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-427416	CLM	Karen Fowler	—	—	4298398474	—	0.80	Date of birth unreadable Phone reformatted Email lower-cased Placeholder values cleared
CLM-412516	CLM	Edward Gerrero	1995-11-06	—	5228952912	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-412488	CLM	Richard Tucker	1991-10-05	UHC-83126-16	6047247029	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-423798	CLM	Nancy Price	1998-01-02	UHC-34209-49	3512524864	5191 Palm Dr, San Antonio, TX, 78200	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-429298	CLM	Arthur Smith	1975-09-02	UHC-18016-81	8772636178	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407180	CLM	Diane Alvarez	1998-06-11	—	3585520249	7578 Central Ave, Plano, TX, 75055	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-406286	CLM	Janice Ellis	—	UHC-61445-16	2313540359	—	0.80	Date of birth missing Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-417738	CLM	Gregory Lopez	1942-03-15	UHC-33423-97	2759252106	9239 Market St, Charlotte, NC, 28231	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-409302	CLM	Natalie Wells	1985-11-10	—	5587023048	2363 Sage Ct, Dallas, TX, 75210	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-429164	CLM	Nathan Peters	1984-03-14	—	4543880965	7611 Spring St # 288, Gilbert, AZ, 85263	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-432549	CLM	Russell Jacobs	1986-02-10	—	7469542726	3278 Spring St, Denver, CO, 80225	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-426828	CLM	Nikholas Oliver	2007-08-25	UHC-92882-99	9814347871	7542 Jefferson Ave, Chandler, AZ, 85247	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-408504	CLM	Diego Hernendez	1949-07-26	UHC-13282-38	3516935004	8049 Jefferson Ave, Austin, TX	0.80	Name re-cased Phone reformatted ZIP missing Email lower-cased
CLM-406484	CLM	Heather Rose	1982-05-02	UHC-34695-21	7957193104	8623 Sage Ct, Houston, TX, 77089	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-426775	CLM	Bradley Weber	1991-06-17	UHC-33663-44	7224829611	6986 Pine Dr, Miami, FL, 33102	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-424422	CLM	Dorothy Harvey	2002-08-24	—	3136040690	4150 Apache Blvd, Glendale, AZ, 85322	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-410175	CLM	Douglas Cole	1985-09-18	UHC-11333-58	5235426565	9589 Maple Ave, Fresno, CA, 93716	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-415434	CLM	Sean Li	1947-11-05	UHC-37052-49	7755911817	8935 Cedar Ln, Gilbert, AZ, 85289	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-409600	CLM	Debra Olson	1973-11-04	UHC-20571-53	6247223764	8781 Indian School Rd, Orlando, FL, 32828	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-404698	CLM	Brenda L Stephens	2000-03-02	—	8762196814	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-404697	CLM	Brenda L Stephens	2000-03-02	—	8762196814	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-424042	CLM	Ruth Fox	1997-01-01	UHC-51091-44	4542466460	339 Baseline Rd, Austin, TX, 78765	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-402429	CLM	Hiroshi West	1974-08-08	UHC-60964-87	5019621321	2311 Bayshore Dr, Tucson, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-428211	CLM	Beverly Gonzalez	1995-11-24	UHC-10930-89	4328947915	6102 Camelback Rd, Seattle, WA, 98122	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-401332	CLM	Anddy Fiels	1995-03-23	UHC-34165-43	8035777942	3129 Main St, Jacksonville, FL, 32261	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-406351	CLM	Angela Lawson	1966-08-21	—	3325285419	1035 Bayshore Dr # 957, Dallas, TX, 75283	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-403097	CLM	Brian Mason	1953-12-05	UHC-06425-88	3076574597	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-409027	CLM	Aaron Bell	1940-03-15	—	5158857553	6456 Baseline Rd, Houston, TX, 77085	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-402636	CLM	Carolyn Fuller	1949-04-24	UHC-59404-46	8204205512	4866 Church St, San Diego, CA, 92120	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-425885	CLM	Bryan X Dominguez	1939-12-26	—	9708544869	2269 Sage Ct, Minneapolis, MN, 55442	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-410305	CLM	Jose Ross	2005-07-10	UHC-02279-47	9205245106	477 Willow Ct, Austin, TX, 78727	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
CLM-426343	CLM	Omar N Weaver	—	UHC-71491-85	7039799708	—	0.80	Name re-cased Date of birth missing Phone reformatted Placeholder values cleared
CLM-416809	CLM	Janet I Cruz	1955-06-17	—	7995542291	6842 Oak St, Chandler, AZ	0.80	Phone reformatted City re-cased ZIP missing Placeholder values cleared
CLM-425905	CLM	Janet Padilla	1974-06-13	UHC-27801-36	9404981769	5221 Washington St, Scottsdale, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-432585	CLM	Jose Walker	1967-09-02	UHC-06820-75	9264652931	687 Baseline Rd, Dallas, TX, 75246	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-430860	CLM	Benjamin K Vasquez	2006-04-10	UHC-82637-55	3042095884	5631 Mountain View Dr Apt 34, Orlando, FL, 32879	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
CLM-419852	CLM	Mason R Morales	1999-10-26	—	3927661155	7153 Washington St, Plano, TX, 75091	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-405883	CLM	Andrea Washington	1981-01-01	UHC-84724-16	6508071942	912 Palm Dr, Charlotte, NC, 28285	0.80	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed
CLM-415193	CLM	—Junk	2000-07-23	UHC-83160-56	4123761973	1425 Valley View Dr, Sacramento, CA, 95878	0.80	Phone reformatted Whitespace trimmed Placeholder values cleared No usable name (quarantined)
CLM-405005	CLM	Raymond W Greene	1961-03-25	UHC-85120-03	9677425859	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-400063	CLM	Christian Ruiz	1941-09-26	—	7716475423	1131 Union St, Columbus, OH, 43273	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-429640	CLM	Maria L King	1986-06-23	UHC-00290-12	4515487744	5666 Sage Ct, Columbus, OH, 43223	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-429096	CLM	Emily U Ramirez	1959-12-05	UHC-37730-93	5793312324	2364 Broadway, Tempe, AZ, 85294	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-412330	CLM	Amber S Adams	1973-09-14	UHC-14192-29	5052656345	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-407580	CLM	Alice Murphy	1967-09-28	UHC-19582-46	3518854451	6768 Baseline Rd Apt 13, Tampa, FL, 33640	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-429359	CLM	Margaret Knight	1952-08-24	—	6384374725	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-422931	CLM	Anthony Hunter	—	UHC-08886-47	4328052034	7734 Desert Sky Blvd, Atlanta, GA, 30338	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-421620	CLM	Terresa O Chavez	1955-12-19	—	8972857938	8567 Church St Apt 40, Houston, TX, 77019	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-407151	CLM	Hannah Rose	1969-11-16	—	2465355809	3727 Sunset Blvd, Denver, CO	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
CLM-407150	CLM	Hannah Rose	1969-11-16	—	2465355809	3727 Sunset Blvd, Denver, CO	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared

11,960 rows, page 147 of 240Previous Next