diff --git a/examples/particle_simulation.ipynb b/examples/particle_simulation.ipynb index d0cc64ce..326237ff 100644 --- a/examples/particle_simulation.ipynb +++ b/examples/particle_simulation.ipynb @@ -25,6 +25,20 @@ "# - https://github.com/open-atmos/PyPartMC/graphs/contributors" ] }, + { + "cell_type": "markdown", + "id": "22ddb300-38b5-437f-b264-9a5d2cc6e549", + "metadata": {}, + "source": [ + "### Urban plume simulation: based on Riemer et al. 2009 (JGR) \"Simulating the evolution of soot mixing state with a particle‐resolved aerosol model.\"\n", + "\n", + "https://doi.org/10.1029/2008JD011073\n", + "\n", + "This simulation shows the evolution of carbonaceous aerosols from different emission types\n", + "in an idealized urban plume case representative of a large urban area. This notebook also provides a\n", + "step-by-step description of how to set up and run other user-defined PyPartMC simulations." + ] + }, { "cell_type": "code", "execution_count": 2, @@ -59,6 +73,19 @@ "from PyPartMC import si" ] }, + { + "cell_type": "markdown", + "id": "88eb4be5-9091-4588-a43f-f9936993b089", + "metadata": {}, + "source": [ + "#### Defining gas species (GasData)\n", + "\n", + "The ``ppmc.GasData`` object contains information regarding the tracked gas species.\n", + "Here an example `gas_data`is the set of gas species from the CBMZ gas-phase mechanism \n", + "as PartMC is often coupled to the Model for Simulating Aerosol Interactions and Chemistry (MOSAIC)\n", + "which uses the CBM-Z gas-phase mechanism such as was the case in Riemer et al. 2009." + ] + }, { "cell_type": "code", "execution_count": 4, @@ -81,27 +108,19 @@ ] }, { - "cell_type": "code", - "execution_count": 5, - "id": "a2d7bad8", + "cell_type": "markdown", + "id": "c7397d69-eed0-4eb3-9a5f-ca3084a372e0", "metadata": {}, - "outputs": [], "source": [ - "env_state = ppmc.EnvState(\n", - " {\n", - " \"rel_humidity\": 0.95,\n", - " \"latitude\": 0,\n", - " \"longitude\": 0,\n", - " \"altitude\": 0 * si.m,\n", - " \"start_time\": 21600 * si.s,\n", - " \"start_day\": 200,\n", - " }\n", - ")" + "#### Defining aerosol species and their properties (AeroData)\n", + "\n", + "The `ppmc.AeroData` object contains the set of tracked aerosol species and their physical\n", + "properties. Here `aero_data` contains 20 different aerosol species with their specified physical properties such as density, molecular weight and hygroscopicity parameter $\\kappa$." ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "id": "815283a0", "metadata": {}, "outputs": [], @@ -110,10 +129,10 @@ " (\n", " # density ions in soln (1) molecular weight kappa (1)\n", " # | | | |\n", - " {\"SO4\": [1800 * si.kg / si.m**3, 1, 96.0 * si.g / si.mol, 0.00]},\n", - " {\"NO3\": [1800 * si.kg / si.m**3, 1, 62.0 * si.g / si.mol, 0.00]},\n", - " {\"Cl\": [2200 * si.kg / si.m**3, 1, 35.5 * si.g / si.mol, 0.00]},\n", - " {\"NH4\": [1800 * si.kg / si.m**3, 1, 18.0 * si.g / si.mol, 0.00]},\n", + " {\"SO4\": [1800 * si.kg / si.m**3, 0, 96.0 * si.g / si.mol, 0.65]},\n", + " {\"NO3\": [1800 * si.kg / si.m**3, 0, 62.0 * si.g / si.mol, 0.65]},\n", + " {\"Cl\": [2200 * si.kg / si.m**3, 0, 35.5 * si.g / si.mol, 1.28]},\n", + " {\"NH4\": [1800 * si.kg / si.m**3, 0, 18.0 * si.g / si.mol, 0.65]},\n", " {\"MSA\": [1800 * si.kg / si.m**3, 0, 95.0 * si.g / si.mol, 0.53]},\n", " {\"ARO1\": [1400 * si.kg / si.m**3, 0, 150.0 * si.g / si.mol, 0.10]},\n", " {\"ARO2\": [1400 * si.kg / si.m**3, 0, 150.0 * si.g / si.mol, 0.10]},\n", @@ -123,27 +142,39 @@ " {\"API2\": [1400 * si.kg / si.m**3, 0, 184.0 * si.g / si.mol, 0.10]},\n", " {\"LIM1\": [1400 * si.kg / si.m**3, 0, 200.0 * si.g / si.mol, 0.10]},\n", " {\"LIM2\": [1400 * si.kg / si.m**3, 0, 200.0 * si.g / si.mol, 0.10]},\n", - " {\"CO3\": [2600 * si.kg / si.m**3, 1, 60.0 * si.g / si.mol, 0.00]},\n", - " {\"Na\": [2200 * si.kg / si.m**3, 1, 23.0 * si.g / si.mol, 0.00]},\n", - " {\"Ca\": [2600 * si.kg / si.m**3, 1, 40.0 * si.g / si.mol, 0.00]},\n", + " {\"CO3\": [2600 * si.kg / si.m**3, 0, 60.0 * si.g / si.mol, 0.53]},\n", + " {\"Na\": [2200 * si.kg / si.m**3, 0, 23.0 * si.g / si.mol, 1.28]},\n", + " {\"Ca\": [2600 * si.kg / si.m**3, 0, 40.0 * si.g / si.mol, 0.53]},\n", " {\"OIN\": [2600 * si.kg / si.m**3, 0, 1.0 * si.g / si.mol, 0.10]},\n", - " {\"OC\": [1400 * si.kg / si.m**3, 0, 1.0 * si.g / si.mol, 0.10]},\n", + " {\"OC\": [1400 * si.kg / si.m**3, 0, 1.0 * si.g / si.mol, 0.001]},\n", " {\"BC\": [1800 * si.kg / si.m**3, 0, 1.0 * si.g / si.mol, 0.00]},\n", " {\"H2O\": [1000 * si.kg / si.m**3, 0, 18.0 * si.g / si.mol, 0.00]},\n", " )\n", ")" ] }, + { + "cell_type": "markdown", + "id": "bf7211e9-4111-4a11-90eb-7b06b0610986", + "metadata": {}, + "source": [ + "#### Initializing gas mixing ratios (GasState)\n", + "\n", + "The `ppmc.GasState` object tracks the current state of the gas mixing ratios (units: ppb).\n", + "The size and order of species in `gas_state` are defined by `gas_data`.\n", + "Here all non-zero gas species values in a tuple have be set to `gas_state.mix_rats`, which is the full list of gas mixing ratios. The initial condition of gases mixing ratios can be found in Table 1. " + ] + }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "id": "c822823d", "metadata": {}, "outputs": [], "source": [ "gas_state = ppmc.GasState(gas_data)\n", "\n", - "input_gas_state = (\n", + "gas_state.mix_rats = (\n", " {\"NO\": [0.1E+00]},\n", " {\"NO2\": [1.0E+00]},\n", " {\"HNO3\": [1.0E+00]},\n", @@ -171,50 +202,130 @@ " {\"RCOOH\": [0.2E+00]},\n", " {\"ROOH\": [2.5E-02]},\n", " {\"ISOP\": [0.5E+00]}\n", - ")\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "4926ef36-37ef-4d02-9256-2220ca1f6230", + "metadata": {}, + "source": [ + "### Aerosol size distribution\n", + "\n", + "The initial, background, and emitted number distributions are superpositions of lognormal distributions, each defined by:\n", + "\n", + "$n(D) = \\frac{N}{\\sqrt{2 \\pi} \\log_{10} \\sigma_{\\rm g}} \\exp \n", + " \\left(- \\frac{\\left(\\log_{10} D - \\log_{10} D_{\\rm gn} \\right)^2}\n", + " {2 \\log_{10}^2 \\sigma_{\\rm g}}\\right)$,\n", + "\n", + "where $N$ is the total number concentration, $D_{\\rm gn}$ is the geometric mean diameter and $\\sigma_{\\rm g}$\n", + "is the geometric standard deviation.\n", + "\n", + "#### Initial aerosol distributions\n", + "\n", + "The initial aerosol distribution consists of two lognormal modes as follows (from Table 2)\n", + "\n", + "| Mode | $N$ (m$^{-3}$) | $D_{\\rm gn}$ ($\\micro$m) | $\\sigma_{\\rm g}$ | Composition|\n", + "|--------------|-------------------|--------------------------|------------------|------------|\n", + "| Aitken | $3.2 \\times 10^9$ | 0.02 | 1.45 | 50% (NH4)2SO4, 50% POA |\n", + "| Accumulation | $2.9 \\times 10^9$ | 0.116 | 1.65 | 50% (NH4)2SO4, 50% POA |\n", + "\n", + "#### Emitted aerosol distributions\n", "\n", - "gas_state.mix_rats = input_gas_state" + "Emissions consist of three lognormal modes as follows (from Table 2)\n", + "\n", + "| Mode | $E$ (m$^{-2}$)| $D_{\\rm gn}$ ($\\micro$m) | $\\sigma_g$ | Composition |\n", + "|----------|----------|----------|----------|----------|\n", + "| Meat cooking | $3.2 \\times 10^9$ | 0.086 | 1.9 | 100% POA |\n", + "| Diesel vehicles | $2.9 \\times 10^9$ | 0.05 | 1.7 | 30% POA, 70% BC |\n", + "| Gasoline vehicles | $2.9 \\times 10^9$ | 0.05 | 1.7 | 80% POA, 20% BC |\n", + "\n", + "where $E$ is the area emission source strength. The emission process in PartMC takes\n", + "emissions into the box are scaled by an emission scale factor\n", + "as well as divided by boundary layer height." ] }, { "cell_type": "code", - "execution_count": 8, - "id": "58706963", + "execution_count": 7, + "id": "b087e326-12fa-4980-bb48-e9931b37e5fd", "metadata": {}, "outputs": [], "source": [ - "times = [0 * si.s]\n", - "back_gas = [{\"time\": times},\n", - " {\"rate\": [1.5e-5 / si.s]},\n", - " {\"NO\": [0.1E+00]},\n", - " {\"NO2\": [1.0E+00]},\n", - " {\"HNO3\": [1.0E+00]},\n", - " {\"O3\": [5.0E+01]},\n", - " {\"H2O2\": [1.1E+00]},\n", - " {\"CO\": [2.1E+02]},\n", - " {\"SO2\": [0.8E+00]},\n", - " {\"NH3\": [0.5E+00]},\n", - " {\"HCl\": [0.7E+00]},\n", - " {\"CH4\": [2.2E+03]},\n", - " {\"C2H6\": [1.0E+00]},\n", - " {\"HCHO\": [1.2E+00]},\n", - " {\"CH3OH\": [1.2E-01]},\n", - " {\"CH3OOH\": [0.5E+00]},\n", - " {\"ALD2\": [1.0E+00]},\n", - " {\"PAR\": [2.0E+00]},\n", - " {\"AONE\": [1.0E+00]},\n", - " {\"ETH\": [0.2E+00]},\n", - " {\"OLET\": [2.3E-02]},\n", - " {\"OLEI\": [3.1E-04]},\n", - " {\"TOL\": [0.1E+00]},\n", - " {\"XYL\": [0.1E+00]},\n", - " {\"ONIT\": [0.1E+00]},\n", - " {\"PAN\": [0.8E+00]},\n", - " {\"RCOOH\": [0.2E+00]},\n", - " {\"ROOH\": [2.5E-02]},\n", - " {\"ISOP\": [0.5E+00]}\n", - " ]\n", + "AERO_DIST_INIT = [\n", + " {\n", + " \"init_small\": {\n", + " \"mass_frac\": [{\"SO4\": [1]}, {\"OC\": [1.375]}, {\"NH4\": [0.375]}],\n", + " \"diam_type\": \"geometric\",\n", + " \"mode_type\": \"log_normal\",\n", + " \"num_conc\": 3.2e9 / si.m**3,\n", + " \"geom_mean_diam\": 0.02 * si.um,\n", + " \"log10_geom_std_dev\": 0.161,\n", + " },\n", + " \"init_large\": {\n", + " \"mass_frac\": [{\"SO4\": [1]}, {\"OC\": [1.375]}, {\"NH4\": [0.375]}],\n", + " \"diam_type\": \"geometric\",\n", + " \"mode_type\": \"log_normal\",\n", + " \"num_conc\": 2.9e9 / si.m**3,\n", + " \"geom_mean_diam\": 0.16 * si.um,\n", + " \"log10_geom_std_dev\": 0.217,\n", + " },\n", + " }\n", + "]\n", "\n", + "aero_dist_init = ppmc.AeroDist(aero_data, AERO_DIST_INIT)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "318eeecd-10ab-4190-88c6-3a952784239e", + "metadata": {}, + "outputs": [], + "source": [ + "AERO_DIST_EMIT = {\n", + " \"gasoline\": {\n", + " \"mass_frac\": [{\"OC\": [0.8]}, {\"BC\": [0.2]}],\n", + " \"diam_type\": \"geometric\",\n", + " \"mode_type\": \"log_normal\",\n", + " \"num_conc\": 5e7 / si.m**3,\n", + " \"geom_mean_diam\": 5e-8 * si.m,\n", + " \"log10_geom_std_dev\": 0.24,\n", + " },\n", + " \"diesel\": {\n", + " \"mass_frac\": [{\"OC\": [0.3]}, {\"BC\": [0.7]}],\n", + " \"diam_type\": \"geometric\",\n", + " \"mode_type\": \"log_normal\",\n", + " \"num_conc\": 1.6e8 / si.m**3,\n", + " \"geom_mean_diam\": 5e-8 * si.m,\n", + " \"log10_geom_std_dev\": 0.24,\n", + " },\n", + " \"cooking\": {\n", + " \"mass_frac\": [{\"OC\": [1]}],\n", + " \"diam_type\": \"geometric\",\n", + " \"mode_type\": \"log_normal\",\n", + " \"num_conc\": 9e6 / si.m**3,\n", + " \"geom_mean_diam\": 8.64e-8 * si.m,\n", + " \"log10_geom_std_dev\": 0.28,\n", + " },\n", + "}" + ] + }, + { + "cell_type": "markdown", + "id": "998bd058-5b69-4e91-b591-65de2194692d", + "metadata": {}, + "source": [ + "#### Emitted gas species" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "7da2a4e6-7fb3-46bd-a9d2-5a64c18e4c22", + "metadata": {}, + "outputs": [], + "source": [ "gas_emit_times = [0, 3600, 7200, 10800, 14400, 18000, 21600, 25200, 28800, 32400, 36000,\n", " 39600, 43200, 46800, 50400, 54000, 57600, 61200, 64800, 68400, 72000,\n", " 75600, 79200, 82800, 90000, 93600, 97200, 100800, 104400, 108000]\n", @@ -344,8 +455,86 @@ " {\"ISOP\": ISOP},\n", " {\"CH3OH\": CH3OH},\n", " {\"ANOL\": ANOL},\n", - "]\n", + "]" + ] + }, + { + "cell_type": "markdown", + "id": "342a5765-7cff-4dc2-b4a9-60b239d23fe9", + "metadata": {}, + "source": [ + "#### Environmental state (EnvState)\n", + "\n", + "``ppmc.EnvState`` consists of environmental values for the current time of the simulation,\n", + "some of which are fixed and some of which are time varying." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "bc0e1eca-88ad-4443-a3d5-14d58fae7866", + "metadata": {}, + "outputs": [], + "source": [ + "env_state = ppmc.EnvState(\n", + " {\n", + " \"rel_humidity\": 0.95,\n", + " \"latitude\": 0,\n", + " \"longitude\": 0,\n", + " \"altitude\": 0 * si.m,\n", + " \"start_time\": 21600 * si.s,\n", + " \"start_day\": 200,\n", + " }\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "493192e8-c928-43a6-9d67-ffd1519121ac", + "metadata": {}, + "source": [ + "#### Describing the time evolution of the environment\n", + "\n", + "PartMC requires time series of pressure, temperature and boundary layer heights.\n", + "Water mixing ratio is kept constant and the relative humidity is updated accordingly." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "2cd76808-4552-47ee-96cd-8e48bfafb3cf", + "metadata": {}, + "outputs": [], + "source": [ + "time_timeseries = list(np.linspace(0,24*3600,25))\n", + "pressure_timeseries = list(np.ones(25) * 1e5)\n", + "temp_timeseries = [290.016,292.5, 294.5, 296.112, 297.649, 299.049, 299.684, 299.509,299.002,\n", + " 298.432, 296.943, 295.153, 293.475, 292.466, 291.972, 291.96, 291.512,\n", + " 291.481, 290.5, 290.313, 290.317, 290.362, 290.245, 290.228, 291.466]\n", + "height_timeseries = [171.045, 228.210, 296.987, 366.002, 410.868, 414.272, 417.807,414.133,\n", + " 397.465, 376.864, 364.257, 352.119, 338.660, 322.028, 305.246, 258.497, \n", + " 240.478, 187.229, 145.851, 128.072, 110.679, 97.628, 93.034, 93.034, 93.034]" + ] + }, + { + "cell_type": "markdown", + "id": "5ea83f30-4a47-4351-ac70-43a83b2a42fe", + "metadata": {}, + "source": [ + "#### Background values\n", "\n", + "Background air is mixed in due to dillution effects both by the prescribed rate of dillution\n", + "and changes in boundary layer height. In Riemer et al 2009, the gas mixing ratios and aerosol distributions \n", + "are identical to those of the initial conditions." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "f02c9163-e7d9-4eaa-93ea-4c914918bc4a", + "metadata": {}, + "outputs": [], + "source": [ "AERO_DIST_BACKGROUND = {\n", " \"back_small\": {\n", " \"mass_frac\": [{\"SO4\": [1]}, {\"OC\": [1.375]}, {\"NH4\": [0.375]}],\n", @@ -363,56 +552,70 @@ " \"geom_mean_diam\": 0.16 * si.um,\n", " \"log10_geom_std_dev\": 0.217,\n", " },\n", - "}\n", - "\n", - "AERO_DIST_EMIT = {\n", - " \"gasoline\": {\n", - " \"mass_frac\": [{\"OC\": [0.8]}, {\"BC\": [0.2]}],\n", - " \"diam_type\": \"geometric\",\n", - " \"mode_type\": \"log_normal\",\n", - " \"num_conc\": 5e7 / si.m**3,\n", - " \"geom_mean_diam\": 5e-8 * si.m,\n", - " \"log10_geom_std_dev\": 0.24,\n", - " },\n", - " \"diesel\": {\n", - " \"mass_frac\": [{\"OC\": [0.3]}, {\"BC\": [0.7]}],\n", - " \"diam_type\": \"geometric\",\n", - " \"mode_type\": \"log_normal\",\n", - " \"num_conc\": 1.6e8 / si.m**3,\n", - " \"geom_mean_diam\": 5e-8 * si.m,\n", - " \"log10_geom_std_dev\": 0.24,\n", - " },\n", - " \"cooking\": {\n", - " \"mass_frac\": [{\"OC\": [1]}],\n", - " \"diam_type\": \"geometric\",\n", - " \"mode_type\": \"log_normal\",\n", - " \"num_conc\": 9e6 / si.m**3,\n", - " \"geom_mean_diam\": 8.64e-8 * si.m,\n", - " \"log10_geom_std_dev\": 0.28,\n", - " },\n", "}" ] }, { "cell_type": "code", - "execution_count": 9, - "id": "c6a96b7d", + "execution_count": 13, + "id": "d8b5d238-121e-4cc0-af71-33165a5965d3", "metadata": {}, "outputs": [], "source": [ - "time_timeseries = list(np.linspace(0,24*3600,25))\n", - "pressure_timeseries = list(np.ones(25) * 1e5)\n", - "temp_timeseries = [290.016,292.5, 294.5, 296.112, 297.649, 299.049, 299.684, 299.509,299.002,\n", - " 298.432, 296.943, 295.153, 293.475, 292.466, 291.972, 291.96, 291.512,\n", - " 291.481, 290.5, 290.313, 290.317, 290.362, 290.245, 290.228, 291.466]\n", - "height_timeseries = [171.045, 228.210, 296.987, 366.002, 410.868, 414.272, 417.807,414.133,\n", - " 397.465, 376.864, 364.257, 352.119, 338.660, 322.028, 305.246, 258.497, \n", - " 240.478, 187.229, 145.851, 128.072, 110.679, 97.628, 93.034, 93.034, 93.034]" + "times = [0 * si.s]\n", + "back_gas = [{\"time\": times},\n", + " {\"rate\": [1.5e-5 / si.s]},\n", + " {\"NO\": [0.1E+00]},\n", + " {\"NO2\": [1.0E+00]},\n", + " {\"HNO3\": [1.0E+00]},\n", + " {\"O3\": [5.0E+01]},\n", + " {\"H2O2\": [1.1E+00]},\n", + " {\"CO\": [2.1E+02]},\n", + " {\"SO2\": [0.8E+00]},\n", + " {\"NH3\": [0.5E+00]},\n", + " {\"HCl\": [0.7E+00]},\n", + " {\"CH4\": [2.2E+03]},\n", + " {\"C2H6\": [1.0E+00]},\n", + " {\"HCHO\": [1.2E+00]},\n", + " {\"CH3OH\": [1.2E-01]},\n", + " {\"CH3OOH\": [0.5E+00]},\n", + " {\"ALD2\": [1.0E+00]},\n", + " {\"PAR\": [2.0E+00]},\n", + " {\"AONE\": [1.0E+00]},\n", + " {\"ETH\": [0.2E+00]},\n", + " {\"OLET\": [2.3E-02]},\n", + " {\"OLEI\": [3.1E-04]},\n", + " {\"TOL\": [0.1E+00]},\n", + " {\"XYL\": [0.1E+00]},\n", + " {\"ONIT\": [0.1E+00]},\n", + " {\"PAN\": [0.8E+00]},\n", + " {\"RCOOH\": [0.2E+00]},\n", + " {\"ROOH\": [2.5E-02]},\n", + " {\"ISOP\": [0.5E+00]}\n", + " ]" + ] + }, + { + "cell_type": "markdown", + "id": "2d92866d-f8cf-4837-8fdb-9bb218ac96e0", + "metadata": {}, + "source": [ + "#### Finalizing scenario information (Scenario)" + ] + }, + { + "cell_type": "markdown", + "id": "cfc5e15b-9392-4d7e-a999-3ba6541f0688", + "metadata": {}, + "source": [ + "The ``ppmc.Scenario`` object contains all information necessary for the time evolution of the values\n", + "in the simulation. As time advances in the simulation, PyPartMC updates `env_state` based on\n", + "these prescribed environmental time series and emits gases and aerosols accordingly." ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 14, "id": "920e41e3", "metadata": {}, "outputs": [], @@ -444,9 +647,17 @@ ")" ] }, + { + "cell_type": "markdown", + "id": "5a7c53bd-a851-444b-83a1-ba01a04a6651", + "metadata": {}, + "source": [ + "Here, the initial values of the environment is set based on the ``ppmc.Scenario`` object `scenario`" + ] + }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 15, "id": "6722ba83", "metadata": {}, "outputs": [], @@ -455,65 +666,63 @@ "scenario.init_env_state(env_state, T_INITIAL)" ] }, + { + "cell_type": "markdown", + "id": "9005d238-07a7-48c6-ba49-01d3e77e1fa6", + "metadata": {}, + "source": [ + "Simulation parameters are contained in the ``ppmc.RunPartOpt`` object.\n", + "Options include simulation length (``t_max``), time step size (``del_t``)\n", + "as well as other numerical settings. Additionally, model processes can be enabled or disabled.\n", + "In this simulation, Brownian coagulation is enabled with ``do_coagulation\": True`` and ``\"coag_kernel\": \"brown\"``." + ] + }, { "cell_type": "code", - "execution_count": 12, - "id": "9781ca2f", + "execution_count": 16, + "id": "d1c80c6a-737c-405c-81cb-93da0fe3eae2", "metadata": {}, "outputs": [], "source": [ - "AERO_DIST_INIT = [\n", + "run_part_opt = ppmc.RunPartOpt(\n", " {\n", - " \"init_small\": {\n", - " \"mass_frac\": [{\"SO4\": [1]}, {\"OC\": [1.375]}, {\"NH4\": [0.375]}],\n", - " \"diam_type\": \"geometric\",\n", - " \"mode_type\": \"log_normal\",\n", - " \"num_conc\": 3.2e9 / si.m**3,\n", - " \"geom_mean_diam\": 0.02 * si.um,\n", - " \"log10_geom_std_dev\": 0.161,\n", - " },\n", - " \"init_large\": {\n", - " \"mass_frac\": [{\"SO4\": [1]}, {\"OC\": [1.375]}, {\"NH4\": [0.375]}],\n", - " \"diam_type\": \"geometric\",\n", - " \"mode_type\": \"log_normal\",\n", - " \"num_conc\": 2.9e9 / si.m**3,\n", - " \"geom_mean_diam\": 0.16 * si.um,\n", - " \"log10_geom_std_dev\": 0.217,\n", - " },\n", + " \"output_prefix\": \"urban_plume\",\n", + " \"do_coagulation\": True,\n", + " \"coag_kernel\": \"brown\",\n", + " \"t_max\": 86400 * si.s,\n", + " \"del_t\": 60 * si.s,\n", " }\n", - "]\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "50bc044d-c6ce-4a06-b80e-c124692023a3", + "metadata": {}, + "source": [ + "#### Sampling the initial aerosol distribution\n", "\n", - "aero_dist_init = ppmc.AeroDist(aero_data, AERO_DIST_INIT)" + "Before beginning the simulation, the initial condition for aerosols must be sampled." ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 17, "id": "d8d9c8fd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "316" + "257" ] }, - "execution_count": 13, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "run_part_opt = ppmc.RunPartOpt(\n", - " {\n", - " \"output_prefix\": \"urban_plume\",\n", - " \"do_coagulation\": True,\n", - " \"coag_kernel\": \"brown\",\n", - " \"t_max\": 86400 * si.s,\n", - " \"del_t\": 60 * si.s,\n", - " }\n", - ")\n", - "\n", "N_PART = 1000\n", "aero_state = ppmc.AeroState(aero_data, N_PART, 'nummass_source')\n", "aero_state.dist_sample(\n", @@ -527,7 +736,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 18, "id": "5c8aef2b", "metadata": {}, "outputs": [], @@ -536,9 +745,17 @@ "photolysis = ppmc.Photolysis()" ] }, + { + "cell_type": "markdown", + "id": "2e63d9d7-b3f4-4875-83d0-a0d9d4d93d31", + "metadata": {}, + "source": [ + "#### Running the simulation" + ] + }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 19, "id": "0f7c29fe", "metadata": {}, "outputs": [], @@ -600,9 +817,17 @@ " dists.append(ppmc.histogram_1d(diam_grid, dry_diameters, num_concs))" ] }, + { + "cell_type": "markdown", + "id": "cee6acb2-d436-48e8-8f0a-05b8fb149cf1", + "metadata": {}, + "source": [ + "### Analysis" + ] + }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 20, "id": "82c0cebb", "metadata": {}, "outputs": [], @@ -612,13 +837,19 @@ "plt.rcParams.update({\"axes.grid\" : True})" ] }, + { + "cell_type": "markdown", + "id": "78361e38-45db-45a9-a080-d7adea2f3ee9", + "metadata": {}, + "source": [ + "#### Environmental parameters (Figure 3)" + ] + }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 21, "id": "47474cd3", - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -631,11 +862,11 @@ " \n", " \n", " \n", - " 2024-01-31T13:21:56.085837\n", + " 2025-01-29T09:17:15.127389\n", " image/svg+xml\n", " \n", " \n", - " Matplotlib v3.7.1, https://matplotlib.org/\n", + " Matplotlib v3.10.0, https://matplotlib.org/\n", " \n", " \n", " \n", @@ -667,16 +898,16 @@ " \n", " \n", + "\" clip-path=\"url(#p8bda326720)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -713,11 +944,11 @@ " \n", " \n", + "\" clip-path=\"url(#p8bda326720)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -794,10 +1025,10 @@ "\" transform=\"scale(0.015625)\"/>\n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -805,11 +1036,11 @@ " \n", " \n", + "\" clip-path=\"url(#p8bda326720)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -869,10 +1100,10 @@ "\" transform=\"scale(0.015625)\"/>\n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -880,11 +1111,11 @@ " \n", " \n", + "\" clip-path=\"url(#p8bda326720)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -932,10 +1163,10 @@ "\" transform=\"scale(0.015625)\"/>\n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -943,21 +1174,21 @@ " \n", " \n", + "\" clip-path=\"url(#p8bda326720)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1104,13 +1335,13 @@ "\" transform=\"scale(0.015625)\"/>\n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1119,16 +1350,16 @@ " \n", " \n", + "\" clip-path=\"url(#p8bda326720)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1172,8 +1403,8 @@ "\" transform=\"scale(0.015625)\"/>\n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1181,19 +1412,19 @@ " \n", " \n", + "\" clip-path=\"url(#p8bda326720)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1201,19 +1432,19 @@ " \n", " \n", + "\" clip-path=\"url(#p8bda326720)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1221,11 +1452,11 @@ " \n", " \n", + "\" clip-path=\"url(#p8bda326720)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1264,8 +1495,8 @@ "\" transform=\"scale(0.015625)\"/>\n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1273,19 +1504,19 @@ " \n", " \n", + "\" clip-path=\"url(#p8bda326720)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1293,19 +1524,19 @@ " \n", " \n", + "\" clip-path=\"url(#p8bda326720)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1448,20 +1679,20 @@ "\" transform=\"scale(0.015625)\"/>\n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1492,7 +1723,7 @@ "L 208.792062 64.795265 \n", "L 215.953062 57.931793 \n", "L 215.953062 57.931793 \n", - "\" clip-path=\"url(#p90a397e118)\" style=\"fill: none; stroke: #ff0000; stroke-width: 1.5; stroke-linecap: square\"/>\n", + "\" clip-path=\"url(#p8bda326720)\" style=\"fill: none; stroke: #ff0000; stroke-width: 1.5; stroke-linecap: square\"/>\n", " \n", " \n", " \n", " \n", + "\" clip-path=\"url(#p8bda326720)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1544,18 +1775,18 @@ " \n", " \n", + "\" clip-path=\"url(#p8bda326720)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1563,18 +1794,18 @@ " \n", " \n", + "\" clip-path=\"url(#p8bda326720)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1582,18 +1813,18 @@ " \n", " \n", + "\" clip-path=\"url(#p8bda326720)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1601,18 +1832,18 @@ " \n", " \n", + "\" clip-path=\"url(#p8bda326720)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1620,19 +1851,19 @@ " \n", " \n", + "\" clip-path=\"url(#p8bda326720)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1796,26 +2027,26 @@ "\" transform=\"scale(0.015625)\"/>\n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1857,7 +2088,7 @@ "L 213.566062 25.911332 \n", "L 215.953062 29.070351 \n", "L 215.953062 29.070351 \n", - "\" clip-path=\"url(#p90a397e118)\" style=\"fill: none; stroke: #008000; stroke-width: 1.5; stroke-linecap: square\"/>\n", + "\" clip-path=\"url(#p8bda326720)\" style=\"fill: none; stroke: #008000; stroke-width: 1.5; stroke-linecap: square\"/>\n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1898,12 +2129,12 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "a5690a826f13476da73959de87f6c111", + "model_id": "a595fb37e3a14de9a3baf022dc04f05d", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HTML(value=\"./tmpy6qvm92s.pdf
\")" + "HBox(children=(HTML(value=\"./tmph6o2frx4.pdf
\"), HTML(value…" ] }, "metadata": {}, @@ -1926,7 +2157,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 22, "id": "e848f60b", "metadata": {}, "outputs": [ @@ -1941,11 +2172,11 @@ " \n", " \n", " \n", - " 2024-01-31T13:21:56.423537\n", + " 2025-01-29T09:17:15.630623\n", " image/svg+xml\n", " \n", " \n", - " Matplotlib v3.7.1, https://matplotlib.org/\n", + " Matplotlib v3.10.0, https://matplotlib.org/\n", " \n", " \n", " \n", @@ -1977,16 +2208,16 @@ " \n", " \n", + "\" clip-path=\"url(#pd27d87af65)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -2023,11 +2254,11 @@ " \n", " \n", + "\" clip-path=\"url(#pd27d87af65)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -2104,10 +2335,10 @@ "\" transform=\"scale(0.015625)\"/>\n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -2115,11 +2346,11 @@ " \n", " \n", + "\" clip-path=\"url(#pd27d87af65)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -2179,10 +2410,10 @@ "\" transform=\"scale(0.015625)\"/>\n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -2190,11 +2421,11 @@ " \n", " \n", + "\" clip-path=\"url(#pd27d87af65)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -2242,10 +2473,10 @@ "\" transform=\"scale(0.015625)\"/>\n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -2253,21 +2484,21 @@ " \n", " \n", + "\" clip-path=\"url(#pd27d87af65)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -2414,13 +2645,13 @@ "\" transform=\"scale(0.015625)\"/>\n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -2429,16 +2660,16 @@ " \n", " \n", + "\" clip-path=\"url(#pd27d87af65)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -2452,19 +2683,19 @@ " \n", " \n", + "\" clip-path=\"url(#pd27d87af65)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -2472,19 +2703,19 @@ " \n", " \n", + "\" clip-path=\"url(#pd27d87af65)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -2492,19 +2723,19 @@ " \n", " \n", + "\" clip-path=\"url(#pd27d87af65)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -2512,19 +2743,19 @@ " \n", " \n", + "\" clip-path=\"url(#pd27d87af65)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -2532,11 +2763,11 @@ " \n", " \n", + "\" clip-path=\"url(#pd27d87af65)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -2570,8 +2801,8 @@ "\" transform=\"scale(0.015625)\"/>\n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -2849,30 +3080,30 @@ "\" transform=\"scale(0.015625)\"/>\n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -2898,7 +3129,7 @@ "L 202.227812 123.430272 \n", "L 215.953062 123.430272 \n", "L 215.953062 123.430272 \n", - "\" clip-path=\"url(#pe8eba400df)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n", + "\" clip-path=\"url(#pd27d87af65)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -2939,12 +3170,12 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "a84de9e7773b49ae9b9ca4daf6ed369e", + "model_id": "426a3207cafb45bab34bcd7c914376be", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HTML(value=\"./tmp_zc4j8qs.pdf
\")" + "HBox(children=(HTML(value=\"./tmpff4f0fhr.pdf
\"), HTML(value…" ] }, "metadata": {}, @@ -2963,7 +3194,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 23, "id": "c85a622a", "metadata": {}, "outputs": [], @@ -2982,8 +3213,18 @@ }, { "cell_type": "code", - "execution_count": 20, - "id": "8e1b89e0", + "execution_count": 24, + "id": "23d921e4-81fc-4ce7-98d4-899c5862813c", + "metadata": {}, + "outputs": [], + "source": [ + "#### Evolution of gas-phase species" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "b2012bfa-be9c-4ed1-a85f-e842c75ec14e", "metadata": {}, "outputs": [ { @@ -2992,16 +3233,16 @@ "\n", "\n", - "\n", + "\n", " \n", " \n", " \n", " \n", - " 2024-01-31T13:21:57.736752\n", + " 2025-01-29T09:17:16.533756\n", " image/svg+xml\n", " \n", " \n", - " Matplotlib v3.7.1, https://matplotlib.org/\n", + " Matplotlib v3.10.0, https://matplotlib.org/\n", " \n", " \n", " \n", @@ -3012,42 +3253,42 @@ " \n", " \n", " \n", - " \n", " \n", " \n", " \n", - " \n", " \n", " \n", " \n", " \n", - 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" \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", "\n" ], "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -6050,12 +4393,12 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "2ec5676a40624e4d8fea370bae864d74", + "model_id": "bd7179d9160447248458ea37a199a21d", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HTML(value=\"./tmpwskvd32s.pdf

\")" + "HBox(children=(HTML(value=\"./tmp20sh_hvz.pdf
\"), HTML(value…" ] }, "metadata": {}, @@ -6063,23 +4406,29 @@ } ], "source": [ - "plt.plot(time, mass_conc, \"b\", label=\"mass conc\")\n", - "plt.ylabel(\"Mass concentration (kg m$^{-3}$)\", color='b')\n", + "gases = [\"NO\", \"NO2\", \"O3\", \"HNO3\", \"SO2\", \"NH3\"]\n", + "for i_spec, spec in enumerate(gases):\n", + " i_spec = gas_data.spec_by_name(spec)\n", + " l, = plt.plot(time, gas_mix_rat[:, i_spec], label=spec)\n", "plt.xlabel(\"Time (s)\")\n", - "set_tickmarks(plt.gca(), 5)\n", - "plt.twinx()\n", - "plt.plot(time, num_conc, \"g\", label=\"num conc\")\n", + "plt.ylabel(\"Mixing ratio (ppb)\")\n", "plt.xticks(np.linspace(0, time[-1], 5))\n", - "plt.xlim([time[0],time[-1]])\n", - "set_tickmarks(plt.gca(), 5)\n", - "plt.ylabel(r\"Number concentration ($\\#$ m$^{-3}$)\", color='g')\n", + "plt.legend()\n", "show_plot()" ] }, + { + "cell_type": "markdown", + "id": "8ecd67fb-fbd3-4342-9fc8-38faac198742", + "metadata": {}, + "source": [ + "#### Bulk Aerosol Evolution" + ] + }, { "cell_type": "code", - "execution_count": 21, - "id": "386aa7c2", + "execution_count": 26, + "id": "8e1b89e0", "metadata": {}, "outputs": [ { @@ -6088,16 +4437,16 @@ "\n", "\n", - "\n", + "\n", " \n", " \n", " \n", " \n", - " 2024-01-31T13:21:58.667063\n", + " 2025-01-29T09:17:17.570123\n", " image/svg+xml\n", " \n", " \n", - " Matplotlib v3.7.1, https://matplotlib.org/\n", + " Matplotlib v3.10.0, https://matplotlib.org/\n", " \n", " \n", " \n", @@ -6108,42 +4457,42 @@ " \n", " \n", " \n", - " \n", " \n", " \n", " \n", - " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - 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" \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", "\n" ], "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -7248,12 +7432,12 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "e3415aeb177549c193a96505eb8f7e8c", + "model_id": "1437405f06154a58b6204ba34d05da5d", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HTML(value=\"./tmpsgopuwlk.pdf

\")" + "HBox(children=(HTML(value=\"./tmp0gk79ve0.pdf
\"), HTML(value…" ] }, "metadata": {}, @@ -7261,20 +7445,30 @@ } ], "source": [ - "gases = [\"NO\", \"NO2\", \"O3\", \"HNO3\", \"SO2\", \"NH3\"]\n", - "for i_spec, spec in enumerate(gases):\n", - " i_spec = gas_data.spec_by_name(spec)\n", - " l, = plt.plot(time, gas_mix_rat[:, i_spec], label=spec)\n", + "plt.plot(time, mass_conc, \"b\", label=\"mass conc\")\n", + "plt.ylabel(\"Mass concentration (kg m$^{-3}$)\", color='b')\n", "plt.xlabel(\"Time (s)\")\n", - "plt.ylabel(\"Mixing ratio (ppb)\")\n", + "set_tickmarks(plt.gca(), 5)\n", + "plt.twinx()\n", + "plt.plot(time, num_conc, \"g\", label=\"num conc\")\n", "plt.xticks(np.linspace(0, time[-1], 5))\n", - "plt.legend()\n", + "plt.xlim([time[0],time[-1]])\n", + "set_tickmarks(plt.gca(), 5)\n", + "plt.ylabel(r\"Number concentration ($\\#$ m$^{-3}$)\", color='g')\n", "show_plot()" ] }, + { + "cell_type": "markdown", + "id": "e12a179c-ad43-43b0-a8ee-77c453c44ef1", + "metadata": {}, + "source": [ + "#### Aerosol Size Distribution Evolution" + ] + }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 27, "id": "faa1de28", "metadata": {}, "outputs": [ @@ -7284,16 +7478,16 @@ "\n", "\n", - "\n", + "\n", " \n", " \n", " \n", " \n", - " 2024-01-31T13:21:59.628676\n", + " 2025-01-29T09:17:18.942776\n", " image/svg+xml\n", " \n", " \n", - " Matplotlib v3.7.1, https://matplotlib.org/\n", + " Matplotlib v3.10.0, https://matplotlib.org/\n", " \n", " \n", " \n", @@ -7305,41 +7499,41 @@ " \n", " \n", " \n", " \n", " \n", " \n", - " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -8451,191 +8606,190 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", " \n", " \n", - " \n", " \n", " \n", - " \n", " \n", " \n", - " \n", " \n", " \n", " \n", - " \n", " \n", - " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -8718,15 +8872,15 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -8735,15 +8889,15 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -8756,8 +8910,8 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", "\n" @@ -8772,12 +8926,12 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "28f521dccb9e4b45938152ce9091a50c", + "model_id": "0620030ea4914349a65e7246897a4d4b", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HTML(value=\"./tmp9panc6a_.pdf
\")" + "HBox(children=(HTML(value=\"./tmptsqb3a0x.pdf
\"), HTML(value…" ] }, "metadata": {}, @@ -8798,9 +8952,24 @@ "show_plot()" ] }, + { + "cell_type": "markdown", + "id": "c4cbc7f6-b650-4821-825d-efc958947de9", + "metadata": {}, + "source": [ + "#### Aerosol Mixing State Evolution\n", + "\n", + "While the previous aerosol figures give an overview of aerosol size distribution and composition\n", + "just like traditional size-distribution-based models, they do not address the issue of mixing state.\n", + "To show how the mixing state evolved over the course of the simulation we display the data,\n", + "where the two-dimensional number distribution is plotted as a function of dry diameter and\n", + "dry mass fraction of BC.\n", + "\n" + ] + }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 28, "id": "7015860b", "metadata": {}, "outputs": [], @@ -8819,7 +8988,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 29, "id": "07fabfba", "metadata": {}, "outputs": [ @@ -8834,11 +9003,11 @@ " \n", " \n", " \n", - 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" \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -25381,11 +25550,11 @@ " \n", " \n", + "\" clip-path=\"url(#pc1f759e215)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -25414,11 +25583,11 @@ " \n", " \n", + "\" clip-path=\"url(#pc1f759e215)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -25466,117 +25635,117 @@ " \n", " \n", " \n", - " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -25814,21 +25983,21 @@ "\" transform=\"scale(0.015625)\"/>\n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -25837,16 +26006,16 @@ " \n", " \n", + "\" clip-path=\"url(#pc1f759e215)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -25860,11 +26029,11 @@ " \n", " \n", + "\" clip-path=\"url(#pc1f759e215)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -25897,7 +26066,7 @@ "\" transform=\"scale(0.015625)\"/>\n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -25905,11 +26074,11 @@ " \n", " \n", + "\" clip-path=\"url(#pc1f759e215)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -25937,7 +26106,7 @@ "\" transform=\"scale(0.015625)\"/>\n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -25945,18 +26114,18 @@ " \n", " \n", + "\" clip-path=\"url(#pc1f759e215)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -25964,18 +26133,18 @@ " \n", " \n", + "\" clip-path=\"url(#pc1f759e215)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -25983,19 +26152,19 @@ " \n", " \n", + "\" clip-path=\"url(#pc1f759e215)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -26218,25 +26387,25 @@ "\" transform=\"scale(0.015625)\"/>\n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -26271,23 +26440,23 @@ "\" style=\"fill: #ffffff\"/>\n", " \n", " \n", + "iVBORw0KGgoAAAANSUhEUgAAAAoAAADBCAYAAAD2HSHKAAABN0lEQVR4nOWZ0W3FIBRD7Qt0so7Q/Sfp43aFU8kRUcK35YNNgkjwt39aYEy5iE7TZSgcQ1m0LkCbogsKB+3R6dTCYUa8HmN0xdF1Du0wuvnzKCosKLTTcxy+Pbr5Wgs6jnxqhXeKjj9mzdFK11PUsdJzbIz2k9ADo5VGV/x1NUbrhamFNwBTR1PHuj9a2FHUsZ6U2tSxXpna71zrfk5qcXQjYTE/XYCe+dSKozuONk/dVKhTjqaOjq+MsbB22tHp1FYaXRRdOIzvjx4+h64dRpfOoQ2F0+fQtcM9Fkd/TqHXBegN0cZrvdOpTVObvjPapwofvPAPRBs6DjrH5d9jhfsT7rEo+uuCwvep1COPVp8rvOOpN3XssHDxEwAbE14CaC54vp6D/sct6rjgx+Z/0NBxGd5AUsc/Z7Z6CA7BGlkAAAAASUVORK5CYII=\" id=\"imagef358bbfb3a\" transform=\"scale(1 -1) translate(0 -138.96)\" x=\"190.08\" y=\"-10.08\" width=\"7.2\" height=\"138.96\"/>\n", " \n", " \n", " \n", " \n", " \n", - 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" \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -26701,7 +26877,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -26717,12 +26893,12 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "da10a46072dd409fa9f1a41ad621f269", + "model_id": "78d291d68ef94578a6bc27301d1c9881", "version_major": 2, "version_minor": 0 }, "text/plain": [ - 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