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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136699	ENR	Jesse QJunk	1968-06-27	UHC-23479-26	6225244840	2417 Willow Ct, Denver, CO, 80227	0.84	City re-cased No usable name (quarantined)
ENR-140146	ENR	Jean C Sanders	1955-11-21	UHC-01576-95	7045685480	1720 River Rd, Eden Prairie, MN, 55361	0.84	City re-cased Gender normalised
ENR-125623	ENR	Willie R Sullivan	1971-06-12	UHC-36684-20	8728238067	6597 Sage Ct, Jacksonville, FL, 32258	0.84	Two-digit birth year City re-cased
ENR-125624	ENR	Willie R Sullivan	1971-06-12	UHC-36684-20	8728238067	6597 Sage Ct, Jacksonville, FL, 32258	0.84	Two-digit birth year City re-cased
ENR-104754	ENR	Melissa Kennedy	1958-04-10	UHC-01988-89	—	632 Forest Ave, Plano, TX, 75028	0.84	City re-cased Gender normalised
ENR-106224	ENR	Robert Brokos	1945-01-05	UHC-21063-19	3628113196	5786 Desert Sky Blvd, Los Angeles, CA	0.84	City re-cased ZIP missing
ENR-123299	ENR	Amy Evans	1967-05-21	UHC-62167-58	—	6124 Hillcrest Rd, Orlando, FL, 32885	0.84	City re-cased Gender normalised
ENR-121524	ENR	Jose Schmidt	1975-12-20	UHC-03340-55	5466797702	4255 Broadway, Minneapolis, MN, 55472	0.84	Name split from “Last, First”City re-cased
ENR-140094	ENR	Keith V Delgado	2003-09-13	UHC-41813-38	8378249354	3388 Willow Ct, Phoenix, AZ, 85001	0.84	City re-cased Gender normalised
ENR-101230	ENR	Priya F Chen	1999-03-03	UHC-87411-86	7486117223	6678 Ridge Rd, Nashville, TN, 37262	0.84	City re-cased ZIP+4 trimmed
ENR-104701	ENR	Joyce M Carroll	1974-03-15	UHC-18329-37	7862004060	2079 Indian School Rd, Houston, TX, 77060	0.84	City re-cased Gender normalised
ENR-104700	ENR	Joyce M Carroll	1974-03-15	UHC-18329-37	7862004060	2079 Indian School Rd, Houston, TX, 77060	0.84	City re-cased Gender normalised
ENR-113811	ENR	Beverly W Silva	1992-09-14	UHC-72881-14	7919881067	4681 Sage Ct, Las Vegas, NV, 89103	0.84	City re-cased Gender normalised
ENR-121005	ENR	Jean Wilson	1943-03-02	UHC-50761-37	8927115598	3814 Apache Blvd, Jacksonville, FL, 32275	0.84	Name split from “Last, First”City re-cased
ENR-102452	ENR	Kimberly Evans	1969-02-23	UHC-88674-09	9383622532	8652 Hillcrest Rd, Columbus, OH, 43288	0.84	City re-cased ZIP+4 trimmed
ENR-103904	ENR	Lauren Z Alexander	1980-09-18	UHC-35766-20	7678207593	1352 Grand Ave, Denver, CO, 80297	0.84	City re-cased Gender normalised
ENR-129957	ENR	Bradley A Rodriguez	1956-08-20	UHC-54839-19	—	6966 Canyon Rd, Tampa, FL, 33620	0.84	Phone missing area code City re-cased
ENR-100265	ENR	Angela E Walsh	1983-01-12	UHC-56995-69	7713733274	3999 Park Pl, Houston, TX, 77023	0.84	City re-cased Gender normalised
ENR-118867	ENR	Dorothy X Franklin	1992-10-09	UHC-46993-59	2463240752	4864 Highland Ave, Fresno, CA	0.84	City re-cased ZIP missing
ENR-118320	ENR	Steven L Mason	1946-10-25	UHC-70500-23	2546918588	586 Hillcrest Rd, Gilbert, AZ, 85203	0.86	Name re-cased Phone reformatted City re-cased State code upper-cased+3 more
ENR-105386	ENR	Brian Sandoval	2007-05-10	UHC-62024-88	3583443277	5618 Baseline Rd, Sacramento, CA, 95864	0.86	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-128032	ENR	Charles V Evans	1976-10-02	UHC-13774-38	7402085591	2088 Broadway, Glendale, AZ, 85375	0.86	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-102118	ENR	Cynthia Perkins	1964-04-13	UHC-37276-95	4083468398	6263 Willow Ct, Jacksonville, FL, 32269	0.86	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-125710	ENR	Charles Mitchell	1951-04-25	UHC-86686-21	7886463511	2614 Jefferson Ave, Mesa, AZ, 85202	0.86	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-110804	ENR	Susan W Guzman	1995-06-06	UHC-59512-53	6128702140	8769 Ocean Ave, Houston, TX, 77037	0.86	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-101750	ENR	Angela I Hawkins	1940-08-24	UHC-86812-10	5688248155	975 Lincoln Way, Minneapolis, MN, 55432	0.86	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-138138	ENR	Philip N Garrett	1998-04-13	UHC-73051-83	3163850943	2283 Market St, Atlanta, GA, 30375	0.86	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-101559	ENR	Peter Robertson	2003-07-16	UHC-65809-32	8942814396	3414 Broadway, Chandler, AZ, 85227	0.86	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+3 more
ENR-104500	ENR	Wei W Turner	2003-01-14	UHC-11829-67	7744144041	8591 River Rd, Houston, TX, 77067	0.86	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-124300	ENR	Jack Y Dunn	2007-02-20	UHC-74181-40	4384003779	414 Broadway, Nashville, TN, 37216	0.86	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
ENR-134135	ENR	Ann R Banks	1996-06-14	UHC-98310-32	5947145082	1224 Park Pl, Dallas, TX, 75244	0.86	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-102108	ENR	Joan Hunt	1981-01-04	UHC-64585-07	9129677382	4579 Central Ave, Tampa, FL, 33617	0.86	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-129399	ENR	Ralph A Boyd	1968-01-01	UHC-61154-85	7735280488	5343 Bayshore Dr, Nashville, TN, 37283	0.86	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-117216	ENR	Carol G Fowler	1995-04-09	UHC-12538-47	2275168933	7684 Lincoln Way, Sacramento, CA, 95821	0.86	Phone reformatted Member ID reformatted City re-cased State code upper-cased+3 more
ENR-101093	ENR	Charles C Nelson	1977-04-20	—	4995412528	1217 Church St, Orlando, FL, 32845	0.86	Name re-cased Phone reformatted City re-cased Email lower-cased+3 more
ENR-128158	ENR	William P Clark	1986-07-21	UHC-40657-97	8369436892	7594 Cedar Ln, Tampa, FL, 33680	0.86	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-104095	ENR	Diana F Reid	2000-02-01	UHC-48058-63	8558669315	9358 Desert Sky Blvd, Sacramento, CA, 95844	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-112463	ENR	Emily T Litlte	1940-02-24	UHC-13577-79	2425511162	6250 Willow Ct, Las Vegas, NV, 89138	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-130161	ENR	Melissa L Gerdner	1994-09-15	UHC-43537-54	6847990244	8347 Lincoln Way, Tucson, AZ, 85794	0.88	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
ENR-126882	ENR	Charles Little	1962-09-11	UHC-14557-08	4295579712	9523 Baseline Rd, Jacksonville, FL, 32240	0.88	Name re-cased Date of birth reformatted City re-cased Plan code upper-cased+2 more
ENR-113628	ENR	Ahmed Riley	2007-03-13	UHC-08481-83	4979169533	5024 Hillcrest Rd, Jacksonville, FL, 32283	0.88	Phone reformatted Member ID reformatted City re-cased Plan code upper-cased+2 more
ENR-124662	ENR	Dylan Perry	1991-11-12	UHC-04699-13	9402438613	1794 Cedar Ln, Denver, CO, 80244	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-106722	ENR	Mari T Ortega	1953-05-24	UHC-21435-18	2319362824	5472 Oak St, Austin, TX, 78714	0.88	Name re-cased Phone reformatted City re-cased Plan code upper-cased+2 more
ENR-142473	ENR	Daniel D Williams	2000-12-18	UHC-86443-05	5618972756	4524 Grand Ave, Sacramento, CA, 95857	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-138771	ENR	Zachary S Stevens	1938-11-03	UHC-41271-59	2497305113	6226 River Rd, Fresno, CA, 93716	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-108078	ENR	Austin P Robertson	1968-04-21	UHC-38894-44	2078587613	8721 Palm Dr, Las Vegas, NV, 89127	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-111602	ENR	Bobbby L Robinson	1943-11-27	UHC-17176-34	3865667626	9401 Highland Ave, Atlanta, GA, 30309	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-120830	ENR	Julie Ellis	2004-01-14	UHC-65562-64	5219071440	4689 Highland Ave, Atlanta, GA, 30302	0.88	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+2 more
ENR-130276	ENR	Cynthia Z Kiing	1981-07-10	UHC-15784-43	3084654069	386 Mesa Dr, Fresno, CA, 93754	0.88	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
ENR-110537	ENR	Edward X Cunningham	1941-03-16	UHC-34122-98	6177554470	2332 Broadway, Dallas, TX, 75240	0.88	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+2 more

8,423 rows, page 143 of 169Previous Next