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

Claims, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429824	CLM	Scott Matrin	2007-07-10	UHC-42759-81	—	3618 Cedar Ln, Dallas, TX, 75214	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408085	CLM	Ryan Robinson	1946-08-04	—	—	1897 Ocean Ave Apt 2, Houston, TX, 77081	0.66	Date of birth reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
CLM-418241	CLM	Vincent Silva	1964-12-23	UHC-21678-20	—	1724 Valley View Dr # 352, Miami, FL, 33182	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-416964	CLM	Shirley Q Wag	1946-08-25	—	—	9684 Ridge Rd, Mesa, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-403938	CLM	Jerry Vasquez	2000-12-19	UHC-81842-70	—	3137 Willow Ct, Fresno, CA, 93701	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413456	CLM	Barb Edwards	1951-10-01	UHC-91524-18	8699664205	—	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-409081	CLM	Robert Tran	1979-03-12	UHC-15067-68	—	6155 Spring St, Plano, TX, 75008	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-420265	CLM	Christopher T Rios	—	UHC-69476-29	—	8480 Elm St, Plano, TX, 75044	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419848	CLM	Doris Chavez	1945-06-01	UHC-61116-89	—	3286 Bayshore Dr, Gilbert, AZ, 85234	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412390	CLM	Jack Russell	1972-04-12	—	—	7332 Church St, Seattle, WA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-416790	CLM	Fatima Bryant	2001-06-19	UHC-81628-53	—	5830 Willow Ct, Fresno, CA, 93700	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-412633	CLM	Judy Grza	1960-01-16	UHC-43428-27	—	3068 Jefferson Ave, Columbus, OH, 43263	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-418992	CLM	Sofia I Rioos	1992-06-06	UHC-21043-75	8688752423	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-419143	CLM	Yuki Perkins	1967-05-28	UHC-55774-23	—	329 Park Pl Apt 3, Dallas, TX, 75207	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-420566	CLM	Roy Young	1964-04-11	UHC-43268-74	6443274383	3149 Mountain View Dr # 640, Jacksonville, FL, 32273	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424230	CLM	Billy Lewis	2001-11-16	UHC-05923-12	—	3868 Harbor Blvd, Miami, FL, 33187	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-405877	CLM	Deborah Ramos	1996-05-03	UHC-13452-14	—	2747 Baseline Rd, Los Angeles, CA, 90008	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-409693	CLM	Christian Woods	1949-11-26	—	4828551573	9237 Main St, Plano, TX, 75076	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-421002	CLM	Debra Garza	1984-04-28	UHC-51147-76	—	6588 Ocean Ave, Columbus, OH, 43243	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-416099	CLM	Danielle King	1982-05-23	UHC-42664-83	—	6050 Park Pl, Fresno, CA, 93707	0.66	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-432414	CLM	Judy P Henry	1987-05-03	UHC-61460-03	4822949035	1612 Forest Ave, Tempe, AZ, 85263	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-416173	CLM	Ethan Q Moore	1993-04-26	—	8555204235	4536 River Rd, Chandler, AZ, 85291	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-422444	CLM	Amanda Alexander	1938-02-27	UHC-10695-82	9336832337	879 Sunset Blvd Apt 23, Houston, TX, 77027	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-419374	CLM	Christine Duncan	2004-09-21	—	—	5366 Canyon Rd, Minneapolis, MN, 55465	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407338	CLM	Elijah Sandoval	1995-08-03	UHC-68589-33	—	4630 Market St, Miami, FL, 33145	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421727	CLM	Mason S Garrett	2005-06-06	—	8725199267	6530 Bayshore Dr, Nashville, TN, 37281	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-415907	CLM	Alexis Reynolds	1988-03-04	—	—	5890 Harbor Blvd, Glendale, AZ, 85387	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-405591	CLM	Jose Lawrence	1967-12-22	UHC-16741-15	2338899604	4669 Lincoln Way, Plano, TX, 75040	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407125	CLM	Charles Richards	1999-10-04	UHC-80345-16	3193332198	7872 Hillcrest Rd, San Antonio, TX, 78201	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-432099	CLM	Rachel O Vazquez	1983-01-11	—	3859729498	7668 Central Ave, Atlanta, GA	0.66	Middle initial moved out of first name Name re-cased City re-cased ZIP missing+1 more
CLM-429579	CLM	Jacob Peters	1997-09-09	UHC-44382-28	—	7610 Highland Ave, Denver, CO	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-432704	CLM	Patrick Wells	1969-09-19	UHC-81827-11	6745804075	8113 Church St, Nashville, TN, 37297	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-417473	CLM	Grace Coleman	1983-09-28	UHC-12992-59	7408669557	9679 Meadow Ln, Tucson, AZ, 85711	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-403098	CLM	Sam Jensen	1962-07-24	—	7375593553	8073 Central Ave, Fresno, CA, 93739	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
CLM-420307	CLM	Tyler Mendez	1984-07-19	UHC-76563-32	—	8168 Church St, Tampa, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-415970	CLM	Jenny Hayes	2004-01-09	—	6818982160	314 Maple Ave, Phoenix, AZ, 85021	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425712	CLM	Ronald Moralse	1948-01-28	—	—	2228 Church St Apt 35, Phoenix, AZ	0.66	Unit split from street City re-cased ZIP missing Whitespace trimmed+1 more
CLM-410926	CLM	Rachel Willis	1975-12-03	UHC-19492-19	—	12 Ocean Ave, Charlotte, NC, 28279	0.66	Date of birth reformatted State code upper-cased ZIP+4 trimmed Gender normalised+1 more
CLM-431061	CLM	Jonathan Hunt	1991-05-28	—	—	7735 Valley View Dr, Plano, TX, 75023	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-428724	CLM	Victoria Peters	1974-07-28	—	6819061533	2121 Sage Ct, Miami, FL, 33152	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-428980	CLM	Carol O Bryant	1951-09-03	—	—	2505 Meadow Ln, Jacksonville, FL, 32292	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-425586	CLM	Betty Griffin	1981-06-15	UHC-94146-50	7358929307	3605 Washington St, Houston, TX, 77096	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-420324	CLM	DianaJunk	1996-05-28	—	—	—	0.66	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared+1 more
CLM-420118	CLM	Jose Mejia	1978-12-13	UHC-36493-03	9849050168	4197 Indian School Rd, Fresno, CA, 93711	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425452	CLM	Jeffrey Myers	—	UHC-57569-28	7898148784	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-402182	CLM	Alexis T Harrison	1954-01-19	UHC-84201-75	—	6782 Sunset Blvd, Los Angeles, CA, 90091	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-401798	CLM	Gibson Y Matthew	1973-03-05	—	3612678988	7642 Market St, Sacramento, CA, 95816	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409661	CLM	Santiago Rios	1946-05-18	UHC-40928-42	4377457758	8884 Pine Dr, Tucson, AZ, 85797	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-415595	CLM	Jackie Wang	1977-10-24	UHC-85294-14	—	6566 Indian School Rd, Tempe, AZ, 85266	0.66	Two-digit birth year City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-412414	CLM	Harold Smith	1965-12-25	—	—	6838 Camelback Rd, Denver, CO, 80214	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more

30,862 rows, page 157 of 618Previous Next