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

Enrollment, 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
ENR-112893	ENR	Jordan Jordan	1940-04-04	UHC-52030-27	—	4162 Desert Sky Blvd # 622, Columbus, OH, 43234	0.10	Name split from “Last, First”Date of birth reformatted Phone missing area code Unit split from street+5 more
ENR-109410	ENR	Grece Philllips	1939-01-26	UHC-41031-01	—	7250 Pine Dr, Houston, TX, 77002	0.20	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+6 more
ENR-103381	ENR	Donna G Torres	1981-10-11	UHC-70484-11	—	8447 Willow Ct Apt 11, Orlando, FL, 32879	0.20	Name split from “Last, First”Date of birth reformatted Phone missing area code Unit split from street+6 more
ENR-111270	ENR	Lori Griffin	1993-03-23	UHC-85108-34	—	6431 Harbor Blvd Apt 22, Las Vegas, NV, 89122	0.20	Date of birth reformatted Phone missing area code SSN last four extracted Unit split from street+6 more
ENR-121816	ENR	Gloria L Jenkins	1969-01-04	UHC-95347-85	—	7685 Church St, Houston, TX	0.22	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+5 more
ENR-131718	ENR	Scott N Anderson	1987-07-26	UHC-38641-40	—	4712 Hillcrest Rd Apt 1, Glendale, AZ	0.22	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+5 more
ENR-106645	ENR	Alexander Cole	2004-02-08	UHC-38244-37	—	2461 Park Pl # 260, Las Vegas, NV	0.22	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+5 more
ENR-107622	ENR	Jake J Reed	1945-12-18	UHC-01120-63	—	9349 Meadow Ln # 132, Columbus, OH, 43261	0.22	Middle initial moved out of first name Date of birth reformatted Phone missing area code Unit split from street+5 more
ENR-110008	ENR	Mei X Moreno	—	UHC-80082-09	—	7435 Church St, Houston, TX, 77034	0.24	Name split from “Last, First”Date of birth unreadable Phone missing area code Street suffix standardised+4 more
ENR-114189	ENR	Nicole Richardson	2008-09-22	UHC-06257-82	—	2529 Canyon Rd Apt 30, Houston, TX	0.24	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+4 more
ENR-116243	ENR	Ralph Z Luna	1978-12-05	UHC-88942-47	—	3844 Forest Ave Apt 29, Houston, TX, 77070	0.24	Name re-cased Phone missing area code Unit split from street Street suffix standardised+4 more
ENR-120319	ENR	Scott J Kelly	1939-05-26	UHC-81370-54	—	6727 Park Pl, Jacksonville, FL, 32230	0.24	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+4 more
ENR-111215	ENR	Samuel A Payne	—	UHC-26523-27	—	3658 Highland Ave, Plano, TX, 75059	0.24	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+4 more
ENR-124184	ENR	Joe V Flores	1994-08-08	UHC-97798-95	—	6068 Sunset Blvd # 859, Charlotte, NC, 28283	0.24	Phone missing area code SSN last four extracted Unit split from street Street suffix standardised+4 more
ENR-103598	ENR	Donna R Hughes	1964-06-17	UHC-43833-95	—	4246 Desert Sky Blvd, Minneapolis, MN, 55420	0.24	Phone missing area code Street suffix standardised Address re-cased State name converted to code+4 more
ENR-131483	ENR	Sharon W Day	1951-03-25	—	—	2905 Church St, Plano, TX, 75072	0.24	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-110442	ENR	Ann P Howell	1972-04-19	UHC-08372-88	—	8998 Lake View Rd # 958, San Antonio, TX, 78218	0.24	Phone missing area code Unit split from street Street suffix standardised Address re-cased+4 more
ENR-111203	ENR	Andrew W Moore	1945-01-15	UHC-75711-01	—	5526 Camelback Rd, Columbus, OH, 43215	0.26	Name split from “Last, First”Phone missing area code SSN last four extracted ZIP+4 trimmed+3 more
ENR-111898	ENR	Paul Moore	1987-03-21	—	—	9444 Lincoln Way, Tempe, AZ, 85231	0.26	Name split from “Last, First”Two-digit birth year Phone missing area code State name converted to code+3 more
ENR-126098	ENR	Mari X Edwards	1962-04-03	UHC-26590-54	—	7451 Baseline Rd # 457, Jacksonville, FL, 32232	0.26	Name split from “Last, First”Two-digit birth year Phone missing area code Unit split from street+3 more
ENR-118896	ENR	Barbara Oliver	1976-07-15	UHC-71536-77	—	2343 Sunset Blvd Apt 6, Austin, TX, 78778	0.26	Two-digit birth year Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-112104	ENR	Lawrence D Adams	1971-01-08	UHC-57017-42	—	529 Sunset Blvd, Charlotte, NC, 28238	0.26	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-130132	ENR	Bailey Hannah	1947-05-14	UHC-29418-35	—	1908 Forest Ave # 413, Houston, TX, 77076	0.26	Name split from “Last, First”Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-108404	ENR	Marcus D Turner	1974-12-07	UHC-96083-64	—	5655 Bayshore Dr, Columbus, OH, 43262	0.26	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-132669	ENR	Marilyn Berry	1982-05-02	UHC-72413-38	—	3353 Mesa Dr, Sacramento, CA, 95860	0.26	Name split from “Last, First”Two-digit birth year Phone missing area code Street suffix standardised+3 more
ENR-136876	ENR	Roy U Alexander	1975-11-15	UHC-29043-03	—	2232 Harbor Blvd Apt 32, Plano, TX, 75060	0.28	Phone missing area code Unit split from street State name converted to code ZIP+4 trimmed+2 more
ENR-117613	ENR	Jeremy Q Oliver	1975-08-04	UHC-40783-65	—	6752 Palm Dr, Chandler, AZ	0.28	Name split from “Last, First”Two-digit birth year Phone missing area code SSN last four extracted+2 more
ENR-119853	ENR	Mariaana Robertson	2004-08-20	UHC-59750-05	—	5340 Desert Sky Blvd, Denver, CO, 80211	0.32	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+6 more
ENR-100589	ENR	Bradley U Carroll	2004-12-02	UHC-60033-71	—	1790 Highland Ave, Columbus, OH, 43233	0.32	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+6 more
ENR-124296	ENR	Wei W Garrett	1986-11-10	UHC-19525-85	—	2747 Harbor Blvd, Seattle, WA	0.32	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+6 more
ENR-133554	ENR	Larry K Grant	1947-01-22	UHC-85640-98	—	5685 Washington St, Austin, TX, 78785	0.34	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+5 more
ENR-140945	ENR	Stephen K Robertson	1974-04-26	UHC-28049-09	—	4568 Canyon Rd, Fresno, CA, 93735	0.34	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+5 more
ENR-133391	ENR	Cynthia H Santiago	2006-03-09	UHC-06856-30	—	5327 Maple Ave, Las Vegas, NV, 89111	0.34	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+5 more
ENR-110071	ENR	Justin C Aguilar	1963-01-19	UHC-83597-02	—	1260 Canyon Rd, Las Vegas, NV, 89131	0.34	Name re-cased Phone missing area code Street suffix standardised Address re-cased+5 more
ENR-139797	ENR	Sofia Y Bowman	1964-11-20	UHC-32544-49	—	3843 Baseline Rd, Scottsdale, AZ	0.34	Name re-cased Phone missing area code Street suffix standardised Address re-cased+5 more
ENR-128664	ENR	Henry Jackson	1989-12-05	UHC-36524-58	—	6758 Forest Ave, Eden Prairie, MN, 55323	0.34	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+5 more
ENR-128663	ENR	Henry Jackson	1989-12-05	UHC-36524-58	—	6758 Forest Ave, Eden Prairie, MN, 55323	0.34	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+5 more
ENR-141262	ENR	Pamela Sandoval	1945-05-07	UHC-92873-42	—	6572 Union St, Gilbert, AZ, 85225	0.34	Two-digit birth year Phone missing area code SSN last four extracted Street suffix standardised+5 more
ENR-124717	ENR	Christine Hall	1987-04-19	UHC-46067-89	—	3008 Market St, Seattle, WA, 98125	0.36	Two-digit birth year Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-133430	ENR	Emily F White	1942-09-14	UHC-52127-72	—	208 Apache Blvd, Tempe, AZ	0.36	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-111706	ENR	Samantha Henderson	2008-04-15	UHC-92747-18	—	5466 Oak St, Nashville, TN	0.36	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-125645	ENR	Kimberly Simmons	1997-02-12	UHC-05418-33	—	5330 Park Pl, Miami, FL, 33186	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-125844	ENR	Steven O Bailey	1940-08-18	UHC-71166-61	—	2206 Spring St, Denver, CO, 80284	0.36	Phone missing area code Street suffix standardised Address re-cased City re-cased+4 more
ENR-102214	ENR	Bryan X Wang	1947-05-24	UHC-66628-01	—	2094 Church St, Tucson, AZ, 85726	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-115030	ENR	Mark E Torres	1941-01-18	UHC-18639-62	—	1977 Grand Ave, Dallas, TX	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-135990	ENR	Ryan Q Taylor	1961-07-10	UHC-02340-68	—	1616 Indian School Rd, Phoenix, AZ, 85047	0.36	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone missing area code+4 more
ENR-136364	ENR	Susan X Graham	1966-04-08	UHC-42834-64	—	9569 Hillcrest Rd, Phoenix, AZ	0.36	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-126554	ENR	Alan M Murphy	1973-05-09	UHC-35889-80	—	526 Central Ave, Tucson, AZ, 85793	0.36	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-115162	ENR	Jose Barnes	1979-07-16	UHC-53140-13	—	7290 Cedar Ln, Austin, TX, 78722	0.36	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+4 more
ENR-134126	ENR	Jannice A Schulltz	2000-05-05	UHC-65755-45	—	3150 Lake View Rd Apt 37, Orlando, FL, 32875	0.36	Name split from “Last, First”Date of birth reformatted Phone missing area code Unit split from street+4 more

1,095 rows, page 1 of 22Previous Next