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-408336	CLM	Mateo Gonzales	1978-04-10	UHC-83490-21	4712284517	7746 Ocean Ave, Tempe, AZ, 85292	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412008	CLM	Gerald B Jons	1943-06-01	—	2072198039	6618 Church St, Tempe, AZ, 85268	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413831	CLM	Timothy Gonzalez	1941-09-16	UHC-61416-81	4007391945	9092 Willow Ct, Minneapolis, MN, 55494	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430471	CLM	Elijah N Jensen	1939-08-12	UHC-95595-94	8934204656	8686 Harbor Blvd, Houston, TX, 77009	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-402719	CLM	Marcus Marshall	1992-01-02	—	5889796959	9121 Baseline Rd, Mesa, AZ, 85226	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-413757	CLM	George Reynolds	1989-10-21	—	5128949093	7003 Valley View Dr, Glendale, AZ, 85329	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-413758	CLM	George Reynolds	1989-10-21	—	5128949093	7003 Valley View Dr, Glendale, AZ, 85329	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416265	CLM	Jonathan Weaver	1970-01-17	—	8689333157	7790 Park Pl, Nashville, TN, 37221	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418291	CLM	Margaret F Nichols	1969-01-18	—	5594918770	4873 Sage Ct, Dallas, TX, 75225	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415115	CLM	Chavez Rebecca	1973-10-17	UHC-20228-30	8185646492	1883 Main St, Plano, TX, 75084	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416408	CLM	Arjun Robertson	1980-11-11	UHC-87084-84	4112212069	4498 Washington St, Jacksonville, FL, 32242	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403850	CLM	Larry Arnold	1978-01-01	—	2113956342	1043 Ocean Ave, Tucson, AZ, 85745	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426416	CLM	Arthr Holmes	1979-10-16	UHC-61995-62	4005834862	6471 Meadow Ln, Austin, TX, 78734	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-415553	CLM	Gregory Howard	1941-03-20	UHC-16734-85	8202439409	101 Main St, Tucson, AZ, 85777	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416637	CLM	Carls Ford	1973-06-22	UHC-51499-08	8544796446	3488 Palm Dr, Tucson, AZ, 85712	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-418678	CLM	Yuki Hanson	1981-03-04	UHC-02203-04	5829358898	8102 Market St, Plano, TX, 75071	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407073	CLM	Charlotte Coleman	1994-05-05	UHC-33194-46	7035761622	4598 Baseline Rd, Nashville, TN, 37221	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-410601	CLM	Paul Bailey	1947-01-06	—	3434219269	2994 Pine Dr, Las Vegas, NV, 89146	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-406235	CLM	Victoria Schmidt	1988-06-12	—	5377627244	4939 Church St, Gilbert, AZ, 85276	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422879	CLM	Jonathan Kelly	1985-10-27	UHC-10931-15	5845997566	5606 Washington St, Phoenix, AZ, 85082	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-412658	CLM	Dorothy D Mndoza	2003-07-02	UHC-99229-94	8487269376	953 Ocean Ave, Miami, FL, 33128	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401615	CLM	Ralph C Harper	1950-06-14	UHC-37758-70	8224266008	712 Elm St, Plano, TX, 75055	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404464	CLM	Bruce Stephens	1938-03-04	—	4106070075	6482 Union St Apt 5, Orlando, FL, 32844	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-400018	CLM	Autsin Henry	2008-03-02	UHC-53911-82	7104069848	4483 Hillcrest Rd, Atlanta, GA, 30327	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-411178	CLM	Victoria Padilla	1952-10-26	UHC-84331-08	5064162948	5959 Canyon Rd, Las Vegas, NV, 89122	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-422938	CLM	George Kennedy	1953-06-02	UHC-87028-23	8164573278	8012 Camelback Rd, Sacramento, CA, 95865	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416482	CLM	Arthur Guzman	1951-01-13	—	2469255618	3798 Willow Ct, Fresno, CA, 93717	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416483	CLM	Arthur Guzman	1951-01-13	—	2469255618	3798 Willow Ct, Fresno, CA, 93717	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415091	CLM	Daniel Reid	1939-01-23	—	4775240045	8395 Camelback Rd, Columbus, OH, 43209	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-406870	CLM	Virginia N Carr	1959-09-19	UHC-61614-40	3254451452	9085 Church St, Dallas, TX, 75283	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426754	CLM	Walter Benntt	1995-10-25	UHC-35632-44	5532117517	9390 Spring St, San Diego, CA, 92121	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408794	CLM	Alex James	1942-04-05	UHC-26212-35	6717390757	2652 Canyon Rd, Scottsdale, AZ, 85237	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402906	CLM	Janice Anderson	1981-10-10	—	7292220567	8439 Indian School Rd, Atlanta, GA, 30360	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422667	CLM	Sean I Watkins	1967-09-15	UHC-94342-84	2677671121	9284 Ridge Rd, Seattle, WA, 98191	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430575	CLM	Arthur Robertson	1989-05-18	—	2265306934	1370 Baseline Rd, Houston, TX, 77045	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412594	CLM	Natalie C Nelson	1944-03-01	—	8009397909	402 Ridge Rd, Plano, TX, 75056	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400589	CLM	Alan L Contreras	1939-06-09	UHC-96866-71	5394291294	7196 Bayshore Dr, Tampa, FL, 33627	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419666	CLM	Scott Moreno	1982-06-28	UHC-06606-92	5632549383	6152 Broadway, San Antonio, TX, 78212	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
CLM-401100	CLM	Martha Padilla	1940-01-26	—	3902255298	3228 River Rd, Tempe, AZ, 85202	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-414624	CLM	Kathy Andrws	1960-05-22	UHC-09149-87	3092080763	4573 Baseline Rd, Phoenix, AZ, 85036	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404582	CLM	Jacob Simpson	2000-01-24	UHC-02926-18	6627987381	4452 Maple Ave, Charlotte, NC, 28267	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-410027	CLM	Fatima Simmons	1999-03-09	UHC-08560-99	4598886174	388 Church St, Columbus, OH, 43239	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430717	CLM	Amanda Q Guerrrero	2007-07-09	UHC-02982-66	4982625552	3110 Jefferson Ave, Denver, CO, 80208	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407103	CLM	Mark Fisher	1991-05-05	UHC-49886-81	5787790779	585 Spring St, Chandler, AZ, 85258	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-429583	CLM	Victoria Lnych	1983-07-12	—	3868037372	5827 Indian School Rd, Sacramento, CA, 95821	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417503	CLM	Carolyn Luna	1999-11-27	—	4286699356	9464 Maple Ave, San Antonio, TX, 78248	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425904	CLM	Jonathan B Rivera	1953-04-10	UHC-42719-76	5869724641	8587 River Rd # 518, Phoenix, AZ, 85070	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-402113	CLM	Albert Craawford	1942-11-20	UHC-09010-78	8372320823	2926 Ocean Ave, Glendale, AZ, 85347	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416473	CLM	Ruth Mills	1958-02-08	UHC-76487-98	7223504715	6603 Elm St, Nashville, TN, 37205	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-411861	CLM	Nathan Olson	1993-12-09	—	6933433510	7076 Washington St, Gilbert, AZ, 85286	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

11,960 rows, page 83 of 240Previous Next