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-54789	TPA	Kyle Jensen	1978-03-08	—	—	7993 Maple Ave, Jacksonville, FL, 32281	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57446	TPA	Julia X Powell	2005-04-04	—	—	6540 Sunset Blvd, Glendale, AZ, 85355	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62579	TPA	Betty Shaw	1991-09-25	—	—	8709 Pine Dr, Scottsdale, AZ, 85289	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-56283	TPA	Rachel Kelley	1977-08-18	—	—	7186 Oak St, Orlando, FL, 32883	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56191	TPA	Harold I Allen	1982-05-24	UHC-32188-32	7466087016	4801 Mountain View Dr, Atlanta, GA, 30350	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
TPA-54481	TPA	Edwward Robinson	1999-06-06	UHC-97690-56	—	3550 Maple Ave, Miami, FL, 33136	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-55321	TPA	Kyle Harvey	1976-10-27	—	—	4135 Sage Ct, San Diego, CA, 92196	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52728	TPA	Justin Parker	1994-05-17	—	—	2669 Highland Ave, Glendale, AZ, 85327	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57278	TPA	Julia T Hansen	1986-07-22	UHC-54398-04	—	2065 Mountain View Dr, Phoenix, AZ, 85019	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-61620	TPA	Gerald Harrison	1965-08-14	—	6143571662	6815 Market St, Miami, FL, 33190	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57981	TPA	Kayla Perez	1964-12-11	—	—	5951 Forest Ave, Plano, TX, 75025	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60333	TPA	Ralph R Bailey	1968-01-10	—	5033035306	9827 Elm St, Houston, TX, 77097	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62559	TPA	Sara Murray	1944-05-25	—	—	9636 Spring St, Columbus, OH, 43241	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54438	TPA	Frances Ramirez	1973-08-18	—	—	5692 Union St, Charlotte, NC, 28232	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-55736	TPA	Michelle Soto	1966-06-26	—	—	5905 Maple Ave, Dallas, TX, 75211	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51316	TPA	Patricia Miller	1943-02-16	—	—	1760 Pine Dr, Denver, CO, 80257	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58054	TPA	Sharon K Mendoza	1971-11-23	—	—	8627 Willow Ct, Jacksonville, FL, 32294	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50923	TPA	Arthur P Reynolds	1984-05-13	—	—	9016 Elm St, Tampa, FL, 33696	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-59590	TPA	Larry Hnson	1959-07-28	—	—	5391 Mountain View Dr, Seattle, WA, 98133	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-54816	TPA	Riichard Vasuez	1944-10-03	—	—	8197 Lake View Rd, Plano, TX, 75023	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62877	TPA	Isabella Patel	1966-07-12	UHC-81273-52	—	7874 Lincoln Way, Las Vegas, NV, 89141	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-56721	TPA	Kathryn Contreras	1952-04-19	—	—	6059 Ridge Rd, Columbus, OH, 43252	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51644	TPA	Mei Hansen	1974-12-15	—	—	4449 Indian School Rd, Seattle, WA, 98145	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57575	TPA	Frances N Moreno	1978-09-23	—	—	3535 Grand Ave, Tempe, AZ, 85289	0.80	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed
TPA-53615	TPA	Nicholas Williamson	1986-07-06	—	—	4949 Canyon Rd, Minneapolis, MN, 55472	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54173	TPA	Brian Thomas	1993-09-01	—	—	983 Oak St, Charlotte, NC, 28205	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-51729	TPA	Arjun Ray	1963-03-12	—	—	5602 Camelback Rd, Atlanta, GA, 30305	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-61484	TPA	Mark Padilla	1968-04-28	—	—	7838 Harbor Blvd, Fresno, CA, 93748	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57854	TPA	Justin Gordon	1958-09-10	—	—	8913 Mountain View Dr, Phoenix, AZ, 85069	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-55581	TPA	Maria Schmidt	2002-05-17	—	—	4327 River Rd, Los Angeles, CA, 90070	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62581	TPA	James J Jack	1957-03-03	—	—	1297 Maple Ave, Tampa, FL, 33662	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed
TPA-53564	TPA	Judith Peters	1972-01-24	—	—	1591 Canyon Rd, Dallas, TX, 75219	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-53588	TPA	Philip Black	1955-02-06	—	—	1873 Forest Ave, Houston, TX, 77015	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62941	TPA	Lucia Ellis	1972-09-15	—	—	1316 Sage Ct, Chandler, AZ, 85252	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56138	TPA	Martha Boyd	1982-10-10	—	—	1811 Spring St, Las Vegas, NV, 89108	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60158	TPA	Natthan Spencer	1960-01-09	—	—	3988 Sage Ct, San Antonio, TX, 78215	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-61732	TPA	Grace Ray	1949-08-27	—	8139878801	8858 Baseline Rd, Tampa, FL, 33686	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60113	TPA	Hannah S Bailey	1947-05-14	—	7008409188	1908 Forest Ave, Houston, TX, 77076	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54804	TPA	Bryan Reynolds	1958-08-23	—	—	1616 Desert Sky Blvd, Glendale, AZ, 85376	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62074	TPA	Nicholas Kim	1960-03-04	—	6232470789	3831 Grand Ave, Miami, FL, 33119	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54453	TPA	Alex Carpenter	1948-07-15	UHC-30993-74	—	1607 Oak St, Orlando, FL, 32811	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-55110	TPA	Wei Crawford	1994-12-28	—	6694884393	744 Grand Ave, Minneapolis, MN, 55428	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58723	TPA	Margareet Gutierrez	1990-06-05	UHC-61468-65	—	6810 Ridge Rd, Fresno, CA, 93792	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50110	TPA	Noah Alvarez	1953-03-24	—	—	7184 Sunset Blvd, Fresno, CA, 93715	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50335	TPA	Ana Ward	—	—	—	5148 Broadway, Austin, TX, 78724	0.80	Date of birth missing Address re-cased Whitespace trimmed Placeholder values cleared
TPA-55677	TPA	Susan Watson	1941-02-08	—	—	2514 Broadway, Atlanta, GA, 30335	0.80	Address re-cased City re-cased Gender normalised Whitespace trimmed
TPA-51500	TPA	Joan Mitchell	1977-11-24	—	—	315 Hillcrest Rd, Los Angeles, CA, 90088	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58903	TPA	Susan Ross	1983-01-02	—	—	5344 Mountain View Dr, Houston, TX, 77096	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60839	TPA	Cynthia Bowman	1956-03-14	—	6612601445	5228 Market St, San Diego, CA, 92123	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-53496	TPA	Eugene Bailey	1986-04-04	—	7196359150	9334 Bayshore Dr, Austin, TX, 78765	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared

7,854 rows, page 147 of 158Previous Next