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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-56488	TPA	Nancy Elliott	1990-02-03	UHC-42872-84	7172445407	9279 Oak St, Tampa, FL, 33607	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-24917	PRV	Ahmed Fisher	1986-05-01	UHC-68058-04	5053056699	44 Elm St, Seattle, WA, 98149	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
TPA-50196	TPA	Janice C Santiago	1940-08-07	—	4093028714	210 Highland Ave, Tucson, AZ, 85789	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-55103	TPA	Gabriel T Nguyen	1949-04-25	—	—	5009 Jefferson Ave, Chandler, AZ	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-29068	PRV	Amanda G Gibson	1938-02-15	—	7508292181	6501 Meadow Ln, Plano, TX	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112114	ENR	Camila F Peterson	1993-05-18	UHC-03136-61	9706356329	8687 Forest Ave # 503, Atlanta, GA, 30354	0.36	Two-digit birth year Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-102402	ENR	Kevin Wheeler	1980-05-15	UHC-66833-64	9222633454	4944 Elm St, San Antonio, TX, 78206	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117393	ENR	Adam E Guzman	1971-10-10	UHC-80900-49	4283226244	2639 Elm St Apt 39, Plano, TX, 75048	0.38	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
ENR-127545	ENR	William Freeman	1954-03-22	UHC-52307-49	8858555367	765 Highland Ave Apt 26, Plano, TX, 75071	0.38	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
ENR-121166	ENR	Hannah Simpson	1996-01-10	UHC-46037-77	5683791456	7540 Camelback Rd # 831, Tucson, AZ, 85725	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-126773	ENR	Mateo Thomas	1952-06-21	UHC-30713-28	6338039110	5508 Mountain View Dr Apt 38, Austin, TX, 78763	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-420814	CLM	Lauren Johnson	1955-02-23	UHC-97366-63	2549616595	8349 Harbor Blvd, Minneapolis, MN, 55440	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-125414	ENR	Kenneth Wood	1992-06-03	UHC-29559-45	7432356941	3547 Central Ave, Orlando, FL, 32802	0.38	Two-digit birth year Phone reformatted SSN last four extracted State code upper-cased+3 more
CLM-419829	CLM	Judy Andrews	1986-09-07	UHC-49978-58	3546582910	6785 Pine Dr, Sacramento, CA, 95845	0.38	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+3 more
TPA-54774	TPA	Sofia Ryan	1948-01-16	—	—	6638 Spring St, Tempe, AZ	0.38	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+3 more
ENR-122698	ENR	Jessica McDonald	1974-08-19	UHC-64226-32	7779135343	5827 Union St, Tucson, AZ, 85772	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137782	ENR	Douglas C Stewart	1987-03-07	UHC-98736-64	7734107976	4478 Cedar Ln Apt 31, Dallas, TX	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-115518	ENR	Roger W Pena	1996-06-25	UHC-93843-32	2015980107	207 Cedar Ln, Fresno, CA	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-115519	ENR	Roger W Pena	1996-06-25	UHC-93843-32	2015980107	207 Cedar Ln, Fresno, CA	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-129043	ENR	Amber E Coleman	1974-01-06	UHC-48834-19	—	6563 Valley View Dr Apt 28, Jacksonville, FL, 32255	0.38	Middle initial moved out of first name Two-digit birth year Unit split from street City re-cased+3 more
ENR-102191	ENR	Alexis Little	1984-07-16	UHC-97948-59	7005191828	3461 Baseline Rd # 710, Chandler, AZ, 85260	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-29131	PRV	Bruce T Garrett	1962-07-12	UHC-64079-01	—	383 Central Ave, Miami, FL, 33114	0.38	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-61936	TPA	Marilyn Guerrero	1997-05-12	—	9315663424	3267 Mesa Dr, Orlando, FL	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29593	PRV	Eugene V Daniels	1994-02-05	—	—	9891 Oak St, Mesa, AZ, 85232	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-56768	TPA	Joan Garza	1974-12-12	—	—	5331 Willow Ct Apt 17, Charlotte, NC, 28232	0.38	Name split from “Last, First”Two-digit birth year Unit split from street City re-cased+3 more
ENR-142090	ENR	Priya C Hanson	1940-05-01	UHC-32350-15	2124906575	3596 Bayshore Dr, Glendale, AZ, 85375	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428297	CLM	Michael Carpenter	1995-07-11	—	—	8019 Market St, Plano, TX	0.38	Two-digit birth year City re-cased State name converted to code ZIP missing+3 more
CLM-403215	CLM	Priya West	2006-07-03	UHC-15513-78	2154121453	7070 Oak St, Charlotte, NC, 28252	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112200	ENR	Nicole O Graham	1942-05-22	UHC-66344-34	9459917254	876 Pine Dr # 102, Charlotte, NC, 28240	0.38	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-124886	ENR	Joseph Schultz	1973-08-16	UHC-92693-54	4874525606	7373 Main St, Los Angeles, CA, 90039	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-109453	ENR	Sofia Robertson	1956-08-16	UHC-53644-18	3469310412	1515 Market St, Plano, TX	0.38	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-109452	ENR	Sofia Robertson	1956-08-16	UHC-53644-18	3469310412	1515 Market St, Plano, TX	0.38	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-405212	CLM	Katherine Lucas	2000-07-16	—	8872470565	9123 Bayshore Dr, Plano, TX, 75047	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-407859	CLM	Ronald B Espinoza	1981-09-20	—	3695381020	763 Oak St, Atlanta, GA, 30355	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-107206	ENR	Amber Z Bailey	1999-11-06	UHC-62902-39	6845376629	630 Union St Apt 7, Jacksonville, FL, 32208	0.38	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-109193	ENR	Sims Joseph	2001-03-26	UHC-26661-07	5009738066	8402 Baseline Rd, Sacramento, CA, 95827	0.38	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
CLM-408164	CLM	Philip Black	1955-02-06	UHC-68692-47	—	1873 Forest Ave, Houston, TX	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-119036	ENR	Lucia C Russell	1969-01-23	UHC-13987-43	—	8135 Jefferson Ave, Fresno, CA, 93767	0.38	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
ENR-110207	ENR	Farnk B Anderson	1941-10-02	UHC-34079-95	7088392899	3969 Apache Blvd, Tucson, AZ, 85784	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-29215	PRV	Roger Reid	1961-06-04	UHC-97347-56	3157127510	6939 Broadway, Minneapolis, MN, 55480	0.38	Two-digit birth year Phone reformatted Member ID reformatted SSN last four extracted+3 more
PRV-20080	PRV	Carolyn Fernandez	1976-01-27	—	7646313760	6529 Central Ave Apt 16, Houston, TX, 77055	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
CLM-416221	CLM	Arthur Ryan	1963-11-16	UHC-21613-25	7099349751	3760 Spring St, Los Angeles, CA, 90056	0.38	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+3 more
ENR-114553	ENR	William W Nelson	1990-03-10	UHC-80705-35	6682891329	2497 Central Ave, Dallas, TX, 75213	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-103801	ENR	Wei M Gardner	2002-11-12	UHC-60146-17	8488640320	9666 Canyon Rd, Mesa, AZ, 85212	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-62155	TPA	Linda L Smith	1960-12-14	—	—	6026 Indian School Rd, Tampa, FL	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-127556	ENR	Angela Q Williamson	1947-10-26	UHC-83917-22	3385373086	6565 Baseline Rd Apt 16, Phoenix, AZ, 85072	0.38	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-114005	ENR	Amanda B Hunt	1946-08-22	UHC-44646-26	—	88 Broadway, Jacksonville, FL, 32228	0.38	Name re-cased Two-digit birth year Phone missing area code Address re-cased+3 more
ENR-142324	ENR	Joseph O Davis	2006-06-06	UHC-17649-21	2759515820	8059 Grand Ave, Scottsdale, AZ, 85220	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-101803	ENR	Wei Davis	1986-01-07	UHC-37408-64	—	5765 Grand Ave, Los Angeles, CA, 90006	0.38	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
ENR-129730	ENR	Janet Delgado	1962-11-11	UHC-86657-86	—	886 River Rd, Denver, CO, 80206	0.38	Name re-cased Two-digit birth year Phone missing area code SSN last four extracted+3 more

6,661 rows, page 7 of 134Previous Next