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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-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-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-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-56248	TPA	Espinoza Angela	2005-12-14	—	4256206749	764 Cedar Ln, Gilbert, AZ, 85219	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
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-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-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-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-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-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-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-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-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-50541	TPA	Maria Washington	1968-08-24	—	—	1478 Bayshore Dr, Sacramento, CA, 95859	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-61458	TPA	Nathan Turner	1976-03-05	—	—	8594 Palm Dr, Mesa, AZ, 85285	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63464	TPA	Eric Harris	1989-03-15	—	9037720571	2516 Ridge Rd, Los Angeles, CA, 90064	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63964	TPA	Lauren Medina	1962-06-02	—	7458414713	2179 Bayshore Dr, Phoenix, AZ, 85086	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52982	TPA	Bradley Taylor	1977-02-24	—	—	4774 Meadow Ln, Plano, TX, 75045	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-51836	TPA	Janet Ross	2007-08-11	—	—	4119 Bayshore Dr, Charlotte, NC, 28251	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60655	TPA	Valentina Harvey	1943-03-28	—	2708863345	7433 Broadway, Scottsdale, AZ, 85261	0.80	Name re-cased Phone reformatted Address re-cased Gender normalised
TPA-64194	TPA	Diane Gordon	1974-08-21	—	2423452434	9110 Camelback Rd, Dallas, TX, 75211	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-53801	TPA	Ralph Gonzalez	1942-03-16	—	—	6584 Bayshore Dr, Dallas, TX, 75218	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-56056	TPA	Alice Baker	1952-04-16	—	—	2666 Church St, Gilbert, AZ, 85211	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63819	TPA	Teresa Munoz	1949-05-17	UHC-73954-80	—	4514 Broadway, Orlando, FL, 32868	0.80	Name split from “Last, First”Member ID reformatted Address re-cased Placeholder values cleared
TPA-52640	TPA	Jack Andrews	1957-02-02	UHC-93954-88	3438088516	3279 Forest Ave, Plano, TX, 75044	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
TPA-51254	TPA	Sarah Reed	1980-11-17	—	—	6096 Hillcrest Rd, Tempe, AZ, 85242	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57331	TPA	Samantha Henderson	1945-01-13	—	—	2943 Canyon Rd, Jacksonville, FL, 32266	0.80	Date of birth reformatted Street suffix standardised Address re-cased City re-cased
TPA-51146	TPA	Emma J Romero	1974-01-25	—	—	1356 Jefferson Ave, Minneapolis, MN, 55486	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60501	TPA	Jennifer Vargas	1989-11-03	—	—	2753 River Rd, Plano, TX, 75058	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-64300	TPA	Lori Luna	2005-04-02	—	—	6738 Mesa Dr, Atlanta, GA, 30328	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51594	TPA	Margaret Rice	2007-03-25	—	—	6974 Mesa Dr, Tucson, AZ, 85729	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62938	TPA	Harold Butler	1939-08-28	—	7384268489	151 Valley View Dr, Seattle, WA, 98145	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52986	TPA	Christina Weber	1991-07-10	—	7505781103	5850 Mountain View Dr, Tampa, FL, 33600	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54049	TPA	Scott Jacobs	1954-07-22	—	—	9154 Cedar Ln, Seattle, WA, 98102	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-64152	TPA	Helen Rivera	1960-06-28	—	9249898584	2648 Sunset Blvd, Mesa, AZ, 85267	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50114	TPA	Barb Nchols	1983-11-17	—	—	2632 Meadow Ln, Phoenix, AZ, 85000	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-55961	TPA	Isabella U Payne	1990-06-09	—	—	2458 Forest Ave, Houston, TX, 77019	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57618	TPA	Martha Henderson	2008-10-26	UHC-24638-57	3896377268	6710 Washington St, Minneapolis, MN, 55437	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared

7,854 rows, page 138 of 158Previous Next