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
CLM-430959	CLM	Amber Diaz	1955-11-26	UHC-29467-25	—	5873 Central Ave, Dallas, TX, 75273	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-138482	ENR	Ktherine Porter	1998-09-10	UHC-66665-29	7289023063	8284 Willow Ct, Eden Prairie, MN, 55392	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415451	CLM	Jacqueline Young	1969-01-27	UHC-67667-24	—	5905 Maple Ave, Glendale, AZ, 85348	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-127638	ENR	Daniel R Jimenez	1956-02-18	UHC-92103-63	6512437620	4505 Hillcrest Rd, Sacramento, CA, 95817	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-111954	ENR	Catherine Butler	1956-04-27	UHC-95612-32	4239549224	9460 Meadow Ln, Phoenix, AZ, 85024	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-50803	TPA	Hiroshi I Reynolds	1965-06-21	UHC-14204-71	—	2054 Sunset Blvd, Sacramento, CA, 95897	0.66	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+1 more
PRV-23956	PRV	Patricia E Greene	1965-08-26	—	7617988670	4374 Canyon Rd, Nashville, TN, 37259	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-23955	PRV	Patricia E Greene	1965-08-26	—	7617988670	4374 Canyon Rd, Nashville, TN, 37259	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-21897	PRV	Virginia Greeene	2005-06-22	UHC-49687-56	2655524091	4747 Willow Ct, San Diego, CA, 92152	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-55395	TPA	Karen Young	2008-03-15	—	2904451047	7441 Bayshore Dr Apt 14, Glendale, AZ, 85324	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more
ENR-123280	ENR	Arjun Graham	1969-03-08	UHC-79356-55	7957316728	5507 Maple Ave, Las Vegas, NV, 89194	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-116690	ENR	Brian Larson	1958-06-27	UHC-88524-21	5582960696	5233 River Rd, Jacksonville, FL, 32205	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-101554	ENR	Jerry Spencer	1972-07-22	UHC-16233-26	—	5552 Oak St, Tempe, AZ, 85213	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-426134	CLM	Scott Shaw	1958-03-02	UHC-40662-50	—	504 Camelback Rd, Dallas, TX, 75271	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-105135	ENR	Sean Carter	1949-03-08	UHC-65097-42	7396785895	7966 Grand Ave, Tucson, AZ, 85719	0.66	Phone reformatted Member ID reformatted SSN last four extracted ZIP+4 trimmed+1 more
CLM-415031	CLM	Andrew Garza	1959-11-02	UHC-05082-55	—	6156 Lincoln Way, Orlando, FL, 32888	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-114328	ENR	John F Weaver	1994-09-04	UHC-88583-41	—	3691 Elm St, Austin, TX, 78756	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-431644	CLM	Brian E Burke	1969-10-08	UHC-98758-75	7227541840	1203 Church St, San Diego, CA, 92196	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-118862	ENR	Luis Riley	1971-06-19	UHC-42362-39	2097919867	8644 Apache Blvd, Los Angeles, CA, 90003	0.66	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+1 more
CLM-423857	CLM	Jacob Turner	1993-10-01	—	—	5366 Church St, Nashville, TN, 37234	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-136512	ENR	Santiago K Ford	1979-10-19	UHC-63013-92	7295491469	7019 Camelback Rd # 887, Tempe, AZ, 85250	0.66	Name re-cased Unit split from street ZIP+4 trimmed Email lower-cased+1 more
PRV-28280	PRV	Lisa J Vega	1965-03-05	UHC-36382-30	9399589061	9673 Indian School Rd, Houston, TX, 77014	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-142708	ENR	Arjun Hanson	1962-01-24	UHC-47578-88	6287326931	7609 Spring St, Seattle, WA, 98109	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-56787	TPA	Jack Barnes	1979-04-24	—	7666769332	3185 Washington St, Las Vegas, NV, 89125	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-118228	ENR	Joseph Meyer	1961-07-13	UHC-65741-24	2124944528	3996 Harbor Blvd, Atlanta, GA, 30325	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-101240	ENR	Brenda Weaver	1950-07-25	UHC-49595-38	9596460310	5530 Grand Ave, Tampa, FL, 33617	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-116932	ENR	James Cooper	1945-03-27	UHC-01923-32	4902984115	2166 Apache Blvd, San Antonio, TX, 78219	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-429538	CLM	Jeffrey Phillips	1977-06-27	UHC-08341-30	—	8994 Highland Ave, Phoenix, AZ, 85065	0.66	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-127202	ENR	Michael L Fernandez	1954-09-13	UHC-74157-95	6069825148	3047 Highland Ave, Denver, CO, 80234	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-406339	CLM	Frak Guzman	2006-10-09	UHC-66444-28	—	1500 Spring St, Fresno, CA, 93723	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-26529	PRV	Eric Hudson	2008-12-03	UHC-87974-59	7305204618	8745 Church St, Minneapolis, MN, 55422	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-22281	PRV	Mary M Waver	1981-06-07	—	2983848412	5061 Maple Ave, San Antonio, TX, 78281	0.66	Name re-cased Two-digit birth year State code upper-cased ZIP+4 trimmed+1 more
ENR-101127	ENR	Samantha T Jordan	1971-02-15	UHC-00455-57	5616630219	3975 Mesa Dr, Nashville, TN, 37275	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126466	ENR	Hiroshi K Espinoza	1942-03-09	UHC-19295-48	9634076340	5158 River Rd # 196, Tucson, AZ, 85782	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more
CLM-415034	CLM	Benjamin Garcia	1939-10-07	UHC-62566-50	—	5928 Market St, Jacksonville, FL, 32254	0.66	Name re-cased Member ID reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-120691	ENR	Lucia G Bradley	1957-06-26	UHC-85888-70	7464049999	1292 Apache Blvd, Orlando, FL, 32828	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-407354	CLM	Marilyn West	1965-09-17	UHC-51771-85	9053329345	5435 Apache Blvd, San Diego, CA, 92156	0.66	Phone reformatted SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407355	CLM	Marilyn West	1965-09-17	UHC-51771-85	9053329345	5435 Apache Blvd, San Diego, CA, 92156	0.66	Phone reformatted SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-124274	ENR	Willie X Morales	1995-04-17	UHC-75877-94	4225590994	90 Desert Sky Blvd, Glendale, AZ, 85358	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-60708	TPA	Omar Obrien	1953-12-16	—	—	8422 Washington St, San Diego, CA, 92135	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-121625	ENR	Fatima P Sanders	1958-04-02	UHC-05917-75	3886008236	283 Meadow Ln, Austin, TX, 78770	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-419101	CLM	Julia Alexander	1993-08-02	UHC-68877-99	—	5257 Elm St, Gilbert, AZ, 85225	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-104608	ENR	Anna Grant	2008-03-24	UHC-40421-16	7807735515	982 Canyon Rd, Mesa, AZ, 85249	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
ENR-115530	ENR	Julie J Hunt	1965-05-21	UHC-98129-61	—	4126 Maple Ave, Chandler, AZ, 85283	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-419273	CLM	Vincent E Graham	1962-12-07	—	—	4569 Oak St, Chandler, AZ, 85208	0.66	Phone missing area code City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-416100	CLM	Yuki A Marquez	1975-11-13	UHC-38069-86	—	5165 Mountain View Dr, Houston, TX, 77077	0.66	Two-digit birth year City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-116998	ENR	Deborah Marquez	1939-03-20	UHC-83382-91	7363014282	5376 Ocean Ave, Fresno, CA, 93719	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-121130	ENR	Grace Burns	1977-04-13	UHC-16324-01	9536253769	6686 Mountain View Dr, Seattle, WA, 98190	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-60349	TPA	Alan Simmons	1995-04-25	UHC-07767-31	—	4788 Indian School Rd, Gilbert, AZ, 85260	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-101800	ENR	Amy Graham	1942-12-08	UHC-93467-22	8128178278	3276 Oak St, Seattle, WA, 98148	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more

8,263 rows, page 119 of 166Previous Next