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 “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
TPA-57410	TPA	Nancy Contreras	1988-02-04	—	—	8194 Jefferson Ave, Denver, CO, 80264	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50347	TPA	Stephanie Gardner	1952-12-28	UHC-33192-03	—	1154 Lincoln Way, Seattle, WA, 98159	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-50346	TPA	Stephanie Gardner	1952-12-28	UHC-33192-03	—	1154 Lincoln Way, Seattle, WA, 98159	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-52725	TPA	Jackie Payne	1952-08-12	—	—	8478 Sunset Blvd, Plano, TX, 75091	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-61756	TPA	Barbara Johnston	1973-12-10	—	8266139748	7133 Apache Blvd, Tampa, FL, 33651	0.82	Name re-cased State name converted to code Placeholder values cleared
TPA-62183	TPA	Deborah Nichols	1990-01-21	—	2984751728	7500 Broadway, Tampa, FL, 33601	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
TPA-55575	TPA	Patricia Howard	1946-03-17	—	—	8106 Camelback Rd, Sacramento, CA, 95811	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-52539	TPA	Valentina Thomas	1972-06-05	—	—	8837 Hillcrest Rd, Gilbert, AZ, 85228	0.82	City re-cased Gender normalised Placeholder values cleared
TPA-62076	TPA	Karen Lopez	1992-01-05	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-54293	TPA	Amber Li	1943-02-26	—	—	2607 Apache Blvd # 414, Eden Prairie, MN, 55397	0.82	Name re-cased Unit split from street Placeholder values cleared
TPA-55551	TPA	Pat Welch	1952-01-17	UHC-32323-36	—	8468 Indian School Rd, Tampa, FL, 33691	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-52466	TPA	Roger Dominguez	1946-05-18	—	4357984198	668 Forest Ave, Las Vegas, NV, 89193	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-58747	TPA	Judy Andrews	1986-09-07	UHC-49978-58	3546582910	6785 Pine Dr, Sacramento, CA, 95845	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-51394	TPA	Michael Campbell	2005-09-05	—	—	1057 Maple Ave, Austin, TX, 78731	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50498	TPA	Jodan B Welch	2001-11-13	—	—	2704 Maple Ave, Denver, CO, 80226	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-62204	TPA	Madison Taylor	1940-07-08	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-60322	TPA	Tricia Cooper	1938-05-02	—	—	3209 Baseline Rd, Fresno, CA, 93792	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-60099	TPA	Jeff Payne	1966-11-15	—	—	8073 Lake View Rd, Tempe, AZ, 85256	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-60567	TPA	Deborah Ball	1939-04-25	—	7785080638	8886 Spring St, Austin, TX, 78735	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-52220	TPA	Joyce Rice	1943-05-25	—	—	2028 Baseline Rd, Mesa, AZ, 85273	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-57711	TPA	Jonathan Lopez	1975-09-28	UHC-56956-03	—	9760 Bayshore Dr, Minneapolis, MN, 55469	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-59923	TPA	Carlos Perez	1980-01-24	—	—	8065 Washington St, Chandler, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-61991	TPA	Judith Jenkins	1971-08-10	—	—	253 Highland Ave, Phoenix, AZ, 85035	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-58620	TPA	Nick Bailey	1999-12-18	—	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-61487	TPA	Aaron Morales	1966-04-21	—	7386813351	840 Main St # 946, Atlanta, GA, 30315	0.82	Phone reformatted Unit split from street Placeholder values cleared
TPA-58078	TPA	Sean Stephens	1979-08-26	—	—	9699 Indian School Rd, Mesa, AZ, 85258	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-53290	TPA	Michelle Anderson	1945-08-13	—	—	3733 Ocean Ave, Los Angeles, CA, 90028	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-63122	TPA	Robert Brooks	1999-02-24	—	—	5314 Palm Dr, Fresno, CA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-52578	TPA	Mary Fields	1988-03-05	UHC-83147-55	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-60926	TPA	Keith Silva	1987-02-11	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-57458	TPA	Camila Daniels	1945-06-13	—	5426017294	2438 Sage Ct, Phoenix, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-62715	TPA	Jacqueline Schultz	1979-10-11	—	—	2368 River Rd, Columbus, OH, 43256	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-62337	TPA	Christian Bradley	1978-08-23	UHC-55052-60	9834298798	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-55491	TPA	Larry Johnson	1959-06-10	UHC-47867-04	—	440 Desert Sky Blvd, Charlotte, NC	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-61610	TPA	GJunk	1978-02-04	—	—	3675 Sage Ct, Tucson, AZ, 85780	0.82	Date of birth reformatted Placeholder values cleared No usable name (quarantined)
TPA-57479	TPA	Santiago Lynch	1998-06-15	—	—	2281 River Rd, Las Vegas, NV, 89117	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-58511	TPA	Christopher Perkins	1980-12-20	UHC-86844-01	—	262 Ridge Rd, Atlanta, GA, 30392	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-61091	TPA	Camila Hanson	2008-01-09	—	9133989663	9600 Lincoln Way, Nashville, TN, 37256	0.82	Phone reformatted State name converted to code Placeholder values cleared
TPA-52418	TPA	Grace Ramos	1989-10-27	—	—	8508 Maple Ave, Minneapolis, MN	0.82	State code upper-cased ZIP missing Placeholder values cleared
TPA-58623	TPA	Omar Sims	1975-08-14	—	9295862061	2190 Grand Ave, Denver, CO, 80232	0.82	Name split from “Last, First”Email lower-cased Placeholder values cleared
TPA-62390	TPA	Rachel Yang	1945-11-12	—	3817367496	2921 Palm Dr, Denver, CO, 80243	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-62868	TPA	Omar Gonzales	1974-03-09	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-50374	TPA	Lori Q Warren	1976-12-09	—	—	4758 Highland Ave, Los Angeles, CA, 90065	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-60719	TPA	Diane Dominguez	1946-08-06	—	9789858984	9605 Union St, Sacramento, CA, 95862	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-62064	TPA	Isabella George	1988-11-27	—	—	9793 Lake View Rd, Austin, TX, 78766	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-61354	TPA	Willie Richardson	1974-11-11	—	—	1339 Cedar Ln, Austin, TX, 78703	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-57456	TPA	Michelle Andrews	1993-08-24	—	2377871199	6315 Highland Ave, Orlando, FL, 32874	0.82	Phone reformatted State name converted to code Placeholder values cleared
TPA-64227	TPA	Lisa Graham	1951-12-26	—	—	4093 Ridge Rd, Tampa, FL, 33671	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
TPA-63766	TPA	Larry Carter	1981-10-14	—	3897884061	1439 Maple Ave, Scottsdale, AZ, 85256	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
TPA-53952	TPA	Arjun Flores	1978-12-09	—	4364089508	2271 Elm St, Chandler, AZ, 85215	0.82	Phone reformatted Gender normalised Placeholder values cleared

14,135 rows, page 195 of 283Previous Next