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 “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28648	PRV	Natalie Weber	1966-08-06	—	—	3991 Hillcrest Rd, Fresno, CA, 93768	0.68	Name re-cased Two-digit birth year Phone missing area code Placeholder values cleared
ENR-122467	ENR	Keeith Reyonlds	1952-02-17	UHC-80661-55	—	1564 Broadway, Seattle, WA, 98136	0.68	Name re-cased Phone missing area code City re-cased Gender normalised
ENR-139696	ENR	Sara Alvarado	1979-12-04	UHC-63467-49	—	1897 Ocean Ave, Minneapolis, MN, 55407	0.68	Name re-cased Phone missing area code Street suffix standardised Address re-cased
ENR-103458	ENR	Virginia V Wells	2005-07-25	UHC-71578-76	—	1805 Market St, Denver, CO, 80231	0.68	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed
PRV-27544	PRV	Aaron Nnez	1987-02-13	—	—	4931 Market St, Tucson, AZ, 85739	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
ENR-106582	ENR	Julie Alvarez	1972-11-17	UHC-05660-66	—	5145 River Rd, San Antonio, TX, 78217	0.68	Phone missing area code Street suffix standardised Address re-cased Email lower-cased
ENR-112820	ENR	Isabellla Stephens	1976-12-10	UHC-72948-48	—	3799 Jefferson Ave, Denver, CO, 80234	0.68	Name re-cased Two-digit birth year Phone missing area code Whitespace trimmed
ENR-123552	ENR	Aisha A Allen	1978-01-18	UHC-11101-58	—	4629 Ridge Rd, Columbus, OH, 43239	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
PRV-27727	PRV	Hannah Munoz	1942-11-28	UHC-67975-18	—	9778 Ridge Rd, Plano, TX	0.68	Phone missing area code Member ID reformatted ZIP missing Placeholder values cleared
CLM-414861	CLM	Nancy Rojas	1999-06-09	UHC-90304-33	—	6782 Pine Dr, Houston, TX, 77065	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-414862	CLM	Nancy Rojas	1999-06-09	UHC-90304-33	—	6782 Pine Dr, Houston, TX, 77065	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-23627	PRV	Dennis X Silva	1974-02-09	UHC-33614-22	—	5392 Market St, Mesa, AZ, 85238	0.68	Name re-cased Phone missing area code Gender normalised Placeholder values cleared
CLM-413713	CLM	Samantha T Diaz	1998-08-23	UHC-92123-72	—	1859 Meadow Ln, Tucson, AZ, 85789	0.68	Phone missing area code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-125145	ENR	Wei D Dunn	1939-03-08	UHC-66942-45	—	1020 Oak St, Glendale, AZ	0.68	Phone missing area code Member ID reformatted ZIP missing Placeholder values cleared
TPA-64265	TPA	Tyler Daniels	1980-04-06	—	—	1390 Hillcrest Rd, Las Vegas, NV, 89104	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-403694	CLM	Janice Ramirez	1973-02-17	UHC-60736-65	—	4673 Sunset Blvd, Eden Prairie, MN, 55358	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-109840	ENR	Daniel Le	1973-04-26	UHC-39813-91	—	7309 Oak St, Tucson, AZ, 85782	0.68	Name re-cased Phone missing area code Street suffix standardised Address re-cased
TPA-52365	TPA	Timothy Rice	—	—	—	7784 Canyon Rd, Fresno, CA, 93714	0.68	Date of birth unreadable Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-126538	ENR	Valentina Nguyen	1947-05-01	UHC-34214-65	—	8410 Sunset Blvd, Columbus, OH, 43270	0.68	Phone missing area code City re-cased State name converted to code Whitespace trimmed
ENR-138886	ENR	Gabriel Q Watson	1940-07-08	UHC-73072-51	—	2560 Central Ave, Tucson, AZ, 85779	0.68	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased
CLM-401351	CLM	Carolyn Snyder	1981-08-10	—	—	6684 Meadow Ln, Scottsdale, AZ	0.68	Date of birth reformatted Phone missing area code ZIP missing Placeholder values cleared
CLM-403165	CLM	Dylan Morris	1947-09-14	—	—	—	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-22380	PRV	Thomas Espinoza	1980-07-04	UHC-83698-81	—	8979 Market St, Eden Prairie, MN, 55302	0.68	Phone missing area code State name converted to code Whitespace trimmed Placeholder values cleared
ENR-134933	ENR	Jesse P Moreno	1941-07-17	UHC-10876-97	—	2244 Harbor Blvd, San Diego, CA, 92172	0.68	Name split from “Last, First”Phone missing area code Email lower-cased Whitespace trimmed
ENR-106157	ENR	Kathyn Lucas	1962-12-14	UHC-16010-27	—	1802 Lake View Rd, Denver, CO, 80234	0.68	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased
ENR-102441	ENR	Lucia Campbell	1947-06-23	UHC-88386-26	—	3984 Broadway, Glendale, AZ, 85382	0.68	Name split from “Last, First”Phone missing area code Member ID reformatted Address re-cased
ENR-138802	ENR	Jacob Peters	1997-09-09	UHC-44382-28	—	—	0.68	Name re-cased Phone missing area code Gender normalised Placeholder values cleared
ENR-130359	ENR	Elijah X Wells	2007-01-01	UHC-60287-08	—	1081 Central Ave, Tampa, FL, 33644	0.68	Name re-cased Phone missing area code Street suffix standardised Address re-cased
ENR-132007	ENR	Bradley Martinez	1965-03-12	UHC-69554-89	—	1459 Broadway, Sacramento, CA, 95889	0.68	Phone missing area code Address re-cased Email lower-cased Gender normalised
ENR-114380	ENR	Fatima D Harris	1993-07-21	UHC-21646-86	—	9585 Oak St, Tampa, FL, 33629	0.68	Phone missing area code Street suffix standardised Address re-cased City re-cased
ENR-111303	ENR	Juhn Hudson	1999-01-25	UHC-10482-82	—	9203 Broadway, Miami, FL, 33199	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-133476	ENR	Paul Yang	1955-08-02	UHC-89647-40	—	4233 Forest Ave, Houston, TX	0.68	Phone missing area code City re-cased ZIP missing Email lower-cased
ENR-142449	ENR	Walter K Alvarez	1993-06-09	UHC-53497-10	—	3234 Grand Ave, Glendale, AZ, 85323	0.68	Name re-cased Phone missing area code Street suffix standardised Address re-cased
TPA-58566	TPA	Jerry Lane	1949-10-23	—	—	2060 Ocean Ave, Orlando, FL, 32820	0.68	Name split from “Last, First”Date of birth reformatted Phone missing area code Whitespace trimmed
PRV-21323	PRV	Kenneth Jordan	—	—	—	—	0.68	Date of birth unreadable Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-58134	TPA	Hunter Carolyn	1944-06-06	—	—	2682 Willow Ct, Jacksonville, FL, 32284	0.68	Phone missing area code State name converted to code Whitespace trimmed Placeholder values cleared
ENR-111202	ENR	Madison X Patel	2000-01-10	UHC-54352-44	—	4495 Union St, Glendale, AZ, 85390	0.68	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed
ENR-130577	ENR	Sean I Guerrero	1950-04-09	UHC-78198-88	—	86 Market St, Tampa, FL, 33617	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
ENR-127554	ENR	Douglas Sism	1982-12-09	UHC-34438-69	—	174 Spring St, Denver, CO, 80291	0.68	Name re-cased Two-digit birth year Phone missing area code Whitespace trimmed
ENR-126988	ENR	White Arjuun	1970-11-06	UHC-80101-02	—	2820 Washington St, Gilbert, AZ, 85238	0.68	Phone missing area code Street suffix standardised Address re-cased Email lower-cased
PRV-20403	PRV	Albert P Clrk	1977-05-15	—	—	—	0.68	Name re-cased Phone missing area code Gender normalised Placeholder values cleared
ENR-117555	ENR	Luis O Peters	2000-12-01	UHC-99143-52	—	4568 Cedar Ln, Austin, TX, 78737	0.68	Date of birth reformatted Phone missing area code Email lower-cased Gender normalised
ENR-105111	ENR	Ann Alvarado	1972-09-25	UHC-37164-97	—	511 Oak St, Los Angeles, CA, 90028	0.68	Phone missing area code Street suffix standardised Address re-cased Email lower-cased
CLM-415383	CLM	Santiago Tayllor	2007-08-18	—	—	—	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-125470	ENR	Diane Parker	2001-10-18	UHC-42042-21	—	2478 Maple Ave, Los Angeles, CA, 90082	0.68	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed
ENR-107384	ENR	Jordan M Li	2001-04-14	UHC-59491-82	—	4365 Sage Ct, Glendale, AZ	0.68	Name re-cased Phone missing area code City re-cased ZIP missing
CLM-408743	CLM	Randy Thompson	1994-11-20	UHC-81534-47	—	4277 Elm St, Houston, TX, 77081	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-116150	ENR	Ben Elliott	1948-03-08	—	—	5730 Sunset Blvd, San Antonio, TX, 78208	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
PRV-29574	PRV	Olivia Roes	1987-06-10	UHC-89527-37	—	483 Mesa Dr, Miami, FL, 33161	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
ENR-140019	ENR	Lucia P Welch	1987-03-03	UHC-60974-69	—	7565 Maple Ave, Plano, TX, 75030	0.68	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased

2,021 rows, page 28 of 41Previous Next