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-57360	TPA	Grace Hernandez	1950-12-14	—	2075289147	1280 Sunset Blvd Apt 5, Chandler, AZ, 85229	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61370	TPA	James Parker	2002-05-11	—	2253883390	8408 Canyon Rd # 761, Phoenix, AZ, 85040	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-59424	TPA	—Junk	1965-06-27	—	8943771501	9031 Jefferson Ave, Austin, TX	0.64	Phone reformatted City re-cased ZIP missing Whitespace trimmed+2 more
TPA-56291	TPA	Gerald Q Nguyen	1995-06-26	—	9272375570	1542 Grand Ave, Miami, FL, 33167	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59489	TPA	Li Terry	1965-05-07	—	4623377466	8628 Oak St, San Antonio, TX, 78245	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63939	TPA	Christian Hnry	1946-10-11	UHC-60838-89	—	1252 Jefferson Ave, Scottsdale, AZ, 85203	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53786	TPA	Kyle Vega	1943-01-08	UHC-33957-43	4763182938	7308 Harbor Blvd, Miami, FL, 33134	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53064	TPA	Russll Grant	1961-10-09	—	—	2049 Church St, Glendale, AZ, 85306	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-54782	TPA	Doris Adams	1984-06-12	—	5744502759	1221 Harbor Blvd, Chandler, AZ, 85270	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
TPA-56094	TPA	Justin Montgomery	1981-06-01	—	—	6366 Pine Dr, Seattle, WA, 98137	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-58369	TPA	Lori Kim	1969-03-11	—	—	7025 Cedar Ln, Plano, TX, 75076	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-50727	TPA	Donald G Ross	1996-12-09	—	—	223 Indian School Rd, Charlotte, NC, 28201	0.64	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54947	TPA	Omar Thomas	1983-02-04	UHC-30987-31	5039744189	3899 Union St, Eden Prairie, MN, 55354	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-50681	TPA	Jesse T Jordan	1968-10-10	—	7753391645	9252 Indian School Rd, Austin, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51192	TPA	Wei Ferguson	1953-09-09	—	7694226581	1093 Valley View Dr, Sacramento, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-56632	TPA	Carolyn J Bennett	1962-07-28	—	3394322127	4016 Baseline Rd, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-50527	TPA	Brittany Hawkins	1993-08-16	—	—	4053 Pine Dr, Charlotte, NC, 28241	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51550	TPA	Peggy Long	1942-10-12	—	—	3638 Lake View Rd, Fresno, CA, 93736	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61423	TPA	Matthew B Bowman	1992-11-25	UHC-93661-71	—	4383 Palm Dr, Miami, FL, 33143	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60187	TPA	Justin Watkins	1950-04-17	—	—	2253 Meadow Ln, San Antonio, TX, 78202	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
TPA-63250	TPA	Carolyn Li	1947-07-28	—	—	6525 Highland Ave, Nashville, TN, 37205	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55864	TPA	Lawrence Anderson	2000-08-07	—	—	6884 Meadow Ln, San Diego, CA, 92130	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55712	TPA	Sean Schmidt	1942-03-08	—	—	1550 Pine Dr, Plano, TX, 75048	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53536	TPA	Beverly L Rios	1945-10-15	—	8228619627	5655 Park Pl, Columbus, OH	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53762	TPA	Carlos Taylor	1960-11-05	—	2273350001	5964 Sage Ct, Columbus, OH, 43271	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-57588	TPA	Russell Q Lucas	1973-06-11	UHC-16937-14	—	8307 Indian School Rd, Seattle, WA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
TPA-56162	TPA	Amber Miller	1953-10-09	—	—	5844 Baseline Rd, Columbus, OH, 43292	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-54169	TPA	Donald Vazquez	1960-05-26	—	3556126829	1869 Mesa Dr, Scottsdale, AZ, 85210	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62833	TPA	Sharon Stone	1949-09-05	—	7198655984	8449 River Rd, Orlando, FL, 32843	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-52848	TPA	Ethan Wilson	1974-12-05	—	—	7519 Lake View Rd, Phoenix, AZ, 85083	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59246	TPA	Judith Foster	1961-06-06	UHC-14918-29	9803983758	8367 Sage Ct, Dallas, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57611	TPA	Sophia Larson	—	—	—	6801 Washington St, Tempe, AZ, 85263	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
TPA-62067	TPA	Mark Montgomery	1969-05-01	—	3624278460	5341 Canyon Rd, Miami, FL, 33105	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
TPA-55879	TPA	Scott Rose	1985-06-01	—	—	954 Canyon Rd Apt 12, San Diego, CA, 92102	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54068	TPA	Sophia O Cunningham	1973-05-01	—	9494144183	3898 Sunset Blvd, Seattle, WA, 98150	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-61876	TPA	Philip Johnston	1966-07-26	—	—	9556 River Rd, Tucson, AZ, 85789	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-52445	TPA	Maria Nguyen	2003-04-02	—	—	4081 Willow Ct, Phoenix, AZ, 85030	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-52952	TPA	Emma Snyder	1987-01-06	UHC-72226-83	—	9645 Washington St, Chandler, AZ, 85242	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60307	TPA	Aaron Dominguez	1997-03-20	—	6032881044	3166 Baseline Rd, Las Vegas, NV, 89147	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-59153	TPA	Julia McDonald	1990-11-24	—	—	7526 Hillcrest Rd, Plano, TX, 75052	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55794	TPA	Kathlleen Simpson	1999-07-27	—	4099492267	9520 Central Ave, Columbus, OH, 43244	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-57478	TPA	Albert Nelson	1942-10-10	—	5446530671	4813 Central Ave, Las Vegas, NV, 89140	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
TPA-56799	TPA	—Junk	1944-12-04	—	—	2619 Central Ave, San Diego, CA, 92110	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-64348	TPA	Joe Martin	2008-02-18	—	—	9024 Bayshore Dr, Minneapolis, MN, 55483	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-60229	TPA	Michelle Medez	1967-12-20	—	6002380164	1553 Hillcrest Rd # 913, Sacramento, CA, 95820	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58789	TPA	Wayne Davis	1956-05-25	—	2448415214	4681 Oak St, Eden Prairie, MN, 55309	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61279	TPA	Angela Vargas	—	—	—	1565 Ridge Rd, Seattle, WA, 98121	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-52479	TPA	Helen Hasen	1959-09-19	UHC-38525-44	6343361127	—	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+2 more
TPA-50822	TPA	Richard Medina	1981-07-21	—	—	635 Washington St, Phoenix, AZ, 85084	0.64	Name re-cased Date of birth reformatted SSN last four extracted State name converted to code+2 more
TPA-53698	TPA	Jacqueline Adams	1996-06-09	—	—	5404 Spring St, Houston, TX, 77067	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more

14,135 rows, page 51 of 283Previous Next