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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-424726	CLM	Jerry Jordan	1997-06-11	UHC-64857-05	—	2771 Spring St # 470, Tempe, AZ	0.68	Name re-cased Unit split from street ZIP missing Placeholder values cleared
TPA-56850	TPA	Bradley X Vazquez	1989-07-07	—	—	1527 Cedar Ln Apt 37, Plano, TX, 75044	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
ENR-118281	ENR	Mary T Knight	1939-11-27	UHC-60578-16	7435360196	6718 Valley View Dr Apt 13, Atlanta, GA, 30382	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
TPA-64414	TPA	Bobby Myers	1956-05-09	UHC-26951-75	—	4441 Mesa Dr # 139, Phoenix, AZ, 85041	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
CLM-429856	CLM	Kyle Austin	1987-03-04	UHC-55692-22	—	8976 Spring St Apt 11, Atlanta, GA, 30387	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
ENR-100636	ENR	Lawrence Jenkins	1977-11-05	UHC-18848-59	4755839696	2633 Elm St Apt 39, Orlando, FL, 32806	0.68	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed
ENR-127388	ENR	Nathan I Howell	1964-12-06	UHC-07876-80	9246109802	5739 Main St # 263, Miami, FL, 33146	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-105026	ENR	Kyle Z Wong	1953-12-09	UHC-64030-81	2042196423	1353 Lake View Rd # 157, Mesa, AZ	0.68	Name re-cased Unit split from street ZIP missing Whitespace trimmed
CLM-409256	CLM	Arjun Elliott	1997-06-07	UHC-67426-37	—	6148 Grand Ave Apt 14, Tampa, FL, 33654	0.68	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased
ENR-114807	ENR	Emily B Burns	1952-07-12	UHC-83733-14	7449573134	2466 Grand Ave Apt 36, Columbus, OH, 43203	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
ENR-114806	ENR	Emily B Burns	1952-07-12	UHC-83733-14	7449573134	2466 Grand Ave Apt 36, Columbus, OH, 43203	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
CLM-402827	CLM	Ruth Wells	—	—	8227708183	7402 Sage Ct # 791, Tempe, AZ, 85264	0.68	Date of birth unreadable Unit split from street Whitespace trimmed Placeholder values cleared
PRV-24596	PRV	Rebecca Y Ramirez	1951-02-24	—	—	9399 Grand Ave # 848, Dallas, TX, 75223	0.68	Name re-cased Unit split from street Gender normalised Placeholder values cleared
ENR-118412	ENR	Donald K Kennedy	1971-11-23	UHC-11082-55	8536735200	340 Meadow Ln Apt 28, Gilbert, AZ, 85232	0.68	Unit split from street Email lower-cased Gender normalised Plan code upper-cased
ENR-103426	ENR	Juan Z Chapman	1970-11-10	UHC-96301-70	6485931696	9103 Union St # 913, Fresno, CA, 93752	0.68	Phone reformatted SSN last four extracted Unit split from street City re-cased
CLM-409532	CLM	Nency Salazar	1981-03-05	UHC-90313-65	8346663805	4822 Sunset Blvd # 686, Columbus, OH, 43220	0.68	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased
ENR-130482	ENR	Harold Ramirez	1943-04-28	UHC-18546-96	7223160778	4674 Apache Blvd Apt 12, Fresno, CA, 93786	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
TPA-53132	TPA	Isabella L Davis	1976-08-21	—	—	3286 Bayshore Dr # 449, Atlanta, GA, 30333	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-410222	CLM	Elijah Gutierrez	1994-08-15	UHC-33290-15	—	2882 Spring St # 194, Los Angeles, CA, 90052	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-139849	ENR	Ryan Morgan	1999-03-04	UHC-41447-09	2786929304	4448 Church St Apt 21, Chandler, AZ, 85232	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
CLM-429285	CLM	Samantha Watkins	1991-09-24	—	2036662020	935 Cedar Ln Apt 39, Columbus, OH, 43276	0.68	Name re-cased Unit split from street Gender normalised Placeholder values cleared
PRV-22654	PRV	Joan Mills	1957-12-16	UHC-84014-04	—	1972 Hillcrest Rd Apt 14, Scottsdale, AZ, 85214	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
CLM-413420	CLM	Doris U Hamilton	1949-03-21	—	—	8807 Indian School Rd Apt 7, Los Angeles, CA, 90063	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Placeholder values cleared
ENR-100133	ENR	Omar Oliver	1948-03-08	UHC-61050-12	8815131379	4884 Mountain View Dr Apt 1, Mesa, AZ, 85262	0.68	Name re-cased Phone reformatted Unit split from street Gender normalised
CLM-411158	CLM	Keenneth E Fuller	1968-10-21	UHC-48254-48	5127562363	7076 Lake View Rd Apt 33, Seattle, WA, 98176	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-411408	CLM	Nancy V Castillo	1967-03-21	—	5223231228	8927 Pine Dr Apt 40, Tucson, AZ, 85723	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
ENR-116187	ENR	Alice Sanders	1954-09-02	UHC-23411-73	3397900123	9777 Desert Sky Blvd Apt 39, Jacksonville, FL, 32268	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-132886	ENR	Kayla E Edwards	—	UHC-75544-45	6002520497	8770 Lake View Rd # 676, Mesa, AZ, 85288	0.68	Name re-cased Date of birth unreadable Unit split from street Placeholder values cleared
TPA-53632	TPA	Janice V Stone	1974-07-18	—	9638437888	6480 Ocean Ave # 122, Chandler, AZ, 85290	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-58841	TPA	Virginia Wilson	1999-05-18	—	—	7763 Oak St # 196, San Antonio, TX, 78268	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-60487	TPA	Marcus O Coleman	1964-04-27	—	6195191216	9477 Highland Ave # 144, Sacramento, CA, 95820	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-63040	TPA	Raymond Duncan	1952-03-16	—	—	7105 Park Pl # 607, Orlando, FL, 32833	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-28896	PRV	Douglas Russell	1997-07-01	—	—	3018 Harbor Blvd Apt 3, Sacramento, CA, 95872	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
PRV-21954	PRV	Raymond Rodriguez	1980-09-11	—	7043124628	6125 Meadow Ln Apt 11, Denver, CO, 80288	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
TPA-63638	TPA	Brenda H Gordoon	1965-06-14	—	—	6342 Harbor Blvd # 325, Jacksonville, FL, 32227	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-430284	CLM	Alexis X Morrison	1981-10-24	UHC-67872-19	—	9552 Forest Ave # 901, Austin, TX, 78712	0.68	Unit split from street City re-cased Gender normalised Placeholder values cleared
CLM-409868	CLM	Santiago Garza	1994-07-26	—	—	4439 Highland Ave Apt 19, Atlanta, GA, 30315	0.68	Name re-cased Unit split from street State name converted to code Placeholder values cleared
ENR-137217	ENR	Sarah Lewis	2001-04-11	UHC-20890-31	5842271463	2010 Sunset Blvd Apt 21, Dallas, TX, 75240	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-124712	ENR	Joyce Marshall	1953-11-22	UHC-48836-54	3108767176	3833 Hillcrest Rd Apt 15, Scottsdale, AZ, 85275	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Whitespace trimmed
PRV-23249	PRV	Steven Phillips	1955-03-05	UHC-41677-84	6174680026	486 Bayshore Dr Apt 30, Nashville, TN, 37224	0.68	Name split from “Last, First”Phone reformatted Unit split from street Placeholder values cleared
ENR-104756	ENR	Olivia Cox	1964-01-06	UHC-84543-81	9305255737	4346 Washington St # 668, Jacksonville, FL, 32201	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Placeholder values cleared
ENR-104344	ENR	Anna J Espinoza	1940-02-26	UHC-51064-37	3686749929	9713 Park Pl Apt 5, San Diego, CA, 92199	0.68	Middle initial moved out of first name Date of birth reformatted Unit split from street Whitespace trimmed
CLM-424741	CLM	Santiago Peterson	1979-11-22	—	—	5981 Jefferson Ave Apt 34, Dallas, TX, 75282	0.68	Name re-cased Two-digit birth year Unit split from street Placeholder values cleared
CLM-428214	CLM	Joan K Hart	2000-04-24	—	5742970924	8881 Lake View Rd Apt 24, Jacksonville, FL, 32215	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
ENR-106373	ENR	Margaret L Little	1946-07-05	UHC-72661-22	2825066976	7966 Elm St Apt 13, Sacramento, CA, 95895	0.68	Phone reformatted Unit split from street City re-cased Gender normalised
CLM-407038	CLM	Isabella Gomez	1977-02-04	UHC-25379-25	8992453642	2400 Willow Ct # 239, Austin, TX, 78722	0.68	Name re-cased Unit split from street Street suffix standardised Address re-cased
CLM-416860	CLM	Amber Jackson	1940-04-15	—	—	6024 Market St # 790, Plano, TX, 75052	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-417688	CLM	Patricia Cooper	1972-01-15	—	—	2892 Pine Dr Apt 22, Jacksonville, FL, 32281	0.68	Unit split from street City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-137821	ENR	Samantha H Bell	1970-12-02	—	6409890536	5505 Church St # 994, Tampa, FL, 33695	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
ENR-137502	ENR	Julia Jiimenez	2000-02-21	UHC-57419-09	8296405581	1012 Canyon Rd # 752, Gilbert, AZ, 85287	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed

6,994 rows, page 109 of 140Previous Next