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

Provider network, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26323	PRV	Bobby Peterson	1965-06-27	UHC-08242-63	8943771501	9031 Jefferson Ave, Austin, TX, 78757	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
PRV-20324	PRV	Kelly Larson	1965-12-05	—	8229095647	3092 Washington St # 572, Chandler, AZ, 85221	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
PRV-22142	PRV	Deborah Y Jackson	1951-07-21	UHC-89997-70	6517170507	8786 Jefferson Ave Apt 11, Las Vegas, NV	0.54	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+1 more
PRV-29294	PRV	Aisha T Hughes	2002-02-24	—	—	3610 Oak St, Las Vegas, NV, 89182	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
PRV-21789	PRV	Jake Kim	—	UHC-20478-93	6176643822	9324 Indian School Rd, Charlotte, NC	0.54	Date of birth missing Phone reformatted State name converted to code ZIP missing+1 more
PRV-21255	PRV	Gregory Smith	1984-03-20	—	5117960269	6641 Mesa Dr, Seattle, WA, 98150	0.54	Name split from “Last, First”City re-cased State name converted to code ZIP+4 trimmed+1 more
PRV-21529	PRV	Carolyn Barnes	—	UHC-31715-59	3452563870	8801 Broadway # 849, Plano, TX, 75034	0.54	Date of birth unreadable Phone reformatted Unit split from street Gender normalised+1 more
PRV-27650	PRV	Joseph Reynolds	1960-03-27	—	2734248384	6878 Grand Ave, Fresno, CA	0.54	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+1 more
PRV-22275	PRV	Valentina Price	2004-04-24	—	—	9812 Meadow Ln # 599, Phoenix, AZ, 85032	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
PRV-24569	PRV	Jacob Greene	—	UHC-35926-22	3149657945	9893 Meadow Ln # 312, Jacksonville, FL, 32211	0.54	Date of birth unreadable Unit split from street State name converted to code Whitespace trimmed+1 more
PRV-21995	PRV	Alex Hunt	2003-02-22	—	—	2344 Church St Apt 9, Miami, FL, 33166	0.54	Name split from “Last, First”Unit split from street State name converted to code Whitespace trimmed+1 more
PRV-21882	PRV	—Junk	1945-05-06	UHC-12903-25	8283946181	8733 Park Pl, Los Angeles, CA	0.54	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared+1 more
PRV-20541	PRV	Judy Perez	1996-05-07	—	2814323145	9661 Mesa Dr, Minneapolis, MN, 55456	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-22372	PRV	Virginia Hughes	1964-08-27	UHC-52299-91	3489110886	8827 Lincoln Way, Denver, CO, 80238	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
PRV-26829	PRV	Alice L Marquez	1997-08-26	—	7535676148	2926 Jefferson Ave # 615, Denver, CO	0.56	Unit split from street ZIP missing Gender normalised Placeholder values cleared
PRV-27720	PRV	Lsa I Wood	1938-11-08	UHC-20238-58	9518319663	7709 Meadow Ln, Glendale, AZ, 85369	0.56	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+6 more
PRV-28848	PRV	Omar Jacobs	1943-10-14	UHC-10426-17	—	1000 Washington St, Dallas, TX	0.56	Name split from “Last, First”State name converted to code ZIP missing Placeholder values cleared
PRV-26657	PRV	Theresa Hicks	1969-02-09	UHC-01574-14	—	1799 Highland Ave, Jacksonville, FL	0.56	SSN last four extracted ZIP missing Gender normalised Placeholder values cleared
PRV-21242	PRV	Matthew Diaz	—	UHC-83536-21	—	2988 Market St # 894, Scottsdale, AZ, 85271	0.56	Date of birth missing Unit split from street State name converted to code Placeholder values cleared
PRV-26555	PRV	Luis V Freeman	1999-10-21	UHC-92466-19	7084742253	7776 Indian School Rd, Chandler, AZ	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-26795	PRV	Arthur Soto	1963-03-10	UHC-76728-29	5419202237	487 Maple Ave # 383, Austin, TX, 78796	0.56	Two-digit birth year Unit split from street Gender normalised Placeholder values cleared
PRV-24645	PRV	Elijah Gordon	1978-11-12	—	8569301356	2459 Bayshore Dr, Atlanta, GA, 30359	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-24451	PRV	Philip Luna	1999-12-08	UHC-82234-73	4016399901	3718 Camelback Rd, Minneapolis, MN, 55498	0.58	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
PRV-28864	PRV	Jennifer M Webb	2007-03-07	UHC-32803-28	3437145056	2087 Mesa Dr # 893, Fresno, CA, 93716	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-28364	PRV	Nicole Nunez	1991-08-12	—	4878063447	1464 Cedar Ln, Austin, TX, 78747	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-20161	PRV	Santiago Bennett	—	—	4837690416	5393 Palm Dr, San Diego, CA, 92142	0.58	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+5 more
PRV-22429	PRV	Juila Estrada	1999-12-16	—	8419428442	9472 Bayshore Dr, San Diego, CA, 92173	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-24549	PRV	Bryttany Long	1978-06-02	—	6657478820	6125 Forest Ave, Tempe, AZ, 85245	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-24901	PRV	Yuki Chapman	2002-02-19	—	7269576631	5584 Desert Sky Blvd, Minneapolis, MN, 55416	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-21311	PRV	Jacob Simpson	2000-01-24	UHC-02926-18	—	4452 Maple Ave, Charlotte, NC, 28267	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
PRV-24852	PRV	Theresa Little	1983-02-08	UHC-38411-98	3165928045	5346 Sunset Blvd, Denver, CO, 80283	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
PRV-21453	PRV	Arthur Contreras	1943-10-20	UHC-78188-71	3339948394	3294 Baseline Rd Apt 34, Jacksonville, FL, 32277	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-26045	PRV	Lori Nichols	1941-10-03	—	9289674486	8962 Union St, Gilbert, AZ, 85264	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-21150	PRV	Charlotte Soto	1999-07-06	—	3965259977	8267 Pine Dr, San Diego, CA, 92129	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-27010	PRV	Sandra H Vasquez	1938-09-12	UHC-61566-57	8314744473	5203 Church St, Dallas, TX	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
PRV-27009	PRV	Sandra H Vasquez	1938-09-12	UHC-61566-57	8314744473	5203 Church St, Dallas, TX	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
PRV-26392	PRV	Lauren D Montgomery	1963-12-10	UHC-09615-90	7428355449	2528 Desert Sky Blvd Apt 16, Minneapolis, MN, 55495	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-20522	PRV	Jeremy T Harper	1981-01-17	—	8214744500	5522 Baseline Rd, Los Angeles, CA, 90093	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-20590	PRV	Mei Estrada	—	—	9867750981	8211 Church St, Tempe, AZ, 85267	0.58	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
PRV-26729	PRV	Andrea Gomeez	1987-10-27	UHC-49598-70	7345869631	9419 Sunset Blvd, Tucson, AZ, 85762	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-27196	PRV	Victoria K Rice	1998-09-15	—	6683900220	4405 Palm Dr, Glendale, AZ, 85355	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-22063	PRV	Andrew Woods	1973-11-16	UHC-68285-69	9343582652	872 Union St, Gilbert, AZ, 85250	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-28798	PRV	Roger Marquez	1964-12-22	UHC-62705-91	3083378072	5303 Elm St, Minneapolis, MN, 55407	0.58	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
PRV-23239	PRV	Peter I McCoy	2000-04-02	—	8799884815	3108 Desert Sky Blvd, Columbus, OH, 43270	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-22045	PRV	Kevin Jacobs	1973-08-14	UHC-12897-50	6565653025	9820 Harbor Blvd # 728, Jacksonville, FL, 32202	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-26239	PRV	Brittany M Sims	2005-12-05	—	5859619603	8123 Harbor Blvd, Los Angeles, CA, 90068	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-29086	PRV	Andrew C Patel	1981-05-13	—	9294393483	4615 Maple Ave, San Antonio, TX	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-25858	PRV	Mariana Guzman	1954-06-03	—	6577460469	3575 Hillcrest Rd # 161, Columbus, OH, 43266	0.58	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
PRV-22913	PRV	Gerald K Fernandez	1951-04-27	UHC-60458-38	5187394330	6759 Camelback Rd, Nashville, TN	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-28671	PRV	Kevin Patel	1986-11-19	—	3803598482	6854 Park Pl, Seattle, WA, 98140	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more

9,344 rows, page 21 of 187Previous Next