diff --git a/docs/tutorials/atmospheric_models.ipynb b/docs/tutorials/atmospheric_models.ipynb index c411f7c7..5129fd15 100644 --- a/docs/tutorials/atmospheric_models.ipynb +++ b/docs/tutorials/atmospheric_models.ipynb @@ -11,7 +11,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In this tutorial, we will have a look at some spectra of the DRIFT-PHOENIX atmospheric model. The DRIFT-PHOENIX model spectra are first downloaded and added to a [Database](https://species.readthedocs.io/en/latest/species.data.html?highlight=database.Database#species.data.database.Database). Then we will use the functionalities of [ReadModel](https://species.readthedocs.io/en/latest/species.read.html?highlight=ReadModel#species.read.read_model.ReadModel) to obtained synthetic spectra and photometry. Here we " + "In this tutorial, we will have a look at some spectra of the DRIFT-PHOENIX atmospheric model. The spectra are first downloaded and added to the database. Then we will use the functionalities of [ReadModel](https://species.readthedocs.io/en/latest/species.read.html?highlight=ReadModel#species.read.read_model.ReadModel) to extract a spectrum and calculate a photometric flux." ] }, { @@ -30,7 +30,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -42,12 +42,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Then we initialize `species` by creating a default configuration file and the HDF5 database." + "Then we initialize [species](https://species.readthedocs.io/en/latest/species.html) with [SpeciesInit](https://species.readthedocs.io/en/latest/species.core.html#species.core.setup.SpeciesInit), which creates a default configuration file and the HDF5 database." ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -55,18 +55,21 @@ "output_type": "stream", "text": [ "Initiating species v0.3.1... [DONE]\n", + "Creating species_config.ini... [DONE]\n", "Database: /Users/tomasstolker/applications/species/docs/tutorials/species_database.hdf5\n", "Data folder: /Users/tomasstolker/applications/species/docs/tutorials/data\n", - "Working folder: /Users/tomasstolker/applications/species/docs/tutorials\n" + "Working folder: /Users/tomasstolker/applications/species/docs/tutorials\n", + "Creating species_database.hdf5... [DONE]\n", + "Creating data folder... [DONE]\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 4, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -86,12 +89,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "To store the data, we create first an instance of [Database](https://species.readthedocs.io/en/latest/species.data.html?highlight=database.Database#species.data.database.Database)." + "To store the spectra, we first create an instance of [Database](https://species.readthedocs.io/en/latest/species.data.html?highlight=database.Database#species.data.database.Database)." ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -102,12 +105,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "And we then add the model spectra that we want to use (see API documentation of [add_model](https://species.readthedocs.io/en/latest/species.data.html?highlight=add_model#species.data.database.Database.add_model) for details). This step will automatically download the DRIFT-PHOENIX spectra at a spectral resolution of 2000. The dowloaded data will be stored in the `data_folder` (see [configuration file](https://species.readthedocs.io/en/latest/configuration.html)) and added to the database for further analysis." + "Next, we will import the model spectra with the [add_model](https://species.readthedocs.io/en/latest/species.data.html#species.data.database.Database.add_model) method of [Database](https://species.readthedocs.io/en/latest/species.data.html#species.data.database.Database). This step will automatically download the DRIFT-PHOENIX spectra (R = 2000) to the [data_folder](https://species.readthedocs.io/en/latest/configuration.html). The dowloaded data will then be unpacked and added to the database. We restrict the temperature range to 1300-1700 K, so not all spectra are added to the databse." ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -118,25 +121,18 @@ "Unpacking DRIFT-PHOENIX model spectra (229 MB)... [DONE]\n", "Adding DRIFT-PHOENIX model spectra... [DONE] \n", "Grid points stored in the database:\n", - " - Teff = [1000. 1100. 1200. 1300. 1400. 1500. 1600. 1700. 1800. 1900. 2000. 2100.\n", - " 2200. 2300. 2400. 2500. 2600. 2700. 2800. 2900. 3000.]\n", + " - Teff = [1300. 1400. 1500. 1600. 1700.]\n", " - log(g) = [3. 3.5 4. 4.5 5. 5.5]\n", " - [Fe/H] = [-0.6 -0.3 -0. 0.3]\n", "Number of grid points per parameter:\n", - " - teff: 21\n", + " - teff: 5\n", " - logg: 6\n", " - feh: 4\n", "Fix missing grid points with a linear interpolation:\n", - " - teff = 1200.0, logg = 5.0, feh = -0.6\n", " - teff = 1600.0, logg = 3.0, feh = 0.3\n", " - teff = 1600.0, logg = 5.5, feh = 0.3\n", - " - teff = 1900.0, logg = 4.5, feh = 0.3\n", - " - teff = 1900.0, logg = 5.5, feh = 0.3\n", - " - teff = 2200.0, logg = 5.0, feh = 0.3\n", - " - teff = 2500.0, logg = 3.0, feh = -0.0\n", - " - teff = 2500.0, logg = 5.5, feh = 0.3\n", - "Number of stored grid points: 504\n", - "Number of interpolated grid points: 8\n", + "Number of stored grid points: 120\n", + "Number of interpolated grid points: 2\n", "Number of missing grid points: 0\n" ] }, @@ -150,14 +146,14 @@ } ], "source": [ - "database.add_model(model='drift-phoenix')" + "database.add_model(model='drift-phoenix', teff_range=(1300., 1700.))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Eight of the grid points were added with a linear, multidimensional interpolation because they were missing in the original data." + "Two of the grid points were missing in the original data and have been added with a linear, multidimensional interpolation." ] }, { @@ -167,6 +163,13 @@ "## Interpolating the model grid" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will read the spectra from the database by creating an instance of [ReadModel](https://species.readthedocs.io/en/latest/species.read.html#species.read.read_model.ReadModel)." + ] + }, { "cell_type": "code", "execution_count": 5, @@ -176,6 +179,13 @@ "read_model = species.ReadModel(model='drift-phoenix', wavel_range=(0.5, 10.))" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's see what the grid boundaries are from the spectra that are stored in the database." + ] + }, { "cell_type": "code", "execution_count": 6, @@ -184,7 +194,7 @@ { "data": { "text/plain": [ - "{'teff': (1000.0, 3000.0), 'logg': (3.0, 5.5), 'feh': (-0.6, 0.3)}" + "{'teff': (1300.0, 1700.0), 'logg': (3.0, 5.5), 'feh': (-0.6, 0.3)}" ] }, "execution_count": 6, @@ -196,22 +206,75 @@ "read_model.get_bounds()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will now interpolate the grid in the (Teff, log(g), \\[Fe/H\\]) space at some specific parameter values, which need to be provided in a dictionary. The radius and distance are optional, otherwise the emitted flux is given at the planet surface." + ] + }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "model_param = {'teff':1510., 'logg':4.1, 'feh':0.1, 'radius': 1., 'distance': 100.}" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To interpolate a spectrum, we use the [get_model](https://species.readthedocs.io/en/latest/species.read.html#species.read.read_model.ReadModel.get_model) method and provide the parameter dictionary, and also an optional spectral resolution. Together with `smooth=True`, the spectrum will be smoothed (but not resampeld) to the given spectral resolution." + ] + }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ - "modelbox = read_model.get_model(model_param=model_param, spec_res=200.)" + "modelbox = read_model.get_model(model_param=model_param, spec_res=200., smooth=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The data is stored in a [ModelBox](https://species.readthedocs.io/en/latest/species.core.html#species.core.box.ModelBox). Let's have a look at its content." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Opening ModelBox...\n", + "model = drift-phoenix\n", + "type = None\n", + "wavelength = [ 0.49989727 0.50002105 0.50014486 ... 9.99710369 9.99957902\n", + " 10.00205496]\n", + "flux = [9.44339097e-20 9.38011967e-20 9.31147817e-20 ... 1.53571943e-18\n", + " 1.53924349e-18 1.54301688e-18]\n", + "parameters = {'teff': 1510.0, 'logg': 4.1, 'feh': 0.1, 'radius': 1.0, 'distance': 100.0, 'mass': 4.857062223118246, 'luminosity': 4.729862212008143e-05}\n", + "quantity = flux\n" + ] + } + ], + "source": [ + "modelbox.open_box()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will now use the same atmospheric parameters but we will add some [ISM extinction](https://species.readthedocs.io/en/latest/species.util.html?#species.util.dust_util.ism_extinction) with the relation from [Cardelli et al. (1989)](https://ui.adsabs.harvard.edu/abs/1989ApJ...345..245C/abstract). Therefore, we add the V band extinction and reddening parameters to the dictionary." ] }, { @@ -223,40 +286,50 @@ "model_param = {'teff':1510., 'logg':4.1, 'feh':0.1, 'radius': 1., 'distance': 100., 'ism_ext': 5., 'ism_red': 3.}" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We use again the [get_model](https://species.readthedocs.io/en/latest/species.read.html#species.read.read_model.ReadModel.get_model) method and store the result in a different [ModelBox](https://species.readthedocs.io/en/latest/species.core.html#species.core.box.ModelBox)." + ] + }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ - "model_ext = read_model.get_model(model_param=model_param, spec_res=200.)" + "model_ext = read_model.get_model(model_param=model_param, spec_res=200., smooth=True)" ] }, { - "cell_type": "code", - "execution_count": 12, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "filters = ['MKO/NSFCam.J', 'MKO/NSFCam.H', 'MKO/NSFCam.K', 'MKO/NSFCam.Lp', 'MKO/NSFCam.Mp']" + "The two boxes with the model spectra are provided to the [plot_spectrum](https://species.readthedocs.io/en/latest/species.plot.html#species.plot.plot_spectrum.plot_spectrum). We also include some filter profiles to indicate where the telluric windows are." ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "Adding filter: MKO/NSFCam.J... [DONE]\n", + "Adding filter: MKO/NSFCam.H... [DONE]\n", + "Adding filter: MKO/NSFCam.K... [DONE]\n", + "Adding filter: MKO/NSFCam.Lp... [DONE]\n", + "Adding filter: MKO/NSFCam.Mp... [DONE]\n", "Plotting spectrum: model_spectrum.png... [DONE]\n" ] } ], "source": [ "species.plot_spectrum(boxes=[modelbox, model_ext],\n", - " filters=filters,\n", + " filters=['MKO/NSFCam.J', 'MKO/NSFCam.H', 'MKO/NSFCam.K', 'MKO/NSFCam.Lp', 'MKO/NSFCam.Mp'],\n", " offset=(-0.08, -0.04),\n", " xlim=(0.8, 5.),\n", " ylim=(0., 5.5e-17),\n", @@ -264,19 +337,26 @@ " output='model_spectrum.png')" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's have a look at the result!" + ] + }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "" ] }, - "execution_count": 14, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -296,25 +376,23 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "It is also possible to extract a spectrum without interpolating at one of the grid points. Let's first check what parameter values are available for the DRIFT-PHOENIX models." + "It is also possible to extract a spectrum at one of the grid points, which doesn't require any interpolation. Let's first check with the [get_points](https://species.readthedocs.io/en/latest/species.read.html#species.read.read_model.ReadModel.get_points) method what parameter values are stored in the database." ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'teff': array([1000., 1100., 1200., 1300., 1400., 1500., 1600., 1700., 1800.,\n", - " 1900., 2000., 2100., 2200., 2300., 2400., 2500., 2600., 2700.,\n", - " 2800., 2900., 3000.]),\n", + "{'teff': array([1300., 1400., 1500., 1600., 1700.]),\n", " 'logg': array([3. , 3.5, 4. , 4.5, 5. , 5.5]),\n", " 'feh': array([-0.6, -0.3, -0. , 0.3])}" ] }, - "execution_count": 15, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -327,60 +405,44 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The `get_data` function is used for extracting an spectrum from the discrete parameter grid." + "We create a dictionary with values at one of the grid points." ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 15, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 0.1 , 0.10002476, 0.10004953, ..., 49.97524871,\n", - " 49.98762282, 50. ])" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "read_model.get_wavelengths()" + "model_param = {'teff':1500., 'logg':4., 'feh':0.}" ] }, { - "cell_type": "code", - "execution_count": 16, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "model_param = {'teff':1500., 'logg':4., 'feh':0.}" + "And now use the [get_data](https://species.readthedocs.io/en/latest/species.read.html#species.read.read_model.ReadModel.get_data) method to extract a spectrum." ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ - "read_model = species.ReadModel(model='drift-phoenix', wavel_range=(0.5, 10.))" + "modelbox = read_model.get_data(model_param)" ] }, { - "cell_type": "code", - "execution_count": 18, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "modelbox = read_model.get_data(model_param)" + "Let's make another plot with [plot_spectrum](https://species.readthedocs.io/en/latest/species.plot.html#species.plot.plot_spectrum.plot_spectrum)." ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -393,27 +455,35 @@ ], "source": [ "species.plot_spectrum(boxes=[modelbox],\n", - " filters=filters,\n", - " offset=(-0.08, -0.04),\n", + " filters=None,\n", + " offset=(-0.1, -0.05),\n", " xlim=(0.8, 5.),\n", - " ylim=(0., 1.1e5),\n", - " legend={'loc': 'upper right', 'frameon': False, 'fontsize': 14.},\n", + " ylim=(0., 1e5),\n", + " legend={'loc': 'upper right', 'frameon': False, 'fontsize': 12.},\n", + " figsize=(8., 3.),\n", " output='model_spectrum.png')" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The spectrum is now shown at the spectral resolution as stored in the database (R = 2000)." + ] + }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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CwNu/XsK51AIAwGNfn8L6kylYeSAJIR/sR25Jpd3PT1CPefPm4dixY9i4cSO+++47+Pv7Y//+/cjMzMT+/fsFfzdE9u3bh8aNGws8m7Vh+vTpyMvLA8B4TzMzMzF06FCr27gSluYwKCgI06dPV1Su0BLXrl2z2TBky+ft2rULrVq1qvVYGgLEc0ggOIiqGj1CPtiH60snInjBbtxcNhFlVTpM/PwkbheUc566o0k5eGFDjOJ+P3qsFxb9foV7raEAvR2+1bteGY7+AbZLgRAIzkRZWRk8PT0F2cO14bPPPsOWLVvQpEkTVFZWYunSpRgzZozVbVwJteeQUHuI51Ah/v7+oCiKCGATHMra4zdMtlEUU/CSpaSyBvctO4zbBYw38ZfYNJxNybdoGPr7NBa8njEsGIOCWuA/47sBADq1bopVT/dDp9ZNcHGRaSUBHy93K98Nw+PfnOL+rqzR2dQHgeAsNGnSRFWj5o033kBsbCyOHz+O6OhoSaNPSRtXQu05JNSOyMhIVTQOgQZgHGZkZICmaWIcEhzKsr2Jgtc/x6SBpgF+6LmWolBcUcO9fuvXS3hmXbTFvlt5NzLJKn5qUAc8bZBYoWka3f288e20QWjW2NQQbCSR9QwAnVs3MXtemgbSCsqxJz4TT605Y3GcBAKBQHAckZGRyMjIUKUvEmFOINhIfmklbheUw79FY7Tx9jTb9u0dlzB5gD/4iYk7LqRbfc5OrZvg59lh3OvW3o0AAFOGMKXBfpoVhsLyKgT6esHbU9pD+Psr9yNs2WEABm+mwZ15I7fM4vn/veUC4jMYQdqckgro9YBfc/PvnUAgEAiuRb33HBIIakHTNHSGYD6apnHoaja+PnoDQz45LGgXn84YT1U1esF2PU2jWkcj4U4xAOADXpygEhI/ehCH/xOORm7MMs6OucMQvXCsoE1Yp5Z4sHc7ScNwelggPN01aNbYDTeWTjS8D6uGwBmGAPBLbDqmrWc8ncUVRPqGQCAQ6gvEOCTUCz7+KwHpd8vteo6t527jg98vAwAe+OwE3tkRj9JKxih677d4RP7BGHuPfvU3AEabUMfLDLn/v0cAQLGGYOfWTXDwjZHYEBEKAPB01wo00QYF+UKrUa6R9vHkPtDrAQ1Fcce9Nrar4uPFHEvKwY3cMpy+noe+kQds7odAIBAIzgUxDgn1gvV/30RheTXO3SzA9pjbdjlHXkkVthiqjiTnlAIAolMY2ZctZ28j6nSqQO6lpKIGL22MwbmbTJu80ioAwNTvLMcVAkCXNk3Rta03RvdQr7bmpP7t4cYzKNkkFluISb0LAPjWkHyjNxjCsakFyCslsjcEAoHgqhDjkOCy7LuchdWHrmFmFJPd+8iXf+NmXinO37prdV8RG87h8W9OoeheNS6lF0q20Rq+Ld8eM81EZgn95JDgdVmVDk+vtS15g+Klr3i61+6r+ter9wMAVjzVD25a076s8UDKMWL5UQDAv9acwdI9V2vdH4FAIBDqBmIcElwSvZ7GnM3nsfpQMo4k5nDb39kRj6TsUjy15jQA4FBCNgCgtLIG+aWVJmLTs3+MBQDE3CzAxduF6PfhAUz66hSkYA/9775Eyf1SsF5Da/h22kAAECSvxH3wgNX9sHz6RB/09m8uuz/ivmD8s9j2/llvaUbhPVw3eFQp2KckGIFAIBDsD8lWJrgknd7dI7vvnzTG8xex4RyOJeXiw0m9sNgQDziiayv07dAcb03oAQDYfyUbSVklKKsS6vZV1ehx8fZd6PQ0hnT0hZtWA0erxWsovufQdi0xNpNZzA8RgwEAkZN62dw3ACRmlRj7PHUTgDGu8m5ZFcqqarA3PgvjQ9pi1cFr+GLqgFqdj0AgEAj2pd57DokIdv2j2/t7FbU7lsQUYmcNQwA4mZyHr4/eQEpuKRbuvAQAmLD6hMmxheVV+L9tFxGxIQZjVx0HYH1mry14NzI+r1F2dr6N6dFW9T4LDHGVd8urMPHzk9gem4Y1x2/gr0t3cLe8Cn/8c0f1cxIIBAJBXRHseu85JOXz6g9pBeX489IdgUTMwEAfXLgtHSNojuKKGmw7lya7n7MDKeBWfjlOX8/D54evWX0ea5kzqjP39zsP9rD7+dRm35UsAODiPhMyi/H8sCBU1ug5CR4AKKusQSM3jWT8I4FAIBCsJzIyErNmzVLFQKz3xiGhfvDjmVRB/WAWdxuNC0slxdlqJu4aClUAbheU26VesRRsdnKAr5djTmhnNp65hQDfxtDwPqpXt11Evw4+eH2c7VI6BAKBQLAPTvPYXlFRgYiICISFhWHw4ME4cEBaN62kpAQzZsxAaGgohgwZgoiICJSWljp4tARH8ntcBk7fyJfc56a1be318W9OW2yjp2kuFnHBznibzmMLtYkvdFbSCu4hu5hJXHl120X8fT0Pnx2yvyeWQCAQCNbjNMZhZGQkaJpGdHQ0tm7diilTpiA7O9uk3UcffYRbt24hOjoa0dHRuHXrFj7++OM6GDHBEdA0jYU747H3cpbkfn+fxvY5L2hOl9CR2DvOsC55/odzAIA//7ljksu89vgNxKRan9lNIBAIBPVxCuNQr9dj/fr1ePHFFwEA3bp1w4ABA7B582aTtleuXMGQIUOg1Wqh0WgwZMgQXLx40dFDJjiIjgv3oFyUSTwjLAhH3xyFG0snog9PomX2yE6qnfeBVaZJKgT7cflOMe4U3qvrYRAIBAIBTmIcpqSkID8/Hz16GAPwQ0JCEBsba9J24sSJOHLkCMrKylBeXo4jR45g6NChjhwuwUH0XLRPcvuUIQHo2KoJtBoKM4YF49tpA+Ht6YYnBnZQ7dwllTWq9WUNDUUfsFJUd5pAIBAIzoNTGIfs8nHz5kYvkI+PD3JyckzavvLKKxg1ahQ6deqE4OBgDBw4EB988IHDxkpwDJF/XMG9aqPHsGUTD6R++jB6+HmbGFAP9WmH8G6tEeBrnyVmR9CrfbO6HgKBQCAQCACcxDhkoUQBV1IZpZ988gn++ecf3Lp1C7dv30ZKSgqioqJk+2R1Dtl/RO/Q+aFpGlGnUwXb/FuYN/y+enYgvDxcN/l+elgQAGPM4aCgFnU4GsdRo9NzNZn5vL8rHkXl1dzrxKxixX1K9UcgEAj1lcjISM7GUUvn0CmMwzZtGOmOwkKjXl1hYSG3nc8XX3yB2bNnw9PTE56enpgzZw4WLVok23dGRgZomub+EePQ+em4UFj9xMtDi7bNPAEYJGbMrLy+Mrqz/E4n5f4ureBhkORh/98x9766HJLDWHnwGrbF3DbZfjAhG+XVxqX9B1efVNzn8P8eUWVsBAKB4AqwCb00TSMjI0OVPp3COOzcuTN8fX2RlJTEbUtISEBoaKhJ26qqKri7u3Ov3d3dUVJSYtKO4Jqk5JrKEjXhVQ0Z3qUVmjd2N2njyix4qAeeGMg87T1/X3DdDsbB0DRTau9PUeUUChTySqpA0zRu55db1WdmUYWaQyQQCIQGh1MYhxqNBi+//DJ++OEHAEBycjLi4uIwbdo0XL16FWPHjoVOx8SfjRs3Dtu3b+es5K1bt2L06NF1OXyCStA0jTErjwu2/e9ffTEw0AdhnVoCAD54NATtzcjXuGJCh1ZDcSEVWo3rjb82NHLToKKaSU5JyioRZCw/+tXf0NPAyP8dravhEQgEQoPEKYxDwOgWDQsLw9SpU7Ft2zb4+fmhqKgIiYmJqK5m4o++/vprrt3QoUNRU1ODdevW1fHoCWogXk4O6+SLfw3qgDXTB+HF+zsq6qM+6wTWR/6+nscVrd505hamrz+LgrIqFN1jvu/xGUVcW0tVbcRUkYxoAoFAsAmnieD39PSUTCwJCwsTrKG3adMG27dvd+DICI5gwY5Lgtdje7TBnFGdTZKULPFov/b48sh1NYdGsCPnb93FMINXGABS8srwe1wGl6n+24V0AIzRr6cBcwVxfoy+hRmGxB4AGPTxQcRHTrDPwAkEAqEe4zSeQ0LD5qeYNMHr754bjNBgX6v76dbW26UlbRoiNBiPIPscUK0zevzYxGMtRaFap8fZFGMZxRqd0DO4aNdlweuSirrRqiQQCARXxybP4cmTJxEfH4/c3Fz4+Piga9euGD9+vCBRhEBQQo1Oj2+O3RBs+2LqAGhqEXs3OMgXaQXqZGwR7A9rALLGXLXOuHzMGo4aikJxRTVe3hSLS5ETcPH2XXx55Dq6+3ljcn9/3Mwj9dUJBAJBLawyDs+cOYOZM2eiadOmCAgIQNOmTXHv3j3s2LEDc+bMwbJlyzBt2jR7jZVQz9gecxvL9yUhv8xYw7hpIzdM6te+Vv0ODm6B3y4S49BV+Ds5T/BaynNIUUyykc6woVpHo6SiGt8eu4EurZsysYsyXMsuQaCvFzzdtbJtfjyTCq1Gg2eHBtr+RggEAqGeoHhZOTk5GevWrcPx48cRExODnTt3YtOmTfjll19w4sQJJCYmIikpCX/++ac9x2s1rAg20Td0Pr7/+6bAMGzm6YbLH9Y+Rmza0CDLjZyQ4V1aWm5UD8kqFkrPrD6UzP3N5qBoDGvOehrIK63EtnNGbUQaMJuj/tq2i0jJLTM7huziSuSVVlo1bgKBQHAmIiMjVRPBVuw59PHxwffffw+NRtqe9PLywpIlS7hSeM5CRkYG2revnSeKoD6xqQW4lm1cCry4aLxAz7AhsuWlsLoeQp2QW2LOKGOXlY3ZyllFFfjtYgZCg5kqMjRNm1iH351IEbyWy2tKzSvDvitZTBvrh04gEAhOQ2RkJGbNmqWKgajYc9i6dWtZw5BP27ZtazUgQsPgX2vOCF63aOIBDzf18qP6dmDqdH/17ADV+iQ4HnYZWaOhoBNJ2cSk3gXAmI/5pVWCfZ/sucr9bU4BJ6u4Akeu5nCxjXJ8zvNmEggEQn3H5l/jhIQENcdBaECkFQgrXnw7baDq53h9bFcAwLiedfuw0sPP2+z+7m3N72/osIYdTRvjD8W8/eslHL+WK7kvq6gCNGhJz6H4OjTHZ4euKW5LIBAIro7NxuG8efPUHAehATFiubDiRX0rh8fn3Yk9ze4not3mYe3B0soa3Mgpxb1qHdLvKjfqwpYdBiBdOUd8HbIQ8WwCgdDQsRjk1axZM4SFhYGmaU6QmKZpxMXF2X1whPrHvJ8ummxz09ZfuU0lNT2sLPxRZ7hrKYHMjCPQ8yZn7+VMAEClGeNtp0E0W4oanR41elqQtUzBVGfRkni2Xk/XSmqJQCAQnB2LxmG3bt3w888/w8fHR7B9/PjxdhsUof5B0zTulldjV9wdk32NVIw1JNiPujBipc5pbhyF5dWy7aNOpyKtoBwfPtabW1I2PvAa25sTz76aWYxP9yZi48whlgdPIBAILorFX+WDBw/C29s0LurgwYN2GRChflJepcPAj6SvmX4BPpLbawPrBSLLtq4NPy5QiXEq5dCjwVwHH+++ysUtPr2WSYi6lW+UuKEoymL95oc+P4kcs9nVBAKB4PpYNA5btGgBrda4DLN8+XK7DohQ/ygoq5JcXv14cm+HjUHtuMY+/s0VtRMbG93aNsXgoBaqjsVRKHEc+jXzVPWcGiut+yt3is3u51dcAYzZ0CxycYiCPlwlDoBAIBBsxOr1vH379tljHHaDiGDXLTo9jYEfHcS076JN9gX4ejlsHLHvj1O1P0vSJ3K092mMX+fep+pYnAlb50VR34au522Xj3eukIhHZDQSmb83RzPi2Xybk2/rpd+9p3gcBAKB4EyoKYJttXHoak/NGRkZoGmaGId1xOeHGX24f9KLTPY54lpis1Td6zjphfU0sjaJliQ0KMJaY1MvcU1pKMpke23CDvhj+uJwMs7fKrC+EwKBQFCZyMhIZGSoUzrW6l9MigRxEazgi8Om4sELH+rB/f3P4gfsPoZR3Vvb/RxiPAzGqJxpk/zxQ44bjEooMeZHdrXfXFfW6Cy2kRojRVEmy8fsQwOno2jFOPinSLhTjIMJOVYcTSAQCM5PvfccEuqGf9IKZffNDu+Mi4vGY2TX1nbXOKQoIOoF9TNLLX0NHuglFN8WP1PVVymUIR19Ve2PP89Sme5i9BIqN1qN6ed124IA9rmb8t5AflcUBaw5fsPiuNTgek4JikrqZLAAACAASURBVCSysQkEAkFtrDYOv/nmG3uMg1CPOJaUg8e+PoWXNsbKtmnRxMOuBpKU6LEjaeJR/+pE842inu2aAQACfBsL2qi9smDtoyhbJ5mP1LIyC0VJn+PptWdQUlGNm3llJh5Lub5YfolNQ0W1ZS+nObKKKlBQxpQE/OpIMrKLK7Dq4DWcvC5dCYZAIBDUxGrjsGdP6YoPycmk9iiB4ZujjCfl0NXsuhsEJfhPdUIMxpEcXFxaPXW0d2nTFADwSN/2eGtCd267M/pDdXpa3jiEUb7mf/uTBPv+upSJV7ZcQHJ2qWB7Si5f/sa0z//uSzSrlaiELWdvYdOZVG4c+aVV8NBqZKu3/PGPZa8qgUAgKMUm94Zer8fRo0eRmZkJvWEdZ/PmzThw4ICqgyO4Hlczi3EuVX5JblzPNg4cjf1oa6Vki5zR9O/RXdDeR135F3uhJKLEkRnoSrlyp1hQeznyjysmbeTeG0VZn52cV1qFU9fzMHmA7VmDXx65jldGdxZs83CTNw5f23YRk/q1t/l8BAKBwMcm43DSpEkoKipC586duWUktTJkCK7L+pMpWH/ypvk2z4c6ZCyD7KwlSFHA5P7tZePg5Ja1xcuu9ekHfUZYEAYEqitorlaM8+pDxpWN5JwSRcdcuHXXrG7i6Rt5sp/zhdt3bTIOX9oYw31H+G+dopiM+2odqftMIBDsj036HoWFhTh58iSioqKwYcMGbNiwAStWrFB7bKpAdA4dx8e7ryKruKKuhwEAaObpLisX06qph93PP7oHk7VrT92/hoCjZk/qc/rlfLrsPgB49ruzJttmRsVwf09bH42Np1ORXVyBonvGRBJz8YiHrhoznzOLKnDmRj73mn2uWLTrMjKL7mHqOlPtUAKB0HCpU51DAAgPD8eNG8IMvevXr6syILUhOoeO4VkJkWuWN8Z1c+BIjLw3sadkgkQzMxnSo1WSvRnZzWAcNiDb0B4qV/aYP4G3TyYhxdYxJGUxXslNZ27h1PV8/HI+DZlFFei/xBhy0+9D+fAbijJWbblw+y4Xd8jy5ZHr+DH6Fu4UVuBMSj5omsaN3FKTfs7fKsBvF9OVD5xAILg8dapzCAChoaEYMGAA/P390alTJ3Ts2BGLFi1SZUAE1+Q0z8Mhpq6kMWfe31HSe2huOGrZIuLlxvpgIz43LMhiGzcNhchHQ1Q7pz3mrUpiabasUj6BxOwYLFzbNG3apJIXN3g9pxRZRUZvuwdv6Vinp1FQViXwNIrrOlfraOy5lCnYdiO3FAeuZJuV4zkgkdW9/0oWtpy9xb0uLK8SeDxTDEYokTMjEOo/NhmHCxcuxK5du3Dq1CkcPXoUR48exeTJk9UeG8EFSMktxf/2J9b1MKyiLoTcKdH/rsiSxyzXwqYoCuHd1Us6sochciNH6GmjaWNZPXPwjTgW/ucpZWDmllSCouQ/9w2nbuJggtFQ89BqOONRr6dx9mYBUvMZTcbyStPlaFpi0fuX2HT8dSkT5q62WT+eN9mWVVSBxExjPOa6EynYHG00FsesPA4AmPz1KZRUEL1FAqE+Y5Nx2KdPH4wZMwbBwcEICgpCcHAw8Rw2UCL/TMDXR82LALM/UY/XIntTTcx6DlWyRVj7k+vPRSoLTQkNsPlY9h12bNVEncHYCbGsjeVlZabFN8fMh870WrzfxJhlPX16mvHMiRHrLGq1xmoudySMUfGoadr0/fzJydrQiJcoWykmJrUAP8emoZEoG1pqufrEtVzczCvjxnhX5NmU4mRyLq5lK0sCIhAIzoFNxmFgYCBeeOEFfPfdd9i0aRM2bdqEuXPnqj02gpNTVaPHiWvKRXnbNGtkx9E4Nx5aCu2ae2LuqM6WGzsRlvQc7U2CmWxhWxFV0rPonaS5dmbamNnJhhjMlvDWicMP3DQa1EiUefnqyHVZjzf7ftgl4YzCe6BpGpU1ejy19rRJe/5SMU3TiDqVipibBWjkrsH22DRu+/4r2Zyx+NURJtv7UnqhYBwf7U7gGaNCWPHwA1eyBYk1BALB+bHJONy2bRsA4PTp09yyMpGyaXhYK7xb11VLlGCvaCpvT3e0atoIg4PVLS9nb36eM6xOz18jtuRUgO9po2Cdt9jDTXjLZA0tVsLJvLcPkiEY1TpmAE9+exp5pZUmdaABYHd8JnQSRqNOT3OG6Xu/Xea23ymqgJuGQkW1HsELdgMAMovuYfDHh5DM8+LtvJCB3fGZ+OV8Ohq5aQEAiVnFeOTLvwEABxMYIfsVB64BMJZ9/PYYs1qgoSjB/PGrwwxYchAA4OWhRXmVqXfxUcM5CASC82GTcbho0SJOwob9t3z5crXHRqhnuMjKqqrUl9D9tx/sbrmRiyCuXmJJbohv/Ijzm04m5wEAPtlzVfZ4/nXPhmDUGJJOUvPL8NFfCQCA87fuGvZJj+eE4Vz8Mc3ZfF62+svPscJs5U/3JiKvtFLgOZ3/yz/c3x5a5udg18U7nL5jQmaxINZSS1GgKGDtiRQAwK8GuZ+jSTk4f+su3vr1EmcUsgZhYw8t7lWZxmPGZ1he8raWyhod99D6S2wadl5gxlfMi5FMzCqWXOK3liOJdVgBikCwMzYZh3PmzDHZlpVV+y8bwbWwNlnAWWxDRxip9c0Q/veoLhbb1EWijxpYuozZ67yyRsd5v8sljB05pKYlbNlhTPjsBBq5md6Cn10vLQvF1loGjEvJJ5PzBMae3oyn9XeDYLtclZVG7sxY+BnLAAShI8v2JqKwnDG0fo5hlqCrdHqcvJaHi7cZ4/ZetQ4/G5anAcZzWFBeJZnQwyetoLzWIt+DPzqE17ZdBAAkZpUgv7QKNE1z8kHL9l7F2ZQCwRK/LUlP60+mYGaUfO14AsHVsck4HDNmjMk/Z9URJCLY9iEpqwRv/XpJUVuKAoZ09HUag8ldK3/Z20umw0neutXQNI2eorjD18Z0wUv3d1R0fL8Oze0xLNWgRMui5vg5Np27huduvqD4HFL955dVISm7BEkSiRppBfcs9vn02jPc32uOGxPClhi8kOaI/JMpH7hU5O1kDV+xZ/WX82mQ4u0dl+Ch1aCxO7Mc/fFuY3/nUxlD8WRyLpbuScSxpFyELTvMLZmvPnTNpL9/b7kgG2PKfi/P3SzAJ7tN3+OZG/n4dG8iSngZ4z/HpqG4ohpPrTnDfQZrj6dwY3h/VzxKK2vw5Len8cXhZGyOvoV7EsvfUvwYfctyIwLBwagpgm1T+TwfHx+8/vrrAIDq6mrExcWhtNQ0s80ZyMjIQPv29adEWV2RXVzB1RMe/ukR+Ps0Vnxsq6aN8PgAf1mPhaNxk6mcAjCVVZRizqZgf2j5xqazGMdyvDexJ27kluLDSb2wmFd/eO/rIwTt/vOA5SVmNw2FGr1r1IdJyFSe9CIVO2cJqWVfdhMbRlhYXmXSRik0Dfh4ueP5YcH4/HCyZBs2OQRgtBUBIOp0qqBNsYw8jTjOkk+VTg+thjK5ttnElhnfnwMATm9018UM3C2vwvd/MzGamUX30K55Y+QUVyA+owjXsktw5U4xnh0ayPX128V0fHH4Oo6+OQoFZVWctM/SPVfx7sSeOJaUg/d+u4yMQqFRXVJRgy+PGDPM/zYsy7Ofx77L2XhtbFckZZXgwu1CAMD7uy7j4qLxaNHEA2dT8jG0U0vJ902kHgnOSGRkJGbNmqWKgWiT53Dz5s0IDw9HeHg4xo0bhzfffBOFhcyXKzdXefYqwXUYuvQwACA1rwwZhfdwLlVeYJdPSLtmmDIkEFOHBCoSUa5revh526VfinL+H5SXR3YCYN4YkGO24ViWXa8MBwA0N1ONxpU5bkWWvpKcmlPXa5fNG9ZR2ogBgEBfL+y8YJowKF7CXbE/SfJ4jYWnmsLyKhxIMB9WdMtg0M3/5R98vPsq5238w7DUfTOvDADw1q+X8O1xoWTQm79c4vbzWWeIe7xdUG5iGD765d/wbSIsk8kmA+WWMvJCbhpGNkgjeliMMdzbnuGVJ3zuh3N4f1c8fo/L4M4JAJcziojmI6FeYpPnMDbWGGuh1+uRmZmJ48eP48SJE1i1ahV27dql2gAJ9kEvcVO0xKvbLmJAgI/i9tPDAuGmMRoazhKTNrRTS/wjo/8m9zs+PSxQkVAyi/it2mJw1QWvjO6CJo3csHBnPADlCTVtmnki/W4599rZDWGWDaduWmxT28tWKvtY7XNozFxetwvKuc+Tj9LP6CQvEUaKyD8tL2WLYfUfi+5V47/7ErlkGMDUGGXn72pmsck8bTl7S3CPYZFKdtEZ3rCOl/BTo6NNqihJhZ2wcZebo2/jsf5Gr8ySPxMwb1xX3NellembJBBcGJuMw2effRbdunUTLJn5+Phg8eLFSE6WXtawREVFBebMmYPExETU1NRg6dKleOCBByTbnj59GosWLUJ1dTXy8vIwd+5cvPrqqzadtyFy+Go2jiXl4qPJ0hUvvjuRgr4dmmNIR1+89eslLHmsFwBGXLel6GncHNOGBqF7W/t44mrDuxN7cl4HMXI/mLYaO+xhL43ohEjeUq2zEuDrpWp/zm4kXrGDjqIYuWxiPu8ojN+Vw1kevKzlm2OmAvpamffyT1ohmjd2x8GEbFxKZ1aqFv9+BR8a7k9i/jWoA5dNDQCXM5jP+khiDgAgq7gCBxKyTc5nrva6GB1N489LdzCkoy/czMQyEwiuhk3G4bJlyzBjxgzJfd9++61NA4mMjARN04iOjsa1a9cQFhaGq1evom3btoJ2N2/exLx587Bnzx60atUKV65cwQ8//GDTORsaC3ZcQrWOxo4L6Xh6cAfZdnHphfhkz1Us/1df/Ho+HbsuGpekxHFK5qAoWO2drGvUipKjAIzrabx2WzdthFHdWqvStyvAzqNrRB2ap7YGrrkMYvYBu8RMbWclyBlU1pDG8/wCwA8Rg+skI5d/z/jvPqMu5LmbBdhpuBdN+uoUAMaQS8qSrr4S1qmlwDhkSeEtUX/0V4KJ5/BmXpnAk2kOmqax7Vwa3nmwB3y8mAfnS+mF6NtB+QoLgeCM2PSoI2cYArCpUoper8f69evx4osvAgC6deuGAQMGYPPmzSZtV61ahRdeeAGtWjFu/F69emHlypVWn7OhkVVUgZ9i0rDDoPsl1kDjwy67FBkkK2wVInYF0WtHEeDrpSiRw5Xge5HtleVtC872PFLJS8QSj82SaLZSxAaOLVSL9BXH9Ggr09K+UACCF+zG1cxiTmwbMMYK8mnsrsWmM0zmcBtvYQWm9s094e1p2f8hXvY/kpiNreeYPnNKTD8ffrlANpGlqkaPY0k5KLpXzRmuBIIr4xR+8JSUFOTn56NHjx7ctpCQEEFsI8vhw4dRVVWFiRMnYvjw4XjzzTdRUaHODbY+E7bssMm2w1elRVxT85kn63SRJ8FanO1HujZYa/pQBrFgmrZfkou9eWtCd0kdPpaz744VvOY/DLC2ohPZjDZT27fw3A/nuL/VMOKkoChpQ8YVSTZkU7+/67Jge3FFjYnSAD8LW/wQ28hda/b6lWNPfBbuljEPxkM+OWwyr6xmIp8zKfn48sh1rvrMbxflH74JBFfAKYzD7GzGSGne3KiJ5uPjg5ycHJO2qampWLNmDTZt2oRjx44hISEB8+bNc9hYXY2sogpMX39Wct+LG6WXjBINyzQbz9ROy6tLm6a1Or4uUGrMKPmJd9cyBqJYCsZVeGV0F66kGsvpBWO4v5XEWNUH45CVflEDsXdOLZhlZeaqDGppXdzoqO5MuIOPl3NllrMVY1gqq3UmxnVeqVECiM2+XvZEHwBAIzeNzfO9j1dBpfiecMm/skaPsE7CMpiv/xQHLw8tCsuroaGAN7b/AwLBlXEK45BFHFQttVRVWVmJZ599Fq1atYK7uzvmzZuHqKgo6CXqjgJGEWz2X0MTw75XrcPf181nG9oLVwySl/sp4V+KD4RYXm6jAKx8qj/G92zrkvMgR3uF+pY097/jrUO155uVW3FmNBQFdy3zvpUkwPCZ0MsPAJOlu2PuMDRtZH4pdunjfWwbpBmaKVj+TcwqMet5ZcW7nxjIZBM3ctNAp6cVfV9ZpC4dcSwmAHh5mI5Xq6Hw0qZYWemivfGZisdBIFhDZGQkZ+OoJYKtyDisqKhAVZVQpDUzU70LvU2bNgDAaSWyf7Pb+bRo0UKQpNKhQwdUVlYiL0/aAMrIyABN09y/hmQcZhbdw+gVx8y2Ka6oxr7LWQhesBudFu7G6Rt1Y0i6EuueGwzAslessYfW5RJyakM9soEFnEmxToMwRFRRxhFoNMZFfZnnZFlCg1sAYGore7prLUrv2LJUawlzVYv4KLF72eScRm5aVOv03PcVAIZ3YfQgEz960OyxfF7YEGOyTarMX2mFaVIRf9l77pYLoGkai3+/bNKOQKgNbEIvTdPIyDDVNLUFi9/Izz77DBMnTsQjjzyCuXPn4t49Rmx02rRpqgwAADp37gxfX18kJRlFWBMSEhAaGmrStn///oLl5tzcXHh4eKBlS3kR2IZIRbXOpAyWFGWVNZizmakzqqeBZ7+TXoImWEd9NZTkEP9os17/+rCsbC32iisUw3oKASa+19apZj2t3p5uoEChxoJ16W6jcWhOBF/pnDVV4GFk+2rkruEM3Y8Nsl2DgpjlYL4x2ql1E+5vncILVqz92MzTDbGiZXC9nsbgjw8Jtun0dK3DdQgER2DxW75jxw4cOXIEBw4cwBNPPIFHH33UZi1D2UFoNHj55Zc5SZrk5GTExcVh2rRpuHr1KsaOHQudjnkCe/nll7Ft2zaUlzOu/h9++AHTp0+HVquV7b8hMvvH85xwqzmU1HFtUMj+ODRAK8dKpH7eG+KsOerBgJ8AxDeu/Jp7WtUPKzpN08zYpdQJ+O/JQ2vbGzS3XG1JJL6FIR7SXUPhjXHdzLZljV0PrQYP920HAHh2CFOOr3VTJsOeP1982Rq5r3+3tubjp18Yblpr/F61DtU6Pb46Yvy95M/tjVxhLOu7v8U7VdY/oWFj0TjU6XSoqWE8UOPHj0dUVBT+/e9/49o108LptYF1i4aFhWHq1KnYtm0b/Pz8UFRUhMTERFRXM9ljzzzzDKZPn46wsDAMHz4cWq0Wq1evVnUs9YErd4rx8e6rFts9vfaMA0bjOsjdmi39IImpT3GGShjRrRUe6tOOe02b/KGcjq2aWG5khrqeeUedn3+JaSiKM2x6t7duWZu1k2jQiso8SlUkUYI576ClperBwcYEkEbuys7vpqXw+ZQBAIzaiVKeRyXL5BXVpt7UbS+HcX9LTVmvxftRUa3HigPXuKXk2FTGuxidko+xK48L2m+PSVNUTYdAcAQWffQrVqxAXl4e/PyYoOUOHTpg9+7d2Lp1q6oD8fT0RFRUlMn2sLAwkzX0hQsXYuHChaqev76RJ6EJRjDipqGs0m9sLdJQq+9YW9mmh596cXaP9W+P1YesX50IDW6BmNS7lhvaGak6wPZAbBzWQG/Ybp15yvccytVRbt20EVfyromFhBUAWPJYL3zwu7AikLlxmavf3KVNU9A04z28U1ShOOZRqk+pFXPWa7l2xiDM/pEJsXHXUoJM53s8bUMWqbhDf5/GJnWeAWBT9C1oNRSmf8+E7dwtY2L4X9oYi+eGBaG8qgZaikJG4T10aOHlsNAEAkEOi9+y4cOHc4YhACxfvhweHh6IiIiw57gILogrOcv+WSxdmlHOa8L+sG2fFSbdoJ6xb17t5Hc4nUMbXIeuLp5erCDWVw34xg/flrD2e8i219O07Mx7e7pxRhmbZOFuZnk5rJNpDLg5e6dz66ayRt/TgzuApmnUGIw1/hI0m0wDABsijDHqLwwPljSw9DSNr58dKNhGURR8m3hgQi8/fPUs42ls20y4NF/FEzJfM30QACBEwkP79zujJd9DG+9GAq/g3C0XAABnU/Jx5U4xLt4uBEUBT357GndExiVJEiTUBVavD+zbt88e4yCoiLlyXfYk4UPpDEBnxJL3o1VTaU/hUN6PntQsu5KBbA6l3qc+/s3Rs520l7Ffh+ZY/5xpUpm9YDUZXfkzaGdFvCDfOGSXg4Naepk1rqcNDZTsp1+H5oaYQ+bY8Tz5l1ZNPeCu1XCxeZxMkZnbDH8E/gb5I3Ml/ty0FCbywhIE+zQa0AB8m3qgQ4vGaOSm5Qw//vd4dA+jusXiR3vB0900Dt2vuScXhyjYbjAGH+nbHgDz3nybeODlEUws4dxRnTnj9sHejLOEvUe09m6EnYbKUxRFmQh1A/KaryWVNcxnB0Y/Ma+0ijN+TybnQq+nTZJfCARHYLVx6GoBs6zOYUOSsHnsa+nyTU8O7IDUTx/GokdC7HLexh6unRT02pguVnu6+JmOALBuxmCZlqZ8PqW/VedyRib2aSdTZo2GRkOhuQOFlT0VxqI5M7bKxFAUBRqMUWbOOGY1DfloKAq//9/9zPGGY78zyL/semU49DRjLLFGCyeZY+a3gD8G9jdDiWi6FN6ebmjm6YYj80fBy4OpesIah0prILOM6CpR31zibYjHPCe8M741eAz5nHhrNKIXjhXof/bp0Nyknblx7r4klIW7kVOK0soazPj+HBbujMePJLuZoJDIyEjH6hzycbVAe1bnsKEYh1U1esRnFEnuYw2fF+83zawjAA/1aYeHekt7L6SggFql4z7WX50vsbNi653C9luMa92bpLDm/irV0tLxUru5hBSaNonTC/L1gk5PgwZtokUodelH3BdsMjp2IYO974zo2kpybDRNY3R3U+MtvFtrrHy6P7QaCjo9zRiHFIVJ/drji6kDVInPE7+XzS8NRWvR6sGEXn4Y0lFYGSWwJRMfuPKpftw2b0/TByL2njwlNEByH19Z4oM/ruC0oXDB9tg0lFbWQKenMfHzk1a9J0LDIzIy0nE6h2JczXPY0HBUMHx9YFBQC8Hrnu2aobe/6VO/EloZJDIIDHV5m3DlmEVrDGN+WwrK5lxqbliDUk+bxgVqNBT0eho0LVy2hcz5WM8nf2ysh5H1PM6UkH1hu5IybrUaijMAWQ+mm4ZCoK8XPN21uK+z7Rq3QS29ENK+mcnvWqfWTUFRMMke/nn2MADAwTdGmoyRZfGjIQgWlTAsq2TiNHuKBNJZiR62ZCnAlGv84ogwIevMjXwkZBbjek4J+Q0mOASrjcNvvvnGHuMgqMSE1SfkdzrwnvLl1AGOO5mNqLkMGb1wrGp91QfaNvPE+BDTJUwluK5pV3uUvPf2hrhEcfWda9klNs0d2w2TkEIJys1pNRT0NLPm0D+AeXAym3UsmQQifG0udEOqZ/5ytI6mmZhDLcX18+OLQ2X7s8Syx/vgtbFd8cLwYJN9Oj0tGT8IAF1F2fzePImcVk0bYcYwYX8VhiQesZdTTgWhXXNhmcqie4yU27hVJ1Cl04OmaS7jmUCwB1b/Ovbs2VNyu9rC2ARl0DTNJaAUlsvfLF4Z3dmutuEnj/cWvH60X3s7ns05oAHu14z9AfNy8bhLtQjw9cLcUZ1tOpa1PR6RSBxQclx9hzXONCLX4flbdy1al9LLykIRbH65OS3FSD7RNA0J5RYBXh5azpgSnkbZnYcf88iHb6Dp9DQae2ht0lqUSva5r0sr+DbxwDOhpok6eppWvGTt7emOHn6Mwdi8sTu3hM6uTrDOPrGxySZRiTmYkC14fZd3b99xPgMpeWUYt+q4+DACQTVscp3o9XocPnwYmzdvxqZNm7Bp0ya88sorao+NoIBfYtOx6PfLCF6wG/2XHBTsS1gygfv75RGdBELOnVvXTmhYjKss5U0dIoz5sVbPT4pXx3Th/ib6ZOrh36Kx5UZS2PkjeI33eVvCXFUQKWyNOWS/fym5ZSbLvb39m0kew2I0DmkTz59GA85zyJaWEy+Zsrw0ohN3/fPfh542/V54i+dFNObOrZtwUjn8Y2maCeGQyrq2xKl3xljVXk9b93nsfd1U/qmNwTPIGoXenu6IfNSYEKg0AamA5yV897d4xKYWCObl1HWS0UxQF5uMw0mTJiEyMhKHDh3C0aNHcfToUdWCIAnWUXSvGlvO3pbc5+XhhjXTB2H++G7w8fJAIO+mPtOOSSkbZw6xW9+1ZdkTfbm/aYkfLRaLvwm8BvMf6C7ok6ASVs4lBaCJAzy31hgMfB0+RX1b0ba7n/HBxtyQNkTwvo+GdgJdRMOvgJ42Pb+bRsOIxdNGiayglsYHS/a8Twz0x78GdsCTAztw+wYbvGZ6mjaJk9OKNBKNS83M9ldGd+EMXn4ijE7PJM3IaSy+N1F6ZQuQXvKWoq8h25iCefkdMeLr4vWxXTnDm63tPLGPMNRCabUXcVGDkooauGkoZBdX4NO9iZi2/mydSZgR6ic2GYeFhYU4efIkoqKisGHDBmzYsAErVqxQe2wEC1zPKUV0Sr7ZNg/29sOrY7uabJ8SGoh/DeogcUTtmB4WiPBuEnIRLsSh/4Qrb2xFPBXBOsxJpUjB6sWJqUtnrhL5lj68JChrlsaf5XnP3HlvUtwHP66NNbiEAtoGzyFMs5U1Bv1EGqbJGeJ+Alt6IcDXy3Ae4Ne59wEw1V1t2sid0xUUw3bH/+j5n5+lpd6XR3aS3aeUP/7vfub/V+9HcCsvm0Nk3hhvXKmZYqjtTFEUKIrCc8OCABiXlcVG48BAHwDMEjUAHE3KEeyv0dPQaiks23MVa47fAABUWVr3JxCswCbjMDw8HDdu3BBsu379uioDIijn3M0CHE7MsdxQAq2GsllTzRwfT+6jep/2Qs6YaCZRf1VMq6YeaNlEIkOZ2IYmfP+8UPtxloUfcNYDI1XP1hJS9mRtPhI5I0YpUkLMYkJ5dYOVhGfU6PUI6+SLh3mi0WKZGTkoznPINw6Z/6WylSneknNnCSFnrYaS1PAT6hwKP4MhHX2x9AnT+wTN81zy4w+FS9S0w2JLrQ0JsAR/OZm9Ttl7YgheGgAAIABJREFUsNjwZr3CbIm+tAJh1ZTKaj08tBrsirvDbWPbEg8iQQ1ssg5CQ0MxYMAA+Pv7o1OnTujYsSMWLVqk9thUoT6LYLuZKV+lBLVusmN6tHHJZACaBsb0sM3LOSMsCNPDAgXrcH1slMGp74ztKRTJ5i89SvGQoQKFEg/0rleGc3+7aTWSJeBqs9RfW++65AOECEFeiYLvkU7PGJ18o0mpwDR7hLguM2CQKZM5Pw0g0Nc01tBNQ5kkozHnERp0lj4D1oA0eg6ljUA9bd1SrxqoJR0TISHhw3p1pw0NEmxnP1t+2T4+xRXVaCrSU6zR0YhOyUfYssM4kpgteRyhflOnItgAsHDhQuzatQunTp3iYg4nT56syoDUpj6LYL/96yXJ7WumDxIsOclhrti9NXw+pT+eGOiags73dTYV5FXyU8DcvIXz9+er9xPHoQqwRsi4EKnKK0J68OLu3DSUqvMf1slXskawNXRu01RQC9gcc0d1VhTP6OPlbpJIJVfCkI93Izeukoe49B7AGGhy9wQ5u1HOUPNpYjRcbHFkyR3Cxhw6itoWfRgQ6INxPeWv45FdW6OZpxsX5wgA88d346RxakSTxz6A5pVWopXowaNar8f8n/9BTkklZkbFWjXOa9kllhsRnJ46FcEGgD59+mDMmDEIDg5GUFAQgoODndZzWF9JypL/Mk/o1RZLH7e8vKvWTdbb011WksHZUTuBxNo4OYJ6aDUycQK1IKR9M8uNzFCj03NLhh891stie6lvpLhE46DAFlgoSrwY1V0oUC3Fc/cFcTGBGgnPoV6iQgoLDWlPnjixhKUZz6slFYcrd+fhPI4GQ1WcYKSXyKh2Zl4a0QnrRWEV7DwO6eiLLm2ammRzvzq2K97iJbmxaDUUIicx11BZpU4Qh9izXTNU62jJuFAlPPCZGX1cQoPEJuMwMDAQL7zwAr777jtOymbu3Llqj41ghnd/i5fd52olDusKJdN0fxfpUl9yENvQsfA/Q+9GbqrGpKnxWVbVGI1Dybq+ovNJjd1T9OD1SD/r9B/FnFowRjIhRSpbmY9UPKScSDQfc/YKW46OpoVLyTSY8IBwUTk9vZ7mlfuzeGpVsNdpfp49DMGtmqBGr4ebRgO/Zp7YEBEKgAkTeHyAcDXGr5kn2jZjlqHvFN4TzKuHlkKNTi/wNCpdDn/9p4u1fCeE+ohNxuG2bdsAAKdPnyZSNnXE+Vt3Jbdb88PoyOUZZ8TcvVPZzJh2QGzD2mPLw033tt5Y9EiI6vNv7Uj4SSKAURsQsKyBKeedE2+zZGQCwAePhMju82vmKYo5NJzfnOdQZmKV6HqaM1JW/KsfxvVsw3kX+UvcUtcB62UT77P2IU4p9rpD8r2pOj2TgX16wRhBicLPnumP1E8f5l5/8nhvtDLUe07ILBb0V1JRg4KyKuj0xhjF8RLewJc2GpebK2t00OlpHEog8YkEU2xKx1q0aBHmzJkj2LZ7925VBkSoHdbczBq4bQjAOAcTelmOb1MCqXuqnJHdWuPEtVybj3fXUpw3i6IYbwsz/+pd2NZ+R8S6dTU64/Ug1xe3WcVLZ8qQACz5K4F7/UBIW+NcQaj5Z8xINmoeipHzaiqpVCK11Mmek6KA9c+HYvaPwhg5uU9RJ2PAbn7J9hJ6dY2Plwe0Gsrscvn2WWEYaib+Nbe0Eo9/c1pQxi+toNyk3aGrRkPw47+ukiQ6giw2eQ7FhiEAPPzwwxItCY7Cx1DA/eIHDyg+prahO1LlqFwN1pazrcKL6THENFTOC/cFq94nszSqonFoZV/i9jU87Tklnno1xr7t3G2Tfvr4Nxd4q6TOIpXpbQklnkOlYXCMQUhhzfRB8m3MeDfthp2/1GcWjDE7jzHvjRMYhiHtmDjYAF9jBSF2eb+koobb1sLLAxXVTE3ngrIqvPnLP4J+f4y+JWtsEwjqC90R7M7vcaZL+OMNGXGsaKoSantT8PexsbyZE6JEvHpUdwWyN8Q6dBj2dtLa0r25r5Sl7xsN6Qc2a7+m5VU6k2PEcjl9OvjInF9uWVl6yVuJnNZfr94vu0/Qp8Fd+GBvP7AOYLGRq+PFHDoCRgtV3QtNPHxLMkR8EXMA2GMo08fX4PT2NL3vN2mkxdiVx1F0rxolFdWyBRNcKcGH4DisMg4TExPtNQ6CAmiaxsubYpF+VyiImvrpw/jfU/3w06wwq/ojiSvMzf+tCcLMQNbo+O+TfQSZolEvWC4LSCqkKKeFAg1AS0hdwqp+BlZ+Rcw1t/QbTMus3apdt5yiKIzraZrdbD5bWfp+sW7GYNPGInqbWbrkL2kDfBFsaS+mVJ1mW1GWPW6fe6QaDzZrpg/iRLRfGmGqoXgjtwwZhfdQWa1DtY42+d0ADCUCiXFIkMAq43DWrFmIjo52qbiq+iSCfehqDg4mZKNSRhjVWk02ck9g6NSqicmPAEUBz4QGSuogGjH9HvTxN/XIEKTxFMXn9Q9g5k7pZSl3F1Lr9kRB2vj89Xy6/DFmBu/IhzFbTqWXiSsM9PWS1Dl8bUwXdJGomlIbBPGPFCUtg6PSPM4YFmyxTVBLLwwzew+wAZXG38SQnQ+Yv+aLK6rx1ZFk7nX4/45iT3wm95oYh/WHOhPBbt++PZKTk/Haa6/h1VdfxcaNG5Gd7dyZTvVJBDs5h9E2/OKw8YuupNSbHA3dcWjuhqrUwBBPoXgJiGCKnGfv48mmlTakCGpprNQhdQmr+ejK9t+Z50HOKDT1wBjbC0fEH4tlz6E6y8r8cbAJB57uWoEkjuT1LWMcHn9rlGQm9X8ktPiUj0/4P3N6ngwLpMfyWH/b6hzbSm//5pgRFmS5YR3QyE2Dah2NuaM6C74TYsatOiEos3crv1wQmiR1ze27nGm6keD0qCmCbZVlsWXLFmi1WsyYMQM0TSMmJgbr1q3D6dOnMWDAACxdulSVQRFM0elpLN+XZLI99v3xNvepRiCy2PvT0HAdH7pz0dq7Ebq1EVb1sGSQzxzeET+cuslrbzxgxVP9eB2pMkQBSr0rtsQcGrX91MuzZvtkSxDOHN5RMC1Sqz9yy8oURRk8h+o/TfLfO8DP3JZeVv58ygDub1f97j0zOICrg2wr7zzYg/OgvvNgD8k2j/Zrjz//uSO57/ytQu5v8VAqa3T4v60XcX1p7fQ0Ca6NVb/sWi3z5FlcXIydO3di7dq1WLt2Lc6fP4/0dPmlFkLtuZVfJrldaWkuKdRYntk003UlJNi336GFFwYHt5DcZ6EH1cfUUGjh5W51IPwHjxq1+/YagvLZa5gf16ZWzCFF8SRXrPysP3umn8k2seE1TaLEJXu+2tZ0Fo9Wo6EEBq7UDJnLVpbz5AGm95HRShK32GMhijnkG8r1dGnDw02DJo1sX/EBmFKLAHB6wRjZNvPHd5Pdl1daCQBYsDOe+xtgRNsv3i6Ej5cHckoqajVGgmtjlWWxdOlSjBw5En5+fli9ejU6duyIXbt2ITs7G5s2bbLXGBs8N/PKUFapU73fhh5qwv4g9enQHC+N6GTc7rI+CddGLIQs245myoWZ228NQ4J9Zfdxy58Kvytsu8cHdBAcDwB8ScD/jO/GleZjx8uP6+N/N20SWWJj96y4lvU21FaWYoOCxC05uIQUK87XkGnPU4xoKjI4g1s1ETeXhRXX/uivBDz3wzl4umsw5JPDuJFbKqjGRQSzGw5WPb7Ex8cjMzMTH330EZ599lm0a0fczvakolqHjadTsWyvaZb4okdCcIxXW9MWiL6Vsh+g8SFyAtnEiLQVKU+ctUadbEKK9cORhf2KzB3VGa//FKfkCNk9/O+bv09jThyaHS8N47KueH56tW+GK3eEVTFsG4XhXDQjhZJVLPQOyd8S7GOt8Q3mVk0bwdeQwS4nnUOQ59UxXUAD2H8lCxdvM8vGCx7qgU8lfj/ENPZgPogfo28BAJfZPHblcbRr7om0gnIE+HrhpU2xOPSfcNUTkQjOh1Wew23btiEpKQnDhw/HunXrMHv2bLz33ns4ceIEdDr1PVsNnR6L9kkahgCjZ/jji7Vb0rX13vsfM8sVroaUIWHNEiL5/VIPvULrkLLgVbNWTUHOu8Zfhn2sv78iY0XsjRcmpEh3MCCQydKeEhqIB3v7ARAZaRSF9yb2tHju2SON3m+L3lcAD/Xxw8m3Rwu2yy3l2hpz2MZCgpaXB+ufoHF/l1aYN854b3HXatBIVFeaZUCADwYHtZDc11B5eUQnvDyiE/R6Gr/9+z4ATFlJJWgoCtnF0svImUUV+CnmNvf6lS0Xaj9YgtNjdeCDRqNBWFgYwsLCkJOTg82bN2Py5MnQ6/UoLCy03AHBIjRNY+HOeLNtJquQtUfET6Uhy8p1A3/WO5pZEuMvw1rqZ0poAI4l5Zp4yKT6E0OBEhhESmxO81I20mMMbsm81+5+3mjn44klfyWYGGl6GvBt4oGCsirZ/tll6qcGdbAYr8ca0AG+8lmugvai8Ztb1udzZuFYye1sX43dtbxtwpjIB0La4r2HpWtE32enWsquDHs/19E092DToYWyQgW38stx5U6RsD/KWN2mmlcGsrbJNATXwCrP4dy5c3Hq1Cm8//77GDx4MAIDA/HHH3/g7bffxvHjx+01xlrhijqH13NK8VNMmuS+Jwb6o3tbb4uq+kow9/thLg6rPiE3BfyaveYgZmTtaWEo/cj3+B2ZH67oWEkRbNGHYi5o31Lf1j4omPOusZ7DHn7eeMjgIZRj6pAAXp8MPduZeoGGSWibDumo7LtrjSeQFiWrsAlBlmCNlCcGmGqvdWrdRDYLnNU5rE3CXUNFrzdea00lpM6CRbI3rCB65B8Jgu18T3cVT1tXTmeXUPfUmc7h2rVrMWXKFGRlZWHhwoXIycnBsWPHsGDBAvTrZ5qd5wy4os7hnvgs2X0v3NdRUckqJZiLORzZrWE/mbNGgXlvEfG82oJvEw9M4nm+BwYyy4Osl4KiKLOeL3aXh1Yj+fmsmT5Q8NpaDzlrsNiSLcs/ZERX5jvEVtlhh9HauxGaNHIza3j2ai+sKiLX1laRaJliLPLtFfYrx6pn+pts8/KQ110kD122w5ckcuc5Eb6cysgA8esvA0Zj73ZBuWA7/+Pmewt1omLZ83821mxefehaLUZOqC1q6hxaZRzOnj0baWlpWL9+PZ588kk0a6ZsaYFgHfuuyBuHOppWxWsIENMGqO2PEPkJs4U23p54ZXQXAMA304yGXBMP6SgXb5H3gzUk4haPlzT8Huxdu0S5QQZjVUNZnyQTyFumDTV43w//J9zQn7yXTIwo5NCwTVkSD9vq1TFdzI61rr//giV7iASxSUKKzej0xmVld60GTTy0aOKhRbvmTC1mVkaH9cqWV5nmC7DefH6f09efBQBkFVfgHu+YHRfSOa//6kPJINQPrLIyvv32W3uNg8DDXEB9X//m+PFF26Ui+NiardwQ7tlKl5UbwlyoAetFEzOxj9GQc5fxiHeSiT/0kjEmrUX8bWvZlMmYpQCudq1SJoligdnlUcA6D6b4ulMSX2k8D/Pa3NilKp6Ywx7SMmKvp3g89qprXN/R0zRY/4GHVgMdLZSIYg3Hbm2ZjOP4jCJMCQ0Q9BHSvplg/qNT8vH39Tzu9cnkXO53SquhsOXsbVTW2J6UmltSCb2ePGw7E04T0FFRUYGIiAiEhYVh8ODBOHDggNn21dXV6Nq1q0stF1vi072JWH8yxWzWpkZDoZmnu+x+a2hoT+aP9DX1KElnu9p/LA2N2mbW24qSa1z8MDbKIOKsoSirvfT8H1RZQWmTJVTppeFWPCPVnAg1i9ZwzIAAy1m8fKNVCWp58tj4T0uGn7XL3gQjet5n666lUKOjMTCoBbSGpwY3g3H416tM3KhOz+xn6dW+GVp4eQgu4NR84ZLzrB/PI7OISfLSUMDHuxME3kRreeyrv3GnSL4sJcHxqPPorQKRkZGgaRrR0dG4du0awsLCcPXqVbRtK60xt27dOuTk1E7nz1mgaRp5pVVYc/wGAKAr0ZCyC189O9ByI4LTYclWj5bJiFWKuFrFM6GBeGdHvN0rdFh+COFnSlt2HT7U2w9je7aBpyED+OG+7aHTSycPWPv8wyz71n4+WNHmJo206Mornyh+fzTkq7UQzKPT09Aarl03rQYXPhiPZp7uSMoqAQB0a+uN5JxSQfsHe/vh7V8vAQCeHxaM2FsFFj15bOyixlBe0dz1rNfTqKjRyXr763NFHFfFKTyHer0e69evx4svvggA6NatGwYMGIDNmzdLti8tLcXPP/+MSZMmOXKYdqPjwj346ZxRR6pCxj0vdv3Xlob+ZZQL8rc2UJ+gDrbOpZ8hlgoA/m+0+Tg7KViPspeHVhDfaOk6YLXk+Kgrg0QL/pL6vvLPp9FQnGEIMHJAXdpI69xJLRNvecmMd1fNws8AOrVuis9ESSomy8oN+/ZkM3qelA0AbqWJnc+veXG+P88eJmgDAJU6PTQUhRoLxiGri0hRTFLLlrO3TNro9DQi/7iCru/vxRvbpUXkWY8j+bidC6uMw7t37yI2NhbZ2eqW0ElJSUF+fj569DAWEA8JCUFsbKxk+5UrV+LVV1/laj27GjRN4+eYNKw8kMRtW3nQmOWVViDtXv/0yb6qjkMulgsw/xRY32/aZFnZPrx4f0e7n+PNCd2tPoaLLzXZbp5OrWzz8IsNSFmnIC97W65Aia3XKi3R4XAz2oH/396ZxzdR5///NTl6X7SlLRRa5GqhQk+wUKClUFRAQEQUilIPkF3XA3VlRX9SvFdXF8FFURdREdQFdZEVBZFzBRdQ1C83UiwUWwrSUnrm+Pz+mMxkJpmkSZo0afp+Ph59kMx8ZuadD5+ZvPM+HXFruxNn3d6EGaNROQRAaTalZY++uJ93M8eEBjj0f337yv/hvrU/iNnL0phEgWue24pV356GwcigNygv1vSnNtMz1wdpVTksKSkBAKxZswZTpkzBZ599htmzZ+Pvf/+724QQlM3ISHP5hqioKEW3cXV1NXbu3Ilp06a57frtzbVLduLR9T9h86EqrxYUHZ0a16bjO3oRbXtuMod76bpJls6ANPlESumkNCRGBXvvC0LhP/HatHiXErYsM3BbIyU+HH3iwvCJxAoZHqjselOs6eisgNLztaHOobux/BxuNlR2Kuz1yFYioyffoUet4tA/Psx0nzp2/Oc/nhMLZAuGxiO/mds8XrjSLL7eelQ5DKxFb3Q6QYrwPK0qh+XlvLtzxYoV+Oqrr/DMM89g06ZNWLdunduFsfylqBRn8/TTT+Pxxx93+JxCEWzhz9sJLOdqGnG8io/3OFZVh0++P9vqMbayOL2F8N+ysmRIh25hZcsFqFWr0LOLY50jiLbTMzpEVvPOkvZUGoU7bVK67XZ5JcN7ue16GT2jEBaoEWs92pLJZp1DFyenvescOoJUWU2MCkZyjG3PBmEbaY9uKb1iQ7HtkQKr7Z/dmwfAVPRdtFY7f10hBvEPqw9g4ac/4761PyiO+/fBCixY9xOqLjdhhSnOHrD/Y0VPXVnsUlpaKuo47VYE++jRo5g7dy7KysrEbRzHoaXFdhsnZ4mL4y1Y0vZ7NTU14naBU6dOoaysDIWFjnc8EIpgC3/eVg53naiWvbf3bH/2xqsBeLakg2U9K0cQHhxhgZoObz1Umtqu4YH46J7c9peFaFeSTZ0ihKxgKfYsGZMdbF3ZWrZya2qdsN9c5xCYM/IqxTGu4Oyd61HLocUHuSG9O2Zek+TBK/ovthR/rVplty0lB3N/8wAXaukKFkONWoU135Xj8x/PKY57b8+v+Gj/Gfxy/gqe33TULLdpNf9fRS2WbjXXSzxeVYdiU41FSywLcndWhIRexlj7FcHes2cPHn/8cezatUuM8auvr8dzzz3nFgEAoE+fPoiOjsaxY+YYvMOHD2PIkCGycTt27MC5c+dQUFCAgoICfPnll1i1ahUKCgpkyqsv89+TFx0eKz4wPfhUvjoxsvVB/oytvrrSPq/0/PE4njNKtX7iwtR4kwzmsfZcc67WBwWA1RYlfRw9lbAGLXsNuxxz6OSBnr4H4kxdY4i246pL3hTaCoDPJpdizwYwyOI7pDUrn5DoMlOi8FVdbhbX2O/1Ldj4k1mx1BmMqG3UAQC+/L/f8N6e0wCA+mY9xr6yw+61ALlrm3CcVpXD5ORk8U+r5a1MdXV1CA8Px969e1FZabubh8NCqFSYM2cOVq5cCQA4ceIEDh48iOLiYhw5cgRjxoyBwWDAHXfcgQMHDmD79u3Yvn07rrvuOpSUlGD79u246irPB7u7gw0Wv6aadLZrQwn1qLxhm7P3XUCB4jyBGjV6kPvZYdJ72P8h4t5MX8eQ9gjma/lxVq8tsdws3KeWnVxsHStVtOwpXVIFzlaChqsz5kodQU/e9i9OG+xwT2jCPszliuVm7XDmNcmyPV1CzNb1f87Oke2zTGSyrIkopaKm0WaJHGFrkFYthl4B8h9jFTVNOFVdD4BXMi/Uta745TzzdatjCGucsh2fPn0aRUVFSE5OxpQpUzBlyhQkJydj7NixOHXqVJsEEcyiubm5mDFjBtauXYuEhATU1tbi6NGj0Ol04tiWlhaZ5XDq1KlturY3Kf38sM19N+fwpWs8+VB2RdFzNc7JJ2nD3PaMDsGqO4a0PpAAALsFpe2FTnhSaRzQTbkFKGO2rSWWlsPc3jEAgBWzslu9HmfjtaIM4jjO7QkaztYt9LTiTj843QevG9qfT6XaoF3DAlGS1wsAH/MpZWB3/j7hOHm/ZsD848gRblr+LX6uqFXcJyiNQmefy006fLzvDAxGJrq7pVfSG4zQ2ugCdOhcLea8p1zthHAMp+z4Dz74IObPn48vvvhCtCLqdDps3rwZ8+fPx7///W+XBQkKCsKqVaustufm5lr50AMCArB9+3aXr9VREGpVtcWN5SmGmb4Q/Z3WZp6+1NzDm7dno1tkcOsD20DfuDCclBT/tYeRKQf1A/z92Ds2FJEh8vpxSovFnlKltEfFcYiLCLQea6tDiYs/1EanxIlt1RyF2tl1DBK7BLeaxCitDSoQGaLF7cN6KY4X+p5rVSqr+8KZuPNKU21EJYTlKPR8HlzKd0krGd5LlijzS/UVXLzSDJ2B2fyc5+uaseWwcyX3vj5chbEDlZtudEacshx269YN48ePFxVDANBqtZgwYQK6d3csSJtonZhQeYC8rz2SOY5DkNYn6qe3iZiwQFnRYCX8yEbq0yTHhIpfCp5Cmnw1doDyl4DwvWe043ZVqeTWE/GLy+JO1RkZNCr5ZzpeVYc9p8xxx5bXCAvUYMv8fAuhrF6Yr60sYqsM6hEpljBxBH9yFvg7/743D1Eh1klWbSFEEoNoqQs6Yzm0h722sdLw+10nLmDr0fPQGYxW95fAT2fk1smqy02tJq/cTZZGGU49jSsrK7Fx40ZZpnJLSws+//xzt8QeEjz2bhLCfSy7NdNuCRHCN/DE7fD4hAFW26JCAvD5n0YA4O9BW5YyFccp3qOWil5MaAD6xcsLZV9p1rcqm5IlxtYUtGuZH1/7lUoo4i5vhoozJ5uEmZKF+Cx++fnVblIOhaVsuab5OF2GVzYfE+8NDkCLwWjzB+Xfvz4ue3/Lij0o/90cC7nt6Hk89NFB1DboLA8lTDilHC5duhRvvPEGQkNDER0djejoaISFhWHFihVYsmSJp2RsE0KdQ2+XsHEGy+e9J12Xts5sr1tC1/BADOrhuNXBV3HEHULfh76BuyzV0hIdlv+3HMfHkQIA7MYcQuaSlZaakbqRZw/vhYmDXfeomC2SthNIvJHEQ3QOjAyYILaW5JVDDpzHfiSsO3AGpRsOWa1pIeZ26Tcnse4AXxdYxXFo0hlQdqEeZRfqnb7WHav2YdfJCzZb1XZUSktL26/OoZSePXti48aNqKqqwtatW7F161bRmpicnNz6CbyAUOewQymHFs97b5QSzLYobv3U5DTx9aDESDxU1L+9RfIK9NXrXd6/aygAYN086z7GrrBa0j/Y3v+tvZhDjuMULXaO/IhzpkSSZeKXG0MOnWbvY2MQqFHhlenp7XNBwuvEhgVgXn4fFF+ThNuH8d/vwvK9OlE5kastlP/eiFXfnrZa0wzm7jw/na0V5ZjzLu8GPn1Rrhwuk9RIfPXrE6YxtjOo5/qRO7m0tLT96hwqER0djczMTGRmZiI6msoPuBtLl5UnLYfpDsYd2QpUJghPMrJfV69cVxpzGGjhurLnVm4tacPyVnbk1ubHePdnSpfQAHAch6lZPbwqB9F+CBnNz944CN1N2cvCel0+s/XMfGcRimZvs2izx2zUHD1Xyye3nDcluUx7/Vus2PELXt5idilL3ctWngLTv5ttJK58vO8M6po6r9vZbRHgGzZscNep/BZ7NQ1ltOP3wPyx/ay2rf+De6w0/gC5ld2LK8HrrljHhBI1SpcrNnXeUHIri9eUxFb9uGgcAGDh+FTxnIrKoQNyuZrxa+sLksKTCU+hVHqKM63gpJiQVuuWSnla4nlqDalyByhb8XceN3caq2vSw2hk2P/rJSz75qRLnrYlFjGKAPDatpP4vd6cX9HY4l8u6NZwSjk8fvy4zT9P9Fr2N16QtAqSkpoQLnsfFep8SztXUbJKWrqUCcJdCIqWp3nClHCiZJl79sZBAFpzK5sVSyGjfe6oPgBMlkOFJhCOWwEdg1m8VjqWkteI9kRJ8bJV9za/v9nq31pVCHsYFco4fXZQ3kyixdSVRW+0ncEsnOPFLyUt+0yiLzG5n/9PUoNRSGAR6i+mP7XZtQ/QQXFKOczKysKAAQOQmppq9ffBBx94SsYOT7PegBlv7sWqb0+L2+aPtR2zt+3hAs8LRTjE8L6x+H8TrTNbCddwpUXa9JweirX/HEFqqWtNj5KO7RcXhiG9lENmVCrOxheicwlOjiaTcFDmvopsAAAgAElEQVSOcSSI9kZqwROWpK0KMePSHKsZ2JqnypbVXEBnYGjW88qh0WhWFG3xXdnvAPhaiJZu44nLdluNH/bCVgBAi97+ef0Np5TDxYsXY/fu3TAajVZ/f/zjHz0lY4cn66kt+L9z8rpLWg2/2F+YOshqvKU5/8/XpnhOOMIuYYEaJMfYblZPeJ6SvKsQF24u2nv3SNdbZUq/Y+ypcrm9YzAlUznrj4P1F2JGzygXLYd2DlIo6UEQ3iI5JsThOJunJqeh2KIFn0BUiNwzFhJg36poZPYt5H/98qho8bNX2P2iyUUsVfKK/r7Taty/D8oTOqouW7foq23U2e0U9pf1P+HAr5cAAJsPdcwyf04phw8++CAOHTqkuK+4uNgtAvkj9S0G1DWZ65u9MSsb03N64vQLE3Dr0KRWj5+V65uZ4AThDZxJjrJUqOxZ4N66Pcf2TgnShJSlMzIBADdmJqKbqetEbJjtAsSuxBxynG0rI1kUifYiSMMrcUIokrCSlVzNY2wUmQeA7Y8UyDpstdYB7MN95ThaWWc3lvDDfWcQoFbZLXQ9dfm3itstu6z8a/9Z8fXMt75TPGbisl3Y8KPZtc0Yw68X61FlSo75cN8ZfPHzbwCAue8fsC24D+OUcqhWq3H33Xcr7svNzXWLQJ2B665OQGyYfTfZNw/n293vLVLiw8mCQfg80hqBjpJiEfurRM/oYKhUZsthZDBvBZk9vJdD7f+k906QRm3XavL2bLOyaqtfLtU5JNoLji/kKXnPr8dAjfUatlTkpLHtEUFaJAn1RBXGWiLcy/aKbX/+4zmHi3Fb3jOWyqn0nqyoaQQAbPzJrAgePFODM7834oEPD+KjfeUAgMKXdyD/pe245rmtYuKpPWtnQ4see365KNu2+8QFh+RvLxxWDvft24cTJ07YHXP58mX85z//abNQ7sTXimBbtsazRe+ufGeF8CDnY7TcSZeQ9kuOIQh3Y5lwZeuHjaP1+3b+eTRiQwPx2b18nJSlaylArRIzpVtjalYiHrs+1eb+ayTWldzeMfhDQR+rMWQ5JNoLzqKEE8cB6/8wDEEKP3AsDXjS+0Sl4qAzxQX27hrqcKm21iyMjQ5WA2ntPGoVhwXrfpJt+9OaH8TXF+rMbuYF638GAFkh7qyntwAwJ7IAwDdHq8QxJ8/XoeiVnXjiM/7YNd/xCuasfypbKZ3BnUWwHdY8MjIyMG3aNAwfPhxFRUVISkpCaGgompqaUFlZid27d+Ojjz7C+++/7xbB3EVFRYVX+z5LC3ICwIH/V2Q1xt4D/sAT1uPbk2CtGpfQeWs9uYKvWn0J2zhav4/j+A4RPbqEKO6PDNHi/buuUdwnHC99rVG3/sVYOikNXcMD0TXc2ttAuiHRXgixtsISVpmKwecoVLcwGOyvTJ1JcWJ2OhFZ0uyGhJAXvzwqFtIWsJS0RW/EJz+chS0sdcuLV+QxiQ2mkjdqSdb0+gMVqGvW4707h2LsK3ycY7843gC08NOfMfOa1sPLHKG0tBRz5851i4LosOVQq9Vi3bp1MBgMKC4uRlxcHMLCwhAbG4uioiIcOnQIH330Ebp169ZmofyFrw5VWtVschZbvSM9QYBCXStLnrxhoM0vRoJHsPoSzvPqrRluOY/gOvKHEIj+8bbd3faC4gnC3UhdsoKyqGQpT4qx/o74cK459EynN+L14iy7nYg8wfLtv1hvtLiFdEbr/tFCIXymUFZn2TcnFa8lHac3GmW1GYX9p6qv2JR1/QHbCqrDNZPbgFOah1arxcKFC3HkyBE0Nzfj7NmzqKurw9mzZ7FkyRLExMS0fpJOxD0Wgagj+9nuV9xRyOsbKzZhJwh3MznDPS4RASFOLyvJc73APdnBqDVINSTaC5VK7uXiLYf8huuvTgAArCyRJ3VpVBxCAtTgOA65kjAJncEIrVrlEeUwxc6PKUfQ6Y3QW5TD0ZoMJ816o1Xsr2UHJQHpKJ3Jknq08rK4TcVxKHx5BwDrH3nv7TmNh//1IwxGhplv7RW3Hz53GR/+rxzLtykrpO7EZbOUVqtFt27dEBJCViRHseVuoqBygvAMwvfOJ3/Mk91lUcFaTB/S0ysyuRUfeHSoVYDWRuFhwn+wrLfJcebSMS/dnG7axmHXo6PFMRo1h4KUrqLyI9yPLQYjtBoV5o7qgy5ubvpgT9dU8sRZfv8ajMwqZlJvqnrfoNAlxZHarUL5nLd2lonbpAk08z86CAD44uff0NCiFxNhVu/9FT+eqRHHHa+qw7e/XMSVZgMuSbq3eAK6oz1ETYP8P+6e/N42x/qMZ6iVH3C7F4y2P4AgfAxb/VS7hAbgjwV921scBKg5TBzsvtAbX3h0TE5PxGIn2qMRHRPO1DbSXMKGU6wK0FOSiczHKJr3/mTqkKQ3MGhVHG7LTUZ4EK8cXp0YgeA2dFJxBKG6gBTL718lY02TTlAO9TKXroqznUVd36IHYwwaFSceIz33oXNmK6LQjeWPH3yPI79dht7AoOKARRsOIViS8NOiNyJAo8KJ83XYflzeg9rdkHLoIVbsPCV7/9j1Hb/LBsUaEh0NqzqHbj6/K+dT+oLqyKhUXJvaoxEdA47jMCs3WSxDY+lmBnilTwbjFUdBQRQUQYORKSpVH93j2ZJ4SnqcZeFse7US/1f2O/7wwffie3vlc9b+7wy2HK6CRs2ZLY42Ti29ZkOLATqDUZyz4AA19AYjGGO8xVWtQkOLQTbXDS16HLJotNFWKHjMA3x1qBKr9/wqvncmRi/exTZhnsKb8VQE4SqiRcPH1q+tHskun89n3A6Ev3NVTAhuHdoTcRF8sXcO5tI2wr+WLeb4vsjWC15vNFpl6rtSIN5ZpM0oBKwth44f31q85Nz3DyA8UCOW2TkocRFLkSqo9c16Xjk0vQ/UqNH38U0AgLED4tGjSzAaWgxY879y9IoNxZBe0ai63Iz/nrygWNHAVchy6AHuef8A6pr5RTQ5ozuuTrRf90y6GL/9yxgPSmafa9MSZO+fIlcR0cGx5VZub1prEeYqDMCW+aM8cm6CkLLk1kykJpi/y8alxSOxC1/4PSxQgzGpcWgxyGPybFmUBQuYFEt3bnqPSHeILUMpZtASO4ZDq+PVKq7VH3t1zXo0mo47JamHKEVqBaxvNkBnMGdFayTWyd0nq6FVc2hs0eOH8hr8cv4KDEaGhhY9LjXoMPTZrfaFcYI2K4eVlZXYsWMH3nrrLTz88MOYMmWKO+RyG54ugv3XL4/K3m8ytcwReHrK1fhw7jCHzjU5o7vDVd49wTJTKzCBiYO7Y1T/jp9hTXRe2qMvtiN37A9PeqZeKWOw+pIliPbg9mG90MdUtovjOBQNjEdPi9CjfY+PtWpPBwDNOqNMcexlKn0jtR7aU9LscbSyzrUDTShZ44V2f40tzlkOBUb2i7VqKCEtHafiOPG7v6FFD71BnhVtOYdCzceDZ2rEriw1DS2o2f2B24pgu/xUuf3225Gfn4/8/Hw88MADiIiIwO23344PP/zQLYK5i4qKCjDGPKYcvm5RN0kajzA1MxERQa3HFwmL8ZFxKe4VzgWkZuno0AA8P3WwF6UhCNdg4B/I7ioua4u0bhG4a8RVrY6Tthhzp/uMwbruGkF4g1uHJiGnV7RsW7ANi3mT3iArAbPtkQIA/Hq+IZ1vWmGv/ZyjjE7pit6xzv1AtIw5DNCoxE5lV5rllkNHbTkMQFSIvDua1K1++LfL4nUbWgxikXD+GhyiLTqrCXPz4b4zuHClGQ0tBpyraULUiGIk/vFdx4RqBZeVw9TUVOzYsQNHjhzBvHnzsGbNGjQ0NCAoKMgtgnVEMp/aLHt/27BkL0niOnsfs3ZrO1IcmyA6I3ERQRjVv6vD490dImir5zJB+Aolw3theB95DeQRfWNliVkcx4nrWPi+cce94kqMr6VyGKRRiWEh9c1yy6Gjnj69JIYwvWcUAjQqxWP7xoWhWW+ETm9Ei6nW4uHfLqPepJQKWdMWZRjR0GLAiaq2WUwtcepbv7y8HJWVlQCAhQsX8idQqUTlcNOmTbjjjjvcKmBHQWcw4lKDvM1cZpJ1WyFb3F/Y1+rXgTdQWrA/msoPEATRNpQ6LLSFpyanuTUInSDczeAeUegeFSzb9vzUwVaWNAHh/nCH5ZAx55PSWiw0L41aJbrAP9p/RrbPUeVQZ2Bi/ElWUhTUHCeLJRRITQhHi94IvYWCekWilDJm7fpubDHYtNK6ilPK4U033YTPPvsM5eXlKC8vR3W1uR1MaGgonnrqKTz77LNuFdBXWfu/cpyvaxLfnzHVKRLopdA+yBYMwKSM7g4V0/QG7l50BOFpOFjHA/lKZq877XyFqfF0fxJ+gzO36Pyx/Vs/nwsy6CyUQxVnu1QTx3EOyawzGMXnEWO84qukWKo4Di0Go5UMUhisy+9cuNLsXeUwJycH8+bNwzvvvIOJEyfiq6++shrTvXt3twnnq2w/dh6PffIz9pVdErcJbXAEhBgKh2CA9/IoCcL/GNE3Fq/PyrLa7u34PN9QTwnCdxFuUanlcFaua7HDTFK021Esy/GoVbZb5KklLQTtIS1Nw8ulbHVUcfz1repFSjhhylCWUn2lGSFa9xqXnFIOBfPsokWLkJaWhlmzZon7mpub3SqYL/POf08DAO5dwyef5D5nnT7urCnb219aBOFPqFQcQgKsH5beNh664uYiiM4Cx5m/C6WxtOEKiZ2OtJ3l7zfnZNBZKGZqjkOgVo3ukdb5FGoVZ5VVHRtm7S6XuqoZYzAyBo1Cy0kVx6H89wa7lsOdx6utnmN1TXoEedNyKMXyAffnP/+5zcJ0FHYcr5a9r7zcZGOkYzwwtl+rcUPTsnu06RoEQXifUf1jMSnD/70rBNFWArVm9cTV+EMG5nTCls7CcqhScRiQEI6FE6y7nBmMDB/tk8chjkmNtxrXrDOKSioD/3mU2pFzHIdvjp6XZSsrccUiMaa+Wa8Yw9gWnFIOP/nkEwwfPhzDhw/Hli1bxNfDhw/HunXr3CqYu/B0nUMlPpzrXAugyRmtl7z5m6mxOUEQruNto13fuHBkOZGoRhCdCWn2fZCk/JNUN3zvzqFW22xhVDDAFabG2T2mTiEjOTJYK9Y6lFJ5uQkVNY2ybSoVJ5bPGdGXrxPcrDeKFkk+5hA2LIf8v3oLy2Frz61mHd9er2b3B6hYPtv+YAdxykk9cOBAzJ6tfOHVq1e7RSB3U1FR4dY4yH/uLpO9DwlQy6qmj0mNQ67CIiIIgiAIQhnRnWz6V7AcpveIhNGi7p8SWUlR+L5c3p5OqQ6oPZctwCuPpTekYdRL2wDwbmW1inM4M1mtMls6hWu36I0oM3VHEdzhSh9DuIa9/s7SscK4Jr0BjAFRI4oRln6dWxREp5TDZ555BsOHD1fcl5Li/QLOnqZJZ8DTGw/LtklTzvvFheGfJUPaWyy3MNgDrYoIgmgbxR4u4k0QvoJgCbx7ZG98uO8Mnp0ySFTQlHQly01KyhtjQE6vLrKuKUJ3kcSoYNHqd21aPL46VAUAWGnxHa4yKYYqi/PfPeIqvG1hLAJ4ZdJSXiHmcFp2D3ONQoXP5Ew8sprjYDCdxF4Ci6s45Va2pRgCQG6uc67UjoilNr/xvhGyzKY/FfZtb5HcxoY/jfC2CARBWPDsjYO8LQJBtCt948KQGBWMJEk5OGnMIccBEUEaXJeWIDtOsChOz+kh2/bEhIH4Q0EfcZvwnS20pBuUGGk3LlHFmRREjpP1SLdV3kal4kR5hdaWzTreu8gYRCuoUhyloH9W18kTfJVc6AGSDGqdwQi9kg+9DfhM64umpiaUlJQgNzcXOTk52Lx5s+K4zz//HOPGjUNhYSGysrKwdOnSdpMxbZG5dM+w3jG4OtFsbXuoqD+G96E+xAThSe7Ma71VHUEQHQ+p0WzXo6Nl+ywNMwO7R2Bg9wjZNsFy+OI0Pj4/NSEcKhWvxE3JMPcbFtzKgpUur2+sYnKIgIrjFUMVx7tx19x9jex6lqgltQ8FBVSwVhoZE2sUWup7qQnh4hxcrG8Rtz8yzlzPMUxSC1mqnOqNzCFXtDP4TNXl0tJSMMawd+9eHD9+HLm5uThy5Aji4+WZP/Pnz8e//vUvZGZmorKyEmlpaUhOTsbkyZM9Kt/Xh6vE1xoVh7UWSSdjBsRRpwKC8DBP3jDQ5WOpxiBBdAwEF+4X94/ElsNViIswf7cyphx3aKmsPTZ+AN7edQoA0Kgz5wWkxIcjUKNCjamjGR+XaNtyqBbdyrxyN9yUZGIrO1gtsRwKSSeCtdJgZLIOMIsnpWHRhkMAgJuyeuDspQaF85k1V+klgwP47fcV9sXO49XinEUFa1Fh89M4jk9YDo1GI95++23cddddAID+/fsjMzNTMcnl3nvvRWZmJgAgISEBo0ePtmllbAtnLzXIFMLdJy+Ir3ctGG01vkcXxzuiEARBEARhZv7Y/ki26Cw2sHsEHhjbDzOGJuGpyWkAeGVOqhxOzeStgpYKntFoHtc3Lkz0OiTHhGLsQInRydzZDpPSrZNXBeVQzXEy65zaZBVMipbLzHGcVUKKYDkMC9KIv1ItC2HzNR6tFU7B+nhDenfZfqHodXCAGjoDE93V7qqj6hPK4alTp3Dx4kWkpqaK2wYOHIj9+/dbjZ0/f77sfVNTE7p2dbzxvaOM+Os23P0ef32jkWHVt6fFfZa/UGZekyRrIk4QBEEQhOOMTo2z2W8ZAG4f1gsAn5wi1X/mF/FuV7WFTtSoMyDIlPEcFqixckMLGiGD2RK5dEam1XVVkmxlqedWsBx+/VA+0iTn5rOVzccC5oSUnOQuouLImFnxk14LACYM7mZ1HSlDenURi14Ha9XQG839mJv1BqvxruATbuWqKt5CFxlpjuGLiorC4cOHbR0CALh8+TL27duHf/zjHx6V7y2TaVpALVmZZc+Pp44HBNFhoHuVIDoqvWJCYGRyN3BUCG+YuSm7B7YdMzeoaGgxyLokXZsWj+9OmZNVpE8CtYqTJa0IhAdpRMWQ4zhMkRSwF9y9WrVcaVRJYg4t9TqpqmBkzGZZnm4RfDeW3N7RVtZFQV5BjQ7WqqE3MKg4Jn5ud+ATlkMBSyWrtZ6FCxYswJNPPonk5GSbY4Qi2MKfI8WwV+z4RXytMxjx/Kajsv3S/1BSDAmCIAjC82x7pABgcqUrPEiLkf1iZckaAGAwGmUevfAgLRJMLfCkbSwFPaNv1zDZ8bFhgRg3MIGvc2gau+RWs2VRo+JEVy+TZVNzEHzHQhzgVaai2Bw4MfaZg3XspFADMcT0WXjF1FpN06hUYiZ0cIAaJ796B1/Nz8evf53onSLYniIujq9YXlNTo/haiTfffBNarRb33nuv3XO7UgT7H9tOiq/f+a91HSONpf2aIAiCIAiPIsTzWSpV4UEaXGnWY9Ud5hqF07J7WmXw3jYsGRw4fLz/jKhg2rJBfbdwDP687kckxYQgQiFsTK3iMHNokuwcM4YmQcVBYjnkL/LNw/m46rEvwHFmlzNvsJJ/NuG4QI0Ko/p3hdHIFN3KahUHtdBJRqtGYuHt6HPtHSi7UI9v789EYmKi1THO4hOWwz59+iA6OhrHjh0Ttx0+fBhDhigXlP7000+xbds2vPrqqwCAEydOuFWey03m9jnSvolTsxLx4k2DFZuAEwRBEAThWYySBJLxg/hahypT4emCFLNBSa3iZLUAASAuPEisKtJaz2XBnZvbOwbRodaxkBpJ1xRzzUK54irodVIPo2BltDQIWrq5hdI2gjGKMQbGgN5dQ6FRcWK8YogpIUVvNOJzN9Yr9gnlUKVSYc6cOVi5ciUAXtk7ePAgiouLceTIEYwZMwYGA+9H37lzJ5YuXYrXXnsN9fX1uHLlCp555hmPyfZLdb2FrGQ1JAiCIAhvwCQxh8uLswHAyrXrCIK+5mqJK97ly7+WJpmoOEhcx9b6AmdKcOHA104UFFiOMyuOGklrPGnMIWMMfyzgm22IbmVTQorBwBAdZjuhx1l8QjkEzHUOc3NzMWPGDKxduxYJCQmora3F0aNHodPxNYlmzJiB7du3IzY2FuHh4QgPD8evv/7qcfkOPDHW1BScIIiOiJPfHQRB+CDJMaEoTJWHnElduc5iWXbGUTRqTlRSBXmEWEZm45y8Sxz4cdE4qDh+/wNj+gHg3cNCyRuhb7KQCCPAYNZBBOUwyJSQorfhgnYVn4g5BICgoCCsWrXKantubi4qKswlHaWvPcHvksrkUmLCAjErNwnxpiwigiA6HpQ/RhAdm5SEcKQkhMu2qSS1BZ2FMeDR61KsElr4nbaPU6tUYqLK4xMG4q1dZWINRtFyaKkcGvlqJ2GBGgzoFoEgrVp0Q4cG8nGTAG851BmM0Kr5a4g1EJn5vIK7OUirhs5ghMGo4pVKl2bBGp+xHPoKWU9vAcBr9k9OlHdjyE6O9sti1wFqWgZE54CshwThf3AAnOkeJ3VNA0C3yGDFXAKppc4Sacyh+bxAWKAaj4xLkUhmxiC57uuzspEYFSzGJSZFh6BXDJ/VrFapYDAyaNUcrr86AX+dOpiPOYRZ4QwQLYcq6I0MOoNRVmavrZBWIEEasxAZrEVxLp+JNG5gvK1D/IKDi4q8LQJBEARBuISzMYdGZl2D0Pa5lbcPSoxETwtjEQMQqFFjVm4y1v9hmNWxjDFIbTFqFSdaDjN6RuGRa3mlUog51KhUUKk4seA1X+MRADjRrRyoUcNgZGjSGREcoIa7IOVQwsRluwHwhScBXjMf3CMSWo1/T5O0UChB+DPkViYI/4NzMuawvkWPUJMb2dlEFgAoviYJPaNDEBkitzYyiakxOzlatq93bCgMRlhkM3OKSa5qFacYQ8jnPfDbBOVQsF62GIwIdKOu4t9aD8xFsFsrfm00Mhw6dxkAH18I8L9G7hpxFSWhEARBEISPwmcIO67k1TfrERHkulHk2RsH2dzH2Xi99eF8PiFFovCpVcoWTI3apBxKaiozmD8jx5lb7wVrzdbCxYsXu6XGIeBDCSmewtEi2L0XfgGAr2X4nOQ/PqNnlN1+jwRBEARBeA8OnFMxh/XNBjEBxZ1hyJYKqmWR60CNCuGSxBeO4xRb6GlUKhiMRmjVchWNSfpKSzuk/LhoHN799jTuHzMBc+fOdYuC6PfKoSMYJavqlekZsn3JMaFINgWJEgRBEAThW6hUzrmV65r0mDA4AZHBWhjsHOi0y1nSlg/gldbFk9LE99Oye8iUWDXHKVoOC1PjkNOrC17fbm7ly4H/jDm9opEUHYKQAA1eM3VziwzW4n5TSRx3QcohgGXfnGx9EEEQBEEQPohzpWzqm/WIjwhC37gwHKuqs39mJ+LKLLObLY/lOA7S7rsqjq9jqLVoyRscoEZwgNo6GxoMsWEBSIwKdlwoFyHlEMDfvz4OADj9wgQvS0IQhKegKjYE4Z9Iu5IAwPNTbccEAsAbs7IRFqTBL+evuLW8FROzieXbbKFS8Qrij4vGKe63ijmUJKR4Gr9PSHGU/9zvvp6EBEEQBEG0DyqLUjYzhibZHR8ZouWtcpKC1Uo4ozcuL86S1SEETK5gO8eEB2qRHBNis2KI1tSAWTil5fk9SadXDmsaWtCnayjSukd6WxSCIDwIVR0gCP+E4+S5Aw4f59AYx54c4wd1s7Lsca1ocpEhWuT1jbW5f1IGn0wrfDLGmGICiyfoFMphi94Ixhia9Qb0+st/sP/071h/4CwAYMLS3filut7LEhIE4WnIrUwQ/omqFQugPey5lV3IR1FwKzstkkj/eHmbQCNrvx+5fh9zKKR0z33wUXwVOAoAMO2NPQCAMQPiUFHTiFdvzbB5PEEQ/gNZDwnC/7g5pwdCXWjmwCty9rU3pxJSLDTB+UX9rZJNXCEhIggp8eHomR9iV57S0lIsXry4zdcDOoFyWFFRgeFLf8BXCvuK/r4TADCgW0T7CkUQRLsTGawVa4MRBOE/uBoWxoFza0JKZLBWFj8YGWzdr9kVhl4VjaFXRbc6rrS0lOocOsoHe3+VvR/YLQLdo4Lx9ZEqVNc1AwDiw4O8IRpBEO3IOyVDrEpDEATReZmW3UOM63MHT02+2uGezb6O3yuHr249AU14DADgyFPXIThAjdINh2RjLPsjEgThf5BiSBCElACNCgFu7Efc3s+YWbn2s7LbQqfxsRxafC2CA/gehNLFkN4zylsiEQRBEATho/h6EtszU+zXc2wLnUI5/G7hGIRK+hk+dn0qDi2+FoN7RKL0hoFelIwgCIIgCF/k6clpuDYtwdtieAW/dysDQHyEPKaQ4ziEBmrw+qxsxIUHekkqgiAIgiB8laiQAG+L4DX8Xjn86J5cm/vaoz8hQRAEQRBER8Lv3cpXxYZ5WwSCIAiCIIgOg98rh4mJieA4DqWlpd4WhSAIgiAIwiOUlpa6pcYh0AncyhUVFeje3X11jAiCIAiCIHwNdxbB9nvLIUEQBEEQBOE4pBwSBEEQBEH4AEnRId4WAQAphwRBEARBED7Bjj8XeFsEAKQcEgRBEARB+AQc5xttPkk5JAiCIAiCIERIOSQIgiAIgiBESDkkCIIgCIIgRPxeOaQi2ARBEARB+DvuLILNMcaYW87kQ5w7d06cICqCTRAEQRBEZ8Bd+o/fWw4JgiAIgiAIx/EZ5bCpqQklJSXIzc1FTk4ONm/ebHPsyy+/jOzsbGRnZ+Oll15qRyltQ25ra2hO5NB8WENzIofmwxqaEzk0H9bQnLgfn3Er/+Uvf8Fvv/2Gd999F8ePH0dubi6OHDmC+Ph42bgvv/wSDz74IA4ePAgAyMjIwMsvv4wJEyaIY7zhVuY4Dj4ylT4DzYkcmg9raE7k0HxYQ3Mih+bDGpoTM37lVjYajXj77bdx1113AQD69++PzMxMrF692mrsihUrMHPmTAQFBSEoKAjFxcV444033CZLe/8CcemJO+0AABIbSURBVOV6rsrY3se157Xa87iOsEZcPY7WiPePa89r+esacfV6tEa8exytEfcd11Z8wnJ48uRJ9OvXD1VVVYiLiwMA3Hfffbhw4QLWrl0rG9ujRw+88sormD59OgBg/fr1+NOf/oTffvtNHHPmzBkkJSUBAA4cOICEhASHZUlMTERFRYXTn6E9j+sIMrp6HMno3eNIRu8eRzJ69ziS0bvHkYxtP66yshLZ2dkAgPLycvTs2dPpawIAmA+we/duBoA1NTWJ25544glWWFhoNVaj0bAvv/xSfP/1118zlUolG3PgwAEGgP7oj/7oj/7oj/7or1P+HThwwGW9zCfcygKWPQWZDaOmr/QeJAiCIAiC8Dc03hYAgOhKrqmpUXxtObampkZ8X1NTg65du8rGXH311Thw4AAAoGvXrlCr1Z4SnSAIgiAIwicwGAyorq4GwOtCruITymGfPn0QHR2NY8eOiQrh4cOHMX78eKuxQ4YMwbFjx8T3hw8fxpAhQ2RjAgICkJWV5VmhCYIgCIIgfAyX4wwl+IRbWaVSYc6cOVi5ciUA4MSJEzh48CCKi4tx5MgRjBkzBgaDAQAwb948rF27Fk1NTWhqasKaNWswb948b4pPEARBEAThN/iEcgjw6dqMMeTm5mLGjBlYu3YtEhISUFtbi6NHj0Kn0wEArrvuOtx1113Iy8tDXl4e7rzzTlmNQ0+yb98+9O3bF6tWrbI77oMPPkB2djZycnLw8MMP+3X9JUfmZPv27UhNTUVBQYH4t27duvYTsp3Q6XRYsmQJCgoKkJ+fj2HDhmHr1q02x/v7OnFmPjrLGgGAZcuWYcyYMSgsLMSgQYOwbNkym2P9fY0Ajs9HZ1ojAG8k0Wq12L59u80xvtgQwpO0NierVq1CRkaGbI3s3r27fYVsB0pKSmSfsaCgAFeuXLE53qXniMupLJ2MTz75hM2YMYNlZWWxd955x+a4n3/+mcXHx7Pq6mpmMBhYQUEBe+2119pP0HbE0TnZtm2b3f3+QllZGevVqxerqalhjDG2efNmFhoays6ePWs1tjOsE2fmo7OsEcYYGzx4MKuqqmKMMXb8+HGmVqvZd999ZzWuM6wRxhyfj860Rhhj7NZbb2UhISFs27Ztivs3bdrEUlJSWGNjI2tsbGQpKSls48aN7StkO9PanLzzzjs29/kTs2fPdnisq88Rn7Ec+jpDhgzBmjVrEB4ebnfcP//5T4wfPx6xsbFQqVS488473Vqk25dwdE46C+Hh4XjqqacQGRkJACgqKkJQUBC+/fZbq7GdYZ04Mx+diffff1+Mre7Xrx+6dOmC06dPW43rDGsEcHw+OhP79u1DWFiYVbKlFE83hPA1HJkTwhpXnyOkHDpIjx49HBq3b98+pKamiu8HDhyIQ4cOobGx0VOieQ1H5wQAPvvsM4wePRojR47EM888A71e70HJvENMTAxuu+028T1jDC0tLYoPs86wTpyZD6BzrBEAGDx4sPh6/fr1CAsLw7hx46zGdYY1Ajg+H0DnWSOLFi3CokWL7I5RWh/79+/3tGhew5E5AXilOT8/HwUFBVi+fHk7SOYd5s2bh5EjR+L666/Htm3bbI5z9TniE9nK/kRVVZVoKQGAqKgoMMZw4cIFt2QQdUQiIyMxbNgwPPzww2hqasLEiRNx6dIlvPzyy94WzaPs2LEDycnJGDVqlNW+zrhO7M1HZ1sjP//8M2655RbU19fj448/RlRUlNWYzrRGHJmPzrJGNm3ahLS0tFZ/fCutj/Pnz3taPK/g6JzEx8dj3LhxKCkpQXV1NQoKCmAwGHDfffe1k6Ttw4ABA1BYWIghQ4Zg3759GD16NHbv3o2MjAyrsS4/R1xyeHdi8vPz7ca99O3bl61YsUJ8f/LkSQaA/frrr+0gnXdobU4s+eKLL1hISAgzGo2eE8rLNDY2smHDhrH9+/cr7u9s66S1+bCkM6wRxhj7/vvvWXx8vGKMXWdbI4zZnw9L/HGNGAwGlp+fzy5evMgYYyw5OdlmDJ1Go2FfffWV+F6pW5g/4MycWLJ8+XKWmprqQel8g+nTp7N58+Yp7nP1OUJuZTejVKSb4ziKk5CQlJSEhoYGsVCnv8EYw9y5czF//nyxx6UlnWmdODIflvj7GhHIzMzEhAkTsHTpUqt9nWmNCNibD0v8cY2sWbMG1157LaKjo1sd60hDCH/AmTmxJCkpCb/++qsHpPIt7H1OV58jpBy6GaUi3WlpaQgODvaiVN5l6dKlaGpqEt9XVVUhICAAMTExXpTKczz88MMYOnQobr75ZjQ3N6O8vNxqTGdaJ47MR2dZIxcvXsT69etl20JDQ1FfX281tjOsEWfmozOskV27dmHjxo1ieZLKyko8+OCDmDx5stVYRxpC+APOzMmLL74oe19VVYXu3bu3l6jthjOf0+XniBstm50CSxdqdXU1GzFihGjy/vnnn1lCQgK7cOECMxgMrLCw0C/LT0hpbU5mz57N3n33XcYYY3q9nk2ZMoWVlJR4Q1SP88ILL7D77ruP1dXVsbq6Onbo0CG2aNGiTrtOHJ2PzrJGysrKWHp6Oquvr2eMMXb+/HnWs2dPtmzZsk65RpyZj86yRqRIXaiHDx9mhYWFTK/XM8b4UjYDBgwQS9mkpqb6fSkbxuzPSUFBAdu+fTtjjLH6+no2dOhQVlpa6i1RPUZ8fLxY/unUqVMsIiJC/Nzueo6Qcugg+/fvZ/n5+SwyMpKlpKSwG2+8kTHGWHl5OYuNjWVnzpwRx65evZplZWWxnJwc9tBDD/lVTIwUR+dk9+7d7Prrr2cFBQUsJyeHzZkzh9XW1npTdI9w7NgxBsDqb9GiRZ1ynTgzH51ljTQ2NrInnniC5ebmslGjRrHBgwezRYsWMYPB0CnXiDPz0VnWCGOMfffddyw/P58FBgay9PR0tnjxYrZnzx7WvXt31tjYKI7729/+xrKyslhWVhZ78cUXvSix53FkTj7//HNWWFgorpEFCxaw5uZmL0vufl566SU2fPhwNmrUKJadnc3ee+89cZ+7niMcY35Ycp8gCIIgCIJwCYo5JAiCIAiCIERIOSQIgiAIgiBESDkkCIIgCIIgREg5JAiCIAiCIERIOSQIgiAIgiBESDkkCIIgCIIgREg5JAiCIAiCIERIOSQIwitMnDgRarUaqampePPNN8Xt06dPx+233y6+37BhAwYOHIiBAwdix44dHpHlwQcfREJCAkpLSz1yfkcZM2YMgoKCsH37dqeOa2howIIFC3DlyhWPyHXq1Ck899xz0Ov1Hjk/QRC+BSmHBEF4hY0bNyIjIwM33HAD5s6dCwAwGo345ptvsHXrVnHcpEmTMHXqVKxZswb5+fkekWXJkiW47rrrPHJuW6xatQoFBQWybVu3bkVCQoLT5yopKUFBQQHCwsLcJJ2c3r17IzIyEo899phHzk8QhG9ByiFBEF6jqKgIX3/9tfj+hx9+QEFBAc6dO4dDhw6J23/66Sekp6d7Q0Sf54svvsDvv/+O66+/3qPXmTdvHj799FPZ/wtBEP4JKYcEQXiNoqIi/Pjjj6iurgYAfP3117jnnntw1VVXYcuWLQCA2tpaREVFgeM4fPnllxgzZgyKioowcuRILFmyBABQVlaGtLQ0BAQEYOLEiQCAb775BikpKRgwYABOnjyJ5uZmPPLII8jNzUV+fj5mzZqFS5cu2ZTt3LlzuOmmmzBy5Ejk5eVh8eLFMBqNAIDi4mJERUVh8eLFuOWWW5CdnY2ioiLZ+Y4ePYqRI0fimmuuwaRJk7BgwQJERUXh1ltvxYYNG/DCCy/g4MGDKCgowJgxY2TXPnjwIKZOnYpBgwZh+vTp0Ol0NuX84IMPZMe//vrr6NWrF0pKSgAAe/bsQUZGBnr16iWOEdzXS5YswY033ojU1FTcf//9OHPmDGbOnIn09HRMnz5d5kZWq9UoKCjAmjVrbMpCEISf4IGe0ARBEA7R1NTEgoOD2dq1axljjN1www2ssbGRzZ07l40fP54xxtinn37KVq5cyRhj7OOPP2anTp1ijDFmNBpZfn4+27lzJ2OMsbNnzzKNRsOOHDkinv+2225jZWVljDHGHnjgATZy5EjW3NzMGGPsoYceYlOnThXHzp49my1atIgxxpjBYGBZWVlswYIFopzDhg1jS5cuFcfn5+ez0aNHs5aWFsYYY2PHjmUvvfQSY4wxnU7H+vbty5555hnGGGMNDQ0sJyeH5efni8e/8847svcCycnJbNasWcxoNDKdTsdSUlLYv/71L5tz2LdvX/bxxx/Lti1atIjNnj1bfL9t2zaWnJxsdR1hTENDA4uNjWWzZ89mOp2O6fV6lpaWxtatWyc75q9//SsrKiqyKQtBEP4BWQ4JgvAagYGBGDFiBLZs2YLm5mYAQFBQEMaOHYudO3dCp9Nh69atGDt2LAAgIyMDCxcuRF5eHkaPHo2jR49i7969AIDExERcf/31YnLLpUuXUFtbi169esFoNOLNN9/EPffcg4CAAADA7Nmz8emnn+L333+3kut///sfvv/+e9x3332inLfeeivefvtt2bgbbrgBWq0WAJCdnY0TJ04AAPbu3YuTJ0/i7rvvBgAEBwfjlltucXhebrrpJnAcB41Gg4yMDPG8SlRWViIiIsLhc0uZMmWKKF9KSgoyMjKg0WigVquRnp6O48ePy8ZHRESgsrLSpWsRBNFx0HhbAIIgOjdFRUV47bXXsHv3buTl5QHg3Z4NDQ3Ys2cPzpw5g549ewIAJkyYgOuuuw5r1qwBx3EoKSlBfX29eK45c+bgjjvuwPPPP4/3338ft912GwDgwoULaGxsxN/+9je89dZbAACDwYCkpCT89ttviI6OlslUXl4OgHcfC9TX14tuZYEuXbqIr4OCgkQFt6KiAgDQtWtXcX9sbKzDcxIVFaV4XiWMRiM4jnP43Lauo9FoZO+1Wq3VdVUqldUcEAThf5BySBCEVykqKsKjjz6K5cuXY+HChQCA6OhoZGZmYuXKlaJiWF1djRMnTuAf//iHqAy1tLTIzjV+/HgEBwdj/fr12LBhAzZt2gSAV8yCg4OxePFiTJo0SRx/8eJFmUIkkJSUBIAvoyNY5RhjuHDhgkOfKTExEQBw/vx5MfvY0WOdJT4+HnV1dVbbm5qaxNdK1lFXqK2tRXx8vFvORRCE70JuZYIgvEp6ejq6du2KnTt3IjMzU9xeVFSE999/H0VFRQCAmJgYxMbGYufOnQB4RWXXrl2yc6nVatx5551YsGABcnJyRJevSqXC3LlzsXLlSjHJ4tixYxgxYoSiTEOHDkVWVhZWrFghbnvvvffw0EMPOfSZcnNz0bdvX9FK2djYiPXr18vGREREiErdI488gu+++86hc1uSlZWFsrIyq+0HDx6EXq8HYwyffvqpS+e25NSpU7L/I4Ig/BRvBz0SBEHMmDGD3XzzzbJtW7duZRqNhtXW1orbtmzZwlJSUlheXh4rLi5mo0ePZsnJyWz58uXimPLycqbRaNjJkydl52tqamKPPvoou+aaa9jo0aPZuHHj2E8//cQY45NV4uPjWXJyMnvxxRcZY4xVVFSwadOmsby8PJafn89mzpzJampqGGOMzZ07l0VGRrKUlBT2ySefsBUrVrDk5GQWHx/PnnzyScYYY4cPH2Z5eXlsyJAhbMqUKezJJ59kBQUFojy1tbVs6NChLC8vjxUVFbGmpiY2adIkFhgYyNLT09m3337LFi9eLMol/YxS1q1bJybvCCxatIjFxcWxQYMGsQkTJrBXX32VBQYGssLCQsYYs7qO5ed58sknxesuW7aMMcYnAKWmprL9+/c7+L9KEERHhWOMMW8rqARBEP7GhQsXZHGGL774In744QesXbvWrddhjGH8+PF4/PHHRUtoaWkpTp8+jVWrVrntOqtXr8bOnTtl3WwIgvBPyK1MEAThAWbPno1jx44B4JNZ1q5dK9ZgdCccx2Ht2rVYvXq1x9rnlZWV4eDBg1i6dKlHzk8QhG9BlkOCIAgP8Oabb2LFihUIDw9HfX09pk6d2i7t51544QW88cYbaGpqws0334xly5Z5/JoEQfgXpBwSBEEQBEEQIuRWJgiCIAiCIERIOSQIgiAIgiBESDkkCIIgCIIgREg5JAiCIAiCIERIOSQIgiAIgiBESDkkCIIgCIIgRP4/oypyxCzTy8wAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, - "execution_count": 20, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -429,43 +499,81 @@ "## Calculating synthetic photometry" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The [ReadModel](https://species.readthedocs.io/en/latest/species.read.html?highlight=ReadModel#species.read.read_model.ReadModel) class can also be used for calculating photometric fluxes and magnitudes. To do so, we create a new instance and set the `filter_name` argument to the [VLT/NACO M' filter](http://svo2.cab.inta-csic.es/svo/theory/fps/index.php?id=Paranal/NACO.Mp&&mode=browse&gname=Paranal&gname2=NACO#filter). This will automatically downloadd and addd the filter profile. " + ] + }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Adding filter: Paranal/NACO.Mp... [DONE]\n" + ] + } + ], "source": [ "read_model = species.ReadModel(model='drift-phoenix', filter_name='Paranal/NACO.Mp')" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We create again a dictionary with the parameters but now run the [get_flux](https://species.readthedocs.io/en/latest/species.read.html?highlight=ReadModel#species.read.read_model.ReadModel.get_flux) method, which returns the flux in W m-2 um-1." + ] + }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Flux density (W m-2 um-1) = 1.33e-17\n" + "Flux (W m-2 um-1) = 1.33e-17\n" ] } ], "source": [ "model_param = {'teff':1510., 'logg':4.1, 'feh':0.1, 'radius': 1., 'distance': 100.}\n", "flux = read_model.get_flux(model_param)\n", - "print(f'Flux density (W m-2 um-1) = {flux[0]:.2e}')" + "print(f'Flux (W m-2 um-1) = {flux[0]:.2e}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Since we provided a radius and distance, the emitted flux at the planet surface has been scaled by (radius/distance)$^2$." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Similarly, we can use the [get_magnitude](https://species.readthedocs.io/en/latest/species.read.html?highlight=ReadModel#species.read.read_model.ReadModel.get_magnitude) method to calculate the magnitude for the NACO M' filter. Note that the returned absolute magnitude is set to `None` if the parameter dictionary does not contain a radius and distance." ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "Downloading Vega spectrum (270 kB)... [DONE]\n", + "Adding Vega spectrum... [DONE]\n", "Apparent magnitude = 15.53\n", "Absolute magnitude = 10.53\n" ] @@ -476,6 +584,13 @@ "print(f'Apparent magnitude = {app_mag:.2f}')\n", "print(f'Absolute magnitude = {abs_mag:.2f}')" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As expected, at a distance of 100 pc, the difference between the apparent and absolute magnitude is 5." + ] } ], "metadata": { diff --git a/docs/tutorials/flux_magnitude.ipynb b/docs/tutorials/flux_magnitude.ipynb index 3bda1724..06ca9878 100644 --- a/docs/tutorials/flux_magnitude.ipynb +++ b/docs/tutorials/flux_magnitude.ipynb @@ -38,15 +38,18 @@ "output_type": "stream", "text": [ "Initiating species v0.3.1... [DONE]\n", + "Creating species_config.ini... [DONE]\n", "Database: /Users/tomasstolker/applications/species/docs/tutorials/species_database.hdf5\n", "Data folder: /Users/tomasstolker/applications/species/docs/tutorials/data\n", - "Working folder: /Users/tomasstolker/applications/species/docs/tutorials\n" + "Working folder: /Users/tomasstolker/applications/species/docs/tutorials\n", + "Creating species_database.hdf5... [DONE]\n", + "Creating data folder... [DONE]\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 1, @@ -77,7 +80,15 @@ "cell_type": "code", "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Adding filter: JWST/NIRCam.F115W... [DONE]\n" + ] + } + ], "source": [ "synphot = species.SyntheticPhotometry('JWST/NIRCam.F115W')" ] @@ -98,6 +109,8 @@ "name": "stdout", "output_type": "stream", "text": [ + "Downloading Vega spectrum (270 kB)... [DONE]\n", + "Adding Vega spectrum... [DONE]\n", "Flux (W m-2 um-1) = 4.08e-15 +/- 7.56e-16\n" ] } @@ -145,7 +158,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "As expected, we obtain again the magnitude that we start out with." + "As expected, we obtain again the magnitude that we started out with." ] }, { diff --git a/docs/tutorials/running_species.ipynb b/docs/tutorials/running_species.ipynb index 8b369a9d..867fe0be 100644 --- a/docs/tutorials/running_species.ipynb +++ b/docs/tutorials/running_species.ipynb @@ -11,7 +11,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "This tutorial shows what a typical workflow with *species* looks like. The colors and magnitudes of a few directly imaged objects are compared with the field dwarfs from the [Database of Ultracool Parallaxes](http://www.as.utexas.edu/~tdupuy/plx/Database_of_Ultracool_Parallaxes.html)." + "This tutorial shows what a typical workflow with [species](https://species.readthedocs.io/en/latest/species.html) looks like. We will compare the colors and magnitudes of a few directly imaged companions with those of field dwarfs from the [Database of Ultracool Parallaxes](http://www.as.utexas.edu/~tdupuy/plx/Database_of_Ultracool_Parallaxes.html)." ] }, { @@ -25,7 +25,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We start by importing the *species* toolkit." + "We start by importing the [species](https://species.readthedocs.io/en/latest/species.html) toolkit." ] }, { @@ -41,7 +41,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Next, the configuration file (*species_config.ini*) is read from the working folder. Since the file does not exist, it is created with default values for the path of the HDF5 database and the location where the external data is stored. The database and data folder are also created since this is the first time that we run *species* with the current configuration file. " + "Next, the [configuration file](https://species.readthedocs.io/en/latest/configuration.html) (*species_config.ini*) is read from the working folder. Since the file does not exist, it is created with default values for the path of the HDF5 database and the location where the external data is stored. The database and data folder are also created since this is the first time that we run [species](https://species.readthedocs.io/en/latest/species.html) with the current configuration file. " ] }, { @@ -54,15 +54,18 @@ "output_type": "stream", "text": [ "Initiating species v0.3.1... [DONE]\n", + "Creating species_config.ini... [DONE]\n", "Database: /Users/tomasstolker/applications/species/docs/tutorials/species_database.hdf5\n", "Data folder: /Users/tomasstolker/applications/species/docs/tutorials/data\n", - "Working folder: /Users/tomasstolker/applications/species/docs/tutorials\n" + "Working folder: /Users/tomasstolker/applications/species/docs/tutorials\n", + "Creating species_database.hdf5... [DONE]\n", + "Creating data folder... [DONE]\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -85,7 +88,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "A `Database` object is now created which can be used for importing data from the chosen data folder into the database." + "A [Database](https://species.readthedocs.io/en/latest/species.data.html#species.data.database.Database) object is now created, which can be used for importing data from the chosen data folder into the database." ] }, { @@ -101,7 +104,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The photometry and parallaxes from the Database of Ultracool Parallaxes are downloaded and added to the database." + "The photometric data and parallaxes from the [Database of Ultracool Parallaxes](http://www.as.utexas.edu/~tdupuy/plx/Database_of_Ultracool_Parallaxes.html) are downloaded and added to the database with the [add_photometry](https://species.readthedocs.io/en/latest/species.data.html#species.data.database.Database.add_photometry) method of [Database](https://species.readthedocs.io/en/latest/species.data.html#species.data.database.Database)." ] }, { @@ -113,6 +116,7 @@ "name": "stdout", "output_type": "stream", "text": [ + "Downloading Database of Ultracool Parallaxes (307 kB)... [DONE]\n", "Adding Database of Ultracool Parallaxes... [DONE]\n" ] } @@ -132,7 +136,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The distance and magnitudes of 51 Eri b, beta Pic b, and PZ Tel B are added to the database. This will automatically download the filter transmission profiles and a flux calibrated spectrum of Vega. These are required for the flux calibration of the magnitudes." + "A library of distances and magnitudes of directly imaged companions are available in the [species](https://species.readthedocs.io/en/latest/species.html) package (see [species.data.companions](https://github.com/tomasstolker/species/blob/master/species/data/companions.py)), which can be added to the [Database](https://species.readthedocs.io/en/latest/species.data.html#species.data.database.Database) with the [add_companion](https://species.readthedocs.io/en/latest/species.data.html#species.data.database.Database.add_companion) method (alternatively, photometric data of individual objects can be manually imported with [add_object](https://species.readthedocs.io/en/latest/species.data.html#species.data.database.Database.add_object)). In this example, we add the distance and magnitudes of 51 Eri b, beta Pic b, and PZ Tel B to the database. This will automatically download the filter profiles and a flux calibrated spectrum of Vega. These are required for the flux calibration of the companion magnitudes." ] }, { @@ -144,6 +148,16 @@ "name": "stdout", "output_type": "stream", "text": [ + "Downloading Vega spectrum (270 kB)... [DONE]\n", + "Adding Vega spectrum... [DONE]\n", + "Adding filter: MKO/NSFCam.J... [DONE]\n", + "Adding filter: MKO/NSFCam.H... [DONE]\n", + "Adding filter: MKO/NSFCam.K... [DONE]\n", + "Adding filter: Paranal/SPHERE.IRDIS_B_H... [DONE]\n", + "Adding filter: Paranal/SPHERE.IRDIS_D_H23_2... [DONE]\n", + "Adding filter: Paranal/SPHERE.IRDIS_D_K12_1... [DONE]\n", + "Adding filter: Keck/NIRC2.Lp... [DONE]\n", + "Adding filter: Keck/NIRC2.Ms... [DONE]\n", "Adding object: 51 Eri b\n", " - Distance (pc) = 29.78 +/- 0.12\n", " - MKO/NSFCam.J:\n", @@ -170,6 +184,16 @@ " - Keck/NIRC2.Ms:\n", " - Apparent magnitude = 16.10 +/- 0.50\n", " - Flux (W m-2 um-1) = 8.47e-18 +/- 4.04e-18\n", + "Adding filter: LCO/VisAO.Ys... [DONE]\n", + "Adding filter: Paranal/NACO.J... [DONE]\n", + "Adding filter: Gemini/NICI.ED286... [DONE]\n", + "Adding filter: Paranal/NACO.H... [DONE]\n", + "Adding filter: Paranal/NACO.Ks... [DONE]\n", + "Adding filter: Paranal/NACO.NB374... [DONE]\n", + "Adding filter: Paranal/NACO.Lp... [DONE]\n", + "Adding filter: Paranal/NACO.NB405... [DONE]\n", + "Adding filter: Paranal/NACO.Mp... [DONE]\n", + "Adding filter: Paranal/SPHERE.IRDIS_D_K12_2... [DONE]\n", "Adding object: beta Pic b\n", " - Distance (pc) = 19.75 +/- 0.13\n", " - LCO/VisAO.Ys:\n", @@ -205,6 +229,10 @@ " - Paranal/SPHERE.IRDIS_D_K12_2:\n", " - Apparent magnitude = 12.21 +/- 0.00\n", " - Flux (W m-2 um-1) = 4.92e-15 +/- 9.05e-18\n", + "Adding filter: Paranal/SPHERE.ZIMPOL_R_PRIM... [DONE]\n", + "Adding filter: Paranal/SPHERE.ZIMPOL_I_PRIM... [DONE]\n", + "Adding filter: Paranal/SPHERE.IRDIS_D_H23_3... [DONE]\n", + "Adding filter: Gemini/NIRI.H2S1v2-1-G0220... [DONE]\n", "Adding object: PZ Tel B\n", " - Distance (pc) = 47.13 +/- 0.13\n", " - Paranal/SPHERE.ZIMPOL_R_PRIM:\n", @@ -269,7 +297,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The colors and magnitudes are read from the database by first creating an object of `ReadColorMagnitude`." + "The colors and magnitudes from the [Database of Ultracool Parallaxes](http://www.as.utexas.edu/~tdupuy/plx/Database_of_Ultracool_Parallaxes.html) are read from the database in the working folder by first creating an instance of [ReadColorMagnitude](https://species.readthedocs.io/en/latest/species.read.html#species.read.read_color.ReadColorMagnitude)." ] }, { @@ -287,7 +315,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The data is read by selecting the object type of the isolated brown dwarfs." + "The data of the field dwarfs are now read with the [get_color_magnitude](https://species.readthedocs.io/en/latest/species.read.html#species.read.read_color.ReadColorMagnitude.get_color_magnitude) method. This returns a [ColorMagBox](https://species.readthedocs.io/en/latest/species.core.html#species.core.box.ColorMagBox) with the requested data." ] }, { @@ -303,7 +331,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "A list of directly imaged objects is created with the filter names for the colors and magnitudes." + "We also create a list with the color and magnitude filter names that we want to extract for the directly imaged companions." ] }, { @@ -328,7 +356,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The `ColorMagBox` object is provided in a list to `plot_color_magnitude`. The list with directly imaged objects are also included." + "We will now combine the selected data in a color-magnitude diagram. The [ColorMagBox](https://species.readthedocs.io/en/latest/species.core.html#species.core.box.ColorMagBox) is provided in a list to the [plot_color_magnitude](https://species.readthedocs.io/en/latest/species.plot.html#species.plot.plot_color.plot_color_magnitude) function. The list with directly imaged objects is provided as argument of `objects`. We also add a reddening vector to show how the color changes for a size distribution of enstatite grains with a geometric mean radius of 0.1 $\\mu$m and a J band extinction of 1 mag." ] }, { @@ -340,6 +368,14 @@ "name": "stdout", "output_type": "stream", "text": [ + "Downloading optical constants (87 kB)... [DONE]\n", + "Unpacking optical constants... [DONE]\n", + "Adding optical constants of MgSiO3... [DONE]\n", + "Adding optical constants of Fe... [DONE]\n", + "Downloading log-normal dust cross sections (231 kB)... [DONE]\n", + "Adding log-normal dust cross sections... [DONE]\n", + "Downloading power-law dust cross sections (231 kB)... [DONE]\n", + "Adding power-law dust cross sections... [DONE]\n", "Plotting color-magnitude diagram: color_mag.png... [DONE]\n" ] } @@ -347,8 +383,12 @@ "source": [ "species.plot_color_magnitude(boxes=[colorbox, ],\n", " objects=objects,\n", - " label_x='J - H [mag]',\n", - " label_y='M$_\\mathregular{J}$ [mag]',\n", + " reddening=[(('MKO/NSFCam.J', 'MKO/NSFCam.H'), ('MKO/NSFCam.J', 1.), 'MgSiO3', 0.1, (-0.8, 10.))],\n", + " label_x='J - H',\n", + " label_y='M$_\\mathregular{J}$',\n", + " xlim=(-1.2, 1.5),\n", + " ylim=(21., 8.),\n", + " offset=(-0.08, -0.08),\n", " companion_labels=True,\n", " field_range=('late M', 'late T'),\n", " legend=None,\n", @@ -369,7 +409,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "" ] diff --git a/docs/tutorials/spectral_library.ipynb b/docs/tutorials/spectral_library.ipynb index 33a70dfe..65119df2 100644 --- a/docs/tutorials/spectral_library.ipynb +++ b/docs/tutorials/spectral_library.ipynb @@ -11,7 +11,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In this tutorial, we will have a look at the L- and T-type spectra from the [IRTF library](http://irtfweb.ifa.hawaii.edu/~spex/IRTF_Spectral_Library/). We will obtain synthetic photometry and combine these together with the spectra in a plot" + "In this tutorial, we will have a look at some brown dwarf spectra from the [IRTF library](http://irtfweb.ifa.hawaii.edu/~spex/IRTF_Spectral_Library/). We will also calculate synthetic fluxes and combine the spectra and photometric fluxes in a plot." ] }, { @@ -25,7 +25,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We start by importing *species* and initiating the database with the `SpeciesInit` class." + "We start by importing [species](https://species.readthedocs.io/en/latest/species.html) and initiating the database with the [SpeciesInit](https://species.readthedocs.io/en/latest/species.core.html#species.core.setup.SpeciesInit) class." ] }, { @@ -37,7 +37,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Initiating species v0.1.4... [DONE]\n", + "Initiating species v0.3.1... [DONE]\n", "Creating species_config.ini... [DONE]\n", "Database: /Users/tomasstolker/applications/species/docs/tutorials/species_database.hdf5\n", "Data folder: /Users/tomasstolker/applications/species/docs/tutorials/data\n", @@ -49,7 +49,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 1, @@ -73,7 +73,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "A `Database` object is created, which is used for adding data to the database." + "Next, we create an instance of [Database](https://species.readthedocs.io/en/latest/species.data.html#species.data.database.Database), which is used for adding data to the database." ] }, { @@ -89,7 +89,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We now will now add the spectral library to the database. For IRTF spectra, we can set the spectral types that we want to download and add to the database. The parallax will be queried from [SIMBAD](http://simbad.u-strasbg.fr/simbad/) and several [VizieR](https://vizier.u-strasbg.fr/viz-bin/VizieR) catalogs. A warning will be printed in case no parallax can be retrieved in which case a `NaN` is stored as distance. Therefore, computing an absolute, synthetic magnitude from these spectra will not be possible." + "We will now download and add the spectral library. For [IRTF](http://irtfweb.ifa.hawaii.edu/~spex/IRTF_Spectral_Library/) spectra, we can set the spectral types that we want to use. The parallax will be queried from [SIMBAD](http://simbad.u-strasbg.fr/simbad/) and several [VizieR](https://vizier.u-strasbg.fr/viz-bin/VizieR) catalogs. A warning will be printed in case no parallax can be retrieved and a `NaN` is stored. Therefore, computing an absolute, synthetic magnitude from these spectra will not be possible." ] }, { @@ -111,20 +111,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/tomasstolker/.pyenv/versions/3.6.0/envs/general3.6/lib/python3.6/site-packages/astroquery/simbad/core.py:138: UserWarning: Warning: The script line number 3 raised an error (recorded in the `errors` attribute of the result table): 'DENIS-P 025503.3-470049.0': this identifier has an incorrect format for catalog: \tDENIS : Deep Near-Infrared Survey\n", + "/Users/tomasstolker/.pyenv/versions/3.6.10/envs/general3.6/lib/python3.6/site-packages/astroquery/simbad/core.py:138: UserWarning: Warning: The script line number 3 raised an error (recorded in the `errors` attribute of the result table): 'DENIS-P 025503.3-470049.0' this identifier has an incorrect format for catalog: \tDENIS : Deep Near-Infrared Survey\n", " (error.line, error.msg))\n", - "/Users/tomasstolker/applications/species/species/util/query_util.py:306: UserWarning: No parallax was found for DENIS-P 025503.3-470049.0 so storing a NaN value.\n", - " warnings.warn(f'No parallax was found for {target} so storing a NaN value.')\n", - "/Users/tomasstolker/.pyenv/versions/3.6.0/envs/general3.6/lib/python3.6/site-packages/astroquery/simbad/core.py:138: UserWarning: Warning: The script line number 3 raised an error (recorded in the `errors` attribute of the result table): Identifier not found in the database : 2MASS J05591915-1404489\n", - " (error.line, error.msg))\n", - "/Users/tomasstolker/applications/species/species/util/query_util.py:306: UserWarning: No parallax was found for 2MASS J05591915-1404489 so storing a NaN value.\n", - " warnings.warn(f'No parallax was found for {target} so storing a NaN value.')\n" + "/Users/tomasstolker/.pyenv/versions/3.6.10/envs/general3.6/lib/python3.6/site-packages/astroquery/simbad/core.py:138: UserWarning: Warning: The script line number 3 raised an error (recorded in the `errors` attribute of the result table): Identifier not found in the database : 2MASS J05591915-1404489\n", + " (error.line, error.msg))\n" ] } ], "source": [ - "database.add_spectrum(spec_library='irtf',\n", - " sptypes=['L', 'T'])" + "database.add_spectrum(spec_library='irtf', sptypes=['L', 'T'])" ] }, { @@ -138,7 +133,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We read the data of the spectral library from the database with the `ReadSpectrum` class. The full spectra are read when `filter_name` is set to `None`." + "To read the spectra from the database, we first create an instance of [ReadSpectrum](https://species.readthedocs.io/en/latest/species.read.html#species.read.read_spectrum.ReadSpectrum). The full spectra are read if the argument of `filter_name` is set to `None`." ] }, { @@ -147,15 +142,14 @@ "metadata": {}, "outputs": [], "source": [ - "read_spectrum = species.ReadSpectrum(spec_library='irtf',\n", - " filter_name=None)" + "read_spectrum = species.ReadSpectrum(spec_library='irtf', filter_name=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The spectra are extracted with the `get_spectrum` function by setting the spectral types that we want to use." + "The spectra are extracted with the [get_spectrum](https://species.readthedocs.io/en/latest/species.read.html#species.read.read_spectrum.ReadSpectrum.get_spectrum) method and by providing a list of spectral types as argument for `sptypes`." ] }, { @@ -167,6 +161,13 @@ "specbox = read_spectrum.get_spectrum(sptypes=['L0', 'L1'])" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The method returns a [SpectrumBox](https://species.readthedocs.io/en/latest/species.core.html#species.core.box.SpectrumBox) with the requested data." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -178,7 +179,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Let's have a look at the attributes that are stored in the `SpectrumBox` that was created by the `get_spectrum` function. Among others, it contains the spectrum, original names (from the IRTF library) and SIMBAD names, and distances." + "Let's have a look at the attributes that are stored in the [SpectrumBox](https://species.readthedocs.io/en/latest/species.core.html#species.core.box.SpectrumBox) by using the [open_box](https://species.readthedocs.io/en/latest/species.core.html#species.core.box.Box.open_box) method, which can be used on any of the [Box](https://species.readthedocs.io/en/latest/species.core.html#species.core.box.Box) objects. Among others, it contains the spectrum, the original names (from the IRTF library) and SIMBAD names, and the distances." ] }, { @@ -214,9 +215,9 @@ " '2MASS J14392836+1929149']\n", "simbad = ['LSPM J0746+2000' '2MASSW J0208183+254253' '2MASS J14392836+1929149']\n", "sptype = ['L0' 'L1' 'L1']\n", - "distance = [[11.60092807 0.62084304]\n", - " [23.65777607 0.35139512]\n", - " [14.36781609 0.1032224 ]]\n", + "distance = [[array([12.33045623]) array([0.13685299])]\n", + " [23.6577760744179 0.3513951187454545]\n", + " [array([14.36781609]) array([0.1032224])]]\n", "spec_library = irtf\n" ] } @@ -236,7 +237,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Similarly, we use the `ReadSpectrum` class to obtain synthetic photometry. In this case, we set the `filter_name` to the required tag from the [SVO Filter Profile Service](http://svo2.cab.inta-csic.es/svo/theory/fps/)." + "To calculate synthetic fluxes, we use again the [ReadSpectrum](https://species.readthedocs.io/en/latest/species.read.html#species.read.read_spectrum.ReadSpectrum) class but we now also set the argument of `filter_name` to a filter as listed by the [SVO Filter Profile Service](http://svo2.cab.inta-csic.es/svo/theory/fps/). In this example, use an H-band filter from the MKO system." ] }, { @@ -253,15 +254,14 @@ } ], "source": [ - "read_spectrum = species.ReadSpectrum(spec_library='irtf',\n", - " filter_name='MKO/NSFCam.H')" + "read_spectrum = species.ReadSpectrum(spec_library='irtf', filter_name='MKO/NSFCam.H')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "We now use the `get_flux` function with again selecting the L0- and L1-type spectra from the database." + "The flux is now calculated with the [get_flux](https://species.readthedocs.io/en/latest/species.read.html#species.read.read_spectrum.ReadSpectrum.get_flux) method by again selecting the L0- and L1-type objects." ] }, { @@ -273,6 +273,40 @@ "photbox = read_spectrum.get_flux(sptypes=['L0', 'L1'])" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's have a look at the content of the returned [PhotometryBox](https://species.readthedocs.io/en/latest/species.core.html#species.core.box.SpectrumBox)." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Opening PhotometryBox...\n", + "name = ['2MASS J07464256+2000321' '2MASS J02081833+2542533'\n", + " '2MASS J14392836+1929149']\n", + "sptype = ['L0' 'L1' 'L1']\n", + "wavelength = [1.6298258 1.6298258 1.6298258]\n", + "flux = [[4.58844219e-14 7.93780134e-18]\n", + " [6.09467692e-15 6.50521295e-18]\n", + " [1.75018623e-14 5.67693247e-18]]\n", + "app_mag = None\n", + "abs_mag = None\n", + "filter_name = ['MKO/NSFCam.H' 'MKO/NSFCam.H' 'MKO/NSFCam.H']\n" + ] + } + ], + "source": [ + "photbox.open_box()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -284,12 +318,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Now that we have created a `SpectrumBox` and `PhotometryBox`, we pass them to the `plot_spectrum` function." + "Now that we have created a [SpectrumBox](https://species.readthedocs.io/en/latest/species.core.html#species.core.box.SpectrumBox) and [PhotometryBox](https://species.readthedocs.io/en/latest/species.core.html#species.core.box.PhotometryBox), we pass them to the [plot_spectrum](https://species.readthedocs.io/en/latest/species.plot.html#species.plot.plot_spectrum.plot_spectrum) function." ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -307,8 +341,8 @@ " filters=['MKO/NSFCam.J', 'MKO/NSFCam.H', 'MKO/NSFCam.Ks'],\n", " xlim=(0.9, 2.5),\n", " ylim=(0., 8.5e-14),\n", - " offset=(-0.1, -0.045),\n", - " legend=(0.65, 0.75),\n", + " offset=(-0.1, -0.04),\n", + " legend={'loc':'upper right', 'frameon': False, 'fontsize': 11.},\n", " figsize=(8, 4),\n", " output='spectrum.png')" ] @@ -317,22 +351,22 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Let's have a look at the result! While the uncertainties are propagated with the synthetic photometry, the error bars are smaller than the plotted markers. The horizontal \"error bars\" of the fluxes indicate the FWHM of the filter profile." + "Let's have a look at the result! The uncertainties on the spectrum have been propagated into the synthetic flux but the error bars are smaller than the plotted markers. The horizontal \"error bars\" of the fluxes indicate the FWHM of the filter profile." ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -359,7 +393,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.0" + "version": "3.6.10" } }, "nbformat": 4, diff --git a/docs/tutorials/synthetic_photometry.ipynb b/docs/tutorials/synthetic_photometry.ipynb index 7c7dd3b9..8e4c85f5 100644 --- a/docs/tutorials/synthetic_photometry.ipynb +++ b/docs/tutorials/synthetic_photometry.ipynb @@ -57,15 +57,18 @@ "output_type": "stream", "text": [ "Initiating species v0.3.1... [DONE]\n", + "Creating species_config.ini... [DONE]\n", "Database: /Users/tomasstolker/applications/species/docs/tutorials/species_database.hdf5\n", "Data folder: /Users/tomasstolker/applications/species/docs/tutorials/data\n", - "Working folder: /Users/tomasstolker/applications/species/docs/tutorials\n" + "Working folder: /Users/tomasstolker/applications/species/docs/tutorials\n", + "Creating species_database.hdf5... [DONE]\n", + "Creating data folder... [DONE]\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -99,7 +102,7 @@ { "data": { "text/plain": [ - "('data/plnt_Jupiter.txt', )" + "('data/plnt_Jupiter.txt', )" ] }, "execution_count": 3, @@ -165,6 +168,7 @@ "name": "stdout", "output_type": "stream", "text": [ + "Adding filter: MKO/NSFCam.J... [DONE]\n", "Plotting spectrum: spectrum.png... [DONE]\n" ] } @@ -172,7 +176,7 @@ "source": [ "species.plot_spectrum(boxes=[spec_box, ],\n", " filters=['MKO/NSFCam.J'],\n", - " xlim=(0.75, 2.),\n", + " xlim=(0.75, 1.8),\n", " ylim=(-1e-9, 1.7e-8),\n", " offset=(-0.1, -0.05),\n", " figsize=(8., 4.),\n", @@ -186,7 +190,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "" ] @@ -240,7 +244,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Flux (W m-2 um-1) = 1.80e-09 +/- 8.54e-14\n" + "Flux (W m-2 um-1) = 1.80e-09 +/- 9.37e-14\n" ] } ], @@ -265,7 +269,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "Apparent magnitude = 0.59 +/- 5.32e-05\n" + "Downloading Vega spectrum (270 kB)... [DONE]\n", + "Adding Vega spectrum... [DONE]\n", + "Apparent magnitude = 0.59 +/- 5.22e-05\n" ] } ], diff --git a/species/plot/plot_color.py b/species/plot/plot_color.py index 4ad289f7..f54ef898 100644 --- a/species/plot/plot_color.py +++ b/species/plot/plot_color.py @@ -69,12 +69,14 @@ def plot_color_magnitude(boxes: list, to None. companion_labels : bool Plot labels with the names of the directly imaged companions. - reddening : list(tuple(str, str, str, float, str, float, tuple(float, float)), None + reddening : list(tuple(tuple(str, str), tuple(str, float), str, float, tuple(float, float)), None Include reddening arrows by providing a list with tuples. Each tuple contains the filter - names for the color, the filter name for the magnitude, the particle radius (um), and the - start position (color, mag) of the arrow in the plot, so (filter_color_1, filter_color_2, - filter_mag, composition, radius, (x_pos, y_pos)). The composition can be either 'Fe' or - 'MgSiO3' (both with crystalline structure). The parameter is not used if set to ``None``. + names for the color, the filter name and value of the magnitude, the particle radius (um), + and the start position (color, mag) of the arrow in the plot, so ``((filter_color_1, + filter_color_2), (filter_mag, mag_value), composition, radius, (x_pos, y_pos))``. The + composition can be either ``'Fe'`` or ``'MgSiO3'`` (both with crystalline structure). Both + ``xlim`` and ``ylim`` need to be set for the correct rotation of the reddening label. The + parameter is not used if set to ``None``. field_range : tuple(str, str), None Range of the discrete colorbar for the field dwarfs. The tuple should contain the lower and upper value ('early M', 'late M', 'early L', 'late L', 'early T', 'late T', 'early Y). diff --git a/species/read/read_filter.py b/species/read/read_filter.py index ede845ac..65b40552 100644 --- a/species/read/read_filter.py +++ b/species/read/read_filter.py @@ -3,6 +3,7 @@ """ import os +import warnings import configparser from typing import Union, Tuple @@ -167,6 +168,15 @@ def detector_type(self) -> str: with h5py.File(self.database, 'r') as h5_file: dset = h5_file[f'filters/{self.filter_name}'] - det_type = dset.attrs['det_type'] + + if 'det_type' in dset.attrs: + det_type = dset.attrs['det_type'] + + else: + warnings.warn('Detector type not found. The database was probably created ' + 'before the detector type was introduced in species (v0.3.1). ' + 'Assuming an energy-counting detector.') + + det_type = 'energy' return det_type