From 60ceceb24d6d2cc88481ddadfc26c0ae0b78ea14 Mon Sep 17 00:00:00 2001 From: rstiskalek Date: Tue, 17 Sep 2024 10:26:04 +0100 Subject: [PATCH] Add void tests --- .../flow/reconstruction_comparison.ipynb | 675 ++++++++---------- 1 file changed, 283 insertions(+), 392 deletions(-) diff --git a/notebooks/flow/reconstruction_comparison.ipynb b/notebooks/flow/reconstruction_comparison.ipynb index 743e05d..7cd3cb6 100644 --- a/notebooks/flow/reconstruction_comparison.ipynb +++ b/notebooks/flow/reconstruction_comparison.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -20,6 +20,7 @@ "# You should have received a copy of the GNU General Public License along\n", "# with this program; if not, write to the Free Software Foundation, Inc.,\n", "# 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA.\n", + "from os.path import exists\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from corner import corner\n", @@ -315,76 +316,9 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_Carrick2015_2MTF_mike_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 30/08/2024 15:27:56\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_Carrick2015_2MTF_mike_smooth_1_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 13/09/2024 11:32:04\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_Carrick2015_2MTF_mike_smooth_2_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 13/09/2024 11:35:10\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_Carrick2015_2MTF_mike_smooth_3_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 13/09/2024 11:35:08\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_Carrick2015_2MTF_mike_smooth_4_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 13/09/2024 11:34:31\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_Carrick2015_SFI_gals_mike_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 30/08/2024 15:28:34\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_Carrick2015_SFI_gals_mike_smooth_1_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 13/09/2024 11:37:11\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_Carrick2015_SFI_gals_mike_smooth_2_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 13/09/2024 11:39:21\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_Carrick2015_SFI_gals_mike_smooth_3_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 13/09/2024 11:41:15\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_Carrick2015_SFI_gals_mike_smooth_4_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 13/09/2024 11:43:31\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_Carrick2015_CF4_TFR_i_mike_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 12/09/2024 10:48:49\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_Carrick2015_CF4_TFR_i_mike_smooth_1_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 13/09/2024 11:44:13\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_Carrick2015_CF4_TFR_i_mike_smooth_2_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 13/09/2024 11:46:11\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_Carrick2015_CF4_TFR_i_mike_smooth_3_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 13/09/2024 11:46:57\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_Carrick2015_CF4_TFR_i_mike_smooth_4_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 13/09/2024 11:48:46\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2_main_2MTF_mike_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 30/08/2024 12:03:40\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2_main_2MTF_mike_smooth_1_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 13/09/2024 11:52:24\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2_main_2MTF_mike_smooth_2_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 13/09/2024 11:53:39\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2_main_2MTF_mike_smooth_3_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 13/09/2024 11:58:54\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2_main_2MTF_mike_smooth_4_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 13/09/2024 11:59:21\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2_main_SFI_gals_mike_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 30/08/2024 12:05:48\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2_main_SFI_gals_mike_smooth_1_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 13/09/2024 12:07:50\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2_main_SFI_gals_mike_smooth_2_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 13/09/2024 12:06:30\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2_main_SFI_gals_mike_smooth_3_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 13/09/2024 12:06:41\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2_main_SFI_gals_mike_smooth_4_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 13/09/2024 12:14:03\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2_main_CF4_TFR_i_mike_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 12/09/2024 11:13:55\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2_main_CF4_TFR_i_mike_smooth_1_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 13/09/2024 12:20:28\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2_main_CF4_TFR_i_mike_smooth_2_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 13/09/2024 12:27:13\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2_main_CF4_TFR_i_mike_smooth_3_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 13/09/2024 12:32:47\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2_main_CF4_TFR_i_mike_smooth_4_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 13/09/2024 12:36:56\n" - ] - } - ], + "outputs": [], "source": [ "zcmb_max = 0.05\n", "\n", @@ -411,22 +345,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Carrick2015 2MTF 322.1943359375\n", - "Carrick2015 SFI_gals 414.5947265625\n", - "Carrick2015 CF4_TFR_i 835.421875\n", - "csiborg2_main 2MTF 760.97265625\n", - "csiborg2_main SFI_gals 800.328125\n", - "csiborg2_main CF4_TFR_i 1914.80859375\n" - ] - } - ], + "outputs": [], "source": [ "for i, simname in enumerate(sims):\n", " for j, catalogue in enumerate(catalogues):\n", @@ -435,20 +356,9 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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/mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2X_SFI_gals_bayes_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 30/08/2024 17:16:15\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2X_CF4_TFR_i_bayes_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 12/09/2024 13:39:34\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2X_CF4_TFR_w1_bayes_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 12/09/2024 13:01:55\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_CF4_2MTF_bayes_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 30/08/2024 17:12:11\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_CF4_SFI_gals_bayes_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 12/09/2024 14:07:26\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_CF4_CF4_TFR_i_bayes_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 12/09/2024 13:23:47\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_CF4_CF4_TFR_w1_bayes_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 12/09/2024 13:19:35\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_CLONES_2MTF_bayes_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 12/09/2024 13:49:16\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_CLONES_SFI_gals_bayes_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 12/09/2024 13:50:20\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_CLONES_CF4_TFR_i_bayes_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 12/09/2024 13:52:12\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_CLONES_CF4_TFR_w1_bayes_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 12/09/2024 13:51:03\n" - ] - } - ], + "outputs": [], "source": [ "sims = [\"Carrick2015\", \"Lilow2024\", \"csiborg2_main\", \"csiborg2X\", \"CF4\", \"CLONES\"]\n", "# sims = [\"Carrick2015\", \"Lilow2024\", \"CF4\", \"csiborg2_main\", \"csiborg2X\"]\n", @@ -561,20 +416,9 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "with plt.style.context('science'):\n", " plt.rcParams.update({'font.size': 9})\n", @@ -622,76 +466,9 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_Lilow2024_LOSS_bayes_zcmb_max_0.05_sample_alpha_sample_beta.hdf5\n", - "Last modified: 12/09/2024 11:40:54\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_Lilow2024_Foundation_bayes_zcmb_max_0.05_sample_alpha_sample_beta.hdf5\n", - "Last modified: 12/09/2024 11:41:00\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_Lilow2024_2MTF_bayes_zcmb_max_0.05_sample_alpha_sample_beta.hdf5\n", - "Last modified: 12/09/2024 11:46:00\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_Lilow2024_SFI_gals_bayes_zcmb_max_0.05_sample_alpha_sample_beta.hdf5\n", - "Last modified: 12/09/2024 11:43:45\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_Lilow2024_CF4_TFR_i_bayes_zcmb_max_0.05_sample_alpha_sample_beta.hdf5\n", - "Last modified: 12/09/2024 11:45:45\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_Lilow2024_CF4_TFR_w1_bayes_zcmb_max_0.05_sample_alpha_sample_beta.hdf5\n", - "Last modified: 12/09/2024 11:50:00\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2_main_LOSS_bayes_zcmb_max_0.05_sample_alpha_sample_beta.hdf5\n", - "Last modified: 30/08/2024 23:39:28\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2_main_Foundation_bayes_zcmb_max_0.05_sample_alpha_sample_beta.hdf5\n", - "Last modified: 30/08/2024 23:50:52\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2_main_2MTF_bayes_zcmb_max_0.05_sample_alpha_sample_beta.hdf5\n", - "Last modified: 31/08/2024 00:00:28\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2_main_SFI_gals_bayes_zcmb_max_0.05_sample_alpha_sample_beta.hdf5\n", - "Last modified: 31/08/2024 00:11:47\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2_main_CF4_TFR_i_bayes_zcmb_max_0.05_sample_alpha_sample_beta.hdf5\n", - "Last modified: 07/09/2024 22:28:11\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2_main_CF4_TFR_w1_bayes_zcmb_max_0.05_sample_alpha_sample_beta.hdf5\n", - "Last modified: 07/09/2024 22:21:46\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2X_LOSS_bayes_zcmb_max_0.05_sample_alpha_sample_beta.hdf5\n", - "Last modified: 30/08/2024 23:39:58\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2X_Foundation_bayes_zcmb_max_0.05_sample_alpha_sample_beta.hdf5\n", - "Last modified: 30/08/2024 23:45:08\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2X_2MTF_bayes_zcmb_max_0.05_sample_alpha_sample_beta.hdf5\n", - "Last modified: 31/08/2024 00:07:52\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2X_SFI_gals_bayes_zcmb_max_0.05_sample_alpha_sample_beta.hdf5\n", - "Last modified: 31/08/2024 00:13:49\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2X_CF4_TFR_i_bayes_zcmb_max_0.05_sample_alpha_sample_beta.hdf5\n", - "Last modified: 07/09/2024 22:30:15\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2X_CF4_TFR_w1_bayes_zcmb_max_0.05_sample_alpha_sample_beta.hdf5\n", - "Last modified: 07/09/2024 22:10:20\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_CF4_LOSS_bayes_zcmb_max_0.05_sample_alpha_sample_beta.hdf5\n", - "Last modified: 12/09/2024 11:58:32\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_CF4_Foundation_bayes_zcmb_max_0.05_sample_alpha_sample_beta.hdf5\n", - "Last modified: 12/09/2024 12:18:50\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_CF4_2MTF_bayes_zcmb_max_0.05_sample_alpha_sample_beta.hdf5\n", - "Last modified: 12/09/2024 12:31:31\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_CF4_SFI_gals_bayes_zcmb_max_0.05_sample_alpha_sample_beta.hdf5\n", - "Last modified: 12/09/2024 12:23:06\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_CF4_CF4_TFR_i_bayes_zcmb_max_0.05_sample_alpha_sample_beta.hdf5\n", - "Last modified: 12/09/2024 12:49:59\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_CF4_CF4_TFR_w1_bayes_zcmb_max_0.05_sample_alpha_sample_beta.hdf5\n", - "Last modified: 12/09/2024 12:37:20\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_CLONES_LOSS_bayes_zcmb_max_0.05_sample_alpha_sample_beta.hdf5\n", - "Last modified: 12/09/2024 13:08:39\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_CLONES_Foundation_bayes_zcmb_max_0.05_sample_alpha_sample_beta.hdf5\n", - "Last modified: 12/09/2024 13:31:31\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_CLONES_2MTF_bayes_zcmb_max_0.05_sample_alpha_sample_beta.hdf5\n", - "Last modified: 12/09/2024 13:10:52\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_CLONES_SFI_gals_bayes_zcmb_max_0.05_sample_alpha_sample_beta.hdf5\n", - "Last modified: 12/09/2024 13:14:59\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_CLONES_CF4_TFR_i_bayes_zcmb_max_0.05_sample_alpha_sample_beta.hdf5\n", - "Last modified: 12/09/2024 13:19:05\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_CLONES_CF4_TFR_w1_bayes_zcmb_max_0.05_sample_alpha_sample_beta.hdf5\n", - "Last modified: 12/09/2024 13:22:35\n" - ] - } - ], + "outputs": [], "source": [ "sims = [\"Lilow2024\", \"csiborg2_main\", \"csiborg2X\", \"CF4\", \"CLONES\"]\n", "cats = [\"LOSS\", \"Foundation\", \"2MTF\", \"SFI_gals\", \"CF4_TFR_i\", \"CF4_TFR_w1\"]\n", @@ -713,20 +490,9 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "with plt.style.context('science'):\n", " plt.rcParams.update({'font.size': 9})\n", @@ -778,20 +544,9 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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YNMN5p+GQhLAgDuV2MpwLyqjRRrEgpZ26qiYC/uAkfAqJRCLpZUqb5+F0r3BtMdzcHsrtZDwuKANQG8hOaSPgz6be3kT2ZemT8lkG4G2HwBTPgKk1gUFOGzsbcLlceDxTO7hoNBqJjo4e9fbh3P+8vLxIkPu6des4ePAg27Ztm8KSDk1fs+uJMpyRcfjzlpaWTrtx9ZSKpsPh4ODBgxG3lN27d7N7925aW1sH3X6o9UNR29TBxu/sjbzeumElWwuWkBpfh96o4fyJ+qkRTW87HPxX8LRM/rH7YkyCdd8ftXAO9yNat25dP3f38PZhx+9wDX80DuuXGi6Xiz/+8Y90dHRM6Xni4uL47Gc/OyrhtNvtbNiwgYqKin6ts02bNvUz7JgMxhLEXlpaOimCGfYiCI9p9DXr2LBhA+GcnOLiYkpKSkb8kwjnnIeZtbnnFoulX+5zOC92y5Ytg7qdjNUFJTMljv0/29p/paKgxk92TgznT9Rz7SfHWfjhCHQLwdREidrgVBA+R6B7VKI50o8oPz+foqKiAbWQ3bt3c/PNN1NRUTHsjXop4/F46OjoQK/XYzROzKZvpHN4PJ5RiWbYuehiu7bi4uIx+1/25eLpJsLHHG364lizg4YS5LCRcfjeCxsZb9++naqqqsh24YrBSIRzzsNMJPd8Svs0h/rHyc/P72cFFnY7GWr9mFAJo44FOcImLhQMjb3go0VrAn3s1CxjFOPhfkTDYbVaI39UIzmsX+oYjUaioqKmZBmLGDudzn5uU32xWq39BlEvNiO+2JC6qKiIvLw8YHCjYpvNhsPhYN++fZEomNEeO5xHHjY6HktX23DG1WFdCZuCTHca55SK5sUieODAAbZs2UJBQUE/95Kw28lQ64fCN0za/IIF4PP4aTg7xU3oWcBof0QXY7fb+xnWjuSwLpkdjOQ6ZLVaI2bE4UiU/Px8duzYMcCQuu+fatgkI2xUvG7duohT0ZYtWyItlNEee8+ePZFjTMSEJTygvHPnzsi6yspKHA4HiYmJ4z7ueJnyOM0HH3yQHTt2RPpZwtXtodxOhlo/GH8NdHA+5GWB2jDgvfRkD1q9lvMn68nIS5nUzzTbGM2PKEz4BgzvZ7VaB3XkvthhXTJ7CH+fQxlMh1sMw5kRD0dfo+LBGO2xi4qKWLt2beT9bdu2TYpxNRBpmW7atGnaZzGdctEMfzjoL4Dhf7WLGWr9YARRuKbzKH80LeYGXZ9+P7UOjb+VrEW5nD9Rz9W3Xj6xDzHLGc2PKHzDmc3mfte3srKStWvXUl1d3e+mHOxGlcwOwoI2lMH0eOz7RoPT6RyTw77FYqG6uhqbzRYRtW3btk3IyDhsbxfuNlq/fv3YwxInyJxOo7zMbWKR2siNrg/4Vnc13UpPXKZaD55Wspemc+FkPUpozrrfjYq+P6LBGO5HlJ+fj9PpjPhrwsAbVTL7KC0tZceOHQMGTktKSigsLGTLli39XNL7mhGbzebIfqMVWIfD0c9Xdahj92XXrl2YzWYKCwspLS3tN4AzGgYzMjabzf28OsNdftPJnLaGO+4wU+m7nBejL7DTc55XAu28HbsKkzYK3M0sWJzIG094aa51kJI9BX0fUxmnOcZjl5aWDjoB1kjhGOEfQngEcijHbQlTGqc51mOHp3+4OMQsLF4jGUvv2bMHs9mM2WzuN/XIxUbFADt37mTPnj3k5eVFutcGO/bFZteJiYmUlJRE/nz79kmOxFBGxgUFBZSVlUVC46xW67RHd8xpE2Kz9XKst36DN7bWUaXu4qrOoxTpU/m5LhncTfiv+Bd+9o82Cj77IdbfsnLyTjyH4jQ3b97c78cQjtMM5/aXl5dTXFxMfn4+drs9MpIapri4+JIPOZqNcZqTyWBhRtPFTBkZT8SEeE6L5k3XXcVh6zfYnl/Pjqu7+U9PHf/oOcur0cu5vrMGrvguv99TT6zZxJ3fvGVyTy4zgi4pZmNGkGT8XLLO7THmFLZd4eXn76XypdXn+WZUOk/4W/mSu4oj6Ih21bPgsnQOv34CRVFQqSZxsjVDvBS0S4jo6GgpaBJgjg8EgYrv3HklGhU88FcNGhR+a1pEfcjP36v9KB3VLFiajqvdTWudc6YLK5FI5gFzWjRra2v54tf/iZvT2/nNqQWcqW9nkSaKHwWzeAgvD7RVsuCyNHQGLacqzs50cSUSyQyzd+9eNm7cOKHc8zktmpmZmezfv59f/fPXSItV88MDGaCEWHlWzycvRHG/v5E/NjzLossXcPyADJ2RSC51tm7dyv79+8nMzBz3Mea0aIaJ0mvZecdynrqQzckGNzetTuKOhjiub9DwlVN7CCxX01DdjLNpakc/JRLJ/GdeiCbAlutXkWIK8X9HzOh1aj68IpXPndawyB3LT7SlaHUaTsjapkQimSDzRjQNOg3brk3gUXs2rd0hFmXEEKNTU9iQwWFfNfrLojj+rhRNiUQyMeaNaAJ86RNXE0LNbw6Jj7VpnYHFXSrWeDJ5PuUQdVVNdLR2zXApJRLJXGZeiWayJZGtV5goOZGNzx9EY4jh5iUKd3Ss5PWU46BBNtElEsmEmFeiCfD129bR4I7iiRMa0MeTFd1JflQ6qwMZVGc0c+zdsZkGSCQSSV/mnWgutS6gIMfH/x1NBl0s+Dr5xIfyuNN1OZXZ56k91Uhnm2umiymRSOYo8040Ab5yXQaVjgQONWqBEOq2o3z5ulswJ+oJqkIcfufkTBdRIpHMUealaH70uo+QGePnN4d1wino3LMkNz1OUWIBVRlNvPjsX5nDPiUSiWQGmZeiqdVH8YVrUig9m0WHOhXiFkHrUTavysaT58HQpuOPjzw508WUSCRzkHkpmgD3FKzBE1Tz2DEd6KIhFEDVfIBffO67VKc188Hb53nppZdmupgSiWSOMadFs7a2lo0bN/abBD5MRno6H7d6eehYMooCGC3QepQ0nZGcTywgpsNIxcETPP/889NfcIlEMiNIw44ew46+k8D35csfSeMDZxzv1uvAkCic1ttP882PFGLPaKb9XIC6ujqeeuop2ccpkVwCSMOOEbjpQx8hN87LQ+8ZQKMHJQT1fyVOY8J8iwVThwF3K7S2trJv3z4pnBKJZETmtWiqjXF86UMWnjibSnNXAKKzoOEtcHxA0TWf5GRmA6560Ol0uFwu/vCHP0jhlEgkwzJguoudO3eSmNg7c2NYRFQqVT9BCb9+7LHH+k3nOdu4+9Yb+LfyP/Pwe/DtD5vBVQM1Npas/hae6yHwqJ/LUtZzvvMknZ2d7Nu3j09/+tMzXWyJRDJLGSCaVquVe++9d9QHmKlZ7EZLojmeu65I4DfHc/j7/PfQRGdB8yFoP8OXr7yN/6nYh/oxNV8t/jR/fuFpPB4PXV1dxMTEzHTRJRLJLGRA8/xiwXzvvfd47733AHjooYfYuXNnv6lMxyKwk47PO6rN7r31Ks67TPzlTEiEH/m74Ox+NiRcTvW1bXgMfp7/zevceuutADzzzDNTWWqJRDKHGbFPs7y8nPj4eB588EFKS0u57777eOyxx6ajbCPjGd0UuusWJZGfE89D1auh/RTE5kDju6jrX+cfltzFn9a/jf1oDbXHWtBoNHg8nimfrlUikcxNRhTNtWvXkpubS1lZGUVFRcTHx5ObmzsdZRsZ9+iNN75SsJTyC3FU+RaI0CNtNJz+E18wLSR+uZlzix2U/+FvXHvVhwF48cUXp6rUEolkDjOiaNrtdg4dOsSBAwcoKCgAoLq6esoLNiq6OiAYHNWmhVcvJN6k45HGD4vmeXQG+NrRnPg9v8y+k0eveAuP4qPy+VOoVCra2toIBAJT/AEkEslcY0TRvPnmm9m3bx8VFRUoisJ9992H0+mchqKNAr8XmutGtWmUXkvh1Qt59IhCMHohtJ+G6GzoqGLdqUe5J20pT15VwckD1WRGW1EUhVdeeWWKP4BEIplrDBDN9vZ2fvazn3H27FkAcnNzeeCBB8jNzSU+Pp4HHniA73znO9NdzsEJBuDC6J3Y774uj3qnh5fUmyEmC7rrQaWGoJ8fO6o5v6CWjpUeKp8/SdADdXV1hEKhKfwAEolkrjFANOPj47n33nspLy9n586dPPHEEzNRrlFR2+Vh41e/OWju+WDk51pYnhXPH94LwJU/hPz7IM4KgU4SYnP4p6CK/171IoZYLV67jlAwxFtvvTXFn0IikUwXk5F7rlJGSIE5dOgQ+/btQ6VSsWXLFtasWTPuk002Gy9byP4v3gHf/ino9KPa57+fP86/lB7m1C8+RWKsATovwJFfQOdZ3LE55HYd5a72XDKfuYLYHA3xi/TcfffdqFSqqf0wEolk2ti4cSP79+8f174j9mleccUVPPDAA+zatYuqqiruu+8+fvazn/WL1ZwxtDpwtkL9+VHv8ulrcwkpCqVvnRUrYrNh5dcgzkpURxXf1Zgpibezan0bHdUB3I4Ahw4dmprySySSOceYcs/vuusuHnjgAe6991727Nkz8813tQa8bqgZfb9mcpyRj6/J5JHX++wTb4W194O1kL8LaTCr1Dyf9wZZ6QHa3vdy5L2jU1B4iUQyFxmXYUdbWxvf/e532bVrF1dcccVkl2n0qBC1TfuJMe12z/V5HDnfxrtnWnpXGsyw5DNEL/kM38bIr7V+rlz/V/CHcHzg4uRJOa+QRCIZJPd8MJ544gkcDkfkdXl5Ofv27QOY+UD3WDNUHwd3N0SZRrXLLaszyEuN4X9fOMGV3/hw7xsqFSz8BF9HxU9P/Te/iG3nq+sO88w7+bz8+Ctcdv9lU/MZJBLJnGHEmubmzZt58cUXOXPmTGSpqppFc4fHJUC7A+zHRr2LWq3iax9dylMHLnC+5aKsIpWK2JxPcH/OZh5SBzDm1GIx19B2IsAHB96d5MJLJJK5xog1zS1btnDXXXf1WzerBkb0BlAUeOdlWJYP6tH1OHz2I1b+7fEj/Kr8JD/Zmj/g/a/nfY5f1Jfzfb2aX19/hP99xsLzv36NpZevRKMfXY1WIpHMP0ZUmISEhAEj5eNNoywqKoo8t9lslJSUUFZWxu7du0dcPyypWXDqCJwdfb9jtEHLF25YxO9fraLT7R/wvlGj54eLvkCpr5kTuetYlXcYb1csDxf/uxBpiURySTKiaLa1tZGTk8PixYtZvHgxixYtGpcd3O7du7Hbe0esi4uL2bZtG4WFhQCUlZUNu35YYuLA64EDr45J0Io2LKHbF+CR1wfvbrgno4AV0Qu5L+Tk1oJ0jFH1NJ6J4chLD4/6HBKJZH4xomgeOHCAiooKDh48GFnGKpp2u72fWbHNZuv3Oj8/n3379g25flQkp8PRd8cUs5lpMXHnlQv45V9OEggOTJfUqDT8ZPGXeNn5PrasD/P5jd0Eg3peefoYnSeelTVOieQSZETR3LBhQyTvPD4+HrPZzP333z+mk9hstohDEkBlZSUWiyXy2mKxUFlZOeT6URFvga52qHh9TGX75seXca7FxdMHLgz6/u3JV3NN/HLur3uBxGvuIX95HV1tC3ns4UcJnX4MQtIJSSK5lBhRNKurq/nZz37GE088wcsvv8wTTzwxppqmzWZj8+bN/da1trYOuu1Q60eFSgWWFKh4A1qbRr3b5TkWblyRxs+fOzbopGoqlYqfLP4iBztO8WSwnYKtNxBl9OBoWsqTpY/C6b1SOCWSS4hhR8/b29t54IEHKCgo4MyZM5H1FRUVoz6B0+nEbDb3i/NMTEwc1F5uqPVDUevsYOOves06tuavYGu8Au/9FW7+1KiP8/efWMYnd7/C68cbuX552oD3b7Bczi2Ja/mnM7/jk9f8itsKOyj9QzNNrfGc+FsZS33tcNk9oI8b9TklEsn0sXfv3n7GPhMx7BhWNOPj49mzZw8333xzv/WjDTnavXs3ZrOZsrIy7HY7drudsrIy8vPz+81g6XA4yM/PH3L9UGSa49j/d1v7r2y4AO++AlfdLAaIRsGNK9JYvSCBnz97fFDRBPjxoi+y/p1v8Ej9y3z+lk+R+cYfaGpYxVuny8mMeYZYXxes/DuRWSSRSGYVW7duZevWXq3YuHHjuI81YvN8/fr1A9aN1vFn+/btkZHwgoICrFZr5HnfkfTKykq2bNky5PoxkZwOjbVw5O1R76JSqfjWrcuwHa3n6Pm2QbdZF7+Eu1I+zA+qHsaj+Lnxszfj98biUdbw5GFQal+F9/8PvM6xlVcikcwpRhTNi/svq6urxzV6vmfPnkhNE0Ro0e7duyOvwyFGQ60fNRotmKLhby9CZ/uod7vzqgUsSIrm3//8wZDb/GTxl6j3Ovjp2VIWLs8kd2Umnq6lBKKtPHdMBXWvwfu/BHfz2MoskUjmDCP6aVosFh566CHuvPNOHnzwQYqLi7FarbNi4rGNqy8b2DwHCASg6gO47hPwqS+NOkvot6+c4Zu/fZe//dvHWbUgYdBtdp7+NT8/9yTHr30IXZ2K3/3gSRJXaDBqDrFpUTXR2gAk5cPyL4N5yUQ+nkQimSKm1E/T4XAQHx/P+vXrqays5MyZM7NCMIdFq4X0hfD2S/De30a92+c+YiUvNYZ/ffzIkNt8L/czJOri+MeTe8jMS2Vxfg7+RiNKwuU8Wb1YzHLZfACO/Bc4T0/Gp5FIJLOIQUXzvffe67ckJiayefNmNmzYwNmzZ/nqV7863eUcO3Fm0OnghT9B0+gmX9Np1XzvztU8f6iWd04P3sSO0Ubx75dt48mmv/KXloNcX7iejlYXnmYdAcsanKkbISoNHMfg/f8Fx/FJ/FASiWS8eDweTp8+zbPPPjuh4wzaPF+0aBFr164dNG4RxOj56dMzX4sasnkeJhSCM+/D5dfA5741qikxQiGFD33/eSwxep697+ZBB70UReGmg9up9bZw5Jo9PPfL16g53UDsmgBarYa7b1kMJx+GtpMQnweLt0LmjSKWVCKRTBter5cLFy5w6tQp7HY7HR0dhEIh3n333XE3zwcNORoszKgvL7300rhONu2o1ZC9CI68A2++ADeOHGagVqv458LVbPnP13n1g0ZuXDkwBEmlUvHLZf+Py9/6O35SvZdv3HE7D97/GPomI6q0EA3kkrb6W3D0f8HxPhwrAU8L5BWK2S8lEsmU4Xa7qamp4cyZM9jtdtrb21EUhdjYWJYsWcLy5ct5993x2zwOEM2zZ88OK5hAv/fPnj1LTk7OuAsw5USZwGyBV56GhUvAunTEXT6+JpN1eYn8+Mkj3LAiddDa5rKYBezM/TS7qv/Ep6+5gWXrrdRWNWFI8fPiiy9yzz33wKqvw7GHoPUwVJVB0A+5G0EfOxWfVDJBgsEg3d3dNDc309zcTFNTU79kC0VRCIVChEKhIVtho0WtVqNSqSKPYVQqFSaTCZPJRHR0NNHR0ZHnRqMRg8GAVquNLOpRDnLOZxRFob29nZqaGt5//32ampro6urqJ5QrVqxgwYIFREdHT/h8A0Rzz5497Nq1a9QHGOv2M0JSOlQdg788Bl+5b8Rmukql4v5PreLOn73KKx80cNPK9EG325n7af7U8Crbjv2csju+x6/vLyO2I56Q2dvzZ7IUrvgOHHsQGt6G049C6xFYvAWSrpDN9RkiFArR2trKyZMnqa6uJhgMEgwGR9wvLHJarXbCs5OGxTcQCKAoSj8R9ng8/TLoRiPQKpUKrVaLRqMBwGw2k5CQgNlsxmKxEBMTg9FoRKfTzYuZVd1uNy0tLTQ2NnL48GE6Ojro7u5Go9EQGxvLypUrWbJkCdnZ2ZMilH0ZIJoFBQXcd999o7qwE/23nTZUKsi2wumj8N5bsP76EXcpWJUuaptPHOXGFWmDXg+jRs+vln+Tmw5u59mMAyy90kp9dTMx8fD666+LGrgpDS7/R4j7M9TYoOUQdNfDwlsh9w7QGif/80r64XK5OHXqFCdPnsTr9RIMBvvduxqNBr1ej9FoJCUlheTkZFJSUoiLi0OvH93U0JNJMBjE7/fj8/no7u7ut3g8HjweD263G4/Hg8/nA8RvMRAI4Pf7URQFt9tNfX195Jh9P69arUan06HRaDAYDP3MeOLi4iI1WqPRGBHhmSQYDNLW1kZzczN1dXXY7Xa6u7txu92EQiH0ej1xcXGsXbuWBQsWkJGRMaXf24hxmrOZtQvSyTTHsXXdSrauWzXyDheqICkNvvoDMMWMuHn5kTru/NmrPPXdG7l51eC1TYBPH/kxbzmP87eF/87vvvckeR9OxWNs58orr2T58uW9G3ZeEMJZ/wZ4HGBZDsu3QVzOKD6tZLT4fD5OnDjB4cOHCQQChEK9tn/hmmJeXh5LliwhMTFxXtS8+qIoCl6vF7fbTUdHB21tbTgcDhwOB263OyLKF/959N0/jEaj6dcdYLFYSEhIIC4uDpPJhF6v77eExXg0ZQyXI/wH4Xa76e7uxuVy4XA4aGxspLu7G7/fH3kEMBgMmEwmUlNTycnJITMzk6SkpFF1VYRz0Gtra8fkodGXOS2aI46eX0zAD/bj8MkvjGpQSFEUbv7Ri6hUKmzf3zDkj+v9zmpWvVXEr1f8I3FlKhrPthC92o9ao+buu+8euF/7GXh/D7Qdh5gsWPxpyLhODhKNE0VRuHDhAm+//Tbd3d0Eg8HINddoNCQmJrJq1SqysrJmRc1ptqAoCn6/PyKwXV1dOJ1O2tvbaW9vp7Ozs5+wXdyXG35+sciG+2nDS9/X4W6JcJdI+PlgfcXhGrFOp8NkMrF06VKSk5NJSkoiPj5+Qn92EwluH9VslPMGrQ7iLGIkffXVkJgy7Obhvs1P/exVXjxSx0cvzxx0u5WxuXwq5Vp+Yv8Tr39yN7/9/hOkh7LpUDVz8ODBgfn78Ytg/ffh1B+h7nWRs+48AXlbwDh4JpJkIA0NDbz++uu4XK7Ij02tVhMfH8+aNWvIzc2VIjkMKpUqUkOMjY0lJWXo34OiKP1qgx6PB5fLRVdXF52dnXR2duJyuQYIYCgUinQZhEIh1Go1arUajUaDTqeLvI6OjiYxMZGEhASio6OJiooiKioKk8k0a7oJwlxaogmQkiH6Nv/6Amy8Z8TNb16VzocuS+aHpYfZsCoDtXrwf7d/sn6GtW9/nVcMR1l+1SIuHK4n/goVx44dY+3atQObDvo4WPF3kLAcTv0B7E+D4wRc9jlIXisHiYagtbWVN954A6fTGWl2h5vb69atw2AwzHAJ5ycqlQqDwYDBYOg3u8JoCTfHNRrNnO8OufTag2o1JGeI+YQu2EfcXKVS8S+b1nD0vJMn3j035Hb5cYu5NelKfmzfy4fvzKerrZsEVTqKovDyyy8PdXDIvB4u/wdIWArtp+Hwz+HEb8HXMfg+lyidnZ08/PDDPP300zgcDlQqFTk5OWzZsoV77rmHa6+9VgrmLCY8uj/XBRMuRdEESEgSDkivPTOqeX6uWZLMx9Zk8K9lR/AHBs4lFOb71s9y3HWe/aF3WPWRJdjfrYeQipqaGlpaWoY+gWU5rP8XWPI50BjA/iQc+KFIxbzEURSF119/nbKyMoLBIPHx8RQWFvL5z3+em266adLDSSSSkbg0RVOlgowFcPQdOHl4VLv8oPByqpu7eHiImSsBrjYv44sZH+WbJ35J+i3puF1eFsQIp6Pnnnuu3yjuAAzxsGQrrP0epF0Drjo49FM48Qh4R29xN59oaGjgkUce4cyZM2g0Gm677Tbuuusu4uKkQ75k5hjQp9ne3k5JSQkqlQpFUSLV6b6jWn3XqVQqvvOd70xTcSeRmHhh5PHSU2BdBvrhm3YrFySw+ZocHnjqfbZem4vJMHh38H8v/Rpvtx/nS3X/yU9u2Moh23Gu/fwKjp86xv79+7njjjuGL1e8Fa7YAU3vivmH7E9AS4VIwUxeC9qo8X3eOUQgEODpp5+mo6MDlUrFsmXLuPrqq+dF004y9xnwy4+Pj+e73/3uTJRl+smywpmjon/z2o+OuPn37lzNE+88wy9fPMl3bl8x6DbR2ij2rf4eV77z/3h+xREWvGHCXSMGK9ra2kaXdqrWiNpm/CI485gQ0CP/BdGZsODjkLQaolLn3WBRKBSisrKS999/n1AohE6n484775RNcMmsYtjm+dmzZyPPX375Zb761a/y5JNPTnWZRk/AP7H99QZR43x1/6hmsMxNieHLNy3iP585Rmund8jtVsXm8oulX+WXzmeI/kgc775whI/e9HHUajWvvfZaJItjRKKSYeXXIH+nSLv0OuGD/4O3vweVD8CFcug8B8owzf45gM/no7y8nIcffpgjR4SX6bXXXsvdd98tBVMy6xg0uP3QoUOsW7cOgB07dlBQUBCZt1ylUlFSUsKXv/zl6S3pIGy0prP/29smVuMKhUQI0vW3CZf3EY7V3OFh9Xf288UbF/GTrUNP+qYoCve8v5tnat7ie3/eyOKVC1m+YQFvvvkmWq2Wu+++e2zlVBToPAtVj0PbMZFRpATBYIGoJEi8XKRs6kygiQK1DlDAlArGJFDPvuiyzs5OnnvuOVwuFyACo9esWcPq1atlU1wypUwkuH1Q0bzllltwOBxYLJZIcHZ4YrQXX3yRl19+eXb4aS5ZwP67bxsxSH1E2h3Q4YQv74BFgze7+7LryaP87M8fcGj37SxIGrom1B30cPU73yL7AzMfei2XL/zwU7xx4BXcbjfr169n5cqVYy+rooC7UbjCtx2DlvfA2wYBT29GkUoFKo3YVhcDWpNYTMkQmwuxC0UmkiltRrKQWltbee655/D5fJFQlOuvv56FCxdOe1kklyZTIprhKS1sNhtlZWX86le/GvT9mWRtXi6Zioet113D1itXT+xgVcdg8SohnCO4IHW6/Vz+3T+zYXU6e7ZdM+y2p121rH/r63zjmQIWW7L47P238eijjxIKhdi0adPEm5/+Lug8D16HiO0MuMHXCb42cLdAwAWhIATdEPCCEhC1TpUWolJgwUdFyNM09JF6PB6eeuopuru7AdDpdNx6660kJiZO6XklkjCTkXs+aJvNarVGnhcUFAyY57zv+zNJ5pLL2H9tHvg8Ez9YVq4IP6p4A64e3k80NkrH9o0r2PHHSv7hE8tZmhk/5LaLozN5aOU/cl9NCV+0fZgzlee55ZZbeOGFF3j88ccHz00fC7oYIXrDEQoKQfW1i1qpqxZqXxVuS+//EvTxovaZVQDJV0z6CH0oFOL111+nuro64kpzxx13EBsrfUUl00t4/vNJn/f84h/xSK9nDJ0ePvwx6Gib+KCQIUo4H73yNDhGnoL3izcuItMSxY+fGHoStjCFadexes1izma3Ur73byRaksjMzCQYDPLaa69NrNyjQa0ROe1xOUIUc26Da4ph/T8LezqNAVoOw+H/gLd2iOB65ylhmjxBTpw4wcMPP0xVVRVqtZpbbrmFu+++WwqmZM4yaE3zwIED7Ny5M/LaZrPR2toaeX3w4MGpL9loufJGeMsGLY2QljWxY6VlizmFntsLn/6amNVyCAw6DffdsYqv//odDp91cHmOZdhD/8/Sb3Dtld9k4VMW/vp0JQWFBTzyyCNUV1eTmZnJ4sWLJ1b2saLWiJCm+EXCTb71KNS+IkbjTz0KGr0YQEr/EKRdK/pAx0B7eztPP/00fr8fjUZDfn4+a9asmT1/uBLJOBm0T3MkXzqVSjUqp+upJtKZ+/yfhCv7kgn2awK4OqHhAtz1FfjQLcNuGgiGWL/zWaypsTz+7RtGPPSeC8/w2N5ybv5gOff+ZBNxSdH86U9/QlEUbr/99tnRt9fdJAaXamzgbhKj9KY0YZqcfYsYnR+B06dP8+abb6IoCunp6dxyyy2zyqVGIpn0ec8LCwupqqoadDlz5gx33XXXhAo86SzLB6MJursmfqzoWLG8WCZMi4dBq1HzvTtX8eLhOt46NXKT/t6sWwl9RIcjxsWTD76EXqfntttuA+CZZ57B6x069nPaMKXAgltE8/3KH4L1DjF4dOL3cOAHYobNIfL1FUXBZrPxxhtvoFKpuO222/j4xz8uBVMyrxhUNIuKisjNzR10sVqtFBUVTXc5hyc7TywtDZNzvNQs6HDAM38Ed/ewm9555UJWLTDz/X2HRpz+Q61S86f87/HWR6ppPtPK314Rc8pfe+21hEIh9u3bN3x++nSiUonBoWVfEvnwSZeLpnvlLjg5MB/e7/fzyCOPcO7cObRaLVu3bh3Wn1EimasMKppjmY1yVqDRwBXXgqdbBKtPFJUKFiyGk+/BS08O64SkVqv48afzeed0C08fuDDioVMNCfz29h0cW1THi4/+jdY2J4sXLyYvL49AIMDevXsnXv7JJj4P1v0TLL8XNEaRD//O98D+FHjENAqPPvoogUCAlJQU7r77bmnTJpm3zB+XoyWXQ7xFBKpPBnqD8N386wtwbPh4rhtXpnHL5Rl8f98hvP6R+3qXRGdR9OW7CBDkx7/4DZ6gl+uuuw6DwYDP5+ONN96YnM8wmai1kL1BiGfmjeB3wcmHOfb4d3n697sJ+bu56qqruP322+Vgj2ReM6zL0UjMKpejpFS4bA1UvC78MieDhCQRzvTsH0WTPSltyE1//OkruPp7z7HHdopvfnzZiIe+Lvty6j7TRNVvq/jqH/+DX33u22zdupU//OEPnDlzhrS0tOkfUR8NMVmw+pucP/Eur77wOH7nWbS0cNviNhKNKeBfKGJHJZJ5ytyeWO3iEbCj78LvfgYLFo2Y1TNqgkGo+gBWXQWf+xYYhp5y9x9+d4DSt8/y3k9vJyl2dFPz7vmfMuoONnDsnlb+cMNOFJ/o21QUhY997GOkpQ0t1NONoih88MEHVFRUEAgEUKlURBvUfOoqC/r6l8HbKnLhszdA5g1SPCWzlkkfPZ+zLFoJSemjciwaNRoNLFwsDItfLBu2f/P+O1ehKPCTJ46O+vBf/MoniTVHk7xfz10VP0LRqfjEJz4BCOPi0tLSyNSlM0UwGOSNN97g97//Pe+88w6hUIisrCw+97nPseWzX0C/aCNc/WPI2wQowgf07fvFo38SIhokklnE/BLNKBOsuUaMfE8mhihIyYQ3noPKN4fcLDnOyH13rOTXL5/h6Pm2UR1ab9Sx9f/dSqYjgeArbm479H2izNFs2rQJnU5HZ2cnf/zjHyOWadOJ1+vl2Wef5eGHH+bUqVMArFy5knvuuYePfvSj6PV9avO6aBEkf+WPYNFmUOuFdd3b9wtnpkvUfV4y/5jTzfO1a9eSmZkZyScF4Owp+NWPRP+jaZKbh7XVIh70C9+F7MHz732BINd873lS4o08t/PmUQ+K/PXpSl4te5eymyqIXhFD2eXfJ81g4cyZM7z55psEg0F0Oh233347CQlTO82vy+Xiueeeo7OzE0VR0Ol0XHXVVSxZsmT0gzxBP9S+DOefFwHyulhIWQsLbxOxoBLJDDAZhh1zWjQH7ZcIBoVoXqgSfZuTiaKI/s3cZfCF70Ds4EYdtiN1fOpnr/LwNz7Mp65cMLpDhxSe+O9yTh85xx9ufZvmxE7+sGoHGxLXEgwGefHFF2loaEBRFJKTkwfW9CYBp9PJn//858g81TqdjhtvvJHs7OzxHzTghrrX4PxfwNPSI55XgvVTYl4kiWQGmHRruLnCkB/8by/CY7+CvBWiT3Iy8fvBfgzW3QCbtoFxcEegzf/5Gu+fb+PAA7cRPcR8Qhfj8/h5+F+fwtXppnzTSZ5zH2RH7mZ+lPd5dGotTqeT/fv3R/o4tVotycnJrFu3juTk5DGH+gQCARoaGrDb7Zw7dy7iKK/X6/nYxz5GcnLymI43LEEvNFVA9VPCXclgEcYhGdeLPHeJZBqRonkx7W3wy3+BrnbIzJn8E3e7oKZKmIXc+ZVBhdPe2MlV9z/HV25ezK7PDO3wfjEdrV385p8fJyE1jvqtXr5/9vfkxy5i7+r7sZrSATENydtvv43b7Y5kEKlUKnQ6HatXryY2NhZFUSLvhR/9fj/nz5+ntbU1UpsME95/48aNxMdPYQ0w6BN9nedfEFZ1USmQczukrB9VXrtEMhlI0RyMv5VD6R4x8j3CTJPjorsLLtjhmgIxTcYgoUj/+ewx/uWxw7z8g1tYax29GUftmUYe+fF+8lZnk3V3Np89XkyLr4P/uKyIL2begkbVW3vu6Ojg0KFDnDt3btSj7GG39KioKPLy8sjNzcVsNk9vULq3HapKofFdCHSD0QLpH4asDcLGTiKZQqRoDobPCw/+BKpPgnXp1BTA1SkGh67ZIITzInEOBEPc+MO/4A8qvP7Dj6LXjr6r4Mx75yj7xYvkrszilq9dyz9U7eH3deXkxy7iF0u/xocTBk6VEQwGuXDhAl6vF5VKFVnUanXkMTU1FaNxdDGk00J3A9S8DI1vi4njdDGQuEr0eZpmT4yqZH4hRXMojlWKYPekNIiJm5pCuDqh9ixcewvc8cUBQfVHzrVx3Q9eYOcdK9lxx6oxHbrqyAVK//MFcpZnUvitW3i3+yTfOvF/HOw4xSeSruKfrJ/havPI2UdzAn83NL0D554XA0YqrZgUbukXIS533k1XLJlZZHD7UCxdA6uvhrpzwwalT4joWMhYKAafntsrRu/7sHphAn//iWUUP/3BqGM3w+StzmbLtz/OuWO1PPYfz5OvW8Q7V/0Xf1x1H3Z3Pde8+y1uPridJxrfxB8KTOanmn50JpHTfvUuWPX/xAyb3fXCVemd70PLETFth0Qyw0x5TbOsrAyHw0FVVRVOp5M9e/YAwg3ebrdjsViw2+1s37592PWDMap/i5pqKPk3UQNMTJ20zzWAjjZorodPfBZu3NivZuT1B7nhX/5CSFF47V8+hlE/thH9c8dqKfvFi5hijRT+w0dJzrQQUkI80fgmPz1byrsdJ0nRm/l8xga+mPFRlsWMLsxpVqMo0GGHE78TZsihABgTxTxGqVeCwTzTJZTMYWZtTdNut2O329m2bRvFxcU4HA52794NQHFxMdu2baOwsBAQ4jrc+nGTlQtXFwivzal0m49LEC5LL5YOyBoy6DQ89Hcf4kxDJz8sOzzmQy9cnsmXfnQnGq2G3/3gSU4cqEatUlOYdh3vXP3fHL7mV3w67QZ+XfsCy//2Fa5+55v817knOdNdO1mfbvpRqYQl3VX/Cut/ACnrhLPSqT/CW/dB5W5wfCBrn5JpZ0pF0+l0sm/fvsjr9evXU15ejs1mw2w2R9bn5+ezb9++IddPmGs/CmkLxDQWU0lSGmi0sP9hONU//3xFtpkfbLqc/3nhBK8dG7tZckJqPF/4l09hXZ3N47/4Cy/87g083cLpfXWslV8s/Rp11++l7PLvk6SL57unHmLxm19kyZtf5FsnfskLLQdwB2eBM/x4iM6AlV8V+e1LPiMC5B3vC+F8e6eYWdPvmulSSi4RplQ08/Pz+6UqVVVVkZ+fT2VlJRZL70RkFouFysrKIddPmHiLaDJ7uidnSozhyFgI3Z3w+ENigKgP3/joUj6yLIUv/d/fqHUM7wg/GHqjjjv/3wZuuedajr55ij3b93HiXXsk3tKg1nNX6kd4Jv9fab2xjKfX/JAbLZfzZNNf+Xjl97C8chcfr7ifX5x7khOu8yM6zc86DGYxT/s1D8AV2yHhMjEl8bEHRe3z+G+g3Q7KLHG/l8xLpm303Ol0snbtWioqKti1a1e//s3Kyko2bdpEYWHhoOurqgafqyecex6mXw76xQQC8KdfwoFXhBvSVM5bEwpB1TERI3rPP4KlN7Omqd3NdT/4C2lmIy/cv2HM/ZthOlq7+MvDb3Kq4izW1dlcd9c6MvMG77NVFIXjrvM833KAv7Qe5DXHUXyKn0xDEjdZ1nCzZQ03J15BlnESM4CmC1e9qGk2viOC5VUqMCRCxoch7UMQNQc/k2TSCeech5lI7vno8vsmgXvvvZfy8nLMZjOJiYk4nc4B2wy1figyMzNH35mr1cLHPy3iKmurJz8vvS9qNeQuFemWpXvgs9+MhDylxEex91vXccu/lfPN377Dnm3XjCuoPC4xhk3/8DFOHKjm1dJ3+N0PnsS6KotrP7mW7MvS+h1TpVKxPGYhy2MW8u2cQlwBN6+3HeUlx3u85DjEH+pfQkFhiSmLGy2Xc33Caq5PWE2GcRbMjjkS0emwZCvk3QVtJ+Dcc9B1AaqegLPPgnkJLNok5juSXLJcXKHauHHjuI81LaK5e/duiouLsVqt2O128vPzOXDgQOR9h8NBfn7+kOsnjcQU+NgWePS/xLQY8cPPVT4htFrIuUxMlfHEr2Hz30XSLa/ItfA/X76Sr/zqLZZlmfmHTywf92mWrs9lydqFnHjXzl+fruSRf3ua5KwEVlyzmBUfWoQ5eWB8arQ2io8nX8nHk68EoMXXzquOw7zkeI9X2w6zp+ZZAPKiMvhwwgo+Yl7JtQkrWGLKQq2apVFqGj0krRaLv0vkuZ97BloOCzFNuAyWfFb0j0okE2DKRbOsrIyCggKsVmGlZrPZ2LZtGzt27IhsU1lZyZYtWygoKBh0/aSy+iqwb4BX94MpFnS6yT1+X/QGMUFb5RvC6/OOL0XOt+VDuZys6+Cf971HZoKJzR/KGfdp1Go1y69exLIr86g6eoH3/3qKv+6v5NXSd0ldmETWklQy81LJsKYQnxyLVte/SyBJH09h2nUUpl0HQKO3jdfbjvKm833eaHufR+peIkSIBG0sV8Vfxpq4PC6PsbI61soiUwZ69RRew/Ggi4HM6yH9WjGH+5lSEefZfkbkuOd+UjbbJeNmSvs07XY7eXl5/dYVFxezfft2bDYblZWVkdpn3zjNwdYPxrhjrbo64NfFcP6MSLGc6myTrg6oPw8Fd4ouArWorSmKQlHJ25S9fY4nv3sD1y+fvLRBn8fPqcqzVB+9QO2ZJlrrnZH3omIMxJhNGKONaHUaNDoNWq0GtUaNRqtGpVah1WnQ6bVo9VpCOoUGTRtnaOBE6AJHOMspXR1+bRCtSsMiUwaXmbJYbMpkcXQm2YZkMoyJpOstJOrj+uXKzwihIDS9K2bRdDeDxgAxC2DxFojLk9lGlyAyjXI8VB2D3/5UBL0np09uwQbD2QqOJrj1M3DD7RHh9AdCbPqPVzlQ1coz993MFblT02XgdnlpqG6m0+Giy9lNp9OFx+Ul6A8SCIQI+gOEgsIZKRQMEfAH8fsC+L0B/F4/HpdvwGi7NlqLYlbhivfRFNeB3dTEMVMNjfHtBDU97kuosOhiSdTFkaCLwayNIV4bTZzWRKw2inhtdGRdjMaISWMkumeJ0RqJ0URFFq16guIb9EPzQah+WuS8q9Qiv33RFpHvPlu7HiSTjhTN8fLy0/DnR4R93GS7vA9GSwN0OuHGO2DDXZGmeqfbz8bil6lq7GT/jptYkzOFfa3jRAkpeLq9dHd66HJ2097SSUdrF87mTtoa22mtd+JqdwOg0qiITjWhydARylTjyvDRanHhDLlo83fRHnDRGeimI9hNe8BFu99Fd2jkGFKDWtdHRI3Eak3EaIzEa6OJ1wnxNWujSdDFRh4TdDEk6uJI1sdj1saIPlklBG3HRaC8qw6UIERniT5Py3IpnpcAE9GOaRs9n5V85FbRbH73ZWFYrJ3iyxEOfrc9Dq52uO1uiDIRG6Xjye/eyB0/fZmNxS/z5x03cfksE06VWkVUjJGoGCOJ6eZBt/F0e2mpaaPxfCuN51poONtC46FWQsEQKQYtVyxazMJlGSxclkG6NaVf36o/FMAV9NAd9OIKenAFPXQF3WIJuOkMuiPrOgPieWewm86Am/aAi1pvK85AF21+sfiUgTZ5GpWaRF0cSbp4kvRxZEQlkhm1lHTnaVK7TpNa8SNSYxeSknsHSclXodVc2j8PyeBc2jVNEIbFv90t+jfzlk9P/1ZXB9SdhTUfgk99GeKFf6TT5eOTu1+muqmLx/7xeq5ePPcHK/y+AA3VzdScbuT8yXounKzH2+1Dq9OQuTiVBUszWLg0nYxFqej0kyNSiqLgDnlx+l04/B20+jtp8bfT7Gun1d9Bi6+dJp+TOq+DWm8L9V4HXUF3v2OogGRtDJlRqWQakkgzWEjVm0kzWEg3WMgwJJJhSCTdYJl9A2GSEZHN84ly9hT87qciNz19mswuPG44dwqWXA6F90KqCNJ3unxs+flrVNod/PZr13Lb2qzpKc80EQqFaDzXyvnjdZw7IUTU4/Ki1qhJtyaTvSSNrCVpZC5KJSZ++pzcu4MeGt2NNNW9TlPtyzR6mqjT6KjVx1IblUijEqDR10aj1zmgFpuqTyDLmESWIYlsYwoLjMksjEolJyoVa1Q6ibq46TV4loyIFM3J4J2XoaxEOCHFTZNzuN8nTJJTM8Wo+uXXgEqFxxfk3j1/Y//BGn5691ruvXnxvP3RKSGFpgutnD/ZQM2pBi6crKezTeSRm5NjychLJSMvmQxrCmk5SegM01Cr83VAw1vC29NVA1qTCI5f8lmU+CU4Al3Ue1up9bZS622hxtNCjaeZGm8LFzzNnHM30RnsTZON05qwRqWTG5VGblQa1qh08kzp5EVlkBOVik4tuwGmGymak0EoBE//Dl57RgSlT8UUGUOdt7Za1HKv2QAf3QSmGIKhEPc/eohfvniSrdfm8vMvrMc0ygna5jKKotDR2kXtmUbqqpqoPdNIw9kWAv4gKpWK5KwE0nKTSe9ZUhYkTlqzfgABt5iO49yzPaPtKojOhCV3Q8LQoWqKouAMdHHW3YjdXY+9u54qdz3V7gaquus552kkoAh3Jo1KzUJjakRErT3CmmfKIM+UTpw2emo+2yXOJSuag857PhG6XfCHnwvH90UrImFB00K7AxprRF787XeLvHXgT3+t5pu/fRdraiy///q1XJZx6U17GwwEaa5to97eRJ29mYbqZpouOAgFQ6jUKpKzLBERDQvpxQH8E0IJCRu6U49C13nhKh+fB5fdA3E5Yz5cIBSkxttMVXc9Ve46znSLJSyqfWupybp48kxCTK2mdHKMqSyMSiUvKp1sY8rEw7AuMeS855NZ0wzTWAu/2Q3tLSKbZzrx++DcaTGf+nWfEDVPUwzHapx89r/e4EKrix2fXMm3bl02pvmG5iMBf5Cm863UnxUiWl/dTHNNG6FgCLVGTUp2j5BaU8jISyE5MwG1ZoJ/gkoImg/BmX0iVEljFOmZi7dCzOT0PSuKQqu/g6ruOs6466jqrsfurqequ56z7gZqva0oiJ+sTqUlp0dAw7XTRaYMFpsysUalY5RTIw/JJVvTnBLRBPjgIPzxv8BoEmFC04miCAd4Z49o37gRVl1FdxAeeOp9/uv541yWEUfxZ9dywwo58VhfAr4AjRdaqbc3i6W6mZbaNhRFQavXkpaTRIY1hQyrENOE1HEO0IQCvemZ7kaRYZSwTMxnZJjaloAv5Oe8p0nUUnuEtdrdgL27gSp3Ha6gBxBJBQuNKSyJzmKJKYvLorNYYspkafQCso3J87aPfLRI0ZxsFAVefgqefVT4Y05H4PvFBPzCjzMYgGX5cNMdkLOEI+ed/P3v3uVAVSvXLUvl+4Wr50Vo0lTh8/hpONtMnb1ZNO+rmnA2dwJgNOlJtyaTnptCWm4SaTnJmJNjRy8ooSA4jsKZx8DTCmo9xGSL9MyYBdOenqkoCg0+B6ddtZzuruVUdy0nXRc43dP8D4/6R2uMXGbKYlnMApZHL2RZdDYrYnKwRqVfMs19KZpTgd8P+/5P+G/mLQftDMXidbvEQFGUCRYugcuvQVm8iufO+fi3x4/w/gUnV+RY+MKNi9h09UJio2TM4Eh0d7qpr26hvropUisNj9gbow2kLkwkLSeZtJ5HS3o86uH6txVF1DyrSsHjEOuMFsjZCMn5woFphgkqQc65mzjhusBx1/nIcqzrPM6AMObWq3RcFp3F8h4xXRmTw8qYHPJM6TPvHzDJSNGcKtrbRPzmudPTF/g+GIoiAuJbG8HvhTgLLFlNaMlqXmjW89sjHbx4vBW9VsMNK1K59YosClalk5VouuSbYaOlq72bhrMtNFQ303CuhcazLZEaqc6gJWVBImk5SaTnivCnxAzzQCFVFOg8J2qerhoI+kAbJZruCz4u+j1n2fcRrp0e6zrPB11nOe66wDHXOT7oOkervwMQ6atLo7NZEb2QFT1CujImh5yo1NlrFTgCUjSnkrOn4DfFwuk9eRZ4MYZC0N4Krc0iZ1qjBUMUNRozjwdzeK4jnrfb9YRQkWpQWJsIKxPULLHoWJKoJ8diJCHaIAY1gkHRxAyFxA9ere5ZNOJR1fNaoxHPNRrRzxsV3bsYo2adEEwWbpe3Nx30bAv1Z5uFW5Qiph5Jy0kSA03W5IjtXuRPyt8F5/8CDW+DvwNQgz4WzIshawPELpjVOe6KotDkc/J+11ne7zrLMdc5jnWd5/2us5GaqUltYEVMDqtihYiuiF7Iyphc0g2WWf9nLUVzqnn5aTFZ2sLFYDBO/fnGgt8PXrdYPG4I+GkJannHa6bCL5bjgTjqlajILvEqHwvU3SxQd7NQ081CjYscdTe5mi5yNN1EqfrOsaNA+A5RFJGfr9UJdyidXlyPhBRITgNzEsSawZwo/mDizPNOUL3dPurPiv7RenszdfYm2luEiETFGCO10UgfaVI0qo4qOP8CdJ4XYooiJoczL4GM60X40hwJcFcUhTpvK0e7qvmg6xzvd53laFc1x7rO4+4xXUnUxbE6JpdVsbmsiskVghqzkFjt9GV4jYQUzanG54Xf/QxOHBLGHnNQCDoCak57dJzz6jjb83jBq+OcV8t5rw6P0lvrydb7WRTl47IoH8uifCwzeVkR5SNOExS104BPiHXAJ8KkvB7weSCkAApodBAdCwnJkLME0rIhNUsspvkXrO1qd1Nnb6LhbHOkr7SrTcRaGkx60hYmkbowUSyJHpL8b6HpqgKfU9T0DfFiXqPMG0RNNCp1zt1jQSVItbuBo53VHO0R0iOd1ZzpriOE+BPOi8rg8lhrZFkdk0tOVNqM1EqlaE4HF+zw0C7xPDVz+G3nGCEFmvwa7B4ddo+eMx4dpz16TnTrqfLoCSJu6lyDj1XRXq6I9nBFtJcrYjxYtIPM/Oj3gatTzMrZ7RJdATqDmCcpLVtkXKVmiRppTLyokepmfrBkMulydkf6RhvOtdB4roW2RtFHqNGqSc6ykJquIzWmgbTo86TGNqHX+kGlAX08xFsh9RqIs4JxmtJ6pwB30MsJ1wWOdNo53GXnvY4qDnfZcfhFf3GsxsTq2NyIkK6JzWNlTA4mzdS26KRoThevPQNP/RayF0Xm+5nveEMqTrr1vN+t54jLyJFuA4ddBjqCYjQ11+AjP8ZDfrSXdTFu1kR7MWkuuqUURdTWXR1iQMvb4yikN4DeKJbYeGEGnbZAzOWUmAqWFBHuNcdqXUPh7fbRdKGVhnO91nnNNSKzCRVYEnWkJbSTmtBBWoKTNIsLk0kFhgQxCp+4SoiodpZ1EY2RcBP/cKedI112DneK5aSrhhAh1KhZGp3NFXF5XBG7iFUxOayKzSVNP3l9pVI0pwu/D37/H/DBAZHuOE9+zGMlpECVR8chl5HKLiMVLiOHXQbcITUaFJabvKztEdK1MR6WRXnRXTzmERZSn1c07b0eIaaBHgchvVEIZrxFOE8lZ0BCkug3jYkTA1JG09TO8TQNBANBWmrb+tRKW2k814zPEwAgLiZAqsVFmqWDtMQu0lIhNiEGVeb1IhspOnPO9IeOhDvo5YOuc7zXWcWhzjMc6qjicGdVxKA6SRcfEdJwzXSJKWtchidSNKeTunPw4E/Ej3u6bOTmAP4QHHcbONhlpKJHSI93i1F8gyrEKpOXldFeVvc8rjR5ib24RhpGUYSIurvA3Q2ebhHkrwB6vWjqa3ViMUaJ/tOYeCGm0XFindEkXptie96PE6P9c+CPTgkptDW1ixCosy00VDfScLYZt0sIabTRT2piF+mJ3aSlKaRnxxC39DpUCZeBwTInPuNoCSkh0VfaVc17HVUc6hHUC55mQMSWroxZ2G+yv9WxuVh0A2dh7cslK5qTbtgxWt5+CZ78tfgRpsyv/s3JxBVUcaTbwKEuI++5DLzfbeC420BAET9qq8HHCpOX5SYfy6K8LDP5WGT0oR8qEkdRRG3f7xN/WgOWgBhYQSWEQ1FETVRnEH2mRpPoR7Uk99ZYTbGiRhteZmkYVdj9qaG6mYYz56mvqqXhQjsul7hYJqOf9KRu0lIDpGfoSF+9lriFq8Ssm7Pss0wGbf5OjnZWc7inef9eZxXvd53FGxItlSxDEmti8/qJaZ4pncf+9Jg07Jj2miaIH+Nf/wLP/EGE3KTOL6PgqSTcR3q028BRl4Fjbj3Huw00+EUTS4NCnlGM3PddFkf5iBmqZjoUfUXW5xWJAeEugVCwN5RKre4NodLpRV9rdJzoZ41LELXYcFxqWFj7Pp/BLoLO1g7qT5yi4XQ19WdqqW/U4nKLaxlj8pOe4iUjHdJXriFj9VqiEubuoNJIBEJBTnXXRPpK3+uo4r1OOw0+kaUVpTawKiaH/LjF1N5nuzRrmjMmmiB+kG/Z4M8Pix9aWvbMlGOe0OpXc8Jt4IRbzwm3npM9S52vV5Ay9X4WG30sifKTZ/SRZxShUQsNfrQTqUwFg73iGqnFhsOq/GL0n56aKwiR1IZFVifEMy6hd4kE/pvEn6rOIITYYBTJCKGe0K1gQDyq1b3dDVqdOKamJx5WM7b0RSUUoqO+lvrjJ6k/cZL6Gh/1TTo8PiGkCfEBMnLMZC7NJWNZHmk5yWjmuWNWk7eNo11nOdwpRPRQ5xlyH2iQojkjKIpwfN//e3GTyz7OSaczqOJUj4Cedus57dFzyq3H7tHh7Ykt1aoUcg1CQBcZfSw2+lnc8zxVF5zc1qmiCCG9WGTDz4NBCJ9PQTSNNRpxf2i0QiDDGVhKqFeIw1lYFz9qtb3dC3oDGKLA0BN1EBbksHhre7bpu+gMKCEXbdXvUXemiromDbXNJhpbowiG1Gg0CumZBjIXp5G1LI/My7KITZh/sbQXI2ejnClUKrjqJnFzP/U7aKiBNNlUn0xiNQprY7ysjek/xW9IgVqfljMePWfcOs54hKg+44jhnFdHqEe5YtQhFkX5WGwUTfywoOYZx9HcB/Gdh5vxoyEU6q1RBgPitVotjqNSg1olxDWcztrvMQgeH3R39VnfZ5tgkB5l7i2b0pNgoFKJUXWNBpVGi0WjwaLRslIVgpguAkYHjX4Ttf5EapwpHH+9jXdeOg+AOTpAVqaJTGsyWcvzSFmchTo6ZnpNuWcxUjQnikoFV94oahtP/Bo62qZvjqFLGLUKsg0Bsg0BbrzIwtIbUlHt1UXEVAiqjlc7TDT7e2/5dF0gUjtd1NPUzzP6yDEEMKgnqQGmVgvLuOnu9gyLaigs2H26AzRxaDGRqQqQqbRzZfACaNroCAapDaVS48qg5lQmx065Cb1Qiw4/GbpWMuO8ZKXqyFxowZSaCuZ0iE8Sg2vxlumbImaGkaI5WVxdIFzfX/2zaDYZLo3g99mIQa2wNMrH0igf4Or3njOgjoioqKXqOdhlZF9LHN0hUZNSoZClD5Br9JNr9JNjEEK6wOBnocFPsi6IerYPSIfNV8ag1nFAXMjPMn8XuKvxt79FQ5eeGk8iNYEUDrem87fWaDgGCZwlg7fIUDWSoXeQGhdCl5gkokmSMyEpG5IXQuICEakwx+Np+yJFc7JQq8WMkq2N8P67Ikd9jJ34s5ZAoNcQJOjvU2vpqbmEm5qqnlAftUb0xYX78bRa0d9mMIjXM4hZG2JdjId1MZ5+6xUF6v1a7B4dVT3ppNUeHYddBp5ujcEZ7P0uDaoQWYYA2Xo/2T1imm0IsEDvJ8sQIEM/iTXV6UatExlIhgR05jyygexQEIJuFN8Z2rv91HRoqOuOos6bxAnfEoJeLarmEEnNLaQfrydNeZNUmkjRODAaEbG1cdFgiYekLCGo5uSeGmqS6JdVa0WNXK3red7zGO77RRGuXqGAeASRchr2+VSCPduF16vF/qoety7UwhNB3bNMACmak4kxCj71JTFJ2tlTYB16xsJZiaKIQPKuDpHy6PP1iKC6dyQ4nIkTDrkxGHst5gI9gurzirxzd09QercX/G09ph4iZTASqG6I6q2Zh0eXZwCVCjL0QvA+HOce8L4zoOaCVxsxOjnv01Lj1XGs28ALzuh+zX6AFF2AzJ7jiUc/afog6boAafoAKboAFm1o9tdYoWdQKgaVLgZztNC7lQCECPrraeoK0tClpd6lp747jw+8KwkqGlDA7O0g2ddCSmcTKRcaSApVYOFFtBoFdBrQaiDWAGYTRBtBpxXr9Tqx6DRg0IJBAxp1jzCG/Q5UvfZ6itJnfZ8+Y1RE4nZV6l5BnQBSNCebxBT41BdFumX9eTFdxmwlGBDGGl3t4OqxLDNEifjEFesgM1f0VcX39FnFW4SwjXo6iJAQUK9bDGZ0tvfmn3c6xVxILfU9It0stgsFe2usYSEN56frDTNWezdrQ5i1PlZF+wZ93x1SUePVcsGro9anpc6npcanpc6n46+dUdR5Y2kL9i+7VqWQrA2SrAuQrAuSpAuSpA2SqAuSqA1i6VkStEEStCHM2iDRamVW/Q9rdDrSE3SkJ8AVhIAugqEuWt1aGl1aGrt1NLsyONy9gK6QVugZCgk6D0naTiyqdhK7nCS2t2JROTEp3agIiBaNKgQalRBLjQoMOjAZwGQUrRaDtkdkdaIWqVGLfZSAEGODDvQ9gqsN/1MrvTXScSJFcyqwLoNPfAYefwia6iBlFpgXK4poXrvCtUiv+MeNiROTx61fBhk5YvQ/JXNyfEPV6p6UxqieHPIhyuXuFgNo4aXTCW3N4tq1NYtyd7SJ1Eol1CvafUNxdPr+sY7TLK5RaoXFUX4WR/mH3MYTUtHg09Do14rFp6HZr6XJr6HJr+GCV8uhLgOtAQ1tAU0kAqAvOpWCWRskQRPErA31E9QETc+jtu97veuHzLSaZDRqSIkOkBIdYBW93SBuv4oWt5YWt5bmbi2t7niOuy20ezWEIwAMmhAWYxBLdIAEg48ErZcETTdmtYuYoAtVwAdtAdFlpKJnv4AQShU9NU4VqAKgU0SXrk4NBr241+Pihecrfx7355OiOVWsv0EI03OPQo1d1Nqms4oQtmdzdYDbJW4mQ5TIdLlsjbBnS8sWS0LSzHUjqFTCY9MUPXi4VjAoPkens3cJ11TbmqGtRdSUvW6xPpxSGU6njDKJ3PPoOCGsM1hNM6oVcowBcoyBEbcNKdAeVOMIaHAGwo+9z9sCGpxBNW0BDee9Wg67DOL9oBp3aHB1jFH3CqlZG+pXk7WEX+vEusTIe5PXhRClU8jW+cmO6//H4g9Cm0eLw6PB4RaPbR4t5zpj6PL1hkbo1CHMxiBmQ5AEYzDyPN4gnuv7hpBFfF97FrdbtHTOV/WawoyTOR3cPmO552PhvbeEnVxXhzDknYpYt4BfNH/DHpahUK8RcGIK5CwVgfeTWYucTfj9oi82vHS7hKg21sC5U6IbwNUhfjz9+sAQtdLoPvnn8yAW0RNS4QwIQQ2LbltAQ1tQjbNHcB3hdT3bOAJqOoMDa+dqFBK0vV0HSbogKbqeLgVtkGR9kBRdgFRdkFRdgOjxxL4OQ1hQ27wanB4NbR4NTo8WZ8/roNKr6CatEM94Q4+Y9jwXSwi9RmHvwaPsPfg+tboYmXs+qznzAZSVQFOtEDDtOCv4EfcfV48DkAuCIXG8sI3awsWimZ2SOW+nnBgzrk4RDtbV3pt7HuhxnK8/L2b77OoQfzwoQkij+ph4aHtGcfsGqoen/ZhH19YXIiKireHFLx5b/GJp7nne7NfS7NdEDKrDxKhDpOoDpPUMeKXpgqTpA6TrA6TrxGOGfnLEVVGg06emvUdAnV4N7T2L06Ohw6chdJGoxvfUTn9X/YrMCJrVLFoB9/wjPPYrqPpADLRYUsQo9FCER7LDTWyfF1CJ/ruoaEjKgGyraF4nZwgDX3PivPoRTxrRsSKSYSj8fhEq1lIvaqV154SQdjqhuU6IJfRMMieybAgEhPCiEjV3U4w4j9E0Z78DvRpS9UFS9cFRbR9SwBFQR/plG/1aGnxaGvwaGn1a6v1ajriMNPo1EdPqMGZNkPSeyIJMQ4BMvV8873mdpfePmLGlUkGcIUScITSgyR8uX1cfUW339grrRJCiOV1kLITPfxsOvgZH3hZNR59XOOgYo/oY8np7c5OjejwhL1sDCxaJARtLj6v5PHI0n3F0OtF10bdPNRQS/aWtjeJPqyePO5LT7ekW7zXXiz7rxlrx3OsGVL0en9Gx8yde9yLUKkjShUjS+Vg2wrZdQRX1Pq1Y/FpqvSLCoNan46jLwPNt0TRdFLZl1gTJ0AfI6hHRLL2fDJ2fTI2HTI2bDJWbaMXbYwkYEoOE4UcF1BoNcRoNcWoN2TotaEKg84LBx74JfG4pmtNJQhJsuAtu2AjnT8Ppo3DkHdHMjo6DzCTh9RhvEcKYkilqkPOtD3IuoFb3TLuRMvQ21j5S4fMK4Wy4AHVnoepYTwRArfgRG6J6jZIvkXTDCIpCjCrEYq2Pxeog6IJg7IntjeTlB/EFgiJUy6+jzq+nJhhFbSiKmm4TFZ1RPB2Ko1Xpf+3Maj/pWiGm6foA6cYQ6UaFVF2ANFU3qcFOUnATFfCL7zQuQfy+Pnh73B9HiuZMoNNB3nKx3Pwp8U85C41vJWNAbxDdJdlW4HpR43E0Q+MF0W9qP97bfxoIiNpnTFyvV+dc+O4VpcdGz9vHo7SP01PE4UnVu33YtFSlFp9Z3bNoNL3uT2oNGKLQG03kmKLJMcUIc+io6J7Eh97kB7dKT51PQ51bRV23Qm1ngPpOP3VODyfaunm1zU1Dk5tAsH/TPtaoJTnWQGLISKLaAEjRnLuMxTFHMndQqyEpVSwr1ol1rk5RE60/Dxeq4OxJaG0STX0Qf5ymWIiJFcH80y2k4XmbvO7eaZl9Pc1fsYEQOZ2+t6vCkiLiHuMSxKBjVHRP/KzuojRaXX+jZ62uf3fHKLswooC8nmUoQiGF1i4vTe0eGpxumjs8NHV4aGr34Ojy0tLpHWbvkZGiKZFMF9GxvS0MEANQTbViaayBc6fFY0ONECzonWAu7BCv6QncH0lQFaVnxL+nCRwI9Hn09xos+329A13Qm9pqNImuoYQU0a0UGy+6kGLiekK0euZeGm8kyBSiVqtIjjOSHGdkRbZ50G02vvLv4z7+7PvEgM1mw263Y7FYsNvtbN++faaLJJFMPjodZOaIJUy3S4zYtzSI0fwauxDRdkdPE7hH/ML51H39NEG8VnoeVereprBW11vr0xmEGMaaIT6hd8Aq7DwfbxHrZqEgzgZm5VUpLi6mvLwcgN27d1NWVkZhYeEMl0oimQZM0SLWduHi3nV+HzhbRTqp193bfPb7evP0AejjEh9JKdX2urxHcvkN8yKIf6aYdaJps9kwm82R1/n5+ezZs0eKpuTSRacXTWXJrGDW/d1UVlZisVgiry0WC5WVlTNYIolEIull1olma2vrTBdBIpFIhmTWNc8TExNxOp2j2ra2tpaNGzdGXs9q4w6JRDJj7N27l71790Ze19bWjvtYs0408/PzOXDgQOS1w+EgPz9/0G0zMzPnhmGHRCKZUS6uUPWtbI2VWdc8LygowG63R15XVlayZcuWGSzR7KTvv6ZEIK/J4MjrMpCJ1DRnnWiCCDkKhxoBcuR8EOQPYSDymgyOvC4DmXeiWVBQwPbt2yksLBx3YPt4b5S5st94mc5yymsyO/YbL3Ph883EH8KsFM3JYC584RPZb7zMhRt6Pl+TmdhvvMyFzzcTojmnndtXrFhBXt7gqfu1tbVkZmaO+Zhyv8nbby6UUe43t/cb77kqKyupqakZ834wx0VTIpFIppt52zyXSCSSqUCKpkQikYwBKZoSiUQyBmZdRpCkP5WVlZjNZiwWCwcPHmTdunWYzeZL1nPU6XT2c8Ea6jpcStfn4msi7xkoKyvD4XBQVVWF0+lkz549wCTdL4pkVlNYWKgAitlsVoqLiyPrCwoKIs+Li4uV0tLSmSjetFFaWqps375dyc/P77d+qOtwKVyfoa7JpX7PVFVV9fvchYWFkdeTcb/I5vksZ8OGDSiKQltbW79/xYs9R/ftm8ikpLOfwsJCioqK+q0b6jpcKtdnsGsC8p5xOp39Ptv69espLy+ftPtFiuYcwG639/MUlZ6jgqGug7w+l/Y9k5+fT0VFReR1VVUV+fn5k3a/SNGcAzidTqxWK5s2bcLpdErP0R6Gug7y+sh7JozT6cRms7Fz585Ju1/kQNAsZ9u2bZHnGzZsYMeOHeTl5Y3ac3Q+M5T36lg8Wecj8p7p5d5776W8vByz2Txp94usac5ibDYbGzZs6Lcu7C/qcDgGrLvUGOo6XMrXR94zvezevZvi4mKsVit2u33S7hcpmrMYq9Xar6O/oqKCLVu2SM/RHoa6Dpfy9ZH3jKCsrIyCggKsVisg/kwm636RueeznHC8GYj+mb6joZWVlZF/0fkccwfi85aXl1NSUkJxcXHkBzHUdbgUrs9Q1+RSv2fsdvsAI5/i4mK2b98+KfeLFE2JRCIZA7J5LpFIJGNAiqZEIpGMASmaEolEMgakaEokEskYkKIpkUgkY0CKpkQikYwBKZqSWY3NZmPHjh39go+nk5HS60pKStixY8f0FEYyK5CiKZk2nE4nRUVFJCQkUFJSwu7du9mxYwe7d+8ecp/y8vJ+qXBFRUWoVKpBRbSsrAyVSkVJScmklTd8LKfTGcnj7su2bdtITEyclPNJ5gbSsEMybZjNZvLy8ti8eXM/U4m8vDzy8/MpKCgYdv9wiqDD4WDPnj0UFxf3e9/hcGA2m/sdeyI89thjFBYWRsputVoH5HVLLj1kTVMyrZSXl7Np06bIa6fTid1uj+QIj4aioiLKysr6rausrGTdunUDtp2Is09VVVW/coXzlyWXNrKmKZlWbDYbpaWlgBC6PXv2UFpaOibRtFqtkbzzsIg5HI4Bommz2di0aRPbtm1j/fr1HDhwgLy8vEhNdLh848rKStavXx95HRbfsFgfOHBgQE1XcokweTNzSCTDU1FRoVitVqW8vFwpLS1VCgoKlIqKimH32b59+4BjVFVVKaWlpUphYWFkfXl5udLW1qaYzeZ+2xcWFvab7yU/Pz9yjL5z6+Tn5yttbW1Dnjdc3jBWqzXyvO98NJL5j6xpSqaNcM0wXDs0m83s2LGD8vLyMR+rsLCQe++9t99xh2qK963FFhQUsGfPHvLy8vo1tftOjzAY5eXlkUGgi2d/lFxayD5NybRRXl7ebyDFbrf3M38dK5s3bx7zSHliYuKIgldWVjbAT9Fms0Wa/7Jv89JGiqZk2rhYbPoOtIxlkq9wjbKoqIji4uJ+k2INRt/wpH379kWMZ202W79twtsdOHCgn3N3+HxhsQ0fY7JCmyRzCymakinHbreze/duCgoKeOyxxyLrt2zZEomFHE1zt7Kykl27drFr167I9AXhxW63s2vXrn6xlWEOHDiAzWZj9+7d7Ny5M7LPzp072b17N2VlZZEBIafTOSDu0m63R0KPQEwJe/DgwUFH6yWXADPdqSqRDMfFAzJjpbCwcMTBpr4UFxf3GxAa7T6SSwdZ05TMe8bSb9ra2ioHeSTDIkVTMusZb+55OA6ztLR0VEHudru9X2zmaCgpKWHfvn1jLptk7iLnCJJIJJIxIGuaEolEMgakaEokEskYkKIpkUgkY0CKpkQikYyB/w8yiamOSAXVUwAAAABJRU5ErkJggg==", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "sims = [\"Carrick2015\", \"Lilow2024\", \"csiborg2_main\", \"csiborg2X\", \"CLONES\", \"CF4\"]\n", "\n", @@ -834,64 +589,9 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_Carrick2015_2MTF_bayes_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 30/08/2024 16:26:54\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_Carrick2015_SFI_gals_bayes_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 30/08/2024 16:28:43\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_Carrick2015_CF4_TFR_i_bayes_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 12/09/2024 12:20:11\n", - "File: 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/mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2_main_2MTF_bayes_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 30/08/2024 16:54:29\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2_main_SFI_gals_bayes_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 30/08/2024 17:10:19\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2_main_CF4_TFR_i_bayes_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 12/09/2024 13:27:52\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2_main_CF4_TFR_w1_bayes_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 12/09/2024 12:58:15\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2X_2MTF_bayes_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 30/08/2024 16:59:53\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2X_SFI_gals_bayes_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 30/08/2024 17:16:15\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2X_CF4_TFR_i_bayes_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 12/09/2024 13:39:34\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2X_CF4_TFR_w1_bayes_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 12/09/2024 13:01:55\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_CLONES_2MTF_bayes_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 12/09/2024 13:49:16\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_CLONES_SFI_gals_bayes_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 12/09/2024 13:50:20\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_CLONES_CF4_TFR_i_bayes_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 12/09/2024 13:52:12\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_CLONES_CF4_TFR_w1_bayes_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 12/09/2024 13:51:03\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_CF4_2MTF_bayes_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 30/08/2024 17:12:11\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_CF4_SFI_gals_bayes_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 12/09/2024 14:07:26\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_CF4_CF4_TFR_i_bayes_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 12/09/2024 13:23:47\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_CF4_CF4_TFR_w1_bayes_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 12/09/2024 13:19:35\n" - ] - } - ], + "outputs": [], "source": [ "sims = [\"Carrick2015\", \"Lilow2024\", \"csiborg2_main\", \"csiborg2X\", \"CLONES\", \"CF4\"]\n", "# cats = [[\"LOSS\", \"Foundation\"], \"2MTF\", \"SFI_gals\", \"CF4_TFR_i\"]\n", @@ -921,20 +621,9 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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/mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2X_Foundation_mike_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 30/08/2024 13:19:50\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_Carrick2015_2MTF_mike_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 30/08/2024 15:27:56\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2X_2MTF_mike_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 30/08/2024 12:04:05\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_Carrick2015_CF4_TFR_i_mike_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 12/09/2024 10:48:49\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2X_CF4_TFR_i_mike_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 12/09/2024 11:12:57\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_Carrick2015_CF4_TFR_w1_mike_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 12/09/2024 10:48:29\n", - "File: /mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/samples_csiborg2X_CF4_TFR_w1_mike_zcmb_max_0.05_sample_alpha.hdf5\n", - "Last modified: 12/09/2024 11:07:55\n" - ] - } - ], + "outputs": [], "source": [ "zcmb_max = 0.05\n", "\n", @@ -1143,20 +805,9 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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oqEDPnj1t8uFGo1Ga1iclJd12zdJclG5mbtZJRNRSycnJjS50uetO6UuWLMGSJUsaPVZUVITw8HB4e3sjISHhluJ1S0RFRUlfBwUFITY2Fmq1uslz2SmdiFrbrwddzXVKb3YaLpfL4e/vj4CAAOnyx2XLliEpKQnbtm1Dbm6u1UFqNBoEBQU1ekyv11v9PkREbcWie/CkpqZCCIGkpCSMGDECOp0Ofn5+ABqSqbUUCgVmzZolHR86dOiWzuxERI6k2WQpk8mkK3YCAgIANB4FtqS3pUKhgFarxZo1awAAAwYMQFhYmNXvQ0TUVppNlkII+Pv7SzWWhYWF8PLyQnp6OpRKJS5fvtyiD2ZyJKL2pNlkGR0djbCwMMhkMjz00EPSY1u2bIFarcbSpUttHSMRkd1ZVGepVquhVCrh7e0tNQUODQ29ZZeciMhZNZssV6xYgaCgIBQVFUGn0yEsLAzx8fFtEZuEzX+JyFYsbf7b7DTc19cXgYGB0nFgYCCMRuNdB2gN1lk6p+HBrX8Zra0d35Zk7xColZnrLe+6ztJgMFj0GBGRM2t2ZOnl5YWIiAipbCgnJ4c1kUTU4TSbLENDQ6FQKJCSkgKgoTGwuSCdiKijsOgKHj8/v0YJ0pbNNYiIHFGTyXLHjh13fFFqaipWr15tk4CIiBxRk8kyKioKQUFBEEI0+aJDhw7ZNCgiIkfTZLJUq9WNyoV+LS8vz2YBERE5oiZLh+6UKAG0+QYPi9KJyFZarSjdEbAonYhspdWK0omIiMmSiMgiTJZERBZgsiQisgCTJRGRBdrFbnhT2N6LiNoSR5ZERBZoF8mSRelEZCssSicisgCL0omIWhGTJRGRBZgsiYgswGRJRGQBJksiIgswWRIRWYDJkojIAu0iWbIonYhshUXpREQWYFE6EVErYrIkIrIAkyURkQXstmap0Wig0+kgl8uh0+kQExNjr1CIiJplt5FlQkICoqKiEBYWBgBIS0uzVyhERM2yS7LUaDTw9PSUjpVKJVJSUuwRChGRRewyDddqtZDL5dKxXC6HVqu1RygOjbfOIHIcMiGEaOsPjY2NhdFohFqtBtCQPMPDw1FYWNjk+X379sWNGzek4z59+qBPnz5tEisROafS0tJGhej33HMPzp49e9vz7TKy9Pb2htFotPj8O30DRERtwS5rlkqlEnq9XjrW6/VQKpX2CIWIyCJ2SZYqlQo6nU461mq1iIiIsEcoREQWscuaJdCwI67VaqFQKFhnSUQOz27Jksie6urqsGbNGrz66qv2DoXaCV7uaAUhBHJzc5GXl2fvUOgulJWVYeXKlTh69CjrewEUFhaivLzc3mE4vHbRos0RVFZWYu/evdDr9SgpKcHAgQPRo0cPe4flUC5duoRevXrZO4zbMplMyMjIQNeuXfHKK6+ge/fu2LFjB2pra+Hi4mLv8OxCCIGjR49CpVLZO5Q2lZ+fj7KyMowePdri1zBZWuDs2bP4/vvv8fzzz8Pd3R2XLl1CVVVVh0+WQgjIZDIAwN69e5GYmIinn34aI0eORN++fe0cXWM1NTWYNm0aSktLkZGRge7du6OkpAS/+c1vOmyiBACZTIZnn30We/bswYgRI9CzZ097h2QzJpMJnTp1ghAC33//PfR6Pfr37w9fX1+LXs9p+B2Yl3PPnz+PK1euoHv37igvL4fBYEBRURHOnz9v5wjtSyaT4cSJE1i5ciV69uyJt956CydOnMC+fftQVVVl7/Ak27dvR35+Pt5++21MnDgRiYmJAICsrCxkZWXZOTr7y87Oxvr16zF79mx7h2ITQggkJCTgwIEDAIBr166hV69e8Pb2xnfffYfa2lqL3ofJ8jbOnz+PjRs3AgAUCgXy8/MxadIk+Pn5YfHixZg/fz7ee+89HD9+3M6R2teOHTvw+eef49y5cxgyZAgCAwOh0+mkn509Xb9+HSkpKfjXv/6F/fv3Y8SIERg5ciRKS0uxfv16lJWV4aeffrLqAgln1K1bN6jVavTu3RunT59GcXGxvUNqVYWFhSgrK4O7uzsAwN3dHRERERg7diyuXbuG7777zqL3YbL8lfr6euzduxf79u3DuXPnsHv3bnh7eyMhIQG/+93vsHbtWixcuBA//vgjVq5cic8++wwdoaDg5u+xqqoKWq0WV69exdy5cxEXFyfd9mP06NE4deoUamtr7fpzOXDgAPz9/eHn54cPPvgAw4cPh8FgwOOPP44nnngCq1evxuOPP4533nnHqZdTqqur8eGHHyIhIUH6BVZfX9/oHB8fHxiNRtTW1qJHjx4Wj7QcnXkgM3DgQCxcuFBaTxdCwNXVFUOHDsXgwYNRWFiI/Px8VFdX3/H9WDp0k+rqanzxxRcYPXo0Hn74YVRWVuLSpUvw9fWV1uZuduTIEeTm5mLGjBl2iLZtVFdXw83NTTo+ffo0Tp48iQsXLuD06dP405/+BJVKhTfffBNXr17F66+/joEDB6Jr1652ibeurg4ajQYnT57Evn378Pvf/x5vvvkm6uvr0blzZwDAmTNnsGHDBnTp0gXz5s1Dly5dpOecSUFBAfbv349hw4bh/PnzCAkJweXLlxs1sblZfHw8DAYDFi9efNtz2oPa2lrMnTsX3377LX788UcoFAqcOnUKR48eRXh4OID/rLdXVlYiMTER27dvxzvvvIM//OEPt39jQZLLly+Lv/3tb9LxyZMnxeHDh0VBQYGoq6sTFRUVIjs7W2g0GrFnzx6RkpIirl69aseIbcdkMgmDwSAeeeQRUVpaKoQQorS0VKxYsUJUV1cLIYTYuHGjWLBggRBCCI1GI+bMmSNqa2vtFnNdXZ2YP3++2LZtmxBCiJ07dwqVSiV27twphBDixo0b0rlHjhwREyZMEBEREeLSpUv2CNdmbty4IaKjo8XYsWOlP4+6ujrx0UcfNXl+fX19o9e2d1VVVSIzM1NMnz5djBo1SuTm5gqTySQyMzPFkSNHGp175coVsWDBApGfn9/s+3b4abh5ymEymeDt7Q2TyYSnn34aw4cPxzvvvIM5c+bgww8/xF//+lf06NEDV69eRXZ2Nrp3747JkydL6yDOyNPTE7t374bBYJCmLteuXZM6tYSEhMBgMODKlSsIDAzEqlWr0KVLlzaP02QyobS0FDKZDIMGDcKoUaMAAI899hgmTJiADz74ABUVFejcubPUvcrFxQVDhgzBmjVr4OPj0+Yx29K5c+fQv39/+Pn5YevWrbh27Ro+++wzaDQapKamoqCgQDoPADp1+k8aaK8j7Lq6OsyfPx9fffUV3NzcoFKp8PLLL+Ohhx7C559/jrfeegt/+MMf0K1bNwANf2cAoEePHnj33XcxePDgZj+jQ0/Djx8/jt27d+PatWuoqqrC3/72N9y4cQPr1q0DAEycOBGdO3dG79698frrryM+Ph5dunSBu7t7o6mpM6mqqpL+QgENO4dBQUF4+umnMXPmTCQkJOA3v/kNgoODcenSJRw9ehQRERG45x77VKHV1NRg8ODBmDdvHt544w0cPnwYnTt3xqOPPgoAKC4uxqJFiyCXy5GQkCCVj9w8LXcGQggkJibivvvuw3PPPYe6ujps2bIFycnJmDhxIqZNm4adO3diz549KCsrw/vvv4+amhrcd9996N69u73Dvysmkwn//Oc/sWbNGowaNQrBwcEYM2YMysvLkZ+fDx8fH4SFhcHHxwfPPvtsi6/a6pAjy7q6Onz99deorKzEq6++imnTpuHAgQMIDQ1FeXk5oqKiEBUVhT59+qB3794wGo3o378/7r//fvj4+Dhtorx+/To+/fRTFBcX4/r16/jll1/g7u6Ob7/9FqdPn8alS5cwffp01NfXY9WqVXBxccELL7xgt0Rp9rvf/Q7btm0DAIwYMUJKlADQr18/zJ49G/n5+XjnnXdQUFAAIYRTJcqrV69Kv+CPHDmC8vJydOnSBaNGjUJAQADy8/Ph5uaGiRMn4tlnn4WnpydeeOEF1NfXt/tECTSMjKdPn47U1FQMHDgQ06dPx549e1BQUID7778fAwcOxNatW/HII49g165djZr4WKNDjix/+OEH9OzZEyNHjpQeq66uRmBgIIKDg7FgwQIcP34c586dw/3334/jx49j5MiRFhevtmdffvklVq1ahdmzZ+Opp55Cv379IJPJkJWVhZSUFEyZMgXjxo1DTU0NXF1d7RbnzSPDY8eOISYmBoMGDcKHH34o7cKbN+UuXLiA1157DY8//jji4uKa3KxrrzIyMmAwGDBhwgT06tULx48fR69evXDfffcBAHJycvDFF19g6NChiIqKkl5XXl4ODw8Pe4VtU5988glOnjwpzYr+/Oc/o0ePHjAYDKitrZV+NtbqkCPL/Px8aa3RZDKhvr4ebm5ueO+997Bo0SLU1dWhc+fOyMvLQ3FxMaZMmeK0idKcWMz/HzduHDw9PaHT6dC/f3/pucDAQNTW1iI/P19av7SHAwcOoKamRkqUN27cwL333ov09HTs2LEDP/zwA2QyWaPymAsXLuDjjz9GfHy80yRKk8mEVatW4e2334YQAr169cKFCxfg4uLSKBmMGDECISEhyMzMxMKFC2EwGADAKROl+e/wa6+9hnnz5sHFxQULFixAUVERAMDLy6vFidL8AR1OYGCg2LhxoxDiP7t/dXV1QgghpkyZIkpKSkR1dbW4fPmy3WJsCyaTSfr6/Pnz0td6vV4888wzIjs7WxQVFYldu3YJIYS0C24PJpNJbNy4UfTu3VvExsaKdevWSc/t2LFDnD17VmRmZoqhQ4faLca2cuDAAbFs2TJRWVkptm7dKiIjI8WpU6dEUVGReOWVV275e5uTkyPGjRsnTp48aaeIW0dVVZVYuXKlWLp0qfj888+FEM3v3s+cOVOcPn26VT7fqUeWQghp5w/4zw7Ya6+9hujoaJw/f17aIb3nnntgNBoxZMgQ9O7dG127doW3t7e9QreJuro6aWQBNExTb9y4gaysLCxcuBBxcXE4duwYvLy88PLLL2PlypXYtWuXtOFjr9pJc6yjR49Geno6Ro4ciV27duF//ud/cO3aNYwePRqlpaVQqVTStek7duywW6y2UldXh8zMTOTm5sJkMkGv1+OJJ57Aww8/jOXLl2PPnj3w8vKCwWBoNLIeNGgQtm3bhiFDhtgx+rtTUFCA1NRUjBo1CsOGDcNf/vIX6PX62649m7//VatWYeDAga0TRKukXAd0+fJlMXbsWLFs2TIhxH9qyUwmk6itrRXh4eHisccek+rQjEaj2LJlizh69KjdYralmpoaMXHiRLFo0SKh1+ulx9esWSNycnJEZWWl+Otf/yri4uJEQUGBEEKIQ4cOieLiYnuFLLl8+bKorKwUQghRUlIi9u3bJ8rKysT//u//itjYWLFs2TJx6tQpIYQQu3btEiNHjhQVFRX2DLnV/fLLL2Lw4MFi0aJFQgghDAaDOHHihBBCiMOHD4vnn39evPnmm/YM0SasrRm1Jafc4BFCYOvWrcjOzsb169fx1ltvwcfHRyobqaqqgpubG6ZMmQJXV1cMHjwYDz74IP785z87xe7g7RQWFiI1NRUBAQF46qmn0KVLF+h0Ohw7dgxGoxHe3t7QarU4deoU4uLiGu0q28vu3buxbds2aaPi3nvvRXZ2Nnx8fNC3b19cuHABM2bMwJAhQ/DGG2/gwQcftOsIuLUJIfDNN9/g6tWruHDhAn788UesWrUKDzzwQKMyqB9++AFZWVl45pln8NhjjznNrKikpATffPMNioqKMGrUKAQFBSE5ORkZGRl48cUX8dhjj+GRRx7BuXPn8MADD9g2mDZPz22oqKhIxMXFiffff7/R45mZmeLLL78UQghRWVkpSkpKGq3fOZubv7e0tDQxbdo08dNPP0mP7dmzR1rDzcrKEllZWW0eY1P27NkjNBqNEEKIcePGidmzZwshGkbJGo1GXLx4UQjRMOraunWrU15NlZGRIY2iLl++LObNmyeioqKk581rdpWVleLtt98WQ4cOFVqt1i6xthaTySRWrVoltmzZIoQQora2ViQnJ4uQkBChVqvFtWvXxHfffSdiYmLESy+9JEpKSsTPP/8szT5sxanXLB988EEEBQWhpKQEX331lfS4SqVCdnY2CgoK0L17d/Tt29dpdkmbYv7eDh48KK3FZmRk4OLFiwAayki++eYbfPLJJxg5ciTGjRtnz3Alu3fvRllZGQDg448/xsMPPwyg4eqb3/72t9i5cyfi4uLg7e2NCRMmOOXVVD169MDw4cMBNOzmvvjii7h48SI+/fRTAP+5+sbV1RUPPPAAMjMz4efnZ7d475ZD14zaNBU7gIqKCrF+/XoxY8YM6Rrnjz76SLzyyitOcR2spY4fPy6td1VXV4tXX31VbN++XVy/fl0I0TAKv/kaYXszmUwiNzdX+jPavn27WL16tRCiIVYhhFi6dKk4fvy4vUJsMwcPHhQ1NTVCCCGuX78uNm3aJFQqlfRzMFdytHfffPON+Oyzz0RZWZkQQohjx46JCxcuSM8fPHhQvPHGG0KtVjd6ndFobJP4nD5ZCtEwTfvggw/EtGnTxJYtW8SZM2fsHVKby8/PF7NmzZL+8u3fv1+MHj1avPbaa+3iH9vevXtFcXGxOHXqlLSR4cxLJ3dSXl4uFi1aJJ588knx1Vdf2bV5SWuor68X//jHP8Tw4cPF+vXrhRANpWzmTTuz2tpakZWVJcLCwsT777/faKOyLTj1NNysf//+qK2txbVr1xAcHIx+/frZOySbEDft1d24cQPr169HaWkp6uvr4erqCm9vb3z//fe4fv063NzcMGnSJKxYscLulyveifl7uv/++5Geno5x48bB398fAJxu6eTixYu4cuVKs+d1794dLi4uCAgIwMSJE+3SvKS1HDx4EH//+98xffp0JCQkSMtj169fx0cffdTo59GlSxf07NkTer0eoaGh8PLyatNYnXI3vCltslvmIEpKSlBSUoIff/wRV65cgUqlQlBQELKzs/Hvf/8bN27cwMsvv9yufh4zZ87E0aNHsW3btjb/R9IWjEYjPvroI4wYMQITJky4YwLU6/WoqqpyuPscWaOurg67du3C6dOnUVlZialTp8Ld3R3r1q1DQUEBRo0ahYKCArz00kvw9fWV6ikrKyvh5uZml1/wHSZZOitx003DACAlJQXvvfce/u///g/jxo3Dl19+Cb1ej7Fjx2LYsGEA0C7vZlhUVISHHnrIaUaT5j83c/kPAMybNw9du3bFM88806hvgbM5c+YMgoOD8eKLL+Ktt96C0WjEuXPnMHToUBw5cgTLli1D79698fe//93eoTbSIabhzsycPGpqagBAaqf273//G0BDz8kzZ84gOjpa2v1ub4kSwG271bdHV65cwfPPP4+ff/5ZqpMEgCeffBIPPvggtFqt1DPUmQgh8PXXX2PPnj2YMWMGDh48iHPnzsHT01PqJzl8+HBMnToVJpMJO3bssGhZoq0wWbZT5ks3AWDDhg2IiYnBzz//DLlcjvj4eBQWFkKj0cDFxQV/+tOfsHbt2rtrIkCt4uTJk0hNTUVwcLB0SaZ5ijls2DBMmzYN1dXV+Prrr5GTkyM1K3YG3333Hc6cOYNp06bh5Zdfhq+vL959910AaNRjdMyYMXB3d8fcuXNx5swZO0f9H0yW7VSnTp1w9epVAA0bWK6ursjJyYFer4enpydCQ0Mxbdo07NmzB+PGjWtX65POqLKyEvHx8TAajZg9ezZeeukl/Pa3v0VdXR2Ahl9+ZWVl6NGjB9zc3LBu3Tps3LhR+jN2Bu29ZpTJsp366aef8MQTT2Dv3r0YO3YsJk+ejBMnTkiNQ0JCQpCdnQ2VSmXnSKmyshKzZs3C/v37pdZ2x48fh4+Pj7SRc/XqVbi4uODbb79Fv379MHjwYLz++uvw9PS0Y+Sta8yYMdLdIzt16oRhw4Zh6tSp2LRpE4qLi6XGLl26dMErr7zicL/gmSwdWF1dnXSfFPO027wfN3jwYMycORObNm2C0WiEv78/Kioq8MYbb0g9HRUKhd1ip/+s0e3cuRMbNmzACy+8gHXr1kEIgby8PKxdu1Zaa+7Zsyf69u2LgIAATJo0CRs3bmy9bjkOJCAgQFozd3V1xfjx4zF27FhMnToVX3/9tUPfVprJ0kGdP38eL730EuLj4wE0TFHOnj2L9PR0JCYm4vLly/jv//5vuLm54YsvvkBJSYl0P+zx48fbOXoyGAzQaDS4cOEC/vGPf6C8vBxjxoxB9+7dMXfuXFRVVaF///6orq6WEoSvry969+4NoPFNxNojZ6wZZemQgxFC4ODBgyguLsakSZOQlZWFfv364erVq7h06RJGjRqF9evXQ6/XY9q0afDx8UFKSgq6d+8udVEi+xFCICMjAy4uLnjqqafQrVs3bN++HQ888ACGDRuGHTt2YPny5Zg5cybCw8NvKf1yBs5aM9q+f305GfMtZXft2oWIiAi4urrC398fjz76KAoKCtCtWzd4eXlh9uzZqKurw9mzZ+Hj44PIyEj85S9/YaJ0AEVFRTh16hTGjx8Pd3d3yGQyBAcH49FHH0WnTp0wcuRITJkyBQcOHMD+/fthNBrtHfJdM4+3zEtFnp6eMBgM2LdvHw4ePHjH18rl8naRKAEmS4chhEB2djaefPJJXLx4EZcvX4bBYMD27dtRUVGByspKlJaWoqKiAt26dcMjjzwi3fO8PdZNOqv8/HwpAZp3us127NiBmpoajB8/HseOHcOKFSscetppiY5UM8pk6SBkMhmeeeYZREVFwdXVFV988QXKy8uxYcMGFBYWom/fvtDpdPj000/xr3/9C4MGDeLapAM6ceIEfv75ZwCQEqF55CWXy/HLL7/AZDJh5syZ2Lx5c7tuNt3hakbbsmsHNc9kMomsrCwxadIkMWfOHHHy5ElRVVUlhBDi3LlzYuvWrY1uLkaO5cqVK+Lee++VGteaW+AJ0dBi7OaWY+1VRUWFiIuLE3v37pUey8vLk7of1dfXS02bP/74Y6FUKsXcuXOFwWCwR7ithiNLByOTyfDEE0/g6aefRnV1Nfr27Qs3NzcADZ13JkyYIO2YkuORy+V499138V//9V84f/68tI6cnZ2N6upq9OrVy84R3p2OXDPK3XAHdebMGWzZsgU5OTkIDQ3FpEmTbnsnO3I8CxYswJUrV+Du7o6uXbtixowZ7fre8+L/3wuoU6dOGD9+PDZs2IC8vDx88skn+Oc//4nCwkLEx8dLCbSoqAhubm7o3bt3o2Yh7ZnjNjLs4Mw9OGtqahAcHMxE2c4sXLgQNTU1uHbtGtzd3dt1pYLBYEBubi4uXLiAr776Cr///e8xZswYnD59GnPnzsWjjz4q1Yy6uLhAJpM1+sXgDIkS4MjSoXWkHpzkeARrRhvhyNKBMVGSPZlrRmNiYqTHgoODpa9HjhyJkpISHDhwAP369cOgQYOcsjGzmXOMj4mo1XW0mtHmMFkSUZM6Us2oJbhmSURN0uv1GDJkCFavXo3nnnsONTU10kZVTk4O+vfv36EaSnNkSURNcvaaUWtxZElEd+RsNaMtxWRJRM1ylprRu8FkSURkAa5ZEhFZgMmSiMgCTJZERBZgsiQisgCTJRGRBZgsiYgs8P8A++UV8wEJqpYAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "bayes_factor = y_lnZ[:, 1] - y_lnZ[:, 0]\n", "\n", @@ -1681,7 +1332,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Indranil's void" + "## Void testing" ] }, { @@ -1703,12 +1354,14 @@ "cats = [\"LOSS\", \"Foundation\", \"2MTF\", \"SFI_gals\", \"CF4_TFR_i\", \"CF4_TFR_w1\"]\n", "\n", "neglnZ = {}\n", + "kfound = []\n", "for sim in sims:\n", " for cat in cats:\n", " sample_alpha = sim not in [\"IndranilVoid_exp\", \"no_field\"]\n", " fname = paths.flow_validation(\n", " fdir, sim, cat, inference_method=\"mike\",\n", " sample_alpha=sample_alpha, zcmb_max=zcmb_max)\n", + " \n", "\n", " neglnZ[f\"{sim}_{cat}\"] = get_gof(\"neg_lnZ_harmonic\", fname)\n" ] @@ -1732,16 +1385,253 @@ "print(f\"\\n(Positive -> preference for {simA})\")" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1. Goodness-of-fit comparison" + ] + }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 49, "metadata": {}, "outputs": [], "source": [ - "data = np.loadtxt(\"/mnt/extraspace/rstiskalek/catalogs/v_pec_EXP_IndranilVoid.dat\")\n", + "zcmb_max = 0.05\n", + "no_Vext = True\n", "\n", - "r = np.arange(0, 251)\n", - "phi = np.arange(0, 181)" + "sims = [\"IndranilVoid_exp\", \"IndranilVoid_gauss\", \"IndranilVoid_mb\"]\n", + "cats = [\"2MTF\", \"SFI_gals\", \"CF4_TFR_i\", \"CF4_TFR_w1\"]\n", + "\n", + "neglnZ = {}\n", + "kfound = {}\n", + "for sim in sims:\n", + " for cat in cats:\n", + " kfound[f\"{sim}_{cat}\"] = []\n", + " for ksim in range(500):\n", + " sample_alpha = False\n", + " fname = paths.flow_validation(\n", + " fdir, sim, cat, inference_method=\"mike\", nsim=ksim,\n", + " sample_alpha=sample_alpha, zcmb_max=zcmb_max,\n", + " no_Vext=no_Vext, verbose_print=False)\n", + "\n", + " if not exists(fname):\n", + " continue\n", + "\n", + " kfound[f\"{sim}_{cat}\"].append(ksim)\n", + " neglnZ[f\"{sim}_{cat}_{ksim}\"] = get_gof(\"neg_lnZ_harmonic\", fname)\n", + "\n", + "\n", + "neglnZ_no_field = {}\n", + "neglnZ_dipole = {}\n", + "sim = \"no_field\"\n", + "for cat in cats:\n", + " sample_alpha = False\n", + " fname = paths.flow_validation(\n", + " fdir, sim, cat, inference_method=\"mike\",\n", + " sample_alpha=sample_alpha, zcmb_max=zcmb_max,\n", + " no_Vext=True, verbose_print=False)\n", + "\n", + " if not exists(fname):\n", + " continue\n", + "\n", + " neglnZ_no_field[f\"{cat}\"] = get_gof(\"neg_lnZ_harmonic\", fname)\n", + "\n", + " fname = paths.flow_validation(\n", + " fdir, sim, cat, inference_method=\"mike\",\n", + " sample_alpha=sample_alpha, zcmb_max=zcmb_max,\n", + " no_Vext=None, verbose_print=False)\n", + "\n", + " if not exists(fname):\n", + " continue\n", + "\n", + " neglnZ_dipole[f\"{cat}\"] = get_gof(\"neg_lnZ_harmonic\", fname)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saving to `../../plots/void_goodness_of_fit_observer_no_Vext.png`.\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with plt.style.context('science'):\n", + " plt.rcParams.update({'font.size': 9})\n", + "\n", + " figwidth = 8.3 \n", + " fig, axs = plt.subplots(2, 2, figsize=(figwidth, 0.65 * figwidth))\n", + "\n", + " for n, cat in enumerate(cats):\n", + " i, j = n // 2, n % 2\n", + " ax = axs[i, j]\n", + "\n", + " for sim in sims:\n", + " x = kfound[f\"{sim}_{cat}\"]\n", + " y = [neglnZ[f\"{sim}_{cat}_{ksim}\"] / np.log(10) for ksim in x]\n", + " x = np.array(x) * 0.674\n", + " ax.plot(x, y, label=simname_to_pretty(sim))\n", + " \n", + " # if no_Vext is None:\n", + " # y_no_field = neglnZ_no_field[cat] / np.log(10)\n", + " # if cat != \"CF4_TFR_w1\":\n", + " # ax.axhline(y_no_field, color=\"black\", ls=\"--\", label=\"No peculiar velocity\")\n", + " y_no_field = neglnZ_no_field[cat] / np.log(10)\n", + " ax.axhline(y_no_field, color=\"black\", ls=\"--\", label=\"No peculiar velocity\")\n", + "\n", + " y_dipole = neglnZ_dipole[cat] / np.log(10)\n", + " ax.axhline(y_dipole, color=\"black\", ls=\":\", label=\"Constant dipole\")\n", + "\n", + " ax.text(0.5, 0.9, catalogue_to_pretty(cat),\n", + " transform=ax.transAxes, #fontsize=\"small\",\n", + " verticalalignment='center', horizontalalignment='center',\n", + " bbox=dict(facecolor='white', alpha=0.5),\n", + " )\n", + "\n", + " if n == 0:\n", + " ax.legend(fontsize=\"small\", loc=\"upper left\")\n", + "\n", + " ax.set_ylabel(r\"$-\\Delta \\log \\mathcal{Z}$\")\n", + " ax.set_xlabel(r\"$R_{\\rm offset} ~ [\\mathrm{Mpc} / h]$\")\n", + " ax.set_xlim(0)\n", + "\n", + " fig.tight_layout()\n", + " fname = f\"../../plots/void_goodness_of_fit_observer.png\"\n", + " if no_Vext:\n", + " fname = fname.replace(\".png\", \"_no_Vext.png\")\n", + " print(f\"Saving to `{fname}`.\")\n", + " fig.savefig(fname, dpi=450)\n", + " fig.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Single parameter radial dependence" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "zcmb_max = 0.05\n", + "key = \"Vext\"\n", + "# key_label = r\"$\\sigma_v ~ [\\mathrm{km} / \\mathrm{s}]$\"\n", + "key_label = r\"$|\\mathbf{V}_{\\rm ext}| ~ [\\mathrm{km} / \\mathrm{s}]$\"\n", + "no_Vext = None\n", + "\n", + "sims = [\"IndranilVoid_exp\", \"IndranilVoid_gauss\", \"IndranilVoid_mb\"]\n", + "cats = [\"2MTF\", \"SFI_gals\", \"CF4_TFR_i\", \"CF4_TFR_w1\"]\n", + "\n", + "data_mean = {}\n", + "data_std = {}\n", + "kfound = {}\n", + "for sim in sims:\n", + " for cat in cats:\n", + " kfound[f\"{sim}_{cat}\"] = []\n", + " for ksim in range(500):\n", + " sample_alpha = False\n", + " fname = paths.flow_validation(\n", + " fdir, sim, cat, inference_method=\"mike\", nsim=ksim,\n", + " sample_alpha=sample_alpha, zcmb_max=zcmb_max,\n", + " no_Vext=no_Vext, verbose_print=False)\n", + "\n", + " if not exists(fname):\n", + " continue\n", + "\n", + " kfound[f\"{sim}_{cat}\"].append(ksim)\n", + " with File(fname, 'r') as f:\n", + " x = f[f\"samples/{key}\"][...]\n", + " if key == \"Vext\":\n", + " x = np.linalg.norm(x, axis=-1)\n", + "\n", + " data_mean[f\"{sim}_{cat}_{ksim}\"] = x.mean()\n", + " data_std[f\"{sim}_{cat}_{ksim}\"] = x.std()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saving to `../../plots/void_Vext_per_observer.png`.\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with plt.style.context('science'):\n", + " plt.rcParams.update({'font.size': 9})\n", + "\n", + " figwidth = 8.3\n", + " fig, axs = plt.subplots(2, 2, figsize=(figwidth, 0.65 * figwidth))\n", + "\n", + " for n, cat in enumerate(cats):\n", + " i, j = n // 2, n % 2\n", + " ax = axs[i, j]\n", + "\n", + " for sim in sims:\n", + " x = kfound[f\"{sim}_{cat}\"]\n", + " y = [data_mean[f\"{sim}_{cat}_{ksim}\"] for ksim in x]\n", + " yerr = [data_std[f\"{sim}_{cat}_{ksim}\"] for ksim in x]\n", + " x = np.array(x) * 0.674\n", + "\n", + " ax.plot(x, y, label=simname_to_pretty(sim))\n", + " # ax.fill_between(x, np.array(y) - np.array(yerr), np.array(y) + np.array(yerr), alpha=0.5)\n", + "\n", + " ax.text(0.5, 0.9, catalogue_to_pretty(cat),\n", + " transform=ax.transAxes, #fontsize=\"small\",\n", + " verticalalignment='center', horizontalalignment='center',\n", + " bbox=dict(facecolor='white', alpha=0.5),\n", + " )\n", + "\n", + " if n == 0:\n", + " ax.legend(fontsize=\"small\", loc='upper right')\n", + "\n", + " ax.set_ylabel(key_label)\n", + " ax.set_xlabel(r\"$R_{\\rm offset} ~ [\\mathrm{Mpc} / h]$\")\n", + " ax.set_xlim(0),\n", + "\n", + " fig.tight_layout()\n", + " fname = f\"../../plots/void_{key}_per_observer.png\"\n", + " if no_Vext:\n", + " fname = fname.replace(\".png\", \"_no_Vext.png\")\n", + " print(f\"Saving to `{fname}`.\")\n", + " fig.savefig(fname, dpi=450)\n", + " fig.show()" ] }, { @@ -1749,18 +1639,7 @@ "execution_count": null, "metadata": {}, "outputs": [], - "source": [ - "plt.figure()\n", - "plt.plot(phi, data[:, 100])\n", - "plt.xlabel(r\"$\\phi ~ [\\mathrm{deg}]$\")\n", - "plt.ylabel(r\"$V ~ [\\mathrm{km} / \\mathrm{s}]$\")\n", - "\n", - "plt.xlim(0, 180)\n", - "plt.tight_layout()\n", - "plt.savefig(\"../../plots/profile.png\", dpi=450)\n", - "\n", - "plt.show()" - ] + "source": [] }, { "cell_type": "code", @@ -1768,6 +1647,18 @@ "metadata": {}, "outputs": [], "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] } ], "metadata": {