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

All sources, flag “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404937	CLM	Sara Berry	1946-03-16	—	—	2208 Park Pl, Dallas, TX, 75271	0.38	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-130337	ENR	Jese Armstrong	1941-04-03	UHC-52920-63	—	2778 Elm St, Miami, FL	0.38	Two-digit birth year Phone missing area code Member ID reformatted Street suffix standardised+3 more
CLM-410904	CLM	Charles Dunn	1993-10-24	UHC-26801-85	—	4956 Meadow Ln, Columbus, OH, 43288	0.38	Phone missing area code Street suffix standardised Address re-cased State name converted to code+3 more
TPA-51239	TPA	Randy Tucker	1975-05-03	—	—	8420 Central Ave, Jacksonville, FL, 32248	0.38	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-103507	ENR	Marcus Y Marshall	1992-01-02	UHC-36910-73	—	9121 Baseline Rd Apt 18, Mesa, AZ, 85226	0.38	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+3 more
CLM-424845	CLM	Keelly Andrews	1945-12-17	UHC-58244-95	—	6786 Washington St Apt 8, Scottsdale, AZ, 85272	0.38	Phone missing area code Unit split from street Street suffix standardised Address re-cased+3 more
TPA-62980	TPA	Anna Miller	1948-02-12	—	—	5134 Spring St Apt 10, Glendale, AZ, 85366	0.38	Phone missing area code Unit split from street Street suffix standardised Address re-cased+3 more
PRV-28650	PRV	Christopher Davis	1986-04-14	—	—	6306 Jefferson Ave, Atlanta, GA, 30301	0.38	Phone missing area code Street suffix standardised Address re-cased State name converted to code+3 more
ENR-103532	ENR	Ethhan Perry	1998-07-13	UHC-12378-37	—	3149 Sunset Blvd, San Antonio, TX	0.38	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-432206	CLM	Russell Andrews	—	—	—	672 Bayshore Dr # 481, Los Angeles, CA, 90038	0.38	Date of birth unreadable Phone missing area code Unit split from street Street suffix standardised+3 more
CLM-427876	CLM	Maria Palmer	—	UHC-45838-69	—	9185 Highland Ave, Las Vegas, NV	0.38	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+3 more
PRV-29371	PRV	Abigail S Webb	1997-07-23	—	—	7718 Harbor Blvd, Chandler, AZ, 85238	0.38	Phone missing area code Street suffix standardised Address re-cased State name converted to code+3 more
ENR-133097	ENR	Ralph R Grreen	1994-02-21	UHC-95379-38	—	831 Ridge Rd Apt 33, Mesa, AZ	0.38	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+3 more
CLM-422304	CLM	Omar Arnold	1976-04-22	UHC-09544-10	—	1974 Baseline Rd, Jacksonville, FL, 32254	0.38	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-118274	ENR	Emma A Rios	1960-01-12	UHC-40743-44	—	1383 Willow Ct, Denver, CO, 80297	0.38	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-24130	PRV	Beth R Howard	2001-12-10	—	—	6188 Church St, San Antonio, TX, 78214	0.38	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-104139	ENR	Brenda R Estrada	1963-12-15	UHC-89999-03	—	8397 Canyon Rd, Tucson, AZ, 85738	0.38	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-125427	ENR	Mason Cunningham	1994-06-09	UHC-61288-67	—	5701 Apache Blvd, San Diego, CA, 92112	0.38	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-104599	ENR	Joseph M Wang	1976-04-25	UHC-31813-40	—	7202 River Rd Apt 32, San Diego, CA	0.38	Name re-cased Phone missing area code Member ID reformatted Unit split from street+3 more
ENR-138352	ENR	Arjun Meyer	2006-05-24	UHC-25647-22	—	3470 Jefferson Ave, Phoenix, AZ	0.38	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-103663	ENR	Ralph F Burke	2002-09-27	UHC-69359-45	—	4824 River Rd, Atlanta, GA	0.40	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-50661	TPA	Ronald Gonzales	1951-05-19	—	—	2738 Central Ave, Jacksonville, FL	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
ENR-117674	ENR	Christopher H Perry	1989-12-01	UHC-52638-72	—	1905 Harbor Blvd, Sacramento, CA, 95893	0.40	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-432413	CLM	Judy Henry	1987-05-03	UHC-61460-03	—	—	0.40	Name split from “Last, First”Phone missing area code SSN last four extracted Gender normalised+2 more
ENR-100596	ENR	Juan Castro	1979-08-01	UHC-48650-39	—	3550 Sunset Blvd, San Antonio, TX, 78261	0.40	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-126913	ENR	Jennifer Moreno	1952-06-03	UHC-25859-06	—	6647 Valley View Dr, Las Vegas, NV, 89133	0.40	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-126940	ENR	Ann Wood	1950-12-23	UHC-47789-89	—	2226 Forest Ave, Minneapolis, MN	0.40	Name split from “Last, First”Phone missing area code ZIP missing Gender normalised+2 more
CLM-425510	CLM	Aaron Watkins	1967-12-08	—	—	7721 Maple Ave, Sacramento, CA	0.40	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-51842	TPA	Jean Gonzales	1989-11-19	—	—	6660 Lake View Rd, Sacramento, CA, 95853	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-118346	ENR	Michelle Herreera	1970-04-19	UHC-13353-75	—	3581 Ocean Ave Apt 33, Atlanta, GA, 30351	0.40	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+2 more
ENR-123962	ENR	Stephen N Brown	—	UHC-37752-51	—	2974 Baseline Rd, Austin, TX, 78743	0.40	Name split from “Last, First”Date of birth unreadable Phone missing area code Street suffix standardised+2 more
ENR-123766	ENR	Ross H Charles	1992-12-15	UHC-90074-48	—	8583 Elm St, Fresno, CA, 93771	0.40	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+2 more
ENR-104046	ENR	Vicky Martinez	1938-06-02	UHC-68159-11	—	5310 Baseline Rd, Orlando, FL	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
ENR-122075	ENR	Nancy J Contreras	1988-02-04	UHC-44710-83	—	8194 Jefferson Ave # 666, Denver, CO	0.40	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
ENR-134118	ENR	Amanda Little	1989-06-12	UHC-87673-57	—	8345 Lincoln Way, Mesa, AZ	0.40	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-133489	ENR	Kim Bryant	1999-01-19	UHC-33003-66	—	1902 Willow Ct, Dallas, TX, 75298	0.40	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
ENR-139244	ENR	Jose M Boyd	1961-05-09	UHC-21496-08	—	2859 River Rd, Sacramento, CA, 95805	0.40	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-408150	CLM	Hudson V Sarah	2008-11-07	UHC-43359-39	—	3760 Willow Ct # 157, Denver, CO, 80207	0.40	Name re-cased Phone missing area code Unit split from street Street suffix standardised+2 more
ENR-114950	ENR	Jake Welch	1958-01-25	UHC-92655-20	—	1663 Highland Ave, Jacksonville, FL, 32216	0.40	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-53689	TPA	Shron Johnston	1938-02-26	—	—	1670 Meadow Ln, Tempe, AZ	0.40	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
ENR-123543	ENR	Rebecca Z Park	—	UHC-38162-90	—	3900 Valley View Dr, San Diego, CA, 92109	0.40	Name re-cased Date of birth missing Phone missing area code Street suffix standardised+2 more
CLM-407763	CLM	Heather Hansen	1938-08-09	—	—	8586 Apache Blvd, Sacramento, CA, 95812	0.40	Name split from “Last, First”Phone missing area code SSN last four extracted State name converted to code+2 more
PRV-25434	PRV	Bobby Rodriguez	1967-01-04	UHC-12282-59	—	2655 Bayshore Dr Apt 13, Phoenix, AZ, 85052	0.40	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
PRV-25433	PRV	Bobby Rodriguez	1967-01-04	UHC-12282-59	—	2655 Bayshore Dr Apt 13, Phoenix, AZ, 85052	0.40	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
CLM-410753	CLM	Zachary Shaw	1965-07-13	UHC-32514-98	—	6728 Market St, Mesa, AZ, 85283	0.40	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
ENR-111021	ENR	Camila M Lucas	1959-11-09	UHC-50549-37	—	1620 Jefferson Ave, Dallas, TX	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
ENR-125667	ENR	Ray Sullivan	1989-08-22	UHC-05981-64	—	5591 Sage Ct, Chandler, AZ	0.40	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-112844	ENR	Daniel E Flores	1959-12-17	UHC-10911-11	—	4711 Mesa Dr # 570, Mesa, AZ, 85281	0.40	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112156	ENR	Valentina Moore	1979-09-23	UHC-89782-29	—	6292 Meadow Ln, Austin, TX, 78711	0.40	Name split from “Last, First”Phone missing area code City re-cased ZIP+4 trimmed+2 more
ENR-132496	ENR	Brian Rogers	1976-07-17	UHC-74277-16	—	2065 Baseline Rd, Tucson, AZ, 85791	0.40	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more

2,021 rows, page 4 of 41Previous Next