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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-117902	ENR	Lisa Rivera	1938-10-09	UHC-02876-16	6105169168	4615 Apache Blvd, Mesa, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28815	PRV	Jshua Stewart	1988-02-15	—	6618979534	1223 Sunset Blvd # 828, Seattle, WA	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-414214	CLM	Helen Griffin	1980-06-25	UHC-02984-29	—	543 Mesa Dr, Houston, TX, 77091	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408255	CLM	Kayla Chen	1967-01-25	—	—	8289 Main St Apt 21, Nashville, TN, 37244	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-129580	ENR	David S Jenkins	1989-07-15	UHC-74186-15	3838413658	2280 Union St, Los Angeles, CA, 90094	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-411065	CLM	Sandra Morgan	1939-05-20	UHC-28897-69	—	1706 Palm Dr, Denver, CO, 80287	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-20990	PRV	Patrick Olson	1993-11-18	UHC-19445-85	8122132692	3332 Central Ave, Eden Prairie, MN, 55372	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121184	ENR	Jose Fuller	1945-06-04	UHC-75059-81	4246642146	4934 Jefferson Ave, Fresno, CA, 93733	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20538	PRV	Madison J Welch	1946-12-10	UHC-40299-97	5966626268	2397 Hillcrest Rd, Phoenix, AZ, 85076	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408581	CLM	Burns Stevn	1978-08-12	UHC-52339-52	7487036743	6845 Elm St, Charlotte, NC, 28272	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-102886	ENR	Charlotte Berry	1966-11-20	UHC-48530-99	6178568471	3697 Desert Sky Blvd, Austin, TX, 78711	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-102885	ENR	Charlotte Berry	1966-11-20	UHC-48530-99	6178568471	3697 Desert Sky Blvd, Austin, TX, 78711	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-404608	CLM	Judy Long	2001-05-20	UHC-14892-64	8037129786	4143 Apache Blvd, Gilbert, AZ, 85272	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429994	CLM	Martha Hunter	1960-05-25	UHC-01122-45	2027052652	5179 Ridge Rd, Nashville, TN, 37216	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25816	PRV	Justin Butler	1953-11-08	UHC-04020-20	6109317064	2044 Mountain View Dr, Austin, TX, 78706	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20978	PRV	Rcahel Maldonado	1940-03-05	—	3004230351	1474 Ridge Rd # 742, Sacramento, CA, 95818	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-127980	ENR	Nicole W Dunn	1987-11-20	UHC-29283-47	9303599981	2594 Harbor Blvd, Charlotte, NC, 28271	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-107368	ENR	Adam Vasquez	1978-12-15	UHC-91157-09	3974287745	9625 Hillcrest Rd, Charlotte, NC, 28263	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
TPA-64042	TPA	Ruth Hudson	1966-02-12	—	—	6660 Market St, Eden Prairie, MN, 55384	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-118664	ENR	Terry B Griffin	1990-01-10	UHC-30346-05	5068396868	3061 Jefferson Ave, Glendale, AZ, 85355	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430934	CLM	Deborah Hughes	1956-01-10	—	8689929527	7923 Lake View Rd, San Antonio, TX, 78224	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430724	CLM	Mateo Salazar	1965-05-19	—	8103428509	4525 Highland Ave, Mesa, AZ, 85215	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-125607	ENR	Arjun Mejia	1988-03-04	UHC-51233-72	3388788437	5346 Maple Ave, Tucson, AZ, 85761	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123416	ENR	Justin Powell	1970-06-01	UHC-79975-14	8683069410	1377 Baseline Rd, Tucson, AZ, 85740	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55019	TPA	Mason Gardner	1957-02-01	—	5132816326	1165 Oak St, Tucson, AZ, 85786	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417580	CLM	Henry Graham	1969-04-04	—	8152633479	46 Grand Ave, Plano, TX, 75023	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417579	CLM	Henry Graham	1969-04-04	—	8152633479	46 Grand Ave, Plano, TX, 75023	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125634	ENR	Brandon Sanders	1992-08-17	UHC-71390-78	2586629641	9596 Mountain View Dr, Phoenix, AZ, 85027	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
PRV-20835	PRV	James Reid	2008-10-13	UHC-04022-72	8103721681	5685 Sage Ct, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted ZIP missing Email lower-cased+3 more
CLM-431348	CLM	Ryan Anderson	1999-10-17	UHC-78959-95	—	1852 Main St, Las Vegas, NV, 89111	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60383	TPA	Christine Hoffman	2003-05-09	—	4556819252	5855 Spring St, Phoenix, AZ, 85022	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-59260	TPA	Brandon Gilbert	1940-03-10	UHC-47987-53	6393887358	5070 Highland Ave, Phoenix, AZ, 85093	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-115314	ENR	Aaron O Tucker	1954-06-28	UHC-15352-54	—	8932 Mountain View Dr, Nashville, TN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415445	CLM	Tyler Rojas	1994-06-27	UHC-99681-64	8467739005	4070 Main St, Scottsdale, AZ, 85263	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-126171	ENR	Harold B Long	1968-04-15	UHC-16295-54	3555180004	5271 Bayshore Dr, Orlando, FL, 32838	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-125463	ENR	Jose Young	1984-02-23	UHC-85645-22	7606514825	4304 Canyon Rd, Tucson, AZ, 85702	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54079	TPA	Brandon Mejia	1994-12-12	—	—	3682 Cedar Ln, Minneapolis, MN, 55463	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-431402	CLM	Gary O Matthews	1945-11-13	—	—	4842 Pine Dr, Charlotte, NC, 28266	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108472	ENR	Laura Ray	1945-08-08	UHC-44783-15	8794298326	6445 Lake View Rd, Denver, CO, 80222	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22844	PRV	Anthony S Phillips	1950-01-11	UHC-18242-24	5786686154	6503 Lake View Rd, Charlotte, NC, 28260	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59513	TPA	Lori Gonalez	1956-11-03	—	—	2271 Ridge Rd, Nashville, TN, 37290	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57934	TPA	Ann Sims	1973-12-20	—	9367829933	3815 Palm Dr, Phoenix, AZ, 85050	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127946	ENR	Mateo V Mendez	1939-09-12	UHC-78940-63	4788862683	1972 Baseline Rd, Eden Prairie, MN, 55335	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-415533	CLM	Jerry Dunn	1939-06-05	—	4936428640	658 Washington St, Columbus, OH, 43295	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24234	PRV	George Jensen	1951-03-02	UHC-18575-03	4303150474	4915 Highland Ave, Columbus, OH, 43237	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123099	ENR	Arthur K Rojas	1958-06-23	—	3555961573	749 Church St, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142092	ENR	Wei L Rogers	1991-09-25	UHC-97411-91	7742378258	9562 Elm St, Orlando, FL, 32889	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
TPA-62318	TPA	Laura Arnnold	1982-09-24	—	3894033525	6320 Main St, Scottsdale, AZ, 85283	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-406799	CLM	Teresa Hunt	1976-08-13	UHC-72508-09	8098077514	6343 Lake View Rd, Chandler, AZ, 85206	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-119709	ENR	Alan Z Wong	1972-08-15	UHC-15810-46	4606860412	5091 Canyon Rd, Eden Prairie, MN	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

32,400 rows, page 101 of 648Previous Next