{ "cells": [ { "cell_type": "markdown", "id": "f3ff32a9-a7a2-4aba-854b-ad45ea5a5a5c", "metadata": {}, "source": [ "# Summary of clog quality checks\n", "\n", "## What is clogging and how can we tell?\n", "Sometimes rain gauges clog. This can happen in many ways, but it always means that some of the precip falling is not being measured. \n", "\n", "### How a gauge get's blocked\n", "There are many ways that precip can be blocked from measurement in a gauge.\n", "\n", "1. Orifice blockage\n", " 1. Snow bridging can completely block orifices as large as 20\" in diameter. This can be common in unheated gauges (especially storage gauges), can happen when a heater breaks, when excessively sticky snow sticks to the orifice edge, when very low density (high volume) snow builds up in the funnel faster than it can be melted, or when the antifreeze becomes too dilute or settles towards the bottom.\n", " 1. Plug in the orifce outlet. When the orifice funnels to a small point, it can become easily blocked by things like fir needles, bugs, algae (all shelter gauges, tipping buckets). \n", "1. Sensor stuck\n", " 1. Tipping buckets can get stuck and be unable to tip back and forth.\n", " 1. For tank gauges that have floats, the float can get stuck, usually if it is off center in the tank (all shelter and stand alone gauges except HI15&MACK).\n", " 1. For gauges that use PAT floats, the float pulls a tape back and forth across a pully. In this system it is essential that the weighted side of the pully can pass through (i.e. lines up with) a hole in the floor or it will not counter balance the pulley.\n", " 1. Tank gauges where there are mutiple tanks, such as a stand pipes, can have clogs in between the tanks, leading to false readings.\n", "1. Orifice overtopped - presents as reduced precip collection\n", " 1. snow depth exceeds the height of the orifice\n", " 2. snow depth accumulates in a funnel, overflowing the orifice (snow bridge)\n", " 1. storage tank overflows\n", " 1. rate of precipitation accumulates faster than the orifice funnel can drain (usually with tipping bucket) \n", " \n", "### Identifying a clog\n", "Notes can tell us if someone witnessed or fixed a clog, but not when it started. To identify a clog, one rain gauge has to be recording more precip than another. At sites with co-located rain gauges, like UPLO, CENT, PRIM, we can reasonably expect that they should both experience precip at about the same time and in similar amounts. \n", "\n", "However, no two instruments will be identical, even if they are right next to each other. Much of the work below is trying to consistently define that relationship.\n", "\n", "### Unclogging\n", "Clogs can release gradually or all at once or not at all. \n", "\n", "For example, Mack rain gauge often has slowly dripping clogs. The orifice is heated, but isn't warm enough to melt large volumes of snow. So in big storms, the snow builds up in the funnel of the orifice faster than it melts, greatly reducing the measured precip for the storm. However, the precip continues to slowly drip in, sometimes for days after the storm, making it look like there is precip when there isn't.\n", "\n", "The classic \"snow bomb\" releases all at once. In orifices that don't funnel to a point, and have a large opening (like the 10\" stand alone opening), as a snow bridge warms the weight sinks into the 10\" hole until the structure of the snow gives way and the whole plug drops in all at once. This especially common when tank gauge sensors get unstuck, and rush to the top. In extreme cases, the data can show 3 weeks with no rain, followed by 170 mm in 5 minutes.\n", "\n", "In some clogs, not all precip can be recoverd. Water can escape while clogs are removed in drain hoses or cleanout, and it can be very challenging to get all snow into a significantly over toped rain gauge\n", "\n", "### How does this affect the data?\n", "The impact on data can be broken into 3 groups:\n", "\n", "1. Undercatch- the precip recorded is less than the precip that actually fell in a timestep\n", "1. Delayed precip - accumulated precip is measured after it fell, either in small drips over a long time, or in one cumulative rush\n", "1. Missing - The precip never makes it into the gauge and is never measured over any period of time even over a season\n", "\n", "Because checking for clogs requires two different sensors to be compared, quality issues in one sensor will, in comparison, make the other sensor look like it is malfunctioning. This makes the paried analysis very sensitive to issues in either of the data sets, illuminating a number of other data quality issues that had to be cleaned from the data to enable the comparison to effectively find clogs.\n", "\n", "## How big an impact does this have?\n", "CENT was used as the first pair to use for testing and development. It is an ideal example because it has had almost no issues with the shelter gauge, but has had a number of clogs in the stand alone. It also hasn't had any phantom signal filtering errors that UPLO and VARA have experienced. It was chosen because it had many clogs in 2019, and issues that year are very apparent.\n", "\n", "### Pre-cleaning\n", "As explained above, the sensitive nature of the comparitive analysis to find clogs required significant data cleaning first. The pre-cleaning methods developed in this section have a substantial impact and are discussed in [Artifical Precipitation QA](artificial_ppt.rst).\n", "\n", "First we perform all pre-cleaning tasks." ] }, { "cell_type": "code", "execution_count": 1, "id": "0d7a953e-8722-432a-8cba-0ce61f5277f8", "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, main" ] }, { "cell_type": "code", "execution_count": 2, "id": "ae715410-5ef7-43a1-98a1-0fdab71ac4a5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading all PPT data from ../../config_new.yaml\n", "\n", "Load data from VAR_02\n", "\n", "VAR_02: All quality checks and quality assurance rules applied\n", "------------------\n", "\n", "Load data from UPL_01\n", "\n", "UPL_01: All quality checks and quality assurance rules applied\n", "------------------\n", "\n", "Load data from UPL_02\n", "\n", "UPL_02: All quality checks and quality assurance rules applied\n", "------------------\n", "\n", "Load data from UPL_04\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "214: UserWarning: No existing flags found. qaqc.ApplyFlags.apply_GCE_flags was designed to fill in where there are not other flags. Consider running qaqc.ApplyFlags.apply_QaRules_flags first.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "UPL_04: All quality checks and quality assurance rules applied\n", "------------------\n", "\n", "Load data from CEN_01\n", "\n", "CEN_01: All quality checks and quality assurance rules applied\n", "------------------\n", "\n", "Load data from CEN_02\n", "\n", "CEN_02: All quality checks and quality assurance rules applied\n", "------------------\n", "\n", "Load data from CEN_04\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "214: UserWarning: No existing flags found. qaqc.ApplyFlags.apply_GCE_flags was designed to fill in where there are not other flags. Consider running qaqc.ApplyFlags.apply_QaRules_flags first.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CEN_04: All quality checks and quality assurance rules applied\n", "------------------\n", "\n", "Load data from CS2_02\n", "\n", "CS2_02: All quality checks and quality assurance rules applied\n", "------------------\n", "\n", "Load data from PRI_03\n", "\n", "PRI_03: All quality checks and quality assurance rules applied\n", "------------------\n", "\n", "Load data from PRI_01\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "214: UserWarning: No existing flags found. qaqc.ApplyFlags.apply_GCE_flags was designed to fill in where there are not other flags. Consider running qaqc.ApplyFlags.apply_QaRules_flags first.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "PRI_01: All quality checks and quality assurance rules applied\n", "------------------\n", "\n", "Load data from H15_02\n", "\n", "H15_02: All quality checks and quality assurance rules applied\n", "------------------\n", "\n", "Load data from GSM_02\n", "\n", "GSM_02: All quality checks and quality assurance rules applied\n", "------------------\n", "\n", "Generating cross probe tables\n", "\n", "Checking for flagging consistency on VAR_02\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "304: UserWarning: Precip set to 0 without E flag or manual flag. E flag added\n", "352: UserWarning: More than one flag assigned at the same time. Only one flag is retained by precedence.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Checking for flagging consistency on UPL_01\n", "\n", "Checking for flagging consistency on UPL_02\n", "\n", "Checking for flagging consistency on UPL_04\n", "\n", "Performing cross probe on CEN_01\n", "\n", "Checking for flagging consistency on CEN_01\n", "\n", "Performing cross probe on CEN_02\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "352: UserWarning: More than one flag assigned at the same time. Only one flag is retained by precedence.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Checking for flagging consistency on CEN_02\n", "\n", "Checking for flagging consistency on CEN_04\n", "\n", "Performing cross probe on CS2_02\n", "\n", "Checking for flagging consistency on CS2_02\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "352: UserWarning: More than one flag assigned at the same time. Only one flag is retained by precedence.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Performing cross probe on PRI_03\n", "\n", "Checking for flagging consistency on PRI_03\n", "\n", "Checking for flagging consistency on PRI_01\n", "\n", "Checking for flagging consistency on H15_02\n", "\n", "Checking for flagging consistency on GSM_02\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "352: UserWarning: More than one flag assigned at the same time. Only one flag is retained by precedence.\n" ] } ], "source": [ "# load data\n", "flagged = main.main(2019, 2024, data_path='../../config_new.yaml', qa_params='../../qa_param.yaml', fname_base='MS00413_PPT_L1_5min_', write_csv=False)" ] }, { "cell_type": "markdown", "id": "367b9259-58d8-4358-b814-d6e08cb90839", "metadata": {}, "source": [ "### Clogs\n", "Not all gauges have clogs, and some only clog during specific weather events that create unique conditions. However, some clogs are caused by systemic issues, creating regular clogs in a gauge. Below we see an example of how much time a gauge can spend clogged in a water year." ] }, { "cell_type": "code", "execution_count": 3, "id": "b6cb0591-6d72-4772-8d48-a6f0c6b602a3", "metadata": {}, "outputs": [], "source": [ "# build pivot table for cross site comparison\n", "xppt = cross_probe_qc.BuildXTable.assemble_cross_table(flagged, ppt_col='adj_precip')\n", "xacc = cross_probe_qc.BuildXTable.assemble_wy_acc(xppt)" ] }, { "cell_type": "code", "execution_count": 4, "id": "364b91e1-90be-4981-a6e6-519ba30c7090", "metadata": {}, "outputs": [], "source": [ "# get parameters for this probe\n", "params = qaqc._load_yaml('../../qa_param.yaml')\n", "probe = 'CEN_01'\n", "fnc_params = params[probe]['auto_flag']['flag_x_clogs']\n", "wt_params = params[probe]['auto_flag']['weight_x_clogs']" ] }, { "cell_type": "code", "execution_count": 5, "id": "454f2def-25c0-4184-b26b-3f590d597f64", "metadata": {}, "outputs": [], "source": [ "# set a base probe to compare against\n", "xprobe = cross_probe_qc.XProbesQc(xacc.index, probe)\n", "# get the ratio of accumulated totals for each probes against the base probe\n", "xprobe.set_accum_ratio(xacc)\n", "\n", "# compare against each probe for clogs against the base probe\n", "xprobe.set_x_clogs(xppt, xacc, fnc_params)\n", "\n", "# Get the weighted value for each site to decide on final flags.\n", "eventwt, Uwt, Cwt, = xprobe.get_weight_x_clog(wt_params)\n", "xprobe.flag_x_clogs(eventwt, Uwt, Cwt)" ] }, { "cell_type": "code", "execution_count": 6, "id": "e334821a-8a1f-4fb2-a429-829fe7e6eb8d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "a49ad0e2cbd84c99a82bec95c5a5bdec", "version_major": 2, "version_minor": 0 }, "image/png": 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", "text/html": [ "\n", "
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\n", " Figure\n", "
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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": [ "xacc[['CEN_01']].plot(grid=True, legend=True)\n", "xacc.loc[xprobe.event.clog, 'CEN_01'].plot(grid=True, linestyle='', marker='.')" ] }, { "cell_type": "markdown", "id": "d50f97e0-274a-4880-a43f-24a9d515c0d0", "metadata": {}, "source": [ "There are 4 clogs identified at CENT stand alone rain gauge. Most occur in WY 2019. Let's see how much precip the nearby shelter rain gauge accumulated while the stand alone was clogged." ] }, { "cell_type": "code", "execution_count": 7, "id": "2614efa4-f0a4-4443-98a2-86207c50bc09", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2019-09-30 364.800018\n", "2020-09-30 0.0\n", "2021-09-30 0.0\n", "2022-09-30 0.0\n", "2023-09-30 0.0\n", "2024-09-30 92.800003\n", "Freq: YE-SEP, Name: CEN_02, dtype: float[pyarrow]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xppt.loc[xprobe.event.clog, 'CEN_02'].groupby(pd.Grouper(freq='YE-SEP')).sum()" ] }, { "cell_type": "markdown", "id": "f922d337-5522-44fc-8cd0-73adf24c4272", "metadata": {}, "source": [ "As seen above, clogs can cause low or 0 precipitation to be reported, causing the gauge to miss a significant amount of precipitation.\n", "\n", "The clog at CENT stand alone was caused by a systemic issue with the plumbing which would lead the clog to suddenly release, experiencing two weeks of precipitation in just a few minutes. So let's look at how much precipitation was flagged as a, \"Cumulative estimate of total precipitation since last recorded precipitation value.\"" ] }, { "cell_type": "code", "execution_count": 8, "id": "cef91d54-286b-473b-9d79-a7a23bbb5000", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2019-09-30 559.599976\n", "2020-09-30 0.0\n", "2021-09-30 0.0\n", "2022-09-30 0.0\n", "2023-09-30 0.0\n", "2024-09-30 12.2\n", "Freq: YE-SEP, Name: CEN_01, dtype: float[pyarrow]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xppt.loc[xprobe.flags.C, 'CEN_01'].groupby(pd.Grouper(freq='YE-SEP')).sum()" ] }, { "cell_type": "markdown", "id": "e3e8a3da-7a56-48e6-b4ab-a7a569c81691", "metadata": {}, "source": [ "A large amount of precip getting flagged \"C\" by the process.\n", "\n", "## Quality Checks/Rules\n", "The goal is to clearly identify a period of clogs so that an end user can clearly find the start and the end of the problem and understand what it means. \n", "\n", "To deal with the issues defined above, the rule sets described below were created. Final rules are programmed in postgce_qc.cross_probe_qc. Parameters for each rule may vary between probes and are defined in qa_params.yaml. These rules are applied to provisional data post-GCE.\n", "\n", "### Pre-cleaning\n", "\n", "In the following section, a number of data cleaning routines were developed which are covered in detail in the section [Artifical Precipitation QA](artificial_ppt.rst). Here is a brief list of the the methods developed in this section.\n", "\n", "#### Flag double delayed precip\n", "* **Flag doubled delayed precip**\n", " * [flag_doubled precip](qaqc.rst#qaqc.QaRules.flag_double_precip): This method identifies duplicates by looking for large precip that occurs where the tank level and precip amount nearly duplicate the previous values.\n", "* **Flag 'F' flags following 'J'**\n", " * [remove_GCE_F_flags](qaqc.rst#qaqc.ApplyFlags.remove_GCE_F_flags): Where provisional processing has placed an F flag immediately following a J flag, the precip value from the record flagged J is duplicated in the record flagged F. Captures one additional case.\n", "\n", "#### 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", "#### 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 found with empty tanks have combinations of Estimate and Missing flags. These can be useful as a secondary check.\n", "\n", "### Cross Probe Quality Checks\n", "\n", "#### Building Cross Comparison Tables\n", "To identify and flag clogs, both precipitation and accumultaed total precipitation must be in a pivot table like format, with one column for each probe. This is performed by several functions collected in the class [BuildXTable](cross_probe_qc.rst#cross_probe_qc.BuildXTable). All methods are static so there is no need to initiate a class instance, the methods can simply be called directly.\n", "\n", "#### Comparing Two Probes\n", "Probes are individually compared in pairs to identify clogs using the ratio of accumulated precip defined as $\\frac{BaseProbe - ComparisonProbe}{BaseProbe}$. For each pair, a clog event is identified, and then flags are assigned during the clog event. This is performed by the [Probe2ProbeXQc](cross_probe_qc.rst#cross_probe_qc.Probe2ProbeXQc) class. A method wrapper, [clog_pair_flagging_wrap](cross_probe_qc.rst#cross_probe_qc.Probe2ProbeXQc.clog_pair_flagging_wrap), is used to execute the following methods:\n", "\n", "* [set_clog_event](cross_probe_qc.rst#cross_probe_qc.Probe2ProbeXQc.set_clog_event): Identify where the ratio is below the running average of the ratio AND the slope of the running average is negative. Further checks are performed to see if the ratio is below minimum value and that both probes have accumulated more than the minimum annual precip for comparison. This prevents clogs from being identified when annual totals are too small to provide a reliable ratio. All clogs get an event code of CLOG.\n", "* [flag_clog_undercatch](cross_probe_qc.rst#cross_probe_qc.Probe2ProbeXQc.flag_clog_undercatch): Any nonzero precipitation value in the comparison probe will trigger a U flag in the base probe if it is equal or greater by comparing running values (average + standard deviation). If precip is 0 in the comparison probe, no flag is assigned because no precip is missed.\n", "* [flag_clog_delayed_accum](cross_probe_qc.rst#cross_probe_qc.Probe2ProbeXQc.flag_clog_delayed_accum): Any precip value in the base probe who's running value (average + standard deviation) is greater than the comparison probe is given a C flag for cumulative total since last record. This flag can be used up to 15 minutes after a clog event ends. \n", "\n", "Attempts to look at moving windows of precip were not effective because they would stop flagging a clog whenever there was a pause in the rain. While there is no practical impact on the data when a sensor is clogged, but it isn't raning, flagging a clog as on and off makes it difficult for the user to understand what is going on. Direct comparison of tank levels was also not feesible because tanks are not drained to the same height after each drain, so the relationship shifts with each drain. Accumulated precip, however, provides a consistent and effective comparison.\n", "\n", "#### Deciding on Final Flagging\n", "A final event code of CLOG is accompanied with either no flag, an undercatch (U) flag, or a delayed/cumulative precip (C) flag. \n", "Final flags are decided by taking a composite of all the individual probe pairs in the [XProbesQc](cross_probe_qc.rst#cross_probe_qc.XProbesQc) class. All pairs must be assessed for clogs first before using:\n", "\n", "* [get_weight_x_clog](cross_probe_qc.rst#cross_probe_qc.XProbesQc.get_weight_x_clog)\n", " * Each probe is assigned a weight with more distant probes having lower weights, and weights are summed across all probes, with no-clog having a value of 0. This returns a weighted composite score reflecting all the clogs identified by different probes.\n", "* [flag_x_clogs](cross_probe_qc.rst#cross_probe_qc.XProbesQc.flag_x_clogs)\n", " * Composite clog scores greater than 66 are given an event code of CLOG.\n", " * Where there is a CLOG, U flag scores equal or greater to 66 are flagged U.\n", " * Where C flag score is greater than 66 is flagged C.\n", " * If both C and U flags have a score greater than 66, whichever one has the higher score is applied.\n", "\n", "Weighting becomes very important in applying final flags. Rain gauges within the same site are given a weight of 58, so they won't need many other rain gauges to corroborate a clog or flag. Meanwhile, sites that are far apart in elevation, distance, or topographic position are given low weights so that many other probes must corroborate a clog. This helps ensure that two probes taking measurements at the same site track closely together, while preventing false clog flagging when precip only occurs in one zone, such as high elevation, but not another.\n", "\n", "#### Examples\n", "Examples show how the individual flags are applied and then how they are combined to apply final flags.\n", "\n", "First, how each pair flagged the event." ] }, { "cell_type": "code", "execution_count": 9, "id": "80489300-c964-4e5c-aadf-31c155b8a786", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "09a888e9e03c47149a02dbc92757aa00", "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": [ "day = pd.to_datetime('2/8/19')\n", "\n", "xprobe.plot_x_clogs(day, tdelta='16D')" ] }, { "cell_type": "markdown", "id": "602ebd18-29f5-4882-8e17-d2d84f553454", "metadata": {}, "source": [ "While many of the probes appear to have a similar pattern, they are not flagged. This is either because they are parameterized for a more general detection with larger margins. A more general parameterization allows for more rain events that unevently affect one gauge over another. Or there is a difference in the pattern, for example, GSM_02 has a large increase in the ratio before the decrease, so most of the drop in ratio is ignored. Similarly, CS2_02 has a similar pattern, but overall, a smaller drop in ratio that isn't detected.\n", "\n", "Next, how this relates to the composite score." ] }, { "cell_type": "code", "execution_count": 10, "id": "40cfec3f-5a91-4f98-b991-1ded46c15b27", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d0e659f3637b4b2a999d0e75dcc26215", "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": [ "end = day + pd.to_timedelta('16D')\n", "\n", "plt.figure()\n", "eventwt[day:end].plot(grid=True)\n", "plt.ylabel('Weighted Composite Score')\n", "plt.axhline(66, color='k')" ] }, { "cell_type": "markdown", "id": "8f5de44b-65c9-4e81-9f28-3164f39537b2", "metadata": {}, "source": [ "Finally, how the data is flagged." ] }, { "cell_type": "code", "execution_count": 11, "id": "976e8bf3-a893-4404-ac14-070bc70e197f", "metadata": {}, "outputs": [], "source": [ "flagged['CEN_01'].apply_QaRules_flags(xprobe.event, xprobe.flags)" ] }, { "cell_type": "code", "execution_count": 12, "id": "fdf36506-bba8-4d26-9cf7-de4c3b0ab762", "metadata": {}, "outputs": [], "source": [ "plt.close(4)" ] }, { "cell_type": "code", "execution_count": 13, "id": "a632b71b-7814-47fe-90d5-b9859b4d87ac", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(,\n", " )" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "a419c3f9761e40a08c429e3276075382", "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": [ "day = pd.to_datetime('2/10/19')\n", "flagged['CEN_01'].plot_flagged_day(day, 'CEN_01', tdelta='16D', auto_qa_event=xprobe.event, paired_tank=flagged['CEN_02'].data.tank_height)" ] }, { "cell_type": "markdown", "id": "51972195-a9b8-442e-b767-f610f79e213a", "metadata": {}, "source": [ "We see that only CEN02 identified the clog first, so final flagging is delayed until UPLO gauges corroborate the clog. We also see that most of the clog gets either a U flag, or no flag because it isn't raining, meaning there was no undercatch. However, when the tank suddenly unclogs with a massive pulse of >80 mm of precipitation, this gets a C flag. While the delay in initiating flagging is unfortunate, the methods are functioning as expected.\n", "\n", "Let's look at 1 more example that has more agreement." ] }, { "cell_type": "code", "execution_count": 14, "id": "8463471a-7dfb-4b2c-9f98-a1cb96a8c3a5", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "f5ecb84ebd9c4de786e5faebcd799c27", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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\n", " \n", "
\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "day = pd.to_datetime('4/3/19')\n", "\n", "xprobe.plot_x_clogs(day, tdelta='16D')" ] }, { "cell_type": "markdown", "id": "29c6c112-748c-44b4-8513-66e760a82aea", "metadata": {}, "source": [ "In this clog there is nearly universal agreement for most of the clog. As a result, there is less of delay, and more complete flagging." ] }, { "cell_type": "code", "execution_count": 15, "id": "240db086-96cf-4012-bea8-dfb68bc4a718", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(,\n", " )" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "411345d389e54cdf94f41d358015f39d", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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", "_figure_label": "Figure 2", "_model_module_version": "^0.11", "_size": [ 640, 480 ], "_view_module_version": "^0.11", "layout": "IPY_MODEL_4c2758d8875049bea9cd844149bcefe9", "toolbar": "IPY_MODEL_2b696d4b6b3e411ba983ed680291fff4", "toolbar_position": "left" } }, "0c01474991e74ccc967cc2cc13ac9d4f": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {} }, "1e2828ddd1f541929d98968ba7382537": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {} }, "2b696d4b6b3e411ba983ed680291fff4": { "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_c94b5f50c7dd495f92b6390358a55fb4", "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" ] ] } }, "2df5522639de402a8cebb62880c055c2": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {} }, "411345d389e54cdf94f41d358015f39d": { "model_module": "jupyter-matplotlib", "model_module_version": "^0.11", "model_name": "MPLCanvasModel", "state": { "_data_url": 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", 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fTWpUsXUavluAsOHTpUL/moVjxy71U8U3c+DtRqUnLHHXcI1plXcV6lf//+pbLMqEcjLCccArbACPQQa2YuW7ZMatWqJWrpp0AvZ3kSIAESIAESIIEyIIDoClgXXAX0F3+iKKhVhATrw6vVn3Rr1Uo3opbR1DrAiSeeKFAAUZ8KgO7uDeZlq2D27vNbbrlFUM+UKVOkWrVqolYlkr179+r15lF3qUukR7Iuy/YvWrTIZ9R/9TCZTwZ8B/gO8B3gO8B3IEzfAXzHgxUsjfj666/ry7EK0IUXXuhY1f79+10qeoPHWu1Y+hPrhs+ePdvxupLMYBzAYqjcsPxB1AskderUKUZNZX8prJlff/219OrVy69fQ2Xf4sBawP4FxiscS/MZhuNTCaxNfIaB8Qq30tH0/Hbs2CGdOnXSI3iBcs7NzRW1jKccPnxYMBRsRK1PLjVr1hS1nraopSplzJgx+hz5S5YsEbUUqPTp08cUl7p164paY14WLFggffv2daeX1gEVwGKQNsO+UP7q169fjJrK/lK8mJiXUK9ePR1zruxbFNoWsH+h5VkWtfEZlgX10N6TzzC0PEu7tmh8flDiMjIy3CjLlSsn2OxkxYoVWuHLysqSihUrilpnXNq0aaOLnnfeeXLppZeKWt9c1Jrf8tBDD0nPnj214of6du7cqUN1KauhR9UwJCGvLIQKYFlQ5z1JgARIgARIgATKnIBR4ExDHnnkERk9erQ59di3bNlSli9fLmo4Vz7++GNRw74yf/58rQRedtll7rKw6nXo0EErg5999pkMGDDAned9oIZ4tdOId3ppnFMBLA3KvAcJkAAJkAAJkEDYEfjtt9/0yJdpmJP1D/lw6jBOIFDwFi9eLC+88IJMmjTJXO7eY2QQ1sC1a9fqtNq1a8vRo0dl3759YrUC7tq1S7p27eq+rjQP6LpamrR5LxIgARIgARIggbAhkJaW5g7tghAvvhRA70bDeofQLnayZ88e2bJli9s/oH379np61dy5c93FMQ9x5cqVZaYA0gLofhQ8IAESIAESAAF82DDhH5PdQymYQ4aQG5hDFeq6Q9nOYOti/4IlF/rrEFYF7xri8oVCHnjgAcE8vwYNGsjBgwdl+vTpAqcP5cErhw4d0sPGl1xyiVb4sDY7ymNe/cUXX6xvX7lyZbn++ut16BeEgEF4mJEjR0rbtm3lnHPOCUUTA66DCmDAyHgBCZAACUQvAQxTwTKRmZkZ8k5CscRQGCwjofowh7yRxaiQ/SsGvBK4tHz58lohC8U66Yjxd8011+i/DShzCAoN5a93795y5MgRgYPIW2+9pecHYvi3R48e8v777wssjEbGjx+vldJBgwbpaxB1AzEByyQGoGoUFUDzZLgnARIggRgngOC48GDEBwkhKvDhDKWihvphLYEHpYmiEE3I2b/weJpQxPFD5u+//9bvc/PmzYv9vr3xxhuOnUtNTZUvv/zSMd9kpKSkyMSJE/Vm0spyTwWwLOnz3iRAAiQQRgTw0YQSg2EuWE9CLagb98CHMFoVQPYv1G9NcPVBKVOBl2Xz5s3udy64mqL3KiqA0fts2TMSIAESCIpAJChnsPLkZRyWvIOHxJV9TPczrlyyJFSuKHEVy4fUchkURF7kH4GcwyJZf4vkqikHLjXnND5ZpFw1dZwnkqPS4pSvKs4TK/hXn6VUJLzHluaW+iEVwFJHzhuSAAmQAAkUh0Be9lHJ2bRd8o5keVZz8LDk7t4n8ZUqSnKTyA7O79mxKDrL3CZy5C/VIaXg2Umu8qo9dtAzJ2tXvhJYsbFnOs+KRYBhYIqFjxeTAAmQAAmUJoFdew9J9h+bPZS/uCTl7ZmY4G5GXsYh97H1APMZZ82aZU3icWkS2LNEKX871B0dlD9fbcneoyyCylpICRkBKoAhQ8mKSIAESIAEDIHc3DwVJmOTvPfeCr3HeXEFw77l/94tccfD08Snpkhy6yZS7sRmsr9hA1l6NEfufuoJad2/r47nhrmMF1xwgV7nvLj35vXFJLDnZ1WBq3iVHP6zeNfzag8CHAL2wMETEiABEiCB4hKYMWO13HnnbNm6tWCN1fr1K8n48X1UzLN6QVfvOnxEEo8P++bGx0tGzZpSU837+ysjS5au+kOuu+RcqarWWn3m38/KKe3aCeLywTvztttuk99//z3o+/LCYhLYu7yYFRy/HMPDlJARoAUwZChZEQmQAAmQAJS/gQM/8FD+QGXbtgwZNOgj+fTTdUFDyt17wH3tsSrpsvPwUVmx9YBWAP/9yL2SoJTCRYsWyaUqzlqLFi3kxBNPlBEjRsjChQvd11kPELutZ8+eAo9RBOcdNmyYDlNjyiAY9vDhwyU9PV3n33fffXr914suusgU4b4oAkf3K8NfTlGl/MtPTvevHEv5RYAKoF+YWIgESIAESKAoAhjmheVPjdQWEpM2atR8tQpIcMPBecrJw0jl2lX0oUsNK2bs2y/zvpqjLX0VKhT2FoUC5y0IdH3uuefqdVmxpuuHH34oX331ldx+++3uok8//bRMmzZNJk+eLD/88INkZGRwDqGbjp8H8PANiagVPSo2CklNrCSfABVAvgkkQAIkQAIhIfDdd38WsvxZK4YSuG3bIUG5YMSVk780HZw5dh0pWKZu86b1evm6Vq1a+V0tFDus4IDVG0466SRtCXzxxRfl7bffFqz6AEHQ3lGjRunlvFA38u2USb9vGosFc+wdcuxR2C3bptLKVRep1t7+EqYGTYBzAINGxwtJgARIgASsBHbs8ArfYc20HO/YEYhSUHAhFD84gmDbdeCIihGXrzCkJuXbMg5kHtV5/qxesnr1ajnllFPEajHs1q2bDoS9Zs0aHawaimCnTp3cDcAKKe3bt9dl3Ik8cCYAr13E9rMTxPereppdDtNKiQAtgKUEmrchARIggWgnUKdOwbqnvvpap05FX9mOeQjwbKRhXoFDwEmtWujAz1sW/iQZW/Ktd6ac0x5KpJOiaE23HqMuXEfxk8BBH/M9U+v4WQmLlRQBKoAlRZb1kgAJkECMETjzzIYCb9/jhrlCvUd6vXoVBeWCkYRqBXP5yql5f832/CVN9v4tDQ8ckt5dzpBXPnhXDqm5fd6yf79yRPCSNm3ayPLly+Xw4YJ5hZjnh9Uj4EBSuXJlqVWrlnYqMZfmqvAzy5YtM6fc+yIA619e/gottsWS1eoelDIlQAWwTPHz5iRAAiQQPQQSEuLlhRfO1R3yVgLN+ZNPni0oF4xgmbfEWgWKQ7yyxiXmqSFGtX/hgYf10GyfAf3k448/lrVr1wqGeSdMmCBdunQpdLurrrpKD/MOGTJEVq5cKfPmzZM77rhDrrnmGq344QKcP/nkk/Kf//xHMCx85513yr59+xwth4VuEssJR3Y69z6hnEiCWvKNUqYEgvsrLNMm8+YkQAIkQALhSmDAgNby0UeDlKWvkkcTYRn84IOBKjBzM4/0QE8S69SQ5FaNtSJ4OKmcZCYly7G0itKsc3tZsuRn6aHCutxzzz3asaN37946CPTLL79c6Dbly5fXMQL37t0rHTt2VKFrBkqvXr20o4cpjLAvV1xxhQwePFgrkRUrVpS+fftqxdGU4d6BwLGCGJCFSpRvUCiJCaVPgE4gpc+cdyQBEiCBqCYAJfDCC1tqb184hmBuIIZ9YQVEKJXiSnxKOYlXiuC23CRdVe3KKZKWliJ1pYpW4OCtayfe8/fatm0r33zzjV1RnZaYmKg9geENDMnLy5PWrVureIaD9Dn/cSBQlPMH4/k5gCvdZCqApcubdyMBEiCBmCCAYd7u3Rt59BUKVCTJ5s2bZc6cOXL22WdLdna2Vi43btwoV155ZSR1o/Tb6mv4N7mqfXvyjqq1ftU6wbl7Vb6X53B8ZRUKprn9dUwNmgAVwKDR8UISIAESIIFoJgCHkClTpsjIkSO19y/iBSJYNKyAFB8EfC3ZllLD88Jc5aBzdKNK81L6rKXy1AowR9RawqkdrKk8LiYBKoDFBMjLSYAESIAEopNAgwYN9Aog0dm7EuyVy8H7N145fiQeX6klZ7fIsc2qEQGE1cleS0tgCB8bFcAQwmRVJEACJEACJBDTBHyFfzHWv6xflN7noCT6gpfnX6BxX1Uwr4AAvYALWPCIBEiABEiABEigOASOFo656K4uXoV/yVoZnPKHSuL9CzTuvh8PfBKgBdAnHmaSAAmQAAmQAAn4TQBLvDlJ3naVk+WUW3Q6HUGKZhRACSqAAcBiURIgARIgARIgAR8EjjkM0yZh7l/Bqis+aiicRS/gwkxCkOJDVQ9B7WVYRU5OjvzrX/+Sxo0bS2pqqjRp0kQee+wxj0W8ERNq9OjRUrduXV2me/fusmrVqjJsNW9NAiRAAiRAAhFKAOFfnAJAu/y0/MUpu1RS/XyPX3j9YqPlr0ReiKi1AD799NPyyiuvyNSpU+XEE0+Un3/+Wa699lq9viOW84E888wzMm7cOO3mj7Ufn3jiCUHkeCz5k5bGuQYl8saxUhIgARIggegjkKvi+GVude4XluzzJYk1leIX3BrRvqplnjOBqLUA/vjjjyoS/YXyj3/8Qxo1aqSX+enTp49WBIED1r/nn39eHnzwQRkwYIBeNgjKYqZaSPzdd991JsYcEiABEiCBqCPw7bff6jV+9+/34cQQZK8RSzA9PT3Iq4t/WancP0sFcXaQuOodZdbsbx1yVTKsfBblrySfhXMjYi8nahXAM844Q68B+ccff+in+ssvv8j3338v559/vj5HNPedO3cKlEIj5cqV0xHfFyxYYJK4JwESIAESiAACQ4cO1QpcnFpvLikpSU/7QQDnw4f9m3fWtWtX2bFjhx4lKs3uQjlDm31tUIhKWzAl6q677ip0WxhIqla1Wc0j6+9CZU3Cjt9my3nndTWnnnuL4ueZ4fsM07fatWvnuxBzfRKI2iFgLOJ94MABadWqlSQkJEhubq6MGTNGL+wNIlD+ILVq1dJ78w/OsfyPnWApIGxGDh7Mn+yK+YbHjgUR08hUFAZ7036zD4MmhbQJpl9mH9LKw6Ay0y+zD4MmhbwJpm9mH/IblHGFpl9mXxbNwb0xOoIl20pi2TazFq+5R8j6qGIJo86+ffvKm2++qf8//u6772TYsGFy6NAheemll4q8Fdb9rVmzpq7HtNN6Eb4hUNKwOoiTmOu8+2dYmr31+ksvvdTDEDFw4EA9benRRx91F4PCZXetu0ARB+Zasy+iuDvbux+mfyjgUVfWLolTadi8BWGeazWuK3Gugm+nKYM8Fxw8vJYINHVjb47NNWZv2uKUj3LIQzm819ADrILvdqxL1CqA77//vrzzzjt6OBdzAJcvX65/zcDhY8iQIe7njj9oq+Bl8U4z+U8++aRY/yhN+tdffy3Vq1c3pxG9nzt3bkS3v6jGs39FEQr/fD7DkntGUIJq166tlaajR9WcrmJKXO42ScjZILmJTcSVUM9dm/nx7E4o5kFWVpb7I1++fHldW79+/QTK1axZs+Spp54SfBMwL3zdunWCMmeeeabg//QaNfKXJsMI0QUXXCCbNm3SVkBYukaNGiWTJk0SWJtw3ZIlS6ROnTp6vvhHH32kjQxYFg75GHUygmvGjh0re/fulZ49e8rpp5+uFZGMjAxTxGNv2oxEKJh4DiYNS8/9+9//ltWrV2slpmPHjro/jZWDI+TPP/+UU045Rd566y159dVXdRvh9Ij57Z06ddJlwAffNnN/tAtsoPBOnjxZUlJSdDnrP1CQ8A6Ya6x51rqQPv+z6fLYM5Nk1ZoNUrd2dRlyWT95cMS1kqD6cSS+mlRIbSIzpz8rF/XvrqtZsPAXufXOp+X3PzarZfXa6KX2rr76avnf//4nbdu21VOxUBBKPNhiXj6W4fu///s/ad68uf6uw6kTYhQ75Hmv0Yz2HzlyRNfrrfDt3q1WIolxiVoF8J///Kfcf//9cvnll+tHjJcKlj38wUMBxH9yEFgC8QdtZNeuXYWsgiYP/xmMGDHCnMq2bdukTZs20qtXL6lXr+A/N3eBCDrALyR8WOEEg+GTaBP2L/KfKJ9hyT9DKApbtmyRihUrFigFSnEQV2bgN894S+L+Hq6sQsoKI/HiqjlBXGnXCJQ/ONk5/dD2uFGcUua8fqR75B/KV6jKKQUG/29BcapUqZK7CI7x4cceigIc/Vq2bCn4f/6ee+6R4cOHy2effabLG4ULbUN5KEVQHiZOnCivv/66VKtWTerXry833XST/pa89957OoIEFExY7TDNqFmzZjJv3jy5/fbb9YjTxRdfLF9++aVWYtBfa9vcjfQ6QB+Sk5PdZaFsYSgb3zAMZz/yyCP6G7Z06VKtLOJZQaBwwrERChIiYMD6iSlQqA99MfffunWrQDlu3769vPHGGzrfqwn61LsdSERbIKYuHH85+3MZfMu/ZMKTI+XM09vJ+k3bZNiIsciSh++9UUXY8FR6Dx48LBcMvEfO79tVpr31vGza5nJ/VytUqKD7bZ4FvtdQZKGk33rrrdqIA6UQ3/D169drtnPmzNH3qly5so7moU+O/4P3GVFAzjrrrIL3+Xgevt+xLlGrAMKZw9tUj/8AjLkYv56gBELpOfXUU/V7gF8L8+fPF3gQ2wnmCGIzYn4Z4Q8lWpQm9CNa+mKek3XP/llpROYxn2HJPTfrMKf7/888NYdubYFSFczdoQTG7bpdRG3aFWKXn7W0OKRMYsfXjvVxiR5+VAoWFBPT7kWLFgmUNPxAR9oNN9zgrgGK2oQJE7SFDN8KKFHmOuzNhh8dGD6GhQ0CpWP69OkCJQqjSRAYG6DkwYkQCiasjJhbDoMBBNOQ4JQ4e/Zs9z10ho9/rP2Apc4qGOKG5e7333/XVjHTbiiJsGBCYB3DyNeGDRv0/U0ZWDHxIx8Oki+88ILmZa3b+/jll1/WSqI1HQo1FEpT55NjHpf77xwiQy7vp4s1aVRfHr//Jrn30YnyyMOKgcvT0jZt+mx1X5HX/u9BSUlrKSe2q67nXt54441u7qZuTNvq0aOHrhcGHTh14jsNRRGKOr695jlY22iOUQ9Y2v2fgWtjXaKWAP4Q8PI0bNhQ/yEsW7ZM/5K47rrr9DPHS4EJrvjVhF9M2HCMXx7eZuRYf0nYfxIgARKIBAL//e9/tTIHJQXKGxQdWPAg+AaMHj1aTwfCEKgxBmAIFSM5dgJL3Mknn+zOgtUNVjCEDbMK5obDQgiB1e2SSy6xZkuXLl20AuiR6OcJlM6HHnpIFi5cKBi2tLYbw6JGrO00o1qwdEIBhcCaiWHqK664Qit/5jpf+6uuukpHyjBlcG8o1ePHjzdJsmT5r7J46S8yZvxkd1pubp5kZWVLZk62lE92J+uDNWs3y8knNVdKZKpIYv7UKTNU7VlSPNhb+4TvOqX4BKJWAcQfPf5oYDbGHwF+JcB0//DDD7up3XvvvfqPAmX27dsnnTt3FpiTGQPQjYgHJEACsU4Aw7CwxAUix9Tw2sbW6oo8y1VqBKbRSsnIzB9iNVYeS4HCh7h3AAJrEaxWsPjg/3zsIRg6hVUOG+aGY0gRih+cRmBRchIMH8JYYAQKEEaSMBfQzD0zeWYo1gyTmvTi7mHMaNCggbz22mu6T2gDFD/vdpu+4n6mzUZZRBpGr8455xw95A2rJYazixIMq8JaagT1mTmTOu3Ab0ohdcmj9w6TAf3yLXWmrCSkSEpyATuTDj4aabkC5dWJWVF9MnVyHxyBqFUAocQhzh82J8EfCX4RYqOQAAmQAAnYEMDXOq7oYViPK8spC1ntV9Uk65tUMgIAKw/M2pNEklV6lpoThmFdNTwXasHQoFVhMfVjuBTWMziDQJmCYHGAQAXThTBMDqMCnEi8BQoS5hjCWmcV73Nrnq/jPXv2aOcPOJWY+8FZJRiBwv3222/rEa6eyjHl22+/9Tl8WuQ9ctTUgJxMOe3klrJm/WZp1iSfq/u6io2U/v+n+9QctGrRSKa9/6VkH3MppTQ/NZhnAessngUleAKh/wsMvi28kgRIgARIIFoIpF8v0nSTSIN5+Xucl5FgyBAKA0aGMC/uk08+kccffzzg1mDoF8OigwcPlhkzZgjiyS5evFjPG//88891fRhpwpxAOGRgOPjFF18Mevi3SpUqemgZ3r2Yv/fNN9+4HSYCbry6AFbLadOm6TmNUAJNOLRg6pLjcf8eHnmDvPX+ZzL66Vdl1e/rZfUfG+X9mXPkX48+paq1WoDz73LlZX211RBOKvBsBit4OUOM5TK/pO9/GzVqpPkjwgeUe2uINt9XMtcQoAJoSHBPAiRAAiQQWgJY07VC9/y1XUNbc0C1YdhyypQp8uGHH+r5frAEGqUjoIpUYYRNgQIIL2JY+/r37y8//fST27KIMC1Q2KBsIlAxphXBKzcYgdUOTicYcsaw79133y3PPvtsMFW5r4HzA+bxwUkESiCsmUFJ9m59Wd+eXeS/746XufN/ko69h8jpfa+VcZM+khPqV7SttlKlivLprOl6Lib4YDUuMzXLLhyNbSUqEfMszz33XO0kgueLPlECIxCnxt7z/boDu46lFQF4gmE4AWET/JlPEc7QMGEav2CxUop13kU4tzmQtrF/gdAKz7J8hiX/XBA2A1YtREkI5GPsb8swRIroCQiH4tccwCIq/nXrfl2idqUUqam2spZQ96+s++N9f3f/krMk/shW7+yC8yrKcSb714JzjyM1pSC1vUcKrJLXXnutjquIeZehEl/vczR9v4PllRjshbyOBEiABEiABEgg9gjE+Vj3V8orq++x9c5Q4svroNUIVo34uYifiJW7Bg0aVCiOn3MlzAkFASqAoaDIOkiABEiABEggBggkuLJUbD8fzhflqirrnw/rYHy6nnuIYV+zEANiHSJsG6V0CVABLF3evBsJkAAJkAAJRCyBCnlb1eouDpKk1vXN3eOQeTw5oZogBBs2StkSoBNI2fLn3UmABEiABEggMghk7XJW/tCDlBoqNMx2574k1lThf5Kd85lTqgSoAJYqbt6MBEiABEiABCKTQJxy/HC0/sWpWI/xOapjTn6l6sokruARTk+eCmA4PQ22hQRIgARIgATCkcC+X3y3qpIK8p2jVoBxksTaTjlMLyMCVADLCDxvSwIkQAIkQAIRQeCoCreTd8zZ+peoluyLV8vuuY45dyepnnMec8qEABXAMsHOm5IACZAACZBAhBA4uM53Qyu3Uda/P53LJKi5gZSwI0AFMOweCRtEAiRAAiRAAmFCINPHsC6aqNf8Paq8f/ODctu2OrGObTITy5YAFcCy5c+7kwAJkAAJRAABrFM7a9asMmnp0KFD5aKLLgro3lgr9/nnnw/oGtvCR3bYJutEOH6Uq+478HOcijZHz19nhmWYQwWwDOHz1iRAAiRAAsUnUKtyqkBBc9qgQJW2YO3h9PR029sGqky+8MILei1j28qCTNy0aZPmtXz5cucaMtY65yGn6qlqbqCy/uUddi7H4V9nNmWcw0DQZfwAeHsSIAESIIHiEVjxx0apnpa/FvD7778vWGVizZo17kpDub6su9JSPKhcWQVYLm3JVYrdsQPOd4XlD5K3P3/v9C+dP5zIlHk6LYBl/gjYABIgARKIUgKZakmwv+aJYF+CUrNWbaldO3+DsgQLmzlPSkqSm2++WerXry/ly5eXtm3bynvvvefRmu7du8vw4cP16hRVq1bV144ePdqjjPfJY489JrVq1RKfFjTvixzOt23bJpdddplUqVJFqlWrJhdeeKHAQmfEewj44MGDctVVV0mFChWkTp06Mn78eEEf7rrrLnOJ3mdmZsp1110naWlp0rBhQ3n11Vfd+Y0bN9bHp556quaF6z3k4B8ep9YTHekPQZ8huT6UxKRGugj/CU8CVADD87mwVSRAAiQQHgRc6nOfo4b4At3+eElk1gkiX/fM3+M80Dpw72JKVlaWtG/fXv773//KypUrZdiwYXLNNdfITz/95FHz1KlTtUKF9GeeeUag4M2dO9ejDE5cqk133nmnvPHGG/L9999Lu3btCpUJJAFKWo8ePaRixYryv//9T9eJ43PPPVeOHlVWOBsZMWKE/PDDD/LJJ5/oNn733XeydOnSQiWfe+456dChgyxbtkxuvfVWueWWW+T333/X5RYtWqT3X331lezYsUNmzJhRcD2eU65a89dG9BNJrCCCDZLnpACqwM+Jx62E+SX5b5gRSAyz9rA5JEACJEAC4UQgN1Pkg4rFbFGeyM+3Sbza0gOpadChAkUjkOssZevVqycjR450p9xxxx0ye/Zs+fDDD6Vz587u9JNPPlkeeeQRfd68eXN58cUX5euvv5bevXu7y+Tk5MjgwYPl559/1goYrIq+5MCBA1qx81Vm+vTpEh8fL6+//rq2xKHs5MmT9fzBb7/9Vvr06eNxOax/UFbfffdd6dWrl85D+bp163qUw8n555+vFT8c33fffdpSiDpbtWolNWrkW/BgcYS11EOyfa/n60prmR8T8OhGj8s8TuKL+8541MaTEiBABbAEoLJKEiABEiCB8CCQm5srTz31lGBuIIZas7Oz9YbhU6tAAbQKhlZ37dplTZK7775bypUrJwsXLpTq1Yu2bmHo1c4yBwXTyJIlS2TdunV6mNakYQ/L5fr1661J+njDhg1y7Ngx6dSpkzsPw94tW7Z0n5sDa5/MsLh3n0xZj/1Re6serH9H4qqJnm0J549cH4piYi2PKnkSfgSoAIbfM2GLSIAESCB8CCSoVR5giQtEEDvuv63VFcryZ0SFDMk7b6Vk5KRJpUqVtNXLZDnuce9iCoZBMUcOIVEw/w+KH+bKeQ+vYq6gVaAw5eVZ2q8yYQ3E/MEvv/xSz8Gzlrc7hmWvWbNmdlnuNNwDQ9TTpk1zp5kDY6Uz59hjCBqC9lnFpFvT/OmTtbw+hvNHXnahZJNwNL5KvgKYs8Mk2exV2xICsvXa1MGkkiZABbCkCbN+EiABEohkAlA0zHwvf/uBdWE7vyqy6CalseQqbUXFi+s0SQTpGRn59SnlqDQE8+PgVHH11Vfr20HhWrt2rbRuDQU1MOnfv79ccMEFcuWVV0pCQoJcfvnlgVVgU/q0007T1smaNWtqxdimiEdS06ZNBYod5vA1aNBA52UopujT2Wef7VHW10lycrLOhoXUQ7I9rZ4eeeXUsHHO8RRf1r+EKh6X8SQ8CZTOX2B49p2tIgESIAESKCkCTa8XuXCTSK95+Xucl4HAAgdnjgULFsjq1avlpptukp07dwbdkosvvljefvttufbaa+Wjjz4Kuh5zIbx5MZwMJRXK6saNG2X+/Pna0WTr1q2mmHuPYeUhQ4bIP//5T5k3b56sWrVKe/rC2uhtFXRfZHMAhRPhcTAf8q+//hLMV9SStdumdH6SK+X4XEGXmhdqte56X8HhX28iYXlOBTAsHwsbRQIkQAJRQKC8cpKo1V0E+zKShx56SGBl69u3r3Tv3l07PAS6qoZ30wcOHKgdMeBN7OE9613Qj3OEpoH3L8K0DBgwQFsmEbrlyJEjjhbBcePGSZcuXaRfv35yzjnnSLdu3fR1KSn5sRD9uK0kJibKhAkTZNKkSdqBBAqo9tJ2GROfVy0J5dSKHvnD5HG5e70yLadxqg3xnvMrLbk8DCcCat4AJUgCW7ZswWQMF/aRLmo+jEstc+TCPhqF/Yv8p8pnWPLPUCkdrt9++82FfUmIGm507du3z4V9KOSXLftc2P46UDLtDbSNoe6fv/c/dOiQSzmCuJQnsb+X2Jfbv8rl2r3YfstYp58bnl9e1u8uV6YqZ7flHrKvuwxSfb3PgX6/X3rpJZeaQ+pSFli9nX766a7PP//c3Ss1tcClvMhdynnIpRRxlxqOd6mwQ+58HCjHHtftt9/uUp7XLqX4u9R0gjLVH2gBDCdtnG0hARIgARIggSIIIK4fnFHgJQwvYwwjQ7QVr4hrHbPh/JGDoV0HKVetICPvYMGx9ShOWQij1PqHkD/wJkcIIGw9e/bUvDEED0HsSFhmET5o8eLF2tIMpyGE7TEC56OZM2cKQv8ghqRS3LUVt9A8THNBCe+pAJYwYFZPAiRAAiRAAqEm8O9//1tOOeUUPQR8+PBhPX/Qn9A0ju3I8eXprRyBkvO9etOSNzlWIVHs/AHnH8RVbNGihd7GjBmjYzwiJJAy7mkv8wcffFAP45900kl6igCCfCNeIwRzLBE8HF7pGLbHCizvvPOOrFixQhCMuyyECmBZUOc9SYAESIAESCBIAlAeED8QFqS9e/dqJxeEuCmW+Fr3t3y9/KrVqh/xcTn5QaDtbpYfocYuJ6rSYLGDFQ+KN+ZiwnEHjkXWoN2IFwmvbDgfQfC8EL/RWgbBu6EsmjKlDYlhYEqbOO9HAiRAAiQQUgIxoneElFmhynyt/pGa7/0bl/u3s/KHChMqFao23BMwRIswOkaguGGzE1jroPAhSDeW68Nwbps2bdwKHNaGtgrON2/erJOgICL0DtZ7tgrKFMcr3VpXoMe0AAZKjOVJgARIgARIIJoIHP7TuTdJFqUu77BzuTgVVzACgz9DgcNKKmZ78sknHfuI1VaWL1+uV4LBusoIx6OcptzlvcPwYGjYO81d+PiBP2W8rwnVOS2AoSLJekiABEggSgjgoxRJomaoUYpDIMtH8Ofjc/9EK39eQaOt90zxXErPmlVWx/68x1DgsF60ESfrH/JhwTMru3To0EE7e7zwwgt6nWXkw5KHJQSNYNk9YxXEessqkoEoL2oPKyDKdO3a1VxSqntaAEsVN29GAiRAAuFLwCwdhsnrlBghcKSIoNhJx5d0y/Ex/JvUKCxhmffYvNd2jURgbSxNaDZfCqD39VAwsbZ048aNtdcvAo4bgbKHgN5GucNyf2iHtcyOHTtEhYpxlzHXltaeFsDSIs37kAAJkECYE8DyZunp6QKrBARBiosawgqkS1iGDR9GzKHCyhXFFVeOCl2i5NjROFVncWsr/vWh7l/xW+RHDQe2q2i2DuWSKyq4aj3kYwqu4wohyv4ap8rlhMEDON4NKGZQ/vAe433Ge11ceeCBB+S8887Ty+9h3iCcQL799lu9kgr+RhDiZezYsdK8eXO94Rh/P1g2EIIh5uuvv17uueceUXEApWrVqjJy5Ei9PjW8gstCqACWBXXekwRIgATClACGqiBGCQxlM/FhxgoXWIIsFIrlrn1HdPOyUxMlIyV/lYpQtjfQukLdv0DvH3D53Gyl2PkY/k1RKkLCRpHc/Wrlt+NLxXnfJE45TCSqMmEoUP7M+1zc5mG5PKz8AqsdlLmTTz5ZK3+I9Qe599579bt966236mHezp07y5w5cwQWRiPjx4/XK7AMGjRIl+3Vq5dMmTIlJAqquUcgeyqAgdBiWRIgARKIcgJQzDCPCWvFImxFKAX1Ydmzs846Sw+HFbfuG2Z8q6u4tlsjubp1o+JWV+zrQ92/YjeoqArmdBc56jAEXL6RSM/Z+TVsUCFm4h3ehYqXitR8vKg7lXo+hltDYfkzDUcMP1+Cv5vRo0frzakcluqbOHGi3pzKlGY6FcDSpM17kQAJkECEEMDHM5QfUHQb9eXk5Ag+hL7mZfmLaNvBfKeEI7kJuk5/ryupcqHuX0m1U9ebuVXk0E/Ot+jxoSioIgf/q5S/dc7lagzKL+dcgjlhSqD4kzDCtGNsFgmQAAmQAAmQgAOBlWMdMlQyrH/VOubn73vJuVxKN5HU4+WcSzEnTAlQAQzTB8NmkQAJkAAJkECJEdjwtnPVF1nm9OXlz7MsXFjF/Wv0feFkpkQMASqAEfOo2FASIAESIAESCAGBPYuVU4fD2r/pp3newOXg3Zt2mWc5nkUcASqAEffI2GASIAESIAESKAaBFU84X9xwYEHeMTVPMHthwbn1yOVkGbQW4nE4E6ACGM5Ph20jARIgARIggVAT2P6Jc41NrinI29i54Nj7qJyXpdA7n+dhT4AKYNg/IjaQBEiABEiABEJEYPU454oqNFEOIPXz8+H9m6eCRNuIjhudblEUbcowKfwJUAEM/2fEFpIACZAACZBAaAisn+JcT4cXCvJ8eP+64qqLJB1XFAuu4FGEEaACGGEPjM0lARIgARIggaAJZDkEfk5UK1bU61dQbdbKgmPLkVrMRXKr/NOSwsNIJUAFMFKfHNtNAiRAAiRAAoEQgPfv0b/tr2ho8eqF80feFttyuS61rm6Vu23zmBhZBKgARtbzYmtJgARIgARIIDgCG6c5X1e1fUHegbcKjr2Ofv/7cq8UnkYqASqAkfrk2G4SIAESIAESCITAEYfhX9RR3zL8m/mdba1w/th2qIdtHhMjjwAVwMh7ZmwxCZAACZAACYSOQNVOBd6/qDVzuW3drsTWkpWjHEAoUUGACmBUPEZ2ggRIgARIgASKILBlpn2Bik0L0o+oeYJibyl0JZ5QUI5HEU+ACmDEP0J2gARIgARim4COSxfbCIruvY7/d9S+XGrtgvTNzkO8rtSuBeV4FPEEqABG/CNkB0iABEiABEigCAKb3nUu0OiK/DwEf5bDjuVcla52zGNG5BGgAhh5z4wtJgESIAESIIHACORm2ZdPqStSrWN+3oHJ9mWQmnKGSCKDPzsDirwcKoCR98zYYhIgARIgARLwn0CmiuuXscq+fJV2Bek5BwuOvY8a2XsGexfjeeQQoAIYOc+KLSUBEiABEiCBwAls/dT5mlRlATSS/Ys58tynOM8L9CzIs0giQAUwkp4W20oCJEACJEACgRLY/oXzFc2H5efB+9e1y75cosVJxL4EUyOQABXACHxobDIJkAAJkEABAaxPS/FB4Mhf9pnJKqafmf+35R/2ZZBa/iznPOZELAEqgBH76NhwEiABEiABEvCDwOH19oXqnpefDu/fPIc1glEizbJKiH1NTI1AAlQAI/ChsckkQAIkQAIFBOLiCo555EVgm1Luju7xSjx+WrFJ/sGe5+zzkZqghn+T6P3rDChyc6gARu6zY8tJgARIgARIwDeBzR8459c7Puyb9bNzmar/dM5jTkQToAIY0Y+PjScBEiABEiABHwRS6thnVjopf/6fXvrtkH0ZSVRlRjjkMTnSCVABjPQnyPaTAAmQAAmQgBMBp9h+Nc/MvyJjmtOVIvUc1g52voI5EUSACmAEPSw2lQRIgARIgAQCIrDlY/vi+3/LT9/nsPpHXGU6f9iTi5pUKoBR8yjZERIgARKITQIMA+Pw3Peo2H7ZDrH9qp8uotf+zbC/OKmxfTpTo4aAGuCnkAAJkAAJkAAJRB2BtZOcu9TqdpE/WzvnJ/vIc76KORFEgBbACHpYbCoJkAAJkAAJ+E3gb4f1e9NaiuQuV9U4OX+orGp3+30bFoxMAlQAI/O5sdUkQAIkQAIk4Ewgc6sa4v3DPr/CCSIHHOb+4Yr46iKpHe2vZWrUEKACGDWPkh0hARIgARIggeMENrzljCKxkpobeNwJxK5UHR/KoV15pkUkASqAEfnY2GgSIAESIAES8EFg26fOmQ1VAOhjv9vnxynlkEu/2bOJslQqgFH2QNkdEiABEiABEpA9i+whxJcTqbjdPg+paYOc85gTVQSiWgHctm2bXH311VKtWjUpX768tGvXTpYsWeJ+gC4VO2D06NFSt25dSU1Nle7du8uqVavc+TwgARIgARIggYgjsGGKanKefbOrdRXZPdo+D6lVhjnnMSeqCEStArhv3z7p1q2bJCUlyRdffCG//fabPPfcc5Kenu5+gM8884yMGzdOXnzxRVm8eLHUrl1bevfuLQcPHnSX4QEJkAAJkAAJRBSBdW86N7dmnMo7Zp+P4M90/rBnE4WpURsH8Omnn5YGDRrI5MkFk1kbNWrkfoSw/j3//PPy4IMPyoABA3T61KlTpVatWvLuu+/KTTfd5C7LAxIgARIgARKIGAIY5rWTxDSRct/Y5eSnVTjfOY85UUcgai2An3zyiXTo0EEuvfRSqVmzppx66qny2muvuR/gxo0bZefOndKnTx93Wrly5eTss8+WBQsWuNN4QAIkQAIkQAIRReDgWvvmVmtun25SGfvPkIiJfdRaADds2CAvv/yyjBgxQh544AFZtGiRDB8+XKDkDR48WCt/eMKw+FkF55s3b7YmuY+zs7MFmxEzVJyTkyPHjjmY1E3hMN+b9pt9mDc34OaZfpl9wBWE+QWmX2Yf5s0Nqnmmb2YfVCVhfJHpl9mHcVODbprpm9kHXZHXhbl5uWHxf7Dpl9l7NbN0TtXyb4lHNgsGer0lNz5DErwT1blLbXlJbSUvsZ0aHXb+lpl+mb1NVRGThO92rEucGgrFs486SU5O1hZAqzUPCiDm+v3444/ayoc5gtu3b5c6deq4+3/jjTfKli1bZPbs2e40cwCHkUcffdScuvevv/66VK+uAmdSSIAESIAESo3AnT/m2zDOq58r5zaIyk9ZwCxPPfKsNMz7odB1oJPVJFVS048UystT/iKfrp1VKD2aE3bv3i033HCD/t7Xr18/mrvq2LeotQBCqWvTpo1Hx1u3bi0ff/yxToPDBwTDwFYFcNeuXYWsgrqg+mfUqFHaomjO4WWMe/Tq1Uvq1atnkiNyj190c+fO1U4wcJyJNmH/Iv+J8hnyGXoTuPPHOTqpefMWcn7Ppt7ZpX4eDu9o/Iyhtv12qfl/Ken2Do6u1O5y/vlFz/8Lh/7Zdi6IRHy/Y12iVgGEdW/NmjUez/ePP/6QE044Qac1btxYe/1C6cH8QMjRo0dl/vz5AgcSO8HwMTYjGRkZ+jAxMVF7G5v0SN5D+YtGBdA8E/bPkIjcPZ9h5D470/JQP8P4hPiw+n8r1P0z3Ircq+Ffyd1vWyw+xV75Q+GEin0kIYAf/mXWP9ueBZeI73asS9QSuPvuu6Vr164yduxYGTRokJ4D+Oqrrwo2SFxcnNx11106v3nz5oINZREv8Morr4z194L9JwESIAESiDQCW32s/pHqozPp1/jIZFa0EohaBbBjx44yc+ZMPWz72GOPCSx+CPty1VVXuZ/lvffeK0eOHJFbb71VEDewc+fOMmfOHElLU67yFBIgARIg/lL04gAAQABJREFUARKIJAKwADpJVYeMhLoiSbE5B86BSMwkR60CiCfYr18/vTk9TVgB4diBjUICJEACJEACEU1g3zL75sMluIJ9ltQY45DB5GgnELVxAKP9wbF/JEACJEACJOAmkLlVJPsv96nHQTWPs4KTuIoi6UMLznkUUwSoAMbU42ZnSYAESIAEopLAmonO3arikNXQx6ogDpcwOXoIUAGMnmfJnpAACZAACcQqgb9/dO55QfCKgjLxKv4t1/0t4BGDR1E9BzAGnye7TAIkQAIkEIsEDm2073WKSk62yUrtZpPIpHAngFiMiF+cmZkpNWrUkKpVnbx7iu4JLYBFM2IJEiABEiABEghfAvD+zVJzAO3EzvqHculD7EozLQwJHDp0SCZNmiTdu3eXypUrS6NGjfQiFFAAEdsYK5hhlbNAhQpgoMRYngRIgARIgATCicDaSc6tsY3/pxLT+jlfw5ywITB+/Hit8L322mvSs2dPmTFjhixfvlwvdIFlbR955BHBusa9e/eWc889V9auXet32zkE7DcqFiQBEiABEiCBMCSw7QvnRtktU1/vA+fyzAkrAgsWLJB58+ZJ27ZtbdvVqVMnue666+SVV16RN954Q69mhoUt/BEqgP5QYhkSIAESIAESCEcCOvzLdvuWJahk7/l/CP1C6589rzBM/fDDD/1qFZapxaIWgQiHgAOhxbIkQAIkQAIkEE4EfIV/qWzT0LTLbRKZFIsEaAGMxafOPpMACZBAFBFwuaKoM4F2xVf4F7XKWyGpMqxQEhMig0BWVpZMnDhRDwnv2rVL8vLyPBq+dOlSj/OiTqgAFkWI+SRAAiRAAiQQrgQOOkz6h/dvoeFfFTKEsf/C9UkW2S7M9Zs7d64MHDhQMPcPy9kWR6gAFoceryUBEiABEiCBsiKA8C/ZO+3vnmSTnDbAJpFJkULgs88+k88//1y6dQtNDEfOAYyUJ892kgAJkAAJkICVwMZp1jPPY7v4wBz+9WQUwNmTTz4pHTt2lLS0NKlZs6ZcdNFFOhSLtYqhQ4dqqxwsc2Y7/fTTrUUkOztb7rjjDqlevbpUqFBB+vfvL1u3bvUo43RSr149fX+n/EDTqQAGSozlSYAESIAESCAcCBxxsP5hZNA7/EuKshpx+DfopzZ//ny57bbbZOHChXoYFrH3+vTpI4cPH/aoE7H4duzY4d5gsbPKXXfdJTNnzpTp06fL999/Lwjy3K9fP8nNzbUWsz1+7rnn5L777pPNmzfb5geayCHgQImxPAmQAAmQAAmEA4GM1fatSPNOVuPBjb73TuR5AARmz57tUXry5MnaErhkyRI566yz3HkIx1K7dm33ufXgwIEDOlbf22+/Leecc47Oeuedd6RBgwby1VdfSd++fa3FCx136NBB4AjSpEkTKV++vCQleY7z7927t9A1vhKoAPqiwzwSIAESIIGwJxCTTsCI/3fgV/tn4w2kwvn25ZgqBw8elIyMDDcJKHDYihIocxDvtXi//fZbrRimp6fL2WefLWPGjNHnKAtlEWv5wnJopG7dunLSSScJAj4XpQBeccUVsm3bNhk7dqzUqlWLTiAGIvckQAIkQAIkEDMEtn7q3NUKXllJTbwSeGoItGnTxhzqPZZWGz16tEea94lLxR0aMWKEnHHGGVp5M/nnnXeeXHrppXp93o0bN8pDDz2kl2+D4gelcufOnZKcnCxVqlQxl+g9lDnkFSVQErH82ymnnFJUUb/yaQH0CxMLkQAJkAAJhCuB4gXDCNdeFdGuXf9zLuA9/6/yFc5lYzznt99+EzhXGPHH+nf77bfLr7/+qufwmeuwv+yyy9ynsOphyPaEE04QeO8OGODsgQ2F0p+QLq1atZIjR46471HcAzqBFJcgrycBEiABEiCB0ibwp8MSYYj9Z43/F6fcgen84fh04NVbqVIl91aUAggP3k8++UQHY65fv75jvcioU6eOVgDXrs2P1Yi5gUePHpV9+/Z5XIegzrACFiVPPfWU3HPPPYJh5j179uihawxfm62o673zqQB6E+E5CZAACZAACYQzgdXjVOscvEZTvBped6pXAk+DIQArHSx/M2bMkG+++UYaN25cZDVQ0rZs2aIVQRRu3769dtxAMGcj8BheuXKldO3a1SQ57uFhjCHgXr166XmFGErGhvmG3sPKjpVYMjgEbIHBQxIgARIgARIIewLL7nduoof/QnmRtH7OZZnjNwGEgHn33XflP//5j47FZ+bsVa5cWVJTU3U4F8wdvOSSS7TCt2nTJnnggQd0vL+LL75Y3wdlr7/+em3Fq1atmnYgGTlypLRt29btFeyrQfPmzfOVHXAeFcCAkfECEiABEiABEigjAtv+q258zPnmasTXLRUvdB/yoHgEXn75ZV1B9+7dPSpCOBgEgE5ISJAVK1bIW2+9Jfv379dKYI8ePeT999/3CN48fvx4SUxMlEGDBun5fLDmTZkyRV/vUbHNCbyKQylUAENJk3WRAAmQAAmUOgHvqCel3oDSvOGvo53vhuFfqwdwtbudyzInIAIYAvYlsAJ++eWXvorovJSUFJk4caLeiixsUwBxAOGAgnmDeXl5HiWwqkggEjYKIOAi0vZ3330nMJ1mZmZKjRo15NRTT9WmUQRKpJAACZAACZBATBPYt8S5+9aIJgnqm0nnD2dWEZiDYNSDBw+W3bt3F2o9vIj9WU3EemGZO4HApRlBDaHgIYYO3KVhPoU5dd26dYKYPJhsef755+slWKyN5zEJkAAJkAAJxAyBXx527mq6V1ZSM68EnkY6ATihIM4gHEdg/bNugSp/YFHmFsAWLVpI586d5ZVXXtFRsL2XNkEjse4dJl8ixs6//vUvufHGG5FMIQESIAESIIHYIbDqKee+ekckSW7qXJY5EUkAw74IQO1PyBh/OljmCuAXX3zhEUnbrtEIpDhq1CjtOROqRZDt7sM0EiABEiABEghLAr6cP/Alt8b+QweqDAvLbrBRwRMYOHCgjgHYtGlolPsyVwARLdtfwRIqzZs397c4y5EACZAACZBAdBD46Sbnfniv/JHYjPP/nGlFbM6LL76oh4DhK4HQMd4jpsOHDw+ob2WuAHq3NpQeLt5185wESIAESIAEIo5A5laRrO3OzfZWAJvlrzzhfAFzIpEApsLB0xgex1gNxLp8HI4jWgEMtYdLuDxgTM48dsxH3KYwaCjah9hEUMCDmUwaBl3w2QRf/YNlOT6+zP2hfLafmSRAAjFMYFZD585XVFnW4d+KXPfXGVZk58AH4rHHHpP7778/JN+ssLIAGg+Xhx9+OGSTHMvycSO0DaKFw6s53AVtxTqFWLbG+qsi3Nvtb/t89Q/KHzzNoQhSSIAESCCsCPy3rWqOjxh0Lbxay9h/XkCi5xTrCMMZNlQGi7BSAEPt4VLWj90ofzVr1pTy5cuHtWIFd/JDhw5JxYoVQ/ZylTV/6/2d+of07du3a7f6hg0bhvUzsvaHxyRAAjFAYM9ikYyVzh1VK715ikpg7D9PJFF0NmTIEL2yCJaYC4WElQIYag+XUAAKtg4Mo8LyB+UPa/6Fu0ARwq8LRCkP1a+LcOqzr/4h4DiUwJycnEKTasOpD2wLCZBAjBFYO8l3h73XR6jxuO/yzI1oAtArnnnmGT0P8OSTTy70vRo3blxA/QsrBTDUHi4BkQhxYTPnD5Y/SngTMEO/+OPy9qoK75azdSRAAlFNYMMbzt3DjBXrsm+SJFJthHN55kQ8Aaw1jNXRICtXelqGg5m6FVYKYKg9XMLhaQfzUMKh3bHUBj6jWHra7CsJRAiB91J9N7SxV/YJP3gl8DTaCMybNy+kXQor10fj4XLgwAG9HvDGjRvFbBs2bAhpx1lZeBEwLu2R4DATXuTYGhIggagjsFoN5bmynLtVTmVZrX9xlTn3z5kWcxwIhJUCGGoPF4c+MzkMCXTt2lU7YlSurP4jo5AACZBAIARUFIOokmX/9N0d7/UQUrr5Ls/ciCVw88036+gc/nTg/fffl2nTpvlTVJcJqyHgUHu4+E2BBYtFAIq7mUcXbEW4HmFoKCRAAiQQ0wT+00x1P88ZQVWV5R2xquotzuWZE9EE4KSIFdNgJOnfv7906NBB6tatqx029+3bJ7/99pt8//33Mn36dKlXr568+uqrfvc3rCyAxsPl7LPPljvuuEMveoyFj83md6+ioOD4uX/IhK/to7kjHfklJd27dxfEZMSWnp6uvZgxPI9YepBGjRrJE088IUOHDhVY7G688UadvmDBAjnrrLN0lPIGDRroqOSHDx/WefgnOztb7r33XkFeuXLl9LJ+b7yRP8nZewh4ypQp+t6zZs2SFi1a6Je9d+/efv8Sct+UByRAAiQQKQSw3u/h9b5b28grO6GuSFo/r0SeRguBxx9/XNauXau/ra+88oqcfvrpgpBliDDSsmVLGTx4sGCK3Ouvvy4//vijXiLO376HlQUw1B4u/kIIx3IJ8XEy7riSN7xXgb0fyh/SR/T2jv4Z2l5MnTpVrr/+evnpp5/k559/lmHDhskJJ5zgVvaeffZZeeihhwSKIQTPrm/fvoKXFUrd33//7VYiJ0+erMvgRcULOmHCBDnllFP0/M7du3frPLt/MjMzZcyYMYK2wEJ46623yuWXXy4//PCDXXGmkQAJkEBkE1hWRHy3Jjbda/STTSKTookAlL1Ro0bpDfPkN2/eLEeOHJHq1atL06ZNg45fG1YKYKg9XMLtBYAF7cixXL+adcOZjeVYbp5W9rC/pXtTefnb9TLxm3VyR89mgvzMozl+1ZWalBDwCwIr3fjx4/V1+JUBBQ/nxtrXs2dPGTlypPv+UO6uvPJKueuuu3Ra8+bNtaIHa+7LL78sf/75p3zwwQcyd+5cOeecc3SZJk3s/jdzV6mXz0NooM6dO+tEKIKtW7eWRYsWSadOnQoK8ogESIAEIpkA1vpdqEZSMlY49wJf63Sv7ErXiiTV90rkaTQTwKgctlBIWCmAoehQONcB5a/Nw18G3EQofdiMeJ+bdKf9b4/1lfLJgT1qmJmt4VG6dOkizz33nHudYMxDsMqSJUtk3bp1HhNQofAiADM8uaFAJiQkCBRCfwVrE1vv06pVK/3ir169mgqgvxBZjgRIIHwJ/Hi9yMapqn1+GAZO9u5GgkjdN70TeU4CfhMITCvwu9rgCmZlZcnEiRMFlkAsCwflwSpLly61nvK4DAlUqGCNQaCmLKtnddNNN+l5f97NwnwFKIfBiFUJNdfbpZk87kmABGKPQMT4AGNptx+GiBxaHdhDOs2meJWCERibXCaRQJEEwkoBvO666/QQIZaEwxBftH3oMRQLa1wgYoZ9kxLi1JCwSw//Yjg4EMF9A5WFCxd6XIJzDOvCimcnp512mqxatUqaNWtml60npkJJnD9/vnsI2LagJRFLs2H+oRnuXbNmjV5eD5ZACgmQAAlEFIHPThE58GvgTU5zuKTq7Q4ZTCYB/wiElQL42Wefyeeffy7dukVnTCMotIEMxcLhA8O9cPiAI4hxAElKiNfn/j3i4Ept2bJFe1/DqgfLKyyzGAJ2kvvuu097J9122216niAshBiqxZw/XAvPYYT5gZJvnEAwkRWW3kGDBtlWi2XZ4A2O8jiGVzKGpo1CaHsRE0mABGKOQFw493jDFDW/T83VC1YKfAALaqj9Ouf+FdDgUZAEwioMDGLYpKU5/dwJsocReplR9ozyh25ACcQ5vICRX5ICpw54GUHZglIHRQyewE6Chalh3YO7+plnnqnXK4SXcJ06ddyXwBkE1l1488KKB4cSa5gYd8HjB1hHGYolnEswBzE1NVXHOvIux3MSIAESCDsCcOx4L6V4yp/d0G/q+coZ5Pqw6y4bVPIE4Hxpt1pWRkaGIC9QCSsLICxM+OAj1g1CjsSy5Oa53JY/KwcTEgb5JSmwuD3//PPag9f7Pps2bfJO0ucdO3aUOXPm2OYhMSUlRcaNG6c370KIPWjiDFrzBgwYINgoJEACJBApBOK+u0hk5+fBNxczbdSIsa0w6LMtllhIRLxcLLzgLfCf+O6777yTizwPKwUQHp/oCMKDwPoDJcQqe/futZ5G9fHdPuL8GSUwqgGwcyRAAiQQgQT+cXigJBzOCa7lyWowu7H6ce/pY1dQV2IzBn0uoBEzR7/+WjB3FCt/7Ny50913LKAxe/ZsvQqIO9HPg7BSAK+44grZtm2bjB07VmrVqhV1TiB+PhMWIwESIAESiEACCZ+cIHGSo7YAJLWKSMN9x5U+XyM75USalezUnwBazaKlSKBdu3ZaH4Ifgd1QL6ZHYa59oBJWCiCWEsNKEVglglJ2BGBmLmvBMnPYKCRAAiRQFAFfalNR14YsXy3jFpe9w3/l7yR152TcXSl//kjT4EJp+VM1y4Q3AcTSxRQpjI5iIQSsD2wEq2RhpRCnCB2mnN0+rBRAOAbA8YBCAiRAAiRAAhFFYNn9/il/DVWvqgfYs9Re9PoNEFk0FTc+Ed6xkYvbx7BSAJ966im555579Pqvbdu2LTQHsFKlSsXtL68nARIgARIggdASgMdvxirfdULpg/IXjJzwVTBX8ZooJPDHH38IRunsFst4+OGHA+pxWCmA5557rm58r17q145FYPrE2DcmO1JIgARIgARIIKwIfNrGd3Pswrn4vqIgt1VYDHAXtIdHZUbgtddek1tuuUWqV68utWvX9vCTgI4U0QogloCjkAAJkAAJkEDEEPhKxV/LPejc3GCtflJepNVh53qZE3MEnnjiCT1CinB5oZCwsgCeffbZoegT6yABEiABEiCBkiewepzIriIMF4HO90toIlLjIRXseWjJt593iCgC+/btk0svvTRkbY4PWU1BVvTnn38GdCXCxFBIgARIgARIoEwJzFFLli67x3cTlC7nlyScIFLvU2Xxc4k0X0/lzy9osVcIyp+vxRYCJVLmFkCsHtG/f3+9LJjTGq8HDhyQDz74QF544QXB2rRYloxCAiRAAiQQ2wQuTv9K7q3xplTbrYZKZzYQKV9fJHu3SO0eIic9kH8eDCJY9n59XA3t7rdcrZZ1q95RxetrJLL9M5FjRSxMgK9ruuVy78O0a0RqjqV3rzcXnnsQmDBhgvu8WbNmgiVWFy5cKHaOssOHD3eX9eegzBXA1atX68DPcADByh9YDaRu3bp62TCYOxH1etWqVTr92WeflfPOO8+ffkV8mYMfzZGMKbMkLq2C1Hr5YUlIL1gjed+EdyRzzgJJqFVdar02WuLiQ2fIhWfRI488Il988YX89ddfUqVKFR2XcfTo0Xo9Xn/AouysWbNk+fLl/hQPWRmn+2LtRPTj008/lfPPV+toUkiABCKfwCfNZFyD9Woi/PGuHNkkgg2y7ne1vZx/HLJ/s0R2f5e/+VPnyT4KpXRVFr+3fBRgFgnkExg/frwHiooVK8r8+fP1Zs2AE0jEKYBVq1aVf//734LJjZ9//rlezw5rzSIeIDxdrrrqKunbt6+cdBKiZsaOHHj9Y8le8pvucN7+gx4K4P4X35O8fRmiIj+K5OSqYKKhUwBhYj527JhMnTpVB52EEvj1119LLC3DFztvGXtKAhFKYMMUkUMW5S/cuuHk+JHQVFknn+dybuH2vMK4PQgCXVJS5hZA07GUlBQZMGCA3kxarO5deXlydJWaB6IkrkKqJJ5Qx40iZ+fufOVPpSS3VMsOJXuul+wuGMQBhtq///57HWPIOOQgAKX30DzK/fOf/9RWPqzdDKstfqVgBZcpU6bIo48+qu+OXySQyZMn267qsXjxYnnggQdk2bJlWunEcjeo57TTCmImwKr35ptvamtktWrVZODAgWI1iesb8B8SIIHYIvDnzPDtL1b38Hb8qHSdSN03wrfNbFlMEggbBTAm6Tt0+tjGreLKyta55U5u4RHrJ/vXP/KvUspVuVNbO9QQXHKFChUE5mUM355++ulSrpxae9JLEJPxH//4h8ByC4tt5cqVZdKkSYLYjQhQedlll8nKlSv14tRffZUfvBRl7OTgwYMyZMgQt0L33HPP6SHatWvXSlpamnz00UdaIZw+fbqceOKJegHsX375xa4qppEACcQSgYYXq3l4n4Rfj9WyvtLYq1nlOlD580LC0+AIjBgxwvZCGFtgRMMcwQsvvFB/n20LeiVSAfQCEg6nR389vuB3fGElL3uFUgBVuihnsXIntwxpcxMTE7W1DY42r7zyirbEwRJ4+eWXy8kn509oQazGFStW6CjkRkHEED6URihsw4YN00ok6kKgSl/ivag1FEnM1cP8hn79+gk8xFHHOeeco+eHNmzYsJA10lf9zCMBEohSAk2Giqx8QlwHw2gYGJY/b+UPi8M1XhylD4HdKm0CGC1bunSpXhSjZcuWen1gGEywDjCW0n3ppZf0amoYyWvTpojg5KrxoZs8Vtokovh+2SuUAqg0eslzSbm2zT16mv2LUgBVunryhfI8CgZ5cskll8j27dvlk08+0XMvseQMhmQxtAtZsmSJHDp0SDAcC2uh2TBPYf36/GFrXdCPf+BwcvPNN0uLFi20JRGWQtRtQgNhPiLmgmIB7BtvvFFmzpwpOTk5ftTMIiRAAlFPoP86WZ+VPz1G/Y9YtoI5f3bT1OuFoZWybEnx7sUgAOseDCL4RuNbDGUQofF69+4tV1xxhT4+66yz5O677/brLrQA+oWpdAtl/6I82JSCB8EQsFWyl63OP1UKYnIbNaG4BASmZLxQ2LC0zA033KA9g4cOHSpYjLpOnTp6nqD3rdPT072TfJ6jvr///luef/55wVxDWBS7dOkiR48e1dc1aNBA1qxZI3PnzhUMJ996660CT3BYCOEx7i1YKxrzE70FXsAQriXtTYbnJFBGBDKmivz9gLr538cbgL/nY2pTP3zF/G3j3Ldq1wRz7VQEmFy1aEZipjoOtVRTFULHzFDbVrXlqc2IigojddXm9N9enIrckNbPlOaeBIpNAN8/fA+t3zIcY658nz595M4779TfbBz7I1QA/aFUimUwx849z085eCQ1beC+e86uvZKrnEAgiY3qSrxyECkNgSkZQ7wQWAN37twpGOJt1KiRTvP+Jzk52a91m7/77jttsjahWbZs2SK7d+f3z9SZmpqq40QiVuRtt92mzdwYgrY6ipiyMIFv3bpVt886/Axnk3gVKqdx48amKPckQAIlQWD/FLUyxkNKUdqmai+svGHI6YLmSs0zep+7DVD2ILgm/wegPi3iHzOElVhLFcT8u5ISKJrejh0+7oVexDX82kcJZpFA4ARg4MDImffwLgwpGRn4laJ+jyhDjDGiFHWHsFMAYfGZOHGiID4gJjbio47AzxjvjgXJO3hYEPYFklS/lsSpsX0jmV/+kH+ouKR2O9Ukh2yPUC/wxL7uuuv0nD84Yvz888/yzDPP6ImluBHMz7DSXXTRRfL000/r5wJzNBxCkAaPYCiGGBJGHMD69etrhw4zX9DaWExYffvtt/U1eHnhWQyFzwiGnXNzc6Vz585Svnx5XRb5sBbaCX71tG7dWs9ZHDNmjI4n+euvv8rIkSN1AHH0h0ICJFBCBNZUVfrbPp+V6//NjNbms2TkZmLwJi+5rSSkqqDRFBIIIQEMAeP7DIdJLKIBHWnRokX6G4fvLwTnmFblj4TVnyKcCBDvD2PbCCkCxwOMcSPtww8/9Kc/EV/GGtQ55689krsnf/jy6Potsvep1/P7p/6HSbss9AGx4QWMkC8IxYJ5BOCOqOOYf/fiiy/qe+OFg7KHfLyIeNHgJILYjbVq4We4COYRIrB3jx49pEaNGvLee+/pdO9/EN4Fwb5PPfVUueaaa3QQy5o1a7qL4ZfMa6+9Jt26ddPvAuIRIpgz5h/aCaySWCYHcwYRPxKew/fff78ewsYfDIUESCBEBI6p8dCNPUR+jyvYilD+QnTnsK4Glj9M0c5ruCSs28nGRSYBE3ED31wYQuAYiWNE4YDjJgRGs9dfP64rFNHNODXkiHc2LAQf7quvvloee+wxj/ZgZQpYijZs2OCRXtYnGG7EPDUMXcLSZRXEx4MVDMOOmFMXiGy78A7J+nF5/mhIUqIkVE6T3N0Fv6xTz2wvdWc8H0iVRZbF3D5Y4TCfAMOl0Sa++lecZxUunBC8G4o5htPt5keGSzuL045o72PY9m/nXWoO3MdqTDNJTbbboR6hWhEjXGSNaoiaAyhN1JZe9o3CFMFP18yK2r/DsH1Hg3j0vr7fQVRXqpfAWRL6ENS3pk2bamfMYBoQVl96zC0bPHhwoX5AKURerEj1x++QeLUEnJZjOR7KX/JJzaXmpEdiBQX7SQIkUNoEjiwWWd+uwLK3/wVl0lIWv9yNqiVhpPyVNpci76fmPjf1f/5ikdWxAAk4EED0DYyQYqQUx8FKWM0B7N69u14KDnPDrIKYNmeeeaY1KaDjJ598Uq84AQ8ZeJxCoDljxYpXX31VD0Nintn//d//6WHDgCovgcLw/G245EPJeHOmZK9aJ7n7DkhykwZS/twzpHz3DhKnhjopJEACJBByAtuHKmvf1JBXW1IVYvhKDUKXsagRnhpjRKqNUI7MxpmljJvE20cNAczLx3x4jM7h2JfMmDHDV3ahvLDSJODped999+k5gFiJArJw4UI9/w/KGmLTGUFZfwQeoFDyTCBjcw0cG8aNG6fBYh4b1iJG2BM4oYSDs0BCeppUGVHYGmrazz0JkAAJhJTArodLXPnLRYPxj/IGSRClOFW8UFkXlVUxe6XyelMxVeKUE9gxZWl0KbUusbY6VwWxr3CW2qtpNkfXiZTvJnLcwWLdTw2kedJW2ZTZSRrVb6jqaKry2ufXc+RnVY+q+9ifas10NYKUp+LEHN2sbg4rHdRGjB1DYcNnsJKKudVY7dX9XGoVJtyzyi1qr+Y173tVXb9dZam5x5j7CEntlH+f1C7w1stP478kUAIEEB8Xc+8hTqtqBXvbsFIAEecNgmjW2Kxi8pAGGPAOLUowTg5nADgSPKEUPCOw/sES+OCDD7o16qlTp2onhnfffVd7jJqy3JMACZBA1BNY10wpOetD2E01X7CeskZ4xcHLs8xVTUhSZYopGUfV8JeqZtnhIUoBzP9+uKv0urc7PdADevMGSozlQ0hg8uTJ7tqsx+7EYhyElQKIifqhFMSNw7q1CF1iVQDhnIE5hdZgiQhTgmXPFixY4KgAZmdnCzYjWMsWgtUpMDnWKjiHook+hbpf1vuE6hhthZg2h6recKnHV//wfJCPZ4YldSJRzPtn9pHYh6LabPpm9kWVj7R80y+zL7X2qyHfRKX85dsYAr8r/udw/88dV1Pyqo9RBrUh+RXZ/L+IjFD1Me54rEH8DYeqzvyGB/evaYPZB1dL+F5l+mX24dvSolsWqatKod1YoQsrb1155ZV6xBKh2DBEHOh8wLBSAIt+ZP6XmD59ug4hgyFgbzEOJSZsicnH+ebNm81poT3mEmIo2lsQnqR6dc8ooWYtXFgh/Q3K6F1vWZwbpbYs7l0a97TrH54Plpz73//+F/FLzSFKfLRLtPextPt3bpO7tINvIO8Nfi/i9/ruzBNl+a67JSvH8/8/kc99VheqPjY4fpedO3ZoL3ifNy3FzFD1rxSbHNCtoqF/3osOBASgjApDP0GINSyXCmMUpq1hyhqmtCGahQkF42/zylwBnDBhggwbNkyHSsGxLxk+fLivbHcewrLA4QMx4XyFYDHj6uZCWIG800we9qNGjZIRI9RE3+OCNfgQkRsxeOrVq2eS9R4PA+2ARu6rDR4XleEJ+g7lCC+TLwZl2MRi3dpX//CsEGAasQ0j4VnZgcAvcvynjP8QojkMTDT3sUyeYdZiSdyGuXD2UmDdU/P1tJ1PBVOv0Evy0u8USekoVVVqT/tLbVND3ccVU+7T96mtlqc0KwrZ3riUEkPdv1Jqtt+3iab+4fsdaQK9Bost/PLLLx7xcC+++GId7zbQ/pS5Aoigw5inhw8vjp0ESom/CiACSWO5lPbt1WTg44I5g7DwIKAxHD0gsARiXVsjuMbbKmjysMcwsXVFC7P0Cqx93h9d3A9tRky9SIirZ4apTZut/Y6GY1/9w/NBv/EMvZ9jpPU9GvpQFPNo72Op9m99N5+44+KqSkLLPYXKFHeiRKj6aIat4+MTwupvN1T9KwQ+TBKioX/4bkeaICLKDz/8IFhu1SoICh2MQlvmBDAfz4j12KQFs4dFDuvFWuXaa6/VEbLhZYyA01grFtYErEIBwTDg/Pnz9fJm1ut4TAIkQAJRSWBdK9/dgpWvdn7YLN8Fyz4XlkoKCUQ7ARgy7BxgEdQ6mOglZa4AlsQDAwgsY2YVLHOGJcRM+l133SVjx46V5s2b6w3HWG8WkyrDSVzKkpj59ULJ/GqhimagovDn5qlIBw2kYr+zJUWtBwzLFYUESIAEAiKAYM85+SMhttcpy18kKH9xcVT9bJ8fE6OSAKb4IIIJQttB8P2HnwFWSwtmCkRYrQQycOBAeeqppwo9uGeffVYuvfTSQunFSbj33nsFSiDCy2BMHeZTzBkMRosuTjt8XXts03bZ2nuY7LzqfsmYPEuOfP2THPl2sWS8MUO2X3yn7LxmlK/Lg8rDMPhNN92k1xjEcDcspX379pUff/zR7/pGjx4t7dqplQTKQGDJxYRYREiHQg/nHKwlDPd5zF+hkAAJKAJ7nvONoe5U3/lhlks1MMweCJtTIgQwTQ4jlfA9wNx1GKwaNWqk9Zenn3464HuGlQKIjiFsi7fA6wXz94ojcJs2q4CgHmjOUFR2KO8xgMS9jXWwOPcJ1bU5O/6Wbf1ulaMr/sivUhn6EurUkPhq6e5bZH75g/s4VAdQtDHBFHER//jjDx18Gyu07N27N1S3KLF6oPxBWcWPCDgWIaTPokWLBOGAsMrL77//XmL3ZsUkEFEEDv3HublJamg4VDH0nO8SohyqfiECyWqKIIAoIB07dtRGopo1a8pFF13k9icwl8LZEHpF3bp1tWMhvp2rVq0y2XoP79077rhDGycwMolFLTCE64+g3uXLl8vIkSO1oQZT2PC9W7ZsmaBNgUpYKYAwZXpPbkSHMOHUOFwE2sFILI+XaNftYyT3r/zJ18mntJSGP02XRr/OkEarP5G6s/K9pcufd0ZIu3fgwAHBJFP8kujRo4dgYmmnTp2097NVMUc5KFh44RB7qGfPnlppRGOmTJmiQ+VAiYSSjQ1pdoIQPTBpw0qHCOeIw7h06VKPovhjatiwoXa+wcvvyxEICj5+KCAsD5Q+WCEx3xO/kmDBxDGFBGKewJ/4ka1WyLCVciJNV9vmMJEEYpkAjET4rmB1MvgPIB4fYgkfPlzgRW9WGIOzKb5vGEHDN84afgwjjzNnzhSEqsP3FnpPv379bOf22fFGxIrrrrtOO7RiwYwbbrhBK5t2ZYtKSyyqQGnmwwL3/vvvy8MPP+xxW4CCyTNWJGvBcjnyvyW6u7D41f3gOUmoWlmfQ6FKVXP/Gm/5SkVlCO2vX/waQdiaWbNmCZbis3o8G/ZQTqEMVq1aVcfdguI2adIkHQoHFsPLLrtMVq5cKbNnz5avvlJtVOK0fA3+KIYMGSIm/M9zzz2n5zGsXbtW/8r66KOPtGc4nv+JJ56ovbahWDrJtGnTdNBv49hjLYcfEegfhQRimgDm/mX6iNFX+5UIxcO50BH64CKm2fimWQXTimAEQdQRhBDDt7GoFcZgPHnjjTfk7bff1t8q1PfOO+9IgwYN9PcSI1h2Yl0G1y7fpPm7RK4pH1YK4EMPPSSXXHKJjnANqxIE1pz33ntPrwdsGh3t+4z31H/QStFTb5T8f3tnAidFcfb/Z2+WhQWW+z6UQwU1iiAg8cALRKLkL6JGJSJGUSOKEhGNogneqME3GiOXKIK+Ah4gkUsQNQqKLyKiCCKHIIcs97G7zL9+tfTQMzs91870dPf86sOw3VXVVc/zrZ7uZ566iu4e4Df+zHpnVlG/1BMcMC1+3Lhx2rWMBSVPO+007ZXr37+/fy/lBQsW6BnWGCtoGIhPPfWUNhphsMEzCCPSWAg7nIhGGxt5YEjWqlVLd8fjFxEWu8QvKOzkAgMOnkB4JK0CDEe43BlIgAQsCPxk/f3R++DWHGBxoTOjDbNPPSoZSMBWAjDmEOAMQYhmhzEYixiLbt6FDD1bcH5hyJKVAYjuZnOAIwgGpzkgLtQMYXOe4GNHdQHDeoX36YcfftCTM4YOHar7xuFJCgYQrIiXzg8sVt2gRxu3QM32tTPAAMe2MvjFgZsRYydhCBrduLiB4bLGjGoYesYHNz+2poklwIi8+eabpU2bNtpLCE8hyobhh4DxiNihA123gwYN0m7zcNv34AuBLwEDCZBACAI/nBAi0hSV38N04rZDfu/d1mJOkRc9URhiZnzM271ayYh3DTaFOOuss/xzB8LtMGak4S+GucHRYQ5Yf9jIY443jrH8i/mDCY6wk8xxsRp/KNtRHkAIhO5F83gzxKVbKNu2U6uckZcr2Q2Ct1hKPg0syo1xC/igOx5jDDDNfMCAAfqGw+LZMAyDQ82axyaoBKeFOkd527Zt025zjDeER7FLly7+rfPgFsei3RhvgR8BmLGNGeEYiwGPYHCAIfnttxy/FMyF5yQgq/IVBKtxf0f51Pub60AZewHHvZGx6zSmwIkmEDy8DO86jD0PF2677TZZvny5HsMXnC/YCRGNYyKaPMH1JOLcUR5AKFRcXCwvv/yy3Hffff6Zp5gYEM8q14kAlIoyMrLL19n3HS6RIwcOVRDBpwaf+rARp00BXxBjoCu8gfilgi7e448/PuBj7IeMXzjR/Br56KOP9KQOrF+EMX4wAIP3Z8SAV3iGMU4QRicmcwQv8m1gwGQPGIqYERUc4Dk0dAhO4zkJeJZAyUaRVfCORTD+qqlltvLPcDEGegBd3HgpFX3lypWC7lzjgy1fwwXM4EUPGYZDNWnSxJ8Vw5UQgj155h3GkAerVezcWe7kMS425zHi7PjrKA8gLGqM90JX4Lp167TnCf3rmDGDTZBfeeUVO5ikvA5M8tg/51PdDVz8j1el1j1/lIzMTG0M7n1rjmy783EpGj5Iat11XUJlxVIvffv21TOMTj75ZD0RY+nSpXpdvd/97ne6LrQPvHToksds4bZt2+ou41mzZuk4rKnYokULPR4C09XxBcHaisZ4QbPAMCAxGBbXwP1+zz33BMxmQrczDMnOnTvrNf2QFwYhvIWhAmZXzZw5U09IeeSRR7R7HnVDB8iKAbrmrf9ClcE4lxCAYVOsngfFL6vF0X9SQtv3gyg0IfyWrpwMKKH38eq/2EZShBYnltgq54g0eSOWKxyT1+8BdIxEFMRtBPCOwGoWkQK8dDD+YI/AGdGyZcuAS3AOAy/cDmPYnha9V8jTr18/fT2WosPEScwgtjs4ygBEnzq6BQHCvCBzz549HbdDRzIbqnDA78oNQFXJzqcmSPELU/VEEKwNKKVl5VUf9RImUg7MksUkCyw2ifF8GKyKbliMv4NHFgHubRh7I0aM0IYiunBx02MWlLGPMsYRTps2TS8lA48uZkuhXYMDJpxg0ghm7WKCB3ZjwfpGRkCXMtY4wn0BQ7BDhw7y7rvvBmyCbeTFXxiZ+GJBfkwoQVkYK3HCCScIXPb4y+BuAk2qz5WsNX9QSux1mCKVM/6gjPb7lzv/7dWt8SR760tCbWr0bxJKZZEkcIwAloCZPHmyvP3229o+MTx9cFjBMYF3Y6QdxpB34MCBgvkNGEcPBxfeU3i3wbkSbUBdwV3N0V5rzucoAxDr5uDFHRwaN25cwa0anMdL5wUXdpOaQwdI8dMTtFq+fQekVH38ISdbCi4Ov4m7P28MBzCgYISF2o3FXAyMc3TJGsu3mNNwjHIwIzhSgOGHNjcH7AZjBHgZY538g7rvvfde/THKwV8Mlk2ntSTNunvlOGvd8XJaw/V81SeyQRsoD2rOsW6sRBZtR1nqPchAArYQeOGFF3Q9wStNmB0c2GEMExcxXh3dvOi9Ct5hDA4KDKGCBxB5e/ToIejtysqy/vWHSSNmgw+TJfH+zFQ9g+YQ64YNjjIAMfkg1EsaEwHq1q1r1tPzx7XvHSjV+/aQvdPmysFlqwTjAXMa15O800+Ugp7dUzI5xPPQqaCzCGDNup0viuxboLp5f9SGH1/4iWoiZTkdt97Vxl8AicAVMQKSeEICiSCALuBIAUYaJpDgYxVg54wZM0Z/rPIEx5t3MQtOq8y5owxAjDN7+OGH5Y03ysejACaWBIFHB92K6RZy27SQontvTDe1qS8JiPygxteUrgsgQWdPAI5KnKh1y9qV7zJUiUIcdSm7gB3VHBQmwQSwYUIyQqD/MBk1xFAmFhTGmDKsrg3XKLYGw0QBdDn+/e9/j6EkZiUBEnAtAcxaDTL+XKuL0wTPUDMVPWT8cRKI024wyuMmAo7yAGImDvbGmz9/vt4TFuO2sOxILIMj3QSfspIACQQRWJUbFJE+p+hggpfT+JtQzTMbidRTP6JdttNH1Aw4NiBqVMxIAgYBxxiAWKcNfeNYOgRbhAVvE2YIzL8kQAIeJbBjtFKsJEbllMGY004ZNqqLpGy3+mxVHzVbPuc4Na22hrKm1Dqa1S45tsYdlo85/INI7vHl9exXyy0dVPtul20Rqa4mIGXXV3vlfixSVU2yym54LO/Br9TE49mqTNV9ekgtNp6RI1LwW5Eqp4vsekvkwEKVpq6tfnF53BG1QTzqiGGCRemBH+Wzj16Tzt2vkZz8ljFySM/s9ACmZ7tT68QQcIwBiFkxWN8tmgWEE6O6PaVEM3DUHklYixUBtpEVGZvjt5UvNRSpVr+HrB2OYgwwyMxGWQ21ADI+5mBeENnIi7/Ve5tzHTs25z8WG/tRdhPZcaCDMjzdOys3dqUTc0Ucd0JiKmYpJOBiAo4aA3j//fcLVuGOdSqzE/kbW5Xt37/fieJRJhMBrMyOEG4avik7D5NBYM97qlTlrYsQMBGvLOc0NY6Nr/wIqNIimR7AtGhmKnmUADbLsAozZsywSrKMd4wHEBJiXTlscNyoUSPtDcTCxOaALeHcEmBMYCFjbPGCgAWJzev4OE0PjLeEIXTw4MEKaws5TdZ45LHSD/GYeIT2gReaIUUEtj0UvuLsdlJa/RqZt7ShnHfhdeHzMpUESIAEPEjgoosuko8//lhatWoVoN1bb70l1113XczbnTrqjYdlYJxsJAUQj+LE2BvQMAKjuCRlWdANipnXxormKRMkSRWH0w+LaWInEi/de0nCmJxifx6gxtqpcXhW4bgNutvWp3amOVg6yyoX49OaAKbPMJCAtwnccssteuHoTz75xL+t6dSpU/WuXFhMOtbgKAMw3OKJsSrmhPwwKLD3LJa1wbZqTg6Qb9GiRXpLN6P72snyxipbOP1yc3M96fWMlVFK8mOx590TravObhs4Zs86J1NIgARIwNME/vrXv8qOHTv0yigfffSRzJ49W2688UaZNGlSXGslO8IAxDi5e+65R9CHjRc1ln1Bd3CdOnU80ZjoDnb6+DLIZ8zE9qIB6HX9XPtF2fF0eNHrPxU+nakkoAhwIWjeBulC4LnnnpNrr71WzjzzTNm0aZO8/vrrgt7TeIIjDMAHH3xQ74V3zTXX6KVgoBBcnW+++WY8OvEaEiABtxA4/J21pBlqGRermbfWVzEljQhwEkgaNXaaqvrOO+9U0Pyyyy6ThQsXylVXXaWHLhl5+vTpUyFvuAhHGIDTpk2TsWPHSv/+/bWsf/jDH6Rbt256SRine87CwWUaCZBABAIlav09q9C22CqF8SQQRIBjAIOA8NQjBGDsWYVx48YJPggYchbrMnqOWAZmw4YN0r17d7+OnTp10jMyf/75Z38cD0iABDxGAOP/fBYGYM07PaYs1UkGgYwMLgeUDK4s0zkEsFJFNJ9YjT9o6AgDEIJjIL45YEkOjEljIAES8CiBnzpZK1bjKus0ppBAEAGOAQwCwlMSiIKAI7qAsUTHgAEDJC8vzy8y1qO7+eabxbwWILqKGUiABFxMYL0ao7L/3QgK5B/bui1CTianNwF2/KZ3+6ej9vPmzRN8sLwcPIPmYHQHm+PCHTvCALz++usryIhxgAwkQAIeIYA9eNc0jU6ZKseGg0R3AXORAAmQgPcJjBw5Uh5++GHp2LGjXmKusmvXOsIAHD9+vPdbjhqSQLoSKB4rsuXG6LWv/7fo8zInCSgC7ALmbZAOBF588UW9YgqWgUlEcMQYwEQowjJIgAQcSACev1iMv2pXsPvXgc3oVJG4DIxTW4ZyJYMAtmvt2rVrwoqmAZgwlCyIBEigAoF1MXTnFt0n0uSNCkUwggRIgARIQPSuH5MnT04YCkd0ASdMGxZEAiTgHAJY5qVsXXTyHN3vN7rMzEUC5QQMD6CaR8hAAp4ngMmxL730ksydO1dOPvlkCd61a/To0TExoAEYEy5mJgESiJrAxn4Rsqo5nFV6iLSYEyEfk0kgEgHOB45EiOnuJ7B8+XI59dRTtSIrVqwIUCieCSE0AAMQ8oQESKDSBDaqHX32Tg1fTGO1FAy3eQvPiKkRCfjNPv9BxEuYgQRcS2DBggUJlZ0GYEJxsjASSHMCqzCsOFJ/XAGNvzS/Tag+CZBA6gnQAEx9G1ACEvAGgVXKsIto/Kksjad4Q19qkXoC/q3g6AJMfWNQAjsILFmyRN58801Zv369YFawOcS6WQZnAZvp8ZgESCA+AsUT1HX7I1+bUYvev8iUmIMESIAEKhCYMmWKdOvWTVauXCnTp0+XkpISfTx//nypUaNGhfyRImgARiLEdBIggcgEttwQOQ9ytP01unzMRQIxEOBC0DHAYlbXEhg1apQ888wz8t5770lubq4899xz8u2330q/fv2kWbNmMetFAzBmZLyABEgggMAq7OEdadxfFZF2kfIElMoTEohIwFgGJmJGZiABDxBYs2aNXHLJJVqTvLw82bdvn2D275133qmXh4lVRRqAsRJjfhIggWMEtv5VHQeOQzmWiCM1NqvBeGX8HQiM5hkJJJAAPYAJhMmiHEugqKhI9uzZo+Vr3LixGEvBFBcXy/79UQzBCdKMBmAQEJ6SAAnEQODXv4fPfNx6kZoDwudhKgnESYAewDjB8TJXEbjhhhu04de9e3eZM6d83VR0+95xxx0yaNAgueqqq6RHD7WmaoyBs4BjBMbsJEACRwmsqq4OjljjKOgtktPEOp0pJJAwApwFnDCULMhxBCZOnCiPPfaYPP/884LdQBCGDx+udwJZvHix9O3bVx544IGY5aYBGDMyXkACJCDa+NsbBkSOSFO12DMDCSSRAM2+JMJl0Y4h4Du61yG6gI2QmZkpw4YN0x8jLta/7AKOlRjzk0A6E9gyRGRVliIQzvhTycetTWdK1J0ESIAEEkognq3eIglAD2AkQkwnAa8SKNmo5m+sFtm3QGTnv9VE3u1K01L1Ud47gZGHWbs4L1OfGEK+GovCrt8YgDFrvASMMYCcXx4vQV7nFgJt2rTRM37Dyfvrr7Ets0UDMBxNppGA1wgcWCKy6Xpl130bRrMSlYZPPEF1KjSfG8+FvIYESIAESMCCwMiRI+Na7NmiOB1NAzAcHaaRgJcI/DxAZPfE5GrULkZvYXKlYelpQ4CjAdOmqdNU0f79+0u9evUSqj0NwITiZGEk4AACe95TQ/RmqSX4ctXubAuVM0917fqKlWARxu1VVvTjNlS2BF5PAjERMLqAY7qImUnAZQSSMf4PCGgAuuxGoLgkYEWgZY0ZkrWmr0oOszSL1cWVjW/wMsf9VZYhr4+bABeCjhsdL3QBAWMWcKJFpQGYaKIsjwRSQCBrbZF0qL8X+27YG/K6iDR5g8afvdRZ21ECahcsBhLwPIEjR5Lzo54GoOdvHSroCQI7Rotsw64boWd54T1o68uwcIBIo/GeQEslSIAESCAdCdAATMdWp87uIvBdNTWGb19YmSvvCCkQyW2lrMhaatWXzepTvtq8ZOaL5J0gUrWzWhlGpWXVFslXXj8u8xK2PZhoDwFjDCCXgbGHN2vxFgEagN5qT2rjNQKr8pRGh5OjVfPPlTF3RnLKZqkkQAIkQAKOJsCdQBzdPBQurQmsUt62ZBl/hWotQBp/aX17eUv5yvvAvcWD2pBAZAL0AEZmxBwkYD+B4gmqztDj/WITBl9x7OqhPrltRArOFSm8isZfbBCZ27EE2Pnr2KahYI4nQAPQ8U1EAdOSwI5n41Ibr8MMbOXWLkndxnFJxYtIILkEuAxMcvmydG8SYBewN9uVWrmdQEm4rdoqKof9Nw6X5klpzeE0/iriYYxHCbDj16MNS7VsIUAPoC2YWQkJxEBgy+0qs5UHT73yjltfYRbukZISeX/WLOnVtlcMFTErCXiFAE1Br7Qk9bCPAD2A9rFmTSQQmUDJRpHi563zNf+sgvFnnZkpJOBtAsYyMMKhgN5uaGqXFAI0AJOClYWSQBwEYPytaRrmQrW3L2fuhuHDJBIgARIggWgJ0ACMlhTzkUAyCRSPjWD8qcqr9k6mBCybBFxHwPAA+mzdBsd1mCgwCYQkQAMwJBZGkoCNBOD523Jj5AobPhc5D3OQAAmQAAmQQBQEaABGAYlZSCCpBLbcEbn4Bi9z7F9kSsxBAiRAAiQQJQEagFGCYjYSSBqBfTPDF130gEjNgeHzMJUE0pBARgZnf6Rhs1PlBBGgAZggkCyGBOIicGCJuuyQ9aUZNUXqPWydzhQSIAE1CZjLwPA2IIFYCdAAjJUY85NAIgns/Jd1aZlqRnDbndbpTCGBNCfgN/voCEzzO4Hqx0OABmA81HgNCSSKQFkYA6/lJ4mqheWQAAmQAAmQQAABGoABOHhCAjYTqNotdIXV+nHSR2gyjCUBPwFjGRjhMjB+JjwggWgJ0ACMlhTzkUAyCGwbGrrUnMah4xlLAiRAAiRAAgkgQAMwARBZBAnERWCVfwRTxcvL9lSMYwwJkEAAAcMDyEkgAVh4kgQCixYtkksvvVQaNWqkHM4ZMmPGjIBaBgwYoOORZnzOPPPMgDyHDh2S22+/XerUqSMFBQXSp08f2bhRrQObouBZA/DRRx+VM844Q6pXry716tWTyy67TL777rsAzD6fTx566CHdoPn5+XLOOefIN998E5CHJySQFAI/R1jWpcrpSamWhZIACZAACcROYN++fXLKKafI889b79V+8cUXy+bNm/2fWbNmBVQ0ZMgQmT59ukyZMkUWL14se/fuld69e0tZWVlAPrtOsu2qyO56Fi5cKLfeeqs2AktLS2XEiBFy4YUXysqVK7XlDXmeeOIJGT16tEyYMEHatGkjf/vb3+SCCy7QhiIMRwYSSBgB7PZR/IrI3nfVqi8rVbG7wxddndu+hQfEVBI4RoAewGMseJQcAj179hR8woW8vDxp0KBByCy7du2SsWPHyqRJk+T888/XeV599VVp2rSpzJ07Vy666KKQ1yUz0rMewNmzZwtcsieddJK22sePHy/r16+XL774QvOE9+/ZZ5/VhmHfvn2lffv2MnHiRNm/f79Mnjw5mcxZdroRMPb53TFCGX//VdpHMP4K/8gJIOl2j1BfEiCBlBDYs2eP7N692/9BN2284cMPP9Q9jnAoDRo0SLZu3eovCrZHSUmJdkQZkehOhu3xySepWfHBsx5AA7DxF9Y3QlFRkf77448/ypYtWwIaA9b72WefrRvjT3/6k85n/g83hvnmwI2DAA8jGtbNwZDf+OtmXULJbuhl/A2VJylxpRslW+3zG2a0n79aLGXmy6wvZXXV2oAx3k+GXsZff6EeOjB0M/56SDWtiqGX8ddr+kEfQzfjb6J0PHLkiL/sRJUZTzmGXsbfeC84vhUAACxhSURBVMpw8jWGXsZfJ8saSTa8txFOPPHEgKwPPvigHhoWEBnFCbyDV1xxhTRv3lxgXzzwwANy3nnnaacTbAvYG7m5uVKrVq2A0urXr6/TAiJtOkkLAxDevrvuukvOOussbW2DLRoDAfDNAec//fSTOcp/jHGFI0eO9J8bB/PmzdODOo1zN/+dM2eOm8WPKLvd+p3VZIjULogols6AYSAzv1PG37eB40aiu7o8l936xSJbovJ6XUev64f7IFE6dju6FdzGjZskeLxVou63eMpJlH7x1G3HNV7Qb/v27RoVhoU1bnxs1QUYa/GEK6+80n8ZvHodO3bUxuDMmTMFvYxWAfYJJo2kIqSFAXjbbbfJ8uXL9aDLYMjB4MM1xvDhw7UhaZSxadMm/euhR48eATeQke6mv/hFhy81xkDm5OS4SfSoZE2JfvD+/bQuKvm096/WrdKrV6+o8gdnSol+wUIk+dzrOnpdP9weidZx1+vlN12TJk3i/u4k8rZNtH6JlC0RZXlJP7y/ETDev7CwMBF4Aspo2LChNgBXr16t4zE28PDhw7Jz584ALyC6ibt27RpwrV0nnjcAMeX6nXfeEUzhxkPCCMZATXgC0VBGQGMEewWNNPwyMP86wLgBhOzsbM8YTTD+vGgAGm1Yaf32vKfcx38WKVunikzc/lMZorg3sp5dZsgf6W+l9YtUgQPSva6j1/XDLZQoHY1lYDIzMx313EqUfg74uoUUwQv64b2dzLBjxw7ZsGGD3744/fTT9T0KR0u/fmqhfxUwY3jFihV6QmoyZbEq27OTQODJg+dv2rRpMn/+fGnZsmUAA5zDCDS7smGdY/ZwqqzxAAF54iwCMPxWqa6BTZcq4+9HJVvijD/JbivS7rCz9KU0JEACJEACfgJYsuWrr77SH0RinB/OMbkUaXfffbd8+umnsm7dOsFkEKwZiPX+Lr/8cl1GjRo1ZODAgTJ06FDBsLFly5bJH/7wB+nQoYN/VrC/MpsOkmsC26REqGqwBAxm87799tvaxWuM+UMjYM0/dP1iTZ5Ro0ZJ69at9QfHVatWlauvvjpUkYxLNwJb/yry69NK6/2J17zwBpG8DiLYCi7/jMSXzxJJII0IcBmYNGrsFKm6dOlSOffcc/21Y14BwvXXXy8vvPCCfP311/LKK69IcXGx9voh79SpU7X9YVz0zDPP6B5DeAAPHDggGD6GZeiysrKMLLb+9awBiAZBwOLO5oDlYLA8DMKwYcN0IwwePFj3y3fu3Fk++OCDgAbTGfmf9wnAw7d5sMiRDcnXNU+tDt9obPLrYQ0k4HECqRk673GoVC8kAdgS6Fm0Cv/5z3+skvzxVapUkTFjxuiPPzKFB541AMM1lMEbXsCHHnpIf4w4/k1DAt+rmeBHjq3XlHQCtf6U9CpYAQmkEwF6ANOptalrogh41gBMFCCW42EC2J1jTVN7Fcw+TqTmAHvrZG0k4FECxiQQj6pHtUggqQQ8OwkkqdRYuPsJGLtz2KWJWuBZGowXOf4Hu2pkPSRAAiRAAiRgSYAeQEs0TPAsAXj+1O4clQpVzlHbyqgxg/lduG1bpUDyYhKIn8AxDyBHA8ZPkVemKwEagOna8ums9/oecWpfRXXfqvF7DZ6N83peRgIkQAIkQALOIEAD0BntQClsIpC56UK1HcH30deWofZtrHO/SO3yKf/RX8icJEACySZgeACPWE/OTLYILJ8EXEuABqBrm46Cx0rg5HrPSebBD8NfhrF6LZeyWzc8JaaSAAmQAAm4nAANQJc3IMWPjkDmz32kRc0FEnakUFYzkdY/RVcgc5EACTiGQEYG5zM6pjEoiGsI8FvjmqaioHET2DpCMg/MVru/RCihxccRMjCZBEjASQQifqedJCxlIQGHEaAB6LAGoTgJJoAZv7+OCu/5Q5V1n2S3b4LRszgSIAESIAHnEqAB6Ny2oWSJILBGLbwcKdR9Qk3yuDtSLqaTAAk4jkD57A/OAXFcw1AgFxDgGEAXNBJFjJPA2pPVhYfDX9z8c7WW3xnh8zA1agK//rpXzjjjRVm7dl/U18Se8avYL3HVFV7XD42RGB2L/10mUlXkpWHz5f+d2U3q1i10VUtTWBJIJQEagKmkz7qTR2BdN2X7fR2+/Jq30/gLTyim1AYNnpJffkmm4ReTOMycBgQyMsp9f3t2HpJ69Z6RGjXypLj43jTQnCqSQOUJ0ACsPEOWkGoC+9U4v4+vFdm2UEkSS2fQGJUfH/cHjOXoDTXeTI0uJaUi6x8/VjcG5+uWONocwefIGU2c0/KEkpsyBra1nYyyjg5iGn7pQrnx5b6ya9chqVnzMRqBaAQGEohAgAZgBEBMdjiBNWNFPrvR4UImX7ys5FcRtoYcPknC8mFicgnccM5yuarrN1JwwwPaCNy2bTe7g5OLnKV7gAAngXigEdNWBXj+aPylbfNTcRIwCMALm59bJk9e/b6O6tRpnJHEvyRAAhYEaABagGG0Cwgs6OMCISkiCZCAHQRgBF7ecZWuatu2/XZUyTpIwNUEaAC6uvnSWHh4/3YtS2MAVJ0ESMBMwKfGm05f2k5H1a2rpgYzkAAJhCVAAzAsHiY6lsCKUY4VjYKRAAnYSwDG34HDWXLP5J664s8/v8FeAVgbCbiQAIduu7DRKLIi8MMLMWFQq4X5Q6onTPgFSeBBqvU7rGYBmydgB8+MDT6H6tHEOS1PKLkpY+pmAaM9DpdmyYvzO/qNPywFw/UAQYaBBMIToAEYng9TnUhgshrsEy6cZiTmiLQrXwj6SEmJzJo1S3r16iVZOSreYyHV+uUqnlwH0GM3lQvV4TqALmw0ipwyAuwCThl6VhwXgWnNw1/WzJR81PgzxfAwiQS2bLlbduwYKq1aFSSxFhZNAhUJVK9dRbZuvZPr/1VEwxgSsCRAD6AlGiY4jsCOJSIH14cXq87R5HZHVyAOn5upCSZQVFRN1qxJzr7KJSYvbo4Hvbhe1w+3WqJ1bHHvTH0HD+rekt2+Cf4uszjvE6AH0Ptt7B0NV/8rvC7tjyY3GB8+H1NJgARIgARIIM0J0AOY5jeALeqvnSDytZq1uw/eu0PJqbKRKhYD0URN8ag5AAcMJEACJEACJEACFgRoAFqAYXQlCfzfX0VWPq2mB9qwICum9TY4Km/hTZUUnJeTAAm4jQCWgWEgARKIjQANwNh4MXc0BF7PU4Zf+ezbaLJXOk+RqYS695lOeEgCJEACJEACJBCKAMcAhqLCuPgIfDtaBEu02Gn8QdL6R8Wt1k8kp0l8svMqEiABEiABEkgjAvQAplFjJ1XVKVVEjiRpfF84wQtVoh77p5YeaTI1XE6mkQAJkAAJkAAJHCVAA5C3QuUJRFqYufI1WJdwPJKUI7vdXus8TCEBEiABEiABEgggQAMwAAdPYiYwOUUbq6Hbt/FRafMvjllsXkACJEACJEAC6UyABmA6t35ldZ/fW5VwJPpSMOK0lvo0VB/dbRv9pWFzFt0SNpmJJEACJEACJEACgQRoAAby4Fm0BPZvFNlSvgp/xEv8e/NGzBl7hsx6ItVhiDKQAAmkKwGuApOuLU+9K0OABmBl6KXztRvfjay9uZs2cu74crT5Jb7reBUJkAAJkAAJpDEBLgOTxo1fKdW/ut/6cvysgNfPGKNnnTP+lKxWauIHf/fHD5BXkoB3CKjFpxhIgARiJEAPYIzAmF0R2LFEpPRXaxQnWydVTMFvELVwNLpyM9XAwKy6IlVOESkrVsMLd6l1/ZqLZCNNrfey/1OVXlONI1S7feSfUbEoxpAACZAACZAACURFgAZgVJiYKYDAf7oEnAac1Ak4C31SeINIo7Gh08LF1g6XyDQSIAESIAESIIFoCdAAjJYU85UTwG4fUmZNo5l1kmSoPdva7giTgUkkQAIkQAIkQAJ2EOAYQDsoe6mOFY9aa6N6aS0DvH40/izxMIEESCB+AhwNHD87Xpm+BGgApm/bx645ln4p2W59nZX3L6ddfF2+1jUxhQRIgARIgARIoBIEaABWAl7aXfrdGGuVq6mkUIs7ZzQQOe5b6+uYQgIkQAIkQAIkYDsBGoC2I3dxhatfsha+RagktU1c282hEhhHAiRAAiRAAiSQQgI0AFMI31VV66Vf1NIsoQKmEoXy/jV4OVRuxpEACZAACZAACaSYAA3AFDeAa6pf/S9rUUNN/shSXb81B1hfwxQSIAESIAESIIGUEaABmDL0Lqt41zfWAqu1mwODcge2ZtdvIBOekQAJkAAJkIBzCNAAdE5bOFuSPatDy6eG+UlBUFKDMN7CoKw8JQESIIHKEvBxHZjKIuT1aUiABmAaNnrMKmP832GLBZwx+zcg5LPrN4AHT0iABEiABEjAeQRoADqvTZwn0bdPW8tUPSip+cKgCJ6SAAmQQHIJZGQkt3yWTgJeJEAD0Iutmmid1v+vdYk1TUnZbUXyzzBF8JAESIAESIAESMCJBGgAOrFVnCTT2glKGou9f4OXf2k+10mSUxYSIAESIAESIAELAjQALcAw+iiB/95kjaKRKSmvk0hOE1MED0mABEiABEiABJxKgAagU1vGCXJp71+JtSR1TEk1/mg64SEJkAAJkAAJkICTCdAAdHLrpFq2rx6wlsA89g+5qve2zssUEiABEkgiAS4Dk0S4LNqzBGgAerZpK6nY/o0iB9XHKtQ3JRQq7x+7f01AeEgCJEACJEACziZAA9DZ7ZM66VaMsq47RyX5F39WJ43GWedlCgmQAAmQAAmQgOMI0AB0XJM4RKC1k6wFaWVKKrzedMJDEiABEiABEiABNxCgAeiGVrJbRuz8cWRv6Fpxx/i9f+q4VphZwqFLYCwJkAAJkAAJuIrAokWL5NJLL5VGjRpJhlp5fMaMGQHy+9RA1Iceekin5+fnyznnnCPffPNNQJ5Dhw7J7bffLnXq1JGCggLp06ePbNwYZqhVwNWJP6EBmHim7i8x3M4f5skfmWoaMBd+dn97UwMSIAESIIGwBPbt2yennHKKPP/88yHzPfHEEzJ69GidvmTJEmnQoIFccMEFsmfPHn/+IUOGyPTp02XKlCmyePFi2bt3r/Tu3VvKyizW2vVfmZyD7OQUy1JdTWD929bi1zUl1brLdMJDEiABEkgNAZ/4UlMxa00bAj179hR8QgV4/5599lkZMWKE9O3bV2eZOHGi1K9fXyZPnix/+tOfZNeuXTJ27FiZNGmSnH/++TrPq6++Kk2bNpW5c+fKRRddFKropMbRA5hUvC4sfNNMJfTB0IJnqWhz92/Na0PnYywJkAAJkAAJpAmBH3/8UbZs2SIXXnihX+O8vDw5++yz5ZNPPtFxX3zxhZSUlATkQXdy+/bt/Xn8F9t0QA+gTaDdUk3mmhetRTV7/6qcxaVfrEkxhQRIwEYCGZJhY22syksE0EW7e/duv0ow3PCJJcD4Q4DHzxxw/tNPP+ko5MnNzZVatWqZs+hrjOsDEmw4oQfQBsiuqmL7p9bimnf+aPGRdT6mkAAJkAAJkIALCJx44olSo0YN/+fRRx+NW2pMDjEHdA0Hx5nTcRxNnuBrEnVOD2CiSHqgnBpl30tm2bFfQgEq4U7JPRpT8y8BSTwhARIgARIgATcSWLlypTRu3NgveqzeP1yICR8I8OQ1bNhQH+O/rVu3+r2CyHP48GHZuXNngBcQebp27eq/xs4DegDtpO3wupqULLLuSGlkEr72baYTHpIACZAACZCAOwlUr15dCgsL/Z94DMCWLVtqI3DOnDl+CDD2Fi5c6DfuTj/9dMnJyRFzns2bN8uKFSv8efwX23RAD6BNoN1QTf6R8nEMFWSFV9vo/s1qxrF/FQAxggRIgARIwMsEsGTLDz/84FcREz+++uorKSoqkmbNmgmWeBk1apS0bt1af3BctWpVufrqq/U16GYeOHCgDB06VGrXrq2vu/vuu6VDhw7+WcH+wm06oAFoE2g3VFPPtyy0mFVM0QXHZjmZYnlIAiRAAikjwGVgUoY+bSpeunSpnHvuuX5977qrfBm066+/XiZMmCDDhg2TAwcOyODBg3U3b+fOneWDDz4QeBiN8Mwzz0h2drb069dP5+3Ro4e+NisLS2zYH2gA2s/cmTWunSjZYrEYpfkuCdr54x/zVkvZEZ/ceUEb2/R6Zs73kpWZIX/u0bpCnamQp4IQjCABEiCBGAkEP9fM5/1fKp+cN+WmLrpUPOc+/mG7dDu+jnyyZrts+HW/NC2q6q/xm5+PjeVGB86JjQrlm0279ISEwny1f7taNnHXwRL9d9BvW8kbSzfo49+f3kQ/W1EQyu3csrY+xzMez9yS0lI53l9LxQPI/NmPO6TrcXUqPJ8hs1Gmne+LilLGF4OdPTBhwypgsgd2AsHHKlSpUkXGjBmjP1Z57IzPUApZa2SnJC6sC1u4YBHHDRs2SJMmTRyvgfFAMb7MeICs3LxbaqgHwot1Bkv7/O9C69BKRasdQPYezpeL339PmtTK119wfJn/u/ZXqV4lW05SDxgEPDCS9eU25Ec9o9WD5i5ldBpGoPFwgTzmeORFwPpLs2bNkl69eulxGOWx3vk/1fqtbd1TfMV7kw4UD6vAeXZJr9LWCryuH2AmUkfzyyv4vmiyZqbkqbFdyQzGM8l4pt7y2xb+58wLi9bpH8cwnCL9SEY5S9b9qgykHfr52q9jU20s4XlWqJ6vuw+WajVUUZKt/jtc5pPcrPK/idQvLztTDpUe8Rdp1AG2YI36YTLkZB2bPlCqjEP1r9xwVGlKNB2UeOVGo4rA5FjkQUAddavlSZOi/PII9X8y3xv+SoIO3Pb+DhI/Iadm305CCmQhziSAB8y4j3+UPepBYn6gQFrEVa/za2jB8c1Xxh9+Jjz15dWycecB/cGDyQi43jjH3+cX/CAFuVmqnpyALznyx/NFv/Jfn8qy9Tv1r1c8nLoeV1sa16yijcCXP1or+w6X6Qcsyj+zVZGSZYe8sWSD4NdssoxR1MVwjIAdxh9qw+3o5eB1/dB2idQxbFmbd4ga2Z/w26XbY/OUIZQhjWrmy7fqBzSMMxg7MHyenfu9elZmyQPL5gfEV8/LlvHq+Yvwx24t9XPJ6K2AgfjWlxv1cxXGEZ6x+IGL5zSCYfzhGEYUjD8E468+SdB/ZuPPXEd5jYYRF9rwhJFrDhCz7KisZjcT6thYrN4j6mMEeAwZ7CeQ9h7Af/7zn/Lkk08KZuOcdNJJejuX7t27R9USif4F0eJe7MJhf2iQs10+bTdA/0qrUHsNFXOc8qCVZkrrV9+pkOyuCDygwr4y3KVOBWlTo1/u4cMya9JoT5OtgJoRjiaAb8L5A+91tIwULn4C6x67JP6Lj16Z6Pd3pQVKQQHH/LgpqDzVVU6dOlXP3MH+fcuWLRMYftjrb/369akWzdb6L6s5L7TxBynU+FX8ehu04H5bZUpOZV42/kAsNfrd/ukHKao5OXcJS3U3ARh/DCRAApEJpLUBOHr0aD0t+8Ybb5QTTjhBe/8wpu+FF16ITC4JORLxqyYesboVfGV9mer+3V+aKx9u6mSdhylpTaDLhjVprT+Vt58AjDyrD6QpyUjrV5v9DWJjjal6T9qoom1Vpe0YQCzSiM2Z7703sJsAmzkbmzcHt8KhQ4cEHyNgD0GEUjUzCoPwExFWP3KhtH7gg0QUFXUZzXI2h86Lu0Pt/vHp+vah0xlLAopA4aEDCR3YT6gkEIlAJF/3xkL1y5XBcwTwfkzUuxbv7XQPaWsAbt++XQ1QLfNv02LcCNi82WpjZuwROHLkSCOr/++8efOkTp3EDWK9uEmGzN5oz7pAGP/XrMp2vy4BB3nl3b+vftc7IJonJGAmQF+LmQaPU00AnsHnO/VItRisP6EEfPJclzI9wzpRxcIGSPeQtgag0fDBGzVjintwnJF3+PDhYiz+iLhNmzYJNpLGYo7mvQSN/PH+vcNGD2Ck8X/7Duex+zfehkyH65QnHSGSRyYdUFBH5xD4v2Zq5hqDhwhkyB2fZgs8gIkKeH+ne0hbAxAeO6y+HeztM2/eHHxzYI9A8z6Bu3eXL7aJlb2xx18igt0zgW+p84a12MqpuWqn2vqNgQQsCHTetJbGnwUbRttPgBNA7GduZ40YHpWoMYB4b6d7SNvem9zcXMHmzOaNmXEz4Lxr164puS/sNv7Oqf65FGYfG9MYoLT6bviUTfvad5Wfbh9QLk88RWB/rhonwEACDiEAT/T66hz/55DmSIoYdr8nk6KEQwpNaxMY3bnXXnutdOzYUbp06SIvvfSSXgLm5ptvdkjzJFeM+xq8bL38S7XyhU2nrz0/uULYWjr8A17urLRfv68bt9QTQNCMXiZr623KyuImgG/ADf1S/fy2/3sYN7C4LvS6fnFBceVFaW0AXnnllbJjxw55+OGH9ULQ7du314NMmzdvnpLGTJRrOyrh928UmfGzddb6asuhmjckzN1uXZE9KaneKi3ZWqZSv00/zJWDC5cmW0WWTwIRCdQacZOsG5K6XotUfg8jwklABq/rlwBErioirQ1AtNTgwYP1x1WtlghhZ55sXQomIBeoT6Ox1nmYQgJHCTT+32dk9/Q5su2mh5POxOu+B6/rhxskGTpm1CqUxvPHS16Tekm/B1kBCXiFQNobgF5pyJj02PSeWil1p/UlcIA2ftc6nSkkEESg8PILBJ9kBq97H7yuH+6NdNAxmd8Blk0CiSSQtpNAEgnRdWUtudVaZAzkUpucS3Wu/WcNiSkkQAIkQAIk4G4CNADd3X6xS4+xf/vXW17na6mSGvzTMp0JJEACJEACJEAC7ifALmA3t+GOJSLL7hPZukhpUb4gb2XU8amfA76iOpJRc0BliuG1JEACJEACJEACDidAA9CpDTRLDWYu3mardGWtlAHY8mdRdiADCZAACZAACZCAhwnwXe/Exp2sBuLZbPz5VJVLdilvIgMJkAAJkAAJkIDnCdAAdFoTw/OXguBrmCFb93dKQc2skgRIgARIgARIwG4CNADtJh6pvl32dvsa4pSd+JhxyL8kQAIkQAIkQAIeJ0AD0GkNXKOu/RKdlitS607762WNJEACJEACJEACKSHASSCVwH7kyBF99ebNmytRStClJ38p1WY31fuqYkm+ZAZfLTXpQy36vLfaGindtEm2b98um9Tf7Gzv3RalpaXUL5k3kw1lsw1tgJzkKtiGSQac5OK91H7Ge9t4jycZnSOL996b3kbMv/zyi66tUye3j51raiM1VkUCJEACJEACziCA93izZs2cIYzNUmT4VLC5Ts9Uh19Dy5Ytk/r160tmprt70/fs2SMnnniirFy5UqpXr+6ZNjIUoX4GCff+ZRu6t+0MydmGBgl3/vVS+8HzB+PvN7/5jSd7vaK5w2gARkMpDfLs3r1batSoIbt27ZLCwkLPaUz93N+kbEO2odMJ8B51egtRPjMBd7utzJrwmARIgARIgARIgARIICoCNACjwsRMJEACJEACJEACJOAdAlkPqeAddahJZQhkZWXJOeec49nxENSvMneHM65lGzqjHSojBduwMvRSf63X2y/1hO2TgGMA7WPNmkiABEiABEiABEjAEQTYBeyIZqAQJEACJEACJEACJGAfARqA9rFmTSRAAiRAAiRAAiTgCAI0AB3RDBSCBEiABEiABEiABOwjQAPQPtasiQRIgARIgARIgAQcQYAGoI3N8Oijj8oZZ5yhd9qoV6+eXHbZZfLdd98FSICNWTAxu1GjRpKfn69n5X7zzTcBeV566SUdjwWbMzIypLi4OCAdJ19++aVccMEFUrNmTaldu7bcdNNNsnfv3gr5giO+/vprOfvss3XdjRs3locffljMm8VMmzZNl1u3bl29YHSXLl3kP//5j78YKx0XLVokl156qdYLMvfv37+Cjij7oosukjp16mi9OnbsqOtwko5W+gGAoWPDhg21/EVFRRXaEG3brl07ycvL07Otse+yl/QbMGCA1gc6mT9euUfNOgUfO0XHyt6j2B0B7YhnB2Z8Ou0exXfNSkdzPJ5R+K7hWWt+lrr9OWPoWK1aNSkoKJAqVaroD1ZwMN4VTn/OoA2tgqEfdqSyek+Ges6ceeaZVkUy3oIADUALMMmIXrhwodx6663y3//+V+bMmSPYSu7CCy+Uffv2+at74oknZPTo0fL888/LkiVLpEGDBtrgwhY8Rti/f79cfPHFct999xlRAX9//vlnOf/88+X444+Xzz77TGbPnq0fDPjShAtYxR5GI4xP1D1mzBh56qmntDzGdTBykGfWrFnyxRdfyLnnnqsNO2yJh2Cl444dO+SUU07ReiHfO++8U0HH7du3S7du3eSxxx5DFunatavjdLTSD22ID3QEe4RBgwZVaMM2bdpovYcNGya333673oYIeaG7OaSqDSurH3TAvTly5Ejddl67R1evXi3YRB4f6Pj73//e3GwBx25sQzwD8MN07dq1csMNN8iQIUPk9NNP13qZn1OISJV+qNvqPp03b57/GXvNNdfImjVr9A9Y5DeepW5/zhi640c9foScdNJJUqtWLf3DGc9mvCuc/pxBG1oFQ79w70lci+eM8V3EX7yTGGIkgL2AGVJDYOvWrdiH2adueC2A2pvQpx5SPmUA+QU6ePCgT23R5nvxxRf9ccbBggUL9PU7d+40ovTff/3rXz71y8lXVlbmj1cGms6rXmD+uOCDf/7zn7ou1GkE9WvMpwxCH2SzCmoPYZ96GYZMDqUjdL722mv9+YN1/PHHH7WskNnpOobSD20IHadPn651DNbPr7g6eO+993TeGTNmmKN9TmnDWPW7/vrrfb/73e/8uji9/SBoKB0j3aOGgtBV7SWq29Cp38NQ+lndo/geQ/cVK1YYKvrmzp2r45577jl/HA6cco9CFisd77//fi07nrHB30MvPGfwrjB0V04Fy3eF058zaEOrYOhnvCeRL/g5Y3Ut48MToAdQPe1SFbDvLgK6ChHUA0m2bNmivYI6Qv2HrkJ0yX7yySdGVMS/hw4dktzcXMnMPNa86AJBWLx4seX1n376qa4LdRoBXbL4pb9u3TojKuAvNtTGL05Dh4BEdRJKR+Q59dRT/VndrGMo/dCG5mCl3+HDh0U9mHXW9u3bmy8Rp7RhPPp9+OGHuusGXognn3wyQC/jxCn6QZ5QOiI+0j2KrtKZM2dKr169kL1CcIqOofSzukeXLl2q9UC3ohHQDYwAj4w5OEU/yGSlI4aRIOD5ZPU91Bks/nOKjlb6oQfJSIOHM9S7wg3PGQv8OtrQL/gdY37OoLdFGYrhimFaCALHLIQQiYxKHgFll8tdd90lZ511lhgvf+OhXL9+/YCKcW6kBSRYnJx33nk6P16++PIrz4S/KxWucquAOkLVjfxW9T/99NO667Nfv34Vig2nI8YXmYMbdQynn1k3HJv1g9GH8Tt4yb755ps6K8ZpmoMT2jAe/Xr27CmvvfaazJ8/X3BvGGNc8SI1ByfoB3nC6RjpHp04caIez/vb3/7WrJr/2Ak6htPPL+jRA9yjyksmzZs3l+HDh+vnBp4fkydP1jmCnwFO0A+ChdPxf/7nfwKesebv4VG1w/5xgo7h9MMYOfN7xKyfW54z4RoglO7IH/ycwZAltFXwcyZc2UwToQGYorvgtttuk+XLl8vrr79eQQKM6zAHfAmC48zpwccYE4KXE17AVatW1WNfWrVqpY0Q49c88sAIwQdfJiME14O6EYLjEQfZMdh46tSp2uODuI8++shfLryQ8CqG0hF5zcGNOkI/PGSvuOIKsyohj836YdzkV199pb26nTp10vm3bdsWcJ0T2jAe/a688kq55JJL9I8aTPp5/PHHtV4ffPCB4/TDvV+Ze3TcuHGCcWYoI1RwYxui1+Ctt96S77//XnvN8PzAvYpgPDsMXZ2gX6Q2XLlyZcDzx/w9NPQI99cJOob7Ho4YMSLgPWLWzy3PGeM9hB+OwcHqPRn8nHn//ff1PQuPPEMMBNQNw2AzAXVT+5o0aeJTA60DalYDlvV4FTWDNyC+T58+vuuuuy4gDidW46vMGdWvdp/qovWpGcA+9XD3vfHGGzpZden6MB4Qn40bN+o4jMtDXeYAWdTtVEHWKVOm+FS3sh7DZs6vJqjoMlEWxhkpI9ec7DN0VMZpQLxZx2jG5pgvToWOhn7K0+VTA+f94hj6gZkxBhCJZv38mdWB0YYPPPCAOTrg2Av6PfjggwE6mU9SoR/ue6MN47lH1WQo/b1QxpG/DYPHAKZaR0O/eO9RNatZjy8z7tGBAweaVQo4dlobQnd8B999990AOc3fQy88ZzDW2/weMetnVtxoQ6c9Z4x3EP6an6OQ3eo9adbLfKwmPQaMnzen8Tg0AbjPGWwigIkUahawnlShfmFXqNWYBKK8Jv405dK2HNhrfKnDvXiMgsaOHetTv+Z94fJiEojq9vKhTiNgkHHwJBDVJeRT3ZcBBo6RPxod8WA2G7TBOsb6YDbqtkPHaPQLHmAfrJ8hL/4abfiXv/zFHB3y2I36YXIL2hv3VqRgh36QIZo2jHSPYhC6mh2rVTLaMNx3y9DdDh2j0S+We3TSpEm6DZVn0FDD8q8d+qFyKx2NeLUUk08tA+ML9yx163MGOg4ePFj/oL/nnnv8beGm54xf6BAHRhvivRPqPRniEp+a2e1TYzx9qucrVDLjLAjQALQAk4zoW265RRtzavCqT43F83/gNTMCDC7M+lVrVfnUmny+q666yoeHmfnXEa7FDNl///vf+sEMbwTO1VIrRjE+tYSLTy3T4lNjsHxqSRntrQuexefPfPQAv/jVGBJdJ+qGDGqtQZ9aCsafFcafWhfMp8bW+OWHPLgWwUpHzOSCjPjg5QoDEl5A1TXo1xFeSaQrN77OAxb4xYr8TtHRSj+0ITytkP/Pf/6zllktu+NTY/y09w9tCE5qbJVPdYv7Pv/8cx9YqjGgOi8eXLg21W1YGf3UZCHf0KFDfWrCktYP96caeqD1U0sROUK/yt6j+B6qQen6xxTuT7SZ076HlWlD6IdeAhi1atKHTy1J5VOD7x31HQzXhmoygP8Zq7pH9fMLRqkaI+aZ54zRvmoZGL9+aC81Dlu/K9zwnEEbWgVDP6v3JJ6zxnMGRjx0V+vR+tS6tQHvSavyGX+MAA3AYyySfgRDJtRn/Pjx/rrx6wfdZfiFjl80aoC5NgT9GdQB0iOVgy4QPLjV+BHfySef7HvllVfMRVgeozuse/fuum7IoMb4BSwBo2aZhawbHhGEUHIhDh6uUGnoljZ0BIdQecxxZlap0NEsi/kYcuFBZI4zjmFUw6A+cOCA7/LLL9ceVehtpJv/ulk/GMFqVqL2vDhVv8reo7gey59g+IPVPe3mNoR++KGIISpubEPzd8l8jB+tXnnOmPUyH7dt29Y1zxncZ1bBrJP52PhemZ8zOTk5vmbNmullYdavX29VJOMtCGQgXkFmIAESIAESIAESIAESSBMCnAWcJg1NNUmABEiABEiABEjAIEAD0CDBvyRAAiRAAiRAAiSQJgRoAKZJQ1NNEiABEiABEiABEjAI0AA0SPAvCZAACZAACZAACaQJARqAadLQVJMESIAESIAESIAEDAI0AA0S/EsCJEACJEACJEACaUKABmCaNDTVJAESIAESIAESIAGDAA1AgwT/kgAJkAAJkAAJkECaEKABmCYNTTVJIF0JqC35JCMjQ3/UzgGidmaRCy64QMaNGydq552osUyYMEHUXtlR52dGEiABEnAyARqATm4dykYCJJAQAhdffLGoPVJF7Tct77//vpx77rlyxx13SO/evaW0tDQhdbAQEiABEnATARqAbmotykoCJBAXAbWvtqi9rUVtGC+nnXaa3HffffL2229rYxCePYTRo0dLhw4dpKCgQJo2bSqDBw+WvXv36jS1Mb388Y9/lF27dvm9iWqfbJ12+PBhGTZsmC4b13bu3FmQn4EESIAEnEyABqCTW4eykQAJJI3AeeedJ6eccopMmzZN15GZmSn/+Mc/ZMWKFTJx4kSZP3++NuyQ2LVrV3n22WelsLBQexLhTbz77rv1dTAMP/74Y5kyZYosX75crrjiCoHHcfXq1Tqd/5EACZCAEwlk+FRwomCUiQRIgAQSQQBjAIuLi2XGjBkViuvfv7822lauXFkh7c0335RbbrlFtm/frtPgKRwyZIguy8i8Zs0aad26tWzcuFEaNWpkRMv5558vnTp1klGjRvnjeEACJEACTiKQ7SRhKAsJkAAJ2EkAv38xQQRhwYIF2mCDMbh79249NvDgwYOyb98+3S0cSq4vv/xSUEabNm0Ckg8dOiS1a9cOiOMJCZAACTiJAA1AJ7UGZSEBErCVwLfffistW7aUn376SXr16iU333yzPPLII1JUVCSLFy+WgQMHSklJiaVMmEWclZUlX3zxhf5rzlitWjXzKY9JgARIwFEEaAA6qjkoDAmQgF0EMMbv66+/ljvvvFOWLl2qPX5PP/20YCwgwhtvvBEgSm5urpSVlQXE/eY3v9FxW7dule7duwek8YQESIAEnEyABqCTW4eykQAJJIQAumS3bNmijbVffvlFZs+eLY8++qheBua6667ThiCWgxkzZoxceumlelLHiy++GFB3ixYt9KzgefPm6ckjVatW1V2/11xzjaAMGI8wCDFmEMYlZhTDq8hAAiRAAk4kwFnATmwVykQCJJBQAjD4GjZsKDDiMEMX4/0w4xdLwaAL99RTT9XLwDz++OPSvn17ee2117SBaBYCM4HRRXzllVdK3bp15YknntDJ48eP1wbg0KFDpW3bttKnTx/57LPP9FIy5ut5TAIkQAJOIsBZwE5qDcpCAiRAAiRAAiRAAjYQoAfQBsisggRIgARIgARIgAScRIAGoJNag7KQAAmQAAmQAAmQgA0EaADaAJlVkAAJkAAJkAAJkICTCNAAdFJrUBYSIAESIAESIAESsIEADUAbILMKEiABEiABEiABEnASARqATmoNykICJEACJEACJEACNhCgAWgDZFZBAiRAAiRAAiRAAk4iQAPQSa1BWUiABEiABEiABEjABgI0AG2AzCpIgARIgARIgARIwEkEaAA6qTUoCwmQAAmQAAmQAAnYQIAGoA2QWQUJkAAJkAAJkAAJOIkADUAntQZlIQESIAESIAESIAEbCPx/2H2t7fb+b1UAAAAASUVORK5CYII=", "_figure_label": "Figure 4", "_model_module_version": "^0.11", "_size": [ 640, 480 ], "_view_module_version": "^0.11", "layout": "IPY_MODEL_bce1176fa2a74f3f932c331ba407e8c1", "toolbar": "IPY_MODEL_958fbe11c4b8470289c1c1109926f3e6", "toolbar_position": "left" } }, "a49ad0e2cbd84c99a82bec95c5a5bdec": { "model_module": "jupyter-matplotlib", "model_module_version": "^0.11", "model_name": "MPLCanvasModel", "state": { "_cursor": "default", "_data_url": 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", "_figure_label": "Figure 1", "_model_module_version": "^0.11", "_size": [ 640, 480 ], "_view_module_version": "^0.11", "layout": "IPY_MODEL_1e2828ddd1f541929d98968ba7382537", "toolbar": "IPY_MODEL_c3bc09de82744792b60276517ecc0ce9", "toolbar_position": "left" } }, "bce1176fa2a74f3f932c331ba407e8c1": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {} }, "bfd01faf9d274409a545610f8f7992bc": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {} }, "c3bc09de82744792b60276517ecc0ce9": { "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_5c4dee41c152426290c70ce680b7215e", "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" ] ] } }, "c41bc77cc0804c3e85375865b65395e8": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {} }, "c94b5f50c7dd495f92b6390358a55fb4": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {} }, "d0e659f3637b4b2a999d0e75dcc26215": { "model_module": "jupyter-matplotlib", "model_module_version": "^0.11", "model_name": "MPLCanvasModel", "state": { "_data_url": 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", "_figure_label": "Figure 3", "_model_module_version": "^0.11", "_size": [ 640, 480 ], "_view_module_version": "^0.11", "layout": "IPY_MODEL_c41bc77cc0804c3e85375865b65395e8", "toolbar": "IPY_MODEL_6eb1cd1706c54e2fa0d2c7d502f696ac", "toolbar_position": "left" } }, "eb579224a41243b08e18a41411411a7a": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {} }, "f5ecb84ebd9c4de786e5faebcd799c27": { "model_module": "jupyter-matplotlib", "model_module_version": "^0.11", "model_name": "MPLCanvasModel", "state": { "_data_url": 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", "_figure_label": "Figure 5", "_model_module_version": "^0.11", "_size": [ 640, 480 ], "_view_module_version": "^0.11", "layout": "IPY_MODEL_eb579224a41243b08e18a41411411a7a", "toolbar": "IPY_MODEL_f8482d94b7334ba59860d488970cfdaa", "toolbar_position": "left" } }, "f8482d94b7334ba59860d488970cfdaa": { "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_0c01474991e74ccc967cc2cc13ac9d4f", "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 }