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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20510	PRV	Frank Li	1974-10-04	—	3346189898	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-23864	PRV	Hannah Nelson	1960-11-08	—	—	8044 Grand Ave, Tucson, AZ, 85723	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-21546	PRV	Ronald James	2006-09-11	UHC-93023-09	3062271480	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-25091	PRV	Shirley Grant	1947-08-11	—	9498189244	122 Forest Ave, Scottsdale, AZ, 85240	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-22434	PRV	Arjun Richardson	2005-06-21	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-20902	PRV	Douglas Tran	1989-11-23	UHC-80256-41	3402778579	3176 Jefferson Ave, San Diego, CA, 92141	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-21969	PRV	Abigail Perez	1980-05-24	UHC-17361-46	8388802281	7594 Sage Ct, Las Vegas, NV, 89115	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-28156	PRV	Logan V Patterson	1962-09-14	UHC-77830-85	—	9384 Lincoln Way, Minneapolis, MN, 55467	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-23144	PRV	Dorothy Elliott	1963-04-10	—	6238675387	6036 Highland Ave, Plano, TX, 75048	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-27389	PRV	Sara Hoffman	1944-11-21	—	4095091371	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-22771	PRV	Mariana Johnson	1997-03-21	UHC-60276-16	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-24321	PRV	Yuki Foter	1987-04-23	UHC-89406-61	9873332156	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-23373	PRV	Ronald H Chapman	2004-08-27	—	2117593716	9311 Harbor Blvd, Gilbert, AZ, 85275	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27768	PRV	Morrison Sandra	2004-08-01	UHC-31250-45	3203309882	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-22572	PRV	Matthew P James	1951-01-26	UHC-98968-13	—	2831 Canyon Rd, Nashville, TN, 37249	0.94	Name re-cased Email lower-cased Placeholder values cleared
PRV-25377	PRV	Walter Guzman	1980-07-20	—	9268843798	9478 Washington St, Tucson, AZ, 85787	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-24544	PRV	Patrick A Kelly	1994-03-12	UHC-50584-30	5546830225	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-24238	PRV	Bruec Wood	2005-07-12	—	4976394392	7942 Church St, Tampa, FL, 33626	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-28744	PRV	Edward E Davis	1969-12-02	UHC-71730-05	2215709716	3287 River Rd, Sacramento, CA, 95816	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-29128	PRV	Sean Z Flores	1975-04-12	—	—	8026 Camelback Rd, Miami, FL, 33122	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-23094	PRV	Ralph G Burns	1962-07-13	—	2276157714	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-23783	PRV	Josh Stone	1977-08-07	—	7415293754	9296 Jefferson Ave, Plano, TX, 75096	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-24392	PRV	Lori Elliott	1987-11-02	—	—	6009 Jefferson Ave, Denver, CO, 80248	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-25325	PRV	Roger F Arnold	2005-06-25	—	2925753939	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-28995	PRV	Hiroshi G Wright	1959-12-12	UHC-21577-09	4829638739	2169 Main St, Chandler, AZ, 85272	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-20101	PRV	Aisha Martinez	1982-02-27	UHC-74899-52	7212464143	6467 Broadway, Orlando, FL, 32886	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-28331	PRV	Jeremy Mason	1962-12-28	UHC-67531-66	8153981570	4853 Apache Blvd, Jacksonville, FL, 32253	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-28910	PRV	Aisha Gomez	1982-11-15	—	9752021738	4319 Ocean Ave, Tucson, AZ, 85798	0.94	Name re-cased Email lower-cased Placeholder values cleared
PRV-21174	PRV	Emily Rojas	1973-08-11	—	4547015886	3791 Baseline Rd, Mesa, AZ, 85242	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-20009	PRV	Vincent Oliver	1973-05-14	UHC-16577-40	7476422564	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-23572	PRV	Natalie Turner	1989-06-07	—	4034244528	9798 Spring St, San Antonio, TX, 78202	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-25067	PRV	Russell Q Matthews	1964-12-28	—	9684397875	8711 Union St, San Antonio, TX, 78245	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-25768	PRV	Christine W Stevens	1983-06-13	UHC-87437-98	—	9540 Broadway, San Antonio, TX, 78215	0.94	Name re-cased Address re-cased Placeholder values cleared
PRV-27363	PRV	Sharon Wilson	1960-07-09	—	9115479369	9327 Highland Ave, Glendale, AZ, 85346	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-24289	PRV	Garrett V Kathleen	1959-05-02	UHC-55711-88	6927725384	9748 Market St, Fresno, CA, 93748	0.94	Name re-cased City re-cased Placeholder values cleared
PRV-21368	PRV	Stephen Russell	1971-10-09	UHC-67042-21	9222453799	6613 Jefferson Ave, Orlando, FL, 32877	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-25545	PRV	Doris F Contreras	1982-06-15	UHC-33127-95	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-20776	PRV	Terry Elliott	1980-07-19	UHC-19456-25	6812696009	5002 Palm Dr, Fresno, CA, 93752	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-26934	PRV	Eugene Harper	1961-01-04	—	7052485267	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-26933	PRV	Eugene Harper	1961-01-04	—	7052485267	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-22865	PRV	Ralph Johnson	1939-11-02	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-25524	PRV	Gray S Bruce	1997-05-17	UHC-70709-95	3182063982	3961 Baseline Rd, Minneapolis, MN, 55410	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-29322	PRV	Mateo Simpson	1994-10-16	UHC-34741-79	2039855055	2939 Broadway, Las Vegas, NV, 89108	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-29127	PRV	Diego Collins	2006-12-06	—	7065794686	1389 Lincoln Way, Plano, TX, 75034	0.94	Name re-cased Email lower-cased Placeholder values cleared
PRV-27634	PRV	Marcus Foster	1961-09-23	—	6838722074	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-23525	PRV	Martha Powell	1943-12-23	UHC-78239-03	9737120551	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-23210	PRV	Fatima Collnis	1999-12-24	UHC-63611-25	6343053581	9073 Lincoln Way, Denver, CO, 80205	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-25365	PRV	Laura Banks	1969-10-15	UHC-77350-19	6505823891	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-20821	PRV	Noah Chapman	2002-04-15	UHC-65294-57	—	397 Palm Dr, Phoenix, AZ, 85078	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-24902	PRV	Frances Black	1973-01-08	—	7653643713	—	0.94	Name re-cased Phone reformatted Placeholder values cleared

3,816 rows, page 74 of 77Previous Next