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 “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-107902	ENR	Cynthia Watson	1978-02-21	UHC-09063-66	7822781156	3505 Grand Ave Apt 14, Orlando, FL, 32888	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-113399	ENR	Ronald A Cox	1980-08-09	UHC-19931-06	7157173069	6564 Camelback Rd, Charlotte, NC, 28270	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105447	ENR	Jean Walsh	1949-10-02	UHC-14913-65	4452854437	2051 Canyon Rd, Los Angeles, CA, 90059	0.62	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-113820	ENR	Bradley Perkins	2003-08-26	UHC-98736-97	4055901924	616 Lincoln Way, Sacramento, CA, 95898	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-113680	ENR	Sarah X Austin	1975-03-10	UHC-05589-30	2729553883	8925 Hillcrest Rd, Eden Prairie, MN, 55335	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109382	ENR	Maria A Bryant	1946-09-03	UHC-84933-51	4234866873	3358 Oak St, Minneapolis, MN	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113010	ENR	Ana Cunningham	1972-03-03	UHC-35095-35	4547999463	1845 Desert Sky Blvd Apt 30, Scottsdale, AZ, 85299	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-117533	ENR	Paul O Patel	1942-11-22	UHC-67299-32	6717233707	8622 Bayshore Dr, Tucson, AZ, 85741	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109328	ENR	Janet I Watson	1960-01-11	UHC-17850-19	—	826 Pine Dr, Austin, TX, 78743	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137339	ENR	Megan Y Edwards	2006-06-04	UHC-52947-73	—	4207 Spring St, Phoenix, AZ, 85058	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-105745	ENR	Rachel Payne	1957-01-22	UHC-90679-12	9846895957	6941 Baseline Rd, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139910	ENR	Beveerly B Reid	1967-12-17	UHC-24324-35	5264995382	6813 Sunset Blvd, Austin, TX, 78705	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139073	ENR	Grace Garza	2002-11-10	UHC-70601-88	9006582811	7828 Maple Ave, Chandler, AZ, 85281	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109176	ENR	Olivia Z Guzman	1982-01-01	UHC-53622-56	—	5757 Ocean Ave, Phoenix, AZ, 85080	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138749	ENR	DayJunk	1938-07-11	UHC-20701-07	8129109749	6160 Church St, Denver, CO, 80250	0.62	Date of birth reformatted Phone reformatted State name converted to code Plan code upper-cased+3 more
ENR-103781	ENR	Theresa Ryna	1956-05-07	UHC-59142-10	—	2839 Baseline Rd, Chandler, AZ, 85207	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-121688	ENR	Logan Jordan	1963-01-14	UHC-31361-69	—	3273 Hillcrest Rd, Los Angeles, CA, 90039	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-112022	ENR	Janice Marshall	1952-09-07	UHC-92674-04	6509203588	2157 Highland Ave Apt 24, Scottsdale, AZ, 85251	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-106886	ENR	Santiago I Reed	1939-10-16	UHC-78931-81	6168328261	2480 Harbor Blvd, Austin, TX	0.62	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
ENR-142116	ENR	Arthur K Wilson	1981-12-17	UHC-74349-97	3037862072	8847 Ridge Rd, Chandler, AZ, 85284	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141441	ENR	George Jordan	2007-12-15	UHC-51226-22	7383266349	9029 Mountain View Dr, Mesa, AZ, 85201	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-129912	ENR	Joan R Crawford	1994-01-18	UHC-75659-83	9672380863	5274 Harbor Blvd, Sacramento, CA, 95863	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113381	ENR	Athony Brown	1994-07-16	UHC-68012-85	8139803869	5356 Lake View Rd, Plano, TX, 75073	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119993	ENR	Alice Robertsun	1982-09-08	UHC-51048-68	2118511219	7045 Washington St, Columbus, OH	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134924	ENR	Wayne Y Williamms	1985-03-11	UHC-69696-29	9263253755	8756 Grand Ave, Jacksonville, FL, 32259	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127763	ENR	Matthew Z Marquez	1984-02-09	UHC-31075-42	8057332989	6565 Maple Ave, Glendale, AZ, 85322	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-102718	ENR	Grace T Peterson	1987-07-11	UHC-80834-29	2825513637	116 Highland Ave, Glendale, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118123	ENR	Karen F Wong	2001-09-25	UHC-75927-48	5548531415	6744 Union St, Tempe, AZ, 85263	0.62	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-140138	ENR	Lugan Greene	1941-01-16	UHC-34472-84	6095528497	990 Indian School Rd, Tucson, AZ, 85798	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-115125	ENR	Jeffry Y Valdez	1998-02-08	UHC-15233-48	9055946021	5176 Baseline Rd, Atlanta, GA, 30310	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-108046	ENR	Lori A Rodriguez	1941-12-16	UHC-24750-67	7504099972	2084 Maple Ave, Gilbert, AZ, 85252	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114233	ENR	Carolyn H Wong	1977-01-09	UHC-08618-64	9184250815	2259 Highland Ave, Sacramento, CA, 95840	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+3 more
ENR-101850	ENR	Sharon K Hall	1974-12-27	UHC-18998-04	2765653804	8610 Cedar Ln Apt 17, Miami, FL, 33149	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-122415	ENR	Steven Anderson	1980-10-21	UHC-73679-17	5265922271	5988 Lincoln Way, Tampa, FL, 33683	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130500	ENR	Bradley U Green	1970-06-22	UHC-21055-73	4128872134	6742 Market St, Austin, TX, 78741	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113965	ENR	Julia F Warren	1973-07-24	UHC-47230-50	—	3008 Church St, Minneapolis, MN, 55415	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-107697	ENR	Dot Matthews	1941-12-19	UHC-82814-73	3135574928	6235 Spring St, Mesa, AZ, 85211	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-140595	ENR	Marcus W Bailey	1940-11-16	UHC-27177-20	—	7682 Spring St, Las Vegas, NV, 89135	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-137442	ENR	Victoria L Coleman	1979-06-14	UHC-48374-66	—	7682 Valley View Dr, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-126598	ENR	Theresa D Meyer	1970-02-18	UHC-06837-05	6277376605	1228 Apache Blvd, Mesa, AZ, 85265	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104893	ENR	SamanthaJunk	2000-04-03	UHC-05248-31	6326196458	6065 Camelback Rd, Sacramento, CA, 95868	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121981	ENR	Jean Moreno	1988-07-01	UHC-83260-90	3163637604	739 Meadow Ln, Denver, CO, 80224	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123844	ENR	Sofia L Grannt	1985-08-17	UHC-24068-09	2297766274	2301 Baseline Rd, Austin, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130509	ENR	Ahmed Hayes	1998-05-03	UHC-61342-46	4545116766	896 Bayshore Dr # 901, Plano, TX, 75056	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
ENR-110805	ENR	Jonathan Sandoval	1962-03-06	UHC-01777-85	8107213077	5390 Maple Ave, San Diego, CA, 92106	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132831	ENR	Sara P Tucker	1943-12-24	UHC-90720-81	3419626063	5110 Forest Ave, Mesa, AZ, 85210	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-131416	ENR	Ann Howell	1940-07-26	UHC-63778-36	4469623808	167 Sunset Blvd, Phoenix, AZ, 85051	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125859	ENR	Lisa Y Young	1964-10-21	UHC-82516-84	5828696368	2499 Elm St, Fresno, CA, 93777	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125924	ENR	George E Padilla	1946-10-19	UHC-72130-12	9617463014	6800 Central Ave, Tampa, FL	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116597	ENR	Mark J Clark	1939-01-17	UHC-77659-24	3398161429	5557 Meadow Ln # 161, Sacramento, CA, 95837	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more

13,989 rows, page 61 of 280Previous Next