Descriptivo Palmira

Palmira=read.table("Palmira_Urbano_planas.txt",head=T,sep = ",")
Palmira$INTERVALOS_HORA_t=as.POSIXct(as.character(Palmira$INTERVALOS_HORA), format="%R")

####Mapas por uso de suelo, recortado dejando solo la zona urbana, con todos los puntos de los robos

Palmira1_covar=filter(Palmira,GENERO %in% c("FEMENINO","MASCULINO"))
Palmira1_covar$EDAD_Cat=cut(Palmira1_covar$EDAD, breaks=c(0,18,45,65,100), labels = c("Menor de 18","18-45","45-65","Mayor de 65"))
Palmira1_covar$Armas_indicator=ifelse(Palmira1_covar$ARMAS=="SINEMPLEODEARMAS","Sin","Con")
Palmira1_covar$SEMESTRE=dplyr::recode(Palmira1_covar$MES, "ene"="SEM_1", "feb"="SEM_1", "mar"="SEM_1", "abr"="SEM_1", "may"="SEM_1","jun"="SEM_1","jul"="SEM_2","ago"="SEM_2","sep"="SEM_2","oct"="SEM_2","nov"="SEM_2","dic"="SEM_2")
Palmira1_covar <- subset(Palmira1_covar, select = c("X_plain","Y_plain","YEAR","BARRIOS","GENERO","DIA_SEMANA","INTERVALOS_HORA","MODALIDAD","EDAD_Cat",
"Armas_indicator","MES","SEMESTRE","LONGITUD","LATITUD"))
table(Palmira1_covar$YEAR,Palmira1_covar$SEMESTRE,Palmira1_covar$INTERVALOS_HORA,Palmira1_covar$GENERO)
## , ,  = 00:00-05:59,  = FEMENINO
## 
##       
##        SEM_1 SEM_2
##   2012    60    28
##   2013    26    37
##   2014    19    21
##   2015    16    26
##   2016    32    22
##   2017    25    31
##   2018    60    98
##   2019    80    73
##   2020    47    45
##   2021    63   111
##   2022    80     0
## 
## , ,  = 06:00-11:59,  = FEMENINO
## 
##       
##        SEM_1 SEM_2
##   2012    47    42
##   2013    50    26
##   2014    50    40
##   2015    52    67
##   2016    65    78
##   2017    76    91
##   2018   139   115
##   2019   124   118
##   2020    82    97
##   2021   100   136
##   2022   121     0
## 
## , ,  = 12:00-17:59,  = FEMENINO
## 
##       
##        SEM_1 SEM_2
##   2012    63    56
##   2013    62    56
##   2014    56    56
##   2015    69    85
##   2016    72    79
##   2017   103    84
##   2018   108   129
##   2019   120   120
##   2020    73    83
##   2021    74   131
##   2022   131     0
## 
## , ,  = 18:00-23:59,  = FEMENINO
## 
##       
##        SEM_1 SEM_2
##   2012    32    31
##   2013    41    23
##   2014    36    46
##   2015    39    57
##   2016    41    66
##   2017    58    75
##   2018    83    77
##   2019   123    84
##   2020    48    68
##   2021    66    88
##   2022    89     0
## 
## , ,  = 00:00-05:59,  = MASCULINO
## 
##       
##        SEM_1 SEM_2
##   2012    67    43
##   2013    53    40
##   2014    54    33
##   2015    40    34
##   2016    45    50
##   2017    48    70
##   2018    66    90
##   2019    97    82
##   2020    63    74
##   2021    76    86
##   2022    95     0
## 
## , ,  = 06:00-11:59,  = MASCULINO
## 
##       
##        SEM_1 SEM_2
##   2012    85   106
##   2013    97    68
##   2014    72    75
##   2015    63    72
##   2016    91   108
##   2017   102   100
##   2018   125    87
##   2019   110    90
##   2020    65    88
##   2021    98   119
##   2022   132     0
## 
## , ,  = 12:00-17:59,  = MASCULINO
## 
##       
##        SEM_1 SEM_2
##   2012    88   104
##   2013   106    82
##   2014    90    80
##   2015    91    97
##   2016    64    90
##   2017    95    95
##   2018    92   103
##   2019   112    91
##   2020    83    97
##   2021    78   131
##   2022   133     0
## 
## , ,  = 18:00-23:59,  = MASCULINO
## 
##       
##        SEM_1 SEM_2
##   2012    50    62
##   2013    66    49
##   2014    66    61
##   2015    72    83
##   2016    55    71
##   2017    63   104
##   2018   105   109
##   2019   113   109
##   2020    60    84
##   2021    69    88
##   2022   116     0
table(Palmira1_covar$YEAR,Palmira1_covar$SEMESTRE,Palmira1_covar$INTERVALOS_HORA,Palmira1_covar$EDAD_Cat)
## , ,  = 00:00-05:59,  = Menor de 18
## 
##       
##        SEM_1 SEM_2
##   2012     1     1
##   2013     1     0
##   2014     1     0
##   2015     1     1
##   2016     7     4
##   2017     4     8
##   2018     4     3
##   2019     5     5
##   2020     3     3
##   2021     3     6
##   2022     9     0
## 
## , ,  = 06:00-11:59,  = Menor de 18
## 
##       
##        SEM_1 SEM_2
##   2012     4     2
##   2013     3     4
##   2014     4     6
##   2015     3     5
##   2016    17    15
##   2017    14     9
##   2018    12     9
##   2019     8     2
##   2020     4     3
##   2021     1     5
##   2022     4     0
## 
## , ,  = 12:00-17:59,  = Menor de 18
## 
##       
##        SEM_1 SEM_2
##   2012     8     6
##   2013    12     6
##   2014    10    12
##   2015    15     9
##   2016     8     6
##   2017    19    18
##   2018     8    11
##   2019     8     7
##   2020     4     2
##   2021     1     9
##   2022    15     0
## 
## , ,  = 18:00-23:59,  = Menor de 18
## 
##       
##        SEM_1 SEM_2
##   2012     1     8
##   2013     5     7
##   2014     4     7
##   2015     5     7
##   2016     4     6
##   2017    12    12
##   2018     9     7
##   2019     6     8
##   2020     8     2
##   2021     2     5
##   2022    16     0
## 
## , ,  = 00:00-05:59,  = 18-45
## 
##       
##        SEM_1 SEM_2
##   2012    85    53
##   2013    51    50
##   2014    55    35
##   2015    41    43
##   2016    48    46
##   2017    41    70
##   2018   100   157
##   2019   119   100
##   2020    65    90
##   2021    94   145
##   2022   123     0
## 
## , ,  = 06:00-11:59,  = 18-45
## 
##       
##        SEM_1 SEM_2
##   2012    88   108
##   2013   103    69
##   2014    95    83
##   2015    82    95
##   2016    98   119
##   2017   111   131
##   2018   189   141
##   2019   156   153
##   2020    97   110
##   2021   136   184
##   2022   175     0
## 
## , ,  = 12:00-17:59,  = 18-45
## 
##       
##        SEM_1 SEM_2
##   2012   103   116
##   2013   121   110
##   2014   103    91
##   2015   107   120
##   2016   100   115
##   2017   115   110
##   2018   145   180
##   2019   160   156
##   2020    96   119
##   2021   101   186
##   2022   169     0
## 
## , ,  = 18:00-23:59,  = 18-45
## 
##       
##        SEM_1 SEM_2
##   2012    57    61
##   2013    77    52
##   2014    83    72
##   2015    85   102
##   2016    72   100
##   2017    75   123
##   2018   142   140
##   2019   182   139
##   2020    78   110
##   2021   114   138
##   2022   150     0
## 
## , ,  = 00:00-05:59,  = 45-65
## 
##       
##        SEM_1 SEM_2
##   2012    34    12
##   2013    27    24
##   2014    13    17
##   2015    12    10
##   2016    16    19
##   2017    23    21
##   2018    18    24
##   2019    46    36
##   2020    34    23
##   2021    36    39
##   2022    33     0
## 
## , ,  = 06:00-11:59,  = 45-65
## 
##       
##        SEM_1 SEM_2
##   2012    27    31
##   2013    36    15
##   2014    22    21
##   2015    24    28
##   2016    32    39
##   2017    41    37
##   2018    49    42
##   2019    54    40
##   2020    40    59
##   2021    54    51
##   2022    56     0
## 
## , ,  = 12:00-17:59,  = 45-65
## 
##       
##        SEM_1 SEM_2
##   2012    35    35
##   2013    31    20
##   2014    26    27
##   2015    31    42
##   2016    21    41
##   2017    50    44
##   2018    40    38
##   2019    57    38
##   2020    40    45
##   2021    42    61
##   2022    64     0
## 
## , ,  = 18:00-23:59,  = 45-65
## 
##       
##        SEM_1 SEM_2
##   2012    22    23
##   2013    22    13
##   2014    15    26
##   2015    19    24
##   2016    19    27
##   2017    27    41
##   2018    30    36
##   2019    41    42
##   2020    20    33
##   2021    16    29
##   2022    31     0
## 
## , ,  = 00:00-05:59,  = Mayor de 65
## 
##       
##        SEM_1 SEM_2
##   2012     7     5
##   2013     0     3
##   2014     4     2
##   2015     2     6
##   2016     6     3
##   2017     3     1
##   2018     4     3
##   2019     6    13
##   2020     8     3
##   2021     6     6
##   2022     8     0
## 
## , ,  = 06:00-11:59,  = Mayor de 65
## 
##       
##        SEM_1 SEM_2
##   2012    13     7
##   2013     5     6
##   2014     1     5
##   2015     6    11
##   2016     9    13
##   2017    12    11
##   2018    14    10
##   2019    16    13
##   2020     6    13
##   2021     4    12
##   2022    18     0
## 
## , ,  = 12:00-17:59,  = Mayor de 65
## 
##       
##        SEM_1 SEM_2
##   2012     5     3
##   2013     4     2
##   2014     7     6
##   2015     7    11
##   2016     7     7
##   2017    12     5
##   2018     7     3
##   2019     4    10
##   2020    16    14
##   2021     8     5
##   2022    14     0
## 
## , ,  = 18:00-23:59,  = Mayor de 65
## 
##       
##        SEM_1 SEM_2
##   2012     2     1
##   2013     3     0
##   2014     0     2
##   2015     2     7
##   2016     1     4
##   2017     5     3
##   2018     7     3
##   2019     7     4
##   2020     2     7
##   2021     2     2
##   2022     8     0
table(Palmira1_covar$YEAR,Palmira1_covar$SEMESTRE,Palmira1_covar$INTERVALOS_HORA,Palmira1_covar$Armas_indicator)
## , ,  = 00:00-05:59,  = Con
## 
##       
##        SEM_1 SEM_2
##   2012    74    32
##   2013    27    21
##   2014    26    19
##   2015    36    21
##   2016    27    47
##   2017    43    65
##   2018    89   131
##   2019   107    87
##   2020    51    74
##   2021    80    80
##   2022    73     0
## 
## , ,  = 06:00-11:59,  = Con
## 
##       
##        SEM_1 SEM_2
##   2012    80    82
##   2013    77    48
##   2014    62    49
##   2015    54    63
##   2016    72    99
##   2017    97   110
##   2018   157   109
##   2019   142    99
##   2020    74   104
##   2021   128   115
##   2022   100     0
## 
## , ,  = 12:00-17:59,  = Con
## 
##       
##        SEM_1 SEM_2
##   2012   101   110
##   2013    99    66
##   2014    94    81
##   2015    88   104
##   2016    64   106
##   2017   122   116
##   2018   125   137
##   2019   136   118
##   2020    78   107
##   2021    72   114
##   2022    93     0
## 
## , ,  = 18:00-23:59,  = Con
## 
##       
##        SEM_1 SEM_2
##   2012    65    64
##   2013    69    44
##   2014    65    65
##   2015    77    84
##   2016    65   103
##   2017    90   113
##   2018   137   126
##   2019   160   125
##   2020    68    95
##   2021    84    86
##   2022   109     0
## 
## , ,  = 00:00-05:59,  = Sin
## 
##       
##        SEM_1 SEM_2
##   2012    53    39
##   2013    52    56
##   2014    47    35
##   2015    20    39
##   2016    50    25
##   2017    30    36
##   2018    37    57
##   2019    70    68
##   2020    59    45
##   2021    59   117
##   2022   102     0
## 
## , ,  = 06:00-11:59,  = Sin
## 
##       
##        SEM_1 SEM_2
##   2012    52    66
##   2013    70    46
##   2014    60    66
##   2015    61    76
##   2016    84    87
##   2017    81    81
##   2018   107    93
##   2019    92   109
##   2020    73    81
##   2021    70   140
##   2022   153     0
## 
## , ,  = 12:00-17:59,  = Sin
## 
##       
##        SEM_1 SEM_2
##   2012    50    50
##   2013    69    72
##   2014    52    55
##   2015    72    78
##   2016    72    63
##   2017    76    63
##   2018    75    95
##   2019    96    93
##   2020    78    73
##   2021    80   148
##   2022   171     0
## 
## , ,  = 18:00-23:59,  = Sin
## 
##       
##        SEM_1 SEM_2
##   2012    17    29
##   2013    38    28
##   2014    37    42
##   2015    34    56
##   2016    31    34
##   2017    31    66
##   2018    51    60
##   2019    76    68
##   2020    40    57
##   2021    51    90
##   2022    96     0
Palmira1_covar$TRIMESTRE=dplyr::recode(Palmira1_covar$MES, "ene"="Trim_1", "feb"="Trim_1", "mar"="Trim_1", "abr"="Trim_2", "may"="Trim_2","jun"="Trim_2","jul"="Trim_3","ago"="Trim_3","sep"="Trim_3","oct"="Trim_4","nov"="Trim_4","dic"="Trim_4")
Palmira1_covar <- subset(Palmira1_covar, select = c("X_plain","Y_plain","YEAR","BARRIOS","GENERO","DIA_SEMANA","INTERVALOS_HORA","MODALIDAD","EDAD_Cat",
"Armas_indicator","MES","TRIMESTRE","LONGITUD","LATITUD"))
table(Palmira1_covar$YEAR,Palmira1_covar$TRIMESTRE,Palmira1_covar$INTERVALOS_HORA,Palmira1_covar$GENERO)
## , ,  = 00:00-05:59,  = FEMENINO
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012     31     29     20      8
##   2013     15     11     20     17
##   2014      8     11     15      6
##   2015      2     14     13     13
##   2016     19     13     10     12
##   2017     17      8     10     21
##   2018     31     29     31     67
##   2019     47     33     35     38
##   2020     33     14     21     24
##   2021     31     32     47     64
##   2022     37     43      0      0
## 
## , ,  = 06:00-11:59,  = FEMENINO
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012     20     27     19     23
##   2013     27     23     19      7
##   2014     24     26     16     24
##   2015     25     27     38     29
##   2016     33     32     39     39
##   2017     34     42     46     45
##   2018     61     78     56     59
##   2019     64     60     61     57
##   2020     55     27     52     45
##   2021     44     56     72     64
##   2022     68     53      0      0
## 
## , ,  = 12:00-17:59,  = FEMENINO
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012     28     35     27     29
##   2013     31     31     27     29
##   2014     33     23     21     35
##   2015     26     43     37     48
##   2016     27     45     39     40
##   2017     57     46     32     52
##   2018     55     53     55     74
##   2019     59     61     54     66
##   2020     52     21     41     42
##   2021     39     35     77     54
##   2022     64     67      0      0
## 
## , ,  = 18:00-23:59,  = FEMENINO
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012     15     17     14     17
##   2013     24     17     10     13
##   2014     15     21     21     25
##   2015     14     25     32     25
##   2016     22     19     36     30
##   2017     32     26     37     38
##   2018     36     47     32     45
##   2019     61     62     34     50
##   2020     34     14     31     37
##   2021     22     44     29     59
##   2022     34     55      0      0
## 
## , ,  = 00:00-05:59,  = MASCULINO
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012     28     39     35      8
##   2013     33     20     22     18
##   2014     26     28     16     17
##   2015     13     27     18     16
##   2016     24     21     23     27
##   2017     37     11     30     40
##   2018     29     37     39     51
##   2019     59     38     36     46
##   2020     42     21     32     42
##   2021     40     36     41     45
##   2022     41     54      0      0
## 
## , ,  = 06:00-11:59,  = MASCULINO
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012     44     41     50     56
##   2013     61     36     38     30
##   2014     36     36     39     36
##   2015     24     39     42     30
##   2016     31     60     53     55
##   2017     42     60     51     49
##   2018     67     58     54     33
##   2019     53     57     50     40
##   2020     42     23     47     41
##   2021     49     49     53     66
##   2022     50     82      0      0
## 
## , ,  = 12:00-17:59,  = MASCULINO
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012     42     46     53     51
##   2013     52     54     41     41
##   2014     37     53     47     33
##   2015     38     53     39     58
##   2016     32     32     48     42
##   2017     52     43     46     49
##   2018     59     33     50     53
##   2019     49     63     47     44
##   2020     56     27     54     43
##   2021     37     41     61     70
##   2022     71     62      0      0
## 
## , ,  = 18:00-23:59,  = MASCULINO
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012     27     23     34     28
##   2013     31     35     23     26
##   2014     32     34     29     32
##   2015     28     44     38     45
##   2016     28     27     18     53
##   2017     37     26     45     59
##   2018     37     68     62     47
##   2019     59     54     58     51
##   2020     38     22     47     37
##   2021     25     44     40     48
##   2022     50     66      0      0
table(Palmira1_covar$YEAR,Palmira1_covar$TRIMESTRE,Palmira1_covar$INTERVALOS_HORA,Palmira1_covar$EDAD_Cat)
## , ,  = 00:00-05:59,  = Menor de 18
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012      0      1      0      1
##   2013      0      1      0      0
##   2014      0      1      0      0
##   2015      0      1      0      1
##   2016      4      3      3      1
##   2017      3      1      3      5
##   2018      2      2      1      2
##   2019      5      0      4      1
##   2020      3      0      0      3
##   2021      2      1      1      5
##   2022      4      5      0      0
## 
## , ,  = 06:00-11:59,  = Menor de 18
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012      2      2      0      2
##   2013      2      1      3      1
##   2014      2      2      3      3
##   2015      2      1      2      3
##   2016      5     12      8      7
##   2017      6      8      7      2
##   2018      5      7      6      3
##   2019      5      3      1      1
##   2020      4      0      2      1
##   2021      0      1      2      3
##   2022      2      2      0      0
## 
## , ,  = 12:00-17:59,  = Menor de 18
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012      5      3      2      4
##   2013      6      6      5      1
##   2014      4      6      5      7
##   2015      5     10      3      6
##   2016      4      4      5      1
##   2017      7     12      9      9
##   2018      3      5      9      2
##   2019      5      3      3      4
##   2020      3      1      2      0
##   2021      1      0      5      4
##   2022     11      4      0      0
## 
## , ,  = 18:00-23:59,  = Menor de 18
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012      1      0      5      3
##   2013      2      3      3      4
##   2014      0      4      3      4
##   2015      2      3      3      4
##   2016      2      2      3      3
##   2017      8      4      8      4
##   2018      1      8      4      3
##   2019      3      3      4      4
##   2020      5      3      1      1
##   2021      1      1      2      3
##   2022      4     12      0      0
## 
## , ,  = 00:00-05:59,  = 18-45
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012     40     45     40     13
##   2013     31     20     27     23
##   2014     24     31     18     17
##   2015     11     30     24     19
##   2016     30     18     21     25
##   2017     29     12     27     43
##   2018     48     52     62     95
##   2019     74     45     40     60
##   2020     45     20     38     52
##   2021     44     50     66     79
##   2022     52     71      0      0
## 
## , ,  = 06:00-11:59,  = 18-45
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012     38     50     52     56
##   2013     62     41     40     29
##   2014     49     46     39     44
##   2015     33     49     57     38
##   2016     45     53     57     62
##   2017     48     63     65     66
##   2018     91     98     77     64
##   2019     87     69     81     72
##   2020     67     30     58     52
##   2021     64     72     91     93
##   2022     82     93      0      0
## 
## , ,  = 12:00-17:59,  = 18-45
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012     45     58     58     58
##   2013     57     64     49     61
##   2014     49     54     45     46
##   2015     45     62     45     75
##   2016     42     58     57     58
##   2017     64     51     48     62
##   2018     82     63     84     96
##   2019     75     85     79     77
##   2020     61     35     64     55
##   2021     52     49    102     84
##   2022     91     78      0      0
## 
## , ,  = 18:00-23:59,  = 18-45
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012     27     30     33     28
##   2013     39     38     24     28
##   2014     42     41     35     37
##   2015     35     50     52     50
##   2016     37     35     40     60
##   2017     40     35     57     66
##   2018     56     86     74     66
##   2019     97     85     67     72
##   2020     52     26     57     53
##   2021     42     72     52     86
##   2022     62     88      0      0
## 
## , ,  = 00:00-05:59,  = 45-65
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012     17     17     10      2
##   2013     17     10     12     12
##   2014      7      6     11      6
##   2015      3      9      5      5
##   2016      6     10      8     11
##   2017     17      6      9     12
##   2018      9      9      5     19
##   2019     26     20     21     15
##   2020     19     15     15      8
##   2021     21     15     19     20
##   2022     19     14      0      0
## 
## , ,  = 06:00-11:59,  = 45-65
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012     14     13     14     17
##   2013     23     13      8      7
##   2014      8     14     12      9
##   2015     12     12     15     13
##   2016     11     21     22     17
##   2017     16     25     18     19
##   2018     29     20     20     22
##   2019     20     34     22     18
##   2020     21     19     29     30
##   2021     26     28     23     28
##   2022     28     28      0      0
## 
## , ,  = 12:00-17:59,  = 45-65
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012     19     16     18     17
##   2013     17     14     12      8
##   2014     16     10     17     10
##   2015     11     20     21     21
##   2016     10     11     22     19
##   2017     29     21     18     26
##   2018     25     15     11     27
##   2019     26     31     16     22
##   2020     31      9     22     23
##   2021     19     23     30     31
##   2022     24     40      0      0
## 
## , ,  = 18:00-23:59,  = 45-65
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012     12     10      9     14
##   2013     11     11      6      7
##   2014      5     10     10     16
##   2015      4     15     11     13
##   2016     11      8     10     17
##   2017     15     12     16     25
##   2018     13     17     14     22
##   2019     15     26     20     22
##   2020     15      5     17     16
##   2021      3     13     14     15
##   2022     13     18      0      0
## 
## , ,  = 00:00-05:59,  = Mayor de 65
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012      2      5      5      0
##   2013      0      0      3      0
##   2014      3      1      2      0
##   2015      1      1      2      4
##   2016      3      3      1      2
##   2017      3      0      0      1
##   2018      1      3      2      1
##   2019      1      5      5      8
##   2020      8      0      0      3
##   2021      4      2      2      4
##   2022      2      6      0      0
## 
## , ,  = 06:00-11:59,  = Mayor de 65
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012     10      3      3      4
##   2013      1      4      6      0
##   2014      1      0      1      4
##   2015      2      4      6      5
##   2016      3      6      5      8
##   2017      6      6      7      4
##   2018      3     11      7      3
##   2019      5     11      7      6
##   2020      5      1     10      3
##   2021      3      1      7      5
##   2022      6     12      0      0
## 
## , ,  = 12:00-17:59,  = Mayor de 65
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012      1      4      2      1
##   2013      3      1      2      0
##   2014      1      6      1      5
##   2015      3      4      7      4
##   2016      3      4      3      4
##   2017      9      3      3      2
##   2018      4      3      1      2
##   2019      1      3      3      7
##   2020     13      3      7      7
##   2021      4      4      1      4
##   2022      8      6      0      0
## 
## , ,  = 18:00-23:59,  = Mayor de 65
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012      2      0      1      0
##   2013      3      0      0      0
##   2014      0      0      2      0
##   2015      1      1      4      3
##   2016      0      1      1      3
##   2017      4      1      1      2
##   2018      3      4      2      1
##   2019      5      2      1      3
##   2020      0      2      3      4
##   2021      0      2      1      1
##   2022      5      3      0      0
table(Palmira1_covar$YEAR,Palmira1_covar$TRIMESTRE,Palmira1_covar$INTERVALOS_HORA,Palmira1_covar$Armas_indicator)
## , ,  = 00:00-05:59,  = Con
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012     32     42     26      6
##   2013     18      9      9     12
##   2014      7     19      8     11
##   2015      9     27     12      9
##   2016     14     13     20     27
##   2017     32     11     28     37
##   2018     41     48     46     85
##   2019     71     36     36     51
##   2020     31     20     35     39
##   2021     38     42     41     39
##   2022     34     39      0      0
## 
## , ,  = 06:00-11:59,  = Con
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012     38     42     40     42
##   2013     45     32     21     27
##   2014     28     34     23     26
##   2015     23     31     39     24
##   2016     37     35     45     54
##   2017     42     55     57     53
##   2018     84     73     58     51
##   2019     76     66     59     40
##   2020     48     26     54     50
##   2021     57     71     61     54
##   2022     43     57      0      0
## 
## , ,  = 12:00-17:59,  = Con
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012     46     55     53     57
##   2013     46     53     27     39
##   2014     41     53     47     34
##   2015     33     55     45     59
##   2016     25     39     54     52
##   2017     67     55     53     63
##   2018     73     52     59     78
##   2019     69     67     56     62
##   2020     58     20     59     48
##   2021     36     36     64     50
##   2022     44     49      0      0
## 
## , ,  = 18:00-23:59,  = Con
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012     30     35     33     31
##   2013     35     34     16     28
##   2014     26     39     27     38
##   2015     31     46     43     41
##   2016     38     27     38     65
##   2017     53     37     51     62
##   2018     54     83     59     67
##   2019     87     73     55     70
##   2020     43     25     51     44
##   2021     25     59     39     47
##   2022     45     64      0      0
## 
## , ,  = 00:00-05:59,  = Sin
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012     27     26     29     10
##   2013     30     22     33     23
##   2014     27     20     23     12
##   2015      6     14     19     20
##   2016     29     21     13     12
##   2017     22      8     12     24
##   2018     19     18     24     33
##   2019     35     35     35     33
##   2020     44     15     18     27
##   2021     33     26     47     70
##   2022     44     58      0      0
## 
## , ,  = 06:00-11:59,  = Sin
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012     26     26     29     37
##   2013     43     27     36     10
##   2014     32     28     32     34
##   2015     26     35     41     35
##   2016     27     57     47     40
##   2017     34     47     40     41
##   2018     44     63     52     41
##   2019     41     51     52     57
##   2020     49     24     45     36
##   2021     36     34     64     76
##   2022     75     78      0      0
## 
## , ,  = 12:00-17:59,  = Sin
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012     24     26     27     23
##   2013     37     32     41     31
##   2014     29     23     21     34
##   2015     31     41     31     47
##   2016     34     38     33     30
##   2017     42     34     25     38
##   2018     41     34     46     49
##   2019     39     57     45     48
##   2020     50     28     36     37
##   2021     40     40     74     74
##   2022     91     80      0      0
## 
## , ,  = 18:00-23:59,  = Sin
## 
##       
##        Trim_1 Trim_2 Trim_3 Trim_4
##   2012     12      5     15     14
##   2013     20     18     17     11
##   2014     21     16     23     19
##   2015     11     23     27     29
##   2016     12     19     16     18
##   2017     16     15     31     35
##   2018     19     32     35     25
##   2019     33     43     37     31
##   2020     29     11     27     30
##   2021     22     29     30     60
##   2022     39     57      0      0
Palmira1_covar$BIMESTRE=dplyr::recode(Palmira1_covar$MES, "ene"="Bim_1", "feb"="Bim_1", "mar"="Bim_2", "abr"="Bim_2", "may"="Bim_3","jun"="Bim_3","jul"="Bim_4","ago"="Bim_4","sep"="Bim_5","oct"="Bim_5","nov"="Bim_6","dic"="Bim_6")
Palmira1_covar <- subset(Palmira1_covar, select = c("X_plain","Y_plain","YEAR","BARRIOS","GENERO","DIA_SEMANA","INTERVALOS_HORA","MODALIDAD","EDAD_Cat",
"Armas_indicator","MES","BIMESTRE","LONGITUD","LATITUD"))
table(Palmira1_covar$YEAR,Palmira1_covar$BIMESTRE,Palmira1_covar$INTERVALOS_HORA,Palmira1_covar$GENERO)
## , ,  = 00:00-05:59,  = FEMENINO
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012    14    25    21    15     7     6
##   2013    10     8     8    14    17     6
##   2014     4     6     9    14     2     5
##   2015     1     1    14    10    11     5
##   2016    14    10     8     7     5    10
##   2017    13     7     5     5    13    13
##   2018    16    20    24    17    35    46
##   2019    41    21    18    25    23    25
##   2020    25    12    10    15    12    18
##   2021    19    22    22    22    49    40
##   2022    17    37    26     0     0     0
## 
## , ,  = 06:00-11:59,  = FEMENINO
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012    12     9    26    11    14    17
##   2013    20    19    11    13     8     5
##   2014    13    22    15     8    18    14
##   2015    14    19    19    20    27    20
##   2016    18    25    22    26    29    23
##   2017    23    27    26    29    32    30
##   2018    36    50    53    30    47    38
##   2019    39    42    43    41    39    38
##   2020    36    29    17    26    48    23
##   2021    28    33    39    35    61    40
##   2022    34    49    38     0     0     0
## 
## , ,  = 12:00-17:59,  = FEMENINO
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012    18    18    27    18    16    22
##   2013    20    25    17    19    19    18
##   2014    19    23    14    15    15    26
##   2015    17    18    34    25    29    31
##   2016    17    26    29    21    31    27
##   2017    42    28    33    20    22    42
##   2018    33    45    30    37    47    45
##   2019    36    39    45    37    40    43
##   2020    39    20    14    29    24    30
##   2021    21    28    25    47    48    36
##   2022    39    47    45     0     0     0
## 
## , ,  = 18:00-23:59,  = FEMENINO
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012     9     8    15    11     8    12
##   2013    22     6    13     6    11     6
##   2014    12    12    12    14    18    14
##   2015    10    14    15    17    23    17
##   2016    16    14    11    23    22    21
##   2017    21    18    19    28    17    30
##   2018    24    29    30    20    26    31
##   2019    35    51    37    23    36    25
##   2020    21    14    13    25    20    23
##   2021    13    23    30    21    23    44
##   2022    19    42    28     0     0     0
## 
## , ,  = 00:00-05:59,  = MASCULINO
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012    20    22    25    24    13     6
##   2013    21    21    11    16    13    11
##   2014    19    10    25    15     7    11
##   2015     6     9    25    12    11    11
##   2016    19    13    13    19     9    22
##   2017    28    13     7    18    28    24
##   2018    20    21    25    29    21    40
##   2019    46    25    26    22    27    33
##   2020    37     9    17    24    23    27
##   2021    21    22    33    27    32    27
##   2022    23    35    37     0     0     0
## 
## , ,  = 06:00-11:59,  = MASCULINO
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012    30    27    28    32    35    39
##   2013    41    30    26    28    21    19
##   2014    26    21    25    23    32    20
##   2015    17    19    27    27    24    21
##   2016    19    29    43    30    41    37
##   2017    30    34    38    41    19    40
##   2018    49    33    43    37    28    22
##   2019    35    41    34    28    33    29
##   2020    31    19    15    29    36    23
##   2021    27    36    35    31    45    43
##   2022    32    47    53     0     0     0
## 
## , ,  = 12:00-17:59,  = MASCULINO
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012    32    26    30    40    25    39
##   2013    35    33    38    34    23    25
##   2014    26    30    34    33    28    19
##   2015    23    31    37    25    42    30
##   2016    24    19    21    22    39    29
##   2017    39    25    31    29    36    30
##   2018    45    23    24    30    38    35
##   2019    31    42    39    32    31    28
##   2020    42    18    23    28    41    28
##   2021    24    28    26    39    49    43
##   2022    33    62    38     0     0     0
## 
## , ,  = 18:00-23:59,  = MASCULINO
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012    20    15    15    28    11    23
##   2013    26    16    24    15    17    17
##   2014    27    11    28    19    17    25
##   2015    17    26    29    24    38    21
##   2016    11    26    18     9    25    37
##   2017    27    21    15    31    26    47
##   2018    26    41    38    41    32    36
##   2019    34    43    36    44    32    33
##   2020    30    11    19    28    31    25
##   2021    17    16    36    23    37    28
##   2022    32    49    35     0     0     0
table(Palmira1_covar$YEAR,Palmira1_covar$BIMESTRE,Palmira1_covar$INTERVALOS_HORA,Palmira1_covar$EDAD_Cat)
## , ,  = 00:00-05:59,  = Menor de 18
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012     0     1     0     0     1     0
##   2013     0     1     0     0     0     0
##   2014     0     0     1     0     0     0
##   2015     0     0     1     0     0     1
##   2016     3     2     2     3     0     1
##   2017     2     2     0     1     5     2
##   2018     2     0     2     1     0     2
##   2019     4     1     0     3     2     0
##   2020     2     1     0     0     0     3
##   2021     0     2     1     0     3     3
##   2022     4     2     3     0     0     0
## 
## , ,  = 06:00-11:59,  = Menor de 18
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012     1     1     2     0     0     2
##   2013     0     2     1     3     0     1
##   2014     1     2     1     2     3     1
##   2015     2     0     1     1     3     1
##   2016     3     7     7     4     6     5
##   2017     2     7     5     6     1     2
##   2018     2     5     5     4     2     3
##   2019     2     4     2     1     0     1
##   2020     4     0     0     1     2     0
##   2021     0     1     0     1     1     3
##   2022     1     2     1     0     0     0
## 
## , ,  = 12:00-17:59,  = Menor de 18
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012     4     2     2     1     2     3
##   2013     4     4     4     4     1     1
##   2014     3     1     6     5     1     6
##   2015     1     5     9     2     6     1
##   2016     2     5     1     2     4     0
##   2017     6     8     5     3    11     4
##   2018     0     4     4     5     5     1
##   2019     4     3     1     1     3     3
##   2020     2     1     1     2     0     0
##   2021     1     0     0     3     5     1
##   2022     5     7     3     0     0     0
## 
## , ,  = 18:00-23:59,  = Menor de 18
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012     1     0     0     5     0     3
##   2013     0     2     3     2     2     3
##   2014     0     0     4     2     1     4
##   2015     1     2     2     3     2     2
##   2016     1     1     2     2     2     2
##   2017     7     2     3     4     5     3
##   2018     1     3     5     2     3     2
##   2019     1     3     2     2     4     2
##   2020     3     2     3     1     1     0
##   2021     1     0     1     1     2     2
##   2022     3     6     7     0     0     0
## 
## , ,  = 00:00-05:59,  = 18-45
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012    18    36    31    29    14    10
##   2013    23    16    12    19    20    11
##   2014    16    12    27    17     4    14
##   2015     6     7    28    18    17     8
##   2016    25    11    12    17    11    18
##   2017    23    10     8    16    26    28
##   2018    28    33    39    40    50    67
##   2019    61    28    30    25    36    39
##   2020    41     9    15    27    29    34
##   2021    29    23    42    39    57    49
##   2022    25    53    45     0     0     0
## 
## , ,  = 06:00-11:59,  = 18-45
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012    23    27    38    33    36    39
##   2013    46    32    25    29    19    21
##   2014    31    35    29    21    37    25
##   2015    22    25    35    32    32    31
##   2016    25    33    40    38    41    40
##   2017    35    39    37    47    37    47
##   2018    63    55    71    44    57    40
##   2019    53    55    48    51    49    53
##   2020    42    34    21    34    46    30
##   2021    39    46    51    45    78    61
##   2022    45    68    62     0     0     0
## 
## , ,  = 12:00-17:59,  = 18-45
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012    29    32    42    45    26    45
##   2013    38    41    42    39    32    39
##   2014    30    41    32    30    32    29
##   2015    29    36    42    29    48    43
##   2016    30    31    39    28    47    40
##   2017    48    27    40    31    34    45
##   2018    54    53    38    52    68    60
##   2019    46    55    59    57    52    47
##   2020    48    21    27    38    43    38
##   2021    33    35    33    59    74    53
##   2022    46    70    53     0     0     0
## 
## , ,  = 18:00-23:59,  = 18-45
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012    20    14    23    26    14    21
##   2013    34    18    25    16    20    16
##   2014    36    20    27    24    24    24
##   2015    23    30    32    28    47    27
##   2016    21    31    20    22    36    42
##   2017    27    26    22    42    28    53
##   2018    40    55    47    50    42    48
##   2019    56    73    53    47    48    44
##   2020    38    18    22    42    36    32
##   2021    27    32    55    33    50    55
##   2022    38    65    47     0     0     0
## 
## , ,  = 00:00-05:59,  = 45-65
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012    14     8    12     6     4     2
##   2013     8    12     7     9     9     6
##   2014     5     3     5    10     5     2
##   2015     1     2     9     2     4     4
##   2016     3     8     5     6     2    11
##   2017    11     8     4     5     9     7
##   2018     6     6     6     3     6    15
##   2019    21    14    11    14    10    12
##   2020    14     8    12    12     6     5
##   2021    10    15    11     9    15    15
##   2022     9    14    10     0     0     0
## 
## , ,  = 06:00-11:59,  = 45-65
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012     9     6    12     8    12    11
##   2013    15    14     7     5     8     2
##   2014     6     6    10     7     8     6
##   2015     6     9     9    11    12     5
##   2016     7    12    13    11    17    11
##   2017    12    11    18    11    11    15
##   2018    18    21    10    15    13    14
##   2019    15    19    20    14    15    11
##   2020    17    12    11    13    32    14
##   2021    15    18    21    16    17    18
##   2022    17    21    18     0     0     0
## 
## , ,  = 12:00-17:59,  = 45-65
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012    17     8    10    11    11    13
##   2013    11    12     8     8     9     3
##   2014    11     7     8    12    10     5
##   2015     8     7    16    13    15    14
##   2016     7     6     8    11    17    13
##   2017    21    15    14    14    11    19
##   2018    22     7    11     9    11    18
##   2019    16    20    21    11    11    16
##   2020    23    11     6    13    17    15
##   2021     9    17    16    23    18    20
##   2022    15    26    23     0     0     0
## 
## , ,  = 18:00-23:59,  = 45-65
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012     6     9     7     7     5    11
##   2013    11     2     9     3     6     4
##   2014     3     3     9     5    10    11
##   2015     3     7     9     8     9     7
##   2016     5     8     6     8     7    12
##   2017    11     7     9    13     8    20
##   2018     9     8    13     7    13    16
##   2019    10    14    17    17    14    11
##   2020    10     5     5     7    13    13
##   2021     2     6     8    10     7    12
##   2022     7    16     8     0     0     0
## 
## , ,  = 00:00-05:59,  = Mayor de 65
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012     2     2     3     4     1     0
##   2013     0     0     0     2     1     0
##   2014     2     1     1     2     0     0
##   2015     0     1     1     2     1     3
##   2016     2     2     2     0     1     2
##   2017     3     0     0     0     1     0
##   2018     0     2     2     2     0     1
##   2019     1     3     2     4     2     7
##   2020     5     3     0     0     0     3
##   2021     1     4     1     1     5     0
##   2022     1     3     4     0     0     0
## 
## , ,  = 06:00-11:59,  = Mayor de 65
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012     9     2     2     2     1     4
##   2013     0     1     4     4     2     0
##   2014     1     0     0     1     2     2
##   2015     1     4     1     3     4     4
##   2016     2     2     5     3     6     4
##   2017     4     4     4     6     2     3
##   2018     2     2    10     4     3     3
##   2019     4     5     7     3     8     2
##   2020     4     2     0     7     4     2
##   2021     1     3     0     4     7     1
##   2022     3     5    10     0     0     0
## 
## , ,  = 12:00-17:59,  = Mayor de 65
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012     0     2     3     1     2     0
##   2013     2     1     1     2     0     0
##   2014     1     4     2     1     0     5
##   2015     2     1     4     6     2     3
##   2016     2     3     2     2     2     3
##   2017     6     3     3     1     2     2
##   2018     2     4     1     1     1     1
##   2019     0     3     1     0     5     5
##   2020     8     5     3     4     5     5
##   2021     2     4     2     1     0     4
##   2022     5     5     4     0     0     0
## 
## , ,  = 18:00-23:59,  = Mayor de 65
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012     2     0     0     1     0     0
##   2013     3     0     0     0     0     0
##   2014     0     0     0     2     0     0
##   2015     0     1     1     2     3     2
##   2016     0     0     1     0     2     2
##   2017     2     3     0     0     2     1
##   2018     0     4     3     2     0     1
##   2019     2     4     1     1     2     1
##   2020     0     0     2     3     1     3
##   2021     0     0     2     0     1     1
##   2022     3     4     1     0     0     0
table(Palmira1_covar$YEAR,Palmira1_covar$BIMESTRE,Palmira1_covar$INTERVALOS_HORA,Palmira1_covar$Armas_indicator)
## , ,  = 00:00-05:59,  = Con
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012    16    32    26    18    10     4
##   2013    13     8     6     8     7     6
##   2014     6     3    17     7     5     7
##   2015     6     5    25     8     6     7
##   2016    11    10     6    15    10    22
##   2017    24    10     9    17    23    25
##   2018    26    28    35    29    38    64
##   2019    59    28    20    22    35    30
##   2020    27    10    14    25    22    27
##   2021    19    25    36    34    22    24
##   2022    22    25    26     0     0     0
## 
## , ,  = 06:00-11:59,  = Con
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012    22    22    36    28    22    32
##   2013    34    23    20    13    17    18
##   2014    20    18    24    15    16    18
##   2015    14    18    22    25    19    19
##   2016    18    28    26    29    28    42
##   2017    29    29    39    44    24    42
##   2018    56    51    50    36    39    34
##   2019    46    54    42    35    39    25
##   2020    33    25    16    29    48    27
##   2021    32    45    51    36    42    37
##   2022    31    34    35     0     0     0
## 
## , ,  = 12:00-17:59,  = Con
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012    34    28    39    37    27    46
##   2013    33    28    38    22    19    25
##   2014    26    36    32    30    27    24
##   2015    23    27    38    29    42    33
##   2016    18    22    24    26    48    32
##   2017    52    32    38    33    39    44
##   2018    49    45    31    38    46    53
##   2019    42    48    46    34    46    38
##   2020    42    21    15    36    36    35
##   2021    20    25    27    46    38    30
##   2022    21    39    33     0     0     0
## 
## , ,  = 18:00-23:59,  = Con
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012    18    21    26    27    13    24
##   2013    31    13    25     9    17    18
##   2014    21    18    26    19    19    27
##   2015    20    24    33    24    39    21
##   2016    18    30    17    22    36    45
##   2017    36    32    22    37    28    48
##   2018    37    51    49    41    36    49
##   2019    56    58    46    38    47    40
##   2020    33    13    22    35    35    25
##   2021    15    19    50    28    27    31
##   2022    31    43    35     0     0     0
## 
## , ,  = 00:00-05:59,  = Sin
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012    18    15    20    21    10     8
##   2013    18    21    13    22    23    11
##   2014    17    13    17    22     4     9
##   2015     1     5    14    14    16     9
##   2016    22    13    15    11     4    10
##   2017    17    10     3     6    18    12
##   2018    10    13    14    17    18    22
##   2019    28    18    24    25    15    28
##   2020    35    11    13    14    13    18
##   2021    21    19    19    15    59    43
##   2022    18    47    37     0     0     0
## 
## , ,  = 06:00-11:59,  = Sin
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012    20    14    18    15    27    24
##   2013    27    26    17    28    12     6
##   2014    19    25    16    16    34    16
##   2015    17    20    24    22    32    22
##   2016    19    26    39    27    42    18
##   2017    24    32    25    26    27    28
##   2018    29    32    46    31    36    26
##   2019    28    29    35    34    33    42
##   2020    34    23    16    26    36    19
##   2021    23    24    23    30    64    46
##   2022    35    62    56     0     0     0
## 
## , ,  = 12:00-17:59,  = Sin
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012    16    16    18    21    14    15
##   2013    22    30    17    31    23    18
##   2014    19    17    16    18    16    21
##   2015    17    22    33    21    29    28
##   2016    23    23    26    17    22    24
##   2017    29    21    26    16    19    28
##   2018    29    23    23    29    39    27
##   2019    25    33    38    35    25    33
##   2020    39    17    22    21    29    23
##   2021    25    31    24    40    59    49
##   2022    51    70    50     0     0     0
## 
## , ,  = 18:00-23:59,  = Sin
## 
##       
##        Bim_1 Bim_2 Bim_3 Bim_4 Bim_5 Bim_6
##   2012    11     2     4    12     6    11
##   2013    17     9    12    12    11     5
##   2014    18     5    14    14    16    12
##   2015     7    16    11    17    22    17
##   2016     9    10    12    10    11    13
##   2017    12     7    12    22    15    29
##   2018    13    19    19    20    22    18
##   2019    13    36    27    29    21    18
##   2020    18    12    10    18    16    23
##   2021    15    20    16    16    33    41
##   2022    20    48    28     0     0     0
Palmira1_covar$CUATRIMESTRE=dplyr::recode(Palmira1_covar$MES, "ene"="CUATrim_1", "feb"="CUATrim_1", "mar"="CUATrim_1", "abr"="CUATrim_1", "may"="CUATrim_2","jun"="CUATrim_2","jul"="CUATrim_2","ago"="CUATrim_2","sep"="CUATrim_3","oct"="CUATrim_3","nov"="CUATrim_3","dic"="CUATrim_3")
Palmira1_covar <- subset(Palmira1_covar, select = c("X_plain","Y_plain","YEAR","BARRIOS","GENERO","DIA_SEMANA","INTERVALOS_HORA","MODALIDAD","EDAD_Cat","Armas_indicator","MES","CUATRIMESTRE","LONGITUD","LATITUD"))
table(Palmira1_covar$YEAR,Palmira1_covar$CUATRIMESTRE,Palmira1_covar$INTERVALOS_HORA,Palmira1_covar$GENERO)
## , ,  = 00:00-05:59,  = FEMENINO
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012        39        36        13
##   2013        18        22        23
##   2014        10        23         7
##   2015         2        24        16
##   2016        24        15        15
##   2017        20        10        26
##   2018        36        41        81
##   2019        62        43        48
##   2020        37        25        30
##   2021        41        44        89
##   2022        54        26         0
## 
## , ,  = 06:00-11:59,  = FEMENINO
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012        21        37        31
##   2013        39        24        13
##   2014        35        23        32
##   2015        33        39        47
##   2016        43        48        52
##   2017        50        55        62
##   2018        86        83        85
##   2019        81        84        77
##   2020        65        43        71
##   2021        61        74       101
##   2022        83        38         0
## 
## , ,  = 12:00-17:59,  = FEMENINO
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012        36        45        38
##   2013        45        36        37
##   2014        42        29        41
##   2015        35        59        60
##   2016        43        50        58
##   2017        70        53        64
##   2018        78        67        92
##   2019        75        82        83
##   2020        59        43        54
##   2021        49        72        84
##   2022        86        45         0
## 
## , ,  = 18:00-23:59,  = FEMENINO
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012        17        26        20
##   2013        28        19        17
##   2014        24        26        32
##   2015        24        32        40
##   2016        30        34        43
##   2017        39        47        47
##   2018        53        50        57
##   2019        86        60        61
##   2020        35        38        43
##   2021        36        51        67
##   2022        61        28         0
## 
## , ,  = 00:00-05:59,  = MASCULINO
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012        42        49        19
##   2013        42        27        24
##   2014        29        40        18
##   2015        15        37        22
##   2016        32        32        31
##   2017        41        25        52
##   2018        41        54        61
##   2019        71        48        60
##   2020        46        41        50
##   2021        43        60        59
##   2022        58        37         0
## 
## , ,  = 06:00-11:59,  = MASCULINO
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012        57        60        74
##   2013        71        54        40
##   2014        47        48        52
##   2015        36        54        45
##   2016        48        73        78
##   2017        64        79        59
##   2018        82        80        50
##   2019        76        62        62
##   2020        50        44        59
##   2021        63        66        88
##   2022        79        53         0
## 
## , ,  = 12:00-17:59,  = MASCULINO
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012        58        70        64
##   2013        68        72        48
##   2014        56        67        47
##   2015        54        62        72
##   2016        43        43        68
##   2017        64        60        66
##   2018        68        54        73
##   2019        73        71        59
##   2020        60        51        69
##   2021        52        65        92
##   2022        95        38         0
## 
## , ,  = 18:00-23:59,  = MASCULINO
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012        35        43        34
##   2013        42        39        34
##   2014        38        47        42
##   2015        43        53        59
##   2016        37        27        62
##   2017        48        46        73
##   2018        67        79        68
##   2019        77        80        65
##   2020        41        47        56
##   2021        33        59        65
##   2022        81        35         0
table(Palmira1_covar$YEAR,Palmira1_covar$CUATRIMESTRE,Palmira1_covar$INTERVALOS_HORA,Palmira1_covar$EDAD_Cat)
## , ,  = 00:00-05:59,  = Menor de 18
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012         1         0         1
##   2013         1         0         0
##   2014         0         1         0
##   2015         0         1         1
##   2016         5         5         1
##   2017         4         1         7
##   2018         2         3         2
##   2019         5         3         2
##   2020         3         0         3
##   2021         2         1         6
##   2022         6         3         0
## 
## , ,  = 06:00-11:59,  = Menor de 18
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012         2         2         2
##   2013         2         4         1
##   2014         3         3         4
##   2015         2         2         4
##   2016        10        11        11
##   2017         9        11         3
##   2018         7         9         5
##   2019         6         3         1
##   2020         4         1         2
##   2021         1         1         4
##   2022         3         1         0
## 
## , ,  = 12:00-17:59,  = Menor de 18
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012         6         3         5
##   2013         8         8         2
##   2014         4        11         7
##   2015         6        11         7
##   2016         7         3         4
##   2017        14         8        15
##   2018         4         9         6
##   2019         7         2         6
##   2020         3         3         0
##   2021         1         3         6
##   2022        12         3         0
## 
## , ,  = 18:00-23:59,  = Menor de 18
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012         1         5         3
##   2013         2         5         5
##   2014         0         6         5
##   2015         3         5         4
##   2016         2         4         4
##   2017         9         7         8
##   2018         4         7         5
##   2019         4         4         6
##   2020         5         4         1
##   2021         1         2         4
##   2022         9         7         0
## 
## , ,  = 00:00-05:59,  = 18-45
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012        54        60        24
##   2013        39        31        31
##   2014        28        44        18
##   2015        13        46        25
##   2016        36        29        29
##   2017        33        24        54
##   2018        61        79       117
##   2019        89        55        75
##   2020        50        42        63
##   2021        52        81       106
##   2022        78        45         0
## 
## , ,  = 06:00-11:59,  = 18-45
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012        50        71        75
##   2013        78        54        40
##   2014        66        50        62
##   2015        47        67        63
##   2016        58        78        81
##   2017        74        84        84
##   2018       118       115        97
##   2019       108        99       102
##   2020        76        55        76
##   2021        85        96       139
##   2022       113        62         0
## 
## , ,  = 12:00-17:59,  = 18-45
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012        61        87        71
##   2013        79        81        71
##   2014        71        62        61
##   2015        65        71        91
##   2016        61        67        87
##   2017        75        71        79
##   2018       107        90       128
##   2019       101       116        99
##   2020        69        65        81
##   2021        68        92       127
##   2022       116        53         0
## 
## , ,  = 18:00-23:59,  = 18-45
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012        34        49        35
##   2013        52        41        36
##   2014        56        51        48
##   2015        53        60        74
##   2016        52        42        78
##   2017        53        64        81
##   2018        95        97        90
##   2019       129       100        92
##   2020        56        64        68
##   2021        59        88       105
##   2022       103        47         0
## 
## , ,  = 00:00-05:59,  = 45-65
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012        22        18         6
##   2013        20        16        15
##   2014         8        15         7
##   2015         3        11         8
##   2016        11        11        13
##   2017        19         9        16
##   2018        12         9        21
##   2019        35        25        22
##   2020        22        24        11
##   2021        25        20        30
##   2022        23        10         0
## 
## , ,  = 06:00-11:59,  = 45-65
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012        15        20        23
##   2013        29        12        10
##   2014        12        17        14
##   2015        15        20        17
##   2016        19        24        28
##   2017        23        29        26
##   2018        39        25        27
##   2019        34        34        26
##   2020        29        24        46
##   2021        33        37        35
##   2022        38        18         0
## 
## , ,  = 12:00-17:59,  = 45-65
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012        25        21        24
##   2013        23        16        12
##   2014        18        20        15
##   2015        15        29        29
##   2016        13        19        30
##   2017        36        28        30
##   2018        29        20        29
##   2019        36        32        27
##   2020        34        19        32
##   2021        26        39        38
##   2022        41        23         0
## 
## , ,  = 18:00-23:59,  = 45-65
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012        15        14        16
##   2013        13        12        10
##   2014         6        14        21
##   2015        10        17        16
##   2016        13        14        19
##   2017        18        22        28
##   2018        17        20        29
##   2019        24        34        25
##   2020        15        12        26
##   2021         8        18        19
##   2022        23         8         0
## 
## , ,  = 00:00-05:59,  = Mayor de 65
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012         4         7         1
##   2013         0         2         1
##   2014         3         3         0
##   2015         1         3         4
##   2016         4         2         3
##   2017         3         0         1
##   2018         2         4         1
##   2019         4         6         9
##   2020         8         0         3
##   2021         5         2         5
##   2022         4         4         0
## 
## , ,  = 06:00-11:59,  = Mayor de 65
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012        11         4         5
##   2013         1         8         2
##   2014         1         1         4
##   2015         5         4         8
##   2016         4         8        10
##   2017         8        10         5
##   2018         4        14         6
##   2019         9        10        10
##   2020         6         7         6
##   2021         4         4         8
##   2022         8        10         0
## 
## , ,  = 12:00-17:59,  = Mayor de 65
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012         2         4         2
##   2013         3         3         0
##   2014         5         3         5
##   2015         3        10         5
##   2016         5         4         5
##   2017         9         4         4
##   2018         6         2         2
##   2019         3         1        10
##   2020        13         7        10
##   2021         6         3         4
##   2022        10         4         0
## 
## , ,  = 18:00-23:59,  = Mayor de 65
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012         2         1         0
##   2013         3         0         0
##   2014         0         2         0
##   2015         1         3         5
##   2016         0         1         4
##   2017         5         0         3
##   2018         4         5         1
##   2019         6         2         3
##   2020         0         5         4
##   2021         0         2         2
##   2022         7         1         0
table(Palmira1_covar$YEAR,Palmira1_covar$CUATRIMESTRE,Palmira1_covar$INTERVALOS_HORA,Palmira1_covar$Armas_indicator)
## , ,  = 00:00-05:59,  = Con
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012        48        44        14
##   2013        21        14        13
##   2014         9        24        12
##   2015        11        33        13
##   2016        21        21        32
##   2017        34        26        48
##   2018        54        64       102
##   2019        87        42        65
##   2020        37        39        49
##   2021        44        70        46
##   2022        47        26         0
## 
## , ,  = 06:00-11:59,  = Con
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012        44        64        54
##   2013        57        33        35
##   2014        38        39        34
##   2015        32        47        38
##   2016        46        55        70
##   2017        58        83        66
##   2018       107        86        73
##   2019       100        77        64
##   2020        58        45        75
##   2021        77        87        79
##   2022        65        35         0
## 
## , ,  = 12:00-17:59,  = Con
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012        62        76        73
##   2013        61        60        44
##   2014        62        62        51
##   2015        50        67        75
##   2016        40        50        80
##   2017        84        71        83
##   2018        94        69        99
##   2019        90        80        84
##   2020        63        51        71
##   2021        45        73        68
##   2022        60        33         0
## 
## , ,  = 18:00-23:59,  = Con
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012        39        53        37
##   2013        44        34        35
##   2014        39        45        46
##   2015        44        57        60
##   2016        48        39        81
##   2017        68        59        76
##   2018        88        90        85
##   2019       114        84        87
##   2020        46        57        60
##   2021        34        78        58
##   2022        74        35         0
## 
## , ,  = 00:00-05:59,  = Sin
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012        33        41        18
##   2013        39        35        34
##   2014        30        39        13
##   2015         6        28        25
##   2016        35        26        14
##   2017        27         9        30
##   2018        23        31        40
##   2019        46        49        43
##   2020        46        27        31
##   2021        40        34       102
##   2022        65        37         0
## 
## , ,  = 06:00-11:59,  = Sin
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012        34        33        51
##   2013        53        45        18
##   2014        44        32        50
##   2015        37        46        54
##   2016        45        66        60
##   2017        56        51        55
##   2018        61        77        62
##   2019        57        69        75
##   2020        57        42        55
##   2021        47        53       110
##   2022        97        56         0
## 
## , ,  = 12:00-17:59,  = Sin
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012        32        39        29
##   2013        52        48        41
##   2014        36        34        37
##   2015        39        54        57
##   2016        46        43        46
##   2017        50        42        47
##   2018        52        52        66
##   2019        58        73        58
##   2020        56        43        52
##   2021        56        64       108
##   2022       121        50         0
## 
## , ,  = 18:00-23:59,  = Sin
## 
##       
##        CUATrim_1 CUATrim_2 CUATrim_3
##   2012        13        16        17
##   2013        26        24        16
##   2014        23        28        28
##   2015        23        28        39
##   2016        19        22        24
##   2017        19        34        44
##   2018        32        39        40
##   2019        49        56        39
##   2020        30        28        39
##   2021        35        32        74
##   2022        68        28         0
## Warning: OGR support is provided by the sf and terra packages among others
## Warning: OGR support is provided by the sf and terra packages among others
## Warning: OGR support is provided by the sf and terra packages among others
## Warning: OGR support is provided by the sf and terra packages among others
## Warning: OGR support is provided by the sf and terra packages among others
## Warning: OGR support is provided by the sf and terra packages among others
## Warning: OGR support is provided by the sf and terra packages among others
## OGR data source with driver: ESRI Shapefile 
## Source: "/home/martha/Documentos/Alba/geo_export_99073ea9-9c06-40d6-b418-06ed3357b33b.shp", layer: "geo_export_99073ea9-9c06-40d6-b418-06ed3357b33b"
## with 99 features
## It has 7 fields