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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57159	TPA	Judith Marquez	1981-11-21	UHC-17399-42	—	4571 Oak St, Nashville, TN, 37245	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-59453	TPA	Danielle Yang	1982-07-16	—	—	9457 Cedar Ln, Gilbert, AZ, 85256	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57338	TPA	Kevin W Harvey	1953-06-10	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-60830	TPA	Jennifer Hawkins	1997-08-16	UHC-31373-79	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-53392	TPA	Carlos Hamilton	1955-01-21	UHC-99654-35	—	7313 Desert Sky Blvd, Tampa, FL, 33635	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59757	TPA	Jon Alvarado	1956-01-03	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-62554	TPA	Emma X Leis	1972-04-19	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-54943	TPA	Evelyn Castro	1965-08-12	—	—	1347 Ocean Ave, Columbus, OH, 43286	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63264	TPA	Billy Medina	1980-05-23	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-58153	TPA	Valentina Elliott	1942-04-09	UHC-96615-50	7256009301	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-59614	TPA	Helen Gordon	2006-07-15	—	—	5110 Main St, Glendale, AZ, 85395	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-50559	TPA	Andrea J Lane	1962-08-25	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-53264	TPA	Shirley Walsh	1970-02-11	—	—	4744 Lincoln Way, Sacramento, CA, 95852	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-57307	TPA	Beverly Woods	1939-08-26	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51726	TPA	Andrea D Alvarado	2001-04-04	—	—	5259 Pine Dr, Mesa, AZ, 85207	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57293	TPA	Evelyn Baker	1953-06-08	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-50469	TPA	George Hunt	2004-05-18	—	—	567 Central Ave, San Diego, CA, 92168	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-59416	TPA	Stephen Jimenez	2006-09-27	—	—	3249 Bayshore Dr, Denver, CO, 80254	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50929	TPA	Charles V Wong	1963-02-01	—	5454684159	2646 Broadway, Miami, FL, 33116	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-64323	TPA	Sandra J Kennedy	1966-08-12	—	3567603043	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-63378	TPA	Walter N Willis	1997-10-16	—	—	7871 Meadow Ln, Dallas, TX, 75236	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59228	TPA	Kathy Clark	1981-08-17	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54451	TPA	Mei Murphy	1956-01-12	—	—	177 Jefferson Ave, San Antonio, TX, 78274	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-61069	TPA	Scott Knight	1964-04-01	—	—	5464 Oak St, Miami, FL, 33131	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-58641	TPA	Nathen Robertson	1997-07-22	—	—	8063 Meadow Ln, Mesa, AZ, 85274	0.94	Date of birth reformatted Email lower-cased Placeholder values cleared
TPA-56115	TPA	Andrew Hart	1968-03-18	UHC-80970-66	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-52128	TPA	Cynthia Allen	2003-11-17	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56269	TPA	Frank Patel	1973-02-25	—	—	755 Jefferson Ave, Columbus, OH, 43208	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-52801	TPA	Natalie Li	1987-08-02	—	—	6412 Indian School Rd, Austin, TX, 78774	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-53754	TPA	Philip Wright	1998-04-12	—	6736256120	1137 Hillcrest Rd, Las Vegas, NV, 89166	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-59004	TPA	Janet Hicks	1979-06-24	—	4283226184	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54510	TPA	Diego Ferguson	1975-12-11	—	—	3780 Market St, Phoenix, AZ, 85060	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51178	TPA	Jordan West	1953-06-07	—	—	3742 Sage Ct, Denver, CO, 80259	0.94	Date of birth reformatted State code upper-cased Placeholder values cleared
TPA-50132	TPA	Cynthia Hraris	1979-04-10	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-60083	TPA	Ruth Jackson	2003-08-16	—	7248121502	4532 Jefferson Ave, Mesa, AZ, 85236	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-62311	TPA	Susan U Perez	1958-01-06	UHC-40795-98	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54925	TPA	Gaabriel Castillo	1990-10-01	UHC-46808-96	—	1163 Church St, Plano, TX, 75066	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-51022	TPA	Luis Hill	1984-08-20	—	—	8111 Indian School Rd, Seattle, WA, 98158	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-63276	TPA	Kenneth T Armstrong	1990-03-15	UHC-29583-62	5138931585	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-55468	TPA	Shirley Howard	1995-03-21	—	3086782307	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-62974	TPA	Alexander Holmes	1945-06-18	—	—	8770 Lincoln Way, Orlando, FL, 32849	0.94	Date of birth reformatted City re-cased Placeholder values cleared
TPA-54030	TPA	Scott Jhnston	1991-06-01	—	—	8261 Pine Dr, San Diego, CA, 92181	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55969	TPA	Mary Cox	1990-08-03	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63693	TPA	Michele Phillips	1946-10-01	—	—	4100 Lake View Rd, Miami, FL, 33148	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-50178	TPA	Jeremy Young	2002-05-20	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-55612	TPA	Susan X Cunningham	1972-05-03	—	—	1351 Baseline Rd, Gilbert, AZ, 85266	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-61618	TPA	Gloria Alvarez	1956-09-04	—	4842154398	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-59356	TPA	Elizabeth Santiago	1974-02-24	—	—	1713 Ridge Rd, Mesa, AZ, 85274	0.94	Date of birth reformatted City re-cased Placeholder values cleared
TPA-51507	TPA	Joyce Freeman	1965-06-18	—	9458006271	8327 Main St, Plano, TX, 75010	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51735	TPA	Carl X Powell	1984-04-27	—	—	1327 Lincoln Way, Fresno, CA, 93762	0.94	Name re-cased Date of birth reformatted Placeholder values cleared

4,728 rows, page 84 of 95Previous Next