diff --git a/doc/devlog/example_local_birds.ipynb b/doc/devlog/example_local_birds.ipynb index 8a805160..09eb6e35 100644 --- a/doc/devlog/example_local_birds.ipynb +++ b/doc/devlog/example_local_birds.ipynb @@ -2,12 +2,10 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ - "from datetime import date\n", - "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", @@ -17,12 +15,13 @@ "\n", "from epymorph.data import geo_library, ipm_library, mm_library\n", "from epymorph.initializer import bird_movement_initializer\n", - "from epymorph.simulation import Simulation" + "from epymorph.engine.standard_sim import StandardSimulation\n", + "from epymorph.simulation import TimeFrame" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -36,30 +35,28 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ - "sim = Simulation(\n", + "sim = StandardSimulation(\n", " geo=geo,\n", - " ipm_builder=ipm_library['no'](),\n", - " mvm_builder=mm_library['local_birds'](),\n", - ")\n", - "\n", - "out = sim.run(\n", - " param={\n", + " ipm=ipm_library['no'](),\n", + " mm=mm_library['local_birds'](),\n", + " params={\n", " 'shape': 3,\n", " 'scale':3\n", " },\n", - " start_date=date(2023, 1, 1),\n", - " duration_days=10,\n", + " time_frame=TimeFrame.of(\"2023-01-01\", 10),\n", " initializer=bird_movement_initializer,\n", - ")" + ")\n", + "\n", + "out = sim.run()" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -67,19 +64,7 @@ "output_type": "stream", "text": [ "Using FIPS code '04' for input 'Arizona'\n", - "Using FIPS code '013' for input 'Maricopa'\n", - "0 0\n", - "1 0\n", - "2 38\n", - "3 45000\n", - "4 6\n", - " ... \n", - "2489 0\n", - "2490 0\n", - "2491 0\n", - "2492 0\n", - "2493 0\n", - "Name: visitors, Length: 2494, dtype: int64\n" + "Using FIPS code '013' for input 'Maricopa'\n" ] } ], @@ -100,7 +85,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -136,9 +121,9 @@ " geometry visitors \n", "0 POLYGON ((-111.78406 33.41540, -111.78259 33.4... 0 \n", "1 POLYGON ((-112.37679 33.64389, -112.37673 33.6... 0 \n", - "2 POLYGON ((-112.20294 33.56672, -112.20293 33.5... 38 \n", + "2 POLYGON ((-112.20294 33.56672, -112.20293 33.5... 35 \n", "3 POLYGON ((-112.25507 33.53763, -112.25507 33.5... 45000 \n", - "4 POLYGON ((-112.18194 33.50955, -112.18193 33.5... 6 \n", + "4 POLYGON ((-112.18194 33.50955, -112.18193 33.5... 7 \n", "... ... ... \n", "2489 POLYGON ((-111.87111 33.28352, -111.87031 33.2... 0 \n", "2490 POLYGON ((-111.85867 33.28374, -111.85848 33.2... 0 \n", @@ -156,19 +141,18 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 6, "metadata": {}, "outputs": [ { - "ename": "NameError", - "evalue": "name 'plt' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[1], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m fig, ax \u001b[38;5;241m=\u001b[39m \u001b[43mplt\u001b[49m\u001b[38;5;241m.\u001b[39msubplots(figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m10\u001b[39m, \u001b[38;5;241m8\u001b[39m))\n\u001b[0;32m 2\u001b[0m norm \u001b[38;5;241m=\u001b[39m Normalize(vmin\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m, vmax\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m20\u001b[39m)\n\u001b[0;32m 3\u001b[0m sm \u001b[38;5;241m=\u001b[39m ScalarMappable(cmap\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mReds\u001b[39m\u001b[38;5;124m'\u001b[39m, norm\u001b[38;5;241m=\u001b[39mnorm)\n", - "\u001b[1;31mNameError\u001b[0m: name 'plt' is not defined" - ] + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ diff --git a/doc/devlog/example_long_birds.ipynb b/doc/devlog/example_long_birds.ipynb index 9b99e66a..9637fba7 100644 --- a/doc/devlog/example_long_birds.ipynb +++ b/doc/devlog/example_long_birds.ipynb @@ -6,8 +6,6 @@ "metadata": {}, "outputs": [], "source": [ - "from datetime import date\n", - "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", @@ -17,7 +15,8 @@ "\n", "from epymorph.data import geo_library, ipm_library, mm_library\n", "from epymorph.initializer import bird_movement_initializer\n", - "from epymorph.simulation import Simulation" + "from epymorph.engine.standard_sim import StandardSimulation\n", + "from epymorph.simulation import TimeFrame" ] }, { @@ -38,31 +37,20 @@ "cell_type": "code", "execution_count": 3, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\Users\\sp2665\\Downloads\\Sindhu\\Research EpyMoRPH\\Epymorph\\epymorph\\util.py:168: RuntimeWarning: divide by zero encountered in divide\n", - " result = 1/(distance ** alpha)\n" - ] - } - ], + "outputs": [], "source": [ - "sim = Simulation(\n", + "sim = StandardSimulation(\n", " geo=geo,\n", - " ipm_builder=ipm_library['no'](),\n", - " mvm_builder=mm_library['long_range_dispersal_birds'](),\n", - ")\n", - "\n", - "out = sim.run(\n", - " param={\n", - " 'alpha': 3.3,\n", + " ipm=ipm_library['no'](),\n", + " mm=mm_library['local_birds'](),\n", + " params={\n", + " 'alpha' : 2.5\n", " },\n", - " start_date=date(2023, 1, 1),\n", - " duration_days=10,\n", + " time_frame=TimeFrame.of(\"2023-01-01\", 10),\n", " initializer=bird_movement_initializer,\n", - ")" + ")\n", + "\n", + "out = sim.run()" ] }, { @@ -96,12 +84,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -112,7 +100,7 @@ ], "source": [ "fig, ax = plt.subplots(figsize=(10, 8))\n", - "norm = Normalize(vmin=0, vmax=5)\n", + "norm = Normalize(vmin=0, vmax=15)\n", "sm = ScalarMappable(cmap='Reds', norm=norm)\n", "df.plot(ax=ax, color=sm.to_rgba(df['visitors'].to_numpy()))\n", "cbar = plt.colorbar(sm, ax=ax, orientation='vertical')\n", diff --git a/doc/devlog/example_mosquito.ipynb b/doc/devlog/example_mosquito.ipynb index 8eee26fa..b9d1766b 100644 --- a/doc/devlog/example_mosquito.ipynb +++ b/doc/devlog/example_mosquito.ipynb @@ -6,16 +6,17 @@ "metadata": {}, "outputs": [], "source": [ - "from datetime import date\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import pygris\n", "from matplotlib.cm import ScalarMappable\n", "from matplotlib.colors import Normalize\n", + "\n", "from epymorph.data import geo_library, ipm_library, mm_library\n", - "from epymorph.initializer import mosquito_movement_initializer\n", - "from epymorph.simulation import Simulation" + "from epymorph.initializer import bird_movement_initializer\n", + "from epymorph.engine.standard_sim import StandardSimulation\n", + "from epymorph.simulation import TimeFrame" ] }, { @@ -27,36 +28,34 @@ "geo = geo_library['maricopa_cbg_2019']()\n", "\n", "source_node = '040130927211'\n", - "mosquito = np.zeros(geo.nodes)\n", - "mosquito[np.where(geo['geoid'] == source_node)] = 50000\n", - "geo.values['bird_population'] = mosquito" + "birds = np.zeros(geo.nodes)\n", + "birds[np.where(geo['geoid'] == source_node)] = 50000\n", + "geo.values['bird_population'] = birds" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ - "sim = Simulation(\n", + "sim = StandardSimulation(\n", " geo=geo,\n", - " ipm_builder=ipm_library['no'](),\n", - " mvm_builder=mm_library['mosquito_mobility'](),\n", + " ipm=ipm_library['no'](),\n", + " mm=mm_library['local_birds'](),\n", + " params={\n", + " 'max_distance' : 22530\n", + " },\n", + " time_frame=TimeFrame.of(\"2023-01-01\", 10),\n", + " initializer=bird_movement_initializer,\n", ")\n", "\n", - "out = sim.run(\n", - " param={\n", - " 'max_distance': 10000,\n", - " },\n", - " start_date=date(2023, 1, 1),\n", - " duration_days=10,\n", - " initializer=mosquito_movement_initializer,\n", - ")" + "out = sim.run()" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -85,12 +84,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -101,7 +100,7 @@ ], "source": [ "fig, ax = plt.subplots(figsize=(10, 8))\n", - "norm = Normalize(vmin=0, vmax=50)\n", + "norm = Normalize(vmin=0, vmax=30)\n", "sm = ScalarMappable(cmap='Reds', norm=norm)\n", "df.plot(ax=ax, color=sm.to_rgba(df['visitors'].to_numpy()))\n", "cbar = plt.colorbar(sm, ax=ax, orientation='vertical')\n", diff --git a/epymorph/initializer.py b/epymorph/initializer.py index 46733ecd..d60f9c72 100644 --- a/epymorph/initializer.py +++ b/epymorph/initializer.py @@ -270,11 +270,11 @@ def bottom_locations(ctx: InitContext, attribute: str, num_locations: int, seed_ return indexed_locations(ctx, selection, seed_size) def bird_movement_initializer(ctx: InitContext)->NDArray[SimDType]: - result = ctx.geo['bird_population'].reshape((ctx.nodes, ctx.compartments)) # type: ignore + result = ctx.geo['bird_population'].reshape((ctx.dim.nodes, ctx.dim.compartments)) # type: ignore return result.astype(SimDType) def mosquito_movement_initializer(ctx: InitContext)->NDArray[SimDType]: - result = ctx.geo['bird_population'].reshape((ctx.nodes, ctx.compartments)) # type: ignore + result = ctx.geo['bird_population'].reshape((ctx.dim.nodes, ctx.dim.compartments)) # type: ignore return result.astype(SimDType) DEFAULT_INITIALIZER = single_location