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-58723	TPA	Margareet Gutierrez	1990-06-05	UHC-61468-65	—	6810 Ridge Rd, Fresno, CA, 93792	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50110	TPA	Noah Alvarez	1953-03-24	—	—	7184 Sunset Blvd, Fresno, CA, 93715	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51500	TPA	Joan Mitchell	1977-11-24	—	—	315 Hillcrest Rd, Los Angeles, CA, 90088	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58903	TPA	Susan Ross	1983-01-02	—	—	5344 Mountain View Dr, Houston, TX, 77096	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60839	TPA	Cynthia Bowman	1956-03-14	—	6612601445	5228 Market St, San Diego, CA, 92123	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-53496	TPA	Eugene Bailey	1986-04-04	—	7196359150	9334 Bayshore Dr, Austin, TX, 78765	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54521	TPA	Patricia Hayes	1993-05-27	—	—	6331 Hillcrest Rd, Sacramento, CA, 95813	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-56634	TPA	Albert Hall	1981-10-24	—	—	8750 Central Ave, Tampa, FL, 33654	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59841	TPA	Lori Bradley	1960-07-22	—	—	75 Market St, Las Vegas, NV, 89112	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59418	TPA	Timothy Santiago	1997-05-10	—	—	720 Church St, Tampa, FL, 33634	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56206	TPA	Logan Wang	1943-02-10	—	—	1767 River Rd, Sacramento, CA, 95862	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57449	TPA	Kathryn E Willis	1976-11-17	—	9825227898	1590 Sunset Blvd, Columbus, OH, 43228	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59488	TPA	Diana Vazquez	1993-07-23	—	—	5173 River Rd, Jacksonville, FL, 32292	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56975	TPA	Timothy A Robeertson	1952-01-06	—	—	2331 Valley View Dr, Orlando, FL, 32820	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50246	TPA	Tyler L Moreno	1994-11-12	—	—	1312 Ridge Rd, Seattle, WA, 98120	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-59243	TPA	Megan V Vazquez	1977-08-06	—	—	2485 Spring St, Los Angeles, CA, 90048	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54702	TPA	Ahmed Jacobs	1983-06-07	—	—	1326 Lincoln Way, Plano, TX, 75070	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51776	TPA	Hannah Weber	1985-06-16	—	—	1040 Ocean Ave, Charlotte, NC, 28222	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52114	TPA	Priya Burton	1971-02-22	—	—	5714 Park Pl, Columbus, OH, 43229	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57180	TPA	Lori Delgado	1974-04-12	—	—	2102 Main St, Sacramento, CA, 95857	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58265	TPA	Danniel Chavez	1944-07-20	UHC-08743-28	5519881782	629 Maple Ave, Los Angeles, CA, 90080	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-56694	TPA	Elijah Hansen	1966-06-28	—	—	6700 Jefferson Ave, Phoenix, AZ, 85037	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50732	TPA	Samantha Edwards	2001-03-22	—	—	1248 Market St, Charlotte, NC, 28230	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56158	TPA	Julie Morgan	1943-06-26	—	—	1606 Baseline Rd, Gilbert, AZ, 85223	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-56157	TPA	Julie Morgan	1943-06-26	—	—	1606 Baseline Rd, Gilbert, AZ, 85223	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-51089	TPA	Jennifer Nunez	1983-07-19	—	—	7406 Elm St, Sacramento, CA, 95851	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-55545	TPA	Christopher Chavez	1944-04-25	—	—	5415 Forest Ave, Los Angeles, CA, 90043	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-52793	TPA	Santiago Oliver	2001-09-27	—	7523633157	2408 Church St, Orlando, FL, 32861	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58099	TPA	Santiago Dominguez	1963-04-09	—	—	9297 Forest Ave, Dallas, TX, 75214	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59570	TPA	Isablla Santos	1985-12-02	—	—	7088 Market St, Tempe, AZ, 85211	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-51293	TPA	Betsy Allen	1941-02-01	—	—	6838 Washington St, Miami, FL, 33105	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63156	TPA	Omar Gonzalez	1968-04-12	UHC-96715-90	—	7931 Forest Ave, Plano, TX, 75052	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54342	TPA	Janice Reid	1952-10-16	—	3843108382	5596 Spring St, Nashville, TN, 37238	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61505	TPA	Abigail Davis	2009-12-21	—	8862167104	7333 Maple Ave, Nashville, TN, 37270	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58017	TPA	Nancy Larson	1977-02-14	—	—	4282 Park Pl, Nashville, TN, 37292	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-61975	TPA	Kibmerly Hart	1940-11-22	—	—	1388 Spring St, San Diego, CA, 92145	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54084	TPA	Bobby Edwardds	2004-07-11	—	—	3734 Desert Sky Blvd, Austin, TX, 78732	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-63849	TPA	Anthony Wrd	1982-02-06	—	—	1081 Pine Dr, Atlanta, GA, 30397	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51403	TPA	Diego Nunez	2001-11-26	—	—	6629 Canyon Rd, Scottsdale, AZ, 85214	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-64130	TPA	Camila Jensen	1989-03-15	—	9844032725	1928 Canyon Rd, Eden Prairie, MN, 55338	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50011	TPA	Sarah Collins	1940-09-18	—	—	6195 Camelback Rd, Mesa, AZ, 85275	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50606	TPA	Jose Olson	2003-05-28	UHC-32021-76	9768270409	5299 Elm St, Jacksonville, FL, 32210	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55201	TPA	Henry Yang	1987-12-03	—	—	4104 Highland Ave, Dallas, TX, 75298	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-63376	TPA	Terry Payne	2007-04-07	—	—	1535 Apache Blvd, Atlanta, GA, 30323	0.80	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed
TPA-55325	TPA	Philip P Banks	1949-01-18	—	—	9150 Ridge Rd, Mesa, AZ, 85232	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62504	TPA	Matthew Nguyen	1999-02-14	—	—	9648 Jefferson Ave, Columbus, OH, 43280	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-50031	TPA	George Ellis	1977-04-27	UHC-39266-32	—	8317 Elm St, Miami, FL, 33181	0.80	Street suffix standardised Address re-cased Plan code upper-cased Placeholder values cleared
TPA-54297	TPA	Scott Morris	1976-05-10	—	5626868750	7172 Central Ave, Columbus, OH, 43223	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51038	TPA	Elizabeth Olson	1939-01-23	—	5194125939	7186 Camelback Rd, Las Vegas, NV, 89198	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-51509	TPA	David Hall	1948-06-04	—	5856060670	766 Central Ave, Denver, CO, 80252	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared

7,767 rows, page 147 of 156Previous Next