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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62842	TPA	Arjun Hudson	1999-04-14	UHC-69955-67	—	4237 Sunset Blvd, Gilbert, AZ, 85297	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63902	TPA	Joan Jimenez	1944-02-22	—	—	3952 Valley View Dr, San Diego, CA, 92160	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54765	TPA	Willie B Gonzales	2008-09-23	UHC-76085-13	—	4425 Indian School Rd, Austin, TX, 78795	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58446	TPA	Roger Palmer	1996-09-07	—	—	8924 Sage Ct, Nashville, TN, 37251	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58445	TPA	Roger Palmer	1996-09-07	—	—	8924 Sage Ct, Nashville, TN, 37251	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52352	TPA	Ralph Castro	1969-02-21	—	—	1774 Elm St, Mesa, AZ, 85227	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60414	TPA	Arjun Jones	1953-02-05	—	—	8013 Grand Ave, Denver, CO, 80293	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60435	TPA	Deborah Hendesron	2008-03-10	—	—	2283 Grand Ave, Scottsdale, AZ, 85238	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63750	TPA	Joe Vargas	1973-02-28	—	7745175459	4634 Lake View Rd, Dallas, TX, 75214	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63510	TPA	Stephanie Burke	1974-03-25	—	—	3226 River Rd, Tampa, FL, 33687	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62638	TPA	Sara Evans	1998-10-06	—	—	2141 Union St, Charlotte, NC, 28242	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
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-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-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-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-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-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-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-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-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-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-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-58490	TPA	Kenneth Bailey	2002-01-05	—	5536167156	203 Camelback Rd, Plano, TX, 75011	0.80	Phone reformatted Street suffix standardised Address re-cased Email lower-cased
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-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-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-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-50426	TPA	Lisa K Campbell	1982-04-21	—	—	4118 Highland Ave, Nashville, TN, 37289	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-63879	TPA	Kathryn Dominnguez	1939-12-18	—	—	6195 Apache Blvd, Sacramento, CA, 95854	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-55059	TPA	Valentina Marquez	1979-09-06	—	—	6197 Highland Ave, Nashville, TN, 37228	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-52339	TPA	Dick Jimenez	1941-09-12	—	—	792 Desert Sky Blvd, Sacramento, CA, 95859	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-61875	TPA	Philip Johnston	1966-07-26	—	—	9556 River Rd, Tucson, AZ, 85789	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-53475	TPA	Jennifer Moore	1994-12-06	—	—	3483 Church St, San Diego, CA, 92152	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-58863	TPA	Zachary T Marshall	2001-11-21	—	—	7657 Lake View Rd, Atlanta, GA, 30340	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-56828	TPA	Harold Murray	1982-06-10	—	—	188 Baseline Rd, Austin, TX, 78753	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50534	TPA	Julia Hall	1968-12-07	—	—	4168 Oak St, Denver, CO, 80215	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-57110	TPA	Fatima Mendez	1945-07-18	—	—	4395 Union St, Orlando, FL, 32809	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-53413	TPA	Rebecca Cstillo	2003-08-20	UHC-65227-54	3907292473	9475 Harbor Blvd, Miami, FL, 33140	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-61233	TPA	Matthew Cook	1984-12-20	—	—	7819 Main St, Columbus, OH, 43278	0.82	Street suffix standardised Address re-cased Placeholder values cleared

7,767 rows, page 150 of 156Previous Next