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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137706	ENR	Anthony A Wright	1957-06-16	UHC-70779-76	8565647937	4821 River Rd, Scottsdale, AZ, 85231	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-103960	ENR	Aaron I Gilbert	1981-09-11	UHC-80916-38	5335187121	1483 Hillcrest Rd, Nashville, TN, 37287	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-140560	ENR	Joshua D Stevens	1947-07-11	UHC-35290-99	7107124016	7109 Oak St, Mesa, AZ, 85268	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-122008	ENR	Elijah Smith	1976-05-04	UHC-23137-21	7994291390	1889 Apache Blvd, Plano, TX, 75085	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
ENR-139775	ENR	Karen S Bailey	1977-07-25	UHC-82830-37	5964284904	1731 Main St, Phoenix, AZ, 85086	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132628	ENR	David Bennett	2008-07-02	UHC-52325-21	6314243075	4502 Sunset Blvd, Los Angeles, CA, 90029	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136535	ENR	Eric L Bell	1955-08-15	UHC-32632-40	3246345977	7210 Mountain View Dr, Miami, FL, 33191	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117091	ENR	Ana P Rose	1948-12-04	UHC-63052-88	9875724445	21 Cedar Ln, Columbus, OH, 43286	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110344	ENR	Ronald Espinoza	1981-09-20	UHC-88715-46	3695381020	763 Oak St, Atlanta, GA, 30355	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-128035	ENR	Mason C Armstrong	1957-06-27	UHC-42671-76	4399471705	6875 Palm Dr, San Antonio, TX, 78292	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-115869	ENR	Laryr Lawson	1976-03-23	UHC-59354-09	4535314055	4261 Apache Blvd, Phoenix, AZ, 85063	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-131131	ENR	Arjun Padilla	2008-01-06	UHC-09207-46	5726481694	9809 Spring St, Tampa, FL, 33624	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-135670	ENR	Linda Carroll	1967-04-15	UHC-43840-07	4806575735	6679 Canyon Rd, San Antonio, TX, 78221	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-135671	ENR	Linda Carroll	1967-04-15	UHC-43840-07	4806575735	6679 Canyon Rd, San Antonio, TX, 78221	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-140244	ENR	George T Hughes	1957-09-12	UHC-74485-63	5837205436	2144 Hillcrest Rd, San Diego, CA, 92144	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129920	ENR	Ruth K Aguilar	1995-07-04	UHC-73106-42	6329985888	7008 Cedar Ln, Mesa, AZ, 85207	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111455	ENR	Grace Powell	1981-05-01	UHC-74165-93	9277476343	973 Camelback Rd, Plano, TX, 75019	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141579	ENR	Steve J Maldonado	2006-11-09	UHC-17496-64	6578122888	563 Grand Ave, Tucson, AZ, 85704	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-108577	ENR	Albert Banks	1998-02-12	UHC-93683-76	—	4654 Lake View Rd, San Diego, CA, 92144	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-105910	ENR	Mason Duncan	1984-04-28	UHC-64676-94	—	3258 Hillcrest Rd, Gilbert, AZ, 85216	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129087	ENR	Judy Vega	1989-12-13	UHC-72698-48	5489972599	6343 Ocean Ave, San Diego, CA, 92192	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137883	ENR	Alexander Reid	1976-07-20	UHC-22695-59	7307724789	5107 Lake View Rd, Plano, TX, 75027	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-141482	ENR	Mary V Hudson	1995-01-14	UHC-28041-40	7754797193	9385 Mesa Dr, San Diego, CA, 92171	0.64	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
ENR-109342	ENR	Anna T Vega	1992-10-11	UHC-92950-24	7206469415	1640 Forest Ave, Eden Prairie, MN, 55388	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122091	ENR	Doneld I Lawrence	1979-05-14	UHC-21826-52	4605562218	2558 Cedar Ln, Los Angeles, CA, 90035	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-124602	ENR	Joe W Hicks	1945-02-07	UHC-74258-84	3285159101	5161 Harbor Blvd, San Antonio, TX, 78208	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-132666	ENR	Santiago S Johnston	1984-11-15	UHC-34055-28	4182415755	5722 Spring St, Houston, TX, 77026	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-142577	ENR	Douglas R Weaver	2008-03-14	UHC-31439-29	7586783104	1360 Jefferson Ave, Las Vegas, NV, 89105	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113924	ENR	Gregory Marquez	2005-03-18	UHC-19999-31	8656524871	7419 Oak St, Fresno, CA, 93772	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-103193	ENR	Brittany N Wright	1946-05-25	UHC-09549-37	3234081265	9086 Hillcrest Rd, Miami, FL, 33101	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-118757	ENR	Christian X Kennedy	1938-09-22	UHC-25677-82	2807202737	4685 River Rd, Charlotte, NC, 28269	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104735	ENR	Michael E Grant	2004-01-15	UHC-37046-50	—	9292 Desert Sky Blvd, Jacksonville, FL, 32200	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104734	ENR	Michael E Grant	2004-01-15	UHC-37046-50	—	9292 Desert Sky Blvd, Jacksonville, FL, 32200	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104011	ENR	Brandon D Wagner	1960-12-16	UHC-41934-48	2828577953	1788 Highland Ave, Charlotte, NC, 28202	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-121814	ENR	Logan Bailey	2001-10-07	UHC-62349-08	2186812804	2684 Grand Ave, Jacksonville, FL, 32209	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106192	ENR	Brenda L Stephens	2000-03-02	UHC-76713-41	8762196814	7450 Spring St, Tampa, FL, 33658	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117166	ENR	Barbara Rivera	1996-04-26	UHC-64249-52	—	3211 Main St, Plano, TX, 75077	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-121445	ENR	Dylan Rogers	1953-07-20	UHC-82066-02	8109434477	9893 Sunset Blvd, Denver, CO, 80246	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104648	ENR	Amber Q Black	1967-12-23	UHC-78944-22	8114729459	1482 Harbor Blvd, Phoenix, AZ, 85034	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-123186	ENR	James Mejia	1976-04-10	UHC-92828-80	5676864892	1966 Palm Dr, Columbus, OH, 43262	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132762	ENR	Grgeory McCoy	1943-07-23	UHC-42545-15	5354262329	2161 Maple Ave, Gilbert, AZ, 85254	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+2 more
ENR-125712	ENR	Linda U Henderson	1943-03-26	UHC-38297-71	8285107565	9100 Valley View Dr, Fresno, CA, 93721	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-113540	ENR	Aisha P Butler	1971-04-13	UHC-74011-36	5842846470	181 Maple Ave, Denver, CO, 80237	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-131519	ENR	Frank Lawrence	1992-06-14	UHC-54403-51	2344122544	4496 River Rd, Tucson, AZ, 85735	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118277	ENR	Maatt Smith	—	UHC-06789-82	5815156902	8352 Ridge Rd, Sacramento, CA, 95867	0.64	Name split from “Last, First”Date of birth unreadable Phone reformatted Email lower-cased+2 more
ENR-126902	ENR	Noah Cook	1982-04-09	UHC-47414-31	—	3312 Oak St, Eden Prairie, MN, 55362	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116017	ENR	Benjamin S Rice	2001-11-22	UHC-00900-40	—	5390 Baseline Rd, Los Angeles, CA, 90059	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-130251	ENR	Madison Wheeler	1999-01-23	UHC-19975-09	6376298696	2668 Grand Ave, Phoenix, AZ, 85090	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-118960	ENR	Dennis E Jimenez	1966-06-08	UHC-68640-21	7964328831	6186 Canyon Rd, Sacramento, CA, 95839	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-128429	ENR	Jeffrey Bradley	1941-10-17	UHC-34850-08	4565141752	3300 Cedar Ln, Eden Prairie, MN, 55321	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more

4,309 rows, page 40 of 87Previous Next