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-63804	TPA	Martha Rice	1956-08-23	—	—	6052 Desert Sky Blvd, Tampa, FL	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-63805	TPA	Martha Rice	1956-08-23	—	—	6052 Desert Sky Blvd, Tampa, FL	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-57705	TPA	Christopher Ellis	1986-04-05	UHC-61611-07	—	3925 Broadway, San Diego, CA, 92178	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-57704	TPA	Christopher Ellis	1986-04-05	UHC-61611-07	—	3925 Broadway, San Diego, CA, 92178	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
TPA-58194	TPA	George Z Li	1955-11-01	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-64074	TPA	Mariana M Little	—	—	—	4453 Market St, Chandler, AZ, 85286	0.82	Date of birth unreadable Whitespace trimmed Placeholder values cleared
TPA-63266	TPA	Martha Powell	2008-12-24	—	—	6225 Church St, Nashville, TN, 37214	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52003	TPA	Jessica Kim	1992-02-14	—	—	4433 Camelback Rd, Sacramento, CA	0.82	Name re-cased ZIP missing 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-59882	TPA	Grace Carter	—	—	2522785572	1028 Church St, Denver, CO, 80236	0.82	Date of birth unreadable Phone reformatted Placeholder values cleared
TPA-51577	TPA	Nicole Wood	2002-05-07	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-52830	TPA	Brian Flores	2001-06-10	—	—	438 Baseline Rd, Tucson, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-64170	TPA	Brenda Black	1961-12-20	—	9799341476	5314 Church St, Tempe, AZ, 85266	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
TPA-53920	TPA	Patrick Lewis	1979-06-05	—	6184234663	4359 Forest Ave, Nashville, TN, 37277	0.82	Phone reformatted Gender normalised 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-63298	TPA	Megn Hawkins	1951-05-16	—	—	667 River Rd, Sacramento, CA, 95812	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-54108	TPA	Douglas Robisnon	1974-11-27	—	—	9031 Apache Blvd, Nashville, TN, 37242	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54812	TPA	Jim Watkins	1957-08-25	UHC-77031-08	—	3160 Union St, Austin, TX, 78716	0.82	Name re-cased State name converted to code Placeholder values cleared
TPA-50286	TPA	Brian W Hughes	1973-09-07	UHC-74866-18	—	2261 Mesa Dr, Dallas, TX, 75287	0.82	Name split from “Last, First”Whitespace trimmed 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-63749	TPA	Joe Vargas	—	—	—	—	0.82	Name re-cased Date of birth unreadable 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-50500	TPA	Omar Burton	1964-04-13	UHC-87703-12	—	8162 Apache Blvd, Chandler, AZ, 85204	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62783	TPA	Willie Bryant	1993-06-21	—	—	4783 Central Ave, San Diego, CA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-52645	TPA	Zachary Harris	1972-03-02	—	—	6872 Sage Ct, Miami, FL, 33103	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-50337	TPA	Kathryn King	1996-11-05	—	5949485491	862 Camelback Rd, San Diego, CA, 92171	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
TPA-51113	TPA	Emma A Perez	1997-09-25	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed 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-55301	TPA	Timothy Young	1949-07-22	—	8006714748	2331 Jefferson Ave # 257, Tampa, FL, 33656	0.82	Phone reformatted Unit split from street 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-51275	TPA	Maria Snyder	1940-07-24	—	—	6204 Ocean Ave, Plano, TX, 75030	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-62979	TPA	Ana Vargas	1979-02-26	—	—	6532 Harbor Blvd, Austin, TX	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
TPA-56179	TPA	Nancy Mills	—	—	4706389323	7380 Oak St, Charlotte, NC, 28244	0.82	Date of birth missing Phone reformatted 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-54739	TPA	Teresa Hudson	1994-02-16	—	3378304076	7336 Mountain View Dr, Nashville, TN, 37259	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-59064	TPA	JJunk	1984-10-05	—	—	9633 Pine Dr, Los Angeles, CA, 90083	0.82	Whitespace trimmed Placeholder values cleared No usable name (quarantined)
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-62259	TPA	Vasquez Shirley	—	—	—	—	0.82	Name re-cased Date of birth missing Placeholder values cleared
TPA-57352	TPA	Camila Romero	1941-04-20	—	—	6264 Forest Ave, Tampa, FL, 33674	0.82	Name re-cased ZIP+4 trimmed 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-53641	TPA	Deborah Alvarado	—	—	—	5707 Oak St, Nashville, TN, 37245	0.82	Date of birth missing City re-cased Placeholder values cleared
TPA-57887	TPA	Alexander Reid	1978-02-16	—	—	4432 Lake View Rd, Austin, TX, 78712	0.82	Name split from “Last, First”Date of birth reformatted 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
TPA-58021	TPA	Raymond X Patel	1983-07-14	UHC-58315-24	7317853236	5018 Broadway, Dallas, TX, 75201	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51572	TPA	Anna Ford	2007-09-16	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-64430	TPA	Jeremy Sims	1980-06-18	—	—	3402 Washington St, Chandler, AZ, 85238	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-50247	TPA	Anthony Riley	1961-09-02	—	3408448924	4452 Harbor Blvd, San Diego, CA, 92151	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-64233	TPA	Danielle Simpson	1995-03-09	—	—	5969 Church St, Chandler, AZ, 85217	0.82	Street suffix standardised Address re-cased Placeholder values cleared

14,135 rows, page 192 of 283Previous Next