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 “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
CLM-400373	CLM	Rebecca Reed	1958-06-08	UHC-81612-39	7932157291	2410 Canyon Rd, Atlanta, GA, 30360	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-423340	CLM	Robert Watkins	2001-07-07	—	6409870505	8144 Grand Ave Apt 23, Dallas, TX, 75245	0.80	Phone reformatted Unit split from street City re-cased Placeholder values cleared
CLM-405530	CLM	Denise Dunn	—	—	3797197048	5263 Sunset Blvd, Tempe, AZ, 85239	0.80	Date of birth unreadable Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-405529	CLM	Denise Dunn	—	—	3797197048	5263 Sunset Blvd, Tempe, AZ, 85239	0.80	Date of birth unreadable Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-403873	CLM	Aaron M Schultz	1952-07-11	—	8763516658	5848 Bayshore Dr, Los Angeles, CA, 90070	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-412192	CLM	Russell Armstrong	1968-04-21	UHC-31168-68	9105869820	5989 Elm St, Houston, TX, 77098	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-404592	CLM	Jason King	1976-08-06	—	8065873303	9255 Palm Dr, Fresno, CA, 93751	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-425396	CLM	Samantha Wang	1964-06-05	UHC-20567-74	5812102534	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-422730	CLM	Benjamin Fuller	1964-03-15	—	2162739017	4702 Spring St, Nashville, TN, 37237	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-414563	CLM	Andrea Freeman	2006-08-15	UHC-42153-42	3934220811	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-420749	CLM	Laura Little	2001-07-05	—	8324771227	5519 Willow Ct, Chandler, AZ, 85219	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-414606	CLM	Bobby Myers	1961-06-22	UHC-57492-30	9815330819	—	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Placeholder values cleared
CLM-427470	CLM	Kavin Cunningham	1985-04-13	UHC-16391-20	9357176249	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-429953	CLM	Terry Cunninngham	2007-03-21	UHC-10855-14	2926003396	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-424349	CLM	Teresa Thompson	1988-10-23	UHC-51683-44	2478514923	3780 Mountain View Dr, Tempe, AZ, 85262	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
CLM-421631	CLM	Emily Wagner	—	UHC-20500-13	8417400837	956 Pine Dr, Glendale, AZ, 85307	0.80	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted
CLM-427884	CLM	Sara Delgado	1975-12-23	—	3327366791	7602 Mountain View Dr, Mesa, AZ, 85206	0.80	Name re-cased Phone reformatted SSN last four extracted Placeholder values cleared
CLM-407399	CLM	Pamela Matthews	1990-07-12	—	3643573993	7195 Sage Ct, Houston, TX, 77026	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-423957	CLM	Jason Burns	1975-12-26	UHC-85963-06	7353537719	5434 Camelback Rd, Eden Prairie, MN, 55310	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
CLM-423956	CLM	Jason Burns	1975-12-26	UHC-85963-06	7353537719	5434 Camelback Rd, Eden Prairie, MN, 55310	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
CLM-424861	CLM	Benjamin Rose	2007-04-19	UHC-01453-15	7459147095	1339 Willow Ct, Phoenix, AZ, 85073	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
CLM-406253	CLM	—Junk	2007-12-16	UHC-88685-49	5125269792	4941 Highland Ave, Columbus, OH, 43231	0.80	Phone reformatted City re-cased Placeholder values cleared No usable name (quarantined)
CLM-411857	CLM	Json Murray	1974-12-13	—	3019026165	4070 Lake View Rd, Tempe, AZ, 85273	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-430943	CLM	Michelle Bowman	1971-10-24	—	3967406707	7317 Oak St, Tampa, FL, 33639	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-412948	CLM	Mei Wells	1943-04-10	—	2103211829	4676 Meadow Ln, Sacramento, CA, 95888	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-424949	CLM	Andrew Palmer	1939-02-02	UHC-25445-68	4727111552	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-416187	CLM	Gabriel A Hayes	1988-05-07	UHC-38572-50	5726152702	6987 Maple Ave, Minneapolis, MN, 55421	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412376	CLM	Mei W Lee	1996-04-03	—	7883654205	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-421191	CLM	Sara Wood	1953-02-26	—	3772660464	89 Pine Dr, Orlando, FL, 32844	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-430881	CLM	Yuki White	1982-10-25	UHC-87519-70	4044403581	7035 Baseline Rd, Scottsdale, AZ, 85293	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-410297	CLM	Willie Mejia	—	UHC-65942-13	2302938681	—	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-401631	CLM	Jerry Walsh	1995-09-24	UHC-81721-07	6004562286	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-414515	CLM	Patricia Peters	2000-10-03	UHC-65406-11	9494045786	7041 Mountain View Dr, San Antonio, TX, 78254	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-425572	CLM	Janet Tucker	1972-06-26	UHC-36190-80	8512605489	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-400597	CLM	Anna Kelley	2002-01-02	UHC-40324-73	8749851574	3926 Harbor Blvd, San Diego, CA	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-420367	CLM	Mateo Thomas	1952-06-21	UHC-30713-28	6338039110	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-422950	CLM	Bradley Bryant	1990-12-16	UHC-99924-03	2034211154	3422 Lake View Rd, Atlanta, GA, 30370	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-409084	CLM	Kathryn Knight	1952-12-09	UHC-61419-84	6099650648	8540 Lake View Rd, Dallas, TX, 75238	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-404278	CLM	Ethan B Dean	1976-05-04	UHC-25740-72	6802038202	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-417456	CLM	Danielle Mejia	1972-12-12	—	3934232667	5814 Indian School Rd # 361, Charlotte, NC, 28287	0.80	Phone reformatted Unit split from street State code upper-cased Placeholder values cleared
CLM-427718	CLM	David Griffin	1958-07-13	—	5072899222	9704 Forest Ave, Scottsdale, AZ	0.80	Phone reformatted State code upper-cased ZIP missing Placeholder values cleared
CLM-407019	CLM	David Henry	1964-01-25	—	4593083073	4431 Harbor Blvd, Charlotte, NC, 28202	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-414146	CLM	Maria Little	1995-08-17	UHC-65630-58	7919203011	8543 Ridge Rd, Charlotte, NC, 28284	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-417416	CLM	Maria Bakar	1972-02-28	UHC-25029-78	6509038382	5242 Hillcrest Rd, Nashville, TN	0.80	Phone reformatted City re-cased ZIP missing Placeholder values cleared
CLM-418051	CLM	Samanthha X Olson	1980-08-18	UHC-70649-18	8876555252	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-418861	CLM	Luis Knight	1994-04-22	—	5532669759	4894 Bayshore Dr, Dallas, TX, 75283	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
CLM-402581	CLM	Teresa McCoy	1976-08-20	UHC-16722-55	2045096146	5413 Market St, Los Angeles, CA, 90000	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-413192	CLM	Frank Salazar	1988-09-10	UHC-98170-43	5212129491	7978 Desert Sky Blvd, Tucson, AZ, 85718	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-420532	CLM	Luis Patterson	1974-11-01	UHC-74727-19	5314841352	—	0.80	Name re-cased Phone reformatted SSN last four extracted Placeholder values cleared
CLM-417680	CLM	Kevin Y Jmienez	1979-05-15	—	2288754057	6825 Ocean Ave, Eden Prairie, MN, 55312	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared

11,960 rows, page 159 of 240Previous Next