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

Third-party administrator, flag “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-56073	TPA	Pamla Tucker	1974-08-08	—	—	7360 Jefferson Ave, Atlanta, GA, 30385	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-61468	TPA	Brandon U Hart	1982-04-10	—	—	2303 Indian School Rd, Columbus, OH, 43218	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-59196	TPA	Denise J Lucas	1997-06-10	—	—	1042 Sunset Blvd, Tampa, FL, 33607	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-57925	TPA	Drew L Simmons	1996-11-15	—	—	1958 Valley View Dr, Denver, CO, 80241	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-52168	TPA	Gloria Rojsa	1972-06-07	—	—	9153 Ocean Ave, Seattle, WA, 98132	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-58130	TPA	Maria Castillo	1955-10-06	—	—	3511 Ocean Ave, Seattle, WA, 98161	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50798	TPA	Yuki Wheeler	1983-06-06	—	—	462 Union St, Scottsdale, AZ, 85200	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-56556	TPA	Dorothy Hudson	1988-11-08	—	—	3077 Meadow Ln, Minneapolis, MN, 55437	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-60986	TPA	Diane George	1953-11-21	—	3558489536	900 River Rd, Scottsdale, AZ, 85239	0.82	Phone reformatted Street suffix standardised Address re-cased
TPA-52675	TPA	Don Luna	1955-01-09	—	2685572026	8713 Main St, Scottsdale, AZ, 85205	0.82	Phone reformatted Street suffix standardised Address re-cased
TPA-61671	TPA	Wei Nichols	1996-11-05	—	3308629625	8744 Sunset Blvd, Chandler, AZ, 85236	0.84	Street suffix standardised Address re-cased
TPA-61582	TPA	Russell J Holmes	1969-07-10	UHC-68851-64	—	6297 Sage Ct, Atlanta, GA, 30312	0.84	Street suffix standardised Address re-cased
TPA-53082	TPA	Sophia F Washington	1952-06-07	UHC-03920-31	—	1364 Sunset Blvd, Las Vegas, NV, 89135	0.84	Street suffix standardised Address re-cased
TPA-63836	TPA	Rachel O Nichols	1970-07-06	—	6194396351	4830 Sunset Blvd, Tucson, AZ, 85725	0.84	Street suffix standardised Address re-cased
TPA-56620	TPA	Kathleen Mason	1960-02-27	—	—	8572 Valley View Dr, Tampa, FL, 33620	0.84	Street suffix standardised Address re-cased
TPA-60373	TPA	Brittany Schmidt	1942-06-10	UHC-24552-67	—	7006 Elm St, Glendale, AZ, 85381	0.84	Street suffix standardised Address re-cased
TPA-59435	TPA	Ralph Jimenez	1989-07-12	—	—	5171 Desert Sky Blvd, Los Angeles, CA, 90063	0.84	Street suffix standardised Address re-cased
TPA-63818	TPA	Hannah Ramos	1952-09-18	UHC-51097-46	—	8140 Broadway, Tempe, AZ, 85258	0.88	Name re-cased Date of birth reformatted Address re-cased City re-cased+2 more
TPA-51870	TPA	Charlotte Dunn	1987-10-01	UHC-00603-18	5874341669	6874 Broadway, Denver, CO, 80250	0.88	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+2 more
TPA-54903	TPA	Bryan Garrett	1986-03-15	—	—	8805 Broadway, Charlotte, NC, 28207	0.88	Name re-cased Date of birth reformatted Address re-cased City re-cased+2 more
TPA-63773	TPA	Adams K Zachary	1959-02-12	UHC-77933-88	8083152134	5796 Broadway, Orlando, FL, 32841	0.90	Name re-cased Phone reformatted Address re-cased State code upper-cased+1 more
TPA-62973	TPA	Douglas Rodriguez	1981-10-05	—	—	9676 Broadway, Chandler, AZ, 85298	0.90	Name re-cased Date of birth reformatted Address re-cased City re-cased+1 more
TPA-60938	TPA	Karen Perez	1938-01-22	—	—	5839 Broadway, Tucson, AZ, 85776	0.90	Name re-cased Date of birth reformatted Address re-cased City re-cased+1 more
TPA-64402	TPA	Carolyn Arnold	1961-01-28	—	9093511403	5629 Broadway, Dallas, TX, 75254	0.90	Name re-cased Date of birth reformatted Address re-cased Email lower-cased+1 more
TPA-61322	TPA	Mason Baker	1942-12-28	—	9625822416	3296 Broadway, Denver, CO, 80249	0.90	Name re-cased Address re-cased City re-cased Whitespace trimmed+1 more
TPA-62241	TPA	Debra U Rley	1972-01-01	—	—	6684 Broadway, Houston, TX, 77005	0.90	Name re-cased Address re-cased City re-cased Whitespace trimmed+1 more
TPA-58329	TPA	Kyle Dominguez	1991-07-17	UHC-67063-37	7159392477	8407 Broadway, San Diego, CA, 92189	0.90	Name re-cased Phone reformatted Address re-cased Whitespace trimmed+1 more
TPA-61845	TPA	Garcia Priya	1967-07-19	—	—	2276 Broadway, Dallas, TX, 75216	0.92	Name re-cased Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58057	TPA	Anna W Mjia	1953-01-17	UHC-23558-66	—	8238 Broadway, Tucson, AZ, 85782	0.92	Name re-cased Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60656	TPA	Valentina Harvey	1943-03-28	—	—	7433 Broadway, Scottsdale, AZ, 85261	0.92	Date of birth reformatted Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60850	TPA	Luis M Hamilton	1969-07-08	—	—	7639 Broadway, Glendale, AZ, 85340	0.92	Name re-cased Address re-cased Whitespace trimmed Placeholder values cleared
TPA-53798	TPA	Ruth I Fisher	1968-10-20	—	—	5096 Broadway, Los Angeles, CA, 90091	0.92	Name re-cased Date of birth reformatted Address re-cased Placeholder values cleared
TPA-58922	TPA	Dan Soto	1985-08-17	—	5748152457	1606 Broadway, Seattle, WA, 98175	0.92	Name re-cased Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60339	TPA	Samuel G Ramirez	2001-06-06	—	—	8485 Broadway, Tampa, FL, 33696	0.92	Name re-cased Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52297	TPA	Paul Fernnadez	1989-03-22	—	—	3114 Broadway, Scottsdale, AZ, 85204	0.92	Address re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-60851	TPA	Luis M Hamilton	1969-07-08	UHC-40559-32	—	7639 Broadway, Glendale, AZ, 85340	0.92	Name re-cased Date of birth reformatted Address re-cased Placeholder values cleared
TPA-58419	TPA	Sophia Rogers	1999-04-17	—	3148013666	7483 Broadway, Las Vegas, NV, 89191	0.92	Name re-cased Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59639	TPA	Denny Gardner	1974-04-10	—	—	2179 Broadway, Columbus, OH, 43279	0.92	Name re-cased Date of birth reformatted Address re-cased Placeholder values cleared
TPA-54000	TPA	Eugene I Jones	1966-02-20	—	—	1907 Broadway, Chandler, AZ, 85295	0.92	Date of birth reformatted Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60860	TPA	Larry Bure	1966-03-05	—	5303525883	1576 Broadway, Orlando, FL, 32853	0.92	Date of birth reformatted Phone reformatted Address re-cased Placeholder values cleared
TPA-50077	TPA	Teresa Franklin	2006-09-27	UHC-79947-46	4965056080	4892 Broadway, Orlando, FL, 32896	0.92	Date of birth reformatted Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62184	TPA	Marcus Richardson	1995-01-28	—	9206572938	2714 Broadway, Glendale, AZ, 85378	0.92	Phone reformatted Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50521	TPA	Peter Robertson	2003-07-16	—	—	3414 Broadway, Chandler, AZ, 85227	0.94	Name re-cased Address re-cased Placeholder values cleared
TPA-51790	TPA	Ahmed Perez	1941-05-09	UHC-47618-85	9662242443	3435 Broadway, Sacramento, CA, 95811	0.94	Phone reformatted Address re-cased Placeholder values cleared
TPA-63850	TPA	Cynthia Martinez	1996-09-25	—	—	7315 Broadway, Gilbert, AZ, 85227	0.94	Name re-cased Address re-cased Placeholder values cleared
TPA-58317	TPA	Jacob Williams	1967-12-14	—	—	1084 Broadway, Orlando, FL, 32835	0.94	Address re-cased Whitespace trimmed Placeholder values cleared
TPA-53009	TPA	Eric Bryant	1977-10-18	—	—	69 Broadway, Los Angeles, CA, 90004	0.94	Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54308	TPA	Camila M Allen	2008-03-09	—	—	2209 Broadway, Plano, TX, 75028	0.94	Address re-cased State code upper-cased Placeholder values cleared
TPA-52426	TPA	Ahmed Bailey	1978-05-10	UHC-12383-43	3522294154	5091 Broadway, Atlanta, GA, 30310	0.94	Name re-cased Address re-cased Placeholder values cleared
TPA-52571	TPA	Samuel Wilson	2003-04-10	—	—	4811 Broadway, Sacramento, CA, 95865	0.94	Address re-cased State code upper-cased Placeholder values cleared

7,854 rows, page 157 of 158Previous Next