{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Dissolve"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"execution": {
"iopub.execute_input": "2022-09-15T05:04:14.113654Z",
"iopub.status.busy": "2022-09-15T05:04:14.113388Z",
"iopub.status.idle": "2022-09-15T05:04:15.767580Z",
"shell.execute_reply": "2022-09-15T05:04:15.767015Z"
}
},
"outputs": [],
"source": [
"import geopandas\n",
"import starepandas\n",
"import numpy\n",
"import pystare\n",
"import matplotlib.pyplot as plt\n",
"import datetime\n",
"import multiprocessing"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"execution": {
"iopub.execute_input": "2022-09-15T05:04:15.770874Z",
"iopub.status.busy": "2022-09-15T05:04:15.770566Z",
"iopub.status.idle": "2022-09-15T05:04:15.810664Z",
"shell.execute_reply": "2022-09-15T05:04:15.810116Z"
}
},
"outputs": [],
"source": [
"world = geopandas.read_file(geopandas.datasets.get_path('naturalearth_lowres'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Manual merging SIDs\n",
"We are extracting all SIDS from the dataframe and merge them in a compressed range"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"execution": {
"iopub.execute_input": "2022-09-15T05:04:15.813206Z",
"iopub.status.busy": "2022-09-15T05:04:15.812924Z",
"iopub.status.idle": "2022-09-15T05:04:16.804242Z",
"shell.execute_reply": "2022-09-15T05:04:16.803732Z"
}
},
"outputs": [],
"source": [
"continent = world[world.continent=='South America']\n",
"continent = starepandas.STAREDataFrame(continent, add_sids=True, level=7, add_trixels=True, n_partitions=1)\n",
"sids = numpy.concatenate(list(continent['sids']))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"execution": {
"iopub.execute_input": "2022-09-15T05:04:16.806922Z",
"iopub.status.busy": "2022-09-15T05:04:16.806749Z",
"iopub.status.idle": "2022-09-15T05:04:23.397399Z",
"shell.execute_reply": "2022-09-15T05:04:23.396878Z"
}
},
"outputs": [],
"source": [
"sids = numpy.unique(sids)\n",
"s_range = pystare.to_compressed_range(sids)\n",
"sids1 = pystare.expand_intervals(s_range , -1, multi_resolution=True)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"execution": {
"iopub.execute_input": "2022-09-15T05:04:23.399659Z",
"iopub.status.busy": "2022-09-15T05:04:23.399410Z",
"iopub.status.idle": "2022-09-15T05:04:30.019378Z",
"shell.execute_reply": "2022-09-15T05:04:30.018841Z"
}
},
"outputs": [],
"source": [
"# Equivalent to\n",
"sids2 = starepandas.compress_sids(sids)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"execution": {
"iopub.execute_input": "2022-09-15T05:04:30.021618Z",
"iopub.status.busy": "2022-09-15T05:04:30.021378Z",
"iopub.status.idle": "2022-09-15T05:04:30.087134Z",
"shell.execute_reply": "2022-09-15T05:04:30.086626Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" pop_est | \n",
" continent | \n",
" name | \n",
" iso_a3 | \n",
" gdp_md_est | \n",
" geometry | \n",
" sids | \n",
" trixels | \n",
"
\n",
" \n",
" \n",
" \n",
" | 9 | \n",
" 44293293 | \n",
" South America | \n",
" Argentina | \n",
" ARG | \n",
" 879400.0 | \n",
" MULTIPOLYGON (((-68.63401 -52.63637, -68.25000... | \n",
" [1831874332805038087, 1831909517177126919, 183... | \n",
" MULTIPOLYGON (((-68.10744 -55.31801, -67.97225... | \n",
"
\n",
" \n",
" | 10 | \n",
" 17789267 | \n",
" South America | \n",
" Chile | \n",
" CHL | \n",
" 436100.0 | \n",
" MULTIPOLYGON (((-68.63401 -52.63637, -68.63335... | \n",
" [1822268999224786951, 1822339367968964615, 182... | \n",
" MULTIPOLYGON (((-70.49911 -54.87622, -70.66819... | \n",
"
\n",
" \n",
" | 20 | \n",
" 2931 | \n",
" South America | \n",
" Falkland Is. | \n",
" FLK | \n",
" 281.8 | \n",
" POLYGON ((-61.20000 -51.85000, -60.00000 -51.2... | \n",
" [1807104534854500359, 1807245272342855687, 180... | \n",
" MULTIPOLYGON (((-60.67409 -51.68503, -59.57634... | \n",
"
\n",
" \n",
" | 28 | \n",
" 3360148 | \n",
" South America | \n",
" Uruguay | \n",
" URY | \n",
" 73250.0 | \n",
" POLYGON ((-57.62513 -30.21629, -56.97603 -30.1... | \n",
" [2632353982198054918, 2661627379775963142, 266... | \n",
" MULTIPOLYGON (((-55.17662 -32.24790, -55.77960... | \n",
"
\n",
" \n",
" | 29 | \n",
" 207353391 | \n",
" South America | \n",
" Brazil | \n",
" BRA | \n",
" 3081000.0 | \n",
" POLYGON ((-53.37366 -33.76838, -53.65054 -33.2... | \n",
" [2749447572509687812, 2796735368597078020, 286... | \n",
" MULTIPOLYGON (((-53.69934 -4.63080, -61.44765 ... | \n",
"
\n",
" \n",
" | 30 | \n",
" 11138234 | \n",
" South America | \n",
" Bolivia | \n",
" BOL | \n",
" 78350.0 | \n",
" POLYGON ((-69.52968 -10.95173, -68.78616 -11.0... | \n",
" [2684145377912815620, 2692026677260713989, 270... | \n",
" MULTIPOLYGON (((-62.76428 -18.88667, -66.06621... | \n",
"
\n",
" \n",
" | 31 | \n",
" 31036656 | \n",
" South America | \n",
" Peru | \n",
" PER | \n",
" 410400.0 | \n",
" POLYGON ((-69.89364 -4.29819, -70.79477 -4.251... | \n",
" [2693152577167556612, 2699907976608612356, 268... | \n",
" MULTIPOLYGON (((-74.96857 -15.27649, -72.04021... | \n",
"
\n",
" \n",
" | 32 | \n",
" 47698524 | \n",
" South America | \n",
" Colombia | \n",
" COL | \n",
" 688000.0 | \n",
" POLYGON ((-66.87633 1.25336, -67.06505 1.13011... | \n",
" [2666130979403333637, 2667256879310176261, 266... | \n",
" MULTIPOLYGON (((-75.36119 8.42106, -76.79015 5... | \n",
"
\n",
" \n",
" | 40 | \n",
" 31304016 | \n",
" South America | \n",
" Venezuela | \n",
" VEN | \n",
" 468600.0 | \n",
" POLYGON ((-60.73357 5.20028, -60.60118 4.91810... | \n",
" [2486549944261935109, 2743255123022053381, 274... | \n",
" MULTIPOLYGON (((-67.79536 8.98813, -70.10240 1... | \n",
"
\n",
" \n",
" | 41 | \n",
" 737718 | \n",
" South America | \n",
" Guyana | \n",
" GUY | \n",
" 6093.0 | \n",
" POLYGON ((-56.53939 1.89952, -56.78270 1.86371... | \n",
" [2767743445995880454, 2758489956136517639, 275... | \n",
" MULTIPOLYGON (((-58.56295 5.89722, -59.38264 7... | \n",
"
\n",
" \n",
" | 42 | \n",
" 591919 | \n",
" South America | \n",
" Suriname | \n",
" SUR | \n",
" 8547.0 | \n",
" POLYGON ((-54.52475 2.31185, -55.09759 2.52375... | \n",
" [2759017721717850119, 2759052906089938951, 275... | \n",
" MULTIPOLYGON (((-56.93751 2.38886, -56.40173 3... | \n",
"
\n",
" \n",
" | 44 | \n",
" 16290913 | \n",
" South America | \n",
" Ecuador | \n",
" ECU | \n",
" 182400.0 | \n",
" POLYGON ((-75.37322 -0.15203, -75.23372 -0.911... | \n",
" [2668523516705374214, 2669086466658795526, 267... | \n",
" MULTIPOLYGON (((-78.07509 -2.31151, -78.84541 ... | \n",
"
\n",
" \n",
" | 156 | \n",
" 6943739 | \n",
" South America | \n",
" Paraguay | \n",
" PRY | \n",
" 64670.0 | \n",
" POLYGON ((-58.16639 -20.17670, -57.87067 -20.7... | \n",
" [2639390856615821318, 2792372506458062854, 279... | \n",
" MULTIPOLYGON (((-61.01690 -22.26119, -61.90025... | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" pop_est continent name iso_a3 gdp_md_est \\\n",
"9 44293293 South America Argentina ARG 879400.0 \n",
"10 17789267 South America Chile CHL 436100.0 \n",
"20 2931 South America Falkland Is. FLK 281.8 \n",
"28 3360148 South America Uruguay URY 73250.0 \n",
"29 207353391 South America Brazil BRA 3081000.0 \n",
"30 11138234 South America Bolivia BOL 78350.0 \n",
"31 31036656 South America Peru PER 410400.0 \n",
"32 47698524 South America Colombia COL 688000.0 \n",
"40 31304016 South America Venezuela VEN 468600.0 \n",
"41 737718 South America Guyana GUY 6093.0 \n",
"42 591919 South America Suriname SUR 8547.0 \n",
"44 16290913 South America Ecuador ECU 182400.0 \n",
"156 6943739 South America Paraguay PRY 64670.0 \n",
"\n",
" geometry \\\n",
"9 MULTIPOLYGON (((-68.63401 -52.63637, -68.25000... \n",
"10 MULTIPOLYGON (((-68.63401 -52.63637, -68.63335... \n",
"20 POLYGON ((-61.20000 -51.85000, -60.00000 -51.2... \n",
"28 POLYGON ((-57.62513 -30.21629, -56.97603 -30.1... \n",
"29 POLYGON ((-53.37366 -33.76838, -53.65054 -33.2... \n",
"30 POLYGON ((-69.52968 -10.95173, -68.78616 -11.0... \n",
"31 POLYGON ((-69.89364 -4.29819, -70.79477 -4.251... \n",
"32 POLYGON ((-66.87633 1.25336, -67.06505 1.13011... \n",
"40 POLYGON ((-60.73357 5.20028, -60.60118 4.91810... \n",
"41 POLYGON ((-56.53939 1.89952, -56.78270 1.86371... \n",
"42 POLYGON ((-54.52475 2.31185, -55.09759 2.52375... \n",
"44 POLYGON ((-75.37322 -0.15203, -75.23372 -0.911... \n",
"156 POLYGON ((-58.16639 -20.17670, -57.87067 -20.7... \n",
"\n",
" sids \\\n",
"9 [1831874332805038087, 1831909517177126919, 183... \n",
"10 [1822268999224786951, 1822339367968964615, 182... \n",
"20 [1807104534854500359, 1807245272342855687, 180... \n",
"28 [2632353982198054918, 2661627379775963142, 266... \n",
"29 [2749447572509687812, 2796735368597078020, 286... \n",
"30 [2684145377912815620, 2692026677260713989, 270... \n",
"31 [2693152577167556612, 2699907976608612356, 268... \n",
"32 [2666130979403333637, 2667256879310176261, 266... \n",
"40 [2486549944261935109, 2743255123022053381, 274... \n",
"41 [2767743445995880454, 2758489956136517639, 275... \n",
"42 [2759017721717850119, 2759052906089938951, 275... \n",
"44 [2668523516705374214, 2669086466658795526, 267... \n",
"156 [2639390856615821318, 2792372506458062854, 279... \n",
"\n",
" trixels \n",
"9 MULTIPOLYGON (((-68.10744 -55.31801, -67.97225... \n",
"10 MULTIPOLYGON (((-70.49911 -54.87622, -70.66819... \n",
"20 MULTIPOLYGON (((-60.67409 -51.68503, -59.57634... \n",
"28 MULTIPOLYGON (((-55.17662 -32.24790, -55.77960... \n",
"29 MULTIPOLYGON (((-53.69934 -4.63080, -61.44765 ... \n",
"30 MULTIPOLYGON (((-62.76428 -18.88667, -66.06621... \n",
"31 MULTIPOLYGON (((-74.96857 -15.27649, -72.04021... \n",
"32 MULTIPOLYGON (((-75.36119 8.42106, -76.79015 5... \n",
"40 MULTIPOLYGON (((-67.79536 8.98813, -70.10240 1... \n",
"41 MULTIPOLYGON (((-58.56295 5.89722, -59.38264 7... \n",
"42 MULTIPOLYGON (((-56.93751 2.38886, -56.40173 3... \n",
"44 MULTIPOLYGON (((-78.07509 -2.31151, -78.84541 ... \n",
"156 MULTIPOLYGON (((-61.01690 -22.26119, -61.90025... "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"continent"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"execution": {
"iopub.execute_input": "2022-09-15T05:04:30.089503Z",
"iopub.status.busy": "2022-09-15T05:04:30.089136Z",
"iopub.status.idle": "2022-09-15T05:04:30.979217Z",
"shell.execute_reply": "2022-09-15T05:04:30.978526Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(dpi=100, figsize=(7, 7))\n",
"ax.grid(True)\n",
"\n",
"continent.plot(ax=ax, trixels=True, boundary=False, column='name', zorder=0, linewidth=2, alpha=0.2)\n",
"continent.plot(ax=ax, trixels=True, boundary=True, column='name', zorder=0, linewidth=0.5)\n",
"\n",
"df = starepandas.STAREDataFrame(sids=[sids2], add_trixels=True)\n",
"df.plot(ax=ax, trixels=True, boundary=True, color='black', zorder=2, linewidth=2)\n",
"\n",
"#plt.savefig('dissolve.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## High level functions"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"execution": {
"iopub.execute_input": "2022-09-15T05:04:30.982843Z",
"iopub.status.busy": "2022-09-15T05:04:30.982524Z",
"iopub.status.idle": "2022-09-15T05:04:31.111290Z",
"shell.execute_reply": "2022-09-15T05:04:31.110671Z"
}
},
"outputs": [],
"source": [
"west = world[world['continent'].isin(['Europe', 'North America'])]\n",
"west = starepandas.STAREDataFrame(west, add_sids=True, level=4, add_trixels=False)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"execution": {
"iopub.execute_input": "2022-09-15T05:04:31.113879Z",
"iopub.status.busy": "2022-09-15T05:04:31.113606Z",
"iopub.status.idle": "2022-09-15T05:04:38.831710Z",
"shell.execute_reply": "2022-09-15T05:04:38.831139Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" sids | \n",
" pop_est | \n",
" name | \n",
" iso_a3 | \n",
" gdp_md_est | \n",
"
\n",
" \n",
" | continent | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" | Europe | \n",
" [648518346341351428, 900719925474099204, 10448... | \n",
" 142257519 | \n",
" Russia | \n",
" RUS | \n",
" 3745000.0 | \n",
"
\n",
" \n",
" | North America | \n",
" [1170935903116328964, 1173187702930014212, 117... | \n",
" 35623680 | \n",
" Canada | \n",
" CAN | \n",
" 1674000.0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" sids pop_est \\\n",
"continent \n",
"Europe [648518346341351428, 900719925474099204, 10448... 142257519 \n",
"North America [1170935903116328964, 1173187702930014212, 117... 35623680 \n",
"\n",
" name iso_a3 gdp_md_est \n",
"continent \n",
"Europe Russia RUS 3745000.0 \n",
"North America Canada CAN 1674000.0 "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"west.stare_dissolve(by='continent', aggfunc='first', geom=False)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"execution": {
"iopub.execute_input": "2022-09-15T05:04:38.833808Z",
"iopub.status.busy": "2022-09-15T05:04:38.833571Z",
"iopub.status.idle": "2022-09-15T05:04:38.872135Z",
"shell.execute_reply": "2022-09-15T05:04:38.871582Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" geometry | \n",
" pop_est | \n",
" gdp_md_est | \n",
"
\n",
" \n",
" | continent | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" | Europe | \n",
" MULTIPOLYGON (((-53.555 2.335, -53.779 2.377, ... | \n",
" 746398461 | \n",
" 25284877.0 | \n",
"
\n",
" \n",
" | North America | \n",
" MULTIPOLYGON (((-155.222 19.240, -155.542 19.0... | \n",
" 573042112 | \n",
" 23505137.0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" geometry pop_est \\\n",
"continent \n",
"Europe MULTIPOLYGON (((-53.555 2.335, -53.779 2.377, ... 746398461 \n",
"North America MULTIPOLYGON (((-155.222 19.240, -155.542 19.0... 573042112 \n",
"\n",
" gdp_md_est \n",
"continent \n",
"Europe 25284877.0 \n",
"North America 23505137.0 "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"west.dissolve(by='continent', aggfunc='sum')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Multiprocessing"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### By continent"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"execution": {
"iopub.execute_input": "2022-09-15T05:04:38.874449Z",
"iopub.status.busy": "2022-09-15T05:04:38.874211Z",
"iopub.status.idle": "2022-09-15T05:04:46.443388Z",
"shell.execute_reply": "2022-09-15T05:04:46.442754Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0:00:07.565706\n"
]
}
],
"source": [
"start = datetime.datetime.now()\n",
"west.stare_dissolve(by='continent', geom=False, num_workers=1)\n",
"print(datetime.datetime.now() - start)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"execution": {
"iopub.execute_input": "2022-09-15T05:04:46.445681Z",
"iopub.status.busy": "2022-09-15T05:04:46.445451Z",
"iopub.status.idle": "2022-09-15T05:04:50.427397Z",
"shell.execute_reply": "2022-09-15T05:04:50.426710Z"
},
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0:00:03.978145\n"
]
}
],
"source": [
"start = datetime.datetime.now()\n",
"west.stare_dissolve(by='continent', geom=False, num_workers=4)\n",
"print(datetime.datetime.now() - start)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"execution": {
"iopub.execute_input": "2022-09-15T05:04:50.429735Z",
"iopub.status.busy": "2022-09-15T05:04:50.429382Z",
"iopub.status.idle": "2022-09-15T05:04:50.833054Z",
"shell.execute_reply": "2022-09-15T05:04:50.832294Z"
}
},
"outputs": [],
"source": [
"trixels = west.make_trixels(num_workers=4, wrap_lon=False)\n",
"trixels = starepandas.split_antimeridian_series(trixels, drop=True)\n",
"west.set_trixels(trixels, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"execution": {
"iopub.execute_input": "2022-09-15T05:04:50.835430Z",
"iopub.status.busy": "2022-09-15T05:04:50.835213Z",
"iopub.status.idle": "2022-09-15T05:04:50.977058Z",
"shell.execute_reply": "2022-09-15T05:04:50.976537Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"west.reset_index().plot(column='continent')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.4"
}
},
"nbformat": 4,
"nbformat_minor": 4
}