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-426435	CLM	Jennifer Carroll	1946-04-23	UHC-60488-61	7942064822	4830 River Rd, Las Vegas, NV, 89128	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411841	CLM	Richards Theresa	1968-04-08	UHC-25205-29	4569637577	5657 Ridge Rd, Las Vegas, NV, 89140	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417713	CLM	Lori Contreras	1964-02-14	—	8594720235	5981 Maple Ave, Dallas, TX, 75273	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425942	CLM	Ralph Andrews	1953-09-20	UHC-85599-20	2122278055	8747 Desert Sky Blvd, Miami, FL, 33144	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-414715	CLM	Russell Long	1971-08-03	UHC-95571-13	8937257652	2005 River Rd, Atlanta, GA, 30385	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421186	CLM	Donald Morrison	1991-05-19	UHC-76798-71	4586119045	632 Central Ave, Scottsdale, AZ, 85229	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402853	CLM	Martha G Sanchez	1992-08-24	—	7289875490	3891 Camelback Rd, Seattle, WA, 98186	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401744	CLM	Bradley Rice	1983-03-12	—	2807381003	4855 Bayshore Dr, Atlanta, GA, 30350	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-427504	CLM	Eric Schmidt	2004-05-04	UHC-31138-83	4863896059	311 Meadow Ln, Mesa, AZ, 85203	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421867	CLM	Noah Griiffin	1967-08-20	—	5843834338	6453 Jefferson Ave, Plano, TX, 75054	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-411776	CLM	Eric Elliott	1950-09-19	—	3773931327	6054 Forest Ave, Las Vegas, NV, 89146	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410489	CLM	Nathan M Hall	1939-08-26	UHC-65209-99	3466115388	7748 Bayshore Dr, Austin, TX, 78735	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418994	CLM	Aisha Stone	1984-07-07	—	7474481889	905 Main St, Houston, TX, 77055	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-408697	CLM	Shirley D Hunt	1958-09-01	UHC-53979-10	5092460501	1390 Indian School Rd, Fresno, CA, 93789	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410645	CLM	Mateo Marshall	1967-01-02	UHC-89509-52	8867228530	1770 Willow Ct, Dallas, TX, 75265	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423390	CLM	Hiroshi Greene	1999-03-25	UHC-44535-99	7598521273	2623 Maple Ave, Las Vegas, NV, 89176	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-428721	CLM	Tim Silva	1948-10-12	UHC-09253-40	7557710982	5738 Forest Ave, Tampa, FL, 33607	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404046	CLM	Alaan M Diaz	1979-12-10	—	7437566377	9173 Sunset Blvd, Las Vegas, NV, 89110	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416134	CLM	Emma N Pakr	1952-09-22	—	2927787786	2157 Ridge Rd, Fresno, CA, 93791	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425228	CLM	Jesse Lopez	1960-09-09	UHC-89310-86	3723672299	3141 Apache Blvd, Las Vegas, NV, 89123	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412132	CLM	Jeff Z Shaw	1971-09-20	UHC-23558-85	7333787295	403 River Rd, Los Angeles, CA, 90098	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411245	CLM	Steven Phillips	1955-03-05	UHC-41677-84	6174680026	486 Bayshore Dr, Nashville, TN, 37224	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431292	CLM	Stephanie Brown	1980-11-02	UHC-58523-40	6625605636	476 Main St, Columbus, OH, 43294	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421566	CLM	Julie Singh	1975-08-19	UHC-47477-34	8257944127	4749 Maple Ave, Fresno, CA, 93721	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
CLM-415758	CLM	Michael Schultz	1979-10-28	—	6102669522	8381 Park Pl, Tucson, AZ, 85795	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-424066	CLM	Patricia Ross	1949-05-22	UHC-68744-18	7758511395	52 Desert Sky Blvd, Glendale, AZ, 85394	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421452	CLM	Ralph Jimenez	1989-07-12	—	4026440112	5171 Desert Sky Blvd, Los Angeles, CA, 90063	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409854	CLM	Denise Stephens	1995-08-16	UHC-99350-16	9146849485	2140 Baseline Rd, Tucson, AZ, 85752	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-427402	CLM	Amy Gonzalez	1985-04-03	UHC-77693-65	4562595912	6841 River Rd, San Diego, CA, 92119	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412456	CLM	Wayne L Jimenez	1947-09-19	—	9835907461	6566 Pine Dr, Nashville, TN, 37257	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415046	CLM	Natalie Cox	1970-06-19	—	9654732504	6215 Baseline Rd, Glendale, AZ, 85397	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402541	CLM	James Delgado	1977-12-02	—	2208398187	7763 Broadway # 784, Tampa, FL, 33649	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-407985	CLM	Jacqueline Rice	1972-10-10	UHC-38010-76	6709639202	4571 Lake View Rd, Las Vegas, NV, 89128	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430911	CLM	Jose Alexander	1974-01-13	UHC-74261-41	5096583189	3114 Highland Ave, Nashville, TN, 37277	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-401593	CLM	Kathhryn Schmidt	1956-10-09	UHC-18595-46	6415188744	5650 Pine Dr, Tucson, AZ, 85714	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-427333	CLM	Camila W Phillips	1977-11-17	UHC-26863-57	3873790587	3465 Hillcrest Rd, Atlanta, GA, 30305	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411195	CLM	Dorothy Spencer	1945-06-17	UHC-83167-50	4587363297	8053 Meadow Ln, Atlanta, GA, 30333	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432130	CLM	Kelly Boyd	2006-12-18	UHC-15288-69	3264799505	2151 Mountain View Dr, Eden Prairie, MN, 55354	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-429091	CLM	Peter Carlson	1949-05-26	UHC-51214-95	2592701194	206 Maple Ave, Tempe, AZ, 85230	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416547	CLM	Amy Thompson	1987-11-09	—	8997949203	364 Pine Dr, Phoenix, AZ, 85006	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425848	CLM	Carl Robertson	1976-08-21	UHC-87750-98	2983706148	1832 Broadway, Columbus, OH	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-431407	CLM	Elizabeth Phillips	1981-04-22	UHC-72639-34	5845791906	4578 Maple Ave, Atlanta, GA, 30321	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-406497	CLM	Gloria Montgomery	1962-04-02	UHC-80406-18	9279450002	4288 Sage Ct, Charlotte, NC, 28213	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-425186	CLM	Ann Holmes	1939-01-21	—	3022761400	8044 Main St, Chandler, AZ, 85266	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417849	CLM	Jason Allen	1947-11-02	UHC-79438-54	3268214904	3199 Hillcrest Rd, Fresno, CA, 93714	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-432607	CLM	Catherine Burton	1959-05-05	UHC-82444-82	9507495338	4115 Desert Sky Blvd, Houston, TX, 77048	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-418566	CLM	Lawrence Alvarado	1956-02-11	UHC-24233-95	8478193882	—	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-422150	CLM	Jason Espinoza	1941-09-04	UHC-85301-17	4345411814	764 Indian School Rd, Dallas, TX, 75202	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422934	CLM	Sara Armstrong	1976-09-17	—	4099241708	9391 Market St, Dallas, TX, 75298	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425109	CLM	Jerry W Carlson	1968-03-22	—	7747935492	6575 Market St, Orlando, FL, 32873	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more

11,960 rows, page 86 of 240Previous Next