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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409622	CLM	Larry Moore	1979-07-17	—	—	399 Sage Ct, Sacramento, CA, 95808	0.54	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-422409	CLM	Isabella Lopez	1960-01-05	UHC-82562-05	—	3478 Bayshore Dr, Seattle, WA, 98194	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-416754	CLM	Mark Sandoval	2006-03-22	UHC-24042-47	—	6181 Mountain View Dr, Houston, TX, 77048	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-103292	ENR	Raymond V Gardner	1993-02-28	UHC-88401-12	6157979686	1901 Baseline Rd, Denver, CO, 80242	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58030	TPA	Noah Wallace	1952-12-09	UHC-53723-54	—	3878 Main St, Minneapolis, MN, 55470	0.54	Phone missing area code Street suffix standardised Address re-cased Gender normalised+1 more
CLM-422180	CLM	Evelyn X Graham	1968-03-17	—	—	551 Washington St, Sacramento, CA	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
TPA-59545	TPA	Jesse Rios	1905-07-02	—	—	8321 Apache Blvd, Miami, FL, 33193	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-422024	CLM	Ryan I Edwards	2000-05-08	UHC-79280-23	—	638 Church St, Gilbert, AZ, 85260	0.54	Middle initial moved out of first name Street suffix standardised Address re-cased State name converted to code+1 more
TPA-59307	TPA	Frances Diaz	1972-11-19	—	—	5477 Hillcrest Rd, Houston, TX, 77071	0.54	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
TPA-58971	TPA	Gloria Tran	1945-05-04	—	—	403 Lake View Rd, Tampa, FL	0.54	Name split from “Last, First”ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-417727	CLM	Logan Yang	1967-09-12	—	—	219 Lincoln Way # 494, San Antonio, TX, 78217	0.54	Name split from “Last, First”Two-digit birth year Unit split from street Whitespace trimmed+1 more
CLM-403238	CLM	Richard Luna	1986-01-18	UHC-69234-20	—	2149 Mesa Dr, Jacksonville, FL, 32267	0.54	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-427581	CLM	Ralph K Peterson	1995-08-04	UHC-53260-05	4588571984	1958 Market St, Sacramento, CA, 95883	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
TPA-55069	TPA	Joshua Ramos	1952-07-04	—	—	1749 Broadway # 313, Minneapolis, MN	0.54	Name split from “Last, First”Unit split from street ZIP missing Whitespace trimmed+1 more
PRV-28370	PRV	Nicole K Willis	1997-02-08	UHC-86882-04	7408018267	1520 Highland Ave, Gilbert, AZ, 85299	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
CLM-414646	CLM	Wlliam Powell	1973-01-13	UHC-92775-03	4554792134	1719 Ridge Rd, Eden Prairie, MN, 55337	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
CLM-415530	CLM	Raymond Martinez	1964-07-23	UHC-76339-68	—	—	0.54	Name re-cased Two-digit birth year Phone missing area code Gender normalised+1 more
CLM-400440	CLM	Juen Castro	1979-08-01	—	—	3550 Sunset Blvd, San Antonio, TX, 78261	0.54	Two-digit birth year State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410770	CLM	Abigail C Johnston	2002-06-09	—	—	5319 Meadow Ln, Dallas, TX, 75235	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
PRV-25101	PRV	Willie C Elliott	1943-01-20	UHC-22957-69	—	9782 Ridge Rd, Tempe, AZ, 85289	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
PRV-25100	PRV	Willie C Elliott	1943-01-20	UHC-22957-69	—	9782 Ridge Rd, Tempe, AZ, 85289	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
TPA-58371	TPA	Sofia Garrett	1987-05-08	UHC-60736-86	6707143325	256 Ocean Ave, Seattle, WA, 98197	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
CLM-429451	CLM	Mason Hawkins	1943-07-07	UHC-57852-17	—	6154 Palm Dr # 459, Tempe, AZ, 85238	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
TPA-57596	TPA	Charlotte M Haansen	—	—	—	2692 Palm Dr, Scottsdale, AZ, 85271	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
PRV-28326	PRV	Shirley A Meyer	1976-09-12	—	2663373260	413 Cedar Ln, Seattle, WA, 98187	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-100695	ENR	Bryan Peterson	—	UHC-76984-96	—	71 Willow Ct # 737, Mesa, AZ, 85234	0.54	Date of birth unreadable Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
TPA-53929	TPA	Cheryl Dunn	1987-12-14	—	—	6313 Highland Ave, Eden Prairie, MN, 55363	0.54	Name split from “Last, First”Two-digit birth year City re-cased State name converted to code+1 more
CLM-427532	CLM	Christian Meyer	2007-04-25	—	4834553818	2940 Indian School Rd # 324, Dallas, TX, 75216	0.54	Two-digit birth year Phone reformatted Unit split from street Gender normalised+1 more
CLM-420047	CLM	Samuel Alvarez	1939-10-18	UHC-86926-43	5675411557	7856 Highland Ave # 429, Columbus, OH, 43282	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-432502	CLM	Lori Roberts	1948-04-24	—	5453682258	3853 Hillcrest Rd, Tempe, AZ, 85253	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
TPA-62377	TPA	Drew James	1939-01-24	—	—	7426 Forest Ave, Jacksonville, FL, 32221	0.54	Name split from “Last, First”State code upper-cased ZIP+4 trimmed Gender normalised+1 more
TPA-53255	TPA	Sarah Vazquez	1982-04-20	—	2192558280	7529 Grand Ave, Tucson, AZ, 85732	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-402456	CLM	Philip Marshall	1939-03-28	UHC-88317-89	—	7863 Washington St, Phoenix, AZ, 85083	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-132441	ENR	Jeremy V McDonald	1940-06-12	UHC-67446-94	—	5567 Willow Ct, Fresno, CA, 93729	0.54	Two-digit birth year Phone missing area code Gender normalised Whitespace trimmed+1 more
TPA-57968	TPA	Cynthia Carroll	2004-07-27	—	—	7925 Mountain View Dr Apt 10, Las Vegas, NV	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
TPA-57252	TPA	Janet U Dean	—	—	—	8717 Palm Dr # 330, Phoenix, AZ, 85037	0.54	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+1 more
CLM-412063	CLM	Bradley Armstrong	1938-01-22	—	—	9526 Park Pl, Minneapolis, MN, 55429	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
TPA-55603	TPA	Nicole Weber	2008-04-01	—	—	8660 Broadway, Glendale, AZ, 85354	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-112297	ENR	Brittany T Gardner	1986-05-11	—	7698887452	1215 Cedar Ln, Plano, TX, 75058	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-429511	CLM	Jula Lucas	1981-07-20	—	—	504 Sunset Blvd, Minneapolis, MN, 55447	0.54	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-415665	CLM	Mei Hunt	1946-12-20	UHC-84600-88	—	7787 Baseline Rd Apt 20, Phoenix, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
CLM-415666	CLM	Mei Hunt	1946-12-20	UHC-84600-88	—	7787 Baseline Rd Apt 20, Phoenix, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
ENR-101141	ENR	Joan IJunk	1949-03-16	—	—	573 Willow Ct, Plano, TX, 75001	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared+1 more
TPA-54545	TPA	Frank S Garrett	1984-11-11	—	—	9229 Sunset Blvd, Tampa, FL, 33618	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-102147	ENR	Nathan M Armstrong	1942-02-06	UHC-15778-11	—	5140 Highland Ave, Orlando, FL	0.54	Two-digit birth year ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-137685	ENR	Lori P Simpson	1941-10-25	UHC-23112-10	6165750709	1352 Cedar Ln Apt 7, Austin, TX, 78765	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
ENR-109811	ENR	Abigail N Hicks	2001-04-05	UHC-46842-79	—	251 Hillcrest Rd, Seattle, WA, 98176	0.54	Name split from “Last, First”Two-digit birth year State name converted to code Email lower-cased+1 more
CLM-401049	CLM	Christina Singh	1972-07-12	UHC-36281-66	—	1049 Harbor Blvd, Tempe, AZ	0.54	State name converted to code ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-401048	CLM	Christina Singh	1972-07-12	UHC-36281-66	—	1049 Harbor Blvd, Tempe, AZ	0.54	State name converted to code ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-108006	ENR	Ann Anderson	—	UHC-38548-51	—	3585 Union St, Nashville, TN	0.54	Name re-cased Date of birth unreadable State name converted to code ZIP missing+1 more

71,257 rows, page 132 of 1,426Previous Next