{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", "
Enter Password:
\n", " \n", " \n", "
\n", "\n", "show code\n" ], "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%run ../initscript.py\n", "HTML(\"\"\"\n", "
\n", "
Enter Password:
\n", " \n", " \n", "
\n", "\n", "show code\n", "\"\"\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " show code\n", " " ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%run ../../notebooks/loadtsfuncs.py\n", "%matplotlib inline\n", "toggle()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Forecasting Methods" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Forecasting methods can be generally divided into:\n", "\n", "- [Judgmental methods](https://otexts.com/fpp2/judgmental.html)\n", "\n", "- Econometric methods\n", "\n", "- Time series methods" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Judgmental Forecasts" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Forecasting using judgment is common in practice. In many cases, judgmental forecasting is the only option, such as when there is a complete lack of historical data, or when a new product is being launched, or when a new competitor enters the market, or during completely new and unique market conditions.\n", "\n", "Judgmental methods are basically nonquantitative and will not be discussed here. Instead, we will talk about some simple forecasting strategies based on Bayes rule." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bayes Rule" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Bayes Rule can be simply expressed as\n", "\n", "\\begin{align*}\n", "\\text{posterior} \\propto \\text{likelihood} \\times \\text{prior}\n", "\\end{align*}\n", "\n", "In other words, prediction $\\approx$ observations $\\times$ prior knowledge." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Example**:\n", "J. Richard Gott III. took a trip to Europe in 1969 and saw the stark symbol of the Cold War — Berlin Wall which had been built eight years earlier in 1961. A question in his mind is \"how much longer it would continue to divide the East and West?\".\n", "\n", "This may sounds like an absurd prediction. Even setting aside the impossibility of forecasting geopolitics, the question seems mathematically impossible: he needs to make a prediction from a single data point. But as ridiculous as this might seem on its face, we make such predictions all the time by necessity.\n", "\n", "![wall0](https://media.architecturaldigest.com/photos/56bd1375202b83b31f120f67/16:9/w_1280%2Cc_limit/bridge-of-spies-movie-sets-001.jpg)\n", "\n", "- [John Richard Gott III](https://en.wikipedia.org/wiki/J._Richard_Gott) is a professor of astrophysical sciences at Princeton University.\n", "\n", "- He is known for developing and advocating two cosmological theories: Time travel and the Doomsday theory. \n", "\n", "- Gott first thought of his **\"Copernicus method\"** of lifetime estimation in 1969 when stopping at the Berlin Wall and wondering how long it would stand." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " show answer\n", " " ], "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hide_answer()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Why it is called the Copernican principle (method)?\n", "\n", " - In about 1510, the astronomer Nicolaus Copernicus was obsessed by questions: Where are we? Where in the universe is the Earth? Copernicus made a radical imagining at his time that the Earth was not the center of the universe, but, in fact, nowhere special in particular.\n", "\n", " - When Gott arrived at the Berlin Wall, he asked himself the same question: Where am I? That is to say, where in the total life span of this artifact have I happened to arrive? In a way, he was asking the temporal version of the spatial question that had proposed by Copernicus four hundred years earlier. Gott decided to take the same step with regard to time.\n", "
\n", "\n", "- He made the assumption that the moment when he encountered the Berlin Wall was not special. My visit should be located at some random point between the Wall's beginning and its end. \n", " ![wall1](https://raw.githubusercontent.com/ming-zhao/Business-Analytics/master/images/belinwall1.png)\n", " \n", "- We can divide that timeline up into quarters, like so.\n", " ![wall2](https://raw.githubusercontent.com/ming-zhao/Business-Analytics/master/images/belinwall2.png)\n", " \n", "- Gott reasoned that his visit, because it was not special in any way, could be located anywhere on that timeline. From the standpoint of probability, that meant there was a 50 percent chance that it was somewhere in the middle portion of the wall's timeline — the middle two quarters, or 50 percent, of its existence.\n", " ![wall3](https://raw.githubusercontent.com/ming-zhao/Business-Analytics/master/images/belinwall3.png)\n", " \n", "- When Gott visited in 1969, the Wall had been standing for eight years. If his visit took place at the very beginning of that middle portion of the Wall’s existence, Gott reasoned, that eight years would represent exactly one quarter of the way into its history. That would mean the Wall would exist for another 24 years, coming down in 1993.\n", " ![wall4](https://raw.githubusercontent.com/ming-zhao/Business-Analytics/master/images/belinwall4.png)\n", " \n", "- If, on the other hand, his visit happened at the very end of the middle portion, then the eight years would represent exactly three quarters of the way into the Wall’s history. Each quarter would represent just 2.66 years, meaning that the wall could fall as early as 1971.\n", " ![wall5](https://raw.githubusercontent.com/ming-zhao/Business-Analytics/master/images/belinwall5.png)\n", " \n", "- So by that logic, there was a 50 percent chance that the Wall would come down between 1971 (2.66, or 8/3 years into the future) and 1993 (24, or 8 x 3 years into the future). In reality, the Wall fell in 1989, well within his predicted range. \n", " ![wall6](https://raw.githubusercontent.com/ming-zhao/Business-Analytics/master/images/belinwall6.png)\n", " \n", "- What if we need a single number prediction instead of a range?\n", "\n", "- Recall that Gott made the assumption that the moment when he encountered the Berlin Wall wasn't special--that it was equally likely to be any moment in the wall's total lifetime. And if any moment was equally likely, then on average his arrival should have come precisely at the halfway point (Why? since it was 50% likely to fall before halfway and 50% likely to fall after). \n", "\n", "- More generally, unless we know better we can expect to have shown up precisely halfway into the duration of any given phenomenon. And if we assume that we're arriving precisely halfway into the duration, the best guess we can make for how long it will last into the future becomes obvious: exactly as long as it's lasted already. Since Gott saw Berlin Wall eight years after it was built, so his best guess was that it would stand for eight years more.\n", " ![wall7](https://raw.githubusercontent.com/ming-zhao/Business-Analytics/master/images/belinwall7.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Example**: You arrive at a bus stop in a foreign city and learn, perhaps, that the other tourist standing there has been waiting **7 minutes**. When is the next bus likely to arrive? Is it worthwhile to wait — and if so, how long should you do so before giving up?\n", "![bus](https://raw.githubusercontent.com/ming-zhao/Business-Analytics/master/images/bus_waiting.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Example**: A friend of yours has been dating somebody for ONE Month and wants your advice: is it too soon to invite them along to an upcoming family wedding? The relationship is off to a good start, but how far ahead is it safe to make plans?\n", "![quest](https://raw.githubusercontent.com/ming-zhao/Business-Analytics/master/images/relationship_quest.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One thing in common for all these examples is that we don’t have much information, or even we have some information, how should we incorporate our information into forecasting. Let’s hold those forecasting questions in mind, and start with some simple math." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Example**:\n", "There are two different coins. One is a fair coin with a 50–50 chance of heads and tails; the other is a two-headed coin. I drop them into a bag and then pull one out at random. Then I flip it once: head. Which coin do you think I flipped? \n", "![coin1](https://raw.githubusercontent.com/ming-zhao/Business-Analytics/master/images/coin1.png)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " show answer\n", " " ], "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hide_answer()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is 100% change to get head for two-headed coin, but only 50% for the normal coin. Thus we can assert confidently that it's exactly twice as probable, that the friend had pulled out the two headed coin." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now I show you 9 fair coins and 1 two-headed coin, puts all ten into a bag, draws one at random, and flips it: head. Now what do you suppose? Is it a fair coin or the two-headed one?\n", "![coin2](https://raw.githubusercontent.com/ming-zhao/Business-Analytics/master/images/coin2.png)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "\n", " show answer\n", " " ], "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hide_answer()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- As before, a fair coin is exactly half as likely to come up heads as a two-headed coin. \n", "- But now, a fair coin is also 9 times as likely to have been drawn in the first place.\n", "- Its exactly 4.5 times more likely that your friend is holding a fair coin than the two-headed one.\n", "- The number of coins and its probability of showing head are our priors. The outcome of a flip is our observation. We have different predictions when our priors are different." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Is the Copernican Principle Right?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After Gott published his conjecture in *Nature*, the journal received a flurry of critical correspondence. And it's easy to see why when we try to apply the rule to some more familiar examples. If you meet a 90-year-old man, the Copernican Principle predicts he will live to 180. Every 6-year-old boy, meanwhile, is predicted to face an early death at the age of 12.\n", "\n", "The Copernican Principle is exactly the Bayes Rule by using an uninformative prior. The question is what prior we should use." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simple Prediction Rules" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- **Average Rule**: If our prior information follows normal distribution (things that tend toward or cluster around some kind of natural value), we use the distribution's \"natural\" average — its single, specific scale — as your guide.\n", " - For example, average life span for men in US is 76 years. So, for a 6-year-old boy, the prediction is 77. He gets a tiny edge over the population average of 76 by virtue of having made it through infancy: we know he is not in the distribution's left tail.\n", " \n", "- **Multiplicative Rule**: If our prior information shows that the rare events have tremendous impact (power-law distribution),
![power](https://github.com/ming-zhao/Business-Analytics/raw/master/images/power.png)

then multiply the quantity observed so far by some constant factor. \n", " - For example, movie box-office grosses do not cluster to a \"natural\" center. Instead, most movies don't make much money at all, but the occasional Titanic makes titanic amounts. Income (or money in general) is also follows the power-laws (the rich get richer).\n", " \n", " - For the grosses of movies, the multiplier happens to be 1.4. So if you hear a movie has made $6 million so far, you can guess it will make about $8.4 million overall.\n", " \n", " - This multiplicative rule is a direct consequence of the fact that power-law distributions do not specify (or you are uninformative on) a natural scale for the phenomenon they are describing. It is possible that a movie that is grossed $6 million is actually a blockbuster in its first hour of release, but it is far more likely to be just a single-digit-millions kind of movie.\n", " \n", " \n", "In summary, something normally distributed that's gone on seemingly too long is bound to end shortly; but the longer something in a power-law distribution has gone on, the longer you can expect it to keep going.\n", "\n", "There's a third category of things in life: those that are neither more nor less likely to end just because they have gone on for a while.\n", "\n", "- **Additive Rule**: If the prior follows [Erlang distributions](https://en.wikipedia.org/wiki/Erlang_distribution) (e.g. exponential or gamma distributions), then we should always predict that things will go on just a constant amount longer. It is a memoryless prediction.\n", "\n", " - Additive rule is suitable for events that are completely independent from one another and the intervals between them thus fall on Erlang distribution.\n", "\n", "If you wait for a win at the roulette wheel, what is your strategy?" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " show answer\n", " " ], "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hide_answer()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Suppose a win at the roulette wheel were characterized by a normal distribution, then the Average Rule would apply: after a run of bad luck, it'd tell you that your number should be coming any second, probably followed by more losing spins. The strategy is to quit after winning.\n", "\n", "- If, instead, the wait for a win obeyed a power-law distribution, then the Multiplicative Rule would tell you that winning spins follow quickly after one another, but the longer a drought had gone on the longer it would probably continue. The strategy is keep playing for a while after any win, but give up after a losing streak.\n", "\n", "- If it is a memoryless distribution, then you're stuck. The Additive Rule tells you the chance of a win now is the same as it was an hour ago, and the same as it will be an hour from now. Nothing ever changes. You're not rewarded for sticking it out and ending on a high note; neither is there a tipping point when you should just cut your losses. For a memoryless distribution, there is no right time to quit. This may in part explain these games’ addictiveness.\n", "\n", "- **In summary**, knowing what distribution you're up against (i.e. having a correct prior knowledge) can make all the difference." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Small Data is Big Data in Disguise" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Many behavior studies show that the predictions that people had made were extremely close to those produced by Bayes Rule.\n", "\n", "The reason we can often make good predictions from a small number of observations — or just a single one — is that our priors are so rich. \n", "\n", "Behavior studies show that we actually carry around in our heads surprisingly accurate priors.\n", "\n", "However, the challenge has increased with the development of the printing press, the nightly news, and social media. Those innovations allow us to spread information mechanically which may affect our priors.\n", "\n", "As sociologist Barry Glassner notes, the murder rate in the United States declined by 20% over the course of the 1990s, yet during that time period the presence of gun violence on American news increased by 600%.\n", "\n", "If you want to naturally make good predictions by following your intuitions, without having to think about what kind of prediction rule is appropriate, you need to protect your priors. Counter-intuitively, that might mean turning off the news." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fitting and Forecasting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have 12 data points that are generated from $\\sin(2 \\pi x)$ with some small perturbations." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "9beabdc50b094f4692c29bdbefd16de2", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Checkbox(value=False, description='Original'), Output()), _dom_classes=('widget-interact…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "interact(training_data,\n", " show=widgets.Checkbox(value=False, description='Original', disabled=False));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our task is to foresee (forecast) the underlying data pattern, which is $\\sin(2 \\pi x)$, based on given 12 observations. Note\n", "\n", "- The function $\\sin(2 \\pi x)$ is the information we are trying to obtain\n", "\n", "- The perturbations are noises that we do not want to extract\n", "\n", "Remember that we only observe training data without knowing anything about underlying generating function $\\sin(2 \\pi x)$ and perturbations. Suppose we try to interpret the data by polynomial functions with degree 1 (linear regression), 3 and 9." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "592078ba51f342ba962fa3d4978a4e00", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Checkbox(value=False, description='Original'), Output()), _dom_classes=('widget-interact…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "interact(poly_fit,\n", " show=widgets.Checkbox(value=False, description='Original', disabled=False));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With knowing the underlying true function $\\sin(2 \\pi x)$, it is clear that\n", "\n", "- the linear regression is **under-fitting** because it doesn't explain the up-and-down pattern in the data;\n", "\n", "- the polynomial function with degree 9 is **over-fitting** because it focuses too much on noises and does not correctly interpret the pattern in the data;\n", "\n", "- the polynomial with degree 3 is the best because it balances the information and noises and extracts the valuable information from the data.\n", "\n", "However, is it possible to identify that a polynomial with degree 3 is the best without knowing the underlying true function?\n", "\n", "Yes. We can use holdout as follows:\n", "\n", "1. choose 3 data points as testing data\n", "\n", "2. fit polynomial functions only on the remaining 9 data points\n", "\n", "3. find the best fitting function based on the testing data" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "a222ef2eff6847aa8fa16178f88bc4cf", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Checkbox(value=False, description='Original'), Checkbox(value=True, description='Trainin…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "interact(poly_fit_holdout,\n", " show=widgets.Checkbox(value=False, description='Original', disabled=False),\n", " train=widgets.Checkbox(value=True, description='Training Data', disabled=False),\n", " test=widgets.Checkbox(value=False, description='Testing Data', disabled=False));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Occam's razor](https://en.wikipedia.org/wiki/Occam%27s_razor) the law of parsimony: we generally prefer a simpler model because simpler models track only the most basic underlying patterns and can be more flexible and accurate in forecasting the future!" ] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": true }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": { "004731e28fbd4a129d08119890e24b43": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_4c6d68b4afb8410ab70ffeefb78fa428", "IPY_MODEL_3c4b06f322f942728964b2337276086d" ], "layout": "IPY_MODEL_68478a4262ef48dd9331d1ce24a438c1" } }, "010b395ac6a24422816645745a701dd7": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_2c1c13acb8df4107a73c56c6a3510f3a", "IPY_MODEL_289166ec6ca048c382e407600c48fd4f" ], "layout": "IPY_MODEL_53e838c3661a4410bbb41df2e521c377" } }, "01a97bf3e84845b887dd0cc91c31cd01": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "01bd76631a774a47aba8c99c36b72ac6": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "01f443fd636f4709904e7c16ca5ec210": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "021f545cfd42442f864af897f159b270": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "0258fd9a47954fdc87b08a96e6f3f8a6": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "037e8bb12cf7490bbfd4fecc4db6157d": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "04329a5cc0ac4091991dcbe57428e193": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "04f80fffb9f9486c970a2dc4beaf77cd": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_9dcd1a8720a546538aa076898f1e79e7", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "05ceaebd055f4e8895b29948d572afee": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Show Original:", "disabled": false, "layout": "IPY_MODEL_dd71b773aaee4e63a453ef034cd20ff0", "style": "IPY_MODEL_29f10a532e784be2a8fd18a41f5b7c6c", "value": false } }, "064d81e48c834081a125c21cde57e23e": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "08539ac1da4d43778d41378e4d4f190c": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_b16b4456c9f9453a98743559b9124e40", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "0866a3bba1af4cf1b94259820683fe3c": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "09c9236873af4b2088419cbb61ea4525": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_909a0ffc81594159b922f826be659dfe", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "09d4f8f2abb7405cac531bd8bc1328f3": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "09e6b123d1954734aa457e53a7bc6272": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "09fa302867fd4f19b3167f4479f30c6d": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "0b1e7aece310422dbf3386462b42f10b": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "0b7cb067c5ac4738a72f57c99f9c25ca": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_82d3d4ea30fb45a7b57b87835091f960", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "0bba74af78344b5584db0acbf4d18048": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "0c43e7ddf9b24986952ca2877f2ab32e": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_7b359e8fd392499a8539d2c642e4b5e5", "IPY_MODEL_e63601104ba34be6a5d1d521fa4a4c74" ], "layout": "IPY_MODEL_8b3861a3e0954e38a6d22e09d92e8379" } }, "0d223bc012cf4c89b8759240f35905ce": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_b21d4a4f4df1494ebf7e19818666bb6c", "IPY_MODEL_134fe2029e5f4b6da6aefd0045fe35ff" ], "layout": "IPY_MODEL_484b73af5a4b402eafc0e9e01bccc272" } }, "0d4794cfc618428db58a57c879d4cda3": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_e62656d6ea1040fbbe02d8d35643d251", "style": "IPY_MODEL_824151e3ef6345f891cbd4e656735ede", "value": false } }, "0d8bd9c4992c4db89303e72b56d3a1c2": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "0f3782cee8d349eeaa8211acc2685dab": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_204bc7510171413e9cfdb7f53216c5a3", "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3YAAAEICAYAAAATGmYVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3XmczdUbwPHPsYx937KvWVNkrCWEkiSRsiWSJNKGlIoUJaFEiSyV7GVJdoWK1Aj5Ifs22Ynsy8z5/fHcYYwZc2fm3vu9y/N+veY1M/fe+X7PnZn73O855znPMdZalFJKKaWUUkoFrlRON0AppZRSSimlVMpox04ppZRSSimlApx27JRSSimllFIqwGnHTimllFJKKaUCnHbslFJKKaWUUirAacdOKaWUUkoppQKcduxSwBhjjTGlnG5HbMaYTcaYum4+NsH2G2PyGWNWGmNOG2OGGmNeN8Z8kcS2jDbGvJmUn/EkY0xtY8zWm9xfzPU7SJPM43cwxvyS/BYq5R0amxI9vsYmpRygsSnR42tsUimSrD+M8l/W2goeOtQzwDEgq42z2aExphiwG0hrrb3iuq0D8LS19u5YbXnWQ21JFmvtz0CZmO+NMXuQNi51rFF+whiTH/gcCAfyA8WttXscbZQKahqbrtHYlDBjTD1gBFAYiAJWAt2ttf842jAVtDQ2XaOxKWHGGAO8DnQBsgPzgWestf852rA4dMZOJaQosDlucFLuSe5olq+OB0QDC4EWHj6uUt6msSkFAiA2bQbut9ZmBwoA24HPPHwOpbxBY1MKBEBsag88AdyFxKYMwCcePkfKWWtD+gPYA7yGvJn8C0wA0se6vzOwAzgBzAUKxLrPAqWAqsBhIE2s+1oA611f9wemA18Bp4FNQHisx5YDlgMnXfc1jXXfROBTYAFwBvgVuAX4yNXev4HKcZ5PA9fX1YDVruMeBEYCYXHbH8/vZCJwGbjkOmcD13OY5Lp/n+tnz7g+agIXkNHVM8DJWMd51/V1XSASeAU44mpPx1jnzAV8D/wH/AG8C/ySwN/sS+AV19cFXW15zvV9KdffysSc03X710hn5ryrjb2BYq6ffdL1nI4BfW/yv5LL9T/wH/A78E7sNrqO1Q25ENntuq0ssMTVpq3AY+4+52QcLx3woeu5HAZGAxkS+f9P4zpPMadfi/pxw99mDxqb4v5OJqKxKb7zBl1sivVz7yEXy46/JvXjuteyxqbrfycT0dgU33mDJjYBM4Fesb6v5fobZnT6NXldO51ugNMfyAv6f0jaR04kAMS8qO51/dPe6frjfwKsjPMPVMr19WbggVj3zYr1Iurv+uM3BlIjb1S/ue5LiwTA14Ew1zlPA2Vc9090taEKkB74EZnOb+861rvAT3GeT0yAqgLUQC7eiwFbgBfja388v5eJMb+HWM8hJkAVc/1s7IDcgTgBhRsD1BVggOs5NwbOATlc9091fWQEygP74x4v1nGfAr53fd0G2AlMi3XfnFjnjIzvdxPneYxFRl7uAC4C5RI471TkjSYTcBvwDzcGlCXI/1EG1+P2Ax1df4M7XX/LCu4852Qc7yMkgOYEsiDB771E/v+1Y+enH2hs0tgUorEJKIJcWEcjF8sdnH496ofGprjtj+f3MhGNTUEbm4Bvgd6xvr/Ldb47nH5NXtdOpxvg9Ifrn/bZWN83Bna6vh4HfBDrvszIm0yxWP9AMQHqVeAb19c5XS++/K7v+wNLYx2nPHDe9XVt4BCQKtb9U4D+rq8nAmNj3fc8sCXW9xVxjfTEej4NEniuLwKzYn3v6wB1Ps7PHEECaGrX77VMrPtuNvJUEnnTT4WMrnTh2gjTl8DLsc7pToAqFOu234FW8Zwzpo1lY902iBsDyr2xvn8c+DnOcT4H+rnznJN4PAOcBUrGuq8mrhGrm/z/a8fOTz/Q2KSxKYRjU6z/11eBGk6/HvXjur/LHjQ2xffYiWhsin3OoIpNwNPANtfvIBvSIbRATadfk7E/tHiK2B/r671I7iyuz3/G3GGtPWOMOY5MY++Jc4xJwBZjTGbgMeQf6WCs+w/F+vockN6V/1sA2G+tjY7ThoKxvj8c6+vz8XyfOb4nZYwpDQxDCmRkRC7i18b3WB85bl2Lhl3OIW3Pg7Qt9t8h9tfXsdbuNMacASohAf4doJMxpgxQB1l4nxRx/zbx/T7ja+PeeB4X+/6iQHVjzMlYt6VB0hvcfc5JOV5GYK2s7wUkaKWO55gqcGhs8g2NTX4Ym6y1J4wxXwIbjDEF4/yNlLM0NvmGxib/iU3jkVnq5a5jDAUeQtJl/YYWTxGFY31dBDjg+voA8k8BgDEmE5Lfe0N1LisVu1YDjyCLK79289wHgMLGmNh/iyLxnSMZPkNyyW+11mZF0hbMzX/ELdbN29x1FEk3KBTrtsIJPDbGCuBRJPf9H9f37YEcwPoEfsYTbYz7v3Kzc+wHVlhrs8f6yGyt7Yr7z9nd4x1D3qwqxLovm7U23jcvFTA0NiWNxiYRTLEpDZAXyOrm45VvaGxKGo1NImBjk7U22lrbz1pbzFpbCFnb+Q+e+b/zGO3YiW7GmELGmJzIi3ia6/bJQEdjTCVjTDpkCnmNTbgs/FfI4tKKSK64O9YgU8G9jTFpXXupPITkEKdUFmSB6RljTFmgqweOCfLiigZKxLrtMFDIGBOW1INZa6OA74D+xpiMrra2T+THVgDdkVLYICMozyNT8lEJ/MzhOG1OSRvLI4uHb2YeUNoY84Trb5vWGFPVGFMumc/5ZseLRnLehxtj8gIYYwoaY+5P6GDGmPTIGgiAdK7vlX/R2JQ0GpsCPDYZY5obY8oYY1IZY/IgsyfrrLUn3P2dKJ/Q2JQ0GpsCPzblNMaUNKI8EpsGxJk5dpx27MRkYDGwy/XxLoC1dhnwJrJg8iCSo9zqJseZhYxUzbLWnnXnxNbaS0BT4AFk9OBToL219u9kPZPr9UQWyZ5G/nmn3fzh7rHWngMGAr8aY04aY2ogi5M3AYeMMceScdjuSM7yIWTUbgqyIDchK5AAHBOgfkGm1Fcm+BOy+PoNV5t7JrONmV1tnIhUAkuQtfY0cB/yP3PA9XODudaZStJzduN4ryILyn8zxvwHLCXWfjTxiKl0BTJCef5mz0c5QmNTEmhsCorYVBDZiuU0sBG5GH7kZs9HOUJjUxJobAqK2JQb2bvuLFJxdby1dszNno8TjLUpmWUNfMbDmy8aY3YCXTx1vFBljBkM3GKtTWx0J2iE4nNWCdPY5J9C8XUais9ZJUxjk38KxddpKD7nxOiMnQcZY1ogub0/Ot2WQGOMKWuMud01xV0N6IT7aRkBKRSfs3KGxqbkC8XXaSg+Z+UMjU3JF4qv01B8zknlkaqYxpjxQBPgiLX2tnjurwvMQfYRAfjOWjvAE+f2F8aY5Ug53if8Ld82QGRBptQLIOV8hyL/M8EsFJ+zT2ls0tjkAaH4Og3F5+xzoR6fNDalWCi+TkPxOSeJR1IxjTH3IGt1vrpJcOpprW2S4pMppZSbNDYppfyVxiellKd5JBXTWrsS0IpVSim/orFJKeWvND4ppTzNlxuU1zTGbECq0vS01m6K70HGmGeAZwAyZcpUpWzZsj5solLK29auXXvMWpvH6XbEorFJKeWPsQnciE8am5QKfu7GJ49VxTTGFAPmJZBOkBWIttaeMcY0Bj621t6a2DHDw8NtRESER9qnlPIPxpi11tpwH56vGBqblFKJ8HVscp2zGB6MTxqblApO7sYnn1TFtNb+Z6094/p6PpDWGJPbF+dWSqmEaGxSSvkrjU9KqaTyScfOGHOLMca4vq7mOu9xX5xbKaUSorFJKeWvND4ppZLKU9sdTAHqArmNMZFAPyAtgLV2NPAo0NUYcwU4D7Syob4zulLK6zQ2KaX8lcYnpZSneaRjZ61tncj9I4GRnjiXUgm5fPkykZGRXLhwwemmKCB9+vQUKlSItGnTOtYGjU3KX2h88h/+EJtA45PyDxqb/EtK45Mvq2Iq5VWRkZFkyZKFYsWK4cpeUQ6x1nL8+HEiIyMpXry4081RynEan/yDxialrqexyX94Ij75ZI2dUr5w4cIFcuXKpYHJDxhjyJUrl44AKuWi8ck/aGxS6noam/yHJ+KTduxUUNHA5D/0b6HU9fQ14R/076DU9fQ14T9S+rfQjp1SSimllFJKBTjt2CnlQSNGjKBcuXLkyJGD999/H4DZs2ezefPmq4+ZOHEiBw4cuPr9008/fd39SinlDRqflFL+SGOT52jxFKU86NNPP2XBggXXLXqdPXs2TZo0oXz58oAEp9tuu40CBQoA8MUXXzjSVqVUaNH4pJTyRxqbPEdn7JTykGeffZZdu3bRtGlThg8fTvfu3Vm1ahVz586lV69eVKpUicGDBxMREUHbtm2pVKkS58+fp27dukRERACQOXNm+vbtyx133EGNGjU4fPgwADt37qRGjRpUrVqVt956i8yZMzv5VJVSAUbjk1LKH2ls8iydsVPB6cUXYf16zx6zUiX46KME7x49ejQLFy7kp59+Yt68eQDUqlWLpk2b0qRJEx599FEAFixYwIcffkh4ePgNxzh79iw1atRg4MCB9O7dm7Fjx/LGG2/wwgsv8MILL9C6dWtGjx7t2eellPItjU9KKX+ksSng6YydUn4kLCyMJk2aAFClShX27NkDwOrVq2nZsiUAbdq0cap5SqkQpvFJKeWPNDZdozN2KjjdZHTIn6VNm/ZqqdvUqVNz5coVh1uklPI4jU9KKX+ksSng6YydUl6WJUsWTp8+neD37qhRowbffvstAFOnTvVo+5RSoUvjk1LKH2lsSh7t2CnlZa1atWLIkCFUrlyZnTt30qFDB5599tmrC4Dd8dFHHzFs2DCqVavGwYMHyZYtm5dbrZQKBRqflFL+SGNT8hhrrdNtSFB4eLiNqXijVGK2bNlCuXLlnG6GV5w7d44MGTJgjGHq1KlMmTKFOXPmON2sRMX3NzHGrLXW3rj6OYBobFJJpfHJv2hsUkpobPI/KYlPusZOqQCwdu1aunfvjrWW7NmzM378eKebpJRSgMYnpZR/CsXYpB07pQJA7dq12bBhg9PNUEqpG2h8Ukr5o1CMTbrGTimllFJKKaUCnHbslFJKKaWUUirAacdOKaWUUkoppQKcduyUUkoppZRSKsBpx06FrMuXYcUKWLQITp5M+fFOnjzJp59+mqyfbdy4MScTacRbb73F0qVLk3X8m5k4cSLdu3e/6WOWL1/OqlWrPH5upVT8tm+H+fNh82bPHE/jk1LKE86cgSVL4Mcf4eLFlB9PY5NnacdOhaRvv4VixaBnTxg8GIoXh7fegujo5B/zZsEpKirqpj87f/58smfPftPHDBgwgAYNGiS7fSmhF05K+cbhw3D//XDPPTBihHxduzbs3Zuy42p8UkqlhLXw4YdQtCi8+y688QYUKQITJqTsuBqbPEs7dirkrFoF3bvDd9/BH3/IqNPmzTJzN2RI8o/bp08fdu7cSaVKlejVqxfLly+nXr16tGnThooVKwLQrFkzqlSpQoUKFRgzZszVny1WrBjHjh1jz549lCtXjs6dO1OhQgXuu+8+zp8/D0CHDh2YOXPm1cf369ePO++8k4oVK/L3338DcPToURo2bMidd95Jly5dKFq0KMeOHbuhrRMmTKB06dLUqVOHX3/99ert33//PdWrV6dy5co0aNCAw4cPs2fPHkaPHs3w4cOpVKkSP//8c7yPU0qlTHQ0PPggVKkiHbmFC2H3bmjaFBo2hEuXkn9sjU9KqZQYP146cRERku20ahUsWwb9+8MPPyT/uBqbPMxa67cfVapUsUq5a/PmzW49rlkza0ePvvH2LVuszZvX2osXk3f+3bt32woVKlz9/qeffrIZM2a0u3btunrb8ePHrbXWnjt3zlaoUMEeO3bMWmtt0aJF7dGjR+3u3btt6tSp7bp166y11rZs2dJ+/fXX1lprn3zySTtjxoyrjx8xYoS11tpRo0bZTp06WWut7datmx00aJC11toFCxZYwB49evS6dh44cMAWLlzYHjlyxF68eNHWqlXLduvWzVpr7YkTJ2x0dLS11tqxY8fal19+2Vprbb9+/eyQIUOuHiOhx8UV398EiLB+EF9S8qGxSSWVO/Fp8WJr77jDWtdL6zr33mvtlCnJP7/Gp+tpbFJKuBOboqOtLVXK2lWrbrxvxgxra9dO/vk1Nt0oJfFJNyhXIeePP+Cjj268vWxZyJRJRspvvdUz56pWrRrFixe/+v2IESOYNWsWAPv372f79u3kypXrup8pXrw4lSpVAqBKlSrs2bMn3mM3b9786mO+++47AH755Zerx2/UqBE5cuS44efWrFlD3bp1yZMnDwCPP/4427ZtAyAyMpLHH3+cgwcPcunSpevaHpu7j1NKue/336FRIzDmxvseeADWrIFWrTx3Po1PSil3/PsvHDkCNWrceN8DD0C7dp49n8am5NNUTBVycuSAf/658fbz5+HECciWzXPnypQp09Wvly9fztKlS1m9ejUbNmygcuXKXLhw4YafSZcu3dWvU6dOzZUrV+I9dszjYj9GBnUSZ+K7cgSef/55unfvzsaNG/n888/jbV9SHqeUcl9CsQkgMhJy5vTs+TQ+KaXckTEjREVJBy+uyEiJXZ6ksSn5tGOnQk67dlIwJW6hlM8+g5o1IW/e5B03S5YsnD59OsH7T506RY4cOciYMSN///03v/32W/JOdBN3330306dPB2Dx4sX8G08Url69OsuXL+f48eNcvnyZGTNmXNfGggULAvDll19evT3uc0vocUqp5GvZEubNk4qYsf3zD3zzDbRpk/xja3xSSiVX+vTQrBkMHXr97dbC++9D+/bJP7bGJs/Sjp0KOT16wKlTUoxg5kxYvBg6d4Zhw6QKXXLlypWLu+66i9tuu41evXrdcH+jRo24cuUKt99+O2+++SY14stpSKF+/fqxePFi7rzzThYsWED+/PnJkiXLdY/Jnz8//fv3p2bNmjRo0IA777zz6n39+/enZcuW1K5dm9y5c1+9/aGHHmLWrFlXFwAn9DilVPLlySMXTvfcAx98AMuXw8cfy4BTnz5QsmTyj63xSSmVEh98ANOmQdu2sGABzJkjhZ3++gteey35x9XY5FnG3enHmx7EmPFAE+CItfa2eO43wMdAY+Ac0MFa+2dixw0PD7cREREpbp8KDVu2bKFcuXJuPfbiRZg8GaZPhwsXoH596NJFLqwC2cWLF0mdOjVp0qRh9erVdO3alfXr1zvWnvj+JsaYtdbacF+cX2OT8hdJiU9r18Knn8rMXdGiEpvuvtvLDfQBf4pPTscm1/k8Hp80NqmkSkpsOnkSvvhCOnapU8Mjj8CTT0qqZiDzp9gEKYtPniqeMhEYCXyVwP0PALe6PqoDn7k+K+WIdOmgY0f5CCb79u3jscceIzo6mrCwMMaOHet0k5w2EY1NKsBUqQLjxjndCs/T+HSDiWh8UgEke3bZ/7dnT6db4lnBFJs80rGz1q40xhS7yUMeBr5ylev8zRiT3RiT31p70BPnV0qJW2+9lXXr1jndDL+hsUkp/6Hx6Xoan5TyD8EUm3y1xq4gsD/W95Gu25TyKE+kFivPCJC/hcYm5TMB8poIegH0d9D4pHwigF4TQS+lfwtfdeziqw8ab8uNMc8YYyKMMRFHjx71crNUMEmfPj3Hjx/XAOUHrLUcP36c9OnTO92UxGhsUj6h8ck/BFBsAjfjk8YmlRIam/yHJ+KTrzYojwQKx/q+EHAgvgdaa8cAY0AWAXu/aSpYFCpUiMjISPSNzT+kT5+eQoUKOd2MxGhsUj6h8cl/BEhsAjfjk8YmlRIam/xLSuOTrzp2c4HuxpipyMLfU5ojrjwtbdq0FC9e3OlmqMCisUn5hMYnlQwan5TXaWwKLh7p2BljpgB1gdzGmEigH5AWwFo7GpiPlOvdgZTsDbJahEopf6SxSSnlrzQ+KaU8zVNVMVsncr8FunniXEop5S6NTW46dQp++w22bYN9++C//8AYyJBBNlIrXhyqV4dbbnG6pUoFDY1PSgUxa+V91Md8lYqplFLKnxw+DJMnw5QpsiN2dLTcni6dbFZkLZw9Kx8xSpWChx6CVq2galVH3rSUUkopvzV5snwsXw4vvQTvvOPT0/uqKmZIOnsWZs2Sv+++fU63RimlgN27sZ2eJrpgIXj5Zf77z2LfeBOWLpXO3vnzcOiQfH36NBw/DqtWwYcfQpkyMHKkzN5VrAjjx8PFi04/I6VUEDlyBKZOhenT4cQJp1ujVBJs2QJt28LmzTJAOn++z5ugHTsvmTgRihSB0aNh9myoXBmeeQYuX3a6ZUqpkHT2LLzyCrZ0aS5NmMSkzF3p/eAmaqf7g3LT+rMxb33Im/f6WThjIGdOqFkTXnkF5s2TDt/YsZA6NXTqJLN4EyZAVJRzz00pFfCshTfekPGjadNg0iQoUQLef9/plinlpqVL5fOyZdC+Pfz1lwyW+pB27Lxg+XIJTj//DIsWyajTnj0ya/fmm063TikVcn76CW67DYYN49ssHfmiz07anRjBB/PKs3499O0LDzwAZ864cawcOeDpp2H9eli8GAoUgKeegjvvhDVrvP5UlFLB6dNPYcEC2LpVsp3mzoX//Q+++gq++cbp1inlhqVLZTSieHGoVg2uXJH3Sh/Sjp0XDB8O/ftD+fLXbsuSRQa5x469fsmKUkp5jbUy3N2gAYSFsebDlbxXfAzPDSxIKlf0NwaeeALCw2W5nduMgYYNpejKtGmSslmzJrz4os9HKJVSgc1a+PzD03zVdTV5542XtKclSyhk/mH4cBg61OkWKpWIK1dkZqd+ffm+WjX5/PvvPm2GFk/xgg0bpHMXV+HCkC+fzN5VqOD+8Q4fvpZrXrUq3H+/ZEEppVSCLlyAdu3g22/h8cfhiy9YPioz994bf82T+vUldiVFVBTMn2/4c8tj5H+xEU9sfo0MH38saShTpyYt0CmlQtM//3B5wPv8sWcM6TpfuuHu+ypV5ucNLbCHO2Py5XX7sDt2wHffwaVLMrZVvbrWe1JeFBEhFaUbNJDvCxSAggV93rHTGTsvyJcPdu688fZz56QmQe7c7h9r3DgoW1aK1l25Av36QZUqcOCA59qrlAoyp09LbuW338KQITIVlzlzgrEJ5CIor/vXTOzbB7ffDoMGSWz6eUNWCswaxY+9F0r1g6pV4euvPfN8lFLB6ZtvoGRJ0o4fzdS07Tk+Ya4Eo507YcUKeP99zpsMvGvfwBQtIsUK9u696SGthV69oFYt2L9fwmG7dlLQV5MJlNfErK+7995rt1Wr5vOOHdZav/2oUqWKDUSffmptnTrWXrx4/e3vvmvtgw+6f5yICGtvucXa7duv3RYdbW2/ftbee68nWqqU7wER1g/iS0o+/Do2nTxpbdWq1qZObe2kSdfddeqUtTlzWvvHH9f/yM6dcvvu3e6fpmZNawcPvv62TZuszZvX2r+XH7S2bl1rwdqePa29ciV5z0UpH9LY5GPDhkmMqFPH2l27bNeu1j7zjFznxIiKsrZVK2uHdt5ibZcu1qZLZ21YmLUvvGDt0aPxHvarr6y94w5rT5y4dtvly9Y+9pj8mFJeUbeutZUqXX/b++/L//jx4yk+vLvxSWfsvKBzZ8iVSzrqn30mg+UtWsjs26efun+c0aNluUqpUtduM0YKHfz9t1RVVUqpq86dk2Hp9eul+kDbttfdnTWr7FDwwAPQsyfMnCnrgWvWlJm3YsXcO82ff0r2Qc+e199evjw8+yyM+vYWKazy3HOyTcIjj0jblFIK4KOP4OWX4dFHYeFCKF6cgQMlm61hQymYMn481Kkjs25dhpeVi6IdO6Ta4CefyMXR0KGSaxnLqFESz3LkuHZbmjTy0K++0lk75QVnz8q2QDFpmDFi1tn98YfPmqIdOy9IkwZmzICBA2H1asnxvvdeudYqUsT94+zYIdlMcaVNC5Uqyf1KKQXIXiqPPQa//CIpkA89FO/DHn5YilemTSuDTidPSgZJly7un2rHDkkJTxXPO0jVqq7YlDatXGGNHCnbJDRoIAVWlFKh7fffJVeyWTNZi5s+PSAdsV9/lX7bDz/AkiXQrRv8+CNkyuT62UKFpArdxo2Sa9mzp4wozZolOZgkfO1UqJAc58gRHz1PFTp++00GGGKnYYK8URrj03RMLZ7iJalSwYMPykdyFSsmncG4/ydRURLTihdPUROVUsHk5Zflauizz6RYyk2UKAHvvZf8UxUvLoVWoqNv7NytXx9n5q9bN8ifH9q0keH3ZctkIbJSKvScOgWtWklhifHjb6gElz69dOzat0/kOOXLy+bPCxfKHpvNm8M998DgwRQrVoP162XmL7ZDh2S9XZ48nn1KSrFxo3yuUuX627NmhXLlfLoVkM7Y+bEuXWDYMClSENvQoVC0qGxLpZRSjBsnM2OvvCK5kF4WHi5buMRNLd+5Uybpbpj9a95cNqjaswfq1tXqT0qFqpdflouaKVOuz5VMrkaNZJRp1ChZo1KzJjOjmjHppbWcPn3tYVFR8OqrMr6UMWPKT6vUdTZvljVY8Y0a3HYbbNvms6bojJ0fq1EDeveGypWhdWtJI1i4EA4elOUrTvnpJ4mhO3ZIB7NLF2jc2Ln2KBXS1qyRtWwNG8qedT5gjGzBct99MHu2nHrPHtnObvBguOOOeH6oXj0JYA88IJ27FStkJs+DDh2S/u3ChZIS36yZ9HOzZ/foaZRSybFxI0yYIANQtWp57rhp0kgMbN8ehg+n6NChfHlqDsvz3M+upi/yT4X7mD4zFblzw/ffe+60SWGtxMzx42ULq9tvhx49ZJBMBYHNm2UWOb79NPLl82n+r87Y+bkePaRQQcGCsjylWzf43/+kQ+WEjz6CDh3kgm7CBKmJ8MILUoBBKeVjsdOapk6VCxwfKVlS3ss6dYJjxyQ986+/pHhUgu6+W0alDhyQ3qAH19zt3i3rak6cgBEjpI8bswzn2DGPnUYplVyvvQbZsslnb8icGd58E7N3LwwaxF2Z1vHUjAfo+nEZZlcdyI/jdpPKXQVOAAAgAElEQVQ5s3dOfTPWSlwcPFji5fjxUiehSRMZDFMBztprHbv45M0r79UXL/qkOca6Fpv6o/DwcBsREeF0M5TLgQOy3/Bff8lm6zGOHpWZ5pUroUwZ59qnAoMxZq21NqDHKf0mNrVtK1cGP/8spS0DxY8/yjR/xYrydZYsKT5ky5aS3fD669ff/txzkC4dDB+e4lOoIKexyYtWrpQ1tu+/LzmRvnDxouzlOXq0xEiQNVBNmsD998t0Wdq0Xm/Gjz9C164ySH+1CAySQXrvvVL1U9NDA9ihQ5J9MmIEPP/8jfePGSOpbfv3S+pdMrkbn3TGTrlt5kyZoYvdqQNJKX7iCZkwUEr5yKRJMHky9OsXWJ06kKuZmTNh3TrZCyZOufKkOndO6ih0737jfa+8Ist5lFIOev11ST3q0cN350yXThbVrVwpueLvvy+3vfOOTOVnzy7Vevv2hTlz4J9/rlbW9KQpUyQlPHanDiRlvUoVSR1XAWzTJvl8sxk78Fk6pnbslNtOn772/xlX3rzw33++bY9SIevQIRkZvOuuG6eoAkWTJvDFF1LTvFMnKbGZTBcuSBZqfBN/GpuUclhEhOxj0Ls3ZMjgTBuKFpWZwl9/lUVuM2dK3Pn3X/jgA1mQW6iQzLw0aQIDBsg+MGfPpvjUiV07xS7yogLQ5s3yWTt2XqLv4F5z112y8DjugJa1MHeuLJ9RSvlAjx4yTTVu3A3lwgNKhw4yej5pErz1VrIPkyOHTAasXHnjfXPnSuxSSjlk1ChZ/9ahg9MtEblzS6bAiBGwdq1cN/76q3zfqJEs2O3fX9YBZ88OtWvLArmtW5N1ulq1JA7FdeGCjGsFWsKFimPzZvk/ueWW+O/Xjl0KWCvV1mrXlh3CL192ukVBpU4duYDq0QPOnJHbzp+HN96QuJjAfshKKU+aM0fi21tvBcei1r594amnYOBA6eAlgzFymE6dpLhUjF9/lX2QvVWrQSmViGPHJBexfXvZ08sfZcggva/nn4eJEyW17uRJyZHs1UsG0fr0gbJloXp1WTN1/rzbh3/ySVi9WvqNMZelJ07I7XXrQunSXnlWylduVhETtGOXIlFRstjrwAF47LFru/BqSTSPMEZGnQ4dgiJFZJSpcGFZALx4sU8L8ikVms6elYVkFStKWlMwMEY2Va9TR3pmq1Yl6zBt28o1WIMGUnGufHm57ZNPZEmfUsoB48ZJEZNu3ZxuSdJkzSoFVgYNklm9/ftlE+Fz56QQRrFiMovnRqpmtmywbJlkf8ZcO5UoIaeYONHrz0R5280qYoKsEUiXzmcdu+CsihkVJSvpR4yQHOl06eQd/vnn5R1fpdiBA5KtULiwBCql3KWV51LgrbckdfGXX4Ivv/D4cdm88/RpuZAqWDBZh7l0CdavlwzVSpUCO1NV+ZbGJg+LipJ9UUqUkNKQwcBaqbA5cKCMaBcpIvtANWuW8IxNLDt3yhK/0qUlI1QFuKNHZUZu+HB48cWEH1ekiIwwpqAnH9pVMVOnlrzAJUtkSr1jRynZWLmyjAp/+y1cueJ0KwNagQJyXamdOqV8ZM8eGDIEWrcOvk4dQK5cstv52bOy/iWZe/6EhUG1alJtTjt1SjloxQrYu1dKQgYLY+Cee2DRIlnUmz07NG8uMevEiUR/vGRJyfrUTl2QSKxwSoy8eTUV02PKl5c0n8hIuSjauxcefVReXR984NYLUSmlHNe7t1xUDB7sdEu8p0IF+PJLWLMm/r0LlFKBY8oUKZoSrAvwa9eW7IIPPoB582TyYPVqp1ulfEk7dg7KkQN69pR58FmzpGP36qtS3vaZZ2DjRqdbqJRS8Vu9Wgqm9Olz40aSwaZ5c9nC4YsvdAGKUoEqZnPwZs2c2+LAF9KkkcW9v/4qX9etK7FahYZt22R3+cSWDmjHzotSp5ZA8+OP8Ndf0K4dfP013H675L/Oni154Uop5Q+slbKOefPKbtuhYMAAicddu0p1JqVUYFm0SPaIa93a6Zb4RtWq8Pvv8vmxx2TNlQp+u3bJGtLE1lfGdOx8UNck9Dp2sVWsKGVrIyMlvWnHDnjkEShVSqof/fuv0y1USoW6JUtkrcobb0CmTE63xjdSp4bJkyXT4tFHdQdfpQLNlCmybrZhQ6db4ju5cknBvkcfhZdflutIFdx27pQMwMTkyyez2D54Lwvtjl2MXLlk/cquXZI6UKSIpG0WKiQjxjE5tEop5UvWSlpi0aKSMh5K8uWDadMkLnft6pORTqWUB5w9K3sjtWwJadM63RrfSp9eOrUtW8p15KhRTrdIeYu112bsEuPDvey0YxdbmjSyvmPFCqmX3aoVTJggC/obNoTvvw/YNM2oKPj8cwgPh/z5oX59eTpKKT82Z44szn/7bdm2JUitWycZWwULyp7r/fvDqVNIcYL+/eGbb6SoilLK/82fL/u9tWrldEtS7MwZePddKFdOqoE/+qjUdrqpNGkkZjVtKkWgpk/3SVuVjx06JBvVuzNjF9OxO3zYu23CQx07Y0wjY8xWY8wOY0yfeO7vYIw5aoxZ7/p42hPn9aZL5e7g0mfjJE1z0CDYskVepKVLS+70yZNON9Ft1sKTT8pSwvffh4gI2V/zpZc0U0AFv4CNT9bKFUXJkrIPp0t0tFwzBcsE1o8/yj7ANWrI3uRTpkh2S926rqyV11+HevVkg+OtW51urlIeE7Cx6SYuXIDo2XMlEyrAt2U5dw4aNJByDF99JR26+vXlUnDevER+OG1ayTioVUsuwP74wydtVj60c6d8DrYZO2NMamAU8ABQHmhtjImv7uc0a20l18cXKT2vt6xdC40by0bxmTPDfW1y81u912Q37unTZbrr5ZclTbNbN/j7b6ebnKiVKyWmLFkiQapgQVnbu3y5XDcePep0C5XyjoCOT4sXS0B67TVIk4bz56UoZr58cs1UtKjs4BKgSQSAdE6ff14SI154QZ7TnXfKRVTp0vDpp8h6u0mTpLJemzayA7lSAS6gY1M8fvgBqleHnFmv8O/k+azM8iC79qVxulkpMn687Dc3bZrURClcWLLCp02DHj3ciL3p00sV9ltugYcfhn/+8Um7lY/s2iWfkzJjFwgdO6AasMNau8taewmYCjzsgeP63Lp10KiRFM08eVJGi1u3li1YflubVnKmf/lFprxatJBy3OXKyQ/Nny9D6X5o5kx46qkbKw4XKiQj5XPnOtMupXwgcOPTu+/KlcQTTxAdLdcFO3fCb79J9secOZJO3a2b0w1Nvi1bZFS8cePrbzcGnnsuVtXwAgUk3v75J7z5ps/bqZQXBG5simPGDMkC6tsXTi9aRS5OcLTGQ9xzT2D3ZWbOlDgUt+BhnTpyPfXnn24cJG9eCdQxF5RXrnilrcoBO3fKP0exYok/Nk8e+RwgHbuCwP5Y30e6bourhTHmL2PMTGNMghsxGWOeMcZEGGMijvp4Kql/f1nK8swz8qJNlw46dpS9J/v1i/XAKlVkvcf+/fDOOzJP/+CDULYsjBgB//3n03Yn5sIFmYGMT9ascr9SQcpj8cmnsWnlShlE6t0bwsJYskTeD6ZOvTY4WLmyjCd99x1s3+7d5njLhQuSGRFfpegbYlOzZhKchwyBn37yWRuV8pLAjE1xREdLJsGUKZKimHr+9xAWRosx99OyZWBX/U/o2skYud3ta6fbboPRo+Hnn+VCUwWHXbtk8DUsLPHHhoVB9uwB07GLb/OGuKs/vgeKWWtvB5YCCa6Ct9aOsdaGW2vD88T0cH3AWliwANq3v/G+1q3lOuKGDKC8eaUE+Z4910r7vvCC5Dr26CEbF/qBe++VEbW4a3IuXJDZuvr1nWmXCjybNkkmcsuW1/71/ZzH4pNPY9OHH8oIX6dOgKQ5tW0rWYmxZc4sO7QsWODd5njLbbdJKviWLTfeN316PLFp2DDZjqZDB1d1FaXE6dPw2WdSr6NjR3lN+GkSTYzAjE1xbNsmv+e773bdMHeuLJDNkoUnn5TYFahirp3i2r1bBtPuvDMJB2vbVlKnBg2SLRFU4HNzqwNrpU9/yOZl1ewjfPghHD/uvWZ5omMXCcQeRSoEHIj9AGvtcWvtRde3Y4EqHjivxxkT/xuBtYnsPRgWJu8mq1fL6tpmzWR0pkwZmclbtMjRd5gWLeDECdnbOKbmy/79ss6ufn2ZaFQqMWPGyBtdpkxSGezsWamy6udv3IEXn7Ztk9Sd5567mj+dUGwCuT2xvVH9VViYpG+1aCGp8CADaGPHyvqWF1+M8wOZMskCvMhIGURTCnk/q1xZlqU2aSJJNb17y9uyH69BDbzYFA9jYg0ab90q8atpUyCwYxNIQcuZM+GTT67Nzv3vf1I8vVevZGwrOmKEXBd27KgDU8HAja0OrJX3sQ4d4ErOvJTMeoS//pJttDdu9FK7rLUp+gDSALuA4kAYsAGoEOcx+WN9/QjwmzvHrlKlivWl5s2t/eijG2///HNrGzdO4sEOHrS2Xz9r8+WzFqwtU8bakSOt/e8/TzQ1yY4etbZNG2uzZrW2RAlrc+SwtmdPay9edKQ5KsDs3m1trlzW7thx/e2//WZtzpzWnj7t/rGACJvCuOPuh7fik1dj03PPWRsWZu2hQ1dvWrrU2goVrL106fqHnjwpf5ddu7zXHG+LjrZ29GhrCxWytkgRiU316lm7YcNNfuiNNySufvedz9qp/NeDD1r7zjvX33bhgrV33y3v3+7S2JR0UVHWli5t7bJl1toPP5TX5Z491lpru3Wz9tVXfdocj9uyxdqGDa3Nnt3aokWtLVBArhOjo5N5wDVrrE2VytqnnvJkM5WvnT4t/+uDBt30YT/8YG3ZsvJebZs3t7Z8eWuttRMmWFupUtL+j9yNT54KUI2BbcBOoK/rtgFAU9fX7wGbXIHrJ6CsO8f1dYD66y9r8+Sxdvhwa0+dkj7YyJHW5s5tbUREMg968aK1X39tbdWq8uvOmtXaF1+88QrZR/7919rt2609e9aR06sA9fbb1r7wQvz3NW1q7Zdfun8sX148WS/FJ6/FpuPHrc2Y8YY3/ehoa5s0sfahh6zduFEupn791drq1RP+uwSay5clLB486MaDL160tnJlCdhHjni9bcp/HTokgwHxvactWGBtjRruH0tjU/LMnm3tLbdYe/C2BjaqXHl76JC1ffvKQI1br+cAcPiwxKe4g2vJ8tprcj04f74HDqYc8ddf8jecOvWmD2vRwtovvnB98+yz0qGw8h5esqS1f/7p/indjU8e2cfOWjvfWlvaWlvSWjvQddtb1tq5rq9fs9ZWsNbeYa2tZ631yz0CKlaEZcukZkGePLJkbskSSe+oktwEiLAwaNcOfv9dytk9+CCMHAm33irlNpcu9emGVNmzyxKVjBl9dkoVBA4dkv+b+JQq5ZM9N5MtoOLTmDFSJjJODqIxkhJUpYoU4U2TRrJ52rWTZWfBIE0aWa5wyy1uPDgsTApYnTwp+VIqZB09Kv8z8b2naWzyjYcfhslfnCPnpp/5eMv9lCwJBw/KtZRbr+cAkDevxKe0aT1wsH79oEIFKSV65owHDqh8LmYPu0TW2B0+HOvaKW9eWVx35QqpUkkWpzfik0c6dsGkYkW5gLpwAS5ehNmzJXffI6pXh8mTYe9eqTyxZg00bCgv8NGjZdGSUn7ojjtk38O4rJXCQnfc4fMmBZ+oKKn+cO+9EojiSJdOrgciI6Vi9tat0qdJFapRvGJF+YVMnx5/hQMVEooVk4Gnq2X1N2xw7WwvMev2251qWWipl2oFYfYiL8y/n9OnYdw4KRio4pEuHXz+uSwOHTDA6dao5HBzc/Lbb4917dSihZS2tpazZ2Wb2goVPN+0UL0kSJQxXlz0W6CAvJj37ZNR5wwZZNfLQoWgZ08puaSUH2nTRmoDTZlybYI5OlqKN16+LBvfqxSaP19iwnPPJfrQkO3MxfXqq1LBp1s3mbpRISdzZik2+MwzcPaMlc1Zu3bl77+lsvwNBXiUdyxaBOnTk6ruPQFdMMVn7rpLqh4PHy4VWVRg2bVLUuBy5rzpw7p3h1GjJGGP22+Hxx7jkk3L88/Dffd5Z/BDLw+clD697K8QEQG//ipvSB9/LFO7zZrBjz/6NE1TqYRkySL9jrfeknTA9u2hXDmZLPnhB+1oeMRnn0H+/Fcryik3pEkj5TNPntQqmSFs0CDIlw8aFPobDh/mo/V1qVVLxk/r1nW6dSFi8WK4556rlXyVGwYPhmzZZGBfr/UCy65dULx4og8rV05mr5s2hXr1ZPlE0aKSkTlmjHeappdj/sAYqFVLpmj37IHXX5eOXv360sOPWXejlIPuuEPS/4YMkX/NiRNl6WiRIk63LAjs3g0LF0Lnzh5axBFCKlaU1PYpU2DOHKdboxwQFib9+3mvyMb1ZZ+ty759MpOnfGD/ftmM8r77nG5JYMmVSzp3v/wio6QqcOzZ41bHDqScxv798NJLsvpq2TJ5q8qSxTtN046dvylYEN59V/4Lxo+XEekuXSRNs3dvWZ+nlENSpZJO3ZNPQs2agb1HkV/5/HP55Xbu7HRLAlOfPjII1rXrtc06VcjJtXE5FCpEo24lyZzZ6daEkEWL5PP99zvbjkDUoYMUcujdG86fd7o1yh3WSseuWDG3fyRdOpm1e/JJKF/eay0DtGPnv9Knl7J3f/4JK1fK1fSwYbJQs3lzWY2pU/dKBb7Ll2HCBBnWK1TI6dYEppgpm8OH5QJJhR5r5X2xXj0dcfK1RYukdoA3KkEEu9SpZZ3dvn0wdKjTrVHuOHJEKiwmoWPnS0HVsTt4ULIZZ88OogqyxkDt2lL1bdcuuWhZsULevCpVkuRdHeVRyq9duSJLUCZPhr/jFiz/4Qd5o+jUyZG2BY0qVeCVV2Ds2PhLuKrgtmmTFNDRRXVJtnWrxKZFi2ScKUmioiS3rGFD7VAnV506UjHxvffgwAGnW6MSs2ePfHYzFdPXgqJjFxUl6+bLl5f+z2efyeLEL75wumUeVqSIvPAjI689uaefllH+116T9E2llF/56SeJ//36wdy5Mibz8MPw33+uB0yYIJs9NWrkaDuDQv/+Unyqc2cd8Ao1MZ35evUcbUYgOX0aHnlE+hVz58Lbb0usWrYsCQdZtw7+/Vc6dir5Bg+GS5d0+4NAENOx0xk77xk4ULau2b0bvv1WRp1WrYJ33pFR8qCTIYOM7q9fL29mdevCBx9IRG7ZEn7+WdM0lfIDe/bAY49J3231asko2LtXKvh16IBswPXDD1JmNE0ah1sbBDJmlGJTO3bIWmUVOn76SUZ0/XQU3R899ZRUa9+7V2LTqlXw9dfQqpUkCLllyRL5rHvepEzJkvDsszJov22b061RNxPTsSta1NFmJCTgO3YXL8LIkZJ9kz37tdvLlJEOX1CnLBsjQ23ffitR+JVXZKjtnnskLWnCBMkDVko5YvRoWSwd+5onLAxGjJBCaMc+niQpBx07OtfIYHPvvdJr/uAD2LjR6dYoX4iOliUKmobptt27ZVx45Egp7MClS3DuHPXqSTj69FM3D7RkiRQuypfPi60NEW+8IfUV+vZ1uiXqZvbskYqm3iprmUIB37H75x8ZpL311hvvq19fZvJCQtGiMpUfGSkV9i5dkuG4woUlWPzzj9MtVCrkrFsncSiu9OmhVk1L2KQJUl60bFnfNy6YffihjPR17iwdZxXcNm6UjaE0DdNtf/0FNWq4tp07cUK+GDsWSMK107lzsjWTpmF6Rr580LMnzJwJf/zhdGtUQpJYEdPXAr5jlzOnpHefPn3jfbt2QZ48vm+TozJmhGeekTe6Zctkf7xBg+SfsFUrybXQNE2lfCJv3vhTmqyFdJv/JGvkZldOpvKoXLmk0tyaNTJtqoKbpgMmWUxsshbIkQOyZr2aAuj2tdPPP8sgsnbsPOeVVyR+vfmm0y1RCdGOnXdlzy4xZciQ62+/ckWWWITsNZMxkpI0Z46sN+nRQzZAvusuqFoVvvpK8liVUl7TsSN89JEMPsU2axY0OvYNNixM1sUqz2vbVi70X39dK80Fu6VLoVw52QdWuaV6dZnMnjkTuV4oXRq2bePUKYlZbl07LVkiueW1a3u5tSEkSxbZl3PRIuk4K/+SjD3sfC3gO3YAH38MU6bI9m5Tp8oOALVqSax6/nmnW+cHSpSQxYaRkZI4f/asLPwpUkRK9R086HQLlQpK9epBs2YQHi7bUH73nayP7/ZsFG3TTMU0biyj5crzjJESyRcvwosvOt0a5S0XLsherzprlCSpUsGkSdC9O3TpAvvSl+a/tduoUgUefNDNX+eSJXD33ZIppDznueekUvKbb2qGlb/x8z3sIEg6dgULylqWBg1g+nTJQOzTR8r3hoU53To/kjkzdO0KmzdLudCqVaV0aJEiMrq9Zo3TLVQqqBgjNTwmTJBttr76SuLVplHLCTt2ENq0cbqJwa1UKVljPGMGzJ/vdGuUN6xeLVtbaBpmkoWHy1q7woXhlyOlyfrvPiZ8ep6hQ93Yku7AAfnh++/3SVtDSsaMkmmwYkUS955QXufnWx0ABE197cyZZZDjueecbkkAMEaG4xo2lDTNkSPlynPyZKhWTdI2W7bUXrFSHmCMFKq9555YNz71jaTcNGniWLtCRq9e8M03MjXxv//p7EKwWbIEUqfWipjJlC+fjH1wa2loBbXz7wBTMfEfXLhQPuv+m97xzDMyKti/v1Sz0c3f/UMAdOyCYsZOpUCpUpJQHxkpHbyTJ6FdO6myOWAAHD7sdAuVCi4XLsgWJS1auErSKa9Kl05SMnfvlj1wVHBZulTKO/pp6fGAUbq0fHZ3D7WFC6FAAajoRidQJV26dPDaa1J1VGft/Ief72EH2rFTMbJkgW7dYMsWCdiVK8v6uyJFZPPkiAinW6hUcFiwAP77D1q3droloaNuXYljQ4ZIKroKDv/+K+9Nur4u5WL2jHKnY3flisyUNmqkM0ne1KmT5O6//bautfMXfr6HHWjHTsWVKpXkzM+fD1u3yqrqWbNkPV6tWlKd5vJlp1upVOCaMQNy55aqtcp3PvzwWs6+XiQFh2XL5G+p6+tSLnNmyJ/fvY7dmjWS3aNpmN4VM2v3yy/w009Ot0aB31fEBO3YqZspXRpGjJDNzT/6CI4elVmGYsVkL4kjR5xuoVKB5fx5+P57eOQRSBM0S5wDQ548MHiwFCSYNMnp1ihPWLgQsmWT2v0q5VxbHiRq4UJZ16gzpd4Xe9ZOOW/PHr9OwwTt2Cl3ZM0KL7wgM3jz5sFtt0kZ3iJFZKOuP/90uoVKBYZFi+DMGXj0UadbEpo6dZJOQM+eN24uqAKLtdLBaNhQB0k8pXRp2L498cctWCDrGrNn936bQl369NC7t2zpsXKl060JbTF72BUv7nRLbko7dsp9qVLJBjeLFsk6laeekrSyKlVkL5vp0zVNU6mbmTEDcuaUDe6U76VKJYVUjh2Dvn2dbo1Kif/9T7JJHnjA6ZYEj9KlJTPnZoMeBw7A2rX6e/elzp2lfOk77zjdktAWAHvYgXbsVHKVKyebnUdGwvDhssn544/LZujvvScXTkqpay5cuJaGmTat060JXZUrw/PPw+jRWhQqkC1YIJ91HzXPiamMebNZuxkz5HOLFt5vjxIZMkiWwdKl8NtvTrcmdAXAVgegHTuVUtmzw4svSl7+3LlQpoxsrFmokKQ9bdjgdAuV8g+LF8Pp05qG6Q/efltGwLt2hagop1ujkmPBArj9dll/pDzDnS0Ppk2T33vZsr5pkxLPPivVGHXWzjkBsNUBaMdOeUrq1PDQQzKitGmTrL2bOhUqVYI6dWTfritXnG6lUs45flwGPurXd7olKls2GDZMZuzGjnW6NSqpTp+WSoFaldGzSpSQdOWEOnb79sHq1ZKdo3wrc2Z4+WWpWL5undOtCU1798pn7dipkFO+vKxjiYyUEuP79sksRYkSUpXuxAmnW6iU73XsKPtEahqmf2jVStY6vvaaVvgNNMuWyUChrvPyrLAwKFky4Y7D9OnyWTt2zujWTQalBg50uiWhac8eWSOfNavTLbkp7dgp78mRA155BXbskL3wSpWCPn0kTbNzZ9i40ekWKuVbupmv/zAGRo2Cs2fh1Vedbo1Kih9+kA2Ca9VyuiXB58EHJW08vgIq06ZBeLh0/pTvZcsGPXpIBtSmTU63JvQEwB524KGOnTGmkTFmqzFmhzGmTzz3pzPGTHPdv8YYU8wT51UBInVqaNYMfvwR/voL2rWTfaRuv102aZ49W9e5KK/R+KQSVK6cpDdNnAi//up0a5Q7oqNl253775cZpgDml7GpbVu4dAm+++7627dtk9Rlna1z1gsvQKZMUqRO+VaodOyMMamBUcADQHmgtTGmfJyHdQL+tdaWAoYDg1N6XhWgKlaEMWMkTXPwYNi5U6oEliolaZu6t5TyII1PKlFvvgmFC8Nzz+k64ECwdi0cOiRrugOY38amKlXg1lth8uTrb+/XT6oztm3r9Saom8iVS2LVlCnu7TmoPCNmD7tQ6NgB1YAd1tpd1tpLwFTg4TiPeRj40vX1TKC+MZqTFNJy5ZJNN3fulLSCIkWgVy9J0+zaVfbJUyrlND6pm8uUCT7+WLIJRo50ujUqMd9/LwU+Gjd2uiUp5Z+xyRjpvP30k+wTCLBmjRRD69kT8uf36umVG155RWar33/f6ZaEjqNH4fz5kOnYFQT2x/o+0nVbvI+x1l4BTgG54juYMeYZY0yEMSbi6NGjHmie8mtp0kDz5rBihSzYbtUKJkyAChWgYUN5E9c0TZV8HotPGpuCWLNmUojjrbdkA2blv77/HmrWhNy5nW5JSvlvbGrTRmYopk2Tz6+8ItuD9OqV8mOrlMuXT+oUfPXVtUqNyrsCZA878EzHLr7RI5uMx8iN1o6x1oZba8Pz5MmT4sapAFKpEvZ2wEEAACAASURBVIwbJ2maAwdKBcGmTWVvneHD4eRJp1uoAo/H4pPGpiBmDIwYIWuLevZ0ujUqIfv3w/r1AZ+G6eK/senWW6FqVakYW6iQrD8dMEAK1ij/0KuXxK0PPnC6JaEhQPawA8907CKBwrG+LwTEHfK8+hhjTBogG6A171X8cueWTc5375byyvnzS4GDQoWk3O/ffzvdQhU4ND4p95QqJdUxp0yRQk/K/8ybJ5+Do2Pn37Fp5EjZFLthQ6nE+NRTPjmtclPhwtChgwyGa5aB94VYx+4P4FZjTHFjTBjQCpgb5zFzgSddXz8K/GitjXfGTqmr0qaFli1lI9qICGjRAr74QirZ3X+/bNQZHe10K5V/0/ik3NenDxQvLgNIly453RoV19y5sh9quXJOt8QT/Ds2Vasma08nTpTPadL45LQqCfr0kYJPQ4Y43ZLgt3evbOGVLZvTLUlUijt2rrzv7sAiYAsw3Vq7yRgzwBjT1PWwcUAuY8wO4GXghrK+St1UlSrw5ZeSijNggOyB9+CDUKaMpFD995/TLVR+SOOTSpIMGeCTTyQrYPhwp1ujYjt1SjYmf+SRoNgPUmOTSrESJeCJJ2D0aKkUq7wnQCpiAhh/HpgODw+3ERERTjdD+aNLl6Sa5iefwOrVkDkzdOwI3bvLmjzlt4wxa6214U63IyU0NgW5Zs1gyRJZ51ukiNOtUSDl99u2hVWrpHiKF2hsUgFn+3YoWxZeekm2jFLeUaGCTCTE3d/Rh9yNTx7ZoFyp5LhyBWbNku1xRo2C48eT8MNhYdC6tbzJ//67XIiNHi0vvAcfhEWLNE1TKZU8H39MdLRla+MXeecdqfbux2OgoeHbb2W9dfXqTrdEKUedPSsZsv36wVerb+XK423hs8/gyBGnmxacAmgPO9COnXLIrl0yADJsmHy/erXULpg2LRkHq1oVvv4a9u2D/v1lA9tGjaB8eekxnjnjyaYrpYKYtfDCsKK8l+ZNymyaRcG/FtC6tWQAXrjgdOtC1LlzsGCB/BFS6WWLCl2//CIZmLNmSUby9OlQd0lf7IULOmPnLUePSgwKgMIpoB075QBrpSbKc8/Bzz/D22/DpEmwcqVkUm7blswD33KLDGHt2ycdvaxZ5YAFC0qaws6dHn0eSqngM26cJAJ03/UKlC3LU392Z+v686RKJdvcKQcsWiSbAzdv7nRLlHLMf//JS+Drr2HOHBnHnjcP+kwow7dhrbGjRumsnTfs3i2fS5Rwth1u0o6d8rk1a2QSrUeP62+vWFH23BwzJoUnCAuDdu0kRXP1amjSREo333qrlMlesiQk86qiouTaKASfulJuGzUK3n8fsuUJk2927SLtsMEMGyadPi2W6XnWSmyKikrgAd99Bzlzwj33+LRdSvmTqVOhdm24777rb2/SBBZXfwt7/oLua+cFUTtcHbvixZ1tiJu0Y6d8bscOCA+Pv7BZeLjc7zE1asA338gs3ptvSmfvvvskD3T0aElWD3InTsjsaM6ckD27ZKhOmKAdPKXis2OHZHcDcO+90KYNvPcexS5vJ02aJK4FVon6+msZ1MueXaqJd+kimU9XXbwI338PTZvKFjhKhaidO2PFpjgK1C3NhortZDDq4EHfNixI7dgBjz8Ob3fYBUD9p4uzeLHDjXKDduyUzxUrBuvWxd+xWLfOS4Mi+fNLzue+ffDVV5AxI3TtKpue9+x5bao9yJw7B/XqyddbtsgaoTFjYOhQGDzY2bYp5Y+KF5c4dNXQoZA+PRc6dePyJUvOnI41LegMHw4DB0px4wsXJA0/QwaoWxdOn3Y9aOFC2erg8cedbKpSjou5dorPunWwo9WbcPmypByoFNm7VxIE7rwT3mizG5svH916Z6JDB9lO059px0753F13yV6ncVMut26V2zp39uLJ06WTfV/++AN+/VWKrHz8MZQsKZU1f/wxqKayJk2CwoVlEK9AAZklrV1b6hAMHizXS0qpa7p2hddfj1Vz6ZZbiBowkPQ/L2F4zemkS+do84LGmTPwzjswf74MPhkjy6Q/+kiKG0+c6Hrg1KmQKxfUr+9kc5VyXOvWspXjihXX375kiaw6eeD5UvDkk5KNtG+fM40MEkOGyK/y1VchLHIXpnhxmjeXeYE+ffz7MlE7dsrnjIGZM2VQ6b775HPnzrI10QcfSKqgTxpRqxZMmSJlbF9/XTp69etLXtDnn8t0V4D74Qdo3/7GtNfChaVq+PLljjRLKb/VpYvEoHLl5A387bfhjtFd2Za1Ck+se0lHQzzkl1/gjjvir0fw5JMSuzh7VobHH31U0zBVyMueXapgtmgBrVrJ4Oxjj8n2jt9+K9v50q+fPHjAAEfbGujmz5drJ0AyulyBqn59eQvw5yQv7dgpR5QuDX//DR06yBqwMmVg0yZ5Q/e5ggXh3Xdh/35ZfJY2LTz7rKRp9u4tc/IBypiER5aio+Nf56hUKEuVCsaOlWVdYWGSIjhqdGpuXTqaVIcPyVpdlWLGJLzV6NXY9MMPMsDWqpVP26aUv7r3Xln7VacOHDsmHY0dOyQTB4AiRSTtYMIESYNSyXL12unKFZn9jLVGyFr/vnYy1o/nE8PDw21ERITTzVChxlqZvfv4Y9ksxlp4+GEp41mnjn+/ouMYNw5mzJDUy9jN3rNHcsf37oUsWXzbJmPMWmttuG/P6lkam0LU889LXvPvv0ulJ5Vs585J5sDq1TLQFyMm3D7wAHRd0hx++00G3VKn9nqbNDapoHDkiMwwNW4sU3wqyV58UZYMfdjNNVs3bhw89RQLF8p4/4YNvr8UdDc+6YydUnEZA3ffLT2i3bslyXrFClkIUqmSvMDPn3e6lW5p00aq+HXqJE8lOhoWL5alhW++6ftOnVIB7d13ZSFYly4ykquSLWNGyRZr3FgGnqKiZGC8a1cZcGr/8CnJh2rZ0iedOqWCRt688PLLcg3z++9OtyYg9ewpy3u/7CcVMS8VLM4330iW2eDB/j2+rx07pW6mcGEYNAgiI+GLL+S2p5+WNM3XXpORZD+WIQMsXSplxMPDZQTq1VclDf+ll5xunVIBJls2qe7x55+yN6ZKkW7d4L33ZJApbVoZN0ufXtb+ZlowU7Y6aNPG6WYqFXh69ZIOXs+e/l3pw08VKiTrgGP2sCvbuATjx0tn74EHHG5cIjQVU6mksBZWrpQ0zTlzZNjmkUckTfPuu/17GAeZsUvl8HCOpjupgGYtPPgg/PwzbN4sgz8qxW6ITXXqwOHDsk+Lj+KqxiYVVD77TDaxnT1b8ptV0r3+OnbIEOy5C6RK62zmgKZiKuUNxsgFx3ffwa5dku6wbNm1DU8mTJBqC37K6U6dUgHPGFlnFxUlAzrKI66LTbt3ywBafCV9lVLuefppqUz36quyv51Kut27MUWLOt6pSwq9zFMquYoWlf0ZIiNle4TLl+Gpp2QEv29f+Ocfp1uolPKG4sVlH4TZs6XAkvKsSZPkc7t2zrZDqUCWNq1co2zdKrN3Kul27bquImYg0I6dUimVMSM88wxs3Cizd7VqycKRYsWkTPeqVZrjrlSwefFF2Yite3fd286TrJVdgOvVk9LtSqnke+ghaNhQFtYfPep0awJPrD3sAoV27JTyFGNkk5k5c2RjmR49YOFCuOsuqFpVLlYuXnS6lUopT0ibVja8O3RICikpz1i9WuLn1d2BlVLJZowUfDp9Gt54w+nWBJYzZ6QzrDN2SilKlIChQyVN89NPZdOmJ5+UEeh+/eDgQadbqJRKqapVZQDns89k70uVcmPHQqZM0KKF0y1RKjiULy97cI4dKxV9lXt2S0VMnbFTSl2TObNszLRpEyxaBNWqwTvvSAevbVtYs8bpFiqlUuKdd2S97dNP+3XhpIBw6hRMmyZbHOgmm0p5Tr9+sv1Bly5S+EklbudO+awzdkqpGxgD990H338P27bJupx586BGDaheHb75Bi5dcrqVSqmkypxZiif9/bdsYK6Sb/JkOH8eOnd2uiVKBZfs2SUlMyJCC6m4a/t2+Xzrrc62I4m0Y6eUr5UqBcOHS5rmyJFw8qRUfytaVCrtHT7sdAuVUklx//2Saj14MKxf73RrAtfYsVKQJjygt5JTyj89/rjEqtdf16rd7ti+HXLnlk5xANGOnVIu1soymX79JLtq0yYvnzBLFujWTTbgXbAAKleG/v0lTbN9exlZU0oFhmHDIGdO6NTJK3tGHT4sA+59+8KMGUE4wb92LaxbJ7N1unedUp5njKz5v3xZloh4qFp3VBTMnSu1WT78UMasg8KOHQE3WwfasVMKkOyfJk2gY0e4ckUm0Ro2lH5XdLSXT54qFTRqBPPny34zXbrI3lhVq8rWCVOn6uaiSvm7nDnlounPP2HIEI8eetIkKFsWNmyA9OnlNOXLX1sCEhQ++wwyZJC1x0op7yhRAgYNkmUhMftFpsCBAzImPXCgFArevh1uvx0++cQDbXXa9u3asVMqUPXtK4XYNm+WADV0qPSxIv7f3r3H2Vju/x9/XWakCMmhkohQwq6YryKKitA3orK1U9vu4BFKbdqd7K1yKLWTTqSi0vm0K4V+NuLbdJQoQkIRSSGddwrX74/Pmo2ZYdbMOtz3vdb7+Xisx6xZ6zbrbTU+reu+r+tzzYdJk9IYpHFjuOcemyZx992waROcd57tiTdyJHzzTRrDiEipnH02nHuuTalO0iX/Zctg8GDbDvORR+Af/4A5c2wbvXPOyZAtMjdvtnXGffpEbtqTSOQMGmTbMA0alPCUzAsvhJ49rQ/cjTfacuOFC21W+ttvJylvEH75xS49NmwYdJJS08BOst7WrfDoozaYy83d+XjlyrbP+PjxAYSqUsWK7iefwLRp0KyZfaKrWxf69rXKKSLhc9999u+34PJ/gh56yC7iN2my++MDB9pMg3ffTfglgjdpknUUveKKoJOIZL6cHDtLtHWrTR0v47SkTz+181c33LD74/XqwdVXw4QJScgalILpELpiJxI9mzdDhQpw2GFFn2vRIuDpTuXKQdeutlXCsmXWUv2FFyxYu3a22CYJHx5FJElq1YJx4+D99+H22xP+catWQcuWRR93zqZAffZZwi8RrG3b7P1q3x6aNw86jUh2aNTIzmbPmGHN3Mrg88/tn+w++xR9rmXLiNemlSvtqwZ2ItFTvbqduFq7tuhzCxbAEUekP1OxjjrKrgZ8+aUV4vXroVcv22Pl1ltt2qaIBK9XL7vddJMtjEtAgwbWV6Qw7+3CfcT2zi3q1Vfhiy90tU4k3S67DHr0gOuvL1Oztvr1YfHi4hs5LVgQ8dpUsNVBtk3FdM4d6Jyb6ZxbEftabQ/HbXfOfRi7vZLIa4okW4UK1qn86qt3v/j14482xaB//+CyFatqVVtg8+mn9qHoqKMsaJ06Nq1C7dYB1ScJ2Lhx1lDlwgsTamHZr5+tW1m2rOiP328/2woz0u6+26aYd+sWdJK0UW2SUHAOJk6Egw6C3r2ta1wpNG4MTZvaeeVdffGF9Y+67LIkZk23FSugZk37vBUxiV6xuw6Y7b1vBMyOfV+c/3jvj43dsqd6S2TccosN5Jo2tZa9Q4bAkUfajMdLLgk63R7k5Fgrz5kzbaJ7377WQfO44+Dkk+Ff/8r2aZqqTxKcGjVsgdyiRdZVoIyaNLEZU23a2LK9ESOgQwfb+uD55yO+M8B778H//Z+dqNp1gXPmU22ScDjwQHj2WVizxpoXlXK93WOP2eqQE06A4cNtPfCxx8I111jNiqyIdsSExAd23YHJsfuTgbMS/HkigdhvP+tRMmmSLWs74AD497+tcUq5KExYPvpoW6m8bp2dKvviC2uZd8QR1p5q8+agEwZB9UmCdeaZdmbottsgP7/MP+aCC6yP0jHHWI+R/v2tg28EZwnt7vbboVo127suu6g2SXi0aWNXzqdNs9FZKdSubVPCb7jBlrQ0amTnsgYNSlHWdInwwM75BHolO+e+894fsMv3W7z3RaYUOOe2AR8C24DR3vuX9/Iz+wH9AOrWrdtyzZo1Zc4nkrW2b4epU61Yz5ljm1/16WPVNuAGBc65D7z3eWl4naTWJ9UmKZOffrJT2Nu22SeeKlWCThQOy5fb5cgbbrCtXEJAtUmylvdw0UXWIvy552zblmz188+w//42PeLvfw86zX/FW59KnPvgnJsFHFzMU0NLkaeu9369c64B8LpzbrH3vtheg977B4EHAfLy8jJhhx5JsR07bDbi22/bFgW9etmSjayWkwPdu9tt8WLbLfSJJ2w+fYcONsA780w7LsLSWZ9Um6Qs1mzenzc7P85549uyoedADv7349GYBZBqY8ZYO73In9ovnmqThN3WrfDSS7aSo3Ztxx9H3c+BK1bYFIE6daB166AjBiPCWx1AHFMxvfenee+bFXObAnztnDsEIPa12N2TvffrY18/A+YCxyXtbyBZbdMmqz3XXmsnnFautCVm//xn0MlCpHlzePBBa/s5erQVrR49bB7XHXfAli1BJywz1ScJs9tvt3W6b25vzdx2w6g9+wlubvREls6M3sUXX9iVgb/8xbaHyECqTRJmS5daH4GJE215a34+NGy2L9P7vWyDum7ddrb8zzYFHTEzdWBXgleAP8fu/xmYUvgA51w151yF2P0awInA0gRfVwSwjnEnnmhzvIcPt2Vmixfb2rhZs4JOFzLVq9sIeNUqW+1crx787W9WxC+7zE7bZRbVJwnMzJk769H998Mps4fi27bl+rX9GXZ+kJtjhsAtt9jX668PNkdwVJskMNu327ndG2+0z0k33ghPPWU168LBNVg/cbqdKT/tNFu3n20ivNUBJD6wGw10dM6tADrGvsc5l+ecmxg7pgkw3zn3ETAHmyeu4iQJ+/JLa6g2cuTuneFq14ahQ+3DlBQjNxfOPhvmzrURce/edva8WTPo2NG2UNi+PeiUyaD6JIEZP97qUO3asQdyc3FPPkmFSrlcMqs36z/fGmi+wKxZAw8/bE1lsnfOvGqTBOb1120JWd++uz/esiX86U/w4NzGtnH5t9/aZ4KNGwPJGZhly+DQQyO7HjqhgZ33frP3/lTvfaPY129jj8/33l8Su/+297659/6Y2NdJyQgusnq1TSWoWLHocy1bZu8sglI59lhrBbpuHYwaZQWtWzfboGbsWPj++6ATlpnqkwRp1SrIK7zMvW5d3COPcNz2+Xb1PBuNGmVn4m64IegkgVFtkiAV1Kbitkpp2TK2xKxlSzvJu3q1XbnbtCndMYOzdKk1doooLeGWyKpXz/bo/uWXos8tXAgNGqQ/U2TVqGEftD7/3Pa0qV0bBg+2s1YDB1qvdRGJW4MGsGBB0cd/6XQW91e4itrP322dC7LJypXwyCO2vUGdOkGnEclK9esXX5vAPjvVrx/75uSTYcoU+6B16qnZMbjbscNOcB99dNBJykwDO4msOnVsfd1NN9l08AIbNthJ4f79A4sWXeXLW1vR/Hz44APbC2/iRDt7dfrpMH16qTcwFclG/ftbHdqwYedj3tt6ltdPvw1atbK5UAXrObLB9ddDhQqhaiEukm1OO816pj3++O6Pf/SRNc++6KJdHuzUCV55xQZ37dvDV1+lM2r6rV1r2x1oYCcSjIcegtmz7TPSyJHWObtZM7j4YqtHkoAWLWzt3dq1tp/L4sVwxhk2//Wee+CHH4JOKBJap59uTR+bNbO6NHKk1anXX4fxE/exvaIK1rv+/HPQcVPv7betadM118DBxe0CICLpkJMDL79sk3Q6d4Zbb4U//9l2QpowAQ4/vNAf6NjRNi9fvRratbOvmWrZMvuqgZ1IMGrVgnnz7Krdzz/DIYfY91m8fCP5atWyM+xr1sDTT0PNmnDllVrEKFKCoUOtHh18sNWnm26y72vWxOaSP/00fPyxtff1Gbz9mPdw9dVWoIcMCTqNSNZr1swmC/TpY0vpW7aE5cttkk6xTjnFzqJ/+61Nlcq8Ltpmaaw/UYQHdiVuUC4Sdjk5diHpjDOCTpLhype3Dpq9e1tRb9o06EQiodegwV5ONHXqZJfyhg61K+SZOuh55hl45x2bYlGpUtBpRATYd18b2MXt+OOtFfnpp9uVu6lToU2blOULxNKlduatevWgk5SZrtiJSOlpUCeSHNddZ6fJr7kGXnst6DTJ9/331ogpL8/mpopIdDVvDm+9ZQ3XTjvNBneZZOnSSF+tAw3sREREglOunK1lbd7croYXrPHIFMOGwddf28aiOTlBpxGRRNWvD2++aSd4zzrLOt1mAu8j3xETNLATEREJVqVK1lZ8331tTvk33wSdKDkWLoT77rMWoUU29RORyKpVC+bMsW0QLroIRo+O/jrhDRvgu+80sBMREZEE1atnGwJv2ADduhW/QWeU/PabbedQs6atIxSRzLL//laz/vQn28rk6qujvR1SBjROAQ3sREREwqFVK3jqKWuded55sG1b0InKbvhwWLQIHnwQqlULOo2IpMI++9iGeFdcAXfeaVfvolq3CgZ2TZoEmyNBGtiJiIiExVln2fTFV16BSy+N5vSmefNsc6y+fe3qo4hkrnLl4O674cYbYfJkOP98+P33oFOV3rJlcMABkd9nU9sdiIiIhMmAAbBxo218V60ajBkDzgWdKj7ff29Tsw49FO66K+g0IpIOzlm9qlzZpmT++is8/7xd0YuKjz6yDf6iUmv3QAM7ERGRsBk2DDZvhrFjoUIFuOWW8H/g8N62NFizBubOhapVg04kIuk0ZAjstx8MHGhdfp991vbADbvt221gd/HFQSdJmAZ2IiIiYeOcTW/6/XfrOJeTAyNGhHtwd9dd8NJLdoXxxBODTiMiQRgwwAZKgwbZ1ftnngn/VicrVsDPP8NxxwWdJGEa2ImIiISRczBunH1IGjXKPnjceWc4B3fTp9sUrB494K9/DTqNiATpiivspNSQIbbdyQMPhLNuFVi40L62aBFsjiTQwE5ERCSsypWDCROgYkW7IvbDD/YhKTdE//teuBB69YJjj4XHHgv3BzgRSY/Bg206+S232LYno0YFnWjPFiywKe8R74gJGtiJiIiEW7lyttaualXbRmD9enjuOWtUELSVK21T9QMPhKlTbW8rERGwPSw3bbLBXb160K9f0ImKt2ABNG8ejfWAJdB2ByIiImHnHNx8s+0LN3MmtG1rTUqCtHIltG9vU65eew0OOSTYPCISLgXTybt0sbV3s2YFnago723WQQasrwMN7ERERKLj0kttPdvq1bYeZMaMYHIsW2aDuq1bYfZsaNo0mBwiEm65udZApUkTOOccWL486ES7W7MGtmzJiPV1oIGdiIhItHTqBB98YHvFdekCN9wAv/2WvtefNQtat4Zt22xQ94c/pO+1RSR6qlSxqdrly0PPnvDTT0En2qmgcYqu2ImIiEggGjaEd9+Fiy6CW2+FVq1g0aLUvuaOHbbWr0sXqFsX3ntPgzoRiU+9erav3SefWN3yPuhEZsEC244hQ2qZBnYiIiJRVLEiTJwIU6bAV1/ZVKKrroLvvkv+a335JXTubJ3uzjgD3nzTPqiJiMTrlFPsRNTzz9s+nWGwcCEcdZRtrJ4BNLATERGJsm7dYOlSW393zz12NW/0aPjxx8R/9n/+Y23KjzzSBnMPPGCbkFepkvjPFpHs87e/QffucM01NqU8SN7D++9nzPo60MBOREQk+qpXh/vvh/nz4fjj4frr7YraVVfBkiWl/3nffAMjRsARR8Df/27r+hYvtnbl2qdORMrKOZg0CQ46CHr3Ts4JqLJascJqXdu2wWVIMg3sREREMkWLFjBtmq1/69gRxo+HZs3sitvgwTYF6tNPd2+24r3tNTV3LtxxB3ToALVrw7BhcMwx9viLL9ogT0QkUdWrw5NPwmefweWXB5cjP9++tmsXXIYk0wblIiIimaZVK2tUsHGjfZ061QZ5Y8fuPKZiRetS9+OP1hilQLNmNk3qwgtt7YmISLKddJJ19B050qZm9uyZ/gz5+VCjRkbVOQ3sREREMlXNmnZG/PLL4ddfbf+5jz6yZihbttjm4pUr2xn0pk2heXNtNC4i6TFsmO3L2a8ftGkDBx+c3tfPz7dpmBk0vTyhgZ1z7lzgJqAJ0Mp7P38Px3UG7gZygIne+9GJvK6ISElUn0QK2Xdf26spQ/ZriirVJpGY8uXh8cdtCnm/ftbhN12DrPXrbSrowIHpeb00SXSN3cdAT+CNPR3gnMsBxgFdgKOB85xzRyf4uiIiJVF9EpEwUm0SKXD00XDLLfDqq7buLl0ycH0dJDiw894v894vL+GwVsBK7/1n3vvfgGeA7om8rohISVSfRCSMVJtECrnySmjdGgYNsj050yE/HypVyrgZDOnoinkosHaX79fFHhMRCZrqk4iEkWqTZI+cHHj4YfjlFxgwwDr1plp+vg0mczOr3UiJAzvn3Czn3MfF3OI9c1TcZNk9/hdzzvVzzs13zs3fuHFjnC8hItkonfVJtUlE4qXaJFJKRx0Fw4fDyy/DCy+k9rU2b7Z9OTNo/7oCJQ5TvfenJfga64DDdvm+DrB+L6/3IPAgQF5eXhqG7CISVemsT6pNIhIv1SaRMhg8GJ57zrr4nnKKdetNhWnT7Kpg166p+fkBSsdUzPeBRs65+s65fYDewCtpeF0RkZKoPolIGKk2SfbJzYVJk+Dbb+Gvf03d60yZArVrQ8uWqXuNgCQ0sHPO9XDOrQNaA9OcczNij9d2zk0H8N5vAy4HZgDLgOe890sSiy0isneqTyISRqpNIntxzDFw3XW2DcJrryX/5//6K8yYAd26Qbl0XN9KL+fTsUCxjPLy8vz8+cVu7yKSFbZtg7ffhp9/hv/5H6hRI+hEiXPOfeC9zws6RyJUm0Rg1Sr45BM49FD7LBb1PX5Vm0RCYutW29vuxx/h44+hSpVS/fFffoG33rL76+wlKQAADTZJREFUJ54IFSvu8uS0afC//2uDxs6dk5c5xeKtT5k3VBXJENOnQ4MGcNVVcOed0KgRDBkC27cHnUxEstm339rJ7tat4b77oEcPaNUKlpfUwF9EJB4VKtiUzHXr4NprS/VHx42DunWtD8uIEXb/vvt2OWDKFKhcGTp0SG7mkNDATiSEPvwQ+vaFJ56ABQtg5kxYscLuDxsWdDoRyVbeQ8+edtJp7Vo76b1qFVx0EXTsCD/9FHRCEckIJ5xg6+wmTIC5c+P6I888A3fdZTOd8vPhjTfgnXfg7rvtOXbssI3QO3e2wWMG0sBOJITuvBOuuQZOOmnnYzVq2JTzCRP04UlEgvHee/Dll1ajCj4XlSsH/ftbH4Knngo2n4hkkBEjoGFD+MtfbFpmCW67za7ONW6887FGjWD8eBg9GhvxbdgA3ePddSR6NLATCaH33y9+6nedOnDYYZryJCLBmDcPOnUqvudA5872vIhIUlSsCJMnwxdf2FYIe7FtGyxaZDMHCjv1VFiyBLbfOw6qVtXATkTSq1o1Oyte2LZtdrLpwAPTn0lE5MADi69NYMthVJtEJKnatLEpTBMnWuOTPcjJgUqV4Kuvij63YQM0qPAl5V58AS6+GPbfP4WBg6WBnUgIXXAB3H67DeR29cgjNiuhfv1gcolIduve3datLFq0++MbN1qvgz59gsklIhnsppus9W7fvnYGqRjOWf0ZPbroc6NHw9gjJ+C2b4eBA1MaNWi5QQcQkaIuuQSmToWTT4YrroDq1eGll+w2c2bQ6UQkW1WubOt8O3a02nTiibB0KYwZA/36wR/+EHRCEck4FSrAs89CXh707g1z5kD58kUOGz4c2reHs8+2MSDAo4/CZ0t/5a5ND8CZZ1rnpwymgZ1ICJUvbx15n30WnnzSmqWcdJJ1xTzkkKDTiUg269ULmjSB+++Hm2+2feweftg+UImIpMSRR9p0zN69bQPzMWOKHFKjhnXBnDwZ7r3Xuvh26wZPnjSZcldthEGDAgieXhrYiYRUbi6cf77dRETCpHlz6zQnIpI2f/wjvPmmteU9/HCbNlBI5cpw+eV2A2xRcNNroV07OOWUtMYNggZ2Iinw66/WVXf7dtvEN4PX6YpIxCxZYk3mGja0VuAiImHw3XfWWXfffe2zUzGzLWHsWFtnd+WVUKuWDfb2xHubI/7bbzatwLmUZQ8LNU8RSbJHH4W6dWHoUNuCpW5duOMOqy8iIkFZs8ZOWp9+um3i266dbVHw9ddBJxORbLZjBwwbZo3hbr3VdjY4/HB48cViDs7NtQ0z27a1bin33LPnD1jjx8P06fZDGzZM5V8hNDSwE0miadOsOM2ebfO833gDPvjAulk+/HDQ6UQkW23dag1PzjwTVq+GGTPsql2LFnDGGfbBSkQkCP/8p9WkJUusL8r8+fCvf8GAATb7qYj99rMOc1272pW7Pn2soBXYunXnfMxOnYqdspmpNLATSaLbbrOp382b73ysfn146CF7TlftRCQIL74Ihx1m20HlxhZh7LMPjBoFv/9uJ6NERNLtt9/sc9PkyVC79s7HTzjBdjm44449/MEqVaxV+MiR8MwzdomvQwc7g1W/PowbZ5f+pk6Fctkz3Mmev6lIGsybB126FH28dWub7rRlS/oziYjsqTY5Z4/Pm5f+TCIia9bYxuJHHVX0ua5dS6hN5crZupdVq2wUuGmTLdRr395ai48Zs4eFeplLzVNEkqhaNWvA1Ljx7o9v2WKNVCpWDCaXiGS3gtpUnHXroE2b9OYREQGoWtU+I/3nPzbDclfr1lntKtHhh9s6mGHDUhExUnTFTiSJLrgARo8uOuVyzBjo0cM6PYmIpNv558MTTxQd3K1YYWuDzz03mFwikt1q1YLjj4cJE3Z/fMcOW8JywQXB5IoqXbETSaKhQ22Kd7ducMkltobliSfgvfeskYqISBCOOAKuvdamhQ8ZAsccY1Ocxo61NSw1awadUESy1b332menpUvtJNMPP8D998O2bVnV9yQpNLATSaKqVSE/3xYBjxtn0y+7dIH77otzOoGISIpcfbU1JHjgAes416gRvPoq5OUFnUxEslmjRrBggdWmW2+12U3nn2+3ChWCThctGtiJJFmlStaid8CAoJOIiOyubVu7iYiESa1a8I9/2E3KTmvsREREREREIk4DOxERERERkYjTwE5ERERERCTiNLATERERERGJOA3sREREREREIk4DOxERERERkYjTwE5ERERERCTiNLATERERERGJOA3sREREREREIi6hgZ1z7lzn3BLn3A7nXN5ejlvtnFvsnPvQOTc/kdcUEYmH6pOIhJFqk4ikSm6Cf/5joCfwQBzHdvDeb0rw9URE4qX6JCJhpNokIimR0MDOe78MwDmXnDQiIkmi+iQiYaTaJCKpkugVu3h54N/OOQ884L1/cE8HOuf6Af1i3/7knFtehterAUTlDFeUskK08kYpK0QrbyJZ6yUzSBLEVZ+ysDZBtPJGKStEK2+UskLZ82ZzbYJo/XeOUlaIVt4oZYVo5U35Z6cSB3bOuVnAwcU8NdR7PyXOMCd679c752oBM51zn3jv3yjuwFjh2uPALx7Oufne+z3OWw+TKGWFaOWNUlaIVt6wZE1nfcq22gTRyhulrBCtvFHKCuHIG7XaBOF43+IVpawQrbxRygrRypuOrCUO7Lz3pyX6It779bGv3zjnXgJaAcUO7ERE4qX6JCJhpNokIkFI+XYHzrlKzrnKBfeBTtjCYRGRQKk+iUgYqTaJSFkkut1BD+fcOqA1MM05NyP2eG3n3PTYYQcBbzrnPgLmAdO89/8vkdeNQ8JTEtIoSlkhWnmjlBWilTf0WUNan0L/vhUSpbxRygrRyhulrBDyvCGtTRDy962QKGWFaOWNUlaIVt6UZ3Xe+1S/hoiIiIiIiKRQyqdiioiIiIiISGppYCciIiIiIhJxkR7YOec6O+eWO+dWOueuK+b5Cs65Z2PPv+ecOzz9Kf+bpaSsg51zS51zi5xzs51zge6nU1LeXY47xznnnXOBtZqNJ6tzrlfs/V3inHsq3RkLZSnpd6Guc26Oc25h7PehaxA5Y1keds5945wrdtG+M/fE/i6LnHMt0p0xjFSbUidKtSmWIzL1SbUp80WpNsXyRKY+qTalVlTqU+C1yXsfyRuQA6wCGgD7AB8BRxc6ZgAwIXa/N/BsiLN2ACrG7vcPKmu8eWPHVcZaL78L5IU1K9AIWAhUi31fK8zvLba4tn/s/tHA6gDzngS0AD7ew/NdgdcAB5wAvBdU1rDcVJuCzRs7LvDaVIr3NxT1SbUp829Rqk2lyBuK+qTaFIq8oahPQdemKF+xawWs9N5/5r3/DXgG6F7omO7A5Nj9F4BTnXMujRkLlJjVez/He/9L7Nt3gTppzrireN5bgBHA7cCv6QxXSDxZLwXGee+3gO0JlOaMu4onrweqxO5XBdanMd/uQWwz3G/3ckh34DFv3gUOcM4dkp50oaXalDpRqk0Qrfqk2pT5olSbIFr1SbUptSJTn4KuTVEe2B0KrN3l+3Wxx4o9xnu/DfgeqJ6WdHvIEVNc1l1djI3mg1JiXufcccBh3vup6QxWjHje28ZAY+fcW865d51zndOWrqh48t4E9HHWDns6cEV6opVJaX+3s4FqU+pEqTZBtOqTalPmi1Jt2i1LTJjrk2pTamVSfUppbcpN1g8KQHFnkArv3RDPMekQdw7nXB8gDzg5pYn2bq95nXPlgLFA33QF2ot43ttcbEpBe+xsXr5zrpn3/rsUZytOPHnPAx713o9xzrUGHo/l3ZH6eKUWln9jYaLalDpRqk0Qrfqk2pT5olSbIFr1SbUptTKpPqX031iUr9itAw7b5fs6FL3s+t9jnHO52KXZvV0eTZV4suKcOw0YCnTz3m9NU7bilJS3MtAMmOucW43NEX4loIXA8f4eTPHe/+69/xxYjhWrIMST92LgOQDv/TvAvkCNtKQrvbh+t7OMalPqRKk2QbTqk2pT5otSbdotS0yY65NqU2plUn1KbW1K5oK9dN6wMwmfAfXZuZCyaaFjBrL7IuDnQpz1OGxhaKMovLeFjp9LcM1T4nlvOwOTY/drYJfAq4c472tA39j9Jtg/eBfg78Ph7HkR8Bnsvgh4XlA5w3JTbQo2b6HjA6tNpXh/Q1GfVJsy/xal2lSKvKGoT6pNocgbmvoUZG0K5BcqiW9cV+DT2D/qobHHhmNnbcBG688DK4F5QIMQZ50FfA18GLu9Eub3ttCxQReokt5bB9wJLAUWA73D/N5i3ZzeihWuD4FOAWZ9GvgK+B07y3QxcBlw2S7v7bjY32VxkL8HYbqpNgWXt9CxgdamON/f0NQn1abMv0WpNsWZNzT1SbUp8LyhqE9B1yYXexERERERERGJqCivsRMRERERERE0sBMREREREYk8DexEREREREQiTgM7ERERERGRiNPATkREREREJOI0sBMREREREYk4DexEREREREQi7v8DakFEbVge1IkAAAAASUVORK5CYII=\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "109c43b8dd0544c89e19e8819f56585b": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_213df6120c7d443fadb3d488346f05f4", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "1100e02fcc6843c2a0846bc25b1142ab": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Training Data", "disabled": false, "layout": "IPY_MODEL_037e8bb12cf7490bbfd4fecc4db6157d", "style": "IPY_MODEL_519af85c8dd84d689e8ddaf64e22447c", "value": true } }, "11b8305983384732a19008423663992a": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_05ceaebd055f4e8895b29948d572afee", "IPY_MODEL_74fe8ecfc7134e88a8377053286ac592" ], "layout": "IPY_MODEL_3cb02b8809804efeb9dd353a478bcba0" } }, "120c15e4775d47e3a16d055f910fcb80": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Show Original:", "disabled": false, "layout": "IPY_MODEL_e2bb45dae05f4514b1563048927f3982", "style": "IPY_MODEL_09fa302867fd4f19b3167f4479f30c6d", "value": false } }, "12a4d0be308a46cb933cd27f2ea87ddd": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "12a63d93d38f428e912d83a2a9a5d61a": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "134fe2029e5f4b6da6aefd0045fe35ff": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_0bba74af78344b5584db0acbf4d18048", "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAD8CAYAAAB+UHOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAHk5JREFUeJzt3XmUVNW59/HvYwMiiIqAisyJqICwGFrAGBUjKOIADijkqqBGlCt5c/WNXrK8ipqYmHjf6xA1DIoYch1AIUKEgCQSUQFplBkNKEQ7uLAZNcjU8Lx/7BLa7uqm6Dpd1dXn91mrFlXnbM5+Nt2cp/bZ++xj7o6IiMTPEdkOQEREskMJQEQkppQARERiSglARCSmlABERGJKCUBEJKYiSQBmNt7MvjCzFeXs72Vm281sSeJ1XxT1iohI5dWK6DgTgCeB31dQZp67XxpRfSIikqZIegDu/hawJYpjiYhIZkTVA0jFWWa2FNgA/NTdVyYrZGbDgGEA9evX73b66adnMEQRkdy2ePHiTe7eJJWymUoA7wOt3P1fZtYP+CPQNllBdx8LjAXIz8/3goKCDIUoIpL7zOwfqZbNyCwgd//S3f+VeD8DqG1mjTNRt4iIJJeRBGBmJ5mZJd53T9S7ORN1i4hIcpFcAjKzF4FeQGMzKwRGAbUB3H00cDUw3MyKgZ3AINcypCIiWRVJAnD3wYfY/yRhmqiI5LC9e/dSWFjIrl27sh1K7NWtW5fmzZtTu3btSh8jk7OARCTHFRYW0qBBA1q3bk3iqq5kgbuzefNmCgsLadOmTaWPo6UgRCRlu3btolGjRjr5Z5mZ0ahRo7R7YkoAInJYdPKvHqL4OSgBiIjElBKAiFSZjRth5kxYsAD270//eNu2bePpp5+u1N/t168f27Ztq7DMfffdx5w5cyp1/IpMmDCBESNGVFhm7ty5vPvuu5HXXRElABGJ3J49cNttcPrp8Oij8KMfwWmnwbx56R23ogSwb9++Cv/ujBkzOO644yos8+CDD9K7d+9Kx5cOJQDJuP37Yfx46NEDTjoJzjkHJk0C3aUh6fiP/4ANG2DdOpg9G5Yvh8ceg6uugo8/rvxxR44cyccff0znzp256667mDt3Lueffz4//OEP6dixIwADBgygW7dudOjQgbFjxx74u61bt2bTpk2sX7+edu3accstt9ChQwcuvPBCdu7cCcDQoUN55ZVXDpQfNWoUXbt2pWPHjnz44YcAFBUV0adPH7p27cqtt95Kq1at2LRpU5lYn3vuOU499VTOO+883nnnnQPbp0+fTo8ePejSpQu9e/dm48aNrF+/ntGjR/Poo4/SuXNn5s2bl7Rc5Ny92r66devmUrVuvdX9zDPdZ850/+c/3adOdW/f3v3ee7MdmVRHq1atOmSZjRvdjzvOfcuWsvtGjnS/447K179u3Trv0KHDgc9vvvmm16tXzz/55JMD2zZv3uzu7l9//bV36NDBN23a5O7urVq18qKiIl+3bp3n5eX5Bx984O7uAwcO9IkTJ7q7+5AhQ3zy5MkHyj/xxBPu7v7UU0/5zTff7O7ut99+u//yl790d/eZM2c64EVFRd+Kc8OGDd6iRQv/4osvfPfu3f69733Pb7/9dnd337Jli+/fv9/d3ceNG+d33nmnu7uPGjXKH3nkkQPHKK9cScl+HkCBp3iO1X0AMfb++zBjBqxaBUcfHbYNGABnnx267jffDK1aZTdGyT1Ll0KXLtCwYdl9F18MP/tZtPV17979W3Phn3jiCaZOnQrAZ599xpo1a2jUqNG3/k6bNm3o3LkzAN26dWP9+vVJj33llVceKDNlyhQA3n777QPH79u3Lw2TNHThwoX06tWLJk3CopzXXnstf//734FwL8W1117L559/zp49e8qdx59quXToElCMvfIK3HDDwZP/N5o0CV31xO+4yGFp2BD++c/klxELC+H446Otr379+gfez507lzlz5jB//nyWLl1Kly5dks6VP/LIIw+8z8vLo7i4OOmxvylXsoyneH20vGmaP/7xjxkxYgTLly9nzJgx5c7lT7VcOpQAYmzXLmjQIPm+Bg3CfpHD1a0b5OWV/QKxa1cYEL7++sofu0GDBnz11Vfl7t++fTsNGzakXr16fPjhhyxYsKDylZXj+9//PpMmTQJg9uzZbN26tUyZHj16MHfuXDZv3szevXuZPHnyt2Js1qwZAM8///yB7aXbVl65KCkBxFjv3jB5ctlvanv3wpQpcMEF2YlLcptZmFhw223w05/CX/8Kf/gDfP/70LZt6F1WVqNGjTj77LM544wzuOuuu8rs79u3L8XFxXTq1Il7772Xnj17ptGS5EaNGsXs2bPp2rUrM2fOpGnTpjQo9U2qadOm3H///Zx11ln07t2brl27Hth3//33M3DgQM455xwaNz64Kv5ll13G1KlTDwwCl1cuSpZqdyYb9ECYqrVvH5x7LpxxBjz0EDRuHGZu3HEH7NwJ06ZlO0KpblavXk27du1SKvuPf8DTT4d7ABo2hOuugyuvhCNy/Gvn7t27ycvLo1atWsyfP5/hw4ezZMmSrMSS7OdhZovdPT+Vv69B4BjLywuDwHfeCaecEq7NbtsWuugPP5zt6CTXtWoFv/51tqOI3qeffso111zD/v37qVOnDuPGjct2SJWmBBBzxx4Lzz4b5mhv3AhNm0KJMTURKaVt27Z88MEH2Q4jEkoAAoRB3/IGhEVKcnctCFcNRHH5PsevxolIJtWtW5fNmzdHcvKRyvPE8wDq1q2b1nHUAxCRlDVv3pzCwkKKioqyHUrsffNEsHQoAYhIymrXrl0ld6RKdugSkIhITCkBiIjElBKAiEhMKQGIiMSUEoCISEwpAYiIxJQSgIhITCkBiIjEVCQJwMzGm9kXZrainP1mZk+Y2VozW2ZmXZOVExGRzImqBzAB6FvB/ouBtonXMOB3EdUrIiKVFEkCcPe3gC0VFOkP/D7x0PoFwHFm1jSKukVEpHIyNQbQDPisxOfCxDYREcmSTCWAZIuHJ11P1syGmVmBmRVoxUERkaqTqQRQCLQo8bk5sCFZQXcf6+757p7fpEmTjAQnIhJHmUoA04AbErOBegLb3f3zDNUtWeYOr70GV10FvXqFZxB//HG2oxKRSJ4HYGYvAr2AxmZWCIwCagO4+2hgBtAPWAt8DdwYRb1S/bnDLbfAe+/BHXeEB4W/8Qb07AmTJ4eEICLZEUkCcPfBh9jvwO1R1CW5ZeZMWLAAFi48+LD5H/wAzj8fhg4NPYG8vKyGKBJbuhNYqtTEifCTnxw8+X/jwgvh+OPh7bezE5eIKAFIFduyBZqVM+G3efOwX0SyQwlAqlT37vDnP5fdvmMHvPMOdOuW+ZhEJFACkCp1223w8svw6qthQBjgq6/gppvgkkugZcvsxicSZ0oAUqWaNYPp0+G//gvat4eLLgozgY46CsaMyXZ0IvEWySwgkYp07w6rVsGiRbB5M3TqVP64gIhkjhKAZIRZSAQiUn0oAaSpoADefReOOQYGDIDjjst2RCIiqdEYQCV9+WW4nj1wIHz0EfzpT9CmDTz3XLYjExFJjXoAlXTrrWEGy4wZB+9k/eijcIdru3ZhqQMRkepMCaASPv8cZs2Cf/zj28sYnHYa3H03PPmkEoCIVH+6BFQJa9aEKY0NGpTdd/bZsHp15mMSETlc6gFUQrNmsHYt7NkDdep8e9/q1dFOcSwuhtdfhxUroGlTuPrqMOAsIpIu9QAq4bvfDT2Axx779vatW+FXvwrLH0dhzZownvDII/Cvfx0caH799WiOLyLxph5AJT33HFxwAcydC5ddBhs3wrPPwuDBcOml6R9///4wrfTOO2H48IPbFy4MSygsWRIWUxMRqSz1ACqpVStYvhyuuQY++CB8Q3/tNfjNb8JNT+maOxdq1Qpr6ZTUowcMGhSSjYhIOtQDSMNRR4WHmgwdGv2x16wJd84mSybdu8Ps2dHXKSLxoh5ANdWqFSxblnzfsmVhv4hIOpQAqqk+faCoKCylXNKqVTBhQlhOWUQkHboEVE3l5cGUKdCvH7z4Ipx7brjTePJk+O1vw0wkEZF0KAFUY507w9//Di+9BCtXhpP+ihVw8snZjkxEagIlgGru6KPhRz/KdhQiUhNpDEBEJKaUAEREYkoJQEQkppQARERiSglARCSmlABERGIqkgRgZn3N7CMzW2tmI5PsH2pmRWa2JPHSxEYRkSxL+z4AM8sDngL6AIXAIjOb5u6rShV92d1HpFufiIhEI4oeQHdgrbt/4u57gJeA/hEcV0REqlAUCaAZ8FmJz4WJbaVdZWbLzOwVM2tR3sHMbJiZFZhZQVFRUQThiYhIMlEkgGSPP/FSn6cDrd29EzAHeL68g7n7WHfPd/f8Jk2aRBCeiIgkE0UCKARKfqNvDmwoWcDdN7v77sTHcUC3COoVEZE0RJEAFgFtzayNmdUBBgHTShYws6YlPl4OrI6gXhERSUPas4DcvdjMRgCzgDxgvLuvNLMHgQJ3nwb8HzO7HCgGtgBD061XRETSY+6lL9dXH/n5+V5QUJDtMEREcoaZLXb3/FTK6k5gEZGYUgIQEYkpJQARkZhSAhARiSklAKkx3GH1anj/fdi9+9DlReJOCUBqhLlzoVMnuPhiGDoUWraExx8PSUFEkkv7PgCRbFu6FAYOhPHj4dJLwQw+/BCuvhpq1YLbb892hCLVk3oAkvMeeQRGjoTLLgsnf4DTT4cXXoBf/Qr27s1ufCLVlRKA5Lx582DAgLLbO3WCI4+ETz7JfEwiuUAJQHLe0UfD5s1lt+/dC9u3h/0iUpYSgOS8QYPgscfKDvj+4Q/Qvj00S/Z0ChHRILDkvp/8BHr1gmuugREj4Jhj4JVXYNw4mDUr29GJVF/qAUjOO+YY+NvfoHt3+OlP4frr4csvYcEC6NIl29GJVF9aDVREpAbRaqAiVWjfPti/P9tRiKRPCUAkRYsWwSWXQN264TVgACxblu2oJNcVF8PixVBQEN5nkhKASAreew/69Qsn/S+/hC1boHfv8Fq+PNvRSa564QVo0waGDAlLmLRuDRMnZq5+zQISScG998Kvfw033XRw24gR4XLQgw/C5MnZi01y0+uvw3/+J7z6apjAAKEXcNVVYWJD//5VH4MGgUUOYffu8B9y+/Zw6aek7dvhxBNh586Dy1CIpOJ734O77y57F/uf/gQPPBAuOVaGBoFFqoBO8BKVfftg4cKweGFpF18MS5bAnj1VH0eNTQDu4R/4gQfgF7+AlSuzHZHkqiOPhPPOC9drS5sw4eAKpCKpOuIIOOqo5EuYbN0KtWuHlWyrPI6qryLzdu+GK66AH/4Qdu0K/6B9+sDw4Zq+J5Xz85+H7vozz4TLPTt2wFNPwUMPwX33ZTs6yTVmMHgw/M//lN336KPhrvYjMnB2rpGDwKNGHVwTvnbtsO2BB+DCC2HMmJAIRA5Hjx5h0O7++8Pvj1mYFfTGG2HVUZHD9cADcM45sGlTmAF0xBGhRzlnTljhNhNq3CDw3r3QtGkYQGnT5tv73norPBxE0/YkHcXFIQHk5WU7Esl1mzbB00/D9OnhsvWll4ZzVJMmlT/m4QwC17gEUFQE7dqFf9jSduyAxo1DF15EpCaK9Syg444LmXTdurL73n8fvvOdzMckIlId1bgEULs23HxzWBWy5KMAd+yAn/1M1/9FRL4RSQIws75m9pGZrTWzkUn2H2lmLyf2LzSz1lHUW54HHwxzaDt0CHdw3n03nHZauDT07/9elTWLiOSOtBOAmeUBTwEXA+2BwWbWvlSxm4Gt7n4K8Cjw63TrrUjdujBtGjz3XPhcv36YwTFuXGamVomI5IIopoF2B9a6+ycAZvYS0B9YVaJMf+D+xPtXgCfNzLwKR6DN4Oyzw0tERMqK4vtwM+CzEp8LE9uSlnH3YmA70CjZwcxsmJkVmFlBUVFRBOGJiEgyUSSAZDfBl/5mn0qZsNF9rLvnu3t+k3Qmw4qISIWiSACFQIsSn5sDG8orY2a1gGOBLRHULSIilRRFAlgEtDWzNmZWBxgETCtVZhowJPH+auCvVXn9X0REDi3tQWB3LzazEcAsIA8Y7+4rzexBoMDdpwHPAhPNbC3hm/+gdOsVEZH0RLIYnLvPAGaU2nZfife7gIFR1CUiItHQrHgRkZhSAhARiSklABGRmFICEBGJKSUAEZGYUgIQEYkpJQARkZhSAhARiSklABGRmFICEBGJKSUAEZGYimQtIBGJzvr18O67cPTR0KcPHHVUtiOSmko9AJFqYvduGDoUunWDP/4RHn8cWraEl1/OdmRSU6kHIFJN3HUXbN0Kn34K9euHbUuWwMUXQ+vW0KNHVsOTGkg9AJFqYNs2+P3vYdy4gyd/gM6dYeTI0BsQiZoSgEg1sGYNfPe7cMIJZff94AewdGnmY5KaTwlApBpo0gQ++wz27Cm77+OPkycGkXQpAYhUA61bQ4cO8PTT396+axc8/HAYHBaJmgaBRaqJcePC5Z6FC2HAANi0CUaPhk6d4Lrrsh2d1ERKACLVxCmnwLJlMGECTJoU7gP4zW/goovgCPXVpQqYu2c7hnLl5+d7QUFBtsMQEckZZrbY3fNTKavvFSIiMaUEICISU0oAIiIxpQQgIhJTSgAiIjGlBCAiElNpJQAzO97M3jCzNYk/G5ZTbp+ZLUm8pqVTp4iIRCPdHsBI4C/u3hb4S+JzMjvdvXPidXmadYqISATSTQD9gecT758HBqR5PBERyZB0E8CJ7v45QOLP8tYsrGtmBWa2wMwqTBJmNixRtqCoqCjN8EREpDyHXAvIzOYAJyXZdc9h1NPS3TeY2XeAv5rZcnf/OFlBdx8LjIWwFMRh1CEiIofhkAnA3XuXt8/MNppZU3f/3MyaAl+Uc4wNiT8/MbO5QBcgaQIQEZHMSPcS0DRgSOL9EOC10gXMrKGZHZl43xg4G1iVZr0iIpKmdBPAw0AfM1sD9El8xszyzeyZRJl2QIGZLQXeBB52dyUAEZEsS+t5AO6+GbggyfYC4EeJ9+8CHdOpR0Qk04qLYcoUePll2LEDzj0XbrklPL6zptADYUREStm7F666CjZuhNtvh+OPh6lToUsX+Mtf4LTTsh1hNJQARERKeeYZ+OorePttqF07bLv0UnjySbjtNnjzzezGFxWtBSQiUsrEiTBy5MGT/zeGDYMVK+DTT7MTV9SUAEQk5+zdC7/9LXTrBi1awGWXRfutfPNmaNmy7PY6daBpU9iyJbq6skkJQERyyr594fr8a6/Bf/93uExzxRVw/fUwYUI0dXTrBrNnl91eWBhep5wSTT3ZpjEAEckp06fDhg0wf/7BSzQ33QQ9e4aZOtdcA/XqpVfHHXeEXkXPntCjR9i2dSsMHQq33gpHH53e8asL9QBEJKdMmhROwqWvz7dvH2bpvPFG+nWceSb87ncwYEBIApdcAm3ahDp+/vP0j19dqAcgEjNLlsATT8DSpXDSSXDjjeGSilm2I0vNrl1w7LHJ9x1zDOzcGU09V1wRTvxvvRXuAxg/Hk48MZpjVxfqAYjEyJQpcNFFcPrpMHo0XHcdPPRQ+EbtObL04vnnw+TJZbdv3x4Ggs85J7q66tSB3r2hf/+ad/IHJQCR2Ni1K8xhnzED7r47XOYYPDgMor71Vu7MbR8yBBYvhl/8InwzB1i3LvRiBg+GZs2yG18uUQIQiYlZs6BjxzDDpaT69WH4cPjf/81OXIfrmGNg7lx4771wsm/bFvLzw7X6xx/PdnS5RWMAIjHx5ZflX8Y48cSwP1e0bAnTpkFRUZiT37IlHHVUtqPKPeoBiMREz55hHZtdu8rumz4dzjor8zGlq0mTsC6PTv6VowQgEhNt24YB1KFDYdu2sK24OEx3/NvfwmwgiRclAJEYGT8+3MTUpk2YLdO6dVj3Zs4caNgw29FJpmkMQCRG6tULK13+8pfw4YdwwglhSqjEkxKASAydcEJ4SbzpEpCISEwpAYiIxJQSgIhITCkBiIjElBKAiEhMKQGIiMSUEoCISEwpAYiIxJQSgIhITCkBiIjEVFoJwMwGmtlKM9tvZvkVlOtrZh+Z2VozG5lOnSIiEo10ewArgCuBt8orYGZ5wFPAxUB7YLCZtU+zXhERSVNai8G5+2oAM6uoWHdgrbt/kij7EtAfWJVO3SIikp5MjAE0Az4r8bkwsU1ERLLokD0AM5sDnJRk1z3u/loKdSTrHngF9Q0DhgG0bNkyhcOLiEhlHDIBuHvvNOsoBFqU+Nwc2FBBfWOBsQD5+fnlJgoREUlPJi4BLQLamlkbM6sDDAKmZaBeERGpQLrTQK8ws0LgLOB1M5uV2H6ymc0AcPdiYAQwC1gNTHL3lemFLSIi6Up3FtBUYGqS7RuAfiU+zwBmpFOXiIhES3cCi4jElBKAiEhMKQGIiMSUEoCISEwpAYiIxJQSgIhITCkBiEiV2LcPtm0Lf0r1pAQgIpHavRvuuQeaNoVWreDkk+Hee2HPnmxHJqUpAYhIZNxh0CBYsQLefRe2b4d582DJEvi3f8t2dFJaWncCi4iUtGBBOPmvWgW1a4dtp54Kr74Kp50GixbBmWdmN0Y5SD0AEYnMjBlw7bUHT/7fqFMnbJ+hBWGqFSUAEYlMXh4UFyffV1wc9kv1oQQgIpG5/HJ44QX4+utvb9+xA158Efr3z05ckpwSgIhEpmtXuOAC6NcvjAfs2QPz50PfvmFbx47ZjlBKUgIQkUg980z4pn/DDVCvHtx4IwwcCGPGZDsyKc3cq+9TF/Pz872goCDbYYiI5AwzW+zu+amUVQ9ARCSmlABERGJKCUBEJKaUAEREYkoJQEQkppQARERiSglARCSmlABERGJKCUBEJKaUAEREYkoJQEQkppQARERiKq0EYGYDzWylme03s3IXHzKz9Wa23MyWmJlWdxMRqQbSfSbwCuBKIJWFXs93901p1iciIhFJKwG4+2oAM4smGhERyZh0ewCpcmC2mTkwxt3HllfQzIYBwxIf/2VmH0VQf2MgTr2POLU3Tm2FeLU3Tm2F6NrbKtWCh0wAZjYHOCnJrnvc/bUU6znb3TeY2QnAG2b2obu/laxgIjmUmyAqw8wKUn1AQk0Qp/bGqa0Qr/bGqa2QnfYeMgG4e+90K3H3DYk/vzCzqUB3IGkCEBGRzKjyaaBmVt/MGnzzHriQMHgsIiJZlO400CvMrBA4C3jdzGYltp9sZjMSxU4E3jazpcB7wOvu/ud06q2ESC8p5YA4tTdObYV4tTdObYUstLdaPxReRESqju4EFhGJKSUAEZGYqlEJwMz6mtlHZrbWzEYm2X+kmb2c2L/QzFpnPspopNDWO81slZktM7O/mFnKc4Oro0O1t0S5q83MK1qapLpLpa1mdk3i57vSzF7IdIxRSuF3uaWZvWlmHyR+n/tlI84omNl4M/vCzJJOhLHgicS/xTIz61qlAbl7jXgBecDHwHeAOsBSoH2pMv8OjE68HwS8nO24q7Ct5wP1Eu+H52pbU21volwDwvTiBUB+tuOuwp9tW+ADoGHi8wnZjruK2zsWGJ543x5Yn+2402jvuUBXYEU5+/sBMwEDegILqzKemtQD6A6sdfdP3H0P8BLQv1SZ/sDzifevABdYbq5jcci2uvub7v514uMCoHmGY4xSKj9bgJ8DvwF2ZTK4iKXS1luAp9x9K4T7azIcY5RSaa8DxyTeHwtsyGB8kfJwA+yWCor0B37vwQLgODNrWlXx1KQE0Az4rMTnwsS2pGXcvRjYDjTKSHTRSqWtJd1M+FaRqw7ZXjPrArRw9z9lMrAqkMrP9lTgVDN7x8wWmFnfjEUXvVTaez9wXWLK+Qzgx5kJLSsO9/92WjK1FlAmJPsmX3qOayplckHK7TCz64B84LwqjahqVdheMzsCeBQYmqmAqlAqP9tahMtAvQg9u3lmdoa7b6vi2KpCKu0dDExw9/9nZmcBExPt3V/14WVcRs9RNakHUAi0KPG5OWW7igfKmFktQneyou5YdZVKWzGz3sA9wOXuvjtDsVWFQ7W3AXAGMNfM1hOunU7L0YHgVH+PX3P3ve6+DviIkBByUSrtvRmYBODu84G6hIXTaqKU/m9HpSYlgEVAWzNrY2Z1CIO800qVmQYMSby/GvirJ0Zecswh25q4JDKGcPLP5WvEcIj2uvt2d2/s7q3dvTVhzONyd8/Fhw+l8nv8R8IgP2bWmHBJ6JOMRhmdVNr7KXABgJm1IySAooxGmTnTgBsSs4F6Atvd/fOqqqzGXAJy92IzGwHMIswsGO/uK83sQaDA3acBzxK6j2sJ3/wHZS/iykuxrY8ARwOTE+Pcn7r75VkLOg0ptrdGSLGts4ALzWwVsA+4y903Zy/qykuxvf8XGGdmdxAuhwzN0S9umNmLhEt3jRNjGqOA2gDuPpowxtEPWAt8DdxYpfHk6L+jiIikqSZdAhIRkcOgBCAiElNKACIiMaUEICISU0oAIiIxpQQgIhJTSgAiIjH1/wGMvA3B7GnjEQAAAABJRU5ErkJggg==\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "1394ff752cdc4729890a21b032ba4eeb": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "14f219b899444fcb9aaeaa87a74d7d89": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "15651327473641d4a3ed15d69b520819": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "1665309b3cd94de48359ede5642fd7a2": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "177f38922de748168eef14bb3f9b091e": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "183ca39553944ac8aabf5a9ce56ba5eb": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_a792f8868b394be5a98d449c01a13532", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "19a5cfae2fec48c59f2554ecfcd931be": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "19f831734fb14e6eb8c075786f45fff7": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Training Data", "disabled": false, "layout": "IPY_MODEL_949f1e6aa8424acf8340652c68b221a5", "style": "IPY_MODEL_68fe8685de1a4decafdea0c0dbee66fa", "value": true } }, "1a47802329ad4bbe997a067d9ef4f755": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "1c02a8ebcd8d4b7883dd4b9a9ce964d2": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "1c5086863033423a871830924058d285": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_ea998902fb2e432a92cbe1cac4350298", "style": "IPY_MODEL_c720861610f045419eff2444070e272b", "value": false } }, "1c67f6d598124b2091c36f99b028639d": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "1c7911efbc2a48ae87fa0e39004418fa": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_d78facc9891a4ef5b69e350c92851af3", "style": "IPY_MODEL_bb3fca2bf5b24833b3d34ebb87474cbc", "value": false } }, "1ccbc11c62994490a8825800db7c177a": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "1e85e166c6604d508880ba165482533f": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "1eb1c4609b3c460296f6274e5ed14281": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_8b529f4612814fc193cabd85bc0cc4c0", "style": "IPY_MODEL_253d4d27cbb04e3e88a0e0fe6c6037b7", "value": false } }, "1eb6bb204ca74f7e87be3e22a7d5877a": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "1eee17da1d46410f8fd8139b7f60db24": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Training Data", "disabled": false, "layout": "IPY_MODEL_393d30c6ec3c4148bd1503bce349cac2", "style": "IPY_MODEL_9e17c1d193a54481b4cb856e036252ec", "value": true } }, "1f53ef7178de46e5a7404f1d1b39963e": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_a6c4b83582f7422c91a082a48f28b9c5", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "1f8a065c61c6465c84599bd8586e58bf": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_f7deabae4bba48d68f3b0b84f091856d", "style": "IPY_MODEL_f64d380575024f018d53a4aa8f61ac32", "value": false } }, "201c86951c4242fb92508c7d5135ec71": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "204bc7510171413e9cfdb7f53216c5a3": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "20f40d2651b042b099c54d64a66ef8cf": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "2128500741514539aa9b6e7540916e3b": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "2131750a410849f182f7930efe53c04e": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_53616be4933d41548c423169e326acc8", "IPY_MODEL_5c7f9d2fb73b4afaa0d96cd367309fc9" ], "layout": "IPY_MODEL_3a5bd7d6e62a46678e7b4c49feeff9ed" } }, "213df6120c7d443fadb3d488346f05f4": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "234444d4e9bc4486b06321e6648d2da3": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_41dd96daa46c412f9acac1a8e87d9a26", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "253d4d27cbb04e3e88a0e0fe6c6037b7": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "25fcec28011f4b7bacf08d2340dc19c8": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "26c6354b384c42e5b5547462d01a6209": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "26f514ebe4e04e8ab806548394d68a62": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_55863cac9c194ddebde3b152d29b236a", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "28480a3bf33944c68ff2c34bcd3e6e6f": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_c8b7f6a3a7134412bb94029927fac6eb", "IPY_MODEL_c5caefb16e5b4b4cbb51fa25a8cd658c" ], "layout": "IPY_MODEL_e5b17ff543c64f4193bbbaf725918ba7" } }, "289166ec6ca048c382e407600c48fd4f": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_a71228de532046f496e90898d5e2ad0e", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "28acb04fcb4b448483195c531a69ea15": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "290efa8137cf414caee071f271c7397e": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "295c38627e12444cb3066acf7c854130": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "29e8ad8d6a304eeeba8e4ea1319c9516": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "29f10a532e784be2a8fd18a41f5b7c6c": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "2a150b980b054094bed66cdc9376723e": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "2af00a062ccc450bbc4a935f34bcb394": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_508bcd4fb15e44768151306f0ab25a68", "IPY_MODEL_a75ac18fe59549b597c1fd980de6eaf3" ], "layout": "IPY_MODEL_d043d1cde2e840308b2041c181a70685" } }, "2bd1eb992fe44356b4d591be72478845": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_54f29259aade4d778c1c4fa921f2dd2c", "IPY_MODEL_9354c8caeffa428686e0883a13e73e66" ], "layout": "IPY_MODEL_a0e29e1f3ae74ef4914fb72a04e622dd" } }, "2bf153cab921436da4c49d52af58dc7b": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "2c1c13acb8df4107a73c56c6a3510f3a": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_40402bf6a56a44b6962aa591d11112aa", "style": "IPY_MODEL_01bd76631a774a47aba8c99c36b72ac6", "value": false } }, "2c80cc0b8af440588d6e794d88832068": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "2c8c34065ae5492b92f02a7d796b3125": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Testing Data", "disabled": false, "layout": "IPY_MODEL_a71dabc2d3a34b7b8dee2d7d06c8fe72", "style": "IPY_MODEL_01f443fd636f4709904e7c16ca5ec210", "value": true } }, "2d7773065dce471db2cbf674a825a72f": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "2d7f0c494b85476f98bcaa116e367518": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Training Data", "disabled": false, "layout": "IPY_MODEL_eb60ab5f1ee34969a320d6d8cc3c612e", "style": "IPY_MODEL_064d81e48c834081a125c21cde57e23e", "value": true } }, "2dfcbee4b1754ba682b3430254598305": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_3ab4b8bc1b584b52b69224c616ee7d10", "style": "IPY_MODEL_7eee007a8f104f28a622b786b72bf5f3", "value": false } }, "2f6cfa87c67648b7b7e75edc493625ad": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "2fb73392404742618014dfeb0fff2ae2": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_d834166175ec4848a1b7b678cbc5cae8", "IPY_MODEL_cb2794f02ab9498fa7fab1c6cbf289ee" ], "layout": "IPY_MODEL_9a151482a15840438e1c806870796199" } }, "300d853993ec41c39029c4352bb0aca9": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_80fc5ed8c66340d2a9fa7f51191e00fa", "style": "IPY_MODEL_c84c3fd6af01410a9819c99d26cbb298", "value": false } }, "3011f666e3ad4928a582b2abb52962a1": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "31b59aa366f1497b98aac386d19f720e": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "31d54e5beea84b1abdf11d04756218f0": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_750f5adab7d842fd93679d09a64d4bd8", "style": "IPY_MODEL_56fb91c36f5f4b34b9ec75ae009a207c", "value": false } }, "32fd97c76adf49c2af2386c10588896d": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "33569451034247329524697a25b2cd5d": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "3425dfb0c38341339e8d52620aa57381": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "344ec5ebe67f4adc95b5dde6a06106db": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "37e58d2115f64c72b8ed50d9db0caed1": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_78e07d9d43134261be3e455f5a51f391", "style": "IPY_MODEL_3e8b0575a2e8407f8c5a6dc3ead93003", "value": false } }, "385ded34de4543ebbea7b7d3eb8eca58": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_89ebbd5e05524aedbf80cb5b28f6c024", "style": "IPY_MODEL_46aa6bced03146bf8673fa1cf33c9154", "value": false } }, "38c74c31790646f38dfd33ddf7bfa093": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_f012a8847c9a4c29aae78327377152d4", "style": "IPY_MODEL_e0c6a30a9ed6450a9c2befd72d56b444", "value": false } }, "390f193f0deb4da99d64c7a01212a1ed": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Testing Data", "disabled": false, "layout": "IPY_MODEL_53acf5e6f81b424a85f60275dfada0a5", "style": "IPY_MODEL_8770f20876a34cb2b3e2396aa02dbe8a", "value": false } }, "393d30c6ec3c4148bd1503bce349cac2": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "39c75a6d84464cd29205720b5270ef1b": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_4e48832a3f5643e6996854c2a4b50b10", "style": "IPY_MODEL_5dd8efdb035a4e9db9a1ffe3930f5dd9", "value": false } }, "3a1d0b8e539449539d975613684f3770": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_1c7911efbc2a48ae87fa0e39004418fa", "IPY_MODEL_f4ab0f7c6d4345d5bb1ad7e622f937bf" ], "layout": "IPY_MODEL_d2a1ffd295744357ba65ae4adf19cbe1" } }, "3a5bd7d6e62a46678e7b4c49feeff9ed": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "3ab4b8bc1b584b52b69224c616ee7d10": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "3b206fb3c63a4137a26b9d6649a65bc2": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_48b05b5ced6c4ab0a9515f939cb44ce4", "IPY_MODEL_fadd87c800b946a6887721262164a21e" ], "layout": "IPY_MODEL_33569451034247329524697a25b2cd5d" } }, "3b2e09c8f01e426e86802e387b39a2cc": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "3b347810e6c947ee8b395929d6c1bc82": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "3b580e300c7f43e48b7cd307ffd671be": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "3c4b06f322f942728964b2337276086d": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_596f234c1bff45d2b3c71131979a1d68", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "3cb02b8809804efeb9dd353a478bcba0": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "3ccdd01c4dcf4435a64488db853e3a3e": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_a78a4c6b002b46b587662925bd8cc543", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "3cdc148a0abf4f15a55654d7dfd91554": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_4c42db41473648499f04d9313bfc9c2a", "IPY_MODEL_809703f5ee794bf09f8636d20134dfbc" ], "layout": "IPY_MODEL_ee95c54e262a46ef95d4409c9719d7f6" } }, "3d8bdeabd1e84dec84f1f46342bc5018": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Training Data", "disabled": false, "layout": "IPY_MODEL_6734661226954dfeb1f68d7c5b88bd46", "style": "IPY_MODEL_83fc00d0dab540f4844230c5aab5faa6", "value": false } }, "3dcf3293bdd0426f9b7cd0e173646316": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "3e62d00321bf4eae89570ac3a3e988f0": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_38c74c31790646f38dfd33ddf7bfa093", "IPY_MODEL_0f3782cee8d349eeaa8211acc2685dab" ], "layout": "IPY_MODEL_92672552551443a28f82fb47db8173b6" } }, "3e8b0575a2e8407f8c5a6dc3ead93003": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "3ebc1bd72dd44d39a7189bf51ca2bf67": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_438d3411ddee4850b6b33902b3c0d15c", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "4022dbd3af0049239db8034d1ed025f7": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "4038f4e13d064d5290384af5ba25ce9c": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_43d02e7655004441a04895d80a0a1e13", "IPY_MODEL_f229b7d95e5449298adfbde57c0e2b17" ], "layout": "IPY_MODEL_b44402f9a7d348908fe90fe4accdc0e3" } }, "40402bf6a56a44b6962aa591d11112aa": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "40a79a25b76f4a99b9aa707878314d7d": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_f6664aaeedb5425da5fe0227d8e2c158", "style": "IPY_MODEL_7f1c14edcb6d4710b5523a622c1efc7b", "value": false } }, "41dd96daa46c412f9acac1a8e87d9a26": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "422e17ff3251426a99419b89eb4bc32b": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_e4c21682f993462a809bfdcb5790dac0", "IPY_MODEL_c19ff6e66cda4ad7894cdc14e8a65cfa" ], "layout": "IPY_MODEL_3b2e09c8f01e426e86802e387b39a2cc" } }, "4275187d87a34a1c83321b31dcf41e92": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_ed03f2f76fd745d3a38dd481d7fdb395", "IPY_MODEL_c8c71613708a4f748d7196aa44591b94" ], "layout": "IPY_MODEL_795c2d703bf94baca8cdba81dcac450e" } }, "427c151c84164751bcb478cb0a129ac6": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "42c3d4c4086444378c47fd87d18e2203": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "4320ce33e2784e47994e5f670f01a397": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "438d3411ddee4850b6b33902b3c0d15c": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "43d02e7655004441a04895d80a0a1e13": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_29e8ad8d6a304eeeba8e4ea1319c9516", "style": "IPY_MODEL_f9c80e97338844ef8cd72db3d84588ca", "value": false } }, "44f2da5ec95d475097870ad585c012fc": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_ee42bb17364e45c5bb81679a05d34f05", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "455526e0c9af43a18992c594a9c0665d": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_925d200472244fac9910aea6215942dd", "style": "IPY_MODEL_f9e3248166f942dbbadba5dd39ca64ee", "value": true } }, "467d0db18dd64fb8a15602e4707adab6": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "46aa6bced03146bf8673fa1cf33c9154": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "477d537ba17b4226927433ad81fc57db": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_49104a7e2fc64768a5118d89aeb81857", "IPY_MODEL_c61dcbc3f6394e5680dd4b5c53b13743", "IPY_MODEL_d46e08d641184915a649e4847869b11e" ], "layout": "IPY_MODEL_b9e269fce46f41a9b31987023754fa4f" } }, "47ddbcdb1732405a8b27e74beeda47ed": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_d4c3731146ff41bba883031388b16c2b", "style": "IPY_MODEL_caa3e2b5b01a41239809bad9e2827611", "value": false } }, "484b73af5a4b402eafc0e9e01bccc272": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "48b05b5ced6c4ab0a9515f939cb44ce4": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Show Original:", "disabled": false, "layout": "IPY_MODEL_177f38922de748168eef14bb3f9b091e", "style": "IPY_MODEL_7994b2e558ac4653991191539b742d0b", "value": false } }, "48c912e6c54b4b14917c311d76213aa7": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Show Original:", "disabled": false, "layout": "IPY_MODEL_6551aec10b444b96a3d38c995147df8c", "style": "IPY_MODEL_8515dacc41f940f497cac121f29710c6", "value": false } }, "49104a7e2fc64768a5118d89aeb81857": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_7e538ff9cc314c43a694caf590f746d9", "style": "IPY_MODEL_b4297cdee5b04704a756b7dd2b711024", "value": false } }, "497f1aad116648afa5213ccf611d04c6": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_2dfcbee4b1754ba682b3430254598305", "IPY_MODEL_183ca39553944ac8aabf5a9ce56ba5eb" ], "layout": "IPY_MODEL_e768208edb9b4f2899c8360dd0901eb4" } }, "49c1a2633d7745e09734e7445ce6d922": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "4a655ae2821e4836a710cacd265e406f": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Show Original:", "disabled": false, "layout": "IPY_MODEL_af022cef887c4d28a6a3bb265d3491eb", "style": "IPY_MODEL_d684113ab9334200831b03900b6827d5", "value": false } }, "4c16b7fa205d470283d46a668e14d55b": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_a2bfd9dc87674c00ad454ef173f3a079", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "4c42db41473648499f04d9313bfc9c2a": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_d52d47a0cfeb4a339923854972d97b41", "style": "IPY_MODEL_8d2914c9adf847b68f1b5009faf26f8b", "value": false } }, "4c6d68b4afb8410ab70ffeefb78fa428": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Show Original:", "disabled": false, "layout": "IPY_MODEL_ce8af821b2034e59be59d083caf34db5", "style": "IPY_MODEL_4cb787cdc31e472ea1a8c7333652d9f3", "value": false } }, "4cb787cdc31e472ea1a8c7333652d9f3": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "4d081d48af8749fd9cc4ee05e317f075": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_e985818aaa8b4485bd1ce1893304c929", "style": "IPY_MODEL_5101b0542bea42479256c1f46418dacd", "value": false } }, "4dd7db9459b54e9294394a88bbfd8449": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "4e48832a3f5643e6996854c2a4b50b10": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "4e7ea34d3d4141109ac85e465f9e745f": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_b755799556204e859345e2205ba3abd6", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "4e85638105cd49b6bb5f2723721eee85": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Training Data", "disabled": false, "layout": "IPY_MODEL_1665309b3cd94de48359ede5642fd7a2", "style": "IPY_MODEL_ea8b00ad8cb84371a2cd700061abcbb9", "value": true } }, "4ec30ec791814cc995e723552ecd2d63": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_e5d5a8028ea84694927692e8ec3f8150", "IPY_MODEL_1100e02fcc6843c2a0846bc25b1142ab", "IPY_MODEL_109c43b8dd0544c89e19e8819f56585b" ], "layout": "IPY_MODEL_95d77106ff6f4824a5261bb4879aecab" } }, "4f322dda27ed4bf087df0020bd5aa9bd": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "4f7a401d5245442db062c5ed4d5f6e13": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_385ded34de4543ebbea7b7d3eb8eca58", "IPY_MODEL_cfc0e2348da741d0b6ae671c893cb921" ], "layout": "IPY_MODEL_92db4065f2964b419323d5d648974835" } }, "508bcd4fb15e44768151306f0ab25a68": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_ef44f296a395437ab8c5761df9d63637", "style": "IPY_MODEL_1394ff752cdc4729890a21b032ba4eeb", "value": false } }, "5101b0542bea42479256c1f46418dacd": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "519af85c8dd84d689e8ddaf64e22447c": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "53616be4933d41548c423169e326acc8": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_f1db7de5814e4c0ba4da65e7650e8c76", "style": "IPY_MODEL_df6d3e307898433db3d146b962a2c6b7", "value": false } }, "53acf5e6f81b424a85f60275dfada0a5": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "53ba58a9778b402d9825189e2c934ce3": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "53e838c3661a4410bbb41df2e521c377": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "5461c4614154457d918408e84b64db19": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Training Data", "disabled": false, "layout": "IPY_MODEL_427c151c84164751bcb478cb0a129ac6", "style": "IPY_MODEL_09e6b123d1954734aa457e53a7bc6272", "value": true } }, "54f29259aade4d778c1c4fa921f2dd2c": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_0258fd9a47954fdc87b08a96e6f3f8a6", "style": "IPY_MODEL_3b580e300c7f43e48b7cd307ffd671be", "value": false } }, "55863cac9c194ddebde3b152d29b236a": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "55ad8659231445109e1171f66dd81a52": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "55c515f758154ed981258e7e3f4a77d2": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Show Original:", "disabled": false, "layout": "IPY_MODEL_ce58be79fa424853b43437a952bc3d04", "style": "IPY_MODEL_e7a603b8781d47dd8f2f29b87498aee5", "value": false } }, "5677e4d04cdb4a14b06370bdfb02eb93": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "56fb91c36f5f4b34b9ec75ae009a207c": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "5792026a246646d8a6fffed01f406ce7": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "587b2cf58e20434b85aa1f0b9b4b2587": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_72ee136418144392bcc56106140af92d", "IPY_MODEL_b8324b6dca8341fc8b34ca48234c4700" ], "layout": "IPY_MODEL_c23ef31331e14ba8918be6e9e619bc55" } }, "59028c7436944584bf28ce66787e6165": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "592078ba51f342ba962fa3d4978a4e00": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_8185f095f8434ab6851d064ac24b6b70", "IPY_MODEL_fece77924805410387fcd8d82ae02f97" ], "layout": "IPY_MODEL_b1f7f6dea2ec40c6b65b33db4221b801" } }, "596f234c1bff45d2b3c71131979a1d68": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "5a0231fd118342e4a780adb1d3e45115": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "5a21dbea75e24756a8516c2069beec2b": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "5a955bd1401e47aa9959db8c69707ee1": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Testing Data", "disabled": false, "layout": "IPY_MODEL_76bf15c8b236424c8a81083af6cbba93", "style": "IPY_MODEL_ba2eac653efb416aa01cc22058dbba53", "value": false } }, "5b83d8d939f3409d90379c8b61e512c2": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "5be3cb7a338540a8911dcd42e70faeff": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_1eb1c4609b3c460296f6274e5ed14281", "IPY_MODEL_5461c4614154457d918408e84b64db19", "IPY_MODEL_3ccdd01c4dcf4435a64488db853e3a3e" ], "layout": "IPY_MODEL_ba589abbc9724ab69b86337ae332bcf4" } }, "5c7f9d2fb73b4afaa0d96cd367309fc9": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_2a150b980b054094bed66cdc9376723e", "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAD8CAYAAAB0IB+mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAdMUlEQVR4nO3de3hU1b3G8e9PQBFKBQGFAgJyUBEvXFIuBStaaANqUQoVbS1yaNEWerPeWh/F2mNbj55qrXoQPYjWR61QUFQQxRYFBUuoIIKoCCgRlXD1glzzO3+sEUMyCZPMnplM9vt5njzM7L0ya60n+mZl7bXXNndHRETqvkNy3QAREckOBb6ISEwo8EVEYkKBLyISEwp8EZGYUOCLiMREJIFvZpPNbKOZvVbJ+QFmtt3Mlia+rouiXhERSV39iD5nCnAH8EAVZea7+9kR1SciItUUyQjf3V8AtkTxWSIikhlRjfBT0dfMlgEbgMvdfUWyQmY2FhgL0Lhx454nnHBCFpsoIpLflixZssndWyY7l63A/zfQ3t0/MbMhwGNA52QF3X0SMAmgoKDAi4qKstREEZH8Z2bvVHYuK6t03P0jd/8k8XoW0MDMWmSjbhERCbIS+GbWysws8bpXot7N2ahbRESCSKZ0zOxhYADQwsyKgQlAAwB3nwgMB35sZnuBz4CRrm06RUSyKpLAd/cLDnL+DsKyTRHJY3v27KG4uJidO3fmuimx17BhQ9q2bUuDBg1S/p5srtIRkTxXXFxMkyZN6NChA4lZWskBd2fz5s0UFxfTsWPHlL9PWyuISMp27txJ8+bNFfY5ZmY0b9682n9pKfBFpFoU9rVDTX4OCnwRkZhQ4ItIxnz4IcyeDYsWQWlp+p+3bds27rrrrhp975AhQ9i2bVuVZa677jrmzp1bo8+vypQpUxg/fnyVZebNm8dLL70Ued1lKfBFJHK7d8Oll8IJJ8Ctt8IPfwjHHw/z56f3uVUF/r59+6r83lmzZtG0adMqy9xwww0MHDiwxu1LhwJfRPLSL34BGzbA2rXwzDOwfDncdht85zvw9ts1/9yrr76at99+m27dunHFFVcwb948zjjjDC688EJOPvlkAM4991x69uxJ165dmTRp0v7v7dChA5s2bWLdunV06dKFH/3oR3Tt2pVvfvObfPbZZwBcfPHFTJs2bX/5CRMm0KNHD04++WRWrVoFQElJCYMGDaJHjx5ccskltG/fnk2bNlVo63333cdxxx3H6aefzosvvrj/+BNPPEHv3r3p3r07AwcO5MMPP2TdunVMnDiRW2+9lW7dujF//vyk5dLm7rX2q2fPni4itcfKlSsPWubDD92bNnXfsqXiuauvdv/lL2te/9q1a71r16773//zn//0Ro0a+Zo1a/Yf27x5s7u779ixw7t27eqbNm1yd/f27dt7SUmJr1271uvVq+evvPKKu7uPGDHC//rXv7q7+6hRo3zq1Kn7y99+++3u7n7nnXf6mDFj3N193Lhx/vvf/97d3WfPnu2Al5SUHNDODRs2eLt27Xzjxo2+a9cu/9rXvubjxo1zd/ctW7Z4aWmpu7vfc889ftlll7m7+4QJE/zmm2/e/xmVlSsr2c8DKPJKMlXr8EUkUsuWQffu0KxZxXODB8Ovfx1tfb169TpgLfrtt9/OjBkzAFi/fj1vvfUWzZs3P+B7OnbsSLdu3QDo2bMn69atS/rZw4YN219m+vTpACxYsGD/5xcWFtIsSUdffvllBgwYQMuWYdPK888/nzfffBMI9zKcf/75vP/+++zevbvSdfSplqsOTemISKSaNYP33oNkm6cUF8ORR0ZbX+PGjfe/njdvHnPnzmXhwoUsW7aM7t27J12rfthhh+1/Xa9ePfbu3Zv0sz8vV7aMp7grTGXLJn/6058yfvx4li9fzt13313pWvpUy1WHAl9EItWzJ9SrB4lB8H47d4YLuBddVPPPbtKkCR9//HGl57dv306zZs1o1KgRq1atYtGiRTWvrBL9+/fn0UcfBeCZZ55h69atFcr07t2befPmsXnzZvbs2cPUqVMPaGObNm0AuP/++/cfL9+3ysqlQ4EvIpEyg8mTwyqdyy+Hf/wDHnwQ+veHzp3Dhduaat68Of369eOkk07iiiuuqHC+sLCQvXv3csopp3DttdfSp0+fNHqS3IQJE3jmmWfo0aMHs2fPpnXr1jRp0uSAMq1bt+b666+nb9++DBw4kB49euw/d/311zNixAhOO+00WrT4Ypf4c845hxkzZuy/aFtZuXRYqn+e5IIegCJSu7z++ut06dIlpbLvvAN33RXW4DdrBt//PgwbBofk+TBz165d1KtXj/r167Nw4UJ+/OMfs3Tp0py0JdnPw8yWuHtBsvK6aCsiGdG+Pdx0U65bEb13332X7373u5SWlnLooYdyzz335LpJKVPgi4hUQ+fOnXnllVdy3YwayfM/rkQk22rzNHCc1OTnoMAXkZQ1bNiQzZs3K/RzzBP74Tds2LBa36cpHalV1q+HkpKwmqPcwgepBdq2bUtxcTElJSW5bkrsff7Eq+pQ4Oehffvg3/8O65q7d4cvfSnXLUrf22/DJZeEuzTbtIF334XRo+EPf4BDD8116+RzDRo0iOSOT8kNTenkmVmzwuh31Ci48sqwEuLGG5Pf1Zgvtm2DM8+EIUPCnZhLl8KKFbBqFYwbl+vWidQdCvw8sngxXHwx3HtvCMSFC8NIf/p0+NOfct26mrvvPujXDy67DD6/4711a3jkEfj738M0j4ikT4GfR265Ba69NoyGP9+mo337cBfjLbeEPcjz0fPPhxtyymvSJPS1zM6yIpIGBX4eWbgQzj674vEuXaBRI6hkw79ar3Fj2LIl+bnNm8N5EUmfAj+PHHEEfPBBxeO7dsHWrfm7qmXkyHAL/q5dBx5ftgxeew1y9AAikTpHgZ9HLrwwTN2Uv0A7eTJ06xbmvfPRWWeFC9EDB8JTT8Hrr8Mdd0BhIdx+Oxx+eK5bKFI3aFlmHvnZz2DQoBCQ48bBl78M06bBo49CBp67nDWHHAIPPwxTpoRlmCUl4RfYjBmQgc0ORWJLu2Xmmc8+C6tapk4Nr884A8aPD2vXRUSq2i0zksA3s8nA2cBGdz8pyXkD/gwMAXYAF7v7vw/2uQp8EZHqqSrwo5rDnwIUVnF+MNA58TUW+N+I6hURkRRFEvju/gJQycI6AIYCDyQeqr4IaGpmeXqJUUQkP2VrlU4boOz9ksWJYyIikiXZCvxkj29PevHAzMaaWZGZFWlHPhGR6GQr8IuBdmXetwU2JCvo7pPcvcDdC1q2bJmVxomIxEG2An8m8AML+gDb3f39LNUtIiJEdOOVmT0MDABamFkxMAFoAODuE4FZhCWZqwnLMkdHUa+IiKQuksB39wsOct4B7WwuIpJD2ktHRCQmFPgiIjGhwBcRiQkFvohITCjwRURiQoEvIhITCnwRkZhQ4IuIxIQecShVeuUVeOgh2LYN+vYNDxxv1CjXrRKRmtAIX5Jyh1//Gs45Bxo3hp49Yfp0OPlkWLs2160TkZrQCF+Smj07BPyrr8KRR4Zjl14Kt9wCF18Mzz+f0+aJSA1ohC9J3XMPXHXVF2H/uZ//HN56C958MzftEpGaU+BLUu+9ByeeWPF4gwbQuTNsSPo0AxGpzRT4klSXLvDSSxWPf/IJLF8eQl9E8osCX5IaNw5uvhlWrfri2L59cPnlMGgQtNETiUXyji7aSlK9esFNN4WlmGeeCa1ahQu5nTrBtGm5bp2I1IRG+FKpH/wgLMH89rfh+OPhb3+DZ5+FI47IdctEpCY0wpcqNW0Ko0bluhUiEgWN8EVEYkKBLyISEwp8EZGYUOCLiMSEAl9EJCYU+CIiMaHAFxGJCQW+iEhMKPBFRGJCgS8iEhORBL6ZFZrZG2a22syuTnJ+gJltN7Olia/roqhXRERSl/ZeOmZWD7gTGAQUA4vNbKa7ryxXdL67n51ufSIiUjNRjPB7AavdfY277wYeAYZG8LkiIhKhKAK/DbC+zPvixLHy+prZMjObbWZdK/swMxtrZkVmVlRSUhJB80REBKIJfEtyzMu9/zfQ3t1PBf4CPFbZh7n7JHcvcPeCli1bRtA8ERGBaAK/GGhX5n1b4IBHXLv7R+7+SeL1LKCBmbWIoG4REUlRFIG/GOhsZh3N7FBgJDCzbAEza2VmlnjdK1Hv5gjqFhGRFKW9Ssfd95rZeGAOUA+Y7O4rzOzSxPmJwHDgx2a2F/gMGOnu5ad9REQkg6w2525BQYEXFRXluhkiInnDzJa4e0Gyc7rTVkQkJhT4IiIxocAXEYkJBb6ISEwo8EVEYkKBLyISEwp8iR13eOwxOOssOPVUOP98mD8/160SyTwFvsTOlVfCb34DF1wAU6bA6aeH13ffneuWiWRW2nfaiuSTpUvh4Ydh+XJo1iwc694dvvUtKCiA4cOhefPctlEkUzTCl1h56CEYM+aLsP9cp04h9GfMyE27RLJBgS+x8vHHUNmu20cdFc6L1FUKfImVfv1g5syKx/ftgyefDOdF6ioFvsTK8OHw7rvwu9/Brl3h2EcfwSWXQOfO0KtXbtsnkkkKfImVhg1h7lx48UVo1w769oUOHWDnTpg6NdetE8ksrdKR2GnbFp5+Gt55B957L1ywPfroXLdKJPMU+BJb7duHL5G4UOBH5P33YfbscPHvW9+CY47JdYtERA6kOfw0ucN118GJJ4a54fnzw408P/sZlJbmunUiIl/QCD9NU6bA44/Dm29+sb57+/awT8utt8KvfpXT5omI7KcRfppuuw3+9KcDb+Y54gi44w748581yheR2kOBn6YVK+C00yoe79YNtm3TnZsiUnvU6cDfuhWeeAJmzYJPP81MHV/5CrzxRsXjxcVQrx40bpyZekVEqqtOBr47/Pa3cOyxYWrl5pvDqplMbH87Zgxcey3s3fvFsdLScOyii6C+rpKISC1RJ+PorrvChdQVK8IIHMIovLAwvD/nnOjquuoqGDo03JJ/8cUh4B98MJybMye6ekRE0mXunus2VKqgoMCLioqq9T2lpWFk//e/Q8+eB56bPj1cZH3hhQgbSVh7//TT4ZfMvn0wZAh8+9vQoEG09YiIHIyZLXH3gqTn6lrgb9oExx0HW7ZUPPfJJ2EL3B07ImqgiEgtU1Xg17k5/MaNYc+e5IH/zjvQokX22yQiUhtEEvhmVmhmb5jZajO7Osl5M7PbE+dfNbMeUdSbzOGHw3nnwU03HXjcHW68EUaNylTNIiK1W9oXbc2sHnAnMAgoBhab2Ux3X1mm2GCgc+KrN/C/iX8z4r//OzyYevVq+P73w77n994bpnImTcpUrSIitVsUq3R6AavdfQ2AmT0CDAXKBv5Q4AEPFwwWmVlTM2vt7u9HUH8FrVpBURHcf38I+vr1Q/CPHBn2QxcRiaMoAr8NsL7M+2Iqjt6TlWkDVAh8MxsLjAU4Jo0tJ5s0gfHjw5eIiEQzh29JjpVf+pNKmXDQfZK7F7h7QcvKnjYtIlIHrF4N//mfYfVgy5bhXp4338xcfVEEfjHQrsz7tsCGGpQREYmNN96A/v3DIzaXLIFXXgnPVT7tNFi58qDfXiNRTOksBjqbWUfgPWAkcGG5MjOB8Yn5/d7A9kzN34uI5IMJE+Cyy+DKK784ds01YaXhddfBtGnR1xnJjVdmNgS4DagHTHb3G83sUgB3n2hmBtwBFAI7gNHuftA7qmpy45WISG1XWhqCfePGsJ16WR9/HO4X2rEjbMBYXVXdeBXJXjruPguYVe7YxDKvHRgXRV0iInXBvn1w2GEVjx92WPiFUFpas8CvSp2701ZEpLY75BA480z4298qnps6NczjZ2Ivrjq5W6aISG03YULYFaBx4/AvhA0YL7sshH4mKPBFMuyTT8JIbvVq6Ngx3AD45S/nulWSa/36waOPwm9+Az/8YTh2wgnw8MPw9a9npk5N6Yhk0MKF8B//AU8+GW4GnDsXOnWCf/4z1y2T2mDAAHjppTAYeOstWLQoTPVkikb4IhmyY0f4U/2++2Dw4C+Oz5sHI0aE/8nLr9CQeMrWLr4a4YtkyLRp8NWvHhj2EEZ13/gGPPRQTpolMabAF8mQNWugRyUbgffoAW+/nd32iCjwRTKkU6dwy3wyS5aE8yLZpMAXyZDvfCds0/3UUwce/8c/wteF5TcgEckwXbQVyZBGjeCxx+Dcc6FXrzCfv3QpvPBCWGetC7aSbRrhi2RQnz5hrv6882DnTigsDHP7AwbkumUSRxrhi2RY48YwenSuWyGiEb6ISGwo8EVEYkKBLyISEwp8EZFy9u4Njxl86y2I4BlRtYYCX0SkjPvug2OPhaFD4Ywz4JRT4Lnnct2qaCjwRUQSHnwQ/uu/YPr0MLpfvx7+8Ae44AJYvDjXrUufAl9EhPBIwRtugClToCDxRFgzOPtsuP56+OMfc9m6aCjwRUSADz6Abdugf/+K54YNg+efz36boqbAFxEBDj883A29a1fFc1u3hq0y8p0CX0QEaNYM+vYNF23L+8tf4Pzzs9+mqGlrBRGRhP/5n/BwmuLi8Ozhzz6DiRPhxRdhwYJcty59GuGLiCScdFJ4DvFHH8Hw4TBmDLRrF54727JlrluXPo3wRUTKOPbYMIVTF2mELyISEwp8EZGYSGtKx8yOBP4GdADWAd91961Jyq0DPgb2AXvdvSCdekVEpPrSHeFfDTzn7p2B5xLvK3OGu3dT2IuI5Ea6gT8UuD/x+n7g3DQ/T0REMiTdwD/a3d8HSPx7VCXlHHjGzJaY2diqPtDMxppZkZkVlZSUpNk8ERH53EHn8M1sLtAqyalrqlFPP3ffYGZHAc+a2Sp3fyFZQXefBEwCKCgoqEM7UYuI5NZBA9/dB1Z2zsw+NLPW7v6+mbUGNlbyGRsS/240sxlALyBp4IuISGakO6UzExiVeD0KeLx8ATNrbGZNPn8NfBN4Lc16RUSkmtIN/D8Cg8zsLWBQ4j1m9hUzm5UoczSwwMyWAf8CnnL3p9OsV0REqimtdfjuvhn4RpLjG4AhiddrgFPTqUdERNKnO21FRGJCgS9Sx7jDp5+GR/Zl0uLF4VmvnTtD795wxx2we3dm65T0KPBF6ojSUvjzn8Nujy1aQPPm8ItfwMcfR1/XY4/BOedAnz7w5JNw443h2Lnnwp490dcn0VDgi9QRV10FDz0Ejz4aHtyxdGl4NF9hYbQhvGcP/OQnIeB//nM4/ngYOBCefhq2b4dp06KrS6KlwBepA4qL4f/+D2bPhq9+NRxr3/6Lx/XNnBldXQsWhIeC9Olz4PH69WHcOHjkkejqkmgp8EXqgGefhcGD4cgjDzx+yCFw0UVh2iUqn34anv+aTLNmsGNHdHVJtBT4InWAGezbl/xcaWk4H5XeveHll2HTpornpk+H00+Pri6JlgJfpA4oLIQ5c6D8foP79sGUKTB0aHR1tWwJo0fDiBHwzjvh2O7dYZXOrFkwtsrtESWXFPgidUCrVjB+PAwaBPPmhVH9qlUwciQ0aQJnnRVtfTffDP37Q48e4cHfbdqE0f1zz8FRle2ZKzln7rV3Q8qCggIvKirKdTNE8oI7TJ4Mt94KK1fC0UfDmDFwzTVw+OGZqXPHDli9Olw7aNs2M3VI9ZjZksoeNKXAF6mD3KOdt5f8UVXgp7WXjojUTnUt7D/4ACZODEtCv/SlMFU1fHhYCiqp0xy+iNRqr70G3buH0L/88nCx+LbbYNgw3dVbXQp8EanVLrkEbrghjPALC+F734P58+Gjj8IKJEmdAl9Eaq01a8LX6NEHHm/QAK68Eh54IDftylcKfBGptbZsgdatk8/Vt20bzkvqFPgiUmsdfzysXQvvvVfx3Jw5UJB0LYpURoEvIrVWkybhzt1Row4czS9YEG7++uUvc9e2fKRFTSJSq914I/zqV9CpU9jHZ9Mm+PDDsBNot265bl1+0Y1XIpIXNm6Ef/0rjPr79dMa/MroxisRyXtHHQVnn53rVuQ3zeGLiMSEAl9EJCYU+CIiMaHAFxGJCQW+iEhMKPBFRGIircA3sxFmtsLMSs2s0puczazQzN4ws9VmdnU6dYqISM2kO8J/DRgGvFBZATOrB9wJDAZOBC4wsxPTrFdERKoprRuv3P11AKv68Tq9gNXuviZR9hFgKLAynbpFRKR6sjGH3wZYX+Z9ceKYiIhk0UFH+GY2F2iV5NQ17v54CnUkG/5XuoGPmY0FxgIcc8wxKXy8iIik4qCB7+4D06yjGGhX5n1bYEMV9U0CJkHYPC3NukVEJCEbUzqLgc5m1tHMDgVGAjOzUK+IiJSR7rLM88ysGOgLPGVmcxLHv2JmswDcfS8wHpgDvA486u4r0mu2iIhUV7qrdGYAM5Ic3wAMKfN+FjArnbpERCQ9utNWRCQmFPgiIjGhwBcRiQkFvohITCjwRURiQoEvIhITCnwRkZhQ4IuIxIQCX0QkJhT4IiIxocAXEYkJBb6ISEwo8EVEYkKBLyISEwp8EZGYUOCLiMSEAl9EJCYU+CIiMaHAFxGJCQW+iEhMKPBFRGJCgS8iEhMKfBGRmFDgi4jEhAJfRCQmFPgiIjGhwBcRiQkFvohITKQV+GY2wsxWmFmpmRVUUW6dmS03s6VmVpROnSIiUjP10/z+14BhwN0plD3D3TelWZ+IiNRQWoHv7q8DmFk0rRERkYxJd4SfKgeeMTMH7nb3SZUVNLOxwNjE20/M7I0I6m8BxOmvizj1N059hXj1N059hej6276yEwcNfDObC7RKcuoad388xQb0c/cNZnYU8KyZrXL3F5IVTPwyqPQXQk2YWZG7V3qNoa6JU3/j1FeIV3/j1FfITn8PGvjuPjDdStx9Q+LfjWY2A+gFJA18ERHJjIwvyzSzxmbW5PPXwDcJF3tFRCSL0l2WeZ6ZFQN9gafMbE7i+FfMbFai2NHAAjNbBvwLeMrdn06n3hqIdIooD8Spv3HqK8Srv3HqK2Shv+buma5DRERqAd1pKyISEwp8EZGYqFOBb2aFZvaGma02s6uTnDczuz1x/lUz65GLdkYhhb5+L9HHV83sJTM7NRftjMrB+lum3FfNbJ+ZDc9m+6KUSl/NbEBiq5IVZvZ8ttsYpRT+Wz7CzJ4ws2WJ/o7ORTujYGaTzWyjmSVduJLxjHL3OvEF1APeBo4FDgWWASeWKzMEmA0Y0Ad4OdftzmBfvwY0S7wenK99TbW/Zcr9A5gFDM91uzP4s20KrASOSbw/KtftznB/fwPclHjdEtgCHJrrttewv18HegCvVXI+oxlVl0b4vYDV7r7G3XcDjwBDy5UZCjzgwSKgqZm1znZDI3DQvrr7S+6+NfF2EdA2y22MUio/W4CfAn8HNmazcRFLpa8XAtPd/V0I97dkuY1RSqW/DjSxsIfLlwiBvze7zYyGhxtOt1RRJKMZVZcCvw2wvsz74sSx6pbJB9XtxxjCqCFfHbS/ZtYGOA+YmMV2ZUIqP9vjgGZmNs/MlpjZD7LWuuil0t87gC7ABmA58HN3L81O87IuoxmVrb10siHZDm7l15ymUiYfpNwPMzuDEPj9M9qizEqlv7cBV7n7vjzfzC+VvtYHegLfAA4HFprZInd/M9ONy4BU+vstYClwJtCJsD3LfHf/KNONy4GMZlRdCvxioF2Z920JI4LqlskHKfXDzE4B7gUGu/vmLLUtE1LpbwHwSCLsWwBDzGyvuz+WnSZGJtX/jje5+6fAp2b2AnAqkI+Bn0p/RwN/9DDJvdrM1gInEG7krGsymlF1aUpnMdDZzDqa2aHASGBmuTIzgR8kroT3Aba7+/vZbmgEDtpXMzsGmA5clKcjv7IO2l937+juHdy9AzAN+Ekehj2k9t/x48BpZlbfzBoBvYHXs9zOqKTS33cJf81gZkcDxwNrstrK7MloRtWZEb677zWz8cAcwpX/ye6+wswuTZyfSFi9MQRYDewgjBzyTop9vQ5oDtyVGPXu9TzdeTDF/tYJqfTV3V83s6eBV4FS4F53z8v9qVL82f4OmGJmywlTHld5nj5MycweBgYALRLb0kwAGkB2MkpbK4iIxERdmtIREZEqKPBFRGJCgS8iEhMKfBGRmFDgi4jEhAJfRCQmFPgiIjHx/w13/qJ+/bfrAAAAAElFTkSuQmCC\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "5c9d377e68204ad6a3327702aa295ab6": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_96cb9e85a40f4d65a0fb87518cb289eb", "style": "IPY_MODEL_d7f237bfcc7341f58786001134fff85b", "value": false } }, "5ce456fed03f4d62b165aa3754ce7876": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "5dd8efdb035a4e9db9a1ffe3930f5dd9": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "5de7559976de4cecade48f8c6552ae08": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_1c67f6d598124b2091c36f99b028639d", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "5fa8c39a497e4533ae0ce863d0aeaa0f": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "60a5294963b34ecfb51660f557fc4013": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_4f322dda27ed4bf087df0020bd5aa9bd", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "62065f3620f849fcb9dadc0bad6964a6": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "638ce504778c4c899dd95f754efec3d8": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "6462c8b336f04e53b78f00947bab742c": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_9f4848bda1d849dbb508398d7ccaa145", "IPY_MODEL_ad268edb10b648e8842e6f191f3186d3" ], "layout": "IPY_MODEL_ea3414310ab6470aad41d89b7299783f" } }, "64dc4c3f27584dc287c32e3918c4b212": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_b0619e5c0be446a9a179eb8fedb96003", "IPY_MODEL_792a2c4ce35543bda7f6020ee5f984f5" ], "layout": "IPY_MODEL_cc8b194b531648fc91a64f2fe025fbec" } }, "6551aec10b444b96a3d38c995147df8c": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "65788ca5505341879cbea0aefc5b714e": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_a320b4e187ad4cd2a93338e721c47f28", "style": "IPY_MODEL_6e94f48285fe44b3aa6f7d2aab3ca151", "value": false } }, "66eb6caf120443409a168aeb7869c4c1": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_5b83d8d939f3409d90379c8b61e512c2", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "6734661226954dfeb1f68d7c5b88bd46": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "675880f163544d39854d0d1f1c8dda2d": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_b9214f262ba04af5bff09e266c685ae4", "IPY_MODEL_d8533ebe816d4c4d9d692d1fd1b16d86", "IPY_MODEL_0b7cb067c5ac4738a72f57c99f9c25ca" ], "layout": "IPY_MODEL_01a97bf3e84845b887dd0cc91c31cd01" } }, "67d36fe427bf4782a85049de747df0b8": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Testing Data", "disabled": false, "layout": "IPY_MODEL_99c5a0ec0f2945088d0def4bb87eb85a", "style": "IPY_MODEL_ba97480c03db48eea88e8fc2134f08f7", "value": false } }, "682de390a0c940b680ddba5294474bc5": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_8aded6ef85684fa0b5fb23de942cf712", "style": "IPY_MODEL_825e0e4e674f47858b5a5a05bad78199", "value": false } }, "68478a4262ef48dd9331d1ce24a438c1": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "68fe8685de1a4decafdea0c0dbee66fa": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "692fe3267044479a970c0a2593f77458": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Show Original:", "disabled": false, "layout": "IPY_MODEL_7f86a296024649d4a7b57e95f209a540", "style": "IPY_MODEL_2c80cc0b8af440588d6e794d88832068", "value": false } }, "69dbb0a5d9e5495190af47d30cc88bbc": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "69f1c7fd4b5d4460b1f4710c430d4b88": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_d7fcd0ef6dc144a4a1e67ff1d9c76924", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "6a33b9e31b244af0881452f966d91061": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "6a39a7bb7209454895089867c88ecc00": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "6b1b507b26f94b0696886f6755341288": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Training Data", "disabled": false, "layout": "IPY_MODEL_55ad8659231445109e1171f66dd81a52", "style": "IPY_MODEL_69dbb0a5d9e5495190af47d30cc88bbc", "value": true } }, "6c596298825f480497035e121d00c851": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "6c66c09886674b9abc85d3a160df6127": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "6c8aee37b8ed472d97059dc4e8d84acd": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "6e94f48285fe44b3aa6f7d2aab3ca151": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "6eba8ac95191490ea8fbe811d7c0f221": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "727bf6e2dd90463191ca99797758e10e": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_15651327473641d4a3ed15d69b520819", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "72ee136418144392bcc56106140af92d": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Show Original:", "disabled": false, "layout": "IPY_MODEL_8c16b0054d11405fbc741a92ca53d824", "style": "IPY_MODEL_74b4a35a4e4a434584e60fa201340b6a", "value": false } }, "733ea89d469f42aabdfd74e71f8cd4c2": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "74867356abfb450fac78a75b8cca6547": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "74b4a35a4e4a434584e60fa201340b6a": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "74fe8ecfc7134e88a8377053286ac592": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_9f2eb21c134545cb84b037562fb91ec6", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "750f5adab7d842fd93679d09a64d4bd8": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "7673d1cfb34a4862b2786599cb236245": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "76bf15c8b236424c8a81083af6cbba93": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "7839f53f80e842029a188a8911218620": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_b14c8afe9fcd4495821c8df1e54537ef", "IPY_MODEL_ce62f0a55abc4bb588206c2453d184f2" ], "layout": "IPY_MODEL_f42bc4da42c149e6a9dd4fbfb1c72cac" } }, "78e07d9d43134261be3e455f5a51f391": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "792a2c4ce35543bda7f6020ee5f984f5": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_8240b3421d834fbeabab0169e6010991", "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3YAAAEICAYAAAATGmYVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3XmcjdUfwPHPMfYle9m3ZE2WGXtKQkhSUqhQ1qL0y1IpaymlIhVC1pAiUhlJ2bcahQrZi0jWsoxlZs7vj++lWZmZuzx3+b5fr/uaO/e593m+d2bud55znnO+x1hrUUoppZRSSikVuDI4HYBSSimllFJKKfdow04ppZRSSimlApw27JRSSimllFIqwGnDTimllFJKKaUCnDbslFJKKaWUUirAacNOKaWUUkoppQKcNuzcYIyxxpiyTscRnzHmV2NMw1Q+N8X4jTE3GGNWGWNOG2PeMsYMNMZMTmMsE4wxg9LyGk8yxjQwxvx2le2lXD+DjOncf2djzJr0R6iUd2huuub+NTcp5QDNTdfcv+Ym5ZZ0/WKU/7LWVvbQrroDx4DrbKLFDo0xpYB9QCZrbYzrsc5AV2vtrfFi6emhWNLFWrsaKH/5e2PMfiTGZY4F5SeMMYWBD4AIoDBQ2lq739GgVFDT3PQfzU0pM8bcAYwFigOxwCqgt7X2T0cDU0FLc9N/NDelzBhjgIFADyAPsBjobq3919HAEtErdiolJYFtiZOTSp309mb5an9AHLAEaOPh/SrlbZqb3BAAuWkbcJe1Ng9QBNgFjPfwMZTyBs1NbgiA3NQReBSoj+SmbMC7Hj6G+6y1IX0D9gMvIP9MTgJTgazxtncDdgMngEVAkXjbLFAWqAkcATLG29YG2Oy6PxT4BJgBnAZ+BSLiPbcisAI45drWKt62acA4IBI4A6wFCgFjXPHuAKonej+NXfdrAetd+z0MvAdkThx/Mj+TacAl4KLrmI1d7+Ej1/Y/XK8947rVBc4jvatngFPx9vOK635D4CDQF/jbFc9j8Y6ZH/gC+Bf4AXgFWJPC72w60Nd1v6grlidd35d1/a7M5WO6Hp+JNGaiXTEOAEq5XtvJ9Z6OAS9e5W8lv+tv4F/ge+Dl+DG69tULORHZ53qsAvCNK6bfgAdT+57Tsb8swJuu93IEmABku8bff0bXcUo5/VnUW5LfzX40NyX+mUxDc1Nyxw263BTvda8hJ8uOfyb1luCzrLkp4c9kGpqbkjtu0OQmYB7QP9739Vy/w+xOfyYTxOl0AE7fkA/0L8iwj3xIArj8oWrk+qOt4frlvwusSvQHVNZ1fxvQPN62BfE+RENdv/wWQBjyj2qDa1smJAEOBDK7jnkaKO/aPs0VQziQFfgOuZzf0bWvV4Dlid7P5QQVDtRBTt5LAduBZ5KLP5mfy7TLP4d47+Fygirlem38hNyZRAmFpAkqBhjues8tgHNAXtf2j1237EAl4EDi/cXb7+PAF677HYA9wNx42z6Pd8yDyf1sEr2PSUjPS1XgAlAxheN+jPyjyQHcDPxJ0oTyDfJ3lM31vAPAY67fQQ3X77Jyat5zOvY3Bkmg+YBcSPJ77Rp//9qw89Mbmps0N4VobgJKICfWccjJcmenP49609yUOP5kfi7T0NwUtLkJmA8MiPd9fdfxqjr9mUwQp9MBOH1z/dH2jPd9C2CP6/6HwBvxtuVE/smUivcHdDlBPQfMct3P5/rwFXZ9PxRYFm8/lYBo1/0GwF9Ahnjb5wBDXfenAZPibXsK2B7v+yq4enrivZ/GKbzXZ4AF8b73dYKKTvSav5EEGub6uZaPt+1qPU83Iv/0MyC9Kz34r4dpOvBsvGOmJkEVi/fY90C7ZI55OcYK8R57laQJpVG87x8CVifazwfAkNS85zTuzwBngRvjbauLq8fqKn//2rDz0xuamzQ3hXBuivf3+hxQx+nPo94S/F72o7kpuedOQ3NT/GMGVW4CugI7XT+D3EiD0AJ1nf5Mxr9p8RRxIN7935Gxs7i+/nh5g7X2jDHmOHIZe3+ifXwEbDfG5AQeRP6QDsfb/le8++eArK7xv0WAA9bauEQxFI33/ZF496OT+T5ncm/KGFMOeBspkJEdOYnflNxzfeS4dU0adjmHxF4QiS3+7yH+/QSstXuMMWeAakiCfxnoYowpD9yOTLxPi8S/m+R+nsnF+Hsyz4u/vSRQ2xhzKt5jGZHhDal9z2nZX3Zgk8zvBSRphSWzTxU4NDf5huYmP8xN1toTxpjpwBZjTNFEvyPlLM1NvqG5yX9y0xTkKvUK1z7eAu5Bhsv6DS2eIorHu18COOS6fwj5owDAGJMDGd+bpDqXlYpd64H7kMmVM1N57ENAcWNM/N9FieSOkQ7jkbHkN1lrr0OGLZirvyRVbCofS62jyHCDYvEeK57Ccy9bCTyAjH3/0/V9RyAvsDmF13gixsR/K1c7xgFgpbU2T7xbTmvtE6T+Pad2f8eQf1aV423Lba1N9p+XChiam9JGc5MIptyUEbgeuC6Vz1e+obkpbTQ3iYDNTdbaOGvtEGttKWttMWRu55945u/OY7RhJ3oZY4oZY/IhH+K5rsdnA48ZY6oZY7Igl5A32pTLws9AJpdWQcaKp8ZG5FLwAGNMJtdaKvcgY4jdlQuZYHrGGFMBeMID+wT5cMUBZeI9dgQoZozJnNadWWtjgc+AocaY7K5YO17jZSuB3kgpbJAelKeQS/KxKbzmSKKY3YmxEjJ5+Gq+BMoZYx51/W4zGWNqGmMqpvM9X21/cciY99HGmOsBjDFFjTF3pbQzY0xWZA4EQBbX98q/aG5KG81NAZ6bjDH3G2PKG2MyGGMKIldPfrLWnkjtz0T5hOamtNHcFPi5KZ8x5kYjKiG5aXiiK8eO04admA0sBfa6bq8AWGu/BQYhEyYPI2OU211lPwuQnqoF1tqzqTmwtfYi0ApojvQejAM6Wmt3pOudJNQPmSR7GvnjnXv1p6eOtfYcMAJYa4w5ZYypg0xO/hX4yxhzLB277Y2MWf4L6bWbg0zITclKJAFfTlBrkEvqq1J8hUy+fskVc790xpjTFeM0pBJYiqy1p4GmyN/MIdfrXue/xlSa3nMq9vccMqF8gzHmX2AZ8dajScblSlcgPZTRV3s/yhGam9JAc1NQ5KaiyFIsp4GfkZPh+672fpQjNDelgeamoMhNBZC1684iFVenWGsnXu39OMFY685V1sBnPLz4ojFmD9DDU/sLVcaY14FC1tpr9e4EjVB8zyplmpv8Uyh+TkPxPauUaW7yT6H4OQ3F93wtesXOg4wxbZCxvd85HUugMcZUMMbc4rrEXQvoQuqHZQSkUHzPyhmam9IvFD+nofielTM0N6VfKH5OQ/E9p5VHqmIaY6YALYG/rbU3J7O9IfA5so4IwGfW2uGeOLa/MMasQMrxPupv420DRC7kknoRpJzvW8jfTDALxffsU5qbNDd5QCh+TkPxPftcqOcnzU1uC8XPaSi+5zTxyFBMY8xtyFydGVdJTv2stS3dPphSSqWS5iallL/S/KSU8jSPDMW01q4CtGKVUsqvaG5SSvkrzU9KKU/z5QLldY0xW5CqNP2stb8m9yRjTHegO0COHDnCK1So4MMQlVLetmnTpmPW2oJOxxGP5iallD/mJkhFftLcpFTwS21+8lhVTGNMKeDLFIYTXAfEWWvPGGNaAO9Ya2+61j4jIiJsVFSUR+JTSvkHY8wma22ED49XCs1NSqlr8HVuch2zFB7MT5qblApOqc1PPqmKaa3911p7xnV/MZDJGFPAF8dWSqmUaG5SSvkrzU9KqbTyScPOGFPIGGNc92u5jnvcF8dWSqmUaG5SSvkrzU9KqbTy1HIHc4CGQAFjzEFgCJAJwFo7AXgAeMIYEwNEA+1sqK+MrpTyOs1NSil/pflJKeVpHmnYWWvbX2P7e8B7njiWUim5dOkSBw8e5Pz5806HooCsWbNSrFgxMmXK5FgMmpuUv9D85D/8ITeB5iflHzQ3+Rd385Mvq2Iq5VUHDx4kV65clCpVCtfoFeUQay3Hjx/n4MGDlC5d2ulwlHKc5if/oLlJqYQ0N/kPT+Qnn8yxU8oXzp8/T/78+TUx+QFjDPnz59ceQKVcND/5B81NSiWkucl/eCI/acNOBRVNTP5DfxdKJaSfCf+gvwelEtLPhP9w93ehDTullFJKKaWUCnDasFPKg8aOHUvFihXJmzcvI0eOBGDhwoVs27btynOmTZvGoUOHrnzftWvXBNuVUsobND8ppfyR5ibP0eIpSnnQuHHjiIyMTDDpdeHChbRs2ZJKlSoBkpxuvvlmihQpAsDkyZMdiVUpFVo0Pyml/JHmJs/RK3ZKeUjPnj3Zu3cvrVq1YvTo0fTu3Zt169axaNEi+vfvT7Vq1Xj99deJiori4Ycfplq1akRHR9OwYUOioqIAyJkzJy+++CJVq1alTp06HDlyBIA9e/ZQp04datasyeDBg8mZM6eTb1UpFWA0Pyml/JHmJs/SK3YqOD3zDGze7Nl9VqsGY8akuHnChAksWbKE5cuX8+WXXwJQr149WrVqRcuWLXnggQcAiIyM5M033yQiIiLJPs6ePUudOnUYMWIEAwYMYNKkSbz00kv06dOHPn360L59eyZMmODZ96WU8i3NT0opf6S5KeDpFTul/EjmzJlp2bIlAOHh4ezfvx+A9evX07ZtWwA6dOjgVHhKqRCm+Ukp5Y80N/1Hr9ip4HSV3iF/lilTpiulbsPCwoiJiXE4IqWUx2l+Ukr5I81NAU+v2CnlZbly5eL06dMpfp8aderUYf78+QB8/PHHHo1PKRW6ND8ppfyR5qb00YadUl7Wrl07Ro0aRfXq1dmzZw+dO3emZ8+eVyYAp8aYMWN4++23qVWrFocPHyZ37txejlopFQo0Pyml/JHmpvQx1lqnY0hRRESEvVzxRqlr2b59OxUrVnQ6DK84d+4c2bJlwxjDxx9/zJw5c/j888+dDuuakvudGGM2WWuTzn4OIJqbVFppfvIvmpuUEpqb/I87+Unn2CkVADZt2kTv3r2x1pInTx6mTJnidEhKKQVoflJK+adQzE3asFMqADRo0IAtW7Y4HYZSSiWh+Ukp5Y9CMTfpHDullFJKKaWUCnDasFNKKaWUUkqpAKcNO6WUUkoppZQKcNqwU0oppZRSSqkApw07FbIuXYKVK+Hrr+HUKff3d+rUKcaNG5eu17Zo0YJT1whi8ODBLFu2LF37v5pp06bRu3fvqz5nxYoVrFu3zuPHVkolb9cuWLwYtm3zzP40PymlPOHMGfjmG/juO7hwwf39aW7yLG3YqZA0fz6UKgX9+sHrr0Pp0jB4MMTFpX+fV0tOsbGxV33t4sWLyZMnz1WfM3z4cBo3bpzu+NyhJ05K+caRI3DXXXDbbTB2rNxv0AB+/929/Wp+Ukq5w1p4800oWRJeeQVeeglKlICpU93br+Ymz9KGnQo569ZB797w2Wfwww/S67Rtm1y5GzUq/ft9/vnn2bNnD9WqVaN///6sWLGCO+64gw4dOlClShUAWrduTXh4OJUrV2bixIlXXluqVCmOHTvG/v37qVixIt26daNy5co0bdqU6OhoADp37sy8efOuPH/IkCHUqFGDKlWqsGPHDgCOHj1KkyZNqFGjBj169KBkyZIcO3YsSaxTp06lXLly3H777axdu/bK41988QW1a9emevXqNG7cmCNHjrB//34mTJjA6NGjqVatGqtXr072eUop98TFwd13Q3i4NOSWLIF9+6BVK2jSBC5eTP++NT8ppdwxZYo04qKiZLTTunXw7bcwdCh89VX696u5ycOstX57Cw8Pt0ql1rZt21L1vNatrZ0wIenj27dbe/311l64kL7j79u3z1auXPnK98uXL7fZs2e3e/fuvfLY8ePHrbXWnjt3zlauXNkeO3bMWmttyZIl7dGjR+2+fftsWFiY/emnn6y11rZt29bOnDnTWmttp06d7Keffnrl+WPHjrXWWvv+++/bLl26WGut7dWrl3311VettdZGRkZawB49ejRBnIcOHbLFixe3f//9t71w4YKtV6+e7dWrl7XW2hMnTti4uDhrrbWTJk2yzz77rLXW2iFDhthRo0Zd2UdKz0ssud8JEGX9IL+4c9PcpNIqNflp6VJrq1a11vXRSqBRI2vnzEn/8TU/JaS5SSmRmtwUF2dt2bLWrluXdNunn1rboEH6j6+5KSl38pMuUK5Czg8/wJgxSR+vUAFy5JCe8ptu8syxatWqRenSpa98P3bsWBYsWADAgQMH2LVrF/nz50/wmtKlS1OtWjUAwsPD2b9/f7L7vv/++68857PPPgNgzZo1V/bfrFkz8ubNm+R1GzdupGHDhhQsWBCAhx56iJ07dwJw8OBBHnroIQ4fPszFixcTxB5fap+nlEq977+HZs3AmKTbmjeHjRuhXTvPHU/zk1IqNU6ehL//hjp1km5r3hweecSzx9PclH46FFOFnLx54c8/kz4eHQ0nTkDu3J47Vo4cOa7cX7FiBcuWLWP9+vVs2bKF6tWrc/78+SSvyZIly5X7YWFhxMTEJLvvy8+L/xzp1Lk2k9yZI/DUU0/Ru3dvfv75Zz744INk40vL85RSqZdSbgI4eBDy5fPs8TQ/KaVSI3t2iI2VBl5iBw9K7vIkzU3ppw07FXIeeUQKpiQulDJ+PNStC9dfn7795sqVi9OnT6e4/Z9//iFv3rxkz56dHTt2sGHDhvQd6CpuvfVWPvnkEwCWLl3KyWSycO3atVmxYgXHjx/n0qVLfPrppwliLFq0KADTp0+/8nji95bS85RS6de2LXz5pVTEjO/PP2HWLOjQIf371vyklEqvrFmhdWt4662Ej1sLI0dCx47p37fmJs/Shp0KOU8/Df/8I8UI5s2DpUuhWzd4+22pQpde+fPnp379+tx88830798/yfZmzZoRExPDLbfcwqBBg6iT3JgGNw0ZMoSlS5dSo0YNIiMjKVy4MLly5UrwnMKFCzN06FDq1q1L48aNqVGjxpVtQ4cOpW3btjRo0IACBQpcefyee+5hwYIFVyYAp/Q8pVT6FSwoJ0633QZvvAErVsA770iH0/PPw403pn/fmp+UUu544w2YOxcefhgiI+Hzz6Ww09at8MIL6d+v5ibPMqm9/HjVnRgzBWgJ/G2tvTmZ7QZ4B2gBnAM6W2t/vNZ+IyIibFRUlNvxqdCwfft2KlasmKrnXrgAs2fDJ5/A+fNw553Qo4ecWAWyCxcuEBYWRsaMGVm/fj1PPPEEmzdvdiye5H4nxphN1toIXxxfc5PyF2nJT5s2wbhxcuWuZEnJTbfe6uUAfcCf8pPTucl1PI/nJ81NKq3SkptOnYLJk6VhFxYG990HnTrJUM1A5k+5CdzLT54qnjINeA+YkcL25sBNrlttYLzrq1KOyJIFHntMbsHkjz/+4MEHHyQuLo7MmTMzadIkp0Ny2jQ0N6kAEx4OH37odBSep/kpiWloflIBJE8eWf+3Xz+nI/GsYMpNHmnYWWtXGWNKXeUp9wIzXOU6Nxhj8hhjCltrD3vi+EopcdNNN/HTTz85HYbf0NyklP/Q/JSQ5iel/EMw5SZfzbErChyI9/1B12NKeZQnhhYrzwiQ34XmJuUzAfKZCHoB9HvQ/KR8IoA+E0HP3d+Frxp2ydUHTTZyY0x3Y0yUMSbq6NGjXg5LBZOsWbNy/PhxTVB+wFrL8ePHyZo1q9OhXIvmJuUTmp/8QwDlJkhlftLcpNyhucl/eCI/+WqB8oNA8XjfFwMOJfdEa+1EYCLIJGDvh6aCRbFixTh48CD6j80/ZM2alWLFijkdxrVoblI+ofnJfwRIboJU5ifNTcodmpv8i7v5yVcNu0VAb2PMx8jE3390jLjytEyZMlG6dGmnw1CBRXOT8gnNTyodND8pr9PcFFw80rAzxswBGgIFjDEHgSFAJgBr7QRgMVKudzdSsjfIahEqpfyR5iallL/S/KSU8jRPVcVsf43tFujliWMppVRqaW5SSvkrzU9KKU/zVfGUkBYbC2PHws03w3XXQc2aMGMG6DxVpZTTfvhBFpnNmxeKFIFnnoG//3Y6KqVUUIuLg507YfVqWLIEjh1L8pTTp2HQIChVCnLnhiZN4JtvfB+qUoFEG3ZeZi106gTz58OECfDHH/Dyy/D22zBwoNPRKaVC2Xffwd13w113yTnWqlWSs+rXB51Hr5TyuNhYmDsXbrkFypeH226D5s2hYEGoUQOmToXYWKKjoXFj2LMHvvgC9u2Dxx6T20cfOf0mlPJfviqeErLWr4cNG+DnnyFbNnmsWTO5aleuHPToIb1RSinlS9bC//4HkydDq1byWMGC8M47cOECjBkDI0Y4G6NSKoicPg333gvLl0OlStLbXaYMZMoEa9bAZ5/B44/DO+/w9V3jyZevLrNmgXEt+tChg7ysWTNo2xayZHH27Sjlj/SKnZctWAAdO/7XqLssf34Z/rRokTNxKaVC2759clWuZcuk27p3l1EGSinlESdOyCW4Vatg4kTp7e7RQ8ZXNmwIL70EmzbBnDlw8iQtR93GyBLjMImW7atWDUqWhHXrnHkbSvk7bdh52aVLkNI6g9myyXallPK1S5ekxztDMv8FNDcppTzm4kW5zLZ5s/QYdeuWfOIxBtq1gy1biMrXlKoTe0njLzY2wdM0PymVMm3YeVnTpjKcPC4u4eMXLsiog6ZNnYlLKRXaypaVrxs2JN02Z46chymllNuGDZMqTXPmyFDMa8mTh5V9v2DRzQNh0iR49FGIiQGkTsHWrVC3rpdjVipAacPOy+66C3LkkGHjh13Liu7dC23ayJzhKlWcjU8pFZrCwuCVV6SDfPlymXN3/jyMGwcffAB9+zodoVIq4K1bByNHyknQ/fen+mXdemSgz5kRLGs8UhqE7dqxaWMMrVpBv36QK5cXY1YqgGnDzsvCwuCrr6RxV6kSFCoEtWtLQajp052OTikVyh5+GN54A3r3hgIFpHjKF1/At99KTQOllEq38+elLHiJEjB6dJpemi8frFwJE/M+x3OZR8P8+ey9sxvdu1leeMFL8SoVBLQq5lXExcE//0ijLHPm9O8nVy54/3146y2ZP1yggHv7U0qpc+dk6om7PdcPPigV5v7+W+bc5ckTb2N0NOzfDwcOyP0LFyBnTln0rmRJKFz4v5J1SimFjJo8fRpyz5xMht27YelSWcQ3jUqUgE8+gTNnnuH00H9o+9ZQ+L0gmDc8H7RSQUIbdsmwFt59V9aaO3lSvn/oIRlNkD9/+vebNassAKyUUum1eTO88AKsWCFtqqpVYfhwKS6XXsbADTcgjbfPIuVEbPVq2Lbt6i/MnRuqV5eqdo0by8SX5IoiKKWC3vnzMp1u8mQIuxjN5jOvcq7E7RS7rTHu9GXnzAmMGgznj8KoUVCsGDz9tKfCViqo6H/gZLz0EsycCfPmyRW7XbukUdaokZz3KKWUE7Ztk4JL994rV////Rf695faAl9/7caOf/kFunSR1l2bNjKnpWRJGDJEVgNetQp+/FGet2EDLF4svV8PPyxBDBsGt94KxYvL4ng7dnjsPSul/J+1cvV/xw5JEX8N+4BCcYeZVHQY7Tt44Kq+MbLI5n33wTPP6FpRSqXAWGuv/SyHRERE2KioKJ8e8+hRuOkm2LkTrr/+v8ethebNJXE9/rhPQ1IqqBhjNllrI5yOwx1O5CaARx6RK3T9+yd8fNEiePllKTyXJlu3yuW/xYshe3appNK+vVyBy5iGAR2nTkFkpJQAjoyU8uZNmsi+77gjjUEp5QzNTem3di107iydT5kunZNJupUrczHyW8qXlyGVNWt64EDnzkl++vVX6XAKD/fATpXyf6nNT3rFLpHlyyVnxG/UgXQWPfKInLMEq7Nn5aaU8k+RkZKHErv7bti9WzqmUuXECejZU4ZRrl8vrcI//oAPP5QhlWlp1IFMzGvfHhYulPl4r7wiV/caNZKEun592vaXSEyMtB0TLxujlPIPS5ZIv1CmTMCsWXDkCAwZQubM0iHusXOn7NmlJ6tAAWjVCv7800M7Th9rZdDC+fOOhqHUFdqwSyQsLOWFL2NiZHuwWbdOzr8KFJBbo0Zun4cppbwgpfwUFyeFVFKVn77+WtZZmTwZnnpKWoQvveTeBOL4rr8eXnxR1nUZOxZ++w3q1YOOHeHQoTTt6vRp6NNHqnWWKCEjPUeOTLJesVLKYQly08SJkmMaNAC8cO5UqBB8+aW0qFq1cqxHet48qFZNakjlyydFqPbscSQUpa7Qhl0id94pDZ3ff0/4eFycdGa3bu1MXN6yYYPM13nsMZlP+M8/MpyiVSvYuNHp6JRS8bVuLe2xxD79VC6+5ct3lRfHxMjidM2ayRW277+HMWOu8SI3ZM0qDcddu2RI5ty5ULGiJNJUTAGIiYEWLaSA1datcg4XGSm33r29E7JSKn1atYLZsyF67Y8QFQXdu4MxnDmT+nXJ06RKFfj4Y6km9eijPr+cP3OmrKf3xhvSAfXXX1CjhqxPnMb+K6U8y1rrt7fw8HDrhDfftLZcOWu//NLac+es/eUXax980NoGDay9cMGRkLzmrrus/fDDpI9Pnmxt8+a+j0cFPyDK+kF+cefmVG7at8/aIkWsHTrU2kOHrD150tpx46wtUMDatWuv8sLjx61t3NhasLZXL2ujo30V8n927bL29tslhrvusvbw4as+feFCa2vVsjY2NuHj//4r73fPHu+FqkKT5ib3dOpk7cLCPW1s5qw2+vBJu2aNtfXrW9utmxcP+s47klP69/fiQRK6dMna4sWt/eGHpNv69LF2wACfhaJCSGrzk16xS0bfvjLlZNgw6dhu1gzKlZOe4mBafy4mRhYi7tAh6bYOHeCbb3TIk1L+pFQpWYVg/36oUEGWT1m6VOa31KuXwosOHJCNq1bBlCnw3ntyNc3XypaF776T469aJVVgrlLKMzJSim4mXj0hVy65OrBkiZfjVUqlyYfvnKHZiVkszPoQ15XIQ9euslTUhAlePOhTT0GvXrIMwqRJXjzQf379VdY3jkimjMUjj0gtKqWcEnzr2L3/vpzxNGrk1sK5Dz4ot2BmjNziXZo3AAAgAElEQVRiYpJui4n5b7tSyn+UKQNTp8rtmnbulGIo//wDy5ZdmfPimAwZ5CTsjjvkjK9ZMxg8WJZVSNSCC8X5zkoFsrD5nxB24TT3f9ediyl1NHmaMTKkfO9eeOIJKFpUxnB70eXcZG3ScyTNTcppwXXF7tIlWeekcWNp2K1Z43REfi0sTPJfcieIU6ZAy5a61rBSAWvXLpnwcf68rGbudKMuvkqVZI5fp06yunrr1jKJLp5774Xp05M27o4fhy++kPyklPIjc+fCjTdC3bq+PW7GjHLsqlWlgkma131Jm0qV5OvKlUm3TZ4cfLUYVGAJrtP2TJlklv3YsbJKZoMGcNddcgKhkvXyy3J76y05YTp+XO6PGCFDUZVSAejAAengio2Vs4/q1Z2OKKls2aRX6b33ZNxl/fqy5IJL48ZSCfO+++Cnn+DCBRnJ2bixrNRQtKiDsSulEjp+XOZ2tG3rzFCfXLngq6+kKu/dd8s5oJdkyCDnSe3bw0cfSVHOP/6AZ5+VPjQt7qScFFwNO/ivEtuePfDmm/Djj1C7tkzK2LzZ6ej8TpUqsnbfDz/ISVSJEnJ/+XLZppQKMMeP/zf8culSqUTpr4yRoZmRkXJmVKeO5Gzk5Gn+fOn8v/9+OW/73/8kvY8Y4XDcSqmEPv9cOpIeeMC5GAoVknm7xkgO3LfPa4e6916pAjptmhQWrl5dBkesWSPLRinlFCOFVvxTRESEjYqKcm8np0/Du+/KxNpTpyTpDBv237V0pZRPGWM2WWuTmXYeODySm7zh4kVo2lTWMVm2DG691emIUu+XX6Sn/eRJGWt5++1OR6RCjOYmN7RoIVfJ9uxxfnL+1q3QsCHkzSu91CVKOBuPUh6Q2vwUfFfsEsuVCwYOlJ6bl16SUmo33yyli3btcjo6pZTyDGuleMDKlbJWXCA16kDy8tq1UKyYDKFftMjpiJRSqXHypHQkPfCA8406gFtukXO9Y8dknvHevU5HpJTPBH/D7rI8eWQy2b59sqrkZ5/JEKUuXaR2uFJKBbJx46Tq0UsvyToBgahYMVnP4ZZboE0bGYuplPJvixZJlSMnh2EmVquWTMo9fVrqLfz6q9MRKeUTodOwu6xAAXjjDenB6d0bZs2SReqefBL+/NPp6JRSKu02bZKZ+y1aBH7Vo/z5pfe/Vi1ZEmHuXKcjUkpdzYIFMtyxZk2nI0koPFyqmcTFyVqe33zjdERKeV3oNewuK1RI1j7ZvVuu2k2aJGV6//c/OHLE6eiUUip1Tp2SSnQ33AAzZgTHGiXXXfffqusPP6xX7pTyVxcuSEfM3Xf7xzDMxKpUgY0boWRJaN5cqqb7cW0JpdwVBGcAbipWDMaPl4V8O3SQD32ZMvDCC1JdTiml/NmTT8ryBp98Ile7gkWuXLB4sVQ1bt9eSpkrpfzLmjVS7795c6cjSVmJEhJnixbQp4+U2T1xwumolPIKbdhdVrq0zE/Zvl1Wl3z9dXlsyBApG66UUv7m009hzhzJU3XqOB2N5+XMKY27y3PuVqxwOiKlVHyRkZA5MzRq5HQkV3fddbBwoSxA99VXUqzp00/16p0KOh5p2BljmhljfjPG7DbGPJ/M9s7GmKPGmM2uW1dPHNcrypWTeXc//yxlw4cPlwbeq6/CmTNOR6eUSqOgyk/xHT4sVTBr1oTnk7yt4JE7t6xNdeONsh6pa507pQJdUOSmyEipPJkjh9ORXFuGDDIXef16mY7z4INypVFzigoibjfsjDFhwPtAc6AS0N4Yk9wicXOttdVct8nuHtfrKleGefPkA3/rrfDiizJE8+23ITra6eiUUqkQtPkJpFF39qzMq8uY0elovCt/fmnc5c0LzZrJ3GilAlhQ5KY//oBt2/x7GGZywsPh++9h9Gj5Gh4uK45/+60UWlEqgHniil0tYLe1dq+19iLwMXCvB/brH6pXl1K+GzZAtWrQt6/0HL/3nkwaVkr5s+DMTwsXwuefSwXMChWcjsY3ihWDpUvlxKtZMzh61OmIlHJH4OemyEj5GmgNO5DOsGeekSWwhg+XOXiNG8uorYEDpeBKbKzTUSqVZp5o2BUFDsT7/qDrscTaGGO2GmPmGWOKp7QzY0x3Y0yUMSbqqD/9465dW04qVq6EsmXhqafgpptg8mRZv0Up5Y88lp/8JjedPi35p0oVqeIbSsqXhy++kKVp7rkHzp1zOiKl0ivwc1NkpBQmCeTOpdy5YdAgySkffSTVM994Q+Ys580LTZpIMb0ZM6Sx99dfelVP+TVPNOySq2+beDbqF0Apa+0twDJgeko7s9ZOtNZGWGsjChYs6IHwPOy226Rxt3QpFCkC3brJQuczZvisdyc2VkaJtmkjOWfwYDh0yCeHVirQeCw/+U1uGjxYTkI++AAyZXIujhT89pt0hN95p6xU8O23Hj5A3bowe7YMoXr0UT3JUoEqsHNTTAwsXy5Xz/1xmYNknDsHEyfKygzNmsE778C//7o2Zs36X8I6elRyzCOPyP0334ROnaSxV7gwZMsmDdratWUIZ48ectVv2jRYtQr+/luLsijHeKJhdxCI34tUDEjQzLDWHrfWXh63OAkI98BxnWOMtKjWr4cvv5RqS506SZWluXO9eqIRGyuVv0eOlDoCfftK1d7q1eGnn7x2WKUCVXDlp19/hXffhe7dpYHjZ776SqYk58wp9Vzq1ZNznhde8PCB7rtPqtt99pnMf1Yq8AR2bvrxR2kV+Xs1TJd//pF++YUL4fHHZZWYtWul9tRffyV6ct68cqI1bhxs3iwtwu3bZVrO++9LAZZGjSBPHti/XxZoHzIEHnsMbr9d1hQtVEhO0kaOhK1btaGnfMda69YNyAjsBUoDmYEtQOVEzykc7/59wIbU7Ds8PNwGhNhYa+fPt7ZyZWvB2ltusXbhQmvj4jx+qBkzrK1Tx9rz55M+XqOGVw6plEcBUdbNvJPam7fykyO5KS7O2qZNrc2Tx9qjR31//GuIjra2YEFr161L+Pjx49aWKGHthg0ePmBcnLU9ekjOnTrVwztXoUhzUxq89pp89v76yzfHc1P//tZ26pT0HOny4247f97aXbusXbLE2tGjre3c2dry5eVnBNaWKmXtoEHW/v67Bw6mQlFq85PbV+ystTFAb+BrYDvwibX2V2PMcGNMK9fTnjbG/GqM2QI8DXR297h+JUMGWfByyxZZKiE6WtbCq1VLxqB7sKdm5kzo1w+yZEn4+MMPw7FjUqBKKSWCKj8tXixDwIcMgQIFnI4michIWW4u8YXEfPmgZ0/JXR5ljFy9bNxYLguuX+/hAyjlPQGfm5Yvl+rhN9zgdCSpMnOmXNxPPGp0wACZ2nLxopsHyJJF6i/cdZeMRZ86FXbskHkykybJ/OBXXpHls9q3lzHrSnmBR9axs9YuttaWs9beaK0d4XpssLV2kev+C9baytbaqtbaO6y1OzxxXL8TFgYdOkjrasoUaWm1aCFjk5Yv98ghTpyA4slMn86QQYrGnTjhkcMoFTSCIj9duiTDf8qXh169nI4mWSnlJpDpKMePe+GgmTLJ8PfixWV45sGDXjiIUt4RsLnp4kWpInnHHU5HkmrHjyefn/Lnl/Mnr9VhKlwYunaFJUtg717o318KQFWqJD1ep0556cAqVHmkYacSyZhRxlr/9huMHw+//y7jsRs1kkHdboiIkPyQ2NGjMv2mcmW3dq+U8kdTpsDOnTBqlF8WTAHJTcuWSU2FxJYskbksXpEvn8x9OXdORkroOqNKedf338vnLUDm14Hkn+TOndavl4uOuXP7IIhSpWTO3d69Utl40iRp4C1a5IODq1ChDTtvypxZemR275byS9u2ydW75s0hKipdu3z6aRl99N13/z126hR07gwdO8o5jlIqiJw7JxXX6tWDli2djiZFVatKx9LTT8P58/KYtTIE6ttvJUd5TaVKUqp80yapiqCFCpTynuXLZUzj7bc7HUmqDRggq8Ns3/7fY3/8IaO4BwzwcWHP66+HMWNk+YSCBaWyZv/+yfeKKZVG2rDzhaxZ5Wxnzx54/XXp7apZU4YObd2apl1VqiTT+Dp3hho1pI1YurQMMXjzTe+Er5Ry0HvvyTyN117z+7LiH38Mhw9LPmrZUpa3euMN6Sn3eqdTq1ayFMS0aTBhgpcPplQI++476ckJoJ7ke++V6rwNGkh1zEaNoFo1qU/QtatDQUVEwA8/yPD6N9+Epk3h5EmHglHBwlg/7tmMiIiwUem8suXX/v1XruC99ZbU4H3wQRg6VNbDS6XYWBnV+e+/khsKFfJeuEp5kjFmk7U2wuk43OGz3PTPP9JzU7u2VCcJEHv2yACFQoUkP/msPRoXJwuXf/ONrDfqh0tCKP+luSkVzp+XMv9PPglvv+2943hJdDSsXi3nULfeCrlyOR2Ry4wZsi5y+fLw9dcyN0+peFKbn/SKnROuuw4GDYJ9+6RM0+LFsgZex45yRpQKYWHS69SypTbqlApa77wjPbgjRjgdSZrceKO0r2rW9PFFxgwZZEhmsWLSYXb0qA8PrlQI+P57uHABGjZ0OpJ0yZZNLow1b+5HjTqQ87/Fi2X+3a23Sm0GpdJBG3ZOyptXyt/u3SsV7+bNk96a7t1l8LdSKnT9+6/Mw7jnHhl3rVInb16YP18adR06SNe8UsozVq+Wr/XrOxtHMLrzTpmQfOIENGkCR444HZEKQNqw8wcFC0q1uz17ZHjD9Olw001SNenwYaejU0o5Ydw4uVo3aJDTkQSe6tVlbuKyZfDyy05Ho1TwWL1aqiTlz+90JMGpdm346itZuqVZMxmOr1QaaMPOnxQuDGPHShXNzp2lAECZMtC3L/z9t9PRKaV85exZmYPbrJkX1wkIcl26yPCm4cOlF1wp5Z7YWFi3TiqQKO+pVw8WLJA1rB54QKtlqjTRhp0/Kl4cPvhA1sFr106GY5UpAwMH6grkSoWCiRPh2DGp8qjSxxi56lmhggzJ1NEPSrlnyxY4fVobdr5w113Sub9smazHoFQqacPOn5UpA1OnSnm5Vq1kYcvSpWHYMJl/o5QKPpcuwejRUh1Jqzq6J0cO+PRTOHNG6prrfDul0u/y/Dpt2PnG44/LlJzRo6VqplKpoA27QFC+PMyeLb1ld94pSyOULi1r4p0963R0SilP+uQTOHBAFqxV7qtcWebbLV8unWNKqfRZvRpKlZJRRco33npLKpD27JlwdXWlUqANu0BSpQp89pksaFm7Njz/vFzVGzNG1pZRSgU2a2Wh2ooVoUULp6MJHp07y3DMIUNgzRqno1Eq8FgLq1bp1Tpfy5RJOvZz5ID27fVcT12TNuwCUUSErHeydq009v73P1k4avx4uHjR6eiUUun17bewebMUTMqg6dljjJH8WKqUNPBOnnQ6IqUCy86dsoSINux8r3BhmDZNRm0995zT0Sg/p2cOgaxePZlYu3y5XLl78kkoVw6mTAmqKkqnTsH770OfPjIqQQuEqqD19ttwww0yH0x51nXXwZw5UkSlWze5AuEma6Ut3q+f1DdYu9Yju1XK/1y+0n3rrc7GEaruvhuefloqpy9fnqqXHDwoo8/79IFJk2SqsQp+2rALBg0byhCJJUtkTbwuXWQo16xZAV8sYM0aaateHtr/669S5O7zz52OTCkP27ULIiNlLkXWrE5HE5xq1oQRI2QB88mT3dpVdLSsRtGnj6yJniOHjPh86CGpf6NUUFm7Vtauq1DB6UhC12uvQdmy0LXrNesrzJwJt9wCv/8u506LF8u51JYtvglVOUcbdsHCGCmP+/330urJnh0eeUQ+2fPmQVyc0xGmWXS0LOEycyZ8/LGMOJ0yBZYulWJRR444HaFSHjRuHGTMCD16OB1JcOvXDxo3lhbZjh3p3s2QIXIRcPNmePFF+f6XX2SEwejRHoxXKX+wZg3Ury/nGsoZ2bPDhx/C3r2SdFKwezc8+6wsOTh+vJw7LVggA0Luvz/g+/vVNWjDLtgYI0sj/PQTzJ0rDbq2bSE8HL74IqDGCS1YADVqSHs1vogIaN1aGnxKBYUzZ6TXom1bmU+hvCdDBpg+XU6SOnRI17zk2Fj5db3+urTFL8uSRTrVP/jAg/Eq5bQjR2REgQ7DdN5tt0GvXjIkc+PGZJ/y4YfS+Z344mq7dnLRddkyH8SpHKMNu2CVIQM8+KB0Ic+cKYuKtmoFderIJa8AaOD9/rvUhknO5SEGSgWFjz6StSmfesrpSEJDkSIyFPOnn2DQoDS//MwZuHBBpjYnVqWK5iYVZNatk6/16zsbhxKvvSYdgL16JXv5Tc+dQps27IJdWJgMydy+XU5k/vpLLoHddhusXOl0dFdVrpyMLE3Oxo2yXamAZ62ss1ajhnS8KN9o3Rq6d4dRo2DFijS9NFcuyJkTtm1Luu377+GmmzwTolJ+Yc0auRwdHu50JAokAb31FmzaBBMnJtmc0rmTtfK4njsFN23YhYpMmaSoys6dchK5Z48UXWncGNavdzq6ZN1zjwwlnzMn4ePLlsE330h7VamAt369VAV64gmdv+Jrb78txQg6dpTJcamUIYP8up55RuYCX/bvvzKFTy+8qqCyZg3UqiWNO+UfHnoI7rgDBg6UZSji6dJFlr5LPFJz3Dhp3N1+uw/jVD6nDbtQkyWLXL7fs0dOarZulWUTWraEH390OroEMmeGL7+UddgbNYIXXpAwH35Yitrlzet0hEp5wMSJ0gPbrp3TkYSeHDlkGOyhQ5IX02DgQChUSNqFffrIy8uWlcKbPXt6KV6lfO3cOTk30GGY/sUYWQfqzBkYPDjBpuLFZRpxixbQpo2cO9WrJ9PyFi7U/sNgpw27UJUtm5RK2rtXxmuvWyfDLNq0kXl5fqJKFZmz/eSTMvSpXTvYt09GkioV8E6dgk8+kSIeOXM6HU1oqlVLSlrOnp10eMBVZMwIM2bA119D0aIy327tWnj3XV1bXgWR77+XdXG1cIr/qVhRhg5MnCijPuK5+27Yv186w3Plkg7yX3+FG290JlTlO8b6cRGNiIgIGxUV5XQYoeGff2DMGLmKd/q0XOYfNixdg7HPn5dz1Q0bpBx4hw4yYVcpAGPMJmtthNNxuMNjuen996F3b5krUaOG+/tT1/Tjj7J8ypkzcq7apg1kCYuBBg1k+YOff4ZixZwOUzlAc1MyXnlFrggdOwb58nluvyqJkyel1t22bdJZ1KkTlChxjRcdOyZDBerVk8XqVNBKbX7SfkUlcueWXut9++C552DRIukNeuwxeSyVLldjmjVLXp4xoyziO3BgQBTiVMp3rJWe1vBwbdT5gLUyJ+7ee2XAQoUKUk+qenU49HdGOaO6eFFWGQ/AdT+V8opVq+Dmm7VR52UbNkhO2rhROsKPHpXcdM1lnQoUkMq+kZFSfECFPG3YqYTy5ZOhmfv2yVnQnDly1a5HDzhw4Jovf/xxmbj79ddSQOCVV6QDfP58yTtKKZcff5Q5rl27Oh1JSJg/H777TkaaDxsGTz8t3z/wgGtN+LJlZcTCt99KgSmlQl1MjEzT0LkPXnXxouShKVOkU/zJJ2U+3Nq1MmPmmn3rvXtD6dLSKa+dUiFPG3YqeddfL+V09+yRkuBTp/5XJeCvv5J9yZ49MoTg2WcTPp4/v4zvnjTJB3ErFSimTZNiRlo0xScmTYIXX5TBCfG98IIUJv3zTyTXtWghJ0g7djgSp1J+46ef4OxZGaasvGbxYjm9uvvuhI9XqCAFe6dOvcYOsmSR3qqffoJ587wWpwoM2rBTV1e0qMwD2rULHn1U7pcpA/37y9jueA4elPWbMmdOupvKlWW7UgpZ3Xr2bFlLLU8ep6MJCQcOSB5KLFs2KFVKCmNijIzPzJFD8t2lS74OUyn/sWqVfNWGnVellJsgDedOHTrIkwcNkiutKmR5pGFnjGlmjPnNGLPbGPN8MtuzGGPmurZvNMaU8sRxlQ+VLCknPDt2SLWBt96SS/+DBl1Z/6lsWam6dPZs0pevXw/ly/s4ZqXw0/z01Vdw4oTM51I+UaFC8kt2njolow1Kl3Y9ULgwTJgAUVHw6qs+jVGFFr/MTfGtXi1lFIsU8elhQ83l3JRcHYJUnzuFhcGIEbJW8bRpng5RBRC3G3bGmDDgfaA5UAlob4yplOhpXYCT1tqywGjgdXePqxxStqzM5v3lF2jeXCbRlSoFr7xC0etOc+edskBv/GHeu3bBG2/IMHClfMlv89O0adKAaNLE64dSondvSVf79//3WEyMTCVu3VpqEFzxwAOyYObLL0sDTykP89vcdFlcnDTsdH6d1915pwziGDcu4ePLl8Pnn0sNu1Rp1Qpq14bhw2XingpJnrhiVwvYba3da629CHwM3JvoOfcC01335wF3GqNLJAa0SpVkTYOffoLbb5crd6VLM/3mUezfdo5y5WQ63kMPyTJRw4dDnTpOB61CkP/lp7//lkpCjz4qvazKJxo1khHk1arJqKWnn5Z+qiNHZO25JN59V1Yg79gRoqN9Hq8Kev6Xm+Lbvl1GFegwTK/LkEEKkb/3HtSsKQVTmjeX86dPPpGSB6lijMy1O3BAKrGokOSJhl1RIH65xIOux5J9jrU2BvgHyJ/czowx3Y0xUcaYqKNHj3ogPOVV1apJl9LGjRARQbYhA1j8WxmWtRpLmSLnadpUhjl16eJ0oCpEeSw/eSw3zZ0rl4o6dkz/PlS69O4tIwjuuEOGXn76qbSxk10bPm9eOTnavh1eesnnsaqg53+5Kb7L8+v0ip1P3HijDIQaPlyW0ezUSZaPuuOONO6oaVOoW1eGkV+44JVYlX/zRMMuud6jxCOFU/McedDaidbaCGttRMGCBd0OTvlIrVqwZAmsXo2pUIFSo/vQ572b6BLzAfly6pAA5RiP5SeP5abZs6Fq1ZRnyyuvKlgQunWTXvGaNa/x5KZN4YknYPRoWLnSJ/GpkOF/uSm+lStluHiZMp7Zn7qmsDC5Ute3rxRLzpYtHTsxBoYOlat21yynqYKRJxp2B4Hi8b4vBhxK6TnGmIxAbuCEB46t/M2tt8rA8GXLoHhx6NlTZv5Om6aVmpQT/Cs/7d0rK9F26OCV3SsvGDVKTm47d4bTp52ORgUP/8pN8cXFyXqOd94pDQUVWJo0gXr1pJiKzrULOZ5o2P0A3GSMKW2MyQy0AxYles4ioJPr/gPAd9YmV/9HBQVj5B/C2rWyQEu+fDL7t3JlWfBcF9BUvuNf+WnOHPmqa9cFjhw5YPp0GRfVt6/T0ajg4V+5Kb7Nm2U5Iy3uFJiMgcGDZZ2EGTOcjkb5mNsNO9e4797A18B24BNr7a/GmOHGmFaup30I5DfG7AaeBZKU9VVByBgZVxAVBQsWyAJ3HTrALbfAZ58lX9tXKQ/yq/xkLcyaJVe1S5TwyiGUl9SvL+V+J02SSXlKucmvclNi33wjXxs39snhlBc0bQrh4TBypI6WCjHGny+cRURE2CgtNR084uKkxNPQofDbb1C9upQTb9FCh3uEEGPMJmtthNNxuCNduWnLFik2NG6czNtSgeX8eYiIkEqBv/wiIxFUUAnZ3JRY48bw11/yd64C14IFcP/90qGow/8DXmrzk0cWKFcqVTJkkCFov/wic+5OnYKWLWUs+LJlegVPBbcFCyBjRmjb1ulIVHpkzSrDmo4elbUSlApG0dGwZo0OwwwG994rU2BGjNApMCFEG3bK9zJmlFq+v/0GH3wg48CbNIGGDWVBVKWC0aBB8MMPiVbCVgGlRg35Pc6aBfPnOx2NUp63erWUydeGXeDLkAEGDoRt2+CLL5yORvmINuyUczJlgu7dZWGpsWNh505ZM6dpU1kXT6lgEhYmQzFVYHvhBRmS2bOnrG6uVDBZtkz+N99+u9ORKE948EFZtPO113RUVIjQhp1yXtas8NRTspL5qFHw009Qpw7cc4/cV0opf5Epk1TJPH0aevTQkyUVXL7+WqZH5MjhdCTKEzJmlMJPGzf+t+i8CmrasFP+I3t2SUB798Irr8g4/xo1ZE7Stm1OR6eUUqJSJXj1Vfj8cy0nroLHjh2wdSu0bu10JMqTHnsMChaE1193OhLlA0HXsDt/Hi5dcjoK5ZZcueDFF2HfPpnPsmQJ3HwzPPywDNtUKgDFxsK5c3qBJ2j06QMNGkghlT/+cDoapdLNWslNcbPmSIXqBx90OiTlSdmySb6KjJTqzCqoBU3D7ptvZHmo3LmlXdCmjdTmUAEsTx4YPlwaeP37S1XBihXh8cdh/36no1MqVY4fl+lYefNKhfyKFWHqVG3gBbywMKnuGxsrOUmrzqkANH26FE7Ml9eyd8QcdhRqyLHMRZwOS3nak0/K8NpRo5yORHlZUDTsvvoKHn0UnnkGzp6VatT16snc3717nY5Oua1AARlCsHcv9O4Ns2dDuXKSqP780+nolErR2bNS7DVTJuloio6WNa7fegveeMPp6JTbypSBt9+Gb7+V9QmVCiBvvin/WsePh+i1P1LW7mJzxfbcfjucOeN0dMqj8uaVYnUffwy//+50NMqLAr5hZ60UKZs6FR54QOaJ5soFffvK37CePAWRQoVgzBjYvRu6dIHJk+HGG6VFr9XplB+aOVMKko0dC4ULyyinBg1g8WIYORL+/dfpCJXbunWD5s1hwACp7KtUADh9WpY3W7xYOsHNnNmQKRPtPm1DuXJyJU8FmWeeka9jxjgbh/KqgG/Y/fkn/PUX3HVX0m2dOsGXX/o+JuVlxYpJF+POnTLv7r33pOf8+edl3JtSfuKrr6BjR2nQxVeiBNSsCStXOhOX8iBjpJMpa1b5ZcfEOB2RUte0Zg1Urw6lSiHDiOfOhWbNIF8+OnaU3KWCTIkS0L69DBs5edLpaJSXBHzDzpiU56rExsr6jCpIlSoFH34oFTNbt5bLs6VLw5AhcOqU09EphTEpT72Ki0va4FMBqpJMxoMAACAASURBVEgR6WzauFEuxSrl5xLkpqNH5X9nhw6A5qag1r+/zBEYP97pSJSXBHyzp0gRKF48+StzU6dCq1a+j0n5WLlyMGsW/PyzLG4+fLj8k3r1VZ0ooBzVqlXyhVL27oUff5T5dypIPPQQtGsHw4bJL1cpP9aggfzL3LULuOEGWL0a2rXDWpgyRc+dgtYtt8gQt7Fj4cIFp6NRXhDwDTtj5EJN166ynND58zIa7+WX5fsBA5yOUPlM5cowb56cVNWvL0smlC4tlSrOnXM6OhWCHn5YOsO7dpXGXGysrN7RrJlcWM6Z0+kIlUe9/z5cf71U84qOdjoapVKUI4f0QTRvLlXwY2Ol2HT37nD4sPwJqyDVr5/UJZg1y+lIlBcEfMMOoHFj+Owz+RvNmVOu4O3eLWPIS5RwOjrlc9WryyXc9evlfr9+UmTlvfe0h0r5VLZsUjAxTx6oVUuqY774onQ89enjdHTK4/Llk0u027bBwIFOR6PUVfXuDa+9BoMHS24KD5dzqO++g+zZnY5Oec2dd0K1alIWVZdpCTrG+vFiShERETYqKipNr7n8dnR8uLpi1Sp46SUZalK8uCx63rmz/CdTPmeM2WStjXA6DnekJzeB/A/Veb8h4KmnpCNp2TI5iVIBQXOTFwJS/mnWLHjkEekEv/tup6NRqZDa/BR0H2NjtFGnErntNik/uHSpTMrs3h0qVJCxurGxTkenQoieOIWI11+XHNOpk1afUwFBc1OIefBBqTCuC5YHHf0oq9BgDDRpIsMzv/wSrrtOTroqV5YyzzocQSnlKdmzw0cfyTyWJ55IuXSzUko5IVMmWddu5UpIxxVe5b+0YadCizEy7GDTJim0kjGjVLKrVg0WLtQTMKWUZ4SHw9Ch0nE0e7bT0SilVELdukkn95tvOh2J8iBt2KnQlCEDtGkDW7bIWPPz5+G++2TV6MhIbeAppdz3/PNSoffJJ6XkoFJK+YvrroMePeDTTzU/BRFt2KnQFhYmi7Ju2yaL9xw/Di1ayMnYd985HZ1SKpCFhcmQTJD68TqnVynlT55+Wjq6x4xxOhLlIdqwUwpkSOZjj8Fvv8H48fDHH1LNrlEjWLvW6eiUUoGqVCkYN07W33ntNaejUUqp/xQrJp3bkyfDiRNOR6M8QBt2SsWXOTP07CkLIY4ZI1fybr1VVpT+4Qeno1NKBaKHH5aTp6FDpYCTUkr5i3794OxZmDDB6UiUB2jDTqnkZM0qK0jv2SOly6OiZIXp1q1h61ano1NKBZpx42QdzQ4d4J9/nI5GKaVElSrSeT12rNQbUAFNG3ZKXU2OHDBgAOzdC8OHw4oVULWqrAGzfbvT0SmlAkXu3FId88ABKaaiBZq8Q5euUSrtBgyQ5VlmznQ6EuUmbdgplRrXXQeDBsG+ffDii1I58+aboWNHuaqnlFLXUreuDMecPRumT3c6muBjLTRsCMOGOR2JUoGlYUNZouXNN7VzJMBpw06ptMibF155Ra7gPfusrIVXvrysB/P7705Hp5Tydy+8ICdRvXpJsSblOStXwurVcMMNTkeiVGAxRq7a7dwJn3/udDTKDdqwUyo9ChaEUaPkat2TT8KMGXDTTdC7Nxw65HR0Sil/FRYma2dmzw4PPaRzWjzp9dfh+uuhUyenI1Eq8LRpAzfeCCNH6lDxAOZWw84Yk88Y840xZpfra94UnhdrjNnsui1y55hK+ZXChWXC8e7dslzCBx9IYuzbF/7+2+noPC4uTqYZzpwJ33/v37lf85PyW0WKyFDMLVvkyr9y39atsGQJmxv2YcGSbJw963RAKdPcpPxSWBj07y//3FescDqaoHLhAnz1lSxr6u2BGu5esXse+NZaexPwrev75ERba6u5bq3cPKZS/qd4cWnU/fab9MKPGQNlysDAgUGzNszPP0PFilIsdMkSKe5Xp47UgvBTmp+U/2rRQk6ixo+HuXOdjiagXboEG+5/gzPk5J0LTzB+PJQo4dfTGDU3Kf/UqZMMZR450ulIgsbixVCypAwo+OoruO02uP9+OHPGO8dzt2F3L3A5dU4HWru5P6UCW5kyMG0a/Por3HOPJMfSpWUyfwCXOD9zBpo3l/oxmzfLSLKdO+G++6BlS7+da635Sfm3ESOkoEq3bvKBUunyZq991Nz7MZl7dWPqwrwsXSpT7V58Uabd+SHNTco/Zc0K//sfLF0KmzY5HU3A27FD2sqffQarVsGcOfDHH5ArF/To4Z1jutuwu8FaexjA9fX6FJ6X1RgTZYzZYIy5agIzxnR3PTfq6NGjboanlEMqVJBP8JYt0KiRVMIrXVoaet7qpvGi2bNlGb9HHpE51gAZMsBzz8nXZcucjS8FHs1PmpuUx2XKBB9/LF/btoVz55yOKOCcPQvFpo8gQ+aMZH6h75XHK1WCwYNl8IQf0tyk/FfPnrI8y6uvOh1JwHv/fSnDUK8eEBMDv/xClizy+JIlcPCg5495zYadMWaZMeaXZG73puE4Jay1EUAHYIwx5saUnmitnWitjbDWRhQsWDANh1DKD1WpAgsWyALndetKRbwyZWD0aIiOdjq6VNu8WdqniRkDd94p7Vcn+DI/aW5SXlGihEy82LpVii+pNDm4eh/tLk7HdO8ORYsm2Ka5Sal0yJ0bnnpKLjP9+qvT0QS0K+dOly5B+/Yyf+XPP8mZEyIi4JdfPH/MazbsrLWNrbU3J3P7HDhijCkM4PqabLUIa+0h19e9wAqgusfegVKBIDxcBlevWwe33CIFE8qWhXHjZFatn7vhhpSX69u927nq4pqfVFBo3hxeegmmToXJk52OJqAUn/kqsYQR/fRzSbbt3i1FMp2guUkFtD59IEcOeO01pyMJaDfcAPt2XIAHHpDlsV5+GYoWJS5Ozqm8ce7k7lDMRcDlusKdgCSLXxhj8hpjsrjuFwDqA9vcPK5SgaluXRm3uHy5XLnr1QvKlYMPP5QeHT/VsaNUwty3L+HjP/wgc1nuu8+ZuK5B85MKHEOHQpMmkhN++MHpaALDvn1k/2QaS0t2Z/QnCa/WXbwoI8k6d3YmtGvQ3KT8W4EC8MQTMqUkpV5ddU3d2p6i/LN3w6JFMv7yf/8DpE5BjhxQrZrnj+luw24k0MQYswto4voeY0yEMeZyt2NFIMoYswVYDoy01mpyUqGtYUOZSbtkiXTZdO0qk0I++ghiY52OLonSpWVd9rp15fxz3jzo108K+02bJhOB/ZDmJxU4wsJkMmuhQrKelM6VurbBgyFjRmrMfY7Jk6VTfM4cKTRas6YsN9q1q9NBJktzk/J/fftC5sw61y699u2j6fD61Dy/iv7XT2f0hSf55BNZGWvAAOksv1yzwJOM9eOFqCIiImxUVJTTYSjlXdbCF1/IScqWLbKmwLBhcnKXwd2+F8/6+WcZKXbgAJQvD927S6MvLYwxm1zzRgKW5iblNZs2Qf36Mtv+66+lsIpKavNmqFFDKji99hr//gszZsjyW5fXfm/ePG0pVHOTUok88wy8954s5XRjiuUxVGLffCNrQsXEYD9bwErTkI8+gpMnpRBdly5yUTQtUpuftGGnlL+Ii4P582HIENi+HapWheHDZdkEb3TrOERPnpS6hhkzpEb200/DO+84HY1/atZMFlLeuxfy5PHILjU3KZXI4cMybaRdO5kDrK4uJkaGNw0fDpUryzlduXIe2XVq85N/XQ5QKpRlyCAlz3/+Wa7RnzkD994LtWtLz70fd8IopTyoY0fpKR87Vk+mkvPtt5ITX3zRY406pVQyCheWuXYzZ0o1IpWy3btl9fFhw+DRR2HjRo816tJCG3ZK+ZuwMFkwbvt2Gfd45Ij0Tt92m4wzUkoFv1GjoHFjWcV2zRqno/EfMTFSgKBkSSk0o5TyrgEDZK7d8OFOR+KfYmNlwcyqVeW8bfZsmD5dxoQ7QBt2SvmrTJlkIPbOnVJNae9euOMOOdlbv97p6JRS3pQxI/y/vfsOj7rK+gD+PSSAAdFQRKRXRYhSAlL0oQgCUpYiFjQoiguuvMjSVjSWVSkvq6CuAgKiL+rSFFxCFQEVRIGA0sUQAgiCSi/SEnLfP86IaSQzmcz8fnfm+3mePIbJLzMnY3Ke37333HPnzNFNrN27Z29JG64mT9aqhnHjgKuucjoaotBXrpyesfnRR4E5eM1mmzdrV7nBg4GWLTU39erlaEgc2BG5XdGiwJNP6jL/+PF6kHHz5tqScuNGp6MjokApWRJYuFBnhDt3Bk6ccDoiZx05Ajz/vJ7426OH09EQhY8RI4BrrtHyZwJOndLBXMOGwN69ukq3aBFQsaLTkXFgR2SNqChNJCkpemjounVAo0Y6m791a47f8t13eo5TgwZA+/bArFnao4WILFGrlm7A37VLO+VevOh0RAXi1CmtNm3eXI8miI/XPg25io/Xb3zzzZBqKEXkeqVKaUlmQgLwzTdORxNwy5bprVWDBnqMysqVni8Yo4fQ1a6teah/f+0Y2quXa3ISB3ZEtrn6ap09S0nRQ+VWrtTa7l69NMF4zJun7b7r1tWten376o3U44+zDwuRVVq3BqZN07/1fv2s/wM+dkxPdNiwAXjlFd2ecuKEDvCueBby6tXAlCnaKTQmJqjxEhGAQYP03N0RI6zPQbkZNUr7xXTurGm3XTvgsceAD4Zu1l4HcXG6MrduHTBxolZWuAiPOyCy3bFjwGuvaQe9c+eA3r1x4ekXUKlldSxZAsTG/nnp2bO6yPfmm8BddzkTLluKE+XTyy/rcSjPPqt3H5b6xz/0PKepUzM/PnYssHYt8OmnWb7h/HmdOj9/Xvf4FC8ekLiYm4jy8M47OuqZN0+XtELM7t1A06ZaBFWunOfBkydxesgLKPbe20DJkoj41//qSC/I5wzzuAOicFGqFDB6tK7g/f3vwOzZKHzLTZhWuD9iy+7PdGmxYrpdb8YMh2Ilovx7/nldsRs9WidyLDVjBjB0aPbHBwzQc33PnMnyhdGjgZ079aYyQIM6IvLC449rGdCwYcCFC05HU+BmzdJzxcuVg65KzpwJ1K6NEu+/hdV1+mPykCR9D4I8qPOFeyMjIt+ULaud4nbvxq47++PuX94HatbU0qUMm1fKltVtKkRkGREt/enWTcuiPvrI6Yjy5fRpzUNZFS+uvaLOns3wYGKi7imOi9ONwkTknMhIbeKWkgK89ZbT0RS4y7lpzx7dy/Lgg0CFCsD69VjRYyJ+SyvldIh54sCOKNSUL4/ISW+j8bW7kPbgw3ojWKMGMHw4cPgwEhJ0fwsRWSgiQpe8WrfWzkjZ6hbdr1kzYMGC7I9/840WIJQp43ng9991QFeunNUrlEQhpV077cr9yivAL784HU2Bat40HVFT34SJiQHWrNF9K+vWwcQ2woIFdtw7cWBHFIJq1ADq3F0Fvc5MxYm1O4F77oEZNw4XK1VH44Tn8Fj3406HSET5FRUFzJ+v3UYeeABYutTpiHwyYoR+ZDx3/YcfdNtKfHyGKqfhw7Ub6AcfuK5BAVFYGz9e97wOG+Z0JAVn1y50ea0lhuz7O368oRXOf7cDeOopnL0QgaFD9djMNm2cDjJvHNgRhahp03T2u2rbmmiW/CFalt6O1Vd3xKDToxDdoJrOtrEmk8hOJUoAixfrfpdu3awa3LVqpYUEcXFAnTp6FFSrVlo13qeP56JPPgEmTQKGDNHVSSJyj5tuAp5+Wlv/Xz4LwFLG6P7d+vUh27fh5L+nY3jthajYrBKaNwcqVdKj6hYtcvXWusvYFZMoxB05oqcglC2rR2Jh82bghRf0PJpSpTQ5DxgQtKYE7DxHVICOHQPatgV27NCyzLvvdjoir126BGzaBKSmatPLokU9X9i5U1cjY2KAr74CihQJSjzMTUQ+OHcOuOUWLQ/fsiXDH7BFfvsNePRRnSS76y7g/fd1Tx2A/fuBffuAqlVdce44u2ISkSpTRuvCa9XyPFCvnpZxrV8P3HabDuxq1NBa8vPnHY2ViHxUqhSwfLkufXXtqoeZWyIiQo9jado0wz3h6dNAjx5abvrxx0Eb1BGRj6KigAkTgKQkrQCyzbJlwK23AitW6B7epUsvD+oAXam74w53DOp8wYEdUbhq3BhYskQ3utSpo0cl1KypJQkXLzodHRF5q1QpLYdq3Bi47z6ddbZRWpruGUxK0r7jtt1REYWb9u11xWvMGD2w2wapqbrJt317nflOTAQGDrSjztILofFTEHnp/Hk91/fGG4HoaN3XsXCh01E57Pbb9aZwxQqgShU9fPSmm/TmMC3N6eiIwsaKFXqvUbIkUL26VkyfPu3lN0dH6wx0mzbahWT0aN07YgtjdJPd4sW6Ae/OO52OiIg8Dh/W7a4VKwKlS+uiemKi54uvv64rXY88ouWZbrZ/v974jR2rZ4ImJmo5aQjhwI7CRmoq0LmzViDOmAHs3q1bywYO1D36Ye/OO3X1bvFizdyPPaYreTNm6GYYIgqYGTOAhx/WhiK7dul2ueRk3T7n9b1S8eI6UxUXp+0ln3hCE58NxozRRPz003rDRUSucPSozv9evKiTTzt2aF7q1MnTN+Xaa4H33tPN/EOHOh3ulS1Zopt5t2zRg8cnT9Zy0hDDgR2FjU8/1YNv580DGjXSscu99wKff673QF7PjIcyEW2+kJiob9hVVwEPPaR16HPnAunpTkdIFHIuXtT7oYQEoHdvrQ6qV08bzpUqpd3+vVakiH7Ds88CU6bomVNHjgQs9gIxbpwm4bg4XWkkItd44w2gZUvg7be1mOf664Enn9TO24MHewoD2rbVJDZpkpZRu0laGvDcc3r2XvnywMaNWvIdojiwo7Axd65OBEdEZH68Zk3dmrJ8ue/PefQo8PzzurBVowbQv7/OtltPRFuob9qkSfrSJaBnTx0RL1xoV4kXkct9+61u1I+Nzfy4iOYUn/uhiMCMHIX1T32Ii6u+xf5yjfHX2O8we7YL/3Rff13Pwvpjb2CI7HMhChVz5+rif1adOumcUUqK54ExY3Rp7/HHtbNtLlJStGKqZk3g5pt1Hurw4YKPHYcOabfLUaOAvn11H+CNNwbghdyDGZTCRmqqLkDlJCrK94qlI0c0hx08qBPkCxfqZNDttwPff+9/vK5QqBBw//3Atm3A9OnAyZNAly5As2Z6ojAR+a2gcxMAvPgi8MiyOKx6ZRVuuC4V72xphuQhE/GP4S4Z2RmjDQyGDNFJo48+AiIjnY6KiLK4Un4qVEgfv9xrrXBhnQiOitIOvUeP5vh827cDzZvrXuKEBK1MOHZMbyt+/bUAA1++HKhfX/ffTJ8OvPtuSJZeZsWBHYWNdu1yrhA4elSPSmrZ0rfne/VV/Z5p03Qh6+ab9WZqzBj/ysw3btTnfust3efrCpGRugFo505g6lQ92Lx0aaejIgoJTZro3MlPP2X/2syZmrt8kZKi/UdWrQLaPnsbIrduQkS7tog/OABt3u6GpFW/5CvO48f13mjsWL1nyndl9tmzWnM6dqw2a5o1S28Kich1rnTvtH69FvNkWgCrWFG3cezbp1U/ORyhNHy4VkaOHKnVTg0bajPuzp3zX4mdnq45aexYYNrkNJwb9rwGXqaMBvrww/l7YgtxYEdhIy5O9/aOGKE3KIDeTHXpopUD11/v2/PNmaNN3LLq3Rv47js999IX585pHuzRA/j5Z62CrFcPeOkl354noAoX1jdr+3Y98ZyI/FaihFYj/uUvmjsA3fM7ciTw5Ze+9xKZO1cX2q+7zvNAmTLAggXA+PFok/YZKt4doyNGH+oyZ87UTp2ff67VCkOHagn7oUO+xYbkZJ2u/89/9AecMCF7fTwRucbQobpdd+JEHacZo5Ph998PvPxyDn++d9yhZUxff603XhlKDk6d0gmnvn2zv87AgXpf5atDhzQXDR0KXEregzviWyBq3EiktOijg7q6dX1/UotxYEdh4+qrgS++0FWwKlWAcuV0QqdbN53l8dW5c9oMKqvChYFixXw/63vECP3e5GTdrDxtmi6QzZ4NfPKJ7/EFlIjTERCFlGee0TmT7t11kql8eS3p/uor3xfHc8xNhQoBgwfj3Se/x9FrawAPPqgND7woqd62TY+5XL1a89Grr+rEU6dO2lvJK8bocl9srC5NLlqkDVOYS4hcrXp17YaZkKCTRdddp3t/R4/OZSHsvvt0/+zcudqoxFOveeGC9nfKqbQzOloX83310ENAp44Gm556D8/OqY+bUrdj/79motkP72HbnuK+P6HtjDGu/YiNjTVEgXDmjDE//2xMamr+n+P++415443sj69ZY0yNGsZcuuRbPCVLakxZzZtnTIsW+Y/TbQBsMC7IL/58MDdRoKSlaR44dSr/z/Hll8bUrp09B126ZEy9esYsXZRmzMSJxkRHGxMRYUzfvsb89NMVn2/AAGP++c/sj6emGlOhgjHbtuUR0I4dxrRtawxgTKtWxuzZ4/PPFAzMTUS5O37cmEOHjElP9/Ib3nhD/+47dTLm9GmTnm5M3brGrFiR/dJ33jGma1ff4tm2zZjG1+8zlzp20tdp2dKYlBRjjDEvvaS5K1R4m5+4YkdhqXhxnRH3Z6/+iBHaaGnevD/3miQmainmiy/61tzt0CGdrSpfPvvXmjTRElIiCn0REZoHSpTI/3O0aAHccIOuAP7Rv+D4ce1CV6wYcFeHCN3blpSk9U8ffqhtffv00TOeskhK0jyUVWSkLsAlJV0hkJQUDSImRkuiJk3Sqf+qVfP/wxGRY6KjtdrJ64X2QYN0A92SJUCTJpBdSXjxReDRR7UbsDF6/7RggXYYf+YZH4JJTUX6q+Pw1ZE6KPTFSi11WrkSqFYNQPjeO3FgR5RP9etrieTIkUCFClqu0LOnbgru3du35ypbVrtC5dREautWLR0lIvKGCDB/vv63Rg1t7FStGvD778DixRkmna67TsulkpK0turjj3Vjb5MmemjVgQMAgMqVNQ9llZ6uZZqVK2d48OxZ4L//1U4INWvqoHHQIGD3bu2ZzuMMiMJL//7AsmXa8rJxY9x7YirGjErHQw/pfVPFinrfNHNmzhNI2aSn62a8unVxy/Rh+KbonUjftkPzTIb8Eq73Tn5lWBG5V0S2i0i6iDTK5boOIvKjiCSLyAh/XpPITVq00C6W336rN0wpKToT5atrrtG9Nc89l7mfwZkzwAsvaF4k3zA/UTgrUUL36e7dqxNQe/ZoP4Po6BwurlLlzza8r72mG2EGDtTD9WJiMOrY33Bk9GT89vFXOgV++DBw+DCmjzmIpkW/R8MDCdrlqVMnbdTSvbuWLzz3nL7w+PH6OAFgbqIw1KaNdoaqXx/o1w8PTrgdye9+iaVLDL7+WvfstmmTx3OcP69JrV497dxStCjMgoV4+uYETFpSNdOlBw7oAp6vjadCgRiT/zNtRORmAOkAJgMYZozZkMM1EQCSANwF4ACARAC9jDE78nr+Ro0amQ0bsj0lUUg6cQLo0EEno+69V7viTZ8OtG+vlQyhMtEtIhuNMVe8mSnA1wlYfmJuopC3fbuWTy1bpoO0Eydyv15ElwZbt9aBXYsW1h1hwNxEFGDG6JmVw4Zp6/BbbwUeeUQbOcXEZL7RMUYnm9av1xKEhARtq1mvnn5/r15ARAR27dJGeLVr6/3Svn1aKBAfDwwe7NyPWtC8zU9+nQZqjPnB82K5XXYbgGRjTIrn2lkAugLIc2BHFE6io4E1a3Tlb8UK7Ro1d66ekUe+Y34i8kPduvoxbJjeYO3bh59X7cba+b8i/cgxVK4MNGgciSKVPC0869Txb2NgGGFuorAlontVevYEZszQSoE/Dv6NitLNwSVL6sz24cN/nk1VsiRwzz36va1aZdrkV6sWsGOHVmdu3KhdhNet0zL0cOTXwM5LFQBkPGb5AABvqmiJwk5EhJ6r16WL05GEDeYnoryIAFWrokLVqrgnfM75dRpzE4WuqCg9zK5vX12VW7FCN8UdOgScPKn7c6OjdRUvNlZnuHOpAIiK0oW/Rx4J4s/gUnkO7ERkOYByOXwp3hgz34vXyGlK6or1nyLSD0A/AKicaUc2EVFmwcxPzE1E5C3mJiIvVaqkHXmpQOQ5sDPGtPXzNQ4AqJTh3xUBHMzl9aYAmAJorbifr01EISyY+Ym5iYi8xdxERE4IRjuGRAC1RKSaiBQB8ACAhCC8LhFRXpifiMiNmJuIyGf+HnfQXUQOAGgGYJGIfOZ5vLyILAYAY0wagP8B8BmAHwDMMcZs9y9sIqLcMT8RkRsxNxFRoPjbFfNTAJ/m8PhBAB0z/HsxgMX+vBYRkS+Yn4jIjZibiChQQuRkLCIiIiIiovDFgR0REREREZHlOLAjIiIiIiKyHAd2REREREREluPAjoiIiIiIyHIc2BEREREREVmOAzsiIiIiIiLLcWBHRERERERkOQ7siIiIiIiILMeBHRERERERkeU4sCMiIiIiIrIcB3ZERERERESW48COiIiIiIjIchzYERERERERWY4DOyIiIiIiIstxYEdERERERGQ5DuyIiIiIiIgsx4EdERERERGR5TiwIyIiIiIishwHdkRERERERJbjwI6IiIiIiMhyHNgRERERERFZjgM7IiIiIiIiy3FgR0REREREZDkO7IiIiIiIiCzHgR0REREREZHlOLAjIiIiIiKyHAd2RERERERElvNrYCci94rIdhFJF5FGuVy3V0S2isgmEdngz2sSEXmD+YmI3Ii5iYgCJdLP798GoAeAyV5c29oYc8TP1yMi8hbzExG5EXMTEQWEXwM7Y8wPACAiBRMNEVEBYX4iIjdibiKiQPF3xc5bBsAyETEAJhtjplzpQhHpB6Cf559nROTHfLxeGQC2zHDZFCtgV7w2xQrYFa8/sVYpyEAKgFf5KQxzE2BXvDbFCtgVr02xAvmPN5xzE2DX/2ebYgXsitemWAG74g34fiM/9gAABdhJREFUvVOeAzsRWQ6gXA5fijfGzPcymNuNMQdFpCyAz0VkpzFmVU4XehLXFQd+3hCRDcaYK9atu4lNsQJ2xWtTrIBd8bol1mDmp3DLTYBd8doUK2BXvDbFCrgjXttyE+CO981bNsUK2BWvTbECdsUbjFjzHNgZY9r6+yLGmIOe//4mIp8CuA1AjgM7IiJvMT8RkRsxNxGREwJ+3IGIFBeREn98DqAddOMwEZGjmJ+IyI2Ym4goP/w97qC7iBwA0AzAIhH5zPN4eRFZ7LnsegBfi8hmAOsBLDLGLPXndb3gd0lCENkUK2BXvDbFCtgVr+tjdWl+cv37loVN8doUK2BXvDbFCrg8XpfmJsDl71sWNsUK2BWvTbECdsUb8FjFGBPo1yAiIiIiIqIACngpJhEREREREQUWB3ZERERERESWs3pgJyIdRORHEUkWkRE5fL2oiMz2fH2diFQNfpSXY8kr1iEiskNEtojIChFx9DydvOLNcF1PETEi4lirWW9iFZH7PO/vdhGZEewYs8SS1+9CZRH5QkS+9/w+dHQiTk8s74nIbyKS46Z9Uf/2/CxbRKRhsGN0I+amwLEpN3nisCY/MTeFPptykycea/ITc1Ng2ZKfHM9NxhgrPwBEANgNoDqAIgA2A6iT5ZonAbzj+fwBALNdHGtrAMU8n//NqVi9jddzXQlo6+W1ABq5NVYAtQB8D6Ck599l3fzeQjfX/s3zeR0Aex2MtwWAhgC2XeHrHQEsASAAmgJY51SsbvlgbnI2Xs91jucmH95fV+Qn5qbQ/7ApN/kQryvyE3OTK+J1RX5yOjfZvGJ3G4BkY0yKMeYigFkAuma5piuA6Z7PPwHQRkQkiDH+Ic9YjTFfGGPOev65FkDFIMeYkTfvLQC8AuBfAM4HM7gsvIn1rwAmGGOOA3omUJBjzMibeA2AazyfXwvgYBDjyxyIHoZ7LJdLugL4wKi1AKJF5IbgROdazE2BY1NuAuzKT8xNoc+m3ATYlZ+YmwLLmvzkdG6yeWBXAcD+DP8+4Hksx2uMMWkATgIoHZTorhCHR06xZtQXOpp3Sp7xikgDAJWMMQuDGVgOvHlvbwRwo4isEZG1ItIhaNFl5028/wQQJ9oOezGAgcEJLV98/d0OB8xNgWNTbgLsyk/MTaHPptyUKRYPN+cn5qbACqX8FNDcFFlQT+SAnGaQsp7d4M01weB1HCISB6ARgJYBjSh3ucYrIoUAvA6gT7ACyoU3720ktKSgFXQ2b7WIxBhjTgQ4tpx4E28vAP9njBknIs0AfOiJNz3w4fnMLX9jbsLcFDg25SbArvzE3BT6bMpNgF35ibkpsEIpPwX0b8zmFbsDACpl+HdFZF92vXyNiERCl2ZzWx4NFG9ihYi0BRAP4C/GmAtBii0necVbAkAMgC9FZC+0RjjBoY3A3v4ezDfGpBpj9gD4EZqsnOBNvH0BzAEAY8y3AK4CUCYo0fnOq9/tMMPcFDg25SbArvzE3BT6bMpNmWLxcHN+Ym4KrFDKT4HNTQW5YS+YH9CZhBQA1fDnRsq6Wa4ZgMybgOe4ONYG0I2htWx4b7Nc/yWca57izXvbAcB0z+dloEvgpV0c7xIAfTyf3wz9gxcHfx+q4sqbgDsh8ybg9U7F6ZYP5iZn481yvWO5yYf31xX5ibkp9D9syk0+xOuK/MTc5Ip4XZOfnMxNjvxCFeAb1xFAkuePOt7z2MvQWRtAR+sfA0gGsB5AdRfHuhzArwA2eT4S3PzeZrnW6QSV13srAMYD2AFgK4AH3PzeQrs5rfEkrk0A2jkY60wAhwCkQmeZ+gJ4AsATGd7bCZ6fZauTvwdu+mBuci7eLNc6mpu8fH9dk5+Ym0L/w6bc5GW8rslPzE2Ox+uK/OR0bhLPixAREREREZGlbN5jR0RERERERODAjoiIiIiIyHoc2BEREREREVmOAzsiIiIiIiLLcWBHRERERERkOQ7siIiIiIiILMeBHRERERERkeX+H2jNXOrTH9hiAAAAAElFTkSuQmCC\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "795c2d703bf94baca8cdba81dcac450e": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "7994b2e558ac4653991191539b742d0b": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "79fd6fd1e52a497f8ec692dbd7b4316f": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_c29a8c410813462b9f1a093318563a9b", "style": "IPY_MODEL_3425dfb0c38341339e8d52620aa57381", "value": false } }, "7a0e17ba419d46f29c3b28bc718a8086": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_120c15e4775d47e3a16d055f910fcb80", "IPY_MODEL_ea2cf045abdd40bfbb17fa431ea086aa" ], "layout": "IPY_MODEL_8b85fedefe654c8b84bfd9e9b4479379" } }, "7b0ab3711bec403da527029ca93fe419": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "7b359e8fd392499a8539d2c642e4b5e5": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_c0caee2c0b994e13ad58a711c2d4bd48", "style": "IPY_MODEL_31b59aa366f1497b98aac386d19f720e", "value": false } }, "7b5416edab1b462b81f6bcb783d3ee73": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "7c77475721cd4f18a70dd638dff23496": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_682de390a0c940b680ddba5294474bc5", "IPY_MODEL_1eee17da1d46410f8fd8139b7f60db24", "IPY_MODEL_09c9236873af4b2088419cbb61ea4525" ], "layout": "IPY_MODEL_6c66c09886674b9abc85d3a160df6127" } }, "7c77b4fa71ad40b89f0a0e87209a0ebf": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "7c7be8ec33134050b9c08fe14fa0b99f": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "7e13c258033042129df36b97bfc0c174": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "7e538ff9cc314c43a694caf590f746d9": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "7eee007a8f104f28a622b786b72bf5f3": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "7f1c14edcb6d4710b5523a622c1efc7b": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "7f86a296024649d4a7b57e95f209a540": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "809703f5ee794bf09f8636d20134dfbc": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_6a33b9e31b244af0881452f966d91061", "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3YAAAEICAYAAAATGmYVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3XmczeUXwPHPY2aQJWTLmn3POtaiSLYsEdkqFVlHSpJUslWSFn4oSxIJyZooyVq27Mq+xdjXItswz++PczErs9yZ713O+/Wal5l773zvuWbume/zfM9zHmOtRSmllFJKKaWU90rhdABKKaWUUkoppRJHB3ZKKaWUUkop5eV0YKeUUkoppZRSXk4HdkoppZRSSinl5XRgp5RSSimllFJeTgd2SimllFJKKeXldGCXCMYYa4wp5HQcERlj/jLGPBrHx8YavzEmuzFmhTHmgjHmY2NMX2PM+HjG8oUx5p34fI87GWOqG2N23eH+fK7/g8AEHv95Y8xvCY9QqaShuemux9fcpJQDNDfd9fiam1SiJOgHozyXtbakmw7VETgN3GujbHZojMkHHACCrLXXXbc9D3Sw1j4cIZbOboolQay1K4GiN782xhxEYlzsWFAewhiTAxgDBAM5gPzW2oOOBqV8muam2zQ3xc4YUxMYAeQBbgArgBBr7RFHA1M+S3PTbZqb7swY0x3oCWQGdgOvWGs9aqCqV+xUbB4AtkdNTipuEjqblVzHA8KBn4Cn3HxcpZKa5qZE8ILctB2oa63NCOQE9gCfu/k5lEoKmpsSwdNzkzGmMjAEaA5kAL4EZhtjAtz5PIlmrfXrD+Ag8Cbyx+Qc8BWQOsL9LwF7gbPAPCBnhPssUAioCJwAAiPc9xSw2fV5f+A7YBJwAfgLCI7w2OLAMuC8677GEe6bCIwGFgIXgd+B+4HPXPHuBMpFeT21XZ9XAla7jnsMGAmkjBp/DP8nE4Ew4JrrOWu7XsM3rvsPub73ouujKnAFmV29CJyPcJzBrs8fBUKB14CTrnheiPCcmYEfgH+BP4DBwG+x/My+Bl5zfZ7LFUtX19eFXD8rc/M5XbdPRgYzl10x9gbyub63nes1nQbeusPvSmbX78C/wDpgUMQYXcfqhpyIHHDdVgz4xRXTLuDpuL7mBBwvFTDM9VpOAF8A99zl9z/Q9Tz5nH4v6ke0n81BNDdF/T+ZiOammJ7X53JThO/7ADlZdvw9qR+R3suamyL/n0xEc1NMz+szuQloCayL8HVa1/PlcPo9GSlOpwNw+gN5Q/+JlH3chySAm2+qWq5f2vKuH/7/gBVRfoEKuT7fDtSPcN/sCG+i/q43cAMgAPlDtcZ1XxCSAPsCKV3PeQEo6rp/oiuGCkBqYAlyOf8517EGA0ujvJ6bCaoCUAU5ec8H7EAuG98xQUV43sERvu7P7QSVz/W9ERPy80RJKERPUNeBga7X3AC4BGRy3T/N9ZEGKAEcjnq8CMd9EfjB9XkbYB8wPcJ9cyM8Z2hM/zdRXsc44B6gDHAVKB7L805D/tCkBUoBR4ieUH5Bfo/ucT3uMPCC62dQ3vWzLBmX15yA432GJND7gPRI8vvgLr//OrDz0A80N2lu8tPcBORFTqzDkZPl551+P+qH5qao8cfw/zIRzU0+m5uAe4ENQGXk96g7sAkwTr8nI8XpdABOf7h+aTtH+LoBsM/1+ZfA0Aj3pUP+yOSL8At0M0G9AUxxfX6f682Xw/V1f2BxhOOUAC67Pq8OHAdSRLh/KtDf9flEYFyE+7oDOyJ8/SCumZ4Ir6d2LK/1FWB2hK+TO0FdjvI9J5EEGuD6fy0a4b47zTwVRP7op0BmVzpxe4bpa6BnhOeMS4LKHeG2dUCrGJ7zZozFItz2PtETSq0IX7cEVkY5zhjg3bi85ngezwD/AQUj3FcV14zVHX7/dWDnoR9obtLc5Me5KcLv6xtAFaffj/oR6edyEM1NMT12IpqbIj6nT+Um1+P7umK4jgwQKzr9foz6oc1TxOEIn/+N1PXj+nfjzTustReNMWeQy9gHoxzjG2CHMSYd8DTyi3Qswv3HI3x+CUjtqv/NCRy21oZHiSFXhK9PRPj8cgxfp4vpRRljigCfIA0y0iAn8RtiemwyOWNdi4ZdLiGxZ0Vii/hziPh5JNbafcaYi0BZJMEPAtobY4oCjyAL7+Mj6s8mpv/PmGL8O4bHRbz/AaCyMeZ8hNsCkfKGuL7m+BwvDbDBGHPzPoMkQuW9NDclD81NHpibrLVnjTFfA1uMMbmi/IyUszQ3JQ/NTZ6TmzogVzdLIleM6wDzjTHlrLVHY/meZKfNU0SeCJ/nBW7+gI4ivxQAGGPSIvW90bpzWenYtRpoCjyL/NLExVEgjzEm4s8ib0zPkQCfI7Xkha219yIzDebO3xInNo63xdUpZPYjd4Tb8sTy2JuWIwtYU7r+75cjZRaZgM2xfI87Yoz6u3Kn5zgMLLfWZozwkc5a24W4v+a4Hu808seqZIT7MlhrY/zjpbyG5qb40dwkfCk3BQLZkDIo5Tk0N8WP5ibhzbmpDFLOuttaG26t/QlZ91gt9v+C5KcDO9HNGJPbGHMf8iae7rr9W+AFY0xZY0wq5BLyWht7W/hJyOLSB5Fa8bhYi1wK7m2MCXLtpdIIqSFOrPTIAtOLxphiQBc3HBPkzRUOFIhw2wkgtzEmZXwPZq29AcwC+htj0rhife4u37YcCEFaYYMsou6OXJK/Ecv3nIgSc2JiLIEsHr6T+UARY8yzrp9tkDGmojGmeAJf852OF47UvH9qjMkGYIzJZYypG9vBjDGpkTUQAKlcXyvPorkpfjQ3eXluMsY0M8YUNcakMMZkRa6ebLLWno3r/4lKFpqb4kdzk5fnJqRZyxPGmAJGPA4UQdabegwd2IlvgUXAftfHYABr7a/AO8BMZFReEGh1h+PMRmaqZltr/4vLE1trrwGNgfrI7MFo4Dlr7c4EvZLIeiGLZC8gv7zT7/zwuLHWXgLeA343xpw3xlRBFif/BRw3xpxOwGFDkPaxx5FZu6nIgtzYLEcS8M0E9RtySX1FrN8hi6/fdsXcK4ExpnPFOBHpBBYra+0F5FJ9K2SG8TjwIbcHU/F6zXE43htIecAaY8y/wGIi7EcTg5udrkBmKC/f6fUoR2huigfNTT6Rm3IhW7FcALYhJ8NN7/R6lCM0N8WD5iafyE2TkMmDZcjgfwTQyU2/d25jrE3MVVbvZ9y8+aIxZh/yg9bNHBPBGPMhcL+19m6zOz7DH1+zip3mJs/kj+9Tf3zNKnaamzyTP75P/fE1341esXMjY8xTSG3vEqdj8TbGmGLGmNKuy9uVgPbEvSzDK/nja1bO0NyUcP74PvXH16ycobkp4fzxfeqPrzm+3NIV0xgzAWgInLTWlorh/keBucg+IgCzrLUD3fHcnsIYswxpx/tslE5NKm7SI5fUcyLtfD9Gfmd8mT++5mSluUlzkxv44/vUH19zsvP3/KS5KdH88X3qj685XtxSimmMqYGs1Zl0h+TUy1rbMNFPppRScaS5SSnlqTQ/KaXczS2lmNbaFYB2rFJKeRTNTUopT6X5SSnlbsm5QXlVY8wWpCtNL2vtXzE9yBjTEegIkDZt2grFihVLxhCVUkltw4YNp621WZ2OIwLNTUopT8xNEIf8pLlJKd8X1/zktq6Yxph8wPxYygnuBcKttReNMQ2A4dbawnc7ZnBwsF2/fr1b4lNKeQZjzAZrbXAyPl8+NDcppe4iuXOT6znz4cb8pLlJKd8U1/yULF0xrbX/Wmsvuj5fAAQZY7Ikx3MrpVRsNDcppTyV5ielVHwly8DOGHO/Mca4Pq/ket4zyfHcSikVG81NSilPpflJKRVf7truYCrwKJDFGBMKvAsEAVhrvwCaA12MMdeBy0Ar6+87oyulkpzmJqWUp9L8pJRyN7cM7Ky1re9y/0hgpDueS6nYhIWFERoaypUrV5wORQGpU6cmd+7cBAUFORaD5iblKTQ/eQ5PyE2g+Ul5Bs1NniWx+Sk5u2IqlaRCQ0NJnz49+fLlw1W9ohxireXMmTOEhoaSP39+p8NRynGanzyD5ialItPc5DnckZ+SZY2dUsnhypUrZM6cWROTBzDGkDlzZp0BVMpF85Nn0NykVGSamzyHO/KTDuyUT9HE5Dn0Z6FUZPqe8Az6c1AqMn1PeI7E/ix0YKeUUkoppZRSXk4Hdkq50YgRIyhevDiZMmViyJAhAMyZM4ft27ffeszEiRM5evTora87dOgQ6X6llEoKmp+UUp5Ic5P7aPMUpdxo9OjRLFy4MNKi1zlz5tCwYUNKlCgBSHIqVaoUOXPmBGD8+PGOxKqU8i+an5RSnkhzk/voFTul3KRz587s37+fxo0b8+mnnxISEsKqVauYN28er7/+OmXLluXDDz9k/fr1tG3blrJly3L58mUeffRR1q9fD0C6dOl46623KFOmDFWqVOHEiRMA7Nu3jypVqlCxYkX69etHunTpnHypSikvo/lJKeWJNDe5l16xU77plVdg82b3HrNsWfjss1jv/uKLL/jpp59YunQp8+fPB6BatWo0btyYhg0b0rx5cwAWLlzIsGHDCA4OjnaM//77jypVqvDee+/Ru3dvxo0bx9tvv02PHj3o0aMHrVu35osvvnDv61JKJS/NT0opT6S5yevpFTulPEjKlClp2LAhABUqVODgwYMArF69mhYtWgDQpk0bp8JTSvkxzU9KKU+kuek2vWKnfNMdZoc8WVBQ0K1WtwEBAVy/ft3hiJRSbqf5SSnliTQ3eT29YqdUEkufPj0XLlyI9eu4qFKlCjNnzgRg2rRpbo1PKeW/ND8ppTyR5qaE0YGdUkmsVatWfPTRR5QrV459+/bx/PPP07lz51sLgOPis88+45NPPqFSpUocO3aMDBkyJHHUSil/oPlJKeWJNDcljLHWOh1DrIKDg+3NjjdK3c2OHTsoXry402EkiUuXLnHPPfdgjGHatGlMnTqVuXPnOh3WXcX0MzHGbLDWRl/97EU0N6n40vzkWTQ3KSU0N3mexOQnXWOnlBfYsGEDISEhWGvJmDEjEyZMcDokpZQCND8ppTyTP+YmHdgp5QWqV6/Oli1bnA5DKaWi0fyklPJE/pibdGDnxcLC4No1SJMGXM2AlFLKcdbCxYuSmwICnI5GKeXzwsNhzx7YtAn+/hsCAyUBlS4N5crJ5y5XrkiOuuceB+NVKolo8xQvdPgwPPMMZMwIWbJAmTIwfbrTUSml/J21MHw45M8P998PmTND9+7wzz9OR6aU8kmnTsGQIVCgABQrBq1bQ58+0KsXdO0KDz8MGTJAo0bsGzabRvXCyJgRMmWCmjVh5UqnX4BS7qUDOy9z+jTUqCEnTocPw6VL8Mkn0LcvjBvndHRKKX/2xhvw7bcwYwb89x9s2yY5qk4dqS5QSim3sFZOegoWhDfflIHd+PFyxe7CBZlNOnQI5s6FHj0IW7uBgq8345uNJfh3/Hf8+4/lpZfgqadgxQqnX4xS7qMDOy8zejTUqgWDBsF990kJZu3aMGcOvPOOnjwppZxx9KicZy1cCBUrym158si5VurUMHu2s/EppXzE2bNQty507AjBwfDnn7BkCbRvD2XLQrp0cO+9koAaN4Zhw3im+iHmvziLDNlTk/LZlqR8rDptKu1l+HA5d1LKV+jALplcuyYnNsOHy4nPjRsJO86CBfDcc9Fvf/BByJkTNmxIXJz+JCwMli+Hn3+G8+cTf7zz588zevToBH1vgwYNOH+XIPr168fixYsTdPw7mThxIiEhIXd8zLJly1i1apXbn1t5hm3bYORI+PJLqWxKiF9+kXOt++6LfLsx8Oyz8OOPiY/Tn+zZI/l++3b3HE/zk/JG//4LkyfDiBGwejXY0CNStrR8ucx0L14MJUve9Tg/LAzkoWFNYfNmSXR//QVlyvD02S/4Y53l4sVkeDE+4uJFyfdLlsDVq4k/nuYm99KBXTJYs0ZKJ0eMgL17oV8/KF4cdu2K/7FSpIh9UHj9utyv7m7mTMiXT8rwP/xQfj79+sn664S6U3K6cZeR/IIFC8iYMeMdHzNw4EBq166d4PgSQ0+cfNOVK9C8OdSrJ5PeixdD4cLw2WfxP5bmJvc4cUIGyDVqyN+MunWhenXpB5EYmp+Ut5k+Xf5Oz5wp50t9Wh3kRKFqhP99CH76Cbp0iXNiuZWfAgLgxRdlNuvhhwkI6cLnYe0x19wwQvFx1sKwYfDAAzB4MLz9NuTNC199lbjjam5yM2utx35UqFDBertz56zNls3aH36IfPvYsdYWLGhtWFj8jvfBB9a2aRP99j/+sDZXrvgfz5ds3749To/7/Xdr77/f2jVrbt929Ki1lSpZO2RIwp+/ZcuWNnXq1LZMmTK2V69edunSpfbRRx+1rVu3tsWLF7fWWtukSRNbvnx5W6JECTtmzJhb3/vAAw/YU6dO2QMHDthixYrZDh062BIlStjHH3/cXrp0yVprbbt27eyMGTNuPb5fv362XLlytlSpUnbHjh3WWmtPnjxpa9eubcuVK2c7duxo8+bNa0+dOhUt1gkTJtjChQvbGjVq2A4dOthu3bpZa62dN2+erVSpki1btqx97LHH7PHjx+2BAwds9uzZbc6cOW2ZMmXsihUrYnxcTGL6mQDrrQfkl8R8+EJustbakBBrn3rK2qtXb9/299/W5s9v7YIF8TvWiRPWZsxo7bFjkW+/ft3aypWtnTUr8fF6s7jkpxs3rK1Qwdo337z9MwkLs3boUGsLF478c4ovzU+RaW7ybFu2yLnTli2uG/75x4aXLGn/S5XRvlJ9fbyP16ZNDH/fb9ywGxv3sxasrVrV2hh+F/1BXM+dxo+3tkQJa/fvv33btm3W5s1r7fz5CX9+zU3RJSY/OZ6E7vThCwlq5EhrW7aM+b6qVa2dOzd+xzt3ztqiRa3t3l1OwK5csXbGDGtz57b2m28SH683i2tyevJJa7/4IvrtO3bIH5KEnjwdOHDAlixZ8tbXS5cutWnSpLH7I2TBM2fOWGutvXTpki1ZsqQ9ffq0tTZycgoICLCbNm2y1lrbokULO3nyZGtt9OQ0YsQIa621o0aNsu3bt7fWWtutWzf7/vvvW2utXbhwoQWiJaejR4/aPHny2JMnT9qrV6/aatWq3UpOZ8+eteHh4dZaa8eNG2d79uxprbX23XfftR999NGtY8T2uKj05Mlz/ftvzAMxa62dPNnaevXif8wBA6wtVcraX36RAclff1nbvLm1NWv696STtXHLT4sWWVumjLWut1YktWpZO3Vqwp9f81Nkmps8W6dO1g4e7PoiLMza+vWtDQy0VxcstlmzWrtvX/yOt3On/H3/8ENrz5yx9p9/rB01ytosWazd/f4Ma1OntrZ4cWtDQ93+WjxdXHJTeLi1hQpZu2pV9PtmzLC2evWEP7/mpugSk590H7sktmMHVKsW830PPQQ7d8ra3rjKmFE6OA0cKGuE//lHjj92LNSv756Yfd0ff8RcalasGKRNKyVPhQu757kqVapE/vz5b309YsQIZru6SBw+fJg9e/aQOXPmSN+TP39+ypYtC0CFChU4ePBgjMdu1qzZrcfMmjULgN9+++3W8evVq0emTJmifd/atWt59NFHyZo1KwAtW7Zk9+7dAISGhtKyZUuOHTvGtWvXIsUeUVwfpzzXoUOyJcH990e/76GHpMwmvt55R8p0XntNSjuzZ5eqp759ZVspdWfr1klZbEz7ktavD2vXQqtW7ns+zU/KU+3YEeF3vX9/aU4wdiwp6z9G+fJSmlmgQNyPV7SoLMsbOBBy5ZJlFw0ayBr7wuWbw0PZoGFDSX5LlsTv4H7g3Dk4eRKqVIl+X/36sgWXO2luSjhd9ZDEcuWSBBWT7dvl/vjKlk0aHZw9K2tXVq7UQV18ZMoER45Ev/3yZfk/zZDBfc+VNm3aW58vW7aMxYsXs3r1arZs2UK5cuW4cuVKtO9JlSrVrc8DAgK4fv16jMe++biIj5FJnbszsexo3717d0JCQti2bRtjxoyJMb74PE55ruzZ4dgx6QweVUJzkzHQrh1s2SK56ehRWYsRYW9gdQex5SaA0NDojWkSS/OT8lS5crkaB61ZAx98IDNEL73EjRsyIZ6Q/FSsmGzHcvmyrC+ePRvKl3fdWaMGLF0qCfGxx2Q/KXVLmjSyRvHcuej3hYZK7nInzU0JpwO7JPbcc7IA+M8/I9++bJnMzjZtmrjjx/I7pu7gmWekYUrURimffw5Vq8rAOSHSp0/PhZjOkl3++ecfMmXKRJo0adi5cydr1qxJ2BPdwcMPP8x3330HwKJFizgXQxauXLkyy5Yt48yZM4SFhTFjxoxIMeZy/cX8+uuvb90e9bXF9jjlPbJkgccfl4FXxL9p//0ns9ovvZS442tuir8WLWD+fOmIGdGRIzBlCrRpk/Bja35S3qRDBxg59BLXn2kHuXPDp58CMGaM/I0uXTpxx48xP1WoAIsWyQxv7drSyUgBsmXNk0/Cxx9Hvt1a2R8+pm7tcaW5yb10YJfEcuWSjryPPALdu0vJ5IsvSie66dN1JtsJL78sJayPPw7ffy95/KWXZKP3ESMSftzMmTPz0EMPUapUKV5//fVo99erV4/r169TunRp3nnnHarEVNOQSO+++y6LFi2ifPnyLFy4kBw5cpA+ffpIj8mRIwf9+/enatWq1K5dm/K3piyhf//+tGjRgurVq5MlS5Zbtzdq1IjZs2dTtmxZVq5cGevjlHcZNUpa6teqBZMGHmRWq+lMztWH/51qRbspdeDhh2V38RYtoE8fmDhRRh1xnN1U8ZM1q5w41agBQ4fKBODw4TLh1KeP7MWcUJqflDepVQvG53iHwH27mVD9K7749l6aNJFJ2W++ScInrlBBkmJoqNRq6j4ItwwdKuetbdtKZezcubKUaOtW2SM+oTQ3uZeJ6+XHOx7EmAlAQ+CktbZUDPcbYDjQALgEPG+t3Xi34wYHB9v169cnOj5PcOiQnBMdOiS13u3aJfzKkIrZjh07KF68eJwee/WqlGR8952UZDz2GHTqJCdW3uzq1asEBAQQGBjI6tWr6dKlC5s3b3Ysnph+JsaYDdba4OR4fs1Nd3HkCNfHjOfixJlkPLwNgPDAIEz+fJjMmeGee6Ru6dw52L9fNn8EmUFv3Fguf1epopfn4iA++WnDBpkQ3LNH1ix26iRjbG/nSfnJ6dzkej635yefyU07dsCDD3KmaXuGFhjD2bNQqZJctY5QpZd0FiyQHFe3roxgfHiRcHxy0/nzMH68DOwCAqTqrF07779I4Um5CRKXn9z1mzoRGAlMiuX++kBh10dl4HPXv34jb17ZJ015hlSp4IUX5MOXHDp0iKeffprw8HBSpkzJuHHjnA7JaRPR3BTd7t0wYAB89x2BN26QsXp1eOVjqFmTFCVLQsqU0b/n+nUZaaxYIbvTTpggo48SJWRDyDZt5I2lEq1CBdlD2ddofopmIpqfYtarF6RNS+bRg/nQiQnXBg2kpKFzZ+jRQz5XZMwoP5pevZyOxL18KTe5ZWBnrV1hjMl3h4c0ASa52nWuMcZkNMbksNYec8fzK6VE4cKF2bRpk9NheAzNTVGcPy8DupEjZdFESIjUiMelA1xgIBQvLh+dOsG//0ot84gRUl/er58s2Hv2Wd2NXMVI81Nkmp9i8dNPcsVs2DBny2g6dYJ9++Cjj6BMGejY0blYVJLypdyUXH99cwERWwyFum5Tyq3cUVqs3MNLfhb+k5uWLZOOA8OHy6XqvXulIUFC23rfe68M6DZtkhOxHDng+eflctO6de6M3Gd4yXvC53nRz8F/8tNN4eFyOahQIZl0ctoHH8geJCEh8PvvTkeTZLzoPeHzEvuzSK6BXUwLMGKM3BjT0Riz3hiz/tSpU0kclvIlqVOn5syZM5qgPIC1ljNnzpA6dWqnQ7kb389N4eGywVytWlIquXq1dHHKnt09xzdG1qGsWQNTp8KpU9Lto2dPuHTJPc/hAzQ/eQYvyk0Qx/zktbkpJjNnwl9/waBBMZeEJ7eAAFmQ/8AD0vXu+HGnI3I7zU2ewx35KblWg4YCeSJ8nRs4GtMDrbVjgbEgi4CTPjTlK3Lnzk1oaChe/4fNR6ROnZrcuXM7Hcbd+HZu+u8/6UM9a5ZcpRsxAtKlS5rnSpFCdhSuX19aOH76qez+O306lIrWF8LvaH7yHF6SmyCO+ckrc1NMwsNlQFesmHTi9RSZMsmmd5UqSUvIRYtkwOcjNDd5lsTmp+Qa2M0DQowx05CFv//4fI24l9m4UfZPMgYaNoRy5ZyOKP6CgoLInz+/02Eo7+K7uensWbmStnGjDLJ69Eie7pUZMsimkM2ayXq7ihWl8cCLLybocOfPw7Rp0n28RAk5rHdcbIlM85NKAN/NTzGZOxe2bYPJkz1v4FSq1O08NmgQ9O9PeDgsWSL9pNKlk7GoN77FNTf5FreUYhpjpgKrgaLGmFBjTHtjTGdjTGfXQxYA+4G9wDigqzueVyXe9evSsbxpU5ncv3ABmjSR265fdzo6pRLHb3PT6dOyh8e2bTBnDrzySvJvSfD447Bli/Tpb99eNpC8uV1CHM2fL3u3LV8uVVmTJkGRIvKylPJ2fpufYmKtDJgKFZIr/57ohRekt//AgVz4YRnVq0vFOcDff8sc1uDBzoaolLu6Yra+y/0W6OaO51LuNXQonDgBu3bdngUfMAAaNZKGVH36OBufUonhl7np3DkZ1O3eLTPgdes6F0v27LLh0RtvwCefyN5UM2dK45W7OHpUerEsXCgVUDdNmSKTT7t3+/TWUsoP+GV+is2vv0ojpi+/9Ow39qhRsGoVV1s9R7XWWxg6LtOtObN+/aB6dal4euIJZ8NU/kt7Uvsxa2Ubqo8/jlzadM89MqgbPdq52JRSCXDliox6du6EH35wdlB3U2CgJJkJE6Qz5yOPwLG7V5N99ZWUNkUc1IEscbn/flm+p5TyESNGyNYGbdo4HcmdpU3L2f9NIcOlY7x/vismQi+b7NmlT5WeOykn6cDOj4WFydW60qWj31emDBw5Eu/KKaWUU8LDpVHKypXw9dfbvbbXAAAgAElEQVRQu7bTEUX2wgsy2NyzB6pVg/377/jw/ftl54SYVKgguzUopXzAvn1Sd925s1csoN2fuSJjc/QnaOY06QQcQYUK8nKUcooO7PxYUBBkyxbzepWtW2VbqqCg5I9LKZUAAwbAjBmyma6nrlGpV0+u2v37r1y527071ofmzy99X2KycWPCt99TSnmYkSOlWUrnznd/rAfIkwfevdyHG5Wqyv52ESoQNDcpp+nAzo8ZA126wOuvw9Wrt2+/cgV695b7lFJeYP58GDhQFqW99prT0dxZcDAsXSpJ55FHZIFvDF54QXZKWL8+8u3Tp0s1Qf36yRCrUippXbggZdpPPw05czodTZxkzw6P1QlgSNGvsJcvy4DUWk6dkv4veu6knOR7A7sFC+DgQaej8BpvvCHdyYsVg7595aN4cdm2pXdvp6NTSt3V/v2yrUC5crK4I7m7XyZE6dLS6jI8XBq9xFCWmSuXnO/VqSNdet9/XxoSvPaa9ITx5P4KSqk4+vZbuYL/8stORxIvn38OP+wuyieZ34N585hcbwolSkixRKNGTken/JlvDezCwqStduHC8NJLcOCA0xF5vKAgmQH/7js5UQoMlM+nTdMyTKU83vXrt5sNzJwpnY+8RfHi8MsvcPmyDO4OH472kCZNZElelSoysd+ypXxdpowD8Sql3G/8eJnoidolycPddx+sWgUlx/Tg71xVeeq3V1g7/xQDBjgdmfJ3vjXnGRQE69bBhx/CuHHSVu255+Ctt2QzJBWrihXlQynlRd5/H9aulZkYb9xgtnRpWLQIatWS9XcrV8oZUwSZM8syFqWUj9myRWqtR4zwjkqDKFKkgHpPBMDP46BcOQqM7AmVJzsdlvJzvnXFDmRV68iRUtoTEiIdi4oWlU0l9+xxOjqllHKPdetkXV3btnIpy1tVqCC1lXv3QuPGcOmS0xEppZLDl19CqlSSw7xZyZKy6e833+g+LMpxvjewuylXLvjsMxng9egh3eKKFZPFGjt3Oh2dUkol3LVr0l0kZ06ZyPJ2jz4qO4+vWiUneTduOB2RUiopXb4MkydDs2bRrtJ7pb595SJCly7y2pRyiO8O7G7KkUM2xz1wAHr2hNmzoUQJaN0atm93OjqllIq/oUMlf33xBWTM6HQ07tG8OXz6KcyZI12dlFK+a84cOH8eOnRwOhL3SJ1aOqocOABDhjgdjfJjvj+wuyl7dtnf6cAB6e//ww9QqpSUMP35p9PRKaVU3OzeDYMHS3vwBg2cjsa9Xn5ZSug//hjGjHE6GqVUUpk0CR54QK7W+4qaNeWiwYcfSmm5Ug7wn4HdTdmyyZvu4EGpiV6wAB58UGaLt251OjqllIqdtdC1q8wODx/udDTuZ4xctWvQQAZ4y5c7HZFSyt1OnJCOuG3bSgcSX/Lxx5AyJXTvLvlaqWTmY++oeMiSRTrK/f03vP22JJkyZaBpU9i0yenolFIqurlz4ddf4b334P77nY4maQQGyt5WhQrJhJvuS6qUb5k+XdbRenvTlJjkyCFNrX76CX780elolB/y34HdTffdB4MGycnDu+/C0qVQvrx0Z1u/3unolFJKXL0KvXpJB7ZOnZyOJmllyCCD2LAwePJJ7ZSplC+ZMgXKlZN+B76oWzdp1vfqq5K3lUpGOrC7KVMm6N9fruANGgS//SYbuz3xhLQVV0opJ40YAfv2SalioG9tQRqjIkVkf76tW6FzZy1rUsoX7N4t51TPPON0JEknKEi6su/d65sl88qj6cAuqgwZpDTz4EEpd1qzBipXhvr15XOllEpup09Lw5SGDeHxx52OJvnUqycTbpMnSwdQpZR3mzJF1tK2auV0JEmrbl1o1EguFBw/7nQ0yo/owC42994r+5IcPCita9evh6pVoU4d+P13p6NTSvmTIUPg4kVp/ORv3n5bmqn06KHVE0p5M2tlfV3NmrIHp6/7+GO4ckWW+SiVTHRgdzfp08ueSgcOyHYJW7bAww/DY4/BihVOR6eU8nVHj8KoUfDss767JuVOUqSAb76RE8Gnn4Zz55yOSCmVENu2wa5dss2UPyhcWLoYjx8Pf/3ldDTKT+jALq7SpZPGBQcOwCefyObAjzwie7AsXarrP5RSSWPwYOkg58+zvpkyyUz/0aPwwguab5XyRt99BwEB0n3cX/TrJxcIevd2OhLlJ3RgF19p0kino/37ZVHs7t1Qq5YM8hYv1hMOpZT7HDwos70dOkD+/E5H46zKlWHoUOmWOWKE09EopeLDWhnY1aoFWbM6HU3yyZxZyskXLJBzRKWSmA7sEuqee+Dll2WA97//yb+PPy5lmosW6QBPKZV4Q4ZIo4G33nI6Es/Qo4c0JOjdGzZvdjoapVRcbdkCe/ZAixZOR5L8uneHvHmhTx8ID3c6GuXjdGCXWKlTQ0iItLUdNQoOHZJuSNWqwcKFOsBTSiXM0aPw1VdSepgrl9PReAZjYMIEmQVv3Rr++8/piJRScTF9uv+VYd6UKpVsWr5hA8yc6XQ0ysfpwM5dUqeWRbJ790pb7mPHpJNb5cowf74O8JRS8fPxx7K27o03nI7Es2TJIs1Udu2Cnj2djkYpdTfWwowZUoaZJYvT0TjjmWegVCmpvggLczoa5cN0YOduqVJBp06y9m7cONl/qlEjCA6WtSE6wFNK3c3p0zJB1KaNrq2LSa1aUo45dizMm+d0NEqpO9m6Ffbt888yzJsCAuD996UcdcIEp6NRPkwHdkklZUppeLBrl7yJ//kHnnwSypWDWbO0zlopFbuRI+HSJVmToWI2cCCULQvt2+sGwEp5spkzZduSJk2cjsRZDRvKMp1Bg2R/O6WSgA7sklpQkKyR2bkTvv5aTtaeekpOSGbM0AGeUiqyK1dg9Gg5CfDHfeviKmVKmDJFNm7v0EGrIZTyVLNmQfXqkC2b05E4yxjZvubIERgzxulolI/SgV1yCQyE556T/e+++QauXZPNdkuXlkXFN244HaFSyhNMmQKnTsm2KurOSpSADz+EH3+EL790OhqlVFS7dsnm3E895XQknqFmTSklf/99bf6kkoQO7JJbYCC0bSuJ7ttv5Ypdq1bw4IPytQ7wlPJf1sKnn8qET82aTkfjHUJC5P/q1VfhwAGno1FKRXSzC6Q/dsOMzaBBcPKklNwr5WZuGdgZY+oZY3YZY/YaY6ItCjHGPG+MOWWM2ez66OCO5/VqAQHSrvvPP2+3AW7bVmagJ0+G69edjlApn+BV+WnxYpn0efVVKdtRd5cihWwLYYyUvWt5u/ISXpWbEmrWLOkOnju305F4jmrVoF49+OgjKSVXyo0SPbAzxgQAo4D6QAmgtTEmpoUh0621ZV0f4xP7vD4jRQopydyyBb7/XrZNeO45KF4cJk7UAZ5SieB1+WnECMieXSZ9VNw98AAMHw7Ll+ssuPIKXpebEuLvv2XvtmbNnI7E8/TvD2fOyP7HSrmRO67YVQL2Wmv3W2uvAdMAP299lAApUkgN+qZNMHs2pEsns89Fi0pXTd33RKmE8J78dPCgrBV76SXZNkXFz/PPy96hffrIfqJKeTbvyU0JNXu2/KsDu+gqV9ardipJuGNglws4HOHrUNdtUT1ljNlqjPneGJMntoMZYzoaY9YbY9afOnXKDeF5mRQpZFuEjRtl37tMmaSdd5Eisi/etWtOR6iUN3Fbfkry3DR2rJQTduzo/mP7A2Pk/zBlSnjxRS3JVJ7Oe3JTQs2eLf0DChVyOhLP9O67ctVu9GinI1E+xB0Du5gWgkTtO/0DkM9aWxpYDHwd28GstWOttcHW2uCsWbO6IbyE2b9f9r+tUweeeUaWviRrN21joHFj+OMPmD8fsmaVE77ChWXj4qtXkzEYpbyW2/JTkuama9ekq2PDhpAn1nkvQN76EyfKllANGsBnn8k2mQrIlUv+Q1au1JMl5em8IzfF08aN0KkTPP3oScJXrOR4VW2aEqsqVaBuXblqpx0ylZu4Y2AXCkQ8E8kNHI34AGvtGWvtzZHIOKCCG543yfz6q1wlB+jZU9a5dukCvXo5sFWSMfDEE7B2LSxcCDlzSjCFCklttm5yqdSdeEd+mjVLuqR16XLHh/33Hzz2GEyaJMvwOnaE1ashOFi2RlJAu3ZS4tSnj3bJVJ7MO3JTPIwZI6cr+fJBv7LzSIGlzffNmDDB6cg82DvvwOnTUpGllBu4Y2D3B1DYGJPfGJMSaAXMi/gAY0yOCF82Bna44XmTRFiY9C6ZPh2GDpXzg65d5cLZ7NkyEewIYySYVatg0SJpFhASAgULSsOFy5cdCkwpj+Yd+emLL6BAASkRuIOPPpK5ncWLZZeUJ5+UXNWqlUw8KSRXjhlzu6xVNy5Xnsk7clMchYbCm2/C77/Lv6X2zIb8+RmzujSvvQbHjzsdoYd66CF45BFJ7lqJpdwg0QM7a+11IAT4GUk631lr/zLGDDTGNHY97GVjzF/GmC3Ay8DziX3epLJkiYyZatWKfHvGjDKOmjTJmbhuMQYef1xGmL/+KlfuevSQk8JPP4VLlxwOUCnP4RX5ac8e6ebYoYOssb2DSZPgrbeiP+y116RiW9fgu+TNKydKixejlwuUJ/KK3BQP06ZBixZyKsK//8p7r1kzChcxtyagVCzeeguOHoWvY12lpFScuWUfO2vtAmttEWttQWvte67b+llr57k+f9NaW9JaW8ZaW9Nau9Mdz5sUzpyRc4KYPPCA3O8RjJHR5/LlsHQpFCsmdaMFCsDHH2u9tlIuHp+fJk6UkVq7dnd9aGz5KWNGSJMGLlxwf3heq2NHmQnv1QuOHXM6GqWi8fjcFA+RctOPP8q6Ydem5B517uSJateGihVhyBDd4kolmlsGdp5i2zZZN//55zL5kRDly8tYKabmk4sWQQVPrHB/9FEZ3C1fDqVKyYlM/vxSS6pT+Eo57t9/ZTL2k09g2bII1YE3bsgd9epJjeVdBAdLHopq82bZISFbNreG7d1SpJAumZcvQ/fuTkejlEeyVk4dPvlE5pgS2oipQoUIuWnmTMiRA6pWBTz43MlTGCNX7Q4cgO++czoa5eV8YmB39ars8V2vnlQ1rVkDJUvC4MHxP1axYlCpEnTrdrsvibWyd/icOVIt5bFq1JDyh99+g3Ll4I03ZBXzBx/oVL5SDvn+e3kbzpkDhw5JbqlSBU6cAH75RbqevPhinI7Vq5d0692+/fZtx45JXnrtNQgISJKX4L2KFJGW4jNn3t5TSykFSL+mqlWlZ9OhQzBvnuSqhJRNNmki6+iGv/8fdsECaNqUGzYFQ4bA+fPSVEXdQaNGULw4fPihrgtWiRLodADu0LevND3Zv//2vr7Hj8uFrOLFZd/v+Jg8WfYGz5NHkt7+/XL8+fPh/vvdHr77PfQQ/PyzjHAHDpT/oGHD4NVXZeY6QwanI1TKL+zYIc2XliyBsmXlNmvh7behbVtYnPkryJJF/qjHQf36Mk6pUQNKlIB77oF16+Dll+VDxaBXLzlTDQmR8nXNf0oBspXTo4/K3K9xbb6wdatUBpYqJRPkcRUUJKcdY+r8hLl8mbc3N2dyATmP+vlnCPSJs80klCKFTMY//zz89JMke6USwFgPnhkIDg6269evv+NjLl+WrYu2bIm+/dOsWTB8uJQZJMS+fVLemS2bzLDfpa+B5/rjDxngzZ8vi3FeeUUarmTM6HRkyg8ZYzZYa4OdjiMx4pKbQN5mGTLI2y+i69ehbN6zbD2dgxRdu0gNeTxcvix5LSwMHn4YMmWK17f7nz/+kCTeqZPub6di5U+5aedOmef4+28ISnFDbsiUCXLmZMAAOHUKRo5MQABt2nB94S/MH3eMAkUCKV06AcfwV9euSafzAgUSfuKqfFZc85O3DlVuOXYM7r035j19q1aVXJVQBQtKO/Fq1bx4UAeyKPeHH2DDBmkm0L+/1Fu8+y6cO+d0dEr5rJ07by0ziSQwELpm/54UYddkf5V4uuceKT1v1EgHdXFSsaJc0vz8c+nHrpSf27VL1r0FBSEL60qVknIlJGft2pWAg169CvPnE9j8SZ5sroO6eEuZUmrqV6yQDUqVSgBvHq4AkDWrjE1i6rj011+QO3fyx+SxypeXhT6bNslU3cCBMsB75x1tWaVUEsiTR/JQVNZC8K4pXM5XTNbDqqQ3aJC07evYMebuWEr5kdy5Za1ueDhw333SunLTJiAR506//CLr+eO7/kXd1qGDzNYNG+Z0JMpLef3ALn16uarWr1/k9aaXLskFqY4dnYvNY5UtK3WqW7ZA3brw3nsywHvzTTh92i1Pcfmy1OofPOiWwynllV56ScrBjxyJfPvUDw9R6fIKUr/Y9vbiFpW00qWDUaNg+3bO9h3G1q26H7DyX+XLy2qMsWNdN5QrB5s2ceyYbImboEZx06fLoCTqRsAqzs5fT8fxZl2ws2dLN0Cl4snrB3YgSWjdOimZ/PRT6Yb54IOyd/dLLzkdnQcrXVpa627bJi2rPvxQBnhvvCHtshIgPFzGiXnzQuvWULmy/Fw2b3Zv6Ep5g8qVZZ1duXLw+usyrmjSBA4N+RYA07aNwxH6l3XZGvJrpuak+XggvZvtJU8emRj34KXmSiUJY+Dbb6VxSuPGsDasHOG791Ct9EW6dZMebPFy6ZJUBD31lJQUqni5fFm6k+bLB61/7841G8SCxz9N8NZdyn/5xMDuvvukHLl3b9i7V0ozv/nm9r6/6i5KloRp06T+okkTOdPJl09qvY8fj9ehBg6U5Xxr1sjhjhyRq6Z168oibaX8Ta9esHKldOz9809o2BB655oiMx4FCjgdnt/Ys0f+7/8dNJxU96bip/xdWLnCMmUKfPSR09EplfyKFpVyzMaNYcONcqTAsmz4Ft54IwEH+/FH2Te3dWu3x+kPnnkGzp6VPLV0x/0EtHuWx498RfNHTt3aekupuPD6rpgqCezaJZfdpkyRmbdOneQqXo4cd/y2CxekTD+mDqW9eskMoZ5AKX/qPBejbdvkavmoUbIXgkoWXbvKzhIDByL/9yEhMGUKeyu1oWpVOHwYUqd2OkrlJL/OTaGh8of7f/+T90Z8NWsmM+yhobqhZjz9+adMfh84EOFi544dUKIEkwr2h37vJqTHlvIxftMVUyWBokVh0iRp6deypfQ8LlBAuspFXSwUwebN8q0xdSht2lS79yoFyDqUFCmgeXOnI/ErK1bIuScAnTtLp8xXX6VQ5nPkzCknV0r5rVy5ZObD1UAlXv75BxYsgKef1kFdAixfLtUEkSpYixeHJ56g+cnR/P6rXrJTcacDOxW7woWlnnXXLmjTRlqFFygA3brJ9HYUadNKGWxMF4HPnZP7lfJr1sKMGVCzpmyQqZJN2rRS6gTIyeeYMXD6NPbNvpw/L71VlPJbxtxqoBJvc+ZIJyItw0yQSLkpop49SXPhJI8c+TbZY1LeSwd26u4KFoQvv4Tdu6FdO2mjVbCgzHpHWDhXtqw0T1m0KPK3h4fDiBFy8U8pv7Z1q7yPnn7a6Uj8TsuWkoduTTyVKyedbcaOoXrQGooWdTQ8pZxXrpxcuo7vdiCTJ0P+/NItSsVb48aweDHs3x/59osVa7IjZWme3P+JdnhScaYDOxV3+fPLoG7vXmjfHr766nbr0QMHSJECRo+GZ5+VBpvbt8PSpZK0rl6F5593+gUo5bAZM+RqUdOmTkfidzp1kl5QTz0lpU9//QUfpRvAMZOTL0xnzI3rToeolLPKlYOwMPnjHVf79sGvv8ILL+jWLQl0333w/vtSyPHll1IkNWcOPFrTsKZqT9Ic+Ev2CFQqDnRgp+LvgQekLHPvXjlbmjQJihSB9u2pnX8fixfLut+mTaVT6WOPwU8/aWMC5eesle1FataErFmdjsbvpE0r559Vq0LPnrLebtfR9Nz4ZATp9m6RphFK+bNy5eTf+JRjfvmlrBl+4YWkiclPdOkCEybAvHnQqBF89hm88go8/1MryJ4dPvnE6RCVl9CumCrxjhyRS3Rjx8L169K39623ZI2eUlH4bee5LVukXnnMGNkDRHkGa6VzwYoVMiOVO7fTESmH+G1uuik8HO69VwZpcZnoCAuTTWuDg2WfI5U0Bg2Cfv0kPxUr5nQ0yiHaFVMln1y5ZPHKgQPSOfO77yT5PPec1BQopWD2bC3D9ETGSOffGzdkilwpf5UihexM/tNPcVvT9eOPUt/80ktJH5s/69RJNkIdMcLpSJQX0IGdcp8cOaRcYP9+ePVV+P57KFEC2raVmSal/FnfvvD771qG6Yny54e334aZM2HhQqejUco5zZvLMovNm+/+2LFjIWdOaNAg6ePyZ9mySWfyr7+WFuNK3YEO7JT73X8/DBsGBw/KzuRz50LJktCqlW4WpfxXypTaNc6T9eollQYhIXD5stPRqIR67TWYMsXpKLxX06ZSWTBjxp0ft2mTTIJ06gSBgckTmz/r0QMuXYLx452ORHk4HdippJMtm6y9O3gQ+vSRso0HH4QWLaTtu1JKeYqUKaWt7/798N57TkejEuLcORg+XFqeqoTJkgVq1ZKB3Z3KMfv3h4wZZcChkl6ZMtJ463//k14GSsVCB3Yq6WXJIr18Dx6Ucqeff5Yk1axZ3Mo9lFIqOdSsKc2fhg7V9cHeaMECWSvZpInTkXi3Fi2kHHPLlpjv37hR2jf27AkZMiRvbP6sRw84fFj+75WKhQ7sVPLJnFm6O/39t3R4WrJE2is3aQIbNjgdnVJKSRl5mjTQtatuCuxt5s2TpQAVKzodiXe7WY753Xcx39+/P2TKJM3SVPJp2BDy5dMmKuqOdGCnkl+mTDBggFzBGzBA2owHB8vmLX/84XR0Sil/lj27VBgsWQJTpzodjYqrq1dlzVejRtLdUSXczXLMr76Ckycj3zdxomxt0KuXXq1LbgEB0K0bLF8e+9VU5fc0+ynnZMwoV+7+/hsGD4ZVq6BSJemwtWaN09EppfxVp05y1adnTzh/3uloVFwsXw4XLkDjxk5H4huGDJHf/RYtZL86kK6+nTpB7drQu7ez8fmr9u2loiAu+wwqv6QDO+W8e++VDc0PHoQPPoB166BqVahbV/6QKKVUcgoIgM8/h1On4J13nI5GxcW8eXLC+9hjTkfiG8qXhy+/lIqap5+WK0VPPgkPPCAlmtoJ0xmZMsk64ClT4MwZp6NRHkgHdspzpE8v3TMPHpRumps2wcMPy+zgypVOR6eU8icVKsg6u9GjdQ2wp7NWBnZ16sA99zgdje9o00b235wzRwYSxYpJGWamTE5H5t+6d4crV2TgrVQUOrBTniddOinzOHBAGhls2wY1akjN/7JlTkenlPIXgwfLti2dO0u3ReWZNm6UboFahul+770nJa7nzskEa9GiTkekSpWCRx+VSSfNSyoKtwzsjDH1jDG7jDF7jTF9Yrg/lTFmuuv+tcaYfO54XuXj0qaVzWYPHIBPP4UdO6Qd+SOPwK+/asc6h1h7e8mFN9D8pBIsQwb45BNYvx7GjHE6GhWb77+X8tnGjbl+HcLDnQ4obrwmN6VLB8Y48tQqFiEh0p9g/nynI1FxZG3ybEGY6IGdMSYAGAXUB0oArY0xJaI8rD1wzlpbCPgU+DCxz6v8SJo08MorsnHwiBGyv07t2lC9OixapAO8ZHL1qvS6yZEDUqeGAgVkvO3JJ1Gan1SitWol67b69oXjx52ORkVlLXz/PafL1KL6k5lJnVrmBJ99Vqr6PZXmJpUoTZpA7twwcqTTkai7OHUKunSRecJUqWT5amw7ibiDO67YVQL2Wmv3W2uvAdOAqLuDNgG+dn3+PfCYMTr9o+LpnnuktnzfPhg1Smar6taFatXgp590gJeErJX95LduhaVLZdZp+nSYOVN+JB5M85NKHGOk5OnyZakgUJ5l2zbYu5ehe5/i5ZflxxQaCoUKydzf0aNOBxgrzU0q4QIDZbSweLFUMymP9O+/UmSWMiXs3CnVTu+/L/OEn3+eNM/pjoFdLuBwhK9DXbfF+Bhr7XXgHyBzTAczxnQ0xqw3xqw/deqUG8JTPid1amlqsHevvDOOHoX69aFKFfjxRx3gJYGlS2Uc/f33ULy4nOtWrCjbRs2YIWNtD+W2/KS5yY8VKSKNnb79VsrAlcew38/kBiloPOFJWrSAoCDInBnefReaN5eqAg+luUklzksvyYhh1CinI1GxmDABSpaE4cMhZ07ZYrNePTlV7ddPJqLczR0Du5hmj6KeWcflMXKjtWOttcHW2uCsWbMmOjjlw1KlkqYGe/bA2LGykWrDhjLimDdPB3hu9MMP0mE5aofr9OnlSp4Hl/m7LT9pbvJzb74JBQvKLPmVK05Ho1yuTf2edamq81Cz7NHue/55+VPgoTQ3qcTJmhVatoSvv5ZLQ8rj/PCD5CEApk6Vc9Tz5ylaVOYLV692/3O6Y2AXCuSJ8HVuIGrxw63HGGMCgQzAWTc8t1IyY/XSS7B7t0yPnD8v9efly8Ps2Z69CMxLWHvntfMePIbW/KTcI3VqKcncsweGDnU6GgWwcyep9m5nYZrmTkeSEJqbVOKFhMDFizB5stORqFjcOneaN0+2zsmQ4dZ9SXHu5I6B3R9AYWNMfmNMSqAVEHWObB7QzvV5c2CJtR58Kqi8U1AQvPCCFDJPnCjJrlkzKFdOagh1gJdgjRrBN99E7+h04QLMmiWTUB5K85Nynzp1ZIb8/fdlgKecNW0a1hiWZmoW4044EydK7vJQmptU4lWqBMHBUo6pvxoep2FDyUOEh8Mvv8Djj4Mx7Nol1yKqVXP/cyZ6YOeq+w4BfgZ2AN9Za/8yxgw0xtzcVOZLILMxZi/QE4jW1lcptwkMhHbtZEHxpEnSzrFFCyhdWjp+6L4v8VarFuTJI/+NO3fKbevXQ4MGso6lUCFn44uN5ifldp9+KmXgXbroiZSTrIWpUzGPPMJrH+ekbYdys8cAACAASURBVFuZv7t+Hc6ehYEDZf3vq686HWjMNDcptwkJkfOdpUudjkRF0b699Hf6qO0mOHOG8Np1+PlneOIJGDBAegK6m/HkyZ/g4GC7fv16p8NQ3u7GDRnQDR4sya94cXjnHXj6adn7SMXJlSuyV+3YsXLilDs3vPwy9OghC4LjyhizwVobnHSRJj3NTX5u1Cg5mfrmG2jb1ulo/NOmTVJuP2YMdOzIzz/DoEGwdq3M7TVvLl/nyxf3Q2puUl7pyhX5g1yjhpTQKI9y6hT81vADmq7rS+6AY2R98H769JHij/iIa37SgZ3yHzduyJTuoEHw119QrBi8/ba8u6J2BVGxurlBecqUCft+PXlSXu/GDamhOXBALmHfd5/TEfmf3r3l6unx49IG0yUsTObr4jPZdJPmJuW1+vSBjz6SnJQ3r9PRqKhq1cKePUvYus1Jfu7kjjV2SnmHgAAZxG3dKrtDBgVJq8cSJaSrVNQFZCpGxiR8UKeUTwgIkCtFZ8/CG284HY3/CQ+HadNkH9PMkbv/BwUlbFCnlFfr3Fn+HTPG2ThUdP/9B7/9hqlTJ1nOnTT9Kf+TIoUsFtu8WcoW0qaVfrTFisFXX8mUr1JK3UnZsvDKKzB+PKxc6XQ0/mXVKjh8GFq3djoSpTxDvnzSqWPcOOkroDzH8uVyXlmnTrI8nQ7slP9KkQKaNoWNG2HuXGlB++KLULSonKxdu+Z0hEopTzZgADzwAHTqpCdTyWnKFOk60KSJ05Eo5TlCQmRB14wZTkeiIvr5Z9ku5+GHk+XpdGCnvMKZM7L9x/HjSXBwY6BxY2nzOH8+ZMki++IVKSJlDTrAU0rFJG1abvxvNOzYwcnXPtQdVZLDlStShtmsGaRL53Q0SnmOxx6TiemRI2/ddOSInDudP+9gXP7s2jVp3lenjgzukoEO7JRHu3BBqiQLFYIOHWQ5XLNmcPJkEjyZMdKDdu1aWLAA7r9f6tYLFZKNiXVGXikVwZQpUCCkAT+mb0mGUe9RP/9O5s51OiofN2+enKW2a3f3xyrlT1KkgK5dYe1ajs9fT/36UKaMnDvlzw/dusm8iEpGc+fCiRO310AmAx3YKY9lLTz1lOSqAweku/Xhw1C4sEx+JNlSOGOgfn1YvVouoefJIxmxYEH43/80MyqlmDUL+vaVqqcn9gwnZaa0TM/YkS6dwlmyxOnofNjXX0tr91q1nI5EKc/Trh02bVp+azOK6tUhNFTOnXbvlvHFCy84HaCf+fxzWf+YTOvrQAd2yoOtWSMDunHjIGNGuS1tWhgyRCpw5s1L4gCMkTfjb7/B4sVQoIBs3FagAAwfDpcvJ3EASilPZK1sgD1mDFSqBGTPjhk2jIxbVzL7ifG8/77TEfqo48dlsu3ZZ3UPUqVikiED24Ofo/F/U+nb8fSt6r+sWWXbzSVLYNcuZ0P0Gzt3yqbxHTsma77SgZ3yWCtWyNK3qO8HY6TnyYoVyRSIMVK7vny5ZMWiRaUbXv788PHH0spWKeU3Ll6UGfBIk7AvvAC1alHp+9fZu/yIY7H5tClTZA9BLcNUKlaT0nUjZfhV+PLLSLenTi3FSNrEN5mMHSv7r7z4YrI+rQ7slMdKl062iYrJmTMOrJs3BmrWlBmY5cuhVCno1Uuu4H30kZztKaV83s29iC5ciHCjMXIJ7+o1RtFNLusp97EWJkyAypVlck0pFaN/cpfkUKGa0hvgxo1I9zly7uSPQkOlu/pTT0H27Mn61DqwUx6rWTNZdxoaGvn28+dlmUXLls7EBUCNGlKe+dtvsp9V795yBW/IkChne0opX5MqlWwZNXp0lDsKFWJ+5UE8cX0ufP+9I7H5rFWrYPt2KWtSSsWqVSsY+l8IHDoEP/xw6/Zdu+D336FBAweD8wfWQpcuMqh2oC5fB3bKY+XIAW+9BdWrw8SJsGMHfPedfN2qFZQu7XSEwEMPyZqPVasgOBjefFMWyr73Hvz7r9PRKaWSyAcfSFfxV16RduJr18ouKa8dfoVrpSvInlJnzjgdpu8YMwbSp3d4Rk8pz/fII3D58cYcT5mHU/3+x44d8MUXsqLk44/h3nudjtDHTZ8uW2cNHiwT/slMB3bKo732mvw9nzkTnnxSGqm8+y4MG+Z0ZFFUrQoLF8rZXdWq8PbbsnHxwIG6gYxSPqhgQVi3Tsoy27WTC0k5csDvawNJOXmC1JH36OF0mL7h7FmZ1XvmGemgpZSKlTEw7qtAjjbpStZtS+jd4E8WL4apU7UrZpLbuRO6d4eKFaXZngOM9eB1AMHBwXb9+vVOh6FU/G3YIIO6efMgQwY5wXvlFciUKVnDOH8eJk+GzZshWzY5AS1WLFlDiMYYs8FaG+xsFImjuUndVf/+MGCA5IBGjZyOxuNYK72oZs+WrWvq1pVmWYGBMTx4xAjJoZs2Sel7EtHcpHzK6dOyNcjzz8slOxVnR47AV19JZ/aCBWVAnCPHXb5p3Tqpcw0MlF4MxYu7Naa45ie9YqdUUqhQQRYIbtwoDVcGDpQSzXfeSbbyrE2bJK+sWgVVqsiJVI0aslODUiqJ9e0r9eKdOsG5c05H41HCwqSnwMsvS2FDqVJShfHww/DPP1EebK2UbVSsmKSDOqV8TpYs0KaNzO5qDoqz2bMldR87JgVYhw7Bgw/CggWxfMM//8jym1q1ZCL/99/dPqiLD71ip1Ry2LIFBg2SmtJ06eRSfc+ekniTQHi4NI4bPDjykpTDh2XfrYULnTtH0llx5Tc2bpQ3XNu20vFJATKI+/ln+PHH2x1Grb293VOkiwtLlsjioAkTkryOTHOT8jmbN0O5cvKme+01p6PxeKdPQ5Ei0huvfPnbt69ZA088Afv3WTKEnYaDB+X/9rffpCrj/Hl5wLhxcbi0lzB6xU4pT1KmjHTJ27ZNLtUPGSJX8N54A06dcvvTLV8ufQaefjry7XnyQNeu0ba3UUolhfLl5crdpEnyx18B0gV80KDbgzqQdUGDBsk6oCtXIjx4xAiZAGvdOtnjVMrrlS0rpTojR0bb+kBFN2WKVM6XL4/UY379NfTsSZV3HmfbtSKkzZZW1rVUqiQzUQsXQr16sH69NExJokFdfOjATqnkVKqUdEz6809ZUPLRRzLAe/11OHHCbU8TGiqVAMZEv69ECclXSqlk8PbbMrHTsaN2yXQ5ciTmSqX775etJG6VYx44IO3aO3WS3ZWVUvHXo4dcYdLJpbs6efASbc+Pki7nEdcnnj/P2QfKs7ZCV1nPMmeONEo5cUJmoypUcDr0W3Rgp5QTSpSAb7+VfZmaNYNPPpG2uD17SmG3Gw6/erWUZEblcPm3Uv4lZUqZ9T17Frp1czoaj3Bz7W9Uu3bJZNR997luGD1abujSJVnjU8qnNG4MefPK1W8Vs7AwGDaMd8bnpc68EMk7H3wAW7fK3sR//MGrOaZxuMcwWRzcpImsd4lp9txhOrBTyknFisnC5h07pG5yxAgoUEBm2I4eTfBhK1SAnDmltCniMtpVq+TpdI9fpZJRmTKyT8v06TK76+d69JAihZMnb9926ZIsPe7aFYKCgIsXpWazeXPIlcuxWJXyeoGBsq/msmWy3l9Ftn69NGd6/XWCqlXiycwrmfH6OujTR7qmBATwzTewezc0bep0sHenAzulPEGRIrIL+65dspZk1CgZ4IWESF1lAsyYISXfpUrJYerXl0mmyZOlE51SKhm98Ya0p+3aNcHvaV/Rpo2M14oVg2eflY3d8+WTNcBvveV60JdfSkMC3QtQqcTr0AHSpIHPPnM6Es8ybhxUqya9DmbNIuDnBbz7y8P0et3w8MMy2VS1qszL/fijlIp7Ou2KqZQn2r9fygAmToQUKaB9e5k9yps3XoexFlauvL2PXePGktudpJ3nlN/au1eu3lWtCosWyXvbjx07JkvowsKgTh0oXNh1R1gYFCokM1ArViRbPJqblE8LCZGBzN9/y4JWf3bjhkwajRolm2hOnRppn+GwMOmL8v/27jxMqura+/h3Mw+CMogMggxiDBIfh9arwkUQjEwXcAYFNSI4QSTES0DUK8mVEFQUEyVRr0IYBEUJSAxEGcQg6IuBFlFBZFBsVBRQorQ29H7/WEWApumu6uqqc07V7/M89XR11eGc1UX3es46Z++1N2+2VHTJJUdZYzON1BVTJMpatrQE/OGH1uL7qacsu9x8s02CjpNz1hDr5z+Hvn2DL+pEstrJJ8PDD8OiRbpyjjWQGzzYph7+u6gDmDnTFo/61a8Ci00k49xxh1Usjz8edCTB2rcPrrvOirpf/tJuxR1S1IENB+/Vyz6yHj2CL+oSocJOJMyaN7eOTBs32nilyZPtDOimm+yunohEy6BB0KcPjBplt9LlcN7D+PE2hrx796CjEckcrVtbL/9Jk2Dv3qCjCca+fdC/vzWvGzvW1verWDHoqMqVCjuRKGjWzK4ubdpkHeKmTbN5eT/7mRV9IhINztnd+Hr1bLLZt98GHVG4zJ9vy8GMGBHKjnMikTZ8uK3CPXVq0JGkn/d2/jRrll08GjUq6IhSQoWdSJQ0aWKdMzdtsvHyM2day93rrrOWTSISfvXr26LlH3wAw4YFHU14eG9dClq10oLkIqnQoYOtvv3QQ8Wvh5TJ7r/fprWMHm1teTOUCjuRKGrc2ObobN5sJ4azZ9viUP3728miiIRbly7WEOmpp+wKssDcubB6NdxzT7QmtYhEhXNW1GzYkF0Lls+YYXllwABbByqDJVXYOefqOudecc59GPta5yjb7XfOrYk9sug3SSTFGja0K2+bN9sQizlzbHXyfv1s8fMspvwkoTdmjLXaHjxYQ6oLC+G++2we0LXXBh1NSik3SaCuuMLm7z/wQNCRpEdurvUl6NDBLqRl+BDvZO/YjQQWee9bA4ti3xdnr/f+jNijV5LHFJGiTjjBkvSWLTY35cACdlddBWvXBh1dUJSfJNwqV7Y225UqwZVXZm9DA7CLUrm52XK3TrlJglOpkl0IfuMNWL486GhSa+dOW1W8Th147jmoUiXoiFIu2cKuNzAl9nwK0CfJ/YlIMo4/HsaNswLvrrtgwQI4/XS4/PJs7MCn/CTh16yZzbdbsyZ7F+MuKLBGBqeemi1z65SbJFg33gh161oTkUzlPdxwA2zbBi+8YBfAs0Cyhd0J3vvtALGvDY6yXTXn3Crn3ErnXIkJzDk3OLbtqh07diQZnkiWqlcP/vd/rcC7915bN+vMM63N+j//GXR06VKu+Um5SVKmRw+bb/fkk7akSbZ54glbs3P8+Gy4WwfKTRK0mjVh6FCbZ5epo3p+/3t46SVb0uC884KOJm2c977kDZx7FShuifrRwBTv/XGHbLvLe3/EWHHnXGPvfZ5zriWwGOjsvf+otOBycnL8qlWrSttMREqzezdMnGiLI3/9NfTsad3ncnLSHopz7m3vfbkcOKj8pNwk5W7fPvjpTw8Ojzr77KAjSo9vvrGF29u0gSVLAp3/otwkWWXnThsx0Ls3TJ8edDTla80a+I//sJw6b15GzKuLNz+VesfOe9/Fe9+2mMdc4HPnXKPYARsBXxxlH3mxr5uApcCZCfwsIlnjvfds5EDTptZDYNQoW3ImaccdZ4Xc1q3WEWr5cjjnHFsA+M03y+EAwVB+koxRqZJ1x2zQAC67DEJ25+X77+3C9+mn26orvXrBsmXlsONx4+xnffDBjDj5OkC5SUKvbl1b123mTPio1HstobZsmeWkJk3gnLZ7+eqSfvh69eCZZzIqr8Qj2aGY84DrY8+vB+YW3cA5V8c5VzX2vD7QDsjudn0ixXjrLejY0aaZvPaarWCwcye0a1dOxR3AscfC3XfbEM2xY+2g550HXbvCihXldJDQUH6SaDn+eHjxRfj8c2um8sMPQUcE2BS4nj3thtqkSbBypV3k79fPuoiX2YYN1tW3f/9ARg8ESLlJwmH4cGvi9LvfBR1JmT37LPTtazlp5UqY++OR1PviA37V8M8UHFs/6PDSz3tf5gdQD+vo9GHsa93Y6znAU7HnFwBrgdzY14Hx7v/ss8/2ItmiXTvvp0498vXBg70fOTJFB/3mG+/HjfO+fn3vwfsuXbx//fUUHcwAq3wSeSfeRyrzk3KTpNTUqfb3OHiw94WFQUfjp03zvn177/ftO/z1f/7T+wYNvM/PL8NOCwu9v/hi72vX9n779nKJM1nKTZKVbr3V+8qVvd+6NehIEpafbzlo9erYC6+84j34/UOG+vbtvZ8+PdDwylW8+SnlCSyZhxKUZIu8PO/r1vW+oODI93JzvW/VKsUB/Otf3j/wgGVI8L5TJ++XLk3JodJ18pTKh3KTpNzIkfa3OHFi0JH4Pn2suCvOBRd4v3BhGXb63HOh+fkOUG6SrLR1qxV2N98cdCQJW7jQLop7773ftcv7E0/0/kc/8v7bb/20aZa7MkW8+SnZoZgiUg7y86F6dahY8cj3atdOw/JWNWvCnXfaQucTJsD779u40AsvhMWLrW2wiKTP/fdbF9tf/ALmHjFSL63y86FWreLfq13b3k/I7t0wbBiccQbcdlvS8YlIEpo1swW8n37a5uFHyGG5afhwyMuz5WNq1EjPuVMIqbATCYGTToKqVW18eFHPPw+dO6cpkBo17ERy0yZ45BFrQd65M3ToAK++qgJPJF0qVLBOdTk5NpntrbcCC+WiiywPFbVjh+WsCy5IcIfDhtk8wiefzJblDUTCbdQoazIydmzQkSTkggssB30946/WKGXkSDj3XCDN504hosJOJAQqVIAxY+Daay1JeW/dz5991pZ2GjEizQFVr26LJW/aZGvBbN4MF19snVwWLFCBJ5IONWrYOkwNG9pad+vXBxLGwIHw+uvWX+G77+y1Dz+ESy+FQYOgfiL9CebPhylT7AQsuxqmiIRX06YH79pt2hR0NHGrXx/uuG4XBTcM4vtT2sK99/Ldd5arli2z3JVtVNiJhET//geLu5NOsnO5P/zBzuvatg0oqGrVYMgQa4X8+OOwbRt06wbnn29rM4hIajVoYBdTnLM1mbZtS3sIdetaR8x//AMaN4ZWraB9e0sF48YlsKMdO2DwYPjJT+Cee1IWr4iUwejR1iEzYn+b/7PzDuru/4KeOybTqk1VGje2XLVkieWubKMxECIhMmCAFXabN1tN1aRJ0BHFVK1q690MHAiTJ8Ojj1prdhFJvVNOseKuY0cr7pYutYIvjVq0sItMX34Ju3bZtJyqVRPYQWEhXHcdfPUVvPxygv9YRFKucWMbJv3b39qc+zMjsGziSy/hpk3F3XMP80efzccfQ506CY4iyDC6YycSMhUq2BXx0BR1h6pSxa64r12rwk4knc46y4YxbtliE0cCWsC8fn1o3boMddn48VacPvKINU0RkfAZMcJuc40aFXQkpdu5085HTj8d7r6bqlUtN2VzUQcq7ESkLJwLOgKR7NOhg90227gRunSx22dRsGQJ3H03XHUV3HJL0NGIyNEcd5wNyVy40BqmhdnQoZYDp0yxi84CqLATERGJjs6drbjbsMEKvU8/DTqikm3YAJdfbsNJn3xSF4VEwu6222zs9bBh1sUtjGbPhhkzbD6gRgAcRoWdiIhIlHTpYsMat22zLiYbNwYdUfF27oSePW2BzvnzbdE7EQm3atXgoYdg3Tr44x+DjuZIn39uc/5zcqIxZDTNVNiJiIhEzYUXwuLFsGePdaldsSLoiA63Zw90724LHs+ZAy1bBh2RiMSrTx8bHXDvvdbwKCy8t3l1e/bYEMzKlYOOKHRU2ImIiERRTo4VdMcdB506waxZQUdkvv3W1t1btcpiat8+6IhEJBHOwcSJ8M03tuZkWDzxBMybZ+ustGkTdDShpMJOREQkqlq3tuLunHOgb19rUx7kvJjdu+1O3fLlMH26XfkXkeg57TQYPhyeegpeey3oaOCDD+AXv4BLLoGf/zzoaEJLhZ2IiEiU1a8PixbB7bfb3JiLLoKPP05/HAfm/K1YYUXd1VenPwYRKT/33WfDqAcNgvz84OLIz4d+/aBmTXjmGVsXSoqlT0ZERCTqqlSBP/wBpk6F1attbadp02xOSjosWwbnnmsF5YIFdvdQRKKtRg0b/vjhhzBmTHBxDBsGa9bA5MnQqFFwcUSACjsREZFM0b8/5OZC27YwYAB07Zrarpn79sHYsTbH75hjbAjmRRel7ngikl6dO8NNN8HvfhfMkMzp0+FPf7K5fj16pP/4EaPCTkREJJO0bGknYI8+CitXWpE3fDjs2FG+x1m50hq4jB5ti4+//Tb85CflewwRCd7DD8PJJ9uFo1270nfcNWusC+Z//if85jfpO26EqbCTrOQ9FBQEHYWIyJEKCsphBGXFijB0qDUcuOYa63DXooU1H0j2Dt7q1XDFFbbMwpdfwgsv2GLBtWolGbSIhNIxx8CMGfjPPqNw4E3pGeL92WfQqxfUrWvddStVSv0xM4AKO8kqX38Nd9xheaJ6deuW+/TT6ZuGIiJyNLNmwZlnWm6qXRtuuaUcbrI1amRJbt066N3b5uGdcooNl3zssfibrGzfbosVt28PZ50Fr74Kd98N778Pl11m7dFFJCNt2QL9H8lhFOOoMOdFnmx+PwsXpvCAe/fCpZfaGnrz5mleXQJU/krWyM+HLl2sp0BuLjRtavP9hwyxc5bRo8u231274G9/g++/t2kmzZuXa9gikgUefxwmTLBa6+KL4fPPbUpLhw7w5ptW6CWqsNBGZH70ETRvfioXTZ1OhQcftGYIM2da8hsyBJo0sSGVJ50EjRvbor+FhRbE1q02xHLTJttpmza2htTNN9v6eSKS0fLybCTkoEEw5LPhFN6Ry6Dp93BT3x+z95nLy7yiySefWDPfypVtKnC9erE3Cgrgyist8T3/vF3tkrg5H+JbFTk5OX7VqlVBhyEZYsoUaxL3978ffnH5009tCsqmTVCnTmL7fPRRuPde6NjRuvAuWACXX24naRo1UDzn3Nve+5yg40iGcpOUp7177ULT8uXwox8d/t6VV0K7dtYULhEbNtgF70qVrGZbvdrWDX/xRVueCoD33rMzq5UrbS7LJ5/Anj0Hd1K1qgV22ml2ZnfgyliG3p1TbhI50p132nWeCRNiL+TnQ6dO7F+dy3XHL2Daxx0SSgn791s+mz7dCrr8fFi8GO66C0b8cj9ce60NX5g0yYYtCBB/ftKpp2SNl16CG2448pykSRM7cVq0yKaNJLK/iRPtfOjAXbo9e2xU0q9/bQ8RkdKsWGEFXdGiDixnTZiQWGH3ww/QrRuMGGF9B5yz4eZ//rO9vn69DfekTRt7DB168B9/+62deYHNmcvQIk5E4vPSS3bj7N+qVYO//IUKHTvyxPrufPLsAppd0z7u/Y0fD++8A5s3w7HH2mvbtkG3Tvn0+8v1NF3xnG2koq5MNMdOskp53qB+5BH47W8PH3pZq5ZNQ5k0yYZmiojEozxz07x5dqPt5psP1mXOwfXXWx03e3YJ/7hmTRv3Wbu2ijoRAYrJTyecAIsWs73iiZw4qJsNV4rDvn3w+9/bOdKBog7gxGN2s6RaVyvqHngA/vu/yy/4LKPCTrLGf/2XrW1ZNEF9+qkNgercObH9vfMOXHjhka+3amVrem7fXuZQRSSLnH++DZ384IMj35s82XJXItauLT43gQ0bf/fdRCMUkWx14NypqKXrG/Gzk5bgTm4J3bvble5SrlB9+aUVd23aHPLiihVw9tnUW/8GN1adbmM/pcxU2EnWuPpq+OYbW2dz61bLP0uXwiWX2MWhROfXNWpkJ2NF7d5tj7p1yyVsEclw1avbEk09e8LChTafJS/POviuWwc33pjY/ho2LD43gb3esGHyMYtIdhg+3O7yjxkDO3dab5PZs20q3C8fbIR74w07wbrrLrtCvnbtUfd17LE2mmnHDuxEadQom7+7fz/rJy3h9abXpO8Hy1Aq7CRrVKsGr7xiI4zOOMM6Md1+u10cGjUq8f3deKPNo/vhh4OveQ/33w89epSti52IZKdbb4WxYy0XVakCp55queW11xLPJVdfbQXi6tWHv/7uuzBnji1rJyISj8aN4fXXrbtukyZ2IWriRLuL16cPNnx7xgybh5KbaydYAwbYkigH5uvGVK/mueOitazq8T/4Fi2sw+6117Lv7VzunNMu4YtYciR1xZSs5L0NB6hcuez7KCiAq66ybpo33WS5bdYsG9q5eDE0aFB+8WYSdZ4TKVlBgXWzTGaK24svWuOUAQMOdsWcPNnmt/TrV26hZhTlJpGSFRba46hdv7/6yq54T55sQ6Rq1YLWrW2I086dNlwqLw+A5fV78cVtY8hrcAZPP23T9ubMsWa8ciR1xRQpgXPJFXVg//6FF+zK+AsvWMvea66xYq969fKJU0SyT7K5Caw771lnwf/9H8yfDy1a2LJQrVolv28RyU4VKtjjqOrVs9t548ZZO81ly+xWX16ezU/p1Ak6duT7Lj3YsrwRCxZA5U9smGe3blCxYtp+lIyV1B0759yVwH3Aj4FzvffFXiZyznUFJgIVgae89+Pi2b+uPIlknnRdFU9lflJuEsk8yk0iElbx5qdk59i9C1wGLCshkIrAY0A3oA3QzznX5mjbi4iUE+UnEQkj5SYRSYmkhmJ6798HcCVPBDgX2Oi93xTbdibQG3gvmWOLiJRE+UlEwki5SURSJR1dMZsAnxzy/bbYayIiQVN+EpEwUm4SkYSVesfOOfcqUNyqN6O993PjOEZxl6SOOrHPOTcYGAzQrFmzOHYvItkqnflJuUlE4qXcJCJBKLWw8953SfIY24Cmh3x/IpBXwvGeAJ4AmwSc5LFFJIOlMz8pN4lIvJSbRCQI6RiK+f+A1s65Fs65KkBfYF4ajisiUhrlJxEJI+UmEUlYUoWdc+5S59w24Hzgr865hbHXGzvnXgbw3u8DS6VxmQAAB91JREFUhgALgfeB57z365ILW0SkZMpPIhJGyk0ikirJdsWcA8wp5vU8oPsh378MvJzMsUREEqH8JCJhpNwkIqmSjqGYIiIiIiIikkIq7ERERERERCJOhZ2IiIiIiEjEqbATERERERGJOBV2IiIiIiIiEafCTkREREREJOJU2ImIiIiIiEScCjsREREREZGIU2EnIiIiIiIScSrsREREREREIk6FnYiIiIiISMSpsBMREREREYk4FXYiIiIiIiIRp8JOREREREQk4lTYiYiIiIiIRJwKOxERERERkYhTYSciIiIiIhJxKuxEREREREQiToWdiIiIiIhIxKmwExERERERiTgVdiIiIiIiIhGnwk5ERERERCTiVNiJiIiIiIhEnAo7ERERERGRiFNhJyIiIiIiEnEq7ERERERERCJOhZ2IiIiIiEjEqbATERERERGJuKQKO+fclc65dc65QudcTgnbbXHOrXXOrXHOrUrmmCIi8VB+EpEwUm4SkVSplOS/fxe4DPhTHNt28t5/meTxRETipfwkImGk3CQiKZFUYee9fx/AOVc+0YiIlBPlJxEJI+UmEUmVZO/YxcsDf3fOeeBP3vsnjrahc24wMDj27b+cc+vLcLz6QFSucEUpVohWvFGKFaIVbzKxnlSegZSDuPJTFuYmiFa8UYoVohVvlGKFssebzbkJovX/HKVYIVrxRilWiFa8KT93KrWwc869CjQs5q3R3vu5cQbTznuf55xrALzinPvAe7+suA1jieuohV88nHOrvPdHHbceJlGKFaIVb5RihWjFG5ZY05mfsi03QbTijVKsEK14oxQrhCPeqOUmCMfnFq8oxQrRijdKsUK04k1HrKUWdt77LskexHufF/v6hXNuDnAuUGxhJyISL+UnEQkj5SYRCULKlztwztV0ztU68Bz4KTZxWEQkUMpPIhJGyk0iUhbJLndwqXNuG3A+8Ffn3MLY642dcy/HNjsB+IdzLhd4C/ir935BMseNQ9JDEtIoSrFCtOKNUqwQrXhDH2tI81PoP7ciohRvlGKFaMUbpVgh5PGGNDdByD+3IqIUK0Qr3ijFCtGKN+WxOu99qo8hIiIiIiIiKZTyoZgiIiIiIiKSWirsREREREREIi7ShZ1zrqtzbr1zbqNzbmQx71d1zs2Kvf+mc655+qP8dyylxTrcOfeec+4d59wi51yg6+mUFu8h213hnPPOucBazcYTq3Puqtjnu845NyPdMRaJpbTfhWbOuSXOudWx34fuQcQZi+Vp59wXzrliJ+0782jsZ3nHOXdWumMMI+Wm1IlSborFEZn8pNyU+aKUm2LxRCY/KTelVlTyU+C5yXsfyQdQEfgIaAlUAXKBNkW2uQ34Y+x5X2BWiGPtBNSIPb81qFjjjTe2XS2s9fJKICessQKtgdVAndj3DcL82WKTa2+NPW8DbAkw3g7AWcC7R3m/O/A3wAHnAW8GFWtYHspNwcYb2y7w3JTA5xuK/KTclPmPKOWmBOINRX5SbgpFvKHIT0HnpijfsTsX2Oi93+S9/wGYCfQusk1vYErs+Wygs3POpTHGA0qN1Xu/xHv/XezblcCJaY7xUPF8tgC/AcYD+ekMroh4Yh0EPOa93wW2JlCaYzxUPPF6oHbs+bFAXhrjOzwQWwx3Zwmb9Ab+7M1K4DjnXKP0RBdayk2pE6XcBNHKT8pNmS9KuQmilZ+Um1IrMvkp6NwU5cKuCfDJId9vi71W7Dbe+33A10C9tER3lDhiiov1UAOxaj4opcbrnDsTaOq9n5/OwIoRz2d7CnCKc265c26lc65r2qI7Ujzx3gf0d9YO+2VgaHpCK5NEf7ezgXJT6kQpN0G08pNyU+aLUm46LJaYMOcn5abUyqT8lNLcVKm8dhSA4q4gFV27IZ5t0iHuOJxz/YEc4MKURlSyEuN1zlUAHgZuSFdAJYjns62EDSnoiF3Ne90519Z7vzvFsRUnnnj7AZO99w85584HpsbiLUx9eAkLy99YmCg3pU6UchNEKz8pN2W+KOUmiFZ+Um5KrUzKTyn9G4vyHbttQNNDvj+RI2+7/nsb51wl7NZsSbdHUyWeWHHOdQFGA72899+nKbbilBZvLaAtsNQ5twUbIzwvoInA8f4ezPXeF3jvNwPrsWQVhHjiHQg8B+C9XwFUA+qnJbrExfW7nWWUm1InSrkJopWflJsyX5Ry02GxxIQ5Pyk3pVYm5afU5qbynLCXzgd2JWET0IKDEylPK7LN7Rw+Cfi5EMd6JjYxtHUUPtsi2y8luOYp8Xy2XYEpsef1sVvg9UIc79+AG2LPf4z9wbsAfx+ac/RJwD04fBLwW0HFGZaHclOw8RbZPrDclMDnG4r8pNyU+Y8o5aYE4g1FflJuCkW8oclPQeamQH6hyvGD6w5siP1Rj4699mvsqg1Ytf48sBF4C2gZ4lhfBT4H1sQe88L82RbZNugEVdpn64AJwHvAWqBvmD9brJvT8ljiWgP8NMBYnwW2AwXYVaaBwC3ALYd8to/Ffpa1Qf4ehOmh3BRcvEW2DTQ3xfn5hiY/KTdl/iNKuSnOeEOTn5SbAo83FPkp6NzkYgcRERERERGRiIryHDsRERERERFBhZ2IiIiIiEjkqbATERERERGJOBV2IiIiIiIiEafCTkREREREJOJU2ImIiIiIiEScCjsREREREZGI+/8U4tl9yui8egAAAABJRU5ErkJggg==\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "80db6e20679a4a9b9019cbf7c343fd2c": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_82075fd1df124b4b84322fbce1a7463c", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "80fc5ed8c66340d2a9fa7f51191e00fa": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "8185f095f8434ab6851d064ac24b6b70": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_cf2f2f9488fc4d8787f36ada73cb9d59", "style": "IPY_MODEL_2f6cfa87c67648b7b7e75edc493625ad", "value": false } }, "819f0428ef964961a0e037eea8c7878e": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "82075fd1df124b4b84322fbce1a7463c": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "8240b3421d834fbeabab0169e6010991": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "824151e3ef6345f891cbd4e656735ede": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "825e0e4e674f47858b5a5a05bad78199": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "82b2539de18b4150916b56f1cc6a0cca": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "82d3d4ea30fb45a7b57b87835091f960": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "830b260556b248e8a20d836fd31a757b": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_d473961145744a5198194f965bd2d623", "style": "IPY_MODEL_12a4d0be308a46cb933cd27f2ea87ddd", "value": false } }, "8383be7f333b4520be52f81616db98cf": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "83fc00d0dab540f4844230c5aab5faa6": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "84adf175f53b42c39c7b6de671b2d5b8": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "84f02be3c4fd4de19a2949d8c784e84d": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_9f544c0749324ea3be31a2ba011ca899", "IPY_MODEL_a2007b34e6c846e58378c455e54567ab" ], "layout": "IPY_MODEL_2d7773065dce471db2cbf674a825a72f" } }, "8506449419e848ce864c4dd5612aaea3": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "8515dacc41f940f497cac121f29710c6": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "86a26cd9458b4d8e903336237bcd5567": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "86c9b219fec74544a429f6f3f564c866": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_4d081d48af8749fd9cc4ee05e317f075", "IPY_MODEL_2d7f0c494b85476f98bcaa116e367518", "IPY_MODEL_936ef06ea565499dadd9305a85eeeaa3" ], "layout": "IPY_MODEL_62065f3620f849fcb9dadc0bad6964a6" } }, "86e96676966642aeb093d0adc0dc1214": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "8770f20876a34cb2b3e2396aa02dbe8a": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "880660e9161c4c9a8260633cffba0de5": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "89ebbd5e05524aedbf80cb5b28f6c024": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "8aded6ef85684fa0b5fb23de942cf712": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "8b3861a3e0954e38a6d22e09d92e8379": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "8b529f4612814fc193cabd85bc0cc4c0": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "8b85fedefe654c8b84bfd9e9b4479379": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "8c16b0054d11405fbc741a92ca53d824": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "8ce7c9399eab49aa9c2f6741851925ca": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_d6ceff6e57be44459bee230d8b7f0fe7", "style": "IPY_MODEL_344ec5ebe67f4adc95b5dde6a06106db", "value": false } }, "8d2914c9adf847b68f1b5009faf26f8b": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "8d4ffd52413240aa90a0915d630ba863": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "8f29e5a36f2a4667894a39a35b3c02f8": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "8f427dba6fab4f968e246cde04f90cd8": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_830b260556b248e8a20d836fd31a757b", "IPY_MODEL_44f2da5ec95d475097870ad585c012fc" ], "layout": "IPY_MODEL_19a5cfae2fec48c59f2554ecfcd931be" } }, "900d0f2e6a864788bef88677cbb689aa": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "909a0ffc81594159b922f826be659dfe": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "91cfd7f84dac49d199b564278fadeb0c": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "925d200472244fac9910aea6215942dd": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "92672552551443a28f82fb47db8173b6": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "926992c65d5c4337839fb494e7edb6d0": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "929f233ca60541ddac848dc8016d3388": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "92db4065f2964b419323d5d648974835": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "93319dea2b3146df9070ac236bc456cc": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_4a655ae2821e4836a710cacd265e406f", "IPY_MODEL_3ebc1bd72dd44d39a7189bf51ca2bf67" ], "layout": "IPY_MODEL_28acb04fcb4b448483195c531a69ea15" } }, "9354c8caeffa428686e0883a13e73e66": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_1c02a8ebcd8d4b7883dd4b9a9ce964d2", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "936ef06ea565499dadd9305a85eeeaa3": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_926992c65d5c4337839fb494e7edb6d0", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "946b0d4cf12144c697a3d6d699dc1289": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "949f1e6aa8424acf8340652c68b221a5": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "95124c7880184e5896e253abf1d1875c": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_31d54e5beea84b1abdf11d04756218f0", "IPY_MODEL_6b1b507b26f94b0696886f6755341288", "IPY_MODEL_4c16b7fa205d470283d46a668e14d55b" ], "layout": "IPY_MODEL_f19fd3cb249d48c28b81dfdceb9ff5fc" } }, "95d77106ff6f4824a5261bb4879aecab": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "96ab612d17a14c0aa1bfc71ddcedf99f": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "96cb9e85a40f4d65a0fb87518cb289eb": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "978c1904483f4177aaf160dacd5a3be1": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_4320ce33e2784e47994e5f670f01a397", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "9792fb0504c34c618fba14ad8abecafc": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_a7f9aa550f434d3ebfad62604455d1f4", "IPY_MODEL_af3fefd9d9b048e49104f33cd296e72f" ], "layout": "IPY_MODEL_6c8aee37b8ed472d97059dc4e8d84acd" } }, "97cab1c699164694abdbc0f392c68412": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_eef7756e6017466a8aee70aabca4da35", "style": "IPY_MODEL_ebbb6734b5c74a3790c827c451a5ae3b", "value": false } }, "98e1518c559340c698046f8615812db4": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_d17417e054c544e6852fb791cddf3e73", "IPY_MODEL_4e85638105cd49b6bb5f2723721eee85", "IPY_MODEL_69f1c7fd4b5d4460b1f4710c430d4b88" ], "layout": "IPY_MODEL_021f545cfd42442f864af897f159b270" } }, "9927f4b9897647ad863b8d13648554b3": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "9968f03c42384dd795e7bfcd87969c7a": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_692fe3267044479a970c0a2593f77458", "IPY_MODEL_4e7ea34d3d4141109ac85e465f9e745f" ], "layout": "IPY_MODEL_ff7c4f4ecc19499ca78450e4eb501785" } }, "99c5a0ec0f2945088d0def4bb87eb85a": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "9a151482a15840438e1c806870796199": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "9beabdc50b094f4692c29bdbefd16de2": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_1c5086863033423a871830924058d285", "IPY_MODEL_d66ec35d2ee646ebb84da5489c3ecbba" ], "layout": "IPY_MODEL_8f29e5a36f2a4667894a39a35b3c02f8" } }, "9c026a7794c74731a5f46203d74aa0db": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_55c515f758154ed981258e7e3f4a77d2", "IPY_MODEL_727bf6e2dd90463191ca99797758e10e" ], "layout": "IPY_MODEL_6a39a7bb7209454895089867c88ecc00" } }, "9c117e10eaae4faaa76dc7df245af8bc": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_8ce7c9399eab49aa9c2f6741851925ca", "IPY_MODEL_a8f3d65db99b4307b16d76d08d0d07a5" ], "layout": "IPY_MODEL_0d8bd9c4992c4db89303e72b56d3a1c2" } }, "9dcd1a8720a546538aa076898f1e79e7": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "9e17c1d193a54481b4cb856e036252ec": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "9f2eb21c134545cb84b037562fb91ec6": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "9f4848bda1d849dbb508398d7ccaa145": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Show Original:", "disabled": false, "layout": "IPY_MODEL_84adf175f53b42c39c7b6de671b2d5b8", "style": "IPY_MODEL_12a63d93d38f428e912d83a2a9a5d61a", "value": false } }, "9f544c0749324ea3be31a2ba011ca899": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_df84e762da71453cb541203dcdd41a63", "style": "IPY_MODEL_b604e035391548969d52a378d31a1b27", "value": false } }, "9fdc63e387724a70a01dc194f6e3bf2d": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "a0e29e1f3ae74ef4914fb72a04e622dd": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "a2007b34e6c846e58378c455e54567ab": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_d9b8635413614a509078dad034eb1391", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "a222ef2eff6847aa8fa16178f88bc4cf": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_0d4794cfc618428db58a57c879d4cda3", "IPY_MODEL_df864cfb6ef64b06b385e206b2467918", "IPY_MODEL_5a955bd1401e47aa9959db8c69707ee1", "IPY_MODEL_66eb6caf120443409a168aeb7869c4c1" ], "layout": "IPY_MODEL_5792026a246646d8a6fffed01f406ce7" } }, "a2239a64ff7641a88565828d552b5a04": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_37e58d2115f64c72b8ed50d9db0caed1", "IPY_MODEL_e3d6a5bb5ec547328e7e136260231e6d" ], "layout": "IPY_MODEL_7e13c258033042129df36b97bfc0c174" } }, "a2bfd9dc87674c00ad454ef173f3a079": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "a2ff2afd7325470582c935b3b024001b": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_929f233ca60541ddac848dc8016d3388", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "a320b4e187ad4cd2a93338e721c47f28": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "a4581261a1664a78a57ca018307a6154": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "a462d595ce534956a39b7f059efd5cc7": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_39c75a6d84464cd29205720b5270ef1b", "IPY_MODEL_1f53ef7178de46e5a7404f1d1b39963e" ], "layout": "IPY_MODEL_d899b5adb452460db3908c4bc9ae792b" } }, "a6c4b83582f7422c91a082a48f28b9c5": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "a71228de532046f496e90898d5e2ad0e": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "a71dabc2d3a34b7b8dee2d7d06c8fe72": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "a75ac18fe59549b597c1fd980de6eaf3": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_aa0da95812744b4b916df253ad07e8ce", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "a78a4c6b002b46b587662925bd8cc543": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "a792f8868b394be5a98d449c01a13532": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "a7f9aa550f434d3ebfad62604455d1f4": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_b7860333f5e34ce3889723efc69451b1", "style": "IPY_MODEL_5a0231fd118342e4a780adb1d3e45115", "value": false } }, "a8f3d65db99b4307b16d76d08d0d07a5": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_b8744a6f2ed64a2db352c298f94a7a26", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "a9739b3708c64276a283808e15f8ea64": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "a9f398d1efbb4f60830dfcef143f3f0c": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_946b0d4cf12144c697a3d6d699dc1289", "style": "IPY_MODEL_d3b27a4def5f4be48fdd5f2520c2b04a", "value": false } }, "aa0da95812744b4b916df253ad07e8ce": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "ab2df7ef23594b479f8a35e5bb23543c": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_819f0428ef964961a0e037eea8c7878e", "style": "IPY_MODEL_dce56ccaa8484af88527007fdc18c089", "value": false } }, "ac3221edd5d2416d940a719df9e46103": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_6c596298825f480497035e121d00c851", "style": "IPY_MODEL_df85116d45954318a4881d689d4ffa2c", "value": false } }, "acba4905ae1445a7b4e0e3abc65c121a": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "ad268edb10b648e8842e6f191f3186d3": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_c5c1d7d3559d481db9d51b1ab9180aa9", "outputs": [ { "ename": "ValueError", "evalue": "Invalid RGBA argument: 'o'", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\envs\\bzan\\lib\\site-packages\\matplotlib\\colors.py\u001b[0m in \u001b[0;36mto_rgba\u001b[1;34m(c, alpha)\u001b[0m\n\u001b[0;32m 173\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 174\u001b[1;33m \u001b[0mrgba\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_colors_full_map\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcache\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 175\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mKeyError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;31m# Not in cache, or unhashable.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mKeyError\u001b[0m: ('o', None)", "\nDuring handling of the above exception, another exception occurred:\n", "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\envs\\bzan\\lib\\site-packages\\ipywidgets\\widgets\\interaction.py\u001b[0m in \u001b[0;36mupdate\u001b[1;34m(self, *args)\u001b[0m\n\u001b[0;32m 249\u001b[0m \u001b[0mvalue\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mwidget\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_interact_value\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 250\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mwidget\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_kwarg\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 251\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m**\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 252\u001b[0m \u001b[0mshow_inline_matplotlib_plots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 253\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mauto_display\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mresult\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m\u001b[0m in \u001b[0;36mpoly_fit_holdout\u001b[1;34m(show)\u001b[0m\n\u001b[0;32m 14\u001b[0m \u001b[0mt\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpredict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpoly\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit_transform\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx_test\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 15\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mscatter\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx_train\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mt_train\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfacecolor\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"none\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0medgecolor\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"b\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m50\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"training data\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 16\u001b[1;33m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mscatter\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx_train\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mt_train\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfacecolor\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"none\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0medgecolor\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"o\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m50\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"testing data\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 17\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mshow\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 18\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx_test\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mt_test\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mc\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"g\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"$\\sin(2\\pi x)$\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\envs\\bzan\\lib\\site-packages\\matplotlib\\pyplot.py\u001b[0m in \u001b[0;36mscatter\u001b[1;34m(x, y, s, c, marker, cmap, norm, vmin, vmax, alpha, linewidths, verts, edgecolors, data, **kwargs)\u001b[0m\n\u001b[0;32m 2860\u001b[0m \u001b[0mvmin\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mvmin\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvmax\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mvmax\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0malpha\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlinewidths\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlinewidths\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2861\u001b[0m verts=verts, edgecolors=edgecolors, **({\"data\": data} if data\n\u001b[1;32m-> 2862\u001b[1;33m is not None else {}), **kwargs)\n\u001b[0m\u001b[0;32m 2863\u001b[0m \u001b[0msci\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m__ret\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2864\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0m__ret\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\envs\\bzan\\lib\\site-packages\\matplotlib\\__init__.py\u001b[0m in \u001b[0;36minner\u001b[1;34m(ax, data, *args, **kwargs)\u001b[0m\n\u001b[0;32m 1808\u001b[0m \u001b[1;34m\"the Matplotlib list!)\"\u001b[0m \u001b[1;33m%\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mlabel_namer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1809\u001b[0m RuntimeWarning, stacklevel=2)\n\u001b[1;32m-> 1810\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1811\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1812\u001b[0m inner.__doc__ = _add_data_doc(inner.__doc__,\n", "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\envs\\bzan\\lib\\site-packages\\matplotlib\\axes\\_axes.py\u001b[0m in \u001b[0;36mscatter\u001b[1;34m(self, x, y, s, c, marker, cmap, norm, vmin, vmax, alpha, linewidths, verts, edgecolors, **kwargs)\u001b[0m\n\u001b[0;32m 4295\u001b[0m \u001b[0moffsets\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0moffsets\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4296\u001b[0m \u001b[0mtransOffset\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'transform'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtransData\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 4297\u001b[1;33m \u001b[0malpha\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0malpha\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 4298\u001b[0m )\n\u001b[0;32m 4299\u001b[0m \u001b[0mcollection\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_transform\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmtransforms\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mIdentityTransform\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\envs\\bzan\\lib\\site-packages\\matplotlib\\collections.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, paths, sizes, **kwargs)\u001b[0m\n\u001b[0;32m 897\u001b[0m \"\"\"\n\u001b[0;32m 898\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 899\u001b[1;33m \u001b[0mCollection\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__init__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 900\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_paths\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpaths\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 901\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_sizes\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msizes\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\envs\\bzan\\lib\\site-packages\\matplotlib\\collections.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, edgecolors, facecolors, linewidths, linestyles, capstyle, joinstyle, antialiaseds, offsets, transOffset, norm, cmap, pickradius, hatch, urls, offset_position, zorder, **kwargs)\u001b[0m\n\u001b[0;32m 130\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_hatch_color\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmcolors\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_rgba\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmpl\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrcParams\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'hatch.color'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 131\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_facecolor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfacecolors\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 132\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_edgecolor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0medgecolors\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 133\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_linewidth\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlinewidths\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 134\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_linestyle\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlinestyles\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\envs\\bzan\\lib\\site-packages\\matplotlib\\collections.py\u001b[0m in \u001b[0;36mset_edgecolor\u001b[1;34m(self, c)\u001b[0m\n\u001b[0;32m 738\u001b[0m \"\"\"\n\u001b[0;32m 739\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_original_edgecolor\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mc\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 740\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_set_edgecolor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 741\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 742\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mset_alpha\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\envs\\bzan\\lib\\site-packages\\matplotlib\\collections.py\u001b[0m in \u001b[0;36m_set_edgecolor\u001b[1;34m(self, c)\u001b[0m\n\u001b[0;32m 717\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mAttributeError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 718\u001b[0m \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 719\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_edgecolors\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmcolors\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_rgba_array\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_alpha\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 720\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mset_hatch_color\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_edgecolors\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 721\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_hatch_color\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtuple\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_edgecolors\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\envs\\bzan\\lib\\site-packages\\matplotlib\\colors.py\u001b[0m in \u001b[0;36mto_rgba_array\u001b[1;34m(c, alpha)\u001b[0m\n\u001b[0;32m 273\u001b[0m \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mempty\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m4\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfloat\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 274\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcc\u001b[0m \u001b[1;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 275\u001b[1;33m \u001b[0mresult\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mto_rgba\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 276\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 277\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\envs\\bzan\\lib\\site-packages\\matplotlib\\colors.py\u001b[0m in \u001b[0;36mto_rgba\u001b[1;34m(c, alpha)\u001b[0m\n\u001b[0;32m 174\u001b[0m \u001b[0mrgba\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_colors_full_map\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcache\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 175\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mKeyError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;31m# Not in cache, or unhashable.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 176\u001b[1;33m \u001b[0mrgba\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_to_rgba_no_colorcycle\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 177\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 178\u001b[0m \u001b[0m_colors_full_map\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcache\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mrgba\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\envs\\bzan\\lib\\site-packages\\matplotlib\\colors.py\u001b[0m in \u001b[0;36m_to_rgba_no_colorcycle\u001b[1;34m(c, alpha)\u001b[0m\n\u001b[0;32m 218\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 219\u001b[0m \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 220\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Invalid RGBA argument: {!r}\"\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0morig_c\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 221\u001b[0m \u001b[1;31m# tuple color.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 222\u001b[0m \u001b[0mc\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0marray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mValueError\u001b[0m: Invalid RGBA argument: 'o'" ] } ] } }, "ae26fb2f7a054da7912005d31c8fbaf5": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "af022cef887c4d28a6a3bb265d3491eb": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "af3fefd9d9b048e49104f33cd296e72f": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_82b2539de18b4150916b56f1cc6a0cca", "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAD8CAYAAAB+UHOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAHcFJREFUeJzt3XmYFOW5/vHvwwxIUBRkiYTVJKCCC8IERFFA0QARURQENcENDAFzjDlGcozgMbueX0w4YBA8uEcEIxETUCTCEReIYwTZJIKADBCYYYseZBl4fn9UC+PQA8109Vr357r6orvqnXqfcsa6u+qtxdwdERGJnhqZLkBERDJDASAiElEKABGRiFIAiIhElAJARCSiFAAiIhEVSgCY2WQz22JmS6uY393MdprZothrdBj9iohI9RWGtJzHgXHAk0doM9/dLw+pPxERSVIoewDu/jqwLYxliYhIeoS1B5CILma2GNgI/Lu7L4vXyMyGAcMAjj/++I6nn356GksUEclt7777bpm7N0qkbboC4O9AS3f/1Mz6AH8CWsdr6O4TgYkARUVFXlxcnKYSRURyn5mtS7RtWs4Ccvd/ufunsfczgZpm1jAdfYuISHxpCQAzO8XMLPa+U6zfrenoW0RE4gvlEJCZPQt0BxqaWQkwBqgJ4O4TgGuA4WZWDnwGDHLdhlREJKNCCQB3H3yU+eMIThMVkRy2b98+SkpK2L17d6ZLibzatWvTrFkzatasWe1lpPMsIBHJcSUlJdStW5dWrVoRO6orGeDubN26lZKSEk499dRqL0e3ghCRhO3evZsGDRpo459hZkaDBg2S3hNTAIjIMdHGPzuE8XtQAIiIRJQCQERSZvNmmDULFiyAAweSX96OHTt4+OGHq/Wzffr0YceOHUdsM3r0aObMmVOt5R/J448/zsiRI4/YZt68ebz11luh930kCgARCd3evfDd78Lpp8NDD8Gtt8Jpp8H8+ckt90gBsH///iP+7MyZM6lXr94R29x///307Nmz2vUlQwEgInnhjjtg40ZYswZmz4YlS+C3v4Wrr4bVq6u/3FGjRrF69Wrat2/PXXfdxbx58+jRowfXXXcdZ511FgBXXnklHTt2pF27dkycOPHgz7Zq1YqysjLWrl3LGWecwdChQ2nXrh2XXXYZn332GQA33ngjzz///MH2Y8aMoUOHDpx11ll88MEHAJSWlnLppZfSoUMHbrvtNlq2bElZWdlhtT722GO0adOGbt268eabbx6c/tJLL9G5c2fOPfdcevbsyebNm1m7di0TJkzgoYceon379syfPz9uu9C5e9a+Onbs6CKSPZYvX37UNps3u9er575t2+HzRo1y/8EPqt//mjVrvF27dgc/z5071+vUqeMfffTRwWlbt251d/ddu3Z5u3btvKyszN3dW7Zs6aWlpb5mzRovKCjw9957z93dBwwY4E899ZS7uw8ZMsSnTZt2sP3YsWPd3X38+PF+yy23uLv7iBEj/Be/+IW7u8+aNcsBLy0t/UKdGzdu9ObNm/uWLVt8z549fv755/uIESPc3X3btm1+4MABd3efNGmS33nnne7uPmbMGH/wwQcPLqOqdhXF+30AxZ7gNlbXAYhIqBYvhnPPhfr1D5/Xuzf8+Mfh9tepU6cvnAs/duxYpk+fDsD69ev58MMPadCgwRd+5tRTT6V9+/YAdOzYkbVr18Zddv/+/Q+2eeGFFwB44403Di6/V69e1I+zogsXLqR79+40ahTclPPaa6/lH//4BxBcS3HttdeyadMm9u7dW+V5/Im2S4YOAYlIqOrXhw0bIN7NXkpK4OSTw+3v+OOPP/h+3rx5zJkzh7fffpvFixdz7rnnxj1X/rjjjjv4vqCggPLy8rjL/rxdxTae4F1sqjpN8/bbb2fkyJEsWbKERx55pMpz+RNtlwwFgIiEqmNHKCiA2Jfkg3bvDgaEv/3t6i+7bt26fPLJJ1XO37lzJ/Xr16dOnTp88MEHLFiwoPqdVaFr165MnToVgNmzZ7N9+/bD2nTu3Jl58+axdetW9u3bx7Rp075QY9OmTQF44oknDk6vvG5VtQuTAkBEQmUGkycHZwH9+7/Da6/B009D167QunUwEFxdDRo04IILLuDMM8/krrvuOmx+r169KC8v5+yzz+bee+/lvPPOS2JN4hszZgyzZ8+mQ4cOzJo1iyZNmlC3bt0vtGnSpAn33XcfXbp0oWfPnnTo0OHgvPvuu48BAwZw4YUX0rDhobvi9+3bl+nTpx8cBK6qXZgs0d2ZTNADYUSyy4oVKzjjjDMSartuHTz8cHANQP36cMMN0L8/1Mjxr5179uyhoKCAwsJC3n77bYYPH86iRYsyUku834eZvevuRYn8vAaBRSQlWraEX/8601WE7+OPP2bgwIEcOHCAWrVqMWnSpEyXVG0KABGRY9C6dWvee++9TJcRihzfGRORdMvmw8ZREsbvQQEgIgmrXbs2W7duVQhkmMeeB1C7du2klqNDQCKSsGbNmlFSUkJpaWmmS4m8z58IlgwFgIgkrGbNmim5IlUyQwEgVXIPzuF+5hnYsQO6dIGbb4ZKV9WLSI7SGIDE5Q633QYjRgT3dRk8GJYuhbPPhuXLM12diIRBewAS1wsvwMKF8O678PmtVgYMgEmT4MYb4W9/y2h5IhIC7QFIXI89Bj/60aGN/+duvhn++U/tBYjkAwWAxLVlC3zta4dPLyiAVq2C+SKS2xQAEtc55wQDwJXt2BE83SnB28GISBZTAIRg2zb42c/gG98IboX7k58ED8POZbffHjzCr+Kx/t27YfhwuOoq+PKXM1ebiIRDAZCkzZvhvPPgww/hN7+BceOCQPjGN6CKhwzlhLPPDgZ8+/aF7t1h0CBo0SI4O2jcuExXJyJhCOV20GY2Gbgc2OLuZ8aZb8DvgD7ALuBGd//70ZabC7eDHjECatYMvi1X9NOfBgOlzz6bmbrCsmcPvPoq7NwJnTvD17+e6YpE5EgycTvox4FxwJNVzO8NtI69OgO/j/2b86ZMgXg3Brz9dmjaNNiAVnj6XM457ji4/PJMVyEiqRDKISB3fx3YdoQm/YAnYw+tXwDUM7MmYfSdaZ98ArHnPn/BSScF/+7Zk956REQSla4xgKbA+gqfS2LTct4FF8CMGYdP/+tfg9MoKz0pTkQka6QrACzOtLiDD2Y2zMyKzaw4F+44+B//AXfeCW+9dWjaokUwdGhwNpDFW3MRkSyQrltBlADNK3xuBmyM19DdJwITIRgETn1pybn00mAA+Lrr4EtfgsJC2Lo1OC104MBMVyciUrV0BcAMYKSZTSEY/N3p7pvS1HfKDRgQPOz6/fdh//7gIqqaNVPT14EDMGcOTJsWnJffo0dwimadOqnpT0TyVygBYGbPAt2BhmZWAowBagK4+wRgJsEpoKsITgO9KYx+s0lBQXDXzFQqL4frrw/uyjl0aDDQPG0aPPAAzJ0LTfJiWF1E0iWUAHD3wUeZ78CIMPqKskcfhU2b4O9/P3Rq6U03BWMNI0fCH/+Y2fpEJLfodtA5ZPJk+PnPD7+u4O67oXnzYOxBD2sRkUTpVhA5ZNMmaNPm8Ol160LjxlBWlv6aRCR3KQByyFlnweuvHz59/fpg49+8+eHzRESqogDIIXfcAffeC6tXH5q2axd897tw6606E0hEjo3GAHLIZZcFT+kqKoKLLoITT4SXX4ZvfSu47kBE5FiEcjfQVMmFu4Fmwo4dMHNmcB1At27xn9wlItGUibuBShrVqxdceSwikgyNAYiIRJQCQEQkohQAIiIRpQAQEYkoBYCISEQpAEREIkoBICISUQoAEZGIUgCIiESUAkBEJKIUACIiEaUAEBGJKAWAiEhEKQBERCJKASAiElEKABGRiNIDYSSSFi+GRx+FkhI4/XQYOhS++tVMVyWSXtoDkMgZNw569YJGjeCGG2DfPujUCf7850xXJpJe2gOQSFm1Cv7zP6G4GFq2DKZdfTUMHAi9e8O6dXDCCZmtUSRdtAcgWeHTT+HHP4avfAUKC6GoCKZMCb+fJ5+EIUMObfw/16kTnH8+/OlP4fcpkq20ByAZt3cvfPObwUb5tdeCY/F//SvccQds2AA//GF4fW3eDO3bx5/3ta/Bli3h9SWS7ULZAzCzXma20sxWmdmoOPNvNLNSM1sUe90aRr+SH6ZNg5o14emngwHZWrWCwzGzZ8PPfgY7d4bXV/v2QchU5h5MP+ec8PoSyXZJB4CZFQDjgd5AW2CwmbWN0/Q5d28fez2abL+SP158EW6+GWpU+mts2RK6dAn2BsJy/fXw1lvwzDPBRh9g/374+c+DQ08XXxxeXyLZLoxDQJ2AVe7+EYCZTQH6ActDWLZEwP79wcY3nsLCYH5YTjwRZs2CAQPggQegXTtYsABOOQVeegnMwutLJNuFcQioKbC+wueS2LTKrjaz983seTNrXtXCzGyYmRWbWXFpaWkI5Um269MHnnrq0Dfyz23eDK+/Dj16hNvf2WfDihUwdix861swdSq8+SY0jfdXK5LHwgiAeN+ZKv2vzEtAK3c/G5gDPFHVwtx9orsXuXtRo0aNQihPst1118HGjTByJGzaFATBwoVBMHz/+9CwYfh91qgB3boFh4SKivTNX6IpjAAoASp+o28GbKzYwN23uvue2MdJQMcQ+pU88aUvwdy5UF4Op50GdevC4MFwyy3BOfsikhphjAG8A7Q2s1OBDcAg4LqKDcysibtvin28AlgRQr+SR04+GR55BMaPh127ghDQt3KR1Eo6ANy93MxGAq8ABcBkd19mZvcDxe4+A/i+mV0BlAPbgBuT7VfyU2FhMFArIqlnXnnkLYsUFRV5cXFxpssQEckZZvauuxcl0la3ghARiSgFgIhIRCkAREQiSgEgIhJRCgARkYhSAIiIRJQCQEQkohQAIiIRpQAQEYkoBYCISEQpAEREIkoBICISUQoAEZGIUgCIiESUAkBEJKIUACIiEaUAEBGJKAWAiEhEKQBERCJKASAiElEKABGRiFIAiIhElAJARCSiFAAiIhGlABARiSgFgIhIRCkAREQiKpQAMLNeZrbSzFaZ2ag4848zs+di8xeaWasw+hURkepLOgDMrAAYD/QG2gKDzaxtpWa3ANvd/evAQ8Cvk+1XRESSE8YeQCdglbt/5O57gSlAv0pt+gFPxN4/D1xiZhZC3yIiUk1hBEBTYH2FzyWxaXHbuHs5sBNoEG9hZjbMzIrNrLi0tDSE8kREJJ4wAiDeN3mvRptgovtEdy9y96JGjRolXZyIiMQXRgCUAM0rfG4GbKyqjZkVAicB20LoW0REqimMAHgHaG1mp5pZLWAQMKNSmxnAkNj7a4DX3D3uHoCIiKRHYbILcPdyMxsJvAIUAJPdfZmZ3Q8Uu/sM4H+Ap8xsFcE3/0HJ9isiIslJOgAA3H0mMLPStNEV3u8GBoTRl4iIhENXAouIRJQCQEQkohQAIiIRpQAQEYkoBYCISEQpAEREIkoBICISUQoAEZGICuVCsGy1ciW8+ioUFMDll0Pz5kf/GRGRqMjLPYDycrj5ZrjoInj/fVi4EM45B+65B3QHIhGRQF7uAfziF7B+PaxZA3XqBNPKyqBnT2jTBoYMOfLPi4hEQd7tAZSXw8MPw3//96GNP0DDhvDggzB2bOZqExHJJnkXANu3w759cPrph887/3xYsSL9NYmIZKO8C4CTToL9+2HDhsPnLVsGzZqlvyYRkWyUdwFQqxbccEMw4HvgwKHpe/fCvffC0KGZq01EJJvk5SDwL38JvXtD585w3XWwZw888QS0bQt33JHp6kREskNeBkDduvC//wszZ8KsWVBYGAwMd+8OFu/x9CIiEZSXAQDBxV99+wYvERE5XN6NAYiISGIUACIiGeaembsUKABERCrZuxfefTe4lUzFswnDtmQJXHMN1K4dvPr3h8WLU9dfZQoAEZEKfv97aNECbrop2CCfdhr85S/h97NkCVxyCVx4IZSWBq+LL4ZLL4VFi8LvL568HQQWkdRauhR+9zsoLoaTT4Zvfzu4Bqcwh7cqkyfDb38Lc+bAmWcGh2Veey04nXz69OBuAmEZMwZ+8hP4/vcPTRs5EmrUgNGjYcaM8PqqinkW3x6zqKjIi4uLM12GiFTy8svwne/Av/0b9OoV3HzxwQfhlFNg6tTgLLxcc+AAtG4NzzwD5533xXkTJwZ7AS++GF5ftWvDtm1wwglfnLdrF9SrF/xbnTA1s3fdvSiRtjoEJCLHpLw8uKJ+6tTgivuOHeHKK2HuXPj4Y3jhhUxXWD3//Cd8+mlwAWll/frBG2+E25978G2/sho10jcorAAQkWPy5pvQuHFwYWVFtWoFhzOefTYjZSWtTp3gW/fu3YfPKysLLjANS40awZ7TU08dPu8PfwhuXV+zZnj9VSWHj9aJSCZ88kkQAPE0bgz/+ld66wlLvXrBgOzEicGhrYoeeggGDQq3v/vuC0KgsBCuvz6Y9uyzcPfd8Oc/h9tXVZIKADM7GXgOaAWsBQa6+/Y47fYDS2IfP3b3K5LpV0Qyp6gIFiyAHTuCjWZFM2ZA166ZqSsMv/kN9OgB69YFG/zPPoMJE4Izdl5/Pdy+OnYMbldz773wve8F07p1g5dein8YKhWSGgQ2sweAbe7+KzMbBdR397vjtPvU3U84fAlHpkFgkez0ve8FT9x74ongW//+/cHhjFGj4L33oEmTTFdYfSUlwYOjZs8ODmv17w/Dhwe3mk+VPXuCY/61aye/rGMZBE42AFYC3d19k5k1Aea5+2lx2ikARPLIvn3wox/BY48FD1/asCHY6E+aFDx/WzInnQGww93rVfi83d3rx2lXDiwCyoFfufufjrDMYcAwgBYtWnRct25dtesTkdTasQOWLw+uA4j3FD5Jv2MJgKOOAZjZHOCUOLPuOYaaWrj7RjP7KvCamS1x99XxGrr7RGAiBHsAx9CHiKRZvXrhXhwl6XXUAHD3nlXNM7PNZtakwiGgLVUsY2Ps34/MbB5wLhA3AEREJD2SvQ5gBjAk9n4IcNh1cmZW38yOi71vCFwALE+yXxERSVKyAfAr4FIz+xC4NPYZMysys0djbc4Ais1sMTCXYAxAASAikmFJXQfg7luBS+JMLwZujb1/CzgrmX5ERCR8uhWEiEhEKQBERCJKASAiElEKABGRiFIAiIhElAJARCSiFAAiabBlC7zzTvDUKZFsoQAQSaEdO2DwYDjttOCWwm3bwtVXQ2lppisTUQCIpIw79O0L9esHDxgpLg6emduqFfTuHdxDXySTFAAiKTJvHmzfDuPGwYknBtNOOAH+67+CZ8LOmpXR8kQUACKpMn8+XHFFsLGvyAyuvDL8RwyKHCsFgEiKnHACbN0af15ZGdStm956RCpTAIikyIAB8PzzsHHjF6eXlcEzz8C112amLpHPKQBEUqR58+C5uRdeGDw7d+lSePpp6NoVbrsN2rQJv093ePNNmDABXnwR9u4Nvw/JH0k9EzjV9FB4yQevvALjx8OqVcEZQMOHB2cHhW3DBrjqKvjXv+Cii2DlyqDPKVOCEJJoCPWZwCKSnG9+M3ilknuw8b/iCrjnnmCgGWD27OC6g6VLoXHj1NYguUeHgETywFtvBd/8K278AS67DPr1g8mTM1ebZC8FgEgeWLo0OMxTceP/uYsuCuaLVKYAEMkDTZoEx/zjWbkymC9SmQJAJA/06gWrV8PLL39x+rp1MGkS3HRTZuqS7KZBYJE8UKsWTJ0aDAT37QvdugXf/B99FEaPDm5CJ1KZ9gBE8sQFFwTH+tu0gVdfhX37gvsRjRiR6cokW2kPQCSPNG4Md9+d6SokV2gPQEQkohQAIiIRpQAQEYkoBYCISEQlFQBmNsDMlpnZATOr8uZDZtbLzFaa2SozG5VMnyIiEo5k9wCWAv2BKp9tZGYFwHigN9AWGGxmOitZRCTDkjoN1N1XAFi8G5Ac0glY5e4fxdpOAfoBy5PpW0REkpOOMYCmwPoKn0ti00REJIOOugdgZnOAU+LMusfdX0ygj3i7B1U+hcbMhgHDAFq0aJHA4kVEpDqOGgDu3jPJPkqA5hU+NwM2VtEWd58ITITgiWBJ9i0iIlVIxyGgd4DWZnaqmdUCBgEz0tCviIgcQbKngV5lZiVAF+AvZvZKbPpXzGwmgLuXAyOBV4AVwFR3X5Zc2SIikqxkzwKaDkyPM30j0KfC55nAzGT6EhGRcOlKYBGRiFIAiIhElAJARCSiFAAiIhGlABARiSgFgIhIRCkAREQiSgEgIhJRCgARkYhSAIiIRJQCQEQkohQAIiIRpQAQkZzhHrwkHAoAEcl6s2dDt25QWAgnnQTDhsGmTZmuKvcpAEQkq/3xj3DTTTBiBHz2GaxcCfXqQdeuUFaW6epymwJARLLW/v1w113w3HMwcCDUqgVNmsADD8DFF8O4cZmuMLcpAEQkay1bFhz26dr18Hk33wwvvpj+mvKJAkBEspY7FBTEn1ejBhw4kN568o0CQESyVrt28H//B++8c/i8J5+Eyy9Pf035RAEgIlmrsBB++Uu4+mqYOTP4xr99O9x/P7z0Etx+e6YrzG1JPRReRCTVrr8ejj8eRo+G/v2DQz9XXQXz58Mpp2S6utymABCRrHfllcFr1y6oWTN4SfIUACKSM+rUyXQF+UVjACIiEaUAEBGJKAWAiEhEKQBERCJKASAiElFJBYCZDTCzZWZ2wMyKjtBurZktMbNFZlacTJ8iIhKOZE8DXQr0Bx5JoG0Pd9fNW0VEskRSAeDuKwDMLJxqREQkbdJ1IZgDs83MgUfcfWJVDc1sGDAs9vFTM1sZQv8NgSjtfURpfaO0rhCt9Y3SukJ469sy0YZHDQAzmwPEu+PGPe6e6N24L3D3jWbWGHjVzD5w99fjNYyFQ5UBUR1mVuzuVY5R5JsorW+U1hWitb5RWlfIzPoeNQDcvWeynbj7xti/W8xsOtAJiBsAIiKSHik/DdTMjjezup+/By4jGDwWEZEMSvY00KvMrAToAvzFzF6JTf+Kmc2MNfsy8IaZLQb+BvzF3V9Opt9qCPWQUg6I0vpGaV0hWusbpXWFDKyvuXu6+xQRkSygK4FFRCJKASAiElF5FQBm1svMVprZKjMbFWf+cWb2XGz+QjNrlf4qw5HAut5pZsvN7H0z+6uZJXxucDY62vpWaHeNmfmRbk2S7RJZVzMbGPv9LjOzP6S7xjAl8Lfcwszmmtl7sb/nPpmoMwxmNtnMtphZ3BNhLDA29t/ifTPrkNKC3D0vXkABsBr4KlALWAy0rdTme8CE2PtBwHOZrjuF69oDqBN7PzxX1zXR9Y21q0twevECoCjTdafwd9saeA+oH/vcONN1p3h9JwLDY+/bAmszXXcS63sR0AFYWsX8PsAswIDzgIWprCef9gA6Aavc/SN33wtMAfpVatMPeCL2/nngEsvN+1gcdV3dfa6774p9XAA0S3ONYUrkdwvwU+ABYHc6iwtZIus6FBjv7tshuL4mzTWGKZH1deDE2PuTgI1prC9UHlwAu+0ITfoBT3pgAVDPzJqkqp58CoCmwPoKn0ti0+K2cfdyYCfQIC3VhSuRda3oFoJvFbnqqOtrZucCzd39z+ksLAUS+d22AdqY2ZtmtsDMeqWtuvAlsr73ATfETjmfCdyentIy4lj/305KPj0UPt43+crnuCbSJhckvB5mdgNQBHRLaUWpdcT1NbMawEPAjekqKIUS+d0WEhwG6k6wZzffzM509x0pri0VElnfwcDj7v7/zKwL8FRsfQ+kvry0S+s2Kp/2AEqA5hU+N+PwXcWDbcyskGB38ki7Y9kqkXXFzHoC9wBXuPueNNWWCkdb37rAmcA8M1tLcOx0Ro4OBCf6d/yiu+9z9zXASoJAyEWJrO8twFQAd38bqE1w47R8lND/22HJpwB4B2htZqeaWS2CQd4ZldrMAIbE3l8DvOaxkZccc9R1jR0SeYRg45/Lx4jhKOvr7jvdvaG7t3L3VgRjHle4ey4+fCiRv+M/EQzyY2YNCQ4JfZTWKsOTyPp+DFwCYGZnEARAaVqrTJ8ZwHdiZwOdB+x0902p6ixvDgG5e7mZjQReITizYLK7LzOz+4Fid58B/A/B7uMqgm/+gzJXcfUluK4PAicA02Lj3B+7+xUZKzoJCa5vXkhwXV8BLjOz5cB+4C5335q5qqsvwfX9ITDJzH5AcDjkxhz94oaZPUtw6K5hbExjDFATwN0nEIxx9AFWAbuAm1JaT47+dxQRkSTl0yEgERE5BgoAEZGIUgCIiESUAkBEJKIUACIiEaUAEBGJKAWAiEhE/X+HQRDMoJr0hAAAAABJRU5ErkJggg==\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "b0619e5c0be446a9a179eb8fedb96003": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Show Original:", "disabled": false, "layout": "IPY_MODEL_1a47802329ad4bbe997a067d9ef4f755", "style": "IPY_MODEL_53ba58a9778b402d9825189e2c934ce3", "value": false } }, "b14c8afe9fcd4495821c8df1e54537ef": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Show Original:", "disabled": false, "layout": "IPY_MODEL_5677e4d04cdb4a14b06370bdfb02eb93", "style": "IPY_MODEL_8d4ffd52413240aa90a0915d630ba863", "value": false } }, "b16b4456c9f9453a98743559b9124e40": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "b1f7f6dea2ec40c6b65b33db4221b801": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "b21d4a4f4df1494ebf7e19818666bb6c": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_900d0f2e6a864788bef88677cbb689aa", "style": "IPY_MODEL_1eb6bb204ca74f7e87be3e22a7d5877a", "value": false } }, "b39ef6e5d92441e1ab9452d1c39387be": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_ac3221edd5d2416d940a719df9e46103", "IPY_MODEL_cd5c880321a042fda3b86a414a0d3397" ], "layout": "IPY_MODEL_b93171c062df4c7c8bc6953698796555" } }, "b4297cdee5b04704a756b7dd2b711024": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "b44402f9a7d348908fe90fe4accdc0e3": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "b446c7bf763548afb4d8680392667ff0": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_40a79a25b76f4a99b9aa707878314d7d", "IPY_MODEL_c8195485993743b7a63941fcd2afebd8" ], "layout": "IPY_MODEL_1ccbc11c62994490a8825800db7c177a" } }, "b4720efcebe5467e927a00030c45ef29": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_455526e0c9af43a18992c594a9c0665d", "IPY_MODEL_3d8bdeabd1e84dec84f1f46342bc5018", "IPY_MODEL_390f193f0deb4da99d64c7a01212a1ed", "IPY_MODEL_a2ff2afd7325470582c935b3b024001b" ], "layout": "IPY_MODEL_9fdc63e387724a70a01dc194f6e3bf2d" } }, "b5a7832c60ec4083ba17d4aff84cc84f": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_300d853993ec41c39029c4352bb0aca9", "IPY_MODEL_c01aefee81404cbd80cb7ec6f1a40ec3" ], "layout": "IPY_MODEL_42c3d4c4086444378c47fd87d18e2203" } }, "b604e035391548969d52a378d31a1b27": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "b60a717e74dc4e1ea4143e83a4366b8f": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "b755799556204e859345e2205ba3abd6": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "b7860333f5e34ce3889723efc69451b1": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "b8324b6dca8341fc8b34ca48234c4700": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_74867356abfb450fac78a75b8cca6547", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "b8744a6f2ed64a2db352c298f94a7a26": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "b9214f262ba04af5bff09e266c685ae4": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_467d0db18dd64fb8a15602e4707adab6", "style": "IPY_MODEL_0866a3bba1af4cf1b94259820683fe3c", "value": false } }, "b93171c062df4c7c8bc6953698796555": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "b9e269fce46f41a9b31987023754fa4f": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "ba2eac653efb416aa01cc22058dbba53": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "ba589abbc9724ab69b86337ae332bcf4": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "ba97480c03db48eea88e8fc2134f08f7": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "bb15b174dfe94c15b7017384839945d0": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "bb3fca2bf5b24833b3d34ebb87474cbc": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "bb90e73c918040e78de396fdc4e6f435": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_1f8a065c61c6465c84599bd8586e58bf", "IPY_MODEL_978c1904483f4177aaf160dacd5a3be1" ], "layout": "IPY_MODEL_c75333966c9343869ff22552614e771b" } }, "bdd5ee0cbf164131a308e59f11b78b35": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "bf27b973e6024f509c4c97244353aa76": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "c01aefee81404cbd80cb7ec6f1a40ec3": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_7b0ab3711bec403da527029ca93fe419", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "c05ba59e77de462fbec508e05570b8dd": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_8383be7f333b4520be52f81616db98cf", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "c0caee2c0b994e13ad58a711c2d4bd48": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "c19ff6e66cda4ad7894cdc14e8a65cfa": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_a9739b3708c64276a283808e15f8ea64", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "c22d6baf62ab40c09429607e95e868b9": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_97cab1c699164694abdbc0f392c68412", "IPY_MODEL_60a5294963b34ecfb51660f557fc4013" ], "layout": "IPY_MODEL_59028c7436944584bf28ce66787e6165" } }, "c23ef31331e14ba8918be6e9e619bc55": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "c25eddc044e24eb6a6a32e9705ce474e": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_d9590f5b51454d52b50a56642f076d47", "IPY_MODEL_80db6e20679a4a9b9019cbf7c343fd2c" ], "layout": "IPY_MODEL_201c86951c4242fb92508c7d5135ec71" } }, "c29a8c410813462b9f1a093318563a9b": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "c562958eac734401b041c9638107bd03": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_d2dbb52d6af54fc8af80ff6df81d0f79", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "c56c343fec3747ff822db4783e070dd6": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_4dd7db9459b54e9294394a88bbfd8449", "style": "IPY_MODEL_290efa8137cf414caee071f271c7397e", "value": false } }, "c5c1d7d3559d481db9d51b1ab9180aa9": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "c5caefb16e5b4b4cbb51fa25a8cd658c": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_86e96676966642aeb093d0adc0dc1214", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "c61dcbc3f6394e5680dd4b5c53b13743": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Training Data", "disabled": false, "layout": "IPY_MODEL_acba4905ae1445a7b4e0e3abc65c121a", "style": "IPY_MODEL_df411ebadf6648aebe640a883b064d63", "value": true } }, "c62852fe5f2d4fc4b0b5eb5b4d11c909": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "c69115bca68f4820b52f24b06900dfbc": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "c720861610f045419eff2444070e272b": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "c75333966c9343869ff22552614e771b": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "c7c20d15c92849328624334ccba26e82": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "c7de51e43d574dac96500c11d8df15ce": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "c8195485993743b7a63941fcd2afebd8": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_7c77b4fa71ad40b89f0a0e87209a0ebf", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "c84c3fd6af01410a9819c99d26cbb298": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "c8b7f6a3a7134412bb94029927fac6eb": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_86a26cd9458b4d8e903336237bcd5567", "style": "IPY_MODEL_bf27b973e6024f509c4c97244353aa76", "value": false } }, "c8c71613708a4f748d7196aa44591b94": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_49c1a2633d7745e09734e7445ce6d922", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "caa3e2b5b01a41239809bad9e2827611": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "caf08af399f84e259246dde8f142b105": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_4022dbd3af0049239db8034d1ed025f7", "style": "IPY_MODEL_25fcec28011f4b7bacf08d2340dc19c8", "value": false } }, "cb2794f02ab9498fa7fab1c6cbf289ee": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_20f40d2651b042b099c54d64a66ef8cf", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "cc8b194b531648fc91a64f2fe025fbec": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "ccd4b1a59e9d428b8bc1c5c59c5137e3": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_32fd97c76adf49c2af2386c10588896d", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "cd5c880321a042fda3b86a414a0d3397": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_09d4f8f2abb7405cac531bd8bc1328f3", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "ce58be79fa424853b43437a952bc3d04": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "ce62f0a55abc4bb588206c2453d184f2": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_c7de51e43d574dac96500c11d8df15ce", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "ce8af821b2034e59be59d083caf34db5": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "cf2f2f9488fc4d8787f36ada73cb9d59": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "cfc0e2348da741d0b6ae671c893cb921": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_1e85e166c6604d508880ba165482533f", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "d043d1cde2e840308b2041c181a70685": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "d17417e054c544e6852fb791cddf3e73": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_d4304687982b4fc485735b4124c744f6", "style": "IPY_MODEL_d24c2f8d9e9e4c8899197ddb766e33d2", "value": false } }, "d24c2f8d9e9e4c8899197ddb766e33d2": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "d2662f855e9843298de579d622d60f8e": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "d2a1ffd295744357ba65ae4adf19cbe1": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "d2dbb52d6af54fc8af80ff6df81d0f79": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "d3b27a4def5f4be48fdd5f2520c2b04a": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "d4304687982b4fc485735b4124c744f6": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "d46e08d641184915a649e4847869b11e": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_5a21dbea75e24756a8516c2069beec2b", "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3YAAAEICAYAAAATGmYVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3XmczdX/wPHXmTGWYbIMyZYhS/ZhrEkoihZJXylJVKKS+n5Le/HTKooUaSHSQkQrkVCKZGwpZB37LrthxpzfH+873Jm5M2a5M5/Pnft+Ph73MXPv597P531n5r7ncz7nnPcx1lqUUkoppZRSSgWuEKcDUEoppZRSSimVM9qwU0oppZRSSqkApw07pZRSSimllApw2rBTSimllFJKqQCnDTullFJKKaWUCnDasFNKKaWUUkqpAKcNuxwwxlhjTDWn4/BmjPnbGNMmk89NN35jTFljzC/GmGPGmDeMMc8YYz7MYixjjTHPZ+U1/mSMaWWM+SeD7VGen0GBbO6/lzHm1+xHqFTu0Nx0wf1rblLKAZqbLrh/zU0qR7L1i1HuZa2t46dd3Q8cAC6yqRY7NMZEAVuAMGttouexXsB91torvWLp56dYssVauxComXzfGBOHxDjXsaBcwhhTDngPaAyUA6pYa+McDUrla5qbztPclD5jTFtgFFAJOAv8AvS31u50NDCVb2luOk9zU/qMMQZ4BugLlABmAvdba486Glgq2mOn0lMZWJM6OanMye7VrLzaH5AE/ADc6uf9KpXbNDflQADkpjXAddbaEkB5YAPwrp+PoVRu0NyUAwGQm3oCdwEtkdxUBHjbz8fIOWttUN+AOOBp5J/Jv8BHQGGv7X2AjcAh4BugvNc2C1QDmgB7gQJe224FVnq+Hwx8AXwMHAP+Bhp7PbcWsAA47NnWyWvbBGAMMAs4DvwGXAKM9MS7DmiY6v2083zfFFjs2e9u4B2gYOr4ffxMJgAJwBnPMdt53sMnnu3bPK897rm1AOKRq6vHgcNe+3nJ830bYAfwGLDPE09vr2NGAt8CR4GlwEvAr+n8ziYCj3m+r+CJ5UHP/Wqe35VJPqbn8UlIY+aUJ8YngCjPa+/2vKcDwLMZ/K1Eev4GjgJ/AC96x+jZ10PIicgWz2OXAz96YvoHuC2z7zkb+ysEDPe8l73AWKDIBf7+C3iOE+X0Z1FvaX43cWhuSv0zmYDmJl/HzXe5yet1ryIny45/JvWW4rOsuSnlz2QCmpt8HTff5CZgGjDQ6/4Vnt9huNOfyRRxOh2A0zfkA/0XMuyjFJIAkj9UV3v+aBt5fvlvA7+k+gOq5vl+DdDRa9sMrw/RYM8v/3ogFPlH9btnWxiSAJ8BCnqOeQyo6dk+wRNDDFAYmId05/f07OslYH6q95OcoGKA5sjJexSwFnjUV/w+fi4Tkn8OXu8hOUFFeV7rnZB7kSqhkDZBJQJDPO/5euAkUNKzfbLnFg7UBran3p/Xfu8BvvV83x3YBEzx2va11zF3+PrZpHofHyBXXhoAp4Fa6Rx3MvKPpihQF9hJ2oTyI/J3VMTzvO1Ab8/voJHnd1knM+85G/sbiSTQUkAEkvxevcDfvzbsXHpDc5PmpiDNTcClyIl1EnKy3Mvpz6PeNDeljt/Hz2UCmpvybW4CvgSe8Lrf0nO8Bk5/JlPE6XQATt88f7T9vO5fD2zyfD8OeN1rWzHkn0yU1x9QcoJ6EvjU830pz4evnOf+YGCu135qA6c837cC9gAhXts/BwZ7vp8AfOC17WFgrdf9eniu9Hi9n3bpvNdHgRle9/M6QZ1K9Zp9SAIN9fxca3pty+jK02XIP/0Q5OpKX85fYZoI/M/rmJlJUBW9HvsDuN3HMZNjvNzrsVdIm1Cu9rrfDViYaj/vAYMy856zuD8DnAAu89rWAs8Vqwz+/rVh59Ibmps0NwVxbvL6e30SaO7051FvKX4vcWhu8vXcCWhu8j5mvspNwH3Aes/PoDjSILRAC6c/k943LZ4itnt9vxUZO4vn6/LkDdba48aYg0g3dlyqfXwCrDXGFANuQ/6Qdntt3+P1/UmgsGf8b3lgu7U2KVUMFbzu7/X6/pSP+8V8vSljTA3gTaRARjhyEr/M13PzyEHrmTTscRKJvQwSm/fvwfv7FKy1m4wxx4FoJMG/CNxrjKkJtEYm3mdF6t+Nr5+nrxi3+nie9/bKQDNjzGGvxwogwxsy+56zsr9wYJnM7wUkaYX62KcKHJqb8obmJhfmJmvtIWPMRGCVMaZCqt+Rcpbmpryhuck9uWk80ku9wLOPN4CbkOGyrqHFU0Qlr+8vBXZ5vt+F/FEAYIwpiozvTVOdy0rFrsXALcjkykmZPPYuoJIxxvt3camvY2TDu8hY8urW2ouQYQsm45dkis3kY5m1HxluUNHrsUrpPDfZz8B/kLHvOz33ewIlgZXpvMYfMab+W8noGNuBn621Jbxuxay1D5D595zZ/R1A/lnV8dpW3Frr85+XChiam7JGc5PIT7mpAHAxcFEmn6/yhuamrNHcJAI2N1lrk6y1g6y1Udbaisjczp345+/Ob7RhJx4yxlQ0xpRCPsRTPI9/BvQ2xkQbYwohXchLbPpl4T9GJpfWQ8aKZ8YSpCv4CWNMmGctlZuQMcQ5FYFMMD1ujLkceMAP+wT5cCUBVb0e2wtUNMYUzOrOrLVngenAYGNMuCfWnhd42c9Af6QUNsgVlIeRLvmz6bxmb6qYcxJjbWTycEa+A2oYY+7y/G7DjDFNjDG1svmeM9pfEjLmfYQx5mIAY0wFY8x16e3MGFMYmQMBUMhzX7mL5qas0dwU4LnJGNPFGFPTGBNijCmD9J6ssNYeyuzPROUJzU1Zo7kp8HNTKWPMZUbURnLTkFQ9x47Thp34DJgDbPbcXgKw1v4EPI9MmNyNjFG+PYP9zECuVM2w1p7IzIGttWeATkBH5OrBGKCntXZdtt5JSo8jk2SPIX+8UzJ+euZYa08CLwO/GWMOG2OaI5OT/wb2GGMOZGO3/ZExy3uQq3afIxNy0/MzkoCTE9SvSJf6L+m+QiZfP+eJ+fFsxljME+MEpBJYuqy1x4Brkb+ZXZ7XDeV8YypL7zkT+3sSmVD+uzHmKDAXr/VofEiudAVyhfJURu9HOUJzUxZobsoXuakCshTLMWA1cjJ8S0bvRzlCc1MWaG7KF7mpNLJ23Qmk4up4a+37Gb0fJxhrc9LLGviMnxdfNMZsAvr6a3/ByhgzFLjEWnuhqzv5RjC+Z5U+zU3uFIyf02B8zyp9mpvcKRg/p8H4ni9Ee+z8yBhzKzK2d57TsQQaY8zlxpj6ni7upsC9ZH5YRkAKxvesnKG5KfuC8XMajO9ZOUNzU/YF4+c0GN9zVvmlKqYxZjxwI7DPWlvXx/Y2wNfIOiIA0621Q/xxbLcwxixAyvHe5bbxtgEiAulSL4+U830D+ZvJz4LxPecpzU2am/wgGD+nwfie81yw5yfNTTkWjJ/TYHzPWeKXoZjGmKuQuTofZ5CcHrfW3pjjgymlVCZpblJKuZXmJ6WUv/llKKa19hdAK1YppVxFc5NSyq00Pyml/C0vFyhvYYxZhVSledxa+7evJxlj7gfuByhatGjM5ZdfnochKqVy27Jlyw5Ya8s4HYcXzU1KKTfmJshEfsrXuWn1aihWDKpUyZvjxcXB0aNQv37eHE+pTMpsfvJbVUxjTBTwXTrDCS4Ckqy1x40x1wNvWWurX2ifjRs3trGxsX6JTynlDsaYZdbaxnl4vCg0NymlLiCvc5PnmFH4MT/lu9xUtizccguMHZs3xxs8GIYMgfh4KJjl5eWUyjWZzU95UhXTWnvUWnvc8/1MIMwYUzovjq2UUunR3KSUcivNT8DJk1CkSN4dLyoKrIXt2/PumEr5UZ407IwxlxhjjOf7pp7jHsyLYyulVHo0Nyml3Cro85O1cOoUhIfn3TGjouRrXFzeHVMpP/LXcgefA22A0saYHcAgIAzAWjsW+A/wgDEmETgF3G6DfWV0pVSu09yklHIrzU8XkJAAZ89qw06pLPBLw85ae8cFtr8DvOOPYymVnoSEBHbs2EF8fLzToSigcOHCVKxYkbCwMMdi0Nyk3ELzk3u4ITeB5qcLOnlSvublUMyKFSE0NKgadpqb3CWn+Skvq2Iqlat27NhBREQEUVFReEavKIdYazl48CA7duygSl5VM1PKxTQ/uYPmpgBy6pR8zcseuwIFpHEXRA07zU3u4Y/8lCdz7JTKC/Hx8URGRmpicgFjDJGRkXoFUCkPzU/uoLkpgCT32OVlww5kOGYQNew0N7mHP/KTNuxUvqKJyT30d6FUSvqZcAf9PQSI5B67vByKCUHXsAP9TLhJTn8X2rBTSimllFLu4mSP3c6dcOZM3h5XKT/Qhp1SfjRq1Chq1apFyZIlee211wD46quvWLNmzbnnTJgwgV27dp27f99996XYrpRSuUHzkwooThRPAV3LzgGam/xHi6co5Udjxoxh1qxZKSa9fvXVV9x4443Url0bkORUt25dypcvD8CHH37oSKxKqeCi+UkFFCeKp0DKJQ8uuyxvjx2kNDf5j/bYuV3iCfjrJfiuFkwvB7/cAvsXOR2V8qFfv35s3ryZTp06MWLECPr378+iRYv45ptvGDhwINHR0QwdOpTY2FjuvPNOoqOjOXXqFG3atCE2NhaAYsWK8eyzz9KgQQOaN2/O3r17Adi0aRPNmzenSZMmvPDCCxQrVszJt6qU2D0H5l0H0y+BmQ1g3UhISnA6KuWD5icVcHIyFPPUblj2P/i6CsyoCL/fC0fXZ+61upZdntLc5F/aY+dmiadgXnsoUgGaT4Tw8rDze1jYBZqMhUqdnY7QvR59FFau9O8+o6Nh5Mh0N48dO5YffviB+fPn89133wFwxRVX0KlTJ2688Ub+85//ADBr1iyGDx9O48aN0+zjxIkTNG/enJdffpknnniCDz74gOeee45HHnmERx55hDvuuIOxY8f6930plR0b34e/XoYGr0DZtnB8E/z1IuydB61mQEio0xG6l+YnpS4su8VTTu6EH1tCxc7Q5nsILQxxn8HcVtB2DpRskPHrk9ey27Ile3EHMs1NAU977Nxsy0QIKw5XfgGlm0J4RajeF1p9CcsGQNJZpyNUflawYEFuvPFGAGJiYojzXDFcvHgxXbt2BaB79+5OhaeUSDgGK5+Cq+dClTvlotPFreQk6uRO2DXT6QhVLtD8pPJUdnvs/n4FLu0KMSOheG0oVhXqPgf1/k/y1oUUKACXXgqbN2c9ZuUIzU3naY+dm22bBjUHQOrSp2VaQsGScPAPKNPCmdjcLoOrQ24WFhZ2rtRtaGgoiYmJDkeklA+750BkM7ioesrHQ8Kg2v2w7QuoeJMzsQUCzU9KXVh2G3bbpsJ1f6R9vGovWPE4JByFsIsy3sdll8GmTVk7bn6guSngaY+dmyXFQ1iE721hEbJduV5ERATHjh1L935mNG/enC+//BKAyZMn+zU+pbLs7AVy01nNTYFC85NyrewOxUw6DQV8zKUKKQimAJzNxDIG1arBxo1ZO67yK81N2aMNOzcrew1s/SLt4ye2wZE1UCrtOGPlPrfffjvDhg2jYcOGbNq0iV69etGvX79zE4AzY+TIkbz55ps0bdqU3bt3U7x48VyOWqkMlG0Ne+bKle/Utn0Bl7TL+5hUtmh+Uq518qSMWCpUKGuvK3uN5KHUdv8IRStDocgL76NaNTh0CP79N2vHVn6juSmbrLWuvcXExNigdnK3tdPLW7t2hLUJJ+Wxf1dbO7OhtatfcjY2F1qzZo3TIeSaEydO2KSkJGuttZ9//rnt1KmTwxFljq/fCRBrXZBfcnIL+txkrbV/PGjt3KutPbZJ7p85au3K56z9poa1Ccedjc2FND+5i+amAPDYY9aGh2f9dQeWWjutjLVbp1p7NtHapCRr98yzdnoFa7fNyNw+ZsywFqxdujTrxw8wmpvcJyf5SefYuVmRS+Ca+bDsEVg9GAqWkFLitR6Hmo86HZ3KQ8uWLaN///5YaylRogTjx493OiQV7GJGwV9DYHYzKBABZw7BJe0lZxUo6nR0Kg9pflK54uTJ7C11ENkYWk2DFQNhaT8ZghlWHGLeynw18WrV5OvGjeCjCqMKDMGYm7Rh53YX1YC2syD+ACQcgaKXSoECFVRatWrFqlWrnA5DqfNCQqH+/0GdZ+DkDihUSoo6qaCj+Unliuw27AAuvgquWyJVepMSZAhm6kJ0GalaVb7qPLuAFoy5SRt2gaJwabkppZSbhBaCiMucjkIpld+cOpX1wimphVfI5uvCoUKF4KyMqQKaFk9RSimllFLucvJkzht2OXHZZdpjpwKONuyUUkoppZS7xMc727DTJQ9UANKGnVJKKaWUcpfTp7O+1IE/VasGe/bAiRPOxaBUFmnDTgWthAT4+WeYPRsOH875/g4fPsyYMWOy9drrr7+ewxcI4oUXXmDu3LnZ2n9GJkyYQP/+/TN8zoIFC1i0aJHfj62U8m3DBpg5E9as8c/+ND+pgBMfD4ULO3f8yzxzh3WeXQrHj8OPP8K8edL2zinNTf6lDTsVlL78EqKi4PHHYehQqFIFXngBkpKyv8+MktPZs2czfO3MmTMpUaJEhs8ZMmQI7do5s/CznjgplTf27oXrroOrroJRo+T7Vq1g69ac7Vfzkwo4buixAx2O6WEtDB8OlSvDSy/Bc8/BpZfCRx/lbL+am/xLG3Yq6CxaBP37w/TpsHSpXHVas0Z67oYNy/5+n3rqKTZt2kR0dDQDBw5kwYIFtG3blu7du1OvXj0AOnfuTExMDHXq1OH9998/99qoqCgOHDhAXFwctWrVok+fPtSpU4drr72WU6dOAdCrVy+mTZt27vmDBg2iUaNG1KtXj3Xr1gGwf/9+2rdvT6NGjejbty+VK1fmwIEDaWL96KOPqFGjBq1bt+a333479/i3335Ls2bNaNiwIe3atWPv3r3ExcUxduxYRowYQXR0NAsXLvT5PKVUziQlwQ03QEyMNOR++AG2bIFOnaB9ezhzJvv71vykAo7TDTvtsUth/HhpxMXGyminRYvgp59g8GD4/vvs71dzk59lZhVzp24xMTE5XbxdBZE1a9Zk6nmdO1s7dmzax9eutfbii609fTp7x9+yZYutU6fOufvz58+34eHhdvPmzeceO3jwoLXW2pMnT9o6derYAwcOWGutrVy5st2/f7/dsmWLDQ0NtStWrLDWWtu1a1c7adIka621d999t506deq5548aNcpaa+3o0aPtvffea6219qGHHrKvvPKKtdbaWbNmWcDu378/RZy7du2ylSpVsvv27bOnT5+2V1xxhX3ooYestdYeOnTIJiUlWWut/eCDD+z//vc/a621gwYNssOGDTu3j/Sel5qv3wkQa12QX3Jy09yksioz+WnOHGsbNLDW89FK4eqrrf388+wfX/NTSpqbAkDlytb27OlsDGXKWHv//c7GkMsyk5uSkqytVs3aRYvSbps61dpWrbJ/fM1NaeUkP+k6diroLF0KI0emffzyy6FoUblSXr26f47VtGlTqlSpcu7+qFGjmDFjBgDbt29nw4YNREZGpnhNlSpViI6OBiAmJoa4uDif++7Spcu550yfPh2AX3/99dz+O3ToQMmSaReMXrJkCW3atKFMmTIAdOvWjfXr1wOwY8cOunXrxu7duzlz5kyK2L1l9nlKqcz74w/o0MH3OsodO8KSJXD77f47nuYn5WpO99iBDMfcsMHZGFzg339h3z5o3jztto4doUcP/x5Pc1P26VBMFXRKloSdO9M+fuoUHDoExYv771hFixY99/2CBQuYO3cuixcvZtWqVTRs2JD4+Pg0rynk9Y8sNDSUxMREn/tOfp73c+SizoUZX2eOwMMPP0z//v1ZvXo17733ns/4svI8pVTmpZebAHbsgFKl/Hs8zU/K1dzQsKtZEzzD9YJZeDicPSsNvNR27JDc5U+am7JPG3Yq6PToIQVTUhdKefddaNECLr44e/uNiIjg2LFj6W4/cuQIJUuWJDw8nHXr1vH7779n70AZuPLKK/niiy8AmDNnDv/6yMLNmjVjwYIFHDx4kISEBKZOnZoixgoVKgAwceLEc4+nfm/pPU8plX1du8J336XtINi5Ez79FLp3z/6+NT+pgON0VUyAWrVg9244csTZOBxWuDB07gxvvJHycWvhtdegZ8/s71tzk39pw04FnQEDJEe3bw/TpsGcOdCnD7z5plShy67IyEhatmxJ3bp1GThwYJrtHTp0IDExkfr16/P888/T3NeYhhwaNGgQc+bMoVGjRsyaNYty5coRERGR4jnlypVj8ODBtGjRgnbt2tGoUaNz2wYPHkzXrl1p1aoVpUuXPvf4TTfdxIwZM85NAE7veUqp7CtTRk6crroKXn8dFiyAt96SC05PPXW+lkN2aH5SAccNPXa1asnXtWudjcMFXn8dpkyBO++EWbPg66+lsNOff8LTT2d/v5qb/CwzE/EudAPGA/uAv9LZboBRwEbgT6BRZvabryYBq1yX2eIp1lobH2/t+PHWduhgbZs21r74orX79uVicHkkPj7eJiQkWGutXbRokW3QoIGj8ThdoEBzk3KLrOSn2Fhr77lHChL06GHtwoW5GFgeclN+cjo32VzKT/kmNyUkWAvWDhnibBwbNkgc48c7G0cuykpu+vdfa4cNk2JO7dtbO2aMtSdO5GJwecRNucladxRPmQC8A3yczvaOQHXPrRnwruerUo4oVAh695ZbfrJt2zZuu+02kpKSKFiwIB988IHTITltApqbVICJiYFx45yOwv80P6UxAc1PviXPPXJ6KGaVKnLCoD12AJQoIev/Pv6405H4V37KTX5p2FlrfzHGRGXwlJuBjz0tzt+NMSWMMeWstbv9cXyllKhevTorVqxwOgzX0NyklHtofkpJ81MGTp+Wr04PxQwNhRo1tGGXz+Wn3JRXc+wqANu97u/wPKaUUk7S3KSUcqvgzU9u6bEDmWenDTsVIPKqYeerPqjP2qLGmPuNMbHGmNj9+/fnclhKqSCnuUkp5VaZyk/5Mje5pccOpGG3ebOsiaSUy+VVw24HUMnrfkVgl68nWmvft9Y2ttY2Tl4EUCmlconmJqWUW2UqP+XL3OS2hp214FmMWik3y6uG3TdATyOaA0eCYoy4i1gLs2dDt27QujX0768jC5RCc5MrbN8u5bLbtoWbb5aS2mfPOh2VUo4L3vzkkqGYiYnw/WZZ8mDIHWt5/nnY5fPSn1Lu4JeGnTHmc2AxUNMYs8MYc68xpp8xpp/nKTOBzUjJ3g+AB/1xXJV5AwfK+m3XXAODB0Pp0tLA+/ZbpyNzUFIC7P0Zds2GM4dzvLvDhw8zZsyYbL9+5MiRnDx58tz966+/nsOHcx5Xar169WLatGkZPmfChAnsygf/vTQ3ZdHp0/Djj/DSS3DHHdC8OdSuLZXh6tWTBdbuuQeGD4dFi+SsJ4diY6FxYxnl9OyzcNttspbbbbf5ZfeB6+gG2DkTjqzxy+40P7mP5qcMuKDHLiFBLjQN/6YGSSaEO2PWcugQNGoEq1c7FpbzEo7D7h9hzzw4ezrHu9Pc5F/+qop5xwW2W+AhfxxLZd3ixfDll7BihZSqBbky3rEj3HQTbNvm+EWxvLftS1g2AIqUh7AIOLQCaj4M9QaDyd71juTk9OCD2fvfO3LkSHr06EF4eDgAM2fOzNZ+/GHChAnUrVuX8uXLOxaDP2huygRr4aef4L33ZNXZEyfk8SpVoFo1uPRSSRDHj8PBgzBzJnz0kTznoovg+uuhZ09o3x4KZO1firVw330wcqS0I5N17SoXnj7/HO66y0/vM1Cc2guLe8LhP6FkAzjyNxSNgis+gaKVs71bzU/uo/kpAy5o2I0fLxecflxYmJDLq3DZ6bWMHi3LkfTtK9e2goq1sO4N+PtVKFFXLo4f3wQNXoPLsr92lOYm/8qroZjKQZMmwQMPnG/UJWvWTC7C//CDM3E5Zv8iiO0PraZDh6VwzTy4cQ3sng1rh2V7t0899RSbNm0iOjqagQMHAjBs2DCaNGlC/fr1GTRoEAAnTpzghhtuoEGDBtStW5cpU6YwatQodu3aRdu2bWnbti0AUVFRHDhwgLi4OGrVqkWfPn2oU6cO1157Lac8k7iXLl1K/fr1adGiBQMHDqRu3bpp4rLW0r9/f2rXrs0NN9zAvn37zm0bMmQITZo0oW7dutx///1Ya5k2bRqxsbHceeedREdHc+rUKZ/PUwHOWpg2DerUkUbZ/PnSQPvuOzh6VIoFzJkDX3wBH38M06fDzz/Dnj2wbx9MnSrdanPmSOOuShUYMUIagJn0119w5IgMEfdWsCA89hh88omf37Pb2ST4+QYoFQM3b4W2P0CnLVChE8xrD2fPZHvXmp9UQHHBUMxJk2S0U4ECpKiM2bMnxMXBpk2OheaMzeNh80fQIRba/QzXLoKrf4LVg2Hn99nereYmP8vMKuZO3WJiYtJdlV1lXrdu1n7yie9tPXtaO25c3saTW9asWZO5J/7c2dr1Y9M+fnittV9ebG3i6Wwdf8uWLbZOnTrn7s+ePdv26dPHJiUl2bNnz9obbrjB/vzzz3batGn2vvvuO3/Yw4ettdZWrlzZ7t+//9zjyfe3bNliQ0ND7YoVK6y11nbt2tVOmjTJWmttnTp17G+//WattfbJJ59McfxkX375pW3Xrp1NTEy0O3futMWLF7dTp0611lp78ODBc8/r0aOH/eabb6y11rZu3douXbr03Lb0nnchvn4nQKx1QX7JyS3gc9Py5dY2a2YtWFu7trUff2ztqVPZ21d8vLXTplnburXsLzLS2rfesvbMmQu+9Oefrb3iCt/bFi+2tnHj7IXkRpnKT7vmWPt9A2uTktJum3u1tVs+z/bxNT+lpLnJ5b7+WvJJbKxjIdSube2qVZ47Tz5pbViYtafl/KBhQ2v/+MOx0PwqU7kpKcnar6tZu29R2m1bp1o7p1W2j6+5Ka2c5CftsQsCTZv67pVLSIC5c2V7UDm4FMp3SPt48cshtCic2OqXw8yZM4c5c+bQsGFDGjVqxLpkrUBgAAAgAElEQVR169iwYQP16tVj7ty5PPnkkyxcuJDixYtfcF9VqlQhOjoagJiYGOLi4jh8+DDHjh3jiiuuAKB79+4+X/vLL79wxx13EBoaSvny5bn66qvPbZs/fz7NmjWjXr16zJs3j7///tvnPjL7POVyCQkwZIh86LduhXHj4M8/Zbxjdq+MFyoEt94KCxbI2KToaHjkEahbV4Z4ZqBuXVizBnxVaJ81Kxhz0x+Sm4yPKvflO8LBJX47lOYn5Wou6LFr0sTr3Ck6WvLn2rXs3Ck9drVqORZa3jvzL5zeB6Wbp91WvqPkLj/R3JQzfpljp9ytVy+pdTBhggwhCAmBkyfl3KtRIzm5CioFS8LJnWnnqySegjOHoOCFk0VmWGt5+umn6du3b5pty5YtY+bMmTz99NNce+21vPDCCxnuq5DXPIPQ0FBOnTqFXMDJHOPjRDE+Pp4HH3yQ2NhYKlWqxODBg4lP/meajecpl9u3Tyav/fILdO8Ob78NpUr59xgtWkjxle+/h//+F9q1k0l0w4eDj3/CpUpJTurZEz77DEqWlBGic+bAmDGwcKF/w3O9giXh6Drf207ugIKRfjuU5iflai6YY/ff/8oo9aZNoY2ncXDslxXcNaMB/fpBsWKOhZb3CoSDPSsNvEKp/m+c3CG5y080N+WM9tgFgVKl5ERp5EioUQM6dJB6CEeOwKefOh2dA6r0gDVDZT6Ltw3vQukWUPjibO02IiKCY8eOnbt/3XXXMX78eI575hzt3LmTffv2sWvXLsLDw+nRowePP/44y5cv9/n6CylZsiQRERH8/vvvAEyePNnn86666iomT57M2bNn2b17N/Pnzwc4l2BKly7N8ePHU1R78o4lo+epALFypVx+/uMPmbj26af+b9QlMwZuvFF6Ap94QioQREfLsX0YPhyqVpUpeu3bQ4MGMid4yhS4/PLcCdG1Lu0KO7+TipjeTu6EuE8hyveV5czQ/KQCigsadg0awMSJcPfd0KhbdU6FhPPJ4yuJjpaBD0EltDBU7CzFU7xZC2tegyo9s71rzU3+pT12QaJuXamKuWIF7N0rFcwrZ7/AWmCrMQB2zZJiBNUfgLCLYNtUeeya+dnebWRkJC1btqRu3bp07NiRYcOGsXbtWlq0aAFAsWLF+OSTT9i4cSMDBw4kJCSEsLAw3n33XQDuv/9+OnbsSLly5c4lkAsZN24cffr0oWjRorRp08bn0IRbbrmFefPmUa9ePWrUqEHr1q0BKFGiBH369KFevXpERUXRpEmTc6/p1asX/fr1o0iRIixevDjd56kA8OuvUtykeHH5PiYmb45bpAgMHQqdO0vJy5Yt4fXX4dFHUww1DAuD0aNh0CBYvlwKbTZvLiMLgk7hMtDoDZh7FVz+X4hsCv+ukpOp2k9BxGXZ3rXmJxVQXDAUE6R6+ObNsHhxKKf71Oe+kisIe9PRkJwT/brkpuNxcoE86Qxs/BBO7YJrMh52nxHNTf5lstIlmdcaN25sY2NjnQ5DBYi1a9dSK7OD3s+ehrjPYNsXcDYeLrkGqvWVE6sAcvz4cYp5xoO89tpr7N69m7feesvhqM7z9Tsxxiyz1jZ2KCS/CJjc9OOPshDTpZfKhNqKFZ2J4/BhWf9uxgwZd/nee46fsOW1LOWnQ8tg/Rg4tkGGjFfrCxdfmbsB5gI35yfNTS73xhvw+OMytOiii5yORjz4oIx2OHzY9zzYAJWl3HTmMGz6UC6Em1CodAtUuVuGagYQN+cmyFl+0h47X05shV0zpYu5/PVQLMrpiJS/hRaSdVdysPaKG3z//fe8+uqrJCYmUrlyZSZMmOB0SCo3nT0NO7+VOQ0X1YJy7dNfd/HXX6FTJxl/PWcOlC2bt7F6K1FCFtN86SV44QX45x/49lsoE1gXUvJMqRhoPs7pKHJM81OQ+XcV7PsZChSFCjdD4dLZ35cLhmKmER0N774LW7bI+PFgVLAE1HpcbgEsP+cmbdh5s0mw/DGImyTrBmFg9QtQ+U6IGZHthauVyi3dunWjW+pFwFT+tO9X+LUrFK8DxWtD3Cew/L/Q+tu0Q/RWr5Z5bpUrS0+dGxpQxsDzz8u6eXfeKUMzZ8+WyXUqX9L8FCQST8Ki7tLTXOEmOH0Ilj8ODV6CGtlcXz15KGbBgv6LM6caNpSvK1cGb8Mun8jPuUkbdt7Wj4YDi+GmjXJVAuDMm7CgI/zzNlz+iLPxqQuy1vqsYqTynpuHeQec0wdhYRdoMQnKX3f+8fWj4eeb4Ia/zl942rlTKiQVKyYNJzc06rx16SKNzZtukiqac+cGTWlezU/uoLnJz5Y9CqHh0GkzhITJY8fjYG5ruOhymeqQVadPS2+dmz4vdetCaKgUK+jSxelo/Epzk3vkND/lvy6odevOd+Fn1T+jIGbk+UYdSOn7RiPhn7dkaKZyrcKFC3Pw4EH9p+0C1loOHjxI4SCbR5VrNk+UtYK8G3UA1R+UuQ27f5T78fFywnH0qCwE59YKSS1bwm+/yUlSmzZSNSWf0/zkDpqb/OzMvzJXPWbU+UYdyBSWei/IeVV2nD7tvnm4RYpIqd6VK52OxK80N7mHP/JT/uqxO3NGrlSHhUlt/xtuyPxrkxLhxGaIbJZ2W2QTOLldKgCFumi8t0qhYsWK7Nixg/2+VjtWea5w4cJUdKpYR35zdC2UviLt48ZA6Zayvdy18NBDsqzA9OlQr17ex5kVtWrJmnpXXy23uXOhcUDXrciQ5if30NzkR8fjpMCPr/l0pVvCmtezt9/4eHfNr0sWHQ0LFjgdhV9pbnKXnOan/NWwK1gQxo6Vcto33iglvkeMkOIBF2JCoVBpOPoPFE+1eNKxDdKLF5K1sd5bt0oRuPh4OW9p0sRdowrym7CwMKrofB2VH4VXhCNrfG87ukYqJo4fL7fnn4dbbslwd6dPw9dfw4YN0qnXpQuEO1HU7LLLpHHXpg1ce62cMNWv70AguU/zk8qXipSTC9+JJ6RoirejayC8QpZ3uWoVhMSepvKZQuzdANWr+ylWf2jYUCpj7tsHF2dvzVu30dyUv+S/oZgdOsjCuMOHw8KFMib6iSfgQosXGgOX9YE/n5Xeu2RJZ2HVs3DZfZlulVkrazI1agRr1sD+/XD77TKl5OTJHLw3pVRwqtpLiqUcWZvy8d1z4PBqOFELBgyQK0iDB2e4qxUroFo1WXHg+HH4/HOpX/Lrr7kWfcYqV4Z586Rl2a4drF174dcopdyhyCVQphX8/VrKxxOOwV8vyblTJiUkQPfuMtgq4Vg8p2xhWraERx5x0UyYpk3lq2dxa6XcJv817EB67h57DNavhx49YNgw6bWbNAmSktJ/XZ1nIeE4/NAY1r4pt9mNIeEw1H0h04f/8kuYOlWm+73/vizHsn49RERIG1MppbKkaGWIeQvmtoLYR2Dj+7C4FyzqAU0/g7t6yXyUjz/OcGXv06dlBYQ334SffoJXX4Xvv5fU2KWLLBnliCpVpHEXEiI9d9u3OxSIUirLmo6F7V/CT+1k/cXVL8LM+lC6OVS+I9O7eeklWSJu40ZoVOc0ZSsVYsMGaUO9/34uxp8VjRvLdJ/ffnM6EqV8yp8Nu2SXXCJDk5YskQV6e/aUSfvpLd5ZoAi0nQXRr8HxjXJr8Aq0nS3bMumddyRBeRejK1BARoV++qlcJVdKqSyp0gM6LIOCJeHgUihRD25YA+/Nh2XLYNw4qJDxsKevvoKaNaFr15SPX3sttG0r+ckxNWrADz9I67JDBzh0yMFglFKZVqQcdFwBVXvDvyvhzCFoORkaj870SKfERJlJM3Kkp2aKpypm8eLw+utyXuUKRYpATIw27JRr5a85dulp2hQWL5ar2U89JffvuQdeeSXtGGkTAuU7yC2b1q8/31vv7ZJLIDISdu3K3LQ/pZRKoWhlqD/4/P0//4TXXoO774bOnS/48g0bfOcmkMc3bPBPmNkWHS2T/zp0gJtvloIqbiygoJRKKbQQVLlTbtlw5IjUvzt3bhQff64qZtOmcl7lGldeCaNGpYhRKbfI3z123kJCoFcvyQ7/+x9MnCgZZORIGdjtR5Ury/lWagcPwoEDULasXw+nlApGiYlw771QqpSMrcyE9HITyOOuWB2hbVsZG/rrr3IBzjWTa5RSueWii6Rzb+tWzwPJ69ghuSkqyrHQ0mrZUlqhy5Y5HYlSaQRPwy7ZRRdJYZXVq6F5c/jvf+Uq8dy5fjtEv35SPMW7Xou18OyzUqyueHG/HUopFaxGjZJh5W+/LY27TLj1VlkN4ccfUz6+ZAl8951MSXaF226TERWffXbBYjBKqcAXFga9e8OTT8LZs5xr2MXHw9NPQ9++Tkfo5QrP0jM6HFO5UPA17JJdfrks4Pv119Kd3r69nPXExeV41z17ytCB2rXhmWdkpFSTJlLCd8SInIeulApyu3fL1aMbbkg7YS4D4eEwbZpUnrv9dunou/tuWRnm44+htI+lqBzz1FPSYzdkCEyZ4nQ0Sqlc9uKLMrW2QQPYtz2eNVsKU6eOTGMZMMDp6LxcfLGsweBYKWGl0he8DTuQfv9OneDvv+Hll2Xifq1a8MILOVqXwBgYPRq++Ua+378f/u//JAeUKOHH+JVSwempp2Qo0MiRWV4c86qrZC5dq1awbZsMWFi3TtqIrmIMvPuuDHvq3RuWL3c6IqVULgoPh9mz4a23wJw5zRlTiE8/laJOBdxWEeLKK2HRIh0qrlzHbR8VZxQuLF1rPXvKegQvvggTJsg6Bf/5T7ZXFW/YUG5KKeU3S5acLwRVrVq2dlGiBDz0kJ/jyg0FC8r6MU2aSHGY2Nh8syiwUiotY+Caa4Bi8ZRpVhiaOx1ROlq2hI8+gn/+kRFgSrlEcPfYpVaxoszp+OUXKV95222y4O/q1U5HppRScnV4wAAoV04uRgWDsmVlnYb9+2X8aGKi0xEppXKbV/EUV2rVSr7Om+dsHEqlog07X1q1kivD774r5Ziio6F/f11XSSnlrOnTpfrJyy9DRITT0eSdRo1kkav584OnQatUMHN7w656dahaFb7/3ulIlEpBG3bpCQ2V8pYbNsjXd9+V5RHGjvWUbFJKqTyUmCildWvXlmHjwebuu+GBB2DYMGngKqXyL7evEWeMTEyeNy9HNRmU8jdt2F1IqVJSCWXFCqhbV04sYmJg4UKnI1NKBZPk+RyvvCIXnoLRyJEy3+6ee2DTJqejUUrlBmvd32MH0rCLj5eRBEq5hDbsMqt+ffnwTpkiQzKvukpqhu/Y4XRkSqn8Lj5eSuu2aCGVfINVwYLwxRdytfy22+TnopTKXxIS5KvbG3atW0spTx2OqVxEG3ZZkXwysXYtPP+8DAeqWVOuoOsJhlIqt3z4IezcKXPrslmlN9+IipKqxcuXw8CBTkejlPK35PMpNw/FBImvXTtp2OmyB8ol/NKwM8Z0MMb8Y4zZaIx5ysf2XsaY/caYlZ7bff44rmOKFpVFc9euhQ4dZN5LnTqy2Ll+uJVylYDPT6dPw9Chsm5SmzZOR+MON98Mjz4K77wjC4YqFYACPjflltOn5avbe+xAhmNu2ybrISvlAjlu2BljQoHRQEegNnCHMaa2j6dOsdZGe24f5vS4rlCliqyx9OOPkoA6d4aOHWW1X6WU4/JFfpo4UYZ8P/+89tZ5e+01WSi0d28dEq8CTr7ITbkluWHn9h47gOuvl6/ffutsHEp5+KPHrimw0Vq72Vp7BpgM3OyH/QaOdu1g1SoYMQJ+/x3q1YPHH4ejR52OTKlgF9j5KSEBXn0VmjaF9u2djsZdChWCyZPlJPCuu7RasQo0gZ2bclPyUMxA6LGrWFHmPn/8sY7YUq7gj4ZdBWC71/0dnsdSu9UY86cxZpoxplJ6OzPG3G+MiTXGxO7fv98P4eWRsDAZGrR+vZTlfvNNWR5hwgRISnI6OqWCld/ykyO5afJkiIuD557T3jpfatSAt9+GBQvgjTecjkaprAjs3JSbAmkoJsC998pIrd9/dzoSpfzSsPN1tpH6ssW3QJS1tj4wF5iY3s6ste9baxtbaxuXKVPGD+HlsYsvlkIHS5fK4pW9e8vVnD/+cDoypYKR3/JTnucma6WxUrs23Hhj7h8vUPXqBbfeKo3f5cudjkapzArc3JTbAqV4SrLbbpPaC+PHOx2JUn5p2O0AvK8iVQR2eT/BWnvQWuu5BMMHQIwfjutuMTHw66/SPb9tGzRrJo28vXudjkypYBK4+emnn2SI92OPaW9dRoyB996DMmXgzjvh1CmnI1IqMwI3N+W2QOuxi4iQxt3kyXD8uNPRqOy6/36ZRhXg/NGwWwpUN8ZUMcYUBG4HUpQpM8aU87rbCVjrh+O6X0iIzP1Yvx6eeAI+/VSGDr35Jpw543R0SgWDwM1Pb7wBZctKY0VlLDJSisysWwdPP+10NEplRuDmptwWaA07gHvukUbdtGlOR6KyY+tWGW03blzAz9fOccPOWpsI9AdmI0nnC2vt38aYIcaY5JV0Bxhj/jbGrAIGAL1yetyAEhEh5cr/+gtatpQr8A0awOzZTkemVL4WsPnpr7/ghx/g4YcD6+TGSe3ayc/rrbekt1MpFwvY3JQXAm0oJsi5Xc2aMudXi6gEnvHj5fd2+DDExjodTY4Y6+I/wMaNG9vYAP8B+/T991JoZeNGWY/pzTdlPp5SQcAYs8xa29jpOHIi13PT/ffDJ5/A9u3SG6Uy5+RJaNQITpyQxnHx4k5HpAKI5iaX+OoruOUWmTPbsKHT0WTexIky53fqVPjPf5yORmVWYiJERUGFClIP48UXZc62y2Q2P/llgXKVRTfcICcdr74Kc+dCrVqyyPmJE05HppRy2uHDMmy7e3dt1GVVeLjMa961C/77X6ejUUplRyAOxQTo0UOKXT33nDQWVGD44QfYuROefFIuJMyd63REOaINO6cUKgRPPSXz77p2hVdekW78yZO1G1+pYDZhgvQ8PfSQ05EEpqZNJbd+9JGMjlBKBZZAHIoJEBoKL70E//wjF5hUYHj/fZnPftNNsl7sokUBXQRHG3ZOK19ehlz99pv8Yd1xB7RuDStXOh2ZUiqvJSXBmDGyREogDUFymxdegLp1oU8fOHTI6WiUUlkRqD12AJ07y8Wl55+HAwecjkZdyJkzMGuWjJAJC5OGXUIC/PKL05Flmzbs3OKKK2Rs7wcfwNq1slzCAw/AwYNOR6aUyitz58KGDdpbl1OFCsl8l/37dUimUoEmUHvsQJZfefddadT16CEX65R7bdggw2ZjPCuJXHml/N39+KOzceWANuzcJDQU7rtPhmc+/LA08qpXh9GjXTdee88eWYN93z6nI1EqHxkzRtZj04n32XbmjNRc+LtQI+yTT8mQKB2SqVTgCOQeO5ACTqNGSeXzV15JsWnLFim6ePSoQ7GplNZ6VhCpVUu+Fi4MrVoF9Dw7bdi5UcmSMHKkLE7csCH07y+JYsECpyPjwAGZEli7tnQo1qwpPdj//ut0ZEoFuD174LvvoHfvwD2hcdiYMVC5MvTsKdMloqc9x/HKdaBvXzhyxOnwlFKZEegNO5DKxnfeKcPCR4xg3VpL69bQvLlsqlxZ1sJOSHA60CCX3LCrWfP8Y9HRUrU+QOtdaMPOzerUkasG06bJ5Z22baFbN9i2zZFwzp6Fjh2hUiUJITZW1nQsUQI6dQrYz4BS7jBxonzI7rnH6UgC0ocfykXyuXOl6PCmTTB0ZCG6HPkIu3u3nEUppdwvPh5CQqBAAacjyT5jZNRVly7wv/+xpPFD3NHlNDt2yIiCNWskTw0Y4HSgQW7tWmllFy16/rHISPkbPHnSubhyQBt2bmcM3HqrZIHBg+Gbb+Dyy2WdjVOn8jSUH36Qr2+8AcWKyfcXXQTvvCM9dvPn52k4SuUf1sK4cTIExPvKocqUs2elGN2kSXI9DCR1dugAN7/UhG+qPSYtv3nznA1UKXVhp09Lb50xTkeSM0WKwBdf8PtVT3D3yXfpN6ImYZ9OgIQEypWDKVOkEPquXQ7HGczWrj0/DDNZ6dLyNUBrXGjDLlCEh8OgQbBunayD98ILMh5yxow86ypbuFDWU0+da0NC5PGFC/MkDKXyn4ULZRL3vfc6HUlA2rFDhjQ1aZJ2W+fOMODf/4Nq1aRKpq4XqpS7JTfs8oOQEIYUHcri/5sj86d794ZLLoHevSk++ws6N97B7787HWSQSkqSpSlSN+yS14/Vhp3KE5Urw9SpcuW5WDHp5r/2WunRy2VFi6b/d37w4PlePKVUFo0bJ93fWjQlW8LDpb2WPDXH28GDUCCiiPyMN2+Wi2JKKfeKjw/MipjpKFYM1lVqL5XPv/tOLs7PmAHduvHR3Ep07Hcp3H67DH+Ki3M63OCxdauMfEuvYRegy1Vowy5QtW0LK1bIpJLYWKhfX8p6Hz6ca4fs1g0+/TTt3/qePdLW7No11w6tVP51/LjMo7399pTj/FWmlSkjvXUffZTycWthxAhZHpSrroJ+/aQw1dKljsSplMqE/NRjh+Sf0aPhTIKRRt3HH8P+/fw9YSnPRbxFwTZXyKLYDz8MVapI8Y733svz6TZBJ3VFzGQ6FFM5pkABSQQbNsgyCW+9BTVqyJXpXFg7pUYNKS535ZWypvrff0u9hyuvlLoEl17q90Mqlf9Nny6TtHv2dDqSgDZihExDfvJJKU6wcKEUpVu2zKtuymuvyTCo++7TcnRKudXp0/mqx65TJxlsdc010mH3118w4p0wrn6iMTETBxD6xWSpSLdhAwwfLud2/frJSdXo0boWXm5Jr2GnQzGV40qXhrFjpeeuRg05aWnWDBYv9vuhXnwRXn8dPvtMRo1NmwZvvw1PP+33QykVHCZNgqpV4YornI4koNWtC7//LuvY9ewpAxjq1ZMGXokSnicVLy5rIvz5Jwwb5mi8Sql0xMfnqx670FAplHL33XL+dNttcsHp++/hllu8nlitGjz2mIwo+PlnaNBAlrtq1UrqKyj/WrtWhnskN+SSlSolXwN0KGYA15JVaTRqJGcxn38OAwfKiWLPnnKVulw5vx2mUye5KaVyaOdO+OkneP75wK8A5wJRUdJzl6Gbb5ZKw0OGyPjx6tXzIjSlVGbls6GYIJ1w990ntwsyRoaO//ijDI969FG5WD91qtRUUP7hqyImyC+reHHtsVMuYYysGL5uHTz1lNTSrVFDrk6fOeN0dD4lJOgaeCpIffaZ/PH36OF0JMHl7bdlqFffvhkmn7Nn5aaUykP5rHhKthkDd90FK1fKVavrr5e18ZC0paPJc8Da9Bt2ICPhtGGnXCUiAl59VSbCtW0LTzwhY5VmzXI6MkA+U6NHy8XywoWhbFl45pmAXQ8yuBzdAPsXw5l/nY4k8E2aBM2ba69RXitXDoYOlcU3J05Ms3nlShmVULiw3G68UYZOKZc7c0Ry09F/nI5E5UQ+7LHLkUqV4NdfoX17uP9+vuw0kXLlJDdddpmUV9BpeFm0b58swFy7tu/tkZH+HYppLfz7JxxYAom5WxRHG3b5XbVqsqj5zJly9ef66+UsZcMGR8MaOFDOpz7+GBIT4bffYONGuOkmvULuWkfWwpyW8FNrWP4ofF0VYh+Gsz5qzKsL++svWL1ae+uc0qcPtGwpc1r27Tv38KpVMtqpQwcpMnzkiOSlDh1kGrNyoaREWP44fB0Fyx6Bn66BH5rCv6ucjkxlhzbs0oqIIGn6VyyPbEfn7+4l9vmvSUyUQR9TpshoTZUFGzfK1/QuqkZG+q/Hbs9c+L4WLOwCSx+Ary+FNcNybaiaNuyCRceOchL5+usyKbduXal4cvx4noeyfTuMHw+zZ0OLFtLerF5dpgYeOQI//JDnIakLiT8A89pBlbvg5m1w3RK4aT0cj4PYh5yOLjBNmQIhIbp2nVNCQuD99+HYMa+ymVJZc9AgePBBWX0iPFxGbL7yijyuXGj5/+Dwn3DjWujwB9y8FWo8CPOvg5O7nI5OZZUOxfRp7sJCPHjJDEKaNKbiY90wy5fRrJkMxPr8c9iyxekIA8jWrfI1Ksr3dn817A6tgN+6Q6MRcNMG6Lgcrl0McZ/AP6Nyvn8ftGEXTAoWlK6y9etlYZXXXoOaNWVxujyc5DZrlnQaliyZ8vHQUKn18s03eRaKyqxNH0K566B6Pwjx1FwqXAZafgbbp8OJ7c7GF2islYZd27YyDlk5o3ZtWR9h0iT46SeSkqRS3d13p31qjx5Sy0DntbhM/D7YMglaToYil8hjIaFQtRdU+g9sHOtoeCobtMfOp2+/hVvvLob5/ju4+GK5KHjoEMWLS02o7793OsIAkrwQfOXKvrf7a47d2uFQ52ko3/F8gbSIanDFZ7B2KCT5/x+KNuyCUblyMGGCLIdQoYKcsVx5ZZ5OIsmoAKAWUnGh/b9BBR+lUMMi4OLWcHBJ3scUyFaulOHQ3bo5HYl69lkZst6vny4IHIgOxkJkUyhUKu22ijfD/l/zPiaVM9qwS5cxSKNj2jSpqnzXXZCUpEWVsyouTpY6CA/3vT0yUkZz5LTo4P5fJQ+lVqIOhIbD8c05278P+aZhZ61U+h80SGqGrF/vdEQBoHlzWfhp3Dg5yWzSBO6/H/bvz9XDduggi3T+m6r2xtmzcuFcl1JwobAIOJ3O30X8PigQkbfxBJg9e2DkSFnV4KuvIOnzKVJSuUsXp0NThQvDe+/Bxo2EvPYK118vc39T++QTaNcOwsLyPkSVAc1NOZKYCF9/Lblp5EjJVY7Thp1PN94o50iJiUDTpvILmzmT+NdH8dVXUkJBZdLWrekPwwT/LVIeFgHxPvJTUgIkHIYCxXK2fx/yRcPuxAlpLPTpI42DvXtlPcfHH9fenwsKCYF77pGW8KOPwkcfyfIIo0Z5sof/XXop9Oolv7Pff5ff0caNskpDRIRMB1QuU/kOWD86baGUA0vkin5pYMIAACAASURBVFPZts7EFQDGj5cRf3/+KW254cMsu0ZO4VTLdmkXRlXOuPpqufI9dCiv9lzL4MHw7rtSpffUKakw/swzsvSdcpnSV8Dpg7B3fsrHkxJg/dsQ1d2ZuALA9u2yBvbQoZKbVq+WXDVunMOBnTkjU0dUCu3bwyWXyECP9euBBx7gcMsb4NlneLjDBqpWdTrCABIXl3HDrnRp+ZrThl1Ud1j3ZtrGyOaJULwOhFfI2f59yBcNu4EDZbjx33/DSy/JRYx162DuXJk+pjKhRAl48005+2zSBB55BKKjYd68XDnc8OFyHtWjh+TvFi2gShXpyQsNzZVDqpyocAMUrwVzW8P2GTIheM0w+KUTNHkXQvWfsC8rV0qDYMkSaeANGgS/jlhKxYQ43typwzBd5Y03ICKCWiP7MntWErNmSVq86CLp0Zg1Cxo3djpIlUZIKDR9H37tBn+/AoeWw45v4KerZc5dJS1OlJ7u3eV/8KJFkpvGjYM//oDnnoMVKxwMTBt2PoWEyIiPWrWk8yKsoKHDtvehUCGe39JbS4pnlrWwbVv68+vg/EXXnC55UGMAHN8CC2+R6pgH/oAVT8Cfz0KMFk/x6cQJqQY0fHjKBkHJktLIGzPGudgCUq1aUq7yq6/kcvU118gE3eQKQn5iDPTvLz11J05ItfHXXkt/uLNymAmBFp9A9Qdh/Tvwey848je0+QEqdXY6Otd67z14+OFUFZWnT8cWKMCU+JtZpdXY3aNMGakavHAhDVdN4JtvzvfYffedNupcrfx1cM1PMnrg996wbgRU7Q1XTpOGn0pj9Wo5t33iCaRB8PPPsH071arBgAGSuxyTkKANu3QUKSLntnv2yLnT79vKU/i9UZjffpPFgdWF7d0rlVfzZChmMWg3Hy5uA3++AEv7yvIs1y6Bkg1ytu90BHzDbs8eacT5KiwXEwObNuV9TAHPGCmxtGaNZJCZM+Hyy6UOeC6sIF6wYMbFVJRLhIRC1Z5yAnX9KmgxAUo1dDoqV9u8WfLQOdbC9OmYtm2pGlNS85Pb9O4tl8IHDoT9+ylQQIaoqQBQoh40+1ByU7v5cNk95yv4qjQ2bZJBOaGhyElumzYweTIgOSt5ma88l5Qk00C0YZchY7x+RD16wHXXyURJV0ySdLkLVcQE/zXsAAoUhcsfhWsXQccVEPMmFIvK+X7TEfANu7Jl4dAhaYCntnw5OuY4JwoXlopx//wjDb3/+z/p0Zs2TScvKpUJVapIHjpnzRrYsIGkzl1YtUq2KxcJCZHJdUePSuNOqXyqalUZKp5i9J7n/7qj507J64lowy7zjIG335YG+hNPOB2N+11oDTvw31BMBwR8w65YMbj9dvlb9k5QR47IxYsHHnAutnyjUiW5krdggUw66dpVhmj+9ZfTkSnlan37yv/bcz1z06eDMby/92bKloWG2uHpPnXqSKNu4kTJeUrlQ/XrQ8WKMrX+3JAZa9m8WWqn9e3rUGDJ5eW1YZc11atL3po0CX75xelo3C0zPXZFisjcIH/02OUxvzTsjDEdjDH/GGM2GmOe8rG9kDFmimf7EmNMlD+Om2z4cNixQxLVoEHw2GMycvCqq6RAh/KT1q1lrbsxY2DVKhnHMWBA2nULlHIRJ/NTw4ZSSTF5JZE9705ndUQLRkwulzzqSbnRc89Jl0W/flJ6Xalc4PS502efScGUdu2lYTd9uqVxYzmPSjGEPC9pwy77nnlGyo4PGKCFVDISFwelSkkZ9oxERgZnw84YEwqMBjoCtYE7jDG1Uz3tXuBfa201YAQwNKfH9VasmFTAfOcdGZpdogT89JNUx9S5W35WoIB0g65fL2eqo0fLlaL339dEolzHDfmpTx/p3G5SeguX7F5JUucu/PVXxqNAlMPCwyW3/fOPFFRRys/ckJsqV5YiKg/1lxOl0pGW1asd7K0DbdjlRHi4VKFbtUoW3lS+XWgNu2SRkUE7FLMpsNFau9laewaYDKReZv1mYKLn+2nANcb4t8llDLRtCy+/LEMwa6dOj8q/IiOl5275chm61LevdEv89pvTkSnlzRX5qXx56FN6BgANBt2ii1wHgg4d4Lbb5J+KY5UkVJa99BLExjodRWa4IjeFhcEtXWSXV7WCCv5fVitrtGGXM7ffLouXP/tsrhS7yxfi4jIehpmsdOng7LEDKgDbve7v8Dzm8znW2kTgCOBzZV5jzP3GmFhjTOz+/T5Wa1fu0qCBzEP5/HNZs+DKK+HOO2HnTqcjUwr8mJ9ynJtuuEEm3GlFp8AxYgQUKgQPPqgFowLBpk1yZXfhQqcjyQz35KZkbvgbT27Y6dWv7DFG1uTcuVPyl0rJ2gsvTp4sWIdiAr6uHqXODpl5jjxo7fvW2sbW2sZlypTJcXAqDxgjV4n++UeuEn35JdSsKUMCdH6Kcpbf8lOOc1PNmrJ4owoc5ctLj92PP6KTIgPA9OnytUsXZ+PIHPfkJq/iKY7THrucu/JKuOUWGDo0IIcS5qoDB2RxUh2KmaEdQCWv+xWBXek9xxhTACgOHPLDsZWbFC0qw2DWrIF27eDpp2WY5nffueMfhgpGmp9UzjzwgKxO/t//wuHDTkejMvLll1L1IzPDrJznntykDbv85+WXZQXzV191OhJ3yUxFzGSlS0vOD7D6Ef5o2C0FqhtjqhhjCgK3A9+kes43wN2e7/8DzLPWDRlE5YqqVeGrr2D2bBlOcdNNMgztn3+cjkwFH81PKmdCQ+G992D/frlYpdxpxw5YsiRQeuvATblJG3b5T61acPfdUgRq+/YLPz9YZKVhFxkpn4kAq/ye44adZ9x3f2A2sBb4wlr7tzFmiDGmk+dp44BIY8xG4H9AmrK+Kh+69lr4809ZKOe336BePVln5ehRpyNTQULzk/KLRo2khPh778HixU5Ho3yZIcWJuPVWZ+PIJFflJjeVD9cFyv1n0CBpmAwZ4nQk7rFtm3zNTMOuRAn5euRI7sWTCwr4YyfW2pnAzFSPveD1fTzQ1R/HUgEmLEyGMHXvLle7hw+XBTSHDpVFBkP8spSiUunS/KT8YsgQmDZNKgAvW6bFHdxm+nQph12zptORZJrrcpP22OUvlSvLWpyjR8MTT8jSVMFu+3ZZIy250ZaRIkXk66lTuRuTn+lZtcobZcvC+PEyVCYqCnr1giuugKVLnY5MKaUuLCJCqpquXi2LpCr32L8ffvklkIZhuosOxcy/nn5afpb/939OR+IO/9/encfZXL5/HH/dM2MZiYiSRNahJFlSaRVSidJC69cSRZTSotBG0bdCWpRKUkpSWaKSUlpQimRphJ8tbfoWLcSYz++P6wzS4MzMOefz+cx5Px+P8ziznDnnMmbu+Vz3dd/XvXatHeIeTZW6RAm7D9mxEUrsJLGOPx4+/RTGjLG1zk2awNVX21EJIiJBdv750KYN3H33rr0a4r/XX4fs7NAswwwcJXaFV4UK1o35pZessV2yy0nsoqGKnUiUUlJsU+/y5dCnDzz/PNSqZbPgOevrRUSC6NFH7UL4uuuCcSEsdhRFRoadqyp5p8SucLv1Vutafvfdfkfiv7Vr4Ygj9v842JXYqWInEqVSpeDBB2HxYjjhBNuLd+yxdmaUiEgQVa4MAwfC9Om25078tWEDfPihnaUapCYgkj9K7GKvXDm44QZ49VVraJestmyxZdvRVuxylmKqYieSRxkZ8NZbMHmyHWjesqUdrrlqld+RiYj8W69euzplhqxjWqHz6qtWaWrf3u9Iwk8Vu8KrTx8oXTq5q3br19t9XpdiqmInkg/O2d6VJUvg/vthxgzrcNa/vx2yKSISFGlpMGqU7Q3uq9MxfDV+vK30qFPH70jCzblgJXbqOhtbZcrYqqg33oAFC/yOxh85Rx2oYieSQMWLWxenzEzbCH/ffVC7NrzySjD+6IiIADRsaBW7J5+0hlCSeKtXw9y5tgxTCiZoiZ0qdrHXu7e1+U/Wql3OQe153WOnxE4kBipVgnHj4KOPoHx5+8N9+unw1Vd+RyYiYgYOtNnfbt12XZBK4owfb/dahllwSuwKv9KlbUnmlCkwf77f0SReTsWuUqXoHq/jDkTi4OST7ay7p56yZZoNGlg3ul9+8TsyEUl2JUva4b9LllgjKEkcz4MXXoCmTaFqVb+jCb+gNJ7J6YytxC4+rr8eypaFu+7yO5LEW7vWjn8oViy6xxcvbveq2InEWGqqzYgvXw7du9vSp1q1YORI2LHD7+hEJJm1bg0XX2zVu8xMv6NJHl9+aedyXXWV35EUHqrYFX6lSsEtt1hX3zlz/I4msdati34ZJthkR3q6KnYicVO2LDz2GCxcCPXqQY8ets9l9my/IxORZDZihF0AdOtmB2VL/I0dazPvF1/sdySFQ5CWYqak2ISuxEfPnrbFJdmqdnk5nDxHeroqdiJxd8wx8P771ub611/htNPYfO6lvDFiHW+9pa0uIpJgFSrAQw/ZJNMzz/zjU3/8YY3oXn55V7dtKaDt2+0bet551u1PCi5IiZ2qdfFVsiTcdhu8+y5Ln/qIF1+0dgZB+O+PG8/Lf2Knip1IAjgHF13E758tY3zGXRSZPomzb6rNumvvI6PKVmbM8DtAEUkqnTvDGWfYMqfvvgNg9Gi7jhg5El57bddCg6wsn2MNu3fesYOGtQwzdpTYJZW153ZnY5EK/N57ANOneXTvDkcfbaubC6X//c8StLwmdiVKqGInkkhdepXg3aZ3k5q5jOJtW9FtbX+WuqN44aLJfLs8AH+kRCQ5OGdn223bBj168N5Mj7vuspMQZsyAiROtO//y5cnbbTxmxoyBcuWgVSu/Iyk8gtI8RYld3O3YAWdfWIKF5/SjydYPeanzTL7+2uakWrUKXYEqOnk96iCHKnYiibN6NcyaZdvuitY60qbEZ84kvWwJXvj9fHa0bAXLlvkdpogkixo1rInKlCl8duurDBxox3DmKFUKnn7a+j+FbBI4OH78ESZPtmqdDrGOLVXsksLbb9tqzOavdLUKVr9+ODw6dbJVBa+84neEcZDXw8lzqGInkjiLFkGTJrvOkATgzDNhwQK+6T6cSt/Ns1GqTx/YtMm3OEUkifTuDY0a0fWrnjSvv/Ffn65a1baF5VxnSB6NHWtrWa++2u9ICpcgLcVUwh5XCxdCs2ZY86G77rIjpSZPBuzjhfK44PwmdmqeIpI4hx4KK1fm8reoSBE+qHcDN7X+Fjp2hGHD7HiE555TxzoRia+0NBg9mtLeb6TdfMO/Pv3nn7Y97OCDfYgt7DzPmtOcfDLUqeN3NIVLkBI7VeziKufaCbDKd61a0L8/7NjBypVwyCG+hhcfa9faz1X58nn7uhIltBRTJFGOP97+Fk2Y8M+Pb9pkudyF15a3dU+ffw7Vq1tzgxNOgHnz/AlYRJLDMcfwxVn9qPDeS2S9PuUfn3r4YTj9dNsiJnk0e7ZtUlS1LvaU2CWNiy6CmTNhwQJsImrgQFiyhB+HjmP8eLjiCr8jjIM1a6xal5LHtEcVO5HEcQ5efBFuuMH+zr/6qiV0DRrA2WdDy5aRBzZsCJ98Ai+8YP3GTzgBOnWCH37wNX4RKbwaTryd/ytVj1/bX8tzQ3/l5ZehXTtbSfjoo35HF1JPPw2lS+vsungISvOU7duV2MXZQQdZ4btlS7j1VnjNXcSGwxrwd987eXDQ33lerRgKa9ZAlSp5/zo1TxFJrAYNbK9dtWp2rNGSJbbictiwPf5OOWfTUJmZdn7LuHG2/OChh3TwnYjEXJEDilJ55nMcnP0TNR7vzWuv7dwCnOfGbIKtX331VRvHS5TwO5rCSRW7pNGuHcyZE5kgfymFSU2GUDl7DZ3/Hul3aPGR38QuhM1T0vwOQKSgDjkE7rgjygcfeCAMGWLLMm+6yfr7PvMMDB+u1tkiElOpjRtAvzs4ZeBAThl2IbRp43dI4fXMM3bRf911fkdSOGkpZtKpUQMeeCDnvRbQ/EwYNMhWNJUu7WdosbV1q63QUsVOpBCrVQvefNNu2dm2drNt2912FIuIxED//tad95pr4Jdf/I4mnLKy7JT3M89U05R4UWInDzxgY9SubK9wyDnDLkkqdkrsJLmdey4sXmwD2fvvw1FHWfnvjz/8jkxECoOiReH552HjRujZ0+9owmnKFLs469XL70gKLyV20rAhXH657WXJSYYKgzVr7D6/FbsdO2zvZ0gosRMpWtR2EGdmQvv2MHgwZGTASy8F4w+diIRb/fp2XtT48YX09N84e+wx62jXurXfkRReQWmeosTOX/fdZ9c9/fv7HUnsFCSxy9nPG6LlmErsRHJUrGgt6z79FA47zGauTj010hNYRKQA+va1M1p69IANG/yOJjwWLoRZs+z7lprqdzSFWxAmMpXY+atKFejd27qIf/ml39HExpo1dsxBpUp5/9r0dLsP0XJMJXYiezrxRDvr7umnrYrXsCFce60tpRIRyY+0NJs42rLFmjcF4SI6DB56CEqWtD2KEj9aiik5br/dDtq88cZg/EwU1Jo1cPjhUKRI3r9WFTuRQiI11Q7HW74crr/eOrLVrGlLgrKy/I5ORMIoI8MSlXfegccf9zua4Fu71pavdu1qh29J/AQpscvPBbjETunS1h1z9mx47TW/oym4/B51AMlXsXPOlXXOveuc+zZyX2Yvj9vhnFsYuU0pyGuKJNRBB9lRCIsWWeWuVy847jhbGiSBpvFJAql7dzjnHDtqZelSv6MJtuHD7b53b3/jiLFAjk1BSuxUsfNfly7WzfeWW+y4gDCLRWKXRBW7vsB7nufVBN6LvJ+bLZ7n1Y/cdJCPhM9RR8G779rs1R9/QLNmcMklNqMsQaXxSYLHORg92s7UvOyy8F80xctvv9ly+PbtrXFK4RK8sUnNU2R3qanWHXP1anj4Yb+jyb+sLFi/Pv+JXc5SzGSp2AFtgecjbz8PnF/A5xMJLuegXTubZb/nHjsDr3ZtuPfeUP3SJxGNTxJMhx5qyd1XX1lTFfm3ESNsEu2WW/yOJB6COTYFoWK3fbsSu6Bo1syuee6/P7zHH2zYYMmdKnZRO9TzvO8BIveH7OVxxZ1z851zc51z+xzAnHPdIo+d//PPPxcwPJE4SE+HO++Eb76B886zNuZ16sDrrwfjD6PkiOn4pLFJYqp1a9u/+8gjMG2a39EEy6ZNVi1o29aOiih8gjc2aSmm5ObhhyE7O7wTLAU56gAKZ8XOOTfTObc4l1vbPLxOZc/zGgGXAcOdc9X39kDP80Z5ntfI87xG5cuXz8NLiCRY5cp2JtWsWVCqFFx4IbRoAUuW+B1Z0kjk+KSxSWLugQfg2GOhY0f47ju/owmORx+1pZh33ul3JPkWurEpCImd5ymxC5ojj4TbbrNrnQ8+8DuavCtoYlcYm6d4ntfc87y6udwmAz865w4DiNz/tJfn2BC5XwV8ABwXs3+BiN9OP93Oe3n0Ubs/9ljb7P/bb35HVuhpfJJQK17cuj5u2QKXXqqOuwC//w5Dh1pFs0EDv6PJt9CNTUFI7HJ+/pXYBcutt1pi1KuXLZUNk5zELr/7dJPwuIMpwH8ib/8HmLznA5xzZZxzxSJvlwOaAmoFJoVLWhr07GnHI3TtavtData0YxJ27PA7umSl8UmCr3ZtePJJ+OgjW9ad7IYPh19/DXW1LgrBG5uC0Dxl2za7V2IXLCVK2NLoxYvDd0zLmjVQvvyuBC2vCmPFbj+GAC2cc98CLSLv45xr5Jx7JvKYOsB859xXwCxgiOd5unCSwqlcORg5Er74wi7YunaFJk3g00/9jiwZaXyScLjiCjs38/77Yfp0v6Pxz88/w4MPwgUXQOPGfkcTT8Ecm/yu2CmxC67zz4dWrWzy6Ycf/I4megU56gBCWbFLK8gXe573C3BmLh+fD1wdeftT4JiCvI5I6Bx3nB3uOX68bTpu2hSuvBKGDIGKFRMayo4dMGkSvPyyNZlr2hS6dbPGfIWZxicJlREjYP58uPxymxiqVs3viBIiM9PmwpYuhZvXD6LFX3/hBg/2O6y4CuTYFISlmErsgss5G6Pq1rWlmWPH+h1RdFatyveS7r/+ghfHFqcb8NKzW/jtQLjqKihZMrYhxlpBK3YisjfO2b6Zb76Bfv1s83FGBvz3v/D33wkJISvLjtsbPNi2rPTqZV2LjztOPV5EAiU93c7JBGvEFKKlP/k1ZQqcfLJdKPW7dBVnLh/Jy+lduPeVDL9DSz5BSuyKFPE3DsldzZo2Uf3CC7Z0POiysuwcvup77de4V7/9ZmPTpCkp7ChSjIZH/cU778CJJ8LGjbEPNZaU2InEW8mSMGiQTUk3a2YdpurWTUiL87Fj4ccfbSVox45w7rkwapQdw9etW9xfXkTyolo1ePFFWLjQfkH9vtCOo7/+gs6dbeXpoEFw2lt9SS2aRstP7uLJJ+1bIAkUpMROFbvguuMOa0Ry3XXBb/a0bp3FmI/E7p57rNA3bRqklixBxhFbmDQJzjgD+vePQ6wxpMROJFGqV4fJk+GttyA11UporVvDt9/G7SXHjrU8cs+/k506wf/9H6xYEbeXFpH8OPdcuPdeS/CGDfM7mrh5803bRte4MfD++/Dqq9C3L+XqVaRrVysKSAKpeYpEo0QJa3D09dfBb6SSc4GTj8Ru7FhL4JzDVlNs2YJzcPvt8NJLwe6Jp8ROJNFatYJFi6xJwOzZcPTR0LevtfnezU8/WVJWqxZUrQrXXJP3ROyXX3Lv8puWBocfbp8XkYDp18+WY95yC8yY4Xc0/+J5tmf31FPhiCPsxJcJE/JW8Nk5Nm3fbge1V6268xDkKlU0NvnC74pdTit9JXbBdv75cNZZMGBAIBupZGZaL6p+HVYCMOTV6nlaPpmdbY15jzgi8oESJXY2T6lQweYfErSbJl+U2In4oWhRuPlmOx7h8svtoOKMDJul9zx++MHWcv/+u01kv/02HHaYNT5ZtCj6l2nUKPfrwh9+sCSxdu3Y/ZNEJEZSUmDMGFuyfckltow7QG65xfpA9ekDn3xiedm99+ZtiVLDhjBzJmQ/9rht+B0+fGdr8Rkz7POSQFqKKdHKaaSydatNSgfIl1/CKafY5FCf81eSXbQYq7cfzkknWdPdaKSkWB+Cd9+NfCBSsQPbWlit2q5TEIJIiZ2InypUgOeeg7lzoVIl65zZtCkv3DCf886DJ56w884zMuDuu+12663RP/0NN8BDD9nFV47ffrOlmJ07Q+nSsf4HiUhMlCwJU6faIeatW1sJPwCWLbP5pw8+gLZtrerWrh18+KHt3125MrrnadwYGpVfw7bbBpB91tlw3nl4Hjz/vF08XXVVXP8ZsicldpIXtWrBTTfZL+ycOX5Hs1OfPtYsbsAAKPvrSlKqV+PJUSk0b25966J1663WbG7lSnZW7Nasge7d7XNBWLm8N0rsRIKgSRNL7kaPhpUr6TPheO75vuu/LuY6dbIkbdOm6J62fn149lmb9G/SxLbvVK1qtyFD4vDvEJHYqVzZkrsffrAsKgBnKU2caIsMypT558cPPhg6dLDPR8Ph8UKJbnjZHk2+eIK25zvq1LGJqHfe0aRTwimxk7zq39+Ob+rZMxCbzjZuhAULbH4csKwssr+uZ09b/RSt9u0tsWvcGBZkprPosy3Ur29N6Dp2jHXksaXETiRi7VpbYtS4se0ZGTnSVhokTEqKZW7Ll/NEsRsp9foYmxV75JGdew+KFbNO0HlZ3926tXX8HTzYGu0tXWqVQHWUFgmBxo3ZMXYc2fM+Y06V9jRpmEXPnraK2w9btuw96SpVKg+nNIwZQ9FZM0gfPoQXPz6STp1s8n/RIluBKgkWhBKEErtwKVnSZmK+/JIxpz1Hw4Zwzjm23zY7O/HhbN1qCxyKFMEmKXZL7PI0NkVcf71dFx5eowSVy1nFLrINONCU2IlgrbUbN7a3R4ywUvvkydCypQ/HSZUuzfvnPMz42xdZma13byu9vfce779vE2Tly+ftKYsUsZMW2ra1vXoiEg5ZWXDhixcwrNpjnLjxTaYefg0Hl/U4+WRb/phozZrZcXt7Xrjt2AGvv26f3681a+DGG+2gqB49yMiwfgxNmgQjv0haqthJHk0q3oF5RZpy8Vf9GPXQZq66ylYDde2a+B+nihUtgfv4Y+ycpz//3JnYTZxoRxXkVcmScEiVdA4quoVSpWIbb7wosRPBjmQZMsQaVZ54os06TZ8OBx1klbtEu/12uOHJOrxxzdtkvzEZb+tWaN6cbeddyAPdV+viRyRJvPKKbfq/fll3GDCAQ6aO5p4/+jDmOY+uXRM/M96smVXsrrlmV+fKn3+GLl3swuqUU/bzBFlZtpZzxw7bX5yiy5BA0FJMyaOtW6HbNY6STw/ngD9+ouFbg+jQwfbIfvqpNUdKpJQU60Nw1VWweLJt9t1xZHUmToT77itAn5fdmqeEgUZUSXpr1liHyJ3rsiNSUmwj7ksvJT6mxo3tgm7gIMdh17Sh1rYlPFz2Plpkv825N9eBu+4KxH4bEYmvceOsCVKRItipuddfD8OGcfbcu0hLg/nzExtPSoqdQbdjh02G16oFNWtafJMmRVFxGzjQNgo/+STUqJGQmCUKSuwkj2bOhKOOgqP/08g2ng0fDitWcMAB0KOHP9dOl11mHXqf62+J3Skdq/PAA7aaoH79fD7pbscdhIESO0l6mzfbxv+0tH9/7tBDo29UEmtnnAFffAGffQZvzSrOjT/fQdqKTLjgAhu5ate23cB+/zEWkbjZvNnGIcAuvocNgy5dcIMGcsuWe9i8KfG//6VKWZ+nNWtgyhTbh/L003Dggfv5wnffhUGD4D//saqdBEeQEjttAA+Ff4xN999vCfnttwP28c2b/Ynryivhoe4r8Zxj/Nwj+fzzKFYS7IsqdiLhUrOmLSXK7fDvqVPhpJMSH1MO5+w8lho1IiuW5u0QeQAAFU1JREFUKlWyabAPP4SyZa3dZbNm8PXX/gUpInFz0klWIdspJQWeeoqtHTrSafXdnPT2AN8uyEuXtvmlqPaefPutjVdHHw2PPRb32CSPgrC+XxW7UGnSBN5/P5LzHHaYdRaZOBHmzGHqVNvW4he3aiWucmUq1yxW8CdTxU4kXIoXt+NYLrsM1q2zj3metdx+8EFbjhk4p55q5bwnnrA2cvXrW2/e//3P78hEJIauu866Re7eae6nX1Jp8/OzzKnblRJD77NGJH60oYvWpk3Qpg2kplpXqpIl/Y5IchOUip0Su1CoXh1atLAC/K+/An364FWowA9X3Mz773l07uxjcCtW7GycUmDp6bY3ONKdPOiU2IkAt91mxwLUrw8nnGCz0L16WXGsXj2/o9uL1FQ7LfPbb+3+iSdsw8tTTwXiTBkRKbgqVWDaNNv8X6MGNG0KGRlwzLEpNP7iSeua+8gjcMUVuy6Mg2TLFmvHu2KFzeZXrep3RJKbICzFzLlwVmIXGs8+a5X7atXg5FYluW3rvVRY9Snz+r5B2bI+BrbbUQcFVqKE3YdkOaYSOxFsddOdd9qekYcegpdfhm++gebN/Y4sCmXL2tKmBQvsAKhrr4VGjaw1lYiEXuPGdiTL5Ml2HuWqVfDww5BWNAWGDrWWvi+/DGedtatVZRBs324n/c6eDWPH2gGhEkxBSOxUsQud9HTbX5uZadvsOn/UCerUodLIfv5NMG/caLeMjNg8X3q63SuxEwmfkiXtaKUGDULYhbtePZg1y9pp/vKLLde8/HL47ju/IxORAnIOjjnGfq3LlNnjE7fdBi+8YD3Gjz8eli71Lc6dtm2z8WfqVHj8cbj0Ur8jkn1RYicFcMghNjbVrptmnW+/+QZefNGfYHLGv6OPjs3z5VTsQrLPLmyXriKyL85Zg4Jly6B/fztJOCPDpvm3bvU7OhGJlyuugA8+gD/+sOTOj17jOf78E847z7r2Dh1qS8Ul2ILUPCW3FtUSHu3aQcOGdqicH8vDlyyx+1gldqrYiYjvDjjAZs2WLbPdzXfcYcs0p071f1ZWROLjxBOtqdJxx1m1rGtX+P33xMawfr2d1TJzpm3AufHGxL6+5J/ffxu2bbNqXRCSTMk/52xT8OrV8MwziX/9pUvt7JVKlWLzfErsRCQwqlaFN96AGTPsD2abNnDOObYgXkQKn0qVbEl2376WWB1zDLz3XmJe+8MPbaZ+2TI7EdjXtniSJ0FZiqllmIVDy5Z2eNygQYlfLbRkiZ2cHqsJAi3FFJHAadECvvrKDjeeM8eqdzff7N8JoiISP2lptvz644+hWDHrAnXppXaSeDz89ZedC9OsmW0A/Owz64Qp4aHETmLJObjnHvj+e+uukkg5iV2sqGInIoFUpIi1Rl++3A6eGTrUjkcYMybYZ2CJSP6cdJK10xwwACZNsnNc+vSxi61YyM62fXT16tl40q2bJXV16sTm+SVxgpLYFSnibwwSO6efbh1VhgxJXNVu40b46afY7a+DXYmdKnYiEkiHHGLr3ufNs6WanTrZBeDnn/sdmYjEWno63Huvdam78EIYPtx+7zt3ti6a+bmY37oVxo2zcxguucSqgu+/DyNHQqlSsf83SPwFYV+bKnaFi3Nw112wYUPi9trldMSMZcWuWDG7D+I5oblQYieSrBo3hk8+geeftwP8jj8eunSBH3/0OzIRibUqVexIhMxMq9hPmGCnndeoAb162SF569blnuhlZ9syzvHjbSKoYkXrwrl5s51Pt2iRNUyRcAtCxU6JXeFyxhm2127IEPj77/i/XqyPOoBdVeTt22P3nHGkxE4kmaWkwFVX2cXeLbfYhV+tWrasKiSDmIjkQY0a8NRTthzz2WdtZnv0aDj/fKhcGQ46CGrWhCZNrBFK7dp2wGeVKrZPb/JkOPtsa8iSmQlXXgmpqX7/q6SggrAUc/t2JXaFjXO2FPy772wSKN6WLLHx6ogjYvecOT+TIanY6bAQEbHlU//9r1Xseve2fThPPw2PPGLdrUSkcDnwQFuO2bmzLa384gtrsLRsme1T+fVXm6lOT7dOuhkZdoxCw4ZK5AqjICR2qtgVTs2b2wqhBx6win88zylcujS2HTFh189kSCa7ldiJyC4ZGTB9OkybZgneWWdZd7uhQ6FaNb+jE5F4KF7clmU2bep3JOIXJXYSL87ZWboXXGBLwC+7LH6vtWSJTUTFUs5SzJBU7Aq0FNM5d7FzbolzLts512gfj2vlnMt0zq1wzvUtyGuKSJw5B61b2wA5eLAdNHzUUdC/P/z5p9/RRU3jk4gEUSDHJjVPkXhq08b2vQ0eHL8u3L/8Yj0CYtk4BUJXsSvoHrvFQDtg9t4e4JxLBR4HzgaOAi51zsX4uy4iMVesmB1ynJkJF18M991n+23Gj/d/Zjc6Gp9EJIiCOTb5Pa4rsSu8UlLg9tth8WJ48834vMaXX9r9scfG9nmTqWLned4yz/My9/Ow44EVnuet8jxvGzAe0MmlImFx+OHWVOXjj6F8eWugcPrpthk6wDQ+iUgQBXJs0lJMibf27eHII61DZjx+1ubOtZ/j44+P7fMmWcUuGocD63Z7f33kYyISJk2b2ll3o0ZZ2+KDD/Y7oljQ+CQiQZTYsUmJncRbWhrcfDPMmWMTxbE2b56tKipdOrbPm9MsqrBU7JxzM51zi3O5RTtzlNvC7b2OHs65bs65+c65+T///HOULyEiCZGaCl272sBcvLjf0SR0fNLYJCLRCt3YpMROEqFTJ1v5M2RIbJ/X8yyxa9Ikts8L9rtRtGhoKnb77YrpeV7zAr7GemD3AyUqARv28XqjgFEAjRo1CsVGHpGkE4SN9iR2fNLYJCLRCt3YFIQxfdu2XfuZpHAqUQJuuMGasS1aBPXqxeZ5V62yY1pOOCE2z7enIkUKT8UuBj4HajrnqjrnigIdgCkJeF0Rkf3R+CQiQZT4sUkVO0mEHj3sEPFYVu3mzbP7eFTsIFQVu4Ied3CBc249cCIwzTn3TuTjFZ1z0wE8z8sCegLvAMuACZ7nLSlY2CIi+6bxSUSCKJBjk5ZiSqKUKQPdu8Mrr8DKlbF5zrlzrRpYt25snm9PIarYFeiAcs/z3gDeyOXjG4Bzdnt/OjC9IK8lIpIXGp9EJIgCOTYFIbHbvl2JXbLo3RseeQQefBCefLLgzzdvHjRqZA1a4qFo0dAkdolYiikiIiIiQRWExE4Vu+RRsSJ07AjPPQfff1+w59q6FRYsiN/+OrCKXTIsxRQRERGRkAtK8xQldsnj1lshKwuGDi3Y8yxcaElXvPbXgSp2IiIiIhIiqthJIlWvDh06wBNPwE8/5f95Zs60+5NOik1cuUmW5ikiIiIiEnJ+L8XcsQOys5XYJZsBA2DLFnj44fw/x6RJtgyzQoXYxbWnEDVPUWInIiIiksz8TuxyLpqV2CWX2rWtavf44/Dzz3n/+vXr4YsvoG3b2Me2O1XsRERERCQUlNiJXwYMgL/+yl/VbkrkaMd4J3aq2InIn3/aWCUiEiTbt8Nvv9nKNxHA/+YpORfNRYr4G4ckXp06cOmlMGIE3tp1bN4Mf/8d5ddOngy1alnlL55UsRNJXrNnw2mnQblycPDB0KqVrRQQEfHTpk1w3XVQvjxUrgxVq8KwYUrwJCIIFTsldsnpvvvYkZXN1Hr9qFgRypaFyy6Ddev28TWbNsGsWVati/fEhCp2Isnpww/hoougRw/YvBl+/dXeb9UKvvrK7+hEJFlt2wYtWtj90qU2Pr3xBkyYYF3HJcn5vRQzpxqipZhJadSMI3n6gBtps+kFfp81n/XrrRB3yin72Hr31lv2cxPvZZigip1IshowAB59FNq3twme4sXh6qvt4wMH+h2diCSr116D9HQYNcrOBgZo0ACmTYNnn4UNG/yNT3wWlMQuLc2/GMQXf/8Nd94Jp719O5Qvj7vpRsqUzubuu20yauTIXL7I86zhyuGHx/dg8hyq2Ikknz/+gPnzoV27f3/uyith+vTExyQiAja5fcUV/16xVLYsnHUWvPuuP3FJQPid2GVl2b2WYiadL7+0yaY6TUrB4MHw8ccwYgRg107TpuXyRTNm2OP69YPU1PgHqYqdSPLJuWDKbb9KVlZixh4Rkdykpu66dt6TxifxvXlKzkWzEruk84+xqXNnaNMGbrsNFi3KfWzyPFsGVaUKdOmSmCBVsRNJPgccACefDOPG/ftzzzyTmGXgIiK5adMGnnvOzoHe3fffw8yZVrWTJBeEpZhK7JJOgwbWj+Czz7AJhmee2dk9ZdwTmzj//D2+YOpU+PxzW7+ZqD2ZqtiJJKf777eJpsces3biGzfCkCHwyCM2BomI+OG886BUKbjkEli82CafZ8ywPSw332ydMiWJ+b0UU4ld0kpLgwcftG0sEybAlpLl+eG/Y9mxLJPbp57Eta1W73rwRx9Z44KaNeGqqxIXpCp2IsmpUSPbq/LBB3DYYXDkkbBkiR2BUKuW39GJSLJKS7OJ7rp14eyzbYVB375269fP7+jEd0rsxEcdOsDo0fDEE1C6NNS9sQVPtHmHaukbKNWiCVx7Ldx4I5x5JpQpY4NZIhvthKhip/ZDIjFWvz5MnOh3FCIi/5SeDvfcYzeRf1BiJz5r2dJuuzSDb+bANddYW9+NG21Watw4S+4SKUQVOyV2IiIiIslMzVMkiGrXtgOCwRIrv845LFo0NImdlmKKiIiIJDtV7CTI/Dy8vmhR6zyVW9vzgFFiJyIiIpLMtBRTZO9yfi5DsM9OiZ2IiIhIMlNiJ7J3OdVCJXYiIiIiEmh+J3Y5J1QnstOhSLRyJhxCsM9OiZ2IiIhIMlPzFJG9U8VOREREREJDSzFFcqeKnYiIiIiEgt9LMZXYSZCpYiciIiIioaDETmTvVLETERERkVBQYieyd6rYiYiIiEgoqHmKyN6pYiciIiIioaGKnUjukqVi55y72Dm3xDmX7ZxrtI/HrXbOfe2cW+icm1+Q1xQRiYbGJxEJokCOTUFZipma6l8MInsToopdQU+CXAy0A56K4rFneJ63sYCvJyISLY1PIhJEwRubgpDYFSni/5JQkdyEqGJXoMTO87xlAE6/iCISMBqfRCSIAjk2+Z3YZWVpGaYEV05ilwQVu2h5wAznnAc85XneqL090DnXDegWefcP51xmPl6vHBCW2fcwxQrhijdMsUK44i1IrFViGUgMRDU+JeHYBOGKN0yxQrjiDVOskP94k3lsAiiHc/7+P0ef7CbLz6QfwhQrJDLec84p6DPE/dppv4mdc24mUCGXT/XzPG9ylME09Txvg3PuEOBd59w3nufNzu2BkYFrr4lfNJxz8z3P2+u69SAJU6wQrnjDFCuEK96gxJrI8SnZxiYIV7xhihXCFW+YYoVgxBu2sQmC8X2LVphihXDFG6ZYIVzxJiLW/SZ2nuc1L+iLeJ63IXL/k3PuDeB4INfETkQkWhqfRCSINDaJiB/iftyBc+4A59yBOW8DLbGNwyIivtL4JCJBpLFJRPKjoMcdXOCcWw+cCExzzr0T+XhF59z0yMMOBT52zn0FfAZM8zzv7YK8bhQKvCQhgcIUK4Qr3jDFCuGKN/CxBnR8Cvz3bQ9hijdMsUK44g1TrBDweAM6NkHAv297CFOsEK54wxQrhCveuMfqPD+7IImIiIiIiEiBxX0ppoiIiIiIiMSXEjsREREREZGQC3Vi55xr5ZzLdM6tcM71zeXzxZxzr0Q+P885d2Tio9wZy/5ivck5t9Q5t8g5955zztfzdPYX726Pu8g55znnfGs1G02szrlLIt/fJc65lxId4x6x7O9nobJzbpZzbkHk56HAB6fkl3NutHPuJ+dcrpv2nRkR+bcscs41SHSMQaSxKX40NsWPxqbCL0xjUySe0IxPYRqbInGEZnzS2JQHnueF8gakAiuBakBR4CvgqD0e0wN4MvJ2B+CVAMd6BlAi8nZ3v2KNNt7I4w7EWi/PBRoFNVagJrAAKBN5/5Agf2+xzbXdI28fBaz2Md5TgQbA4r18/hzgLcABJwDz/Io1KDeNTf7GG3mcxqb4xKuxKcS3MI1NeYg3EONTmMamPHxvAzE+aWzK2y3MFbvjgRWe563yPG8bMB5ou8dj2gLPR96eCJzpnHMJjDHHfmP1PG+W53l/Rd6dC1RKcIy7i+Z7CzAQ+C+wNZHB7SGaWLsCj3ue9yvYmUAJjnF30cTrAaUib5cGNiQwvn8GYofh/m8fD2kLjPXMXOAg59xhiYkusDQ2xY/GpvjR2FT4hWlsgnCNT2EamyBc45PGpjwIc2J3OLBut/fXRz6W62M8z8sCNgEHJyS6vcQRkVusu+uCZfN+2W+8zrnjgCM8z3szkYHlIprvbS2glnPuE+fcXOdcq4RF92/RxHs3cIWzdtjTgV6JCS1f8vqznQw0NsWPxqb40dhU+IVpbPpHLBFBHp/CNDZBuMYnjU15kBarJ/JBbjNIe57dEM1jEiHqOJxzVwCNgNPiGtG+7TNe51wKMAzomKiA9iGa720atqTgdGw27yPnXF3P836Lc2y5iSbeS4Exnuc97Jw7EXghEm92/MPLs6D8jgWJxqb40dgUPxqbCr8wjU0QrvEpTGMThGt80tiUB2Gu2K0Hjtjt/Ur8u/S68zHOuTSsPLuv8mi8RBMrzrnmQD+gjed5fycottzsL94DgbrAB8651dga4Sk+bQSO9udgsud52z3P+z8gExus/BBNvF2ACQCe580BigPlEhJd3kX1s51kNDbFj8am+NHYVPiFaWz6RywRQR6fwjQ2QbjGJ41NeRHLDXuJvGEzCauAquzaTHn0Ho+5jn9uAp4Q4FiPwzaH1gzD93aPx3+Afw0KovnetgKej7xdDiuBHxzgeN8COkberoP9wjsffx6OZO+bgM/ln5uAP/MrzqDcNDb5G+8ej9fYFNt4NTaF+BamsSkP8QZifArT2JSH720gxieNTXl8bb/+0TH6xp0DLI/8UveLfOxebNYGLGN/FVgBfAZUC3CsM4EfgYWR25Qgf2/3eKzfA9T+vrcOGAosBb4GOgT5e4t1dPokMngtBFr6GOvLwPfAdmyWqQtwLXDtbt/bxyP/lq/9/DkI0k1jk3/x7vFYjU2xjVdjU8hvYRqboow3MONTmMamKL+3gRmfNDZFf3ORFxEREREREZGQCvMeOxEREREREUGJnYiIiIiISOgpsRMREREREQk5JXYiIiIiIiIhp8ROREREREQk5JTYiYiIiIiIhJwSOxERERERkZD7f/GNfVR4Thp7AAAAAElFTkSuQmCC\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "d473961145744a5198194f965bd2d623": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "d4c3731146ff41bba883031388b16c2b": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "d52d47a0cfeb4a339923854972d97b41": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "d54b86f62bc44496a000c895ce84f3b6": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_ab2df7ef23594b479f8a35e5bb23543c", "IPY_MODEL_ccd4b1a59e9d428b8bc1c5c59c5137e3" ], "layout": "IPY_MODEL_6eba8ac95191490ea8fbe811d7c0f221" } }, "d66ec35d2ee646ebb84da5489c3ecbba": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_5fa8c39a497e4533ae0ce863d0aeaa0f", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "d684113ab9334200831b03900b6827d5": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "d6ceff6e57be44459bee230d8b7f0fe7": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "d78facc9891a4ef5b69e350c92851af3": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "d7f237bfcc7341f58786001134fff85b": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "d7fcd0ef6dc144a4a1e67ff1d9c76924": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "d834166175ec4848a1b7b678cbc5cae8": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Show Original:", "disabled": false, "layout": "IPY_MODEL_a4581261a1664a78a57ca018307a6154", "style": "IPY_MODEL_bb15b174dfe94c15b7017384839945d0", "value": false } }, "d8533ebe816d4c4d9d692d1fd1b16d86": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Training Data", "disabled": true, "layout": "IPY_MODEL_7673d1cfb34a4862b2786599cb236245", "style": "IPY_MODEL_f730157a0fc342958065c3216879816b", "value": false } }, "d899b5adb452460db3908c4bc9ae792b": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "d9590f5b51454d52b50a56642f076d47": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Show Original:", "disabled": false, "layout": "IPY_MODEL_bdd5ee0cbf164131a308e59f11b78b35", "style": "IPY_MODEL_ae26fb2f7a054da7912005d31c8fbaf5", "value": false } }, "d9b8635413614a509078dad034eb1391": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "dc71c93514fb488daa5b6c39ebe7becd": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "dce56ccaa8484af88527007fdc18c089": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "dd71b773aaee4e63a453ef034cd20ff0": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "df411ebadf6648aebe640a883b064d63": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "df5b6892bfb440c0815c3b8761a42419": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Show Original:", "disabled": false, "layout": "IPY_MODEL_0b1e7aece310422dbf3386462b42f10b", "style": "IPY_MODEL_638ce504778c4c899dd95f754efec3d8", "value": false } }, "df6d3e307898433db3d146b962a2c6b7": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "df84e762da71453cb541203dcdd41a63": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "df85116d45954318a4881d689d4ffa2c": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "df864cfb6ef64b06b385e206b2467918": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Training Data", "disabled": false, "layout": "IPY_MODEL_91cfd7f84dac49d199b564278fadeb0c", "style": "IPY_MODEL_7c7be8ec33134050b9c08fe14fa0b99f", "value": true } }, "e0c6a30a9ed6450a9c2befd72d56b444": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "e153533ea1074560aa2f7d32ae8b1ee4": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_c56c343fec3747ff822db4783e070dd6", "IPY_MODEL_19f831734fb14e6eb8c075786f45fff7", "IPY_MODEL_26f514ebe4e04e8ab806548394d68a62" ], "layout": "IPY_MODEL_9927f4b9897647ad863b8d13648554b3" } }, "e194372b71b348f1b370ba7feef0bde7": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_e9697fb390ab48f490c67dbb69e2225d", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "e1bc7498bb70468db2d37aabc1f7155b": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_5c9d377e68204ad6a3327702aa295ab6", "IPY_MODEL_04f80fffb9f9486c970a2dc4beaf77cd" ], "layout": "IPY_MODEL_26c6354b384c42e5b5547462d01a6209" } }, "e2bb45dae05f4514b1563048927f3982": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "e3d6a5bb5ec547328e7e136260231e6d": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_2bf153cab921436da4c49d52af58dc7b", "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3YAAAEICAYAAAATGmYVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3Wd0VFUXgOH3EHrvvTdpSos0RVBBiogoIAhKFVCpIigKInZsgKiIKAhYEFAR6ag0UUTDh4AUhVAjCKFLTznfjz2BJCSQMjN3yn7WykoyM7l3T5LZc0/bx1hrUUoppZRSSinlvzI4HYBSSimllFJKqfTRhp1SSimllFJK+Tlt2CmllFJKKaWUn9OGnVJKKaWUUkr5OW3YKaWUUkoppZSf04adUkoppZRSSvk5bdilgzHGGmMqOh1HfMaYrcaYpil8bLLxG2OKGGPWGGP+M8a8bYx51hjzcSpjmWyMeS41P+NOxpjGxpi/rnF/WdfvIGMaj9/DGLM27REq5Rmam657fM1NSjlAc9N1j6+5SaVLmv4wyndZa6u76VB9gaNAbptos0NjTFlgD5DJWhvtuq0H8Ii19tZ4sTzqpljSxFr7E3BD3PfGmL1IjD84FpSPMMYUAz4EQoFiQDlr7V5Hg1IBTXPTFZqbkmeMuR2YCJQCYoA1wABr7T+OBqYCluamKzQ3XZsxZiAwFCgA/A0Msdb6VENVR+xUcsoA2xInJ5Uyae3N8tbxgFhgKdDezcdVytM0N6WDH+SmbUALa21eoDiwE/jAzedQyhM0N6WDr+cmY0x9YCzQAcgDTAXmGWNC3HmedLPWBvUHsBd4BnkzOQF8AmSNd38fYBdwHPgOKB7vPgtUBG4GDgMZ493XHvjD9fUYYA4wE/gP2AqExntsVWAVcNJ1X9t4900HJgFLgDPAz0BRYIIr3h1A7UTPp5nr63rAOtdxDwHvAZkTx5/E72Q6EAVccp2zmes5fOa6f7/rZ8+4PhoCF5De1TPAyXjHedn1dVMgAngSOOKKp2e8cxYAFgCngd+Bl4G1yfzNZgBPur4u4Yrlcdf3FV1/KxN3TtftnyKNmfOuGJ8Cyrp+trvrOR0FRl7jf6WA63/gNPAb8FL8GF3H6o9ciOxx3VYF+N4V01/AAyl9zmk4XhbgLddzOQxMBrJd5/8/o+s8ZZ1+LerHVX+bvWhuSvw7mY7mpqTOG3C5Kd7PvYZcLDv+mtSPBK9lzU0JfyfT0dyU1HkDJjcBnYDf4n2fw3W+Yk6/JhPE6XQATn8gL+g/kWkf+ZEEEPeiusP1T1vH9cd/F1iT6B+oouvrbUCrePfNi/ciGuN6AbcGQpA3ql9d92VCEuCzQGbXOf8DbnDdP90VQ10gK7ACGc7v5jrWy8DKRM8nLkHVBRogF+9lge3IsPE1E1S8874c7/sxXElQZV0/Gz8h9yBRQuHqBBUNvOh6zq2Bc0A+1/1fuj6yA9WAA4mPF++4vYAFrq+7AOHA7Hj3zY93zoikfjeJnsdHQDagJnARqJrMeb9E3mhyADWAf7g6oXyP/B9lcz3uANDT9Teo4/pbVk/Jc07D8SYgCTQ/kAtJfq9d5/9fG3Y++oHmJs1NQZqbgNLIhXUscrHcw+nXo35obkocfxK/l+lobgrY3ATkBjYA9ZH/o4HARsA4/ZpMEKfTATj94fqnfTTe962BcNfXU4E34t2XE3mTKRvvHyguQT0NfO76Or/rxVfM9f0Y4Id4x6kGnHd93Rj4F8gQ7/5ZwBjX19OBj+LdNxDYHu/7G3H19MR7Ps2Sea5DgHnxvvd2gjqf6GeOIAk0xPV7vSHefdfqeaqAvOlnQHpX+nGlh2kGMDTeOVOSoErGu+03oHMS54yLsUq8217l6oRyR7zvOwE/JTrOh8DzKXnOqTyeAc4CFeLd1xBXj9U1/v+1YeejH2hu0twUxLkp3v/r00ADp1+P+pHg77IXzU1JPXY6mpvinzOgcpPr8c+6YohGGog3O/16TPyhxVPEgXhf70Pm9eP6/L+4O6y1Z4wxx5Bh7L2JjvEZsN0YkxN4APlHOhTv/n/jfX0OyOqa/1scOGCtjU0UQ4l43x+O9/X5JL7PmdSTMsZUBsYhBTKyIxfxG5J6rJccs65Fwy7nkNgLIbHF/zvE/zoBa224MeYMUAtJ8C8BvY0xNwBNkIX3qZH4b5PU7zOpGPcl8bj495cB6htjTsa7LSMyvSGlzzk1x8sObDDGxN1nkESo/JfmJu/Q3OSDuclae9wYMwPYZIwpkehvpJyluck7NDf5Tm56BBndrI6MGN8FLDTG1LbWHkzmZ7xOi6eIUvG+Lg3E/YEOIv8UABhjciDze6+qzmWlYtc64D7gYeSfJiUOAqWMMfH/FqWTOkcafIDMJa9krc2N9DSYa/9IitgU3pZSkUjvR8l4t5VK5rFxViMLWDO7fverkWkW+YA/kvkZd8SY+H/lWuc4AKy21uaN95HTWvsYKX/OKT3eUeTNqnq8+/JYa5N881J+Q3NT6mhuEoGUmzIChZFpUMp3aG5KHc1Nwp9zU01kOuvf1tpYa+1SZN1jo+R/Bd6nDTvR3xhT0hiTH3kRz3bd/gXQ0xhTyxiTBRlCXm+TLws/E1lceiMyVzwl1iNDwU8ZYzK59lK5B5lDnF65kAWmZ4wxVYDH3HBMkBdXLFA+3m2HgZLGmMypPZi1Ngb4BhhjjMnuirXbdX5sNTAAKYUNsoh6IDIkH5PMzxxOFHN6YqyGLB6+loVAZWPMw66/bSZjzM3GmKppfM7XOl4sMud9vDGmMIAxpoQxpkVyBzPGZEXWQABkcX2vfIvmptTR3OTnuckYc78x5gZjTAZjTCFk9GSjtfZ4Sn8nyis0N6WO5iY/z01IsZa7jTHljWgOVEbWm/oMbdiJL4DlwG7Xx8sA1tofgeeAr5FWeQWg8zWOMw/pqZpnrT2bkhNbay8BbYFWSO/BJKCbtXZHmp5JQsOQRbL/If+8s6/98JSx1p4DXgF+NsacNMY0QBYnbwX+NcYcTcNhByDlY/9Feu1mIQtyk7MaScBxCWotMqS+JtmfkMXXo1wxD0tjjDldMU5HKoEly1r7HzJU3xnpYfwXeJ0rjalUPecUHO9pZHrAr8aY08APxNuPJglxla5AeijPX+v5KEdobkoFzU0BkZtKIFux/AdsQS6G77vW81GO0NyUCpqbAiI3zUQ6D1Yhjf+JQD83/d+5jbE2PaOs/s+4efNFY0w48ofWzRzTwRjzOlDUWnu93p2AEYzPWSVPc5NvCsbXaTA+Z5U8zU2+KRhfp8H4nK9HR+zcyBjTHpnbu8LpWPyNMaaKMeYm1/B2PaA3KZ+W4ZeC8TkrZ2huSrtgfJ0G43NWztDclHbB+DoNxuecWm6pimmMmQa0AY5Ya2skcX9TYD6yjwjAN9baF91xbl9hjFmFlON9OFGlJpUyuZAh9eJIOd+3kf+ZQBaMz9mrNDdpbnKDYHydBuNz9rpgz0+am9ItGF+nwficU8UtUzGNMbcha3VmXiM5DbPWtkn3yZRSKoU0NymlfJXmJ6WUu7llKqa1dg2gFauUUj5Fc5NSyldpflJKuZs3NyhvaIzZhFSlGWat3ZrUg4wxfYG+ADly5KhbpUoVL4aolPK0DRs2HLXWFnI6jng0NymlfDE3QQryk+YmpQJfSvOT26piGmPKAguTmU6QG4i11p4xxrQG3rHWVrreMUNDQ21YWJhb4lNK+QZjzAZrbagXz1cWzU1Kqevwdm5ynbMsbsxPmpuUCkwpzU9eqYpprT1trT3j+noxkMkYU9Ab51ZKqeRoblJK+SrNT0qp1PJKw84YU9QYY1xf13Od95g3zq2UUsnR3KSU8lWan5RSqeWu7Q5mAU2BgsaYCOB5IBOAtXYy0AF4zBgTDZwHOttg3xldKeVxmpuUUr5K85NSyt3c0rCz1j54nfvfA95zx7mUSk5UVBQRERFcuHDB6VAUkDVrVkqWLEmmTJkci0Fzk/IVmp98hy/kJtD8pHyD5ibfkt785M2qmEp5VEREBLly5aJs2bK4Zq8oh1hrOXbsGBEREZQrV87pcJRynOYn36C5SamENDf5DnfkJ6+ssVPKGy5cuECBAgU0MfkAYwwFChTQHkClXDQ/+QbNTUolpLnJd7gjP2nDTgUUTUy+Q/8WSiWkrwnfoH8HpRLS14TvSO/fQht2SimllFJKKeXntGGnlBtNnDiRqlWrki9fPsaOHQvAt99+y7Zt2y4/Zvr06Rw8ePDy94888kiC+5VSyhM0PymlfJHmJvfR4ilKudGkSZNYsmRJgkWv3377LW3atKFatWqAJKcaNWpQvHhxAD7++GNHYlVKBRfNT0opX6S5yX10xE4pN3n00UfZvXs3bdu2Zfz48QwYMIBffvmF7777juHDh1OrVi1ef/11wsLC6Nq1K7Vq1eL8+fM0bdqUsLAwAHLmzMnIkSOpWbMmDRo04PDhwwCEh4fToEEDbr75ZkaPHk3OnDmdfKpKKT+j+Ukp5Ys0N7mXjtipwDRkCPzxh3uPWasWTJiQ7N2TJ09m6dKlrFy5koULFwLQqFEj2rZtS5s2bejQoQMAS5Ys4a233iI0NPSqY5w9e5YGDRrwyiuv8NRTT/HRRx8xatQoBg8ezODBg3nwwQeZPHmye5+XUsq7ND8ppXyR5ia/pyN2SvmQzJkz06ZNGwDq1q3L3r17AVi3bh0dO3YEoEuXLk6Fp5QKYpqflFK+SHPTFTpipwLTNXqHfFmmTJkul7oNCQkhOjra4YiUUm6n+Ukp5Ys0N/k9HbFTysNy5crFf//9l+z3KdGgQQO+/vprAL788ku3xqeUCl6an5RSvkhzU9pow04pD+vcuTNvvvkmtWvXJjw8nB49evDoo49eXgCcEhMmTGDcuHHUq1ePQ4cOkSdPHg9HrZQKBpqflFK+SHNT2hhrrdMxJCs0NNTGVbxR6nq2b99O1apVnQ7DI86dO0e2bNkwxvDll18ya9Ys5s+f73RY15XU38QYs8Fae/XqZz+iuUmlluYn36K5SSmhucn3pCc/6Ro7pfzAhg0bGDBgANZa8ubNy7Rp05wOSSmlAM1PykO2b4dZs+D33+H0aejeHbp2hRw5nI5M+YlgzE3asFPKDzRu3JhNmzY5HYZSSl1F85Nyux9/hHbt4Nw5cG1QTb9+8MwzMHcu3HGHs/EpvxCMuUnX2CmllFJKKd/w9dfQujWULQv79sGWLbB5M6xdC8WKwd13w7JlTkeplE/Shp0XxcbC2bPgw8salVJB6vx5iIpyOgqlVFDbuxceegjq1oU1a6BkSWJi4Nx5g210C6xaBVWqQNu2sHKl09Eq5XO0YecF58/L7IEiRaBgQShdGl5/HWJinI5MKRXsliyBhg0hb17InRs6dYLwcKejUkoFpaFDIUMGmD2bI1H56NNHclP+/HDjjfDZ0oKwYgWULy8NwOPHnY5YKZ+iDTsPi42F++6Dv/+GdeukkbdwISxdKtPFlVLKKfPmwSOPwIgRspTl33+hdm247TY4cMDp6JRSQWXZMklKo0ZxOk8pbrtNOpvCw+Xa6d134aWX4J2Z+eDzzyEyUi6kdBqUUpdpw87DVqyAiAiYPRsqVpTbataUxt2CBbBjh7PxBbOoKFi9Wt5LTp5M//FOnjzJpEmT0vSzrVu35uR1ghg9ejQ//PBDmo5/LdOnT2fAgAHXfMyqVav45Zdf3H5u5ZzYWHj6abk+uvdeCAmBPHmkkdelC4wb53SEwW3nTli8GLZtc8/xND8pnxYVBYMGQaVKMHQoU6fCTTfB229D4cJgDNx+OyxaBC++CGdvqCOtvK++gs8+czr6oHLmDHz/vVzfXryY/uNpbnIvbdh52OLFUp03Y6L6ozlyQPv2Mg1Ked/XX8u67GHDZFpsuXIwerRc7KbVtZJTzHXm3S5evJi8efNe8zEvvvgizZo1S3N86aEXToEnPBwuXIAmTa6+r3t36XxS3nf4MLRoIaOmEyfK140bSw2J9ND8pHzawoUytWnsWMiShUWLJA8lVrGiFMlctw55A2/YEIYPh//+83rIwcZaeOstKFMGXn4ZRo2SpUWffJK+42puci9t2HmYMck3FmJj5X7lXb/8AgMGwDffyPY4K1ZIr/iyZfDmm2k/7ogRIwgPD6dWrVoMHz6cVatWcfvtt9OlSxduvPFGANq1a0fdunWpXr06U6ZMufyzZcuW5ejRo+zdu5eqVavSp08fqlevzl133cX58+cB6NGjB1999dXlxz///PPUqVOHG2+8kR2uod/IyEiaN29OnTp16NevH2XKlOHo0aNXxfrJJ59QuXJlmjRpws8//3z59gULFlC/fn1q165Ns2bNOHz4MHv37mXy5MmMHz+eWrVq8dNPPyX5OOVfjEl+BpPmJmfExkrBv7p1pSG3dCns2SN1Ipo3h0uX0n5szU/Kp02ZAiVKyD87Kbx2CgmBCROkN+T1170Xa5CaNk0acWFhMtvpl19kV4oxY2QkNa00N7mZtdZnP+rWrWv93cqV1lapYu3FiwlvP3XK2oIFrd2505GwAtK2bdtS9Lh27aydPPnq27dvt7Zw4av/Vim1Z88eW7169cvfr1y50mbPnt3u3r378m3Hjh2z1lp77tw5W716dXv06FFrrbVlypSxkZGRds+ePTYkJMRu3LjRWmttx44d7aeffmqttbZ79+527ty5lx8/ceJEa62177//vu3du7e11tr+/fvbV1991Vpr7ZIlSyxgIyMjE8R58OBBW6pUKXvkyBF78eJF26hRI9u/f39rrbXHjx+3sbGx1lprP/roIzt06FBrrbXPP/+8ffPNNy8fI7nHJZbU3wQIsz6QX9LzEQi5KTbW2qpVrV2+/Or7Bg+2dtgw78cUyFKSn5Yvt7ZmTfnbJHbHHdbOmpX282t+Skhzkw/Zs8daY6wdPfryTRMnynt14tfCtm1y7XTuXLwbu3SxNmtWa/fv90q4gSYluSk21tqKFa395Zer75s719rGjdN+fs1NV0tPftINyj2sSROoXFkKqLz2GtSoAevXw5NPSvW5uHV3ynt+/106+RKrUkWmyO7bJ9P83aFevXqUK1fu8vcTJ05k3rx5ABw4cICdO3dSoECBBD9Trlw5atWqBUDdunXZu3dvkse+//77Lz/mm2++AWDt2rWXj9+yZUvy5ct31c+tX7+epk2bUqhQIQA6derE33//DUBERASdOnXi0KFDXLp0KUHs8aX0ccp3GSMj1A8/LOvp2reHU6fgvfdkNPvXX52OMPj89hu0bJn0aGmrVvLe0bmz+86n+Un5hI8+kn/6Rx65fFPPnnLz44/Lut8SJWQEe9AgWVqXLVu8n3/1VVlfMXIkzJzp/fiDwIkTcOQINGhw9X2tWkmBUnfS3JR2OhXTw4yBuXNlGvjdd8tau+7d4cEHZf2E8r58+eCff66+/fx5qZycJ4/7zpUjR47LX69atYoffviBdevWsWnTJmrXrs2FCxeu+pksWbJc/jokJITo6Ogkjx33uPiPkU6d6zPJzLMbOHAgAwYMYMuWLXz44YdJxpeaxynfdvfdMGsWTJ0qnRrlykmxp7VroXhxp6MLPsnlJpC/S/787j2f5ifluKgomePXujWUKnX55pw5ZZu6zJmlUm/mzFI05a234NFHEx2jTBkYOFAqQbkutJV7Zc8uW3SdOHH1fRERkrvcSXNT2mnDzgsyZ5ZFpgcOQHS05J2BA2WrFuV9Dz0k0/ETz9//4ANpgBcunLbj5sqVi/+usYD71KlT5MuXj+zZs7Njxw5+9cCQyK233sqcOXMAWL58OSeSyML169dn1apVHDt2jKioKObOnZsgxhIlSgAwY8aMy7cnfm7JPU75n9tvl3USly5JtbNp02RBvPK+jh2lhsTOnQlv/+cfuWbt0iXtx9b8pHzS8uWyz0qfPlfdVaAAvPOOdLhGR8uItmuw5WrDhkGWLFJ8Rbld1qzQrp1UKY3PWvmVd+uW9mNrbnIvbVp4mTbmnDdokEw5a95cKiUvXy7vKePGpW8UtUCBAtxyyy3UqFGD4cOHX3V/y5YtiY6O5qabbuK5556jQVJzGtLp+eefZ/ny5dSpU4clS5ZQrFgxcuXKleAxxYoVY8yYMTRs2JBmzZpRp06dy/eNGTOGjh070rhxYwoWLHj59nvuuYd58+ZdXgCc3OOU/8qQQQumOK1QIblwuu02eOMNWLVKLmwbNpTpaBUqpP3Ymp+UT5o/X4bnWrS45sOue+1UpAj07QuffgrJTMFT6fPGG7J1V9euUtF9/nypdbN5MzzzTNqPq7nJzVKyEO96H8A04AjwZzL3G2AisAvYDNRJyXH9chGwckxKi6dYa+2FC9ZOm2Zty5bWNm1q7UsvWXvkiAeD85ILFy7YqKgoa621v/zyi61Zs6aj8ThdoEBzk/IVqclPYWHW9uolBQkeesjan37yYGBe5Ev5yencZD2Un/wqN8XEWFusmLXt27vneAcOWJs5s7WPPuqe4wWJ1OSmEyesffNNKebUvLm1kyZZe/asB4PzEl/KTdb6RvGU6cB7QHKrVlsBlVwf9YEPXJ+VckSWLLI4u2dPpyNxr/379/PAAw8QGxtL5syZ+eijj5wOyWnT0dyk/EzdurLuMdBofrrKdII5P/3vf3DoENxzj3uOV7KkvKlPmwbPPw9Fi7rnuOqyvHll1uuwYU5H4l6BlJvc0rCz1q4xxpS9xkPuBWa6Wpy/GmPyGmOKWWsPueP8SilRqVIlNm7c6HQYPkNzk1K+Q/NTQkGfnxYskPnfrVu775hPPil74k2aJNVWlEqBQMpN3lrxVQI4EO/7CNdtSrmVTWFlI+V5fvK30NykvMZPXhMBz4/+DoGdnxYskAWkrvLxblGpkiz8mjQJzp1z33EDnB+9JgJeev8W3mrYJbUkP8nIjTF9jTFhxpiwyMhID4elAknWrFk5duyYJigfYK3l2LFjZM2a1elQrkdzk/IKzU++wY9yE6QwP/llboqIgI0b3TcNM76hQ+HYMSmkoq5Lc5PvcEd+8tYG5RFAqXjflwQOJvVAa+0UYApAaGio/pcl4ehR2aDziy/g9Glo1EgqEt11l9OROatkyZJERETgN29sAS5r1qyULFnS6TCuR3OTG1krZfnHj4ctW2SJS69eUtHRP66jPUfzk+/wk9wEKcxPfpmbFi+Wz55o2DVuLAtVx4+Xkteukpo7d8rszG+/lT3ZWreG556DmjXdH4I/0dzkW9Kbn7zVsPsOGGCM+RJZ+HsqYOaIe9mpU1IKu2lTWL9eKvwuXCjrhd9+Gzp3djpC52TKlIly5co5HYbyL5qb3OjVV6XDadw4aNJE9uwcM0au3ZYsgYzeesfxQZqfVBoEbn5auRKKF4dq1dx/bGNk1K5rV1i2DFq1YudOae8NGiTXSpkywWefQbNmkptCQ90fhr/Q3BRY3PI2a4yZBTQFChpjIoDngUwA1trJwGKgNVKy9xwQYLUIvefDD6V3adKkK7d16gTlykH79tChQ3BfPCkVn+Ym74mMhLfegm3boFgxue2mm2DuXFlGs2gR3HuvszEq5UuCNj9ZC2vWSO+PpzbP7NBBCqm8+y60asWLL8LgwQn3Wxs4ELJnh5Ejpf2nVCBwV1XMB69zvwX6u+NcwW7+/KQLPdWrB/nySfXgevW8H5dSvkhzk/csWwZ33nmlURcnJESmY86bpw07peIL2vy0ezccPCjTjzwlc2Z49FGZMrBzJ99+W4lx465+WNeuMGCA1FnJnt1z4SjlLd4qnqLcJCZGphAkJWNGuV8ppbxNc5NSKkV++kk+N27s2fP06ydJ6f33k81PISEyaBgb69lQlPIWbdj5mZYtZV54Ylu3wj//QJ063o9JKaWaNZNRuxMnEt5ureQsd25VpZTyY2vWQIECULWqZ89TtKhMyfzkE+5rfibJa6dvvpE6KzlzejYUpbxFG3Z+pn9/uXh64QU4eVIumlauhHbt5LYsWZyOUCkVjEqUkCJOd98tVcxBZlv16wdnz8oaYKWUYs0aGa3L4IVL0IED4fRpxlafyQsvwNSpcOECREXB7Nly90sveT4MpbxFy2z4mUKFJCeOGCEXUhkyQOnSMo28a1eno1NK+bX9++HHH2HDBvjrL/n+zBk4f166tPPkgfLl4YYbpIxc06ZQuPDlH3/zTZgwQdbSnTolt3XpAt9/L0telFJB7uBBCA+XXmpvaNAA6tSh1Pz3WbL4MUaOMgwYINMvQ0NhzhxJY0oFCm3Y+aEyZWDWLLh4UXqecuf2XGEppVSAO3RINvKdOVPmdIMklRtugFq15OssWWTY7fhxuShbuhQuXZLH1q4tpXk7dyZDmTIMHQpDhsgemzlyJL/uTikVhOLW13mycEp8xkh1lF69CD27mmXLmnLunKyp0+mXKhBpw86PZcmiUy+VUmm0Z49sPDd9OkRHQ6NGsgFd8+ZQvfq1e4uio6UE78qVstvviBFSR/yee2DwYDLcfjt582pvk1IqkTVrpEXlzV3BO3eGYcPg/fehaVOtfqkCmq6xU0qpYHLmjFzkVK4so3T9+sm0y59/hieegBo1rj8FIGNG2Vfl6adh3TopXz5ypHx9552yfmbVKq88HaWUH1m/HurX9+6Gu9myQe/esudKRIT3zquUA7Rhp5RSwWLZMqlE9/bb0L27NMjee08aeelRrpxUINi/HyZNktHA22+XxXZ79rgndqWUf7t4ETZvhptv9v65H3tM5l9++KH3z62UF2nDTimlAl1UlIyutWwpa+Z+/hk+/lgqMLlT1qxyAbVrF4wdK4VYqlWD116T6ZtKqeC1ZYvkotBQ75+7XDkp2TtlijQwlQpQ2rBTSqlAdvy4bDL3xhsy7TIsTNbTeVK2bNKQ3LFDLqaefRZuuUW+V0oFp7Aw+exEww5kb4MjR+Crr5w5v1JeoA07pZQKVOHh0LAh/Pqr7BI+ebI0urylZEm5iPrySxnFq1tX1vUppYJPWBgULCh7NDmhWTOZdv7uu86cXykv0IadUkoFom3bZJTs6FH44QdnN7rs1EmmYd18s6zt691b9mpRSgWPsDAZrXNqf6YMGWTrg/Xr4fffnYlBKQ/Thp1SSgWabdvgjjuIKfWhAAAgAElEQVTkAmrtWqlS6bTixaWBOXIkTJsmxVUOHXI6KqWUN5w7B3/+6dw0zDjdu8t2CzpqpwKUNuyUUiqQhIdfadStXClVMH1Fxozw8ssyPTOuOt7mzU5HpZTytE2bICbG+YZd7tzQo4dMD9eOJRWAAq9hd+wYWOt0FEop5X2RkVL5MioKVqyAKlWcjihp7dtLZU6Q0cQVK5yNRynlWU4XTolv8GCp0jtpktORKOV2gdWws1Z6qm+5BRYu1AaeUip4nD8PbdvKBrwLFvjWSF1SatWSDc1LlZLG6Ny5TkeklPKUsDAoWlSmZDutYkW45x4pJnX+vNPRKOVWgdWwi4mRPZQOHZIXbc2aMtweE+N0ZEop5TnWylYG69fD5597fjsDdylVStYA1q8PnTvD9OlOR6SU8gSnC6ck9sQTUljqs8+cjkQptwqshl3GjPDoo/D331JSOzoaHnxQpiN9/LFuSqmUCkyTJsGnn8KYMXD//U5Hkzp588LSpXDnndCzp/SiK6UCx4ULsodl7dpOR3JFkyYya2DCBIiNdToapdwmsBp2cTJlgocflgpMX38NefJAnz5QoYK8iM+edTpCpZRyj3XrYMgQaNMGRo1yOpq0yZEDvvtOnsNjj8GUKU5HpJRyl23bpPF0001OR3KFMfDkkxLb4sVOR6OU2wRmwy5OhgzSe/3777BsmcyrfuIJKFNGKrOdPOl0hEoplXanTkGXLjKl8dNPJef5q6xZpVpm69YyrXTaNKcjUkq5Q1zlW19q2IHsr1mmDIwd63QkSrmNH18FpIIxcNddsGrVlfUczz0HpUvDM8/A4cNOR6iUUqk3cCAcOCDr6vLmdTqa9MuSRWZZtGgBjzyiBVWUCgRbtkC2bDJrypdkygTDhkmF3rVrnY5GKbcIjoZdfLfcAosWwcaN0KoVvP46lC0rF0j79jkdnVJKpczs2TJK99xz0LCh09G4T9as8M03kqu7dpX1d0op/7V5M1SvDiEhTkdytV69oGBBHbVTASP4GnZxatWSC6MdO6TAyuTJMlWzZ0/46y+no1NKqeRFRkL//jL7YORIp6Nxv+zZZcuG6tVlOv369U5HpJRKq82bfW8aZpzs2WVfu0WL4I8/nI5GqXQL3oZdnMqVZS1HeLgs2p89W/Z/euABGdVTSilf88QTcPo0TJ0q1YADUVy1zKJFpajKzp1OR6SUSq3Dh+HIEd9t2AEMGCBF9saMcToSpdJNG3ZxSpeGiRNh715Zd7dsGdSpIwv5de61UspXLFkia+pGjpQRrUBWpIjkYpBNzI8ccTYepVTq+GrhlPjy5pUKmfPnw4YNTkejVLpowy6xwoXhlVdg/3549VWpqNm4Mdx2m1xgWOt0hEqpYHXunMwsqFYNRoxwOhrvqFQJFi6EQ4fg3nvh/HmnI1JKpVRcw+7GG52N43oGD4b8+WH0aKcjUSpdtGGXnDx5ZORu3z545x3Ys0d6jENDpWqbbmiplPK2N9+UnDRpklSQDBb160uhmF9/lXXQmn+V8g+bN0Px4lKgxJflzg3Dh8ueduvWOR2NUmmmDbvryZ4dBg2SNXhTp8J//0GHDjIFavp0iIpyOkKlVDDYt08qt3XqBE2aOB2N97VvL89/9mx48UWno1FKpYQvF05JbMAAWdM7bJjOzlJ+yy0NO2NMS2PMX8aYXcaYq+YHGWN6GGMijTF/uD4eccd5vSpzZimLu307fPml9Jb37CmVNN9/X6cHKeWjAiY/DRsme3K++abTkTjnqaege3d44QWZOaGUHwuY3JSc6GjYts1/GnY5c8LLL8Mvv8CcOU5Ho1SapLthZ4wJAd4HWgHVgAeNMdWSeOhsa20t18fH6T2vY0JCpMd840Ypj1uypPTylCsne+KdPu10hEopl4DJT2vXwldfyfTwUqWcjsY5xsjWNA0aQLdusGmT0xEplSYBk5uuZdcuuHTJv4o89egh22E9/TRcuOB0NEqlmjtG7OoBu6y1u621l4AvgXvdcFzfZsyVipmrVkHNmlLMoEwZWXx79KjTESqlAiE/WSsXGcWKSeW2YBe3gXm+fHDffXD8uNMRKZUW/p+brmfbNvnsTw27kBAYN06mvr/1ltPRKJVq7mjYlQAOxPs+wnVbYu2NMZuNMV8ZY5LtcjbG9DXGhBljwiIjI90QnocZI+tdli2TCpp33AEvvSQNvKFD4Z9/nI5QqWDmtvzkWG5asECmBo0ZI2t+lTRyv/5a8uuDD0JMjNMRKZVa/p+brieuYVelirNxpNbtt0sthZdfhr/+cjoapVLFHQ07k8RtiVedLgDKWmtvAn4AZiR3MGvtFGttqLU2tFChQm4Iz4viKmZu3SoL/SdOhPLloV8/Kb6ilPI2t+UnR3JTTIxMv6xcWdb4qivq14f33oPly+G555yORqnU8u/clBLbtkHZspAjh9ORpN6770K2bNCnj1bhVX7FHQ27CCB+L1JJ4GD8B1hrj1lrL7q+/Qio64bz+q5q1WDmTNi5E3r3hhkz5MKsa1fYssXp6JQKJv6dn774Qi6OXn0VMmZ0Ohrf06cPPPIIvPaajGwq5T/8OzelxLZtcj3kj4oWhbffhp9+gg8/dDoapVLMHQ2734FKxphyxpjMQGfgu/gPMMYUi/dtW2C7G87r+8qVk/2m9uyRaZnz50t1qHvvhfXrnY5OqWDgv/kpJkamddesCfff73Q0vuvdd6FOHSmmsnu309EolVL+m5tSIiYGduzw34YdSOXzZs2kInHctFKlfFy6G3bW2mhgALAMSTpzrLVbjTEvGmPauh42yBiz1RizCRgE9Ejvef1KsWJSonz/fnj+eekBatAA7rwTVqzQ/VKU8hC/zk9ffimj/qNHy1pelbSsWaViKEDHjlrJTvkFv85NKbFnD1y86F+FUxIzRmZc5cghueXsWacjUuq6jPXhRkVoaKgNCwtz5Ny7dslg28aNUKSIVMBt0cJN11f//SdD++PGwaFDslbk2WehTRvIEBh7xh8+DBs2QO7c0LChFJpSCsAYs8FaG+p0HOnh8dwUEyMXRJkzwx9/JMgLFy7AZ59JYcioKMlLvXtLkcigtmABtG0L/fvL2rtkREdLLZozZ6BePShY0IsxKp+muSn9fvtNLm+K/vYdr/x5L9unr6dq93qOxeMW338vifbhh2H6dI92tIWHy3bJJUrIrgvap6fipDQ/BUYrws2+/14aI9mywahRMrA2ZIh8uKUdnCuXDO3v3g0ffABHjsj0zJo1ZU1NdLQbTuKMS5fg8celCNY778gWfxUrwo8/Oh2ZUn5k7lypxjZ6dIJG3ZkzUrBt7lxpzA0ZIu2+0FCIiHAwXl9wzz2yHcT7718ZwUtk8WKpZ/XEEzBhAlSqJF/7ccpVymdMmiQ7kFStCr0ayNTFtk9XZcoUhwNLr+bNJRfPnCmVMj3g+HHpl2rUSH6PHTrAzTfLbFalUsVa67MfdevWtd528aK1xYpZu2pVwttPnrS2QgVrV670wEmjoqydOdPaatWsBTnRlCnWXrjggZN51sCB1rZqZe2JE1duW77c2oIFrd2+3bm4lO8AwqwP5Jf0fHg0N8XGWlurlrVVq1obE5Pgruees7ZzZ3lIfKNHW/vAA54LyW9cumRt/frW5s5tbXh4grs2brS2UCFrV6++ctvRo9becYe1I0Z4OU7lkzQ3pd3+/dbmy2ftnj2uGx5+2NpSpeyuXdbmzWvtwYOOhOU+sbHWdusm12hTprj90E2bWjto0JXLvpgYaz/80NpSpaw9fdqtp1N+KqX5SUfsElmxQmqeNGmS8PY8eWT06dNPPXDSjBlliH/LFpg3T+ZU9e0rXcvjx/vNvO7jx6VDa+ZMyJv3yu3Nm8vsqIkTnYtNKb/xww8yDDds2FVTsz/9VHY/SDw9Z+hQGY06c8aLcfqiTJlg9mz5vT34oMxVdZkwQX6lt9125eEFCki++vBDmSGvlEqbL7+EBx6Q3Q0A2fapWjUqVJDaT7NnOxmdGxgDH38MrVrBo4/K127y229SgmH8eMiSRW7LkEEuA2++WabeK5VS2rBL5PhxKJXM9uklS8r9HpMhA7RrJ6/y77+XLRKGDpXNzl96CU6c8ODJ02/LFqhRI+k1Ky1byv7tSqnreOMNKbjUtetVdyWXn/Lkkanj2jhB8uXHH0seHTXq8s2//y7XZImVKCEXozrlSam0S5CbYmNloZirIqbHr528JVMmmQffvLlstfLii25Zn/P777KEL6kSC3rtpFJLG3aJ1K0Lq1ZJMafEli2T3hOPM0ZK7K5cKav8GzaU+d1lysDTT8O//3ohiNTLnx/++SfpvTwjIuR+pdQ1bNwoI3aDB1/puo3n5pth6dKrf+x//5OGXeHCXojRH7RvD/36SSN5+XJAJkIktQ4xOlpSquYnpdIuNDRebtq3D86fv9yw89q1kzfkyCGFmrp3lyrn7dtDZGS6Dpk/f/JrpPXaSaWWNuwSueEGWbz66KNw7pzcZq1MM1iwQPbC9aqGDeXEmzbB3XfDW29J93L//pI8fUiNGjJykHjKxaVLss/nww87E5dSfuOtt6S4Ur9+Sd791FPysXnzldsiIqSQyvDhWn02gfHjpbJo9+4QGcnDD0s7L3GhlBkzZPp9hQrOhKlUIGjbFo4ehbFjIeZP2W4vulJVXnpJVpO0bu1wgO6UKRN88olsY7VoEdx4I8yalXSvdgq0bQs//ywz8OOLjJTJB3rtpFJDG3ZJmDFDGnWlS0syqlpVZkIuWuRgj/hNN0ni2LEDHnoIPvpIyk326OEzc4iMgalTpVLfoEEym/Szz+CWW2S604MPOh2hUj7s0CGYMwd69Uq4SDWeu+6CV16RAf1GjaRi7403yhqW/v29HK+vy5ZNqgyfOAG9etGrpyVHDllj98UXMpD3+OMyW3PyZKeDVcq/ZcokI3OLFsGrD0vDrlbnKqxYISN5AdfpZIws2v39d5k636WL7E8wa5aMVqZCzpyyzrdFC5nduWKFFPetX18GE2rW9NBzUAFJ97G7hn37ZN1Y4cIyjcCn9hOJiJDe/SlTZGOr+++XvfDq1HE6MiIiZBeHdetkH7suXWS2QsAldpUmuldUMsaMkXf1v/+WTptruHAB1q6V2iCNGslIuUrGO+9Ib9P77xPd93HmzJEZGGfOQOPGMjujWDGng1S+QHOTexzv0IccP8wn/JcjcbMxA1tMjHTKjRkj+Tt3btnCqkkT6dmuUEFavtfx55+y1cH27VC8uDTqbr/d8+Er/5DS/KQNO38XGSkXLu+9B6dOyUrbZ5+VKxalfJBePCXh0iWZIhAaCgsXuu+4SubSt24Nq1fLYsQqVZyOSPkozU1u0rix9ISvWeNsHN4WEyN55tNPZQnNsWNye8aMMt+7eHEoUkTK8ebLJ4vnChaU20qXlmU22bM7+hSU70ppfsrojWCUBxUqJBtmDh8uw2Tjxslco1tvlQZey5Y+NtSolLrK3Llw+DAMHOh0JIHHGJg2Teasdu0qUwkyZ3Y6KqUC144dslN5sAkJgTvukA9r5fewfr2M4u3aJVWa/vhDSoSeOCENwfiMkUIPoaEy7/7uu7Vyiko1bdgFijx5YMQIWdw2daos6m3dGmrXlo2v7r9f50Iq5avefVfe0Js3dzqSwFSsmKxLvv9+qWT32mtOR6RUYDp6VD6CfWTcGCnQULVq0vdbK/vTHD0q66v37YOdO2VWQVyBgpAQaNNGppI3aaKd9CpFtHhKoMmeXXr9d+2SXuqzZ2XX0OrVYfr0BBv2KqV8wB9/SK/uY48lvZGRco/77pPyoW+8IQsUlVLuF1fMLbkGjRLGyFq88uVlHV6XLtLpNH8+HDwo+3AOGyblMm+/XR7j9BRb5Rf0KiJQZc4MPXvCtm2yqDdbNvm+YkVZj5fKqk1KKQ/56CPImlVrWnvD+PGyH2i3brqbu1KeENewC/YRu/TIkEEq9o0dC/v3S9ne3buhXj0p5Ru3F5dSSdCGXaALCYGOHWV4f/FiKFVKRvTKlpWkcfq00xEqFbzOnpUpNx076loKb8iVC2bOhL174YknnI5GqcCzY4d0VJUu7XQkgSFbNtnX9K+/ZKnNBx/I/sY7dzodmfJR2rALFsZAq1YyBWn16itr70qXhueek3neSinvmjNHOlf69nU6kuBx663w9NOyFlkrkCrlXjt2QOXKuqbf3fLkgQkTpIM+IkIKrKxe7XRUygdpwy4Y3Xab7Bi6YYPsdPzKK8SUKsMvDZ7grSER/P670wEqFSSmTJG1KLfc4nQkPuvYMZk9PmKEDLa5ZRb5mDFw002yUZR2ainlPjt2BM00zNhYuZR69ll49VUpbeBxrVrBxo1QooRUPV+61AsnVf5EG3bBrE4domZ9xdCWW/k2Ywfq//YuQ94tT/gdfRh89y6ts6KUJ23dCr/+Cn36aLWzZMyfD5UqSW2Z3LllgLNSJdi0KZ0HzpJFWonHj0vRGh/ez1Upv3HhAuzZExQNu+PHoVEjadRlzSq71TRqJH1GHle6tIzWVa0KbdvCkiVeOKnyF9qwC3Kvvw7bYqvS5ugMQnbvIuOjfegU9SnjFt/AX6FdYMsWp0NUKjDNmCEb1z70kNOR+KR//oFevWD5ctnv99lnZebk22/DvfdCdHQ6T1CzJrzwAnz1Fcye7ZaYlQpqO3fKMFYQNOweewzq15eJT6NHwzvvSF/drFmyN7nHFSoEK1ZAjRqyRnvDBi+cVPkDbdgFMWtlHe6bb0oHNmXLwvvvY/bu5ViPYZTdskCmK7VtKyMLSin3iI6W1srdd8sbtLrKJ59Ap06ylCS+Tp1kFpJbOqmHD5ers8cfl72klFJpFyRbHRw+LFvNvfxywskWhQpJyYIPPvBSIHnzwqJFUKCAvJfs3eulEytfFjANu/PnpQP8oYdk2cTSpdJxpJIXFQVHjsCNNya6o2hRCk17nTLsJ+b5F2UflYYN4c47pYdIpy0plSphYVLQrEsXGXE6/dVy+Pdf6NHD6dB81p49UKdO0vfVqSPVv9MtY0Z54zh/XgrYaG5TQeb4cRg3TnLTwIGkb419XMOuUiW3xOarDhyAcuWkyG5ibstNKVWsmPRyXbgA7dvDxYtePLnyRQHRsDt8WHp1Z82StkfNmlL0rEMH3Y/7WjJlgiJFYPPmq+/btAlylMxHyJjnYN8+uRrdsUN+wQ0ayOIXbTkrdV3PPy97YxcpAq1by+ttZc8ZROctIDeoJJUvn/zsog0bZEtOt7jhBtn6ZeFCmD7dTQdVyvdt2iQz+TZulFRUrJi0DUaOTOMBt2+XfSJz5HBrnL6mdGlpvCW1FeaGDVChgpcDqlZNOqj+9z/Z1FwFN2utz37UrVvXpkSnTtYOH57wtosXrb3jDmvfeSdFhwhar7xibbNm1p4/f+W2c+esvfNOa197LdGDL1yw9sMPrS1f3lqwtnp1az/7zNqoKK/GrPwbEGZ9IL+k5yOluWn1amvLlrU2MjLejceP2+iMme3MfINsbGzKfmfB6J9/rC1QwNpff014+2efWVuunJvTTkyMtU2aWJs7t7X797vxwMqfBFNuio2Vt/CZMxPefvSovMWvWJGiwyRUu7a1LVqk4Qf9T+fO1vbvbxPk8H//tbZiRWsXLnQoqCeekGuzuXMdCkB5Ukrzk9+P2J06JaPQiXuYMmeWBa1TpzoTl7946ikZSahcWb5+6inpwC5aNImOnyxZZLrSX3/Jpsogc19vuAE+/FCmAiilLps2DYYMgYIF4904dy4h0Zf4Lm831q1zLDSfV7y4dEK3bg2dO8OLL0KLFrL95vz5MovSbTJkkD9WTIzM5bc6JVMFtt9+k6W+Dz0EnDkD3brBwoUUKABPPCEvh1SJjZVrgwBfXxdn0iT44w+ZITZ6NPTvD9WrQ/fustzNEWPHQr16sqH5v/86FIRymt837I4dg3z5ZO/GxCpX1v/t68mYUdpo8+dDzpwyZ/y77+S2ZC+cMmaErl1lTtm8eXLV+uijMndq3Dh5k1BKceiQ5KEEZs2CG24g+qY6mp+u4+67ITwcmjaVafXdu0vhvavWBbtD+fJSSWr5ctlfUKkA9u+/shTOGKTT9tNPZTEwabx2OnAAzp0LioqYINedP/0klzwgM1DDwmDUKAeDypxZesPOnoUBAxwMRDnJ7xt2xYtLO2LPnqvvW73aQxcAAah2bel1eu45qFUrhT+UIQO0aycVM3/4QXrqnnxSMtyLL8qqbDexVv7OuqxP+ZMbb4Q1a+LdEBEBq1cT3akL63411KjhWGh+I29e6Td66SUp8JAliwdP1q+frCMeNixVFeYuXNCaBcq/VK8uo3YXLyIL7vPnh8hIQK6dUp2b4gqnBEnDDqRR3KyZXO489ZQUFndclSqymd7XX8NXXxETI9dOOgkhePh9wy5rVnnT79cv4UDR3r2y79ETTzgWWvAwRi6GfvwR1q2DW26RihFlyki2S0cZ8ehoeO01KFUKCheWaaPPPKOzPpV/eOwx+PhjKSwLyH5p1vLangcJDU1iNE85K0OGK/P3e/e+bk/Szz9L6suTRz7uvlsKUSjl6ypWlDpoQ4e69oQsVAiOHGHdOhmwfuyxVB4wSLY68AvDhhFTuy7/detP+fwnKVxYJiRMnKgNvGDg9w07kM6JMmWkt+Shh2QQqXZtadQ5Ntc5WDVoIHM5N2+Ge+6Raprlysk+UWnYY6VfPxkMXLJEZnmsWydTse67TxOU8n0VKsgMp/vvlwbA3te+YFPmUNYcqsSnnzodnUpSmTKSt1askLXDyVi7VvJQz55SHe/ECdny8667kq40rJSvmT4ddu2Si/6/ThZm0w+R3Huv3J7qTqcdO2R+ou7L6bgom5FHoj8kx/lI/nzgRc6dgzlz4PPPpWK8CnApqbByvQ+gJfAXsAsYkcT9WYDZrvvXA2VTctyUVneKs3u3tVOnWvv559YeP57aejPKI3butLZPH2szZbI2JMTahx+2dtu2FP3otm3WFi1q7dmzCW+PipJqXj/+6IF4lcfh5cpznshPqc1N589bu3zidmvBHhg6LrW/MuVtsbHWNm9ubY4c8saShKZNpUJnYhMmWNuhg4fjUx4RjLnJWms3brR2d5377amSVRNUyE6VJk2sbdgwjT+s3GnOHGtvvdXa2Ef6WJsxo7Vbt1prrT12zNp8+aTisPI/Kc1P6R6xM8aEAO8DrYBqwIPGmGqJHtYbOGGtrQiMB15P73mTUq4c9Ool6zDy5fPEGVSqVawo8zp275bdT7/+Wib3t2+f/CZVLosXy16E2bMnvD1jRvkbL1rkwbhVQPCV/JQ1KzQ/9iUYQ8knO7n78MrdjJE5tBkyJDkl89w5WVrcsePVP9q9u2yJp9S1+EpuAllXX65eYXJfiCRr1jQeZMcOnYbpIxYtgocfBvPqK1IVb9AgsJb8+aWy8PLlTkeoPMkdUzHrAbustbuttZeAL4F7Ez3mXmCG6+uvgDuNMcYN51b+omRJGD9eNjsfNUqmOYWGSpZZvTrJeZXGSPXxpMTGuqp5KXVtvpOfhg+HZcuk4pPyfaVLS8m7lSth8uQEdxkjKSup6eAxMdIeVOo6fCc3gUyhPHYs+TfdazlxAg4fDqrCKb7s8rVToUJS2eXHH6WnHL12CgbuePspARyI932E67YkH2OtjQZOAQWSOpgxpq8xJswYExbpqtCkAkjBgpJo9u2D11+HTZuklvmtt0o3U7wrpXvukQG+//5LeIhLl2Td0r2J3wKVR0VHy3VulSqQIwfUqQOffOLzax3dlp/SnZty5IDmzVP/c8o5vXtL59Pw4TLrwCVbNrjtNlmzkti0aZqbnLBunbxn5M4tRbYGDvT57Y58JzeBVCezVhp3qfXXX/JZG3Y+IW6dZEwMUl2wYkV45hmOHIph+XJo2dLpCIPLqVNS9K9UKRlAveMO6eP1FHc07JJq+ye+1EvJY+RGa6dYa0OttaGFdBFu4MqdWypm7tkD770nZeDbtJGqN3PmQEwMlSrJVKcWLeRNOzZW2oHt2slszltvdfpJBA9rpTDRokXSmPv3X2mXT5woCcuHuS0/aW4KQsbARx/J/O9evRJMyXzlFSlE8MEHUpH55El46y35eO45B2MOQt9/LxezbdtKja516+RPdsstlyv4+yLfyk1xP3fkSOp/dvt2+axTMX1CmzbSj9i5M+wIz0Tsiy/Dli28U/8LBg2Sjg/lHefOSeG0gwelMffPP9C3LzzyCB4roOaOhl0EUCre9yWBg8k9xhiTEcgDuG+TM+W/smWD/v2lNNf06bKPQadO8gYxbRoT37pEly7Qo4e8UbdtKw262bN1OoE3/fwz/O9/MpujYUPZyL55c5nh8fHHMgDrozQ/qfQpVUqGqlevhkmTLt98883yRr1smWwBVrSobFC8apVe33qTtVKy/5NPoE8f+VuULy8z/5s3hwkTnI4wWb6VmwoXls9paQnv2CGbY/vERm4qY0bphK1SRUaHMnXpyLasdRhx7jnGPKMbbnrT9Ony3jB9OlSrJtvidO4s67CHD5cZaO7mjobd70AlY0w5Y0xmoDPwXaLHfAd0d33dAVjhqvCilMiUSaoObN0Kc+fKeHXv3mSoXJEB9l3+2niOmBhpQDz7rDxcec+8efLnSbw5dP78MoL6XeJXvO/Q/KTSr1cvmb/09NMQHn755jp14NtvZZPn8+fhyy+1Uedt4eGyxKt166vv69NHcpeP8q3clN4Ru0qVpEWhfEK2bPDSSzJSFB2bgWrfjSXXsX2YqR87HVpQmTdPRuiMQfbtGjQILl6kZk3ZWeeXX9x/znQ37FzzvgcAy4DtwBxr7VZjzIvGmLauh00FChhjdgFDgRHpPa8KUCEhUgpzwwZ5EZQpIy+EsmUxY1+TycrK66Kirm7UxcmSRe73RZqflFvETcnMlEk2rktUJdMYnUHglOhoGSxK6vevufXrHcQAACAASURBVCkV0jNi9+efsj5C+SRjgGbNZLrT2LHSE6W8Ijo63rXTTz/J3P3MmQHP5Se31O6y1i621la21law1r7ium20tfY719cXrLUdrbUVrbX1rLW7r31EFfSMkR7yn36CNWugbl0ZqitdGkaO9OmFE4GoZUuYNeuq61nOn4dvvvHtxdian5RbxFX2/eknePddp6NRLpUqyXTMdeuuvu+LLzQ3pViBAvK+m9oRu7NnZa28Nux8mzHw/PNSz2DaNKejCRotWsQrsnXkiBQQNIa9e2WCWsOG7j+nFmVWvq9xYxm927AB7roLXntNRvKGDIEDB67/8yrdWrSQ2bE9e8riX4CdO+H++6UjsFri3ZeUCkQ9esicv2eekReAclxICLz8sqxb+fFHaeSdOyeFnaZNk/V3KgVCQqRxl9pO07jCKdqw83133gmNGsk1lI7aeUXfvrB2LYwZA1EHI7GFC/Pbb1LB9+mn5brK3bRhp/xHnTqy/m7bNimw8v77UKGClBfSiyyPCgmRxdi5c0ONGrIc49ZboV497fxTQcQYmDJF5tD07Jm2Pb+U23XtKtVIhwyBB3ItoXbBA3z/vWyXWq6c09H5kUKFUj9it3WrfK5Rw/3xKPeKG7U7cECqeSiPy59f6m7t2AH/WxbJmm2F6NxZtmMZPtwz59SGnfI/VapICbTwcOjXT8a5q1SRLttNm5yOLmDlzCkz0P79V97LIyLghRe0kI0KMiVKyHDQzz/7dMnFYNOxI2xef57ZIQ/y570jWbBAZxKkWuHCqR+x27pV1gxVqOCZmJR7NW8uPbJvvCELwJTHlSolhbVuLnuE+m0KsWtXvIIqHqANO+W/SpeWlsbevbIn3uLFUKuWjHEnteBCuUWWLPL+rw06FbQeekg2Ths58spUNOU4s+A7Mpw+RaY+PZwOxT+ldcSuShWtiOkvjIERI2D3bvj6a6ejCSoZjkaStXRhMni45aUNO+X/ihSROeP790t933XrZB757bfLzrVauV4p5U7GwOTJMozdo4f2fPuK6dOlw69pU6cj8U9pHbHT9XX+5d574YYb4PXX9frIWy5ehNOnr2wr4kHasFOBI29eGDVKNrsbP17W3d11l0w7mDfv6pKOSimVVkWLyoblv/0m05qUsw4ehOXLoVs3PN4lHqgKFYLjx1Neg/2//+T9Vht2/iVDBpnltHGjdH4rz4vrMNGGnVJpkCOHrKIPD5dCBydOSPnGG2+ETz/V3nWllHs88IAUchozRtf3Ou2zz6Tzrls3pyPxX3F72R07lrLHb9smn7Vh538eekjWC7/+utORBIe4hl3ca8yDtGGnAleWLNCnj5Qj+vxz6aXq1k02PvrgA7hwwekIlVL+7v33pfRZt25w6ZLT0QQna2HGDJmCX6mS09H4r7jRhJSus4uriKkNO/+TOTMMGiSlY//4w+loAp+O2CnlRhkzQpcu0qP+3XeyJu/xx6UO9ltvyXQSpZRKiwIF4KOPYPNmKROrvO+332T0qEcPpyPxb3GjCSldZ7d1K2TNCuXLey4m5Tl9+8o64XHjnI4k8MV1lmjDTik3ypDhSsXMFSukl3H4cNns/IUXZG2BUkql1j33QK9eMHasVuR1wpQpMgW/c2enI/FvaRmxq1JFNjpV/idvXujdG2bNgn/+cTqawKZTMZXyIGOkYuYPP8Cvv0LjxrJGpnRpaegdOuR0hEopfzN+vGxY1K0bnD3rdDTB49Qp2SSqSxfIlcvpaPxbakfstmzRjcn93eDBsjb1vfecjiSwRUbK7LG8eT1+Km3YqeBWvz7Mny9vUO3ayZSEsmXhscdknxellEqJ3Lml3H54uHQQKe/44gs4d06mlan0yZ9fZrakZMTu33+lEmmdOp6PS3lOuXJSXG7yZO2Q8qQjR2RE3FO7ksejDTulQHodP/sM/v4buneHadOgcmV4+OErC8SVUupamjaFoUOlONOSJU5HE/ishQ8/hNq1oW5dp6PxfxkyQMGCKRux27BBPoeGejYm5XlDhsDJk1I1XHlGZKRX1teBNuyUSqhCBVmvsXu3TFH45htp9N13H/z+u9PRKaV83csvS87o1QuOHnU6msD2++9SFKtvX6/0hAeFYsXgwIHrPy4sTH7ntWt7PiblWY0aScfIxIm6YbmnaMNOKYeVKAFvvw3798Po0bB6tWx0ftddsGqVJj+lVNKyZpXR/+PHpcGhucJz3ntPqvp16eJ0JIHjhhvgr7+u/7gNG+SxOXN6PiblWcZIR/b27bphuaccOeKVwimgDTulrq1AAamYuW8fvPGGlDS//Xa45RZYuFAv2pRSV6tZE155BebNg08+cTqawHT4MMyeLVsc5M7tdDSBo2pV2LMHzp+/9uM2bNDpr4HkgQegaFGYMMHpSAKTjtgp5WNy5ZKCCHv2wKRJsmj8nnugVi2pyBYT43SESilfMnSodAINGgS7djkdTeCZMkU2hB8wwOlIAkuVKtJhuXNn8o+JK5yiDbvAkSWLFI1bskRqDSj3uXgRTp/Whp1SPilbNkl+O3fCjBlyYfHgg/JmOHWqfK+UUhkySI7InBm6doWoKKcjChxRUVLFr0ULmQ6o3KdqVfm8fXvyj4krnKINu8DSr5/kK936wL28uIcdaMNOqbTJlEn2q9q6Fb7+WqYCPfKIFF955x0tG6yUkn3tpkyB336TvTKVe3zzjYwYDRzodCSBp3JlWXO1Y0fyj9mwQQunBKIiRaBTJ5k+fvq009EEjriGnY7YKeUHMmSQPWDCwmDpUtkTZsgQ2QvvlVekhLBSKnh16CAVMl97TYowqfSxVgpbVaoErVo5HU3gyZZN3r+u17CrXFk3hA9EAwfCmTOyJ6dyD23YKeWHjJFpQWvWwE8/SQXNUaOgTBl49tmUbfiqlApM77wDFSvKlMxjx5yOxr+tXi3bHDz5pHSsKferUuX6UzF1GmZguvlmaNAA3n0XYmOdjiYwxF3/6VRMpfzUrbfCokXwv/9By5Ywdqz0gA4enLL9gZRSgSVnTimydOQI9Oyp1XTT4803pee7WzenIwlcVavKlgdJXdjv3w///CMNABWY4go+LV3qdCSBQUfslAoQtWtLOe4dO6BzZ6mmWb489O6tVaeUCjZ16siWKQsWSG+4Sr0//4TFi2W6WLZsTkcTuKpUgQsXZJufxJYskc933eXdmJT3tG8vG9VrnnKPyEjImBHy5vXK6bRhp5SnVa4M06ZBeLhU1PziC3nj7NQJ/vjD6eiUUt4yeDC0aSNbp4SFOR2N/3nzTcieHR5/3OlIAltcZcyk1tktWSJLDOIeowJP5sxyrbJ0aco2q1fXduSIjNYZ45XTacNOKW8pXRomTpRe0BEjJGnWrg133w0//+x0dEopTzNGihIUKSIbAmtxpZQLD4fPP4e+faFAAaejCWxVqsjnxOvsLl6EH3+E1q29dpGqHNK3r2594C6HD3ttfR1ow04p7ytcGF59VRp4r7wipdBvvRWaNIFly3T9jVKBrEABmaJ94IBMy9bXe8q8+qpsM/PUU05HEvgKFpSPxCN2a9dKxUStRhr4ihSRJSTTp8OpU05H49/275eOfS/Rhp1STsmbVypm7t0LEyZIj3TLlhAaKnvjaUUqpQJTw4ay/cE338hrX13bnj0wc6aMIhQr5nQ0wSGpyphLlsgozh13OBOT8q5Bg6Qh/8knTkfiv6yVa7yyZb12ynQ17Iwx+Y0x3xtjdro+50vmcTHGmD9cH9+l55xKBZwcOWTtze7d8PHHsjFohw5QvbpczERFOR2hX9L8pHzak09Cu3YyAqVTsa/ttddka4MAGa3zi9zUoAH8+qtclMZZvFhmluTI4dVQlEPq1oVbbpEiKjExTkfjn06elGs6f2nYASOAH621lYAfXd8n5by1tpbro206z6lUYMqcWaZm7dgBs2bJ9927y0a8kybB+fNOR+hvND8p32WM9ISXKSPr7Q4fdjoi37Rzp/ye+vaFEiWcjsZdfD83DR4sjemxY+X7v/6SEbzWrb0ahnLYkCHS6bxwodOR+Ke4jhE/atjdC8xwfT0DaJfO4ymlQkJkbvsff0hp9OLFoX9/KFdOyqX/95/TEfoLzU/Kt+XNK9OuT5yAjh11dD4po0ZJJ9fIkU5H4k6+n5tKlpSOxmnTYNs2+f/Mk0dmk6jg0a6drA/TKeNp44cNuyLW2kMArs/JlX3JaowJM8b8aoy5ZgIzxvR1PTYsMm5TP6WCkTFSGv3nn2HlSrjpJnj6aenhf/55OHbM6Qh9nVvzk+Ym5RE1a8oU7J9+gmHDnI7Gt4SFwZw5MHQoFC3qdDTu5B+5aYRrILF+fWncffWVNPhU8MiYUfaNXLVKt2dKi/+3d+9xOtb5H8df3xnnkhVZco5CqAeNCqMkSVQ2Ua1sRFmqtdUuq2zn7bCVktVWRKeVopI2p1KhAzkkVpIwip9kU8tGasZ8f398bmtMM+aeuQ/Xfc28n4/HPMzcc819feZu7k/X53t9v59vKhZ2zrn5zrk1BXz0KsZ5GnjvM4B+wFjnXJPCDvTeT/DeZ3jvM45J0i7tIinNOejcGd54wzponnkm3HmnFXh/+ANs2xZ0hIFJZn5SbpKE6dfPpjyNG2frasWMGmVdREeMCDqSYisVualBAxg40BpojB8PXbvG77klPAYPtv0jddeu+DZvhqpVoXqBy2gTolxRB3jvC30nO+e+ds7V8d5/5ZyrA+wo5Dm2Rf7d5JxbALQBNpYsZJEyrF07mDEDPvnE1j488oj9D3fgQGss0KTQMZNSSflJSo3774fVq+Hqq+GEE6x5RVk2a5btmfbww3DUUUFHU2ylJjeNHQv9+8MZZyT1tJJCqleHQYPgiSeskZE600bvQEfMJO77GOtUzNeAAZHPBwAz8x/gnKvunKsY+bwm0BFYG+N5RWKSk2ONikK7hVTLlvDcc7B+vSXcp5+2i8HLL4c1a4KOLlUoP0l4lC8P06bh69Ujt9evyM7aGnREwfnxR7uD2awZXHNN0NEkQnhyU5UqKurE3o/797N/7N/YsyfoYEIkyVsdQOyF3X3AOc65z4FzIl/jnMtwzj0ZOaYFsNw5twp4B7jPe68LJwnEt9/C0KE2u6dOHWs4+dhjIS7wjjvOfoHNm20dysyZ0Lq1LXheujTo6IKm/CSh8uysGvTiNb7fsZe1TS9gaP/v2b496KgC8MgjsGGD3S2qUCHoaBJBuUlCZYNvwuI6vdl9/2M0rPE97dpZbzc5jAD2sIMYCzvv/U7v/dne++Mj/34beXy59/6qyOcfeO9be+9Pjvw7KR6BixTXDz/Yvqrp6bajwPffw5QpMGEC3HFH0NHFqE4deOAB+PJLuP12WLTIFryfc441Xglt5Vpyyk8SJo88AvfcA3+Y3JKqr7/ASaxm+JJ+dO60n//8J+jokuirr+Cuu+CCC6B796CjSQjlJgmTLVtsaf/nvf5Idf7Djvsmc9ttMGwYTJ8edHQpLIA97CD2O3YioTF1qjVWGz/e6iDnrPaZM8cuqkpFk8mjj7aOmV98AQ8+aNMyu3SBDh1seK0MFngiqW7PHuuH9PrrdgHlevbAjRvHiRv/yVh3A5OeLEPv2+HDbduHhx4KOhIRwd6K/frBFY+eBpmZpI19iPPPzWbqVLj5ZsjNDTrCFBVAR0xQYSdlyKxZcMUVP1/DWrs2dOoEb78dTFwJUbWqdczMyrLNzbdvhwsvtNbqU6faIkMRSQlLlkCLFtC0aZ4Hr70Wrr+e7p//jSMeHxNYbEk1c6a11L/ttnwvhogE5cC1E2BbLn3xBUydSmamXUqsXx9oeKlLhZ1IYqWlwf79BX8vJ8e+X+pUqmTzJdavtzbqOTk29Na8OUycaE0KRCRQheamMWP4v8xLGLpxBDz/fNLjSqpdu6xRykknaT8/kRRySH7q2dPeo/feC7m57N9vy1ukACrsRBKrVy+YPPnnsxG//BIWLy7lW/SULw+/+Y1NzXzlFWtfPGSINV95+GHU5kokOO3bw8aNtotJXt6lcUP1Z9ja9EwYMMDmjZdWN95oMwuefNLylYikhF69YNKBFZ7OwU03wbp1rLrjVY48UjfXCxXAHnagwk7KkL597QZV//52Ays7G+bOhW7dYPRoqFYt6AiTIC0NLrrIOma+8Ya1Bb3xRtvs/C9/ge++CzpCkTKnUiUbAO/Z02Yj/vSTzaIeOhTWba7ELxbMtFHyiy+Gd98NOtz4e+UVG3UbNcr26hSRlHHDDbZE/6abrLfRD+f3Zfcvm+LuvZsH7vfJ3KItXALYww5U2EkZUrGi1TL169u2PJUqWUF3221lcOaPc9Yxc8ECeP99u2Vwyy1W4I0aBV9/HXSEImXK4MHWxOmvf4XKla2+qVLF3qJH1q1mo1ANG8L555eurUy2bbNN2TMyrKOviKSU2rXhvffgm29sFcdR1dOZcPRNnJzzET2ZFXR4qSuArQ4AnE/hLnkZGRl++fLlQYchpZT3SR9IKdKBLRjmz7fCs29fG8VPyhz2Vavgvvtg2jTbO+qqq2DECGjQIK6ncc6t8N5nxPVJk0y5SRKp0Ny0dau1zdy505JERnLfRu+9Z0t1d+60Uw8eDLVqxfCEOTlw7rk2F37lStuQPEDKTSJF8x5cTnakyjsKVqwIvEnBjh02XXT5ctun+IorIDOzkINzcxMfb3a2TcO87jrrUB4H0eYn3bGTMivVirpt2+CUU2wZzUUXWVK64w77PDs7CQEc6Ji5bh1cfjk88QQ0aQJXXmmPiUhSFJqb6tWzfSmrV7c77suWJSUe72HkSFum26wZXHYZbNoErVvbNV2JjR5t7Yj//vfAizoRiY5z2DrY22+Hjz+GGTMCjWfFCpupvmmT5aZmzaywGzkSfM5+eOstGDjQZjwccQSUKwdt2sDvf299BxLhk09s7U+SB99Ad+xEUkafPnDiibaf1QHZ2XbHrmdPy0FJtWWLjTRNnAj79tn6nptugrZtY3pajYqLxGjzZtuf8ptvrBd5p04JPd1bb8Fvf2t1ZN4+ANOn2wzuTz8twUDZK69YThk6FB57LK7xlpRyk0gx7N8PrVrZ3a/VqwNpj5mba9dNd91lM5wO+O47uKb1u0yscC1HZv3L7iyedx7UrWszkpYtgw8+sOJryBB7gpo14xfYpEk26+nzz+PWXUZ37ERC5LvvbGbViBGHPl6+PPz5z/DUUwEEVb++LfrZvNkKujfesFuK551nc7JEJBiNGsGiRXDssTaVMcHdMp9+2hoo5G/u1qePXcstXlzMJ1yxwobUTz0Vxo6NV5gikkzp6TataO1aeO65QEJYssRuwPXpk+fBvXupPuIqpv7fGezbscti274dXngBxoyxTlXz59vg9bXX2uB1RoaNUMXL8uXWka9Jk/g9Z5RU2ImkgJ074eijbUp2fk2bBtzLpFYtuPtu2xfinnvsoqxTJ1i4MMCgRMq4evWsuGveHC64IKGjP19/XfD1iXOWn3bsKMaTZWXZFISaNeHVV62rlYiEU58+NkAzerQ1CUiyA7npfzMGsrKgY0eYPJmsviMZdNpaa4VeufLPf7hGDRg3zqrDffvs5+LVdXj5chsID2DNjwo7kRRQvz789782Rzy/t9+25W+Bq1bN7txt3mwXkQme/iUiRahVy9pmdukCgwZZi9/c3Lif5uSTbWlffvv22d261q2jfKIdO6BHD5v+NGcO1KkT1zhFJMnS0mwv3G3b4P77k376k06yHLRvH/Dhh9ZOOCsLXn+dxxv/lWZtjyj6STIy7Elq1bIZSR99FFtQP/5ozegCWF8HKuxEUkLFinDNNdb1e/fug4+vX28DYTfeGFxsP1Olii1EDrgLlohga0dmzbL35J13wiWXwJ49cT3FsGG2zdyCBQcfy862db+ZmVHONtqxwwrQL76wzfpatIhrjCISkA4drGvJAw/YzJ4katLEctDjF7+JP/tsG4BetowFVXrw1FOWu6LSuLGNoteoYTMKYvk91qyxBBlQYVcukLOKyM/ceqtdKDVqBF272h28Dz+0fa26dSvZc2Znw2uv2eBRrVqWe+O5PlhEUkD58lZ5tW5tC3XXr7fOJnHqNHnccdYwt18/+7xhQ7uDd8op8I9/RPEE27dbUtu0yYrQM84AbEnLq69anurWDU47LfW6FYtIFO67z97M119vjZGS6Lk+M6nQvy9r00/k0ZPnsvrK2mzaBM8/b/kqasceC7NnQ8eO7O/egynXLWHD9iNp0sQas1SpEuXzHGhepDt2ImVbejqMH2/NpXr1soZKX3xhd/FKYuNGaNnS+p+kpVmRePzxtn5YREoZ5+zW/pw5B/dOmTIlbk/ftavlo9GjoXt36z3wz3/aAPlhrV1rFVtWlhV1Z52F97a901ln2RqZvXtth5Vf/SoypUpEwqVhQ9v+YMYMePnl5J13xgyOGNCH8qe2Jf3dBbS/qDY332y5qmvXEjxfy5asvvUl+PRTGtw7jPQ0z0svWYG4ZEmUz7F8uTVNCGBzctB2ByKlkve2K8GgQfC73x18fM0au5h6/3044YRgYlNLcZEE27oVfv1r61576aU2YhTErfp58+z8lSvD669bsQlMmGDdwN9802aSgt21u+wym1oVwFIdQLlJJCY5OdZI5auvbEAnfxvdeHv5ZUsa7drB3LkHk0kMdu+2hlAfnHcXTZ+91RLVoEHMmgWDB9ukgyLv3LVpY1Ok5s2LOZ68tN2BSBl2oMnTddcd+nirVnYHcOLEYOISkSQ4sJH53XfbtKiWLW3OZLIGcnNy4Oab7dZegwaWkCJFHdh+5Pfee+h1WPny1ol80iT46afkhCkicVSunL2B//1vGD48sfnm5Zdt0OjUU+NW1IFNOT/zTGg6+Wa75XfttbBmDT17Wv340ktFPMHevTaCHtA0TFBhJ1IqbdhQeKfdU06x74tIKVaunBVXy5fbNKnf/MauWBJ9N+ejj6B9e6vcrrrKirqGDQ85ZOPGgq97GjWyKenffpvYEEUkQdq0gVtusYGkyZMTc47p062oO+20uBZ1kCc3pafb71Ctms1++OGH6K6dZs60ga2zz45bTMWlwk6kFGrcGFauLHjAbOXKYi4oFpHwOukkK64mTrRuJe3a2WK2FSvie55t22yKQLt2tvHviy/aOQuYt3QgP+X35Zd2TXT00fENTUSS6M9/Pni36+OP4/vczzxj0y9PP92KuoI2/43BIbnpl7+0861ZAyNGRHft9NRTNpDVuXNc4yoOFXYipVDHjjbgNGHCoY+vW2ePlbQhi4iEUFqa3T3buNG2RHjnHRuWzsy0BiuxbCy8erVdwB13HDz+OAwdaonmkksK/ZGhQ21LzLynzcmxhp4DB0KFCiUPR0QClp5ueaVGDejd2wZ94mH8eEsQXbrY+rU4F3VgN+fmz8+ztcu551pTqkcfpfrCV+nb9zA//OWX9sMDBgS6HZS2OxAphZyzueDnnmuzFrp0sWu6V16BceOgefOgIxSRpDvqKJsmNXy4jSz/7W/Qvz9UqmQb8559tm1F0KxZ4dXVnj02pP3mm9YQ5aOPbIHcFVfY1M8opgMMHWpP0by5dcOsVMlu8DVqBE8/HdffWESCUKuWbX/QpQuccw4sXFjyBk7798Mf/whjx8KFF1qyqFQpvvFG/OIXMG0a9OljobdpAx9vvIc/lXuXJ7OvoNyWpYVfQD37rE2TGjgwIbFFS10xRUqxH3+0Yu7APnb9+kHt2sHGpM5zIikiN9da5L74om14uWWLPZ6ebnOSjjnGisHcXNtYc9u2gxv3pqXZXb/LL7fEUoKLtlWrrDt6drYNQnXqFOw+dspNInG2cKE1UWrRwgaCjj22eD//zTdWKM2aZRv9PvigrR9OsF27rJFKVpZ16u3XaQtHds6wym/p0p/v8+K97SdVv77NiEiAaPOTCjuRGOzZA08+aXfHfvrp4LTy4uauskQXTyLJsXChdaDcsMHqtKFDD7O3k/ewebMVeuvWweefWxeT3butiKta1UaHmje39rpnnpn4duZJptwkkgBz59otsKpVbQpRZiZff225ae5cu+Hfu7ctETlkduWcObZn086dtiHvsGGB/QoALFpksxpOP93uRtaocfB7kybZdPdnnrHZCwkQbX7SVEyREvrvf+1Wfd26tlb4iCPsFn67djZgE9Q+cSIiY8fCww/DqFG2dm3lShgyxD5GjSrgB5yz6q9x46THKiKlWPfu1sCpd2846yx2X3o15789moxedXnwQduaacIEq4kWLIDqny+1zc7nzLFBpLlz4eSTg/4tbJr6lCnWYbhDBytSW7WywK++2oq+Sy8NOkoVdiIlNWaMFW//+MfB6UOZmbbE5PrrYfbsYOMTkbJp61brkbJqlc0MAps1ef750Lq19TVRZ1wRSZpWrWDZMvjTn6gyYSKL0ydTbus58EEm1K1L1277mLfuM/adMBe+WWOtce+91y6mErSerkQuucSmZPXqZcVmpUpWmXbrZnfxKlYMOkIVdiIlNWWK3aHLvybkt7+F226z2QN579SLiCTD9Olw8cUHi7oD6tSx5XAvvGB9TkREkqZaNb5/8HFOe/ZPrOw/BhbNt3V3gAO6la/A+2mdqPPQIBg8OK7708VVZqaNms2eDevXWzF3yy0pU4CqsBMpod27bZuT/CpXtnni33+vwk5Ekq+w3AT2+O7dyY1HRARg717YXrkx5Z8Yb9Xcv/9tnUoqVmRXWg16tqjC7huCjjIK9erZvPYUFNNGC865vs65T5xzuc65Qhf0Oee6O+c+c85tcM4VNLtfJHQ6dPjfYNMhVq60XgN16yY/JjlI+UnKqvbtLTfl743mvT3evn0wcYlRbpKyqmZNm2W5ZEnkgWOOgaZNoX59/vlWFTp0CDS8UiHWHfTWAL2BRYUd4JxLBx4FzgNOBH7tnDsxxvOKBG7kSLj1VmuUdMDGjbY3XSCp/gAACYtJREFU5ahRSenIK4en/CRlUteutg3dyJHwww/22L59Nlto715bayeBUm6SMiktzaaBDxoEn3128PHFi+26qcDGTlIsMV16eu8/BXCH33jmVGCD935T5NgXgF7A2ljOLRK09u2tk9OAAVClinXF3LTJElPQXXlF+UnKrrQ02/bpqqtsnV2LFnYRlZEB8+bZNnUSHOUmKcuuvNK6imdmQqNGNui0axeMGwedOwcdXfgl455CXWBLnq+3Aqcl4bwiCXfhhdCzp02/3LcP2ra1Ik9CQ/lJSqVjjoGZM20/8awsaNjQLqIkNJSbpNQaPtyWqK1YYfvYtW2rWU7xUuTL6JybD9Qu4FujvfczozhHQUNShe6K7pwbAgwBaNCgQRRPLxKs9HQbCZfkS2Z+Um6SMGrQwD4kuZSbRA6vUiXo2DHoKEqfIgs7733XGM+xFcjbdLkesO0w55sATADIyMgotAAUEUlmflJuEpFoKTeJSBBibZ4SjWXA8c65xs65CsBlwGtJOK+ISFGUn0QkFSk3iUixxbrdwUXOua1Ae2CWc25e5PFjnXOzAbz3OcB1wDzgU2Ca9/6T2MIWETk85ScRSUXKTSKSKLF2xZwBzCjg8W1AjzxfzwZmx3IuEZHiUH4SkVSk3CQiiZKMqZgiIiIiIiKSQCrsREREREREQk6FnYiIiIiISMipsBMREREREQk5FXYiIiIiIiIhp8JOREREREQk5FTYiYiIiIiIhJwKOxERERERkZBTYSciIiIiIhJyKuxERERERERCToWdiIiIiIhIyKmwExERERERCTkVdiIiIiIiIiGnwk5ERERERCTkVNiJiIiIiIiEnAo7ERERERGRkFNhJyIiIiIiEnIq7EREREREREJOhZ2IiIiIiEjIqbATEREREREJORV2IiIiIiIiIafCTkREREREJORU2ImIiIiIiIScCjsREREREZGQU2EnIiIiIiIScirsREREREREQk6FnYiIiIiISMipsBMREREREQm5mAo751xf59wnzrlc51zGYY7b7Jz7l3PuY+fc8ljOKSISDeUnEUlFyk0ikijlYvz5NUBv4Ikojj3Le/9NjOcTEYmW8pOIpCLlJhFJiJgKO+/9pwDOufhEIyISJ8pPIpKKlJtEJFFivWMXLQ+84ZzzwBPe+wmFHeicGwIMiXz5vXPusxKcryYQlhGuMMUK4Yo3TLFCuOKNJdaG8QwkDqLKT2UwN0G44g1TrBCueMMUK5Q83rKcmyBc/53DFCuEK94wxQrhijfh105FFnbOuflA7QK+Ndp7PzPKYDp677c552oBbzrn1nnvFxV0YCRxFVr4RcM5t9x7X+i89VQSplghXPGGKVYIV7ypEmsy81NZy00QrnjDFCuEK94wxQqpEW/YchOkxusWrTDFCuGKN0yxQrjiTUasRRZ23vuusZ7Ee78t8u8O59wM4FSgwMJORCRayk8ikoqUm0QkCAnf7sA5d4RzruqBz4Fu2MJhEZFAKT+JSCpSbhKRkoh1u4OLnHNbgfbALOfcvMjjxzrnZkcO+yXwnnNuFbAUmOW9nxvLeaMQ85SEJApTrBCueMMUK4Qr3pSPNUXzU8q/bvmEKd4wxQrhijdMsUKKx5uiuQlS/HXLJ0yxQrjiDVOsEK54Ex6r894n+hwiIiIiIiKSQAmfiikiIiIiIiKJpcJOREREREQk5EJd2DnnujvnPnPObXDOjSrg+xWdcy9Gvv+hc65R8qP8XyxFxXqjc26tc261c+4t51yg++kUFW+e4/o457xzLrBWs9HE6py7JPL6fuKcez7ZMeaLpai/hQbOuXeccysjfw89gogzEstk59wO51yBi/adGRf5XVY759omO8ZUpNyUOGHKTZE4QpOflJtKvzDlpkg8oclPyk2JFZb8FHhu8t6H8gNIBzYCxwEVgFXAifmOuQZ4PPL5ZcCLKRzrWUCVyOfDgoo12ngjx1XFWi8vATJSNVbgeGAlUD3yda1Ufm2xxbXDIp+fCGwOMN4zgLbAmkK+3wOYAzjgdODDoGJNlQ/lpmDjjRwXeG4qxuubEvlJuan0f4QpNxUj3pTIT8pNKRFvSuSnoHNTmO/YnQps8N5v8t7/BLwA9Mp3TC/gmcjnLwFnO+dcEmM8oMhYvffveO/3Rr5cAtRLcox5RfPaAtwF3A/sS2Zw+UQT69XAo97778D2BEpyjHlFE68Hjop8Xg3YlsT4Dg3ENsP99jCH9AKe9WYJ8AvnXJ3kRJeylJsSJ0y5CcKVn5SbSr8w5SYIV35Sbkqs0OSnoHNTmAu7usCWPF9vjTxW4DHe+xxgF1AjKdEVEkdEQbHmNRir5oNSZLzOuTZAfe/968kMrADRvLYnACc45953zi1xznVPWnQ/F028twP9nbXDng38LjmhlUhx/7bLAuWmxAlTboJw5SflptIvTLnpkFgiUjk/KTclVmnKTwnNTeXi9UQBKGgEKf/eDdEckwxRx+Gc6w9kAGcmNKLDO2y8zrk04GFgYLICOoxoXtty2JSCztho3rvOuVbe+/8kOLaCRBPvr4GnvfdjnHPtgeci8eYmPrxiS5X3WCpRbkqcMOUmCFd+Um4q/cKUmyBc+Um5KbFKU35K6HsszHfstgL183xdj5/fdv3fMc65ctit2cPdHk2UaGLFOdcVGA1c6L3/MUmxFaSoeKsCrYAFzrnN2Bzh1wJaCBzt38FM73229z4L+AxLVkGIJt7BwDQA7/1ioBJQMynRFV9Uf9tljHJT4oQpN0G48pNyU+kXptx0SCwRqZyflJsSqzTlp8Tmpngu2EvmBzaSsAlozMGFlC3zHXMthy4CnpbCsbbBFoYeH4bXNt/xCwiueUo0r2134JnI5zWxW+A1UjjeOcDAyOctsDe8C/DvoRGFLwLuyaGLgJcGFWeqfCg3BRtvvuMDy03FeH1TIj8pN5X+jzDlpmLEmxL5SbkpJeJNmfwUZG4K5A8qji9cD2B95E09OvLYndioDVi1Ph3YACwFjkvhWOcDXwMfRz5eS+XXNt+xQSeool5bBzwErAX+BVyWyq8t1s3p/Uji+hjoFmCsU4GvgGxslGkwMBQYmue1fTTyu/wryL+DVPpQbgou3nzHBpqbonx9UyY/KTeV/o8w5aYo402Z/KTcFHi8KZGfgs5NLnISERERERERCakwr7ETERERERERVNiJiIiIiIiEngo7ERERERGRkFNhJyIiIiIiEnIq7EREREREREJOhZ2IiIiIiEjIqbATEREREREJuf8HOTp1nlBekh0AAAAASUVORK5CYII=\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "e4c21682f993462a809bfdcb5790dac0": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Show Original:", "disabled": false, "layout": "IPY_MODEL_dc71c93514fb488daa5b6c39ebe7becd", "style": "IPY_MODEL_e997c04016a24fa79b5433e9559e9460", "value": false } }, "e5b17ff543c64f4193bbbaf725918ba7": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "e5d5a8028ea84694927692e8ec3f8150": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_3dcf3293bdd0426f9b7cd0e173646316", "style": "IPY_MODEL_8506449419e848ce864c4dd5612aaea3", "value": false } }, "e62656d6ea1040fbbe02d8d35643d251": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "e63601104ba34be6a5d1d521fa4a4c74": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_880660e9161c4c9a8260633cffba0de5", "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAD8CAYAAAB+UHOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAHk5JREFUeJzt3XmUVNW59/HvYwMiiIqAisyJqICwGFrAGBUjKOIADijkqqBGlCt5c/WNXrK8ipqYmHjf6xA1DIoYch1AIUKEgCQSUQFplBkNKEQ7uLAZNcjU8Lx/7BLa7uqm6Dpd1dXn91mrFlXnbM5+Nt2cp/bZ++xj7o6IiMTPEdkOQEREskMJQEQkppQARERiSglARCSmlABERGJKCUBEJKYiSQBmNt7MvjCzFeXs72Vm281sSeJ1XxT1iohI5dWK6DgTgCeB31dQZp67XxpRfSIikqZIegDu/hawJYpjiYhIZkTVA0jFWWa2FNgA/NTdVyYrZGbDgGEA9evX73b66adnMEQRkdy2ePHiTe7eJJWymUoA7wOt3P1fZtYP+CPQNllBdx8LjAXIz8/3goKCDIUoIpL7zOwfqZbNyCwgd//S3f+VeD8DqG1mjTNRt4iIJJeRBGBmJ5mZJd53T9S7ORN1i4hIcpFcAjKzF4FeQGMzKwRGAbUB3H00cDUw3MyKgZ3AINcypCIiWRVJAnD3wYfY/yRhmqiI5LC9e/dSWFjIrl27sh1K7NWtW5fmzZtTu3btSh8jk7OARCTHFRYW0qBBA1q3bk3iqq5kgbuzefNmCgsLadOmTaWPo6UgRCRlu3btolGjRjr5Z5mZ0ahRo7R7YkoAInJYdPKvHqL4OSgBiIjElBKAiFSZjRth5kxYsAD270//eNu2bePpp5+u1N/t168f27Ztq7DMfffdx5w5cyp1/IpMmDCBESNGVFhm7ty5vPvuu5HXXRElABGJ3J49cNttcPrp8Oij8KMfwWmnwbx56R23ogSwb9++Cv/ujBkzOO644yos8+CDD9K7d+9Kx5cOJQDJuP37Yfx46NEDTjoJzjkHJk0C3aUh6fiP/4ANG2DdOpg9G5Yvh8ceg6uugo8/rvxxR44cyccff0znzp256667mDt3Lueffz4//OEP6dixIwADBgygW7dudOjQgbFjxx74u61bt2bTpk2sX7+edu3accstt9ChQwcuvPBCdu7cCcDQoUN55ZVXDpQfNWoUXbt2pWPHjnz44YcAFBUV0adPH7p27cqtt95Kq1at2LRpU5lYn3vuOU499VTOO+883nnnnQPbp0+fTo8ePejSpQu9e/dm48aNrF+/ntGjR/Poo4/SuXNn5s2bl7Rc5Ny92r66devmUrVuvdX9zDPdZ850/+c/3adOdW/f3v3ee7MdmVRHq1atOmSZjRvdjzvOfcuWsvtGjnS/447K179u3Trv0KHDgc9vvvmm16tXzz/55JMD2zZv3uzu7l9//bV36NDBN23a5O7urVq18qKiIl+3bp3n5eX5Bx984O7uAwcO9IkTJ7q7+5AhQ3zy5MkHyj/xxBPu7v7UU0/5zTff7O7ut99+u//yl790d/eZM2c64EVFRd+Kc8OGDd6iRQv/4osvfPfu3f69733Pb7/9dnd337Jli+/fv9/d3ceNG+d33nmnu7uPGjXKH3nkkQPHKK9cScl+HkCBp3iO1X0AMfb++zBjBqxaBUcfHbYNGABnnx267jffDK1aZTdGyT1Ll0KXLtCwYdl9F18MP/tZtPV17979W3Phn3jiCaZOnQrAZ599xpo1a2jUqNG3/k6bNm3o3LkzAN26dWP9+vVJj33llVceKDNlyhQA3n777QPH79u3Lw2TNHThwoX06tWLJk3CopzXXnstf//734FwL8W1117L559/zp49e8qdx59quXToElCMvfIK3HDDwZP/N5o0CV31xO+4yGFp2BD++c/klxELC+H446Otr379+gfez507lzlz5jB//nyWLl1Kly5dks6VP/LIIw+8z8vLo7i4OOmxvylXsoyneH20vGmaP/7xjxkxYgTLly9nzJgx5c7lT7VcOpQAYmzXLmjQIPm+Bg3CfpHD1a0b5OWV/QKxa1cYEL7++sofu0GDBnz11Vfl7t++fTsNGzakXr16fPjhhyxYsKDylZXj+9//PpMmTQJg9uzZbN26tUyZHj16MHfuXDZv3szevXuZPHnyt2Js1qwZAM8///yB7aXbVl65KCkBxFjv3jB5ctlvanv3wpQpcMEF2YlLcptZmFhw223w05/CX/8Kf/gDfP/70LZt6F1WVqNGjTj77LM544wzuOuuu8rs79u3L8XFxXTq1Il7772Xnj17ptGS5EaNGsXs2bPp2rUrM2fOpGnTpjQo9U2qadOm3H///Zx11ln07t2brl27Hth3//33M3DgQM455xwaNz64Kv5ll13G1KlTDwwCl1cuSpZqdyYb9ECYqrVvH5x7LpxxBjz0EDRuHGZu3HEH7NwJ06ZlO0KpblavXk27du1SKvuPf8DTT4d7ABo2hOuugyuvhCNy/Gvn7t27ycvLo1atWsyfP5/hw4ezZMmSrMSS7OdhZovdPT+Vv69B4BjLywuDwHfeCaecEq7NbtsWuugPP5zt6CTXtWoFv/51tqOI3qeffso111zD/v37qVOnDuPGjct2SJWmBBBzxx4Lzz4b5mhv3AhNm0KJMTURKaVt27Z88MEH2Q4jEkoAAoRB3/IGhEVKcnctCFcNRHH5PsevxolIJtWtW5fNmzdHcvKRyvPE8wDq1q2b1nHUAxCRlDVv3pzCwkKKioqyHUrsffNEsHQoAYhIymrXrl0ld6RKdugSkIhITCkBiIjElBKAiEhMKQGIiMSUEoCISEwpAYiIxJQSgIhITCkBiIjEVCQJwMzGm9kXZrainP1mZk+Y2VozW2ZmXZOVExGRzImqBzAB6FvB/ouBtonXMOB3EdUrIiKVFEkCcPe3gC0VFOkP/D7x0PoFwHFm1jSKukVEpHIyNQbQDPisxOfCxDYREcmSTCWAZIuHJ11P1syGmVmBmRVoxUERkaqTqQRQCLQo8bk5sCFZQXcf6+757p7fpEmTjAQnIhJHmUoA04AbErOBegLb3f3zDNUtWeYOr70GV10FvXqFZxB//HG2oxKRSJ4HYGYvAr2AxmZWCIwCagO4+2hgBtAPWAt8DdwYRb1S/bnDLbfAe+/BHXeEB4W/8Qb07AmTJ4eEICLZEUkCcPfBh9jvwO1R1CW5ZeZMWLAAFi48+LD5H/wAzj8fhg4NPYG8vKyGKBJbuhNYqtTEifCTnxw8+X/jwgvh+OPh7bezE5eIKAFIFduyBZqVM+G3efOwX0SyQwlAqlT37vDnP5fdvmMHvPMOdOuW+ZhEJFACkCp1223w8svw6qthQBjgq6/gppvgkkugZcvsxicSZ0oAUqWaNYPp0+G//gvat4eLLgozgY46CsaMyXZ0IvEWySwgkYp07w6rVsGiRbB5M3TqVP64gIhkjhKAZIRZSAQiUn0oAaSpoADefReOOQYGDIDjjst2RCIiqdEYQCV9+WW4nj1wIHz0EfzpT9CmDTz3XLYjExFJjXoAlXTrrWEGy4wZB+9k/eijcIdru3ZhqQMRkepMCaASPv8cZs2Cf/zj28sYnHYa3H03PPmkEoCIVH+6BFQJa9aEKY0NGpTdd/bZsHp15mMSETlc6gFUQrNmsHYt7NkDdep8e9/q1dFOcSwuhtdfhxUroGlTuPrqMOAsIpIu9QAq4bvfDT2Axx779vatW+FXvwrLH0dhzZownvDII/Cvfx0caH799WiOLyLxph5AJT33HFxwAcydC5ddBhs3wrPPwuDBcOml6R9///4wrfTOO2H48IPbFy4MSygsWRIWUxMRqSz1ACqpVStYvhyuuQY++CB8Q3/tNfjNb8JNT+maOxdq1Qpr6ZTUowcMGhSSjYhIOtQDSMNRR4WHmgwdGv2x16wJd84mSybdu8Ps2dHXKSLxoh5ANdWqFSxblnzfsmVhv4hIOpQAqqk+faCoKCylXNKqVTBhQlhOWUQkHboEVE3l5cGUKdCvH7z4Ipx7brjTePJk+O1vw0wkEZF0KAFUY507w9//Di+9BCtXhpP+ihVw8snZjkxEagIlgGru6KPhRz/KdhQiUhNpDEBEJKaUAEREYkoJQEQkppQARERiSglARCSmlABERGIqkgRgZn3N7CMzW2tmI5PsH2pmRWa2JPHSxEYRkSxL+z4AM8sDngL6AIXAIjOb5u6rShV92d1HpFufiIhEI4oeQHdgrbt/4u57gJeA/hEcV0REqlAUCaAZ8FmJz4WJbaVdZWbLzOwVM2tR3sHMbJiZFZhZQVFRUQThiYhIMlEkgGSPP/FSn6cDrd29EzAHeL68g7n7WHfPd/f8Jk2aRBCeiIgkE0UCKARKfqNvDmwoWcDdN7v77sTHcUC3COoVEZE0RJEAFgFtzayNmdUBBgHTShYws6YlPl4OrI6gXhERSUPas4DcvdjMRgCzgDxgvLuvNLMHgQJ3nwb8HzO7HCgGtgBD061XRETSY+6lL9dXH/n5+V5QUJDtMEREcoaZLXb3/FTK6k5gEZGYUgIQEYkpJQARkZhSAhARiSklAKkx3GH1anj/fdi9+9DlReJOCUBqhLlzoVMnuPhiGDoUWraExx8PSUFEkkv7PgCRbFu6FAYOhPHj4dJLwQw+/BCuvhpq1YLbb892hCLVk3oAkvMeeQRGjoTLLgsnf4DTT4cXXoBf/Qr27s1ufCLVlRKA5Lx582DAgLLbO3WCI4+ETz7JfEwiuUAJQHLe0UfD5s1lt+/dC9u3h/0iUpYSgOS8QYPgscfKDvj+4Q/Qvj00S/Z0ChHRILDkvp/8BHr1gmuugREj4Jhj4JVXYNw4mDUr29GJVF/qAUjOO+YY+NvfoHt3+OlP4frr4csvYcEC6NIl29GJVF9aDVREpAbRaqAiVWjfPti/P9tRiKRPCUAkRYsWwSWXQN264TVgACxblu2oJNcVF8PixVBQEN5nkhKASAreew/69Qsn/S+/hC1boHfv8Fq+PNvRSa564QVo0waGDAlLmLRuDRMnZq5+zQISScG998Kvfw033XRw24gR4XLQgw/C5MnZi01y0+uvw3/+J7z6apjAAKEXcNVVYWJD//5VH4MGgUUOYffu8B9y+/Zw6aek7dvhxBNh586Dy1CIpOJ734O77y57F/uf/gQPPBAuOVaGBoFFqoBO8BKVfftg4cKweGFpF18MS5bAnj1VH0eNTQDu4R/4gQfgF7+AlSuzHZHkqiOPhPPOC9drS5sw4eAKpCKpOuIIOOqo5EuYbN0KtWuHlWyrPI6qryLzdu+GK66AH/4Qdu0K/6B9+sDw4Zq+J5Xz85+H7vozz4TLPTt2wFNPwUMPwX33ZTs6yTVmMHgw/M//lN336KPhrvYjMnB2rpGDwKNGHVwTvnbtsO2BB+DCC2HMmJAIRA5Hjx5h0O7++8Pvj1mYFfTGG2HVUZHD9cADcM45sGlTmAF0xBGhRzlnTljhNhNq3CDw3r3QtGkYQGnT5tv73norPBxE0/YkHcXFIQHk5WU7Esl1mzbB00/D9OnhsvWll4ZzVJMmlT/m4QwC17gEUFQE7dqFf9jSduyAxo1DF15EpCaK9Syg444LmXTdurL73n8fvvOdzMckIlId1bgEULs23HxzWBWy5KMAd+yAn/1M1/9FRL4RSQIws75m9pGZrTWzkUn2H2lmLyf2LzSz1lHUW54HHwxzaDt0CHdw3n03nHZauDT07/9elTWLiOSOtBOAmeUBTwEXA+2BwWbWvlSxm4Gt7n4K8Cjw63TrrUjdujBtGjz3XPhcv36YwTFuXGamVomI5IIopoF2B9a6+ycAZvYS0B9YVaJMf+D+xPtXgCfNzLwKR6DN4Oyzw0tERMqK4vtwM+CzEp8LE9uSlnH3YmA70CjZwcxsmJkVmFlBUVFRBOGJiEgyUSSAZDfBl/5mn0qZsNF9rLvnu3t+k3Qmw4qISIWiSACFQIsSn5sDG8orY2a1gGOBLRHULSIilRRFAlgEtDWzNmZWBxgETCtVZhowJPH+auCvVXn9X0REDi3tQWB3LzazEcAsIA8Y7+4rzexBoMDdpwHPAhPNbC3hm/+gdOsVEZH0RLIYnLvPAGaU2nZfife7gIFR1CUiItHQrHgRkZhSAhARiSklABGRmFICEBGJKSUAEZGYUgIQEYkpJQARkZhSAhARiSklABGRmFICEBGJKSUAEZGYimQtIBGJzvr18O67cPTR0KcPHHVUtiOSmko9AJFqYvduGDoUunWDP/4RHn8cWraEl1/OdmRSU6kHIFJN3HUXbN0Kn34K9euHbUuWwMUXQ+vW0KNHVsOTGkg9AJFqYNs2+P3vYdy4gyd/gM6dYeTI0BsQiZoSgEg1sGYNfPe7cMIJZff94AewdGnmY5KaTwlApBpo0gQ++wz27Cm77+OPkycGkXQpAYhUA61bQ4cO8PTT396+axc8/HAYHBaJmgaBRaqJcePC5Z6FC2HAANi0CUaPhk6d4Lrrsh2d1ERKACLVxCmnwLJlMGECTJoU7gP4zW/goovgCPXVpQqYu2c7hnLl5+d7QUFBtsMQEckZZrbY3fNTKavvFSIiMaUEICISU0oAIiIxpQQgIhJTSgAiIjGlBCAiElNpJQAzO97M3jCzNYk/G5ZTbp+ZLUm8pqVTp4iIRCPdHsBI4C/u3hb4S+JzMjvdvXPidXmadYqISATSTQD9gecT758HBqR5PBERyZB0E8CJ7v45QOLP8tYsrGtmBWa2wMwqTBJmNixRtqCoqCjN8EREpDyHXAvIzOYAJyXZdc9h1NPS3TeY2XeAv5rZcnf/OFlBdx8LjIWwFMRh1CEiIofhkAnA3XuXt8/MNppZU3f/3MyaAl+Uc4wNiT8/MbO5QBcgaQIQEZHMSPcS0DRgSOL9EOC10gXMrKGZHZl43xg4G1iVZr0iIpKmdBPAw0AfM1sD9El8xszyzeyZRJl2QIGZLQXeBB52dyUAEZEsS+t5AO6+GbggyfYC4EeJ9+8CHdOpR0Qk04qLYcoUePll2LEDzj0XbrklPL6zptADYUREStm7F666CjZuhNtvh+OPh6lToUsX+Mtf4LTTsh1hNJQARERKeeYZ+OorePttqF07bLv0UnjySbjtNnjzzezGFxWtBSQiUsrEiTBy5MGT/zeGDYMVK+DTT7MTV9SUAEQk5+zdC7/9LXTrBi1awGWXRfutfPNmaNmy7PY6daBpU9iyJbq6skkJQERyyr594fr8a6/Bf/93uExzxRVw/fUwYUI0dXTrBrNnl91eWBhep5wSTT3ZpjEAEckp06fDhg0wf/7BSzQ33QQ9e4aZOtdcA/XqpVfHHXeEXkXPntCjR9i2dSsMHQq33gpHH53e8asL9QBEJKdMmhROwqWvz7dvH2bpvPFG+nWceSb87ncwYEBIApdcAm3ahDp+/vP0j19dqAcgEjNLlsATT8DSpXDSSXDjjeGSilm2I0vNrl1w7LHJ9x1zDOzcGU09V1wRTvxvvRXuAxg/Hk48MZpjVxfqAYjEyJQpcNFFcPrpMHo0XHcdPPRQ+EbtObL04vnnw+TJZbdv3x4Ggs85J7q66tSB3r2hf/+ad/IHJQCR2Ni1K8xhnzED7r47XOYYPDgMor71Vu7MbR8yBBYvhl/8InwzB1i3LvRiBg+GZs2yG18uUQIQiYlZs6BjxzDDpaT69WH4cPjf/81OXIfrmGNg7lx4771wsm/bFvLzw7X6xx/PdnS5RWMAIjHx5ZflX8Y48cSwP1e0bAnTpkFRUZiT37IlHHVUtqPKPeoBiMREz55hHZtdu8rumz4dzjor8zGlq0mTsC6PTv6VowQgEhNt24YB1KFDYdu2sK24OEx3/NvfwmwgiRclAJEYGT8+3MTUpk2YLdO6dVj3Zs4caNgw29FJpmkMQCRG6tULK13+8pfw4YdwwglhSqjEkxKASAydcEJ4SbzpEpCISEwpAYiIxJQSgIhITCkBiIjElBKAiEhMKQGIiMSUEoCISEwpAYiIxJQSgIhITCkBiIjEVFoJwMwGmtlKM9tvZvkVlOtrZh+Z2VozG5lOnSIiEo10ewArgCuBt8orYGZ5wFPAxUB7YLCZtU+zXhERSVNai8G5+2oAM6uoWHdgrbt/kij7EtAfWJVO3SIikp5MjAE0Az4r8bkwsU1ERLLokD0AM5sDnJRk1z3u/loKdSTrHngF9Q0DhgG0bNkyhcOLiEhlHDIBuHvvNOsoBFqU+Nwc2FBBfWOBsQD5+fnlJgoREUlPJi4BLQLamlkbM6sDDAKmZaBeERGpQLrTQK8ws0LgLOB1M5uV2H6ymc0AcPdiYAQwC1gNTHL3lemFLSIi6Up3FtBUYGqS7RuAfiU+zwBmpFOXiIhES3cCi4jElBKAiEhMKQGIiMSUEoCISEwpAYiIxJQSgIhITCkBiEiV2LcPtm0Lf0r1pAQgIpHavRvuuQeaNoVWreDkk+Hee2HPnmxHJqUpAYhIZNxh0CBYsQLefRe2b4d582DJEvi3f8t2dFJaWncCi4iUtGBBOPmvWgW1a4dtp54Kr74Kp50GixbBmWdmN0Y5SD0AEYnMjBlw7bUHT/7fqFMnbJ+hBWGqFSUAEYlMXh4UFyffV1wc9kv1oQQgIpG5/HJ44QX4+utvb9+xA158Efr3z05ckpwSgIhEpmtXuOAC6NcvjAfs2QPz50PfvmFbx47ZjlBKUgIQkUg980z4pn/DDVCvHtx4IwwcCGPGZDsyKc3cq+9TF/Pz872goCDbYYiI5AwzW+zu+amUVQ9ARCSmlABERGJKCUBEJKaUAEREYkoJQEQkppQARERiSglARCSmlABERGJKCUBEJKaUAEREYkoJQEQkppQARERiKq0EYGYDzWylme03s3IXHzKz9Wa23MyWmJlWdxMRqQbSfSbwCuBKIJWFXs93901p1iciIhFJKwG4+2oAM4smGhERyZh0ewCpcmC2mTkwxt3HllfQzIYBwxIf/2VmH0VQf2MgTr2POLU3Tm2FeLU3Tm2F6NrbKtWCh0wAZjYHOCnJrnvc/bUU6znb3TeY2QnAG2b2obu/laxgIjmUmyAqw8wKUn1AQk0Qp/bGqa0Qr/bGqa2QnfYeMgG4e+90K3H3DYk/vzCzqUB3IGkCEBGRzKjyaaBmVt/MGnzzHriQMHgsIiJZlO400CvMrBA4C3jdzGYltp9sZjMSxU4E3jazpcB7wOvu/ud06q2ESC8p5YA4tTdObYV4tTdObYUstLdaPxReRESqju4EFhGJKSUAEZGYqlEJwMz6mtlHZrbWzEYm2X+kmb2c2L/QzFpnPspopNDWO81slZktM7O/mFnKc4Oro0O1t0S5q83MK1qapLpLpa1mdk3i57vSzF7IdIxRSuF3uaWZvWlmHyR+n/tlI84omNl4M/vCzJJOhLHgicS/xTIz61qlAbl7jXgBecDHwHeAOsBSoH2pMv8OjE68HwS8nO24q7Ct5wP1Eu+H52pbU21volwDwvTiBUB+tuOuwp9tW+ADoGHi8wnZjruK2zsWGJ543x5Yn+2402jvuUBXYEU5+/sBMwEDegILqzKemtQD6A6sdfdP3H0P8BLQv1SZ/sDzifevABdYbq5jcci2uvub7v514uMCoHmGY4xSKj9bgJ8DvwF2ZTK4iKXS1luAp9x9K4T7azIcY5RSaa8DxyTeHwtsyGB8kfJwA+yWCor0B37vwQLgODNrWlXx1KQE0Az4rMTnwsS2pGXcvRjYDjTKSHTRSqWtJd1M+FaRqw7ZXjPrArRw9z9lMrAqkMrP9lTgVDN7x8wWmFnfjEUXvVTaez9wXWLK+Qzgx5kJLSsO9/92WjK1FlAmJPsmX3qOayplckHK7TCz64B84LwqjahqVdheMzsCeBQYmqmAqlAqP9tahMtAvQg9u3lmdoa7b6vi2KpCKu0dDExw9/9nZmcBExPt3V/14WVcRs9RNakHUAi0KPG5OWW7igfKmFktQneyou5YdZVKWzGz3sA9wOXuvjtDsVWFQ7W3AXAGMNfM1hOunU7L0YHgVH+PX3P3ve6+DviIkBByUSrtvRmYBODu84G6hIXTaqKU/m9HpSYlgEVAWzNrY2Z1CIO800qVmQYMSby/GvirJ0Zecswh25q4JDKGcPLP5WvEcIj2uvt2d2/s7q3dvTVhzONyd8/Fhw+l8nv8R8IgP2bWmHBJ6JOMRhmdVNr7KXABgJm1IySAooxGmTnTgBsSs4F6Atvd/fOqqqzGXAJy92IzGwHMIswsGO/uK83sQaDA3acBzxK6j2sJ3/wHZS/iykuxrY8ARwOTE+Pcn7r75VkLOg0ptrdGSLGts4ALzWwVsA+4y903Zy/qykuxvf8XGGdmdxAuhwzN0S9umNmLhEt3jRNjGqOA2gDuPpowxtEPWAt8DdxYpfHk6L+jiIikqSZdAhIRkcOgBCAiElNKACIiMaUEICISU0oAIiIxpQQgIhJTSgAiIjH1/wGMvA3B7GnjEQAAAABJRU5ErkJggg==\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "e768208edb9b4f2899c8360dd0901eb4": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "e7a603b8781d47dd8f2f29b87498aee5": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "e9697fb390ab48f490c67dbb69e2225d": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "e985818aaa8b4485bd1ce1893304c929": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "e997c04016a24fa79b5433e9559e9460": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "e9a639d14b36447b98871c363c14a5e8": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "ea2cf045abdd40bfbb17fa431ea086aa": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_d2662f855e9843298de579d622d60f8e", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "ea3414310ab6470aad41d89b7299783f": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "ea8b00ad8cb84371a2cd700061abcbb9": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "ea998902fb2e432a92cbe1cac4350298": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "eb60ab5f1ee34969a320d6d8cc3c612e": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "eb83da3f67b744a2bcfb6e7d8347e34e": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_2128500741514539aa9b6e7540916e3b", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "ebbb6734b5c74a3790c827c451a5ae3b": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "ed03f2f76fd745d3a38dd481d7fdb395": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Original", "disabled": false, "layout": "IPY_MODEL_c7c20d15c92849328624334ccba26e82", "style": "IPY_MODEL_f44052eb084448deaebd1ec1c2ba8f31", "value": true } }, "edb6f1c790e24d23ae7458e8b85402fa": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_caf08af399f84e259246dde8f142b105", "IPY_MODEL_c05ba59e77de462fbec508e05570b8dd" ], "layout": "IPY_MODEL_b60a717e74dc4e1ea4143e83a4366b8f" } }, "ee42bb17364e45c5bb81679a05d34f05": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "ee95c54e262a46ef95d4409c9719d7f6": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "eef7756e6017466a8aee70aabca4da35": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "ef44f296a395437ab8c5761df9d63637": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "f012a8847c9a4c29aae78327377152d4": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "f19fd3cb249d48c28b81dfdceb9ff5fc": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "f1db7de5814e4c0ba4da65e7650e8c76": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "f229b7d95e5449298adfbde57c0e2b17": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_3b347810e6c947ee8b395929d6c1bc82", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "f24cd30ecf3c47e29fd7efa0ae70b154": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_a9f398d1efbb4f60830dfcef143f3f0c", "IPY_MODEL_c562958eac734401b041c9638107bd03" ], "layout": "IPY_MODEL_3011f666e3ad4928a582b2abb52962a1" } }, "f2ba3a8e199049db92307b7db646d930": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_47ddbcdb1732405a8b27e74beeda47ed", "IPY_MODEL_fd6ac95734c74051a3eba2c9751e3221", "IPY_MODEL_67d36fe427bf4782a85049de747df0b8", "IPY_MODEL_eb83da3f67b744a2bcfb6e7d8347e34e" ], "layout": "IPY_MODEL_295c38627e12444cb3066acf7c854130" } }, "f2df8d824f644381bda3b312a8fffecc": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_df5b6892bfb440c0815c3b8761a42419", "IPY_MODEL_5de7559976de4cecade48f8c6552ae08" ], "layout": "IPY_MODEL_96ab612d17a14c0aa1bfc71ddcedf99f" } }, "f3fb635f279e4f1984a833eef29f77ef": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_79fd6fd1e52a497f8ec692dbd7b4316f", "IPY_MODEL_234444d4e9bc4486b06321e6648d2da3" ], "layout": "IPY_MODEL_733ea89d469f42aabdfd74e71f8cd4c2" } }, "f42bc4da42c149e6a9dd4fbfb1c72cac": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "f44052eb084448deaebd1ec1c2ba8f31": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "f4ab0f7c6d4345d5bb1ad7e622f937bf": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_04329a5cc0ac4091991dcbe57428e193", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "f64d380575024f018d53a4aa8f61ac32": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "f6664aaeedb5425da5fe0227d8e2c158": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "f730157a0fc342958065c3216879816b": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "f7deabae4bba48d68f3b0b84f091856d": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} }, "f9c80e97338844ef8cd72db3d84588ca": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "f9e3248166f942dbbadba5dd39ca64ee": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "fadd87c800b946a6887721262164a21e": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_7b5416edab1b462b81f6bcb783d3ee73", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "fb093d9bf04c412cbb57ed2f7fb946b4": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_48c912e6c54b4b14917c311d76213aa7", "IPY_MODEL_08539ac1da4d43778d41378e4d4f190c" ], "layout": "IPY_MODEL_e9a639d14b36447b98871c363c14a5e8" } }, "fd6ac95734c74051a3eba2c9751e3221": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "CheckboxModel", "state": { "description": "Training Data", "disabled": false, "layout": "IPY_MODEL_14f219b899444fcb9aaeaa87a74d7d89", "style": "IPY_MODEL_c62852fe5f2d4fc4b0b5eb5b4d11c909", "value": true } }, "fd7cb579a7824c6e9e1ea3ddd547936b": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.4.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_65788ca5505341879cbea0aefc5b714e", "IPY_MODEL_e194372b71b348f1b370ba7feef0bde7" ], "layout": "IPY_MODEL_c69115bca68f4820b52f24b06900dfbc" } }, "fece77924805410387fcd8d82ae02f97": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_5ce456fed03f4d62b165aa3754ce7876", "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3YAAAEICAYAAAATGmYVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3XmYjeUbwPHvM2NfQuhn34XsTLYie8haicqSlIikQntERBSpJFpIKUspRCREoRrZskSWEI19Zxjz/P64zzBm4czMOec9y/25rrlmzjLve5+ZOfe8z3Y/xlqLUkoppZRSSqnAFeZ0AEoppZRSSiml0kYbdkoppZRSSikV4LRhp5RSSimllFIBTht2SimllFJKKRXgtGGnlFJKKaWUUgFOG3ZKKaWUUkopFeC0YZcGxhhrjCnldBzxGWM2GWPqu/ncZOM3xvzPGLPcGHPKGPOmMeYFY8yHKYxlgjHm5ZR8jycZY+oaY/66xuPFXD+DdKk8/kPGmJ9TH6FS3qG56brH19yklAM0N133+JqbVJqk6hej/Je1tryHDtUDOAzcYBNsdmiMKQbsAtJba2Nc9z0EPGKtvT1eLD09FEuqWGtXAGXibhtjdiMxLnYsKD9hjMkPfABEAPmB4tba3Y4GpYKa5qYrNDclzxjTABgHFAYuAcuBPtbafx0NTAUtzU1XaG5KnjHGAC8AjwE5gflAD2vtSUcDS0BH7FRyigKbEyYn5Z7U9mb56nhALPA9cI+Hj6uUt2luSoMAyE2bgTuttTmBAsB24H0Pn0Mpb9DclAYBkJu6AJ2B25DclBl4x8PnSDtrbUh/ALuB55F/JseAT4BM8R5/FPgbOArMAQrEe8wCpYBbgSggXbzH7gHWub4eDMwAPgVOAZuAiHjPLQcsA467Hmsd77HJwHhgAXAa+AXIB4x1xbsVqJrg9TR2fV0DWOU67gHgXSBDwviT+JlMBi4CF1znbOx6DZ+5Ht/j+t7Tro/awHmkd/U0cDzecV5zfV0f2Ac8Axx0xdMt3jlzA3OBk8DvwGvAz8n8zqYAz7i+LuiK5XHX7VKu35WJO6fr/qlIY+acK8aBQDHX93Z1vabDwIvX+FvJ7fobOAn8BgyNH6PrWL2RC5FdrvvKAj+4YvoLuM/d15yK42UERrteSxQwAch8nb//dK7zFHP6vagfiX43u9HclPBnMhnNTUmdN+hyU7zvex25WHb8PakfV72XNTdd/TOZjOampM4bNLkJmAUMiHe7jut3mMXp9+RVcTodgNMfyBv6T2Tax41IAoh7UzV0/dFWc/3y3wGWJ/gDKuX6ejPQPN5js+O9iQa7fvktgHDkH9Vq12PpkQT4ApDBdc5TQBnX45NdMVQHMgFLkOH8Lq5jvQYsTfB64hJUdaAWcvFeDNgC9Esq/iR+LpPjfg7xXkNcgirm+t74CfkhEiQUEieoGGCI6zW3AM4CuVyPf+n6yALcAuxNeLx4x30YmOv6+gFgBzA93mPfxjvnvqR+NglexySk56UyEA2US+a8XyL/aLICFYB/SZxQfkD+jjK7nrcX6Ob6HVRz/S7Lu/OaU3G8sUgCvRHIjiS/16/z968NOz/9QHOT5qYQzU1AEeTCOha5WH7I6fejfmhuShh/Ej+XyWhuCtrcBHwFDIx3+zbX+So7/Z68Kk6nA3D6w/VH2zPe7RbADtfXHwFvxHssG/JPpli8P6C4BPUs8Lnr6xtdb778rtuDgcXxjnMLcM71dV3gPyAs3uNfAINdX08GJsV77AlgS7zbFXH19MR7PY2Tea39gNnxbvs6QZ1L8D0HkQQa7vq5lon32LV6nkoi//TDkN6Vx7jSwzQFeDreOd1JUIXi3fcb0DGJc8bFWDbefcNJnFAaxrvdAViR4DgfAIPcec0pPJ4BzgAl4z1WG1eP1TX+/rVh56cfaG7S3BTCuSne3+uzQC2n34/6cdXvZTeam5J67mQ0N8U/Z1DlJuARYJvrZ5ADaRBaoLbT78n4H1o8ReyN9/U/yNxZXJ//iHvAWnvaGHMEGcbeneAYnwFbjDHZgPuQP6QD8R7/L97XZ4FMrvm/BYC91trYBDEUjHc7Kt7X55K4nS2pF2WMuRl4CymQkQW5iF+T1HN95Ih1LRp2OYvEnheJLf7vIf7XV7HW7jDGnAaqIAl+KNDdGFMGuANZeJ8SCX83Sf08k4rxnySeF//xokBNY8zxePelQ6Y3uPuaU3K8LMAaWd8LSNIKT+KYKnBobvINzU1+mJustUeNMVOA9caYggl+R8pZmpt8Q3OT/+Smj5FR6mWuY7wJtEKmy/oNLZ4iCsf7ugiw3/X1fuSPAgBjTFZkfm+i6lxWKnatAtohiyununnu/UBhY0z830WRpM6RCu8jc8lLW2tvQKYtmGt/i1usm/e56xAy3aBQvPsKJ/PcOD8B9yJz3/913e4C5ALWJfM9nogx4d/Ktc6xF/jJWpsz3kc2a20v3H/N7h7vMPLPqny8x3JYa5P856UChuamlNHcJIIpN6UDbgJucPP5yjc0N6WM5iYRsLnJWhtrrR1krS1mrS2ErO38F8/83XmMNuxEb2NMIWPMjcibeLrr/mlAN2NMFWNMRmQI+VebfFn4T5HFpRWRueLu+BUZCh5ojEnv2kulFTKHOK2yIwtMTxtjygK9PHBMkDdXLFAi3n1RQCFjTIaUHsxaewn4GhhsjMniirXLdb7tJ6APUgobpAflCWRI/lIy3xOVIOa0xHgLsnj4WuYBNxtjOrt+t+mNMbcaY8ql8jVf63ixyJz3McaYmwCMMQWNMXcmdzBjTCZkDQRARtdt5V80N6WM5qYAz03GmLuNMWWMMWHGmLzI6Mlaa+1Rd38myic0N6WM5qbAz003GmNKGnELkpuGJBg5dpw27MQ0YBGw0/XxGoC19kfgZWTB5AFkjnLHaxxnNtJTNdtae8adE1trLwCtgeZI78F4oIu1dmuqXsnV+iOLZE8hf7zTr/1091hrzwLDgF+MMceNMbWQxcmbgP+MMYdTcdg+yJzl/5Beuy+QBbnJ+QlJwHEJ6mdkSH15st8hi69fcsXcP5UxZnPFOBmpBJYsa+0poCnyN7Pf9X0judKYStFrduN4zyILylcbY04Ci4m3H00S4ipdgfRQnrvW61GO0NyUApqbgiI3FUS2YjkFbEQuhttd6/UoR2huSgHNTUGRm/Ige9edQSqufmytnXit1+MEY21aRlkDn/Hw5ovGmB3AY546XqgyxowE8llrr9e7EzRC8TWr5Glu8k+h+D4Nxdeskqe5yT+F4vs0FF/z9eiInQcZY+5B5vYucTqWQGOMKWuMqeQa4q4BdMf9aRkBKRRfs3KG5qbUC8X3aSi+ZuUMzU2pF4rv01B8zSnlkaqYxpiPgZbAQWtthSQerw98i+wjAvC1tXaIJ87tL4wxy5ByvJ39bb5tgMiODKkXQMr5von8zQSzUHzNPqW5SXOTB4Ti+zQUX7PPhXp+0tyUZqH4Pg3F15wiHpmKaYyph6zV+fQayam/tbZlmk+mlFJu0tyklPJXmp+UUp7mkamY1trlgFasUkr5Fc1NSil/pflJKeVpvtygvLYxZj1Slaa/tXZTUk8yxvQAegBkzZq1etmyZX0YolLK29asWXPYWpvX6Tji0dyklPLH3ARu5CfNTUoFP3fzk8eqYhpjigHzkplOcAMQa609bYxpAbxtrS19vWNGRETYyMhIj8SnlPIPxpg11toIH56vGJqblFLX4evc5DpnMTyYnzQ3KRWc3M1PPqmKaa09aa097fp6PpDeGJPHF+dWSqnkaG5SSvkrzU9KqZTyScPOGJPPGGNcX9dwnfeIL86tlFLJ0dyklPJXmp+UUinlqe0OvgDqA3mMMfuAQUB6AGvtBOBeoJcxJgY4B3S0ob4zulLK6zQ3KaX8leYnpZSneaRhZ629/zqPvwu864lzKZWcixcvsm/fPs6fP+90KArIlCkThQoVIn369I7FoLlJ+QvNT/7DH3ITaH5S/kFzk39Ja37yZVVMpbxq3759ZM+enWLFiuGavaIcYq3lyJEj7Nu3j+LFizsdjlKO0/zkHzQ3KXU1zU3+wxP5ySdr7JTyhfPnz5M7d25NTH7AGEPu3Lm1B1ApF81P/kFzk1JX09zkPzyRn7Rhp4KKJib/ob8Lpa6m7wn/oL8Hpa6m7wn/kdbfhTbslFJKKaWUUirAacNOKQ8aN24c5cqVI1euXIwYMQKAb775hs2bN19+zuTJk9m/f//l24888shVjyullDdoflJK+SPNTZ6jxVOU8qDx48ezYMGCqxa9fvPNN7Rs2ZJbbrkFkORUoUIFChQoAMCHH37oSKxKqdCi+Ukp5Y80N3mOjtj5uXPnYMQIKF8e8ueH1q1hxQqno1JJ6dmzJzt37qR169aMGTOGPn36sHLlSubMmcOAAQOoUqUKI0eOJDIykgcffJAqVapw7tw56tevT2RkJADZsmXjxRdfpHLlytSqVYuoqCgAduzYQa1atbj11lt55ZVXyJYtm5MvVSkAliyBFi0kN1WsCKNHQ3S001GppGh+UqHk4EEYMABKlIBCheChh2DLFqejUknR3ORZOmLnx6KjoXlzyJkTPvoICheG77+HDh1gzBj5rJLRrx+sW+fZY1apAmPHJvvwhAkT+P7771m6dCnz5s0DoE6dOrRu3ZqWLVty7733ArBgwQJGjx5NREREomOcOXOGWrVqMWzYMAYOHMikSZN46aWXePLJJ3nyySe5//77mTBhgmdfl1KpMGUKvPgiDBsGkybB7t3y9Q8/wHffQTr975I8zU9KeU1UFNSpI9dPc+dCliwwfTrccQfMnw9J/GmrOJqbAp6O2PmxL76AsDD4+muoVQsKFoTu3SVR9esHFy44HaHytAwZMtCyZUsAqlevzu7duwFYtWoV7du3B+CBBx5wKjylAJlJ0L8/LFwIXbtKbrrtNslNp05JzlLBR/OTCgRvvCEzCd59V2Y7FS8Ozz0n9w8Y4HR0yhs0N12hfap+bNYs6NlTGnfxVa8ORYvCzz9Dw4bOxOb3rtE75M/Sp09/udRteHg4MTExDkekVGJLlkCFCnLRFF94ODz2GMycCffd50xsAUHzk1JeM2uWzG5K6IEHpFP80CHIm9f3cQUEzU0BT0fs/Nj585A9e9KPZc8ujyv/lz17dk6dOpXsbXfUqlWLr776CoAvv/zSo/EplVKam4KH5icVbJLLT+nDY8mYweo64AChuSl1tGHnxxo1ghkzEt//338QGQm1a/s+JpVyHTt2ZNSoUVStWpUdO3bw0EMP0bNnz8sLgN0xduxY3nrrLWrUqMGBAwfIkSOHl6NWKnl160oRp6NHEz82Y4bkLhUYND+pYHPVtdOhQ/DEExARgc2chd+Ol6bgO8/BX385GqO6Ps1NqWSt9duP6tWr21B26JC1hQtbO3KktWfOyH2bN1tbo4a1L73kbGz+aPPmzU6H4DVnzpyxsbGx1lprv/jiC9u6dWuHI3JPUr8TINL6QX5Jy0eo5yZrrX3mGWvr1rV22za5feqUtUOGWFuihLXHjzsbmz/S/ORfNDcFr/Xrrc2Tx9olzy20sfny2dgMGezRiCZ2Uvan7P7Kd1qbLp21mTNb++WXTofqFzQ3+Z+05CddY+fH8uSBZcvgySdh+HCpjhkdDU89pQuAQ82aNWvo06cP1lpy5szJxx9/7HRIKsS98Ybkpdtug6xZZfSuYUPJWaHQKaqu0Pyk/EmlSrCy16eUHtqVreG30OfGhew5UYkhEyF/R+DAAVkE3LEjbNoEr74KrvVZKriEYm7Shp2fK1FCKs0dOQLHj8uWBxkyOB2V8rW6deuyfv16p8NQ6rKwMHjpJelk2rcPcuWCG290OirlBM1PIeDMGdnLpFUrqZLkz1avpvTIR6FBA26Y9B0fhmemSJF4hejy54cff5TqdEOHykZ3PXo4GrLyjlDMTbrGLkDkzg0lS2qjTinlXzJmlNykjTqlgtTixVIGt107+OADp6O5tn//lTgLFoSZMylQMjPFiiWuLk6GDLIB5513Qp8+8OuvTkSrlMdpw04ppZRSSiU2ezY0aSINoQoVZA72xYtOR5W8xx+XzTTnzJEe8WsJD4dp02TE7p57kq4GpVSA0YadUkoppZRKbN48aSCtXw8jRsA//0hjyB99/7006F55RRqh7rjxRtn47r//4MUXvRufUj6gDTullFJKKZXYmjUQEQGZMkGLFlC5Mrz+Oly65HRkV7twQSrN3Xyz7EKeEtWqyXTMDz6Q16tUANOGnQpZFy/CTz/BwoVSmCatjh8/zvjx41P1vS1atOD4dYJ45ZVXWLx4caqOfy2TJ0+mT58+13zOsmXLWLlypcfPrZRK2vbtMH8+bN7smeNpflIpdu6cVI2sXl1uGwMvvCB7wH37rbOxJfT227Btm3xOTTGCV1+Fm26C3r0hNtbz8QWR06eljs6SJXhks3fNTZ6lDTsVkr76CooVg/79YeRIKF5cZm+kJZ9fKzlduk7v5vz588mZM+c1nzNkyBAaN26c6vjSQi+clPKNqCip51CvHowbJ1/XrSsz4NJC85NKsQ0bICbmSsMOZC1a3rzw9dfOxZXQmTPyj7x5c2jWLHXHyJFD1g/++it89pln4wsS1sLo0VC0KLz2mlRFLlIEPvkkbcfV3ORZ2rBTIWflSpl18fXX8Pvv0uu0ebOM3I0alfrjPvfcc+zYsYMqVaowYMAAli1bRoMGDXjggQeoWLEiAG3btqV69eqUL1+eiRMnXv7eYsWKcfjwYXbv3k25cuV49NFHKV++PE2bNuXcuXMAPPTQQ8yaNevy8wcNGkS1atWoWLEiW7duBeDQoUM0adKEatWq8dhjj1G0aFEOHz6cKNZPPvmEm2++mTvuuINffvnl8v1z586lZs2aVK1alcaNGxMVFcXu3buZMGECY8aMoUqVKqxYsSLJ5yml0iY2Fu66S66j//lHlgzt2gWtW0v9igsXUn9szU8qxeKmJUZEXLkvPByaNoVFi/xnZOvDD2VPqJdeSttxOneGKlVkC4SYGM/EFkQ+/lgacZGRMttp5UrZNWLwYPjuu9QfV3OTh7mzi7lTH9WrV0/r5u0qhGzevNmt57Vta+2ECYnv37LF2ptusjY6OnXn37Vrly1fvvzl20uXLrVZsmSxO3fuvHzfkSNHrLXWnj171pYvX94ePnzYWmtt0aJF7aFDh+yuXbtseHi4Xbt2rbXW2vbt29upU6daa63t2rWrnTlz5uXnjxs3zlpr7XvvvWe7d+9urbW2d+/edvjw4dZaaxcsWGABe+jQoavi3L9/vy1cuLA9ePCgjY6OtnXq1LG9e/e21lp79OhRGxsba621dtKkSfbpp5+21lo7aNAgO2rUqMvHSO55CSX1OwEirR/kl7R8aG5SKeVOflq0yNrKla11vbWu0rChtV98kfrza366muYmNzz8sLV58iT+g5w61VqwNjLSc+dKrehoawsXtrZuXc8c7+uv5bV9+qlnjhcA3MlNsbHWlipl7cqViR+bOTNtP37NTYmlJT/pBuUq5Pz+O4wdm/j+smUha1bpKS9d2jPnqlGjBsWLF798e9y4ccyePRuAvXv3sn37dnInKMlcvHhxqlSpAkD16tXZvXt3kse+++67Lz/na9e0mJ9//vny8Zs1a0auXLkSfd+vv/5K/fr1yZs3LwAdOnRg27ZtAOzbt48OHTpw4MABLly4cFXs8bn7PKWU+377TWaSGZP4sebNZZZYx46eO5/mJ3VNkZEyfJzwD7JpU/m8cOHV0zSdMG0a7N3ruf312rSBSpVkruEDD/j/Zuw+cuwYHDwItWolfqx5c+jUybPn09yUejoVU4WcXLlkD9OEzp2TbWxy5PDcubJmzXr562XLlrF48WJWrVrF+vXrqVq1KufPn0/0PRkzZrz8dXh4ODHJTAmJe17850inzvWZpK4cgSeeeII+ffqwceNGPvjggyTjS8nzlFLuSy43Aezb5/lN4DU/qWQlLJwS3003SSXJ77/3fVzxWSvr4ipXTv3auoTCwmTB/bZt8OWXnjlmEMiSRQqhHjuW+LF9+yR3eZLmptTThp0KOZ06yTrrhMsD3n8fateW/1mpkT17dk6dOpXs4ydOnCBXrlxkyZKFrVu3snr16tSd6Bpuv/12ZsyYAcCiRYs4lkQWrlmzJsuWLePIkSNcvHiRmTNnXhVjwYIFAZgyZcrl+xO+tuSepwJcbCysXi0r5Dt1kjfELbdIdaHKlaFhQ9kAeOJEqYynPKp9e9k2bPv2q+//91/4/HMZQEgtzU8qRTZskCv5+Ovr4rvzTli1Ck6c8G1c8f30E2zZItsbJHPBnSrt2kH58pIH3bzgD3aZMkHbtvDmm1ffb61sb9ilS+qPrbnJs7Rhp0JO377yv6hJE9mXdNEiePRReOstqUKXWrlz5+a2226jQoUKDBgwINHjzZo1IyYmhkqVKvHyyy9TK6k5DWk0aNAgFi1aRLVq1ViwYAH58+cne/bsVz0nf/78DB48mNq1a9O4cWOqVat2+bHBgwfTvn176tatS548eS7f36pVK2bPnn15AXByz1MBaudOuTgqVEgacwMGyEVT1qxygVO3rjTuoqNl6tNjj8nc5ZtvloIFe/Y4/QqCQt68cuFUr54MRCxbJtXba9eG556DkiVTf2zNTypF4gqnJDfVslkzKTCyZInvYkpowgTImRM6dPDsccPCJB+uWwfLl3v22AHsjTdg+nR48EFYsEB2vGjdWvoAnn8+9cfV3ORh7izEu94H8DFwEPgzmccNMA74G9gAVHPnuFqgQKWEu8VTrLX2/HlrP/7Y2mbNrK1f39qhQ609eNCLwfnI+fPn7cWLF6211q5cudJWrlzZ0XicLlCguek6du60tkMHa8PCrE2f3tq777b2s8+sTbBo/Cqxsdb+/be1771nbZMm8r1hYda2a2ft+vW+iz3ApCQ/RUZK3Yq6da3t1MnaFSu8GJgP+VN+cjo3WS/lJ4/lpu7dky6cEufCBWuzZ7f2scc8c76U+u8/yVn9+nnn+GfPWps7t1RbC3IpyU3Hjlk7apQUc2rSxNrx4609c8aLwfmIP+Uma/2jeMpk4F3g02Qebw6Udn3UBN53fVbKERkzQrdu8hFM9uzZw3333UdsbCwZMmRg0qRJTofktMlobkosOlrmz4wYIcUB+veXoWzXFJFrMkaGjh5/XD7++UcKF7z/PnzzjVT3eOMNGf1TqVK9Onz0kdNReJ7mp0Qm46/5ad8+2ew1uSmO6dPL0PJPP/kknEQ++QQuXoSePb1z/MyZ5djDh8uMhhIlvHOeAJMzp/y76N/f6Ug8K5hyk0cadtba5caYYtd4ShvgU1eLc7UxJqcxJr+19oAnzq+UEqVLl2bt2rVOh+E3NDclYccOmbq0Zo18Hj06bY2wokXl4mfAADnWmDEwd65UlevTR6vKqcs0P13Nr/PTwYNQoMC1n1O3rmxgdvBg6henp0ZsrHQmNWgAZcp47zyPPy4L8seNS7qUtgoawZSbfLXGriCwN97tfa77lPIoqwud/UaA/C5CKzfNnSvV7HbsgNmzpeqbp0bWcuWCYcOkkt7tt8salYYNpRS5AgLmPRH0Auj34Fx+ioq6fmOtXj35/PPP3o8nvqVLYfdu6NHDu+cpUEAqGk2eDGfPevdcDgug90TQS+vvwlcNu6TG8pOM3BjTwxgTaYyJPHTokJfDUsEkU6ZMHDlyRBOUH7DWcuTIETJlyuR0KNcTOrlp0iQpa1a6tBQFaNvWO+cpXhzmz4cpU+CPP6Sa5pw53jlXANH85B8CKDeBm/nJ47nJWhmF+9//rv286tVlyqKvC4xMmSL7Enkrh8XXs6dUW5s+3fvncojmJv/hifzkqw3K9wGF490uBOxP6onW2onARICIiAj9K1NuK1SoEPv27SMgL7qDUKZMmSjk/+usQiM3DR8OL74oO8nOmAHZsnn3fMZI/es6dWS6Z5s2MjXzhRc8W5Y8gGh+8h8BkpvAzfzk8dx07JhUvLzeiF2GDLJj9YoVaT6l206dgq++ku1YfNE4r1sXypWTLV6CbVG+i+Ym/5LW/OSrht0coI8x5ktk4e+JoF7D4qeWLIEPP5Q9kcqVg969oWJFp6PynPTp01O8eHGnw1CBJfhz05tvSqOuUyf4+GMpeuArpUrJNK1HH5VtEf78U6Y1xdtIFmD/fqlcvmKFtDk7doT77vNtqN6m+UmlgjP56eBB+Xy9ETuQ6ZhDh8qoVo4c3o0LpFF39mzaNk5LgUuxhg239qDqp0/xcMQG/tekEo8/DoULX/97A4XmpuDikamYxpgvgFVAGWPMPmNMd2NMT2NMXLmi+cBOpGTvJOBxT5xXue+VV+Ta6vbbYfBgWVbTuLF03isVrEI+N02cKOXL4taJONFSypwZpk6VCpxffgktWsDJk5cf3rhRZnQdOSIDeg8+COPHyyyrixd9H65SvuK3+SkqSj67UxClbl0pZrJypXdjijNlinQY1anj9VNduiQTDgZs7MKl9BkZUvADzp+XPdsjI71+eqVSxVNVMe+/zuMW6O2Jc6mUW7dORuo2bIC4/RAbNIBWreRz8+aQYB9GpYJCSOemhQuhVy9pSH32mbPVKY2BZ5+VYgQPPyyJZ9EiyJ2bnj1llmb37leefu+90LSpDDA+9phzYSvlTX6bn1IyYlerFqRLJ8PtzZt7N65//oFly2DIEJ9M6f7iC5nh9NPqGwl/5D4KffsZY74YRc2aWejeXa6tQnRmufJjviqeohz02WcyWpdwk/vKlWUET+saKBVktm6VruaKFWXRf4YMTkckOneGb7+VypmNGrE78jA7d0LXrlc/LV062T1h6lRnwlQqpKVkxC5rVhnC8kUBlc8/l8+dO3v/XEj+eeYZV/rs3l1mGnz9NffdJ0v9/vzTJ2EolSLasAsBx44lv+9woUJw9Khv41FKedHJk9C6taxj+/Zb7xdKSakWLaQ36a+/uOn+hpTNc5h0Scwd0dyklEMOHpShqIS9wcmpVw9++827WwJYKw2722+XjdN94Kprp3r1oGRJ+PhjwsJk8oHmJ+WPtGEXAm69Fb7/PvH9sbEyW6vOrBwVAAAgAElEQVRmTd/HpJTyAmulPPfOnVJkoGhRpyNKWtOmMHcumfduY/SWFvy79VSipyxYADVqOBCbUqEuKkoade5O377jDlkQu3q192Javx42b5ZFuD5y1bWTMfDQQ7B0KUcjd7JpU3AVn1PBQxt2IeDBB2Wh7/vvS2MO4Px52T+4aFFJXkqpIDBliiwMefVV6dn2Z40bY2bOpErsHxys3YbD+85ffmjZMhg9Gp56yrnwlApZBw+6Nw0zzm23QViYd6djfv65zNFu395750igb18p5LRwofSZ0bUr1hgW3D+FLl3gxht9FopSbtOGXQjInh1++EEKEZQsCc2aSanef/6BWbN08a9SQWH7dujTRwqTPPec09G4p1UrzJQpVD2+lBUlutCkUSxVqsiauylTZB2wUsrH3NmcPL4cOaBKFfjpJ+/Ec+mSdFg1bw65c3vnHEkoU0aWKPfqJbmoycOFWRLehOb/fcKoEZd8FodSKeGrfex8x1d7qQSYMmVkCvyGDbJnVJkyUKKE01EppTwiNhYeeUR6tKdOdbYCZgqFdX4QDv5Hu/79qZKrKP++OoratQPqJSgVXKKiUj6V5447ZFpQdHSifSrTbPlyKU/55puePa4bGjaEv/+WWaYnT0LEvd3I0fN++GWp7BmllJ8JrhE7a6W3unFjWLXK6Wj8jjHS69S8uTbqlAoqEyfKxc9bbyVfKcmfPf009OlD8a9Gc/uG8dqoU8pJKR2xA2nYnT8vPcie9vnnUgSqVSvPH9sNYWGybV6zZpCja1sZPJgyxZFYlLqe4GrYXbokZXA3bJB3YcuW8McfKT7Mnj3S8TR+POza5YU4lVIqFaKjpSbK2LGyqP/SJWDvXhg4EBo1gm7dnA4xdYyRF9WypSxsWbLE6YiUCk3nzkkt/5SssQOoWxdrDKtG/sRHH8Hhwx6MZ+ZM2dwySxYPHTQNMmWCjh0lEZ886XQ0SiUSXA27dOlktf3OnTB8OKxcCdWrwz33yL5J12Et9O8P1arB77/DmjUyG6FPnytFR5RSygkrV0Lx4tLhtHMnvPwylC8Pp3o8DTExMmoXyAtmw8OlZ75MGSmQsHOn0xEpFXpSsjm5y7lzcPcjN7IlvCI51/3E4sVQujSMG+eBeObNkwZUp04eOJiHdO0qL3rWLKcjUSqR4GrYxcmWDZ5/XobbBg2SyiEVK0pi2L492W97/32ZzbR9uxQa+egjubZYt046k5VSygnHjkG7dpKTfvxRLph+/x3eaL6U7N/PIva5F4JjfvUNN8ged9ZCmzZw5ozTESkVWlKyObnL00/LJt5lHruDcsdW8sWUC6xbB2PGwKJFaYzns89k07j69dN4IA+qVUtarjodU/mh4GzYxcmRAwYPlgbewIEwezaUKwfdu0tJyATGjZNElCvXlftuuAHefls+rPVd6EopFefTT6FJE1kfe1lMDK0X92V/hmIsrPCMY7F5XMmSUopu0yZ47DFNvEr5UgpH7E6ckIKV48ZBeJNGskn5L79QtKj0q6dp1O7wYZg/Hx54wL+qKcXtabd8ua7XUX4nuBt2cXLnhhEjYMcOmVf5+efS29K7t5SIRKZa/vUX1K6d+NurV5dOrHPnfBy3UkoBW7bIsuGrfPAB/PknC5u+yeZdmR2Jy2uaNIEhQyRXjx/vdDRKhY4Ujtj98w8UKuR6esOGkD795V29b7sNtm5NQywzZsg0c3+ahhmnc2dp4OmonfIzodGwi5Mvn8yp3L4dHn5Y1qSULAnPPEPY4YPkzy8XUAnt3CmzOzNlStnp9u6Vkb4RI6RUrnY8K6VSo1Ah2Lw53h2nTslshAYNmH6hXYoLYV64IPUIhg2T0UC/nPH4wgtSTOWppyAy0ulolAoNcSN2bjbs8uWTnQhOn0Y2za1bFxYsACRnpaZI78aN8MYbcGDEFKJLV4BKlVJ+EG8rXFgasp9+qkUYlF8JrYZdnMKFYcIEGaLr0EEaeyVK8GXJFxk+4BgxMVeeeumSXF88/LCUvHXXa6/J1gJ//imzCTp1kmlUp097/uUopYJb164y3elyDagxY+DwYX6/ZwRr1xnatHH/WBs3yoSF8eMlH82cKUVZli3zRuRpEBYmveH58kmePnHC6YiUCn5RUdKT7WYFyptukl2mhg933dGsGWzcyJm/9jF0qGyv6a6YGOjSBe68E2I3/En+vb8x7MDDPN7b+GfbqWtXmYr5889OR6LUZaHZsItTogRMnixXS61aUe/n4XzwQ3E+KDSUd4adZMwYqFEDDh2SznF3ffut7BG8ZQtMmgSjR0sb8qabZJGxUkqlROHC8M47UK8evNDjMBdeH82aIu1oMbgGM2ZAZjdnYl68KFtBvf46LF0qn+fOhS+/lEKUR49693Wk2I03Sov2n3/g0Ud12oNS3paKPezGj5eaR40awRfHZSHw0NsXUr16ymZRjhgBBw7Iqpnn8n4E6dMzcGNn1q2D995LUUi+cffd0gjW6ZjKj4R2wy5O2bJy8bB+PVnvakDvqFfo9loJis14g9deOMuiRSnbPuXdd+HVV6/OjeHh8Oab0juuHc9KqZR64AHZlrPlnyNIF32GDfe9xpYtsi+wu+bNg6JF5VjxNWwoHe1Tp3o2Zo+47TaZAjFzppQrVkp5T1RUivewy5dPtofq3h2WHSrPsWyFGFBxARMmuL8DS2ysNBDHjoXMYdGSjNq2JVuxPIweLddVfidrVtlfb+ZMKRqjlB/Qhl18lSphvpkNv/9Otvq30m71szTvXYLw8e/IzsBu2r5dRvoSypsX8ueXtXdKKZVSRTNFUWfte4R17kS3UbeQJ0/Kvn/btqRzE8j927alPUavGDhQWp99+/pxkEoFgYMHU745OZAxo3QYfTDRkKtjM3Kv+QETc9Ht7z9zRjq9y5dHhv+OHJGWIpKb/v7bTwfsu3aVNc+zZzsdiVKANuySFhEhi39//lm2R+jbF0qVkmIrF6+fqIoWhQ0bEt9//LhMMyhQwAsxK6WC31tvSeWTF19M1bcnl5tA7i9aNA2xeVPceruMGeHBB93Kw0qpVDhxAnLmTNsxmjeXTcVTsPYsa1aZGfX338iGnYULQ+PGgOSmIkXcH/3zqXr1oFgxWdajlB/Qht213HabLERZvFjK0j32mEzb/PRTqaqSjMcek6mY8adcWgsvvwwtWsiyEaWUSpGjR2WuUocOcPPNqTpE27ZykeQqWndZZCR8/bV0PvutQoVk0XJkpGyFoJTyvNOnpbplWjRrJsdIwdzusDAptDKu1xZYuFBuhIcTHQ3PPy/XVX4pLEz2tPvxxyT3R1bK17Rh545GjWDlSvjuO9n0vGtXqFBBNtFNolTT/fdLJ84tt0hCGjkSataEX3+VAghKKZVi48bJRdcLL6T6EJkywVdfyXXIfffJAODDD0PTprJ8LYU1E3zvnnsk/77+Ovz2m9PRKBVcrJVphdmype04WbJINaYUrj0bNAia/zWG8yYTb53rxeDBMjXzhhvgmWfSFpJXde0qPzstoqL8gDbs3GWMDLetWQOzZkk1lI4doWpVKYMZb/K3MbJ/3YIF8rSDB2W0btUqHa1TSqXC6dPSsGvbVjqV0qBOHVmm1qCBrPetUEE2EU7JlgmOevttmc/epQucO+d0NEoFj+ho2XMgrSN2IO/P06fhm2/c/pZMJ6JodvBTjrbsyoGYvJw7JxOkZsyQfc/9VrFisgZ48mTd0045Lp3TAQQcY6TXuG1bGbEbNEi+joiQym1Nm16eCF6pkn/uq6mUCjCffALHjsGzz3rkcDlyQK9eHjmU7+XIIT+Pxo1l9HLMGKcjUio4xG20m9YRO5CNyosVk1GshGV4kzN+PCY6mgKjnmJUmbSH4FMPPyx7OyxfDvXrOx2NCmE6Ypda4eGSrLZskYW+hw7JvPJ69eCnn5yOTikVLC5dklGq2rWhVi2no/EPjRpB797yc/nlF6ejUSo4nDolnz0xYhcWBp07S42Cf/9179zjx8tGm2UCrVUHtGsnc0Z1SxblMG3YpVW6dNJTs22b7KC5c6f01jRpAqtXOx2dUirQzZsnO/Y+9ZTTkfiXESOkjGe3bjolUylPiBux80TDDqRhFxsL779//ee+9hocPpzqir+Oy5JFOvtnzpTZFUo5RBt2npIhAzz+uNTqfestWL9eethbtYK1a52OTikVqN56Sxow7do5HYl/yZZNZkts3y6LmJVSaRM3YueJqZgApUtLFd+33rr2Br5//SVTqrt1k0pzgerRR+H8efj8c6cjUSFMG3aeljmz9Kzv3AnDh8s+LtWqwb33wqZNTkenlAoka9fKmo2+fWV2gLpaw4ZSB33MGPj9d6ejUSqweXIqZpyRI2XU7vnnk37cWslvmTNLtdtAVq0aVK8uex775W7qKhRow85bsmWTRLZrF7zyCixaBBUryuLa7dudjk4pFQjGj5cpPg8/7HQk/mvkSMiXT/a90o3LlUo9TxZPiVO0KDz9tIxi/fpr4sfffFOuj4YMCYD9VtzQowds3KjbsSjHaMPO23LmlN3Kd+2CgQNlF+By5eQiRDezVEol58QJmDZNNsbMmdPpaPxXjhyyhmfDBhg1yulolApc3hixA+nkzpdPlqYsXXrl/lGjYMAA2VSzd2/PntMp998PWbPKqJ1SDvBIw84Y08wY85cx5m9jzHNJPP6QMeaQMWad6+MRT5w3oOTOLYv9d+6EPn1g6lSZf967N+zf73R0SgWtgM1PU6fK5r49ezodif9r3Vo2RB4yRApZKRUA/C43eWPEDqShuHSpXAc1bizv18qVpbO7Y0cZzQuWqebZs0vj7ssv4fhxp6NRISjNDTtjTDjwHtAcuAW43xhzSxJPnW6treL6+DCt5w1Y+fLB2LFSZKVbN+nVKVkSnnlGdjJXSnlMwOYna2HCBNkfMyLC6WgCw7hxkCmTNIR1fYvyc36Zm7w1YgdQtqxMT+zUSbaJKlwYhg2TDqxgadTF6dVLOuUmT3Y6EhWCPDFiVwP421q701p7AfgSaOOB4wa3woXhgw+kGlSHDtLYK1FCSv1qqVylPCUw89PPP0uxJR2tc1++fLLebulSuVhUyr/5X246fVr26M2UyTvHz55dNizfvl22cXnhheBr1IEUUalTR7bAio11OhoVYjzRsCsIxK9ju891X0L3GGM2GGNmGWMKJ3cwY0wPY0ykMSby0KFDHgjPz5UoIb06mzbJ/PPhw6F4cRg69ErvmVIqtTyWn3yamz78UC6COnb07nmCzaOPyjYzTz8te2Ip5b/8LzedOiXTMI1J/TGU6NNHZmYtWuR0JCrEeKJhl1QGSDgPZi5QzFpbCVgMTEnuYNbaidbaCGttRN68eT0QXoAoWxa++EL2v2vQQCppFi8ui4vPnnU6OqUClcfyk89y06lTMGuWNOqyZvXeeYJRWJjMhDh+HJ5LtGRJKX/if7np1CnvTMMMRffcI1U+33nH6UhUiPFEw24fEL8XqRBwVTUQa+0Ra2206+YkoLoHzhucKlWC2bNlLnpEhCwuLlFC1o9ER1//+5VS8QVefpoxQzpzunVzNIyAVbGi7CX60Ufwyy9OR6NUcvwvN50+7fnCKaEqQwbZY3PBAt3iSvmUJxp2vwOljTHFjTEZgI7AnPhPMMbkj3ezNbDFA+cNbrfeCt9/DytWyGjek09CqVJSbEX3alLKXYGXnyZPhjJloFYtR8MIaIMGyTrmXr00Xyp/5X+5SUfsPKtXL0ifHt56y+lIVAhJc8POWhsD9AEWIklnhrV2kzFmiDGmtetpfY0xm4wx64G+wENpPW/IuP12KQaweDEUKiQ9QGXLSnGAS5ecjk4pvxZw+Wn7dimc8tBDus4lLbJlg7fflo2CdSqU8kN+mZtOn9aGnSflywddukhnnVY9Vz5irB+XhY6IiLCRkZFOh+E/rJVh/ZdegrVrpYH36qtw772ytkSpAGCMWWOtDega/l7LTS++KPtd7t0LBQp4/vihxFpo2VJmPWzdqj9PdV0hn5sqV4ZixeDbbz0aU0jbuhXKlYOXX5Z9NpVKJXfzk7YGAokx0KIFrFkDX30ljbkOHaBqVZgzR/duUiqQWSsb9TZpoo0QTzBG1iZfuAADBjgdjVL+T0fsPK9sWdmQ/b334MwZp6NRIUAbdoHIGLj7btiwQS4Ez56FNm2gZk0prasNPKUCz6pV8M8/8OCDTkcSPEqWhGefhWnTYNkyp6NRyr/FbXegPGvgQDh6VGokKOVl2rALZOHh8MADsGWL7HsVFQV33gl33AE//eR0dEqplJg2TTYGbtvW6UiCy3PPyfSyJ57QQipKXYsWT/GO226TbaxGjNBRO+V12rALBunSQffusG2bDPf//TfUry9Tulavdjo6pdT1XLwo2xy0bq0XVp6WOTOMGQN//gnjxzsdjVL+KSYGzp/XETtvGTJECqi8/77Tkaggpw27YJIxIzz+OOzYAaNHw7p1ULs2tGolX3vQoUPw++9w4IBHD6tUaPrxR3lT6TTMNIuJkXS3cSPExrrubNMGmjaVbRC0Op1SiZ0+LZ+1Y8k7br8dmjbl0usjWfPTaY4fdzogFay0YReMMmeGZ56BXbtg2DApn161KrRvD5s3p+nQJ05Ap05w883QsyeULy/L/Q4d8lDsSoWiadMgVy5o1szpSALa5Mky6/KBB6BdO9kOcM4crhRSOXtWpmYqpa6mDTuv2rUL+h57lfCjh1n1wDiKF4c+fWSQVClP0oZdMMuWDV54QTLKyy/LhucVKkDnzjJdM4WslY7vrFmlxsOaNVKVvWRJWdoXE+OF16BUsDt/Hr75Bu65BzJkcDqagDV9uuz+Mneu9F9t3y61Cnr0cC05LlMG+vWDTz6R6QZKqStOnZLPOhXT406ehIYNoch9tbjUqg19Tr7O9hX/sX8/PPKI09GpYKMNu1CQM6fM7961S8p+f/WVlOB99FHYs8ftw6xYIfVZ3n8fbrhB7suaFd54Q2aBfvedl+JXKpgtWiQXVe3bOx1JwLIWhg6Fjz6SyQkgg3QNGkh+Gj7c9cSXXoL//Q/69o03T1MppSN23jN1KlSvDv37Q/iboyA6mjxjXuTzz2HhwlT1syuVLG3YhZI8eWDkSNi5E3r3hk8/hdKlpVqcG4vlVqyQ2g4J90I3Rgr5LV/upbiVCmazZsk0zAYNnI4kYB07JrMHkvoRtm0ruQuQHqkRI6So1Oef+zRGpfyajth5zYoV8Yodly4NTz4Jn3xC5i1/0LQp/PKLo+GpIKMNu1CULx+8/bZ0Ez30EEyYACVKSHfSNRbLZcsGR44k/diRI/r/QKkUi46WRWBt20L69E5HE7AyZZKp4ElVEk+Um7p0gRo1ZH+7uItZpUJd3HtBR+w8LtG100svSUd7nz4cO3xJr52UR2nDLpQVLgwffAB//QUdOkhJ8OLFJekcO5bo6ffeC19/Dfv3X33/kSMy+Nexo4/iVipY/PijVCS6916nIwloWbJI3ZmkKomPGQP33x/vjrAwKaRy4AC8/rrPYlTKr+lUTK/p2FH6z8+dc92RIwe8+SasWkXln9/VmlnKo7Rhp2S0bvJk2LQJWraUSprFi8uilXg92gULSkG5unWvPH3aNKni+/DDUK6cY69AqcA0a5b8k2/UyOlIAt7IkTB2LDz1FERGwsqV0K2b1Ix68cUET65ZU4pIvfmmTE1XKtTpVEyvadQIbr1Vthf+5hu5dnr3eCd+yHgXQ2OeJ+t/O5wOUQURbdipK8qWhS+/lE2g6teHV16RBt7o0VImHBg4UPb4/fprGWT49FPp9B42zNnQlQo4Fy/Kf/nWraX6kEqTUqXgt99kRuvDD8sy4uLFYdUquOmmJL7h9dflyQMG+DxWpfyOjth5jTHSGd67t6yCad8eVvxsyPXlBNJlciWsS5ecDlMFCW3YqcQqV5YLzl9/hYgIufApWRLeeQeio7nzTlkWtGWL9Ia3bSuJSymVAitWyJTndu2cjiRoFCwoVTA3bIC1a6VvKnfuazz5+eell2rJEp/GqZTfiRuxy5rV2TiCVFiYLO9dulS2Y5k+HSLaFpJp4cuXy14tSnmANuxU8mrUkJbb8uWyI3nfvlLRadIkGW3wkIsXpVy5UiFlzhyp+tG0qdORhK6nn4aiRWX+ZhI95rGx2pGuQsTp09KoS1j2WnlX164yZ3zoUFiwwO1vs9ajl2EqiOg7WF1f3bqwbBn88AMUKCA7/pYtK5uzpPKqx1r4+GMoX16ubXPnlmuskyc9G7ryvD17ZHpbVJTTkQQwa+Hbb6FxY+0hd1LmzFeG+D766PLdW7fKdKnMmWWWbJMmWpI8EJw7JxNNNm7UzsIUO3VK19c55d13oVIl6NQJtm275lMvXpSlL4ULy7VTkSKyg0tMjI9iVam2davstOPt61xt2Cn3GCMXoatWwbx5sh9Uly5QoQLMmJHizX6HDZNCB+PHS0L64w+ZldakiVSAV/5n/35o0UI2Wn3qKSmW8+CDUtRRpdDGjbB7t6yvU85q314qQL30Epw4wfbtssS4Zk3Z/eXMGamz0q6d9G8p/2OtFM8pXBgef1yWB5QvrzNsU+TUKV1f55QsWeCrr2S09M47E5ced7FW/ueuWCGDe5cuycSPxYtlmZ7yT2vXSvGcJk1k4lvRolKvwluNcW3YqZQxBu66C9asgZkzJRF16ABVq0qGcaOb9MgRKUb3/fdwxx1yyGLFZAQva1YpFKj8y4UL0q6vUUM2gl69WtolWbJIER3tHU+hOXPkc6tWzsahJAGNHQuHD8OwYQwfDk88Idt63nCDjNh16QLvvZdEdU3lF956S+p+/fqr/Gv6+28YNUrKzG/Y4HR0AeL0aW3YOalUKWmtHT4se7ckseXU779Lxd9vv4WKFeW+KlVg7lxZu7d+vY9jVte1b5/8Ovv2lWum336TNZZ//CGNO2/Qhp1KnbAwuaLfsAE++0y6tdu0kW7uRYuueaX/448yu7NAgavvN0b2S4+75lX+4+uvZV/7wYNl+gfIRe+ECbBrl1xQqRT49lt5r+TL53QkCmQYumtXGDuWjd/s4KGHEj+lXTsZaL1qo2HluAsXpBH3xRdS4wuu9D8OGCBFnZUbdCqm8yIiYPZs2Vu4Xr1EI3dz58qenAmLKGfOLP3rc+f6MFbllvHj5XfWuTOEh8t9+fNLR9Qnn3jn/4k27FTahIfL3IAtW6SoSlSUTCW44w4pupKMa1XR1NEf//Pzz9JuTyg8XAadfv7Z9zEFrH//lW7XpH6gyjnDhkGGDAw6MzDZ/KTVf/3P9u2yFWTZsq473n5b1oMjbzFdG+kmHbHzD40bw/z5Mrxz222J1txpDgosv/wSb8XFyJGQMydcuECePNKfGBnp+XMGTcPOWpl3PGiQbE90nfWnytPSp4dHHpEf/DvvyFyYO+6Qin8JhnMaNZI234EDVx/CWpgyRZcd+aPs2WW9UVIOHtTrgeuJipLrzZdfhrXD5sudOg3TvxQoAM8/T6uLX7PklWWJHp49W9ZtJbt9gnJE9uwyay0mBqme8txz8N13gOYmd8TEyASCw7tOsW1/Nv77z+mIFI0aydzK06dlcdbXXwPQsiVMm5a4DsG5c7J9QsuWDsSqrumqa6fjx2VP6AwZAO/lp6Bo2J05I3NYH31UFpNGRclUv/79dfTH5zJmhD59YMcOWUi3di3UqiWttXXrgCsVMJs1kwaetfDPP9C9u8wGad/e4degErn/fpk2cPTo1ffv3i2di3ff7UhYAeGTT6TQzPr1kC4dnJo+n/3pirAne3mnQ1MJPf00FwsUodKUpxkz+hInT8pF1NSpsrnw8OFOB6gSKlJEduP57DOkd/f8ebjzTqyFMWMkd6mk7d0r29aOHAkZL5ziv7PZueUW+PBDpyNTRETIgtGyZeGee6BfP2pUOEtEhBQH+vNPedr69XJ5Vb++rLdT/uX++2WrwpgYripQtHixtNtr1fLCSa21fvtRvXp1645evax98EFrY2Ku3Hf0qLWVK1s7dapbh1DecvKkta+9Zm3OnNaCte3bW7t5s42NtfbDD60tV87adOnk4X79rD1xwumAVXIGDpTf19Sp1q5da+3771tbuLC1772XsuMAkdYP8ktaPtzNTevWWfu//1n711+uO6Kjrc2Wzf5Rq6etU8f9n5nyoWnTrAX7bsTHNkMGyU+NG1u7YoXTgank/PGHtXnzWrs84il7KUNGu3jOGduqlbU1a1p7+rT7xwml3GSttbffbu2wYa4b2bNb26+f3b7d2nz5rF2zxu3DKG86f97aJ56Q66dSpezFH3+yQ4daW6CA5KZChax9/XVrL150OlCVlIsXrW3Z0tp69azd06CLPZ+/qH3tNWvz5LF20aKUHcvd/OR4ErrWhzsJ6vRpa3PksPbAgcSPzZtnbe3abvy0lPcdO2btyy9bmy2btWFh1nbubO3ff1tr5Vo3Ntbh+NR1xcZa+8031rZoYW2lStbee6+1y5al/DihdPHUq5f0a1z244/Wgo2ZPccWKyYNZOVnYmOtrVXL2nz5bMyxk3rBFCB27rT2wI3l7C/Zm9o6dawdO9baM2dSdoxQyk0bNkjHXEyMlb95Y6x96SVrrbXDh1vbo0cKfnDK+5YssbZ4cWvB2s6dbey/++3583rtFAguXLB20iRrf8rTzm7LVME+8oi1f/6Z8uO4m58CfipmVBTkypV0cbnq1WVGoPIDOXPCkCFSQvGZZ2RPgzJl4NFHyfDfHl0QHACMkWIE330n0z9mzpRllCp5O3ZIHrps/nzIkIHwJg2pUkXzk1+K2/7gv/8IHz2SdOmcDki5o3j4HvId3UKdwXfyyy/w5JOyHYtK2s6dMnUvPBxZ92Pt5Wlieu3khxo0kLK8L7wA06djytxMxrdex0SfdzoydR1xJSjqVTlF6arZmTRJ1mt7S8A37G66SRZOR0UlfuyPP6B4cfRpqMoAACAASURBVN/HpK4hTx544w35r9GrF3z6KZQuLRtHJaymolSAK1FC8tBl8+dD/fpcypSVdevkceWHataEBx6QdcJ79jgdjXLHwoXyuVkzZ+MIEMWLSwfdpUvI2vjffpMK1+i1k9/KmlWq927aBA0bSiOvbFnpZbVaUMLvxVtj500B37DLlk02IR040JWgXE6cgJdekraD8kP580v1zO3bZf+oCRPkKrd//+TLLyoVYHr0kD/zHTuQ0eotW6B5c8aOhf/9D6pWdTpClazXX5fPzz3nbBzKPQsXQqFCUqlIXVelSvLjevNNpKrTrbdCwYLs3CnFHh57zOkIVbJKlZJSpj/+KHt93HefVNLcvNnpyNS1BFLDzhjTzBjzlzHmb2NMov+CxpiMxpjprsd/NcYU88R544weLbu7V6ok2x307y+dGPXqQZcunjyT8rgiRWDiRNi6VZLTmDHSwHv5ZSkNq1QaOZmfqlaFoUPlmunzTgsAePDzFkycKBuUKj9WpIj8M/niC1i92ulo1LXExEiZuWbNAmqjL6evnaZNg48/lmulYcOkMRcRAa+8Ip+Vn2vYUCpnvveeVB2vWhVeew0uXnQ6MpWUQGnYGWPCgfeA5sAtwP3GmFsSPK07cMxaWwoYA4xM63njy5ZNcvq770p+z5FDOjLGjg2oHB/aSpaUTew2bYK77pLkVKyYfD51yunoVIDyh/z0yCNSmtpG3MqPdV6m3cDS/Pmn/HkrP/fsszK7oF8/nerkz1aulGk6ATQN0x9yU9GismzrySel9Hrp0nK7Z09PnkV5Vbp08Pjj0jnetq10iteuLTNElH8JlIYdUAP421q701p7AfgSaJPgOW2AKa6vZwGNjPFsk8sYWVs6bJj8Xd+SMD2qwFC2rAxlrFsnG7O8/LKM4I0eLQu8lUoZv8hPBQpAp7dvpdEvQ7i3vSF9ek8eXXlNtmzyT+XXX3WI1Z/NmycVCpo0cTqSlPCL3JQ+vWyT9vrrMkBdsKAnj6585qabZJfyr76Suf/VqsGcOU5HpeJYCydPBkzDriCwN97tfa77knyOtTYGOAHkTupgxpgexphIY0zkIV1rFboqV4ZvvpELqmrVYMAAGdV7913ZMVgp93gsP2luClFdu8oUp2ef1c4lfzVvnpToveEGpyNJCc1NyvPuvluq35QqJSN477zjdEQK4Nw5iI0NmIZdUr1HCeesuPMcudPaidbaCGttRN68edMcnApwNWrIovjly+Hmm6V6ZunSMGmSziNX7vBYftLcFKLCwmRe/969rkoTyq/s2CFFiVq1cjqSlNLcpLyjeHG5ZmrTBvr2hRdf1KnkTotbUhQgDbt9QOF4twsB+5N7jjEmHZADOOqBc6tQUbcuLFsGP/wg89p69JBpm1OnXl0OVamraX5SaVevnsxXGzEC/v3X6WhUfN99J5/vusvZOFJOc5PynsyZZRuEHj1g+HAYPNjpiEJbgDXsfgdKG2OKG2MyAB2BhBN75wBdXV/fCyxx7aKulPuMgcaNYdUqmDtX3iBdukDFipLAYmOdjlD5H81PyjPeeEOqc734otORqPjmzZMtDkqWdDqSlNLcpLwrXTrZSqp7dxgyRPaxUM4IpIada953H2AhsAWYYa3dZIwZYoxp7XraR0BuY8zfwNOAbgykUs8YaNlS5pHPnCm377tP1uLNnatTDtRlmp+Ux5QoAU89JdV7IyOdjkaBXCwtWyb/DwKM5iblE8ZI4+7uu6X86VdfOR1RaPJhw874c+dPRESEjdR/oOp6Ll2SinWDBsl6ixo1ZJuExo11vws/ZIxZY60N6F2SNDeFqJMnZY1v6dKwYoXmF6fNmgXt20vj7o470nw4zU0qaJ0/L5XGN2+G33+HMmWcjii0fPeddECtXg01a6bqEO7mJ49sUK6Uo8LD4cEHZQH9hx/Cf/9B06aSxFascDo6pVSwuOEG2f7gl19gxgyno1GzZ0Pu3HDbbU5HopR/y5RJZjhlzCijd6dPOx1RaIkbsfNB5V5t2KngkT69zCXftk22Rdi2TYoe3Hkn/Pab09EppYJBt25QpQoMHCglrJUzLlyQ9XVt2shaIqXUtRUuLLObtm6Ffv2cjia0BNIaO6X8TsaM0Lu3TMscPVrW4tWsCa1by8bnSimVWuHhsv3Bnj2SX5QzliyRqbHt2jkdiVKBo1Ej2Rf4o49g0SKnowkd2rBTygOyZIFnnoGdO2HoUNnXpWpVKbSyZYvT0SmlAtUdd+j2B06bPRuyZZO11Eop9w0eLNtFPfKIdI4o74tr2GXL5vVTacNOBb/s2eGll2DXLvm8YAFUqCBbJezY4XR0SqlANGqUFG569lmnIwk9ly7Bt99C8+aydkgp5b5MmeCTT6RT6jkttOoTp07JYEN4uNdPpQ07FTpy5ZKRu127ZCRv1iypDNWjh0yrUkopdxUvDv37w+efy96ayndWr4aoKCkCoZRKuVq1oE8f+OADWL/e6WiC36lTPpmGCdqwU6EoTx7ZbHjHDnj8cdmXqnRp6NsXDhxwOjqlVKB47jkoUEByR2ys09GEjq++ggwZoEULpyNRKnANHiwd3v366f6/3qYNO6V8IH9+GDcOtm+Hrl1h/HgoWVIWFh8+7HR0Sil/ly2bdBJFRkoHkfK+2FjZaqJZM5+UDlcqaOXKBUOGyD6Q33zjdDTBTRt2SvlQkSIwcSL89ZdsdvvWWzLN6uWX4fhxp6NTSvmzBx6A2rXh+efhxAmnowl+K1fK2qAOHZyORKnA16MHlC8vHdoXLzodTfDShp1SDihZUnrd//xTpvi89po08IYNu1LRSCml4jNGRv4PHpQ1vMq7pk+X4g+tWjkdiVKBL106GDlSlqZ8+qnT0QQvbdgp5aBy5eTiYe1aqFtXKmmWKCF7Vp0963R0Sil/ExEB3bvD22/L5r/KOy5dkqJXLVr47CJJqaDXogXUqCEdUxcuOB1NcNKGnVIps3MnTJsGc+fC+fMeOmiVKjBnjlRgq1ZNpiqULAnvvgvR0R46iVIqKAwfDlmzwpNPXlWI4Px5yUvTpklBXpUGK1bAf//pNEylPGTtWvjsc8O6dq/CP//INgjK87Rhp5R7zp+HTp2ks+nbb2V5XJEiUjTNY2rWhIULZYPzm2+GJ56QKpoffqhz0pVSIm9eKUSwaNHlQgSzZkHhwjBmjOSnW2+Fzp092PkUaqZPl72g7rrL6UiUCmhRUVC/PrRtC/PnQ/cZd/JHxtpEDxqmHdfeoA07pdzTrx+cOyfb0E2fDkuXyv7jvXvDH394+GR160r1qEWLpKLmo4/KtM3PPpMpQkqp0Pb441CxIjz1FH/8cpY+feD772HJEslPe/bIbO6nn3Y60AAUHS3VMNu0kZFRpVSqWCtbQNapc2W205o/DGcHDCJj1F5OT/rC6RCDS2wsnDmjDTulrufIEblYmjhROnHjVK8u+waPG+eFkxoDTZrI9My5c+WN2rmzXMzNmqV7WSkVytKlk6na//zDnl4jGDhQ8lGcLFlkP+Bp0+DoUefCDEjz58sPrXNnpyNRKqCtXi21nl57DcLDr9x/+5Cm7MlVifOvjdZ97Tzp9Gn5rA07pa5t61YoWxZy5078WMOGsG6dF09uDLRsCWvWwMyZcl/79nIVN3euJkWlQlW9evDggzT/8w2alfo70cN58kCZMrK7ikqBqVPhf/+TjjWlVKqtXw8NGkBYwhaAMey+tz95ojbJVAPlGXFV1bVhp9S13XSTrPWNiUn82I4d8rjXhYXBvffCxo1y4XHqFLRuDbVqwQ8/aANPqVA0ahQxYRm4cdATiXLAxYsyJdMn+SlYHD0K8+bJnoHp0jkdjVIB7aab5BopKUvydOB4toIwapRvgwpm2rBTyj2lS8suBBMnXn3/2bOyLUu3bj4MJjxcqrhs2QKTJsGBA9C0qaxOXrHCh4EopRyXPz9b7h9KvnXfE/3l7KsemjgRSpWSArvKTTNmSItYp2EqlWYtWsh2vcuXX33//v0w4eMMnOvRTwoWeLxQQYjShp1S7vvoI3j9dWlTzZghy1siIqBCBYcqYqdPD488Atu3yyK/bdtkatadd8JvvzkQkFLKCf9v787jrB7//48/rmkvoRRFSpu+LVRUUkLfb4hkaI8WKUnIkojs9SNkS9k+opXsSkWbos9HIW2SrRKVjxTSvs71++N10jY1ZzrL+7xnnvfb7dxm5sx7zvs1R/Pyvt7Xdb1eZwy7gZ+L1eTPTjfz4hObePNNuOoqGDjQCupKNowcCdWrWwsaEYlJwYJW861lS+vO8s471q2lbl3o3RtK33etFSgaMiToUHMGDexEolelCixaZG3m3ngD5s610uKvvprJ+vFkKlDA2iIsW2ZLGubNs7YJ6em2wF1EcrS0/Hkp+8FzlN61irKvPsgbb9gW3EWLLG9JlJYsgdmzoXNn29ssIjG74AIrEXD00TBmDKxebW17+/QBjjnG7pa//rpVqZPYaGAnkj3Filn58HfegeHDbXIsZf7/X7iwlehcvtxKUH3yid11btvWqr+ISI7lGjaAbt24+LuneOe+hdx2m+UryYZhw2wlROfOQUcikqOULQv9+8O778LQoftX8OWGG6zhphqWx04DO5EcqGhR6NcPfvoJ7rnHSndXr24XK8uXBx2diCTKo4/aaK5HD7VDya7t22HECFvpoGozIslz2mnWu/f555W3YqWBnUgOVqyY3SJbvhxuvdU2BlapAtddBytXBh2diMRb8eLwxBPWPOrASk9yeOPG2VKwbt2CjkQk9+nZ065V1PogNhrYieQCJUvCoEGWNHv0sDWklSpBr17w229BRyci8dSxozWOuvNOKz0n0fnXv2y9WJMmQUcikvu0aGG9I3VDKjYbN1rRh8KFk3I6DexEglS6NDz7rFXR7NwZnnvOejjccQesWxd0dCISD87Biy/a0sJevYKOJhyWLYNp0+Caa6ydjIgkV/78dl0yYYJuOMdi40Y46qikFX/QwE4kFZQta3fFvvvOGp4PGgTly8O998L69UFHJyKxqlwZ7r/fqjyNGxd0NKlv6FBrRn7ttUFHIpJ7de0Ku3fbXlc5Mhs3Jm0ZJmhgJ5JaKlWynk3ffGNdRAcMsAHeww/Dpk1BRycisbj9ditK0LOnbtgczubN8Mor1mjrxBODjkYk9zr1VCuiMmwYeB90NPG3c6c1Fn32WetFk4hCMWEa2Dnnijvnpjrnfox8zLSQs3Nut3NuQeQxPpZziuQKVataY7758y2p9utnA7wnn4StW4OOLhSUnyTl5MtnF0i//RZpGCWZGj0a/v7beoHmQMpNEirdutl2kVmzgo4kvj79FGrXtlUBvXpBzZpQr57lnnj644+k9rmJdcauLzDde18ZmB75OjNbvfe1Io/LYjynSO5Rq5Z1DZ0zx7qw9+4NFSvaMqXt24OOLtUpP0nqqVvX/o5ffhmmTw86mtTjPQwZYhdcDRoEHU2iKDdJeLRqZZ3MX3456Eji59NPraDVpk22NH7FCss7CxdC69Y2kxcva9ZYEZokiXVglw7sWXg7Arg8xtcTkcycdRZMnmwNzitVghtvtCUSL78c3wSUsyg/SWp68EHbc9etm5ZYH2jmTFi82HJckooNBEC5ScKjcGFo1872B+8p3R9ma9dC+/Z2LbVoEVx2GZQrZ03ZX3oJpk61auXxErKB3Qne+/8CRD4eqoNoQefcXOfcHOfcYROYc6575Ni5a9eujTE8kRzm3HNtcDdlCpQqZUsIqla1pUu7dwcdXaqJa35SbpK4KVTI9pD9/LNVwJW9HnvMmpFfeWXQkSSScpOES+fOsGWLDe7CLCMDOnWy5ZFvvGEzkfvq0gX69rX8HI+lp7t22blSaWDnnJvmnFucySM9G+cp672vA1wJPO2cq3ioA733L3nv63jv65QsWTIbpxDJJZyDCy6w5Znjx1sZ3Y4drSjD228nZvNvikpmflJukrg65xy49VZ4/nkr6y929/yjj+Dmm6FgwaCjiYlyk+QoZ59tqwzCXh1z9GjLMU8+aVtdMnPvvTYQe+ih2M+3bp0tL0+lgZ33von3vkYmj3HAGudcaYDIx98P8Rq/Rj4uB2YCteP2G4jkVs5B8+Ywbx68+aY917o1nHmm9Z3JiRWsDqD8JKE2YABUqWIlxeO9YT+MHn8cihSB668POpKYKTdJjuKczXTNnGn70cJo505bBl+79uGXWhYubMWtpk2Dzz6L7Zxr1tjHVBrYZWE80DnyeWfgoOY8zrlizrkCkc9LAA2BJTGeV0T2SEuzAd3XX8OoUbBhgw34zj7bElMuGOAdgvKTpLZChewO+OrValz+88/w+uvQvXtSK8gFRLlJwqdjR/s4alSwcRyp4cNh+XKbiUvLYvjToweUKAH9+8d2zhAO7AYCFzjnfgQuiHyNc66Oc25P+ZyqwFzn3EJgBjDQe6/kJBJvefJAhw7W5Pxf/4Jff7Ulm40bw7//HXR0QVB+ktR31lnWzmTkSFtKnVsNGmSzArfcEnQkyaDcJOFTrpxdT4wcGb4bxtu32yDtrLOgWbOsjy9SxPqOfvSRtZ06UmEb2Hnv//De/5/3vnLk45+R5+d677tFPv/Me3+a975m5OOweAQuIoeQL9/evjODB+O//x4aNWJh6abcVP9L+va1m+M5nfKThMY991gbhOuusxsyucjKlfDoTavYMfQlPi57NZMWlw3dNWN2KTdJaHXqBEuXwuefBx1J9rz6qiWb/v2jrra7s0t3dufNz/jWI7n4Yqvr9Oef2Txv2AZ2IpLCChTA33gTvdOX8VjJxzh141ye/bweHd6+nE61FvHpp0EHKCKA3YwZPRq2bbPlTrmkwu3s2bYluMEnj5A3LYPfuvajTx8b3+b0wZ1IKLVoYYWNRo8OOpLoeQ+DB1uyadIkqh/Zvh2adSjGrGMu5YJ1r9Oz+y4WL7btecuXZ+Pca9bY+1W06JHFfgQ0sBPJwaZNg4kzCtNjaR8K/fcn6N+fGutm8sn6mmy4uC27v/ku6BBFBKwv5bPPwscfWxGRHC4jwyqoj3p4JY2+f5m0bl258u5T+OILq1cwcWLQEYrIQY4+GtLTYezY8PTQnTkTvv3W+tRFOVs3ZAjkzQuNXriKQn+voXnh6Ywcae01b7opG+fe08MuiT05NbATycFGjrTK4Ucfjd0xuuce+OknuOceGm+bRNrp1e3qKlu3oEQkIbp0gTZt7O90zpygo0moOXMgf3648IsBdkf97rsB29pyyy2Wu0QkBXXoYL3ZJk8OOpLoDB0KxYtbk/UojRoFd90FeS69BI499p8ZyhtvtBtPv2daxzYTa9ZYX84k0sBOJEVt2GDFm6pVsz3LHTrAwoXZe40//oCyZQ94slgx6N+fG5ou54dmt1mrhCpVbP3TypVxi19Essk5ePFFOPlkaNvW/oBT1MSJcOGFFmr9+vDyy9lrofnHH9Cw2BLcK8OsAt0+iapcuZT+1UVyt4susoqRKbocc+VKuzlUsSI0LLeK3e++z4bW11gV4ij9c+1UsKBVHX/vPdi8mUKF7Ff/668oX2jPjF0SaWAnkoI2boTzz7cCl8OH2+qs2rWtyOXMmdG/zplnwpQpBz+/dStM/KIk+Z5+3GbrevSwzcWVKtkU32+/xek3EZFsOfZYeOst+xvs1Cl7o6UkefJJ687QpYsV3H3gARg2DK65Jvq9cbVqwRWf34kvUgTuu2+/702ZYrlLRFJQvnw2+zVunN2BTiHLl9uNpnz5YPx4eL/Zv3A+g4veuz5bC5P2u3bq0AE2b4Zx41i2zFqOnnJKlC8UwMAO733KPs4880wvkhsNHOh9mzbeZ2Ts//y4cd6fdtrBzx/KypXelyzp/fvv7/2ZzZu979zZ+9atDzh4xQrvu3XzPk8e7wsV8v6OO7xfty7WX+UgwFyfAvkllodykyTckCHeg/cPPxx0JPv5/Xfvjz3W+19+2f/5zZu9r1jR+1mzonyh6dO9Bz+m5kC/adPepydNspy1fHncQo6acpNIlObMsfz06qtBR7KfK6/0/qGHIl/s2uV9mTLeX3SRHzDAvhetTz/1vnRp7+fN897v3u19qVJ+W3obf845+7x+Vnbvtuupu+/O5m+RuWjzk2bsRFLQm29mvs+3eXO7W/T999G9TpkydlOtd2+oWRMuu8yWF2zdCq+8csDB5cpZ/7vvvrPKV48/DuXL29309evj8nuJSJR69rS74v36pdRelvHjoWlTW4K5r8KFoWtXm2zM0u7d0Ls3GSeXZUqVXpQta7mtdm3Le2+/balHRFJUvXq21jGFlmNmZMC771oOAWDGDFi1Crp0oWdP+160CyAaNbKVCU2bQsNGaXyY91K2j/uQhnV30K9flAH98YflOi3FFAnGmjU2hjnrLDjnHPuj3rgxmFi2bYNjjjn4eeesBsrWrdG/1tlnww8/wHPP2VKpL7+EN96Ao446xA9UqmTJ+uuvbS19//52lfXww7Bp0xH9PiKSTc7ZxrUaNfDt2zNx8DIuvtiWCHXrBosWBRPW1q2Z5yawIk1R5abnnoMFC0gb9DjD3yjEvHk2KHzmGWu/ee65cQ1ZROLNObjqKvj4Y5Z9upobboA6dWy7yIgRsGtX8kPKyLBCnf90Fhg+3JJVejpHHWUxZaeTTLt28MsvttS8eOfLOJqNDLz4E9KiHTkF0MMONLATAWDZMktK69bBoEFw//1W+ahRo2Amqxo3zvzO97ffWozVq2fv9dLSbLB6+eXZuBNevboFMW+e/XC/fvbDTz6ZvZGliByZIkXw777H5s1w6p2X063tRl54ASpXtguoceOSH1LjxjZrt337/s97bzNtjRtn8QK//mq55MILrSgBtljg8sttQJcnT2LiFpE4u+oq8J4RF4+lRAkrPtmzpy38ad06+YO7vHmhYUObmWPDBvukXTsoWJD337eb3PnyZe81CxSwXHvW3f9nhVQ++CD6Hw5oYBf4evDDPbRWXJIlPd37Rx/d/7mMDO+7dPG+b9/kx7N0qffHH+/9K694v2OHPbdggffVqnn/zDPJj8d77/3s2d5fcIGtqy9d2vsvvzyil0H7WESiNnmy913LTvEZefJ436yZ7Rvx3n/+ueWIbduSH1ObNt5fcYX3q1fb1+vXe3/77bb/d/v2LH64bVvvCxTw/scfEx5ndik3iURv927vFxSo6/+uUGu/53fs8L5+fe/HjEl+TFOnel+qlPeLb33Ze/AZn832kyfbc1OnxvjizZt7X65c9EUOxoyx66UlS2I8sYk2P2nGTnK9DRtg+vR91mVHOAe33w6vvZb8mCpWhI8+sn1wpUpBhQrQrJnFmK3mmPFUv76ViZo509bX/8//BBSISO4xZgzUvuMC3JAh1mOgd29g75/gtGnJj2nECJtlq17d+qqXK2clxqdNs950hzRunK0Dv+suW/ItIqH15Zcw8dgOHL18AXzzzT/P58tnxbWDuHZq0sRmDLe9MJyleapQpuVZ3HorvPSSfS8mzZvDzz/D4sXRHR/QjF3epJ5NJAVt2WIz7IULH/y9E06wYiVBqF0bZs2C1aut0m6FCrbUIHDnnbd3E4z3B1d4EZG42bAhcl3QqodVTXr6aRtJ3XorJ5wQTLXxggXhqadgwACrTVCypPX/Pay1a6F7d+tzcNddSYlTRBJnwwb4qlJbWHeb7ct/5JF/vleqVHDXTpdW/wm2/ps/e/8/ZvV0lC8fp8uUSy+1j+PHw2mnZX3877/bKLdYsTicPHqasZNc7/jjbbPtF18c/L0PPoAGDZIf075OOsnuiqfEoG4P5/ZmSh9l4yoRybYGDWDChMgXgwZBq1Zw223sGPE6M2ZYsaegFCkCVapEMajz3nplrl8Po0ZlMa0nImFQuzZ8/M0J7Gh8oS0t2KfkZKDXTpGpwuI3XkmFCnG891y6NNStu09CzsKaNXaBmeSb3xrYSa6XlgZ33w1XX23VI/f47DO7sXznnYGFlvr2HeCJSNxdcw1MnWpLiXaTB0aNYmfD80jr0pk+NT6kQoWgI4zCsGFWyGDAAKhRI+hoRCQOSpSATp3giTUdbS32J5+QkWGrrUeNOnh7S1J4b7OHjRplo4t4NjRrBp9/bisQshJEc3I0sBMBrHz49ddb8ce6de3ao317q/J03nlBRyciudVxx9nA7pVX7DrlnCYFqbR4HKuPO40+s6+wDcKp7Kuv4MYbrQrmbbcFHY2IxNGgQbD+vHQ2UJQJ7UZRsaJ1Rpo40XrmJt38+daLt0OHxLz+pZfa4PGjj7I+ds+MXZKl0uIukUD16gXXXmvV/fPls35RKr0dI+3BE4lZtWowZ461O1m7FqpWPYaSaVOst0Dz5jBpEpx/ftBhHuzPP6FlS7trPWaMEqpIDpMvHzz6bGG2/9GSpuPe5oMPhlC9buHg/rc/erQF1apVYl6/dm3bQDhhAnTsePhjV6+G009PTByHoRk7kX0UKmR9UOrV0zWIiKSWqlWtblHJkthU3rRp1lvy4ottcJdKtm+HFi3gv/+1fpglSgQdkYgkSIFuHcm7ZSM1lo8PblC3axe8/rotl8xy4+8RSkuDSy6ByZOtG/qhrFkDv/0WyNJzDexEJHE0WyeSOMcfD598YlN66em2uSUVZGRA584W26uv2p0yEcm5zj8fTj7ZeqEEZfp0G0wlahnmHpdeaiU/P/vs0MfMn28fzzgjsbFkQgM7ERGRsCpRAj7+2PpMtmsHjz0WbKVa7+HWW22Q+eijcOWVwcUiIsmRlmY3c6ZMsSWIQRg1Co49dm9bgkRp0sSWe06ceOhj5s2zj7VqJTaWTGhgJyIiEmbHHGMVVtq2tTK+114L27YlP46MDCuFN3iwDe769El+DCISjKuvthwwcmTyz71pE7z3HrRpAwUKJPZcRYvaDOW4cYe+iTZ/PlSsaAPNJNPATkREJOwKFrT+Tf36WXuB02xGyQAAD9ZJREFUc86BFSuSd/4dO6BrV3j+ebjjDnjiCS3FFslNKla0NgPDhyd/1cB778GWLVkXNImXVq2sP9aCBZl/f948K7QSAA3sREREcoK0NOsV9/77sHSpXViMGZP4i6y1a2150vDhcP/9MHCgBnUiuVGXLjbgmT07uecdNcoKSTVsmJzztWwJefNasZYD/fUXLF8eyP460MBOREQkZ0lPt/5xVataIYGWLWHVqsSca8YMqFMHvvzSZgwfeECDOpHcqlUrKFzYGm8my6+/WuGUDh2Sl3uOOw4uugjGjrXlp/vaM4ungZ2IiIjERcWKMGuWFVOZNAmqVIGHHoLNm+Pz+uvXw003wf/+L+TPb+dq3z4+ry0i4VS0qBVxGjvWKkcmw8iRNrhK1jLMPdq3h5UrD66OuadwipZiioiISNzkyWMFTL791nov3X8/lCsHDz5oyyePxMaNVu2yQgUYOhRuuQUWLrRZOxGRHj3sBtKYMYk/l/c2O3juuVC5cuLPt6/0dGt+PHbs/s/Pnw8nnWTtaAKggZ2IiEhOVr68NQn/7DNo0MCWS554IjRvbntTVq48/M9v3Agffmj7Z0qVgr597XXmzYOnnrKlVyIiYDd5zjgDXngh8ft7Z82CH3+0wk3JdtRRlkPffNOqcu4xb15gyzAB8gZ2ZhEREUmes8+G8eNhyRJrJDxmDEyYYN8rUwYqVYKyZa1cuPfW7HfFCpvx273blllddZW1U6hbN9BfRURSlHM2a9e9O8yZY3knUYYNg6OPtr19Qbj5Zrtp1rcvDBliRau++w5atw4mHmKcsXPOtXbOfeOcy3DOHXIdhnOuqXPue+fcUudc31jOKSISDeUnkUOoVs2WU/7yiy0bevppOO88a1kwY4YN9iZMsO+XL2+98aZOtYHeSy9pUBcj5SbJ8dq3txtBzz+fuHP8/bcNqtq3D27VQIMG0KuXLUsfNcqqAxcvDp06BRMPsc/YLQZaAC8e6gDnXB5gKHABsAr40jk33nu/JMZzi4gcjvKTyOGkpUGtWvaQZFJukpztqKOsmMnLL1sBp1Kl4n+O116DrVuDWYa5r4cfhokTbTBXtKjdHKtYMbBwYpqx895/673/PovD6gFLvffLvfc7gLFAeiznFRHJivKTiKQi5SbJFW6+GXbutNmsePMenn3W9rIFXbipcGGbratZ0wZ4Z54ZaDjJKJ5yErDvzuxVkedERIKm/CQiqUi5ScLt1FOtcuRzz8WvzcoeU6fa3t9bbkmNvpn161v/ukaNgo4k64Gdc26ac25xJo9o7xxl9o4fskyOc667c26uc27u2iMtxywiuUIy85Nyk4hES7lJBLj9dvjzTxg+PL6v+8wzcMIJ0KZNfF83B8hyj533vkmM51gFnLzP12WAXw9zvpeAlwDq1KmT4DqpIhJmycxPyk0iEi3lJhGsuEj9+tYWpUcP660Zqx9+gEmTrG1LgQKxv14Ok4ylmF8ClZ1z5Z1z+YF2wPgknFdEJCvKTyKSipSbJPycgzvugGXLbB9aPDz9NOTPbwNFOUis7Q6ucM6tAs4GJjrnJkeeP9E5NwnAe78LuBGYDHwLvOm9/ya2sEVEDk/5SURSkXKT5CqXX24FTu6/H7Zvj+21VqywSptXX21LMeUgzie6K3wM6tSp4+fOnRt0GCISR865r7z3AZexio1yk0jOo9wkkiBTp8KFF9reuF69jvx1rrnG2hwsXQplysQvvhCINj8lYymmiIiIiIjkRk2aQOPGMGAAbNx4ZK/x/fcwYgRcf32uG9RlhwZ2IiIiIiKSGM7BwIGwdi3ce++Rvca990KhQnDXXfGNLYfRwE5ERERERBKnXj246SYYPBhmzcrez77/Prz1lhViOf74xMSXQ2hgJyIiIiIiifXII3DKKbZXbsuW6H5m7Vq47jqoVQv69k1oeDmBBnYiIiIiIpJYRYrAsGFW/KRbN8jIOPzx3tueur/+gpEjrc2BHJYGdiIiIiIikniNG9vM3euvw4032uAtMxkZ0LMnvPOOFV057bTkxhlSeYMOQCSn2rLF8tJRRwUdiYjIXrt3W2G6okUhT56goxGRXKdvX5uFe+wx2LEDHn8cihUDLDfl27WVgn1ustm9O++EPn0CDjg8NGMnEmfz5kHTpnDccVCyJJx7LnzySdBRiUhut3WrXSOdcAKULQsnnQQPPgg7dwYdmYjkOgMHWkJ69VWoXJkf29/HI6e8yODiD7CheDkYNox1199rs3vOBR1taGhgJxJHX39tg7qWLe1m1IYNcMMN0KYNzJwZdHQiklt5Dy1awLJl8MUXlptmzIDZs6FLl6CjE5FcZ08LhK++Ym2pGlQe25+7fu5Bv10PUvyierx9wwxqvPsQP63QoC47tBRTJI4eegj69YNrr937XNu2lr/uvTf7FX5FROJh5kz45RdYuBDyRv7PX7WqVRGvVAkWLYLTTw80RBHJhXzNWjTaNZMXJm3l/NP/BOfIe+KJtAIWFrNVms89F3SU4aEZO5E4+vBD6NDh4OdbtLAlmhs2JD8mEZFJk6B9+72Duj0KFoRWrSx3iYgk24oVtq/uvKaFbH34iSf+872OHS13SfQ0sBOJozx5YNeug5/fvduWQqXpL05EAnCo3AT2vIqoiEgQ8uTZe410oJ07lZuyS5eZInF02WVWxOlAr70GDRuqQqaIBCM9HUaPhm3b9n9+wwZ46y1o3jyYuEQkdzv5ZChVCiZOPPh7w4ZZ7pLoaY+dSBzddx80amR76rp1s16ao0fDAw9oOYGIBKd+fahbFy691IrM1axpRVT69IHWraFKlaAjFJHcyDkYNAiuvBIefdTy0YYNMHQovP02zJkTdIThohk7kTiqXNkKpCxZAhUq2F2ojz+GKVPsokpEJAjOwahRcNFFtteucGHo3t32sAweHHR0IpKbNWlihZzeestaRVWrBr//Dv/5z35b7iQKmrETibPKle0CSkQkleTNazN06vUrIqmmQQOtbIoHzdiJiIiIiIiEnAZ2IiIiIiIiIaeBnYiIiIiISMhpYCciIiIiIhJyGtiJiIiIiIiEnAZ2IiIiIiIiIaeBnYiIiIiISMhpYCciIiIiIhJyGtiJiIiIiIiEnAZ2IiIiIiIiIaeBnYiIiIiISMhpYCciIiIiIhJyMQ3snHOtnXPfOOcynHN1DnPcCufc1865Bc65ubGcU0QkGspPIpKKlJtEJFHyxvjzi4EWwItRHNvYe78uxvOJiERL+UlEUpFyk4gkREwDO+/9twDOufhEIyISJ8pPIpKKlJtEJFFinbGLlgemOOc88KL3/qVDHeic6w50j3y5yTn3/RGcrwQQljtcYYoVwhVvmGKFcMUbS6zl4hlIHESVn3JhboJwxRumWCFc8YYpVjjyeHNzboJw/XcOU6wQrnjDFCuEK96EXztlObBzzk0DSmXyrX7e+3FRBtPQe/+rc+54YKpz7jvv/aeZHRhJXIcc+EXDOTfXe3/IdeupJEyxQrjiDVOsEK54UyXWZOan3JabIFzxhilWCFe8YYoVUiPesOUmSI33LVphihXCFW+YYoVwxZuMWLMc2Hnvm8R6Eu/9r5GPvzvn3gPqAZkO7EREoqX8JCKpSLlJRIKQ8HYHzrkizrmiez4HLsQ2DouIBEr5SURSkXKTiByJWNsdXOGcWwWcDUx0zk2OPH+ic25S5LATgH875xYCXwATvfcfxXLeKMS8JCGJwhQrhCveMMUK4Yo35WNN0fyU8u/bAcIUb5hihXDFG6ZYIcXjTdHcBCn+vh0gTLFCuOINU6wQrngTHqvz3if6HCIiIiIiIpJACV+KKSIiIiIiIomlgZ2IiIiIiEjIhXpg55xr6pz73jm31DnXN5PvF3DOvRH5/ufOuVOSH+U/sWQV623OuSXOuUXOuenOuUD76WQV7z7HtXLOeedcYKVmo4nVOdcm8v5+45x7LdkxHhBLVv8WyjrnZjjn5kf+PVwSRJyRWF5xzv3unMt0074zgyO/yyLn3BnJjjEVKTclTphyUySO0OQn5aacL0y5KRJPaPKTclNihSU/BZ6bvPehfAB5gGVABSA/sBCodsAxPYEXIp+3A95I4VgbA4Ujn18fVKzRxhs5rihWenkOUCdVYwUqA/OBYpGvj0/l9xbbXHt95PNqwIoA4z0XOANYfIjvXwJ8CDigPvB5ULGmykO5Kdh4I8cFnpuy8f6mRH5Sbsr5jzDlpmzEmxL5SbkpJeJNifwUdG4K84xdPWCp9365934HMBZIP+CYdGBE5PO3gf9zzrkkxrhHlrF672d477dEvpwDlElyjPuK5r0F6A88BmxLZnAHiCbWa4Gh3vu/wHoCJTnGfUUTrweOjnx+DPBrEuPbPxBrhvvnYQ5JB0Z6Mwc41jlXOjnRpSzlpsQJU26CcOUn5aacL0y5CcKVn5SbEis0+Sno3BTmgd1JwMp9vl4VeS7TY7z3u4C/geOSEt0h4ojILNZ9dcVG80HJMl7nXG3gZO/9hGQGlolo3ttTgVOdc/9xzs1xzjVNWnQHiybeB4AOzsphTwJuSk5oRyS7/7ZzA+WmxAlTboJw5SflppwvTLlpv1giUjk/KTclVk7KTwnNTXnj9UIByOwO0oG9G6I5JhmijsM51wGoA5yX0IgO77DxOufSgKeAq5MV0GFE897mxZYUnI/dzZvlnKvhvV+f4NgyE0287YHh3vsnnHNnA6Mi8WYkPrxsS5W/sVSi3JQ4YcpNEK78pNyU84UpN0G48pNyU2LlpPyU0L+xMM/YrQJO3ufrMhw87frPMc65vNjU7OGmRxMlmlhxzjUB+gGXee+3Jym2zGQVb1GgBjDTObcCWyM8PqCNwNH+Oxjnvd/pvf8J+B5LVkGIJt6uwJsA3vvZQEGgRFKiy76o/m3nMspNiROm3AThyk/KTTlfmHLTfrFEpHJ+Um5KrJyUnxKbm+K5YS+ZD+xOwnKgPHs3UlY/4Jgb2H8T8JspHGttbGNo5TC8twccP5PgiqdE8942BUZEPi+BTYEfl8LxfghcHfm8KvYH7wL893AKh94E3Iz9NwF/EVScqfJQbgo23gOODyw3ZeP9TYn8pNyU8x9hyk3ZiDcl8pNyU0rEmzL5KcjcFMg/qDi+cZcAP0T+qPtFnnsIu2sDNlp/C1gKfAFUSOFYpwFrgAWRx/hUfm8PODboBJXVe+uAJ4ElwNdAu1R+b7FqTv+JJK4FwIUBxvo68F9gJ3aXqSvQA+ixz3s7NPK7fB3kv4NUeig3BRfvAccGmpuifH9TJj8pN+X8R5hyU5Txpkx+Um4KPN6UyE9B5yYXOYmIiIiIiIiEVJj32ImIiIiIiAga2ImIiIiIiISeBnYiIiIiIiIhp4GdiIiIiIhIyGlgJyIiIiIiEnIa2ImIiIiIiIScBnYiIiIiIiIh9/8BLU9XtP4O/bEAAAAASUVORK5CYII=\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "ff7c4f4ecc19499ca78450e4eb501785": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": {} } }, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 2 }