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-21739	PRV	Mari Daniels	1982-10-09	—	9882751065	5183 Sunset Blvd, Fresno, CA, 93783	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28689	PRV	Barbara Owens	2002-06-24	—	5953490383	4882 Church St, Chandler, AZ, 85256	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-28044	PRV	Scott Mitchell	1975-02-20	—	7735492511	9701 Main St, Scottsdale, AZ, 85219	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-20780	PRV	Teresa Freeman	1960-04-11	UHC-86980-83	—	6947 Elm St, Miami, FL, 33116	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-24268	PRV	Mateo Ellliott	1996-02-27	—	5548525222	8436 Highland Ave, San Diego, CA, 92196	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28097	PRV	Hiroshi Moore	1950-09-08	—	3349456011	952 Union St, Glendale, AZ, 85388	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23402	PRV	Arjun O Jackson	1988-01-06	UHC-19640-97	8265469652	9393 Forest Ave, Jacksonville, FL, 32294	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25037	PRV	William X Gonzales	1977-08-17	UHC-92544-37	4629391825	2689 Market St, Minneapolis, MN, 55475	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23895	PRV	Camila Snyder	1951-11-11	—	3255531780	8443 Valley View Dr, Austin, TX, 78762	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26688	PRV	Sean F Mendoza	1962-11-14	—	9033023098	7046 Highland Ave, Atlanta, GA, 30380	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29224	PRV	Mason Q Stone	1983-10-10	—	—	5591 Park Pl, Glendale, AZ, 85392	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-27781	PRV	George K Dominguez	1961-11-27	UHC-82930-52	2814436322	684 Highland Ave, Scottsdale, AZ, 85265	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-29269	PRV	Larry N Hamilton	1963-11-20	UHC-53343-08	8167876758	890 Apache Blvd, Gilbert, AZ, 85264	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-20769	PRV	Christine Henry	1952-04-26	—	9073872354	217 Elm St, Charlotte, NC, 28262	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22411	PRV	Alice P Wang	1938-03-05	UHC-19783-63	7666882633	9104 River Rd, Austin, TX, 78739	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-23898	PRV	Evelyn Y Reyes	1999-09-05	UHC-54787-27	6927560326	48 Mountain View Dr, Los Angeles, CA, 90035	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27219	PRV	Alexander V Silva	1984-08-10	UHC-70392-45	3258510146	5783 Pine Dr, Phoenix, AZ, 85008	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-24647	PRV	Margaret Bailey	1998-02-27	UHC-26153-91	2706876690	3713 Cedar Ln, Gilbert, AZ, 85210	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21808	PRV	Gabriel Brown	1995-05-27	—	9387919979	3573 Forest Ave, Tampa, FL, 33681	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28786	PRV	Mateo Y Gardner	1991-11-03	UHC-88333-70	2283716017	2185 Market St, Minneapolis, MN, 55468	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-22964	PRV	Bryan Lynch	1957-04-19	—	8449923921	7025 Bayshore Dr, Chandler, AZ, 85247	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23643	PRV	Jean Chen	1989-09-10	—	7803961369	9310 Camelback Rd, Plano, TX, 75025	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25153	PRV	Judy L Silva	1973-11-13	—	5246309303	4581 River Rd, Tempe, AZ, 85296	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21729	PRV	Alexander Reed	1960-08-02	UHC-32257-08	4352731328	7671 Church St, Austin, TX, 78717	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-29165	PRV	Carl Sims	1964-06-26	UHC-22625-51	8967386776	3056 Indian School Rd, Tucson, AZ, 85781	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-28235	PRV	Margaret J Jordan	1966-06-21	UHC-24141-95	7087911723	3038 Sage Ct, Tempe, AZ, 85286	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23410	PRV	Debra Cook	1943-11-19	UHC-39496-64	2486045893	4011 Palm Dr, Orlando, FL, 32860	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25626	PRV	Anthony F Fernandez	1950-07-04	—	7575491957	899 River Rd, Jacksonville, FL, 32254	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20762	PRV	Cheryl Dunn	1988-05-22	UHC-52816-13	7768574988	6558 Canyon Rd, Columbus, OH, 43256	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23073	PRV	Santiago Snydre	1990-10-11	—	6966411171	7460 Forest Ave, Jacksonville, FL, 32230	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27824	PRV	Catherine U Medina	1970-09-07	UHC-50377-75	3318657151	4377 Park Pl, Houston, TX, 77001	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23372	PRV	Mateo A King	1951-02-19	UHC-58436-86	6123188216	4459 Hillcrest Rd, Tempe, AZ, 85203	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
PRV-21993	PRV	Alexis Fernandez	1944-09-25	—	8329421719	4367 Valley View Dr, Scottsdale, AZ, 85267	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27977	PRV	Alexander Hudson	1964-03-17	UHC-67582-64	4126394110	965 Hillcrest Rd, Gilbert, AZ, 85290	0.76	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
PRV-27167	PRV	Sophia F Scott	1949-03-16	UHC-50442-67	3436297675	3828 Palm Dr, Charlotte, NC, 28283	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22105	PRV	Abigail R Jenkins	1943-02-14	UHC-10662-01	9712970797	2333 Central Ave, Tempe, AZ, 85295	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27757	PRV	Brittany Walsh	1984-05-09	—	9664013822	6263 Forest Ave, Denver, CO, 80220	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27756	PRV	Brittany Walsh	1984-05-09	—	9664013822	6263 Forest Ave, Denver, CO, 80220	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21055	PRV	Christopher Burns	1996-12-12	—	3549422013	7466 Union St, Charlotte, NC, 28296	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20893	PRV	Diana F Reid	2000-02-01	—	8558669315	9358 Desert Sky Blvd, Sacramento, CA, 95844	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26321	PRV	Keith Schultz	1940-01-23	UHC-59799-84	—	3791 Sunset Blvd, Seattle, WA, 98127	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-29014	PRV	Sandra Brooks	1987-02-20	—	6879165579	1171 Oak St, Seattle, WA, 98128	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22355	PRV	Jess Ryvera	2006-11-22	UHC-07697-36	3596923588	207 Canyon Rd, Miami, FL, 33103	0.76	Name re-cased Phone reformatted Gender normalised Plan code upper-cased+2 more
PRV-23491	PRV	Roger P Gilbert	1941-04-18	—	6597618400	7000 Desert Sky Blvd, Tampa, FL, 33684	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28373	PRV	Alice W Montgomery	1987-10-21	—	7686079473	4933 Spring St, Columbus, OH, 43204	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26855	PRV	Keith Griffin	1979-04-15	—	5088426049	9173 Lake View Rd, Tucson, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
PRV-20580	PRV	Eevlyn Lee	2007-02-22	UHC-62339-83	7013384967	7247 River Rd, Nashville, TN, 37293	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24243	PRV	Yuki Fowler	1985-08-17	UHC-97221-33	8582384505	6317 Apache Blvd, Scottsdale, AZ, 85203	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24376	PRV	Donna Austin	1956-02-08	—	7603592571	3198 Maple Ave, Fresno, CA, 93784	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25481	PRV	Diana Flures	1990-07-19	—	—	7000 Desert Sky Blvd, Nashville, TN, 37234	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

9,344 rows, page 85 of 187Previous Next