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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26113	PRV	Melissa Hansen	1996-03-18	—	—	5176 Lincoln Way, Las Vegas, NV, 89109	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
PRV-25264	PRV	Olivia Duncan	1983-01-27	UHC-66759-58	2285278900	894 Mountain View Dr, Tampa, FL	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
PRV-29529	PRV	Laura U Fox	1942-12-04	—	2542533119	3669 Spring St, Minneapolis, MN, 55474	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
PRV-22525	PRV	Jose P Dean	1950-05-02	UHC-46188-06	—	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
PRV-21499	PRV	Charlotte D Pierce	1952-11-13	—	—	6045 Meadow Ln, San Antonio, TX, 78265	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-22576	PRV	Alexander N Hall	1964-08-13	UHC-37831-18	—	1436 River Rd, Nashville, TN, 37292	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-25036	PRV	Wil Gonzales	1977-08-17	UHC-92544-37	4629391825	2689 Market St, Minneapolis, MN, 55475	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed
PRV-21608	PRV	Brian X Martin	1955-12-12	—	2929755523	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-21269	PRV	Scott Moreno	1984-10-06	—	8098523632	3320 Cedar Ln, Dallas, TX, 75245	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-20379	PRV	Donald J Brown	2007-05-16	UHC-36042-29	5009602474	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27220	PRV	Bryan Hanson	2007-11-19	—	5988138737	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28977	PRV	Maria M Dunn	1994-05-25	—	4276668119	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
PRV-28976	PRV	Maria M Dunn	1994-05-25	—	4276668119	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
PRV-22692	PRV	Eugene Jones	1966-02-20	UHC-84030-43	—	1907 Broadway, Chandler, AZ, 85295	0.68	Name split from “Last, First”SSN last four extracted Address re-cased Placeholder values cleared
PRV-23578	PRV	Henry Gmez	1957-07-16	—	—	8724 Bayshore Dr, Scottsdale, AZ, 85211	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-27836	PRV	Isabella Lopez	1942-02-10	UHC-11066-76	—	2688 Maple Ave, Nashville, TN, 37280	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28697	PRV	Gloria Martin	1989-09-15	UHC-38570-43	6596731875	6216 Canyon Rd, Miami, FL, 33155	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
PRV-20553	PRV	Emily Warren	1996-07-11	UHC-27010-24	—	2811 Central Ave, Austin, TX, 78730	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-29137	PRV	Kathryn Watkins	1957-03-14	UHC-05724-67	3434525990	2121 Union St, Nashville, TN, 37261	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Placeholder values cleared
PRV-26516	PRV	Brittany P Garcia	1976-07-09	UHC-27108-61	8594870886	9096 Meadow Ln, Phoenix, AZ, 85007	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-27868	PRV	Hannah Ford	1986-05-08	UHC-68283-93	3669698143	5236 Willow Ct, Fresno, CA, 93752	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-26436	PRV	Aisha Hernandez	2005-10-20	—	—	4692 Jefferson Ave, San Diego, CA, 92139	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-27320	PRV	Dylan Harper	1993-07-23	UHC-06152-86	6382368727	2458 Palm Dr, Tampa, FL, 33643	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-26118	PRV	Donald U Li	1938-05-07	UHC-27526-41	—	3587 Desert Sky Blvd, Phoenix, AZ, 85048	0.68	Name split from “Last, First”Middle initial moved out of first name Whitespace trimmed Placeholder values cleared
PRV-20867	PRV	Larry Z Fields	1965-01-26	UHC-33543-82	—	9784 Forest Ave, Houston, TX, 77060	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
PRV-20866	PRV	Larry Z Fields	1965-01-26	UHC-33543-82	—	9784 Forest Ave, Houston, TX, 77060	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
PRV-22177	PRV	Madison O Garrett	1942-04-18	UHC-53981-25	3276414185	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-25696	PRV	Theresa A McDonald	—	—	7657923963	—	0.68	Name split from “Last, First”Date of birth unreadable Phone reformatted Placeholder values cleared
PRV-26107	PRV	Virginia Butelr	2007-10-13	UHC-66385-71	2373512451	2022 Spring St, Las Vegas, NV, 89163	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-21259	PRV	Patrick Gutierrez	1993-10-02	UHC-38230-55	—	6794 Cedar Ln, Mesa, AZ, 85275	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-21960	PRV	Donald Castillo	1942-07-26	—	5183424288	2970 Market St, Phoenix, AZ	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
PRV-25743	PRV	Kayla McDonald	2004-09-08	UHC-78221-66	4042634903	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-28557	PRV	Carlos Webb	1949-12-20	—	8783040123	7922 Canyon Rd, Tempe, AZ, 85242	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
PRV-25694	PRV	Laura Z Morris	1955-05-12	UHC-18122-11	—	6637 Washington St, San Antonio, TX, 78233	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-20171	PRV	Roger Bell	1986-11-02	UHC-49797-35	9578753466	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
PRV-29069	PRV	Natan G Lee	1995-03-24	—	5087645433	9123 Desert Sky Blvd # 870, Plano, TX, 75098	0.68	Name split from “Last, First”Phone reformatted Unit split from street Placeholder values cleared
PRV-24843	PRV	Willie G Mreno	1965-07-25	—	2845322100	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-25624	PRV	Peter Cunningham	1965-02-27	UHC-99835-78	7143207399	7919 Union St, Plano, TX, 75005	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-28429	PRV	Andrew Montgomery	1945-08-15	—	7472401135	3903 Mesa Dr, San Antonio, TX, 78284	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-25218	PRV	Arthur T Gibson	1982-09-25	—	2933056159	6998 Cedar Ln, Austin, TX, 78736	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-27107	PRV	Kevin Ruiz	1971-07-27	—	—	5977 Desert Sky Blvd, Austin, TX, 78758	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-24019	PRV	Omar Mason	1987-04-02	UHC-04768-23	5855453290	8246 Union St, Minneapolis, MN, 55445	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-28896	PRV	Douglas Russell	1997-07-01	—	—	3018 Harbor Blvd Apt 3, Sacramento, CA, 95872	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
PRV-21954	PRV	Raymond Rodriguez	1980-09-11	—	7043124628	6125 Meadow Ln Apt 11, Denver, CO, 80288	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
PRV-26842	PRV	Ken James	1941-08-01	—	—	2485 Baseline Rd, Gilbert, AZ, 85229	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-23249	PRV	Steven Phillips	1955-03-05	UHC-41677-84	6174680026	486 Bayshore Dr Apt 30, Nashville, TN, 37224	0.68	Name split from “Last, First”Phone reformatted Unit split from street Placeholder values cleared
PRV-27666	PRV	Justin Rojas	—	—	4103007271	2150 Highland Ave, Atlanta, GA, 30332	0.68	Name split from “Last, First”Date of birth missing Whitespace trimmed Placeholder values cleared
PRV-26228	PRV	Wallace Carolyn	1997-07-24	UHC-71193-56	3997914383	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-28188	PRV	Marcus Montgoery	1966-02-07	UHC-94734-12	—	1942 Meadow Ln, Chandler, AZ, 85203	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-28189	PRV	Marcus Montgoery	1966-02-07	UHC-94734-12	—	1942 Meadow Ln, Chandler, AZ, 85203	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared

957 rows, page 14 of 20Previous Next