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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-51955	TPA	Maria Fields	2000-02-10	—	4563813806	9137 Ocean Ave, Sacramento, CA, 95838	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-54813	TPA	Haannah Sandoval	2000-09-08	—	—	9114 Grand Ave, Tucson, AZ, 85739	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50967	TPA	Olivia Hart	1976-10-26	—	8638372853	9622 Highland Ave, Houston, TX, 77017	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50716	TPA	Judy Schultz	1971-11-05	—	—	3200 Ridge Rd, Minneapolis, MN, 55458	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-60046	TPA	Ruth Aguilar	1995-07-04	—	6329985888	7008 Cedar Ln, Mesa, AZ, 85207	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-54192	TPA	Edward Matthews	1984-03-21	—	—	3053 Baseline Rd, Orlando, FL, 32839	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-53011	TPA	Adam Adams	1969-07-05	—	—	87 Ridge Rd, Las Vegas, NV, 89191	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-55733	TPA	Dylan Hicks	1950-10-04	—	—	4675 Willow Ct, Tempe, AZ, 85277	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-60604	TPA	Joshua Wagner	1939-06-04	—	—	6809 Market St, San Diego, CA, 92175	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-63423	TPA	Lori Cruz	1941-06-02	—	—	1354 Harbor Blvd, Atlanta, GA, 30388	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-63835	TPA	Harold Nichols	1968-04-05	—	—	4690 Cedar Ln, Mesa, AZ, 85289	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50658	TPA	Cheryl Cunningham	1949-09-03	UHC-44238-01	—	1762 Cedar Ln, Chandler, AZ, 85280	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50659	TPA	Cheryl Cunningham	1949-09-03	UHC-44238-01	—	1762 Cedar Ln, Chandler, AZ, 85280	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-52540	TPA	Debra Patel	1948-01-07	—	2388216340	3271 River Rd, Orlando, FL, 32835	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-55751	TPA	Barbara Rivera	1996-04-26	—	—	3211 Main St, Plano, TX, 75077	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50697	TPA	Wayne Santiago	1999-03-04	—	—	1288 Highland Ave, Charlotte, NC, 28253	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-51786	TPA	Fatima Elliott	1950-11-05	—	—	8296 Sunset Blvd, Charlotte, NC, 28212	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-56435	TPA	Jonathan Carter	1981-09-14	—	—	8631 Apache Blvd, Glendale, AZ, 85317	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-55586	TPA	Jerry Alvarez	1959-06-05	—	—	7735 Market St, Seattle, WA, 98115	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-63427	TPA	Matthew T Guerrero	1957-02-20	UHC-41469-99	—	1771 Apache Blvd, Dallas, TX, 75246	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-53628	TPA	Ralph Hayes	1956-12-23	—	—	6945 Valley View Dr, Tampa, FL, 33624	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50473	TPA	Billy Le	1997-10-17	UHC-14949-45	—	7834 Sage Ct, Mesa, AZ, 85225	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-62178	TPA	Fatima Warren	1943-01-18	—	—	9247 Oak St, Minneapolis, MN, 55453	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-61938	TPA	Aisha Cunningham	1996-12-02	—	2372707273	764 Valley View Dr, Tampa, FL, 33683	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-55559	TPA	Omar Baker	1982-12-17	—	—	5030 Desert Sky Blvd, Orlando, FL, 32808	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-53099	TPA	Alexander Yang	2004-01-15	—	—	9877 Lake View Rd, Seattle, WA, 98168	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-58642	TPA	Nathan Q Robertson	1997-07-22	—	—	8063 Meadow Ln, Mesa, AZ, 85274	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-55142	TPA	Nicholas Ryan	2006-10-26	—	—	565 Sunset Blvd, Phoenix, AZ, 85030	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-63973	TPA	Christian McDonald	1954-04-03	—	—	2592 Forest Ave, Glendale, AZ, 85322	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-57786	TPA	Jennifer F Henry	1980-01-17	—	—	2409 Oak St, Jacksonville, FL, 32216	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-57884	TPA	Raymond Palmer	1983-06-22	—	—	4428 Church St, Fresno, CA, 93775	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-60018	TPA	Kyle Butler	1991-11-28	—	—	1483 Canyon Rd, Charlotte, NC, 28268	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-60306	TPA	Justin Fields	2004-07-17	—	—	6799 Mesa Dr, Chandler, AZ, 85288	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-56686	TPA	Fatima Maldonado	1960-05-25	—	—	1172 Apache Blvd, Dallas, TX, 75244	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-58506	TPA	Roger Burton	1957-03-22	—	—	9068 Hillcrest Rd, Scottsdale, AZ, 85243	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-64056	TPA	Natalie Vazquez	1974-09-11	—	2645313082	8208 Main St, Nashville, TN, 37244	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-59455	TPA	William Clark	1986-07-21	—	—	7594 Cedar Ln, Tampa, FL, 33680	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-55944	TPA	Mary Jacobs	1983-06-07	—	—	4376 Elm St, San Antonio, TX, 78234	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-52882	TPA	Brian Nunez	1966-01-09	—	—	8089 Sunset Blvd, Las Vegas, NV, 89166	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-57923	TPA	Andrew Simmons	1996-11-15	—	4038688829	1958 Valley View Dr, Denver, CO, 80241	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-62871	TPA	Jose Jensen	1939-09-04	—	—	4470 Church St, Mesa, AZ, 85243	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-54376	TPA	Cynthia Contreras	1978-03-06	—	—	4353 Washington St, Phoenix, AZ, 85043	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-60125	TPA	Bryan Robertts	1938-07-04	—	—	6377 Indian School Rd, Tempe, AZ, 85256	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-56629	TPA	Dennis Mendoza	1983-03-10	UHC-19611-28	—	2596 Ocean Ave, Phoenix, AZ, 85016	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-58913	TPA	Elijah Williamson	1989-12-24	—	—	868 Union St, Seattle, WA, 98134	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-62359	TPA	Joe Morgan	1965-07-21	—	—	8689 Church St, Sacramento, CA, 95873	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-56813	TPA	Megan Rios	1976-08-25	UHC-68589-64	9348243802	3996 Sage Ct, Denver, CO, 80218	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-51845	TPA	Donna Williams	1984-06-25	—	4252314592	5938 Ridge Rd, Glendale, AZ, 85390	0.82	Phone reformatted Street suffix standardised Address re-cased
TPA-54968	TPA	Maria Mejia	1992-10-18	—	—	6944 Park Pl, Chandler, AZ, 85213	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-60059	TPA	John Scott	1971-12-24	—	9572632320	8198 Pine Dr, Plano, TX, 75046	0.82	Street suffix standardised Address re-cased Placeholder values cleared

7,767 rows, page 155 of 156Previous Next