{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Import" ] }, { "cell_type": "code", "execution_count": 703, "metadata": {}, "outputs": [], "source": [ "import sys\n", "sys.path.append('../platypos_package/')\n", "from Planet_class_LoFo14 import planet_LoFo14\n", "#from Planet_class_MESA import planet_MESA\n", "from read_in_PLATYPOS_population_results import read_results_file, read_in_PLATYPOS_results, read_in_PLATYPOS_results_dataframe, read_in_host_star_parameters\n", "import keplers_3rd_law as kepler3\n", "\n", "import importlib\n", "import get_ExoplanetEU_data as exoEU\n", "importlib.reload(sys.modules['get_ExoplanetEU_data'])\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import os\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "import matplotlib.style\n", "import matplotlib as mpl\n", "import matplotlib.ticker as ticker\n", "import math\n", "import seaborn as sns\n", "from cycler import cycler\n", "mpl.rcParams['axes.prop_cycle'] = cycler(color='bgrcmyk')\n", "matplotlib.rcParams.update({'font.size': 18, 'legend.fontsize': 14})\n", "mpl.rcParams['axes.linewidth'] = 1.1 #set the value globally\n", "from matplotlib.ticker import ScalarFormatter, FormatStrFormatter, FuncFormatter\n", "import matplotlib.patheffects as pe\n", "from matplotlib.colors import LogNorm\n", "from matplotlib.pyplot import cm\n", "import astropy.units as u\n", "from astropy import constants as const\n", "from astropy.table import Table\n", "from tqdm import tqdm, tnrange, tqdm_notebook # for progress bar\n", "from scipy.integrate import simps, trapz, cumtrapz\n", "from astroquery.nasa_exoplanet_archive import NasaExoplanetArchive\n", "from PyAstronomy import pyasl\n", "\n", "\n", "Myr_to_sec = 1e6*365*86400\n", "ME = const.M_earth.cgs.value\n", "RE = const.R_earth.cgs.value\n", "ME_to_MJ = (const.M_earth/const.M_jup).value\n", "RE_to_RJ = (const.R_earth/const.R_jup).value\n", "RJ_to_RE = (const.R_jup/const.R_earth).value\n", "MJ_to_ME = (const.M_jup/const.M_earth).value\n", "\n", "p = \"../supplementary_files/\"\n", "# Tu et al. (2015) model tracks\n", "blue = pd.read_csv(p+'Lx_blue_track.csv', header=None).sort_values(0)\n", "red = pd.read_csv(p+'Lx_red_track.csv', header=None).sort_values(0)\n", "green = pd.read_csv(p+'Lx_green_track.csv', header=None).sort_values(0).reset_index(drop=True)\n", "# Lx sample Jackson et al. (2012)\n", "jack = pd.read_csv(p+\"Jackson2012_Lx_clean.csv\")\n", "vanEylen = pd.read_csv(p+\"planet_radius_gap_data_clean.csv\")\n", "vanEylen[\"a\"] = kepler3.get_a_from_period(vanEylen[\"masses\"].values, vanEylen[\"periods\"].values)\n", "df_eu, P_eu, R_eu, a_eu = exoEU.get_ExoplanetEU_data()\n", "P_eu_grid, R_eu_grid, prob_density = exoEU.gaussian_kernel_density_estimation(P_eu, R_eu, baseX=3, baseY=2)\n", "\n", "df_OwWu17 = pd.read_csv(\"../supplementary_files/OwWu17_valley.csv\", header=None, names=[\"P\", \"R\"])\n", "P_OwWu17, R_OwWu17 = df_OwWu17[\"P\"], df_OwWu17[\"R\"]\n", "\n", "def vanEy_valley(P):\n", " return 10**(-0.09*np.log10(P)+0.37)\n", "\n", "# for finding the models within the gap!\n", "def vanEy_valley_radius_boarders(P):\n", " \"\"\" boarders of the radius gap as definied in van Eylen et al. 201X \"\"\"\n", " m = -0.09\n", " alow = 0.29#+0.04 −0.03 and \n", " aupp = 0.44#0.04−0.03,\n", " return 10**(m*np.log10(P)+alow), 10**(m*np.log10(P)+aupp)\n", "\n", "def Mordasini_bare_core_mass(a):\n", " return 5.82*(a/0.1)**(-1.05)\n", "\n", "def Mordasini_bare_core_radius(a):\n", " return 1.67*(a/0.1)**-0.28" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Read in results" ] }, { "cell_type": "code", "execution_count": 594, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total # of planet folders = 5000\n", "Non-empty folders: 5000\n", "\n", "Total number of planets to analyze: 5000\n", "Total # of planet folders = 5000\n", "Non-empty folders: 5000\n", "CPU times: user 37.7 s, sys: 354 ms, total: 38 s\n", "Wall time: 38 s\n" ] } ], "source": [ "%%time\n", "N_tracks = 1\n", "path_to_results = \"./result_files_OwWu17_smass_cks_lowerLx_Mcore3_3Gyr/\"\n", "path_to_results = \"./result_files_OwWu17_smass_OwWu_Mcore3_3Gyr/\"\n", "path_to_results = \"./result_files_OwWu17_smass_cks_Mcore5_3Gyr/\"\n", "path_to_results = \"./result_files_OwWu17_smass_cks_Mcore3_5Gyr/\"\n", "\n", "#planet_df_dict, planet_init_df, tracks_dict = read_in_PLATYPOS_results(path_to_results, N_tracks)\n", "# Now I have all info for analyzing the results!\n", "\n", "planet_all_df, tracks_dict = read_in_PLATYPOS_results_dataframe(path_to_results, N_tracks)\n", "star_df = read_in_host_star_parameters(path_to_results)\n", "\n", "# read in data as arrays\n", "# read in the results as arrays\n", "M_init, R_init = planet_all_df[\"mass\"], planet_all_df[\"radius\"]\n", "M_core = planet_all_df[\"core_mass\"]\n", "fenv_init = planet_all_df[\"fenv\"]\n", "M_final, R_final = planet_all_df[\"M1\"], planet_all_df[\"R1\"]\n", "a_arr = planet_all_df[\"a\"]\n" ] }, { "cell_type": "code", "execution_count": 621, "metadata": {}, "outputs": [], "source": [ "# if Platypos is done:\n", "planet_all_df[\"period\"] = get_period_from_a(star_df[\"mass_star\"].values, planet_all_df[\"a\"].values)\n", "planet_all_df[\"fenv_final\"] = ((planet_all_df[\"M1\"]-planet_all_df[\"core_mass\"])/planet_all_df[\"M1\"])*100 # M_env/M_tot\n", "# get fraction of envelope lost (fenv_init-fenv_final)/fenv_init\n", "planet_all_df[\"frac_of_env_lost\"] = (planet_all_df[\"mass\"]-planet_all_df[\"M1\"])/(planet_all_df[\"mass\"]-planet_all_df[\"core_mass\"])\n", "P_arr = planet_all_df[\"period\"]" ] }, { "cell_type": "code", "execution_count": 596, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(9,4.5))\n", "ax.set_title(\"Initial mass and core-mass distribution\")\n", "\n", "# 1D KDE\n", "#LogMin, LogMax = np.log10(M_core.min()),np.log10(M_core.max())\n", "#newBins = np.logspace(LogMin, LogMax, 50)\n", "\n", "b = np.linspace(M_core.min(), M_init.max(), 50, endpoint=True)\n", "\n", "sns.distplot(M_core, hist=True, \n", " kde=True,\n", " norm_hist = True,\n", " color = 'red', \n", " hist_kws={'edgecolor':'black', \"alpha\":0.3},\n", " kde_kws={'linewidth': 4, \"bw\":0.5},\n", " ax=ax,\n", " label=\"core mass\", \n", " bins=b)\n", " #bins=newBins)\n", "\n", "\n", "#ax.set_xscale('log') \n", "ax.xaxis.set_major_formatter(ticker.StrMethodFormatter('{x:.1f}'))\n", "#ax.set_xticks([0.0, 0.1, 1.0, 3.0, 5.0, 10.0])\n", "#ax.set_xlim(left=2.5)\n", "\n", "sns.distplot(M_init, hist=True, \n", " kde=True,\n", " norm_hist = True,\n", " color = 'blue',\n", " hist_kws={'edgecolor':'black', \"alpha\":0.3},\n", " kde_kws={'linewidth': 4, \"bw\": 0.5},\n", " ax=ax,\n", " label=\"initial mass\",\n", " bins=b)\n", " #bins=newBins,)\n", "\n", "ax.set_xlabel(\"Planetary mass [M$_\\oplus$]\")\n", "ax.legend(loc=\"upper right\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 597, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(9,4.5))\n", "ax.set_title(\"f_env distribution\")\n", "\n", "# 1D KDE\n", "# LogMin, LogMax = np.log10(planet_all_df[\"fenv_final\"].min()),np.log10(fenv_init.max())\n", "# newBins = np.logspace(LogMin, LogMax, 50)\n", "\n", "newBins = np.linspace(planet_all_df[\"fenv_final\"].min(), fenv_init.max(), 50, endpoint=True)\n", "\n", "sns.distplot(fenv_init, hist=True, \n", " bins=newBins,\n", " kde=False,\n", " norm_hist = True,\n", " color = 'darkblue', \n", " hist_kws={'edgecolor':'black'},\n", " kde_kws={'linewidth': 4, \"bw\":0.3},\n", " ax=ax,\n", " label=\"initial fenv\",)\n", "\n", "sns.distplot(planet_all_df[\"fenv_final\"], hist=True, \n", " bins=newBins,\n", " kde=False,\n", " norm_hist = True,\n", " color = 'red', \n", " hist_kws={'edgecolor':'black'},\n", " kde_kws={'linewidth': 4, \"bw\":0.3},\n", " ax=ax,\n", " label=\"final fenv\",)\n", "\n", "#ax.set_xscale('log') \n", "ax.xaxis.set_major_formatter(ticker.StrMethodFormatter('{x:.2f}'))\n", "#ax.set_xticks([0.0, 0.1, 1.0, 3.0, 5.0, 10.0])\n", "#ax.set_xlim(left=2.5)\n", "ax.set_xlabel(\"Envelope mass fraction f\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 410, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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acore_massfenvmassradiusmetallicityaget1R1M1track1periodfenv_finalfrac_of_env_lost
planet_07880.1576970.8131527.5713460.8797629.062638solarZ1.092.130.9496050.813152False23.1570520.0000001.000000
planet_44040.2395451.96265020.4035292.46575012.487481solarZ1.03003.604.0145862.139367False40.7110740.0826020.917398
planet_18670.1155391.7693664.9862761.8622216.720798solarZ1.0625.901.1533321.769366False14.7788330.0000001.000000
planet_42190.2769801.72928712.8801121.98495110.050758solarZ1.03007.003.3245981.822463False49.7142370.0511260.948874
planet_00770.3741334.7454195.5523115.0243895.818862solarZ1.03006.003.2262315.010534False79.5284350.0529120.947088
\n", "
" ], "text/plain": [ " a core_mass fenv mass radius metallicity \\\n", "planet_0788 0.157697 0.813152 7.571346 0.879762 9.062638 solarZ \n", "planet_4404 0.239545 1.962650 20.403529 2.465750 12.487481 solarZ \n", "planet_1867 0.115539 1.769366 4.986276 1.862221 6.720798 solarZ \n", "planet_4219 0.276980 1.729287 12.880112 1.984951 10.050758 solarZ \n", "planet_0077 0.374133 4.745419 5.552311 5.024389 5.818862 solarZ \n", "\n", " age t1 R1 M1 track1 period fenv_final \\\n", "planet_0788 1.0 92.13 0.949605 0.813152 False 23.157052 0.000000 \n", "planet_4404 1.0 3003.60 4.014586 2.139367 False 40.711074 0.082602 \n", "planet_1867 1.0 625.90 1.153332 1.769366 False 14.778833 0.000000 \n", "planet_4219 1.0 3007.00 3.324598 1.822463 False 49.714237 0.051126 \n", "planet_0077 1.0 3006.00 3.226231 5.010534 False 79.528435 0.052912 \n", "\n", " frac_of_env_lost \n", "planet_0788 1.000000 \n", "planet_4404 0.917398 \n", "planet_1867 1.000000 \n", "planet_4219 0.948874 \n", "planet_0077 0.947088 " ] }, "execution_count": 410, "metadata": {}, "output_type": "execute_result" } ], "source": [ "planet_all_df.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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star_idmass_starradius_starageLbolLx_age
planet_0788star_age1.0_mass0.980.975658None1.01.01.969050e+29
planet_4404star_age1.0_mass1.111.106452None1.01.02.270353e+29
planet_1867star_age1.0_mass0.940.942110None1.01.01.892574e+29
planet_4219star_age1.0_mass1.151.147050None1.01.02.364835e+29
planet_0077star_age1.0_mass1.101.104660None1.01.02.266191e+29
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" ], "text/plain": [ " star_id mass_star radius_star age Lbol \\\n", "planet_0788 star_age1.0_mass0.98 0.975658 None 1.0 1.0 \n", "planet_4404 star_age1.0_mass1.11 1.106452 None 1.0 1.0 \n", "planet_1867 star_age1.0_mass0.94 0.942110 None 1.0 1.0 \n", "planet_4219 star_age1.0_mass1.15 1.147050 None 1.0 1.0 \n", "planet_0077 star_age1.0_mass1.10 1.104660 None 1.0 1.0 \n", "\n", " Lx_age \n", "planet_0788 1.969050e+29 \n", "planet_4404 2.270353e+29 \n", "planet_1867 1.892574e+29 \n", "planet_4219 2.364835e+29 \n", "planet_0077 2.266191e+29 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "star_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Tutorial: How to handle the output" ] }, { "cell_type": "code", "execution_count": 343, "metadata": {}, "outputs": [], "source": [ "# print(\"\\nExample\")\n", "# print(planet_all_df.iloc[:,0:7][:3])\n", "# print(\"\\na_arr = \", planet_all_df[\"a\"].values[:5])\n", "# print(\"M_init_arr = \", planet_all_df[\"mass\"].values[:5]/MJ_to_ME)\n", "\n", "# # AND I can easily put conditions on the initial planet parameters and get the corresponding planet names\n", "# mask_coremass0 = planet_all_df[\"core_mass\"]==0.\n", "# mask_coremass10 = planet_all_df[\"core_mass\"]==10.\n", "# mask_coremass25 = planet_all_df[\"core_mass\"]==25.\n", "\n", "# mask_a0dot07 = planet_all_df[\"a\"]==0.07\n", "\n", "# print(\"\\nPlanets with core mass 0 = \", len(planet_all_df[mask_coremass0]))\n", "# print(\"Planets with core mass 10 = \", len(planet_all_df[mask_coremass10]))\n", "# print(\"Planets with core mass 25 = \", len(planet_all_df[mask_coremass25]))\n", "\n", "# print(\"Planets with a=0.07 au = \", len(planet_all_df[mask_a0dot07]))\n", "# print(\"\\n\")\n", "\n", "# # how to access the tracks_dict entries\n", "# # print([a_tuple[2] for a_tuple in tracks_dict['planet_367']])\n", "# # print([a_tuple[1] for a_tuple in tracks_dict['planet_367'] if a_tuple[2]==False])\n", "# # print([a_tuple[0] for a_tuple in tracks_dict['planet_367'] if a_tuple[2]==False])\n", "\n", "# print(\"\\nEvolved off?\")\n", "# for col in planet_all_df.columns[-6:]:\n", "# print(\"Planets which have evolved off on \"+ col +\": \", sum(planet_all_df[col]==True)) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CKS sample" ] }, { "cell_type": "code", "execution_count": 234, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2025\n", "1298\n", "1290\n", "1074\n", "1017\n", "983\n", "921\n" ] } ], "source": [ "###############################################################################################################\n", "# get dataset from CKS (California-Kepler-Survey): https://california-planet-search.github.io/cks-website/ \n", "# column explanations: https://www.astro.caltech.edu/~howard/cks/column-definitions.txt)\n", "df_cks_orig = pd.read_csv(\"../supplementary_files/cks_physical_merged.csv\")\n", "print(len(df_cks_orig))\n", "df_cks = df_cks_orig.copy()\n", "# sample selection based on Fulton 2017\n", "mask_confirmed = df_cks[\"koi_disposition\"] == \"CONFIRMED\" # only select confirmed planets\n", "df_cks = df_cks[mask_confirmed]\n", "print(len(df_cks))\n", "# restrict sample to only the magnitudelimited portion of the larger CKS sample (Kp <14.2):\n", "mask_magnitude = df_cks[\"kic_kmag\"] < 14.2\n", "df_cks = df_cks[mask_magnitude]\n", "print(len(df_cks))\n", "# planet-to-star radius ratio (R_pl/R_star) becomes uncertain at high impact parameters (b) due to degeneracies with limbdarkening. \n", "# excluded KOIs with b > 0.7 to minimize the impact of grazing geometries.\n", "mask_impactparam = df_cks[\"koi_impact\"] <= 0.7\n", "df_cks = df_cks[mask_impactparam]\n", "print(len(df_cks))\n", "# remove planets with orbital periods longer than 100 days in order to avoid domains of low completeness \n", "# (especially for planets smaller than about 4 R_earth) and low transit probability.\n", "mask_period = df_cks[\"koi_period\"] <= 100.\n", "df_cks = df_cks[mask_period]\n", "print(len(df_cks))\n", "# also excised planets orbiting evolved stars since they have somewhat lower detectability and less certain radii. \n", "# implemented using an ad hoc temperature-dependent stellar radius filter:\n", "mask_evolved = df_cks[\"koi_srad\"] <= 10**(0.00025*(df_cks[\"koi_steff\"]-5500)+0.20)\n", "df_cks = df_cks[mask_evolved]\n", "print(len(df_cks))\n", "# also restrict sample to planets orbiting stars within the temperature range where we can extract precise stellar parameters \n", "# from our high-resolution optical spectra (6500–4700 K).\n", "mask_temperature = (df_cks[\"koi_steff\"] >= 4700) & (df_cks[\"koi_steff\"] <= 6500)\n", "df_cks = df_cks[mask_temperature]\n", "print(len(df_cks))\n", "\n", "# drop columns which have missing stellar mass, planetary radius, semi-major axis or period\n", "df_cks = df_cks.dropna(axis=0, how=\"any\", subset=[\"koi_sma\", \"koi_period\", \"koi_smass\", \"koi_prad\"])\n", "df_cks.reset_index(inplace=True)\n", "\n", "# # inflate uncertainties on the histogram bin heights by the scaling factors to account for completeness\n", "# # corrections -> stellar properties of planet-hosting stars come from a different source and have higher \n", "# # precision than the stellar properties for the full set of Kepler stars\n", "# df_R_bin_scaling = pd.read_csv(\"../supplementary_files/Fulton_Radius_correction.csv\", sep=\"\\s+\", header=None, names=[\"bin\", \"factor\"])\n", "# df_R_bin_scaling[\"bin_left\"] = np.zeros(len(df_R_bin_scaling))\n", "# df_R_bin_scaling[\"bin_right\"] = np.zeros(len(df_R_bin_scaling))\n", "\n", "# for index in df_R_bin_scaling.index:\n", "# # Select rpw by index position using iloc[]\n", "# bin_range = df_R_bin_scaling[\"bin\"].iloc[index].split(\"–\")\n", "# df_R_bin_scaling.loc[index, \"bin_left\"] = float(bin_range[0])\n", "# df_R_bin_scaling.loc[index, \"bin_right\"] = float(bin_range[1])\n", "# factor = df_R_bin_scaling[\"factor\"].iloc[index]\n", "\n", "# df_R_bin_scaling.head() " ] }, { "cell_type": "code", "execution_count": 131, "metadata": {}, "outputs": [ { "data": { "image/png": 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t3xMRJ4H3Al8G9lAdAz0FXM3Mc5l5fnDcTEutoSY5XOAhA2k6kS1uRdu77VtbW6ytrbVWjqZs7y4bmHbn96S29Xo91tfXAdYzs1cyD+8wkqQCBk9JKmDwlKQCBk9JKmDwlKQCBk9JKmDwlKQCBk9JKmDwlKQCBk9JKmA3HGOwlSJJg8w8JamAmecEbMhC0jYzT0kqYPCUpAIGT0kqYPCUpAIGT0kqYPCUpAIGT0kqYPCUpAIGT0kq4B1Gas24bQZ4Z5e6yMxTkgqYeWruxs0kbc1KXWbmKUkFDJ6SVMDgKUkFDJ6SVKA4eEbExyLiuYjYjIiNiDgeEaci4kSTBZSkLioKnhGxATyYmUcz84PAXcC+zDwC7I2Iww2WcSYixn9I0qDSS5UeBm6KiOeArwP/BJysp50E7gde7v9ARHips6SlUbrbfhewNzOPAt8FbgO26mmXgdsbKNtcZI7/kKRtpcHzMvBCPfx8/bze93xp8AOZGYOPvs9I0kIpDZ5ngIP18CEggaP162PAi1OWS5I6rSh4ZuYrwPciYhM4DHwKuBIRp4CrmXmuuSJKUvcU39uemb81MOqTU5ZFkhaGF8lLUgGDpyQVMHhKUgGDpyQVMHhKUgGDpyQVsBsOdd4kjbN4G63mxcxTkgqYeaqzJskibTpQ82bmKUkFDJ6SVGDpdtvdfZM0D2aeklRg6TLPbV6yImmWzDwlqcBCZJ4ex5TUNWaeklRgITLPbR7HlNQVZp6SVMDgKUkFDJ6SVMDgKUkFDJ6SVMDgKUkFDJ6SVMDgKUkFOnGR/Pp62yWQpMmYeUpSgU5knltbsLbWdim0DMZtRMZbfTWtoswzIu6LiDMRcSoijtfjHouI0xHxdETsabaYktQtpbvt3wQ+lJlHgDsj4gjwUGZ+AHgV+OjgByIiBx/AVnHJpT6Z4z22RYz/kIYpCp6ZeTEzr9Qv3wQOApv165PA/dMXTZK6a6pjnhFxEHgncAl4qx59Gbh98L2ZecN/eESsYfapObIveDWl+Gx7RNwBfAb4OFXw3L7gaL1+LUlLq/SE0c3A54DHMvMi8DLwYD35GPBiM8WTum+S46ceR10epZnno8Bh4ImI2AR+HPhKRJwGDgF/00zxpPYZCDVMZIsXvG0f89za2mLNCz3VMZMGxnE2pe15ep1pu3q9HuvVrY3rmdkrmUcnLpKXusgAp90YPKUOKjkcYLCfL4OnpBvM4pDFsjF4Sh02yXHUpt6n8Rg8Je1oVPBe5YBs8JRWzCx2sScJosuyi2/wlFowi4xtlbPANhg8JRVb5bYCDJ7SHM1il3XRdoOXpcFqg6ekTppFptpkQDZ4SpqLcQPXouzeGzwldUrbVwOMqxPBs9crui9fkiayHWqaiDltt6rU8UPCkpbcgcz8TskHuxI813d94zWfBn69gfdtd/0x7nK7bNy6jPvdzcOkZZn092qyrtPMq3Q9m3SZbheT267r27IwCHZit33c9vQi4tlx3jvqfVEfACltx69Lxq3LuN/dPExalkl/rybrOs28Stezgu/H7WJCfXUtzh47kXkO6xxuGZc7C8tUl50sah0XrdyLVt5pNFHX4g7gJGmVGTwlqUCru+2StKjMPCWpgMFTkgoYPCWpwFyDZ0Qcj4hTEXFiYPxfRMRmRJyNiFdmsNwDEXE+Iq5ExM0D0+6JiNMR8dWIONj0sps0oh6PRsS5iHgpIj7SVhmnVf8eZ+r15LMR1+5Kjoin6vptRsTPt1nOYSLiYxHxXF2+jb7xnVnHhq1DO22X9bTOlH1SEXFf37p0vB73WF2fpyNiz8D7D0TE8/Vnjo1cQGbO5QHcC/xxPfxHwOEh73kE+IMZLPvtwO3AJnDzwLS/Bn4E2AA+P6/vYwb1OAO8A/gh4IW2yzpFHff0DX+2fz0BngJ+ou0y7lDuDeBPd5jWmXVscB0atV12qewFdd0PvL0efho4Avxt/fpx4NGB938aeD9wK7A5av7zzDwfAE7WwyeB+4e85xHg2aYXnJlXMvP1HSbfkZnfyswLwA83vewmjajHPwP7qH74rR3e03mZ+V99L78PfKt/MvDnEfHFiPix+ZZspIeBm+rM88mIuKlvWmfWsSHr0KjtsjNln1RmXszMK/XLN4GDVH8aMLyuB4GzmfkG0IuItd3mP8/geRvXNurLVP9+P1DvQrwnM8/PsUxw/XewyMeAnwXOA68AT7ZclqlExM9ExD8CdwL/0TfpNzPz/cATwB+2Urid3QXszcyjwHeB/kMnXV7Hdt0u6XbZx1IfbngncInd63pT1inoDtOvM88v4xLXGhxYr1/3e4hr/wrzdHWH4UXz+8DdwE8Cv9tyWaaSmV/IzHuAC8BP941/rX4+TbVL1iWXgRfq4eepfodtXV7HRm2XXS77SBFxB/AZ4OOMrutbfcPDpl9nnsHzLHC0Hj4GvDgw/RGq4yvz9lpEvCsiDlBtAIvq+1QZz38Ce1suS7GIuKXv5Rbwvb5p6/XzuxmxYrfgDNVuH8Ah4F/7pnV5HRu1XXa57Luq92Y/BzyWmReBl4EH68nD6vpqRDwQEfuA9czc/fDXnA/gngBOUf0T7Ad+px4fwN9TNQ81i+XuoTrG8TrwXP0Fbi/7IHAa+CpwqO2D3FPU45eBl+rHJ9ou6xR1/AhVBvcC8CfAgb46frH+rU4B97Rd1iFl/xTV3tNfAT/axXVsyDp0X/92Wb9nfxfLXlDXnwP+rf5NNqmO7z5e1+cZqsMsAE/Wz++i2ms4C/zUqPl7e6YkFWi1Pc/6Gr79wBttlkPSSroVuJiFGWTbjSHvB77dchkkra4DQFE3HG0HzzcALly4wNrarpdUSVJjer0eGxsbMMVeb9vBE4C1tTWDp6SFspAXvUpS2wyeklTA4ClJBTpxzFPdFRP2Lehlw1oVZp6SVMDMU2MZlVFOmqFKi25k5jnY8vSw1pnr9+3YQrMkLZtxdttfo2p1ZbsFkm8CH8rMI8CdEfGeiPhfgIcy8wPAq8BHZ1JaSeqIkcEzB1qezhtbZ34L+F/ZvYVmIiIHHyxwi+eSVlvxCaPt1pkz8+uMbo1akpZK0QmjvtaZf7YedYmqgyjYoQXmzLzhlELdR4jZ55x5ckea3sSZ55DWmWF0C82StFRGZp71mfP/CbwX+DLwFeAw8ETdpfb/kZlnI+IrEXEa+P+A/3t2RVZTvKBdKtdqS/Lbu+1bW1u2qjRH27vtTf70s5inNCu9Xo/19XWo+irqlczDO4wkqYDBU5IKGDwlqYDBU5IK2DCIGjXJNaSeXNIiM3i2xHYypcVm8FQjJgnu3uGkZWDwbJntZEqLyRNGklTAzHNBeCJG6hYzT0kqYObZcZ6Ikbpp4j6M6nHH6z6MTvS974ZxkrSsJu7DKCLuBfbVfRjtjYjDw8bNrMQdFjH+Q9JiG7nbXvdXdCWubfEPUPVTBNf6K7o6ZNzL/fOp+yySpKVQcsJoWH9F9mHUJ3P8h6TFVHLC6BJVP0Vwrb+it4aMu459GElaJiWZ51mqY6Bwrb+iYePUEo+3SrM3ztn2PRFxkmt9GO2hOgZ6Criamecy8/zguJmWWpJaZh9GDbIfn/H4Palt9mEkSS0xeEpSAYOnJBUweEpSAYOnJBUweEpSAYOnJBUweEpSAYOnJBUweEpSAYOnJBUweEpSgaIO4CLiHcD/C+yjavz4Z4H/C3gfcD4zP9lYCTvAZtwkDSrNPD8MvJSZHwTOAb+NfRhJWiGlwfMbwC318G3182AfRteJiBx8sGCtyNu1hqRtpcHzX4D7IuJrVLvqb2IfRpJWSGnw/CXgy5l5N/AlqmOnI/swGnz0fUaSFkpp8Ayq/twB/r1+tg8jSSujNHg+A/xsRGwCvwA8iX0YSVohRZcqZeYl4OGB0Ut1eZIk7caL5CWpgMFTkgoYPCWpgMFTkgoYPCWpQNHZdqkJ4za44i2v6iIzT0kqYOapuRs3k7QpQHWZmackFTB4SlIBg6ckFSgOnhHxsYh4LiI2I2IjIo5HxKmIONFkASWpi4qCZ0RsAA9m5tG6K467WLBuOCLGf0jSoNKz7Q8DN0XEc8DXgX/ixm44Xu7/QN3thiQthdLd9ruAvZl5FPguVT9GC9kNx7j9EnmhtqR+pcHzMvBCPfx8/Ww3HJJWRmnwPAMcrIcPAYndcEhaIUXBMzNfAb5Xd8NxGPgUdsMhaYUU356Zmb81MMpuOCStDC+Sl6QCBk9JKmDwlKQCBk9JKmDwlKQCBk9JKmDwlKQCBk9JKmDwlKQCdgCnzpukTVVbv9K8mHlKUgEzT3XWJFmkLf5r3qbKPCPiNyLidD1sH0aSVsY0HcDdAry3Hr6XjvRhZL9EkuZhmszzE8Cf1cMPcGMfRteJiBx8cK3rDklaKKW9Z+6h6j1zuwuOzvVhZL9EkmapNPP8ReCZvteXsA8jSSukNHi+G/jViPg74G7gncywDyP7WJfUNaV9GD2emQ9n5oeBr2Xm72EfRpJWyNTXeWbmB+rnmfdh5DFKSV3hHUaSVMDgKUkFDJ6SVMDgKUkFDJ6SVMDgKUkFDJ6SVMDgKUkFOtEY8rp3uEtaMGaeklSgE5nn1hasrbVdCi2DcRuH8VZfTau0Pc/7IuJM3e3G8XrcYxFxOiKertv7lKSlVbrb/k3gQ3W3G3dGxBHgobqRkFeBjzZVQGkcNn6teSttku5iZl6pX74JHAQ269d2w6HOs41YTWuqY54RcZCqIeRLwFv16E50wyFJszRN75l3AJ8BPo7dcGhBjLt77y6+Rik9YXQz8Dngscy8CLwMPFhPbrwbDknqmtLM81HgMPBERGwCPw58JSJOA4eAv2mmeFL3TXL81OOoyyOyxf2TiFgDtra2tljzQk91zHaQG7WJlARDDwu0q9frsV7d2riemb2SeXTiInmpy5q88N6sc3l4e6YkFTDzlHbQ5q61hwK6z+Ap6QaTBu9VDNwGT6nDmjyO6vHWZhk8Je1oFlcaLAuDp7RiZrGLPUkQXZZdfM+2S1IBM0+pBbPY3W1jF3qSLHLZdvHNPCWpgJmnNEezON63aMcQl6WrFIOnpE6axW5+kwG50d32iDhe92t0osn5Slp8y9aOamPBMyLuBfbV/RrtjYjDTc1b0uqYpMHqNgNyk7vtD1D1XwTX+jF6eXti3WfRUL1eUYtQkjSR7VDTRMxpMnjeBnyjHr4M3D3uBzc2NhoshiQNt35jxz+3Aq2357lrP0Z1n0XX6ctGx+3L6NPArzfwvu1eO5ehD6Vx6zLudzcPk5Zl0t+rybpOM6/S9WzSZbpdTG67rhdLZ9Bk8DwL/Arwl1T9GD017gfHbck5Ip4d572j3hf1abzSFqS7ZNy6jPvdzcOkZZn092qyrtPMq3Q9K/h+3C4m1FfX4iOijXbDUZ9lvxf4h8z8tTHenzA8K52ltpY7C8tUl50sah0XrdyLVt5pNFHXtvswMnhOaZnqspNFreOilXvRyjuNJurq7ZmSVKDVzFOSFpWZpyQVMHhKUgGDpyQVmGvw3KnhkIj4i4jYjIizEfHKDJZ7ICLOR8SViLh5YNo9EXE6Ir4aEQebXnaTRtTj0Yg4FxEvRcRH2irjtOrf40y9nnw24lrbOhHxVF2/zYj4+TbLOUxEfCwinqvLt9E3vjPr2LB1aLcGfbpU9klFxH1969LxetxjdX2ejog9A+8/EBHP1585NnIBmTmXB9X1n39cD/8RcHjIex4B/mAGy347cDuwCdw8MO2vgR8BNoDPz+v7mEE9zgDvAH4IeKHtsk5Rxz19w5/tX0+obrz4ibbLuEO5N4A/3WFaZ9axwXVo1HbZpbIX1HU/8PZ6+GngCPC39evHgUcH3v9p4P1Ut2xujpr/PDPPYQ2HDHoEeLbpBWfmlcx8fYfJd2TmtzLzAvDDTS+7SSPq8c/APqoffmuH93ReZv5X38vvA9/qnwz8eUR8MSJ+bL4lG+lh4KY683wyIm7qm9aZdWzIOjRqu+xM2SeVmRcz80r98k3gINWfBgyv60HgbGa+AfQiYm23+c8zeN7GtY36MtW/3w/UuxDvyczzcywTXP8dLPIx4GeB88ArwJMtl2UqEfEzEfGPwJ3Af/RN+s3MfD/wBPCHrRRuZ3cBezPzKPBdoP/QSfmewnwAACAASURBVJfXsV23S7pd9rHUhxveSdXexm51vSnrFHSH6deZ55exa8MhwENc+1eYp6s7DC+a36dqyeongd9tuSxTycwvZOY9wAXgp/vGv1Y/n6baJeuSy8AL9fDzVL/Dti6vY6O2yy6XfaSIuAP4DPBxRtf1rb7hYdOvM8/geRY4Wg8fA14cmP4I1fGVeXstIt4VEQeoNoBF9X2qjOc/gb0tl6VYRNzS93IL+F7ftPX6+d2MWLFbcIZqtw/gEPCvfdO6vI6N2i67XPZd1XuznwMey8yLVO0LP1hPHlbXVyPigYjYB6xn5u6Hv+Z8APcEcIrqn2A/8Dv1+AD+HnjbjJa7h+oYx+vAc/UXuL3sg8Bp4KvAobYPck9Rj18GXqofn2i7rFPU8SNUGdwLwJ8AB/rq+MX6tzoF3NN2WYeU/VNUe09/BfxoF9exIevQff3bZf2e/V0se0Fdfw74t/o32aQ6vvt4XZ9nqA6zADxZP7+Laq/hLPBTo+bv7ZmSVKDV3jPra/j2A2+0WQ5JK+lW4GIWZpBtdz28H/h2y2WQtLoOAN8p+WDbwfMNgAsXLrC2tuslVZLUmF6vt913WvFeb9vBE4C1tTWDp6SFspAXvUpS2wyeklSgE7vt6q6YsIcXr3zTqjDzlKQCZp4ay6iMctIMVVp0IzPPcRtP3a1BVUlaNuPstr9G1XDAiwARcS+wLzOPAHsj4vCwcTMr8ZKImOwhqVtG7rZn1Zjolb7eEIY1nnp1yLiX++ez3cm8JC2DkhNGwxpPHdWgqnaQuftDUjeVnDAa1qDoW0PGXSczb9j5rJu5X9guIyStrpLMc1jjqaMaVFWHeKxVmt44Z9v3RMRJ4L3Al6kaU70SEaeAq5l5Lqt+h64bN9NSS1LLWm0MeXu3fWtra+UaBtnO6sa9frLJn2lR5inNSq/XY319HaruNnol8/AOI0kqYPCUpAIGT0kqYPCUpAI2DNIgL+2RVoeZpyQVMPOcAS/XkZafmackFTB4SlIBg6ckFTB4SlIBg6ckFfBs+4KY5BpSz/ZLs2fmKUkFzDw7bpIs0jucpPkx85SkAkXBMyLeERFfiojNiPh8RNxiv+2SVklp5vlh4KXM/CBwDvht7Le9M+yXSJq90uD5DeCWevi2+nmw3/brREQOPrDnTEkLqjR4/gtwX0R8DXgf8Cb22966UX3Az6NPeHvm1KooDZ6/BHw5M+8GvkR11n5kv+2Dj77PdJrBQNKg0uAZwGv18L/Xz/bbvsLaznileSsNns8APxsRm8AvAE+yAv22GxwkbSu6SD4zLwEPD4z+5PTFkaTF4EXyklTA4ClJBQyeklTA4ClJBQyeklTA4ClJBQyeklTA4ClJBQyeklTA4ClJBQyeklTA4ClJBQyeklTA4ClJBQyeklTA4ClJBYqDZ0R8LCKeq/tu31i0ftvtqEzSNIqCZ0RsAA9m5tG67/a7sN92SSukqBsOqi44boqI54CvA//Ejf22v9z/gbqf9s6xzyFJJUp32+8C9mbmUeC7wG3Yb7ukFVIaPC8DL9TDz9fPS9tvuyQNKg2eZ4CD9fAhILHfdkkrpCh4ZuYrwPfqftsPA59iBfptl6RtpSeMyMzfGhhlv+2SVoYXyUtSAYOnJBUweEpSAYOnJBUweEpSAYOnJBUweEpSAYOnJBUweEpSAYOnJBUweEpSAYOnJBUweEpSAYOnJBUobpJOmta4PZPaz5S6aKrMMyJ+IyJO18ML1fWwJE1jmn7bbwHeWw/fi10Pa0yZ4z2kLpsm8/wE8Gf18APc2PXwdSIiBx9c63GzMRHjPSRpGkXBMyL2AA9m5nbPmXY9LGmllJ4w+kXgmb7Xlxij6+HBcRGxxgyyz2p5s5irJFVKd9vfDfxqRPwdcDfwTux6WNIKKe16+PHMfDgzPwx8LTN/D7selrRCpr7OMzM/UD/PrOthT/BI6hrvMJKkAgt1h5EngSR1hZmnJBUweEpSAYOnJBUweEpSAYOnJBUweEpSAYOnJBVYqOs8tZomucPMa4E1L2aeklTAzFOdNUkWafsHmjczT0kq0InMc3199HskqUvMPCWpQCeC59aWvSlKWiylHcDdFxFn6n7aj9fjHouI0xHxdN1BnCQtrdLM85vAh+p+2u+MiCPAQ3Wr8q8CH22qgJLURaV9GF3MzCv1yzeBg8Bm/brVftslaR6mOtseEQepes68BLxVj7bfdklLr/iEUUTcAXwG+Dhj9ts++Oj7jCQtlNITRjcDnwMey8yLwMvAg/Vk+22XtPRKM89HgcPAExGxCfw48JWIOA0cAv6mmeJJk4kY7yFNK7LFCygjYg3Y2traYm1trbVyaPFNGhC9bni19Xo91qtbG9czs1cyj07cnilNa9xgaNappnTiDiNJWjRmnlpJNrCsaRk8pRHGDbQG2dVi8NRKsYFlNcXgKe1g0pNQHgpYLQZPSTfw0q/RDJ7SlDwUsJoMnlIHlQTZUUG8K/NcFl7nKUkFzDylDhvnkIDHJ9th8JRasGy7u6t4pYG77ZJUwMxTmqNlybq2lVxpsCx3bBk8pSWxyocCxtVkQDZ4SpqLZWs2sNHgWffh/j7gfGZ+ssl5Sxqu67u3k5pFfWYRkBs7YRQR9wL76r7c90bE4abmLUld02Tm+QBVn+1wre/2l7cn1v20D9XrFbWCL0kT2Q41TcScJoPnbcA36uHLwN3jfnBjY6PBYkjScOs3dnZ+K9B6H0a79t1e99N+nb5sdNz+2z8N/HoD79uacLldNm5dxv3u5mHSskz6ezVZ12nmVbqeTbpMt4vJbdf1YukMmgyeZ4FfAf6Squ/2p8b94Li910XEs+O8d9T7oj56XNprXpeMW5dxv7t5mLQsk/5eTdZ1mnmVrmcF34/bxYT66lp8eqrRrocj4gRwL/APmflrY7w/YXhWOkttLXcWlqkuO1nUOi5auRetvNNooq5t99tu8JzSMtVlJ4tax0Ur96KVdxpN1NV72yWpQKuZpyQtKjNPSSpg8JSkAgZPSSow1+AZEccj4lR9SVP/+L+IiM2IOBsRr8xguQci4nxEXImImwem3RMRpyPiqxFxsOllN2lEPR6NiHMR8VJEfKStMk6r/j3O1OvJZyOuNekQEU/V9duMiJ9vs5zDRMTHIuK5unwbfeM7s44NW4d22i7raZ0p+6Qi4r6+del4Pe6xuj5PR8SegfcfiIjn688cG7mAzJzLg+r6zz+uh/8IODzkPY8AfzCDZb8duB3YBG4emPbXwI8AG8Dn5/V9zKAeZ4B3AD8EvNB2Waeo456+4c/2rydUN178RNtl3KHcG8Cf7jCtM+vY4Do0arvsUtkL6rofeHs9/DRwBPjb+vXjwKMD7/808H6qWzY3R81/npnnsIZDBj0CPNv0gjPzSma+vsPkOzLzW5l5AfjhppfdpBH1+GdgH9UPv7XDezovM/+r7+X3gW/1Twb+PCK+GBE/Nt+SjfQwcFOdeT4ZETf1TevMOjZkHRq1XXam7JPKzIuZeaV++SZwkOpPA4bX9SBwNjPfAHoRsbbb/OcZPG/j2kZ9merf7wfqXYj3ZOb5OZYJrv8OFvkY8LPAeeAV4MmWyzKViPiZiPhH4E7gP/om/WZmvh94AvjDVgq3s7uAvZl5FPgu0H/opMvr2K7bJd0u+1jqww3vpGpvY7e63pR1CrrD9OvM88vYteEQ4CGu/SvM09UdhhfN71O1ZPWTwO+2XJapZOYXMvMe4ALw033jX6ufT1PtknXJZeCFevh5qt9hW5fXsVHbZZfLPlJE3AF8Bvg4o+v6Vt/wsOnXmWfwPAscrYePAS8OTH+E6vjKvL0WEe+KiANUG8Ci+j5VxvOfwN6Wy1IsIm7pe7kFfK9v2nr9/G5GrNgtOEO12wdwCPjXvmldXsdGbZddLvuu6r3ZzwGPZeZFqvaFH6wnD6vrqxHxQETsA9Yzc/fDX3M+gHsCOEX1T7Af+J16fAB/D7xtRsvdQ3WM43XgufoL3F72QeA08FXgUNsHuaeoxy8DL9WPT7Rd1inq+BGqDO4F4E+AA311/GL9W50C7mm7rEPK/imqvae/An60i+vYkHXovv7tsn7P/i6WvaCuPwf8W/2bbFId3328rs8zVIdZAJ6sn99FtddwFvipUfP39kxJKtBq75n1NXz7gTfaLIeklXQrcDELM8i2ux7eD3y75TJIWl0HgO+UfLDt4PkGwIULF1hb2/WSKklqTK/X2+47rXivt+3gCcDa2prBU9JCGXmp0rj3wu52f6wkLZtxrvN8jeo6sBcBIuJeYF9mHgH2RsThYeNmVmJJ6oCRu+1Z3Rt6pa9xm2H3wl4dMu7l/vnEtW6GtUBiwh5evPJNq6LkDqNh98KOuj9WkpZKyQmjYfeHvjVk3HVySC91daslC9sC0DQWLaMbtfxJ6yMtupLMc9i9sKPuj5WkpTLO2fY9EXESeC/wZap7Y69ExCngamaey6oZuevGzbTUSyRz94ekbmr13vbt3fatra2Vu85zezd33N3htn6mRSmnNIler8f6+jpUrSf1SuaxkI2bSlLbDJ6SVMDgKUkFDJ6SVMDgKUkFOtGqkubLC9ql6Zl5SlIBM88GLVpG5zWZUjkzT0kqYOY5A2Z00vIz85SkAgZPSSpg8JSkAgZPSSpg8JSkAgZPSSpg8JSkAkXBMyLeERFfiojNiPh8RNwSEccj4lREnGi6kJLUNaWZ54eBlzLzg8A54LeBfZl5BNgbEYcbKp9qEeM/JM1eafD8BnBLPXxb/Xyy7/n+wQ9ERA4+WNFuhyUtvtLg+S/AfRHxNeB9wJtcC4SXgdsbKJsY3bvmsJ42zUyl2SsNnr8EfDkz7wa+RHWP/Ho9bR24NPiBzIzBR99nOs3dZUmDSoNnAK/Vw/9ePx+tn48BL05TKJWZJEu18RJpOqXB8xngZyNiE/gF4EngSkScAq5m5rmGytcpBiVJ24qapMvMS8DDA6M/OX1xtOgmOXzhH40WmRfJS1IBG0NWIybJIj25pmVg5ilJBQyeklTA4ClJBQyeklTA4ClJBQyeklTA4ClJBQyeklTA4ClJBQyeklTA4ClJBQyeklTA4ClJBQyeklTA4ClJBYqDZ0R8LCKei4jNiNiIiOMRcSoiTjRZQEnqoqLgGREbwIOZeTQzPwjcBezLzCPA3og43GAZJalzSluSfxi4KSKeA74O/BNwsp52ErgfeLn/AxHRqR5rbM1c0jRKd9vvAvZm5lHgu8BtwFY97TJwewNlk6TOKg2el4EX6uHn6+f1vudLgx/IzBh89H2mNfZzLqlEafA8Axyshw8BCRytXx8DXpyyXJLUaUXBMzNfAb4XEZvAYeBTwJWIOAVczcxzzRVRkrqnuOvhzPytgVGfnLIskrQwvEhekgoYPCWpgMFTkgoYPCWpgMFTkgoYPCWpgMFTkgoYPCWpgMFTkgoYPCWpgMFTkgoYPCWpgMFTkgoYPCWpgMFTkgoYPCWpwFTBMyJ+IyJO18P22y5pZRQHz4i4BXhvPXwv9tsuaYVMk3l+AvizevgBbuy3/ToRkYMPrnVX3JiI8R5qn7+VFllR8IyIPcCDmbnd7bD9tktaKaUdwP0i8Ezf60uM0W/74LiIWGMG2We1vFnMVU0Y97cx61SXle62vxv41Yj4O+Bu4J3Yb7ukFVLab/vjmflwZn4Y+Fpm/h722y5phRT3274tMz9QP8+s33Z33yR1jRfJS1KBqTPPefIkkKSuMPOUpAIGT0kqYPCUpAIGT0kqYPCUpAIGT0kqYPCUpAIGT0kqYPCUpAIGT0kqYPCUpAIGT0kq0ImGQdbXR79HkrrEzFOSCnQi89zagrW1tkuhrpqkMWybLdS8lPaeeV9EnImIUxFxvB73WEScjoin6941JWlple62fxP4UGYeAe6MiCPAQ3WXHK8CH22qgFpdmeM/pHkr7QDuYmZeqV++CRwENuvXJ4H7Bz8TETn4YEbdDkvSrE11zDMiDlJ1O3wJeKsefRm4fcpySVKnFZ9tj4g7gM8AH6cKntsXHK3Xr6+TmTH46PuMJC2U0hNGNwOfAx7LzIvAy8CD9eRjwIvNFE+Suqk083wUOAw8ERGbwI8DX4mI08Ah4G+aKZ4kdVNki6cqI2IN2Nra2mLNCz01hUmuBQXP0K+6Xq/HenVr43pm9krm4R1GklSgE3cYSdMaN5OcNEOVdmLmKUkFDJ6SVMDddq0kGxvRtMw8JamAmadWyiRZ5HZ2Om6Waoa6WgyeUkM8FLBaDJ7SDrz8SbsxeEpTKjkUoMXnCSNJKmDmKekGs8yQl+V4r8FT6qCS4LUsQWlRGDwl7ajJgLxsx3sNnlKHjRO8xg1KXQley3LdrMFTakFXAlmXdT3IGjylJdH1YDOr62bbujmh0UuVIuJ4RJyKiBNNzldaFpP0Rd/13dZZWZTvprHgGRH3Avsy8wiwNyIONzVvSTtb1YDcdp2b3G1/ADhZD58E7qfqVROAiNixCr1eURcikjSR7VDTRMxpMnjeBnyjHr4M3D3uBzc2NhoshiQNV/X5dp1bgaJI2mTwvARsF229fv0DmXnDYd2+bPTGKg33aeDXG3jf1oTL7bJx6zLudzcPk5Zl0t+rybpOM6/S9WzSZbpdTG67rhdLZ9Bk8DwL/Arwl8Ax4KlxPzhu158R8ew47x31vqhPz5V2Odol49Zl3O9uHiYty6S/V5N1nWZepetZwffjdjGhvroWHxFttN/2+iz7vcA/ZOavjfH+hOFZ6Sy1tdxZWKa67GRR67ho5V608k6jibo2GjwnXrjBc2rLVJedLGodF63ci1beaTRRV5ukk6QCrWaekrSozDwlqYDBU5IKGDwlqcBcg+dODYdExF9ExGZEnI2IV2aw3AMRcT4irkTEzQPT7omI0xHx1Yg42PSymzSiHo9GxLmIeCkiPtJWGadV/x5n6vXksxHX2syJiKfq+m1GxM+3Wc5hIuJjEfFcXb6NvvGdWceGrUO7NejTpbJPKiLu61uXjtfjHqvr83RE7Bl4/4GIeL7+zLGRC8jMuTyorv/843r4j4DDQ97zCPAHM1j224HbgU3g5oFpfw38CLABfH5e38cM6nEGeAfwQ8ALbZd1ijru6Rv+bP96QnXjxU+0XcYdyr0B/OkO0zqzjg2uQ6O2yy6VvaCu+4G318NPA0eAv61fPw48OvD+TwPvp7plc3PU/OeZeQ5rOGTQI8CzTS84M69k5us7TL4jM7+VmReAH2562U0aUY9/BvZR/fBbO7yn8zLzv/pefh/4Vv9k4M8j4osR8WPzLdlIDwM31ZnnkxFxU9+0zqxjQ9ahUdtlZ8o+qcy8mJlX6pdvAgep/jRgeF0PAmcz8w2gFxFru81/nsHzNq5t1Jep/v1+oN6FeE9mnp9jmeD672CRjwE/C5wHXgGebLksU4mIn4mIfwTuBP6jb9JvZub7gSeAP2ylcDu7C9ibmUeB7wL9h066vI7tul3S7bKPpT7c8E6q9jZ2q+tNWaegO0y/zjy/jF0bDgEe4tq/wjxd3WF40fw+VUtWPwn8bstlmUpmfiEz7wEuAD/dN/61+vk01S5Zl1wGXqiHn6f6HbZ1eR0btV12uewjRcQdwGeAjzO6rm/1DQ+bfp15Bs+zwNF6+Bjw4sD0R6iOr8zbaxHxrog4QLUBLKrvU2U8/wnsbbksxSLilr6XW8D3+qat18/vZsSK3YIzVLt9AIeAf+2b1uV1bNR22eWy76rem/0c8FhmXqRqX/jBevKwur4aEQ9ExD5gPTN3P/w15wO4J4BTVP8E+4HfqccH8PfA22a03D1UxzheB56rv8DtZR8ETgNfBQ61fZB7inr8MvBS/fhE22Wdoo4focrgXgD+BDjQV8cv1r/VKeCetss6pOyfotp7+ivgR7u4jg1Zh+7r3y7r9+zvYtkL6vpzwL/Vv8km1fHdx+v6PEN1mAXgyfr5XVR7DWeBnxo1f2/PlKQCrfaeWV/Dtx94o81ySFpJtwIXszCDbLvr4f3At1sug6TVdQD4TskH2w6ebwBcuHCBtbVdL6mSpMb0er3tvtOK93pHBs/6LNv/AP4bcGtmvlnf6vQ+4HxmfrJ+3w3jxrW2tmbwlLRQxrlU6TWqSxlehOH9s9tnu6RVMzLzzOr2pit97TMMu53r6pBxL/fNZtd+2yVp0ZRcJD/sdq5Rt3hpQMRkD0ndUnLCaNgtTm8NGXedHN5v+xoL3IiFpNVVknkOu51r1C1e2kHm7g9J3TQyeEbEnog4CbwX+DLV7V1XIuIUcDUzz2XVEtJ142ZaaklqWdv9tq8BW1tbWyt3qdL2ccxRX/+475M0vl6vx/r6OlQNgPRK5rGQ7fNJUtvavsNIHTfpmX4zZK0KM09JKmDmqbGMe2xWWhVmnpJUwOApSQXcbW+Qu67S6jDzlKQCZp4z4OU60vIz85SkAgZPSSrgbvsK8sSWND0zT0kqYOa5wjyxJZUz85SkAgZPSSpg8JSkAkXBMyLeERFfiojNiPh8RNwSEccj4lREnGi6kJLUNaWZ54eBlzLzg8A54LeBfZl5BNgbEYcbKp8kdVJp8PwGcEs9fFv9fLLv+f7BD0REDj6w22FJC6o0eP4LcF9EfA14H/Am1wLhZeD2BsomSZ1VGjx/CfhyZt4NfInqetH1eto6cGnwA5kZg4++z3RaxHiPLpTBu4ek+SgNngG8Vg//e/18tH4+Brw4TaEkqetKg+czwM9GxCbwC8CTwJWIOAVczcxzDZWvUzLHe7SxzP7lmplKs1d0e2ZmXgIeHhj9yemLI0mLwXvbl4j3qkvz4x1GklTA4ClJBdxtV6MmOSHlYQYtMjNPSSpg5qlGTJJFermUloGZpyQVMHhKUgGDpyQVMHhKUgGDpyQVMHhKUgGDpyQVMHhKUgGDpyQVMHhKUgGDpyQVKA6eEfGxiHguIjYjYiMijkfEqYg40WQBJamLioJnRGwAD2bm0cz8IHAXsC8zjwB7I+Jwg2WUpM4pbVXpYeCmiHgO+DrwT8DJetpJ4H7g5f4PRESnWm+0ZR9J0yjdbb8L2JuZR4HvArcBW/W0y8DtDZRNkjqrNHheBl6oh5+vn9f7ni8NfiAzY/DR95nWlHTtK0mlwfMMcLAePgQkcLR+fQx4ccpySVKnFQXPzHwF+F5EbAKHgU8BVyLiFHA1M881V0RJ6p7ibjgy87cGRn1yyrJI0sLwInlJKmDwlKQCBk9JKmDwlKQCBk9JKmDwlKQCBk9JKmDwlKQCBk9JKmDwlKQCBk9JKmDwlKQCBk9JKmDwlKQCBk9JKmDwlKQCBk9JKjBV8IyI34iI0/Xw8Yg4FREnmimaJHVXcfCMiFuA99bD9wL7MvMIsDciDjdUPknqpGkyz08Af1YPPwCcrIdPAvcPvjkicvDBtb7eGxMx3kOSplEUPCNiD/BgZm732X4b1wLhZeD2BsomSZ1V2nvmLwLP9L2+BKzXw+v16+tk5g35XkSsMYPss1reLOaqJo27B+BvqS4q3W1/N/CrEfF3wN3AO4Gj9bRjwIsNlE2SOqsoeGbm45n5cGZ+GPhaZv4ecCUiTgFXM/Nco6XUUskc7yF1Welu+w9k5gfq509OX5zhPMEjqWu8SF6SCkydec6Tu3KSusLMU5IKGDwlqYDBU5IKGDwlqYDBU5IKGDwlqYDBU5IKGDwlqYDBU5IKGDwlqYDBU5IKGDwlqUAnGgZZXx/9HknqEjNPSSrQieC5tWXL4pIWS2nvmfdFxJmIOBURx+txj0XE6Yh4uu5dU5KWVmnm+U3gQ5l5BLgzIo4AD9VdcrwKfLSpAkpSF5V2AHcxM6/UL98EDgKb9euTwP2Dn4mIHHwwo26HtVwixn9I8zLV2faIOEjV7fAl4K169GXg9inLJUmdVnzCKCLuAD4DfJwqeG5fcLRev75OZsbgo+8z0g3G7aLYk4lqQ+kJo5uBzwGPZeZF4GXgwXryMeDFZoonSd1Umnk+ChwGnoiITeDHga9ExGngEPA3zRRPkropssV9nohYA7a2trZYW1trrRxafNsni9yF1zh6vR7r1a2N65nZK5lHJ27PlJoy7hl3g6ym1Yk7jCRp0Zh5aimMm0l6LaiaYuYpSQUMnpJUwN12raRJdt89uaRhzDwlqYCZp1bKJFmkJ5e0G4OnNMIsgqiHAhafu+2SVMDMU9rBLLJDDwUsDzNPSSpg5il1UEmG2mSmPMsMeVmO9xo8pRXRlUMGy9J4i8FT6rBxAsiiZIldCd5NMXhKK6atjG7ZGm9p9IRRRByv+3I/0eR8Ja2eSXpNbaN31caCZ0TcC+yr+3LfGxGHm5q3tGxmsZHbLfN8Nbnb/gBVn+1wre/2l7cn1v20D9XrFbWCLy29WWwaXd/ctraan+d63U/vdt2biDlNBs/bgG/Uw5eBu8f94MbGRoPFkJbH+gw6557FPBfFkLrfCrTeh9GufbfX/bRfpy8bHffn/DTw6w28b/u/bRlWo3HrMu53Nw+TlmXS36vJuk4zr9L1bNJlul1MbruuF0tn0GTwPAv8CvCXVH23PzXuB8ftvS4inh3nvaPeF/UBoNJe87pk3LqM+93Nw6RlmfT3arKu08yrdD0r+H7cLibUV9fiaw8a7Xq4Pst+L/APmflrY7w/YXhWOkttLXcWlqkuO1nUOi5auRetvNNooq5t99tu8JzSMtVlJ4tax0Ur96KVdxpN1NWGQSSpQKuZpyQtKjNPSSpg8JSkAgZPSSow1+C5U8MhEfEXEbEZEWcj4pUZLPdARJyPiCsRcfPAtHsi4nREfDUiDja97CaNqMejEXEuIl6KiI+0VcZp1b/HmXo9+WzEtbuyI+Kpun6bEfHzbZZzmIj4WEQ8V5dvo298Z9axYevQbg36dKnsk4qI+/rWpeP1uMfq+jwdEXsG3n8gIp6vP3Ns5AIycy4Pqus//7ge/iPg8JD3PAL8wQyW/XbgdmATuHlghfiBeQAADgNJREFU2l8DPwJsAJ+f1/cxg3qcAd4B/BDwQttlnaKOe/qGP9u/nlDdePETbZdxh3JvAH+6w7TOrGOD69Co7bJLZS+o637g7fXw08AR4G/r148Djw68/9PA+6lu2dwcNf95Zp7DGg4Z9AjwbNMLzswrmfn6DpPvyMxvZeYF4IebXnaTRtTjn4F9VD/8DJpWmI/M/K++l98HvtU/GfjziPhiRPzYfEs20sPATXXm+WRE3NQ3rTPr2JB1aNR22ZmyTyozL2bmlfrlm8BBqj8NGF7Xg8DZzHwD6EXE2m7zn2fwvI1rG/Vlqn+/H6h3Id6TmefnWCa4/jtY5GPAzwLngVeAJ1suy1Qi4mci4h+BO4H/6Jv0m5n5fuAJ4A9bKdzO7gL2ZuZR4LtA/6GTLq9ju26XdLvsY6kPN7yTqr2N3ep6U9Yp6A7TrzPPL2PXhkOAh7j2rzBPV3cYXjS/T9WS1U8Cv9tyWaaSmV/IzHuAC8BP941/rX4+TbVL1iWXgRfq4eepfodtXV7HRm2XXS77SBFxB/AZ4OOMrutbfcPDpl9nnsHzLHC0Hj4GvDgw/RGq4yvz9lpEvCsiDlBtAIvq+1QZz38Ce1suS7GIuKXv5Rbwvb5p6/XzuxmxYrfgDNVuH8Ah4F/7pnV5HRu1XXa57Luq92Y/BzyWmRep2hd+sJ48rK6vRsQDEbEPWM/M3Q9/zfkA7gngFNU/wX7gd+rxAfw98LYZLXcP1TGO14Hn6i9we9kHgdPAV4FDbR/knqIevwy8VD8+0XZZp6jjR6gyuBeAPwEO9NXxi/VvdQq4p+2yDin7p6j2nv4K+NEurmND1qH7+rfL+j37u1j2grr+HPBv9W+ySXV89/G6Ps9QHWYBeLJ+fhfVXsNZ4KdGzd/bMyWpwEIeAJaktrXa9XB9AfR+4I02yyFpJd0KXMzC3e+2+23fD3y75TJIWl0HgO+UfLDt4PkGwIULF1hb2/V6VElqTK/X2+54snivt+3gCcDa2prBU9JC8YSRJBUweEpSgU7stq+imLDbKS/HlbrFzFOSCph5tmxURjlphippPsw8JamAwVOSChg8JamAwVOSCnjCSLvykippODNPSSpg5qmxeEmVdD0zT0kqYPCUpAIGT0kqYPCUpAKeMGqQJ02k1WHmKUkFzDxnwAvFpeVn5ilJBYqCZ0S8IyK+FBGbEfH5iLglIo5HxKmIONF0ISWpa0ozzw8DL/3/7d1viBx3GcDx72OatBqzJqW0Jan6QqFIawzFkLQY0ppgfCFqX1RQsQotiCAW1FBBEETfFCohTUEQpVXaIiL1T1EULuHipUmaQq3FiiJFpBQCapu7aJtim8cXO9ds1r27vd/O7c7ufT8w7OzOzs7z25159pnfzs5k5s3AKeBrwPrM3AWsi4jt3TNERHYPwFxp4JI0SqXJ8zng0mp8Y3U71XG7c5CgJKnpSpPnX4EdEfEs8H7gNS5UkbPApu4ZMjO6B6BVuHxJGqnS5PlZ4LeZeR3wK9q/2s8nwhZwpobYJKmxSpNnAC9W4/+sbvdUt3uBk4MEpZUV0f8gqbfS5PkI8ImImAY+DRwCzkXEDHA+M0/VFJ8kNVLRQfKZeQbY1/XwXYOHo2HyYH6pnAfJS1IB/545JpbT/2hFKa08K09JKmDl2XDLqSL9dVwaHpNnH0xKkrqZPFUr+2a1Wpg8l8GNXdI8k6dqYd+sVht/bZekAiZPSSrgbvsEcrdYWnlWnpJUwMpzgng0gDQ8Vp6SVMDkKUkFTJ6SVMDkKUkFipNnRNweEYcjYjoitkTEgYiYiYiDdQYoSU1UlDwjYguwOzP3ZObNwFXA+szcBayLiO01xihJjVN6qNI+YE1EHAb+BPwZmKqmTQE7gSc7Z4gID6SRNDFKd9uvAtZl5h7gZWAjMFdNmwU21RCbJDVWafKcBY5W40eq21bH7ZnuGTIzuoeOeSRprJQmz+PA1mp8G5DAnur+XuDkgHFJUqMVJc/MfBp4JSKmge3AvcC5iJgBzmfmqfpClKTmKf5ve2Z+teuhuwaMRZLGxqo9MYinbZM0CP9hJEkFVm3lOc/TuEkqYeUpSQVMnpJUwOQpSQVMnpJUwOQpSQVMnpJUwOQpSQVMnpJUwOQpSQVMnpJUwOQpSQVMnpJUwOQpSQVMnpJUwOQpSQUGSp4R8eWIOFaNH4iImYg4WE9oktRcxckzIi4F3leN3wCsz8xdwLqI2F5TfJLUSINUnncCP6zGbwSmqvEpYGf3kyMiuwdgboDlS9LIFCXPiFgL7M7MI9VDG7mQCGeBTTXEJkmNVVp5fgZ4pOP+GaBVjbeq+xfJzOgeOuaRpLFSmjyvBb4QEb8BrgOuAPZU0/YCJ2uITZIaqyh5ZubdmbkvMz8MPJuZ3wTORcQMcD4zT9UapSQ1zMCXHs7MD1S3dw0ejiSNh4m7bnvEqCNQv/r9rDJXNg6pxFgkTxOipKYZi+RZwmqlufr9bPzSVJONVfI0IUpqCk8MIkkFTJ6SVMDkKUkFTJ6SVMDkKUkFTJ6SVMDkKUkFTJ6SVMDkKUkFTJ6SVMDkKUkFTJ6SVMDkKUkFTJ6SVKD00sM7IuJ4RMxExIHqsf0RcSwiHq4uTdy3Vqt97saFBklqmtLK8+/ABzNzF3BlROwCbqmuZ/QM8PG6ApSkJiq9eubpzDxX3X0N2ApMV/engJ3d80REdg/AHMDcXPtEx0sNktQUA51JPiK20r5m+xng9erhWWDTgHFJUqMV/2AUEZcD9wN30E6erWpSq7p/kcyM7qFjHmlBi/WH2z+uUSn9wegS4CFgf2aeBp4EdleT9wIn6wlPkpqptPK8DdgO3BMR08C7gN9FxDFgG/DzesLTatZPP7j94RqVyBGueRGxAZibm5tjw4YNI4tD429+l91Eqn6cPXuWVqsF0MrMsyWv4UHyklTA5ClJBQY6VElqmn5/cXf3XoOy8pSkAlaemgj9VpIeC6q6WHlKUgErT61Ky6lA7R9VL1aeklTAylOrynKqSPtHtRgrT0kqYOUpDaikQrUfdfxZeUpSAStPqSb9VJP2o04Ok6e0BBOeejF5Sg006n7UlfzCmJT+XpOntIBJ2cjnNaWCnpSTt5g8pQYbdT/quFSzo2DylFaZUVV0k3bylloPVYqIAxExExEH63xdSavPcq6aOoqrq9aWPCPiBmB9Zu4C1kXE9rpeW5o0K7GRe1nm4apzt/1GYKoanwJ20r4kMQARsWDRfvZs0fWXpIm3EptG0ze3ubn6X7N9rbcLba8j59SZPDcCz1Xjs8B1/c64ZcuWGsOQJsf8Rt/01xwXPdr+VqAok9aZPM8A86G1qvtvyMz/23HoqEb7/TjvA75Uw/Pmv9smYTXqty39vnfDsNxYlvt51dnWQV6rdD1b7jLdLpZvvq2nS1+gzuR5Avg88BNgL/BgvzP2e93kiHi0n+cu9byoOoBKr9fcJP22pd/3bhiWG8tyP6862zrIa5WuZwXvj9vFMnW0tfjYgxhg3l4BHQRuAP6QmV/s4/kJvavSlTSq5a6ESWrLQsa1jeMW97jFO4g62lpr8lz2wk2eA5uktixkXNs4bnGPW7yDqKOtnpJOkgqMtPKUpHFl5SlJBUyeklTA5ClJBYaaPBc6cUhE/DgipiPiREQ8vQLL3RwRT0XEuYi4pGva9RFxLCIej4itdS+7Tku047aIOBURT0TEx0YV46Cqz+N4tZ48EHHhX9kR8WDVvumI+NQo4+wlIm6PiMNVfFs6Hm/MOtZrHVrshD5Nin25ImJHx7p0oHpsf9WehyNibdfzN0fEkWqevUsuIDOHMtA+/vN71fh3ge09nnMr8O0VWPZlwCZgGrika9rPgLcDW4BfDOv9WIF2HAfeArwZODrqWAdo49qO8Qc61xPaf7x496hjXCDuLcAPFpjWmHWsex1aartsUuwFbb0auKwafxjYBfy6un83cFvX8+8DbqL9l83ppV5/mJVnrxOHdLsVeLTuBWfmucx8aYHJl2fm85n5AvC2upddpyXa8RdgPe0PfgVOrTAcmfnfjruvAs93TgZ+FBGPRcQ7hxvZkvYBa6rK81BErOmY1ph1rMc6tNR22ZjYlyszT2fmuerua8BW2l8a0LutW4ETmflv4GxEbFjs9YeZPDdyYaOepf3t94ZqF+K9mfnUEGOCi9+Dce4DfhR4CngaODTiWAYSER+NiD8CVwL/6pj0lcy8CbgH+M5IglvYVcC6zNwDvAx0dp00eR1bdLuk2bH3pepuuIL2+TYWa+uarErQBaZfZJhvxqInDgFu4cK3wjCdX2B83HyL9pms3gN8Y8SxDCQzf5mZ1wMvAB/pePzF6vYY7V2yJpkFjlbjR2h/DvOavI4ttV02OfYlRcTlwP3AHSzd1tc7xntNv8gwk+cJYE81vhc42TX9Vtr9K8P2YkRcExGbaW8A4+pV2hXPf4B1I46lWERc2nF3DnilY1qrur2WJVbsEThOe7cPYBvwt45pTV7Hltoumxz7oqq92YeA/Zl5mvb5hXdXk3u19ZmIuDEi1gOtzFy8+2vIHbgHgRna3wRXA1+vHg/g98CbVmi5a2n3cbwEHK7ewPllbwWOAY8D20bdyT1AOz4HPFENd4461gHa+DHaFdxR4PvA5o42PlZ9VjPA9aOOtUfs99Lee/op8I4mrmM91qEdndtl9Zyrmxh7QVs/Cfyj+kymaffv3l215xHa3SwAh6rba2jvNZwAPrTU6/v3TEkqMJYdwJI0aiZPSSpg8pSkAiZPSSpg8pSkAiZPSSpg8pSkAiZPSSrwP2QexokLBSaKAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(7, figsize=(5,15))\n", "LogMin, LogMax = np.log10(0.7), np.log10(19)\n", "newBins = np.logspace(LogMin, LogMax, 28)\n", "\n", "axs[0].hist(df_cks_orig[\"koi_prad\"][df_cks_orig[\"koi_prad\"].notna()], bins=newBins, histtype=\"step\", lw=2)\n", "axs[1].hist(df_cks_orig[\"koi_prad\"][mask_confirmed], bins=newBins, histtype=\"step\", lw=2)\n", "axs[2].hist(df_cks_orig[\"koi_prad\"][mask_confirmed & mask_magnitude], bins=newBins, histtype=\"step\", lw=2)\n", "axs[3].hist(df_cks_orig[\"koi_prad\"][mask_confirmed & mask_magnitude & mask_impactparam], bins=newBins, histtype=\"step\", lw=2)\n", "axs[4].hist(df_cks_orig[\"koi_prad\"][mask_confirmed & mask_magnitude & mask_impactparam & mask_period], bins=newBins, histtype=\"step\", lw=2)\n", "axs[5].hist(df_cks_orig[\"koi_prad\"][mask_confirmed & mask_magnitude & mask_impactparam & mask_period & mask_evolved], bins=newBins, histtype=\"step\", lw=2)\n", "axs[6].hist(df_cks_orig[\"koi_prad\"][mask_confirmed & mask_magnitude & mask_impactparam & mask_period & mask_evolved & mask_temperature], bins=newBins, histtype=\"step\", lw=2)\n", "\n", "for ax in axs:\n", " ax.set_xscale(\"log\")\n", " ax.xaxis.set_major_formatter(ticker.StrMethodFormatter('{x:.1f}'))\n", " # ax.set_xticklabels([])\n", " ax.tick_params(direction='out', length=6, width=2, colors='k',\n", " grid_color='r', labelsize=8)\n", " ax.set_xlim(0.7, 20.0)\n", " ax.set_xticks([0.7, 1.0, 1.8, 3.5, 6.0, 10.0, 20.0])\n", "\n", "axs[0].set_yticks([20, 60, 100, 140])\n", "axs[1].set_yticks([20, 60, 100, 140])\n", "#axs[6].set_xticks([0.7, 1.0, 1.8, 3.5, 6.0, 10.0, 20.0])\n", "plt.tight_layout()\n", "plt.subplots_adjust(hspace=0.15)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 149, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# dN/dlogR = dN/dR*R\n", "fig, ax = plt.subplots()\n", "LogMin, LogMax = np.log10(0.7), np.log10(19)\n", "newBins = np.logspace(LogMin, LogMax, 28)\n", "ax.hist(df_cks_orig[\"koi_prad\"][mask_confirmed & mask_magnitude & mask_impactparam & mask_period & mask_evolved & mask_temperature], bins=newBins, histtype=\"step\", lw=2)\n", "ax.set_xscale(\"log\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plots" ] }, { "cell_type": "code", "execution_count": 562, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12,7))\n", "#ax.plot(M_init, R_init, marker=\".\", ls=\"None\")\n", "#ax.plot(M_final, R_final, marker=\".\", ls=\"None\")\n", "\n", "ax.plot(a_eu, R_eu, marker=\".\", color=\"k\", alpha=0.5, ls=\"None\")\n", "ax.plot(vanEylen[\"a\"], vanEylen[\"radii_p\"], ls=\"None\", marker=\"s\", color=\"blue\")\n", "ax.loglog(basex=3, basey=2)\n", "ax.set_xlim(3**(-5), 1)\n", "ax.set_ylim(0.6, 23)\n", "\n", "for i in range(len(list(zip(a_arr, a_arr)))):\n", " ax.plot(list(zip(a_arr, a_arr))[i], list(zip(R_init, R_final))[i], ls=\":\", marker=\".\", alpha=0.2)\n", "\n", " \n", "# Plot vanEylen radius valley\n", "P_arr_valley = np.linspace(3,100,100)\n", "a_arr_valley = np.linspace(0.015,0.95,100)\n", "R_arr_valley = vanEy_valley(P_arr_valley )\n", "ax.plot(a_arr_valley , R_arr_valley, ls=\"--\", color=\"b\", lw=1, alpha=1)\n", "#ax.plot(vanEylen[\"periods\"], vanEylen[\"radii_p\"], ls=\"None\", marker=\"s\", color=\"blue\")\n", "# KDE of vanEylen sample\n", "#P_vanEy_grid, R_vanEy_grid, prob_density_vanEy = exoEU.gaussian_kernel_density_estimation(vanEylen[\"periods\"], vanEylen[\"radii_p\"], 3, 2)\n", "#ax.contourf(P_vanEy_grid, R_vanEy_grid, prob_density_vanEy, cmap=\"YlOrBr\", levels=15, alpha=0.7)\n", "# plot upper and lower boundaries\n", "y1, y2 = vanEy_valley_radius_boarders(P_arr_valley)\n", "ax.plot(a_arr_valley, y1, ls=\":\", color=\"b\", lw=1, alpha=0.5)\n", "ax.plot(a_arr_valley, y2, ls=\":\", color=\"b\", lw=1, alpha=0.5)\n", "ax.fill_between(a_arr_valley, y1, y2, color=\"b\", alpha=0.05)\n", "\n", " \n", "from matplotlib.ticker import FixedLocator, FixedFormatter\n", "x_formatter = FixedFormatter([0.01, 0.1, 1.0])\n", "y_formatter = FixedFormatter([1,2,4,8,16])\n", "x_locator = FixedLocator([0.01, 0.1, 1.0])\n", "y_locator = FixedLocator([1,2,4,8,16])\n", "ax.xaxis.set_major_formatter(x_formatter)\n", "ax.yaxis.set_major_formatter(y_formatter)\n", "ax.xaxis.set_major_locator(x_locator)\n", "ax.yaxis.set_major_locator(y_locator)\n", "ax.set_ylabel(\"Radius [R$_\\oplus$]\")\n", "ax.set_xlabel(\"Semi-major axis [A.U.]\")\n", "plt.tight_layout()\n", "#filename = \"MESA_population1_try1_lowest_track_high_radius_group.jpeg\"\n", "#plt.savefig(os.getcwd()+\"/result_files_MESA_population1_try1/\"+filename, dpi=300)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 712, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12,8))\n", "#ax.plot(M_init, R_init, marker=\".\", ls=\"None\")\n", "#ax.plot(M_final, R_final, marker=\".\", ls=\"None\")\n", "\n", "ax.plot(a_eu, R_eu, marker=\".\", color=\"k\", alpha=0.5, ls=\"None\")\n", "ax.plot(vanEylen[\"a\"], vanEylen[\"radii_p\"], ls=\"None\", marker=\"s\", ms=5, color=\"blue\")\n", "ax.loglog(basex=3, basey=2)\n", "ax.set_xlim(3**(-5), 1)\n", "ax.set_ylim(1, 10)\n", "\n", "ax.plot(a_arr, R_init, marker=\".\", color=\"orange\", alpha=0.3, ls=\"None\", label=\"initial population\")\n", "\n", "bare_core_mask = (np.abs(M_final-M_core) <= 0.001)\n", "ax.plot(a_arr[bare_core_mask], R_final[bare_core_mask], marker=\".\", color=\"green\", alpha=1, ls=\"None\", label=\"bare core\")\n", "ax.plot(a_arr[~bare_core_mask], R_final[~bare_core_mask], marker=\".\", color=\"red\", alpha=1, ls=\"None\", label=\"envelope left\")\n", "\n", "xlim = ax.get_xlim()\n", "ax.hlines(np.mean(R_final[bare_core_mask]), xlim[0], xlim[1], linestyle=\"--\", lw=2, alpha=0.8, color=\"lime\")\n", "ax.hlines(np.mean(R_final[~bare_core_mask]), xlim[0], xlim[1], linestyle=\"--\", lw=2, alpha=0.8, color=\"darkred\")\n", "\n", "\n", "# Plot vanEylen radius valley\n", "P_arr_valley = np.linspace(3,100,100)\n", "a_arr_valley = np.linspace(0.015,0.95,100)\n", "R_arr_valley = vanEy_valley(P_arr_valley )\n", "ax.plot(a_arr_valley , R_arr_valley, ls=\"--\", color=\"b\", lw=2, alpha=0.5, label=\"vanEylen18\")\n", "#ax.plot(vanEylen[\"periods\"], vanEylen[\"radii_p\"], ls=\"None\", marker=\"s\", color=\"blue\")\n", "# KDE of vanEylen sample\n", "#P_vanEy_grid, R_vanEy_grid, prob_density_vanEy = exoEU.gaussian_kernel_density_estimation(vanEylen[\"periods\"], vanEylen[\"radii_p\"], 3, 2)\n", "#ax.contourf(P_vanEy_grid, R_vanEy_grid, prob_density_vanEy, cmap=\"YlOrBr\", levels=15, alpha=0.7)\n", "# plot upper and lower boundaries\n", "y1, y2 = vanEy_valley_radius_boarders(P_arr_valley)\n", "ax.plot(a_arr_valley, y1, ls=\":\", color=\"b\", lw=1, alpha=0.5)\n", "ax.plot(a_arr_valley, y2, ls=\":\", color=\"b\", lw=1, alpha=0.5)\n", "ax.fill_between(a_arr_valley, y1, y2, color=\"b\", alpha=0.05)\n", "\n", "# Mordasini20\n", "ax.plot(np.linspace(0.01,0.5,100), Mordasini_bare_core_radius(np.linspace(0.01,0.5,100)), ls=\"--\", c=\"b\", lw=3, label=\"Mordasini 2020\")\n", "\n", "from matplotlib.ticker import FixedLocator, FixedFormatter\n", "x_formatter = FixedFormatter([0.01, 0.1, 0.3, 1.0])\n", "y_formatter = FixedFormatter([1,2,3,4,6,7,8,9,10])\n", "x_locator = FixedLocator([0.01, 0.1, 0.3, 1.0])\n", "y_locator = FixedLocator([1,2,3,4,6,7,8,9,10])\n", "ax.xaxis.set_major_formatter(x_formatter)\n", "ax.yaxis.set_major_formatter(y_formatter)\n", "ax.xaxis.set_major_locator(x_locator)\n", "ax.yaxis.set_major_locator(y_locator)\n", "ax.set_ylim(0.8, 10)\n", "\n", "ax.set_ylabel(\"Radius [R$_\\oplus$]\")\n", "ax.set_xlabel(\"Semi-major axis [A.U.]\")\n", "ax.legend(loc=\"upper left\")\n", "plt.tight_layout()\n", "#filename = \"MESA_population1_try1_lowest_track_high_radius_group.jpeg\"\n", "#plt.savefig(os.getcwd()+\"/result_files_MESA_population1_try1/\"+filename, dpi=300)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 599, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, (ax, ax2) = plt.subplots(1,2, figsize=(15,4.5))\n", "ax.set_title(\"Initial radius distribution\")\n", "\n", "# 1D KDE\n", "LogMin, LogMax = np.log10(R_init.min()),np.log10(R_init.max())\n", "newBins = np.logspace(LogMin, LogMax, 50)\n", "\n", "sns.distplot(R_init, hist=True, \n", " bins=newBins,\n", " kde=True,\n", " norm_hist = True,\n", " color = 'darkblue', \n", " hist_kws={'edgecolor':'black'},\n", " kde_kws={'linewidth': 4, \"bw\":0.2},\n", " ax=ax)\n", "\n", "ax.set_xscale('log') \n", "ax.xaxis.set_major_formatter(ticker.StrMethodFormatter('{x:.1f}'))\n", "ax.set_xticks([3.0, 4.0, 6.0, 10.0, 20.])\n", "ax.set_xlim(left=2.5)\n", "ax.set_xlabel(\"Planetary radius [R$_\\oplus$]\")\n", "\n", "# # get kde fit data\n", "# fit = ax.get_lines()[0].get_data() # Getting the data from the plotted line\n", "# xfit, yfit = fit[0], fit[1]\n", "\n", "\n", "ax2.set_title(\"Final radius distribution\")\n", "LogMin, LogMax = np.log10(R_final.min()),np.log10(R_final.max())\n", "newBins = np.logspace(LogMin, LogMax, 30)\n", "\n", "sns.distplot(R_final, hist=True, \n", " bins=newBins,\n", " kde=True,\n", " norm_hist = True,\n", " color = 'darkblue', \n", " hist_kws={'edgecolor':'black'},\n", " kde_kws={'linewidth': 4, \"bw\":0.1})\n", "\n", "ax2.set_xscale('log') \n", "ax2.xaxis.set_major_formatter(ticker.StrMethodFormatter('{x:.1f}'))\n", "ax2.set_xticks([0.1, 0.5, 1.0, 2.0, 4.0, 6.0])\n", "ax2.set_xlim(left=0.3)\n", "ax2.set_xlabel(\"Planetary radius [R$_\\oplus$]\")\n", "\n", "# get kde fit data\n", "fit = ax2.get_lines()[0].get_data() # Getting the data from the plotted line\n", "xfit, yfit = fit[0], fit[1]\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 600, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "R_valley ~ 1.64\n", "Reak 1 ~ 1.22\n", "Peak 2 ~ 2.24\n" ] }, { "data": { 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,4))\n", "plt.plot(xfit, yfit, label='Extracted pdf', marker=\".\")\n", "\n", "mask_min = (xfit>1.2)&(xfit<2.5)\n", "plt.plot(xfit[mask_min], yfit[mask_min])\n", "plt.plot(xfit[mask_min], yfit[mask_min])\n", "min_index = np.argmin(yfit[mask_min])\n", "plt.scatter(xfit[mask_min][min_index], yfit[mask_min][min_index], marker=\"o\", color=\"lime\", zorder=10)\n", "\n", "mask_peak1 = (xfit>1)&(xfit<1.8)\n", "peak1 = np.argmax(yfit[mask_peak1])\n", "plt.scatter(xfit[mask_peak1][peak1], yfit[mask_peak1][peak1], marker=\"o\", color=\"lime\", zorder=10)\n", "mask_peak2 = (xfit>2)&(xfit<3)\n", "peak2 = np.argmax(yfit[mask_peak2])\n", "plt.scatter(xfit[mask_peak2][peak2], yfit[mask_peak2][peak2], marker=\"o\", color=\"lime\", zorder=10)\n", "print(\"R_valley ~ {:.2f}\".format(xfit[mask_min][min_index]))\n", "print(\"Reak 1 ~ {:.2f}\".format(xfit[mask_peak1][peak1]))\n", "print(\"Peak 2 ~ {:.2f}\".format(xfit[mask_peak2][peak2]))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 609, "metadata": {}, "outputs": [ { "data": { "image/png": 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