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 missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-110659	ENR	Jonathan H Ferguson	1989-10-14	UHC-53355-99	—	7819 Cedar Ln, Seattle, WA	0.68	Phone missing area code City re-cased ZIP missing Placeholder values cleared
CLM-414353	CLM	Rebecca Lewis	1967-03-26	—	—	6545 Maple Ave, Nashville, TN	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-57324	TPA	Madison Lee	1972-03-08	—	—	4679 Bayshore Dr, Chandler, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-117981	ENR	Gregory Mendez	1947-05-15	UHC-93422-08	7043496565	3586 Harbor Blvd, Houston, TX	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-119220	ENR	Emily Boyd	1995-12-02	UHC-55648-98	3022563119	3089 Park Pl, Chandler, AZ	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
ENR-142300	ENR	Kelly Y Chavez	1970-08-17	UHC-65250-73	7263469738	9898 Sunset Blvd, Tampa, FL	0.68	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed
CLM-422125	CLM	Donald Patel	1989-03-28	—	7724414294	958 Cedar Ln, Denver, CO	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
PRV-24586	PRV	Joyce Moreno	1990-12-20	UHC-51099-94	—	4316 Park Pl, Orlando, FL	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
ENR-120672	ENR	Maria C Jordna	1991-05-07	UHC-43710-79	7618497487	1225 Apache Blvd, Chandler, AZ	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing
ENR-140235	ENR	Diego S Warren	1994-10-28	UHC-77386-73	5057555000	8476 Palm Dr, Chandler, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
PRV-27119	PRV	Randy Maldonado	1963-10-24	UHC-17028-42	5507664265	8563 Apache Blvd Apt 11, Glendale, AZ	0.68	Name re-cased Unit split from street ZIP missing Placeholder values cleared
CLM-429290	CLM	Virginia Wong	1971-03-07	—	6714357218	6349 River Rd, Chandler, AZ	0.68	Phone reformatted ZIP missing Gender normalised Placeholder values cleared
ENR-128837	ENR	Noah Park	1979-10-18	UHC-63320-76	3307778973	9779 Harbor Blvd, Tucson, AZ	0.68	ZIP missing Email lower-cased Gender normalised Whitespace trimmed
ENR-109208	ENR	Wayne Y Herrera	2001-11-26	UHC-59812-10	6738177492	2047 Central Ave, Gilbert, AZ	0.70	Two-digit birth year Phone reformatted ZIP missing
CLM-430217	CLM	Virginia Hansen	—	UHC-14278-08	—	3692 Sunset Blvd, Jacksonville, FL	0.70	Date of birth unreadable ZIP missing Placeholder values cleared
ENR-108451	ENR	Linda R Russell	—	UHC-28519-59	3843966584	9542 Camelback Rd, Miami, FL	0.70	Name re-cased Date of birth unreadable ZIP missing
ENR-137795	ENR	Gary Lucas	2001-08-26	UHC-30606-63	9455022500	5293 Canyon Rd, Dallas, TX	0.70	Two-digit birth year ZIP missing Email lower-cased
CLM-426762	CLM	Brian Stone	1973-10-20	UHC-93876-66	—	1030 Highland Ave, San Diego, CA	0.70	Name split from “Last, First”ZIP missing Placeholder values cleared
ENR-130221	ENR	Olivia Cooper	1981-09-05	UHC-66987-31	6877811662	683 Bayshore Dr, Minneapolis, MN	0.70	Name re-cased ZIP missing Gender normalised
TPA-50785	TPA	Sarah Lawson	—	—	—	3210 Market St, Nashville, TN	0.70	Date of birth unreadable ZIP missing Placeholder values cleared
ENR-133157	ENR	Thomas Gonzalez	1975-09-24	UHC-73038-56	8923921982	1811 Indian School Rd, Phoenix, AZ	0.70	Phone reformatted ZIP missing Gender normalised
CLM-409413	CLM	Lori Riley	1951-07-08	—	—	5708 Grand Ave, Nashville, TN	0.70	State name converted to code ZIP missing Placeholder values cleared
ENR-100652	ENR	Robert Q Welch	1985-02-09	UHC-71028-83	4636892094	5032 Park Pl, Tempe, AZ	0.70	Phone reformatted State name converted to code ZIP missing
CLM-401347	CLM	Rebecca H Sims	1938-07-04	—	—	9430 Broadway, Seattle, WA	0.70	ZIP missing Gender normalised Placeholder values cleared
CLM-404264	CLM	Nicholas Fuller	1983-02-08	UHC-17681-49	3246093501	4462 Sage Ct, Las Vegas, NV	0.70	ZIP missing Gender normalised Whitespace trimmed
CLM-419939	CLM	Mateo Diaz	1952-06-25	UHC-92907-25	—	2968 Apache Blvd, Houston, TX	0.70	Name split from “Last, First”ZIP missing Placeholder values cleared
ENR-103889	ENR	Yuki Maldonado	1945-09-12	UHC-60536-73	—	6864 Lincoln Way, Tampa, FL	0.70	Name split from “Last, First”ZIP missing Whitespace trimmed
ENR-119912	ENR	Karen C Turner	1995-07-17	UHC-23665-06	9616543257	6370 Ocean Ave Apt 22, Plano, TX	0.70	Phone reformatted Unit split from street ZIP missing
ENR-140121	ENR	Steveen N Wheeler	1959-11-04	UHC-11227-17	—	7249 Harbor Blvd # 460, Houston, TX	0.70	Date of birth reformatted Unit split from street ZIP missing
ENR-107379	ENR	Edward Robertson	1995-11-16	UHC-78337-86	—	2821 Indian School Rd, Tampa, FL	0.70	Street suffix standardised Address re-cased ZIP missing
PRV-29063	PRV	Sandra Cunningham	1962-04-13	—	—	2627 Jefferson Ave, Los Angeles, CA	0.70	ZIP missing Gender normalised Placeholder values cleared
ENR-141860	ENR	Donald H Hill	2002-06-09	UHC-38228-20	—	3153 Church St, Atlanta, GA	0.70	ZIP missing Gender normalised Placeholder values cleared
PRV-28099	PRV	Logan Brooks	1952-04-19	—	2603003266	3578 Forest Ave, Eden Prairie, MN	0.70	Name split from “Last, First”ZIP missing Placeholder values cleared
TPA-52579	TPA	Janet Ryan	—	—	3459233061	7220 Market St, Orlando, FL	0.70	Date of birth unreadable ZIP missing Placeholder values cleared
PRV-20861	PRV	Nicholas Roberts	1977-11-15	UHC-36764-94	3723946636	5876 Pine Dr, San Diego, CA	0.70	State name converted to code ZIP missing Placeholder values cleared
ENR-112548	ENR	Timothy U Mejia	1985-07-21	UHC-60515-40	3627526642	490 Park Pl, Eden Prairie, MN	0.70	Phone reformatted State name converted to code ZIP missing
TPA-57444	TPA	Matthew Green	1993-09-16	—	—	1531 Oak St, Gilbert, AZ	0.70	ZIP missing Gender normalised Placeholder values cleared
ENR-114954	ENR	Nicole Flores	1981-05-22	UHC-34130-05	8072491193	6769 Washington St, Los Angeles, CA	0.70	ZIP missing Email lower-cased Gender normalised
PRV-28030	PRV	Kim A Baker	1987-10-13	UHC-95208-72	4827714425	6304 Camelback Rd, Seattle, WA	0.70	State name converted to code ZIP missing Placeholder values cleared
ENR-105194	ENR	Sharon Mason	1939-03-23	UHC-64168-51	3477200972	6653 Park Pl, Chandler, AZ	0.70	Name split from “Last, First”Phone reformatted ZIP missing
ENR-122943	ENR	Charles Aguilar	1991-11-08	UHC-47926-59	—	4747 Church St, Miami, FL	0.70	ZIP missing Gender normalised Placeholder values cleared
PRV-20765	PRV	Anthony J Hoffman	1977-01-02	—	—	5486 Highland Ave, Atlanta, GA	0.70	Phone missing area code ZIP missing Placeholder values cleared
ENR-117481	ENR	Lisa Chapman	1946-10-13	UHC-00607-80	4658835782	3855 Sunset Blvd Apt 24, Glendale, AZ	0.70	Unit split from street ZIP missing Placeholder values cleared
ENR-133851	ENR	Robert S Nichols	1989-09-18	UHC-85627-10	3325387382	8307 Sunset Blvd, Las Vegas, NV	0.70	Name split from “Last, First”Date of birth reformatted ZIP missing
CLM-400989	CLM	Amber Greene	1942-05-19	UHC-79174-43	—	7738 Market St, Denver, CO	0.70	Name split from “Last, First”ZIP missing Placeholder values cleared
CLM-416028	CLM	Brenda Nguyen	—	UHC-96686-39	7399664939	5028 Harbor Blvd, San Diego, CA	0.70	Date of birth missing ZIP missing Placeholder values cleared
ENR-107356	ENR	Sandra B Smith	1977-06-05	UHC-19366-24	—	2383 Park Pl, Chandler, AZ	0.70	Street suffix standardised Address re-cased ZIP missing
ENR-139449	ENR	Angela K Peters	1975-04-05	UHC-79462-42	6013383839	4976 Harbor Blvd, Columbus, OH	0.70	Street suffix standardised Address re-cased ZIP missing
ENR-138796	ENR	Morales Q Theresa	1945-05-16	UHC-05685-98	2593840568	1335 Camelback Rd, Phoenix, AZ	0.70	Two-digit birth year Phone reformatted ZIP missing
ENR-112668	ENR	Christina M Hayes	1942-03-27	UHC-01179-85	8254618220	2588 Cedar Ln Apt 34, Las Vegas, NV	0.70	Date of birth reformatted Unit split from street ZIP missing

7,146 rows, page 114 of 143Previous Next