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-56060	TPA	Willie Robinson	1967-08-05	—	—	5548 Valley View Dr, Jacksonville, FL, 32295	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50705	TPA	Sandra Boyd	1973-03-18	—	—	1044 Spring St, Tucson, AZ, 85737	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-61281	TPA	Marri Stone	1995-09-12	UHC-60339-87	9434534428	459 Main St, Phoenix, AZ, 85028	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56999	TPA	Joseph Coe	1986-04-16	—	—	427 Pine Dr, San Antonio, TX, 78238	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-58206	TPA	Victoria Q Fowler	1988-03-09	—	—	6435 Washington St, Orlando, FL, 32847	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-60784	TPA	Kyle Dean	1965-08-09	—	—	7843 Baseline Rd, Fresno, CA, 93766	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58102	TPA	Rebecca Fuller	1939-08-19	—	—	3291 Valley View Dr, Las Vegas, NV, 89143	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-50207	TPA	Andrea Jordan	1938-12-18	—	—	9521 Ocean Ave, Fresno, CA, 93755	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62432	TPA	Jack Bishop	1944-04-02	—	—	411 Washington St, San Antonio, TX, 78280	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59969	TPA	Diego Richardson	1943-08-13	—	—	9038 Cedar Ln, San Antonio, TX, 78214	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58615	TPA	Brenda Valdez	1942-10-14	—	2533758858	570 River Rd, Nashville, TN, 37242	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
TPA-55216	TPA	Juan Freeman	1958-02-23	—	2875587535	4017 Forest Ave, Orlando, FL, 32823	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56040	TPA	Kayla Perkins	—	—	8953654751	9256 Sunset Blvd, Seattle, WA, 98168	0.80	Date of birth unreadable Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-60980	TPA	Isabella L Harrt	1975-03-17	UHC-19333-94	—	4604 Jefferson Ave, Glendale, AZ, 85372	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59751	TPA	Scott Spencer	1986-04-25	—	—	8322 Apache Blvd, Jacksonville, FL, 32255	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51058	TPA	Vincent Hernandez	1970-11-27	—	—	4259 Canyon Rd, Chandler, AZ, 85217	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-56348	TPA	Alice Morris	1990-01-24	—	—	1934 Indian School Rd, Mesa, AZ, 85252	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57007	TPA	Bryan Evans	2007-08-25	—	—	4502 Canyon Rd, Los Angeles, CA, 90094	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62350	TPA	Christine I Young	1978-10-04	—	—	8138 Spring St, Tampa, FL, 33618	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56888	TPA	Vincent Green	1988-04-03	—	—	4739 Church St, Houston, TX, 77098	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52437	TPA	Gary Vega	2006-02-20	UHC-86681-75	—	478 Park Pl, Seattle, WA, 98126	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54145	TPA	Beverly Bailey	1986-04-20	—	—	5723 Spring St, Gilbert, AZ, 85222	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55004	TPA	Peter Edwards	1948-09-12	—	3774316210	6925 Pine Dr # 517, Mesa, AZ, 85257	0.80	Phone reformatted Unit split from street City re-cased Placeholder values cleared
TPA-53548	TPA	Mary I Thompson	1977-02-25	—	—	9404 Meadow Ln, Austin, TX, 78754	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60065	TPA	Elijah Rodriguez	1943-10-08	—	8889313453	5994 Union St, Charlotte, NC, 28280	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57014	TPA	Dorys Anderson	1940-06-16	—	4764683227	5796 Broadway, Sacramento, CA, 95828	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-62895	TPA	Pamela N Sullivan	1944-05-24	—	—	6071 Harbor Blvd, Jacksonville, FL	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-52442	TPA	Olivia Mason	2005-01-07	—	—	9078 Sunset Blvd, Tucson, AZ, 85770	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56436	TPA	Michelle Martin	1959-02-08	—	—	7357 Maple Ave, Minneapolis, MN, 55426	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-51958	TPA	Mason Dunan	1984-04-28	—	—	3258 Hillcrest Rd, Gilbert, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-53178	TPA	Jon F Coleman	1983-08-19	UHC-64736-32	—	1446 Spring St, Denver, CO, 80248	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62115	TPA	Davvid Henry	1938-09-08	—	4584778767	7188 Broadway, San Diego, CA, 92109	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62847	TPA	Lauren Silav	1946-07-01	—	—	7322 Ocean Ave, Phoenix, AZ, 85099	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-53647	TPA	Alice B Owens	1997-06-09	—	—	591 Camelback Rd, Seattle, WA, 98151	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-57754	TPA	Marc Alvarado	1949-06-12	UHC-99938-50	—	53 Union St, San Antonio, TX, 78272	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-57594	TPA	Mason Armstrong	1938-08-21	—	—	3613 Highland Ave Apt 37, Columbus, OH, 43250	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-64297	TPA	Jeremy Murphy	1938-01-10	—	6127206749	—	0.80	Name re-cased Phone reformatted SSN last four extracted Placeholder values cleared
TPA-54630	TPA	Marilyn I Patterson	1997-01-05	—	—	9305 Meadow Ln, Orlando, FL, 32888	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62331	TPA	Marcus Montgomery	1966-02-07	—	—	1942 Meadow Ln, Chandler, AZ, 85203	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52360	TPA	Sofia G Brown	2003-06-02	—	2624086601	8770 Lake View Rd, Scottsdale, AZ, 85247	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59803	TPA	Edward Reed	1957-05-20	—	—	1422 Lincoln Way, San Antonio, TX, 78207	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-61058	TPA	Ashley Oliver	1973-04-06	—	—	229 Bayshore Dr, Gilbert, AZ, 85201	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57367	TPA	Sandra Vega	1949-12-23	—	—	2681 Lake View Rd, Glendale, AZ, 85370	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60828	TPA	Vargas Keith	1955-03-05	—	—	720 Meadow Ln, Seattle, WA, 98111	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-62707	TPA	Bobby Ward	1955-10-01	—	—	5410 Ocean Ave, Nashville, TN, 37255	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-55928	TPA	Melissa Palmer	1959-06-18	—	7266902587	6404 Lincoln Way, Nashville, TN, 37205	0.82	Phone reformatted Gender normalised Placeholder values cleared
TPA-51853	TPA	Santiago Hrrera	1964-05-20	—	—	9406 Washington St # 370, Mesa, AZ, 85267	0.82	Unit split from street City re-cased Placeholder values cleared
TPA-55721	TPA	Angela Watkins	1997-08-02	—	—	2215 Canyon Rd, Tampa, FL, 33613	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-60800	TPA	Nicholas Burns	1982-06-07	—	—	2447 Grand Ave, Eden Prairie, MN, 55368	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
TPA-56323	TPA	Christopher Maldonado	2000-04-22	—	—	6080 Ridge Rd, Las Vegas, NV, 89110	0.82	State name converted to code Whitespace trimmed Placeholder values cleared

14,135 rows, page 191 of 283Previous Next