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-427605	CLM	Frances Campbell	1992-09-16	UHC-98486-22	4566992135	94 Washington St, Austin, TX, 78717	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-52646	TPA	Harold Carr	1978-01-16	—	—	7475 Pine Dr, Denver, CO, 80247	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-413975	CLM	Mary Knight	1939-11-27	UHC-60578-16	—	6718 Valley View Dr, Atlanta, GA, 30382	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405661	CLM	Brenda Harris	1985-10-08	UHC-30691-44	—	4126 Lake View Rd # 301, Plano, TX	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
CLM-406545	CLM	Brian Y Nunez	1966-01-09	—	—	8089 Sunset Blvd, Las Vegas, NV, 89166	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-416572	CLM	Jake Hall	2001-06-06	UHC-90583-09	—	2618 Ridge Rd # 477, Phoenix, AZ, 85094	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-422713	CLM	Larry Daniels	—	—	—	5621 Market St, Glendale, AZ, 85343	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-408844	CLM	Marilyn T Richards	1995-06-26	UHC-52260-31	—	2627 Church St Apt 15, Denver, CO, 80240	0.52	Middle initial moved out of first name Unit split from street Street suffix standardised Address re-cased+2 more
TPA-50837	TPA	Kyle Z Phillips	1964-08-19	—	—	4114 Cedar Ln, Chandler, AZ	0.52	Name re-cased Two-digit birth year ZIP missing Gender normalised+2 more
TPA-51163	TPA	Carl George	1959-08-09	—	—	2222 Oak St, Tucson, AZ, 85739	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-141753	ENR	Bruce Sandoval	1945-12-02	UHC-23741-56	—	2479 Mesa Dr, Mesa, AZ, 85282	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432784	CLM	Mateo Simpson	—	UHC-48188-73	—	9683 Canyon Rd, Minneapolis, MN, 55409	0.52	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more
PRV-24925	PRV	Nuah Turner	1949-03-28	—	—	441 Palm Dr # 868, Chandler, AZ, 85287	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
CLM-414270	CLM	Albert R Watson	1984-01-26	UHC-54144-28	2924054334	8403 Sage Ct, Las Vegas, NV	0.52	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
PRV-22216	PRV	Donna Ford	1941-04-09	—	2505944418	6615 Canyon Rd Apt 31, Las Vegas, NV, 89157	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400742	CLM	Carolyn Hanson	2008-08-09	UHC-95340-58	5937236006	300 Indian School Rd, Houston, TX, 77016	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
TPA-58643	TPA	Dennis Bowman	2001-08-12	UHC-53395-80	8766362245	4292 Market St Apt 8, Charlotte, NC, 28258	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-120454	ENR	Sean A Fisher	—	UHC-79579-41	7108855381	2407 Market St, San Diego, CA, 92148	0.52	Date of birth unreadable Phone reformatted State name converted to code Gender normalised+2 more
TPA-58356	TPA	Bradley Soto	1989-06-17	—	—	4949 Lake View Rd, Los Angeles, CA, 90093	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-423004	CLM	Julia Schmidt	1983-02-09	—	—	3498 Valley View Dr, Charlotte, NC, 28276	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-139633	ENR	Alan P Gilbert	—	—	—	7071 Union St, Columbus, OH, 43298	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-116245	ENR	Jeffrey C Cruz	1953-02-14	UHC-64784-69	—	6155 Ocean Ave # 695, Nashville, TN, 37211	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-404784	CLM	Stephen Li	1994-06-25	UHC-49292-64	—	9593 Harbor Blvd, Atlanta, GA, 30321	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-64228	TPA	Lisa Graham	1951-12-26	—	—	4093 Ridge Rd, Tampa, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-425786	CLM	Danielle Bradley	1998-02-18	—	—	670 Pine Dr, Denver, CO, 80201	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52868	TPA	Linda Myers	1975-11-06	—	2465836521	8146 Church St, Phoenix, AZ, 85039	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-142606	ENR	Nathan A Palmer	2006-09-05	UHC-74591-49	—	4351 Elm St, Scottsdale, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-430554	CLM	Kathleen P Spencer	1986-11-25	UHC-15103-98	—	8175 Broadway, Charlotte, NC, 28201	0.52	Middle initial moved out of first name Name re-cased State name converted to code Gender normalised+2 more
CLM-411319	CLM	Betty Rojas	1976-12-27	UHC-59588-79	—	3322 Hillcrest Rd, Sacramento, CA, 95831	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410867	CLM	Megan Carpenter	—	UHC-78670-63	—	3675 Willow Ct, Nashville, TN, 37231	0.52	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-416047	CLM	Virginia Harvey	1957-05-13	UHC-73952-53	—	5319 Indian School Rd # 324, Seattle, WA, 98101	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
PRV-26171	PRV	Dennis C Ryvera	1996-06-18	—	—	7168 Forest Ave Apt 36, Tempe, AZ, 85298	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-58815	TPA	Jeremy A Roberts	1994-12-02	—	—	9863 Sage Ct, Columbus, OH	0.52	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
PRV-28104	PRV	Raymond Phillips	1995-01-28	UHC-34319-11	4037341297	1479 Baseline Rd, Glendale, AZ, 85314	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59468	TPA	Brittany Medina	1995-11-10	—	3808563600	8502 Baseline Rd, Glendale, AZ, 85311	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419081	CLM	Margaret Parker	1970-03-03	—	—	2902 Willow Ct, Fresno, CA	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
PRV-23337	PRV	Ahmed I Patel	2005-02-09	UHC-86063-13	6123970918	7258 Apache Blvd, Austin, TX, 78766	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57973	TPA	Peter Richardson	1988-10-15	—	—	4232 Mesa Dr, Phoenix, AZ, 85008	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
TPA-55740	TPA	Danielle Thompson	1993-05-12	UHC-07773-71	—	5664 Ridge Rd, Columbus, OH, 43221	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-56894	TPA	Ashley Kelley	1990-07-03	—	—	9283 Indian School Rd, San Diego, CA, 92129	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-116059	ENR	Mary S Ellis	1954-11-08	UHC-94061-26	6196987767	5588 Palm Dr Apt 31, Jacksonville, FL, 32282	0.52	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
ENR-130365	ENR	Robert M Sanchez	—	UHC-14192-84	4728319605	3138 Meadow Ln, Jacksonville, FL, 32254	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-143068	ENR	Frances E Mendez	2000-10-09	UHC-31146-68	—	6052 Market St, Nashville, TN, 37238	0.52	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23590	PRV	Virginia F Smith	1963-08-07	UHC-21841-47	—	4860 Canyon Rd, Las Vegas, NV, 89153	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased State name converted to code+2 more
TPA-61700	TPA	Jordan Greene	—	—	2329202495	2298 Camelback Rd # 808, Scottsdale, AZ, 85255	0.52	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-54548	TPA	Terresa Myers	1966-05-12	UHC-67569-91	—	3439 Pine Dr # 322, Tucson, AZ, 85763	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+2 more
CLM-430922	CLM	Betty Perez	1997-03-07	UHC-12785-63	—	136 Mesa Dr, Minneapolis, MN, 55470	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430003	CLM	Paul Hernandez	1972-07-11	UHC-62047-51	—	3778 Sage Ct, Chandler, AZ, 85286	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61166	TPA	Deborha Owens	1969-09-28	—	—	7234 Highland Ave, Fresno, CA, 93721	0.52	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407266	CLM	Julia D George	1959-01-27	—	4694981212	2430 Valley View Dr, Charlotte, NC	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

71,257 rows, page 119 of 1,426Previous Next