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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-103865	ENR	Patricia Y Schultz	1946-04-18	UHC-50932-99	6462059255	4426 Park Pl, Glendale, AZ, 85392	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139219	ENR	Janet W Carroll	1938-02-10	UHC-53190-20	5326216137	6292 Union St, Orlando, FL, 32810	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106677	ENR	Joyce Rice	1943-05-25	UHC-64786-05	6034401327	2028 Baseline Rd, Mesa, AZ, 85273	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-111319	ENR	Andrew Phillips	1946-03-28	UHC-08805-18	9076828708	4171 Harbor Blvd, Columbus, OH, 43226	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-121472	ENR	Samantha Grham	1950-02-18	UHC-69287-28	3842804243	6339 Mountain View Dr, Glendale, AZ, 85352	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-132452	ENR	Jerry M Thompson	1994-12-07	UHC-70094-70	—	8380 Ridge Rd, Seattle, WA, 98181	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-124806	ENR	Willie C Perez	1982-12-06	UHC-21123-09	—	5735 Park Pl, Sacramento, CA, 95810	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-127888	ENR	Lisa Li	1999-09-23	UHC-04073-64	2314798466	6577 Ridge Rd, San Diego, CA, 92129	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123336	ENR	Ryan Morrison	1997-06-28	UHC-42344-63	6144678272	8872 Sage Ct, Atlanta, GA, 30321	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-142392	ENR	Denise Mills	1982-03-24	UHC-44700-43	5672689715	1110 Grand Ave, Atlanta, GA, 30389	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120744	ENR	Olivia Ramirez	1992-11-08	UHC-01813-53	8558333445	3133 Sunset Blvd, San Antonio, TX, 78245	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-129977	ENR	Marcus P Nelson	1980-01-11	UHC-84146-05	3734684156	5807 Ocean Ave, Orlando, FL, 32857	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135437	ENR	Madison Dean	1972-12-12	UHC-34653-59	3164987718	4118 Ridge Rd, Chandler, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-101375	ENR	Hunter Z Charles	1989-06-08	UHC-17944-90	5238736858	5023 Elm St, Tempe, AZ, 85267	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120597	ENR	Hannah Dunn	1973-09-11	UHC-05051-44	4698171397	9272 Mountain View Dr, Dallas, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104827	ENR	Lisa Morrison	1994-02-08	UHC-79829-71	5939227666	993 Indian School Rd, Austin, TX, 78735	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127913	ENR	Lawrence Shaw	1968-10-26	UHC-23351-29	2686453729	1500 Baseline Rd, Houston, TX, 77023	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-143040	ENR	Ryan Stephens	1975-11-12	UHC-85421-18	9047854086	4576 Pine Dr, Phoenix, AZ, 85048	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120982	ENR	Gary Hudson	1964-04-24	UHC-84393-87	2688594049	8843 Indian School Rd, Charlotte, NC, 28224	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110375	ENR	Heather T Ellis	2004-12-07	UHC-10265-02	4653314415	4565 Bayshore Dr, Chandler, AZ, 85231	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101501	ENR	Brenda T Bradley	1946-05-19	UHC-93672-78	—	7376 Bayshore Dr, Chandler, AZ, 85281	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-123022	ENR	Diana Bell	1962-10-11	UHC-78952-19	7726012308	3912 Mountain View Dr # 185, Phoenix, AZ, 85032	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-104167	ENR	Ana Hamilton	1991-01-09	UHC-46536-08	3099029073	8530 Union St, Scottsdale, AZ, 85282	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112929	ENR	Albert Williams	1960-08-14	UHC-50412-25	6602675424	5057 Forest Ave # 799, Austin, TX, 78727	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-123086	ENR	Jerry C Brown	1976-02-05	UHC-23768-79	3715568038	2285 Church St, Tampa, FL	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-139593	ENR	Brandon H Peterson	—	UHC-21678-78	4556965096	3748 Forest Ave, Austin, TX, 78799	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-112776	ENR	Aisha Bkaer	1944-03-19	UHC-54571-05	2258031079	5994 Indian School Rd Apt 8, Charlotte, NC, 28210	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-130898	ENR	Joan P Fuller	1948-05-28	UHC-70899-35	5227587029	5685 Maple Ave, Phoenix, AZ, 85099	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-103944	ENR	Elizabeth N Martin	1973-10-05	UHC-63125-78	5233872747	1405 Canyon Rd, Jacksonville, FL, 32268	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110086	ENR	Amber Rogers	1984-04-20	UHC-64010-43	7903094072	7710 Park Pl, Glendale, AZ, 85376	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105106	ENR	Janice K Greene	1964-04-15	UHC-73118-27	7332436865	7275 Willow Ct, Gilbert, AZ, 85234	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111328	ENR	Aisha Garza	2000-11-19	UHC-00750-76	9788914253	6081 Sunset Blvd, Gilbert, AZ, 85255	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122903	ENR	Jessica Fernandez	1951-04-07	UHC-72664-23	5687161617	3338 Highland Ave, Austin, TX, 78789	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136631	ENR	Zachary X Hudson	1945-10-16	UHC-02373-58	5962009660	7794 Valley View Dr, Las Vegas, NV, 89167	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137091	ENR	Pamela X Edwards	2002-04-27	UHC-56282-29	—	6075 Meadow Ln, Mesa, AZ, 85215	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-138223	ENR	Susan Hanson	1982-10-01	UHC-29460-45	2715230271	4755 Maple Ave, Minneapolis, MN, 55488	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128628	ENR	Aaron J Santiago	1940-02-25	UHC-34413-08	3954830136	487 Washington St, Columbus, OH, 43259	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138477	ENR	Paul Price	1973-10-13	UHC-93059-68	3848566332	6954 Park Pl, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128304	ENR	Phhilip Hill	1960-04-12	UHC-58500-48	6597822186	1537 Spring St, Austin, TX, 78780	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128303	ENR	Phhilip Hill	1960-04-12	UHC-58500-48	6597822186	1537 Spring St, Austin, TX, 78780	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140231	ENR	Grace Robertson	1988-04-08	UHC-40193-36	6094448226	548 Elm St, Glendale, AZ, 85361	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108688	ENR	Walter E Patel	2005-07-01	UHC-76743-89	4442800558	6868 Maple Ave, Phoenix, AZ, 85063	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-116146	ENR	David V Mooreno	1973-09-22	UHC-59966-46	6943679303	8006 Valley View Dr, Atlanta, GA, 30348	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-112365	ENR	Stephen M Fowler	2001-09-27	UHC-96013-13	6007978481	9290 Forest Ave, Chandler, AZ, 85277	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136326	ENR	Maria T Valdez	1997-07-27	UHC-44368-17	7327804713	681 Sage Ct, Houston, TX, 77039	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
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-124396	ENR	Kimberly Oliver	1982-03-16	UHC-72085-52	4516913561	753 Main St, Sacramento, CA, 95890	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106899	ENR	Aaron L Woods	1962-08-18	UHC-93651-88	6665860418	8586 River Rd, Glendale, AZ, 85397	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-100063	ENR	Diane I Lee	1970-01-11	UHC-83472-91	8387724725	4401 Sunset Blvd, Scottsdale, AZ, 85200	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-100064	ENR	Diane I Lee	1970-01-11	UHC-83472-91	8387724725	4401 Sunset Blvd, Scottsdale, AZ, 85200	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more

26,564 rows, page 138 of 532Previous Next