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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50080	TPA	Albert Mongomery	1971-02-03	—	—	7534 Cedar Ln, Glendale, AZ	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-135387	ENR	Martha P Jenkins	1987-01-15	UHC-38108-73	2944769082	8650 Apache Blvd, Sacramento, CA, 95821	0.50	Name re-cased Phone reformatted SSN last four extracted State name converted to code+3 more
CLM-423629	CLM	Joan Knight	1997-11-15	UHC-05751-15	9414703845	3802 Highland Ave, Fresno, CA, 93796	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-20117	PRV	Christine Bennett	1991-08-23	UHC-46148-59	6425155425	1835 Sunset Blvd, Glendale, AZ, 85304	0.50	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-114182	ENR	Harold Fox	1946-07-09	UHC-10508-05	6978267472	8814 Elm St, Columbus, OH, 43242	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-129074	ENR	Marcus P Lewis	1981-05-06	UHC-53639-04	3939827389	2066 Main St, Atlanta, GA, 30343	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-140635	ENR	Kenneth H Garrett	1999-04-11	UHC-93400-76	8187002990	1710 Harbor Blvd, Minneapolis, MN, 55446	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-411426	CLM	Tim Rice	1953-04-19	—	9814006920	7553 Desert Sky Blvd, Tucson, AZ, 85723	0.50	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-117222	ENR	Sophia Ferguson	1956-12-12	UHC-38535-74	6188715819	5698 Baseline Rd, San Antonio, TX, 78225	0.50	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-408448	CLM	Joshua Walsh	1988-08-25	UHC-33244-92	—	3529 Union St # 381, Eden Prairie, MN, 55349	0.50	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+3 more
CLM-405960	CLM	Judy P Wells	1938-01-11	UHC-84471-03	2872005196	9036 Valley View Dr, Tempe, AZ, 85211	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-126239	ENR	Omar U Fields	1970-08-01	UHC-26432-52	—	7580 Ocean Ave, Dallas, TX, 75280	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-405155	CLM	Gregory Hunt	1978-09-14	UHC-84710-60	—	4621 Sage Ct, Scottsdale, AZ	0.50	Date of birth reformatted Member ID reformatted SSN last four extracted ZIP missing+3 more
ENR-100492	ENR	Kevin Fisher	1959-11-06	UHC-47560-92	7457111959	6403 Oak St, Las Vegas, NV	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
TPA-50243	TPA	Bryan Valdez	1986-09-17	—	—	5624 Canyon Rd, Columbus, OH, 43273	0.50	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-132450	ENR	Elizabeth Meyer	1961-06-14	UHC-33794-96	—	6250 Grand Ave, Scottsdale, AZ, 85278	0.50	Name split from “Last, First”Member ID reformatted SSN last four extracted Street suffix standardised+3 more
TPA-62301	TPA	Timothy Parker	1997-01-11	—	3266379772	8235 Market St, Eden Prairie, MN, 55368	0.52	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-108640	ENR	Victoria N Bell	1966-06-07	UHC-63670-39	—	6719 Desert Sky Blvd, Fresno, CA	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-108169	ENR	Noah Fox	1999-04-07	UHC-77666-11	—	4470 Meadow Ln, Dallas, TX, 75286	0.52	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-123345	ENR	Logan Yaang	1967-09-12	UHC-36471-89	8243758064	622 Main St, Chandler, AZ, 85220	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-142797	ENR	Maria Perry	1959-07-07	UHC-21303-62	8904423563	7211 Lake View Rd, Scottsdale, AZ, 85256	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-410806	CLM	Raymond Flores	2007-11-09	UHC-03771-17	5924754300	147 Apache Blvd, Eden Prairie, MN, 55357	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-101748	ENR	Andrea R McDonald	1960-02-20	UHC-37874-98	7022642104	6585 Park Pl, Nashville, TN, 37270	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-423687	CLM	Terry Johnson	—	UHC-42292-19	—	7141 Grand Ave, Dallas, TX, 75272	0.52	Name split from “Last, First”Date of birth unreadable SSN last four extracted State code upper-cased+2 more
ENR-126363	ENR	Edward W Elliott	1979-05-08	UHC-33180-88	9205284936	2976 Park Pl, Tempe, AZ, 85230	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-112914	ENR	Linda D Matthews	2000-05-27	UHC-60641-45	6432611762	5828 Baseline Rd, Tampa, FL, 33693	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-421301	CLM	Donald Mooe	1991-05-04	UHC-35863-38	3944287776	9889 Indian School Rd, Austin, TX, 78761	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-107122	ENR	Hannah G Garrett	1993-01-09	UHC-32176-42	6057650156	478 Sunset Blvd, Minneapolis, MN, 55493	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-29099	PRV	Joe Vargas	1973-02-28	UHC-09497-55	7745175459	4634 Lake View Rd, Dallas, TX	0.52	Phone reformatted SSN last four extracted City re-cased ZIP missing+2 more
ENR-123126	ENR	Gerald B Dixon	1986-01-13	UHC-04299-88	3423122740	2943 Central Ave, Las Vegas, NV, 89158	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-135745	ENR	Edward N Ellis	1979-04-10	UHC-04613-77	3896890798	4385 Broadway, Mesa, AZ, 85288	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Address re-cased+2 more
ENR-128964	ENR	Megan Park	1948-12-04	UHC-97248-72	5642837294	3187 Maple Ave, Seattle, WA, 98184	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-111030	ENR	Albert A Herrera	1979-02-01	UHC-78925-85	2672644878	5972 Baseline Rd, Charlotte, NC, 28221	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-103245	ENR	Billy X Green	1951-07-15	UHC-62141-75	6359176121	3510 Sage Ct, San Antonio, TX, 78267	0.52	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
CLM-420777	CLM	Carol Turner	1968-07-17	UHC-07012-53	—	6068 Main St, Mesa, AZ, 85230	0.52	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-132860	ENR	Rose F Brittany	2003-08-03	UHC-64681-45	2459038367	8817 Canyon Rd, Tucson, AZ	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-101643	ENR	Vincent X Tran	1987-09-12	UHC-31092-94	4966542599	9163 Central Ave, Tucson, AZ, 85726	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-111838	ENR	John V Andrews	1960-09-20	UHC-04984-49	—	8168 Lincoln Way, Dallas, TX, 75234	0.52	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-108377	ENR	Moreno F William	1953-05-16	UHC-32552-30	7122664779	7067 Forest Ave, Austin, TX, 78729	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-139011	ENR	Patrick I Santiago	1951-07-19	UHC-87991-71	—	1176 Willow Ct, Fresno, CA, 93798	0.52	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+2 more
ENR-102782	ENR	Holmes E Bruce	1966-07-06	UHC-64889-26	3303608294	8363 Main St, Tucson, AZ, 85769	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-414881	CLM	Joan Matthews	2006-02-15	—	—	2720 Bayshore Dr, Fresno, CA, 93774	0.52	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-418435	CLM	Michelle Kennedy	1950-05-17	UHC-09693-82	6354812881	5675 Cedar Ln, Austin, TX, 78780	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-409698	CLM	Eugene Coleman	1986-01-20	UHC-30788-02	—	9066 Ocean Ave, Austin, TX, 78748	0.52	Name re-cased SSN last four extracted State name converted to code Gender normalised+2 more
ENR-139983	ENR	Ralph Garcia	1945-04-22	UHC-55034-74	3735784347	2592 Forest Ave, Miami, FL, 33115	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted State name converted to code+2 more
ENR-141185	ENR	Kyle Cook	2001-09-07	UHC-25023-44	2166147611	9327 Broadway, Scottsdale, AZ, 85241	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+2 more
ENR-139929	ENR	Omar Fisher	1995-03-19	UHC-39161-40	4287150689	8386 Ocean Ave, Las Vegas, NV, 89106	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-137606	ENR	Mary G Ellis	1973-07-22	UHC-46446-76	5652652472	848 Sage Ct, Plano, TX, 75072	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-119285	ENR	Albert W Brooks	1974-06-08	UHC-42974-77	5042098908	883 Ocean Ave, San Antonio, TX, 78221	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-118773	ENR	Linda Torres	1956-04-10	UHC-32071-63	6054037364	6643 Mountain View Dr, Scottsdale, AZ, 85208	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more

2,817 rows, page 15 of 57Previous Next