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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-56667	TPA	Margaret Cox	1995-02-01	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58374	TPA	Carl Marshall	1963-07-22	—	6894527111	1078 Forest Ave, Gilbert, AZ, 85246	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54862	TPA	Randy Howell	1948-03-18	—	—	9138 Maple Ave, Tempe, AZ, 85264	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51990	TPA	Donald Torres	1997-12-14	UHC-22457-76	—	8591 Central Ave, San Diego, CA, 92186	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54082	TPA	Robert Edwards	2004-07-11	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-60117	TPA	Ruth Parker	1984-06-02	—	5613152704	6694 Sage Ct, Chandler, AZ, 85263	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53086	TPA	Joyce C Chen	1986-05-01	—	6382529071	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59495	TPA	Frank Crapenter	1999-02-27	—	7222778346	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52218	TPA	Dorothy X Hicks	1941-08-16	—	—	—	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-50759	TPA	Joe Rivera	1952-07-18	UHC-05846-87	—	—	0.80	Name re-cased Member ID reformatted Gender normalised Placeholder values cleared
TPA-54145	TPA	Beverly Bailey	1986-04-20	—	—	5723 Spring St, Gilbert, AZ, 85222	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-60065	TPA	Elijah Rodriguez	1943-10-08	—	8889313453	5994 Union St, Charlotte, NC, 28280	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62115	TPA	Davvid Henry	1938-09-08	—	4584778767	7188 Broadway, San Diego, CA, 92109	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52360	TPA	Sofia G Brown	2003-06-02	—	2624086601	8770 Lake View Rd, Scottsdale, AZ, 85247	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55928	TPA	Melissa Palmer	1959-06-18	—	7266902587	6404 Lincoln Way, Nashville, TN, 37205	0.82	Phone reformatted Gender normalised 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-63266	TPA	Martha Powell	2008-12-24	—	—	6225 Church St, Nashville, TN, 37214	0.82	Gender normalised Whitespace 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-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-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-51275	TPA	Maria Snyder	1940-07-24	—	—	6204 Ocean Ave, Plano, TX, 75030	0.82	Name re-cased Gender normalised 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-50816	TPA	Valentina Obrien	1965-06-13	—	8578412143	5035 Oak St, Los Angeles, CA, 90086	0.82	Name re-cased Phone reformatted Gender normalised
TPA-51355	TPA	Carolyn A Hawkins	1955-08-14	—	—	2163 Camelback Rd, Orlando, FL, 32861	0.82	Date of birth reformatted City re-cased Gender normalised
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-55757	TPA	Sarah Tucker	1943-09-21	—	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54642	TPA	Victoria Simmons	1960-11-19	—	—	9567 Highland Ave, Los Angeles, CA, 90089	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62463	TPA	Rebecca O Campell	1938-06-11	—	5877750928	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
TPA-62267	TPA	Jessica Martin	1999-01-11	—	6482936808	1720 Willow Ct, Nashville, TN, 37242	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-53012	TPA	Adam Adams	1969-07-05	—	—	87 Ridge Rd, Las Vegas, NV, 89191	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-55542	TPA	Lisa Myers	1975-08-10	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-59839	TPA	Isabella Lopez	1960-01-05	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-64433	TPA	William Thomas	1966-01-16	—	—	6199 Cedar Ln, Seattle, WA, 98173	0.82	City re-cased Gender normalised Placeholder values cleared
TPA-64050	TPA	Peter Alexander	1961-05-20	UHC-95104-59	3987697238	6695 Market St, Orlando, FL, 32821	0.82	Member ID reformatted Gender normalised Whitespace trimmed
TPA-60566	TPA	Cynthia Medina	1950-05-20	—	—	3801 Grand Ave, Las Vegas, NV, 89118	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-63377	TPA	Danielle Armstrong	1950-05-04	—	—	821 Central Ave, Scottsdale, AZ, 85227	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-53903	TPA	Brandon G Jacobs	1955-08-05	UHC-10592-72	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52590	TPA	Sara Kyng	1996-12-15	UHC-68504-05	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-54180	TPA	Ralph Chavez	1988-12-07	—	—	8378 Ridge Rd, Denver, CO, 80258	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-57272	TPA	Shirley Diaz	1960-11-11	—	—	6942 Sage Ct, Austin, TX, 78743	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-59918	TPA	Victoria Robertson	1946-04-04	UHC-63552-87	7348976315	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
TPA-58919	TPA	Tyller Li	1940-02-08	—	—	3573 Grand Ave, Las Vegas, NV, 89111	0.82	City re-cased Gender normalised Placeholder values cleared
TPA-64243	TPA	John Luna	1982-01-25	—	—	2837 Jefferson Ave, Mesa, AZ, 85294	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-50672	TPA	Christian Hicks	1961-12-20	—	6385243268	444 Grand Ave, Los Angeles, CA, 90018	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-61155	TPA	Bruce U Evans	1946-06-09	—	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-50347	TPA	Stephanie Gardner	1952-12-28	UHC-33192-03	—	1154 Lincoln Way, Seattle, WA, 98159	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-50346	TPA	Stephanie Gardner	1952-12-28	UHC-33192-03	—	1154 Lincoln Way, Seattle, WA, 98159	0.82	Name re-cased Gender normalised Placeholder values cleared

2,435 rows, page 44 of 49Previous Next