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

All sources, 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
ENR-141451	ENR	Helen Davis	1942-02-26	UHC-25473-05	—	9545 Apache Blvd, Dallas, TX, 75240	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-59447	TPA	Ralph Armstrong	1981-07-21	—	—	8223 Pine Dr, Los Angeles, CA, 90077	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-21338	PRV	Billy Tucker	1987-12-20	—	5508771851	1246 Hillcrest Rd, Tampa, FL, 33679	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-416594	CLM	Jennifer Fernandez	1960-01-01	UHC-20507-63	—	4576 Main St, Tempe, AZ, 85238	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-419607	CLM	Isabella Wood	1988-12-17	UHC-09077-92	—	7613 Willow Ct Apt 5, Denver, CO, 80218	0.66	Unit split from street State code upper-cased Gender normalised Whitespace trimmed+1 more
PRV-28200	PRV	Lauren Howard	2005-04-18	UHC-54097-94	7824353526	9045 Harbor Blvd, Minneapolis, MN, 55437	0.66	Two-digit birth year Phone reformatted State code upper-cased Gender normalised+1 more
ENR-110452	ENR	Omar I Guerrero	1951-12-09	UHC-89846-05	7324128688	7467 Bayshore Dr, Glendale, AZ, 85319	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-20910	PRV	Christian Lawson	1975-02-12	—	—	3874 Jefferson Ave, Chandler, AZ, 85235	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-108947	ENR	Carol Ross	1954-12-21	UHC-83134-19	8712557331	1098 Desert Sky Blvd, Tampa, FL, 33623	0.66	Name split from “Last, First”Phone reformatted State code upper-cased Email lower-cased+1 more
ENR-102541	ENR	Justin Myers	1972-03-15	UHC-69978-94	2827644427	1634 Apache Blvd, San Diego, CA, 92189	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105317	ENR	Charlotte Sooto	1999-07-06	UHC-90420-43	3965259977	8267 Pine Dr, San Diego, CA, 92129	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-114014	ENR	Marcus Q Yang	1963-12-06	UHC-97947-47	5212322900	9784 Maple Ave, Tampa, FL, 33684	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
TPA-57212	TPA	Nicholas Sullivan	2004-02-02	—	—	6528 River Rd, Scottsdale, AZ, 85259	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-134311	ENR	Billy S Tucker	1963-09-24	UHC-50509-83	6055830123	1197 Valley View Dr, Tucson, AZ, 85790	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23261	PRV	Kathryn Ross	1980-02-11	UHC-38480-02	2692031668	9505 Harbor Blvd, Minneapolis, MN, 55442	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-50933	TPA	Gary Munoz	1965-10-25	—	7376018815	8538 Ocean Ave, Nashville, TN, 37225	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
PRV-20674	PRV	George Castillo	2008-10-04	UHC-12374-30	2074700932	5752 Sage Ct, Phoenix, AZ, 85055	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-432612	CLM	Jacob Espinoaz	1943-03-01	—	2186631113	9827 Lake View Rd, San Diego, CA, 92130	0.66	Two-digit birth year Phone reformatted Gender normalised Plan code upper-cased+1 more
CLM-404583	CLM	Donna Austin	1975-05-22	—	—	6301 Valley View Dr, Tucson, AZ	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
CLM-416031	CLM	Melissa Rodriguez	1943-03-11	—	—	2585 Ocean Ave, Charlotte, NC, 28287	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-106252	ENR	Jean Washington	2000-06-24	UHC-80583-61	4602147374	406 Pine Dr, Atlanta, GA, 30347	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-427588	CLM	Bruce Vazquez	1951-05-17	UHC-72856-87	—	8774 Maple Ave, Gilbert, AZ, 85273	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-104785	ENR	Arjun W Richardson	1995-07-14	UHC-29828-03	5063767791	1606 Valley View Dr, Sacramento, CA, 95824	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
ENR-135828	ENR	Helen X Chen	1941-09-22	UHC-44782-12	7802985905	6943 Spring St, Tucson, AZ, 85725	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-57746	TPA	Denise Rivera	1984-07-19	—	—	8656 Ocean Ave, Denver, CO, 80297	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-108217	ENR	Karen L Santos	1946-04-28	UHC-76959-87	9692010395	890 River Rd, San Diego, CA, 92162	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-127636	ENR	Joshua Williamson	1987-07-19	UHC-99344-22	8406078508	2202 Apache Blvd, Jacksonville, FL, 32286	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-406084	CLM	Santiago Phillips	1962-11-01	—	5493025584	9067 Forest Ave, San Antonio, TX, 78242	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-128317	ENR	Mei J Mills	1981-06-18	UHC-17607-31	2119184585	3240 Mountain View Dr, Phoenix, AZ	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
CLM-421053	CLM	Frank Howard	1984-09-13	UHC-75968-98	2514628449	4846 Elm St, Glendale, AZ	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-117725	ENR	Jacob L Long	1994-01-23	UHC-60371-77	2923120934	3398 Main St, Los Angeles, CA, 90075	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-140071	ENR	Gary Y Park	1978-04-18	UHC-10824-31	8102382229	2690 Ocean Ave, Tucson, AZ, 85772	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-129811	ENR	Teresa P Fernandez	1961-02-16	UHC-69915-73	4014354329	5632 Indian School Rd, Columbus, OH, 43229	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-29355	PRV	Alexander Wells	1960-08-11	UHC-85686-20	—	9136 Union St, Sacramento, CA, 95845	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-55685	TPA	Karen Snyder	1983-11-04	—	7569621206	8467 Camelback Rd, Scottsdale, AZ, 85237	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-56407	TPA	Nancy Cole	2002-04-25	—	—	8672 Bayshore Dr, Atlanta, GA, 30324	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-414305	CLM	Cheryl T Jacobs	1974-07-10	UHC-69318-52	8352538081	8057 Harbor Blvd, Minneapolis, MN, 55439	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-417900	CLM	Mariana Ray	1981-12-14	UHC-30337-69	—	5557 Hillcrest Rd, Minneapolis, MN, 55417	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-403339	CLM	Paul Little	1984-11-06	UHC-44878-82	2127981973	3698 Bayshore Dr, Los Angeles, CA, 90010	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-414483	CLM	Joan Torers	1963-04-07	—	—	7239 Ridge Rd, Orlando, FL, 32894	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-21924	PRV	Evelyn K Green	2006-05-03	UHC-78882-43	—	—	0.66	Name re-cased Two-digit birth year Member ID reformatted Gender normalised+1 more
CLM-419514	CLM	Camila X Jensen	1949-11-25	UHC-66295-51	7405475384	612 Central Ave, Fresno, CA, 93771	0.66	Middle initial moved out of first name Phone reformatted City re-cased Gender normalised+1 more
ENR-120566	ENR	Rachel H Moore	1957-10-02	UHC-52324-76	3667808721	1293 Canyon Rd, Sacramento, CA, 95853	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-429715	CLM	Gloriia Martin	1989-09-15	—	—	6216 Canyon Rd, Miami, FL, 33155	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-125430	ENR	Brittany D Fuller	1964-06-05	UHC-60596-72	3943958941	7598 Grand Ave # 554, Orlando, FL, 32817	0.66	Name re-cased Unit split from street Email lower-cased Gender normalised+1 more
ENR-141965	ENR	Alexander T Wells	1960-08-11	UHC-85686-20	7125882690	9136 Union St, Sacramento, CA, 95845	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417273	CLM	Danielle Jordan	1973-12-20	UHC-72650-33	—	2275 Hillcrest Rd, Sacramento, CA, 95836	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-132283	ENR	Dylan F Praker	1988-11-15	UHC-07807-62	—	539 Harbor Blvd, San Diego, CA, 92160	0.66	State name converted to code Email lower-cased Gender normalised Whitespace trimmed+1 more
ENR-102717	ENR	Emily D Kennedy	1991-01-01	UHC-34634-77	—	5058 Central Ave, Tucson, AZ, 85746	0.66	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-400925	CLM	Peter Carter	1999-02-24	UHC-21483-29	—	8215 Market St, Fresno, CA, 93755	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more

16,828 rows, page 203 of 337Previous Next