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Toronto PS ArcGIS Hub dataset wrapper. Thin dispatch to morie_datasets_tps_arcgis_hub_by_id() with the canonical hub item_id ea0cfecdb1de416884e6b0bf08a9e195.

Usage

morie_datasets_tps_neighbourhood_crime_rates(
  format = "json",
  where = "1=1",
  max_features = NULL,
  layer_idx = 0L,
  offline = TRUE,
  dest = NULL
)

Arguments

format

One of "json" (default), "geojson", "csv", "shapefile", "fgdb".

where

SoQL-style WHERE filter passed to FeatureServer ?where= (default "1=1").

max_features

Optional cap on returned rows. Passed as resultRecordCount to FeatureServer; ignored for binary formats.

layer_idx

Integer index of the FeatureServer layer to pull (default 0L, the first layer).

offline

Logical; if TRUE, the hub_id is resolved via the included catalog (no network needed for the resolution step). Default TRUE – you can run this against the 71 catalog entries without network. Live data fetches always hit the network regardless of this argument; "offline" here only affects the hub_id -> FeatureServer URL lookup.

dest

Optional path for binary downloads (format %in% c("shapefile", "fgdb")); defaults to tempfile().

Value

A data.frame / GeoJSON list / file path; see morie_datasets_tps_arcgis_hub_by_id() for per-format semantics.

Details

Neighbourhood crime rates per 100,000.

Tags: Neighbourhood; Crime; Rate; Crime Rates; Community Safety Indicators; CSI; Toronto; TPS; Toronto Police

Examples

# \donttest{
df <- try(morie_datasets_tps_neighbourhood_crime_rates(max_features = 5L))
if (!inherits(df, "try-error")) head(df)
#>   OBJECTID_1                 AREA_NAME HOOD_ID ASSAULT_2014 ASSAULT_2015
#> 1          1 South Eglinton-Davisville     174           55           56
#> 2          2             North Toronto     173           53           57
#> 3          3        Dovercourt Village     172           62           65
#> 4          4  Junction-Wallace Emerson     171          164          159
#> 5          5        Yonge-Bay Corridor     170          387          521
#>   ASSAULT_2016 ASSAULT_2017 ASSAULT_2018 ASSAULT_2019 ASSAULT_2020 ASSAULT_2021
#> 1           66           73           74           62           74          106
#> 2           47           61           66           84           80          118
#> 3           92          105          106          113           91          115
#> 4          171          161          163          186          171          182
#> 5          481          602          576          660          377          325
#>   ASSAULT_2022 ASSAULT_2023 ASSAULT_2024 ASSAULT_2025 ASSAULT_RATE_2014
#> 1          122          100          123          126          301.1718
#> 2          136          105          128          129          455.7572
#> 3          103          104          118          128          456.1507
#> 4          138          230          195          200          698.2586
#> 5          441          543          554          560         3750.0000
#>   ASSAULT_RATE_2015 ASSAULT_RATE_2016 ASSAULT_RATE_2017 ASSAULT_RATE_2018
#> 1          304.9113          342.8215          356.3409          340.3394
#> 2          492.3130          406.3986          482.2134          477.5342
#> 3          481.4102          680.1715          777.8930          785.9420
#> 4          667.0303          697.9022          652.8792          655.4081
#> 5         4761.9048         4119.5615         4949.8438         4541.1543
#>   ASSAULT_RATE_2019 ASSAULT_RATE_2020 ASSAULT_RATE_2021 ASSAULT_RATE_2022
#> 1          270.6833          309.7012          427.8334          474.3944
#> 2          561.7602          501.2845          700.5046          766.3699
#> 3          841.1494          685.6024          878.8018          786.8001
#> 4          743.3458          685.3433          734.6708          541.3676
#> 5         5015.1978         2785.1655         2345.3850         3042.2185
#>   ASSAULT_RATE_2023 ASSAULT_RATE_2024 ASSAULT_RATE_2025 AUTOTHEFT_2014
#> 1          368.7451          434.3680          435.9560              2
#> 2          554.1774          640.1600          626.7612              8
#> 3          783.8408          883.7628          974.9410             11
#> 4          864.6617          709.1941          720.0201             21
#> 5         3523.6860         3416.8003         3361.1428             13
#>   AUTOTHEFT_2015 AUTOTHEFT_2016 AUTOTHEFT_2017 AUTOTHEFT_2018 AUTOTHEFT_2019
#> 1              4              8              7             14              8
#> 2              2              2              2              3              5
#> 3             15             18             15             12             13
#> 4             18             14             18             34             24
#> 5             20             20             14             32             37
#>   AUTOTHEFT_2020 AUTOTHEFT_2021 AUTOTHEFT_2022 AUTOTHEFT_2023 AUTOTHEFT_2024
#> 1             15             16             10             20             19
#> 2             14             15             10             20             10
#> 3             24             11             25             29             36
#> 4             47             35             47             37             47
#> 5             16             18             30             48             38
#>   AUTOTHEFT_2025 AUTOTHEFT_RATE_2014 AUTOTHEFT_RATE_2015 AUTOTHEFT_RATE_2016
#> 1             17            10.95170            21.77938            41.55412
#> 2             14            68.79353            17.27414            17.29356
#> 3             17            80.92996           111.09465           133.07704
#> 4             30            89.41116            75.51286            57.13819
#> 5             27           125.96899           182.79865           171.29153
#>   AUTOTHEFT_RATE_2017 AUTOTHEFT_RATE_2018 AUTOTHEFT_RATE_2019
#> 1            34.16968            64.38854            34.92687
#> 2            15.81028            21.70610            33.43811
#> 3           111.12757            88.97457            96.76939
#> 4            72.99270           136.71089            95.91560
#> 5           115.11265           252.28635           281.15503
#>   AUTOTHEFT_RATE_2020 AUTOTHEFT_RATE_2021 AUTOTHEFT_RATE_2022
#> 1            62.77727            64.57862            38.88478
#> 2            87.72479            89.04720            56.35073
#> 3           180.81821            84.05930           190.97090
#> 4           188.36920           141.28285           184.37880
#> 5           118.20331           129.89824           206.95364
#>   AUTOTHEFT_RATE_2023 AUTOTHEFT_RATE_2024 AUTOTHEFT_RATE_2025 BIKETHEFT_2014
#> 1            73.74903             67.0975            58.81946             14
#> 2           105.55761             50.0125            68.02060              8
#> 3           218.57100            269.6225           129.48434             29
#> 4           139.09775            170.9340           108.00302             42
#> 5           311.48605            234.3654           162.05510            220
#>   BIKETHEFT_2015 BIKETHEFT_2016 BIKETHEFT_2017 BIKETHEFT_2018 BIKETHEFT_2019
#> 1             19             27             33             29             42
#> 2             13              9             14             18             22
#> 3             35             55             47             30             27
#> 4             41             50             63             67             70
#> 5            154            202            214            263            220
#>   BIKETHEFT_2020 BIKETHEFT_2021 BIKETHEFT_2022 BIKETHEFT_2023 BIKETHEFT_2024
#> 1             92             33             16             37             21
#> 2             52             23             12             22             14
#> 3             32             27             20             38             34
#> 4             54             36             34             55             41
#> 5            172            167            229            228            192
#>   BIKETHEFT_2025 BIKETHEFT_RATE_2014 BIKETHEFT_RATE_2015 BIKETHEFT_RATE_2016
#> 1              6            76.66192            103.4520           140.24516
#> 2             15            68.79353            112.2819            77.82101
#> 3             23           213.36079            259.2209           406.62427
#> 4             43           178.82233            172.0015           204.06497
#> 5            137          2131.78296           1407.5496          1730.04456
#>   BIKETHEFT_RATE_2017 BIKETHEFT_RATE_2018 BIKETHEFT_RATE_2019
#> 1            161.0856            133.3763            183.3661
#> 2            110.6719            130.2366            147.1277
#> 3            348.1997            222.4364            200.9826
#> 4            255.4745            269.4009            279.7538
#> 5           1759.5790           2073.4785           1671.7325
#>   BIKETHEFT_RATE_2020 BIKETHEFT_RATE_2021 BIKETHEFT_RATE_2022
#> 1            385.0339            133.1934            62.21566
#> 2            325.8350            136.5390            67.62087
#> 3            241.0909            206.3274           152.77672
#> 4            216.4242            145.3195           133.38040
#> 5           1270.6855           1205.1671          1579.74609
#>   BIKETHEFT_RATE_2023 BIKETHEFT_RATE_2024 BIKETHEFT_RATE_2025 BREAKENTER_2014
#> 1            136.4357             74.1604            20.75981              27
#> 2            116.1134             70.0175            72.87921              25
#> 3            286.4034            254.6435           175.18471              38
#> 4            206.7669            149.1126           154.80434              37
#> 5           1479.5587           1184.1619           822.27960              69
#>   BREAKENTER_2015 BREAKENTER_2016 BREAKENTER_2017 BREAKENTER_2018
#> 1              32              25              37              48
#> 2              44              15              24              42
#> 3              22              38              39              50
#> 4              46              41              51              91
#> 5             115              60             125              99
#>   BREAKENTER_2019 BREAKENTER_2020 BREAKENTER_2021 BREAKENTER_2022
#> 1              83              69              44              24
#> 2              36              89              49              48
#> 3              83              47              19              33
#> 4             103             110              76              56
#> 5             119             148             112             123
#>   BREAKENTER_2023 BREAKENTER_2024 BREAKENTER_2025 BREAKENTER_RATE_2014
#> 1              43              52              37             147.8480
#> 2              31              31              36             214.9798
#> 3              46              45              31             279.5762
#> 4              82              77              64             157.5340
#> 5             108              95              92             668.6047
#>   BREAKENTER_RATE_2015 BREAKENTER_RATE_2016 BREAKENTER_RATE_2017
#> 1             174.2350             129.8566             180.6111
#> 2             380.0311             129.7017             189.7233
#> 3             162.9388             280.9404             288.9317
#> 4             192.9773             167.3333             206.8127
#> 5            1051.0922             513.8746            1027.7915
#>   BREAKENTER_RATE_2018 BREAKENTER_RATE_2019 BREAKENTER_RATE_2020
#> 1             220.7607             362.3663             288.7754
#> 2             303.8854             240.7544             557.6791
#> 3             370.7274             617.8353             354.1023
#> 4             365.9027             411.6378             440.8641
#> 5             780.5109             904.2553            1093.3806
#>   BREAKENTER_RATE_2021 BREAKENTER_RATE_2022 BREAKENTER_RATE_2023
#> 1             177.5912             93.32349             158.5604
#> 2             290.8875            270.48349             163.6143
#> 3             145.1933            252.08159             346.6988
#> 4             306.7856            219.68538             308.2707
#> 5             808.2557            848.50995             700.8436
#>   BREAKENTER_RATE_2024 BREAKENTER_RATE_2025 HOMICIDE_2014 HOMICIDE_2015
#> 1             183.6353             128.0188             0             0
#> 2             155.0388             174.9101             0             0
#> 3             337.0282             236.1185             1             0
#> 4             280.0407             230.4064             1             3
#> 5             585.9134             552.1877             1             2
#>   HOMICIDE_2016 HOMICIDE_2017 HOMICIDE_2018 HOMICIDE_2019 HOMICIDE_2020
#> 1             1             0             0             1             1
#> 2             0             0             0             1             1
#> 3             0             1             0             2             1
#> 4             0             1             0             1             0
#> 5             0             0             1             2             0
#>   HOMICIDE_2021 HOMICIDE_2022 HOMICIDE_2023 HOMICIDE_2024 HOMICIDE_2025
#> 1             1             0             0             0             0
#> 2             0             0             0             0             0
#> 3             0             0             0             0             0
#> 4             0             0             0             0             0
#> 5             1             1             1             1             2
#>   HOMICIDE_RATE_2014 HOMICIDE_RATE_2015 HOMICIDE_RATE_2016 HOMICIDE_RATE_2017
#> 1           0.000000            0.00000           5.194265           0.000000
#> 2           0.000000            0.00000           0.000000           0.000000
#> 3           7.357269            0.00000           0.000000           7.408505
#> 4           4.257675           12.58548           0.000000           4.055150
#> 5           9.689922           18.27987           0.000000           0.000000
#>   HOMICIDE_RATE_2018 HOMICIDE_RATE_2019 HOMICIDE_RATE_2020 HOMICIDE_RATE_2021
#> 1           0.000000           4.365859           4.185151           4.036164
#> 2           0.000000           6.687621           6.266057           0.000000
#> 3           0.000000          14.887599           7.534092           0.000000
#> 4           0.000000           3.996483           0.000000           0.000000
#> 5           7.883948          15.197568           0.000000           7.216569
#>   HOMICIDE_RATE_2022 HOMICIDE_RATE_2023 HOMICIDE_RATE_2024 HOMICIDE_RATE_2025
#> 1           0.000000           0.000000            0.00000            0.00000
#> 2           0.000000           0.000000            0.00000            0.00000
#> 3           0.000000           0.000000            0.00000            0.00000
#> 4           0.000000           0.000000            0.00000            0.00000
#> 5           6.898455           6.489293            6.16751           12.00408
#>   ROBBERY_2014 ROBBERY_2015 ROBBERY_2016 ROBBERY_2017 ROBBERY_2018 ROBBERY_2019
#> 1           10            8            8            7           12            5
#> 2            7           12            8            6           14           19
#> 3           29           27           16           42           35           17
#> 4           26           30           27           30           22           32
#> 5           72           52           73           86           90           63
#>   ROBBERY_2020 ROBBERY_2021 ROBBERY_2022 ROBBERY_2023 ROBBERY_2024 ROBBERY_2025
#> 1           16            9           15            3           16            7
#> 2            3           12           12           14           18           11
#> 3           16           22           14           21           12            9
#> 4           23           11           20           18           12           10
#> 5           55           50           55           60           65           50
#>   ROBBERY_RATE_2014 ROBBERY_RATE_2015 ROBBERY_RATE_2016 ROBBERY_RATE_2017
#> 1          54.75851          43.55875          41.55412          34.16968
#> 2          60.19434         103.64484          69.17423          47.43083
#> 3         213.36079         199.97037         118.29070         311.15720
#> 4         110.69954         125.85477         110.19508         121.65450
#> 5         697.67444         475.27649         625.21411         707.12054
#>   ROBBERY_RATE_2018 ROBBERY_RATE_2019 ROBBERY_RATE_2020 ROBBERY_RATE_2021
#> 1          55.19018          21.82929          66.96242          36.32548
#> 2         101.29513         127.06480          18.79817          71.23775
#> 3         259.50916         126.54459         120.54547         168.11861
#> 4          88.45999         127.88746          92.18067          44.40318
#> 5         709.55536         478.72342         406.32388         360.82846
#>   ROBBERY_RATE_2022 ROBBERY_RATE_2023 ROBBERY_RATE_2024 ROBBERY_RATE_2025
#> 1          58.32718          11.06236          56.50316          24.21978
#> 2          67.62087          73.89033          90.02251          53.44476
#> 3         106.94370         158.27554          89.87418          68.55054
#> 4          78.45906          67.66917          43.64271          36.00101
#> 5         379.41501         389.35757         400.88812         300.10202
#>   SHOOTING_2014 SHOOTING_2015 SHOOTING_2016 SHOOTING_2017 SHOOTING_2018
#> 1             1             0             1             0             1
#> 2             0             0             0             0             0
#> 3             0             0             2             0             0
#> 4             0             2             1             5             3
#> 5             1             3             0             3             4
#>   SHOOTING_2019 SHOOTING_2020 SHOOTING_2021 SHOOTING_2022 SHOOTING_2023
#> 1             0             1             0             1             0
#> 2             1             0             1             1             0
#> 3             0             0             2             0             1
#> 4             2             4             4             3             2
#> 5             4             2             0             1             2
#>   SHOOTING_2024 SHOOTING_2025 SHOOTING_RATE_2014 SHOOTING_RATE_2015
#> 1             2             0           5.475852           0.000000
#> 2             1             0           0.000000           0.000000
#> 3             2             0           0.000000           0.000000
#> 4             0             1           0.000000           8.390318
#> 5             1             2           9.689922          27.419798
#>   SHOOTING_RATE_2016 SHOOTING_RATE_2017 SHOOTING_RATE_2018 SHOOTING_RATE_2019
#> 1           5.194265            0.00000           4.599181           0.000000
#> 2           0.000000            0.00000           0.000000           6.687621
#> 3          14.786338            0.00000           0.000000           0.000000
#> 4           4.081299           20.27575          12.062726           7.992966
#> 5           0.000000           24.66700          31.535793          30.395136
#>   SHOOTING_RATE_2020 SHOOTING_RATE_2021 SHOOTING_RATE_2022 SHOOTING_RATE_2023
#> 1           4.185151            0.00000           3.888479           0.000000
#> 2           0.000000            5.93648           5.635073           0.000000
#> 3           0.000000           15.28351           0.000000           7.536931
#> 4          16.031422           16.14661          11.768860           7.518797
#> 5          14.775414            0.00000           6.898455          12.978585
#>   SHOOTING_RATE_2024 SHOOTING_RATE_2025 THEFTFROMMV_2014 THEFTFROMMV_2015
#> 1           7.062895           0.000000               13               18
#> 2           5.001250           0.000000               23                7
#> 3          14.979030           0.000000               45               38
#> 4           0.000000           3.600101               74               26
#> 5           6.167510          12.004082              120              102
#>   THEFTFROMMV_2016 THEFTFROMMV_2017 THEFTFROMMV_2018 THEFTFROMMV_2019
#> 1               11               16               18               24
#> 2               15               14                8               18
#> 3               51               43               87               79
#> 4               48               72              153              124
#> 5               77               86              112              171
#>   THEFTFROMMV_2020 THEFTFROMMV_2021 THEFTFROMMV_2022 THEFTFROMMV_2023
#> 1               41               22               42               40
#> 2               26               16               24               40
#> 3               68               18               29               25
#> 4              144               53               63               58
#> 5              135               63              107               76
#>   THEFTFROMMV_2024 THEFTFROMMV_2025 THEFTFROMMV_RATE_2014 THEFTFROMMV_RATE_2015
#> 1               25               29              71.18607              98.00719
#> 2               11               13             197.78140              60.45949
#> 3               22               19             331.07712             281.43979
#> 4               71               56             315.06790             109.07413
#> 5               77               67            1162.79065             932.27307
#>   THEFTFROMMV_RATE_2016 THEFTFROMMV_RATE_2017 THEFTFROMMV_RATE_2018
#> 1              57.13692              78.10212              82.78526
#> 2             129.70169             110.67194              57.88293
#> 3             377.05161             318.56570             645.06561
#> 4             195.90237             291.97079             615.19904
#> 5             659.47241             707.12054             883.00220
#>   THEFTFROMMV_RATE_2019 THEFTFROMMV_RATE_2020 THEFTFROMMV_RATE_2021
#> 1              104.7806              171.5912              88.79561
#> 2              120.3772              162.9175              94.98367
#> 3              588.0601              512.3182             137.55157
#> 4              495.5639              577.1312             213.94260
#> 5             1299.3921              997.3405             454.64386
#>   THEFTFROMMV_RATE_2022 THEFTFROMMV_RATE_2023 THEFTFROMMV_RATE_2024
#> 1              163.3161              147.4981              88.28619
#> 2              135.2417              211.1152              55.01375
#> 3              221.5262              188.4233             164.76932
#> 4              247.1461              218.0451             258.21939
#> 5              738.1346              493.1862             474.89822
#>   THEFTFROMMV_RATE_2025 THEFTOVER_2014 THEFTOVER_2015 THEFTOVER_2016
#> 1             100.33907              4              3              4
#> 2              63.16199              2              3              2
#> 3             144.71780              5              3              5
#> 4             201.60565              5              5              6
#> 5             402.13672             37             30             27
#>   THEFTOVER_2017 THEFTOVER_2018 THEFTOVER_2019 THEFTOVER_2020 THEFTOVER_2021
#> 1              1              3              3              4              6
#> 2              2              5              4              7              2
#> 3              3              4              4              3              2
#> 4              6              9              4              9              8
#> 5             35             44             63             35             26
#>   THEFTOVER_2022 THEFTOVER_2023 THEFTOVER_2024 THEFTOVER_2025
#> 1              3              8              6              6
#> 2              4              7              6              5
#> 3              4              3              7              3
#> 4              8              9             13              9
#> 5             51             52             48             35
#>   THEFTOVER_RATE_2014 THEFTOVER_RATE_2015 THEFTOVER_RATE_2016
#> 1            21.90341            16.33453            20.77706
#> 2            17.19838            25.91121            17.29356
#> 3            36.78635            22.21893            36.96584
#> 4            21.28837            20.97579            24.48780
#> 5           358.52713           274.19797           231.24358
#>   THEFTOVER_RATE_2017 THEFTOVER_RATE_2018 THEFTOVER_RATE_2019
#> 1            4.881382            13.79754            13.09758
#> 2           15.810277            36.17683            26.75048
#> 3           22.225515            29.65819            29.77520
#> 4           24.330900            36.18818            15.98593
#> 5          287.781616           346.89374           478.72342
#>   THEFTOVER_RATE_2020 THEFTOVER_RATE_2021 THEFTOVER_RATE_2022
#> 1            16.74060            24.21698            11.66544
#> 2            43.86240            11.87296            22.54029
#> 3            22.60228            15.28351            30.55534
#> 4            36.07070            32.29322            31.38363
#> 5           258.56973           187.63080           351.82120
#>   THEFTOVER_RATE_2023 THEFTOVER_RATE_2024 THEFTOVER_RATE_2025 POPULATION_2025
#> 1            29.49961            21.18868            20.75981           28902
#> 2            36.94516            30.00750            24.29307           20582
#> 3            22.61079            52.42660            22.85018           13129
#> 4            33.83459            47.27961            32.40091           27777
#> 5           337.44321           296.04047           210.07143           16661
#>   Shape__Area Shape__Length
#> 1    944309.0      4005.550
#> 2    402030.8      2543.946
#> 3   1503002.2      4965.496
#> 4   2222866.7      7435.192
#> 5   1118724.5      4811.108
# }