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-58773	TPA	Yuki Ross	1982-03-01	—	—	2922 Park Pl, Las Vegas, NV, 89190	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59982	TPA	Bobby Simpson	1980-03-27	—	6924850062	4772 Highland Ave, Tempe, AZ, 85220	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54281	TPA	Mei A Turner	1965-10-04	UHC-09846-26	7789672297	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-54542	TPA	Ana Robinson	1955-02-02	—	4879860691	3989 Indian School Rd, San Diego, CA	0.80	Phone reformatted City re-cased ZIP missing Placeholder values cleared
TPA-54854	TPA	Kimberly E Duncan	1999-07-10	—	—	6835 Jefferson Ave, Jacksonville, FL, 32284	0.80	Middle initial moved out of first name Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-61662	TPA	Dorothy Alexander	1946-07-26	—	—	4659 Ocean Ave, Atlanta, GA, 30303	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-54855	TPA	Jessica Evans	1974-08-13	—	—	2157 River Rd, Dallas, TX, 75242	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-57930	TPA	Eugene N Greene	1979-09-16	UHC-12315-94	—	7677 Highland Ave, Tampa, FL, 33615	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-57929	TPA	Eugene N Greene	1979-09-16	UHC-12315-94	—	7677 Highland Ave, Tampa, FL, 33615	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-51960	TPA	Ykui Mitchell	1976-08-27	—	—	6923 Main St, Denver, CO, 80255	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-58782	TPA	Anthony G Hansen	1963-05-16	UHC-17160-06	—	8380 Elm St, Orlando, FL, 32834	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62205	TPA	Amber Lee	2004-04-08	—	5362651559	5091 Church St, Sacramento, CA, 95883	0.80	Name split from “Last, First”City re-cased Plan code upper-cased Placeholder values cleared
TPA-56603	TPA	Eugene Kennedy	1955-02-04	—	—	4602 Grand Ave, Fresno, CA, 93727	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58651	TPA	Shirley Rogers	1944-05-12	—	—	6321 Harbor Blvd, Scottsdale, AZ, 85292	0.80	ZIP+4 trimmed Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-62740	TPA	Hannah Santiago	1963-03-04	—	7224772081	4555 Washington St, Eden Prairie, MN, 55362	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-59248	TPA	Santiago E Patterson	1978-05-19	UHC-98029-22	—	6551 Mesa Dr, Charlotte, NC, 28248	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-51902	TPA	Nathan J Alvarez	2004-08-06	—	—	5083 Market St, Eden Prairie, MN, 55371	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-53494	TPA	Kevin Lucas	1946-07-04	—	—	7668 Indian School Rd, Mesa, AZ, 85288	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
TPA-61786	TPA	Carl Ray	1964-08-05	—	—	1930 Harbor Blvd, Mesa, AZ, 85208	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-58146	TPA	Arthur Gray	1972-04-02	—	—	7246 Church St, Tempe, AZ, 85221	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59736	TPA	Megan Ford	1985-05-10	—	3983677615	8879 Market St, Atlanta, GA, 30360	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63616	TPA	Andrea M Harrison	1956-06-22	—	—	1180 Meadow Ln, Phoenix, AZ, 85054	0.80	Name split from “Last, First”Date of birth reformatted Email lower-cased Placeholder values cleared
TPA-62902	TPA	Kathleen Le	1987-06-08	—	9124584030	8323 Bayshore Dr # 160, Tucson, AZ, 85782	0.80	Date of birth reformatted Unit split from street City re-cased Placeholder values cleared
TPA-60764	TPA	Bradley Morris	1956-11-20	—	5946223359	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61269	TPA	Nancy P Vega	2000-02-12	—	6715120415	9590 Highland Ave, Tampa, FL, 33679	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56795	TPA	Wei Andrews	1953-01-16	—	8279371932	9640 Baseline Rd, Glendale, AZ, 85357	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52093	TPA	Bradley Schmidt	1954-04-16	—	—	7492 Camelback Rd, Eden Prairie, MN, 55395	0.80	Name split from “Last, First”Date of birth reformatted State code upper-cased Placeholder values cleared
TPA-63598	TPA	Lisa F Rogers	1955-05-21	—	—	6526 Park Pl, Los Angeles, CA, 90048	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-53570	TPA	Jessica Patel	2005-06-16	—	2145901087	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51025	TPA	Gloria Bradley	2003-07-17	—	—	2984 Indian School Rd Apt 10, Scottsdale, AZ, 85296	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-55066	TPA	Ruth Hicks	1985-02-22	—	3646543765	5034 Grand Ave, Houston, TX, 77090	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53922	TPA	Andrews John	1960-09-20	—	—	8168 Lincoln Way # 782, Dallas, TX, 75234	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-55549	TPA	Roy Hrat	1938-02-10	—	3053863640	241 Forest Ave, San Antonio, TX, 78202	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54517	TPA	Agela Moreno	—	—	9135859151	5944 Park Pl, Houston, TX, 77001	0.80	Date of birth unreadable Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-58254	TPA	Nancy Le	1972-11-14	UHC-48550-71	—	6437 Ocean Ave, Fresno, CA, 93730	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-58499	TPA	Vincent Reyes	2006-10-23	UHC-96719-08	—	8555 Park Pl, Plano, TX, 75016	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-64318	TPA	Maria Montgomery	1955-02-08	—	6348465003	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-64377	TPA	Evelyn Hughes	1999-02-26	—	5972617796	1327 Sage Ct, Las Vegas, NV, 89154	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58437	TPA	Judith Gray	1951-09-12	—	—	5837 Hillcrest Rd, Eden Prairie, MN, 55360	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-54060	TPA	Aaron Campbell	1975-11-03	—	—	9770 Park Pl, Austin, TX, 78708	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60033	TPA	Kathleen Alvarado	2006-09-04	—	9107986533	1905 Sage Ct, Columbus, OH, 43226	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-58489	TPA	Tim Henry	1955-01-07	—	3277416921	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-62105	TPA	Jason Scott	1950-04-03	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61325	TPA	Thomas Marshall	1967-10-28	—	—	9589 Desert Sky Blvd, Eden Prairie, MN, 55397	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-53224	TPA	Pauul Hamilton	1979-04-27	—	—	3908 Maple Ave, Los Angeles, CA, 90064	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-53225	TPA	Pauul Hamilton	1979-04-27	—	—	3908 Maple Ave, Los Angeles, CA, 90064	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-51625	TPA	Kathryn Wang	2007-01-19	—	3275716684	7432 Mountain View Dr, Chandler, AZ, 85216	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62657	TPA	Jeffrey Sandoval	1978-12-01	—	—	1622 Lincoln Way, Columbus, OH, 43226	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-55657	TPA	Jezse Lopez	1970-12-28	—	9427697990	1244 Oak St, Tempe, AZ, 85215	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63873	TPA	Gary Matthews	1945-11-13	—	—	3179 Indian School Rd, Los Angeles, CA	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared

14,135 rows, page 167 of 283Previous Next