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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-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-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-20053	PRV	Camila Jimenez	2008-07-04	UHC-95243-62	3492342575	4881 Sunset Blvd Apt 40, Orlando, FL, 32835	0.56	Unit split from street Street suffix standardised Address re-cased State name converted to code
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-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-27214	PRV	Elijah Payne	1957-04-18	—	—	7432 Oak St Apt 11, Miami, FL, 33160	0.56	Phone missing area code Unit split from street Street suffix standardised Address re-cased
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-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-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-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-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-23532	PRV	Jason Holems	1944-04-09	—	3938287444	7300 Elm St # 132, Columbus, OH, 43290	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-27944	PRV	Isabella Sinngh	1949-11-14	UHC-14951-40	9162509220	8764 Baseline Rd # 276, Columbus, OH, 43296	0.58	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
PRV-21669	PRV	Anthony X Fox	1958-07-09	UHC-20928-76	9792049229	3622 Desert Sky Blvd # 104, Eden Prairie, MN, 55305	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-23449	PRV	Scott Cruz	1990-03-08	—	4296522500	3854 Cedar Ln # 320, Austin, TX, 78740	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-27529	PRV	Douglas Arnold	1991-03-01	—	9187258361	4155 Lincoln Way # 994, Tampa, FL, 33620	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-24449	PRV	Samuel P Morgan	2008-03-20	UHC-61315-08	9597124132	3999 Hillcrest Rd # 932, Tempe, AZ, 85285	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-26313	PRV	Linda Howard	1950-05-15	UHC-68897-62	3143961765	6346 Market St # 936, Tampa, FL, 33614	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-21075	PRV	Austin Wagner	1939-09-24	UHC-81000-54	4543577614	372 Harbor Blvd # 161, Mesa, AZ, 85269	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-24818	PRV	Teresa Medina	1959-09-08	—	8212934749	6674 Central Ave # 648, Denver, CO, 80272	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-27469	PRV	Isabella Lynch	1973-11-09	—	8597405922	7754 Valley View Dr # 446, Gilbert, AZ, 85235	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-29463	PRV	Nicole Ortega	2003-03-20	UHC-23371-21	8305037171	2244 Maple Ave # 939, Fresno, CA	0.60	Name re-cased Phone reformatted Unit split from street City re-cased+4 more
PRV-20421	PRV	Donald T Johnston	1945-11-27	—	5666986636	942 Harbor Blvd Apt 28, Glendale, AZ, 85356	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-23645	PRV	Dan Franklin	1938-08-17	UHC-66712-48	8427291442	4019 Mountain View Dr Apt 13, Atlanta, GA, 30340	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-25868	PRV	George E James	1951-11-26	—	3958203155	4063 Willow Ct # 191, Columbus, OH, 43203	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-27569	PRV	Day O Kathleen	1966-11-21	—	4146753098	3932 Meadow Ln Apt 31, Tampa, FL, 33660	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-23928	PRV	Kelyl Hart	1972-01-16	—	3387784809	1560 Canyon Rd Apt 25, Miami, FL, 33199	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-23927	PRV	Kelyl Hart	1972-01-16	—	3387784809	1560 Canyon Rd Apt 25, Miami, FL, 33199	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-20075	PRV	Madison H Boyd	1997-10-09	—	4957631430	5761 Central Ave Apt 32, Nashville, TN, 37230	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-29272	PRV	Kevin Washington	2008-09-28	—	4967725739	7626 Ridge Rd Apt 10, Plano, TX, 75046	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-26790	PRV	Jordan Oliver	1981-11-21	—	3197505190	4263 Spring St Apt 35, Las Vegas, NV, 89178	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-20814	PRV	Omar Vazquz	1953-09-15	UHC-33790-46	—	753 Camelback Rd Apt 21, Tucson, AZ, 85752	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
PRV-26833	PRV	Dylan Martin	1946-03-15	UHC-41516-35	9334409259	3591 Lake View Rd # 279, Tampa, FL, 33622	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
PRV-28131	PRV	Melissa Simmons	1993-10-05	UHC-31521-24	3114715238	3474 Sage Ct # 627, Atlanta, GA, 30381	0.60	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+4 more
PRV-28207	PRV	Rachel Alexander	2008-03-24	—	7002753367	7317 Apache Blvd # 596, Nashville, TN, 37288	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-26974	PRV	Dennis Morris	1956-08-01	UHC-52301-44	4529291801	1163 Willow Ct Apt 1, Minneapolis, MN, 55485	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-25541	PRV	Heather Mitchell	1979-10-22	UHC-85304-14	3157239515	9293 Apache Blvd Apt 12, Chandler, AZ, 85240	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-27494	PRV	Charles Rojas	2001-12-27	UHC-80561-02	3305238014	7847 Camelback Rd Apt 17, Los Angeles, CA, 90003	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-25262	PRV	Wayne D Castro	1950-09-06	—	8149912985	2524 Baseline Rd Apt 24, Sacramento, CA, 95862	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-28403	PRV	Larry Bishop	1967-05-20	UHC-45766-39	5288871754	3231 Mountain View Dr # 403, Mesa, AZ, 85261	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-25102	PRV	Kathryn L Burke	1952-10-06	UHC-37727-05	8855054340	5009 Grand Ave # 402, Glendale, AZ, 85394	0.60	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
PRV-23612	PRV	Marrcus Stephens	1983-05-18	—	8114622134	3957 Sage Ct Apt 22, Eden Prairie, MN, 55338	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-22694	PRV	Dick Mendez	1960-12-03	—	7587854571	2643 Desert Sky Blvd Apt 33, Gilbert, AZ, 85235	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-23695	PRV	Ralph Jenkins	2001-12-18	UHC-92101-65	5222883803	525 Sage Ct # 882, Fresno, CA, 93709	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-27169	PRV	Sofia Patel	2000-03-25	—	2619156113	5736 Ocean Ave # 100, Chandler, AZ, 85298	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-23010	PRV	Sophia Jenkins	1964-12-06	UHC-20692-63	9223981116	1597 Bayshore Dr # 231, Miami, FL, 33141	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-27304	PRV	Joshua Morales	1994-08-01	—	7135402824	9767 Sunset Blvd # 107, Phoenix, AZ, 85004	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more

699 rows, page 6 of 14Previous Next