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

All sources, flag “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134191	ENR	Beverly P Morales	1955-05-12	UHC-59503-45	7326658315	1235 Cedar Ln, San Diego, CA, 92176	0.66	Phone reformatted Member ID reformatted State name converted to code Gender normalised+1 more
PRV-20828	PRV	Dennis Gutierrez	1984-04-08	UHC-41524-39	9526327283	9635 Mountain View Dr, Seattle, WA, 98132	0.66	Date of birth reformatted Member ID reformatted State name converted to code Gender normalised+1 more
ENR-116332	ENR	Vincent Padilla	1957-12-03	UHC-90199-64	7928674055	1335 Broadway, Glendale, AZ, 85320	0.66	Phone reformatted Member ID reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-100873	ENR	Heenry Ramos	1958-10-28	UHC-39504-77	7957983532	2976 Camelback Rd, Houston, TX	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-139514	ENR	Jennifer N George	1999-11-04	UHC-77583-58	8043512268	2137 Sage Ct, Seattle, WA, 98192	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-23202	PRV	Luis Clark	1983-08-07	UHC-84938-13	2014297624	8275 Church St, Columbus, OH, 43264	0.66	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-101029	ENR	Sam Price	1987-11-25	UHC-07622-81	6732372079	3203 Central Ave, Atlanta, GA, 30365	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-428330	CLM	Gary Schultz	1974-05-01	UHC-32024-80	—	2035 Jefferson Ave, Tucson, AZ, 85747	0.66	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+1 more
CLM-412859	CLM	Michael Harrison	1963-07-09	UHC-04868-24	—	7551 Lake View Rd, Los Angeles, CA, 90095	0.66	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-415556	CLM	Roy J Cole	1939-01-05	UHC-32635-41	4494561521	3108 Central Ave, Sacramento, CA, 95897	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-416542	CLM	Janet Henderson	1976-07-16	UHC-29228-29	—	7039 Mountain View Dr # 867, Houston, TX, 77055	0.66	Name re-cased Member ID reformatted Unit split from street State name converted to code+1 more
ENR-100277	ENR	Danielle C Gordon	1993-10-25	UHC-68096-32	8766024887	1327 Hillcrest Rd, Austin, TX	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-101323	ENR	Luis B Fernandez	2003-04-11	UHC-36488-55	5664688349	604 Lake View Rd, Scottsdale, AZ	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-109779	ENR	Ana Hunter	2008-10-04	UHC-68356-50	6402136733	6740 Hillcrest Rd # 540, Las Vegas, NV, 89121	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Unit split from street+1 more
CLM-408055	CLM	Ruth Harper	1949-07-03	UHC-27779-17	—	2411 Mesa Dr, Miami, FL, 33165	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-103187	ENR	Priya James	1999-02-25	UHC-14750-42	3452935800	9288 Spring St, Gilbert, AZ, 85272	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-401742	CLM	Larry Gutierrez	1974-05-23	UHC-44338-82	—	8354 Indian School Rd, Houston, TX, 77012	0.66	Name split from “Last, First”Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-122234	ENR	Emma M Tucker	1964-05-09	UHC-70803-55	8126770647	8985 Hillcrest Rd, Fresno, CA, 93774	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-109438	ENR	Janike Butler	1944-02-28	UHC-46578-81	—	2083 Park Pl, San Diego, CA, 92129	0.66	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+1 more
CLM-410605	CLM	Judy Jimenez	1997-08-13	UHC-32177-75	—	8620 River Rd # 264, Phoenix, AZ, 85070	0.66	Date of birth reformatted Phone missing area code Member ID reformatted Unit split from street+1 more
CLM-420840	CLM	Wayne B Medina	2006-04-08	UHC-58594-37	4859006756	—	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-119113	ENR	Jose K Owens	1987-02-07	UHC-85056-73	8986946609	1384 Pine Dr, Plano, TX, 75061	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-141701	ENR	Daniel Diaz	1952-07-09	UHC-89578-32	—	8265 Harbor Blvd, Minneapolis, MN, 55408	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-26841	PRV	Ken James	1941-08-01	UHC-79845-73	—	2485 Baseline Rd, Gilbert, AZ, 85229	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-109189	ENR	Judith Mendez	1952-03-15	UHC-87211-70	8339806245	4935 Pine Dr, Austin, TX, 78774	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-118819	ENR	Jacqueline J Montgomery	—	UHC-04000-77	6598798371	4351 Harbor Blvd, Eden Prairie, MN, 55344	0.66	Date of birth missing Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-131258	ENR	Ahmed H Jordan	1957-09-07	UHC-80312-48	4343134073	3570 Indian School Rd, Houston, TX, 77073	0.66	Middle initial moved out of first name Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-429142	CLM	Luis Gray	2000-03-07	UHC-13868-70	8423608014	1486 Willow Ct Apt 21, Denver, CO, 80216	0.66	Member ID reformatted Unit split from street City re-cased Gender normalised+1 more
CLM-403940	CLM	Diego Pena	1993-08-12	UHC-86712-48	—	43 Washington St, Atlanta, GA, 30375	0.66	Name re-cased Two-digit birth year Member ID reformatted Gender normalised+1 more
ENR-105135	ENR	Sean Carter	1949-03-08	UHC-65097-42	7396785895	7966 Grand Ave, Tucson, AZ, 85719	0.66	Phone reformatted Member ID reformatted SSN last four extracted ZIP+4 trimmed+1 more
ENR-124228	ENR	Debra Watkins	1946-06-04	UHC-62544-73	6358888026	5346 Union St, Atlanta, GA, 30356	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-124657	ENR	Hannah K Owens	1946-10-28	UHC-20754-86	4273007464	6773 Willow Ct, Orlando, FL, 32804	0.66	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-118862	ENR	Luis Riley	1971-06-19	UHC-42362-39	2097919867	8644 Apache Blvd, Los Angeles, CA, 90003	0.66	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+1 more
CLM-428401	CLM	Elijah Z Le	1964-09-23	UHC-95173-48	—	9800 Elm St, Fresno, CA, 93709	0.66	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-415034	CLM	Benjamin Garcia	1939-10-07	UHC-62566-50	—	5928 Market St, Jacksonville, FL, 32254	0.66	Name re-cased Member ID reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-108935	ENR	Mary Cox	1963-06-09	UHC-99989-78	4465556536	—	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-420469	CLM	Philip Holmes	1963-12-14	UHC-83762-30	—	9662 Indian School Rd, Gilbert, AZ, 85255	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-102859	ENR	Mary C Ward	1948-03-13	UHC-17625-99	—	4346 Indian School Rd, Houston, TX, 77059	0.66	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-102860	ENR	Mary C Ward	1948-03-13	UHC-17625-99	—	4346 Indian School Rd, Houston, TX, 77059	0.66	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-121452	ENR	Sandra H Crawford	2000-06-09	UHC-88894-29	4218584642	6612 Harbor Blvd, Houston, TX, 77024	0.66	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
TPA-60349	TPA	Alan Simmons	1995-04-25	UHC-07767-31	—	4788 Indian School Rd, Gilbert, AZ, 85260	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-101800	ENR	Amy Graham	1942-12-08	UHC-93467-22	8128178278	3276 Oak St, Seattle, WA, 98148	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-422074	CLM	Priya Allen	1991-02-12	UHC-44110-15	—	4591 Maple Ave, Tampa, FL, 33688	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-142510	ENR	Kelly King	1960-09-10	UHC-20472-86	—	2448 Broadway Apt 25, Nashville, TN, 37233	0.66	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+1 more
ENR-140465	ENR	Billy X Simpson	1991-09-14	UHC-92126-89	6964475250	3088 Main St, Charlotte, NC, 28242	0.66	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-133953	ENR	Deborah C Day	1973-08-11	UHC-27341-20	7116763156	5489 Market St, Plano, TX, 75029	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-128903	ENR	Stephen D Rose	—	UHC-80010-57	—	8862 Park Pl, Plano, TX, 75069	0.66	Name split from “Last, First”Date of birth missing Member ID reformatted Whitespace trimmed+1 more
ENR-109469	ENR	Grace T Robinson	1949-10-27	UHC-41837-79	6087312003	5053 Palm Dr, Tucson, AZ	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-127987	ENR	Judy Spencer	1971-11-06	UHC-59212-16	4948157411	4397 Mesa Dr, Nashville, TN, 37239	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-102897	ENR	Angela O Valdez	1953-08-17	UHC-32066-26	2649304235	2780 Palm Dr, Columbus, OH, 43214	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more

7,723 rows, page 60 of 155Previous Next