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 “Date of birth unreadable”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth unreadableClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405571	CLM	Lawrence Sullivan	—	UHC-85120-50	—	—	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-419240	CLM	Danielle Brooks	—	UHC-25272-64	5736317541	533 Maple Ave, Scottsdale, AZ, 85253	0.68	Name re-cased Date of birth unreadable Phone reformatted Gender normalised
CLM-425211	CLM	Andrea Q Hudon	—	UHC-74064-92	—	2166 Lake View Rd, Los Angeles, CA, 90067	0.68	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased
CLM-401602	CLM	Douglas Carr	—	UHC-34967-07	—	8779 Highland Ave, Phoenix, AZ, 85020	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
CLM-421861	CLM	Judith Murray	—	UHC-15847-88	—	235 Main St # 245, Columbus, OH, 43289	0.68	Date of birth unreadable Unit split from street Whitespace trimmed Placeholder values cleared
CLM-418263	CLM	Zachary Montgomery	—	UHC-85166-96	—	8393 Ocean Ave, Glendale, AZ, 85392	0.68	Date of birth unreadable SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-423058	CLM	Janice Rice	—	—	—	7691 Forest Ave, Glendale, AZ, 85325	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
CLM-423816	CLM	Samantha Lawson	—	UHC-59223-01	—	—	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-430360	CLM	Jean Campbell	—	—	—	—	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
CLM-432485	CLM	Jack Jacobs	—	—	—	7442 Washington St, Glendale, AZ, 85324	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-414729	CLM	Anggela Perkins	—	—	—	2249 Mountain View Dr, Mesa, AZ, 85298	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
CLM-406774	CLM	Russell Stewart	—	UHC-99532-19	2287968735	—	0.68	Name split from “Last, First”Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-425150	CLM	Brandon Owens	—	UHC-82663-44	3977177912	—	0.68	Name split from “Last, First”Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-418288	CLM	Natalie Stewart	—	UHC-71635-91	8013968414	—	0.68	Date of birth unreadable Phone reformatted Gender normalised Whitespace trimmed
CLM-418324	CLM	Omar Moore	—	UHC-47663-42	2598112902	—	0.68	Name re-cased Date of birth unreadable Gender normalised Plan code upper-cased
CLM-402827	CLM	Ruth Wells	—	—	8227708183	7402 Sage Ct # 791, Tempe, AZ, 85264	0.68	Date of birth unreadable Unit split from street Whitespace trimmed Placeholder values cleared
CLM-410674	CLM	Amanda Hunt	—	UHC-44646-26	—	88 Broadway, Jacksonville, FL	0.68	Date of birth unreadable City re-cased ZIP missing Placeholder values cleared
CLM-413556	CLM	Johnny Watkins	—	UHC-85271-08	—	7718 River Rd, Nashville, TN, 37276	0.68	Name re-cased Date of birth unreadable Gender normalised Placeholder values cleared
CLM-409406	CLM	Olivia Campbell	—	—	6424320170	—	0.68	Date of birth unreadable Phone reformatted Gender normalised Placeholder values cleared
CLM-422974	CLM	Melissa Owens	—	UHC-20322-63	—	7251 Sunset Blvd, San Antonio, TX, 78222	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
CLM-407058	CLM	Benjamin Yang	—	UHC-59355-41	—	8627 Washington St, Phoenix, AZ, 85084	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
CLM-426371	CLM	Heather Pena	—	—	9155561340	6554 Baseline Rd, Tucson, AZ, 85708	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
CLM-413284	CLM	Jon I Pierce	—	UHC-45594-56	—	4558 Ocean Ave, Chandler, AZ, 85237	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
CLM-410193	CLM	Christina Burton	—	UHC-38322-16	—	—	0.68	Date of birth unreadable Member ID reformatted Gender normalised Placeholder values cleared
CLM-420104	CLM	Ashley Park	—	UHC-77999-99	—	—	0.68	Name re-cased Date of birth unreadable Phone missing area code Placeholder values cleared
CLM-403713	CLM	Diana Meeyer	—	UHC-82280-75	9075198026	5374 Sunset Blvd, Tucson, AZ	0.68	Date of birth unreadable Phone reformatted ZIP missing Placeholder values cleared
CLM-428224	CLM	Karen Fisehr	—	UHC-80767-69	—	3938 Camelback Rd, Austin, TX, 78730	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
CLM-404644	CLM	Sean C Torres	—	—	—	1225 Park Pl, Las Vegas, NV, 89121	0.68	Date of birth unreadable ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-409943	CLM	Gerald Carpenter	—	UHC-74053-63	5949028540	6030 Meadow Ln, Tucson, AZ, 85772	0.68	Date of birth unreadable SSN last four extracted City re-cased Placeholder values cleared
CLM-423661	CLM	Andrew U Nunez	—	UHC-64434-62	—	9834 Elm St # 965, Austin, TX, 78793	0.68	Date of birth unreadable Unit split from street Whitespace trimmed Placeholder values cleared
CLM-432151	CLM	Timothy Nunez	—	UHC-87616-06	7109259699	3333 Church St, Los Angeles, CA, 90015	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-411337	CLM	Margaret Roberts	—	—	—	—	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
CLM-426848	CLM	Hannah Martin	—	UHC-93034-52	—	483 Central Ave, Plano, TX, 75019	0.68	Date of birth unreadable City re-cased Gender normalised Placeholder values cleared
CLM-428176	CLM	Greg Rosse	—	UHC-54198-54	—	—	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
CLM-428175	CLM	Greg Rosse	—	UHC-54198-54	—	—	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
CLM-421914	CLM	Helen Mills	—	UHC-72226-56	6919339184	8254 Cedar Ln Apt 27, San Diego, CA, 92127	0.68	Date of birth unreadable Phone reformatted Unit split from street Whitespace trimmed
CLM-426311	CLM	Cynthia Robinson	—	UHC-25770-44	—	1360 Meadow Ln, Houston, TX, 77037	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
CLM-404815	CLM	Bobby Rivera	—	UHC-50386-34	—	6527 Washington St, Scottsdale, AZ, 85236	0.68	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed
CLM-400774	CLM	Mark Freeman	—	UHC-14472-19	—	8601 Jefferson Ave, Scottsdale, AZ, 85277	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
CLM-430659	CLM	Judith Schultz	—	UHC-26690-16	2745662670	1867 Pine Dr, Houston, TX, 77077	0.68	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased
CLM-431184	CLM	Jean Nunez	—	—	—	1238 Central Ave, Nashville, TN	0.68	Date of birth unreadable ZIP missing Whitespace trimmed Placeholder values cleared
CLM-410822	CLM	Teresa Hudson	—	—	—	7336 Mountain View Dr, Nashville, TN, 37259	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-410771	CLM	Abigail Johnston	—	UHC-13519-75	—	—	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
CLM-407178	CLM	Ahmed Wallace	—	UHC-37460-16	—	4100 Cedar Ln, Scottsdale, AZ, 85220	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
CLM-430217	CLM	Virginia Hansen	—	UHC-14278-08	—	3692 Sunset Blvd, Jacksonville, FL	0.70	Date of birth unreadable ZIP missing Placeholder values cleared
CLM-408301	CLM	Michelle Jensen	—	—	—	311 Park Pl, Nashville, TN, 37217	0.70	Date of birth unreadable Gender normalised Placeholder values cleared
CLM-429501	CLM	Abigail Tunrer	—	UHC-81001-64	—	1536 Lake View Rd, Nashville, TN, 37272	0.70	Date of birth unreadable State name converted to code Placeholder values cleared
CLM-416849	CLM	Debra Elliott	—	UHC-39687-17	—	2215 Valley View Dr, Orlando, FL, 32858	0.70	Name split from “Last, First”Date of birth unreadable Placeholder values cleared
CLM-401558	CLM	Roger R George	—	UHC-68033-85	—	6203 Maple Ave, Minneapolis, MN, 55427	0.70	Name split from “Last, First”Date of birth unreadable Placeholder values cleared
CLM-416325	CLM	Deborah W Maldonado	—	UHC-25667-87	—	904 Canyon Rd, Fresno, CA, 93786	0.70	Date of birth unreadable Street suffix standardised Address re-cased

753 rows, page 11 of 16Previous Next