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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25723	PRV	Lisa V Hudson	1957-01-10	UHC-49171-42	7192763236	19 Broadway, Phoenix, AZ, 85068	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26963	PRV	Shirley L Harrison	1940-04-24	—	7475212037	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21959	PRV	Arjun R Hunt	2002-02-13	—	7077887410	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22972	PRV	Dylan F Wheeler	2000-01-26	—	7058103344	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26063	PRV	Gloria Johnson	1987-03-02	—	6965214868	3218 Hillcrest Rd, Orlando, FL, 32826	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26433	PRV	Matthew Marquez	1963-03-11	—	3106503184	3974 Harbor Blvd, Sacramento, CA, 95824	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-23311	PRV	Jordan Bowman	1977-09-10	—	3897491542	732 Bayshore Dr, Jacksonville, FL, 32291	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24579	PRV	Paul C Lewis	1972-03-11	—	6837386045	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28957	PRV	Peter Burtn	1996-12-18	—	7825019637	9727 Cedar Ln, Houston, TX, 77034	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22774	PRV	Sharon Rodriguez	1956-10-07	—	3695270221	3427 Cedar Ln, Scottsdale, AZ, 85202	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22419	PRV	Priya Clark	1940-07-26	—	7576815457	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21092	PRV	Maria Munoz	1974-05-22	UHC-02382-28	—	7712 Cedar Ln, Tempe, AZ, 85257	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-22287	PRV	Raymond Banks	2004-07-09	—	8823434683	2102 Central Ave, Denver, CO, 80236	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23850	PRV	Katherine Gomez	2008-07-28	—	7553635923	2883 Hillcrest Rd, Jacksonville, FL, 32213	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24470	PRV	Joshua Gordon	1958-12-25	—	4849116152	4104 Union St, Jacksonville, FL, 32286	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26338	PRV	Anna Y Greene	1986-02-14	UHC-19124-93	9875217391	9359 Lake View Rd, Denver, CO, 80222	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-22025	PRV	Arthur L Bennett	1999-10-06	UHC-95087-14	2059529160	9341 Forest Ave, Dallas, TX, 75241	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-24670	PRV	Daniel Henry	1994-05-09	UHC-35049-99	6498581674	8016 Maple Ave, Eden Prairie, MN, 55363	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26714	PRV	Brian Guzman	1991-03-04	—	4857924918	5697 Camelback Rd, Glendale, AZ, 85340	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-23871	PRV	Martha B Campbell	1939-01-15	UHC-30282-20	4762731071	4725 Highland Ave, Plano, TX, 75075	0.92	Member ID reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-28005	PRV	Jeffrey X Fernandez	1967-12-26	UHC-50567-88	2702394330	1440 Market St, Tucson, AZ, 85737	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-28802	PRV	Megan Young	1952-02-28	UHC-39931-30	3382809173	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28042	PRV	Gloria W Ward	1968-09-02	—	4968924413	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20576	PRV	Heather M Fisher	1961-01-07	UHC-92896-47	5242070320	3767 Market St, Los Angeles, CA, 90043	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27306	PRV	Hiroshi Brooks	1990-08-15	UHC-65032-33	4385737130	741 Canyon Rd, Nashville, TN, 37232	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21123	PRV	Eugene Young	1983-07-25	UHC-39535-18	2538700296	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21853	PRV	Joe Bishop	2006-09-16	—	2115342399	4760 Canyon Rd, Phoenix, AZ, 85094	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20848	PRV	Bruce Y Jones	1971-05-22	UHC-03857-67	7869575176	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-27518	PRV	Aaron Watkins	1967-12-08	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-20391	PRV	Steven Y Lewis	1941-11-08	UHC-52617-07	9614692590	5518 Harbor Blvd, Fresno, CA, 93783	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-27331	PRV	Linda A Dixon	1999-10-15	—	8506574803	705 Washington St, Fresno, CA, 93773	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24799	PRV	Maria Castro	1973-08-17	—	7587053617	571 Maple Ave, Denver, CO, 80249	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25009	PRV	Emily G Hunt	1961-05-13	UHC-56348-80	5389989523	1311 Indian School Rd, Atlanta, GA, 30392	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27393	PRV	Noah Campbell	1956-06-22	—	4165646647	3116 Canyon Rd, Seattle, WA, 98127	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22584	PRV	Judith U Roberts	2008-06-03	—	6588340136	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21475	PRV	Will Dominguez	1971-05-26	UHC-78896-13	4583567555	7833 Baseline Rd, Columbus, OH, 43213	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22650	PRV	Debra Bailey	1956-10-06	—	6614439082	2074 Cedar Ln, Glendale, AZ, 85375	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25733	PRV	Jordan Watson	1999-10-05	UHC-22725-60	8255465233	9846 Sunset Blvd, Fresno, CA, 93708	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21936	PRV	Douglas Garza	1946-09-15	UHC-82645-48	2734276134	1168 Cedar Ln, Phoenix, AZ, 85069	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26472	PRV	Philip O Tucker	1951-04-02	—	2667523626	8795 Spring St, Glendale, AZ, 85359	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-27088	PRV	Charles Perry	1954-09-03	UHC-24528-85	8819610904	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-20584	PRV	Tyleer Mitchell	1981-06-17	UHC-18397-61	6029846082	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28144	PRV	Sean Campbell	2004-05-09	UHC-72935-03	7992053462	1432 Lincoln Way, Orlando, FL, 32803	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28918	PRV	Ahmed James	1988-02-08	—	8457303632	818 Jefferson Ave, Austin, TX, 78754	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-27924	PRV	Jordan Herrera	1994-01-02	UHC-56597-74	9238697845	8958 Indian School Rd, Phoenix, AZ, 85053	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25688	PRV	Helen Estrada	1945-12-08	UHC-63825-95	2865999236	5639 Spring St, Las Vegas, NV, 89134	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-25654	PRV	Gary Jordan	1977-03-09	—	2163311280	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24589	PRV	Ray Martinez	1964-07-23	UHC-76339-68	3256581547	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25729	PRV	Stephen W Grant	1948-05-25	—	9095161196	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23731	PRV	Amanda Cook	1967-05-04	—	5578452757	802 Sage Ct, Miami, FL, 33123	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared

5,467 rows, page 97 of 110Previous Next