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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137945	ENR	Kelly L Santos	1981-06-01	UHC-97414-96	3138218945	4411 Market St, Sacramento, CA, 95850	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-402583	CLM	Philip Crawford	1964-08-16	UHC-09959-89	3057207867	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-128113	ENR	Roger Sullivan	1941-01-21	UHC-76081-48	3587989838	9235 Hillcrest Rd, Glendale, AZ, 85385	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
CLM-427366	CLM	Mary Carroll	2002-08-18	UHC-52050-46	8658569274	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-422287	CLM	Martha Parker	1991-09-26	—	—	236 Market St, Glendale, AZ, 85347	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
PRV-20196	PRV	David Medina	2006-04-26	UHC-31366-75	5305152628	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-110238	ENR	Carol C Garrett	1971-02-27	UHC-98913-03	4409755259	5161 Valley View Dr, Fresno, CA, 93785	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-50261	TPA	Brandon Bryatn	1980-12-13	—	9533400231	2086 Maple Ave, Atlanta, GA, 30342	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-110819	ENR	Brenda Murphy	1945-08-12	UHC-42123-95	3853061442	8362 River Rd, Fresno, CA, 93776	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-132092	ENR	Santiago Franklin	1954-10-10	UHC-35421-78	9599179021	8938 Union St, Gilbert, AZ, 85212	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
TPA-56230	TPA	Henry Reynolds	2002-08-03	—	9764888719	698 Mountain View Dr, Dallas, TX, 75273	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
CLM-429255	CLM	Mei Miller	1981-04-16	—	8232901643	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-412114	CLM	Denise Day	1996-07-21	UHC-59634-29	—	2491 Highland Ave, Tempe, AZ, 85243	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
ENR-133069	ENR	Carlos A Rogers	2001-11-20	UHC-13070-67	8453503008	9431 Desert Sky Blvd, Nashville, TN, 37280	0.78	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
CLM-426272	CLM	Ruth I Dixon	1938-07-22	UHC-79049-36	9319270788	4358 Park Pl, Glendale, AZ, 85349	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
PRV-22306	PRV	Sandra Yang	1961-10-20	UHC-18320-22	3794997151	4320 Ridge Rd, Tampa, FL, 33693	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-103422	ENR	Donna G Miller	1941-06-21	UHC-99412-18	6442434685	9238 Sage Ct, Columbus, OH, 43235	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
PRV-29450	PRV	Arjn Kennedy	1955-04-24	UHC-46594-12	5762675777	—	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
ENR-102585	ENR	Carolyn Garcia	1983-09-04	UHC-71351-51	7083368115	9877 Ridge Rd, Orlando, FL, 32857	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
TPA-55748	TPA	Natalie Moore	1940-10-09	—	—	4797 Cedar Ln, Glendale, AZ, 85322	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
ENR-134394	ENR	Mateo Z Lucas	1981-02-05	UHC-10348-50	9708463823	570 Desert Sky Blvd, Seattle, WA, 98108	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
TPA-54421	TPA	Ruth Herrera	1960-02-24	—	—	—	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
ENR-136443	ENR	Kevin H Porter	1970-08-02	UHC-18671-63	4946808001	6791 Cedar Ln, Jacksonville, FL, 32250	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-137648	ENR	Helen Thomas	1969-04-06	UHC-64641-02	9464447988	5587 Grand Ave, Tucson, AZ, 85772	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-141939	ENR	Danielle P Cruz	1946-12-22	UHC-42973-31	8149598680	8974 River Rd, Seattle, WA, 98176	0.78	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+1 more
PRV-25075	PRV	Diego Wood	1998-05-03	—	7676343463	—	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-25861	PRV	Judy Schmidt	2002-02-05	—	6373923645	4339 Park Pl, Tempe, AZ, 85233	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-432576	CLM	Melissa Alen	1954-02-25	UHC-41301-70	8376521130	—	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-409133	CLM	Don T Tayllor	2000-01-13	—	7222985698	1401 Hillcrest Rd, Miami, FL, 33106	0.78	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+1 more
PRV-27528	PRV	Marilyn Rice	1941-09-13	UHC-69910-24	4712389955	1406 Ocean Ave, Nashville, TN, 37235	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
PRV-27882	PRV	Steven Foster	1976-12-16	—	9228164470	2034 Broadway, Jacksonville, FL, 32297	0.78	Two-digit birth year Phone reformatted Address re-cased Email lower-cased+1 more
ENR-100522	ENR	Austin M Burtoon	2003-12-25	UHC-38884-47	7857448261	2713 Sage Ct, San Diego, CA, 92139	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
TPA-61882	TPA	Grgeory Lawson	1948-12-27	—	2648652193	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-24509	PRV	Fatima Myers	1948-02-05	—	9485978728	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-133247	ENR	Jason T Proter	1972-08-28	UHC-48950-27	8234578512	2763 Canyon Rd, Tampa, FL, 33614	0.78	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
ENR-101065	ENR	Eric J Kim	1983-08-06	UHC-91798-83	2227838251	9672 Broadway, Tampa, FL, 33649	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-28869	PRV	Deborah Gordon	1995-09-18	—	—	5176 Mesa Dr, San Diego, CA, 92158	0.78	Two-digit birth year City re-cased State code upper-cased Whitespace trimmed+1 more
CLM-408653	CLM	Katherine Williamson	1999-08-27	—	2908776161	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-412904	CLM	Amber E Reyes	1997-03-24	UHC-63044-27	3525515883	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-423746	CLM	Mariana Gardner	2001-01-24	UHC-13906-61	—	7580 Willow Ct, Miami, FL, 33169	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-403746	CLM	Cynthia Castro	1988-10-16	UHC-17557-30	8556990149	—	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more
ENR-117947	ENR	Aaron Ford	2006-08-21	UHC-64440-42	6126184130	8192 Lincoln Way, Houston, TX, 77090	0.78	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-26845	PRV	Wong A Fraces	1997-11-20	—	7178921720	6245 Broadway, Denver, CO, 80235	0.78	Two-digit birth year Phone reformatted Address re-cased Whitespace trimmed+1 more
ENR-102318	ENR	Walter Wang	1947-09-13	UHC-97777-83	7719583882	5093 Grand Ave, Plano, TX, 75090	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-404052	CLM	Daniel Palmer	1960-03-08	UHC-52734-93	—	—	0.78	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed+1 more
CLM-401313	CLM	Ahmed Schultz	2005-09-27	—	6079607108	6157 Hillcrest Rd, Las Vegas, NV, 89173	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-416743	CLM	Lisa Reid	1975-03-14	—	4552448359	4559 Apache Blvd, Las Vegas, NV, 89120	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-416744	CLM	Lisa Reid	1975-03-14	—	4552448359	4559 Apache Blvd, Las Vegas, NV, 89120	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-416117	CLM	Jack Sims	1983-09-21	UHC-08090-72	8249894889	8391 Harbor Blvd, Plano, TX, 75073	0.78	Two-digit birth year Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-142694	ENR	Jdy E Chen	1980-06-18	UHC-11040-24	7352380371	7401 Desert Sky Blvd, Fresno, CA, 93790	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more

6,661 rows, page 107 of 134Previous Next