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"import polars as pl\n",
"import polars as pl\n",
"import numpy as np\n",
"import numpy as np\n",
"\n",
"\n",
"from GeoSpatialTools.octtree import OctTree, SpaceTimeRecord as Record, SpaceTimeRectangle as Rectangle"
"from GeoSpatialTools.octtree import OctTree\n",
 
"from GeoSpatialTools.record import SpaceTimeRecord as Record\n",
 
"from GeoSpatialTools.shape import SpaceTimeRectangle as Rectangle"
]
]
},
},
{
{
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"name": "stdout",
"name": "stdout",
"output_type": "stream",
"output_type": "stream",
"text": [
"text": [
"CPU times: user 106 ms, sys: 3.98 ms, total: 110 ms\n",
"CPU times: user 176 ms, sys: 75.1 ms, total: 252 ms\n",
"Wall time: 109 ms\n"
"Wall time: 106 ms\n"
]
]
}
}
],
],
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"- max_depth: 25\n",
"- max_depth: 25\n",
"- contents:\n",
"- contents:\n",
"- number of elements: 10\n",
"- number of elements: 10\n",
" * SpaceTimeRecord(x = 92, y = 15, datetime = 1900-01-17 08:00:00, uid = HRF401hH)\n",
" * SpaceTimeRecord(x = 146, y = -31, datetime = 1900-01-30 12:00:00, uid = luGlxSEs)\n",
" * SpaceTimeRecord(x = -35, y = 37, datetime = 1900-01-04 08:00:00, uid = CXZaSOdh)\n",
" * SpaceTimeRecord(x = -45, y = 43, datetime = 1900-01-25 11:00:00, uid = uU5v3CQ3)\n",
" * SpaceTimeRecord(x = 84, y = -7, datetime = 1900-01-07 16:00:00, uid = 2aEjxGwG)\n",
" * SpaceTimeRecord(x = -37, y = 37, datetime = 1900-01-23 21:00:00, uid = PrCi0ain)\n",
" * SpaceTimeRecord(x = 68, y = 73, datetime = 1900-01-18 17:00:00, uid = Ah7lanWB)\n",
" * SpaceTimeRecord(x = -30, y = -18, datetime = 1900-01-29 11:00:00, uid = 1604RDg9)\n",
" * SpaceTimeRecord(x = -179, y = 40, datetime = 1900-01-01 11:00:00, uid = HGxSJzf4)\n",
" * SpaceTimeRecord(x = 178, y = -64, datetime = 1900-01-01 14:00:00, uid = 0Y1Wtgm5)\n",
" * SpaceTimeRecord(x = -73, y = 23, datetime = 1900-01-09 12:00:00, uid = qHQ8opO9)\n",
" * SpaceTimeRecord(x = -56, y = -75, datetime = 1900-01-19 06:00:00, uid = B2Nsjn3T)\n",
" * SpaceTimeRecord(x = 117, y = -23, datetime = 1900-01-31 06:00:00, uid = ctvs56Fq)\n",
" * SpaceTimeRecord(x = 134, y = -82, datetime = 1900-01-08 18:00:00, uid = vqtm8oiR)\n",
" * SpaceTimeRecord(x = 109, y = 55, datetime = 1900-01-13 14:00:00, uid = C2xXIglD)\n",
" * SpaceTimeRecord(x = 18, y = 34, datetime = 1900-01-03 04:00:00, uid = Q2jRZV9b)\n",
" * SpaceTimeRecord(x = 104, y = -10, datetime = 1900-01-06 16:00:00, uid = WEpQKIOV)\n",
" * SpaceTimeRecord(x = -54, y = -75, datetime = 1900-01-30 02:00:00, uid = DfbHL7s4)\n",
" * SpaceTimeRecord(x = 45, y = -71, datetime = 1900-01-29 00:00:00, uid = 7r1UeXRi)\n",
" * SpaceTimeRecord(x = 138, y = -20, datetime = 1900-01-28 22:00:00, uid = Texj0EDb)\n",
"- with children:\n",
"- with children:\n",
" OctTree:\n",
" OctTree:\n",
" - boundary: SpaceTimeRectangle(west=-180, east=0.0, south=0.0, north=90, start=datetime.datetime(1900, 1, 1, 0, 0), end=datetime.datetime(1900, 1, 16, 11, 30))\n",
" - boundary: SpaceTimeRectangle(west=-180, east=0.0, south=0.0, north=90, start=datetime.datetime(1900, 1, 1, 0, 0), end=datetime.datetime(1900, 1, 16, 11, 30))\n",
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" - max_depth: 25\n",
" - max_depth: 25\n",
" - contents:\n",
" - contents:\n",
" - number of elements: 10\n",
" - number of elements: 10\n",
" * SpaceTimeRecord(x = -84, y = 38, datetime = 1900-01-15 10:00:00, uid = 63mpq3Kx)\n",
" * SpaceTimeRecord(x = -33, y = 66, datetime = 1900-01-13 09:00:00, uid = upKv9hnh)\n",
" * SpaceTimeRecord(x = -78, y = 60, datetime = 1900-01-10 01:00:00, uid = vZ8HLu5t)\n",
" * SpaceTimeRecord(x = -49, y = 8, datetime = 1900-01-15 22:00:00, uid = EmI1qtuD)\n",
" * SpaceTimeRecord(x = -89, y = 24, datetime = 1900-01-12 17:00:00, uid = gn2o9tYQ)\n",
" * SpaceTimeRecord(x = -2, y = 82, datetime = 1900-01-10 03:00:00, uid = fhaHjGbr)\n",
" * SpaceTimeRecord(x = -149, y = 7, datetime = 1900-01-08 11:00:00, uid = 2ODnGJO6)\n",
" * SpaceTimeRecord(x = -16, y = 44, datetime = 1900-01-13 15:00:00, uid = 4QJhwhvb)\n",
" * SpaceTimeRecord(x = -37, y = 54, datetime = 1900-01-12 13:00:00, uid = 11cApOwm)\n",
" * SpaceTimeRecord(x = -122, y = 4, datetime = 1900-01-03 06:00:00, uid = NtY6rjeA)\n",
" * SpaceTimeRecord(x = -34, y = 88, datetime = 1900-01-03 05:00:00, uid = 8SN6zPWh)\n",
" * SpaceTimeRecord(x = -93, y = 25, datetime = 1900-01-12 17:00:00, uid = OwbRK3fw)\n",
" * SpaceTimeRecord(x = -36, y = 13, datetime = 1900-01-14 13:00:00, uid = ijfjmp8E)\n",
" * SpaceTimeRecord(x = -82, y = 27, datetime = 1900-01-14 18:00:00, uid = Q1eb3zy0)\n",
" * SpaceTimeRecord(x = -168, y = 62, datetime = 1900-01-03 09:00:00, uid = Cc4m1azR)\n",
" * SpaceTimeRecord(x = -25, y = 48, datetime = 1900-01-04 14:00:00, uid = bqc3Tgv6)\n",
" * SpaceTimeRecord(x = -76, y = 67, datetime = 1900-01-06 04:00:00, uid = 4WeWpZUz)\n",
" * SpaceTimeRecord(x = -68, y = 5, datetime = 1900-01-16 04:00:00, uid = 4cwYD1Rw)\n",
" * SpaceTimeRecord(x = -156, y = 39, datetime = 1900-01-13 10:00:00, uid = dZXAMaXq)\n",
" * SpaceTimeRecord(x = -126, y = 38, datetime = 1900-01-14 13:00:00, uid = IgBUqlpx)\n",
" - with children:\n",
" - with children:\n",
" OctTree:\n",
" OctTree:\n",
" - boundary: SpaceTimeRectangle(west=-180, east=-90.0, south=45.0, north=90, start=datetime.datetime(1900, 1, 1, 0, 0), end=datetime.datetime(1900, 1, 8, 17, 45))\n",
" - boundary: SpaceTimeRectangle(west=-180, east=-90.0, south=45.0, north=90, start=datetime.datetime(1900, 1, 1, 0, 0), end=datetime.datetime(1900, 1, 8, 17, 45))\n",
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" - max_depth: 25\n",
" - max_depth: 25\n",
" - contents:\n",
" - contents:\n",
" - number of elements: 10\n",
" - number of elements: 10\n",
" * SpaceTimeRecord(x = -141, y = 79, datetime = 1900-01-03 05:00:00, uid = mN1Mg7Vn)\n",
" * SpaceTimeRecord(x = -135, y = 50, datetime = 1900-01-07 00:00:00, uid = 63xl6hc7)\n",
" * SpaceTimeRecord(x = -172, y = 80, datetime = 1900-01-01 14:00:00, uid = NBBZ3bCW)\n",
" * SpaceTimeRecord(x = -135, y = 55, datetime = 1900-01-01 18:00:00, uid = LuqSN7UH)\n",
" * SpaceTimeRecord(x = -93, y = 53, datetime = 1900-01-06 07:00:00, uid = jX8HZPJT)\n",
" * SpaceTimeRecord(x = -90, y = 50, datetime = 1900-01-02 13:00:00, uid = 3Rf9vgoZ)\n",
" * SpaceTimeRecord(x = -168, y = 82, datetime = 1900-01-03 08:00:00, uid = dlxpN1Ew)\n",
" * SpaceTimeRecord(x = -171, y = 77, datetime = 1900-01-01 04:00:00, uid = 2hmivw2i)\n",
" * SpaceTimeRecord(x = -111, y = 83, datetime = 1900-01-02 12:00:00, uid = GXLopHH0)\n",
" * SpaceTimeRecord(x = -124, y = 85, datetime = 1900-01-04 10:00:00, uid = suHUQmUg)\n",
" * SpaceTimeRecord(x = -178, y = 61, datetime = 1900-01-02 00:00:00, uid = 0ut6CLe5)\n",
" * SpaceTimeRecord(x = -135, y = 60, datetime = 1900-01-07 04:00:00, uid = ofk4f2OM)\n",
" * SpaceTimeRecord(x = -148, y = 74, datetime = 1900-01-07 23:00:00, uid = xUySW1tx)\n",
" * SpaceTimeRecord(x = -153, y = 89, datetime = 1900-01-04 02:00:00, uid = i35HTous)\n",
" * SpaceTimeRecord(x = -174, y = 63, datetime = 1900-01-06 22:00:00, uid = 8sI94Lt6)\n",
" * SpaceTimeRecord(x = -119, y = 86, datetime = 1900-01-05 06:00:00, uid = RrcFxqUw)\n",
" * SpaceTimeRecord(x = -114, y = 84, datetime = 1900-01-05 15:00:00, uid = OoY9mEkQ)\n",
" * SpaceTimeRecord(x = -159, y = 89, datetime = 1900-01-05 06:00:00, uid = 6SuIg2qL)\n",
" * SpaceTimeRecord(x = -102, y = 82, datetime = 1900-01-02 15:00:00, uid = bd4sLang)\n",
" * SpaceTimeRecord(x = -125, y = 51, datetime = 1900-01-06 08:00:00, uid = Z7AYRipA)\n",
" - with children:\n",
" - with children:\n",
" OctTree:\n",
" OctTree:\n",
" - boundary: SpaceTimeRectangle(west=-180, east=-135.0, south=67.5, north=90, start=datetime.datetime(1900, 1, 1, 0, 0), end=datetime.datetime(1900, 1, 4, 20, 52, 30))\n",
" - boundary: SpaceTimeRectangle(west=-180, east=-135.0, south=67.5, north=90, start=datetime.datetime(1900, 1, 1, 0, 0), end=datetime.datetime(1900, 1, 4, 20, 52, 30))\n",
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" - max_depth: 25\n",
" - max_depth: 25\n",
" - contents:\n",
" - contents:\n",
" - number of elements: 10\n",
" - number of elements: 10\n",
" * SpaceTimeRecord(x = -148, y = 79, datetime = 1900-01-03 21:00:00, uid = kNWm70rm)\n",
" * SpaceTimeRecord(x = -156, y = 89, datetime = 1900-01-01 23:00:00, uid = nIg9uvzp)\n",
" * SpaceTimeRecord(x = -157, y = 80, datetime = 1900-01-03 05:00:00, uid = 471X27tA)\n",
" * SpaceTimeRecord(x = -141, y = 85, datetime = 1900-01-02 23:00:00, uid = kUOFs04c)\n",
" * SpaceTimeRecord(x = -152, y = 85, datetime = 1900-01-03 01:00:00, uid = cjTyQn7E)\n",
" * SpaceTimeRecord(x = -138, y = 88, datetime = 1900-01-01 15:00:00, uid = 7uwyR6Vw)\n",
" * SpaceTimeRecord(x = -154, y = 88, datetime = 1900-01-03 15:00:00, uid = JTnjCJZN)\n",
" * SpaceTimeRecord(x = -154, y = 89, datetime = 1900-01-01 20:00:00, uid = L11gu82g)\n",
" * SpaceTimeRecord(x = -139, y = 83, datetime = 1900-01-01 21:00:00, uid = kZ28j8I5)\n",
" * SpaceTimeRecord(x = -170, y = 84, datetime = 1900-01-01 23:00:00, uid = qz7FQUM4)\n",
" * SpaceTimeRecord(x = -161, y = 73, datetime = 1900-01-03 02:00:00, uid = wsHJBLLC)\n",
" * SpaceTimeRecord(x = -160, y = 85, datetime = 1900-01-01 10:00:00, uid = aNet9T9P)\n",
" * SpaceTimeRecord(x = -140, y = 71, datetime = 1900-01-02 07:00:00, uid = 4bTg1N2k)\n",
" * SpaceTimeRecord(x = -177, y = 74, datetime = 1900-01-03 23:00:00, uid = O0J1ZJuE)\n",
" * SpaceTimeRecord(x = -141, y = 74, datetime = 1900-01-04 09:00:00, uid = I6M8kuue)\n",
" * SpaceTimeRecord(x = -151, y = 87, datetime = 1900-01-01 06:00:00, uid = qNjJvwbS)\n",
" * SpaceTimeRecord(x = -144, y = 72, datetime = 1900-01-04 17:00:00, uid = 0fPvYOC9)\n",
" * SpaceTimeRecord(x = -155, y = 74, datetime = 1900-01-04 15:00:00, uid = GHUh4UL2)\n",
" * SpaceTimeRecord(x = -157, y = 78, datetime = 1900-01-03 16:00:00, uid = yAL3OeaK)\n",
" * SpaceTimeRecord(x = -177, y = 86, datetime = 1900-01-01 06:00:00, uid = giB4RvPq)\n",
" - with children:\n",
" - with children:\n",
" OctTree:\n",
" OctTree:\n",
" - boundary: SpaceTimeRectangle(west=-180, east=-157.5, south=78.75, north=90, start=datetime.datetime(1900, 1, 1, 0, 0), end=datetime.datetime(1900, 1, 2, 22, 26, 15))\n",
" - boundary: SpaceTimeRectangle(west=-180, east=-157.5, south=78.75, north=90, start=datetime.datetime(1900, 1, 1, 0, 0), end=datetime.datetime(1900, 1, 2, 22, 26, 15))\n",
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" - depth: 4\n",
" - depth: 4\n",
" - max_depth: 25\n",
" - max_depth: 25\n",
" - contents:\n",
" - contents:\n",
" - number of elements: 4\n",
" - number of elements: 3\n",
" * SpaceTimeRecord(x = -180, y = 88, datetime = 1900-01-02 12:00:00, uid = CXeAd3y4)\n",
" * SpaceTimeRecord(x = -165, y = 80, datetime = 1900-01-02 18:00:00, uid = 9hHSlU67)\n",
" * SpaceTimeRecord(x = -180, y = 87, datetime = 1900-01-01 16:00:00, uid = TB2xKFgK)\n",
" * SpaceTimeRecord(x = -178, y = 81, datetime = 1900-01-01 16:00:00, uid = bYikI3KO)\n",
" * SpaceTimeRecord(x = -171, y = 79, datetime = 1900-01-02 04:00:00, uid = pIU8qvxT)\n",
" * SpaceTimeRecord(x = -172, y = 81, datetime = 1900-01-02 12:00:00, uid = 4dd6WJRR)\n",
" * SpaceTimeRecord(x = -168, y = 85, datetime = 1900-01-01 22:00:00, uid = 7zL4gz8K)\n",
" OctTree:\n",
" OctTree:\n",
" - boundary: SpaceTimeRectangle(west=-157.5, east=-135.0, south=78.75, north=90, start=datetime.datetime(1900, 1, 1, 0, 0), end=datetime.datetime(1900, 1, 2, 22, 26, 15))\n",
" - boundary: SpaceTimeRectangle(west=-157.5, east=-135.0, south=78.75, north=90, start=datetime.datetime(1900, 1, 1, 0, 0), end=datetime.datetime(1900, 1, 2, 22, 26, 15))\n",
" - capacity: 10\n",
" - capacity: 10\n",
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" - max_depth: 25\n",
" - max_depth: 25\n",
" - contents:\n",
" - contents:\n",
" - number of elements: 2\n",
" - number of elements: 2\n",
" * SpaceTimeRecord(x = -149, y = 82, datetime = 1900-01-01 20:00:00, uid = xTYMs6Xp)\n",
" * SpaceTimeRecord(x = -154, y = 83, datetime = 1900-01-01 13:00:00, uid = JbI6uPZ4)\n",
" * SpaceTimeRecord(x = -154, y = 84, datetime = 1900-01-02 21:00:00, uid = JSEaGBsn)\n",
" * SpaceTimeRecord(x = -155, y = 89, datetime = 1900-01-02 04:00:00, uid = br7ATUEz)\n",
" OctTree:\n",
" OctTree:\n",
" - boundary: SpaceTimeRectangle(west=-180, east=-157.5, south=67.5, north=78.75, start=datetime.datetime(1900, 1, 1, 0, 0), end=datetime.datetime(1900, 1, 2, 22, 26, 15))\n",
" - boundary: SpaceTimeRectangle(west=-180, east=-157.5, south=67.5, north=78.75, start=datetime.datetime(1900, 1, 1, 0, 0), end=datetime.datetime(1900, 1, 2, 22, 26, 15))\n",
" - capacity: 10\n",
" - capacity: 10\n",
" - depth: 4\n",
" - depth: 4\n",
" - max_depth: 25\n",
" - max_depth: 25\n",
" - contents:\n",
" - contents:\n",
" - number of elements: 3\n",
" - number of elements: 8\n",
" * SpaceTimeRecord(x = -173, y = 75, datetime = 1900-01-01 06:00:00, uid = M4N3amQ3)\n"
" * SpaceTimeRecord(x = -176, y = 77, datetime = 1900-01-02 02:00:00, uid = 595Aq1bu)\n",
 
" * SpaceTimeRecord(x = -168, y = 69, datetime = 1900-01-01 07:00:00, uid = 4FoQSaDe)\n"
]
]
}
}
],
],
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"name": "stdout",
"name": "stdout",
"output_type": "stream",
"output_type": "stream",
"text": [
"text": [
"207 μs ± 6.25 μs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n"
"205 μs ± 5.06 μs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n"
]
]
}
}
],
],
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"name": "stdout",
"name": "stdout",
"output_type": "stream",
"output_type": "stream",
"text": [
"text": [
"5.36 ms ± 164 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
"8.33 ms ± 167 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
]
]
}
}
],
],
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"name": "stdout",
"name": "stdout",
"output_type": "stream",
"output_type": "stream",
"text": [
"text": [
"CPU times: user 2.52 s, sys: 253 ms, total: 2.78 s\n",
"CPU times: user 3.16 s, sys: 301 ms, total: 3.46 s\n",
"Wall time: 2.66 s\n"
"Wall time: 3.4 s\n"
]
]
}
}
],
],
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],
],
"metadata": {
"metadata": {
"kernelspec": {
"kernelspec": {
"display_name": "GeoSpatialTools",
"display_name": "geospatialtools",
"language": "python",
"language": "python",
"name": "geospatialtools"
"name": "geospatialtools"
},
},
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"name": "python",
"name": "python",
"nbconvert_exporter": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"pygments_lexer": "ipython3",
"version": "3.12.7"
"version": "3.11.11"
}
}
},
},
"nbformat": 4,
"nbformat": 4,
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