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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60219	TPA	Daniel Crawford	1971-10-07	—	—	9650 Apache Blvd, Nashville, TN, 37262	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-60587	TPA	Laura Q Jordan	1961-07-06	UHC-59863-10	—	7326 Elm St, Phoenix, AZ, 85020	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-55150	TPA	Emma Washingtn	1949-12-01	UHC-20115-01	—	2206 Maple Ave, San Antonio, TX, 78222	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-52524	TPA	Luis Richardson	1990-06-10	—	—	7253 Elm St, Los Angeles, CA, 90080	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
TPA-59345	TPA	Michael Simmons	1978-04-13	—	—	7323 Park Pl # 618, Dallas, TX, 75206	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58171	TPA	Mark Lynch	1997-12-19	—	—	5482 Main St, Orlando, FL, 32838	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-55229	TPA	Aisha Kelley	1946-11-03	—	—	5803 Spring St, Las Vegas, NV, 89131	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-51373	TPA	Brenda Estrada	1963-12-15	—	—	8397 Canyon Rd, Tucson, AZ, 85738	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-53218	TPA	Madison Garrett	—	—	—	8801 Desert Sky Blvd, Dallas, TX, 75229	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-54792	TPA	Ronald Patel	1946-12-02	—	4264301569	795 Jefferson Ave # 478, Denver, CO	0.64	Name re-cased Phone reformatted Unit split from street ZIP missing+2 more
TPA-50397	TPA	Juile Webb	1951-02-14	—	—	3557 Palm Dr, Eden Prairie, MN, 55331	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56571	TPA	Gloria Nguyen	1948-12-13	—	—	242 Desert Sky Blvd # 869, Denver, CO, 80223	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-50127	TPA	Luis Sims	1995-11-24	—	—	2483 Harbor Blvd, Chandler, AZ	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-55527	TPA	Gerald T Valdez	1959-02-26	—	—	5482 Jefferson Ave Apt 13, Minneapolis, MN, 55403	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
TPA-60077	TPA	Barbara Collins	2004-05-17	UHC-85662-20	—	647 Market St, Minneapolis, MN, 55468	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-56135	TPA	Samuel Richards	1938-05-17	UHC-77129-51	—	1323 Park Pl Apt 36, Seattle, WA, 98101	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-63077	TPA	Charlotte Brown	1943-09-16	—	8034178320	7125 Central Ave, Eden Prairie, MN, 55342	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63164	TPA	Brenda Bennett	1963-03-11	—	—	6951 Sunset Blvd Apt 31, San Diego, CA, 92121	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61350	TPA	Elizabeth Soto	2003-08-26	—	—	2261 Bayshore Dr, Atlanta, GA, 30303	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51160	TPA	Anthony Mertin	1982-10-23	—	—	2343 Oak St, Phoenix, AZ, 85045	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51161	TPA	Anthony Mertin	1982-10-23	—	—	2343 Oak St, Phoenix, AZ, 85045	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50094	TPA	Sarah Sanders	—	UHC-10031-33	—	9257 Willow Ct, Phoenix, AZ, 85097	0.64	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
TPA-63397	TPA	Natalie Myers	1963-07-27	—	—	3976 Forest Ave, Los Angeles, CA, 90030	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-58391	TPA	Helen Guzman	1987-05-19	—	—	7313 Maple Ave, Plano, TX, 75031	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58390	TPA	Helen Guzman	1987-05-19	—	—	7313 Maple Ave, Plano, TX, 75031	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56879	TPA	Lucia W Russell	2001-11-13	UHC-89539-23	6595649114	3497 Oak St, Tampa, FL, 33652	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50963	TPA	Steve Ruiz	1971-06-18	—	—	860 Bayshore Dr, Tucson, AZ, 85734	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57314	TPA	Bobby Rice	1938-01-19	—	5103470594	8491 Desert Sky Blvd, Sacramento, CA, 95810	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-59920	TPA	George Flores	1959-01-16	—	—	8251 Pine Dr, Jacksonville, FL, 32280	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56858	TPA	Cheryl Jones	—	—	—	701 Forest Ave, Orlando, FL, 32843	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-56826	TPA	Priya Ray	1962-05-28	UHC-58523-45	—	7268 Cedar Ln, Gilbert, AZ, 85287	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60386	TPA	Thomas Day	—	—	—	2133 Broadway, Las Vegas, NV, 89109	0.64	Name re-cased Date of birth unreadable City re-cased Gender normalised+2 more
TPA-53984	TPA	Robert E Pierce	1988-03-04	—	—	3041 Hillcrest Rd, Houston, TX, 77072	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-54663	TPA	Vicoria Contreras	1974-07-19	—	—	7228 Baseline Rd, Orlando, FL, 32817	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62118	TPA	Christian Holmes	1951-08-01	—	5494875285	4067 Highland Ave, Minneapolis, MN, 55474	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-51724	TPA	Sharon Mason	1939-03-23	—	—	6653 Park Pl # 183, Chandler, AZ, 85209	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56932	TPA	Jean Russell	1947-05-17	—	2777580393	8519 River Rd # 721, Orlando, FL, 32896	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-56845	TPA	Lgoan Lawson	—	UHC-11101-95	2836807393	9216 Mesa Dr, Atlanta, GA, 30313	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
TPA-63175	TPA	Jake Marquez	1945-06-08	UHC-72121-60	—	8943 Market St, Columbus, OH, 43293	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-54867	TPA	Aisha Barnes	1986-05-05	—	—	6083 Main St, San Diego, CA	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
TPA-61312	TPA	Nathan Reynolds	1964-03-05	—	—	5436 Park Pl, Sacramento, CA, 95827	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-62836	TPA	Kyle Howell	1986-12-25	—	—	274 Highland Ave, Miami, FL, 33152	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57850	TPA	Arjun Jimenez	1994-06-09	—	2808052611	7369 River Rd # 881, Phoenix, AZ	0.64	Name re-cased Phone reformatted Unit split from street ZIP missing+2 more
TPA-51668	TPA	Camila Walsh	—	UHC-95340-27	5778404672	238 Market St, Miami, FL, 33187	0.64	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+2 more
TPA-54754	TPA	Amy Martin	1950-07-24	UHC-11699-14	2844651645	5564 Apache Blvd # 266, Mesa, AZ, 85212	0.64	Name re-cased Member ID reformatted Unit split from street State name converted to code+2 more
TPA-55932	TPA	Cynthia Sandoval	2002-04-06	—	—	9753 Lake View Rd, Austin, TX, 78787	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56529	TPA	Priya Edwards	1999-07-14	—	—	2881 Bayshore Dr, San Antonio, TX, 78280	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-57510	TPA	Patrick Patel	1985-10-17	—	—	2331 Apache Blvd, Houston, TX, 77099	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-52130	TPA	Alan Castillo	1954-06-12	—	2447188600	36 Hillcrest Rd, Mesa, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51322	TPA	Samantha Jensen	1962-07-24	—	—	8073 Central Ave, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more

5,750 rows, page 29 of 115Previous Next