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-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-61163	TPA	Philip Bailey	2006-02-08	UHC-50588-65	—	4686 Ocean Ave, Miami, FL, 33118	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-62856	TPA	Amber Z Olson	1965-06-20	—	6602446586	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-52212	TPA	Michelle Smith	2003-05-10	—	—	5366 Main St, Fresno, CA, 93769	0.80	City re-cased State name converted to code Whitespace trimmed 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-63593	TPA	Bradley Chen	1983-05-06	UHC-87280-46	—	—	0.80	Email lower-cased Gender normalised Whitespace trimmed 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-53148	TPA	Ana Price	1949-12-07	—	—	605 Broadway, Jacksonville, FL	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-51252	TPA	Julia Gomez	1999-11-19	—	4458330045	8426 Lincoln Way, Seattle, WA, 98137	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-59691	TPA	Nancy Dean	1947-05-23	—	8347463387	3690 Union St, Glendale, AZ, 85359	0.80	Phone reformatted Gender normalised Whitespace trimmed 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-62809	TPA	Palmer J Anna	1961-01-03	—	—	3351 River Rd, Denver, CO, 80239	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-50451	TPA	Garrett I Jason	—	—	2837872669	—	0.80	Date of birth missing Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-52136	TPA	Zachary Simpson	1941-12-20	—	2206057706	7880 Ocean Ave, Denver, CO	0.80	Phone reformatted ZIP missing 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-56490	TPA	Jose Carlson	1959-11-04	—	—	2996 Elm St, Fresno, CA, 93744	0.80	Name re-cased Email lower-cased Gender normalised Placeholder values cleared
TPA-53869	TPA	Beverly Wilson	1942-07-05	—	—	6056 Forest Ave, Jacksonville, FL, 32289	0.80	City re-cased State name converted to code Whitespace trimmed 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-50130	TPA	Danielle Oliver	1947-05-28	—	—	4173 Maple Ave, Dallas, TX, 75225	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-63271	TPA	Angela G Martinez	1942-09-13	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
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-53107	TPA	Henry Rodriguez	1938-05-03	—	—	5598 Jefferson Ave, Jacksonville, FL, 32243	0.80	Name re-cased Date of birth reformatted ZIP+4 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
TPA-55615	TPA	Christina Larson	1955-07-09	—	—	4690 Ridge Rd, Scottsdale, AZ, 85255	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62898	TPA	Brandon Fox	1977-08-01	—	—	7835 Meadow Ln, Phoenix, AZ, 85092	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62004	TPA	Bryan Burke	1998-09-15	—	—	8698 Bayshore Dr, Dallas, TX, 75228	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-55271	TPA	Pamela U Ortega	1956-08-27	—	—	871 Baseline Rd, Seattle, WA, 98157	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57733	TPA	Judy E Vega	1996-03-15	—	9157390906	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-63473	TPA	Kevin Andrews	1982-03-06	—	—	7867 Ocean Ave # 777, San Diego, CA, 92114	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-52708	TPA	Alan W Tran	1970-06-06	—	4134792832	7475 Valley View Dr, Nashville, TN, 37292	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50452	TPA	Diana Stevens	1981-11-16	—	—	7736 Valley View Dr, Nashville, TN	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-63292	TPA	Jonathan Parker	1980-11-23	UHC-32181-76	—	9061 Pine Dr, Orlando, FL, 32891	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
TPA-55364	TPA	Evelyn Gonzales	1962-02-20	—	7034106660	942 Valley View Dr, San Antonio, TX, 78274	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52235	TPA	Arthur Greene	2006-06-20	—	3703598162	4014 Cedar Ln, Atlanta, GA, 30392	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
TPA-62362	TPA	Jose G Williams	1949-06-05	—	—	4096 Oak St Apt 23, Las Vegas, NV, 89125	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-61815	TPA	Kimberly Stewart	1998-11-18	—	—	7738 Harbor Blvd, Denver, CO, 80243	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58203	TPA	Gloria Bery	2008-08-04	—	7644499555	5979 Sage Ct, Mesa, AZ, 85216	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
TPA-59301	TPA	Joseph Bradley	1997-05-12	—	—	—	0.80	Two-digit birth year Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-53840	TPA	Willie Rivera	1960-07-07	—	3716764022	9797 Lake View Rd, Los Angeles, CA, 90018	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
TPA-59956	TPA	Brian Gray	1996-10-24	—	—	6673 Valley View Dr, Seattle, WA, 98113	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-50390	TPA	Donald Morrison	1970-11-26	—	—	6285 Park Pl, Denver, CO, 80283	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54138	TPA	Angela Wang	1967-03-01	—	—	8641 Valley View Dr, Orlando, FL, 32887	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50960	TPA	Christina Bradley	1958-08-26	—	9852474058	934 Apache Blvd, Plano, TX, 75078	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-51128	TPA	Kally Lawson	1976-01-10	—	8888384992	2654 Sunset Blvd, Miami, FL, 33192	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61357	TPA	Amber Jordan	1985-02-17	—	—	1088 Sunset Blvd, Seattle, WA, 98186	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared

14,135 rows, page 186 of 283Previous Next