{ "cells": [ { "cell_type": "markdown", "id": "a06cef5b-3073-407a-9783-c6ecda316b9d", "metadata": {}, "source": [ "# Summary of Artificial Precipitation Checks\n", "Many factors can create a false signal in the data. There are two main mechanisms that can interact in different ways to generate a false precipitation:\n", "\n", "1. A change in the tank level resulting from signal noise, diurnal fluctuations, or site maintenance such as removing the instrument or restarting the logger.\n", "1. The algorithm that converts changes in tank depth into precipitation amounts can be tricked by the tank level creating precip when it shouldn't.\n", "\n", "Three methods were developed while cleaning the data for clog QA methods in the section [Clog QA Methods: Exploring Clogs](clog_qa_i.nblink#Exploring-Clogs). Clogs are identified by comparing two rain gauges, and the data must be thoroughly cleaned before that method can be performed effectively. One additional method was developed in the following section based on the problems found in [Clog QA Methods: Capturing Clogs from ACC Ratio](clog_qa_ii.nblink#Capturing-Clogs-from-ACC-Ratio).\n", "\n", "Another source of artifical, or false, precipitation is covered in its own section, [Diurnal Signal Noise QA](diurnal_qa.rst)" ] }, { "cell_type": "markdown", "id": "62f0879f-3187-4cf4-8620-5d4a3b2f98eb", "metadata": {}, "source": [ "## How Big an Impact Does This Have?\n", "Not every site or every year contains these issues. They pop up in certain places. Below is a look at CEN stand alone, which is a good example of how the problems can present when the right conditions exist.\n", "\n", "First we load modules and data." ] }, { "cell_type": "code", "execution_count": 1, "id": "bf191c95-0b73-4a11-b925-aac6fe4acca1", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "# Jupyter magic to make plots display interactive\n", "# must install ipympl (Ipython-matplotlib) and nodejs\n", "from ipywidgets.embed import embed_minimal_html\n", "%matplotlib widget\n", "\n", "import sys\n", "sys.path.append(\"../../\")\n", "from post_gce_qc import qaqc, data_transfer, cross_probe_qc" ] }, { "cell_type": "code", "execution_count": 2, "id": "facdb7d6-d356-4b9b-8e67-1649d9209c77", "metadata": {}, "outputs": [], "source": [ "# laod data\n", "prov = data_transfer.LoadProvisionalData(strtyr=2018, endyr=2022, file_n='../../config.yaml')\n", "prov.load_ppt_data()\n", "\n", "df = prov.pivot_on_probe(prov.df, 'CEN', '01')\n", "cnsh = prov.pivot_on_probe(prov.df, 'CEN', '02')" ] }, { "cell_type": "markdown", "id": "e22ab9c2-a826-4488-8590-b36814e48c29", "metadata": {}, "source": [ "Next we apply the 4 rules." ] }, { "cell_type": "code", "execution_count": 3, "id": "d2dc8041-f908-4985-ac63-9da96da1fe12", "metadata": {}, "outputs": [], "source": [ "# apply rules\n", "#-------------------------\n", "param = qaqc._load_yaml('../../qa_param.yaml')['CEN_01']\n", "qc = qaqc.QaRules(df, qa_params=param)\n", "\n", "dbl = param['auto_flag']['flag_double_precip']\n", "rpt = param['auto_flag']['flag_repeating_val_precip']\n", "empty = param['auto_flag']['flag_empty_tank']\n", "\n", "qc.flag_double_precip(**dbl)\n", "qc.flag_repeating_val_precip(**rpt)\n", "qc.flag_propagate_EM_from_tank()\n", "qc.flag_empty_tank(**empty)" ] }, { "cell_type": "markdown", "id": "ddf59fc7-c7a0-4bba-97f6-e3a9cc92a934", "metadata": {}, "source": [ "Then we apply the changes to the data." ] }, { "cell_type": "code", "execution_count": 4, "id": "6db3adce-1531-4cc0-919d-e1f1be249d1e", "metadata": {}, "outputs": [], "source": [ "# apply flags to data\n", "flag = qaqc.ApplyFlags(qc.df_orig.index, precision=0.2)\n", "flag.import_provisional_data(qc.df_orig)\n", "flag.apply_QaRules_flags(qc.qa_events, qc.qa_flags)\n", "\n", "flag.remove_GCE_F_flags()\n", "\n", "flag.apply_0_val()\n", "flag.apply_NAN_val()" ] }, { "cell_type": "markdown", "id": "da0f2092-910b-4fd7-8412-bb979b4b7434", "metadata": {}, "source": [ "While it doesn't affect all years, the quantities are dramatic. It is not surprising that the paired comparison needed this fixed first." ] }, { "cell_type": "code", "execution_count": 5, "id": "2e49af16-7e52-4111-9133-39aa8127cd54", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2018-09-30 -4.150024\n", "2019-09-30 -577.080078\n", "2020-09-30 -20.630005\n", "2021-09-30 0.0\n", "2022-09-30 -14.798096\n", "2023-09-30 0.0\n", "Freq: YE-SEP, Name: adj_precip, dtype: float[pyarrow]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "WY = flag.data[['precip', 'adj_precip']].groupby(pd.Grouper(freq='YE-SEP'))\n", "WY.sum().diff(axis=1)['adj_precip']" ] }, { "cell_type": "code", "execution_count": 6, "id": "5be94ba8-8b03-4026-8d48-05737b61008e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2018-09-30 -0.2276\n", "2019-09-30 -23.808605\n", "2020-09-30 -1.235443\n", "2021-09-30 0.0\n", "2022-09-30 -0.656086\n", "2023-09-30 NaN\n", "Freq: YE-SEP, Name: adj_precip, dtype: float[pyarrow]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "WY.sum().pct_change(axis=1)['adj_precip'] * 100 " ] }, { "cell_type": "code", "execution_count": 7, "id": "bc279526-f150-4fb6-bba9-e3af17d4fe15", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "7b6c1d86368648cdbd5becd939e4674e", "version_major": 2, "version_minor": 0 }, "image/png": 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2018-12-25 09:35:00307.299988<NA>0.0<NA>826.309998<NA>
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" ], "text/plain": [ " INST INST_Flag TOT TOT_Flag ACC \\\n", "Date \n", "2018-12-25 08:30:00 134.300003 M 0.0 480.209991 \n", "2018-12-25 08:35:00 134.300003 M 0.0 480.209991 \n", "2018-12-25 08:40:00 134.300003 M 0.0 480.209991 \n", "2018-12-25 08:45:00 134.300003 M 0.0 480.209991 \n", "2018-12-25 08:50:00 134.300003 M 0.0 480.209991 \n", "2018-12-25 08:55:00 134.300003 M 0.0 480.209991 \n", "2018-12-25 09:00:00 134.300003 M 0.0 480.209991 \n", "2018-12-25 09:05:00 134.399994 M 0.0 480.209991 \n", "2018-12-25 09:10:00 134.300003 M 0.0 480.209991 \n", "2018-12-25 09:15:00 134.300003 M 0.0 480.209991 \n", "2018-12-25 09:20:00 307.399994 RM 173.100006 JM 653.309998 \n", "2018-12-25 09:25:00 307.299988 173.0 F 826.309998 \n", "2018-12-25 09:30:00 307.299988 0.0 826.309998 \n", "2018-12-25 09:35:00 307.299988 0.0 826.309998 \n", "\n", " ACC_Flag \n", "Date \n", "2018-12-25 08:30:00 \n", "2018-12-25 08:35:00 \n", "2018-12-25 08:40:00 \n", "2018-12-25 08:45:00 \n", "2018-12-25 08:50:00 \n", "2018-12-25 08:55:00 \n", "2018-12-25 09:00:00 \n", "2018-12-25 09:05:00 \n", "2018-12-25 09:10:00 \n", "2018-12-25 09:15:00 \n", "2018-12-25 09:20:00 J \n", "2018-12-25 09:25:00 F \n", "2018-12-25 09:30:00 \n", "2018-12-25 09:35:00 " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "strt, end = pd.to_datetime('12/25/18 0830'), pd.to_datetime('12/25/18 0935')\n", "df[strt:end]" ] }, { "cell_type": "code", "execution_count": 9, "id": "d3f1de0b-49c5-482b-a210-26748ecaf874", "metadata": {}, "outputs": [], "source": [ "# apply rules\n", "#-------------------------\n", "qc.qa_events.duplicate = qc.qa_flags.Set0 = False\n", "kwarg = param['auto_flag']['flag_double_precip']\n", "\n", "qc.flag_double_precip(**kwarg)" ] }, { "cell_type": "code", "execution_count": 12, "id": "a732f567-31ee-4495-bb7b-9896d5fad162", "metadata": {}, "outputs": [], "source": [ "# apply flags to data\n", "flag = qaqc.ApplyFlags(qc.df_orig.index, precision=0.2)\n", "flag.import_provisional_data(qc.df_orig)\n", "flag.apply_QaRules_flags(qc.qa_events, qc.qa_flags)\n", "\n", "flag.remove_GCE_F_flags()\n", "\n", "flag.apply_0_val()\n", "flag.apply_NAN_val()" ] }, { "cell_type": "markdown", "id": "e5988f52-e2d8-4c10-8bab-8fc284f2bc81", "metadata": {}, "source": [ "While it doesn't affect all years, the quantities are dramatic. It is not surprising that the paired comparison needed this fixed first." ] }, { "cell_type": "code", "execution_count": 13, "id": "a030f05c-9217-4bd3-9a2c-d2436461bc10", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2018-09-30 -3.150024\n", "2019-09-30 -577.080078\n", "2020-09-30 -6.47998\n", "2021-09-30 0.0\n", "2022-09-30 -8.0979\n", "2023-09-30 0.0\n", "Freq: YE-SEP, Name: adj_precip, dtype: float[pyarrow]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "WY = flag.data[['precip', 'adj_precip']].groupby(pd.Grouper(freq='YE-SEP'))\n", "WY.sum().diff(axis=1)['adj_precip']" ] }, { "cell_type": "markdown", "id": "b65179bc-4d27-48f7-989c-390f0160ff5e", "metadata": {}, "source": [ "The 2019 total was over 25%. It would likely show up more if it had clogged in other years." ] }, { "cell_type": "code", "execution_count": 14, "id": "5e385e48-f85e-4e53-b823-aee4ec934019", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2018-09-30 -0.172758\n", "2019-09-30 -23.808605\n", "2020-09-30 -0.388056\n", "2021-09-30 0.0\n", "2022-09-30 -0.359029\n", "2023-09-30 NaN\n", "Freq: YE-SEP, Name: adj_precip, dtype: float[pyarrow]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "WY.sum().pct_change(axis=1)['adj_precip'] * 100 " ] }, { "cell_type": "markdown", "id": "c6833c4c-b10d-45b1-957a-8d0c39682435", "metadata": {}, "source": [ "#### Flag repeating values\n", "* **Flag constant repeating precip values**\n", " * [flag_repeating_val precip](qaqc.rst#qaqc.QaRules.flag_repeating_val_precip): This method identifies duplicates by looking for any precip that occurs where the tank level is flat and exactly duplicates the previous value for multiple consecutive time steps.\n", "* **Propagate M flags from tank to precip**\n", " * [flag_propagate_EM_from_tank](qaqc.rst#qaqc.QaRules.flag_propagate_EM_from_tank): most small repeating problem values are flagged M on the tank only, but still have precip values.\n", " \n", "There are periods where the tank value is nearly flat, and the precip value is exactly repeating. This precip, however, tends to be small amounts from 0.01 to 0.5 mm. However, repeated every 5 minutes for 80 hours, it adds up. To filter such small values effectively, a miniumum number of consecutive values are required.\n", "\n", "##### Example" ] }, { "cell_type": "code", "execution_count": 15, "id": "c035f47e-c0f3-4907-a2b0-389e2dc7349a", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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INSTINST_FlagTOTTOT_FlagACCACC_Flag
Date
2019-04-06 09:35:00127.800003<NA>0.5<NA>1597.199951<NA>
2019-04-06 09:40:00128.300003<NA>0.5<NA>1597.699951<NA>
2019-04-06 09:45:00128.600006<NA>0.3<NA>1598.0<NA>
2019-04-06 09:50:00128.699997<NA>0.1<NA>1598.099976<NA>
2019-04-06 09:55:00128.899994<NA>0.2<NA>1598.300049<NA>
2019-04-06 10:00:00128.899994M0.2MM1598.5M
2019-04-06 10:05:00128.899994M0.2MM1598.699951M
2019-04-06 10:10:00128.899994M0.2MM1598.900024M
2019-04-06 10:15:00128.899994M0.2MM1599.099976M
2019-04-06 10:20:00128.899994M0.2MM1599.300049M
2019-04-06 10:25:00128.899994M0.2MM1599.5M
2019-04-06 10:30:00128.899994M0.2MM1599.699951M
2019-04-06 10:35:00128.899994M0.2MM1599.900024M
2019-04-06 10:40:00128.899994M0.2MM1600.099976M
2019-04-06 10:45:00128.899994M0.2MM1600.300049M
2019-04-06 10:50:00128.899994M0.2MM1600.5M
2019-04-06 10:55:00128.899994M0.2MM1600.699951M
2019-04-06 11:00:00128.899994M0.2MM1600.900024M
\n", "
" ], "text/plain": [ " INST INST_Flag TOT TOT_Flag ACC ACC_Flag\n", "Date \n", "2019-04-06 09:35:00 127.800003 0.5 1597.199951 \n", "2019-04-06 09:40:00 128.300003 0.5 1597.699951 \n", "2019-04-06 09:45:00 128.600006 0.3 1598.0 \n", "2019-04-06 09:50:00 128.699997 0.1 1598.099976 \n", "2019-04-06 09:55:00 128.899994 0.2 1598.300049 \n", "2019-04-06 10:00:00 128.899994 M 0.2 MM 1598.5 M\n", "2019-04-06 10:05:00 128.899994 M 0.2 MM 1598.699951 M\n", "2019-04-06 10:10:00 128.899994 M 0.2 MM 1598.900024 M\n", "2019-04-06 10:15:00 128.899994 M 0.2 MM 1599.099976 M\n", "2019-04-06 10:20:00 128.899994 M 0.2 MM 1599.300049 M\n", "2019-04-06 10:25:00 128.899994 M 0.2 MM 1599.5 M\n", "2019-04-06 10:30:00 128.899994 M 0.2 MM 1599.699951 M\n", "2019-04-06 10:35:00 128.899994 M 0.2 MM 1599.900024 M\n", "2019-04-06 10:40:00 128.899994 M 0.2 MM 1600.099976 M\n", "2019-04-06 10:45:00 128.899994 M 0.2 MM 1600.300049 M\n", "2019-04-06 10:50:00 128.899994 M 0.2 MM 1600.5 M\n", "2019-04-06 10:55:00 128.899994 M 0.2 MM 1600.699951 M\n", "2019-04-06 11:00:00 128.899994 M 0.2 MM 1600.900024 M" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "strt, end = pd.to_datetime('4/6/19 0935'), pd.to_datetime('4/6/19 1100')\n", "df[strt:end]" ] }, { "cell_type": "markdown", "id": "d1db0736-7bfe-48c6-a263-1eec35d833dc", "metadata": {}, "source": [ "As you can see, the precip value does not match the change in tank level at all." ] }, { "cell_type": "code", "execution_count": 16, "id": "c5d7aa42-4c73-48a9-b5ec-a03c969b9b6d", "metadata": {}, "outputs": [], "source": [ "# zero out the impact of the last rule\n", "qc.qa_events.duplicate = qc.qa_flags.Set0 = False\n", "\n", "kwarg = param['auto_flag']['flag_repeating_val_precip']\n", "qc.flag_repeating_val_precip(**kwarg)\n", "qc.flag_propagate_EM_from_tank()" ] }, { "cell_type": "code", "execution_count": 17, "id": "726f211d-2424-4261-a879-e278f08cb926", "metadata": {}, "outputs": [], "source": [ "del flag" ] }, { "cell_type": "code", "execution_count": 18, "id": "7ff97e90-e313-4fda-a2c8-c816c0fd5729", "metadata": {}, "outputs": [], "source": [ "# apply flags to data\n", "flag = qaqc.ApplyFlags(qc.df_orig.index, precision=0.2)\n", "flag.import_provisional_data(qc.df_orig)\n", "flag.apply_QaRules_flags(qc.qa_events, qc.qa_flags)\n", "flag.apply_0_val()" ] }, { "cell_type": "code", "execution_count": 21, "id": "c1a3d01b-e8e4-4e8e-a87f-fe8bcf303a4e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(,\n", " )" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "f53333823b894c3f881bafa8bf057c4e", "version_major": 2, "version_minor": 0 }, "image/png": 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "flag.plot_flagged_day(pd.to_datetime('4/6/19 0000'), 'CEN_01', tdelta='4D', \n", " auto_qa_event=qc.qa_events, paired_tank=cnsh['INST'])" ] }, { "cell_type": "markdown", "id": "3072ef67-8786-4d02-812f-837c9b3c70cc", "metadata": {}, "source": [ "Without apply `ApplyFlags.apply_NAN_val()`, we are only looking at the impact of `QaRules.reapting_val_precip`" ] }, { "cell_type": "code", "execution_count": 22, "id": "062065dd-c6c5-44fc-91c1-53fa32488021", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2018-09-30 -4.0\n", "2019-09-30 -198.800049\n", "2020-09-30 -20.630005\n", "2021-09-30 0.0\n", "2022-09-30 -3.120117\n", "2023-09-30 0.0\n", "Freq: YE-SEP, Name: adj_precip, dtype: float[pyarrow]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "WY = flag.data[['precip', 'adj_precip']].groupby(pd.Grouper(freq='YE-SEP'))\n", "WY.sum().diff(axis=1)['adj_precip']" ] }, { "cell_type": "code", "execution_count": 23, "id": "352acb1f-9df9-4eff-ac1d-b3ea32045134", "metadata": {}, "outputs": [], "source": [ "flag.apply_NAN_val()" ] }, { "cell_type": "code", "execution_count": 24, "id": "504644f6-7855-4e31-b3a3-a6270564c20f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2018-09-30 -4.150024\n", "2019-09-30 -373.300049\n", "2020-09-30 -20.630005\n", "2021-09-30 0.0\n", "2022-09-30 -3.120117\n", "2023-09-30 0.0\n", "Freq: YE-SEP, Name: adj_precip, dtype: float[pyarrow]" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "WY = flag.data[['precip', 'adj_precip']].groupby(pd.Grouper(freq='YE-SEP'))\n", "WY.sum().diff(axis=1)['adj_precip']" ] }, { "cell_type": "markdown", "id": "d20f0347-f961-48d8-848a-28edf5b8ab34", "metadata": {}, "source": [ "It is clear that we have a very large amount of repeating vlaues. However, propagating missing values is a big factor in 2019. It has not been thoroughly examined what other scenarios are being removed because of these propagated flags, although presumably it is including some delayed precip during or after our clogs, as well as the empt tank scenarios described below.\n", "\n", "But not all instances of this problem involved a missing value. Here's an example." ] }, { "cell_type": "code", "execution_count": 25, "id": "c8f444fb-6a86-448e-bce7-5e92baea5089", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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INSTINST_FlagTOTTOT_FlagACCACC_Flag
Date
2020-06-04 08:00:0019.5<NA>0.05<NA>1486.189941<NA>
2020-06-04 08:05:0019.5<NA>0.05<NA>1486.23999<NA>
2020-06-04 08:10:0019.5<NA>0.05<NA>1486.290039<NA>
2020-06-04 08:15:0019.5<NA>0.05<NA>1486.339966<NA>
2020-06-04 08:20:0019.5<NA>0.05<NA>1486.390015<NA>
2020-06-04 08:25:0019.5<NA>0.05<NA>1486.439941<NA>
2020-06-04 08:30:0019.5<NA>0.05<NA>1486.48999<NA>
2020-06-04 08:35:0019.5<NA>0.05<NA>1486.540039<NA>
2020-06-04 08:40:0019.5<NA>0.05<NA>1486.589966<NA>
2020-06-04 08:45:0019.629999<NA>0.05<NA>1486.640015<NA>
2020-06-04 08:50:0019.75<NA>0.05<NA>1486.689941<NA>
2020-06-04 08:55:0019.629999<NA>0.05<NA>1486.73999<NA>
2020-06-04 09:00:0019.75<NA>0.05<NA>1486.790039<NA>
\n", "
" ], "text/plain": [ " INST INST_Flag TOT TOT_Flag ACC ACC_Flag\n", "Date \n", "2020-06-04 08:00:00 19.5 0.05 1486.189941 \n", "2020-06-04 08:05:00 19.5 0.05 1486.23999 \n", "2020-06-04 08:10:00 19.5 0.05 1486.290039 \n", "2020-06-04 08:15:00 19.5 0.05 1486.339966 \n", "2020-06-04 08:20:00 19.5 0.05 1486.390015 \n", "2020-06-04 08:25:00 19.5 0.05 1486.439941 \n", "2020-06-04 08:30:00 19.5 0.05 1486.48999 \n", "2020-06-04 08:35:00 19.5 0.05 1486.540039 \n", "2020-06-04 08:40:00 19.5 0.05 1486.589966 \n", "2020-06-04 08:45:00 19.629999 0.05 1486.640015 \n", "2020-06-04 08:50:00 19.75 0.05 1486.689941 \n", "2020-06-04 08:55:00 19.629999 0.05 1486.73999 \n", "2020-06-04 09:00:00 19.75 0.05 1486.790039 " ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "strt = pd.to_datetime('6/3/20 1200')\n", "\n", "df[pd.to_datetime('6/4/20 0800'): pd.to_datetime('6/4/20 0900')]" ] }, { "cell_type": "code", "execution_count": 26, "id": "96f634c3-b86c-40d4-b54a-aabb77d57137", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(,\n", " )" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "1a2bd865d52d4a4496dd3c9ba019b995", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "flag.plot_flagged_day(strt, 'CEN_01', tdelta='2D', \n", " auto_qa_event=qc.qa_events, paired_tank=cnsh['INST'])" ] }, { "cell_type": "markdown", "id": "56a96269-4b00-4065-b03b-acf0de03b6f3", "metadata": {}, "source": [ "#### Flagging Estimates of empty tanks\n", "* **Flag empty tanks**\n", " * [flag_empty_tank](qaqc.rst#qaqc.QaRules.flag_empty_tank) :A tank value <0 is not possible and means the sensor can not be read. If the tank value is <0 the next 2 measurements ('J' than 'F' flag) will be falsely counted as precip.\n", "* **Propagate M flags from tank to precip**\n", " * [flag_propagate_EM_from_tank](qaqc.rst#qaqc.QaRules.flag_propagate_EM_from_tank): Many, but not all of the periods foundn with empty tanks have combinations of Estimate and Missing flags. These can be useful as a secondary check.\n", "\n", "Empty tanks usually occur during maintenance tasks. When a connection within a tank system is broken apart to manually remove a clog, the sensor can drop below its measurable height into a dead zone. It can also occur from a simple logger restart or sensor disconnect. The interpolation of tank values between a dead-zone value, a 0, or a negative number further confound the signal of the event.\n", " \n", "In the test set, this is a discrete event. Since `QaRules.flag_propagate_EM_from_tank` was explained above in [Flag repeating values](#Flag-repeating-values), only the numerical approach is explained below.\n", "\n", "##### Example" ] }, { "cell_type": "code", "execution_count": 27, "id": "f38074c0-e141-4c78-85cf-b29cf35e81a5", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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INSTINST_FlagTOTTOT_FlagACCACC_Flag
Date
2022-09-06 12:15:009.04<NA>0.0<NA>2221.449951<NA>
2022-09-06 12:20:009.05<NA>0.0<NA>2221.449951<NA>
2022-09-06 12:25:009.04<NA>0.0<NA>2221.449951<NA>
2022-09-06 12:30:009.08<NA>0.0<NA>2221.449951<NA>
2022-09-06 12:35:006.81EM0.0RMEME2221.449951R
2022-09-06 12:40:004.54EM0.0<NA>2221.449951<NA>
2022-09-06 12:45:002.27EM0.0RMEME2221.449951R
2022-09-06 12:50:000.0<NA>0.0<NA>2221.449951<NA>
2022-09-06 12:55:008.97<NA>6.7J2228.149902J
2022-09-06 13:00:007.248<NA>4.978F2233.12793F
2022-09-06 13:05:007.327<NA>0.079<NA>2233.207031<NA>
\n", "
" ], "text/plain": [ " INST INST_Flag TOT TOT_Flag ACC ACC_Flag\n", "Date \n", "2022-09-06 12:15:00 9.04 0.0 2221.449951 \n", "2022-09-06 12:20:00 9.05 0.0 2221.449951 \n", "2022-09-06 12:25:00 9.04 0.0 2221.449951 \n", "2022-09-06 12:30:00 9.08 0.0 2221.449951 \n", "2022-09-06 12:35:00 6.81 EM 0.0 RMEME 2221.449951 R\n", "2022-09-06 12:40:00 4.54 EM 0.0 2221.449951 \n", "2022-09-06 12:45:00 2.27 EM 0.0 RMEME 2221.449951 R\n", "2022-09-06 12:50:00 0.0 0.0 2221.449951 \n", "2022-09-06 12:55:00 8.97 6.7 J 2228.149902 J\n", "2022-09-06 13:00:00 7.248 4.978 F 2233.12793 F\n", "2022-09-06 13:05:00 7.327 0.079 2233.207031 " ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "strt, end = pd.to_datetime('9/6/22 1215'), pd.to_datetime('9/6/22 1305')\n", "df[strt:end]" ] }, { "cell_type": "markdown", "id": "fb2246c2-01fa-43fe-bc7c-761ad468014c", "metadata": {}, "source": [ "The values are greater in the shelter (a full 2\") due to its higher post drain tank height. \n", "\n", "It is also important to note that, in the stand alone, the QA rules used to capture [Flag double delayed precip](#Flag-double-delayed-precip) would caputre the second (doubled) precip, but at the shelter only the numerical method would work and the flag based method (J then F) would fail. Neither methods discussed there, nor the use of missing values would catch this issue.\n", "\n", "It is also worht noting how differently the shelter is flagged during the exact same event on the exact same logger when compared to the stand alone." ] }, { "cell_type": "code", "execution_count": 28, "id": "58a31205-d176-494a-913f-599807a9a050", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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INSTINST_FlagTOTTOT_FlagACCACC_Flag
Date
2022-09-06 12:15:0027.370001<NA>0.0<NA>2151.040039<NA>
2022-09-06 12:20:0027.370001<NA>0.0<NA>2151.040039<NA>
2022-09-06 12:25:0027.43<NA>0.0<NA>2151.040039<NA>
2022-09-06 12:30:0027.360001<NA>0.0<NA>2151.040039<NA>
2022-09-06 12:35:0020.52E0.0<NA>2151.040039<NA>
2022-09-06 12:40:0013.68E0.0R2151.040039R
2022-09-06 12:45:006.84E0.0R2151.040039R
2022-09-06 12:50:000.0T0.0R2151.040039R
2022-09-06 12:55:0024.49<NA>24.49E2175.530029E
2022-09-06 13:00:0024.66<NA>24.66F2200.189941F
2022-09-06 13:05:0024.620001<NA>0.0<NA>2200.189941<NA>
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" ], "text/plain": [ " INST INST_Flag TOT TOT_Flag ACC ACC_Flag\n", "Date \n", "2022-09-06 12:15:00 27.370001 0.0 2151.040039 \n", "2022-09-06 12:20:00 27.370001 0.0 2151.040039 \n", "2022-09-06 12:25:00 27.43 0.0 2151.040039 \n", "2022-09-06 12:30:00 27.360001 0.0 2151.040039 \n", "2022-09-06 12:35:00 20.52 E 0.0 2151.040039 \n", "2022-09-06 12:40:00 13.68 E 0.0 R 2151.040039 R\n", "2022-09-06 12:45:00 6.84 E 0.0 R 2151.040039 R\n", "2022-09-06 12:50:00 0.0 T 0.0 R 2151.040039 R\n", "2022-09-06 12:55:00 24.49 24.49 E 2175.530029 E\n", "2022-09-06 13:00:00 24.66 24.66 F 2200.189941 F\n", "2022-09-06 13:05:00 24.620001 0.0 2200.189941 " ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cnsh[strt:end]" ] }, { "cell_type": "code", "execution_count": 41, "id": "8c1c3691-116e-4394-90fc-7f0703097734", "metadata": {}, "outputs": [], "source": [ "param = qaqc._load_yaml('../../qa_param.yaml')['CEN_02']\n", "qc = qaqc.QaRules(cnsh, qa_params=param)" ] }, { "cell_type": "code", "execution_count": 51, "id": "00cb514d-8e76-499d-ba98-9d4b79e1d7b4", "metadata": {}, "outputs": [], "source": [ "# apply rules\n", "#-------------------------\n", "qc.qa_events.duplicate = qc.qa_flags.Set0 = False\n", "kwarg = param['auto_flag']['flag_empty_tank']\n", "\n", "qc.flag_empty_tank(**kwarg)\n", "qc.flag_propagate_EM_from_tank()" ] }, { "cell_type": "code", "execution_count": 52, "id": "aabca7f1-d46b-436e-8209-530f80450448", "metadata": {}, "outputs": [], "source": [ "del flag" ] }, { "cell_type": "code", "execution_count": 53, "id": "c92b0726-0268-46bf-8a49-19496c7d32cb", "metadata": {}, "outputs": [], "source": [ "# apply flags to data\n", "flag = qaqc.ApplyFlags(qc.df_orig.index, precision=0.4)\n", "flag.import_provisional_data(qc.df_orig)\n", "flag.apply_QaRules_flags(qc.qa_events, qc.qa_flags)\n", "\n", "flag.apply_0_val()" ] }, { "cell_type": "markdown", "id": "1e929592-ad48-4eab-87d3-1e9248f44456", "metadata": {}, "source": [ "While it doesn't affect all years, the quantities are dramatic. It is not surprising that the paired comparison needed this fixed first." ] }, { "cell_type": "code", "execution_count": 54, "id": "a06a043a-a6c5-48fe-8fd7-252e223c85a6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2018-09-30 0.0\n", "2019-09-30 0.0\n", "2020-09-30 0.0\n", "2021-09-30 0.0\n", "2022-09-30 -49.149902\n", "2023-09-30 0.0\n", "Freq: YE-SEP, Name: adj_precip, dtype: float[pyarrow]" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "WY = flag.data[['precip', 'adj_precip']].groupby(pd.Grouper(freq='YE-SEP'))\n", "WY.sum().diff(axis=1)['adj_precip']" ] }, { "cell_type": "code", "execution_count": null, "id": "c13e8220-19c1-4eb3-b27c-bc6920acc286", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": 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", 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3T5XMPu3btnugiEzzXk8fmwMV9UwntR+UIStQTqAcy4JrZ6hWLC9utoVLEwvm/pgC9WXiABVEuj1fM+SEz0BKdjMuKsIzA9o5MAkgDq2XQ0yUxZAPmcPt5byM9S5nPwuPjNmTMnZRuY9ALIefDtX/i8QC5oXNT4XEG+wnfSpEkCLy5L/PutW7fi2bNnwjYw/N9cDDPbBobPQ+RnOoeFhaFRo0bCvMQyZcqIqjcpE5MAZkxz5akgzDvgjy61S+JLl9IkgFI2OgPlRWKiDHjirAxnEkASQFEtzZQFsFatWsJiC0OF5H0AX758aahb0Oq6JIAZY1pw0B/LTwahX4Oy+LSGHQmgVq1J3ZFITJSpH+KsDGcSQBJAUS2NBFAUvo8mJgGUj60SOY/5+yr+uxyG71s4CJs/0xCwEtTlvQaJibx8k3MnzspwJgEkARTV0kgAReEjAZQPn8Fz5tu/8G1gfu5eE/YFc5IAGrxGxN8AiYl4htrkQJy1oSQ+DgkgCaCoVmSqAigKipklpiHgjCs8+fSPXcMaIjYhkQTQBN4XJCbKVCJxVoYzCSAJoKiWRgIoCp9JJCYBzLgaK085gOi4RJwZ1wyPXkWTAJpAaycxUaYSibMynEkASQBFtTQSQFH4TCIxCeCH1RgRGYeaMw4Lv+Anf9x99hbd2DYwdBawcTd5EhNl6o84K8OZBJAEUFRLIwEUhc8kEpMApq3G529jUX/uMcTEJwq/uO7eGgGPXpMAmkBrJzFRphKJszKcSQBJAEW1NBJAUfhMIjEJYNpqPHjjIb7ddFn4YWfnkvilRy1cCnlOAmgCrZ3ERJlKJM7KcCYBJAEU1dJIAEXhM4nEJIBpq3HR4QDh2Lcede0xv1sN4ZckgCbR1OmIMoWqkQRQGdAkgCSAoloaCaAofCaRmAQwbTWO3OqDnVceYGK7yhjcpAIJoEm0ck0hSEyUqUzirAxnEkASQFEtjQRQgy8kJATlypWDj48P+Aki6f8tCrKMiZs2bSrcr5gTT0gA01bQoI2XcNj3MWZ3roberpoj+6gHUMZGrGDWJCbKwCbOynAmASQBFNXSSAAzFsCEhAQ8ffoUhQsXhrW1tSjGciZ+/vw5bGxskCdPHr0vQwKYFl3/dV44EfAUC7rWQPd69iSAercs9SUkMVGmToizMpxJAEkARbU0EsCMBVAUVC0Sc8G0sLCApaWlFrHljUICmJbv//7wxJnb4WzxR022CKQUCaC8zU/R3ElMlMFNnJXhTAJIAiiqpZmqAB48eBCzZs3CjRs3YGVlhfr162Px4sWoUEEzp8vLywuDBw+Gn58fqlWrhsmTJ6NLly56DQGfPHkSzZo1w969ezFp0iQEBASgZs2aWLNmDapXry5cL/lc4E2bNmHcuHG4desWbt++jZIlS+LHH3/EX3/9hZcvXwr3Mn/+fPCh3eRw7tw5Id+LFy/C1tYWLi4u2Lp1KwoUKCDESz0EXLZsWQwYMEAo1+7du5E3b15MnDgRw4cPz7SdmLsARkTFIST8LRKSkpCYmISpu27C9+ErLO3ljM9qlCABFPWEUVdiEhNl6oM4K8OZBJAEUFRL01kA2Yck4iJFXVOvxDY5WU1bCEkTExPB75vLTWY9aP/995/Qw8YF7O3bt5g6daowr+/KlSuIiooS5vs1b94cU6ZMQXBwML7//nvcuXNHlAA6OTkJklm8eHFB2Lh8ctHjQ7RcAAcNGoR69eph4cKFKFSoEEqVKiX8jN/XvHnzUKJECezYsUMQwuvXr8PBwUG4Xzc3N3z99deCsPLh6BMnTqBnz57C8HRGAsiHhfn1udAeOnQIo0aNwoEDB9CqVasM0ZujAEbHJeDqvZd4+iYG3232yZDL6v/VQeuqxUkA9XrDqjMRiYky9UKcleFMAkgCKKql6SyAsW+BOZpeEUXDpAdAtlxaC2D6e+Pz+YoWLSqI1fnz54VesXv37iFnTiaWLKxcuRJDhgwRJYC8V65Hjx5CflzCuOBx8evevbvwtX///oLQ8d5BHoKCggTJCwsLE+QvObRs2VLo5ZszZw569eqF0NBQnD17NkPcGQkgF1EufMmByyKv5/3795ulAMazc3zjWc8e/9uF/V/4OvrvKzh083EaHqUL5oSVpYXwssuXnfUA1ka+HDYkgIq+0eW9GImJvHyTcyfO7zm/YBvL337yBnXKFBCeLVIGEkASQFHtyVQFkMsV793z8PBAeHi40GvIewL37duHI0eO4OrVqzh+/HgKO/5vPpSqzyrg5CHgu3fvonTp0il5Ojs7o1OnTpg2bZoggLwHj/e28Z5JHv755x9BDnPl0ohtcoiJiRF677Zt24YqVargiy++wPTp07UWQN5byHs8kwPvleSrhHlPZ0bBVHoAk5jZeQU/x7WwCLyOjkMck76DNx4hmA3vZhZKMNErUygXerrYo2OtkpnGo1XAoh4zqklMYqJMVRBnIDI2no0yRODL3z0E6PO7VkePeu8/H6SoCRJAEkBR7UhnATSSIWAuTvb29sJ8O967xgWQz6/jQ6xc2K5du6aIAHbu3FmQseQ5gHyeX3Lggte7d2/cvHlTmKeYOuTOnVsYSq5Tpw4+++wz0QLIJZAPcZuyAP5xNhgz9/pq/X74tLqdMM8vWcg/ltD77nN0XXGByWJOnBrbTOtraBuRPjC1JSUuHnEWx0/b1MQZGLD+Io75P0EuRKGMxWN88kkzTGxfRVuEWsUjASQB1KqhZBZJZwEUdTVpEmc1B/DZs2fC/LjTp0+zN90nwkX5ECr/ngvgkydPhCFgPvSaI0cO4ferVq3Ct99+K6oHkAsd79Hj4cWLF8IQ8Lp161KGgEeOHCks9EgOfH6go6NjmvtMT4gPG/PFIroMAXP5TT3c++WXXyIiIsLkh4An7biOzZ6hAsIvWY9eDhtr2FhbIG92G/RyKc2+twTve+UdsJbsf9lt0ko3CaA0708150JiokztmCNnPtWEj0C8io7HP5fu4bT/AzhahGJbtpnIZRGDQw7uaNN7lKQVQAJIAiiqQZmiAHJB5PP92rVrJwy/8jl0EyZMEFbRcgHkc+z4IhC+KIIvuOCLMPgikMDAQFECWLVqVWERSLFixYRVxXy+H5e3bNmyZdgDyCvuq6++Al/lu2jRIvAhYz5czYem+eKV9u3bC4tI+Pd8ZS8XVJ4XXwTCh4UzWwTC5ZNfnw8/8+FuXjY+9N2mTZsM24qpDAGP+/cq/r4UhrFtHDGsWUVR74v0iakHUFKcBsvMHMXEELDNkfPGCyHCDgLJYYXNL2hndTHl35dK9kHdgUskrQ4SQBJAUQ3KFAWQAzl69ChGjBghDHvyXrbffvtNWDHLBZCLEZ8byIWKb5fCe8z4fMGuXbuKEsA9e/YIosmljy/0+P3331MWfGQ0BMzvkz8o+XY1GzduxP3794XVwXzLGj7nL3kLmVOnTgmrer29vYUeS1dXV2EbmPz582e4CpjPAeTDynxbGr5BNO/t5BKYWTAVARy97Qq2+9xPc4SbqDdHqsQkgFKRNGw+5igmhiBurJzfxsQLCzbiWG9eXHwiYvnXhCS8iYljrwREsx0kkqIikMA6GeJhyaYWxQHx8UhKjMfN0KfIE34FudjCwmbW19E8+kga9BdKD0L9rxdKWh0kgCSAohqUqQqgKCgsMd/Lr3LlyoLMVaz48d6k5EUgvOeNS5khA98HkA8185e2wVQEcMQWH+y++gBTPquCAY3KaVt8reKRAGqFSfWRjFVMVA823Q0aI2e+iGz1grFweXsCNkzv+MsaCcjGvua2iBLm8mWzSNCtKopUhldCJbg83w0SQN3QaRvbglUc29iBgj4ESAA/pMa3cFmxYgUWLFggzBfkmy9/LJAA6tPyxKXh820uh74UVtrxd38CW/G78lQQLt19gRkdq6JP/bLiLpAuNQmgpDgNlpkxionBYIm4sDFx5jsGRMUm4MnzCDiuc4KNjpKXYGGNRAsr2CTGvCdWrBqQnXUG9NoGz9XD4PpsJwmgiPb0saQkgCLAkgB+CI+v3OXDrXxzZr4PHx8q5id4ZBT4HD6+zx4/CYR6AEU0RB2T/nr0Fn49ejvDVHJst0ACqGMFqTS6MYmJShFqdVvGwJlvBr988WzYv7yIHGyRhoPFfThahmnK1/tfwIrtAWqVTfOyYYsFudBlY/vG8r84k39mmWohWcxr9nPWWWDN4qcKnkv6kgBq1Wr0i0QCqB83IRUJYNbweC8g55RR4KeR8AUnxhyMbQg47EUkRrH5fhdDXgjYa5TKpzlXma3uLZzbFnM6V0eRPB/vtdW1vkgAdSWmzvjGICbqJKfbXRkD50uXPFB374cL4+7ndUbJ0Sd1K/BHYpMASoYyw4xIAEXwJQEUAc9EkhqLAL5hE7Tb/noaYS+iUsiv618PzRzlF3ASQNNo7MYgJqZA2hg47/ndHZ/f/0WDux1bnMF7/HhPX3m2z2eeYpJVAwmgZChJAKVGSQIoNVHjy89YBHAt2+h5RqqNnvnRShu+dkFuW2vZoZMAyo5YkQsYg5goAkLmi6idc8D9p8i5qj7sLZ/ievlvUL3PItmIkADKhlbImHoARfDVRgD5ytLkDZNFXEqypFltBC3Zhcwkoyi2tQHfC5HvjZg9e/aUUqvtId53rRdO3XqKtlWLY8VXtbU6wUOqKiQBlIqkYfNRW5s2LA35rq52zkfWTUeruz8jkW0NH9X3MHKVc5ENBgmgbGhJAMWi/ZgAJiQkCBsR8zlufH86tQQSQGlrgp+cwuc5VqpUKc2RdGp6iPNVvrVmHGZn/MZj8zeuaFCxsLQQssiNBFBR3LJdTE1tWrZCqiBjtXO+8HMP1H91EDftv0TVAStlJUYCKCte6gEUgzerjSQfPnwoHF/GJTAn2+BSm3NTxdyPNmm5AL558wb8vFxLS0ttklCcDAjw3ZMiIyMF+eP7F9rZ2aWJpaaH+P7rDzH0r8vC/QXMagtba+2PcZOi8r3Z9jJdV5xH6YI5cXocnQUsBVND5KGmNm2I8it1TbVzvjK3BWrFXIKP8yw4dxwuKxYSQFnxkgCKwZuVAHJJePToUZozbMVcT4q0/J74sCUfllaDkEpRJkPmweWvePHiH7BU00P8a3aw+nF2sLpjsTw4NKqx4rhIABVHLssF1dSmZSmgSjJVO+eAmXXgmBAI36arUaVpD1mpkQDKipcEUAzerAQwOW8+HMzf1GoI/D5Onz6Nxo0bw8aGrdyioDcBzs/KKuPeNLU8xLnwO888gpeRcdg0wBWNHJQd/uVwSQD1bmKqSqiWNq0qKDLcjNo533d3QEk8QXDHnSjnLH2PfmqkJIAyNLBUWdIiEBF8tRVAEZeQPKnaHy6SF9hAGaqFs/+jV2z7lzOwZhv9XXdvgxzZlB3+JQE0UAOU4bJqadMyFE1VWaqZM/+D8q17cXa8WzSe9vdAkTJOsrIjAZQVL/UAisFLAiiGnmmnVctDfNmJQCw8FAC+7ct/QxoYBDr1ABoEu+QXVUublrxgKstQzZwjXr9GvkWlBGLRY4KRPU9BWemRAMqKlwRQDF4SQDH0TDutWh7ijeYfFzZ/HvhJOUz+tIpBoJMAGgS75BdVS5uWvGAqy1DNnO+FBMJ+fR3EJ1nC2v0520iOHSEkYyABlBEuy5qGgEXwJQEUAc/Ekyr5EI+JT8BfHqG4FvYSsQmJiI1PQjxb7R0bn4jzQc8E0nuHN0K1kvkMQp0E0CDYJb+okm1a8ps3ogzVzPn2VQ847GiD58iHgu6hslMlAZQXMQmgCL4kgCLgmXhSJR/iK08FYd4B/0yJViuZF3u+a2SwVd8kgKbR2JVs06ZBTL9SqJmzn9cxOO3vgocWRWE37bZ+BdQhFQmgDrD0iEoCqAe05CQkgCLgmXhSpR7iz97EoM6sowJNPs+vY60SbMEHG56xsoANe+XMZo1P2Mpf/tVQgQTQUOSlva5SbVrauza+3NTM+ca5fah2pBdCLUuh9NSbssMlAZQXMQmgCL4kgCLgmQCrigMAACAASURBVHhSpR7if3rcxZSdNwSaf7FTPhoqfMqHNtVIAqgNJfXHUapNq5+EvHeoZs5XTvyHWqe+xh2rcig/5Yq8IFjuJIDyIiYBFMGXBFAEPBNPqtRDfM2ZO5i1zw/F82bHhYnNDTbM+7HqJAE0jcauVJs2DVr6l0LNnL32b4CL1wjcsnZEpR+99C+klilJALUEpWc0EkA9wfFkJIAi4Jl4UqUe4skCyId+F/d0ViXVy6Ev0GU5HQWnysrR4aaUatM63JJJRlUz5wv//or6N6bhto0jHCaTABp7AyQBFFGDJIAi4Jl4UqUe4r+fvoPZ+/3QiQngryoXQPuCOXBmXHPJa14p1pLfuJFlSJyVqTC1ck5MTMKamQMxKOkf+ORpBucxO2UHQj2A8iImARTBlwRQBDwTT6rUQ3z16SDM2e+Pzs4l8UuPWqqkmtwDSAKoyurR+qaUatNa35CJRlQr50tXfFB3Z1OB+tWiHVFz6EbZa4AEUF7EJIAi+JIAioBn4kmVeoivYlvAzGVbwHRhAvgzCSCdby3j+0qpNi1jEYwia7VyPvvfEjS6/qPA8E2P7cjt1EJ2niSA8iImARTBlwRQBDwTT6rUQzx5D8AutZkAdqceQBsbGxNvWYYrnlJt2nAlVMeV1cr59JqxaBy2Gj6FPoXz8M2KwCIBlBczCaAIviSAIuCZeFKlHuIrTgZh/kF/dK1dCou611QlVRoCVmW16HxTSrVpnW/MxBKolfP53/qjwfPt8LIfAJcBPytCnQRQXswkgCL4kgCKgGfiSZV6iC8/GYgFBwPQrU4p/PQFCSD1AMr3xlKqTctXAuPIWa2cvRZ1g8vrI7joMBr1ek9TBCYJoLyYSQBF8CUBFAHPxJMq9RBfdiIQCw8F4AsmgAtJAGkOoIzvK6XatIxFMIqs1crZZ15rOEd74nJNd9TuPEoRliSA8mJWnQDOnTsX27dvh7+/P3LkyIEGDRpg/vz5cHR0TCGRlJSE6dOnY/Xq1Xjx4gVcXV2xbNkyVK1aNSVOTEwMfvjhB2zZsgVRUVFo0aIFli9fjlKlSqXE4WlHjBiB3bt3Cz/r0KEDlixZgvz582tFnQRQK0xmGUmph3iyAHavWwoLulEPIPUAyvd2U6pNy1cC48hZrZx9Z9VHlXhfXG/wG6q37qsITBJAeTGrTgDbtm2Lnj17ol69eoiPj8fkyZNx/fp1+Pr6IleuXAINLoSzZ8/G+vXrUalSJcyaNQunT59GQEAA8uTJI8QZMmQI9uzZI8QpVKgQxowZg+fPn8Pb2xtWVlZCnHbt2iEsLEwQSR4GDRqEsmXLCum0CSSA2lAyzzhKPcSXHr+Nnw7fQo+69pjfrYYqYdMcQFVWi843pVSb1vnGTCyBWjkHT6+Gckn3ENB6ExwbfK4IdRJAeTGrTgDTF/fp06coWrQoTp06hcaNG4P3/pUoUQIjR47E+PHjhei8t69YsWKCGA4ePBgREREoUqQI/vzzT/To0UOI8+DBA9jb22P//v1o06YN/Pz8UKVKFXh4eAg9iDzw7+vXry/0PqbuccysCkgA5W2cxpy7Ug/xJcduY9GRW+hZzx7zupIAUg+gfO8apdq0fCUwjpzVyNlz61y4+s8TAD793wkUqVBbEZgkgPJiVr0ABgYGwsHBQegFrFatGu7cuYMKFSrg8uXLcHZ+f/RVx44dhaHbDRs24Pjx48KQL+/xK1CgQArBmjVrolOnTsLw8dq1azF69Gi8fPkyDWGexy+//IL+/ft/QJ6LJn8lBy6AXCrDw8ORN29eeWtKotz5w+XIkSNo1aoVzZeSiGlG2SjFeemJICw+HsR6AEtiVsf3UyBkLJrOWfvce4nuq71QqkAOnBj9ic7ps0qgFOus7sPUf0+clalhtXGOjIlDvp/sUgof80MoLG1zKgLDe8UAuD3fhfOlBqJe37mSXpN/fhcuXFjoMDKWz29JAbDMVC2AvLePix2fq3fmzBmh7OfPn0fDhg1x//59oScwOfDh27t37+LQoUPYvHmzIHCpZY3Ha926NcqVK4dVq1Zhzpw5wvDwrVu30jDlQ8o87cSJEz9g7e7uLshj+sCvlzOnMm8IqRsA5WfcBA7es8CBMCs0KJqIHhUSVVmYkNfALzesUcg2CVNrJ6jyHummiAARyJjAi6dh6Bc2KeWXu5zlPwEk+WK5bm5Ay9hj2JOzMxIdO0taRZGRkejVqxcJoKRUJcxs2LBh2LdvH86ePZuyeCNZAPmQrp3d+79KBg4ciHv37uHgwYOZCiDv9eK9hytXrhQEkPcW8nmDqQPvbRwwYAAmTJjwQUmoB1DCyjXxrJT6K34J6/37jfUC9qxXCjM7VFEl1SusB/AL3gOYPztOjGks+T0qxVryGzeyDImzMhWmNs5Xjm1DPY9huGNdHvbjvZSB8O4q1AMoL27V9gAOHz4cO3fuFBZ38F675GDIIeD0VUFzAOVtnMacu1LzeH5h8/8Ws3mAvV1LY3bn6qpE5hP6Ap2XnxeGgM+Oby75PSrFWvIbN7IMibMyFaY2zl57f4fLpR/gl60GnCZpRuKUCjQHUF7SqhNAPuzL5W/Hjh04efKkMP8vdUheBDJq1CiMGzdO+FVsbKywUCT9IpBNmzahe/fuQpyHDx8KvYjpF4F4enrCxcVFiMO/d3Nzo0Ug8rY5s8hdqYf4z0wAf2MC+JVbaczqRAJIi0Dke3sp1ablK4Fx5Kw2zh7/Lobbjam4lsMVNcYfVhQiCaC8uFUngEOHDhWGcHft2pVmJW6+fPmEfQF54KLH9wtct26dIIh8OJfLYvptYPbu3SvM8ytYsKCwJ+CzZ88+2AaGDyXzOYE88HmEZcqUoW1g5G1zZpG7Ug/xnw8H4LfjgfifWxnM7FRNlWypB1CV1aLzTSnVpnW+MRNLoDbO5zfPRoNbC+CTpymcx+xSlDYJoLy4VSeAFhYWGZaYy16/fv2E3yVvBM3FLfVG0HyVcHKIjo7G2LFjBZlMvRE0X7WbHPgq4fQbQS9dupQ2gpa3zZlF7ko9xBcxAVzCBLBP/TKY0ZEEkHoA5Xt7KdWm5SuBceSsNs7nN0xGg+Cl8M7fFnVGblMUIgmgvLhVJ4DyFlfa3GkOoLQ8TSk3pR7iP7Fj4Jay4+D6MgGcTgJIWxvJ+CZSqk3LWASjyFptnM+vGYMGYWtwsXBn1PtuvaIMSQDlxU0CKIIvCaAIeCaeVKmH+MJD/ljGVgH3a1AW7h1Uug8gLQIxidauVJs2CVgiCqE2zsd+G4wWz7fCs/iXcP12pYiS6Z6UBFB3ZrqkIAHUhVa6uCSAIuCZeFKlHuILDvpj+UkSQL64q3379tQDKOP7Sqk2LWMRjCJrtXCOT0iE38PXyLHaDRUtH8DLfgBcBvysKEMSQHlxkwCK4EsCKAKeiSdV6iE+nwngCiaA/RuWxbTPqQeQ5gDK98ZSqk3LVwLjyFktnDesX4kqd/5APUvNYQmBzpNQsaPm+FWlAgmgvKRJAEXwJQEUAc/Ekyr1EJ93wB8rTwXh64blMPVzdW4ETauATaOxK9WmTYOW/qVQC+ebM+qhaqJG/qKs8iD7OD9Y2ObRv2B6pCQB1AOaDklIAHWAlT4qCaAIeCaeVKmH+NwDflh16g4GNCqHKZ+pUwD5SSCdlp2jjaCNvM0r1aaNHJPo21cD50NXQtBmZ02hLBFNZiCfy1dArkKiy6ZrBiSAuhLTLT4JoG680sQmARQBz8STKvUQn7ufCeDpO/iGCeCPJIA0B1DG95VSbVrGIhhF1mrg7OdeC04IFnglTX4MC5vsBmFHAigvdhJAEXxJAEXAM/GkSj3E5zABXM0EcOAn5TD5U3X3AJbMnwPnJtBRcMba9JVq08bKR6r7NjRnvs9urHsR2FrE4Um5Tijad4NURdM5HxJAnZHplIAEUCdcaSOTAIqAZ+JJlXqIz97ni9/PBGNQ4/KY1N5JlVSTh4BJAFVZPVrflFJtWusbMtGIhuYcFRWNHPOLCXTfjAxE7vxFDEaaBFBe9CSAIviSAIqAZ+JJlXqIJwvgYCaAE0kAaQhYxveVUm1axiIYRdaG5vws/DEKLa0ksEqc/ASWNrYG40YCKC96EkARfEkARcAz8aRKPcRn7fXFmrPBGNyECWA76gGkbWDke2Mp1ablK4Fx5GxozvdDbqPk+rqITbJGtunPDAqNBFBe/CSAIviSAIqAZ+JJlXqIz2QC+AcTwG+bVMCEdpVVSZWGgFVZLTrflFJtWucbM7EEhuYceNMbFf9pjpfIg/zuYQalSwIoL34SQBF8SQBFwDPxpEo9xGfs8cXac8EY0rQCxrclAaQeQPneWEq1aflKIF3O0ZFvEBsbg7z5pd8axdCcL589iNpHe+CRRREUnxYoHTQ9ciIB1AOaDklIAHWAlT4qCaAIeCaeVKmH+PQ9N7HuXAiGMgEcRwJIcwBlfF8p1aZlLIIkWT8ICUDO9c2RMyka97ruQYUaDSTJNzkTQ3M+t2MlGl4dj6BsjqgwyUvSsumaGQmgrsR0i08CqBuvNLFJAEXAM/GkSj3E3XffxPrzIRjWrALGtlFnD+Ctyyfhs/0XXMjRBL9OHi15zSvFWvIbN7IMibOmwi7tWYW63uOE7y86z0W9jkMlrUlDcz63cRoa3vkVl/O1RO1R/0laNl0zIwHUlZhu8UkAdeNFAiiClzklVeohniyA3zWriB/aOKoScdz8irCJeop7Fnawn+Yv+T0qxVryGzeyDImzpsI8Ns+C262FpiuAa8ehYegqeBXqCJfhGw3aSkkA5cVPAiiCL/UAioBn4kmV+rCctusGNly4i+HNK2JMaxUKoO9u4O//va9t9wjJa14p1pLfuJFlSJzfCeCa0XAL+8NkBfD86hFo8GADvIp1h8uQ3w3aSkkA5cVPAiiCLwmgCHgGShoZG4/j/k8QGZOABLbjvZWlBVo6FUPBXNkkvSOlPiynMgHcyARwBBPA0WoTwLvngXXtUriGowAKu4dIyplnphRryW/cyDIkzu8EcMW3cHu8xWQF8Oii/6Hl693wLNEHroOWGLSVkgDKi58EUARfEkAR8PRMyo8pYv8hkX9leQhf2TfJP4tPSEJMQoKQ+4WgZ/DwD0VSfAyQEIdE9koIPIWe1seREzGwRCISYAXP0gMx4Jvv9LyjjJMp9WE5ZecN/OnBBLCFA0a30mzeqooQ8waYWzLNrYSyIeDSNASsiurR5yaUatP63JuSaZKlhF/T1OYAevveQp2/6wk4/aqPhVPXH5VE+8G1SADlxU8CKIIvCaAIeFkk9bx1H3u3rIB1/GuwRspV793XJPS0OgkHy/sIT8qLDfGtYcF+a8F00MKCvYR8+dckDLPaBSv2s6zC1ez1UHPC0ayi6fR7pT4sf9x5HZs8QvE9E8BRahLAwGPApi4Cs0e1RqD4ld9AAqhTE1JdZKXatOoKnu6GLv7yBepFHBZ+amoCeHzjLDS/o5nfmDjKD5b5Shi0OkgA5cVPAiiCLwmgCHhZJD26dgpahv4m2QW4EiZaWCPR0hrIlgs2LaciwNcHjkHrcC17XdSYwIRFwqDUh+XkHdfxl2coRrZ0YC8V9QB6rwf2fA+Ub4pAp+9QcV83EkAJ25chslKqTRuibNpe8/4dP7zcOghVY6+ZpACeW9QTDV8fwK3in6HSt39pi0W2eCSAsqEVMiYBFMGXBFAEvCySnl8+GA2ebMVT2zLIU7YWb6rsP0v2nyVsff9NSR1b83/sZ1aaxsx+z/4HaxaHfxXSFGFSVKc/8C5O6ste3LkM9a5MMkoB5EPh09km0PuuP8TT1zEYxeTveyaBqglnfwWOTgNqfonAUl1JAFVTMfrfiLkL4PXTO1D9eL80AE2tB/DK3JaoFXMRPs6z4NxxuP6NRaKUJIASgcwkGxJAEXxJAEXA+0jSqNgEHJ75GTpanYcXm5/n8vVPslzImAXw7rO3aLLwZAqXBV1roHs9e1k46ZXp0enA2Z8B1yEILNyCBFAviOpKZO4C6JFq8UdyzZiaAPrNdIFTQgCuN1qG6i2/MngDJAGUtwpIAEXwJQEUAS+TpD9t2gU7/w3oba0Zkr3uNArVe7hLfyGWozELoO+DV2j/2xnky2GDFb1rw7V8IWFFs2rCjiHA1c1AkwkIzF2XBFA1FaP/jZi7AHou7Q/X8O24YD8QuZ76oEb0JZObAxgyvQrKJt1HQNstcHRrr39jkSglCaBEIKkHUHqQJIDSMn3xJgYxCx1R3OJFSsbxg87AukQNaS/0LjdjFsDLoS/QZfl52BfMgTPjmsvCR1Sm69iHx91zQOdVCIwtJAggbQQtiqjBE5u7AF78tSfqvTyAC+VHINeD8yYpgE/cy6EoniO4636Uq97Q4G2OBFDeKqAeQBF8SQBFwMsg6eWL51B7n+avzvja/WHdbCKQp5i0F0mVmzEL4PmgcPT63RMVi+bG0dFNZGOkd8YL2XzEt0+Agcdx++FzOOwlAdSbpUoSmrsAei/qhDqvT8DDcRxy3j1ukgIYMa0E8lm8xYOvzqBERXn+8NalOZMA6kJL97gkgLozS0lBAigCXgZJPQ/+BVePoQiycUCFyZekzTyD3IxZAE+wzaz7r7+IaiXzYu/wT2RnpfMFZhVnFh8FfH8Nt4NukQDqDFB9CcxdAH0WtINzJJuXXG0asgfuMzkB5AvLYt0Lw9YiHuGDfFC4RHmDN0ISQHmrgARQBF8SQBHwMkh67p9f0fDmNNzI4YJq449Im7mJCeABtvp3yF+XUbdMAfw7pIHsrHS6QBQbwp9fVpPkh9u47X+VBFAngOqMbO4CeG1ecyZ93rhYaw5s/bebnABGRccgx7yiQuN7MzIQufMXMXhDJAGUtwpIAEXwJQEUAS8jAdw4DQ3v/AqffC3hPOo/aTM3MQHc4ROGUduuolHFwtj0javsrLS+wNtnwM9O7OQVdvoKDxPu4fYNTxJArQGqN6K5C+DNOY3Y/n/X4V1vEWyubzE5AXz29BEKLdOcJ57041NYWEt7PKY+LZsEUB9q2qchAdSe1QcxSQBFwEuX9MXbWHhvGIeWT9bhUuHOqPvdeukyzyQnYx4C3uIVionbr7NzjItiTV/N0U2qCL67gb//p7mVGj2BLmwRyKUjqEhzAFVRPWJuwtwF0H+WGyrH+8GnwTJYXV5ncgL4KCwYxdfUQnySJaynv1+IJ6bNiE1LAiiW4MfTkwCK4EsCqB+8+y+j8PsRH8SEhyLxzVNkf30XdokP0cTyGpwsQ3HR7ivUG7xMv8x1SGXMArjuXLCwEfSnNeywrFdtHUotc9RjM4EzbN9GZyaBHZcKFyMBlJm5QtmbuwAGzqyNiglBuNpkDSw8V5qcAIaxU05KbXRDZJItck5nC7hUEEgA5a0EEkARfEkAdYe3+agH4k7+hL7Wmc/xe1h/GuzajNY9cx1TGLMArjgZhPkH/dG1diks6l5Tx5LLGP2/b9jmjf8ArZgINhxBAigjaqWzNncBDJ5RA+US7+JGi41IPPebyQlgsL8Pym1tigjkRj73+0o3rwyvRwIobzWQAIrgSwKoPby/zgfiqo8nRj75ESUsnqckjMpZAol5SsK6YBnYFikH5C8NVOvGzuvNqX3mesY0ZgH85cgtLD52G71dS2N25+p6EpAh2ZZeQMA+4DN2FFxddgQf9QDKANkwWZq7AN6b7gT7pAfwa/c34k4sMDkBDLx2ARW3t0U48qOw+13DNLJ0VyUBlLcaSABF8CUB1A7ezbuPYf1HczhahqUkiKs/EjZNxwK2ubXLRIZYxiyA8w74Y+WpIAxoVA5TPqsiAx09s9zE5D2Q9e52XM6GgXunEcAwFEcp9wA9M848mbmLieRAM8nQXDknJSbiQUgAbDa2FzZJvtVhF6IPzzQ5AfS7dAJOezvhoUUR2E0LVKpZffQ6JIDyVgMJoAi+JIDawTv+7wo0vzFBiByZuwwsqnVBjrbu2iWWMZYxC6D77ptYfz4Ew5pVwNg2lWWkpGPWGz4Hgk+zxR9r2CKQLzQC6H0UFfd0BQmgjixVFt3YBJCLWyJ7xcfHIiE+jn2NR+TrF0iIi0NSYgKSkhLY75MA9n1iUiL7GYufEM9+rvleEycRVgfHwyHhvRAFdT2Et/smm5wA3jh/ANUO98Q9y5Kwn+qritZHAihvNZAAiuBLAqgdvOPLR6D5kw24Ubgdqn23VbtECsQyZgGcuP0atnjdw5hWlTC8BTt1wxCBbRyLvSOBUA/2IRoPPEvVa9B9I1ClIwmgIepFpmuqXQAfhwXh9bovYB8fCiskwNoiUXIS17LXg9PoffD7ub3JCeDVk9tR82R/BFuVRbkpVyVnp0+GJID6UNM+DQmg9qw+iEkCmDm8iKg4/Lz9NGIe38bYiFkoZPEavtXHoUrXySKIS5vUmAVw1LYr2OFzH5PbO2FgY4V37L+yGTg5D3j5kXlCQ5kUFmX7AVIPoLSN1oC5qV0AA2a5wDH+41MMEpIsEA1bJMICSRaWmq9I/mrB/s2/t2Q/S/v759lLwXHETmTPkUuogWvzWpicAG5dMhE9ny3HbWsHOPwo/0lM2jRlEkBtKOkfhwRQf3YgAcwc3oEDu9Haow+sLFgv0bsQ/fVJZC/tLIK4tEmNWQCHbPLGgRuPMLNjVfyvflnpwESyBTrREZoevcc3AT+2rx/v6fNnCzuSN3dOf7V8bOFOl9XA8zvs+LdooHR9oNj7eYk0BCxd9RgyJzULYPijUBReqVkM5VFxJCo07w9LK2tYW9vAkr2srKxgxb7a2Niyn1uJxmiKAnhvemW2yOUhgnLUQIXxZ0QzkiIDEkApKGaeBwmgCL4kgJnDO75iFJo/XitEeFOsHrI5NEO2FpMACwsRxKVNaswC2H+dF04EPMWCbjXQva69eDChnsDa1jrkw+px0AkgZ2EgX6mP1isJoA5YRUTlZ7k+Zxuq57K1RnYb8ZKT/lbULIDBNz1R7h9N+0348RmTPWsRJLNOaooC+NrdDnkQidDWv6N0g+5ZQ1AgBgmgvJBJAEXwJQHMHJ7Hwi5we3sMPpVGwrnXdBGU5UtqzAL45WoPXLjzDIt71kLHWiXFQ9oxBLjKhnaTQ/Z8gBU7CopNoEdttqlzzCsgzBsoVAEo31Tz4t9rEUgAtYAkQZR+7I+Ck+yPgjxMAE+ObYpCuW0lyPV9FmoWQH+vI6i8vxvCLOxQapq/pOXOKDOTE0C2+AUzCwlFvd33ChzKsS25VBBIAOWtBBJAEXxJADOH5zO7CZzjruCay3zUaP+tCMryJTVmAey8/Bx8Ql9i1f/qoE3V4uIhbR/MJja9W6AzPgTIUUB8nu9yCPI+hgp7utAqYMmIfphRfEIim7d1QBit5+Hfb+ujbtmCkl5RbQJ49fjfiL36LywTY1HnNeuNZiHQqgIqTrksabnNRQBHzpoPm9iXGPjdZFSyyy87Q20uQAKoDSX945AA6s+O5gBmwo4PRYW5V4K9xRPc7/gPSjrrMrQookJ0TGrMAthu8Rn4PXyFDV+7oEmlIrqVPOQccGgiEBvJ5vexlZJsOwy8YUc/xbF/t2fHuLkM1C2/LGKTAEqKM8PMwt/EoNGsfahicRdP2Ea+vw7uaNIC+DriOfL88mEvlUeF7+H2vxmyAze5HkBGrIb7IbyKjsfR0U1Qsajh9mdNXXkkgPI2ZRJAEXypBzBjeF4B9+CypZrwy5hRAbDNJ0EPlYh6yiypMQtg859O4k74W2wb5AbX8pqhG63D330B350ZR++7ByjXWOustIkY5H2c9QB2xn0UQ0n3W9ok0SmO2nqmdLp5iSLfevwa8csaoorlXbannQWudz+LmlU170Gpgpo4e+//A3W8NMdFXij3HSxz5Ece+2qoUr+dVMX9aD6mKIDVpx3C65h4nPihKcoV1qx2NnQgAZS3BkgARfAlAcwY3vE/56J50DzEwAa2056qauFH6js2ZgFsMPcYHkREY9ewhqhpr+VwzVU2xHv9XzaX7yJb6fsScBuq2auPbYchvHKxBR0Fyop4R2ScNFkAw5gAliIBlJwvz3DZET8MO+eWkrd/u39Q2VXannc1CaDHltlwC1iAG7a1UG3iKVmYfixTUxTAKlMPIjI2AafHNkPpQvIfxalNpZEAakNJ/zgkgPqzoyHgTNidXjwAjV/8i9B8dVF61DERhOVNaswCWHvmEWHF56GRjeFYPE/WoELOAus/TRtvKFv5W1T+U0RIALOuHrExluw6i+E+7+vX1AXwwppRqB+2Fp6Fu8D1u3Vi8emc3hQF0JHNIY2JT8TZ8c1QqgAJoM6NwggTkACKqDTqAcwY3sUFn6Fe5BlccRqHWj3Us/Fz+rs1ZgFM/mv9FFvtWaaQFsM1u4YBPps0CNrMBexdgVJ1RLR+7ZOSAGrPSt+Yq7f8i0EBA8ymB9BzSR+4PtuFC/YDUX8Am7eqcDBFAXSYvB9xCUm4MLE57PLlUJhoxpejHkB5q4EEUARfEsCM4V2d3Rg1466yFcAL2QrgQSIIy5vUmAWwwqT9SGDnmHpOaoFiebNnDWoJkz1+VFuHpZptXRQMJIDywj7u/xjXN03A99bbzUYAfRa0h3PkOXg6TYRrD80540oGUxLAWNbrt3bvCRz2vIbLSZW0f6YoAJwEUF7IJIAi+JIAZgwvcEZNVEwMwa1WG1CpYScRhOVNaqwCGMe3/Jh8QIBzdWpr5Mtp83FQEWHAL1U1cUb7AXlLyAs2Xe4kgPLi/nr9RbgELsa31mwBz7tgykPAES/CkW+xZg9Kb5efUaf9+55PeUm/z91UBDDw8StsXL8CM6Lm4EZiWXRJmIfLU1shN9tLUg2BBFDeWiABFMGXBPBDeG/ZKrLoOeXY2b+vEPbFAZSq2kAEYXmTGqsAvo6OQ3X3wwIc/5ltsz71Yd8PwMXfgdzFgB+kX4WbVS2RAGoI3bgfAc/g52yvviS2Upe/2Il77CvfdC/XRAAAIABJREFUuy+R/eP9v99/z3+WHJ8Pz/H4vOc35cX+vf3yfcy2/gO9rd/PtzVlAUye/8eZhn97HYWLs6MIFQ6mIoAnZrRBs0R2bve74PnVbbhWLKowzcwvRwIob1WQAIrgSwL4IbzdJ8+hw8n2wi+SxgXDIqe0m9GKqK4PkhqrAD59HYN6s48Kp+rdmdOefc3ieL2lLuyTMgBo+D3QSv490tKDJgEEPNmpLT3Y6S1yhC+sTmKhDTuLOVUwZQG8Or8VakZ54UKJPqg/aIkcSLPM01QE8IF7BZRAuFDeyF67kbNSkyzLrmQEEkB5aZMAiuBLAvghvNM/9UTjNwfw0Noedj/eEEFX/qTGKoB8A2i+EXTObFbwndH246CiXgDzy2rijLqpObdX4WDuApgs7MnYO9QsAWsrC1gycbdk7s6/colP/p5/1fz73c/YD7ji8zRW7GdWlpbsxdKxn1uzV/srQ1HqeVq5NEUBjI56iztXTqPKoZ4CyuvN16N6484Kt2bN5UxBAJ+/eoOCP2uOkXz97WXkKa7d0Y5KAicBlJc2CaAIviSAH8K7NqcJasRewW3HwXD4coEIuvInNVYBPOL7GAM3XoKTXV4c+P6Tj4PyY/PCtn3FxM+eCaBhhDzw8glU3N3JbDeCvh4Wgc+XnkVLS2/MdAqDXdC293VWhc+RFcZ5Naey8JDy/bufCee7ZfJ9IjvFJfS8Jl2f3bj357ewT3oAUxNAz23zUN33Z+S0iNEIS1IOWI0NQM7c7MxqAwRTEEAfrzNw3v8ZIpEdOac9UuV+rSSA8jZuEkARfEkAP4TnP8sFleMDcP2TFajeopcIuvInNVYB/MvzLibvuIGWTsWwpm/dj4Nax4bj77Kj36p/AXRdIz/UDK4QxASwghkL4Nnb4di5fgF+slklH3+rbEzwfXFvUWOTE8CwwBsotalhCjs/m6pIaDIB1Rp1kI9nFjmbggD+u3Awur3disBsTqg4SZ7pCWIriARQLMGPpycBFMGXBPBDeEEzaqBC4l34tdwIp0bslAkVB2MVwJ8OBWDpiUD0ci2NOZ2rawjHvgWesnl+CbHvXnHsK3tt6aH5fcdlgDPrCTRAMHcBPOZxGS0ONntPPh9btMDrqRSTd37sHj+FhQc+l1P4/t1XYW5nqu9Tfpcc710aa7ZnW+FK7FUR96Y7mZQA+nsehsP+7mzom/eCsgNsxj9A9hxa7Hspczs3BQF87F6Onc3zHL75PkGVUXtlJqZf9iSA+nHTNhUJoLakMohHAvghlDD3SiiFxwj6fAcq1Gkugq78SY1VAL9a44mzgeGY2bEq/le/LOvhY0OAm7oCcZEZQ7Nk28RMvAfYGGZzV3MXwIOH9qPthS81dTPkAlCsimyN29QE0OOvGXC7vUjgdbXJGtRsxnqyVRCMXQD5qvO30+2QxyIKTz7fhKJ1PlcB1Q9vgQRQ3mohARTBlwTwQ3jh7qVRGBEI7X4Epauw1acqDsYqgE0XnkDIs0hsHeQGt/KFgDUtNef78lCQTeS2YsLHpc+K7eWVLTfg+i3g9JnBasLcBXD3f3+iw/Xv8MCWrbiceFnWejA1AbywfgLqh6yAV4FP4fL9ZlnZ6ZK5sQug1+XLcNmt6ZV+M+w6chdRfisdbXiTAGpDSf84JID6s6OzgDNg92ZaMeS2iMaT/h4oWsZJBF35kxqrAFZ3P4TX0fE4OroJKj49AvzTTwOr0wqglvrmXZq7AP6xYiEGPJ6F0Dy1UXrMCVkbtikJ4JtXL2CxqDJyseeJZ5FucB32h6zsdMnc2AXwxKZ5aBbIjoTkYSrbKYCtLFdjIAGUt1ZIAEXwpR7AtPDi4hNgNbMQ274iCa+G+SJvEc0WA2oNxiiAd5+9RZOFJwWk19xbI6/XYuD4TA1itu8iVLjvorkL4NIFE/Fd5HI8LtkKxQb+K+vbwZQE0HPp13AN/0/gdcH+G3bmr2YoWA3B2AXw7LJBaPR0G3yKdoHz0HVqQJrhPZAAyls1JIAi+JIApoUX8SoC+X7WDCXEjruHbDnziqArf1JjE8DHr6LhOkdz2kOZQjlxaiwbwjm9kAngLLbAg53v25Gd86vCYM4CyM9ZXTljMEZY/o1XlXsgb8+0GzZLXV2mJIAPpldCiSQ2n9iqPPIO2IEiJcpKjUvv/IxdAD0WfQG314dxyWEU6vZ215uD3AlJAOUlrDoBPH36NBYuXAhvb288fPgQO3bsQKdO78+T7devHzZs2JCGiqurKzw83i9jj4mJwQ8//IAtW7YgKioKLVq0wPLly1Gq1PtNcF+8eIERI0Zg9+7dQl4dOnTAkiVLkD9/fq2JkwCmRXXT7yaqbnt39JuKhxWS79rYBPBPj7uYslOzl1/KApBTTABPMAGs3Yc1YsOcipDVG8acBXDuAT+4nB+CFlY+SPxkHCxbTM4Kl6jfm5IARk4rKuz7Z8gNnzOrDGMXQJ+5LeEccxE+tWfDucN3otqcnIlJAOWky/YYYOdMatbXqyQcOHAA586dQ+3atdG1a9cMBfDx48dYt+59t3W2bNlQsOD7I8eGDBmCPXv2YP369ShUqBDGjBmD58+fC1JpZWUllLRdu3YICwvD6tWav8gHDRqEsmXLCum0DSSAaUldPL4D9U73w2PLoig29ba2GA0Wz9gEsMHcY3gQEY2OtUpgcU9nDbcUAezLBPA3g7H82IWDfE6iwq6OZrcRND+vt+G841gf/T0qW7JV2L3ZcKYDW7AjYzBGAQx/FIoXj+4iIswPCDgIm7hXsEqKQ7WYKwKp50N9UbCouqaTGLsABsysC8eE2/BtshpVmr3bKkrGdqlv1iSA+pLTLp3qBDD1bfPjkDLqAXz58iV27tyZYQkjIiJQpEgR/Pnnn+jRQ9OwHzx4AHt7e+zfvx9t2rSBn58fqlSpIvQa8t5DHvj39evXh7+/PxwdHbWiRwKYFtPZ7cvR6NpE+GV3htOEk1oxNGQkYxLAR0z83JgA8jCvS3X0dHm3au8UO23lxGzWA6h+AXyAoijhLv0fBnFxccJ7u3379rCxYaufVRIuhjxH35Un4Jv9a80djfBhq7TLy3p3xiaAlw+y49wujIaNBTvRJIMQjvwo8GMQW9DOVrSrKBi7AN53d0BJPEFwx10o59xURWTT3goJoLxVY5QCyOWP9/rx4domTZpg9uzZKFq0qEDq+PHjwpAv7/ErUKBACr2aNWsKQ8nTp0/H2rVrMXr0aHCRTB14fr/88gv69++fIXU+tMxfyYELIBfL8PBw5M2r7vluyffMPyyPHDmCVq1aSfphyTuSdyyfgB4v/8CVfC1R9but8rZcCXK/vGclXK/9iGu2deD0wyEJcnyfhdSc5x+6hTVnQ2DDzoO9OLEZctlqPhAtzyyE1en5SHDug8T2P0taBqkyC756GpX2dgEXwCKTfaXKNiUfqVlLdYM7rzxA0q7h6G59Ckl57BA//Jrsx209mlND2Aj6RuutcKwnbW+j1JzvB91A2a3v5SPUogSe29ojsmR9WOezg6W1LeycGqBoKXmlWZ/69vupDWrEeMOz5mzU/mywPllkmkZqzukvxPcAjJtjL+zW8OCrMyii4t0avFcMgNvzXThfaiDq9X23alki2vzzu3BhtmkZ6zQyls9viYqeko3RCeC2bduQO3dulClTBsHBwZgyZQri4+OF4V1bW1ts3rxZELjUosZL27p1a5QrVw6rVq3CnDlzhOHhW7dupeFZqVIlIe3EiRMz5Ozu7i4IZPrAr5kzZ06p68ao8gt9/gZfhYxDAYs3OJ27PV44aA5sV3OIDTmHL16swiWL6rhfa6yabxXrAixx5bklWpRIRIcy786MZXdc6eFOOD3ajuBCzXCtdMZ/uBi6YHHhQeh2bzruJxXBpdrqWckpN5e/AuKx6u0I4T0RVKQNbpTqLfclUctnHMrgEbaV+BHZi7HTQVQcbH23om3MfuEOt5WcguxFHVR8t2lvreSVhaibdB3/FhgMm7Lvj6kzhgJEx8Sih+83wq3urrYCSTaGP1klM265bm5Ay9hj2JOzMxIdO0uKNzIyEr169SIBlJSqhJllNAScPnu+UITL4NatW9GlS5dMBZD3eFWoUAErV64UBJAvJAkIYEdnpQoODg4YMGAAJkyYkGEpqAcw48pdc/QanC8Mg5slm8PDQuzgC7AorP6HuTH0AL6MjMPley8xeBMbPmThp27V0bGmXUpFWJ5eAKszC5BQux8S2/0k4btPuqzMsQeQ97IMnLUYG61mIdYyByzGBgKsR0vuYCw9gEmJicg2VzNqc774V6g34Fe50UiavzH3AN4NvoWKmxsgFtawmPRQ9l5pMeCpB1AMvazTGl0PYEZF4uL2zTffYPz48bIOAae/Ns0BBB5GRKHgz6VgaxEv4Am1a4PSg//OuuWpIIba5wDyYfV2i8/A/9HrFFr/DamPOmXeL3jCCTYscmoeUJfNM/vsFxVQ/fAWkheBmNMcwA3nQ3Bj3zIstFmNuNKfwOZrZc5aNZY5gA9CAlBiveakoNud9sKh1ieqbLuZ3ZQxzwG84XUc1fZ3xhOLQig67Y6qudMcQHmrx+gF8NmzZyhZsqSwmrdPnz5Cdy5fBLJp0yZ0795doMd7CfkWMOkXgXh6esLFRfMQ4t+7ubnRIhAd29uR3X+h1eWhQqqECi1h9TmTkPzqPFYofdHULoBPX8eg3uyjwm27lS+ITxyKYFizimmLkSKAA5gAqnMOoLkIYAzbCH3WXj/svBKGtnHHMMb6HxS3YKcs1FWuboxFAP0vHUNlNi/0OfKioDtbIW1kwZgF8OqpHah5oh9CrMqg7BQ2L1XFgQRQ3spRnQC+efMGgYFsuIQFZ2dn/Pzzz2jWrJmwzQt/8Xl4fHsYOzs7hISEYNKkSQgNDRVW9ubJk0dIx7eB2bt3rzDPj6fhewJyUUy/DQxfHcznBPLAt4HhQ8m0DYxuDe7M2kn4JHQZgnPVRLmxp3VLbODYahdA/0ev0PbXMyiQ0wY+U1tnTOvEHNYDOB+ox+b0fKrO+XXmIoC7LwbAdvdQtLG6lLau2rOheZeBirR2YxFAn8Ob4Hx+GAKsHeH4o5cibKS8iDELoPehv1DnwlDcsnFEpcnqZk8CKGWr/TAv1QngyZMnBeFLH/r27YsVK1YIK3l9fHyEFbxcAnncmTNnCqtxk0N0dDTGjh0rzAdMvRF06jh8lXD6jaCXLl1KG0Hr2N7OsCOFPmFHCl0q+RXqDlymY2rDRle7APqEvkDn5edRMn8OnJvQPGNYx9kWMGweIAmg4beBOfTnArQJYvWROvBheb5Fj6Vm/1G5g7EI4IXVI1D/wQb45GwA53EH5MYief7GLIBeu1fB5fI4+NrWRJWJ6v6jnQRQ8qabJkPVCaC8xZU2d5oDCJyZ3xmfRB2Hd6WRqNPrwxXS0hKXNje1C+CFoGf48ncPVCyaG0dHN8lEANkpIPw4uHqsh+lTdS4CCfI5xTaC7iBsA2PK+wCeWP4dmj35E/fy1oZ9b3YsX5HKiolfcuMwFgG8Or8VakZ54ULpQaj/NWu/RhaMWQAv/L0I9X1n4FpON9QYJ+32V1JXIwmg1ETT5kcCKIIvCSBwZ3o1lE+6h8D681GxzbciaCqfVO0CeMzvMQZsuIRqJfNi7/BMJsnzc4C5ALoMAtqr84P0vQAWYQKomd4hZVDLRtD7Z3dD+7gjuFFpGKr1YkPzBgjGIoCP3CugOMJxo+WfqNaogwFIibukMQvguQ1T0TB4MS7nb4PaI9W9YI8EUFw7zSo1CWBWhD7ye3MXQL5K9ZV7SeSzeIunfU6hSPlaImgqn1TNAsjZlpuo2SOtXtkC+Ofbd2csp8d0bCbrhuVzzNhmtO3ZULAKgzkI4JNXUYj+qTpKWz5F5OcrkbPOlwapCWMQwAsbJqF+sGa6iBqPedOm4oxZAM+u+h6NHq7HxaLdUG/oH9oU12BxSADlRU8CKIKvuQvgAZ+7aLerhkAwdnQQsuUtLIKm8knVLIBnb4fjqz88BSgzOlZFn/plMwZ0bAYTQLb4gwTQoEfBBQT4wXGLG+JhBetJbFVrNsNsrqtmAUxgG/b7/DEMdR9qTgkKsbRH2ak3lH/jS3BFYxXAuIREHJ3TGe0STuJi6QGo97U6dw5IriISQAka60eyIAEUwdecBTAqNgE+sxqhgaUvopEN2ac9UfWGohlVs5oFcORWH7adyAO0qlIMv/epm3krTRZAVzb83o6tBlZhMIceQG+PE6hzsBOesr3VihhwbzU1C+CVI5tR69yQlBb6sL8X7Mpod+662pq1sQrg+rXL0C90koDzTqOfUL6lMqvT9a0/EkB9yWmXjgRQO04ZxjJnATx57hyaHmkvcHlRth0K9FP/2b/pK1GNAsj3klt/LgRzD/gLtzuvS3X0dPnIvopH2cKbs+yveFf2wdqObQitwmAOAnhq7yY0uTQMYdZlUOpHw+2tplYB5Cd/BMxtiMpxmrOgI6r0Rr7uy1XYWrW7JWMVwFszaqNSYpBQyMSxwbDMlWpTee2KrmgsEkB5cZMAiuBrzgL418Lh6P12Ix5lK43iE+U/5F5ENWWaVI0C+J93GMb8czXlnrcNcoNr+UKZF/+oOxNAttWIigXwzpVTKL+TrwI23UUgRzbORas78+Cf2xWVfzgsR3PVKk+1CuDtK2fgsPMzoQy3O+6Bg3Njrcqj1kjGKoD33SuhJB4juOUalGv0hVrxptwXCaC8VUQCKIKvOQtguHsZFMZLXCvdBzW+XiKCouGSqlEAh2zyxoEbj1Akjy1md6omDAHzM7EzDckC6MZOY2nLjoVTYTB1AXwbE49tM3vja+uDuFmsA6oO+dNgtaBGAfTcNh/FAzaiTGIYbls7wOHHdBtlG4yW/hc2VgF8yp7bRdhzO6TbIZSt5qY/AIVSkgDKC5oEUARfcxXAhy/eoOCvZYTzf9/2+Be5nFqJoGi4pGoUwLqzjiL8TQzW9quL5pWLZQ3nyDTg3K/srLhhTAANs/VIVjdp6gJ45VYwam3WrIB/Vn8yCrUZlxUS2X6vNgGMjYkG5pREtndnhXsU7w23b4136De54oxVAF9Ns0Nei0g8+OosSlSsLls7lCpjEkCpSGacDwmgCL7mKICvomKRd36RFGpJU8JhYWUjgqLhkqpRACtNPoBYtlLvPDv5owQ7ASTLcGQqE8DFqhbAoCunUWHn5yY7BOxxci/cTvbWVNVItqo1//tTibKsP4kjqE0A79/xQ8mNmp4m37bb4FiXnRdubS1xqZXPzhgFkG8tFeteWPjDPXzgZRQuWUF5cDpekQRQR2A6RicB1BFY6ujmKICB/tdQcWuqTYndI0QQNGxStQlgPBO/ikwAefCZ0goFcmXLGlCyANb/DmiT7hiyrFMrEiNZAB+ySQN27poJ6FIGQ28EfWrnGjS5MgaBtlVRceJ5KYumc15qE0D/i0dReV9XPLBgp8BMu61zedSawBgFMJ5tw2M9SzOfOOI7P+QrXEKteFPuiwRQ3ioiARTB1xwF0P/yGVTerZnMjW/PAsXVP4yQWRWrTQDfsLlk1aZpjmbym9EWObJpcX7s4SnA+d8AEkCD7QN4bMNstAhegBt5G6Pa6D0inijik6pNAK+e+Ac1T32DQKsKqDjlsvgCqiQHYxTAqMhI5FhgJxB8OyoYufKpewUwv08SQHkbPAmgCL7mKIA3PA6j2sEvcN+iOEpOCxBBz/BJ1SaAfO4fnwPIw5057WFp+ZHFH8n4Dv/IBJAtwmkwHGjNjoVTYTD1HsADvw5Bu5ebcbNEN1QdZNiTFdQmgB4rBsPt8VZct62N6hNPqLB16ndLxiaACYlJ+HnhNIyNYtNFWIgd/wDZchhms3JdiJMA6kJL97gkgLozS0lhjgJ45dRO1DrRFyFWZVB2iuH2OxNRbSlJ1SaAYS8i0Wj+CWSztsStWe20KyIJIAw5BMznVXnObQu3WA/4VR8Pp66aTXYNFdQmgLdm1UOl+Fvwyt8eLiO3GAqL5Nc1FgHkK9RX/+qO4q9v4EtrjYC/tcyDXFPYaTUf211AcmL6ZUgCqB83bVORAGpLKoN45iiA3ke3os7ZwQhk2zlUNPLtHNQmgMHhb9Hsp5PIY2uN69PbaNcyD00GLixlPYAjWA8gOxdYhcFUewCv3HuJ/qtPYb/lSNhZPEdQ85Wo0NgwZwAnV7uaBPDVy2fI/UsFWFok4U63wyhfzVWFrVO/WzIWAbxw/hTqH+6QppBJQz1gUdRJv4IrnIoEUF7gJIAi+JqbAN64H4Gtq+ZgluVK+GWrBqdJ50TQM3xStQlgwKPXaPPraRRiiz+82SIQrUKyADb8HmjFzgVWYTBFAeQLdka4z8JyK3YO87sQP+A4rO3rGLQG1CSAd/0vo8zWZnidlAN5pj8yKBepL24sAnh03hdoGX0YT6yKo2CrMbCu1hnI/X4XB6m5SJ0fCaDURNPmRwIogq85CSCfQ7J1dl/0TtglEAvIVQ+OYzXz1Yw1qE0AuWB/tuQsiufNDo9JLbTDSgJokCHgsPAIFFlSXthSg4ekiq1h0Ysdh2ipxcId7WpWr1hqEsDk91eIpT3KTmXb45hQMAYBvHznERw31EAuixgEFv8UFb/dbHQ1QAIob5WRAIrga04CGHIvDKXWVIe1RSLirHMh8bPFsK2l/qOEPla9ahNA77sv0HXFeZQumBOnxzXTrmUeZHPOPJYBDUeyHkB2LrAKgyn2AAbduoEKmxtqaA/1BIpWVgV5NQmg1+LecHmxF14FP4fLiE2q4CPVTRiDAB5d8CVaRu4XivxqwHnkta8qVfEVy4cEUF7UJIAi+JqTAPr5nIPTrvaIgi1yuD8RQU09SdUmgB53nqHnag9UKJILx8Y01Q7UwYlMANnJCo1GAS3dtUujcKw7V8+g/I7PYEr7AB4+fhStT3fFM+RHIfe7ChPN/HJqEkDfOY1QJfY6LtVZgLqfD1YNIyluxBgEMGhGTVRIDMH94i1RcvC/RrHoI33dkABK0Vozz4MEUARfcxLAYwf+QwvPr3HPshTsp94UQU09SdUmgKdvPUWftV5wssuLA9+n2mz7Y8gOTGCbZa1gAjiaCSA7Fk6FIVkAH7GNoIubwEbQT15FY/X80fjR5i88tLSD3VR/1VBXkwA+cy+NQoiAf7t/UNm1tWoYSXEjxiCA990roSQe4/Zn/8GBncBijIEEUN5aIwEUwdecBPDU9FZokuSFWzaVUWkyG/IygaA2ATx88xEG/emNWvb5sXPYu+HFrDiTACo+B/Dfo2fR7eynQs28LuyMPN+dzKqWFPu9mgQQ7vmEct/teQJlKtdWjIESFzIGAQxnAl6YCXho98MoXcU4V2CTAMrbmkkARfA1JwF86F4BdgjH/WLNUHLIThHU1JNUbQK4++oDjNjig/rlC2HLIM35qVmGA+NZD+BK4JMxQAt2LrAKg6n1AK7/6Qf0e/O7hvSQC0CxKqqhrhYBTExIgOVMzUkT4d/eQOHihjsfWY7KMQYBfDOtGHJbRONxf08UK6OOOaq61gUJoK7EdItPAqgbrzSxzUkAX08rjjwWUXjc5wyKla8hgpp6kqpNAP++dA/j/r2GZo5FsK6/i3ag9o8DvFYxAfyBCSA7Fk6FwdQE0M+9FpwQjKul+6Hm15qTFdQS1CKAUW9fI8fCUgKWt2PuIlee/GpBJMl9qF0AY+LiYTv73bm/w24iXxFNXRhbIAGUt8ZIAEXwNRcBjI1LEA4R5xu6vhp6E3mLGufDJH1Vq00A/zgbjJl7ffFpdTss663lkBkJoKJDwBGRccgxvxiyWSTgVbO5yNtkqIgniPRJ1SKAL54+RIFlml6nhB+fwcraWvrCGjBHtQvgJW/P/7N3HmBRHVsc/y9dVAQBEUQBERABKVLVaOy9xUSjSYzGxJJonr2iQOwlxthiSWyxxVhiCdbYpXekKVIUEJRmQ0DKm90VsYDscvcu9y4z3/e+vE9m7p35z9nZ356ZOQfOp8TnLl/OTYNqg8Z1qFbtX00BsPbaSdKSAqAkKlVTp74A4OP8PDRZb8r7xYTrADjtUDj+icjAN53MsHiQhNuKvrOJB3A70IX8tzvJC8zBokgewBM3wzHkwscilctmJEBJqzmnFOcKAGbeT0TzPzqgqFwV6j7ZnNJIFp3hOgAGn/4dLiEzkalsiOaLuHNJSVrtKQBKq5h09SkASqfXW7XrCwA+zExDs62vYkgtziPBbpUYqMadplzzAI7Y6o+glFzM79cWE7uaSybUv2TrN5icR+tCtoK7k7RwHCyKBIAnf/8Jg9NeZf/wyudcaA2uAGDg4TVwi12KPDSGjncaB62SWZe4DoBJO75E6/RT4kF6P2Y22DpsTQGQXfEpADLQt74AYFpKAox3uyrcr3muAeCwLTcRfi8f277qgD42EnqWKgCwK7kM0o0EheZgSYq8QeIADoAihIG5uf5LdMo/hQiTcXAYt55zanMFAAO2fAf3h4cR2uhjdJglzh6kSIXrAFiwvDU0i3MoAH7A6Pj4/S3rzxAFQAaK8tGAXr58CV9fX/Tv3x+qqqoSjf5uXDjM//oYT9AQWt4ZErXhQyWuAeCQzTcReT8fv49xRs92BpJJePJHIGwPQAFQKpuWTNz3awWsGQr355cRZj0HTiO553HlCgCGr+4HxwI/BFrPh9tIEqtSwQqXAfD503w0/NlEpHiumiGaLqBbwFWZHx+/v2X9MaIAyEBRPhpQbQAwMuAi7M8OR7agKfS8khkoxq2mXAPAQSQPcDTJB7xzrDO6t/0AAJaS/LMxxwG1hsChUWJRu5Iv2W4kKwgHS4UHMIuEBTbwTpJ5D2tj05J24vqdR/j9ejJeFJeiqKQUP2Z5oodyOCKdlsJ+8FRJHyO3elwBwISlbrAqiUeYxyY49flKbuOX14u4CoCZ9+5AbWd3NCU/14UlsJ0n3EaQ88E8LXTDu9E1AAAgAElEQVQLmN2JowDIQN/6AoDB5w7CxX8S7qpawHxhCAPFuNWUawA4YMN1xGQ8we5xLvjYqln1Yj0nWztrWov/7jQGiDoMjDoImHfnlsCvepMcdQNmxwaQnAT8AsC0vAKsXrsMk5VPogGKoC54CUNBrmhUD3pvhWHHV/DNIdW5AoCpP9nApCwNMb0OwKaTOGi2IhWuAmBFv4Rax6rZod2CG7yWnQIgu9NHAZCBvvUFAH13LkX/e2sQ08AZNnP/Y6AYt5pyDQD7/XodcQ+eYO83ruhiqV+9WBkRwPauxANIQjvMThRfRFBR55a4b/SGrwD4876TmJn4vveqTF0LShOvAU3NOKc5VwAwkwSOb04Cx98efBKWTsRWFaxwFQDzvI2hg6fwb/ktHEf/BI0GZJeAx4UCILuTRwGQgb71BQDP+AxAv/IbuKXbB7ZTibdJQQrXALDPL9eQkPUU+791Q6c2etWrHEdu9/31JWDoAEy8yvnZ4CMAlpeX46zQ7nETZQJlKI09DahqEtDWAJqQOJjqjTipO1cAMN+7BbTxDKkjL8HEugMntWLSKS4CYGlJCQRL9ETxWhUl+woFQCZWWnNbCoA1a1RtjfoAgNlPCqC3zlCkQVaP9TD4aBwDxbjVlGsA2GvdVdx5+AwHvnNDR/MPAGAQCfviS8K/tB0IfL6fW6JW0Rs+AmDW4wI0WNcaWiT7zcvhu6Bq9wnndRZ2kCsAWOSlJ9oyfzAuCIYmVrzQTppOchEAc7LSoPubOFxXycJHUFFVk2ZInKxLAZDdaaEAyEDf+gCAf/25FSPvkhAjwjLvPqChxUAxbjXlGgB2//kKkh49x18kD7AbyQdcbTlPUr75bQBcvgUGvIpJxy1p3+oNHwEwOSkBZntdUQoBlBeRQMbK/MhkwQUAFHqilEnmIGHJ+yEeOvriH5CKVLgIgClxITD9qwfy0Qja3ukKITcFQHankQIgA33rAwDeXPMpOj2/gBwVA+h63magFveacg0Au629guTs5/h7kgdcTJtWL9gucqg+lRzuHrxRfAmE46UCADPJJZDmPLkFnBAdBKujvciXaWPyZcqfQMZcAMDHedlo8qs4kHnhnHRoaHJzu5zJx4aLABhz81/YXBiNVCVjmCyOYTI8zrSlAMjuVFAAZKBvfQDA6KWdYVcSjQRHT1gN4W84gaqmmUsAWFZWjo8JAN7LLcDRyR7oYPIBAFzfHshPBb45B7RyZ2DB8mmaHHWT3ALuTwJB8wcAowMvwe7MMGQJ9GHgRS7a8KRwAQDvhF+DxYlByEET6Hrf44ly0nWTiwAY6vsHOgTNQKyqLdotvCndgDhamwIguxNDAZCBvvUBAJN9bGFWfh+J/Q6gjZtihXPgAgAKLxuM3RWMq7cfvbbE4993hGMrneotc3kLoPgZMCUU0GvDwILl05SPABh29QScLo/BPeVWaLUoWj5CyeAtXADAqCtH0f7KN7ir3Brmi8JlMCruPYKLABh0dD1co70QoekBhzlnuSdaLXpEAbAWoknRhAKgFGK9W1XRAVAIJ3neLdFU8BSZoy+huaVi3ebjAgA+eloEl2UXX5uWXiN1/DezK5o0qCZLSwr5Zb+7Pwn9QvIxzydbk8Jg0BwvFQCYRcLTGnjLPpA4G4GgQ84fgLPfZCSqWKCNJ39iX3IBAEN9dxFP1DSFiENX3UeLiwAYcGAp3G+vQWjj7ugwkwSKV4BCAZDdSaQAyEBfRQfAF4XFUF/RTBRW4PnUWDTUJZ4nBSpcAMB/ox7ghwNhUFESIGhhTzRSV4GaCoG7qkrOXWCjk/gveuRm5ZQgXswGHwEw6N9dcA2ehng1G7Rd4McLnYWd5AIAvvZENXCHw1xyTEEBCxcB0H/3PHik/IYgnYFw/R/3owNIYhYUACVRqfZ1KADWXjsoOgAG3EqE+xGx16/c8xEEKvwPK/DmdHMBAA+H3MecI1HoZqWPXeNcP2yNN34BLnqL64zYC7QbwsB65deUjwAY8M9vcI+YhxgNJ9jMuyw/sRi+iQsAGLD/J7jf+RkhWj3hPOMowxFxszknAXD7VHhk7EVAs5Fw/347N4WTslcUAKUUTMrqFAClFOzN6ooOgKc3/IiBuXvwVNAIjb0UI6wA1wBwr38KFp+IwQA7Q2z+4pV3rzqbXGsJPMsCHEl2iiGbGFiufJvyEQD9jqxHx1teiNJ0R/s5/PFicQEA/XfOgce9bQjUHQK3qeSHigIWLgJg4ObxcHt0BP4txsHju/UKoToFQHankQIgA30VEQCF5/6E+WiznxWhyeFP4FgajdTmfWAySXEygFRMORc8gNuu3sWKM/EY7mSMn0fYV2+NjxKAza88hMP/AOw+ZWC58m2aHE1uAR/tT3IB8+cM4M2DK9EpYQUiGneBw0ySeYUnhRMAuO0HeDzYhwCDUXCfvJUnyknXTS4CYND6UXDN94W/2RR4fL1MugFxtDYFQHYnhgIgA30VEQD/vhIMlf+8SMCOJ3BSuoNGgkLc7r0Hlh2HMlCKm025AIDrL97G+ot38KV7Kywdale9UGdIMO5A8mUqTEc2h1ykUCUpyXhSeAmAf3qj091fENakF5ymH+GJ0tw4Axi4aRzcso8hwHg83L9dxxvtpOkoFwEwbM1AOD2/jsC28+D2+XxphsPZuhQA2Z0aCoAM9FVEALy+YjA+KqrML1tGMiGUTQmHih73Et8zmDpRUy4A4Fd/BOL6nWx895EZFg5oV/2QhLl/hTmAeywGPprJdOhybc9HALyxaz46p25BaNMB6PDjAbnqxeRlXPAABv8yEi6Pz8K/9Y/wGLOEyXA425ZrAJgcEwizv3uL9Irs+jvsu33GWe2k6RgFQGnUkr4uBUDpNXvdQtEAMDY9H+12mIjGl9d6MHScyTajrgVg8AEwYaBfXTflAgAO2HBdtOX+Y/c2mNG7ipyp2SQIcdxJ4D8fsVw82/4Vdjn5lh/MjvTj1RbwtW3T0eXBToQ2G44O3++sa1OV+P1cAMCwtYPg9OyaQnmi3p0ALgHgw/Rk6GzvAFVBqaib6WP80KK1OCcw3wsFQHZnkAIgA30VDQDP7F6OfimrRIoUTAiEplFbBupwvykXANBt+UVkPSnCySmd0N5Y+23RyHlM/EIW8icVF3AEwFQS/FlXnGaLL4WXAPjreHTJO4KIVl/D4RuSd5knhQsAGLmyJ+wLgxFkvwSuw37kiXLSdZNLABh1+QjaXx0vGkCg9QK4jXyVu126IXGyNgVAdqeFAiADfRUNAC+vH4du+cfwoKE1DGf5k2DDBDgUuNQ1AAov3FgsPIMSkgbOb153GGk3eFvtJxnAOmvxv7lOAMy7A1b9eDcjFQD4kFwCacaTQNB+az5Bx+f/IcJ6FhxGLuKN5lwAwLtLHGBemoxQ1/Xo0H8cb7STpqNcAsDAv9fCLWYJIhQw7iIFQGmsUvq6FACl1+x1C0UCwFICIS999KEheIlg8ylw+UoxbpF9aHrrGgDPx2Riwp/Eo0dKwtK+UFdRfru7mbeArZ2AhvrAbP7ko31Xcz4CYNiy7nB6GYpbrith238yg1VCvk3rEgALnj1G4qbhaE+8f8Jyq+efsO08WL4CyOltXAJA/11z4ZG6lQSAHkACQPPnvKokU0UBUBKVal+HAmDttVOoQNDpWQ/R4jdy3o+URz03QL/z1wyU4UfTugTAMgLcrmT7N/tZMVoQz99N4gF8r6SRFGS/9wC0WwHT+JOPlu8A6H83Bw339EB7pWQk9vwdbTrz50B9XQJgxS1U4fxnQh8N/heAJjp6/FgMpOwlVwAwMfIm2hwnqSFJ8Tf8Eh4TN0s5Em5XpwDI7vxQAGSgryJ5ABNjgtHm755iNRZlA8rV5KJloBfXmtYlACZkPkWf9ddEklyY3gUWBo3flyeZ/H3PIF6lfatqjvnmAdy4eT2mPvISDeXFmLNo0NqDa6ZbbX/qEgCFecN1SPioKA1n2M25QNJVV5PSkDdqVt9RrgBgxXa7sKeKuOVOAZDdDwsFQAb6KhIAxoVchvXpocgS6MHAi+ScrQelLgHwWFgaZhyOhL1xE5yY0rlqta+TGGrC27+GJED0RDEs8rHwDQBDl36MDiXhKFbTgdrseF7FXKxLACzy0oM6OUKSMTYIRqZV3Gjno/FW02euAOAzr+YkVusLhDitgvPgSQqksHgoFADZnVIKgAz0VSQAjL7pC7sLo3BfqQVaLo5loAp/mtYlAG66dAdrz9+uPgNIGQnp8FNTsZhqjYAF/E3FxxcADE7JRXTaY3Q6PxBWSmm43/9PtHTl1xm2ugLAkpfFUFlGzqqSkj8lAdp6zfmzENSip3UFgOVlZQj4fRraZhyDenkxNAVFot7nfh+Lps1a1GIk3G5CAZDd+aEAyEBfRQLA8EtH4HhtPJKUzdB6UQQDVfjTtC4A8Ez0A1y9/QiHgu+LhPqxhwVm9CI5ft8tsSeAw2PE/+r8DTDwF/4I+05PU275w/RIX3D5FrDf3Wzs27kB7QV3MUnltGgEpd8HQbkZvzxZdQWAj/Oy0eRXcXiiwrkZ0GjQkLf2KknH6woAIy8dhv21797qYrKSKUwWhkFJ+Z1LZJIMhON1KACyO0EUABnoq0gAGHxmL1wCp+K2altYLgxkoAp/msobAAuKS2Dvcx4vS0l8v1fl+Pcd4dhK533R/h4LxBwHbIcDn/InEHFVs59yK4AAYB/OAqDwBvyunVvwbdqC190vUdGEitDryrNzbHUFgGmJt2C8rxMKytWh6fOQP4tALXsqbwB88fwpsu4lIP/kQji8CBCds9QbuRmq6hrQ0TeCiqpaLUfC7WYUANmdHwqADPRVJAC8sHcFeiWtRLyGA9rOq0wFx0AezjeVNwDGZz5B3/XXRbosHtgO5s0aoauleNvsdSl6Clwk5/6Cd4j/aSjJ/+swivNafqiDXAbAwpel+GL9KRx9Lr71XqjcCBquBL4tegGtP+ad7nUFgPFBF9DW91NkCJrByOsO73STtsPyBMBnT/JQsM4JzZD7upv+Zj/A4+vl0nabd/UpALI7ZRQAGeirSAB4ff3X+Cj/H8QYfQabCb8zUIU/TeUNgNfI1u+YnUFord8Ql2ZWAxchxNt3enqliN9dAlp04I+oVfSUqwB4MOge/j5+FMfUvV/3OrP9D2j+CX+/WOsKACti0d1WsYSlpzgOoCIXeQLg7bArsDw5RCRnHrTwTNAIpSP+hKm1syJLLBobBUB2p5gCIAN9FQkAg1cNgMuLGwi19USHT2czUIU/TeUNgBV5f51NdHBkcseqhdpH8i8nXgCatweGkJhehuS/PC8VAPiIBAnR906R+WhevnwJX19f9O/fH6qqkocv+nPNNHz1fFdlf5TJNprwtnWzV9lXZN5T9h9YVwAYuHk83B4dQYhWTzjPOMr+QOv4DfICwJdFBYjaOwvuDw/jjooFLDxJbNB6VCgAsjvZFAAZ6KtIABi59CPYl0Qh2n0d7PqK80oqepE3ALouu4iHT4uwfJgdRruR4M5VlVVmJPgc2er5+hRg1kUhpoBrACgMwj1+dyC8UsbAVClLrHG/1YDbRN7rXVcAWPHeAKs5cB+1kPc61jQAeQFg/NpesCsKF3UnXJOcF55zpqauKdTfKQCyO50UABnoq0gAmO7VBi0Ej5A29BiMHUj2iXpQ5A2AbRedQeHLMlyf0w0tm2pWrfBPukBZCTAjDtAyUohZ4BoA3nv0BE83doaNUqpI3xffXEKDVvzeZq8wlLoAwIpctMI+xPQ+CJuO4swUilzkAYBtWzWF1YmBIhmF3vPHw/ahjX01MUMVVGwKgOxOLOcA8Nq1a1izZg1CQ0Px4MEDHD9+HEOHDn2tQnl5OXx8fLB9+3bk5eXBzc0Nmzdvho2Nzes6RUVFmDVrFg4ePIgXL16gR48e2LJlC4yNjV/XEbb98ccfcfLkSdG/DR48GBs3boS2trbEiisKAAo9IiU+ulATlCJ3QjiaGrWWWAM+V5QnAL4sLYPFQvGv94jFvaCtWcWtvdKXwJJXqbPmJAOar+IA8llk0ncuAWBK9nOcvHQdP8aOFKlaZmALJeE5SxV1nqss7n5dAGCWd2sYIAcxavZoN++KQmcAqTAStgHw2J4NGJn202ubzPwmBM1biVN11qdCAZDd2eYcAJ45cwY3b96Ek5MThg8f/h4Arlq1CsuWLcPu3bthaWmJpUuXQgiNCQkJaNxYnE5r8uTJOHXqlKiOrq4uZs6cidzcXBFUKr+KldSvXz+kpaWJQFJYJkyYAFNTU1E7SYuiAOCzggI0Wm0oGnbhzGRoNFYM8KhpHuUJgE8LX8LO+7yoS/FL+kJDtYqYXYVPgJUtxd1eSLYmVTVqGgIv/s4VABT+eJy46ncMeH4MQ5T9kKViCANPkulDgYq8ALDgSS7izm2HakYIOjy7IlLwVq99sO1EUhfWg8I2AP6zZSE+y9smUtLfcAzJ8buxHqj6/hApALI77ZwDwDeHKxAI3gJA4QJuZGSEadOmYe7cuaKqQm+fgYEBhGA4ceJEPH78GPr6+vjzzz8xcqT4V35GRgZatmwpOijep08fxMXFoV27dggICBB5EIVF+P89PDwQHx8PKyvJgr8qCgA+zMpAs9/EB9/LSR5gQT3IAywcqzwBMPd5MZyWkMsdpNxd3h/KSoL3P9nPSPy0tcJf+eRvXnnkP1XUYXc9YOXpXAHApy+KUbDSAgaCfNE4n5n2RqOxf7My5rp6qDwAsC9ZQ3NW2cGovDLenzD+n/qiDCirqNTV0OX6XrYB8NTGmfjkyR6ENfwITrPFgcnrY6EAyO6s8woAk5KSYG5ujrCwMDg6Or5WZsiQIaKt2z179uDSpUuiLV+hx09HpzLArr29vWgrWbh9vHPnTsyYMQP5+eIvgooifMYvv/yCcePGSaS6ogDgvbtxaPWnOwqhCg3vbInGrgiV5AmAD58UwnX5fyLwEwJglSX/HrDejmxHEs+f56vLCQogdMqtQBIIurfoHFNd3gJOI0dKjLe1FSvaYzFgT+IrKsg5ywozkQcAdvmoI3Q2tBG9MqKBO15oW8Kwy9f1IixJhc5sA+C/66dg6PNDCG7SBy7TDyvAKlC7IVAArJ1ukrbiFQD6+fmhU6dOSE9PF3kCK4pw+zY1NRXnzp3DgQMHRAAn9Ay+WXr37g0zMzNs27YNy5cvF20P3759+606wi1lYdv58+dXqZ/wmW8+VwiAQs9idnY2tLS0JNW8TusJQ2ZcuHABvXr1eh0yI/FWMKxP9CNhRrXQeGFSnfZPni8PO7UVblGeiFLvAOtZ52T66nd1Ts9/gY9/vg51FSXc8upZ9btyEqG61R3l6loomaU485AaG4g2xweIAFB7oeyDBFdl01UJnBAXBdtj3fEC6lBZyN/cyh8y1Mzl7dGyPAO3eh+ClUs1dlZLS6/Q2dnBBi12iS/NFM3LUsgUZDVJFLe2D9oXhSLQfhmcBsr29rhQ50sbv8fAF8cRoDsUHSbVj7isVWke+tt4uOeegJ/xd3D5ekVN0yLV34Xf33p6eqJdQ758f0s1QAkq8xIAhVu6hobiM2vC8t133+H+/fs4e/ZstQAoBB6h93Dr1q0iABR6C4XnBt8sFhYWGD9+PObNm1eldN7e3iIP4rtFCJ2amtXc6pRgEuq6Ss69aHyTswbp0EeI48913R25vb845abonE2IwA7pDuzGPnz4AlgWoQIN5XKsci2tcoyNX6She/wCFKpo4ZzdJrnpwPaLinPv4bNUTzws14a/0wa2X1ft83MfJGFcpjcyoYtAR/7mVv6QgA7hc2BCRviXkSc0DKrIMS0D9YueZmNE4gwUlqvinNMfMngi/x7RImINnMujcURnIlRNO8l8AA1jdqNn8SX822AwStqS2KD1tDSM2UN0+A+nNIehzGqYTFUoIGffR48eTQFQpqrK8GHvngGs6y1gRfUA+v8xE10y9yC1QTsYzSCBcOtJkacH8M7DZ+i/0Q86mqoImt+taoUfREB1Z0+UNzZCyY9RCjML92KDYH68P/EAahMPYKLMxyWJB/B01AOcPboT29R+QaqqOYzmKGa+a3l4AK1Nm8HyeF88RkNoLhSH0qlvhW0PYMTPg9GxNBj+VvPg/Oms+ibv6/FSDyC7U88rD2DFJZDp06djzpw5ImWKi4vRrFmz9y6B7Nu3DyNGjBDVEYaTEYaAefcSSGBgIFxdXUV1hP/f3d29Xl4CCVwzFG7PLyPE/Ac4f8XfNFjSflTkeQYwJuMxBmy4gWaN1RG0sJqtuftBwB8kB60OCQb9vwhph8PZ+ikx5Azg372RTQBQz1v2wCBJJpCVPtMxr5yk2SMlVe9jmEw5wVm9mHRMHmcA2xprw+rUYDxEUzTzJuGK6mFh+wxg7PLOsC+PR6jrOnToXz8C81dlRvQMILsfLs4B4LNnz5CYKPYSCC96rFu3Dt26dUPTpk3RqlUrEeitWLECu3btgnDLVride+XKlffCwJw+fVp0zk/YThgTMCcn570wMMKtZOGZQGERniM0MTGpd2FghFCd6GMHC9xHpPMK2A/8nl2L49DT5QmAEffzMXTzTbTQboCb87pXrULydWAPCfyqR26hTyEwqCClrgGwlMS5fO5jCC0B2YcnpXTAeii7SHbRi29TIA8ANNdXg+35z5EmMISxl2KF0ZF0vtkGwKRlzrBCCqK6/oH23ervFjAFQEktsnb1OAeAQpgTAt+75euvvxYBXUUgaCG4vRkI2tbW9nWTwsJCzJ49W3Qe8M1A0MILGxVFeEv43UDQmzZtqneBoFMyMtGK3IxUEpTj6dhLaGyqGBkRJPk4yBMAQ1Jy8elWf5jpNcTlWR9X3b3Ei8C+4SQPMLkJPOmGJEPgRZ26BsAnBYXQWm0g0qp49DGoWRAAV5AQO+8agDwA0ESrBA5Xv0GykinMFkfywgZl3Um2ATBtWXuYIQMxvQ7AptMAWXefN8+jAMjuVHEOANkdrmyfrghhYG6eOYBOgZORLWgKPa/6tZ0jTwD0u5uN0TsCYdGsES7M6Fq1IcaReF9/fQEYk2MJ34pjBipCqWsAfJCZCcOtr2J7epLYdQqS9aMq25AHALbUfA6nm5NxR8UCFp4himCiUo+BbQB8uNRalJozYeBxWDlXs2Mgda/514ACILtzRgGQgb6KAID+B1fAI2El4hqQUChzSUqselTkCYDX7zzCV38EwdpQC2f+91HVKkcfAY6S8z5mXYCvJc9Iw/UpSyFhYEwPC+MAapM4gPI/AxgSEQnnf7qgiMS5VFfwOJfyAEBjtXx0CPwR8SrWaOsZwHXzY6V/bANg/tI20CcBy+8OPwdzO3dWxsCHh1IAZHeWKAAy0FcRANBv72J0TPoVIdp94DytfgUclScAXo5/iHG7g2HXoglOTa0moXvYn8DJKYBFH+ALxZmLugbACyf3o1fY98hR1ofuItnfQmawhMi8qTwA0EjpIVxCZ5Hcv3awWaA4RxWkmQy2AfDF0lbkzGoB7n9xDS0t7KXpmkLVpQDI7nRSAGSgryIA4M3fZ6FT2g4E6w2Dy5TdDNTgX1N5AuCJiHT871AEHFtp4/j31cQN8yP5Ps97ArbkHOCn4hurilDqGgAv7/ZBt5R1iNP6CNYzFDutljwAsHl5Otwi5iNa3RF2868ogolKPQa2AbB8qQHUBKXIHB+K5i3FWVfqY6EAyO6sUwBkoK8iAKDfb9+jY9Z+BDYfDbdJvzFQg39N5QWAGU+KMf9YNPzu5qCfbXP89mUVF22KngIrW5FkzGWAB/EC9lnGP0Gr6XGdA+CWqej2cC/Cm38GRwXPqiAPADQoSYZ7tBciG7jCfq7inFWV5gPHJgAWPH8GzTUtRN15PPU2muiKLzDVx0IBkN1ZpwDIQF++A6AKSdwe4eUMR6VEBLb8Fm7j608WEOG0ywMADWw88Pnvwa+tbFZvS0zpbvG+1ZFwPNhKzgZm3QJGHQKs+jKwTG41rQDAuooDeOOXL9D58WmEt54ExzGruCWOjHsjFwAsug332KUI1+wIxzlnZDwCfjyOTQDMffgATbeIc1YXzXsAdQ3+ZpliOpsUAJkq+OH2FAAZ6Mt3ANz1+wZMyPpJpMAdxwWwGDKXgRr8ayoPAAwqNcP+oPtorK4CB7L9u36kA3QbqVctljAQtKYuoGvOPzE/0GNhLmATcgmkrgAwaPUguBZcQ7jtAjh+qtg2Lg8AbPb8Fjxur0ZYo65wmnVSoWxV0sGwCYAZqXdgtMsZJeVKUPbKgUBJSdJuKVw9CoDsTikFQAb68h0Ac5dZwgC5IgXK56dDoN6IgRr8ayoPANyarIO4zKcY7dYKy4eR+H71sNQ1AIYv7w7H4lBEuaxE+wGTFXoG5AGAJnGb4VAYiBCtnnCecVSh9axucGwCYGpCJEwOdsHzcg009Mmql/pWDJoCILvTTwGQgb58B8DipS3QUFCEnOF/Q9euNwMl+NmUbQA8dtIXc4NVROL8PckDLqZN+SkUw17XNQDGLHGHTWkc4rpsgXV3EmdRgQvbAHhs/w6MTJkvUjBQl6SQnLpHgdWsfmhsAmBilD/aHOtLfpproan3/XqpLwVA+Uw7BUAGOvMZAHv26o2Gq5uLRv9kajy0dA0ZKMHPpmwD4Ja/fPHLLRXoNlRDiGdPknxCwE+hGPa6LgHwfm4BXqx3hqVSOu703Q8Ld5JqT4EL2wB4bt13GPjiuEjB9DEBaNHaWoHVrBsAjA+5hLanhyETemjufbde6ksBUD7TTgGQgc58BsBOnTpCb5M4vMDLeRlQ1WjIQAl+NmUbAFfvO4MdCcpob9yEhPerJvYfP6WTqtepsUHkDGCvOjkDuPvEWYwNHynq77Mx59GotZtUfedbZbYB8MaqYehWch1xqjawXujHN3lk1l82PYC3/HxJruVRuC8wQkuvOJn1mY8PolvA7M4aBUAG+vIZADs42MJ4l8lNZvkAACAASURBVBNKywVQ9s5T2NyoH5peNgFww8UErLsoDjrcvW0z7BzrwsDS+N20LgHw4sYf0DNnn1jABQ8ANcW+Uck2AKYsc4IF7iHIzgeuw6fx2zAZ9J5NAIy8cgz2V8YhSckErRdHMegl/5tSAGR3DikAMtCXzwBoY9EKbQ5/jGdogEbemQxU4G9TNgHQ1uscnhWViMRZMsQGX3mY8lcohj2vKwAsJ6F1fH0GYgBuINZyMtqNXslwJNxvziYAPsq8D/2ttiIRYnofhE3H/twXhKUesgmAYef3w8nve9xWtoDlovqZa7li2igAsmTArx5LAZCBvnwGQAtjHbQ7NYhsy+lAzzuFgQr8bcoWAL4oLoX14rMiYc7/rxMsDbX5K5IMel4JgE2Ird2TwRPffsTLly/h6+uL/v37Q1VV9fUf4zLyYbrNAg0ExcjutRF6ncbI/N1ceyCbAFhxOUE45pcLHkJVrZpwRlwThYX+sAmAwf/+AZfgGYgl2+zt6vE2u3DaKACyYLxvPJICIAN9+QyArXSU4XjpC6QpGcF4cf08Z8IWAEal5WPwpptQVSpHjHdvqKmpMbAy/jetAMAcNIGuHAHw2pXz6HLlM7GAM4iNaxnxX8waRsAmAMYGnEO7syOQLjBAC6/bCq/lhwbIJgAGHd8M18gFJNWeE0m1d7le60wBkN3ppwDIQF8+A6BWSSa6Rc/BbdW2sFwYyEAF/jZlCwCH/+aH0NQ86GuUw29hn7e8Uu+pVUZSv+WQs4LqjYHG5Fa2At4UrisAPL1vPQYmeuFuA1uYz73JX0OVoudsAmDE5b/hcPVb3FUyg/niCCl6pXhV2QTAgL9/hnvMTwhv4A7HuecUTzwpRkQBUAqxalGVAmAtRKtowmcA1Ek5gS55RxGj2xs2U/9moAJ/m7IFgJ1XXUJa3gsMMSnF2m/7fRgAC0gg7tVmYhEX5QDK4riBilTqCgAvb5yEbjkHEavfH+1+OKhIklY7FjYB0P/AMlEGkFtqDrBdcLVe6FndINkEwPBVfeH4wh+hDbuiw+z6mWmlQncKgOx+zCgAMtCXzwBolPA7XEh6rBDreXAeKQ7sWt8KWwBo6XkGxSVlWOhQgrHD3z6X9p7G2XeATc6ASgPAUzEv49QVAPr/PAIeT88h3Px7OH61ol6YdwUAxvX7G9Zusg3uHrDhK7jnnoRf86/QcdKmeqGnvAHwUUYK9Lfbi14bqDMIbv97dYO9nqpNAZDdiacAyEBfvgLgniOn8G3CONHIw51XwnGgYqfHqm6K2QDAjPwX6LjykuiVK1xK8OngGgAw+ghwdDzQpCUw/RYDa+Ru03txQWj1Vy/I+wxg8KoBcHlxA2F2nnAaPpu7AsmwZ2wCYND6z+GafwZ+pj+g49jlMuw1/x7Flgfw1vUTsP1PfFkpjQTaNq6ngbYrLIICILufDQqADPTlGwCWlJZh058H0DdpJdoqiVMMpQ86iBYd6mc4BzYAMIHk/e2z/hrUVZSw2qX4vZup75lb2F7g5FTAsi8w+i8G1sjdpvfiggkA9pQ7AEYs/xgOxeH1IgdwxexXAuBh4gHsI1OjCP55OFyeXoSf+TR0/MpHps/m28PYAsCwM7vgFDgNUQIrWC8gF8neuNXON41k0V8KgLJQsfpnUABkoC/fADA29hbaHe70esRZht1h8O1hcu6sMnQGAzl415QNAIzPfIK+66+jaUNVeLV/UTMABm4DzswBbIYBn+3mnYaSdLiuADB2iRvalcYj5qMtsOmh2DmA5QGAoWsGo8Pzq/C3nAOP0QslmXqFrcMWAPrvXQSPpA0IUrKH4/z/KABu/BpuOf/Av9UEeHyzRqb2xLfvb5kO/tXDKAAyUJVvBhR90xd2F0bhWbkGXrb/AjoDya944e3TelrYAMC4B0/Q79frovy/i9sX1AyAN9YDF70ABwIoQ7co5EzUFQDe9WkP8/JU3O6zD5YegxRS23cHxaYHsOJyQkA7T7iPqB9b6tUZDRsAWE4iAtxfaotWZek4q94XPWbtowBIAZDVdYsCIAN5+QaAYRf/gtONCUiAGVovDK73iwubAKjXSA2L7CQAwMvkcsJVkqHC5VtgwM8MrJG7TesKANO9LdACD5Ey7ARM7T/mrkAy7BmbABi5sgfsC0MQ2H4J3D75UYa95t+j2ADA9KQ4tNjrLhLjSNvNGDJ8ZL1fo+kWMLufDQqADPTlGwAGnPod7qEzyfmStuR8yY16v7iwAYCxGU/Qf8N1SAyAuwYAqTeAjuQcYO+lDKyRu00rADAXWmjqLT57KstSXSaQXC9jNBU8xYMvrsDQwlGWr+Tss9gEwFvLu8K2OAJBTqvgOngSZzWQR8fYAMDbYVdheXIwsqCLAMdfat49kMdA6/gdFADZnQAKgAz05RsAXt+/HB/dWYUAZWd0mHeWAuA/m+ESsQBRGs5oP+8/BpZQ2bQCAPWJB9BTEg/gb+RMZha5/dt9EdBllkz6wLWH1AUACi88lf7UDOqCl8ifEAZtI3OuycJKf9gEwLhlHWH9MgYhLr/AecA3rPSfLw9lAwCjrx2H3aWxSFIyQbT9EgqAxBgoALL7iaAAyEBfPgFgeXk5znv3QR9BIC6p98RHsw5RAGQBAGMyHmPAhhuQGADXWgLPsoCJ1wBDcfwvRSt1AYBPnhdAa42hSMqiGYlQ19JXNFmrHA+bAJiw1AVWJbcR6rEZHfp8WS/0rG6QbABgyL874Bw8CzGqdki0nU0BkAIg658xCoAMJOYTAF7280e38yTUCCkXm4xA1ylbKACyAIC30h9j4MYbaNZYHQttn394ERemgVuiB5SXkly18SRXrRhYFK3UBQBmZD6A0da2IinLPR9CoKKuaLLKHQCTf7KDWdk9RHTdCYduw+uFnvIEwMDDa+AWu5SkgOuIe20nUQCkAMj6Z4wCIAOJ+QSA53+dhN554nRYvnZb0GvwCAqALAKgAQHABTUBYPAfwL8zxBa4KFthw/HUBQCGR0bA8XhXvIQKVL1Jir16Utj0ABZ4NYOmoAgJg0/ByqlLPVG06mGy4QH037MQHsmbEKzVGxnmX1IApADI+meMAiADifkCgKVl5bjnbQUzpSzcdlyIOFjRxYXMOxuXQCo8gDUCYOlLYE0boDAf0CX/nRrKwBK53fRefAhaHeoBeV4CCb78D1yufo1cpaZoujiZ2wLJsHdsAWDm/UQ0/6ODqKcZ44JhZEKOLtTjwgYABvw2Ce5ZB+FnMAqPjPrRNZoCIOufMAqADCTmCwAeOXYYn0Z9Jxpp3vggXAuLp4sL2wCoRTyANh/YAs6IALZ3FVvf7CSgoS4DS+R207oAwEDfPXAL+hF3VK1hsTCA2wLJsHdsAWBc4DlYnxmBknIl0ZZ6fc9QwQYABv/yGVwen4ef2VQ80nahazQFQBmuDFU/igIgA4n5AoBBqwfDteAqCgUaUJ6XCt+z5+jiwhIARqc9xqBNN2BQEwCG/UlSwE0BWpK4X+PPMbBC7je9Fx9KPIDd5eoBvH50Cz6Kno9YDUe0m3eF+yLJqIdsAWD4+X1w9PsBsTAnQB1IAZDERGxPYiIGO66Ay5DvZTJ7kat6w/5FIAJsvZClak7XaAqAMrGrDz2EAiADifkCgFEruqN9USii2nvCetA0+Pr60sWFJQCMSsvH4E030ZwA4PwPeQAvLycBoFcBjuQ25ZDNDKyQ+03rAgDP7/oJvVN/RpxWZ1jP+Jf7Ismoh2wBYPCxX+EStRjBJEWZA01RBjY8gPFL3dG2JA4hbr8ivViHrtEUAGW0KlT/GAqADCTmCwDGkPhdNiR+V7j7r7AlOVEpAIonnY0zgBUAaNhEA/PaPXt/EQ/YCtw+CyRdFneiuyeJ/6fYabUqAbAxCQSdxuATV3XTqgJBn107Fn2fHUec8QhYf7tD5u/k6gPZAMCiwgI8WO0GU3ID+KpKJ3Sce4J6AFnwAKb+ZAOTsjRE9diH5NwyCoAUAFlfZigAMpCYDwAojP8X490BtoK7iO66A207D6MA+GrO2QDAyPv5xKF3E1UCYOFjYKUJeXv5qx4IgMl+gEE7BlbI/aZ1AYDhy7rC8WUE4jt4o+2g6dwXSUY9ZAMAA/9eC7eYJaIe+moMRK+ZuykAsgCAOd6tSA6Qx7gz7AxiUx5RAKQAKKNVgXoAWRGSqwCYX1CMf8NTUVDwDHE3TmKdYJ1o/HG996ONSx8KgHIAQCPiAZz7rgfwQRSw7SPx20fuJ7d/SXaKZtas2CaXHipvACwjt95v/+SItkhGYq9daNPpEy7JwWpf2ADAitupwo7/bbkBQz8bTQFQxgBYTmKClvjoQVVQKrplHRwRRwGQAiCra4Xw4dQDyEBirgLggV9m4bP8naLF5M1S9EMElLSNKQCyCIARxAM4lHgAqwTA2BPA4TGAnhUwJYiB5fGrqbwBMPfpCyivbY0mggIUjbsIdRMXfgnGoLdsAGDQ+lFwzfeFn+kPeKTjRsGEzI+szwA+zn2EJhtIOChSns1IxX+Xr1KdKQAyWAkka0oBUDKdqqzFVQC872WBloKHoj6XQQmlSmpQ+vJvKLfugqrOSzGQgNdN2dgCDr+Xh2Fb/NBCWwNzrN85A7jZDXhEMn6YEi/g2NO81k6azssbAJNTUmC2257YvgBKJGQJVNSk6S6v67IBgGFrB8Pp2VX4W87Bw4a2FExYAMCM5HgY7XHDi3I1qHhm0B/prz6FNBcwu8sRBUAG+nIRAPf+8y/GRIwWjSrvGz/otCTnywTkrNmrQgGwcsLZBEBjAoCz3wXANRbAcwIkw0kGELtPGVgev5qmxofB5FA3EgZGPpdAosIC0P5kHzxBI2h5p/NLLIa9lTUA5j16AJ3N4pR6gXY/IVPFlAIgCwCYdCsQrY/0Rja00WRhIgVACoAMVwLJmlMAlEynKmtxEQBTF1vAROkhiqAGNc+093KgUgBkFwDDiAfwE+IBrBIAlxoAJYXA/8hZQB3hZZD6UeQNgJfPHEW3wG/wQKUFDD1j64fIr0YpawD03zkHHve2iZ4e0WUHUp+qUwBkAQBvkbPathe/QqqSMYzmR1AApAAol3WLAiADmbkGgIGRUXA7Lr5k8HzEYTRs1+e90VEAlBMA6jTA7LZPK78sS4qBpfril89NARroMLA8fjWVJwCWkiMPy72n4yfVPUho5AarWef5JRbD3soaAMNX94djwU0RmBjMDsG58+cpALIAgEFHf4FrtDfiVG3QZs5VCoAUABmuBJI1pwAomU5V1uIaAF7/8yd8dPdnFKABNBeTrS8lZQqAH5hfNraAQ1PzMPw34gF8FwBFIWBaiXsjOpemzsDy+NVUngAYnfIATvvtRAKltx6JFmO280sshr2VNQCm/GRL4v/dR2C7hXAaNp2Cyav5kfUlkISlrrAqSUCEpgdspp+iOlMAZLgSSNacAqBkOvECAC9vnY5umTsRrjsAjlMPVNln6gGslIUdAMwlAOiPlgQAZ73pAXyeA6xpLX754jwC50oMLI9fTe8lhKHVwW7II2cAdVgOBH3tv1PoETBOLNBYX3LhphO/xGLYW1kDYIaPJYzKsxA/4CjMHbpSMGEJAJN/sodZWQoCWv+IDqMWU50pADJcCSRrTgFQMp04D4BPXhRDa5V4izHIcDRcJ/5GAbCGuWUTAFs1bYCZVm9sAT95AKwjh+kFxCvrlcvA6vjXVJ4AeGrncnzyYB3uarnBfEb92v4VWoasAfChtxmakes7icP+hUk7NwomLAHgI29T6JOfSHeGnIKprQfVmQKgXBZ6CoAMZObSFnBibBjaHO4mGk16p2Vo0WsKBcA6AMCQlFx8utUf7wFgXirwa3uy9duAbAFnMrA6/jWVJwD6//wZuhRexh3LCbAYvYZ/YjHssawBMNe7JZqS+9TJIy7C2MKBgglLAFjspQs1QQkyvwmBrqEp1ZkCIMOVQLLmFAAl04nzHsD4sKtoe3KwuJ8f2GKkW8CVU8mGB7ACAE2aamKG1ZPKA/M5d4GNToB6E2D+PQZWx7+m8gLA7r36IGmlB+yVkpDQZTOsun/JP7EY9ljWAPjE2xBa5FTx/S+uoblpOwomLADgy+IiqC5vJnpy/pQENGyiS3WmAMhwJZCsOQVAyXTiPADe8j8L23MjkaZkBOPFcdWOigIguwAYTDyAnxEP4HsA+JDMyRZ3QFMXmJPEwOr411ReANjGzgk2e21FAj0bfRKNLLvyTyyGPZY1AL7w0kcDQTEyxgZBv0VrCiYsAODjvGw0+ZWkhSSlcG4GlEngcl9fX3rbmuhBA0EzXBBqaE4BkIG+XNoCjrxyDPZXxiFJ2RStF0VSAJRgXtnwAAYl52LENn+Y6mpiuuUbHsAHZE62dQEaGwIzSTaQelTuJYSTSyAfs34JpEUzLTifGypWdkEGoNawHqksHqqsAbDESwcqgjI8mhAJbf0WFExYAMCH6clotsMBJeVKUPbKQUlpKdX5lc4UANldwigAMtCXSwAYev4AOvhNxm0VS1h6BlMAlGBe2QRAMwKA094EwLRQ4PfugDYJBTMtWoLeKU4VeQGgrtoLdA6ciFSSrcLEs/ofQYqj7PsjkSUAlpaUQHkp8ViTkvdDPBpp61EwYQEA79+JRMv9XfC0vAEa+2TSdJ1vmDUFQHZXKwqADPTlEgAG//s7XIJnIlatPdotuE4BUIJ5ZQMAA5NyMHJ7AN4DwFR/YFdfQJckfJ9KYLAeFXkBYOOiVHSPXYR4TSe0nXO5HilcOVRZAmDhi+fQWGUkevjT6cnQ0GxMAZAFAEyMvIk2x/vjEXSg751CAZACoNzWLgqADKTmEgAGHNsA96hFiG7gCru5FygASjCvbAJgaz1N/M/ijS3g5GvAnkGAPgkF80OgBL1TnCryAsBGOSHocW8DorR7ov20o4ojoBQjkSUAPn1Msjf/YiZ6Oz2b9vYkyDIQdFzgOVifGYE0gSGMveIpAFIAlOITz6wqBUAG+nEJAP0ProBHwkqEN+oKx1knKQBKMK9sAGAA8QB+TjyA7wFg4n/Avk8AA5KlYvINCXqnOFXkBYDaaefQ9dF+hBuOhOPE+pUBpMJaZAmAeY8eQGcz+cFCSqlnDsrKy6kHkAUPYNSVo2h/5RvcVTaD+aIICoAUAOW2+FMAZCA1lwDQb+9idEz6FSHafeA87TAFQAnmlQ0A9L+bg1E7hADYkHgAH1fe5Lt9DjgwAjByBCZckaB3ilOlAgDz0Qja3iRFoYxLxc123eQj6Jx/EqGmE9Fh7GoZv4Ufj5MlAD7KSIH+dnvR5QQVnzwKJm+YgCw9gKE/D0WHp5dJHuB2sF7oT3WmACi3xYYCIAOpuQSA17ZNQ5cHuxCsNwwuU3ZTAJRgXtkEQHP9hvixzRsAGPkXcHwCYOwCfHtRgt4pThV5AWDz27vh9vwSQtvOQofPFymOgFKMRJYAmJGSAKPdrnhRroYGPo8omLAEgJne5miObARYzID7F15UZwqAUnzimVWlAMhAPy4BYMCqwXB/cRVRllPRfvRSCoASzCsbAOh3NxujdwTiNQD26wfV9ADg5FRylTIFsP0U+PQPCXqnOFXukzAwLUkYGLY9gMbxv6HDC3+E2XnBafgMxRFQipHIEgBT40Jh8ld3kgdEE1reDyiYsACAJS+LobJMnMIzZ3IMdA2Mqc4UAKX4xDOrSgGQgX5cAsC4Ja6wLk1ATJffYNN9NAVACeaVTQBsQzyAU4kHcEDbBlA5+Fllb/osBzx+kKB3ilPl/u0ItDzQlXUANIn9FQ5FoQjvsAKOg75XHAGlGIksAfDW9ROw/W8MuZzQnFxOSKBgwgIARl0+gvZXx6O0XAAsyiZBoFWozhQApfjEM6tKAZCBflwCwAzvNjAigQRShp2EqX31GRBoJpDKCWcFABOJB/D3QFQA4KCSf6EUTbZ/hQGgLXoBQgBUb8zA6vjXVF4A2Dp6DexKohHpvh72fcfxTygZ9FiWABiw3wfud9bhlroDbOdfpWDCAgD67/gfPNJ3v74AInwFXaMrhaZxAGWwKHzgERQAGejLFQAsKSlF6RIDqAteIve7UDRtQWLNVVPo4sIuAN4kAPgFAUCLZg0xxfwxBt9fBkF2AuA8Hhi4joG18bepvADQMnIJrMvuIKHbdlh1HclfwRj0XJYAGLmqN+xfBMLfcAw8Jm6kYMICAAb/8hlcHp+Hv9kP8Pia/DikAPiW9VMAZLAYSNCUAqAEIlVXhSsA+PRJPhqvMxF1s3D2PWg0bEIBUIJ5ZcMDWAGAls0aYZrJffSPfrXdO5kEgjZoJ0GvFK+KvADQIXwOTJCJtGHHYGzfQ/GElGBEsgTAu0scYV6ahMiuv8O+22cUAFkAwKiV3dG+MBRBdt5wHT6dAuA7Nk4BUIIPPYMqFAAZiMcVAMzPeQjtjRaikZQufARlVTUKgBLMKxsAeONONr78IxBCAPQ0CEaXO0vqZf7fN+WXFwB2C5sELUEBssfehJ6prQQWoHhVZAmA7z6L7h5U2ouswsDELfOA9ctYhLn/Cqe+YykAUgCU66JEAZCB3FwBwEdZ96H/26svPK98QEAOFFdT6CJeKQybAGhl0AhLml6Aa/JGoIUz8B0JBF1PizwA8NTpfzEkYiyUBeV4MjkaWgYk53I9LLIEwEfeptBHHhKH+aKNfSfqAWTBA5i4xAltSu8iqusfaN+NRAggha7RlUJTDyC7ixgvAdDb2xs+Pj5vKWNgYIDMzEzRv5WTiPXCv2/fvh15eXlwc3PD5s2bYWNj87pNUVERZs2ahYMHD+LFixfo0aMHtmzZAmNjY4kV5woAPkhLguHvjiguV4aaT+4H+08XF3YB8PqdR/jqjyBs0NqHwcW+4pdZ9gNGH5LYrhStYgUAPkZDNPHOkPnwhDb9z8mT+Cz6G9GzC2ckQUNLV+bv4cMDZQmA+d4toI1nSP38MkzaOlEwYQEAK+Yrts8htPMg6wQFwLc+ZhQA2V11eAuAR44cwcWLlQF1lZWVoa8vjqe0atUqLFu2DLt374alpSWWLl2Ka9euISEhAY0bi29gTp48GadOnRLV0dXVxcyZM5Gbm4vQ0FAInyVJ4QoApifFocVedxSUq0PT5yEFQEkmj9RhwwN47fYjjNkZhDiNb9AAheKefLYbsBkmYa8Ur5o8APDYsaMYGTdRJF7ZgkwoqTVQPCElGJEsAbDAqxk0BUW4/+UNtGxjRwGQBQDM8m4NA+TgztDTsHD4iALgOzZOAVCCDz2DKrwFwH/++QcRERHvDV3o/TMyMsK0adMwd+5c0d+F3j6hh1AIhhMnTsTjx49FsPjnn39i5EjxbcGMjAy0bNlSlOuyT58+EknKFQBMvR0JkwNdXgds/VDnqQewUh22AHDSzmuIJQAoLC9nJkG1cf30RlUoLQ8APPL3IYy6PUX8yhqOQUj04eZpJVkBYOb9RDT/o4NIhfwpCdDWa04BkAUAfOxthCZ4jtRRV2Fi5UABkAKgXFce3gLgmjVr0KRJE6irq4u2eJcvX47WrVsjKSkJ5ubmCAsLg6Mjybv6qgwZMgTa2trYs2cPLl26JNryFXr8dHR0Xtext7fH0KFD39terqggBEnh/yqKEACF0JidnQ0tLS25TtybL/vnwBZ8lryYnNbRQqOFSR/shxAAL1y4gF69ekFVVbXO+syFF4ed2gq3KE9EqXeA9SySq1cG5Tq5BPLHvj3Yr7YCJUoaKJ6VXO91TkuMghnJKCHcAtZcmCoDld9+hGgL+OghjL47HUXlqlDyfCDzd/DlgQ+Wt0er8gzc6n0QVi4k7mQtS3zAGdj99xWJLKoD7YV3XoMJXTvEgsat7YP2JOh4oP0yOA0Ue55rU8qWGorCd6WNCYBBS3H4LrpGVyoZ+tt4uOeegJ/xd3D5ekVtJK62jfD7W09PT+QQqsvvb5kOSsqH8RIAz5w5g4KCAtH2blZWlmiLNz4+HjExMaJt3k6dOiE9PV3kCawoEyZMQGpqKs6dO4cDBw5g3Lhxb8GcsF7v3r1hZmaGbdu2VSljVWcPhRWFz9PU1JRSetlV14/cgI5lISRnpzrOO+2Q3YMV/EnFKTfxWd42hAjskO4wWyajjcsXoN9dL9grJeGJRgtctpbtoiWTTsr5IUX5DzAieS7yyxviqtNvrLw9+l4WPHNm40m5Ji47bWXlHXx4qEP4XBIK5wEOGS1EAwOrWndZkHACgwuO4pbAAncd6mde5Q+J1yJiDZzLo3FEZyJUTTvVSueysjIMixwranuk7WaoNqhfAeIlEa1hzB70LP4PpzSHocxKtsdohAwxevRoCoCSTASX6zx//lzk9ZszZw7c3d1FACjc0jU0JNkXXpXvvvsO9+/fx9mzZ6sFQKFXTPicrVur/gLhqgcwdnVP2L+MwG2rSTD7tPo8wEIp6K/LSkuWtQewtKwch0PT0P1cLxgLshHeajysPl9a7z2A6XejYHqIXQ+g769T8GnRUXKaShtaCxO5vFyx2jdZeQDDN30B18fn4NdiPFzGrhL1ma4dlVMnCw/g08d5aLpJHL7r6fQUaGg2ojq/8+mgHkBWlwvw0gNYlSRCeGvTpg1mz57N2hbwu+/lyhnAuz7tYV6eioTee2HVccgHLYaeAayUR5ZnAMtLX2LN+rWIzSnFDtV1UBWU4mK7Neg6bFy9B8C0O5Ew3t9FtAXM1i3gS6tGoE/JJeQ0soTurGB2V00OP11WZwCjVvYkAYqDEWS/FK7Dpr4GE+EZ6f79+9d7m5ZFHMDszHvQ22qHMpIHWOCVC4GSEtX5nc8WvQTC7mKjEAAo9MwJPXfCbd5FixaJtn6nT58u8ggKS3FxMZo1a/beJZB9+/ZhxIgRojoPHjwQhYDh4yWQbK9W0BM8RtrI8zC2dqMAKOFnRpYA+OhhBvS3WL9+c6lABWftNqP3oOH1/stSHgDot6I/upYFIcJmHhw+my+hBSheNVkAYDnZvYPRgwAAIABJREFUmkxbYoOW5CxhRKff4NBrNAWTd0xFFgCYEHIJVqeHvRe9gf5IrxSbAiC7axQvAVAYv2/QoEFo1aoVHj58KDoDePXqVURHR8PExEQEeitWrMCuXbtgYWEhuiBy5cqV98LAnD59WhQGpmnTpqKYgDk5ObwLA1NY/BKqy/TFAXB/uAUt/ZYUACX8zMgSADNSE2G0S3xrEqYfoaxhM5xSG0K9JUQOeQBg1PKu6FAeg1uuq2Hbv/aH8iU0Hc5WkwUA3rsdgVYHuorGmD0hCnpG4jSTFEwqp10WABh0dD1co71wT6kFWi2Off1wqjMFQHktMLwEwM8//1wU1094+1YYzkV47m/JkiVo106ca7UiELTwMsebgaBtbSvTQxUWFoq2i4UXON4MBC281Stp4cIW8IOMezDcbicet+cjCFSqTwNHF/G3Z1aWAJhy5xZM93ciAR000NA7Cy+Li+B75iwFwDcA8AnZAtZiIRC00MN/e5kbbAVJiO++A227iL369bHIAgADfp8B97Q/cFe5NcwXhVMwqcKQZAGAwb98BpfH5xGoOwRuU/dSnavQmXoA2V3FeAmA7Eoi+dO5AIDhoQFwPNWHxACU7MuV/rqsnF9ZAmBQ0E24+vZHPhpD2zuNekve+BhVeAAltVHJP4HimunZj9FgYzs0FTzD01En0dhK7L2qj4UpACbHBsPscE+RdKGNu6HDzH8omLAAgKUlJXiy1JQE2XkKf9PJ8Bi7kupMAVDuSxYFQAaScwEAL/6xCD3vb0CGshGMFsXVOBoKgOwA4JUjW/DxrfnIVGmB5p6xFADlCIAJCbGwOughfuP8NEC9/obTYAqAAXsXwT1pg0jK+19cQ0sLewomLADg7bArsDwpvrD38LsINGthRnWmAFjj97esK1AAZKAoFwDQf+2n8Hh2AbeMR8H225rjn1EAZAcA9/88HV883YlIbRKSZ9pRCoBvfK7u34lCy/0fSeyllvYjGRZ4FU5nBiNP0AQ6Xvekba5Q9ZkAYMCBJXC/vVakR5B2f7hOO/iWNnTtqJSD6RZwyMmtcA6bi9sqlrD0fPvWOtW5Ume6Bczu8kQBkIG+XADAyBXdYU8i0od1WAGnQd/XOBq6uMgeAB89LUL+GkdYKKUj3HAkHCdupwBYFQCSQNBaPhk12qi0FfzOH0FHv/G4r9wSLRfdkra5QtVnAoAPvc3QDLliALRfQsK//EgBsBrrqC0ACs8Gh5/cDJvoVWgoKES4Zkc4zjlDda5GZwqA7C5PFAAZ6MsFAIxb6g7rkjhEddqE9r2+qnE0FABlD4CHjh/H568i+j/tvR6NO46jAChHAPxn7wYMTVqE2xrtYTnveo2fAUWuUFsADF8zAI7Pb4ikieyyDfbdP39PJrp2MPcABv+zCS4RC18/KMRpJZwHT6YASAGwTpYlCoAMZOcCAN79yR7mZSmI67kH1p2H1jgauojLHgBv/PY9OmftFz94AclDq6ZJAVCOAHh5/Xh0yz+C8MZd4TjzZI2fAUWuUBsALHj2GJprW4lkSRM0h8H8KKiqqVMA/ICh1NYDWOHRKilXQuzHO2DX9ZPXAaArXkfX6ErhqQeQ3dWKAiADfesaAIWpxzJ8LNFS8BCJg/9BG6duNY6GLi6yB0D/jePgkXMMIS3HwXn8etELqM6VOqeRM4DGwjOALGwBC0M+nVjcH0OV/ZDYfADaTDpQ42dAkSvUBgDfjPtXtigXSsrKVUpEbbpSltoAoDDAdoGPoWjrN8CChNr5wovqXMOHkQIgu6sVBUAG+tY1AIaF+MHpdD/RCJ6MvwmtlpVxDqsbFl3EZQ+AAb+MgvtjXwS1ngLXMcsoAL5jfGwCYFhqDpx2tRa9Md5lKdoOEKctq6+lNgAYG3AW7c6OJN4/Qxh7xVcrHV07mAFgxH+H4HBdHKQ8tu9faOfelwIgBcA6XaooADKQv64BMOLYGjhELUWisjnaeIYCAkGNo6GLuOwBMHjtMLg8u4Rgq9lwGeVJAbBaANQkl0DIFrkMy9Vzx9HVf6zoicVfnoJamy4yfDr/HiUtAN4JvwaLE4NEA01QsYKVZxAFQAmmvTYewIoA28XlylDyzISKatVB++kaXTkB1AMogTEyqEIBkIF4dQ2AIX8uhPPdTfDT6oeOMw5JNBK6uMgeAINW9IVrkT9C7BbDefhMCoByBEC/oxvQMXoRMgQG0F8QU+/zLksLgCHrhsP5yUXRjPm3mgiPb1ZTAJRgJa0VAP42Ee5Zh+Bv+CU8Jm6mOkugMwVACURiUIUCIAPx6hoAg3dMhUv6XtzQH4nOP2yXaCQUAGUPgLe97WCJe2+F4qE6V+pcuQUsew/gjYOr0DlhOQKUndFh3lkKgD7WaFmegbh+h2Ht1qfGNSFqZU+0LwwWpSNz/WH3excS3nwAtelKNaQFwNT4MJgcEp/R9jeZBI9xqygA1midAAVACURiUIUCIAPx6hoAQzaOgXPOCdw0noBO366RaCR0EZctABYWl6B0mRE52E1iAQ79E9oOg6kH8F0PYGI0jPd1JpdAWADAvV7onLQeN1Q7wm3OSQqAUgJgwlJXWJUkILzjZjj2/vKDawhdO2oPgP7bf4RHxh7RAyK77CBhdqrPV011rtSZAqBEX+u1rkQBsNbSkYsXT56gSZMmePz4MbS0tBg8qXZNQ38eig5PL8PfcjY8RovPntVU6OIiOwA8GpqGI35xOJjzqeih5QsyIFBrSAFQjgB4/Y85+Oj+NlxW64bOs/+mACglAKb5WMG4PFMijyFdO2oHgIUvnkNjlZGocaDeJ3CbsouCdk1fVK/+TgFQQqFqWY0CYC2FEzarawB8vQ3hsAwuQ6dINBK6iMsGAO9mPUbcphEYqBwgemABGkDTO/P1w6nOlTqnsegBPL5mAoY9/wsX1Pvg41n7KQBKAYDCsCSFPgZoICh+L+9vVYsJtenaAWDEhQNwuCkO9lxV4Od3taY6VypCAVCir/VaV6IAWGvp6h4A45e6oW1JPCI7bYF9ry8kGgldXGQDgIFXfeF2edTrhxXZfw31YRsoAFZhhWwA4M3EbHj+cwvbnnwPS5KC74LmQHw8fTcFQCkAsLDgGTRWtxDN2NPpyWjcpOkH1xC6dtQOACt2aorLVcjt3wfV3v6teDrVmQKgRF/mMqhEAZCBiHXtAYR3E1Hv7/TeDYuOwyQaCV1cZAOA145tRZeouXig2gqGs4kX8NXWL13E3zdDNgDQZ8VSzCrcIDp7KSxhhqNh980GCoBSAGBybDDMDvcU6fehANDUpt+3aUkvgTx7kodG60xFD5Bk+1dYj67RFAAl+jKXQSUKgAxE5AoAZnVfB4Mu4yUaCV1cZAOAf/06FyPztiJKm9yinHb0Pe2pzpWSyBoAnxeVIGdZW7RSeiSGF21T/Gviib4Dh1IAlAIAA/b7wP3OOrwkcelUfXJrXD+oTVdKJCkAvgnZWd+GwcDYnOpcowIUAKWQiFFVCoAM5KtLACwtLYPyEh1R7/M/Pwnttl0lGgldxGUDgIk+7dGmPBXRrb4knqf3Y3pRnd8HwKflDdDYp/KcpEQGW0Wly2Fx6HbSXQx/315BaTMb+J45g/79+1MAlAIAg34dDde8fxHcpA9cph+ucTqoTUsPgBEXD8LhxiQkKZmi9eLIGjUWVqA6UwCUyFBkUIkCIAMR6xIAH+XmQn+Dmaj3L+emQbVBY4lGQhcX5gAozMGc42OKZoJ8ZPf8FXqdx76nPdW5UpL0u9Fo8WdnyAoAb5zahc6h08Qv8MrHy5IS+Pr6UgAkckgTCLribFoAiSLgLkEUAWrT0gNg0JF1cL3lg8gGrrCfe4Gu0RIpQAFQSplqXZ0CYK2lq9tLIMf/OYJhEePJ7VMNaHoRr4oEaeDor8u3Jzv4n81wiViAKA1ntJ/3n8SW8PR5ARqvMRTVL5x+BxpNmlEA/IB6sgbAq4fWomv8EiRoOsFqzmXqMXlDe2kAMHx1PzgW+CHQZjHcPhNnsPlQoQAoPQAGHFwO94RVCG30MTrMOlGTxKK/U50pAEpkKDKoRAGQgYh15QHMf/oc2j+L40olaHeB1bRTEo+CLi6VUtUWAB89zIT+FivRg8o9H0Kgok4B8IMAeIt4ADvJzAN4ZedCfHxvEyJ0+sDhf4fpF2YtAbAyjNRyEkbqhxrXELp21AIA9y6Ce9IGss3el2yz/1WjxhQA35aIhoGRyGRqXYkCYK2lqzsPYJy/L6zPiUOQ5A7ei6ZOQyQeBV3EmQPg/ZQ7aLnb+YOH56nOlTqn35UtAF7dMgVdH/6JsOYj4DRpBwXAWgJgzPLOsCmORqjrOnToX/MlMmrT0gOg/04SpP/edlGqPbepeyVap6nO1AMokaHIoBIFQAYi1pUHMOT0djiHzMYTpSbQWnxPqhHQxYU5ACYnRMLsYBc8hSYaez+oUn+qM3sAeP2Xr/DR45MIM5sAp6/XUACsJQBKkwaOeqbe/phLegvYf/tUkgJuLwKajYT79zRfu1RfVqQy9QBKq5h09SkASqfXW7XrCgBvHlqNTvHLENmwE+xn+0o1AgomzAHwTnQgLI72Rg60oeudSgGwBguUpQew8GUprq8YhF5lNxHebi4cRyygAFhLAEz+yR5mZSmI7r4bdl1qjiNK1w7pPYABW76D+8PD8Df6Gh4TKgPFf+gjQ3WmHkCpvtQZVKYAyEA8eQNgYGIWbsdFQzd+H/o/P44wnb5w+p9k50oqhkkXF+YAGB92DW1PDkKWQA8GXncpAMoJAEtI6KNPfj6FY8/HQkVQhlsuK2E7YDIFwFoCYLqPJVqUZyG+/xG0de1V40pI1w7pATBw4xi45ZyAf6uJ8PhmdY0aU0/r2xJRD6BEJlPrShQAay2dfM8AFj3PQ9ZqV7QSPHzd43DDkXCcKNm2AgXA9ye6tpdAYgMvot2Z4UgXNEcLrwQKgHICwIycJ1DZYCcKvyMsz4fvR0O7gRQAawmA2d4m0EM+7g4/B3M7cVxF6pmqSQXx3yXdAo5aSQLFFwYjwPx/cP/qJ4keTkG7UiYKgBKZTK0rUQCstXTyBcAniYHQ2tdb1NsnqvooUtMhuWc3QqtNzQv3m0Oki0ulGrUFwEWr12JJwRKkKrWEyeJbFAAlBMBnJBB0IwaBoOMS4mF90E38NptPgCEkALeaJgXAWgLgcy8DkkqvEGlf3oRxG9saV0K6dlRKJCkA5nkbQ4ecFg6wmgP3UQtr1FhYgepMAVAiQ5FBJQqADESU5xZwTuw16B4ehNRyA5j43K51r+niwgwAi0vKoLKkKZQE5biv3gYt54dSAJQTAN4KuQrb04ORLdCBnlfK67dSm66cAEnjAJaXlaHcR2zH2ROioGdkUuOaQnWWHgCfejVHY8ELxA88hrbOPWrUmALg2xJRD6BEJlPrShQAay2dfD2AmZEX0Pz4p7hb3gLmPrG17jVdxJkB4MPsHDTb1Fr0kLI+K6HkMZkCoLwA8MZJ2F78CinE82r6hueV2rT0AFhY8Awaq1uIGj6dnozGTZrWuKZQnaUDwFKSoUZ5qa6oUc7kGOgaGNeoMQVACoASGYmMKlEAZCCkPD2AaSH/wvj0aNyGCSy9o2rda7qIMwPA1KQEmOx1RTFUoOadU+08UJ0rpclIioXRXg8w3QKOuXQANtcmI17ZCm0XBb1+AdVaegB8kp8DrfXiHzLF87Ogpq5R45pCdZYOAO9G+cH8WD+pNKYASAGwxg+iDCtQAGQgpjwBMMX/OEzPjUWcwBzWXmG17jVdxJkBYEy4H2xO9CNH5xtD2zuNAqAEligzADy7HTYBsxGh6gCHhVcpAFahvaRbwLkP09F0SzvRE8oX50GgpFTjTNK1QzoADNw0Dm7Zx3BfYISWXnE16ltRgepcKRXdApbYbGpVkQJgrWQTN5InACZePYQ2lyciRskKNosrvR/Sdp8uLswA8NZNX9heGIXicmWo+eRSAJTAAGUFgBcjk+F96CraGWlh+1RyCeRVoTZdOQmSAuCjjBTob7dHSbkSVHzyJJhFejnhTZEkuQQSSW4A2wtvALf+Ee5jlkiksbAStWcKgBIbC8OKFAAZCChPAEz4by+srk9FlLIN2i/yq3Wv6eLCDABD/zuCDtfHI1+gDW2vqoNA00X8bfOUFQBOORCGgKh4mJma4u9JHSkAVrEKSAqAD1ITYLjLFYXlqtDwyZZoPaFrR6VMkgDg3SWOMC9NQmSXHbDvPkIijena8bZM1AMosdnUqiIFwFrJJm4kTwCMOfs72f6aSba/7Mn217Va95ou4swA0O/UTnQMnY7bau1gucC/2nmgOldKIwsADL+Xh2vbZ+B/KsewvekcTPixMqTG/9s7D+goqvaNP4FAIIEAQmhCABECIUAgpBEpiiDqp2KjKaKCgPApigiCBIjSI0UUEMECCn8wFmwogiB+pNAjkJDQawANvUho+e+duNlN3Ts7s+Nu9rnn5MDJvPfOnd99c+eZ9zayVh8BPLpvJ+p+fhcumrbmqSi5NQ85qxOA5n0W9z26Ene2jJLus8mZEUBpZ9FoSAGoAaCRAnDnD3PQfMtobC/bBq1G/2p3rdm5aBOAv30+GR33TUGqdygCR6yhAJTwRD0E4BdxS9A9ZbByt1telVFqlCX6Sp9WLwAP796KesvvwVnTXNYqxcxltW5ecpYXgGKbnesxfijrcQMnn9+Cmv6NJP5SckzImQJQ2lk0GlIAagBopABMXjELwcnjsK1cBFq/scruWrNzUScAxVypw8uGwyvrNDxwC0FZyUoB2/0eRqshn1EASniiWQBezi4Hn5hTEjlyTLJu3MRLS7djx+E/MSzrA3T3/GfhR3cT98CHc8uhT6sXgOYVqpmm86yrFXGedf6GImd5Afj35YsoH5uz7culYYdQwbeKtN+TMwWgtLNoNKQA1ADQSAG4NS4WISkTsMX7LrQZ8aPdtWbnok4Abo99EK0ubyjAe1PQWIQ98RoFoIQn2isA1+06gopfPI7WHnuVDYtFOhn1Fmp2HprnrvRp9QLwj3VxaLm+P06aDoOrOb7w86wpAIt2bltzAP88fhDVFwQri2xKjzN9PEqssjbfjf5MASjRrepiQgGoAaORAnDzsokITZuGzRXuRujwFXbXmp2LOgF48K0WaHDrMLZUNO3iH9AVHh6lUManCgKjHoJnmbIUgBKeePzAbty+OAJqI4Drf1iCDltyhn1FyvapAY/nfwKqNqQALIK77CIQs4A55lELdcalSbQihyatIdkSgAdTN6PBF/eahth9TUPsR6X4UgAWxMRFIKpcR7UxBaBqZJYMRgrAjZ+PQ/i+Wdjs2wWhw+LsrjUFoLwAvHHdtN3zRD8lQ/p/vkFAm3ukuZOzBZW9AnBD3GzclRKNw14BqDcyCSgiikLWFtayAnDv2yFodHMfkmr0RMSL86X8mpwtmGwJwNTEnxC4qqfqPQDFHcjZwpkCUOpP024jCkC70Rm7Cjjp09GIODQHmys/iNBXltpda3Yu8gIwJf5HNFvdW8kge14qv+ILuqY9AvC7PzJwMO5NZdVvsm9HBA/7tkifp0+rF4DHYgJQJ/sk0h74Ek3COkv1J+QsLwC3Tn8UIRfXYo9nYzQes1mKL/uOgpgoAFW5jmpjCkDVyCwZjIwAJi58DZHHFmJTtUcR9t9P7a41O3F5AZi4OBqRB2bjBPxQa/w+VczJ2f4IYHZ2NqbEvIpR+EQp5Fppb5SNPkEBKOGBMhHAjINpqL0oXCntYPc1aBAYKlEyI1PWkGxFAI/HNMbt2afwR/kwtBy5WoovBSAFoCpH0cGYAlADRCMFYML8l9D2xGJsqtEdYS8usLvWFCbyAnDT7KcRduZ7JNbui8gBs1UxJ2cLroyDu02CQ34O4PnLpqH3aXXg45GlFJId+gI8HnyHAlDCA2UE4JYZT6DNhRxRcvHVg6hY6TaJkikAZQWg9cjB4V7rUS8gWIovBSAFoCpH0cGYAlADREMF4NyBaPvnMmyq3QdhA963u9YUJvIC8I+pXdDy743YFDTOtOJ3mCrm5Gy/AFz223b0/K1jTgFDTMNnfo2LZU/WFjwyAjB9QhgCbqRjo98TCB/ykbRfk7MFVXERQPOwpbC+NuoUynqVk2YsDMnZgotDwKpcR7UxBaBqZJYMRgrA+Hf7IursCmzy74+w56fbXWt2LvIC0DxRPrndfAR36qmKOTnbKQBNw7+IqWzJPP68Te5krU4AHotpYpr/dwKpXZcjMKKrTb5mA3KWE4CpE6MQeH0XNjYdhfAeb0jzJeeCqCgAVbuPqgwUgKpw5TU2UgBun/YAWl2Jx+bA0QjtPtLuWrMTlxeA5hdl2v1xaBLeRRVzcpYTgJmm/dIObV+N7Js3TGO9Yq+/WwhNHqNkzipfA14j99jkTtbqBODZ8XVRBRdUzf8TdyBn2wJQnADyd0xNeJumL6gV2BSAFIA2OzudDSgANQA1UgDunnQXml7bic2hMxD6YD+7a81OXE4Aio7c462c3fsPPPEL7gjKmTQvm8i5oAC8ku0F75g/cy8kzBuMtqeWFIk0a/BWeFW/0yZyspYXgMKvb8ZUhafHLfz5QjKq397AJl8Kk4KIihoCPpd5EpXfD1AyXB2ZgXLlfaT5kjMFoGpn0ZiBAlADQCMF4L63W+POm/uR3H4Bgu/pbnet+bKUE4Dmo7KE9bn/pqNytZqqmJOztQDMWXVqLQBPHz+Aqgta5RqllgnCjdJirpQHRBzwb/8OiOgdLcWcrG0LQHEyxfGUeFw9uh2RRxcqGf5+/RjK+1SUYiyMyNmCqigBuHvjKjT9qbtdG0BTAFIASv8x6mRIAagBpJECEOMrKTXd2242GnXqa3et2YnLCcCtKz9CyKZhpqOy/ExHZanbAoYvy7zuad52xFoAHprfE/VPmE71MKUrrx+Ft48vfdpuAsULQHEu7fXYANOZFJdzDS/ABxXHHuMRZXYyL0oAbox7B+Epb2OXVzCCRv1zdrXKe7CPtgDjHECVzqPSnAJQJTBrcyMEYNbJdFz65HFUzco5TuhYh+moc3d/u2vNzkVOAG76cgbCdsUg2TsSwSN+Vs2bnC3IChOAiZ+MROThD3KMxp4t8pQPGfBkXbgA9BDR1DXj0PR6aq6B2Jfu74oNUDG4G5q1fUAGb64NOVtwFSUAzX69qcp/EDa06OkNxYEnZwpAVX+YGowpADXAM0IAnpnTGbf9tSm3lpdeSESF2wPtrjU7FzkBmLQkBhF7Z2CL771oM+wr1bzJuXgBuPH95xGe+RUSb38WkS+8q5qvdQayLlwAXtnwgXIahTkl+T2JiCE5w7/2JHK2LQCT5g1CxKn/Q1LNpxAxaK49mDnUbkWNEUC7XEg6EwWgNKqChkYIwL9m3w2/M9uUmx/pvR7+jdVtKpq/1uzE5QRg4kfDTXOlFmBj1W4If2mRai8h5+IF4Nbp3UziZB2SGg+XnutXVCOQdeEC8Pq6WLS4uhlJ1Xsg4MkYVPGrpdqPKbQLR1ZUBHDX5A4IykpGYv0XEfnsFLt4058t2CgA7XIh6UwUgNKo/h0BuHVJNEL2zkaCb1e0HbZcQ21zsrJzkROASfMGmr7klyGx1jOIHPieau7kXFAAXjatAvb5ZxWw+UW5pfVUtHl4kGq+FCaFI7PeCLrcqtfR4NZhbIt8H63v66OJMfuOvPiKEoAZpiPgapuOgEsKGIGIXm/axZx9BwWgXY5jRyYKQDugmbMYEQHc8slwtDm8APFVuiFqqPpIVP7HY+ciJwA3vfsUws7+YPeXPDkXLwAPvxWEereOYufdn6B5h8c0/BXyo8YanlkApt63DIGrcjYv33XvZwi662FNjCkA5QTg+fG1Ucm02OZwj7Wo1zTELubsOygA7XIcOzJRANoBzVAB+OEQtMn4HBv8euGuIf9MmtdQZ3YucgJw+7T7TRtvJ5i+5EeavuRHqyZOzkULwKyrV+A1JWc48lT/bahRp6FqvtYZyNpCwywAt0W8i9ZJQ5ULV0ccRznvCpoYUwDaFoCXL56Dz/R6imHmoF2oVrOuXczpzxSAdjmOHZkoAO2AZqQA3DzneYT+9RXiaz+HqAGzNNQ2Jys7F9sC0Ho3/y1tYtHmPwNUcyfnggLQvA1M5smjqPZBkGJwK/oMSpUurZovBWDhyMwCcGOTNxCeNgWnTfGoquOPaOJrzkyftmAsbAg4JWElmv3SC3/iNviN3a9qix36c+EuyjmAuvzpFlkIBaAGvoYMAc/ujTZnfkR8vcGIem6yhtpSAOaHt3nFHNOxY6Ox06s1LlVrgfJn0hSTcjcuoMk/W2dcGX4E3hVy9mBUk/iytBKAh9JR+9Ow3I2gj+79A3WXtMel7PKoEHNSDdZCbcnagsUsABNr90VkxiLsL30HGkZv18xYFEDOxQvA7asWoVXiy0grE4gmbybazZycLegoAO12I6mMFIBSmAo3MkIAbp3xGEIu/IqERq+h7VNjNdSWArAoAVgU1BOmTaBr2bEJNF+WeYlm5BOAaRt/QZOfnkSGR3XUHreXPq2ZQEEBuOm2hxB25nvsKBeCFm9YtoLRcisKk+IFoNa9Q82lkzMFoJa/UzV5KQDV0Mpna4QA/GNqF7T8eyOSAqMR0X24htpSANoSgEc9auNE0MBcs1otO6Hunc3tYs5O3ILNWgBmD9+DHcvGIfL4p0j3DEDAGMsel3aBNmUi64ICcJtPe7S+/Du2VrwbIa+tsBdtnnzkXLwATFwcjcgDs7G5UleEvmr/jg3kTAGoyx+sRCEUgBKQijIxQgDufzsYDW8exNawGQh5oJ+G2lIA2hKAWvbuyl82O/GCAlD8RsyPqo4zykV7T1kh66K7AfMQsBL5u7rVtI/lI6Z9LBdr7jdEAfTp4gXgxvefM21u/jWSavRExIvz7WZOzhSAdjuPyoxuLwDnzp2L2NhYnDhxAs2aNcOsWbPQrl07KYzbgcAAAAAUaklEQVSOFoDXsq6i7OQaSl0OPPEL7ggKl6pXcUbsXCx0zHMAzb/Z/9hPaNiirWbGfFnmRWiOAFr/NrVsc3h0ikbT8Ps086ZPWxCaBWBK2RZodm0HNvo9gfAhH2lmTJ/OizD/IpBLF86iwoz6ilFS/SGIeHaS3czpzxSAdjuPyoxuLQCXL1+OPn36QIjAqKgozJ8/HwsXLkRqair8/f1tonS0ANw0+2llHs/NbA9cf8O0lUN5H5t1smXAzqVwASgYIzoTpT09bSGUuk7OFkz5BeB277ZoNeInKY4yRmRdUAAqCxFMC5mSavQyRaO0bx9FAVi0AGz94ACkxnZG86ycE5u0fqzTnykAZfo9PWzcWgCGh4ejdevWmDdvXi7Lpk2bolu3bpg82faKW0cJwMyTR3Dq46eUL3iRNlfqYppTEqdHe3MYx4qidQTwLCqiyvhjujDmyzIvxvwCUM+oFFnnZW2OAO71bIRGN/ZCWQ08YLYufk1hYsFojgAq2+zgfO6FxLr9Edlvuibe5EwBqMmBVGR2WwF47do1eHt7Iy4uDo8++mgusqFDhyI5ORnr168vgDErKwvix5yEAKxbty4yMzPh6+urAnvxplu+nonI3RMVo/Pwwc3BW1GxSjVdyhedy+rVq9G5c2eUKVNGlzJdtZBt33+A8B1jlOqLFal+o1N1exRytqA8eXgP6n5uGVo/2icRNf0bkbVuBCwFnZjUAv7ZGbm/SKjTD6F9p+pyJ/q0BWPaOyLil3d7nbRywagz+Ft4aRypIWcL563z+iHizLdIqPOCyY9tB2XUOLp4f1erVg3nz5/X9f2tpg7/tq3bCsCMjAzcfvvtiI+PR9u2lpfTpEmTsGjRIqSnpxdom/HjxyMmJqbA75cuXaqISb2SZ9qXePDv75CChkgLfB2eXvqVrVcdS0I5V4/vRI8/Y5VH+cOjKQ4FjyoJj+V0z3A96zIeSnkJXh438EXVIfDy1z6X1eke0kkqdEfyBDTP3pNbm698n4Vnw3ucpHYlpxq37ZiLdjeTch8ouUJ7HGr4vN2bP5ccMvo+iU/KItx77Vd87/0obgVYAjV63OXKlSvo3bs3BaAeMF2tDLMATEhIQGRkZG71J06ciM8++wxpaTmbAlsnoyKAB3Ym4kx6PHzqBKFpRFdd0fLr0oLz1s2b2PnrUly/lAn/sEdQvc4durEm57wo92xZi6yLmWjW/nHNJ3/kbySythA5fjAVJ7auNB2xcgOlyldGs3v7aI5ImUsnZwvnvzIO4cim7+BZoSqa3PUYvMqVZ9+hGwFLQanxP+DKsR2odGcEGoXo+yHDCCDgthFAe4aA8/u3o+YAOuDvKLdIzi9xJF1L2eRsDGdxF7I2hjU5k7MxBIy5iyu+v/Um47YCUIAUi0BCQkKUVcDmFBgYiEceeeRfXQSidyNbl8dO3JF0KQCNoZv3LvRpY6iTMzkbQ8CYu1AAunEEULiYeRuYDz74QBkG/vDDD7FgwQKkpKSgXr16Nr3QFR2InbjNZtXFgJx1wShVCFlLYdJsRM6aEUoVQM5SmDQbueL7W/ND5yvArSOAgoWI/k2bNk3ZCDooKAgzZ85E+/btpTi7ogOxc5FqWs1G5KwZoXQBZC2NSpMhOWvCJ52ZnKVRaTJ0xfe3pgcuJLPbC0AtQF3Rgdi5aGlx+bzkLM9KqyVZayUol5+c5ThptSJnrQTl8rvi+1vuyeStKADlWRWwdEUHYueiocFVZCVnFbA0mpK1RoCS2clZEpRGM3LWCFAyuyu+vyUfTdqMAlAaVUFDV3Qgdi4aGlxFVnJWAUujKVlrBCiZnZwlQWk0I2eNACWzu+L7W/LRpM0oAKVRUQBqQOV2WdmJG9fkZG0Ma3ImZ2MIGHMXCkA3XwWs1c1c0YHYiWttdbn85CzHSQ8rstaDou0yyNk2Iz0syFkPirbLcMX3t+2nUmfBCKA6XnmsXdGB2LloaHAVWclZBSyNpmStEaBkdnKWBKXRjJw1ApTM7orvb8lHkzajAJRGVdDQFR2InYuGBleRlZxVwNJoStYaAUpmJ2dJUBrNyFkjQMnsrvj+lnw0aTMKQGlUFIAaULldVnbixjU5WRvDmpzJ2RgCxtyFApBzADV5mis6EDtxTU0unZmcpVFpNiRrzQilCiBnKUyajchZM0KpAlzx/S31YCqMGAFUASu/qSs6EDsXDQ2uIis5q4Cl0ZSsNQKUzE7OkqA0mpGzRoCS2V3x/S35aNJmFIDSqAoanj9/HpUrV8bRo0fh6+uroSTjsorO5ZdffkGXLl1QpkwZ427sZnciZ+ManKyNYU3O5GwMAWPuIgRg3bp1ce7cOVSqVMmYmzrZXSgANTTIsWPHFAdiIgESIAESIAEScD0CIoBTp04d16u4DjWmANQA8datW8jIyEDFihXh4eGhoSTjspq/elwpamkcHf3uRM76sbRVElnbIqTPdXLWh6OtUsjZFiF9rmdnZ+PixYuoXbs2SpUqpU+hLlYKBaCLNZjW6nLeg1aCcvnJWY6THlZkrQdF22WQs21GeliQsx4UWYYMAQpAGUolyIadizGNSc7GcBZ3IWtjWJMzORtDgHcxigAFoFGkneQ+7MSNaQhyNoYzBSA5G0fAmDux7zCGM+/CfQDdzgeysrIwefJkjBo1Cl5eXm73/EY9MDkbRRoga2NYkzM5G0OAdzGKACOARpHmfUiABEiABEiABEjASQhQADpJQ7AaJEACJEACJEACJGAUAQpAo0jzPiRAAiRAAiRAAiTgJAQoAJ2kIVgNEiABEiABEiABEjCKAAWgUaR5HxIgARIgARIgARJwEgIUgE7SEGqqIVbxfv3110hLS0P58uXRtm1bTJ06FQEBAbnFiF3OY2Ji8OGHH+Ls2bMIDw/HnDlz0KxZs1wbcW3p0qXYtm2bsiO6sBNnG1unPXv24PXXX0d8fDyuXbuG5s2bY8KECbj77rvVVNklbY3kLNpg5MiR2Lx5M0qXLo3HH38cM2bMQIUKFVySnZpK68H5zJkzGDdunHLOtTjlplq1aujWrRvefvvtPOd8Ch9/+eWX8d133ylVfPjhh/Hee+8V8Hs19XcVWyM5T5w4ET/++COSk5NRtmxZ5bxVd0lGcT506JDi32vXrsXJkyeVEy2efvppvPnmmwpzJhKwRYAC0BYhJ7zetWtX9OzZE6Ghobhx44byB79z506kpqbCx8dHqbEQhKIT/vTTT9G4cWNFtP3+++9IT09Xjq4TadasWbh69aryf7EtTGECsFGjRkp+0akJsSnyiDL379+PmjVrOiEd/apkFGdxnGBQUBB69OiBV155RdnYWPxbq1YtfPnll/o9kJOWpAfnXbt2KQLw2WefRWBgIA4fPoxBgwahRYsWeRjef//9EGd4i48fkQYMGID69evj+++/d1I6+lXLSM6iLcTHpGD90UcfuZUANIrzzz//jOXLl6NXr1648847If4GXnjhBfTp0wfvvPOOfo7DkkosAQrAEtC0f/31F6pXr47169ejffv2ENE/8TUoRISIKokk9vCqUaOGIgwHDhyY56l/++03JaKXXwBmZmbCz89PEY7t2rVT8ohIoa+vL9asWYNOnTqVAHryj+AozkKMREdH48SJE7lnUorISatWrbB3716lc3enpJWzmVVcXJwSEbl8+TI8PT2xe/duRRwmJSUpEXGRxP8jIyOVaLp1BN0deDuKszU78bEo+iF3igDm9x0jOJvvGRsbi3nz5uHAgQPu4MJ8Ro0EKAA1AnSG7Pv27YOI1IkooIgkiT/+hg0bKkO7QkSY0yOPPKJ8lS9atEhKAAohKYaMo6KilMif2Dha/Cu+LsULM/9wsTOwcGQdHMVZDEFOmzZNGbo0JxGpbdKkCT755BMlquVOSStnM6uFCxcqkW3xAhbp448/xrBhwwqIEeHHM2fOxHPPPedOmOEozhSAed3ICM7mO44ZMwYiMrhlyxa38mU+rH0EKADt4+Y0uYRIE8JORO/+97//KfVKSEhQRNvx48eVSKA5ieEuMTS2atUqKQEojEQZonwhJkuVKqVEEcXcnuDgYKdhYERFHMk5JSVF4Tlp0iQMHTpUiVj1799fmecpfidEjLskPTgLVqdPn0br1q2V4TAx/UEkwVJEpMS8VuskpjgI8UfO6vqNojhTAFoIONKf8/cJYlqO8Pnp06cr/QcTCdgiQAFoi5CTXx8yZIgiyDZs2IA6derkEYBibpmYR2ZOYn6IiDKJL0TrVNQQsOi8xET669evK/MMxRxAEVURE+jFYgXrsp0ck+bqOZKzqJxYjCOiU2LYXSwCEQsVPvvsM+V3I0aM0Fx/VylAD85iDmWXLl1QpUoVxVfLlCmTKwBF9FtEV62TiJ7369cPb7zxhqtg0lxPR3KmALQQMIqz6Os7dOig/Ig+mokEZAhQAMpQclKbl156CStWrFDm6DVo0CC3lnoNAf/666/Ki1REF8W8P3Nytxemozlbu9epU6eUhTweHh4K82XLluHJJ590Ug/Ut1p6cBZzVO+77z54e3vjhx9+QLly5XIrySHgHBSO5kwBaCxnIf7EHG4xr1VEuMVIDRMJyBCgAJSh5GQ2IjInOvFvvvkGInonBJl1Mi8CefXVV3OjR2ILF7FQRM0iELEyUkQAz58/n2c7EjFZvm/fvhg9erSTkdG3OkZxLqzWQqyINhZD8CV9rqVenEXkT4g/MVd15cqVigi0TuZFIBs3bkRYWJhySfw/IiLCLRaBGMXZ3QWgkZxF/yDEX0hICD7//HNl9ICJBGQJUADKknIiu8GDBytDht9++22elYuVKlVShmlFEkJPbN0iFhEIgSjmPwmxaL0NjNg7SvyICcNieFhEEsUWMf7+/rjtttuU4UixEEEMK4wdO1Ype8GCBXj33XeVIeCWLVs6ERX9q2IUZ1Hz999/X9nPUez7t3r1amXvxSlTpihDwSU96cFZRP46d+6MK1euKB9G5u2QBDuxkt38YhTbwIiIyfz58xWsYl5svXr13GIbGCM5HzlyBGJvRjEEL1ammucnixXtJX1vS6M4m4d9RX+9ePHiPOKvpG/RVdL7RKOejwLQKNI63kcMDxaWrFeMmjeCFi86642gxSphcxo/fryyWXT+ZF2OEIdi/p/4V8wFFKuChRgUL9KSnozk/MwzzyhzOS9duqSI7uHDhysLGNwh6cHZPI+1MF4HDx5U9voTSYiS/BtBC/Fd0qOs4tmN5CxWruffbUDUYd26dejYsWOJdmujOIvh3qJWrov+n4kEbBGgALRFiNdJgARIgARIgARIoIQRoAAsYQ3KxyEBEiABEiABEiABWwQoAG0R4nUSIAESIAESIAESKGEEKABLWIPycUiABEiABEiABEjAFgEKQFuEeJ0ESIAESIAESIAEShgBCsAS1qB8HBIgARIgARIgARKwRYAC0BYhXicBEiABEiABEiCBEkaAArCENSgfhwRIgARIgARIgARsEaAAtEWI10mABEiABEiABEighBGgACxhDcrHIQESyEvA+lQKT09P5ZjDFi1aoFevXhDXSpUqJYVMnLzwyiuv4Ny5c1L2NCIBEiABZyZAAejMrcO6kQAJaCYgRN6pU6eUc7Fv3ryp/P/nn39Wzspu166dcl6tEIa2EgWgLUK8TgIk4EoEKABdqbVYVxIgAdUEhAAUUbsVK1bkybt27Vp06tQJCxYsQP/+/TFjxgxFJB44cECJEj700EOYNm0aKlSogMLOGh43bhzEedrXrl3DmDFjsGTJEuU+4rztqVOnlvgzb1U3BDOQAAk4FQEKQKdqDlaGBEhAbwJFCUBxn+DgYNSuXRsrV67ErFmz0LJlS9SvXx8HDx7E4MGDcc8992Du3LmKyJs3bx7Gjh2L9PR0pYpCGIqfp556CocOHcKUKVOUsr755htFEO7cuRONGjXS+3FYHgmQAAnoQoACUBeMLIQESMBZCRQnAHv27IkdO3YgNTW1QPXj4uLw4osvIjMzU7lW2BDw/v37FZF37NgxRfyZ07333ouwsDBMmjTJWbGwXiRAAm5OgALQzR2Aj08CJZ1AcQKwR48e2LVrF1JSUrBu3TpFsAkxeOHCBdy4cQNXr17FpUuX4OPjU6gAFCKxe/fuynXrlJWVhcceewzLly8v6Xj5fCRAAi5KgALQRRuO1SYBEpAjUJwAFKuB/f39MWfOHDRp0gSDBg2CEIViDuCGDRvQr18/nD17FpUrVy5UAAqBJ4aAhYAsXbp0ngqJ4eGaNWvKVZJWJEACJGAwAQpAg4HzdiRAAsYSsLUI5OOPP4avry/EcLCI3Jm3hZkwYQKio6NzBeDSpUsxcOBAXLx4MfcB9uzZg4CAAPz+++/KimImEiABEnAVAhSArtJSrCcJkIBdBIrbBqZjx47K6mCxYKNVq1bKQhCx+jc+Ph6jRo3C8ePHcwVgQkICoqKisGbNGmWxiLe3t/Lz9NNPK/bTp09XyhBzBsUK4+bNm+OBBx6wq87MRAIkQAKOJkAB6GjCLJ8ESOBfJZB/I+gqVaooAq53797o27dvbsRv5syZiI2NVbZyad++vTK0+8wzz+QKQPEQYlGImPd3+vRpmLeBuX79OkS0cPHixYpgrFq1KiIjIxETE6OIQCYSIAEScEYCFIDO2CqsEwmQAAmQAAmQAAk4kAAFoAPhsmgSIAESIAESIAEScEYCFIDO2CqsEwmQAAmQAAmQAAk4kAAFoAPhsmgSIAESIAESIAEScEYCFIDO2CqsEwmQAAmQAAmQAAk4kAAFoAPhsmgSIAESIAESIAEScEYCFIDO2CqsEwmQAAmQAAmQAAk4kAAFoAPhsmgSIAESIAESIAEScEYCFIDO2CqsEwmQAAmQAAmQAAk4kAAFoAPhsmgSIAESIAESIAEScEYCFIDO2CqsEwmQAAmQAAmQAAk4kAAFoAPhsmgSIAESIAESIAEScEYCFIDO2CqsEwmQAAmQAAmQAAk4kMD/A1XkYJSkgE9ZAAAAAElFTkSuQmCC", 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"IPY_MODEL_a7ec046d49934626b88f5666ff006e16", "orientation": "vertical", "toolitems": [ [ "Home", "Reset original view", "home", "home" ], [ "Back", "Back to previous view", "arrow-left", "back" ], [ "Forward", "Forward to next view", "arrow-right", "forward" ], [ "Pan", "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", "arrows", "pan" ], [ "Zoom", "Zoom to rectangle\nx/y fixes axis", "square-o", "zoom" ], [ "Download", "Download plot", "floppy-o", "save_figure" ] ] } }, "f53333823b894c3f881bafa8bf057c4e": { "model_module": "jupyter-matplotlib", "model_module_version": "^0.11", "model_name": "MPLCanvasModel", "state": { "_data_url": 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", "_figure_label": "Figure 2", "_model_module_version": "^0.11", "_size": [ 640, 480 ], "_view_module_version": "^0.11", "layout": "IPY_MODEL_1661c34000a84473be995c53df9fc706", "toolbar": "IPY_MODEL_725a415dd1dc4bdcad2b34db5313e5cf", "toolbar_position": "left" } }, "fa00c6359e64497fad67b00e5b194317": { "model_module": "jupyter-matplotlib", "model_module_version": "^0.11", "model_name": "ToolbarModel", "state": { "_model_module_version": "^0.11", "_view_module_version": "^0.11", "collapsed": true, "layout": "IPY_MODEL_cc2f9645376c4b139e5ccbf58e65061d", "orientation": "vertical", "toolitems": [ [ "Home", "Reset original view", "home", "home" ], [ "Back", "Back to previous view", "arrow-left", "back" ], [ "Forward", "Forward to next view", "arrow-right", "forward" ], [ "Pan", "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", "arrows", "pan" ], [ "Zoom", "Zoom to rectangle\nx/y fixes axis", "square-o", "zoom" ], [ "Download", "Download plot", "floppy-o", "save_figure" ] ] } } }, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 5 }