diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 33b6b68..2322dd4 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -1,6 +1,6 @@ repos: - repo: https://github.com/pre-commit/pre-commit-hooks - rev: "v5.0.0" + rev: "v6.0.0" hooks: - id: check-added-large-files - id: check-case-conflict @@ -16,7 +16,7 @@ repos: - id: trailing-whitespace - repo: https://github.com/astral-sh/ruff-pre-commit - rev: "v0.12.5" + rev: "v0.12.9" hooks: # id: ruff-check would go here if using both - id: ruff-format diff --git a/illustration_lightcurve.ipynb b/illustration_lightcurve.ipynb index b973876..1a324b0 100644 --- a/illustration_lightcurve.ipynb +++ b/illustration_lightcurve.ipynb @@ -1,959 +1,958 @@ { - "cells": [ - { - "cell_type": "markdown", - "id": "european-mechanism", - "metadata": { - "id": "european-mechanism" - }, - "source": [ - "# Welcome to this little lightcurves demo\n", - "https://pypi.org/project/lightcurves/\n", - "https://github.com/swagner-astro/lightcurves
\n", - "\n", - "An Illustration for\n", - "1. initializing a light curve\n", - "2. studying Bayesian blocks\n", - "3. characterizing flares (HOP baseline, half, flip, sharp, comparison)\n", - "4. initializing a single flare/HOP group\n", - "5. working with a set of light curves\n", - "\n", - "Let me know if you have any problems or questions!\n", - " \n", - "\n" - ] + "cells": [ + { + "cell_type": "markdown", + "id": "european-mechanism", + "metadata": { + "id": "european-mechanism" + }, + "source": [ + "# Welcome to this little lightcurves demo\n", + "https://pypi.org/project/lightcurves/\n", + "https://github.com/swagner-astro/lightcurves
\n", + "\n", + "An Illustration for\n", + "1. initializing a light curve\n", + "2. studying Bayesian blocks\n", + "3. characterizing flares (HOP baseline, half, flip, sharp, comparison)\n", + "4. initializing a single flare/HOP group\n", + "5. working with a set of light curves\n", + "\n", + "Let me know if you have any problems or questions!\n", + " \n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "minor-chest", + "metadata": { + "id": "minor-chest" + }, + "outputs": [], + "source": [ + "from __future__ import annotations\n", + "\n", + "import numpy as np\n", + "from IPython.core.pylabtools import figsize\n", + "from matplotlib import pyplot as plt\n", + "\n", + "figsize(10, 3)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c9-hIdPnpB8h", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "c9-hIdPnpB8h", + "outputId": "fbe819a0-1875-4565-c163-a883719b8150" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting git+https://github.com/swagner-astro/lightcurves.git\n", + " Cloning https://github.com/swagner-astro/lightcurves.git to /tmp/pip-req-build-ih6put5e\n", + " Running command git clone --filter=blob:none --quiet https://github.com/swagner-astro/lightcurves.git /tmp/pip-req-build-ih6put5e\n", + " Resolved https://github.com/swagner-astro/lightcurves.git to commit 3090ca98d95f0260529c40472d4be9d496d77168\n", + " Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n", + " Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n", + " Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n", + "Requirement already satisfied: astropy in /usr/local/lib/python3.11/dist-packages (from lightcurves==1.0.2.dev44+g3090ca9) (7.1.0)\n", + "Requirement already satisfied: lmfit in /usr/local/lib/python3.11/dist-packages (from lightcurves==1.0.2.dev44+g3090ca9) (1.3.4)\n", + "Requirement already satisfied: matplotlib in /usr/local/lib/python3.11/dist-packages (from lightcurves==1.0.2.dev44+g3090ca9) (3.10.0)\n", + "Requirement already satisfied: numpy in /usr/local/lib/python3.11/dist-packages (from lightcurves==1.0.2.dev44+g3090ca9) (2.0.2)\n", + "Requirement already satisfied: pandas in /usr/local/lib/python3.11/dist-packages (from lightcurves==1.0.2.dev44+g3090ca9) (2.2.2)\n", + "Requirement already satisfied: scipy in /usr/local/lib/python3.11/dist-packages (from lightcurves==1.0.2.dev44+g3090ca9) (1.16.0)\n", + "Requirement already satisfied: tqdm in /usr/local/lib/python3.11/dist-packages (from lightcurves==1.0.2.dev44+g3090ca9) (4.67.1)\n", + "Requirement already satisfied: pyerfa>=2.0.1.1 in /usr/local/lib/python3.11/dist-packages (from astropy->lightcurves==1.0.2.dev44+g3090ca9) (2.0.1.5)\n", + "Requirement already satisfied: astropy-iers-data>=0.2025.4.28.0.37.27 in /usr/local/lib/python3.11/dist-packages (from astropy->lightcurves==1.0.2.dev44+g3090ca9) (0.2025.7.21.0.41.39)\n", + "Requirement already satisfied: PyYAML>=6.0.0 in /usr/local/lib/python3.11/dist-packages (from astropy->lightcurves==1.0.2.dev44+g3090ca9) (6.0.2)\n", + "Requirement already satisfied: packaging>=22.0.0 in /usr/local/lib/python3.11/dist-packages (from astropy->lightcurves==1.0.2.dev44+g3090ca9) (25.0)\n", + "Requirement already satisfied: asteval>=1.0 in /usr/local/lib/python3.11/dist-packages (from lmfit->lightcurves==1.0.2.dev44+g3090ca9) (1.0.6)\n", + "Requirement already satisfied: uncertainties>=3.2.2 in /usr/local/lib/python3.11/dist-packages (from lmfit->lightcurves==1.0.2.dev44+g3090ca9) (3.2.3)\n", + "Requirement already satisfied: dill>=0.3.4 in /usr/local/lib/python3.11/dist-packages (from lmfit->lightcurves==1.0.2.dev44+g3090ca9) (0.3.8)\n", + "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.11/dist-packages (from matplotlib->lightcurves==1.0.2.dev44+g3090ca9) (1.3.2)\n", + "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.11/dist-packages (from matplotlib->lightcurves==1.0.2.dev44+g3090ca9) (0.12.1)\n", + "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.11/dist-packages (from matplotlib->lightcurves==1.0.2.dev44+g3090ca9) (4.59.0)\n", + "Requirement already satisfied: kiwisolver>=1.3.1 in /usr/local/lib/python3.11/dist-packages (from matplotlib->lightcurves==1.0.2.dev44+g3090ca9) (1.4.8)\n", + "Requirement already satisfied: pillow>=8 in /usr/local/lib/python3.11/dist-packages (from matplotlib->lightcurves==1.0.2.dev44+g3090ca9) (11.3.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.11/dist-packages (from matplotlib->lightcurves==1.0.2.dev44+g3090ca9) (3.2.3)\n", + "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.11/dist-packages (from matplotlib->lightcurves==1.0.2.dev44+g3090ca9) (2.9.0.post0)\n", + "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.11/dist-packages (from pandas->lightcurves==1.0.2.dev44+g3090ca9) (2025.2)\n", + "Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.11/dist-packages (from pandas->lightcurves==1.0.2.dev44+g3090ca9) (2025.2)\n", + "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.11/dist-packages (from python-dateutil>=2.7->matplotlib->lightcurves==1.0.2.dev44+g3090ca9) (1.17.0)\n", + "Building wheels for collected packages: lightcurves\n", + " Building wheel for lightcurves (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n", + " Created wheel for lightcurves: filename=lightcurves-1.0.2.dev44+g3090ca9-py3-none-any.whl size=20220 sha256=a5cb3cf1d2bc24dc35e884659f6b50fb49712df0a30eec1f0a0055181b9b6f02\n", + " Stored in directory: /tmp/pip-ephem-wheel-cache-hv5g2oe9/wheels/5c/1c/7b/68ec88e58f9049f80b0cc733dbcb5a6e2b7c1b934a3b6f5a5f\n", + "Successfully built lightcurves\n", + "Installing collected packages: lightcurves\n", + " Attempting uninstall: lightcurves\n", + " Found existing installation: lightcurves 1.0.2.dev43+g2fb3c63\n", + " Uninstalling lightcurves-1.0.2.dev43+g2fb3c63:\n", + " Successfully uninstalled lightcurves-1.0.2.dev43+g2fb3c63\n", + "Successfully installed lightcurves-1.0.2.dev44+g3090ca9\n" + ] + } + ], + "source": [ + "!pip install -U git+https://github.com/swagner-astro/lightcurves.git" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "x2vnKEsqpFkw", + "metadata": { + "id": "x2vnKEsqpFkw" + }, + "outputs": [], + "source": [ + "from lightcurves.LC import LightCurve\n", + "from lightcurves.LC_Set import LC_Set" + ] + }, + { + "cell_type": "markdown", + "id": "dynamic-lawrence", + "metadata": { + "id": "dynamic-lawrence" + }, + "source": [ + "## 1. Initialize and plot light curve" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "existing-syria", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 308 }, + "id": "existing-syria", + "outputId": "0b68a712-3bb8-47cd-9ec5-f692c8f30504" + }, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "minor-chest", - "metadata": { - "id": "minor-chest" - }, - "outputs": [], - "source": [ - "from __future__ import annotations\n", - "\n", - "import numpy as np\n", - "from IPython.core.pylabtools import figsize\n", - "from matplotlib import pyplot as plt\n", - "figsize(10, 3)\n" + "data": { + "text/plain": [ + "" ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" }, { - "cell_type": "code", - "source": [ - "\n", - "!pip install -U git+https://github.com/swagner-astro/lightcurves.git" - ], - "metadata": { - "id": "c9-hIdPnpB8h", - "outputId": "fbe819a0-1875-4565-c163-a883719b8150", - "colab": { - "base_uri": "https://localhost:8080/" - } - }, - "id": "c9-hIdPnpB8h", - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Collecting git+https://github.com/swagner-astro/lightcurves.git\n", - " Cloning https://github.com/swagner-astro/lightcurves.git to /tmp/pip-req-build-ih6put5e\n", - " Running command git clone --filter=blob:none --quiet https://github.com/swagner-astro/lightcurves.git /tmp/pip-req-build-ih6put5e\n", - " Resolved https://github.com/swagner-astro/lightcurves.git to commit 3090ca98d95f0260529c40472d4be9d496d77168\n", - " Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n", - " Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n", - " Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n", - "Requirement already satisfied: astropy in /usr/local/lib/python3.11/dist-packages (from lightcurves==1.0.2.dev44+g3090ca9) (7.1.0)\n", - "Requirement already satisfied: lmfit in /usr/local/lib/python3.11/dist-packages (from lightcurves==1.0.2.dev44+g3090ca9) (1.3.4)\n", - "Requirement already satisfied: matplotlib in /usr/local/lib/python3.11/dist-packages (from lightcurves==1.0.2.dev44+g3090ca9) (3.10.0)\n", - "Requirement already satisfied: numpy in /usr/local/lib/python3.11/dist-packages (from lightcurves==1.0.2.dev44+g3090ca9) (2.0.2)\n", - "Requirement already satisfied: pandas in /usr/local/lib/python3.11/dist-packages (from lightcurves==1.0.2.dev44+g3090ca9) (2.2.2)\n", - "Requirement already satisfied: scipy in /usr/local/lib/python3.11/dist-packages (from lightcurves==1.0.2.dev44+g3090ca9) (1.16.0)\n", - "Requirement already satisfied: tqdm in /usr/local/lib/python3.11/dist-packages (from lightcurves==1.0.2.dev44+g3090ca9) (4.67.1)\n", - "Requirement already satisfied: pyerfa>=2.0.1.1 in /usr/local/lib/python3.11/dist-packages (from astropy->lightcurves==1.0.2.dev44+g3090ca9) (2.0.1.5)\n", - "Requirement already satisfied: astropy-iers-data>=0.2025.4.28.0.37.27 in /usr/local/lib/python3.11/dist-packages (from astropy->lightcurves==1.0.2.dev44+g3090ca9) (0.2025.7.21.0.41.39)\n", - "Requirement already satisfied: PyYAML>=6.0.0 in /usr/local/lib/python3.11/dist-packages (from astropy->lightcurves==1.0.2.dev44+g3090ca9) (6.0.2)\n", - "Requirement already satisfied: packaging>=22.0.0 in /usr/local/lib/python3.11/dist-packages (from astropy->lightcurves==1.0.2.dev44+g3090ca9) (25.0)\n", - "Requirement already satisfied: asteval>=1.0 in /usr/local/lib/python3.11/dist-packages (from lmfit->lightcurves==1.0.2.dev44+g3090ca9) (1.0.6)\n", - "Requirement already satisfied: uncertainties>=3.2.2 in /usr/local/lib/python3.11/dist-packages (from lmfit->lightcurves==1.0.2.dev44+g3090ca9) (3.2.3)\n", - "Requirement already satisfied: dill>=0.3.4 in /usr/local/lib/python3.11/dist-packages (from lmfit->lightcurves==1.0.2.dev44+g3090ca9) (0.3.8)\n", - "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.11/dist-packages (from matplotlib->lightcurves==1.0.2.dev44+g3090ca9) (1.3.2)\n", - "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.11/dist-packages (from matplotlib->lightcurves==1.0.2.dev44+g3090ca9) (0.12.1)\n", - "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.11/dist-packages (from matplotlib->lightcurves==1.0.2.dev44+g3090ca9) (4.59.0)\n", - "Requirement already satisfied: kiwisolver>=1.3.1 in /usr/local/lib/python3.11/dist-packages (from matplotlib->lightcurves==1.0.2.dev44+g3090ca9) (1.4.8)\n", - "Requirement already satisfied: pillow>=8 in /usr/local/lib/python3.11/dist-packages (from matplotlib->lightcurves==1.0.2.dev44+g3090ca9) (11.3.0)\n", - "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.11/dist-packages (from matplotlib->lightcurves==1.0.2.dev44+g3090ca9) (3.2.3)\n", - "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.11/dist-packages (from matplotlib->lightcurves==1.0.2.dev44+g3090ca9) (2.9.0.post0)\n", - "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.11/dist-packages (from pandas->lightcurves==1.0.2.dev44+g3090ca9) (2025.2)\n", - "Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.11/dist-packages (from pandas->lightcurves==1.0.2.dev44+g3090ca9) (2025.2)\n", - "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.11/dist-packages (from python-dateutil>=2.7->matplotlib->lightcurves==1.0.2.dev44+g3090ca9) (1.17.0)\n", - "Building wheels for collected packages: lightcurves\n", - " Building wheel for lightcurves (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n", - " Created wheel for lightcurves: filename=lightcurves-1.0.2.dev44+g3090ca9-py3-none-any.whl size=20220 sha256=a5cb3cf1d2bc24dc35e884659f6b50fb49712df0a30eec1f0a0055181b9b6f02\n", - " Stored in directory: /tmp/pip-ephem-wheel-cache-hv5g2oe9/wheels/5c/1c/7b/68ec88e58f9049f80b0cc733dbcb5a6e2b7c1b934a3b6f5a5f\n", - "Successfully built lightcurves\n", - "Installing collected packages: lightcurves\n", - " Attempting uninstall: lightcurves\n", - " Found existing installation: lightcurves 1.0.2.dev43+g2fb3c63\n", - " Uninstalling lightcurves-1.0.2.dev43+g2fb3c63:\n", - " Successfully uninstalled lightcurves-1.0.2.dev43+g2fb3c63\n", - "Successfully installed lightcurves-1.0.2.dev44+g3090ca9\n" - ] - } + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "time, flux, flux_error = np.load(\"lightcurves/lc.npy\") # mock lc with gaussian flares\n", + "time += 55000 # e.g. MJD\n", + "lc = LightCurve(time, flux, flux_error)\n", + "lc.plot_lc(label=\"observed flux\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "id": "indian-brand", + "metadata": { + "id": "indian-brand" + }, + "source": [ + "## 2. Get and plot Bayesian blocks" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "determined-kennedy", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 308 }, + "id": "determined-kennedy", + "outputId": "3d775dc8-749a-4378-ec55-18707337b9cc" + }, + "outputs": [ { - "cell_type": "code", - "source": [ - "from lightcurves.LC import LightCurve\n", - "from lightcurves.HOP import Hopject\n", - "from lightcurves.LC_Set import LC_Set" - ], - "metadata": { - "id": "x2vnKEsqpFkw" - }, - "id": "x2vnKEsqpFkw", - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "id": "dynamic-lawrence", - "metadata": { - "id": "dynamic-lawrence" - }, - "source": [ - "## 1. Initialize and plot light curve" + "data": { + "text/plain": [ + "" ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" }, { - "cell_type": "code", - "execution_count": null, - "id": "existing-syria", - "metadata": { - "id": "existing-syria", - "outputId": "0b68a712-3bb8-47cd-9ec5-f692c8f30504", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 308 - } - }, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "" - ] - }, - "metadata": {}, - "execution_count": 4 - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } - ], - "source": [ - "time, flux, flux_error = np.load(\"lightcurves/lc.npy\") # mock lc with gaussian flares\n", - "time += 55000 # e.g. MJD\n", - "lc = LightCurve(time, flux, flux_error)\n", - "lc.plot_lc(label='observed flux')\n", - "plt.legend()" + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] - }, - { - "cell_type": "markdown", - "id": "indian-brand", - "metadata": { - "id": "indian-brand" - }, - "source": [ - "## 2. Get and plot Bayesian blocks" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "block_pbin, block_val, block_val_error, edge_index, edges = lc.get_bblocks(\n", + " p0_value=0.05\n", + ")\n", + "# for more information on edges and edge_index see Appendix A2\n", + "lc.plot_bblocks(label=\"Bayesian blocks\")\n", + "lc.plot_lc(label=\"observed flux\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "id": "physical-absolute", + "metadata": { + "id": "physical-absolute" + }, + "source": [ + "## 3. Characterize flares as group of blocks" + ] + }, + { + "cell_type": "markdown", + "id": "unavailable-genius", + "metadata": { + "id": "unavailable-genius" + }, + "source": [ + "### 3.1. HOP baseline" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "AtL-4SwirJoY", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 379 + }, + "id": "AtL-4SwirJoY", + "outputId": "9190c11a-3b47-4783-c8a5-87dfbb0ab73d" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "hops_bl is a list of Hopjects with interesting attributes, see HOP.py\n", + "[, , , ]\n", + "55008.5 55010.0 55011.5\n" + ] + }, + { + "data": { + "text/plain": [ + "" ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" }, { - "cell_type": "code", - "execution_count": null, - "id": "determined-kennedy", - "metadata": { - "id": "determined-kennedy", - "outputId": "3d775dc8-749a-4378-ec55-18707337b9cc", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 308 - } - }, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "" - ] - }, - "metadata": {}, - "execution_count": 5 - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } - ], - "source": [ - "block_pbin, block_val, block_val_error, edge_index, edges = lc.get_bblocks(\n", - " p0_value=0.05\n", - ")\n", - "# for more information on edges and edge_index see Appendix A2\n", - "lc.plot_bblocks(label='Bayesian blocks')\n", - "lc.plot_lc(label='observed flux')\n", - "plt.legend()" + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hops_bl = lc.find_hop(\"baseline\")\n", + "print(\"hops_bl is a list of Hopjects with interesting attributes, see HOP.py\")\n", + "print(hops_bl)\n", + "\n", + "hop = hops_bl[0]\n", + "print(hop.start_time, hop.peak_time, hop.end_time)\n", + "\n", + "lc.plot_hop()\n", + "lc.plot_bblocks(label=\"Bayesian blocks\")\n", + "lc.plot_lc(label=\"observed flux\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "id": "patient-addition", + "metadata": { + "id": "patient-addition" + }, + "source": [ + "### 3.2. HOP half" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "governing-tuning", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 308 }, + "id": "governing-tuning", + "outputId": "a63fe731-459c-4d82-be0a-26655c19f655" + }, + "outputs": [ { - "cell_type": "markdown", - "id": "physical-absolute", - "metadata": { - "id": "physical-absolute" - }, - "source": [ - "## 3. Characterize flares as group of blocks" - ] + "name": "stdout", + "output_type": "stream", + "text": [ + "55000.0 55010.0 55020.0\n" + ] }, { - "cell_type": "markdown", - "id": "unavailable-genius", - "metadata": { - "id": "unavailable-genius" - }, - "source": [ - "### 3.1. HOP baseline" + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hops_half = lc.find_hop(\"half\", lc_edges=\"add\")\n", + "# one could add the edges of the light curve as start and end of HOP if there is a peak\n", + "\n", + "hop = hops_half[0]\n", + "print(hop.start_time, hop.peak_time, hop.end_time)\n", + "\n", + "lc.plot_hop()\n", + "lc.plot_bblocks(label=\"Bayesian blocks\")\n", + "lc.plot_lc(label=\"observed flux\")\n", + "plt.legend();" + ] + }, + { + "cell_type": "markdown", + "id": "reliable-beatles", + "metadata": { + "id": "reliable-beatles" + }, + "source": [ + "### 3.3. HOP flip" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "professional-flexibility", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 308 }, + "id": "professional-flexibility", + "outputId": "66d51c5f-481f-4e71-b6d2-495173528e13" + }, + "outputs": [ { - "cell_type": "code", - "source": [ - "hops_bl = lc.find_hop(\"baseline\")\n", - "print(\"hops_bl is a list of Hopjects with interesting attributes, see HOP.py\")\n", - "print(hops_bl)\n", - "\n", - "hop = hops_bl[0]\n", - "print(hop.start_time, hop.peak_time, hop.end_time)\n", - "\n", - "lc.plot_hop()\n", - "lc.plot_bblocks(label='Bayesian blocks')\n", - "lc.plot_lc(label='observed flux')\n", - "plt.legend()" - ], - "metadata": { - "id": "AtL-4SwirJoY", - "outputId": "9190c11a-3b47-4783-c8a5-87dfbb0ab73d", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 379 - } - }, - "id": "AtL-4SwirJoY", - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "hops_bl is a list of Hopjects with interesting attributes, see HOP.py\n", - "[, , , ]\n", - "55008.5 55010.0 55011.5\n" - ] - }, - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "" - ] - }, - "metadata": {}, - "execution_count": 6 - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } - ] + "name": "stdout", + "output_type": "stream", + "text": [ + "55025.5 55030.0 55034.5\n" + ] }, { - "cell_type": "markdown", - "id": "patient-addition", - "metadata": { - "id": "patient-addition" - }, - "source": [ - "### 3.2. HOP half" + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hops_flip = lc.find_hop(\"flip\", lc_edges=\"neglect\")\n", + "# or one could conservatively neglect the edges of the light curve\n", + "# because it is uncertain whether there would be more decrease/increase of flux\n", + "\n", + "hop = hops_flip[0]\n", + "print(hop.start_time, hop.peak_time, hop.end_time)\n", + "\n", + "lc.plot_hop()\n", + "lc.plot_bblocks(label=\"Bayesian blocks\")\n", + "lc.plot_lc(label=\"observed flux\")\n", + "plt.legend();" + ] + }, + { + "cell_type": "markdown", + "id": "liable-toronto", + "metadata": { + "id": "liable-toronto" + }, + "source": [ + "### 3.4. HOP sharp" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "chicken-disclosure", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 325 }, + "id": "chicken-disclosure", + "outputId": "e355f92d-a6c3-4d53-e900-e4faa8076464" + }, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "governing-tuning", - "metadata": { - "id": "governing-tuning", - "outputId": "a63fe731-459c-4d82-be0a-26655c19f655", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 308 - } - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "55000.0 55010.0 55020.0\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } - ], - "source": [ - "hops_half = lc.find_hop(\"half\", lc_edges=\"add\")\n", - "# one could add the edges of the light curve as start and end of HOP if there is a peak\n", - "\n", - "hop = hops_half[0]\n", - "print(hop.start_time, hop.peak_time, hop.end_time)\n", - "\n", - "lc.plot_hop()\n", - "lc.plot_bblocks(label='Bayesian blocks')\n", - "lc.plot_lc(label='observed flux')\n", - "plt.legend();" - ] + "name": "stdout", + "output_type": "stream", + "text": [ + "55028.5 55030.0 55031.5\n" + ] }, { - "cell_type": "markdown", - "id": "reliable-beatles", - "metadata": { - "id": "reliable-beatles" - }, - "source": [ - "### 3.3. HOP flip" + "data": { + "text/plain": [ + "" ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" }, { - "cell_type": "code", - "execution_count": null, - "id": "professional-flexibility", - "metadata": { - "id": "professional-flexibility", - "outputId": "66d51c5f-481f-4e71-b6d2-495173528e13", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 308 - } - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "55025.5 55030.0 55034.5\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } - ], - "source": [ - "hops_flip = lc.find_hop(\"flip\", lc_edges=\"neglect\")\n", - "# or one could conservatively neglect the edges of the light curve\n", - "# because it is uncertain whether there would be more decrease/increase of flux\n", - "\n", - "hop = hops_flip[0]\n", - "print(hop.start_time, hop.peak_time, hop.end_time)\n", - "\n", - "lc.plot_hop()\n", - "lc.plot_bblocks(label='Bayesian blocks')\n", - "lc.plot_lc(label='observed flux')\n", - "plt.legend();" + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] - }, - { - "cell_type": "markdown", - "id": "liable-toronto", - "metadata": { - "id": "liable-toronto" - }, - "source": [ - "### 3.4. HOP sharp" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hops_sharp = lc.find_hop(\"sharp\", lc_edges=\"neglect\")\n", + "\n", + "hop = hops_sharp[0]\n", + "print(hop.start_time, hop.peak_time, hop.end_time)\n", + "\n", + "lc.plot_hop()\n", + "lc.plot_bblocks(label=\"Bayesian blocks\")\n", + "lc.plot_lc(label=\"observed flux\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "id": "sublime-democracy", + "metadata": { + "id": "sublime-democracy" + }, + "source": [ + "### Comparison" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "hawaiian-cannon", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 705 + }, + "id": "hawaiian-cannon", + "outputId": "770a8a3b-53e4-46d3-fe08-beb2f72b5285" + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "lc.plot_all_hop()\n", + "\"\"\"\n", + "note that by default the edges are neglected because in general\n", + "we could not know whether the flare continues or actually ends\n", + "(this corresponds to the more conservative assumption)\n", + "this can be adjusted with lc_edges='neglect' | 'add'\n", + "\"\"\"" + ] + }, + { + "cell_type": "markdown", + "id": "complimentary-questionnaire", + "metadata": { + "id": "complimentary-questionnaire" + }, + "source": [ + "## 4. Properties of individual flares" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "celtic-weight", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 308 }, + "id": "celtic-weight", + "outputId": "92c92d6a-7d15-40d1-8971-1326ca5b8339" + }, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "chicken-disclosure", - "metadata": { - "id": "chicken-disclosure", - "outputId": "e355f92d-a6c3-4d53-e900-e4faa8076464", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 325 - } - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "55028.5 55030.0 55031.5\n" - ] - }, - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "" - ] - }, - "metadata": {}, - "execution_count": 9 - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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EREREZHEY6BARERERkcVhoENERERERBaHgQ4REREREVkcBjpERERERGRxGOiQwSgUCsTExEChUEhdFCIiIiKTNG7cOAwbNkz09chkMuzevbva9KtXr0ImkyE9Pd0g6zP08gyBgQ4ZjEKhQGxsLAMdIiIiMrpx48ZBJpOpX40aNcKAAQPw22+/SV00DWvWrEFycrLUxagXGOgQERERkUUYMGAAlEollEolUlJSYG1tjSFDhkhdLA1ubm5wd3eXuhj1AgMdIiIiIrIIdnZ28PHxgY+PD7p06YJ58+bh2rVryMnJUeeZO3cuWrVqBUdHRzRr1gwLFy5EaWkpgPLuV3K5HMeOHdNY7urVq+Hv74+ysjIAwOnTpzFw4EA4OzvD29sbo0ePRm5urjr/Z599ho4dO8LBwQGNGjVCSEgICgsLAVTuurZ3714EBwfD3d0djRo1wpAhQ3Dp0iV1ekWXsM8//xx9+/aFo6MjOnfujMOHD9f4fSiVSgwcOBAODg5o1qwZPvvsM635Dxw4gB49esDOzg4KhQLz5s3D/fv31ellZWV444030KJFC9jZ2aFp06Z4/fXXq1yWSqXChAkT0KZNG2RkZEAQBMTGxqJp06aws7ND48aNMX369Bq3oS4Y6BARERGRxSkoKMBHH32EFi1aoFGjRurpLi4uSE5OxtmzZ7FmzRps3LgRb731FgAgICAAISEh2LJli8aytmzZgnHjxkEul+P27dt46qmn0LVrVxw7dgx79+5FVlYWhg8fDqA8uBgxYgQmTJiAc+fOITU1Fc8++ywEQaiynIWFhYiKisKxY8eQkpICuVyOZ555Rh1UVViwYAFmz56N9PR0tGrVCiNGjNAIQqqycOFCPPfcczh58iRGjRqFF198EefOnasy7/Xr1zFo0CA89thjOHnyJN555x1s2rQJ8fHx6jzz58/HsmXLsHDhQpw9exbbtm2Dt7d3pWUVFxfjhRdeQHp6Ov73v/+hadOm2LlzJ9566y0kJSXhwoUL2L17Nzp27Ki1/HVlLerSiYiIiMjs3StV4VpugdHX6+fhDHsbq1rn//rrr+Hs7AygPIBQKBT4+uuvIZf/e20/Ojpa/XdAQABmz56N7du347XXXgMATJo0CVOmTMGqVatgZ2eHEydO4NSpU/jiiy8AAOvWrUPXrl2xdOlS9XI2b94MPz8//PHHHygoKMD9+/fx7LPPwt/fHwC0ntA/99xzGp83b94MT09PnD17Fh06dFBPnz17NgYPHgwAiIuLQ/v27XHx4kW0adOm2mW/8MILmDRpEgBgyZIl2L9/P95++20kJiZWypuYmAg/Pz+sW7cOMpkMbdq0wY0bNzB37lwsWrQIhYWFWLNmDdatW4exY8cCAJo3b47g4GCN5RQUFGDw4MEoLi7Gjz/+CDc3NwBARkYGfHx8EBISAhsbGzRt2hQ9evSotuyGwECHiIiIiLS6lluAyPfSjL7edZOC0VLhVuv8ffv2xTvvvAMA+Pvvv5GYmIiBAwfi6NGj6qBjx44dWLt2LS5duqQOSlxdXdXLGDZsGKZNm4Zdu3bhxRdfRHJyMvr27YuAgAAAwMmTJ/Hjjz+qA6oHXbp0Cf3798fTTz+Njh07IjQ0FP3798fzzz+PBg0aVFnmCxcuYNGiRfj555+Rm5urbsnJyMjQCHQ6deqk/rti4Kfs7GytgU6vXr0qfa5uVLRz586hV69ekMlk6mlBQUEoKCjAX3/9hczMTBQXF+Ppp5+udn0AMGLECDRp0gQ//PADHBwc1NNfeOEFrF69Gs2aNcOAAQMwaNAghIWFwdpavHCEgQ4RERERaeXn4Yx1k4JrzijCenXh5OSEFi1aqD+/9957cHNzw8aNGxEfH4/Dhw9j1KhRiIuLQ2hoKNzc3LB9+3asXLlSPY+trS3GjBmDLVu24Nlnn8W2bduwZs0adXpBQQHCwsKwfPnySutXKBSwsrLC/v37cejQIXz33Xd4++23sWDBAvz888945JFHKs0TFhYGf39/bNy4EY0bN0ZZWRk6dOiAkpISjXw2NjbqvyuCkYe7t4npwaBFm0GDBuGjjz7C4cOH8dRTT6mn+/n54fz58/j++++xf/9+TJ06FW+++SYOHDigsW2GxECHiIiIiLSyt7HSqWXFVMhkMsjlcty9excAcOjQIfj7+2PBggXqPH/++Wel+SZNmoQOHTogMTFR3Q2tQrdu3bBz504EBARU2xohk8kQFBSEoKAgLFq0CP7+/ti1axeioqI08t28eRPnz5/Hxo0b8cQTTwAA0tIM13J25MgRjBkzRuNz165dq8zbtm1b7Ny5E4IgqAOpgwcPwsXFBU2aNIGXlxccHByQkpKi7g5XlZdffhkdOnTA0KFDsWfPHvTu3Vud5uDggLCwMISFhWHatGlo06YNTp06hW7duhloizUx0CEiIiIii1BcXIzMzEwA5V3X1q1bp26BAYCWLVsiIyMD27dvx2OPPYY9e/Zg165dlZbTtm1b9OzZE3PnzsWECRM0WjOmTZuGjRs3YsSIEXjttdfQsGFDXLx4Edu3b8d7772nHlSgf//+8PLyws8//4ycnBy0bdu20noaNGiARo0a4d1334VCoUBGRgbmzZtnsO/j008/xaOPPorg4GBs3boVR48exaZNm6rMO3XqVKxevRqvvPIKIiMjcf78ecTExCAqKgpyuRz29vaYO3cuXnvtNdja2iIoKAg5OTk4c+YMJk6cqLGsV155BSqVCkOGDMG3336L4OBgJCcnQ6VSITAwEI6Ojvjoo4/g4OCg7lIoBgY6RERERGQR9u7dq75/xcXFBW3atMGnn36KPn36AACGDh2KWbNmITIyEsXFxRg8eDAWLlyI2NjYSsuaOHEiDh06hAkTJmhMb9y4MQ4ePIi5c+eif//+KC4uhr+/PwYMGAC5XA5XV1f89NNPWL16NfLy8uDv74+VK1di4MCBldYhl8uxfft2TJ8+HR06dEDr1q2xdu1adXnrKi4uDtu3b8fUqVOhUCjw8ccfo127dlXm9fX1xTfffIM5c+agc+fOaNiwISZOnKgxeMPChQthbW2NRYsW4caNG1AoFJgyZUqVy5s5cybKysowaNAg7N27F+7u7li2bBmioqKgUqnQsWNHfPXVVxoj4hmaTKhurDsTkpeXBzc3N9y5c0fjZjGS3gXlHUS+l1blzYLa0qgeuF8CZF0FbGwBKwP1vVWVAqUlgHcAYG1rmGWS0ZWVlOHupULI7OSQ22g+5aCstAxCcRkcmjtBbmugJyCIURelIFL91/Z7iEGU35gM6t69e7hy5QoeeeQR2NvbS10cySxZsgSffvopfvvtN6mLUi9pq4e1jQ24hyEiIiIi+kdBQQFOnz6NdevW4ZVXXpG6OFQHDHSIiIiIiP4RGRmJ7t27o0+fPpW6rZF54T06RERERET/SE5ORnJystTFIANgiw4RERGJSpmlRPyqeCizlFIXhYjqEQY6REREJKrM7Ey8vnopMrMzpS4KEdUjDHSIiIiIiMjiMNAhIiJJsVsTERGJgYEOERFJit2aiIhIDAx0iIiIiEgUSqUSsbGxUCrZYkvGx0CHiIiIiEShVCoRFxdnEoFOamoqZDIZbt++LXVRDKI225OZmYl+/frByckJ7u7uAACZTIbdu3cbpYxS43N0iIiIiMjklJSUIDc3Fx4eHrC1tZW6OGbprbfeglKpRHp6Otzc3KQujtGxRYeIiIiITE5paSlu3LiB0tJSqYuit5KSEknXf+nSJXTv3h0tW7aEl5eXpGWRAgMdIiIiElXurVyNdyIxFBcXY/r06fDy8oK9vT2Cg4Pxyy+/VMp38OBBdOrUCfb29ujZsydOnz6tTvvzzz8RFhaGBg0awMnJCe3bt8c333yjTj99+jQGDhwIZ2dneHt7Y/To0cjN/bde9+nTB5GRkZg5cyY8PDwQGhqKkSNHIjw8XKMMpaWl8PDwwAcffAAAKCsrQ0JCAh555BE4ODigc+fO+OyzzzTm+eabb9CqVSs4ODigb9++uHr1qtbvIyAgADt37sQHH3wAmUyGcePGVcpTVfe39PR0yGQy9fInTJiATp06obi4GEB58Na1a1eMGTNG6/pNAQMdIiIiMrgbeUW4dDMfR36/iD0/pQIA9vyUiiN/XMSN/LvSFo6MJicnR+NdTK+99hp27tyJ999/HydOnECLFi0QGhqKW7duaeSbM2cOVq5ciV9++QWenp4ICwtTtxpNmzYNxcXF+Omnn3Dq1CksX74czs7OAIDbt2/jqaeeQteuXXHs2DHs3bsXWVlZGD58uMby33//fdja2uLgwYPYsGEDRo0aha+++goFBQXqPPv27UNRURGeeeYZAEBCQgI++OADbNiwAWfOnMGsWbPw0ksv4cCBAwCAa9eu4dlnn0VYWBjS09MxadIkzJs3T+v38csvv2DAgAEYPnw4lEol1qxZo9f3unbtWhQWFqrXt2DBAty+fRvr1q3Ta3nGxHt0iIiIyKBu5BXh5c+PAAAu/rAVl1M/BgAkbXwL+y9kosVTo/Be0yfh5+MiZTFJZEqlEmlpaQCAtLQ0dOrUCQqFQpR1FRYW4p133kFycjIGDhwIANi4cSP279+PTZs2Yc6cOeq8MTEx6NevH4DyoKRJkybYtWsXhg8fjoyMDDz33HPo2LEjAKBZs2bq+datW4euXbti6dKl6mmbN2+Gn58f/vjjD7Rq1QoA0LJlS7zxxhvqPM2bN4eTkxN27dqF0aNHAwC2bduGoUOHwsXFBcXFxVi6dCm+//579OrVS73etLQ0JCUloXfv3njnnXfQvHlzrFy5EgDQunVrdSBWHU9PT9jZ2cHBwQE+Pj56f7fOzs746KOP0Lt3b7i4uGD16tX48ccf4erqqvcyjYUtOkREJCl2a7I8d0tVAIBZT7TDpv/OR8TkWQCAiMmzsPjl6eV5Su5LVj4yjqSkJMTHxwMA4uPjkZSUJNq6Ll26hNLSUgQFBamn2djYoEePHjh37pxG3opgAgAaNmyI1q1bq/NMnz4d8fHxCAoKQkxMDH777Td13pMnT+LHH3+Es7Oz+tWmTRv1+it0795dY33W1tYYPnw4tm7dCqA8KPviiy8watQoAMDFixdRVFSEfv36aSz7gw8+UC/33LlzCAwMrHY7xNarVy/Mnj0bS5Yswauvvorg4GCjrbsu2KJDRERGdyP/Lu4VluHm3zka3ZqcPPzh11CB5nCStoBkEH7uTmjeyAf5T/ZB0sa3MPjJPghoFgCcvyl10cgIIiIioFKpEB8fj+joaEREREhdpBpNmjQJoaGh2LNnD7777jskJCRg5cqVeOWVV1BQUICwsLAqW1EebKlycqq8/xo1ahR69+6N7Oxs7N+/Hw4ODhgwYAAAqLu07dmzB76+vhrz2dnZGXLzKpHLy9s8BEFQT6tq8IeysjIcPHgQVlZWuHjxoqhlMiS9WnTWr1+PgIAA2NvbIzAwEEePHtWa//bt25g2bRoUCgXs7OzQqlUrjRu7iIio/rh+qxCR+37B7G+PY+LSBCRtfAtAebemycuXI3LfL7h+q1DiUpIheTT00Hin+kGhUKiv/AcHB4vWbQ0o7x5WcV9MhdLSUvzyyy9o166dRt4jR46o//7777/xxx9/oG3btuppfn5+mDJlCj7//HO8+uqr2LhxIwCgW7duOHPmDAICAtCiRQuNV1XBzYMef/xx+Pn5YceOHdi6dSteeOEF2NjYAADatWsHOzs7ZGRkVFqun58fAKBt27aVzrcf3A59eXp6AoDGc47S09Mr5XvzzTfx+++/48CBA9i7dy+2bNlS53Ubg86Bzo4dOxAVFYWYmBicOHECnTt3RmhoKLKzs6vMX1JSgn79+uHq1av47LPPcP78eWzcuLFSxEpERPVDRZelmY+3ZbcmIgtXcSJd8S4WJycnvPzyy5gzZw727t2Ls2fPYvLkySgqKsLEiRM18i5evBgpKSk4ffo0xo0bBw8PDwwbNgwAMHPmTOzbtw9XrlzBiRMn8OOPP6qDoGnTpuHWrVsYMWIEfvnlF1y6dAn79u3D+PHjoVKpaizjyJEjsWHDBuzfv1/dbQ0AXFxcMHv2bMyaNQvvv/8+Ll26hBMnTuDtt9/G+++/DwCYMmUKLly4gDlz5uD8+fPYtm0bkpOT6/y9VQRTsbGxuHDhAvbs2aO+D6jCr7/+ikWLFuG9995DUFAQVq1ahRkzZuDy5ct1Xr/YdA50Vq1ahcmTJ2P8+PFo164dNmzYAEdHR2zevLnK/Js3b8atW7ewe/duBAUFISAgAL1790bnzp3rXHgiIjJfTdwc0bNNCwx+sg8AYPCTfdCpWYCkZSIi03H//n2N95osW7YMzz33HEaPHo1u3brh4sWL2LdvHxo0aFAp34wZM9C9e3dkZmbiq6++Uj+QVKVSYdq0aWjbti0GDBiAVq1aITExEQDQuHFjHDx4ECqVCv3790fHjh0xc+ZMuLu7q7uAaTNq1CicPXsWvr6+GvcSAcCSJUuwcOFCJCQkqNe9Z88ePPLIIwCApk2bYufOndi9ezc6d+6MDRs2aAyKoC8bGxt8/PHH+P3339GpUycsX75cfV8VANy7dw8vvfQSxo0bh7CwMADAf/7zH/Tt2xejR4+uVYAnJZ3u0SkpKcHx48cxf/589TS5XI6QkBAcPny4ynm+/PJL9OrVC9OmTcMXX3wBT09PjBw5EnPnzoWVlVWV8xQXF6vH6gaAvLw8XYpJRERmhN2aiOhhJSUl6ntXCgoK4ODgoA5GqmNvb4+1a9di7dq1Vab36dNHfS/KkCFDqszz9ttva11Hy5Yt8fnnn1ebnpqaWm1a27ZtNe6FeZBMJsOMGTMwY8aMaucfMmRIpXKPHz9ea3l3795dadrDZQgKCtIYdOHhPGfOnKm0jC+++ELrek2FTi06ubm5UKlU8Pb21pju7e2NzMzMKue5fPkyPvvsM6hUKnzzzTdYuHAhVq5cqREtPiwhIQFubm7qV0X/RCIiIiKyHCUlJbhx4wZKSko0pufm5qrvG1EqlRoP5SSqLdGHly4rK4OXlxfeffdddO/eHeHh4ViwYAE2bNhQ7Tzz58/HnTt31K9r166JXUwiIiIiMjCFQoGYmJhqByIoLS3FjRs3Ko305eHhoZ5HoVDAw4MtvqQ7nbqueXh4wMrKCllZWRrTs7Kyqn0QkUKhgI2NjUY3tbZt2yIzMxMlJSVVNkPa2dmJPpweEREREYlLoVAgNjZW5/lsbW3h7OwMoPyBlTV1WyOqik4tOra2tujevTtSUlLU08rKypCSklLtQ4uCgoJw8eJFlJWVqaf98ccfUCgUrLREREREVCVra2uNdyJd6dx1LSoqChs3bsT777+Pc+fO4eWXX0ZhYaH6ZqgxY8ZoDFbw8ssv49atW5gxYwb++OMP7NmzB0uXLsW0adMMtxVEREREZFDV3ThPZAyGqH86h8jh4eHIycnBokWLkJmZiS5dumDv3r3qAQoyMjI0htjz8/PDvn37MGvWLHTq1Am+vr6YMWMG5s6dW+fCExERkenz8fLBgpn/hY+XDwqkLgzVqOJBlkVFRXBwcJC4NFUrKSlBbm4uPDw82EPIQhUVFQH4tz7qQ6+2wMjISERGRlaZVtWwer169TLI01uJiIjI/Ci8FYiOigYAXMi6I3FpqCZWVlZwd3dXPwze0dERMplMlHVVPE6kuLi40mNHtKUVFRXhxo0bsLe3h6OjoyhlI2kIgoCioiJkZ2fD3d292sfR1AY7PRIRERGRhopBpiqCHbFUtMzY2NhUapnRN40sg7u7e7WDndUWAx0iIpIUuzURmR6ZTAaFQgEvL69KQz8b0pkzZzBlyhTs3LkTrVu3Nkgamb+HR2zWFwMdIiKSFLs1EZkuKysrg5xwPuj6zUIUldwHAFzLLcCff/6Ja7kFcP27WCOfrmmOttbwbeRk0LKSeWOgQ0RERERGcf1mISYkpqo/5144DgBYsvUAPI5qtunm3bgIAFi+Ox2utUzbPLUPgx1SY6BDREREREZR0ZIzd1gX2KkKsC05FScA9GyYj5FhLeDl/e89GWd+c8YzG8rztu/URWM5D6ddyy3A8t3p6uUTAQx0iIiIiMjI/DycsTVpIxLXrAAAJK5ZAU93J8TGxqrzOKMVYmJiENipFRQKN43585UuAICmni5o+VAaUQWdHxhK9ZtSqURsbCyUSqXURSEiIiIzFhERgejo8vvzoqOjERERoZGuUCgQGxsLhUIhRfHIAjDQIZ0olUrExcUx0CEiIqI6USgUCA4OBgAEBwczoCGDY6BDRERERJLw9PTUeK+tnJwcjXeiqjDQISIiIiKzoVQqkZaWBgBIS0tjLxOqFgMdIiIiIjIbSUlJiI+PBwDEx8cjKSlJ4hKRqWKgQ0bBQQyIiIjIEGoaxICoAgMdMgoOYkBERESGwEEMqLYY6BARERGRWdF3EAOqXxjoEBERERGRxWGgQzrhcI5EREREZA6spS4Amb7rNwtRVHIf2VmZ+PLb7wEAX377PZy9A1Bs5Sxx6YiIpKfMzELS+x8hYuxLUPh4S10cIrOhUCgQExPD+2xIFAx0SKvrNwsxITEVAHDxh624nPoxACBxzQrsPXkdLZ4aBQBwtGVVIqL6S5mVjbg338LQAf0Z6BDpQKFQIDY2VupikIXi2SlpVVRyHwAwd1gX2IW1wLZkXySuWYGpM2Zj5LhJ8PL2gaOtNXwbOUlcUiIi08TWHiIiafAeHaoVPw9nBHVpjaEDQwAAQweGIKhLa7RUuDHIISLSoqK1R5mVLXVRiIjqFQY6pBN9h3PkIAZEZO6UmVmIXb4SyswsqYtCRES1wECHRJd+7pLGIAYH08/jgvIOrt8slLhkRES1x5YZItPBQQyoNniPDommYoCCeUtWVDuIweapfdj1jYiIiHTCQQyoNtiiQ6LxbeSEzVP74IO3YjB1xmwAwNQZs/HBWzGYO6wLgH8HOyAiItOmzFIiflU8lFlKqYtCRFQrDHRIVL6NnKocxMDPg8/fISIyJ5nZmXh99VJkZmdKXRQiolphoENGoe8gBkRERERE+mCgQ0REVEc5N29pvBMRkfQY6BAREdWBMjMLaUeOAgDSjhytNPw0gyAiImkw0CEiIqqDpPc/QvyqNQCA+FVrkPT+R+q0moIgIiISDwMd0gnHrSci0hQx9iVER80AAERHzUDE2JfUadqCoAp8ECkRkTgY6JBOKsatZ6BDRJZIW9BRXRc0hY83gnv2AAAE9+wBhY+3Ok1bEKReJx9ESkQkCgY6RERE/6gu6KipC5pno4Ya7xW0BUFERCQuBjpEREQ1qE0XtOpUFwQREZG4GOgQERHVoDZd0Cxd7q1cjXciU6VUKhEbGwulUil1UUhiDHTIKDiIARGZs/reBU2ZpcShXw4BAA79cgjKLJ5AkulSKpWIi4tjoEP6BTrr169HQEAA7O3tERgYiKNHj9Zqvu3bt0Mmk2HYsGH6rJbMGAcxICJzV5+7oG3augnL1i4HACxbuxybtm6SuERERDXTOdDZsWMHoqKiEBMTgxMnTqBz584IDQ1Fdrb20WKuXr2K2bNn44knntC7sERERGR8E0dNxLzpcwEA86bPxcRREyUuERFRzXQOdFatWoXJkydj/PjxaNeuHTZs2ABHR0ds3ry52nlUKhVGjRqFuLg4NGvWrE4FJiIiIuNSeCvw+GOPAwAef+xxKLzZOk+1x3tmSCo6BTolJSU4fvw4QkJC/l2AXI6QkBAcPny42vkWL14MLy8vTJxYuytAxcXFyMvL03gRERGRdDwaemi8E9UW75khqegU6OTm5kKlUsHbW/MmTG9vb2RmZlY5T1paGjZt2oSNGzfWej0JCQlwc3NTv/z8/HQpJhERkVEpvL0QM2cWFN5eOs9b3YNIiYiobqzFXHh+fj5Gjx6NjRs3wsOj9leA5s+fj6ioKPXnvLw8BjtERKS363dKUCSoAKtSrfnSL99Qv7s0bq6RlvH3PfW7S06R5oxWLhg14WUUALjwUJq2+bKzs/HlDwcBAF/+cBDO3v7w8qomWFLdh6NMBd/6NeAbEZHedAp0PDw8YGVlhawszSdCZ2VlwcfHp1L+S5cu4erVqwgLC1NPKysrK1+xtTXOnz+P5s2bV5rPzs4OdnZ2uhSNiIioStdvFWLCzj9rzFecfwvXjn4HAHj9o+/g94cN7Fz+HWEt70b5MpZ//ydcz9rUev3F+flo1mcEVv+cD7uzf2ikXfxhKy6nfgwASNyQiL2//40WT43SurzNEb7w9bKt9fqJiOornQIdW1tbdO/eHSkpKeohosvKypCSkoLIyMhK+du0aYNTp05pTIuOjkZ+fj7WrFnDVhoiIhJdUYkKADD3KV/4NXKqNt/adWtx4MAOAMDlAzswqIMnpk+Yrk4/c6YUz2wA5ob4o337VroVYkLPKidn956GbR83QOKGREydMhUjR4ystkXn2s1CLP/hunp7iIhIO527rkVFRWHs2LF49NFH0aNHD6xevRqFhYUYP348AGDMmDHw9fVFQkIC7O3t0aFDB4353d3dAaDSdCIiIjH5uduhpadjten/fXk83O2sEL9qDaKjZmDqhDFQPJDfuU1TxMyZhcA2TTWm10VLzwAUPBWExA2JGPpUEILaB1SfWXXfIOsUgzJLiU1bN2HiqIkckY0kl5OTo/FO9ZfOgU54eDhycnKwaNEiZGZmokuXLti7d696gIKMjAzI5Xo9h5SIiEgyCh9vBPfsAQAI7tkDCh/vSumxc181+Hot4UGkmdmZeH31UgzuN5iBDkkqOysTaWlpAMoHxOrUqRMfVl6P6TUYQWRkZJVd1QAgNTVV67zJycn6rJKIiEh0lhB0ENVn2z/cgnWrlgMA4uPjYWVlhdjYWGkLRZJh0wsRERHVyMfLBwtm/hc+XpUHHyLSxphdyV4cPR7R0dEAyu8Lj4iIEH2dZLoY6BCRpJSZWYhdvhLKzKyaMxORZBTeCkRHRbNrGulEqVRqdCXLzqr6uYuG4uXtg+DgYABAcHAwu63Vcwx0iEhSyqxsxL35FpRZ2VIXheoJcwquzamsRFVJSkpCfHw8gPKuZNs/3CL6Oj09PTXeqf4S9YGhREREpqYiuB46oH+lAQdMzYNldfH2F209N/Lv4l5hGW7+nYNPdn6A4c+Ngadn7b+bv+4Uqd9db+bj2u1CsYpKZiYiIgIqlQrx8fGIjo7GgOdewuKvLkpdLKonGOgQERHVY9dvFSJy3y8AgLwbF3EkaQV+lTWBa+MWtV5G3o3yE9dVP52B68Vi9XQHGyvDFpbMjkKh0OhK5uXtA4CBDhkHAx0iIqJ67G5J+fN5Zj7eFgXZdhi+AYh6sj3ate1U62WcPVd5PgcbKzR2Nczzhsi8sSsZSYWBDhERkYQU3l6ImTMLCm8vScvRxM0RBcWO6r+bN3Kp9byXVeVd1+xVRTrNR0QkJg5GQEREJKGKB5Ga+v1C1VFmKXHol0MAgEO/HIIySylxiYiIyjHQISIi+oeptK6Yk01bN2HZ2vIHNC5buxybtm6SuEREROXYdY2IiOgfFa0rVHsTR02EqkyFZWuXY970uZg4aqLURSIiAsAWHSKSWM7NWxrvRGReFN4KPP7Y4wCAxx97nA8UJckpFArExMTwYaHEQIeIpKPMzELakaMAgLQjR/lQRDIKcwquzaWsHg09NN6JpKRQKBAbG8tAhxjoEJF0kt7/CPGr1gAA4letQdL7H0lcIrJ05hRcP1zW7JwciUtERGReeI8OEUkmYuxLUKnKEL9qDaKjZiBi7EtSF4ks3MPBtZWV3GTvyXm4rLfvlgKKQaKuM/dWrsY7EZE5Y4sOEUlG4eON4J49AADBPXuY7fC6ZD4ixr6E6KgZAGDywfXDZX1xeLio68vJzeIw0SQK3jNDUmGgQ0SS8mzUUOOdSEzmFFw/XFYvkZ8q/+nnH3KYaBIF75khqTDQISKiesWcgmttZVUqlYiNjYVSaZiWlxeeHY150+cCAIeJJiKLwECHiIjIDCmVSsTFxRks0PH08OYw0URkURjoEBEREQAOE01EloWjrhERERGRRbiWW6DzPI621vBt5CRCaUhqDHSIiMjiKJVKJCUlISIiAoCN1MWxeD5ePlgw87/w8fKRuihUTznalp/SLt+drtf8m6f2YbBjgRjoEBGRxam4f2Xo0KFw8WoqdXEsnsJbgeioaKmLQfWYbyMnbJ7aB0Ul93Wa71puAZbvTtd5PjIPDHSIiIiISGfXbxbqFViIhS0y9DAGOkRERESkk+s3CzEhMVXv+Su6mhGJibWMiCSl8PZCzJxZUHh7SV0UIiKqpYqWnLnDusDPw1mneXnzPxkLAx0ikpTCxxuxc1+tNl2ZmYWk9z9CxNiXoPA0/Qc8kukzp+D6wbKK1+GHSH9+Hs5oqXCTuhhEVeJzdIjIpCmzshH35ltQZmVLXRSyEBXBtcLHW+qi1EhbWXNycjTeDYGjpxGRJWGgQ0REZGaUSiXS0tIAAGlpaVAqlQZZbsXoaQpvhUGWR0QkJXZdIyLRXL9TgiJBheyb17H9k+14cfiL8PLSrbtQxt/31O8uOXfhKFPB1/QvxBOJKikpCfHx8QCA+Ph4WFlZITY2VtpCERGZGAY6RCSK67cKMWHnnwCAvBsXcWTDOhxTtYBr4xY6LSfvRvkyln//J1zPlj/4cXOEL3y9bA1bYLIoD3brssTn6EREREClUiE+Ph7R0dH/PBiViIgexECHiERRVKICAMx9yhd5maV4ZgMwN8Qf7du30mk5Z878O6+rjy+W/3BdvWyiqjzcrcvZw1fiEhmeQqFAcHAwACA4OBgKBbuaERE9jIEOEYnKz90O+cX2AICmDezR0tNRp/nzG/w7r4u7ncHLR5bn4W5dtwuLgQa9JS6V4Xl6emq8E1HNlEolkpKSEBERwQsE9QAHIyAiIosSERGB6OhoAEB0dDReHDVG4hIRWT6lUonY2FiDDYwhFqVSibi4OJMvJxkGAx0iIrIoD3fr8vKuf0Mlm8tJJ1kOBhBkihjoEBGRxanv3bp40klExECHiExczs1bGu9EREREtaFXoLN+/XoEBATA3t4egYGBOHr0aLV5N27ciCeeeAINGjRAgwYNEBISojU/EVEFZWYW0o6U7y/SjhxFtgGfAE9ERESWTedAZ8eOHYiKikJMTAxOnDiBzp07IzQ0FNnZ2VXmT01NxYgRI/Djjz/i8OHD8PPzQ//+/XH9+vU6F56IzIO+rTJJ73+E+FVrAADxq9Zg+yc7DF42Mm3a7jXhfShERMZhrvtbnQOdVatWYfLkyRg/fjzatWuHDRs2wNHREZs3b64y/9atWzF16lR06dIFbdq0wXvvvYeysjKkpKRUu47i4mLk5eVpvIjIPGXn5Gi0yigzs2o9b8TYlxAdNQMAEB01Ay8ODxeljGS6tN1rwvtQiIiMw1z3tzoFOiUlJTh+/DhCQkL+XYBcjpCQEBw+fLhWyygqKkJpaSkaNmxYbZ6EhAS4ubmpX35+froUk4hMyPZPdmi0yiS9/1Gt51X4eCO4Zw8AQHDPHvCqpzeWE1VFoVAgJiaGzwIhIqqGTg8Mzc3NhUqlgre3t8Z0b29v/P7777Vaxty5c9G4cWONYOlh8+fPR1RUlPpzXl4egx0iM/Xi8HC4O9ggftUaREfNQMTYl3Sa37NRQ413ovruWm4hYGUDwBGjImahAMAF5R2NPBk5+ep3l4fSsrMysf3DLXhx9Hh4efsg42aBkUpOJL2cf+71zOE9n/WCToFOXS1btgzbt29Hamoq7O3tq81nZ2cHOzs+AZ3IEnh5emq0yih8vGuYg4iq4mhb3glj+Vena8ybd+Nied7d6XA9WlAp7ciG5ThWpIBr4xbq6Q7WVgYsLZHpUSqVSEtLAwCkpaWhU6dOABylLRSJSqdAx8PDA1ZWVsjK0uxjn5WVBR8f7Q9kW7FiBZYtW4bvv//+n4pFRPUFW2VIVxk3CyCzkWttmahtmqu80AglFp+vmx02P+ePIleff1p0qnfmN2c8swGYO6wL2nfqojVNKC2DLLMUjV15wkf6M4eWkqSkJMTHxwMA4uPjYWVlhVERsyQuFYlJp0DH1tYW3bt3R0pKCoYNGwYA6oEFIiMjq53vjTfewOuvv459+/bh0UcfrVOBiYjIclW0Krz59W8Aam6ZqC6tOP8WmvUZgdUpGbBzKU+raBExZ75utoC3K2BtqzXf5d/uAQAccA8tFW4aaflKFwBAU08XtFS4oaykDHcLLSMYJGlU1VJiiveORUREQKVSIT4+HtHR0YiIiAA7blo2nbuuRUVFYezYsXj00UfRo0cPrF69GoWFhRg/fjwAYMyYMfD19UVCQgIAYPny5Vi0aBG2bduGgIAAZGZmAgCcnZ3h7OxswE0hIiJz19jVEetCH4PgYwOZjVynlonKhpa/qUrhmJcJX7f60SXaXE46yXJU1VISGxsrbaGqoFAoEBwcDAAIDg6GQqGodH8bWRadA53w8HDk5ORg0aJFyMzMRJcuXbB37171AAUZGRmQy/+9avbOO++gpKQEzz//vMZyYmJiTPKfgIiIpNXYxQEOPk6Q28ortT48SFuahvslgEy3ZziZM3M56STLUVVLiany/Gf0Tk+O4lkv6DUYQWRkZLVd1VJTUzU+X716VZ9VEBERmUW/f1NjTiedZBmqaikhMgXm32GZiIgs0sNdsB5+UB2DoKrxpJOkwJYSy2au+1sGOkRk0hTeXoiZMwsKby+pi0JG9nAXrKSkJHVaTUFQfceTTiIyFHPe3zLQISKTpvDxRuzcV/n8nXooIiIC0dHRAFCpC5a2IIiIiAzHnPe3DHSIiMgkaeuCpS0IIu3MtQsKEUnDnPe3DHSoEqVSidjYWKM1TRp7fWR87H5Wv9Xlf7y6Lli8D0U/5twFhYikYc77WwY6VIlSqURcXJxRAx1jro+Mj93P6jex/sd5H4ruzLkLChFJx1z3twx0iIiI6glz7oJCRKQrBjpERET1hDl3QSEyBIVCgZiYGNb9ekKvB4YSERGReTLXLihk2swlgFAoFIiNjZW6GGQkbNEhIiIiIq1qGlSkIoAw9UBHGw6OZHkY6BAREVkYc7m6DvDk0lzUh4GD6sM21jcMdIiIiCyMOV1d58klEYmFgQ4REREREVkcBjokOT6lm8iy1eV/XFsXLHPqnkVEZM7MdX/LQIcqMWbgkZ2Vyad0E1kwpVJZp/9xbV2wzKl7FhGROTPX/S0DHdLw8ElJdlamqOvb/uEWPqWbyIIlJSXxf5yIiCTBQIc0PHxSsv3DLaKu78XR4/mUbgvBkZOoKhEREfwfNzHm2gWFxMf9OFkaBjqk4eGTkhdHjxd1fV7ePnxKt4XgyElUFYVCwf9xE2OuXVBIfNyPk6VhoEMaHj4p8fL2EX2dfEo36YtXH80D/8eJiEyfJR5TGehQJTwpIXPBq49E5o8jb5qH+vA71Ydt1MYSj6kMdEyAJUbQRERENanrqHxkHPXhd+IosJaJgY4JsMQImoiIqCYclc881IffiaPAWiYGOkRERCQJjspnHurD78RRYC0TAx0TJ1a3NnaXIyIiqYk1Kp+pHeNMrTy6qg+jJ3IUWMvEQMfE1aVbm7Ydq7l0lzP3g4PY9P1++L2aDv4WVN/pOwCOOR3jTK08+qgPAxVp20buq80TAx0LZgk7Vim2wZx2Zvp+P5ZQN2pS00mQPmliEOtiBpGlM/Z+zFL+37RtR30fdUwbUztu8kJn7TDQMRJ2QTMf2nZmUnzf5rIzM7UDZE2/oz5pUtD3qjX3DWQJTKkem9q+QV/VbUd9GFlNTOZykcxS6nFtMdAxICma0cVYrkKhQExMjNH6pxp7fXUhxvdd087R2DszfVo7eIAUjxi/vxgtWtrmM6f/cTIt9b3Vxpitz/VhZDUx1bcAwlww0DEgS6nkCoUCsbGxRg10jLk+U2Nq9Uaf1g6pDpCm1IpkaidI2ojRoqVtvvr+P06mRYqLkmKUx9AtuvVhZDVTZErHDlM6phoKAx0dmVKFJPNh6fVGigOkFK1I9b0bmaVsB9VvUrTMS1EeXZdZH0ZWM0WmUh8ttWcGAx0diVEhLTGCNhZ9m/XFOGEztauExiTFAVKKVqT63ifaUraDyNAs5X+jPoysJgVzuH/HUrsuMtCRmKVG0MZSl2Z9U7iCZkmMfYBkNwsiIjIHYtwza2iWeky1lroA9d3DEbSVlRViY2PV6WztIaoau1kQERmPpQ8qci23AHZyJ0RGzcVduRMuKO9opGfk5KvfXR5Kqyld37Qzv/2BuLg4dOnVF+3hKPL6HPFI264AgEfadkUBHCt9BwDg5+EMexurStNNFQMdHRXfVwEwXMXqN2wEcm4XInHNCkydMRv9ho1QV6zsrEx8+e33AIAvv/0ezt4B8PL2qfM6ASD996vqdxdF82q391puQbVpxsBATxyW8r2ymwWR+RPjBNrU9nGmVh59VAwqYmkcbctPhZfvTi+f4P4EFn91EcBFjXx5Ny6q87kerXxupC3dfNKuAQA2/u8adlxKq7SNALBuUjBaKtyqTDNFDHR0lPV3EQDDVqzcWy4AgCO3XHDxgX+uiz9sxeXUjwEAiWtWYO/J62jx1KjaL/fCcQDAkq0H4PFAWnH+LVw7ugcA8Pq7n8AvvRB2Lg21bnfFjsCYHu7W16lTJ6NcSTKnA5I+ZZXqe6WqmVN9IzKkjJsFkNnIAThiVMQsFAA6XUWv7oJdTRcJxbjyri3N1Mqj7UJnTa0WD5L6Qqih+DZywuapfVBUcl9rvv/9WIwjG4DJT/jhib7BldLP/OaMZzYAc4d1QftOXURP01YeMear4OfhXOV0U6XX2ev69evx5ptvIjMzE507d8bbb7+NHj16VJv/008/xcKFC3H16lW0bNkSy5cvx6BBg/QutJS8G5Q3HRq8Qn4ILBzVW2O+7LAW2Jbsq27tGTluUqUWneqWm52ViW3JqTgBoGfDfIwMa6Ged+2KBBw4sAMAcPnADgzqHoDpk+ZXu82OttbwbeRUm69HZ9p2lGtXrMG6VcsBlHfru11UiumzNctp6INATQckfQ8Q+qbVpazVzVfT92qo7biWW1hpWwzlWm4hYGWj98Fc3zRj1zdz2Y6a0h6WcdMyTpBIPw7W5d1e3vz6txrz6nPBrqaLhHpflKymLDXNJ1Z59Emr6UJnTa0WVZHiQqih1XSOo1QqceXcrwCAK+d+xcC+vSpdILz82z0AgAPuVWrxyFeWX9Bu6ulikLSaymPo+cyZzrVzx44diIqKwoYNGxAYGIjVq1cjNDQU58+fh5eXV6X8hw4dwogRI5CQkIAhQ4Zg27ZtGDZsGE6cOIEOHToYZCOMye6fHXRVlaC6Sq5vxWqpcEPBwBAkrlmBoQNDENSltcb6tC13a9JbSFyzAkD5jtXT3Und5Pzf2TPg7miD+Ph4REdHY+rUqVAYuUJXaiquQrFVezTrHY7LB3agWe9wnLJqj8j3NJtSDX0Q0HZAqssBQt+Dp7b0mg6e1Z4g1PC9aiuPPgd6R1vDjXlSsazlX53Wuk5tv5W+adrWp29aTb+hFNuh78lcTfW4KhUnvFS/NHZ1xLrQxyD42PzTolM1fS/Y1XSRUJ8r6NrKUtMyxSiPvmk1XeiszRX9B4l5IdSU1HQ/tbF7StRUHkPPZ850DnRWrVqFyZMnY/z48QCADRs2YM+ePdi8eTPmzZtXKf+aNWswYMAAzJkzBwCwZMkS7N+/H+vWrcOGDRvqWHzToa2S16ViabsHQdtyIyIioFKp1MHMg6NnmMJN3LVvKnbCxAM7sOA/w/FE36crpRv6IKDtgFSXA4S+B09t6drKWtNyq/teta5P1wO9qhSOeZnwdbOr9Lvpy9fNDpuf80eRqw9gZaPXwVzftCq38QGGrm9iboc+LcFat6OG+R4mlJZBllmKxq6O1eYhy9bYxQEOPk6Qa7kQou8Fu5ouEmq78l5dmrayANqvhNdUHm3z6lNWbWk1Xei0xCv6hqDtnAowfgBRU3kMPZ850ynQKSkpwfHjxzF//r8HTLlcjpCQEBw+fLjKeQ4fPoyoqCiNaaGhodi9e3e16ykuLkZxcbH6c15eni7FFFV1/en1DTrqoi7BjCncxF2bq0D5bQIAAF3aBFS50zV0c7C2A1JdDhD6Hjy1pWsra40H5Wq+V23z6Xygv18CyG7B0HzdbAFvV8DattrvXNtvpW8aYPiTjppOgMTYDn1bgrVtR03zPayspAx3C8Xr2kiWQYxjnLaLktrS6noc13bMre68Qt+yakszhQud5qim760u9UOf+zT1/R3r4++vU5+S3NxcqFQqeHt7a0z39vZGZmZmlfNkZmbqlB8AEhIS4Obmpn75+fnpUkzRaHvmjbbxx8WqWOYQzIhN2w5C35u8q/veavq+a3uwqm29qU16dWXVdzx8bfPVtExTGnpU22+lb5q231HfNED7/6kY26HtoXDafuO61GMifYhxjNNW/7Wl6bv/r4m2/yt9y1rTgx9r2ueYyn7c1Oi7r9amLs9S1Cd4rmk+S2SSDwydP38+7ty5o35du3ZN6iIBqNtOUKyKVd8q7IPqcnJp6CBI34NVTfXG2Fdt9D15rkiPjY01mQOktv8NfdLEOukw9nboe1GmLvWYSF+GPsbV5WKOPvv/muh74aEu26GNqe3HzYk+gUdNxwdDjKxaXx9iXkGnrmseHh6wsrJCVlaWxvSsrCz4+FTdH9vHx0en/ABgZ2cHOzvD9es3lJqaJutz0CEFbd0FtaWJcdNgXbou1lRv9K1XYsyn1zJVKp3Wr8uyjHn1UdvvqG+aFPS9KCPG/k+4L6AMZZWmicaQdVEKIpe/qt9DrPVIpS4Xc6pTl/sz9O2eJ8Z2kDj07RKp77lKXeqjJbbo6RTo2Nraonv37khJScGwYcMAAGVlZUhJSUFkZGSV8/Tq1QspKSmYOXOmetr+/fvRq1cvvQstFe48TIu+J5di3DRo6oM/SEImB6xtgPulQJkBT9CsbcqXDeM+wM6STjr0CUoMuh1yQG4rR1lJGQRV5ZNeua3csP0NxKqLUnig/htMDb+HGAz+G+vA0Bdz6nIxoy69QQx+UYpEoe2cQ5dW9Nqeq9S1PlraKGw6j7oWFRWFsWPH4tFHH0WPHj2wevVqFBYWqkdhGzNmDHx9fZGQkAAAmDFjBnr37o2VK1di8ODB2L59O44dO4Z3333XsFtiJNx5mA59Ty7FuMLO+6WqYGUNePgBgoGvEMvk5cuWQH0/6TDUdsit5bDzd0C1jQfy8jwGI1ZdlIII9b/G30MMhv6NJVTXiwCWsn+gqunbGq7vuYopXlyTks57y/DwcOTk5GDRokXIzMxEly5dsHfvXvWAAxkZGZDL/915Pf7449i2bRuio6Px3//+Fy1btsTu3bvN8hk6YrHEpkJj0efkUqydAA9WVZAoICHTZ/STXNZFrSwl6JAK9/9UHSlGSGN9/Jdee/7IyMhqu6qlpqZWmvbCCy/ghRde0GdV9YIlNhWaOu4EiIiIyBiMfa8t/YuXcEycWK09bEUiIiIyDh5ziaTBtnwTV5fWHm07VnNpReLBQTt9vx9+r6aDvwWRfmo6xpnS/5W5HHOpeqZWp6h2GOhYMEvYsUqxDea0M9P3+7GEulETfU+CjP37i3Uxg8jSafvfEWMfZyn/b5ayHcZmasdNXuisHQY6RsIuaOajpoOnsb9v7sz0o+9JkDkdzEytrhIZminVY1PbN+jLUrbD1JjLRbL69vsz0DEgKbqK1bcKKzUprhIae2dmSq0dJM7vL8ZvzLpBYjD2Mc7U6rGplYeqx/Mx08RAx4BYyUkfplZvzKm1g/Qjxm/MukHmwtTuXxWj1ZYBkvngbyUuBjo6YoUkfbDeWAZzue9HLJayHVS/mdr9O2K12vLCg3kwtfpoaWSCIAhSF6ImeXl5cHNzw507d+Dq6ip1cciEKJVKJCUlISIiotI/tL5pYpSFiIiI6id9zw9OnDiB7t274/jx4+jWrZuIJTQ/tY0NGOgQEREREZkYXkCtHgMdIiIiIiKyOLWNDeRGLBMREREREZFRMNAhIiIiIiKLw0CHiIiIiIgsDgMdIiIiIiKyOAx0iIiIiIjI4jDQISIiIiIii8NAh4iIiIiILI611AWojYpH/eTl5UlcEiIiIiIiklJFTFDT40DNItDJz88HAPj5+UlcEiIiIiIiMgX5+flwc3OrNl0m1BQKmYCysjLcuHEDLi4ukMlkkpYlLy8Pfn5+uHbtmtYnsRI9iPWG9MW6Q/pgvSF9sN6QvoxddwRBQH5+Pho3bgy5vPo7ccyiRUcul6NJkyZSF0ODq6srdwKkM9Yb0hfrDumD9Yb0wXpD+jJm3dHWklOBgxEQEREREZHFYaBDREREREQWh4GOjuzs7BATEwM7Ozupi0JmhPWG9MW6Q/pgvSF9sN6Qvky17pjFYARERERERES6YIsOERERERFZHAY6RERERERkcRjoEBERERGRxWGgQ0REREREFoeBDhERERERWRyLD3RiY2Mhk8k0Xm3atFGn9+nTp1L6lClTNJaRkZGBwYMHw9HREV5eXpgzZw7u37+vkSc1NRXdunWDnZ0dWrRogeTk5EplWb9+PQICAmBvb4/AwEAcPXpUlG2mujNGvfn888/Rr18/eHp6wtXVFb169cK+ffsqlYX1xrwYa59T4eDBg7C2tkaXLl0qpbHumA9j1Zvi4mIsWLAA/v7+sLOzQ0BAADZv3qyR59NPP0WbNm1gb2+Pjh074ptvvhFvw6lOjFVvtm7dis6dO8PR0REKhQITJkzAzZs3NfKw3pgXQ9Sd6dOno3v37rCzs6vyGAQAv/32G5544gnY29vDz88Pb7zxRqU8YtYda4MtyYS1b98e33//vfqztbXmZk+ePBmLFy9Wf3Z0dFT/rVKpMHjwYPj4+ODQoUNQKpUYM2YMbGxssHTpUgDAlStXMHjwYEyZMgVbt25FSkoKJk2aBIVCgdDQUADAjh07EBUVhQ0bNiAwMBCrV69GaGgozp8/Dy8vLzE3n/Qkdr356aef0K9fPyxduhTu7u7YsmULwsLC8PPPP6Nr164AWG/Mldh1p8Lt27cxZswYPP3008jKytJIY90xP8aoN8OHD0dWVhY2bdqEFi1aQKlUoqysTJ1+6NAhjBgxAgkJCRgyZAi2bduGYcOG4cSJE+jQoYMYm011JHa9OXjwIMaMGYO33noLYWFhuH79OqZMmYLJkyfj888/B8B6Y67qUncqTJgwAT///DN+++23Sml5eXno378/QkJCsGHDBpw6dQoTJkyAu7s7/vOf/wAwQt0RLFxMTIzQuXPnatN79+4tzJgxo9r0b775RpDL5UJmZqZ62jvvvCO4uroKxcXFgiAIwmuvvSa0b99eY77w8HAhNDRU/blHjx7CtGnT1J9VKpXQuHFjISEhQcctImMwRr2pSrt27YS4uDj1Z9Yb82PMuhMeHi5ER0dXuU7WHfNijHrz7bffCm5ubsLNmzerXc7w4cOFwYMHa0wLDAwUIiIiarchZFTGqDdvvvmm0KxZM4351q5dK/j6+qo/s96Yn7rWndosKzExUWjQoIHGsWvu3LlC69at1Z/FrjsW33UNAC5cuIDGjRujWbNmGDVqFDIyMjTSt27dCg8PD3To0AHz589HUVGROu3w4cPo2LEjvL291dNCQ0ORl5eHM2fOqPOEhIRoLDM0NBSHDx8GAJSUlOD48eMaeeRyOUJCQtR5yPSIXW8eVlZWhvz8fDRs2BAA6405M0bd2bJlCy5fvoyYmJhK62fdMU9i15svv/wSjz76KN544w34+vqiVatWmD17Nu7evauxHG3HMzI9YtebXr164dq1a/jmm28gCAKysrLw2WefYdCgQRrLYb0xP3WpO7Vx+PBhPPnkk7C1tVVPq+hZ8Pfff6vziFl3LL7rWmBgIJKTk9G6dWsolUrExcXhiSeewOnTp+Hi4oKRI0fC398fjRs3xm+//Ya5c+fi/Pnz6ubYzMxMjR0AAPXnzMxMrXny8vJw9+5d/P3331CpVFXm+f3338XadKoDY9Sbh61YsQIFBQUYPnw4ACA3N5f1xgwZo+5cuHAB8+bNw//+979KXQ0A1h1zZIx6c/nyZaSlpcHe3h67du1Cbm4upk6dips3b2LLli1al1PdfoukZYx6ExQUhK1btyI8PBz37t3D/fv3ERYWhvXr16vnYb0xP3WtO7WRmZmJRx55RGPag/WrQYMGotcdiw90Bg4cqP67U6dOCAwMhL+/Pz755BNMnDhR3UcQADp27AiFQoGnn34aly5dQvPmzaUoMpkAY9ebbdu2IS4uDl988QXvnzBzYtcdlUqFkSNHIi4uDq1atRJlG8j4jLHPKSsrg0wmw9atW+Hm5gYAWLVqFZ5//nkkJibCwcHBsBtFojNGvTl79ixmzJiBRYsWITQ0FEqlEnPmzMGUKVOwadMmg28TGUd9OT+uF13XHuTu7o5WrVrh4sWLVaYHBgYCgDrdx8en0k2+FZ99fHy05nF1dYWDgwM8PDxgZWVVZZ6KZZBpE6PeVNi+fTsmTZqETz75RKP5lvXGMhi67uTn5+PYsWOIjIyEtbU1rK2tsXjxYpw8eRLW1tb44YcfWHcsgBj7HIVCAV9fX3WQAwBt27aFIAj466+/tC6H9cY8iFFvEhISEBQUhDlz5qBTp04IDQ1FYmIiNm/eDKVSqXU5rDfmQ9e6Uxt1OYc2VN2pd4FOQUEBLl26BIVCUWV6eno6AKjTe/XqhVOnTiE7O1udZ//+/XB1dUW7du3UeVJSUjSWs3//fvTq1QsAYGtri+7du2vkKSsrQ0pKijoPmTYx6g0AfPzxxxg/fjw+/vhjDB48WGOZrDeWwdB1x9XVFadOnUJ6err6NWXKFLRu3Rrp6ekIDAxk3bEAYuxzgoKCcOPGDRQUFKjz/PHHH5DL5WjSpIl6OdqOZ2TaxKg3RUVFkMs1TxetrKwAAIIgqJfDemPedK07tdGrVy/89NNPKC0tVU/bv38/WrdujQYNGqjziFp3DDKkgQl79dVXhdTUVOHKlSvCwYMHhZCQEMHDw0PIzs4WLl68KCxevFg4duyYcOXKFeGLL74QmjVrJjz55JPq+e/fvy906NBB6N+/v5Ceni7s3btX8PT0FObPn6/Oc/nyZcHR0VGYM2eOcO7cOWH9+vWClZWVsHfvXnWe7du3C3Z2dkJycrJw9uxZ4T//+Y/g7u6uMdIJmQ5j1JutW7cK1tbWwvr16wWlUql+3b59W52H9cb8GKPuPKyqEW9Yd8yLMepNfn6+0KRJE+H5558Xzpw5Ixw4cEBo2bKlMGnSJHWegwcPCtbW1sKKFSuEc+fOCTExMYKNjY1w6tQpo34fVDvGqDdbtmwRrK2thcTEROHSpUtCWlqa8Oijjwo9evRQ52G9MT91rTuCIAgXLlwQfv31VyEiIkJo1aqV8Ouvvwq//vqrepS127dvC97e3sLo0aOF06dPC9u3bxccHR2FpKQk9TLErjsWH+iEh4cLCoVCsLW1FXx9fYXw8HDh4sWLgiAIQkZGhvDkk08KDRs2FOzs7IQWLVoIc+bMEe7cuaOxjKtXrwoDBw4UHBwcBA8PD+HVV18VSktLNfL8+OOPQpcuXQRbW1uhWbNmwpYtWyqV5e233xaaNm0q2NraCj169BCOHDki2nZT3Rij3vTu3VsAUOk1duxYjeWw3pgXY+1zHlTd0J6sO+bDWPXm3LlzQkhIiODg4CA0adJEiIqKEoqKijTyfPLJJ0KrVq0EW1tboX379sKePXvE3XjSm7Hqzdq1a4V27doJDg4OgkKhEEaNGiX89ddfGnlYb8yLIepOdecxV65cUec5efKkEBwcLNjZ2Qm+vr7CsmXLKpVFzLojE4R/2h2JiIiIiIgsRL27R4eIiIiIiCwfAx0iIiIiIrI4DHSIiIiIiMjiMNAhIiIiIiKLw0CHiIiIiIgsDgMdIiIiIiKyOAx0iIiIiIjI4jDQISIiIiIii8NAh4iIiIiILA4DHSIiIiIisjgMdIiIiIiIyOL8P9aCCYpjBKPDAAAAAElFTkSuQmCC\n" - }, - "metadata": {} - } - ], - "source": [ - "hops_sharp = lc.find_hop(\"sharp\", lc_edges=\"neglect\")\n", - "\n", - "hop = hops_sharp[0]\n", - "print(hop.start_time, hop.peak_time, hop.end_time)\n", - "\n", - "lc.plot_hop()\n", - "lc.plot_bblocks(label='Bayesian blocks')\n", - "lc.plot_lc(label='observed flux')\n", - "plt.legend()" - ] + "name": "stdout", + "output_type": "stream", + "text": [ + "asymmetry measure: 0.5384615384615384\n" + ] }, { - "cell_type": "markdown", - "id": "sublime-democracy", - "metadata": { - "id": "sublime-democracy" - }, - "source": [ - "### Comparison" + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "hawaiian-cannon", - "metadata": { - "id": "hawaiian-cannon", - "outputId": "770a8a3b-53e4-46d3-fe08-beb2f72b5285", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 705 - } - }, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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- }, - "metadata": {} - } - ], - "source": [ - "lc.plot_all_hop()\n", - "\"\"\"\n", - "note that by default the edges are neglected because in general\n", - "we could not know whether the flare continues or actually ends\n", - "(this corresponds to the more conservative assumption)\n", - "this can be adjusted with lc_edges='neglect' | 'add'\n", - "\"\"\"" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hop = hops_flip[3]\n", + "print(\"asymmetry measure: \", hop.asym)\n", + "hop.plot_hop()" + ] + }, + { + "cell_type": "markdown", + "id": "technical-receptor", + "metadata": { + "id": "technical-receptor" + }, + "source": [ + "## 5. Distribution of flare properties in sample of light curves" + ] + }, + { + "cell_type": "markdown", + "id": "aware-width", + "metadata": { + "id": "aware-width" + }, + "source": [ + "### 5.1. Create mock light curves\n", + "Create 10 light curves with 60 Gaussian flares at random position of 2000 bins. This is neither part of the repository nor useful physics but included for illustrative purposes." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "crude-algorithm", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "crude-algorithm", + "outputId": "e0896ca1-2713-482b-c67c-5353a78e5700" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "markdown", - "id": "complimentary-questionnaire", - "metadata": { - "id": "complimentary-questionnaire" - }, - "source": [ - "## 4. Properties of individual flares" + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "code", - "execution_count": null, - "id": "celtic-weight", - "metadata": { - "id": "celtic-weight", - "outputId": "92c92d6a-7d15-40d1-8971-1326ca5b8339", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 308 - } - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "asymmetry measure: 0.5384615384615384\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } - ], - "source": [ - "hop = hops_flip[3]\n", - "print(\"asymmetry measure: \", hop.asym)\n", - "hop.plot_hop()" + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "markdown", - "id": "technical-receptor", - "metadata": { - "id": "technical-receptor" - }, - "source": [ - "## 5. Distribution of flare properties in sample of light curves" + "data": { + "image/png": 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du7B+/Xrcd999AIDTp0+rfpQhQ4bgiy++QFpaGnr37o1vvvkGmZmZ6Nmzp6u+AhHZwapVqwzmSQ+X1uSHTImIyP0UnivE//v4/+H/ffz/UHjOeAdktY0gCEhLSzO7THZ2tjx9+PBhCIIALy8ved7GjRs9tjVJPVd+eHp6usn3N2/ebDDv0UcfxaOPPuqgFBGRK0iBU2pqKpKTk6HT6eRaKNZGEZEnEwqLsOmnn1ydDLLR+Yu8BwmCgHfffdegnwFLrFmzBmFhYTh27BiAqp6xMzMz0aFDByxYsMDOKXU8t3vGiYhqPunZJv3aJGNV/0REnkooOofsbVXjTaZ+/l88/cIrEAqtz4CSa1y4eMHVSXA5QRDw3nvvYdmyZar5xcXFSE5ORn5+vtHOnOLi4pCQkABRFJ2VXIdi4ERETsdnm4ioNvr9rIDUz5dBKDpn8J5QWISExFcQPu5B5O8/4ILUEVknLS0NKSkpOHjwoNHOnMLCwqDT6TBp0iR53tixY/Hiiy86M6l2w8CJiFzG2AOigiBoPvdERORpii9ctGg5oegc0v6zDDt278HBgiMOThUZIxQJ+GTZnUdJSmrp2FuWDAki3adN3a+bN28OAAgICJDn9e7d22N72nPpM05EVDtJTfSWL1+u+T4DJyKqKc5bEDgJhUVI/fy/8vTK79Zi5L1DoAsOcmTSSEPhuUJ8+sWn8nTJ5VIXpsZ1lEOCREREmFzW2vt1s2bNqpM0l2KNExE5ndREb/v27QbvFRcXq559WrZsGZ97IiKPdanUfMZ736ECpP3nC3l69fdZms35iJwtLS0Nx48fd3Uy3AZrnIjIqczVJu3evRt79uyRp7OysiAIgsdW6xNR7bZ2w0azy1hSK0XkTLYMBVJcXFzjW4uwxomInMpc4JSZmVnjL7xEREqXaulzNORelM81KTtvunLlikXrp6WlmR3nydMxcCIipzJXirV7924npYSIyPHuGTTA7DIlpZZlTIkcSflck7LzJksDJ61CT2k7Op0OwUFVz+xt2rTJY5vgM3AiIqeypQtyW5oMEBG5A1uHryk4etS+CSGbbP55M4Qiz8zkV0dJSYn8eteuXTZvZ8eOHQCqAqeg4GAAQHZ2NgMnIiJzbO0tj+M9EZGnulJWZtN6x0+esXNKyBZbcrag8Fyhq5PhVKmpqapapuq0BBk/frw9kuQ2GDgRkdPYGjidPHnS7HgSRETuRigswleZ37o6GURWSUtLs7h5njlbtmyxy3bcBQMnInI46YFTW5vcbdy40eio5ERE7kooOoeTZ353dTKomj5Zll4rm+vZg3IMqNu3brkwJfbBwImIHEoKmlJSUmxucldeXm7nVBERuU6xovtxobAIm376yYWpIaXzFw3vU59+8Wmta65XneealKQaJ0EQcPnyZXm+pz67zMCJiBxGCpqk7kmXLVtm03akgXJTU1NZ60REHk85bpNQdA7Z23IMlrlSVobktxdAKCxyZtJqvcysNa5OgluwVw+30dHRAKru32d+v1P76qnDjjBwIiKHEQRBNaZDVlZWtbaXlpaGffv2VTdZREROUWxkYNtLpaVm19300zakzF8IoeicvZNFJgwLv9fVSXAZR9QCBQQEAAASEhIQ0qaNPF8KqDwNAyci8ijsYY+IPMWq79Zqzt+4dZvZmqTd+SwkcgWx0sb+42uAI0eOOGzbOp0OPj4+8rQUUHkamwKnGzduGH2PzWiIyJFWrlzJ6wwReYSIe8I152euXYfUzzOcnBqyRElpiauT4BK29nprSseOHaHT6eTpevXr23X7rmBT4NS3b1/k5+cbzF+5ciVCQ0OrmyYiqiEcUe2/evVqBk5E5BG2/Gz47BIAdO3UEQlTYgEYb85Hzrf34F4s/fJzVyfDJbKzs5GdnW3XbeoHTs2aNrXr9l3BpsBp+PDhGDx4MN5++20AwNWrV/HEE09g0qRJePXVV+2aQCLyXI5qVsdOIojIE0T/RXvwz0l/fQS64CAAQMZXK52ZJDLh/bRF2Htwr6uT4RLHjx93+Gcom+p5KpsCpw8//BArV67E+++/j3vvvRe9e/dGfn4+du7cieeff97i7cydOxcDBgxAs2bNEBgYiKioKBw+fNjkOkuXLoWXl5fqr2HDhrZ8DSLyUGlpaQyciMjtBbRsoTm/Xcidh+Sv3bjurOSQGYP6DHR1EsjN1bN1xcjISERHR2PJkiWoV68e/ve//6Fnz55WbWPLli2YPn06BgwYgNu3b+PVV1/FmDFjcOjQITRp0sToej4+PqoAy8vLy9avQUREROQSQmERLpWUuDoZ9Cc/Xz9XJ8HpBEHA/NRlKKjTEyNf+8pu263n3RheuGL0/YKCAvTt29dun+csNgVOx44dw+OPP47CwkKsX78eW7ZswYMPPogZM2bgrbfeQn0LH/5at26danrp0qUIDAxEbm4uhg0bZnQ9Ly8vBAcH25J0IiIiIqcw9vzSyu/WYuS9Q4yO4UTkLIIgYEVmFno9nIhj2f+BKFbYZ8OVIgbdP0Q164ZiMPtNmzZhxIgRqmegPIFNgVNYWBjuv/9+rF+/Hn5+frjvvvswfvx4TJ48GRs2bEBeXp5NiSn9c1yDFi20q7YlZWVluOuuu1BZWYm+fftizpw56NGjh+ay5eXlKFf8UMpRi4nIcURRxO4LDRH66Mv22V5lJY5uysD1S7Vr9HYi8lzGuiNf/X0WZiX+08mpoer47fhv6NOrj6uT4VCnd3wLsdJOgROA8ojuqukzp8/Ir9PT09GmTRskJyfb7fOcweZnnFasWAE/Pz953pAhQ5CXl2dztVtlZSWee+453HPPPSab/HXt2hWffvop1qxZg4yMDFRWVmLIkCH4XTEasdLcuXPh6+sr/4WEhNiUPiKyzs3blThU2hBNAtuiXqOm1fqr37gZdL2Ho0X7Xq7+WkREFjPWHTl5ntXfr3Z1EhzCEb3fSnbt2qWaDml7Jw8+ceJEJCQkOOyzHcWmGqdJkyZpzm/WrBnS09NtSsj06dNx4MABbNu2zeRy4eHhCA+/cyEaMmQIunfvjtTUVLz55psGy8+cOROJiYny9OXLlxk8ETnRiZ++QeG+zdXezpg3vqt+YoiInEQoLMKvh6s/oCi7K3cOoUjA6qxMo+/36eV5z+OYIggC3n33Xfz6668O+4xRo0appht6e8uvQ0JCPK6ZHmBj4PSf//zH6HteXl5GAytjnn32WXz33XfYunUr2rRpY34Fhfr166NPnz44evSo5vve3t7wVvxQRFQzFBcXIzk5GQkJCR558SWimi318wzMfm+R0feLL1xExlffmN3OeQZOTlF4rhDfrvvW6Pu5+3IhFAnQBdWM+40gCHjvvfcAALreIx3yGe3atTP6XrNmzRzymY5mU+A0Y8YM1fStW7dw7do1NGjQAI0bN7Y4cBJFEf/4xz+wevVqbN68Ge3bt7c6LRUVFdi/fz/Gj9ceK4GIXKOw0LHPIi1atAhZWVkIDw9n4EREbidhSiwqKirl4EkXHAih8Jz8/pHjJ5DxjfnmX5f+fP6bXOt/6/+H0O69MCtxlquT4jH8/f1dnQS7sylwunTpksG8I0eO4JlnnsFLL71k8XamT5+OL774AmvWrEGzZs3kjJavry8aNWoEAJg8eTJat26NuXPnAgDeeOMNDB48GJ06dUJJSQnmz5+PU6dOYerUqbZ8FSKyI0EQkJqaiqioKDyX+CK8R1g+rpu1srKyADhukF0iourQBQeh0V2h6BDxNwBAc18fNCq900HVd4evyu+Z8vPJq3i4sEgeMJccY+e5G+j9t9eMvh948xziYuKcmCLPFxAQ4Ook2J3N4zjp69y5M+bNm4fY2FgUFBRYtM6SJUsAAMOHD1fN/+yzz/DEE08AAE6fPo06de70YXHp0iVMmzYNhYWFaN68Ofr164ft27fj7rvvtsv3ICLbCYKAlJQU1K9fHz/99BNGOzBwIiJyd9svB6DdPdGouHUDDerXR9Nbt+T36jZujBD/7ibWBurU98aFBo2Q+nkGkl95wdHJrdX2nL8Jn1YdUXbulMF7fiHd0Vy8UmOa6TlDZGRkjWwNYrfACQDq1auHs2fPWry8KIpml9m8ebNqeuHChVi4cKG1SSMiJ/rjjz+c9lknT57ks05E5JZEETi6KQOnd3yLUfcOxZaf7nSANWLoEGzZtt3k+q37jkGPqH8iYUqso5NKAIoP70TB9x8ZzB8Q9zYCAkwPleNJlM83OcqMGTMM7smNGjVS9cjtiWwKnL79Vv3wnCiKEAQBixcvxj333GOXhBERWeK3337Df/7zHz7rREQeJdtM0ETOdbvitsn3L1y84KSUOJ4gCFi2bJlDP0OrmV6jRo3QvLmfQz/X0WwKnKKiolTTXl5eCAgIwMiRI7FgwQJ7pIuIPJj+2A2OdO3aNQB81omI3Fub1rYX7AhF5/iMk4OVXjbdCUfLFi2dlBLHc+TYTTWdTYFTZWWlvdNBRDXI7t27UadeA6vW0el0EATB6s86ePAgAGDlypUYOXIka52IyC11sqHnYHKepk2amHy/fr36TkqJ47myoPF2RQUA4MqVKy5LQ3XUMb8IEZFlrCnF0h/fwdrx3yTS4H2rV6+2KfAiInKGDu3aIvr+ca5OBhlxWSMj361TVxekxPG0esd2huvXr+P6n61EDh8+7JH3bItrnBITEy3eqKMfOCMi9yJ1Q27NmA09evTAyZMnAQDx8fEICQkxWKZ79+4OHdWciMhZunXqiBH3DsWq79e5OimkoXHjxgbz7u7SAwVHDwMA/ig8W2MGwC0pKXHJ5x45chTnz1c9K7ZmzRp07NjR4x7xsThwysvLs2g5Ly8vmxNDRJ5J6oZ8xIgRFq/TsuWd9uIJCQmatVUjRoxg4ERENcbaDRtdnQSywvUb1+XX5y8U40DBgRoROLlKSEgbnL1wZyyzfv36uTA1trE4cMrOzsbx48fRrl071bhKRESS7Oxsi5ft0qUL4uPjkZaWBgAIDQ1FbGwsMjIy5GX4vBIR1RTFFy7Cz9fX6Pt3hbTGqTPOG8qB7hCKBFy/ft1g/u/C76rpzKw1uC/iPmcly+1ER0dj1apVqmkAqnmmnDnzO8rKyuTpLVu24PHHH7dvIh3Mqgioc+fOqgfKHnvsMRQVFdk9UURU8/Xv3x8JCQnytE6nw/PPc8BcIqo5RFSNVxk5agR+yN6C5asyjS57/32jET9ZOxNZcPSYI5JHf0pflo6LJRdV8556/CmEDwhXzYuKnODMZDmEIAjIysqyaNn+/furpqVASfr/2muvYfHixfK0OZ07d0JgYKDB9jyJVYGT/oC1a9euxdWrV+2aICLyPLZ0bao1xoNSTEwMOnbsaGuSiIhcTso39bq7O16cnoC4mIlGl9UFBSFhSlUnOU31nrf55tvvHZdIQlxMHFr4qQe4nRoTh1bBrVyUIsfZt28ftm+3bAyxAQMGaM6Pj49HUlISdDoddDod4uPjVe8/9NBDmi1GGjVqBF9fH3naXD7AHdnUHTkRkZK9ujaVLsBpaWmaHdI08W+D5u17Ga5YWYmS3w/bJQ1ERPYgFBbJw7cc/rPGqP1dbY0uf6WsDLqgQCS99DyKL1zAh5/+R35v5L33ODaxtZwuSIdGjRoZzM/bt0c1XROa6h05csTqdWJjYxEYGIgePXogKSkJoaGhGDt2rPy+fgD08MMPG21qX0/RrXtqaiqSk5M9qlm+VYGTl5eXQecP7AyCiGyl0+nkUitpOiEhQX7uSenW9TK0G/ow2g19WHNbB9f826FpJSKyRurnGbjdYAgAYE3WeoT1vBv7DhUYXX5XXj50wUFIfuUFzF7w/1TvNTfxbBQ5xvmL5zF8yHCsWfetPK8mNNWzpke9Zs2aISkpCQkJCfJ9OiwszGA5ZaGnObdFoHGLqpq8z1esVG3bE1gVOImiiCeeeALe3t4AgBs3buDpp59GE71Bwyx9SIyIajedTofk5GSLlv1pYRzqN2qm+d6Q6YtRt743CgoK8O2333rchZiIap6EKbHY8c1pAEBczEQkTIlF9s/bsfp77edLRg27V359RfEAPQCcPPO7/uJkZ2V6+zwza41BoOTfwvIhN9zRtfLbOHm9CUIGjFfN9w3pprl8SEgInn32WbPble7l165dQ0ZGhtGhSbzr18WF8noY+lxVgHXxxD4rv4HrWRU4TZkyRTUdGxtr18QQERlz+8ZV3L6h/Uyl9BzBJ598guzsbDz44IMMnIjIpXTBQahTpyrgCevVA7rgIHTr1Mno8u1C2sivd+Xlq95b+b/v8dTjf4UuOMghaSWgadOmqumoyAkeHyjp23nkHM407IKu4zsAev0WXD3/B0SxUjWvefPmFm9bp9PhnXfeQceOHREaGqq5zLTR3VFZeAizZ88GANy6cQ14dqzmsu7KqsDps88+c1Q6iKiWaNeunTzwrRZl8z1rRxW/ojHyOxGRq3ih6nEGa5vajRo2FNnb7jzAn7f/AFI/z0DyKy/YNX10R906deXXg/sNRs9uPVF4rtCFKbK/ij+fuds4+xGIFbeNLjdkyBCLO5BQMteKpEnD+ghqVIFLpw5avW13wc4hiKhaBEHAylWrUadeA9X8OvUbaC7/wgsv4Pz580ZrhPQvvPrjRpiiHFSXiMhTtQsJUU1PiByLhCls5eNIFZUV8uuxI8bKA90+OO5BWFeE554EQcAXX3wBNOlhcrnIyEiMHz/epsCpNmDgRETV8sfZs7jYcQJGv/6k5vvNmjRCIe6UYHXu3NmiNtPAnQdOLQ2c1q9fD8C27tGJiFzpUmmp/LpHt87o1qkTpDr0rp06spmeA+kPgCt1fKYL0uGhyCh8uK/qnnL+on16kHUFafymXo8YD5y6deuGOXPmyGO0GntWqTouXbqkmva0+7VV4zgRESkJgoD3F/0/eDdrgTM712LfN++q/vZ+ORfHdm0EUFWKBVg/bkNoaCgSExMRExNjdtmIiAgA9usenYjIWTb99LP8OqxXT8x6YYY83Uzv+RuyL/0BcPP23+mGvKS0RH79w+YfIBTVhPonbbNmzUJYWBhCQ0PlbsftbdOmTappT+tQjoETEdlMrvoHUHLmVxTu26z6Kzr4MwYN6AcA6NChg6rrcUvpdDosWLBAc1wnffolWUREriSi6gF8ZW2SMY88eL/R9zb9tA1CYZHd0kVqD4x9AN4NvOXph+5/SH69eftm+fXi9A+QvizdmUlzCanJvCM6WRo5cqRqOjo62u6f4UgMnIjIoTp37gygqgmAowe627fP87o2JaKaSTkAbv7+g2YDn26dOhp9L3vbdghF5+yaPrqjsrIS5TfL5ekuHbrIr4cPGS6/fuJvTyAuJs6ZSbOL/Px8TJs2zexyjmiap0/KE0isbYXiai4NnObOnYsBAwagWbNmCAwMRFRUFA4fPmx2va+//hrdunVDw4YN0atXL6xdu9YJqSUiJUEQkJqaana54OBgm2qaiIg82bsfpOLWraqey9KXLUfq5xlGl33o/kjoggJV8/RrqYovXAQ5X8f2dwLa3neHyp1GeJKDBw9iz549ZpdzRhDjaYGSPpcGTlu2bMH06dOxY8cObNiwAbdu3cKYMWNw9ar2WC0AsH37dkycOBFxcXHIy8tDVFQUoqKicODAASemnIgEQbBolPBmzZo5vKaJiMjdjBkRIb+WBsDVBQUifvLjBss+/JfxBp0/KJ95AoBV37GQ2BWUYzn5+fq5LiE2EgTBrZ4j0ul06N+/vzzNziGssG7dOjzxxBPo0aMHevfujaVLl+L06dPIzc01us6iRYswbtw4vPTSS+jevTvefPNN9O3bF4sXL3ZiyonInS92+/fvR3JystXjQBER2UtAyxbya2kAXF1wEBKmTLJo/UceHK+ajv7LeCNLEhnnboFTUVGRqgfDb775xqPu1W71jFPpn9XSLVq0MLpMTk4ORo8erZo3duxY5OTkaC5fXl6Oy5cvq/6IqPqc3XOdTqez+CHSjz76CCkpKR51MSaimqX4wgX5tbUD4AJAt06dVNPKQIycJzgwGC2ac9/by3PPPYeDB+8MgPvJJ59Y1OzfXbhN4FRZWYnnnnsO99xzD3r27Gl0ucLCQgQFqauzg4KCUFioPbrz3Llz4evrK/+F6A0qR0SeQRrTyRKlFvRgRUTkSOcvaPfyqQsKxIih4ap5/gyK3JYuSAf/5p45uLqlzyIDQHx8vFOa1L///vvo0ePOWFJTp05FQkKCwz/XXtwmcJo+fToOHDiAFStW2HW7M2fORGlpqfx35swZu26fqDYSBAHLli0zuUzz5s0BAH5+fnb73NDQUMTGxgIAOumVxmpx5+aERFR7KAMjXXAQRt57r+p9rdok/c4g2DmE4ygHtp0w7kEEBwZrLpeZlelR4zhZ8izyhAkTAAAJCQlOCZzCwsLkMRcB4JFHHvGoZ6DdInB69tln8d133yE7Oxtt2rQxuWxwcLA8orGkqKgIwcHaB7m3tzd8fHxUf0RkO0EQkJycjKysLJPLjRo1CsCdAMoedDodnn/+eQDA4sWL5UF1jeFAuETkDvQDIz/fZmbX+SF7i2qanUM4zoWLd5pVRkVGGfScd7uiqnfENeu+ReE57RZO7siSwsMBAwY4ISVqnhQo6XNp4CSKIp599lmsXr0amzZtQvv27c2uEx4ejo0bN6rmbdiwAeHh4UbWICJ7srQ3vcaNGwOw/7gQOp1OHtE8JibGrtsmInKGzh3M53denJ6AgX3D5Gl2DuEcJaUlqmmhSMCVK1fkaWXtlLuzpPCwf//+Lh0yxNMKOF0aOE2fPh0ZGRn44osv0KxZMxQWFqKwsFDV28bkyZMxc+ZMeXrGjBlYt24dFixYgIKCAiQnJ2P37t149tlnXfEViMgIqRbY3mM2KEc0NxeUrVy5kh1EEJHbCWhp/pkZXXAQOrZv5/jEEE79flp+vffQPlVzvPRl6ShWBEuZWWucmjZbWdqbXkBAAIcMsYJLA6clS5agtLQUw4cPh06nk/++/PJLeZnTp0+rMj5DhgzBF198gbS0NPTu3RvffPMNMjMzTXYoQUTO54yOWMwFZatXr2bgREQuoT+ArTHxk2MMBr/Vsm3HTgiFRWaXI+sIRQK+/vYreXrpiqVIX5YuT8fFxKGF352mllGRE5yaPlvt27fPZOCkHEuJLFfPlR8uiqLZZTZv3mww79FHH8Wjjz7qgBQRkb107tzZpdX/EnYQQUTOJhQWIX//QaBdVwCGHTvoggKR+Mw0AF54cXqCweC3koIjR4EObQEAs99bhGvXr2PBm687NO21TfqydBw8fAiDR1ZN3zPwHsTFxMnv64J0aNq0qYtSZ7sjR46YfH/AgAHYvXu3k1KjZs9Oo5zNLTqHICLPYWkg4ozqf0u6KD9y5AgHwyUip0r9PAPpy5bL0/odO+iCg7DgzSQsePN1o0ETAHTrrO49dMyICCNLkq3iYuLwwJgH5Olpk6YadA7RsIG3/FrZkYS7crdBb/XZs9MoZ2PgRERWMfcgp6WD1NqDTqeTx39oGtgW/l36q/5aduqL5V9+zcFwicipJj3+OKLiX0WdulUNe2zt2KFJo0aqaQ6C6xjnLpyTX3fp0MXksp7QJbkgCMjOzja5TLNm5nt2JEMubapHRDVPdHS000u6bl0rRZv+49Cm/ziD9w6u+bdT00JEtLewHNfaDEHFtSsIaAQEBdg2gGrTpk2AsjvTHMvJ/grPFeKX3F8weODjFi2/Zt23eOUfrxjUSlHtwMCJiCx24coNbDvXGL0efVme5+VVVXHdrVs3CHtNl3A5QnFxMX5ePB31vBsbvHfv85+gTr36Tk8TEdVuG7f+DDTqgc3zJ0GsuI3M/h0R1sv6TqyaNWkC4M7z4EeOH8fYkWyuZ0/63Yt7Unfjxlwpr0Bjf8NxUb197gTwR48edWaSagwGTkRkscN/lOB4WQM0bNYClX8OCAgA54/sRremXgCqxm1yZqcQq1atQuWtcty8VW74pgUd0BAR2duIe4fg6O6qXvXiYiYiYUqsXbZbUnrF/EJkFf3uxTOz1uC+iPtU826Uq+8v7hxcnTrzB+ZuEDD0nx9pvl9x6yYe++tf8cSUyS57DqpHjx7o1q0bCgoK4OXl5ZI02IqBExFZRBAEfLZ0KdAkFPnL38Kt6+ob+KBnngFwp1MIZ3nmmWewa9cu5OXlmVwuNTWVY1UQkVP4+foCqAqcwnr1MNkBBLlWVOQEfPrFp6ppJaFIwIVL6g4htIIrdyAIAma/NQdi6/E4ujEDF0/sNVimvKwE76S8itDQUJf1fBsUFIRHHnkEs2fPxq+//gpBEDzm3szOIYjIIoIgYM2ab12dDANhYWF48cUXzS6XlpbGDiKIyOma+/ravK6vj48dU0Ja/Fv4m5xOX5aOq9euqua561hOgiBg6dKlAICr58+g5PSvBn/XLwpo3ry5ajB5Z0tNTcXs2bMBALNnz0ZqaqrT02ArBk5E5PG6devm6iQQEWm6VFpi87q+vurAKWvjJg6C62RxMXEIClDXGOoHV57G39+16U9ISMCsWbMAALNmzZJ7x/UEDJyIyC5at27tFgPeEhG5k+o8l1Raelk1vX3nbuw7VFDdJNGfLt+4ha9/u4Ce0Ylo5FcVHOk/v6QL0sFbMY6T1jKeJiAgwKWfr9PpMHToUADA0KFDPSrfwMCJiMwSBMFsVXq7du3c/hkiSwfvJSJyB1tydgAA7hryEO4a8hBa9xuLlXqD6ZLtjl64jINX6qCJfxuUFZ3EhaN78OPWjQbLXb9xXTX9xarlBsuQdaTgzdVBnLUYOBGRWfv27UNaWprJZVxd9W8Jdx5JnYhI31/vuwd1bt9Ah4jH0HHE4+gx4R/ocHcfVyerxrh4qWpcrPwVc7Dr039hcLsgPBc/w2C5gJbqzH2jhg3dchBcFg46HgMnIjJJEASzQRPgHqVG5p51unbtGjuIICKn8vO1vYOHEb3aYlLrQmTP/RtyP38NAHC28Jy9klbrrc9er5q+WV6uObBt/frq8QA/W74U76ctcmjabHHkyBFXJ6HGY+BERCYJgmCypqZZs2ZOTI1p0sOmxmRkZDBwIiKnqk6vegCwdsMm1XTe/gPV2h7dMXbEWNX0uJHjLF539LBR9k6OzQRBQHJyMs6cOePqpNR4DJyIqFrmzp3rNp1C+Pv7Y8SIEa5OBhGR3XjW8KCepUXzFqppP18/i9d1p571BEFASkoKjh8/bnSZ/v37OzFFNRcDJyIyypJOIcLDw92mU4iAgABMmzbN5DJPPPEE8vPznZMgIqr1/Fu2ML+QCbF/fVg13bVTx2ptj2zjVbce6jVsgnoNm6BOvQauTo6mXbt2GX0vICAAiYmJSExMdIv7taeq5+oEEJF7kYKlqKgoLFmyxKLnm1xNp9NZXOu1f/9+HDx4EGFhYY5PGBHVSiWlpXbbVoBe4HWu+DyEwiLogoOMrEG2atmipeb8ul6ALjQCutAIAEDFrZsou1XpzKRZ5NSpU6jn3VjzvdjYWDz++ONOTlHNwxonIlKRqvwPHjxoNmgaMWKEW5RcKUdA1+l0iI+Pd3WSiKgWO/PHnWcpt+3YaddBa7O3bce7H5huCUC2Mdb87oG7GmPvirnYu2Iujm7MQN36DXCjQnRy6rQpW4ZEREQYXY4DxdsHAycispmfn59bBE5KOp3Oo0YhJ6KaZ3f+Xvn17PcWIfXzDLtuf8wI4xlkspzUHbnE2MC2d4e0xv1hXVF06GdcPLHPGUmzmLLnW2O928bHx7vlvdpdno+2BgMnItK0bNkys8s88sgjTkiJ/a1cuZK96xGRw/QP6y2/npU4AwlTYu26/Qt6GX6yjX535JlZazSX0wXpEBU5QTXv5JmTjkqWzS5duqQ5PyEhwe0CFGVLEU/i0sBp69ateOCBB9CqVSt4eXkhMzPT5PKbN2+Gl5eXwV9hYaFzEkxUi2RlZZldxl2r/nU6HQYPHmz0/dWrVzNwIiKHada0ifx66OCB1XoeSRcUiDat1JnLjK84mLc9KLsj79KhC+InGe9c6MetG1XTX6352u0Gwc3JyXF1Emo8lwZOV69eRe/evfHBBx9Ytd7hw4chCIL8FxgY6KAUEpEn0ul0WLVqFerWY/83RORa+p07WEsXHITOHdrbKTWkpOyO/C9j/oLePXobXfa5+Bno0qGLPL1n3x6kL0t3aPosUVxcLL++du2a6r127do5OTU1n0tzFZGRkYiMjLR6vcDAQPj5+dk/QURUY+h0OtSt44Wu46ah69g41XvlVy7itps82EtENYtQWITsbT8DQUPsts3ov4zHnsX/kafH3+c+g6/WFCGt25h8XxekwwPjHkD6d1WtMWIfiUFcTJzJdRxJ6hRi//79Rpfp3r07Tp486bxE1QIe+YxTWFgYdDod7rvvPvz8888mly0vL8fly5dVf0RkXEFBgUXLxcbGun3b5BHB13F4bSoOZ30s/53N34RGzYPw846drk4eEdVAQtE5ZG+zb5MpwxonFvzYg7JzCD8fP7PL9+zaQ34d0joEuiDX3QOlHnA7depkdJnx48c7MUW1g0cFTjqdDh999BFWrlyJlStXIiQkBMOHD8eePXuMrjN37lz4+vrKfyEhIU5MMZFnEQQBP2ZvQd0GjbT/6t8Z9K9x48ZuHzi1anwbZ3atVf2dP5oLAPj4449dnDoiqokKjh5TTRdfqH5HDqF3d0O/3r3kaWV352S7SyV3OlMoKS0xu7xyGZ+mPg5IkX01b97c1UmocTzqAYCuXbuia9eu8vSQIUNw7NgxLFy4EP/9738115k5cyYSExPl6cuXLzN4IjJiTuqX+KPtgxg160GTy1VW3kZ0dLSTUuUY48ePR3Jyslv2NkREnuubb79XTa/6bi3Gjqxe9+G64CB079IFR/6c3nvwEAfBrSahSMBX334N3F31yMjeQ/sgFAlGa5GEIgF7D93pivxymetaMAmCgLfeeguA6R5w/f39PbLLb3fmUYGTloEDB2Lbtm1G3/f29oa3t7cTU0TkuQbeOxK//XwKe7+eb3SZm1dLUFF+3eh4Ee6oWbNmuHLlimre1q1bsCtnG44ePYoXX3wRmZmZiIqKQmZmJoMpIrLZyHvvwY7ld3pgi/6LfZpL7T14CI2H3gMAWL9pM1Lmv4ePFrxtl23XRgcKDiBndw76/Rk4LV2xFK2DW2FW4izN5dOXpWPpiqXwa3s3AGDnnp3AE85/xkkQBCQlJyNrcw4at2yFSzdENG7ZSn6/boNG8uuAgAAkJyc7PY01mccHTvn5+czgENlRZWUFig78ZHKZmJgYjzjv/P2rRoHXD5oAIC8vD0BVad3gwYORkpICf39/pKSk4MEHH/SI70dE7qe5r69qurq96kka1K+vmr569bpdtltbXbh4QTX9xN+eMNnZQ1xMHP4oPIvM7VXPxw7sO9Ch6TNGEASszT2Fe58z3dy84la5k1JUu7g0cCorK8PRo0fl6RMnTiA/Px8tWrRA27ZtMXPmTPzxxx/4z3+qepJ5//330b59e/To0QM3btzAJ598gk2bNuGHH35w1VcgqhGk3nkadRgEsdL8Q8eJiYkeEVhItWJjx47F+vXrjS5XUlKi+k9EZKtLiudgJkSOhS7IPkOmDL9nCLbdvjMd+9eH7bJdqtL77lCTnT3ognTofXeoHDi5Uv2GTXC7/BryMlI036+suIURA3p6xH3a07g0cNq9ezdGjBghT0vPIk2ZMgVLly6FIAg4ffq0/P7Nmzfxwgsv4I8//kDjxo0RGhqKH3/8UbUNIrKe1DvPrA++Qg2oiDZw4cIF8wsREVWTUFiE5asyAVR1HPDQ+HF2ew6pWdOmQMmd6f9+tRKhd3fjc0520rF9R7PLKDtb2HtgL4QiAUEtnLv/pXGbxIoKXDp10Ohyj8x7nYGTA7g0hzR8+HCIovHS7aVLl6qmX375Zbz88ssOThVR7VU1eJ779xRkKZ1Oh6SkJGzdutXVSSE7kmpI+SwauZt9hwqwfWcudL2rCnRP/f6H3bbdws9HFTgt+2YVJv31YQZONrKkFz19W3PuNGNfuzELrXwbY+6/5tgxVcZJ1z2pCbo5li5H1vGo7siJyLEOHjReeuWJdDodkpOTzfYAuGnTJtV/cm9SDakgsEtmci8ZX61UTX+V+S2EwiK7bHvvwV8N5p23Q1fntdW6TetU05lZa8yuExU5QTU9epjzBiKWrnuWNClv3bo1QkNDHZ+oWoiBExHJysrKXJ0Eh+jcubPJ97Ozs1X/paYQRETW0G9Dc/Dwb0j9PMMu237o/nF22Q5VdS0u6v1aw8LvNbuefwt/k9POoOwbQEtYWBi+++471sY7CAMncnuCICA5OZmlyw4iCAIWLlwIAKpnCvWNGDEC8fHxHtMxhJK1Xadv27aNxxsRWa3bqInoO/kNtBta1XHDU4//DQlTYu2ybX+N3vkulZbaZdu1zftpi/DD5g2qees2Ge9AyJjzF8/bK0kW27x5s8n3hwwZgrCwMKekpTZi4ERuj81yHEsQBGRkmC8RjYuLQ2pqKhYsWOBxgZO1Zs+ejejoaB5zRGSVQ6UN0Kh5MK4W/46T21bikb9E2v0ZpB5R/0S/J95C30nJ+P6nXLtu21aCIOCFF17ACy+84PbXTaFIwC+7dxjMb9K4idl1gwODMbDPAHlav0tzezJWaHzq1CmT6zVt2tRhaSIGTmQh1vrYxlH7rTrb1b/BsVmath07dvB4tzNTxy2vMeTphKJzuHL1Ks4f3ol9X83Dbz98Bi8v+22/bfOGaHnjNK5dFHDr2mX4d+6Pei3a2O0ZquoQBAHvvfce3nvvPbc/hwvPFeKXvJ0YNniYPG9Q30F47blXLVq/paJ5ni0dTFhKv9DY0nv1rl27HJYmYuBEFrJHrU9tzBg5qrasOtvdt2+ffIPLzs7Gq69adrPw5B56dDqd2Q4itFiTCaiNx7e1TB231hzTUgaCQT+5k9T/fIGLly6p5q36bq3dtt+4QV3U+e1H7P/mXRxc/T4AYHfeXrs9Q1XblCsGiA01M4aTJH1ZOrI2ZsnT+h1MOEp+fj7mzLGs974BAwaYX4hsxsCJnMZYxshcKXRqaqqzkujx9Pel1r49f/5Om+xPPvkEe/bssWjb1j4n5E5sDZyWLVuG5ORk5Ofnmw2K2KTUOQRBwLZt2wDUnmfRpPPYkuOQDDmrUCMqcgwaNWyomhf9l/F2/YxJeoPedmx3F6LGj7XrZ3g6S3/vX3J/kV83bWJZ87a4mDiMHDpSnvbz9YNwrtC2hJqQn5+PadOmAagqIIqLi7N4WI2QkBC7p4fuYOBUi7hribi5Uui0tDQAji1ddqd9U91meCkpKdi3bx+Sk5ORnZ0tT0vbvaQoEZV6kTOmZ8+eNgUc7qhHjx4YPHgwBg8aZNV6aWlpOHjwIFJSUtzmGKnNUlNTMXv2bABVz6LZq2ClutcArfXtdV2RzmvpODS2PWOfV91rij22mZ+fj+HDhyM/P9/qNFSXswo1Kisrcf3GDdW8AI0OHezp2MlTyFxrXacGjr7fpaamuvQ6Kf/ehfZPgy5Ih5u3b8rTX675Cp8uT7cqbeYKN4GqoUGkQs0jR45YXMAJqAfpJftj4FQDmbrRWVvjA6hLPhyRTlMBkfI9ZemyvS/87lJbIH0vZVps+a7nz59HSkoKjh8/Lk9bMwaEJCEhAYsXL0ZSUpLHdwgRFhaGnJwcPProowCAe5/7BMNfWWbyr+/kN1TbSEtLk4NSVx8rtYky052QkIBZs2YBAGbNmoWEhAS7fIb+NcDaWh6ta4izryvGvsO+ffssvvZrZeyMrWvNdzt48CC2bNlS48aKc7Yfsreoptu1bWN1r33S8bBv3z7V/OrcV5X36rS0NKuDe1fzadbM4mWV3ZaHtGqDwf3CLV5X6xzVum6sWrVKnl6+fLnF2+/bty969Ohh8fJkPQZONYi5m6Sp9Uwtryz5KCgoMHnRs+aiKH2usumYPuXFQ1m6bOxi46gSX2PpN7cvpG6+Laktk7Yn1bBJpN8zOztb/jxzz3hItUpXrlzR/BxzunXrBqCq5EoaRNbTAyfJ4V82oCDrY5z4eSVObl9t9K/0jyPwbd3FYH0pKBUEQfMYsKS01Z41Ec7KhDj6s0wd08pMt06nw9ChQwEAQ4cOddhxaWktj6n1ndXM2FghlLlrrC3BniUFXp7I1PFt67Ef80g0dEGB9koiAODF6QmYEHmnad7Avn2t7rVPOh6kAjXpu9ka6AuCgKysLNU8Y8eH9BmuCp5mfbsN/7ftNIa/nIHhL2cg9K+vAAB8m/lYvI29B+4EnGfO/o5lq5ZZnY7U1FTk5+drXiP0A6ft27dbvN2PP/6YXZE7GAOnGkTrJmlJ5l46cY1l+JRNuzZt2mSy5NJU0GbLA93KZmKzZs1CVFSUwU3b1GcbyxjYo9tUadtSDYR+yfS+ffvkbr6NPYuhf9PSD5qU844fPy5/nrFnPKT9cubMGQB3Aqdly5bhvffeA6AORo1p3bo1AM/uEMKYvydMQ3efGzj50zcm/y6e2Cuvs2yZ9o1ReXxJ+15ZK6V/TOgfq9XNqFWnRsOSa4MlNQ/WKCgoUP1XfpZ0TM+ZM8chzbks3afGroPFxcVWZfa0zmdlOpTHhrG0mQpStDK8pgqhrCXtB/3rtiWf5Q61CtamwdTxbeuxn/jMNLt3Ra4LDkLXTh3l6caNGppY2jyt76Z1Dpjan6mpqVi0aJFqnrn7jKlaKVNpteY3PX/+PN5aPAfCuUIIRQJmvzcbR85fRmnRSZzKWYNTOWtw8qdvcHDNv9GmpeXN2+4dPFQ1PbDPQIvTrrxPHDx4UPOeL92rLdHsz5qyyMhIi9eh6mHg5EGsvWikpqaqquT1Szb0azjS0tI0t79p0yb5dXp6VVteW0o29TP70jZOnjypuU19jRo1QlxcnGZwaE2mQbowWdtjmrFgS6qB0C+ZNlZbpr9dc6W7+jegVatWqZ7xSElJkd87cuQIAKCwsOph1Z9//hkAkJWVJWf+pfdMOXToEADP7hDCGJ1Oh3vvNT9CvJKyNFXaj8XFxfIx+9Zbb6mWOXLkiOqYMJbBVWYetDLC5jLWWoUR+s+SmMqUmzv2lAUD1a1hEARBvpZs2rTJIKMmHdNbt27FkiVLVOvpnwPKEnNrPl/ap6aa3xnL0ClrGqtDSofy2FBep5OTk7FhwwYMHz4cmzdvRkpKinxeS9dKqebfXHrMXWNNFWZJ+8HYvlaeB/rfz1zajD3vZM+AS6tQw1yLCXPMBc/FFy7anF5rhLS+U8u6fdduvPB/b0AoOletbRYXF8v3KK1zwNT1IiEhATNmzFDNc8SzsZYEsIJwp6XH0aNHMffDeSg8V4jCc4V46/05uH79OkrPFODET1/jxE9f49K+DRjXrQ16de9pcTp8ffxU01u2b0FhsfH7qvKcUJ5Hl/R6YASqClyNFdRpGTJkCAAgJibG4nWoehg4uZipG4V+yaRWKbUyQ69/A0tLS1Pd9PQ7Wdi3b59BaYfWBbNLlzvNlSZMmCBvzxpaD3RL25DGHNCvPVEGWwCQl5dn1QOSlpBuhFIJuFZNlpRxlYKtl19+WbW/jZWsKW8ccXFxSEhIMNimdKNauHChQSmTMmMO3Kk9ioiIUN2kQkJC5ONEyoj89ttvAGDQht1SY8aMsWk9T9GuXTub15UCpPPnz8vH8KpVq1Qlrh988IFqHf3zSuuGqZUpUNZeaQVSUoZaWUIsNWt74403VEGYrZlFKWCQvqv0WVrXLnOl0lLBS3p6uqogQT/jpTx3tAKn6lB29qFMp7nAUPrNlDUvWuOhLVy40OD7L1y4UL6Om7tOp6Sk4JdffsGWLVtw7NgxAMCnn34KAPI+27Rpk+rarRUgKWu8lNdYZdBoSQAqfW/9Y1Y6D3bv3q3aF8r7ijLQkNJ28uRJg+edpOPG2mbmliguLpbvI8ZaTJiivE5Lv4/WMZ5/4BDmvH/nvB8xdIjdm+lJmvv6ya9/O3oc7y1Jw8spc5Hwr9fxwksva56fymmt31SZR9CiFWRL2wQMazwyMjI097NyfWM1W+ZahCxcuNDo+8qWHvl78w3erxRF1XRJaQmCA4Is6orcmG9/+FYVOOnve+U5oQyKlM8bS0H9kSNHENxrGAZOe9fkX8igvwAA1q+v6hjE39+/RjyL7AnquToBtZ10owgPD4dOp5Mv0lImOyUlBZ07d0ZKSop8MUhLS0NCQoK8vJTh7tu3LwD1xVDrAjlnzhwEBQUZvVlKN7uEhAQcOHAAX3zxhfxeTk4OAGDlypXo0aMHMjMzERUVJd9Y9DMXkoSEBFRUVGD27Nlo27Yt7rnnHhw+fBgAsGbNGgBVAdW1a9fw4osvIjU1FVeuXFEFE8qHipUZBP1akdTUVCTrPZNTXFyMF154AWVlZbh69ao8X6oZiIuLA1CVsQgKCkJmZibCw8Plm6wyIyf9DtL+NpapU6br7NmzANS/d0BAgHwxlbapJKVFItUUZWRk4Iai5yZRFOV0ShnTHTsMR0W3Rv/+/dGuXbsaexG2RxPES5cuqXoviouLk/e/FIgbKzlUHjPmMuxHjhxR1QoDVYFFSkoKXn75ZQDA6tWrMWvWLNXvtXr1agQEBFhU8qu87gBV51B4uPYDz/ppePDBB+XPla5ZynmShIQE/Pbbb1i+fDkmTpwoX+Okz+3UqZO8rLGaTum8l6xcuRIjR440uHYqP1uab+z7SMsoC2mUv4n0mb/++isA4I033kBycjL++c9/ytenMWPGyIFERkYGYmPVD+tnZGRg0KBBquu4krHgRDqe8vLyANxpgivNl0gB9E8//QSgKqhJS0uTjzPlNfbcuXNIS0vDgw8+KH/esmXL5P2o/O4LFy5ERUUFAMgFM/o157t27UL//v3lfaH8jaRAo0uXLli3rmq8m3Xr1mHcuHGqbUjHjdaxKggC3n33XQDAiy++aPDbGntPsmrVKvmY1d9vSspmpNK1XRAEvPTSS/J5LO3PtLQ07N69G+np6fLzJEv+uxxbd+zEkP5TAAANvb3t3kxP4q/RrCxjZab8OmbSZACQ7zXS8Z+SkoJjx46hrKwMQNWzMy1aVPX6p39uSaTzR7pmHjlyBDk5Oao8yoMPPmhwzirPA+W1RXmeSXkZ5TLKPE1MTIzq2iIde9I5JNWyKM975bU1/TPD37u8XN3rYfcu3fHA2Ac0v7sxLf1aAFA/P/zbiSMIxz1yWpXXQWVeS9ky4ejRo/LrTZs2IT09HSNGjEDLjn3QqHkQig/vNJqGsnOnUFZ4EhMmTMCaNWsQEBAgB7HkWAycXEy/xE9ZOjx8+HAA2qXTWqSLu/LG9vnnnwMA1q69Mwif1BRm2LBh0JKdnY23334bXbp0wbx58+SbNQCcO1fVHGD16tV4+OGH5cBOujFJvb8cOXIEoaGhSE1NRVRUFDIzM9G9e3cAwOnTp7Fz506sWLECANChQwe597cxY8bI+2DdunVo3LixXFPVoUMHOfMiZRCSkpLwz3/+U/X909LSEB0djdTUVLm2bNGiRQYPrwKGGZHZs2dj7dq12LNnjypQ1dpX+jca/UyyMgOSlZVlUMJrrhnc7NmzMWLECHlaChy1vgcAXLt2DQ9Mmo49h45qvm8Jv7Z3A6jqFOLZZ5+1eTvuzh5NELdv365q9qj1QK6xB6aV3cCnpqYiNDRUNa3MQOr3gpiWliYftytXrjTYtv6yvXr1MpivzIRI09KNHoAqgy9df5SZTuU5oSxoUablhRdeAABMmjQJmZmZSEhIkMcXad68uSozJwiCKp0FBQX49ttvkZCQIBfWAMA333yjKjhYvXo1HnnkETkDphW0SYUV//73vw32g5R2/UIaZS2QlOGXzj/pQW3lNUEZpADAf//7X4PPkmoklTUvEuk31v+tjWVm+/TpIwdTBQUF8nVXKn3Wf94kLCwM+fn5mDVrFoYOHYq0tDQUFxfLNdRZWVnYt28fioqKVINsKoO89PR01K1b16BWYs2aNaoCHq2CpAULFsitBbZt22a00E5rXWVGuqysTFUoZuo9SXR0NAIDAzF79mx5v0m/e1RUFP773//i3Llz8r7YtGkTAgIC8Prrr6NVq1aqNClf79mzB6+++irS09OhC2iJiPCBSFv2lfz+PYPMP/diq4CWLU2+v2PHDvm82b17N1JSUuQaIeVvunz5cvkapt9ssqCgQO4YKC0tDW+++SaAqnvmO++8oyqI0CrABKrOgyZNmiAtLQ1dunTBq6++ilOnTqmWWbhwIWJjY+Vz11SnEvrHnnStVJ73ERER8nITH5uI5V8ux/mL5xEYqH3N//W3X/HFquXo3aO35vtaWrZoCUD9PVZ8uwInS0/hoYcfkq+t0nFWv359ze0o8wzS9TU7Oxs9okJx7cJZHFpjeM3SFz97NsLCwmpsIac7YuDkJi5duoTk5GT5YpSWliZnMqRMkvImWlBQgOnTp6NVq1byPCmTduDAAXne7t27VduQREdHy6WU+qQT+Pjx43jsscewf/9+o2nWJ2Uqtm/fjl9++QUZGRnw9/dHSkqKHAABVQOvSt9HCpok0kUnICBADrb0SRkE6TMAdSZVCpQmTpxo8J6SdNOQagsmTpyo2fWnVgZGCt4k0mfk5ORg2bJlckmt8ntJmcOVK1fikUce0UyT0sWLd9rM5+bmai4jNQfIyMjAmORM9OgcCbGyQnNZS5SdOw1//842r19b6B8n5rqMXbhwIVpqZHik2iLlQ8PKIEKrZ0TpWJOacgFVmZScnByD2jTp3H/rrbfg7++Ppk2bYsyYMXLmoqCgQO5FMTU1VS6wkY55aX39Mb+k81/57I8U8J0/f15VE64MyoCqApgPP/xQzsylpaWpbvzfffcdli9fjv3792PDhg3yfK1OIz755BNs2bIFo0ePlucpayKkfS5dC5Vpl64TsbGxmDFjhhxwFBUVyc8HSiXkW7aou4FW/i7K2jIA6N69u0EGUCpdlprNffbZZ/J7Uo2QslmVKVLQBABff/21Qa9bUmGVRNpv3bt3lzO4q1atUgXDq1atwtWrVw0G2ezXrx9yc3MRFRWlypRKhg8fjmvXrmmmU8oYXr58GUFBQSgqKkJISAhGjRqFgoICo4WCUlPD5ORkVeAsfbZUsq4M/qUCM+k4kvZ/RkaGfJxJ++3tt99GdnY2OnfubNBEOj09HRcvXrSo1j4rKwvJyclInvUqLl4qVb134tRpCIVFDql10gUF4m9RD8JYXfWBAwfk++Iff/whp1WL1BpC//s+/fTTmDdvnrzPpfWle+aRI0fka4KxgsCLFy/Kx8Dx48dx6tQpdO3aVW5tAlT9PlINpPIeKU1rBcMSZQGOtKyoaIq3J68qWM/ZnYPuf17jHCWgZQDemP0GDhw6IAfY0rXR2L3+9u3b8mv9/WJOp06dcPToUbRr147PNzkZAycXk24cy5cvx/bt2zVLRRcvXgxAnVHfu3evVc2xlMEUUHUT37hxo+ayytJAU8+CSDcvrZufMhMpvZYu4IA6EAkICJBvcvrPYikDB/1ARaIfFAJ3LvLmMrM//PADAKB9+/YAjA8cJ2V2lKTgTd///vc/zfeUpXarV6+2aBRw/aBSizJDVyl6oeDbxfh99zqz6xkTGRmJ0FDLB/TzRDqdDrGxsZrNpizVsWNHVeBirstYU5/11ltvqUZ7//777+XXlo57c/bsWSxbtkxVewXcqZVSlpZLxztQVcIuBRdpaWlyzYCUsd+5U7u5iHRuSed/WlqafJ3RKmhYuHChfJ6fOHECgDozpwwWpG3r10Aoa6clUuZN6nhi4cKFEEVRzrD1798fgPp8la59yuZ1ytrdpk2byq979Oih+Rsom/xKTZ+U2zc2uLQUJCmPHSmok/a9Nc90KQMkiY+Pumvl0NBQ7Nu3DxcvXpQDhTNnzqgya6GhoXj//fcNtiV9z/3796NOHcPHogsKCrB582bNtEn7V9kk6cyZM/L3XLx4MYYOHWoQZGZlZSEjI0PznElLS0NERAS2bNmiWQNRp04d/Otf/8LNm1WDlGZkZMgFAxJTA3/HxcUhLCwMq1evNrqMfnqiJzyI5ZnfqeanL1uONq2CkfzKCxZtx1otWrQwGjgpj02tGpzg4GAUFhaiY8eO8u//+++/q5a5cuUK5s6dK09L1zepwLWkpEQ+Ti9duqTZ+ZFWsDZq1CiDAEF5DZE6O5CmIyIikJuba7T2VbluQkKCKj9y+Leqz3n7g7dxz8B7NNcf1HcQnoufofmeNXJyqwJ8rRpKrfyDPmuCJqAq0FKeV+Q8DJxcSBAEuSRQuihJTeuAOyWaUmme8savbCdsi7feestsqaZWSbfShQsXAGjf5Fu3bi0HStJ3U17MlbSeJwCqLtDKoOjy5cua6+sHhdaQSs+kjJyytEqZFimzo9SlSxe5EwYl6XfSKkFSbkfaf6Yof4PGjRtrluwqM3VeXl5mt2mOsl15TaXT6fDOO+8AqMpYRUdHw9/fH2fOnDFaMquvSZMmdkuP/jkkNQ8D7vSMaI6UGdTvEESZQZcom+6mp6ejvLxcnpYy8dJ6xjLFytpl/XlaGQVlJthY7ak53t7eRt+Tvr9+Zlv6PspmlVrBhjIzrbzWBgcHawZOymaS+teHBg0aGE2nKVJhmCU9X0p8fX1RWqqu7dC/tkhBhFRABxhmag8dOqSZEZOe/Tl27Bjatm1r8L41aZVItUiHDx/Gm2++qSo0AAybGuo7fvy4ZkcGq1evRufOnQ06ETJWSKhV6Hf27Fmrx8HJ3rwZ23PzVPMmRkdZPTCtpVI/z8CHny7FqP/TfjZHeV/SrykF7vxm165dQ3h4OHJycuRgSkk/mALu/HbK/MOvv/4qBz3GCpBMjWmmzPfor793716T3XMr11U2P1Ua0HsAft6pfR318vKyumOICxcN793Hz5wwmCdd1/WbJ9pDUVERgJo5ZIi7Y696LqTsZUqibE5irIYFuNN3v60s6VXoP//5D+Lj4+VpY+10tWpFlLVLpubp+/HHH+XXixcv1nxWwBG0uln/9ttv5dd+fn4G62gFTUBVr3dAVcmaPuXvay1j+19NNL+ICb169ao1o47rdDo8//zzAIDXXnsNqampBl3qmmJrj4XGSMcNoK751H/uxR4CA+/09jVx4kTNJoSW0qrVVQYSxkqKbaFsmuwsxmqhlQVB+tc2Y7XRjqAfNAGGgasU/JiqFf3yyy815wcHB8uvpWZd9nTo0CGzgZI1lMNnSIwVAkrPzCplZWWpMuOWyHLi7w0ACVNi8fennjD6vrI1iqnOZwRBwN69VePVWRsAKwt7pPP99OnTRpeXgjCtIMLUfVFZiKRFua5+81NJ40aNMaDPAM31hwwYojnflO82fGd+IQeLiooCUDOHDHF3Lg2ctm7digceeACtWrWCl5eXZimgvs2bN6Nv377w9vZGp06dsHTpUoen01GioqIwdOhQo+8r23brs8eNuXHjxibfLywsVNVw3Lp1S3M5S0tTLBn9Wlm6ffjwYbt2S2sJZbCkbKKklXk1VvotZaLsPYinVgbJ3sLDw2v1qOOuvAkpm4c5mrIk+fTp09XKuGoF2spSUGVzn+qyV7A6ePBgu2zHmH79+jl0++ZInfhIjAV/SsZqwJUZamubE1lCGuLCGl9//bXR97Qy4cYy5sqCOkuWN+byZcPAbPmqTKR+bntTYFN0wUEYM0K7cydrGXs+zRzlcSHd87RqqPQZa/prjDXn/IEDB+SAQmnLji24f/T9muuEtGpjVXoA4C/3/cXqdewpMjIS999/P7sfdxGXNtW7evUqevfujaeeesqiLnNPnDiB+++/H08//TSWLVuGjRs3YurUqdDpdBg7dqwTUmxfmZmZNje5a9SoEa5fv16tz7f1gmkrS9Kr9QyDM0lNWvR5e3urmjMBxpvFSc1dLAkUrdGuXTuzpfdiNSqc+vTpg2eeecb2DVC1/PLLL/JrZRMiHx8fo81UbaUslKlOU1dA+xks5XOSxpro2qK6g/BKrAkAbHmOwJLadUeqU6cOKisr5WljhV7uwFgzOlPsFUAbazVgLa3rcp9ePR3WVA8A/Fs0B1Bpdjl3Y69zWMv27duNDjuwfbf2/dhPMSaWpaRe9ToOn4hbN8rMLm8tv5BuuHnN+DU/JiYGYWFhtbqQ05VcGjhFRkYaDJpmykcffYT27dtjwYIFAKp6CNq2bRsWLlzokYHTtGnxKDh6HN98843V696sBOp6N3JAqlzr1B+Cy75XgH8Ais9rX9Rvw3B/3xKd+xvcFuuY/TxrH3EaMWKE/GzHU089VesvxDqdDomJiTh58iRyi6rX7NFaxmoU7R00AepCE2fUZLobS4d4AGyrObbluR97UgZNgGHnFe6kOs2X3dnDD9zvsHGcAOD8xUsAfB22fU9lrKXOD9k/GMzreFcHdO+i3XOvKbpmjdDg2gU0CTR85s8eKm7fwvmje4y+z+eaXMujOofIyclRdTkLAGPHjsVzzz1ndJ3y8nJVTYEjMiG2ulG3CS51fQyjXnvM1UkhD3G3BctU3jZfuty8eXM8+uij6NWrlxw4WdKcp6bR6XSq5g46nQ4LFizACy+8gNzC46jfqCkiXvqPi1NJRJ6ifmNfnD+yB/3DQs0vXA1rstYDHf+KNgMj0bJzX4d+lrVatmxpUedHjhAYEIBzJmq1GjT1k18P6DvQqvGbJM0beyO+hx8enDTFliTaTCro5HNNruVRgVNhYaFqoD0ACAoKwuXLl3H9+nU0amRYGj937lykpKQ4K4lWCfJrjNsH/oeDB6vXVIaUvGBrBwkBAYEoLj5nfkErtGjREhc1euBxFLGy0mRJlSQ+Ph7z5s1TPStXG0uxpAEe9b344ou48c77yPrxc3h51XV+wojII4kQUbT/JwS8bH6cvup4ZspEPP9FLry86qNxC/d6zuV2vfpo3MK2niWrq2FzfzSuMJ61vVJ4AhePVzX1fDx6os2f49/C8fdLZYsQAJg6dSqGDRvG55pczKMCJ1vMnDkTiYmJ8vTly5cNuj51laYN66N/O19s+sqy7oZrs4YNG+LGjRsO/YwiD9mmPUiDDIaGhiI+Ph5paWksxVLQ6XR4cNxIfPj+OHme/k2MiMhV+ob2QsKRo4hJ+Ierk+JWlEOhmNKjaw/07NbT5s8JDgzG3x76G1asXmHzNoyRxl2Li4tT3XO6deuGxx9/3O6fR9bxqO7Ig4OD5b7rJUVFRfDx8dGsbQKqHur38fFR/bkTdwni3N0991QNXlcbm5M5glS7JNW4sHceQ1IgGRsbi8TEREydOtXidRs2bOioZHk8Y9dqZ6tXr8aXG5KLPHR/JHRBgeYXrKZunTo5/DM8jaUds8ydNcfq8ZuUdEE6/HOqY4JWaRw4f39/xMTEAKgd4yt6Co8KnMLDww164NmwYYPRXlQ8QefOnV2dBJeyNvOiNTZSTaM1ZpS1lBl3qQOWESNGyPOUtUtS8MSLsrbnn39e7pDGUo89xucWjbHHIM32cPv2bVcnwaw2bSzvKtkVNcahoY59jsedmbp3JUyJdWjHEDWdZWMWVo8zmtrZShriISAgAPPnz0dSUhLmz5/Pe7SbcGngVFZWhvz8fLnXohMnTiA/P18eRG3mzJmYPHmyvPzTTz+N48eP4+WXX0ZBQQE+/PBDfPXVV/Iglp7IVQ9Q6ouKilJ1Cd9JrySrZ0/bq7RN6dvXsodapQEc7dGVqfScnHLAUVfSD5TMjecj1bqZ6sJfCpLi4+PlQV2l5VlyZZt///vfmvO1Mrf9+/d3dHJcOlaQVCJqC2WPftUZyFs5/k+7du1MLmuvYK1FixZ22Y6lXnnlFZPvKzPvxq6N9iiIMcbSMfxqIq3Au2ULP+cnBFB1RGFsfEF7svUzLF2vut3n+/p6Rm+D+vksSUVFhdwKhAWb7selgdPu3bvRp08f9OnTBwCQmJiIPn364PXXXwdQNaq1ciTq9u3b4/vvv8eGDRvQu3dvLFiwAJ988olHdkUOVH2/jz76yOxy9m7aojXw7ahRo/Daa68BqMps62fKlWO9DBli+Ujbxi4Mku7dzXcF6uvrK1e/b9myxeLPNuaJJ54AoD1wpyXsnSnWH1xXqpo35tKlS4iPj0d8fLzRZWJjY5GUlITk5GS5JLpz584subKCfo97S5Ys0Ryw+umnn5ZfS0GtJU1Kg4ODq5U+qfbVXNBgDXODYku0xjuztJRY+RmTJk0yupyy1lQ/OO3bty/uu+8+edrc+GYDBw60KG2AOtBQZvSCg4Nx8eJFg+Vbtmxp0XYdEUwrM+/GhhJo29b6LpOlWmrpGmmsibulAamytltiadCsX6vljNoIYyZOvNOZwPDhww3e9/OpyrBv27ETQqHjn3DVBQUi6aXnMeVvj8rz9McbBNTXCOk4VM5r3bq1VZ+r9RmOWE+rFlVrv+szN8RCUEAQ6tSpfvY3ODAYTz3+lEXLSs8VS+Lj47F48WKD5eLi4vDOO+8wWHJjLg2chg8fDlEUDf6WLl0KAFi6dCk2b95ssE5eXh7Ky8tx7NgxORPsiVJTU/HTTz+ZXa66A93q69ixo/xauik1b95cLrGMjo42uKnFxcXJr6WbqlZGQLntdu3aybWBxjKJxgacVXr66aflWpPHH3/cotovUyVb0gWsVatWmu+ba/Jiy0j3pnTt2lU1rRyUUSvDAQAJCQkIDQ3VHActMjISI0aMkC+8UgAQGhrKi7EV9Ev6wsLCMG7cONUyI0aMUJ0H06ZNA1DVNl0/sFX+Vj179lSN9aMsHFFmYkzVKvn4+CApKUn17FWfPn0QGxtr0YDiWswVdEg6dOhgMG/AgAFo0qSJ2XWV592vv/6qek95vCs7g9G/fsyZM0fVRNtc4Zly/cBA08+eKK9hyuEvFixYoLoOSpTNMk3t9ylTrO+6WGqNYWy7yn1gbLwpWwaLlQpvpGN7wIABmsvpF/oA2sfQ1KlTDc4HSws89c+5YcOGGV3W0U0HlYWG+kOjNGncCMdOVtXAzX5vEVI/z3BoWgBAFxyE5FdeQHPFIK4dNc5N5TUqKioKAHD//ffL85w1YHOXLl0AWF7YoNUqRH+/26KouAj/W/+/am9HF6TDrOdfw98mmG+arV+AER0dLec1lOd3WFgY79FuzqOecappEhISMGvWLLPLSaVcxtq7SxdCfcZuIvv375dfS01uLl26hG3btgEAtm3bJpckShkhZWmmVCKrlRF48skn5ZvuRx99hMGDBwMAxowZo5mW5cuXa85X1kSNGDFCznR6eXmpar+MseRB/oMHD2rO199v+plEZYm0FKSYY6rpgLSPJCNHjjT4bOkzpYx0cXExdDod5syZIzd3lNKh3xSPVf32I5XSDhkyBK1bt8bMmTNVgXZISIgqSE1MTER8fDwSExMxZ84c+Tj+29/+Jp/7w4YNk2t7gaqekySmnuk7ceIEEhISVJmiuXPn4r///a+8PVPH5l133WUwT6r9N1c7cvz4cc3tWVKQdfToUTltUo9RUjqlwCQ2NlZVuq+8xkVGRqrO0fj4eNx7770mP3PNmjXy64cfflh+rVUzmJubK79WdkbUrVs3zVodZdPa+Ph4i64HEv1zH1CXTKenpyMiIsJo7fKwYcPk81/ad/o16coM2+OPP474+HiD4Ea5H2JjY+XOY6TaQWM1qFr7Q7/Do+joaLkgR/k9LH0m68yZM0bTqk8ZZOl/R2t+F31SxrZz585ITExEYmKiwTky8x8JmPX8swCAWYkzkDAl1ubPs5Z/yztNSMeOuc/g/bNnzwKo+h5SAamyYMKSWhyt4N2S4Fe5nx566CEAQEpKChITE822rtAq5LCmhv2hCQ9pzn9y4hOIizEsBLGFLkiHZ5+q6iRiRMSdY0z/nq9sogwAq1atkgs1/+///k/ev+wAy/0xcHIhnU6navoTGxureSH5y1/+gqSkJLz99tsADDM1UuZKv/ZBKv0G7mSIAHUmZNCgQQCAHTt2YPbs2QCA2bNn48yZM4iIiMDHH38MQH3DGDp0KJKSkuSOLZQX1P79+8vdvwcEBMgXBqmkSd+MGTMQHx9v8L2VF/KAgAD5Jjtp0iS59mnq1KmqzJXSAw88gNhYwxvXsGHD5KDQWNCmH6AqM4nx8fEYOnSovK/Hjx8vZ1j0a46UpH2r5dy5O2NHRUZGYujQoXIGIz09HcCdkl0p0N22bRsEQUBYWJj8GykDLnKsv//97/j9999x3333QafTycda586dVTV9CxYsQGpqKhYsWICwsDD5OM/NzZULB1599VVVZkA6jiIjIw0yocrMYHp6OlJTU+Uu5YE7mVHpvDNVA6KfWRoyZIhcAyw1AVM2cVNmSqUMk3Lsr+XLl8sZNFOkGltlLYZ+4cTzzz+vKt3v37+/vI9nzJihKgTQDx61CpiUtcTKZmdaJdrKeXffrR5yWitTc/jwYQBV19igoCCj5+GOHTsM5mmVvM+fP18OqmfNmoXly5cjNDRU83o2YsQI+fyXghj9AiFlc/c6deogNTVVNbZhcHAwLl26JE8HBgYiNDQUSUlJcssDY89PaWWcW7duLac1NjYWixcvls+HhIQEg+WV+1TanrI5p/51WspM6z9n17dvX/TufWcwU/3x2bRqC6VCCnM1tNL7AQEBWLBgARYsWGAQ+PUP7Ymhg6qO6aGDBzq1c4jQu7shflLVvVCr+fvjjz+OpKQktGvXDosWLQJQdf2Qgm5lYYJ0b1PmJ5RNw5W1yvqBs3IfS+fvlClT5HWlQoHw8HAsWLBANVSMlhMnThikxRitpp8jR2ifi9dv3KhWj3r6ggODMfPv/1LtR+laL+0H5TE2bNgwPPPMM3KhZlhYmLyPauN4ip6GgZOLKS++zz//PObPn29QEtOtWzckJyfLF/nnn38egwcPlrtJlgKYGTNmqE5O6YYUHx+PF198UZ6vzGTUq1cPiYmJePHFF1U366SkJGzevFnOxClvGGFhYapnZ5SfqX8zkS4MUsZQKvVTXpxTU1Mxf/58zZLQhx56SJVJCggIkNd95JFH8Je//EV+T9r2Qw89hNDQUM1OQ7Zu3Yrc3Fyj3UtHR0cbtI9WBmcJCQkICgqSA8GjR4/KmQ5jTfj0gyH9wFcZMM+YMUPev4mJiXKQKGXmcnJyAFQFYqmpqQDuZJIHDRqEiIgIm5/dIvOkm5ry5qbT6eRjzdJS9NWrV0MURXmdHj16yJkY6XiPiYkx6HUzJSVFdZ4mJCRoZkil885Ur53ScSidT+3bt5czqVKzr507d8rLK5v2SDU8yozSrFmz8Mgj6kE/tTJh9913HyIiIlQ1x1LNSo8ePeTnypQZ6oCAAIN9rP8Mmv73Urrvvvvk/fv777/L8zMzM+VrU//+/TF48GA58x4dHS0HjtHR0dDpdPLvLn2fvn37yrVZeXl5yMzM1OyMQboG69eMKZvXRUdHIzExEaGhoXKB2tChQ+Wg45133jGoeVIeb9L+UhaMTZ06VTUtBTTKWs1Zs2apjqkXX3xRPn6k2ipjz5bqP7cxceJEvPPOO/Jv9fzzzxvUfsfHx2Pw4MFyk2tl0CYFPq+++qqcJqlwTaq5jYqKQkREhKpgEKhqvjlixAhVBjQ+Pl7+rl5eXkhMTFQdi++//75c4q+/b61t7hrQogUC/qz5CVDUADmDLjgIyS89h6Tnn0VnvXuo1HQ3OTnZ4D6fnp6uKgQFoOr+WiI1DY+IiMDVq1fl+b///ru83+Lj41WFBtJ9s3PnzpoBM3DneDBGelZ3zpw5csGtdA7qFzTrH4sAsP/Afjz56BMG86sz8K0WXWAw4h57CoIgAKgKjKQmyRMnTjTYx6+++qpB0CkVVtTmnio9hljLlJaWigDE0tJSVydFFEVRzM3NFQGI8fHx4tmzZw3mAxBzc3NFURTFs2fPiklJSarllMvm5uaK69atk9fLyMiQ5ys/JyYmRl4GgJiUlCSKoiivu27dOs1t65PSI60nfQetdObl5YkRERHiDz/8oFpHf7vScsuXLxcjIiLEvLw8g++uTJNyP7355pvy91amPTY2VpwxY4YIQJw1a5acLuW+kv7i4+MN5kVGRqq+X1JSkur9hIQEMSIiQvziiy8M1tFKj5ROKW3630lJSuMrr7wiAhCjoqIMvgc5j7Fz0Nh8fcpj7t///rfm+b1s2TL5PDx79qzqmFSe48rz1FS6EhMTDc77+Ph4eTvSdWLdunXyeTJw4EARgBgXF2dwPVG+Vs6T0hsdHa2al5SUJObl5cnfIzc3Vzx79qz8WQDEGTNmGKRdSl9MTIzR64okMTFRdU726tVLBCB26tRJ9ZlSWmbNmiWfR9LvoH+eKteRPlN6T7nPlNs6e/asmJeXJw4ePFiMjY0V4+PjxcTERHl96bfV+ktMTJS/j7HrgfL3lLarfx2Wvo+UPuW08lhT/h7Gjinpuw0dOlQEIHbt2lWVZmk/DBkyRP5sU+nX/y7KYzs+Pl71W2ilSev4UF5H9c8F5XeQfh/940qZHukciYmJEfPy8sTExEQxMTFRzMvLMzj2pN9CWic3a5WYu+F/Va83Zoni+d+d+1d0QhR/PyyePX3S4Jqhtd+07vPGzm3lcSPtT+U5r39vVp77ymP0hx9+UN3XpW3GxsYanA/K31T/uFFuV/qus2fPVq0/Y8YM8feTv4vbvtlqsO3t3/8sXj99zW5/V4+ViTP//i/VZ0jHhbSf9c85ci/WxAYMnFzMXDBkyUmmf6PXutgbC66UGXCtm50lGUJLM43G0mwtrcApPj7e4KKsTJe5m4W0jby8PHHq1Kmq+VoZXP2bsXJ70nakm4HywpmUlKQKsKRtGtsf+hk1KS3GMhPk3vLy8sRhw4apghKtzLHyfFKe06aCbHP0rynKQEL/PJEyIfqZcOnGbywgkr5j3759DdKoTLd+4UNsbKxBeq25ruifk/pBoanMozKjqJ9OY2nS2meWnJP61xyt67C5NJjaB8oASlpf+n4PPfSQ0c/Q+jz930h5PMTGxqruMfrBpy0FCfoBnLl9YMk9Uv87JCUlWfT7WnMvO3v2rJj0f7PEs7k/iWf3/SImvfS8ePZArssCJ/FWuclMurH7vNa5rbzuGPvNtLatXxBs6rOlz9cPniw99rWOe+l7VJRXiEe3/Cb+M+4f4oTICQ4NnI5u+U18beZrBtcgY9dAci8MnExwt8DJGP3MkrllrQlulBcpS2uX7M1egZOlNzqtz9PPxEjvaV2A9T/DklJ/U7UA+jc1cwG0lAZjNXXkGfQzchEREVbXHNp67lhS4qlVo6JfU6R/nJo6t4wVwmiVXFeXVqZb69zVT581gZMWa5bXv+ZINcj639+WDLzWZxirTdL/DGO/l/QbSUG+sUBUfx9aQusYMBfM6a9v7njWKuSqzr416lZ5VdBSdML5AZNG4CR9d3PHvv6+suZeqhUcmduGqd/U2P3YUlrrV5RXiGWHLotXj5WJ27//WQQgPvX4U+LxXcfsHjiVHbosZn2XJR/Lll4ryT1YExsYH/qaXEp6sNzSZfUfhDW3zPPPP4+MjAxVG3ljzww4QnU+S7muJd/d1HYSExNRVlaGpk2bymnRf04lICDA4DOkZfT3n3I5Y2lT9nInfaapZZP+bPc8duxY7Nmzx4ZvSu4iISEBFRUVmD17NmbNmoW///3vVp8Dtp47WsedOdKxL62jdZxqpcfYPOW6yo5xLH02zFxa9belde7q69Gjh+rZQGdeB0eNGoXMzEyjz4baQrquSa+V1xBjnyE9m6H/vvQbSc9j+Pv7a+4b/X1oidTUVFWnOT/88ANefPFFeftaadJKv6njWfkdpOfFAMOOI2oic/cU/X1m7TEnPV9pzTakTkZMDWQfGxuLwMBAm65v8fHxSEtL03w/ODAYrz33KuJi4uzaMYSS9PyV1DGWJddK8kBOCOTciqfUODlabSv5sKaUUVlyZW2TA0dzSGkpOZU1TbucTaspmqOYa9Zj6/YsqYm253lkbZNC5XMxxmpwnM3SGm97Hg/GmjybS5O1nHKtlmqczh6tqvlxxd/Zo6oaJ0ex9Xdxxu+t31JHqnEqO3xFvHqszGF/ZYeviGWHLou7duxyi/OZrGdNbOAlin927VRLXL58Gb6+vigtLTU6GnptIAgCUlNTNUuNajtBEPDuu+8CgNzDlNYy3H9kiz179qBfv37Izc2Ve3qrjex9DnnSOSkdA+vWrUNOTo7bptnRx+r69esxbtw4rFu3zuIBca3llPOt4jZw/gxw+5Zjtm+pevUB/xCgrvs1JkpOTlZ1g5+UlOTwmr/K25UoP3UdlTcrHfo5AFCnQR1cbFCCj9M/dtvzmYyzJjZg4ERE5EQMnMhTgjxHp9MZ54LT9nXFbUB0fAbdJK86bhk0AVW/w4cfflitZsq2qLxdCTjjZ6kD1KnHEX48FQMnExg4EZEreUqmmcjReC7ULs6oYSSyBQMnExg4ERERETkXa9vJXVkTG7BekYiIiIgcir3KUU3AGiciIiIiIqqVWONERERERERkRwyciIiIiIiIzGDgREREREREZAYDJyIiIiIiIjPcInD64IMP0K5dOzRs2BCDBg3Czp07jS67dOlSeHl5qf4aNmzoxNQSEREREVFt4/LA6csvv0RiYiKSkpKwZ88e9O7dG2PHjsW5c+eMruPj4wNBEOS/U6dOOTHFRERERERU27g8cHrvvfcwbdo0PPnkk7j77rvx0UcfoXHjxvj000+NruPl5YXg4GD5LygoyIkpJiIiIiKi2salgdPNmzeRm5uL0aNHy/Pq1KmD0aNHIycnx+h6ZWVluOuuuxASEoIJEybg4MGDzkguERERERHVUvVc+eHnz59HRUWFQY1RUFAQCgoKNNfp2rUrPv30U4SGhqK0tBTvvvsuhgwZgoMHD6JNmzYGy5eXl6O8vFyeLi0tBVA12BUREREREdVeUkwgiqLZZV0aONkiPDwc4eHh8vSQIUPQvXt3pKam4s033zRYfu7cuUhJSTGYHxIS4tB0EhERERGRZ7hy5Qp8fX1NLuPSwMnf3x9169ZFUVGRan5RURGCg4Mt2kb9+vXRp08fHD16VPP9mTNnIjExUZ6urKzExYsX0bJlS3h5edmeeDu5fPkyQkJCcObMGfj4+Lg6OTUO969jcf86FvevY3H/Ohb3r2Nx/zoW969judP+FUURV65cQatWrcwu69LAqUGDBujXrx82btyIqKgoAFWBzcaNG/Hss89atI2Kigrs378f48eP13zf29sb3t7eqnl+fn7VSbZD+Pj4uPzAqcm4fx2L+9exuH8di/vXsbh/HYv717G4fx3LXfavuZomicub6iUmJmLKlCno378/Bg4ciPfffx9Xr17Fk08+CQCYPHkyWrdujblz5wIA3njjDQwePBidOnVCSUkJ5s+fj1OnTmHq1Kmu/BpERERERFSDuTxweuyxx1BcXIzXX38dhYWFCAsLw7p16+QOI06fPo06de50/nfp0iVMmzYNhYWFaN68Ofr164ft27fj7rvvdtVXICIiIiKiGs7lgRMAPPvss0ab5m3evFk1vXDhQixcuNAJqXIOb29vJCUlGTQnJPvg/nUs7l/H4v51LO5fx+L+dSzuX8fi/nUsT92/XqIlfe8RERERERHVYi4dAJeIiIiIiMgTMHAiIiIiIiIyg4ETERERERGRGQyciIiIiIiIzGDg5EIffPAB2rVrh4YNG2LQoEHYuXOnq5Pk9ubOnYsBAwagWbNmCAwMRFRUFA4fPqxaZvjw4fDy8lL9Pf3006plTp8+jfvvvx+NGzdGYGAgXnrpJdy+fduZX8VtJScnG+y/bt26ye/fuHED06dPR8uWLdG0aVM8/PDDKCoqUm2D+9e4du3aGexfLy8vTJ8+HQCPX2tt3boVDzzwAFq1agUvLy9kZmaq3hdFEa+//jp0Oh0aNWqE0aNH48iRI6plLl68iJiYGPj4+MDPzw9xcXEoKytTLbNv3z7ce++9aNiwIUJCQvDOO+84+qu5BVP799atW3jllVfQq1cvNGnSBK1atcLkyZNx9uxZ1Ta0jvl58+apluH+1T5+n3jiCYN9N27cONUyPH6NM7d/ta7FXl5emD9/vrwMj1/jLMmT2SvPsHnzZvTt2xfe3t7o1KkTli5d6uivp00kl1ixYoXYoEED8dNPPxUPHjwoTps2TfTz8xOLiopcnTS3NnbsWPGzzz4TDxw4IObn54vjx48X27ZtK5aVlcnLREREiNOmTRMFQZD/SktL5fdv374t9uzZUxw9erSYl5cnrl27VvT39xdnzpzpiq/kdpKSksQePXqo9l9xcbH8/tNPPy2GhISIGzduFHfv3i0OHjxYHDJkiPw+969p586dU+3bDRs2iADE7OxsURR5/Fpr7dq14muvvSauWrVKBCCuXr1a9f68efNEX19fMTMzU9y7d6/44IMPiu3btxevX78uLzNu3Dixd+/e4o4dO8SffvpJ7NSpkzhx4kT5/dLSUjEoKEiMiYkRDxw4IC5fvlxs1KiRmJqa6qyv6TKm9m9JSYk4evRo8csvvxQLCgrEnJwcceDAgWK/fv1U27jrrrvEN954Q3VMK6/Z3L/Gj98pU6aI48aNU+27ixcvqpbh8Wucuf2r3K+CIIiffvqp6OXlJR47dkxehsevcZbkyeyRZzh+/LjYuHFjMTExUTx06JD473//W6xbt664bt06p35fURRFBk4uMnDgQHH69OnydEVFhdiqVStx7ty5LkyV5zl37pwIQNyyZYs8LyIiQpwxY4bRddauXSvWqVNHLCwslOctWbJE9PHxEcvLyx2ZXI+QlJQk9u7dW/O9kpISsX79+uLXX38tz/v1119FAGJOTo4oity/1poxY4bYsWNHsbKyUhRFHr/VoZ8xqqysFIODg8X58+fL80pKSkRvb29x+fLloiiK4qFDh0QA4q5du+RlsrKyRC8vL/GPP/4QRVEUP/zwQ7F58+aq/fvKK6+IXbt2dfA3ci9aGU99O3fuFAGIp06dkufddddd4sKFC42uw/1bxVjgNGHCBKPr8Pi1nCXH74QJE8SRI0eq5vH4tZx+nsxeeYaXX35Z7NGjh+qzHnvsMXHs2LGO/koG2FTPBW7evInc3FyMHj1anlenTh2MHj0aOTk5LkyZ5yktLQUAtGjRQjV/2bJl8Pf3R8+ePTFz5kxcu3ZNfi8nJwe9evVCUFCQPG/s2LG4fPkyDh486JyEu7kjR46gVatW6NChA2JiYnD69GkAQG5uLm7duqU6drt164a2bdvKxy73r+Vu3ryJjIwMPPXUU/Dy8pLn8/i1jxMnTqCwsFB1vPr6+mLQoEGq49XPzw/9+/eXlxk9ejTq1KmDX375RV5m2LBhaNCggbzM2LFjcfjwYVy6dMlJ38YzlJaWwsvLC35+fqr58+bNQ8uWLdGnTx/Mnz9f1QyH+9e0zZs3IzAwEF27dsUzzzyDCxcuyO/x+LWfoqIifP/994iLizN4j8evZfTzZPbKM+Tk5Ki2IS3jijxzPad/IuH8+fOoqKhQHSQAEBQUhIKCAhelyvNUVlbiueeewz333IOePXvK8x9//HHcddddaNWqFfbt24dXXnkFhw8fxqpVqwAAhYWFmvteeq+2GzRoEJYuXYquXbtCEASkpKTg3nvvxYEDB1BYWIgGDRoYZIqCgoLkfcf9a7nMzEyUlJTgiSeekOfx+LUfaX9o7S/l8RoYGKh6v169emjRooVqmfbt2xtsQ3qvefPmDkm/p7lx4wZeeeUVTJw4ET4+PvL8f/7zn+jbty9atGiB7du3Y+bMmRAEAe+99x4A7l9Txo0bh+joaLRv3x7Hjh3Dq6++isjISOTk5KBu3bo8fu3o888/R7NmzRAdHa2az+PXMlp5MnvlGYwtc/nyZVy/fh2NGjVyxFfSxMCJPNb06dNx4MABbNu2TTU/Pj5eft2rVy/odDqMGjUKx44dQ8eOHZ2dTI8TGRkpvw4NDcWgQYNw11134auvvnLqxak2SE9PR2RkJFq1aiXP4/FLnujWrVv461//ClEUsWTJEtV7iYmJ8uvQ0FA0aNAACQkJmDt3Lry9vZ2dVI/yt7/9TX7dq1cvhIaGomPHjti8eTNGjRrlwpTVPJ9++iliYmLQsGFD1Xwev5YxlieradhUzwX8/f1Rt25dg15FioqKEBwc7KJUeZZnn30W3333HbKzs9GmTRuTyw4aNAgAcPToUQBAcHCw5r6X3iM1Pz8/dOnSBUePHkVwcDBu3ryJkpIS1TLKY5f71zKnTp3Cjz/+iKlTp5pcjsev7aT9YepaGxwcjHPnzqnev337Ni5evMhj2kJS0HTq1Cls2LBBVdukZdCgQbh9+zZOnjwJgPvXGh06dIC/v7/qesDjt/p++uknHD582Oz1GODxq8VYnsxeeQZjy/j4+Di9QJeBkws0aNAA/fr1w8aNG+V5lZWV2LhxI8LDw12YMvcniiKeffZZrF69Gps2bTKoHteSn58PANDpdACA8PBw7N+/X3WzkW72d999t0PS7cnKyspw7Ngx6HQ69OvXD/Xr11cdu4cPH8bp06flY5f71zKfffYZAgMDcf/995tcjsev7dq3b4/g4GDV8Xr58mX88ssvquO1pKQEubm58jKbNm1CZWWlHLSGh4dj69atuHXrlrzMhg0b0LVr11rTDMcYKWg6cuQIfvzxR7Rs2dLsOvn5+ahTp47cxIz713K///47Lly4oLoe8PitvvT0dPTr1w+9e/c2uyyP3zvM5cnslWcIDw9XbUNaxiV5Zqd3R0GiKFZ1R+7t7S0uXbpUPHTokBgfHy/6+fmpehUhQ88884zo6+srbt68WdU16LVr10RRFMWjR4+Kb7zxhrh7927xxIkT4po1a8QOHTqIw4YNk7chdX05ZswYMT8/X1y3bp0YEBBQa7tz1vfCCy+ImzdvFk+cOCH+/PPP4ujRo0V/f3/x3LlzoihWdS3atm1bcdOmTeLu3bvF8PBwMTw8XF6f+9e8iooKsW3btuIrr7yims/j13pXrlwR8/LyxLy8PBGA+N5774l5eXlyr27z5s0T/fz8xDVr1oj79u0TJ0yYoNkdeZ8+fcRffvlF3LZtm9i5c2dVd84lJSViUFCQOGnSJPHAgQPiihUrxMaNG9eK7oZN7d+bN2+KDz74oNimTRsxPz9fdU2WesPavn27uHDhQjE/P188duyYmJGRIQYEBIiTJ0+WP4P7V3v/XrlyRXzxxRfFnJwc8cSJE+KPP/4o9u3bV+zcubN448YNeRs8fo0zd30QxaruxBs3biwuWbLEYH0ev6aZy5OJon3yDFJ35C+99JL466+/ih988AG7I6+N/v3vf4tt27YVGzRoIA4cOFDcsWOHq5Pk9gBo/n322WeiKIri6dOnxWHDhoktWrQQvb29xU6dOokvvfSSahwcURTFkydPipGRkWKjRo1Ef39/8YUXXhBv3brlgm/kfh577DFRp9OJDRo0EFu3bi0+9thj4tGjR+X3r1+/Lv79738XmzdvLjZu3Fh86KGHREEQVNvg/jVt/fr1IgDx8OHDqvk8fq2XnZ2teU2YMmWKKIpVXZL/3//9nxgUFCR6e3uLo0aNMtjvFy5cECdOnCg2bdpU9PHxEZ988knxypUrqmX27t0rDh06VPT29hZbt24tzps3z1lf0aVM7d8TJ04YvSZL45Ll5uaKgwYNEn19fcWGDRuK3bt3F+fMmaPK+Isi96/W/r127Zo4ZswYMSAgQKxfv7541113idOmTTMoYOXxa5y564MoimJqaqrYqFEjsaSkxGB9Hr+mmcuTiaL98gzZ2dliWFiY2KBBA7FDhw6qz3AmL1EURQdVZhEREREREdUIfMaJiIiIiIjIDAZOREREREREZjBwIiIiIiIiMoOBExERERERkRkMnIiIiIiIiMxg4ERERERERGQGAyciIiIiIiIzGDgREVGN9cQTTyAqKsrVySAiohqgnqsTQEREZAsvLy+T7yclJWHRokXgOO9ERGQPDJyIiMgjCYIgv/7yyy/x+uuv4/Dhw/K8pk2bomnTpq5IGhER1UBsqkdERB4pODhY/vP19YWXl5dqXtOmTQ2a6g0fPhz/+Mc/8Nxzz6F58+YICgrCxx9/jKtXr+LJJ59Es2bN0KlTJ2RlZak+68CBA4iMjETTpk0RFBSESZMm4fz5807+xkRE5EoMnIiIqFb5/PPP4e/vj507d+If//gHnnnmGTz66KMYMmQI9uzZgzFjxmDSpEm4du0aAKCkpAQjR45Enz59sHv3bqxbtw5FRUX461//6uJvQkREzsTAiYiIapXevXtj1qxZ6Ny5M2bOnImGDRvC398f06ZNQ+fOnfH666/jwoUL2LdvHwBg8eLF6NOnD+bMmYNu3bqhT58++PTTT5GdnY3ffvvNxd+GiIichc84ERFRrRIaGiq/rlu3Llq2bIlevXrJ84KCggAA586dAwDs3bsX2dnZms9LHTt2DF26dHFwiomIyB0wcCIiolqlfv36qmkvLy/VPKm3vsrKSgBAWVkZHnjgAbz99tsG29LpdA5MKRERuRMGTkRERCb07dsXK1euRLt27VCvHm+bRES1FZ9xIiIiMmH69Om4ePEiJk6ciF27duHYsWNYv349nnzySVRUVLg6eURE5CQMnIiIiExo1aoVfv75Z1RUVGDMmDHo1asXnnvuOfj5+aFOHd5GiYhqCy+RQ6oTERERERGZxKIyIiIiIiIiMxg4ERERERERmcHAiYiIiIiIyAwGTkRERERERGYwcCIiIiIiIjKDgRMREREREZEZDJyIiIiIiIjMYOBERERERERkBgMnIiIiIiIiMxg4ERERERERmcHAiYiIiIiIyAwGTkRERERERGb8fzPLVGmpXFMDAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "markdown", - "id": "aware-width", - "metadata": { - "id": "aware-width" - }, - "source": [ - "### 5.1. Create mock light curves\n", - "Create 10 light curves with 60 Gaussian flares at random position of 2000 bins. This is neither part of the repository nor useful physics but included for illustrative purposes." + "data": { + "image/png": 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\n", 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" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "code", - "execution_count": 19, - "id": "crude-algorithm", - "metadata": { - "id": "crude-algorithm", - "outputId": "e0896ca1-2713-482b-c67c-5353a78e5700", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - } - }, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" - }, - "metadata": {} - } - ], - "source": [ - "time = np.arange(\n", - " 0, 2000, 1\n", - ") # e.g. daily binning for 12 years = 4380 days of observation\n", - "N_b = len(time) # number of bins\n", - "flux = np.ones(N_b)\n", - "rel_flux_error = 0.1 # flux error ~ 5%\n", - "rng = np.random.default_rng() #ranodm number generator object\n", - "noise = rng.normal(0, 0.07, N_b) # white noise backround with strength\n", - "#noise = np.random.normal(0, 0.07, N_b)\n", - "\n", - "# maximum values for gaussian flares\n", - "amp_max = 100\n", - "cen_max = 4380\n", - "wid_max = 40\n", - "\n", - "\n", - "def gaussian(x, amp, cen, wid):\n", - " \"1-d Gaussian: gaussian(x=data, amp, cen, wid)\"\n", - " return (amp / (np.sqrt(2 * np.pi) * wid)) * np.exp(-((x - cen) ** 2) / (2 * wid**2))\n", - "\n", - "\n", - "def rand_gauss(x, amp_max, cen_max):\n", - " \"random 1-d Gaussian\"\n", - " \"takes maximum values for parameters and multiplies each with uniform random number [0,1) ... 0 aba kee1\"\n", - " \"https://numpy.org/doc/stable/reference/random/generated/numpy.random.random.html\"\n", - " amp = rng.normal(1) * amp_max\n", - " cen = rng.normal(1) * cen_max\n", - " wid = amp * 0.25 # assume that flares are self similar; always same shape\n", - " return gaussian(x, amp, cen, wid)\n", - "\n", - "\n", - "lc_array = np.zeros(10, dtype=object)\n", - "for lci in range(10):\n", - " flux = np.ones(N_b)\n", - " for _ in range(60):\n", - " flare = rand_gauss(time, amp_max, cen_max)\n", - " flux += flare\n", - " flux += noise\n", - " flux_error = flux * rel_flux_error\n", - " lc = LightCurve(time, flux, flux_error)\n", - " lc.get_bblocks()\n", - " lc.find_hop(\"flip\")\n", - " lc_array[lci] = lc\n", - "\n", - " plt.figure(lci)\n", - " lc.plot_lc()\n", - " lc.plot_bblocks(zorder=100)\n", - " lc.plot_hop()\n", - " plt.xlabel(\"Time\")\n", - " plt.ylabel(\"Flux\")" + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "markdown", - "id": "unavailable-porcelain", - "metadata": { - "id": "unavailable-porcelain" - }, - "source": [ - "### 5.2. Create LC_Set" + "data": { + "image/png": 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\n", 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" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "code", - "execution_count": null, - "id": "roman-consensus", - "metadata": { - "id": "roman-consensus", - "outputId": "52130e3b-ff54-4c73-891a-0e7acf63ec3d", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 328 - } - }, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "Text(0.5, 0, 'asymmetry measure')" - ] - }, - "metadata": {}, - "execution_count": 13 - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": {} - } - ], - "source": [ - "lcs = LC_Set(lc_array, block_min=2) # single block flares do not resolve asymmetry\n", - "lcs.plot_asym()\n", - "plt.legend()\n", - "plt.ylabel(\"probability density\")\n", - "plt.xlabel(\"asymmetry measure\")\n", - "# for histogram binning see https://docs.astropy.org/en/stable/api/astropy.visualization.hist.html" + "data": { + "image/png": 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\n", 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" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "code", - "execution_count": null, - "id": "worthy-chester", - "metadata": { - "id": "worthy-chester" - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "reduced-diagram", - "metadata": { - "id": "reduced-diagram" - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "id": "southern-recommendation", - "metadata": { - "id": "southern-recommendation" - }, - "source": [ - "# APPENDIX" + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "markdown", - "id": "breeding-interest", - "metadata": { - "id": "breeding-interest" - }, - "source": [ - "### A1: Find significant fluctuations with respect to threshold\n", - "1. flux_buffer
\n", - "Set every flux bin under threshold to threshold before initializing light curve object and then apply Bayesian blocks\n", - "\n", - "2. get_bblocks_above
\n", - "Create Bayesian blocks for light curve but set every block that is under threshold to threshold\n", - "\n", - "-> detect significant variations wrt threshold = flares?\n", - "\n", - "ATTENTION! This returns artificial flux values! Use cautiously if at all.." + "data": { + "image/png": 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ffIjp82eYDIT2HdqHU2dPAQDOnD+DbtGPKvP+9doUxMXGOSXPnsqlvcO99dZbiImJQYMGDXD9+nUsW7YMGzZswNq1a12ZLSIip0lISMCFCxew+7b2/aRJk/DbsRs4WaB9rzuQqr7d+/Y7IYfkrkSNiNSlqYiLjYMQIrg6O0QWEbM1SPp4LlK+W4ZBA/pBCA1xdZYc4psV3wIAFi9bjFu3b+HDt2cY/E5Tvl+EvIIq8K8RiG9WfIMKFSoAFbRNPbp06gIhREDR/SKn591TuLQkKCcnB88//zxatGiB3r17Y+fOnVi7di369u3rymwRETmNIAiIiopS3oeHh6N+vXrKe3PjBjVv0shgWu7lK3bNH7kv3VIhVpOjskLU5CDlu2UAgPkLF2HSu++X2RIh+Xd39uI5AEDK9ykYMykeALBx20Yl3YqVK4yWCA2JGay8HvXsKNV7ewyWmpubi6SkJGRmZrK3OCNcGgSlpqbizJkzuHv3LnJycvDHH38wACIij1e9enWL0v21J9Ng2vFTp23eLm+kyy5Wk6OyaMl/0zBvYQpETY6rs2I1USNi+vwZmPHJh7gkXgIAbNu1HYeyDhlNv3jZYoPfp26gE9kqwi6BjyiKmDdvHgDg+PHjmDZtGg4dOsTe4oywKQgy13MRdzARkXXy8/NtWq5TuyiDaev/3GJzPuQbaXN12Mk95F3Jw1dsNE1uztK2P2WxBDs7JxuLly0GANy8fdOiZfR7j9N97+/nb3NeRFHEpEmTkJCQgDfeeANLly4FUHxtuXr1KgDzHe14IpvaBLVv3x7Lli1TVeEAtAP7vfzyy9zJRERO4OvjYzCt16OPlHq9i5ctRkSrtsjNy2V7Ezd18sxJ5Qbsq6Wpqmo0RO5At+2PqMnB2BdHYuHX32Pbzt0GafPKYBCka3fmLovSyb3ImXpvK93SH10ff/wxgOJgKDk5GRERERAEntMBG0uCevTogYcffhgfffQRAODmzZsYNWoURo4cibffftuuGSQi8mSOfqhkqgrcdz98z+pVbuz8xQvK68XLFuPk6ZMASj9OCZG96Lb9SfluKTbv2IWU75biwJGsEpYse7JOHLVpufxr+cWvC/JNpjNHFEUkJxsfJPv69euq99YOwF3e2RQEffnll/jxxx/xySef4NFHH0VkZCQyMzPx119/YcKECfbOIxGRx8rLs+6m1trqcKbakuw5sMeq9diTqMlB0pxPy2Q7AWdZlrZM9X5l+ioA9nuyTFRauZfVx+LyH1eZTPvjz78i88DBcttttim6DzP2Hd5v00MMURSRkpJiz2x5DJs7RoiJicHQoUOxZcsWnDt3Dh999BHatGljz7wREZV7uoOlBgYGGlRTkOtyGyyXrUH6unUG00tTHc5dShHEnFxMm/cZxBxWrTZFP2jdtG2Ti3JCZFzeZfW5a+tO01XGVv6SjkNZxzFt9nyPevixe19x1cBvVnyDPzatQ52QOgAsOx+bKwXStXp18SCsycnJLA36m01B0MmTJxEdHY2ff/4Za9euxZtvvolBgwbhzTffxP379+2dRyKicksURWRkZAAwHgSdP3/e6HL7D2dh61+Gdett9elXn+HzxV/YbX3kGO4SqBLZ29WCAldnwek6RHZQXo96dhRejx+PoNraHuIsKdW1tBRo167iADQlJYVB0N9sCoKioqLQqFEj7Nu3D3379sX06dORkZGBtLQ0PPTQQ/bOIxFRuWWszc+tW7eU10ePHjV6wUr7+Vej69v61y6bqpOsWLkCv2X8ZvVy5Fwl3RitSl/Fnv2oTMovuKZ6b2nPcmWZr4+v8jqyVQQ7oXEym9sErVixAv7+/sq0Ll26YO/evWjfvr298kZEVO7ptvl58OABAG3gI1u9erXR6g5DH3/M6PqWp61C8rdL7JxLKitWr/mJnVmQS4nZGkx6dxqW/jfNquXS12mrBcvdZYuaHLeuHmdLqeyKlStMPqQoTRfZZBubgqCRI0cane7r64vUVI5bQERkiQeFRdhyEWg16BX4hjbCjRs3IIoiWrRooaQZPHgwEhISDJa9bKKtUIumTTDksf4WbV/UiCWONcPqV+5h36F96PePfjh41PhAjETuQO4We97CRUhfl2HVslv/0lbZSv52iduX/lhy7jRm7YbfVA8prt+4biZ1yTgkTenYNE7Qd999Z3Kel5eXySCJiIiKXbxyEyfv+sO/YWvcu5GP03t/R7JvDqo376GkadGihbad0IN7qmX/+9MvRtd59MRJFBVJFm3/YNZBZawZU9jbmHs4cuwI/tyxGV5eNvdnRORwut1i22rlL+mYOvE1O+XIMbJzsvHTmp9sWvbTrz7Dh2/PAAAcP3UcqFwXgPVdZIuiiAULFtiUh/nz5yM4OBiTJ0/26DGDbAqCxo8fr3p///593Lp1C1WqVEH16tUZBBERWeHQqgUoOJ+llPp8k1FcHc7X19cgfeaF63jQOR49WscazCsqvA/xZslBkKVPMlelr0L3Lt1ZV93F5BukTdvZCxyVf7rda+t3tV3WrVi5AgN69UfqklT8uWMzwge+DADYsHUDXh71ssXrEUUR6enpNuVhyRJtlekzZ84gLCzMY4Mhmx4pXb16VfV348YNHD16FF27dsXy5cvtnUciIo8QHh4OQRDg4+ODatWqmkx37uod3EUlnN22WvV3YfcaVPULwunckqtYWPokk21M3EP+NW3PWW3CSx6KglUYqazblXkAKX+3bdTvatsdlPY39vWyr/Hnjs3o9nA3ZVqPLj0AAJUrVwGgrTrn6E5O0tLSMG/ePI/tLc5u5erNmjXDrFmzDEqJiIjIMnl5eRBFETV8fFCtWjUAwPr16w0uUAXXrkMqLMTpP/+j+ju7VTsWxPZd9h3o9J9TxmHfoX12XSfZpqZvzRLTLEvjw0hyLrknN3uV2lwURaT9ssYu67InUSNi+rzp2HNgb6nWs/Hvcb0CAwKVaU0aNQEAVKlcGYC2xIgPoBzLpupwJldWqRIuXbpkz1USEXmM1NRU1KtXDw26PYtCVEBwy2jsPnoe+/fvh9C7p5Lu2vXrkCTTVd4e7mi+l05rG/VmHszEkWNHENk60uJlyH5EjYiMLdpG5pfEkq+xndtxqApyDjFbgzlf/B80uZex9L9pGDowxi7r3bk30y7rsbfsnGzM+ORDdI/ubpf17dy3EzWiBlq9nCiKmDdvnl3y4MlsCoJ++kldhUKSJIiiiM8//xyPPGL7aOVERJ4sLi4OCQkJ+Ov8HdxHZUQNfwcP7t5WdaNtCT8j7Yh0Zedkl9ghArmP7JxsbPr7yfGZC2dKTM+udslZRE0O5i1cpLxP+8W2Nir6dmXut8t6HKVDZAds3Lax1Os5f/E8wqO0r1elr0bf7n1LXEYURSQlJWHp0qWl3r6nsykIGjJkiOq9l5cXgoKC0KtXL8ydO9ce+SIiKvf0uzeNioqCIAh4CCK+3J6MowWV0KzPC7h61XyViIjWLbH/0BHlfcH10nW76mq5V66o/ifrnL1wztVZILIrMVuD5G+XIOGFERBCQ1ydHdUgp/bSLfrREtOIoog333xT6djAXubNm4fZs2d7XOcINrUJKioqUv0VFhYiOzsby5Yt87gdSERkK/0gqFatWgCAOXPm4Ldf/4fCe3cAAL/++qsq3Y2bt1Tvo9q0Vr1318EFLSGKIjb/tRsAsPmv3R7bYFdmy3gkGZutG5+FyN25y8CpcocI12/a/0HTpm1/AgDu3b9vMC87NxvTPpiG/fv32z0AAoClS5d65LnWrm2CiIjIclf1BjzVf2/KX3v2AiGdlPeHjx5Tzb+pFySVJcmLvsL0BQsBANMXLETFmrWR9P4HLs6V69hSdfHoyaPYd2gf23CRw8glM9GdOjh8W0v/m4aAvx8QudLJy9fx3/MP0OGF6dhTwRcdXphul/XWCKyHezfzMSRmMESNiKsFxdcBOejKzs3G+9Pfd0gA5MksDoImTpxo8UrZWIuIqGQ//fQT0Ki4Ueyvv/6KV155BZMnT8ahQ4dw6O/aYI899phqubAGDbD/bvH71uEtcP3GDZy6qC1Zun3njt3z6qzxghLGjEbhtcuYvmAhpo4fi4Qxox26vfIoOycb23ZuYxBEDiOXzCxZ+JnDt5W+zj1KNg9r8qF5UAX3bl3D5VvX7Lbee+cO48rJvQh8IgmpS1NxMq+yMu+tGW9j0exFSP1B+yBEtx1QzTrN0Lj700ApB1C+cjIT53b8r1TrKKssDoL27rWsO0AvLy+bM0NE5ElMnS8FQUBkZCQOZRwAUFxNTla9WlVAJwg6d+Eijp44hcrVtPXUT5w+bfe8rl7zE6a8OsXhQZAgCOj6kPbpcteHOnh8FWtbxyOxduBFIiqZl1SEA//52O7r7R7dHaHBoYiLjcPR1Vtw/IR2wOxDWYewbdc2fP2fbwBANThq7WbtEdisI/JO2D4kgm9IQ1TzD2YQVJKMjAycOnUKYWFhqFDBbsMLERF5rCeeeALfHihU3uuW+Pjq9PCmX03u1u07APyU9y2bN0NNX1/8umErAKBeHccEDsdOHUe7tu0csm5dQQEBqv892eUrto27Ig+8SET2UXD9GgoLC0tOaIMej/RQHjDV8lM/9LogXjC53P3b15G5zPbqwi1i4hHQqK3Ny5d1VkUzzZo1U3XV+swzz0Cj0dg9U0REnkC/hEf3vb+/v/I6LS1N1Wj12MmTquVOnz2HukKo8v7K1XyI2fY/N58+a/8SJnKM//v2/zjALZEdXXdgEKRLHixVtmHbBodv01NZ1TGC/uB8v/76K2bOnGnXDBEReQpzHSPoBkQZGRkQxWwIdbXTmjdpomoT9Fjf3vj193XK+7/2ZCL52yVImjLJ6HbP3niAiH+8aVVeJQDXK9SwahlynaMnj2HbLrYLIsc4f11C5/h5WJUXgodf/sTh25MkCcd+88yxzfYesKw5Smnp91bqCdg7HBGRC4iiiJkzZ6HO428o07Zv345XXnnFaPrkRYuQNHYUULkKDmVlAY2Kx8po1rgRHuvbG39s3QUAeKh9FBJeGGFy23vEAgS1eAj554+YTKPPv0ErXC2yrWoW2aZIkvBXQUW0fPyfNi2/40Z1HPvsS7zx9JMOb8tFnuXiDQk16zRF3qldyM9xfLfVddv3g3+9cIdvxx0Y6yLbGdLS0tC/f3+XbNtVrAqCvLy8DBrysiMEIiLriaKI06dPoY7OtJEjRyqv9UuJUr5KRcKwgcgtuI7DR4+jRaPuyryg2gHIu1w8sGid0FCzAwpmnTiK26iO3d++a3F+u77+FY5rjkPUiLyhdgJRI+LL5d/jpH9HBDSJQuFd67s9z68ajFOXbiA7J5vfGdmdJBVhw9fvO2VboW20A4nmXnbdAMo3b910ynY0ua5pZnLr1i2IouhRndFYXR1u1KhR8Pb2BgDcuXMHL7/8MmrUUFeRSEtLs18OiYg8RFBQkPJaf4BUWdova0pcT7WqVU3OEzWidr4NvWhn52TzhtpJsnOy8XnqF+g26Wtk/bwQl09aXyVm6KQv4LpbRiL7y3NhELT/yAHAv7lVywTUCsCVqyXnWbdAISQoBGfPOb/95ZIlS1C9enUkJSV5TCBkVccIL7zwAoKDg+Hn5wc/Pz+MGDECderUUd7Lf0REZJ6t9a+HDhygeh/TuyeEkGAE1i5uQ7TnwAGTHSOkLk1F5kHbG8x/tTQVosbzRhYvi/Iu29a9NpG7OnPedE9pjhbR0vpe1EY9O8qidHsPFHdzrd8xgjOlpKSoOuEp76wqCfr6668dlQ8iIo8hiiIWLFigmtalSxfV07fHHnsMB75TlwZlnTyFjTt2q6bFPjUUQmgI9h/OUqYdPX4S+w9nGa0SFxcbh+M//IoLNo6nunjZYoyOjWNpUBmQdzUPPsHszILsS8zWYN2mzYDQ2enb/v7f/8VD7SOwZccuJLwwwmy1X2dr37Y99ugEMy2aNEdEqwiLlm3Xtr2jskVmcMAfIiInE0VRNegdAHh7e6uCIP3uswHg1LnzSPl+uWra1YICAMD3//5RNV3/vUwIEVCtajWb8u0sxwu8UCusjauzQURGZGzZir/2ZpZ6PR2jLAsQdB09cRILv16CabPnQ9Q4vkMGmagRkbElw2yaQTGD8NqY19CvZz8AwL9e+xeaN25m0fqzTmSVnIjsjkEQEZEb6NSpk03Lrf9zCwBAv4saU13WrPtzHfbsMz/CeO1atW3Kiz1cv30fi49VRqeXZqFIKjk9lSzvCqvFkf389yfj7RUtUTug+OHOkMcGmElpWq9HH7F5+7bKzsnGidMnzaZp37YdPnp3Fl55aRwAoHZA8Xl00IBBZpd9buhw5bW9eofr2bOnqp2ppebPn49JkyZ5RLU4dpFNROQGfH19Ve8DAwMtWk6+IRjx9DD88MvvyvQRTw8zmn7n3l24e/8efI3O1Rr2xDCkfJdi0fbtrVBnPLrcK2zWb06P6O6oUtUbv2X8Zjbd5Svs2pzsp0NkBHb+vt+mZeNih+Pjz74EAITVr2/TOi5cugTAuT3FWfIgITAg0OD/0OBQvPP62+jcoTN+WvOT0eV6RHdHm/Dikm9NrgYBYW3QKe4js9ur6mc+wJkzZw4AoEOHDiXmXdeSJUsAALGxseW+gwSWBBERuaGQkBCEhJRc371Z4zAA2m6ydem/t0bLZm4yHgdLgkxq0aQ5Zr03C8OHPOvqrJCHkSTbf5j169YpOVEJTp4+C8C5PcWdLKEU6KXnXkJocCgAKIFPaHAohBABUydOVQIjY1549gVVG8uh7Zrh5vkDuHX5ktm/K6f24dTGf6vWFRMTo3ovCIIyLSLC+uqH5R1LgoiI3EDjxo1V71etWgWNRgPdlkGr16wzWC6otv2rrvnX9Lf7Om1RmkCuvJudNBuRrSORk1dyu4j8gnzHZ4ioBPHPx6Jr546YOHYMAC9Vj5bWOHT0qPJazNYg+dslDu8kYcPWDSbnDR4wCFMnvKMEMnLgY6tnHumET2dOwKH95qst6woLC8OZM2cQGxuram8qCIIybcCAAdi/37YSvPKKJUFERE5mrHvs2nrBTEJCgkFJ0K79B02uUwgJRteHi9sV6VcVEXOyMeWDf2HthrVGl4/u8HCJ+Sb3IT9ZbhPepsT2Bucvua5bYSpfMg8cROr3y6xeLvapJ5H05kREtW2DuR8kYu4H7yGiVUtMHDsGsU8NtWpdR46dAKDtFCbp47lO6SShR5ceZufZs7dMUSNa3S7z6aefVr2Pj483qMqmX+WaGAQRETnd8ePHDaZ9//33qveCICC8hflqaV0e6gghJFibPjQEjz5cHMgkf7tENVZQdm42Pl30Kbbv2m50Xf169rc4/+R4lnZmIIQIGB0bZzbNz7/9jH2HbB8bigjQlrp8MOcTnLlgfVA9cWy8QUmNEBqCuR8kYnbSO4h96kmr15lfcA0p31kfkNnEVE8zAHbs/avExUODQ9GvRz+LNpW6NBW/b/y95IQ66v/dviowMBCJiYmqAU/l9qX+/v5WrdMTMAgiInKy9evXG0zTHTFc5u3tbXY93lWqqG4s/Gr6KK9X/pJu1dNR/5p+eG3Ma3htzGto2bwlnn3SdFuTjz7/mAOmOpCoEbHy11UWpzfX3gAAjp06hpTvF5UyV+TJxGwNkj6ei7Rf1li9bPzzscrDGmOE0BBMHBtv9Xqv37hh9TK2yv97KAJjdHt2M0UIEfBK3DiLthUXG4e+3ftanLeYmBg0a6btijsoKEgVAMnTAOPDLng6BkFERE7Wq1cv1fvQ0FBMmjTJIN3Zs2fNrqdlc/UYFH41/WzOk7+fPz56dxY+encWIltH4rXRr5pMuzp9NbJzsm3eFpmXujQVXy83HJw8rF5Do+lDg0Px0nMvmV1nt+hH7ZI38kyiJsfmUhdHtddxRhAkakSz1YiBkh9CWJtOCBFw/cZ1i9IC2l7cLOkKOzAwELGxscr74GDTgamnYBBERORkBXpPFbt06YKoqCiDdA0bGr/plV0Us1VV3gquXVPNt6YLWd0xLSzBsWccJy42Dk/0e8JgevsIbVe33aO7Kz1RAX83xJ7wjtm2QRIHXSIn6tm1i1XphZBgxD//HADLB1H9feMmq/Nlrewc89WIn33yWdVv0ZzQ4FCzJey6BvS2bQwlYwRBQGJiIiIiIjB79mwMHaptgzVggPltGGu7Wt4wCCIiciJRFPHjjz+qpp09Y7zEp1aA+eoLq9PXIvnbJcr7P7fvUM1P+7nkQQ07RLTHa2NeU41TAZRcurAsbTmmz5vOanEOIIQIaGZmpPkejxg2xLakbRCRs/R6tKtV6YXQECS8MBIA0KldlEXLnDh1xspc2d9ro1+1uFMEIUQwW8Kuq2HdBqXJlnq7gqBUkRMEQQmCatSoAQCoUsMfYY8+pfrzqx+O5OTkcj9gKrvIJiJyojlz5mDv3r2qaQ3DjJf4BAcFo8KtIjw89lPV9Co1tNXe4mKHI+GFEcr0Rx/ujLU6g413fyS6xPzcuHkDH707y2C6fFO9eNlio8t1bvcQJrw3EQP7DrRrz0ikrYKza98ug+mNwsK0/zcMM7qcueo23/7wLbp36c7viiym2/20rUpqD6RLCAlG4hsTULlyZZu3Z2/OKPG2thReX2BgoFLaY8ngpnJHCb6+vrih2QuviO4I61LcMUUl7+rIP38EK79+G1OnTi3XA6YyCCIichJJklChWW+0G6HtqrRSlWoATJcEdWwSiMUrFsGrQkWDeTfzLqBH79aquvaNwxoCOh3PyVWgsvNy8PniL41uY/jQ52z6LP5+/jYtZ43cK84bDNGdZOdkY9O2TQYjwrdpoS2ta964udHlQoND0S26GzZtM6wmtGHrRmTnZDMIohKJ2RrM+eL/oMm9jKX/TUN0p45I+/kXq9bh71cTiW9MsKo9kBAagqQpk7B2/Uar85x14iR+WvOb3dsfXb5y2W7rAoqrxK1YuQKAdpBV/VJ4awUFBSmlPZamB7Q9yl3c8zEu7lH3RNdm6ERU9demKe9V4hgEERE5yd0HRdifK6FKDT/cKcjDvQf3cSlzPZ7q2Npoev9qFXE03XSvXrsDC1XvWzdvBhzXGKTLvpyLFf/7t8F0AGhYz3S1C7lKnLHSoPxr+SaXKw2Npjj/W3buRlS3PhDqm28bVZ6IGhGffvWZTcsKIQJ6PtLTaBBEZClRk4N5C4vPOynfLkHaL+lmljBUy88Pr4weZdP2bRkkecuOnfhy8bcYNKCfQwdNLS25StyKlSvw0nMvqQZZdVoe/i41knuUM+f7779H//7ld/gEtgkiInKys1tXY9+KD7FvxYc4mDYPTRvZVv/7qUEDVe9DQtQlB1fNdOtqCXPtTMx1GVsa331f3MZpxqfJSF70lUO2464OZh1UnhLrqx1QG++8/rbZhtimqsoB7MyCbGNtAAQAgbVt745ZCAnG0IHWdQzwy+9/2Lw9a1k7kKkpo2PjbA6AOnbsaPN25VIjS3qUu3TpUrluF+TSIGjmzJno1KkTfH19ERwcjCFDhuDo0aOuzBIRUZlRW2/cB41GXXXhyDFt3bi8/Ks2byM0ONRor2NyF672vrF+fmRx+4N3XktAwpjRdl2/uzNX/SYwIBBTJ041e+NkqqpcSesmsocRTw3FxLHxiGjV0uZ1CKEhGPr4wJIT6jh7/iIA63rELImoEbF8leEDiZheMaVab2hwaIkPM0pqJzRq1Ci0b9++VPmwREZGBoMgR9m4cSPGjRuH7du34/fff8f9+/fRr18/3Lx505XZIiJyC4IgICbG9AVXv/e3b1aoq7yt27QZoiYHqzf+ZnseTJQG/fqHto2AvW+sQ0KKq7I80qlDuW6U62wrVq5gb37kEHKX2BPGjsHcD94rdZW0QBuqxAFAnh2DoOycbPyWYXjurF69eqnWK4QIJT7MMNfJSXx8PIYOHYqff/7Z4s4QjOZDEBAfX/IgteW5lziXBkFr1qzBqFGj0Lp1a0RGRuKbb77BuXPnsHv3bldmi4jILQiCgPHjx5ucP/Txx1TvRz37tOr90RMnkbJkGQZ371eqfLQJb4NKldRNSLNOaEvt8wvyS7Vuc4ICbLsRIuPWbviNg9ySQwx9/DEkvjHB4p7gShLRKlwZNyimd08AQBUff9QIamDyr1qtUFwtKEDSR3NV46fZ29ETrqmx9ORgbQ9uCQkJSnfXctfXthAEAQkJCSWmS0lJKbdBkFt1jCAPIBhg4sJ39+5d3L17V3l/TW9gQCKiskjustQYc/W29RsQa9sEFV/8B8f0R/yI53Bm7wWT67Cke1YhRECN6jWMzjt/yfS6yXqmOpyIahNl0aCMocGheG3Ma8g6kQV+M+QszRqH2dwRgjHyuEEp3y3D+ITRmL/PCw2jB6Nh9GCzy2VptuKL+fNL3UGCuQ5Kenbticg2kQBg8UCp1jLWKc3QJ4di5eqVDtmep3KbIKioqAivv/46HnnkEbRpY7y7wJkzZ2LatGlOzhkRkX1kZxs+hY+JiUFEhGUjpFurrhAKISQYu/IPmExjrtqFrkqVKqJKDT/UCKqvTHtw5yaOnzoOUSOy62U7eFBUhDM3JAQ20zZ6lseDqh1QG//3/gcW7WMhRMBH787CipUrMHv93hLTE5VW7FNDS9UGyBR53KCIVuEYmrMDb370vsm0VarXRLvY93Dj7gO7bHvbyfPYfaMqmvUdpUyrWVfbm1rDeg0w5dU37bIdU0oap81u2/l78NS0tDSz6cprV9luEwSNGzcOBw8exObNm02meeuttzBx4kTl/bVr11C/fn2T6YmI3ImxICg2NtZsdQZBENC0aVOcOHHC6u2tXb8BL9+7hzrVjFdRGTxgkMVPMitCQr2OA1CvY3GvTUWFhUj/6DlELE3F1IlTrc4fqe08fxlHarRA+5FJqukNQ0IQHGifakbsIY5KYk3nAk8OjMHspHcc0i21PG4QADQM9kPB+SyTab19tSXad3RqC5XG5uw7qP/QQNy9rt4Xl0/sAYJL7lraHuROaX5a85PDtmFpEJSXVz7PG24RBL3yyiv4+eefsWnTJtSrV89kOm9vb3h7ezsxZ0RE9pNn5GmauapwgPYi1axZM5uCoJNnzuLkmbN4vGsvo/OHxAyxuATnwc7/YEdmpvLev344WgwYjQF9HkeciW60yTr3C7XjPv35yRgU3dfezBU9uI/7t68jtWlDqwJNU9UcV6WvRt/ufUufWSqXxGwN/vvnAUQ++7bZdNVqaR+eDHv8MaeMyxPRKhxh9evhzHnzlTw1drxZzzu+G/v/PctwRhfHls7IhBABT8YMUYKgwMDAUnWEYEpJ16DyzKUdI0iShFdeeQUrV67E+vXr0ahRI1dmh4jIoVb/ZNsTvREjRhhMC2/W1GQjZJ+QMAQ0jlT+tl66rHpfzU/bzsiS9kCynp0eQsH5LOXvZu55AECjBo1YFc5O5E4m7l2/grt//92/fR1P9HvC6kCzTXgb1BMMHyoOiTHfpoI8W/K3S7D55FXUbhKFCpWqmPy7e/0Kzu/4udRjkVlKCA3B6JGxJaY7cOiIVesVRRHTPpiG7FzLOwyx5rxZWvK2nnniGbRt07ZUHSGYEhERgdhY8/v26lXbh1lwZy4tCRo3bhyWLVuG1atXw9fXV6kq4ufnh2rVqrkya0REdvdo165Yelo9LS0trcQRucPDww2mjYsbZfAEtkrFCqjoJaFpr5JvFu5oTqFNuPH2l8b4+/lbnJZsk75+DVDbsH1Ys8bNrA40hRABjRs2xp5TZ1XTl6UtR5vwNgxcyaiEF0Yg67stOHdVg71LkkpMn1l7OMRsjVNKg8Lqm64pJGvWqJG2ypqFRFHE+9PfR7+oPhDq1SkxfXTHh606b5aW3Gbz1RfGOWy4AEEQMHv2bNy+fdtktbjly5dj2LBh5W7IApcGQQsXLgQA9OjRQzX966+/xqhRo5yfISIiB7py9SoAP+V9u3btMHbsWJvW1axxmMG0qpUroM7JNCxb9avhAjoaNWiE//twnlU3wi2bt0STho1x8uwp1fTT506zYwQ7MdWewdfH16b1VTVSfXzFyhV4bfSr/L7IKCE0BA3r1cW5rEsWpU9duhz16oQqbXccyZKxgy5m26cr55u3bhmdHj8y3qm/ndDgULz92lsIDXJML3SyktoGbd26FaIolrsgyOXV4Yz9MQAiovKoID9f9f6ll15CVFSUTesKqm28SsY/HuuD2/kas3/1A2qiU4R1241sHWm0TcrvG39H6tJUWz5CiYRgz6qr3jGyg13X5+1dFZWr+SCweSflzze0MY6dOmbX7VD5Uq1a1RLTdIhoCwCIix2OhBcMq+s6QkSrcPTsGm02za3bdwAAWSdO2jRekKgRMeWDf+HkaeNtMJ1ZFQ7Qlui+M/4dhwdBQMltg8pjD3EuDYKIiDzJjRs3VO9r1apl0XKCICBmgPkqczL9sYOMGdBrQIlpLBXgH4An+j9ht/XpCg22T49oZYGoEbErc5fRef5+fkanlyTEzxc1Auuh/YhE5a9z/Fyk/cKxRqh0GoU1AAD06vaIU6rCAdpSqqGPD7Qo7ZzP/w/TZs+HqMmxahvZOdn4dNGnuH33jtH5lg4pUBaZG5MOQIk9yJVFDIKIiJxAFEXsP6Aer8fLy8uiZQVBQOzw4cr72KeeNNkpghASXOLT0iaNmli0XUtcyb+CZWnL7bY+T5Wdk40NWzcYnedf09+mdb78aAQ6XN+LDR+NwIaPRiArPQUVKlVGjy49bM4nlW9itgZ7DxwsMV27tq0BAOFN7XcusYSxasDGyJ8h9/JlB+amfBEEAfHx8SbnDx061Im5cQ4GQURETpCcnIw//vhDNW3jxo02rWvi2HiTT1+F0BD07vao2eVtfZrpVcF40NanW2+b1keWsbUKjpeXF4J9a+DezXzcu5mPB3e07RxsDaqo/BM1OTh24lSJ6RrWc80YjaaqAZuSd9nyXs3EnGx8ZaZqb/fo7haPq1YWCYKApKQkNGjQAFWq10RQeGfV36Sk2cjUGSahPHCLcYKIiMq7hIQEbPtLXd3JUU/Wdu87UHIiG2za9qdD1kvGhTcNR9aJrFJVwbFnqR+Vf+Wt5ORqQQGSPpqLhBdGQAgyrCost3P57JvPMfyp57B4mekxgIY8NrjcdygiCAJaNKqHQwVV0e65d1XzigoLsf/AIZvbsbojlgQRETmBIAiIaNtWNa2kOti6rBnQrtejj1ic1hqmxphJXZoKUWOfXpmoWLfobqVeh7EAKv9afqnXS+WLmK1B0kdzcfzU6RLTxj8fi8DalrVndJSY3j0BAF06dTSbLr/gGqbNno+kj+dB1OQg8+Bh9OjdB5mZmRBFEZs3bwYA/PDzv3HyzEmz6/KUEtT2AXeQMes51d/hnz5HhYoVUeTqzNkZgyAiIgcTRRFJSUnIybGuka6uIDcY1btNeBv069HPYPrqNT8hO8fywQZJTdSIRqvh+NTwwTuvv12qKjh5V/IMpu07vJ9BK6mImhxMmz0f+QXXzaZ7cmAMkt6caHW1NHsRQoKR+MYEjE/QDh4c06eX2fTr/9QGOSnfLcX+w1k4dPwENm76E4cOHUJycjKmT5+upE3+LtlxGS9DgoICcf/WNdXfg7vGuwwv6xgEERE5mCiKmDZtGnbs2GHzOgQhFBPHvIiJL4822SmCbPuu3TZvx2weQgQMf/JZh6zbk2XnZButhlO/bj1MnTi1VFVw/ti0zmDatz98i09SFti8Tip/5Gpw12+YD4KGPf6Y03qDM0YIDUHSlEkWB2EZm7cqr5O/W4ar+deU9wkJCZg6tbjb/5K6jnd299iuYq6GQr7eMA9lHYMgIiInOX6ieOyJ0NBQqwaeEwQBcxP/hbnT3inxJmTk00+ZnDc4ZrBDGvcaK3Gg0mkSVvr2PK/Hj8eoZ0cZTG8f0a7U66byQ+5AYP2fW0ymaR/RFq3DmzkrSxZpHNYAYfXqWZR25a9rcV4sLgEVBAFdu3a1aNmXnnsJbcLb2JTHskYQBIwYYXzsJ1s783FXDIKIiJwkQGdcoLlz5zps9O2IVuGoV8f4uqe88mapShZMPQ29fKV8Nah2JlNPoO0xJokQIiCqTaTBdHZyQbquFhQAAHZl7jeZZtH8jxHVVhsIyNXSSiqVdrTwpk0w6ZUEi9Ov37wdAHD16lUkJSVZvNzo2Lhy3ymCTBAEfPzxx4iJiTGY1y6qHZKSkiCK5aM6LYMgIiInuXK1uLvW8PBwh21HCA3Bc8OeNJg+eMCgUpcCmbox//aHb9nOxEbLf3TsOEv7Dxv2Ftgt2nw36uRZ8guulZxIh1wtzVVV43SDsFp+/hYvt2u/dvyg/Px8TJs2DXl5JZdg9+/Zr1x3jW2MIAiIjY01mL5w4ZeYNm0a9u83HSyXJQyCiIjKIV8fH4NpQ2KGOOxp5oatG9k5go1aO7iajbFe/aQiyaHbpLJDzNYgfZ1h2zF3VtogLD093eK0zw551mNKgUoidyluSfBYFnCcICIislr7iA4G046dOoZ2bdnWxBqiRsSufbsMpr/03Et2e/psj2p1VP6I2Rokf7sEQUG1sfUvx3Sm4gytw5uhbUvrSta3btV2mJCaanpwVCr/WBJERORg27dvV72PjIp0WHsg2fUbNwym2aN3o9DgULzz+tuoV8ewMfLKX1aWev2eJjsnG5u2bVJNa9uyLeJHjnH402dRI2L6vOmsxuih5G6xf/zpV7Ppwupb1vGAq0S1bYNvv5hv07IZGRklpvGUXuH0mRub7qpO1e6yjCVBREQOJIoifvvtN9W0Rx55xKFBkJitwfmLlxyybiFEwNSJU/H7weP4fNd5NOr2NB7cvY3s/RvQo0sPh2yzPBI1IlKXpqJZE8Petg4cOYD/rf0fIlsbdmhgC2M99+UX5CM7JxszPvkQA/sOZHUfD3a5hBva0SNjcf/+PZd3gmBOcFAggBxU8q6OytV8S72+ChW1t8ee1CucPnNdZaelpWHYsGEOf5jnaAyCiIgcaM6cOVi9erVTt5n87RIsT1tlMH1V+mr07d7XLtto06AuKm4+iMBmHVC1ZiAqVva2y3o9hRyADB4wyGBey6bhiIuNs9u2VqUbHn/7Du9Hk0al74Kbyh65GlyLpo1R0bsaqj+agK59i9sQVqleE7euFrfv6xgVgf69ursiqxarVFFbsSnymX/ZbZ2X9mVgyBOD+YDAiIyMDGRkZODYsWNISEgos8EQgyAiIge6XK8X+r2vHtX89s2bDt1mwgsjcOFSNlKXqnsdM9ZA3ma3C3ByxTQcO3UM0f/8DPAC1qxfg5dHvWy/bXiAdm3bY/Wan1TTAmsH2fXGK37kGOzetxu5OtO+WfENtu3aZrdtUNkhV4P74K034e0TgJp1muJS5nrcuVZcYph/7rDyOqh2gCuyaRX/apUQcTcT3/74s93Wee3iMazyvmq3B0dljSAImDhxIrZv345TRsbQ3bJlC7788kuIooikpKQyGQgxCCIicqBr9ypAc3gL8o5rG79LhfcR2KYegBcdtk0hNAS9unVRBUHPDPqHXat1pC5NNRjfpoq3t9K+JHVpKuI8aGwNW9TrGINfzt1E+EBt4FgjsC4AYGC/gXbdTmTrSIx65gXMXqlu+3H0xFG7bofcn7YU6HuD6Rd2rVEFPmWRX9E15GZtLzmhFez64KiMEQQBc+fOxeeff44ZKf8xmL9582YAQEpKSpktDWLHCEREDnbt4jFc3L0WF3evRaF4CKOeNz4atz2FN20KAHgyph8A4NUXx9k1IImLjUPzxs1V0/639n9IXZqqVPVil9nmNevzPKrVbwP/Bi3h36AlKleviZysHWge1tju2/K3YiwVKr9ETQ5SvlsGwHjnKWVZ47D6dl1fjy7dPbY9kK5aOoN867p165aTc2J/DIKIiJxIo9Fgy5YtTtve0McMR/22ByFEQI9HeqimhQSG4NS500Yb4pNx57b/hO0Lxyt/mcs+QFBt53Zpze/LMx09cbLENPHPx7p1hwi6ej7SBfHPP2e39U0cO5El2WaEhhZ34Z+bm4ukpCSIYtnqaZJBEBGRA92/f1/1vnnz5hgyZIhrMmNnLZurx+bQ5GmwPG05Ll+57KIclR3ODjzMdfP7wbzpeOWtV9lVtodZnb62xDQJL4yweUBSZxNCQ5Dwwki7rY/ja5l3Q6ckMS8vD9OmTWMQREREWqIoGlQZOHbsGFatWuWaDNlZkzDjvYvlX8t3bkbKGFEjYuvOrU7dprkbup17dyrVGKn8ErM1mLcwxaK0Pbt2cXBuHEuuDkyl17p1a4SFNTKYfuxYcZvQsjpuEIMgIiIHSU5ORlFRkWpajx49kJCQ4KIc2ZepG+vzFy8AsK20Q6PRlCpP7kwenPSTlAWY9elHTt22Jd8Fq8WVb6ImB0v/a9mAxqNHPofENyaUmapwMiEkGIlvTMAnHya5OivlRlRUFD78cIbBdN0HfAsWLHBmluyGQRARkYMkJCTA21s9fs5DDz3k1F50AgNq4a0XxyE0KLTkxHby82//AwBs3bnV6ipWGk2OI7LkFuQOI9pHtEOnqE5G0wweMAihwfb/royNFaSP1RjLLzFbgxnzPrU4fXjTJkiaMqnMVIWTCaEhSJoyCUG1TVf/JPs7ceKEq7NgE3aRTUTkIIIgoEJF9bMmX9/Sj2Zu0bb/fiLaNjwcjzboDC8H3FibcuzUcQDArE8/QsUKFTF14lSnbbsskIok7MzciZ4D1NNr1wrAW+Pfckhj7PiRY3By0bd2Xy+VDaImB2m/pLs6G26vrlAXF8WLrs6G2/KuGYjC+3eNziu6fxe5ublG57krBkFERA7k5eXlku3KT0SL7tzD7dPGL1qlFRocimeffBZnTcz/12tTEBcb55Btl0dTJ0xFZOtIh6w7snUkYvo8hvV5QMXK3pAkSTVfKrxvYkkqa8RsDeZ88X8AvDB5XILVpTmxTz1Z5qrB6RNCgjF04ACk/bJGmdawXl2cvWA+wGnTojWGPT4MABxSIltW3bx+DQDQdXyyyTQX9/yOzZs3IyIiosyMGcQgiIjIgfRvNv39/V2TEQcQQgR8+PYMjFryh9H5R45nlbgOURSRnJxcZgfbs8XK9FUG04JqByG6U7RDt+vv4wPk3ULvqf81mHenIBf5BWWzcTOpiZoczFu4CMDfAU1oCHIvX0brIeMR2uZRdeK/H9JIUhE6RkVgV+Z+TBwbX+aqwekTQkPw7uTXcfjoCWT9XVVrYN+e+PLrJWaXGz5sOJ4Z/Iwzslim/LX239j53Y+oULGyyTR3r13G9FVnUbFiRSQlJTkvc6XAIIiIyAFEUcScOXNQWEN9Y9usWTMX5cgxhBABAf61YKw7g9XpqzHllTfNVu8SRRHTpk3DoEGDIAgCLl++4rjMupjc8cBPa34ymPdwh4cRHOjYp+/htapg36x30SisCc6cP6NMD2gUgXodB2D9ljQMjhnMsVHKkdzLVzDp3WnYe+AQfFo/hWvZp6A58KcqTeH9O7h28Th6P5mAgX17l/lSIFlU2zb45MNpGPB0LABY9Ln0B4AmrbEJ8ZAKH2D69Olm002dOrVMdfzDIIiIyAFEUcS8efPQY8pS1fSgoCAX5chxqlSpYpf1iKKIHX/tAKp2BgDsO3QE7QXDrlnLopK6xf7fb/9DRKu2Dm0/VaWCFzSHt6Bvy0bYfmCTMr1iZW/U6zgA/1v7PzRq0AgfvTvLYXkg+xKzNUj+dgkSXhgBAEj+dglaNG2szF+Q/BXS12UAADq3fgo3NGdxbsf/jK7rwiURS/7vM8dn2okiWoVj4tgxALzQpGFDV2enzBIEAV27di0xXcuWLctUiT57hyOnEkWxTI4qTGQruU1Q9erVMXTo0DJ1gbDU9RvX7bKe5ORkzPukuKvV/1uywi7rdQcldYs96tlRTms/dfj4Yadshxxv/+EsTJs9H/sPZ0HU5GDa7Pk4eea8Ml8OgCwx8umnHJFFlxJCQzD3g0TM/eA9JTjsEv2w9v8uXdC2bVsl7TODn2E7IDPkB3jmrmEbN250VnbsgkEQOZVc9aUsBkEM4MgS8nFy9OhRAMVtgm7duoW2bduWuyBI1IioWLEiajeOQqvBr6n+WsTEQ8yzfOyZhIQETHx9vPL+yZi+jsiyS/Tp1tvs/MhWEU6rhhZWL8zo9MCAQDw3dLhT8kD2kfd39dE8nWqk6evWW72enl27IKJVuN3y5c5iBmi7ZfznP/+Jb775Rpn+6kuvsiqoBerWrWtyXvfu3Z2Yk9JjEOSBeDNvG0cFcPw+yhf5OFm0aJFqelxcXJmqK22p1KWpOLz5f3hw5yZ8guorf351m6Fh9CDsP3vB7PJyl6q5ubkQBAGdH+qszAsKCHBo3p3J1MCyMn8/f4fnITQ4FO+8/jZu3r5pdH7elTzk5OVg+rzpVo/vVB6VtXNz7t+B0Na/dlm97NDHHyvznSGURAgJRuKEV9CksbZEKDAwEIIgYEzcGBfnrGwxV6U7Pb1sdcPOIMgD2eNmvqxdHNyZI0vH+D3Zxh77LSNDXQ0lKiqq3JUCAUBcbByejmiAv756Q/V34Me5AICDRw6qbqj3Hd6PAc/HIHNfJkRRxObNmwEAmzdvhiiKqF27OPDJvVL2O0kQNSKmfPAvfPqV+bYWXhUc35W6ECJg6sSpmPZmElo1b2U0zVdLUzHjkw8xff4Mjw+EylrNhbxSdCqyfdceO+bEPQkhwUia9CpaNNd2fhAUFARBEBA/Jt7FOStbxo8fj/79+xudd+vWLSfnpnQYBJFNTF0czN08yl3hOiNvvPHXcpeLeFn7Thyx32rVqmW3dbkTIURAl05dTM7/feMf+CSluJ3PkeNHsHnXFhw+fBjJyclKb0PTp09HcnKyqne4LTt3u80xY+sxfDDrID5d9ClWrDTfvmnTtj/NzrenyNaRqF+nntF5cs91i5ctRnZOttE0+w7tQ79/9MO+w/sdlkdTytq5xBx7fJarBQXK/2fOmy91NWfk08NsXrasE0IFvPXPf7E9kIWCgoIQGakdz6xGjRqqeT179nRFlmzGIMjNmTpJWjtdlpmZiTFj7F/0K293//79Jm8eRVFESkoKADh0VGF3uvGfNGkSJk2aZFNeXHWxt/XYKmmd1n4nxrZnTR6ctf/0t2Pq2L561XPHYFmTsQb7Du2DqBGxes0qZXpCQgKmTtX2hiZ3rfrLr78o82d8mozkRV9ZvT3970R+n5mZadExYerYs+YYFjUips+bjkOnzyK0bXejfxUqFY+5MSRmsNWfszSizQSusk+/+gyvvPUqpnzwL1Wp0JFjR/Dnjs04cvyII7NolLuc3+1B/iz79++36lwlZmuQ9NFcZB44qFR9W7dxM/7cvsPmvATplMB6GkEQ8M4rb0NgEGSWIAhITEyEIAjw9fUFAAwbpg6ey9oQEAyC3FRJQYW5khhzF4hDhw5hzx5tsXdJgYi1N5zTpk1DnplG0Lrbk6u+mNqOqZsYR134Slq/KIqYP3++wecoaX3z5s3DvHnzzH4O3TYR+utwxcXe1mPLHFOfUd/vv/+OsLAw/P7770a3Z00eHL3/9H+j8k22XL1L3/bt2x2SD3ewKn212fnHThzDtp3bkJ2TjZ9+K+6eV7fb1a5du0IQBAx8bKAy/53XEpAwZrTV+dH/7uX3hw4dsuiY0F1e/p4tfXAjBz8Hsw5ixicf4tA9H0T84w2jfxWrVMWdgjwMjhmMNuFtrP6cpbH3QMnVn1asXIHUpan4dNGnJkuF3FFJNRIsvZbI3/n8+fMdeh4+fvy4Nhg6cNCi9HIvcM//83UsT1sFAFiVvgZr12+wafvxz8eWm7GBLCEIocrNPFlOEAQkJSWp9pt+SVBZGwKCQZCbMhZUWHJil0/aycnJRtPpPo1OT083WkphSamOpTe1utLS0pTX06dPx5w5cwy2Y2rbpm5oMzMz0aNHD2RmZlqcD2P0n8jpPzHev38/lizRjjStG8Dpr0NeRrfUS3++/nb020Toy83Nteoptq6srCzV/9aQt2vx00kzT9vl49hUkCwv+8cff+Ds2bPYscP2J5r2lJycbHK/6/9GU1JSEBcXh8+/S8PDL3+Ch8d+iofHforK1XwAAI899pjT8+8slpRinL90AV8tTVXe5+fnG03XSqeHqkc6dTB6o2Lpjayp86A1x7a5Bzxyae/kNydjf9Z+zFgwQwl+Ll+5DAC496AQ+eez8McHwwz/3h+K7AMbSxxQ1hGeHPikVenzruS5rMMEax+CmXsAYunDkczMTHz44YcAgCVLlhi08ZPXJZf2l3R+NvZgT64eLv8WjB5jf5f6iNkaiNkaTHp3GuYt1Ha6cuCI+rxetaq32c+kL7xpUwBAwgsjyn2nCLqM3cyTfTiylo8jMAhyEWtP6snJyaonzvoHmjxv1y5t0XhKSorR9a9fX9x15oIFCzBv3jzs36+u111SqY4oqhszZ2ZmKidzOcgy9kPQ7TqxXbt2OHPmjNFAr6QSJV2HDh3Cxo0bcejQIWWfyjf8pn6Mxi5cctq8vDyjT4z1AzhjbZvMXVzlmy45MJK3s3DhQlWbiGnTpqmWAYBdu3Zh2rRp+OWXX5QASnebpkrRMjMzle/7559/NhvwGsuznEdLqw7Jx6Cxp+3ycWGqSpi8765fL/14M3JgLHdRbeyG11jAprsv5H2fkpKifJ79+/cbrd6oe2zs2bMHrR7qAZ+QMOSfPYT8s4dwbscv0BzaUubGT7CGbs9nnTt0Nprmxs0bWLxssfJ+67atEEXRIEAOCSm+GTPVO5x8vJT0cCAlJcXkdP2HLCWdj42d20RROyDu/AXzceTEEXz46UycPH0SAJB/LV+7XP5VSEWFKLp/1/DvwT2T23O05o2bW5X+8pXLmPHJh8jOycbZC+cAAOcunsP+rP3o2aenwYMoe5be655b5f2flZVVqvWXFAgvXLgQmzYVDyj73//+12i+5NL+kkoZjZVOytcDo8Ha38HP/sNHMG32fIiaHOw/fATzFi7C0v9qzznBLaPR8vF/Kn+N+sSp3uv/VfMv/m3FPx+LTz5MsmxnEelp0qQJAKBePXXbQlMPc90VgyA7MXczqnuDJV+wdQMa3ZOifJMln+jlC29KSorqifPx48cBFBfTy+91L0TGbgCaNy++8NWuXRsADIKQkgIa/cbMCxcuVE7mW7dqR0RPTExU5UUURRw5Ulx/fO/evcrNo73aSsgXGfnG31SVO90L1wcffKAKunRvaHUNHTpUeR0XF4chQ4aoboh199v8+fMxb9481fLHjx9XlQzJn7l79+5KmwgAaNOmjWoZADh27BgA4OLFiwC035e50jp5PyxcuBCpqdon78uXL1cCXv1jTr8Ubtu2bQCgLCszVTXEkqBZPhYyMzMtPkEau9nRzYOpm185MJa3KVc1MVbSqHvjIn+ON998U9XNp/xd5eXlGVRvBAyPmcuXL6PowT1k/ZqMrF+TcTQ9BbeuXIKPj49Fn7ssCg0OxUvPvQQAeKTTI0bTnL94XvV++Q/L0alTJ5w9exYA8OOPP1p98dQNUnWX1T9nye/PnDkDoPg7k6frBlX6x5n8evFibQD34Ycf4vfffzdZRS7/mrah+pFj2ocxlzSXrPpMzhIaHIp+PfpZnD6/IB8AcOzUMfy24TcAwG8bf8PajWux6c9NOHToEADLahLYKjc3V3kAt379epvaGcrn6QULFhg8VNJNp9/LVa9evSzOoyVtQXWPHbmK+lWd0lG5ytvxU2cAAPMWpuD4qdOqdYR1HYaQNl3hV6+5RX93CnJx5dQ+jHhqKJLenIigv+8BiKzVo0cPJCYmokOHDqrpph4Su6tKrs5AeaF7MykXs8rTBg0aBACYNm0amjVrhmnTpilVq1JSUpCQkKCkl2+e5YBBDioA9U2pfIO3ZMkSjBgxQilOP31afZJMTk5W8rNixQosXLhQmXf5sra6xtKlS9G6dWusWrUK0dHRys36+fPam5bjx48jIiICycnJSEhIQEJCAgoLCzF9+nQ0aNBA6SUE0N5sA8COHTuwcOFCJCUlITk5GdevXzcIDGTydnJzc5X6pEuXLgWgvQn5+OOPVdXvRFHEnDlzkJOTo7Sz+PHHH5UxWOT9NH36dNy6dQu+vr6Ijo5Wvh/dgEY/EDMVBOm6dOkSNBqN8nliY2MBQNlv8nerS/+kIH+/X331FapWraqal5SUhCFDhijfsXyTqEs+tj77TNvt7qhRo/Ddd98hKipKSTN06FBcv34dy5cvR48ePbBhwwYlIDh58iSqV6+Omze144XMmDEDx48fx4EDBzB4sLZqk271D1EUlcBA/nwff/wxBEEwCNjlfSgfe3PmzFG+k9TUVFSqVAk1atTAjRs3AAA+Pj7o2LEjgOKAb//+/bh79y4AbSnW8uXLceDAAdSvX1/Jw+XLl5Geno5BgwYZrdYglwTJ+3H+/PmQJAlLly41+h3Jn0N/3ptvvmmQVje9vtt37hhM69+/PyZPnmw0fXkghAgYHRuHxcsWm+x17M/thr2fXbx4EV9//TUAYOXKlXjqqafw+f99Bd++k4yuQ76JjY6ONpgnP9kfMmSIql1WVlaW8ntbs2aNapmMjAzMnDlTOXekpKRg6NChqmM9PFxbPW/v3r0AgE2bNmHhwoVYuXKl6lhZ9Zu2V7U1Gdpt7MzcafQzuAshRMDwJ59VApqSLFqi7aBiyvv/giZXAwDYtmubch2Ryecm3fOs7rw5c+bgxo0b8PHxweTJk5Xfrrl5srS0NOU8K59TdL/3VatWYciQIZgxYwYA7XcvCAKSk5MxZMgQzJkzR7m2yN/xrl27kJSUhMjISKWdiCiKRs8R8vEnX7P18wYUPywBgH79+hmkS05OxtixY/H2228r0+Tr2NZt29C1RUMsXPofbNr2FwDg/N8Pv5b+dyXqGjnP5RzZjsOrPzWYbs6ET9OV6m+Jb0zwqPZAZB9ylUJRFBEfH499+/Zhx44dSgc3ZQWDIDuTT9BJSUnKNPnmyxT5JK57YZdP0HJQAahvSnUDorS0NPj7+wMAdu/ebZCfbdu24bvvvsO0adNw7do1g+2np6fjscceUwVnAPDDDz8A0N5EysGbHOS1bNkSAHDu3DnlCSAAtG7dWnl/69Yt5WngmjVrUFhYiAULFkDfX39pT/aJiYkYOXKk6vPLN7tX/h4vJD09HUuWLDG4QK1cuVJ5UhcXF4fU1FSMHz8eOTk5mDdvniroNFZioR+kyPt3/vz5mDRpkuqmKj09XQl8LHXwoLrBq1w1Sr+eeX5+PqZNm4b//e9/ytNBOe2GDRsAaI+t999/X0kPAAcOHMChQ4dUQVBQUJDSLfOJEycAFB9P+vtPN/hbvVrdyD0rKws//fST6rtbsmQJJkyYAEEQlP0pB7PyuuQAX/9JUf369VWlX0BxoCEfv2vXrsV//vMfVZ71A1T5GJk3bx5mz55tcLMhfw75u9T9zPK65Bui3Nxc1XEhH0MAcPv2bQDafSybP3++UpJqicjISI+pf25q0M8bt26o3gcFBSE3N1c5NgHgiy++wK7Mg+jZtzidKIqY88mnuHHjBvLy8pCWlqaURAPFwbduiZ9uqesHH3ygVJHV77Ti4MGD2LhxIzp3Lq7C98Ybb6i+6xUrDLu2lgMi3XT/+0Pb4cOO3dr2bHsP7DW6H/Q9++SzLuuat3aA5cfw4WOHAQCaXA0C/ANwJf8K6gn18HjvgZj31TGD9Pq/V/naofvdxMbGqoIg3QdlugGEbnXl8ePHq85F8vceGBiIadOmYdOmTcp59eeff8aPP/6ItLQ0BAYGKr93XceOHcP27duxfft2xMfHm/ydbt26VbkOyg9edB+E6J9TAO11JSQkBKtWrVJqYaSkpKBt27bK+V3X8hU/4GDmXhzIKt6fp86eU16vWW/YLqk0hNAQJE0x/sCByBLyQ4a1a9diwIABSgc3ZQWDIDvRPRnKN3/GnizLN1a6F0/5JG5N/+ryk31AW6VKHp3ez88PBX+PGyCTb5BHjBhhcPMpk4M23appcglEamqqEqikpKTg5s2bePjhh5V0unWldQOiJUuWqG4umv7dCFOf/Dl27NihlEzo0q2aZCyIksn7oFGjRgC0pQnGGrMaK+3RD1Lk5ZYsWYJ9+/apvi9AfaGbMWMGDh8+bDJfxujuJ11y9Yk9e/Yo37GPjw9u3LihPM0+ceKEUrqh24Zm+vTpCA4OxnfffQcA2LZtG9atWwcAuHBBO36EbsmiKQ0bNlSVPs2cORNRUVEYPny4KijPzc1VqqQBxcGsrtzcXIO2MPqBOgDs27cPQHFQd+3aNdSoUQM3b95U/ge09ZBPnjypWnbp0qUYOXIk5syZAwCoXLkySiIfA7pPg7ds2aLMl48hXbq/Y2NPic2RuxMtz0KDQ/HO629bfGMd0SYC6zLWqaZt3boVlavXVN6nLPs3bhX9B0uXLVel++OPP5TXcjtIOQjPy8tDu3btlEAlLCxMCYJ0H9IAQHZ2tup/AAa/df1zA1Bcre7bb7+14JOa9tJzL2HqhHec3imCTLctFwC0fGKc0XQ5R7bh8onim/Yr+dqHUhfEC9DkaUuFvvzyS/Tq1cughHTbtm0YN24c6tSpY3DulUtFvv/+e2g0GoN5ERERAIqD17S0NIPrpH7nArrnfN3zle5rXbolWXJ+5JIkXcuXL1eOhaysLIwZM6bE69XKlSvh5eWFtLQ0xMXFKdPlY9YY3QAIAI4eLz7f7T9U+i7JRzw1lCU/ZHdyLZ6y1jscgyA70O0oQDZ16lTcMVItRj5Br127Vpkm39wau2Fv37690SdG8k0jAEyZMkW5ydUPgHSFhYWZnCdfCIwFCNHR0Uo7EUB701m3bl3lfU5Ojsn16lapM5c3mbEbDkvJdbvlKoG6+1O+abHFgQMHVDdVgPpCZ0kVOn3NmzdXqn7p0g0Y5ABHrjam6/vvvwegDsaysrLwxx9/KDfo//d//6dUCbOGfvW7gwcP4uDBg3jhhRdU03ft2gU/Pz/lSb4czOpKS0tD9+7dVU9/69SpY5BO9/cAaEuLBg0ahC+++EJ1o6EfAMlSUlKU76F169ZmPp1xf/zxhyr/X3zxhUEauU2WLeSS2vJMCBEwdeJUi0tADhw6UGKaRUv/DUhFBtN1v6v//U9bAiOX/On/HnWrwOkPWCsH5L/9ZrpKmP75T5du8GStwQMGuTQAAorbcv1nfQbyzx1BzTpNDNJUD6gDb98AVRCk69cM7blw69atSEtLM9gnn332mcnzkFwqYqyq9MqVK1GjRg0cPnxYdQ3Uv07K1wzdTn9kgwcPVo4LUw+AdB/eyO1tjV2LgeIA+dSpU0avy8bIx6Nu7Y1///vfRtP26N4NGzZuUk3T7wGutCaMHeNRPcERmePSIGjTpk2YPXs2du/Wjgq+cuVKDBkyxJVZsoluRwEy3ZtkY3Q7DZCf1htjrPoaoC6xkQMgc2bMmKEEJABQqVIlPHjwwCDdqVOnzOZVZunF/8cffwSAv0eCv1xCauNP+q2l36AfAH766adSrXPYsGGqIKi0TJUM6D6lNlZiIpNLjPRvzHVvBEoTUBqjfxOxYsUKo4G+ru7duytVGWWWjJfj4+Nj1f7WvfE1Vcpmjn4AZ6/G3P7+/sjPzy9zA8iVRmhwKOJi47DrxBkAQPP+L+L+bcNAHgCM3f7rDiBqiq+vr/KQQD6+TN1oR0REKA9I9M9BVapUwb1798yez0x15V1aQ2KGuDQAAv4OXCe8gz379+Cvr94wmiZq+FTAy8vkOq4WFF+LpkyZYlA6UtKDGHP715oSV2OBi7EHTfr0S65MBUAPP/ywcu7SrzJsibp16yrna7mKrT6NmQeK9uBp4wERlcSlvcPdvHkTkZGRRp+6liUJCQkYP368zcubu0gYK243p0IF41/pkSNHVCUKxgIgwHgjfGMn7J9//tmi/MgBzcGDBy26sSxtAGSKsapa1rD0qZ+lzAU4peGoGzYAuH//vur9wYMHVe05jPnll1/w+eefq6ZZ8tmPHDliUdU9ewkOdsyNQX5+Prp3765U6/EEQoiAz2d+hvf++RrEA5tQeP8eKlSqYvEfYPqGW6ZbDVS3VNqYe/eKu6HWL4XUnWeKbq+W5ZEQIuD9KdNKTmiBmzdvWtVWDoDSuYsj2PO70+0K2Fx1NlMsKUk+YudSH1lMb20VQk8bD4icRxCEMjkArUtLgmJiYhATE+PKLNiFbuNwWwQEBBg8LZdZ+0S6qMiw6ogjmMpveWVLlTdzateubVHJmLUsqXJoK1uqFC5btsz+GXGAKlWqOGS9bdq0wfLly8vchcEehMBAHPjPxzYtW6ddH7R58nWL0pZUKq07ULCpam2Wqly5ssHDAGv179kfVwuuomXzlqVajz21CW+DZ598FitWGnYCYS1rz2vmqlO7E1tKmJ2latWqZkvlY58aivR19u1UgUiX3FtcWVOm2gTdvXtX6TYXMF1VzBUGPT0CG4/ZHhhUN6yKDUDbe4888jhZrmLFiigsLHR1NkyqVSsA1a46JpCsF+aQ1ZZ79YS2dllPrQatlNdBQUEeGQDZS1DzjpCMtAkqjepWpveCFyRoe/es6l0Vd+6arwKqr6qftqFwvx798NuG35A4+T20a9vOylw4lhAi4LXRr5oMgqrWrI2QNo86OVfu5U61aghpE1hyQieSOxEJb9oEmQe1QZpPjeq4cVM7xlFQ7drIvXwZgbUD2BU2kRFlKgiaOXMmpk2zT7G9vd2rVBPhMfEOWXfZ6mujHPPyAsx0dW7tukLstS5yO9eztZ1zGBsrhUp276a2RLNd7Hsuzol9aA5vwytx49ApqqPLusO21d3rlxHc8mFEPj3F1VkhI7IPbISg0+FH90e64JfftL0nvvfGBLz6r6kIqh3ArrCJjChTQdBbb72FiRMnKu+vXbumDJ7oaq1Cq+KP9590dTbKFXtUPbEn3cbYRJbwpA4R9IUGh+K1Ma8h93IuNmzZAFFjedXevGM7cfGHt3H87PmSE7sBfz8/5Jupinr/1jVgYBqmTjQ+RIE7O/LzQhz77RtXZ4NMKLx3GwPiRmHdn9oealu3aK4EQc0aN2IJEJEZZSoI8vb2hre3t6uzYZQgCOjSpYtTG3OXdSXVY3anAAgAAyAnMddGzh3JI8zre/LJJz2qQwR9QoiAj96dhenzpmN5WvEYLV5eXmYHj5ZdvHAG9264T5Vnc3JuXC0xzdadW9EmvI3Le4QzJTQ4FA+1fwh/7THsRKbwnvHezMj1hg6MwRP9++CL1G8AAPXrFnf+wRIgIvNc2jtceSIIAh577DFXZ6NMady4sauz4HANGzY0+96T6PauBBiO2SKz5AbZnbRo0UL1vmPHjgC0vUayPRAQFxuHUc+OUt63aNLCdGId+QVlIwAyp0b1GsrrWZ9+hNSlht33uwshRMCK5OXKd9W4Yfk/P5cHrVo0R0hQIOKffw4AUMvPDwC7wyayhEuDoBs3biAzM1MZh+b06dPIzMzEuXPnXJktm4ii6PLeYzp06ABAe1Nmrte9gIAAh2zf2pGC3aUqo6OEhYUZDNxprAtyWWio+7UVaNnSfj1Y6fdcd+vWLaPpdMfAKi2/v28ISqOk0hz9MYYaNGiAxMREjy4F0iWECIhsVbwvnhn8jPK6R48eiI+Px/Dhww2Wa964kUPzVbVqVYeuHwBG/GMEHnnoEQDAv16bgrjYOIdvszR0v6shMUOMpqletZoTc+Qcrjr3dunSBYC2F0lLdYxUn1emz1uAVb+uRdKbk5D4xgS0Dm+GxDcmIOnNiewOm6gELg2Cdu3ahXbt2qFdO21PORMnTkS7du3w3ntlrzHsnDlzsHz58pITmlCpUulrJjZqpL1peOWVV5TBW40FQ3JVI/mJtT3Uq1cPL730UonpdKszrl27ttTblQfX7d+/v03LO/JJfXR0NGJjY82m0b0R69q1q9E01atb25+VYT4A8/to+PDhBo34hw4dihEjRhhNb6paqnwzoT9WSEBAgMGFXrenx5J06dLF6vFHAOCNN4wPAAkATZs2tWgdY8aMMTu/Xbt2yjhh3bp1w7vvvoukpCSWAulo0qi4+8sGdRsorx966CEkJyfj8ccfN1jmlokBJW09V+p2g169evUSB/o1R/fcKZfuBvgZPlwa2OcxTHn1TQBAl05d3LYqnC5/P38AQP069RAXG4dO7Tqp5r/84lgAQPPG1rd3s+dDldLSDbyNdbNu7dhhckBjqZCQEDz3nLb05tlnnzWaJqi24TEVFKg9Dw4fOhgAMHXieGX8n6QpkxDVtg2SpkxiAERkAZcGQT169IAkSQZ/33zzjSuz5RLt27c3O9/UjXDNmjUNptWqVUsZBdtYFb3Bgwer/geAnj17GqTTreZTu3ZtJaAyNjjho48+avLJt4+Pj/J69OjRyg3jc889Z9UTMGN69+4NwPQNbUkDKY4cOdKq9NZYvnw5Nm7cqLzX38fyjdiIESMwceJEo9UDo6KisGjRIgBA27ZtjQa1Xbp0Mfr9yeSHDOYGhuzSpQs+//xzVdDzzjvvICwsDEBxiYr8Xg649WVnZ6Nhw4aIjIxUTff29i5xjBY5WJP/B7SB2MSJE/Hwww9bNf6IfJMq59cYU4GcfFMrV9czVW1PNnnyZOV7efvttxEVFWVxPj1FYIDxroXl0uDw8HCDeS//Xb1HX6dOxTflJd2oyoFzixYtVOe7RYsWIS7OfKmMuZ79XnjhBeW1XLp7pcCwHVtgQKDy2U3tA3dTO0C7z5o0aoLPZ36Gd//uzKF5k+aIi41Dr6498WjnrvjnS+OUZbp3665ah6laAU888YSDcm093aBFfpgmCwgIQJ8+fZT3lpQUvffee6rzc/PmzZXXcvBXuXJlZZpGo8HixYsBmD5PPda3t+p9m/AWmDB2NBLfmIDH+2vz1/XhhxjwENmIbYLsZPLkycqTpZKeuAOGT43kmwD9k7HsH//4h9HpumMlyYNZenl5YfNmbU8xclVDoPhGVr6J8Pf3BwDEx8djyhTD7k/fe+895Ubg008/VUqXdG8mZPo3/Lrkm3BAexGULxReXl44ePCg0WV0mXvCJt+gmuqQQveG2pjIyEglP02bNjVZ8mFsmyVVpxk/frzqRko/yJGrg40YMQJz5841CBwA7bEkHxvffPON8h3oeu+997B06VKjN4RNmzZVSphGjx6tfBf6x2hAQAAEQcCECROUabm5ucqI6/KNfbdu3QCoB6AEikuxpk6dim3bthncYD7//PNK8GuKfDzqHi/vvPMO5s6di8mTJyvL9+jRQ5lv7ObEz88PL774IgAgMDAQ8fHxyjrbtWuHESNGoG7dugbVV+XA6ZlntNW1Jk2ahMTERLRu3RoTJ05EfHy88qd7s6N73FtbJdRTyD3FvTbmNbRs1hLPPP40AMPe83T3a1g94w8kdIPpAQMGKK9r1KhhkFYOnI8ePaoa0Do8PLzEYDU+Pt7kwwUvLy8lgAsJ0d6Ado58SJXmpedeKnPdYQPagVPfef1ttAnXPqCSg7dvPv0an8/8DL0f7Y3f/vMbHtIpIWrYQN3WUX4Ip+/8edt6+9N/yGVpKa4x8jm5WbNmmDhxIiZOnGhwfe3cubNqoGdLSoWCgoJU5+djx44pr+XzVGJionKu7Nq1K2bNmoXExEQEBhoPkDtGqa8Jb014FX17dEfSlEkI/3sfGCstIiLLMAiyE7l3OEBbKiLfNOk/TXz88ceRmJiIceO0T9Hkk6t8AZdLNvSf+OtWv9C9SdS9CWjevDkmTpyI3bt3Kyfj1NRUPPzww5g4cSJ++OEHZV3yyTgxMRFJSUnKzZvudsPDw/HOO+8orwVBQGJiotEqDePHj8fYsWOVz627Ht3SnqCgIGVbI0eOVG5sR48ejdGjRxust2fPnvjiiy+MBifdunWDl5cXAGDv3r0G88PCwpQbFGPi4+PRqlUr1Kmj7U2ne/fuSuN9Y4GeTA5k5e/KlJiYGERERCA+Xjt+VGqqulG0/KRw8+bNEEURPXv2VNLKN19t27ZV9rt+9Sr52JIH5Bw1apRqftu2bfGf//xHKdELDw/H5MmTARiWCukHsPHx8fjtt9+U40ie7+Pjg4kTJxq04ZCD7q5du0IQBPTs2VMVvJoqxZKNHz9eORYuXrwIQHucV6igPUUJgqAsP2zYMGU5/c4WAGDUqFHo0qWL0i4nOTkZM2fOBKAda+z777/Hzz//bFD9UH44IN/cduzYEUlJSYiKisLcuXORnJys/One7KSkpKhusMmQ3FPcR+/OQmSrCMx4Yzrem/qeUnosH+PyMRAf+zRat2iK9m1aGaxL97epe1N98+ZN5XW1atp2K3LAPHr0aFUJEmC6+/LOnTsjPj4eERER6NWrl8H8+Ph4LFmyRNm2RqMBANx7UPybevbJZzF1wjsQQgSEBofindffLjMBkRAiYOrEqRZX3YtqFYlOD2n3rfygbciQIco5QrcWw/Llyw1qPRirzSA/+JHPcfoj0cvvdc8x8jIjRowwqIasex3WPW/OnTsXc+fONSiJHDFiBKZO1ZaATZ06VXWdNaZ9+/YG52fdc6R8rejYsaOyrgEDBqBv375ISkpCRESE6ho39DHtQ6paem0aw5uaGFWdiGxSprrIdndyCUFYWJgSPIiiiMDAQKSkpADQnqife+457NmzB4D2Kf7s2bPRrVs3BAcHKxfm8ePHo1q1akhLS1OtOz4+Ht27d0dsbCxGjBihaly+bNkyJCYmIiEhAdWrV8f06dMxdepU/POf/4QgCMo2g4KClIuI7tPQxMREREdHIz093ejnEwQBSUlJSlse+WKSlpaGmJgYREVFKevLzMzEhQsXcODAAaWKWWxsrKo74aCgIMTExGDBggV46qmnAABfffUVAG0QkJGRgbi4OERFRWHChAlYsmQJ2rZtiwMHDgAANm3ahI4dO2LixIkoLCzEggULVPmdMWMG5syZo5rWrl07JWBKSEjAqlWrlOAkNTVVuXh26tQJq1evNtgHMTEx6Nq1K7788ktER0fjl19+Uc0fMWIEJEnC0qVLleAkKSkJPj4+Sh4ffvhhbN++XXlSOH36dFSsWBFJSUlKW5LAwEBkZGSo9rtMHitr5MiRSpAEqDuaGDFiBD7++GNlf+sHUaNHj0ZhYSE2bdqEbt26YezYscq25GMIgHIcRUVFITMzE/fv38fUqVORkZGhagMXFxeH1NRUVUlIy5YtsXXrVoSGhiI4ONhsm56YmBhlWXm/7927F6tWrVKOKXm+bvW0IUOGYNeuXap1LViwAP7+/qp9Ji8r/x8VFYUBAwZg8+bNiIiIwOXLlw1+g5aU6sTExCA9PR1eXl5GA1UyLjQoFInvJqJCleIgNykpSTlHJYx4FlFtWuHDtyZiQKz64Ujfvn2h0WgQGRmJYcOGKcfx+PHjsXPnTmzduhUvvfQSDh48iH/84x/YsGEDnnrqKVSoUAFLly5Fz549Vd/T0KFDlfMsAOzYsQMDBgyAIAjo3Lkz6tati86dOyMwMBA+Pj6YPHkyNBoNXn31VWzevBkhISHQaDTYeyhTWUdwYLASRMhBRVllKogLDQ7F26+9hZeGvYiqDavjwMEDynXuH//4B65cuYLly5fj7bffxp07d5Tr0bBhw/D999/jxo0b8PHxwciRI/HBBx8o30G3bt0wdepUbNmyBdHR0UhLS1NKdDdt2oSsrCzl9xYYGKjUAvjkk0+wbds25dx1+/ZtZZ3ydxwfH4/WrVuX+FsNDw9Xzlddu3ZVddkvX5vatGmDgwcPolu3bliwYIGyvvj4eKSkpKBLly5Yvnw5RowYgYEDB+L+/fuIiIhQHpjoVoETBAEff/wxggNrA7euYeQzT6Ft61ZoHd4M8c8/h5TvikullGVCgjkGEFEpMQiyI7lIW7doWxAEJCQkKBcH3emJiYkYOnSoUioEQBWovPvuu7h06RIiIyOVE3dCQoISREyYMAG5ubnKiX7q1KlKt7y6Re7yydlUiYI8LykpCaIoKjfZcjr9ZSIiIlR5SUtLM7hhjIqKwtq1a5GcnKxcAHS7DNZfp+7y8fHx6NGjBzIyMgyqCcyePRubN282CPDWrl1rEARt3LjRoIRo2LBh2Lt3L+Lj45XvprCwUHWBbtq0qarkrW3btkpQEhsbq5SsdOzYUbngyfmW9+HSpUtV+3bu3LlKHrt3747t27djyJAhWLVqlfK96X4PmZmZ6N69u0HvcvK6dPezrGvXrmjfvj327NmDCRMmqL533YAgMTERPXv2RO3atbFp0yZVOxb9tPJxJFerXLRoEerUqYNBgwYBKA4C9KsWJScnK8FldnY2tmzZoiwj77tdu3Yp/8sBo25Aq7tf5LzJ1dPk/d6xY0eMGDECS5YsUdLpL2eKfBPy5ptvqp4cGwsa9enmNT09HUeOHFGORbKdIAhIfHcqhGDt+SAivAVGPDccS5YtV4616Oho1TmzqKgImzZtQkxMDDp16oStW7ciOjoan3/+uep82r59e1y4cEG1vcTERAwZMgRhYWFGj7u+ffsaLCPnUw6i5ZIg2b9em4L4kfF23S+uZCqIE0IEvDP+HUh3i1BNqIGhQ4eqHvbJVeJ0z6Vdu3ZVPSyTvfPOO8p17O2330bfvn3Rt29f5bcYERGBiIgIfPnll5g+fbrye9u/fz8A7QO2iIgIVTVfU9dPQRAMti//nuXATP/aFBERoVwX+/Xrh4yMDCQkJODVV181ev4UBEF5mDJhwgSjn9lgfwoC5s7+GNCcASpXQdTf1aOT3pwEnxo1AHipAh65IwQish2DIDuSgwP9DgLkE6z8Wv5fv4hfni7fgAmCoKr/rl9qo3/DpRvw6D/5NrdN/e3r3mQDhlURdNdjbJBIY+l0817S8vKFSndf6r8HjH9eWXx8PMaOHYvg4GBV1SW5KqBuQKYbMMoXK/nmSQ5sNBoNXn/9dbRu3RohISGqCzOgrRJlLsjTzWPPnj1RtWpVNG/eHKtWrVJ9DllUVJRB18slkTtRkLtKN8bYvjdX4iHPk0t65BtEednY2Fikp6ejWbNmqs+ckJCA/Px8LFiwAOPHj1duKuXfQaNGjbBr1y4MHjxYKcnRDxb194tu3uUbjYiICKWUUL5JNrY/zT0AMLePzKXx9fXFtGnTAKhL8xyusNCm9FIhUHS/yAEZso70wPQ4UIIgIOm9d7U3gkVFEEKCMWH8eCxZthzjx4/HQw89ZPJ3FRQUZFW1RP3zk6njzhQ5iO7fvz/Wrl2Lx3sPxM/rfsHD7aIREhDiFvva0eTvUhRFpUosoG0TZOwaZEnpqqlrVlJSknIul39vCQkJBudzWVRUlMnrpz5j1z3da5PufPnaIJdI638m3QeKxs45rVu3NvqAS0XnNy4EBWBu0ts689xrEPEypYRzp/RAQhHc73dr7pxJpcMgyI7MBTb6J1hr12EujfxUXP/i4YzqOaXdjv7yugGg7me09OZ9xIgRCA4OxuTJkyEIgsFTWt2qgLrT9NenWy1Mzo9uUKK7DvmG3NIAV35iqfuU2l6svdm3NK18A6F7gyiXyuh+Jt11y1UdY2JilGXk34FcUubv72+yVNDcfjF2PMgBmbHljH0nFt2MmKFfimhJ6VOpeFUAKlUGHtwHiqwIhCQJFbwroagQkO66xwW+QpUKpluk6n7OSpWBv9v9Gfvt6tP/Tq05xi057oyJjIzE2rVr0atrL/y87hcE+ga4zX52hgpVKiAlNUX1sOm3337D5MmTlX1v7mEZYPxBoT5jvzdLrpe2MnXs6JZImzu2TOXN7AMuW3/jZLlKlbX7WVcF7XFcdK8IUqF7Bhxmz5lkO6kMKygokABIBQUFrs6KS+3evVsCIO3evdvVWXGKS5cuSYmJidKlS5fMTpOk4n0DQIqPjzeYr5vG2fuvLHxv8n5ds2aN1Xk19/n27t0rde/eXdq7d69Vy9k7j6Ulb3PNmjXO2eCD+5J0/67Vf4V37kqFdwvd5+9+oWWf88F9k79tWUnzLWXteuRjeNmyZRIAKf2XdOm9qe9JF85ccP3+dfJ3eenSJWnq1KkSAGnq1KkG+9Be35HTf2+uYONvnH8W/j24b3S3F953g99Sac6ZpLAmNvCSJMk9w14LXLt2DX5+figoKDDaw4ynEEURycnJRqsEeDpRFJXOEeTSIWNpXLH/ytL3Zktebf18zl6uNPbs2YMOHTpg9+7dJY71ReVTWfodO9LatWsxYMAArFmzxubBq0vC3xsRlcSa2IBBEBGRjXhTRqTljN8CA04iKok1sQHbBBER2chZbe+I3J0zfguObANERJ6HJUFERERERFTmWRMbsK8JIiIiIiLyKAyCiIiIiIjIozAIIiIiIiIij8IgiIiIiIiIPAqDICIiIiIi8igMgoiIiIiIyKMwCCIiIiIiIo/CIIiIiIiIiDxKJVdnoDTkcV6vXbvm4pwQEREREZEryTGBHCOYU6aDoOvXrwMA6tev7+KcEBERERGRO7h+/Tr8/PzMpvGSLAmV3FRRUREuXboEX19feHl5uTQv165dQ/369XH+/HnUrFnTpXkpj7h/HY/72LG4fx2L+9exuH8di/vXsbh/Hcud9q8kSbh+/Trq1KmDChXMt/op0yVBFSpUQL169VydDZWaNWu6/AAoz7h/HY/72LG4fx2L+9exuH8di/vXsbh/Hctd9m9JJUAydoxAREREREQehUEQERERERF5FAZBduLt7Y3ExER4e3u7OivlEvev43EfOxb3r2Nx/zoW969jcf86FvevY5XV/VumO0YgIiIiIiKyFkuCiIiIiIjIozAIIiIiIiIij8IgiIiIiIiIPAqDICIiIiIi8igMguzkiy++QFhYGKpWrYrOnTvjr7/+cnWW3N7MmTPRqVMn+Pr6Ijg4GEOGDMHRo0dVaXr06AEvLy/V38svv6xKc+7cOQwcOBDVq1dHcHAw3njjDTx48MCZH8VtJSUlGey/8PBwZf6dO3cwbtw41K5dGz4+Phg2bBg0Go1qHdy/poWFhRnsXy8vL4wbNw4Aj19rbdq0CU888QTq1KkDLy8vrFq1SjVfkiS89957EAQB1apVQ58+fXD8+HFVmitXriA2NhY1a9aEv78/4uLicOPGDVWa/fv349FHH0XVqlVRv359fPzxx47+aG7B3P69f/8+pkyZgrZt26JGjRqoU6cOnn/+eVy6dEm1DmPH/KxZs1RpuH+NH7+jRo0y2HcDBgxQpeHxa1pJ+9fYudjLywuzZ89W0vD4Nc2SezJ73TNs2LAB7du3h7e3N5o2bYpvvvnG0R/POIlKbcWKFVKVKlWkxYsXS4cOHZLGjBkj+fv7SxqNxtVZc2v9+/eXvv76a+ngwYNSZmam9Nhjj0kNGjSQbty4oaTp3r27NGbMGEkUReWvoKBAmf/gwQOpTZs2Up8+faS9e/dKv/76qxQYGCi99dZbrvhIbicxMVFq3bq1av/l5uYq819++WWpfv360rp166Rdu3ZJDz/8sNSlSxdlPveveTk5Oap9+/vvv0sApIyMDEmSePxa69dff5XeeecdKS0tTQIgrVy5UjV/1qxZkp+fn7Rq1Spp37590qBBg6RGjRpJt2/fVtIMGDBAioyMlLZv3y79+eefUtOmTaXhw4cr8wsKCqSQkBApNjZWOnjwoLR8+XKpWrVqUnJysrM+psuY27/5+flSnz59pB9++EHKysqStm3bJj300ENShw4dVOto2LCh9P7776uOad1zNvev6eP3hRdekAYMGKDad1euXFGl4fFrWkn7V3e/iqIoLV68WPLy8pJOnjyppOHxa5ol92T2uGc4deqUVL16dWnixInS4cOHpc8++0yqWLGitGbNGqd+XkmSJAZBdvDQQw9J48aNU94XFhZKderUkWbOnOnCXJU9OTk5EgBp48aNyrTu3btL48ePN7nMr7/+KlWoUEHKzs5Wpi1cuFCqWbOmdPfuXUdmt0xITEyUIiMjjc7Lz8+XKleuLP3nP/9Rph05ckQCIG3btk2SJO5fa40fP15q0qSJVFRUJEkSj9/S0L/JKSoqkkJDQ6XZs2cr0/Lz8yVvb29p+fLlkiRJ0uHDhyUA0s6dO5U06enpkpeXl3Tx4kVJkiTpyy+/lGrVqqXav1OmTJFatGjh4E/kXozdROr766+/JADS2bNnlWkNGzaU5s+fb3IZ7l8tU0HQ4MGDTS7D49dylhy/gwcPlnr16qWaxuPXcvr3ZPa6Z3jzzTel1q1bq7b1zDPPSP3793f0RzLA6nCldO/ePezevRt9+vRRplWoUAF9+vTBtm3bXJizsqegoAAAEBAQoJq+dOlSBAYGok2bNnjrrbdw69YtZd62bdvQtm1bhISEKNP69++Pa9eu4dChQ87JuJs7fvw46tSpg8aNGyM2Nhbnzp0DAOzevRv3799XHbvh4eFo0KCBcuxy/1ru3r17WLJkCV566SV4eXkp03n82sfp06eRnZ2tOl79/PzQuXNn1fHq7++Pjh07Kmn69OmDChUqYMeOHUqabt26oUqVKkqa/v374+jRo7h69aqTPk3ZUFBQAC8vL/j7+6umz5o1C7Vr10a7du0we/ZsVVUX7l/zNmzYgODgYLRo0QJjx47F5cuXlXk8fu1Ho9Hgl19+QVxcnME8Hr+W0b8ns9c9w7Zt21TrkNO44p65ktO3WM7k5eWhsLBQ9YUDQEhICLKyslyUq7KnqKgIr7/+Oh555BG0adNGmf7cc8+hYcOGqFOnDvbv348pU6bg6NGjSEtLAwBkZ2cb3ffyPE/XuXNnfPPNN2jRogVEUcS0adPw6KOP4uDBg8jOzkaVKlUMbnBCQkKUfcf9a7lVq1YhPz8fo0aNUqbx+LUfeX8Y21+6x2twcLBqfqVKlRAQEKBK06hRI4N1yPNq1arlkPyXNXfu3MGUKVMwfPhw1KxZU5n+2muvoX379ggICMDWrVvx1ltvQRRFzJs3DwD3rzkDBgzA0KFD0ahRI5w8eRJvv/02YmJisG3bNlSsWJHHrx19++238PX1xdChQ1XTefxaxtg9mb3uGUyluXbtGm7fvo1q1ao54iMZxSCI3MK4ceNw8OBBbN68WTU9Pj5eed22bVsIgoDevXvj5MmTaNKkibOzWebExMQoryMiItC5c2c0bNgQ//73v516ovEEqampiImJQZ06dZRpPH6pLLp//z6efvppSJKEhQsXquZNnDhReR0REYEqVaogISEBM2fOhLe3t7OzWqY8++yzyuu2bdsiIiICTZo0wYYNG9C7d28X5qz8Wbx4MWJjY1G1alXVdB6/ljF1T1besDpcKQUGBqJixYoGvWNoNBqEhoa6KFdlyyuvvIKff/4ZGRkZqFevntm0nTt3BgCcOHECABAaGmp038vzSM3f3x/NmzfHiRMnEBoainv37iE/P1+VRvfY5f61zNmzZ/HHH39g9OjRZtPx+LWdvD/MnWtDQ0ORk5Ojmv/gwQNcuXKFx7SF5ADo7Nmz+P3331WlQMZ07twZDx48wJkzZwBw/1qjcePGCAwMVJ0PePyW3p9//omjR4+WeD4GePwaY+qezF73DKbS1KxZ0+kPZxkElVKVKlXQoUMHrFu3TplWVFSEdevWITo62oU5c3+SJOGVV17BypUrsX79eoMiaGMyMzMBAIIgAACio6Nx4MAB1YVDvnC3atXKIfkuy27cuIGTJ09CEAR06NABlStXVh27R48exblz55Rjl/vXMl9//TWCg4MxcOBAs+l4/NquUaNGCA0NVR2v165dw44dO1THa35+Pnbv3q2kWb9+PYqKipQANDo6Gps2bcL9+/eVNL///jtatGjhMVVdTJEDoOPHj+OPP/5A7dq1S1wmMzMTFSpUUKpxcf9a7sKFC7h8+bLqfMDjt/RSU1PRoUMHREZGlpiWx2+xku7J7HXPEB0drVqHnMYl98xO74qhHFqxYoXk7e0tffPNN9Lhw4el+Ph4yd/fX9U7BhkaO3as5OfnJ23YsEHVXeWtW7ckSZKkEydOSO+//760a9cu6fTp09Lq1aulxo0bS926dVPWIXfH2K9fPykzM1Nas2aNFBQU5LFdDOubNGmStGHDBun06dPSli1bpD59+kiBgYFSTk6OJEna7i4bNGggrV+/Xtq1a5cUHR0tRUdHK8tz/5assLBQatCggTRlyhTVdB6/1rt+/bq0d+9eae/evRIAad68edLevXuV3slmzZol+fv7S6tXr5b2798vDR482GgX2e3atZN27Nghbd68WWrWrJmqi+H8/HwpJCREGjlypHTw4EFpxYoVUvXq1T2iC1xz+/fevXvSoEGDpHr16kmZmZmqc7Lcq9PWrVul+fPnS5mZmdLJkyelJUuWSEFBQdLzzz+vbIP71/j+vX79ujR58mRp27Zt0unTp6U//vhDat++vdSsWTPpzp07yjp4/JpW0vlBkrRdXFevXl1auHChwfI8fs0r6Z5MkuxzzyB3kf3GG29IR44ckb744gt2kV3WffbZZ1KDBg2kKlWqSA899JC0fft2V2fJ7QEw+vf1119LkiRJ586dk7p16yYFBARI3t7eUtOmTaU33nhDNc6KJEnSmTNnpJiYGKlatWpSYGCgNGnSJOn+/fsu+ETu55lnnpEEQZCqVKki1a1bV3rmmWekEydOKPNv374t/fOf/5Rq1aolVa9eXXryySclURRV6+D+NW/t2rUSAOno0aOq6Tx+rZeRkWH0nPDCCy9IkqTtJvvdd9+VQkJCJG9vb6l3794G+/3y5cvS8OHDJR8fH6lmzZrSiy++KF2/fl2VZt++fVLXrl0lb29vqW7dutKsWbOc9RFdytz+PX36tMlzsjzu1e7du6XOnTtLfn5+UtWqVaWWLVtKH374oeomXpK4f43t31u3bkn9+vWTgoKCpMqVK0sNGzaUxowZY/CwlMevaSWdHyRJkpKTk6Vq1apJ+fn5Bsvz+DWvpHsySbLfPUNGRoYUFRUlValSRWrcuLFqG87kJUmS5KBCJiIiIiIiIrfDNkFERERERORRGAQREREREZFHYRBEREREREQehUEQERERERF5FAZBRERERETkURgEERERERGRR2EQREREREREHoVBEBERlQmjRo3CkCFDXJ0NIiIqByq5OgNEREReXl5m5ycmJmLBggXg+N5ERGQPDIKIiMjlRFFUXv/www947733cPToUWWaj48PfHx8XJE1IiIqh1gdjoiIXC40NFT58/Pzg5eXl2qaj4+PQXW4Hj164NVXX8Xrr7+OWrVqISQkBIsWLcLNmzfx4osvwtfXF02bNkV6erpqWwcPHkRMTAx8fHwQEhKCkSNHIi8vz8mfmIiIXIlBEBERlVnffvstAgMD8ddff+HVV1/F2LFj8Y9//ANdunTBnj170K9fP4wcORK3bt0CAOTn56NXr15o164ddu3ahTVr1kCj0eDpp5928SchIiJnYhBERERlVmRkJKZOnYpmzZrhrbfeQtWqVREYGIgxY8agWbNmeO+993D58mXs378fAPD555+jXbt2+PDDDxEeHo527dph8eLFyMjIwLFjx1z8aYiIyFnYJoiIiMqsiIgI5XXFihVRu3ZttG3bVpkWEhICAMjJyQEA7Nu3DxkZGUbbF508eRLNmzd3cI6JiMgdMAgiIqIyq3Llyqr3Xl5eqmlyr3NFRUUAgBs3buCJJ57ARx99ZLAuQRAcmFMiInInDIKIiMhjtG/fHj/++CPCwsJQqRIvgUREnoptgoiIyGOMGzcOV65cwfDhw7Fz506cPHkSa9euxYsvvojCwkJXZ4+IiJyEQRAREXmMOnXqYMuWLSgsLES/fv3Qtm1bvP766/D390eFCrwkEhF5Ci+Jw28TEREREZEH4WMvIiIiIiLyKAyCiIiIiIjIozAIIiIiIiIij8IgiIiIiIiIPAqDICIiIiIi8igMgoiIiIiIyKMwCCIiIiIiIo/CIIiIiIiIiDwKgyAiIiIiIvIoDIKIiIiIiMijMAgiIiIiIiKPwiCIiIiIiIg8yv8D+S2A0xZU5mUAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "time = np.arange(\n", + " 0, 2000, 1\n", + ") # e.g. daily binning for 12 years = 4380 days of observation\n", + "N_b = len(time) # number of bins\n", + "flux = np.ones(N_b)\n", + "rel_flux_error = 0.1 # flux error ~ 5%\n", + "rng = np.random.default_rng() # ranodm number generator object\n", + "noise = rng.normal(0, 0.07, N_b) # white noise backround with strength\n", + "# noise = np.random.normal(0, 0.07, N_b)\n", + "\n", + "# maximum values for gaussian flares\n", + "amp_max = 100\n", + "cen_max = 4380\n", + "wid_max = 40\n", + "\n", + "\n", + "def gaussian(x, amp, cen, wid):\n", + " \"1-d Gaussian: gaussian(x=data, amp, cen, wid)\"\n", + " return (amp / (np.sqrt(2 * np.pi) * wid)) * np.exp(-((x - cen) ** 2) / (2 * wid**2))\n", + "\n", + "\n", + "def rand_gauss(x, amp_max, cen_max):\n", + " \"random 1-d Gaussian\"\n", + " \"takes maximum values for parameters and multiplies each with uniform random number [0,1) ... 0 aba kee1\"\n", + " \"https://numpy.org/doc/stable/reference/random/generated/numpy.random.random.html\"\n", + " amp = rng.normal(1) * amp_max\n", + " cen = rng.normal(1) * cen_max\n", + " wid = amp * 0.25 # assume that flares are self similar; always same shape\n", + " return gaussian(x, amp, cen, wid)\n", + "\n", + "\n", + "lc_array = np.zeros(10, dtype=object)\n", + "for lci in range(10):\n", + " flux = np.ones(N_b)\n", + " for _ in range(60):\n", + " flare = rand_gauss(time, amp_max, cen_max)\n", + " flux += flare\n", + " flux += noise\n", + " flux_error = flux * rel_flux_error\n", + " lc = LightCurve(time, flux, flux_error)\n", + " lc.get_bblocks()\n", + " lc.find_hop(\"flip\")\n", + " lc_array[lci] = lc\n", + "\n", + " plt.figure(lci)\n", + " lc.plot_lc()\n", + " lc.plot_bblocks(zorder=100)\n", + " lc.plot_hop()\n", + " plt.xlabel(\"Time\")\n", + " plt.ylabel(\"Flux\")" + ] + }, + { + "cell_type": "markdown", + "id": "unavailable-porcelain", + "metadata": { + "id": "unavailable-porcelain" + }, + "source": [ + "### 5.2. Create LC_Set" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "roman-consensus", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 328 }, + "id": "roman-consensus", + "outputId": "52130e3b-ff54-4c73-891a-0e7acf63ec3d" + }, + "outputs": [ { - "cell_type": "markdown", - "id": "velvet-yugoslavia", - "metadata": { - "id": "velvet-yugoslavia" - }, - "source": [ - "### A2: astropy.stats.bayesian_blocks returns edges\n", - "i.e. value in unit of time where changes are significant; first and last edge coincide with data bin, the rest is inbetween data bins (shown with red stripes)
\n", - "what we need for further processing is index of time array (shown with green stripes)" + "data": { + "text/plain": [ + "Text(0.5, 0, 'asymmetry measure')" ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" }, { - "cell_type": "code", - "execution_count": null, - "id": "robust-visiting", - "metadata": { - "id": "robust-visiting", - "outputId": "84d3e4eb-4d45-4545-e5de-7c880620ae67", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 360 - } - }, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } - ], - "source": [ - "time, flux, flux_error = np.load(\"lightcurves/lc.npy\") # mock lc with gaussian flares\n", - "time += 55000 # e.g. MJD\n", - "fig = plt.figure(0, (10, 3))\n", - "time_one = np.ones(len(time)) # used for plotting\n", - "ax0 = fig.add_subplot(211)\n", - "plt.plot(\n", - " time, time_one, linewidth=0, label=\"data bin\", marker=\"+\", c=\"blue\", markersize=10\n", - ")\n", - "plt.axvline(edges[0], color=\"red\", label=\"edges\", linewidth=1)\n", - "for i in range(1, len(edges)):\n", - " plt.axvline(edges[i], color=\"red\", linewidth=1)\n", - "plt.xlabel(\"Time/ MJD\", fontsize=14)\n", - "plt.yticks([])\n", - "ax0.xaxis.tick_top()\n", - "ax0.xaxis.set_label_position(\"top\")\n", - "plt.legend()\n", - "\n", - "ax1 = fig.add_subplot(212)\n", - "plt.plot(time_one, linewidth=0, label=\"data bin\", marker=\"+\", c=\"blue\", markersize=10)\n", - "plt.axvline(edge_index[0], color=\"green\", label=\"edge_index\", linewidth=1)\n", - "for i in range(1, len(edge_index)):\n", - " plt.axvline(edge_index[i], color=\"green\", linewidth=1)\n", - "plt.xlabel(\"Time array index\", fontsize=14)\n", - "plt.yticks([])\n", - "plt.legend()\n", - "plt.subplots_adjust(left=None, bottom=None, right=None, top=None, wspace=0.2, hspace=0)" + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "tutorial-exhibition", - "metadata": { - "id": "tutorial-exhibition" - }, - "outputs": [], - "source": [] + }, + "metadata": {}, + "output_type": "display_data" } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.8" - }, + ], + "source": [ + "lcs = LC_Set(lc_array, block_min=2) # single block flares do not resolve asymmetry\n", + "lcs.plot_asym()\n", + "plt.legend()\n", + "plt.ylabel(\"probability density\")\n", + "plt.xlabel(\"asymmetry measure\")\n", + "# for histogram binning see https://docs.astropy.org/en/stable/api/astropy.visualization.hist.html" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "worthy-chester", + "metadata": { + "id": "worthy-chester" + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "reduced-diagram", + "metadata": { + "id": "reduced-diagram" + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "southern-recommendation", + "metadata": { + "id": "southern-recommendation" + }, + "source": [ + "# APPENDIX" + ] + }, + { + "cell_type": "markdown", + "id": "breeding-interest", + "metadata": { + "id": "breeding-interest" + }, + "source": [ + "### A1: Find significant fluctuations with respect to threshold\n", + "1. flux_buffer
\n", + "Set every flux bin under threshold to threshold before initializing light curve object and then apply Bayesian blocks\n", + "\n", + "2. get_bblocks_above
\n", + "Create Bayesian blocks for light curve but set every block that is under threshold to threshold\n", + "\n", + "-> detect significant variations wrt threshold = flares?\n", + "\n", + "ATTENTION! This returns artificial flux values! Use cautiously if at all.." + ] + }, + { + "cell_type": "markdown", + "id": "velvet-yugoslavia", + "metadata": { + "id": "velvet-yugoslavia" + }, + "source": [ + "### A2: astropy.stats.bayesian_blocks returns edges\n", + "i.e. value in unit of time where changes are significant; first and last edge coincide with data bin, the rest is inbetween data bins (shown with red stripes)
\n", + "what we need for further processing is index of time array (shown with green stripes)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "robust-visiting", + "metadata": { "colab": { - "provenance": [] + "base_uri": "https://localhost:8080/", + "height": 360 + }, + "id": "robust-visiting", + "outputId": "84d3e4eb-4d45-4545-e5de-7c880620ae67" + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } + ], + "source": [ + "time, flux, flux_error = np.load(\"lightcurves/lc.npy\") # mock lc with gaussian flares\n", + "time += 55000 # e.g. MJD\n", + "fig = plt.figure(0, (10, 3))\n", + "time_one = np.ones(len(time)) # used for plotting\n", + "ax0 = fig.add_subplot(211)\n", + "plt.plot(\n", + " time, time_one, linewidth=0, label=\"data bin\", marker=\"+\", c=\"blue\", markersize=10\n", + ")\n", + "plt.axvline(edges[0], color=\"red\", label=\"edges\", linewidth=1)\n", + "for i in range(1, len(edges)):\n", + " plt.axvline(edges[i], color=\"red\", linewidth=1)\n", + "plt.xlabel(\"Time/ MJD\", fontsize=14)\n", + "plt.yticks([])\n", + "ax0.xaxis.tick_top()\n", + "ax0.xaxis.set_label_position(\"top\")\n", + "plt.legend()\n", + "\n", + "ax1 = fig.add_subplot(212)\n", + "plt.plot(time_one, linewidth=0, label=\"data bin\", marker=\"+\", c=\"blue\", markersize=10)\n", + "plt.axvline(edge_index[0], color=\"green\", label=\"edge_index\", linewidth=1)\n", + "for i in range(1, len(edge_index)):\n", + " plt.axvline(edge_index[i], color=\"green\", linewidth=1)\n", + "plt.xlabel(\"Time array index\", fontsize=14)\n", + "plt.yticks([])\n", + "plt.legend()\n", + "plt.subplots_adjust(left=None, bottom=None, right=None, top=None, wspace=0.2, hspace=0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "tutorial-exhibition", + "metadata": { + "id": "tutorial-exhibition" + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" }, - "nbformat": 4, - "nbformat_minor": 5 -} \ No newline at end of file + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/src/lightcurves/LC.py b/src/lightcurves/LC.py index bb3772f..9670573 100644 --- a/src/lightcurves/LC.py +++ b/src/lightcurves/LC.py @@ -2,14 +2,13 @@ import logging import pickle +from pathlib import Path import astropy import astropy.stats.bayesian_blocks as bblocks import numpy as np from matplotlib import pyplot as plt from matplotlib.axes import Axes # for type hints only -from pathlib import Path - # https://docs.astropy.org/en/stable/api/astropy.stats.bayesian_blocks.html import lightcurves.HopFinder as hf @@ -37,7 +36,8 @@ def load_lc(path: str | Path) -> LightCurve: with path.open("rb") as f: return pickle.load(f) -''' + +''' this following is exactly like the previous one.. might not be necessary def load_lc_npy(path: str | Path) -> LightCurve: """ @@ -52,6 +52,7 @@ def load_lc_npy(path: str | Path) -> LightCurve: return pickle.load(f) ''' + def load_lc_csv(path: str) -> LightCurve: """ Load a pickled LightCurve instance from a CSV file saved with `save_csv()`. @@ -153,8 +154,8 @@ def clean_data( ts_ = ts[nan_mask] ts_clean = ts_[time_unique_id] return (time_unique, flux_clean, flux_error_clean, ts_clean) - else: - return (time_unique, flux_clean, flux_error_clean, None) + return (time_unique, flux_clean, flux_error_clean, None) + def get_gti_iis( time: np.ndarray, n_gaps: int, n_pick: int | None @@ -316,7 +317,7 @@ def __init__( friendly_error = "Input arrays do not have same length" raise ValueError(friendly_error) if len(flux[np.isnan(flux)]) > 0 or len(flux_error[np.isnan(flux_error)]) > 0: - friendly_error = "flux or flux_error contain np.nan values" + friendly_error = "flux or flux_error contain np.nan values" raise TypeError(friendly_error) if len(time) != len(np.unique(time)): friendly_error = "time contains duplicate values" @@ -422,7 +423,7 @@ def save_npy(self, path: str) -> None: Use `load_lc_npy()` to read this file. This does not update `LC.py`, it saves current object state. TBD: actaully since this is an object it just saves a pickle that could be called .npy - the save npy business needs to be revisited I think it might be nonesense + the save npy business needs to be revisited I think it might be nonesense """ path = Path(path) with path.open("wb") as pickle_file: @@ -508,7 +509,7 @@ def plot_lc( axtop.set_xbound(ax.get_xbound()) axtop.set_xlim(ax.get_xlim()) format_labels = astropy.time.Time( - list(t for t in ax.get_xticks()), format=self.time_format + list(ax.get_xticks()), format=self.time_format ) if new_time_format == "isot": new_labels = [ @@ -784,9 +785,8 @@ def get_bblocks_above( self.block_val > threshold, self.block_val, threshold ) except AttributeError: - raise AttributeError( - "Initialize Bayesian blocks with lc.get_bblocks() first!" - ) + msg = "Initialize Bayesian blocks with lc.get_bblocks() first!" + raise AttributeError(msg) from err # Merge neighbouring threshold blocks and delete edges block_mask = np.ones(len(self.block_val), dtype=bool) @@ -857,9 +857,8 @@ def plot_bblocks( **kwargs, ) except AttributeError: - raise AttributeError( - "Initialize Bayesian blocks with .get_bblocks() first!" - ) + msg = "Initialize Bayesian blocks with .get_bblocks() first!" + raise AttributeError(msg) from err # ------------------------------------------------------------------------- def bb_i(self, t: float): diff --git a/src/lightcurves/HopFinder.py b/src/lightcurves/hop_finder.py similarity index 97% rename from src/lightcurves/HopFinder.py rename to src/lightcurves/hop_finder.py index 3db9169..17eaedb 100644 --- a/src/lightcurves/HopFinder.py +++ b/src/lightcurves/hop_finder.py @@ -91,8 +91,8 @@ def clean(self, peaks, starts, ends, lc): logging.info("not variable enough, no peak found") return (None, None, None) if self.lc_edges == "neglect" and (len(starts) < 1 or len(ends) < 1): - logging.info("not variable enough, missing start or end") - return (None, None, None) + logging.info("not variable enough, missing start or end") + return (None, None, None) if self.lc_edges == "add": if len(starts) < 1: starts = np.insert(starts, 0, lc.edges[0]) @@ -199,8 +199,8 @@ def find_peaks(self, lc): for i in range(1, len(diff)): # if previous rising; this falling if (diff[i - 1] > 0 and diff[i] < 0) and (lc.block_val[i] > lc.baseline): - # peak_time = middle of peak block - peaks.append(lc.edges[i] + (lc.edges[i + 1] - lc.edges[i]) / 2) + # peak_time = middle of peak block + peaks.append(lc.edges[i] + (lc.edges[i + 1] - lc.edges[i]) / 2) return peaks def find_start_end(self, lc):