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-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-22935	PRV	Samantha Weber	1989-05-20	—	6716634990	4622 Palm Dr, Sacramento, CA, 95837	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28425	PRV	Jordan Wood	2004-05-05	—	4036427703	7709 Park Pl, Dallas, TX, 75285	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-22357	PRV	Nathan Hayes	1951-10-28	UHC-76338-71	9504367991	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22358	PRV	Nathan Hayes	1951-10-28	UHC-76338-71	9504367991	—	0.94	Phone reformatted 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-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-28229	PRV	Kathlen D Campbell	1977-12-12	—	9142394560	3195 Elm St, Minneapolis, MN, 55409	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24307	PRV	Arjun Johnston	1966-02-05	—	6319812942	3085 Forest Ave, Austin, TX, 78763	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-27217	PRV	Theresa K Knight	1975-05-06	UHC-65748-45	2818037645	7122 Mountain View Dr, Tampa, FL, 33697	0.94	Phone reformatted Whitespace trimmed 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-28560	PRV	Jacob Collins	1994-02-26	—	8392977137	—	0.94	Date of birth reformatted 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-23682	PRV	Timothy Castro	1964-07-24	UHC-74969-23	8914107340	4333 Palm Dr, Fresno, CA, 93746	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-22148	PRV	Roger Lewis	1956-02-03	—	8614905018	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25549	PRV	Michelle J Carpener	2003-12-26	UHC-19794-40	4466247822	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-23953	PRV	Diana Weaver	2001-11-18	UHC-47288-85	3627643940	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23251	PRV	Heather Webb	1971-06-17	UHC-98163-77	4213131810	4296 Harbor Blvd, Dallas, TX, 75252	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23094	PRV	Ralph G Burns	1962-07-13	—	2276157714	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-22827	PRV	Charles Taylor	1946-01-22	—	9494391473	3261 Jefferson Ave, Austin, TX, 78763	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-21638	PRV	Laura Wong	1951-08-09	UHC-97344-52	4932447322	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29390	PRV	Adam Schmidt	1973-02-12	—	2649415444	3416 Palm Dr, Orlando, FL, 32827	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28028	PRV	Peter Austin	1976-01-23	UHC-85220-86	4504836905	6884 Maple Ave, Gilbert, AZ, 85265	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
PRV-20437	PRV	Joyce M Oliver	1983-05-10	—	6146840237	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21143	PRV	Bobby Waang	1951-08-03	—	2386650626	167 Harbor Blvd, Sacramento, CA, 95888	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-29030	PRV	Arthur T Reid	1952-06-05	—	4499742444	—	0.94	Date of birth reformatted Phone reformatted 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-23990	PRV	Gerald W Scott	1942-08-24	—	3964549640	—	0.94	Date of birth reformatted 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-29028	PRV	Hannah Butler	1987-06-26	—	8963884504	5044 Union St, San Antonio, TX, 78212	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-25510	PRV	Ruth Palmer	1979-02-26	—	4838600196	—	0.94	Phone reformatted Whitespace trimmed 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-23277	PRV	Diana L Grant	1941-09-26	—	5215756151	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24956	PRV	Logan Green	1972-01-18	—	5134467856	32 Willow Ct, Chandler, AZ, 85266	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24842	PRV	Willie Moreno	1965-07-25	—	2845322100	—	0.94	Phone reformatted 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-27319	PRV	Rebeecca Casstro	1961-12-19	UHC-67749-01	3614421066	5577 Valley View Dr, Scottsdale, AZ, 85240	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-20718	PRV	Christian Gomez	1984-11-27	—	4393874184	7865 Bayshore Dr, Austin, TX, 78733	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22237	PRV	Daniel Wong	1981-07-10	UHC-33833-96	9673669916	4430 Meadow Ln, Jacksonville, FL, 32235	0.94	Phone reformatted Whitespace trimmed 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-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-22726	PRV	Cynthia Elliott	2007-09-02	—	5113382771	9248 Sage Ct, San Antonio, TX, 78200	0.94	Phone reformatted Whitespace trimmed 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-23095	PRV	Arjun Gutierrez	2005-12-12	UHC-35844-53	4976030816	1284 Canyon Rd, San Antonio, TX, 78238	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20172	PRV	William Contreras	1988-08-12	UHC-82947-39	7972873843	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27896	PRV	Theresa P Gonzales	1981-09-04	UHC-23093-68	6407373218	4832 Lake View Rd, Gilbert, AZ, 85258	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared

5,906 rows, page 113 of 119Previous Next