239051021	8677 Washington St # 697, Gilbert, AZ, 85214	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-140056	ENR	Ronald L Guzman	2008-01-21	UHC-49979-38	3499943771	3336 Church St # 892, Tampa, FL, 33693	0.64	Phone reformatted Unit split from street ZIP+4 trimmed Plan code upper-cased+2 more
ENR-132554	ENR	Melissa F Wright	1980-07-07	UHC-65821-75	7777299307	8672 Sage Ct Apt 22, Tempe, AZ, 85219	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-29572	PRV	Madison U Thomas	1945-05-25	UHC-45958-44	3853863289	9336 Maple Ave Apt 25, Minneapolis, MN, 55440	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-429547	CLM	Jacob C Coleman	1952-08-26	—	—	7965 Palm Dr Apt 38, Jacksonville, FL, 32268	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107293	ENR	Alan V Park	1991-05-20	UHC-96877-42	5878253468	5012 Mountain View Dr Apt 17, Nashville, TN, 37286	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
TPA-60783	TPA	Mason Kelley	1980-09-23	—	4009674880	7635 Hillcrest Rd # 491, Dallas, TX, 75260	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-108514	ENR	Shirley R Marshall	1980-07-26	UHC-92812-35	7649503732	8918 Park Pl Apt 34, Denver, CO, 80272	0.64	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-125945	ENR	Harold P Moreno	1977-04-24	UHC-49694-33	3308620925	5037 Maple Ave # 567, Seattle, WA, 98193	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-418464	CLM	Betty Z Gilbert	2008-10-14	UHC-74971-33	5663013126	9021 Broadway Apt 16, Phoenix, AZ, 85005	0.64	Name re-cased Date of birth reformatted Unit split from street Address re-cased+2 more
CLM-402935	CLM	James Reid	2008-10-13	UHC-04022-72	—	5685 Sage Ct Apt 13, Scottsdale, AZ, 85269	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112081	ENR	Nicole J Valdez	2003-08-08	UHC-31735-63	4719161332	2416 Highland Ave # 635, San Diego, CA, 92196	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135560	ENR	Edward Rodriguez	1958-12-22	UHC-77559-31	2093644560	6694 Bayshore Dr Apt 17, Jacksonville, FL, 32210	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more

6,994 rows, page 74 of 140Previous Next