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

Provider network, flag “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21439	PRV	Kimberly Willis	1954-04-24	UHC-79191-29	2274340284	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29018	PRV	Diego P Montgomery	1950-06-08	—	9429118311	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20458	PRV	Adam Nunez	1950-10-11	—	3584579168	5131 Apache Blvd, Phoenix, AZ, 85044	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28661	PRV	Luis Nichols	1975-08-02	UHC-08596-50	7938907819	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-23209	PRV	Alan Morgan	1975-06-02	—	2845116754	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-21389	PRV	Andrea W Jimenez	1988-11-18	UHC-98262-95	3542126812	4934 Broadway, Denver, CO, 80225	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-27166	PRV	Bobby Schultz	1938-12-12	—	6334127789	4444 Broadway, Phoenix, AZ, 85037	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27120	PRV	Russell P Hudson	1997-12-26	UHC-77582-79	8539230202	2756 Washington St, San Antonio, TX, 78297	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21866	PRV	Barbara Simpson	1949-07-18	—	3656662571	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-22153	PRV	Thomas V Fields	1966-08-23	—	5765380438	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28794	PRV	Christine Marquez	1941-01-03	—	9724429407	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-28793	PRV	Christine Marquez	1941-01-03	—	9724429407	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-20378	PRV	Donald Brown	2007-05-16	—	5009602474	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21102	PRV	Heather Fuller	1938-10-26	—	8946722041	1004 Bayshore Dr, Mesa, AZ, 85204	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-20415	PRV	Adam Saners	1998-12-16	—	9013968821	8671 Valley View Dr, Fresno, CA, 93713	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-26048	PRV	Theresa Wagner	1942-07-27	UHC-18014-03	7304881951	8816 Valley View Dr, Eden Prairie, MN, 55387	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22426	PRV	Natalie Medina	1972-05-23	UHC-72744-31	3972900505	—	0.94	Phone reformatted Email lower-cased Placeholder values cleared
PRV-20732	PRV	Gregory Wheeler	1949-09-13	UHC-48536-70	8287632378	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-24287	PRV	Dennis Moreno	1958-04-11	UHC-72206-74	4107074996	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22872	PRV	Grace S Harper	1981-06-12	UHC-75926-22	7989784285	6965 Sunset Blvd, Mesa, AZ, 85251	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21937	PRV	Sophia Z Carroll	1979-02-23	—	5816388412	5642 Desert Sky Blvd, Atlanta, GA, 30394	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-24915	PRV	Peggy Tucker	1993-08-05	UHC-50426-10	6546041409	3606 Mesa Dr, San Diego, CA, 92146	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-23949	PRV	Carlos Le	1944-10-15	—	5644707042	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25505	PRV	Luis U Adams	1983-06-10	—	7242337381	6541 Palm Dr, Phoenix, AZ, 85078	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-27168	PRV	Sofia Patel	2000-03-25	UHC-81293-58	2619156113	5736 Ocean Ave, Chandler, AZ, 85298	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-21564	PRV	Marilyn Nguyen	1982-03-21	UHC-42573-34	9505968736	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24905	PRV	Yuki Ward	1948-12-23	—	3777108627	4400 Central Ave, Miami, FL, 33132	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-25722	PRV	Lisa Hudson	1957-01-10	UHC-49171-42	7192763236	19 Broadway, Phoenix, AZ, 85068	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22857	PRV	Gabriel G Chen	1997-06-05	UHC-42326-53	3578173583	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-26400	PRV	Philip Q Schmidt	2000-12-08	UHC-62139-96	4006656162	5704 Bayshore Dr, Jacksonville, FL, 32280	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24810	PRV	Hannah Valdez	1981-05-11	—	7794830431	5846 Canyon Rd, Nashville, TN, 37202	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-29024	PRV	Ronald Silva	1946-07-18	—	8405450144	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-29025	PRV	Ronald Silva	1946-07-18	—	8405450144	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-25709	PRV	Madison Wheeler	1956-01-01	—	7733851670	612 Oak St, Jacksonville, FL, 32210	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-25662	PRV	George Washington	1982-02-08	—	3433175279	3555 Grand Ave, Miami, FL, 33122	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29146	PRV	Stephanie Brown	1980-11-02	UHC-58523-40	6625605636	7753 Desert Sky Blvd, Jacksonville, FL, 32297	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29421	PRV	Harold Delgado	1989-07-19	—	7113132644	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28732	PRV	Madison Cook	1952-12-22	UHC-03108-13	6748098021	2377 Mesa Dr, Glendale, AZ, 85393	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25809	PRV	Charles Alvarez	1994-01-24	—	5325968481	4176 Meadow Ln, Tempe, AZ, 85264	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-25178	PRV	Joyce Snyder	1961-01-07	—	6782539977	7991 Meadow Ln, Glendale, AZ, 85350	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25848	PRV	Roy Marshall	1942-10-15	UHC-12603-94	7468862063	266 Cedar Ln, Phoenix, AZ, 85008	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23296	PRV	Angela King	1988-12-23	UHC-91366-31	5689376706	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-25053	PRV	Lawrence Greene	1987-01-10	—	2909195527	2538 Sage Ct, Austin, TX, 78736	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-24206	PRV	Rebecca Lewis	1967-03-26	—	8059327399	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-28233	PRV	Janice L Hamilton	1977-02-23	—	3966720156	6541 Cedar Ln, Las Vegas, NV, 89137	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-24083	PRV	Sophia Hart	1944-01-04	UHC-60761-45	6904705630	4177 Grand Ave, Las Vegas, NV, 89109	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-25002	PRV	Gary Larson	1962-04-20	—	5447586594	892 Elm St, Columbus, OH, 43279	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-27814	PRV	Paul Marshall	1962-10-12	—	5663160388	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-25081	PRV	Kayla Gibson	1942-11-11	UHC-77064-16	6126257015	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-20134	PRV	Sarah Patterson	2000-04-06	UHC-49912-64	6097536003	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared

5,906 rows, page 111 of 119Previous Next