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
ENR-124750	ENR	Martha K Gardner	1995-11-13	UHC-10275-62	4033281179	5940 Pine Dr, Columbus, OH	0.36	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-403422	CLM	Joshua Wood	1948-11-14	—	—	1039 Jefferson Ave Apt 29, Miami, FL, 33151	0.36	Name split from “Last, First”Date of birth reformatted SSN last four extracted Unit split from street+4 more
ENR-139974	ENR	Sam O Martin	1972-01-26	UHC-34323-72	7975207379	9645 Apache Blvd # 211, Fresno, CA	0.36	Date of birth reformatted Member ID reformatted SSN last four extracted Unit split from street+4 more
CLM-421510	CLM	Anna Greene	1986-02-14	UHC-19124-93	—	9359 Lake View Rd, Denver, CO, 80222	0.36	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+4 more
ENR-140574	ENR	Sofia Owens	1972-08-15	UHC-02113-98	—	3376 Central Ave, Denver, CO, 80219	0.36	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
CLM-413338	CLM	Evelyn Moore	1940-10-11	UHC-51694-74	5807175940	7696 Apache Blvd, Eden Prairie, MN	0.36	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-101305	ENR	Teresa Carr	1996-07-04	UHC-74109-33	7252133613	1962 Palm Dr, Dallas, TX, 75236	0.36	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+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
CLM-401642	CLM	Donna G Perez	—	UHC-15786-23	—	8563 Palm Dr, Atlanta, GA	0.36	Name re-cased Date of birth unreadable SSN last four extracted Street suffix standardised+4 more
CLM-409511	CLM	Logan Turner	1972-06-01	UHC-66944-79	—	3235 Central Ave, San Antonio, TX	0.36	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-103499	ENR	Emily Holmes	—	UHC-18501-42	—	1945 Spring St, Eden Prairie, MN, 55329	0.38	Name split from “Last, First”Date of birth missing SSN last four extracted 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
ENR-117523	ENR	Kelly N Clark	1954-10-03	UHC-47071-64	4859274070	9516 Market St, Glendale, AZ, 85374	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-140734	ENR	Joshua X Diaz	1953-03-05	UHC-25720-29	—	1005 Market St, Columbus, OH, 43276	0.38	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+3 more
ENR-140592	ENR	Benjamin Williams	1947-06-24	UHC-98822-50	2653956142	6053 Broadway, Tucson, AZ, 85739	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+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-430397	CLM	Keith G Crawford	1975-06-10	UHC-72967-12	—	239 Grand Ave, Fresno, CA, 93703	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-424715	CLM	Daniel Jordan	1970-02-07	—	—	2166 Mountain View Dr, Plano, TX, 75015	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-424714	CLM	Daniel Jordan	1970-02-07	—	—	2166 Mountain View Dr, Plano, TX, 75015	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-414689	CLM	Olivia Franklin	1955-09-28	—	2213349739	6531 Hillcrest Rd, San Diego, CA, 92125	0.38	SSN last four extracted Street suffix standardised Address re-cased City re-cased+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
ENR-123428	ENR	Ralph Gibson	1987-03-21	UHC-51268-55	5698447571	2194 Baseline Rd # 791, Miami, FL, 33143	0.38	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-142740	ENR	Camila L Kelly	—	UHC-54469-23	6054453867	7640 Cedar Ln, Sacramento, CA	0.38	Date of birth unreadable Phone reformatted SSN last four extracted City re-cased+3 more
CLM-422865	CLM	Sharon Q Reyes	—	UHC-18188-08	—	8929 Forest Ave # 477, San Antonio, TX, 78231	0.38	Name re-cased Date of birth missing SSN last four extracted Unit split from street+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-20320	PRV	Maria E Harrison	1998-01-02	UHC-00391-32	7474766332	2840 Oak St, Columbus, OH, 43297	0.38	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-113221	ENR	Marilyn Russell	1985-11-07	UHC-30013-20	—	879 Main St, Plano, TX, 75055	0.38	Name split from “Last, First”Phone missing area code SSN last four extracted Street suffix standardised+3 more
ENR-106398	ENR	Priya V Burton	1971-02-22	UHC-88178-11	7963211040	5714 Park Pl Apt 24, Columbus, OH, 43229	0.38	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-112268	ENR	Ryan Reynolds	1936-06-06	UHC-66475-43	2264958632	7232 Palm Dr # 489, Plano, TX, 75088	0.38	Phone reformatted SSN last four extracted Unit split from street 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
ENR-118182	ENR	Carlo F Rodriguez	1988-03-21	UHC-06063-90	5852069866	1060 Washington St, Tempe, AZ, 85251	0.38	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
CLM-415653	CLM	Christine Valdez	1942-10-24	UHC-97505-59	—	220 Pine Dr, Seattle, WA, 98107	0.38	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
ENR-127273	ENR	Jennifer M Schmidt	1992-10-05	UHC-36303-02	—	9425 Desert Sky Blvd, Gilbert, AZ, 85255	0.38	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+3 more
ENR-110023	ENR	KJunk	1980-08-22	UHC-49536-51	9782780081	5676 Pine Dr, Eden Prairie, MN, 55349	0.38	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-107067	ENR	Zachary J Berry	1973-01-01	UHC-88160-93	6592567839	9420 Spring St, Houston, TX, 77094	0.38	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-408222	CLM	Sarah Spencer	2001-06-11	—	7296822004	1763 Ridge Rd Apt 17, Eden Prairie, MN, 55316	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-127836	ENR	Randy Carlson	1948-01-28	UHC-66217-85	3114600537	9624 Baseline Rd, Dallas, TX	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-108126	ENR	Mason Harris	2004-01-22	UHC-66482-78	3637256262	838 River Rd, Tampa, FL	0.38	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-108987	ENR	Roy J Dunn	2005-06-22	UHC-64037-81	4687803368	4764 Ocean Ave, Glendale, AZ	0.38	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-432434	CLM	Alexis Z Gonzalez	1939-04-25	UHC-47144-92	2318495236	6187 Jefferson Ave, Chandler, AZ	0.38	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-121000	ENR	Daniel K Ramirez	1992-09-15	UHC-57427-66	6727715403	815 Sunset Blvd Apt 19, Miami, FL, 33128	0.38	Middle initial moved out of first name Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-105930	ENR	Nathan W Clark	1967-04-01	UHC-59130-67	—	9074 Hillcrest Rd, Denver, CO, 80202	0.38	Middle initial moved out of first name Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-120218	ENR	Pamela O Phillips	1968-06-17	UHC-46853-39	6889559998	6594 Maple Ave, Columbus, OH, 43262	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+3 more
CLM-424983	CLM	Marilyn James	1952-06-17	UHC-01639-27	—	1285 Palm Dr, Glendale, AZ, 85367	0.38	Name split from “Last, First”Two-digit birth year SSN last four extracted Street suffix standardised+3 more
ENR-117194	ENR	Michelle F Welch	1941-01-07	UHC-89617-03	8344991463	2623 Mesa Dr, San Diego, CA	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-123094	ENR	Juan S Holmes	1993-11-20	UHC-53444-10	9037574085	9861 Willow Ct, Tucson, AZ, 85797	0.38	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-117976	ENR	Karen Hill	1980-12-24	UHC-21624-59	7476692892	3787 Market St, Las Vegas, NV, 89160	0.38	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-120496	ENR	Emma Perkins	1946-06-15	UHC-34856-35	—	683 Union St Apt 26, Austin, TX, 78728	0.38	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-104894	ENR	Debra O Fernandez	1970-12-20	UHC-73694-76	7264420692	9207 River Rd, Austin, TX, 78722	0.38	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+3 more

2,817 rows, page 4 of 57Previous Next