Overview

Dataset statistics

Number of variables13
Number of observations3102
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory315.2 KiB
Average record size in memory104.0 B

Variable types

Numeric2
Categorical11

Warnings

nnc has constant value "0" Constant
modalidad has constant value "Adjudicacion Global" Constant
MontoRef has constant value "0.0" Constant
NumeroAdquisicion has a high cardinality: 3052 distinct values High cardinality
DescripcionAdquisicion has a high cardinality: 2677 distinct values High cardinality
IdEmpresa has a high cardinality: 3052 distinct values High cardinality
fecha has a high cardinality: 2382 distinct values High cardinality
link has a high cardinality: 3052 distinct values High cardinality
df_index has unique values Unique
id has unique values Unique

Reproduction

Analysis started2021-02-02 14:47:00.781283
Analysis finished2021-02-02 14:47:01.044231
Duration0.26 seconds
Software versionpandas-profiling v2.10.0
Download configurationconfig.yaml

Variables

df_index
Real number (ℝ≥0)

UNIQUE

Distinct3102
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1551.5
Minimum1
Maximum3102
Zeros0
Zeros (%)0.0%
Memory size24.4 KiB
2021-02-02T11:47:01.265378image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile156.05
Q1776.25
median1551.5
Q32326.75
95-th percentile2946.95
Maximum3102
Range3101
Interquartile range (IQR)1550.5

Descriptive statistics

Standard deviation895.6145934
Coefficient of variation (CV)0.5772572307
Kurtosis-1.2
Mean1551.5
Median Absolute Deviation (MAD)775.5
Skewness0
Sum4812753
Variance802125.5
MonotocityStrictly increasing
2021-02-02T11:47:01.473064image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
20491
 
< 0.1%
25341
 
< 0.1%
25601
 
< 0.1%
5131
 
< 0.1%
25621
 
< 0.1%
5151
 
< 0.1%
25641
 
< 0.1%
5171
 
< 0.1%
25661
 
< 0.1%
5191
 
< 0.1%
Other values (3092)3092
99.7%
ValueCountFrequency (%)
11
< 0.1%
21
< 0.1%
31
< 0.1%
41
< 0.1%
51
< 0.1%
ValueCountFrequency (%)
31021
< 0.1%
31011
< 0.1%
31001
< 0.1%
30991
< 0.1%
30981
< 0.1%

id
Real number (ℝ≥0)

UNIQUE

Distinct3102
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1550.5
Minimum0
Maximum3101
Zeros1
Zeros (%)< 0.1%
Memory size24.4 KiB
2021-02-02T11:47:01.682271image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile155.05
Q1775.25
median1550.5
Q32325.75
95-th percentile2945.95
Maximum3101
Range3101
Interquartile range (IQR)1550.5

Descriptive statistics

Standard deviation895.6145934
Coefficient of variation (CV)0.5776295346
Kurtosis-1.2
Mean1550.5
Median Absolute Deviation (MAD)775.5
Skewness0
Sum4809651
Variance802125.5
MonotocityStrictly increasing
2021-02-02T11:47:02.024010image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
01
 
< 0.1%
4851
 
< 0.1%
5111
 
< 0.1%
25601
 
< 0.1%
5131
 
< 0.1%
25621
 
< 0.1%
5151
 
< 0.1%
25641
 
< 0.1%
5171
 
< 0.1%
25661
 
< 0.1%
Other values (3092)3092
99.7%
ValueCountFrequency (%)
01
< 0.1%
11
< 0.1%
21
< 0.1%
31
< 0.1%
41
< 0.1%
ValueCountFrequency (%)
31011
< 0.1%
31001
< 0.1%
30991
< 0.1%
30981
< 0.1%
30971
< 0.1%

NumeroAdquisicion
Categorical

HIGH CARDINALITY

Distinct3052
Distinct (%)98.4%
Missing0
Missing (%)0.0%
Memory size24.4 KiB
2020-0-12-119-04-EM-023529
 
2
2020-0-12-14-08-EM-019404
 
2
2020-0-12-0-08-EM-030858
 
2
2020-1-10-0-08-EM-392229
 
2
2020-1-10-0-08-EM-392214
 
2
Other values (3047)
3092 

Unique

Unique3002 ?
Unique (%)96.8%

Sample

1st row2021-0-12-14-08-EM-020271
2nd row2021-0-12-14-08-EM-020253
3rd row2020-0-12-224-09-EM-009425
4th row2021-0-12-14-08-EM-020258
5th row2020-0-04-0-08-EM-012060
ValueCountFrequency (%)
2020-0-12-119-04-EM-0235292
 
0.1%
2020-0-12-14-08-EM-0194042
 
0.1%
2020-0-12-0-08-EM-0308582
 
0.1%
2020-1-10-0-08-EM-3922292
 
0.1%
2020-1-10-0-08-EM-3922142
 
0.1%
2020-0-12-0-08-EM-0310632
 
0.1%
2020-1-10-0-08-EM-3922412
 
0.1%
2020-0-12-0-08-EM-0296322
 
0.1%
2020-1-10-0-08-EM-3922182
 
0.1%
2020-0-12-224-09-EM-0099012
 
0.1%
Other values (3042)3082
99.4%

DescripcionAdquisicion
Categorical

HIGH CARDINALITY

Distinct2677
Distinct (%)86.3%
Missing0
Missing (%)0.0%
Memory size24.4 KiB
Suministro de Bonos de supermercados, para ser distribuidos como apoyo social, en el marco del plan Panamá Solidario.
 
36
47,500 BATA QUIRURGICA ESTERIL AAMI NIVEL 4, SE SOLICITA TAMAÑO GRANDE CTNI:102757
 
28
SERVICIO DE ALOJAMIENTO Y ALIMENTACIÓN DE LOS MIEMBROS DE LA FUERZA PÚBLICA (PLAN DE ACUARTELAMIENTO GENERAL).
 
20
SERVICIOS DE ALOJAMIENTO Y ALIMENTACIÓN DE LOS MIEMBROS DE LA FUERZA PÚBLICA (PLAN DE ACUARTELAMIENTO GENERAL).
 
18
37,800 RESPIRADORES CONTRA PARTICULAS DE ALTA FILTRACION N95 CON O SIN VALVULA DE EXALACION. TAMAÑO GRANDE. FT: 28475
 
18
Other values (2672)
2982 

Unique

Unique2526 ?
Unique (%)81.4%

Sample

1st rowREQ. 21-1012//// BESILATO DE ATRACURIO, 10 mg/ml, solución, ampolla, 2.5 - 5 ml, I.V. F/T 10212
2nd row**21-1024**FENTANILO 0.05 mg/ml, SOLUCION AMPOLLA O VIAL, 2 ML, I.M., I.V. F/T 10115
3rd rowAZITROMICINA 500MG, POLVO PARA RECONSTITUCION, VIAL, I.V.
4th rowREQ*21-1011*DIPROPIONATO DE BECLOMETASONA, 50 mcg/inhalación, solución en aerosol libre de CFC, inhalador con 100 a 200 dosis, vía bucal. FT: 10774
5th rowAdquisición de implemento de Bioseguridad e insumo de aseo, por emergencia nacional Decretada Mediante Resolución N°11 del 13 de marzo del 2020, por la COVID-19 Req-422-2020
ValueCountFrequency (%)
Suministro de Bonos de supermercados, para ser distribuidos como apoyo social, en el marco del plan Panamá Solidario.36
 
1.2%
47,500 BATA QUIRURGICA ESTERIL AAMI NIVEL 4, SE SOLICITA TAMAÑO GRANDE CTNI:10275728
 
0.9%
SERVICIO DE ALOJAMIENTO Y ALIMENTACIÓN DE LOS MIEMBROS DE LA FUERZA PÚBLICA (PLAN DE ACUARTELAMIENTO GENERAL).20
 
0.6%
SERVICIOS DE ALOJAMIENTO Y ALIMENTACIÓN DE LOS MIEMBROS DE LA FUERZA PÚBLICA (PLAN DE ACUARTELAMIENTO GENERAL).18
 
0.6%
37,800 RESPIRADORES CONTRA PARTICULAS DE ALTA FILTRACION N95 CON O SIN VALVULA DE EXALACION. TAMAÑO GRANDE. FT: 2847518
 
0.6%
SERVICIO DE ALOJAMIENTO Y SERVICIOS BÁSICOS DE LOS MIEMBROS DE LA FUERZA PÚBLICA (PLAN DE ACUERTELAMIENTO GENERAL).17
 
0.5%
SERVICIO DE PUBLICIDAD RADIAL CORRESPONDIENTE AL PERIODO 1 DE JUNIO AL 31 DE AGOSTO 2020.16
 
0.5%
SERVICIO DE ALOJAMIENTO Y ALIMENTACIÓN DE LOS MIEMBROS DE LA FUERZA PÚBLICA (PLAN DE ACUARTELAMIENTO GENERAL.14
 
0.5%
Suministro de bonos de supermercados, para ser distribuidos como apoyo social, en el marco del plan Panamá Solidario.13
 
0.4%
SERVICIO DE ALOJAMIENTO Y ALIMENTACIÓN DE LOS MIEMBROS DE LA FUERZA PÚBLICA (PLAN DE ACUARTELAMIENTO GENERAL)12
 
0.4%
Other values (2667)2910
93.8%

NombreUnidadCompra
Categorical

Distinct32
Distinct (%)1.0%
Missing0
Missing (%)0.0%
Memory size24.4 KiB
MINISTERIO DE SALUD/Compras (ministerio de salud)
857 
CAJA DE SEGURO SOCIAL/DIRECCION DE COMPRAS
549 
INSTITUTO DE ACUEDUCTOS Y ALCANTARILLADOS NACIONALES/DEPARTAMENTO DE COMPRA
332 
Ministerio de Seguridad Pública/COMPRAS
210 
MINISTERIO DE LA PRESIDENCIA/DEPARTAMENTO DE COMPRAS - SEDE
159 
Other values (27)
995 

Unique

Unique3 ?
Unique (%)0.1%

Sample

1st rowMINISTERIO DE SALUD/Compras (H. SANTO TOMÁS)
2nd rowMINISTERIO DE SALUD/Compras (H. SANTO TOMÁS)
3rd rowMINISTERIO DE SALUD/DEP. DE COMPRAS(H. LUIS CHICHO FABREGA)
4th rowMINISTERIO DE SALUD/Compras (H. SANTO TOMÁS)
5th rowMINISTERIO DE GOBIERNO /DIRECCION DE PROVEDURIA Y COMPRAS
ValueCountFrequency (%)
MINISTERIO DE SALUD/Compras (ministerio de salud)857
27.6%
CAJA DE SEGURO SOCIAL/DIRECCION DE COMPRAS549
17.7%
INSTITUTO DE ACUEDUCTOS Y ALCANTARILLADOS NACIONALES/DEPARTAMENTO DE COMPRA332
 
10.7%
Ministerio de Seguridad Pública/COMPRAS210
 
6.8%
MINISTERIO DE LA PRESIDENCIA/DEPARTAMENTO DE COMPRAS - SEDE159
 
5.1%
MINISTERIO DE SALUD/DEPARTAMENTO DE COMPRAS(H. NICOLAS A. SOLANO)124
 
4.0%
MINISTERIO DE SALUD/DEP. DE COMPRAS(H. LUIS CHICHO FABREGA)119
 
3.8%
MINISTERIO DE SALUD/Compras (H. SANTO TOMÁS)84
 
2.7%
MINISTERIO DE SALUD/DEPARTAMENTO DE COMPRAS Y PROVEEDURIA72
 
2.3%
MINISTERIO DE SALUD/DEPARTAMENTO DE COMPRAS(H. REGIONAL DE AZUERO ANITA MORENO)68
 
2.2%
Other values (22)528
17.0%

NombreDependencia
Categorical

Distinct16
Distinct (%)0.5%
Missing0
Missing (%)0.0%
Memory size24.4 KiB
SEDE
1469 
MINISTERIO DE SALUD
857 
HOSPITAL NICOLAS A. SOLANO
 
124
HOSPITAL LUIS CHICHO FABREGA
 
119
HOSPITAL SANTO TOMÁS
 
84
Other values (11)
449 

Unique

Unique1 ?
Unique (%)< 0.1%

Sample

1st rowHOSPITAL SANTO TOMÁS
2nd rowHOSPITAL SANTO TOMÁS
3rd rowHOSPITAL LUIS CHICHO FABREGA
4th rowHOSPITAL SANTO TOMÁS
5th rowSEDE
ValueCountFrequency (%)
SEDE1469
47.4%
MINISTERIO DE SALUD857
27.6%
HOSPITAL NICOLAS A. SOLANO124
 
4.0%
HOSPITAL LUIS CHICHO FABREGA119
 
3.8%
HOSPITAL SANTO TOMÁS84
 
2.7%
COMARCA DE NGOBE BUGLE72
 
2.3%
HOSPITAL REGIONAL DE AZUERO ANITA MORENO68
 
2.2%
HOSPITAL SAN MIGUEL ARCÁNGEL67
 
2.2%
HOSPITAL JOSE DOMINGO DE OBALDÍA58
 
1.9%
REGIONAL DE SALUD DE KUNA YALA56
 
1.8%
Other values (6)128
 
4.1%

Estado
Categorical

Distinct2
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size24.4 KiB
Autorizado
3077 
Cancelado
 
25

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowAutorizado
2nd rowAutorizado
3rd rowAutorizado
4th rowAutorizado
5th rowAutorizado
ValueCountFrequency (%)
Autorizado3077
99.2%
Cancelado25
 
0.8%

nnc
Categorical

CONSTANT
REJECTED

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size24.4 KiB
0
3102 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0
ValueCountFrequency (%)
03102
100.0%

IdEmpresa
Categorical

HIGH CARDINALITY

Distinct3052
Distinct (%)98.4%
Missing0
Missing (%)0.0%
Memory size24.4 KiB
NTwwMTY9NVs2MDEwM1s2MTQ1NzA1
 
2
NTwwMTc1Nls2MDw0Mls2MTQ1NTI9
 
2
NTwwMTY9NVs2MDEwM1s2MTQ1Nj03
 
2
NTwwMTY9NVs2MDEwM1s2MTQ1NjI0
 
2
NTwwMTY9NVs2MDEwM1s2MTQ1Njw3
 
2
Other values (3047)
3092 

Unique

Unique3002 ?
Unique (%)96.8%

Sample

1st rowNTwwMTYzNFs2NjwyMVs2MTUwPDQ0
2nd rowNTwwMTYzNFs2NjwyMVs2MTUwMTUy
3rd rowNTwwMTYzNFs2Nj09PFs2MDQ1Mjw3
4th rowNTwwMTYzNFs2NjwyMVs2MTUwMjA2
5th rowNTwwMTYyN1s2NDw3MVs2MTQzMz09
ValueCountFrequency (%)
NTwwMTY9NVs2MDEwM1s2MTQ1NzA12
 
0.1%
NTwwMTc1Nls2MDw0Mls2MTQ1NTI92
 
0.1%
NTwwMTY9NVs2MDEwM1s2MTQ1Nj032
 
0.1%
NTwwMTY9NVs2MDEwM1s2MTQ1NjI02
 
0.1%
NTwwMTY9NVs2MDEwM1s2MTQ1Njw32
 
0.1%
NTwwMTYzNFs2NjM9MFs2MD00MTIx2
 
0.1%
NTwwMTY9NVs2MDEwM1s2MTQ1MTA32
 
0.1%
NTwwMTY9NVs2MDEwM1s2MTQ1NjM02
 
0.1%
NTwwMTY9NVs2MDEwM1s2MTQ1NjMy2
 
0.1%
NTwwMTc1Nls2MDw0Mls2MTQ0PTMx2
 
0.1%
Other values (3042)3082
99.4%

modalidad
Categorical

CONSTANT
REJECTED

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size24.4 KiB
Adjudicacion Global
3102 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowAdjudicacion Global
2nd rowAdjudicacion Global
3rd rowAdjudicacion Global
4th rowAdjudicacion Global
5th rowAdjudicacion Global
ValueCountFrequency (%)
Adjudicacion Global3102
100.0%

MontoRef
Categorical

CONSTANT
REJECTED

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size24.4 KiB
0.0
3102 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0.0
2nd row0.0
3rd row0.0
4th row0.0
5th row0.0
ValueCountFrequency (%)
0.03102
100.0%

fecha
Categorical

HIGH CARDINALITY

Distinct2382
Distinct (%)76.8%
Missing0
Missing (%)0.0%
Memory size24.4 KiB
23-12-2020 10:51 AM
 
8
30-11-2020 10:17 AM
 
6
22-08-2020 09:32 AM
 
6
21-12-2020 01:02 PM
 
6
04-05-2020 06:08 PM
 
6
Other values (2377)
3070 

Unique

Unique1861 ?
Unique (%)60.0%

Sample

1st row21-01-2021 04:43 PM
2nd row21-01-2021 03:52 PM
3rd row21-01-2021 03:48 PM
4th row21-01-2021 03:19 PM
5th row21-01-2021 03:05 PM
ValueCountFrequency (%)
23-12-2020 10:51 AM8
 
0.3%
30-11-2020 10:17 AM6
 
0.2%
22-08-2020 09:32 AM6
 
0.2%
21-12-2020 01:02 PM6
 
0.2%
04-05-2020 06:08 PM6
 
0.2%
28-11-2020 09:00 AM6
 
0.2%
12-11-2020 06:33 PM6
 
0.2%
01-10-2020 10:52 AM5
 
0.2%
07-10-2020 04:30 PM5
 
0.2%
01-10-2020 10:51 AM5
 
0.2%
Other values (2372)3043
98.1%

link
Categorical

HIGH CARDINALITY

Distinct3052
Distinct (%)98.4%
Missing0
Missing (%)0.0%
Memory size24.4 KiB
https://www.panamacompra.gob.pa/Inicio/#!/vistaPreviaCP?NumLc=2020-1-10-0-08-EM-392214&esap=1&nnc=0&it=1
 
2
https://www.panamacompra.gob.pa/Inicio/#!/vistaPreviaCP?NumLc=2020-1-10-0-08-EM-391888&esap=1&nnc=0&it=1
 
2
https://www.panamacompra.gob.pa/Inicio/#!/vistaPreviaCP?NumLc=2020-0-12-0-08-EM-031301&esap=1&nnc=0&it=1
 
2
https://www.panamacompra.gob.pa/Inicio/#!/vistaPreviaCP?NumLc=2020-1-10-0-08-EM-392219&esap=1&nnc=0&it=1
 
2
https://www.panamacompra.gob.pa/Inicio/#!/vistaPreviaCP?NumLc=2020-0-12-0-08-EM-030934&esap=1&nnc=0&it=1
 
2
Other values (3047)
3092 

Unique

Unique3002 ?
Unique (%)96.8%

Sample

1st rowhttps://www.panamacompra.gob.pa/Inicio/#!/vistaPreviaCP?NumLc=2021-0-12-14-08-EM-020271&esap=1&nnc=0&it=1
2nd rowhttps://www.panamacompra.gob.pa/Inicio/#!/vistaPreviaCP?NumLc=2021-0-12-14-08-EM-020253&esap=1&nnc=0&it=1
3rd rowhttps://www.panamacompra.gob.pa/Inicio/#!/vistaPreviaCP?NumLc=2020-0-12-224-09-EM-009425&esap=1&nnc=0&it=1
4th rowhttps://www.panamacompra.gob.pa/Inicio/#!/vistaPreviaCP?NumLc=2021-0-12-14-08-EM-020258&esap=1&nnc=0&it=1
5th rowhttps://www.panamacompra.gob.pa/Inicio/#!/vistaPreviaCP?NumLc=2020-0-04-0-08-EM-012060&esap=1&nnc=0&it=1
ValueCountFrequency (%)
https://www.panamacompra.gob.pa/Inicio/#!/vistaPreviaCP?NumLc=2020-1-10-0-08-EM-392214&esap=1&nnc=0&it=12
 
0.1%
https://www.panamacompra.gob.pa/Inicio/#!/vistaPreviaCP?NumLc=2020-1-10-0-08-EM-391888&esap=1&nnc=0&it=12
 
0.1%
https://www.panamacompra.gob.pa/Inicio/#!/vistaPreviaCP?NumLc=2020-0-12-0-08-EM-031301&esap=1&nnc=0&it=12
 
0.1%
https://www.panamacompra.gob.pa/Inicio/#!/vistaPreviaCP?NumLc=2020-1-10-0-08-EM-392219&esap=1&nnc=0&it=12
 
0.1%
https://www.panamacompra.gob.pa/Inicio/#!/vistaPreviaCP?NumLc=2020-0-12-0-08-EM-030934&esap=1&nnc=0&it=12
 
0.1%
https://www.panamacompra.gob.pa/Inicio/#!/vistaPreviaCP?NumLc=2020-1-10-0-08-EM-392234&esap=1&nnc=0&it=12
 
0.1%
https://www.panamacompra.gob.pa/Inicio/#!/vistaPreviaCP?NumLc=2020-0-03-0-99-EM-041247&esap=1&nnc=0&it=12
 
0.1%
https://www.panamacompra.gob.pa/Inicio/#!/vistaPreviaCP?NumLc=2020-1-10-0-08-EM-392245&esap=1&nnc=0&it=12
 
0.1%
https://www.panamacompra.gob.pa/Inicio/#!/vistaPreviaCP?NumLc=2020-1-10-0-08-EM-392242&esap=1&nnc=0&it=12
 
0.1%
https://www.panamacompra.gob.pa/Inicio/#!/vistaPreviaCP?NumLc=2020-0-12-0-08-EM-031063&esap=1&nnc=0&it=12
 
0.1%
Other values (3042)3082
99.4%