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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50520	TPA	Katherine Carpenter	1949-04-23	—	6706839429	4824 Lake View Rd, Plano, TX, 75046	0.70	Phone reformatted ZIP+4 trimmed Gender normalised
TPA-57560	TPA	Jesse Dean	1985-05-24	—	—	8179 Ridge Rd, Chandler, AZ, 85206	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-115420	ENR	Diane King	1972-07-21	UHC-67403-97	—	7739 Cedar Ln, Chandler, AZ, 85261	0.70	State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-141516	ENR	Evelyn F Vargas	1995-06-15	UHC-61305-53	5747753420	8105 Church St, Glendale, AZ, 85347	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-105290	ENR	Diana Barnes	1980-06-20	UHC-36917-14	7784934704	9701 Lake View Rd, Nashville, TN, 37246	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-404211	CLM	Jeremy Campbell	1971-01-02	—	—	5454 Market St # 826, Fresno, CA, 93733	0.70	Unit split from street ZIP+4 trimmed Placeholder values cleared
ENR-129310	ENR	Matthew Hoffman	1995-04-23	UHC-49069-01	2903733827	3568 Church St, Gilbert, AZ, 85231	0.70	Name split from “Last, First”ZIP+4 trimmed Email lower-cased
TPA-58479	TPA	Kenneth Williamson	2005-08-17	—	—	2871 Lake View Rd, Seattle, WA, 98135	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
TPA-58198	TPA	Kelly Bishop	1958-01-12	—	—	3102 Highland Ave, Chandler, AZ, 85249	0.70	State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-422438	CLM	David Wang	1968-08-14	UHC-66449-08	—	7085 Bayshore Dr, Atlanta, GA, 30360	0.70	State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-130352	ENR	Jessica F Baker	1977-11-26	UHC-47501-58	4324965121	9664 Willow Ct, Nashville, TN, 37259	0.70	Phone reformatted ZIP+4 trimmed Gender normalised
ENR-141350	ENR	Elizabeth V Miller	1941-07-11	UHC-74198-61	9377688825	5736 Broadway, Las Vegas, NV, 89146	0.70	Two-digit birth year Phone reformatted ZIP+4 trimmed
CLM-413130	CLM	Sarah Hansen	1960-08-17	—	—	4346 Cedar Ln, Las Vegas, NV, 89184	0.72	Name split from “Last, First”ZIP+4 trimmed
TPA-58103	TPA	Marcus Soto	1977-03-21	—	—	8050 Main St, Atlanta, GA, 30362	0.72	Name split from “Last, First”ZIP+4 trimmed
ENR-132369	ENR	Jack D Jacobs	1973-08-08	UHC-58485-03	3884737454	2345 Grand Ave, Las Vegas, NV, 89167	0.72	Two-digit birth year ZIP+4 trimmed
ENR-110019	ENR	Bradley D Morales	1961-10-24	UHC-19703-38	3062602819	4309 Canyon Rd, Scottsdale, AZ, 85231	0.72	ZIP+4 trimmed Gender normalised
PRV-22915	PRV	Debra Rojas	1941-07-15	UHC-41714-20	7817565985	2800 Sage Ct, Las Vegas, NV, 89182	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-111605	ENR	Angela Moreno	1953-07-01	UHC-23112-90	—	5173 Broadway, Atlanta, GA, 30357	0.72	Phone missing area code ZIP+4 trimmed
ENR-134926	ENR	Kyle T Evans	1994-11-14	UHC-11098-69	7228153445	3008 River Rd, Austin, TX, 78716	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-426597	CLM	Judy Robinson	1984-04-18	UHC-50698-88	—	1766 Maple Ave, Jacksonville, FL, 32258	0.72	State name converted to code ZIP+4 trimmed
ENR-131115	ENR	Barbara L Hudson	1946-06-16	UHC-71415-88	5798130866	3512 Forest Ave, Fresno, CA, 93747	0.72	State name converted to code ZIP+4 trimmed
ENR-139322	ENR	Brandon V Smith	1954-09-13	UHC-16733-19	6118762320	8647 Park Pl, Glendale, AZ, 85350	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-120064	ENR	Natahn L Cole	1988-06-19	UHC-73438-95	3365112392	2027 Sage Ct, Denver, CO, 80288	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
ENR-142546	ENR	Marcus Roberts	—	UHC-50888-88	6663924690	8092 Oak St, Charlotte, NC, 28233	0.72	Date of birth unreadable ZIP+4 trimmed
ENR-111060	ENR	Walter Crewford	1999-10-02	UHC-83187-18	6415089019	6940 Oak St, Gilbert, AZ, 85240	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-24301	PRV	Doris D Watson	1951-12-05	UHC-23249-96	5264765344	6258 Forest Ave, Charlotte, NC, 28267	0.72	Middle initial moved out of first name ZIP+4 trimmed
ENR-107710	ENR	Carolyn Lopez	2001-09-05	UHC-67098-51	8149315980	3957 Baseline Rd, Denver, CO, 80246	0.72	State name converted to code ZIP+4 trimmed
ENR-114856	ENR	Juan Watkins	1978-02-27	UHC-84090-92	2964153080	9150 Sage Ct # 626, Seattle, WA, 98106	0.72	Unit split from street ZIP+4 trimmed
PRV-28563	PRV	Brandon Andrews	1956-02-04	UHC-68112-03	5848021755	414 Oak St, Tucson, AZ, 85712	0.72	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+4 more
CLM-430968	CLM	Jonathan Simmons	1988-05-11	UHC-03464-95	7915150208	8022 Jefferson Ave, Las Vegas, NV, 89194	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
ENR-141006	ENR	Bruce T Garrett	1962-07-12	UHC-64079-01	8223304412	383 Central Ave, Miami, FL, 33114	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
ENR-129465	ENR	Steve Weber	1945-09-02	UHC-21855-17	6067060381	4201 Highland Ave, Glendale, AZ, 85316	0.74	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+3 more
TPA-62191	TPA	Sean C Cunningham	1976-03-27	—	7413625672	9346 Cedar Ln, Eden Prairie, MN, 55308	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-419666	CLM	Scott Moreno	1982-06-28	UHC-06606-92	5632549383	6152 Broadway, San Antonio, TX, 78212	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
PRV-26456	PRV	Nancy I Williamson	1948-03-24	UHC-86218-75	8245117466	8444 Apache Blvd, Fresno, CA, 93781	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-109837	ENR	Evelyn Q Lopez	1979-04-27	UHC-68398-21	6677275853	8221 Meadow Ln, Eden Prairie, MN, 55347	0.74	Date of birth reformatted Phone reformatted City re-cased State code upper-cased+3 more
PRV-26333	PRV	Marcus Howell	1997-01-01	UHC-94996-60	8419915857	337 Mesa Dr, San Antonio, TX, 78216	0.74	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
ENR-122567	ENR	Santiago Edwards	2005-04-18	UHC-35700-34	6012477087	2556 Oak St, Sacramento, CA, 95847	0.74	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
ENR-123727	ENR	Brandon Gilbert	1979-12-13	UHC-89487-07	4802218044	2482 Market St, Phoenix, AZ, 85021	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-423968	CLM	Jonathan Dominguez	1990-09-08	—	4502350403	2989 Lincoln Way, Scottsdale, AZ, 85253	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-135709	ENR	Michelle Soto	1948-06-18	UHC-71794-95	4596715037	4713 Lincoln Way, Scottsdale, AZ, 85295	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-115341	ENR	Cynthia Baker	1940-05-26	UHC-09215-77	7168993786	2238 Grand Ave, Nashville, TN, 37263	0.74	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
TPA-55423	TPA	Lisa Hawkins	2004-03-27	—	—	6779 Broadway, Charlotte, NC, 28250	0.74	Name re-cased Date of birth reformatted Address re-cased City re-cased+3 more
CLM-419863	CLM	Samuel Marquez	1995-12-04	UHC-23159-56	2459718161	927 Church St, Phoenix, AZ, 85093	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-112509	ENR	Adam Evans	1989-10-10	UHC-68420-99	8297865093	812 River Rd, Jacksonville, FL, 32267	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-135509	ENR	Adam Owens	1978-03-17	UHC-17433-17	6078451338	2497 Valley View Dr, Gilbert, AZ, 85288	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-122334	ENR	Ethan Green	1966-09-18	UHC-13997-72	3287474285	6482 Lake View Rd, Las Vegas, NV, 89100	0.74	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+3 more
ENR-131579	ENR	Danielle Herrera	1948-03-21	UHC-14995-82	4577387148	3140 Lincoln Way, Denver, CO, 80238	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-122802	ENR	Sohia Welch	1938-01-03	UHC-69836-33	2509296099	6348 Jefferson Ave, Orlando, FL, 32819	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-24826	PRV	Philip Marshall	1941-02-24	—	7685352956	3565 Broadway, Tucson, AZ, 85734	0.74	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+3 more

8,263 rows, page 134 of 166Previous Next