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 “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
TPA-51040	TPA	Elizabeth Freeman	1945-09-03	—	—	3288 Valley View Dr, Denver, CO	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
TPA-59277	TPA	Ryan Li	1963-09-10	—	—	5648 Elm St, Fresno, CA, 93735	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-107681	ENR	FJunk	1992-05-19	UHC-36150-61	4604583191	3691 Lincoln Way, Minneapolis, MN, 55469	0.66	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-130071	ENR	Abby Q Owens	1991-04-07	UHC-77928-28	6783502997	2777 Broadway Apt 15, Sacramento, CA	0.66	Unit split from street Address re-cased City re-cased ZIP missing+1 more
ENR-126100	ENR	Nicholas Bowman	1993-08-02	UHC-35066-30	2658917861	8094 Main St, Sacramento, CA, 95807	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-58295	TPA	Nanccy N Morgan	1988-01-04	—	—	1598 Canyon Rd, Minneapolis, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
PRV-25854	PRV	Julia Sanchez	2004-12-07	—	2687424897	5416 Forest Ave, Glendale, AZ, 85343	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-400555	CLM	Frances R Wilson	1940-10-21	—	—	9472 Willow Ct, Mesa, AZ, 85227	0.66	Name re-cased City re-cased State name converted to code Gender normalised+1 more
ENR-136083	ENR	Stephen Le	1969-06-13	UHC-20135-30	6429512670	4470 Jefferson Ave, Nashville, TN	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-424093	CLM	Nicole Gonzalez	1959-04-24	—	7756832545	1921 Union St, Las Vegas, NV, 89106	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-58842	TPA	Daniel Parker	1977-04-03	—	—	5608 Canyon Rd Apt 7, Tucson, AZ, 85759	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
CLM-404855	CLM	Bobby D Romero	2001-02-09	—	9235289119	8742 Park Pl, Seattle, WA, 98154	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-125797	ENR	Mariana J Arnold	1973-01-18	UHC-82201-41	6208609139	7880 Ocean Ave, Tempe, AZ, 85216	0.66	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+1 more
TPA-60617	TPA	Edward George	1983-06-17	—	—	3180 Elm St, Austin, TX, 78742	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
PRV-21591	PRV	Valentina B Dnucan	1952-02-08	UHC-28239-76	3317667418	5220 Indian School Rd, Los Angeles, CA, 90089	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-123189	ENR	Victoria Tucker	1990-07-28	UHC-76378-52	8773416499	1068 Sage Ct, Tampa, FL	0.66	Name re-cased City re-cased ZIP missing Email lower-cased+1 more
CLM-418060	CLM	Dorothy Austin	1949-11-11	UHC-48631-14	—	8657 Oak St, Los Angeles, CA, 90068	0.66	Name split from “Last, First”City re-cased State name converted to code Whitespace trimmed+1 more
ENR-120771	ENR	Andrew Cole	1963-06-14	UHC-24696-29	—	8388 Cedar Ln, Mesa, AZ, 85218	0.66	Name re-cased Two-digit birth year SSN last four extracted City re-cased+1 more
ENR-135045	ENR	Theresa L Chavez	1978-03-09	UHC-34141-14	4145226938	2365 Palm Dr, Chandler, AZ, 85287	0.66	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-426601	CLM	Patricia S Owens	1950-08-04	UHC-87048-14	—	3078 Ocean Ave, Nashville, TN, 37201	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-136084	ENR	Margaret U Butler	1944-11-25	UHC-48996-47	4912028951	741 Canyon Rd, Minneapolis, MN, 55427	0.66	Middle initial moved out of first name Two-digit birth year Phone reformatted City re-cased+1 more
ENR-107272	ENR	Cheryl N Munoz	1946-05-05	UHC-39247-46	8498714888	9140 Lake View Rd, Tempe, AZ, 85297	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted SSN last four extracted+1 more
PRV-21164	PRV	Ahmed Y Perez	—	—	9662242443	3435 Broadway, Sacramento, CA, 95811	0.66	Name split from “Last, First”Date of birth unreadable City re-cased Whitespace trimmed+1 more
ENR-110985	ENR	Katherine U Black	1972-06-08	UHC-24121-40	5484514222	5352 Mesa Dr, Houston, TX, 77079	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-108277	ENR	Joyce Palmer	1980-11-24	UHC-68741-60	4587326648	712 Pine Dr, Atlanta, GA, 30360	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-104992	ENR	Vincent Stevens	1969-03-05	UHC-04192-96	8052965947	4823 Bayshore Dr # 413, Mesa, AZ, 85208	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
CLM-430594	CLM	Susan Laarson	1966-04-24	—	9407838231	8213 Indian School Rd # 994, Orlando, FL, 32859	0.66	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed+1 more
TPA-51112	TPA	Emma A Perez	1997-09-25	UHC-52568-47	—	5635 Oak St, Gilbert, AZ, 85241	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-401556	CLM	Santiago H Rivera	—	UHC-93168-85	—	3442 Camelback Rd, Minneapolis, MN, 55443	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
CLM-427198	CLM	Olivia Maldonado	1958-04-09	—	8287953425	7572 Desert Sky Blvd, Miami, FL	0.66	Phone reformatted City re-cased State name converted to code ZIP missing+1 more
CLM-406655	CLM	Alexander Rose	1978-06-08	UHC-33854-74	—	2877 Washington St, Austin, TX, 78758	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-430986	CLM	Vincent Foster	1996-08-12	UHC-05668-53	7543069364	7007 Forest Ave, Las Vegas, NV, 89132	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125638	ENR	Amy H James	2001-01-25	UHC-10932-49	7375958051	3979 Market St, Minneapolis, MN, 55440	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-60340	TPA	Rachel H Carr	1969-09-16	—	—	6128 Central Ave, Seattle, WA, 98165	0.66	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-26565	PRV	Richard Morales	2008-06-20	—	—	3133 Indian School Rd, Gilbert, AZ, 85267	0.66	Phone missing area code City re-cased Gender normalised Whitespace trimmed+1 more
CLM-426496	CLM	Pual Marshall	1962-10-12	UHC-10623-89	—	980 Central Ave, Atlanta, GA, 30388	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-111170	ENR	Mark H Jimenez	1996-07-02	UHC-70056-67	2785996487	7732 Camelback Rd, Jacksonville, FL, 32226	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
PRV-25026	PRV	Gregory U Woods	1998-03-11	—	8544162356	2736 Oak St, San Diego, CA, 92136	0.68	Two-digit birth year City re-cased Gender normalised Placeholder values cleared
ENR-116106	ENR	Matthews Ahmed	1947-05-11	UHC-67757-69	—	2473 Oak St, Tampa, FL	0.68	Street suffix standardised Address re-cased City re-cased ZIP missing
CLM-400278	CLM	Amber Soto	2010-06-04	—	—	1088 Hillcrest Rd, Denver, CO	0.68	City re-cased ZIP missing Gender normalised Placeholder values cleared
PRV-28203	PRV	Maeto Q Miller	2000-08-15	UHC-99133-72	7718582429	1423 Spring St # 916, Nashville, TN, 37299	0.68	Unit split from street City re-cased Gender normalised Placeholder values cleared
PRV-26113	PRV	Melissa Hansen	1996-03-18	—	—	5176 Lincoln Way, Las Vegas, NV, 89109	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
TPA-58418	TPA	Elizabeth Warren	1980-09-25	—	7464714608	8697 Washington St, Houston, TX	0.68	Name split from “Last, First”Phone reformatted City re-cased ZIP missing
ENR-100205	ENR	Vincent Y Ruiz	2005-09-28	UHC-75913-18	7193792334	3625 Church St, Orlando, FL, 32803	0.68	Middle initial moved out of first name Date of birth reformatted City re-cased Gender normalised
ENR-128942	ENR	Mary Reid	1967-09-18	UHC-42415-03	5355054321	8889 Bayshore Dr, Dallas, TX, 75201	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
ENR-103557	ENR	Lori V Santos	1944-01-14	UHC-54330-79	6449584027	5363 Union St, San Antonio, TX, 78287	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
CLM-421102	CLM	Jeremy Garcia	1967-05-14	—	—	5842 Forest Ave, Sacramento, CA, 95862	0.68	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised
ENR-100910	ENR	Mariana P Berry	1988-03-20	UHC-67182-96	—	4044 Maple Ave, Denver, CO	0.68	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed
CLM-422944	CLM	Kevin Black	1985-10-13	—	—	3054 Lake View Rd, Miami, FL	0.68	Street suffix standardised Address re-cased City re-cased ZIP missing
ENR-113746	ENR	Jerry J Alexander	1964-01-13	UHC-45980-38	3143674702	4329 Cedar Ln, Phoenix, AZ	0.68	Middle initial moved out of first name Phone reformatted City re-cased ZIP missing

17,850 rows, page 148 of 357Previous Next