From e1a24627a1493e259cb53d47ca9e4ed15988d213 Mon Sep 17 00:00:00 2001 From: Yasser Mohammad Date: Tue, 28 Nov 2023 07:01:40 +1000 Subject: [PATCH] doc update (switching to readthedocs.io) --- README.rst | 2 +- docs/tutorials.rst | 3 - .../tutorials/notebooks/01.run_scml2020.ipynb | 9504 ++++++++--------- docs/tutorials/notebooks/04.experiments.ipynb | 6 +- docs/tutorials/notebooks/06.ideas.ipynb | 976 +- notebooks/tutorials/01.run_scml2020.ipynb | 9504 ++++++++--------- .../02.develop_agent_scml2020_oneshot.ipynb | 6 +- .../tutorials/03.develop_agent_scml2020.ipynb | 4 +- notebooks/tutorials/04.experiments.ipynb | 6 +- notebooks/tutorials/06.ideas.ipynb | 976 +- 10 files changed, 10492 insertions(+), 10495 deletions(-) diff --git a/README.rst b/README.rst index f5ee863c..130c69ff 100644 --- a/README.rst +++ b/README.rst @@ -16,7 +16,7 @@ Overview * - Gitter - | General |gitter| Standard |std| Collusion |collusion| OneShot |oneshot| .. |docs| image:: https://readthedocs.org/projects/scml/badge/?style=flat - :target: http://www.yasserm.com/scml/scml2020docs + :target: https://scml.readthedocs.io/en/latest :alt: Documentation Status .. |codecov| image:: https://codecov.io/gh/yasserfarouk/scml/branch/master/graph/badge.svg diff --git a/docs/tutorials.rst b/docs/tutorials.rst index f9607ad8..2912827c 100755 --- a/docs/tutorials.rst +++ b/docs/tutorials.rst @@ -11,6 +11,3 @@ applicability to a variety of problems. tutorials/01.run_scml2020 tutorials/02.develop_agent_scml2020_oneshot tutorials/03.develop_agent_scml2020 - tutorials/04.experiments - tutorials/05.logs_and_stats - tutorials/06.ideas diff --git a/docs/tutorials/notebooks/01.run_scml2020.ipynb b/docs/tutorials/notebooks/01.run_scml2020.ipynb index eb53e653..33319a65 100644 --- a/docs/tutorials/notebooks/01.run_scml2020.ipynb +++ b/docs/tutorials/notebooks/01.run_scml2020.ipynb @@ -1,4754 +1,4754 @@ { - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "formed-honey", - "metadata": { - "execution": { - "iopub.execute_input": "2022-02-16T09:17:04.093563Z", - "iopub.status.busy": "2022-02-16T09:17:04.092532Z", - "iopub.status.idle": "2022-02-16T09:17:05.979054Z", - "shell.execute_reply": "2022-02-16T09:17:05.979682Z" - }, - "papermill": { - "duration": 1.956589, - "end_time": "2022-02-16T09:17:05.980059", - "exception": false, - "start_time": "2022-02-16T09:17:04.023470", - "status": "completed" - }, - "tags": [ - "remove_cell" - ] - }, - "outputs": [ - { - "data": { - "text/html": [ - "" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "%matplotlib inline\n", - "import warnings\n", - "warnings.filterwarnings('ignore')\n", - "# setup disply parameters\n", - "from matplotlib import pylab as plt\n", - "import seaborn as sns\n", - "from matplotlib.ticker import StrMethodFormatter\n", - "float_formatter = StrMethodFormatter('{x:0.03f}')\n", - "from IPython.core.display import display, HTML\n", - "display(HTML(\"\"))\n", - "SMALL_SIZE = 14\n", - "MEDIUM_SIZE = 16\n", - "BIGGER_SIZE = 20\n", - "\n", - "plt.rc('font', size=SMALL_SIZE) # controls default text sizes\n", - "plt.rc('axes', titlesize=SMALL_SIZE) # fontsize of the axes title\n", - "plt.rc('axes', labelsize=MEDIUM_SIZE) # fontsize of the x and y labels\n", - "plt.rc('xtick', labelsize=SMALL_SIZE) # fontsize of the tick labels\n", - "plt.rc('ytick', labelsize=SMALL_SIZE) # fontsize of the tick labels\n", - "plt.rc('legend', fontsize=SMALL_SIZE) # legend fontsize\n", - "plt.rc('figure', titlesize=BIGGER_SIZE) # fontsize of the figure title\n", - "plt.rc('figure', figsize=(18, 6)) # set figure size\n", - "plt.rc(\"animation\", html=\"html5\")\n", - "import random\n", - "random.seed(345)\n", - "import numpy as np\n", - "np.random.seed(345)" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "moving-telephone", - "metadata": { - "execution": { - "iopub.execute_input": "2022-02-16T09:17:06.136981Z", - "iopub.status.busy": "2022-02-16T09:17:06.135121Z", - "iopub.status.idle": "2022-02-16T09:17:06.139491Z", - "shell.execute_reply": "2022-02-16T09:17:06.140620Z" - }, - "papermill": { - "duration": 0.088934, - "end_time": "2022-02-16T09:17:06.140860", - "exception": false, - "start_time": "2022-02-16T09:17:06.051926", - "status": "completed" - }, - "tags": [ - "remove_cell" - ] - }, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "from time import sleep\n", - "from pprint import pprint" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "traditional-mauritius", - "metadata": { - "execution": { - "iopub.execute_input": "2022-02-16T09:17:06.264971Z", - "iopub.status.busy": "2022-02-16T09:17:06.263828Z", - "iopub.status.idle": "2022-02-16T09:17:06.357919Z", - "shell.execute_reply": "2022-02-16T09:17:06.343757Z" - }, - "papermill": { - "duration": 0.160027, - "end_time": "2022-02-16T09:17:06.358192", - "exception": false, - "start_time": "2022-02-16T09:17:06.198165", - "status": "completed" - }, - "tags": [ - "remove_cell" - ] - }, - "outputs": [], - "source": [ - "%%capture\n", - "from tqdm import tqdm_notebook as tqdm\n", - "tqdm().pandas()" - ] - }, - { - "cell_type": "markdown", - "id": "unable-bulgaria", - "metadata": { - "papermill": { - "duration": 0.065939, - "end_time": "2022-02-16T09:17:06.501888", - "exception": false, - "start_time": "2022-02-16T09:17:06.435949", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "## What is SCM and SCML?\n", - "\n", - "The Supply Chain Management (SCM) world simulates a supply chain consisting of multiple factories that buy\n", - "and sell products from one another. The factories are represented by autonomous\n", - "agents that act as factory managers. Agents are given some target quantity to\n", - "either buy or sell and they negotiate with other agents to secure the needed\n", - "supplies or sales. Their goal is to turn a profit,\n", - "and the agent with the highest profit (averaged over multiple simulations) wins.\n", - "\n", - "The Supply Chain Management League ([SCML](https://scml.cs.brown.edu)) is a\n", - "part of the International Automated Negotiating Agents Competition\n", - "([ANAC](http://web.tuat.ac.jp/~katfuji/ANAC2021/)) since 2019. SCML runs in the \n", - "SCM world.\n", - "\n", - "The league is built using [NegMAS](http://www.yasserm.com/negmas) which provides\n", - "tools for building multiagent systems in which negotiations are embedded within\n", - "world simulations.\n", - "\n", - "There are two different yet related games in SCML each represented by a\n", - "[NegMAS](http://www.yasserm.com/negmas)\n", - "[*World*](http://www.yasserm.com/negmas/api/negmas.situated.World.html) class:\n", - "\n", - "- **[SCML2023World](http://www.yasserm.com/scml/scml2020docs/api/scml.scml2020.SCML2021World.html)**\n", - " A world representing the *complete* SCML game described\n", - " [here](http://www.yasserm.com/scml/scml2021.pdf) in which the agent is\n", - " responsible of defining its own utility function, with who to negotiate,\n", - " negotiation agendas to propose, production schedule, etc. This form of the\n", - " SCM world is more representative of real-world trading with a combination of\n", - " long-term planning, negotiation, and production scheduling.\n", - "\n", - "- **[SCML2023OneShotWorld](http://www.yasserm.com/scml/scml2020docs/api/scml.oneshot.SCML2020OneShotWorld.html)**\n", - " A simpler form of the SCM world in which agents do not need to consider\n", - " long-term planning or production scheduling described\n", - " [here](http://www.yasserm.com/scml/scml2021oneshot.pdf). This form was\n", - " introduced in *2021*.\n", - "\n", - "\n", - "You can use the SCM world simulation in your own development and research as you\n", - "see fit but it is primarily intended for the SCM league (SCML) of the ANAC competition.\n", - "SCML has three tracks:\n", - "\n", - "1. **Standard track** based on the **SCML2023World** full game simulation. In\n", - " the standard track, a single instance of each agent type exists in the\n", - " world. This precludes any possibility of *collusion* between agent\n", - " instances of the same type and focuses on business operation of a single\n", - " factory.\n", - "2. **Collusion track** based on the **SCML2023World** full game simulation. In\n", - " the collusion track, *multiple* instances of each agent type exist in the\n", - " world. This opens the possibility for these agents instances to **collude**\n", - " in order to corner the market and get higher profits that what each of them\n", - " can get on its own. In this track, collusion is not considered a form of\n", - " *cheating* but is encouraged.\n", - "3. **OneShot track** based on the simpler **SCML2023OneShotWorld** game simulation.\n", - " In the OneShot track, a single instance of each agent type exists in the world\n", - " precluding any possibility of collusion. The focus here is on negotiation with\n", - " less focus on long-term planning as discussed earlier. This track was introduced\n", - " for the first time in *2021*.\n", - "\n", - "The SCML competition has two versions:\n", - "\n", - "- **Online Competition** Participants to this competition can submit their\n", - " agents as long as the competition is running (March 15th 2021 to July 1st\n", - " 2021). The system runs tournaments between the latest version of all\n", - " submitted agents for each track periodically and maintains a leader-board\n", - " showing the top agents updated at least weekly. Participants in this competition\n", - " will get the chance to observe how their agents behave against agents submitted\n", - " by other competitors and receive feedback about any exceptions or error caused\n", - " by their agents.\n", - "\n", - "- **Official Competition** The final version of each agent submitted to the\n", - " online competition (and registered before July 1st, 2021) is entered into the\n", - " official SCM league which will run as part of the ANAC 2021 competition in\n", - " conjunction with [IJCAI 2021](https://ijcai-21.org/). The winners will be\n", - " announced during the as part of the official program of IJCAI 2021.\n", - "\n", - "## A (not very) brief introduction to NegMAS\n", - "\n", - "The SCM world is built using [NegMAS](http://www.yasserm.com/negmas/). This\n", - "section provides a very short introduction of it to help you understand the\n", - "terms used in this document. Please refer to [NegMAS\n", - "documetnation](http://www.yasserm.com/negmas/) for full description and\n", - "details as well as tutorials and other goodies.\n", - "\n", - "This image shows the main components of a simulation in a NegMAS world:\n", - "![NegMAS world](world.png)\n", - "\n", - "The simulation is run using a **World** object which defines what happens in\n", - "every simulation **step**, provides a **BulletinBoard** object containing all\n", - "public information about the game, calls various callbacks defined in the\n", - "**Agent** object representing each agent in the environment, takes care of\n", - "running negotiations and keeps track of agreement signing and the resulting\n", - "**Contract**s. The **World** object also controls logging, event management,\n", - "serialization, visualization, etc. Refer to the\n", - "[World](http://www.yasserm.com/negmas/api/negmas.situated.World.html)\n", - "documentation for more details (you need to do that only if you are\n", - "implementing new world simulations).\n", - "\n", - "The designer of the game implements a **World** class by overriding few\n", - "abstract methods in the base **World** class. This is how the\n", - "**SCML2019World**, **SCML2020World**, **SCML2021World**, **SCML2023World**, **SCML2020OneShotWorld** and\n", - "**SCML2023OneShotWorld** were created. As a participant in SCML, you *never*\n", - "need to interact directly with the **World** object.\n", - "\n", - "The logic of an agent is NegMAS is implemented in an **Agent** object. The\n", - "designer of the simulation, should provide a base class for its specific world\n", - "inherited from NegMAS's **Agent** class. For SCML, this base class is called\n", - "**OneShotAgent** for the OneShot game (to go with the SCML2020OneShotWorld),\n", - "and **SCML2020Agent** for the full game (to go with the SCML2020World and\n", - "SCML20201World). Refer to the\n", - "[Agent](http://www.yasserm.com/negmas/api/negmas.situated.Agent.html)\n", - "documentation for more details about general NegMAS agents. Full information\n", - "about the **OneShotAgent** and **SCML2020Agent** classes can be found\n", - "[here](http://www.yasserm.com/scml/scml2020docs/api/scml.scml2020.SCML2020Agent.html) and\n", - "[here](http://www.yasserm.com/scml/scml2020docs/api/scml.oneshot.OneShotAgent.html) respectively.\n", - "\n", - " As a participant in SCML, you\n", - "only need to develop an Agent class inherited from the\n", - "appropriate base class depending on the track.\n", - "\n", - "So now we have the **World** and the **Agent** objects, and we already said\n", - "that the agent does not directly interact with the world. How does these two\n", - "agents interact then?\n", - "\n", - "- When the **World** wants to interact with the **Agent**, it calls some method\n", - " in it. For example, to instruct the agent to *initialize* itself, the world\n", - " calls the **init()** method defined by the **Agent**. To inform the agent\n", - " that a negotiation it is involved in is concluded with success, the **World**\n", - " calls the method **on_negotiation_success()** defined by the agent.\n", - "- When the **Agent** wants to interact with the **World**, it accesses an\n", - " interface object called an **AgentWorldInterface** or **AWI** for short which\n", - " provides all the services available to the **Agent**. For example, to request\n", - " a negotiation with another agent, the **Agent** object needs to call\n", - " **request_negotiation()** defined in the **AWI**.\n", - "\n", - "The world designer usually defines an AWI for its world that inherits NegMAS's\n", - "**AgentWorldInterface** class and provides any special services for agents\n", - "interacting in this world. You can find all the services available to your agent\n", - "through the AgentWorldInterface\n", - "[here](http://www.yasserm.com/negmas/api/negmas.situated.AgentWorldInterface.html).\n", - "These methods and properties are still available for your agent in SCML. Nevertheless,\n", - "in many cases, more convenient ways to access some of the information (e.g. the\n", - "bulletin board) is provided in the specific AWIs implemented in the SCML package\n", - "to be described now.\n", - "\n", - "For SCML, there are -- as you may already expect -- two AWIs. The first is\n", - "called **OneShotAWI** and is defined in *scml.scml2020* to go with\n", - "*SCML2023World* and *SCML2020Agent* and the second is defined in *scml.oneshot*\n", - "to go with *SCML2023OneShotWorld* and *OneShotAgent*. An earlier version is\n", - "also defined in *scml.scml2019* which is a *discontinued* form of the game used\n", - "in ANAC 2019 competition. You can find all the services provided by these AWIs\n", - "[here](http://www.yasserm.com/scml/scml2020docs/api/scml.oneshot.OneShotAWI.html)\n", - "for the OneShot game (OneShot track) and\n", - "[here](http://www.yasserm.com/scml/scml2020docs/api/scml.scml2020.AWI.html) for\n", - "the full game (Standard and Collusion tracks).\n", - "\n", - "Now that we know how worlds and agents work and interact, we can look at how\n", - "negotiation is managed in NegMAS.\n", - "\n", - "A negotiation is controlled by a **Mechanism** object which implements the\n", - "negotiation protocol (e.g. the alternating offers protocol). NegMAS provides\n", - "several mediated and unmediated negotiation protocols (as well as auction\n", - "mechanisms). The specific **Mechanism** that is used in SCML is the\n", - "**SAOMechanism** which implements the bargaining protocol.\n", - "\n", - "Negotiation strategies are implemented in a **Negotiator** object which usually\n", - "inherits some base negotiator-class corresponding to the mechanism(s) it supports.\n", - "The specific base class of all negotiators in SCML is **SAONegotiator**.\n", - "\n", - "The interaction between **Mechanism** and **Negotiator** objects mirrors the\n", - "interaction between **World** and **Agent** objects. **Mechanism** objects call\n", - "methods in **Negotiator** objects directly but **Negotiator** objects can only\n", - "access services provided by the **Mechanism** object through a\n", - "**NegotiatorMechanismInterface** (AMI). Note that it is an AMI not a NMI (for\n", - "historical reasons). You can find more details about the general NegMAS AMI\n", - "[here](http://www.yasserm.com/negmas/api/negmas.common.NegotiatorMechanismInterface.html).\n", - "\n", - "Each specific **Mechanism** defines a corresponding specific\n", - "**NegotiatorMechanismInterface** class (in the same way that **World** classes\n", - "define their own AWI). The **SAOMechanism** used in SCML defines **SAONMI** for\n", - "this purpose (Details are\n", - "[here](http://www.yasserm.com/negmas/api/negmas.sao.SAONMI.html?highlight=saoami#negmas.sao.SAONMI)).\n", - "\n", - "To negotiate effectively, negotiators employ a **UtilityFunction** to represent\n", - "their preferences over different possible **Outcome**s of the negotiation\n", - "(where an outcome is a full assignment of values to all negotiated **Issue**s).\n", - "NegMAS provides an extensive set of utility function, and issue types. Please\n", - "refer to NegMAS [overview](http://www.yasserm.com/negmas/overview.html) and\n", - "[tutorials](http://www.yasserm.com/negmas/tutorials.html) for more details.\n", - "NegMAS also provides some basic **SAONegotiator**s for the **SAOMechanism**\n", - "(Check the class diagram\n", - "[here](http://www.yasserm.com/negmas/modules/sao.html)). Moreover, you can\n", - "access almost all [Genius](http://ii.tudelft.nl/genius/) using NegMAS's\n", - "[GeniusNegotiator](http://www.yasserm.com/negmas/api/negmas.genius.GeniusNegotiator.html)\n", - "including all finalists and winners of all past ANAC competitions.\n", - "\n", - "Now we understand how agents interact with worlds through AWIs and negotiators\n", - "interact with mechanisms through AMIs. We know that the general simulation is\n", - "controlled by the world while each negotiation is controlled by a mechanism\n", - "within that world. **We need now to connect these two triplets of objects**\n", - "\n", - "As the figure above shows: **Negotiator** objects can be created and controlled\n", - "by **Agent** objects for the purpose of negotiating with other **Agent**\n", - "objects. The standard flow of operations is something like this:\n", - "\n", - "1. **Agent** A uses its AWI to *request_negotiation()* with Agent B passing a\n", - " **Negotiator** to be used in this negotiation. Usually Agent A will also\n", - " create a **UtilityFunction** and attach it to the **Negotiator** it just\n", - " created (by setting its *ufun* attribute).\n", - "2. The **World** calls Agent B's *respond_to_negotiation_request()* asking it\n", - " to provide its own **Negotiator** to negotiate with Agent A's Negotiator. It\n", - " can also just reject the negotiation request by returning no negotiators.\n", - "3. The **World** will then create a **Mechanism** and ask both **Negotiator**s\n", - " to *join* it. If all goes well, the negotiation starts (at a time defined\n", - " by the simulation rules) and runs until either an agreement or disagreement\n", - " is reached.\n", - "4. The **World** class will then inform **Agent**s A and B about the results of\n", - " the negotiation using their *on_negotiation_success* and\n", - " *on_negotiation_failure* callbacks. \n", - "5. Successful negotiations lead to **Agreement**s but are still not binding in\n", - " general until signed by all agents involved (A and B in this case).\n", - " **Agent**'s '*sign_all_contracts* is used for this.\n", - "6. Signed agreements become *Contract*s and are executed (as specified in the\n", - " simulation rules) by the **World**.\n", - "\n", - "The full SCML game uses this complete flow. The OneShot game simplifies things\n", - "by automatically requesting all negotiations, accepting all requests and\n", - "signing all contracts. \n", - "\n", - "When negotiations are independent, these are all the objects needed.\n", - "Nevertheless, in many cases, including the SCM case, negotiations are\n", - "inter-dependent. This means that what is *good* in one negotiation depends on\n", - "other concurrently running negotiations (or on expectations of future\n", - "negotiations). NegMAS provides two ways to support this case shown in the\n", - "following figure:\n", - "\n", - "![controllers](controllers.jpg)\n", - "\n", - "1. Let **Negotiator**s use **UtilityFunction**s that depend on some common\n", - " state. That is what is happening in the left two negotiations. Because you\n", - " define your own utility functions in the full SCML game (standard and\n", - " collusion tracks), this is one possible way to orchestrate the behavior of\n", - " your negotiators.\n", - "2. Have multiple **Negotiator**s be controlled by a single **Controller**\n", - " object with its own utility function that depends on what is happening on\n", - " all the negotiations controlled. This is what is happening in the two\n", - " negotiations on the right. This is also possible in the full SCML game\n", - " (standard and collusion tracks) and is the only method available in the\n", - " OneShot game (OneShot track).\n", - "\n", - "The **Negotiator**s connected to a controller lost their autonomy and just pass \n", - "control to their *owning* **Controller**. \n", - "\n", - "This concludes our introduction to NegMAS and different objects you need to know \n", - "about to develop your agent.\n", - "\n", - "In summary, you will need to develop an **SCML2020Agent** or **OneShotAgent** \n", - "depending on the track. This agent uses an **AWI** or **OneShotAWI** to access \n", - "sense and act in the world. All negotiations are controlled by **SAONegotiator**s \n", - "that may optionally be grouped and controlled centrally by **Controller** objects. \n", - "The preferences of these negotiators and controllers are defined using **UtilityFunction**\n", - "objects. \n", - "\n", - "\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "id": "bottom-calendar", - "metadata": { - "papermill": { - "duration": 0.1362, - "end_time": "2022-02-16T09:17:06.727223", - "exception": false, - "start_time": "2022-02-16T09:17:06.591023", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "## A brief introduction to SCM\n", - "\n", - "\n", - "Here we only provide a 10,000-feet birds-eye view of the two games used in SCML 2023's three tracks. Each section provides pointers to more information.\n", - "\n", - "### The Oneshot game (OneShot)\n", - "\n", - "An overview of the SCML-OneShot game is available [here](http://www.yasserm.com/scml/overview_oneshot.pdf) and a full description for the details-savy person is available [here](http://www.yasserm.com/scml/scml2021oneshot.pdf).\n", - "\n", - "![oneshot](situation_oneshot_wide.jpg)\n", - "\n", - "The game runs in a world in which factories can run manufacturing processes to convert products into other products. There are exactly 3 products and 2 processes as shown in the figure. Each agent controls exactly one factory.\n", - "\n", - "The agents that receive the raw material and generate the intermediate product are called 𝐿0 agents (level zero) and the agents. receiving the intermediate product and generate the final product are called 𝐿1 factories (level 1). The product type consumed by the factory controlled by an agent is called its input product and the product it produces is called its output product.\n", - "\n", - "Every day (simulation step), each 𝐿0 factory receives one exogenous contract specifying a quantity and a unit price (supplies) for this day and each 𝐿1 factory receives one exogenous contract specifying a quantity and a unit price of the final product (sales) for the same day. Production and transporation are assumed to take no time.\n", - "\n", - "𝐿0 and 𝐿1 agents need to negotiate together to secure intermediate product contracts in order to use their supplies (for 𝐿0 agents) or satisfy their sale obligations (for 𝐿1 agents). All products that remain unsold at the end of the day perish (i.e. has no value). Moreover, agents pay a disposal cost for any input products they buy and never sell and pay a shortfall penalty for any sales they cannot satisfy.\n", - "\n", - "Your goal as an agent designer is to maximize your overall profit over the simulation time.\n", - "\n", - "### The Full game (Standard/Collusion Tracks)\n", - "An overview of the SCML-Standard/Collusion game is available [here](http://www.yasserm.com/scml/overview.pdf) and a full description for the details-savy person is available [here](http://www.yasserm.com/scml/scml2021.pdf). \n", - "\n", - "![oneshot](situation.jpg)\n", - "\n", - "The game runs in a world similar to the one-shot game world but with few differences (that make a lot of difference):\n", - "\n", - "- The production graph is **depth is not limited to 2** processes. This means that some agents (in the middle) will have NO exogenous contracts and their goal will still be to match inputs and outputs but without being forced to either a specific supply or sales contract.\n", - "- Each agent (in the first and last production layers) can have **multiple exogenous agreements**. \n", - "- **Agreements are not binding until signed into contracts**. Each agent will have a chance to either sign or not sign (cancel) any agreement at the end of the simulated day (including exogenous agreements). This has two major implications:\n", - " 1. The good news is that the **agent can choose** some input contracts and some output contracts to maximize its profit after all agreements are conducting ensuring that there are no other agreements (on that day) that may affect expected utility.\n", - " 2. The bad news is that other agents have the same capability which means that an **agent cannot trust that an agreeement** it got and even signed will end up becoming binding as a contract.\n", - "- **Production takes one step** which means that you can sell today products that you bought yesterday or earlier but not today.\n", - "- **Products do not perish** and are **valued at some fraction** of their trading prices at the end of the simulation. This means that it makes sense in some cases for agents to pile stock (storage size is infinite and there is no storage or disposal cost). For example, if for some reason an agent believes that its input product will become more expesive over time, it makes sense for it to buy and accomulate input products early and then sell them when the price of the output product is at its max. \n", - "- **Delivery time becomes an important negotiation issue**. In the OneShot case seen earlier, buying, producing, selling and perishing happen in the same day (simulation step) which means that delivery time is obviously the same day. In this full game case, delivery time will usually be sometime in the future and it can theoretically be any day in the future up to the last simulated day.\n", - "- Agents **decide their negotiation agendas and partners**. This means that the system does not limit the price ranges for negotiation neither does it limit the quantity range or the delivery time range. This means that agents have to decide good ranges for themselves and have to be careful that the negotiation agenda offered by other agents may be so biased against them. In the OneShot game, none of this is possible because the system decides the negotiation agenda and they are always around the trding prices and with maximum quantities not exceeded the production capacity of agents.\n", - "- There is **no disposal cost** (products are never disposed of) or storage cost. Moreover, there is **no pre-defined shortfall penalty**. Instead the system simulates a **spot market** and forces agents with shortfalls to buy the remaining items they could not produce from that spot market. This mechanism is similar to predefined shortfall penalties with one major difference. **The more an agent buys from the spot market, the more it needs to pay (per unit)** in the future to buy from it again. This introduces a timing effect on failure to honor sell contracts through production. In the OneShot game, failing to honor a sell contract in the first step of the simulation and in the last step do not have much difference (assuming trading prices stayed the same). In this full game, failure to honor sell contracts early in the simulation will lead to higher spot market prices for that agent which will hurt it later in the game if it ever needed to buy from the spot market again.\n", - "- Finally, the fact that agents can have contracts with delivery dates in the future, **complicates bankruptcy processing**. When an agent goes bankrupt (i.e. its balance becomes negative), it is liquidated by selling everything in its inventory in the spot market and using the proceeds to pay **compensation** for agents with future contracts with it. None of this is needed in the OneShot game because agents do not have future contracts and going bankrupt does not prevent partners with contracts at the same step from getting the products they agreed upon at the agreed upon price.\n", - "- The only **difference between the *standard* and *collusion* tracks** in SCML is that in the former, there is a single instantiation of each competitor's agent class (type) in the world while there are multiple instances of it in the later. This means that agents of the same class (that can find themselves easily by sharing class level attributes for example) can try to **collude together to corner the market** and increase their aggregated profits above what each of them could have achieved on its own in the *collusion* track. " - ] - }, - { - "cell_type": "markdown", - "id": "supreme-privilege", - "metadata": { - "papermill": { - "duration": 0.081915, - "end_time": "2022-02-16T09:17:06.882879", - "exception": false, - "start_time": "2022-02-16T09:17:06.800964", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "## Run a session of the SCML world (2023)\n", - "\n", - "The SCML world (Supply Chain Management League) runs on top of `NegMAS`.\n", - "\n", - "In this tutorial, you will test a run of this world.\n", - "\n", - "Firstly, let's import everything from the SCML app\n", - "\n", - "**Note that the 2023 standard and collusion leagues are almost the same as 2020 versions with minor changes in the configuration and available data to the agent which will be explained later**. All agents developed for SCML2020, SCML2021, and SCML2022 run with no modification in SCML2023's standard and collusion leagues. Moreover, agents devleoped for SCML-OneShot run normally in SCML2023 worlds." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "detected-toilet", - "metadata": { - "execution": { - "iopub.execute_input": "2022-02-16T09:17:07.017296Z", - "iopub.status.busy": "2022-02-16T09:17:07.016213Z", - "iopub.status.idle": "2022-02-16T09:17:09.067994Z", - "shell.execute_reply": "2022-02-16T09:17:09.067257Z" - }, - "papermill": { - "duration": 2.126006, - "end_time": "2022-02-16T09:17:09.068211", - "exception": false, - "start_time": "2022-02-16T09:17:06.942205", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "from scml.scml2020 import *\n", - "from scml.oneshot import *" - ] - }, - { - "cell_type": "markdown", - "id": "sized-might", - "metadata": { - "cell_style": "center", - "papermill": { - "duration": 0.071737, - "end_time": "2022-02-16T09:17:09.206733", - "exception": false, - "start_time": "2022-02-16T09:17:09.134996", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "There are several ways to create an SCML world. One of the simplest is to use the `generate` method of the `SCML2023World` class. This will create a dict that can be passed to the `SCML2023World` constructor as keyword arguments. \n", - "\n", - "Here we explicitly set `construct_graphs` to True which slows the simulation yet allows us to see graph representations of what is happening in the world. \n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "changed-allah", - "metadata": { - "execution": { - "iopub.execute_input": "2022-02-16T09:17:09.366385Z", - "iopub.status.busy": "2022-02-16T09:17:09.365327Z", - "iopub.status.idle": "2022-02-16T09:17:09.368991Z", - "shell.execute_reply": "2022-02-16T09:17:09.368122Z" - }, - "papermill": { - "duration": 0.090292, - "end_time": "2022-02-16T09:17:09.369214", - "exception": false, - "start_time": "2022-02-16T09:17:09.278922", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "agent_types = [DecentralizingAgent, \n", - " MarketAwareDecentralizingAgent,\n", - " SyncRandomOneShotAgent]" - ] - }, - { - "cell_type": "markdown", - "id": "considered-rendering", - "metadata": { - "papermill": { - "duration": 0.082782, - "end_time": "2022-02-16T09:17:09.508491", - "exception": false, - "start_time": "2022-02-16T09:17:09.425709", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "Notice that we have a one-shot agent in the mix. Even though one-shot agents are designed for `SCML2020OneShot` and `SCML2023OneShot` worlds, they can run with no modification in `SCML2020`, `SCML2021`, `SCML2023` worlds." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "dynamic-breath", - "metadata": { - "execution": { - "iopub.execute_input": "2022-02-16T09:17:09.729352Z", - "iopub.status.busy": "2022-02-16T09:17:09.725910Z", - "iopub.status.idle": "2022-02-16T09:17:09.812572Z", - "shell.execute_reply": "2022-02-16T09:17:09.813413Z" - }, - "papermill": { - "duration": 0.216177, - "end_time": "2022-02-16T09:17:09.817261", - "exception": false, - "start_time": "2022-02-16T09:17:09.601084", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "world = SCML2023World(\n", - " **SCML2023World.generate(\n", - " agent_types=agent_types,\n", - " n_steps=50\n", - " ), \n", - " construct_graphs=True,\n", - ")" - ] - }, - { - "cell_type": "markdown", - "id": "black-meeting", - "metadata": { - "papermill": { - "duration": 0.072335, - "end_time": "2022-02-16T09:17:09.950753", - "exception": false, - "start_time": "2022-02-16T09:17:09.878418", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "Let's draw a graph to see what is in this world" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "settled-inclusion", - "metadata": { - "execution": { - "iopub.execute_input": "2022-02-16T09:17:10.171080Z", - "iopub.status.busy": "2022-02-16T09:17:10.166706Z", - "iopub.status.idle": "2022-02-16T09:17:10.454786Z", - "shell.execute_reply": "2022-02-16T09:17:10.455615Z" - }, - "papermill": { - "duration": 0.417836, - "end_time": "2022-02-16T09:17:10.455988", - "exception": false, - "start_time": "2022-02-16T09:17:10.038152", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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DiYmJ8vb2zrXut99+qx9++EFRUVE6fPiwmjRposjIyDxtBwDwz3rttddUunRpGYah8+fPa/bs2WrTpo1++OEHtWvXLtv1HGV6rv7F5dewm65GzlZi9ebyLF3TuiwjOUFXfpklt+CKKlSzzd8rObuqaOvM91+uzha91KqSihZytxk3swwbNky1a9dWamqq/vzzT82YMUORkZHavXu3ihcvfotH4s6658LhN954Q35+ftqyZYv8/f1tll24cMHm9/vuu8/hHzuS1OuzKKXlYy6SvDpvKZLtNq/n4uJiU2/w4MGqX7++5s2bp/fee0/FihUr8L4BAPKmT58+WrhwoYYPH67y5ctb/0hZu3atNdzdsWOHmjVrpsqVK+u9997TqVOnNGXKFB06dMjm0+4sHh4emjt3rl04vG7dOp06dUru7u46cC5O7g7Gpvj9v8piscjJu7Cu7Y1U4ca9HHf8uj9ujLRkpcVeVNLhzfp33x6a/+VMLV26NNv5pk6fPq333ntPS5cu1ZEjR2QYhgoXLqwWLVro6aefVtOmTR2u95///Ef//ve/1alTJz3//PPasGGDhg0bpoSEBI0aNSq7QwwAyIfcxqUjR47omWeeUbNmzfT888/L19dXK1eu1ODBg7Vp0yZ9+eWXdm1mjUs3vnc5duyYNm7caL1q6uUlu+zeNyUd/1Pp1y7L2a+Y4vdGOgyHsxR5ZLAsrp4y0lOVHndJSUe36fzyqapdZ7n+3LhGISH2H3hK0pUrVzRt2jQtWrRI+/btU3p6unx8fNSoUSMNGDBAHTp0cLje9OnT9ccff6h27dq6dOlSTocVAHCHtW7dWg8++PcY8tRTT6lYsWKaN29ejuGwo7FJknzrdFT8nkhdXjldJZ76SE6u7pKkq+u+UnpCjIK6TJDF8vcFMxYnZxWqmvmBqbOTRVtdi+rrnnUdbrNRo0aKiIiw/l6xYkU9/fTT+uqrrzRy5Mj87fhd5p4Lh//66y9VqVLFLhiWpKCgoDy1ceh8nDYcji7gnmU6G5OowxfiVC7IJ1/rWSwWNWzYUJs2bdKRI0cIhwHgDtm8ebPmz5+vyZMn68UXX5QkPfnkk6patapGjhypjRs3SpJefvllFS5cWJGRkdbANSwsTAMGDNCqVavUsmVLm3bbtGmjBQsW6IMPPpCLy9/D79y5c1WrVi2dO39Rl+NTFOQoHN4TKc8yD8rZL1AJe7IPh6//48aqcS/F/L5AkZFfasCAAfr222/t1ps9e7YGDx6s++67T926dVONGjXk7u6uEydOaPny5WrWrJl69+6t//znP3J1dbWul5iYqFdeeUVt27bVwoULJUkDBgxQRkaGJk6cqIEDB6pw4bxdFQYAcCwv41Lx4sW1a9cuValSxbreoEGD1K9fP33xxRcaO3asypUrZ9NumzZttGzZMkVHRysgIMBaPnfuXBUrVkzly5fX+YuXHL5vit+zVm7Fysq7WjNdXfeVMlKS5OTmYVdPkrwqNpCzl9/fBQ276dqetbq0/H217/C4dvyxxW6dn376ST169JCnp6e6deumsWPHytvbW2fPntXKlSvVpUsXtWjRQvPnz5ePj+37rq+//lr33XefnJycVLVq1dwPMADgruHv7y9PT0+b90s3yinTszg5q2iroTo3Z6RiNn6rwk2eVPK5w4rbvkK+dR+XW1DpbNtNzzC04XB0njO9Ro0aScrMKe9199ycw6Ghofrjjz+0e/fuXOumpqYqOjra7mf2+oNydrLcng6mp+rTVTvttpmSkpLrqseOHZMk3kgDwB20cOFCOTs7a+DAgdYyDw8PPfXUU/r999918uRJxcbGavXq1erZs6fNlbhPPvmkChUqpO+++86u3W7duunSpUtavXq1tSwlJUULFy5U9+7ddS0lTRYHQ1NazAUln9wjr381lnflxkqLOa+kU/mb26pIgy4qW6O+FixYoIMHbeeMnDVrlp566imNHz9e+/fv18SJE9WpUye1a9dOgwcP1ooVK/Tbb79pzZo1evLJJ23WXbt2rS5duqTBgwfblA8ZMkTx8fH68ccf89VPAIC9vIxLAQEBNsFwlo4dO0qSwzkRH3vsMbm7u2vBggU25XPnzlWXLl3k7Oysq4mpdu+bMlKTlXDw98xxqVIjGWkpSjy0KV/7VKhKuHzub6md27bajIuStHLlSrVv3159+vTRX3/9pSlTpqhLly5q27at+vfvrwULFmjnzp06c+aM2rVrZ/c+KyQkJM/TKAEA7qyYmBhFR0fr4sWL2rNnj55++mldu3Ytx2/kfxN1IsdMz/2+SvJ5oLVioxYr5cIxXf7vR3LxC5Jfg24O66cnxFh/lBSrT1ftVGxsbK59/1/K8O65UfPFF19UQkKCatSoofr162vUqFFatWqVUlNT7equWrVKgYGBdj9zv5ih9NswpYQkxe1cpcm9Gtltc/HixXZ1s4Ljv/76S++++64WLVqkqlWrqmLFirelbwCA3G3fvl0VKlSwm36hTp06kjKnk9i1a5fS0tJsvgIlSW5ubqpRo4a2b99u125YWJgeeughzZv39/yLP/30k2JiYtS1a1clpabLcDA0xe9bL4ubhzzL1pZ7cEW5+JdQ/N7IfO1TeoYhl0pNZBiGzZvww4cPa+jQofrss880cuRI69xa165dU0ZGhqTMP9geeOABrV+/Xj///LPNlcdZ+3njcahVq5acnJwcHgcAQP7kZVzKzrlz5yTJ5srgLF5eXnrsscdsxqWdO3dqz5496t69uyQpPjnN7n1T4uEoGSlJ8q7cWM6FCsujVNV8j0uS5FUl85suq1atspZdvXpVPXr00JgxY/Tee+9Zp7ZISEhQenq6pMwxKjQ0VGvWrNH58+f1/vvv53vbAIC7Q/PmzRUYGKigoCBVrVpVs2fP1ueff253r5frrT1wIddMz79Jbzl7+er83NFKOXdYRVo+bZ1i4npGapJOfdDD+nN8andN7tVIXbp0sasbFxen6Oho67dYhg8fLovFok6dOuV/x+8y99y0Ei1atNDvv/+uN998UytXrtTvv/+ud955R4GBgZo1a5YeffRRa926devq9ddft1k/MSVdg5efkf3U0gXDs3w9+dZqp1m9HpSH299bqVatmk29+Ph4BQYG2pQ1bNhQX375pSyOLh0DAPwjzp49qxIlStiVZ5WdOXNGycnJNmU31tuwYYPDtrt3767Ro0crMTFRnp6e+uabb9SkSRP5Fg1SWrohNwfrxO+JlFf5utY/ZrwqN9K1Hf9VkeYDZXHK+2gW65nZ1+u/9vTGG2+odevW6tOnjyTpwIED6tGjh/744w/5+vpqzJgx+vHHH9WnTx/16dNHY8eO1QcffKAnnnhCUuaxyrpb7/Xc3NxUtGhRnTlzJs/9AwA4lpdxyZGUlBRNnTpVpUuXVu3atR3W6d69u9q3b6+TJ08qJCRE33zzjcqUKaN69eopPcNQanqG3Trxu9fKvWRlufhmvpfxqtxYl1dNV3pCjO30EblwCwyVJB04dNhaNm3aNIWFhWns2LGSpPPnz6tHjx765Zdf5OHhocGDBys6OlqlS5fW+PHj9c4772jw4MHMcQ8A96iPP/5YFSpUkJR5zp8zZ4769+8vHx8fPf7443b1ryWn6cTlhFzbdXL3UuHmAxX9/VvyqtxInmVqOaxncXFTYMSrtmWSxj33iF3dfv362fweGBior7/+Otsx9l5yz105LEm1a9fW4sWLdeXKFW3evFmjR49WXFycIiIitHfvXmu9gIAANW/e3OanTI16cvbL29zEN8PFp6g8wmqodI16Ntu9cQ5hDw8PrV69WqtXr9YXX3yhypUr68KFC/L09LxtfQMA5C4xMVHu7vafKmddvZSYmKjExERJyrZe1vIbdenSRYmJiVq+fLni4uK0fPlyde/eXccvxTusn3LhqFIvHpNX5SbWMu9/NVZGYqwSj2zL135Z/n8uyLi4OElSenq6vv/+ew0blnkDu4yMDHXt2lXJycmaM2eOPv74Y82ePVtbtvw9F2SHDh0UFRWlpKQk67Fwc3MUaed8HAAAeZeXccmRoUOHau/evfroo4+ynbuxZcuWKlKkiObPny/DMDR//nx165b5tduktHS7+umJsUo8ul3elRtby7wqNpBkUcI+xx+MZsfilvm+5+Llq9ayBQsWaMiQIdZvsgwcOFAHDx7UzJkz9dVXXykqKso6x70ktWrVStHR0Tp06FC+tg0AuDvUqVPHmpv16NFDP/74o/71r39p6NChDqdnPX4pXg6vGXZwkaV78fKSJLf//9chi5M8w2rY/HiE1ZBvSft1Xn31Va1evVpLlizRk08+qZiYmP+ZaYzuuSuHr+fm5qbatWurdu3aqlChgvr27asFCxZo3Lhx2a6Tkmb/6fftkNt2nJ2d1bx5c+vvjzzyiCpVqqRBgwZp2bJlt7t7AIBseHp6Wq8Mvl5WIOrp6Wn9IC+7etl90BcYGKjmzZtr7ty51q/IRkRE6Gis4zEjfs9aWVw95OpfXKlXMq8Ms7i4We8O71Uu759SGymZ/c+6cc/hw4cVFxenxo0z3+Bv3bpVO3fu1NGjRxUamnk1V4MGDVS2bFlrG8WKFVN6erouX76s4OBgeXp6Zjunfk7HAQCQd3kZl240efJkzZw5UxMnTlSbNm2ybdvV1VWdO3fW3LlzVadOHZ08edI6pYSjqY4S9m2QMtLkWqysdVySJPfgCorfGymfWtnfWf5GRkpmqO3pVUhS5pi6Z88ehYdnTjdx4cIFLVu2TOvWrbOOVS1btlSpUqWsbbi5ualw4cK6ePGiypfP4c0/AOCe4OTkpPDwcE2bNk2HDh1S0aJFJf39QeiNWZuRmjk+WlxcVZAcZXrVqlWz5ngdOnRQQkKCBgwYoIYNGyokJKRAt/9Pu6fD4etlzXd49uzZHOu5ufwzqX5+t1OiRAk999xzmjBhgjZt2qR69erdpp4BAHJSokQJnT592q48a3wJDg5WkSJFbMpurBccHJxt+927d9eAAQN07tw5tW7dWv7+/nJLiLGrZxiG4veul5GapDOznrZbnphwVRkpiXJyy1sAm3LxuCRZ71Z/6dIlBQUFWa/OOnbsmAIDA63BsCSVLl3aZp7KkydPysnJSf7+/pIyj1V6erouXLhgM7VESkqKLl26lONxAADkTV7GpevNnj1bo0aN0r///W+NGTMm1/a7d++uGTNmaPz48br//vv1r3/9S5LDi7AUvydSknR+zgiHbaVePSdX/+K5blP6e1wKK1NGUua4dP3+ZN3o5/qv6/r5+dncnyU5OVkXLlywhgcAgHtfWlqapMw55itVqiQvLy8dOHBAkn3Wlnr5lCyu7nLy9LVr51bkJdN76623tGTJEr3xxhuaMWNGgW7/n3bPXf+8du1aGQ4+xl6xYoUk5Xozt7Ci3rrdM/pa/n87+fXMM8/Iy8tLb731VsF3CgCQJzVq1NDBgwft7lAbFRVlXV61alW5uLho69atNnVSUlK0Y8cO1ahRI9v2O3bsKCcnJ23atMl6dZajMSP5xC6lx0XLr1EPBXR4yeanSKuhMlKTlXAw73eHj9+zRhaLxXpzB19fX5t9LF68uC5duqSrV69ay65evarLly9bf585c6bq168vLy8v67GQZHcctm7dqoyMjByPAwAgb/IyLmVZunSp+vfvr8cff1wff/xxntpv2LChSpUqpcjISOu4JEkeLrbz2qdePafk0/vkU7Od3bgU8NgoydnFGh7nRfyetZKkx9u3lSTrDfdiYjI/MC1ePDNkvn6u/LS0NJ04ccL6++eff6777rvPOl8lAODelpqaqlWrVsnNzU2VK1eWs7OzWrZsqR9++EEnTpywyfTSYi4o8fBmeYQ9kK97seQmr5le2bJl1alTJ82ePdt6A9h71T135fAzzzyjhIQEdezYUZUqVVJKSoo2btyob7/9VmFhYerbt6+17unTpzVnzhy7NrzOHFV8cE2bstgt38viYjuXl8XiJL/6f9+hMOHARqVeOmXXXqFqzaw3ZEi9fEbux37TkgVXbOoUK1Ysx7stSlLRokXVt29fffLJJ9q3b58qV66cY30AQMGLiIjQlClT9Omnn+rFF1+UlHll0hdffKG6detavzLUvHlzzZkzR2PHjrVO1fD111/r2rVr6ty5c7btFypUSNOnT9exY8fUvn17SZK3u4tcnG0/uozfEymLq4f86naSxcV+Xt/YqMWK3xupQlXDc92nmN8XKOnodnXt2tX6tdsyZcooLS1Nu3fvVtWqVVW7dm0VL15cTz75pN58801ZLBa99NJLysjI0KlTpzRmzBhNnTpVv/zyi7Xdhx9+WEWKFNH06dNtvrY8ffp0eXl5qW3btrn2DQCQs7yOS+vXr1fXrl3VuHFjffPNN3meB9FiseiDDz7Q9u3b1atXL2u5s5NFrs5/t5EV/PrW62R973O9aztXKX5vpPwbdM11m/F7InVt5yr5hv5L7Vq3lJQ5PpYsWVJRUVFq166dQkJCVKtWLQ0YMEAffvih/Pz8NHnyZF24cEHR0dF67733NHr0aG7oDQD3sJ9++kn79++XlDmd0Ny5c3Xo0CG99NJL1g8NJ02apHr16qlmzZoaOHCgXA8m6/zZk7q2Y6Vksahwk943vX0jI13Xdq+1KQso5KYlC66oY8eO8vbOOSQeMWKEvvvuO02dOvWevtDznguHp0yZogULFmjFihX69NNPlZKSolKlSmnw4MEaM2aM9auukrRjxw6bP3Cy+AUFq2j/mUrP+PsK5NjfF9hv7MZweN96h33yKFXN+gdS0rHtOnBsu3rNt63TpEmTXMNhSXr++ec1Y8YMvf3225o9e3au9QEABatu3brq3LmzRo8erQsXLqhcuXL68ssvdezYMX322WfWem+88Ybq16+vJk2aaODAgTp16pTeffddtWzZUq1atcpxG7172/8B4+HqrNT/f29rpKUq4cBv8gir4TAYliSv8nUVu3WZ0uOvytnbP3O96/64MdJTlB5zQQmHopR68ZjCqtXRp59++vf6Xl4KDw/XrFmzNHXqVHl6eurzzz9Xly5dVLVqVUlSt27d1KBBA40dO1aVK1fWihUr1LBhQ2sbnp6emjhxooYMGaLOnTvrkUce0YYNGzRnzhy98cYb1uk3AAA3Ly/j0vHjx/Xoo4/KYrEoIiJCCxbYvrepXr26qlevnu02HnvsMT322GN25d7uLnJ2sig9w1D83ki5BpVxGAxLkmf5Orqy+j9KPndY7sXLWcsTDvwmi6unlJ6qtGuXlHR0u5JP7ZVbUGk9Ne5DmzbatWunWbNmqV27drJYLJo1a5batGljnVoiPDxcnTp10scff6yQkBB9+eWX6trVNoxev3691q/PfN928eJFxcfH6/XXX5ckNW7c2Dp/MQDgznv11Vet//fw8FClSpU0ffp0DRo0yFpeuXJlRUVFafz48frss88UfemyLO6F5BFWQ/4Nu8m16C3M95ueqkvL37UpuiSp13zp6NGjuYbDDz74oJo2barp06dr9OjR8vPzu/m+3EEWw9EcDTeIjY2Vn5+fYmJirMn9vezQ+Ti1mOo46C0IPz/XWOWCfG5b+wCA2yspKUljx47VnDlzdOXKFVWvXl0TJ07UI488YlPv119/1ahRo7Rt2zb5+PioS5cuevPNN61XEkuZcz/27dtXW7Zssc6P70jJkFBddi+moM7jlHBgoy4umaSirYep0P0tHffxxC6dnztahZsPlO+Djyp6+fuK3/33Vb0WV3c5efnLvXhZeVVuot+mj1KF4rZ/rERGRloD3Tp16kiS4uLitHPnThUrVkzly5fXn3/+qUKFCqnM/88J6cjMmTP17rvv6ujRowoJCdHQoUP17LPPciUXABSQ3MalyMhI643cHBk3bpzGjx9vU3fBggWKiIjIdp2mTZvqzLkLSuk4WcnnDuvc7OHyq99V/o17OqyfFnNBp6f3k0/tx1Sk2QBd3fCNYn6bZ11ucXGTk6ev3IJKy6tifXn/q6l+GdHM5n3T4cOHVblyZS1YsEAdOnSw7vu2bdvk6+urqlWr6sCBAzIMQxUrVnQ4zowfP14TJkzI9TgAAO5NZHp5k58s15ThsCT1+ixKG49csrl6+FY5O1lUv0xRff1U3QJrEwBgHndibBoyZIgWLlyoJUuWqH79+g7rbNiwQWXLluUGcwBgQv/02DR58mRNmDBB33zzjcOrmSVp9+7dslgsqlKlSoH1CQBw7yDTy11+stx77oZ0BWVSx2pycSrYK5pcnCya1LFagbYJADCPOzE2TZs2Te3bt1ejRo3Us2dP/fDDDzp8+LCOHj2q5cuXq2vXrgoPD9eSJUsKtF8AgHvDPz02jRgxQi+88II6duyo9u3b67vvvtOBAwd0/Phx/fzzzxo0aJBq1aqlL7/8skD7BAC4d5DpFSzThsMhRbw04dGC/aT5tUerKKSIV4G2CQAwjzsxNrm4uGjWrFlavHixDh06pMcee0zly5dXmTJl9Oijj+rs2bNauXKlhgwZUqD9AgDcG+7E2DRhwgStW7dOCQkJ6t69uypVqqSwsDC1aNFCW7Zs0Zw5c/TOO+8UaJ8AAPcOMr2CZdppJbJ8tPaQpqw6eMvtjGhZUUPCy+VeEQCAXNzJsenixYs6cuSIMjIyVK5cOQUGOr7xEADAXO7U2HT16lUdPnxYycnJKl26NFMcAQCsyPSyx5zD+TR/ywmNW7ZHaRlGvuYrcXayyMXJotceraInape6jT0EAJgNYxMA4G7D2AQAuNswNjlGOHwTTl5O0MtLdmnD4Wg5O1lyfEJlLW9ULkCTOlYz7WXnAIDbi7EJAHC3YWwCANxtGJvsEQ7fgkPn4/RN1AmtPXhBJy4l6PqDY5FUqqiXwisEqWe9UioX5HOnugkAMBHGJgDA3YaxCQBwt2Fs+hvhcAGJT07TsUvxSknLkJuLk8KKesvb3eVOdwsAYGKMTQCAuw1jEwDgbmP2sYlwGAAAAAAAAABMKD9ZrtM/1CcAAAAAAAAAwF2EcBgAAAAAAAAATIhwGAAAAAAAAABMiHAYAAAAAAAAAEyIcBgAAAAAAAAATMglL5UMw5CUeac7AAAAAAAAAMDdKSvDzcp0c5KncDguLk6SFBIScgvdAgAAAAAAAAD8E+Li4uTn55djHYuRhwg5IyNDZ86ckY+PjywWS4F1EAAAAAAAAABQcAzDUFxcnIKDg+XklPOswnkKhwEAAAAAAAAA/1u4IR0AAAAAAAAAmBDhMAAAAAAAAACYEOEwAAAAAAAAAJgQ4TAAAAAAAAAAmBDhMAAAAAAAAACYEOEwAAAAAAAAAJgQ4TAAAAAAAAAAmND/AVcOr1xGBQ21AAAAAElFTkSuQmCC\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "_, _ = world.draw()" - ] - }, - { - "cell_type": "markdown", - "id": "elementary-chicken", - "metadata": { - "papermill": { - "duration": 0.119778, - "end_time": "2022-02-16T09:17:10.669667", - "exception": false, - "start_time": "2022-02-16T09:17:10.549889", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "*If you want to just test your installation (and do not care whether you get an accurate indicator of agent performance), you can set the number of steps to a small value (e.g. n_steps=10).*\n", - "\n", - "Now you can run this world simulation by just calling `run`. " - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "restricted-millennium", - "metadata": { - "execution": { - "iopub.execute_input": "2022-02-16T09:17:10.883053Z", - "iopub.status.busy": "2022-02-16T09:17:10.881899Z", - "iopub.status.idle": "2022-02-16T09:17:22.834656Z", - "shell.execute_reply": "2022-02-16T09:17:22.834042Z" - }, - "papermill": { - "duration": 12.051621, - "end_time": "2022-02-16T09:17:22.834859", - "exception": false, - "start_time": "2022-02-16T09:17:10.783238", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n"
-      ],
-      "text/plain": [
-       "\u001b[?25l"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "5e3340978a044b9cbdfd8433c70c1c08",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "Output()"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "
\n",
-       "
\n"
-      ],
-      "text/plain": [
-       "\n",
-       "\u001b[?25h"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "world.run_with_progress() # may take few minutes"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "elder-techno",
-   "metadata": {
-    "papermill": {
-     "duration": 0.144816,
-     "end_time": "2022-02-16T09:17:23.108322",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:22.963506",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "Let's see what happened in this run. Firstly, how many negotiations were conducted over time"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "understood-dylan",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:23.422747Z",
-     "iopub.status.busy": "2022-02-16T09:17:23.414911Z",
-     "iopub.status.idle": "2022-02-16T09:17:23.621063Z",
-     "shell.execute_reply": "2022-02-16T09:17:23.621882Z"
-    },
-    "papermill": {
-     "duration": 0.397858,
-     "end_time": "2022-02-16T09:17:23.622141",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:23.224283",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.plot(world.stats['n_negotiations'])\n",
-    "plt.xlabel('Simulation Step')\n",
-    "plt.ylabel('N. Negotiations')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "turned-lingerie",
-   "metadata": {
-    "papermill": {
-     "duration": 0.132605,
-     "end_time": "2022-02-16T09:17:23.895835",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:23.763230",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "It is clear that many negotiations happened at the beginning of the simulation with smaller number later. That is expected as the agents at the first and last production layer receive more exogenous contracts in the beginning.\n",
-    "\n",
-    "Several other market statistics are available:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "single-survey",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:24.173056Z",
-     "iopub.status.busy": "2022-02-16T09:17:24.170919Z",
-     "iopub.status.idle": "2022-02-16T09:17:24.177194Z",
-     "shell.execute_reply": "2022-02-16T09:17:24.178280Z"
-    },
-    "papermill": {
-     "duration": 0.152415,
-     "end_time": "2022-02-16T09:17:24.178554",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:24.026139",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['n_contracts_nullified_now',\n",
-      " 'n_bankrupt',\n",
-      " 'trading_price_0',\n",
-      " 'sold_quantity_0',\n",
-      " 'unit_price_0',\n",
-      " 'trading_price_1',\n",
-      " 'sold_quantity_1',\n",
-      " 'unit_price_1',\n",
-      " 'trading_price_2',\n",
-      " 'sold_quantity_2',\n",
-      " 'unit_price_2',\n",
-      " 'productivity',\n",
-      " 'market_size',\n",
-      " 'production_failures',\n",
-      " 'bankruptcy',\n",
-      " 'n_registered_negotiations_before',\n",
-      " 'n_contracts_executed',\n",
-      " 'n_contracts_erred',\n",
-      " 'n_contracts_nullified',\n",
-      " 'n_contracts_cancelled',\n",
-      " 'n_contracts_dropped',\n",
-      " 'n_breaches',\n",
-      " 'breach_level',\n",
-      " 'n_contracts_signed',\n",
-      " 'n_contracts_concluded',\n",
-      " 'n_negotiations',\n",
-      " 'n_negotiation_rounds_successful',\n",
-      " 'n_negotiation_rounds_failed',\n",
-      " 'n_negotiation_successful',\n",
-      " 'n_negotiation_failed',\n",
-      " 'n_registered_negotiations_after',\n",
-      " 'activity_level',\n",
-      " 'step_time',\n",
-      " 'total_time']\n"
-     ]
-    }
-   ],
-   "source": [
-    "pprint(list(_ for _ in world.stats.keys() if \"@\" not in _  ))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "planned-quest",
-   "metadata": {
-    "papermill": {
-     "duration": 0.148815,
-     "end_time": "2022-02-16T09:17:24.460530",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:24.311715",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "Let's start by seeing how long did each step take (note that `stats` access the stats as a Dict[str, List] but `stats_df` access the same data as a pandas dataframe."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "signed-highlight",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:24.835645Z",
-     "iopub.status.busy": "2022-02-16T09:17:24.832848Z",
-     "iopub.status.idle": "2022-02-16T09:17:25.215376Z",
-     "shell.execute_reply": "2022-02-16T09:17:25.217269Z"
-    },
-    "papermill": {
-     "duration": 0.611522,
-     "end_time": "2022-02-16T09:17:25.217575",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:24.606053",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.bar(range(world.n_steps), world.stats_df['step_time'])\n",
-    "plt.xlabel('Simulation Step')\n",
-    "plt.ylabel('Time (s)')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "coordinate-progressive",
-   "metadata": {
-    "papermill": {
-     "duration": 0.175412,
-     "end_time": "2022-02-16T09:17:25.557891",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:25.382479",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "There are statistics specific for each agent that all have \"_{agent_name}\". Lets check what is available for the winner agent:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "id": "overall-image",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:25.923392Z",
-     "iopub.status.busy": "2022-02-16T09:17:25.922045Z",
-     "iopub.status.idle": "2022-02-16T09:17:25.925839Z",
-     "shell.execute_reply": "2022-02-16T09:17:25.926637Z"
-    },
-    "papermill": {
-     "duration": 0.179379,
-     "end_time": "2022-02-16T09:17:25.927094",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:25.747715",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['spot_market_quantity_00MAD@0',\n",
-      " 'spot_market_loss_00MAD@0',\n",
-      " 'balance_00MAD@0',\n",
-      " 'inventory_00MAD@0_input',\n",
-      " 'inventory_00MAD@0_output',\n",
-      " 'productivity_00MAD@0',\n",
-      " 'assets_00MAD@0',\n",
-      " 'bankrupt_00MAD@0',\n",
-      " 'score_00MAD@0']\n"
-     ]
-    }
-   ],
-   "source": [
-    "winner = world.winners[0]\n",
-    "pprint(list(_ for _ in world.stats.keys() if winner.name in _ ))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "aggregate-router",
-   "metadata": {
-    "papermill": {
-     "duration": 0.158983,
-     "end_time": "2022-02-16T09:17:26.266865",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:26.107882",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "The convension is that agent names has the form {ind}{Type}{process} where **ind** is a unique index, **Type** is a shortened version of the agent's type name, and **process** is the process the agnet can run. Note that the agent's input product has the same number as its process and its output product has the next number (i.e. an agent that runs process 1, has input product 1 and output product 2).\n",
-    "\n",
-    "We can see that 8 pieces of information are available (for each time-step of the simulation):\n",
-    "\n",
-    "- **bankrupt** If true, the agent is bankrupt.\n",
-    "- **balance** The money the agent has in its wallet (account).\n",
-    "- **inventory (input)** The number of units of the agent's input product available in its inventory (by the end of the simulation step).\n",
-    "- **inventory (output)** The number of units of the agent's output product available in its inventory (by the end of the simulation step).\n",
-    "- **assets** The value of the agent's assets (input and output products in inventory) evaluated at the trading price\n",
-    "- **spot market quantity** The quantity bought by this agent from the spot market (of its output product on this step). This can only happen as a result of a product-breach.\n",
-    "- **spot market loss** The spot market price for the agent. This value will go up the more the agent buys from the spot market and will be used to calculate the price for this agent at future steps. This way agents that depend on the spot market instead of negotiation get punished.\n",
-    "- **productivity** The fraction of the agent's production lines that were active at a given time-step.\n",
-    "- **score** The score of the agent according to the evaluation rule of ANAC SCML 2020\n",
-    "\n",
-    "Let's see how did our agent do"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "english-conspiracy",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:26.583192Z",
-     "iopub.status.busy": "2022-02-16T09:17:26.581889Z",
-     "iopub.status.idle": "2022-02-16T09:17:26.586528Z",
-     "shell.execute_reply": "2022-02-16T09:17:26.587389Z"
-    },
-    "papermill": {
-     "duration": 0.156035,
-     "end_time": "2022-02-16T09:17:26.587664",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:26.431629",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{'assets_00MAD@0': (102.0, 7038.0),\n",
-      " 'balance_00MAD@0': (15066, 10170),\n",
-      " 'bankrupt_00MAD@0': (False, False),\n",
-      " 'inventory_00MAD@0_input': (0, 0),\n",
-      " 'inventory_00MAD@0_output': (6, 414),\n",
-      " 'productivity_00MAD@0': (0.6, 0.0),\n",
-      " 'score_00MAD@0': (0.9978401123075383, 0.8509677492201495),\n",
-      " 'spot_market_loss_00MAD@0': (0.3, 0.3),\n",
-      " 'spot_market_quantity_00MAD@0': (0, 0)}\n"
-     ]
-    }
-   ],
-   "source": [
-    "#show the first and last value of each of the agent statistics\n",
-    "pprint({k:(v[0], v[-1]) for k, v in world.stats.items() if winner.name in k })"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "id": "executive-announcement",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:26.922841Z",
-     "iopub.status.busy": "2022-02-16T09:17:26.907253Z",
-     "iopub.status.idle": "2022-02-16T09:17:27.798891Z",
-     "shell.execute_reply": "2022-02-16T09:17:27.800050Z"
-    },
-    "papermill": {
-     "duration": 1.03416,
-     "end_time": "2022-02-16T09:17:27.800313",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:26.766153",
-     "status": "completed"
-    },
-    "scrolled": true,
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "stats = pd.DataFrame(data=world.stats)\n",
-    "fig, axs = plt.subplots(2, 3)\n",
-    "for ax, key in zip(axs.flatten().tolist(), [\"score\", \"balance\", \"assets\", \"productivity\", \n",
-    "                         \"spot_market_quantity\", \"spot_market_loss\"]):\n",
-    "    ax.plot(stats[f\"{key}_{winner}\"])\n",
-    "    ax.set(ylabel=key)\n",
-    "fig.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "south-fleece",
-   "metadata": {
-    "papermill": {
-     "duration": 0.141012,
-     "end_time": "2022-02-16T09:17:28.071770",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:27.930758",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "We can for example check the activity level of this world (defined as the total amount of money transferred due to trade)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "id": "cooperative-million",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:28.417703Z",
-     "iopub.status.busy": "2022-02-16T09:17:28.416668Z",
-     "iopub.status.idle": "2022-02-16T09:17:28.635497Z",
-     "shell.execute_reply": "2022-02-16T09:17:28.634696Z"
-    },
-    "papermill": {
-     "duration": 0.402552,
-     "end_time": "2022-02-16T09:17:28.635821",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:28.233269",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.plot(world.stats['activity_level'])\n",
-    "plt.xlabel('Simulation Step')\n",
-    "plt.ylabel('Activitiy Level ($)\\nTotal Money Transferred')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "cordless-telling",
-   "metadata": {
-    "papermill": {
-     "duration": 0.191478,
-     "end_time": "2022-02-16T09:17:29.001379",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:28.809901",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "We can see a picture of contracting in this world as follows:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "id": "miniature-anchor",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:29.351624Z",
-     "iopub.status.busy": "2022-02-16T09:17:29.291637Z",
-     "iopub.status.idle": "2022-02-16T09:17:29.640303Z",
-     "shell.execute_reply": "2022-02-16T09:17:29.641812Z"
-    },
-    "papermill": {
-     "duration": 0.497909,
-     "end_time": "2022-02-16T09:17:29.642155",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:29.144246",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.plot(world.stats['n_contracts_concluded'], label='Concluded Contracts')\n",
-    "plt.plot(world.stats['n_contracts_cancelled'], label='Cancelled Contracts') \n",
-    "plt.plot(world.stats['n_contracts_signed'], label='Signed Contracts') \n",
-    "plt.plot(world.stats['n_contracts_executed'], label='Executed Contracts')\n",
-    "plt.legend()\n",
-    "plt.xlabel('Simulation Step')\n",
-    "plt.ylabel('N. Contracts')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "hazardous-optimization",
-   "metadata": {
-    "papermill": {
-     "duration": 0.157174,
-     "end_time": "2022-02-16T09:17:29.963399",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:29.806225",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "We can also check the breaches that happened"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "id": "twelve-toyota",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:30.464340Z",
-     "iopub.status.busy": "2022-02-16T09:17:30.462803Z",
-     "iopub.status.idle": "2022-02-16T09:17:30.631135Z",
-     "shell.execute_reply": "2022-02-16T09:17:30.632416Z"
-    },
-    "papermill": {
-     "duration": 0.506566,
-     "end_time": "2022-02-16T09:17:30.634177",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:30.127611",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.plot(world.stats['breach_level'])\n",
-    "plt.xlabel('Simulation Step')\n",
-    "plt.ylabel('Total Breach Level')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "regulated-inflation",
-   "metadata": {
-    "papermill": {
-     "duration": 0.131098,
-     "end_time": "2022-02-16T09:17:30.938955",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:30.807857",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "Notice that there can be multiple winners"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "id": "apart-wayne",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:31.244344Z",
-     "iopub.status.busy": "2022-02-16T09:17:31.243199Z",
-     "iopub.status.idle": "2022-02-16T09:17:31.247428Z",
-     "shell.execute_reply": "2022-02-16T09:17:31.248192Z"
-    },
-    "papermill": {
-     "duration": 0.167989,
-     "end_time": "2022-02-16T09:17:31.248513",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:31.080524",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[00MAD@0] of type ['marketawaredecentralizing'] won at [85.09677492201494]%\n"
-     ]
-    }
-   ],
-   "source": [
-    "winner_profits = [100 * world.scores()[_.id] for _ in world.winners]\n",
-    "winner_types = [_.short_type_name for _ in world.winners]\n",
-    "print(f\"{world.winners} of type {winner_types} won at {winner_profits}%\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "significant-circle",
-   "metadata": {
-    "papermill": {
-     "duration": 0.139271,
-     "end_time": "2022-02-16T09:17:31.554280",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:31.415009",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "Let's check how did the first winner's inventory changes over time:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "id": "encouraging-spyware",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:31.981374Z",
-     "iopub.status.busy": "2022-02-16T09:17:31.939931Z",
-     "iopub.status.idle": "2022-02-16T09:17:32.381040Z",
-     "shell.execute_reply": "2022-02-16T09:17:32.381813Z"
-    },
-    "papermill": {
-     "duration": 0.647991,
-     "end_time": "2022-02-16T09:17:32.382092",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:31.734101",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# find the keys in stats for the input and output inventory\n",
-    "in_key = [_ for _ in world.stats.keys() if _.startswith(f'inventory_{winner}_input')][0]\n",
-    "out_key = [_ for _ in world.stats.keys() if _.startswith(f'inventory_{winner}_output')][0]\n",
-    "\n",
-    "# find input and output product indices\n",
-    "input_product, output_product = winner.awi.my_input_product, winner.awi.my_output_product\n",
-    "# draw\n",
-    "fig, (quantity, value) = plt.subplots(1, 2)\n",
-    "quantity.plot(world.stats[in_key], label=f\"Input Product\")\n",
-    "quantity.plot(world.stats[out_key], label=f\"Output Product\")\n",
-    "quantity.set(xlabel='Simulation Step', ylabel='Winner\\'s Total Storage (item)')\n",
-    "quantity.legend()\n",
-    "value.plot(np.array(world.stats[in_key]) * np.array(world.stats[f\"trading_price_{input_product}\"])\n",
-    "              , label=f\"Input Product\")\n",
-    "value.plot(np.array(world.stats[out_key]) * np.array(world.stats[f\"trading_price_{output_product}\"])\n",
-    "              , label=f\"Output Product\")\n",
-    "value.set(xlabel='Simulation Step', ylabel='Winner\\'s Inventory Value ($)')\n",
-    "value.legend()\n",
-    "fig.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "beginning-doctor",
-   "metadata": {
-    "papermill": {
-     "duration": 0.179399,
-     "end_time": "2022-02-16T09:17:32.707522",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:32.528123",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "We can actually check what happens to ALL competitors:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "id": "opponent-negotiation",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:33.145292Z",
-     "iopub.status.busy": "2022-02-16T09:17:33.144341Z",
-     "iopub.status.idle": "2022-02-16T09:17:33.488576Z",
-     "shell.execute_reply": "2022-02-16T09:17:33.489325Z"
-    },
-    "papermill": {
-     "duration": 0.600038,
-     "end_time": "2022-02-16T09:17:33.489621",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:32.889583",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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CZWND/hnTcWjQ4Llj4nXxfHHkCw4/PIwKFSOrjKRbqW5mvR8hhBBCiKxAiumZLKsk2//rZnA0vZafoWDMOZZZ/oANyRiKN0fTcSVoUr6i5V+64GBCZ88hautWUBSwsCDPRx/hOvATtHn+/7HTm+E3WXZ1GXv892BUjACUcy1H7zK9qe9TH7VK9sIVQgghRPaQVfM8kbEyZd6NRlCMoNG+8NHxO2F8te0q98PiAKhXwo1vWpbB28U2xcMbYmN5NGw4cX/9BSoVHqNH49L9+WK53qhn6umpbLi1AYA2xdrw5btfYqO1edmQQgghhBDZkhTTM1lW/pIVHJVIn5VnyBN8jKUW07FS6Qj0akK+3mvQWqRuhfq/Em/dImT6DFMiDqjt7XH7dAh5unRBpdE8O+5BzANWXlvJtjvbSDKYVrQXcipEr9K9+KDwB1ikoaAvhBBCCPE2ZeU8T2ScTJn3E/Pg2jZo8zO4FH7h40SdgQWH7rLg0F2SDUasLdQMqFuEj6r44OmUslaOil5P8NffELlxIwB5unfDY9So53J4RVFYeW0lM8/NREGhqHNRfqjzA0XzFDXLbQohhBBCZDYppmeyrP4lS2cwsuncQ07vXc/3uqlYqgz8qa1L0ofzaFa2AGp12tqvxB0/zpMfppN04wYANu+8g9e3k7Eq/HzyH5YQxi83fmH9zfXE6GIAcLd1p3up7rQr3g47C7v03aAQQgghRAbJ6nmeyBhvfd6T42BWeYgLBUt7aPo9VOgCL2nlcjc0lq+2XuHkPdMGpWoV1C7mRrtKBWhUygNrC80L5/yXoiiEL11KyPQZANi/9x75f5iG2vb5Ve6ngk7x5V9fEpYQhrXGmlHvjqJtsbbSulEIIYQQ2Z4U0zNZdvmSlagzcGTHCupfHokFBn7V12Gl2wg+f9+PesXd0pQYK0YjkRs3EvLDdIxxcagsLXEdMpi8vXqh0j7/iGpsciy//v0rq6+vJjQhFABHS0c6lexEZ7/OuFi7mOU+hRBCCCHMJbvkecK8MmXeIwNh6wAI+Gf/Ib8P4cPZYPtijqwoCr9deszak4Gc9g9/9r6DtZYPy+ejXaUCvOPt/Nr8Pnr3bh6P+hIlORnrMmXwXjAfrZvbc8c8TXjKV0e/4thjU0zvF3yfCdUnYG9pb4YbFkIIIYTIHFJMz2TZ7UtWwsXNWG3rhxoDv+gbMEbfh3cL5mXk+yWoUjBtBW3d48cEjZ9A3NGjAFiXLo3Xd99hXaL4C8cmG5LZcXcHK66twD/a33S8xprWxVrTo3QP8tvnT/O9CSGEEEKYU3bL84R5ZNq8Gw1wfDYc+BaMOrD3hFbzoeh7rzzFPyyOLecfsvn8Ix5FJjx7v7CbHe0qFaDNOwVe2QYm/vwFHg4ciCEyEot8+fD+eSFWxYo9H5JiZOW1lcw+Pxu9oqeAfQGm151OadfS5rlnIYQQQoi3TIrpmSxbfsm6/CvK1v6oFCOrjU0Yl9wdUFGvhBsjGpegTH6nVA+pKApR27bzZMoUjNHRYGGB68cf49q/HyrLF/uzG4wGDjw4wNIrS7n29BoAGpWGpoWa0qtML4rnebEQL4QQQgjxNmXLPE+kW6bP++OLsKUfhP1tel31E2g4ASxevRGo0ahw8t5TNp17yK6rQSTqjICpDUytf9rANH5JG5jkgAAe9P+Y5IAA1A4OFJg9C7vq1V8Y/1LoJb44/AWP4x6jVWsZVnEY3Up1k7YvQgghhMh2pJieyTI92U6ri7/AtoGAwlHXjvR43BKDKeemzTv5mdCiNE42qd8kVBcSQvCkr4ndvx8Aq+LF8fruO2zKvHz1iqIonAo+xbIryzgRdOLZ+3UK1KFPmT5U9KiY6hiEEEIIIcwh2+Z5Il2yxLwnx8Of4+HMYtNrNz9ouxg8y77x1JhEHbuvBLPp/ENO3///NjBuDlZ8UrcInav6PFdU10dE8HDwEBLOnQOtFq+vv8a5TesXxo1KimLi8YnsC9wHQN0Cdfmm5jfksc6TzpsVQgghhHh7MrSYHhkZyZ49e9i/fz/nz5/nyZMnREREkCdPHjw8PKhUqRINGjSgSZMmODs7p+c+sq0skWyn1bmVsONTACIrDmZCXFt+uxyEokA+J2umdyhPjSKuqR5WURRidu8m+JvJGCIiQKMhb+/euA4ehNrK6pXnXXt6jeVXl7PXfy8Kpr+u77i/w5B3hlDFs0ra7lEIIYQQIo2ydZ4n0ixLzfvfe2H7IIgLAY0lNBgH1QeDWp2i0wOexrH5/CN+PfuAoKhE4OVFdWNSEkGjxxC9axcArgM/wXXIkBdWniuKwsZbG5l2ZhrJxmTcbd35vvb3VPasbMabFkIIIYTIOBlSTL9y5QqzZs1i3bp1JCYm8rpTVSoV1tbWdO7cmSFDhlCuXLnU3UE2l6WS7bQ4vRh2jTD9XPdLzhcZwLANFwl4Go9KBX1rFWJEkxJYaTWvH+cl9OHhPJk8mehduwGwLFQIr2+/xbbiO689LyA6gBXXVrD9znZ0Rh0AtfLX4rOKn1HCpUSq4xBCCCGESItsn+eJNMly8x4XBr8NgVumQjcFa0PrheBUIMVDJOuNbD7/kLkH7jzrrf6/RXXFaCR01mye/vwzAM4fdcRzwoSXtnK5FX6LEYdH4B/tj1qlZkD5AfQv2x+NOvXfGYQQQggh3iazFtNDQkIYPXo0K1euxGg04urqSr169ahRowalS5cmb968ODo6EhUVxdOnT7l69SrHjx/nyJEjhIWFoVar6dmzJ9999x3u7u5mvdGsKssl22lxYj7sGW36ucFY4qoOY/Lv11l3+gEAJT0d+OmjCpT0TNv9Rf/5J8Fff40hNAxUKly6d8Pts89Q27y67yNASHwIiy4vYtPfmzAoBlSoaFa4GYMrDKaAQ8q/PAghhBBCpEWOyPNEqmXJeVcUOL8S/hgNuniwdoIPZ0HpF9uxvM6riuoD6hahyz9F9YhffyV4/ARQFPJ074bH6NEvLajH6+L59tS3/Hb3NwDe9XyXKbWn4G6bO74HCiGEECJ7Mmsx3cnJiZiYGD744AP69OlD8+bN0Wq1bwxCr9ezY8cOli1bxu+//46TkxMRERGpu5NsKksm22lx9CfYN8H0c8OJUGsYf15/wpebL/M0LhlLjZov3i9B75qFUKtTv9GQISqKJ1OmErVtGwAWvj7kmzwZ2ypvbt8SEB3A3Atz+cP/DwC0ai0dinegf7n+5LXJm+pYhBBCCCFSIsfkeSJVsvS8P70Lm/vC4/Om181nQJW+qR7mTUX1xB2/ETRmDAB5+/XDbfiwV242uuPuDr45+Q0J+gRcrF34tta31MpfK233J4QQQgiRwcxaTG/UqBFTp06lUqVKaQ7ozJkzjBkzhj///DPNY2QnWTrZTq3DP8DByaafqw2Ext8SGqfjy82X2X8zBIAaRfIyvX158jm/flX5q8QeOULQ+Anog4MByNOlC+7Dh6G2s3vjudeeXmPWuVnPNiq11drSo3QPepTugZ3Fm88XQgghhEiNHJXniRTL8vNu0MHesXBqoel102lQ9eM0DZWsN7Ll/EPmvKSo/qH/cZ5ONn03cB0yGLdBg145zv2o+4w8PJJbEbcA6FW6F0MqDsFCbZGmuIQQQgghMkqGbkAq3izLJ9up9d8V6n4toM0iFK01v5wOZPLOGyToDDhaa5ncuiwtyudL0yUMMTGETJtG5K+bALAoUACvyd9gV61ais4/GXSSn879xLWn1wBwsXahf7n+tC/eHkuNZZpiEkIIIYT4XzkuzxMpki3mXVFMOfuxWabXTaZA9YFpHu5VRfVJSZcptHExAO4jR5C3T59XjpFkSGLG2Rmsu7kOgHKu5fi+zvfSnlEIIYQQWYoU0zNZtki2U+vKJtj2CRiSwbsqfLQO7PJyLzSWYRsvcelBJAAtK+Tj65ZlcLJJ24qT2GPHCBo3Dv3jIMC0yZH7iJFo7N+8ylxRFPYG7GXOhTkERAcAkN8+P5+U/4RmhZvJKhghhBBCpFuOzPPEG2WbeVcUOPAN/DXD9LrxZKgxJF1D/ltUn3vwDg8jTEX1Xv6H6HBxJwAeX32FS7eurx1jf8B+xh0fR0xyDA4WDkysMZHGBRunKy4hhBBCCHORYnomyzbJdmr5H4X1nSExClyKQNfN4FIIncHI3AN3mHvwDgajQj4na6Z3KE+NIq5puowhNo6QGdOJXLceAG0+L7y+/gb7WjVTdL7OqGPr7a0svLSQ0IRQALzsvOhRugeti7bG1sI2TXEJIYQQQuTYPE+8Vraad0WBg9/BkWmm1//sfZRe/1tU73bjDzrf2gdA3vETce/c8bXnP459zBdHvuBS6CUAOhTvwMgqI7HWWqc7NiGEEEKI9HjrxfTff/+dKVOmcPHiRVQqFZUqVWLs2LE0bNjQHMNnO9kq2U6tkBuwtj1EPQA7N+i8AfKb+ulfCIxg2IaL+D+NR6WCfrUL83nj4lhpNWm6VNzJUwSNHYvu4UMAnNq1xWPUKDQODik6P0GfwLqb61h1bRVPE58C4GzlTOeSnelUshPO1s5piksIIYQQuVeOzvPEK2XLeT/0PRz6zvRzg7FQZ6RZhtUZ/mn/sv82TY7+Srs7hzGi4k6f4TQe2gsby1fn/jqjjnkX5rH06lIAiucpzg91f6CwU2GzxCaEEEIIkRZvtZi+ceNGPvroI2xtbfHz8yMuLo6bN2+iVqvZuXMn77//fnovke1ky2Q7NaKD4Jf2EHwFLGyh3TIo0RSAuCQ9k3+/zrrTDwAo6enATx9VoKRn2v4cjPHxhPz4ExGrVwOg9fDAc9JEHOrVS/EYSYYktt/ZzoprK3gQY4rLRmtD22Jt6V6qO172XmmKTQghhBC5T47P88RLZdt5P/IDHDBtGEq90VDvS7MNrTMY2XLuAWFTptDgxmEMqJhfuxcVu7elS1Xf1xbVjz86zuijowlPDMdGa8OYqmNoWaQlKpXKbPEJIYQQQqTUWy2mlyhRAg8PD7Zt24aLiwsAR44coWnTppQtW5aTJ0+m9xLZTrZNtlMjKQY29oC7+0GlhmY/QJW+zz7+8/oTvtx8madxyVhq1Hzxfgl61yyEWp22BDn+7Fkef/UVuoBAAOzq1MZ9xAisixdP8RgGo4E/A/9k2ZVl3Ai/AYBWpaVZ4Wb0Kt2LonmKpik2IYQQQuQeuSLPEy/I1vN+9EfYN9H0c50voP4YMGPROlmn5/SQkeQ99Ad6lZrJ7/bgbrF3+LhOETpV9cHeSvvS80LjQxl9dDSngk4B8GHhDxlffby0fRFCCCHEW2fWYvrx48epUaPGSz9LSkrCxsaGrVu30rJly+c+a926NX/88QcJCQmpDD/7y9bJdmoYdLDzM7iwxvS61jBoMB7UagBCY5L4cvNl9t8MAaBGkbxMb1+efM42abqcMSGB0DlzCV+1CvR6UKtxbtsG1yFDsHB3T/E4iqJw4vEJll1dxqngU8/er1egHn3K9qGCe4U0xSeEEEKInC/X5HniOdl+3o/Pgb1jTT/X/hwajDNrQV0xGHg46ktid+5Ep9YysWovznuUwMFKS/vK3vSsURCfvC/uW2QwGlh6dSnzLs7DqBgp61qW2Q1m42qTtr2XhBBCCCHSwqzFdI1Gw4ABA5g6dSoO/9Or2mg0YmNjw08//cQnn3zy3GdVq1bl7t27hIWFpfE2sq9sn2ynhqLA4Wn/34+xbHtoOQ+0Vv98rLDu9AO+2XmdBJ0BR2stk1uXpUX5fGm+ZHJAACEzfyRmzx4AVDY25O3dm7y9e6G2s0vVWFdCr7Ds6jL2B+5HwfTPoVieYjTyaURD34YUdS4qj5sKIYQQ4plcleeJZ3LEvJ+YD3tGm36uORQaTjJvQV2v59HnI4jZswejhSVzGg/kD4sCgOkyjfw86F2rEFULubyQX58JPsOwQ8OISorC086TuQ3mUsKlhNliE0IIIYR4HbMW0z///HNmz56Nh4cHc+fOpVWrVs99/sEHH3DixAl++OEHqlevTlxcHEuWLGHx4sV06tSJNWvWpPuGspsckWyn1oW1sONTMOqhYG3ouAZsnJ99fC80lmEbL3HpQSQALSvk4+uWZXCysUjzJePPXyDk++9JuHQJAI2bK25DhuDcpg0q7csfJ32V+1H3WXFtBb/d/Q29Uf/s/YKOBXnP5z0a+TaiVN5SUlgXQgghcrlcmeeJnDPvpxbB7n82Iq0+GBpPNm9BXafj4adDiT14EJWNDU8nTGdRuD2H/w59dkwpL0d61yrEh+W9sNL+f1/1gOgABu8fjH+0P7ZaW36o+wN1CtQxW2xCCCGEEK9i9p7p58+fp1+/fly8eJFWrVoxZ84c8uUzrSz29/enXr16PHjw4NnxiqJQtGhRDh8+jJdX7tvcMcck26l1Z7+pj3pyDLiVhC6bwNn72cc6g5G5B+4w9+AdDEaFfE7WTO9QnhpF0v4Yp6IoxOzZS8iMGej++TtoVawo7iNGYFenTqqL31FJURx8cJB9Afs4/vg4OqPu2Wf57PLxnq+psF7erTxqlTrNcQshhBAie8q1eV4ul6Pm/cwS+P1z08+V+0DTaaBJ3UKU1zEmJfFw4CDijh1DbW+Pz4oVPHL3Yfkxfzaff0iizgiAq70lXav50qWqL24Opqdao5KiGH5oOKeDT6NWqRlReQRd/brKghYhhBBCZKgM2YDUaDTy008/MWHCBDQaDVOnTmXAgAEAxMbGsnbtWi5duoRKpaJixYp06tQJW9sX++LlBjkq2U6toMvwSweICQJ7T+jyK3iVe+6QC4ERDNtwEf+n8ahU0K92YYY3Ko61heYVg76ZkpxMxPr1hM2bjyEqCgDbatXw+GIk1qVKpWnM2ORY/nr0F38G/MnRR0dJ0P9//383Gzca+DSgkW8j3vV8VxJ8IYQQIpfI1XleLpbj5v3cCtgx1PRz0UbQbhlYm+++jAkJPOjXn/izZ9E4OeGzahXWJYoTGZ/M+jMPWHncn6CoRAAsNWo+LJ+P3rUKUjqfEzqjjm9Pfsvm25sBaF+8PaOrjsZCnfYnWoUQQgghXidDiun/CggIYODAgezevZsaNWqwePFi/Pz80hVwTpPjku3UinwAa9tD6A2wtIcOq6Doe88dEpekZ/Lv11l32rSa3DevLV+3LEPd4m7purQhKoqwnxcRsXo1ik4HKhVOrVvjPnIE2jx50jxugj6B44+O82fgnxx+cJhYXeyzz2rmr8nkmpNloyQhhBAiF8j1eV4ulSPn/fp22PIx6BPAvRR0Wg95fM02vCE2jsA+vUm8dBmNqyu+q1ZhVbgQYHpidc+1YJYdvc/5wMhn51Qt5ELvWoV4r6Q7a2+uZsbZGSgoVPWqyoy6M3CycjJbfEIIIYQQ/8rQYvq/1q9fz7Bhw4iIiGDUqFF89dVXWFpapnW4HCVHJtuplRAJG7qC/1+g1sKHs+GdLi8ctu/6E77adoUn0UkANC/rxbgPSuHpZJ2uyyc/fETojz8S/fvvAGjy5sVz3FgcmjRJ9yryZEMyp4JOsS9wH7/f+50kQxIu1i58XeNr6nrXTdfYQgghhMjaJM/LnXLsvD86D+s6QWww2LnBR7+A97tmG94QFUVAz14k3biB1sMD37VrsCxQ4LljLj6IZNnR++y6EoTeaPp66u1iQ4/qBcmX7x4TT44hQZ9AQceCzHtvHj6OPmaLTwghhBAC3lIxHSAqKooRI0awbNkySpQowc8//0zt2rXTM2SOkGOT7dTSJ8H2wXBlo+l1vdFQd9QLmxzFJun58c+/WXHcH4NRwc5Sw/DGJehR3RetJn19yeMvXCBo3DiS79wFwP699/AcPx4LD/d0jfuvOxF3GPXXKP6O+BuAjiU68nnlz7HR2phlfCGEEEJkLZLn5U45et6jHsG6jhB8BTRW0Go+lG1ntuH14eEEdO9O8p27WBQogO+a1Vh4er5wXHBUIqtP+rP2VCCR8aZ9i+wsNTSqYOSSbgZhiSE4WTnxU72fqOxZ2WzxCSGEEEKYvZgeHR3NkiVLOH78OLGxseTPn5+WLVvSokULAI4cOcLHH3/M33//Td++fZk2bRpOTrn3EbwcnWynltEIB76BozNNryt0hQ9/As2LPQ+vP45m7LYrzx719PNyZHKrMlTyTXt7FgBjcjJPF/5M2KJFoNejdnDA/YuROLdrZ5Ze58mGZGadn8Wq66sAKORUiO9rf49fXml/JIQQQuQ0kuflTjl+3pNiYUs/uLXL9PoVi2DSShcSQkC3bugCArEsWBDfNavRur68RWJCsoFtFx+x7Oh9boeYWiuqtdG4F1tHHPfRqrVMqD6BVkVbmSU2IYQQQgizFtP9/f2pV68eDx484L+Hq1QqOnXqxJo1awBITk7mu+++Y+rUqbi4uDB79mzatTPfiobsJMcn22lxZinsGgGKEYq8Bx1WgpXDC4cZjQobzz5g6h83n61I6fSuN6PeL4mzbfraCCXeukXQ2HEkXrkCmDYo9fp6EpY+5nlU9Pjj44w9OpbQhFC0ai1D3xlK99LdUavSt7peCCGEEFmH5Hm5U66Yd6MB9k2E47NNr8u0g5bzwCJ97Rf/pXv8GP+uXdE/DsKqeHF8Vq547Z5GiqJw9E4Yy4/5c+BmCKiSsc73KxaOply+q193hlf+TDYmFUIIIUS6mbWY3qZNG7Zt28bYsWMZMGAAefPm5fr16wwfPpwjR46wefNmWrVq9ez4mzdv0r9/f44dO0bz5s357bffzHJT2UmuSLbT4tYfsKkX6OLBsyx0/hUcvV566NPYJKbuvsmv5x4C4GJnyZdNS9KuYgHU6rSvkFEMBsJXrSZ01iyUxERU1ta4ffopLj26o9Jo0jzuvyISI5h4fCIHHhwAoKpnVb6t9S0edh7pHlsIIYQQmU/yvNwpV837+VWwcxgY9VCgiqmPur15WiQmBwQQ0LUb+tBQrEuXxmfFcjQOLy6w+V93Q2NZedyfX88GYnDeg5WrKdf2sirJz+/PpJCzt1niE0IIIUTuZNZiupOTE1WqVGHfvn3Pvf/gwQN8fX0ZMmQIs2bNeuG8RYsW8eWXXxIeHp6GW8jeclWynVqPzsEvHSEuFJy8ocuv4P7qdihn/MMZu/Uqt57EAFClYB6+aVWGkp7p+3NNDgwkaNx44k+dAsC6bFm8Jk/GukTxdI0LplU0m29vZtqZaSToE3C0dGRijYk08m2U7rGFEEIIkbkkz8udct283z8CG7pBYiQ4+UDnDeBRyixDJ925Q0C37hgiIrB55x18lixGbWeXonOj4nVsOBvI4nPbSXBah0qTCEYbPvAayoT3PsLaIv2LY4QQQgiR+6Q010tR7wlFUV7aV/rf915Vj+/fvz83b95MySVEbpK/EvT5E/IWhagHsLQJ3P/rlYdXKejCzk9rMaZZSWwtNZzxj6D57KN8t+sGcUn6NIdh6eODz4rleE3+BrWDA4lXrnC/bVtCZ8/BmJyc5nHB9G+jXfF2bPxgI6XyliI6OZrhh4Yz/th44nXx6RpbCCGEEEKIDFeoDvTdDy5FICoQljaGv/eaZWirokXxWbYUtaMjCRcu8GDQYIyJiSk618nWgv51inBsyGcMKj4PTbIvqBPY+WQq1RYN5ucjt0jUGcwSpxBCCCHE/0pRMb1evXocOHCAyZMnExwcTHJyMpcuXaJHjx6oVCrq1av3ynPd3c3zOKDIYVwKmQrq3lUhKQrWtIFr2155uIVGTf86Rdg3vC5NSntgMCosOnKPRjMP88fV4Ff+QudNVCoVzu3aUXjnTuwbvgd6PWHz5xPQuQu6J0/SeHP/r6BTQdY0XUPfsn1RoWLrna2029GOs8Fn0z22EEIIIYQQGcq1KPTdBwVrQ3IMrOsIJxdCGnPv/7L288Nn8SLUtrbEnzzJw6FDUVKxoMVSq+aTWu9yrMdmqrm0BcBgf5RZN4ZQc+YGlh69L0V1IYQQQphditq83L17l/r16/Pw4cPnVqgrisJHH33EL7/8kqFBZke57jHQtNIlwJb+cOM3UKmh5Xyo0OmNpx24+YTx26/xMCIBgAYl3ZnUojTeLrZpDkVRFGL27CV44kQMkZFo3dwoMHcONuXLp3nM/zoTfIYxR8cQHBcMQIfiHRhWaRj2lvZmGV8IIYQQb4fkeblTrp53fTL8PgwurDG9rtIX3v8eNNp0Dx1/5gyB/fqjJCbi0Kgh+WbMQG1pmepxDgYcYdRfo0kwRKMYLUkMbkkeYw0G1C1Cl6o+0v5FCCGEEK9l1p7pAImJifz888+cO3eOp0+fUrBgQVq2bEnjxo3NFnROkquT7dQyGmDHp/+fnDefYUrQ3yAh2cC8g3f4+chddAYFK62aIQ2K0q9OYay0aU+Wkx884OHAQSTdvo3K0hKvyd/g1KJFmsf7r+jkaGaencnm25sB8LD1YHz18dQpUMcs4wshhBAi40melzvl+nlXFDg+G/6cAChQpAG0Ww42zukeOvboMR5+8gmKTodtlSoUmDsHjZNTqscJiQ9h1JEvOfvkDAC6yIokBrfE1c6RAXUL07WarxTVhRBCCPFSZi+mi9TJ9cl2ahmNsGc0nFpoet3oa6g5NEWn3gmJZdy2q5y49xSAwm52TG5ZhhpFXdMcjiE2jsdffEHsgQMAuPTpjfvw4ag05km+TwedZuKJiTyIeQBAs0LNGPXuKFysXcwyvhBCCCEyjuR5uZPM+z9u7IQt/UAXD64lTBuTuhRK97Cxx47x6NOhGOPisCxSBO+ff8ayQP5Uj2MwGlh8ZTELLi3AqBhR692JCfwIY1I+fFxsmdyqDHWKu6U7XiGEEELkLFJMz2SSbKeBosCBb+CvGabXdUdBvdHwks1vXzxVYfvFx0z+/QZhsUkAtKqQjzHN/XB3sE5bOEYjobNm8/TnnwGwr1uXfDOmo7E3T1uWBH0C8y/OZ9X1VRgVI3ms8jDq3VE0K9TspRv+CiGEECJrkDwvd5J5/4+gS/DLRxDzGGzzQse14Fs93cMm3rrFg/4fo3/yBI2rK94LF2JTpnSaxjobfJZRf40iJD4EjcoCdUQLwoMqAypaVsjH2OalcHOwSnfMQgghhMgZzFpMT0hIwMbGJt1BmWuc7ECS7XT4awbs/9r0c/XB0HhyigrqAFEJOmbsvcXqkwEoCjhYaxnZpARdqvqiUaetQB2183eCvvoKJSnJtEpm/jwsfX3TNNbLXA27yvjj47kdcRuAOgXqMK7aODztPM12DSGEEEKYj+R5uZPM+/+IDoJ1H0HQRdBYQos5UP6jdA+rCw7mwccDSLp1C5WNDflnzsChfv00jRWRGMG4Y+M4/PAwAK7akjy4Wwd9fGEcrbV82dSPj6p4o07j9wQhhBBC5BwpzfXUKRmsSJEiLFy4EIMhbbuh6/V65s2bR5EiRdJ0vshlan9u2tAI4MRc2DnM1AYmBZxsLPi6ZRm2DaxJ2fxOxCTqGb/9Gm0WHOdeaGyawnH6oDm+a9ag9fAg+e5d7nfoSNyJE2ka62XKuJZhQ/MNDK4wGAu1BUceHqHV9lZsuLkBo5Ky+xZCCCGEEOKtcvSCXrvB70MwJMPWj2H/NynO21/FwtMT37VrsKtZEyUhgYeDBhOxbl2axspjnYc5DeYwsvJILNWWhOlvYuO7CLdiy4lV3WXM1iu0//kEt4Jj0hWzEEIIIXKPFK1Mr1y5MufPnyd//vz06NGDHj16UKxYsTcOfuvWLVasWMHq1at5/PgxlSpV4syZM2YJPKuTlStmcH41/DYEUKBcR2g5HzTaFJ9uMCqsPRXAD3/cIiZJj42Fhq+a+9Glqk+a2qjoQkJ4OGQIiZcug0aDx5dfkqdrF7O2ZLkbeZcJxydwKfQSABXdKzKpxiQKOhU02zWEEEIIkT6S5+VOMu+vYDSaWjUenWl6XaoVtFoAlrbpGlbR6QiaOJGozVsAyNu3D27Dh6NSp2g92AuC44JZfHkxW+5sQW/Um64RV5L4kIaok73pX6cwQxoUw8ZSNigVQgghciOztnlRFIUlS5YwduxYQkNDUalUFChQgOrVq+Pn50fevHlxdHQkOjqap0+fcv36dU6cOMGjR49QFAU3Nze+/fZb+vTpk2t6QUuybSZXNplWuRj1UPIDaLcMtKnrbfg4MoERv17i+F3TBqUNSrrzfdtyaeqRaExKInj8eKK2/waAc/v2eI4bi8rSMtVjvYrBaGD9rfXMOj+LBH0CNlobvqr6FS2LtjTbNYQQQgiRdpLn5U4y729w8Rf47VMw6iBfRei0DhzS17ZQURTCFiwgbPYcABybNcVryhTUVmnvdf4o9hGLLi9i+53tGBTTk9e6GD+SQxtRwK4o37QqQ13ZoFQIIYTIdTJkA9LExERWr17N3LlzuXLlimmAlxTH/x2yXLlyDB48mC5duuSaXun/kmTbjG7ugl97mB4fLfIedFyT6pUuRqPCsmP3mbbnFsl6I3ntLJnathyNSnmkOhxFUQhftoyQ6TNAUbCpXAmviROxKlo01WO9zqPYR0w4PoFTQacAaF20NaOrjsZGm7v+LQkhhBBZjeR5uZPMewr4H4MNXSAhAhwLQOf14Fk23cNGbd/O47HjQKfDplIlvOfNRePsnK4xA6MDWXhpIb/f//1Za0VddFmSQxvygd87jP3AD3cH63THLoQQQojsIUOK6f/l7+/PgQMHuHDhAk+ePCEqKgpnZ2fc3d2pWLEi9evXp2DBgmmNP9uTZNvM7h6E9Z1BFw++NaHzBrBySPUwN4Oj+Wz9RW7+0xex07vejG1eCjurlLeP+Vfs4cM8+nwExlhTL3abypXI07EjDo0bp2u1zH8ZjAYWX1nM/IvzUVAo6lyUmfVmUsipkFnGF0IIIUTqSZ6XO8m8p9DTu/BLR3h6GyzsoOMqKNow3cPGnTzJwyGfYoyJwbJQIbwX/Yylt3e6x70XdY8FFxewx38PCgqKokIfXQ6LmCZMalqf1u/kzzVPVwshhBC5WYYX08XrSbKdAQJPwtr2kBQN+StBl01g65LqYZL0Bmbs/ZvFf91DUaBgXltmdqxARZ88qR/r3j1Cf/yRmAMH4Z8NejXOzji1bk2ejh2wNNMvlE4FnWLUkVE8TXyKjdaGCdUn0Lxwc7OMLYQQQojUkTwvd5J5T4WECNjYA+4fBrUFtF4IZdule9ik27cJ7P8x+qAgNC4ueC9cgE25cmYIGP6O+JsFFxewL3AfAIqiJvFxBxr7vs+3rcqSx858bR2FEEIIkfVIMT2TSbKdQR5fgNWtTQm6RxnothXs3dM01PG7YYzYeInHUYlo1CoG1S/KkAZFsdCkflMj3ZMQIjdvIvLXTeiDgp69b1u9mmm1eoMG6e6rHpYQxhdHvuBMsGkT3/bF2zPq3VFYacyzCl4IIYQQKSN5Xu4k855K+mTY9glc3QSooOn3UPXjdA+rexLCg08GkHT9Bmo7O3yWLsGmQoV0j/uvG09v8NP5WRx/fAxF0ZAQ2JO8mjJMa1eOeiXS9r1DCCGEEFmfFNMzmSTbGejJdVjdCmKfQN6i0P03cMqfpqGiEnSM336V7RcfA1C+gBM/dqxAYTf7NI2nGAzEHjlC5PoNxB45Av/889K4uuLcpg3OHdpjWaBAmsYGU9uXBZcWsOjyIhQUSrqUZEbdGfg4+qR5TCGEEEKkjuR5uZPMexoYjfDHl3D6Z9PrOl9A/TGQzrYpxrg4HgwcRPypU6jt7fFZvhybsmXMEPA/4ytGRh0ZxR/+f6AyWhPr3x9jUj66VvNhTDM/bC1T3yJSCCGEEFmbFNMzmSTbGezpXVjZAqIfgrMPdN8OLoXTPNz2i48Yu+0qMYl6bCw0TG5VhraV0l70BtA9ekTEpk1EbtqEITTM9KZKhV2d2rj264dt5cppHvv4o+N8+deXRCRFYGdhx6Qak2hSsEm64hVCCCFEykielzvJvKeRosCR6XBwsul1pV7QfAaoNeka1hgfz4P+HxN/9ixqR0d8VyzHulQpMwRskmxIZsC+AZwJPoO1ypmw2/1RdC4UcrVjZofyvJOGFpFCCCGEyLqkmJ7JJNl+CyIfwKoWEH4PHLxMBXW3Emke7nFkAp9vvMSJe08BGPpeMT5rWCzdGw4pOh0xBw8SuX4DccePP3vftnJlXAd+gm316mm6xpO4J3xx5AvOh5wHoFPJToyoPAJLjfRzFEIIITKS5Hm5k8x7Op1ZCr9/DihQqiW0WQza9LUrNMTG8aBfPxIuXEDj5ITPqpVYl0j794H/FZ0cTc8/enI74jYeNt7E3BvAk0gNGrWKwfWLMjiNLSKFEEIIkfVIMT2TSbL9lsQEw6pWEHoDbPNCt23glfZNiIxGhel7bzH/0F0A2lUqwHety2KpNU+SnBwQwNPly4navAVFpwPAunw5XAcMwL5evVQX1fVGPXMuzGHZ1WUAlM5bmml1pknbFyGEECIDSZ6XO8m8m8G1bbClHxiSoVAd+OgXsHJI15CG2FgCe/ch8fJlNC4u+K5aiVXRouaJF9MClq67uxIcF0yZvOVwif6U3y+bnjot90+LyCJpbBEphBBCiKxDiumZTJLttyg+3LQpadBFsHaCLpvBu0q6hlx7KoBx265iVKBWUVcWdK2Ig7WFeeIFdMHBPF22jMgNG1GSkgCw8vPDdcAAHBo1RKVOXfH+yMMjjDk6hqikKCzUFnQq2Yn+5frjZOVktpiFEEIIYSJ5Xu4k824m9w7B+i6QHAteFaDLJrB3S9eQhuhoAnv2IvH6dTSurviuWoVV4UJmCRfgbuRduu3uRkxyDPW961PfZSQTtl0nOlGPtYWaMc386FbNN91PtAohhBAi86Q015Nn0oCJEyeiUqle+T9/f//MDlG8jq0L9PgNfKpDYhSsagn3j6RryC5VfVnaowq2lhqO3gmj/cITBEUlmClgsPD0xHPMGIru30fevn1Q29qSdOMGj4YO5V6LFkTt2IGi16d4vDoF6vDrB79SzasaOqOOVddX0XRLU1ZcXUGSIclscQshhBBCCJEuhetBjx2mp0qDLsKyJhARkK4hNY6O+CxbilXJkhjCwgjs2ZPkgPSN+V9FnIswp8EcLNWWHHxwkCsJy/njs9rUKupKos7I+O3X6Ln8DJHxyWa7phBCCCGyJlmZjqmYPmnSJHr06EHBggVf+Pyzzz7D2dk5VWPKypVMkBxnWuVy7yBoraHDaijeOF1DXnkYRe+VZwiNScLT0Zrlvarg52X++dRHRBCxeg3hq1djjIkBwMLXB9f+/XH68ENUlinrg64oCsceH2PmuZncjrgNgJedF0PeGULzws1Rq+T3Z0IIIUR6SZ6XO8m8m1nYHdPTpVGBpv2Pum4Bj/RtIKqPiCCwew+Sbt9G6+mJ7+pVWHp7mylg2Bewj+GHhqOgMOSdIfQt049VJ/yZsvsmSXojBfPasrRnFWn7IoQQQmRDGdrmZeHChXTv3h1bW9t0BZlV/FtMP3jwIPXq1TPLmJJsZxJdImzqBbd2gdoC2i6B0q3SNeTDiHh6Lj/DnZBY7K20LOhakdrF0vco6qsYYmKIWPsL4StWYIiMBEDt4IBN2TJYly+PTbly2JQvj9bF5fXjGA38dvc35l6cS0h8CAB+Ln4Mrzycal7VMiR2IYQQIreQPC93knnPANGPYXUb0/5H1k7QeSP4pC9X1T99SkD3HiTfvYtFvnz4rl6FRf78ZgoYfrnxC1NOTwHg6xpf07pYa24ERdN35VkeRSbgYK1lfpeM+74ghBBCiIyRocV0tVqNs7MzPXr0YODAgRQrVixdwWY2KabnMAYdbP0Yrm4GlRpazocKndI1ZFS8jv6rz3LqfjhatYopbcrSvrL5Vrn8L2NcHBEbNvJ0+TIMoWEvfG5RoAA25ctjU74cNuXKYVWqFOqXrF5P0Cew9sZallxZQpwuDoCa+WsyvNJwiucpnmHxCyGEEDmZ5Hm5k8x7BokPh186wsPToLWBDiuheJN0DakLCSGwew+S/f2x8PY2FdQ9Pc0UMPx07ieWXl2KRqVhToM51C5Qm7DYJD5efY5zARFo1ComfFiK7tULmu2aQgghhMhYGVpMb9asGXv27EFRFNRqNY0aNWLw4ME0b948XUFnln+L6ZMmTcLKygq1Wk2xYsVo2LAh9vZpe0RPku1MZjTAjqFwYbXpdbPp8G6/dA2ZpDfwxabLbL/4GIDPGhZj6HvFMnSjIUWvJ+n2bRIuXSbh0iUSLl8m+e7dFw+0sMDazw+bcuVwbN4M23feee7j8MRwFl1exIabG9ArelSoaFm0JYMrDMbDziPD4hdCCCFyIsnzcieZ9wyUHA+/9oDbe0GlgVbzofxH6RpS9+QJAd26owsMxMLXB99Vq7HwcDdLuIqiMPbYWH67+xs2WhuWNVlGGdcyJOkNjN5yhS3nHwHQrZov4z8shYVGWi0KIYQQWV2GFtMB7t27x/z581m+fDkRERGoVCoKFizIwIED6d27N3ny5Elz8G/bv8X0/+Xs7MysWbPo3r37G8dISkoiKen/N3qMjo7G29tbku3MZDTCntFwaqHpde3PocE4SEfx22hUmPHnLeYdNBW021UqwJQ2Zd9qgmyIjibhyhUSL182FdkvX8YQHv7cMQ6NGuI2bDhWhQs9935gdCCzzs9ib8BeAKw11tT3qU9Dn4bUyl8LW4uc0bpJCCGEyEhSVM2dZN4zmEEH2wfB5Q2m102+g+qD0jWk7vFjU0H90SMsCxXCd9VKtG7mab+iM+oYvH8wxx8fx8XahdVNV+Pj6IOiKPx85B7f/3ETRYFaRV2Z17kiTrYWZrmuEEIIITJGhhfT/5WYmMjatWuZN28eFy9eRKVSYW1tTefOnRk0aBAVKlRIz/BvxdatW4mMjKRevXp4eXkRHBzMzp07GT9+PJGRkWzbto0WLVq8doxXFeQl2c5kigKHv4dDpr6GlO0ALeeBNmUber7KL6cCGbf9KgajQu1irszvUhEH68xJkBVFQffwIQmXLhP3119E7dhh+kWCRkOejh1wHTgQravrc+dcCr3EzLMzOR9y/tl7VhorquerTkOfhtTzroeTldPbvhUhhBAiW5Ciau4k8/4WGI2w9ys4Od/0utYweG9CuhbDJD98SEC37uiDgrAuX46Cq1ejekl7xLSI08XR649e3Ai/gbeDNyveX4G7rWn1+95rwXy24SLxyQYKu9qxpEdlCsvGpEIIIUSW9daK6f914sQJ5s6dy+bNm9HpdADUqFGDIUOG0LZtWzQajbku9YLPP//8uZXhbzJ06NA39nrfv38/jRo1okyZMly+fPm1x8rK9CzuwhpT2xejHgrVgY5rTJscpcPBmyEM+uU88ckGyhVwYmWvd8ljZ57EPD2S7twhZPoMYg8dAkBta4tL3z7k7dkT9X82DVYUhUuhl9gfuJ99Aft4GPvw2WcalYbKnpVp6NOQBj4Nnn0pEEIIIYQUVXMrmfe3RFHg6I+w/5+FSu90gw9+Ao02zUMm+/tzv0NHjNHR5OnaFc+xX5knViAsIYyuu7ryKPYRhZwKsazJMlxtTAtZrj+Opu/KMzyOSsTRWsuCrpWoWdT1DSMKIYQQIjNkSjEdIDw8nO+++46ZM2f+/0VUKnx9fZk2bRrt2rUz5+Wesbe3Jy4uLsXHp3Sz0WLFinHnzp1UJ82SbGdBd/bDxu6QHAvupaDLr+BUIF1DXnkYRY/lpwmPS6a4hz1r+lTF3dHaTAGnT9yp04T88AOJV68CoHVzw/XTITi3bo1K+/yXEUVR+Dvib/YH7md/4H7+jvj7uc/Lu5XnPZ/3aOjbEG+HjNt4VQghhMgOJM/LnWTe37JzK2HnZ6AYoeQH0HYpWKQ9z445eJCHnwwEIN+M6TiZcb+vhzEP6flHT57EP6Goc1GWNlmKi7ULACExiXy8+hwXAiPRqFVMalGartV8zXZtIYQQQpjHWy+mX7hwgblz57J+/XoSExNRqVS0aNGCJk2asHr1ao4fP45KpWLRokX06dPHHJd8K6pXr87JkycJCgrCMxU7wEuynUUFXYa17SE2GBzyQZeN4Fk2XUPefhJD16WneBKdRMG8tqzpW5UCebJG73HFaCR6925Cf/wJ3UPTynOrYkVx+/xz7OvWfeXmqYHRgc8K65dCLz33WWPfxgyqMIjCzoUzPH4hhBAiK5I8L3eSec8EN3bApj5gSALfWtDpl3Q9XRoy80eeLlqEytaWQr9uxKpIEbOFGhgdSK8/ehGSEELxPMVZ2ngpztbOACTqDHy5+TLbLj4GoGeNgoxt7odWNiYVQgghsoy3UkzX6XT8+uuvzJ07l1OnTqEoCs7OzvTp04fBgwfj6/v/v3HfvXs3bdu2xdfXlxs3bqT1km9VXFwcXl5eGI1GIiMj0WpT/mihJNtZWOQDU0E99AZYOkDHVVCkQbqGDHwaT+clJ3kYkUA+J2vW9K2apXoiGpOTifjlF8IWLMQYFQWA7bvv4j5yJDZly7z23JD4EA4EHmBf4D5OBZ0CQK1S06xQMz4p/wk+jj4ZHr8QQgiRlUielzvJvGeS+3/Buk6QHGNaBNN1C9inrQWhotcT2Kcv8adOYVmkCIU2bkBtZ2e+UKPu03tPb8ISwvBz8WNx48XP9iFSFIX5h+7yw55bAFQt5MLUtuUo5Gq+6wshhBAi7TK0mP7o0SMWLlzIkiVLCAkJQVEU/Pz8GDJkCN27d8fW9uWrctu1a8eOHTtS1ds8o8XExBAUFETx4sWfez8hIYE+ffqwbt06evXqxbJly1I1riTbWVxCJGzoCv5/gVoLLeZAhc7pGjI4KpEuS05yNzQOV3srVvd5Fz+vrDX3hqgowhYtImL1GpTkZADydO+Gx4gRKdqI6Vb4LeZfnM+BBwcAU2/1FkVa8HH5j8lvnz9DYxdCCCGyCsnzcieZ90wUdAnWtIW4UMhTCLptBZdCaRpKHxbG/TZt0YeE4NisGflmTH/l05ppcTfyLr339CY8MZwyecuwqPEiHCwdnn3+x9Vghm24SILOgKVWzZD6RelftzBW2ozbX0wIIYQQb5ahxXRLS0sMBgMATZs2ZejQoTRq1OiN5/Xt25dly5ZhNBpTe8kM4+/vT+HChalSpQp+fn54enry5MkT9u3bx8OHDylbtiwHDx4kb968qRpXku1sQJ8E2wfBlV9Nr+t/BXVGQjqS6bDYJLovPc31oGicbCxY0asK7/jkMVPA5qN79IiQWbOI/m0HANblypF/5kwsC6SsIH7t6TXmXZjHX4/+AkCr1tK2WFv6le2Hh51HhsUthBBCZAWS5+VOMu+Z7OldWN0aIgPA3sO0Qt3z9U9Yvkr8+fMEdO8Bej0eY8fi0rWLWUP9O+Jv+uzpQ2RSJOXdyvNzo5+xs/j/FegBT+MYu+0qf90OA6Couz3ftipD1cKp+84phBBCCPPJ0GK6o6MjvXr1YsiQIRQtWjTF54WHhxMTE/Nc+5fMFh0dzZgxYzh9+jT+/v5ERERgY2ODn58f7dq1Y/DgwdjY2KRpXEm2swGjEQ58DUd/NL2u2B2azwSNRZqHjErQ0Wv5ac4HRmJnqWFJjypUL5I1E+OYAwd5PHo0xqgo1I6O5Js6BYcGKW95czHkInMvzn3W/sVSbUmHEh3oU7YPrjauGRW2EEIIkakkz8udZN6zgJhg0wr1J1fBygk6rYOCNdM01NMVKwiZ+j1YWFBw9SpsKlQwa6g3w2/SZ08fopOjqehekQUNF2Br8f9PcCuKwo7LQXy94zphsaYntztULsDopn7ksXvzE6NCCCGEMK8MLabHxsZib591+kFnRZJsZzNnlsCukaAYoWhDaL8CrBzeeNqrxCXp6bfqLMfvPsVKq2Zh10rUL5m23o4ZLfnhIx4NH07i5csAuPTujfuwz1BZpPwXCmeCzzD3wlzOh5wHwEZrw0clP6JX6V7ksc56K/OFEEKI9JA8L3eSec8iEiJNPdQDj4PGElrMhfIdUz2Moig8+mwYMXv2oPXyotCWzWjzmDdvvRZ2jX57+xGji+Fdz3eZ+95cbLTPL9SKitfx/Z6b/HIqEAAXO0u+auZHm4r5zdp+RgghhBCvl6HFdI1GQ/ny5Tl//ny6gszJJNnOhm7thk29QRcPriWg/XLwKJ3m4RJ1Bgb/cp59N0Kw0Kj4qeM7NC/nZcaAzUdJTubJ9OlErFoNgM0775B/5gwsvFIer6IonHh8grkX53Il7IppHK0N7Yq3o3up7njaeWZI7EIIIcTbJnle7iTznoXoEmBLP7hhallInZFQbwyo1akaxhAbi3+79iT7+2NXsybei35GpTFv7/LLoZfp/2d/4nRxVPeqzpz35mClsXrhuHMB4YzZcpVbT2IAqFEkL5NblaGwmyxiE0IIId6GlOZ6qcs2/mFra0upUqXSHJwQWVKJptBzJ9h7QtgtWNzAtGI99b9vAsDaQsOCrpX4sHw+dAaFIevO8+vZB2YO2jxUlpZ4jhlD/tmzUDs4kHDhAvdbtyH2yJGUj6FSUSN/DdY2W8vcBnPxc/EjQZ/A6uurabqlKWOPjuVe5L0MvAshhBBCCJErWNhA+1VQa5jp9ZEfYHNvU5E9FTT29uSfNQuVtTVxx44RNm++2UMt51aOBQ0XYKO14UTQCT47+BnJhuQXjqvk68LOT2sx6v2SWFuoOX73Ke//9Bez9t0mSW8we1xCCCGESJs0rUyvWLEirq6u7N27NyNiyhFk5Uo2FhcG2z6B2//8/fb7EFrMAZu0PfZpMCp8tfUK68+YCumTWpSmR42CZgrW/JIfPODR0M9IvH4dgLwff4zbkMGotNpUjaMoCsceH2PZ1WWcCT7z7P0G3g3oXbY35d3KmzVuIYQQ4m2RPC93knnPoi6shR1DwaiD/JXgo3Xg4JGqIaK2b+fxqC9BpcJ70c/Y165t9jDPBJ9h4L6BJBoSqVegHjPrzcTiFfs0BT6NZ+z2qxz5OxSAwm52TGpRmtrF3MwelxBCCCFMMrTNy8yZM/nqq6+4evUqRYoUSVegOZUk29mcosDJ+fDnBFNi7uQNbZeAT7U0Dqcw+fcbLD16H4DJrcrQtVrW2Yj3fxmTkgj5/nsiflkHgG2VKuSbPh0Lj7T1fb8UeollV5Zx4MGBZ+9V9qhM7zK9qZW/lvSDFEIIka1Inpc7ybxnYf7HYEMXSIgAxwLQeT14lk3VEEETJxK5fgMaJycKbdmMRf78Zg/zZNBJBu8fTJIhiUa+jZhedzpq1csfFlcUhZ2Xg5j0nw1K65VwY3RTP0p4pn1vJyGEEEK8XIYW041GI23atOHChQtMmTKFNm3aYG1tna6AcxpJtnOIxxfg114QcR9UGqg/xvQ4qTr1vRQVReGHPbeYf+guKhXM61yRZmWzZg/1f0Xv2kXQuPEY4+LQ5M1L/uk/YFe9eprHuxd5j+XXlrPz3k70Rj0AJfKUoHeZ3jQu2BitOnWr34UQQojMIHle7iTznsU9vQu/dISnt8HSHtouhRLvp/h0Y3IyAZ27kHj1KtZly+K7dg1qS0uzh3ns0TGGHBiCzqijd5neDKs07LXHRyXo+PHPv1lzMgC9UUGtgg6VvRneqDjujvIdXAghhDCXDC2mFy5cGEVRCAgIeLai1N3dHRsbmxeOValU3L17N7WXyPYk2c5BEqPh98/hykbT60J1oPUicEx9IVxRFL7adpVfTgViqVGzvFcVahZ1NXPA5pV0/z6PPhtG0q1bADi8/z5ugwdhVbRomscMjgtm9fXV/Pr3ryToTb0t89vnZ/A7g/mg8AdmiVsIIYTIKJLn5U4y79lAQgRs7AH3DwMqaPItVBsIKXwKMvnhI+63bYsxKoo8nTvhOX58hoS5895ORv81GoDJNSfTsmjLN55zPyyOaX/cZPfVYABsLTX0r1OYfrULY2clC1KEEEKI9MrQYro6Fbukq1QqDIbct2GKJNs5jKLApXWmorouHmzzQuufoVijVA9lMCoM/uU8u68GY2epYX3/6pQt4JQBQZuPMTGRJ1OmErlhg+kNlQrH5s1xHTgQq8KF0jxuVFIU62+uZ+2NtUQkRQDQokgLvqr6FbYWtuYIXQghhDA7yfNyJ5n3bMKgg10j4NwK0+tKPaHZdHhFf/L/FXv4MA8+HgCA80cdcR8xAo29vdnDnH1+NouvLEar1rK08VIqelRM0Xln/cP5dtcNLgRGAuDmYMXnjYrTvrI3GrW0ThRCCCHSKkOL6QEBAak63tc36/aGziiSbOdQYbdNbV+eXDG9rj4Y3psA2tQ9ApqkN9Br+RmO331KXjtLfh1QncJu5k/SzS3x1t+EzZtHzL+bD6vVOH34Ia4DP8EyHf/OE/QJrLi2goWXFmJUjBR0LMj0utMp4VLCTJELIYQQ5iN5Xu4k856N/Lv/0Z6vAAUK1YUOK8EmT4pOD1v4M6E//QSA1sMDz/HjcHjvPbOGaFSMjDg8gj8D/iSPVR7WNl+Lt4N3is5VFIVdV4L5/o+bBIbHA1DCw4HRzUpSt7ib7EckhBBCpEGGFtPFm0mynYPpEuHP8XD6Z9PrfO9Am8XgWixVw8Qk6ui0+CRXH0WT39mGLQNr4JFN+h4m3rhB6Nx5xO7fb3pDo8GpVUtcP/kEywIF0jzu2eCzjPprFCHxIViqLRn17ijaF28vXwiEEEJkKZLn5U4y79nQrd2wqQ/o4iBvMei0HlxT1qow7uRJgsZPQBcYCIBDkyZ4fDUGC3d3s4WXoE+g5x89uf70OkWcirC62WocLFO+uWiS3sDqEwHMOXCHqAQdALWLuTK6qR+l8snfUSGEECI1pJieySTZzgVu/g7bB5l6M2qtTZuTVhsEmpT3LAyLTaLdguP4P42nhIcDGz+ujpNtyh5BzQoSrlwlbO5cYg8fNr2h1eLcpg2uAz7GIl++NI0ZkRjB2GNjOfLwCABNCjZhQvUJqfpiIYQQQmQkyfNyJ5n3bCr4CvzyEUQ/BAtbeH8KVOyRoj7qxsREwubN5+myZWAwoHZwwP2LkTi3a2e2xR5P4p7Q+ffOhCSEUDN/TeY2mItWnboe6FHxOuYevM3K4wEkG4yoVFCvuBvdqvtSt7i7tH8RQgghUuCtFdNPnjzJwYMHefToEQD58+enfv36VKtWLT3DZnuSbOcSUQ/htyFw94Dpdb6K0Go+uPuleIgH4fG0XXCckJgkKvnmYU2fqthYajIo4IyRcOkSoXPmEnf0qOkNCwvytG9H3o8/xsLDI9XjGRUjq6+v5qdzP6FX9BSwL8D0utMp7VrazJELIYQQqSd5Xu4k856NxQTDln5w37RYgxLNoMUcsHNN0emJN24QNG48iVevAmBbpQqeX0/CqlDa9w76r2tPr9Fzd08SDYl09evKqHdHpWmcB+HxfP/HTXZeDnr2Xn5nG7pU86FDZW9c7a3MEq8QQgiRE2V4MT0wMJAuXbpw/PhxwNS3DXj2G/qaNWuyZs0afHx80jJ8tifJdi6iKHBhjaknY1IUaCyh7hdQ87MUb3R0MziaDgtPEJ2op0FJd37uVgkLTco3+s0q4s+fJ3TOHOJPnARAZWOD25AhuHTvhkqbuhU2AJdDL/PFkS94FPsIrVrL8ErD6erXVdq+CCGEyFSS5+VOMu/ZnNEIJ+fB/q/BkAx27tByHhRvnKLTFb2e8DVrCJ01GyUhAZWlJa4DB5K3T29UFul/snSv/14+P/w5AOOqjaNDiQ5pHut+WBy/nApg49mHz9q/WGrUNCvrSbfqvlT0ySP5tBBCCPE/MrSYHhkZSaVKlbh//z7W1tY0adKEIkWKAHDv3j3++OMPEhMTKVKkCGfPnsXJySntd5JNSbKdC0U/hh2fwe09ptee5Uyr1D3Lpuj0s/7hdFlyiiS9kTbv5Gd6+/Kos+kjmXGnTxP60ywSzp8HwKqUH17ffINN6dSvLI9OjmbCsQnsC9wHQD3vekyuORknq9z3/ytCCCGyBsnzcieZ9xwi+Aps7gehN0yvq/SDRl+DpW2KTk9++JDgiZOePZFpVbw4XpO/waZcuXSHtujyIuZcmINGpWFho4VU80rf096JOgM7Lj1mzalALj2IfPZ+SU8HulX3pVWF/NhZpX7BixBCCJETZWgxfdy4cXz77bc0a9aMRYsWke9/eiMHBwfTr18/du3axVdffcXXX3+d+jvI5iTZzqUUBS5vhN1fQGIkqLVQewTU/hy0lm88ff+NJ/RffQ6DUaFvrUJ81dwv264aURSFqC1beDLtB4xRUaBW49KjB25DBqO2TdmXlf+OteHWBqadmYbOqMPTzpNpdabxjvs7GRS9EEII8WqS5+VOMu85iC4B9k2CUwtMr12LQ5vFkK9Cik5XFIXoHTt48t0UDJGRoFLh0r0bbsOHo7ZKeysVRVEYfXQ0v9/7HQdLB9Y2W0shJ/O0krn8MJI1JwPYfvExSXojAPZWWtpUzE+3ar4U85D9iYQQQuRuGVpML1OmDKGhody/fx/bVxTF4uPjKVSoEG5ublz9p7dcbiLJdi4X8wR+Hw43d5peu5eGVvMg35uLv5vPPeTzXy8B8GXTkgyoWyQjI81w+rAwnnw3hehduwCwyJcPz0kTsa9dO9Vj3Xh6g5FHRhIQHYBGpaFbqW70LdtXVqkLIYR4qyTPy51k3nOgO/th20CIDQa1BTT4Cmp8CuqU7V+kDw/nydSpRP+2AwDr0qXJP+snLAsUSHNISYYk+uzpw6XQS/g6+rK22Vqz5rpR8To2nX/ImpMB3A+LA0x7sbZ5pwAjm5TA08nabNcSQgghspMMLabb2dnRvHlzNm7c+NrjOnTowO+//05cXFxqL5HtSbItUBS4thV2jYD4p6DSQM2hUHcUWLw+SV185B7f7jI9ejqtbTk6VPF+GxFnqNjDhwmaNAn9Y9OGSI4ffIDH6C/R5s2bqnHidHF8feJrdt03FeedrJzoX7Y/H5X8CEvNm1f/CyGEEOkleV7uJPOeQ8WHw45P4YapII5vTWi9EJxTvvdX7OHDPB71JYbISNSOjuSbOhWHBvXTHFJYQhidf+9MUFwQVT2rsqDRAizU6e/L/l9Go8Lxu09ZdcKfvdefAGBjoaF/ncJ8XLcwtpbS/kUIIUTuktJcL007HGo0GnQ63RuP0+v1qNXZbxNFIcxCpYIybWDQaSjdBhQDHJ0JP9c2Jeuv+T1Wv3+SWIBRWy6z5K97byvqDGNfty5FduzApUcPUKuJ3rmTu82aE7l5C6n5nZ6dhR1Ta09l3nvzKOpclKikKH44+wMttrVg9/3dGBVjBt6FEEIIIYTIUWxdoMNq02aklvYQcAwW1DS1bkxhjmpfty6Ftm7Bpnx5jNHRPBw4kJAZM1H0+jSF5Grjytz35mKrteVU8Cm+O/VdqvLllFCrVdQq5sqi7pXZNqgmlX3zkKAzMGv/ber9cIiNZx9gMJr3mkIIIUROkKaV6ZUqVeLevXvcv38fZ2fnlx4THh5OkSJFKFy4MOfOnUtvnNmOrFwRL7ixA3YOh7gQ02uv8lB/LBRrZCq8/w9FUZj42zVWnggAoGeNgoz7oBSabLop6X8lXLlK0PjxJN0wrb63rVoVr0kTsSxYMFXj6I16frv7G3MvzCU0IRSA0nlL83nlz6niWcXcYQshhBCA5Hm5lcx7LhB+D7Z8DA9Pm16XaAbNfgCnlLVtUZKTeTJ9OhGrVgNg++675J8xHa2bW5rCOfzgMEMODEFBYXCFwfQv1z/D9lNSFIXdV4OZsvsGD8ITACjl5cjYD/yoUcQ1Q64phBBCZCUZujK9ffv2REVF0bx5c65du/bC51euXOGDDz4gOjqajh07puUSQuQ8fh/C4DOmDUkt7SHoEvzSHpY2grsHX1j5olKpmNiiNGOalQRgxXF/Bq49R0KyITOiNyubsmUotHED7iNHoLK2Jv7UKe61aEnwd98Rf/48ijFlq8u1ai1tirVhZ+udDK4wGFutLdeeXqP3nt4M3j+YOxF3MvhOhBBCCCFEjuFSGHrthvpfmXqo39oF86rCqUVgfHMOrrK0xHPMGPL/OBO1rS3xp09zr00b4s+cSVM4db3r8nnlzwGYe3Euk09ORm9M22r3N1GpVDQr68W+4XUZ06wkDtZargdF03nxKfquPMvd0NgMua4QQgiR3aRpZXpCQgI1atTg0qVLqNVq3nnnHQoVMu0yfu/ePS5evIjRaKRChQocP34ca+vct4mJrFwRrxX3FI79BKcXg9608gPfmqbEvWDNFw7fefkxwzdcItlgpIK3M0t7VCavvdXbjTmDJD94QPCEicQdP/7sPa2bGw6NGuLQuDG2lSuj0qasZ+PThKcsvLSQTX9vQq/oUavUtC7amkEVBuFmm7YVQUIIIcT/kjwvd5J5z2VCbsCOofDglOl1/srQYjZ4lE7R6Un37vNo6Kck3b4DGg3uwz7DpU+fNK0sX3N9DdPOTENBoXb+2vxQ9wfsLOxSPU5qhMclM2vf36w5FYjBqKBVq+hazZeh7xUjj53sUySEECLnydANSAEiIiL45JNP2LRpE8b/WUWqVqtp37498+bNw8XFJS3DZ3uSbIsUiXli6qN+dhkYkk3vFa4PDcZCgcrPHXr6fjj9Vp0lKkGHb15blvesQmE3+0wI2vwURSH20CGid+0m9uBBjLH/v/JF4+yM/XsNcGzcGNvq1VFbvjl594/yZ9b5WewL3AeAjdaG7qW606tMrwz/4iGEECLnkzwvd5J5z4WMRji3DP6cCMkxoNZCjU+h7hdgYfPm0+PjCZ40iajtvwFg36AB+aZOQZOGvz/7A/fz5ZEvSTQkUtKlJHMbzMXDziPV46TWnZBYpuy6wf6bplaVjtZahjUqTo/qBVHngPaTQgghxL8yvJj+rwcPHnDkyBEePXoEQP78+alTpw7e3t7pGTbbk2RbpErUQzgyHS6shn8f3SzWBOqPgXwVnh12NzSWnstP8yA8gTy2FizpUZlKvjnrF1bG5GTiT54keu9eYvftxxAZ+ewztb099vXr49CoIfa1a6O2ef2XmAshF5hxdgaXQi8B4GLtwsDyA2lTvA0WaouMvA0hhBA5mOR5uZPMey4W/Rh2jYSbO02vXQrDBz9B4bpvPFVRFCI3/sqTyZNRdDosChQg/6yfsCmdshXu/3Ul9AqDDwwmPDEcd1t35r83nxIuJVI9TlocvR3G5N+vczM4BoBqhV2Y0aEC+Z3f/EsFIYQQIjt4a8V08XKSbIs0ifCHwz/ApXWg/NOXsXQbaD4DbE1F89CYJPqsPMPlh1FYatXM6liBpmW9Mi/mDKTo9cSfPUvM3r3E/LkPfWjos89UNjY4t2uH68f90bq+elMkRVHYF7iPWednERBt2sy1oGNBPqv0GQ28G2TYJk5CCCFyLsnzMo/RaGT+/PksW7aMmzdvotVqqVChAiNGjKBFixbPHTtx4kQmTZr0yrHu379PwVRsfi7zLrixw1RUjwkyva7QBRpPfpanv07C1Ws8+uwzdA8forK0xHXQIJxatsDC0zNVITyMecig/YO4F3UPW60tM+rNoFb+Wmm5m1QzGBV+OR3IlF03iE824GClZVLL0rR+J7/k1EIIIbK9DC2mN2jQgPfff58vvvjitcdNnz6dXbt2ceDAgdReItuTZFukS9gdODwVrmwCFHAsAG2XgG91AOKT9Xy67gL7boSgUsFXzfzoW7tw5sacwRSjkYSLF4nZs5eYP/9E9/gxYCqqu3TrRt4+vdE4Ob3yfJ1Rx6a/N7Hw0kLCE8MBqOhekeGVh1PerfxbuQchhBA5g+R5mUNRFNq3b8/mzZspUqQITZs2JSkpie3btxMSEsKcOXMYPHjws+P/Lab36NHjpUXzzz77DGdn5xRfX+ZdAJAYBfu/hjNLAQVs88L7U6Fse3hDQdkQFcXjL0cTe/Dgs/dsKlfCsWlTHJs0ee0Ckf+KSopi2KFhnAk+g0al4atqX9G+ePv03FWq+IfFMWzjRS4ERgLQrKwn37YqK73UhRBCZGsZWkxXq9X07NmTZcuWvfa4fv36sWzZMgyGN+98ntNIsi3M4tF52NwHwu+BSg31RkPtz0GtwWBUmPjbNVafNK227lmjIOM+KIUmF/QuVBSFuOPHCZ01m8TLlwFQOziQt09vXLp1Q2336r7oscmxLLu6jNXXV5NoSASgkW8jhlYciq+j71uJXwghRPYmeV7m2LRpE+3bt6dmzZr8+eef2PzT7i0sLIzKlSsTHBzMzZs3nxXO/y2mHzx4kHr16qX7+jLv4jmBp0wblIbeML0uXA8ajIcClV57mmI0ErV1K5FbtpJw7tz/f6BWY/vuuzg2a4pDo0Zo8+R57Tg6g44Jxyew494OAHqX6c3QikNRq9TpuasU0xuMLDx8l5/23UZvVHB3sGJau3LUK+H+Vq4vhBBCmFtKc70M/S+tTqdDrX47/zEXIkfKXxE+PgLlPgLFCAe/hVUtIfoxGrWKr1uWZnTTkgCsOO7PwLXnSEjO+b+8UqlU2NesScEN6ykwfx5WxYphjIkh9KdZ3GnUmPCVKzEmJb30XHtLez6t+Ck7W++kTbE2qFVq/gz4k1bbWjHl1JRnq9aFEEIIkbVs374dgDFjxjwrpAO4uroybNgwkpKSWL58eWaFJ3Ibn6qmPL3BWNBYwb1DsKQBrGkLD06/8jSVWo1z27YUXLuGogcP4D5qFNblyoHRSPzJkwSPn8Dt2nUI7NefyC1bMURHv3QcC40F39b6loHlBwKw7OoyvjjyBUmGl+fA5qbVqBncoBhbB9akqLs9ITFJ9Fx+hnHbrhKfrH8rMQghhBCZIUMr3VeuXCFv3rwZeQkhcj4rB2jzM7RaCBZ24P8XLKgJf+9BpVLxcd0izOn0DpYaNXuuPaHjohMERSVkdtRvhUqlwqFBAwpt30a+6dOx8PXBEB7OkylTudvkfSI2bkTR6V56roedB5NqTOLXD3+lVv5a6BU9v9z8hWZbmrH48mIS9Lnjz1AIIYTILoKDgwEoVKjQC5/9+97L2kseOXKE77//nh9++IFt27YRGxubsYGK3ENrCXVGwqCTUL4zqDRwZx8sbWRaABNw4rWnW3h5kbdXTwpt3ECRP/fiNnw4Vn5+oNcT99dfBI0Zw+2atXgwcBAJV668cL5KpeKTCp/wba1v0aq17PHfQ989fYlIjMioO35B2QJO7BxSi141CwKw+mQAzWcf5ULg24tBCCGEeJtS3Oald+/ez35esWIFRYsWpVatl290otfruX79OhcuXKBFixZs3brVPNFmI/IYqMgQYXdgUy8INrU2odpAaDgRtFacvh9O/9VniYzX4WpvyfwulXi30Js3Q8pJFJ2OyG3bCJs3H/0/X7gtfH1wGzwEx+bNUL3mSZmTQSeZeXYmN8JNj+p62nkyrto46hSo81ZiF0IIkX1Inpc5OnXqxPr16/n9999p1qzZc5/NmjWLzz77DHd3d548eQK8egNSZ2dnZs2aRffu3VN1fZl38Ubh9+CvmXBpHRj/WZ1dsDbUHQWFaqd4mKT794nevZuY3btJun0HAJWlJfmmfY/j+++/9JzTQaf57OBnxOhi8HbwZlKNSVTxrJLuW0qNo7fDGPHrJYKjE9GoVQyuX5TBDYpioZGn1YUQQmR9Zu+Z/t92LSqVipScli9fPvbu3UupUqVScokcRZJtkWH0SfDnBDi1wPTaqzy0Ww55i/AgPJ5+q85yMzgGrVrFhA9L0bWaL6o3bIaU0xiTkojcsIGwhT9jCDe1bbEqXhy3YZ9hX6/eK/88jIqRXfd3Mef8HB7HmTY4bVaoGaPeHYWLde76xYQQQohXkzwvc6xatYoePXpQu3Zt9u7di7W1NQBPnz6lcuXK+Pv7Y2lpSdI/rd62bt1KZGQk9erVw8vLi+DgYHbu3Mn48eOJjIxk27ZttGjR4pXXS0pKejYWmObd29tb5l28WUQAHJ0JF9aC8Z+nJH1rQt0voFDdN25U+l+Jf/9N6MwfiT10CAD3EZ/j0qfPS/PZe5H3GLh/II9iHwHwrue7DKwwkEoer+/jbk5R8TrGbb/Kb5dMuXT5Ak5827osZfI7vbUYhBBCiLQwezF95cqVgGnjv969e1OrVi369Onz0mMtLS0pUKAA1apVw8LCIg3hZ3/yJUtkuFu7YdtASAgHS3toPhPKdyQ+Wc8Xmy6z83IQAB0re/N1q9JYaTWZHPDbZ4yLI3z1Gp4uXYoxJgYA28qVcR/xOTYVKrzyvAR9AvMvzmfV9VUYFSN5rPIw6t1RNCvULNf9YkIIIcSLJM/LHHq9nsaNG3Pw4EGKFi3K+++/j06nY9u2bXh4eHD58mWsra1JSHh9q7b9+/fTqFEjypQpw+V/NjJ/mVetbJd5FykW+QCO/QTnV4Eh2fSed1VTUb3IeykuqisGA0+mfk/E6tUAOHfsiOe4sai02heODU8MZ/7F+Wy+vRn9P6vjq3pVZVCFQbzj/o5Zbislfrv0mLFbrxCdaIrh3UIu9KpRkEalPNDKSnUhhBBZkNmL6f9VsGBBOnTowLRp09IVZE4mX7LEWxH1CLb0g4BjptflO0Gz6SiWdiw6co/v/7iJUYEK3s4s7FoJTyfrzI03kxiioni6ZAnhq1aj/LPCzKFRI9yGDcOq8It9V/91Newq44+P53bEbQDqFKjDuGrj8LTzfCtxCyGEyJokz8s8SUlJTJ06lV9++QV/f3+cnJxo3bo1I0aMoHjx4vj4+BAQEPDGcYoVK8adO3deO4eyMl2YTfRjODYLzq0AfaLpPd9a0Go+5PFN8TDhq1bxZMpUUBTsatcm/48/orG3e+mxQbFBLL6ymK13tj4rqlf3qs7ACgOp4F4hnTeUMkFRCUzZdZNdV4LQG01lh3xO1nSt7stHVXxwsbN8K3EIIYQQKZGhxXTxZvIlS7w1RgMcmQ6Hp4JiBNcS8NEv4FqUI3+HMmTdBaISdLjaW7Gwa0UqF8y97Up0wcGEzp1L1JatYDSCRoNz27a4DhqEhYf7y88x6Fh6dSmLLi9CZ9RhZ2HHsIrDaF+iPWqVrKoRQojcSPK8rOfQoUPUr1+fNm3asHnz5jceX716dU6ePElQUBCenin7JbnMu0i3mGA4PgfOLAV9Alg6QPPpUK5jilepx+zbx6MRI1ESE7EqWRLvhQuweM3f4cexj1l0eRHb72xHr5iK6jXz1eSTCp9Q3q28WW7rTYKjEll7KoBfTgXyNM60Qt9Kq6ZVhfz0qFGQUvnk35MQQojMJ8X0TCbJtnjr/I/B5j4QEwRWTtBuKRRrRMDTOD5efY6bwTFYaFRMbFGaLlVTvgImJ0q6c4eQH38idv9+AFTW1rj06EHevn3QODi89Jy7kXeZcHwCl0IvAVDRvSKTakyioFPBtxW2EEKILELyvKynX79+LFmyhI0bN9K+ffvXHhsXF4eXlxdGo5HIyEi0L2mV8TIy78JsIvxhS394cMr0unRrU8tG25Qtekm4coUHAz7B8PQpWnd3vH9eiLWf32vPeRjzkMVXFrP9znYMigGAmvlrMqj8IMq6lU3P3aRYos7AzstBrDh+n6uPop+9Ly1ghBBCZAVvpZh+6tQp9u3bx6NHj0hMTHz5BVQqli5dmtZLZFuSbItMEfMENnb7JzFXwXvjodYw4pINjNx0iV1XggHo9K43E1vkzj7q/xV/7hwh02eQcOECABonJ/J+MoA8nTujtnzxsVOD0cD6W+uZdX4WCfoELNWWfFLhE3qU7oGFOnfuDyGEELmR5HmZJzo6+oU/802bNtGxY0cqVarEiRMn0Gg0xMTEEBQURPHixZ87NiEhgT59+rBu3Tp69erFsmXLUnVtmXdhNgY9HPsRDk0Fox4c8kHrhVC4bopOT374iAcff0zy3buobW3J/9OP2Nep88bzHsQ8YNHlRey4u+NZUb1egXpMqDEBVxvXdN1SSimKwvnACJYf82f31WAM/2kB0616QbpW88HBWnJrIYQQb1eGFtOTk5Pp1KkT27ZtA0z/MXzlBVQqDAZDai+R7UmyLTKNPhl2jzT1ZATTSpeW81AsbFlw+C4/7LmFokBFH2cWdK2Eh2Pu7KP+L0VRiD1wgJCZP5J89y4AFvny4Tp4ME4fNEf1kqL6o9hHfH3ia44/Pg6An4sf46uPp4xrmbcauxBCiMwheV7m8fPzw9vbGz8/P6ytrTl9+jSHDh2icOHCHDhwAF9f09N3/v7+FC5cmCpVquDn54enpydPnjxh3759PHz4kLJly3Lw4EHy5s2b4mvLvIsM8egcbO4H4aY8lOqDTQtitFZvPNUQFcXDT4cSf+oUaDR4jhtHno86puiygdGB/Hz5Z3be24lRMeJh68Gs+rMo7Vo6PXeTakFRCaw9Gci60//fAiavnSXDGxenY2VvWakuhBDircnQYvq4ceP49ttvsbOzo1u3bvj5+b32Ij169EjtJbI9SbZFpju7DHaNNK108SgDH62FPAU5dCuET9ddIDpRj7uDFT99VIEaRd7OKpSsTNHridq2jdDZc9CHhACgdXMjT+dOOHfsiNbl+cduFUXht7u/Me3MNKKTTY+p1sxXk75l+1LZs/Jbj18IIcTbI3le5pk4cSJbtmzB398fnU5HoUKFaNu2LSNHjnxuLqKjoxkzZgynT5/G39+fiIgIbGxs8PPzo127dgwePBgbG5tUXVvmXWSY5DjY8xWcW2567VEG2iwGj1JvPFVJTiZo3Hiitm8HIG/fPrgNH45KnbIi9J2IOww7NAz/aH+sNFZMrDGRDwp/kOZbSat/W8DMP3iHe2FxABT3sOer5qWoW9ztrccjhBAi98nQYnrRokUJDg7m9OnTlCr15v/A50aSbIssIeAEbOwOcSFgkwfar4DC9fAPi6P/6rP8/SQWgC5VffiyaUl5nBIwJiQQsXYt4StXoQ8NBUBlaYnjhx/g0r071iVKPHd8WEIYP577kd/v/f7sUdmK7hXpW7YvtfLXQpXCzaSEEEJkH5Ln5U4y7yLD3doN2wdDfBhorKDRJHj3Y3hDYVxRFMLmzydszlwAHJo0Id+071FbvXl1O0BMcgxf/vUlRx4eAaBHqR58VukztOqU7SdgTjqDkbUnA/hp/20i43UA1CnuxlfN/Cjh+fK9jYQQQghzyNBiurW1NXXr1mXPnj3pCjInk2RbZBlRj2BDF3h8AVQaaDwZqn1CXLKBKbtvsOZkIGDqUfhdm7LUK+GeyQFnDUpyMtF79hK+ciWJV68+e9+2alVcenTHvm5dVJr/7zn/IOYBK66uYOudreiMpsS/pEtJ+pbtS0OfhmjUubs/vRBC5CSS5+VOMu/irYgNge2D4PZe0+vC9aHVAnD0euOpUdu383jsONDpcGj6PvlnzEjxCnWD0cC8i/NYfGUxANW9qvND3R9wsnJK862kR1S8jjkHbrPyhD86g4JaBR+968OwhsVxc0jZLwmEEEKI1MjQYrqXlxf16tVj3bp16QoyJ5NkW2QpukTY+Rlc+uffbLmP4MOfwMKG43fD+HLzFQLD4wFoV6kA45qXwslWVqmDaaVPwoWLhK9eRczeP+GfPSAsfHxw6doFpzZt0NjbPzs+JD6E1ddXs+HWBhL0CQAUdCxI7zK9+aDwB1ho5M9VCCGyO8nzcieZd/HWKAqcXQp7xoI+wfSEact5ULL5G0+NPXaMBwM+AZ0O10GDcBsyOFWX3uO/h3HHxpGgT6CAfQFmN5hNsTzF0non6eYfFsfU3Tf541owAPZWWgbWL0LvmoWwtpDFKkIIIcwnQ4vp3bp149ixY9y9e1daGLyCJNsiy1EUOLXQ1I9RMYBXBVMfdacCxCfrmb7nb5Yfv4+igJuDFd+2KkPj0p6ZHXWWonv8mIhffiHi100Yo6IAUNvZ4dyuLXm6dMHSx+fZsZGJkay7uY41N9Y866nuYetBrzK9aFOsDTba1PVpFUIIkXVInpc7ybyLty70b9jSF4IumV7XHAoNxoPm9e1XIjdvJuirsQDkmzEdp+ZvLsL/163wWww9OJRHsY+w0dowpdYU3vN9L023YC6n74cz+ffrXH5oysHzO9vwxfslaFE+n9QkhBBCmEWGFtP9/f2pUKECQ4cOZdKkSekKNKeSZFtkWfcOw689ISEcbF2h03rwrgLAuYBwvth0mbuhpk1/Piyfj4kfliKvvTxK+V/G+HiifvuN8FWrSb5379n7drVqkeejjtjXq4dKa/qSE6eLY9Pfm1h5bSWhCaYe7Hms8uDj6PPSsV9GrVLjaOmIk5WT6X+WTjhbOf//63/+52zljK3WVr5QCCFEBpM8L3eSeReZQp8M+ybCyXmm1wVrQ7tlYP/61oxPpv1A+LJlqCwt8V29Cpvy5VN12YjECEYeHsmp4FMADCg/gE/Kf4JalbK2MRnBaFTYfukR0/64RVBUIgAVvJ0Z94EflXxdMi0uIYQQOUOGFtNXrVrFhQsXmD17NpUrV6Z58+b4+PigfkU/tu7du6f2EtmeJNsiS4sIgPVd4MkVsLCDTuugcF0AEnUGZu+/zc9H7mEwKrjYWTKxRWk+LOclRdr/oRiNxB07TvjqVcT9ddS0+h/Qenri3L4dzu3aY+Fh+qKTZEhi+53tLLu6jEexjzIsJq1am+qCekHHgrQu2pqmhZpia2GbYbEJIUROIXle7iTzLjLVta2mzUmTY8HeEzqsBJ9qrzxcMRh4OHgIsQcPonF1pdDGDVjky5eqS+qNemacncGaG2sAqO9dn+9qfYe9pf0bzsxYCckGlh69x/xDd4lPNrVgbF7Oiy/fL4m3i+SyQggh0iZDi+lqtRqVSsW/p76paGP4p8dwbiLJtsjykuNMBfV7B0FjBR1XQ/Emzz6+8jCKkZsucTM4BoBGpTz4tlUZ3B2tMyviLC35wQMiN24kctNmDBERpjc1GhwaNCBPp4+wrVYNlVqN3qjn7JOzxOviUzy2QTEQnRRNVHIUkUmRRCdFE5kUSVRSFFHJUUQlmt5PNian6x5stbY0LdSUNsXaUNa1rPzyRAghXkHyvNxJ5l1kutBbsKEbhN0CtRYaT4aqA+AVOZshNo6ALl1IunULq5IlKbh2DWo7u1Rfdvud7Xx94muSjckUdirM7Aaz8XX0Te/dpFtITCIz9/7NhrMPUBSw1KjpVbMggxoUxdFa9ikSQgiROhlaTO/Zs2eqiizLly9P7SWyPUm2RbagS4RNveDWLlNC3nYJlG797ONkvZEFh+4y9+BtdAYFR2stMztUoGEpj0wMOmszJicTs2cvEevXk3Du3LP3LX19ce7YEafWrdDmyZMh107QJxCVFEW8PhWFeqOBo4+OsuX2Fvyj/Z+9X9S5KG2LteWDwh/gbO1s/mCFECIbkzwvd5J5F1lCUiz8NgSubTG9Lt0aWswBK4eXHq579Ij7HTpiePoU+wYNKDB3DqpXPFH+OldCr/DZwc8ISQjB3sKeCTUm8H7B99NzJ2Zz/XE03+26wdE7YQC42FkyrGExOr3rg1aTeW1phBBCZC8ZWkwXbybJtsg2DDrYOgCubgKVGlrMhXe6PHfIzeBovth0+dmGP582KMrQhsXRqGXl8usk/v03kes3ELV9O8Y4Ux96laUljk2b4tK7N9YlimdyhP9PURTOh5xny+0t7PXfS6LB1IfSQm1BQ5+GtCnehnc9383UPplCCJFVSJ6XO8m8iyxDUeD0ItgzBox6cC1hesrUrcRLD0+4eJGA7j1QkpPJ27cP7iNGpOmyYQlhDD80nAshFwBoX7w9X1T5Amtt5j+5qigKh26FMvn368/2fyrqbs9XzfyoV8JNnrgUQgjxRlJMz2SSbItsxWiAHUPhwmrT62bT4d1+zx2SrDfy3a4brDjuD0C9Em781LECzraWbznY7McYF0fUzt+JWL+epBs3TG+qVDi1bInbp0NS3b8yo0UnR7P73m42397MjfAbz97Pb5+fNsXa0K54O1ysZZMnIUTuJXle7iTzLrKcwFPwa0+IeWzaB6nlXCjT5qWHRu3YyeORIwHw+u47nNu0fulxb6Iz6lhwcQFLrixBQaFYnmJMrzOdws6F03oXZqUzGFl/OpAf990mPM7UArF2MVfGNPPDz0v+3QohhHi1t1pMv3PnDqGhoeTNm5fixbPOSsvMJMm2yHaMRtgzGk4tNL1uOAlqffbCYVsvPGT0lisk6ox4u9jwc9fKlMonf8dTQlEUEi9f5umy5cTs2QOYVqrn6dKFvP37ZVj7l/S4/vQ6W25vYde9XcToTP3z7S3sGVB+AJ1LdsZCI/0ohRC5j+R5uZPMu8iSYkNNbRv9/zK9rvoJNPoatC8ueAmdPZuw+QvAwgLfZUuxrVIlzZc9/vg4Y/4aw9PEp9hobRj97mhaFW2VZVaARyXomH/wDsuP+ZNsMKJWQYfK3gxvXBx3h8xfSS+EECLryfBiusFgYMqUKcydO5fQ0FAAevTowbJlywBYu3Yt8+bNY/HixZQuXTotl8jWJNkW2ZKiwIHJ8Nd00+s6X0D9MS9sanTtcRQD1pzjQXgC1hZqprQpS+t3CmRCwNlXwuXLhEyfQfzp0wCoHRzI268fLt26oraxyeToXpSgT2BfwD5WX1/9bLW6j4MPn1f+nPre9bPMFychhHgbclue9/jxY86fP8+TJ0+IiIggT548eHh4UKlSJby8vDI7vLcmt827yEYMejj4LRydaXrtXRU6rAaH5/c5UoxGHg0bTsyePWicnSm4cQOWPj5pvmxYQhhj/hrDiaATADQr1Izx1cdjZ5H6TU4zyoPweKb+cZPfLwcBYGOhoVt1X/rXKYyrvVUmRyeEECIrydBiusFg4IMPPmDv3r1otVqKFSvG9evX6dmz57Niur+/P4ULF2bSpEmMGzcu7XeSTUmyLbK1v2bC/kmmn6sNgibfvlBQj4xPZuj6ixz+2/TLtJ41CvJVcz8sZJOfFFMUhbijRwmZPoOkW7cA0Hp44DZkME6tWqHSajM5whcZFSO/3f2NWednEZZg2uSpqmdVRlYZSQmXl/fpFEKInCY35HmBgYEsWLCAbdu28ffff7/yuOLFi9O6dWsGDBiATzqKctlBbph3kc3d/B22fgJJUZCnIHTbCi7Pt18xJiQQ0K07iVevYlmkCAXXr0Pj8PLNS1PCqBhZdnUZcy/MxaAY8HHw4Ye6P1Aqb6l03ox5nQsIZ/LvN7gQGAlIUV0IIcSLMrSYPm/ePIYMGUKDBg1YtWoV+fLlQ61WP1dMByhWrBienp789ddfabuLbEySbZHtnVoEu019FanYAz74EdSa5w4xGBVm7fub2QfuAFClYB7mda6Iu6M8OpkaitFI9M6dhP40C93jxwBYFimC+/Bh2DdokCVXfcfr4llyZQkrr60k2ZiMWqWmTbE2DK4wmLw2eTM7PCGEyFA5Oc+7e/cuo0aNYvv27RgMBgCcnZ3x8/Mjb968ODo6EhUVxdOnT7lx4wZRUabNyTUaDa1ateL777+ncOGs0TvZ3HLyvIsc5OldWNMGIvzBzh26bgavcs8donsSgn+HDuifPMGuVi28Fy5I9yKOCyEX+OLIFwTH/R979x3fVPU+cPyTNN0tLZ2UUih77yVLCgiCILIRkCkyBAQEGaJMQVGGDBHZe28RkQ2yZK+yKbPQvXeT3N8fwX7lx4amaZPn/Xr50ntz7j1PPNA+eXLuOSFYq60ZUmUIHUt0zFZ5rKIoHLgezs97bnD+fgwAdtZqutTwl6K6EEII4xbTq1WrRlBQEDdu3CD34zV+n1VMb968OefPn+fu3btv8Bbe3Llz51i3bh2nT5/mzJkzREREULduXQ4cOPDC61auXMmMGTMIDAzExsaGWrVqMX78eCpVqvTaMUiyLczC2RWwbQAoeijbFlr8Cs9YI3v35VC+XHuO+FQtXs62/PpJJSoXkA0qX5c+LY2Y1auJ+HUuupgYAOwrVsRr6BAcKlc2bXDPEZwQzPTT0/nrjmENeCdrJ3qV60Wnkp2wsZLNaYUQ5slc87wRI0YwY8YMUlNTKV++PN26daNhw4aUKvXsGaaKohAYGMju3btZunQpFy5cwNbWlkGDBvH9999ncfTGZ67jLsxQfCisaA2hF8E2F3RYDf61n2iSHBjI3U86oyQnk7tTJ7y/GfXWhe/Y1FhGHxnNvvv7AKjnV48JtSbgYuvyVvfNbM8rqnd+pwC93i2Mp7MU1YUQwhIZtZieK1cuateuzY4dOzLOPauY3rlzZzZs2EBycvLrdvFWxo4dy7hx47CxsaFYsWJcunTppcX0iRMn8s0331CgQAFat25NfHw8a9asIS0tjb1791KrVq3XikGSbWE2Lm2CTZ+BXgslmkHrBWD99JreQeEJ9FlxmuuhCWjUKkZ/WIrO7xTIVrNRcgpdfDyRCxcStWQpSkoKAA7vvIP7Zz1xrFkzW/4/PRN6hsknJ3M58jIA+ZzyMbTKUOrnz54z64UQ4m2Ya56nVqtp2rQp48aNe6PJJKdPn2b06NHs3LkzY1a7OTHXcRdmKiUWVneAu0fAyhbaLoYSTZ9oErdrF8FfDATApVUr8owZjdr27QrJiqKw+upqppyaQro+nTyOeZhadyrlPMu9/OIspigKBx8X1c9JUV0IISyeUYvpjo6ONGrUiM2bN2ece1Yx/b333uPUqVPEPJ5hmVUCAwNJTU2lbNmyREZG4uPj88Ji+o0bNyhVqhSFChXixIkTuLgYvjk/d+4c77zzDoUKFeLSpUuo1a++FrQk28KsXNsJ67qALhXyVoT2K8Dl6Q1HE1O1DNt4IWODn9aV8vF9q7LYaGQd9TeRHhpGxC+/ELNpE2i1ANiVKoX7Zz1xbtQIlZXVS+6QtfSKnt9v/c6MMzMITzaspV81T1W6le5Gzbw10aiz3xrwQgjxJsw1zzty5MhrTyAx5n2yG3Mdd2HG0pNhw6dw7Q9QqeHDmVCp8xNNolauJHTiJNDrsStblnyzZmKdJ89bd30l8gpfHfqKu3F3cbZxZsUHKyjkkj2XgHpRUb133cKy/IsQQliIV8313qjCVaBAAS5cuPDCNunp6Vy6dImiRYu+SRdvpXTp0lSqVAlr66eXo3iWxYsXo9VqGTVqVEYhHaBChQp06NCBK1eucPjwYWOFK0T2V7yxYb1F+9zw8CzMC4C7R59q5mirYXaHinzTtCRWahUbzzygz4rTpKSb3+y0rGDt7YXP+HEU2fUXubt0RmVvT8rlywQP/pJbH3xA9Np16FNTTR1mBrVKzUdFPmJ7y+18VvYzbNQ2nAw5Sb+9/Wi0oRHTTk8jKCbI1GEKIYR4jswqgJtjIV2IHMnaHtotg4qfGJZt3NYfDk+H/8ync+vUCb/587BycSHl4kVut25D0unTb911SfeSrG22lvKe5YlPi6ffnn5EpUS99X2NQaVSEVDci82f12RJ96pU8HMlJV3P/L9vE/DTAX7Zf1M+zwghhMjwRsX0xo0bc+fOHebNm/fcNrNmzSI8PJymTZs+t0128e+M9UaNGj312vvvvw/AwYMHszIkIbKfgnWg1wHwLgOJ4bD0Qzi58IlkHAzJaM86hVjYtQq2GjX7robRffFJElO1ponbDFjnzUuer7+myL69ePTvj5WLC+l37xEyZgw333uPiPnz0cXHmzrMDA7WDnxR6Qt+b/k7n5T8hNy2uQlPDmfxpcV8tPUjOv3RiXXX1hGXFmfqUIUQQgghzJuVBprPhtqDDcd7xsKub0Cvz2jiVKsW/hvWY1u8OLrISO527UbUqlW8wUPsT3C0dmRm/Zn4OvnyIOEBA/cNJFWXfSaC/H//Laov7VGNcvlcSEjV8tNf12gw9SBbzwW/9f8TIYQQOd8bLfPy6NEjSpcuTVxcHP3796ddu3bUrl2btm3bMnz4cNatW8e0adPInTs3gYGBeHh4GCP2VxISEvLSZV48PT1JSUkh/hnFqNOnT1OlShU6d+7MsmXLnttPamoqqf+ZIRoXF4efn588BirMT1oibO0HgY+XearUFT74CTRPP/74T1Akny49RUKqlor5XVnSrRouDq/2xIh4Pn1SEjEbNhC5eAnaR4YlddROTuTu0AG3Lp3ReHqaOMInpevSOfTgEFtubuHv4L/RKYaZPbZWttTPX58WRVpQPU91rNTZa9kaIYR4Hktf7mPPnj2cO3cOlUpFpUqVqFevnqlDyhKWPu7CDBydDbtGGf673Mfw0Wyw+l9urk9K4tE33xC3408AXNq0Js/o0aht3m5T+aCYID7Z8Qnx6fE0KdiEyXUm54g9dfR6hW3nH/Ljzqs8jDXsY1Tez5Vvm5akir+biaMTQgiR2Yy6ZjrAoUOHaNWqFVFRUU/9IlQUBVdXV7Zt20bt2rWfc4es8SrFdBsbG7y8vHjw4MFTr924cYNixYrRvHlztm7d+tx+/t309P+TZFuYJUWBIz/DnnGAAvmqQfvl4Pz0+orn78fQZdEJYpPTKemTi+WfVpN1BzOJkp5O7B9/ELlgAWk3bwGgsrHBpWVL3Ht+io2fn4kjfFpEcgR/BP3BlptbuBlzM+N8Hsc8fFjoQ1oWaYlfruwXtxBC/JelFlWjoqL44IMPOHnyZMbsTJVKRe3atdm+fTvOzs4mjtC4LHXchZk5t9owMUbRQdH3oe0SsHHIeFlRFKIWLiRs2nTDOurly5Fv5kysvb3fqtt/Hv1Dn9190Cpa+pTvQ78K/d7yjWSdlHQdCw/fZs7+mySmGSaFNC3rw/DGJcjv7vCSq4UQQuQURi+mA4SGhjJ9+nR27NhBUFAQer0ePz8/mjRpwldffYWvr++b3pohQ4Y8MdP7ZQYOHPjM9dmzqpguM9OFRbqxBzb2gJRYcPYxbEyar8pTza6GxPHJghNEJKRSyNORlT2r4+Nib4KAzZOi15Nw4CCR8+aRfO6c4aRaTa6mTXH/rCd2xYqZNL5nURSFwMhAttzcwo7bO4hPMzwZpEJFwwIN6VWuF8Xdips4SiGEeDZLLap26tSJjRs3MnjwYGrXrk1iYiILFy5k9+7d9O3bl19++cXUIRqVpY67MEPX/4J1XUGbDH7VoeNaw95I/5Fw+AjBQ4agj43FytODfDNm4FCp0lt1u+nGJsYcHQPApNqT+LDwh291v6wWFp/C9N3XWXvyPnoFbKzUdK/lz+f1iuBiL0/fCiFETpclxXRjcnJyIjEx8ZXb79+/n4CAgKfOZ9UyL/+fJNvCYkTegjUdIfwqWNlAs+mGTY7+n9sRiXSaf5yHsSnky23Pyp7VKeDuaIKAzZeiKCSfPk3EvHkkHvo747xT/fp49O6FffnyJozu+VJ1qey/v58tN7Zw5OGRjPMBfgH0KtuLsp5lTRidEEI8zVLzPEdHR0aPHs3w4cMzzun1esqXL094eDghISEmjM74LHXchZm6dxxWtTNMivEsCR1Wg1vBJ5qk3bvHg/4DSL1+HaytyTNqFLk/bv9W3U4/PZ1FlxahUWuY33A+VfI8PREnu7vyKI6Jf1zh8M0IANwcbRj0XlE6VMuPtdUbbUsnhBAiG3jVXO+NftLrdMbfyTohIQFFUV75n2cV0l9V0aJFSUhIeOYHgBs3bmS0EUI8g3th6LkHSjQDXZrhsdEdX4Eu/YlmBT0cWd+3Jv7uDjyITqbt3GPcCM0+m2aaA5VKhUOVKuSfN4+Cmzbi3LgxqFQk7NvHnfYfc7dbdxKPHct2GyfZWtnS2L8xcxvOZWPzjTTxb4IKFQfuH6Djjo703t2bM6FnTB2mEEKYvcaNG3P37t1nvpaSkkJycjKlSpV64rxaraZYsWLExMRkQYRCiEyT/x3ovtPwdGn4FZhXF67tfKKJTf78+K9eZcgp09MJGTuWR9+ORp+W9sbdDqw0kIYFGqLVaxl0YBB34579Myc7+3fpysXdqlLEy4moxDRGbw2k8c+H+PtGuKnDE0IIYWRvVEzPly8fw4YN4/Lly5kdj0nUrVsXgF27dj312l9//fVEGyHEM9g6Q7vlEPC14fjEPFjWAhIjnmjm62rPuj41KJHHmbD4VNr9doxLwbFZH68FsCtVinw/T6fQH3/g0qoVaDQkHT/Ove49uNP+Y+L37kXR600d5lOK5S7Gj3V/ZGuLrTQv3BwrlRVHHx6l686udN/ZnWMPs9+XAUIIYS6OHTtGmTJlmDZtGvr/9zvCzs6OfPnysWTJkideCwoKYv/+/RTLhkuKCSFewrsU9NwL+aoaZqivbg97J4D+f5Pn1I6O+E6fhueQL0GlImb9eu5174EuIeGNulSr1EyqPYmyHmWJTY2l395+xKTEZNIbyjoqlYp6JbzYObAOE1qUwc3RhlvhiXReeIKBa84SHv/qS9YKIYTIWd5omRe1Wp2x6WjVqlXp0aMHH3/8cbZ83PFVlnm5fv06pUuXplChQpw4cQIXFxcAzp07xzvvvEOhQoW4dOkSavWrf/cgj4EKi3V1B2zqBWnx4JwXms+Cou890SQmKY2ui09y/n4MzrYaFnevShV/NxMFbBnSHz4kctFiYtavR3m8v4Nt0SK49+pFriZNUGk0Jo7w2R7EP2DRpUVsvrkZrV4LQDnPcvQu15s6vnWe2gBbCCGygrnmeQ8fPqRfv35s3bqVSpUqMX/+fCpWrJjx+qxZsxg4cCD+/v5UrVqVxMRE9u/fT0pKCosXL6ZLly4mjN74zHXchUCbBru+gRO/GY4LBUDrheDo8USzhL//JvjLIejj47GvUAG/BfOxcnJ6oy4jkiPo+EdHHiU+orJ3ZeY1nIeNlc1bvhHTiUtJZ9qu6yw9dgdFgVx2GkZ+UJL2VfxQqyVfFUKInMCoa6YHBgayaNEiVq5cSVhYGCqVCjs7O1q2bEn37t1p0KDBWwX/tq5evcoPP/wAQHJyMuvWrcPb25vGjRtntFmyZMkT10ycOJFvvvmGAgUK0Lp1a+Lj41mzZg1paWns3buXWrVqvVYMkmwLixZ+zbCOeuRNw3GFTvD+xCc2NkpI1fLpkpP8czsKe2sr5nWpTJ2iniYK2HJoIyOJWrqM6FWr0D+eUWTl6YFzgwY4v9cQx+rVUFlnvw2UQhJDWBK4hA3XN5CqM3wZUMKtBP0q9CPAL8C0wQkhLI6553mbN29mwIABhIWFMXDgQMaPH4+9vWHj8JkzZzJ58mQePXoEGJ5Y/fbbb/nss89MGXKWMPdxF4KLG2DbAEhPgly+0HYp+FV9oklyYCD3enyKPjb2rQvqN6Jv0OXPLiSkJ9C8cHO+q/Vdjp8ocf5+DF9vvkjgwzgAqhTIzaRWZSnm7WziyIQQQrxMlmxAqtPp2L59O4sXL2bHjh1otVpUKhV+fn5069aNbt264e/v/6a3f2MHDhygXr16L2zzrLe9cuVKfv75ZwIDA7GxsaFWrVpMmDCBSm+wa7kk28LipSXCvu/g+K+AAk554MOfoXiTjCbJaTr6rjzNgWvh2FipmdquPB+Wz2uykC2JLi6O6FWriVq6FF10dMZ5da5cONcLwLlhQxxr1UL9uHiSXUQkR7Ds8jLWXF1DsjYZgIYFGvJ19a/xsPd4ydVCCJE5LCHPS0hIYMSIEcydO5cCBQrw66+/0qhRo4zX/51Q4+lpOV+EW8K4C0HYFVj7iWFSjNoaGn8PVXvCf4rcmVlQPxp8lM/3fo5O0dG/Qn96l++dWe/EZLQ6PUuO3mHa7uskpenQqFX0ercQXzQoip21lanDE0II8RxZUkz/r/DwcJYvX86SJUu4dOkSYFgOpm7duuzduzczushRJNkW4rF7xw2bkv47S71sW2jyIzgYlnVJ0+oZuOYsf14ybADcqJQ34z4qjY9L9irimislLY3Ef04Qv3s38Xv3oouMzHhNZWeHU506ODdqiFPdulhlo59lMSkxLA5czNLApegUHa62royoNoIPCn6Q42c0CSGyP0vK844fP06vXr0IDAykY8eO/Pzzz7i7u5s6LJOwpHEXFi4lDrb1h8tbDcdl28KHM8DGMaNJZhbU111bx4TjEwCYXGcyHxT64K3fQnbwMCaZMdsC2X05FID8bg5MaFGGusUs50tIIYTISbK8mP5fZ86c4ZdffmHx4sWoVCp0Ot3LLzIzkmwL8R/pyXDgezg6CxQ9OHpC06lQ6iPAMHtj+p7r/HYwCK1ewclWw9BGxehcwx8rWWMwyyg6HclnzxK/ew/xu3eT/vDh/160tsaxenWcGzbEqXYtrH19TRfof1yJvMLoo6O5GnUVgIB8AXzzzjd4O3qbODIhhDmztDxPq9Xy008/8d133+Hg4MDUqVPNfn30Z7G0cRcWTlHg2C+wezQoOvAsCe2Xg0fRjCaZWVD/6eRPLLu8DBu1DXPem0N1n+qZ9U5M7q/AEMZuC+RRbAoAzcvn5ZtmJfFytjNxZEIIIf7LZMX0Y8eOsWTJEtatW0dsbKwU0yXZFuJ/HpyGrZ9DuKHwSamP4IOp4GSYnXE1JI6vN13kzL0YAMrnc2FSq7KUzutiooAtl6IopFy+TPweQ2E97eatJ17X+PjgUKkSDlUqY1+5MrZFiqB6jU2aM1O6Pp3FlxYz9/xc0vXpOFs781XVr2hRpIXMUhdCGIW553k6nY4rV66QkJCAr68vfn5+ANy6dYvevXuzb98+GjRowG+//UahQoVMHG3WMfdxF+KZ7h6F9d0gIRRsnKHFLxkTYiDzCuo6vY7BBwaz//5+NGoN42uO58PCH2biGzGthFQt03ZdZ8nR2+gfb1A6vEkJOlbLL/mqEEJkE1laTH/48CHLli1j6dKlXL9+HUVRUKvVNGrUiB49etCmTZu37SLHkWRbiOfQpsLBH+HwdMMsF3s3+OAnKNMaVCr0eoVVJ+4xeedV4lO0WKlV9Kjlz+CGxXCw0Zg6eouVGnSb+D17SNi7l+TAQNBqn3jdysUF+8fFdYfKlbErXTrLNzK9GX2T0UdHczHiIgA1fGowpuYYfJ2yxyx6IYT5MOc8b/r06Xz33XfExMRknCtfvjzz58+ncuXKACxdupShQ4eSlJTE6NGjGTp0KFZW5r8OsDmPuxAvFB8C67vDvaOG4+p9ocFosHEAMq+gnqJNYdThUey6uwuAzyt8Tp9yfcyq2HzxQSwjN1/gUrBhg9L3SnoztW15XByyNm8WQgjxNKMX09PS0tiyZQuLFy9mz5496PV6FEWhSJEidO/ena5du5I3r+VuJCjJthAv8fCcYS31UMMeCxRvCs2mgXMeAMLiUhi3/TJ/XHgEgK+rPRNalKZ+CVm+w9T0SUkknz9P0qnTJJ0+TfL58yjJyU+0UdnZYV++PA5Vq+LaqiXWWfT7QKfXseLKCmadnUWqLhV7jT2DKw+mffH2qFWmmTkvhDA/5prnzZkzh/79++Pm5karVq1wd3fn8uXL7NixA2dnZy5evIjv42W+IiMjGTx4MCtWrMgotlepUsXE78C4zHXchXglunTYO86wbCOAawFoNh2KNAAyr6CuV/TMODODRZcWAdC8cHPG1hiLtZX5FJv/3aD0x53XSNPp8XOz59dOlSnjK0/jCiGEKRm1mP7555+zdu1aYmJiUBQFR0dH2rZtS48ePahdu/ZbBW4uJNkW4hVo0wwz1A/9BPp0cM4LXbc9sRbj/qthfLPlEsExhmJt07I+jPmwFF65ZI3B7EJJTyfl8uX/FddPn0YXG/u/BhoNLs2a4d7zU2yLFMmSmO7G3WX0kdGcCTsDQCWvSoyvNZ4CuQpkSf9CCPNmrnlesWLFSExM5Ny5c3h6/m+DvNWrV9OpUycmTpzIyJEjn7hmz5499OnTh7t375Kenp7VIWcpcx13IV7L9b9g+5cQ98BwXK49vD8JHD0ydQ319dfXM/H4RHSKjmp5qjG93nRy2ZjX37uLD2Lpu/I0D6KTsdGoGfthaTpU8zOrmfhCCJGTGLWYrn68Lm6tWrXo0aMH7dq1w9HR8SVXWRZJtoV4DaGBhkdHI64ZNiftvAXylMl4OSlNy897brDw8G10egVnWw3DmpSgU7X8qGWD0mxH0etJu3WLpNOnidv5F0nHj2e85vReAzx69cK+XDmjx6FX9Ky9tpbpp6eTrE3G1sqWtsXa8l6B96jgWQErtfkvSSCEMA5zzfPs7Oxo1qwZGzZseOJ8QkICuXLlolevXsydO/ep61JSUhg/fjyTJk3KqlBNwlzHXYjXlhoP+ybCP3MBxbBs4/uToPzHJF++nGkF9cPBhxlyYAhJ2iQKuRRizntzzG75vtikdIasP8eeK2EAtKroy3cty8jylkIIYQJGLaZ//fXXdO/enaJFi768sYWSZFuI15QYCctbQMgFsHOFTzZBvspPNAl8GMvXmy5y/oFh1nOdoh7M/LgiuR1tsj5e8cqSL1wgcv584nfvyTjn8M47ePT6DIcaNYw++yY4IZixR8dy/NH/ivpudm4E+AXQIH8DqvtUx9bK1qgxCCHMi7nmeUWLFiU5OZmLFy+SO3fujPNr166lQ4cOjB8/nm+++caEEZqWuY67EG/swWn4/Yv/LdtYsC40m05ySEqmFdSvRV3j872fE5YUhpudG780+IUyHmVefmEOotcrzPs7iB93XkWvQDFvJ+Z0qkwRrzf7fyaEEOLNZOkGpOJpkmwL8QaSY2BlW3hwAmycoONa8H9y6SidXmH5sTv8sPMqKel68uW2Z+4nssZgTpB66xaR8xcQu317xgamdmXK4P7ZZzg3fA+V2nhrmiuKwoH7B9h1dxcHHxwkPi0+4zUHjQO1fWvTIH8D6uSrg7ONs9HiEEKYB3PN82bMmMHgwYPx9PSkZcuWuLm5ceXKFf744w/s7e25dOkSfn5+pg7TZMx13IV4K7p0ODYbDvwA2hTQ2EHd4SS7NuBez97oY2PR5PXBo08fXFu2fKMN6kMSQ+i/tz/Xoq9hZ2XH5HcnUz9/fSO8GdM6HhTJgNVnCY9PxdHGiu9bl6N5ecvdh04IIbKaFNNNTJJtId5QagKs6QC3DxmS8fYroeh7TzW78iiOPitOczcyCVuNmokty9Kmcj4TBCxeV/rDh0QuXkLM+vUoKSkA2BQsiHvPnrh82AyVjXGfNEjXp3Mq5BR77+1l/739hCWHZbymUWuonqc69fPXp55fPTwdPF9wJyGEpTLnPG/27NmMHz+eiIiIjHM1atRg5syZVK5c+QVXmj9zHnch3lrkLdg+GG4fNBx7lyG5xGAejPsFbUgIANZ+fnh8/rkh39O83jImiemJDDk4hCPBR1ChYljVYXxS6pPMfhcmFxafwherz3I8KAqArjUK8HXTkthqZHlCIYQwNqMX03U6HRs2bGDPnj0EBweT8rgg8lQHKhV79+59ky5yNEm2hXgL6Smwrgvc+AvU1tBmEZRq/lSz2KR0Bq09y/5r4QB0fqcA3zYrhY3GeDOcRebRRkURtXw50StXoY+LA0CT14c8o0bh3KBBlsSgV/QERgSy7/4+9t7by+3Y2xmvqVDRyL8Rfcv3pbBr4SyJRwiRM5h7nqfX67lz5w6RkZH4+/s/sRmpJTP3cRfirSkKnF8Df30NyVGACn3FnsREFCNi0TJ0kZEA2Pj749G/P7maNEZl9epFYq1ey/f/fM+66+sA6FiiI8OqDjO7fXC0Oj3Tdl9nzoFbAJT3c+WXjhXJl9vBxJEJIYR5M2oxPTY2lvfff5+TJ0/ysstVKhU6ne51u8jxJNkW4i1p02DTZ3B5C6isoMWvUL79U830eoWZ+27w854bAFTK78qvn1TGO5ddFgcs3pQuIYGYteuIWrIEbbjhixHn99/He9TXWHt5ZWksQbFB7Lu3j/339nMh4gJgKKo3KdiEPuX7UNClYJbGI4TIniTPs0wy7kK8osQI+GsUXFhjOPYsib7NSqK3HyBy/gJ0MTEA2BYtgke//jg3avjKy/0pisKSwCVMOz0NgIB8AUx+dzIO1uZXaN57JZQv150nNjkdVwdrprerQL0SWZsbCyGEJTFqMf2LL75g9uzZ+Pr6MmDAAEqWLPnCTurWrfu6XeR4kmwLkQn0Otg2AM6tBFTQbBpU6fHMpnuvhDJo7TniU7R4ONkyp1MlqhV0y9p4xVvRp6QQ8cscIhctAp0OtbMzXsO+wrVNG6NvUvos16KuMff8XPbcM2ycqlapaVaoGb3L9SZ/rvxZHo8QIvuQPM8yybgL8Zpu7oUtn0NCCLjkh86b0dn5EL1iOZGLFmc8mWhbogSeA/rjVL/+K+d8u+7s4uvDX5OqS6WUeylm159tlsvz3Y9Kot+qM1x4EAtAq4q+jGpaEncnWxNHJoQQ5seoxfT8+fOTkJDAxYsX8fX1fatAzZUk20JkEr0e/hwGJ+cbjhtNhJr9n9n0TkQifVac5mpIPBq1ilFNS9Ktpr9JCrHizaVcucKjb0eTcukSAA5Vq5Jn/DhsC5pmVviVyCvMOT+HA/cPAGClsqJ54eb0KteLfM6yTr8Qlshc87zp06fTr18/bN5i74q0tDRmz57Nl19+mYmRZQ/mOu5CGFX0XVjeEqJugYM7dNoAvpXQxcURtWQpUUuXok9MBAwb03t+MQDHOnVeKX8/F3aOL/Z9QXRqND6OPsxpMIciuYsY+x1luVStjh/+vMqSo3dQFHB1sObrJiVpWyWffM4RQohMZNRiuq2tLY0aNeL3339/qyDNmSTbQmQiRYE9Y+HIz4bjgK+h7jB4RvKYlKZlxMaLbDv/EICPKuTlh1blsLcxr7UUzZ2i1RK1YgXhM2aiJCejsrHB4/PPcf+0Bypra5PEdCniEnPOzeHv4L8B0Kg0tCjagl5le+Hj5GOSmIQQpmGueZ5araZAgQKMGDGCjh074uzs/MrXxsbGsmLFCn788UcePHhglss8muu4C2F0CeGwsjU8Og82TvDxSigUAIA2OpqoRYuJWrECJTkZgFzNP8RnwgTUti+ffX0/7j6f7/2cO3F3cLJ2YlrANGrkrWHMd2My5+7HMHLTRa48Mszor1bQjUkty1DE69V/VgshhHg+o89Mr169OuvXr3+rIM2ZJNtCZDJFgb+nwL7vDMc1B0DDCc8sqCuKwqIjd5i04wo6vUKJPM781rkyBdwdszho8bbSHjwgZOw4Eg8fBsC2WDF8vpuAfblyJovpfPh55pybw9GHRwHQqDW0Ltqaz8p+hrejt8niEkJkHXPN87Zu3cqXX37J7du3sbe3p2XLljRo0IAaNWpQvHjxJ2ZAKorC1atXOXbsGLt372bbtm2kpKRQsGBBpk2bRvPmT28cntOZ67gLkSVS4mBtJ7h9CKxsoNV8KN0i42VtZCSR8xcQtXw56HTYlStHvtmzXmn/nJiUGAbuH8iZsDNoVBpG1xhNy6ItjfhmTEer07P4yB2m7b5OcroOaysVfesW5vN6RbCzlslDQgjxNoxaTO/Xrx+bN2/m7t27WJtohmB2J8m2EEZybA78NdLw3+U7QLOfwfrZm40eD4qk/6ozRCSkkctOw4yPK8qmPTmQoijE/f47oZO+N2xYpVKRu/MneA0ciNrRdF+QnAk9w5xzc/gn5B8AbK1sGVZ1GG2LtZVHboUwc+ac56WlpTFz5kxmzZrF/fv3M36eqdVqXFxcyJUrF3FxccTExPDvxwhFUcifPz8DBgxgwIABb7VMTHZmzuMuRJZIT4FNn8GVbYAKmk6Fqp8+0STx2DEeDBqMPjYWjZcX+X75BfuyZV566zRdGt8c+YY/b/8JQK9yvehfob/Z5mQPopMYvTWQfVfDAPB3d+C7FmWpXdTDxJEJIUTOZdRiekREBJUqVaJRo0bMnj0bO7tnF7IsmSTbQhjR6aWwfRAoeshbCdqvAJdn798QEptC35WnOXsvBpUKBjUoxoD6RVCrzTOxNmfaqChCf/iBuG2GJcY0eX3wHjkS5wYNUKnVJovrZMhJZp+dzZmwMwC87/8+Y2uMxcnGyWQxCSGMyxLyPL1ez9atW9myZQsHDhzg/v37T7Xx8/OjXr16tGjRgubNm6M24c/irGAJ4y6E0el18McQOL3YcFxvFLz71RNPm6bdvcv9z/uRdusWKltbfCZOxKVZ05ffWtEz++xs5l807LXUtFBTxtccj42VeX7BpygKOy+FMPb3QELjUgFo+XiDUg/ZoFQIIV6bUYvp48eP5969eyxevJh8+fLRoEED8ufP/8wEWqVS8e23375uFzmeJNtCGNmt/bChOyRHg6MXtF8O+d95ZtNUrY4J2y+z4vg9ABqU8GJa+wq42MuTNTlRwt+HCRk7lvTgYACsC+THrdMnuLRqiZWTaQrYiqKw7PIyfj79M1pFi5+zH1PqTqGUeymTxCOEMC5LzPMiIyMJDQ0lNjYWV1dXvLy8cHd3N3VYWcoSx10Io1AU2D8JDv1oOK7WCxpPhv/UE3Tx8QQPHUriwUMAuPfujefAL15pAsXmG5sZf2w8WkVLZe/KzKg3AxdbF6O8lewgPiWdqbuus/SYYYNSF3trvv6gBG0r+8kEIiGEeA1GLaar1WpUKhUvuvTf11UqlVluQPQykmwLkQWibsOaThAWCGpr+OBHqNLjuc3Xn7rPqC2XSNPq8Xd3YG7nypTII38/cyJ9UhIRc38jevVq9PHxAKgdHXFp1Qq3TzphU6CASeI6H36eYQeH8TDxIdZqa4ZWGUqHEh3M9hFjISyV5HmWScZdiEx2fC7sHG747zKtocVc0PxvFrmi0xE+fTqRCxYC4FSvHnl/+gkrp5cv83f04VGGHBhCQnoC/rn8mdNgDn65/IzyNrKLc/dj+HrTRS7/u0GpvxsTW5ahqLdsUCqEEK/CqMX0cePGvVb7MWPGvG4XOZ4k20JkkbRE2PI5XN5iOK7cDZr89EQi/l8XH8TSZ8VpgmOSsbe2YnKbcjQvnzfLwhWZS5+YSOy2bUQtX0FaUJDhpEqF07vvkrtLZxxr1szyQnZsaizfHvmW/ff3A9CwQEPG1hxLLhv5XSCEuZA8zzLJuAthBBfWw5Y+oNdC4frQbjnYPvmkYey2bTz65luUtDRsixYh35w52Pi9vDB+Pfo6/fb2IyQxhNy2uZnVYBblPcsb651kC1qdniVHDRuUJqUZNijt/W5h+teXDUqFEOJljFpMFy8nybYQWUhR4PB02DseUMDvHWi3DJy9n9k8KjGNL1af5fDNCAA+rV2QEU1KYG1l3mu9mjNFryfx6DGili/LeBwYwKZwYdw6f4JL8+aoHRyyLh5FYeWVlUw9PRWtXouvky9T6k6hjMfLN9ASQmR/kudZJhl3IYzkxh5Y1xnSk8C3MnRcB45PbqSZfP48D/oPQBsejpWrK74zZuBYvdpLbx2WFEb/vf25EnUFWytbvq/zPQ0LNDTWO8k2gmOSGbP1EnuuGDYoLeDuwHctylCnqKeJIxNCiOxLiukmJsm2ECZwfRds7AmpseCc17Axab7Kz2yq0ytM3XWNOQduAVC9oBuzO1bC01k268np0u7cIWrFSmI3bUKflASAOlcuXNu0wa3zJ1j7+GRZLJciLjH04FCCE4LRqDUMqTyETiU7ybIvQuRwkudZJhl3IYzowSlY2cawH1KufIaJMf8vj08PDeVBv/6kXLoEGg15Rn1N7g4dXnrrpPQkhh0axsEHB1Gr1Hxf+3s+KPSBsd5JtqEoCn8FhjJ2WyAhcSkAfFQhL980LSWfeYQQ4hmkmG5ikmwLYSIRN2FNR4i4Bla28OHPUKHjc5vvvBTC0PXnSUjVkieXHXM+qUSl/LmzLl5hNLqEBGI3bSJqxUrS7xk2n1XZ2ODWtQvuvXph5Zw160fGpcUx9uhYdt/dDUB9v/qMrzXerDfCEsLcSZ5nmWTchTCy8GuwugNE3TLsh9TkB6jyKfxnEoI+JYVHo74h7o8/AHDt8DF5vv4albX1C2+t0+sYf3w8m25swkplxeR3J/O+//tGfTvZRUKqlqm7rrH06B30CuSy0zDyg5K0ryIblAohxH9lajF92bJlbxVMly5d3ur6nEiSbSFMKCUONveGazsMx9X7QKPvwOrZSfbNsAR6Lz/FrfBErK1UjPmwNJ2q55fZw2ZC0etJOHiQyIULST51GgArV1c8Pu9L7o8/RmXz7PX1MzUGRWHNtTX8dPIn0vXp5HXMy/d1vqeSdyWj9y2EyHyS51kmGXchskBKrGE/pKvbDcfl2kOzn8Hmf8v1KYpC5PwFhE+fDoqCY82a+P48HauX/L3UK3pGHxnN1ltb0ag0TAmYQoP8DYz4ZrKXCw9i+HrzRS4FGzYorVIgNxNblqV4HtmgVAghIJOL6Wq1+o2LSiqVCq1W+0bX5mSSbAthYno9HJwMB38wHPvXgbZLnlp/8V8JqVq+Wn+ePy+FANCmcj7GNS+No60miwIWxqYoCgn7DxA2dSpptwzL+1j7+eH15WCcGzfOki9PLkdeZujBodyPvw9ASbeSfFTkI5oWbIqrnavR+xdCZA7J8yyTjLsQWURR4Ogs2DMWFB14lYb2y8G98BPN4vftI3joVyhJSdgUKYzf3LnY5Mv3wlvr9DpGHRnFH0F/oFFr+DngZ+r61TXim8letDo9S4/dZequaySl6dCoVfR6txAD6hfF3kY2KBVCWLZMLab7+/u/VZHh9u3bb3xtTiXJthDZxJXthlnqaQngkh8+Xgk+5Z7ZVFEUfjsUxI87r6JXwN/dgentK1BRln0xK4pWS8zGTYTPnoUu3LAJrV25cngP+wqHKlWM3n9CWgKTT05me9B2tHrDl83WamsC/AJoUaQFNfPWRKOWL3GEyM4kz7NMMu5CZLE7h2F9d0gMA9tc0OJXKNnsiSYply9zv+/naENDsXJzI98vs3GoWPGFt9XqtYz8eyQ77+zEWm3NzPozqe1b25jvJNt5GJPMmG2B7L4cCoCfmz2fBxThgzI+uDi8eMkcIYQwV7JmuolJsi1ENhJ2FdZ0gKgg0NjDR7OhbJvnNj92K5Ih687xMDYFK7WK/vWKMKB+ETRW6iwMWhibPjGRyMVLiFy0COXxRqVO9evjNXQItoUKGb3/6JRodtzewdabW7kSdSXjvIe9Bx8W+pAWRVpQyNX4cQghXp/keZZJxl0IE4h7BBu6w71jhuNaA6H+aLD638SD9NBQ7vftS+rlK6hsbPD5fhIuTZu+8Lbp+nSGHxrO7ru7sVHbMLvBbGrkrWHMd5It/RUYwthtgTyKNWxQamOlpn4JL1pUzEu9El7YamS2uhDCckgx3cQk2RYim0mOho094eYew3GtgdBgDKifnSDGJqczeusltp57CEB5P1d+bl+Bgh6OWRWxyCLa8HDCZ/9CzIYNoNOBlRWubdrg2b8fGk/PLInhWtQ1ttzcwh9BfxCdGp1xvpxHOT4q8hGNCzYml438LhEiu7C0PE9RFP7880+OHj1KeHg41atXp0ePHgCEh4cTHR1N4cKFsbIy76KLpY27ENmGLt2w5Mux2YZj/zrQZhE4eWU00ScmEvzVMBL27QPAc+AXuPfp88In7NN16Xx58EsO3D+AnZUdc96bQ9U8VY34RrKnhFQtK47fZfOZYK6Fxmecz2WnoWk5H1pU8KWqv5tsViqEMHtSTDcxSbaFyIb0Otg7Ho78bDguXB9aLwQHt+desvVcMN9suUR8ihZ7ayu+bVaKDtX8ZHNSM5R66xZh06aTsHcvACoHB9y7dcWte3esnLNmY6Z0XTqHHhxiy80t/B38NzpFB4CtlS3v+79Pl1JdKO5WPEtiEUI8nyXleefPn6d9+/bcuHEDRVFQqVR07dqVRYsWAbBq1So6d+7Mli1b+PDDD00crXFZ0rgLkS0FboGt/QzLNzr7GPZDyv9OxsuKTkfYlKlELV4MgMtHzckzYQLqF2w2n6ZLY9D+Qfwd/Df2GnvmvjfXojeIv/Ioji1ng9l67iEhcSkZ531d7WleIS8tK/pSzFs2LBVCmCcpppuYJNtCZGOXNsKWfqBNhtwF4eNV4F3quc0fxiQzZN15jgVFAtCghBeT25TDw8k2qyIWWSjp5ElCf5pCyoULAFi5uODeqxe5O3VEbWeXZXFEJEfwR9AfbLm5hZsxNzPO1/CpQdfSXamZt6Z8qSOEiVhKnvfgwQMqVqxIZGQkH3zwAQEBAQwbNoxu3bplFNOTkpJwc3Pjk08+YcGCBSaO2LgsZdyFyNYibsDaTyD8Kqg10HACvNMX/pMTRa9ZS8iECaDTYV+lMvlmzUKT+/l7IKXqUhmwdwDHHh3DQePAbw1/o4JXhSx4M9mXTq/wT1AkW84F8+fFEOJTtRmvlfLJRatKvnSolh9HW9nnRwhhPqSYbmKSbAuRzYVchDUdIeYeWDtCy7lQqvlzm+v1CouO3ObHnddI0+lxd7RhcutyvFfKOwuDFllFURTid+0mfMYM0oKCANB4eeHx+ee4tm6FyjrrNmZSFIULERdYfnk5u+/uRq/oASjiWoQupbrQtFBTbKyeP+NKCJH5LCXP+/zzz5k7dy4///wzX3zxBQBqtfqJYjpA9erVSUlJ4fz586YKNUtYyrgLke2lJsDvA+HSBsNx6ZbQfBbY/m/GdMKRIwQPHIQ+IQHr/PnxmzsX20IFn3vLZG0y/ff250TICZysnZjfaD5lPMoY+53kCCnpOvZeCWPz2WAOXAtDqzeUkDydbRnaqBhtKvthJUvACCHMgBTTTUySbSFygMRI2NANbh8yHL87DAJGgvr5G41eDYlj0JpzXA0xrCfYoVp+vmlaUmZlmClFqyV22++Ez56F9uEjAKzz58dzwAByNf0A1Qv+rBhDcEIwKy6vYNONTSRpDZumeth70KFEB9oVa4ernWuWxiOEpbKUPK9QoULY2dlx+fLljHPPKqa3b9+e/fv3ExYWZoows4yljLsQOYKiwIn58NdI0GvBoxi0Ww5eJTKapN68yf3efUgPDkbt4kK+mTNxrF7tubdMSk+i756+nAk7g7ONMwsbLaSke8mseDc5RnRiGtsvPmLB30HcjTTkoiXyOPNts1LUKuJh4uiEEOLtvGqul7VVACGEyE4c3eGTzfDO54bjQz/Cmg6QEvvcS0rkycWWfrX4rE5BVCpYfeIeTWf+zdl70c+9RuRcKo0G11YtKbxzJ96jRmHl7k76vXs8/OorbrdoSfy+/WTld9K+Tr4Mrzac3W1382XlL/Fy8CIiOYJZZ2fRcENDvjv+Hffi7mVZPEII8/bw4UPKli370nYqlYq4uLgsiEgIIR5TqaB6L+j+JzjnhYjrML++YTnHx2yLFMF/3Vrsy5dHHxvLvU8/JXr9+ufmbg7WDsx5bw4VPCsQnxbPZ7s/41rUtax6RzlCbkcbOr9TgF2D3+WbpiXJZafhakg8nRb8w6dLTnIzLMHUIQohhNHJzHQjkZkrQuQw51YbHhfVpYJ7UeiwGjyKvvCSo7ciGLruPA9jU7C2UjH6w9J8Uj2/rGNtxvSJiUQtX07kwkXo4w1PJ9hXrIjn4EE4Vnv+TCdjSden89edv1gWuIwrUVcAUKGinl89+lfsT9HcL/4zLIR4M5aS57m7u1O+fHn27duXce55y7zcv3+fhw8fmiLMLGMp4y5EjpMQDht7/O9p0+p9oeF40BiWwdOnpPDo66+J2/EnAM6NG5NnzOjnrqOekJZAr929uBhxEXuNPWNqjKFpoaZZ8lZymujENGbsvcGK43fR6hWs1Co6Vc/PoPeK4eYoyxAKIXIWWebFxCTZFiIHCj5j2NAoLhhsc0H7FVCo7gsviU1OZ+SmC+y4GAJA60r5mNiyDHbWVlkRsTARXUwMkQsXErV8BUpKCgAO1arhWLMmdqVLY1em9As3uspsiqJwIuQESwOX8nfw3wBo1Bp6lu3JZ2U/kzXVhchklpLnBQQEcPbsWW7duoWHh+Hx/f9fTL979y7FixenYcOG/P7776YM1+gsZdyFyJH0Otg/Ef6eajj2qw5tl0CuvAAoej2R8+YTPns2aLVYeXrgM2ECzgEBz7xdXFocg/YP4mTISQDaFGvD8KrDsdNk3Wb0OUlQeALf/3mV3ZdDAXC20zCgfhG61vTHViOfi4QQOYMU001Mkm0hcqiEMFjbGe4fB7U1fPQLlG//wksURWH+30H88OdV9AqUzpuLuZ9Uxs/NIYuCFqaSHhZG5Ny5RK9bD1rtE69Z+/piV6YMdmVKY1+mDHalSmHl4mL0mIJigph+ZjoH7h8AoJBLIcbVHEcFrwpG71sIS2Eped6CBQvo1asXzZs3Z9WqVTg4ODxRTE9LS6Nly5bs3LmTVatW0b79i39f5nSWMu5C5GhXd8DmPpAaCw4e0GbRE5Njki8F8nD4cNJu3QLAtV07vIcPQ+3o+NSttHotc8/PZd6FeSgoFM9dnCl1p+Dv4p9V7ybHOXorgu+2X+HyI8PSX35u9oxsUpImZfLI07tCiGxPiukmJsm2EDlYegps6QOBmw3H9b+FOkMMazO+wNGbEfRffZaoxDRcHayZ+XFF3i3mmQUBC1NLe/CA+F27SQkMJOXSJdLu3n1mO+v8+bEvUxq70mVwrF0Lu+LFjRKPoijsuruLSf9MIiolChUq2hdvz6DKg3C0fvrDohDi9VhKnqfT6Xjvvfc4ePAg+fLlo3HjxixYsICKFStSq1Yttm3bxr1793jvvffYtWuXqcM1OksZdyFyvKggWNsFQi+CSm3I5WsNgscbx+tTUgj/eQZRS5eComDt50feH77HoXLlZ97uaPBRRh4eSVRKFA4aB8bVHEfjgo2z8A3lLDq9wqYzD/jpr2uExacCUM3fjcltylHQQ/JQIUT2ZdRieqFChV6pnY2NDR4eHlStWpUuXbpQsWLF1+0qx5JkW4gcTq+HPaPh6CzDceVu8MFUsNK88LLgmGQ+X3Ga8w9iUalgaKPifB5QWGZiWBhdfDwpgZdJCbxE8qVLpFwKJP3+/ScbqdV49O2Lx+d9UVkZ5/HX2NRYpp6ayuabhi+GvB28GV1jNO/me9co/QlhKSwpz0tISKB3796sWbPmmZv2tW7dmsWLF+Pk5GSC6LKWJY27EDleejL8MQTOrTQcF/8AWvwK9q4ZTRL/OcHDkSPQPnwEKhXun/bA44svUNs8vTxeWFIYww4N43ToaQDaFWvHsGrDsLWyzYp3kyMlpWn57WAQ8w4FkZyuw97aim+alaRjNdljSgiRPRm1mK5+/I2uSqV67k7Y//81tVrN2LFj+eabb163uxxJkm0hzMQ/8+DPYYACRd83PCpq++KCQUq6jrHbAllz0lA8bVTKm6ntyuNsZ50FAYvsShcTQ8rlyyRfCiTp5EkS/zasbe5QpQp5p07B2tvbaH0ff3SccUfH8SDhAQBNCjZhRLURuNm5Ga1PIcyZJeZ5V69eZceOHQQFBaHX6/Hz86NJkyZUqFDB1KFlGUscdyFyNEWBM0thx1egS4PcBaHdMvApl9FEl5BA6KTvid20CQDbYsXI++Nk7EqUeOp2Wr2WOefmMP/ifABKuJVgat2p5M+VP2veTw4VHJPMV+vPc/RWJAD1insyuU05vJxl/XkhRPZi1GL63bt3+fXXX5kyZQqtWrWiU6dO+Pv7o1KpuHPnDitXrmTTpk0MHjyY5s2bs2/fPn744QdSU1PZuXMnDRs2fKs3lxNIsi2EGbnyO2zsCdoU8KkAHdeB88sLn6tP3GPM1kDSdHoKeTry2yeVKertbPx4RY4Q+/vvhIwZiz4pCStXV3x++P65m2BlhmRtMnPOzWHZ5WXoFT2utq4MqzqMZoWayewgIV6TpeR548ePx9nZmcGDB5s6lGzBUsZdCLMTfAbWdYXYe6Cxh1bzoFTzJ5rE793Lo29Ho4uKAmtrPAcMwP3THs98evBI8BFG/j2S6NRoHK0dGVdzHO/7v59V7yZH0usVFh+9w+SdV0nT6sntYM33rcrSuIyPqUMTQogMRi2m79ixgw8//JB169bRunXrZ7bZtGkTbdu2ZevWrTRr1oxt27bRokULPvroIzZv3vy6XeY4kmwLYWbun4BV7SE5ClzzQ6eN4FnspZedux9D3xWneRSbgqONFVPalqdJWUkahUHanTsEfzmElMuXAXDr1g2vLwejesbjxZklMCKQ0UdHcz36OgC18tbi2xrf4uvka7Q+hTA3lpLnaTQamjVrxpYtW0wdSrZgKeMuhFlKioKNn8KtfYbjBmOg9uAn9kTSRkbyaMwYEvbsBcC+YkXy/vA9NgUKPHW70MRQhh0axpmwMwB8XPxjvqr6FTZWxsvhzMH10HgGrTmXsUFp60r5GNO8FLnkCV4hRDZg1GJ6QEAAKSkpHD9+/IXt3nnnHWxtbTl48CAAJUuWJC4ujuDg4NftMseRZFsIMxR5C1a0hujbYOcKHdZAgRovvSwiIZUBq85yLMjwaGPvuoX4qlFxNFZqIwcscgJ9WhphP00hevlyAOzKlMF32lRs8hvvkeF0fTpLA5fy67lfSdOnYa+xp1+FfnQq2QmN+sX7AgghLCfPy5s3L3Xr1mX16tWmDiVbsJRxF8Js6bTw10g4Mc9wXKETNPsZNP8rgCuKQuyWrYROnIg+IQGVnR2eAwbg1rULKs2TOZJWr+WXc7+w4OICAEq6laRG3pd/NviXRq3By94LHycfvB28yeOYh1w2ucz+icE0rZ6f91xn7sFb6BXwdbVnWrvyVC/kburQhBAWzqjFdFdXV5o1a8aKFSte2O6TTz5h+/btxMTEANCiRQt27txJSkrK63aZ40iyLYSZSgiH1e0h+DRY2UKr36B0y5deptXp+fGva8w7FARA3WKe/NKpEk62UrgUBvH79vFw5NfoY2NROzriM2E8uT74wKh93o69zdijYzNmVZVwK8GYGmMo41HGqP0KkdNZSp7Xvn17Tp06xa1bt0wdSrZgKeMuhNn7Zx7sHA6KHgrUgnbLwfHJQm56cDAPv/mGpGOGCYR2pUvjM/G7Z66lfjj4MCP/HklMasxbh2avsSePYx7yOOQx/NsxDz6OPng7euNi64KKVy+0F3QpiL3G/q1jMpaTd6L4ct057kclo1JBrzqF+LJRMWw1Ty+tI4QQWcGoxfRcuXJRpkwZjh49+sJ2NWvW5NKlS8TFGR7hadu2Lbt3784orpszSbaFMGNpSYY11K/9YThuNBFq9HviMdHn2X7hIUPXnyclXU8pn1ws7l4V71yy+Y4wSH/0iOAhQ0k+Yyhuu7Zti/fXI1HbG++DkF7Rs+XmFqaemkpcWhwqVHQo0YEBFQfgZPPizXaFsFSWkucFBgZSpUoVhgwZwoQJE8x+tuTLWMq4C2ERbuyBDd0hNc6wMWnHdU8t4agoCrGbNhM6eTL6uDjQaHD/9FM8Pu+L2tb2ibYhiSFsvLGRpPSkVw4hVZdKaFIooYmhhCSGEJ0anSlv7V9udm58VfUrmhZsmm1/fiekapnw+2XWnroPQIk8zkxvX4GSPvIzVgiR9YxaTK9Tpw5Hjx5l8+bNNG/e/Jlt/l0jvXbt2hw6dAgwLPsSGRnJjRs3XrfLHEeSbSHMnF4Hfw6Hk/MNx9V6wfuTwOrl6/2dvx/Dp0tPEpGQRl4XO5b0qEYx2ZhUPKZotYTPnk3kb/NAUbAtWgTfadOwLVrUqP1GJkcy5dQUtgdtB8DL3ouR1UfSIH+DbPsBTAhTsZQ8b9myZRw5coQFCxZQrFgxWrRogb+/P/bP+YKvS5cuWRxh1rKUcRfCYoRdgVXtIOYe2LlAu2VQKOCpZulhYYR+N5H4XbsAsClYEJ/vJuBQuXKmhpOsTTYU1pNCCEn8zz9JIYQmhhKfFv9a94pLM0xqrJ6nOqPeGUVBl4KZGm9m2n05lBEbLxCZmIaNlZp+9YrQo7Y/zrKWuhAiCxm1mL5161ZatmyJRqOhffv2dOzYEX9/f1QqFXfu3GHVqlWsWbMGnU7Hpk2b+Oijj4iJicHb25t27dqx/PG6sOZMkm0hLICiwNGZsHu04di/DrRd+tRjos9yLzKJbktOEBSeiLOdht86V6ZmYQ8jByxyksRjxwgeNgxdeAQqOzu8hw/DtX17VGrjrrV/7OExJhyfwP14wwyhgHwBfF39a3ycZONcIf5lKXmeWq1GpVLx78eFl32xptPpsiIsk7GUcRfCoiSEw9pOcP8fUFlB06lQpfszm8bt2kXIhAnowiMAyN2xA55ffomVU/Z7ki9dl87iwMXMuzCPVF0q1mprPi37KT3L9sTWyvblNzCBiIRURmy8yJ4roQC42Fvzae2CdK3pj4u9FNWFEMZn1GI6wI8//sioUaPQ6/VPvaYoCmq1mu+++44RI0YAcPPmTVauXEnjxo2pXr36m3SZo0iyLYQFubwNNveB9ERwyQ8frwSfci+9LDoxjV7LT3HyTjTWVip+bFOOlhXzZUHAIqfQRkTwcPgIEo8cAcChWjV8vptg1M1JAVK0Kcy/OJ9Flxah1Wtlg1Ih/h9LyfO6dev2Wk+mLF682IjRmJ6ljLsQFic9BbYNgIvrDMfv9INGE0D99NrduthYQn/6idgNGwHQ5MlDnrFjcA4IyMKAX939uPtMPDGRI8GGXDK/c35GvTOKmnlrmjiyZ1MUhd8vPGLGnuvcCk8EwNlOQ/daBelRyx9XB5uX3EEIId6c0YvpAOfOnWPWrFkcOnSIBw8eAODr68u7775L//79qVSp0pveOseTZFsICxN6GdZ0hOjboLGHj2ZD2TYvvSwlXceQ9ef548IjAIY2Kka/ekVkWQ2RQdHriV6+nLDpP6OkpKCys8Nz4EDcunRGZWXcDZpuxdxi/LHxskGpEP+P5HmWScZdCDOmKHBoCuz/znBcrDG0XgC2z16KMfHYMR6NHkP6fcOTfLmaNcP765Fo3NyyKuJXpigKu+7uYvKJyYQnhwPQpGAThlUdhod99nwyVqdX2HHxEbP23eB6aAIATrYautQoQM86hXBzlKK6ECLzZUkxXTyfJNtCWKDkaNjQA27tMxzXGggNxjxzVst/6fUKk3de5bdDQQB0qObHhI/KoLEy7nIeImdJu3+fR9+OJun4cQDsypcj73ffGX0t9WdtUPpxiY/5ouIXskGpsFiS51kmGXchLMClTbClL2hTwLsMdFgDrn7PbKpPTiZ85iyili4FvR4rV1d8fvg+285ST0hLYPa52ay+uhq9osfJ2okvKn1Bu2LtsHrJ5xVT0esV/goMYea+m1x5ZFgD3sHGis7vGIrqns7Zc8kaIUTOZNHF9HPnzrFu3TpOnz7NmTNniIiIoG7duhw4cOCZ7e/cuUPBgs/fjGPMmDGMHTv2tWKQZFsIC6XXwd5xcGSG4bhwA2izEOxzv/TSZcfuMHZbIHoF6hbz5JdOlXCylSU1xP8oikLM+vWE/fgT+oQEsLbGo28fPHr2RGVj3Bk6T21Q6uDFqOqjqJ+/vlH7FSI7stQ8T1EUIiMjAXBzc0Nt5D0cshtLHXchLM6D07D6Y0gMAwd3aLPomRuT/iv54kUejfqG1OvXQa3Ge8RwcnfunG2fNL0ceZnxx8YTGBkIQGn30oyuMZpS7qVMHNnzKYrCnithzNx7g4vBsQDYWavpWK0AvesWwjuXnYkjFEKYA4supo8dO5Zx48ZhY2NDsWLFuHTp0isV08uXL0+LFi2eej0gIICA1/x2WZJtISzcxQ2wtT9ok8GtEHy8CrxKvvSy3ZdDGbD6DCnpekr55GJx96qSHIqnpIeEEDJ2HAmPf6/ZFi+Oz8SJ2JcpbfS+jz08xvhj43mQYFjerWGBhoyoNgIvBy+j9y1EdmFped7evXv56aef+Pvvv0lJSQHAzs6Od999l6FDh9KgQQMTR5g1LG3chbBoMfdhTQcIuQgqNdQbBbW/hOd8iaikpREyYQIx6zcAhs1Jvb/+GpUme06M0el1rL++nhlnZpCQnoBapaZfhX58VvazbPslABiK6geuhTNj7w3O3Y8BwEajpss7BRhQvyguDrJRqRDizRm9mB4fH8+cOXPYs2cPwcHBGYn1Ux2oVNy6detNunhjgYGBpKamUrZsWSIjI/Hx8XmlYnrXrl1ZsmRJpsQgybYQgkcXYE0niL0HNk7Q8jco2eyll52/H8OnS08SkZBGXhc7lvSoRjHvZ6/XKCyXoijEbf+D0IkT0cXEgJUV7j2649GvH2o7434Bk6xN5rfzv7EkcAk6RYeztTODKg+iTbE2qFWWNVNVWCZLyvPGjx/PuHHjeN5HBpVKxbhx4/jmm2+yOLKsZ0njLoQA0pNhx1A4u8JwXKwJtPz1uU+cKopC1KLFhE2ZAoqCY506+E6fhpVT9l0WLzwpnJ9O/sSfd/4EoH3x9oysNjLbLvvyL0VROHwzghl7bnDqbjQArg7WDGpQlE7vFMBalssUQrwBoxbTHz58SO3atbl79+5zE+uMDlQqdDrd63aRaUJCQqSYLoQwncQIWN8N7vxtOK47HOqOeO6sln/di0yi25ITBIUn4mynYXG3qlTxz34bGgnT00ZGEjpxEnE7dgBg4++Pz3cTcKhSxeh9X4u6xtijY7kUeQmAil4VGVNjDIVdCxu9byFMyVLyvD179tCoUSNsbGzo1asXn376KYULG/5+BwUFsXDhQubNm0daWhq7d++mfn3zXvbJUsZdCPH/nFkGfwwFXSrk9od2y8Gn3HObx+3ezcOvhqGkpGBbtCh+c3/F2tc36+J9A6uurOKHEz+goNCwQEO+r/M9tlbZfz1yRVE4eD2cSTuuZGxUWsjDkZEflOS9kl7Zepa9ECL7MWoxvVu3bixbtowKFSowYsQISpYs+cJOChQo8LpdZJrXKaY3bNiQjz76iNjYWLy9vQkICMj4wPC6JNkWQmTQpcOub+GfXw3HxT8wzFK3e/HPhujENHotP8XJO9E42WpY/mk1KuZ/+drrwjLF79tHyJixaMPDAcjVtCkefXobfYNSnV7HmmtrmHFmBsnaZDRqDZ+V/YyeZXtiY2XcddyFMBVLyfOaN2/OH3/8wY4dO3j//fef2WbXrl00adKEZs2asXXr1iyOMGtZyrgLIZ7h4TlY1xli7oHGDppOhYqfPLd58qVAHvTtizY8HCt3d/zm/IJ9+fJZF+8b+OvOX4z8eyTp+nQqe1dmZv2Z5LLJGT/rtDo96049YNrua0QkpAFQo5A7o5qWpIyvi4mjE0LkFEYtpvv4+ABw9epVXFyy9w+m1ymm/38qlYpOnToxd+5cHB0dX6tfSbaFEE85uxK2DzbManErZNjMKG/FF16SnKajx5KTHAuKxNlOw8qe1SmXzzVr4hU5ji4ujtAffyR2w8aMc84NG+Lepzf2pY27nvqjhEdM/GciBx8cBKCgS0HG1BhDZe/KRu1XCFOwlDzP29ubYsWK8ffff7+wXZ06dbh27RphYWFZFJlpWMq4CyGeIykKNveGG7sMx5W6QpMfwfrZy+ulh4Rwv09fUq9eRWVrS97JP5CrceMsDPj1nXh0goH7B5KQnkDR3EX5tcGveDt6mzqsVxafks6vB26x4PBt0rR6VCpoUykfQ98vLvtQCSFe6lVzvTdaSCo6OpoaNWpk+0L6q3JwcODbb7/l9OnTxMTEEBUVxZ49e6hWrRorVqygS5cuL71HamoqcXFxT/wjhBBPqNgJuv8JLn4QFQQLGsLR2aDXP/cSexsrFnarQjV/N+JTtHReeIJLj3ewF+L/s8qVi7zffUfBzZtwfv99UKmI372bO63bcL93H5LPnTNa3z5OPsyqP4spdafgbufO7djbdNvZjXHHxhGbKn9mhciJYmJiXukJ0wIFChAbK3/PhRBmzsENOqyFet8AKjizFBY1gug7z2xunScPBVaswKluXZTUVIIHDSbit3kvXSrXlKr5VGNJ4yV42HtwI/oGnf/sTFBskKnDemXOdtYMa1yCfUPq0rx8XhQF1p9+QMBPB/h5z3WS0rSmDlEIYQbeaGZ60aJFKV26NFu2bDFCSAZDhgwhNTX1ldsPHDiQos94lP1VZqY/T1JSEpUqVeLatWucPn2aSpUqPbft2LFjGTdu3FPnZeaKEOIpydGwtT9c3W44LtoIWvwKjh7PvSQhVUuXhf9w5l4MuR2sWd3rHUrkkZ8t4sVSb94k4rd5xP3xR8aXNg413sGjb18cqlY12jqSsamx/HzmZzZc3wCAvcaeRgUa0apoKyp6VZT1K0WOZykzlH19ffHx8eHUqVMvbFelShUePXpEcHBwFkVmGpYy7kKIV3BzL2zsCclRYOcKreZDsUbPbKrodIT9+CNRS5cB4NKiBT7jx6Gyyb7L4QUnBNNndx/uxN3BxdaFXxr8QnnP7L1MzbOcvRfNd39c4fTjTUq9c9kytFFxWlfKh1ot+agQ4klGXeZl5MiRzJs3j3v37r328ievysnJicTExFduv3//fgICAp46/zbFdICJEyfyzTffMHPmTAYMGPDcdqmpqU8U/+Pi4vDz85NkWwjxbIoCpxbCzq8Ny7445YHW86Hgu8+9JC4lnc4LT3D+fgzujjas6fUORb2dszBokVOl3b1LxLx5xG7dBlrDjBz7ypXx6NMHx9q1jFbcPh16mon/TORG9I2Mc/65/GlZtCXNCzfHw/75XyAJkZ1ZSlG1Xbt2bNy4keXLl9OxY8dntlm5ciWdO3embdu2rF27NosjzFqWMu5CiFcUcx/Wd4Xg04bjd4dBwAhQWz2zedSqVYR+NxH0ehyqVsV35gw0ubPvfkjRKdH029uPixEXsbOyY2rAVN7N9/zPKtmVoijsuBjC939e4UF0MgCl8+ZiVNOS1CwsuagQ4n+MWkxPSkqiZs2a+Pr6snjxYry8vN4qWGN622L6b7/9Rp8+ffj+++8ZMWLEK18nybYQ4pWEXIINPSDiGqCCd4dC3RFgpXlm89jkdDotOM6l4Dg8nGxZ2/sdCns6ZW3MIsdKDw4mcuFCYtZvQElPB8CuTBk8+vbBqV49VOo3Wv3thRRF4Vz4OTbf2MzOOztJ1ho+xFiprHg337u0KtqK2r610aif/WdeiOzIUvK8kydPUqNGDQBatWpF165dM/YZCgoKYsmSJWzZsgWVSsXRo0epWrWqKcM1OksZdyHEa9Cmws6RhkkyAAVqQ8u54Or3zOYJf/9N8KDB6BMTsSlQAN9ZM7ErViwLA349SelJDDk4hMPBh7FSWTGmxhhaFm1p6rDeSEq6jqVH7zB7303iUw2TSxqW8mZkkxIUks9TQgiMXEzv0aMHsbGxbN68GScnJ6pUqUL+/PlRP+NDuEqlYuHCha/bRaZ522J6jx49WLx4MatXr+bjjz9+5esk2RZCvLK0RNg5As4YHv3E7x1oveC5SXhMUhod5v/DlUdxeOeyZW2vGvh7GOcpIWGe0kPDiFq0iOi1a1FSUgCwKVIY9x6f4tKsqdEeO05MT+SvO3+x6cYmzoefzzjvae9J88LNaVm0JQVyvXx9ZiFMzZLyvPnz59OvXz+0Wu1TT7EoioJGo+GXX37hs88+y5J49Ho9c+bMYdGiRVy9ehWNRkOFChUYOnQozZs3f6p9XFwcY8eOZePGjRmfC9q2bcuYMWNwcnq94okljbsQ4jWdXwvbB0N6Iti6QLNpULbNM5umXL/O/T590D58hMrWFu9RX+Patm22XQYvXZ/O2KNj2XZrGwBfVPyCnmV7Ztt4XyYyIZUZe2+w8p976PQKGrWKzjUKMLBBUVwdsu/SO0II4zNqMV2tVqNSqV5p4wyVSoVOp3vdLjLNqxTTz549S4UKFZ76ZbBp0ybatm2Li4sLt2/ffq0NVyXZFkK8tksb4fdBkBoHdi7w0S9Q8sNnNo1MSKXD/ONcD03Ax8WOtb1qkN/dIWvjFTmeNjKSqCVLiV69Gn1CAgAab2/cunbFtV07rJyM9yXNrZhbbL6xmd+DficqJSrjfGXvyvQs25PavrWN1rcQb8vS8rxLly7x888/c/DgwYx10X19fQkICGDgwIGUKVMmS+JQFIW2bduyceNGChcuTJMmTUhNTWXr1q2EhYUxa9Ys+vfvn9E+MTGR2rVrc+7cORo1akTFihU5e/Ysu3btomrVqhw6dAg7O7tX7t/Sxl0I8Zoib8GmXhD8eJ+Jsu3gg5/A3vWpptrISB4OH0Hi4cMA5PqgCXnGj8fqNb/kyyqKojDjzAwWXjJMlOxQogPDqg7L0U8W3gyLZ9KOq+y7GgZALjsNXzQoSpca/thoMv9pTSFE9mfUYvrSpUtfq33Xrl1ft4u3cvXqVX744QcAkpOTWbduHd7e3jRu3DijzZIlSzL+OyAggFu3blGjRg3y5cuHTqfjzJkzHD58GFtbW9atW/fMmS4vIsm2EOKNRN2GjZ/+b+3Fqj2h0Xdgbf9U0/D4VD6ed4xb4Yn4utqztvc75MstBXXx+nTx8cSsXUvU0mVow8MBUDs7k7tDB9y6dEbjYbz1JNN16Rx8cJBNNzZx5OER9Ipho9R6fvUYXm04vk6+RutbiDcleZ5pbNiwgbZt21KrVi12796Nvb3hd2NERARVqlQhJCSEq1ev4u/vD8CYMWMYP348w4cPz/hsADBixAgmT57MpEmTGDly5Cv3L+MuhHgpnRYO/WT4R9GBi59h2Rf/pycJKHo9UYsWEfbzDNBqsfbzw3faNOzLZs0XlG9i5ZWVTD4xGQWFYrmL8XX1r6nsXdnUYb2Vv2+EM/GPK1wNiQfA392BEU1K8n5p7xw7+14I8WaMWkzP7g4cOEC9evVe2Oa/b3vBggVs3LiRwMBAIiIi0Ov1+Pr6Ur9+fYYMGUKJEiVeOwZJtoUQb0ybBvu/gyMzDMdepeGjWeD7dKIaFpdC+3nHuR2RSH43B9b2fgcfl6cL70K8Cn1aGnHbthG5cBFpt28DoLKxwaVFC9x7dMfmcYHKWEISQ1h2eRmrrqxCp+iwtbKlZ9medC/THVsrW6P2LcTrkDzPNDp37syKFSv4448/+OCDD554bcaMGQwaNIjRo0czbtw4FEUhX758xMXFERISgqPj/560SUxMJE+ePHh5eXHr1q1X7l/GXQjxyu6fgE2fQfQdQAW1BkK9UaB5ehmR5HPnCP5yCOkPH4K1NV5DvsSta9dsW8jddWcX44+PJzY1FoCmhZoypPIQPB08TRzZm9PpFdafus+UXdeJSEgFoFpBN75tWoqy+V59hQIhRM5m0cX07ECSbSHEW7u5Bzb3gcRwQAUVP4EGY8DpyUT1UWwy7X87zr2oJPzdHVjbuwbeuV79sXUh/j9Frydh3z4i5y8g+fzjtc1VKpwbNsT9s57Yly1r1P5vRt9k0olJnAw5CYCfsx8jqo3g3XzvGrVfIV6VpeR59+/fZ//+/VSvXp3ixYs/s83Vq1c5ceIE9evXJ1++fEaNp2HDhuzZs4fLly9TsmTJJ17btm0bH330EbVr1+bvv//m+vXrFC9enPfff5+dO3c+da/GjRvz119/ce/ePfz8nr1Hyf9nKeMuhMgkqfGGzUnPLjcc5yln2BfJ8+mfp7rYWB598y3xu3cD4BQQgM/3k9Dkzp2VEb+ymJQYZpydwcbrG1FQcLR2pG/5vnQs2RFrtbWpw3tjCalafjt4i3mHgkjVGp6WbFEhL73rFqakj/zcF8LcvWquJwtBCSFEdlXkPeh7FMp9DCiGRHxWZTg2B3TpGc18XOxZ3esd8uW2505kEh3mHyc4Jtl0cYscT6VW4/zeexRYs5oCK5bjFBAAikL8rl3caduOu527EL9vH4peb5T+i+QuwsJGC/nx3R/xsvfifvx9+u3tx4C9A7gff98ofQohnjZr1iy6d+/+wn2SFEWhW7duzJkzx+jxeDxecur24ydn/uvfc9evXwfgxo0bABQtWvSZ9/r3/L/thBAi09k6w0ezof0KsHeDkAvw27twYj78v5+rVi4u+M6cQZ4xo1HZ2JBw4AC3W7Qk6eRJEwX/Yq52roypMYbVTVdTzqMciemJTDk1hbbb2nLi0QlTh/fGnGw1DGlUnP1DA2hZ0bDU4JZzD2ky4286zj/Onsuh6PUyH1UIS/dKM9PHjx8PQP/+/XFzc8s4fqUOVCq+/fbbN48wh5KZK0KITHXvH/jzK3j0eJawR3FoMhkK/29Jq/tRSbT/7RgPY1PwcrZlcfeqlM4rjyWKzJFy/TpRixYTu307aLUAWBfIj1vnLri2bIHa0TiblSamJ/Lb+d9Yfnk5WkWLjdqGT8t+So8yPbDTyBMYwjQsJc+rUKECWq2WS5cuvbBdmTJlsLGx4cyZM0aNZ9myZXTt2pU6deqwa9eujM1DIyMjqVKlCnfu3MHGxobU1FRWrVpFp06dGDVqFN99991T9xo1ahSTJk1i06ZNtGzZ8pn9paamkpqamnEcFxeHn5+f2Y+7EMII4h7B1s/h1j7DcZGG8NEv4Oz9VNOUq1cJHvylYck9tRqPfp/j0acPKiurLA761egVPVtvbmX66elEp0YD8L7/+wytMpQ8jnlMHN3bufAght8OBbHzUgi6x0V0f3cHutX0p00VP5xsc+4GrEKIp2XqMi9qtRqVSsWVK1coVqxYxvGLLv33dZVKhU6ne7N3kYNZyocsIUQW0uvg7ArYOw6SIg3nSjSD9ydCbn8AgmOS6b74BNdDE3C0seKXTpUIKO5lupiF2Ul/9IjolSuJXrcefVwcYNis1LVtW9w+6YR13rxG6TcoJohJJybxz6N/APB18mV41eEE+AVk2zVFhfmylDzP3d2dOnXqsGXLlhe2a9GiBUeOHCH88QbGxqLVamnUqBH79++nSJEiNG7cmPT0dLZs2YK3tzcXLlzAzs6O5OTkTCmmjx07lnHjxj113tzHXQhhJHo9nJwPu74FXSo4uEOD0VCxM6ifLJTrExMJmfAdsY9//jpUr07en37E2iv75vWxqbH8cu4X1l5bi17RY6+xp3e53nQp1QVrq5y79AsYPmMtO3aH1f/cIy7FMKnE2VZDu6p+dKvpj5+bg4kjFEJkhkwtpo8dOxaVSsWAAQNwc3PLOH5VY8aMeeW25sJSPmQJIUwgORoOTIYT80DRgcbOsKlRrUFg40Bscjp9V5zm6K1IrNQqJrYow8fV8ps6amFm9ImJxGzZQvSy5aTdvWs4aWWFc6OGuHftin2FCpnep6Io7Lq7ix9P/khYUhgAdXzrMLTqUAq5FMr0/oR4HkvJ8+zt7WnRogWrV69+YbsOHTqwefNmUlJSjB5TamoqP/zwA6tWreLOnTu4uLjQsmVLhg4dSrFixcifPz93797ljz/+oFmzZvTv359Zs2Y9dZ8BAwYwe/Zs9u7dS/369Z/bl8xMF0JkurArsPEzCL1oOPYqbZgc858nTv8Vu3Urj8aNR0lKwsrNjbw//ohT7VpZHPDruRp1lUn/TOJs2FkA/HP5M7L6SGrmrWniyN5eUpqWjWeCWXzkNkHhiQCoVdCwlDc9ahWkWkE3meQhRA4mG5CamKV8yBJCmFDYFfhzGNw+ZDjOlQ/e/w5KtSBNpzBi4wU2nQ0GYED9InzZsJgkdyLTKXo9CQcPErV0GUnHj2ectytfDveuXXFu1AiVJnMfgU1KT+K3C7+x7PIytHotViorWhZtyeflP8fTwfPlNxDiLVlKnleoUCFsbW25cuXKC9uVKlWKhIQE7t27l0WRPe3AgQPUq1ePVq1asXHjRtmAVAiRvWnT4NRCOPADpMQYzhV9HxpNeGqD0tSg2wR/+SWpV6+CSoV7n9549u+fbZd9AcMEiO1B25l6aiqRKYYnaruV7sYXlb7I0RuU/kuvVzh4I5zFR+5w6Pr/nsoqnTcXn9UpRLNyPmisZItCIXIaoxbTDx06hJWVFbVqZe9vRE1Jkm0hRJZQFLjyO/w1CmIfFzH860CLOSgufkzffZ2Z+24C0KqiLz+0LoeNRhI7YRwp164RtXQZcb//jpJu2CRX4+ODR+/euLZvl+lf5tyOvc2009M4cP8AAPYae7qU6kL3Mt1xtDbOGu5CgOXkeV27dmXFihWsW7eO1q1bP7PNpk2baNOmDR07dmTFihVZHOH/fPbZZyxYsIB169bRtm1bFEUhX758xMXFERISguN/9nVITEwkT548eHp6EhQU9Mp9WMq4CyGyUFIUHPzRsPyLXgsqK6jSAwJGgqN7RjN9aiqh339PzJq1ADhUq0beKT9l62VfAOLT4pl5ZiZrrq0BoJJXJX6q+xNeDtk77tdxIzSexUfvsOnMA1LS9QAU9HBkQP0iNC+fV4rqQuQgRi2mq9VqAgIC2Ldv31sFac4k2RZCZKn0ZDgyEw5PA20K2LlA89lQqjlrT97j682X0OkVahRyZ27nyrjY5/wZISL70kZEEL16DdGrV6OLigLAqV49fCZNRJM7d6b3dzr0NNNOTeNCxAUA3Ozc6FO+D22KtTGL2U8i+7GUPO/MmTNUq1YNW1tbJk2aRI8ePXB2dgYgPj6eRYsWMWrUKFJSUjh69CjVqlUzekxxcXFP/T/fsGED7du3p3Llyhw7dgyrx7M1x4wZw/jx4xk+fDg//PBDRvsRI0YwefJkJk2axMiRI1+rb0sYdyGECUTchN2j4dofhmNbF3h3KFTvDRrbjGax2/8gZPRo9ElJWLm74/vTjzjWzP7Lp+y5u4dvj3xLQnoCbnZu/Pjuj1T3qW7qsDJVdGIaK/+5y8LDt4lOMkwqkaK6EDmLUYvp7u7uNGnSxKSzT7I7SbaFECYRdRs29oTgU4bjKp/C+xM5eDuBz1ecJjFNRzFvJxZ3r4avq71pYxVmT5+aSvTq1YRPm46SlobG05O8P07GsUaNTO9LURT23NvDjDMzuBtnWMM9v3N+vqj0BY0KNJIljkSmsqQ876effmL48OGoVCrUajU+Pj4APHr0CL1ej6IoTJo0iREjRmRJPCVLlsTPz4+SJUtiZ2fHiRMnOHDgAIUKFWLfvn0UKFAgo21iYiK1atXi/PnzNGrUiEqVKnHmzBl27dpF1apVOXjwIPb2r/670JLGXQhhIrcPwV9fQ8jj9dRz+0PD8VCyOTzOZVJv3yZ40GBSr10DlQqPvn3x6Pd5tl72BeBu3F2+PPAl16Ovo1ap6V+hP5+W/RS1yryKzAmpWpYfu8u8Q7cyiur+7g4MqF+UjypIUV2I7MyoxfQGDRqQkJDAP//881ZBmjNJtoUQJqNLh33fwZGfDcdepaHtYgLT89B98UnC4lPxcrZlUbeqlPF1MWmowjKkXLtG8JdDSLt1y7DWZ8+eeH4xAJV15s8aT9ens+n6Juacn0NUimFWfFmPsgyuPJiqeapmen/CMllanrdt2zbGjBnD+fPnnzhfvnx5xowZQ4sWLbIslrFjx7Jp0ybu3LlDeno6BQsWpHXr1nz11VfPHIvY2FjGjh3Lxo0bCQkJwcfHh7Zt2zJmzJiMWfavytLGXQhhInodnF8De8dDQojhXP4a8P4k8K1kaJKSQuik74lZtw4Ah+rV8Z3yExrP7L13TIo2hUn/TGLzzc2AYSP57+t8j4ut+X0mSUzVskyK6kLkKEYtpm/dupWWLVvy+++/07Rp07cK1FxJsi2EMLmbe2Fzb0gMB409NJlMcKG2dF9ykuuhCTjaWPFLp0oEFDefNQtF9qVPTib0+x8yPvTZlSuH75SfsMmf3yj9JaYnsjRwKUsCl5CsTQagbr66DKo0iCK5ixilT2E5LDXPCw0NzdhkNH/+/Hh7e5s4oqxlqeMuhDCR1AQ4OguOzABtMqjUUGcI1B0OVoYJCbG//86jMWNRkpKw8vDAd8pPOL7zjokDf7nNNzYz8Z+JpOpSyeuYl6kBUynjUcbUYRnF84rq/esXpYUU1YXIVoxaTL937x5Tpkxh7ty5dOvWjdatW+Pv7//cxyTzG+mDcnYmybYQIluIDzUU1IP2G45LtyK24RT6rr/B0VuRWKlVTGxRho+rWd7PaWEacbt28eibb9HHxaF2dCTP2DG4fPih0fqLSI5g7vm5bLi+AZ2iQ6PSMKjyILqU6iJLv4g3JnmeZZJxF0KYRGww7BkDF9cbjvNWglbzwcMwOSA16DbBgwaRev26YdmXfv3w6Nsn2y/7ci3qGl8e+JJ78ffQqDUMrzqc9sXbm21+lpiqZfnxu8w7FERUYhoABdwd6FO3MC0r+mJnnb3HSwhLYNRi+r+b+iiK8tIfdCqVCq1W+7pd5HiSbAshsg29Ho7OhH0TQK8F1wKkt1zI8H+s2XQmGID+9YowpFExs01eRfaS/vAhwcOGkXzqNAAuHzXH+9vRWDk5Gq3P27G3mXZ6GgfuHwAgIF8A39X+ziwfKxbGZ+l53q1bt4iIiMDX15d8+fKZOpwsY+njLoQwscDN8PsgSIkBawfDsi+Vu4FKZXgCcNIkYtZvAMChxjv4/vhjtl/2JT4tntFHRrPn3h4AmhRswtgaY3GwdjBxZMbzrKJ6bgdrOlbPT+d3/MnjYmfiCIWwXEYtpvv7+79WweX27duv20WOJ8m2ECLbeXAKNnSHmHug1qDUH830xEbM3B8EQMuKvkxuXQ4bjTxqKIxP0emImDuXiF/mgF6Pdf78+E6dgn3ZssbrU1FYf309k09MJk2fho+jDz/V/YnynuWN1qcwT+aa50VGRvLPP//g7e1N5cqVn3r97NmzdOnShcuXL2ecq1WrFosXL6Zw4cJZGapJmOu4CyFykNhg2NIXbh80HBdrAs1ngZOhaB67bZth2ZfkZNSOjuTu/Anu3bph5epquphfQlEUll1exvTT09EpOgq5FGJawDQKu5r375XEVC2rT9xj8ZE7BMcYliTUqFU0LedD91oFqeDnatoAhbBARi2mi5eTZFsIkS0lx8D2QYaZLQCFG7Cl4DcM2RGCTq9Qo5A7cztXxsU+8zeGFOJZks6cIXjoULQPH4FGg9eggbj16IFKbbwvda5EXmHowaGGx4pl2RfxBsw1z5s5cyaDBw/m559/ZsCAAU+89vDhQ8qVK0d0dDT//+NDwYIFuXTp0nOXfDQX5jruQogcRq+Hf36FPWNBlwaOnvDRHCjWCIDUW7d4OGw4KYGBAKidnHDr0hm3rl2xcsm+T+SdCT3DVwe/Iiw5DGcbZxa9v4gSbiVMHZbRaXV69lwJZdHhO5y4E5VxvlJ+V3rULkjj0nlkXXUhssir5nryN1IIISyJvSu0WQwfzjRsSnprLy2OtWfz+6k42lhxLCiStnOPZsyOEMLYHCpVotCWLTg3bgxaLWFTpnL7oxbEbtuGkp5ulD5LupdkbbO1vO//PlpFy5RTU/hi/xfEpsYapT8hcoojR46gVqvp0KHDU699//33REVF4eLiwqZNm0hISCAwMJDq1atz584d5s+fb4KIhRDCAqnVUKMffLYfvEpBYjisagt/DIG0JGwLF8Z/w3p8Z83Etnhx9AkJRMz5lZsN3iN81mx0cXGmfgfPVMm7Eus+XEd5z/LEp8XTa1cvbkbfNHVYRqexUtO4jA/r+tTg9/61aVXRF2srFWfuxdB/1Vne/XE/cw/eIjbJOHmxEOL1ycx0I5GZK0KIbC/sqmHZl7DLgIrwCn1pfqkujxJ0eDnbsrh7VUrnzb6zV4R5URSF2I0bCf3+B/SJiQBY582LW48euLZuhdoIM14VRWHdtXVMPjmZdH06eR3z8lPdnyjnWS7T+xLmxVzzvFKlSmFra8vZs2efes3Ly4vIyEimTZvGwIEDM84HBQVRrFgxAgIC2LNnT1aGm+XMddyFEDlYegrsHQ/HfzEcuxeF1vMhb0UAFL2e+N17iJg9m9QbNwBQOzvj1q0rbl26YOXsbKrInys+LZ7Pdn1GYGQgHvYeLGm8hAK5Cpg6rCwVFpfCin/usfL4XSIfr6tub21F68q+9KpTmPzu5rumvBCmlCXLvERGRjJ//nz2799PcLBhEztfX1/q169Pz549cXd3f9Nb53iSbAshcoT0ZPjrazi1CIC0PJXpmdibQ+FOONpY8UunSgQU9zJxkMKS6OLiiF69hqhly9BFRgJglTs3uTt/glvHjkZZ8/NK5BWGHBzC/fj7aFQaBlceTOdSnWXZF/Fc5prneXp6Ur9+fdauXfvE+StXrlC6dGnUajWPHj3C8/9taFejRg3u3LnDo0ePsjLcLGeu4y6EMAO39sGWzyH+Eag1UO9rqDUI1FbA46L6rl1E/PILqTcMs73VuXLh3r0buTt3xsrJyYTBPy02NZYef/XgevR1vB28WdJ4CfmcLWfD63+lpOvYdv4hiw7f5mpIPABWahWtK/nSv15RKaoLkcmMXkzftWsXHTp0ICYm5ql1E1UqFblz52bVqlU0atToTW6f40myLYTIUS5vhW0DICUWxTYXMx0HMP1haazUKia1LEP7qvlNHaGwMPqUFGI3byZy0WLS798HQOXgQO527XDr1hXrPHkytb+EtATGHB3Drru7AAjwC+C7Wt/hYitPZ4inmWueZ2NjQ+vWrVm9evUT51euXEnnzp0pWbIkgY/X4P2vdu3asW3bNlJSUrIqVJMw13EXQpiJpCj4fSBc2WY4zl8TWs6F3P+b1a3o9cTv3En4L3NIu3ULALWLi6Go3qFDtlpTPTI5kh5/9SAoNghfJ1+WNF5CHsfMzf9yCkVROBYUya8HbvH3jQhAiupCGINRi+k3btygYsWKJCUlUa5cObp3707hwoadloOCgliyZAnnzp3DwcGBs2fPUrRo0Td/JzmUJNtCiBwn5h5s+BQenADgmGszuoe0JgVbBtQvwpcNi8lMXZHlFK2WuL/+InL+AlKvXjWctLbG5cMPcf+0B7aP849M6esZy778WPdHynuWz7Q+hHkw1zzP3d2dkiVLcvjw4SfODxw4kFmzZtGpUyeWL1/+1HXt27fnr7/+IiYmJosiNQ1zHXchhBlRFDi3Cv4cBmkJYJsLPpgC5drBf/J4Racj7s+dRMyZQ1pQEAAqa2uc3muAa8uWONasiUqjMdW7yBCWFEb3nd25F38P/1z+LG68GA97D1OHZVKn70YzY+8NDl0PBwxF9VYVfelfvwgF3B1NHJ0QOZtRi+mffvopixcvZuzYsYwePfqZbSZMmMCYMWPo0aMHCxYseN0ucjxJtoUQOZIuHQ58D39PAxQi7AvSMaYP1xU/WlX05YfW5bDRyN7VIuspikLi4SNEzp9P0okTGeed3muA54AvsCteLNP6uhx5maEHh3I//j5qlZqOJTrSv2J/HK3lA4owMNc879133+X48eMEBQWRL5/hcXpFUShcuDB3797l119/pVevXk9d98477xATE8PVf7/wMlPmOu5CCDMUdRs294b7/xiOS7eCZtPAPvcTzRSdjrgdfxK5YAGp165lnNd4eeHyUXNcWrTI1IkLb+JRwiO67ezGw8SHFHEtwqL3F5HbLvfLLzRzZ+5FM2PPDQ5KUV2ITGPUYrq/vz/29vZcuXLlhe1KlixJcnIyd+7ced0ucjxJtoUQOVrQAdjUCxJC0aptGZv2CSu09alZ2INfP6mMi721qSMUFiz5/HkiFywgfvfjzQ7ValxatsDziy+w9vbOlD7i0+KZ9M8ktgdtByCPYx6+rvY19fLXy5T7i5zNXPO8mTNnMmjQIMqWLcu0adPw9PRk1qxZLFy4EBsbG+7du4eX15P7aCQmJuLh4UFAQAB//vmniSLPGuY67kIIM6XTwuHphokyig5y+RqWfSn47jObp1y+TMzmLcT9/ju6/zxpZFe+HK4tW5Lrgw+wMtHPvvvx9+m2sxthSWGUcCvBgkYLZCm+x6SoLkTmMWox3c7OjtatW7Ny5coXtuvUqRMbN240+/UTn0WSbSFEjpcQDlv6wE1DwXKXUp2hqT2xcXLjy4bFaFclHxormaUuTCf11i3CZ80mfudOAFR2drh17Yr7Zz0zbSOtI8FHmHB8AsEJho3W38v/HiOqjcDbMXOK9iJnMtc8Ly0tjSpVqnDp0qUnlvVSFIXBgwczderUp65ZsWIFXbt2ZdKkSQwfPjwrw81y5jruQggz9+A0bPoMom4BKqjZH+p/CxrbZzZX0tKIP3CA2M1bSDh0CHQ6AFQ2Nji/9x4uLVviWLMGKiurLHwTcDv2Nt13dicyJZKyHmWZ13AeTjbZa+NUUzp7z7D8y4Fr/yuqf1QhL52q56dS/tyyXKcQr8CoxXR3d3cqVarE7t27X9iuYcOGnDlzhsjIyNftIseTZFsIYRb0ejg2G/aOA72WEJUnvVK+4IJSmKJeTnz9QUkCintKciZMKvn8eUJ//Ink06cBsMqdG49+/cjdri0qG5u3v782mbnn57I0cCk6RYejtSMDKw2kXbF2WKmz9oOkyB7MOc8LCwujX79+bNu2jfT0dBwcHPjss8+YMmUKVs8onFSuXJmzZ89y4sQJqlSpYoKIs445j7sQwsylJsCuUXB6ieHYuwy0mg/epV54mTYigtjftxO7aROpN25knNf4+JBn9Lc418vaJ/ZuRN+gx189iEmNoZJXJX5971ccrGXzzf/6/0V1gIIejrSpnI+WFX3J62pvwuiEyN6MWkxv0KABhw8f5tSpU5QtW/aZbS5cuECVKlWoU6cOe/fufd0ucjxJtoUQZuXBadjYA6LvkKZxoofuaw4n+wNQq4g7I5uUpIyvPGopTEdRFBL27SNsylTSbt8GwLpAfry+HIJzo4aZ8oXPtahrjDs2josRFwEo51GO0TVGU9yt+FvfW+QslpDnpaamEhUVhYeHB9bWz1/aKzY2FgAXF/P/HWAJ4y6EMHNXd8C2/pAUCVa20HAcVOsN6hc/baooCimBl4ndvJm47dvRPf7Z79a9O16DB2XK5IVXdTnyMj3/6kl8ejzV81RndoPZ2Gnssqz/nOLc/RiWH7vLjouPSE5//HSBCmoX8aBN5Xw0KpUHexuZFCLEfxm1mL5mzRo6duyIp6cnY8aMoUuXLjg9fpw6ISGBJUuWMGHCBCIiIli1ahXt27d/83eSQ0myLYQwOylxsLoD3D2MYuvC4iIz+OGcHWk6PSoVtKzoy9BGxWW2gzApRaslZsMGwmfNRvf4yTj78uXxGj4Mh0qV3vr+Or2OtdfWMvPsTBLTE9GoNHQp3YU+5ftgr5E/+5ZC8jzLJOMuhDAL8aGwtR/cfLzSQOH68NEcyOXzSpfrU1MJmzqV6GXLAcOa6r5Tp2GTz9dYET/lfPh5eu3qRZI2idq+tZlRbwY2VllX0M9JElK1/HnxERtOP+Cf21EZ551sNTQr50ObyvmoXECWgRECjFxMB+jatSvLly/P+Avn7u4OkLGki6IodOnShSVLlrzJ7XM8SbaFEGYpNQFWtIb7x8E+NyEtN/D9GSu2nnsIgK1GTc86BelTtzDOdrJJqTAdXUIiUYsWEbl4MUpyMgDODd/Dc/BgbAsVeuv7hyaG8v2J79l7z/D0XT6nfHxb41tq5q351vcW2Z/keZZJxl0IYTYUBU4ugF3fgDYF7HND64VQpMEr3yJ+zx4efj0KfVwc6ly5yDtpIs7vvWfEoJ90KuQUfff0JUWXQhHXIvQp34eGBRqiVsmeTs9zLzKJjWcesPHMAx5EJ2ecL+jhSOtKvrSunA8fF5kcIiyX0YvpAHPnzmXKlCkEBQU9cb5w4cIMHTqU3r17v+mtczxJtoUQZislDpa3gODT4OAB3f7gfGoeJu64wonHsx3cHW0Y1LAYH1f1w1o2KRUmlB4WRsSs2cRs3GjYA0ClwrFmTVzbtsW5fr23fix53719TPpnEqFJoQA4Wztjq7HF1soWOys77DR2hv/+99//OWevsSeXbS5cbF1wtXXFxcYFF1uXjGN5ZDn7kjzPMsm4CyHMTvg1w+akj86DlQ20Ww7FG7/y5WkPggke8iUp5y8AkLtzZ7y+Goo6i5Z9OfbwGEMODCE+PR6AIq5F6F2+N40KNJKi+gvo9Qon7kSx4fQDdlx8RFKaYRkYW42aLxoU5bM6hbDRyP8/YXmypJj+r+DgYIKDgwHw9fXF1zfrHu/JriTZFkKYteRoWPaRIfF28oZuO1DcC7P7cig//HmVoIhEAAp5OvJTm/JULpDbxAELS5d68yZh06aTsG9fxjkrd3dcW7bAtU0bbPz93/jeiemJzDo7i9VXV6NX9JkQrYGtla2hwG7ngouNC07WTvAaT+C627lT1qMsZT3LUtilsGyWmokkz7NMMu5CCLOkTYONn8KVbaC2hnZLoUTTV75cSU8nbPrPRC1aBIBd6dL4Tp+GTf78xor4CbGpsay8spIVl1dkFNULuxTOKKpL/vNiiala/rwUwuoT9zh9NxqAol5OTGpVlqr+biaOToislaXFdPE0SbaFEGYvKQqWfgihl8A5L3T/A9wKka7Ts/rEPX7ec4OoxDSsrVSM+bA0narnl7X4hMml3b9PzIaNxGzaiC48IuO8Q7VquLZrh3PD91Db2r7RvWNTY4lKiSJVl0qKNiXj3ym6lGeeS9YmE5caR2xqLLFpscSmxhKTGkNcahxaRZtZb9nw/jQOlPEok1FcL+dRDk8Hz0ztw5JInmeZZNyFEGZLlw4be8LlLaDWQNslUPLD17pF/IEDPBoxEl1MDGonJ3y+m0Cuxq8+y/1txaXFsfLySpZfWU58mqGoXtClIL3L9aaxf2Mpqr+EoihsORfMhO1XiEpMA6BDNT+GNy6Bq4OsRy8sgxTTTUySbSGERUiMgCVNIfwquPhB9x3gapiFEpeSzvANF/jzUggAbSvnY0KLMthZSyIrTE9JTyfh4EGi168n8dDfhrVDASsXF1xafIRr27bYFilimtgUhcT0RGLTDMX12NRY4lLjSExPfPV7oPAg/gEXIy5yKeISSdqkp9r4OPpQ1qMs5TzLUdajLCXdS8omqq9I8jzLJOMuhDBrOi1s7gWXNoLKCtoshNItX+sW6SEhBH85hOQzZwBw7fAx3iNGvPFEhTcRnxbPyisrWX55OXFpcQD45/KnV7leNCnYBI1ak2Wx5ETRiWn88OdV1p66D4CHkw3fNitF8/J5ZWKUMHtZUkz/559/2LNnD8HBwaSkpDy7A5WKhQsXvmkXOZYk20IIixEfCks+gMib4FoAuv8JLoblvhRF4bdDQfy48yp6Bcr45mLuJ5XJl9vBxEEL8T/pDx8Ss3ETMZs2oX30KOO8faVK5O7QgVxNGqPS5NwPXjq9jluxt7gYfpGLERe5EHGBm9E3UXgyBVSr1BRyKURp99KU9ihNaffSFMtdTNZufwbJ8yyTjLsQwuzptLD1c7iw1lBQbz0fyrR+rVsoWi3hM2cROW8eALYlS5Jv+rS3WlLvTSSkJbDq6iqWXV5GbGosAAVyFaB3ud40LdRU1lR/iRO3o/h680VuhiUAULuIB9+1KIO/h6OJIxPCeIxaTE9LS6NDhw5s2bIFMBRLntuBSoVOp3vdLnI8SbaFEBYl7iEs/gCib4NbYcMMdec8GS8fuRnBgNVniUpMI7eDNTM7VKROUVliQmQvik5H4uHDRK9fT8L+A/A4f7HOlw/3nj1xadkiS2dWGVNieiKBEYFciLiQUWQPTw5/qp1GpaGwa+GM4nop91IUy10MGyvLftzXUvK8e/fuoVKp8PPzM3Uo2YKljLsQwsLpdbC1P5xfBSo1tJwH5dq+9m0S/j7Mw+HD0UVFoXZ0xG/+fBwqVTRCwC+JIy2B1VdXs/Ty0oyi+rv53uX7Ot+Ty0Z+lr9ImlbPvEO3mLnvJmlaPTYaNV/UL0KvdwvLBqXCLBm1mP7tt98yceJEHB0d6dy5MyVLlnxhJ127dn3dLnI8SbaFEBYn5r5hhnrMPfAoBt3+ACevjJeDY5Lpu+I0Fx7EolbB0PeL07duYXlcUGRL6WFhxGzYQPSKleiiogDQeHri1r07udu3Q+1ofrNywpLCCIwIJDDS8M/lyMtEpUQ91U6j1lDEtQi+Tr54O3jj7eiNl4MX3g7e5HHIg5ejF7ZW5vGlw/NYSp6nVqupUaMGR44cMXUo2YKljLsQQqDXw+8D4OwKQ0G9xa9Q/uPXvk16aBjBX35J8unTqB0dyb9wAfYVKmR+vK8gMT2R1VdXM/f8XFJ1qRTIVYCZ9WZSyLWQSeLJSe5EJPLNlkscvmnYb6iIlxOTWpalWkHZoFSYF6MW04sUKUJISAgnTpygVKlSbxWouZJkWwhhkaLvGGaoxwWDVynouh0c3TNeTknXMWZrYMYafI1L5+GntuVwtrM2UcBCvJg+OZmYDRuJXLQoYwkYtYsLbp074/ZJJ6xcXU0boBEpikJoUugTBfbAyMCMWV0v4mrrirfD4yK7oze+Tr6Uci9FWY+yONs4Z0H0xmUpeZ6rqyvNmjVjxYoVpg4lW7CUcRdCCMBQUN8+CM4sBVTw0S9QsdPr3yY5mft9+pL0zz+onZwMBfXy5TM93FcVGBnIoP2DCEkMwdHakYm1J9IgfwOTxZNTKIrCtvMPmbD9MhEJhg1KW1TIyxcNilLI08nE0QmROYxaTLezs6Nu3br89ddfbxWkOZNkWwhhsSJvGQrqCSGQpyx02QYOT85aWH3iHmO2BpKm01PY05HfOlehiJckYSL7UtLSiP19O5Hz55N25w4AKgcHcn/8MW7dumLt5fXiG5gJRVF4mPiQa1HXCE0KJTQxlNCkUMKSwjKOU3TP3kfnX4VcCj2x8WnR3EVz3GZglpLn1axZE2traw4ePGjqULIFSxl3IYTIoNfDjqFwaiGggg9nQOXXX3lAn5RkKKifOGEoqC9aiH25cpkf7yuKTI5k6MGhnAo9BUCf8n3oW76vrKP+CmKS0pi88yqrTxgmR6lV8FEFX/rXL0JhKaqLHM6oxXQfHx8CAgJYvXr1WwVpziTZFkJYtPDrsKQpJIYZNiXtsBq8Sz/R5Oy9aPquOENIXAqONlZMbVeexmV8TBSwEK9G0emI372biN/mkXrlCgAqa2tcWrfC/dNPsbHwtaUVRSEuLS6jsP5vkf1O7B0uRFwgOCH4qWvsNfaUdCuZUVwv51mOPI55nnH37MNS8rzFixfz2WefcezYMapWrWrqcEzOUsZdCCGeoCjw53A48ZvhuNl0qNLjtW+jT0rifq/eJJ06hdrZ2VBQL1s2k4N9den6dKaemsrKKysBCMgXwKQ6k8ziCbqscPFBLDP2XmfPlTBAiurCPBi1mN65c2eOHDnCrVu3/o+9u4yO6uoCMPzOJBMnCSGQIFEkOBQoTnEpWqxQiktxp0UKxSm0UEoLxbUUK+7u7h40WIAYELfJzP1+TEmbD0tCJoHMftaaVa6ds5M7TU72nLuP1Lp9AxlsCyFMXtANWPElhD4AjS188QcU+SLJKSGRcfRZcZ6Tfoa6zD2q5uW7uj6o1fK7RXzYFEUh6sgRQubMJeb8ecNOMzPs69Yha7t2WJcsKWOk13gW84wrIVe4HHyZKyFXuBpylUht5Cvn2VvY42LrYqjJ/vL1n9rsLrYuZNFkybDvsSmN8/r168eff/7Jt99+S/PmzfH09MQykyzEm1KmdN+FECIJRYFdI+DkH4bt+lOhbLcUN6OPiuJh9+7EnD33T0J9EdbFiqZxsCmz6c4mxp0YR7w+Hk97T2bUmIG3g9RRTy5DUv02e30DAUmqi4+bUZPp9+/fp2TJkvTv35+xY8e+V6CZlQy2hRACiH4OazuB30HDdpXBUP17UJslnpKg0zNl5w3mH7kHGGrvTW1ZAnMzecxSfByiz54lZO48oo4cSdxnVbQoTu3bkaVePdQWFhkY3YdNr+i5F3YvMbl+Ofgyt0Nvo1f077zW2tw6sS67l4MXI8uPTIeIDUxlnGdmZvbuk/6hUqlISEgwYjQZz1TuuxBCvJaiwO6RcGKmYbvyIKgxMsm4Pjn0UVE8/Ka7YVFSe3vcFy/CukiRd19oRNdCrtH/QH8CowOx1djyY+Ufqe5ePUNj+ti8LqneuEQu+tbML0l18dEwajJ92bJlXLhwgd9++40yZcrQoEED3N3dUatfn/ho3759Srv46MlgWwgh/qFLgL2j/x14568LzeaBtWOS0zZeeMyQvy+RoFeoU9iF39t8gqV5ygbnQmSk2Bs3eP7nn4Rv2YoSb1iYyczZmaytWpG1dSvMs2fP4Ag/DtHaaB5HPk5Shz0w+t9XUHTQK4ug5nPMx4YmG9ItRlMZ571pbP8mev27PwT5mJnKfRdCiDdSFNg/Ho5MM2x7VYXmC8EuZWMcXWQUj7p1I+bCBdQODngsXoRV4cJGCDj5QmJCGHJoCOcCzwHQq0QvupfoLnXUU0iS6uJjZtRkulqtRqVS8fLSdz1iq9PpUtrFR08G20II8X8ur4HNfSEhFrLlg9YrILtPklP2Xg+k14rzxCfoqZLfmbntSmNj8XEtTChEwosXhK5ew4uVK0kINPwhgUaD/ef1cGrXPsMfZ84MYhJiCIoOIig6iICoADRqDfW86qVb/zLOM01y34UQ4h9X1sLmfqCNgiy54Mtl4JaytTV0kZE86tqNmIsXMXNwwH3JYqwKFTJSwMmj1Wv5+czPrLxhWB+wult1JlWehJ2FJIFT6upjQ1J9z/V/k+ptyrnzbd2COFhrMjg6IV7PqMn0jh07pqhG5eLFi1PaxUdPBttCCPEaTy7AqrYQ7g8WWQwz1AvWT3LKsTshdFt2luh4HZ96ZmVhx0+xt5IBl/j4KFotEXv28PzP5cRcuJC437pkSbK2a4t9nTqoNPLe/hjJOM80yX0XQoj/CPKF1e3g2W1Qa6DuJEMd9RTkinSRkTzq0pWYS5cMCfWlS7AqWNCIQSfPxjsbGX9iPPH6eLwdvFlYdyHO1s4ZHdZH6f+T6tmzWPJDw8I0LJ5T1hcSHxyjJtPFu8lgWwgh3iAyGP7uAA+OGbarjYDPvoX/lBM49+AFHRefJiI2gWK5HVjauSxOtlJ3Wny8Yq5cMZSA2bETtFoAzF1cyPHtt9g3qC9/THxkZJxnmuS+CyHE/4mLgE194PpGw3bRFtD4N7CwTXYTuogIKCvnUQAAzpxJREFUHnbpSuzly5g5OhoS6j4+777QyK6GXKX/gf4ERQdR3Lk4C+suxMrcKqPD+mgdvxvCyA1X8QuJAqBqgexM+KIobk42GRyZEP+SZHoGk8G2EEK8hU4Lu0bA6XmG7YINoekcsMySeMq1J2G0X3iaZ1Hx5M9hx19dy5HDXgaw4uOWEBzMi1WrebFqFbpnzwCwq1WTnKNHS031j4ipjfPu3r3L3LlzOX78OMHBwTRp0oSffvoJgFOnTnHp0iVatWqFg4NDBkdqXKZ234UQIlkUBU7Ohj2jQJ8A2QtBqz/BOX+ym9CFhxsS6leuYJY1K+5LlmDlU8CIQSfPg/AHfL39a8LiwqjnWY8pn02RGurvIS5Bx+yDd/njwF3idXqsNGr61yxA1ypeaMzk+yoyXnLHevJuFUIIkf7MNFD/Z2g8E8ws4MZWWFALnt1NPKVILgdWd6+Aq70Vt4MiaTn3BI+eR2dg0EK8P/Ps2cnetw/5DuzHuW8fMDcncu8+/Bo2ImzLVmSOg/jQLF26lKJFizJ16lSOHz/OnTt3CAkJSTweHR1Nz5492bAh/RaAFUII8QFRqaBCL+iwFexcIdgX5lWDaxuT3YSZvT3uCxdgVbQouhcveNCmDaFr12b4uMjD3oPp1aZjrjZn5/2dzLo4K0Pj+dhZmpsxoFYBdgyoQgXvbMRq9UzZeYOGvx3l3IMXGR2eEMmWqpnpy5YtS9Z5FhYWODs7U6pUKZycnFIc3MdMZq4IIUQyPToDq9tCZABYOsDnk6HEV4n1Fh89j6bNgpM8eh5DTgcrlnctJyvBi0wj9sYNnowYQdx1X0BmqX8sTGWcd/LkSapUqYKNjQ2jRo2iatWqlCtXjo4dO7Jo0SIA9Ho9zs7OVK9enXXr1mVwxMZlKvddCCFSLSIQ1nWB+0cM2xX6QK0xhok0yaALC+NR797EnD0HgF3VqriOH4cmRw4jBZw8G+9sZNSxUQBMqjyJRnkbZWg8mYGiKKw//5gJ267zItpQArFNOXeG1i2Ig42sKSQyhlHLvKjV6hTV9lSr1TRq1Ijff/+d3Llzp7S7j5IMtoUQIgUiAgwLGPmfNmznrwMNfwUHw++MgLBY2i48xZ2gSJztLFjWuRyFc8nPVpE5KFotIfPnEzJ7Dmi1qB0ccB35PfYNG0ot9Q+UqYzzmjVrxubNmzl48CCVK1cGDOP6/ybTAWrUqMHTp0/x9fXNqFDThancdyGEeC+6BNg/Do7NMGy7V4SWiyGLa7IuV3Q6ni9ZQvCvM1Bejot+GIVDgwZGDPrdZpyfwYIrC9CoNcyvM5/SLqUzNJ7M4nlUPD9u9+Xvc/4AONtZ8kOjwjSSBUpFBjBqmZf27dvTpEmTxEduihcvTuPGjWnSpAklSpRIPK9Ro0ZUr14de3t7Nm7cSJUqVXjxQh7dEEII8X+yuEKn7VDzB0PZl9u74Y/ycG4pKAquDlas/qY8RXLZExIZT+t5Jzj/UH6fiMxBpdGQvVcvvNb+jWXhQujDwnjy7Xf49+6DNigoo8MTJuzYsWOULVs2MZH+Jq6urjx9+jSdohJCCPFBMzOH2uOg1XKwtIeHx2FOZbi63lBf/R1UZmZk69IFr/XrsCpc2DAuGjwE/4EDScjAfFLfT/pS26M2Wr2WAQcG8DD8YYbFkpk42Vrwc8sSrPqmPHmz2xISGUe/lRfosPgMd4IiMzo8IV4rVcn0GTNm4OvrS+XKlbl8+TIXLlxgw4YNrF+/nvPnz3PlyhUqV67MjRs3WLt2LX5+fjRq1IgHDx4wffr0tP4ahBBCZAZmGqgyGLofgdxlIC4ctvSDP5tC6EOy2Vmyolt5SntkJTw2gbYLTnH8Tsi72xXiI2Hl44PX6tVk798PNBoi9+/Hr1FjwjZvzvCaocI0hYaG4u7u/s7zYmJiiI+PT4eIhBBCfDQKNYJvDkKOIhAVDGs7wYpWEPooWZdb5s+P5+pVOPfuDWZmROzYiV+jxkTsP2DcuN9ArVIzsfJEimYrSmhcKL339SYsLixDYsmMyntnY3v/KgyqXQALczWHbwVT99fDjN50ledRMsYQH5ZUJdPHjBlDcHAwW7dupUiRIq8cL1y4MJs3byYkJITRo0fj4ODAggULsLW1ZcuWLe8dtBBCiEwsR0HoshtqjwdzK/A7AH9UgDMLcLA0488uZamULxvR8TraLzrNrAN30Okl0SgyB5VGg3PPnnitXfvvbKzvhsosdZEhsmXLxoMHD9553p07d3B1Td7j+0IIIUxItrzwzQGoNvyfp093waxycHI26HXvvFyl0ZC9bx88V6/GIl9edCEh+PfqxZPhI9BFRKTDF5CUtbk1v9X4DVdbV+6H32fwwcFo9dp0jyOzsjQ3o1/N/Owa8Bm1Crmg0yssPfGAqj8fYN7hu8QlvPs9I0R6SFUyfcOGDVStWvWt9WMcHByoWrUqmzZtAiB79ux88skn3L17N3WRCiGEMB1qM6jUD3ocA/cKEB8J2wbDssbYRD5kYYdPaVQiFwl6hZ933aTN/JM8CY3J6KiFSDNWPgXwXL2K7AP6/ztLvX4DAiZNIu7evYwOT5iI8uXLc/bsWa5du/bGc44dO8a1a9feWQpGCCGEiTK3hGrDoMdRw7heGwU7h8GCmvD0crKasC5aBK9163Dq3BlUKsI2bMCvcROiTpwwcvCvym6TnZk1ZmJjbsOpgFNMPDlRniBMY17OtizoUIYV3cpROKc9EbEJTNp+g1q/HGL7lafy/RYZLlXJ9ICAANTqd1+qUqkIDAxM3M6dO7fRHwHVarWsW7eODh06UKhQIezs7MiSJQvlypVj9uzZ6HRv/iTrr7/+omzZstja2pI1a1YaNmzI+fPnjRqvEEKIt3DOBx23Q70poLGB+0dgdiWszs3jt1bF+alFcWwszDh17zmfzzjC9itSs1dkHiqNBucePfBatxarokXRR0byYtmf+H1en4eduxCxbx/KW8Y1Qryv3r17o9PpaN68ORcvXnzluK+vL507d0alUtGrV6/0D1AIIcTHI7uPYVzf8FewdIAnF2BeNdjzA8RHv/NytaUlLt99i8fyP9G4uZHw9CkPO3UmYNx49NHvvj4t+Tj58HPVn1Gr1Ky7vY6l15ama/+momJeZ7b0rczPLYqTI4slj57H0Ouv87Scc4KLj0IzOjxhwlRKKj7S8fDwIDo6mnv37mFnZ/facyIjI/Hy8sLGxibx8dC6dety+fJloy5QdOPGjcQkes2aNfHx8SEsLIwtW7bw5MkTGjZsyObNm19ZFXjixImMHDkSDw8PmjdvTkREBKtWrSI+Pp59+/ZRqVKlFMWR3BVghRBCJNPze7C5ryGhDuBWHprM5B65GLDqApf8DTULvyyTh9GNimBraZ6BwQqRthS9nqhjx3jx1woiDx1KXMDLPFdOsrZqjWPLFpg7OWVwlKbDlMZ5Q4YM4ZdffkGlUpE3b17u3r2Lq6sr2bJl4/r16+j1er777jsmT56c0aEanSnddyGEMKqIANgxFK5vNGxn9YSG0yFvjWRdro+KInDqVEJXrgLAsmBB3ObOQePiYpx432D59eVMOTMFFSqmV59OTfea6dq/KYmOT2DuIT/mHfYjRmuYTNKkZC6+q1eQ3I7WGRydyCySO9ZLVTK9X79+zJw5kxo1ajB79mzy58+f5PidO3fo2bMn+/fvp3fv3vz2228AuLu74+7uztGjR1PaZbI9fvyYTZs20aFDB2xtbRP3R0VFUa1aNc6ePcuaNWto2bJl4rHbt29TuHBhvL29OX36NA4ODgBcvHiR8uXL4+3tzdWrV5M1G/8lGWwLIYQR6PVwbvE/M1giwcIOvlyK1qsG0/fcYvahuygKeGazYUbrTyjh5pjREQuR5uL9/QldtYrQtevQhYYChlnsWT6vh1ObNliVKPHKpAGRtkxtnDd//nzGjBnzyoQYZ2dnRo8eTe/evTMosvRlavddCCGM7uYOQynH8MeG7eKtoe5EsHVO1uWRR4/xZOhQdM+eYe7igtvcOVgVLGjEgJNSFIWJpyay+uZqrM2tWVJvCYWzFU63/k1RQFgsU3ffZN15fxQFLM3VdK3iRc9q+bCTyVTiPRk1mf78+XPKli2Ln58fZmZmlCpVCk9PT1QqFffv3+fcuXPodDq8vLw4ffo02bJl48yZM5QrV45Ro0YxduzY9/riUmvlypW0adOG3r17M3PmzMT9I0aM4Mcff2Tp0qW0b98+yTWdOnViyZIlHDp0iM8++yzZfclgWwghjCj0EWzoAQ+OgsoMGs2AUu04cfcZg9Zc5GlYLOZqFYPqFKD7Z3kxU0tiUWQ++thYwnfs5MWKFcReuZK436pwYbJ+3Qb7+vVRW8tMHWMwxXGeoihcuHABPz8/9Ho9bm5ufPrpp5ibm84frqZ434UQwujiImD/BDg1F1DA2gnq/wzFWiTr8nh/fx590514Pz/UNjbknjEDuyrpt45Hgj6BPvv6cOzJMXJY5+CvBn/haiuLchvb1cdhTNh2nZN+zwHIaqOhTTl32pX3xNXBKoOjEx8roybTwVA3vVevXmzatOmV4v8qlYpGjRoxe/ZscubMmZrmjWLt2rW0bNmS/v378+uvvybur1ixIidOnODp06e4uib9obdq1Sq++uorxo0bx6hRo5Ldlwy2hRDCyBLiDWVfLhse76TqUKg2nNAYLSM2XGH7lQAAyns7Mb1VSXI6SFJRZF4xV67w4q8VhG/fjvJyfRqNBisfH6yLF8e6ZAmsixdH4+Ehs9bTgIzzTJPcdyGEMCL/c7ClHwReNWxXHgQ1RkEyKgTowsLw79uP6NOnwcwM1x9+IGurL40c8L8i4iNot70dd8Pu4mnvyQ8VfuBT10/TrX9TpSgKe32D+HG7L34hUQCYq1U0KJ6TzpW85CllkWJGT6a/9PDhQ44cOYK/vz9gWGS0SpUqeHh4vE+zRlG/fn127NjBtm3bqF+/fuL+7NmzExsbS0RExCvXnDt3jjJlytCuXTuWLVv2xrbj4uKIi4tL3A4PD8fNzU0G20IIYUyKYpjJcmSqYbvk19BoBoranL/P+TNm8zWi43U4WGuY3KwYnxf7cD7gFcIYEl68IGzdOl6sWo32n7HZf5k5OGBVvDjWJUpgXaI41sWKYebomP6BfuRMJak6bNgwevfujZubW0aH8kEwlfsuhBAZRqeFA5Pg6C+G7UKNoOk8sLB556VKfDxPR40ibNNmALJ160r2gQNRpaBc7/t4HPmYdtvbERwTDMDnXp8zpMwQctjkSJf+TZlOr7DneiCLjt3j9L3niftLe2SlcyUv6hZxwdwsfd4H4uOWbsn0j8W8efPo3r07NWrUYN++fUmOWVhYkCNHjsQPBP7r9u3bFChQgMaNG7Np06Y3tj9mzJjXlq+RwbYQQqSDs4sN9RYVHXhXhy+XgZU990Ki6L/qApf/WZz0q7LujGlcGEtzswwOWAjjUhQF7ePHxFy6ROzly8RcvESsr++/s9b/w8LDA6sSxbH09sY8hwsaVxfMXV0xz+GCmZ3ta1oXppJUVavVmJmZ0bBhQ/r06UPNmqa9sJqp3HchhMhwF1cankDVayFnSfhqFdi/e1KMoiiEzJxFyKxZAGT5vB65Jk9GbWlp5IANwuLC+P3C76y5uQYFBRtzG3qU6EHbQm3RmGnSJQZTd/VxGIuO3WPLpSdodYZ0Zy4HK9pX9KT1p2442lhkcITiQ/bRJ9MHDx6cZKb3u/Tv3/+VhVBf2rp1K82aNSNXrlycOHHildIzaZFMl5npQgiRwW7thr87gjYKXIrB12vAPhdanT7J4qQl8jgwu21pcsmq78LEKPHxxN68Scyly8RcvkTspcvEP3jw1mvUdnaYu7igcfknwe6SA42L4b/mWbOidnDAzNERM3t7VGam8yGVqSRVe/XqxfLly4mMjESlUlGwYEF69epFhw4dsLOzy+jw0p2p3HchhPggPDgOq76GmOeQJRe0WQU5SyTr0tANG3n6ww+g1WL9ySfk+WMW5lmzGjngf11/dp2JpyZyOfgyAF4OXgwvO5wKuSqkWwymLigilr9OPmT5yQc8izJMJrHWmNG8dG46VvQiXw7TG8eId0vTZPrDhw/fKxh3d/cUX2NnZ0dUVFSyzz9w4ADVqlV7Zf/27dtp1qwZ2bNn59ChQ3h7e79yTlqUefl/MtgWQogM8OQC/PUlRAWBfR5ouxZyFALg0K1g+q28QFiMlmy2Fvze5hMq5nXO4ICFyFgJL14Qe+UKMVeuoH38hITAQLSBASQEBKKPjEx+QyoVant7zBwcDC9Hx6T/zeaEhZs7Fp4eaHLl+ugT76Y0zouIiGDp0qXMmjWLmzdvolKpsLOzo3379vTu3ZuCBQtmdIjpxpTuuxBCfBCe+8GKVhByCzQ20HwBFGyQrEujTp7Ev28/9BERaDzccZ87FwtPT+PG+x96Rc/mu5uZfm46z2MNpUdqe9Tmu0+/kwVK01GsVseWS09YdOw+vk/DE/fXLJiD/rXyUzyPY8YFJz44aZpMN3uPP3hUKhUJCQmpvv59bNu2jebNm+Ps7MzBgwfJly/fa8+TBUiFECITeXEflreAZ7fB0gFaLwevzwB49Dya7n+e4/rTcNQqGPZ5QbpV8ZYFGYV4DV1kFAlBgYYEe0BgkkR7QlAQutBQdGFhKUu6A2g0WOTJg4WHBxYeHmg83P/5tyeanK4fRaLdVMd5+/btY9asWWzZsgWdTodKpaJGjRr06dOHxo0bZ/qfpaZ634UQIkPFhBqePvU7AKig9jio2BeS8Tsn7s4dHn3THe2TJ5g5OpJn1kxsSpc2dsRJhMeH88fFP1h5YyV6RY+1uTXdinWjQ5EOWJhJyZH0oigKJ/2es+jYPfb6BvIyEypJdfFfaZpMV7/ngg16vf69rk+Nl4l0JycnDh069MYSMADDhw9n8uTJLF26lPbt2yc51qlTJ5YsWcKhQ4f47LPPkt2/DLaFECIDRT+HVW3g4QlQa+CL2VC8JQAx8Tq+33CF9RceA9CgWE5+alEcW0vzjIxYiI+WotWiCw9PTK7rQkPRhYYl2U4IDib+4QO0Dx+9tm77SyqNBo27O5b58mFdvBjWxYtjVaQIapt3LzyWnkx9nOfv78/s2bNZuHAhwcGGhdbc3Nzo1asX33zzDY6ZdFFbU7/vQgiRYXRa2PEdnF1k2P6kHTT4BczfnYxOCA7mUa/exF65gkqjIdeUydjXr2/kgF918/lNJp2axPmg8wC4Z3FnWNlhVMlTJd1jMXV+wZHMPHCHjRceo5ekuviPNE2mP3hHPc138fDweK/rU2rHjh00bdqUrFmzcvDgQXx8fN56/q1btyhSpAje3t6cPn0aBwcHAC5evEj58uXx9vbm6tWrKfpQQQbbQgiRwbSxsKE7XN9o2K45GioPBJUKRVH48+QDxm25ToJeIX8OO+a2K413dqmdJ4QxKTodCQEBxD94QPzDh8Tff2D494MHaB89QtFqX73IzAzLAgWwLl7c8CpZAgsvL1TvOdnjfcg4D3x9fZk2bRqLFi1K3PeyBMyoUaMYMmRIBkZnHHLfhRAiAykKnJoLu4aDogfPKvDlMrBxeuel+pgYHn/7LZF79wGQvX8/svXoke5PVCmKwrZ725h2dhohMSEA1PWsy6jyo3CwdEjXWATcC4ni9/23JakuEn30C5Cm1o0bNyhZsiRxcXG0bt36tYl0T09POnbsmGTfxIkTGTlyJB4eHjRv3pyIiAhWrVpFfHw8+/bto1KlSimKQwbbQgjxAdDrYc8oODHTsF2qA9SfmjiL5ez95/T66zxBEXFksTTnl1YlqV3YJQMDFsJ0KTod2qcBxN+/T9wNX8NCqZcukRAU9Mq56ixZsC5WFKvixbEuXgLrEsUxz5Yt3WI11XGeXq9n48aNzJo1i4MHDwJgb29Pp06dqFu3Ln/++Sdr1qxBp9MxYcIEhg8fnrEBpzFTve9CCPFBubUb1naG+Ahwygtt1oDz60v6/pei0xH00888X7oUAPv69ck5aSJqKytjR/yKyPhI5lyaw3Lf5egUHS42LkyqPImyOcumeyzCkFSfuf8OGy74JybVaxTMQf+a+Snh5pihsYn0ZbLJ9IMHD1K9evW3nlO1atXEPwD+66+//uLXX3/l2rVrWFhYUKlSJcaPH0+pUqVSHIcMtoUQ4gNyai7sGAoo4FbeMIsliyFpHhQeS+8V5zlz/wUAfWvkY0CtApipM3ftXyE+FtqAAENi/fIlYi9dJubaNZSYmCTnqB0cKHDyRLrNMDO1cV5wcDDz589n7ty5+Pv7oygKBQoUoG/fvnTs2BFbW9vEc69cucJnn31G1qxZ8fPzy8Co056p3XchhPhgBV6DFa0h7CFYOcKXS8G7WrIufbF6DQHjx0NCAlbFipFn5kw0LjmMGu6bXA25yrAjw3gQ/gAVKjoW7Ujfkn3RmGkyJB5TJ0l1YbLJ9A+FDLaFEOIDc3sPrO0CcWGQJRe0Wg55DAsQaXV6Jm7zZcnx+wBULZCdGa1L4mgjiwIJ8aFREhKIu337nwS7Yfa6Jncu3OfNS7cYTGWcd+rUKWbOnMnatWuJ/6fWfZ06dejfvz/16tV743Vt2rTh77//Rvu6sj0fMVO570II8VGIDDKskeR/BlRqqDEKKg2AZJSBizp1msf9+qELC8M8Rw7yzJqFdbGixo/5NaK10fx05ifW3V4HQCGnQkz+bDLeDt4ZEo/4N6m+8eJjdP9k1esWcWH454XwdLZ9x9XiYybJ9Awmg20hhPgAPbsLK7+CkJtgZgmNfoWSbRIPb7jgz/D1V4jV6nFzsmZO29IUySX1C4X40CkJCajM028RYVMZ571cL8jW1pYOHTrQr18/ChQo8M7runbtyqJFi9Dr9cYOMV2Zyn0XQoiPhjYGtg2Gi38Ztn3qwxezwdrxnZfGP3zIo169iL9zF5WlJbl+nJQhC5O+tO/BPkafGE1YXBhWZlZ8++m3tCzQMt3ruot/3Q+JYuaBO6w/b5iprjFT0b6CJ/1q5MfBRp4eyIwkmZ7BZLAthBAfqNhw2NADbm4zbJfrAXUmwD+PU15/Ek735Wd59DwGS3M1k5sXo+kneTIwYCHEh8ZUxnne3t707duXLl26ZOqvM7lM5b4LIcRHRVHg/FLY/i3o4iGrF7T6E1yLvfNSXWQkjwcPJurQYQCce/XCuU/vDFvkPCg6iO+Pfs/JpycBqJanGmMqjiGbdfqtCyNedSswgknbfTl4MxgARxsN/Wrkp215DyzMM+a9IoxDkukZTAbbQgjxAdPr4fBPcPBHw7ZnFWi5BGydAQiNjmfA6ouJA6aOFT0ZUb+QDJaEEIDpjPMURZEZcf9hKvddCCE+So/Pw5oOhjrq5lbQcHqSJ1DfRNHpCJo6jeeLFwOQpU4dck3+EbWNjbEjfi29omf59eX8ev5XtHot2ayyMaHyBCrnrpwh8Yh/Hb4VzMRtvtwMjADAy9mW4Z8XpHZhFxkvZRKSTM9gMtgWQoiPwI1tsP4biI8EB3do/RfkLA6AXq/w677b/LbvNgBlPLLyx9elyGFvlZERCyE+ADLOM01y34UQ4gMX/dwwtr+zx7BduiPUmwKad4/fQ9et5+mYMaDVYlm4EG6zZqHJmdOo4b7Nzec3GXZkGHdC7wDwdaGvGVBqAFbm8rdIRkrQ6fn7nD/Tdt8kJNKwnkx5bydGNihM0dxSHvRjJ8n0DCaDbSGE+EgE3YBVX8FzPzC3hiYzoViLxMN7rwcycM1FImITyJ7Fktlfl6KMp1MGBiyEyGimOM6Liorizp07hIeH86Y/Hz777LN0jip9meJ9F0KIj45eD4d//ucJVAVyloQvl0FWj3deGn3uHP59+qJ78QIzZ2fcZs3EukQJo4f8JrEJsUw/N50VN1YAkM8xH79W/xUP+3d/LcK4IuMSmH3wDvOP3CM+QY9KBc0+ycO3dX1wdZAPPD5WRk2mP3z4EDs7O5yc3p5MePHiBREREbi7u6e0i4+eDLaFEOIjEhMK67r+O4ulUn+oORrUZoBhRfcef57jZmAE5moVIxsUokNFT3mcTwgTZUrjPD8/P/r378/OnTvfuqCoSqUiISEhHSNLf6Z034UQ4qN3Z69hfB/zAqyzQrMFkL/WOy+L93+Mf69exN26hcrCAtfRo3Fo0jhdFzr/f4f9DzPq2Ciexz4nh3UOFtdbjLu96eXZPkT+L6L5eddNNl18AoC1xoxvPvOmR9W8WFuYZXB0IqWMmkw3MzOjY8eOLFy48K3ndevWjcWLF2f6gfXryGBbCCE+Mnod7B8PR6cbtvPWgOYLwcbwwXF0fAJD111hyyXDQKnpJ7mZ1LSYDJKEMEGmMs57+vQpJUuWJDg4mFy5cpGQkEBQUBAVKlTg9u3bhISEoFKpqFChAhqNhgMHDmR0yEZlKvddCCEyjdCHhjrqT84DKqg61PB6xwKjusgonnz3HZH79wNg5uiIXY0aZKldC9uKFVFbWqZD8EmFxITQbXc37oTewcXGhcX1FuOWxS3d4xCvd/FRKBO2XufsgxcAuDvZMP6LolQtkD2DIxMpkdyxXqpWUlMU5Y2Pd77uXCGEEOKDpzaDWmOgxWLQ2MDd/TC/BgReB8DGwpzfWpdkZINCmKlVbLjwmGazj/PwWXTGxi2EEEYyefJkgoODGTFiBP7+/nz++eeoVCqOHTtGUFAQO3bswMPDA2tra/bs2ZPR4QohhBBJObpD551QpjOgwKHJsKKlobb6W5jZ2ZJn5u849+2DmaMjutBQwtavx79nL25XqIj/wIGEb9+OLjIqfb4OwNnamfl15uPt4E1gdCBddnXhceTjdOtfvF1JN0f+7lGBWW1KkdPBiofPo+mw6DR9V14gKCI2o8MTaSxVyfTkioiIwMLCwphdCCGEEGmraDPostsw+H5xDxbUguubAUMZg65VvPmrazmc7SzwfRpOo5lHOXAzKIODFkKItLdr1y5y587N2LFjX3u8bt267Nixg8OHDzNt2rR0jk4IIYRIBnNLaDgdvphjWB/pzl6Y+xk8PvfWy1RqNdl79yb/0SO4L1lC1q+/xtzFBX10NBE7dvJ40GBuV6zIox49CV23joQXL4z+pThbO7Ow7kI87T15GvWULru68CTyidH7FcmjUqloUDwnewZVpXMlL9Qq2HLpCTWnHeKvUw/Q62WycWZhlGS6Xq/nypUr7N+/3yTrpQshhPjIuRaDbw6BV1XQRsGadrB/omFBI6C8dza29K3MJ+6OhMVo6bzkDL/tu41OBkhCiEzk4cOHlCxZEjMzQzkr9T+Pxf+3hKOPjw9VqlRhxYoVGRKjEEIIkSwlv4Kue8HJG8IewaJ6cHYRvKOagsrcHNvy5XAdNZJ8B/bjuWY12bp1xcLDAyU+nsiDB3n6/UhuV6rMgw4dCd+926hfxsuEuoe9B48jH9NlVxcCogKM2qdIGTtLc35oVJjNfSpTLLcDEbEJfL/hKi3mHOdGQHhGhyfSQLKT6WZmZokvgKVLlybZ99+XRqOhZMmSPHv2jGbNmhkteCGEEMJobJyg7Xoo39uwffgnWPUVxIYBkNPBmlXflOfrcu4oCvyy5xZfzDrGpUehGRezEEKkIY1Gg62tbeL2y3+HhIQkOS9Hjhz4+fmla2xCCCFEirkWhW8OQsGGoIuHrQNhY0+IT17ZRpVajXXx4uQYPBjvnTvw3rIZ5359sSxUCPR6ok+d4nG//oTv3GnULyOHTQ4W1FmAWxY3/CP96byrM4FRgUbtU6Rc0dwObOxdiTGNCmNrYcb5h6E0/O0ok3fcICZel9HhifeQ7GT6yzrpiqKgUqmSbP//y9zcHE9PTwYPHvzGx0KFEEKID56ZOdSbBE3ngpkl3NoJ82tCyG0ALM3NmNi0GFNbliCLlTlXHofxxR/HGLnxCmEx2gwOXggh3k+uXLl49OhR4raXlxcAZ8+eTXLetWvXsLGxSdfYhBBCiFSxcoBWy6HWWFCp4dJKWFgbnt1NUTMqlQrL/PnJ3qsX3hvWk3fvHhz+mUz65LuhRF+4YIzoE7naurKo7iJy2+XmUcQjuuzuQnB0sFH7FClnplbRsZIXewdXpV4RVxL0CnMO3aX29ENSKvQjluxkul6vT3wpikLHjh2T7PvvKy4ujrt37/LTTz9JzXQhhBAfvxKtDYsX2eeGZ7cNC5Pe/HfGSYvSedg/uBpNP8mNosDykw+pOe0gGy74y0LcQoiPVunSpfH19U0s61KzZk0URWHYsGFcu3aNiIgIJk2axJUrVyhRokQGRyuEEEIkk0oFlQdA+81gmx0Cr8K8anBjW6qbtMiTh5zjx2FXvTpKfDz+vfsQ/58PpI3hZUI9l20uHoQ/oMvuLoTEhLz7QpHucjpYM6ddaRa0L0NuR2v8X8TQafEZeq84T1C4LFD6sVEpqfgrf+zYsXzyySc0btzYGDFlCuHh4Tg4OBAWFoa9vX1GhyOEECItRAbBmvbw8ASggurfQ5XBoP73s+njd0MYtfEqd4OjACjv7cSEL4qSL0eWDApaCJHWTGWct3z5ctq3b8/mzZtp2LAhAM2aNWPjxo2oVKrE81QqFYcOHaJSpUoZFWq6MJX7LoQQJiX8CfzdER6dMmxXGgA1RhmeUE0FfVQUD9q1J/b6dSy8vfFcuQIzB4c0C/d1/CP86bSrEwFRAeR1yMvCugvJZp3NqH2K1IuKS+DXvbdYdOw+Or2CrYUZHSt50rWyN1ltZUJyRkruWC9VyXTxbjLYFkKITCohHnYNhzMLDNuFGsEXs8Hy32R5fIKe+Uf8+H3/bWK1ejRmKrpV8aZvjfxYW5hlUOBCiLRiKuO8hIQEAgMDcXBwwM7ODoDo6GiGDRvG33//zfPnzylUqBCjR4+madOmGRyt8ZnKfRdCCJOj08KeH+DkH4ZtzyrQYhHY5UhVc9rAIO63akVCQAA25crhPn8eKiNXbXgU/oiOuzoSFB1EPsd8LKy7ECcrJ6P2Kd7P1cdhfL/xauKaW5JUz3iSTM9gMtgWQohM7txS2DYY9FrIXgi+WgFO3klOefQ8mjGbr7HvhqEeXm5Ha8Y2LkKtwi4ZEbEQIo3IOM80yX0XQohM7up62NQHtFGQJSe0XAru5VLVVOzNmzz4qg366GgcmjYl56SJSZ7qMoYH4Q/otLMTwTHBFMhagAV1FpDVKqtR+xTvR1EUdl8PZMbe21x/Gg5IUj0jpWkyvUaNGqhUKpYuXUqePHmoUaNGsgNRqVTs27cv2ednFjLYFkIIE/DoNKxuC5GBYOUIbVaDe/kkp7wcII3dfI0nYYZ6eLULuzC6UWHyZJUF+4T4GMk4zzTJfRdCCBMQfBNWt4OQm6A2hzoToVx3Q531FIo8coRHPXqCTkf2Af1x7tHDCAEndS/sHp12duJZ7DMKOhVkfu35OFo5Gr1f8X4URWHP9UB+/b+keoeKnnSt4o2TJNXTRZom09VqNSqVCl9fXwoUKIBanex1S1GpVOh0umSfn1nIYFsIIUxE+FNDQv3xWdDYwFcrwbvaK6dFxycwY99tFh65R8I/tfFGNypCyzJ5jD5LRQiRtmScZ5rkvgshhImIi4TNfeHaesN2uZ5Qd1KSdZKS68XKlQSMHQdArqlTcWjYIC0jfS2/UD867erE89jn+GT1YX6d+TJD/SMhSfWMlabJ9EOHDgFQrlw5rKysEreTq2rVqik6PzOQwbYQQpiQ+GhY/TXc3Q9mlvDlUvD5/LWn3gyI4PsNVzj74AUAdQq78GOzYmSzs0zPiIUQ7yGzjvPGjRuX6mtVKhWjRo1Kw2g+PJn1vgshhHgNRYETs2D394btYi2hyR9gnvJkZuCUn3i+eDEqjQb3JYuxKV06jYN91d3Qu3TZ1YVnsc/InzU/C+oskBrqH5G3JdU7VfIiexb529EYpGZ6BpPBthBCmJiEOFjbGW5sNTwS2mweFG3+2lN1eoV5h/34Zc9NtDoFZztLfm5ZnOo+qVvkSAiRvjLrOO/l06gp+fPg5fmm8DRqZr3vQggh3uLy37CxB+gTIF8t+HIZWNimqAlFr+dx//5E7NmLmaMjnqtXYeHhYaSA/+UX5kfXXV0Jjgkmn2M+5teZj7O1s9H7FWnndUl1tQrKeDpRp7ALdQq74p5NSoemlTRNppuZmdGxY0cWLlwIGGatlCxZksaNG6ddxJmMDLaFEMIE6bSwsSdc+RtUamj8O3zS9o2nX30cxsDVF7kdFAlAu/IejKhfCGsLs/SKWAiRCpl1nDd27Nj3un706NFpFMmHKbPedyGEEO9wey+saQfaaMjzKbRZAzYpm+Wtj4nhQfsOxF65goWHBx6rVmKe1filV+6H3afLri4ExQTh7eDNwroLJaH+EVIUhb2+Qcw8cIdLj0KTHCvomsWQWC/iSpFc9lJC9D2kec30jh07smjRotdui1fJYFsIIUyUXgdbB8D5ZYbtz3+Gct+88fRYrY7JO26w5Ph9ALyz2/Jrq5IUz+No9FCFEKkj4zzTJPddCCFM2KMzsKIlxLyA7AWh7XpwyJ2iJhKCg7nXqhUJT55iXaY07osWobYwfg3sh+EP6byrM4HRgXjae7Kw7kJy2MgTsR8r/xfR7L0eyO7rgZy69xyd/t+0bi4HK2r/k1gv6+WExizldf5NWXLHesn6rlpZWREeHp5mwQkhhBCZltoMGv0G5XsZtnd8C0d+eePpVhozxjQuwp9dyuJib4lfcBTN/jjOzP23SdDp0yloIYQQQgghxBu5fQqddoJ9bgi+AQvrQPCtFDVhnj07bnPmoLazI+bsOZ5+PzJFpdVSy93encX1FpPTNif3w+/TeVdnAqICjN6vMI48WW3oWMmLFd3Kc25kLX75sgT1irhirTHjSVgsS0884OsFpyg9fg8DV1/kwsMXGR1yppOsmenFihXj8ePHrF27lnz58uHp6UmLFi2YOnVqsjpxd3d/70A/NjJzRQghTJyiwIFJcPgnw3aVIVBjJLzlsbvQ6Hi+33CVbVeeAlDaIyvTvywpdfCE+MBk9nHenTt3WL9+Pffv38fS0pKSJUvy5ZdfYm1tndGhZajMft+FEEIkQ+gj+LMpPLsN1k7Qdi3kTtmCopHHjvHom+6g05Gte3dyDBxgnFj/z+PIx3Te2ZknUU9wy+LGorqLcLV1TZe+hfHFanUcvR3CnuuB7PUN5FlUfOKxRiVy8V1dH9yc5O/Kt0nTMi8///wzQ4cOTay783KRoeRQqVQkJCQkM+zMQwbbQgghADj6K+z9p45wuZ5Q78e3JtQVRWHDhceM3nSNiLgEbC3MGN24CC1L55H6d0J8IDLzOO/XX3/lu+++e2Ux0dy5c7N9+3aKFi2aQZFlvMx834UQQqRA1DP4qwU8OQ8aW2i9HPLWSFETL/7+m4BRPwCQfcAAnHt0N0akr3gS+YTOuzrzOPIxue1ys6juInLZ5UqXvkX60ekVzj98weozj1h33h9FAQtzNV0qe9GrWl6yWGkyOsQPUpom0wH++OMP/v77bx4+fMi9e/ewtbXF2Tl5ixbcu3cveVFnIjLYFkIIkej0fNg+xPDvUu2h4a+GcjBv4f8imkFrLnH63nMAahXKwZjGRciTVWYTCJHRMus47+jRo1StWhVFUbC1tcXHx4fw8HD8/PzQ6/Xkz58fX19f1GrTrL+ZWe+7EEKIVIiLhNVtwe8AqDXQbB4UbZaiJp4tWEDQ1GkA5PjuO7J17mSMSF8REBVA512deRTxiFy2uVhYdyF5suRJl75F+rv2JIyJ23w5fvcZANlsLRhUpwCtyrhhLjXVk0jzZPp/yQKk7yaDbSGEEElc+As29wFFD0VbQNM5YPb2GQE6vcK8w378sucmWp2ClUZNv5r56VrZGwtzGfgIkVEy6zivdevWrFmzhg4dOjBz5kxsbW0BuHz5Ms2bN8fPz48tW7ZQv379DI40Y2TW+y6EECKVEuJgQw+4th5QQf2foWy3FDUR/McfhPz2OwAuI0fi1PZrIwT6qsCoQLrs7sKD8Ae42rqyqM4i3Ozd0qVvkf4URWGfbxCTdvjiFxwFQP4cdnzfoBDVfGQx2pfSdAHS/1e1alUKFiyY6uCEEEIIk/PJ19BiEajN4epaWNMetDFvvcRMraJntbxs71eFcl5OxGr1/LTzJg1+O8JJv2fpFLgQwlScOHGCPHnyMHfu3MREOkDx4sWZMWMGiqJw8uTJDIxQCCGE+ICYW0LzBfBpV0AxPIl6YJJh7aRkcu7Zk2zdDSVeAidM4MXqNUYKNikXWxcW112Mp70nAVEBdNrViQfhD9Klb5H+VCoVtQq7sGvAZ4xtXARHGw23gyLpuPgM7Red5mZAREaH+FFJ1cx08W4yc0UIIcRr3doFq9uBLg7ylIWvVoFttndepigK688/ZtJ238TFZJqVys2I+oVwtrM0dtRCiP/IrOM8Kysr6tevz/r16185Fh4ejqOjI9988w1z5szJgOgyXma970IIId6TosChKXDwR8N2sS+h8e+gsUrm5QpBP/3M88WLQaUi56RJODb9wnjx/kdITAhddnXBL8yPHNY5WFRvER72HunSt8g4YdFaZh64zZLj99HqFNQqaPWpO4NqFyB7FtP929KoM9P/68mTJ6xcuZKpU6cydepUVq5cyePHj9+3WSGEECJzKlAX2m0AKwfwPw0La8Nzv3deplKpaF46D/sHV+Prcu6oVLD+/GNqTD3I8pMP0Ovls3EhxPuJj4/H0dHxtcde/kERHx+fjhEJIYQQHwGVCqoNg0YzDE+hXlkDyxpDZHAyL1eR47tvydq2LSgKT7//nrCt24wctIGztTOL6i4in2M+gmKC6Lyzs8xQNwEONhq+b1CYvYOqUr+YK3oFVp5+SLWfDzDrwB1itbp3N2LCUp1MDwsLo127dnh4eNC2bVuGDh3K0KFDadu2LZ6enrRv356wsLC0jFUIIYTIHDwrQZc94OAOz+/Cgtrgfy5ZlzrYaJjYtBjre1akSC57wmMTGLnxKk1nH+fqY/m9K4QQQgghRIYo3RHarjNMmnl0ChbUgCDfZF2qUqlw+X4Ejl9+CXo9T4YOJXzXbuPG+49s1tlYUGeBJNRNkEc2W/74ujR/96hAiTwORMXr+HnXTWpOO8Smi4+RYiavl6oyL7GxsVSpUoXz58+jKAolSpQgb968APj5+XHx4kVUKhWlS5fmyJEjWFqa3iMC8hioEEKId4oIgBVfwtNLYG5tqKleMPkL+yXo9Px58gHTdt8iMi4BtQraV/BkUJ0C2Fu9fXFTIUTqZdZxnlqtpnLlynTt2vW1xzt27PjW4+3btzdmeBkus953IYQQaSz4lmGM/+IeWNpDy8WQr1ayLlX0ep5+P5KwDRvA3Jw8v/1GlhrVjRywwbOYZ3Td3ZU7oXek5IsJ0usVNl96wpSdN3gaFgtACTdHRjUoRBlPpwyOLn0kd6yXqmT6zz//zNChQylVqhTz5s2jVKlSSY5fuHCB7t27c+7cOaZMmcKQIUNS/hV85GSwLYQQIlniIuHvDnBnL6jU8PlPULZbipoIDI9l/NbrbL38FIDsWSyZ8EVR6hZxNUbEQpi8zDrOU6vVqFSqVF2rUqlISEhI44hepSgKGzZs4Pfff+fGjRuEhYXh5uZGtWrVGDp0KN7e3onnjhkzhrFjx76xrXv37uHp6ZnsvjPrfRdCCGEE0c9hdVt4cCzFY3xFp+PJd0MJ37YNlUZDnj9mYVelipEDNpCEuoiJ17HwqB+zD94lKt5Q7qVBsZwMrVcQ92w2GRydcRk1mV6mTBnu3LnD3bt3yZbt9YumhYSEkC9fPvLly8fZs2dT2sVHTwbbQgghkk2nhW2D4Pwyw3al/lBzDKhTVo3tyO1gfth0jXshUQB8WSYPPzQqgp2leRoHLIRpy6zjPE9Pz1Qn08GQnDa2wYMH88svv5AzZ06aNGmCvb09ly5dYvfu3djZ2XH8+HGKFi0K/JtM79Chw2uT5gMGDHhjjfjXyaz3XQghhJEkxMPWAXDxL8N22W+g7o9g9u6xuZKQwONBg4nYvRuVpSVuc+dgW768ceP9hyTUBUBQRCzT99xi9ZlH6BWwMFPTqZInvarnw8E6cz4FbdRkur29PTVr1mTDhg1vPa9p06bs3buXiIiIlHbx0ZPBthBCiBRRFDg8FQ5MMGwXbQ5fzAbzlJVKi9XqmL73FvMO+6Eo4O5kw/RWJSjtYRqP5gmRHmSclzECAgLInTs3bm5uXLp0CQcHh8Rj06dPZ9CgQXTq1IlFixYB/ybTDxw4QLVq1d67f7nvQgghUkxR4NivsHeMYTtvTUPZFyuHt11luDQ+Hv/+A4g8cACVtTXu8+dhU6aMUcN9SRLq4iXfp+FM3ObL0TshADjZWjCgVn6+KuuOxizVS3F+kJI71kvVVDWdTodG8+5PITQaDXq9PjVdCCGEEKZFpYKq34JDHtjcB66ug4hAaL0crLMmuxkrjRnDPy9EdZ8cDF5ziYfPo2k55wS9q+ejX838mW7AI4QwHffv30ev11OpUqUkiXSAhg0bMmjQIIKDgzMoOiGEEOI1VCqoPBCc8sL6b+DuPlhYB9qshqyeb7/UwoLcM37Fv3cfoo4c4dE33cnzx6x0maH+clHSlwn1zrs6s6iuJNRNUaGc9vzZpSwHbwYzcbsvd4Ii+WHTNZYev0/3qnmxtzLeU9BZbSwo5/36iigZKVUz04sWLUpISAj37t3D2tr6tefExMTg5eWFs7MzV69efe9APzYyc0UIIUSq3T0Aq9tBfAQ4+0DbteDonuJmwmO1jN50jQ0XHgNQPI8D01uVJG92u7SOWAiTIuO8jPHs2TNy5cpFzpw5uXz5cpLv/cuZ6dOnT2fAgAHAvzPTx44di6WlJWq1mvz581OrVi3s7FL+c1DuuxBCiPfy5AKs/AoinoKNM7ReAe7l3nmZPjaWRz17En3iJKjVZO/Xj2zfdEOVwpKQqfEs5hlddnXhbthdctjkkIS6iUvQ6Vl55hHT99zieVS80fsr7+3Eqm8qGL2fl4xa5mXEiBFMnjyZL774grlz55I9e/Ykx4ODg+nevTubNm1i+PDhTJgwIeVfwUdOBttCCCHeS8BV+KslRDwBOxf4+m/IWSJVTW29/ITvN1wlLEaLlUbN9w0K07ac+3vVRhbClMk4L+NMnz6dwYMH4+rqmqRm+v79++nWrRszZszA3NwwQ+pNC5A6OjoyY8YM2rdvn6K+5b4LIYR4b+FPYEUrCLgMZhaGso7FWrzzMn1sLAHjxhO2fj0AdlWrkmvKZMxSsPZHaklCXfy/8Fgtcw/d5cy9FyikOK2cbEVyOTCmcRGjtf//jJpMf/HiBZ988gmPHj3CxsaGevXq4eXlBYCfnx87d+4kJiYGDw8Pzp8/n6KFfTILGWwLIYR4b2GP4a8WEHQdLO2hzRrwSN0n8wFhsQz5+1JirbvqPtmZ0qI4ObJYpWXEQpgEGedlrDVr1tC1a9ck6zJVrlyZyZMnU6lSpcR9GzZsIDQ0lGrVqpEzZ04CAgLYunUrP/zwA6GhoWzcuJHGjRu/sZ+4uDji4uISt8PDw3Fzc5P7LoQQ4v3ERxlKvtzYatiuNwXK90jWpaHr1hEwbjxKXByaXLnIPWMG1sWKGjFYA0moC1Ng1GQ6GJLmbdq04fTp04aG/pnd9rK5cuXKsWLFisQku6mRP7KEEEKkidgww+OgD46BxsbwOGje6qlqSq9XWHz8PlN23iA+QY+TrQWTmxWjThHXNA5aiMxNxnkZZ9y4cUyYMIFx48bRtm1bHB0duXjxIgMHDuTixYusW7furQlygH379lG7dm2KFi3K5cuX33jem2a2y30XQgjx3vR62DUcTs0xbH/2LVT/3lBj/R1ifX3x7z8A7cOHqDQaXEYMx7F1a6M/dfr/CfWFdRbi6eBp1D6FSE9GT6a/dOzYMQ4ePMjjx4Z6rLlz56ZatWpJZoWYIvkjSwghRJqJj4Y17eDOXsPjoC2XQsH6qW7uZkAEA1ZfxPdpOACtyrgx7POCZLW1SKuIhcjUZJyXMfbu3Uvt2rUZOHAgv/zyS5JjAQEBeHt7kzt3bm7fvv3OtvLnz8+dO3feeg9lZroQQgijUhQ4MhX2/1MauXRHaPALqM3eeakuIoKnI0YQsWcvAPYNG5Jz7BjUtrZGDDhpQt3a3JpeJXrxdeGv0ag1Ru1XiPRg1GT6uHHjyJIlCwMHDnyvIDMz+SNLCCFEmkqIg7WdDY+Dqsyg2bxk1Vd8k7gEHb/sucW8w34oCthZmtOtijddqnhhZ2m8FdmFyAxknJcxBg8ezC+//MLmzZtp1KjRK8dLlSrFhQsXiIiIeOcCoxUqVODkyZM8ffoUV9fkPZ0j910IIYRRnF0EWwcBChRqDM0XgLnlOy9TFIXni5cQNG0a6HRY5M1Lnt9mYJk3r1HDfRbzjEEHB3E+6DwA+RzzMbL8SEq7lDZqv0IYm1GT6ebm5jRs2JCNGze+T4yZWmoG21qtFp1OZ+TIhEgZMzMzNBr5lFmID4IuATb1gsurARU0/h1KtXuvJk/5PWPslutc/2eWupOtBb2q5aVteQ+sNO+eFSOEKZKkasbo27cvM2fOZOHChXTu3PmV425ubjx58oTo6GgsLd+chIiKiiJnzpzo9XpCQ0MTFyx9F7nvQgghjObaRljfDXTx4PUZtPoLrJL3uyb63DkeDxhIQnAwKhsbco4bh0PDBkYNV6/o2XRnE7+c+4XQuFAAGudtzKDSg8hmnc2ofQthLEZNpufKlYuqVauycuXK9woyM0vJYDs8PJyQkJAkj5EK8SGxtLTE2dlZ/nAU4kOg18O2QXBusWE7BQsWvblJhe1Xn/LL7lv4hUQBkNPBin4189OydB7MzdTvG7UQmYokVTPGqlWr+OqrryhSpAjHjh3DwcEh8dicOXPo2bMnlSpV4ujRo0RERPD06VMKFCiQpI2YmBi6dOnCypUr6dSpE4sWLUp2/3LfhRBCGJXfIVjVBuIjIWcJ+Hod2GVP1qUJISE8HvIt0SdPApC1zVfkGDYMtYVxyziGxoYy48IM1t5aC0AWiywMKDWA5vmbY5aMcjVCfEiMmkxv1aoVZ8+e5e7du+8VZGaW3BsQHh7O48ePsbOzw8HBAY1GY/RFI4RILkVR0Gq1hIWFERkZSe7cueWPRyE+BIoCu0fCiZmG7Rqj4LMh791sgk7PuvP+zNh7mydhsQB4OdsysHYBGhbLiVotv5+EAEmqZhSdTkeNGjU4fPgwOXLkoHHjxjg6OnL+/Hn279+PtbU1Bw8epGzZsty/fx9vb28+/fRTChUqhKurK4GBgezduxd/f3+KFSvGgQMHyJYt+bPn5L4LIYQwuicXYHkLiA4BJ29otwGyeibrUkWnI3jmTJ7NNixqalWsGLl/mYaFm5sRAza4FHyJCScncOP5DQCKORdjZPmRFM5W2Oh9C5FWjJpMv3btGmXKlGHw4MGMHz9ekr+vkdwb4Ofnh0ajIU+ePPJ9FB8sRVHw9/dHq9Xi7e2d0eEIIcCQUD84GQ5NNmxXHgQ1f4A0+F0Sq9Wx4tRDZh24w7OoeAAK5bTn27oFqO6TQ35fCZMnSdWMExcXx/Tp01mzZg03b94kPj4eFxcXqlevzogRIyhUqBBguEcjRozg9OnT3L9/nxcvXmBtbU2hQoVo0aIFffr0wdraOkV9y30XQgiRLkLuwJ9NIewh2LlCu/XgUiTZl0ceOsTj74aiDwtDbWdHznFjsa9f34gBGyToE1h9czW/X/idKG0UapWaVj6t6PNJH+wt5Pem+PAZNZm+bNkyjh07xoIFCyhQoABffPEFnp6ebxyQtm/fPqVdfPSScwO0Wi137tyR2b7io/DyKYp8+fJJDXUhPiTHfoM9owz/Ltsd6k0GddqUZYmMS2Dx0XvMO+xHRFwCAKU9sjK0XkHKejmlSR9CfIwkqWqa5L4LIYRIN+FPYXkzCLoOVg7QZg24l0/25drHj3k85FtiLlwAwKFFc1xHjEBtY2OsiBMFRwfz89mf2XFvBwDZrLIx5NMhNPBqIJNyxAfNqMl0tVqNSqXi5aXv+p/BFBfVTM4NiI2N5d69e2/9IEKID0VMTAz379/Hy8sLKyurjA5HCPFfZxbAtsGGf5dsC41/gzSsURgaHc/sQ3dZevw+sVo9KhWMbFCYLpW90qwPIT4mklQ1TXLfhRBCpKuYF7CiNTw6CeZW0HIp+NRL9uVKQoKh7MvceaAoWHh7k3v6L1j5+Bgx6H+dfHqSiScncj/8PmBYoHRsxbGYq5O38LcQ6c2oyfSOHTum6NOkxYsXp7SLj15KkumSnBQfA3m/CvGBu7gSNvUCRQ9FmkGzeWCWtk+RBIbHMmXnDdaffwxAp0qejGxQGDOppS5MjCRVTZPcdyGEEOkuPhr+7gi3d4HKDBr9CqVSVv0h6uRJnnz7HQnBwagsLMgx9DuytmmTLrPE43XxLL66mNmXZqNTdNRyr8WUz6ZgYWbchVGFSA2jJtPFu0kyXWQ28n4V4iNwfROs7QJ6LeStCV8uBcssadqFoijMO+zHjzsMiwvVLeLCjNafYKVJu5nwQnzoJKlqmuS+CyGEyBA6LWzuC5dWGrYr9oNaY1L0JGrC8+c8HT6CyEOHALCrVZNcEyZg5uiY9vG+xv6H+xlyaAhavZZKuSoxvfp0rM2lQoP4sCR3rJc2RVU/IFqtlnXr1tGhQwcKFSqEnZ0dWbJkoVy5csyePfu1JWfu37+PSqV642vMmDHp/4UIIYQQKVW4CXy1Esyt4e4+WFwfIgLStAuVSkX3qnn5/atPsDBTs+taIF/NP8mzyLg07UcIIYQQQgiB4WnTL2ZD1WGG7eO/wep2EBeZ7CbMnZzIM2c2LiOGo9JoiNy7D7+mzYg+e9ZIQSdVw70Gs2rOwtrcmmNPjtFjTw8i4iPSpW8h0lqyZ6bHxMQwZcoU1qxZw/3797G0tKRkyZIMHDiQxo0bGzvOZLtx40ZiEr1mzZr4+PgQFhbGli1bePLkCQ0bNmTz5s1JHmd5WQe6RIkSfPHFF6+0Wa1aNapVq5aiOGRmukhLWq2Wo0ePcvPmTV68eIGLiwsFChSgYsWKqNNoocF3kferEB8R/3Ow4kuIDgEHd2i7FrKnfW3E0/ee023ZWcJitHhks2FJp7J4OdumeT9CfGhkhrJpkvsuhBAiw13+Gzb1Bl0cuBaDr1aDQ+4UNRFz7RpPBg0m/sEDUKtx7t0L5x49UJkZ/0nTi0EX6bW3FxHaCAo5FWJO7Tk4WTkZvV8hkiNNZ6YnJCRQu3Ztxo8fz40bN4iNjSUsLIxDhw7RtGlTZsyYkWaBv68sWbIwa9YsAgIC2LhxI1OmTGHOnDncunWLMmXKsHXrVtauXfvaa0uWLMmYMWNeeaU0kS5S7syZM9SvXx9HR0dsbW0pX748a9asee25T58+pUuXLuTMmRMrKyt8fHyYOHEiWq32lXNf1vdXqVTMnDnzjf23atUq8bwlS5a88bxly5YlnnfmzJk3njdmzJgkTzeYmZnh6OhIgQIFaNmyJYsXLyYqKurN35B/hIaGMnz4cJydnalRowY9e/ZkxIgRdOnShSpVquDh4cG0adPeuchvSr6/QohMIE9p6LoHnPJC2ENYWBvuH0vzbsp6ObGuZ0XyZLXmwbNomv1xjHMPXqR5P0IIIYQQQgigeEvosAVsnCHgCsyvAY/Pp6gJ6yJF8Fy3DocvvgC9npDfZ/KwYye0AWn7ROvrlMxRkkX1FuFk5YTvc1867exEYFSg0fsVIi0lK5k+Z84cjh8/jlqtpkOHDvz2229MmDCBsmXLoigKw4YNIygoyNixJkvu3Lnp1asXtrZJZ8bZ2toyaNAgAA79UyNKfBgOHDhApUqVOHr0KF9++SU9evQgICCAVq1aMW3atCTnBgQEUK5cORYvXkzFihUZMGAATk5OjBw5khYtWvCmBy3Mzc1ZtGjRa489f/6cTZs2YW7+7hWlFy5cmPhUw5va+6/mzZszevRoRo0aRefOnSlatCgHDx6kc+fOFCxYkIMHD77x2vPnz1OsWDGmTZtGixYt2L17N8HBwcTHx+Pv78+WLVuoUKEC3377LRUrViQkJOS17aTk+yuEyEScvKHLHshTFmLD4M8v4MrrP0x+H/ly2LGhVyWK53HgRbSWNvNPsvPq0zTvRwghhBBCCAG4l4Nu+yF7IYgMMJR2vL4pRU2Y2dmSa/KP5PppCmobG6LPnOFeky8I37nTSEH/q6BTQRbXW4yLjQt+YX502NmBRxGPjN6vEGlGSYYqVaooarVa2bp16yvHWrdurajVamX+/PnJaSpD/f333wqg9O/fP8n+e/fuKYBSu3ZtZebMmcrEiROVBQsWKHfu3El1X2FhYQqghIWFvfGcmJgY5fr160pMTEyq+/nYabVaJW/evIqlpaVy4cKFxP2hoaFKgQIFFAsLC+X+/fuJ+9u3b68AyuzZsxP36fV6pXXr1gqgrFixIkn7HTp0UAClUaNGCqBcvHjxlRhmzJihAErjxo0VQFm8ePFrY71161bieQUKFFAcHByU6Ojo1547evRoBVBWrlz5yrHY2Fhl8uTJilqtVmxtbZVLly69cs7Vq1eVLFmyKAUKFFB8fX1f28dLBw8eVLJnz66UKVNGiYiISHIspd/ft5H3qxAfqfhoRVn1taKMtje8jv6qKHp9mncTFadVOi8+rXgM3ap4DtuqLDzil+Z9CPGhSM44T2Q+ct+FEEJ8UGLCFOXP5v+O8w9PTdU4P+7+fcWveQvluk9B5bpPQcX/22+VhHT4Xecf4a98vu5zpeiSokr11dWVOy9Sn4MTIi0kd6yXrJnp165do3Tp0jRo0OCVY6NGjUJRFK5fv54GqX3jejmTuE6dOq89vmfPHvr06cP3339P165dyZ8/P+3atUtWOY64uDjCw8OTvMS77d+/n7t379KmTRtKliyZuN/BwYERI0YQHx/P0qVLAYiIiGD16tV4e3vTvXv3xHNVKhWTJ08GYP78+a/tp0OHDpiZmbFw4cJXji1evJhChQpRoUKFt8b68v3Tvn172rVrR1hY2BtLBr2NpaUlQ4cO5YcffiAqKophw4YlOR4fH0/Tpk3JnTs3J0+epGDBgm9tr2rVquzdu5dbt27x/fffJzmWku+vECKT0lhDy6VQrqdhe88PsP1b0L+9PFRK2ViYM7ddadqWd0dRYNzW64zbch2dPllLswghhBBCCCFSwsoevloF5XoYtveNg429ICEuRc1YeHjguXIFzr16glpN+OYt+DX5gqiTp4wQ9L9y2+Vmab2l5HPMR3BMMB13duTas2tG7VOItJCsZHpYWBg+Pq9fuKxAgQIAH3zyeN68eezYsYMaNWpQv379JMdsbGwYNWoU586dIzQ0lOfPn7N3717Kli3L8uXLad++/Tvb//HHH3FwcEh8ubm5GetLyVReljl53QccdevWBf4ty3PixAni4uKoXbt2kgVkATw8PPDx8eHYsWOvrR+eO3du6tSpw4oVK4iPj0/cf/78eS5evEinTp3eGqdOp2Pp0qVkzZqVhg0b0q5dO1Qq1WuT88k1ePBgbGxs2LVrF2FhYYn758+fj5+fH3/++SdZs2YF4PHjxzRv3hw7OzucnJzo1KkTly5dQqVScfDgQYoXL86YMWOYO3cuwcHBiW2l5PsrhMjE1Gbw+WSoOwlQwZn5sLodxEenaTfmZmrGNynKsM8NHwIuOnaP3n+dJ1abtol7IYQQQgghBGBmDp9PgfpTQWUGl1bAsi8g6lmKmlFpNGTv1w+Pv5ajcXcn4elTHnbsSODkKejjUpacT4nsNtlZXHcxRbMVJTQulC67unAu8JzR+hMiLby7SDSg1+vRaDSvb+CfOtN6vT7tosKQaIxLwf+w/fv3J3/+/K89tnXrVvr06YOHhwfLly9/5XiOHDkYN25ckn01a9akQoUKlCpVivXr13P+/HlKlSr1xv6HDx+eWJMdDB8uvE9CXVEUYj6C5IO1xuyVxHZK3L59G+C1987V1RU7O7vEc9527sv9N2/e5MGDB3h7e79yvEuXLuzYsYNNmzbRsmVLwFAD3dzcnPbt27N48eI3xrl9+3aePn1K9+7dsbS0xMPDgypVqnD48GHu3LlDvnz5UvaFA3Z2dpQuXZojR45w7tw5atSoARhmyterV48yZcoAEBMTQ61atbh16xYtW7bE1dWVbdu2cfjw4Ve+vu+++45t27bRsWNHIGXfXyGECajQG+xzw/pv4OY2WNoI2qwGW+c060KlUtGjal5yOVozZM0ldl4LoOWcE/zauiR5s9ulWT9CCCGEEEKIf5TtBk5e8HcneHgcFtSENmsge4EUNWPzySd4b1hP4JSfCF2zhudLlhB17Ci5fvoJq0KFjBK6o5Uj8+vMp8/+PpwLPEePPT2YXn06lXNXNkp/QryvZCXTM8LcuXOTVV7lpRYtWrw2Ybh9+3ZatGiBi4sL+/fvJ2fOnMlu08bGhnbt2jFy5EiOHTv21mS6paUllpaWyW77XWK0Ogr/sCvN2jOW6+PqYmOR+rfRyxnZDg4Orz1ub2+feE5yzv3vef+vcePGODs7s2jRIlq2bElsbCwrV66kQYMGuLi4vDXOlzPQ//uUQvv27Tl8+DCLFi1i0qRJb73+TXLlygWQuHjoixcvOH/+PH/++WfiOcuWLePGjRssX76cr7/+GoCJEydSvnz5JG3Z29tTqFAhLl++nLgvJd9fIYSJKPIF2LnAqq/g8VlYUAvaroNsedO0m8YlcuGSxZLuy89x5XEYDX47wvcNCtO2nPt7fQgrhBBCCCGEeI18taDLHljxJby49884fy24lU1RM2pbW3KOG4td9Wo8HfUDcbfvcO/LVmTv15dsnTujMjNL89DtLOyYU2sOgw4O4sjjI/Td35dxFcfRKG+jNO9LiPeVrDIvADt37qRGjRqvfb3teM2aNVMVWGRkJIqiJPtVrVq1V9rYtm0bzZo1w9nZmQMHDrx2tvK7ODsbZuulJLEvPkwajYa2bduye/duHj9+zIYNG3jx4gWdO3d+63UBAQFs27aNfPnyUbFixcT9LVu2xNramqVLl762tExqPHz4EEVRknwwtH//fnLnzp2YSAewtbWlb9++r1xvY2NDZGRkmsQihMjEPCoYBtqO7oaB9sLa8PRSmndTzjsbO/t/RuV8zsRq9YzaeJXOS84QFBGb5n0JIYQQQghh8nIUhG77wa0cxIXBn03hwYlUNZWlenW8N2/CrlZN0GoJnvYLD9p3IN7fP42DNrAyt2JG9RnU86xHgj6BEUdHMPvibBRF1mASH5ZkTykOCAggICAgxcczavbZtm3baN68OU5OThw4cCBVZTgATp0yLLjg6emZhtG9m7XGjOvj6qZrn6lhrXm/TyRfzph+0+zo8PDwxLrhyTn3v+e9TufOnfn1119ZsmQJBw8exNXV9ZUa+v9v6dKlJCQk0K5duyT77e3tadKkCatWrWLnzp2vXaD3XZ48eQJA9uzZAYiOjn7la3j27Bl58uR55drXlRF69OgRtWrVStxOyfdXCGFinPND132GmStPLsCyJtBxG7gUSdNuXB2sWNa5LIuP32fKzhscuBlMvV+PMLlZMeoUcU3TvoQQQgghhDB5ts7QbgOsbA33DsPy5vD13+BZKcVNmTs5kef33wnbsJHAiROJOXeOe42b4PL99zg0a5rmOT+NmYYpn00hp21OFl9bzB+X/uBhxEPGVhyLhZlFmvYlRGolK5k+evRoY8eRpnbs2EHz5s3JmjUrBw4ceGON7ZcuXLhAyZIlX/khsH79+sRFJz///HNjhvwKlUr1XuVTPhYv783t27cpXbp0kmMBAQFERkZStmzZV859ndu3b2NhYYG7u/sb+ytWrBiffvops2bNIjAwkCFDhiTW/X+TRYsWAYb/D970/8LChQtTnEyPjIzk3LlzmJmZJZYQypEjB2D42l8u+pstWzZu3LjxyvX+//dp8KlTp3jy5AmfffZZ4r6UfH+FECbILge032yYsfL4LCxtbEio5yiYpt2o1Sq6VPaicj5nBqy+iO/TcL758xytyrgxqlFh7Cwz/+87IYQQQggh0o2FLXy12lDa0e8g/NXCUEPdq0qKm1KpVDg2a4pN2U95MnQYMefO8fT774k+e5acEyegUie76EWyqFVqBpUZhJu9GxNPTmSr31aeRj1lRvUZOFi+efKkEOkl0yXTb9y4QdOmTYmLi6NatWqsXLnylXM8PT0TF2gEGDhwIHfv3qVChQrkyZMHnU7H+fPnOXr0KJaWlixZsuSts51F6lWtWpUff/yR3bt307p16yTHdu3alXgOQPny5bGwsGDPnj0oipLkw48HDx5w8+ZNqlev/s7keOfOnenZs2fiv9/myJEj3Lp1i7x58762lBDA5s2b2bp1K0FBQYnJ8OSYNm0a0dHRNGzYMPH95eHhgYODA4cPH078uqtVq8aaNWtYuXIlX331FWBYlPSPP/5IbCskJIRevXpRsmRJateunbg/Jd9fIYSJsrI31Exf1thQ6mVZY+i4HZxT90TX2/i4ZmFj74r8svsW8474sfrsI074PWN6q5KU9pCnZIQQQgghhEgzFjbw1SpY9TXc3Qd/tYQ2q8C7Wuqay5MHj2VLeb54MUG/ziBswwbMs2cnx6CBaRv3P1oWaElu29wMOjSIc4HnaLu9LbNqzsLd/s0TKIVIF0omc+DAAQV466tq1apJrpk/f75Sr149xc3NTbG2tlYsLS0Vb29vpWvXroqvr2+q4ggLC1MAJSws7I3nxMTEKNevX1diYmJS1UdmoNVqFW9vb8XS0lK5cOFC4v7Q0FClQIECioWFhXLv3r3E/e3bt1cAZfbs2Yn79Hq98tVXXymAsmLFiiTtd+jQQQGUEydOJO6LiIhQNmzYoOzYsSPJuT/++KMCKIsXL37l+kWLFr3xaxg+fLgCKD///HPivtGjRyuAsnLlylfOj42NVaZMmaKo1WrFzs5OuXLlSpLjrVq1UvLmzatotVpFURQlKipKKVCggGJmZqa0atVKGThwoFKwYEElb968CqDUrVtXyZ49u+Lh4aHcvn07SVsp/f6+jbxfhcjkop4pyh8VFWW0vaJMLagoz+4atbsTd0OUij/uUzyGblW8hm1Vpu26ocQn6IzapxBpJTnjPJH5yH0XQgjxUYqPUZTlLQzj/PE5FOX23vdu8sW69cp1n4LKdZ+CyvOVq9IgyDe79fyWUvvv2krRJUWVyisrK+cDzxu1P2G6kjvWUymKVPI3hvDwcBwcHAgLC8Pe3v6158TGxnLv3j28vLywsrJK5wg/HAcOHKBu3bpYWVnRunVrsmTJwrp163jw4AFTp05l8ODBiec+ffqUcuXK4e/vT7NmzciXLx+HDh3i5MmTNGrUiE2bNiWZsd6xY0eWLl3KiRMnKF++/FvjmDx5MsOHD2fx4sV07NiR8PBwcubMiUqlIiAgADs7u9ded+vWLXx8fChYsCC+vr4AjBkzhrFjx9K8eXOKFi0KGMq63Lt3j8OHDxMSEoKbmxvLly9PUpYF4Pz585QpU4aJEycyfPhwwFDSpW/fvuzevRsLCwsaN27M4MGDqVChAvny5aNJkyYMHDjwtfXPU/L9fRt5vwphAqJCYEkDCL4BDm7QabthkVIjCY/VMnrTNTZceAxAiTwO/NKqJHmzv/7nrRAfiuSM80TmI/ddCCHERyshDtZ0gFs7wMwSWq+A/LXefd1bBM+cRcjMmaBW4zb7D+yM+NR7SEwIffb14dqza2jUGiZUmkB977evfydESiV3rJe2hY2ESIXq1atz9OhRKlWqxOrVq5k9ezYuLi6sWrXqlURvzpw5OXXqFJ06deLo0aNMnz6dZ8+eMX78eNauXZumi1+sWrWK6OhoWrRo8cZEOkCBAgWoVKkSN27c4Pjx40mOrVu3jrFjxzJ+/Hjmz5/P5cuXqVatGosXL+bGjRuvJNIBSpUqRZ8+fRg5ciQrVqwAIE+ePGzYsIGoqChevHjB0qVLKV68OFFRUVy6dIlx48a9cSHRlHx/hRAmztbZUEM9Wz4IewRLGkLYY6N1Z2+lYXqrkvz+1SfYW5lzyT+MBr8dYf15/3dfLIQQQgghhEgec0v4chn4NABdnKGW+q1d79Wkc+9eODRtCno9/gMHEXP1WhoF+5q+rJ1ZXG8xNd1rotVrGXpkKHMvzUXmB4uMIDPTjURmpov3kZCQQMuWLdm4cSO9evVi9OjRr63HfuPGDcaPH0+rVq1o3LixUWOS96sQJiT8CSyuDy/ugVNewwz1LK5G7fJpWAxD/r7EsTvPABhYqwD9auZL0w9JhUgrMkPZNMl9F0II8dHTaWFtZ/DdDGqNIcFeMPUzvBWtlkfdexB1/Dhmzs54rlqFRZ7caRhwUjq9junnprP0+lIAGudtzJgKY9CYaYzWpzAdMjNdiI+Yubk569atY/To0SxatIg8efJQo0YN+vbty/fff0/37t0pVaoUhQoV4syZMzg5OWV0yEKIzMQ+F3TYYijx8vwuLG0EkUFG7TKngzV/di5Hj6p5AZi+9xbfrb2MVqc3ar9CCCGEEEKYDDMNtFgEhb8AvRbWtAPfLaluTqXRkPu3GVj6+KALCeHRN9+gCwtLu3j/j5najCGfDmFU+VGYqczYfHcz3fd2JyzOeH0K8f8kmS7EB0qtVjNmzBhu377NiBEjiIqKYuXKlUydOpVt27bh5eXFypUr8fX1pXLlyhkdrhAis3F0MyTU7XNDyC1Y1gSinhm1S7VaxbDPCzLhi6KoVfD3OX86LzlDRKzWqP0KIYQQQghhMsw00HwhFG0O+gRDLfVrG1PfnJ0dbnPnYO7iQryfH/69+6CPj0+7eF/jS58vmVlzJrYaW84EnKH9jvaExoYatU8hXpIyL0YiZV5EZiPvVyFM1LO7hpIvkQHgWsxQU93G+E/D7PMNpM+KC8RodRR0zcKSTmVxdZCfPeLDIOU+TJPcdyGEEJmKLgE29oQra0BlBs3mQbEWqW4u9uZNHnzdFn1kJPb165Nr6s+o1Madw3vrxS167e1FYHQgZVzKMK/2PCn5IlLNqGVeHj58yKNHj1IdnBBCCCE+EtnyGmao2+aAgCuwvBnEGv8xypqFXFjdvTzOdpbcCIig6R/HuBEQbvR+hRBCCCGEMAlm5tB0DpT4ChQdrOsC278FbUyqmrPy8SHPbzPA3Jzw7dsJnv5r2sb7GgWyFmB2rdnYamw5G3iW8SfHy6KkwuhSlUz39PSkdevWaR2LEEIIIT5E2QtA+01gkw2eXIA/m0H4U6N3WzyPIxt6VSRvdluehsXScvYJjt4OMXq/QgghhBBCmAS1GTSZBeV7G7ZPz4O5VeHppVQ1Z1uxIjnHjwfg2fz5vFi1Kq0ifaP8WfMztepU1Co1G+5sYPG1xUbvU5i2VCXT7e3t8fLySutYhBBCCPGhcilsSKhbOcLjszCnEtzaZfRu3ZxsWN+zEmW9nIiIS6Dj4tP8fVaejhNCCCGEECJNqM2g3iT4eh3YuUDITZhfE47+CnpdiptzbPoFzn37ABAwbjwRBw6kccCvqpy7MkM/HQrAr+d+Zd+DfUbvU5iuVCXTCxcuLGVehBBCCFPjWgy67jP8N/oZrPgSdn0PCcZdYMjBRsOfXcrSqEQuEvQK3669zIy9t+URTiGEEEIIIdJK/lrQ8wQUbAh6LewdDcuaQGjK83/OvXrh0KwZ6PU8HjSYmCtXjRBwUm0KtaG1T2sUFIYfHc71Z9eN3qcwTalKpnfr1o1jx45x5syZtI5HCCGEEB8y53yGhHq5HobtEzNhYW3DQqVGZGluxoxWJelZLS8A0/fe4ru1l9Hq9EbtVwghhBBCCJNhmw1aLYfGv4PGFu4fgdmV4MraFDWjUqnIOXYMthUrosTE8KhnT+Lv3zdOzP8xtOxQKuaqSExCDH339SUwKtDofQrTk6pkeqdOnejVqxd16tRh0qRJ3Lx5k7i4uLSOTQghhBAfInNL+HwKtF4J1lnh6UWY+xlcXmPUbtVqFUPrFWTCF0VRq+Dvc/50XnKG8FitUfsVQgghhBDCZKhUUKo99DgCuctAXJhhcdJ13SAmNPnNaDTk/m0Glj4+6EJCuNeiJeE7dxovbsBcbc7UqlPJ65CXoJgg+u7vS7Q22qh9CtOjUlLxjLSZmVnyO1CpSEhISGkXH73w8HAcHBwICwvD3t7+tefExsZy7949vLy8sLKySucIhUgZeb8KIV4r7DGs7wYPjhm2S7SB+j+DpZ1Ru93nG0ifFReI0erwcrZlbrvSFHDJYtQ+hXgpOeM8kfnIfRdCCGFydAlwZCoc+gkUHTi4QdM54Fk52U1og4J43H8AMRcuAODYuhUuw4ahNmJe4VHEI77e9jUv4l5Qy70W06pNQ61K1XxiYUKSO9ZL1TtJUZRkv/R6efxaCCGEyLQcckOHLVBtOKjUcGkFzKsKTy8btduahVxY070CuRysuBcSxRezjrH18hOj9imEEEIIIYRJMTOHasOg807I6gVhj2BJQ9gzOtnrJmly5MBj2VKyffMNqFSErlrN/S9bEXfXeGUi3bK48Wv1X9GoNex9uJffL/xutL6E6UlVMl2v16foJYQQQohMTG1mGGR32ApZcsGzO7CgJpyaC0ZcJLRYHge29K1MpXzZiI7X0WfFBSZt9yVB6qgLIYQQQgiRdtzKGsq+fNIOUODYr7D4c4gMStblKo2GHIMG4rZgPmbZshF36xb3WrQkdN16UlEwI1lKuZRibMWxACy4soBNdzYZpR9heuQZByGEEEKkDc9K0PMYFPgcdPGw4ztY1Qainxuty2x2liztVJbuVb0BmHfYj3YLTxMSKWu5CCGEEEIIkWYss0CTmYYFSq0c4fFZmF8DAq8luwm7SpXw3rgB24oVUGJiePr99zz5bii6yCijhNwobyO6FesGwJgTYzgXeM4o/QjTIsl0IT5Qt27dYtmyZfz000/8/vvvbNy4kdDQ0IwOSwgh3s7GCb5aCZ//BGYWcHM7zK0KwTeN1qW5mZrhnxfij69LYWthxgm/ZzT6/SgXH4UarU8hhBBCCCFMUqFG0G0/ZMtnKPuysA7c2pXsy82zZ8dtwQKyDxgAZmaEb9nC/ebNib1+3Sjh9vmkD7U9apOgT2DAgQE8Cn9klH6E6XivZPrdu3f57rvvqFy5Mj4+Pnz33XeJx06dOsW8efMICwt77yBF5nfmzBnq16+Po6Mjtra2lC9fnjVr1rxy3uHDhxkyZAjVq1fHwcEBlUpFx44d39r21atX6dChA56enlhaWuLg4EC+fPlo1qwZM2bMSPJI0f3791GpVEleGo2G3Llz8+WXX3L27Nm39hUWFsb48eP59NNPcXR0xMrKCi8vLzp06MD58+eT9b1Yu3YtxYoVw8fHhw4dOjB06FD69etH06ZNcXV1pU2bNvj7+7+1jfDwcAYNGoSHhweWlpZ4enry7bffEhkZmawYhBDivahUUK47dN37T23Fh4ZB9oPjRu22frGcbOxdCW9nW56GxfLlnBOsPP3QqH0KIYQQQghhcrLlhS57wLMKxEfCytZwcnaySzyq1Gqce3TH489lmOfMSfyDB9xv1Zrnfy5P87IvapWaiZUnUjRbUULjQum9vzfh8eFp2ocwLalOpi9dupSiRYsydepUjh8/zp07dwgJCUk8Hh0dTc+ePdmwYUOaBCoyrwMHDlCpUiWOHj3Kl19+SY8ePQgICKBVq1ZMmzYtybmLFi1i2rRpnD59mly5cr2z7T179lC6dGmWL1+Oj48PvXr1olevXpQqVYpjx44xYMAAdDrdK9flzZuX0aNHM3r0aAYMGICPjw9///03FStW5PDhw6/t68yZMxQsWJAffviB2NhY2rdvz4ABAyhevDirVq2iTJkyjB079o2xRkdH07JlS1q2bImtrS2LFi3izp07xMbG8uLFC86ePcuQIUPYvXs3RYoUYevWra9tJyoqiqpVqzJ9+nQKFizIwIED8fHxYerUqdSoUYPY2Nh3ft+EECJN5CxhSKjn+RRiQ2FZE7i63qhd5nfJwqY+lahT2IV4nZ7h668wdO1lYrWv/qwXQgghhBBCpJKNE7TbAKXag6KHncNg2yDQaZPfRKlSeG9Yj13NmihaLYETJ+Lfpy+6NH4q39rcmt9q/IaLjQv3wu4x4MAAYhJi0rQPYUKUVDhx4oRibm6u2NvbKz///LNy+vRpRaVSKZ06dUo8R6fTKVmzZlWaNWuWmi4+emFhYQqghIWFvfGcmJgY5fr160pMTEw6RvZh0Wq1St68eRVLS0vlwoULiftDQ0OVAgUKKBYWFsr9+/cT9585c0a5evWqkpCQoJw4cUIBlA4dOryx/bx58ypmZmbK/v37Xzmm1+uVnTt3Knq9PnHfvXv3FECpW7fuK+f/+OOPCqB89tlnrxx78OCB4uTkpKjVamX27NmvHL9x44aSN29eBVBmzZr1yvGEhASldu3aikajUebOnfvGr0dRFCUoKEhp0KCBYmVlpRw4cOCV4z/88IMCKEOHDk2yf+jQoQqgTJo06a3tv4m8X4UQqRYXpSgr2yjKaHvD69hvivKfn73GoNPplZn7bytew7YqHkO3Ko1+P6L4v4g2ap/CdCRnnCcyH7nvQgghxGvo9Ybx/WgHw1h/aRNFiX6Rwib0yrNlfyq+RYsp130KKreqVVdirl1L81B9n/kqZZeXVYouKap03tlZiYqPSvM+xMcruWO9VM1M/+mnn1AUhW3btjFkyBA+/fTTV85Rq9WULFmS60aqeSQyh/3793P37l3atGlDyZIlE/c7ODgwYsQI4uPjWbp0aeL+MmXKUKRIEczMzN7ZdlBQEHfv3qVo0aJUr179leMqlYq6deuiUqmSFWuXLl0AOHfu1QUrRowYwfPnzxk+fDg9evR45biPjw+bNm1Co9EwfPjwV8ofjR8/nr1797Jhwwa++eabt8aRPXt21q9fT5UqVWjbtm2S0i2KorBgwQLs7OwYNWpUkutGjRqFnZ0dCxYsSNbXK4QQacbCBr5cBmW7G7Z3j4QdQ0FvvNniarWK3tXzsbRzWRxtNFz2D6PR70c5difk3RcLIYQQQgghkkelgop9ofUK0NiC3wFYWBue+6WgCRVO7drisWolGg93Ep4+5X7bdkQeOpSmoRZ0Ksjc2nOx1dhyOuA0ffb3IVobnaZ9iMwvVcn0Y8eOUbZsWSpXrvzW81xdXXn69GmqAhOm4eDBgwDUqVPnlWN169YF4FAqf3g6ODhgbm7O06dPiYpKu5Whzc3Nk2xHRUWxZs0arKysGDJkyBuvK1KkCM2aNSM8PJy///47cX9QUBBTp06lX79+NGjQADAkxX/88Ufc3NywtramfPnyHDx4kFq1atGxY0csLCxYsmQJz549Y9GiRYlt3b59mydPnlCpUiVsbW2T9G9ra0ulSpXw8/Pj0SNZcEMIkc7UZvD5FKgzwbB9ei6saQ9a4z5eWSV/drb0qUzR3PY8j4qn7cJTfL/hCmHRyX/8VAghhBBCCPEOBetD551gnxtCbsH8mileM8m6SBG81q7FtmIFlOhoHvXsxfMVK9I0zJI5SjKn1hxsNbacCThDr329JKEuUiRVyfTQ0FDc3d3feV5MTAzx8fGp6UIoCsRHffiv91wY4vbt2wDkz5//lWOurq7Y2dklnpNSlpaWNG7cmKCgICpUqMDvv//OuXPnUv2efDmj+/8/RDp79ixarZbSpUvj6Oj41jZq1qwJwIkTJxL3rVmzhri4OIYNG5a4b+zYsYwYMYIcOXLQq1cvnJycqFevHjdu3Eg8J1euXDRu3Jj16/+tP/y27+d/96f2eyqEEO/l5ayVFovBzAJubIWljSDqmVG7dXOyYW2PirT+1A1Fgb9OPaTmLwdZf94/zRc4EkIIIYQQwmTlLA7d9kOuTyDmOSxtDBdXpqgJsyxZcJs7F4fmzUCvJ3DceAJ/+hlFr0+zMEvmKMnc2nOx09hxLvAcPff2lIS6SDbzd5/yqmzZsvHgwYN3nnfnzh1cXV1T04XQRsOkdy+wmeFGPAEL23ef9wYvy504ODi89ri9vf0rJVFSYt68eWi1WrZs2UK/fv0AsLCwoEyZMrRq1Ypu3bphbW39ynV37txhzJgxgGHm+blz5zhw4AAuLi78/PPPSc4NCAgAwM3N7Z3xvDznv09s7N27l2rVqiX+vxIaGsqUKVOoV68eW7duTSxpM3bs2MSYXipXrhwTJkxI3E7O9/O/5wkhRIYo2gyyuMLKr8D/DCysBV+vhWx5jdallcaMyc2L06RkbkZtusqdoEgGrbnE6jOPmPBFUfK7ZDFa30IIIYQQQpiMLK7QcTts7AHXNxn+++w2VB8J6uTN6VVpNOScMAELNzeCf53B80WL0Pr7k+unKaitrNIkzBLZSzCv9jy67+nO+aDz9Nzbkz9q/YGtJvU5LmEaUjUzvXz58pw9e5Zr16698Zxjx45x7dq1d5aCEcKYsmXLxubNm7l16xa//fYbbdu2xd3dnePHj9O/f3/Kli3L8+fPX7nu7t27jB07lrFjxzJ16lQOHDiAq6srR48epVChQmka44MHD5LMJD9x4gSxsbEMGjQoSW347777DvX//eKxsbFJUjNdCCE+Gh4VoctucHA31FNcWBv8zxq92wp5s7G9XxW+reuDlUbNqXvP+XzGEabsvEFMvPFquAshhBBCCGEyLGygxRKo8k8p3CPT4K/mEBGQ7CZUKhXOPXqQ6+efUWk0ROzezcMOHUl4lnZPtRbLXox5deaRRZMlMaEepU27MsEic0rVzPTevXuzceNGmjdvzqpVq5IsHAng6+tL586dUalU9OrVKy3iND0aG8Os7w+dxua9Ln85g/pNM6XDw8PJmjXre/UBhvIm/01YX7x4kbZt23L16lXGjh3LjBkzkpxft25ddu7cCUBwcDBLly5l6NChNG7cmNOnT2NnZ5d47ssZ5cmpQ/7ynJw5cybui46OTjKT/Nk/vxj+f6a7tbU1zs7Or7SXI0eOxO3kfD//e54QQmSo7D7QdS+saAlPL8GShtBiIRRsYNRuLczV9K6ej8YlcjF2yzX2+gYx++BdNl98wtjGRahV2MWo/QshhBBCCJHpqdVQcxRkywdbB8Dd/fBHBWj8GxRqlOxmHBo1ROPqwqM+fYm5dIn7rVrjNm8ult7eaRJmUeeizK8zn257unEh6AI99vRgdq3Z2FnYvftiYZJSNTO9Zs2aDBo0iFu3blG6dGkKFCiASqVi165dFC9enGLFinH79m2+/fZbypcvn9YxmwaVylA+5UN/qVTv9WW+rYZ3QEAAkZGRb6z//T5KlizJ77//DsD+/fvfem727NkZMmQII0aMwNfXl5EjRyY5XqZMGTQaDefOnXtn+ZR9+/YBUKFChcR9OXLkSCwVA4bZ9PBqcj42NpaQkJDEbUVR2LBhA5999lnivnfVRH9XTXUhhEh3WVwMj4HmrwMJMbC6LRz7DdKwJuKbuDnZsKDDp8xvX4bcjtY8Do2h67KzdFt2lsehxl0YVQghhBBCCJNQ8ivofhhcixvqqK9uC5t6Q1zyn7K3+fRTPFeuROPmhtbfn/tftSHq9Ok0C7GIcxHm15mPvYU9F4Mv0n1vdyLiI9KsfZG5pCqZDjB16lTmzp2Lq6srd+7cQVEUnj59ytWrV3FycuL3339n8uTJaRmryISqVq0KwO7du185tmvXriTnpLX/zi5PjhEjRpArVy7++OMP7t+/n7jf1taWli1bEhsby7Rp0954va+vLxs2bCBLliy0aNEicX+JEiU4fPhw4nb58uWxsrLi119/Raf7t+TA9OnT0f8nuTR69Ghu3brFoEGDEvflz5+fXLlycezYMaKikj6aFBUVxbFjx/Dy8kpWfXchhEg3lnbQeiWU6gCKHvaMghVfQmRwunRfu7ALewZ9Ro+qeTFXq9hzPZBa0w4x59BdtDrjJ/WFEEIIIYTI1LL7QNd9UGkAoIILy2FOZXh0JtlNWHp74bl6FdYlSqAPC+Nhl66EbdmSZiEWyfZvQv1y8GV67OkhCXXxWqlOpgN069YNf39/zp49y5o1a1i1ahXHjh3jyZMn9O7dO61iFJlYzZo18fb2ZsWKFVy8eDFxf1hYGJMmTcLCwoL27dunqu2oqCgmTpyYZDb3SwkJCYkLiSa3rr+1tTVDhw5Fq9Uyfvz4JMcmTZpE1qxZmTRpEgsWLHjl2tu3b9OkSRPi4+OZPHkyjo6OiccaNmyIn58fBw4cACBr1qwMGTKE7du3U7ZsWYYMGULjxo0ZO3YsuXPn5vTp05QpU4ZJkyYxc+ZMypQpk9iWSqWia9euREZGvhLj+PHjiYyMpFu3bsn6eoUQIl2ZmUOjGdBwOphbwZ09MKcS+B1Ml+5tLMwZ9nlBtvevQlkvJ2K0OibvuEGj34/i+zQ8XWIQQgghhBAi0zK3gNpjoeNWcHCDF/dgUV048CPoEpLXhJMT7kuXkKVOHdBqefLtd4TMno2iKGkSYuFshVlQZwEOlg5cDrlM9z3dCY+XvwVEUiolrd5xIonw8HAcHBwICwvD3t7+tefExsZy7949vLy8sEqj1Yg/RgcOHKBu3bpYWVnRunVrsmTJwrp163jw4AFTp05l8ODBiecePXo0MVkdHBzM9u3byZs3b2JC3NnZmalTpwIQGhpK1qxZMTc3p0KFCpQoUQJ7e3sCAwPZtWsX/v7+eHl5cfz48cS65/fv38fLyytJzfT/io2NJW/evAQFBXHjxg3y5s2beOzkyZM0adKEoKAgihcvTrVq1bCxscHX15cdO3ag1WoZPXo0o0ePTtKmoiiUKlUKRVE4ceIE1tbWKIrCpEmTmD17NiEhIZQoUYIpU6YwZcoUrl69SpUqVRg0aFCSRPpLUVFRVKpUiUuXLlGnTh1KlSrF+fPn2b17N59++imHDh3C2to6xfdJ3q9CiHQTeB3WdoLgG4AKqgyCaiMMCfd0oCgK688/ZuJ2X55HxWNhpubbuj50qeyFWv1+5c1E5pCccZ7IfOS+CyGEEGkkJhS2fwtX1hi2c5eBZvMgW963XvaSotcTNG0azxcuAsChSWNcRo7ELEuWNAnvxvMbdN3dlbC4MIpmK0qvkr3IYpEFO40ddhZ22GnssNHYoFa91xxl8YFJ7lgvVcn0YcOG0bt3bykV8RaSTE+Z06dPM3r0aI4fP45Wq6VYsWIMGjSIVq1aJTlvyZIldOrU6Y3teHh4JJZg0ev17Nq1i127dnH06FH8/f159uwZNjY2FChQgEaNGtG/f/8ki3G+K5kOMHPmTPr27Uu7du1YtmxZkmMvXrzgt99+Y/Pmzdy5c4fY2FhcXV2pVq0a/fr1o3Tp0q9t88SJE1SrVo369euzcuXK934/hIWFMWbMGNatW0dAQAA5c+akZcuWjB49miyp/OUi71chRLqKj4Zdw+HcEsO2WzlovgAc3dMthJDIOIatu8xe3yAAKnhnY9qXJcjlmPIPJEXmIklV0yT3XQghhEhjV9bC1kEQFwYaW/h8MnzSLtnr871YtYqAceNBr8c8e3Zcvv+eLHXroHrP9f0Abj6/SdfdXQmNC33tcRUqbDW2icl1O40dtha22FvY42rjioutC662roaXjStOVk5pEpcwHqMm09VqNWZmZjRs2JA+ffpQs2bN9wo2M5JkukiplStX0qFDB4oWLcqMGTOoUqXKK+dERESwYMECfH19mTNnDmp1+n0KKu9XIUSGuLYBNveDuHCwcoDGv0PhJunWvaIorDrziHFbrhOj1ZHFypwJXxSlScnc6RaD+PBIUtU0yX0XQgghjCD0EWzoAQ+OGrYLNoRGv4FttmRdHnXqNAE//ED8gwcA2FWtisuoUVjkef/x+u0Xt5lxfgaB0YFExkcSqY0kMj6SBCV5ZWn+y0Jt8W+C3cY1MdHuaOmYoiS7p70n+RzzSWLeCIyaTO/VqxfLly8nMjISlUpFwYIF6dWrFx06dEjxoo6ZlSTTRWocPnyYzp07c/fuXQoUKEDlypVxcXEhNjYWX19fjhw5gk6nY+TIkQwbNgwzM7N0i03er0KIDPPiPqztAo/PGrbLdIa6k0CTfjPE74VEMXD1RS4+CgWgUYlcTGhSFAcbTbrFID4cklQ1TXLfhRBCCCPR6+DETNg3HvRasHOB5gvB69VJhq+9PC6OZ3PnETJ/Pmi1qKytyd6nN07t26PSpO14XVEU4nRxiYn1KG0UEdoIouIN/w2LCyMgKoDA6EACogIIiAogJCYEhbSrsu3t4E09z3rU9aqLt4N3mrVr6oyaTAfDDNmlS5cya9Ysbt68iUqlws7Ojvbt29O7d28KFiyY6uAzA0mmi9TSarWsXLmS9evXc/78eQIDA7G1taVgwYJ8/vnnfPPNN7i4uKR7XPJ+FUJkKJ0WDkyEo9MN2zkKQ4tFkKNQuoWQoNMz88Adft9/B51eIaeDFdNalqBiPud0i0F8GCSpaprkvgshhBBG9vQyrO9mWDtJZQa1RkPFfsku+xLn50fAD6OJPmuYhGPp40POsWOwLlnSiEG/m1anJSgmKDG5nviKDiA8LvkLnOoUHdefXUer1ybuK5C1AJ97fU5dz7q4ZZFy3O/D6Mn0/9q3bx+zZs1iy5Yt6HQ6VCoVNWrUoE+fPjRu3NgkHz2QZLrIbOT9KoT4INzdD+u7Q1QQmFsb6iqW6pDsAXZauPDwBQNXX+T+s2gAulb2YkhdH6w06fe0kMhYklQ1TXLfhRBCiHQQHw3bBsGllYbtgg3hiz8MJR+TQVEUwjZsJGjKFHRhYaBSkfWr1mQfODDNFijNSBHxERx4dICd93Zy4smJJCVnimQrYpix7lmXnHY5MzDKj1O6JtNf8vf3Z/bs2SxcuJDg4GAA3Nzc6NWrF9988w2Ojo5p1dUHT5LpIrOR96sQ4oMRGQQbuhsS6wAl2kDD6aBJv59NUXEJTNjmy8rTDwEo6JqF6a1KUiinJNhMgSRVTZPcdyGEECKdKAqcWww7hoIuHpy84cs/wbVosptIeP6coJ9+JmzjRgDMsjvj+v33ZKlbN9NM+g2LC2Pfw33svLeTUwGn0Cv6xGMls5eknlc9arnXwsU2/asbfIwyJJkO4Ovry7Rp01i0aNG/nfxTAmbUqFEMGTIkLbv7YEkyXWQ28n4VQnxQ9Ho4PgP2jQNFD7lKQavl4JC+C4PuvR7I0HWXeRYVj4WZmuH1C9KxomemGaCL15OkqmmS+y6EEEKks8fnYE0HCHtkeCq10a9QonWKmog6eYqA0aMTFyi1/awKrj+MTpMFSj8kz2KesffBXnbe38m5wHNJarQXdy5OTY+a1HSviYe9RwZG+WFL12S6Xq9n48aNzJo1i4MHDwJgb29Pp06dqFu3Ln/++Sdr1qxBp9MxYcIEhg8f/r5dfvAkmS4yG3m/CiE+SHcPwNpOEPMCbHNAqz/BvXy6hhASGcewdZfZ6xsEQJOSufixWTFsLMzTNQ6RfiSpaprkvgshhBAZIPo5rOsKd/cZtst0hnqTwdwy2U3o4+J4Nm8+z+bNQ9FqUdvZkXPiROzr1jFS0BkrKDqIPQ/2sOv+Li4GXUySWM/nmI9aHrWo5V6LAlkLyCSg/0iXZHpwcDDz589n7ty5+Pv7oygKBQoUoG/fvnTs2BFbW9v/tXff4VVUWx/Hvye9F2pIKAkQivQepIsUUalSRSIgYAFEQCmWgCJFUUS5IopURUSahSYd6UgogiABQqgBQklCIH3eP2LOS0xCEkrq7/M857k3M3tm1pw9xJV19tnb3Pavv/6iadOmuLu7c/r06fu9ZJ6hYrrkN3peRSTXunEGFj8Pl4+AhTW0+ygpyc5GhmEwZ8cZJq4+RkKiQSUPZ2a9UIcyhR0zPljyHBVVCyb1u4iISA5JTICtH8HWKYCR9K3UbgvALWsLbsacPs2lsW9z5+BBANx796bYW29iYWPz8GPOJa7evsrmc5vZELKBfaH7Usyx7uXkxZOln+TJMk9SvWh1LEwWORhpznukxfQ9e/YwY8YMli5dSmxsLACtW7fm9ddfp23btuke16tXL3766Sfi4uLSbZNfqJgu+Y2eVxHJ1WKj4OfX4OiKpJ/rvAhPfQxW2ZsY7zl9jdcWHSDsVgwudlZM71GLFpWKZWsM8uipqFowqd9FRERyWND6pFHq0TfBvhB0mQ3lW2bpFEZcHFenT+fa7G8BsKtaFa9pn2JTKmuF+bwoPCacbee3sSFkAzsu7iAmIca8r4h9EZqXak6VwlUo71aecm7lcLbJ+wu2ZsUjLaZbWCR9UuHo6Ii/vz9Dhw6lQoUKGR730ksvMWfOHBITEzNsm9epmC75jZ5XEcn1DAN2fAYbxgMGlPJLGrHinL0L7oSGR/PK9/s5cPYmJhO83tKXoU/4YmGhr1DmFyqqFkzqdxERkVzgRggs6QOXDgImaDEWmowEi6yNqo7cvJlLo8eQEB6OhbMzJSZ+iEurVo8k5Nzodtxtdl7cyYazG9h6biu34m6lauPh6EE5t3L4uvlS3q085d3K4+Pqg4O1Qw5E/Og90mJ62bJlGTJkCP3791cimQ4V0yW/0fMqInlG0HpY2h9iwsHZE3p8B151sjWE2PhEPvjtbxbuTlroqGWlYnzavSau9tbZGoc8GiqqFkzqdxERkVwiLhrWjoL985J+9m0Dz80BW6esnebiRS4MH/H/0770eYHiI0diysfTvqQlLiGOPaF72HVxFydvnuTkzZNcuX0lzbYmTJR0Lkk5t3I8VvgxWpVuRXn38tkc8aPxSIvphmFogvoMqJgu+Y2eVxHJU66dgh96Qtg/YGkLz34GNXtlexg//XmOt1ceITY+kTKFHZj1Qh0qeagIl9epqFowqd9FRERymQPfw6rhEB+dNHim10/gWDhLpzDi4rgy7TOuz5kDgF21anhNm4ZNSa9HEXGeER4Tzunw0wTdCOLkzZOcunmKkzdPcj36eqq25d3K08a7DW292+Lt6p39wT4k2bIAqaRPxXTJb/S8ikieEx0BK16Gf1Yl/dzgZWg9ASyzd3T4kQvhDFq4nws372BvbcnkLtXoULNgJ+d5nYqqBZP6XUREJBc6vx++fw7uXIfCvvDCiiwvTAoQuWkzF8eMITE8HAsXFzwnTcS5ZdbmYy8Irt25xqmbpwi6GcTuS7vZcWEHcYn/vzZmpUKVzIX1ks4lczDSrMu2YnpUVBQnT54kIiKC9E7VtGnTB7lEnqRiuuQ3el5FJE9KTIRtH8GWSUk/ezeBHt+DnWu2hnEjKpahiw/wR1AYAP0b+zD6qUpYW2ZtbkfJHVRULZjU7yIiIrnU1X9gYSeIuAAuXkkF9aIVs3yauAsXOD98ONGHDgNQyN+fYiOGF7hpX7IiIjaCTWc3sfbMWvZc3EO8EW/eV61INdp4t6GNdxs8HD1yMMrMeeTF9NOnT/P666+zdu3aey4oajKZiI+PT3d/fqViujxMiYmJ7N27l7/++ouwsDAKFy5M2bJladasGdbW2TPCUs+riORpx1fB8oEQewtK1IDeK7L8FdAHlZBo8Mnv//DlllMA1PcpxJfP16aIk222xiEPTkXVgkn9LiIikouFn08qqIedAHt3eH4plKyb5dMYsbFc+XQa1+fNA8CuRnW8Pvm0wE/7khk3o2+y4ewG1p5Zy77QfSQa/18vrlWsFo29GictZupeHi8nLyxMuWtgUWZzvfuK+tKlSzRs2JBVq1ZRvHhxihYtimEY+Pn5UbhwYfMI9YYNG9KkSZP7uwMpUPbt20e7du1wc3PD0dERPz8/lixZkqJNVFQU3333Hd26daNChQrY29vj5uZGs2bN+OGHH9I877hx4zCZTJhMJkaOHJnu9UeNGmVuN27cuHTbbdu2zdzup59+SrfdvHnzzO1MJhMWFha4uLjg4+NDhw4d+OKLL7h+PfU8U/91584dPvroI0qUKEHDhg0ZOHAgY8eOZdCgQbRq1YoSJUrw9ttvc+fOnXTP8euvvzJkyBAaNWqEo6NjhvcoIpIvVXoa+q0FhyJw6RDMexoiQ7M1BEsLE2+1rcRXvevgZGvF3uDrdP5yJ6eu3srWOERERERE8h3XktBvHXjVhTs3YP6zcHJDlk9jsrGh+OhRlPzfDCxcXIg+dJjgDh24uXRpujNySBI3Ozeeq/Acs1vPZmPXjbzd4G1qF6uNCRMHrhzgiwNfMHTzUNotb4ffIj96/NaDt7e/zbwj89h+YTuhUaF54j2+r2L65MmTuXr1KmPHjuX8+fM89dRTmEwmduzYwZUrV1izZg1lypTB3t6e9evXP+yYJZ/ZvHkzjRo1Yvv27XTr1o2XX36Z0NBQunfvzieffGJu98cff/DCCy+wadMmatWqxbBhw+jSpQuHDx+mV69eDB48ON1rWFlZ8d1336X5LYn4+HgWLFiAlZVVhrF+++23QNI3Lub8uzjFvbRs2ZKAgADee+89Bg4ciJ+fH/v372fo0KGUL1/+ngX54OBg6tevz+jRo2natCk///wzFy9eJDY2ltDQUDZs2EDHjh356KOPqFGjBqdOnUrzPJ988gkzZszgyJEjeHp6ZhiziEi+5VEN+q4BZ0+4egzmPgU3z2Z7GG2rerDytUaULuTA2eu36TJzJ3+eyfgDVhERERERuQeHQtDnZyjXEuJuw6Lu8NfS+zqVc8uW+Cxfjn2dOiRGRXHpnXc59/LLxF2+8pCDzp+K2BehR6UezH9qPuufW8/o+qN5uuzTVCpUCRsLG+7E3+HotaP8cuoXPtn/Ca9seIVWS1vx+A+P03t1b8btHMfyoOU5fRtpuq9pXipVqkRUVBRnzpzB0tKSvn37smDBAhISEsxt/vnnH6pXr87777/PqFGjHmrQeYGmecmc+Ph4KlWqxPnz59m9ezc1a9YEIDw8nPr163PmzBlOnDhBmTJlOHjwIEeOHKFbt27Y3DVf1eXLl2nQoAEhISHs2bOH+vXrm/eNGzeO8ePH8+yzz/Lrr7+yYsUKOnbsmCKGX375hQ4dOtC+fXt++eUXAgIC0hy5HRERQYkSJShfvjzFixdn48aNnDlzhlKlUi9sMW/ePPr27cukSZMYPXp0in0JCQnMnz+fwYMHExsby+rVq2ndunWKNpcuXaJu3bokJiayfPlyGjZsmO57eOjQIZ577jkSEhLYsWMHJUqUSLH/jz/+wMPDg/Lly/Pjjz/Ss2fPdO/xXvS8iki+ceMMzG8PN0PApST4/wKFy2V7GGG3Yug//08OnbuJjZUF07rV5OnqJTI+UHKcpvsomNTvIiIieUR8LKx8BY78W0h/6iNoMOi+TmUkJHB9/gKufvYZRmwsFq6ueLz3Li7t2mEymR5i0AVHfGI85yLPmRcyPXnjJKduniIkIiTFnOu1i9Vm/lPzsy2uRzrNy9mzZ6lZsyaWlpZJJ7FIOs3do34rVqxIkyZNWLRo0f1cQgqITZs2cerUKXr16mUupAO4uroyduxYYmNjmT8/6R9OzZo16d27d4pCOkDx4sUZNCjpl+K2bdvSvE7nzp1xc3NLczT5nDlzcHd3p1OnTveM9YcffuD27dv06dOHPn36kJiYyLx/59DKCktLS/r168fMmTNJSEhg+PDhqb7G0rNnT+Li4ti9e/c9C+kANWrUYPPmzcTFxfHyyy+n2t+kSRN8fX31S15EJJm7d9KUL0UqQMR5mNMWLv+d7WEUcbJl8QA/Wj1WnNj4RF5bFMg3207nia82ioiIiIjkWlY20PkbqD8w6ec1b8GmD+E+8myTpSWF+/XFZ9lS7KpUITE8nIsjRnLhjeHE37jxkAMvGKwsrPBx9eHJMk/ySo1X+KT5J6zsuJK9z+9lefvlfNT0IwZUG8DTZZ/O6VDTdF/FdGtraxwdHc0/J///sLCwFO2KFSvG6dOnHyC8+/P999/TqVMnypUrh7OzM05OTlSpUoU33niDCxcu3PO4+vXr4+joiLu7O8888wyBgYHZGHnBs2XLFoBUI7MB2rRpA8DWrVszPE/yIpzpTdViZ2dHz549WbNmDZcvXzZvv3z5MqtWraJnz54Zjrb+9ttvsbS05Pnnn6dz5844OTkxd+7c+y56vPDCC5QpU4ajR49y5MgR8/ZVq1axdetWvv76a8qUKQMkjdTv378/7u7uuLi40LlzZ0JCQrCysmLevHmULFmSzz//nF9++YXDhw/fVzwiIgWKiye8uBqKV4OoKzCvHVzI/v/m29tY8lXvOvg3TPp9/+HqY4z75SgJiSqoi4iIiIjcNwuLpBHpLd5J+nnbR/DbG5CYcO/j0mHr64v34h8oMmQwWFkRuXYtp595lshNmx5i0AWbtaU1vu6+POXzFENrD6VbxW45HVKa7quY7unpyblz58w/+/j4APDnn3+maHf06FEcHBweILz7s3jxYo4dO4afnx+DBg1i0KBBeHh4MH36dKpWrcrRo0dTHfPhhx/Su3dvrly5wssvv0zXrl3Ztm0bjz/+ODt27Mj2ezAMg9txt3P960FHzwUFBQHg6+ubap+HhwdOTk7mNulJSEhgwYIFmEwmnnzyyXTb9e/f3zw/erIFCxYQHx9P//7973mNv/76i3379vHkk0/i4eGBg4MDnTt3Jjg4mE33+YvTwsKCpk2bAkkLsCabO3cuVapUMU9HYxgGHTt2ZM6cOTRq1IgBAwYQHBxM8+bNU7z/HTp0wMPDg+XLc+ecUiIiuY5TUXjx17sWKWoPIbuyPQxLCxPj2lfh7XaVAZi/K4SXv9vPndj7S/RFRERERAQwmaDZm/D0p4AJ9s+Fn16E+Jj7O521NUVfew3vxYux9S1PwrVrnH/1NS6OGUtCZORDDV1yr4xXXExDnTp1WL16NfHx8VhZWdGyZUsMw2D06NH4+PhQunRpvvjiC/766697FjcflZ9++inNUcbffvstL730EuPGjUux8GNQUBDjxo2jQoUK7N27F1dXVwBeffVV/Pz8GDBgAEeOHDFPZ5Md7sTfocGiBtl2vfu1p9ceHKzv/wOT8PBwAPN7/l8uLi7mNul59913+euvv+jXrx9Vq1ZNt12dOnWoXr06c+fO5c033wSSCtc1atSgdu3anDhxIt1jkxce7dOnj3lbnz59WLBgAd9++y0tW7a8Z4zpSV4Q9O5vdWzYsMEcH8Dvv//Oli1bmDBhAm+//TaQNKVSu3btOHPmjLmdhYUF9erV08h0EZGssHeHPivhh55w5g9Y2Al6LoJyT2RrGCaTiQFNy+LpZs8bSw6y/u/L9PhmN9/616WIk222xiIiIiIikq/U6w8OhWH5ADj2CyzsDN0XJi1Yeh/sq1bBe+lSwr74gmvfziF8xQqidu/G88MJOD7++EMOXnKb+6oOt23blps3b7J27VoAqlevTseOHfn777+pXr06bm5uvPvuu1hYWBAQEPBQA86M9Kbr6Nq1KwAnT55MsX3u3LnEx8fz9ttvpyjq1qxZk549e3Ls2DG2b9/+6AKW+/bVV18xadIkatWqxfTp0zNs369fP44dO8auXbvYtWsXx44do1+/fvc8JiYmhu+++w5nZ+cU86q3aNGCUqVKsWLFCm48pHmywsPDCQ8PTzFSf9OmTVhaWjJixAjzNisrK0aOHJnqeAcHB27duvVQYhERKTBsneH5n6B8K4i/A4u6w/HVORLK09VL8P1LDXBzsObQuZt0/nInp67q97qIiIiIyAOp0jEp57dxgpDtMPtJCDuZ4WHpsbC1pdjIkZT5/jusS5cm/tIlzvbrT+j7H5AYc38j3yVvuK+R6T169KBFixYpCs/fffcdo0eP5qeffuL69etUrlyZgIAAGjVq9NCCfVCrVq0CSDV6OaN5u+fNm8fWrVvNU3JkB3sre/b02pNt17tf9lb2D3R88jOU3ujziIgI3N3d09w3e/ZsXn31VapVq8b69etxcnLK8Hq9e/fmrbfeMi9EamNjw/PPP3/PY1auXMm1a9fo27cv9vb/f78WFhY8//zzTJ48mUWLFvHaa69leP3/unjxIgBFixYF4Pbt20DKkfrXrl2jSJEiqT4kKlWqVKrznTt3zjztkoiIZIG1PfRYBMv6J41W+bE3dP4aqj2X7aHU8y7Eslce58W5ezl7/TZdZu5kdp+61PW+v5EzIiIiIiIClG0O/X9PGjxz/RTMbpk0Qt3n/ut9DrVrU3blCq5M/YQbixZxY9Ei4i5douTn0zH9u76f5C/3VUy3srLCy8srxTYHBwc+//xzPv/884cS2MOwZMkS/v77b27fvs3Ro0dZt24dPj4+vP/++ynaBQUF4eTkhIeHR6pzJI8Qzmje7piYGGLu+uQpIiLigWI3mUwPNH1KXnH3+1unTp0U+0JDQ7l16xb169dPddw333zDoEGDeOyxx9i4cSOFCxfO1PUKFy5Mhw4d+PHHHwHo2LFjhscmT/Eyd+5c5s6dm26brBbTExMT2bZtGwD16tUDkorqJpOJ0NDQFDGHhYURHR2doqB+/vz5FOc7d+4c+/btw9/fP0txiIjIv6xs4Lm58PNrcHgxLHsJYqOgTvb/Xi1X1IkVrzai/7x9HDofTq/Ze5jWrSZPVy+R7bGIiIiIiOQbxavAgE1J0zxe+DNpmsdnPoPaL9z3KS0cHPB4712cmjfj/JCh3Nq8mYujRuH58ceYLC0fXuySK2TfJOA5YMmSJYwfP56PP/6Y1atXU6tWLdavX59q5G54ePg95+xObnMvkyZNwtXV1fxKa9SwpNasWTMgaV7w/1q3bl2KNsmSC+mVK1dm06ZN5lHdmdWvXz8iIyOJjIzMcIqXkJAQNm7cSPHixenfv3+aLx8fHw4cOMCBAweyFMfChQsJCQmhWrVqVKlSBUj6oOqxxx4zF9kBmjdvTkJCAtOmTTNvS0hI4LPPPjP/fOfOHQYMGECRIkUyHGkvIiL3YGkFHWdC3X6AAb8OhS2T4QEX3L4fRZxs+WGgH09WLk5sfCKvLQpk/K9HiY7TwqQiIiIiIvfNqRi8+BtU7QKJ8fDLYPj9XUhMfLDTNm1KyS8+B2trIlav4dJ772E84Dkl97mvkenZYcSIESlGemfk9ddfTzHPNMDSpUsBuHnzJgcOHODtt9+mTp06LF++nCeeeLgLi40ZM4bhw4ebf46IiFBBPRNatmxJ2bJlWbRoEUOHDqVmzZpA0ocXEydOxMbGJsWin7Nnz2bQoEFUqlSJTZs2UaxYsSxfs3Xr1qxcuRKAVq1a3bPt3LlzSUxMZNCgQYwfPz7NNl9//TWDBg3i22+/ZcaMGRlePyEhgQULFvDaa69haWnJp59+islkMu9/5plnmDVrFlOnTsXd3Z02bdrQtGlTxo4dy86dO6lYsSJbtmzh+vXrWFhYMG/ePN577z2ioqJYtWoVjo6OmX8zREQkNQsLePrTpMVJ//gEtkyC8HNJI1Yss/ermg42Vsx6oQ4frjrGnB3BzN1xhu1BYXzWoyZVPNMeCCAiIiIiIhmwtocu30JhX9g6GXZ+DtdPJ031aHP/dRWnpk3x+mQqF94YTviy5Vg4OFJ87JgUdR/J2zJVTP/vtChZYTKZePfdd7N83KxZs4iKisp0++eeey5VMT2Zm5sbLVq0YO3atVSsWJE+ffoQHByM9b9zF7m6ut5zzu7kNvdia2uLra1tpuOVJFZWVsyePdtcMO7RowfOzs4sW7aMkJAQpk6dire3N5C0EOfAgQMxDIOmTZsyc+bMVOerWbMmHTt2vOc1LSws6NChQ4axJSYmMnfuXEwmEy+++GK67bp3786wYcP4/vvvmTp1aoqpWDZs2EB0dDSQNB/6+fPn2bZtGxcuXKBQoUIsXLiQJ598MsX5hg4dyueff87o0aOZNWsWFhYW/PzzzwwbNoyVK1eyZcsWWrZsybJly6hatSqhoaF06dKFkSNHppp+CZLmfE/+8CA4ONi87cyZMwBUqlSJ0aNHZ/h+iIgUKCYTtHwPXEvCqhFw4DuIuATd5ictWJqNLC1MvPfsYzTxLcKbSw8TdOUWHf+3gxGtKzKgSVksLZSYi4iIiIhkmckELcZA4fJJUz0e/w3mtIWei8E1dX0ls1xat8aY+CEXR43mxsKFWDg4UOyNYQ8vbslRmSqmjxs3DpPJhJGFrzgnt7/fYvqtW7eyfExGXFxc8PPzY+XKlZw8eZLKlSsDSfN279q1i9DQ0FTzpifPlZ5eoV4eXIsWLdi+fTsBAQH8+OOPxMXFUa1aNaZMmUL37t3N7c6ePWt+BmfNmpXmufz9/TMspmfWhg0bOHv2LM2aNbvnop6urq507tyZ77//nuXLl9OrVy/zvo0bN7Jx40ZMJhOOjo4UKVKE2rVrM3r0aJ5//vk0F1f19PRkwoQJjBgxAh8fH0aPHo2bmxvz5s1L1TYyMjLD+zh48CDz589Pse3QoUMcOnQISJpGR8V0EZF01O0Hzp6wtC+c2ghzn4JeP4FL9s9d3qJSMdYNa8Lo5X+x/u/LTF5znE3Hr/BptxqUdM//66yIiIiIiDwS1buCW2lY3AtCDyctTNrzB/Csdd+ndO3QgcQ7dwgdN55rs2ZhYW9PkZcHPcSgJaeYjExUyNOb3iKzAgICHuj4h6lBgwbs3buXoKAgypcvDyRN0TJ58mTmz5+fYkoRgL59+zJv3jy2bt1K06aZX903IiLCPOI9ed71/4qOjiY4OBgfH58Uo5lFAIYMGcKMGTPo2rUrU6ZMSbOgf+7cOaZMmcJjjz3Gq6+++kjj0fMqIgXahUBY1A2iroJrKXj+JyhWOUdCMQyDJX+eY/yvf3M7NgFnWyvGd6hCp1pe+vpoNslMnif5j/pdREQkn7sRAou6w9VjYGWfNOXLY+0f6JTX5szlykcfAVB87FgK9bn/hU7l0cpsrpepYnpeEhkZycWLF6lYsWKqfXPmzKF///74+vpy4sQJ8/YTJ05QpUoVypYty969e81Tuhw8eBA/Pz/Kli3LkSNHsLDI/HqtKqbLwzBz5kzGjBlDZGQk9evXp1atWhQqVIibN28SGBjInj17KF68OF9++eVDG5GfHj2vIlLgXQ+G75+DayfB1hV6fA8+TXIsnJBrUbzx40ECz94E4OlqJfiwU1XcHGxyLKaCQkXVgkn9LiIiUgBERyR9K/XkhqSfWwZA4zeSpoS5T1dn/I+wf9fYKzHhA9yee+5hRCoPWYEtpp85c4ayZctSt25dKlWqhJeXFzdu3GDfvn0EBgbi4uLC2rVradiwYYrjPvzwQ9555x3KlClDly5diIyMZPHixcTGxrJx40YaNWqUpThUTJeH5fr163z77bf89ttvHD9+nBs3blCoUCFq165Np06deOGFF7Ll+dHzKiIC3L4OP/SEc7vB0gY6zoRqOZcMxyckMnPLKaZvDCI+0aC4iy2fdK1JY98iORZTQaCiasGkfhcRESkgEuJh3RjY+3XSz4XKQvknk17ejbO8QKlhGFz56GOuz50LJhOeH3+M6zNPP4LA5UE8kmL6yZMnWb58OWfOnMHW1paaNWvSrVs37O3tH0rQD0NUVBQfffQRW7Zs4cSJE1y7dg0bGxu8vb1p3bo1w4cPp2TJkmke+/333/PZZ59x9OhRbGxsaNSoER988AG1a9fOchwqpkt+o+dVRORfcXdgxSD4++ekn58cB42GPdBolQd16NxN3vjxIKfDkhZv79vIm1FtK2FnbZljMeVnKqoWTOp3ERGRAmbvN7DubUiI+f9tlrZQ5vH/L64XrZipvwMMwyB0/HhuLv4RLC0p+cXnOD/xxCMMXrLqoRfTP/vsM9566y0SEhJSbPfy8mL16tVUrVr1wSLOZ1RMl/xGz6uIyF0SE+H3d2D3/5J+rtsfnvoILDO1tvsjcTs2nomrj/Hd7rMAlC7kQL9G3jxXtxROtjkXV36komrBpH4XEREpgKIjIHhb0rQvJzdC+NmU+11KQvmWSYX1ss3AzjXdUxmJiVwaM4bwn3/BZG1NqVlf4fj444/4BiSzHmoxffv27TRr1gzDMHB0dKRixYpERERw+vRpEhMT8fX15dixY1maUzy/UzFd8hs9ryIiadg9E9aOAQyo8BR0+QZsnXM0pM3Hr/DWssNcjUwaQeNsa0X3eqXwf9ybUoUccjS2/EJF1YJJ/S4iIlLAGQaEBf1bWN8AZ7anHLVuYQUe1cE6/Rk8jESDCz9fIfLEbUzWJkp388ChpGosafKoDk9NzrbLZTbXy9QwpRkzZmAYBv7+/syYMQNHx6S5gQ4fPkyXLl04efIka9eupV27dg8nehEREZG8wO8VcPGE5QPhxBr4qFzSoqS+baBCa3D3zvaQWlQqxtY3m7Ms8AJzdwRz+moUs7cHM2dHMK0f86BfYx/qebtjysFpaURERERE8hyTCYpWSHo1fBVib0PIzv8vrl8LgouB9z4F4FUDzkUWIuqSHWd/vEDxmhG4lbudk7NG5k6m3DloO1Mj08uUKYNhGJw8eRIbG5sU+1avXs0zzzzDO++8w/vvv//IAs1rNDJd8hs9ryIi93B2D6x8Ga6fTrm9SMWkorpvGyjtB5bW2RpWYqLB1qCrzNkezB9BYebtVb1c6NfIh2eqe2JjlTuT1NxMI5QLJvW7iIiI3NONM3DpMBiJGTZNjInj/OQFRB0+CYBDtXKUeKUzNsULPeIg8xDHIkkLvmaThzrNi52dHe3atWP58uVpXsjNzY2BAwfy1VdfPVjU+YiK6ZLf6HkVEcmAYcDV43BiHQT9Dmd3g3HXWjO2rlCuBVRoA+VbgVPRbA3vxOVI5u44w/LA88TEJyX4RZ1tecGvDL0alKaIk222xpOXqahaMKnfRURE5GEyEhK48d13XJn2GUZ0NCYHB4oNH457r56YNJV2tnuo07zExsbi5uaW5r7kk8fGxmY9ShEREZH8wmSCYpWTXo2HwZ0bcGoTnPgdTq6H29fg75VJL0zgURVss68gVwGYBLzvnciVyBguR0QTF5MIW+H0NhN3XOwo6W6fN6d/cS0Jnb/O6ShERERERDLNZGlJIX9/nJo359Lb73D7zz+5PGECEWvX4DlhAjbe3jkdoqQhU8V0EREREckie3eo2iXplZgAFwIhaF3SyPXQwxD6V46EZQ14/fvi7gEvkf++8qIiFXI6AskmhmGwYsUKvvjiC44fP054eDilSpWiefPmjBo1irJly6ZoHxERwbhx41i2bBmhoaGUKFGCrl27EhAQgJOTUw7dhYiIiMj/sylThtIL5nPjhx+48smn3PlzP6c7dqLo669TqM8LmCwtczpEuUumi+knT55kwYIF97W/T58+WY9MREREJL+wsIRS9ZJeT7wDEZfgwp+QGJ/TkWEYsP/sDb7fHUJMfCLuDjYMbFqWMoUdcjq0zLNxzukIJJuMHDmSTz/9lBIlStCxY0dcXFw4dOgQ33zzDT/88AM7d+6katWqAERFRdGsWTMOHjxI69at6dmzJwcOHGDq1Kls3bqVbdu2aeo6ERERyRVMFhYUev55nJo149K773J7126uTJlC5Lp1lJj4Ibb/GTAgOSdTc6ZbWFjc91d+TSYT8fE5/4didtOc6ZLf6HkVEcnfTlyOZNDC/QSHRWFjZcGEDlXpVq9UToeVK2nu7JwRGhqKl5cXpUqV4tChQ7i6upr3TZs2jeHDh9O3b1/mzJkDQEBAAO+//z6jRo1i8uTJ5rajR49mypQpTJw4kTFjxmT6+up3ERERyQ6GYXBzyU9c+egjEqOiMNnYUGTIYAr37YvJSpOMPCoPdQFSb2/vB5o/Mzg4+L6PzatUTJf8Rs+riEj+FxEdx/AfD7Hh2GUAetYvzbj2j2Frpa+W3k1F1Zyxe/duGjZsSK9evfj+++9T7AsKCqJChQo888wz/PrrrxiGQcmSJYmIiCA0NBRHR0dz26ioKDw8PChWrBinTp3K9PXV7yIiIpKd4i5d4tJ7AUT98QcAdtWq4fHuO9hVq5Y31znK5R7qAqRnzpx5WHGJSCadOHGC3bt3Exoair29vXk+0PQWAxYREXlQLnbWfP1CHb7ccpJP1p/gh71n+ftSBF/1rk0JV/ucDk8KOF9fX2xsbNixYwcREREp/sj57bffAGjZsiWQVFy/ePEibdq0SVFIB3B0dKRRo0asW7eOc+fOUaqUvoEhIiIiuY91iRKU+noW4StWcnnSJKL/+osz3bpjU6YMzu2ewuWpp7CroLWDsptFxk1EHr19+/bRrl073NzccHR0xM/PjyVLlqRq9/nnn/P000/j7e2No6Mjbm5u1KhRg3HjxnH9+vU0z33kyBH8/f3x9vbG1tYWV1dXypcvT+fOnZk+fTp3fznjzJkzmEymFC9ra2u8vLzo1q0bf/755z3vIzw8nA8++IB69erh5uaGnZ0dPj4++Pv7ExgYmKn3YunSpVSrVo2KFSvi7+/PqFGjGDp0KJ06dcLDw4NevXpx/vz5dI8/ePAgY8eOpU2bNhQtWhSTyUTz5s0zdW0RERELCxODn/Bl7ov1cLW35tC5mzzz+XZ2nbqW06FJAVe4cGEmT57M2bNnqVSpEq+88gqjRo2ibdu2jBo1ildffZXBgwcDScV0SCrApyV5e3I7ERERkdzIZDLh1rkTZX/7DZdnn8Vka0tsSAjXZn5FcPsOnHrmGa5++SUxBXBWkJyiiXYkx23evJk2bdpgZ2dHjx49cHZ2ZtmyZXTv3p1z584xYsQIc9tvv/0WgGbNmuHh4UF0dDR79uxh/PjxzJkzh7179+Lh4WFuv379ep555hni4+N58skn6dSpE3Z2dpw6dYqtW7eyYsUKXnvtNaz+M+dUuXLl6N27N5D0VeD9+/fz008/sXLlSjZs2EDTpk1T3ce+ffto3749oaGhVK1alT59+uDg4MCxY8dYvHgxCxcuJCAggICAgDTfh9u3b+Pv78/SpUtp0KABc+bMoWnTppQsWZI7d+5w6tQpVqxYwVdffcWqVav4/vvveeaZZ1KdZ+XKlUyaNAkbGxsqVKhAWFhY1jtFREQKvOYVi/Hr4Ma8/N1+/r4UQe9v9zDmqUr0b+yjr5VKjnnjjTfw8vLipZde4quvvjJvb9y4Mb169TLndOHh4QAp5lW/W/Ko9uR2aYmJiSEmJsb8c0RExAPHLyIiInI/rIsXw+vjj0gICODW5s1ErFlD1B9/EHvyFGGff0HY519gW7kyLk89hUu7p7ApWTKnQ86/DHkkwsPDDcAIDw9Pt82dO3eMv//+27hz5042Rpa7xMXFGeXKlTNsbW2NAwcOmLffvHnTqFChgmFjY2OcOXPGvD299+qdd94xAGPkyJEptpcrV86wtLQ0Nm3alOqYxMREY+3atUZiYqJ5W3BwsAEYbdq0SdV+0qRJBmA0bdo01b6QkBCjUKFChoWFhTFz5sxU+48fP26UK1fOAIz//e9/qfbHx8cbrVq1MqytrY1Zs2aleY/Jrly5Yjz99NOGnZ2dsXnz5lT7jxw5Yuzfv9+IjY01Ll26ZABGs2bN7nnOzNDzKiJSMN2OiTfeWHzAKDPqN6PMqN+M177fb9yKjsvpsHJUZvI8eTTGjx9vWFtbG5MmTTLOnTtnREZGGn/88YdRt25dw8rKyvj5558NwzCM77//3gCMt99+O83zjB071gCM5cuXp3utgIAAA0j1Ur+LiIhIbhAfHm7cWLbcCHlpgPF3larG3xUrmV+nu3YzwubMNW4fPmwkREXldKh5QmZzfE3zIjlq06ZNnDp1il69elGzZk3zdldXV8aOHUtsbCzz5883b09v4cuuXbsCcPLkSfO2K1eucOrUKapWrUqLFi1SHWMymWjTpk2mR9f1798fgP3796faN3bsWK5fv86YMWN4+eWXU+2vWLEiP//8M9bW1owZMybVKKgPPviADRs2sGLFCgYOHHjPOIoWLcry5ctp0qQJvXv35tatWyn2V6lShdq1a2NtbZ2p+xIREbkXextLPulWg/Htq2BlYeK3w5fo9OUOgsOicjo0KWA2bNhAQEAAgwcPZvTo0ZQsWRInJycaN27Mr7/+irW1tfkbjckj0tMbeZ48yjy9keuAOWdLfp07d+4h35GIiIjI/bN0ccGtcydKf/M1vn9sw+P98Tg09AMLC6IPH+bKlCmc6dqNf2rX4eSTrTj3yqtc+XQa4b/+SvTx4yTe9Q08yTxN85JLGYaBcedOToeRIZO9/QN91XvLli0AtG7dOtW+Nm3aALB169YMz7Nq1SoAqlatat7m6uqKlZUVly5dIioqKtXiU/frv1PCREVFsWTJEuzs7Bg5cmS6x1WpUoXOnTvz448/8tNPP/HSSy8BSUX/qVOnMnToUJ5++mkgqf8nT57Ml19+SVhYGDVq1GDy5MlMmDCBkiVLMm/ePObNm0e5cuWYM2cOQ4cOfSj3JiIikhaTyYT/495U8XThle8DOXH5Fu2/2M607jV58rHiOR2eFBBr1qwBSHOQhIeHB5UqVeLAgQPcunUrwznRM5pTHcDW1hZbW9sHDVtERETkkbNyd8e9Wzfcu3UjPiyMiN9/59aGjUT/8w8J164Rd/48cefPc2vz5v8/yMICmzJlsPX1xbZ8eWzLl8Pa0xOrEiWwKlIEk6Vlzt1QLqZiei5l3LnDP7Xr5HQYGaoYuB+Tg8N9H3+vP2Q8PDxwcnJK84+gr7/+mosXLxIZGUlgYCBbtmyhVq1aDB8+3NzG1taW9u3bs3z5cho2bMiAAQN4/PHHqVatGjY2NlmOdfbs2UDSnJx3+/PPP4mLi6N+/fq4ubnd8xwtW7bkxx9/ZNeuXeZi+pIlS4iJiWH06NHmduPHj2f8+PHUrl2bbt26cezYMdq2bUuRIkUo+e+8V56enub7UzFdRESyQ13vQqwa0pjXFgWy78wNXlrwJ0OeKM+wJytgaaF51OXRio2NBeDq1atp7r969SoWFhZYW1vj6+uLp6cnO3bsSDWoIioqih07duDj40OpUqWyJXYRERGR7GJVpAiFevWiUK9eAMRfv05M0EliTgYRExREzMmTxASdJDE8nNjgYGKDg4n8/ff/nMQK62LFsCpRAmsPD6xLeGDlUeLf//XAukQJLN3dC+RaSiqmS47KzOJQaX099+uvv04x3Urr1q1ZuHAh7u7uqdrFxcXx66+/mgvONjY21K1bl+7duzNgwADs7e1Tnf/kyZOMGzcO+P8FSDdv3kzx4sX5+OOPU7QNDQ0FyNQfY8ltLl26ZN62YcMGmjdvbl449ebNm0yZMoW2bdvy22+/YfnvJ4Hjx483x5SsQYMGTJgwIcPrioiIPCzFXOxYNMCPD1cdY97OM3yx6SSHz4czvUdN3Byy/mG1SGY1atSIGTNm8Omnn9KlS5cU+eNXX33F+fPnadSokXk0+UsvvcT777/PBx98wOTJk81tP/jgA27dusXYsWOz/R5EREREsptVoUJYNaiPY4P65m2GYRB/5WqKAnvsqdPEhYYSf+UKxMcTd/EicRcvkt68GRaOjtjXqIF9rVpJr5o1sHRyyp6bykEqpudSJnt7Kgamnps7tzGlUYjODn/++ScAYWFh7Nq1i9GjR1O7dm1Wr15N9erVze0KFy7ML7/8QlBQEGvXrmXv3r3s3r2bnTt3snPnTr755hu2bt1KoUKFUpz/1KlTjB8/PsU2Dw8P/vjjD8qXL/9Q7yUkJISGDRuaf961axfR0dEMHz7cXEgHeOutt3j//fdTHOvg4JBqznQREZFHzdrSgnHtq1CjlCtjlv/F1hNXeXbGdr7qXYcqnunPQS3yILp27crMmTPZtm0bFSpUoH379ri5uREYGMimTZuwt7fn008/Nbd/6623+Pnnn5kyZQoHDhygdu3aBAYG8vvvv1OvXj2GDRuWczcjIiIikoNMJhPWxYthXbwYTo0apdhnxMcTHxZG3KVLxIeGEncplLjQS8RfCiUuNOn/J1wNIzEqiqidO4nauTP5pNhWqIB9rZo4/Ftgty5VKt+NXlcxPZcymUwPNH1KXpGZxaH+O9r8bkWKFOHZZ5+lZs2a+Pr6MmDAAPbs2ZOqna+vb4qpZA4ePEjv3r05cuQI48ePZ/r06Snat2nThrVr1wJJXxmeP38+o0aNon379uzduxenuz5pSx5RnplFqZLblChRwrzt9u3bKUZWXbt2DUg90t3e3p4iRYqkOl+xYsUyvK6IiMij0KlWSSoWd2HQd39y7vodOn+5k8ldqtGpVsmcDk3yIUtLS37//XemTZvGkiVLWLRoEbGxsRQvXpzevXszduxYKleubG7v6OjI1q1bGTduHMuWLWPz5s2UKFGCESNGEBAQkOa3E0VEREQKOpOVVdLULv/Wu9JixMYSc+oUtw8c4M6Bg9w5cIC48+eJ+ecfYv75h5uLfwTAsnBhc3HdsWFDbCtXzvPFdRXTJUfdvThUnTop54gPDQ3l1q1b1K9fP61DUyhVqhSVK1dm37593L59G4cMPoioWbMmX3zxBU888QSbNm26Z9uiRYsycuRIwsPDmTBhAu+88w6fffaZeX/dunWxtrZm//79hIeHpztlDcDGjRsBUoxEL1asmHmqGEgaTQ9JhfJKlSqZt0dHRxMWFmb+2TAMVqxYQdOmTe8Zv4iIyKP0mKcLvw5uzOuLD7L1xFXe+PEQh86FM7ZdZWysLHI6PMlnbG1tGT16dIq1Zu7F1dWVadOmMW3atEccmYiIiEjBYbKxwa5yZewqV4Z/52aPu3KFOwcPmovr0UePknDtGrc2bOTWhqR6mHWZ0rg89RQuT7XDtoJvniys6y8cyVHNmjUD4Pf/LnQArFu3LkWbjFy6dAmTyZRiapR7ccriPE5jx47F09OTL7/8kjNnzpi3Ozo60rVrV6Kjo/nkk0/SPf7YsWOsWLECZ2dnnnvuOfP2GjVqsG3bNvPPfn5+2NnZ8dlnn5GQkGDePm3aNBITE80/BwQEcOLEiRSLroqIiOQENwcb5rxYj6FPJE2FNm/nGXp9s5srEdE5HJmIiIiIiGQH62LFcGndmuKj3sJ78Q9U+HMfZRYtotibb+L0xBOY7OyICznLta9mEdyhA6efeZarM/5HzOnTOR16lqiYLjmqZcuWlC1blkWLFnHw4EHz9vDwcCZOnIiNjQ19+vQBkorlFy5cSHUOwzAYN24cly9fpmXLluZFp6Kiovjwww9TjOZOFh8fb15ItHHjxpmK1d7enlGjRhEXF8cHH3yQYt/EiRNxd3dn4sSJzJ49O9WxQUFBdOjQgdjYWCZPnoybm5t53zPPPMPp06fZvHkzAO7u7owcOZLVq1dTv359Ro4cSfv27Rk/fjxeXl7s3buXunXrMnHiRGbMmEHdunUzFb+IiMijZGlhYnjriszuUxdnOyv+DLnB019s588z13M6NBERERERyWYWtrY41K5F4f79KPXl/6iwYzueU6fi1LIlJmtrYk+dImzGDE63e5rTHTsRNutrYjMxhXJOMxmGYeR0EPlRREQErq6uhIeH4+Likmab6OhogoOD8fHxwc7OLpsjzD02b95MmzZtsLOzo0ePHjg7O7Ns2TJCQkKYOnUqI0aMAGDLli20atUKPz8/fH19KV68OGFhYfzxxx/8888/eHp6smXLFvPUMTdv3sTd3R0rKysaNmxIjRo1cHFx4fLly6xbt47z58/j4+PDzp07zfOenzlzBh8fnxRzpt8tOjqacuXKceXKFY4fP065cuXM+3bv3k2HDh24cuUK1atXp3nz5jg4OHDs2DHWrFlDXFwcAQEBBAQEpDinYRjUrl0bwzDYtWsX9vb2GIbBxIkTmTlzJmFhYdSoUYMpU6YwZcoUjhw5QpMmTRg+fHiahfTjx48zefJkAO7cucOSJUsoXrw4bdu2NbeZN29elvtJz6uIiGRWcFgULy/czz+XI7GyMPFGqwqUK+r4yK7naGtFE9+ij+z8/5WZPE/yH/W7iIiIyMOREBlJ5MaNRKxZQ9SOnRAfb95nV7Xqv1PBtMXa0zPbYspsrqdi+iOiYnrW7N27l4CAAHbu3ElcXBzVqlVj+PDhdO/e3dwmNDSUadOmsXXrVk6fPs2NGzewt7fH19eXp59+mmHDhlGoUCFz+8TERNatW8e6devYvn0758+f59q1azg4OFChQgWeffZZXn/99RRznGdUTAeYMWMGQ4YM4YUXXmDBggUp9t24cYPPP/+cX375hZMnTxIdHY2HhwfNmzdn6NChqeaFT7Zr1y6aN29Ou3bt+OGHHx7oediyZQstWrS4Z5v7+Wev51VERLLidmw8o5b9xa+HLj7ya5Ur6sjGEc0f+XWSqahaMKnfRURERB6++Bs3iNywgcg1a4javQf+neLY2suLchvWZ9u86iqm5zAV0yWrfvjhB/z9/alatSrTp0+nSZMmqdpERkYye/Zsjh07xldffYWFRfbN1KTnVUREssowDL7bc5ZfD10kMfHRpZxe7vZM71HrkZ3/v1RULZjU7yIiIiKPVvy1a0T+/jsRq1ZjX6smxf6drSI7ZDbXs8q2iETknnr27ImXlxf9+vWjadOmVKhQgcaNG1O8eHGio6M5duwYf/zxBwkJCbzzzjv3NbpcREQkO5lMJl7wK8MLfmVyOhQREREREcnlrAoXxr1nT9x79sy1dS8V00VykaZNm3Ls2DF++OEHli9fzvr167l8+TKOjo5UqlSJUaNGMXDgQIoXL57ToYqIiIiIiIiIiDwS2TW9S1apmC6Sy1hbW9OnTx/69OmT06GIiIiIiIiIiIjIv7JvwmURERERERERERERkTxKxXQRERERERERERERkQyomC4iIiIiIiIiIiIikgEV03OB3Lo6rcjd9JyKiIiIiIiIiEhBpmJ6DrK0tAQgLi4uhyMRyVjyc5r83IqIiIiIiIiIiBQkKqbnIGtra2xtbQkPD9eoX8nVDMMgPDwcW1tbrK2tczocERERERERERGRbGeV0wEUdEWKFOHChQucP38eV1dXrK2tMZlMOR2WCJBURI+LiyM8PJxbt27h5eWV0yGJiIiIiIiIiIjkCBXTc5iLiwsAYWFhXLhwIYejEUmbra0tXl5e5udVRERERERERESkoFExPRdwcXHBxcWFuLg4EhIScjockRQsLS01tYuIiIiIiIiIiBR4KqbnItbW1ipaioiIiIiIiIiIiORCWoBURERERERERERERCQDKqaLiIiIiIiIiIiIiGRAxXQRERERERERERERkQyomC4iIiIiIiIiIiIikgEV00VEREREREREREREMqBiuoiIiIiIiIiIiIhIBqxyOoD8yjAMACIiInI4EhERERF5mJLzu+R8TwoG5fciIiIi+Vdmc3wV0x+RyMhIAEqVKpXDkYiIiIjIoxAZGYmrq2tOhyHZRPm9iIiISP6XUY5vMjSk5pFITEzk4sWLODs7YzKZHvn1IiIiKFWqFOfOncPFxeWRX0+yh/o1f1K/5j/q0/xJ/Zo/PYx+NQyDyMhIPD09sbDQrIkFRXbn96DfQ/mV+jV/Ur/mP+rT/En9mv88rD7NbI6vkemPiIWFBSVLlsz267q4uOiXQT6kfs2f1K/5j/o0f1K/5k8P2q8akV7w5FR+D/o9lF+pX/Mn9Wv+oz7Nn9Sv+c/D6NPM5PgaSiMiIiIiIiIiIiIikgEV00VEREREREREREREMqBiej5ha2tLQEAAtra2OR2KPETq1/xJ/Zr/qE/zJ/Vr/qR+lbxEz2v+pH7Nn9Sv+Y/6NH9Sv+Y/2d2nWoBURERERERERERERCQDGpkuIiIiIiIiIiIiIpIBFdNFRERERERERERERDKgYrqIiIiIiIiIiIiISAZUTBcRERERERERERERyYCK6Xncvn37aNeuHW5ubjg6OuLn58eSJUtyOizJhO+++45BgwZRt25dbG1tMZlMzJs3L932ERERDB8+nDJlymBra4u3tzdvvvkmt27dyr6g5Z4uXLjAZ599RuvWrSldujQ2NjZ4eHjQpUsX9uzZk+Yx6tfcLTo6muHDh9O0aVM8PT2xs7PDw8ODRo0aMXfuXOLi4lIdoz7Nu6ZMmYLJZMJkMrF79+5U+9W3uZ+3t7e5D//7at68ear2MTExvP/++/j6+mJnZ4enpycDBw7kypUr2R+8yF2U4+ddyvHzH+X4+Y9y/IJD+X3+kNtyfJNhGMZDOZNku82bN9OmTRvs7Ozo0aMHzs7OLFu2jJCQEKZOncqIESNyOkS5B29vb0JCQihSpAiOjo6EhIQwd+5cXnzxxVRto6KiaNy4MQcPHqR169bUqlWLAwcO8Pvvv1OvXj22bduGnZ1d9t+EpDB69GimTJlCuXLlaN68OUWLFiUoKIiVK1diGAaLFi2ie/fu5vbq19wvLCyMUqVKUb9+fSpUqEDRokW5ceMGa9asISQkhNatW7NmzRosLJI+m1af5l1Hjhyhbt26WFlZERUVxa5du/Dz8zPvV9/mDd7e3ty8eZNhw4alue/u/8YmJibSrl071q1bh5+fH82aNSMoKIgVK1bg4+PD7t27KVq0aPYFL/Iv5fh5m3L8/Ec5fv6jHL9gUH6ff+S6HN+QPCkuLs4oV66cYWtraxw4cMC8/ebNm0aFChUMGxsb48yZMzkXoGRo/fr15j6aNGmSARhz585Ns+17771nAMaoUaNSbB81apQBGBMnTnzU4UomLFu2zNiyZUuq7du2bTOsra0Nd3d3Izo62rxd/Zr7JSQkGDExMam2x8XFGc2bNzcA47fffjNvV5/mTbGxsUbt2rWNBg0aGL179zYAY9euXSnaqG/zhjJlyhhlypTJVNs5c+YYgNGzZ08jMTHRvH3mzJkGYAwcOPARRSmSPuX4eZ9y/PxHOX7+oxw//1N+n7/kthxfxfQ8at26dQZg9O3bN9W+efPmGYAxfvz4HIhM7se9Eu3ExETD09PTcHJyMm7dupVi361btwwnJyejbNmy2RSp3K/WrVsbgLFv3z7DMNSv+cH06dMNwPjss88Mw1Cf5mUBAQGGra2tcfToUcPf3z9Vsq2+zTuykmg3bNjQAFIVJhMTE42yZcsajo6Oxu3btx9BlCLpU46fvyjHz/+U4+c/yvHzB+X3+Utuy/E1Z3oetWXLFgBat26dal+bNm0A2Lp1a3aGJI9IUFAQFy9epFGjRjg6OqbY5+joSKNGjTh9+jTnzp3LoQglM6ytrQGwsrIC1K95XWJiImvXrgWgatWqgPo0rwoMDOTDDz8kICCAxx57LM026tu8JSYmhnnz5jFx4kRmzJiR5ny20dHR7Nmzh4oVK1KmTJkU+0wmE61atSIqKoo///wzu8IWAZTjFyT6b0v+oBw/f1GOnz8ov8+fclOOr2J6HhUUFASAr69vqn0eHh44OTmZ20jedq++vnu7+jv3Onv2LBs2bKBEiRJUq1YNUL/mNbGxsYwbN46AgAAGDx5MlSpVWLNmDX379qVly5aA+jQviomJoU+fPtSsWZO33nor3Xbq27wlNDSUvn378vbbbzNkyBD8/PyoX78+p06dMrc5deoUiYmJ6lPJdZTjFxz6b0vepxw/71OOn/8ov8+/clOOb/VAR0uOCQ8PB8DV1TXN/S4uLuY2krdlpq/vbie5S1xcHC+88AIxMTFMmTIFS0tLQP2a18TGxjJ+/HjzzyaTiZEjRzJp0iTzNvVp3vPee+8RFBTE/v37zf8206K+zTv69u1LkyZNqFq1Kk5OTpw4cYJPP/2UhQsX0rJlS/766y+cnZ3Vp5JrKccvOPR7KG9Tjp8/KMfPf5Tf50+5LcfXyHQRkUckMTGRF198kW3btjFgwABeeOGFnA5J7pOTkxOGYZCQkMC5c+f43//+x+zZs2nevDkRERE5HZ7ch127djF16lTeeecd89d4Je8LCAjgiSeeoFixYjg4OFCzZk0WLFjACy+8QEhICN98801OhygiInmccvz8Qzl+/qL8Pv/KbTm+iul5VPKnLOl9mhIREZHuJzGSt2Smr+9uJ7lDYmIi/fr1Y9GiRfTu3ZuvvvoqxX71a95kYWFByZIleeWVV/j666/ZsWMHH374IaA+zUvi4+Px9/enevXqjB49OsP26tu8b9CgQQDs2LEDUJ9K7qUcv+DQ76G8STl+/qQcP+9Tfl8w5VSOr2le8qi75/mpU6dOin2hoaHcunWL+vXr50Ro8pBlNKdTRnN9SfZLTEykb9++LFiwgJ49ezJv3jwsLFJ+dql+zfuSF4dLXixOfZp33Lp1y9wfNjY2abZp2LAhACtWrDAvXKS+zbuKFCkCQFRUFABly5bFwsJCfSq5jnL8gkN5Q96jHL9gUI6fNym/L5hyKsdXMT2PatasGZMmTeL333+nR48eKfatW7fO3EbyPl9fXzw9PdmxYwdRUVEpVpqOiopix44d+Pj4UKpUqRyMUpLdnWR3796dhQsXpjlXm/o177t48SIA1tbWgPo0L7G1taV///5p7tu2bRtBQUG0b9+eokWL4u3trb7NB/bs2QOAt7c3APb29tSvX5/du3cTEhJCmTJlzG0Nw2D9+vU4OjpSt27dnAhXCjDl+AWH/tuStyjHLziU4+dNyu8LphzL8Q3Jk+Li4oyyZcsatra2xoEDB8zbb968aVSoUMGwsbExgoODcyw+yZpJkyYZgDF37tw097/33nsGYIwaNSrF9lGjRhmAMXHixGyIUjKSkJBg+Pv7G4DRtWtXIy4u7p7t1a+539GjR42oqKhU26Oiooy2bdsagPHhhx+at6tP877kf8O7du1KsV19m/sdO3YszX+vx44dMzw8PAzA2Lp1q3n7nDlzDMDo2bOnkZiYaN4+c+ZMAzAGDhyYLXGL3E05fv6iHD9/UI6f/yjHL1iU3+dtuTHHNxmGYTxYOV5yyubNm2nTpg12dnb06NEDZ2dnli1bRkhICFOnTmXEiBE5HaLcw+zZs9m+fTsAf/31F4GBgTRq1Ijy5csD0LhxY1566SUg6ZPRRo0acejQIVq3bk3t2rUJDAzk999/p169emzduhV7e/scuxdJMm7cOMaPH4+TkxOvv/46Vlapv/zTsWNHatasCahf84Jx48bx6aef0rhxY7y9vXFxceHChQusWbOGa9eu0aRJE9atW2fuJ/Vp3vfiiy8yf/58du3ahZ+fn3m7+jb3S/732rRpU8qUKYOjoyMnTpxg9erVxMXFMWbMGCZOnGhun5iYSLt27Vi3bh1+fn40a9aMkydPsnz5cry9vdmzZw9FixbNwTuSgko5ft6mHD//UY6f/yjHL1iU3+dtuTLHf+ByvOSoPXv2GG3btjVcXFwMe3t7o379+sbixYtzOizJhORPR9N7+fv7p2h/8+ZNY9iwYUapUqUMa2tro3Tp0saIESOMiIiInLkBSSWjPiWNkUnq19xt3759xoABA4wqVaoYbm5uhpWVlVG4cGGjRYsWxqxZs9IcmaQ+zdvSG7liGOrb3G7Lli1Gt27dDF9fX8PFxcWwsrIyPDw8jA4dOhjr1q1L85jo6Ghj3LhxRrly5QwbGxvDw8PDeOmll4zQ0NBsjl4kJeX4eZdy/PxHOX7+oxy/YFF+n7flxhxfI9NFRERERERERERERDJgkXETEREREREREREREZGCTcV0EREREREREREREZEMqJguIiIiIiIiIiIiIpIBFdNFRERERERERERERDKgYrqIiIiIiIiIiIiISAZUTBcRERERERERERERyYCK6SIiIiIiIiIiIiIiGVAxXUREREREREREREQkAyqmi0iBExQUxODBg3nsscdwdHTEzs6OkiVLUq9ePQYPHsyyZctSHdO8eXNMJhNbtmzJ/oCzILvjPHPmDCaTCW9v72y53oMIDAykX79+lC9fHnt7exwcHChTpgyNGjVi5MiRrF+/PqdDFBEREZH7pBz/4VGOLyKSPqucDkBEJDstX76cXr16ERMTQ+HChWnUqBFFixblxo0bHDx4kP/9738sXryYLl265HSouYK3tzchISEEBwfniWQ6PV988QXDhg0jMTERLy8vWrRogbu7O1evXiUwMJCdO3eyZcsWWrVqleK4/HL/IiIiIvmZcvysyS85rnJ8EckJKqaLSIFx+fJl/P39iYmJYcSIEUyYMAE7O7sUbfbv38/SpUtTHbtgwQJu375N6dKlsyvcPMHLy4tjx45hbW2d06Gk6/Dhw+Yke9q0aQwZMgRLS0vz/sTERLZv38727dtzMEoRERERuR/K8R8+5fgiIulTMV1ECozffvuNW7du4enpydSpU9NsU6dOHerUqZNquxLstFlbW1OpUqWcDuOefvrpJxITE2nYsCHDhg1Ltd/CwoKmTZvStGnT7A9ORERERB6IcvyHTzm+iEj6NGe6iBQYly9fBqBo0aJZPja9eQpffPFFTCYT8+bN459//qF79+4UK1YMR0dH6tWrx88//2xuu2fPHtq3b0/RokWxt7enYcOGbNy4MdW1MjNHobe3NyaTiTNnzmQq/qtXr/L555/Trl07fHx8sLe3x8XFhbp16zJlyhSio6NTtJ83bx4mk4mQkBAAfHx8MJlM5lfy+5BRrOfPn2fIkCH4+vpiZ2eHq6srjRo1YtasWSQkJKRqn3zdF198kaioKMaMGUP58uWxtbXFw8MDf39/Lly4kKl7Tpbc78WKFcv0MZm9/2QXL15k+PDhVK5cGQcHB5ydnalXrx4zZswgPj4+1fnvfm4OHTpE586dzc9F9erVmT59eprvj4iIiIikpBxfOX5mKccXkYdBI9NFpMBIHnly5MgRNm7cSMuWLR/auQMDAxk8eDAlS5akZcuWhISEsGvXLjp16sSSJUuwsrKiW7duVK1alZYtW3L8+HF2795N27Zt2bx5M40bN35osaRl3bp1vP7663h5eVG+fHn8/Py4evUqe/bsYfTo0fz8889s3rwZW1tbAMqXL4+/vz9Lly4lKiqKLl264OTkZD6fh4dHhtfct28fbdu25fr165QuXZqOHTsSHh7Oli1b2LlzJytWrOCXX37BxsYm1bHh4eE8/vjjnD17liZNmlC1alV27drFggUL2Lp1K4cOHcLV1TVT957c7xs3buTIkSNUrVo1w2Oycv/btm2jY8eO3LhxA29vb1q1akVMTAx79+5lyJAh/Prrr/z2229pfk127969vPLKK3h4eNCyZUtu3LjBli1bGDZsGNu3b2fJkiWYTKZM3aeIiIhIQaQcXzm+cnwRyVaGiEgBERkZaXh5eRmAYTKZjObNmxsffPCBsWrVKuPKlSv3PLZZs2YGYGzevDnFdn9/fwMwAGPChAlGYmKied/nn39uAEbJkiUNd3d3Y8GCBSmOHTZsmAEYTz75ZIrtwcHBBmCUKVMm3XjKlCljAEZwcHCm4vz777+NXbt2pTrP9evXjdatWxuA8dFHH2X6OhnFGh0dbT725ZdfNmJjY837Tp06ZXh7exuAMXbs2BTHzZ071/x+tmnTxggPD08Ra82aNQ3AmDhxYprxpOXs2bOGs7OzARhWVlZGu3btjClTphjr1683bt68ec9jM7r/S5cuGYULFzZMJpPx5ZdfGgkJCeZ9YWFhxhNPPGEAxvjx41Mcd/dz8+qrrxpxcXHmfUeOHDGKFi1qAMZXX32V6fsUERERKYiU4yvHV44vItlJxXQRKVCOHz9uNGjQwJzk3P2qWbOmMXPmTCM+Pj7VcRkl2vXr10+RZBuGYcTFxRmFChUyAKNr166pzhkWFmYAho2NTYpE9FEk2vfyzz//GIBRr169TF8no1gXLlxoAIanp6cRHR2d6rilS5cagOHs7GzcuXPHvD050XZ0dDQuXryY6rjFixcbgPHEE09k+v4MwzB27dplVKpUKVWfW1hYGI8//rixePHiNI/L6P5HjRplAMbgwYPT3H/+/HnD2traKFq0aIrnI/m5KVGiRIr7T/bFF18YgOHr65ul+xQREREpiJTjp6YcXzm+iDwamuZFRAqUihUrsnv3bvbu3cuqVavYs2cPgYGBXL16lYMHD/LKK6+wbNkyVq1aleZXE9Pz1FNPpfqqnpWVFT4+Ply/fp127dqlOqZw4cIUKlSI69evc+3atUx9rfJBJCQkmL9+eenSJe7cuYOR9KEqAP/8889Du1byfIM9evQwf630bp07d8bd3Z0bN26wf/9+GjVqlGJ/3bp1KVGiRKrjKleuDJDlORX9/Pw4evQoW7duZe3atezbt4/AwEDCw8PZuXMnO3fuZM2aNcybNy9L5121ahUA3bt3T3O/l5cXvr6+/P333wQFBVGhQoUU+7t164adnV2q4/z9/RkyZAhBQUFcvHgRT0/PLMUlIiIiUpAox1eOrxxfRLKLiukiUiDVr1+f+vXrA2AYBgcOHODjjz9m8eLFbNiwgenTp/Pmm29m+nzJc/b9V/IcfOntd3Z25vr166kWB3rYgoKC6NSpE0ePHk23TURExEO7XnIi7OPjk+Z+k8mEj48PN27cSDNpTu/9cnFxAbiv98vCwoIWLVrQokULIOkPj127dvH++++zfv165s+fz9NPP03Xrl0zfc7Tp08D0KRJkwzbXr16NVWind774+zsTOHChbl27Rrnz59Xoi0iIiKSCcrxU1OOrxxfRB4uFdNFpMAzmUzUrl2bH374gdu3b/PLL7+wcuXKLCXaFhYWD7Q/qxITE7PU/rnnnuPo0aM888wzvPXWWzz22GO4uLhgbW1NbGxsmiNLctLDfr/SYmlpSePGjVmzZg3169cnMDCQlStXZinRTu6H5557DkdHx3u2LVy48H3FmTyqSEREREQyTzm+cnzl+CLyKKiYLiJyl9atW/PLL78QFhaWYzEkf/U0MjIyzf1xcXFcunQp0+c7fvw4hw8fplixYqxYsQIrq5S/+oOCgu4/2HR4eXkB/z+qIy3BwcEp2uYUS0tLnnjiCQIDA7Pc76VKlSIoKIhRo0ZRt27dLF87+T34r8jISK5duwZAyZIls3xeEREREfl/yvEfDuX4maMcXyR/e/QfC4qI5BKZ+fT/7NmzQM4mN0WLFsXGxobr169z5cqVVPvXrVtHfHx8ps93/fp1ADw9PVMl2QDfffdduscmJ/1ZuR5A8+bNAfjxxx/T/LrmihUruHHjBs7OztSpUydL586qB+n3jO7/qaeeAmDJkiX3FdtPP/1ETExMqu0LFy4EoHz58jn+h4iIiIhIbqYcXzl+epTji8ijoGK6iBQYX375Jf7+/uzcuTPVPsMwWL58OTNmzACSFtXJKdbW1jRt2hSAd955J8XXPQ8dOsTgwYOzdL4KFSpgaWnJX3/9ZV40KNmvv/7KtGnT0j02OfG81zyMaenatSulS5fm4sWLDB8+PEWiGhwczIgRIwAYMmRImovzPExvv/02Q4YM4fDhw6n2xcfHM2vWLJYuXQqk7veM7v/NN9/Ezc2NTz/9lE8++YTY2NhUbYKDg9P9Y+bixYuMHDmShIQE87Zjx47x/vvvA/DGG29k4g5FRERECi7l+Mrx/0s5vog8SprmRUQKjLi4OBYsWMCCBQsoWrQotWrVokiRIty8eZO///6bM2fOANC7d2/69++fo7FOmDCBbdu28c0337B161aqV6/OhQsX+PPPP+nVqxdbtmwhJCQkU+cqUqQIgwcPZvr06bRs2ZImTZrg6enJP//8Q2BgIO+88w4TJkxI89guXbqwefNmevfuTevWrXF3dweSEsyKFSume01bW1uWLl1K27ZtmTlzJqtXr8bPz4/IyEg2bdpEdHQ0bdq0ISAgIOtvThbdvn2bGTNmMGPGDLy8vKhRowZubm5cu3aNQ4cOERoaCsCYMWNo1apVimMzuv+SJUvy888/06VLF0aOHMlHH31E1apVKVGiBOHh4Rw7doxTp07RoEEDevfunSq2l19+mdmzZ7Nq1SoaNGjAjRs32Lx5M7GxsXTq1IlXXnnlkb8/IiIiInmZcnzl+MrxRSQ7qZguIgVG//798fHxYePGjezZs4e///6by5cvY2VlhaenJz179qRPnz60bds2p0OlQYMGbN26lYCAAHbv3s25c+eoUKEC06dP5+WXX053hfj0TJs2jerVq/Pll1+yf/9+Dh48SLVq1Vi8eDHdu3dPN9F+5ZVXiIyM5LvvvmP16tXmr3P27t37nok2QL169Th48CBTpkxhzZo1rFixAltbW2rVqkWfPn146aWX0vxK6sP27rvv0rBhQzZu3Mj+/fs5cOAAV69exdbWllKlStGuXTteeuklGjZsmOrYzNx/06ZNOXr0KDNmzGDVqlXs27ePmJgYihUrRunSpenduzddunRJM7YGDRowcOBAAgICWL9+Pbdu3cLX15f+/fszZMgQTCbTo3tjRERERPIB5fjK8ZXji0h2MhlaQlhERCRbvfjii8yfP5+5c+fy4osv5nQ4IiIiIiLygJTjixQMmjNdRERERERERERERCQDKqaLiIiIiIiIiIiIiGRAxXQRERERERERERERkQxoznQRERERERERERERkQxoZLqIiIiIiIiIiIiISAZUTBcRERERERERERERyYCK6SIiIiIiIiIiIiIiGVAxXUREREREREREREQkAyqmi4iIiIiIiIiIiIhkQMV0EREREREREREREZEMqJguIiIiIiIiIiIiIpIBFdNFRERERERERERERDKgYrqIiIiIiIiIiIiISAb+D+AJ8f7tNKC2AAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "from scml.scml2020.world import is_system_agent\n",
-    "fig, (profit, score) = plt.subplots(1, 2)\n",
-    "snames = sorted(world.non_system_agent_names)\n",
-    "for name in snames:    \n",
-    "    profit.plot(100.0 * (np.asarray(world.stats[f'balance_{name}'])/world.stats[f'balance_{name}'][0] - 1.0), label=name)\n",
-    "    score.plot(100 * np.asarray(world.stats[f'score_{name}']), label=name)\n",
-    "profit.set(xlabel='Simulation Step', ylabel='Player Profit Ignoring Inventory (%)')\n",
-    "profit.legend(loc='lower left')\n",
-    "score.set(xlabel='Simulation Step', ylabel='Player Score (%)')\n",
-    "fig.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "id": "interesting-section",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:33.979990Z",
-     "iopub.status.busy": "2022-02-16T09:17:33.923089Z",
-     "iopub.status.idle": "2022-02-16T09:17:34.315161Z",
-     "shell.execute_reply": "2022-02-16T09:17:34.315833Z"
-    },
-    "papermill": {
-     "duration": 0.659889,
-     "end_time": "2022-02-16T09:17:34.316081",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:33.656192",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "from scml.scml2020.world import is_system_agent\n",
-    "fig, (profit, score) = plt.subplots(1, 2)\n",
-    "snames = sorted(world.non_system_agent_names)\n",
-    "for name in snames:    \n",
-    "    profit.plot((np.asarray(world.stats[f'balance_{name}'])), label=name)\n",
-    "    score.plot(np.asarray(world.stats[f'score_{name}'])*(world.stats[f'balance_{name}'][0]), label=name)\n",
-    "profit.set(xlabel='Simulation Step', ylabel='Player Balance ($)')\n",
-    "profit.legend(loc='lower left')\n",
-    "score.set(xlabel='Simulation Step', ylabel='Player Score Unnormalized ($)')\n",
-    "fig.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "nutritional-township",
-   "metadata": {
-    "papermill": {
-     "duration": 0.158559,
-     "end_time": "2022-02-16T09:17:34.621624",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:34.463065",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "or just look at the end of the game"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "id": "distinguished-thumbnail",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:35.079988Z",
-     "iopub.status.busy": "2022-02-16T09:17:35.062297Z",
-     "iopub.status.idle": "2022-02-16T09:17:35.404122Z",
-     "shell.execute_reply": "2022-02-16T09:17:35.403358Z"
-    },
-    "papermill": {
-     "duration": 0.57278,
-     "end_time": "2022-02-16T09:17:35.404392",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:34.831612",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, (score, profit) = plt.subplots(1, 2)\n",
-    "final_scores = [100 * world.stats[f\"score_{_}\"][-1] \n",
-    "                for _ in world.non_system_agent_names]\n",
-    "final_profits = [100 * world.stats[f\"balance_{_}\"][-1] / world.stats[f\"balance_{_}\"][0] - 100 \n",
-    "                 for _ in world.non_system_agent_names]\n",
-    "plt.setp(score.xaxis.get_majorticklabels(), rotation=45)\n",
-    "plt.setp(profit.xaxis.get_majorticklabels(), rotation=45)\n",
-    "score.bar(world.non_system_agent_names, final_scores)\n",
-    "profit.bar(world.non_system_agent_names, final_profits)\n",
-    "score.set(ylabel=\"Final Score (%)\")\n",
-    "profit.set(ylabel=\"Final Profit (%)\")\n",
-    "\n",
-    "fig.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "id": "similar-trinity",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:35.802805Z",
-     "iopub.status.busy": "2022-02-16T09:17:35.799412Z",
-     "iopub.status.idle": "2022-02-16T09:17:36.208802Z",
-     "shell.execute_reply": "2022-02-16T09:17:36.209432Z"
-    },
-    "papermill": {
-     "duration": 0.651141,
-     "end_time": "2022-02-16T09:17:36.209722",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:35.558581",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, (score, profit) = plt.subplots(1, 2)\n",
-    "final_scores = [world.stats[f\"score_{_}\"][-1] * (world.stats[f\"balance_{_}\"][0]) \n",
-    "                for _ in world.non_system_agent_names]\n",
-    "final_profits = [world.stats[f\"balance_{_}\"][-1] \n",
-    "                 for _ in world.non_system_agent_names]\n",
-    "plt.setp(score.xaxis.get_majorticklabels(), rotation=45)\n",
-    "plt.setp(profit.xaxis.get_majorticklabels(), rotation=45)\n",
-    "score.bar(world.non_system_agent_names, final_scores)\n",
-    "profit.bar(world.non_system_agent_names, final_profits)\n",
-    "score.set(ylabel=\"Final Unnormalized Score ($)\")\n",
-    "profit.set(ylabel=\"Final Balance  ($)\")\n",
-    "\n",
-    "fig.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "norwegian-jumping",
-   "metadata": {
-    "papermill": {
-     "duration": 0.178375,
-     "end_time": "2022-02-16T09:17:36.563019",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:36.384644",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "You can inspect what happened in the simulation by plotting different output statistics. For example, we can see how did the trading price of different products change over the simulation time."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "id": "devoted-advertiser",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:37.038204Z",
-     "iopub.status.busy": "2022-02-16T09:17:37.036968Z",
-     "iopub.status.idle": "2022-02-16T09:17:37.622127Z",
-     "shell.execute_reply": "2022-02-16T09:17:37.621102Z"
-    },
-    "papermill": {
-     "duration": 0.853073,
-     "end_time": "2022-02-16T09:17:37.622430",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:36.769357",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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7/HaUK8qNnMayyMpl2JW4C8A/7wdtSCVSvBD6AoB/itXaUD332VbPwsHGQb19YNBAeDp44nbRbRxNParVsXUx854MTxAENLJX/tt3NTvFyGnIErCQTkREREREZME4I10/Onh3QBvPNiiVl2Ln9Z31fr5CVKgLf6PajGpQn3Wq3oDAAcoiavFtHEk9Yuw4FuW3xN8gK5ch2C0Y3Xy6NehYw1oNg63EFhezL+LS3Uv1fn56YTqOpR0DoGzp8yA7qR2GtVLOcv/+2vda5dPFzHsyDn8XPwBAan66kZOQJWAhnYiIiIiIyEKVyctwr+QeABbSdU0QBPUs3B/if4BCVNTr+X9m/Im0wjS42rpWakNBumUrtcXwkOEA/ulHTw0niqL6z3NE6IgG/yKosWNjDAwaCEC76/Rj/I8QIaK7b3cEuwdX2T+i9QgIEHDy1kkk5yfX69iychl+vfErgIbNvCfjaOUZAAAolN9BjqzMyGnI3LGQTkREREREZKFUbV3spfbwsPcwbhgL9HTzp+Fs64zk/GScunWqXs9VFQuHthoKJ1snfcSj+0aEKouop26dQlJekrHjWIS4O3GIz4mHg9QBz7Z6VifHVLXh2XNzT73aJZXLy/FTwk+VjvEwfxd/9PTvCaD+7WN+S/wNRRVFOpl5T4YX7K4spEtsc3A1s8DIacjcsZBORERERERkoVRtXZo6NWXrED1wsnXCv1r8C0D9inO3Cm9V24aCdM/PxQ+9m/UGAGyL174HN/1D9YugIc2HwN3eXSfH7NikI1p5tEKJvEQ9A7wuDqYcxL2Se2ji2AR9AvpUO05VZN95fSdKKkrqdOwHZ96/2PpFfh81Q77OvgBUhfR8I6chc8dCOhERERERkYVif3T9UxXnDqceRpYsq07P+THhRyhEBbr4dEELjxb6jEf3qVpy/Hz9ZxRXFBs5jXnLKcnBvqR9AKqfAa4NQRDUx9sWvw2iKNbpeapC9/Ohz8NGYlPtuJ7+PeHn7If8snx1/to8OPN+aMuhdXoOmRZ/F38AgGCbi2uckU4NxEI6ERERERGRhVK1dmEhXX9aNWqFTk06QS7K1e0lalKu+KcNBfstG04Pvx7wd/FHflk+9t7ca+w4Zm3H9R0oV5SjXeN2CPMK0+mxn2nxDBxtHHEz7yZOZ56udfz1nOs4m3UWUkGK50Oer3GsVCLFiNYjANT9EyT6mHlPhuXropqRno8rmfeMnIbMHQvpREREREREFurB1i6kP6PajAKgXPCwXFFe49jfU37H3eK78HL0Qv+A/oaIR1AWUV8IfQFA/Xtk0z8UogI/XPsBgG5no6u42Lmo2yXVZdFRVauePgF90NS59u9zw1oNg43EBn/f/RuXsy/XOFZfM+/JsBrZN4K91AEAkJCdBoWibp90INKEhXQiIiIiIiILpWo1whnp+jUgcAA8HTxxu/g2jqYerXGsqjg4PGQ4bKW2hohH96mKqBezL+JS9iVjxzFLf2b8ibTCNLjaumJI8BC9vIbqkxq/p/yOO0V3qh1XVF6EX278Uuk5tWns2BgDAwcCqP0XKvqceU+GIwgC/Fz8AACluIu0HLZ2Iu2ZZCE9PT0dn3/+OQYNGoTAwEDY2dnBx8cHzz//PE6dqroS+rx58yAIQrVfSUlJhj8JIiIiIiIiI2NrF8OwldpieMhwADXPok3MTcTpzNOQCBKMCB1hqHh0X2PHxhgYVLciKmmm+vs9tNVQONk66eU1Wnu2Rrh3OCrECmxP2F7tuN9u/gZZuQxBbkHo7tu9zsdXFd1339yNgjLNPbP1PfOeDMv/fiFdYpvLBUepQapfhcGIVqxYgSVLlqBly5YYNGgQvL29kZCQgJ07d2Lnzp3YsmULRo6s+o3s1VdfRXBwcJXtHh4e+g9NRERERERkYtjaxXBeCH0Bay+sxclbJ5Gcn4wgt6AqY1RtKHo3681fbhjJqNajsOfmHuxO3I0ZnWfAzc7N2JHMxq3CWziWdgyA/vv7v9j6RcTeicWP8T9iQvsJVRYRFUVR/cuQEaEjIBHqPk/0saaPoZVHK1zPvY5fbvyCl9q+VGXMgzPvn2z+ZMNOhoxOveCoXQ6uZRZg0CP8/kvaMclCeteuXXHkyBFERERU2v7HH3+gf//+eOutt/Dcc8/B3t6+0v5x48ahT58+BkxKRERERERkmkoqSpBTmgOAM9INwd/FH72a9cKxtGPYdm0bZnaZWWl/UXkRfrmubEPBGa7G07FJR3UR9dcbv2osopJmPyb8CIWoQFefrmjh3kKvrzUoeBA+Pv0xsoqycCztGPoF9qu0/++7f+Pqvauwl9rjuVbP1evYgiBgROgILPprEbZd24YxbcZAEIRKY1Qz759t9SwcbRwbdC5kfL7O9xcctcnB1SzNn0IgqguTbO0yfPjwKkV0AOjVqxf69u2LnJwcXLhwwQjJiIiIiIiIzMPtotsAAEcbR866NRBVgXzn9Z0oqSiptG9v0l4UlBegmUszPOH3hDHiEZRFVNV12nptK0SRCw/WRbm8HNvjlW1W9D0bHQDspfYY1moYAM1teFTbBgcPhru9e72P/6+W/4KjjSMS8xJxJutMpX0Pzrwf0ZotmCzBwzPSibRlkoX0mtjaKhdjsbGpOpn+2LFjWLJkCT755BPs3LkThYWFho5HRERERERkEh5s6/LwbEvSjx5+PeDv4o/8snzsS9qn3i6KIr6/+j0AZRGyPm0oSPeeafEMHG0ccTPvJk5nnjZ2HLNwKPUQskuy4eXoVWV2uL6MCB0BAQJiMmKQmp+q3p5bkou9N/cC0P7THa52rni6xdMAqhbqDTnzngzD1+X+jHTbHNy8K0NphdzIichcmdW/3ikpKTh48CB8fX3Rvn37Kvvnzp2L9957D++++y6GDRuGgIAAbNy4sdbjlpaWIj8/v9IXEREREZE1GTVqFGJiYowdg3Qos+h+Id2Z/dENRSqR4oXQFwBUXnT04t2LuHLvCuwkdvVuQ0G652LngmdaPAOg5sVh6R+qYvPwkOGwldga5DUD3ALwhL/y0xuq9QUA5Sc+yhRlaOvZFu29qtaG6kpVhD+YfBB3i+8CMPzMezIM1Yx0iU0+5IoKXL/NibekHbMppJeXl2Ps2LEoLS3FkiVLIJVK1fs6dOiAdevWITExEcXFxbh58yZWrFgBQRAwbtw4/PLLLzUee9GiRXB3d1d/BQQE6Pt0iIiIiIhMyrZt29C7d2906tQJa9euRUlJSe1PIpOWJcsCAPg4sT+6IQ1rNQw2EhtcuHsBl7MvA/inWDsoeBAaOTQyZjy6T1VE/T3ld9wpumPkNKYtMTcRpzNPQyJIMCLUsK1ORob+0y6pVF4KhahQF9VfbP1igz5t08azDR71fhQVYgV+SvgJgHFm3pP+eTp4wk5iBwgiBNs8tnchrZlFIV2hUGDcuHE4duwYJk6ciLFjx1baP2zYMIwfPx7NmzeHg4MDgoODMXXqVPzwww8AgPfff7/G48+aNQt5eXnqr9TU1BrHExERERFZmsWLFyMoKAixsbF444034O/vj5kzZ+LmzZvGjkZaUrd24Yx0g2rs2BgDgwYCUM7izSvNw96khrWhIN1r7dkaHbw7VCqikmaqwnXvZr0NvnCx6jVzS3OxP2k/TmacRGpBKlxsXfBU86cafHzVe/LH+B8hV8iNMvOe9E8iSODn4qf8f1v2SSftmXwhXaFQ4LXXXsOWLVvw8ssvIyoqqs7P7d+/P1q2bIkLFy7U2K7F3t4ebm5ulb6IiIiIiKzJu+++ixs3buCXX37BwIEDkZubi08//RQhISH417/+hX379tV+EDIpqtYuhi58WbtVsavgIHUAAOy+uRvfXvkWpfJShDYKxclbJ7EqdpWRExKgvE7ejt4AgB/if0CFokK9Lyouyqqv06rYVYiKU9ZeisqL8Mt15af8R7YeafA/m9V/r0aQaxAA5Sc7VJ/uGNpyKDZe3tjgLEl5SbCX2uOW7BY2Xt5Yaea9tf89sDS+zso+6YJtDq6wkE5aanAhPS8vDwcPHsR3332HP//8UxeZ1BQKBcaPH48NGzZg9OjRiI6OhkRSv8heXl4AgKKiIp1mIyIiIiKyNIIg4JlnnsHevXsRHx+Pt99+G25ubvjtt9/w1FNPITQ0FF988QXXFDITbO1iHBJBgh3Xd8DTwRPFFcXqgqSvsy9Wxq7kQqMmQiJIcDDlIBykDsgqysKxtGMAlEV0a79OEkGClbErERUXhT0396CgvADNXJrhwt0LBv+zkQgSnMo8BQkkiLsTh8OphwEAIkSdZLGT2qFUXgoAWHZ2GQAgolkEdl7fafV/DyzNPzPSc3Etk/cxpB2tvyMUFBRgwoQJaNKkCQYPHoyXX34Za9asUe9fs2YN/Pz8cOrUKa2Oryqib9y4ESNHjsSmTZsq9UWvC5lMhkuXLsHZ2VldUCciIiIiotq1bNkSn332GdLT07F69Wo8+uijuH79OqZPnw5/f39MnjwZ165dM3ZMqgFnpBvHpA6TMCV8Cu6V3AOgLPjZSmxxNO0opoRPwaQOk4yckIB/rlOJXLkexLZr29RFdGu/Tqo/m5WxK/Fl7JcAgEC3QKyKXWXwPxtVFgUUAJTvJz9nP3x39TudZJnUYRJebvuy+tgA4GLrwr8HFujB1i5Z+aXILSozciIyR1oV0ouLi9GnTx+sW7cOjRo1wpNPPglRFCuNeeaZZ5CVlYWdO3fW+/iqdi4bN27EiBEjsHnz5mqL6AUFBYiPj9eYceLEiSgoKMCLL74IGxubeucgIiIiIrJ2jo6OaNasGXx9lR+JFkURMpkMUVFRCAsLw9SpU1FeXm7klPSw4opi5JXmAWCPdGOY1GESJrafqH5crihnUc4EPVhEjcmIYfH0AW8++iZ6+vfE3eK7AIA/M/402p/NpA6T8Fyr59SPM2QZOs0S2TUSAa4B6se/Jv7KvwcWSFVId3BUzka/yvYupAWtqsufffYZzp8/j9GjR+Prr7+Gs7NzlZYrPj4+aNu2LQ4fPlzv48+fPx8bNmyAi4sLQkNDsWDBgipjnnvuOYSHhyM7Oxtt2rRBly5d0LZtW/j4+CArKwsHDx5EWloa2rdvj08++USb0yQiIiIislp5eXlYu3YtvvrqKyQmJkIURbRq1QpTp07F4MGDsWnTJqxatQpfffUVHBwcsHTpUmNHpgeoFhp1snGCq62rkdNYp2mdpmHdxXWQi3LYSGxYlDNRkV0j8e2VbyFChFSQ8joBKJOXYcHJBTiefly9zVZia9Q/m/lPzMfP139Wf8JD11kW91qMl3a/BMD450r64eesLKTb2OcAAK5lFqB7i8bGjERmSKtC+tatW+Hj44O1a9fCwcGh2nGhoaH466+/6n38pKQkAEBhYSEWLlyocUxwcDDCw8Ph6emJyZMn46+//sLu3buRk5MDR0dHtG3bFtOmTcPUqVPh6OhY7wxERERERNYoLi4OK1euxJYtW1BcXAxRFDFgwAD83//9H5566ikIggAAWLBgAaZMmYLHHnsM33//PQvpJiar6H5/dGcf9TUjw4qKi4JclMNWYotyRTmi4qJYnDNBUXFR6pYeclFu9dfpTtEdvH3kbfx9528IENSFa2P/HV7992q9ZvkzQ7nmnymcK+mHakZ6GXIAKDgjnbSiVSH9xo0bGDhwYI1FdABwcnLC3bt363386OhoREdH12msm5sbvvzyy3q/BhERERER/WPr1q348ssv8eeff0IURTg5OeGNN97AtGnT0LZtW43P8fX1xYABA7BlyxYDp6XaqGakN3ViWxdjeLjXtuoxABbnTIjquvT074nj6cfR3K25VV+nC3cu4O3Db+N28W3YSe1QJi8zib/D+n4/8f1qHbwdvWEjsUGFogKCTT4XHCWtaFVIl0qldeqDmJaWBmdnZ21egoiIiIiIDGj06NEAgKCgIEyZMgUTJkyAh4dHrc/z8/NDQEBArePIsFSFdC40aniaFqxU/ZfFOdPx4HUKbxKO4+nHUSFWqBfZBKzrOv1y4xd88OcHKFOUoZF9I+SU5pjE32F9v5/4frUeUokUPk4+SCtMg8Q2B/FZXhBFkZ/aonrRqpDesmVLxMXFoaKiotpFPAsLC/H333+jXbt2DQpIRERERET616tXL7z99tt49tlnq6x/VJPFixdj8eLFekxG2niwtQsZlkJUaFyoUPVYISqMEYse8uB1yi7OBgCkFaThlXavqPdbgwpFBT498yk2X9kMAOgT0Act3VvCwcbBJP4O6/v9xPerdfF38UdaYRps7HNRmFuBtJxiBHg6GTsWmRGtCulDhw7FggULsGDBAsybN0/jmAULFiAvLw/Dhg1rSD4iIiIiIjKAo0ePGjsC6RBbuxjP5PDJ1e7jzFbT8eB1auzYGJ4OnrhXcg83cm9Y3HVaFbsKEkFS5bxyS3Ix+rfRSCtMA6D8+/lWh7cgEar/Zaqh/2z0/X7i+9W6+Lr4AgAae8iQkatccJSFdKqPuk81ecA777wDf39/fPjhh3juuefUPRGzsrLw008/YdSoUfjkk08QHByMSZP4jYeIiIiIyNS1aNECkZGRtY6bNWsWWrZsaYBE1BBs7UJUPyGNQgAACbkJRk6iexJBgpWxKxEVF6XelpCTgKd3PK2cnSuxwWd9PsOU8Ck1FtGJzJ1qwVFXZ+VCo9eyuOAo1Y9WM9I9PDywd+9eDB06FL/88gt+/fVXCIKAvXv3Yu/evRBFEUFBQfj111/ZI52IiIiIyAwkJSXhzp07tY67e/cukpKS9B+IGoStXYjqJ8QjBKdunUJ8Tryxo+jcwz2/QzxC8J9j/0GFogKudq6IHhKN0EahxoxIZBB+zspCusQuFwBwNZOFdKofrQrpANCuXTtcvHgR0dHR2L17NxITE6FQKBAQEIAnn3wSb7zxBpyc+PEIIiIiIiJLUlJSUu06SWQaisqLUFCmLA6wtQtR3agKyQk5ljcjHVAW00WI6mI6ADRzaYbvnv4OHg4exgtGZECqGemluAsAuHor35hxyAw16A7YwcEBkyZNYvsWIiIiIiIrIJfLcebMGXh7exs7CtVA1dbFxdYFLnYuRk5DZB7UrV1yEiCKIgRBMHIi3ZKVy3A1+6r6sUSQ4Ndhv8JGwl+MkvVQFdJzy24DUCDxrgylFXLY20iNG4zMBr9jEhERERFZqX79+lV6vHfv3irbVCoqKpCQkIDbt29jzJgxhohHWsosYn90ovpq6dESAgTklOYguyQbXo5exo6kM6n5qZh2eBqu514HAEgFKeSiHGsurOGCmmRVmjo1hVSQolxRDlfnEhTInHDjtgzt/NyMHY3MhFaF9EuXLmH79u3417/+hY4dO2occ+7cOezatQsvvvgi2rRp06CQRERERESke0eOHFH/vyAIyMzMRGZmZo3P6dy5MxYtWqTnZNQQWTJlf3S2dSGqO0cbRwS6BSI5PxnxOfEWU0j/M+NPzDw6E/llyhYWL4S8gLlPzEVUXJS6zQuL6WQtbCQ2aOLUBLdktxDUtBQXE51wLSufhXSqM60K6atWrcLq1asxfvz4asd4eXnhgw8+wL179/D5559rm4+IiIiIiPTk8OHDAABRFNGvXz8MGTIEkZGRGsfa2dmhWbNmCAgIMGRE0oKqtQtnpBPVT4hHCJLzk5GQk4An/J4wdpwGEUURmy5vwqdnP4VCVAAAxj0yDjM6zwBQdQFSFtPJWvi5+OGW7Ba8PWQAGnHBUaoXrQrpR44cwaOPPlrjTXRgYCA6dOiAQ4cOaR2OiIiIiIj0JyIiotL/9+nTp9I2Xdu8eTP++OMPnD17FhcuXEBZWRnWr1+PcePGVRk7b948fPDBB9Ue6+bNmwgODtZbVnOWVXR/RrozZ6QT1UdIoxAcTDlo9guOlspLMf/EfPxy4xcAQOtGrdE3oC+mdJxSaZyqeK4qtBNZAz9nP5zFWTg7Kwvo11hIp3rQqpCelpaGgQMH1jquRYsW+P3337V5CSIiIiIiMiDV7HR9ev/995GcnAwvLy/4+voiOTm51ue8+uqrGgvmHh4eug9oIdQz0p04I52oPtQLjuaabyE9S5aFtw+/jYvZFyEVpJjZZSbGtBlT7eKpnIlO1ka14KhgmwOAhXSqH60K6RUVFZBIJLWOk0gkKCkp0eYliIiIiIjIwqxZswYhISEICgrC4sWLMWvWrFqfM27cOPTp00f/4SyIqpDOGelE9RPioSyk38i9AblCDqlEauREmq2KXQWJIKlSBI+9HYs3D7yJoooiuNu7Y2nEUnT37W6klESmyd/FHwBQIt4FANzKK0FeUTncnWyNGYvMhFaF9ICAAJw+fbrWcadPn4afn582L0FERERERHo0f/58AMDUqVPh6empflwXgiBg9uzZ9X7NAQMG1Ps5VH+q1i7skU5UPwGuAXCQOqBEXoLUglQEuwcbO5JGEkFSpbf5joQdmHdiHhSiAp4Ontj81GYEuHJNC6KH+br4AgCyim/B38MR6bnFuJZVgK7NPY2cjMyBVoX0fv36YfXq1Vi1ahUmT56sccxXX32F5ORkTJgwoUEBiYiIiIhI9+bNmwdBEDBq1Ch4enqqH4uiWO1zVPu1LaRr49ixYzh16hQkEglCQkIwYMAAuLi4GOS1zVFhWSEKywsBsLULUX1JJVK08GiBy9mXkZCbYLKF9AcXClWICuSV5mHL1S0AgBbuLfDd09/BydbJmBGJTJa/s3JG+q3CWwjzcVEW0jPzWUinOtGqkP7OO+9g/fr1mDZtGhISEjBx4kS0bt0aAHDt2jV88803+PLLL2FnZ4fp06frNDARERERETXcnDlzIAgCvLy8Kj02NXPnzq302MPDA1988QVeeeWVGp9XWlqK0tJS9eP8/Hy95DM1qrYurnauLKQRaSHEI0RZSM9JwMCg2teGM5YHi+kqXX264ptB30Ai1N6Kl8ha+Tj7QICAEnkJgpuIwFXgKvukUx1pVUgPCQnB2rVrMX78eCxfvhzLly+vtF8URdjY2OCbb75BmzZtdBKUiIiIiIh0Z968eTU+NrYOHTpg3bp16NOnD3x9fZGZmYldu3Zhzpw5GDduHDw8PDB06NBqn79o0SJ88MEHBkxsGtjWhahh1AuO5pj+gqNvPPqGupAuFaRYO3itkRMRmT5bqS28nbxxu+g2vDxkALjgKNWd1r+mHDNmDE6cOIGhQ4fCyckJoihCFEU4Ojri2WefxZ9//omxY8fqMisREREREVmJYcOGYfz48WjevDkcHBwQHByMqVOn4ocffgAAvP/++zU+f9asWcjLy1N/paamGiK20almpLOtC5F21IX0XNMvpC/5a4n6/+WiHFFxUUZMQ2Q+/JyV6zk6OSk/rXYts6DG1nZEKg36vE+nTp2wY8cO5OXlISsrC1lZWcjPz8eOHTvQuXNnXWUkIiIiIiI9a9GiBSIjI2sdN2vWLLRs2dIAiTTr378/WrZsiQsXLtTYrsXe3h5ubm6VvqxBZpGykN7UuamRkxCZp9BGoQCAlPwUFJUXGTlN9aLiotR90Tt4d8CU8ClYGbuSxXSiOvBzURbS5ZJ7sJEIKCitQHpusZFTkTnQSeMsiUQCb29veHt7QyJhLy4iIiIiInOTlJSEO3fu1Dru7t27SEpK0n+gGqj6uhcVmW6Ry1iyZPdbu3BGOpFWGjs0RiP7RhAhIjEv0dhxNIqKi8LK2JV41OtRAMAjjR/BpA6TWEwnqiNVIT2r6BZaeisXMGd7F6oLVr2JiIiIiKjOSkpKYGOj1VJLOiGTyXDp0iU4OzurC+r0D3VrF/ZIJ9KKIAjqWemm2iddISowJXyKelHRMK8wAFAX0xWiwpjxiEyeqpCeIctAax9XAFxwlOqmTnfA8+fPBwBMnToVnp6e6sd1IQgCZs+erV06IiIiIiIyGXK5HGfOnIG3t7deX6egoAC3bt1CaGhope3FxcWYOHEiCgoKMH78eKMW9E0VW7sQNVxIoxCcyjyF+Jx4Y0fRaHL4ZFQoKrD2gnJx0UcaP6LeN6nDJGPFIjIbqh7pGYUZGOjril/iOCOd6qZOd57z5s2DIAgYNWoUPD091Y9rasSv2s9COhERERGRaerXr1+lx3v37q2yTaWiogIJCQm4ffs2xowZo9XrrVmzBsePHwcAXLhwQb3tyJEjAICePXtiwoQJyM7ORps2bdClSxe0bdsWPj4+yMrKwsGDB5GWlob27dvjk08+0SqDJRNFkYuNEumAOSw4eiP3BkrkJXC2dUawe7Cx4xCZFfWM9MIMtA5laxequzoV0ufMmQNBENQfnVQ9JiIiIiIi86UqYAPKiTCZmZnIzMys8TmdO3fGokWLtHq948ePY8OGDZW2xcTEICYmRv14woQJ8PT0xOTJk/HXX39h9+7dyMnJgaOjI9q2bYtp06Zh6tSpcHR01CqDJSsoL0BxhXKxNM5IJ9JeiMf9QrqJtnYBgMvZlwEA7Rq3U7d4IaK68XX2BQAUVRTBv7Fy2407hSirUMDOhu8nql6dZ6TX9JiIiIiIiMzP4cOHAShnMvfr1w9DhgxBZGSkxrF2dnZo1qwZAgICtH696OhoREdH1zrOzc0NX375pdavY61Us9Hd7d3haMNfNBBpq6VHSwgQcK/kHrKLs9HYsbGxI1Vx8e5FAJXbuhBR3TjYOKCxQ2Nkl2RDLsmGq4MNCkoqkHi3EG183Iwdj0yYVk0Fjx07BqlUih49eug6DxERERERGUhERESl/+/Tp0+lbWRe2NaFSDecbJ3QzLUZUgtSkZCbYJqF9Oz7hXQvFtKJtOHv4o/skmxkyjLRuqkrziTn4FpmAQvpVCOtPq/Qp08f9j0nIiIiIrIghw8fxrvvvmvsGNQAWUVZAAAfZxbSiRrKlNu7lMnL1AuhckY6kXZ8XZTtXdIL09HaxxUAcJV90qkWWhXSGzVqBD8/P11nISIiIiIiIi2pZ6SzkE7UYOoFR02wkB6fE48KRQU87D3QzKWZseMQmSXVgqO3ZLfQ5n4hnQuOUm20au0SHh6OhATT+8eEiIiIiIi0J5fL8eOPP+LgwYNIT09HSUmJxnGCIODQoUMGTke1URXSmzpxoVGihjLlQvqlu5cAKGejC4Jg5DRE5snPWVlITy9MR9/mynYuLKRTbbQqpE+bNg3Dhg3Db7/9hqefflrXmYiIiIiIyMDy8vIwePBgnD59GqIo1jiWhRvTxNYuRLqjKqTfyLsBhaiARNDqA/16oeqP3q5xOyMnITJfqhnpGYUZaN1UOSM9PbcY+SXlcHOwNWY0MmFaFdI7duyIqVOnYtiwYRg3bhyef/55BAcHw9FR88rwgYGBDQpJRERERET6NXv2bPz111/w9/fHv//9b7Rt2xZublxwy5xkyVhIJ9KVQNdA2EnsUFxRjLSCNAS6mU5d41K2ckZ6mFeYkZMQmS/VjPQMWQbcnWzh6+6AW3kliM8sQOdgTyOnI1OlVSG9efPmAABRFLF27VqsXbu22rGCIKCiokK7dEREREREZBA7d+6Eh4cHTp48CX9/f2PHoXoSRZGtXYh0yEZig5YeLXHl3hUk5CSYTCG9qLwIN3JvAOBCo0QNoZqRXlBWgKUHYtHaxxW38kpw5YFC+vJDCZArRLwzMFT9vFWxqyARJJjUYVKVY0bFRUEhKjA5fLJhToIMTqtCekBAAD/OSURERERkQbKysjBo0CAW0c1Uflk+SuTKnvZNnVlIJ9KFkEYhuHLvCuJz4tE/qL+x4wAArt67CoWogLejN9/rRA3gZOsED3sP5JbmYtXxM+jkq2yVdC0zH4CyiP7ZgXhMf6CIDgASQYKVsSsBoFIxPSouCitjV2JK+BQDnQEZg1aF9KSkJB3HICIiIiIiY2ratCkcHByMHYO0pJqN7ungCXupvZHTEFmG0EbKAlpCruksOKpq6/KIF2ejEzWUn4sfcktzMayLI7YfzwGgXHD0wSL6tP4hlZ6jKp4/WEx/sIiuaaY6WQ6tCulERERERGRZ/vWvf2HHjh0oLy+HrS0X2TI3bOtCpHshHsoCWkKO6RTSL95VLjTKti5EDefn7IfL2ZfRqSXgVBGETSeTcTopB6eTcjQW0VUmdZiEwrJCrIxdiai4KMhFOYvoVqJey04fOXIEkydPxlNPPYVhw4bhgw8+QHp6ur6yERERERGRgXzwwQewsbHBW2+9hZKSEmPHoXrKKlIuNMpWD0S6E9JIWURLKUhBSYVpfF+8nH0ZABcaJdIFVZ/0jMIMzH6mnXq7jUSotoiuooACACAX5bCV2LKIbiXqPCP9nXfewfLlywEoF7IRBAG//PILPv30U/zyyy/o06ePvjISEREREZGerVq1CoMGDcL69etx4MAB9O/fH4GBgZBIqs69EQQBs2fPNkJKqo5qRrqPk4+RkxBZDi9HL3UP5Rt5N4w+Czy/LB9J+UkAOCOdSBdUhfRbsluIOnpDvb1CIWL5oYRqi+klFSXYdm2b+nG5ohxRcVEspluBOhXSd+3ahS+++AIA0KJFC4SHhyM/Px+nTp1CQUEBxowZg5s3b8Lenr34iIiIiIjM0bx58yAIAkRRRGpqKqKjo6uMUe1nId30qFu7cEY6kc4IgoCQRiE4nXkaCTkJRi9eq2aj+7v4o5FDI6NmIbIEfs7KQvr5jET89Hc8xj0RhOg/kyEA+OxAPABoLKZH/hGJUnmp+nHvZr01LkBKlqdOhfSvv/4agiBg1qxZmD9/vnpWyq1bt/DMM88gNjYWv/76K1544QW9hiUiIiIiIv2YO3eusSNQA6hau/g4c0Y6kS6FePxTSDe2S3fvLzTK2ehEOqGakX67+Ja6J/rVzAKcTLyHbs09NRbTo+Ki8HvK7wCAJo5NcLv4NhxtHDElfAqL6VagToX0M2fOoEWLFliwYEGl7b6+vli2bBn69OmDs2fPspBORERERGSmWEg3b2ztQqQfqj7pJlFIz75fSPdiIZ1IF1SFdIlNESb09gcAvNw9CCcT7yHxrgz/1z8EcoVY6Tmqf29tJbaI7BqJGUdn4EzmGXzS+xMAgEJUGPAMyNDqVEjPzs5Gz549Ne7r3LkzAODevXu6S0VERERERER1IooiFxsl0hN1IT3XBArp92ekhzXmQqNEuuBq5wpXO1cUlBUgozADrRq1wqB2PvByscedglKENnXF04/6VnqOCGVhfWDQQEQERMBOYofskmwk5SdxJroVqLpykAbl5eVwcXHRuM/JyUk9RlfS09Px+eefY9CgQQgMDISdnR18fHzw/PPP49SpUxqfk5+fj+nTpyMoKAj29vYIDg7GzJkzUVhYqLNcREREREREpia3NFfdq7WpEwvpRLrUyqMVAOBu8V3klOQYLce9knvIkGUAANo2bmu0HESWRtUnXfX+srORYFSXAADA5pPJlcbml+Vjd+JuAMDI1iNhL7XHo96PAgDOZJ0xVGQyojrNSDe0FStWYMmSJWjZsiUGDRoEb29vJCQkYOfOndi5cye2bNmCkSNHqsfLZDJEREQgNjYWgwYNwujRo3H+/HksXboUR48exbFjx+Dg4GDEMyIiIiIiMg+lpaU4fPgwrl27hvz8fIiiWGUMFxs1LaqPmTd2aAw7qZ2R0xBZFmdbZ/i7+CO9MB0JOQno6tvVKDlUs9GD3YLhaudqlAxElsjPxQ/Xcq4hozBDvW10t0CsOnIdJxKzcf12AVo1Ub7nfr3xK0rkJWjl0Qodm3QEAHT26YwzWWdwJvMMRoSOMMo5kOHUuZAeGxuL+fPna7V/zpw59QrVtWtXHDlyBBEREZW2//HHH+jfvz/eeustPPfcc7C3twcAfPzxx4iNjUVkZCQWL16sHv/ee+9hyZIlWLZsGWbNmlWvDERERERE1mbHjh148803kZ2dXe0YURRZSDcx6v7oXGiUSC9CGoUoC+m5xiukX8y+CAAI82JbFyJdUvVJV81IBwB/D0f0a9MUB69kYfPJFMwb+ghEUcTWa1sBKGejC4IAAOjcVNny+kzmGfU9ElmuOhfS4+LiEBcXp9X++hbShw8frnF7r1690LdvX+zfvx8XLlxA586dIYoi1qxZAxcXlyo387Nnz8bKlSuxZs0aFtKJiIiIiGpw5swZ9ac+R40ahUuXLuHChQt47733kJCQgAMHDiA/Px+vv/46mjVrZuS09CB1f3S2dSHSixCPEBxJPWLUBUdVM9IfacyFRol0Sd3a5YEZ6QDwcvdAHLyShe3n0vDukNa4mH0ON/NuwtHGEc+0eEY97lHvR2EjscHt4ttILUhFoFugQfOTYdWpkN67d2+T+Y2Kra0tAMDGRhk9ISEBGRkZGDx4MJydnSuNdXZ2Ro8ePbBv3z6kpqYiICDA4HmJiIiIiMzB0qVLIZfLsWPHDgwdOhTjx4/HhQsXsHDhQgDAnTt38Morr2DPnj04f/68kdPSgzgjnUi/Qj1DAcBohXRRFHEp+/5Co5yRTqRTqhnptwpvVdreO8QbgZ5OSLlXhF/jMvCXTDkb/V8t/gUXu3/WkXS0cUR7r/Y4f/s8zmSdYSHdwtWpkH7kyBE9x6iblJQUHDx4EL6+vmjfvj0AZSEdAEJCQjQ+JyQkBPv27UNCQkK1hfTS0lKUlpaqH+fn5+s4ORERERGRaYuJiUG7du0wdOhQjfu9vb3x/fffIzg4GB988AG+/PJLAyek6mQWsZBOpE+hHvcL6bkJUIgKSASJQV8/qygLd4vvQipI0dqztUFfm8jSqQrp6YXplbZLJALGdAvE4j1XEX3qAjLdfgcAvNj6xSrH6Ny0s7KQnnkGw0M0d9kgy2DY7/4NUF5ejrFjx6K0tBRLliyBVCoFAOTl5QEA3N3dNT7Pzc2t0jhNFi1aBHd3d/UXZ64TERERkbW5c+cO2rRpo36s+gRoSUmJepu7uzsiIiKwe/dug+ej6mXJ2NqFSJ8C3QJhJ7FDcUUx0gvSa3+Cjqlmo7f0aAlHG0eDvz6RJfN38QcAZJdko6SipNK+EY81g51UghvFh1AhViDcO1zjL7PUfdKzzug/MBmVWRTSFQoFxo0bh2PHjmHixIkYO3asTo8/a9Ys5OXlqb9SU1N1enwiIiIiIlPn6uqKiooK9WPVRJWMjMo9Q21tbZGZmWnQbFQztnYh0i8biQ1aeLQAAMTnxhv89VX90dnWhUj33Ozc4GTjBAC4Javc3qWxiz2eDGsC20Z/AdA8Gx0AwpuEQypIcUt2q8rMdrIsJl9IVygUeO2117Blyxa8/PLLiIqKqrRfdYNf3YxzVZuW6masA4C9vT3c3NwqfRERERERWZNmzZpVmlCimp1++PBh9bby8nKcPHkSTZty5rOpUIgK9WKjLKQT6U+Ih7KdrDH6pKtmpHOhUSLdEwRB3d7l4QVHAaB9aAYktnkQ5U7o1qSvxmM42TrhES/l+/NMJmelWzKTLqQrFAqMHz8eGzZswOjRoxEdHQ2JpHJkVW90Va/0h9XWQ52IiIiIiICePXvi0qVL6gkqTz/9NGxsbDB9+nSsXLkSv/76K4YPH46MjAz06tXLyGlJ5V7JPZQryiFAgLeTt7HjEFmskEb1K6Svil2FqLgojfui4qKwKnZVnY7z4EKjqkIdEemWupAuq1pIP31vFwCgPLczfom9Xe0x2N7FOphsIV1VRN+4cSNGjhyJTZs2qfuiPygkJAR+fn6IiYmBTCartE8mkyEmJgbNmzdn33MiIiIioho899xzaNasGY4ePQoA8PX1xX//+18UFBRg2rRpeO655/Dbb7/Bw8MDCxYsMHJaUlHNRvdy9IKtxNbIaYgsl7qQnlu3QrpEkGBl7MoqxfSouCisjF1Z5wVL0wrSkFeaB1uJrXrRUyLSLT9nzTPSU/NT8WfGnwCAspxu2HIqBaIoajyGupDOGekWzSQL6ap2Lhs3bsSIESOwefNmjUV0QPkRjAkTJqCwsBAffvhhpX0ffvghCgsLMXHiREPEJiIiIiIyW/3790dCQgKGDh2q3jZ37lz8+OOPePHFFzFgwABMmzYNZ8+eRWBgoBGT0oPYH53IMFStXVLyU1AqL611/KQOkzAlfEqlYrqqiD4lfAomdZhUp9dVzUZv3ag1bKX8ZRmRPlTX2uWH+B8AAN19n4CT0ASJd2X480a2xmN0bNIREkGCtMI09b/NZHlsjB1Ak/nz52PDhg1wcXFBaGioxhkvzz33HMLDwwEA7777Ln7++WcsWbIE58+fR6dOnXDu3Dns378fXbp0wdtvv23YEyAiIiIishDDhw/H8OHDjR2DqqH6Yb2pE/vWE+lTE6cmcLNzQ35ZPhJzE9G2cdtanzOpwyRkyjLVxXS5KK9XER0ALt69CIBtXYj0SVMhvVReih3XdwAAxrQZhaZFXth8MgWbTyajRyuvKsdwsXNBW8+2uJR9CWeyzuCZFs8YJjwZlEkW0pOSkgAAhYWFWLhwocYxwcHB6kK6s7Mzjh49innz5mH79u04fPgwfH19MWPGDMydOxeOjo4GSk5ERERERGQ4XGiUyDAEQUBIoxCczTqLhNyEOhXSt8dvx883fgYAyEU5bCQ29SqiA1xolMgQ1K1dHuiRvj9pP3JLc+Hj7IPezXrD106GzSdTsP9yFrLyS9DUzaHKcTo37awspGeykG6pTLK1S3R0NERRrPFr3LhxlZ7j7u6OZcuWISUlBWVlZUhOTsbSpUvh6upqnJMgIiIiIiLSM7Z2ITIcVXuX2hYcLVeUY+HJhZh3Yh4qFBXq7RWKimoXINVErpDjcvZlAECYV5gWiYmoLlQz0u8U3UG5vBwAsPXaVgDACyEvQCqRoo2PG7oEN4JcIeL7v1I1HqezDxcctXQmOSOdiIiIiIgMq0WLFnUeKwgCbty4occ0VFdZMuWMdLZ2IdI/9YKjNRTS75Xcw3+O/genM0+rt73c9mX8EP8DSuWlWBm7EgDqNDM9KT8JRRVFcLRxRHP35g1MT0TV8XTwhIPUASXyEmTKMlFUUYS4O3GwEWzwfOjz6nEvdw/C6aQcfPdXCqb0bQkbaeX5yZ2adoIAAcn5ybhTdAfeTt6GPhXSM61mpEul0jp9OTg4oFmzZhg2bBh++eUXXWcnIiIiIiIdSUpKqvUrOTlZ/f/a2Lx5M95880107twZ9vb2EAQB0dHR1Y7Pz8/H9OnTERQUBHt7ewQHB2PmzJkoLCzU7iQtEFu7EBlOaKNQANUX0q/eu4rRu0bjdOZp2EqUC4NOCZ+CyK6ReOPRNwAAjjaOlRYgrYmqrUtbz7awkXAeJJG+CIIAXxdfAEC6LF09G71fYD94Of7TD31ImA8aO9shM78EB6/crnIcNzs3tPZsDYCz0i2VVoX02tquqL7KysqQkZGBn3/+GcOGDcPEiRN1nZ+IiIiIiHTg5s2bGr9u3LiB33//HdOnT4eNjQ3mzJmDxMRErV7j/fffx9dff43k5GT4+vrWOFYmkyEiIgLLli1DmzZt8M4776B169ZYunQp+vXrh5KSEq0yWBKFqGAhnciAWnm0AgDcLr6NvNK8Svv2Je3DK3teQYYsAwGuARjeanilhUXHPTIOzd2bo7iiGGGNw6AQFbW+HhcaJTIcVZ/0hJwE7ErcBQAY2XpkpTH2NlKM6BwAAPj2VLLG43Ruer+9SyYL6ZZIq0K6QqFAZGQknJ2d8Z///Afnz59HTk4OcnNzERsbi5kzZ8LFxQUzZ85ESkoKoqOj0bhxY6xbtw7btm3T9TkQEREREVEDBQUFafxq3rw5+vTpg6VLl2Lz5s1YsGCB1oX0NWvWICkpCXfu3MGkSTW3Nfj4448RGxuLyMhI7Nu3D4sXL8a+ffsQGRmJ06dPY9myZVplsCTZxdmoUFRAIkgqzZgjIv1wsXOBv4s/ACA+Jx6A8hday88tx3+O/gfFFcV4wu8JfPf0d3j/8fcrtW+xk9rh/W7vA1DONO/l36vW1+NCo0SGo+qTHn0pGsUVxWju3hxdfLpUGfdSt0AIAvBHwl3cvCursl9dSOeMdIukVSF906ZNWLp0Kfbs2YOPP/4YHTp0gLu7O9zc3PDoo49iyZIl2LNnDz777DMcOnQIr7zyCnbs2AFRFLFu3TpdnwMRERERERnAiBEj0LZtWyxatEir5w8YMABBQUG1jhNFEWvWrIGLiwtmz55dad/s2bPh4uKCNWvWaJXBkqhmo3s5erHtA5GerYpdhai4KPWCo/E58SgoK8C036fhmwvfAFDOOl/ZfyXc7d01HqOrb1f8q8W/IELEhyc/rLQQ6cPKFeW4du8aAC40SqRPqve2qpB+u0jZsmVk65FY/fdqrIpdVWn8j2fTEOzpBADY8tCs9OWHEvDXVQ8AQGJeIrKLs7XKoklUXFSVLGR4WhXSV6xYgZ49e6Jnz57VjunRowd69uyJL7/8Uv24Q4cOOH/+vHZJiYiIiIjI6Nq2bYvTp0/XPrABEhISkJGRgR49esDZ2bnSPmdnZ/To0QOJiYlITU3Vaw5TlynLBMC2LkSGIBEkWBm7EgVlBQCAP9L+wEu7X8LRtKMAgAGBAzCj84xaf6k1o/MMuNq54sq9K+o+zJrcyL2BUnkpXG1dEeAaoLsTIaJKVO/ty9mX1dscbRxxt/guVsauhESoXDqVSgTczC4CAPxwNg0l5XIAyiL6Zwfi4Wzjpl6Y+GzWWa2yPFxMj4qL0piFDE+rK3DlyhX4+/vXOs7Pzw9Xr15VP27ZsiVyc3O1eUkiIiIiIjIB6enpKCsr0+trJCQoF/ILCQnRuF+1XTXOWqkL6U4spBPp26QOkzAlfArO3lYWxmIyYnAz7yYAYEToCCzrW7d2U40dG+Odx94BAKw4vwJZsiyN41T90dt5tWPxjEiPVO/tA8kH1NuC3YKx5sKaSuscqEzrH4K3ByjvQ3KLyvHb37fURfTpA0MxrX+I1u1dVFlWxq7EF+e+wMW7F9VFdE1ZyPC0+m5sY2ODixcv1jru0qVLsLH557excrm8yowSIiIiIiIyD5s3b8aJEyfQrl07vb5OXp5yET93d83tEdzc3CqN06S0tBT5+fmVviyNqrVLU+emRk5CZB0mdZiE0W1GV9o2/pHxmPP4nHod5/mQ5/Go96OQlcvw8emPNY5RLzTK/uhEejepwySMf2S8+vGVe1dqLFy/PSAUPVo1BgD854e4SkV0oGF90id1mIS3OryFNRfWYPRvo1lENzFaNdLr1q0bDhw4gJUrV2LKlCkax6xatQp///03Bg0apN6WkpKCpk15k0dEREREZGpee+21avcVFBTg6tWruHz5MgRBwP/93/8ZMJl2Fi1ahA8++MDYMfSKM9KJDG9W11nYem0rFKICthJbTO88vd7HkAgSzOk+ByN3jcT+5P04nn4cPf0rt85VtZlgf3Qiw5jeeTo2XN6gfm/XVrj+cnQndPzwAEQo272oiugA8FjTxwAACTkJyC3JhYeDR72yuNm5VXr88C/wyHi0KqS///77OHjwIKZNm4bvv/8eY8aMQXBwMARBQFJSEr777jscP34cUqkU//vf/wAAWVlZiIuLq/EGnYiIiIiIjCM6OrrWMW5ubvjggw/w8ssv6zWLaiZ6dTPOVbPLq5uxDgCzZs3C9On/FLjy8/MREGBZfYbZI53I8Fb/vVpdaCtXlCMqLkqrmaKtPVvjpbYvYePljVh4ciF2PLsDDjYOAIBSeSkScpStq8Ias5BOZAhRcVH1em9vOvnPQqNyhYiFv13G/55WfmKvsWNjtHBvgcS8RJzNOov+Qf3rnCNLloXPzn5WadubB97E9898X88zIn3QqpDes2dPbN68GW+88QZiYmLw559/VtoviiKcnJywevVq9OrVCwBQVlaGtWvXonv37g1PTUREREREOrV+/fpq99nZ2cHf3x9du3aFg4OD3rPU1gO9th7qAGBvbw97e3vdhzMhbO1CZFgP9ypWPQagVTF9cvhk7Evah7TCNHxz4Rv8u+O/AQDX7l1DhVgBTwdP/qKMyADq+95W9UR/Z0AI/ki4izPJOfjmj5twdbCt1N4lMS8RZ7LO1KuQ/uaBN1GuKEdTp6b4qOdHeH3/67iUfQnz/pyHeU/M08n5kva0KqQDwKhRoxAREYG1a9fi6NGjSEtLAwD4+/ujd+/eeP311ystSBoQEIBXX3214YmJiIiIiEjnTOlePSQkBH5+foiJiYFMJqu0zpJMJkNMTAyaN29ucTPM60OukON20W0AbO1CZAiaFvxT/VfbYrqzrTNmdZ2Ft4+8jXUX1+HpFk+jhXuLSv3RBUHQ4VkQ0cPq+95+eGHRwWE+eGb5cVQoRHx2IB6AckHSzj6dsS1+W736pM/6YxZu5N2AAAEr+69Ea8/WGNpyKH658Qu2J2xHE6cmmBw+WVenTlpo0NLPvr6+eP/993HgwAFcuXIFV65cwcGDBzFnzpxKRXQiIiIiIqK6EgQBEyZMQGFhIT788MNK+z788EMUFhZi4sSJRkpnGu4W34VclEMqSOHl6GXsOEQWTyEqNC74N6nDJEwJnwKFqNDquP0C+6F3s96oUFRgwckFEEURl7IvAQAe8eJCo0T6Vt/3tlwhVlpYtI2PG17v1RwA4Opgg9JyOYB/Fhy9du8a8kqrXxxdpaSiBEdTjwIAxrYbi9aerQEAMzrPUPdMj7sdp+1pko5oPSOdiIiIiIgsy+XLl3HmzBncuXMHcrkc3t7e6NixI8LDw3Vy/DVr1uD48eMAgAsXLqi3HTlyBICyheSECRMAAO+++y5+/vlnLFmyBOfPn0enTp1w7tw57N+/H126dMHbb7+tk0zmZFXsKkgECSZ1mKRu6+Lt5A2pRKru7cqZakT6UdN7S5u2LiqCICDAJQA2gg1OZ57GrsRduHRXWUgPaxzG9zaRntX3vf3OwNAq2/6vfwh2xd1Cem4xVGV3bydvBLkFITk/Gedvn0efgD415vjmwjcoKC9AU6emlTJ5Onhi+mPTMe/EPMTeiUWmLFPd8mnZgfgqC52qLD+UALlCrJS3vuMfvO942MPfm+oz1pw1aEY6ERERERGZv+joaISGhqJ9+/YYP3483n33XcyaNQsTJkzAY489hlatWtXYQ72ujh8/jg0bNmDDhg04d+4cACAmJka9TVVkBwBnZ2ccPXoUb7/9Nq5cuYJPP/0UV69exYwZM3Do0CE4Ojo2OI+5kQgSrIxdiai4qH8WGnXyUX8sXSLwxzsic+Th4IEKsQIA8MnpT5CYlwgAOJt1lu9tIjPgZGeDeUOVnyD55lgi4rMKAPwzK/1MZs3tXRLzErHu4joAwKyus+Bs61xp/7CQYejg3QFFFUX4+PTH6u1SiYDPDsRj+aHKa8qo2s9IJZVbQ9V3/IP3HQ/SdN9Rn7HmTOsZ6SkpKVi0aBEOHjyI9PR0lJaWahwnCAIqKiq0DkhERERERPpRXl6OMWPG4KeffoIoigCUC4t6enpCFEXcu3cP5eXlSExMxIQJE/Dnn3/iq6++go2N8seIrKwsHDt2DCNGjKjT60VHRyM6OrrO+dzd3bFs2TIsW7as3udmiR7s2drDrwcAoLC8sEpvVyIyL5M6TIJCocBXf3+FnNIcAMr+6esvred7m8hMDGzXFAPbNcWBy1l4f8dFbH2zOzr7dMb2hO019kkXRRELTi5AhaICvZv1Rr/AflXGSAQJZnefjZG7RuJA8gEcSzuG3s16q2eWP9ib/eEe7g+q73hNveI19ZSv71hzJoiqO+Z6uHr1Knr06IHc3FzU5ekKhXa9wowlPz8f7u7uyMvLg5ubm7HjEBEREZGO8D6vstdffx3r16+Hra0t3nrrLbzyyivo0KEDpFIpAEAulyM2NhYbNmzA6tWrUVFRgalTp+KLL75AamoqBgwYgJdeeglz5swx8pnUzpKuveoHUxVL+gGVyJrNiZmDHdd3qB/zvU1kXtJzizHg06MoLpfjkxceRa+2thj440BIBAliRsXAxc6lynN+vfEr/nv8v3CQOmDHszvQzLVZtcf/9MyniL4UDX8Xf+x4dgccbZSfzlMVwwUAIgBfdwf4ujtUe5xbeSW4lVcCqUSo0vNdk8WnFuPbq99CgAARInycfNDUuanGsVmyLGQWZarHGur7mKHu87SaV/+///0POTk5GDRoEE6ePIm8vDwoFIpqv4iIiIiIyLScOHEC69evR5MmTXDq1Cl8/vnn6NSpk7qIDgBSqRSPPfYYli9fjpMnT6Jx48ZYtWoVtm7dit69e+P69etwdnau4VVIHyZ1mAQByo9fSwUpC21EFmJ+j/nq9gd8bxOZH38PR7w9QFmQ/mj3FdjDE81cmkEhKnD+9vkq4/NK87D0zFIAwJsd3qyxiA4Ab3V4Cz7OPkgvTMfXf3+t3j6soz8AZREdUBbKz6XkVvt1K68EgHLhVDuppMYiOgCUKkrvH1/5CplFmYi7E6fxK7MoUz3WEr+PadXa5ejRowgMDMTPP/8MOzs7XWciIiIiIiI9W7t2LQRBwIYNG+q0mGjHjh2xceNGPPXUUxgzZgxEUcTIkSOtctFPY4uKi1L/MCsX5YiKi7K4H1SJrJFqQT4biQ0qFBV8bxOZodd6NsdP59JxLasAi/dcRWffzki7noYzWWfQq1mvSmO/OPcF7pXcQ0v3lni13au1HtvJ1gnvdX0Pbx9+G9GXovFMi2fQ0qMlZu+8CADqGelDO/jhmUd9qz3OzvPp2H1RWfAukyuw/FBCtcV0hajA7sTdAJS/4JOLcjzV/CkMDh6scfy+pH3YfXO3eqylfR/TakZ6UVERunbtyiI6EREREZGZOnr0KEJCQjB4sOYfhDQZMmQIQkKUP2i9/vrr2LJlS6UZ7KR/qrYuthJbAMCYNmM0Lu5FROblwV7C58eex5TwKXxvE5khW6kEC4eFAQC2nklFY2lbAKjSJz3uThx+iP8BAPB+9/dhK7Wt0/H7BfRDn2Z9UKGowIcnP8QXB+NxJP4OAOB/T7fF9IGh+CUuA1czCzDoEZ8qX1czC7D7YibspMqS8LgngjQuQKry4YkPUVRRBFuJLf566S9MCZ+C3Td3Iz4nHv0C+1X6is+Jx+6buzElfApiX4m1yO9jWs1Ib9GiBWQyma6zEBERERGRgdy6dQtPPfVUvZ/XoUMHXL9+Hd98840eUlFNVIW21x55DesurYMAATM6z0Ajh0aVFvciIvOiaUE+TQv3EZF56BzsiVFdAvD96VT8esoR8AAu3b2EovIiONk6KYvgJz4EADzb8ll09ulc52MLgoBZ3WbhVOYpnM06i+MZ30MQHoMoAoPa+SCwsROAyguKqjy4sOjei5m4fCsfvUK84elsr3F8VFwUfkz4EQDQL7Af7KR21X5vspbvY1rNSB87diyOHTuGO3fu6DqPdTm8CDj6seZ9Rz9W7jfUeFPKwuzMzuy6G29KWZid2U1tvCllYfbqj016IwgCRFGsfeBDRFGEo6OjHhJRbRSiAlPCp6BvYF8AQFPnpuofaqeET4FC5PpUROZI9d5+uMjE9zaR+Yoc0gaezna4ccsOrlJvyEU5Ym/HAgC2XNmCaznX4G7vjumdp9f72H4ufnjz0TcBAK5+eyFKZGjd1FVdRJ/WPwTTB4ZCrqh8n/fgwqJB98cmZxdVO14hKtDIvhEAoG9AX/V2Td+brOX7mFaF9BkzZuDxxx/Hk08+iYsXL+o6k/WQSIHDC6v+MHn0Y+V2idRw400pC7MzO7PzXE0tC7ObR3ZrOldTyqLv7KQ3vr6+iIuLq/fz4uLi4Otbfd9N0p/J4ZMxqcMkpBakAgACXAPU+yZ1mITJ4ZONFY2IGkD13taE720i89TI2Q6znmwDAMjLUf57fSbrDDJlmfgy9ksAwPTHpsPTwVOr47/yyCto5dEKFSiAvfc+DGzXtNL+af1D8M7A0Erb3rlfRAegLrqn3CuqdvwzLZ5BTmkObASbKv3dH/7eZC3fx7Rq7TJo0CCUl5fj3LlzCA8PR2BgIAIDAyGRVK3LC4KAQ4cONTioRYp4V/nfwwsBeRnQ8x3g+DLg2CdA75nA41OAsgda6Dw+RTlOH+P1eWxmZ3ZTG29KWXiuzG5q400pC8/VerL/+SVw5COg7//+uT8ivevduzfWr1+PPXv24Mknn6zTc3777Tdcv34dr732mp7TUU3SCtIAVC6kExERkWl54bFmWHzyC8jEEkigLKTfzLuJ4opihHuH45cLl7Hj70vY9Pzseh/bVmKLtp7tcD33Ouwa/YUg/9sAWqv3qxYvrq6AHeTpDABIzpZp3A8Ah1MPAwAe83kMbnZu9c5oiQRRi89zaiqYV/sCggC5XF7flzCq/Px8uLu7Iy8vD25uBviL8vsC5Q+aRERERNbKQEV0g9/nmbBTp07h8ccfh7e3N/bu3YuOHTvWOP7cuXMYPHgw7t27h5iYGHTv3t1ASXXDkq79f//4L35N/BX/1+n/MKH9BGPHISIiomq8uHU+rpT8AAAQIECECKkgRWunQbgs24PH3EYhetj/tDp25KFPsTstGgAQ4hGCrf/aCluJrcZ+5Q+LuX4XL605hRbezvh9Rh+NY17d8yrO3T6H97q+h5favqRVRkMx1H2eVjPSDx8+rOsc1q3nOyykExERkfWS2nEmuhF069YN48ePx/r16/H444/jrbfewtixYxEeHq6eOKNQKHD+/Hls3LgRq1evRnl5OV555RWzK6JbGlVrl2auzYychIiIiGqybeQc9FlTgmzbXyFCOZfZyzakwUV0AJDmD0Lp3Zuw9zqKhNwEfHv5W5TIS2otogNAoKeytUvqvSLIFSKkEqHS/pySHMTeiQVQuT+6tdOqkB4REaHrHNbtT2VvJEjtlB9x7j1TWVyvjuqj0voYr89jMzuzm9p4U8rCc2V2UxtvSll4rtaR/ejHLKYbQVRUFHJycrBz504sX74cy5cvh52dHTw9lf067927h7KyMgDKRUaHDh2Kr7/+2piRCdDYI52IiIhM055XPkTX6DOA/S2IIpBVdrXBRXSFQsShK1koy38SnUMqcCEnBp+e/RQAai2iA4CfhyNspQLK5SJu5RWjWSOnSvuPpR2DQlSgdaPW8HPx0zqnxRGpiry8PBGAmJeXp/8XO7JEFOe6Kf+r6bEhx5tSFmZndmbnuZpaFmY3j+zWdK6mlEXf2XXIoPd5ZuTrr78WW7RoIQqCoPGrefPm4urVq40ds0Es5drLymRiWHSYGBYdJuaVmve5EBERWYsvYw6Jj6xX/vv9yLoODT5ebEqOGBS5S2w3e49YVFYmto9uL4ZFh4kdNtT92H0+OSwGRe4SYxLuVNn3f7//nxgWHSZ+ef7LBmc1BEPd57GQroHBbrKr+6HRGNtNKQuzm8d2U8piTdmt6VxNKQuzW+Z2U8rC7NVv1zFLKabqS1xcnLhu3TpxyZIl4pIlS8S1a9eKsbGxxo6lE5Zy7a9mXxXDosPEHt/1MHYUIiIiqqNXti9QF9HDosPEV39a0KDjfbL3qhgUuUt8a/MZ8avYr9S/ZA+LDhNXxa6qW6a1p8SgyF3illPJlbYXlxeLXTZ3EcOiw8RLdy81KKehGOo+r06tXV577TUIgoCPPvoITZs2xWuvvVbnGe+CIGDt2rX1nilvFRRyzQtrqR4r5IYbb0pZmJ3ZmV13400pC7Mzu6mNN6UszF79scmgHn30UTz66KPGjkE1SCtIAwAEuLCtCxERkTkYt2MhzhV8D+/yoUi8/gS8mx3DWXyPcTugdXuXA5ezAAC2jQ9hZewmvNH+DXx79VvIymVYFbsKAoRa27sENVa2c0nOLqq0/dStUyiuKIaPsw/aerbVKp+lEkRRFGsbJJFIIAgCrly5gtDQUPXiQ3V6AUGAXG5ePxAZaqVXIiIiIjIs3udZL0u59tEXo/Hp2U/xZPCT+DjiY2PHISIiohqM27EQZ/O/x2Nuo7Cw73T0WvI7FCLQreNZXC75Qate6SnZRej9yWHYex+CndcBdU/0hScX4vtr36OFewsk5iXW2it9zR+JWPDbFTzV3gerXnpMvX3en/OwPWE7RrUehf91176PuyEZ6j6vTjPS169fDwDw9fWt9JiIiIiIiIgMR7XQaDPXZkZOQkRERLWRKxSViuX92jTBwSu38YjTC3C0k0KuUNT7mPsvZwIA/D0c8OIDxfKRrUfi+2vfIzk/GePajYNCrPnYQY2dAVSeka4QFTiSegQA0Dewb72zWbo6FdJfffXVGh8TERERERGR/qkK6YFugUZOQkRERLXZ9PzsSo9f6h6Eg1du48ezqTj13/fgaCet9zFVbV1eaj0Rr3dort7eqlErdGrSCedun4OjrSMmh0+u8TjB91u7pGQXQRRFCIKAv+/8jeySbLjYuqBL0y71zmbp6t6jhYiIiIiIiIwqpSAFABDgyh7pRERE5iYixBsBno7IL6nAr3EZ9X5+jqwMp5PuAQAGtWtaZf+oNqMAANvjt6NcUV7jsQI8lYX0gtIK5BQpxx5OPQwA6OnfE7ZS23rns3QspBMREREREZmBckU5MmXKj3OzkE5ERGR+JBIBY7oGAQA2n0qu9/N/v3obChFo4+OqLoQ/aEDgAHg6eOJ28W0cTT1a47EcbKXwcXMAACRnywD8U0jvG8C2LprUqbXL/PnztX4BQRAwe/bs2gcSERERERFRtW4V3oJclMNB6gBvR29jxyEiIiItvNi5GZYdiMffaXn4Oy0XjzbzqPNzD15RtnUZqGE2OgDYSm0xPGQ41lxYg63XtmJA0IAajxfY2AmZ+SVIuVeERu55uJl3EzaCDXo261nnTNakToX0efPmQRAEiKJYabsgCDU+T9Vfh4V0IiIiIiKihnlwodHafhYjIiIi09TYxR5PtffBztgMbD6ZjI9f8KjT80rK5TgafwdA9YV0AHgh9AWsvbAWJ2+dRHJ+MoLcgqodG+TphL9u3kNydhFybGIAAJ19OsPNzq3uJ2RF6lRInzt3bpVtN2/exMaNG+Hg4IBBgwaheXNlc/ukpCTs378fJSUlePXVVxEcHKzTwERERERERNbowUI6ERERma+XuwdhZ2wGfonLwP+eagd3p9r7kZ+4kY2iMjl83BzQ3t+92nH+Lv7o1awXjqUdw7Zr2zCzy8xqxwbdX3A0ObsId8vY1qU2WhXSU1NT0alTJzz33HP46quv0LRp5d+C3L59G5MmTcJvv/2GM2fO6C4tERERERHpREpKSoOeHxgYqKMkVFeqQjr7oxMREZm3x4IaoY2PK65mFuDHc2l4vWfzWp+z/7KyrcuAdk1q/WTayNYjcSztGHZe34l/d/w3HGwcNI4LbOwMAEi8l4nEklgALKTXpE6F9IfNnj0btra22LJlCxwcql6IJk2aYMuWLWjRogVmz56NDRs2NDgoERERERHpTnBwsNbtQQRBQEVFhY4TUW1YSCciIrIMgiDgpe5BmL3zIr49lYzXetR8X6ZQiA/0R/ep9fg9/HrA38Uf6YXp2Ju0F8+1ek7juKD7C5YmF5+BwlGBtp5t4eviW/8TshISbZ60f/9+9O7dW2MRXcXBwQG9evXCgQMHtA5HRERERET6ERgYqPFLFEX1l5ubG9zc3NSPVc8LCGAh1xhYSCciIrIcwzr6w9lOisQ7Mpy4kV3j2Li0XNwpKIWLvQ26t/Cs9dhSiRQvhL4AANh2bVu141StXYps/wbA2ei10aqQfu/ePRQXF9c6rqSkBDk5Odq8BDZv3ow333wTnTt3hr29PQRBQHR0tMaxqsVQq/tKSkrSKgMRERERkaVKSkrCzZs31V83btxA586d4eXlhWXLluHevXvIyclRf33++efw8vJC586dcePGDWPHtzqiKCK9MB0AC+lERESWwMXeBsM6+QMANp9KrnHsgfttXSJCvWFvI63T8Ye1GgYbiQ0u3L2Ay9mXNY7xcLKDq6MCNs4JAIA+AX3qmN46adXaJTAwEIcPH0ZWVlaV/ugqmZmZOHz4sNazVd5//30kJyfDy8sLvr6+SE6u+S8UgGoXN/Xw8NAqAxERERGRtVi2bBl+/fVXnDlzBmFhYZX2ubu7Y9q0aejXrx8ee+wxfPrpp5g5s/qFq0j37hbfRXFFMSSCBH7OfsaOQ0RERDrwcvcgbD6Zgv2XsnA7vwRN3DR3/1AV0ge201yH1aSxY2MMDBqIPTf3YNu1bZj3xDyN45o0ScFtSTka2TVBG8829T4Ha6LVjPQxY8agsLAQ/fv319i65eDBgxg4cCBkMhnGjBmjVbA1a9YgKSkJd+7cwaRJk+r0nHHjxmHevHlVvlhIJyIiIiKqWXR0NCIiIqoU0R8UFhaGPn36cA0kI1C1dfF19oWt1NbIaYiIiEgX2vi4oXNQI1QoRHx/OlXjmKS7MiTcLoRUIqBv6yb1Ov6o1qMAALtv7kZ+Wb7GMRJn5Wz1AIcuWq+fYy20KqS/99576NatGy5fvowhQ4agadOm6NatG7p164amTZti8ODBuHTpErp27Yr33ntPq2ADBgxAUFCQVs8lIiIiIqL6uXHjBry8vGod17hxYyQmJhogET1IVUhv5trMyEmIiIhIl17urqx/bjmVggq5osp+1SKj3Zp7wt2pfr9M79ikI1p5tEJxRTF+vfFrlf1yhRy5QhwAwFn+aH2jWx2tCukODg74/fffMWPGDLi4uODOnTs4ffo0Tp8+jTt37sDZ2RnTp0/HoUOHalyQVNeOHTuGJUuW4JNPPsHOnTtRWFhosNcmIiIiIjJnzs7O+Ouvv9SLimoiiiJOnz4NZ2dnAyYjgAuNEhERWaon2/vA09kOmfklOHT1dpX9+7Vo66IiCAJGth4JQLno6MP3eRfuXkCJIg+i3AFFeZzQXButeqQDgKOjIz755BN8+OGHOHfuHNLS0gAA/v7+eOyxxwxaQFeZO3dupcceHh744osv8Morr9T4vNLSUpSWlqof5+dr/qgDEREREZGl6tOnD3766SfMnDkTS5YsgVRaeSEruVyO9957Dzdu3MDzzz9vpJTWi4V0IiIiy2RvI8WIzs2w+mgiNp9MxuBHfNT77snKcCbpHgDtCukA8EyLZ/DZ2c+QmJeIM1ln0MWni3rf76m/AwAqClsjtbSsAWdhHbQupKs4ODjgiSee0EUWrXXo0AHr1q1Dnz594Ovri8zMTOzatQtz5szBuHHj4OHhgaFDh1b7/EWLFuGDDz4wYGIiIiIiItMyf/587N27F8uWLcOPP/6IF198Ec2bNwcAJCUlYdu2bUhJSYGzszPvnY0grUA5cYmFdCIiIsvzUtcgfH0sEX8k3EXSXRmCvZSf/vv96m0oRKCtrxuaNXLS6tgudi54psUz+CH+B2y9trVSIf1wymEAQEVBO6TLilEhV8BGqlUDE6vQ4EK6KRg2bFilx8HBwZg6dSratm2LgQMH4v3336+xkD5r1ixMnz5d/Tg/Px8BAbxBJSIiIiLr0bZtW+zZswdjxoxBSkoKPv3000r7RVGEv78/vv32W7Rr185IKa0XZ6QTERFZrsDGTogI9caRa3ew5a8U/PeptgCAA5czAWg/G11lZOuR+CH+BxxKPoS7xXfh5eiFm3k3kZSfBBuJDSSlbVCmEJGRW4LAxtoV7K1BgwvpV69exbVr15Cfn19tP8XaWqvoS//+/dGyZUtcuHAB+fn5cHNz0zjO3t4e9vb2Bk5HRERERGRaevbsiYSEBGzfvh1Hjhyp1L4xIiICL7zwgkFbOAYHByM5OVnjvoiICBw5csRgWYypoKwAOaU5AFhIJyIislQvdwvCkWt3sO1MKqYPDAUAHIu/CwAY2LZhhfTWnq0R7h2O2Dux+CnhJ7zx6Bs4nKqcjd6laRfcuO2JG3dkSL4nYyG9BloX0k+ePIk33ngDly5dqnaMKIoQBMFohXQA8PLywvXr11FUVFRtIZ2IiIiIiJTs7e0xZswYjBkzxthRAADu7u54++23q2wPDg42eBZjUc1G93TwhLMtF3olIiKyRH3bNIG/hyPSc4vx29+34OFki+JyOXzdHRDm3/Ca5outX0TsnVj8EP8DXg97Xd3WpW9gX8gznJWF9Owi9App8EtZLK0K6fHx8Rg4cCBkMhkef/xxZGVl4ebNmxg1ahQSEhIQGxsLuVyOYcOGGbV4LZPJcOnSJTg7O8PLy8toOYiIiIiISDseHh6YN2+esWMYFdu6EBERWb7lhxIQ3NgJ6bnF2HwqGa2bugIABrRtihW/X4dcIeKd+zPVtXEz7yYcpA7IlGVi5/WdiLsTBwDoG9AXO//+GnZe95Byr4VOzsVSadU9fsmSJZDJZFi1ahViYmLQq1cvAMC3336Lv/76C+fPn0d4eDgSEhLw5Zdf6jTwwwoKChAfH19le3FxMSZOnIiCggK8+OKLsLGxiHbwRERERERkZVhIJyIisnxSiYCYG9mQCMD5lFz8EpcBAJCVVeCzA/GQSoQGHd9OaocSeQkAYMnpJRAhoq1nW+y8vhOXi38AIEFytqyhp2HRtKouHz58GC1btsSkSZM07n/kkUewa9cutGrVCgsXLsRHH31U79dYs2YNjh8/DgC4cOGCepuqD2LPnj0xYcIEZGdno02bNujSpQvatm0LHx8fZGVl4eDBg0hLS0P79u3xySefaHOaREREREQWq0UL7WccCYKAGzdu6DBN9UpLSxEdHY2MjAy4ubmhS5cu6Natm0Fe21SkFSh71bOQTkREZLmm9Vf2VPnsgHLCcFGZHHZSCX46l47pA0PV+7U1qcMk5JXmYfOVzSiuKAYAuNq5YmXsSjzVbBy2XmmDZJuihp2EhdOqkH7r1i0MGTJE/VgqlQIAysrKYGdnBwDw9fVFREQEfvrpJ60K6cePH8eGDRsqbYuJiUFMTIz68YQJE+Dp6YnJkyfjr7/+wu7du5GTkwNHR0e0bdsW06ZNw9SpU+Ho6KjNaRIRERERWaykpCStnysIDZsRVR+ZmZkYP358pW1dunTBd999h5YtW1b7vNLSUpSWlqof5+fn6y2jvnFGOhERkXWY1j8EqTlF+OGM8pfoZXKFToroKpFdI3Es7RhSClIAAH9l/oUp4VMw0O9lbD1wFCn3itRrXlJVWhXSHR0dK7VKcXVV9uzJyspCQMA/N3dubm5ITU3VKlh0dDSio6NrHefm5qb39jFERERERJbm5s2bxo5Qq/Hjx6NXr14ICwuDi4sL4uPj8dlnn2HTpk3o378/Lly4oP5Z5GGLFi3CBx98YODE+sFCOhERkfX4+PlH8eOZNIgAbCSCzoroKu92eRdTf58KALCV2GJSh0korZBDEJSz4O8WlsHb1V6nr2kptCqk+/v7IyUlRf24VatWAIATJ06oC+miKOLcuXNo1KiRDmISEREREZEuBQUFGTtCrebOnVvpcXh4ODZu3AgA2LRpE7755htMnz5d43NnzZpVaV9+fn6lST/mokxehkxZJgCgmWszI6chIiIifVvx+3WIUPZMr1CIWH4oQafF9Cv3rgAAbCQ2KFeUIyouCpM6TIKfuyPSc4uRck/GQno1tFpstFu3brh8+TKKi5X9dFRtXt555x389ttvuHDhAt566y3cuHEDXbp00V1aIiIiIiKyem+++SYAVGr7+DB7e3u4ublV+jJH6YXpECHC0cYRjR0aGzsOERER6dHyQwn47EA8pg8MxY2PnsL0gaH47EA8lh9K0Mnxo+KisDJ2JaaET8H5secxJXwKVsauRFRcFAI9nQAAydnsk14drWakP/XUU9iwYQN27dqFESNGoGXLlnjjjTewevVqDB06FIByRrq9vT0WLFig08BERERERKRfGRkZOHr0KNLT0wEoP5Hau3dv+Pv7GzmZkpeXFwBAJpMZOYn+PdjWhf1KiYiILNeDRXTVDPSHFyBtyMz0B4vokzpMAgD1f1fGrkSo6wsAOrOQXgOtCunDhw9HeXl5pW0rV65ESEgIfvjhB9y7dw9t27bFf//7XzzyyCM6CUpERERERPqVl5eHqVOn4vvvv4dCoai0TyKRYPTo0VixYgXc3d2NlFDp1KlTAIDg4GCj5jAE9kcnIiKyDnKFqHFhUdVjuUJs0PEVoqJSEV1F9fjUzbsAgJR7LKRXR6tCuiYSiQTTp0+vtkchERERERGZrpKSEgwYMADnzp2DKIro0KEDWrZsCQBITExEbGwsvv32W1y9ehV//PEH7O312zvz6tWrCAwMhJOTU5XtkZGRAIAxY8boNYMpSCtIA8BCOhERkaV7Z2Botft00SN9cvjkavdN6jAJAcItHD55DsnZlv+JP21pVUh/7bXX4OXlhY8//ljXeYiIiIiIyAhWrFiBs2fPolOnTvj666/RqVOnSvvPnz+PN998E2fPnsWKFSvwn//8R695vv/+e3z22Wfo3bs3goKC4OzsjPj4eOzevRvl5eWYNWsWevfurdcMpoAz0omIiMgQghorJy9wRnr1tCqkb968Gc8++6yusxARERERkZFs3boVbm5u2LdvHxo3rrqoZceOHbF79260atUK33//vd4L6X379sWVK1dw/vx5/PHHHygqKoKXlxeeeuopTJ48GYMGDdLr65sKVSG9mWszIychIiIiSxZ4v5B+t7AMhaUVcLHXWSMTi6HVn4iPjw8XuiEiIiIisiDx8fHo37+/xiK6ipeXF/r27YuDBw/qPU9ERAQiIiL0/jqmTCEq2NqFiIiIDMLNwRaNnGyRU1SO5GwZHvEz7po4pkiizZMGDhyImJiYKguOEhERERGReZLL5bC1ta11nK2tbZWFSEk/bhfdRpmiDDaCDXydfY0dh4iIiCxcYGNnAEBKNtu7aKJVIX3evHkoLS3FxIkTUVBQoOtMRERERERkYM2bN8exY8dQXFxc7Zji4mIcO3YMzZs3N2Ay66Vq6+Lr4gsbCT9eTURERPoV5Kls75LMPukaaXU3tn79egwZMgQbN27Eb7/9hgEDBiA4OBiOjo5VxgqCgNmzZzc4KBERERER6c/QoUOxePFivPTSS1i9ejW8vb0r7b9z5w7efPNN3LlzBxMmTDBSSuvChUaJiIjIkFQLjiZzRrpGdSqk9+vXD0OGDMG7774LQDkjXdUjPTs7G1u3bq3yHEEQIIoiC+lERERERGZg5syZ2LJlC37++WccOHAAQ4YMUc88T0xMxN69e1FcXIygoCC9LzRKSiykExERkSEF3p+RnnJPZuQkpqlOhfQjR44gODhY/XjOnDlcbJSIiIiIyII0atQIhw8fxujRo/HXX39h+/bt6nt+URQBAN26dcOWLVvg4eFhxKTWg4V0IiIiMqRgL2WPdM5I10yr1i7z5s3TcQwiIiIiIjK25s2b4+TJk4iJicGRI0eQnp4OAPD390efPn3Qo0cPIye0LiykExERkSGpeqRn5BajrEIBOxutlte0WFyxhoiIiIiIKunRoweL5iaAhXQiIiIyJG9XezjaSlFcLkd6bjGa35+hTkr8tQIREREREZGJySvNQ0FZAQCgmWszI6chIiIiayAIgrpPenI2+6Q/jIV0IiIiIiKqoqKiAp9++il69eqFtm3bYuDAgVi3bp2xY1kN1Wx0b0dvONo4GjkNERERWYvAxqoFR9kn/WF1LqRv2LABUqm03l82NuweQ0RERERkan766Sc0adIE//vf/6rsUygUePrpp/Huu+8iJiYG165dw6FDhzBx4kSMGzfO8GGtENu6EBERkTEEqWeks5D+sDoX0kVR1PqLiIiIiIhMy+HDh5GdnY0XXnihyr5vvvkGBw4cgCiKGDp0KL788ku8++67cHR0xKZNm7B//34jJLYuqkI627oQERGRIQU1ZiG9OnWeLj5kyBBERkbqMwsRERERERnIqVOn4Ovri44dO1bZt3r1agiCgFGjRuHbb79Vb+/atSteeOEFbNq0CYMGDTJkXKvDGelERERkDIGNlQuMptxjj/SH1bmQ7uPjg4iICH1mISIiIiIiA7l16xbCw8OrbL979y5iY2MhCAJmzpxZad/w4cMRHByMU6dOGSil9WIhnYiIiIxB1dol5V4RRFGEIAhGTmQ6uNgoEREREZEVunv3Lho1alRl++nTpwEA3t7eGgvt7dq1Q0ZGhr7jWT0W0omIiMgY/Bs5QioRUFKuwO2CUmPHMSkspBMRERERWSGpVIo7d+5U2X7u3DkAQKdOnTQ+z8PDAxUVFXrNZu1KKkpwu+g2ABbSiYiIyLBspRL4eTgAYJ/0h7GQTkRERERkhYKCgnDu3DmUlZVV2n7o0CEIgoBu3bppfN7du3fRtGlTQ0S0WumF6QAAF1sXeNh7GDcMERERWZ0gT2Wf9ORs9kl/EAvpRERERERWqG/fvsjOzsbs2bPV2w4fPoyjR48CAJ5++mmNzzt//jz8/PwMktFaPdjWhX1JiYiIyNACGyv7pHNGemV1KqQrFAqsW7dO31mIiIiIiMhA3n77bdjZ2WHp0qUICAhAp06dMHjwYABAt27d0Llz5yrPOXHiBO7cuVPtbHXSDVUhvZlrMyMnISIiImukWnA0+R4L6Q/ijHQiIiIiIivUqlUrfPvtt3B2dkZ6ejpiY2NRUVEBPz8/bNiwQeNzVq9eDQDo37+/IaNaHS40SkRERMYUdH9Gegpbu1RiY+wARERERERkHMOHD0fPnj2xa9cuZGVlITAwEM899xycnZ01ju/atSs6duyIfv36GTipdUkpSAHAQjoREREZR6CqRzpnpFfCQjoRERERkRVr0qQJXnvttTqNnTx5sp7TEACkFaQBYCGdiIiIjEPVIz23qBx5xeVwd7Q1ciLTwNYuREREREREJkKukCO9MB0AC+lERERkHC72NvBysQMApHDBUTUW0omIiIiIiExEZlEmKhQVsJXYoqlTU2PHISIiIisV1FjV3oV90lVYSCciIiIiIjIRqoVG/V38IZVIjZyGiIiIrFWQp7K9SzJnpKuxkE5ERERERGQiVIV0tnUhIiIiY1L1SWdrl3+wkE5ERERERGQiWEgnIiIiUxB0v5DO1i7/YCGdiIiIiIjIRKQVpAFgIZ2IiIiMK9BT2SOdM9L/wUI6ERERERGRieCMdCIiIjIFqhnpt/JLUFohN3Ia08BCOhERERERkQkQRZGFdCIiIjIJjZ3t4GwnhSgCqfeKjR3HJLCQTkREREREZAJySnMgK5dBgAB/V39jxyEiIiIrJggCAhvfb+/CPukAWEgnIiIiIiIyCarZ6E2cmsBeam/kNERERGTtgjzvLzjKPukAWEgnIiIiIiIyCWzrQkRERKZE1SedhXQlFtKJiIiIiIhMAAvpREREZEoC7xfSU+6xkA6YcCF98+bNePPNN9G5c2fY29tDEARER0dXOz4/Px/Tp09HUFAQ7O3tERwcjJkzZ6KwsNBwoYmIiIiISKdOnz6Np556Ch4eHnB2dkb37t2xbds2Y8fSi7SCNAAspBMREZFpCPJU9khPzmaPdACwMXaA6rz//vtITk6Gl5cXfH19kZycXO1YmUyGiIgIxMbGYtCgQRg9ejTOnz+PpUuX4ujRozh27BgcHBwMmJ6IiIiIiBrq8OHDGDx4MBwcHDBq1Ci4urpi+/btGDlyJFJTUzFjxgxjR9QpzkgnIiIiU6Jq7ZJ6rxhyhQipRDByIuMy2Rnpa9asQVJSEu7cuYNJkybVOPbjjz9GbGwsIiMjsW/fPixevBj79u1DZGQkTp8+jWXLlhkodf0sOxCP5YcSNO5bfigByw7EG2y8KWVhdmZndt2NN6UszM7spjbelLIwe/XHJutVUVGBiRMnQiKR4NixY/j666/x6aefIi4uDqGhofjvf/9b42QbY1m1YzSifn5Z476on1/Gqh2jqx2fkp8C4J9CepXxhxcBRz/W/MJHP1buf5ApjTelLPoeb0pZmJ3ZTW28KWVhdmY3tfGmlAXAibX/QerOebCRCCiTK5CZX/LPvvWROLH2P5XGnlgfqfHQD481ZyZbSB8wYACCgoJqHSeKItasWQMXFxfMnj270r7Zs2fDxcUFa9as0VfMBpFKBHym4YfJ5YcS8NmB+Cq/5dHneFPKwuzMzuw8V1PLwuzmkd2aztWUsug7O1mv33//HTdu3MCYMWMQHh6u3u7u7o7//ve/KCsrw4YNG4wXsBoSiRQrc+OqFNOjfn4ZK3PjIJFINY5fsXM0skuyAQDNXJtpHi+RAocXVv0h+OjHyu0PHdukxptSFp4rs5vaeFPKwnNldlMbb0pZrPBcn0hZjXfsdgL4p73LifWReDw5qkr2x5OjqhTTNY41Z6IZWLRokQhAXL9+fZV9165dEwGIgwcP1vjcwYMHiwDElJSUOr9eXl6eCEDMy8vTNnKdfXEwXgyK3CUu3XdVlJWWi0v3Xa30+OGvh/frcrw+j83szG5q400pC8+V2U1tvCll4blaR/bPD1wTgyJ3iV8cjNf7vZch7/OoYWbNmiUCEL/77rsq+27duiUCEPv161fn4xny2n+18yUxLDpM/OqnUaJYWih+9dOoSo8f/lLtD4sOE5/Y8kTN4w99KIpz3ZT/1fTYlMebUhaeK7Ob2nhTysJzZXZTG29KWazsXE+ueUcU57qJX/z3FXFbzBX145Nr3ql2rGrfn2tniuJcN/HPde/q/d7LUPd5giiKotGq+HW0ePFizJo1C+vXr8e4ceMq7fvtt9/wzDPPYOrUqVixYkWV5/773//Gl19+iUOHDqFfv34aj19aWorS0lL14/z8fAQEBCAvLw9ubm46PRdNPt1/DSt+v6731yEiIiIyVdMHhmJa/xC9v05+fj7c3d0Ndp9H2hsxYgR+/PFHnDlzBo899liV/a6urmjUqBFSUlI0Pt/Y9/hLtj+PzYXxgCgCggA3uRxuCkW14+9JJCiSSiGIIkRBwJScXEzKzdd7TiIiIiJ9ORE0CY+PX6L31zHUPb7Jtnapq7y8PADKj3hqovrDU43TZNGiRXB3d1d/BQQYdnGft/q0NOjrEREREZkSW6lgkCI6mZe63Oeb8j3+iIj5yv8RlO2K8qVSpNnaVvtVJFV+5FkUBNiKIovoREREZNbKRBuDFNENycbYAUzBrFmzMH36dPVj1WwVQ/nmWCIA5Q+R5XIR/+7Xqsbi+ldHbmDF79f1Ml6fx2Z2Zje18aaUhefK7KY23pSy8FytI/vyQwksppNOGfsef/cfCwAANqKICkHA884tMOyJ/1Y7fsefH2G7LBG2oohyQUBUh6cw6elq1no6vgw49gkgtQPkZUDvmUDPd6oPY0rjTSkLz5XZTW28KWXhuTK7qY03pSxWdq6nNs1Gt9S1KBNtYCdU4FCTV9B48Hsax2bvW4z+tzeqx55YH2lZxXS9No7RkZp6pO/atUsEIE6dOlXjc6dOnSoCEA8dOlTn1zNGj3RVT9CHHxtyvCllYXZmZ3aeq6llYXbzyG5N52pKWfSdXZfYI918vPDCCyIA8cyZMxr3u7i4iAEBAXU+nlF6pO98SePjBo0/skTZy/TIEs2PTXm8KWXhuTK7qY03pSw8V2Y3tfGmlMXKzvXPde9W6nP+8GNtx+qaoe7zzL6Qbs6LjVb3Q6MxtptSFmY3j+2mlMWaslvTuZpSFma3zO2mlIXZDVdMZyHdfJjrYqPVFcF1sr26H3bNYbspZeG5MrupbTelLDxXZje17aaUxcrOtbpCuKbt9RmrD4a6zzP71i4hISHw8/NDTEwMZDIZnJ2d1ftkMhliYmLQvHlzg/dErAu5QtS4sJbqsVwhGmy8KWVhdmZndp6rqWVhdvPIbk3nakpZ9J2drFdERAQWLVqE/fv3Y9SoUZX27du3Tz3G1CgUckzx6IBJz26utH3Ss5uBn1+GQiHXfrxCDvT9HxDxbuUXVT1+6NgmNd6Usuh7vCllYXZmN7XxppSF2Znd1MabUpb7jzUtFvr4+CU4sb5q9jqPNWOCKIom/9PK4sWLMWvWLKxfvx7jxo2rsn/u3LmYP38+IiMjsXjxYvX29957D0uWLMFHH32EWbNm1fn1DLXSKxEREREZFu/zzEdFRQVat26N9PR0nDx5EuHh4QCUi5B27doVSUlJuHbtGoKDg+t0PF57IiIiIstkqPs8ky2kr1mzBsePHwcAXLhwAefOnUOPHj3QqlUrAEDPnj0xYcIEAMqZ5z169EBcXBwGDRqETp064dy5c9i/fz+6dOmCo0ePwtHRsc6vzZtsIiIiIsvE+zzzcvjwYQwePBgODg4YNWoUXF1dsX37diQnJ2Pp0qWYMWNGnY/Fa09ERERkmQx1n2eyrV2OHz+ODRs2VNoWExODmJgY9WNVId3Z2RlHjx7FvHnzsH37dhw+fBi+vr6YMWMG5s6dW68iOhERERERmYa+ffvi+PHjmDt3LrZu3Yry8nK0b98eS5YswciRI40dj4iIiIisiMnOSDcmzlYhIiIisky8z7NevPZERERElsnqZ6Qbk+p3C/n5+UZOQkRERES6pLq/41wS68N7fCIiIiLLZKh7fBbSNSgoKAAABAQEGDkJEREREelDQUEB3N3djR2DDIj3+ERERESWTd/3+GztooFCoUBGRgZcXV0hCIJBXjM/Px8BAQFITU3lR00tCK+r5eE1tUy8rpaJ19Xy6OKaiqKIgoIC+Pn5QSKR6DghmTLe45Ou8LpaHl5Ty8Tranl4TS2TOd3jc0a6BhKJBM2aNTPKa7u5ufGbgQXidbU8vKaWidfVMvG6Wp6GXlPORLdOvMcnXeN1tTy8ppaJ19Xy8JpaJnO4x+c0HCIiIiIiIiIiIiKiGrCQTkRERERERERERERUAxbSTYS9vT3mzp0Le3t7Y0chHeJ1tTy8ppaJ19Uy8bpaHl5TMjf8O2uZeF0tD6+pZeJ1tTy8ppbJnK4rFxslIiIiIiIiIiIiIqoBZ6QTEREREREREREREdWAhXQiIiIiIiIiIiIiohqwkE5EREREREREREREVAMW0omIiIiIiIiIiIiIasBCupGdPn0aTz31FDw8PODs7Izu3btj27Ztxo5Ftdi8eTPefPNNdO7cGfb29hAEAdHR0dWOz8/Px/Tp0xEUFAR7e3sEBwdj5syZKCwsNFxoqlF6ejo+//xzDBo0CIGBgbCzs4OPjw+ef/55nDp1SuNzeF1NX0lJCaZPn47evXvDz88PDg4O8PHxQY8ePbB+/XqUl5dXeQ6vq3lasmQJBEGAIAg4efJklf28rqYvODhYfQ0f/urTp0+V8aWlpZg/fz5CQkLg4OAAPz8/vPHGG7h9+7bhwxM9hPf45on3+JaH9/iWiff41oP3+ObP0u7xBVEURWOHsFaHDx/G4MGD4eDggFGjRsHV1RXbt29HcnIyli5dihkzZhg7IlUjODgYycnJ8PLygrOzM5KTk7F+/XqMGzeuyliZTIaePXsiNjYWgwYNQseOHXH+/Hns378fXbp0wbFjx+Dg4GD4k6BK3nvvPSxZsgQtW7ZEnz594O3tjYSEBOzcuROiKGLLli0YOXKkejyvq3m4e/cuAgIC0LVrV4SGhsLb2xs5OTnYs2cPkpOTMWjQIOzZswcSifL3yryu5unixYvo3LkzbGxsIJPJcOLECXTv3l29n9fVPAQHByM3Nxdvv/22xn0P/hurUCjw1FNPYd++fejevTsiIiKQkJCAHTt2oHnz5jh58iS8vb0NF57oAbzHN1+8x7c8vMe3TLzHtw68x7cMFnePL5JRlJeXiy1bthTt7e3F8+fPq7fn5uaKoaGhop2dnZiUlGS8gFSjAwcOqK/PokWLRADi+vXrNY6dM2eOCECMjIystD0yMlIEIH700Uf6jkt1sH37dvHIkSNVth87dky0tbUVGzVqJJaUlKi387qaB7lcLpaWllbZXl5eLvbp00cEIO7atUu9ndfV/JSVlYmdOnUSu3XrJr788ssiAPHEiROVxvC6moegoCAxKCioTmPXrVsnAhBHjx4tKhQK9favvvpKBCC+8cYbekpJVDPe45s33uNbHt7jWybe41s+3uNbDku7x2ch3Uj27dsnAhDHjx9fZV90dLQIQPzggw+MkIzqq6abbIVCIfr5+YkuLi5iYWFhpX2FhYWii4uL2KJFCwMlJW0NGjRIBCCePn1aFEVeV0vxxRdfiADEzz//XBRFXldzNXfuXNHe3l68dOmS+Oqrr1a5yeZ1NR/1ucl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-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, axs = plt.subplots(2, 2)\n",
-    "for ax, key in zip(axs.flatten().tolist(), [\"trading_price\", \"sold_quantity\", \"unit_price\"]):\n",
-    "    for p in range(world.n_products):\n",
-    "        ax.plot(world.stats[f\"{key}_{p}\"], marker=\"x\", label=f\"Product {p}\")\n",
-    "        ax.set_ylabel(key.replace(\"_\", \" \").title())\n",
-    "        ax.legend().set_visible(False)\n",
-    "axs[-1, 0].legend(bbox_to_anchor=(1, -.5), ncol=3)\n",
-    "fig.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "id": "stainless-inflation",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:38.010752Z",
-     "iopub.status.busy": "2022-02-16T09:17:38.009608Z",
-     "iopub.status.idle": "2022-02-16T09:17:38.460612Z",
-     "shell.execute_reply": "2022-02-16T09:17:38.461341Z"
-    },
-    "papermill": {
-     "duration": 0.634999,
-     "end_time": "2022-02-16T09:17:38.461629",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:37.826630",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, axs = plt.subplots(1, 2)\n",
-    "for ax, key in zip(axs.flatten().tolist(), [\"spot_market_quantity\", \"spot_market_loss\"]):\n",
-    "    for a in world.non_system_agent_names:\n",
-    "        ax.plot(world.stats[f\"{key}_{a}\"], marker=\"x\", label=f\"{a}\")\n",
-    "        ax.set_ylabel(key.replace(\"_\", \" \").title())\n",
-    "        ax.legend().set_visible(False)\n",
-    "axs[0].legend(bbox_to_anchor=(1, -.2), ncol=4)\n",
-    "fig.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "missing-mission",
-   "metadata": {
-    "papermill": {
-     "duration": 0.220483,
-     "end_time": "2022-02-16T09:17:38.853329",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:38.632846",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "You can dig futher to understand what happened during this siumulation. For example, let's see some of the contracts that were signed:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "id": "quick-peace",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:39.213451Z",
-     "iopub.status.busy": "2022-02-16T09:17:39.209064Z",
-     "iopub.status.idle": "2022-02-16T09:17:39.222186Z",
-     "shell.execute_reply": "2022-02-16T09:17:39.222842Z"
-    },
-    "papermill": {
-     "duration": 0.190349,
-     "end_time": "2022-02-16T09:17:39.223076",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:39.032727",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "# create a view with only signed contracts\n",
-    "contracts = world.contracts_df\n",
-    "signed = contracts.loc[contracts.signed_at>=0, :]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "id": "subject-aspect",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:39.574758Z",
-     "iopub.status.busy": "2022-02-16T09:17:39.573769Z",
-     "iopub.status.idle": "2022-02-16T09:17:39.595618Z",
-     "shell.execute_reply": "2022-02-16T09:17:39.602124Z"
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seller_namebuyer_namedelivery_timequantityunit_pricesigned_atexecutedbreachednullifiederred
4902MAD@1BUYER168270TrueFalseFalseFalse
314SELLER01SRO@0258105TrueFalseFalseFalse
20103SRO@1BUYER137270TrueFalseFalseFalse
69SELLER01SRO@037100TrueFalseFalseFalse
205SELLER01SRO@007100TrueFalseFalseFalse
387SELLER01SRO@03171011TrueFalseFalseFalse
5803SRO@1BUYER176270TrueFalseFalseFalse
7602MAD@1BUYER146270TrueFalseFalseFalse
11303SRO@1BUYER26270TrueFalseFalseFalse
21803SRO@1BUYER146270TrueFalseFalseFalse
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-      "text/plain": [
-       "    seller_name buyer_name  delivery_time  quantity  unit_price  signed_at  \\\n",
-       "49      02MAD@1      BUYER             16         8          27          0   \n",
-       "314      SELLER    01SRO@0             25         8          10          5   \n",
-       "201     03SRO@1      BUYER             13         7          27          0   \n",
-       "69       SELLER    01SRO@0              3         7          10          0   \n",
-       "205      SELLER    01SRO@0              0         7          10          0   \n",
-       "387      SELLER    01SRO@0             31         7          10         11   \n",
-       "58      03SRO@1      BUYER             17         6          27          0   \n",
-       "76      02MAD@1      BUYER             14         6          27          0   \n",
-       "113     03SRO@1      BUYER              2         6          27          0   \n",
-       "218     03SRO@1      BUYER             14         6          27          0   \n",
-       "\n",
-       "     executed  breached  nullified  erred  \n",
-       "49       True     False      False  False  \n",
-       "314      True     False      False  False  \n",
-       "201      True     False      False  False  \n",
-       "69       True     False      False  False  \n",
-       "205      True     False      False  False  \n",
-       "387      True     False      False  False  \n",
-       "58       True     False      False  False  \n",
-       "76       True     False      False  False  \n",
-       "113      True     False      False  False  \n",
-       "218      True     False      False  False  "
-      ]
-     },
-     "execution_count": 27,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "fields = [\"seller_name\", \"buyer_name\", \"delivery_time\", \"quantity\", \"unit_price\",\n",
-    "          \"signed_at\", \"executed\", \"breached\", \"nullified\", \"erred\"]\n",
-    "signed[fields].sort_values([\"quantity\", \"unit_price\"], ascending=False).head(10)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "cheap-montana",
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-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "Let's check some of the contracts that were fully executed"
-   ]
-  },
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-   "execution_count": 28,
-   "id": "express-heather",
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seller_namebuyer_namedelivery_timequantityunit_pricesigned_atexecutedbreachednullifiederred
4902MAD@1BUYER168270TrueFalseFalseFalse
314SELLER01SRO@0258105TrueFalseFalseFalse
20103SRO@1BUYER137270TrueFalseFalseFalse
69SELLER01SRO@037100TrueFalseFalseFalse
205SELLER01SRO@007100TrueFalseFalseFalse
387SELLER01SRO@03171011TrueFalseFalseFalse
5803SRO@1BUYER176270TrueFalseFalseFalse
7602MAD@1BUYER146270TrueFalseFalseFalse
11303SRO@1BUYER26270TrueFalseFalseFalse
21803SRO@1BUYER146270TrueFalseFalseFalse
\n",
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-       "    seller_name buyer_name  delivery_time  quantity  unit_price  signed_at  \\\n",
-       "49      02MAD@1      BUYER             16         8          27          0   \n",
-       "314      SELLER    01SRO@0             25         8          10          5   \n",
-       "201     03SRO@1      BUYER             13         7          27          0   \n",
-       "69       SELLER    01SRO@0              3         7          10          0   \n",
-       "205      SELLER    01SRO@0              0         7          10          0   \n",
-       "387      SELLER    01SRO@0             31         7          10         11   \n",
-       "58      03SRO@1      BUYER             17         6          27          0   \n",
-       "76      02MAD@1      BUYER             14         6          27          0   \n",
-       "113     03SRO@1      BUYER              2         6          27          0   \n",
-       "218     03SRO@1      BUYER             14         6          27          0   \n",
-       "\n",
-       "     executed  breached  nullified  erred  \n",
-       "49       True     False      False  False  \n",
-       "314      True     False      False  False  \n",
-       "201      True     False      False  False  \n",
-       "69       True     False      False  False  \n",
-       "205      True     False      False  False  \n",
-       "387      True     False      False  False  \n",
-       "58       True     False      False  False  \n",
-       "76       True     False      False  False  \n",
-       "113      True     False      False  False  \n",
-       "218      True     False      False  False  "
-      ]
-     },
-     "execution_count": 28,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "signed.loc[signed.executed, fields].sort_values([\"quantity\", \"unit_price\"], ascending=False).head(10)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "id": "broadband-macro",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:40.869872Z",
-     "iopub.status.busy": "2022-02-16T09:17:40.868714Z",
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-     "start_time": "2022-02-16T09:17:40.562262",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "
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seller_namebuyer_namedelivery_timequantityunit_pricesigned_atbreaches
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-      "text/plain": [
-       "Empty DataFrame\n",
-       "Columns: [seller_name, buyer_name, delivery_time, quantity, unit_price, signed_at, breaches]\n",
-       "Index: []"
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-     },
-     "execution_count": 29,
-     "metadata": {},
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-   "source": [
-    "signed.loc[signed.breached, fields[:-4] + [\"breaches\"]].sort_values([\"quantity\", \"unit_price\"], ascending=False).head(10)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "broken-bobby",
-   "metadata": {
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-   "source": [
-    "We can now see how does the singning day affect delivery day, product and quantity"
-   ]
-  },
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-   "execution_count": 30,
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-    {
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-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, ax = plt.subplots(1, 3)\n",
-    "for i, x in enumerate([\"delivery_time\", \"quantity\", \"product_index\"]):\n",
-    "    ax[i].scatter(signed.signed_at, signed[x])\n",
-    "    ax[i].set(ylabel=x.replace(\"_\", \" \").title(), xlabel=\"Signing Day\")\n",
-    "fig.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "id": "favorite-sitting",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:42.757005Z",
-     "iopub.status.busy": "2022-02-16T09:17:42.752953Z",
-     "iopub.status.idle": "2022-02-16T09:17:43.328544Z",
-     "shell.execute_reply": "2022-02-16T09:17:43.329464Z"
-    },
-    "papermill": {
-     "duration": 0.811941,
-     "end_time": "2022-02-16T09:17:43.329709",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:42.517768",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, ax = plt.subplots(1, 3)\n",
-    "for i, x in enumerate([\"delivery_time\", \"unit_price\", \"product_index\"]):\n",
-    "    ax[i].scatter(signed.quantity, signed[x])\n",
-    "    ax[i].set(ylabel=x.replace(\"_\", \" \").title(), xlabel=\"Quantity\")\n",
-    "fig.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "tutorial-judges",
-   "metadata": {
-    "papermill": {
-     "duration": 0.192929,
-     "end_time": "2022-02-16T09:17:43.752905",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:43.559976",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "Did any agents go bankrupt and when?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "id": "classified-antique",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:44.269470Z",
-     "iopub.status.busy": "2022-02-16T09:17:44.268346Z",
-     "iopub.status.idle": "2022-02-16T09:17:44.271912Z",
-     "shell.execute_reply": "2022-02-16T09:17:44.272952Z"
-    },
-    "papermill": {
-     "duration": 0.295466,
-     "end_time": "2022-02-16T09:17:44.273332",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:43.977866",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{'00MAD@0': 'No', '01SRO@0': 'No', '02MAD@1': 'No', '03SRO@1': 'No'}\n"
-     ]
-    }
-   ],
-   "source": [
-    "bankruptcy = {a: np.nonzero(stats[f\"bankrupt_{a}\"].values)[0]\n",
-    "        for a in world.non_system_agent_names}\n",
-    "pprint({k: \"No\" if len(v)<1 else f\"at: {v[0]}\" for k, v in bankruptcy.items()})"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "listed-toolbox",
-   "metadata": {
-    "papermill": {
-     "duration": 0.46096,
-     "end_time": "2022-02-16T09:17:44.937317",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:44.476357",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "You can see what happened during this simulation by drawing graphs at different steps.\n",
-    "The meaning of different edge colors can be drawn as follows:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 33,
-   "id": "chubby-channel",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:45.654721Z",
-     "iopub.status.busy": "2022-02-16T09:17:45.651869Z",
-     "iopub.status.idle": "2022-02-16T09:17:45.898756Z",
-     "shell.execute_reply": "2022-02-16T09:17:45.899568Z"
-    },
-    "papermill": {
-     "duration": 0.662536,
-     "end_time": "2022-02-16T09:17:45.902550",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:45.240014",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "from negmas import show_edge_colors\n",
-    "show_edge_colors()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "accompanied-cleaners",
-   "metadata": {
-    "papermill": {
-     "duration": 0.210479,
-     "end_time": "2022-02-16T09:17:46.362804",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:46.152325",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "You can see what happened in this world in a series of graphs using the `draw` method"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 34,
-   "id": "arabic-badge",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:46.879325Z",
-     "iopub.status.busy": "2022-02-16T09:17:46.878318Z",
-     "iopub.status.idle": "2022-02-16T09:17:49.658080Z",
-     "shell.execute_reply": "2022-02-16T09:17:49.659285Z"
-    },
-    "papermill": {
-     "duration": 3.038648,
-     "end_time": "2022-02-16T09:17:49.659840",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:46.621192",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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PnrUkFqz5O+bFcdeqVUtubm5KTk5O1+sjtW3VqFHD0uMrKSmJSckBAAD+P6fsiwAAAOSvV155RRMnTpQkvf3225ozZ4569OihRx55RC1atJCfn1+W21eqVEmVKlWyfKHr7u6u+vXrZ1r+zp07euGFF3Tnzh09+eST+umnn1S8eHHL+iZNmujpp5/WY489ppEjR+rnn3/Wpk2bMu2ZcODAATVp0kR//vlnmi/0O3XqpEcffVSDBg1STEyM3njjDf344485fl/u161bt7R9+3bL79evX9f169e1ceNGffrpp/rxxx/1yCOP5Hsc0t0vcSXp6aefzrLcvV8SStL58+d1/vx5LV68WL169dLChQstTzzf68qVK5afMxsyJlWVKlUsPxdU4imnFi5cqJdeeinT9W+//bYGDhyYbvnKlStlNpvl7u6uPXv2pJtnpW3btho+fLiio6PTnOP34+jRo/rmm280bNgwy7ImTZpYfv7mm2/0yy+/yNnZWWvXrtWTTz6ZZvtWrVrpxRdfVNu2bXXixAm99tprll4RGTly5Ij+/PNPSzJFupvIrFmzpp5++mnFxsaqZcuWMgxD+/btSzNXRosWLeTt7a2xY8cqODhYv/zyi3r37m3V8Wckr86/1M+FqlWrateuXekSg+3bt9fYsWMVGRlpbcgFwpr35eGHH85VXf/5z38sCcH77fmSV3/HvDhuV1dXDRgwQIsXL9aIESMUGRmpBg0aaPv27Zo8ebIkpUnAf/bZZzp79qy6du2qXr16ZVknAABAYUfPDgAAYHMTJkzQ0KFDLb8HBQVp+vTpevbZZ1W9enWVL19ezz77rNatW5cncy2kDhPj5uamxYsXZ/ol8IgRI9SiRQtJd7+MzsrcuXMz7Lnw4osvqmvXrpLujs1+7zAkec1kMqlVq1b66KOPtGHDBh06dEi7d+/W119/bTmOq1ev6oknniiQuQyOHTumS5cuScp8vo7ixYvr2Wef1bx587Rjxw4dPnxYGzdu1DvvvKMyZcpIujuWfs+ePTMc4ubeMfOz6jkiKU3vhpwMTfYgaNSokfbt26dPPvkkw8ndU8+nWrVqZTmhfIkSJeTgYN2lf8eOHdMkOu5lGIZl0uXx48enS3SkKlWqlGVi5127dmX5JP9rr72WJtGRqlu3bpbeYDdu3NC///3vDCcFf+mll+Tm5iYp/yZ3z6vzL/Xv2KRJkyz3U7p06fsJs8AVVLv866+/LD1iKleurJdffjlX26fKq3jzaj9Tp05VlSpVdPPmTY0aNUqtW7fWW2+9paSkJDVv3lyTJk2SJAUHB+ujjz6Sq6urpk+fnmV9AAAARQHJDgAAYHMODg6aP3++Nm7cqCeffDLdpKyhoaH64Ycf1KNHD7Vo0cKqSWglae3atZLujqnu4+OTZdnHHntMkrRnz55My/j7+6tp06aZrk9N5CQnJ2c4J8fChQtlGIYMw1D79u2ziT5zn3/+ufbs2aN//vOfevLJJ9W4cWO1bt1aI0eO1N69ey1jud++fVvDhw/P90m6U4ewatCggXx9fTMsc/XqVS1btkzDhw9XmzZt1KhRI3Xu3FkffvihTpw4ocaNG0u6O+n8V199lW77eyftzmqcfUlphgCKj4/P9fHkp169elmGXNu3b5+WLVum3r1768iRI3ruuecsPWT+rkKFCpLu9oxJnXMgvzz//POZrjt58qSlXfbr1y/L/aS2KSnrdvXss89mui51QmqTyaRnnnkmwzLFihVTzZo1JUkXL17MMqb7lVfnX+rfcfv27VZ/vj0ICqJdhoaGql+/fkpOTpbJZNKiRYvuu/dSXsWbV/spX768/vrrL40YMULly5eXs7OzqlWrprfeektbtmyxJPFee+01xcXFpZmU/Pr16xoxYoQqVqwoV1dX1apVSx999FG+DeUGAADwICHZAQAAHhidO3fWhg0bFBERoV9//VVTpkxR9+7d0wxfdODAAbVt21YhISH3XU/qXAG///67ZWLwzF6fffaZJGXZI6N58+ZZ1pfaq0K629shv5QsWTLTdSaTSR999JE6deokSZZeH/kpNdmRWa8OKeuYy5Urp5UrV8rZ2VmSNGPGjHRlUr/0k5Ttl3mpkxhLeuDGtS9ZsqTq16+v+vXrq3nz5nr22Wf1888/a/Hixbp48aJ69uyZYe+i5557Ts7OzkpMTNSjjz6q7t27a86cOTp+/HieJ7NSEwwZuXf+jdatW2fZpu594j2rdlWrVq1M16WeN97e3ipVqlS25e594j4v5dX5N2jQIEl359upX7++nn32WS1YsEDnz5/Pw2gLTn63y9jYWHXr1s0ybNSnn36qjh073kekd+VVvHl53BUqVNDcuXMVEhKipKQkBQYG6tNPP7W0n99++02rVq1KMyl5aGioWrVqpW+++UY3b95U9erVdfHiRb377rvq169fvie4AQAAbI1kBwAAeOB4eXmpa9eueu+997R27VqFhobq22+/tXypGRISon/961/3vf+wsLBcb5PVE8dly5bNctt7hxey9Zj7o0aNsvz8559/5ls9YWFhlp4G2c3XkZXq1atb5ko5f/68rl27lmZ96iS9UvZD4Ny+fdvyc3ZDzDwoXnzxRfXv319ms1njxo1Ld/7UqVNHy5YtU6lSpZScnKz169fr5Zdflr+/v8qWLasXX3wxz4ZwyiqpcD9tSro7GXtmsnpKP3VIruye5E8tlzr5dF7Lq/OvU6dOmjlzpooVK6aEhAT98MMPGjp0qGrWrKnKlStr9OjRCggIyNvg81F+tsuEhAT17NlTBw8elCRNnDhRb7755n1GeldexVtQn0eJiYkZTkr+9ttv69KlS2rTpo2uX7+uU6dO6dixYypXrpzWrVunpUuX5qoeAAAAe0OyAwAAPPBcXV310ksvadmyZZZlP//8s8xm833tL/WLz65du1qGDsrJKzMZzaXwoLp38t+rV6/mWz2//vqrzGazypYtm6Zny/3IKuZ7JwG+d3LgjNw7mfC9kwM/6Hr27Cnp7pejv/32W7r1ffv2VWBgoL7++mv16dPHMjRbeHi4vvvuOz322GMaMmTIfbeXVI6OjpmuuzeZsG7duhy3qTFjxlgVk61VqlTJ8rO159/YsWMVFBSkzz//XE899ZSlR9vVq1f19ddfq3Hjxnr33XfzKPL8lV/tMjk5WQMGDNDWrVslScOHD7fMAWONvIq3oD6Ppk2bpvPnz+vJJ5+0TEqelJSk5cuXS5K+/PJLeXl5SZLq1q1rmeMju7mnAAAA7J1T9kUAAAAeDF26dFGVKlV0+fJlRUVFKSIiIts5NzJSpkwZXbt2TUlJSapfv77VcYWGhuZ4va0nGC6oxEzqEFbdunWzemLsrGK+NxFy+vTpLPdz7/q6detaFVNBuvccT53w/e9KlCihkSNHauTIkZKkU6dOac2aNZoxY4auXbumRYsWqXHjxnr11VfzJcbUyeSl/w3JVRR4enpaPpPy4vwrW7asXnvtNb322msym806cuSIVq1apZkzZ+rmzZv66KOP1Lx5c0sC7EF1P+3SycnJMsdKRsxms1588UXLZ8szzzyjr7/+Og+ivTtkmqOjo1JSUqz6O+bHcf9dUFCQPvnkE7m6uqYZ2u/MmTNKSEhQsWLF1KRJkzTbPProo5KkI0eO5LgeAAAAe0TPDgAAYFcqVqxo+fnvX4Ln9Iv81EmvDxw4kCeTtu7fvz/H6239JfDJkyctP9/7XualxMREbdy4UVLW83XkVFYx+/n5WZZlNyzX9u3bJd19Gr9atWpWx1VQ7u3NktPhburWrau3335be/fulbu7uyTpxx9/zJf4pP+1KUnatWtXvtXzIGrTpo2ku182ZzUHyb3nZ+qXz1lxcHBQkyZN9O9//1ubN2+2LM/Pv2Nead68uWWC7qzaZVJSkvbu3WvZJnV+noyMGjXK0nOhe/fu+u6776xOpKZycXGx9EDbs2dPlv8XUo/H1dVVzZo1S7MuP47771599VXFx8dr4sSJlknJJSk6OlqSLD067pU6d01qGQAAgMKKZAcAALAbcXFxli++vby80jxNLv1vcth7J37NSI8ePSTd/eJnwYIFVsd17NgxHT58ONP13377raS7wwC1b9/e6vqsce+T0O3atcuXOrZt26Zbt27J1dXVMt/G/QoMDNSmTZskSTVq1EgzbJB0N8GV+pT76dOnLV8g/t3evXstT1L37NnTroYeW7FiheVnf3//XG1bpUoVy0Tf4eHheRrXvZo0aWIZwmfu3LlKSEjIt7oeNKnDCEmZDxMUFxdnSVI8/PDDWU6+npEmTZpY5kzJz79jXvH09FSnTp0kSX/88UemQzr9/PPPiomJkST17t070/29/vrr+uabbyTdnd9kxYoVcnLK20EKUv+OMTEx+vnnnzMsc+XKFf3xxx+WOO6do0PK++P+u19//VVr165V1apV9c4776RZlzrs2Y0bN9L9D0wdMiujRAgAAEBhQrIDAADY1K1bt9SyZUutX78+yzkFzGazXnnlFcXGxkq6m7D4+xfWFSpUkCRdvHhRhmFkuq/BgwdbxkifOHGi5Yn/zOzcuTPbXgMjR45MM+Fsqu+//16//vqrpLtfpqXGeK8hQ4bIZDLJZDJp27ZtWdaTmb179yokJCTT9YZh6N1337V8UdewYcMcPV1+P1KHmWnfvn2WPRHWrVun5OTkTNeHhoaqb9++lqesM5vf4bXXXrPMJ/HKK6+km0w+Pj7eMpmvk5OTXnvttRwfS35auHBhtkmBzz//3HL++Pn5qW3btmnWr169Wjdv3sx0+3uHV/Lz87Mu4Cw4ODjon//8p6S77W/QoEFZJh1jYmI0c+bMfIunIPXu3VvVq1eXJH3yySe6cOFCujKTJk1SVFSU5ee/++GHH9Kdt/c6cOCAZfv8/DvmpYkTJ0q6O8/G2LFj000SHx4errfeekvS3Z4Hw4cPz3A/77//vj7//HNJ0iOPPKI1a9bI1dU1V7EEBQVZPmMzSzg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\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "world.draw(steps=(0, world.n_steps), together=False, ncols=2, figsize=(20, 20))\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "informational-peripheral",
-   "metadata": {
-    "papermill": {
-     "duration": 0.187688,
-     "end_time": "2022-02-16T09:17:50.020743",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:49.833055",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "You can also run a simple animation to see what happens at every step (you need to download the jupyter notebook and execute it to see the animation) :"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "id": "gothic-actress",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:50.646282Z",
-     "iopub.status.busy": "2022-02-16T09:17:50.639486Z",
-     "iopub.status.idle": "2022-02-16T09:21:13.138213Z",
-     "shell.execute_reply": "2022-02-16T09:21:13.142757Z"
-    },
-    "papermill": {
-     "duration": 202.817036,
-     "end_time": "2022-02-16T09:21:13.151092",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:50.334056",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[]"
-      ]
-     },
-     "execution_count": 35,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "world.save_gif(\"run.gif\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "affected-danger",
-   "metadata": {
-    "papermill": {
-     "duration": 0.327053,
-     "end_time": "2022-02-16T09:21:13.854522",
-     "exception": false,
-     "start_time": "2022-02-16T09:21:13.527469",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "then show the animation"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 36,
-   "id": "necessary-canon",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:21:14.484168Z",
-     "iopub.status.busy": "2022-02-16T09:21:14.481576Z",
-     "iopub.status.idle": "2022-02-16T09:21:14.489828Z",
-     "shell.execute_reply": "2022-02-16T09:21:14.488589Z"
-    },
-    "papermill": {
-     "duration": 0.296983,
-     "end_time": "2022-02-16T09:21:14.490193",
-     "exception": false,
-     "start_time": "2022-02-16T09:21:14.193210",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       ""
-      ],
-      "text/plain": [
-       ""
-      ]
-     },
-     "execution_count": 36,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "from IPython.display import HTML\n",
-    "HTML('')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "proprietary-duration",
-   "metadata": {
-    "papermill": {
-     "duration": 0.258152,
-     "end_time": "2022-02-16T09:21:15.018207",
-     "exception": false,
-     "start_time": "2022-02-16T09:21:14.760055",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "## Running a tournament\n",
-    "    \n",
-    "Now that you can run simple world simulations, let's try to run a complete tournament and see its results.\n",
-    "Let's start by running a standard tournament (in which each agent is represented by a single factory). Running a collusion tournament will be exactly the same with the only difference that `anac2023_std` will be replaced with `anac2023_collusion`.Running a one-shot tournament (new in 2021) similarily just requires a change from `anac2023_std` to `anac2023_oneshot`\n",
-    "\n",
-    "Note that in the real competition we use thousands of configurations  and longer simulation steps (e.g. 50 $\\le$ n_steps $\\le$ 500). "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 37,
-   "id": "norwegian-rabbit",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:21:15.584552Z",
-     "iopub.status.busy": "2022-02-16T09:21:15.578966Z",
-     "iopub.status.idle": "2022-02-16T09:21:15.589261Z",
-     "shell.execute_reply": "2022-02-16T09:21:15.588252Z"
-    },
-    "papermill": {
-     "duration": 0.310478,
-     "end_time": "2022-02-16T09:21:15.589544",
-     "exception": false,
-     "start_time": "2022-02-16T09:21:15.279066",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "from scml.utils import anac2023_std\n",
-    "pd.options.display.float_format = '{:,.2f}'.format\n",
-    "def shorten_names(results):\n",
-    "    # just make agent types more readable\n",
-    "    results.score_stats.agent_type = results.score_stats.agent_type.str.split(\".\").str[-1]\n",
-    "    results.kstest.a = results.kstest.a.str.split(\".\").str[-1]\n",
-    "    results.kstest.b = results.kstest.b.str.split(\".\").str[-1]\n",
-    "    results.total_scores.agent_type = results.total_scores.agent_type.str.split(\".\").str[-1]\n",
-    "    results.scores.agent_type = results.scores.agent_type.str.split(\".\").str[-1]\n",
-    "    results.winners = [_.split(\".\")[-1] for _ in results.winners]\n",
-    "    return results"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 38,
-   "id": "shared-virtue",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:21:16.078881Z",
-     "iopub.status.busy": "2022-02-16T09:21:16.068106Z",
-     "iopub.status.idle": "2022-02-16T09:24:04.610390Z",
-     "shell.execute_reply": "2022-02-16T09:24:04.611319Z"
-    },
-    "papermill": {
-     "duration": 168.814637,
-     "end_time": "2022-02-16T09:24:04.611531",
-     "exception": false,
-     "start_time": "2022-02-16T09:21:15.796894",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "tournament_types = [\n",
-    "    DecentralizingAgent, MarketAwareDecentralizingAgent, SyncRandomOneShotAgent\n",
-    "]\n",
-    "# may take a long time\n",
-    "results = anac2023_std(\n",
-    "    competitors=tournament_types,  \n",
-    "    n_configs=5, # number of different configurations to generate \n",
-    "    n_runs_per_world=1, # number of times to repeat every simulation (with agent assignment)\n",
-    "    n_steps = 10, # number of days (simulation steps) per simulation\n",
-    "    print_exceptions=True,\n",
-    ") \n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 39,
-   "id": "vocational-presence",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:24:05.532076Z",
-     "iopub.status.busy": "2022-02-16T09:24:05.529700Z",
-     "iopub.status.idle": "2022-02-16T09:24:05.535155Z",
-     "shell.execute_reply": "2022-02-16T09:24:05.535898Z"
-    },
-    "papermill": {
-     "duration": 0.623914,
-     "end_time": "2022-02-16T09:24:05.536320",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:04.912406",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "results = shorten_names(results)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "dangerous-killer",
-   "metadata": {
-    "papermill": {
-     "duration": 0.276093,
-     "end_time": "2022-02-16T09:24:06.094758",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:05.818665",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "Who was the winner?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 40,
-   "id": "essential-woman",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:24:06.681541Z",
-     "iopub.status.busy": "2022-02-16T09:24:06.677790Z",
-     "iopub.status.idle": "2022-02-16T09:24:06.689907Z",
-     "shell.execute_reply": "2022-02-16T09:24:06.684719Z"
-    },
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-     "duration": 0.261088,
-     "end_time": "2022-02-16T09:24:06.690519",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:06.429431",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['DecentralizingAgent']"
-      ]
-     },
-     "execution_count": 40,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "results.winners"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "pursuant-chemistry",
-   "metadata": {
-    "papermill": {
-     "duration": 0.353751,
-     "end_time": "2022-02-16T09:24:07.324685",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:06.970934",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "How many simulations were actually run?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 41,
-   "id": "sized-ethics",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:24:07.846022Z",
-     "iopub.status.busy": "2022-02-16T09:24:07.844309Z",
-     "iopub.status.idle": "2022-02-16T09:24:07.853749Z",
-     "shell.execute_reply": "2022-02-16T09:24:07.852820Z"
-    },
-    "papermill": {
-     "duration": 0.28963,
-     "end_time": "2022-02-16T09:24:07.854074",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:07.564444",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "15"
-      ]
-     },
-     "execution_count": 41,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "len(results.scores.run_id.unique())"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "addressed-encoding",
-   "metadata": {
-    "papermill": {
-     "duration": 0.229011,
-     "end_time": "2022-02-16T09:24:08.360945",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:08.131934",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "The total number of simulations $n_{s}$ will be $n_t \\times n_c \\times n_r$ where $n_t$ is the number of competitor agent types, $n_c$ is the number of configurations, and $n_r$ is the number of runs per configuration\n",
-    "\n",
-    "\n",
-    "We can also see the scores that every agent type got"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 42,
-   "id": "lyric-shade",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:24:09.906325Z",
-     "iopub.status.busy": "2022-02-16T09:24:09.904462Z",
-     "iopub.status.idle": "2022-02-16T09:24:09.915523Z",
-     "shell.execute_reply": "2022-02-16T09:24:09.914109Z"
-    },
-    "papermill": {
-     "duration": 0.599767,
-     "end_time": "2022-02-16T09:24:09.916926",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:09.317159",
-     "status": "completed"
-    },
-    "tags": []
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agent_typecountmeanstdmin25%median75%max
0SyncRandomOneShotAgent15.00-0.700.83-3.28-0.70-0.53-0.24-0.12
1DecentralizingAgent15.00-0.090.12-0.38-0.15-0.09-0.010.08
2MarketAwareDecentralizingAgent15.00-0.110.10-0.36-0.14-0.07-0.06-0.01
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-       "                       agent_type  count  mean  std   min   25%  median   75%  \\\n",
-       "0          SyncRandomOneShotAgent  15.00 -0.70 0.83 -3.28 -0.70   -0.53 -0.24   \n",
-       "1             DecentralizingAgent  15.00 -0.09 0.12 -0.38 -0.15   -0.09 -0.01   \n",
-       "2  MarketAwareDecentralizingAgent  15.00 -0.11 0.10 -0.36 -0.14   -0.07 -0.06   \n",
-       "\n",
-       "    max  \n",
-       "0 -0.12  \n",
-       "1  0.08  \n",
-       "2 -0.01  "
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-     },
-     "execution_count": 42,
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-    "results.score_stats"
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-   "metadata": {
-    "papermill": {
-     "duration": 0.36615,
-     "end_time": "2022-02-16T09:24:10.767981",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:10.401831",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "You can also do statistical significance testing using ttest or kstest (with multi-comparison correction)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
-   "id": "saving-hopkins",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:24:11.611654Z",
-     "iopub.status.busy": "2022-02-16T09:24:11.608649Z",
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-     "start_time": "2022-02-16T09:24:11.139642",
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abtpn_an_bn_effective
0SyncRandomOneShotAgentMarketAwareDecentralizingAgent0.730.00151515
1SyncRandomOneShotAgentDecentralizingAgent0.670.00151515
2MarketAwareDecentralizingAgentDecentralizingAgent0.330.39151515
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-       "                                a                               b    t    p  \\\n",
-       "0          SyncRandomOneShotAgent  MarketAwareDecentralizingAgent 0.73 0.00   \n",
-       "1          SyncRandomOneShotAgent             DecentralizingAgent 0.67 0.00   \n",
-       "2  MarketAwareDecentralizingAgent             DecentralizingAgent 0.33 0.39   \n",
-       "\n",
-       "   n_a  n_b  n_effective  \n",
-       "0   15   15           15  \n",
-       "1   15   15           15  \n",
-       "2   15   15           15  "
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-     },
-     "execution_count": 43,
-     "metadata": {},
-     "output_type": "execute_result"
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-    "results.kstest"
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-   "id": "casual-disney",
-   "metadata": {
-    "papermill": {
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-     "exception": false,
-     "start_time": "2022-02-16T09:24:11.960440",
-     "status": "completed"
-    },
-    "tags": []
-   },
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-    "see the total score"
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-   "cell_type": "code",
-   "execution_count": 44,
-   "id": "finite-qatar",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:24:12.755458Z",
-     "iopub.status.busy": "2022-02-16T09:24:12.753114Z",
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agent_typescore
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1MarketAwareDecentralizingAgent-0.11
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-       "                       agent_type  score\n",
-       "0             DecentralizingAgent  -0.09\n",
-       "1  MarketAwareDecentralizingAgent  -0.11\n",
-       "2          SyncRandomOneShotAgent  -0.70"
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-     "execution_count": 44,
-     "metadata": {},
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-   "source": [
-    "results.total_scores"
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-   "cell_type": "markdown",
-   "id": "juvenile-export",
-   "metadata": {
-    "papermill": {
-     "duration": 0.266178,
-     "end_time": "2022-02-16T09:24:13.432861",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:13.166683",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "or the aggregated statistics of the world. For example, let's draw the activity level for different simulations."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 45,
-   "id": "subject-single",
-   "metadata": {
-    "execution": {
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-     "status": "completed"
-    },
-    "tags": []
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-    {
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-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.errorbar(range(len(results.agg_stats)),\n",
-    "             results.agg_stats.activity_level_mean, \n",
-    "             np.sqrt(results.agg_stats.activity_level_var)\n",
-    "             )\n",
-    "plt.xlabel(\"Simulation Number\")\n",
-    "plt.ylabel(\"Activity Level\")\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "promotional-estonia",
-   "metadata": {
-    "papermill": {
-     "duration": 0.412535,
-     "end_time": "2022-02-16T09:24:15.173973",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:14.761438",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "We can even get the scores of every agent belonging to every agent type at every simulation"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 46,
-   "id": "instrumental-coach",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:24:15.838627Z",
-     "iopub.status.busy": "2022-02-16T09:24:15.836222Z",
-     "iopub.status.idle": "2022-02-16T09:24:15.852660Z",
-     "shell.execute_reply": "2022-02-16T09:24:15.849616Z"
-    },
-    "papermill": {
-     "duration": 0.297165,
-     "end_time": "2022-02-16T09:24:15.854447",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:15.557282",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "
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-       "    \n",
-       "  \n",
-       "
agent_nameagent_typescore
002SRO@1SyncRandomOneShotAgent-3.28
103MAD@1MarketAwareDecentralizingAgent-0.08
207De@2DecentralizingAgent-0.26
300De@0DecentralizingAgent-0.13
403SRO@1SyncRandomOneShotAgent-0.59
\n",
-       "
"
-      ],
-      "text/plain": [
-       "  agent_name                      agent_type  score\n",
-       "0    02SRO@1          SyncRandomOneShotAgent  -3.28\n",
-       "1    03MAD@1  MarketAwareDecentralizingAgent  -0.08\n",
-       "2     07De@2             DecentralizingAgent  -0.26\n",
-       "3     00De@0             DecentralizingAgent  -0.13\n",
-       "4    03SRO@1          SyncRandomOneShotAgent  -0.59"
-      ]
-     },
-     "execution_count": 46,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "results.scores.loc[:, [\"agent_name\", \"agent_type\", \"score\"]].head()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ranging-teacher",
-   "metadata": {
-    "papermill": {
-     "duration": 0.324085,
-     "end_time": "2022-02-16T09:24:16.439529",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:16.115444",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "Let's see how did the location at the production graph affect the score of each type."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 47,
-   "id": "touched-congress",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:24:17.060897Z",
-     "iopub.status.busy": "2022-02-16T09:24:17.059243Z",
-     "iopub.status.idle": "2022-02-16T09:24:17.503329Z",
-     "shell.execute_reply": "2022-02-16T09:24:17.504194Z"
-    },
-    "papermill": {
-     "duration": 0.757685,
-     "end_time": "2022-02-16T09:24:17.504467",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:16.746782",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "results.scores[\"level\"] = results.scores.agent_name.str.split(\"@\", expand=True).loc[:, 1]\n",
-    "results.scores = results.scores.sort_values(\"level\")\n",
-    "sns.lineplot(data=results.scores[[\"agent_type\", \"level\", \"score\"]], \n",
-    "             x=\"level\", y=\"score\", hue=\"agent_type\", ci=None)\n",
-    "plt.plot([0.0] * len(results.scores[\"level\"].unique()), \"b--\")\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "freelance-meditation",
-   "metadata": {
-    "papermill": {
-     "duration": 0.237286,
-     "end_time": "2022-02-16T09:24:17.978904",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:17.741618",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "## Running a One-Shot tournament\n",
-    "    \n",
-    "In 2021, a new track was introduced to the SCM league called the SCML-OneShot track which simplified the problem in order to focus research efforts on the core many-to-many concurrent negotiation challeng. You can run a tournament for this track with the latest settings in almost the same way as we did with standard/collusion tournaments using `anac2023_oneshot`\n",
-    "\n",
-    "Note that in the real competition we use thousands of configurations  and longer simulation steps (e.g. 50 $\\le$ n_steps $\\le$ 500). "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 48,
-   "id": "regular-microwave",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:24:18.573701Z",
-     "iopub.status.busy": "2022-02-16T09:24:18.567899Z",
-     "iopub.status.idle": "2022-02-16T09:24:18.576662Z",
-     "shell.execute_reply": "2022-02-16T09:24:18.570735Z"
-    },
-    "papermill": {
-     "duration": 0.313745,
-     "end_time": "2022-02-16T09:24:18.577294",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:18.263549",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "from scml.utils import anac2023_oneshot"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 49,
-   "id": "governmental-boating",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:24:19.171009Z",
-     "iopub.status.busy": "2022-02-16T09:24:19.163275Z",
-     "iopub.status.idle": "2022-02-16T09:25:45.215911Z",
-     "shell.execute_reply": "2022-02-16T09:25:45.217086Z"
-    },
-    "papermill": {
-     "duration": 86.403057,
-     "end_time": "2022-02-16T09:25:45.217399",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:18.814342",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "tournament_types = [RandomOneShotAgent, SyncRandomOneShotAgent, GreedyOneShotAgent, GreedySingleAgreementAgent]\n",
-    "# may take a long time\n",
-    "results = anac2023_oneshot(\n",
-    "    competitors=tournament_types,  \n",
-    "    n_configs=5, # number of different configurations to generate \n",
-    "    n_runs_per_world=1, # number of times to repeat every simulation (with agent assignment)\n",
-    "    n_steps = 10, # number of days (simulation steps) per simulation\n",
-    "    print_exceptions=True,\n",
-    ") \n",
-    "results = shorten_names(results)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "satisfactory-converter",
-   "metadata": {
-    "papermill": {
-     "duration": 0.379291,
-     "end_time": "2022-02-16T09:25:45.828059",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:45.448768",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "Who was the winner?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 50,
-   "id": "pressed-collins",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:25:46.997344Z",
-     "iopub.status.busy": "2022-02-16T09:25:46.994979Z",
-     "iopub.status.idle": "2022-02-16T09:25:47.003959Z",
-     "shell.execute_reply": "2022-02-16T09:25:46.999556Z"
-    },
-    "papermill": {
-     "duration": 0.697992,
-     "end_time": "2022-02-16T09:25:47.004218",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:46.306226",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['GreedyOneShotAgent']"
-      ]
-     },
-     "execution_count": 50,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "results.winners"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "muslim-astronomy",
-   "metadata": {
-    "papermill": {
-     "duration": 0.80645,
-     "end_time": "2022-02-16T09:25:48.183078",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:47.376628",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "How many simulations were actually run?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 51,
-   "id": "attended-attempt",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:25:49.672803Z",
-     "iopub.status.busy": "2022-02-16T09:25:49.660773Z",
-     "iopub.status.idle": "2022-02-16T09:25:49.679029Z",
-     "shell.execute_reply": "2022-02-16T09:25:49.668028Z"
-    },
-    "papermill": {
-     "duration": 1.093841,
-     "end_time": "2022-02-16T09:25:49.680158",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:48.586317",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "20"
-      ]
-     },
-     "execution_count": 51,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "len(results.scores.run_id.unique())"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "advanced-plant",
-   "metadata": {
-    "papermill": {
-     "duration": 0.536699,
-     "end_time": "2022-02-16T09:25:50.592150",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:50.055451",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "The total number of simulations $n_{s}$ will be $n_t \\times n_c \\times n_r$ where $n_t$ is the number of competitor agent types, $n_c$ is the number of configurations, and $n_r$ is the number of runs per configuration\n",
-    "\n",
-    "\n",
-    "We can also see the scores that every agent type got"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 52,
-   "id": "collaborative-geography",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:25:51.320978Z",
-     "iopub.status.busy": "2022-02-16T09:25:51.319698Z",
-     "iopub.status.idle": "2022-02-16T09:25:51.324003Z",
-     "shell.execute_reply": "2022-02-16T09:25:51.325139Z"
-    },
-    "papermill": {
-     "duration": 0.332568,
-     "end_time": "2022-02-16T09:25:51.325434",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:50.992866",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "
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-       "\n",
-       "\n",
-       "  \n",
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agent_typecountmeanstdmin25%median75%max
0GreedyOneShotAgent20.000.760.210.360.630.790.911.06
1GreedySingleAgreementAgent20.000.710.100.580.650.700.760.96
2RandomOneShotAgent20.000.760.150.420.660.770.871.00
3SyncRandomOneShotAgent20.000.760.140.450.670.750.841.01
\n",
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-      ],
-      "text/plain": [
-       "                   agent_type  count  mean  std  min  25%  median  75%  max\n",
-       "0          GreedyOneShotAgent  20.00  0.76 0.21 0.36 0.63    0.79 0.91 1.06\n",
-       "1  GreedySingleAgreementAgent  20.00  0.71 0.10 0.58 0.65    0.70 0.76 0.96\n",
-       "2          RandomOneShotAgent  20.00  0.76 0.15 0.42 0.66    0.77 0.87 1.00\n",
-       "3      SyncRandomOneShotAgent  20.00  0.76 0.14 0.45 0.67    0.75 0.84 1.01"
-      ]
-     },
-     "execution_count": 52,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "results.score_stats"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "coordinated-blink",
-   "metadata": {
-    "papermill": {
-     "duration": 0.306131,
-     "end_time": "2022-02-16T09:25:52.007135",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:51.701004",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "You can also do statistical significance testing using ttest or kstest (with multi-comparison correction)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 53,
-   "id": "consistent-banks",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:25:52.671173Z",
-     "iopub.status.busy": "2022-02-16T09:25:52.668055Z",
-     "iopub.status.idle": "2022-02-16T09:25:52.678943Z",
-     "shell.execute_reply": "2022-02-16T09:25:52.676943Z"
-    },
-    "papermill": {
-     "duration": 0.367402,
-     "end_time": "2022-02-16T09:25:52.680299",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:52.312897",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
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abtpn_an_bn_effective
0GreedyOneShotAgentGreedySingleAgreementAgent0.350.17202020
1GreedyOneShotAgentSyncRandomOneShotAgent0.150.98202020
2GreedyOneShotAgentRandomOneShotAgent0.250.57202020
3GreedySingleAgreementAgentSyncRandomOneShotAgent0.250.57202020
4GreedySingleAgreementAgentRandomOneShotAgent0.350.17202020
5SyncRandomOneShotAgentRandomOneShotAgent0.150.98202020
\n",
-       "
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-      ],
-      "text/plain": [
-       "                            a                           b    t    p  n_a  n_b  \\\n",
-       "0          GreedyOneShotAgent  GreedySingleAgreementAgent 0.35 0.17   20   20   \n",
-       "1          GreedyOneShotAgent      SyncRandomOneShotAgent 0.15 0.98   20   20   \n",
-       "2          GreedyOneShotAgent          RandomOneShotAgent 0.25 0.57   20   20   \n",
-       "3  GreedySingleAgreementAgent      SyncRandomOneShotAgent 0.25 0.57   20   20   \n",
-       "4  GreedySingleAgreementAgent          RandomOneShotAgent 0.35 0.17   20   20   \n",
-       "5      SyncRandomOneShotAgent          RandomOneShotAgent 0.15 0.98   20   20   \n",
-       "\n",
-       "   n_effective  \n",
-       "0           20  \n",
-       "1           20  \n",
-       "2           20  \n",
-       "3           20  \n",
-       "4           20  \n",
-       "5           20  "
-      ]
-     },
-     "execution_count": 53,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "results.kstest"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "outdoor-helen",
-   "metadata": {
-    "papermill": {
-     "duration": 0.2739,
-     "end_time": "2022-02-16T09:25:53.287914",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:53.014014",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "see the total score"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 54,
-   "id": "partial-bleeding",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:25:53.972934Z",
-     "iopub.status.busy": "2022-02-16T09:25:53.971959Z",
-     "iopub.status.idle": "2022-02-16T09:25:53.977504Z",
-     "shell.execute_reply": "2022-02-16T09:25:53.978214Z"
-    },
-    "papermill": {
-     "duration": 0.38157,
-     "end_time": "2022-02-16T09:25:53.978477",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:53.596907",
-     "status": "completed"
-    },
-    "tags": []
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-   "outputs": [
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agent_typescore
0GreedyOneShotAgent0.76
1SyncRandomOneShotAgent0.76
2RandomOneShotAgent0.76
3GreedySingleAgreementAgent0.71
\n",
-       "
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-      ],
-      "text/plain": [
-       "                   agent_type  score\n",
-       "0          GreedyOneShotAgent   0.76\n",
-       "1      SyncRandomOneShotAgent   0.76\n",
-       "2          RandomOneShotAgent   0.76\n",
-       "3  GreedySingleAgreementAgent   0.71"
-      ]
-     },
-     "execution_count": 54,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "results.total_scores"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "superior-request",
-   "metadata": {
-    "papermill": {
-     "duration": 0.263517,
-     "end_time": "2022-02-16T09:25:54.488169",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:54.224652",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "We can even get the scores of every agent belonging to every agent type at every simulation"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 55,
-   "id": "existing-pricing",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:25:55.269186Z",
-     "iopub.status.busy": "2022-02-16T09:25:55.265267Z",
-     "iopub.status.idle": "2022-02-16T09:25:55.280326Z",
-     "shell.execute_reply": "2022-02-16T09:25:55.271796Z"
-    },
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-     "duration": 0.431191,
-     "end_time": "2022-02-16T09:25:55.280635",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:54.849444",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
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agent_nameagent_typescore
000Gr@0GreedyOneShotAgent0.72
101GSA@0GreedySingleAgreementAgent0.59
202Sy@0SyncRandomOneShotAgent0.91
303Ra@0RandomOneShotAgent0.79
400GSA@0GreedySingleAgreementAgent0.68
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-      ],
-      "text/plain": [
-       "  agent_name                  agent_type  score\n",
-       "0     00Gr@0          GreedyOneShotAgent   0.72\n",
-       "1    01GSA@0  GreedySingleAgreementAgent   0.59\n",
-       "2     02Sy@0      SyncRandomOneShotAgent   0.91\n",
-       "3     03Ra@0          RandomOneShotAgent   0.79\n",
-       "4    00GSA@0  GreedySingleAgreementAgent   0.68"
-      ]
-     },
-     "execution_count": 55,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "results.scores.loc[:, [\"agent_name\", \"agent_type\", \"score\"]].head()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ready-orbit",
-   "metadata": {
-    "papermill": {
-     "duration": 0.303132,
-     "end_time": "2022-02-16T09:25:55.982655",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:55.679523",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "Let's see how did the location at the production graph affect the score of each type."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 57,
-   "id": "meaningful-namibia",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:25:56.755435Z",
-     "iopub.status.busy": "2022-02-16T09:25:56.747172Z",
-     "iopub.status.idle": "2022-02-16T09:25:57.436309Z",
-     "shell.execute_reply": "2022-02-16T09:25:57.437610Z"
-    },
-    "papermill": {
-     "duration": 1.119077,
-     "end_time": "2022-02-16T09:25:57.438214",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:56.319137",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
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-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "results.scores[\"level\"] = results.scores.agent_name.str.split(\"@\", expand=True).loc[:, 1]\n",
-    "results.scores = results.scores.sort_values(\"level\")\n",
-    "sns.lineplot(data=results.scores[[\"agent_type\", \"level\", \"score\"]], \n",
-    "             x=\"level\", y=\"score\", hue=\"agent_type\")\n",
-    "# plt.plot([0.0] * len(results.scores[\"level\"].unique()), \"b--\")\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "funded-semiconductor",
-   "metadata": {
-    "cell_style": "center",
-    "papermill": {
-     "duration": 0.395989,
-     "end_time": "2022-02-16T09:25:58.177859",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:57.781870",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "Now that you can run simulations and complete tournaments, let's see how are we going to develop a new agent for the SCML2023 league $\\rightarrow$"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "analyzed-trading",
-   "metadata": {
-    "papermill": {
-     "duration": 0.379654,
-     "end_time": "2022-02-16T09:25:58.804432",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:58.424778",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "celltoolbar": "Tags",
-  "kernelspec": {
-   "display_name": "scml",
-   "language": "python",
-   "name": "scml"
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-  "language_info": {
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-    "name": "ipython",
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-  "papermill": {
-   "default_parameters": {},
-   "duration": 540.812939,
-   "end_time": "2022-02-16T09:26:02.642361",
-   "environment_variables": {},
-   "exception": null,
-   "input_path": "/Users/yasser/code/projects/scml/notebooks/tutorials/01.run_scml2020.ipynb",
-   "output_path": "/Users/yasser/code/projects/scml/notebooks/tutorials/01.run_scml2020.ipynb",
-   "parameters": {},
-   "start_time": "2022-02-16T09:17:01.829422",
-   "version": "2.3.4"
-  },
-  "toc": {
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-   "toc_position": {},
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+    "cells": [
+        {
+            "cell_type": "code",
+            "execution_count": 1,
+            "id": "formed-honey",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:04.093563Z",
+                    "iopub.status.busy": "2022-02-16T09:17:04.092532Z",
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+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:04.023470",
+                    "status": "completed"
+                },
+                "tags": [
+                    "remove_cell"
+                ]
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            ""
+                        ],
+                        "text/plain": [
+                            ""
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "%matplotlib inline\n",
+                "import warnings\n",
+                "warnings.filterwarnings('ignore')\n",
+                "# setup disply parameters\n",
+                "from matplotlib import pylab as plt\n",
+                "import seaborn as sns\n",
+                "from matplotlib.ticker import StrMethodFormatter\n",
+                "float_formatter = StrMethodFormatter('{x:0.03f}')\n",
+                "from IPython.core.display import display, HTML\n",
+                "display(HTML(\"\"))\n",
+                "SMALL_SIZE = 14\n",
+                "MEDIUM_SIZE = 16\n",
+                "BIGGER_SIZE = 20\n",
+                "\n",
+                "plt.rc('font', size=SMALL_SIZE)          # controls default text sizes\n",
+                "plt.rc('axes', titlesize=SMALL_SIZE)     # fontsize of the axes title\n",
+                "plt.rc('axes', labelsize=MEDIUM_SIZE)    # fontsize of the x and y labels\n",
+                "plt.rc('xtick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+                "plt.rc('ytick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+                "plt.rc('legend', fontsize=SMALL_SIZE)    # legend fontsize\n",
+                "plt.rc('figure', titlesize=BIGGER_SIZE)  # fontsize of the figure title\n",
+                "plt.rc('figure', figsize=(18, 6)) # set figure size\n",
+                "plt.rc(\"animation\", html=\"html5\")\n",
+                "import random\n",
+                "random.seed(345)\n",
+                "import numpy as np\n",
+                "np.random.seed(345)"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 2,
+            "id": "moving-telephone",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:06.136981Z",
+                    "iopub.status.busy": "2022-02-16T09:17:06.135121Z",
+                    "iopub.status.idle": "2022-02-16T09:17:06.139491Z",
+                    "shell.execute_reply": "2022-02-16T09:17:06.140620Z"
+                },
+                "papermill": {
+                    "duration": 0.088934,
+                    "end_time": "2022-02-16T09:17:06.140860",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:06.051926",
+                    "status": "completed"
+                },
+                "tags": [
+                    "remove_cell"
+                ]
+            },
+            "outputs": [],
+            "source": [
+                "import pandas as pd\n",
+                "import numpy as np\n",
+                "from time import sleep\n",
+                "from pprint import pprint"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 3,
+            "id": "traditional-mauritius",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:06.264971Z",
+                    "iopub.status.busy": "2022-02-16T09:17:06.263828Z",
+                    "iopub.status.idle": "2022-02-16T09:17:06.357919Z",
+                    "shell.execute_reply": "2022-02-16T09:17:06.343757Z"
+                },
+                "papermill": {
+                    "duration": 0.160027,
+                    "end_time": "2022-02-16T09:17:06.358192",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:06.198165",
+                    "status": "completed"
+                },
+                "tags": [
+                    "remove_cell"
+                ]
+            },
+            "outputs": [],
+            "source": [
+                "%%capture\n",
+                "from tqdm import tqdm_notebook as tqdm\n",
+                "tqdm().pandas()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "unable-bulgaria",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.065939,
+                    "end_time": "2022-02-16T09:17:06.501888",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:06.435949",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "## What is SCM and SCML?\n",
+                "\n",
+                "The Supply Chain Management (SCM) world simulates a supply chain consisting of multiple factories that buy\n",
+                "and sell products from one another. The factories are represented by autonomous\n",
+                "agents that act as factory managers. Agents are given some target quantity to\n",
+                "either buy or sell and they negotiate with other agents to secure the needed\n",
+                "supplies or sales. Their goal is to turn a profit,\n",
+                "and the agent with the highest profit (averaged over multiple simulations) wins.\n",
+                "\n",
+                "The Supply Chain Management League ([SCML](https://scml.cs.brown.edu)) is a\n",
+                "part of the International Automated Negotiating Agents Competition\n",
+                "([ANAC](http://web.tuat.ac.jp/~katfuji/ANAC2021/)) since 2019. SCML runs in the \n",
+                "SCM world.\n",
+                "\n",
+                "The league is built using [NegMAS](https://negmas.readthedocs.io/en/latest) which provides\n",
+                "tools for building multiagent systems in which negotiations are embedded within\n",
+                "world simulations.\n",
+                "\n",
+                "There are two different yet related games in SCML each represented by a\n",
+                "[NegMAS](https://negmas.readthedocs.io/en/latest)\n",
+                "[*World*](https://negmas.readthedocs.io/en/latest/api/negmas.situated.World.html) class:\n",
+                "\n",
+                "- **[SCML2023World](https://scml.readthedocs.io/en/latest/api/scml.scml2020.SCML2021World.html)**\n",
+                "  A world representing the *complete* SCML game described\n",
+                "  [here](http://www.yasserm.com/scml/scml2021.pdf) in which the agent is\n",
+                "  responsible of defining its own utility function, with who to negotiate,\n",
+                "  negotiation agendas to propose, production schedule, etc. This form of the\n",
+                "  SCM world is more representative of real-world trading with a combination of\n",
+                "  long-term planning, negotiation, and production scheduling.\n",
+                "\n",
+                "- **[SCML2023OneShotWorld](https://scml.readthedocs.io/en/latest/api/scml.oneshot.SCML2020OneShotWorld.html)**\n",
+                "  A simpler form of the SCM world in which agents do not need to consider\n",
+                "  long-term planning or production scheduling described\n",
+                "  [here](http://www.yasserm.com/scml/scml2021oneshot.pdf). This form was\n",
+                "  introduced in *2021*.\n",
+                "\n",
+                "\n",
+                "You can use the SCM world simulation in your own development and research as you\n",
+                "see fit but it is primarily intended for the SCM league (SCML) of the ANAC competition.\n",
+                "SCML has three tracks:\n",
+                "\n",
+                "1. **Standard track** based on the **SCML2023World** full game simulation. In\n",
+                "   the standard track, a single instance of each agent type exists in the\n",
+                "   world. This precludes any possibility of *collusion* between agent\n",
+                "   instances of the same type and focuses on business operation of a single\n",
+                "   factory.\n",
+                "2. **Collusion track** based on the **SCML2023World** full game simulation. In\n",
+                "   the collusion track,  *multiple* instances of each agent type exist in the\n",
+                "   world. This opens the possibility for these agents instances to **collude**\n",
+                "   in order to corner the market and get higher profits that what each of them\n",
+                "   can get on its own. In this track, collusion is not considered a form of\n",
+                "   *cheating* but is encouraged.\n",
+                "3. **OneShot track** based on the simpler **SCML2023OneShotWorld** game simulation.\n",
+                "   In the OneShot track, a single instance of each agent type exists in the world\n",
+                "   precluding any possibility of collusion. The focus here is on negotiation with\n",
+                "   less focus on long-term planning as discussed earlier. This track was introduced\n",
+                "   for the first time in *2021*.\n",
+                "\n",
+                "The SCML competition has two versions:\n",
+                "\n",
+                "- **Online Competition** Participants to this competition can submit their\n",
+                "  agents as long as the competition is running (March 15th 2021 to July 1st\n",
+                "  2021). The system runs tournaments between the latest version of all\n",
+                "  submitted agents for each track periodically and maintains a leader-board\n",
+                "  showing the top agents updated at least weekly. Participants in this competition\n",
+                "  will get the chance to observe how their agents behave against agents submitted\n",
+                "  by other competitors and receive feedback about any exceptions or error caused\n",
+                "  by their agents.\n",
+                "\n",
+                "- **Official Competition** The final version of each agent submitted to the\n",
+                "  online competition (and registered before July 1st, 2021) is entered into the\n",
+                "  official SCM league which will run as part of the ANAC 2021 competition in\n",
+                "  conjunction with [IJCAI 2021](https://ijcai-21.org/). The winners will be\n",
+                "  announced during the as part of the official program of IJCAI 2021.\n",
+                "\n",
+                "## A (not very) brief introduction to NegMAS\n",
+                "\n",
+                "The SCM world is built using [NegMAS](https://negmas.readthedocs.io/en/latest/). This\n",
+                "section provides a very short introduction of it to help you understand the\n",
+                "terms used in this document. Please refer to [NegMAS\n",
+                "documetnation](https://negmas.readthedocs.io/en/latest/) for full description and\n",
+                "details as well as tutorials and other goodies.\n",
+                "\n",
+                "This image shows the main components of a simulation in a NegMAS world:\n",
+                "![NegMAS world](world.png)\n",
+                "\n",
+                "The simulation is run using a **World** object which defines what happens in\n",
+                "every simulation **step**, provides a **BulletinBoard** object containing all\n",
+                "public information about the game, calls various callbacks defined in the\n",
+                "**Agent** object representing each agent in the environment, takes care of\n",
+                "running negotiations and keeps track of agreement signing and the resulting\n",
+                "**Contract**s.  The **World** object also controls logging, event management,\n",
+                "serialization, visualization, etc. Refer to the\n",
+                "[World](https://negmas.readthedocs.io/en/latest/api/negmas.situated.World.html)\n",
+                "documentation for more details (you need to do that only if you are\n",
+                "implementing new world simulations).\n",
+                "\n",
+                "The designer of the game implements a **World** class by overriding few\n",
+                "abstract methods in the base **World** class. This is how the\n",
+                "**SCML2019World**, **SCML2020World**, **SCML2021World**, **SCML2023World**, **SCML2020OneShotWorld** and\n",
+                "**SCML2023OneShotWorld** were created. As a participant in SCML, you *never*\n",
+                "need to interact directly with the **World** object.\n",
+                "\n",
+                "The logic of an agent is NegMAS is implemented in an **Agent** object. The\n",
+                "designer of the simulation, should provide a base class for its specific world\n",
+                "inherited from NegMAS's **Agent** class. For SCML, this base class is called\n",
+                "**OneShotAgent** for the OneShot game (to go with the SCML2020OneShotWorld),\n",
+                "and **SCML2020Agent** for the full game (to go with the SCML2020World and\n",
+                "SCML20201World). Refer to the\n",
+                "[Agent](https://negmas.readthedocs.io/en/latest/api/negmas.situated.Agent.html)\n",
+                "documentation for more details about general NegMAS agents. Full information\n",
+                "about the **OneShotAgent** and **SCML2020Agent** classes can be found\n",
+                "[here](https://scml.readthedocs.io/en/latest/api/scml.scml2020.SCML2020Agent.html) and\n",
+                "[here](https://scml.readthedocs.io/en/latest/api/scml.oneshot.OneShotAgent.html) respectively.\n",
+                "\n",
+                " As a participant in SCML, you\n",
+                "only need to develop an Agent class inherited from the\n",
+                "appropriate base class depending on the track.\n",
+                "\n",
+                "So now we have the **World** and the **Agent** objects, and we already said\n",
+                "that the agent does not directly interact with the world. How does these two\n",
+                "agents interact then?\n",
+                "\n",
+                "- When the **World** wants to interact with the **Agent**, it calls some method\n",
+                "  in it. For example, to instruct the agent to *initialize* itself, the world\n",
+                "  calls the **init()** method defined by the **Agent**. To inform the agent\n",
+                "  that a negotiation it is involved in is concluded with success, the **World**\n",
+                "  calls the method **on_negotiation_success()** defined by the agent.\n",
+                "- When the **Agent** wants to interact with the **World**, it accesses an\n",
+                "  interface object called an **AgentWorldInterface** or **AWI** for short which\n",
+                "  provides all the services available to the **Agent**. For example, to request\n",
+                "  a negotiation with another agent, the **Agent** object needs to call\n",
+                "  **request_negotiation()** defined in the **AWI**.\n",
+                "\n",
+                "The world designer usually defines an AWI for its world that inherits NegMAS's\n",
+                "**AgentWorldInterface** class and provides any special services for agents\n",
+                "interacting in this world. You can find all the  services available to your agent\n",
+                "through the AgentWorldInterface\n",
+                "[here](https://negmas.readthedocs.io/en/latest/api/negmas.situated.AgentWorldInterface.html).\n",
+                "These methods and properties are still available for your agent in SCML. Nevertheless,\n",
+                "in many cases, more convenient ways to access some of the information (e.g. the\n",
+                "bulletin board) is provided in the specific AWIs implemented in the SCML package\n",
+                "to be described now.\n",
+                "\n",
+                "For SCML, there are -- as you may already expect -- two AWIs.  The first is\n",
+                "called **OneShotAWI** and is defined in *scml.scml2020* to go with\n",
+                "*SCML2023World* and *SCML2020Agent* and the second is defined in *scml.oneshot*\n",
+                "to go with *SCML2023OneShotWorld* and *OneShotAgent*.  An earlier version is\n",
+                "also defined in *scml.scml2019* which is a *discontinued* form of the game used\n",
+                "in ANAC 2019 competition. You can find all the services provided by these AWIs\n",
+                "[here](https://scml.readthedocs.io/en/latest/api/scml.oneshot.OneShotAWI.html)\n",
+                "for the OneShot game (OneShot track) and\n",
+                "[here](https://scml.readthedocs.io/en/latest/api/scml.scml2020.AWI.html) for\n",
+                "the full game (Standard and Collusion tracks).\n",
+                "\n",
+                "Now that we know how worlds and agents work and interact, we can look at how\n",
+                "negotiation is managed in NegMAS.\n",
+                "\n",
+                "A negotiation is controlled by a **Mechanism** object which implements the\n",
+                "negotiation protocol (e.g. the alternating offers protocol). NegMAS provides\n",
+                "several mediated and unmediated negotiation protocols (as well as auction\n",
+                "mechanisms). The specific **Mechanism** that is used in SCML is the\n",
+                "**SAOMechanism** which implements the bargaining protocol.\n",
+                "\n",
+                "Negotiation strategies are implemented in a **Negotiator** object which usually\n",
+                "inherits some base negotiator-class corresponding to the mechanism(s) it supports.\n",
+                "The specific base class of all negotiators in SCML is **SAONegotiator**.\n",
+                "\n",
+                "The interaction between **Mechanism** and **Negotiator** objects mirrors the\n",
+                "interaction between **World** and **Agent** objects. **Mechanism** objects call\n",
+                "methods in **Negotiator** objects directly but **Negotiator** objects can only\n",
+                "access services provided by the **Mechanism** object through a\n",
+                "**NegotiatorMechanismInterface** (AMI).  Note that it is an AMI not a NMI (for\n",
+                "historical reasons). You can find more details about the general NegMAS AMI\n",
+                "[here](https://negmas.readthedocs.io/en/latest/api/negmas.common.NegotiatorMechanismInterface.html).\n",
+                "\n",
+                "Each specific **Mechanism** defines a corresponding specific\n",
+                "**NegotiatorMechanismInterface** class (in the same way that **World** classes\n",
+                "define their own AWI). The **SAOMechanism** used in SCML defines **SAONMI** for\n",
+                "this purpose (Details are\n",
+                "[here](https://negmas.readthedocs.io/en/latest/api/negmas.sao.SAONMI.html?highlight=saoami#negmas.sao.SAONMI)).\n",
+                "\n",
+                "To negotiate effectively, negotiators employ a **UtilityFunction** to represent\n",
+                "their preferences over different possible **Outcome**s of the negotiation\n",
+                "(where an outcome is a full assignment of values to all negotiated **Issue**s).\n",
+                "NegMAS provides an extensive set of utility function, and issue types. Please\n",
+                "refer to NegMAS [overview](https://negmas.readthedocs.io/en/latest/overview.html) and\n",
+                "[tutorials](https://negmas.readthedocs.io/en/latest/tutorials.html) for more details.\n",
+                "NegMAS also provides some basic **SAONegotiator**s for the **SAOMechanism**\n",
+                "(Check the class diagram\n",
+                "[here](https://negmas.readthedocs.io/en/latest/modules/sao.html)).  Moreover, you can\n",
+                "access almost all [Genius](http://ii.tudelft.nl/genius/) using NegMAS's\n",
+                "[GeniusNegotiator](https://negmas.readthedocs.io/en/latest/api/negmas.genius.GeniusNegotiator.html)\n",
+                "including all finalists and winners of all past ANAC competitions.\n",
+                "\n",
+                "Now we understand how agents interact with worlds through AWIs and negotiators\n",
+                "interact with mechanisms through AMIs. We know that the general simulation is\n",
+                "controlled by the world while each negotiation is controlled by a mechanism\n",
+                "within that world. **We need now to connect these two triplets of objects**\n",
+                "\n",
+                "As the figure above shows: **Negotiator** objects can be created and controlled\n",
+                "by **Agent** objects for the purpose of negotiating with other **Agent**\n",
+                "objects. The standard flow of operations is something like this:\n",
+                "\n",
+                "1. **Agent** A uses its AWI to *request_negotiation()* with Agent B passing a\n",
+                "   **Negotiator** to be used in this negotiation. Usually Agent A will also\n",
+                "   create a **UtilityFunction** and attach it to the **Negotiator** it just\n",
+                "   created (by setting its *ufun* attribute).\n",
+                "2. The **World** calls Agent B's *respond_to_negotiation_request()* asking it\n",
+                "   to provide its own **Negotiator** to negotiate with Agent A's Negotiator. It\n",
+                "   can also just reject the negotiation request by returning no negotiators.\n",
+                "3. The **World** will then create a **Mechanism** and ask both **Negotiator**s\n",
+                "   to *join* it.  If all goes well, the negotiation starts (at a time defined\n",
+                "   by the simulation rules) and runs until either an agreement or disagreement\n",
+                "   is reached.\n",
+                "4. The **World** class will then inform **Agent**s A and B about the results of\n",
+                "   the negotiation using their *on_negotiation_success* and\n",
+                "   *on_negotiation_failure* callbacks. \n",
+                "5. Successful negotiations lead to **Agreement**s but are still not binding in\n",
+                "   general until signed by all agents involved (A and B in this case).\n",
+                "   **Agent**'s '*sign_all_contracts* is used for this.\n",
+                "6. Signed agreements become *Contract*s and are executed (as specified in the\n",
+                "   simulation rules) by the **World**.\n",
+                "\n",
+                "The full SCML game uses this complete flow. The OneShot game simplifies things\n",
+                "by automatically requesting all negotiations, accepting all requests and\n",
+                "signing all contracts. \n",
+                "\n",
+                "When negotiations are independent, these are all the objects needed.\n",
+                "Nevertheless, in many cases, including the SCM case, negotiations are\n",
+                "inter-dependent. This means that what is *good* in one negotiation depends on\n",
+                "other concurrently running negotiations (or on expectations of future\n",
+                "negotiations). NegMAS provides two ways to support this case shown in the\n",
+                "following figure:\n",
+                "\n",
+                "![controllers](controllers.jpg)\n",
+                "\n",
+                "1. Let **Negotiator**s use **UtilityFunction**s that depend on some common\n",
+                "   state. That is what is happening in the left two negotiations. Because you\n",
+                "   define your own utility functions in the full SCML game (standard and\n",
+                "   collusion tracks), this is one possible way to orchestrate the behavior of\n",
+                "   your negotiators.\n",
+                "2. Have multiple **Negotiator**s be controlled by a single **Controller**\n",
+                "   object with its own utility function that depends on what is happening on\n",
+                "   all the negotiations controlled. This is what is happening in the two\n",
+                "   negotiations on the right. This is also possible in the full SCML game\n",
+                "   (standard and collusion tracks) and is the only method available in the\n",
+                "   OneShot game (OneShot track).\n",
+                "\n",
+                "The **Negotiator**s connected to a controller lost their autonomy and just pass \n",
+                "control to their *owning* **Controller**. \n",
+                "\n",
+                "This concludes our introduction to NegMAS and different objects you need to know \n",
+                "about to develop your agent.\n",
+                "\n",
+                "In summary, you will need to develop an **SCML2020Agent** or **OneShotAgent** \n",
+                "depending on the track. This agent uses an **AWI** or **OneShotAWI** to access \n",
+                "sense and act in the world. All negotiations are controlled by **SAONegotiator**s \n",
+                "that may optionally be grouped and controlled centrally by **Controller** objects. \n",
+                "The preferences of these negotiators and controllers are defined using **UtilityFunction**\n",
+                "objects. \n",
+                "\n",
+                "\n",
+                "\n"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "bottom-calendar",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.1362,
+                    "end_time": "2022-02-16T09:17:06.727223",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:06.591023",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "## A brief introduction to SCM\n",
+                "\n",
+                "\n",
+                "Here we only provide a 10,000-feet birds-eye view of the two games used in SCML 2023's three tracks. Each section provides pointers to more information.\n",
+                "\n",
+                "### The Oneshot game (OneShot)\n",
+                "\n",
+                "An overview of the SCML-OneShot game is available [here](http://www.yasserm.com/scml/overview_oneshot.pdf) and a full description for the details-savy person is available [here](http://www.yasserm.com/scml/scml2021oneshot.pdf).\n",
+                "\n",
+                "![oneshot](situation_oneshot_wide.jpg)\n",
+                "\n",
+                "The game runs in a world in which factories can run manufacturing processes to convert products into other products. There are exactly 3 products and 2 processes as shown in the figure. Each agent controls exactly one factory.\n",
+                "\n",
+                "The agents that receive the raw material and generate the intermediate product are called  𝐿0  agents (level zero) and the agents. receiving the intermediate product and generate the final product are called  𝐿1  factories (level 1). The product type consumed by the factory controlled by an agent is called its input product and the product it produces is called its output product.\n",
+                "\n",
+                "Every day (simulation step), each  𝐿0  factory receives one exogenous contract specifying a quantity and a unit price (supplies) for this day and each  𝐿1  factory receives one exogenous contract specifying a quantity and a unit price of the final product (sales) for the same day. Production and transporation are assumed to take no time.\n",
+                "\n",
+                "𝐿0  and  𝐿1  agents need to negotiate together to secure intermediate product contracts in order to use their supplies (for  𝐿0  agents) or satisfy their sale obligations (for  𝐿1  agents). All products that remain unsold at the end of the day perish (i.e. has no value). Moreover, agents pay a disposal cost for any input products they buy and never sell and pay a shortfall penalty for any sales they cannot satisfy.\n",
+                "\n",
+                "Your goal as an agent designer is to maximize your overall profit over the simulation time.\n",
+                "\n",
+                "### The Full game (Standard/Collusion Tracks)\n",
+                "An overview of the SCML-Standard/Collusion game is available [here](http://www.yasserm.com/scml/overview.pdf) and a full description for the details-savy person is available [here](http://www.yasserm.com/scml/scml2021.pdf). \n",
+                "\n",
+                "![oneshot](situation.jpg)\n",
+                "\n",
+                "The game runs in a world similar to the one-shot game world but with few differences (that make a lot of difference):\n",
+                "\n",
+                "- The production graph is **depth is not limited to 2** processes. This means that some agents (in the middle) will have NO exogenous contracts and their goal will still be to match inputs and outputs but without being forced to either a specific supply or sales contract.\n",
+                "- Each agent (in the first and last production layers) can have **multiple exogenous agreements**. \n",
+                "- **Agreements are not binding until signed into contracts**. Each agent will have a chance to either sign or not sign (cancel) any agreement at the end of the simulated day (including exogenous agreements). This has two major implications:\n",
+                "    1. The good news is that the **agent can choose** some input contracts and some output contracts to maximize its profit after all agreements are conducting ensuring that there are no other agreements (on that day) that may affect expected utility.\n",
+                "    2. The bad news is that other agents have the same capability which means that an **agent cannot trust that an agreeement** it got and even signed will end up becoming binding as a contract.\n",
+                "- **Production takes one step** which means that you can sell today products that you bought yesterday or earlier but not today.\n",
+                "- **Products do not perish** and are **valued at some fraction** of their trading prices at the end of the simulation. This means that it makes sense in some cases for agents to pile stock (storage size is infinite and there is no storage or disposal cost). For example, if for some reason an agent believes that its input product will become more expesive over time, it makes sense for it to buy and accomulate input products early and then sell them when the price of the output product is at its max. \n",
+                "- **Delivery time becomes an important negotiation issue**. In the OneShot case seen earlier, buying, producing, selling and perishing happen in the same day (simulation step) which means that delivery time is obviously the same day. In this full game case, delivery time will usually be sometime in the future and it can theoretically be any day in the future up to the last simulated day.\n",
+                "- Agents **decide their negotiation agendas and partners**. This means that the system does not limit the price ranges for negotiation neither does it limit the quantity range or the delivery time range. This means that agents have to decide good ranges for themselves and have to be careful that the negotiation agenda offered by other agents may be so biased against them. In the OneShot game, none of this is possible because the system decides the negotiation agenda and they are always around the trding prices and with maximum quantities not exceeded the production capacity of agents.\n",
+                "- There is **no disposal cost** (products are never disposed of) or storage cost. Moreover, there is **no pre-defined shortfall penalty**. Instead the system simulates a **spot market** and forces agents with shortfalls to buy the remaining items they could not produce from that spot market. This mechanism is similar to predefined shortfall penalties with one major difference. **The more an agent buys from the spot market, the more it needs to pay (per unit)** in the future to buy from it again. This introduces a timing effect on failure to honor sell contracts through production. In the OneShot game, failing to honor a sell contract in the first step of the simulation and in the last step do not have much difference (assuming trading prices stayed the same). In this full game, failure to honor sell contracts early in the simulation will lead to higher spot market prices for that agent which will hurt it later in the game if it ever needed to buy from the spot market again.\n",
+                "- Finally, the fact that agents can have contracts with delivery dates in the future, **complicates bankruptcy processing**. When an agent goes bankrupt (i.e. its balance becomes negative), it is liquidated by selling everything in its inventory in the spot market and using the proceeds to pay **compensation** for agents with future contracts with it. None of this is needed in the OneShot game because agents do not have future contracts and going bankrupt does not prevent partners with contracts at the same step from getting the products they agreed upon at the agreed upon price.\n",
+                "- The only **difference between the *standard* and *collusion* tracks** in SCML is that in the former, there is a single instantiation of each competitor's agent class (type) in the world while there are multiple instances of it in the later. This means that agents of the same class (that can find themselves easily by sharing class level attributes for example) can try to **collude together to corner the market** and increase their aggregated profits above what each of them could have achieved on its own in the *collusion* track. "
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "supreme-privilege",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.081915,
+                    "end_time": "2022-02-16T09:17:06.882879",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:06.800964",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "## Run a session of the SCML world (2023)\n",
+                "\n",
+                "The SCML world (Supply Chain Management League) runs on top of `NegMAS`.\n",
+                "\n",
+                "In this tutorial, you will test a run of this world.\n",
+                "\n",
+                "Firstly, let's import everything from the SCML app\n",
+                "\n",
+                "**Note that the 2023 standard and collusion leagues are almost the same as 2020 versions with minor changes in the configuration and available data to the agent which will be explained later**. All agents developed for SCML2020, SCML2021, and SCML2022 run with no modification in SCML2023's standard and collusion leagues. Moreover, agents devleoped for SCML-OneShot run normally in SCML2023 worlds."
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 4,
+            "id": "detected-toilet",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:07.017296Z",
+                    "iopub.status.busy": "2022-02-16T09:17:07.016213Z",
+                    "iopub.status.idle": "2022-02-16T09:17:09.067994Z",
+                    "shell.execute_reply": "2022-02-16T09:17:09.067257Z"
+                },
+                "papermill": {
+                    "duration": 2.126006,
+                    "end_time": "2022-02-16T09:17:09.068211",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:06.942205",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [],
+            "source": [
+                "from scml.scml2020 import *\n",
+                "from scml.oneshot import *"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "sized-might",
+            "metadata": {
+                "cell_style": "center",
+                "papermill": {
+                    "duration": 0.071737,
+                    "end_time": "2022-02-16T09:17:09.206733",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:09.134996",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "There are several ways to create an SCML world. One of the simplest is to use the `generate` method of the `SCML2023World` class. This will create a dict that can be passed to the `SCML2023World` constructor as keyword arguments. \n",
+                "\n",
+                "Here we explicitly set `construct_graphs` to True which slows the simulation yet allows us to see graph representations of what is happening in the world. \n"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 5,
+            "id": "changed-allah",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:09.366385Z",
+                    "iopub.status.busy": "2022-02-16T09:17:09.365327Z",
+                    "iopub.status.idle": "2022-02-16T09:17:09.368991Z",
+                    "shell.execute_reply": "2022-02-16T09:17:09.368122Z"
+                },
+                "papermill": {
+                    "duration": 0.090292,
+                    "end_time": "2022-02-16T09:17:09.369214",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:09.278922",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [],
+            "source": [
+                "agent_types = [DecentralizingAgent, \n",
+                "               MarketAwareDecentralizingAgent,\n",
+                "              SyncRandomOneShotAgent]"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "considered-rendering",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.082782,
+                    "end_time": "2022-02-16T09:17:09.508491",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:09.425709",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "Notice that we have a one-shot agent in the mix. Even though one-shot agents are designed for `SCML2020OneShot` and `SCML2023OneShot` worlds, they can run with no modification in `SCML2020`, `SCML2021`, `SCML2023` worlds."
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 6,
+            "id": "dynamic-breath",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:09.729352Z",
+                    "iopub.status.busy": "2022-02-16T09:17:09.725910Z",
+                    "iopub.status.idle": "2022-02-16T09:17:09.812572Z",
+                    "shell.execute_reply": "2022-02-16T09:17:09.813413Z"
+                },
+                "papermill": {
+                    "duration": 0.216177,
+                    "end_time": "2022-02-16T09:17:09.817261",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:09.601084",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [],
+            "source": [
+                "world = SCML2023World(\n",
+                "    **SCML2023World.generate(\n",
+                "        agent_types=agent_types,\n",
+                "        n_steps=50\n",
+                "    ), \n",
+                "    construct_graphs=True,\n",
+                ")"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "black-meeting",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.072335,
+                    "end_time": "2022-02-16T09:17:09.950753",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:09.878418",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "Let's draw a graph to see what is in this world"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 7,
+            "id": "settled-inclusion",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:10.171080Z",
+                    "iopub.status.busy": "2022-02-16T09:17:10.166706Z",
+                    "iopub.status.idle": "2022-02-16T09:17:10.454786Z",
+                    "shell.execute_reply": "2022-02-16T09:17:10.455615Z"
+                },
+                "papermill": {
+                    "duration": 0.417836,
+                    "end_time": "2022-02-16T09:17:10.455988",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:10.038152",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "_, _ = world.draw()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "elementary-chicken",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.119778,
+                    "end_time": "2022-02-16T09:17:10.669667",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:10.549889",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "*If you want to just test your installation (and do not care whether you get an accurate indicator of agent performance), you can set the number of steps to a small value (e.g. n_steps=10).*\n",
+                "\n",
+                "Now you can run this world simulation by just calling `run`. "
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 8,
+            "id": "restricted-millennium",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:10.883053Z",
+                    "iopub.status.busy": "2022-02-16T09:17:10.881899Z",
+                    "iopub.status.idle": "2022-02-16T09:17:22.834656Z",
+                    "shell.execute_reply": "2022-02-16T09:17:22.834042Z"
+                },
+                "papermill": {
+                    "duration": 12.051621,
+                    "end_time": "2022-02-16T09:17:22.834859",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:10.783238",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            "
\n"
+                        ],
+                        "text/plain": [
+                            "\u001b[?25l"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                },
+                {
+                    "data": {
+                        "application/vnd.jupyter.widget-view+json": {
+                            "model_id": "5e3340978a044b9cbdfd8433c70c1c08",
+                            "version_major": 2,
+                            "version_minor": 0
+                        },
+                        "text/plain": [
+                            "Output()"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                },
+                {
+                    "data": {
+                        "text/html": [
+                            "
\n",
+                            "
\n"
+                        ],
+                        "text/plain": [
+                            "\n",
+                            "\u001b[?25h"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "world.run_with_progress() # may take few minutes"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "elder-techno",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.144816,
+                    "end_time": "2022-02-16T09:17:23.108322",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:22.963506",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "Let's see what happened in this run. Firstly, how many negotiations were conducted over time"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 9,
+            "id": "understood-dylan",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:23.422747Z",
+                    "iopub.status.busy": "2022-02-16T09:17:23.414911Z",
+                    "iopub.status.idle": "2022-02-16T09:17:23.621063Z",
+                    "shell.execute_reply": "2022-02-16T09:17:23.621882Z"
+                },
+                "papermill": {
+                    "duration": 0.397858,
+                    "end_time": "2022-02-16T09:17:23.622141",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:23.224283",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "plt.plot(world.stats['n_negotiations'])\n",
+                "plt.xlabel('Simulation Step')\n",
+                "plt.ylabel('N. Negotiations')\n",
+                "plt.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "turned-lingerie",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.132605,
+                    "end_time": "2022-02-16T09:17:23.895835",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:23.763230",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "It is clear that many negotiations happened at the beginning of the simulation with smaller number later. That is expected as the agents at the first and last production layer receive more exogenous contracts in the beginning.\n",
+                "\n",
+                "Several other market statistics are available:"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 10,
+            "id": "single-survey",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:24.173056Z",
+                    "iopub.status.busy": "2022-02-16T09:17:24.170919Z",
+                    "iopub.status.idle": "2022-02-16T09:17:24.177194Z",
+                    "shell.execute_reply": "2022-02-16T09:17:24.178280Z"
+                },
+                "papermill": {
+                    "duration": 0.152415,
+                    "end_time": "2022-02-16T09:17:24.178554",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:24.026139",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "name": "stdout",
+                    "output_type": "stream",
+                    "text": [
+                        "['n_contracts_nullified_now',\n",
+                        " 'n_bankrupt',\n",
+                        " 'trading_price_0',\n",
+                        " 'sold_quantity_0',\n",
+                        " 'unit_price_0',\n",
+                        " 'trading_price_1',\n",
+                        " 'sold_quantity_1',\n",
+                        " 'unit_price_1',\n",
+                        " 'trading_price_2',\n",
+                        " 'sold_quantity_2',\n",
+                        " 'unit_price_2',\n",
+                        " 'productivity',\n",
+                        " 'market_size',\n",
+                        " 'production_failures',\n",
+                        " 'bankruptcy',\n",
+                        " 'n_registered_negotiations_before',\n",
+                        " 'n_contracts_executed',\n",
+                        " 'n_contracts_erred',\n",
+                        " 'n_contracts_nullified',\n",
+                        " 'n_contracts_cancelled',\n",
+                        " 'n_contracts_dropped',\n",
+                        " 'n_breaches',\n",
+                        " 'breach_level',\n",
+                        " 'n_contracts_signed',\n",
+                        " 'n_contracts_concluded',\n",
+                        " 'n_negotiations',\n",
+                        " 'n_negotiation_rounds_successful',\n",
+                        " 'n_negotiation_rounds_failed',\n",
+                        " 'n_negotiation_successful',\n",
+                        " 'n_negotiation_failed',\n",
+                        " 'n_registered_negotiations_after',\n",
+                        " 'activity_level',\n",
+                        " 'step_time',\n",
+                        " 'total_time']\n"
+                    ]
+                }
+            ],
+            "source": [
+                "pprint(list(_ for _ in world.stats.keys() if \"@\" not in _  ))"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "planned-quest",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.148815,
+                    "end_time": "2022-02-16T09:17:24.460530",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:24.311715",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "Let's start by seeing how long did each step take (note that `stats` access the stats as a Dict[str, List] but `stats_df` access the same data as a pandas dataframe."
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 11,
+            "id": "signed-highlight",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:24.835645Z",
+                    "iopub.status.busy": "2022-02-16T09:17:24.832848Z",
+                    "iopub.status.idle": "2022-02-16T09:17:25.215376Z",
+                    "shell.execute_reply": "2022-02-16T09:17:25.217269Z"
+                },
+                "papermill": {
+                    "duration": 0.611522,
+                    "end_time": "2022-02-16T09:17:25.217575",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:24.606053",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "plt.bar(range(world.n_steps), world.stats_df['step_time'])\n",
+                "plt.xlabel('Simulation Step')\n",
+                "plt.ylabel('Time (s)')\n",
+                "plt.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "coordinate-progressive",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.175412,
+                    "end_time": "2022-02-16T09:17:25.557891",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:25.382479",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "There are statistics specific for each agent that all have \"_{agent_name}\". Lets check what is available for the winner agent:"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 12,
+            "id": "overall-image",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:25.923392Z",
+                    "iopub.status.busy": "2022-02-16T09:17:25.922045Z",
+                    "iopub.status.idle": "2022-02-16T09:17:25.925839Z",
+                    "shell.execute_reply": "2022-02-16T09:17:25.926637Z"
+                },
+                "papermill": {
+                    "duration": 0.179379,
+                    "end_time": "2022-02-16T09:17:25.927094",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:25.747715",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "name": "stdout",
+                    "output_type": "stream",
+                    "text": [
+                        "['spot_market_quantity_00MAD@0',\n",
+                        " 'spot_market_loss_00MAD@0',\n",
+                        " 'balance_00MAD@0',\n",
+                        " 'inventory_00MAD@0_input',\n",
+                        " 'inventory_00MAD@0_output',\n",
+                        " 'productivity_00MAD@0',\n",
+                        " 'assets_00MAD@0',\n",
+                        " 'bankrupt_00MAD@0',\n",
+                        " 'score_00MAD@0']\n"
+                    ]
+                }
+            ],
+            "source": [
+                "winner = world.winners[0]\n",
+                "pprint(list(_ for _ in world.stats.keys() if winner.name in _ ))"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "aggregate-router",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.158983,
+                    "end_time": "2022-02-16T09:17:26.266865",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:26.107882",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "The convension is that agent names has the form {ind}{Type}{process} where **ind** is a unique index, **Type** is a shortened version of the agent's type name, and **process** is the process the agnet can run. Note that the agent's input product has the same number as its process and its output product has the next number (i.e. an agent that runs process 1, has input product 1 and output product 2).\n",
+                "\n",
+                "We can see that 8 pieces of information are available (for each time-step of the simulation):\n",
+                "\n",
+                "- **bankrupt** If true, the agent is bankrupt.\n",
+                "- **balance** The money the agent has in its wallet (account).\n",
+                "- **inventory (input)** The number of units of the agent's input product available in its inventory (by the end of the simulation step).\n",
+                "- **inventory (output)** The number of units of the agent's output product available in its inventory (by the end of the simulation step).\n",
+                "- **assets** The value of the agent's assets (input and output products in inventory) evaluated at the trading price\n",
+                "- **spot market quantity** The quantity bought by this agent from the spot market (of its output product on this step). This can only happen as a result of a product-breach.\n",
+                "- **spot market loss** The spot market price for the agent. This value will go up the more the agent buys from the spot market and will be used to calculate the price for this agent at future steps. This way agents that depend on the spot market instead of negotiation get punished.\n",
+                "- **productivity** The fraction of the agent's production lines that were active at a given time-step.\n",
+                "- **score** The score of the agent according to the evaluation rule of ANAC SCML 2020\n",
+                "\n",
+                "Let's see how did our agent do"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 13,
+            "id": "english-conspiracy",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:26.583192Z",
+                    "iopub.status.busy": "2022-02-16T09:17:26.581889Z",
+                    "iopub.status.idle": "2022-02-16T09:17:26.586528Z",
+                    "shell.execute_reply": "2022-02-16T09:17:26.587389Z"
+                },
+                "papermill": {
+                    "duration": 0.156035,
+                    "end_time": "2022-02-16T09:17:26.587664",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:26.431629",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "name": "stdout",
+                    "output_type": "stream",
+                    "text": [
+                        "{'assets_00MAD@0': (102.0, 7038.0),\n",
+                        " 'balance_00MAD@0': (15066, 10170),\n",
+                        " 'bankrupt_00MAD@0': (False, False),\n",
+                        " 'inventory_00MAD@0_input': (0, 0),\n",
+                        " 'inventory_00MAD@0_output': (6, 414),\n",
+                        " 'productivity_00MAD@0': (0.6, 0.0),\n",
+                        " 'score_00MAD@0': (0.9978401123075383, 0.8509677492201495),\n",
+                        " 'spot_market_loss_00MAD@0': (0.3, 0.3),\n",
+                        " 'spot_market_quantity_00MAD@0': (0, 0)}\n"
+                    ]
+                }
+            ],
+            "source": [
+                "#show the first and last value of each of the agent statistics\n",
+                "pprint({k:(v[0], v[-1]) for k, v in world.stats.items() if winner.name in k })"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 14,
+            "id": "executive-announcement",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:26.922841Z",
+                    "iopub.status.busy": "2022-02-16T09:17:26.907253Z",
+                    "iopub.status.idle": "2022-02-16T09:17:27.798891Z",
+                    "shell.execute_reply": "2022-02-16T09:17:27.800050Z"
+                },
+                "papermill": {
+                    "duration": 1.03416,
+                    "end_time": "2022-02-16T09:17:27.800313",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:26.766153",
+                    "status": "completed"
+                },
+                "scrolled": true,
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "stats = pd.DataFrame(data=world.stats)\n",
+                "fig, axs = plt.subplots(2, 3)\n",
+                "for ax, key in zip(axs.flatten().tolist(), [\"score\", \"balance\", \"assets\", \"productivity\", \n",
+                "                         \"spot_market_quantity\", \"spot_market_loss\"]):\n",
+                "    ax.plot(stats[f\"{key}_{winner}\"])\n",
+                "    ax.set(ylabel=key)\n",
+                "fig.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "south-fleece",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.141012,
+                    "end_time": "2022-02-16T09:17:28.071770",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:27.930758",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "We can for example check the activity level of this world (defined as the total amount of money transferred due to trade)"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 15,
+            "id": "cooperative-million",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:28.417703Z",
+                    "iopub.status.busy": "2022-02-16T09:17:28.416668Z",
+                    "iopub.status.idle": "2022-02-16T09:17:28.635497Z",
+                    "shell.execute_reply": "2022-02-16T09:17:28.634696Z"
+                },
+                "papermill": {
+                    "duration": 0.402552,
+                    "end_time": "2022-02-16T09:17:28.635821",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:28.233269",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "plt.plot(world.stats['activity_level'])\n",
+                "plt.xlabel('Simulation Step')\n",
+                "plt.ylabel('Activitiy Level ($)\\nTotal Money Transferred')\n",
+                "plt.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "cordless-telling",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.191478,
+                    "end_time": "2022-02-16T09:17:29.001379",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:28.809901",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "We can see a picture of contracting in this world as follows:"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 16,
+            "id": "miniature-anchor",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:29.351624Z",
+                    "iopub.status.busy": "2022-02-16T09:17:29.291637Z",
+                    "iopub.status.idle": "2022-02-16T09:17:29.640303Z",
+                    "shell.execute_reply": "2022-02-16T09:17:29.641812Z"
+                },
+                "papermill": {
+                    "duration": 0.497909,
+                    "end_time": "2022-02-16T09:17:29.642155",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:29.144246",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "plt.plot(world.stats['n_contracts_concluded'], label='Concluded Contracts')\n",
+                "plt.plot(world.stats['n_contracts_cancelled'], label='Cancelled Contracts') \n",
+                "plt.plot(world.stats['n_contracts_signed'], label='Signed Contracts') \n",
+                "plt.plot(world.stats['n_contracts_executed'], label='Executed Contracts')\n",
+                "plt.legend()\n",
+                "plt.xlabel('Simulation Step')\n",
+                "plt.ylabel('N. Contracts')\n",
+                "plt.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "hazardous-optimization",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.157174,
+                    "end_time": "2022-02-16T09:17:29.963399",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:29.806225",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "We can also check the breaches that happened"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 17,
+            "id": "twelve-toyota",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:30.464340Z",
+                    "iopub.status.busy": "2022-02-16T09:17:30.462803Z",
+                    "iopub.status.idle": "2022-02-16T09:17:30.631135Z",
+                    "shell.execute_reply": "2022-02-16T09:17:30.632416Z"
+                },
+                "papermill": {
+                    "duration": 0.506566,
+                    "end_time": "2022-02-16T09:17:30.634177",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:30.127611",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "plt.plot(world.stats['breach_level'])\n",
+                "plt.xlabel('Simulation Step')\n",
+                "plt.ylabel('Total Breach Level')\n",
+                "plt.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "regulated-inflation",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.131098,
+                    "end_time": "2022-02-16T09:17:30.938955",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:30.807857",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "Notice that there can be multiple winners"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 18,
+            "id": "apart-wayne",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:31.244344Z",
+                    "iopub.status.busy": "2022-02-16T09:17:31.243199Z",
+                    "iopub.status.idle": "2022-02-16T09:17:31.247428Z",
+                    "shell.execute_reply": "2022-02-16T09:17:31.248192Z"
+                },
+                "papermill": {
+                    "duration": 0.167989,
+                    "end_time": "2022-02-16T09:17:31.248513",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:31.080524",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "name": "stdout",
+                    "output_type": "stream",
+                    "text": [
+                        "[00MAD@0] of type ['marketawaredecentralizing'] won at [85.09677492201494]%\n"
+                    ]
+                }
+            ],
+            "source": [
+                "winner_profits = [100 * world.scores()[_.id] for _ in world.winners]\n",
+                "winner_types = [_.short_type_name for _ in world.winners]\n",
+                "print(f\"{world.winners} of type {winner_types} won at {winner_profits}%\")"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "significant-circle",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.139271,
+                    "end_time": "2022-02-16T09:17:31.554280",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:31.415009",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "Let's check how did the first winner's inventory changes over time:"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 19,
+            "id": "encouraging-spyware",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:31.981374Z",
+                    "iopub.status.busy": "2022-02-16T09:17:31.939931Z",
+                    "iopub.status.idle": "2022-02-16T09:17:32.381040Z",
+                    "shell.execute_reply": "2022-02-16T09:17:32.381813Z"
+                },
+                "papermill": {
+                    "duration": 0.647991,
+                    "end_time": "2022-02-16T09:17:32.382092",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:31.734101",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "# find the keys in stats for the input and output inventory\n",
+                "in_key = [_ for _ in world.stats.keys() if _.startswith(f'inventory_{winner}_input')][0]\n",
+                "out_key = [_ for _ in world.stats.keys() if _.startswith(f'inventory_{winner}_output')][0]\n",
+                "\n",
+                "# find input and output product indices\n",
+                "input_product, output_product = winner.awi.my_input_product, winner.awi.my_output_product\n",
+                "# draw\n",
+                "fig, (quantity, value) = plt.subplots(1, 2)\n",
+                "quantity.plot(world.stats[in_key], label=f\"Input Product\")\n",
+                "quantity.plot(world.stats[out_key], label=f\"Output Product\")\n",
+                "quantity.set(xlabel='Simulation Step', ylabel='Winner\\'s Total Storage (item)')\n",
+                "quantity.legend()\n",
+                "value.plot(np.array(world.stats[in_key]) * np.array(world.stats[f\"trading_price_{input_product}\"])\n",
+                "              , label=f\"Input Product\")\n",
+                "value.plot(np.array(world.stats[out_key]) * np.array(world.stats[f\"trading_price_{output_product}\"])\n",
+                "              , label=f\"Output Product\")\n",
+                "value.set(xlabel='Simulation Step', ylabel='Winner\\'s Inventory Value ($)')\n",
+                "value.legend()\n",
+                "fig.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "beginning-doctor",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.179399,
+                    "end_time": "2022-02-16T09:17:32.707522",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:32.528123",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "We can actually check what happens to ALL competitors:"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 20,
+            "id": "opponent-negotiation",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:33.145292Z",
+                    "iopub.status.busy": "2022-02-16T09:17:33.144341Z",
+                    "iopub.status.idle": "2022-02-16T09:17:33.488576Z",
+                    "shell.execute_reply": "2022-02-16T09:17:33.489325Z"
+                },
+                "papermill": {
+                    "duration": 0.600038,
+                    "end_time": "2022-02-16T09:17:33.489621",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:32.889583",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "from scml.scml2020.world import is_system_agent\n",
+                "fig, (profit, score) = plt.subplots(1, 2)\n",
+                "snames = sorted(world.non_system_agent_names)\n",
+                "for name in snames:    \n",
+                "    profit.plot(100.0 * (np.asarray(world.stats[f'balance_{name}'])/world.stats[f'balance_{name}'][0] - 1.0), label=name)\n",
+                "    score.plot(100 * np.asarray(world.stats[f'score_{name}']), label=name)\n",
+                "profit.set(xlabel='Simulation Step', ylabel='Player Profit Ignoring Inventory (%)')\n",
+                "profit.legend(loc='lower left')\n",
+                "score.set(xlabel='Simulation Step', ylabel='Player Score (%)')\n",
+                "fig.show()"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 21,
+            "id": "interesting-section",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:33.979990Z",
+                    "iopub.status.busy": "2022-02-16T09:17:33.923089Z",
+                    "iopub.status.idle": "2022-02-16T09:17:34.315161Z",
+                    "shell.execute_reply": "2022-02-16T09:17:34.315833Z"
+                },
+                "papermill": {
+                    "duration": 0.659889,
+                    "end_time": "2022-02-16T09:17:34.316081",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:33.656192",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "from scml.scml2020.world import is_system_agent\n",
+                "fig, (profit, score) = plt.subplots(1, 2)\n",
+                "snames = sorted(world.non_system_agent_names)\n",
+                "for name in snames:    \n",
+                "    profit.plot((np.asarray(world.stats[f'balance_{name}'])), label=name)\n",
+                "    score.plot(np.asarray(world.stats[f'score_{name}'])*(world.stats[f'balance_{name}'][0]), label=name)\n",
+                "profit.set(xlabel='Simulation Step', ylabel='Player Balance ($)')\n",
+                "profit.legend(loc='lower left')\n",
+                "score.set(xlabel='Simulation Step', ylabel='Player Score Unnormalized ($)')\n",
+                "fig.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "nutritional-township",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.158559,
+                    "end_time": "2022-02-16T09:17:34.621624",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:34.463065",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "or just look at the end of the game"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 22,
+            "id": "distinguished-thumbnail",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:35.079988Z",
+                    "iopub.status.busy": "2022-02-16T09:17:35.062297Z",
+                    "iopub.status.idle": "2022-02-16T09:17:35.404122Z",
+                    "shell.execute_reply": "2022-02-16T09:17:35.403358Z"
+                },
+                "papermill": {
+                    "duration": 0.57278,
+                    "end_time": "2022-02-16T09:17:35.404392",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:34.831612",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "fig, (score, profit) = plt.subplots(1, 2)\n",
+                "final_scores = [100 * world.stats[f\"score_{_}\"][-1] \n",
+                "                for _ in world.non_system_agent_names]\n",
+                "final_profits = [100 * world.stats[f\"balance_{_}\"][-1] / world.stats[f\"balance_{_}\"][0] - 100 \n",
+                "                 for _ in world.non_system_agent_names]\n",
+                "plt.setp(score.xaxis.get_majorticklabels(), rotation=45)\n",
+                "plt.setp(profit.xaxis.get_majorticklabels(), rotation=45)\n",
+                "score.bar(world.non_system_agent_names, final_scores)\n",
+                "profit.bar(world.non_system_agent_names, final_profits)\n",
+                "score.set(ylabel=\"Final Score (%)\")\n",
+                "profit.set(ylabel=\"Final Profit (%)\")\n",
+                "\n",
+                "fig.show()"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 23,
+            "id": "similar-trinity",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:35.802805Z",
+                    "iopub.status.busy": "2022-02-16T09:17:35.799412Z",
+                    "iopub.status.idle": "2022-02-16T09:17:36.208802Z",
+                    "shell.execute_reply": "2022-02-16T09:17:36.209432Z"
+                },
+                "papermill": {
+                    "duration": 0.651141,
+                    "end_time": "2022-02-16T09:17:36.209722",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:35.558581",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "fig, (score, profit) = plt.subplots(1, 2)\n",
+                "final_scores = [world.stats[f\"score_{_}\"][-1] * (world.stats[f\"balance_{_}\"][0]) \n",
+                "                for _ in world.non_system_agent_names]\n",
+                "final_profits = [world.stats[f\"balance_{_}\"][-1] \n",
+                "                 for _ in world.non_system_agent_names]\n",
+                "plt.setp(score.xaxis.get_majorticklabels(), rotation=45)\n",
+                "plt.setp(profit.xaxis.get_majorticklabels(), rotation=45)\n",
+                "score.bar(world.non_system_agent_names, final_scores)\n",
+                "profit.bar(world.non_system_agent_names, final_profits)\n",
+                "score.set(ylabel=\"Final Unnormalized Score ($)\")\n",
+                "profit.set(ylabel=\"Final Balance  ($)\")\n",
+                "\n",
+                "fig.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "norwegian-jumping",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.178375,
+                    "end_time": "2022-02-16T09:17:36.563019",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:36.384644",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "You can inspect what happened in the simulation by plotting different output statistics. For example, we can see how did the trading price of different products change over the simulation time."
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 24,
+            "id": "devoted-advertiser",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:37.038204Z",
+                    "iopub.status.busy": "2022-02-16T09:17:37.036968Z",
+                    "iopub.status.idle": "2022-02-16T09:17:37.622127Z",
+                    "shell.execute_reply": "2022-02-16T09:17:37.621102Z"
+                },
+                "papermill": {
+                    "duration": 0.853073,
+                    "end_time": "2022-02-16T09:17:37.622430",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:36.769357",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "fig, axs = plt.subplots(2, 2)\n",
+                "for ax, key in zip(axs.flatten().tolist(), [\"trading_price\", \"sold_quantity\", \"unit_price\"]):\n",
+                "    for p in range(world.n_products):\n",
+                "        ax.plot(world.stats[f\"{key}_{p}\"], marker=\"x\", label=f\"Product {p}\")\n",
+                "        ax.set_ylabel(key.replace(\"_\", \" \").title())\n",
+                "        ax.legend().set_visible(False)\n",
+                "axs[-1, 0].legend(bbox_to_anchor=(1, -.5), ncol=3)\n",
+                "fig.show()"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 25,
+            "id": "stainless-inflation",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:38.010752Z",
+                    "iopub.status.busy": "2022-02-16T09:17:38.009608Z",
+                    "iopub.status.idle": "2022-02-16T09:17:38.460612Z",
+                    "shell.execute_reply": "2022-02-16T09:17:38.461341Z"
+                },
+                "papermill": {
+                    "duration": 0.634999,
+                    "end_time": "2022-02-16T09:17:38.461629",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:37.826630",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "fig, axs = plt.subplots(1, 2)\n",
+                "for ax, key in zip(axs.flatten().tolist(), [\"spot_market_quantity\", \"spot_market_loss\"]):\n",
+                "    for a in world.non_system_agent_names:\n",
+                "        ax.plot(world.stats[f\"{key}_{a}\"], marker=\"x\", label=f\"{a}\")\n",
+                "        ax.set_ylabel(key.replace(\"_\", \" \").title())\n",
+                "        ax.legend().set_visible(False)\n",
+                "axs[0].legend(bbox_to_anchor=(1, -.2), ncol=4)\n",
+                "fig.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "missing-mission",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.220483,
+                    "end_time": "2022-02-16T09:17:38.853329",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:38.632846",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "You can dig futher to understand what happened during this siumulation. For example, let's see some of the contracts that were signed:"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 26,
+            "id": "quick-peace",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:39.213451Z",
+                    "iopub.status.busy": "2022-02-16T09:17:39.209064Z",
+                    "iopub.status.idle": "2022-02-16T09:17:39.222186Z",
+                    "shell.execute_reply": "2022-02-16T09:17:39.222842Z"
+                },
+                "papermill": {
+                    "duration": 0.190349,
+                    "end_time": "2022-02-16T09:17:39.223076",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:39.032727",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [],
+            "source": [
+                "# create a view with only signed contracts\n",
+                "contracts = world.contracts_df\n",
+                "signed = contracts.loc[contracts.signed_at>=0, :]"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 27,
+            "id": "subject-aspect",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:39.574758Z",
+                    "iopub.status.busy": "2022-02-16T09:17:39.573769Z",
+                    "iopub.status.idle": "2022-02-16T09:17:39.595618Z",
+                    "shell.execute_reply": "2022-02-16T09:17:39.602124Z"
+                },
+                "papermill": {
+                    "duration": 0.228247,
+                    "end_time": "2022-02-16T09:17:39.607842",
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+                    "start_time": "2022-02-16T09:17:39.379595",
+                    "status": "completed"
+                },
+                "scrolled": true,
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
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+                            "      \n",
+                            "      \n",
+                            "    \n",
+                            "  \n",
+                            "
seller_namebuyer_namedelivery_timequantityunit_pricesigned_atexecutedbreachednullifiederred
4902MAD@1BUYER168270TrueFalseFalseFalse
314SELLER01SRO@0258105TrueFalseFalseFalse
20103SRO@1BUYER137270TrueFalseFalseFalse
69SELLER01SRO@037100TrueFalseFalseFalse
205SELLER01SRO@007100TrueFalseFalseFalse
387SELLER01SRO@03171011TrueFalseFalseFalse
5803SRO@1BUYER176270TrueFalseFalseFalse
7602MAD@1BUYER146270TrueFalseFalseFalse
11303SRO@1BUYER26270TrueFalseFalseFalse
21803SRO@1BUYER146270TrueFalseFalseFalse
\n",
+                            "
"
+                        ],
+                        "text/plain": [
+                            "    seller_name buyer_name  delivery_time  quantity  unit_price  signed_at  \\\n",
+                            "49      02MAD@1      BUYER             16         8          27          0   \n",
+                            "314      SELLER    01SRO@0             25         8          10          5   \n",
+                            "201     03SRO@1      BUYER             13         7          27          0   \n",
+                            "69       SELLER    01SRO@0              3         7          10          0   \n",
+                            "205      SELLER    01SRO@0              0         7          10          0   \n",
+                            "387      SELLER    01SRO@0             31         7          10         11   \n",
+                            "58      03SRO@1      BUYER             17         6          27          0   \n",
+                            "76      02MAD@1      BUYER             14         6          27          0   \n",
+                            "113     03SRO@1      BUYER              2         6          27          0   \n",
+                            "218     03SRO@1      BUYER             14         6          27          0   \n",
+                            "\n",
+                            "     executed  breached  nullified  erred  \n",
+                            "49       True     False      False  False  \n",
+                            "314      True     False      False  False  \n",
+                            "201      True     False      False  False  \n",
+                            "69       True     False      False  False  \n",
+                            "205      True     False      False  False  \n",
+                            "387      True     False      False  False  \n",
+                            "58       True     False      False  False  \n",
+                            "76       True     False      False  False  \n",
+                            "113      True     False      False  False  \n",
+                            "218      True     False      False  False  "
+                        ]
+                    },
+                    "execution_count": 27,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "fields = [\"seller_name\", \"buyer_name\", \"delivery_time\", \"quantity\", \"unit_price\",\n",
+                "          \"signed_at\", \"executed\", \"breached\", \"nullified\", \"erred\"]\n",
+                "signed[fields].sort_values([\"quantity\", \"unit_price\"], ascending=False).head(10)"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "cheap-montana",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.191433,
+                    "end_time": "2022-02-16T09:17:40.019585",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:39.828152",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "Let's check some of the contracts that were fully executed"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 28,
+            "id": "express-heather",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:40.371626Z",
+                    "iopub.status.busy": "2022-02-16T09:17:40.369064Z",
+                    "iopub.status.idle": "2022-02-16T09:17:40.387871Z",
+                    "shell.execute_reply": "2022-02-16T09:17:40.388858Z"
+                },
+                "papermill": {
+                    "duration": 0.201587,
+                    "end_time": "2022-02-16T09:17:40.389608",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:40.188021",
+                    "status": "completed"
+                },
+                "scrolled": true,
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            "
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+                            "      \n",
+                            "      \n",
+                            "    \n",
+                            "  \n",
+                            "
seller_namebuyer_namedelivery_timequantityunit_pricesigned_atexecutedbreachednullifiederred
4902MAD@1BUYER168270TrueFalseFalseFalse
314SELLER01SRO@0258105TrueFalseFalseFalse
20103SRO@1BUYER137270TrueFalseFalseFalse
69SELLER01SRO@037100TrueFalseFalseFalse
205SELLER01SRO@007100TrueFalseFalseFalse
387SELLER01SRO@03171011TrueFalseFalseFalse
5803SRO@1BUYER176270TrueFalseFalseFalse
7602MAD@1BUYER146270TrueFalseFalseFalse
11303SRO@1BUYER26270TrueFalseFalseFalse
21803SRO@1BUYER146270TrueFalseFalseFalse
\n",
+                            "
"
+                        ],
+                        "text/plain": [
+                            "    seller_name buyer_name  delivery_time  quantity  unit_price  signed_at  \\\n",
+                            "49      02MAD@1      BUYER             16         8          27          0   \n",
+                            "314      SELLER    01SRO@0             25         8          10          5   \n",
+                            "201     03SRO@1      BUYER             13         7          27          0   \n",
+                            "69       SELLER    01SRO@0              3         7          10          0   \n",
+                            "205      SELLER    01SRO@0              0         7          10          0   \n",
+                            "387      SELLER    01SRO@0             31         7          10         11   \n",
+                            "58      03SRO@1      BUYER             17         6          27          0   \n",
+                            "76      02MAD@1      BUYER             14         6          27          0   \n",
+                            "113     03SRO@1      BUYER              2         6          27          0   \n",
+                            "218     03SRO@1      BUYER             14         6          27          0   \n",
+                            "\n",
+                            "     executed  breached  nullified  erred  \n",
+                            "49       True     False      False  False  \n",
+                            "314      True     False      False  False  \n",
+                            "201      True     False      False  False  \n",
+                            "69       True     False      False  False  \n",
+                            "205      True     False      False  False  \n",
+                            "387      True     False      False  False  \n",
+                            "58       True     False      False  False  \n",
+                            "76       True     False      False  False  \n",
+                            "113      True     False      False  False  \n",
+                            "218      True     False      False  False  "
+                        ]
+                    },
+                    "execution_count": 28,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "signed.loc[signed.executed, fields].sort_values([\"quantity\", \"unit_price\"], ascending=False).head(10)"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 29,
+            "id": "broadband-macro",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:40.869872Z",
+                    "iopub.status.busy": "2022-02-16T09:17:40.868714Z",
+                    "iopub.status.idle": "2022-02-16T09:17:40.872705Z",
+                    "shell.execute_reply": "2022-02-16T09:17:40.873370Z"
+                },
+                "papermill": {
+                    "duration": 0.315659,
+                    "end_time": "2022-02-16T09:17:40.877921",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:40.562262",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            "
\n",
+                            "\n",
+                            "\n",
+                            "  \n",
+                            "    \n",
+                            "      \n",
+                            "      \n",
+                            "      \n",
+                            "      \n",
+                            "      \n",
+                            "      \n",
+                            "      \n",
+                            "      \n",
+                            "    \n",
+                            "  \n",
+                            "  \n",
+                            "  \n",
+                            "
seller_namebuyer_namedelivery_timequantityunit_pricesigned_atbreaches
\n",
+                            "
"
+                        ],
+                        "text/plain": [
+                            "Empty DataFrame\n",
+                            "Columns: [seller_name, buyer_name, delivery_time, quantity, unit_price, signed_at, breaches]\n",
+                            "Index: []"
+                        ]
+                    },
+                    "execution_count": 29,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "signed.loc[signed.breached, fields[:-4] + [\"breaches\"]].sort_values([\"quantity\", \"unit_price\"], ascending=False).head(10)"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "broken-bobby",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.159731,
+                    "end_time": "2022-02-16T09:17:41.201301",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:41.041570",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "We can now see how does the singning day affect delivery day, product and quantity"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 30,
+            "id": "nervous-comparison",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:41.532702Z",
+                    "iopub.status.busy": "2022-02-16T09:17:41.531705Z",
+                    "iopub.status.idle": "2022-02-16T09:17:42.327653Z",
+                    "shell.execute_reply": "2022-02-16T09:17:42.328438Z"
+                },
+                "papermill": {
+                    "duration": 0.975806,
+                    "end_time": "2022-02-16T09:17:42.328710",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:41.352904",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "fig, ax = plt.subplots(1, 3)\n",
+                "for i, x in enumerate([\"delivery_time\", \"quantity\", \"product_index\"]):\n",
+                "    ax[i].scatter(signed.signed_at, signed[x])\n",
+                "    ax[i].set(ylabel=x.replace(\"_\", \" \").title(), xlabel=\"Signing Day\")\n",
+                "fig.show()"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 31,
+            "id": "favorite-sitting",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:42.757005Z",
+                    "iopub.status.busy": "2022-02-16T09:17:42.752953Z",
+                    "iopub.status.idle": "2022-02-16T09:17:43.328544Z",
+                    "shell.execute_reply": "2022-02-16T09:17:43.329464Z"
+                },
+                "papermill": {
+                    "duration": 0.811941,
+                    "end_time": "2022-02-16T09:17:43.329709",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:42.517768",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "fig, ax = plt.subplots(1, 3)\n",
+                "for i, x in enumerate([\"delivery_time\", \"unit_price\", \"product_index\"]):\n",
+                "    ax[i].scatter(signed.quantity, signed[x])\n",
+                "    ax[i].set(ylabel=x.replace(\"_\", \" \").title(), xlabel=\"Quantity\")\n",
+                "fig.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "tutorial-judges",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.192929,
+                    "end_time": "2022-02-16T09:17:43.752905",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:43.559976",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "Did any agents go bankrupt and when?"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 32,
+            "id": "classified-antique",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:44.269470Z",
+                    "iopub.status.busy": "2022-02-16T09:17:44.268346Z",
+                    "iopub.status.idle": "2022-02-16T09:17:44.271912Z",
+                    "shell.execute_reply": "2022-02-16T09:17:44.272952Z"
+                },
+                "papermill": {
+                    "duration": 0.295466,
+                    "end_time": "2022-02-16T09:17:44.273332",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:43.977866",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "name": "stdout",
+                    "output_type": "stream",
+                    "text": [
+                        "{'00MAD@0': 'No', '01SRO@0': 'No', '02MAD@1': 'No', '03SRO@1': 'No'}\n"
+                    ]
+                }
+            ],
+            "source": [
+                "bankruptcy = {a: np.nonzero(stats[f\"bankrupt_{a}\"].values)[0]\n",
+                "        for a in world.non_system_agent_names}\n",
+                "pprint({k: \"No\" if len(v)<1 else f\"at: {v[0]}\" for k, v in bankruptcy.items()})"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "listed-toolbox",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.46096,
+                    "end_time": "2022-02-16T09:17:44.937317",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:44.476357",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "You can see what happened during this simulation by drawing graphs at different steps.\n",
+                "The meaning of different edge colors can be drawn as follows:"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 33,
+            "id": "chubby-channel",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:45.654721Z",
+                    "iopub.status.busy": "2022-02-16T09:17:45.651869Z",
+                    "iopub.status.idle": "2022-02-16T09:17:45.898756Z",
+                    "shell.execute_reply": "2022-02-16T09:17:45.899568Z"
+                },
+                "papermill": {
+                    "duration": 0.662536,
+                    "end_time": "2022-02-16T09:17:45.902550",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:45.240014",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "from negmas import show_edge_colors\n",
+                "show_edge_colors()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "accompanied-cleaners",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.210479,
+                    "end_time": "2022-02-16T09:17:46.362804",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:46.152325",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "You can see what happened in this world in a series of graphs using the `draw` method"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 34,
+            "id": "arabic-badge",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:46.879325Z",
+                    "iopub.status.busy": "2022-02-16T09:17:46.878318Z",
+                    "iopub.status.idle": "2022-02-16T09:17:49.658080Z",
+                    "shell.execute_reply": "2022-02-16T09:17:49.659285Z"
+                },
+                "papermill": {
+                    "duration": 3.038648,
+                    "end_time": "2022-02-16T09:17:49.659840",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:46.621192",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "world.draw(steps=(0, world.n_steps), together=False, ncols=2, figsize=(20, 20))\n",
+                "plt.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "informational-peripheral",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.187688,
+                    "end_time": "2022-02-16T09:17:50.020743",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:49.833055",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "You can also run a simple animation to see what happens at every step (you need to download the jupyter notebook and execute it to see the animation) :"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 35,
+            "id": "gothic-actress",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:50.646282Z",
+                    "iopub.status.busy": "2022-02-16T09:17:50.639486Z",
+                    "iopub.status.idle": "2022-02-16T09:21:13.138213Z",
+                    "shell.execute_reply": "2022-02-16T09:21:13.142757Z"
+                },
+                "papermill": {
+                    "duration": 202.817036,
+                    "end_time": "2022-02-16T09:21:13.151092",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:50.334056",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/plain": [
+                            "[]"
+                        ]
+                    },
+                    "execution_count": 35,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "world.save_gif(\"run.gif\")"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "affected-danger",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.327053,
+                    "end_time": "2022-02-16T09:21:13.854522",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:21:13.527469",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "then show the animation"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 36,
+            "id": "necessary-canon",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:21:14.484168Z",
+                    "iopub.status.busy": "2022-02-16T09:21:14.481576Z",
+                    "iopub.status.idle": "2022-02-16T09:21:14.489828Z",
+                    "shell.execute_reply": "2022-02-16T09:21:14.488589Z"
+                },
+                "papermill": {
+                    "duration": 0.296983,
+                    "end_time": "2022-02-16T09:21:14.490193",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:21:14.193210",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            ""
+                        ],
+                        "text/plain": [
+                            ""
+                        ]
+                    },
+                    "execution_count": 36,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "from IPython.display import HTML\n",
+                "HTML('')"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "proprietary-duration",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.258152,
+                    "end_time": "2022-02-16T09:21:15.018207",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:21:14.760055",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "## Running a tournament\n",
+                "    \n",
+                "Now that you can run simple world simulations, let's try to run a complete tournament and see its results.\n",
+                "Let's start by running a standard tournament (in which each agent is represented by a single factory). Running a collusion tournament will be exactly the same with the only difference that `anac2023_std` will be replaced with `anac2023_collusion`.Running a one-shot tournament (new in 2021) similarily just requires a change from `anac2023_std` to `anac2023_oneshot`\n",
+                "\n",
+                "Note that in the real competition we use thousands of configurations  and longer simulation steps (e.g. 50 $\\le$ n_steps $\\le$ 500). "
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 37,
+            "id": "norwegian-rabbit",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:21:15.584552Z",
+                    "iopub.status.busy": "2022-02-16T09:21:15.578966Z",
+                    "iopub.status.idle": "2022-02-16T09:21:15.589261Z",
+                    "shell.execute_reply": "2022-02-16T09:21:15.588252Z"
+                },
+                "papermill": {
+                    "duration": 0.310478,
+                    "end_time": "2022-02-16T09:21:15.589544",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:21:15.279066",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [],
+            "source": [
+                "from scml.utils import anac2023_std\n",
+                "pd.options.display.float_format = '{:,.2f}'.format\n",
+                "def shorten_names(results):\n",
+                "    # just make agent types more readable\n",
+                "    results.score_stats.agent_type = results.score_stats.agent_type.str.split(\".\").str[-1]\n",
+                "    results.kstest.a = results.kstest.a.str.split(\".\").str[-1]\n",
+                "    results.kstest.b = results.kstest.b.str.split(\".\").str[-1]\n",
+                "    results.total_scores.agent_type = results.total_scores.agent_type.str.split(\".\").str[-1]\n",
+                "    results.scores.agent_type = results.scores.agent_type.str.split(\".\").str[-1]\n",
+                "    results.winners = [_.split(\".\")[-1] for _ in results.winners]\n",
+                "    return results"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 38,
+            "id": "shared-virtue",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:21:16.078881Z",
+                    "iopub.status.busy": "2022-02-16T09:21:16.068106Z",
+                    "iopub.status.idle": "2022-02-16T09:24:04.610390Z",
+                    "shell.execute_reply": "2022-02-16T09:24:04.611319Z"
+                },
+                "papermill": {
+                    "duration": 168.814637,
+                    "end_time": "2022-02-16T09:24:04.611531",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:21:15.796894",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [],
+            "source": [
+                "tournament_types = [\n",
+                "    DecentralizingAgent, MarketAwareDecentralizingAgent, SyncRandomOneShotAgent\n",
+                "]\n",
+                "# may take a long time\n",
+                "results = anac2023_std(\n",
+                "    competitors=tournament_types,  \n",
+                "    n_configs=5, # number of different configurations to generate \n",
+                "    n_runs_per_world=1, # number of times to repeat every simulation (with agent assignment)\n",
+                "    n_steps = 10, # number of days (simulation steps) per simulation\n",
+                "    print_exceptions=True,\n",
+                ") \n"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 39,
+            "id": "vocational-presence",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:24:05.532076Z",
+                    "iopub.status.busy": "2022-02-16T09:24:05.529700Z",
+                    "iopub.status.idle": "2022-02-16T09:24:05.535155Z",
+                    "shell.execute_reply": "2022-02-16T09:24:05.535898Z"
+                },
+                "papermill": {
+                    "duration": 0.623914,
+                    "end_time": "2022-02-16T09:24:05.536320",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:04.912406",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [],
+            "source": [
+                "results = shorten_names(results)"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "dangerous-killer",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.276093,
+                    "end_time": "2022-02-16T09:24:06.094758",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:05.818665",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "Who was the winner?"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 40,
+            "id": "essential-woman",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:24:06.681541Z",
+                    "iopub.status.busy": "2022-02-16T09:24:06.677790Z",
+                    "iopub.status.idle": "2022-02-16T09:24:06.689907Z",
+                    "shell.execute_reply": "2022-02-16T09:24:06.684719Z"
+                },
+                "papermill": {
+                    "duration": 0.261088,
+                    "end_time": "2022-02-16T09:24:06.690519",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:06.429431",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/plain": [
+                            "['DecentralizingAgent']"
+                        ]
+                    },
+                    "execution_count": 40,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "results.winners"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "pursuant-chemistry",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.353751,
+                    "end_time": "2022-02-16T09:24:07.324685",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:06.970934",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "How many simulations were actually run?"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 41,
+            "id": "sized-ethics",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:24:07.846022Z",
+                    "iopub.status.busy": "2022-02-16T09:24:07.844309Z",
+                    "iopub.status.idle": "2022-02-16T09:24:07.853749Z",
+                    "shell.execute_reply": "2022-02-16T09:24:07.852820Z"
+                },
+                "papermill": {
+                    "duration": 0.28963,
+                    "end_time": "2022-02-16T09:24:07.854074",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:07.564444",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/plain": [
+                            "15"
+                        ]
+                    },
+                    "execution_count": 41,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "len(results.scores.run_id.unique())"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "addressed-encoding",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.229011,
+                    "end_time": "2022-02-16T09:24:08.360945",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:08.131934",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "The total number of simulations $n_{s}$ will be $n_t \\times n_c \\times n_r$ where $n_t$ is the number of competitor agent types, $n_c$ is the number of configurations, and $n_r$ is the number of runs per configuration\n",
+                "\n",
+                "\n",
+                "We can also see the scores that every agent type got"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 42,
+            "id": "lyric-shade",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:24:09.906325Z",
+                    "iopub.status.busy": "2022-02-16T09:24:09.904462Z",
+                    "iopub.status.idle": "2022-02-16T09:24:09.915523Z",
+                    "shell.execute_reply": "2022-02-16T09:24:09.914109Z"
+                },
+                "papermill": {
+                    "duration": 0.599767,
+                    "end_time": "2022-02-16T09:24:09.916926",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:09.317159",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            "
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+                            "\n",
+                            "\n",
+                            "  \n",
+                            "    \n",
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+                            "      \n",
+                            "      \n",
+                            "    \n",
+                            "  \n",
+                            "
agent_typecountmeanstdmin25%median75%max
0SyncRandomOneShotAgent15.00-0.700.83-3.28-0.70-0.53-0.24-0.12
1DecentralizingAgent15.00-0.090.12-0.38-0.15-0.09-0.010.08
2MarketAwareDecentralizingAgent15.00-0.110.10-0.36-0.14-0.07-0.06-0.01
\n",
+                            "
"
+                        ],
+                        "text/plain": [
+                            "                       agent_type  count  mean  std   min   25%  median   75%  \\\n",
+                            "0          SyncRandomOneShotAgent  15.00 -0.70 0.83 -3.28 -0.70   -0.53 -0.24   \n",
+                            "1             DecentralizingAgent  15.00 -0.09 0.12 -0.38 -0.15   -0.09 -0.01   \n",
+                            "2  MarketAwareDecentralizingAgent  15.00 -0.11 0.10 -0.36 -0.14   -0.07 -0.06   \n",
+                            "\n",
+                            "    max  \n",
+                            "0 -0.12  \n",
+                            "1  0.08  \n",
+                            "2 -0.01  "
+                        ]
+                    },
+                    "execution_count": 42,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "results.score_stats"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "three-mason",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.36615,
+                    "end_time": "2022-02-16T09:24:10.767981",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:10.401831",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "You can also do statistical significance testing using ttest or kstest (with multi-comparison correction)"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 43,
+            "id": "saving-hopkins",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:24:11.611654Z",
+                    "iopub.status.busy": "2022-02-16T09:24:11.608649Z",
+                    "iopub.status.idle": "2022-02-16T09:24:11.615134Z",
+                    "shell.execute_reply": "2022-02-16T09:24:11.610283Z"
+                },
+                "papermill": {
+                    "duration": 0.4765,
+                    "end_time": "2022-02-16T09:24:11.616142",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:11.139642",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            "
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+                            "\n",
+                            "\n",
+                            "  \n",
+                            "    \n",
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+                            "      \n",
+                            "      \n",
+                            "      \n",
+                            "    \n",
+                            "  \n",
+                            "
abtpn_an_bn_effective
0SyncRandomOneShotAgentMarketAwareDecentralizingAgent0.730.00151515
1SyncRandomOneShotAgentDecentralizingAgent0.670.00151515
2MarketAwareDecentralizingAgentDecentralizingAgent0.330.39151515
\n",
+                            "
"
+                        ],
+                        "text/plain": [
+                            "                                a                               b    t    p  \\\n",
+                            "0          SyncRandomOneShotAgent  MarketAwareDecentralizingAgent 0.73 0.00   \n",
+                            "1          SyncRandomOneShotAgent             DecentralizingAgent 0.67 0.00   \n",
+                            "2  MarketAwareDecentralizingAgent             DecentralizingAgent 0.33 0.39   \n",
+                            "\n",
+                            "   n_a  n_b  n_effective  \n",
+                            "0   15   15           15  \n",
+                            "1   15   15           15  \n",
+                            "2   15   15           15  "
+                        ]
+                    },
+                    "execution_count": 43,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "results.kstest"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "casual-disney",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.206087,
+                    "end_time": "2022-02-16T09:24:12.166527",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:11.960440",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "see the total score"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 44,
+            "id": "finite-qatar",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:24:12.755458Z",
+                    "iopub.status.busy": "2022-02-16T09:24:12.753114Z",
+                    "iopub.status.idle": "2022-02-16T09:24:12.758219Z",
+                    "shell.execute_reply": "2022-02-16T09:24:12.753985Z"
+                },
+                "papermill": {
+                    "duration": 0.291487,
+                    "end_time": "2022-02-16T09:24:12.759452",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:12.467965",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            "
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+                            "\n",
+                            "\n",
+                            "  \n",
+                            "    \n",
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+                            "    \n",
+                            "      \n",
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+                            "      \n",
+                            "    \n",
+                            "    \n",
+                            "      \n",
+                            "      \n",
+                            "      \n",
+                            "    \n",
+                            "  \n",
+                            "
agent_typescore
0DecentralizingAgent-0.09
1MarketAwareDecentralizingAgent-0.11
2SyncRandomOneShotAgent-0.70
\n",
+                            "
"
+                        ],
+                        "text/plain": [
+                            "                       agent_type  score\n",
+                            "0             DecentralizingAgent  -0.09\n",
+                            "1  MarketAwareDecentralizingAgent  -0.11\n",
+                            "2          SyncRandomOneShotAgent  -0.70"
+                        ]
+                    },
+                    "execution_count": 44,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "results.total_scores"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "juvenile-export",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.266178,
+                    "end_time": "2022-02-16T09:24:13.432861",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:13.166683",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "or the aggregated statistics of the world. For example, let's draw the activity level for different simulations."
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 45,
+            "id": "subject-single",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:24:14.088388Z",
+                    "iopub.status.busy": "2022-02-16T09:24:14.081146Z",
+                    "iopub.status.idle": "2022-02-16T09:24:14.448642Z",
+                    "shell.execute_reply": "2022-02-16T09:24:14.450544Z"
+                },
+                "papermill": {
+                    "duration": 0.738406,
+                    "end_time": "2022-02-16T09:24:14.452004",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:13.713598",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "plt.errorbar(range(len(results.agg_stats)),\n",
+                "             results.agg_stats.activity_level_mean, \n",
+                "             np.sqrt(results.agg_stats.activity_level_var)\n",
+                "             )\n",
+                "plt.xlabel(\"Simulation Number\")\n",
+                "plt.ylabel(\"Activity Level\")\n",
+                "plt.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "promotional-estonia",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.412535,
+                    "end_time": "2022-02-16T09:24:15.173973",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:14.761438",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "We can even get the scores of every agent belonging to every agent type at every simulation"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 46,
+            "id": "instrumental-coach",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:24:15.838627Z",
+                    "iopub.status.busy": "2022-02-16T09:24:15.836222Z",
+                    "iopub.status.idle": "2022-02-16T09:24:15.852660Z",
+                    "shell.execute_reply": "2022-02-16T09:24:15.849616Z"
+                },
+                "papermill": {
+                    "duration": 0.297165,
+                    "end_time": "2022-02-16T09:24:15.854447",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:15.557282",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            "
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+                            "      \n",
+                            "    \n",
+                            "  \n",
+                            "
agent_nameagent_typescore
002SRO@1SyncRandomOneShotAgent-3.28
103MAD@1MarketAwareDecentralizingAgent-0.08
207De@2DecentralizingAgent-0.26
300De@0DecentralizingAgent-0.13
403SRO@1SyncRandomOneShotAgent-0.59
\n",
+                            "
"
+                        ],
+                        "text/plain": [
+                            "  agent_name                      agent_type  score\n",
+                            "0    02SRO@1          SyncRandomOneShotAgent  -3.28\n",
+                            "1    03MAD@1  MarketAwareDecentralizingAgent  -0.08\n",
+                            "2     07De@2             DecentralizingAgent  -0.26\n",
+                            "3     00De@0             DecentralizingAgent  -0.13\n",
+                            "4    03SRO@1          SyncRandomOneShotAgent  -0.59"
+                        ]
+                    },
+                    "execution_count": 46,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "results.scores.loc[:, [\"agent_name\", \"agent_type\", \"score\"]].head()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "ranging-teacher",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.324085,
+                    "end_time": "2022-02-16T09:24:16.439529",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:16.115444",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "Let's see how did the location at the production graph affect the score of each type."
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 47,
+            "id": "touched-congress",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:24:17.060897Z",
+                    "iopub.status.busy": "2022-02-16T09:24:17.059243Z",
+                    "iopub.status.idle": "2022-02-16T09:24:17.503329Z",
+                    "shell.execute_reply": "2022-02-16T09:24:17.504194Z"
+                },
+                "papermill": {
+                    "duration": 0.757685,
+                    "end_time": "2022-02-16T09:24:17.504467",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:16.746782",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "results.scores[\"level\"] = results.scores.agent_name.str.split(\"@\", expand=True).loc[:, 1]\n",
+                "results.scores = results.scores.sort_values(\"level\")\n",
+                "sns.lineplot(data=results.scores[[\"agent_type\", \"level\", \"score\"]], \n",
+                "             x=\"level\", y=\"score\", hue=\"agent_type\", ci=None)\n",
+                "plt.plot([0.0] * len(results.scores[\"level\"].unique()), \"b--\")\n",
+                "plt.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "freelance-meditation",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.237286,
+                    "end_time": "2022-02-16T09:24:17.978904",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:17.741618",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "## Running a One-Shot tournament\n",
+                "    \n",
+                "In 2021, a new track was introduced to the SCM league called the SCML-OneShot track which simplified the problem in order to focus research efforts on the core many-to-many concurrent negotiation challeng. You can run a tournament for this track with the latest settings in almost the same way as we did with standard/collusion tournaments using `anac2023_oneshot`\n",
+                "\n",
+                "Note that in the real competition we use thousands of configurations  and longer simulation steps (e.g. 50 $\\le$ n_steps $\\le$ 500). "
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 48,
+            "id": "regular-microwave",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:24:18.573701Z",
+                    "iopub.status.busy": "2022-02-16T09:24:18.567899Z",
+                    "iopub.status.idle": "2022-02-16T09:24:18.576662Z",
+                    "shell.execute_reply": "2022-02-16T09:24:18.570735Z"
+                },
+                "papermill": {
+                    "duration": 0.313745,
+                    "end_time": "2022-02-16T09:24:18.577294",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:18.263549",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [],
+            "source": [
+                "from scml.utils import anac2023_oneshot"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 49,
+            "id": "governmental-boating",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:24:19.171009Z",
+                    "iopub.status.busy": "2022-02-16T09:24:19.163275Z",
+                    "iopub.status.idle": "2022-02-16T09:25:45.215911Z",
+                    "shell.execute_reply": "2022-02-16T09:25:45.217086Z"
+                },
+                "papermill": {
+                    "duration": 86.403057,
+                    "end_time": "2022-02-16T09:25:45.217399",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:18.814342",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [],
+            "source": [
+                "tournament_types = [RandomOneShotAgent, SyncRandomOneShotAgent, GreedyOneShotAgent, GreedySingleAgreementAgent]\n",
+                "# may take a long time\n",
+                "results = anac2023_oneshot(\n",
+                "    competitors=tournament_types,  \n",
+                "    n_configs=5, # number of different configurations to generate \n",
+                "    n_runs_per_world=1, # number of times to repeat every simulation (with agent assignment)\n",
+                "    n_steps = 10, # number of days (simulation steps) per simulation\n",
+                "    print_exceptions=True,\n",
+                ") \n",
+                "results = shorten_names(results)"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "satisfactory-converter",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.379291,
+                    "end_time": "2022-02-16T09:25:45.828059",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:45.448768",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "Who was the winner?"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 50,
+            "id": "pressed-collins",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:25:46.997344Z",
+                    "iopub.status.busy": "2022-02-16T09:25:46.994979Z",
+                    "iopub.status.idle": "2022-02-16T09:25:47.003959Z",
+                    "shell.execute_reply": "2022-02-16T09:25:46.999556Z"
+                },
+                "papermill": {
+                    "duration": 0.697992,
+                    "end_time": "2022-02-16T09:25:47.004218",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:46.306226",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/plain": [
+                            "['GreedyOneShotAgent']"
+                        ]
+                    },
+                    "execution_count": 50,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "results.winners"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "muslim-astronomy",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.80645,
+                    "end_time": "2022-02-16T09:25:48.183078",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:47.376628",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "How many simulations were actually run?"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 51,
+            "id": "attended-attempt",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:25:49.672803Z",
+                    "iopub.status.busy": "2022-02-16T09:25:49.660773Z",
+                    "iopub.status.idle": "2022-02-16T09:25:49.679029Z",
+                    "shell.execute_reply": "2022-02-16T09:25:49.668028Z"
+                },
+                "papermill": {
+                    "duration": 1.093841,
+                    "end_time": "2022-02-16T09:25:49.680158",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:48.586317",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/plain": [
+                            "20"
+                        ]
+                    },
+                    "execution_count": 51,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "len(results.scores.run_id.unique())"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "advanced-plant",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.536699,
+                    "end_time": "2022-02-16T09:25:50.592150",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:50.055451",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "The total number of simulations $n_{s}$ will be $n_t \\times n_c \\times n_r$ where $n_t$ is the number of competitor agent types, $n_c$ is the number of configurations, and $n_r$ is the number of runs per configuration\n",
+                "\n",
+                "\n",
+                "We can also see the scores that every agent type got"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 52,
+            "id": "collaborative-geography",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:25:51.320978Z",
+                    "iopub.status.busy": "2022-02-16T09:25:51.319698Z",
+                    "iopub.status.idle": "2022-02-16T09:25:51.324003Z",
+                    "shell.execute_reply": "2022-02-16T09:25:51.325139Z"
+                },
+                "papermill": {
+                    "duration": 0.332568,
+                    "end_time": "2022-02-16T09:25:51.325434",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:50.992866",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            "
\n",
+                            "\n",
+                            "\n",
+                            "  \n",
+                            "    \n",
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+                            "  \n",
+                            "
agent_typecountmeanstdmin25%median75%max
0GreedyOneShotAgent20.000.760.210.360.630.790.911.06
1GreedySingleAgreementAgent20.000.710.100.580.650.700.760.96
2RandomOneShotAgent20.000.760.150.420.660.770.871.00
3SyncRandomOneShotAgent20.000.760.140.450.670.750.841.01
\n",
+                            "
"
+                        ],
+                        "text/plain": [
+                            "                   agent_type  count  mean  std  min  25%  median  75%  max\n",
+                            "0          GreedyOneShotAgent  20.00  0.76 0.21 0.36 0.63    0.79 0.91 1.06\n",
+                            "1  GreedySingleAgreementAgent  20.00  0.71 0.10 0.58 0.65    0.70 0.76 0.96\n",
+                            "2          RandomOneShotAgent  20.00  0.76 0.15 0.42 0.66    0.77 0.87 1.00\n",
+                            "3      SyncRandomOneShotAgent  20.00  0.76 0.14 0.45 0.67    0.75 0.84 1.01"
+                        ]
+                    },
+                    "execution_count": 52,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "results.score_stats"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "coordinated-blink",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.306131,
+                    "end_time": "2022-02-16T09:25:52.007135",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:51.701004",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "You can also do statistical significance testing using ttest or kstest (with multi-comparison correction)"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 53,
+            "id": "consistent-banks",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:25:52.671173Z",
+                    "iopub.status.busy": "2022-02-16T09:25:52.668055Z",
+                    "iopub.status.idle": "2022-02-16T09:25:52.678943Z",
+                    "shell.execute_reply": "2022-02-16T09:25:52.676943Z"
+                },
+                "papermill": {
+                    "duration": 0.367402,
+                    "end_time": "2022-02-16T09:25:52.680299",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:52.312897",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            "
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+                            "    \n",
+                            "  \n",
+                            "
abtpn_an_bn_effective
0GreedyOneShotAgentGreedySingleAgreementAgent0.350.17202020
1GreedyOneShotAgentSyncRandomOneShotAgent0.150.98202020
2GreedyOneShotAgentRandomOneShotAgent0.250.57202020
3GreedySingleAgreementAgentSyncRandomOneShotAgent0.250.57202020
4GreedySingleAgreementAgentRandomOneShotAgent0.350.17202020
5SyncRandomOneShotAgentRandomOneShotAgent0.150.98202020
\n",
+                            "
"
+                        ],
+                        "text/plain": [
+                            "                            a                           b    t    p  n_a  n_b  \\\n",
+                            "0          GreedyOneShotAgent  GreedySingleAgreementAgent 0.35 0.17   20   20   \n",
+                            "1          GreedyOneShotAgent      SyncRandomOneShotAgent 0.15 0.98   20   20   \n",
+                            "2          GreedyOneShotAgent          RandomOneShotAgent 0.25 0.57   20   20   \n",
+                            "3  GreedySingleAgreementAgent      SyncRandomOneShotAgent 0.25 0.57   20   20   \n",
+                            "4  GreedySingleAgreementAgent          RandomOneShotAgent 0.35 0.17   20   20   \n",
+                            "5      SyncRandomOneShotAgent          RandomOneShotAgent 0.15 0.98   20   20   \n",
+                            "\n",
+                            "   n_effective  \n",
+                            "0           20  \n",
+                            "1           20  \n",
+                            "2           20  \n",
+                            "3           20  \n",
+                            "4           20  \n",
+                            "5           20  "
+                        ]
+                    },
+                    "execution_count": 53,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "results.kstest"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "outdoor-helen",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.2739,
+                    "end_time": "2022-02-16T09:25:53.287914",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:53.014014",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "see the total score"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 54,
+            "id": "partial-bleeding",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:25:53.972934Z",
+                    "iopub.status.busy": "2022-02-16T09:25:53.971959Z",
+                    "iopub.status.idle": "2022-02-16T09:25:53.977504Z",
+                    "shell.execute_reply": "2022-02-16T09:25:53.978214Z"
+                },
+                "papermill": {
+                    "duration": 0.38157,
+                    "end_time": "2022-02-16T09:25:53.978477",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:53.596907",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            "
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+                            "\n",
+                            "\n",
+                            "  \n",
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+                            "    \n",
+                            "  \n",
+                            "
agent_typescore
0GreedyOneShotAgent0.76
1SyncRandomOneShotAgent0.76
2RandomOneShotAgent0.76
3GreedySingleAgreementAgent0.71
\n",
+                            "
"
+                        ],
+                        "text/plain": [
+                            "                   agent_type  score\n",
+                            "0          GreedyOneShotAgent   0.76\n",
+                            "1      SyncRandomOneShotAgent   0.76\n",
+                            "2          RandomOneShotAgent   0.76\n",
+                            "3  GreedySingleAgreementAgent   0.71"
+                        ]
+                    },
+                    "execution_count": 54,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "results.total_scores"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "superior-request",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.263517,
+                    "end_time": "2022-02-16T09:25:54.488169",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:54.224652",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "We can even get the scores of every agent belonging to every agent type at every simulation"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 55,
+            "id": "existing-pricing",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:25:55.269186Z",
+                    "iopub.status.busy": "2022-02-16T09:25:55.265267Z",
+                    "iopub.status.idle": "2022-02-16T09:25:55.280326Z",
+                    "shell.execute_reply": "2022-02-16T09:25:55.271796Z"
+                },
+                "papermill": {
+                    "duration": 0.431191,
+                    "end_time": "2022-02-16T09:25:55.280635",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:54.849444",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            "
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+                            "\n",
+                            "\n",
+                            "  \n",
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+                            "    \n",
+                            "  \n",
+                            "
agent_nameagent_typescore
000Gr@0GreedyOneShotAgent0.72
101GSA@0GreedySingleAgreementAgent0.59
202Sy@0SyncRandomOneShotAgent0.91
303Ra@0RandomOneShotAgent0.79
400GSA@0GreedySingleAgreementAgent0.68
\n",
+                            "
"
+                        ],
+                        "text/plain": [
+                            "  agent_name                  agent_type  score\n",
+                            "0     00Gr@0          GreedyOneShotAgent   0.72\n",
+                            "1    01GSA@0  GreedySingleAgreementAgent   0.59\n",
+                            "2     02Sy@0      SyncRandomOneShotAgent   0.91\n",
+                            "3     03Ra@0          RandomOneShotAgent   0.79\n",
+                            "4    00GSA@0  GreedySingleAgreementAgent   0.68"
+                        ]
+                    },
+                    "execution_count": 55,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "results.scores.loc[:, [\"agent_name\", \"agent_type\", \"score\"]].head()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "ready-orbit",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.303132,
+                    "end_time": "2022-02-16T09:25:55.982655",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:55.679523",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "Let's see how did the location at the production graph affect the score of each type."
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 57,
+            "id": "meaningful-namibia",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:25:56.755435Z",
+                    "iopub.status.busy": "2022-02-16T09:25:56.747172Z",
+                    "iopub.status.idle": "2022-02-16T09:25:57.436309Z",
+                    "shell.execute_reply": "2022-02-16T09:25:57.437610Z"
+                },
+                "papermill": {
+                    "duration": 1.119077,
+                    "end_time": "2022-02-16T09:25:57.438214",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:56.319137",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "results.scores[\"level\"] = results.scores.agent_name.str.split(\"@\", expand=True).loc[:, 1]\n",
+                "results.scores = results.scores.sort_values(\"level\")\n",
+                "sns.lineplot(data=results.scores[[\"agent_type\", \"level\", \"score\"]], \n",
+                "             x=\"level\", y=\"score\", hue=\"agent_type\")\n",
+                "# plt.plot([0.0] * len(results.scores[\"level\"].unique()), \"b--\")\n",
+                "plt.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "funded-semiconductor",
+            "metadata": {
+                "cell_style": "center",
+                "papermill": {
+                    "duration": 0.395989,
+                    "end_time": "2022-02-16T09:25:58.177859",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:57.781870",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "Now that you can run simulations and complete tournaments, let's see how are we going to develop a new agent for the SCML2023 league $\\rightarrow$"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": null,
+            "id": "analyzed-trading",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.379654,
+                    "end_time": "2022-02-16T09:25:58.804432",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:58.424778",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [],
+            "source": []
+        }
+    ],
+    "metadata": {
+        "celltoolbar": "Tags",
+        "kernelspec": {
+            "display_name": "scml",
+            "language": "python",
+            "name": "scml"
+        },
+        "language_info": {
+            "codemirror_mode": {
+                "name": "ipython",
+                "version": 3
+            },
+            "file_extension": ".py",
+            "mimetype": "text/x-python",
+            "name": "python",
+            "nbconvert_exporter": "python",
+            "pygments_lexer": "ipython3",
+            "version": "3.11.1"
+        },
+        "latex_envs": {
+            "LaTeX_envs_menu_present": true,
+            "autoclose": false,
+            "autocomplete": true,
+            "bibliofile": "biblio.bib",
+            "cite_by": "apalike",
+            "current_citInitial": 1,
+            "eqLabelWithNumbers": true,
+            "eqNumInitial": 1,
+            "hotkeys": {
+                "equation": "Ctrl-E",
+                "itemize": "Ctrl-I"
+            },
+            "labels_anchors": false,
+            "latex_user_defs": false,
+            "report_style_numbering": false,
+            "user_envs_cfg": false
+        },
+        "papermill": {
+            "default_parameters": {},
+            "duration": 540.812939,
+            "end_time": "2022-02-16T09:26:02.642361",
+            "environment_variables": {},
+            "exception": null,
+            "input_path": "/Users/yasser/code/projects/scml/notebooks/tutorials/01.run_scml2020.ipynb",
+            "output_path": "/Users/yasser/code/projects/scml/notebooks/tutorials/01.run_scml2020.ipynb",
+            "parameters": {},
+            "start_time": "2022-02-16T09:17:01.829422",
+            "version": "2.3.4"
+        },
+        "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": false
+        },
+        "varInspector": {
+            "cols": {
+                "lenName": 16,
+                "lenType": 16,
+                "lenVar": 40
+            },
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diff --git a/docs/tutorials/notebooks/04.experiments.ipynb b/docs/tutorials/notebooks/04.experiments.ipynb
index e24b9602..886d0b30 100644
--- a/docs/tutorials/notebooks/04.experiments.ipynb
+++ b/docs/tutorials/notebooks/04.experiments.ipynb
@@ -880,7 +880,7 @@
             "source": [
                 "### Controlling other aspects of the simulation\n",
                 "\n",
-                "You can control other aspects of the simulation by passing specific paramters to the [generate()](http://www.yasserm.com/scml/scml2020docs/api/scml.oneshot.SCML2020OneShotWorld.html?scml.oneshot.SCML2020OneShotWorld.generate#scml.oneshot.SCML2020OneShotWorld.generate) method or the [World constructor](http://www.yasserm.com/scml/scml2020docs/api/scml.oneshot.SCML2020OneShotWorld.html?) directly. \n",
+                "You can control other aspects of the simulation by passing specific paramters to the [generate()](https://scml.readthedocs.io/en/latest/api/scml.oneshot.SCML2020OneShotWorld.html?scml.oneshot.SCML2020OneShotWorld.generate#scml.oneshot.SCML2020OneShotWorld.generate) method or the [World constructor](https://scml.readthedocs.io/en/latest/api/scml.oneshot.SCML2020OneShotWorld.html?) directly. \n",
                 "\n",
                 "Here is an example in which we use `generate()` and fix the inital balance of all agents to $1000$ while fixing the production cost of everyone to $20$, increasing the number of production lines to $20$, and setting the number of simulation steps (days) to $40$ while making all negotiations go for $100$ steps instead of $20$ keeping the number of negotiation steps per day at $101$ which means that negotiations are still guaranteed to finish within the same day in which they are started. This configuration is very different than the one used by default in the official competition but you can decide to test it:"
             ]
@@ -1199,7 +1199,7 @@
             "source": [
                 "### Controlling Profiles\n",
                 "\n",
-                "In the previous example, we used `generae()` to do our bidding instead of directly calling the world constructore. Why? The main reason is that `generate()` creates profiles and exogenous contracts compatible with our settings so that it is possible --- in principly --- to make money in the generated world. Moreover, this is controllable by its parameters (see `profit_*` parameters [here](http://www.yasserm.com/scml/scml2020docs/api/scml.oneshot.SCML2020OneShotWorld.html?scml.oneshot.SCML2020OneShotWorld.generate#scml.oneshot.SCML2020OneShotWorld.generate)). We can push things a little further by controlling the profile of each agent independently (which in this case is just its production cost). We will generate a world in which agents have costs from $1$ to $7$.\n"
+                "In the previous example, we used `generae()` to do our bidding instead of directly calling the world constructore. Why? The main reason is that `generate()` creates profiles and exogenous contracts compatible with our settings so that it is possible --- in principly --- to make money in the generated world. Moreover, this is controllable by its parameters (see `profit_*` parameters [here](https://scml.readthedocs.io/en/latest/api/scml.oneshot.SCML2020OneShotWorld.html?scml.oneshot.SCML2020OneShotWorld.generate#scml.oneshot.SCML2020OneShotWorld.generate)). We can push things a little further by controlling the profile of each agent independently (which in this case is just its production cost). We will generate a world in which agents have costs from $1$ to $7$.\n"
             ]
         },
         {
@@ -1547,7 +1547,7 @@
             "source": [
                 "You can confirm for yourself that this is exactly what we expected.\n",
                 "\n",
-                "Let's first discuss the profile. In `SCML2021World`, an agent's profile consists of the production cost **per line per product**. You can see the full definition [here](http://www.yasserm.com/scml/scml2020docs/api/scml.scml2020.FactoryProfile.html). That is why we needed to create a 2D array of costs.\n",
+                "Let's first discuss the profile. In `SCML2021World`, an agent's profile consists of the production cost **per line per product**. You can see the full definition [here](https://scml.readthedocs.io/en/latest/api/scml.scml2020.FactoryProfile.html). That is why we needed to create a 2D array of costs.\n",
                 "\n",
                 "Exogenous contract structure is self explanatory. You have to specify the product, delivery time, quantity, and unit price. Moreover, you have to specify the time at which this contract is revealed to its agent (which must be before or at the delivery time step). The one thing you should be careful about is setting the *buyer* to $-1$ for exogenous sales and the *seller* to $-1$ for exogenous supplies. You can in principle have exogenous contracts in the middle of the chain but we do not do that usually.\n",
                 "\n",
diff --git a/docs/tutorials/notebooks/06.ideas.ipynb b/docs/tutorials/notebooks/06.ideas.ipynb
index b2e22d18..60043e14 100644
--- a/docs/tutorials/notebooks/06.ideas.ipynb
+++ b/docs/tutorials/notebooks/06.ideas.ipynb
@@ -1,491 +1,491 @@
 {
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+                    "exception": false,
+                    "start_time": "2022-02-16T09:27:25.413148",
+                    "status": "completed"
+                },
+                "tags": [
+                    "remove_cell"
+                ]
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            ""
+                        ],
+                        "text/plain": [
+                            ""
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "%matplotlib inline\n",
+                "import warnings\n",
+                "warnings.filterwarnings('ignore')\n",
+                "# setup disply parameters\n",
+                "from matplotlib import pylab as plt\n",
+                "import seaborn as sns\n",
+                "from matplotlib.ticker import StrMethodFormatter\n",
+                "float_formatter = StrMethodFormatter('{x:0.03f}')\n",
+                "from IPython.core.display import display, HTML\n",
+                "display(HTML(\"\"))\n",
+                "SMALL_SIZE = 14\n",
+                "MEDIUM_SIZE = 16\n",
+                "BIGGER_SIZE = 20\n",
+                "\n",
+                "plt.rc('font', size=SMALL_SIZE)          # controls default text sizes\n",
+                "plt.rc('axes', titlesize=SMALL_SIZE)     # fontsize of the axes title\n",
+                "plt.rc('axes', labelsize=MEDIUM_SIZE)    # fontsize of the x and y labels\n",
+                "plt.rc('xtick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+                "plt.rc('ytick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+                "plt.rc('legend', fontsize=SMALL_SIZE)    # legend fontsize\n",
+                "plt.rc('figure', titlesize=BIGGER_SIZE)  # fontsize of the figure title\n",
+                "plt.rc('figure', figsize=(18, 6)) # set figure size\n",
+                "plt.rc(\"animation\", html=\"html5\")\n"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "compressed-closure",
+            "metadata": {
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+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "## Ideas for developing your agent (Standard)\n",
+                "\n",
+                "This section of the tutorials will discuss some possible ideas for developing your agent. It is completely optional to read this but it may provide some directions that help you in your quest. We will assume that you are using the component based approach discussed in the second tutorial.\n",
+                "\n",
+                "Let's start by reminding ourselves of the agent decomposition used by built in agents (check this [video](https://youtu.be/3xwR-aPZSb0) explains the main components in details).\n"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 2,
+            "id": "ahead-remedy",
+            "metadata": {
+                "execution": {
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+                    "iopub.status.idle": "2022-02-16T09:27:28.071235Z",
+                    "shell.execute_reply": "2022-02-16T09:27:28.072408Z"
+                },
+                "papermill": {
+                    "duration": 0.031534,
+                    "end_time": "2022-02-16T09:27:28.074141",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:27:28.042607",
+                    "status": "completed"
+                },
+                "run_control": {
+                    "marked": true
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            ""
+                        ],
+                        "text/plain": [
+                            ""
+                        ]
+                    },
+                    "execution_count": 2,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "from IPython.display import HTML\n",
+                "HTML('')"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "northern-cooler",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.015035,
+                    "end_time": "2022-02-16T09:27:28.104634",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:27:28.089599",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "The three main components of an agent in this decomposition are the trading strategy, negotiation control strategy and production strategy. \n",
+                "\n",
+                "The trading strategy decides what should the agent buy and sell (the *trading schedule*) and the negotiation control strategy takes that as input and uses it to drive negotiations in order to carry out this plan. The production strategy controls the factory by deciding how many items to produce at every time step (based on existing inventory and the trading schedule).\n",
+                "\n",
+                "We will discuss ideas for improving each one of these three components separately.\n",
+                "\n",
+                "Before diving into these ideas, it is important to note that the overall performance of the agent does not come from having one perfect component but from harmony between all the components constituting it. For example, a trading strategy that generates a perfect trading schedule is useless without a negotiation control strategy capable of achieving that schedule. "
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "automotive-capability",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.014874,
+                    "end_time": "2022-02-16T09:27:28.134588",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:27:28.119714",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "### Trading Strategy\n",
+                "Representing the planning department of a company, the trading strategy seems like the obvious target of improvement. \n",
+                "This figure shows the outputs of the trading strategy and the three examples implemented in the `scml` package."
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 3,
+            "id": "changed-lecture",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:27:28.175372Z",
+                    "iopub.status.busy": "2022-02-16T09:27:28.170515Z",
+                    "iopub.status.idle": "2022-02-16T09:27:28.184444Z",
+                    "shell.execute_reply": "2022-02-16T09:27:28.183149Z"
+                },
+                "papermill": {
+                    "duration": 0.035967,
+                    "end_time": "2022-02-16T09:27:28.184691",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:27:28.148724",
+                    "status": "completed"
+                },
+                "run_control": {
+                    "marked": true
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            ""
+                        ],
+                        "text/plain": [
+                            ""
+                        ]
+                    },
+                    "execution_count": 3,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "from IPython.display import HTML\n",
+                "HTML('')"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "heated-southwest",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.016291,
+                    "end_time": "2022-02-16T09:27:28.219449",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:27:28.203158",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "The best trading strategy used by the built-in agents is the `PredictionBasedTradingStrategy` and we will focus on it as it seems the most amenable to improvement.\n",
+                "\n",
+                "This trading strategy uses two components, a `TradePredictionStrategy` that predicts the amount of trade on the input and output products of the agent as a function of the simulation step, and an `ERPredictionStrategy` predicting the quantity that will actually be executed from a contract. These predictions are both set to constants for the built-in component. This immediately suggests the following ideas\n",
+                "\n",
+                "#### IDEA 1: Improve trade prediction\n",
+                "The only `TradePredictionStrategy` implemented in `scml` is the `FixedTradePredictionStrategy` which predicts trade at a fixed amount in every product at every step (currently set to half the number of lines: $5$). This can definitely be improved.\n",
+                "\n",
+                "1. Train a regressor (e.g. a [scikit-learn](https://scikit-learn.org/stable/user_guide.html) regressor) on many worlds to receive the product number and the fraction of the simulation steps passed and predict the amount of trade and use this regressor in real time (or store its results in a table that you can [load in real time](https://scml.readthedocs.io/en/latest/faq.html#how-can-i-access-a-data-file-in-my-package)).\n",
+                "2. Improve the regressor using incremental learning in real time during world simulation. This may not be very effective in short simulations but we will simulate up to $200$ steps so it may improve performance.\n",
+                "\n",
+                "#### IDEA 2: Improve execution rate prediction\n",
+                "The only `ERPredictionStrategy` implemented in the system is the `FixedERPredictionStrategy` which will expect that half of the quantity in any contract will be executed. This can easily be improved using several approaches.\n",
+                "\n",
+                "1. Use the financial reports of your suppliers and consumers to predict the possibility that they will breach contracts in the future. Again you can train a regressor that receives few past financial reports and predicts future behavior using simulations against a variety of agents (including your own!) and then load it in real time. \n",
+                "2. Use more general market conditions for prediction of actual trade amount and base your prediction of the contract execution rate on that.\n",
+                "\n",
+                "#### IDEA3: Improve the logic of the trading strategy\n",
+                "The `PredictionBasedTradingStrategy` just uses the `TradePredictionStrategy` and `ERPredictionStrategy` directly for deciding trade but that need not be the optimal thing to do. It may be possible to change that logic of the trading strategy itself to add a higher level of control over the outputs of these base prediction strategies. "
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "broadband-venezuela",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.019551,
+                    "end_time": "2022-02-16T09:27:28.257622",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:27:28.238071",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "### Negotiation Manager\n",
+                "This is a *negotiation* competition and it seems fit to focus our efforts on negotiation. Moreover, as we indicated earlier, having the perfect trade schedule coming out from the trading strategy is useless for the agent if it cannot negotiate effectively to achieve that schedule.\n",
+                "\n",
+                "The negotiation control strategy consists of two main components:\n",
+                "\n",
+                "* **Negotiation Manager** responsible of requesting negotiations as needed and responding to such requests\n",
+                "* **Negotiation Algorithm** which can be implemented using one or more `negmas` [SAOController](https://negmas.readthedocs.io/en/latest/modules/sao.html?highlight=Controller#module-negmas.sao) or directly using `negmas` [SAONegotiator](https://negmas.readthedocs.io/en/latest/modules/sao.html?highlight=Negotiator#module-negmas.sao). This [video](https://youtu.be/10Rjl3ikaDU) describes available controllers and negotiators and of course you can - and should - design your own.\n",
+                "\n",
+                "This figure shows the two inputs you need to define for any negotiation manager: `target_quantity` and `acceptable_unit_price`. Their names are self-descriptive. "
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 4,
+            "id": "radical-usage",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:27:28.304647Z",
+                    "iopub.status.busy": "2022-02-16T09:27:28.303345Z",
+                    "iopub.status.idle": "2022-02-16T09:27:28.311530Z",
+                    "shell.execute_reply": "2022-02-16T09:27:28.310748Z"
+                },
+                "papermill": {
+                    "duration": 0.030676,
+                    "end_time": "2022-02-16T09:27:28.312013",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:27:28.281337",
+                    "status": "completed"
+                },
+                "run_control": {
+                    "marked": true
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            ""
+                        ],
+                        "text/plain": [
+                            ""
+                        ]
+                    },
+                    "execution_count": 4,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "from IPython.display import HTML\n",
+                "HTML('')"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "visible-entrance",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.015622,
+                    "end_time": "2022-02-16T09:27:28.347664",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:27:28.332042",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "Built-in negotiation managers are intentionally pretty basic. It may be that this is the point of improvement that has the highest probability of leading to winning agents (that may not be true though as the trading strategy seems as important). Here are some ideas for improving the negotiation control strategy\n",
+                "\n",
+                "#### IDEA 4: Improve the negotiation manager\n",
+                "The negotiation manager responsible of starting and accepting negotiations in `scml` is extremely basic. \n",
+                "\n",
+                "1. It uses a target quantity that is set directly as the difference between needs and secured quantity and it does not take into account in any way running negotiations. You can access running negotiations using `self.negotiations` and standing negotiation requests using `self.negotiation_requests`. \n",
+                "2. It always negotiates with everybody. You can use financial reports to decide whom to negotiate with.\n",
+                "3. It uses fixed ranges for negotiation issues. You can try to dynamically decide the ranges allowed for negotiation issues based on market conditions. For example, you can set the range of prices based on your estimate of the current trading price of products.\n",
+                "\n",
+                "#### IDEA 5 Improve signing strategy\n",
+                "Deciding what to sign is not strictly a part of the negotiation strategy but it needs to be implemented to respond to `sign_all_contracts`. Currently, it is handled by the trading strategy but you can override that by providing your own `SigningStrategy` that overrides `sign_all_contracts`. \n",
+                "\n",
+                "All negotiations in a single simulation step run in parallel. This means that the negotiation manager is prone to over-contracting. This can then be corrected using a `SigningStrategy` that intelligently decides what to sign. \n",
+                "\n",
+                "\n"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "broke-stocks",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.030015,
+                    "end_time": "2022-02-16T09:27:28.399169",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:27:28.369154",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "### Negotiation Algorithm\n",
+                "All built in negotiations are conducted using either simple negotiation algorithm (e.g. time-based strategy, naive tit-for-tat implementation, ...) or a simple `negmas` built in controller. None of the adequately handles the two main challenges: concurrent negotiations within a single simulation step and taking into account future negotiation opportunities. \n",
+                "\n",
+                "#### IDEA 6: Improve concurrent negotiation control\n",
+                "The `StepController` is the negotiation algorithm used by the `StepNegotiationManager` employed by the `DecentralizingAgent` (the top built-in agent). It instantiates one controller to handle buying and another to handle selling *for each simulation step*. These controllers rely heavily on the `SAOSyncController` of `negmas` using a time-based meta-negotiation strategy. That is a very simple algorithm that is not expected to effectively handle concurrent negotiations. Try to find a way to either *coordinate* the behavior of multiple autonomous negotiators each simulation step or to centrally *control* these negotiators to achieve the preset target. \n",
+                "\n",
+                "#### IDEA 7: Improve sequential negotiation control\n",
+                "Agents in SCML negotiate repeatedly. This means that the utility of any offer in any negotiation does not only depend on current market conditions but also in expected future negotiations. Built-in agents side step the need to take that into account during negotiation by having a trading strategy and a negotiation manager set their targets for them rendering negotiations in every simulation step independent from future negotiations (given the targets). This is clearly a simplistic heuristic. Try to find a way to take future negotiations into account when designing your agent. One way to do that is to have them affect the utility function used by your controller/negotiator.\n",
+                "\n",
+                "#### IDEA 8: Improve the utility functions used\n",
+                "The `IndependentNegotiationManager` uses linear independent utility functions with a simple time-base negotiation (`AspirationNegotiator`) for all of its negotiations. The other two negotiation managers employ controllers that define their utilities linearly using some built-in fixed weights for price and quantity. That is obviously suboptimal. \n",
+                "1. Try to improve the utility function used by either the negotiators or the controller (depending on the negotiation manager you use) to achieve higher expected utilities.\n",
+                "2. Try to take the identity of the agent you are negotiating with into account in your utility calculations. A contract with a *trustworthy* agent has more utility than one with a *non-trustworthy* agent. You can use the financial reports of agents to judge their *trustworthiness*."
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "recognized-american",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.030693,
+                    "end_time": "2022-02-16T09:27:28.499961",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:27:28.469268",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "### Production Strategy\n",
+                "That is the simplest of the three components. There are two main production strategies in `scml` as described earlier in the second tutorial: supply based or demand based production strategies. \n",
+                "\n",
+                "#### IDEA 9: Base production decisions on trading prices (as well as contracts).\n",
+                "Given that disposal cost is zero and storage capacity is infinite, it seems that the only optimization you can do is to avoid over production. Production has cost so over production may not be a good idea. On the other hand, the inventory is valued in SCML 2020 at half the trading price which means that it may be a good idea to convert inputs to outputs (even if you do not sell that output) if the difference in trading prices at the end of simulation offsets your production costs. Try creating a production strategy that takes this effect into account switching between supply based and demand based production using a estimate of the final trading prices of its input and output products."
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "structured-employer",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.021512,
+                    "end_time": "2022-02-16T09:27:28.546266",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:27:28.524754",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "## Ideas for developing you agent (OneShot)\n",
+                "The one shot game is simpler than the standard game but it is still a challenging problem. Here are some ideas that you can use for your agent:\n",
+                "\n",
+                "### IDEA 10: Learn the acceptance strategy of your partners\n",
+                "You negotiate with the same partners (suppliers, and consumers) repeatedly. Moreover, each supplier/consumer is driven partially by a stable set of variables (e.g. exogenous contract's mean quantity, production cost, disposal cost, and delivery cost). This means that you can learn what kinds of agreements will each one of them be able to accept over time and adjust your negotiation behavior specifically to each of them.\n",
+                "\n",
+                "### IDEA 11: Predict future market conditions\n",
+                "The trading prices are public information this year. This means you should be able to extrapolate future market conditions and use this to adapt your behavior. Even though your profits in every step are independent from the future, your concession strategy may depend on your expectation about the future of the market.\n",
+                "\n",
+                "\n",
+                "\n",
+                "## Final Remarks\n",
+                "The ideas presented above are, by no means, exclusive or comprehensive. You can combine them and add new ones or you may like any of them. The main reason we present these ideas is to *challenge you to come with better ones*. \n"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": null,
+            "id": "allied-cotton",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.031989,
+                    "end_time": "2022-02-16T09:27:28.607341",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:27:28.575352",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [],
+            "source": []
+        }
+    ],
+    "metadata": {
+        "celltoolbar": "Tags",
+        "kernelspec": {
+            "display_name": "scml",
+            "language": "python",
+            "name": "scml"
+        },
+        "language_info": {
+            "codemirror_mode": {
+                "name": "ipython",
+                "version": 3
+            },
+            "file_extension": ".py",
+            "mimetype": "text/x-python",
+            "name": "python",
+            "nbconvert_exporter": "python",
+            "pygments_lexer": "ipython3",
+            "version": "3.11.1"
+        },
+        "papermill": {
+            "default_parameters": {},
+            "duration": 5.690863,
+            "end_time": "2022-02-16T09:27:29.145139",
+            "environment_variables": {},
+            "exception": null,
+            "input_path": "/Users/yasser/code/projects/scml/notebooks/tutorials/06.ideas.ipynb",
+            "output_path": "/Users/yasser/code/projects/scml/notebooks/tutorials/06.ideas.ipynb",
+            "parameters": {},
+            "start_time": "2022-02-16T09:27:23.454276",
+            "version": "2.3.4"
+        },
+        "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": false
+        }
     },
-    "papermill": {
-     "duration": 2.577094,
-     "end_time": "2022-02-16T09:27:27.990242",
-     "exception": false,
-     "start_time": "2022-02-16T09:27:25.413148",
-     "status": "completed"
-    },
-    "tags": [
-     "remove_cell"
-    ]
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       ""
-      ],
-      "text/plain": [
-       ""
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%matplotlib inline\n",
-    "import warnings\n",
-    "warnings.filterwarnings('ignore')\n",
-    "# setup disply parameters\n",
-    "from matplotlib import pylab as plt\n",
-    "import seaborn as sns\n",
-    "from matplotlib.ticker import StrMethodFormatter\n",
-    "float_formatter = StrMethodFormatter('{x:0.03f}')\n",
-    "from IPython.core.display import display, HTML\n",
-    "display(HTML(\"\"))\n",
-    "SMALL_SIZE = 14\n",
-    "MEDIUM_SIZE = 16\n",
-    "BIGGER_SIZE = 20\n",
-    "\n",
-    "plt.rc('font', size=SMALL_SIZE)          # controls default text sizes\n",
-    "plt.rc('axes', titlesize=SMALL_SIZE)     # fontsize of the axes title\n",
-    "plt.rc('axes', labelsize=MEDIUM_SIZE)    # fontsize of the x and y labels\n",
-    "plt.rc('xtick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
-    "plt.rc('ytick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
-    "plt.rc('legend', fontsize=SMALL_SIZE)    # legend fontsize\n",
-    "plt.rc('figure', titlesize=BIGGER_SIZE)  # fontsize of the figure title\n",
-    "plt.rc('figure', figsize=(18, 6)) # set figure size\n",
-    "plt.rc(\"animation\", html=\"html5\")\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "compressed-closure",
-   "metadata": {
-    "papermill": {
-     "duration": 0.019826,
-     "end_time": "2022-02-16T09:27:28.025675",
-     "exception": false,
-     "start_time": "2022-02-16T09:27:28.005849",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "## Ideas for developing your agent (Standard)\n",
-    "\n",
-    "This section of the tutorials will discuss some possible ideas for developing your agent. It is completely optional to read this but it may provide some directions that help you in your quest. We will assume that you are using the component based approach discussed in the second tutorial.\n",
-    "\n",
-    "Let's start by reminding ourselves of the agent decomposition used by built in agents (check this [video](https://youtu.be/3xwR-aPZSb0) explains the main components in details).\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "ahead-remedy",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:27:28.067485Z",
-     "iopub.status.busy": "2022-02-16T09:27:28.064550Z",
-     "iopub.status.idle": "2022-02-16T09:27:28.071235Z",
-     "shell.execute_reply": "2022-02-16T09:27:28.072408Z"
-    },
-    "papermill": {
-     "duration": 0.031534,
-     "end_time": "2022-02-16T09:27:28.074141",
-     "exception": false,
-     "start_time": "2022-02-16T09:27:28.042607",
-     "status": "completed"
-    },
-    "run_control": {
-     "marked": true
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       ""
-      ],
-      "text/plain": [
-       ""
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "from IPython.display import HTML\n",
-    "HTML('')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "northern-cooler",
-   "metadata": {
-    "papermill": {
-     "duration": 0.015035,
-     "end_time": "2022-02-16T09:27:28.104634",
-     "exception": false,
-     "start_time": "2022-02-16T09:27:28.089599",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "The three main components of an agent in this decomposition are the trading strategy, negotiation control strategy and production strategy. \n",
-    "\n",
-    "The trading strategy decides what should the agent buy and sell (the *trading schedule*) and the negotiation control strategy takes that as input and uses it to drive negotiations in order to carry out this plan. The production strategy controls the factory by deciding how many items to produce at every time step (based on existing inventory and the trading schedule).\n",
-    "\n",
-    "We will discuss ideas for improving each one of these three components separately.\n",
-    "\n",
-    "Before diving into these ideas, it is important to note that the overall performance of the agent does not come from having one perfect component but from harmony between all the components constituting it. For example, a trading strategy that generates a perfect trading schedule is useless without a negotiation control strategy capable of achieving that schedule. "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "automotive-capability",
-   "metadata": {
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-   "source": [
-    "### Trading Strategy\n",
-    "Representing the planning department of a company, the trading strategy seems like the obvious target of improvement. \n",
-    "This figure shows the outputs of the trading strategy and the three examples implemented in the `scml` package."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "changed-lecture",
-   "metadata": {
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-     "shell.execute_reply": "2022-02-16T09:27:28.183149Z"
-    },
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-     "duration": 0.035967,
-     "end_time": "2022-02-16T09:27:28.184691",
-     "exception": false,
-     "start_time": "2022-02-16T09:27:28.148724",
-     "status": "completed"
-    },
-    "run_control": {
-     "marked": true
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       ""
-      ],
-      "text/plain": [
-       ""
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "from IPython.display import HTML\n",
-    "HTML('')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "heated-southwest",
-   "metadata": {
-    "papermill": {
-     "duration": 0.016291,
-     "end_time": "2022-02-16T09:27:28.219449",
-     "exception": false,
-     "start_time": "2022-02-16T09:27:28.203158",
-     "status": "completed"
-    },
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-   "source": [
-    "The best trading strategy used by the built-in agents is the `PredictionBasedTradingStrategy` and we will focus on it as it seems the most amenable to improvement.\n",
-    "\n",
-    "This trading strategy uses two components, a `TradePredictionStrategy` that predicts the amount of trade on the input and output products of the agent as a function of the simulation step, and an `ERPredictionStrategy` predicting the quantity that will actually be executed from a contract. These predictions are both set to constants for the built-in component. This immediately suggests the following ideas\n",
-    "\n",
-    "#### IDEA 1: Improve trade prediction\n",
-    "The only `TradePredictionStrategy` implemented in `scml` is the `FixedTradePredictionStrategy` which predicts trade at a fixed amount in every product at every step (currently set to half the number of lines: $5$). This can definitely be improved.\n",
-    "\n",
-    "1. Train a regressor (e.g. a [scikit-learn](https://scikit-learn.org/stable/user_guide.html) regressor) on many worlds to receive the product number and the fraction of the simulation steps passed and predict the amount of trade and use this regressor in real time (or store its results in a table that you can [load in real time](http://www.yasserm.com/scml/scml2020docs/faq.html#how-can-i-access-a-data-file-in-my-package)).\n",
-    "2. Improve the regressor using incremental learning in real time during world simulation. This may not be very effective in short simulations but we will simulate up to $200$ steps so it may improve performance.\n",
-    "\n",
-    "#### IDEA 2: Improve execution rate prediction\n",
-    "The only `ERPredictionStrategy` implemented in the system is the `FixedERPredictionStrategy` which will expect that half of the quantity in any contract will be executed. This can easily be improved using several approaches.\n",
-    "\n",
-    "1. Use the financial reports of your suppliers and consumers to predict the possibility that they will breach contracts in the future. Again you can train a regressor that receives few past financial reports and predicts future behavior using simulations against a variety of agents (including your own!) and then load it in real time. \n",
-    "2. Use more general market conditions for prediction of actual trade amount and base your prediction of the contract execution rate on that.\n",
-    "\n",
-    "#### IDEA3: Improve the logic of the trading strategy\n",
-    "The `PredictionBasedTradingStrategy` just uses the `TradePredictionStrategy` and `ERPredictionStrategy` directly for deciding trade but that need not be the optimal thing to do. It may be possible to change that logic of the trading strategy itself to add a higher level of control over the outputs of these base prediction strategies. "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "broadband-venezuela",
-   "metadata": {
-    "papermill": {
-     "duration": 0.019551,
-     "end_time": "2022-02-16T09:27:28.257622",
-     "exception": false,
-     "start_time": "2022-02-16T09:27:28.238071",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "### Negotiation Manager\n",
-    "This is a *negotiation* competition and it seems fit to focus our efforts on negotiation. Moreover, as we indicated earlier, having the perfect trade schedule coming out from the trading strategy is useless for the agent if it cannot negotiate effectively to achieve that schedule.\n",
-    "\n",
-    "The negotiation control strategy consists of two main components:\n",
-    "\n",
-    "* **Negotiation Manager** responsible of requesting negotiations as needed and responding to such requests\n",
-    "* **Negotiation Algorithm** which can be implemented using one or more `negmas` [SAOController](http://yasserm.com/negmas/modules/sao.html?highlight=Controller#module-negmas.sao) or directly using `negmas` [SAONegotiator](http://yasserm.com/negmas/modules/sao.html?highlight=Negotiator#module-negmas.sao). This [video](https://youtu.be/10Rjl3ikaDU) describes available controllers and negotiators and of course you can - and should - design your own.\n",
-    "\n",
-    "This figure shows the two inputs you need to define for any negotiation manager: `target_quantity` and `acceptable_unit_price`. Their names are self-descriptive. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "radical-usage",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:27:28.304647Z",
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-     "iopub.status.idle": "2022-02-16T09:27:28.311530Z",
-     "shell.execute_reply": "2022-02-16T09:27:28.310748Z"
-    },
-    "papermill": {
-     "duration": 0.030676,
-     "end_time": "2022-02-16T09:27:28.312013",
-     "exception": false,
-     "start_time": "2022-02-16T09:27:28.281337",
-     "status": "completed"
-    },
-    "run_control": {
-     "marked": true
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       ""
-      ],
-      "text/plain": [
-       ""
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "from IPython.display import HTML\n",
-    "HTML('')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "visible-entrance",
-   "metadata": {
-    "papermill": {
-     "duration": 0.015622,
-     "end_time": "2022-02-16T09:27:28.347664",
-     "exception": false,
-     "start_time": "2022-02-16T09:27:28.332042",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "Built-in negotiation managers are intentionally pretty basic. It may be that this is the point of improvement that has the highest probability of leading to winning agents (that may not be true though as the trading strategy seems as important). Here are some ideas for improving the negotiation control strategy\n",
-    "\n",
-    "#### IDEA 4: Improve the negotiation manager\n",
-    "The negotiation manager responsible of starting and accepting negotiations in `scml` is extremely basic. \n",
-    "\n",
-    "1. It uses a target quantity that is set directly as the difference between needs and secured quantity and it does not take into account in any way running negotiations. You can access running negotiations using `self.negotiations` and standing negotiation requests using `self.negotiation_requests`. \n",
-    "2. It always negotiates with everybody. You can use financial reports to decide whom to negotiate with.\n",
-    "3. It uses fixed ranges for negotiation issues. You can try to dynamically decide the ranges allowed for negotiation issues based on market conditions. For example, you can set the range of prices based on your estimate of the current trading price of products.\n",
-    "\n",
-    "#### IDEA 5 Improve signing strategy\n",
-    "Deciding what to sign is not strictly a part of the negotiation strategy but it needs to be implemented to respond to `sign_all_contracts`. Currently, it is handled by the trading strategy but you can override that by providing your own `SigningStrategy` that overrides `sign_all_contracts`. \n",
-    "\n",
-    "All negotiations in a single simulation step run in parallel. This means that the negotiation manager is prone to over-contracting. This can then be corrected using a `SigningStrategy` that intelligently decides what to sign. \n",
-    "\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "broke-stocks",
-   "metadata": {
-    "papermill": {
-     "duration": 0.030015,
-     "end_time": "2022-02-16T09:27:28.399169",
-     "exception": false,
-     "start_time": "2022-02-16T09:27:28.369154",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "### Negotiation Algorithm\n",
-    "All built in negotiations are conducted using either simple negotiation algorithm (e.g. time-based strategy, naive tit-for-tat implementation, ...) or a simple `negmas` built in controller. None of the adequately handles the two main challenges: concurrent negotiations within a single simulation step and taking into account future negotiation opportunities. \n",
-    "\n",
-    "#### IDEA 6: Improve concurrent negotiation control\n",
-    "The `StepController` is the negotiation algorithm used by the `StepNegotiationManager` employed by the `DecentralizingAgent` (the top built-in agent). It instantiates one controller to handle buying and another to handle selling *for each simulation step*. These controllers rely heavily on the `SAOSyncController` of `negmas` using a time-based meta-negotiation strategy. That is a very simple algorithm that is not expected to effectively handle concurrent negotiations. Try to find a way to either *coordinate* the behavior of multiple autonomous negotiators each simulation step or to centrally *control* these negotiators to achieve the preset target. \n",
-    "\n",
-    "#### IDEA 7: Improve sequential negotiation control\n",
-    "Agents in SCML negotiate repeatedly. This means that the utility of any offer in any negotiation does not only depend on current market conditions but also in expected future negotiations. Built-in agents side step the need to take that into account during negotiation by having a trading strategy and a negotiation manager set their targets for them rendering negotiations in every simulation step independent from future negotiations (given the targets). This is clearly a simplistic heuristic. Try to find a way to take future negotiations into account when designing your agent. One way to do that is to have them affect the utility function used by your controller/negotiator.\n",
-    "\n",
-    "#### IDEA 8: Improve the utility functions used\n",
-    "The `IndependentNegotiationManager` uses linear independent utility functions with a simple time-base negotiation (`AspirationNegotiator`) for all of its negotiations. The other two negotiation managers employ controllers that define their utilities linearly using some built-in fixed weights for price and quantity. That is obviously suboptimal. \n",
-    "1. Try to improve the utility function used by either the negotiators or the controller (depending on the negotiation manager you use) to achieve higher expected utilities.\n",
-    "2. Try to take the identity of the agent you are negotiating with into account in your utility calculations. A contract with a *trustworthy* agent has more utility than one with a *non-trustworthy* agent. You can use the financial reports of agents to judge their *trustworthiness*."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "recognized-american",
-   "metadata": {
-    "papermill": {
-     "duration": 0.030693,
-     "end_time": "2022-02-16T09:27:28.499961",
-     "exception": false,
-     "start_time": "2022-02-16T09:27:28.469268",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "### Production Strategy\n",
-    "That is the simplest of the three components. There are two main production strategies in `scml` as described earlier in the second tutorial: supply based or demand based production strategies. \n",
-    "\n",
-    "#### IDEA 9: Base production decisions on trading prices (as well as contracts).\n",
-    "Given that disposal cost is zero and storage capacity is infinite, it seems that the only optimization you can do is to avoid over production. Production has cost so over production may not be a good idea. On the other hand, the inventory is valued in SCML 2020 at half the trading price which means that it may be a good idea to convert inputs to outputs (even if you do not sell that output) if the difference in trading prices at the end of simulation offsets your production costs. Try creating a production strategy that takes this effect into account switching between supply based and demand based production using a estimate of the final trading prices of its input and output products."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "structured-employer",
-   "metadata": {
-    "papermill": {
-     "duration": 0.021512,
-     "end_time": "2022-02-16T09:27:28.546266",
-     "exception": false,
-     "start_time": "2022-02-16T09:27:28.524754",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "## Ideas for developing you agent (OneShot)\n",
-    "The one shot game is simpler than the standard game but it is still a challenging problem. Here are some ideas that you can use for your agent:\n",
-    "\n",
-    "### IDEA 10: Learn the acceptance strategy of your partners\n",
-    "You negotiate with the same partners (suppliers, and consumers) repeatedly. Moreover, each supplier/consumer is driven partially by a stable set of variables (e.g. exogenous contract's mean quantity, production cost, disposal cost, and delivery cost). This means that you can learn what kinds of agreements will each one of them be able to accept over time and adjust your negotiation behavior specifically to each of them.\n",
-    "\n",
-    "### IDEA 11: Predict future market conditions\n",
-    "The trading prices are public information this year. This means you should be able to extrapolate future market conditions and use this to adapt your behavior. Even though your profits in every step are independent from the future, your concession strategy may depend on your expectation about the future of the market.\n",
-    "\n",
-    "\n",
-    "\n",
-    "## Final Remarks\n",
-    "The ideas presented above are, by no means, exclusive or comprehensive. You can combine them and add new ones or you may like any of them. The main reason we present these ideas is to *challenge you to come with better ones*. \n"
-   ]
-  },
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-   "version": "2.3.4"
-  },
-  "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": false
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 }
diff --git a/notebooks/tutorials/01.run_scml2020.ipynb b/notebooks/tutorials/01.run_scml2020.ipynb
index eb53e653..33319a65 100644
--- a/notebooks/tutorials/01.run_scml2020.ipynb
+++ b/notebooks/tutorials/01.run_scml2020.ipynb
@@ -1,4754 +1,4754 @@
 {
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-       ""
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-     "metadata": {},
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-   ],
-   "source": [
-    "%matplotlib inline\n",
-    "import warnings\n",
-    "warnings.filterwarnings('ignore')\n",
-    "# setup disply parameters\n",
-    "from matplotlib import pylab as plt\n",
-    "import seaborn as sns\n",
-    "from matplotlib.ticker import StrMethodFormatter\n",
-    "float_formatter = StrMethodFormatter('{x:0.03f}')\n",
-    "from IPython.core.display import display, HTML\n",
-    "display(HTML(\"\"))\n",
-    "SMALL_SIZE = 14\n",
-    "MEDIUM_SIZE = 16\n",
-    "BIGGER_SIZE = 20\n",
-    "\n",
-    "plt.rc('font', size=SMALL_SIZE)          # controls default text sizes\n",
-    "plt.rc('axes', titlesize=SMALL_SIZE)     # fontsize of the axes title\n",
-    "plt.rc('axes', labelsize=MEDIUM_SIZE)    # fontsize of the x and y labels\n",
-    "plt.rc('xtick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
-    "plt.rc('ytick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
-    "plt.rc('legend', fontsize=SMALL_SIZE)    # legend fontsize\n",
-    "plt.rc('figure', titlesize=BIGGER_SIZE)  # fontsize of the figure title\n",
-    "plt.rc('figure', figsize=(18, 6)) # set figure size\n",
-    "plt.rc(\"animation\", html=\"html5\")\n",
-    "import random\n",
-    "random.seed(345)\n",
-    "import numpy as np\n",
-    "np.random.seed(345)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "moving-telephone",
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-     "status": "completed"
-    },
-    "tags": [
-     "remove_cell"
-    ]
-   },
-   "outputs": [],
-   "source": [
-    "import pandas as pd\n",
-    "import numpy as np\n",
-    "from time import sleep\n",
-    "from pprint import pprint"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "traditional-mauritius",
-   "metadata": {
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-     "status": "completed"
-    },
-    "tags": [
-     "remove_cell"
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-   "outputs": [],
-   "source": [
-    "%%capture\n",
-    "from tqdm import tqdm_notebook as tqdm\n",
-    "tqdm().pandas()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "unable-bulgaria",
-   "metadata": {
-    "papermill": {
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-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "## What is SCM and SCML?\n",
-    "\n",
-    "The Supply Chain Management (SCM) world simulates a supply chain consisting of multiple factories that buy\n",
-    "and sell products from one another. The factories are represented by autonomous\n",
-    "agents that act as factory managers. Agents are given some target quantity to\n",
-    "either buy or sell and they negotiate with other agents to secure the needed\n",
-    "supplies or sales. Their goal is to turn a profit,\n",
-    "and the agent with the highest profit (averaged over multiple simulations) wins.\n",
-    "\n",
-    "The Supply Chain Management League ([SCML](https://scml.cs.brown.edu)) is a\n",
-    "part of the International Automated Negotiating Agents Competition\n",
-    "([ANAC](http://web.tuat.ac.jp/~katfuji/ANAC2021/)) since 2019. SCML runs in the \n",
-    "SCM world.\n",
-    "\n",
-    "The league is built using [NegMAS](http://www.yasserm.com/negmas) which provides\n",
-    "tools for building multiagent systems in which negotiations are embedded within\n",
-    "world simulations.\n",
-    "\n",
-    "There are two different yet related games in SCML each represented by a\n",
-    "[NegMAS](http://www.yasserm.com/negmas)\n",
-    "[*World*](http://www.yasserm.com/negmas/api/negmas.situated.World.html) class:\n",
-    "\n",
-    "- **[SCML2023World](http://www.yasserm.com/scml/scml2020docs/api/scml.scml2020.SCML2021World.html)**\n",
-    "  A world representing the *complete* SCML game described\n",
-    "  [here](http://www.yasserm.com/scml/scml2021.pdf) in which the agent is\n",
-    "  responsible of defining its own utility function, with who to negotiate,\n",
-    "  negotiation agendas to propose, production schedule, etc. This form of the\n",
-    "  SCM world is more representative of real-world trading with a combination of\n",
-    "  long-term planning, negotiation, and production scheduling.\n",
-    "\n",
-    "- **[SCML2023OneShotWorld](http://www.yasserm.com/scml/scml2020docs/api/scml.oneshot.SCML2020OneShotWorld.html)**\n",
-    "  A simpler form of the SCM world in which agents do not need to consider\n",
-    "  long-term planning or production scheduling described\n",
-    "  [here](http://www.yasserm.com/scml/scml2021oneshot.pdf). This form was\n",
-    "  introduced in *2021*.\n",
-    "\n",
-    "\n",
-    "You can use the SCM world simulation in your own development and research as you\n",
-    "see fit but it is primarily intended for the SCM league (SCML) of the ANAC competition.\n",
-    "SCML has three tracks:\n",
-    "\n",
-    "1. **Standard track** based on the **SCML2023World** full game simulation. In\n",
-    "   the standard track, a single instance of each agent type exists in the\n",
-    "   world. This precludes any possibility of *collusion* between agent\n",
-    "   instances of the same type and focuses on business operation of a single\n",
-    "   factory.\n",
-    "2. **Collusion track** based on the **SCML2023World** full game simulation. In\n",
-    "   the collusion track,  *multiple* instances of each agent type exist in the\n",
-    "   world. This opens the possibility for these agents instances to **collude**\n",
-    "   in order to corner the market and get higher profits that what each of them\n",
-    "   can get on its own. In this track, collusion is not considered a form of\n",
-    "   *cheating* but is encouraged.\n",
-    "3. **OneShot track** based on the simpler **SCML2023OneShotWorld** game simulation.\n",
-    "   In the OneShot track, a single instance of each agent type exists in the world\n",
-    "   precluding any possibility of collusion. The focus here is on negotiation with\n",
-    "   less focus on long-term planning as discussed earlier. This track was introduced\n",
-    "   for the first time in *2021*.\n",
-    "\n",
-    "The SCML competition has two versions:\n",
-    "\n",
-    "- **Online Competition** Participants to this competition can submit their\n",
-    "  agents as long as the competition is running (March 15th 2021 to July 1st\n",
-    "  2021). The system runs tournaments between the latest version of all\n",
-    "  submitted agents for each track periodically and maintains a leader-board\n",
-    "  showing the top agents updated at least weekly. Participants in this competition\n",
-    "  will get the chance to observe how their agents behave against agents submitted\n",
-    "  by other competitors and receive feedback about any exceptions or error caused\n",
-    "  by their agents.\n",
-    "\n",
-    "- **Official Competition** The final version of each agent submitted to the\n",
-    "  online competition (and registered before July 1st, 2021) is entered into the\n",
-    "  official SCM league which will run as part of the ANAC 2021 competition in\n",
-    "  conjunction with [IJCAI 2021](https://ijcai-21.org/). The winners will be\n",
-    "  announced during the as part of the official program of IJCAI 2021.\n",
-    "\n",
-    "## A (not very) brief introduction to NegMAS\n",
-    "\n",
-    "The SCM world is built using [NegMAS](http://www.yasserm.com/negmas/). This\n",
-    "section provides a very short introduction of it to help you understand the\n",
-    "terms used in this document. Please refer to [NegMAS\n",
-    "documetnation](http://www.yasserm.com/negmas/) for full description and\n",
-    "details as well as tutorials and other goodies.\n",
-    "\n",
-    "This image shows the main components of a simulation in a NegMAS world:\n",
-    "![NegMAS world](world.png)\n",
-    "\n",
-    "The simulation is run using a **World** object which defines what happens in\n",
-    "every simulation **step**, provides a **BulletinBoard** object containing all\n",
-    "public information about the game, calls various callbacks defined in the\n",
-    "**Agent** object representing each agent in the environment, takes care of\n",
-    "running negotiations and keeps track of agreement signing and the resulting\n",
-    "**Contract**s.  The **World** object also controls logging, event management,\n",
-    "serialization, visualization, etc. Refer to the\n",
-    "[World](http://www.yasserm.com/negmas/api/negmas.situated.World.html)\n",
-    "documentation for more details (you need to do that only if you are\n",
-    "implementing new world simulations).\n",
-    "\n",
-    "The designer of the game implements a **World** class by overriding few\n",
-    "abstract methods in the base **World** class. This is how the\n",
-    "**SCML2019World**, **SCML2020World**, **SCML2021World**, **SCML2023World**, **SCML2020OneShotWorld** and\n",
-    "**SCML2023OneShotWorld** were created. As a participant in SCML, you *never*\n",
-    "need to interact directly with the **World** object.\n",
-    "\n",
-    "The logic of an agent is NegMAS is implemented in an **Agent** object. The\n",
-    "designer of the simulation, should provide a base class for its specific world\n",
-    "inherited from NegMAS's **Agent** class. For SCML, this base class is called\n",
-    "**OneShotAgent** for the OneShot game (to go with the SCML2020OneShotWorld),\n",
-    "and **SCML2020Agent** for the full game (to go with the SCML2020World and\n",
-    "SCML20201World). Refer to the\n",
-    "[Agent](http://www.yasserm.com/negmas/api/negmas.situated.Agent.html)\n",
-    "documentation for more details about general NegMAS agents. Full information\n",
-    "about the **OneShotAgent** and **SCML2020Agent** classes can be found\n",
-    "[here](http://www.yasserm.com/scml/scml2020docs/api/scml.scml2020.SCML2020Agent.html) and\n",
-    "[here](http://www.yasserm.com/scml/scml2020docs/api/scml.oneshot.OneShotAgent.html) respectively.\n",
-    "\n",
-    " As a participant in SCML, you\n",
-    "only need to develop an Agent class inherited from the\n",
-    "appropriate base class depending on the track.\n",
-    "\n",
-    "So now we have the **World** and the **Agent** objects, and we already said\n",
-    "that the agent does not directly interact with the world. How does these two\n",
-    "agents interact then?\n",
-    "\n",
-    "- When the **World** wants to interact with the **Agent**, it calls some method\n",
-    "  in it. For example, to instruct the agent to *initialize* itself, the world\n",
-    "  calls the **init()** method defined by the **Agent**. To inform the agent\n",
-    "  that a negotiation it is involved in is concluded with success, the **World**\n",
-    "  calls the method **on_negotiation_success()** defined by the agent.\n",
-    "- When the **Agent** wants to interact with the **World**, it accesses an\n",
-    "  interface object called an **AgentWorldInterface** or **AWI** for short which\n",
-    "  provides all the services available to the **Agent**. For example, to request\n",
-    "  a negotiation with another agent, the **Agent** object needs to call\n",
-    "  **request_negotiation()** defined in the **AWI**.\n",
-    "\n",
-    "The world designer usually defines an AWI for its world that inherits NegMAS's\n",
-    "**AgentWorldInterface** class and provides any special services for agents\n",
-    "interacting in this world. You can find all the  services available to your agent\n",
-    "through the AgentWorldInterface\n",
-    "[here](http://www.yasserm.com/negmas/api/negmas.situated.AgentWorldInterface.html).\n",
-    "These methods and properties are still available for your agent in SCML. Nevertheless,\n",
-    "in many cases, more convenient ways to access some of the information (e.g. the\n",
-    "bulletin board) is provided in the specific AWIs implemented in the SCML package\n",
-    "to be described now.\n",
-    "\n",
-    "For SCML, there are -- as you may already expect -- two AWIs.  The first is\n",
-    "called **OneShotAWI** and is defined in *scml.scml2020* to go with\n",
-    "*SCML2023World* and *SCML2020Agent* and the second is defined in *scml.oneshot*\n",
-    "to go with *SCML2023OneShotWorld* and *OneShotAgent*.  An earlier version is\n",
-    "also defined in *scml.scml2019* which is a *discontinued* form of the game used\n",
-    "in ANAC 2019 competition. You can find all the services provided by these AWIs\n",
-    "[here](http://www.yasserm.com/scml/scml2020docs/api/scml.oneshot.OneShotAWI.html)\n",
-    "for the OneShot game (OneShot track) and\n",
-    "[here](http://www.yasserm.com/scml/scml2020docs/api/scml.scml2020.AWI.html) for\n",
-    "the full game (Standard and Collusion tracks).\n",
-    "\n",
-    "Now that we know how worlds and agents work and interact, we can look at how\n",
-    "negotiation is managed in NegMAS.\n",
-    "\n",
-    "A negotiation is controlled by a **Mechanism** object which implements the\n",
-    "negotiation protocol (e.g. the alternating offers protocol). NegMAS provides\n",
-    "several mediated and unmediated negotiation protocols (as well as auction\n",
-    "mechanisms). The specific **Mechanism** that is used in SCML is the\n",
-    "**SAOMechanism** which implements the bargaining protocol.\n",
-    "\n",
-    "Negotiation strategies are implemented in a **Negotiator** object which usually\n",
-    "inherits some base negotiator-class corresponding to the mechanism(s) it supports.\n",
-    "The specific base class of all negotiators in SCML is **SAONegotiator**.\n",
-    "\n",
-    "The interaction between **Mechanism** and **Negotiator** objects mirrors the\n",
-    "interaction between **World** and **Agent** objects. **Mechanism** objects call\n",
-    "methods in **Negotiator** objects directly but **Negotiator** objects can only\n",
-    "access services provided by the **Mechanism** object through a\n",
-    "**NegotiatorMechanismInterface** (AMI).  Note that it is an AMI not a NMI (for\n",
-    "historical reasons). You can find more details about the general NegMAS AMI\n",
-    "[here](http://www.yasserm.com/negmas/api/negmas.common.NegotiatorMechanismInterface.html).\n",
-    "\n",
-    "Each specific **Mechanism** defines a corresponding specific\n",
-    "**NegotiatorMechanismInterface** class (in the same way that **World** classes\n",
-    "define their own AWI). The **SAOMechanism** used in SCML defines **SAONMI** for\n",
-    "this purpose (Details are\n",
-    "[here](http://www.yasserm.com/negmas/api/negmas.sao.SAONMI.html?highlight=saoami#negmas.sao.SAONMI)).\n",
-    "\n",
-    "To negotiate effectively, negotiators employ a **UtilityFunction** to represent\n",
-    "their preferences over different possible **Outcome**s of the negotiation\n",
-    "(where an outcome is a full assignment of values to all negotiated **Issue**s).\n",
-    "NegMAS provides an extensive set of utility function, and issue types. Please\n",
-    "refer to NegMAS [overview](http://www.yasserm.com/negmas/overview.html) and\n",
-    "[tutorials](http://www.yasserm.com/negmas/tutorials.html) for more details.\n",
-    "NegMAS also provides some basic **SAONegotiator**s for the **SAOMechanism**\n",
-    "(Check the class diagram\n",
-    "[here](http://www.yasserm.com/negmas/modules/sao.html)).  Moreover, you can\n",
-    "access almost all [Genius](http://ii.tudelft.nl/genius/) using NegMAS's\n",
-    "[GeniusNegotiator](http://www.yasserm.com/negmas/api/negmas.genius.GeniusNegotiator.html)\n",
-    "including all finalists and winners of all past ANAC competitions.\n",
-    "\n",
-    "Now we understand how agents interact with worlds through AWIs and negotiators\n",
-    "interact with mechanisms through AMIs. We know that the general simulation is\n",
-    "controlled by the world while each negotiation is controlled by a mechanism\n",
-    "within that world. **We need now to connect these two triplets of objects**\n",
-    "\n",
-    "As the figure above shows: **Negotiator** objects can be created and controlled\n",
-    "by **Agent** objects for the purpose of negotiating with other **Agent**\n",
-    "objects. The standard flow of operations is something like this:\n",
-    "\n",
-    "1. **Agent** A uses its AWI to *request_negotiation()* with Agent B passing a\n",
-    "   **Negotiator** to be used in this negotiation. Usually Agent A will also\n",
-    "   create a **UtilityFunction** and attach it to the **Negotiator** it just\n",
-    "   created (by setting its *ufun* attribute).\n",
-    "2. The **World** calls Agent B's *respond_to_negotiation_request()* asking it\n",
-    "   to provide its own **Negotiator** to negotiate with Agent A's Negotiator. It\n",
-    "   can also just reject the negotiation request by returning no negotiators.\n",
-    "3. The **World** will then create a **Mechanism** and ask both **Negotiator**s\n",
-    "   to *join* it.  If all goes well, the negotiation starts (at a time defined\n",
-    "   by the simulation rules) and runs until either an agreement or disagreement\n",
-    "   is reached.\n",
-    "4. The **World** class will then inform **Agent**s A and B about the results of\n",
-    "   the negotiation using their *on_negotiation_success* and\n",
-    "   *on_negotiation_failure* callbacks. \n",
-    "5. Successful negotiations lead to **Agreement**s but are still not binding in\n",
-    "   general until signed by all agents involved (A and B in this case).\n",
-    "   **Agent**'s '*sign_all_contracts* is used for this.\n",
-    "6. Signed agreements become *Contract*s and are executed (as specified in the\n",
-    "   simulation rules) by the **World**.\n",
-    "\n",
-    "The full SCML game uses this complete flow. The OneShot game simplifies things\n",
-    "by automatically requesting all negotiations, accepting all requests and\n",
-    "signing all contracts. \n",
-    "\n",
-    "When negotiations are independent, these are all the objects needed.\n",
-    "Nevertheless, in many cases, including the SCM case, negotiations are\n",
-    "inter-dependent. This means that what is *good* in one negotiation depends on\n",
-    "other concurrently running negotiations (or on expectations of future\n",
-    "negotiations). NegMAS provides two ways to support this case shown in the\n",
-    "following figure:\n",
-    "\n",
-    "![controllers](controllers.jpg)\n",
-    "\n",
-    "1. Let **Negotiator**s use **UtilityFunction**s that depend on some common\n",
-    "   state. That is what is happening in the left two negotiations. Because you\n",
-    "   define your own utility functions in the full SCML game (standard and\n",
-    "   collusion tracks), this is one possible way to orchestrate the behavior of\n",
-    "   your negotiators.\n",
-    "2. Have multiple **Negotiator**s be controlled by a single **Controller**\n",
-    "   object with its own utility function that depends on what is happening on\n",
-    "   all the negotiations controlled. This is what is happening in the two\n",
-    "   negotiations on the right. This is also possible in the full SCML game\n",
-    "   (standard and collusion tracks) and is the only method available in the\n",
-    "   OneShot game (OneShot track).\n",
-    "\n",
-    "The **Negotiator**s connected to a controller lost their autonomy and just pass \n",
-    "control to their *owning* **Controller**. \n",
-    "\n",
-    "This concludes our introduction to NegMAS and different objects you need to know \n",
-    "about to develop your agent.\n",
-    "\n",
-    "In summary, you will need to develop an **SCML2020Agent** or **OneShotAgent** \n",
-    "depending on the track. This agent uses an **AWI** or **OneShotAWI** to access \n",
-    "sense and act in the world. All negotiations are controlled by **SAONegotiator**s \n",
-    "that may optionally be grouped and controlled centrally by **Controller** objects. \n",
-    "The preferences of these negotiators and controllers are defined using **UtilityFunction**\n",
-    "objects. \n",
-    "\n",
-    "\n",
-    "\n"
-   ]
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-    "## A brief introduction to SCM\n",
-    "\n",
-    "\n",
-    "Here we only provide a 10,000-feet birds-eye view of the two games used in SCML 2023's three tracks. Each section provides pointers to more information.\n",
-    "\n",
-    "### The Oneshot game (OneShot)\n",
-    "\n",
-    "An overview of the SCML-OneShot game is available [here](http://www.yasserm.com/scml/overview_oneshot.pdf) and a full description for the details-savy person is available [here](http://www.yasserm.com/scml/scml2021oneshot.pdf).\n",
-    "\n",
-    "![oneshot](situation_oneshot_wide.jpg)\n",
-    "\n",
-    "The game runs in a world in which factories can run manufacturing processes to convert products into other products. There are exactly 3 products and 2 processes as shown in the figure. Each agent controls exactly one factory.\n",
-    "\n",
-    "The agents that receive the raw material and generate the intermediate product are called  𝐿0  agents (level zero) and the agents. receiving the intermediate product and generate the final product are called  𝐿1  factories (level 1). The product type consumed by the factory controlled by an agent is called its input product and the product it produces is called its output product.\n",
-    "\n",
-    "Every day (simulation step), each  𝐿0  factory receives one exogenous contract specifying a quantity and a unit price (supplies) for this day and each  𝐿1  factory receives one exogenous contract specifying a quantity and a unit price of the final product (sales) for the same day. Production and transporation are assumed to take no time.\n",
-    "\n",
-    "𝐿0  and  𝐿1  agents need to negotiate together to secure intermediate product contracts in order to use their supplies (for  𝐿0  agents) or satisfy their sale obligations (for  𝐿1  agents). All products that remain unsold at the end of the day perish (i.e. has no value). Moreover, agents pay a disposal cost for any input products they buy and never sell and pay a shortfall penalty for any sales they cannot satisfy.\n",
-    "\n",
-    "Your goal as an agent designer is to maximize your overall profit over the simulation time.\n",
-    "\n",
-    "### The Full game (Standard/Collusion Tracks)\n",
-    "An overview of the SCML-Standard/Collusion game is available [here](http://www.yasserm.com/scml/overview.pdf) and a full description for the details-savy person is available [here](http://www.yasserm.com/scml/scml2021.pdf). \n",
-    "\n",
-    "![oneshot](situation.jpg)\n",
-    "\n",
-    "The game runs in a world similar to the one-shot game world but with few differences (that make a lot of difference):\n",
-    "\n",
-    "- The production graph is **depth is not limited to 2** processes. This means that some agents (in the middle) will have NO exogenous contracts and their goal will still be to match inputs and outputs but without being forced to either a specific supply or sales contract.\n",
-    "- Each agent (in the first and last production layers) can have **multiple exogenous agreements**. \n",
-    "- **Agreements are not binding until signed into contracts**. Each agent will have a chance to either sign or not sign (cancel) any agreement at the end of the simulated day (including exogenous agreements). This has two major implications:\n",
-    "    1. The good news is that the **agent can choose** some input contracts and some output contracts to maximize its profit after all agreements are conducting ensuring that there are no other agreements (on that day) that may affect expected utility.\n",
-    "    2. The bad news is that other agents have the same capability which means that an **agent cannot trust that an agreeement** it got and even signed will end up becoming binding as a contract.\n",
-    "- **Production takes one step** which means that you can sell today products that you bought yesterday or earlier but not today.\n",
-    "- **Products do not perish** and are **valued at some fraction** of their trading prices at the end of the simulation. This means that it makes sense in some cases for agents to pile stock (storage size is infinite and there is no storage or disposal cost). For example, if for some reason an agent believes that its input product will become more expesive over time, it makes sense for it to buy and accomulate input products early and then sell them when the price of the output product is at its max. \n",
-    "- **Delivery time becomes an important negotiation issue**. In the OneShot case seen earlier, buying, producing, selling and perishing happen in the same day (simulation step) which means that delivery time is obviously the same day. In this full game case, delivery time will usually be sometime in the future and it can theoretically be any day in the future up to the last simulated day.\n",
-    "- Agents **decide their negotiation agendas and partners**. This means that the system does not limit the price ranges for negotiation neither does it limit the quantity range or the delivery time range. This means that agents have to decide good ranges for themselves and have to be careful that the negotiation agenda offered by other agents may be so biased against them. In the OneShot game, none of this is possible because the system decides the negotiation agenda and they are always around the trding prices and with maximum quantities not exceeded the production capacity of agents.\n",
-    "- There is **no disposal cost** (products are never disposed of) or storage cost. Moreover, there is **no pre-defined shortfall penalty**. Instead the system simulates a **spot market** and forces agents with shortfalls to buy the remaining items they could not produce from that spot market. This mechanism is similar to predefined shortfall penalties with one major difference. **The more an agent buys from the spot market, the more it needs to pay (per unit)** in the future to buy from it again. This introduces a timing effect on failure to honor sell contracts through production. In the OneShot game, failing to honor a sell contract in the first step of the simulation and in the last step do not have much difference (assuming trading prices stayed the same). In this full game, failure to honor sell contracts early in the simulation will lead to higher spot market prices for that agent which will hurt it later in the game if it ever needed to buy from the spot market again.\n",
-    "- Finally, the fact that agents can have contracts with delivery dates in the future, **complicates bankruptcy processing**. When an agent goes bankrupt (i.e. its balance becomes negative), it is liquidated by selling everything in its inventory in the spot market and using the proceeds to pay **compensation** for agents with future contracts with it. None of this is needed in the OneShot game because agents do not have future contracts and going bankrupt does not prevent partners with contracts at the same step from getting the products they agreed upon at the agreed upon price.\n",
-    "- The only **difference between the *standard* and *collusion* tracks** in SCML is that in the former, there is a single instantiation of each competitor's agent class (type) in the world while there are multiple instances of it in the later. This means that agents of the same class (that can find themselves easily by sharing class level attributes for example) can try to **collude together to corner the market** and increase their aggregated profits above what each of them could have achieved on its own in the *collusion* track. "
-   ]
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-    "## Run a session of the SCML world (2023)\n",
-    "\n",
-    "The SCML world (Supply Chain Management League) runs on top of `NegMAS`.\n",
-    "\n",
-    "In this tutorial, you will test a run of this world.\n",
-    "\n",
-    "Firstly, let's import everything from the SCML app\n",
-    "\n",
-    "**Note that the 2023 standard and collusion leagues are almost the same as 2020 versions with minor changes in the configuration and available data to the agent which will be explained later**. All agents developed for SCML2020, SCML2021, and SCML2022 run with no modification in SCML2023's standard and collusion leagues. Moreover, agents devleoped for SCML-OneShot run normally in SCML2023 worlds."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "detected-toilet",
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-     "iopub.status.idle": "2022-02-16T09:17:09.067994Z",
-     "shell.execute_reply": "2022-02-16T09:17:09.067257Z"
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-    },
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-   "source": [
-    "from scml.scml2020 import *\n",
-    "from scml.oneshot import *"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "sized-might",
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-    "cell_style": "center",
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-   },
-   "source": [
-    "There are several ways to create an SCML world. One of the simplest is to use the `generate` method of the `SCML2023World` class. This will create a dict that can be passed to the `SCML2023World` constructor as keyword arguments. \n",
-    "\n",
-    "Here we explicitly set `construct_graphs` to True which slows the simulation yet allows us to see graph representations of what is happening in the world. \n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "changed-allah",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:09.366385Z",
-     "iopub.status.busy": "2022-02-16T09:17:09.365327Z",
-     "iopub.status.idle": "2022-02-16T09:17:09.368991Z",
-     "shell.execute_reply": "2022-02-16T09:17:09.368122Z"
-    },
-    "papermill": {
-     "duration": 0.090292,
-     "end_time": "2022-02-16T09:17:09.369214",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:09.278922",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "agent_types = [DecentralizingAgent, \n",
-    "               MarketAwareDecentralizingAgent,\n",
-    "              SyncRandomOneShotAgent]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "considered-rendering",
-   "metadata": {
-    "papermill": {
-     "duration": 0.082782,
-     "end_time": "2022-02-16T09:17:09.508491",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:09.425709",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "Notice that we have a one-shot agent in the mix. Even though one-shot agents are designed for `SCML2020OneShot` and `SCML2023OneShot` worlds, they can run with no modification in `SCML2020`, `SCML2021`, `SCML2023` worlds."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "dynamic-breath",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:09.729352Z",
-     "iopub.status.busy": "2022-02-16T09:17:09.725910Z",
-     "iopub.status.idle": "2022-02-16T09:17:09.812572Z",
-     "shell.execute_reply": "2022-02-16T09:17:09.813413Z"
-    },
-    "papermill": {
-     "duration": 0.216177,
-     "end_time": "2022-02-16T09:17:09.817261",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:09.601084",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "world = SCML2023World(\n",
-    "    **SCML2023World.generate(\n",
-    "        agent_types=agent_types,\n",
-    "        n_steps=50\n",
-    "    ), \n",
-    "    construct_graphs=True,\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "black-meeting",
-   "metadata": {
-    "papermill": {
-     "duration": 0.072335,
-     "end_time": "2022-02-16T09:17:09.950753",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:09.878418",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "Let's draw a graph to see what is in this world"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "settled-inclusion",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:10.171080Z",
-     "iopub.status.busy": "2022-02-16T09:17:10.166706Z",
-     "iopub.status.idle": "2022-02-16T09:17:10.454786Z",
-     "shell.execute_reply": "2022-02-16T09:17:10.455615Z"
-    },
-    "papermill": {
-     "duration": 0.417836,
-     "end_time": "2022-02-16T09:17:10.455988",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:10.038152",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "_, _ = world.draw()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "elementary-chicken",
-   "metadata": {
-    "papermill": {
-     "duration": 0.119778,
-     "end_time": "2022-02-16T09:17:10.669667",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:10.549889",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "*If you want to just test your installation (and do not care whether you get an accurate indicator of agent performance), you can set the number of steps to a small value (e.g. n_steps=10).*\n",
-    "\n",
-    "Now you can run this world simulation by just calling `run`. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "restricted-millennium",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:10.883053Z",
-     "iopub.status.busy": "2022-02-16T09:17:10.881899Z",
-     "iopub.status.idle": "2022-02-16T09:17:22.834656Z",
-     "shell.execute_reply": "2022-02-16T09:17:22.834042Z"
-    },
-    "papermill": {
-     "duration": 12.051621,
-     "end_time": "2022-02-16T09:17:22.834859",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:10.783238",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "
\n"
-      ],
-      "text/plain": [
-       "\u001b[?25l"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "5e3340978a044b9cbdfd8433c70c1c08",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "Output()"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "
\n",
-       "
\n"
-      ],
-      "text/plain": [
-       "\n",
-       "\u001b[?25h"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "world.run_with_progress() # may take few minutes"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "elder-techno",
-   "metadata": {
-    "papermill": {
-     "duration": 0.144816,
-     "end_time": "2022-02-16T09:17:23.108322",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:22.963506",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "Let's see what happened in this run. Firstly, how many negotiations were conducted over time"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "understood-dylan",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:23.422747Z",
-     "iopub.status.busy": "2022-02-16T09:17:23.414911Z",
-     "iopub.status.idle": "2022-02-16T09:17:23.621063Z",
-     "shell.execute_reply": "2022-02-16T09:17:23.621882Z"
-    },
-    "papermill": {
-     "duration": 0.397858,
-     "end_time": "2022-02-16T09:17:23.622141",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:23.224283",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.plot(world.stats['n_negotiations'])\n",
-    "plt.xlabel('Simulation Step')\n",
-    "plt.ylabel('N. Negotiations')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "turned-lingerie",
-   "metadata": {
-    "papermill": {
-     "duration": 0.132605,
-     "end_time": "2022-02-16T09:17:23.895835",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:23.763230",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "It is clear that many negotiations happened at the beginning of the simulation with smaller number later. That is expected as the agents at the first and last production layer receive more exogenous contracts in the beginning.\n",
-    "\n",
-    "Several other market statistics are available:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "single-survey",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:24.173056Z",
-     "iopub.status.busy": "2022-02-16T09:17:24.170919Z",
-     "iopub.status.idle": "2022-02-16T09:17:24.177194Z",
-     "shell.execute_reply": "2022-02-16T09:17:24.178280Z"
-    },
-    "papermill": {
-     "duration": 0.152415,
-     "end_time": "2022-02-16T09:17:24.178554",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:24.026139",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['n_contracts_nullified_now',\n",
-      " 'n_bankrupt',\n",
-      " 'trading_price_0',\n",
-      " 'sold_quantity_0',\n",
-      " 'unit_price_0',\n",
-      " 'trading_price_1',\n",
-      " 'sold_quantity_1',\n",
-      " 'unit_price_1',\n",
-      " 'trading_price_2',\n",
-      " 'sold_quantity_2',\n",
-      " 'unit_price_2',\n",
-      " 'productivity',\n",
-      " 'market_size',\n",
-      " 'production_failures',\n",
-      " 'bankruptcy',\n",
-      " 'n_registered_negotiations_before',\n",
-      " 'n_contracts_executed',\n",
-      " 'n_contracts_erred',\n",
-      " 'n_contracts_nullified',\n",
-      " 'n_contracts_cancelled',\n",
-      " 'n_contracts_dropped',\n",
-      " 'n_breaches',\n",
-      " 'breach_level',\n",
-      " 'n_contracts_signed',\n",
-      " 'n_contracts_concluded',\n",
-      " 'n_negotiations',\n",
-      " 'n_negotiation_rounds_successful',\n",
-      " 'n_negotiation_rounds_failed',\n",
-      " 'n_negotiation_successful',\n",
-      " 'n_negotiation_failed',\n",
-      " 'n_registered_negotiations_after',\n",
-      " 'activity_level',\n",
-      " 'step_time',\n",
-      " 'total_time']\n"
-     ]
-    }
-   ],
-   "source": [
-    "pprint(list(_ for _ in world.stats.keys() if \"@\" not in _  ))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "planned-quest",
-   "metadata": {
-    "papermill": {
-     "duration": 0.148815,
-     "end_time": "2022-02-16T09:17:24.460530",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:24.311715",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "Let's start by seeing how long did each step take (note that `stats` access the stats as a Dict[str, List] but `stats_df` access the same data as a pandas dataframe."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "signed-highlight",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:24.835645Z",
-     "iopub.status.busy": "2022-02-16T09:17:24.832848Z",
-     "iopub.status.idle": "2022-02-16T09:17:25.215376Z",
-     "shell.execute_reply": "2022-02-16T09:17:25.217269Z"
-    },
-    "papermill": {
-     "duration": 0.611522,
-     "end_time": "2022-02-16T09:17:25.217575",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:24.606053",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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77shuu+1W9DrW9n+vqanRXx0AmkD5hTObvObSSR9v8poAAADsXIrNcpvlTvUkOeaYYzJ//vwMHDgw06dPz89+9rO84x3vyK9+9asGgfrGlJaW5vbbb88ll1ySF154IVdffXXuvffenHHGGbn//vsbBepJ8qlPfSpz587NUUcdlTvuuCM/+9nPkiRXXHFFbr/99s0K1AEAAAAAaFma7U71lsJOdQBoWnaqAwAAsC3s9DvVAQAAAACguRGqAwAAAABAkYTqAAAAAABQJKE6AAAAAAAUSagOAAAAAABFEqoDAAAAAECRhOoAAAAAAFAkoToAAAAAABRJqA4AAAAAAEUSqgMAAAAAQJGE6gAAAAAAUCShOgAAAAAAFEmoDgAAAAAARRKqAwAAAABAkYTqAAAAAABQJKE6AAAAAAAUSagOAAAAAABFEqoDAAAAAECRhOoAAAAAAFAkoToAAAAAABRJqA4AAAAAAEUSqgMAAAAAQJGE6gAAAAAAUCShOgAAAAAAFEmoDgAAAAAARRKqAwAAAABAkYTqAAAAAABQJKE6AAAAAAAUSagOAAAAAABFEqoDAAAAAECRhOoAAAAAAFAkoToAAAAAABRJqA4AAAAAAEUSqgMAAAAAQJGE6gAAAAAAUCShOgAAAAAAFEmoDgAAAAAARWq1oycAALQc5RfObNJ6Syd9vEnrAQAAwNayUx0AAAAAAIokVAcAAAAAgCIJ1QEAAAAAoEhCdQAAAAAAKJJQHQAAAAAAitSsQ/UHH3www4YNS+fOndOuXbv0798/t9xyy2bVqK2tzWWXXZbevXunTZs26d69e0aPHp3nn3++0dilS5empKRkg8cll1zSRCsDAAAAAGBn1GpHT2BDZs+enaFDh6ZNmzYZMWJEOnTokBkzZmT48OFZtmxZxowZs8kadXV1Oe6441JZWZn+/fvn+OOPT1VVVaZMmZK77747CxYsSNeuXRvd9773vS+f+tSnGp0/+uijm2BlAAAAAADsrJplqL5mzZqceeaZKS0tzbx589KnT58kycUXX5x+/fpl3LhxOeGEE9KjR4+N1qmoqEhlZWVOPPHETJs2LSUlJUmSa6+9NmeffXYuuuiiTJ48udF9ffr0sSsdAAAAAIBGmmX7l3vuuSdLlizJSSedVB+oJ0mnTp0ybty4rFq1KhUVFZusc9111yVJJk6cWB+oJ8lZZ52VXr16Zdq0aXnjjTeafP4AAAAAALRMzTJUnzNnTpJkyJAhja4NHTo0STJ37tyN1njzzTezcOHCHHzwwY12tJeUlOTYY4/NypUr89BDDzW695lnnslPfvKTXH755fmf//mfLFmyZAtXAgAAAABAS9Is279UVVUlSXr37t3oWrdu3dK+ffv6MRuyZMmS1NXVrbfGurWrqqpy5JFHNrg2a9aszJo1q/7rkpKSnHzyybn22mvTrl27jT63trY2tbW19V+vWLFio+MBAAAAANh5NMud6jU1NUnebveyPh07dqwfszU11h2XJHvssUe+9a1v5eGHH84rr7ySl156KX/4wx/Sr1+//PKXv8ypp566yblPnDgxnTp1qj8OOOCATd4DAAAAAMDOoVmG6jvKPvvsk8suuyyHHXZYOnXqlC5dumTw4MG55557cvDBB+fWW2/NokWLNlpj7NixqampqT+WLVu2nWYPAAAAAMC21ixD9bW7yze0G33FihUb3IG+OTXWHbcxe+yxRz7/+c8nSe69996Nji0rK0vHjh0bHAAAAAAAtAzNMlRft9/5v1u+fHlee+21DfZKX6tXr14pLS3dYO/1jfVtX5+99947SbJy5cqixgMAAAAA0PI0y1B90KBBSZK77rqr0bXKysoGYzakbdu26devXx5//PFUV1c3uFYoFDJr1qy0a9cuffv2LWpOCxcuTJKUl5cXNR4AAAAAgJanWYbqgwcPTq9evXLTTTdl8eLF9edrampy+eWXp3Xr1g0+NPTZZ5/NY4891qjVy+jRo5O83ee8UCjUn588eXKeeuqpnHzyyWnbtm39+T/+8Y8Nxq116623pqKiIl26dMnHPvaxplomAAAAAAA7mVY7egLr06pVq0yZMiVDhw7NUUcdlREjRqRDhw6ZMWNGqqurc+WVVzbYMT527NhUVFRk6tSpGTVqVP35kSNHZvr06bn55pvz9NNPZ9CgQXnyySdz6623pmfPnpkwYUKD537ta1/LkiVLMmDAgOy///556623smjRosyfPz9lZWW5/vrri+rBDgAAAABAy9QsQ/UkOeaYYzJ//vyMHz8+06dPz+rVq3PooYfmiiuuyPDhw4uqUVpamttvvz2TJk3KjTfemKuvvjp77rlnzjjjjEyYMCFdu3ZtMP6UU07JjBkzsmDBgvzrX/9KXV1d9ttvv3zhC1/ImDFjcsghh2yLpQIAAAAAsJMoKayv3wlNZsWKFenUqVNqamrSsWPHHT0dANimyi+c2aT1lk76+DZ/xoaeAwAAwK6l2Cy3WfZUBwAAAACA5kioDgAAAAAARRKqAwAAAABAkYTqAAAAAABQJKE6AAAAAAAUSagOAAAAAABFEqoDAAAAAECRWm3pjc8991zuvvvuLFq0KM8991xefvnldOnSJe94xzvygQ98IB/+8Ifzjne8oynnCgAAAAAAO9RmheqrV6/O9OnT85Of/CQPPPBAkqRQKDQaV1JSkiQ5/PDD8+Uvfzmf+9znsvvuuzfBdAEAAAAAYMcpOlS/8cYbM3bs2Dz77LMpFArp2rVrBgwYkHe/+93Za6+90rFjx9TU1OTFF1/MX/7yl9x///1ZsGBBFi5cmAsvvDATJ07MKaecsi3XAgAAAAAA21RRofqAAQPywAMPZO+9985XvvKVjBo1Ku973/s2ed/ixYszderU3HzzzRk5cmR++tOf5r777tvqSQMAAAAAwI5Q1AeVVlVV5bvf/W7+/ve/5+qrry4qUE+SPn365Ic//GGWLVuWSZMm5YknntiqyQIAAAAAwI5U1E71p556Kh07dtzih5SVleXrX/96zjrrrC2uAQAAAAAAO1pRO9W3JlDfFnUAAAAAAGBHKCpUBwAAAAAAtjBUf+WVV/KnP/0pL7/8coPzzz33XE477bS8//3vz6c//en86U9/apJJAgAAAABAc7BFofrEiRPz/ve/P08//XT9udWrV+eII47IDTfckEceeSS33357jjnmmDzzzDNNNlkAAAAAANiRtihUnz17dnr06JHDDjus/tyvf/3rLFmyJAMGDMhvf/vbnHHGGXn55Zfz05/+tMkmCwAAAAAAO9IWherLli1L7969G5z73e9+l5KSkvziF7/IJz/5yVx33XXp0aNHZs6c2SQTBQAAAACAHW2LQvWXXnopXbt2bXDu/vvvT69evXLQQQfVnzvssMOybNmyrZshAAAAAAA0E1sUqpeVleWVV16p/3r58uWprq7OEUcc0WBc27Zt88Ybb2zVBAEAAAAAoLnYolD9oIMOyr333pvXX389SXLrrbempKSkUaj+zDPPZJ999tn6WQIAAAAAQDOwRaH68OHDU1NTk0GDBuVrX/taLrzwwpSVleWTn/xk/Zg1a9Zk0aJFjXqvAwAAAADAzqrVltz01a9+NZWVlbnnnnvy8MMPZ7fddssPfvCDBn3WZ82alRUrVuTII49ssskCAAAAAMCOtEWheuvWrTNr1qzMnz8/zz33XA477LD06tWrwZg2bdrk6quvbrB7HQAAAAAAdmZbFKonSUlJyUZ3oR9zzDE55phjtrQ8AAAAAAA0O1vUUx0AAAAAAHZFRYXqt912W5M87NZbb22SOgAAAAAAsCMUFaoff/zxGTBgQCorKzf7AYVCITNnzszhhx+ez372s5t9PwAAAAAANBdFhepXX311Hn/88QwbNiwHHnhgLrroosyePTsrV65c7/iVK1fmnnvuydixY3PggQfmk5/8ZKqqqnL11Vc36eQBAAAAAGB7KikUCoViBv7rX//KJZdckoqKiqxcuTIlJSUpLS3N/vvvn7322isdO3bMihUr8uKLL+Yf//hH6urqUigU0q5du4waNSrjx4/P3nvvva3X0+ysWLEinTp1Sk1NTTp27LijpwMA21T5hTObtN7SSR/f5s/Y0HMAAADYtRSb5bYqtuDee++da665Jt/5znfyi1/8Ir/97W+zcOHCVFdXp7q6usHY1q1bZ+DAgfnUpz6V0047LZ06ddrylQAAAAAAQDNRdKi+VqdOnfK1r30tX/va1/Lmm2/mr3/9a5577rnU1NSkc+fO2WefffLud787bdq02RbzBQAAAACAHWazQ/V1tWnTJh/4wAeaai4AAAAAANCsFfVBpQAAAAAAgFAdAAAAAACKJlQHAAAAAIAiCdUBAAAAAKBIQnUAAAAAACiSUB0AAAAAAIokVAcAAAAAgCIJ1QEAAAAAoEittrbAo48+mvvuuy8vvPBC3v3ud+eTn/xkkqSuri5r1qxJ69att3qSAAAAAADQHGzxTvVly5blIx/5SA499NCcddZZueiii/Lb3/62/vp1112Xtm3b5u67797iyT344IMZNmxYOnfunHbt2qV///655ZZbNqtGbW1tLrvssvTu3Ttt2rRJ9+7dM3r06Dz//PNF3T9s2LCUlJSkTZs2W7IEAAAAAABakC0K1V966aUMGjQo99xzT9797nfn7LPPTqFQaDDmc5/7XEpLS3PHHXds0cRmz56dgQMHZv78+fnc5z6XL37xi1m+fHmGDx+eq666qqgadXV1Oe644zJ+/PjsvffeOe+88zJgwIBMmTIlAwYMyAsvvLDR+6+77rpUVlYK1AEAAAAASLKFofoVV1yRpUuX5oILLsgjjzySa665ptGYLl265NBDD838+fM3u/6aNWty5plnprS0NPPmzcvPf/7zXHXVVXnkkUdy0EEHZdy4camurt5knYqKilRWVubEE0/Mfffdl0mTJmXGjBn56U9/mqeeeioXXXTRBu9dunRpxowZk/PPPz/veMc7NnsNAAAAAAC0PFsUqt9+++0pLy/PpEmTUlJSssFxvXr1yjPPPLPZ9e+5554sWbIkJ510Uvr06VN/vlOnThk3blxWrVqVioqKTda57rrrkiQTJ05sMM+zzjorvXr1yrRp0/LGG280uq9QKOT000/Pvvvum8suu2yz5w8AAAAAQMu0RaF6dXV1DjvssJSWbvz21q1b56WXXtrs+nPmzEmSDBkypNG1oUOHJknmzp270RpvvvlmFi5cmIMPPjg9evRocK2kpCTHHntsVq5cmYceeqjRvT/+8Y8zd+7c/OIXv0jbtm03e/4AAAAAALRMWxSqt2nTJq+++uomx/39739Pp06dNrt+VVVVkqR3796NrnXr1i3t27evH7MhS5YsSV1d3XprrFv73+tUVVVl7Nix+cpXvpKBAwdu9txra2uzYsWKBgcAAAAAAC3DFoXqhxxySBYtWpSVK1ducMy//vWvPPLII3nve9+72fVramqSZIOBfMeOHevHbE2Ndcclb3+w6ciRI7PvvvvmO9/5zmbPO3m71UynTp3qjwMOOGCL6gAAAAAA0PxsUah+wgkn5MUXX8z555+furq69Y75+te/ntdffz3Dhw/fqgluT9/73veyYMGC/M///E/22GOPLaoxduzY1NTU1B/Lli1r4lkCAAAAALCjtNqSm7785S+noqIiU6ZMycMPP5zPfOYzSd5uufL9738/v/71r/PAAw+kT58+GTVq1GbXX7u7fEO70VesWJEuXbpsdY11xz3xxBMZP358vvSlL2XQoEGbPee1ysrKUlZWtsX3AwAAAADQfG1xT/XKysoMGDAgixYtyre+9a0kyfz58/P1r389CxcuTN++ffO73/0uu++++2bX31C/8yRZvnx5XnvttQ32Sl+rV69eKS0t3WDv9X/v2/7oo4+mtrY2P/nJT1JSUtLgqK6uTm1tbf3Xr7zyymavCQAAAACAnd8W7VRPkn333Tfz589PZWVlZs6cmaeeeip1dXU54IAD8rGPfSzHHXdcSkpKtqj2oEGDMnHixNx1110ZMWJEg2uVlZX1Yzambdu26devXxYsWJDq6ur06NGj/lqhUMisWbPSrl279O3bN0lSXl6eM844Y721pk+fnjfeeKN+172d6AAAAAAAu6aSQqFQ2NGT+Hdr1qzJwQcfnH/+859ZsGBB+vTpk+TtVi79+vXL0qVL8/jjj6e8vDxJ8uyzz6ampib77rtvgw8mnTp1ak4//fSceOKJmTZtWn3If+211+bss8/O6NGjM3ny5E3Op7y8PMuXL8+bb7652WtZsWJFOnXqlJqamvoPRwWAlqr8wplNWm/ppI9v82ds6DkAAADsWorNcreo/cu21qpVq0yZMiV1dXU56qijMnr06IwZMybve9/78sQTT+Tyyy+vD9STtz8c9F3velduu+22BnVGjhyZoUOH5uabb86HPvShXHjhhTnhhBPypS99KT179syECRO288oAAAAAANiZbXH7l7XeeuutvPjiixvdxX3ggQdudt1jjjkm8+fPz/jx4zN9+vSsXr06hx56aK644ooMHz68qBqlpaW5/fbbM2nSpNx44425+uqrs+eee+aMM87IhAkT0rVr182eFwAAAAAAu64tbv9y33335dJLL828efOyatWqDT+gpCRr1qzZ4gnu7LR/AWBXov0LAAAAO6tis9wt2ql+zz335GMf+1hWr16dJNlzzz3ToUOHLZspAAAAAADsJLYoVL/ooouyevXqnHfeebnooouy5557NvW8AAAAAACg2dmiUH3x4sXp06dPvv/97zf1fAAAAAAAoNnaolC9ffv2OeSQQ5p6LgCwS9oefcgBAACAplG6JTf1798/TzzxRFPPBQAAAAAAmrUtCtW/+c1v5s9//nNuuummpp4PAAAAAAA0W1vU/uXwww/P9OnT84UvfCH/+7//m4997GM58MADU1q6/oz+qKOO2qpJAgAAAABAc7BFoXqSvPXWW9ljjz1yyy235JZbbtnguJKSkqxZs2ZLHwMAAAAAAM3GFoXqd9xxR4YPH566urrsueee6dmzZ9q3b9/UcwMAAAAAgGZli0L1CRMmpFAo5Ec/+lHOPvvs7Lbbbk09LwAAAAAAaHa2KFR/9NFHM2DAgJxzzjlNPR8AAAAAAGi21v/JopvQrl279OjRo6nnAgAAAAAAzdoWhepHH310/vjHPzb1XAAAAAAAoFnbolD929/+dpYtW5ZJkyY19XwAAAAAAKDZ2qKe6gsWLMjpp5+eb37zm7njjjvy0Y9+NAceeGBKS9ef0Z966qlbNUkAAAAAAGgOtihUHzVqVEpKSlIoFLJgwYIsXLhwo+OF6gAAAAAAtARbFKqfeuqpKSkpaeq5AAAAAABAs7ZFofr111/fxNMAAAAAAIDmb4s+qBQAAAAAAHZFQnUAAAAAAChSUe1f5s2blyTp169f2rRpU/91sY466qjNnxkAAAAAADQzRYXqRx99dEpKSvK3v/0tBx10UP3XxSgpKcmaNWu2apLAzqf8wplNXnPppI83eU0AAAAA2BxFhepHHXVUSkpKssceezT4GgAAAAAAdiVFhepz5szZ6NcAAAAAALArKOqDSj/84Q/ne9/73raeCwAAAAAANGtF71QvLy/fxlMBAAAAAIDmraid6gAAAAAAgFAdAAAAAACKJlQHAAAAAIAiCdUBAAAAAKBIRYfqFRUV2W233Tb7aNWqqM9CBQAAAACAZq/oxLtQKGzLeQAAAAAAQLNXdKj+0Y9+NN/4xje25VwAgG2k/MKZTV5z6aSPN3lNAAAAaO6KDtW7deuWQYMGbcu5AAAAAABAs+aDSgEAAAAAoEhCdQAAAAAAKJJQHQAAAAAAiiRUBwAAAACAIhX1QaV1dXXbeh4AAAAAANDs2akOAAAAAABFEqoDAAAAAECRhOoAAAAAAFAkoToAAAAAABSpWYfqDz74YIYNG5bOnTunXbt26d+/f2655ZbNqlFbW5vLLrssvXv3Tps2bdK9e/eMHj06zz//fKOxjz/+eM4888y8//3vT9euXVNWVpby8vJ84hOfyN13391UywIAAAAAYCfVakdPYENmz56doUOHpk2bNhkxYkQ6dOiQGTNmZPjw4Vm2bFnGjBmzyRp1dXU57rjjUllZmf79++f4449PVVVVpkyZkrvvvjsLFixI165d68f/+c9/zq233poBAwbkQx/6UDp27Jh//vOfuf322zNz5sxMmDAh3/zmN7flsgEAAAAAaMaaZai+Zs2anHnmmSktLc28efPSp0+fJMnFF1+cfv36Zdy4cTnhhBPSo0ePjdapqKhIZWVlTjzxxEybNi0lJSVJkmuvvTZnn312LrrookyePLl+/H/913/l+OOPrx+31jPPPJP3v//9ufTSS/PlL385nTt3btL1AgAAAACwc2iWofo999yTJUuW5LTTTqsP1JOkU6dOGTduXEaNGpWKiopcfPHFG61z3XXXJUkmTpzYICg/66yz8r3vfS/Tpk3LD37wg7Rt2zZJUlZWtt463bt3z8CBA3PbbbelurpaqA4AsIOUXzizSestnfTxJq0HAAC0fM2yp/qcOXOSJEOGDGl0bejQoUmSuXPnbrTGm2++mYULF+bggw9utKO9pKQkxx57bFauXJmHHnpok/N58cUXs3Dhwuyxxx7p1atXkasAAAAAAKClaZY71auqqpIkvXv3bnStW7duad++ff2YDVmyZEnq6urWW2Pd2lVVVTnyyCMbXHviiSdy00035a233sozzzyTO+64I6+88kquvfbadOjQYaPPra2tTW1tbf3XK1as2Oh4AAAAAAB2Hs0yVK+pqUnydruX9enYsWP9mK2pse64dT3xxBO59NJL679u3759pk6dmlNOOWWTc584cWKDewEAAAAAaDmaZfuXHe0Tn/hECoVCamtr8/jjj+eLX/xiTj311HzlK1/Z5L1jx45NTU1N/bFs2bLtMGMAAAAAALaHZrlTfe3u8g3tRl+xYkW6dOmy1TXWHbc+rVu3zkEHHZTvfe97ef311/PjH/84H/vYx/Kxj31sg/eUlZVt8ANPd0U+TAwAAAAAaEma5U71dfud/7vly5fntdde22Cv9LV69eqV0tLSDfZe31jf9vVZ+6Gpaz9EFQAAAACAXU+zDNUHDRqUJLnrrrsaXausrGwwZkPatm2bfv365fHHH091dXWDa4VCIbNmzUq7du3St2/foub0zDPPJEl23333osYDAAAAANDyNMtQffDgwenVq1duuummLF68uP58TU1NLr/88rRu3Tqnnnpq/flnn302jz32WKNWL6NHj07ydp/zQqFQf37y5Ml56qmncvLJJ6dt27b15x9++OEG49aqrq7OxIkTk2SjrV8AAAAAAGjZmmVP9VatWmXKlCkZOnRojjrqqIwYMSIdOnTIjBkzUl1dnSuvvDLl5eX148eOHZuKiopMnTo1o0aNqj8/cuTITJ8+PTfffHOefvrpDBo0KE8++WRuvfXW9OzZMxMmTGjw3DFjxuTJJ5/M4YcfngMPPDClpaVZsmRJ7rzzzqxatSoXXHBBBg4cuJ2+CwAAAAAANDfNMlRPkmOOOSbz58/P+PHjM3369KxevTqHHnporrjiigwfPryoGqWlpbn99tszadKk3Hjjjbn66quz55575owzzsiECRPStWvXBuPPOeec3HLLLXn44YdTWVmZVatWZZ999sknPvGJjB49OkOHDt0WSwUAAAAAYCfRbEP1JOnXr1/uvPPOTY67/vrrc/3116/3WllZWcaPH5/x48dvss4JJ5yQE044YXOnCbRw5RfObPKaSyd9vMlrsm009c/fzx4AAAB2bs06VAe2DSEhAAAAAGyZZvlBpQAAAAAA0BwJ1QEAAAAAoEhCdQAAAAAAKJJQHQAAAAAAiiRUBwAAAACAIgnVAQAAAACgSEJ1AAAAAAAoklAdAAAAAACK1GpHTwD4f8ovnNnkNZdO+niT1wQAAACAXZWd6gAAAAAAUCShOgAAAAAAFEmoDgAAAAAARRKqAwAAAABAkYTqAAAAAABQJKE6AAAAAAAUSagOAAAAAABFarWjJwCwNcovnNmk9ZZO+niT1gMAAACgZbFTHQAAAAAAiiRUBwAAAACAImn/AkCT05YHAAAAaKnsVAcAAAAAgCIJ1QEAAAAAoEhCdQAAAAAAKJJQHQAAAAAAiiRUBwAAAACAIgnVAQAAAACgSK129ARga5VfOLPJay6d9PEmrwkAAAAA7PyE6gDNRFP/gsgvhwAAAACanlAdAGAH8betAAAAdj5CdQCAFs7fhAEAAGg6QnUAAKDZ88shAACaC6E6FMl/yAEAAAAApTt6AgAAAAAAsLMQqgMAAAAAQJG0fwEAgHU0dcu3RNs3AABoSexUBwAAAACAItmpDgCwHj6gGgAAgPURqgOwUxJ4AgAAADuCUB1gFyKIBgAAANg6eqoDAAAAAECRhOoAAAAAAFAk7V8AANhqTd1eKtFiCgAAaJ6a9U71Bx98MMOGDUvnzp3Trl279O/fP7fccstm1aitrc1ll12W3r17p02bNunevXtGjx6d559/vtHYxYsX51vf+lb69++fffbZJ2VlZenVq1e+9KUv5Z///GdTLQsAAAAAgJ1Us92pPnv27AwdOjRt2rTJiBEj0qFDh8yYMSPDhw/PsmXLMmbMmE3WqKury3HHHZfKysr0798/xx9/fKqqqjJlypTcfffdWbBgQbp27Vo//otf/GIWLlyYfv36ZcSIESkrK8vChQvzs5/9LL/+9a/z//1//18OOeSQbblsAAAAAACasWYZqq9ZsyZnnnlmSktLM2/evPTp0ydJcvHFF6dfv34ZN25cTjjhhPTo0WOjdSoqKlJZWZkTTzwx06ZNS0lJSZLk2muvzdlnn52LLrookydPrh9/8skn55e//GXe+c53NqhzxRVX5MILL8yYMWMyc2bT/9VmAADYFpq6LY+WPAAA0Ezbv9xzzz1ZsmRJTjrppPpAPUk6deqUcePGZdWqVamoqNhkneuuuy5JMnHixPpAPUnOOuus9OrVK9OmTcsbb7xRf/7cc89tFKgnyQUXXJC2bdtm7ty5W7EqAAAAAAB2ds1yp/qcOXOSJEOGDGl0bejQoUmyyYD7zTffzMKFC3PwwQc32tFeUlKSY489NpMnT85DDz2UI488cqO1SkpKsvvuuzcI5gEAgLfZEQ8AwK6kWe5Ur6qqSpL07t270bVu3bqlffv29WM2ZMmSJamrq1tvjXVrb6pOkvzmN7/JihUr1hvy/7va2tqsWLGiwQEAAAAAQMvQLHeq19TUJHm73cv6dOzYsX7M1tRYd9yGLFu2LF/5ylfStm3bfPvb397o2OTtVjOXXnrpJscBALBrs7sbAAB2Ts1yp3pz8eKLL2bYsGF5/vnn8/Of/zwHH3zwJu8ZO3Zsampq6o9ly5Zth5kCAAAAALA9NMud6mt3l29oF/mKFSvSpUuXra6x7rh/9+KLL2bw4MH561//mp/97Gc55ZRTipp7WVlZysrKihoLAAA0L/4GQfPT1D+TxM8FANg6zXKn+sb6nS9fvjyvvfbaBnulr9WrV6+UlpZusGf6xvq2rw3UH3nkkVxzzTU566yzNncJAAAAAAC0QM0yVB80aFCS5K677mp0rbKyssGYDWnbtm369euXxx9/PNXV1Q2uFQqFzJo1K+3atUvfvn0bXFs3UP/xj3+cL33pS1uzFAAAAAAAWpBmGaoPHjw4vXr1yk033ZTFixfXn6+pqcnll1+e1q1b59RTT60//+yzz+axxx5r1Opl9OjRSd7uc14oFOrPT548OU899VROPvnktG3btv78Sy+9lI985CN55JFH8sMf/jDnnHPONlohAAAAAAA7o2bZU71Vq1aZMmVKhg4dmqOOOiojRoxIhw4dMmPGjFRXV+fKK69MeXl5/fixY8emoqIiU6dOzahRo+rPjxw5MtOnT8/NN9+cp59+OoMGDcqTTz6ZW2+9NT179syECRMaPPczn/lMFi9enEMOOSQvvfRSLrnkkkZzO++889K5c+dts3AAAICdiB70tAT69jdP/nwBmrNmGaonyTHHHJP58+dn/PjxmT59elavXp1DDz00V1xxRYYPH15UjdLS0tx+++2ZNGlSbrzxxlx99dXZc889c8YZZ2TChAnp2rVrg/FLly5Nkjz22GO59NJL11tz1KhRQnUAAAAAgF1Usw3Vk6Rfv3658847Nznu+uuvz/XXX7/ea2VlZRk/fnzGjx+/yTprQ3UAAABoanZEA0DL0KxDdQAAgJZGSwOA5sEvuoAt1Sw/qBQAAAAAAJojO9UBAABaGLsvAQC2HTvVAQAAAACgSHaqAwAAsMvT6x4AKJad6gAAAAAAUCQ71QEAAKAFseseALYtO9UBAAAAAKBIdqoDAAAAm6Wpd8Mn698Rb9c9AM2RUB0AAAAAthG/HIKWR/sXAAAAAAAoklAdAAAAAACKpP0LAAAAAEXTzgTY1dmpDgAAAAAARbJTHQAAAKAFsIMcYPuwUx0AAAAAAIokVAcAAAAAgCJp/wIAAACwjWnNAtBy2KkOAAAAAABFEqoDAAAAAECRtH8BAAAAgJ1YU7cXSrQYgo2xUx0AAAAAAIokVAcAAAAAgCIJ1QEAAAAAoEhCdQAAAAAAKJIPKgUAAAAANqmpPxDVh6GysxKqAwAAAAC7FL8gYGto/wIAAAAAAEWyUx0AAAAAaBaaegd5Yhc5Tc9OdQAAAAAAKJJQHQAAAAAAiiRUBwAAAACAIgnVAQAAAACgSEJ1AAAAAAAoklAdAAAAAACKJFQHAAAAAIAiCdUBAAAAAKBIQnUAAAAAACiSUB0AAAAAAIokVAcAAAAAgCIJ1QEAAAAAoEhCdQAAAAAAKJJQHQAAAAAAitSsQ/UHH3www4YNS+fOndOuXbv0798/t9xyy2bVqK2tzWWXXZbevXunTZs26d69e0aPHp3nn3++0djXX389V111VU466aQccsghKS0tTUlJSZYuXdpEKwIAAAAAYGfWakdPYENmz56doUOHpk2bNhkxYkQ6dOiQGTNmZPjw4Vm2bFnGjBmzyRp1dXU57rjjUllZmf79++f4449PVVVVpkyZkrvvvjsLFixI165d68c///zzueCCC5IkPXr0SJcuXfLSSy9tszUCAAAAALBzaZY71desWZMzzzwzpaWlmTdvXn7+85/nqquuyiOPPJKDDjoo48aNS3V19SbrVFRUpLKyMieeeGLuu+++TJo0KTNmzMhPf/rTPPXUU7nooosajN97771z11135cUXX8zSpUvzwQ9+cFstEQAAAACAnVCzDNXvueeeLFmyJCeddFL69OlTf75Tp04ZN25cVq1alYqKik3Wue6665IkEydOTElJSf35s846K7169cq0adPyxhtv1J9v3759jj322Oy5555NtxgAAAAAAFqMZhmqz5kzJ0kyZMiQRteGDh2aJJk7d+5Ga7z55ptZuHBhDj744PTo0aPBtZKSkhx77LFZuXJlHnrooaaZNAAAAAAALV6zDNWrqqqSJL179250rVu3bmnfvn39mA1ZsmRJ6urq1ltj3dqbqrO5amtrs2LFigYHAAAAAAAtQ7P8oNKampokb7d7WZ+OHTvWj9maGuuOayoTJ07MpZde2qQ1AQAAAICdS/mFM5u85tJJH2/ymmy+ZrlTfWc2duzY1NTU1B/Lli3b0VMCAAAAAKCJNMud6mt3l29oF/mKFSvSpUuXra6x7rimUlZWlrKysiatCQAAAABA89Asd6pvrN/58uXL89prr22wV/pavXr1Smlp6QZ7pm+sbzsAAAAAAKxPswzVBw0alCS56667Gl2rrKxsMGZD2rZtm379+uXxxx9PdXV1g2uFQiGzZs1Ku3bt0rdv3yaaNQAAAAAALV2zDNUHDx6cXr165aabbsrixYvrz9fU1OTyyy9P69atc+qpp9aff/bZZ/PYY481avUyevToJG/3OS8UCvXnJ0+enKeeeionn3xy2rZtu20XAwAAAABAi9Ese6q3atUqU6ZMydChQ3PUUUdlxIgR6dChQ2bMmJHq6upceeWVKS8vrx8/duzYVFRUZOrUqRk1alT9+ZEjR2b69Om5+eab8/TTT2fQoEF58sknc+utt6Znz56ZMGFCo2dfcMEF+de//pUk+fOf/1x/rn379kmSL3zhCzniiCO23eIBAAAAAGi2mmWoniTHHHNM5s+fn/Hjx2f69OlZvXp1Dj300FxxxRUZPnx4UTVKS0tz++23Z9KkSbnxxhtz9dVXZ88998wZZ5yRCRMmpGvXro3u+c1vftOoXcyMGTPq//noo48WqgMAAAAA7KKabaieJP369cudd965yXHXX399rr/++vVeKysry/jx4zN+/Piinrl06dLNmCEAAAAAALuSZtlTHQAAAAAAmiOhOgAAAAAAFEmoDgAAAAAARWrWPdUBAAAAANiw8gtnNmm9pZM+3qT1WiI71QEAAAAAoEhCdQAAAAAAKJJQHQAAAAAAiiRUBwAAAACAIgnVAQAAAACgSEJ1AAAAAAAoklAdAAAAAACKJFQHAAAAAIAiCdUBAAAAAKBIQnUAAAAAACiSUB0AAAAAAIokVAcAAAAAgCIJ1QEAAAAAoEhCdQAAAAAAKJJQHQAAAAAAiiRUBwAAAACAIgnVAQAAAACgSEJ1AAAAAAAoklAdAAAAAACKJFQHAAAAAIAiCdUBAAAAAKBIQnUAAAAAACiSUB0AAAAAAIokVAcAAAAAgCIJ1QEAAAAAoEhCdQAAAAAAKJJQHQAAAAAAiiRUBwAAAACAIgnVAQAAAACgSEJ1AAAAAAAoklAdAAAAAACKJFQHAAAAAIAiCdUBAAAAAKBIQnUAAAAAACiSUB0AAAAAAIokVAcAAAAAgCIJ1QEAAAAAoEhCdQAAAAAAKFKzDtUffPDBDBs2LJ07d067du3Sv3//3HLLLZtVo7a2Npdddll69+6dNm3apHv37hk9enSef/75Dd4zbdq09OvXL+3atUuXLl3yiU98IosWLdra5QAAAAAAsJNrtqH67NmzM3DgwMyfPz+f+9zn8sUvfjHLly/P8OHDc9VVVxVVo66uLscdd1zGjx+fvffeO+edd14GDBiQKVOmZMCAAXnhhRca3fOd73wnp5xySp5//vl88YtfzGc/+9nMmzcvH/rQh3Lvvfc29TIBAAAAANiJtNrRE1ifNWvW5Mwzz0xpaWnmzZuXPn36JEkuvvji9OvXL+PGjcsJJ5yQHj16bLRORUVFKisrc+KJJ2batGkpKSlJklx77bU5++yzc9FFF2Xy5Mn146uqqnLJJZfkoIMOygMPPJBOnTolSb70pS+lf//+OfPMM/OXv/wlpaXN9ncRAAAAAABsQ80yHb7nnnuyZMmSnHTSSfWBepJ06tQp48aNy6pVq1JRUbHJOtddd12SZOLEifWBepKcddZZ6dWrV6ZNm5Y33nij/vzUqVOzZs2afPOb36wP1JOkT58+OfHEE/O3v/0t8+fPb4IVAgAAAACwM2qWofqcOXOSJEOGDGl0bejQoUmSuXPnbrTGm2++mYULF+bggw9utKO9pKQkxx57bFauXJmHHnqoSZ8LAAAAAEDL1SxD9aqqqiRJ7969G13r1q1b2rdvXz9mQ5YsWZK6urr11li39rp1qqqq0r59+3Tr1q2o8QAAAAAA7FqaZU/1mpqaJGnQgmVdHTt2rB+zNTXWHbf2n/fZZ5+ix69PbW1tamtrG81jxYoVG72vpaqrfb1J663v+9jUz9hez7GW5vkca9n6Z2yv51jLjn3G9nqOtTTP51hL83yOPyu3/hnb6zk74zO213OspXk+x1qa53P8Wdn8nrG9nmMtzfM5LX0tu4q1ay8UChsfWGiGjj322EKSQlVV1Xqvd+/evdCxY8eN1rj33nsLSQonn3zyeq///Oc/LyQpfP/7368/t/vuuxf222+/9Y5/4oknCkkKn/zkJzf63PHjxxeSOBwOh8PhcDgcDofD4XA4HA6HYyc8li1bttEMuFnuVF+7u3xDu8JXrFiRLl26bHWNdcet/efNGb8+Y8eOzfnnn1//dV1dXV566aXstddeDT4slf9nxYoVOeCAA7Js2bL6vxEAtHzefdj1eO9h1+Tdh12Tdx92PS3hvS8UCnn11VfTvXv3jY5rlqH6uv3LP/CBDzS4tnz58rz22mvp16/fRmv06tUrpaWlG+yBvr6+7b17987999+f5cuXN+qrvrE+7+sqKytLWVlZg3OdO3fe6D28rWPHjjvtCwdsOe8+7Hq897Br8u7Drsm7D7uenf2939Sm6qSZflDpoEGDkiR33XVXo2uVlZUNxmxI27Zt069fvzz++OOprq5ucK1QKGTWrFlp165d+vbt26TPBQAAAACg5WqWofrgwYPTq1ev3HTTTVm8eHH9+Zqamlx++eVp3bp1Tj311Przzz77bB577LFGrVtGjx6d5O2WLIV1mstPnjw5Tz31VE4++eS0bdu2/vxpp52WVq1a5Tvf+U6DWosXL87NN9+cd73rXTniiCOaerkAAAAAAOwkmmX7l1atWmXKlCkZOnRojjrqqIwYMSIdOnTIjBkzUl1dnSuvvDLl5eX148eOHZuKiopMnTo1o0aNqj8/cuTITJ8+PTfffHOefvrpDBo0KE8++WRuvfXW9OzZMxMmTGjw3IMOOiiXXHJJLrroorzvfe/L8ccfn1dffTW/+tWvkiTXXXddSkub5e8hdmplZWUZP358o7Y5QMvm3Yddj/cedk3efdg1efdh17MrvfclhXW3cDczDzzwQMaPH5/77rsvq1evzqGHHprzzz8/w4cPbzBu1KhR6w3Vk6S2tjaTJk3KjTfemGXLlmXPPffMJz7xiUyYMCHveMc71vvcadOm5Qc/+EH++te/pnXr1hk4cGC+/e1v57DDDttWSwUAAAAAYCfQrEN1AAAAAABoTvQyAQAAAACAIgnVAQAAAACgSEJ1AAAAAAAoklCdHebBBx/MsGHD0rlz57Rr1y79+/fPLbfcsqOnBTSBX/7ylznrrLPSt2/flJWVpaSkJNdff/0Gx69YsSLnn39+evTokbKyspSXl+frX/96Xnvtte03aWCL/fOf/8wPfvCDDBkyJAceeGBat26dbt265fjjj8/ChQvXe4/3HnZ+b775Zs4///wcddRR6d69e9q0aZNu3bpl4MCBmTp1alavXt3oHu8+tExXXHFFSkpKUlJSkgULFjS67t2HlqG8vLz+Xf/34+ijj240vra2Npdddll69+6dNm3apHv37hk9enSef/757T/5JuaDStkhZs+enaFDh6ZNmzYZMWJEOnTokBkzZqS6ujpXXnllxowZs6OnCGyF8vLyVFdXZ++99067du1SXV2dqVOnZtSoUY3Grly5MkcccUQWL16cIUOG5P3vf3/++Mc/5q677soHP/jBzJs3L23atNn+iwCKduGFF+aKK67If/zHf+Too49O165dU1VVld/+9rcpFAq56aabMnz48Prx3ntoGf71r3/lgAMOSL9+/XLQQQela9euefnll3PnnXemuro6Q4YMyZ133pnS0rf3cnn3oWX6y1/+kr59+6ZVq1ZZuXJl7r///vTv37/+uncfWo7y8vK88sorOe+889Z7bd3/5q+rq8uwYcNSWVmZ/v37Z9CgQamqqsptt92Wnj17ZsGCBenatev2m3xTK8B2tnr16sJ//Md/FMrKygp//OMf68+/8sorhYMOOqjQunXrwtKlS3fcBIGtNmvWrPr3eOLEiYUkhalTp6537MUXX1xIUvjGN77R4Pw3vvGNQpLC5Zdfvq2nC2ylGTNmFObMmdPo/Lx58wq77757oUuXLoU333yz/rz3HlqGt956q1BbW9vo/OrVqwtHH310IUnhd7/7Xf157z60PKtWrSocdthhhcMPP7xwyimnFJIU7r///gZjvPvQcvTo0aPQo0ePosb+4he/KCQpnHjiiYW6urr68z/72c8KSQqjR4/eRrPcPuxUZ7u76667MnTo0Jx22mn5xS9+0eBaRUVFRo0alUsvvTQXX3zxDpoh0JQmTZqUsWPHrneneqFQyP77758VK1Zk+fLladeuXf21lStXplu3btlnn32yZMmS7TxroKkMHTo0d911Vx588MH07dvXew+7iB/96Ef56le/mh/84Af56le/6t2HFuqSSy7JpEmTsmjRonz3u99NRUVFg53q3n1oWcrLy5MkS5cu3eTYD33oQ7n//vuzdOnS9OjRo/58oVDIO9/5zjz33HN54YUX0rZt2200221LT3W2uzlz5iRJhgwZ0uja0KFDkyRz587dnlMCdpCqqqo888wzGThwYIP/g50k7dq1y8CBA/PUU09l2bJlO2iGwNbafffdkyStWrVK4r2HXUFdXV3+7//+L0nynve8J4l3H1qiRYsW5Tvf+U7Gjx+f//zP/1zvGO8+tDy1tbW5/vrrc/nll+eaa65Z72covfnmm1m4cGEOPvjgBoF6kpSUlOTYY4/NypUr89BDD22vaTc5oTrbXVVVVZKkd+/eja5169Yt7du3rx8DtGwb+/Ng3fP+TICd09///vf84Q9/yL777ptDDz00ifceWqJVq1blkksuyfjx43POOefk3e9+d+68886cdtppGTx4cBLvPrQ0tbW1OfXUU9OnT5/893//9wbHefeh5Vm+fHlOO+20fPOb38y5556b/v37p1+/fg3+xsmSJUtSV1fXot/9Vjt6Aux6ampqkiSdOnVa7/WOHTvWjwFatmL+PFh3HLDzWL16dT7/+c+ntrY2V1xxRXbbbbck3ntoiVatWpVLL720/uuSkpJccMEFmThxYv057z60LBdffHGqqqry8MMP1/87fn28+9CynHbaaTnyyCPznve8J+3bt88TTzyR73//+7nxxhszePDg/PnPf06HDh12iXffTnUAAJpUXV1dRo0alXnz5uXMM8/M5z//+R09JWAbat++fQqFQt56660sW7YsP/nJTzJlypQcffTRWbFixY6eHtDE7r///lx55ZW56KKL6ls8AbuG8ePH58Mf/nD22Wef7LHHHunTp09uuOGGfP7zn091dXWuu+66HT3F7Uaozna39rdUG/pt1IoVKzb4myygZSnmz4N1xwHNX11dXU4//fTcdNNNOeWUU3Lttdc2uO69h5artLQ0+++/f84+++z8/Oc/z7333pvvfOc7Sbz70FKsWbMmI0eOzHvf+95ceOGFmxzv3Yddw1lnnZUkuffee5PsGu++9i9sd+v2TfrABz7Q4Nry5cvz2muvpV+/fjtiasB2tqk+apvqwQg0L3V1dTnttNNyww035MQTT8z111+f0tKGezi897BrGDJkSJJkzpw5Sbz70FK89tpr9e9r69at1ztmwIABSZLbbrut/gNMvfvQsu29995JkpUrVyZJevXqldLS0hb97gvV2e4GDRqUiRMn5q677sqIESMaXKusrKwfA7R8vXv3Tvfu3XPvvfdm5cqVadeuXf21lStX5t57703Pnj1zwAEH7MBZAsVYN1AfPnx4brzxxvX2WPXew67hmWeeSZLsvvvuSbz70FKUlZXljDPOWO+1efPmpaqqKp/85CfTtWvXlJeXe/dhF7Fw4cIkSXl5eZKkbdu26devXxYsWJDq6ur06NGjfmyhUMisWbPSrl279O3bd0dMt0lo/8J2N3jw4PTq1Ss33XRTFi9eXH++pqYml19+eVq3bp1TTz11x00Q2G5KSkryhS98Ia+99lq+/e1vN7j27W9/O6+99lrOPPPMHTQ7oFhrW77ccMMN+exnP5tf/vKXG/zQMu89tByPPvpoXn/99UbnX3/99Zx//vlJkmHDhiXx7kNL0bZt20yZMmW9x4c+9KEkydixYzNlypT06dPHuw8tyGOPPbbef+8/9thj+cY3vpEkOemkk+rPjx49OsnbfyYUCoX685MnT85TTz2Vk08+OW3btt3Gs952Sgrrrgq2k9mzZ2fo0KFp06ZNRowYkQ4dOmTGjBmprq7OlVdemTFjxuzoKQJbYcqUKZk/f36S5M9//nMWLVqUgQMH5p3vfGeS5IgjjsgXvvCFJG/vUBk4cGAeeeSRDBkyJIcddlgWLVqUu+66Kx/84Aczd+7cnfpftLAruOSSS3LppZemffv2+epXv5pWrRr/ZchPfepT6dOnTxLvPbQUl1xySb7//e/niCOOSHl5eTp27Jh//vOfufPOO/Piiy/myCOPTGVlZf377N2Hlm3UqFGpqKjI/fffn/79+9ef9+5Dy7D23/tHHXVUevTokXbt2uWJJ57I73//+6xevTpjx47N5ZdfXj++rq4uw4YNS2VlZfr3759BgwblySefzK233pry8vIsXLgwXbt23YEr2jpCdXaYBx54IOPHj899992X1atX59BDD83555+f4cOH7+ipAVtp7f+h3pCRI0fm+uuvr/+6pqYml1xySWbMmJHly5dn3333zWc/+9mMHz8+HTp02A4zBrbGpt75JJk6dWpGjRpV/7X3HnZ+Dz30UH7+85/nvvvuyz//+c+89tpr6dSpU9773vdmxIgROf300xv9ks27Dy3XhkL1xLsPLcHcuXPz05/+NH/84x/z3HPP5fXXX8/ee++dww8/PF/60pfqP09lXbW1tZk0aVJuvPHGLFu2LHvuuWc+8YlPZMKECXnHO96xA1bRdITqAAAAAABQJD3VAQAAAACgSEJ1AAAAAAAoklAdAAAAAACKJFQHAAAAAIAiCdUBAAAAAKBIQnUAAAAAACiSUB0AAAAAAIokVAcAAAAAgCIJ1QEAaPGqqqpyzjnn5D//8z/Trl27tGnTJvvvv38++MEP5pxzzsmMGTMa3XP00UenpKQkc+bM2f4T3gzbe55Lly5NSUlJysvLt8vztsaiRYty+umn553vfGfatm2bPfbYIz169MjAgQNzwQUXZNasWTt6igAA7IRa7egJAADAtnTrrbfmpJNOSm1tbfbaa68MHDgwXbt2zcsvv5zFixfnJz/5SX71q1/l+OOP39FTbRbKy8tTXV2dp59+eqcIzjfkxz/+cc4777zU1dVlv/32yzHHHJMuXbrkhRdeyKJFi3Lfffdlzpw5OfbYYxvc11LWDwDAtiNUBwCgxXruuecycuTI1NbWZsyYMZkwYULatGnTYMzDDz+c3/zmN43uveGGG/L666/nwAMP3F7T3Snst99++dvf/pbdd999R09lg/70pz/VB+pXX311zj333Oy222711+vq6jJ//vzMnz9/B84SAICdlVAdAIAW63e/+11ee+21dO/ePVdeeeV6x3zgAx/IBz7wgUbnhenrt/vuu+eQQw7Z0dPYqF//+tepq6vLgAEDct555zW6XlpamqOOOipHHXXU9p8cAAA7PT3VAQBosZ577rkkSdeuXTf73g31Kh81alRKSkpy/fXX5/HHH8/w4cOzzz77pF27dvngBz+Y22+/vX7swoUL88lPfjJdu3ZN27ZtM2DAgNx9992NnlVMn/Ly8vKUlJRk6dKlRc3/hRdeyI9+9KMMGzYsPXv2TNu2bdOxY8f07ds3V1xxRd58880G46+//vqUlJSkuro6SdKzZ8+UlJTUH2u/D5ua6z/+8Y+ce+656d27d9q0aZNOnTpl4MCBmTx5ct56661G49c+d9SoUVm5cmXGjh2bd77znSkrK0u3bt0ycuTI/POf/yxqzWut/bnvs88+Rd9T7PrXeuaZZ3L++efnXe96V/bYY4906NAhH/zgB3PNNddkzZo1jeqv+7+bRx55JJ/5zGfq/3fx3ve+Nz/84Q/X+/0BAKD5sVMdAIAWa+1u87/85S+5++67M3jw4CarvWjRopxzzjnZf//9M3jw4FRXV+f+++/Ppz/96dxyyy1p1apVPve5z+U973lPBg8enMceeywLFizIRz/60cyePTtHHHFEk81lfSorK/PVr341++23X975znemf//+eeGFF7Jw4cJceOGFuf322zN79uyUlZUlSd75zndm5MiR+c1vfpOVK1fm+OOPT/v27evrdevWbZPPfPDBB/PRj340L730Ug488MB86lOfSk1NTebMmZP77rsvt912W+644460bt260b01NTX50Ic+lL///e858sgj8573vCf3339/brjhhsydOzePPPJIOnXqVNTa1/7c77777vzlL3/Je97znk3esznrnzdvXj71qU/l5ZdfTnl5eY499tjU1tbmgQceyLnnnpv//d//ze9+97v1tsh54IEHcvbZZ6dbt24ZPHhwXn755cyZMyfnnXde5s+fn1tuuSUlJSVFrRMAgB2kAAAALdSrr75a2G+//QpJCiUlJYWjjz668O1vf7swc+bMwvPPP7/RewcNGlRIUpg9e3aD8yNHjiwkKSQpTJgwoVBXV1d/7Uc/+lEhSWH//fcvdOnSpXDDDTc0uPe8884rJCl85CMfaXD+6aefLiQp9OjRY4Pz6dGjRyFJ4emnny5qno8++mjh/vvvb1TnpZdeKgwZMqSQpPDd73636Odsaq5vvvlm/b1f/OIXC6tWraq/tmTJkkJ5eXkhSWHcuHEN7ps6dWr993Po0KGFmpqaBnPt06dPIUnh8ssvX+981ufvf/97oUOHDoUkhVatWhWGDRtWuOKKKwqzZs0qvPLKKxu9d1Prf/bZZwt77bVXoaSkpPDTn/608NZbb9Vf+9e//lX48Ic/XEhSuPTSSxvct+7/br70pS8VVq9eXX/tL3/5S6Fr166FJIVrr7226HUCALBjaP8CAECL1b59+9x99905/PDDUygUMmfOnHzrW9/Kxz/+8eyzzz55//vfn2uvvXaL2m7069cv48aNa7Cr+Oyzz86ee+6Zf/zjH/nIRz6Sz3/+8w3uueiii5K8vdN59erVW7e4TXjXu96V/v37NzrfpUuX/PjHP07ydu/xpvLrX/861dXV6d69e37wgx802KXdq1ev+p72P/7xjxu1nkmSdu3aZerUqenYsWODuV544YVJkj/84Q9Fz+WAAw7IXXfdlUMOOSRr1qzJ73//+3zjG9/Isccemz333DMDBw7M9OnTt2idP/jBD/Liiy/my1/+cs4+++yUlv6//6Taa6+9csMNN2T33XfPNddck0Kh0Oj+fffdN1dddVVatfp/f2n43e9+dy6++OIkyVVXXbVF8wIAYPvR/gUAgBbt4IMPzoIFC/LAAw9k5syZWbhwYRYtWpQXXnghixcvztlnn50ZM2Zk5syZ621LsiEf+9jHGrXpaNWqVXr27JmXXnopw4YNa3TPXnvtlT333DMvvfRSXnzxxaJaqmyNt956q771yrPPPps33ngjhUKhPux9/PHHm+xZa3uOjxgxor6lzLo+85nPpEuXLnn55Zfz8MMPZ+DAgQ2u9+3bN/vuu2+j+971rnclyWb3Ve/fv3/++te/Zu7cufm///u/PPjgg1m0aFFqampy33335b777sudd96Z66+/frPqzpw5M0kyfPjw9V7fb7/90rt37zz66KOpqqrKQQcd1OD65z73ubRp06bRfSNHjsy5556bqqqqPPPMM+nevftmzQsAgO1HqA4AwC6hX79+6devX5KkUCjkj3/8Y773ve/lV7/6Vf7whz/khz/8Yb7+9a8XXW9t3+5/t7YP94aud+jQIS+99NJ6d2s3paqqqnz605/OX//61w2OWbFiRZM9b23o3bNnz/VeLykpSc+ePfPyyy+vNyDf0Pdr7c71Lfl+lZaW5phjjskxxxyT5O1fMtx///257LLLMmvWrFRUVOTjH/94PvvZzxZd86mnnkqSHHnkkZsc+8ILLzQK1Tf0/enQoUP22muvvPjii/nHP/4hVAcAaMaE6gAA7HJKSkpy2GGH5eabb87rr7+eO+64I7/97W83K1Rft+3HllzfXHV1dZs1/oQTTshf//rXfOITn8h///d/5z//8z/TsWPH7L777lm1atV6d5PvSE39/Vqf3XbbLUcccUTuvPPO9OvXL4sWLcpvf/vbzQrV1/4cTjjhhLRr126jY/faa68tmuf62sYAANB8CNUBANilDRkyJHfccUf+9a9/7bA5rG078+qrr673+urVq/Pss88WXe+xxx7Ln/70p+yzzz657bbbGvTvTt7exd7U9ttvvyT/byf3+jz99NMNxu4ou+22Wz784Q9n0aJFm/1zP+CAA1JVVZVvfOMb6du372Y/e+334N+9+uqrefHFF5Mk+++//2bXBQBg+/FBpQAAtFjF7Pj9+9//nmTHBpldu3ZN69at89JLL+X5559vdL2ysjJr1qwput5LL72UJOnevXujQD1JfvnLX27w3rUB/+Y8L0mOPvroJMn06dPX26rltttuy8svv5wOHTrkAx/4wGbV3lxb83Pf1Po/9rGPJUluueWWLZrbr3/969TW1jY6f+ONNyZJ3vnOd+7wXzoAALBxQnUAAFqsn/70pxk5cmTuu+++RtcKhUJuvfXWXHPNNUne/oDNHWX33XfPUUcdlSS56KKLGrR6eeSRR3LOOedsVr2DDjoou+22W/785z/Xf4DoWv/7v/+bq6++eoP3rg2ZN9aLfX0++9nP5sADD8wzzzyT888/v0Eo/fTTT2fMmDFJknPPPXe9H9TZlL75zW/m3HPPzZ/+9KdG19asWZPJkyfnN7/5TZLGP/dNrf/rX/96OnfunO9///u56qqrsmrVqkZjnn766Q3+4uKZZ57JBRdckLfeeqv+3N/+9rdcdtllSZKvfe1rRawQAIAdSfsXAABarNWrV+eGG27IDTfckK5du+b9739/9t5777zyyit59NFHs3Tp0iTJKaeckjPOOGOHznXChAmZN29errvuusydOzfvfe97889//jMPPfRQTjrppMyZMyfV1dVF1dp7771zzjnn5Ic//GEGDx6cI488Mt27d8/jjz+eRYsW5aKLLsqECRPWe+/xxx+f2bNn55RTTsmQIUPSpUuXJG+HyQcffPAGn1lWVpbf/OY3+ehHP5qf/exn+f3vf5/+/fvn1VdfzT333JM333wzQ4cOzfjx4zf/m7OZXn/99VxzzTW55pprst9+++V973tfOnfunBdffDGPPPJIli9fniQZO3Zsjj322Ab3bmr9+++/f26//fYcf/zxueCCC/Ld734373nPe7LvvvumpqYmf/vb37JkyZIcfvjhOeWUUxrN7Ytf/GKmTJmSmTNn5vDDD8/LL7+c2bNnZ9WqVfn0pz+ds88+e5t/fwAA2DpCdQAAWqwzzjgjPXv2zN13352FCxfm0UcfzXPPPZdWrVqle/fuOfHEE3Pqqafmox/96I6eag4//PDMnTs348ePz4IFC7Js2bIcdNBB+eEPf5gvfvGL6dmz52bVu/rqq/Pe9743P/3pT/Pwww9n8eLFOfTQQ/OrX/0qw4cP32CofvbZZ+fVV1/NL3/5y/z+97+vb+VyyimnbDRUT5IPfvCDWbx4ca644orceeedue2221JWVpb3v//9OfXUU/OFL3xhve1omtq3vvWtDBgwIHfffXcefvjh/PGPf8wLL7yQsrKyHHDAARk2bFi+8IUvZMCAAY3uLWb9Rx11VP7617/mmmuuycyZM/Pggw+mtrY2++yzTw488MCccsopOf7449c7t8MPPzyjR4/O+PHjM2vWrLz22mvp3bt3zjjjjJx77rkpKSnZdt8YAACaREnBR8sDAABsU6NGjUpFRUWmTp2aUaNG7ejpAACwFfRUBwAAAACAIgnVAQAAAACgSEJ1AAAAAAAokp7qAAAAAABQJDvVAQAAAACgSEJ1AAAAAAAoklAdAAAAAACKJFQHAAAAAIAiCdUBAAAAAKBIQnUAAAAAACiSUB0AAAAAAIokVAcAAAAAgCIJ1QEAAAAAoEj/P4zITH5ziWucAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.bar(range(world.n_steps), world.stats_df['step_time'])\n",
-    "plt.xlabel('Simulation Step')\n",
-    "plt.ylabel('Time (s)')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "coordinate-progressive",
-   "metadata": {
-    "papermill": {
-     "duration": 0.175412,
-     "end_time": "2022-02-16T09:17:25.557891",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:25.382479",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "There are statistics specific for each agent that all have \"_{agent_name}\". Lets check what is available for the winner agent:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "id": "overall-image",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:25.923392Z",
-     "iopub.status.busy": "2022-02-16T09:17:25.922045Z",
-     "iopub.status.idle": "2022-02-16T09:17:25.925839Z",
-     "shell.execute_reply": "2022-02-16T09:17:25.926637Z"
-    },
-    "papermill": {
-     "duration": 0.179379,
-     "end_time": "2022-02-16T09:17:25.927094",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:25.747715",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['spot_market_quantity_00MAD@0',\n",
-      " 'spot_market_loss_00MAD@0',\n",
-      " 'balance_00MAD@0',\n",
-      " 'inventory_00MAD@0_input',\n",
-      " 'inventory_00MAD@0_output',\n",
-      " 'productivity_00MAD@0',\n",
-      " 'assets_00MAD@0',\n",
-      " 'bankrupt_00MAD@0',\n",
-      " 'score_00MAD@0']\n"
-     ]
-    }
-   ],
-   "source": [
-    "winner = world.winners[0]\n",
-    "pprint(list(_ for _ in world.stats.keys() if winner.name in _ ))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "aggregate-router",
-   "metadata": {
-    "papermill": {
-     "duration": 0.158983,
-     "end_time": "2022-02-16T09:17:26.266865",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:26.107882",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "The convension is that agent names has the form {ind}{Type}{process} where **ind** is a unique index, **Type** is a shortened version of the agent's type name, and **process** is the process the agnet can run. Note that the agent's input product has the same number as its process and its output product has the next number (i.e. an agent that runs process 1, has input product 1 and output product 2).\n",
-    "\n",
-    "We can see that 8 pieces of information are available (for each time-step of the simulation):\n",
-    "\n",
-    "- **bankrupt** If true, the agent is bankrupt.\n",
-    "- **balance** The money the agent has in its wallet (account).\n",
-    "- **inventory (input)** The number of units of the agent's input product available in its inventory (by the end of the simulation step).\n",
-    "- **inventory (output)** The number of units of the agent's output product available in its inventory (by the end of the simulation step).\n",
-    "- **assets** The value of the agent's assets (input and output products in inventory) evaluated at the trading price\n",
-    "- **spot market quantity** The quantity bought by this agent from the spot market (of its output product on this step). This can only happen as a result of a product-breach.\n",
-    "- **spot market loss** The spot market price for the agent. This value will go up the more the agent buys from the spot market and will be used to calculate the price for this agent at future steps. This way agents that depend on the spot market instead of negotiation get punished.\n",
-    "- **productivity** The fraction of the agent's production lines that were active at a given time-step.\n",
-    "- **score** The score of the agent according to the evaluation rule of ANAC SCML 2020\n",
-    "\n",
-    "Let's see how did our agent do"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "english-conspiracy",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:26.583192Z",
-     "iopub.status.busy": "2022-02-16T09:17:26.581889Z",
-     "iopub.status.idle": "2022-02-16T09:17:26.586528Z",
-     "shell.execute_reply": "2022-02-16T09:17:26.587389Z"
-    },
-    "papermill": {
-     "duration": 0.156035,
-     "end_time": "2022-02-16T09:17:26.587664",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:26.431629",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{'assets_00MAD@0': (102.0, 7038.0),\n",
-      " 'balance_00MAD@0': (15066, 10170),\n",
-      " 'bankrupt_00MAD@0': (False, False),\n",
-      " 'inventory_00MAD@0_input': (0, 0),\n",
-      " 'inventory_00MAD@0_output': (6, 414),\n",
-      " 'productivity_00MAD@0': (0.6, 0.0),\n",
-      " 'score_00MAD@0': (0.9978401123075383, 0.8509677492201495),\n",
-      " 'spot_market_loss_00MAD@0': (0.3, 0.3),\n",
-      " 'spot_market_quantity_00MAD@0': (0, 0)}\n"
-     ]
-    }
-   ],
-   "source": [
-    "#show the first and last value of each of the agent statistics\n",
-    "pprint({k:(v[0], v[-1]) for k, v in world.stats.items() if winner.name in k })"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "id": "executive-announcement",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:26.922841Z",
-     "iopub.status.busy": "2022-02-16T09:17:26.907253Z",
-     "iopub.status.idle": "2022-02-16T09:17:27.798891Z",
-     "shell.execute_reply": "2022-02-16T09:17:27.800050Z"
-    },
-    "papermill": {
-     "duration": 1.03416,
-     "end_time": "2022-02-16T09:17:27.800313",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:26.766153",
-     "status": "completed"
-    },
-    "scrolled": true,
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "stats = pd.DataFrame(data=world.stats)\n",
-    "fig, axs = plt.subplots(2, 3)\n",
-    "for ax, key in zip(axs.flatten().tolist(), [\"score\", \"balance\", \"assets\", \"productivity\", \n",
-    "                         \"spot_market_quantity\", \"spot_market_loss\"]):\n",
-    "    ax.plot(stats[f\"{key}_{winner}\"])\n",
-    "    ax.set(ylabel=key)\n",
-    "fig.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "south-fleece",
-   "metadata": {
-    "papermill": {
-     "duration": 0.141012,
-     "end_time": "2022-02-16T09:17:28.071770",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:27.930758",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "We can for example check the activity level of this world (defined as the total amount of money transferred due to trade)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "id": "cooperative-million",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:28.417703Z",
-     "iopub.status.busy": "2022-02-16T09:17:28.416668Z",
-     "iopub.status.idle": "2022-02-16T09:17:28.635497Z",
-     "shell.execute_reply": "2022-02-16T09:17:28.634696Z"
-    },
-    "papermill": {
-     "duration": 0.402552,
-     "end_time": "2022-02-16T09:17:28.635821",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:28.233269",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.plot(world.stats['activity_level'])\n",
-    "plt.xlabel('Simulation Step')\n",
-    "plt.ylabel('Activitiy Level ($)\\nTotal Money Transferred')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "cordless-telling",
-   "metadata": {
-    "papermill": {
-     "duration": 0.191478,
-     "end_time": "2022-02-16T09:17:29.001379",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:28.809901",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "We can see a picture of contracting in this world as follows:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "id": "miniature-anchor",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:29.351624Z",
-     "iopub.status.busy": "2022-02-16T09:17:29.291637Z",
-     "iopub.status.idle": "2022-02-16T09:17:29.640303Z",
-     "shell.execute_reply": "2022-02-16T09:17:29.641812Z"
-    },
-    "papermill": {
-     "duration": 0.497909,
-     "end_time": "2022-02-16T09:17:29.642155",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:29.144246",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.plot(world.stats['n_contracts_concluded'], label='Concluded Contracts')\n",
-    "plt.plot(world.stats['n_contracts_cancelled'], label='Cancelled Contracts') \n",
-    "plt.plot(world.stats['n_contracts_signed'], label='Signed Contracts') \n",
-    "plt.plot(world.stats['n_contracts_executed'], label='Executed Contracts')\n",
-    "plt.legend()\n",
-    "plt.xlabel('Simulation Step')\n",
-    "plt.ylabel('N. Contracts')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "hazardous-optimization",
-   "metadata": {
-    "papermill": {
-     "duration": 0.157174,
-     "end_time": "2022-02-16T09:17:29.963399",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:29.806225",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "We can also check the breaches that happened"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "id": "twelve-toyota",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:30.464340Z",
-     "iopub.status.busy": "2022-02-16T09:17:30.462803Z",
-     "iopub.status.idle": "2022-02-16T09:17:30.631135Z",
-     "shell.execute_reply": "2022-02-16T09:17:30.632416Z"
-    },
-    "papermill": {
-     "duration": 0.506566,
-     "end_time": "2022-02-16T09:17:30.634177",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:30.127611",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.plot(world.stats['breach_level'])\n",
-    "plt.xlabel('Simulation Step')\n",
-    "plt.ylabel('Total Breach Level')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "regulated-inflation",
-   "metadata": {
-    "papermill": {
-     "duration": 0.131098,
-     "end_time": "2022-02-16T09:17:30.938955",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:30.807857",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "Notice that there can be multiple winners"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "id": "apart-wayne",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:31.244344Z",
-     "iopub.status.busy": "2022-02-16T09:17:31.243199Z",
-     "iopub.status.idle": "2022-02-16T09:17:31.247428Z",
-     "shell.execute_reply": "2022-02-16T09:17:31.248192Z"
-    },
-    "papermill": {
-     "duration": 0.167989,
-     "end_time": "2022-02-16T09:17:31.248513",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:31.080524",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[00MAD@0] of type ['marketawaredecentralizing'] won at [85.09677492201494]%\n"
-     ]
-    }
-   ],
-   "source": [
-    "winner_profits = [100 * world.scores()[_.id] for _ in world.winners]\n",
-    "winner_types = [_.short_type_name for _ in world.winners]\n",
-    "print(f\"{world.winners} of type {winner_types} won at {winner_profits}%\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "significant-circle",
-   "metadata": {
-    "papermill": {
-     "duration": 0.139271,
-     "end_time": "2022-02-16T09:17:31.554280",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:31.415009",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "Let's check how did the first winner's inventory changes over time:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "id": "encouraging-spyware",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:31.981374Z",
-     "iopub.status.busy": "2022-02-16T09:17:31.939931Z",
-     "iopub.status.idle": "2022-02-16T09:17:32.381040Z",
-     "shell.execute_reply": "2022-02-16T09:17:32.381813Z"
-    },
-    "papermill": {
-     "duration": 0.647991,
-     "end_time": "2022-02-16T09:17:32.382092",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:31.734101",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# find the keys in stats for the input and output inventory\n",
-    "in_key = [_ for _ in world.stats.keys() if _.startswith(f'inventory_{winner}_input')][0]\n",
-    "out_key = [_ for _ in world.stats.keys() if _.startswith(f'inventory_{winner}_output')][0]\n",
-    "\n",
-    "# find input and output product indices\n",
-    "input_product, output_product = winner.awi.my_input_product, winner.awi.my_output_product\n",
-    "# draw\n",
-    "fig, (quantity, value) = plt.subplots(1, 2)\n",
-    "quantity.plot(world.stats[in_key], label=f\"Input Product\")\n",
-    "quantity.plot(world.stats[out_key], label=f\"Output Product\")\n",
-    "quantity.set(xlabel='Simulation Step', ylabel='Winner\\'s Total Storage (item)')\n",
-    "quantity.legend()\n",
-    "value.plot(np.array(world.stats[in_key]) * np.array(world.stats[f\"trading_price_{input_product}\"])\n",
-    "              , label=f\"Input Product\")\n",
-    "value.plot(np.array(world.stats[out_key]) * np.array(world.stats[f\"trading_price_{output_product}\"])\n",
-    "              , label=f\"Output Product\")\n",
-    "value.set(xlabel='Simulation Step', ylabel='Winner\\'s Inventory Value ($)')\n",
-    "value.legend()\n",
-    "fig.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "beginning-doctor",
-   "metadata": {
-    "papermill": {
-     "duration": 0.179399,
-     "end_time": "2022-02-16T09:17:32.707522",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:32.528123",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "We can actually check what happens to ALL competitors:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "id": "opponent-negotiation",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:33.145292Z",
-     "iopub.status.busy": "2022-02-16T09:17:33.144341Z",
-     "iopub.status.idle": "2022-02-16T09:17:33.488576Z",
-     "shell.execute_reply": "2022-02-16T09:17:33.489325Z"
-    },
-    "papermill": {
-     "duration": 0.600038,
-     "end_time": "2022-02-16T09:17:33.489621",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:32.889583",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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CZWND/hnTcWjQ4Llj4nXxfHHkCw4/PIwKFSOrjKRbqW5mvR8hhBBCiKxAiumZLKsk2//rZnA0vZafoWDMOZZZ/oANyRiKN0fTcSVoUr6i5V+64GBCZ88hautWUBSwsCDPRx/hOvATtHn+/7HTm+E3WXZ1GXv892BUjACUcy1H7zK9qe9TH7VK9sIVQgghRPaQVfM8kbEyZd6NRlCMoNG+8NHxO2F8te0q98PiAKhXwo1vWpbB28U2xcMbYmN5NGw4cX/9BSoVHqNH49L9+WK53qhn6umpbLi1AYA2xdrw5btfYqO1edmQQgghhBDZkhTTM1lW/pIVHJVIn5VnyBN8jKUW07FS6Qj0akK+3mvQWqRuhfq/Em/dImT6DFMiDqjt7XH7dAh5unRBpdE8O+5BzANWXlvJtjvbSDKYVrQXcipEr9K9+KDwB1ikoaAvhBBCCPE2ZeU8T2ScTJn3E/Pg2jZo8zO4FH7h40SdgQWH7rLg0F2SDUasLdQMqFuEj6r44OmUslaOil5P8NffELlxIwB5unfDY9So53J4RVFYeW0lM8/NREGhqHNRfqjzA0XzFDXLbQohhBBCZDYppmeyrP4lS2cwsuncQ07vXc/3uqlYqgz8qa1L0ofzaFa2AGp12tqvxB0/zpMfppN04wYANu+8g9e3k7Eq/HzyH5YQxi83fmH9zfXE6GIAcLd1p3up7rQr3g47C7v03aAQQgghRAbJ6nmeyBhvfd6T42BWeYgLBUt7aPo9VOgCL2nlcjc0lq+2XuHkPdMGpWoV1C7mRrtKBWhUygNrC80L5/yXoiiEL11KyPQZANi/9x75f5iG2vb5Ve6ngk7x5V9fEpYQhrXGmlHvjqJtsbbSulEIIYQQ2Z4U0zNZdvmSlagzcGTHCupfHokFBn7V12Gl2wg+f9+PesXd0pQYK0YjkRs3EvLDdIxxcagsLXEdMpi8vXqh0j7/iGpsciy//v0rq6+vJjQhFABHS0c6lexEZ7/OuFi7mOU+hRBCCCHMJbvkecK8MmXeIwNh6wAI+Gf/Ib8P4cPZYPtijqwoCr9deszak4Gc9g9/9r6DtZYPy+ejXaUCvOPt/Nr8Pnr3bh6P+hIlORnrMmXwXjAfrZvbc8c8TXjKV0e/4thjU0zvF3yfCdUnYG9pb4YbFkIIIYTIHFJMz2TZ7UtWwsXNWG3rhxoDv+gbMEbfh3cL5mXk+yWoUjBtBW3d48cEjZ9A3NGjAFiXLo3Xd99hXaL4C8cmG5LZcXcHK66twD/a33S8xprWxVrTo3QP8tvnT/O9CSGEEEKYU3bL84R5ZNq8Gw1wfDYc+BaMOrD3hFbzoeh7rzzFPyyOLecfsvn8Ix5FJjx7v7CbHe0qFaDNOwVe2QYm/vwFHg4ciCEyEot8+fD+eSFWxYo9H5JiZOW1lcw+Pxu9oqeAfQGm151OadfS5rlnIYQQQoi3TIrpmSxbfsm6/CvK1v6oFCOrjU0Yl9wdUFGvhBsjGpegTH6nVA+pKApR27bzZMoUjNHRYGGB68cf49q/HyrLF/uzG4wGDjw4wNIrS7n29BoAGpWGpoWa0qtML4rnebEQL4QQQgjxNmXLPE+kW6bP++OLsKUfhP1tel31E2g4ASxevRGo0ahw8t5TNp17yK6rQSTqjICpDUytf9rANH5JG5jkgAAe9P+Y5IAA1A4OFJg9C7vq1V8Y/1LoJb44/AWP4x6jVWsZVnEY3Up1k7YvQgghhMh2pJieyTI92U6ri7/AtoGAwlHXjvR43BKDKeemzTv5mdCiNE42qd8kVBcSQvCkr4ndvx8Aq+LF8fruO2zKvHz1iqIonAo+xbIryzgRdOLZ+3UK1KFPmT5U9KiY6hiEEEIIIcwh2+Z5Il2yxLwnx8Of4+HMYtNrNz9ouxg8y77x1JhEHbuvBLPp/ENO3///NjBuDlZ8UrcInav6PFdU10dE8HDwEBLOnQOtFq+vv8a5TesXxo1KimLi8YnsC9wHQN0Cdfmm5jfksc6TzpsVQgghhHh7MrSYHhkZyZ49e9i/fz/nz5/nyZMnREREkCdPHjw8PKhUqRINGjSgSZMmODs7p+c+sq0skWyn1bmVsONTACIrDmZCXFt+uxyEokA+J2umdyhPjSKuqR5WURRidu8m+JvJGCIiQKMhb+/euA4ehNrK6pXnXXt6jeVXl7PXfy8Kpr+u77i/w5B3hlDFs0ra7lEIIYQQIo2ydZ4n0ixLzfvfe2H7IIgLAY0lNBgH1QeDWp2i0wOexrH5/CN+PfuAoKhE4OVFdWNSEkGjxxC9axcArgM/wXXIkBdWniuKwsZbG5l2ZhrJxmTcbd35vvb3VPasbMabFkIIIYTIOBlSTL9y5QqzZs1i3bp1JCYm8rpTVSoV1tbWdO7cmSFDhlCuXLnU3UE2l6WS7bQ4vRh2jTD9XPdLzhcZwLANFwl4Go9KBX1rFWJEkxJYaTWvH+cl9OHhPJk8mehduwGwLFQIr2+/xbbiO689LyA6gBXXVrD9znZ0Rh0AtfLX4rOKn1HCpUSq4xBCCCGESItsn+eJNMly8x4XBr8NgVumQjcFa0PrheBUIMVDJOuNbD7/kLkH7jzrrf6/RXXFaCR01mye/vwzAM4fdcRzwoSXtnK5FX6LEYdH4B/tj1qlZkD5AfQv2x+NOvXfGYQQQggh3iazFtNDQkIYPXo0K1euxGg04urqSr169ahRowalS5cmb968ODo6EhUVxdOnT7l69SrHjx/nyJEjhIWFoVar6dmzJ9999x3u7u5mvdGsKssl22lxYj7sGW36ucFY4qoOY/Lv11l3+gEAJT0d+OmjCpT0TNv9Rf/5J8Fff40hNAxUKly6d8Pts89Q27y67yNASHwIiy4vYtPfmzAoBlSoaFa4GYMrDKaAQ8q/PAghhBBCpEWOyPNEqmXJeVcUOL8S/hgNuniwdoIPZ0HpF9uxvM6riuoD6hahyz9F9YhffyV4/ARQFPJ074bH6NEvLajH6+L59tS3/Hb3NwDe9XyXKbWn4G6bO74HCiGEECJ7Mmsx3cnJiZiYGD744AP69OlD8+bN0Wq1bwxCr9ezY8cOli1bxu+//46TkxMRERGpu5NsKksm22lx9CfYN8H0c8OJUGsYf15/wpebL/M0LhlLjZov3i9B75qFUKtTv9GQISqKJ1OmErVtGwAWvj7kmzwZ2ypvbt8SEB3A3Atz+cP/DwC0ai0dinegf7n+5LXJm+pYhBBCCCFSIsfkeSJVsvS8P70Lm/vC4/Om181nQJW+qR7mTUX1xB2/ETRmDAB5+/XDbfiwV242uuPuDr45+Q0J+gRcrF34tta31MpfK233J4QQQgiRwcxaTG/UqBFTp06lUqVKaQ7ozJkzjBkzhj///DPNY2QnWTrZTq3DP8DByaafqw2Ext8SGqfjy82X2X8zBIAaRfIyvX158jm/flX5q8QeOULQ+Anog4MByNOlC+7Dh6G2s3vjudeeXmPWuVnPNiq11drSo3QPepTugZ3Fm88XQgghhEiNHJXniRTL8vNu0MHesXBqoel102lQ9eM0DZWsN7Ll/EPmvKSo/qH/cZ5ONn03cB0yGLdBg145zv2o+4w8PJJbEbcA6FW6F0MqDsFCbZGmuIQQQgghMkqGbkAq3izLJ9up9d8V6n4toM0iFK01v5wOZPLOGyToDDhaa5ncuiwtyudL0yUMMTGETJtG5K+bALAoUACvyd9gV61ais4/GXSSn879xLWn1wBwsXahf7n+tC/eHkuNZZpiEkIIIYT4XzkuzxMpki3mXVFMOfuxWabXTaZA9YFpHu5VRfVJSZcptHExAO4jR5C3T59XjpFkSGLG2Rmsu7kOgHKu5fi+zvfSnlEIIYQQWYoU0zNZtki2U+vKJtj2CRiSwbsqfLQO7PJyLzSWYRsvcelBJAAtK+Tj65ZlcLJJ24qT2GPHCBo3Dv3jIMC0yZH7iJFo7N+8ylxRFPYG7GXOhTkERAcAkN8+P5+U/4RmhZvJKhghhBBCpFuOzPPEG2WbeVcUOPAN/DXD9LrxZKgxJF1D/ltUn3vwDg8jTEX1Xv6H6HBxJwAeX32FS7eurx1jf8B+xh0fR0xyDA4WDkysMZHGBRunKy4hhBBCCHORYnomyzbJdmr5H4X1nSExClyKQNfN4FIIncHI3AN3mHvwDgajQj4na6Z3KE+NIq5puowhNo6QGdOJXLceAG0+L7y+/gb7WjVTdL7OqGPr7a0svLSQ0IRQALzsvOhRugeti7bG1sI2TXEJIYQQQuTYPE+8Vraad0WBg9/BkWmm1//sfZRe/1tU73bjDzrf2gdA3vETce/c8bXnP459zBdHvuBS6CUAOhTvwMgqI7HWWqc7NiGEEEKI9HjrxfTff/+dKVOmcPHiRVQqFZUqVWLs2LE0bNjQHMNnO9kq2U6tkBuwtj1EPQA7N+i8AfKb+ulfCIxg2IaL+D+NR6WCfrUL83nj4lhpNWm6VNzJUwSNHYvu4UMAnNq1xWPUKDQODik6P0GfwLqb61h1bRVPE58C4GzlTOeSnelUshPO1s5piksIIYQQuVeOzvPEK2XLeT/0PRz6zvRzg7FQZ6RZhtUZ/mn/sv82TY7+Srs7hzGi4k6f4TQe2gsby1fn/jqjjnkX5rH06lIAiucpzg91f6CwU2GzxCaEEEIIkRZvtZi+ceNGPvroI2xtbfHz8yMuLo6bN2+iVqvZuXMn77//fnovke1ky2Q7NaKD4Jf2EHwFLGyh3TIo0RSAuCQ9k3+/zrrTDwAo6enATx9VoKRn2v4cjPHxhPz4ExGrVwOg9fDAc9JEHOrVS/EYSYYktt/ZzoprK3gQY4rLRmtD22Jt6V6qO172XmmKTQghhBC5T47P88RLZdt5P/IDHDBtGEq90VDvS7MNrTMY2XLuAWFTptDgxmEMqJhfuxcVu7elS1Xf1xbVjz86zuijowlPDMdGa8OYqmNoWaQlKpXKbPEJIYQQQqTUWy2mlyhRAg8PD7Zt24aLiwsAR44coWnTppQtW5aTJ0+m9xLZTrZNtlMjKQY29oC7+0GlhmY/QJW+zz7+8/oTvtx8madxyVhq1Hzxfgl61yyEWp22BDn+7Fkef/UVuoBAAOzq1MZ9xAisixdP8RgGo4E/A/9k2ZVl3Ai/AYBWpaVZ4Wb0Kt2LonmKpik2IYQQQuQeuSLPEy/I1vN+9EfYN9H0c50voP4YMGPROlmn5/SQkeQ99Ad6lZrJ7/bgbrF3+LhOETpV9cHeSvvS80LjQxl9dDSngk4B8GHhDxlffby0fRFCCCHEW2fWYvrx48epUaPGSz9LSkrCxsaGrVu30rJly+c+a926NX/88QcJCQmpDD/7y9bJdmoYdLDzM7iwxvS61jBoMB7UagBCY5L4cvNl9t8MAaBGkbxMb1+efM42abqcMSGB0DlzCV+1CvR6UKtxbtsG1yFDsHB3T/E4iqJw4vEJll1dxqngU8/er1egHn3K9qGCe4U0xSeEEEKInC/X5HniOdl+3o/Pgb1jTT/X/hwajDNrQV0xGHg46ktid+5Ep9YysWovznuUwMFKS/vK3vSsURCfvC/uW2QwGlh6dSnzLs7DqBgp61qW2Q1m42qTtr2XhBBCCCHSwqzFdI1Gw4ABA5g6dSoO/9Or2mg0YmNjw08//cQnn3zy3GdVq1bl7t27hIWFpfE2sq9sn2ynhqLA4Wn/34+xbHtoOQ+0Vv98rLDu9AO+2XmdBJ0BR2stk1uXpUX5fGm+ZHJAACEzfyRmzx4AVDY25O3dm7y9e6G2s0vVWFdCr7Ds6jL2B+5HwfTPoVieYjTyaURD34YUdS4qj5sKIYQQ4plcleeJZ3LEvJ+YD3tGm36uORQaTjJvQV2v59HnI4jZswejhSVzGg/kD4sCgOkyjfw86F2rEFULubyQX58JPsOwQ8OISorC086TuQ3mUsKlhNliE0IIIYR4HbMW0z///HNmz56Nh4cHc+fOpVWrVs99/sEHH3DixAl++OEHqlevTlxcHEuWLGHx4sV06tSJNWvWpPuGspsckWyn1oW1sONTMOqhYG3ouAZsnJ99fC80lmEbL3HpQSQALSvk4+uWZXCysUjzJePPXyDk++9JuHQJAI2bK25DhuDcpg0q7csfJ32V+1H3WXFtBb/d/Q29Uf/s/YKOBXnP5z0a+TaiVN5SUlgXQgghcrlcmeeJnDPvpxbB7n82Iq0+GBpPNm9BXafj4adDiT14EJWNDU8nTGdRuD2H/w59dkwpL0d61yrEh+W9sNL+f1/1gOgABu8fjH+0P7ZaW36o+wN1CtQxW2xCCCGEEK9i9p7p58+fp1+/fly8eJFWrVoxZ84c8uUzrSz29/enXr16PHjw4NnxiqJQtGhRDh8+jJdX7tvcMcck26l1Z7+pj3pyDLiVhC6bwNn72cc6g5G5B+4w9+AdDEaFfE7WTO9QnhpF0v4Yp6IoxOzZS8iMGej++TtoVawo7iNGYFenTqqL31FJURx8cJB9Afs4/vg4OqPu2Wf57PLxnq+psF7erTxqlTrNcQshhBAie8q1eV4ul6Pm/cwS+P1z08+V+0DTaaBJ3UKU1zEmJfFw4CDijh1DbW+Pz4oVPHL3Yfkxfzaff0iizgiAq70lXav50qWqL24Opqdao5KiGH5oOKeDT6NWqRlReQRd/brKghYhhBBCZKgM2YDUaDTy008/MWHCBDQaDVOnTmXAgAEAxMbGsnbtWi5duoRKpaJixYp06tQJW9sX++LlBjkq2U6toMvwSweICQJ7T+jyK3iVe+6QC4ERDNtwEf+n8ahU0K92YYY3Ko61heYVg76ZkpxMxPr1hM2bjyEqCgDbatXw+GIk1qVKpWnM2ORY/nr0F38G/MnRR0dJ0P9//383Gzca+DSgkW8j3vV8VxJ8IYQQIpfI1XleLpbj5v3cCtgx1PRz0UbQbhlYm+++jAkJPOjXn/izZ9E4OeGzahXWJYoTGZ/M+jMPWHncn6CoRAAsNWo+LJ+P3rUKUjqfEzqjjm9Pfsvm25sBaF+8PaOrjsZCnfYnWoUQQgghXidDiun/CggIYODAgezevZsaNWqwePFi/Pz80hVwTpPjku3UinwAa9tD6A2wtIcOq6Doe88dEpekZ/Lv11l32rSa3DevLV+3LEPd4m7purQhKoqwnxcRsXo1ik4HKhVOrVvjPnIE2jx50jxugj6B44+O82fgnxx+cJhYXeyzz2rmr8nkmpNloyQhhBAiF8j1eV4ulSPn/fp22PIx6BPAvRR0Wg95fM02vCE2jsA+vUm8dBmNqyu+q1ZhVbgQYHpidc+1YJYdvc/5wMhn51Qt5ELvWoV4r6Q7a2+uZsbZGSgoVPWqyoy6M3CycjJbfEIIIYQQ/8rQYvq/1q9fz7Bhw4iIiGDUqFF89dVXWFpapnW4HCVHJtuplRAJG7qC/1+g1sKHs+GdLi8ctu/6E77adoUn0UkANC/rxbgPSuHpZJ2uyyc/fETojz8S/fvvAGjy5sVz3FgcmjRJ9yryZEMyp4JOsS9wH7/f+50kQxIu1i58XeNr6nrXTdfYQgghhMjaJM/LnXLsvD86D+s6QWww2LnBR7+A97tmG94QFUVAz14k3biB1sMD37VrsCxQ4LljLj6IZNnR++y6EoTeaPp66u1iQ4/qBcmX7x4TT44hQZ9AQceCzHtvHj6OPmaLTwghhBAC3lIxHSAqKooRI0awbNkySpQowc8//0zt2rXTM2SOkGOT7dTSJ8H2wXBlo+l1vdFQd9QLmxzFJun58c+/WXHcH4NRwc5Sw/DGJehR3RetJn19yeMvXCBo3DiS79wFwP699/AcPx4LD/d0jfuvOxF3GPXXKP6O+BuAjiU68nnlz7HR2phlfCGEEEJkLZLn5U45et6jHsG6jhB8BTRW0Go+lG1ntuH14eEEdO9O8p27WBQogO+a1Vh4er5wXHBUIqtP+rP2VCCR8aZ9i+wsNTSqYOSSbgZhiSE4WTnxU72fqOxZ2WzxCSGEEEKYvZgeHR3NkiVLOH78OLGxseTPn5+WLVvSokULAI4cOcLHH3/M33//Td++fZk2bRpOTrn3EbwcnWynltEIB76BozNNryt0hQ9/As2LPQ+vP45m7LYrzx719PNyZHKrMlTyTXt7FgBjcjJPF/5M2KJFoNejdnDA/YuROLdrZ5Ze58mGZGadn8Wq66sAKORUiO9rf49fXml/JIQQQuQ0kuflTjl+3pNiYUs/uLXL9PoVi2DSShcSQkC3bugCArEsWBDfNavRur68RWJCsoFtFx+x7Oh9boeYWiuqtdG4F1tHHPfRqrVMqD6BVkVbmSU2IYQQQgizFtP9/f2pV68eDx484L+Hq1QqOnXqxJo1awBITk7mu+++Y+rUqbi4uDB79mzatTPfiobsJMcn22lxZinsGgGKEYq8Bx1WgpXDC4cZjQobzz5g6h83n61I6fSuN6PeL4mzbfraCCXeukXQ2HEkXrkCmDYo9fp6EpY+5nlU9Pjj44w9OpbQhFC0ai1D3xlK99LdUavSt7peCCGEEFmH5Hm5U66Yd6MB9k2E47NNr8u0g5bzwCJ97Rf/pXv8GP+uXdE/DsKqeHF8Vq547Z5GiqJw9E4Yy4/5c+BmCKiSsc73KxaOply+q193hlf+TDYmFUIIIUS6mbWY3qZNG7Zt28bYsWMZMGAAefPm5fr16wwfPpwjR46wefNmWrVq9ez4mzdv0r9/f44dO0bz5s357bffzHJT2UmuSLbT4tYfsKkX6OLBsyx0/hUcvV566NPYJKbuvsmv5x4C4GJnyZdNS9KuYgHU6rSvkFEMBsJXrSZ01iyUxERU1ta4ffopLj26o9Jo0jzuvyISI5h4fCIHHhwAoKpnVb6t9S0edh7pHlsIIYQQmU/yvNwpV837+VWwcxgY9VCgiqmPur15WiQmBwQQ0LUb+tBQrEuXxmfFcjQOLy6w+V93Q2NZedyfX88GYnDeg5WrKdf2sirJz+/PpJCzt1niE0IIIUTuZNZiupOTE1WqVGHfvn3Pvf/gwQN8fX0ZMmQIs2bNeuG8RYsW8eWXXxIeHp6GW8jeclWynVqPzsEvHSEuFJy8ocuv4P7qdihn/MMZu/Uqt57EAFClYB6+aVWGkp7p+3NNDgwkaNx44k+dAsC6bFm8Jk/GukTxdI0LplU0m29vZtqZaSToE3C0dGRijYk08m2U7rGFEEIIkbkkz8udct283z8CG7pBYiQ4+UDnDeBRyixDJ925Q0C37hgiIrB55x18lixGbWeXonOj4nVsOBvI4nPbSXBah0qTCEYbPvAayoT3PsLaIv2LY4QQQgiR+6Q010tR7wlFUV7aV/rf915Vj+/fvz83b95MySVEbpK/EvT5E/IWhagHsLQJ3P/rlYdXKejCzk9rMaZZSWwtNZzxj6D57KN8t+sGcUn6NIdh6eODz4rleE3+BrWDA4lXrnC/bVtCZ8/BmJyc5nHB9G+jXfF2bPxgI6XyliI6OZrhh4Yz/th44nXx6RpbCCGEEEKIDFeoDvTdDy5FICoQljaGv/eaZWirokXxWbYUtaMjCRcu8GDQYIyJiSk618nWgv51inBsyGcMKj4PTbIvqBPY+WQq1RYN5ucjt0jUGcwSpxBCCCHE/0pRMb1evXocOHCAyZMnExwcTHJyMpcuXaJHjx6oVCrq1av3ynPd3c3zOKDIYVwKmQrq3lUhKQrWtIFr2155uIVGTf86Rdg3vC5NSntgMCosOnKPRjMP88fV4Ff+QudNVCoVzu3aUXjnTuwbvgd6PWHz5xPQuQu6J0/SeHP/r6BTQdY0XUPfsn1RoWLrna2029GOs8Fn0z22EEIIIYQQGcq1KPTdBwVrQ3IMrOsIJxdCGnPv/7L288Nn8SLUtrbEnzzJw6FDUVKxoMVSq+aTWu9yrMdmqrm0BcBgf5RZN4ZQc+YGlh69L0V1IYQQQphditq83L17l/r16/Pw4cPnVqgrisJHH33EL7/8kqFBZke57jHQtNIlwJb+cOM3UKmh5Xyo0OmNpx24+YTx26/xMCIBgAYl3ZnUojTeLrZpDkVRFGL27CV44kQMkZFo3dwoMHcONuXLp3nM/zoTfIYxR8cQHBcMQIfiHRhWaRj2lvZmGV8IIYQQb4fkeblTrp53fTL8PgwurDG9rtIX3v8eNNp0Dx1/5gyB/fqjJCbi0Kgh+WbMQG1pmepxDgYcYdRfo0kwRKMYLUkMbkkeYw0G1C1Cl6o+0v5FCCGEEK9l1p7pAImJifz888+cO3eOp0+fUrBgQVq2bEnjxo3NFnROkquT7dQyGmDHp/+fnDefYUrQ3yAh2cC8g3f4+chddAYFK62aIQ2K0q9OYay0aU+Wkx884OHAQSTdvo3K0hKvyd/g1KJFmsf7r+jkaGaencnm25sB8LD1YHz18dQpUMcs4wshhBAi40melzvl+nlXFDg+G/6cAChQpAG0Ww42zukeOvboMR5+8gmKTodtlSoUmDsHjZNTqscJiQ9h1JEvOfvkDAC6yIokBrfE1c6RAXUL07WarxTVhRBCCPFSZi+mi9TJ9cl2ahmNsGc0nFpoet3oa6g5NEWn3gmJZdy2q5y49xSAwm52TG5ZhhpFXdMcjiE2jsdffEHsgQMAuPTpjfvw4ag05km+TwedZuKJiTyIeQBAs0LNGPXuKFysXcwyvhBCCCEyjuR5uZPM+z9u7IQt/UAXD64lTBuTuhRK97Cxx47x6NOhGOPisCxSBO+ff8ayQP5Uj2MwGlh8ZTELLi3AqBhR692JCfwIY1I+fFxsmdyqDHWKu6U7XiGEEELkLFJMz2SSbKeBosCBb+CvGabXdUdBvdHwks1vXzxVYfvFx0z+/QZhsUkAtKqQjzHN/XB3sE5bOEYjobNm8/TnnwGwr1uXfDOmo7E3T1uWBH0C8y/OZ9X1VRgVI3ms8jDq3VE0K9TspRv+CiGEECJrkDwvd5J5/4+gS/DLRxDzGGzzQse14Fs93cMm3rrFg/4fo3/yBI2rK94LF2JTpnSaxjobfJZRf40iJD4EjcoCdUQLwoMqAypaVsjH2OalcHOwSnfMQgghhMgZzFpMT0hIwMbGJt1BmWuc7ECS7XT4awbs/9r0c/XB0HhyigrqAFEJOmbsvcXqkwEoCjhYaxnZpARdqvqiUaetQB2183eCvvoKJSnJtEpm/jwsfX3TNNbLXA27yvjj47kdcRuAOgXqMK7aODztPM12DSGEEEKYj+R5uZPM+/+IDoJ1H0HQRdBYQos5UP6jdA+rCw7mwccDSLp1C5WNDflnzsChfv00jRWRGMG4Y+M4/PAwAK7akjy4Wwd9fGEcrbV82dSPj6p4o07j9wQhhBBC5BwpzfXUKRmsSJEiLFy4EIMhbbuh6/V65s2bR5EiRdJ0vshlan9u2tAI4MRc2DnM1AYmBZxsLPi6ZRm2DaxJ2fxOxCTqGb/9Gm0WHOdeaGyawnH6oDm+a9ag9fAg+e5d7nfoSNyJE2ka62XKuJZhQ/MNDK4wGAu1BUceHqHV9lZsuLkBo5Ky+xZCCCGEEOKtcvSCXrvB70MwJMPWj2H/NynO21/FwtMT37VrsKtZEyUhgYeDBhOxbl2axspjnYc5DeYwsvJILNWWhOlvYuO7CLdiy4lV3WXM1iu0//kEt4Jj0hWzEEIIIXKPFK1Mr1y5MufPnyd//vz06NGDHj16UKxYsTcOfuvWLVasWMHq1at5/PgxlSpV4syZM2YJPKuTlStmcH41/DYEUKBcR2g5HzTaFJ9uMCqsPRXAD3/cIiZJj42Fhq+a+9Glqk+a2qjoQkJ4OGQIiZcug0aDx5dfkqdrF7O2ZLkbeZcJxydwKfQSABXdKzKpxiQKOhU02zWEEEIIkT6S5+VOMu+vYDSaWjUenWl6XaoVtFoAlrbpGlbR6QiaOJGozVsAyNu3D27Dh6NSp2g92AuC44JZfHkxW+5sQW/Um64RV5L4kIaok73pX6cwQxoUw8ZSNigVQgghciOztnlRFIUlS5YwduxYQkNDUalUFChQgOrVq+Pn50fevHlxdHQkOjqap0+fcv36dU6cOMGjR49QFAU3Nze+/fZb+vTpk2t6QUuybSZXNplWuRj1UPIDaLcMtKnrbfg4MoERv17i+F3TBqUNSrrzfdtyaeqRaExKInj8eKK2/waAc/v2eI4bi8rSMtVjvYrBaGD9rfXMOj+LBH0CNlobvqr6FS2LtjTbNYQQQgiRdpLn5U4y729w8Rf47VMw6iBfRei0DhzS17ZQURTCFiwgbPYcABybNcVryhTUVmnvdf4o9hGLLi9i+53tGBTTk9e6GD+SQxtRwK4o37QqQ13ZoFQIIYTIdTJkA9LExERWr17N3LlzuXLlimmAlxTH/x2yXLlyDB48mC5duuSaXun/kmTbjG7ugl97mB4fLfIedFyT6pUuRqPCsmP3mbbnFsl6I3ntLJnathyNSnmkOhxFUQhftoyQ6TNAUbCpXAmviROxKlo01WO9zqPYR0w4PoFTQacAaF20NaOrjsZGm7v+LQkhhBBZjeR5uZPMewr4H4MNXSAhAhwLQOf14Fk23cNGbd/O47HjQKfDplIlvOfNRePsnK4xA6MDWXhpIb/f//1Za0VddFmSQxvygd87jP3AD3cH63THLoQQQojsIUOK6f/l7+/PgQMHuHDhAk+ePCEqKgpnZ2fc3d2pWLEi9evXp2DBgmmNP9uTZNvM7h6E9Z1BFw++NaHzBrBySPUwN4Oj+Wz9RW7+0xex07vejG1eCjurlLeP+Vfs4cM8+nwExlhTL3abypXI07EjDo0bp2u1zH8ZjAYWX1nM/IvzUVAo6lyUmfVmUsipkFnGF0IIIUTqSZ6XO8m8p9DTu/BLR3h6GyzsoOMqKNow3cPGnTzJwyGfYoyJwbJQIbwX/Yylt3e6x70XdY8FFxewx38PCgqKokIfXQ6LmCZMalqf1u/kzzVPVwshhBC5WYYX08XrSbKdAQJPwtr2kBQN+StBl01g65LqYZL0Bmbs/ZvFf91DUaBgXltmdqxARZ88qR/r3j1Cf/yRmAMH4Z8NejXOzji1bk2ejh2wNNMvlE4FnWLUkVE8TXyKjdaGCdUn0Lxwc7OMLYQQQojUkTwvd5J5T4WECNjYA+4fBrUFtF4IZdule9ik27cJ7P8x+qAgNC4ueC9cgE25cmYIGP6O+JsFFxewL3AfAIqiJvFxBxr7vs+3rcqSx858bR2FEEIIkfVIMT2TSbKdQR5fgNWtTQm6RxnothXs3dM01PG7YYzYeInHUYlo1CoG1S/KkAZFsdCkflMj3ZMQIjdvIvLXTeiDgp69b1u9mmm1eoMG6e6rHpYQxhdHvuBMsGkT3/bF2zPq3VFYacyzCl4IIYQQKSN5Xu4k855K+mTY9glc3QSooOn3UPXjdA+rexLCg08GkHT9Bmo7O3yWLsGmQoV0j/uvG09v8NP5WRx/fAxF0ZAQ2JO8mjJMa1eOeiXS9r1DCCGEEFmfFNMzmSTbGejJdVjdCmKfQN6i0P03cMqfpqGiEnSM336V7RcfA1C+gBM/dqxAYTf7NI2nGAzEHjlC5PoNxB45Av/889K4uuLcpg3OHdpjWaBAmsYGU9uXBZcWsOjyIhQUSrqUZEbdGfg4+qR5TCGEEEKkjuR5uZPMexoYjfDHl3D6Z9PrOl9A/TGQzrYpxrg4HgwcRPypU6jt7fFZvhybsmXMEPA/4ytGRh0ZxR/+f6AyWhPr3x9jUj66VvNhTDM/bC1T3yJSCCGEEFmbFNMzmSTbGezpXVjZAqIfgrMPdN8OLoXTPNz2i48Yu+0qMYl6bCw0TG5VhraV0l70BtA9ekTEpk1EbtqEITTM9KZKhV2d2rj264dt5cppHvv4o+N8+deXRCRFYGdhx6Qak2hSsEm64hVCCCFEykielzvJvKeRosCR6XBwsul1pV7QfAaoNeka1hgfz4P+HxN/9ixqR0d8VyzHulQpMwRskmxIZsC+AZwJPoO1ypmw2/1RdC4UcrVjZofyvJOGFpFCCCGEyLqkmJ7JJNl+CyIfwKoWEH4PHLxMBXW3Emke7nFkAp9vvMSJe08BGPpeMT5rWCzdGw4pOh0xBw8SuX4DccePP3vftnJlXAd+gm316mm6xpO4J3xx5AvOh5wHoFPJToyoPAJLjfRzFEIIITKS5Hm5k8x7Op1ZCr9/DihQqiW0WQza9LUrNMTG8aBfPxIuXEDj5ITPqpVYl0j794H/FZ0cTc8/enI74jYeNt7E3BvAk0gNGrWKwfWLMjiNLSKFEEIIkfVIMT2TSbL9lsQEw6pWEHoDbPNCt23glfZNiIxGhel7bzH/0F0A2lUqwHety2KpNU+SnBwQwNPly4navAVFpwPAunw5XAcMwL5evVQX1fVGPXMuzGHZ1WUAlM5bmml1pknbFyGEECIDSZ6XO8m8m8G1bbClHxiSoVAd+OgXsHJI15CG2FgCe/ch8fJlNC4u+K5aiVXRouaJF9MClq67uxIcF0yZvOVwif6U3y+bnjot90+LyCJpbBEphBBCiKxDiumZTJLttyg+3LQpadBFsHaCLpvBu0q6hlx7KoBx265iVKBWUVcWdK2Ig7WFeeIFdMHBPF22jMgNG1GSkgCw8vPDdcAAHBo1RKVOXfH+yMMjjDk6hqikKCzUFnQq2Yn+5frjZOVktpiFEEIIYSJ5Xu4k824m9w7B+i6QHAteFaDLJrB3S9eQhuhoAnv2IvH6dTSurviuWoVV4UJmCRfgbuRduu3uRkxyDPW961PfZSQTtl0nOlGPtYWaMc386FbNN91PtAohhBAi86Q015Nn0oCJEyeiUqle+T9/f//MDlG8jq0L9PgNfKpDYhSsagn3j6RryC5VfVnaowq2lhqO3gmj/cITBEUlmClgsPD0xHPMGIru30fevn1Q29qSdOMGj4YO5V6LFkTt2IGi16d4vDoF6vDrB79SzasaOqOOVddX0XRLU1ZcXUGSIclscQshhBBCCJEuhetBjx2mp0qDLsKyJhARkK4hNY6O+CxbilXJkhjCwgjs2ZPkgPSN+V9FnIswp8EcLNWWHHxwkCsJy/njs9rUKupKos7I+O3X6Ln8DJHxyWa7phBCCCGyJlmZjqmYPmnSJHr06EHBggVf+Pyzzz7D2dk5VWPKypVMkBxnWuVy7yBoraHDaijeOF1DXnkYRe+VZwiNScLT0Zrlvarg52X++dRHRBCxeg3hq1djjIkBwMLXB9f+/XH68ENUlinrg64oCsceH2PmuZncjrgNgJedF0PeGULzws1Rq+T3Z0IIIUR6SZ6XO8m8m1nYHdPTpVGBpv2Pum4Bj/RtIKqPiCCwew+Sbt9G6+mJ7+pVWHp7mylg2Bewj+GHhqOgMOSdIfQt049VJ/yZsvsmSXojBfPasrRnFWn7IoQQQmRDGdrmZeHChXTv3h1bW9t0BZlV/FtMP3jwIPXq1TPLmJJsZxJdImzqBbd2gdoC2i6B0q3SNeTDiHh6Lj/DnZBY7K20LOhakdrF0vco6qsYYmKIWPsL4StWYIiMBEDt4IBN2TJYly+PTbly2JQvj9bF5fXjGA38dvc35l6cS0h8CAB+Ln4Mrzycal7VMiR2IYQQIreQPC93knnPANGPYXUb0/5H1k7QeSP4pC9X1T99SkD3HiTfvYtFvnz4rl6FRf78ZgoYfrnxC1NOTwHg6xpf07pYa24ERdN35VkeRSbgYK1lfpeM+74ghBBCiIyRocV0tVqNs7MzPXr0YODAgRQrVixdwWY2KabnMAYdbP0Yrm4GlRpazocKndI1ZFS8jv6rz3LqfjhatYopbcrSvrL5Vrn8L2NcHBEbNvJ0+TIMoWEvfG5RoAA25ctjU74cNuXKYVWqFOqXrF5P0Cew9sZallxZQpwuDoCa+WsyvNJwiucpnmHxCyGEEDmZ5Hm5k8x7BokPh186wsPToLWBDiuheJN0DakLCSGwew+S/f2x8PY2FdQ9Pc0UMPx07ieWXl2KRqVhToM51C5Qm7DYJD5efY5zARFo1ComfFiK7tULmu2aQgghhMhYGVpMb9asGXv27EFRFNRqNY0aNWLw4ME0b948XUFnln+L6ZMmTcLKygq1Wk2xYsVo2LAh9vZpe0RPku1MZjTAjqFwYbXpdbPp8G6/dA2ZpDfwxabLbL/4GIDPGhZj6HvFMnSjIUWvJ+n2bRIuXSbh0iUSLl8m+e7dFw+0sMDazw+bcuVwbN4M23feee7j8MRwFl1exIabG9ArelSoaFm0JYMrDMbDziPD4hdCCCFyIsnzcieZ9wyUHA+/9oDbe0GlgVbzofxH6RpS9+QJAd26owsMxMLXB99Vq7HwcDdLuIqiMPbYWH67+xs2WhuWNVlGGdcyJOkNjN5yhS3nHwHQrZov4z8shYVGWi0KIYQQWV2GFtMB7t27x/z581m+fDkRERGoVCoKFizIwIED6d27N3ny5Elz8G/bv8X0/+Xs7MysWbPo3r37G8dISkoiKen/N3qMjo7G29tbku3MZDTCntFwaqHpde3PocE4SEfx22hUmPHnLeYdNBW021UqwJQ2Zd9qgmyIjibhyhUSL182FdkvX8YQHv7cMQ6NGuI2bDhWhQs9935gdCCzzs9ib8BeAKw11tT3qU9Dn4bUyl8LW4uc0bpJCCGEyEhSVM2dZN4zmEEH2wfB5Q2m102+g+qD0jWk7vFjU0H90SMsCxXCd9VKtG7mab+iM+oYvH8wxx8fx8XahdVNV+Pj6IOiKPx85B7f/3ETRYFaRV2Z17kiTrYWZrmuEEIIITJGhhfT/5WYmMjatWuZN28eFy9eRKVSYW1tTefOnRk0aBAVKlRIz/BvxdatW4mMjKRevXp4eXkRHBzMzp07GT9+PJGRkWzbto0WLVq8doxXFeQl2c5kigKHv4dDpr6GlO0ALeeBNmUber7KL6cCGbf9KgajQu1irszvUhEH68xJkBVFQffwIQmXLhP3119E7dhh+kWCRkOejh1wHTgQravrc+dcCr3EzLMzOR9y/tl7VhorquerTkOfhtTzroeTldPbvhUhhBAiW5Ciau4k8/4WGI2w9ys4Od/0utYweG9CuhbDJD98SEC37uiDgrAuX46Cq1ejekl7xLSI08XR649e3Ai/gbeDNyveX4G7rWn1+95rwXy24SLxyQYKu9qxpEdlCsvGpEIIIUSW9daK6f914sQJ5s6dy+bNm9HpdADUqFGDIUOG0LZtWzQajbku9YLPP//8uZXhbzJ06NA39nrfv38/jRo1okyZMly+fPm1x8rK9CzuwhpT2xejHgrVgY5rTJscpcPBmyEM+uU88ckGyhVwYmWvd8ljZ57EPD2S7twhZPoMYg8dAkBta4tL3z7k7dkT9X82DVYUhUuhl9gfuJ99Aft4GPvw2WcalYbKnpVp6NOQBj4Nnn0pEEIIIYQUVXMrmfe3RFHg6I+w/5+FSu90gw9+Ao02zUMm+/tzv0NHjNHR5OnaFc+xX5knViAsIYyuu7ryKPYRhZwKsazJMlxtTAtZrj+Opu/KMzyOSsTRWsuCrpWoWdT1DSMKIYQQIjNkSjEdIDw8nO+++46ZM2f+/0VUKnx9fZk2bRrt2rUz5+Wesbe3Jy4uLsXHp3Sz0WLFinHnzp1UJ82SbGdBd/bDxu6QHAvupaDLr+BUIF1DXnkYRY/lpwmPS6a4hz1r+lTF3dHaTAGnT9yp04T88AOJV68CoHVzw/XTITi3bo1K+/yXEUVR+Dvib/YH7md/4H7+jvj7uc/Lu5XnPZ/3aOjbEG+HjNt4VQghhMgOJM/LnWTe37JzK2HnZ6AYoeQH0HYpWKQ9z445eJCHnwwEIN+M6TiZcb+vhzEP6flHT57EP6Goc1GWNlmKi7ULACExiXy8+hwXAiPRqFVMalGartV8zXZtIYQQQpjHWy+mX7hwgblz57J+/XoSExNRqVS0aNGCJk2asHr1ao4fP45KpWLRokX06dPHHJd8K6pXr87JkycJCgrCMxU7wEuynUUFXYa17SE2GBzyQZeN4Fk2XUPefhJD16WneBKdRMG8tqzpW5UCebJG73HFaCR6925Cf/wJ3UPTynOrYkVx+/xz7OvWfeXmqYHRgc8K65dCLz33WWPfxgyqMIjCzoUzPH4hhBAiK5I8L3eSec8EN3bApj5gSALfWtDpl3Q9XRoy80eeLlqEytaWQr9uxKpIEbOFGhgdSK8/ehGSEELxPMVZ2ngpztbOACTqDHy5+TLbLj4GoGeNgoxt7odWNiYVQgghsoy3UkzX6XT8+uuvzJ07l1OnTqEoCs7OzvTp04fBgwfj6/v/v3HfvXs3bdu2xdfXlxs3bqT1km9VXFwcXl5eGI1GIiMj0WpT/mihJNtZWOQDU0E99AZYOkDHVVCkQbqGDHwaT+clJ3kYkUA+J2vW9K2apXoiGpOTifjlF8IWLMQYFQWA7bvv4j5yJDZly7z23JD4EA4EHmBf4D5OBZ0CQK1S06xQMz4p/wk+jj4ZHr8QQgiRlUielzvJvGeS+3/Buk6QHGNaBNN1C9inrQWhotcT2Kcv8adOYVmkCIU2bkBtZ2e+UKPu03tPb8ISwvBz8WNx48XP9iFSFIX5h+7yw55bAFQt5MLUtuUo5Gq+6wshhBAi7TK0mP7o0SMWLlzIkiVLCAkJQVEU/Pz8GDJkCN27d8fW9uWrctu1a8eOHTtS1ds8o8XExBAUFETx4sWfez8hIYE+ffqwbt06evXqxbJly1I1riTbWVxCJGzoCv5/gVoLLeZAhc7pGjI4KpEuS05yNzQOV3srVvd5Fz+vrDX3hqgowhYtImL1GpTkZADydO+Gx4gRKdqI6Vb4LeZfnM+BBwcAU2/1FkVa8HH5j8lvnz9DYxdCCCGyCsnzcieZ90wUdAnWtIW4UMhTCLptBZdCaRpKHxbG/TZt0YeE4NisGflmTH/l05ppcTfyLr339CY8MZwyecuwqPEiHCwdnn3+x9Vghm24SILOgKVWzZD6RelftzBW2ozbX0wIIYQQb5ahxXRLS0sMBgMATZs2ZejQoTRq1OiN5/Xt25dly5ZhNBpTe8kM4+/vT+HChalSpQp+fn54enry5MkT9u3bx8OHDylbtiwHDx4kb968qRpXku1sQJ8E2wfBlV9Nr+t/BXVGQjqS6bDYJLovPc31oGicbCxY0asK7/jkMVPA5qN79IiQWbOI/m0HANblypF/5kwsC6SsIH7t6TXmXZjHX4/+AkCr1tK2WFv6le2Hh51HhsUthBBCZAWS5+VOMu+Z7OldWN0aIgPA3sO0Qt3z9U9Yvkr8+fMEdO8Bej0eY8fi0rWLWUP9O+Jv+uzpQ2RSJOXdyvNzo5+xs/j/FegBT+MYu+0qf90OA6Couz3ftipD1cKp+84phBBCCPPJ0GK6o6MjvXr1YsiQIRQtWjTF54WHhxMTE/Nc+5fMFh0dzZgxYzh9+jT+/v5ERERgY2ODn58f7dq1Y/DgwdjY2KRpXEm2swGjEQ58DUd/NL2u2B2azwSNRZqHjErQ0Wv5ac4HRmJnqWFJjypUL5I1E+OYAwd5PHo0xqgo1I6O5Js6BYcGKW95czHkInMvzn3W/sVSbUmHEh3oU7YPrjauGRW2EEIIkakkz8udZN6zgJhg0wr1J1fBygk6rYOCNdM01NMVKwiZ+j1YWFBw9SpsKlQwa6g3w2/SZ08fopOjqehekQUNF2Br8f9PcCuKwo7LQXy94zphsaYntztULsDopn7ksXvzE6NCCCGEMK8MLabHxsZib591+kFnRZJsZzNnlsCukaAYoWhDaL8CrBzeeNqrxCXp6bfqLMfvPsVKq2Zh10rUL5m23o4ZLfnhIx4NH07i5csAuPTujfuwz1BZpPwXCmeCzzD3wlzOh5wHwEZrw0clP6JX6V7ksc56K/OFEEKI9JA8L3eSec8iEiJNPdQDj4PGElrMhfIdUz2Moig8+mwYMXv2oPXyotCWzWjzmDdvvRZ2jX57+xGji+Fdz3eZ+95cbLTPL9SKitfx/Z6b/HIqEAAXO0u+auZHm4r5zdp+RgghhBCvl6HFdI1GQ/ny5Tl//ny6gszJJNnOhm7thk29QRcPriWg/XLwKJ3m4RJ1Bgb/cp59N0Kw0Kj4qeM7NC/nZcaAzUdJTubJ9OlErFoNgM0775B/5gwsvFIer6IonHh8grkX53Il7IppHK0N7Yq3o3up7njaeWZI7EIIIcTbJnle7iTznoXoEmBLP7hhallInZFQbwyo1akaxhAbi3+79iT7+2NXsybei35GpTFv7/LLoZfp/2d/4nRxVPeqzpz35mClsXrhuHMB4YzZcpVbT2IAqFEkL5NblaGwmyxiE0IIId6GlOZ6qcs2/mFra0upUqXSHJwQWVKJptBzJ9h7QtgtWNzAtGI99b9vAsDaQsOCrpX4sHw+dAaFIevO8+vZB2YO2jxUlpZ4jhlD/tmzUDs4kHDhAvdbtyH2yJGUj6FSUSN/DdY2W8vcBnPxc/EjQZ/A6uurabqlKWOPjuVe5L0MvAshhBBCCJErWNhA+1VQa5jp9ZEfYHNvU5E9FTT29uSfNQuVtTVxx44RNm++2UMt51aOBQ0XYKO14UTQCT47+BnJhuQXjqvk68LOT2sx6v2SWFuoOX73Ke//9Bez9t0mSW8we1xCCCGESJs0rUyvWLEirq6u7N27NyNiyhFk5Uo2FhcG2z6B2//8/fb7EFrMAZu0PfZpMCp8tfUK68+YCumTWpSmR42CZgrW/JIfPODR0M9IvH4dgLwff4zbkMGotNpUjaMoCsceH2PZ1WWcCT7z7P0G3g3oXbY35d3KmzVuIYQQ4m2RPC93knnPoi6shR1DwaiD/JXgo3Xg4JGqIaK2b+fxqC9BpcJ70c/Y165t9jDPBJ9h4L6BJBoSqVegHjPrzcTiFfs0BT6NZ+z2qxz5OxSAwm52TGpRmtrF3MwelxBCCCFMMrTNy8yZM/nqq6+4evUqRYoUSVegOZUk29mcosDJ+fDnBFNi7uQNbZeAT7U0Dqcw+fcbLD16H4DJrcrQtVrW2Yj3fxmTkgj5/nsiflkHgG2VKuSbPh0Lj7T1fb8UeollV5Zx4MGBZ+9V9qhM7zK9qZW/lvSDFEIIka1Inpc7ybxnYf7HYEMXSIgAxwLQeT14lk3VEEETJxK5fgMaJycKbdmMRf78Zg/zZNBJBu8fTJIhiUa+jZhedzpq1csfFlcUhZ2Xg5j0nw1K65VwY3RTP0p4pn1vJyGEEEK8XIYW041GI23atOHChQtMmTKFNm3aYG1tna6AcxpJtnOIxxfg114QcR9UGqg/xvQ4qTr1vRQVReGHPbeYf+guKhXM61yRZmWzZg/1f0Xv2kXQuPEY4+LQ5M1L/uk/YFe9eprHuxd5j+XXlrPz3k70Rj0AJfKUoHeZ3jQu2BitOnWr34UQQojMIHle7iTznsU9vQu/dISnt8HSHtouhRLvp/h0Y3IyAZ27kHj1KtZly+K7dg1qS0uzh3ns0TGGHBiCzqijd5neDKs07LXHRyXo+PHPv1lzMgC9UUGtgg6VvRneqDjujvIdXAghhDCXDC2mFy5cGEVRCAgIeLai1N3dHRsbmxeOValU3L17N7WXyPYk2c5BEqPh98/hykbT60J1oPUicEx9IVxRFL7adpVfTgViqVGzvFcVahZ1NXPA5pV0/z6PPhtG0q1bADi8/z5ugwdhVbRomscMjgtm9fXV/Pr3ryToTb0t89vnZ/A7g/mg8AdmiVsIIYTIKJLn5U4y79lAQgRs7AH3DwMqaPItVBsIKXwKMvnhI+63bYsxKoo8nTvhOX58hoS5895ORv81GoDJNSfTsmjLN55zPyyOaX/cZPfVYABsLTX0r1OYfrULY2clC1KEEEKI9MrQYro6Fbukq1QqDIbct2GKJNs5jKLApXWmorouHmzzQuufoVijVA9lMCoM/uU8u68GY2epYX3/6pQt4JQBQZuPMTGRJ1OmErlhg+kNlQrH5s1xHTgQq8KF0jxuVFIU62+uZ+2NtUQkRQDQokgLvqr6FbYWtuYIXQghhDA7yfNyJ5n3bMKgg10j4NwK0+tKPaHZdHhFf/L/FXv4MA8+HgCA80cdcR8xAo29vdnDnH1+NouvLEar1rK08VIqelRM0Xln/cP5dtcNLgRGAuDmYMXnjYrTvrI3GrW0ThRCCCHSKkOL6QEBAak63tc36/aGziiSbOdQYbdNbV+eXDG9rj4Y3psA2tQ9ApqkN9Br+RmO331KXjtLfh1QncJu5k/SzS3x1t+EzZtHzL+bD6vVOH34Ia4DP8EyHf/OE/QJrLi2goWXFmJUjBR0LMj0utMp4VLCTJELIYQQ5iN5Xu4k856N/Lv/0Z6vAAUK1YUOK8EmT4pOD1v4M6E//QSA1sMDz/HjcHjvPbOGaFSMjDg8gj8D/iSPVR7WNl+Lt4N3is5VFIVdV4L5/o+bBIbHA1DCw4HRzUpSt7ib7EckhBBCpEGGFtPFm0mynYPpEuHP8XD6Z9PrfO9Am8XgWixVw8Qk6ui0+CRXH0WT39mGLQNr4JFN+h4m3rhB6Nx5xO7fb3pDo8GpVUtcP/kEywIF0jzu2eCzjPprFCHxIViqLRn17ijaF28vXwiEEEJkKZLn5U4y79nQrd2wqQ/o4iBvMei0HlxT1qow7uRJgsZPQBcYCIBDkyZ4fDUGC3d3s4WXoE+g5x89uf70OkWcirC62WocLFO+uWiS3sDqEwHMOXCHqAQdALWLuTK6qR+l8snfUSGEECI1pJieySTZzgVu/g7bB5l6M2qtTZuTVhsEmpT3LAyLTaLdguP4P42nhIcDGz+ujpNtyh5BzQoSrlwlbO5cYg8fNr2h1eLcpg2uAz7GIl++NI0ZkRjB2GNjOfLwCABNCjZhQvUJqfpiIYQQQmQkyfNyJ5n3bCr4CvzyEUQ/BAtbeH8KVOyRoj7qxsREwubN5+myZWAwoHZwwP2LkTi3a2e2xR5P4p7Q+ffOhCSEUDN/TeY2mItWnboe6FHxOuYevM3K4wEkG4yoVFCvuBvdqvtSt7i7tH8RQgghUuCtFdNPnjzJwYMHefToEQD58+enfv36VKtWLT3DZnuSbOcSUQ/htyFw94Dpdb6K0Go+uPuleIgH4fG0XXCckJgkKvnmYU2fqthYajIo4IyRcOkSoXPmEnf0qOkNCwvytG9H3o8/xsLDI9XjGRUjq6+v5qdzP6FX9BSwL8D0utMp7VrazJELIYQQqSd5Xu4k856NxQTDln5w37RYgxLNoMUcsHNN0emJN24QNG48iVevAmBbpQqeX0/CqlDa9w76r2tPr9Fzd08SDYl09evKqHdHpWmcB+HxfP/HTXZeDnr2Xn5nG7pU86FDZW9c7a3MEq8QQgiRE2V4MT0wMJAuXbpw/PhxwNS3DXj2G/qaNWuyZs0afHx80jJ8tifJdi6iKHBhjaknY1IUaCyh7hdQ87MUb3R0MziaDgtPEJ2op0FJd37uVgkLTco3+s0q4s+fJ3TOHOJPnARAZWOD25AhuHTvhkqbuhU2AJdDL/PFkS94FPsIrVrL8ErD6erXVdq+CCGEyFSS5+VOMu/ZnNEIJ+fB/q/BkAx27tByHhRvnKLTFb2e8DVrCJ01GyUhAZWlJa4DB5K3T29UFul/snSv/14+P/w5AOOqjaNDiQ5pHut+WBy/nApg49mHz9q/WGrUNCvrSbfqvlT0ySP5tBBCCPE/MrSYHhkZSaVKlbh//z7W1tY0adKEIkWKAHDv3j3++OMPEhMTKVKkCGfPnsXJySntd5JNSbKdC0U/hh2fwe09ptee5Uyr1D3Lpuj0s/7hdFlyiiS9kTbv5Gd6+/Kos+kjmXGnTxP60ywSzp8HwKqUH17ffINN6dSvLI9OjmbCsQnsC9wHQD3vekyuORknq9z3/ytCCCGyBsnzcieZ9xwi+Aps7gehN0yvq/SDRl+DpW2KTk9++JDgiZOePZFpVbw4XpO/waZcuXSHtujyIuZcmINGpWFho4VU80rf096JOgM7Lj1mzalALj2IfPZ+SU8HulX3pVWF/NhZpX7BixBCCJETZWgxfdy4cXz77bc0a9aMRYsWke9/eiMHBwfTr18/du3axVdffcXXX3+d+jvI5iTZzqUUBS5vhN1fQGIkqLVQewTU/hy0lm88ff+NJ/RffQ6DUaFvrUJ81dwv264aURSFqC1beDLtB4xRUaBW49KjB25DBqO2TdmXlf+OteHWBqadmYbOqMPTzpNpdabxjvs7GRS9EEII8WqS5+VOMu85iC4B9k2CUwtMr12LQ5vFkK9Cik5XFIXoHTt48t0UDJGRoFLh0r0bbsOHo7ZKeysVRVEYfXQ0v9/7HQdLB9Y2W0shJ/O0krn8MJI1JwPYfvExSXojAPZWWtpUzE+3ar4U85D9iYQQQuRuGVpML1OmDKGhody/fx/bVxTF4uPjKVSoEG5ublz9p7dcbiLJdi4X8wR+Hw43d5peu5eGVvMg35uLv5vPPeTzXy8B8GXTkgyoWyQjI81w+rAwnnw3hehduwCwyJcPz0kTsa9dO9Vj3Xh6g5FHRhIQHYBGpaFbqW70LdtXVqkLIYR4qyTPy51k3nOgO/th20CIDQa1BTT4Cmp8CuqU7V+kDw/nydSpRP+2AwDr0qXJP+snLAsUSHNISYYk+uzpw6XQS/g6+rK22Vqz5rpR8To2nX/ImpMB3A+LA0x7sbZ5pwAjm5TA08nabNcSQgghspMMLabb2dnRvHlzNm7c+NrjOnTowO+//05cXFxqL5HtSbItUBS4thV2jYD4p6DSQM2hUHcUWLw+SV185B7f7jI9ejqtbTk6VPF+GxFnqNjDhwmaNAn9Y9OGSI4ffIDH6C/R5s2bqnHidHF8feJrdt03FeedrJzoX7Y/H5X8CEvNm1f/CyGEEOkleV7uJPOeQ8WHw45P4YapII5vTWi9EJxTvvdX7OHDPB71JYbISNSOjuSbOhWHBvXTHFJYQhidf+9MUFwQVT2rsqDRAizU6e/L/l9Go8Lxu09ZdcKfvdefAGBjoaF/ncJ8XLcwtpbS/kUIIUTuktJcL007HGo0GnQ63RuP0+v1qNXZbxNFIcxCpYIybWDQaSjdBhQDHJ0JP9c2Jeuv+T1Wv3+SWIBRWy6z5K97byvqDGNfty5FduzApUcPUKuJ3rmTu82aE7l5C6n5nZ6dhR1Ta09l3nvzKOpclKikKH44+wMttrVg9/3dGBVjBt6FEEIIIYTIUWxdoMNq02aklvYQcAwW1DS1bkxhjmpfty6Ftm7Bpnx5jNHRPBw4kJAZM1H0+jSF5Grjytz35mKrteVU8Cm+O/VdqvLllFCrVdQq5sqi7pXZNqgmlX3zkKAzMGv/ber9cIiNZx9gMJr3mkIIIUROkKaV6ZUqVeLevXvcv38fZ2fnlx4THh5OkSJFKFy4MOfOnUtvnNmOrFwRL7ixA3YOh7gQ02uv8lB/LBRrZCq8/w9FUZj42zVWnggAoGeNgoz7oBSabLop6X8lXLlK0PjxJN0wrb63rVoVr0kTsSxYMFXj6I16frv7G3MvzCU0IRSA0nlL83nlz6niWcXcYQshhBCA5Hm5lcx7LhB+D7Z8DA9Pm16XaAbNfgCnlLVtUZKTeTJ9OhGrVgNg++675J8xHa2bW5rCOfzgMEMODEFBYXCFwfQv1z/D9lNSFIXdV4OZsvsGD8ITACjl5cjYD/yoUcQ1Q64phBBCZCUZujK9ffv2REVF0bx5c65du/bC51euXOGDDz4gOjqajh07puUSQuQ8fh/C4DOmDUkt7SHoEvzSHpY2grsHX1j5olKpmNiiNGOalQRgxXF/Bq49R0KyITOiNyubsmUotHED7iNHoLK2Jv7UKe61aEnwd98Rf/48ijFlq8u1ai1tirVhZ+udDK4wGFutLdeeXqP3nt4M3j+YOxF3MvhOhBBCCCFEjuFSGHrthvpfmXqo39oF86rCqUVgfHMOrrK0xHPMGPL/OBO1rS3xp09zr00b4s+cSVM4db3r8nnlzwGYe3Euk09ORm9M22r3N1GpVDQr68W+4XUZ06wkDtZargdF03nxKfquPMvd0NgMua4QQgiR3aRpZXpCQgI1atTg0qVLqNVq3nnnHQoVMu0yfu/ePS5evIjRaKRChQocP34ca+vct4mJrFwRrxX3FI79BKcXg9608gPfmqbEvWDNFw7fefkxwzdcItlgpIK3M0t7VCavvdXbjTmDJD94QPCEicQdP/7sPa2bGw6NGuLQuDG2lSuj0qasZ+PThKcsvLSQTX9vQq/oUavUtC7amkEVBuFmm7YVQUIIIcT/kjwvd5J5z2VCbsCOofDglOl1/srQYjZ4lE7R6Un37vNo6Kck3b4DGg3uwz7DpU+fNK0sX3N9DdPOTENBoXb+2vxQ9wfsLOxSPU5qhMclM2vf36w5FYjBqKBVq+hazZeh7xUjj53sUySEECLnydANSAEiIiL45JNP2LRpE8b/WUWqVqtp37498+bNw8XFJS3DZ3uSbIsUiXli6qN+dhkYkk3vFa4PDcZCgcrPHXr6fjj9Vp0lKkGHb15blvesQmE3+0wI2vwURSH20CGid+0m9uBBjLH/v/JF4+yM/XsNcGzcGNvq1VFbvjl594/yZ9b5WewL3AeAjdaG7qW606tMrwz/4iGEECLnkzwvd5J5z4WMRji3DP6cCMkxoNZCjU+h7hdgYfPm0+PjCZ40iajtvwFg36AB+aZOQZOGvz/7A/fz5ZEvSTQkUtKlJHMbzMXDziPV46TWnZBYpuy6wf6bplaVjtZahjUqTo/qBVHngPaTQgghxL8yvJj+rwcPHnDkyBEePXoEQP78+alTpw7e3t7pGTbbk2RbpErUQzgyHS6shn8f3SzWBOqPgXwVnh12NzSWnstP8yA8gTy2FizpUZlKvjnrF1bG5GTiT54keu9eYvftxxAZ+ewztb099vXr49CoIfa1a6O2ef2XmAshF5hxdgaXQi8B4GLtwsDyA2lTvA0WaouMvA0hhBA5mOR5uZPMey4W/Rh2jYSbO02vXQrDBz9B4bpvPFVRFCI3/sqTyZNRdDosChQg/6yfsCmdshXu/3Ul9AqDDwwmPDEcd1t35r83nxIuJVI9TlocvR3G5N+vczM4BoBqhV2Y0aEC+Z3f/EsFIYQQIjt4a8V08XKSbIs0ifCHwz/ApXWg/NOXsXQbaD4DbE1F89CYJPqsPMPlh1FYatXM6liBpmW9Mi/mDKTo9cSfPUvM3r3E/LkPfWjos89UNjY4t2uH68f90bq+elMkRVHYF7iPWednERBt2sy1oGNBPqv0GQ28G2TYJk5CCCFyLsnzMo/RaGT+/PksW7aMmzdvotVqqVChAiNGjKBFixbPHTtx4kQmTZr0yrHu379PwVRsfi7zLrixw1RUjwkyva7QBRpPfpanv07C1Ws8+uwzdA8forK0xHXQIJxatsDC0zNVITyMecig/YO4F3UPW60tM+rNoFb+Wmm5m1QzGBV+OR3IlF03iE824GClZVLL0rR+J7/k1EIIIbK9DC2mN2jQgPfff58vvvjitcdNnz6dXbt2ceDAgdReItuTZFukS9gdODwVrmwCFHAsAG2XgG91AOKT9Xy67gL7boSgUsFXzfzoW7tw5sacwRSjkYSLF4nZs5eYP/9E9/gxYCqqu3TrRt4+vdE4Ob3yfJ1Rx6a/N7Hw0kLCE8MBqOhekeGVh1PerfxbuQchhBA5g+R5mUNRFNq3b8/mzZspUqQITZs2JSkpie3btxMSEsKcOXMYPHjws+P/Lab36NHjpUXzzz77DGdn5xRfX+ZdAJAYBfu/hjNLAQVs88L7U6Fse3hDQdkQFcXjL0cTe/Dgs/dsKlfCsWlTHJs0ee0Ckf+KSopi2KFhnAk+g0al4atqX9G+ePv03FWq+IfFMWzjRS4ERgLQrKwn37YqK73UhRBCZGsZWkxXq9X07NmTZcuWvfa4fv36sWzZMgyGN+98ntNIsi3M4tF52NwHwu+BSg31RkPtz0GtwWBUmPjbNVafNK227lmjIOM+KIUmF/QuVBSFuOPHCZ01m8TLlwFQOziQt09vXLp1Q2336r7oscmxLLu6jNXXV5NoSASgkW8jhlYciq+j71uJXwghRPYmeV7m2LRpE+3bt6dmzZr8+eef2PzT7i0sLIzKlSsTHBzMzZs3nxXO/y2mHzx4kHr16qX7+jLv4jmBp0wblIbeML0uXA8ajIcClV57mmI0ErV1K5FbtpJw7tz/f6BWY/vuuzg2a4pDo0Zo8+R57Tg6g44Jxyew494OAHqX6c3QikNRq9TpuasU0xuMLDx8l5/23UZvVHB3sGJau3LUK+H+Vq4vhBBCmFtKc70M/S+tTqdDrX47/zEXIkfKXxE+PgLlPgLFCAe/hVUtIfoxGrWKr1uWZnTTkgCsOO7PwLXnSEjO+b+8UqlU2NesScEN6ykwfx5WxYphjIkh9KdZ3GnUmPCVKzEmJb30XHtLez6t+Ck7W++kTbE2qFVq/gz4k1bbWjHl1JRnq9aFEEIIkbVs374dgDFjxjwrpAO4uroybNgwkpKSWL58eWaFJ3Ibn6qmPL3BWNBYwb1DsKQBrGkLD06/8jSVWo1z27YUXLuGogcP4D5qFNblyoHRSPzJkwSPn8Dt2nUI7NefyC1bMURHv3QcC40F39b6loHlBwKw7OoyvjjyBUmGl+fA5qbVqBncoBhbB9akqLs9ITFJ9Fx+hnHbrhKfrH8rMQghhBCZIUMr3VeuXCFv3rwZeQkhcj4rB2jzM7RaCBZ24P8XLKgJf+9BpVLxcd0izOn0DpYaNXuuPaHjohMERSVkdtRvhUqlwqFBAwpt30a+6dOx8PXBEB7OkylTudvkfSI2bkTR6V56roedB5NqTOLXD3+lVv5a6BU9v9z8hWZbmrH48mIS9Lnjz1AIIYTILoKDgwEoVKjQC5/9+97L2kseOXKE77//nh9++IFt27YRGxubsYGK3ENrCXVGwqCTUL4zqDRwZx8sbWRaABNw4rWnW3h5kbdXTwpt3ECRP/fiNnw4Vn5+oNcT99dfBI0Zw+2atXgwcBAJV668cL5KpeKTCp/wba1v0aq17PHfQ989fYlIjMioO35B2QJO7BxSi141CwKw+mQAzWcf5ULg24tBCCGEeJtS3Oald+/ez35esWIFRYsWpVatl290otfruX79OhcuXKBFixZs3brVPNFmI/IYqMgQYXdgUy8INrU2odpAaDgRtFacvh9O/9VniYzX4WpvyfwulXi30Js3Q8pJFJ2OyG3bCJs3H/0/X7gtfH1wGzwEx+bNUL3mSZmTQSeZeXYmN8JNj+p62nkyrto46hSo81ZiF0IIkX1Inpc5OnXqxPr16/n9999p1qzZc5/NmjWLzz77DHd3d548eQK8egNSZ2dnZs2aRffu3VN1fZl38Ubh9+CvmXBpHRj/WZ1dsDbUHQWFaqd4mKT794nevZuY3btJun0HAJWlJfmmfY/j+++/9JzTQaf57OBnxOhi8HbwZlKNSVTxrJLuW0qNo7fDGPHrJYKjE9GoVQyuX5TBDYpioZGn1YUQQmR9Zu+Z/t92LSqVipScli9fPvbu3UupUqVScokcRZJtkWH0SfDnBDi1wPTaqzy0Ww55i/AgPJ5+q85yMzgGrVrFhA9L0bWaL6o3bIaU0xiTkojcsIGwhT9jCDe1bbEqXhy3YZ9hX6/eK/88jIqRXfd3Mef8HB7HmTY4bVaoGaPeHYWLde76xYQQQohXkzwvc6xatYoePXpQu3Zt9u7di7W1NQBPnz6lcuXK+Pv7Y2lpSdI/rd62bt1KZGQk9erVw8vLi+DgYHbu3Mn48eOJjIxk27ZttGjR4pXXS0pKejYWmObd29tb5l28WUQAHJ0JF9aC8Z+nJH1rQt0voFDdN25U+l+Jf/9N6MwfiT10CAD3EZ/j0qfPS/PZe5H3GLh/II9iHwHwrue7DKwwkEoer+/jbk5R8TrGbb/Kb5dMuXT5Ak5827osZfI7vbUYhBBCiLQwezF95cqVgGnjv969e1OrVi369Onz0mMtLS0pUKAA1apVw8LCIg3hZ3/yJUtkuFu7YdtASAgHS3toPhPKdyQ+Wc8Xmy6z83IQAB0re/N1q9JYaTWZHPDbZ4yLI3z1Gp4uXYoxJgYA28qVcR/xOTYVKrzyvAR9AvMvzmfV9VUYFSN5rPIw6t1RNCvULNf9YkIIIcSLJM/LHHq9nsaNG3Pw4EGKFi3K+++/j06nY9u2bXh4eHD58mWsra1JSHh9q7b9+/fTqFEjypQpw+V/NjJ/mVetbJd5FykW+QCO/QTnV4Eh2fSed1VTUb3IeykuqisGA0+mfk/E6tUAOHfsiOe4sai02heODU8MZ/7F+Wy+vRn9P6vjq3pVZVCFQbzj/o5Zbislfrv0mLFbrxCdaIrh3UIu9KpRkEalPNDKSnUhhBBZkNmL6f9VsGBBOnTowLRp09IVZE4mX7LEWxH1CLb0g4BjptflO0Gz6SiWdiw6co/v/7iJUYEK3s4s7FoJTyfrzI03kxiioni6ZAnhq1aj/LPCzKFRI9yGDcOq8It9V/91Newq44+P53bEbQDqFKjDuGrj8LTzfCtxCyGEyJokz8s8SUlJTJ06lV9++QV/f3+cnJxo3bo1I0aMoHjx4vj4+BAQEPDGcYoVK8adO3deO4eyMl2YTfRjODYLzq0AfaLpPd9a0Go+5PFN8TDhq1bxZMpUUBTsatcm/48/orG3e+mxQbFBLL6ymK13tj4rqlf3qs7ACgOp4F4hnTeUMkFRCUzZdZNdV4LQG01lh3xO1nSt7stHVXxwsbN8K3EIIYQQKZGhxXTxZvIlS7w1RgMcmQ6Hp4JiBNcS8NEv4FqUI3+HMmTdBaISdLjaW7Gwa0UqF8y97Up0wcGEzp1L1JatYDSCRoNz27a4DhqEhYf7y88x6Fh6dSmLLi9CZ9RhZ2HHsIrDaF+iPWqVrKoRQojcSPK8rOfQoUPUr1+fNm3asHnz5jceX716dU6ePElQUBCenin7JbnMu0i3mGA4PgfOLAV9Alg6QPPpUK5jilepx+zbx6MRI1ESE7EqWRLvhQuweM3f4cexj1l0eRHb72xHr5iK6jXz1eSTCp9Q3q28WW7rTYKjEll7KoBfTgXyNM60Qt9Kq6ZVhfz0qFGQUvnk35MQQojMJ8X0TCbJtnjr/I/B5j4QEwRWTtBuKRRrRMDTOD5efY6bwTFYaFRMbFGaLlVTvgImJ0q6c4eQH38idv9+AFTW1rj06EHevn3QODi89Jy7kXeZcHwCl0IvAVDRvSKTakyioFPBtxW2EEKILELyvKynX79+LFmyhI0bN9K+ffvXHhsXF4eXlxdGo5HIyEi0L2mV8TIy78JsIvxhS394cMr0unRrU8tG25Qtekm4coUHAz7B8PQpWnd3vH9eiLWf32vPeRjzkMVXFrP9znYMigGAmvlrMqj8IMq6lU3P3aRYos7AzstBrDh+n6uPop+9Ly1ghBBCZAVvpZh+6tQp9u3bx6NHj0hMTHz5BVQqli5dmtZLZFuSbItMEfMENnb7JzFXwXvjodYw4pINjNx0iV1XggHo9K43E1vkzj7q/xV/7hwh02eQcOECABonJ/J+MoA8nTujtnzxsVOD0cD6W+uZdX4WCfoELNWWfFLhE3qU7oGFOnfuDyGEELmR5HmZJzo6+oU/802bNtGxY0cqVarEiRMn0Gg0xMTEEBQURPHixZ87NiEhgT59+rBu3Tp69erFsmXLUnVtmXdhNgY9HPsRDk0Fox4c8kHrhVC4bopOT374iAcff0zy3buobW3J/9OP2Nep88bzHsQ8YNHlRey4u+NZUb1egXpMqDEBVxvXdN1SSimKwvnACJYf82f31WAM/2kB0616QbpW88HBWnJrIYQQb1eGFtOTk5Pp1KkT27ZtA0z/MXzlBVQqDAZDai+R7UmyLTKNPhl2jzT1ZATTSpeW81AsbFlw+C4/7LmFokBFH2cWdK2Eh2Pu7KP+L0VRiD1wgJCZP5J89y4AFvny4Tp4ME4fNEf1kqL6o9hHfH3ia44/Pg6An4sf46uPp4xrmbcauxBCiMwheV7m8fPzw9vbGz8/P6ytrTl9+jSHDh2icOHCHDhwAF9f09N3/v7+FC5cmCpVquDn54enpydPnjxh3759PHz4kLJly3Lw4EHy5s2b4mvLvIsM8egcbO4H4aY8lOqDTQtitFZvPNUQFcXDT4cSf+oUaDR4jhtHno86puiygdGB/Hz5Z3be24lRMeJh68Gs+rMo7Vo6PXeTakFRCaw9Gci60//fAiavnSXDGxenY2VvWakuhBDircnQYvq4ceP49ttvsbOzo1u3bvj5+b32Ij169EjtJbI9SbZFpju7DHaNNK108SgDH62FPAU5dCuET9ddIDpRj7uDFT99VIEaRd7OKpSsTNHridq2jdDZc9CHhACgdXMjT+dOOHfsiNbl+cduFUXht7u/Me3MNKKTTY+p1sxXk75l+1LZs/Jbj18IIcTbI3le5pk4cSJbtmzB398fnU5HoUKFaNu2LSNHjnxuLqKjoxkzZgynT5/G39+fiIgIbGxs8PPzo127dgwePBgbG5tUXVvmXWSY5DjY8xWcW2567VEG2iwGj1JvPFVJTiZo3Hiitm8HIG/fPrgNH45KnbIi9J2IOww7NAz/aH+sNFZMrDGRDwp/kOZbSat/W8DMP3iHe2FxABT3sOer5qWoW9ztrccjhBAi98nQYnrRokUJDg7m9OnTlCr15v/A50aSbIssIeAEbOwOcSFgkwfar4DC9fAPi6P/6rP8/SQWgC5VffiyaUl5nBIwJiQQsXYt4StXoQ8NBUBlaYnjhx/g0r071iVKPHd8WEIYP577kd/v/f7sUdmK7hXpW7YvtfLXQpXCzaSEEEJkH5Ln5U4y7yLD3doN2wdDfBhorKDRJHj3Y3hDYVxRFMLmzydszlwAHJo0Id+071FbvXl1O0BMcgxf/vUlRx4eAaBHqR58VukztOqU7SdgTjqDkbUnA/hp/20i43UA1CnuxlfN/Cjh+fK9jYQQQghzyNBiurW1NXXr1mXPnj3pCjInk2RbZBlRj2BDF3h8AVQaaDwZqn1CXLKBKbtvsOZkIGDqUfhdm7LUK+GeyQFnDUpyMtF79hK+ciWJV68+e9+2alVcenTHvm5dVJr/7zn/IOYBK66uYOudreiMpsS/pEtJ+pbtS0OfhmjUubs/vRBC5CSS5+VOMu/irYgNge2D4PZe0+vC9aHVAnD0euOpUdu383jsONDpcGj6PvlnzEjxCnWD0cC8i/NYfGUxANW9qvND3R9wsnJK862kR1S8jjkHbrPyhD86g4JaBR+968OwhsVxc0jZLwmEEEKI1MjQYrqXlxf16tVj3bp16QoyJ5NkW2QpukTY+Rlc+uffbLmP4MOfwMKG43fD+HLzFQLD4wFoV6kA45qXwslWVqmDaaVPwoWLhK9eRczeP+GfPSAsfHxw6doFpzZt0NjbPzs+JD6E1ddXs+HWBhL0CQAUdCxI7zK9+aDwB1ho5M9VCCGyO8nzcieZd/HWKAqcXQp7xoI+wfSEact5ULL5G0+NPXaMBwM+AZ0O10GDcBsyOFWX3uO/h3HHxpGgT6CAfQFmN5hNsTzF0non6eYfFsfU3Tf541owAPZWWgbWL0LvmoWwtpDFKkIIIcwnQ4vp3bp149ixY9y9e1daGLyCJNsiy1EUOLXQ1I9RMYBXBVMfdacCxCfrmb7nb5Yfv4+igJuDFd+2KkPj0p6ZHXWWonv8mIhffiHi100Yo6IAUNvZ4dyuLXm6dMHSx+fZsZGJkay7uY41N9Y866nuYetBrzK9aFOsDTba1PVpFUIIkXVInpc7ybyLty70b9jSF4IumV7XHAoNxoPm9e1XIjdvJuirsQDkmzEdp+ZvLsL/163wWww9OJRHsY+w0dowpdYU3vN9L023YC6n74cz+ffrXH5oysHzO9vwxfslaFE+n9QkhBBCmEWGFtP9/f2pUKECQ4cOZdKkSekKNKeSZFtkWfcOw689ISEcbF2h03rwrgLAuYBwvth0mbuhpk1/Piyfj4kfliKvvTxK+V/G+HiifvuN8FWrSb5379n7drVqkeejjtjXq4dKa/qSE6eLY9Pfm1h5bSWhCaYe7Hms8uDj6PPSsV9GrVLjaOmIk5WT6X+WTjhbOf//63/+52zljK3WVr5QCCFEBpM8L3eSeReZQp8M+ybCyXmm1wVrQ7tlYP/61oxPpv1A+LJlqCwt8V29Cpvy5VN12YjECEYeHsmp4FMADCg/gE/Kf4JalbK2MRnBaFTYfukR0/64RVBUIgAVvJ0Z94EflXxdMi0uIYQQOUOGFtNXrVrFhQsXmD17NpUrV6Z58+b4+PigfkU/tu7du6f2EtmeJNsiS4sIgPVd4MkVsLCDTuugcF0AEnUGZu+/zc9H7mEwKrjYWTKxRWk+LOclRdr/oRiNxB07TvjqVcT9ddS0+h/Qenri3L4dzu3aY+Fh+qKTZEhi+53tLLu6jEexjzIsJq1am+qCekHHgrQu2pqmhZpia2GbYbEJIUROIXle7iTzLjLVta2mzUmTY8HeEzqsBJ9qrzxcMRh4OHgIsQcPonF1pdDGDVjky5eqS+qNemacncGaG2sAqO9dn+9qfYe9pf0bzsxYCckGlh69x/xDd4lPNrVgbF7Oiy/fL4m3i+SyQggh0iZDi+lqtRqVSsW/p76paGP4p8dwbiLJtsjykuNMBfV7B0FjBR1XQ/Emzz6+8jCKkZsucTM4BoBGpTz4tlUZ3B2tMyviLC35wQMiN24kctNmDBERpjc1GhwaNCBPp4+wrVYNlVqN3qjn7JOzxOviUzy2QTEQnRRNVHIUkUmRRCdFE5kUSVRSFFHJUUQlmt5PNian6x5stbY0LdSUNsXaUNa1rPzyRAghXkHyvNxJ5l1kutBbsKEbhN0CtRYaT4aqA+AVOZshNo6ALl1IunULq5IlKbh2DWo7u1Rfdvud7Xx94muSjckUdirM7Aaz8XX0Te/dpFtITCIz9/7NhrMPUBSw1KjpVbMggxoUxdFa9ikSQgiROhlaTO/Zs2eqiizLly9P7SWyPUm2RbagS4RNveDWLlNC3nYJlG797ONkvZEFh+4y9+BtdAYFR2stMztUoGEpj0wMOmszJicTs2cvEevXk3Du3LP3LX19ce7YEafWrdDmyZMh107QJxCVFEW8PhWFeqOBo4+OsuX2Fvyj/Z+9X9S5KG2LteWDwh/gbO1s/mCFECIbkzwvd5J5F1lCUiz8NgSubTG9Lt0aWswBK4eXHq579Ij7HTpiePoU+wYNKDB3DqpXPFH+OldCr/DZwc8ISQjB3sKeCTUm8H7B99NzJ2Zz/XE03+26wdE7YQC42FkyrGExOr3rg1aTeW1phBBCZC8ZWkwXbybJtsg2DDrYOgCubgKVGlrMhXe6PHfIzeBovth0+dmGP582KMrQhsXRqGXl8usk/v03kes3ELV9O8Y4Ux96laUljk2b4tK7N9YlimdyhP9PURTOh5xny+0t7PXfS6LB1IfSQm1BQ5+GtCnehnc9383UPplCCJFVSJ6XO8m8iyxDUeD0ItgzBox6cC1hesrUrcRLD0+4eJGA7j1QkpPJ27cP7iNGpOmyYQlhDD80nAshFwBoX7w9X1T5Amtt5j+5qigKh26FMvn368/2fyrqbs9XzfyoV8JNnrgUQgjxRlJMz2SSbItsxWiAHUPhwmrT62bT4d1+zx2SrDfy3a4brDjuD0C9Em781LECzraWbznY7McYF0fUzt+JWL+epBs3TG+qVDi1bInbp0NS3b8yo0UnR7P73m42397MjfAbz97Pb5+fNsXa0K54O1ysZZMnIUTuJXle7iTzLrKcwFPwa0+IeWzaB6nlXCjT5qWHRu3YyeORIwHw+u47nNu0fulxb6Iz6lhwcQFLrixBQaFYnmJMrzOdws6F03oXZqUzGFl/OpAf990mPM7UArF2MVfGNPPDz0v+3QohhHi1t1pMv3PnDqGhoeTNm5fixbPOSsvMJMm2yHaMRtgzGk4tNL1uOAlqffbCYVsvPGT0lisk6ox4u9jwc9fKlMonf8dTQlEUEi9f5umy5cTs2QOYVqrn6dKFvP37ZVj7l/S4/vQ6W25vYde9XcToTP3z7S3sGVB+AJ1LdsZCI/0ohRC5j+R5uZPMu8iSYkNNbRv9/zK9rvoJNPoatC8ueAmdPZuw+QvAwgLfZUuxrVIlzZc9/vg4Y/4aw9PEp9hobRj97mhaFW2VZVaARyXomH/wDsuP+ZNsMKJWQYfK3gxvXBx3h8xfSS+EECLryfBiusFgYMqUKcydO5fQ0FAAevTowbJlywBYu3Yt8+bNY/HixZQuXTotl8jWJNkW2ZKiwIHJ8Nd00+s6X0D9MS9sanTtcRQD1pzjQXgC1hZqprQpS+t3CmRCwNlXwuXLhEyfQfzp0wCoHRzI268fLt26oraxyeToXpSgT2BfwD5WX1/9bLW6j4MPn1f+nPre9bPMFychhHgbclue9/jxY86fP8+TJ0+IiIggT548eHh4UKlSJby8vDI7vLcmt827yEYMejj4LRydaXrtXRU6rAaH5/c5UoxGHg0bTsyePWicnSm4cQOWPj5pvmxYQhhj/hrDiaATADQr1Izx1cdjZ5H6TU4zyoPweKb+cZPfLwcBYGOhoVt1X/rXKYyrvVUmRyeEECIrydBiusFg4IMPPmDv3r1otVqKFSvG9evX6dmz57Niur+/P4ULF2bSpEmMGzcu7XeSTUmyLbK1v2bC/kmmn6sNgibfvlBQj4xPZuj6ixz+2/TLtJ41CvJVcz8sZJOfFFMUhbijRwmZPoOkW7cA0Hp44DZkME6tWqHSajM5whcZFSO/3f2NWednEZZg2uSpqmdVRlYZSQmXl/fpFEKInCY35HmBgYEsWLCAbdu28ffff7/yuOLFi9O6dWsGDBiATzqKctlBbph3kc3d/B22fgJJUZCnIHTbCi7Pt18xJiQQ0K07iVevYlmkCAXXr0Pj8PLNS1PCqBhZdnUZcy/MxaAY8HHw4Ye6P1Aqb6l03ox5nQsIZ/LvN7gQGAlIUV0IIcSLMrSYPm/ePIYMGUKDBg1YtWoV+fLlQ61WP1dMByhWrBienp789ddfabuLbEySbZHtnVoEu019FanYAz74EdSa5w4xGBVm7fub2QfuAFClYB7mda6Iu6M8OpkaitFI9M6dhP40C93jxwBYFimC+/Bh2DdokCVXfcfr4llyZQkrr60k2ZiMWqWmTbE2DK4wmLw2eTM7PCGEyFA5Oc+7e/cuo0aNYvv27RgMBgCcnZ3x8/Mjb968ODo6EhUVxdOnT7lx4wZRUabNyTUaDa1ateL777+ncOGs0TvZ3HLyvIsc5OldWNMGIvzBzh26bgavcs8donsSgn+HDuifPMGuVi28Fy5I9yKOCyEX+OLIFwTH/R979x3fVPU+cPyTNN0tLZ2UUih77yVLCgiCILIRkCkyBAQEGaJMQVGGDBHZe28RkQ2yZK+yKbPQvXeT3N8fwX7lx4amaZPn/Xr50ntz7j1PPNA+eXLuOSFYq60ZUmUIHUt0zFZ5rKIoHLgezs97bnD+fgwAdtZqutTwl6K6EEII4xbTq1WrRlBQEDdu3CD34zV+n1VMb968OefPn+fu3btv8Bbe3Llz51i3bh2nT5/mzJkzREREULduXQ4cOPDC61auXMmMGTMIDAzExsaGWrVqMX78eCpVqvTaMUiyLczC2RWwbQAoeijbFlr8Cs9YI3v35VC+XHuO+FQtXs62/PpJJSoXkA0qX5c+LY2Y1auJ+HUuupgYAOwrVsRr6BAcKlc2bXDPEZwQzPTT0/nrjmENeCdrJ3qV60Wnkp2wsZLNaYUQ5slc87wRI0YwY8YMUlNTKV++PN26daNhw4aUKvXsGaaKohAYGMju3btZunQpFy5cwNbWlkGDBvH9999ncfTGZ67jLsxQfCisaA2hF8E2F3RYDf61n2iSHBjI3U86oyQnk7tTJ7y/GfXWhe/Y1FhGHxnNvvv7AKjnV48JtSbgYuvyVvfNbM8rqnd+pwC93i2Mp7MU1YUQwhIZtZieK1cuateuzY4dOzLOPauY3rlzZzZs2EBycvLrdvFWxo4dy7hx47CxsaFYsWJcunTppcX0iRMn8s0331CgQAFat25NfHw8a9asIS0tjb1791KrVq3XikGSbWE2Lm2CTZ+BXgslmkHrBWD99JreQeEJ9FlxmuuhCWjUKkZ/WIrO7xTIVrNRcgpdfDyRCxcStWQpSkoKAA7vvIP7Zz1xrFkzW/4/PRN6hsknJ3M58jIA+ZzyMbTKUOrnz54z64UQ4m2Ya56nVqtp2rQp48aNe6PJJKdPn2b06NHs3LkzY1a7OTHXcRdmKiUWVneAu0fAyhbaLoYSTZ9oErdrF8FfDATApVUr8owZjdr27QrJiqKw+upqppyaQro+nTyOeZhadyrlPMu9/OIspigKBx8X1c9JUV0IISyeUYvpjo6ONGrUiM2bN2ece1Yx/b333uPUqVPEPJ5hmVUCAwNJTU2lbNmyREZG4uPj88Ji+o0bNyhVqhSFChXixIkTuLgYvjk/d+4c77zzDoUKFeLSpUuo1a++FrQk28KsXNsJ67qALhXyVoT2K8Dl6Q1HE1O1DNt4IWODn9aV8vF9q7LYaGQd9TeRHhpGxC+/ELNpE2i1ANiVKoX7Zz1xbtQIlZXVS+6QtfSKnt9v/c6MMzMITzaspV81T1W6le5Gzbw10aiz3xrwQgjxJsw1zzty5MhrTyAx5n2yG3Mdd2HG0pNhw6dw7Q9QqeHDmVCp8xNNolauJHTiJNDrsStblnyzZmKdJ89bd30l8gpfHfqKu3F3cbZxZsUHKyjkkj2XgHpRUb133cKy/IsQQliIV8313qjCVaBAAS5cuPDCNunp6Vy6dImiRYu+SRdvpXTp0lSqVAlr66eXo3iWxYsXo9VqGTVqVEYhHaBChQp06NCBK1eucPjwYWOFK0T2V7yxYb1F+9zw8CzMC4C7R59q5mirYXaHinzTtCRWahUbzzygz4rTpKSb3+y0rGDt7YXP+HEU2fUXubt0RmVvT8rlywQP/pJbH3xA9Np16FNTTR1mBrVKzUdFPmJ7y+18VvYzbNQ2nAw5Sb+9/Wi0oRHTTk8jKCbI1GEKIYR4jswqgJtjIV2IHMnaHtotg4qfGJZt3NYfDk+H/8ync+vUCb/587BycSHl4kVut25D0unTb911SfeSrG22lvKe5YlPi6ffnn5EpUS99X2NQaVSEVDci82f12RJ96pU8HMlJV3P/L9vE/DTAX7Zf1M+zwghhMjwRsX0xo0bc+fOHebNm/fcNrNmzSI8PJymTZs+t0128e+M9UaNGj312vvvvw/AwYMHszIkIbKfgnWg1wHwLgOJ4bD0Qzi58IlkHAzJaM86hVjYtQq2GjX7robRffFJElO1ponbDFjnzUuer7+myL69ePTvj5WLC+l37xEyZgw333uPiPnz0cXHmzrMDA7WDnxR6Qt+b/k7n5T8hNy2uQlPDmfxpcV8tPUjOv3RiXXX1hGXFmfqUIUQQgghzJuVBprPhtqDDcd7xsKub0Cvz2jiVKsW/hvWY1u8OLrISO527UbUqlW8wUPsT3C0dmRm/Zn4OvnyIOEBA/cNJFWXfSaC/H//Laov7VGNcvlcSEjV8tNf12gw9SBbzwW/9f8TIYQQOd8bLfPy6NEjSpcuTVxcHP3796ddu3bUrl2btm3bMnz4cNatW8e0adPInTs3gYGBeHh4GCP2VxISEvLSZV48PT1JSUkh/hnFqNOnT1OlShU6d+7MsmXLnttPamoqqf+ZIRoXF4efn588BirMT1oibO0HgY+XearUFT74CTRPP/74T1Akny49RUKqlor5XVnSrRouDq/2xIh4Pn1SEjEbNhC5eAnaR4YlddROTuTu0AG3Lp3ReHqaOMInpevSOfTgEFtubuHv4L/RKYaZPbZWttTPX58WRVpQPU91rNTZa9kaIYR4Hktf7mPPnj2cO3cOlUpFpUqVqFevnqlDyhKWPu7CDBydDbtGGf673Mfw0Wyw+l9urk9K4tE33xC3408AXNq0Js/o0aht3m5T+aCYID7Z8Qnx6fE0KdiEyXUm54g9dfR6hW3nH/Ljzqs8jDXsY1Tez5Vvm5akir+biaMTQgiR2Yy6ZjrAoUOHaNWqFVFRUU/9IlQUBVdXV7Zt20bt2rWfc4es8SrFdBsbG7y8vHjw4MFTr924cYNixYrRvHlztm7d+tx+/t309P+TZFuYJUWBIz/DnnGAAvmqQfvl4Pz0+orn78fQZdEJYpPTKemTi+WfVpN1BzOJkp5O7B9/ELlgAWk3bwGgsrHBpWVL3Ht+io2fn4kjfFpEcgR/BP3BlptbuBlzM+N8Hsc8fFjoQ1oWaYlfruwXtxBC/JelFlWjoqL44IMPOHnyZMbsTJVKRe3atdm+fTvOzs4mjtC4LHXchZk5t9owMUbRQdH3oe0SsHHIeFlRFKIWLiRs2nTDOurly5Fv5kysvb3fqtt/Hv1Dn9190Cpa+pTvQ78K/d7yjWSdlHQdCw/fZs7+mySmGSaFNC3rw/DGJcjv7vCSq4UQQuQURi+mA4SGhjJ9+nR27NhBUFAQer0ePz8/mjRpwldffYWvr++b3pohQ4Y8MdP7ZQYOHPjM9dmzqpguM9OFRbqxBzb2gJRYcPYxbEyar8pTza6GxPHJghNEJKRSyNORlT2r4+Nib4KAzZOi15Nw4CCR8+aRfO6c4aRaTa6mTXH/rCd2xYqZNL5nURSFwMhAttzcwo7bO4hPMzwZpEJFwwIN6VWuF8Xdips4SiGEeDZLLap26tSJjRs3MnjwYGrXrk1iYiILFy5k9+7d9O3bl19++cXUIRqVpY67MEPX/4J1XUGbDH7VoeNaw95I/5Fw+AjBQ4agj43FytODfDNm4FCp0lt1u+nGJsYcHQPApNqT+LDwh291v6wWFp/C9N3XWXvyPnoFbKzUdK/lz+f1iuBiL0/fCiFETpclxXRjcnJyIjEx8ZXb79+/n4CAgKfOZ9UyL/+fJNvCYkTegjUdIfwqWNlAs+mGTY7+n9sRiXSaf5yHsSnky23Pyp7VKeDuaIKAzZeiKCSfPk3EvHkkHvo747xT/fp49O6FffnyJozu+VJ1qey/v58tN7Zw5OGRjPMBfgH0KtuLsp5lTRidEEI8zVLzPEdHR0aPHs3w4cMzzun1esqXL094eDghISEmjM74LHXchZm6dxxWtTNMivEsCR1Wg1vBJ5qk3bvHg/4DSL1+HaytyTNqFLk/bv9W3U4/PZ1FlxahUWuY33A+VfI8PREnu7vyKI6Jf1zh8M0IANwcbRj0XlE6VMuPtdUbbUsnhBAiG3jVXO+NftLrdMbfyTohIQFFUV75n2cV0l9V0aJFSUhIeOYHgBs3bmS0EUI8g3th6LkHSjQDXZrhsdEdX4Eu/YlmBT0cWd+3Jv7uDjyITqbt3GPcCM0+m2aaA5VKhUOVKuSfN4+Cmzbi3LgxqFQk7NvHnfYfc7dbdxKPHct2GyfZWtnS2L8xcxvOZWPzjTTxb4IKFQfuH6Djjo703t2bM6FnTB2mEEKYvcaNG3P37t1nvpaSkkJycjKlSpV64rxaraZYsWLExMRkQYRCiEyT/x3ovtPwdGn4FZhXF67tfKKJTf78+K9eZcgp09MJGTuWR9+ORp+W9sbdDqw0kIYFGqLVaxl0YBB34579Myc7+3fpysXdqlLEy4moxDRGbw2k8c+H+PtGuKnDE0IIYWRvVEzPly8fw4YN4/Lly5kdj0nUrVsXgF27dj312l9//fVEGyHEM9g6Q7vlEPC14fjEPFjWAhIjnmjm62rPuj41KJHHmbD4VNr9doxLwbFZH68FsCtVinw/T6fQH3/g0qoVaDQkHT/Ove49uNP+Y+L37kXR600d5lOK5S7Gj3V/ZGuLrTQv3BwrlRVHHx6l686udN/ZnWMPs9+XAUIIYS6OHTtGmTJlmDZtGvr/9zvCzs6OfPnysWTJkideCwoKYv/+/RTLhkuKCSFewrsU9NwL+aoaZqivbg97J4D+f5Pn1I6O+E6fhueQL0GlImb9eu5174EuIeGNulSr1EyqPYmyHmWJTY2l395+xKTEZNIbyjoqlYp6JbzYObAOE1qUwc3RhlvhiXReeIKBa84SHv/qS9YKIYTIWd5omRe1Wp2x6WjVqlXp0aMHH3/8cbZ83PFVlnm5fv06pUuXplChQpw4cQIXFxcAzp07xzvvvEOhQoW4dOkSavWrf/cgj4EKi3V1B2zqBWnx4JwXms+Cou890SQmKY2ui09y/n4MzrYaFnevShV/NxMFbBnSHz4kctFiYtavR3m8v4Nt0SK49+pFriZNUGk0Jo7w2R7EP2DRpUVsvrkZrV4LQDnPcvQu15s6vnWe2gBbCCGygrnmeQ8fPqRfv35s3bqVSpUqMX/+fCpWrJjx+qxZsxg4cCD+/v5UrVqVxMRE9u/fT0pKCosXL6ZLly4mjN74zHXchUCbBru+gRO/GY4LBUDrheDo8USzhL//JvjLIejj47GvUAG/BfOxcnJ6oy4jkiPo+EdHHiU+orJ3ZeY1nIeNlc1bvhHTiUtJZ9qu6yw9dgdFgVx2GkZ+UJL2VfxQqyVfFUKInMCoa6YHBgayaNEiVq5cSVhYGCqVCjs7O1q2bEn37t1p0KDBWwX/tq5evcoPP/wAQHJyMuvWrcPb25vGjRtntFmyZMkT10ycOJFvvvmGAgUK0Lp1a+Lj41mzZg1paWns3buXWrVqvVYMkmwLixZ+zbCOeuRNw3GFTvD+xCc2NkpI1fLpkpP8czsKe2sr5nWpTJ2iniYK2HJoIyOJWrqM6FWr0D+eUWTl6YFzgwY4v9cQx+rVUFlnvw2UQhJDWBK4hA3XN5CqM3wZUMKtBP0q9CPAL8C0wQkhLI6553mbN29mwIABhIWFMXDgQMaPH4+9vWHj8JkzZzJ58mQePXoEGJ5Y/fbbb/nss89MGXKWMPdxF4KLG2DbAEhPgly+0HYp+FV9oklyYCD3enyKPjb2rQvqN6Jv0OXPLiSkJ9C8cHO+q/Vdjp8ocf5+DF9vvkjgwzgAqhTIzaRWZSnm7WziyIQQQrxMlmxAqtPp2L59O4sXL2bHjh1otVpUKhV+fn5069aNbt264e/v/6a3f2MHDhygXr16L2zzrLe9cuVKfv75ZwIDA7GxsaFWrVpMmDCBSm+wa7kk28LipSXCvu/g+K+AAk554MOfoXiTjCbJaTr6rjzNgWvh2FipmdquPB+Wz2uykC2JLi6O6FWriVq6FF10dMZ5da5cONcLwLlhQxxr1UL9uHiSXUQkR7Ds8jLWXF1DsjYZgIYFGvJ19a/xsPd4ydVCCJE5LCHPS0hIYMSIEcydO5cCBQrw66+/0qhRo4zX/51Q4+lpOV+EW8K4C0HYFVj7iWFSjNoaGn8PVXvCf4rcmVlQPxp8lM/3fo5O0dG/Qn96l++dWe/EZLQ6PUuO3mHa7uskpenQqFX0ercQXzQoip21lanDE0II8RxZUkz/r/DwcJYvX86SJUu4dOkSYFgOpm7duuzduzczushRJNkW4rF7xw2bkv47S71sW2jyIzgYlnVJ0+oZuOYsf14ybADcqJQ34z4qjY9L9irimislLY3Ef04Qv3s38Xv3oouMzHhNZWeHU506ODdqiFPdulhlo59lMSkxLA5czNLApegUHa62royoNoIPCn6Q42c0CSGyP0vK844fP06vXr0IDAykY8eO/Pzzz7i7u5s6LJOwpHEXFi4lDrb1h8tbDcdl28KHM8DGMaNJZhbU111bx4TjEwCYXGcyHxT64K3fQnbwMCaZMdsC2X05FID8bg5MaFGGusUs50tIIYTISbK8mP5fZ86c4ZdffmHx4sWoVCp0Ot3LLzIzkmwL8R/pyXDgezg6CxQ9OHpC06lQ6iPAMHtj+p7r/HYwCK1ewclWw9BGxehcwx8rWWMwyyg6HclnzxK/ew/xu3eT/vDh/160tsaxenWcGzbEqXYtrH19TRfof1yJvMLoo6O5GnUVgIB8AXzzzjd4O3qbODIhhDmztDxPq9Xy008/8d133+Hg4MDUqVPNfn30Z7G0cRcWTlHg2C+wezQoOvAsCe2Xg0fRjCaZWVD/6eRPLLu8DBu1DXPem0N1n+qZ9U5M7q/AEMZuC+RRbAoAzcvn5ZtmJfFytjNxZEIIIf7LZMX0Y8eOsWTJEtatW0dsbKwU0yXZFuJ/HpyGrZ9DuKHwSamP4IOp4GSYnXE1JI6vN13kzL0YAMrnc2FSq7KUzutiooAtl6IopFy+TPweQ2E97eatJ17X+PjgUKkSDlUqY1+5MrZFiqB6jU2aM1O6Pp3FlxYz9/xc0vXpOFs781XVr2hRpIXMUhdCGIW553k6nY4rV66QkJCAr68vfn5+ANy6dYvevXuzb98+GjRowG+//UahQoVMHG3WMfdxF+KZ7h6F9d0gIRRsnKHFLxkTYiDzCuo6vY7BBwaz//5+NGoN42uO58PCH2biGzGthFQt03ZdZ8nR2+gfb1A6vEkJOlbLL/mqEEJkE1laTH/48CHLli1j6dKlXL9+HUVRUKvVNGrUiB49etCmTZu37SLHkWRbiOfQpsLBH+HwdMMsF3s3+OAnKNMaVCr0eoVVJ+4xeedV4lO0WKlV9Kjlz+CGxXCw0Zg6eouVGnSb+D17SNi7l+TAQNBqn3jdysUF+8fFdYfKlbErXTrLNzK9GX2T0UdHczHiIgA1fGowpuYYfJ2yxyx6IYT5MOc8b/r06Xz33XfExMRknCtfvjzz58+ncuXKACxdupShQ4eSlJTE6NGjGTp0KFZW5r8OsDmPuxAvFB8C67vDvaOG4+p9ocFosHEAMq+gnqJNYdThUey6uwuAzyt8Tp9yfcyq2HzxQSwjN1/gUrBhg9L3SnoztW15XByyNm8WQgjxNKMX09PS0tiyZQuLFy9mz5496PV6FEWhSJEidO/ena5du5I3r+VuJCjJthAv8fCcYS31UMMeCxRvCs2mgXMeAMLiUhi3/TJ/XHgEgK+rPRNalKZ+CVm+w9T0SUkknz9P0qnTJJ0+TfL58yjJyU+0UdnZYV++PA5Vq+LaqiXWWfT7QKfXseLKCmadnUWqLhV7jT2DKw+mffH2qFWmmTkvhDA/5prnzZkzh/79++Pm5karVq1wd3fn8uXL7NixA2dnZy5evIjv42W+IiMjGTx4MCtWrMgotlepUsXE78C4zHXchXglunTYO86wbCOAawFoNh2KNAAyr6CuV/TMODODRZcWAdC8cHPG1hiLtZX5FJv/3aD0x53XSNPp8XOz59dOlSnjK0/jCiGEKRm1mP7555+zdu1aYmJiUBQFR0dH2rZtS48ePahdu/ZbBW4uJNkW4hVo0wwz1A/9BPp0cM4LXbc9sRbj/qthfLPlEsExhmJt07I+jPmwFF65ZI3B7EJJTyfl8uX/FddPn0YXG/u/BhoNLs2a4d7zU2yLFMmSmO7G3WX0kdGcCTsDQCWvSoyvNZ4CuQpkSf9CCPNmrnlesWLFSExM5Ny5c3h6/m+DvNWrV9OpUycmTpzIyJEjn7hmz5499OnTh7t375Kenp7VIWcpcx13IV7L9b9g+5cQ98BwXK49vD8JHD0ydQ319dfXM/H4RHSKjmp5qjG93nRy2ZjX37uLD2Lpu/I0D6KTsdGoGfthaTpU8zOrmfhCCJGTGLWYrn68Lm6tWrXo0aMH7dq1w9HR8SVXWRZJtoV4DaGBhkdHI64ZNiftvAXylMl4OSlNy897brDw8G10egVnWw3DmpSgU7X8qGWD0mxH0etJu3WLpNOnidv5F0nHj2e85vReAzx69cK+XDmjx6FX9Ky9tpbpp6eTrE3G1sqWtsXa8l6B96jgWQErtfkvSSCEMA5zzfPs7Oxo1qwZGzZseOJ8QkICuXLlolevXsydO/ep61JSUhg/fjyTJk3KqlBNwlzHXYjXlhoP+ybCP3MBxbBs4/uToPzHJF++nGkF9cPBhxlyYAhJ2iQKuRRizntzzG75vtikdIasP8eeK2EAtKroy3cty8jylkIIYQJGLaZ//fXXdO/enaJFi768sYWSZFuI15QYCctbQMgFsHOFTzZBvspPNAl8GMvXmy5y/oFh1nOdoh7M/LgiuR1tsj5e8cqSL1wgcv584nfvyTjn8M47ePT6DIcaNYw++yY4IZixR8dy/NH/ivpudm4E+AXQIH8DqvtUx9bK1qgxCCHMi7nmeUWLFiU5OZmLFy+SO3fujPNr166lQ4cOjB8/nm+++caEEZqWuY67EG/swWn4/Yv/LdtYsC40m05ySEqmFdSvRV3j872fE5YUhpudG780+IUyHmVefmEOotcrzPs7iB93XkWvQDFvJ+Z0qkwRrzf7fyaEEOLNZOkGpOJpkmwL8QaSY2BlW3hwAmycoONa8H9y6SidXmH5sTv8sPMqKel68uW2Z+4nssZgTpB66xaR8xcQu317xgamdmXK4P7ZZzg3fA+V2nhrmiuKwoH7B9h1dxcHHxwkPi0+4zUHjQO1fWvTIH8D6uSrg7ONs9HiEEKYB3PN82bMmMHgwYPx9PSkZcuWuLm5ceXKFf744w/s7e25dOkSfn5+pg7TZMx13IV4K7p0ODYbDvwA2hTQ2EHd4SS7NuBez97oY2PR5PXBo08fXFu2fKMN6kMSQ+i/tz/Xoq9hZ2XH5HcnUz9/fSO8GdM6HhTJgNVnCY9PxdHGiu9bl6N5ecvdh04IIbKaFNNNTJJtId5QagKs6QC3DxmS8fYroeh7TzW78iiOPitOczcyCVuNmokty9Kmcj4TBCxeV/rDh0QuXkLM+vUoKSkA2BQsiHvPnrh82AyVjXGfNEjXp3Mq5BR77+1l/739hCWHZbymUWuonqc69fPXp55fPTwdPF9wJyGEpTLnPG/27NmMHz+eiIiIjHM1atRg5syZVK5c+QVXmj9zHnch3lrkLdg+GG4fNBx7lyG5xGAejPsFbUgIANZ+fnh8/rkh39O83jImiemJDDk4hCPBR1ChYljVYXxS6pPMfhcmFxafwherz3I8KAqArjUK8HXTkthqZHlCIYQwNqMX03U6HRs2bGDPnj0EBweT8rgg8lQHKhV79+59ky5yNEm2hXgL6Smwrgvc+AvU1tBmEZRq/lSz2KR0Bq09y/5r4QB0fqcA3zYrhY3GeDOcRebRRkURtXw50StXoY+LA0CT14c8o0bh3KBBlsSgV/QERgSy7/4+9t7by+3Y2xmvqVDRyL8Rfcv3pbBr4SyJRwiRM5h7nqfX67lz5w6RkZH4+/s/sRmpJTP3cRfirSkKnF8Df30NyVGACn3FnsREFCNi0TJ0kZEA2Pj749G/P7maNEZl9epFYq1ey/f/fM+66+sA6FiiI8OqDjO7fXC0Oj3Tdl9nzoFbAJT3c+WXjhXJl9vBxJEJIYR5M2oxPTY2lvfff5+TJ0/ysstVKhU6ne51u8jxJNkW4i1p02DTZ3B5C6isoMWvUL79U830eoWZ+27w854bAFTK78qvn1TGO5ddFgcs3pQuIYGYteuIWrIEbbjhixHn99/He9TXWHt5ZWksQbFB7Lu3j/339nMh4gJgKKo3KdiEPuX7UNClYJbGI4TIniTPs0wy7kK8osQI+GsUXFhjOPYsib7NSqK3HyBy/gJ0MTEA2BYtgke//jg3avjKy/0pisKSwCVMOz0NgIB8AUx+dzIO1uZXaN57JZQv150nNjkdVwdrprerQL0SWZsbCyGEJTFqMf2LL75g9uzZ+Pr6MmDAAEqWLPnCTurWrfu6XeR4kmwLkQn0Otg2AM6tBFTQbBpU6fHMpnuvhDJo7TniU7R4ONkyp1MlqhV0y9p4xVvRp6QQ8cscIhctAp0OtbMzXsO+wrVNG6NvUvos16KuMff8XPbcM2ycqlapaVaoGb3L9SZ/rvxZHo8QIvuQPM8yybgL8Zpu7oUtn0NCCLjkh86b0dn5EL1iOZGLFmc8mWhbogSeA/rjVL/+K+d8u+7s4uvDX5OqS6WUeylm159tlsvz3Y9Kot+qM1x4EAtAq4q+jGpaEncnWxNHJoQQ5seoxfT8+fOTkJDAxYsX8fX1fatAzZUk20JkEr0e/hwGJ+cbjhtNhJr9n9n0TkQifVac5mpIPBq1ilFNS9Ktpr9JCrHizaVcucKjb0eTcukSAA5Vq5Jn/DhsC5pmVviVyCvMOT+HA/cPAGClsqJ54eb0KteLfM6yTr8Qlshc87zp06fTr18/bN5i74q0tDRmz57Nl19+mYmRZQ/mOu5CGFX0XVjeEqJugYM7dNoAvpXQxcURtWQpUUuXok9MBAwb03t+MQDHOnVeKX8/F3aOL/Z9QXRqND6OPsxpMIciuYsY+x1luVStjh/+vMqSo3dQFHB1sObrJiVpWyWffM4RQohMZNRiuq2tLY0aNeL3339/qyDNmSTbQmQiRYE9Y+HIz4bjgK+h7jB4RvKYlKZlxMaLbDv/EICPKuTlh1blsLcxr7UUzZ2i1RK1YgXhM2aiJCejsrHB4/PPcf+0Bypra5PEdCniEnPOzeHv4L8B0Kg0tCjagl5le+Hj5GOSmIQQpmGueZ5araZAgQKMGDGCjh074uzs/MrXxsbGsmLFCn788UcePHhglss8muu4C2F0CeGwsjU8Og82TvDxSigUAIA2OpqoRYuJWrECJTkZgFzNP8RnwgTUti+ffX0/7j6f7/2cO3F3cLJ2YlrANGrkrWHMd2My5+7HMHLTRa48Mszor1bQjUkty1DE69V/VgshhHg+o89Mr169OuvXr3+rIM2ZJNtCZDJFgb+nwL7vDMc1B0DDCc8sqCuKwqIjd5i04wo6vUKJPM781rkyBdwdszho8bbSHjwgZOw4Eg8fBsC2WDF8vpuAfblyJovpfPh55pybw9GHRwHQqDW0Ltqaz8p+hrejt8niEkJkHXPN87Zu3cqXX37J7du3sbe3p2XLljRo0IAaNWpQvHjxJ2ZAKorC1atXOXbsGLt372bbtm2kpKRQsGBBpk2bRvPmT28cntOZ67gLkSVS4mBtJ7h9CKxsoNV8KN0i42VtZCSR8xcQtXw56HTYlStHvtmzXmn/nJiUGAbuH8iZsDNoVBpG1xhNy6ItjfhmTEer07P4yB2m7b5OcroOaysVfesW5vN6RbCzlslDQgjxNoxaTO/Xrx+bN2/m7t27WJtohmB2J8m2EEZybA78NdLw3+U7QLOfwfrZm40eD4qk/6ozRCSkkctOw4yPK8qmPTmQoijE/f47oZO+N2xYpVKRu/MneA0ciNrRdF+QnAk9w5xzc/gn5B8AbK1sGVZ1GG2LtZVHboUwc+ac56WlpTFz5kxmzZrF/fv3M36eqdVqXFxcyJUrF3FxccTExPDvxwhFUcifPz8DBgxgwIABb7VMTHZmzuMuRJZIT4FNn8GVbYAKmk6Fqp8+0STx2DEeDBqMPjYWjZcX+X75BfuyZV566zRdGt8c+YY/b/8JQK9yvehfob/Z5mQPopMYvTWQfVfDAPB3d+C7FmWpXdTDxJEJIUTOZdRiekREBJUqVaJRo0bMnj0bO7tnF7IsmSTbQhjR6aWwfRAoeshbCdqvAJdn798QEptC35WnOXsvBpUKBjUoxoD6RVCrzTOxNmfaqChCf/iBuG2GJcY0eX3wHjkS5wYNUKnVJovrZMhJZp+dzZmwMwC87/8+Y2uMxcnGyWQxCSGMyxLyPL1ez9atW9myZQsHDhzg/v37T7Xx8/OjXr16tGjRgubNm6M24c/irGAJ4y6E0el18McQOL3YcFxvFLz71RNPm6bdvcv9z/uRdusWKltbfCZOxKVZ05ffWtEz++xs5l807LXUtFBTxtccj42VeX7BpygKOy+FMPb3QELjUgFo+XiDUg/ZoFQIIV6bUYvp48eP5969eyxevJh8+fLRoEED8ufP/8wEWqVS8e23375uFzmeJNtCGNmt/bChOyRHg6MXtF8O+d95ZtNUrY4J2y+z4vg9ABqU8GJa+wq42MuTNTlRwt+HCRk7lvTgYACsC+THrdMnuLRqiZWTaQrYiqKw7PIyfj79M1pFi5+zH1PqTqGUeymTxCOEMC5LzPMiIyMJDQ0lNjYWV1dXvLy8cHd3N3VYWcoSx10Io1AU2D8JDv1oOK7WCxpPhv/UE3Tx8QQPHUriwUMAuPfujefAL15pAsXmG5sZf2w8WkVLZe/KzKg3AxdbF6O8lewgPiWdqbuus/SYYYNSF3trvv6gBG0r+8kEIiGEeA1GLaar1WpUKhUvuvTf11UqlVluQPQykmwLkQWibsOaThAWCGpr+OBHqNLjuc3Xn7rPqC2XSNPq8Xd3YG7nypTII38/cyJ9UhIRc38jevVq9PHxAKgdHXFp1Qq3TzphU6CASeI6H36eYQeH8TDxIdZqa4ZWGUqHEh3M9hFjISyV5HmWScZdiEx2fC7sHG747zKtocVc0PxvFrmi0xE+fTqRCxYC4FSvHnl/+gkrp5cv83f04VGGHBhCQnoC/rn8mdNgDn65/IzyNrKLc/dj+HrTRS7/u0GpvxsTW5ahqLdsUCqEEK/CqMX0cePGvVb7MWPGvG4XOZ4k20JkkbRE2PI5XN5iOK7cDZr89EQi/l8XH8TSZ8VpgmOSsbe2YnKbcjQvnzfLwhWZS5+YSOy2bUQtX0FaUJDhpEqF07vvkrtLZxxr1szyQnZsaizfHvmW/ff3A9CwQEPG1hxLLhv5XSCEuZA8zzLJuAthBBfWw5Y+oNdC4frQbjnYPvmkYey2bTz65luUtDRsixYh35w52Pi9vDB+Pfo6/fb2IyQxhNy2uZnVYBblPcsb651kC1qdniVHDRuUJqUZNijt/W5h+teXDUqFEOJljFpMFy8nybYQWUhR4PB02DseUMDvHWi3DJy9n9k8KjGNL1af5fDNCAA+rV2QEU1KYG1l3mu9mjNFryfx6DGili/LeBwYwKZwYdw6f4JL8+aoHRyyLh5FYeWVlUw9PRWtXouvky9T6k6hjMfLN9ASQmR/kudZJhl3IYzkxh5Y1xnSk8C3MnRcB45PbqSZfP48D/oPQBsejpWrK74zZuBYvdpLbx2WFEb/vf25EnUFWytbvq/zPQ0LNDTWO8k2gmOSGbP1EnuuGDYoLeDuwHctylCnqKeJIxNCiOxLiukmJsm2ECZwfRds7AmpseCc17Axab7Kz2yq0ytM3XWNOQduAVC9oBuzO1bC01k268np0u7cIWrFSmI3bUKflASAOlcuXNu0wa3zJ1j7+GRZLJciLjH04FCCE4LRqDUMqTyETiU7ybIvQuRwkudZJhl3IYzowSlY2cawH1KufIaJMf8vj08PDeVBv/6kXLoEGg15Rn1N7g4dXnrrpPQkhh0axsEHB1Gr1Hxf+3s+KPSBsd5JtqEoCn8FhjJ2WyAhcSkAfFQhL980LSWfeYQQ4hmkmG5ikmwLYSIRN2FNR4i4Bla28OHPUKHjc5vvvBTC0PXnSUjVkieXHXM+qUSl/LmzLl5hNLqEBGI3bSJqxUrS7xk2n1XZ2ODWtQvuvXph5Zw160fGpcUx9uhYdt/dDUB9v/qMrzXerDfCEsLcSZ5nmWTchTCy8GuwugNE3TLsh9TkB6jyKfxnEoI+JYVHo74h7o8/AHDt8DF5vv4albX1C2+t0+sYf3w8m25swkplxeR3J/O+//tGfTvZRUKqlqm7rrH06B30CuSy0zDyg5K0ryIblAohxH9lajF92bJlbxVMly5d3ur6nEiSbSFMKCUONveGazsMx9X7QKPvwOrZSfbNsAR6Lz/FrfBErK1UjPmwNJ2q55fZw2ZC0etJOHiQyIULST51GgArV1c8Pu9L7o8/RmXz7PX1MzUGRWHNtTX8dPIn0vXp5HXMy/d1vqeSdyWj9y2EyHyS51kmGXchskBKrGE/pKvbDcfl2kOzn8Hmf8v1KYpC5PwFhE+fDoqCY82a+P48HauX/L3UK3pGHxnN1ltb0ag0TAmYQoP8DYz4ZrKXCw9i+HrzRS4FGzYorVIgNxNblqV4HtmgVAghIJOL6Wq1+o2LSiqVCq1W+0bX5mSSbAthYno9HJwMB38wHPvXgbZLnlp/8V8JqVq+Wn+ePy+FANCmcj7GNS+No60miwIWxqYoCgn7DxA2dSpptwzL+1j7+eH15WCcGzfOki9PLkdeZujBodyPvw9ASbeSfFTkI5oWbIqrnavR+xdCZA7J8yyTjLsQWURR4Ogs2DMWFB14lYb2y8G98BPN4vftI3joVyhJSdgUKYzf3LnY5Mv3wlvr9DpGHRnFH0F/oFFr+DngZ+r61TXim8letDo9S4/dZequaySl6dCoVfR6txAD6hfF3kY2KBVCWLZMLab7+/u/VZHh9u3bb3xtTiXJthDZxJXthlnqaQngkh8+Xgk+5Z7ZVFEUfjsUxI87r6JXwN/dgentK1BRln0xK4pWS8zGTYTPnoUu3LAJrV25cngP+wqHKlWM3n9CWgKTT05me9B2tHrDl83WamsC/AJoUaQFNfPWRKOWL3GEyM4kz7NMMu5CZLE7h2F9d0gMA9tc0OJXKNnsiSYply9zv+/naENDsXJzI98vs3GoWPGFt9XqtYz8eyQ77+zEWm3NzPozqe1b25jvJNt5GJPMmG2B7L4cCoCfmz2fBxThgzI+uDi8eMkcIYQwV7JmuolJsi1ENhJ2FdZ0gKgg0NjDR7OhbJvnNj92K5Ih687xMDYFK7WK/vWKMKB+ETRW6iwMWhibPjGRyMVLiFy0COXxRqVO9evjNXQItoUKGb3/6JRodtzewdabW7kSdSXjvIe9Bx8W+pAWRVpQyNX4cQghXp/keZZJxl0IE4h7BBu6w71jhuNaA6H+aLD638SD9NBQ7vftS+rlK6hsbPD5fhIuTZu+8Lbp+nSGHxrO7ru7sVHbMLvBbGrkrWHMd5It/RUYwthtgTyKNWxQamOlpn4JL1pUzEu9El7YamS2uhDCckgx3cQk2RYim0mOho094eYew3GtgdBgDKifnSDGJqczeusltp57CEB5P1d+bl+Bgh6OWRWxyCLa8HDCZ/9CzIYNoNOBlRWubdrg2b8fGk/PLInhWtQ1ttzcwh9BfxCdGp1xvpxHOT4q8hGNCzYml438LhEiu7C0PE9RFP7880+OHj1KeHg41atXp0ePHgCEh4cTHR1N4cKFsbIy76KLpY27ENmGLt2w5Mux2YZj/zrQZhE4eWU00ScmEvzVMBL27QPAc+AXuPfp88In7NN16Xx58EsO3D+AnZUdc96bQ9U8VY34RrKnhFQtK47fZfOZYK6Fxmecz2WnoWk5H1pU8KWqv5tsViqEMHtSTDcxSbaFyIb0Otg7Ho78bDguXB9aLwQHt+desvVcMN9suUR8ihZ7ayu+bVaKDtX8ZHNSM5R66xZh06aTsHcvACoHB9y7dcWte3esnLNmY6Z0XTqHHhxiy80t/B38NzpFB4CtlS3v+79Pl1JdKO5WPEtiEUI8nyXleefPn6d9+/bcuHEDRVFQqVR07dqVRYsWAbBq1So6d+7Mli1b+PDDD00crXFZ0rgLkS0FboGt/QzLNzr7GPZDyv9OxsuKTkfYlKlELV4MgMtHzckzYQLqF2w2n6ZLY9D+Qfwd/Df2GnvmvjfXojeIv/Ioji1ng9l67iEhcSkZ531d7WleIS8tK/pSzFs2LBVCmCcpppuYJNtCZGOXNsKWfqBNhtwF4eNV4F3quc0fxiQzZN15jgVFAtCghBeT25TDw8k2qyIWWSjp5ElCf5pCyoULAFi5uODeqxe5O3VEbWeXZXFEJEfwR9AfbLm5hZsxNzPO1/CpQdfSXamZt6Z8qSOEiVhKnvfgwQMqVqxIZGQkH3zwAQEBAQwbNoxu3bplFNOTkpJwc3Pjk08+YcGCBSaO2LgsZdyFyNYibsDaTyD8Kqg10HACvNMX/pMTRa9ZS8iECaDTYV+lMvlmzUKT+/l7IKXqUhmwdwDHHh3DQePAbw1/o4JXhSx4M9mXTq/wT1AkW84F8+fFEOJTtRmvlfLJRatKvnSolh9HW9nnRwhhPqSYbmKSbAuRzYVchDUdIeYeWDtCy7lQqvlzm+v1CouO3ObHnddI0+lxd7RhcutyvFfKOwuDFllFURTid+0mfMYM0oKCANB4eeHx+ee4tm6FyjrrNmZSFIULERdYfnk5u+/uRq/oASjiWoQupbrQtFBTbKyeP+NKCJH5LCXP+/zzz5k7dy4///wzX3zxBQBqtfqJYjpA9erVSUlJ4fz586YKNUtYyrgLke2lJsDvA+HSBsNx6ZbQfBbY/m/GdMKRIwQPHIQ+IQHr/PnxmzsX20IFn3vLZG0y/ff250TICZysnZjfaD5lPMoY+53kCCnpOvZeCWPz2WAOXAtDqzeUkDydbRnaqBhtKvthJUvACCHMgBTTTUySbSFygMRI2NANbh8yHL87DAJGgvr5G41eDYlj0JpzXA0xrCfYoVp+vmlaUmZlmClFqyV22++Ez56F9uEjAKzz58dzwAByNf0A1Qv+rBhDcEIwKy6vYNONTSRpDZumeth70KFEB9oVa4ernWuWxiOEpbKUPK9QoULY2dlx+fLljHPPKqa3b9+e/fv3ExYWZoows4yljLsQOYKiwIn58NdI0GvBoxi0Ww5eJTKapN68yf3efUgPDkbt4kK+mTNxrF7tubdMSk+i756+nAk7g7ONMwsbLaSke8mseDc5RnRiGtsvPmLB30HcjTTkoiXyOPNts1LUKuJh4uiEEOLtvGqul7VVACGEyE4c3eGTzfDO54bjQz/Cmg6QEvvcS0rkycWWfrX4rE5BVCpYfeIeTWf+zdl70c+9RuRcKo0G11YtKbxzJ96jRmHl7k76vXs8/OorbrdoSfy+/WTld9K+Tr4Mrzac3W1382XlL/Fy8CIiOYJZZ2fRcENDvjv+Hffi7mVZPEII8/bw4UPKli370nYqlYq4uLgsiEgIIR5TqaB6L+j+JzjnhYjrML++YTnHx2yLFMF/3Vrsy5dHHxvLvU8/JXr9+ufmbg7WDsx5bw4VPCsQnxbPZ7s/41rUtax6RzlCbkcbOr9TgF2D3+WbpiXJZafhakg8nRb8w6dLTnIzLMHUIQohhNHJzHQjkZkrQuQw51YbHhfVpYJ7UeiwGjyKvvCSo7ciGLruPA9jU7C2UjH6w9J8Uj2/rGNtxvSJiUQtX07kwkXo4w1PJ9hXrIjn4EE4Vnv+TCdjSden89edv1gWuIwrUVcAUKGinl89+lfsT9HcL/4zLIR4M5aS57m7u1O+fHn27duXce55y7zcv3+fhw8fmiLMLGMp4y5EjpMQDht7/O9p0+p9oeF40BiWwdOnpPDo66+J2/EnAM6NG5NnzOjnrqOekJZAr929uBhxEXuNPWNqjKFpoaZZ8lZymujENGbsvcGK43fR6hWs1Co6Vc/PoPeK4eYoyxAKIXIWWebFxCTZFiIHCj5j2NAoLhhsc0H7FVCo7gsviU1OZ+SmC+y4GAJA60r5mNiyDHbWVlkRsTARXUwMkQsXErV8BUpKCgAO1arhWLMmdqVLY1em9As3uspsiqJwIuQESwOX8nfw3wBo1Bp6lu3JZ2U/kzXVhchklpLnBQQEcPbsWW7duoWHh+Hx/f9fTL979y7FixenYcOG/P7776YM1+gsZdyFyJH0Otg/Ef6eajj2qw5tl0CuvAAoej2R8+YTPns2aLVYeXrgM2ECzgEBz7xdXFocg/YP4mTISQDaFGvD8KrDsdNk3Wb0OUlQeALf/3mV3ZdDAXC20zCgfhG61vTHViOfi4QQOYMU001Mkm0hcqiEMFjbGe4fB7U1fPQLlG//wksURWH+30H88OdV9AqUzpuLuZ9Uxs/NIYuCFqaSHhZG5Ny5RK9bD1rtE69Z+/piV6YMdmVKY1+mDHalSmHl4mL0mIJigph+ZjoH7h8AoJBLIcbVHEcFrwpG71sIS2Eped6CBQvo1asXzZs3Z9WqVTg4ODxRTE9LS6Nly5bs3LmTVatW0b79i39f5nSWMu5C5GhXd8DmPpAaCw4e0GbRE5Njki8F8nD4cNJu3QLAtV07vIcPQ+3o+NSttHotc8/PZd6FeSgoFM9dnCl1p+Dv4p9V7ybHOXorgu+2X+HyI8PSX35u9oxsUpImZfLI07tCiGxPiukmJsm2EDlYegps6QOBmw3H9b+FOkMMazO+wNGbEfRffZaoxDRcHayZ+XFF3i3mmQUBC1NLe/CA+F27SQkMJOXSJdLu3n1mO+v8+bEvUxq70mVwrF0Lu+LFjRKPoijsuruLSf9MIiolChUq2hdvz6DKg3C0fvrDohDi9VhKnqfT6Xjvvfc4ePAg+fLlo3HjxixYsICKFStSq1Yttm3bxr1793jvvffYtWuXqcM1OksZdyFyvKggWNsFQi+CSm3I5WsNgscbx+tTUgj/eQZRS5eComDt50feH77HoXLlZ97uaPBRRh4eSVRKFA4aB8bVHEfjgo2z8A3lLDq9wqYzD/jpr2uExacCUM3fjcltylHQQ/JQIUT2ZdRieqFChV6pnY2NDR4eHlStWpUuXbpQsWLF1+0qx5JkW4gcTq+HPaPh6CzDceVu8MFUsNK88LLgmGQ+X3Ga8w9iUalgaKPifB5QWGZiWBhdfDwpgZdJCbxE8qVLpFwKJP3+/ScbqdV49O2Lx+d9UVkZ5/HX2NRYpp6ayuabhi+GvB28GV1jNO/me9co/QlhKSwpz0tISKB3796sWbPmmZv2tW7dmsWLF+Pk5GSC6LKWJY27EDleejL8MQTOrTQcF/8AWvwK9q4ZTRL/OcHDkSPQPnwEKhXun/bA44svUNs8vTxeWFIYww4N43ToaQDaFWvHsGrDsLWyzYp3kyMlpWn57WAQ8w4FkZyuw97aim+alaRjNdljSgiRPRm1mK5+/I2uSqV67k7Y//81tVrN2LFj+eabb163uxxJkm0hzMQ/8+DPYYACRd83PCpq++KCQUq6jrHbAllz0lA8bVTKm6ntyuNsZ50FAYvsShcTQ8rlyyRfCiTp5EkS/zasbe5QpQp5p07B2tvbaH0ff3SccUfH8SDhAQBNCjZhRLURuNm5Ga1PIcyZJeZ5V69eZceOHQQFBaHX6/Hz86NJkyZUqFDB1KFlGUscdyFyNEWBM0thx1egS4PcBaHdMvApl9FEl5BA6KTvid20CQDbYsXI++Nk7EqUeOp2Wr2WOefmMP/ifABKuJVgat2p5M+VP2veTw4VHJPMV+vPc/RWJAD1insyuU05vJxl/XkhRPZi1GL63bt3+fXXX5kyZQqtWrWiU6dO+Pv7o1KpuHPnDitXrmTTpk0MHjyY5s2bs2/fPn744QdSU1PZuXMnDRs2fKs3lxNIsi2EGbnyO2zsCdoU8KkAHdeB88sLn6tP3GPM1kDSdHoKeTry2yeVKertbPx4RY4Q+/vvhIwZiz4pCStXV3x++P65m2BlhmRtMnPOzWHZ5WXoFT2utq4MqzqMZoWayewgIV6TpeR548ePx9nZmcGDB5s6lGzBUsZdCLMTfAbWdYXYe6Cxh1bzoFTzJ5rE793Lo29Ho4uKAmtrPAcMwP3THs98evBI8BFG/j2S6NRoHK0dGVdzHO/7v59V7yZH0usVFh+9w+SdV0nT6sntYM33rcrSuIyPqUMTQogMRi2m79ixgw8//JB169bRunXrZ7bZtGkTbdu2ZevWrTRr1oxt27bRokULPvroIzZv3vy6XeY4kmwLYWbun4BV7SE5ClzzQ6eN4FnspZedux9D3xWneRSbgqONFVPalqdJWUkahUHanTsEfzmElMuXAXDr1g2vLwejesbjxZklMCKQ0UdHcz36OgC18tbi2xrf4uvka7Q+hTA3lpLnaTQamjVrxpYtW0wdSrZgKeMuhFlKioKNn8KtfYbjBmOg9uAn9kTSRkbyaMwYEvbsBcC+YkXy/vA9NgUKPHW70MRQhh0axpmwMwB8XPxjvqr6FTZWxsvhzMH10HgGrTmXsUFp60r5GNO8FLnkCV4hRDZg1GJ6QEAAKSkpHD9+/IXt3nnnHWxtbTl48CAAJUuWJC4ujuDg4NftMseRZFsIMxR5C1a0hujbYOcKHdZAgRovvSwiIZUBq85yLMjwaGPvuoX4qlFxNFZqIwcscgJ9WhphP00hevlyAOzKlMF32lRs8hvvkeF0fTpLA5fy67lfSdOnYa+xp1+FfnQq2QmN+sX7AgghLCfPy5s3L3Xr1mX16tWmDiVbsJRxF8Js6bTw10g4Mc9wXKETNPsZNP8rgCuKQuyWrYROnIg+IQGVnR2eAwbg1rULKs2TOZJWr+WXc7+w4OICAEq6laRG3pd/NviXRq3By94LHycfvB28yeOYh1w2ucz+icE0rZ6f91xn7sFb6BXwdbVnWrvyVC/kburQhBAWzqjFdFdXV5o1a8aKFSte2O6TTz5h+/btxMTEANCiRQt27txJSkrK63aZ40iyLYSZSgiH1e0h+DRY2UKr36B0y5deptXp+fGva8w7FARA3WKe/NKpEk62UrgUBvH79vFw5NfoY2NROzriM2E8uT74wKh93o69zdijYzNmVZVwK8GYGmMo41HGqP0KkdNZSp7Xvn17Tp06xa1bt0wdSrZgKeMuhNn7Zx7sHA6KHgrUgnbLwfHJQm56cDAPv/mGpGOGCYR2pUvjM/G7Z66lfjj4MCP/HklMasxbh2avsSePYx7yOOQx/NsxDz6OPng7euNi64KKVy+0F3QpiL3G/q1jMpaTd6L4ct057kclo1JBrzqF+LJRMWw1Ty+tI4QQWcGoxfRcuXJRpkwZjh49+sJ2NWvW5NKlS8TFGR7hadu2Lbt3784orpszSbaFMGNpSYY11K/9YThuNBFq9HviMdHn2X7hIUPXnyclXU8pn1ws7l4V71yy+Y4wSH/0iOAhQ0k+Yyhuu7Zti/fXI1HbG++DkF7Rs+XmFqaemkpcWhwqVHQo0YEBFQfgZPPizXaFsFSWkucFBgZSpUoVhgwZwoQJE8x+tuTLWMq4C2ERbuyBDd0hNc6wMWnHdU8t4agoCrGbNhM6eTL6uDjQaHD/9FM8Pu+L2tb2ibYhiSFsvLGRpPSkVw4hVZdKaFIooYmhhCSGEJ0anSlv7V9udm58VfUrmhZsmm1/fiekapnw+2XWnroPQIk8zkxvX4GSPvIzVgiR9YxaTK9Tpw5Hjx5l8+bNNG/e/Jlt/l0jvXbt2hw6dAgwLPsSGRnJjRs3XrfLHEeSbSHMnF4Hfw6Hk/MNx9V6wfuTwOrl6/2dvx/Dp0tPEpGQRl4XO5b0qEYx2ZhUPKZotYTPnk3kb/NAUbAtWgTfadOwLVrUqP1GJkcy5dQUtgdtB8DL3ouR1UfSIH+DbPsBTAhTsZQ8b9myZRw5coQFCxZQrFgxWrRogb+/P/bP+YKvS5cuWRxh1rKUcRfCYoRdgVXtIOYe2LlAu2VQKOCpZulhYYR+N5H4XbsAsClYEJ/vJuBQuXKmhpOsTTYU1pNCCEn8zz9JIYQmhhKfFv9a94pLM0xqrJ6nOqPeGUVBl4KZGm9m2n05lBEbLxCZmIaNlZp+9YrQo7Y/zrKWuhAiCxm1mL5161ZatmyJRqOhffv2dOzYEX9/f1QqFXfu3GHVqlWsWbMGnU7Hpk2b+Oijj4iJicHb25t27dqx/PG6sOZMkm0hLICiwNGZsHu04di/DrRd+tRjos9yLzKJbktOEBSeiLOdht86V6ZmYQ8jByxyksRjxwgeNgxdeAQqOzu8hw/DtX17VGrjrrV/7OExJhyfwP14wwyhgHwBfF39a3ycZONcIf5lKXmeWq1GpVLx78eFl32xptPpsiIsk7GUcRfCoiSEw9pOcP8fUFlB06lQpfszm8bt2kXIhAnowiMAyN2xA55ffomVU/Z7ki9dl87iwMXMuzCPVF0q1mprPi37KT3L9sTWyvblNzCBiIRURmy8yJ4roQC42Fvzae2CdK3pj4u9FNWFEMZn1GI6wI8//sioUaPQ6/VPvaYoCmq1mu+++44RI0YAcPPmTVauXEnjxo2pXr36m3SZo0iyLYQFubwNNveB9ERwyQ8frwSfci+9LDoxjV7LT3HyTjTWVip+bFOOlhXzZUHAIqfQRkTwcPgIEo8cAcChWjV8vptg1M1JAVK0Kcy/OJ9Flxah1Wtlg1Ih/h9LyfO6dev2Wk+mLF682IjRmJ6ljLsQFic9BbYNgIvrDMfv9INGE0D99NrduthYQn/6idgNGwHQ5MlDnrFjcA4IyMKAX939uPtMPDGRI8GGXDK/c35GvTOKmnlrmjiyZ1MUhd8vPGLGnuvcCk8EwNlOQ/daBelRyx9XB5uX3EEIId6c0YvpAOfOnWPWrFkcOnSIBw8eAODr68u7775L//79qVSp0pveOseTZFsICxN6GdZ0hOjboLGHj2ZD2TYvvSwlXceQ9ef548IjAIY2Kka/ekVkWQ2RQdHriV6+nLDpP6OkpKCys8Nz4EDcunRGZWXcDZpuxdxi/LHxskGpEP+P5HmWScZdCDOmKHBoCuz/znBcrDG0XgC2z16KMfHYMR6NHkP6fcOTfLmaNcP765Fo3NyyKuJXpigKu+7uYvKJyYQnhwPQpGAThlUdhod99nwyVqdX2HHxEbP23eB6aAIATrYautQoQM86hXBzlKK6ECLzZUkxXTyfJNtCWKDkaNjQA27tMxzXGggNxjxzVst/6fUKk3de5bdDQQB0qObHhI/KoLEy7nIeImdJu3+fR9+OJun4cQDsypcj73ffGX0t9WdtUPpxiY/5ouIXskGpsFiS51kmGXchLMClTbClL2hTwLsMdFgDrn7PbKpPTiZ85iyili4FvR4rV1d8fvg+285ST0hLYPa52ay+uhq9osfJ2okvKn1Bu2LtsHrJ5xVT0esV/goMYea+m1x5ZFgD3sHGis7vGIrqns7Zc8kaIUTOZNHF9HPnzrFu3TpOnz7NmTNniIiIoG7duhw4cOCZ7e/cuUPBgs/fjGPMmDGMHTv2tWKQZFsIC6XXwd5xcGSG4bhwA2izEOxzv/TSZcfuMHZbIHoF6hbz5JdOlXCylSU1xP8oikLM+vWE/fgT+oQEsLbGo28fPHr2RGVj3Bk6T21Q6uDFqOqjqJ+/vlH7FSI7stQ8T1EUIiMjAXBzc0Nt5D0cshtLHXchLM6D07D6Y0gMAwd3aLPomRuT/iv54kUejfqG1OvXQa3Ge8RwcnfunG2fNL0ceZnxx8YTGBkIQGn30oyuMZpS7qVMHNnzKYrCnithzNx7g4vBsQDYWavpWK0AvesWwjuXnYkjFEKYA4supo8dO5Zx48ZhY2NDsWLFuHTp0isV08uXL0+LFi2eej0gIICA1/x2WZJtISzcxQ2wtT9ok8GtEHy8CrxKvvSy3ZdDGbD6DCnpekr55GJx96qSHIqnpIeEEDJ2HAmPf6/ZFi+Oz8SJ2JcpbfS+jz08xvhj43mQYFjerWGBhoyoNgIvBy+j9y1EdmFped7evXv56aef+Pvvv0lJSQHAzs6Od999l6FDh9KgQQMTR5g1LG3chbBoMfdhTQcIuQgqNdQbBbW/hOd8iaikpREyYQIx6zcAhs1Jvb/+GpUme06M0el1rL++nhlnZpCQnoBapaZfhX58VvazbPslABiK6geuhTNj7w3O3Y8BwEajpss7BRhQvyguDrJRqRDizRm9mB4fH8+cOXPYs2cPwcHBGYn1Ux2oVNy6detNunhjgYGBpKamUrZsWSIjI/Hx8XmlYnrXrl1ZsmRJpsQgybYQgkcXYE0niL0HNk7Q8jco2eyll52/H8OnS08SkZBGXhc7lvSoRjHvZ6/XKCyXoijEbf+D0IkT0cXEgJUV7j2649GvH2o7434Bk6xN5rfzv7EkcAk6RYeztTODKg+iTbE2qFWWNVNVWCZLyvPGjx/PuHHjeN5HBpVKxbhx4/jmm2+yOLKsZ0njLoQA0pNhx1A4u8JwXKwJtPz1uU+cKopC1KLFhE2ZAoqCY506+E6fhpVT9l0WLzwpnJ9O/sSfd/4EoH3x9oysNjLbLvvyL0VROHwzghl7bnDqbjQArg7WDGpQlE7vFMBalssUQrwBoxbTHz58SO3atbl79+5zE+uMDlQqdDrd63aRaUJCQqSYLoQwncQIWN8N7vxtOK47HOqOeO6sln/di0yi25ITBIUn4mynYXG3qlTxz34bGgnT00ZGEjpxEnE7dgBg4++Pz3cTcKhSxeh9X4u6xtijY7kUeQmAil4VGVNjDIVdCxu9byFMyVLyvD179tCoUSNsbGzo1asXn376KYULG/5+BwUFsXDhQubNm0daWhq7d++mfn3zXvbJUsZdCPH/nFkGfwwFXSrk9od2y8Gn3HObx+3ezcOvhqGkpGBbtCh+c3/F2tc36+J9A6uurOKHEz+goNCwQEO+r/M9tlbZfz1yRVE4eD2cSTuuZGxUWsjDkZEflOS9kl7Zepa9ECL7MWoxvVu3bixbtowKFSowYsQISpYs+cJOChQo8LpdZJrXKaY3bNiQjz76iNjYWLy9vQkICMj4wPC6JNkWQmTQpcOub+GfXw3HxT8wzFK3e/HPhujENHotP8XJO9E42WpY/mk1KuZ/+drrwjLF79tHyJixaMPDAcjVtCkefXobfYNSnV7HmmtrmHFmBsnaZDRqDZ+V/YyeZXtiY2XcddyFMBVLyfOaN2/OH3/8wY4dO3j//fef2WbXrl00adKEZs2asXXr1iyOMGtZyrgLIZ7h4TlY1xli7oHGDppOhYqfPLd58qVAHvTtizY8HCt3d/zm/IJ9+fJZF+8b+OvOX4z8eyTp+nQqe1dmZv2Z5LLJGT/rtDo96049YNrua0QkpAFQo5A7o5qWpIyvi4mjE0LkFEYtpvv4+ABw9epVXFyy9w+m1ymm/38qlYpOnToxd+5cHB0dX6tfSbaFEE85uxK2DzbManErZNjMKG/FF16SnKajx5KTHAuKxNlOw8qe1SmXzzVr4hU5ji4ujtAffyR2w8aMc84NG+Lepzf2pY27nvqjhEdM/GciBx8cBKCgS0HG1BhDZe/KRu1XCFOwlDzP29ubYsWK8ffff7+wXZ06dbh27RphYWFZFJlpWMq4CyGeIykKNveGG7sMx5W6QpMfwfrZy+ulh4Rwv09fUq9eRWVrS97JP5CrceMsDPj1nXh0goH7B5KQnkDR3EX5tcGveDt6mzqsVxafks6vB26x4PBt0rR6VCpoUykfQ98vLvtQCSFe6lVzvTdaSCo6OpoaNWpk+0L6q3JwcODbb7/l9OnTxMTEEBUVxZ49e6hWrRorVqygS5cuL71HamoqcXFxT/wjhBBPqNgJuv8JLn4QFQQLGsLR2aDXP/cSexsrFnarQjV/N+JTtHReeIJLj3ewF+L/s8qVi7zffUfBzZtwfv99UKmI372bO63bcL93H5LPnTNa3z5OPsyqP4spdafgbufO7djbdNvZjXHHxhGbKn9mhciJYmJiXukJ0wIFChAbK3/PhRBmzsENOqyFet8AKjizFBY1gug7z2xunScPBVaswKluXZTUVIIHDSbit3kvXSrXlKr5VGNJ4yV42HtwI/oGnf/sTFBskKnDemXOdtYMa1yCfUPq0rx8XhQF1p9+QMBPB/h5z3WS0rSmDlEIYQbeaGZ60aJFKV26NFu2bDFCSAZDhgwhNTX1ldsPHDiQos94lP1VZqY/T1JSEpUqVeLatWucPn2aSpUqPbft2LFjGTdu3FPnZeaKEOIpydGwtT9c3W44LtoIWvwKjh7PvSQhVUuXhf9w5l4MuR2sWd3rHUrkkZ8t4sVSb94k4rd5xP3xR8aXNg413sGjb18cqlY12jqSsamx/HzmZzZc3wCAvcaeRgUa0apoKyp6VZT1K0WOZykzlH19ffHx8eHUqVMvbFelShUePXpEcHBwFkVmGpYy7kKIV3BzL2zsCclRYOcKreZDsUbPbKrodIT9+CNRS5cB4NKiBT7jx6Gyyb7L4QUnBNNndx/uxN3BxdaFXxr8QnnP7L1MzbOcvRfNd39c4fTjTUq9c9kytFFxWlfKh1ot+agQ4klGXeZl5MiRzJs3j3v37r328ievysnJicTExFduv3//fgICAp46/zbFdICJEyfyzTffMHPmTAYMGPDcdqmpqU8U/+Pi4vDz85NkWwjxbIoCpxbCzq8Ny7445YHW86Hgu8+9JC4lnc4LT3D+fgzujjas6fUORb2dszBokVOl3b1LxLx5xG7dBlrDjBz7ypXx6NMHx9q1jFbcPh16mon/TORG9I2Mc/65/GlZtCXNCzfHw/75XyAJkZ1ZSlG1Xbt2bNy4keXLl9OxY8dntlm5ciWdO3embdu2rF27NosjzFqWMu5CiFcUcx/Wd4Xg04bjd4dBwAhQWz2zedSqVYR+NxH0ehyqVsV35gw0ubPvfkjRKdH029uPixEXsbOyY2rAVN7N9/zPKtmVoijsuBjC939e4UF0MgCl8+ZiVNOS1CwsuagQ4n+MWkxPSkqiZs2a+Pr6snjxYry8vN4qWGN622L6b7/9Rp8+ffj+++8ZMWLEK18nybYQ4pWEXIINPSDiGqCCd4dC3RFgpXlm89jkdDotOM6l4Dg8nGxZ2/sdCns6ZW3MIsdKDw4mcuFCYtZvQElPB8CuTBk8+vbBqV49VOo3Wv3thRRF4Vz4OTbf2MzOOztJ1ho+xFiprHg337u0KtqK2r610aif/WdeiOzIUvK8kydPUqNGDQBatWpF165dM/YZCgoKYsmSJWzZsgWVSsXRo0epWrWqKcM1OksZdyHEa9Cmws6RhkkyAAVqQ8u54Or3zOYJf/9N8KDB6BMTsSlQAN9ZM7ErViwLA349SelJDDk4hMPBh7FSWTGmxhhaFm1p6rDeSEq6jqVH7zB7303iUw2TSxqW8mZkkxIUks9TQgiMXEzv0aMHsbGxbN68GScnJ6pUqUL+/PlRP+NDuEqlYuHCha/bRaZ522J6jx49WLx4MatXr+bjjz9+5esk2RZCvLK0RNg5As4YHv3E7x1oveC5SXhMUhod5v/DlUdxeOeyZW2vGvh7GOcpIWGe0kPDiFq0iOi1a1FSUgCwKVIY9x6f4tKsqdEeO05MT+SvO3+x6cYmzoefzzjvae9J88LNaVm0JQVyvXx9ZiFMzZLyvPnz59OvXz+0Wu1TT7EoioJGo+GXX37hs88+y5J49Ho9c+bMYdGiRVy9ehWNRkOFChUYOnQozZs3f6p9XFwcY8eOZePGjRmfC9q2bcuYMWNwcnq94okljbsQ4jWdXwvbB0N6Iti6QLNpULbNM5umXL/O/T590D58hMrWFu9RX+Patm22XQYvXZ/O2KNj2XZrGwBfVPyCnmV7Ztt4XyYyIZUZe2+w8p976PQKGrWKzjUKMLBBUVwdsu/SO0II4zNqMV2tVqNSqV5p4wyVSoVOp3vdLjLNqxTTz549S4UKFZ76ZbBp0ybatm2Li4sLt2/ffq0NVyXZFkK8tksb4fdBkBoHdi7w0S9Q8sNnNo1MSKXD/ONcD03Ax8WOtb1qkN/dIWvjFTmeNjKSqCVLiV69Gn1CAgAab2/cunbFtV07rJyM9yXNrZhbbL6xmd+DficqJSrjfGXvyvQs25PavrWN1rcQb8vS8rxLly7x888/c/DgwYx10X19fQkICGDgwIGUKVMmS+JQFIW2bduyceNGChcuTJMmTUhNTWXr1q2EhYUxa9Ys+vfvn9E+MTGR2rVrc+7cORo1akTFihU5e/Ysu3btomrVqhw6dAg7O7tX7t/Sxl0I8Zoib8GmXhD8eJ+Jsu3gg5/A3vWpptrISB4OH0Hi4cMA5PqgCXnGj8fqNb/kyyqKojDjzAwWXjJMlOxQogPDqg7L0U8W3gyLZ9KOq+y7GgZALjsNXzQoSpca/thoMv9pTSFE9mfUYvrSpUtfq33Xrl1ft4u3cvXqVX744QcAkpOTWbduHd7e3jRu3DijzZIlSzL+OyAggFu3blGjRg3y5cuHTqfjzJkzHD58GFtbW9atW/fMmS4vIsm2EOKNRN2GjZ/+b+3Fqj2h0Xdgbf9U0/D4VD6ed4xb4Yn4utqztvc75MstBXXx+nTx8cSsXUvU0mVow8MBUDs7k7tDB9y6dEbjYbz1JNN16Rx8cJBNNzZx5OER9Ipho9R6fvUYXm04vk6+RutbiDcleZ5pbNiwgbZt21KrVi12796Nvb3hd2NERARVqlQhJCSEq1ev4u/vD8CYMWMYP348w4cPz/hsADBixAgmT57MpEmTGDly5Cv3L+MuhHgpnRYO/WT4R9GBi59h2Rf/pycJKHo9UYsWEfbzDNBqsfbzw3faNOzLZs0XlG9i5ZWVTD4xGQWFYrmL8XX1r6nsXdnUYb2Vv2+EM/GPK1wNiQfA392BEU1K8n5p7xw7+14I8WaMWkzP7g4cOEC9evVe2Oa/b3vBggVs3LiRwMBAIiIi0Ov1+Pr6Ur9+fYYMGUKJEiVeOwZJtoUQb0ybBvu/gyMzDMdepeGjWeD7dKIaFpdC+3nHuR2RSH43B9b2fgcfl6cL70K8Cn1aGnHbthG5cBFpt28DoLKxwaVFC9x7dMfmcYHKWEISQ1h2eRmrrqxCp+iwtbKlZ9medC/THVsrW6P2LcTrkDzPNDp37syKFSv4448/+OCDD554bcaMGQwaNIjRo0czbtw4FEUhX758xMXFERISgqPj/560SUxMJE+ePHh5eXHr1q1X7l/GXQjxyu6fgE2fQfQdQAW1BkK9UaB5ehmR5HPnCP5yCOkPH4K1NV5DvsSta9dsW8jddWcX44+PJzY1FoCmhZoypPIQPB08TRzZm9PpFdafus+UXdeJSEgFoFpBN75tWoqy+V59hQIhRM5m0cX07ECSbSHEW7u5Bzb3gcRwQAUVP4EGY8DpyUT1UWwy7X87zr2oJPzdHVjbuwbeuV79sXUh/j9Frydh3z4i5y8g+fzjtc1VKpwbNsT9s57Yly1r1P5vRt9k0olJnAw5CYCfsx8jqo3g3XzvGrVfIV6VpeR59+/fZ//+/VSvXp3ixYs/s83Vq1c5ceIE9evXJ1++fEaNp2HDhuzZs4fLly9TsmTJJ17btm0bH330EbVr1+bvv//m+vXrFC9enPfff5+dO3c+da/GjRvz119/ce/ePfz8nr1Hyf9nKeMuhMgkqfGGzUnPLjcc5yln2BfJ8+mfp7rYWB598y3xu3cD4BQQgM/3k9Dkzp2VEb+ymJQYZpydwcbrG1FQcLR2pG/5vnQs2RFrtbWpw3tjCalafjt4i3mHgkjVGp6WbFEhL73rFqakj/zcF8LcvWquJwtBCSFEdlXkPeh7FMp9DCiGRHxWZTg2B3TpGc18XOxZ3esd8uW2505kEh3mHyc4Jtl0cYscT6VW4/zeexRYs5oCK5bjFBAAikL8rl3caduOu527EL9vH4peb5T+i+QuwsJGC/nx3R/xsvfifvx9+u3tx4C9A7gff98ofQohnjZr1iy6d+/+wn2SFEWhW7duzJkzx+jxeDxecur24ydn/uvfc9evXwfgxo0bABQtWvSZ9/r3/L/thBAi09k6w0ezof0KsHeDkAvw27twYj78v5+rVi4u+M6cQZ4xo1HZ2JBw4AC3W7Qk6eRJEwX/Yq52roypMYbVTVdTzqMciemJTDk1hbbb2nLi0QlTh/fGnGw1DGlUnP1DA2hZ0bDU4JZzD2ky4286zj/Onsuh6PUyH1UIS/dKM9PHjx8PQP/+/XFzc8s4fqUOVCq+/fbbN48wh5KZK0KITHXvH/jzK3j0eJawR3FoMhkK/29Jq/tRSbT/7RgPY1PwcrZlcfeqlM4rjyWKzJFy/TpRixYTu307aLUAWBfIj1vnLri2bIHa0TiblSamJ/Lb+d9Yfnk5WkWLjdqGT8t+So8yPbDTyBMYwjQsJc+rUKECWq2WS5cuvbBdmTJlsLGx4cyZM0aNZ9myZXTt2pU6deqwa9eujM1DIyMjqVKlCnfu3MHGxobU1FRWrVpFp06dGDVqFN99991T9xo1ahSTJk1i06ZNtGzZ8pn9paamkpqamnEcFxeHn5+f2Y+7EMII4h7B1s/h1j7DcZGG8NEv4Oz9VNOUq1cJHvylYck9tRqPfp/j0acPKiurLA761egVPVtvbmX66elEp0YD8L7/+wytMpQ8jnlMHN3bufAght8OBbHzUgi6x0V0f3cHutX0p00VP5xsc+4GrEKIp2XqMi9qtRqVSsWVK1coVqxYxvGLLv33dZVKhU6ne7N3kYNZyocsIUQW0uvg7ArYOw6SIg3nSjSD9ydCbn8AgmOS6b74BNdDE3C0seKXTpUIKO5lupiF2Ul/9IjolSuJXrcefVwcYNis1LVtW9w+6YR13rxG6TcoJohJJybxz6N/APB18mV41eEE+AVk2zVFhfmylDzP3d2dOnXqsGXLlhe2a9GiBUeOHCH88QbGxqLVamnUqBH79++nSJEiNG7cmPT0dLZs2YK3tzcXLlzAzs6O5OTkTCmmjx07lnHjxj113tzHXQhhJHo9nJwPu74FXSo4uEOD0VCxM6ifLJTrExMJmfAdsY9//jpUr07en37E2iv75vWxqbH8cu4X1l5bi17RY6+xp3e53nQp1QVrq5y79AsYPmMtO3aH1f/cIy7FMKnE2VZDu6p+dKvpj5+bg4kjFEJkhkwtpo8dOxaVSsWAAQNwc3PLOH5VY8aMeeW25sJSPmQJIUwgORoOTIYT80DRgcbOsKlRrUFg40Bscjp9V5zm6K1IrNQqJrYow8fV8ps6amFm9ImJxGzZQvSy5aTdvWs4aWWFc6OGuHftin2FCpnep6Io7Lq7ix9P/khYUhgAdXzrMLTqUAq5FMr0/oR4HkvJ8+zt7WnRogWrV69+YbsOHTqwefNmUlJSjB5TamoqP/zwA6tWreLOnTu4uLjQsmVLhg4dSrFixcifPz93797ljz/+oFmzZvTv359Zs2Y9dZ8BAwYwe/Zs9u7dS/369Z/bl8xMF0JkurArsPEzCL1oOPYqbZgc858nTv8Vu3Urj8aNR0lKwsrNjbw//ohT7VpZHPDruRp1lUn/TOJs2FkA/HP5M7L6SGrmrWniyN5eUpqWjWeCWXzkNkHhiQCoVdCwlDc9ahWkWkE3meQhRA4mG5CamKV8yBJCmFDYFfhzGNw+ZDjOlQ/e/w5KtSBNpzBi4wU2nQ0GYED9InzZsJgkdyLTKXo9CQcPErV0GUnHj2ectytfDveuXXFu1AiVJnMfgU1KT+K3C7+x7PIytHotViorWhZtyeflP8fTwfPlNxDiLVlKnleoUCFsbW25cuXKC9uVKlWKhIQE7t27l0WRPe3AgQPUq1ePVq1asXHjRtmAVAiRvWnT4NRCOPADpMQYzhV9HxpNeGqD0tSg2wR/+SWpV6+CSoV7n9549u+fbZd9AcMEiO1B25l6aiqRKYYnaruV7sYXlb7I0RuU/kuvVzh4I5zFR+5w6Pr/nsoqnTcXn9UpRLNyPmisZItCIXIaoxbTDx06hJWVFbVqZe9vRE1Jkm0hRJZQFLjyO/w1CmIfFzH860CLOSgufkzffZ2Z+24C0KqiLz+0LoeNRhI7YRwp164RtXQZcb//jpJu2CRX4+ODR+/euLZvl+lf5tyOvc2009M4cP8AAPYae7qU6kL3Mt1xtDbOGu5CgOXkeV27dmXFihWsW7eO1q1bP7PNpk2baNOmDR07dmTFihVZHOH/fPbZZyxYsIB169bRtm1bFEUhX758xMXFERISguN/9nVITEwkT548eHp6EhQU9Mp9WMq4CyGyUFIUHPzRsPyLXgsqK6jSAwJGgqN7RjN9aiqh339PzJq1ADhUq0beKT9l62VfAOLT4pl5ZiZrrq0BoJJXJX6q+xNeDtk77tdxIzSexUfvsOnMA1LS9QAU9HBkQP0iNC+fV4rqQuQgRi2mq9VqAgIC2Ldv31sFac4k2RZCZKn0ZDgyEw5PA20K2LlA89lQqjlrT97j682X0OkVahRyZ27nyrjY5/wZISL70kZEEL16DdGrV6OLigLAqV49fCZNRJM7d6b3dzr0NNNOTeNCxAUA3Ozc6FO+D22KtTGL2U8i+7GUPO/MmTNUq1YNW1tbJk2aRI8ePXB2dgYgPj6eRYsWMWrUKFJSUjh69CjVqlUzekxxcXFP/T/fsGED7du3p3Llyhw7dgyrx7M1x4wZw/jx4xk+fDg//PBDRvsRI0YwefJkJk2axMiRI1+rb0sYdyGECUTchN2j4dofhmNbF3h3KFTvDRrbjGax2/8gZPRo9ElJWLm74/vTjzjWzP7Lp+y5u4dvj3xLQnoCbnZu/Pjuj1T3qW7qsDJVdGIaK/+5y8LDt4lOMkwqkaK6EDmLUYvp7u7uNGnSxKSzT7I7SbaFECYRdRs29oTgU4bjKp/C+xM5eDuBz1ecJjFNRzFvJxZ3r4avq71pYxVmT5+aSvTq1YRPm46SlobG05O8P07GsUaNTO9LURT23NvDjDMzuBtnWMM9v3N+vqj0BY0KNJIljkSmsqQ876effmL48OGoVCrUajU+Pj4APHr0CL1ej6IoTJo0iREjRmRJPCVLlsTPz4+SJUtiZ2fHiRMnOHDgAIUKFWLfvn0UKFAgo21iYiK1atXi/PnzNGrUiEqVKnHmzBl27dpF1apVOXjwIPb2r/670JLGXQhhIrcPwV9fQ8jj9dRz+0PD8VCyOTzOZVJv3yZ40GBSr10DlQqPvn3x6Pd5tl72BeBu3F2+PPAl16Ovo1ap6V+hP5+W/RS1yryKzAmpWpYfu8u8Q7cyiur+7g4MqF+UjypIUV2I7MyoxfQGDRqQkJDAP//881ZBmjNJtoUQJqNLh33fwZGfDcdepaHtYgLT89B98UnC4lPxcrZlUbeqlPF1MWmowjKkXLtG8JdDSLt1y7DWZ8+eeH4xAJV15s8aT9ens+n6Juacn0NUimFWfFmPsgyuPJiqeapmen/CMllanrdt2zbGjBnD+fPnnzhfvnx5xowZQ4sWLbIslrFjx7Jp0ybu3LlDeno6BQsWpHXr1nz11VfPHIvY2FjGjh3Lxo0bCQkJwcfHh7Zt2zJmzJiMWfavytLGXQhhInodnF8De8dDQojhXP4a8P4k8K1kaJKSQuik74lZtw4Ah+rV8Z3yExrP7L13TIo2hUn/TGLzzc2AYSP57+t8j4ut+X0mSUzVskyK6kLkKEYtpm/dupWWLVvy+++/07Rp07cK1FxJsi2EMLmbe2Fzb0gMB409NJlMcKG2dF9ykuuhCTjaWPFLp0oEFDefNQtF9qVPTib0+x8yPvTZlSuH75SfsMmf3yj9JaYnsjRwKUsCl5CsTQagbr66DKo0iCK5ixilT2E5LDXPCw0NzdhkNH/+/Hh7e5s4oqxlqeMuhDCR1AQ4OguOzABtMqjUUGcI1B0OVoYJCbG//86jMWNRkpKw8vDAd8pPOL7zjokDf7nNNzYz8Z+JpOpSyeuYl6kBUynjUcbUYRnF84rq/esXpYUU1YXIVoxaTL937x5Tpkxh7ty5dOvWjdatW+Pv7//cxyTzG+mDcnYmybYQIluIDzUU1IP2G45LtyK24RT6rr/B0VuRWKlVTGxRho+rWd7PaWEacbt28eibb9HHxaF2dCTP2DG4fPih0fqLSI5g7vm5bLi+AZ2iQ6PSMKjyILqU6iJLv4g3JnmeZZJxF0KYRGww7BkDF9cbjvNWglbzwcMwOSA16DbBgwaRev26YdmXfv3w6Nsn2y/7ci3qGl8e+JJ78ffQqDUMrzqc9sXbm21+lpiqZfnxu8w7FERUYhoABdwd6FO3MC0r+mJnnb3HSwhLYNRi+r+b+iiK8tIfdCqVCq1W+7pd5HiSbAshsg29Ho7OhH0TQK8F1wKkt1zI8H+s2XQmGID+9YowpFExs01eRfaS/vAhwcOGkXzqNAAuHzXH+9vRWDk5Gq3P27G3mXZ6GgfuHwAgIF8A39X+ziwfKxbGZ+l53q1bt4iIiMDX15d8+fKZOpwsY+njLoQwscDN8PsgSIkBawfDsi+Vu4FKZXgCcNIkYtZvAMChxjv4/vhjtl/2JT4tntFHRrPn3h4AmhRswtgaY3GwdjBxZMbzrKJ6bgdrOlbPT+d3/MnjYmfiCIWwXEYtpvv7+79WweX27duv20WOJ8m2ECLbeXAKNnSHmHug1qDUH830xEbM3B8EQMuKvkxuXQ4bjTxqKIxP0emImDuXiF/mgF6Pdf78+E6dgn3ZssbrU1FYf309k09MJk2fho+jDz/V/YnynuWN1qcwT+aa50VGRvLPP//g7e1N5cqVn3r97NmzdOnShcuXL2ecq1WrFosXL6Zw4cJZGapJmOu4CyFykNhg2NIXbh80HBdrAs1ngZOhaB67bZth2ZfkZNSOjuTu/Anu3bph5epquphfQlEUll1exvTT09EpOgq5FGJawDQKu5r375XEVC2rT9xj8ZE7BMcYliTUqFU0LedD91oFqeDnatoAhbBARi2mi5eTZFsIkS0lx8D2QYaZLQCFG7Cl4DcM2RGCTq9Qo5A7cztXxsU+8zeGFOJZks6cIXjoULQPH4FGg9eggbj16IFKbbwvda5EXmHowaGGx4pl2RfxBsw1z5s5cyaDBw/m559/ZsCAAU+89vDhQ8qVK0d0dDT//+NDwYIFuXTp0nOXfDQX5jruQogcRq+Hf36FPWNBlwaOnvDRHCjWCIDUW7d4OGw4KYGBAKidnHDr0hm3rl2xcsm+T+SdCT3DVwe/Iiw5DGcbZxa9v4gSbiVMHZbRaXV69lwJZdHhO5y4E5VxvlJ+V3rULkjj0nlkXXUhssir5nryN1IIISyJvSu0WQwfzjRsSnprLy2OtWfz+6k42lhxLCiStnOPZsyOEMLYHCpVotCWLTg3bgxaLWFTpnL7oxbEbtuGkp5ulD5LupdkbbO1vO//PlpFy5RTU/hi/xfEpsYapT8hcoojR46gVqvp0KHDU699//33REVF4eLiwqZNm0hISCAwMJDq1atz584d5s+fb4KIhRDCAqnVUKMffLYfvEpBYjisagt/DIG0JGwLF8Z/w3p8Z83Etnhx9AkJRMz5lZsN3iN81mx0cXGmfgfPVMm7Eus+XEd5z/LEp8XTa1cvbkbfNHVYRqexUtO4jA/r+tTg9/61aVXRF2srFWfuxdB/1Vne/XE/cw/eIjbJOHmxEOL1ycx0I5GZK0KIbC/sqmHZl7DLgIrwCn1pfqkujxJ0eDnbsrh7VUrnzb6zV4R5URSF2I0bCf3+B/SJiQBY582LW48euLZuhdoIM14VRWHdtXVMPjmZdH06eR3z8lPdnyjnWS7T+xLmxVzzvFKlSmFra8vZs2efes3Ly4vIyEimTZvGwIEDM84HBQVRrFgxAgIC2LNnT1aGm+XMddyFEDlYegrsHQ/HfzEcuxeF1vMhb0UAFL2e+N17iJg9m9QbNwBQOzvj1q0rbl26YOXsbKrInys+LZ7Pdn1GYGQgHvYeLGm8hAK5Cpg6rCwVFpfCin/usfL4XSIfr6tub21F68q+9KpTmPzu5rumvBCmlCXLvERGRjJ//nz2799PcLBhEztfX1/q169Pz549cXd3f9Nb53iSbAshcoT0ZPjrazi1CIC0PJXpmdibQ+FOONpY8UunSgQU9zJxkMKS6OLiiF69hqhly9BFRgJglTs3uTt/glvHjkZZ8/NK5BWGHBzC/fj7aFQaBlceTOdSnWXZF/Fc5prneXp6Ur9+fdauXfvE+StXrlC6dGnUajWPHj3C8/9taFejRg3u3LnDo0ePsjLcLGeu4y6EMAO39sGWzyH+Eag1UO9rqDUI1FbA46L6rl1E/PILqTcMs73VuXLh3r0buTt3xsrJyYTBPy02NZYef/XgevR1vB28WdJ4CfmcLWfD63+lpOvYdv4hiw7f5mpIPABWahWtK/nSv15RKaoLkcmMXkzftWsXHTp0ICYm5ql1E1UqFblz52bVqlU0atToTW6f40myLYTIUS5vhW0DICUWxTYXMx0HMP1haazUKia1LEP7qvlNHaGwMPqUFGI3byZy0WLS798HQOXgQO527XDr1hXrPHkytb+EtATGHB3Drru7AAjwC+C7Wt/hYitPZ4inmWueZ2NjQ+vWrVm9evUT51euXEnnzp0pWbIkgY/X4P2vdu3asW3bNlJSUrIqVJMw13EXQpiJpCj4fSBc2WY4zl8TWs6F3P+b1a3o9cTv3En4L3NIu3ULALWLi6Go3qFDtlpTPTI5kh5/9SAoNghfJ1+WNF5CHsfMzf9yCkVROBYUya8HbvH3jQhAiupCGINRi+k3btygYsWKJCUlUa5cObp3707hwoadloOCgliyZAnnzp3DwcGBs2fPUrRo0Td/JzmUJNtCiBwn5h5s+BQenADgmGszuoe0JgVbBtQvwpcNi8lMXZHlFK2WuL/+InL+AlKvXjWctLbG5cMPcf+0B7aP849M6esZy778WPdHynuWz7Q+hHkw1zzP3d2dkiVLcvjw4SfODxw4kFmzZtGpUyeWL1/+1HXt27fnr7/+IiYmJosiNQ1zHXchhBlRFDi3Cv4cBmkJYJsLPpgC5drBf/J4Racj7s+dRMyZQ1pQEAAqa2uc3muAa8uWONasiUqjMdW7yBCWFEb3nd25F38P/1z+LG68GA97D1OHZVKn70YzY+8NDl0PBwxF9VYVfelfvwgF3B1NHJ0QOZtRi+mffvopixcvZuzYsYwePfqZbSZMmMCYMWPo0aMHCxYseN0ucjxJtoUQOZIuHQ58D39PAxQi7AvSMaYP1xU/WlX05YfW5bDRyN7VIuspikLi4SNEzp9P0okTGeed3muA54AvsCteLNP6uhx5maEHh3I//j5qlZqOJTrSv2J/HK3lA4owMNc879133+X48eMEBQWRL5/hcXpFUShcuDB3797l119/pVevXk9d98477xATE8PVf7/wMlPmOu5CCDMUdRs294b7/xiOS7eCZtPAPvcTzRSdjrgdfxK5YAGp165lnNd4eeHyUXNcWrTI1IkLb+JRwiO67ezGw8SHFHEtwqL3F5HbLvfLLzRzZ+5FM2PPDQ5KUV2ITGPUYrq/vz/29vZcuXLlhe1KlixJcnIyd+7ced0ucjxJtoUQOVrQAdjUCxJC0aptGZv2CSu09alZ2INfP6mMi721qSMUFiz5/HkiFywgfvfjzQ7ValxatsDziy+w9vbOlD7i0+KZ9M8ktgdtByCPYx6+rvY19fLXy5T7i5zNXPO8mTNnMmjQIMqWLcu0adPw9PRk1qxZLFy4EBsbG+7du4eX15P7aCQmJuLh4UFAQAB//vmniSLPGuY67kIIM6XTwuHphokyig5y+RqWfSn47jObp1y+TMzmLcT9/ju6/zxpZFe+HK4tW5Lrgw+wMtHPvvvx9+m2sxthSWGUcCvBgkYLZCm+x6SoLkTmMWox3c7OjtatW7Ny5coXtuvUqRMbN240+/UTn0WSbSFEjpcQDlv6wE1DwXKXUp2hqT2xcXLjy4bFaFclHxormaUuTCf11i3CZ80mfudOAFR2drh17Yr7Zz0zbSOtI8FHmHB8AsEJho3W38v/HiOqjcDbMXOK9iJnMtc8Ly0tjSpVqnDp0qUnlvVSFIXBgwczderUp65ZsWIFXbt2ZdKkSQwfPjwrw81y5jruQggz9+A0bPoMom4BKqjZH+p/CxrbZzZX0tKIP3CA2M1bSDh0CHQ6AFQ2Nji/9x4uLVviWLMGKiurLHwTcDv2Nt13dicyJZKyHmWZ13AeTjbZa+NUUzp7z7D8y4Fr/yuqf1QhL52q56dS/tyyXKcQr8CoxXR3d3cqVarE7t27X9iuYcOGnDlzhsjIyNftIseTZFsIYRb0ejg2G/aOA72WEJUnvVK+4IJSmKJeTnz9QUkCintKciZMKvn8eUJ//Ink06cBsMqdG49+/cjdri0qG5u3v782mbnn57I0cCk6RYejtSMDKw2kXbF2WKmz9oOkyB7MOc8LCwujX79+bNu2jfT0dBwcHPjss8+YMmUKVs8onFSuXJmzZ89y4sQJqlSpYoKIs445j7sQwsylJsCuUXB6ieHYuwy0mg/epV54mTYigtjftxO7aROpN25knNf4+JBn9Lc418vaJ/ZuRN+gx189iEmNoZJXJX5971ccrGXzzf/6/0V1gIIejrSpnI+WFX3J62pvwuiEyN6MWkxv0KABhw8f5tSpU5QtW/aZbS5cuECVKlWoU6cOe/fufd0ucjxJtoUQZuXBadjYA6LvkKZxoofuaw4n+wNQq4g7I5uUpIyvPGopTEdRFBL27SNsylTSbt8GwLpAfry+HIJzo4aZ8oXPtahrjDs2josRFwEo51GO0TVGU9yt+FvfW+QslpDnpaamEhUVhYeHB9bWz1/aKzY2FgAXF/P/HWAJ4y6EMHNXd8C2/pAUCVa20HAcVOsN6hc/baooCimBl4ndvJm47dvRPf7Z79a9O16DB2XK5IVXdTnyMj3/6kl8ejzV81RndoPZ2Gnssqz/nOLc/RiWH7vLjouPSE5//HSBCmoX8aBN5Xw0KpUHexuZFCLEfxm1mL5mzRo6duyIp6cnY8aMoUuXLjg9fpw6ISGBJUuWMGHCBCIiIli1ahXt27d/83eSQ0myLYQwOylxsLoD3D2MYuvC4iIz+OGcHWk6PSoVtKzoy9BGxWW2gzApRaslZsMGwmfNRvf4yTj78uXxGj4Mh0qV3vr+Or2OtdfWMvPsTBLTE9GoNHQp3YU+5ftgr5E/+5ZC8jzLJOMuhDAL8aGwtR/cfLzSQOH68NEcyOXzSpfrU1MJmzqV6GXLAcOa6r5Tp2GTz9dYET/lfPh5eu3qRZI2idq+tZlRbwY2VllX0M9JElK1/HnxERtOP+Cf21EZ551sNTQr50ObyvmoXECWgRECjFxMB+jatSvLly/P+Avn7u4OkLGki6IodOnShSVLlrzJ7XM8SbaFEGYpNQFWtIb7x8E+NyEtN/D9GSu2nnsIgK1GTc86BelTtzDOdrJJqTAdXUIiUYsWEbl4MUpyMgDODd/Dc/BgbAsVeuv7hyaG8v2J79l7z/D0XT6nfHxb41tq5q351vcW2Z/keZZJxl0IYTYUBU4ugF3fgDYF7HND64VQpMEr3yJ+zx4efj0KfVwc6ly5yDtpIs7vvWfEoJ90KuQUfff0JUWXQhHXIvQp34eGBRqiVsmeTs9zLzKJjWcesPHMAx5EJ2ecL+jhSOtKvrSunA8fF5kcIiyX0YvpAHPnzmXKlCkEBQU9cb5w4cIMHTqU3r17v+mtczxJtoUQZislDpa3gODT4OAB3f7gfGoeJu64wonHsx3cHW0Y1LAYH1f1w1o2KRUmlB4WRsSs2cRs3GjYA0ClwrFmTVzbtsW5fr23fix53719TPpnEqFJoQA4Wztjq7HF1soWOys77DR2hv/+99//OWevsSeXbS5cbF1wtXXFxcYFF1uXjGN5ZDn7kjzPMsm4CyHMTvg1w+akj86DlQ20Ww7FG7/y5WkPggke8iUp5y8AkLtzZ7y+Goo6i5Z9OfbwGEMODCE+PR6AIq5F6F2+N40KNJKi+gvo9Qon7kSx4fQDdlx8RFKaYRkYW42aLxoU5bM6hbDRyP8/YXmypJj+r+DgYIKDgwHw9fXF1zfrHu/JriTZFkKYteRoWPaRIfF28oZuO1DcC7P7cig//HmVoIhEAAp5OvJTm/JULpDbxAELS5d68yZh06aTsG9fxjkrd3dcW7bAtU0bbPz93/jeiemJzDo7i9VXV6NX9JkQrYGtla2hwG7ngouNC07WTvAaT+C627lT1qMsZT3LUtilsGyWmokkz7NMMu5CCLOkTYONn8KVbaC2hnZLoUTTV75cSU8nbPrPRC1aBIBd6dL4Tp+GTf78xor4CbGpsay8spIVl1dkFNULuxTOKKpL/vNiiala/rwUwuoT9zh9NxqAol5OTGpVlqr+biaOToislaXFdPE0SbaFEGYvKQqWfgihl8A5L3T/A9wKka7Ts/rEPX7ec4OoxDSsrVSM+bA0narnl7X4hMml3b9PzIaNxGzaiC48IuO8Q7VquLZrh3PD91Db2r7RvWNTY4lKiSJVl0qKNiXj3ym6lGeeS9YmE5caR2xqLLFpscSmxhKTGkNcahxaRZtZb9nw/jQOlPEok1FcL+dRDk8Hz0ztw5JInmeZZNyFEGZLlw4be8LlLaDWQNslUPLD17pF/IEDPBoxEl1MDGonJ3y+m0Cuxq8+y/1txaXFsfLySpZfWU58mqGoXtClIL3L9aaxf2Mpqr+EoihsORfMhO1XiEpMA6BDNT+GNy6Bq4OsRy8sgxTTTUySbSGERUiMgCVNIfwquPhB9x3gapiFEpeSzvANF/jzUggAbSvnY0KLMthZSyIrTE9JTyfh4EGi168n8dDfhrVDASsXF1xafIRr27bYFilimtgUhcT0RGLTDMX12NRY4lLjSExPfPV7oPAg/gEXIy5yKeISSdqkp9r4OPpQ1qMs5TzLUdajLCXdS8omqq9I8jzLJOMuhDBrOi1s7gWXNoLKCtoshNItX+sW6SEhBH85hOQzZwBw7fAx3iNGvPFEhTcRnxbPyisrWX55OXFpcQD45/KnV7leNCnYBI1ak2Wx5ETRiWn88OdV1p66D4CHkw3fNitF8/J5ZWKUMHtZUkz/559/2LNnD8HBwaSkpDy7A5WKhQsXvmkXOZYk20IIixEfCks+gMib4FoAuv8JLoblvhRF4bdDQfy48yp6Bcr45mLuJ5XJl9vBxEEL8T/pDx8Ss3ETMZs2oX30KOO8faVK5O7QgVxNGqPS5NwPXjq9jluxt7gYfpGLERe5EHGBm9E3UXgyBVSr1BRyKURp99KU9ihNaffSFMtdTNZufwbJ8yyTjLsQwuzptLD1c7iw1lBQbz0fyrR+rVsoWi3hM2cROW8eALYlS5Jv+rS3WlLvTSSkJbDq6iqWXV5GbGosAAVyFaB3ud40LdRU1lR/iRO3o/h680VuhiUAULuIB9+1KIO/h6OJIxPCeIxaTE9LS6NDhw5s2bIFMBRLntuBSoVOp3vdLnI8SbaFEBYl7iEs/gCib4NbYcMMdec8GS8fuRnBgNVniUpMI7eDNTM7VKROUVliQmQvik5H4uHDRK9fT8L+A/A4f7HOlw/3nj1xadkiS2dWGVNieiKBEYFciLiQUWQPTw5/qp1GpaGwa+GM4nop91IUy10MGyvLftzXUvK8e/fuoVKp8PPzM3Uo2YKljLsQwsLpdbC1P5xfBSo1tJwH5dq+9m0S/j7Mw+HD0UVFoXZ0xG/+fBwqVTRCwC+JIy2B1VdXs/Ty0oyi+rv53uX7Ot+Ty0Z+lr9ImlbPvEO3mLnvJmlaPTYaNV/UL0KvdwvLBqXCLBm1mP7tt98yceJEHB0d6dy5MyVLlnxhJ127dn3dLnI8SbaFEBYn5r5hhnrMPfAoBt3+ACevjJeDY5Lpu+I0Fx7EolbB0PeL07duYXlcUGRL6WFhxGzYQPSKleiiogDQeHri1r07udu3Q+1ofrNywpLCCIwIJDDS8M/lyMtEpUQ91U6j1lDEtQi+Tr54O3jj7eiNl4MX3g7e5HHIg5ejF7ZW5vGlw/NYSp6nVqupUaMGR44cMXUo2YKljLsQQqDXw+8D4OwKQ0G9xa9Q/uPXvk16aBjBX35J8unTqB0dyb9wAfYVKmR+vK8gMT2R1VdXM/f8XFJ1qRTIVYCZ9WZSyLWQSeLJSe5EJPLNlkscvmnYb6iIlxOTWpalWkHZoFSYF6MW04sUKUJISAgnTpygVKlSbxWouZJkWwhhkaLvGGaoxwWDVynouh0c3TNeTknXMWZrYMYafI1L5+GntuVwtrM2UcBCvJg+OZmYDRuJXLQoYwkYtYsLbp074/ZJJ6xcXU0boBEpikJoUugTBfbAyMCMWV0v4mrrirfD4yK7oze+Tr6Uci9FWY+yONs4Z0H0xmUpeZ6rqyvNmjVjxYoVpg4lW7CUcRdCCMBQUN8+CM4sBVTw0S9QsdPr3yY5mft9+pL0zz+onZwMBfXy5TM93FcVGBnIoP2DCEkMwdHakYm1J9IgfwOTxZNTKIrCtvMPmbD9MhEJhg1KW1TIyxcNilLI08nE0QmROYxaTLezs6Nu3br89ddfbxWkOZNkWwhhsSJvGQrqCSGQpyx02QYOT85aWH3iHmO2BpKm01PY05HfOlehiJckYSL7UtLSiP19O5Hz55N25w4AKgcHcn/8MW7dumLt5fXiG5gJRVF4mPiQa1HXCE0KJTQxlNCkUMKSwjKOU3TP3kfnX4VcCj2x8WnR3EVz3GZglpLn1axZE2traw4ePGjqULIFSxl3IYTIoNfDjqFwaiGggg9nQOXXX3lAn5RkKKifOGEoqC9aiH25cpkf7yuKTI5k6MGhnAo9BUCf8n3oW76vrKP+CmKS0pi88yqrTxgmR6lV8FEFX/rXL0JhKaqLHM6oxXQfHx8CAgJYvXr1WwVpziTZFkJYtPDrsKQpJIYZNiXtsBq8Sz/R5Oy9aPquOENIXAqONlZMbVeexmV8TBSwEK9G0emI372biN/mkXrlCgAqa2tcWrfC/dNPsbHwtaUVRSEuLS6jsP5vkf1O7B0uRFwgOCH4qWvsNfaUdCuZUVwv51mOPI55nnH37MNS8rzFixfz2WefcezYMapWrWrqcEzOUsZdCCGeoCjw53A48ZvhuNl0qNLjtW+jT0rifq/eJJ06hdrZ2VBQL1s2k4N9den6dKaemsrKKysBCMgXwKQ6k8ziCbqscPFBLDP2XmfPlTBAiurCPBi1mN65c2eOHDnCrVu3/o+9u4yO6uoCMPzOJBMnCSGQIFEkOBQoTnEpWqxQiktxp0UKxSm0UEoLxbUUK+7u7h40WIAYELfJzP1+TEmbD0tCJoHMftaaVa6ds5M7TU72nLuP1Lp9AxlsCyFMXtANWPElhD4AjS188QcU+SLJKSGRcfRZcZ6Tfoa6zD2q5uW7uj6o1fK7RXzYFEUh6sgRQubMJeb8ecNOMzPs69Yha7t2WJcsKWOk13gW84wrIVe4HHyZKyFXuBpylUht5Cvn2VvY42LrYqjJ/vL1n9rsLrYuZNFkybDvsSmN8/r168eff/7Jt99+S/PmzfH09MQykyzEm1KmdN+FECIJRYFdI+DkH4bt+lOhbLcUN6OPiuJh9+7EnD33T0J9EdbFiqZxsCmz6c4mxp0YR7w+Hk97T2bUmIG3g9RRTy5DUv02e30DAUmqi4+bUZPp9+/fp2TJkvTv35+xY8e+V6CZlQy2hRACiH4OazuB30HDdpXBUP17UJslnpKg0zNl5w3mH7kHGGrvTW1ZAnMzecxSfByiz54lZO48oo4cSdxnVbQoTu3bkaVePdQWFhkY3YdNr+i5F3YvMbl+Ofgyt0Nvo1f077zW2tw6sS67l4MXI8uPTIeIDUxlnGdmZvbuk/6hUqlISEgwYjQZz1TuuxBCvJaiwO6RcGKmYbvyIKgxMsm4Pjn0UVE8/Ka7YVFSe3vcFy/CukiRd19oRNdCrtH/QH8CowOx1djyY+Ufqe5ePUNj+ti8LqneuEQu+tbML0l18dEwajJ92bJlXLhwgd9++40yZcrQoEED3N3dUatfn/ho3759Srv46MlgWwgh/qFLgL2j/x14568LzeaBtWOS0zZeeMyQvy+RoFeoU9iF39t8gqV5ygbnQmSk2Bs3eP7nn4Rv2YoSb1iYyczZmaytWpG1dSvMs2fP4Ag/DtHaaB5HPk5Shz0w+t9XUHTQK4ug5nPMx4YmG9ItRlMZ571pbP8mev27PwT5mJnKfRdCiDdSFNg/Ho5MM2x7VYXmC8EuZWMcXWQUj7p1I+bCBdQODngsXoRV4cJGCDj5QmJCGHJoCOcCzwHQq0QvupfoLnXUU0iS6uJjZtRkulqtRqVS8fLSdz1iq9PpUtrFR08G20II8X8ur4HNfSEhFrLlg9YrILtPklP2Xg+k14rzxCfoqZLfmbntSmNj8XEtTChEwosXhK5ew4uVK0kINPwhgUaD/ef1cGrXPsMfZ84MYhJiCIoOIig6iICoADRqDfW86qVb/zLOM01y34UQ4h9X1sLmfqCNgiy54Mtl4JaytTV0kZE86tqNmIsXMXNwwH3JYqwKFTJSwMmj1Wv5+czPrLxhWB+wult1JlWehJ2FJIFT6upjQ1J9z/V/k+ptyrnzbd2COFhrMjg6IV7PqMn0jh07pqhG5eLFi1PaxUdPBttCCPEaTy7AqrYQ7g8WWQwz1AvWT3LKsTshdFt2luh4HZ96ZmVhx0+xt5IBl/j4KFotEXv28PzP5cRcuJC437pkSbK2a4t9nTqoNPLe/hjJOM80yX0XQoj/CPKF1e3g2W1Qa6DuJEMd9RTkinSRkTzq0pWYS5cMCfWlS7AqWNCIQSfPxjsbGX9iPPH6eLwdvFlYdyHO1s4ZHdZH6f+T6tmzWPJDw8I0LJ5T1hcSHxyjJtPFu8lgWwgh3iAyGP7uAA+OGbarjYDPvoX/lBM49+AFHRefJiI2gWK5HVjauSxOtlJ3Wny8Yq5cMZSA2bETtFoAzF1cyPHtt9g3qC9/THxkZJxnmuS+CyHE/4mLgE194PpGw3bRFtD4N7CwTXYTuogIKCvnUQAAzpxJREFUHnbpSuzly5g5OhoS6j4+777QyK6GXKX/gf4ERQdR3Lk4C+suxMrcKqPD+mgdvxvCyA1X8QuJAqBqgexM+KIobk42GRyZEP+SZHoGk8G2EEK8hU4Lu0bA6XmG7YINoekcsMySeMq1J2G0X3iaZ1Hx5M9hx19dy5HDXgaw4uOWEBzMi1WrebFqFbpnzwCwq1WTnKNHS031j4ipjfPu3r3L3LlzOX78OMHBwTRp0oSffvoJgFOnTnHp0iVatWqFg4NDBkdqXKZ234UQIlkUBU7Ohj2jQJ8A2QtBqz/BOX+ym9CFhxsS6leuYJY1K+5LlmDlU8CIQSfPg/AHfL39a8LiwqjnWY8pn02RGurvIS5Bx+yDd/njwF3idXqsNGr61yxA1ypeaMzk+yoyXnLHevJuFUIIkf7MNFD/Z2g8E8ws4MZWWFALnt1NPKVILgdWd6+Aq70Vt4MiaTn3BI+eR2dg0EK8P/Ps2cnetw/5DuzHuW8fMDcncu8+/Bo2ImzLVmSOg/jQLF26lKJFizJ16lSOHz/OnTt3CAkJSTweHR1Nz5492bAh/RaAFUII8QFRqaBCL+iwFexcIdgX5lWDaxuT3YSZvT3uCxdgVbQouhcveNCmDaFr12b4uMjD3oPp1aZjrjZn5/2dzLo4K0Pj+dhZmpsxoFYBdgyoQgXvbMRq9UzZeYOGvx3l3IMXGR2eEMmWqpnpy5YtS9Z5FhYWODs7U6pUKZycnFIc3MdMZq4IIUQyPToDq9tCZABYOsDnk6HEV4n1Fh89j6bNgpM8eh5DTgcrlnctJyvBi0wj9sYNnowYQdx1X0BmqX8sTGWcd/LkSapUqYKNjQ2jRo2iatWqlCtXjo4dO7Jo0SIA9Ho9zs7OVK9enXXr1mVwxMZlKvddCCFSLSIQ1nWB+0cM2xX6QK0xhok0yaALC+NR797EnD0HgF3VqriOH4cmRw4jBZw8G+9sZNSxUQBMqjyJRnkbZWg8mYGiKKw//5gJ267zItpQArFNOXeG1i2Ig42sKSQyhlHLvKjV6hTV9lSr1TRq1Ijff/+d3Llzp7S7j5IMtoUQIgUiAgwLGPmfNmznrwMNfwUHw++MgLBY2i48xZ2gSJztLFjWuRyFc8nPVpE5KFotIfPnEzJ7Dmi1qB0ccB35PfYNG0ot9Q+UqYzzmjVrxubNmzl48CCVK1cGDOP6/ybTAWrUqMHTp0/x9fXNqFDThancdyGEeC+6BNg/Do7NMGy7V4SWiyGLa7IuV3Q6ni9ZQvCvM1Bejot+GIVDgwZGDPrdZpyfwYIrC9CoNcyvM5/SLqUzNJ7M4nlUPD9u9+Xvc/4AONtZ8kOjwjSSBUpFBjBqmZf27dvTpEmTxEduihcvTuPGjWnSpAklSpRIPK9Ro0ZUr14de3t7Nm7cSJUqVXjxQh7dEEII8X+yuEKn7VDzB0PZl9u74Y/ycG4pKAquDlas/qY8RXLZExIZT+t5Jzj/UH6fiMxBpdGQvVcvvNb+jWXhQujDwnjy7Xf49+6DNigoo8MTJuzYsWOULVs2MZH+Jq6urjx9+jSdohJCCPFBMzOH2uOg1XKwtIeHx2FOZbi63lBf/R1UZmZk69IFr/XrsCpc2DAuGjwE/4EDScjAfFLfT/pS26M2Wr2WAQcG8DD8YYbFkpk42Vrwc8sSrPqmPHmz2xISGUe/lRfosPgMd4IiMzo8IV4rVcn0GTNm4OvrS+XKlbl8+TIXLlxgw4YNrF+/nvPnz3PlyhUqV67MjRs3WLt2LX5+fjRq1IgHDx4wffr0tP4ahBBCZAZmGqgyGLofgdxlIC4ctvSDP5tC6EOy2Vmyolt5SntkJTw2gbYLTnH8Tsi72xXiI2Hl44PX6tVk798PNBoi9+/Hr1FjwjZvzvCaocI0hYaG4u7u/s7zYmJiiI+PT4eIhBBCfDQKNYJvDkKOIhAVDGs7wYpWEPooWZdb5s+P5+pVOPfuDWZmROzYiV+jxkTsP2DcuN9ArVIzsfJEimYrSmhcKL339SYsLixDYsmMyntnY3v/KgyqXQALczWHbwVT99fDjN50ledRMsYQH5ZUJdPHjBlDcHAwW7dupUiRIq8cL1y4MJs3byYkJITRo0fj4ODAggULsLW1ZcuWLe8dtBBCiEwsR0HoshtqjwdzK/A7AH9UgDMLcLA0488uZamULxvR8TraLzrNrAN30Okl0SgyB5VGg3PPnnitXfvvbKzvhsosdZEhsmXLxoMHD9553p07d3B1Td7j+0IIIUxItrzwzQGoNvyfp093waxycHI26HXvvFyl0ZC9bx88V6/GIl9edCEh+PfqxZPhI9BFRKTDF5CUtbk1v9X4DVdbV+6H32fwwcFo9dp0jyOzsjQ3o1/N/Owa8Bm1Crmg0yssPfGAqj8fYN7hu8QlvPs9I0R6SFUyfcOGDVStWvWt9WMcHByoWrUqmzZtAiB79ux88skn3L17N3WRCiGEMB1qM6jUD3ocA/cKEB8J2wbDssbYRD5kYYdPaVQiFwl6hZ933aTN/JM8CY3J6KiFSDNWPgXwXL2K7AP6/ztLvX4DAiZNIu7evYwOT5iI8uXLc/bsWa5du/bGc44dO8a1a9feWQpGCCGEiTK3hGrDoMdRw7heGwU7h8GCmvD0crKasC5aBK9163Dq3BlUKsI2bMCvcROiTpwwcvCvym6TnZk1ZmJjbsOpgFNMPDlRniBMY17OtizoUIYV3cpROKc9EbEJTNp+g1q/HGL7lafy/RYZLlXJ9ICAANTqd1+qUqkIDAxM3M6dO7fRHwHVarWsW7eODh06UKhQIezs7MiSJQvlypVj9uzZ6HRv/iTrr7/+omzZstja2pI1a1YaNmzI+fPnjRqvEEKIt3DOBx23Q70poLGB+0dgdiWszs3jt1bF+alFcWwszDh17zmfzzjC9itSs1dkHiqNBucePfBatxarokXRR0byYtmf+H1en4eduxCxbx/KW8Y1Qryv3r17o9PpaN68ORcvXnzluK+vL507d0alUtGrV6/0D1AIIcTHI7uPYVzf8FewdIAnF2BeNdjzA8RHv/NytaUlLt99i8fyP9G4uZHw9CkPO3UmYNx49NHvvj4t+Tj58HPVn1Gr1Ky7vY6l15ama/+momJeZ7b0rczPLYqTI4slj57H0Ouv87Scc4KLj0IzOjxhwlRKKj7S8fDwIDo6mnv37mFnZ/facyIjI/Hy8sLGxibx8dC6dety+fJloy5QdOPGjcQkes2aNfHx8SEsLIwtW7bw5MkTGjZsyObNm19ZFXjixImMHDkSDw8PmjdvTkREBKtWrSI+Pp59+/ZRqVKlFMWR3BVghRBCJNPze7C5ryGhDuBWHprM5B65GLDqApf8DTULvyyTh9GNimBraZ6BwQqRthS9nqhjx3jx1woiDx1KXMDLPFdOsrZqjWPLFpg7OWVwlKbDlMZ5Q4YM4ZdffkGlUpE3b17u3r2Lq6sr2bJl4/r16+j1er777jsmT56c0aEanSnddyGEMKqIANgxFK5vNGxn9YSG0yFvjWRdro+KInDqVEJXrgLAsmBB3ObOQePiYpx432D59eVMOTMFFSqmV59OTfea6dq/KYmOT2DuIT/mHfYjRmuYTNKkZC6+q1eQ3I7WGRydyCySO9ZLVTK9X79+zJw5kxo1ajB79mzy58+f5PidO3fo2bMn+/fvp3fv3vz2228AuLu74+7uztGjR1PaZbI9fvyYTZs20aFDB2xtbRP3R0VFUa1aNc6ePcuaNWto2bJl4rHbt29TuHBhvL29OX36NA4ODgBcvHiR8uXL4+3tzdWrV5M1G/8lGWwLIYQR6PVwbvE/M1giwcIOvlyK1qsG0/fcYvahuygKeGazYUbrTyjh5pjREQuR5uL9/QldtYrQtevQhYYChlnsWT6vh1ObNliVKPHKpAGRtkxtnDd//nzGjBnzyoQYZ2dnRo8eTe/evTMosvRlavddCCGM7uYOQynH8MeG7eKtoe5EsHVO1uWRR4/xZOhQdM+eYe7igtvcOVgVLGjEgJNSFIWJpyay+uZqrM2tWVJvCYWzFU63/k1RQFgsU3ffZN15fxQFLM3VdK3iRc9q+bCTyVTiPRk1mf78+XPKli2Ln58fZmZmlCpVCk9PT1QqFffv3+fcuXPodDq8vLw4ffo02bJl48yZM5QrV45Ro0YxduzY9/riUmvlypW0adOG3r17M3PmzMT9I0aM4Mcff2Tp0qW0b98+yTWdOnViyZIlHDp0iM8++yzZfclgWwghjCj0EWzoAQ+OgsoMGs2AUu04cfcZg9Zc5GlYLOZqFYPqFKD7Z3kxU0tiUWQ++thYwnfs5MWKFcReuZK436pwYbJ+3Qb7+vVRW8tMHWMwxXGeoihcuHABPz8/9Ho9bm5ufPrpp5ibm84frqZ434UQwujiImD/BDg1F1DA2gnq/wzFWiTr8nh/fx590514Pz/UNjbknjEDuyrpt45Hgj6BPvv6cOzJMXJY5+CvBn/haiuLchvb1cdhTNh2nZN+zwHIaqOhTTl32pX3xNXBKoOjEx8roybTwVA3vVevXmzatOmV4v8qlYpGjRoxe/ZscubMmZrmjWLt2rW0bNmS/v378+uvvybur1ixIidOnODp06e4uib9obdq1Sq++uorxo0bx6hRo5Ldlwy2hRDCyBLiDWVfLhse76TqUKg2nNAYLSM2XGH7lQAAyns7Mb1VSXI6SFJRZF4xV67w4q8VhG/fjvJyfRqNBisfH6yLF8e6ZAmsixdH4+Ehs9bTgIzzTJPcdyGEMCL/c7ClHwReNWxXHgQ1RkEyKgTowsLw79uP6NOnwcwM1x9+IGurL40c8L8i4iNot70dd8Pu4mnvyQ8VfuBT10/TrX9TpSgKe32D+HG7L34hUQCYq1U0KJ6TzpW85CllkWJGT6a/9PDhQ44cOYK/vz9gWGS0SpUqeHh4vE+zRlG/fn127NjBtm3bqF+/fuL+7NmzExsbS0RExCvXnDt3jjJlytCuXTuWLVv2xrbj4uKIi4tL3A4PD8fNzU0G20IIYUyKYpjJcmSqYbvk19BoBoranL/P+TNm8zWi43U4WGuY3KwYnxf7cD7gFcIYEl68IGzdOl6sWo32n7HZf5k5OGBVvDjWJUpgXaI41sWKYebomP6BfuRMJak6bNgwevfujZubW0aH8kEwlfsuhBAZRqeFA5Pg6C+G7UKNoOk8sLB556VKfDxPR40ibNNmALJ160r2gQNRpaBc7/t4HPmYdtvbERwTDMDnXp8zpMwQctjkSJf+TZlOr7DneiCLjt3j9L3niftLe2SlcyUv6hZxwdwsfd4H4uOWbsn0j8W8efPo3r07NWrUYN++fUmOWVhYkCNHjsQPBP7r9u3bFChQgMaNG7Np06Y3tj9mzJjXlq+RwbYQQqSDs4sN9RYVHXhXhy+XgZU990Ki6L/qApf/WZz0q7LujGlcGEtzswwOWAjjUhQF7ePHxFy6ROzly8RcvESsr++/s9b/w8LDA6sSxbH09sY8hwsaVxfMXV0xz+GCmZ3ta1oXppJUVavVmJmZ0bBhQ/r06UPNmqa9sJqp3HchhMhwF1cankDVayFnSfhqFdi/e1KMoiiEzJxFyKxZAGT5vB65Jk9GbWlp5IANwuLC+P3C76y5uQYFBRtzG3qU6EHbQm3RmGnSJQZTd/VxGIuO3WPLpSdodYZ0Zy4HK9pX9KT1p2442lhkcITiQ/bRJ9MHDx6cZKb3u/Tv3/+VhVBf2rp1K82aNSNXrlycOHHildIzaZFMl5npQgiRwW7thr87gjYKXIrB12vAPhdanT7J4qQl8jgwu21pcsmq78LEKPHxxN68Scyly8RcvkTspcvEP3jw1mvUdnaYu7igcfknwe6SA42L4b/mWbOidnDAzNERM3t7VGam8yGVqSRVe/XqxfLly4mMjESlUlGwYEF69epFhw4dsLOzy+jw0p2p3HchhPggPDgOq76GmOeQJRe0WQU5SyTr0tANG3n6ww+g1WL9ySfk+WMW5lmzGjngf11/dp2JpyZyOfgyAF4OXgwvO5wKuSqkWwymLigilr9OPmT5yQc8izJMJrHWmNG8dG46VvQiXw7TG8eId0vTZPrDhw/fKxh3d/cUX2NnZ0dUVFSyzz9w4ADVqlV7Zf/27dtp1qwZ2bNn59ChQ3h7e79yTlqUefl/MtgWQogM8OQC/PUlRAWBfR5ouxZyFALg0K1g+q28QFiMlmy2Fvze5hMq5nXO4ICFyFgJL14Qe+UKMVeuoH38hITAQLSBASQEBKKPjEx+QyoVant7zBwcDC9Hx6T/zeaEhZs7Fp4eaHLl+ugT76Y0zouIiGDp0qXMmjWLmzdvolKpsLOzo3379vTu3ZuCBQtmdIjpxpTuuxBCfBCe+8GKVhByCzQ20HwBFGyQrEujTp7Ev28/9BERaDzccZ87FwtPT+PG+x96Rc/mu5uZfm46z2MNpUdqe9Tmu0+/kwVK01GsVseWS09YdOw+vk/DE/fXLJiD/rXyUzyPY8YFJz44aZpMN3uPP3hUKhUJCQmpvv59bNu2jebNm+Ps7MzBgwfJly/fa8+TBUiFECITeXEflreAZ7fB0gFaLwevzwB49Dya7n+e4/rTcNQqGPZ5QbpV8ZYFGYV4DV1kFAlBgYYEe0BgkkR7QlAQutBQdGFhKUu6A2g0WOTJg4WHBxYeHmg83P/5tyeanK4fRaLdVMd5+/btY9asWWzZsgWdTodKpaJGjRr06dOHxo0bZ/qfpaZ634UQIkPFhBqePvU7AKig9jio2BeS8Tsn7s4dHn3THe2TJ5g5OpJn1kxsSpc2dsRJhMeH88fFP1h5YyV6RY+1uTXdinWjQ5EOWJhJyZH0oigKJ/2es+jYPfb6BvIyEypJdfFfaZpMV7/ngg16vf69rk+Nl4l0JycnDh069MYSMADDhw9n8uTJLF26lPbt2yc51qlTJ5YsWcKhQ4f47LPPkt2/DLaFECIDRT+HVW3g4QlQa+CL2VC8JQAx8Tq+33CF9RceA9CgWE5+alEcW0vzjIxYiI+WotWiCw9PTK7rQkPRhYYl2U4IDib+4QO0Dx+9tm77SyqNBo27O5b58mFdvBjWxYtjVaQIapt3LzyWnkx9nOfv78/s2bNZuHAhwcGGhdbc3Nzo1asX33zzDY6ZdFFbU7/vQgiRYXRa2PEdnF1k2P6kHTT4BczfnYxOCA7mUa/exF65gkqjIdeUydjXr2/kgF918/lNJp2axPmg8wC4Z3FnWNlhVMlTJd1jMXV+wZHMPHCHjRceo5ekuviPNE2mP3hHPc138fDweK/rU2rHjh00bdqUrFmzcvDgQXx8fN56/q1btyhSpAje3t6cPn0aBwcHAC5evEj58uXx9vbm6tWrKfpQQQbbQgiRwbSxsKE7XN9o2K45GioPBJUKRVH48+QDxm25ToJeIX8OO+a2K413dqmdJ4QxKTodCQEBxD94QPzDh8Tff2D494MHaB89QtFqX73IzAzLAgWwLl7c8CpZAgsvL1TvOdnjfcg4D3x9fZk2bRqLFi1K3PeyBMyoUaMYMmRIBkZnHHLfhRAiAykKnJoLu4aDogfPKvDlMrBxeuel+pgYHn/7LZF79wGQvX8/svXoke5PVCmKwrZ725h2dhohMSEA1PWsy6jyo3CwdEjXWATcC4ni9/23JakuEn30C5Cm1o0bNyhZsiRxcXG0bt36tYl0T09POnbsmGTfxIkTGTlyJB4eHjRv3pyIiAhWrVpFfHw8+/bto1KlSimKQwbbQgjxAdDrYc8oODHTsF2qA9SfmjiL5ez95/T66zxBEXFksTTnl1YlqV3YJQMDFsJ0KTod2qcBxN+/T9wNX8NCqZcukRAU9Mq56ixZsC5WFKvixbEuXgLrEsUxz5Yt3WI11XGeXq9n48aNzJo1i4MHDwJgb29Pp06dqFu3Ln/++Sdr1qxBp9MxYcIEhg8fnrEBpzFTve9CCPFBubUb1naG+Ahwygtt1oDz60v6/pei0xH00888X7oUAPv69ck5aSJqKytjR/yKyPhI5lyaw3Lf5egUHS42LkyqPImyOcumeyzCkFSfuf8OGy74JybVaxTMQf+a+Snh5pihsYn0ZbLJ9IMHD1K9evW3nlO1atXEPwD+66+//uLXX3/l2rVrWFhYUKlSJcaPH0+pUqVSHIcMtoUQ4gNyai7sGAoo4FbeMIsliyFpHhQeS+8V5zlz/wUAfWvkY0CtApipM3ftXyE+FtqAAENi/fIlYi9dJubaNZSYmCTnqB0cKHDyRLrNMDO1cV5wcDDz589n7ty5+Pv7oygKBQoUoG/fvnTs2BFbW9vEc69cucJnn31G1qxZ8fPzy8Co056p3XchhPhgBV6DFa0h7CFYOcKXS8G7WrIufbF6DQHjx0NCAlbFipFn5kw0LjmMGu6bXA25yrAjw3gQ/gAVKjoW7Ujfkn3RmGkyJB5TJ0l1YbLJ9A+FDLaFEOIDc3sPrO0CcWGQJRe0Wg55DAsQaXV6Jm7zZcnx+wBULZCdGa1L4mgjiwIJ8aFREhKIu337nwS7Yfa6Jncu3OfNS7cYTGWcd+rUKWbOnMnatWuJ/6fWfZ06dejfvz/16tV743Vt2rTh77//Rvu6sj0fMVO570II8VGIDDKskeR/BlRqqDEKKg2AZJSBizp1msf9+qELC8M8Rw7yzJqFdbGixo/5NaK10fx05ifW3V4HQCGnQkz+bDLeDt4ZEo/4N6m+8eJjdP9k1esWcWH454XwdLZ9x9XiYybJ9Awmg20hhPgAPbsLK7+CkJtgZgmNfoWSbRIPb7jgz/D1V4jV6nFzsmZO29IUySX1C4X40CkJCajM028RYVMZ571cL8jW1pYOHTrQr18/ChQo8M7runbtyqJFi9Dr9cYOMV2Zyn0XQoiPhjYGtg2Gi38Ztn3qwxezwdrxnZfGP3zIo169iL9zF5WlJbl+nJQhC5O+tO/BPkafGE1YXBhWZlZ8++m3tCzQMt3ruot/3Q+JYuaBO6w/b5iprjFT0b6CJ/1q5MfBRp4eyIwkmZ7BZLAthBAfqNhw2NADbm4zbJfrAXUmwD+PU15/Ek735Wd59DwGS3M1k5sXo+kneTIwYCHEh8ZUxnne3t707duXLl26ZOqvM7lM5b4LIcRHRVHg/FLY/i3o4iGrF7T6E1yLvfNSXWQkjwcPJurQYQCce/XCuU/vDFvkPCg6iO+Pfs/JpycBqJanGmMqjiGbdfqtCyNedSswgknbfTl4MxgARxsN/Wrkp215DyzMM+a9IoxDkukZTAbbQgjxAdPr4fBPcPBHw7ZnFWi5BGydAQiNjmfA6ouJA6aOFT0ZUb+QDJaEEIDpjPMURZEZcf9hKvddCCE+So/Pw5oOhjrq5lbQcHqSJ1DfRNHpCJo6jeeLFwOQpU4dck3+EbWNjbEjfi29omf59eX8ev5XtHot2ayyMaHyBCrnrpwh8Yh/Hb4VzMRtvtwMjADAy9mW4Z8XpHZhFxkvZRKSTM9gMtgWQoiPwI1tsP4biI8EB3do/RfkLA6AXq/w677b/LbvNgBlPLLyx9elyGFvlZERCyE+ADLOM01y34UQ4gMX/dwwtr+zx7BduiPUmwKad4/fQ9et5+mYMaDVYlm4EG6zZqHJmdOo4b7Nzec3GXZkGHdC7wDwdaGvGVBqAFbm8rdIRkrQ6fn7nD/Tdt8kJNKwnkx5bydGNihM0dxSHvRjJ8n0DCaDbSGE+EgE3YBVX8FzPzC3hiYzoViLxMN7rwcycM1FImITyJ7Fktlfl6KMp1MGBiyEyGimOM6Liorizp07hIeH86Y/Hz777LN0jip9meJ9F0KIj45eD4d//ucJVAVyloQvl0FWj3deGn3uHP59+qJ78QIzZ2fcZs3EukQJo4f8JrEJsUw/N50VN1YAkM8xH79W/xUP+3d/LcK4IuMSmH3wDvOP3CM+QY9KBc0+ycO3dX1wdZAPPD5WRk2mP3z4EDs7O5yc3p5MePHiBREREbi7u6e0i4+eDLaFEOIjEhMK67r+O4ulUn+oORrUZoBhRfcef57jZmAE5moVIxsUokNFT3mcTwgTZUrjPD8/P/r378/OnTvfuqCoSqUiISEhHSNLf6Z034UQ4qN3Z69hfB/zAqyzQrMFkL/WOy+L93+Mf69exN26hcrCAtfRo3Fo0jhdFzr/f4f9DzPq2Ciexz4nh3UOFtdbjLu96eXZPkT+L6L5eddNNl18AoC1xoxvPvOmR9W8WFuYZXB0IqWMmkw3MzOjY8eOLFy48K3ndevWjcWLF2f6gfXryGBbCCE+Mnod7B8PR6cbtvPWgOYLwcbwwXF0fAJD111hyyXDQKnpJ7mZ1LSYDJKEMEGmMs57+vQpJUuWJDg4mFy5cpGQkEBQUBAVKlTg9u3bhISEoFKpqFChAhqNhgMHDmR0yEZlKvddCCEyjdCHhjrqT84DKqg61PB6xwKjusgonnz3HZH79wNg5uiIXY0aZKldC9uKFVFbWqZD8EmFxITQbXc37oTewcXGhcX1FuOWxS3d4xCvd/FRKBO2XufsgxcAuDvZMP6LolQtkD2DIxMpkdyxXqpWUlMU5Y2Pd77uXCGEEOKDpzaDWmOgxWLQ2MDd/TC/BgReB8DGwpzfWpdkZINCmKlVbLjwmGazj/PwWXTGxi2EEEYyefJkgoODGTFiBP7+/nz++eeoVCqOHTtGUFAQO3bswMPDA2tra/bs2ZPR4QohhBBJObpD551QpjOgwKHJsKKlobb6W5jZ2ZJn5u849+2DmaMjutBQwtavx79nL25XqIj/wIGEb9+OLjIqfb4OwNnamfl15uPt4E1gdCBddnXhceTjdOtfvF1JN0f+7lGBWW1KkdPBiofPo+mw6DR9V14gKCI2o8MTaSxVyfTkioiIwMLCwphdCCGEEGmraDPostsw+H5xDxbUguubAUMZg65VvPmrazmc7SzwfRpOo5lHOXAzKIODFkKItLdr1y5y587N2LFjX3u8bt267Nixg8OHDzNt2rR0jk4IIYRIBnNLaDgdvphjWB/pzl6Y+xk8PvfWy1RqNdl79yb/0SO4L1lC1q+/xtzFBX10NBE7dvJ40GBuV6zIox49CV23joQXL4z+pThbO7Ow7kI87T15GvWULru68CTyidH7FcmjUqloUDwnewZVpXMlL9Qq2HLpCTWnHeKvUw/Q62WycWZhlGS6Xq/nypUr7N+/3yTrpQshhPjIuRaDbw6BV1XQRsGadrB/omFBI6C8dza29K3MJ+6OhMVo6bzkDL/tu41OBkhCiEzk4cOHlCxZEjMzQzkr9T+Pxf+3hKOPjw9VqlRhxYoVGRKjEEIIkSwlv4Kue8HJG8IewaJ6cHYRvKOagsrcHNvy5XAdNZJ8B/bjuWY12bp1xcLDAyU+nsiDB3n6/UhuV6rMgw4dCd+926hfxsuEuoe9B48jH9NlVxcCogKM2qdIGTtLc35oVJjNfSpTLLcDEbEJfL/hKi3mHOdGQHhGhyfSQLKT6WZmZokvgKVLlybZ99+XRqOhZMmSPHv2jGbNmhkteCGEEMJobJyg7Xoo39uwffgnWPUVxIYBkNPBmlXflOfrcu4oCvyy5xZfzDrGpUehGRezEEKkIY1Gg62tbeL2y3+HhIQkOS9Hjhz4+fmla2xCCCFEirkWhW8OQsGGoIuHrQNhY0+IT17ZRpVajXXx4uQYPBjvnTvw3rIZ5359sSxUCPR6ok+d4nG//oTv3GnULyOHTQ4W1FmAWxY3/CP96byrM4FRgUbtU6Rc0dwObOxdiTGNCmNrYcb5h6E0/O0ok3fcICZel9HhifeQ7GT6yzrpiqKgUqmSbP//y9zcHE9PTwYPHvzGx0KFEEKID56ZOdSbBE3ngpkl3NoJ82tCyG0ALM3NmNi0GFNbliCLlTlXHofxxR/HGLnxCmEx2gwOXggh3k+uXLl49OhR4raXlxcAZ8+eTXLetWvXsLGxSdfYhBBCiFSxcoBWy6HWWFCp4dJKWFgbnt1NUTMqlQrL/PnJ3qsX3hvWk3fvHhz+mUz65LuhRF+4YIzoE7naurKo7iJy2+XmUcQjuuzuQnB0sFH7FClnplbRsZIXewdXpV4RVxL0CnMO3aX29ENSKvQjluxkul6vT3wpikLHjh2T7PvvKy4ujrt37/LTTz9JzXQhhBAfvxKtDYsX2eeGZ7cNC5Pe/HfGSYvSedg/uBpNP8mNosDykw+pOe0gGy74y0LcQoiPVunSpfH19U0s61KzZk0URWHYsGFcu3aNiIgIJk2axJUrVyhRokQGRyuEEEIkk0oFlQdA+81gmx0Cr8K8anBjW6qbtMiTh5zjx2FXvTpKfDz+vfsQ/58PpI3hZUI9l20uHoQ/oMvuLoTEhLz7QpHucjpYM6ddaRa0L0NuR2v8X8TQafEZeq84T1C4LFD6sVEpqfgrf+zYsXzyySc0btzYGDFlCuHh4Tg4OBAWFoa9vX1GhyOEECItRAbBmvbw8ASggurfQ5XBoP73s+njd0MYtfEqd4OjACjv7cSEL4qSL0eWDApaCJHWTGWct3z5ctq3b8/mzZtp2LAhAM2aNWPjxo2oVKrE81QqFYcOHaJSpUoZFWq6MJX7LoQQJiX8CfzdER6dMmxXGgA1RhmeUE0FfVQUD9q1J/b6dSy8vfFcuQIzB4c0C/d1/CP86bSrEwFRAeR1yMvCugvJZp3NqH2K1IuKS+DXvbdYdOw+Or2CrYUZHSt50rWyN1ltZUJyRkruWC9VyXTxbjLYFkKITCohHnYNhzMLDNuFGsEXs8Hy32R5fIKe+Uf8+H3/bWK1ejRmKrpV8aZvjfxYW5hlUOBCiLRiKuO8hIQEAgMDcXBwwM7ODoDo6GiGDRvG33//zfPnzylUqBCjR4+madOmGRyt8ZnKfRdCCJOj08KeH+DkH4ZtzyrQYhHY5UhVc9rAIO63akVCQAA25crhPn8eKiNXbXgU/oiOuzoSFB1EPsd8LKy7ECcrJ6P2Kd7P1cdhfL/xauKaW5JUz3iSTM9gMtgWQohM7txS2DYY9FrIXgi+WgFO3klOefQ8mjGbr7HvhqEeXm5Ha8Y2LkKtwi4ZEbEQIo3IOM80yX0XQohM7up62NQHtFGQJSe0XAru5VLVVOzNmzz4qg366GgcmjYl56SJSZ7qMoYH4Q/otLMTwTHBFMhagAV1FpDVKqtR+xTvR1EUdl8PZMbe21x/Gg5IUj0jpWkyvUaNGqhUKpYuXUqePHmoUaNGsgNRqVTs27cv2ednFjLYFkIIE/DoNKxuC5GBYOUIbVaDe/kkp7wcII3dfI0nYYZ6eLULuzC6UWHyZJUF+4T4GMk4zzTJfRdCCBMQfBNWt4OQm6A2hzoToVx3Q531FIo8coRHPXqCTkf2Af1x7tHDCAEndS/sHp12duJZ7DMKOhVkfu35OFo5Gr1f8X4URWHP9UB+/b+keoeKnnSt4o2TJNXTRZom09VqNSqVCl9fXwoUKIBanex1S1GpVOh0umSfn1nIYFsIIUxE+FNDQv3xWdDYwFcrwbvaK6dFxycwY99tFh65R8I/tfFGNypCyzJ5jD5LRQiRtmScZ5rkvgshhImIi4TNfeHaesN2uZ5Qd1KSdZKS68XKlQSMHQdArqlTcWjYIC0jfS2/UD867erE89jn+GT1YX6d+TJD/SMhSfWMlabJ9EOHDgFQrlw5rKysEreTq2rVqik6PzOQwbYQQpiQ+GhY/TXc3Q9mlvDlUvD5/LWn3gyI4PsNVzj74AUAdQq78GOzYmSzs0zPiIUQ7yGzjvPGjRuX6mtVKhWjRo1Kw2g+PJn1vgshhHgNRYETs2D394btYi2hyR9gnvJkZuCUn3i+eDEqjQb3JYuxKV06jYN91d3Qu3TZ1YVnsc/InzU/C+oskBrqH5G3JdU7VfIiexb529EYpGZ6BpPBthBCmJiEOFjbGW5sNTwS2mweFG3+2lN1eoV5h/34Zc9NtDoFZztLfm5ZnOo+qVvkSAiRvjLrOO/l06gp+fPg5fmm8DRqZr3vQggh3uLy37CxB+gTIF8t+HIZWNimqAlFr+dx//5E7NmLmaMjnqtXYeHhYaSA/+UX5kfXXV0Jjgkmn2M+5teZj7O1s9H7FWnndUl1tQrKeDpRp7ALdQq74p5NSoemlTRNppuZmdGxY0cWLlwIGGatlCxZksaNG6ddxJmMDLaFEMIE6bSwsSdc+RtUamj8O3zS9o2nX30cxsDVF7kdFAlAu/IejKhfCGsLs/SKWAiRCpl1nDd27Nj3un706NFpFMmHKbPedyGEEO9wey+saQfaaMjzKbRZAzYpm+Wtj4nhQfsOxF65goWHBx6rVmKe1filV+6H3afLri4ExQTh7eDNwroLJaH+EVIUhb2+Qcw8cIdLj0KTHCvomsWQWC/iSpFc9lJC9D2kec30jh07smjRotdui1fJYFsIIUyUXgdbB8D5ZYbtz3+Gct+88fRYrY7JO26w5Ph9ALyz2/Jrq5IUz+No9FCFEKkj4zzTJPddCCFM2KMzsKIlxLyA7AWh7XpwyJ2iJhKCg7nXqhUJT55iXaY07osWobYwfg3sh+EP6byrM4HRgXjae7Kw7kJy2MgTsR8r/xfR7L0eyO7rgZy69xyd/t+0bi4HK2r/k1gv6+WExizldf5NWXLHesn6rlpZWREeHp5mwQkhhBCZltoMGv0G5XsZtnd8C0d+eePpVhozxjQuwp9dyuJib4lfcBTN/jjOzP23SdDp0yloIYQQQgghxBu5fQqddoJ9bgi+AQvrQPCtFDVhnj07bnPmoLazI+bsOZ5+PzJFpdVSy93encX1FpPTNif3w+/TeVdnAqICjN6vMI48WW3oWMmLFd3Kc25kLX75sgT1irhirTHjSVgsS0884OsFpyg9fg8DV1/kwsMXGR1yppOsmenFihXj8ePHrF27lnz58uHp6UmLFi2YOnVqsjpxd3d/70A/NjJzRQghTJyiwIFJcPgnw3aVIVBjJLzlsbvQ6Hi+33CVbVeeAlDaIyvTvywpdfCE+MBk9nHenTt3WL9+Pffv38fS0pKSJUvy5ZdfYm1tndGhZajMft+FEEIkQ+gj+LMpPLsN1k7Qdi3kTtmCopHHjvHom+6g05Gte3dyDBxgnFj/z+PIx3Te2ZknUU9wy+LGorqLcLV1TZe+hfHFanUcvR3CnuuB7PUN5FlUfOKxRiVy8V1dH9yc5O/Kt0nTMi8///wzQ4cOTay783KRoeRQqVQkJCQkM+zMQwbbQgghADj6K+z9p45wuZ5Q78e3JtQVRWHDhceM3nSNiLgEbC3MGN24CC1L55H6d0J8IDLzOO/XX3/lu+++e2Ux0dy5c7N9+3aKFi2aQZFlvMx834UQQqRA1DP4qwU8OQ8aW2i9HPLWSFETL/7+m4BRPwCQfcAAnHt0N0akr3gS+YTOuzrzOPIxue1ys6juInLZ5UqXvkX60ekVzj98weozj1h33h9FAQtzNV0qe9GrWl6yWGkyOsQPUpom0wH++OMP/v77bx4+fMi9e/ewtbXF2Tl5ixbcu3cveVFnIjLYFkIIkej0fNg+xPDvUu2h4a+GcjBv4f8imkFrLnH63nMAahXKwZjGRciTVWYTCJHRMus47+jRo1StWhVFUbC1tcXHx4fw8HD8/PzQ6/Xkz58fX19f1GrTrL+ZWe+7EEKIVIiLhNVtwe8AqDXQbB4UbZaiJp4tWEDQ1GkA5PjuO7J17mSMSF8REBVA512deRTxiFy2uVhYdyF5suRJl75F+rv2JIyJ23w5fvcZANlsLRhUpwCtyrhhLjXVk0jzZPp/yQKk7yaDbSGEEElc+As29wFFD0VbQNM5YPb2GQE6vcK8w378sucmWp2ClUZNv5r56VrZGwtzGfgIkVEy6zivdevWrFmzhg4dOjBz5kxsbW0BuHz5Ms2bN8fPz48tW7ZQv379DI40Y2TW+y6EECKVEuJgQw+4th5QQf2foWy3FDUR/McfhPz2OwAuI0fi1PZrIwT6qsCoQLrs7sKD8Ae42rqyqM4i3Ozd0qVvkf4URWGfbxCTdvjiFxwFQP4cdnzfoBDVfGQx2pfSdAHS/1e1alUKFiyY6uCEEEIIk/PJ19BiEajN4epaWNMetDFvvcRMraJntbxs71eFcl5OxGr1/LTzJg1+O8JJv2fpFLgQwlScOHGCPHnyMHfu3MREOkDx4sWZMWMGiqJw8uTJDIxQCCGE+ICYW0LzBfBpV0AxPIl6YJJh7aRkcu7Zk2zdDSVeAidM4MXqNUYKNikXWxcW112Mp70nAVEBdNrViQfhD9Klb5H+VCoVtQq7sGvAZ4xtXARHGw23gyLpuPgM7Red5mZAREaH+FFJ1cx08W4yc0UIIcRr3doFq9uBLg7ylIWvVoFttndepigK688/ZtJ238TFZJqVys2I+oVwtrM0dtRCiP/IrOM8Kysr6tevz/r16185Fh4ejqOjI9988w1z5szJgOgyXma970IIId6TosChKXDwR8N2sS+h8e+gsUrm5QpBP/3M88WLQaUi56RJODb9wnjx/kdITAhddnXBL8yPHNY5WFRvER72HunSt8g4YdFaZh64zZLj99HqFNQqaPWpO4NqFyB7FtP929KoM9P/68mTJ6xcuZKpU6cydepUVq5cyePHj9+3WSGEECJzKlAX2m0AKwfwPw0La8Nzv3deplKpaF46D/sHV+Prcu6oVLD+/GNqTD3I8pMP0Ovls3EhxPuJj4/H0dHxtcde/kERHx+fjhEJIYQQHwGVCqoNg0YzDE+hXlkDyxpDZHAyL1eR47tvydq2LSgKT7//nrCt24wctIGztTOL6i4in2M+gmKC6Lyzs8xQNwEONhq+b1CYvYOqUr+YK3oFVp5+SLWfDzDrwB1itbp3N2LCUp1MDwsLo127dnh4eNC2bVuGDh3K0KFDadu2LZ6enrRv356wsLC0jFUIIYTIHDwrQZc94OAOz+/Cgtrgfy5ZlzrYaJjYtBjre1akSC57wmMTGLnxKk1nH+fqY/m9K4QQQgghRIYo3RHarjNMmnl0ChbUgCDfZF2qUqlw+X4Ejl9+CXo9T4YOJXzXbuPG+49s1tlYUGeBJNRNkEc2W/74ujR/96hAiTwORMXr+HnXTWpOO8Smi4+RYiavl6oyL7GxsVSpUoXz58+jKAolSpQgb968APj5+XHx4kVUKhWlS5fmyJEjWFqa3iMC8hioEEKId4oIgBVfwtNLYG5tqKleMPkL+yXo9Px58gHTdt8iMi4BtQraV/BkUJ0C2Fu9fXFTIUTqZdZxnlqtpnLlynTt2vW1xzt27PjW4+3btzdmeBkus953IYQQaSz4lmGM/+IeWNpDy8WQr1ayLlX0ep5+P5KwDRvA3Jw8v/1GlhrVjRywwbOYZ3Td3ZU7oXek5IsJ0usVNl96wpSdN3gaFgtACTdHRjUoRBlPpwyOLn0kd6yXqmT6zz//zNChQylVqhTz5s2jVKlSSY5fuHCB7t27c+7cOaZMmcKQIUNS/hV85GSwLYQQIlniIuHvDnBnL6jU8PlPULZbipoIDI9l/NbrbL38FIDsWSyZ8EVR6hZxNUbEQpi8zDrOU6vVqFSqVF2rUqlISEhI44hepSgKGzZs4Pfff+fGjRuEhYXh5uZGtWrVGDp0KN7e3onnjhkzhrFjx76xrXv37uHp6ZnsvjPrfRdCCGEE0c9hdVt4cCzFY3xFp+PJd0MJ37YNlUZDnj9mYVelipEDNpCEuoiJ17HwqB+zD94lKt5Q7qVBsZwMrVcQ92w2GRydcRk1mV6mTBnu3LnD3bt3yZbt9YumhYSEkC9fPvLly8fZs2dT2sVHTwbbQgghkk2nhW2D4Pwyw3al/lBzDKhTVo3tyO1gfth0jXshUQB8WSYPPzQqgp2leRoHLIRpy6zjPE9Pz1Qn08GQnDa2wYMH88svv5AzZ06aNGmCvb09ly5dYvfu3djZ2XH8+HGKFi0K/JtM79Chw2uT5gMGDHhjjfjXyaz3XQghhJEkxMPWAXDxL8N22W+g7o9g9u6xuZKQwONBg4nYvRuVpSVuc+dgW768ceP9hyTUBUBQRCzT99xi9ZlH6BWwMFPTqZInvarnw8E6cz4FbdRkur29PTVr1mTDhg1vPa9p06bs3buXiIiIlHbx0ZPBthBCiBRRFDg8FQ5MMGwXbQ5fzAbzlJVKi9XqmL73FvMO+6Eo4O5kw/RWJSjtYRqP5gmRHmSclzECAgLInTs3bm5uXLp0CQcHh8Rj06dPZ9CgQXTq1IlFixYB/ybTDxw4QLVq1d67f7nvQgghUkxR4NivsHeMYTtvTUPZFyuHt11luDQ+Hv/+A4g8cACVtTXu8+dhU6aMUcN9SRLq4iXfp+FM3ObL0TshADjZWjCgVn6+KuuOxizVS3F+kJI71kvVVDWdTodG8+5PITQaDXq9PjVdCCGEEKZFpYKq34JDHtjcB66ug4hAaL0crLMmuxkrjRnDPy9EdZ8cDF5ziYfPo2k55wS9q+ejX838mW7AI4QwHffv30ev11OpUqUkiXSAhg0bMmjQIIKDgzMoOiGEEOI1VCqoPBCc8sL6b+DuPlhYB9qshqyeb7/UwoLcM37Fv3cfoo4c4dE33cnzx6x0maH+clHSlwn1zrs6s6iuJNRNUaGc9vzZpSwHbwYzcbsvd4Ii+WHTNZYev0/3qnmxtzLeU9BZbSwo5/36iigZKVUz04sWLUpISAj37t3D2tr6tefExMTg5eWFs7MzV69efe9APzYyc0UIIUSq3T0Aq9tBfAQ4+0DbteDonuJmwmO1jN50jQ0XHgNQPI8D01uVJG92u7SOWAiTIuO8jPHs2TNy5cpFzpw5uXz5cpLv/cuZ6dOnT2fAgAHAvzPTx44di6WlJWq1mvz581OrVi3s7FL+c1DuuxBCiPfy5AKs/AoinoKNM7ReAe7l3nmZPjaWRz17En3iJKjVZO/Xj2zfdEOVwpKQqfEs5hlddnXhbthdctjkkIS6iUvQ6Vl55hHT99zieVS80fsr7+3Eqm8qGL2fl4xa5mXEiBFMnjyZL774grlz55I9e/Ykx4ODg+nevTubNm1i+PDhTJgwIeVfwUdOBttCCCHeS8BV+KslRDwBOxf4+m/IWSJVTW29/ITvN1wlLEaLlUbN9w0K07ac+3vVRhbClMk4L+NMnz6dwYMH4+rqmqRm+v79++nWrRszZszA3NwwQ+pNC5A6OjoyY8YM2rdvn6K+5b4LIYR4b+FPYEUrCLgMZhaGso7FWrzzMn1sLAHjxhO2fj0AdlWrkmvKZMxSsPZHaklCXfy/8Fgtcw/d5cy9FyikOK2cbEVyOTCmcRGjtf//jJpMf/HiBZ988gmPHj3CxsaGevXq4eXlBYCfnx87d+4kJiYGDw8Pzp8/n6KFfTILGWwLIYR4b2GP4a8WEHQdLO2hzRrwSN0n8wFhsQz5+1JirbvqPtmZ0qI4ObJYpWXEQpgEGedlrDVr1tC1a9ck6zJVrlyZyZMnU6lSpcR9GzZsIDQ0lGrVqpEzZ04CAgLYunUrP/zwA6GhoWzcuJHGjRu/sZ+4uDji4uISt8PDw3Fzc5P7LoQQ4v3ERxlKvtzYatiuNwXK90jWpaHr1hEwbjxKXByaXLnIPWMG1sWKGjFYA0moC1Ng1GQ6GJLmbdq04fTp04aG/pnd9rK5cuXKsWLFisQku6mRP7KEEEKkidgww+OgD46BxsbwOGje6qlqSq9XWHz8PlN23iA+QY+TrQWTmxWjThHXNA5aiMxNxnkZZ9y4cUyYMIFx48bRtm1bHB0duXjxIgMHDuTixYusW7furQlygH379lG7dm2KFi3K5cuX33jem2a2y30XQgjx3vR62DUcTs0xbH/2LVT/3lBj/R1ifX3x7z8A7cOHqDQaXEYMx7F1a6M/dfr/CfWFdRbi6eBp1D6FSE9GT6a/dOzYMQ4ePMjjx4Z6rLlz56ZatWpJZoWYIvkjSwghRJqJj4Y17eDOXsPjoC2XQsH6qW7uZkAEA1ZfxPdpOACtyrgx7POCZLW1SKuIhcjUZJyXMfbu3Uvt2rUZOHAgv/zyS5JjAQEBeHt7kzt3bm7fvv3OtvLnz8+dO3feeg9lZroQQgijUhQ4MhX2/1MauXRHaPALqM3eeakuIoKnI0YQsWcvAPYNG5Jz7BjUtrZGDDhpQt3a3JpeJXrxdeGv0ag1Ru1XiPRg1GT6uHHjyJIlCwMHDnyvIDMz+SNLCCFEmkqIg7WdDY+Dqsyg2bxk1Vd8k7gEHb/sucW8w34oCthZmtOtijddqnhhZ2m8FdmFyAxknJcxBg8ezC+//MLmzZtp1KjRK8dLlSrFhQsXiIiIeOcCoxUqVODkyZM8ffoUV9fkPZ0j910IIYRRnF0EWwcBChRqDM0XgLnlOy9TFIXni5cQNG0a6HRY5M1Lnt9mYJk3r1HDfRbzjEEHB3E+6DwA+RzzMbL8SEq7lDZqv0IYm1GT6ebm5jRs2JCNGze+T4yZWmoG21qtFp1OZ+TIhEgZMzMzNBr5lFmID4IuATb1gsurARU0/h1KtXuvJk/5PWPslutc/2eWupOtBb2q5aVteQ+sNO+eFSOEKZKkasbo27cvM2fOZOHChXTu3PmV425ubjx58oTo6GgsLd+chIiKiiJnzpzo9XpCQ0MTFyx9F7nvQgghjObaRljfDXTx4PUZtPoLrJL3uyb63DkeDxhIQnAwKhsbco4bh0PDBkYNV6/o2XRnE7+c+4XQuFAAGudtzKDSg8hmnc2ofQthLEZNpufKlYuqVauycuXK9woyM0vJYDs8PJyQkJAkj5EK8SGxtLTE2dlZ/nAU4kOg18O2QXBusWE7BQsWvblJhe1Xn/LL7lv4hUQBkNPBin4189OydB7MzdTvG7UQmYokVTPGqlWr+OqrryhSpAjHjh3DwcEh8dicOXPo2bMnlSpV4ujRo0RERPD06VMKFCiQpI2YmBi6dOnCypUr6dSpE4sWLUp2/3LfhRBCGJXfIVjVBuIjIWcJ+Hod2GVP1qUJISE8HvIt0SdPApC1zVfkGDYMtYVxyziGxoYy48IM1t5aC0AWiywMKDWA5vmbY5aMcjVCfEiMmkxv1aoVZ8+e5e7du+8VZGaW3BsQHh7O48ePsbOzw8HBAY1GY/RFI4RILkVR0Gq1hIWFERkZSe7cueWPRyE+BIoCu0fCiZmG7Rqj4LMh791sgk7PuvP+zNh7mydhsQB4OdsysHYBGhbLiVotv5+EAEmqZhSdTkeNGjU4fPgwOXLkoHHjxjg6OnL+/Hn279+PtbU1Bw8epGzZsty/fx9vb28+/fRTChUqhKurK4GBgezduxd/f3+KFSvGgQMHyJYt+bPn5L4LIYQwuicXYHkLiA4BJ29otwGyeibrUkWnI3jmTJ7NNixqalWsGLl/mYaFm5sRAza4FHyJCScncOP5DQCKORdjZPmRFM5W2Oh9C5FWjJpMv3btGmXKlGHw4MGMHz9ekr+vkdwb4Ofnh0ajIU+ePPJ9FB8sRVHw9/dHq9Xi7e2d0eEIIcCQUD84GQ5NNmxXHgQ1f4A0+F0Sq9Wx4tRDZh24w7OoeAAK5bTn27oFqO6TQ35fCZMnSdWMExcXx/Tp01mzZg03b94kPj4eFxcXqlevzogRIyhUqBBguEcjRozg9OnT3L9/nxcvXmBtbU2hQoVo0aIFffr0wdraOkV9y30XQgiRLkLuwJ9NIewh2LlCu/XgUiTZl0ceOsTj74aiDwtDbWdHznFjsa9f34gBGyToE1h9czW/X/idKG0UapWaVj6t6PNJH+wt5Pem+PAZNZm+bNkyjh07xoIFCyhQoABffPEFnp6ebxyQtm/fPqVdfPSScwO0Wi137tyR2b7io/DyKYp8+fJJDXUhPiTHfoM9owz/Ltsd6k0GddqUZYmMS2Dx0XvMO+xHRFwCAKU9sjK0XkHKejmlSR9CfIwkqWqa5L4LIYRIN+FPYXkzCLoOVg7QZg24l0/25drHj3k85FtiLlwAwKFFc1xHjEBtY2OsiBMFRwfz89mf2XFvBwDZrLIx5NMhNPBqIJNyxAfNqMl0tVqNSqXi5aXv+p/BFBfVTM4NiI2N5d69e2/9IEKID0VMTAz379/Hy8sLKyurjA5HCPFfZxbAtsGGf5dsC41/gzSsURgaHc/sQ3dZevw+sVo9KhWMbFCYLpW90qwPIT4mklQ1TXLfhRBCpKuYF7CiNTw6CeZW0HIp+NRL9uVKQoKh7MvceaAoWHh7k3v6L1j5+Bgx6H+dfHqSiScncj/8PmBYoHRsxbGYq5O38LcQ6c2oyfSOHTum6NOkxYsXp7SLj15KkumSnBQfA3m/CvGBu7gSNvUCRQ9FmkGzeWCWtk+RBIbHMmXnDdaffwxAp0qejGxQGDOppS5MjCRVTZPcdyGEEOkuPhr+7gi3d4HKDBr9CqVSVv0h6uRJnnz7HQnBwagsLMgx9DuytmmTLrPE43XxLL66mNmXZqNTdNRyr8WUz6ZgYWbchVGFSA2jJtPFu0kyXWQ28n4V4iNwfROs7QJ6LeStCV8uBcssadqFoijMO+zHjzsMiwvVLeLCjNafYKVJu5nwQnzoJKlqmuS+CyGEyBA6LWzuC5dWGrYr9oNaY1L0JGrC8+c8HT6CyEOHALCrVZNcEyZg5uiY9vG+xv6H+xlyaAhavZZKuSoxvfp0rM2lQoP4sCR3rJc2RVU/IFqtlnXr1tGhQwcKFSqEnZ0dWbJkoVy5csyePfu1JWfu37+PSqV642vMmDHp/4UIIYQQKVW4CXy1Esyt4e4+WFwfIgLStAuVSkX3qnn5/atPsDBTs+taIF/NP8mzyLg07UcIIYQQQgiB4WnTL2ZD1WGG7eO/wep2EBeZ7CbMnZzIM2c2LiOGo9JoiNy7D7+mzYg+e9ZIQSdVw70Gs2rOwtrcmmNPjtFjTw8i4iPSpW8h0lqyZ6bHxMQwZcoU1qxZw/3797G0tKRkyZIMHDiQxo0bGzvOZLtx40ZiEr1mzZr4+PgQFhbGli1bePLkCQ0bNmTz5s1JHmd5WQe6RIkSfPHFF6+0Wa1aNapVq5aiOGRmukhLWq2Wo0ePcvPmTV68eIGLiwsFChSgYsWKqNNoocF3kferEB8R/3Ow4kuIDgEHd2i7FrKnfW3E0/ee023ZWcJitHhks2FJp7J4OdumeT9CfGhkhrJpkvsuhBAiw13+Gzb1Bl0cuBaDr1aDQ+4UNRFz7RpPBg0m/sEDUKtx7t0L5x49UJkZ/0nTi0EX6bW3FxHaCAo5FWJO7Tk4WTkZvV8hkiNNZ6YnJCRQu3Ztxo8fz40bN4iNjSUsLIxDhw7RtGlTZsyYkWaBv68sWbIwa9YsAgIC2LhxI1OmTGHOnDncunWLMmXKsHXrVtauXfvaa0uWLMmYMWNeeaU0kS5S7syZM9SvXx9HR0dsbW0pX748a9asee25T58+pUuXLuTMmRMrKyt8fHyYOHEiWq32lXNf1vdXqVTMnDnzjf23atUq8bwlS5a88bxly5YlnnfmzJk3njdmzJgkTzeYmZnh6OhIgQIFaNmyJYsXLyYqKurN35B/hIaGMnz4cJydnalRowY9e/ZkxIgRdOnShSpVquDh4cG0adPeuchvSr6/QohMIE9p6LoHnPJC2ENYWBvuH0vzbsp6ObGuZ0XyZLXmwbNomv1xjHMPXqR5P0IIIYQQQgigeEvosAVsnCHgCsyvAY/Pp6gJ6yJF8Fy3DocvvgC9npDfZ/KwYye0AWn7ROvrlMxRkkX1FuFk5YTvc1867exEYFSg0fsVIi0lK5k+Z84cjh8/jlqtpkOHDvz2229MmDCBsmXLoigKw4YNIygoyNixJkvu3Lnp1asXtrZJZ8bZ2toyaNAgAA79UyNKfBgOHDhApUqVOHr0KF9++SU9evQgICCAVq1aMW3atCTnBgQEUK5cORYvXkzFihUZMGAATk5OjBw5khYtWvCmBy3Mzc1ZtGjRa489f/6cTZs2YW7+7hWlFy5cmPhUw5va+6/mzZszevRoRo0aRefOnSlatCgHDx6kc+fOFCxYkIMHD77x2vPnz1OsWDGmTZtGixYt2L17N8HBwcTHx+Pv78+WLVuoUKEC3377LRUrViQkJOS17aTk+yuEyEScvKHLHshTFmLD4M8v4MrrP0x+H/ly2LGhVyWK53HgRbSWNvNPsvPq0zTvRwghhBBCCAG4l4Nu+yF7IYgMMJR2vL4pRU2Y2dmSa/KP5PppCmobG6LPnOFeky8I37nTSEH/q6BTQRbXW4yLjQt+YX502NmBRxGPjN6vEGlGSYYqVaooarVa2bp16yvHWrdurajVamX+/PnJaSpD/f333wqg9O/fP8n+e/fuKYBSu3ZtZebMmcrEiROVBQsWKHfu3El1X2FhYQqghIWFvfGcmJgY5fr160pMTEyq+/nYabVaJW/evIqlpaVy4cKFxP2hoaFKgQIFFAsLC+X+/fuJ+9u3b68AyuzZsxP36fV6pXXr1gqgrFixIkn7HTp0UAClUaNGCqBcvHjxlRhmzJihAErjxo0VQFm8ePFrY71161bieQUKFFAcHByU6Ojo1547evRoBVBWrlz5yrHY2Fhl8uTJilqtVmxtbZVLly69cs7Vq1eVLFmyKAUKFFB8fX1f28dLBw8eVLJnz66UKVNGiYiISHIspd/ft5H3qxAfqfhoRVn1taKMtje8jv6qKHp9mncTFadVOi8+rXgM3ap4DtuqLDzil+Z9CPGhSM44T2Q+ct+FEEJ8UGLCFOXP5v+O8w9PTdU4P+7+fcWveQvluk9B5bpPQcX/22+VhHT4Xecf4a98vu5zpeiSokr11dWVOy9Sn4MTIi0kd6yXrJnp165do3Tp0jRo0OCVY6NGjUJRFK5fv54GqX3jejmTuE6dOq89vmfPHvr06cP3339P165dyZ8/P+3atUtWOY64uDjCw8OTvMS77d+/n7t379KmTRtKliyZuN/BwYERI0YQHx/P0qVLAYiIiGD16tV4e3vTvXv3xHNVKhWTJ08GYP78+a/tp0OHDpiZmbFw4cJXji1evJhChQpRoUKFt8b68v3Tvn172rVrR1hY2BtLBr2NpaUlQ4cO5YcffiAqKophw4YlOR4fH0/Tpk3JnTs3J0+epGDBgm9tr2rVquzdu5dbt27x/fffJzmWku+vECKT0lhDy6VQrqdhe88PsP1b0L+9PFRK2ViYM7ddadqWd0dRYNzW64zbch2dPllLswghhBBCCCFSwsoevloF5XoYtveNg429ICEuRc1YeHjguXIFzr16glpN+OYt+DX5gqiTp4wQ9L9y2+Vmab2l5HPMR3BMMB13duTas2tG7VOItJCsZHpYWBg+Pq9fuKxAgQIAH3zyeN68eezYsYMaNWpQv379JMdsbGwYNWoU586dIzQ0lOfPn7N3717Kli3L8uXLad++/Tvb//HHH3FwcEh8ubm5GetLyVReljl53QccdevWBf4ty3PixAni4uKoXbt2kgVkATw8PPDx8eHYsWOvrR+eO3du6tSpw4oVK4iPj0/cf/78eS5evEinTp3eGqdOp2Pp0qVkzZqVhg0b0q5dO1Qq1WuT88k1ePBgbGxs2LVrF2FhYYn758+fj5+fH3/++SdZs2YF4PHjxzRv3hw7OzucnJzo1KkTly5dQqVScfDgQYoXL86YMWOYO3cuwcHBiW2l5PsrhMjE1Gbw+WSoOwlQwZn5sLodxEenaTfmZmrGNynKsM8NHwIuOnaP3n+dJ1abtol7IYQQQgghBGBmDp9PgfpTQWUGl1bAsi8g6lmKmlFpNGTv1w+Pv5ajcXcn4elTHnbsSODkKejjUpacT4nsNtlZXHcxRbMVJTQulC67unAu8JzR+hMiLby7SDSg1+vRaDSvb+CfOtN6vT7tosKQaIxLwf+w/fv3J3/+/K89tnXrVvr06YOHhwfLly9/5XiOHDkYN25ckn01a9akQoUKlCpVivXr13P+/HlKlSr1xv6HDx+eWJMdDB8uvE9CXVEUYj6C5IO1xuyVxHZK3L59G+C1987V1RU7O7vEc9527sv9N2/e5MGDB3h7e79yvEuXLuzYsYNNmzbRsmVLwFAD3dzcnPbt27N48eI3xrl9+3aePn1K9+7dsbS0xMPDgypVqnD48GHu3LlDvnz5UvaFA3Z2dpQuXZojR45w7tw5atSoARhmyterV48yZcoAEBMTQ61atbh16xYtW7bE1dWVbdu2cfjw4Ve+vu+++45t27bRsWNHIGXfXyGECajQG+xzw/pv4OY2WNoI2qwGW+c060KlUtGjal5yOVozZM0ldl4LoOWcE/zauiR5s9ulWT9CCCGEEEKIf5TtBk5e8HcneHgcFtSENmsge4EUNWPzySd4b1hP4JSfCF2zhudLlhB17Ci5fvoJq0KFjBK6o5Uj8+vMp8/+PpwLPEePPT2YXn06lXNXNkp/QryvZCXTM8LcuXOTVV7lpRYtWrw2Ybh9+3ZatGiBi4sL+/fvJ2fOnMlu08bGhnbt2jFy5EiOHTv21mS6paUllpaWyW77XWK0Ogr/sCvN2jOW6+PqYmOR+rfRyxnZDg4Orz1ub2+feE5yzv3vef+vcePGODs7s2jRIlq2bElsbCwrV66kQYMGuLi4vDXOlzPQ//uUQvv27Tl8+DCLFi1i0qRJb73+TXLlygWQuHjoixcvOH/+PH/++WfiOcuWLePGjRssX76cr7/+GoCJEydSvnz5JG3Z29tTqFAhLl++nLgvJd9fIYSJKPIF2LnAqq/g8VlYUAvaroNsedO0m8YlcuGSxZLuy89x5XEYDX47wvcNCtO2nPt7fQgrhBBCCCGEeI18taDLHljxJby49884fy24lU1RM2pbW3KOG4td9Wo8HfUDcbfvcO/LVmTv15dsnTujMjNL89DtLOyYU2sOgw4O4sjjI/Td35dxFcfRKG+jNO9LiPeVrDIvADt37qRGjRqvfb3teM2aNVMVWGRkJIqiJPtVrVq1V9rYtm0bzZo1w9nZmQMHDrx2tvK7ODsbZuulJLEvPkwajYa2bduye/duHj9+zIYNG3jx4gWdO3d+63UBAQFs27aNfPnyUbFixcT9LVu2xNramqVLl762tExqPHz4EEVRknwwtH//fnLnzp2YSAewtbWlb9++r1xvY2NDZGRkmsQihMjEPCoYBtqO7oaB9sLa8PRSmndTzjsbO/t/RuV8zsRq9YzaeJXOS84QFBGb5n0JIYQQQghh8nIUhG77wa0cxIXBn03hwYlUNZWlenW8N2/CrlZN0GoJnvYLD9p3IN7fP42DNrAyt2JG9RnU86xHgj6BEUdHMPvibBRF1mASH5ZkTykOCAggICAgxcczavbZtm3baN68OU5OThw4cCBVZTgATp0yLLjg6emZhtG9m7XGjOvj6qZrn6lhrXm/TyRfzph+0+zo8PDwxLrhyTn3v+e9TufOnfn1119ZsmQJBw8exNXV9ZUa+v9v6dKlJCQk0K5duyT77e3tadKkCatWrWLnzp2vXaD3XZ48eQJA9uzZAYiOjn7la3j27Bl58uR55drXlRF69OgRtWrVStxOyfdXCGFinPND132GmStPLsCyJtBxG7gUSdNuXB2sWNa5LIuP32fKzhscuBlMvV+PMLlZMeoUcU3TvoQQQgghhDB5ts7QbgOsbA33DsPy5vD13+BZKcVNmTs5kef33wnbsJHAiROJOXeOe42b4PL99zg0a5rmOT+NmYYpn00hp21OFl9bzB+X/uBhxEPGVhyLhZlFmvYlRGolK5k+evRoY8eRpnbs2EHz5s3JmjUrBw4ceGON7ZcuXLhAyZIlX/khsH79+sRFJz///HNjhvwKlUr1XuVTPhYv783t27cpXbp0kmMBAQFERkZStmzZV859ndu3b2NhYYG7u/sb+ytWrBiffvops2bNIjAwkCFDhiTW/X+TRYsWAYb/D970/8LChQtTnEyPjIzk3LlzmJmZJZYQypEjB2D42l8u+pstWzZu3LjxyvX+//dp8KlTp3jy5AmfffZZ4r6UfH+FECbILge032yYsfL4LCxtbEio5yiYpt2o1Sq6VPaicj5nBqy+iO/TcL758xytyrgxqlFh7Cwz/+87IYQQQggh0o2FLXy12lDa0e8g/NXCUEPdq0qKm1KpVDg2a4pN2U95MnQYMefO8fT774k+e5acEyegUie76EWyqFVqBpUZhJu9GxNPTmSr31aeRj1lRvUZOFi+efKkEOkl0yXTb9y4QdOmTYmLi6NatWqsXLnylXM8PT0TF2gEGDhwIHfv3qVChQrkyZMHnU7H+fPnOXr0KJaWlixZsuSts51F6lWtWpUff/yR3bt307p16yTHdu3alXgOQPny5bGwsGDPnj0oipLkw48HDx5w8+ZNqlev/s7keOfOnenZs2fiv9/myJEj3Lp1i7x58762lBDA5s2b2bp1K0FBQYnJ8OSYNm0a0dHRNGzYMPH95eHhgYODA4cPH078uqtVq8aaNWtYuXIlX331FWBYlPSPP/5IbCskJIRevXpRsmRJateunbg/Jd9fIYSJsrI31Exf1thQ6mVZY+i4HZxT90TX2/i4ZmFj74r8svsW8474sfrsI074PWN6q5KU9pCnZIQQQgghhEgzFjbw1SpY9TXc3Qd/tYQ2q8C7Wuqay5MHj2VLeb54MUG/ziBswwbMs2cnx6CBaRv3P1oWaElu29wMOjSIc4HnaLu9LbNqzsLd/s0TKIVIF0omc+DAAQV466tq1apJrpk/f75Sr149xc3NTbG2tlYsLS0Vb29vpWvXroqvr2+q4ggLC1MAJSws7I3nxMTEKNevX1diYmJS1UdmoNVqFW9vb8XS0lK5cOFC4v7Q0FClQIECioWFhXLv3r3E/e3bt1cAZfbs2Yn79Hq98tVXXymAsmLFiiTtd+jQQQGUEydOJO6LiIhQNmzYoOzYsSPJuT/++KMCKIsXL37l+kWLFr3xaxg+fLgCKD///HPivtGjRyuAsnLlylfOj42NVaZMmaKo1WrFzs5OuXLlSpLjrVq1UvLmzatotVpFURQlKipKKVCggGJmZqa0atVKGThwoFKwYEElb968CqDUrVtXyZ49u+Lh4aHcvn07SVsp/f6+jbxfhcjkop4pyh8VFWW0vaJMLagoz+4atbsTd0OUij/uUzyGblW8hm1Vpu26ocQn6IzapxBpJTnjPJH5yH0XQgjxUYqPUZTlLQzj/PE5FOX23vdu8sW69cp1n4LKdZ+CyvOVq9IgyDe79fyWUvvv2krRJUWVyisrK+cDzxu1P2G6kjvWUymKVPI3hvDwcBwcHAgLC8Pe3v6158TGxnLv3j28vLywsrJK5wg/HAcOHKBu3bpYWVnRunVrsmTJwrp163jw4AFTp05l8ODBiec+ffqUcuXK4e/vT7NmzciXLx+HDh3i5MmTNGrUiE2bNiWZsd6xY0eWLl3KiRMnKF++/FvjmDx5MsOHD2fx4sV07NiR8PBwcubMiUqlIiAgADs7u9ded+vWLXx8fChYsCC+vr4AjBkzhrFjx9K8eXOKFi0KGMq63Lt3j8OHDxMSEoKbmxvLly9PUpYF4Pz585QpU4aJEycyfPhwwFDSpW/fvuzevRsLCwsaN27M4MGDqVChAvny5aNJkyYMHDjwtfXPU/L9fRt5vwphAqJCYEkDCL4BDm7QabthkVIjCY/VMnrTNTZceAxAiTwO/NKqJHmzv/7nrRAfiuSM80TmI/ddCCHERyshDtZ0gFs7wMwSWq+A/LXefd1bBM+cRcjMmaBW4zb7D+yM+NR7SEwIffb14dqza2jUGiZUmkB977evfydESiV3rJe2hY2ESIXq1atz9OhRKlWqxOrVq5k9ezYuLi6sWrXqlURvzpw5OXXqFJ06deLo0aNMnz6dZ8+eMX78eNauXZumi1+sWrWK6OhoWrRo8cZEOkCBAgWoVKkSN27c4Pjx40mOrVu3jrFjxzJ+/Hjmz5/P5cuXqVatGosXL+bGjRuvJNIBSpUqRZ8+fRg5ciQrVqwAIE+ePGzYsIGoqChevHjB0qVLKV68OFFRUVy6dIlx48a9cSHRlHx/hRAmztbZUEM9Wz4IewRLGkLYY6N1Z2+lYXqrkvz+1SfYW5lzyT+MBr8dYf15/3dfLIQQQgghhEgec0v4chn4NABdnKGW+q1d79Wkc+9eODRtCno9/gMHEXP1WhoF+5q+rJ1ZXG8xNd1rotVrGXpkKHMvzUXmB4uMIDPTjURmpov3kZCQQMuWLdm4cSO9evVi9OjRr63HfuPGDcaPH0+rVq1o3LixUWOS96sQJiT8CSyuDy/ugVNewwz1LK5G7fJpWAxD/r7EsTvPABhYqwD9auZL0w9JhUgrMkPZNMl9F0II8dHTaWFtZ/DdDGqNIcFeMPUzvBWtlkfdexB1/Dhmzs54rlqFRZ7caRhwUjq9junnprP0+lIAGudtzJgKY9CYaYzWpzAdMjNdiI+Yubk569atY/To0SxatIg8efJQo0YN+vbty/fff0/37t0pVaoUhQoV4syZMzg5OWV0yEKIzMQ+F3TYYijx8vwuLG0EkUFG7TKngzV/di5Hj6p5AZi+9xbfrb2MVqc3ar9CCCGEEEKYDDMNtFgEhb8AvRbWtAPfLaluTqXRkPu3GVj6+KALCeHRN9+gCwtLu3j/j5najCGfDmFU+VGYqczYfHcz3fd2JyzOeH0K8f8kmS7EB0qtVjNmzBhu377NiBEjiIqKYuXKlUydOpVt27bh5eXFypUr8fX1pXLlyhkdrhAis3F0MyTU7XNDyC1Y1gSinhm1S7VaxbDPCzLhi6KoVfD3OX86LzlDRKzWqP0KIYQQQghhMsw00HwhFG0O+gRDLfVrG1PfnJ0dbnPnYO7iQryfH/69+6CPj0+7eF/jS58vmVlzJrYaW84EnKH9jvaExoYatU8hXpIyL0YiZV5EZiPvVyFM1LO7hpIvkQHgWsxQU93G+E/D7PMNpM+KC8RodRR0zcKSTmVxdZCfPeLDIOU+TJPcdyGEEJmKLgE29oQra0BlBs3mQbEWqW4u9uZNHnzdFn1kJPb165Nr6s+o1Madw3vrxS167e1FYHQgZVzKMK/2PCn5IlLNqGVeHj58yKNHj1IdnBBCCCE+EtnyGmao2+aAgCuwvBnEGv8xypqFXFjdvTzOdpbcCIig6R/HuBEQbvR+hRBCCCGEMAlm5tB0DpT4ChQdrOsC278FbUyqmrPy8SHPbzPA3Jzw7dsJnv5r2sb7GgWyFmB2rdnYamw5G3iW8SfHy6KkwuhSlUz39PSkdevWaR2LEEIIIT5E2QtA+01gkw2eXIA/m0H4U6N3WzyPIxt6VSRvdluehsXScvYJjt4OMXq/QgghhBBCmAS1GTSZBeV7G7ZPz4O5VeHppVQ1Z1uxIjnHjwfg2fz5vFi1Kq0ifaP8WfMztepU1Co1G+5sYPG1xUbvU5i2VCXT7e3t8fLySutYhBBCCPGhcilsSKhbOcLjszCnEtzaZfRu3ZxsWN+zEmW9nIiIS6Dj4tP8fVaejhNCCCGEECJNqM2g3iT4eh3YuUDITZhfE47+CnpdiptzbPoFzn37ABAwbjwRBw6kccCvqpy7MkM/HQrAr+d+Zd+DfUbvU5iuVCXTCxcuLGVehBBCCFPjWgy67jP8N/oZrPgSdn0PCcZdYMjBRsOfXcrSqEQuEvQK3669zIy9t+URTiGEEEIIIdJK/lrQ8wQUbAh6LewdDcuaQGjK83/OvXrh0KwZ6PU8HjSYmCtXjRBwUm0KtaG1T2sUFIYfHc71Z9eN3qcwTalKpnfr1o1jx45x5syZtI5HCCGEEB8y53yGhHq5HobtEzNhYW3DQqVGZGluxoxWJelZLS8A0/fe4ru1l9Hq9EbtVwghhBBCCJNhmw1aLYfGv4PGFu4fgdmV4MraFDWjUqnIOXYMthUrosTE8KhnT+Lv3zdOzP8xtOxQKuaqSExCDH339SUwKtDofQrTk6pkeqdOnejVqxd16tRh0qRJ3Lx5k7i4uLSOTQghhBAfInNL+HwKtF4J1lnh6UWY+xlcXmPUbtVqFUPrFWTCF0VRq+Dvc/50XnKG8FitUfsVQgghhBDCZKhUUKo99DgCuctAXJhhcdJ13SAmNPnNaDTk/m0Glj4+6EJCuNeiJeE7dxovbsBcbc7UqlPJ65CXoJgg+u7vS7Q22qh9CtOjUlLxjLSZmVnyO1CpSEhISGkXH73w8HAcHBwICwvD3t7+tefExsZy7949vLy8sLKySucIhUgZeb8KIV4r7DGs7wYPjhm2S7SB+j+DpZ1Ru93nG0ifFReI0erwcrZlbrvSFHDJYtQ+hXgpOeM8kfnIfRdCCGFydAlwZCoc+gkUHTi4QdM54Fk52U1og4J43H8AMRcuAODYuhUuw4ahNmJe4VHEI77e9jUv4l5Qy70W06pNQ61K1XxiYUKSO9ZL1TtJUZRkv/R6efxaCCGEyLQcckOHLVBtOKjUcGkFzKsKTy8btduahVxY070CuRysuBcSxRezjrH18hOj9imEEEIIIYRJMTOHasOg807I6gVhj2BJQ9gzOtnrJmly5MBj2VKyffMNqFSErlrN/S9bEXfXeGUi3bK48Wv1X9GoNex9uJffL/xutL6E6UlVMl2v16foJYQQQohMTG1mGGR32ApZcsGzO7CgJpyaC0ZcJLRYHge29K1MpXzZiI7X0WfFBSZt9yVB6qgLIYQQQgiRdtzKGsq+fNIOUODYr7D4c4gMStblKo2GHIMG4rZgPmbZshF36xb3WrQkdN16UlEwI1lKuZRibMWxACy4soBNdzYZpR9heuQZByGEEEKkDc9K0PMYFPgcdPGw4ztY1Qainxuty2x2liztVJbuVb0BmHfYj3YLTxMSKWu5CCGEEEIIkWYss0CTmYYFSq0c4fFZmF8DAq8luwm7SpXw3rgB24oVUGJiePr99zz5bii6yCijhNwobyO6FesGwJgTYzgXeM4o/QjTIsl0IT5Qt27dYtmyZfz000/8/vvvbNy4kdDQ0IwOSwgh3s7GCb5aCZ//BGYWcHM7zK0KwTeN1qW5mZrhnxfij69LYWthxgm/ZzT6/SgXH4UarU8hhBBCCCFMUqFG0G0/ZMtnKPuysA7c2pXsy82zZ8dtwQKyDxgAZmaEb9nC/ebNib1+3Sjh9vmkD7U9apOgT2DAgQE8Cn9klH6E6XivZPrdu3f57rvvqFy5Mj4+Pnz33XeJx06dOsW8efMICwt77yBF5nfmzBnq16+Po6Mjtra2lC9fnjVr1rxy3uHDhxkyZAjVq1fHwcEBlUpFx44d39r21atX6dChA56enlhaWuLg4EC+fPlo1qwZM2bMSPJI0f3791GpVEleGo2G3Llz8+WXX3L27Nm39hUWFsb48eP59NNPcXR0xMrKCi8vLzp06MD58+eT9b1Yu3YtxYoVw8fHhw4dOjB06FD69etH06ZNcXV1pU2bNvj7+7+1jfDwcAYNGoSHhweWlpZ4enry7bffEhkZmawYhBDivahUUK47dN37T23Fh4ZB9oPjRu22frGcbOxdCW9nW56GxfLlnBOsPP3QqH0KIYQQQghhcrLlhS57wLMKxEfCytZwcnaySzyq1Gqce3TH489lmOfMSfyDB9xv1Zrnfy5P87IvapWaiZUnUjRbUULjQum9vzfh8eFp2ocwLalOpi9dupSiRYsydepUjh8/zp07dwgJCUk8Hh0dTc+ePdmwYUOaBCoyrwMHDlCpUiWOHj3Kl19+SY8ePQgICKBVq1ZMmzYtybmLFi1i2rRpnD59mly5cr2z7T179lC6dGmWL1+Oj48PvXr1olevXpQqVYpjx44xYMAAdDrdK9flzZuX0aNHM3r0aAYMGICPjw9///03FStW5PDhw6/t68yZMxQsWJAffviB2NhY2rdvz4ABAyhevDirVq2iTJkyjB079o2xRkdH07JlS1q2bImtrS2LFi3izp07xMbG8uLFC86ePcuQIUPYvXs3RYoUYevWra9tJyoqiqpVqzJ9+nQKFizIwIED8fHxYerUqdSoUYPY2Nh3ft+EECJN5CxhSKjn+RRiQ2FZE7i63qhd5nfJwqY+lahT2IV4nZ7h668wdO1lYrWv/qwXQgghhBBCpJKNE7TbAKXag6KHncNg2yDQaZPfRKlSeG9Yj13NmihaLYETJ+Lfpy+6NH4q39rcmt9q/IaLjQv3wu4x4MAAYhJi0rQPYUKUVDhx4oRibm6u2NvbKz///LNy+vRpRaVSKZ06dUo8R6fTKVmzZlWaNWuWmi4+emFhYQqghIWFvfGcmJgY5fr160pMTEw6RvZh0Wq1St68eRVLS0vlwoULiftDQ0OVAgUKKBYWFsr9+/cT9585c0a5evWqkpCQoJw4cUIBlA4dOryx/bx58ypmZmbK/v37Xzmm1+uVnTt3Knq9PnHfvXv3FECpW7fuK+f/+OOPCqB89tlnrxx78OCB4uTkpKjVamX27NmvHL9x44aSN29eBVBmzZr1yvGEhASldu3aikajUebOnfvGr0dRFCUoKEhp0KCBYmVlpRw4cOCV4z/88IMCKEOHDk2yf+jQoQqgTJo06a3tv4m8X4UQqRYXpSgr2yjKaHvD69hvivKfn73GoNPplZn7bytew7YqHkO3Ko1+P6L4v4g2ap/CdCRnnCcyH7nvQgghxGvo9Ybx/WgHw1h/aRNFiX6Rwib0yrNlfyq+RYsp130KKreqVVdirl1L81B9n/kqZZeXVYouKap03tlZiYqPSvM+xMcruWO9VM1M/+mnn1AUhW3btjFkyBA+/fTTV85Rq9WULFmS60aqeSQyh/3793P37l3atGlDyZIlE/c7ODgwYsQI4uPjWbp0aeL+MmXKUKRIEczMzN7ZdlBQEHfv3qVo0aJUr179leMqlYq6deuiUqmSFWuXLl0AOHfu1QUrRowYwfPnzxk+fDg9evR45biPjw+bNm1Co9EwfPjwV8ofjR8/nr1797Jhwwa++eabt8aRPXt21q9fT5UqVWjbtm2S0i2KorBgwQLs7OwYNWpUkutGjRqFnZ0dCxYsSNbXK4QQacbCBr5cBmW7G7Z3j4QdQ0FvvNniarWK3tXzsbRzWRxtNFz2D6PR70c5difk3RcLIYQQQgghkkelgop9ofUK0NiC3wFYWBue+6WgCRVO7drisWolGg93Ep4+5X7bdkQeOpSmoRZ0Ksjc2nOx1dhyOuA0ffb3IVobnaZ9iMwvVcn0Y8eOUbZsWSpXrvzW81xdXXn69GmqAhOm4eDBgwDUqVPnlWN169YF4FAqf3g6ODhgbm7O06dPiYpKu5Whzc3Nk2xHRUWxZs0arKysGDJkyBuvK1KkCM2aNSM8PJy///47cX9QUBBTp06lX79+NGjQADAkxX/88Ufc3NywtramfPnyHDx4kFq1atGxY0csLCxYsmQJz549Y9GiRYlt3b59mydPnlCpUiVsbW2T9G9ra0ulSpXw8/Pj0SNZcEMIkc7UZvD5FKgzwbB9ei6saQ9a4z5eWSV/drb0qUzR3PY8j4qn7cJTfL/hCmHRyX/8VAghhBBCCPEOBetD551gnxtCbsH8mileM8m6SBG81q7FtmIFlOhoHvXsxfMVK9I0zJI5SjKn1hxsNbacCThDr329JKEuUiRVyfTQ0FDc3d3feV5MTAzx8fGp6UIoCsRHffiv91wY4vbt2wDkz5//lWOurq7Y2dklnpNSlpaWNG7cmKCgICpUqMDvv//OuXPnUv2efDmj+/8/RDp79ixarZbSpUvj6Oj41jZq1qwJwIkTJxL3rVmzhri4OIYNG5a4b+zYsYwYMYIcOXLQq1cvnJycqFevHjdu3Eg8J1euXDRu3Jj16/+tP/y27+d/96f2eyqEEO/l5ayVFovBzAJubIWljSDqmVG7dXOyYW2PirT+1A1Fgb9OPaTmLwdZf94/zRc4EkIIIYQQwmTlLA7d9kOuTyDmOSxtDBdXpqgJsyxZcJs7F4fmzUCvJ3DceAJ/+hlFr0+zMEvmKMnc2nOx09hxLvAcPff2lIS6SDbzd5/yqmzZsvHgwYN3nnfnzh1cXV1T04XQRsOkdy+wmeFGPAEL23ef9wYvy504ODi89ri9vf0rJVFSYt68eWi1WrZs2UK/fv0AsLCwoEyZMrRq1Ypu3bphbW39ynV37txhzJgxgGHm+blz5zhw4AAuLi78/PPPSc4NCAgAwM3N7Z3xvDznv09s7N27l2rVqiX+vxIaGsqUKVOoV68eW7duTSxpM3bs2MSYXipXrhwTJkxI3E7O9/O/5wkhRIYo2gyyuMLKr8D/DCysBV+vhWx5jdallcaMyc2L06RkbkZtusqdoEgGrbnE6jOPmPBFUfK7ZDFa30IIIYQQQpiMLK7QcTts7AHXNxn+++w2VB8J6uTN6VVpNOScMAELNzeCf53B80WL0Pr7k+unKaitrNIkzBLZSzCv9jy67+nO+aDz9Nzbkz9q/YGtJvU5LmEaUjUzvXz58pw9e5Zr16698Zxjx45x7dq1d5aCEcKYsmXLxubNm7l16xa//fYbbdu2xd3dnePHj9O/f3/Kli3L8+fPX7nu7t27jB07lrFjxzJ16lQOHDiAq6srR48epVChQmka44MHD5LMJD9x4gSxsbEMGjQoSW347777DvX//eKxsbFJUjNdCCE+Gh4VoctucHA31FNcWBv8zxq92wp5s7G9XxW+reuDlUbNqXvP+XzGEabsvEFMvPFquAshhBBCCGEyLGygxRKo8k8p3CPT4K/mEBGQ7CZUKhXOPXqQ6+efUWk0ROzezcMOHUl4lnZPtRbLXox5deaRRZMlMaEepU27MsEic0rVzPTevXuzceNGmjdvzqpVq5IsHAng6+tL586dUalU9OrVKy3iND0aG8Os7w+dxua9Ln85g/pNM6XDw8PJmjXre/UBhvIm/01YX7x4kbZt23L16lXGjh3LjBkzkpxft25ddu7cCUBwcDBLly5l6NChNG7cmNOnT2NnZ5d47ssZ5cmpQ/7ynJw5cybui46OTjKT/Nk/vxj+f6a7tbU1zs7Or7SXI0eOxO3kfD//e54QQmSo7D7QdS+saAlPL8GShtBiIRRsYNRuLczV9K6ej8YlcjF2yzX2+gYx++BdNl98wtjGRahV2MWo/QshhBBCCJHpqdVQcxRkywdbB8Dd/fBHBWj8GxRqlOxmHBo1ROPqwqM+fYm5dIn7rVrjNm8ult7eaRJmUeeizK8zn257unEh6AI99vRgdq3Z2FnYvftiYZJSNTO9Zs2aDBo0iFu3blG6dGkKFCiASqVi165dFC9enGLFinH79m2+/fZbypcvn9YxmwaVylA+5UN/qVTv9WW+rYZ3QEAAkZGRb6z//T5KlizJ77//DsD+/fvfem727NkZMmQII0aMwNfXl5EjRyY5XqZMGTQaDefOnXtn+ZR9+/YBUKFChcR9OXLkSCwVA4bZ9PBqcj42NpaQkJDEbUVR2LBhA5999lnivnfVRH9XTXUhhEh3WVwMj4HmrwMJMbC6LRz7DdKwJuKbuDnZsKDDp8xvX4bcjtY8Do2h67KzdFt2lsehxl0YVQghhBBCCJNQ8ivofhhcixvqqK9uC5t6Q1zyn7K3+fRTPFeuROPmhtbfn/tftSHq9Ok0C7GIcxHm15mPvYU9F4Mv0n1vdyLiI9KsfZG5pCqZDjB16lTmzp2Lq6srd+7cQVEUnj59ytWrV3FycuL3339n8uTJaRmryISqVq0KwO7du185tmvXriTnpLX/zi5PjhEjRpArVy7++OMP7t+/n7jf1taWli1bEhsby7Rp0954va+vLxs2bCBLliy0aNEicX+JEiU4fPhw4nb58uWxsrLi119/Raf7t+TA9OnT0f8nuTR69Ghu3brFoEGDEvflz5+fXLlycezYMaKikj6aFBUVxbFjx/Dy8kpWfXchhEg3lnbQeiWU6gCKHvaMghVfQmRwunRfu7ALewZ9Ro+qeTFXq9hzPZBa0w4x59BdtDrjJ/WFEEIIIYTI1LL7QNd9UGkAoIILy2FOZXh0JtlNWHp74bl6FdYlSqAPC+Nhl66EbdmSZiEWyfZvQv1y8GV67OkhCXXxWqlOpgN069YNf39/zp49y5o1a1i1ahXHjh3jyZMn9O7dO61iFJlYzZo18fb2ZsWKFVy8eDFxf1hYGJMmTcLCwoL27dunqu2oqCgmTpyYZDb3SwkJCYkLiSa3rr+1tTVDhw5Fq9Uyfvz4JMcmTZpE1qxZmTRpEgsWLHjl2tu3b9OkSRPi4+OZPHkyjo6OiccaNmyIn58fBw4cACBr1qwMGTKE7du3U7ZsWYYMGULjxo0ZO3YsuXPn5vTp05QpU4ZJkyYxc+ZMypQpk9iWSqWia9euREZGvhLj+PHjiYyMpFu3bsn6eoUQIl2ZmUOjGdBwOphbwZ09MKcS+B1Ml+5tLMwZ9nlBtvevQlkvJ2K0OibvuEGj34/i+zQ8XWIQQgghhBAi0zK3gNpjoeNWcHCDF/dgUV048CPoEpLXhJMT7kuXkKVOHdBqefLtd4TMno2iKGkSYuFshVlQZwEOlg5cDrlM9z3dCY+XvwVEUiolrd5xIonw8HAcHBwICwvD3t7+tefExsZy7949vLy8sEqj1Yg/RgcOHKBu3bpYWVnRunVrsmTJwrp163jw4AFTp05l8ODBiecePXo0MVkdHBzM9u3byZs3b2JC3NnZmalTpwIQGhpK1qxZMTc3p0KFCpQoUQJ7e3sCAwPZtWsX/v7+eHl5cfz48cS65/fv38fLyytJzfT/io2NJW/evAQFBXHjxg3y5s2beOzkyZM0adKEoKAgihcvTrVq1bCxscHX15cdO3ag1WoZPXo0o0ePTtKmoiiUKlUKRVE4ceIE1tbWKIrCpEmTmD17NiEhIZQoUYIpU6YwZcoUrl69SpUqVRg0aFCSRPpLUVFRVKpUiUuXLlGnTh1KlSrF+fPn2b17N59++imHDh3C2to6xfdJ3q9CiHQTeB3WdoLgG4AKqgyCaiMMCfd0oCgK688/ZuJ2X55HxWNhpubbuj50qeyFWv1+5c1E5pCccZ7IfOS+CyGEEGkkJhS2fwtX1hi2c5eBZvMgW963XvaSotcTNG0azxcuAsChSWNcRo7ELEuWNAnvxvMbdN3dlbC4MIpmK0qvkr3IYpEFO40ddhZ22GnssNHYoFa91xxl8YFJ7lgvVcn0YcOG0bt3bykV8RaSTE+Z06dPM3r0aI4fP45Wq6VYsWIMGjSIVq1aJTlvyZIldOrU6Y3teHh4JJZg0ev17Nq1i127dnH06FH8/f159uwZNjY2FChQgEaNGtG/f/8ki3G+K5kOMHPmTPr27Uu7du1YtmxZkmMvXrzgt99+Y/Pmzdy5c4fY2FhcXV2pVq0a/fr1o3Tp0q9t88SJE1SrVo369euzcuXK934/hIWFMWbMGNatW0dAQAA5c+akZcuWjB49miyp/OUi71chRLqKj4Zdw+HcEsO2WzlovgAc3dMthJDIOIatu8xe3yAAKnhnY9qXJcjlmPIPJEXmIklV0yT3XQghhEhjV9bC1kEQFwYaW/h8MnzSLtnr871YtYqAceNBr8c8e3Zcvv+eLHXroHrP9f0Abj6/SdfdXQmNC33tcRUqbDW2icl1O40dtha22FvY42rjioutC662roaXjStOVk5pEpcwHqMm09VqNWZmZjRs2JA+ffpQs2bN9wo2M5JkukiplStX0qFDB4oWLcqMGTOoUqXKK+dERESwYMECfH19mTNnDmp1+n0KKu9XIUSGuLYBNveDuHCwcoDGv0PhJunWvaIorDrziHFbrhOj1ZHFypwJXxSlScnc6RaD+PBIUtU0yX0XQgghjCD0EWzoAQ+OGrYLNoRGv4FttmRdHnXqNAE//ED8gwcA2FWtisuoUVjkef/x+u0Xt5lxfgaB0YFExkcSqY0kMj6SBCV5ZWn+y0Jt8W+C3cY1MdHuaOmYoiS7p70n+RzzSWLeCIyaTO/VqxfLly8nMjISlUpFwYIF6dWrFx06dEjxoo6ZlSTTRWocPnyYzp07c/fuXQoUKEDlypVxcXEhNjYWX19fjhw5gk6nY+TIkQwbNgwzM7N0i03er0KIDPPiPqztAo/PGrbLdIa6k0CTfjPE74VEMXD1RS4+CgWgUYlcTGhSFAcbTbrFID4cklQ1TXLfhRBCCCPR6+DETNg3HvRasHOB5gvB69VJhq+9PC6OZ3PnETJ/Pmi1qKytyd6nN07t26PSpO14XVEU4nRxiYn1KG0UEdoIouIN/w2LCyMgKoDA6EACogIIiAogJCYEhbSrsu3t4E09z3rU9aqLt4N3mrVr6oyaTAfDDNmlS5cya9Ysbt68iUqlws7Ojvbt29O7d28KFiyY6uAzA0mmi9TSarWsXLmS9evXc/78eQIDA7G1taVgwYJ8/vnnfPPNN7i4uKR7XPJ+FUJkKJ0WDkyEo9MN2zkKQ4tFkKNQuoWQoNMz88Adft9/B51eIaeDFdNalqBiPud0i0F8GCSpaprkvgshhBBG9vQyrO9mWDtJZQa1RkPFfsku+xLn50fAD6OJPmuYhGPp40POsWOwLlnSiEG/m1anJSgmKDG5nviKDiA8LvkLnOoUHdefXUer1ybuK5C1AJ97fU5dz7q4ZZFy3O/D6Mn0/9q3bx+zZs1iy5Yt6HQ6VCoVNWrUoE+fPjRu3NgkHz2QZLrIbOT9KoT4INzdD+u7Q1QQmFsb6iqW6pDsAXZauPDwBQNXX+T+s2gAulb2YkhdH6w06fe0kMhYklQ1TXLfhRBCiHQQHw3bBsGllYbtgg3hiz8MJR+TQVEUwjZsJGjKFHRhYaBSkfWr1mQfODDNFijNSBHxERx4dICd93Zy4smJJCVnimQrYpix7lmXnHY5MzDKj1O6JtNf8vf3Z/bs2SxcuJDg4GAA3Nzc6NWrF9988w2Ojo5p1dUHT5LpIrOR96sQ4oMRGQQbuhsS6wAl2kDD6aBJv59NUXEJTNjmy8rTDwEo6JqF6a1KUiinJNhMgSRVTZPcdyGEECKdKAqcWww7hoIuHpy84cs/wbVosptIeP6coJ9+JmzjRgDMsjvj+v33ZKlbN9NM+g2LC2Pfw33svLeTUwGn0Cv6xGMls5eknlc9arnXwsU2/asbfIwyJJkO4Ovry7Rp01i0aNG/nfxTAmbUqFEMGTIkLbv7YEkyXWQ28n4VQnxQ9Ho4PgP2jQNFD7lKQavl4JC+C4PuvR7I0HWXeRYVj4WZmuH1C9KxomemGaCL15OkqmmS+y6EEEKks8fnYE0HCHtkeCq10a9QonWKmog6eYqA0aMTFyi1/awKrj+MTpMFSj8kz2KesffBXnbe38m5wHNJarQXdy5OTY+a1HSviYe9RwZG+WFL12S6Xq9n48aNzJo1i4MHDwJgb29Pp06dqFu3Ln/++Sdr1qxBp9MxYcIEhg8f/r5dfvAkmS4yG3m/CiE+SHcPwNpOEPMCbHNAqz/BvXy6hhASGcewdZfZ6xsEQJOSufixWTFsLMzTNQ6RfiSpaprkvgshhBAZIPo5rOsKd/cZtst0hnqTwdwy2U3o4+J4Nm8+z+bNQ9FqUdvZkXPiROzr1jFS0BkrKDqIPQ/2sOv+Li4GXUySWM/nmI9aHrWo5V6LAlkLyCSg/0iXZHpwcDDz589n7ty5+Pv7oygKBQoUoG/fvnTs2BFbW9v/tXff4VVUWx/Hvye9F2pIKAkQivQepIsUUalSRSIgYAFEQCmWgCJFUUS5IopURUSahSYd6UgogiABQqgBQklCIH3eP2LOS0xCEkrq7/M857k3M3tm1pw9xJV19tnb3Pavv/6iadOmuLu7c/r06fu9ZJ6hYrrkN3peRSTXunEGFj8Pl4+AhTW0+ygpyc5GhmEwZ8cZJq4+RkKiQSUPZ2a9UIcyhR0zPljyHBVVCyb1u4iISA5JTICtH8HWKYCR9K3UbgvALWsLbsacPs2lsW9z5+BBANx796bYW29iYWPz8GPOJa7evsrmc5vZELKBfaH7Usyx7uXkxZOln+TJMk9SvWh1LEwWORhpznukxfQ9e/YwY8YMli5dSmxsLACtW7fm9ddfp23btuke16tXL3766Sfi4uLSbZNfqJgu+Y2eVxHJ1WKj4OfX4OiKpJ/rvAhPfQxW2ZsY7zl9jdcWHSDsVgwudlZM71GLFpWKZWsM8uipqFowqd9FRERyWND6pFHq0TfBvhB0mQ3lW2bpFEZcHFenT+fa7G8BsKtaFa9pn2JTKmuF+bwoPCacbee3sSFkAzsu7iAmIca8r4h9EZqXak6VwlUo71aecm7lcLbJ+wu2ZsUjLaZbWCR9UuHo6Ii/vz9Dhw6lQoUKGR730ksvMWfOHBITEzNsm9epmC75jZ5XEcn1DAN2fAYbxgMGlPJLGrHinL0L7oSGR/PK9/s5cPYmJhO83tKXoU/4YmGhr1DmFyqqFkzqdxERkVzgRggs6QOXDgImaDEWmowEi6yNqo7cvJlLo8eQEB6OhbMzJSZ+iEurVo8k5Nzodtxtdl7cyYazG9h6biu34m6lauPh6EE5t3L4uvlS3q085d3K4+Pqg4O1Qw5E/Og90mJ62bJlGTJkCP3791cimQ4V0yW/0fMqInlG0HpY2h9iwsHZE3p8B151sjWE2PhEPvjtbxbuTlroqGWlYnzavSau9tbZGoc8GiqqFkzqdxERkVwiLhrWjoL985J+9m0Dz80BW6esnebiRS4MH/H/0770eYHiI0diysfTvqQlLiGOPaF72HVxFydvnuTkzZNcuX0lzbYmTJR0Lkk5t3I8VvgxWpVuRXn38tkc8aPxSIvphmFogvoMqJgu+Y2eVxHJU66dgh96Qtg/YGkLz34GNXtlexg//XmOt1ceITY+kTKFHZj1Qh0qeagIl9epqFowqd9FRERymQPfw6rhEB+dNHim10/gWDhLpzDi4rgy7TOuz5kDgF21anhNm4ZNSa9HEXGeER4Tzunw0wTdCOLkzZOcunmKkzdPcj36eqq25d3K08a7DW292+Lt6p39wT4k2bIAqaRPxXTJb/S8ikieEx0BK16Gf1Yl/dzgZWg9ASyzd3T4kQvhDFq4nws372BvbcnkLtXoULNgJ+d5nYqqBZP6XUREJBc6vx++fw7uXIfCvvDCiiwvTAoQuWkzF8eMITE8HAsXFzwnTcS5ZdbmYy8Irt25xqmbpwi6GcTuS7vZcWEHcYn/vzZmpUKVzIX1ks4lczDSrMu2YnpUVBQnT54kIiKC9E7VtGnTB7lEnqRiuuQ3el5FJE9KTIRtH8GWSUk/ezeBHt+DnWu2hnEjKpahiw/wR1AYAP0b+zD6qUpYW2ZtbkfJHVRULZjU7yIiIrnU1X9gYSeIuAAuXkkF9aIVs3yauAsXOD98ONGHDgNQyN+fYiOGF7hpX7IiIjaCTWc3sfbMWvZc3EO8EW/eV61INdp4t6GNdxs8HD1yMMrMeeTF9NOnT/P666+zdu3aey4oajKZiI+PT3d/fqViujxMiYmJ7N27l7/++ouwsDAKFy5M2bJladasGdbW2TPCUs+riORpx1fB8oEQewtK1IDeK7L8FdAHlZBo8Mnv//DlllMA1PcpxJfP16aIk222xiEPTkXVgkn9LiIikouFn08qqIedAHt3eH4plKyb5dMYsbFc+XQa1+fNA8CuRnW8Pvm0wE/7khk3o2+y4ewG1p5Zy77QfSQa/18vrlWsFo29GictZupeHi8nLyxMuWtgUWZzvfuK+tKlSzRs2JBVq1ZRvHhxihYtimEY+Pn5UbhwYfMI9YYNG9KkSZP7uwMpUPbt20e7du1wc3PD0dERPz8/lixZkqJNVFQU3333Hd26daNChQrY29vj5uZGs2bN+OGHH9I877hx4zCZTJhMJkaOHJnu9UeNGmVuN27cuHTbbdu2zdzup59+SrfdvHnzzO1MJhMWFha4uLjg4+NDhw4d+OKLL7h+PfU8U/91584dPvroI0qUKEHDhg0ZOHAgY8eOZdCgQbRq1YoSJUrw9ttvc+fOnXTP8euvvzJkyBAaNWqEo6NjhvcoIpIvVXoa+q0FhyJw6RDMexoiQ7M1BEsLE2+1rcRXvevgZGvF3uDrdP5yJ6eu3srWOERERERE8h3XktBvHXjVhTs3YP6zcHJDlk9jsrGh+OhRlPzfDCxcXIg+dJjgDh24uXRpujNySBI3Ozeeq/Acs1vPZmPXjbzd4G1qF6uNCRMHrhzgiwNfMHTzUNotb4ffIj96/NaDt7e/zbwj89h+YTuhUaF54j2+r2L65MmTuXr1KmPHjuX8+fM89dRTmEwmduzYwZUrV1izZg1lypTB3t6e9evXP+yYJZ/ZvHkzjRo1Yvv27XTr1o2XX36Z0NBQunfvzieffGJu98cff/DCCy+wadMmatWqxbBhw+jSpQuHDx+mV69eDB48ON1rWFlZ8d1336X5LYn4+HgWLFiAlZVVhrF+++23QNI3Lub8uzjFvbRs2ZKAgADee+89Bg4ciJ+fH/v372fo0KGUL1/+ngX54OBg6tevz+jRo2natCk///wzFy9eJDY2ltDQUDZs2EDHjh356KOPqFGjBqdOnUrzPJ988gkzZszgyJEjeHp6ZhiziEi+5VEN+q4BZ0+4egzmPgU3z2Z7GG2rerDytUaULuTA2eu36TJzJ3+eyfgDVhERERERuQeHQtDnZyjXEuJuw6Lu8NfS+zqVc8uW+Cxfjn2dOiRGRXHpnXc59/LLxF2+8pCDzp+K2BehR6UezH9qPuufW8/o+qN5uuzTVCpUCRsLG+7E3+HotaP8cuoXPtn/Ca9seIVWS1vx+A+P03t1b8btHMfyoOU5fRtpuq9pXipVqkRUVBRnzpzB0tKSvn37smDBAhISEsxt/vnnH6pXr87777/PqFGjHmrQeYGmecmc+Ph4KlWqxPnz59m9ezc1a9YEIDw8nPr163PmzBlOnDhBmTJlOHjwIEeOHKFbt27Y3DVf1eXLl2nQoAEhISHs2bOH+vXrm/eNGzeO8ePH8+yzz/Lrr7+yYsUKOnbsmCKGX375hQ4dOtC+fXt++eUXAgIC0hy5HRERQYkSJShfvjzFixdn48aNnDlzhlKlUi9sMW/ePPr27cukSZMYPXp0in0JCQnMnz+fwYMHExsby+rVq2ndunWKNpcuXaJu3bokJiayfPlyGjZsmO57eOjQIZ577jkSEhLYsWMHJUqUSLH/jz/+wMPDg/Lly/Pjjz/Ss2fPdO/xXvS8iki+ceMMzG8PN0PApST4/wKFy2V7GGG3Yug//08OnbuJjZUF07rV5OnqJTI+UHKcpvsomNTvIiIieUR8LKx8BY78W0h/6iNoMOi+TmUkJHB9/gKufvYZRmwsFq6ueLz3Li7t2mEymR5i0AVHfGI85yLPmRcyPXnjJKduniIkIiTFnOu1i9Vm/lPzsy2uRzrNy9mzZ6lZsyaWlpZJJ7FIOs3do34rVqxIkyZNWLRo0f1cQgqITZs2cerUKXr16mUupAO4uroyduxYYmNjmT8/6R9OzZo16d27d4pCOkDx4sUZNCjpl+K2bdvSvE7nzp1xc3NLczT5nDlzcHd3p1OnTveM9YcffuD27dv06dOHPn36kJiYyLx/59DKCktLS/r168fMmTNJSEhg+PDhqb7G0rNnT+Li4ti9e/c9C+kANWrUYPPmzcTFxfHyyy+n2t+kSRN8fX31S15EJJm7d9KUL0UqQMR5mNMWLv+d7WEUcbJl8QA/Wj1WnNj4RF5bFMg3207nia82ioiIiIjkWlY20PkbqD8w6ec1b8GmD+E+8myTpSWF+/XFZ9lS7KpUITE8nIsjRnLhjeHE37jxkAMvGKwsrPBx9eHJMk/ySo1X+KT5J6zsuJK9z+9lefvlfNT0IwZUG8DTZZ/O6VDTdF/FdGtraxwdHc0/J///sLCwFO2KFSvG6dOnHyC8+/P999/TqVMnypUrh7OzM05OTlSpUoU33niDCxcu3PO4+vXr4+joiLu7O8888wyBgYHZGHnBs2XLFoBUI7MB2rRpA8DWrVszPE/yIpzpTdViZ2dHz549WbNmDZcvXzZvv3z5MqtWraJnz54Zjrb+9ttvsbS05Pnnn6dz5844OTkxd+7c+y56vPDCC5QpU4ajR49y5MgR8/ZVq1axdetWvv76a8qUKQMkjdTv378/7u7uuLi40LlzZ0JCQrCysmLevHmULFmSzz//nF9++YXDhw/fVzwiIgWKiye8uBqKV4OoKzCvHVzI/v/m29tY8lXvOvg3TPp9/+HqY4z75SgJiSqoi4iIiIjcNwuLpBHpLd5J+nnbR/DbG5CYcO/j0mHr64v34h8oMmQwWFkRuXYtp595lshNmx5i0AWbtaU1vu6+POXzFENrD6VbxW45HVKa7quY7unpyblz58w/+/j4APDnn3+maHf06FEcHBweILz7s3jxYo4dO4afnx+DBg1i0KBBeHh4MH36dKpWrcrRo0dTHfPhhx/Su3dvrly5wssvv0zXrl3Ztm0bjz/+ODt27Mj2ezAMg9txt3P960FHzwUFBQHg6+ubap+HhwdOTk7mNulJSEhgwYIFmEwmnnzyyXTb9e/f3zw/erIFCxYQHx9P//7973mNv/76i3379vHkk0/i4eGBg4MDnTt3Jjg4mE33+YvTwsKCpk2bAkkLsCabO3cuVapUMU9HYxgGHTt2ZM6cOTRq1IgBAwYQHBxM8+bNU7z/HTp0wMPDg+XLc+ecUiIiuY5TUXjx17sWKWoPIbuyPQxLCxPj2lfh7XaVAZi/K4SXv9vPndj7S/RFRERERAQwmaDZm/D0p4AJ9s+Fn16E+Jj7O521NUVfew3vxYux9S1PwrVrnH/1NS6OGUtCZORDDV1yr4xXXExDnTp1WL16NfHx8VhZWdGyZUsMw2D06NH4+PhQunRpvvjiC/766697FjcflZ9++inNUcbffvstL730EuPGjUux8GNQUBDjxo2jQoUK7N27F1dXVwBeffVV/Pz8GDBgAEeOHDFPZ5Md7sTfocGiBtl2vfu1p9ceHKzv/wOT8PBwAPN7/l8uLi7mNul59913+euvv+jXrx9Vq1ZNt12dOnWoXr06c+fO5c033wSSCtc1atSgdu3anDhxIt1jkxce7dOnj3lbnz59WLBgAd9++y0tW7a8Z4zpSV4Q9O5vdWzYsMEcH8Dvv//Oli1bmDBhAm+//TaQNKVSu3btOHPmjLmdhYUF9erV08h0EZGssHeHPivhh55w5g9Y2Al6LoJyT2RrGCaTiQFNy+LpZs8bSw6y/u/L9PhmN9/616WIk222xiIiIiIikq/U6w8OhWH5ADj2CyzsDN0XJi1Yeh/sq1bBe+lSwr74gmvfziF8xQqidu/G88MJOD7++EMOXnKb+6oOt23blps3b7J27VoAqlevTseOHfn777+pXr06bm5uvPvuu1hYWBAQEPBQA86M9Kbr6Nq1KwAnT55MsX3u3LnEx8fz9ttvpyjq1qxZk549e3Ls2DG2b9/+6AKW+/bVV18xadIkatWqxfTp0zNs369fP44dO8auXbvYtWsXx44do1+/fvc8JiYmhu+++w5nZ+cU86q3aNGCUqVKsWLFCm48pHmywsPDCQ8PTzFSf9OmTVhaWjJixAjzNisrK0aOHJnqeAcHB27duvVQYhERKTBsneH5n6B8K4i/A4u6w/HVORLK09VL8P1LDXBzsObQuZt0/nInp67q97qIiIiIyAOp0jEp57dxgpDtMPtJCDuZ4WHpsbC1pdjIkZT5/jusS5cm/tIlzvbrT+j7H5AYc38j3yVvuK+R6T169KBFixYpCs/fffcdo0eP5qeffuL69etUrlyZgIAAGjVq9NCCfVCrVq0CSDV6OaN5u+fNm8fWrVvNU3JkB3sre/b02pNt17tf9lb2D3R88jOU3ujziIgI3N3d09w3e/ZsXn31VapVq8b69etxcnLK8Hq9e/fmrbfeMi9EamNjw/PPP3/PY1auXMm1a9fo27cv9vb/f78WFhY8//zzTJ48mUWLFvHaa69leP3/unjxIgBFixYF4Pbt20DKkfrXrl2jSJEiqT4kKlWqVKrznTt3zjztkoiIZIG1PfRYBMv6J41W+bE3dP4aqj2X7aHU8y7Eslce58W5ezl7/TZdZu5kdp+61PW+v5EzIiIiIiIClG0O/X9PGjxz/RTMbpk0Qt3n/ut9DrVrU3blCq5M/YQbixZxY9Ei4i5douTn0zH9u76f5C/3VUy3srLCy8srxTYHBwc+//xzPv/884cS2MOwZMkS/v77b27fvs3Ro0dZt24dPj4+vP/++ynaBQUF4eTkhIeHR6pzJI8Qzmje7piYGGLu+uQpIiLigWI3mUwPNH1KXnH3+1unTp0U+0JDQ7l16xb169dPddw333zDoEGDeOyxx9i4cSOFCxfO1PUKFy5Mhw4d+PHHHwHo2LFjhscmT/Eyd+5c5s6dm26brBbTExMT2bZtGwD16tUDkorqJpOJ0NDQFDGHhYURHR2doqB+/vz5FOc7d+4c+/btw9/fP0txiIjIv6xs4Lm58PNrcHgxLHsJYqOgTvb/Xi1X1IkVrzai/7x9HDofTq/Ze5jWrSZPVy+R7bGIiIiIiOQbxavAgE1J0zxe+DNpmsdnPoPaL9z3KS0cHPB4712cmjfj/JCh3Nq8mYujRuH58ceYLC0fXuySK2TfJOA5YMmSJYwfP56PP/6Y1atXU6tWLdavX59q5G54ePg95+xObnMvkyZNwtXV1fxKa9SwpNasWTMgaV7w/1q3bl2KNsmSC+mVK1dm06ZN5lHdmdWvXz8iIyOJjIzMcIqXkJAQNm7cSPHixenfv3+aLx8fHw4cOMCBAweyFMfChQsJCQmhWrVqVKlSBUj6oOqxxx4zF9kBmjdvTkJCAtOmTTNvS0hI4LPPPjP/fOfOHQYMGECRIkUyHGkvIiL3YGkFHWdC3X6AAb8OhS2T4QEX3L4fRZxs+WGgH09WLk5sfCKvLQpk/K9HiY7TwqQiIiIiIvfNqRi8+BtU7QKJ8fDLYPj9XUhMfLDTNm1KyS8+B2trIlav4dJ772E84Dkl97mvkenZYcSIESlGemfk9ddfTzHPNMDSpUsBuHnzJgcOHODtt9+mTp06LF++nCeeeLgLi40ZM4bhw4ebf46IiFBBPRNatmxJ2bJlWbRoEUOHDqVmzZpA0ocXEydOxMbGJsWin7Nnz2bQoEFUqlSJTZs2UaxYsSxfs3Xr1qxcuRKAVq1a3bPt3LlzSUxMZNCgQYwfPz7NNl9//TWDBg3i22+/ZcaMGRlePyEhgQULFvDaa69haWnJp59+islkMu9/5plnmDVrFlOnTsXd3Z02bdrQtGlTxo4dy86dO6lYsSJbtmzh+vXrWFhYMG/ePN577z2ioqJYtWoVjo6OmX8zREQkNQsLePrTpMVJ//gEtkyC8HNJI1Yss/ermg42Vsx6oQ4frjrGnB3BzN1xhu1BYXzWoyZVPNMeCCAiIiIiIhmwtocu30JhX9g6GXZ+DtdPJ031aHP/dRWnpk3x+mQqF94YTviy5Vg4OFJ87JgUdR/J2zJVTP/vtChZYTKZePfdd7N83KxZs4iKisp0++eeey5VMT2Zm5sbLVq0YO3atVSsWJE+ffoQHByM9b9zF7m6ut5zzu7kNvdia2uLra1tpuOVJFZWVsyePdtcMO7RowfOzs4sW7aMkJAQpk6dire3N5C0EOfAgQMxDIOmTZsyc+bMVOerWbMmHTt2vOc1LSws6NChQ4axJSYmMnfuXEwmEy+++GK67bp3786wYcP4/vvvmTp1aoqpWDZs2EB0dDSQNB/6+fPn2bZtGxcuXKBQoUIsXLiQJ598MsX5hg4dyueff87o0aOZNWsWFhYW/PzzzwwbNoyVK1eyZcsWWrZsybJly6hatSqhoaF06dKFkSNHppp+CZLmfE/+8CA4ONi87cyZMwBUqlSJ0aNHZ/h+iIgUKCYTtHwPXEvCqhFw4DuIuATd5ictWJqNLC1MvPfsYzTxLcKbSw8TdOUWHf+3gxGtKzKgSVksLZSYi4iIiIhkmckELcZA4fJJUz0e/w3mtIWei8E1dX0ls1xat8aY+CEXR43mxsKFWDg4UOyNYQ8vbslRmSqmjxs3DpPJhJGFrzgnt7/fYvqtW7eyfExGXFxc8PPzY+XKlZw8eZLKlSsDSfN279q1i9DQ0FTzpifPlZ5eoV4eXIsWLdi+fTsBAQH8+OOPxMXFUa1aNaZMmUL37t3N7c6ePWt+BmfNmpXmufz9/TMspmfWhg0bOHv2LM2aNbvnop6urq507tyZ77//nuXLl9OrVy/zvo0bN7Jx40ZMJhOOjo4UKVKE2rVrM3r0aJ5//vk0F1f19PRkwoQJjBgxAh8fH0aPHo2bmxvz5s1L1TYyMjLD+zh48CDz589Pse3QoUMcOnQISJpGR8V0EZF01O0Hzp6wtC+c2ghzn4JeP4FL9s9d3qJSMdYNa8Lo5X+x/u/LTF5znE3Hr/BptxqUdM//66yIiIiIiDwS1buCW2lY3AtCDyctTNrzB/Csdd+ndO3QgcQ7dwgdN55rs2ZhYW9PkZcHPcSgJaeYjExUyNOb3iKzAgICHuj4h6lBgwbs3buXoKAgypcvDyRN0TJ58mTmz5+fYkoRgL59+zJv3jy2bt1K06aZX903IiLCPOI9ed71/4qOjiY4OBgfH58Uo5lFAIYMGcKMGTPo2rUrU6ZMSbOgf+7cOaZMmcJjjz3Gq6+++kjj0fMqIgXahUBY1A2iroJrKXj+JyhWOUdCMQyDJX+eY/yvf3M7NgFnWyvGd6hCp1pe+vpoNslMnif5j/pdREQkn7sRAou6w9VjYGWfNOXLY+0f6JTX5szlykcfAVB87FgK9bn/hU7l0cpsrpepYnpeEhkZycWLF6lYsWKqfXPmzKF///74+vpy4sQJ8/YTJ05QpUoVypYty969e81Tuhw8eBA/Pz/Kli3LkSNHsLDI/HqtKqbLwzBz5kzGjBlDZGQk9evXp1atWhQqVIibN28SGBjInj17KF68OF9++eVDG5GfHj2vIlLgXQ+G75+DayfB1hV6fA8+TXIsnJBrUbzx40ECz94E4OlqJfiwU1XcHGxyLKaCQkXVgkn9LiIiUgBERyR9K/XkhqSfWwZA4zeSpoS5T1dn/I+wf9fYKzHhA9yee+5hRCoPWYEtpp85c4ayZctSt25dKlWqhJeXFzdu3GDfvn0EBgbi4uLC2rVradiwYYrjPvzwQ9555x3KlClDly5diIyMZPHixcTGxrJx40YaNWqUpThUTJeH5fr163z77bf89ttvHD9+nBs3blCoUCFq165Np06deOGFF7Ll+dHzKiIC3L4OP/SEc7vB0gY6zoRqOZcMxyckMnPLKaZvDCI+0aC4iy2fdK1JY98iORZTQaCiasGkfhcRESkgEuJh3RjY+3XSz4XKQvknk17ejbO8QKlhGFz56GOuz50LJhOeH3+M6zNPP4LA5UE8kmL6yZMnWb58OWfOnMHW1paaNWvSrVs37O3tH0rQD0NUVBQfffQRW7Zs4cSJE1y7dg0bGxu8vb1p3bo1w4cPp2TJkmke+/333/PZZ59x9OhRbGxsaNSoER988AG1a9fOchwqpkt+o+dVRORfcXdgxSD4++ekn58cB42GPdBolQd16NxN3vjxIKfDkhZv79vIm1FtK2FnbZljMeVnKqoWTOp3ERGRAmbvN7DubUiI+f9tlrZQ5vH/L64XrZipvwMMwyB0/HhuLv4RLC0p+cXnOD/xxCMMXrLqoRfTP/vsM9566y0SEhJSbPfy8mL16tVUrVr1wSLOZ1RMl/xGz6uIyF0SE+H3d2D3/5J+rtsfnvoILDO1tvsjcTs2nomrj/Hd7rMAlC7kQL9G3jxXtxROtjkXV36komrBpH4XEREpgKIjIHhb0rQvJzdC+NmU+11KQvmWSYX1ss3AzjXdUxmJiVwaM4bwn3/BZG1NqVlf4fj444/4BiSzHmoxffv27TRr1gzDMHB0dKRixYpERERw+vRpEhMT8fX15dixY1maUzy/UzFd8hs9ryIiadg9E9aOAQyo8BR0+QZsnXM0pM3Hr/DWssNcjUwaQeNsa0X3eqXwf9ybUoUccjS2/EJF1YJJ/S4iIlLAGQaEBf1bWN8AZ7anHLVuYQUe1cE6/Rk8jESDCz9fIfLEbUzWJkp388ChpGosafKoDk9NzrbLZTbXy9QwpRkzZmAYBv7+/syYMQNHx6S5gQ4fPkyXLl04efIka9eupV27dg8nehEREZG8wO8VcPGE5QPhxBr4qFzSoqS+baBCa3D3zvaQWlQqxtY3m7Ms8AJzdwRz+moUs7cHM2dHMK0f86BfYx/qebtjysFpaURERERE8hyTCYpWSHo1fBVib0PIzv8vrl8LgouB9z4F4FUDzkUWIuqSHWd/vEDxmhG4lbudk7NG5k6m3DloO1Mj08uUKYNhGJw8eRIbG5sU+1avXs0zzzzDO++8w/vvv//IAs1rNDJd8hs9ryIi93B2D6x8Ga6fTrm9SMWkorpvGyjtB5bW2RpWYqLB1qCrzNkezB9BYebtVb1c6NfIh2eqe2JjlTuT1NxMI5QLJvW7iIiI3NONM3DpMBiJGTZNjInj/OQFRB0+CYBDtXKUeKUzNsULPeIg8xDHIkkLvmaThzrNi52dHe3atWP58uVpXsjNzY2BAwfy1VdfPVjU+YiK6ZLf6HkVEcmAYcDV43BiHQT9Dmd3g3HXWjO2rlCuBVRoA+VbgVPRbA3vxOVI5u44w/LA88TEJyX4RZ1tecGvDL0alKaIk222xpOXqahaMKnfRURE5GEyEhK48d13XJn2GUZ0NCYHB4oNH457r56YNJV2tnuo07zExsbi5uaW5r7kk8fGxmY9ShEREZH8wmSCYpWTXo2HwZ0bcGoTnPgdTq6H29fg75VJL0zgURVss68gVwGYBLzvnciVyBguR0QTF5MIW+H0NhN3XOwo6W6fN6d/cS0Jnb/O6ShERERERDLNZGlJIX9/nJo359Lb73D7zz+5PGECEWvX4DlhAjbe3jkdoqQhU8V0EREREckie3eo2iXplZgAFwIhaF3SyPXQwxD6V46EZQ14/fvi7gEvkf++8qIiFXI6AskmhmGwYsUKvvjiC44fP054eDilSpWiefPmjBo1irJly6ZoHxERwbhx41i2bBmhoaGUKFGCrl27EhAQgJOTUw7dhYiIiMj/sylThtIL5nPjhx+48smn3PlzP6c7dqLo669TqM8LmCwtczpEuUumi+knT55kwYIF97W/T58+WY9MREREJL+wsIRS9ZJeT7wDEZfgwp+QGJ/TkWEYsP/sDb7fHUJMfCLuDjYMbFqWMoUdcjq0zLNxzukIJJuMHDmSTz/9lBIlStCxY0dcXFw4dOgQ33zzDT/88AM7d+6katWqAERFRdGsWTMOHjxI69at6dmzJwcOHGDq1Kls3bqVbdu2aeo6ERERyRVMFhYUev55nJo149K773J7126uTJlC5Lp1lJj4Ibb/GTAgOSdTc6ZbWFjc91d+TSYT8fE5/4didtOc6ZLf6HkVEcnfTlyOZNDC/QSHRWFjZcGEDlXpVq9UToeVK2nu7JwRGhqKl5cXpUqV4tChQ7i6upr3TZs2jeHDh9O3b1/mzJkDQEBAAO+//z6jRo1i8uTJ5rajR49mypQpTJw4kTFjxmT6+up3ERERyQ6GYXBzyU9c+egjEqOiMNnYUGTIYAr37YvJSpOMPCoPdQFSb2/vB5o/Mzg4+L6PzatUTJf8Rs+riEj+FxEdx/AfD7Hh2GUAetYvzbj2j2Frpa+W3k1F1Zyxe/duGjZsSK9evfj+++9T7AsKCqJChQo888wz/PrrrxiGQcmSJYmIiCA0NBRHR0dz26ioKDw8PChWrBinTp3K9PXV7yIiIpKd4i5d4tJ7AUT98QcAdtWq4fHuO9hVq5Y31znK5R7qAqRnzpx5WHGJSCadOHGC3bt3Exoair29vXk+0PQWAxYREXlQLnbWfP1CHb7ccpJP1p/gh71n+ftSBF/1rk0JV/ucDk8KOF9fX2xsbNixYwcREREp/sj57bffAGjZsiWQVFy/ePEibdq0SVFIB3B0dKRRo0asW7eOc+fOUaqUvoEhIiIiuY91iRKU+noW4StWcnnSJKL/+osz3bpjU6YMzu2ewuWpp7CroLWDsptFxk1EHr19+/bRrl073NzccHR0xM/PjyVLlqRq9/nnn/P000/j7e2No6Mjbm5u1KhRg3HjxnH9+vU0z33kyBH8/f3x9vbG1tYWV1dXypcvT+fOnZk+fTp3fznjzJkzmEymFC9ra2u8vLzo1q0bf/755z3vIzw8nA8++IB69erh5uaGnZ0dPj4++Pv7ExgYmKn3YunSpVSrVo2KFSvi7+/PqFGjGDp0KJ06dcLDw4NevXpx/vz5dI8/ePAgY8eOpU2bNhQtWhSTyUTz5s0zdW0RERELCxODn/Bl7ov1cLW35tC5mzzz+XZ2nbqW06FJAVe4cGEmT57M2bNnqVSpEq+88gqjRo2ibdu2jBo1ildffZXBgwcDScV0SCrApyV5e3I7ERERkdzIZDLh1rkTZX/7DZdnn8Vka0tsSAjXZn5FcPsOnHrmGa5++SUxBXBWkJyiiXYkx23evJk2bdpgZ2dHjx49cHZ2ZtmyZXTv3p1z584xYsQIc9tvv/0WgGbNmuHh4UF0dDR79uxh/PjxzJkzh7179+Lh4WFuv379ep555hni4+N58skn6dSpE3Z2dpw6dYqtW7eyYsUKXnvtNaz+M+dUuXLl6N27N5D0VeD9+/fz008/sXLlSjZs2EDTpk1T3ce+ffto3749oaGhVK1alT59+uDg4MCxY8dYvHgxCxcuJCAggICAgDTfh9u3b+Pv78/SpUtp0KABc+bMoWnTppQsWZI7d+5w6tQpVqxYwVdffcWqVav4/vvveeaZZ1KdZ+XKlUyaNAkbGxsqVKhAWFhY1jtFREQKvOYVi/Hr4Ma8/N1+/r4UQe9v9zDmqUr0b+yjr5VKjnnjjTfw8vLipZde4quvvjJvb9y4Mb169TLndOHh4QAp5lW/W/Ko9uR2aYmJiSEmJsb8c0RExAPHLyIiInI/rIsXw+vjj0gICODW5s1ErFlD1B9/EHvyFGGff0HY519gW7kyLk89hUu7p7ApWTKnQ86/DHkkwsPDDcAIDw9Pt82dO3eMv//+27hz5042Rpa7xMXFGeXKlTNsbW2NAwcOmLffvHnTqFChgmFjY2OcOXPGvD299+qdd94xAGPkyJEptpcrV86wtLQ0Nm3alOqYxMREY+3atUZiYqJ5W3BwsAEYbdq0SdV+0qRJBmA0bdo01b6QkBCjUKFChoWFhTFz5sxU+48fP26UK1fOAIz//e9/qfbHx8cbrVq1MqytrY1Zs2aleY/Jrly5Yjz99NOGnZ2dsXnz5lT7jxw5Yuzfv9+IjY01Ll26ZABGs2bN7nnOzNDzKiJSMN2OiTfeWHzAKDPqN6PMqN+M177fb9yKjsvpsHJUZvI8eTTGjx9vWFtbG5MmTTLOnTtnREZGGn/88YdRt25dw8rKyvj5558NwzCM77//3gCMt99+O83zjB071gCM5cuXp3utgIAAA0j1Ur+LiIhIbhAfHm7cWLbcCHlpgPF3larG3xUrmV+nu3YzwubMNW4fPmwkREXldKh5QmZzfE3zIjlq06ZNnDp1il69elGzZk3zdldXV8aOHUtsbCzz5883b09v4cuuXbsCcPLkSfO2K1eucOrUKapWrUqLFi1SHWMymWjTpk2mR9f1798fgP3796faN3bsWK5fv86YMWN4+eWXU+2vWLEiP//8M9bW1owZMybVKKgPPviADRs2sGLFCgYOHHjPOIoWLcry5ctp0qQJvXv35tatWyn2V6lShdq1a2NtbZ2p+xIREbkXextLPulWg/Htq2BlYeK3w5fo9OUOgsOicjo0KWA2bNhAQEAAgwcPZvTo0ZQsWRInJycaN27Mr7/+irW1tfkbjckj0tMbeZ48yjy9keuAOWdLfp07d+4h35GIiIjI/bN0ccGtcydKf/M1vn9sw+P98Tg09AMLC6IPH+bKlCmc6dqNf2rX4eSTrTj3yqtc+XQa4b/+SvTx4yTe9Q08yTxN85JLGYaBcedOToeRIZO9/QN91XvLli0AtG7dOtW+Nm3aALB169YMz7Nq1SoAqlatat7m6uqKlZUVly5dIioqKtXiU/frv1PCREVFsWTJEuzs7Bg5cmS6x1WpUoXOnTvz448/8tNPP/HSSy8BSUX/qVOnMnToUJ5++mkgqf8nT57Ml19+SVhYGDVq1GDy5MlMmDCBkiVLMm/ePObNm0e5cuWYM2cOQ4cOfSj3JiIikhaTyYT/495U8XThle8DOXH5Fu2/2M607jV58rHiOR2eFBBr1qwBSHOQhIeHB5UqVeLAgQPcunUrwznRM5pTHcDW1hZbW9sHDVtERETkkbNyd8e9Wzfcu3UjPiyMiN9/59aGjUT/8w8J164Rd/48cefPc2vz5v8/yMICmzJlsPX1xbZ8eWzLl8Pa0xOrEiWwKlIEk6Vlzt1QLqZiei5l3LnDP7Xr5HQYGaoYuB+Tg8N9H3+vP2Q8PDxwcnJK84+gr7/+mosXLxIZGUlgYCBbtmyhVq1aDB8+3NzG1taW9u3bs3z5cho2bMiAAQN4/PHHqVatGjY2NlmOdfbs2UDSnJx3+/PPP4mLi6N+/fq4ubnd8xwtW7bkxx9/ZNeuXeZi+pIlS4iJiWH06NHmduPHj2f8+PHUrl2bbt26cezYMdq2bUuRIkUo+e+8V56enub7UzFdRESyQ13vQqwa0pjXFgWy78wNXlrwJ0OeKM+wJytgaaF51OXRio2NBeDq1atp7r969SoWFhZYW1vj6+uLp6cnO3bsSDWoIioqih07duDj40OpUqWyJXYRERGR7GJVpAiFevWiUK9eAMRfv05M0EliTgYRExREzMmTxASdJDE8nNjgYGKDg4n8/ff/nMQK62LFsCpRAmsPD6xLeGDlUeLf//XAukQJLN3dC+RaSiqmS47KzOJQaX099+uvv04x3Urr1q1ZuHAh7u7uqdrFxcXx66+/mgvONjY21K1bl+7duzNgwADs7e1Tnf/kyZOMGzcO+P8FSDdv3kzx4sX5+OOPU7QNDQ0FyNQfY8ltLl26ZN62YcMGmjdvbl449ebNm0yZMoW2bdvy22+/YfnvJ4Hjx483x5SsQYMGTJgwIcPrioiIPCzFXOxYNMCPD1cdY97OM3yx6SSHz4czvUdN3Byy/mG1SGY1atSIGTNm8Omnn9KlS5cU+eNXX33F+fPnadSokXk0+UsvvcT777/PBx98wOTJk81tP/jgA27dusXYsWOz/R5EREREsptVoUJYNaiPY4P65m2GYRB/5WqKAnvsqdPEhYYSf+UKxMcTd/EicRcvkt68GRaOjtjXqIF9rVpJr5o1sHRyyp6bykEqpudSJnt7Kgamnps7tzGlUYjODn/++ScAYWFh7Nq1i9GjR1O7dm1Wr15N9erVze0KFy7ML7/8QlBQEGvXrmXv3r3s3r2bnTt3snPnTr755hu2bt1KoUKFUpz/1KlTjB8/PsU2Dw8P/vjjD8qXL/9Q7yUkJISGDRuaf961axfR0dEMHz7cXEgHeOutt3j//fdTHOvg4JBqznQREZFHzdrSgnHtq1CjlCtjlv/F1hNXeXbGdr7qXYcqnunPQS3yILp27crMmTPZtm0bFSpUoH379ri5uREYGMimTZuwt7fn008/Nbd/6623+Pnnn5kyZQoHDhygdu3aBAYG8vvvv1OvXj2GDRuWczcjIiIikoNMJhPWxYthXbwYTo0apdhnxMcTHxZG3KVLxIeGEncplLjQS8RfCiUuNOn/J1wNIzEqiqidO4nauTP5pNhWqIB9rZo4/Ftgty5VKt+NXlcxPZcymUwPNH1KXpGZxaH+O9r8bkWKFOHZZ5+lZs2a+Pr6MmDAAPbs2ZOqna+vb4qpZA4ePEjv3r05cuQI48ePZ/r06Snat2nThrVr1wJJXxmeP38+o0aNon379uzduxenuz5pSx5RnplFqZLblChRwrzt9u3bKUZWXbt2DUg90t3e3p4iRYqkOl+xYsUyvK6IiMij0KlWSSoWd2HQd39y7vodOn+5k8ldqtGpVsmcDk3yIUtLS37//XemTZvGkiVLWLRoEbGxsRQvXpzevXszduxYKleubG7v6OjI1q1bGTduHMuWLWPz5s2UKFGCESNGEBAQkOa3E0VEREQKOpOVVdLULv/Wu9JixMYSc+oUtw8c4M6Bg9w5cIC48+eJ+ecfYv75h5uLfwTAsnBhc3HdsWFDbCtXzvPFdRXTJUfdvThUnTop54gPDQ3l1q1b1K9fP61DUyhVqhSVK1dm37593L59G4cMPoioWbMmX3zxBU888QSbNm26Z9uiRYsycuRIwsPDmTBhAu+88w6fffaZeX/dunWxtrZm//79hIeHpztlDcDGjRsBUoxEL1asmHmqGEgaTQ9JhfJKlSqZt0dHRxMWFmb+2TAMVqxYQdOmTe8Zv4iIyKP0mKcLvw5uzOuLD7L1xFXe+PEQh86FM7ZdZWysLHI6PMlnbG1tGT16dIq1Zu7F1dWVadOmMW3atEccmYiIiEjBYbKxwa5yZewqV4Z/52aPu3KFOwcPmovr0UePknDtGrc2bOTWhqR6mHWZ0rg89RQuT7XDtoJvniys6y8cyVHNmjUD4Pf/LnQArFu3LkWbjFy6dAmTyZRiapR7ccriPE5jx47F09OTL7/8kjNnzpi3Ozo60rVrV6Kjo/nkk0/SPf7YsWOsWLECZ2dnnnvuOfP2GjVqsG3bNvPPfn5+2NnZ8dlnn5GQkGDePm3aNBITE80/BwQEcOLEiRSLroqIiOQENwcb5rxYj6FPJE2FNm/nGXp9s5srEdE5HJmIiIiIiGQH62LFcGndmuKj3sJ78Q9U+HMfZRYtotibb+L0xBOY7OyICznLta9mEdyhA6efeZarM/5HzOnTOR16lqiYLjmqZcuWlC1blkWLFnHw4EHz9vDwcCZOnIiNjQ19+vQBkorlFy5cSHUOwzAYN24cly9fpmXLluZFp6Kiovjwww9TjOZOFh8fb15ItHHjxpmK1d7enlGjRhEXF8cHH3yQYt/EiRNxd3dn4sSJzJ49O9WxQUFBdOjQgdjYWCZPnoybm5t53zPPPMPp06fZvHkzAO7u7owcOZLVq1dTv359Ro4cSfv27Rk/fjxeXl7s3buXunXrMnHiRGbMmEHdunUzFb+IiMijZGlhYnjriszuUxdnOyv+DLnB019s588z13M6NBERERERyWYWtrY41K5F4f79KPXl/6iwYzueU6fi1LIlJmtrYk+dImzGDE63e5rTHTsRNutrYjMxhXJOMxmGYeR0EPlRREQErq6uhIeH4+Likmab6OhogoOD8fHxwc7OLpsjzD02b95MmzZtsLOzo0ePHjg7O7Ns2TJCQkKYOnUqI0aMAGDLli20atUKPz8/fH19KV68OGFhYfzxxx/8888/eHp6smXLFvPUMTdv3sTd3R0rKysaNmxIjRo1cHFx4fLly6xbt47z58/j4+PDzp07zfOenzlzBh8fnxRzpt8tOjqacuXKceXKFY4fP065cuXM+3bv3k2HDh24cuUK1atXp3nz5jg4OHDs2DHWrFlDXFwcAQEBBAQEpDinYRjUrl0bwzDYtWsX9vb2GIbBxIkTmTlzJmFhYdSoUYMpU6YwZcoUjhw5QpMmTRg+fHiahfTjx48zefJkAO7cucOSJUsoXrw4bdu2NbeZN29elvtJz6uIiGRWcFgULy/czz+XI7GyMPFGqwqUK+r4yK7naGtFE9+ij+z8/5WZPE/yH/W7iIiIyMOREBlJ5MaNRKxZQ9SOnRAfb95nV7Xqv1PBtMXa0zPbYspsrqdi+iOiYnrW7N27l4CAAHbu3ElcXBzVqlVj+PDhdO/e3dwmNDSUadOmsXXrVk6fPs2NGzewt7fH19eXp59+mmHDhlGoUCFz+8TERNatW8e6devYvn0758+f59q1azg4OFChQgWeffZZXn/99RRznGdUTAeYMWMGQ4YM4YUXXmDBggUp9t24cYPPP/+cX375hZMnTxIdHY2HhwfNmzdn6NChqeaFT7Zr1y6aN29Ou3bt+OGHHx7oediyZQstWrS4Z5v7+Wev51VERLLidmw8o5b9xa+HLj7ya5Ur6sjGEc0f+XWSqahaMKnfRURERB6++Bs3iNywgcg1a4javQf+neLY2suLchvWZ9u86iqm5zAV0yWrfvjhB/z9/alatSrTp0+nSZMmqdpERkYye/Zsjh07xldffYWFRfbN1KTnVUREssowDL7bc5ZfD10kMfHRpZxe7vZM71HrkZ3/v1RULZjU7yIiIiKPVvy1a0T+/jsRq1ZjX6smxf6drSI7ZDbXs8q2iETknnr27ImXlxf9+vWjadOmVKhQgcaNG1O8eHGio6M5duwYf/zxBwkJCbzzzjv3NbpcREQkO5lMJl7wK8MLfmVyOhQREREREcnlrAoXxr1nT9x79sy1dS8V00VykaZNm3Ls2DF++OEHli9fzvr167l8+TKOjo5UqlSJUaNGMXDgQIoXL57ToYqIiIiIiIiIiDwS2TW9S1apmC6Sy1hbW9OnTx/69OmT06GIiIiIiIiIiIjIv7JvwmURERERERERERERkTxKxXQRERERERERERERkQyomC4iIiIiIiIiIiIikgEV03OB3Lo6rcjd9JyKiIiIiIiIiEhBpmJ6DrK0tAQgLi4uhyMRyVjyc5r83IqIiIiIiIiIiBQkKqbnIGtra2xtbQkPD9eoX8nVDMMgPDwcW1tbrK2tczocERERERERERGRbGeV0wEUdEWKFOHChQucP38eV1dXrK2tMZlMOR2WCJBURI+LiyM8PJxbt27h5eWV0yGJiIiIiIiIiIjkCBXTc5iLiwsAYWFhXLhwIYejEUmbra0tXl5e5udVRERERERERESkoFExPRdwcXHBxcWFuLg4EhIScjockRQsLS01tYuIiIiIiIiIiBR4KqbnItbW1ipaioiIiIiIiIiIiORCWoBURERERERERERERCQDKqaLiIiIiIiIiIiIiGRAxXQRERERERERERERkQyomC4iIiIiIiIiIiIikgEV00VEREREREREREREMqBiuoiIiIiIiIiIiIhIBqxyOoD8yjAMACIiInI4EhERERF5mJLzu+R8TwoG5fciIiIi+Vdmc3wV0x+RyMhIAEqVKpXDkYiIiIjIoxAZGYmrq2tOhyHZRPm9iIiISP6XUY5vMjSk5pFITEzk4sWLODs7YzKZHvn1IiIiKFWqFOfOncPFxeWRX0+yh/o1f1K/5j/q0/xJ/Zo/PYx+NQyDyMhIPD09sbDQrIkFRXbn96DfQ/mV+jV/Ur/mP+rT/En9mv88rD7NbI6vkemPiIWFBSVLlsz267q4uOiXQT6kfs2f1K/5j/o0f1K/5k8P2q8akV7w5FR+D/o9lF+pX/Mn9Wv+oz7Nn9Sv+c/D6NPM5PgaSiMiIiIiIiIiIiIikgEV00VEREREREREREREMqBiej5ha2tLQEAAtra2OR2KPETq1/xJ/Zr/qE/zJ/Vr/qR+lbxEz2v+pH7Nn9Sv+Y/6NH9Sv+Y/2d2nWoBURERERERERERERCQDGpkuIiIiIiIiIiIiIpIBFdNFRERERERERERERDKgYrqIiIiIiIiIiIiISAZUTBcRERERERERERERyYCK6Xncvn37aNeuHW5ubjg6OuLn58eSJUtyOizJhO+++45BgwZRt25dbG1tMZlMzJs3L932ERERDB8+nDJlymBra4u3tzdvvvkmt27dyr6g5Z4uXLjAZ599RuvWrSldujQ2NjZ4eHjQpUsX9uzZk+Yx6tfcLTo6muHDh9O0aVM8PT2xs7PDw8ODRo0aMXfuXOLi4lIdoz7Nu6ZMmYLJZMJkMrF79+5U+9W3uZ+3t7e5D//7at68ear2MTExvP/++/j6+mJnZ4enpycDBw7kypUr2R+8yF2U4+ddyvHzH+X4+Y9y/IJD+X3+kNtyfJNhGMZDOZNku82bN9OmTRvs7Ozo0aMHzs7OLFu2jJCQEKZOncqIESNyOkS5B29vb0JCQihSpAiOjo6EhIQwd+5cXnzxxVRto6KiaNy4MQcPHqR169bUqlWLAwcO8Pvvv1OvXj22bduGnZ1d9t+EpDB69GimTJlCuXLlaN68OUWLFiUoKIiVK1diGAaLFi2ie/fu5vbq19wvLCyMUqVKUb9+fSpUqEDRokW5ceMGa9asISQkhNatW7NmzRosLJI+m1af5l1Hjhyhbt26WFlZERUVxa5du/Dz8zPvV9/mDd7e3ty8eZNhw4alue/u/8YmJibSrl071q1bh5+fH82aNSMoKIgVK1bg4+PD7t27KVq0aPYFL/Iv5fh5m3L8/Ec5fv6jHL9gUH6ff+S6HN+QPCkuLs4oV66cYWtraxw4cMC8/ebNm0aFChUMGxsb48yZMzkXoGRo/fr15j6aNGmSARhz585Ns+17771nAMaoUaNSbB81apQBGBMnTnzU4UomLFu2zNiyZUuq7du2bTOsra0Nd3d3Izo62rxd/Zr7JSQkGDExMam2x8XFGc2bNzcA47fffjNvV5/mTbGxsUbt2rWNBg0aGL179zYAY9euXSnaqG/zhjJlyhhlypTJVNs5c+YYgNGzZ08jMTHRvH3mzJkGYAwcOPARRSmSPuX4eZ9y/PxHOX7+oxw//1N+n7/kthxfxfQ8at26dQZg9O3bN9W+efPmGYAxfvz4HIhM7se9Eu3ExETD09PTcHJyMm7dupVi361btwwnJyejbNmy2RSp3K/WrVsbgLFv3z7DMNSv+cH06dMNwPjss88Mw1Cf5mUBAQGGra2tcfToUcPf3z9Vsq2+zTuykmg3bNjQAFIVJhMTE42yZcsajo6Oxu3btx9BlCLpU46fvyjHz/+U4+c/yvHzB+X3+Utuy/E1Z3oetWXLFgBat26dal+bNm0A2Lp1a3aGJI9IUFAQFy9epFGjRjg6OqbY5+joSKNGjTh9+jTnzp3LoQglM6ytrQGwsrIC1K95XWJiImvXrgWgatWqgPo0rwoMDOTDDz8kICCAxx57LM026tu8JSYmhnnz5jFx4kRmzJiR5ny20dHR7Nmzh4oVK1KmTJkU+0wmE61atSIqKoo///wzu8IWAZTjFyT6b0v+oBw/f1GOnz8ov8+fclOOr2J6HhUUFASAr69vqn0eHh44OTmZ20jedq++vnu7+jv3Onv2LBs2bKBEiRJUq1YNUL/mNbGxsYwbN46AgAAGDx5MlSpVWLNmDX379qVly5aA+jQviomJoU+fPtSsWZO33nor3Xbq27wlNDSUvn378vbbbzNkyBD8/PyoX78+p06dMrc5deoUiYmJ6lPJdZTjFxz6b0vepxw/71OOn/8ov8+/clOOb/VAR0uOCQ8PB8DV1TXN/S4uLuY2krdlpq/vbie5S1xcHC+88AIxMTFMmTIFS0tLQP2a18TGxjJ+/HjzzyaTiZEjRzJp0iTzNvVp3vPee+8RFBTE/v37zf8206K+zTv69u1LkyZNqFq1Kk5OTpw4cYJPP/2UhQsX0rJlS/766y+cnZ3Vp5JrKccvOPR7KG9Tjp8/KMfPf5Tf50+5LcfXyHQRkUckMTGRF198kW3btjFgwABeeOGFnA5J7pOTkxOGYZCQkMC5c+f43//+x+zZs2nevDkRERE5HZ7ch127djF16lTeeecd89d4Je8LCAjgiSeeoFixYjg4OFCzZk0WLFjACy+8QEhICN98801OhygiInmccvz8Qzl+/qL8Pv/KbTm+iul5VPKnLOl9mhIREZHuJzGSt2Smr+9uJ7lDYmIi/fr1Y9GiRfTu3ZuvvvoqxX71a95kYWFByZIleeWVV/j666/ZsWMHH374IaA+zUvi4+Px9/enevXqjB49OsP26tu8b9CgQQDs2LEDUJ9K7qUcv+DQ76G8STl+/qQcP+9Tfl8w5VSOr2le8qi75/mpU6dOin2hoaHcunWL+vXr50Ro8pBlNKdTRnN9SfZLTEykb9++LFiwgJ49ezJv3jwsLFJ+dql+zfuSF4dLXixOfZp33Lp1y9wfNjY2abZp2LAhACtWrDAvXKS+zbuKFCkCQFRUFABly5bFwsJCfSq5jnL8gkN5Q96jHL9gUI6fNym/L5hyKsdXMT2PatasGZMmTeL333+nR48eKfatW7fO3EbyPl9fXzw9PdmxYwdRUVEpVpqOiopix44d+Pj4UKpUqRyMUpLdnWR3796dhQsXpjlXm/o177t48SIA1tbWgPo0L7G1taV///5p7tu2bRtBQUG0b9+eokWL4u3trb7NB/bs2QOAt7c3APb29tSvX5/du3cTEhJCmTJlzG0Nw2D9+vU4OjpSt27dnAhXCjDl+AWH/tuStyjHLziU4+dNyu8LphzL8Q3Jk+Li4oyyZcsatra2xoEDB8zbb968aVSoUMGwsbExgoODcyw+yZpJkyYZgDF37tw097/33nsGYIwaNSrF9lGjRhmAMXHixGyIUjKSkJBg+Pv7G4DRtWtXIy4u7p7t1a+539GjR42oqKhU26Oiooy2bdsagPHhhx+at6tP877kf8O7du1KsV19m/sdO3YszX+vx44dMzw8PAzA2Lp1q3n7nDlzDMDo2bOnkZiYaN4+c+ZMAzAGDhyYLXGL3E05fv6iHD9/UI6f/yjHL1iU3+dtuTHHNxmGYTxYOV5yyubNm2nTpg12dnb06NEDZ2dnli1bRkhICFOnTmXEiBE5HaLcw+zZs9m+fTsAf/31F4GBgTRq1Ijy5csD0LhxY1566SUg6ZPRRo0acejQIVq3bk3t2rUJDAzk999/p169emzduhV7e/scuxdJMm7cOMaPH4+TkxOvv/46Vlapv/zTsWNHatasCahf84Jx48bx6aef0rhxY7y9vXFxceHChQusWbOGa9eu0aRJE9atW2fuJ/Vp3vfiiy8yf/58du3ahZ+fn3m7+jb3S/732rRpU8qUKYOjoyMnTpxg9erVxMXFMWbMGCZOnGhun5iYSLt27Vi3bh1+fn40a9aMkydPsnz5cry9vdmzZw9FixbNwTuSgko5ft6mHD//UY6f/yjHL1iU3+dtuTLHf+ByvOSoPXv2GG3btjVcXFwMe3t7o379+sbixYtzOizJhORPR9N7+fv7p2h/8+ZNY9iwYUapUqUMa2tro3Tp0saIESOMiIiInLkBSSWjPiWNkUnq19xt3759xoABA4wqVaoYbm5uhpWVlVG4cGGjRYsWxqxZs9IcmaQ+zdvSG7liGOrb3G7Lli1Gt27dDF9fX8PFxcWwsrIyPDw8jA4dOhjr1q1L85jo6Ghj3LhxRrly5QwbGxvDw8PDeOmll4zQ0NBsjl4kJeX4eZdy/PxHOX7+oxy/YFF+n7flxhxfI9NFRERERERERERERDJgkXETEREREREREREREZGCTcV0EREREREREREREZEMqJguIiIiIiIiIiIiIpIBFdNFRERERERERERERDKgYrqIiIiIiIiIiIiISAZUTBcRERERERERERERyYCK6SIiIiIiIiIiIiIiGVAxXUREREREREREREQkAyqmi0iBExQUxODBg3nsscdwdHTEzs6OkiVLUq9ePQYPHsyyZctSHdO8eXNMJhNbtmzJ/oCzILvjPHPmDCaTCW9v72y53oMIDAykX79+lC9fHnt7exwcHChTpgyNGjVi5MiRrF+/PqdDFBEREZH7pBz/4VGOLyKSPqucDkBEJDstX76cXr16ERMTQ+HChWnUqBFFixblxo0bHDx4kP/9738sXryYLl265HSouYK3tzchISEEBwfniWQ6PV988QXDhg0jMTERLy8vWrRogbu7O1evXiUwMJCdO3eyZcsWWrVqleK4/HL/IiIiIvmZcvysyS85rnJ8EckJKqaLSIFx+fJl/P39iYmJYcSIEUyYMAE7O7sUbfbv38/SpUtTHbtgwQJu375N6dKlsyvcPMHLy4tjx45hbW2d06Gk6/Dhw+Yke9q0aQwZMgRLS0vz/sTERLZv38727dtzMEoRERERuR/K8R8+5fgiIulTMV1ECozffvuNW7du4enpydSpU9NsU6dOHerUqZNquxLstFlbW1OpUqWcDuOefvrpJxITE2nYsCHDhg1Ltd/CwoKmTZvStGnT7A9ORERERB6IcvyHTzm+iEj6NGe6iBQYly9fBqBo0aJZPja9eQpffPFFTCYT8+bN459//qF79+4UK1YMR0dH6tWrx88//2xuu2fPHtq3b0/RokWxt7enYcOGbNy4MdW1MjNHobe3NyaTiTNnzmQq/qtXr/L555/Trl07fHx8sLe3x8XFhbp16zJlyhSio6NTtJ83bx4mk4mQkBAAfHx8MJlM5lfy+5BRrOfPn2fIkCH4+vpiZ2eHq6srjRo1YtasWSQkJKRqn3zdF198kaioKMaMGUP58uWxtbXFw8MDf39/Lly4kKl7Tpbc78WKFcv0MZm9/2QXL15k+PDhVK5cGQcHB5ydnalXrx4zZswgPj4+1fnvfm4OHTpE586dzc9F9erVmT59eprvj4iIiIikpBxfOX5mKccXkYdBI9NFpMBIHnly5MgRNm7cSMuWLR/auQMDAxk8eDAlS5akZcuWhISEsGvXLjp16sSSJUuwsrKiW7duVK1alZYtW3L8+HF2795N27Zt2bx5M40bN35osaRl3bp1vP7663h5eVG+fHn8/Py4evUqe/bsYfTo0fz8889s3rwZW1tbAMqXL4+/vz9Lly4lKiqKLl264OTkZD6fh4dHhtfct28fbdu25fr165QuXZqOHTsSHh7Oli1b2LlzJytWrOCXX37BxsYm1bHh4eE8/vjjnD17liZNmlC1alV27drFggUL2Lp1K4cOHcLV1TVT957c7xs3buTIkSNUrVo1w2Oycv/btm2jY8eO3LhxA29vb1q1akVMTAx79+5lyJAh/Prrr/z2229pfk127969vPLKK3h4eNCyZUtu3LjBli1bGDZsGNu3b2fJkiWYTKZM3aeIiIhIQaQcXzm+cnwRyVaGiEgBERkZaXh5eRmAYTKZjObNmxsffPCBsWrVKuPKlSv3PLZZs2YGYGzevDnFdn9/fwMwAGPChAlGYmKied/nn39uAEbJkiUNd3d3Y8GCBSmOHTZsmAEYTz75ZIrtwcHBBmCUKVMm3XjKlCljAEZwcHCm4vz777+NXbt2pTrP9evXjdatWxuA8dFHH2X6OhnFGh0dbT725ZdfNmJjY837Tp06ZXh7exuAMXbs2BTHzZ071/x+tmnTxggPD08Ra82aNQ3AmDhxYprxpOXs2bOGs7OzARhWVlZGu3btjClTphjr1683bt68ec9jM7r/S5cuGYULFzZMJpPx5ZdfGgkJCeZ9YWFhxhNPPGEAxvjx41Mcd/dz8+qrrxpxcXHmfUeOHDGKFi1qAMZXX32V6fsUERERKYiU4yvHV44vItlJxXQRKVCOHz9uNGjQwJzk3P2qWbOmMXPmTCM+Pj7VcRkl2vXr10+RZBuGYcTFxRmFChUyAKNr166pzhkWFmYAho2NTYpE9FEk2vfyzz//GIBRr169TF8no1gXLlxoAIanp6cRHR2d6rilS5cagOHs7GzcuXPHvD050XZ0dDQuXryY6rjFixcbgPHEE09k+v4MwzB27dplVKpUKVWfW1hYGI8//rixePHiNI/L6P5HjRplAMbgwYPT3H/+/HnD2traKFq0aIrnI/m5KVGiRIr7T/bFF18YgOHr65ul+xQREREpiJTjp6YcXzm+iDwamuZFRAqUihUrsnv3bvbu3cuqVavYs2cPgYGBXL16lYMHD/LKK6+wbNkyVq1aleZXE9Pz1FNPpfqqnpWVFT4+Ply/fp127dqlOqZw4cIUKlSI69evc+3atUx9rfJBJCQkmL9+eenSJe7cuYOR9KEqAP/8889Du1byfIM9evQwf630bp07d8bd3Z0bN26wf/9+GjVqlGJ/3bp1KVGiRKrjKleuDJDlORX9/Pw4evQoW7duZe3atezbt4/AwEDCw8PZuXMnO3fuZM2aNcybNy9L5121ahUA3bt3T3O/l5cXvr6+/P333wQFBVGhQoUU+7t164adnV2q4/z9/RkyZAhBQUFcvHgRT0/PLMUlIiIiUpAox1eOrxxfRLKLiukiUiDVr1+f+vXrA2AYBgcOHODjjz9m8eLFbNiwgenTp/Pmm29m+nzJc/b9V/IcfOntd3Z25vr166kWB3rYgoKC6NSpE0ePHk23TURExEO7XnIi7OPjk+Z+k8mEj48PN27cSDNpTu/9cnFxAbiv98vCwoIWLVrQokULIOkPj127dvH++++zfv165s+fz9NPP03Xrl0zfc7Tp08D0KRJkwzbXr16NVWind774+zsTOHChbl27Rrnz59Xoi0iIiKSCcrxU1OOrxxfRB4uFdNFpMAzmUzUrl2bH374gdu3b/PLL7+wcuXKLCXaFhYWD7Q/qxITE7PU/rnnnuPo0aM888wzvPXWWzz22GO4uLhgbW1NbGxsmiNLctLDfr/SYmlpSePGjVmzZg3169cnMDCQlStXZinRTu6H5557DkdHx3u2LVy48H3FmTyqSEREREQyTzm+cnzl+CLyKKiYLiJyl9atW/PLL78QFhaWYzEkf/U0MjIyzf1xcXFcunQp0+c7fvw4hw8fplixYqxYsQIrq5S/+oOCgu4/2HR4eXkB/z+qIy3BwcEp2uYUS0tLnnjiCQIDA7Pc76VKlSIoKIhRo0ZRt27dLF87+T34r8jISK5duwZAyZIls3xeEREREfl/yvEfDuX4maMcXyR/e/QfC4qI5BKZ+fT/7NmzQM4mN0WLFsXGxobr169z5cqVVPvXrVtHfHx8ps93/fp1ADw9PVMl2QDfffdduscmJ/1ZuR5A8+bNAfjxxx/T/LrmihUruHHjBs7OztSpUydL586qB+n3jO7/qaeeAmDJkiX3FdtPP/1ETExMqu0LFy4EoHz58jn+h4iIiIhIbqYcXzl+epTji8ijoGK6iBQYX375Jf7+/uzcuTPVPsMwWL58OTNmzACSFtXJKdbW1jRt2hSAd955J8XXPQ8dOsTgwYOzdL4KFSpgaWnJX3/9ZV40KNmvv/7KtGnT0j02OfG81zyMaenatSulS5fm4sWLDB8+PEWiGhwczIgRIwAYMmRImovzPExvv/02Q4YM4fDhw6n2xcfHM2vWLJYuXQqk7veM7v/NN9/Ezc2NTz/9lE8++YTY2NhUbYKDg9P9Y+bixYuMHDmShIQE87Zjx47x/vvvA/DGG29k4g5FRERECi7l+Mrx/0s5vog8SprmRUQKjLi4OBYsWMCCBQsoWrQotWrVokiRIty8eZO///6bM2fOANC7d2/69++fo7FOmDCBbdu28c0337B161aqV6/OhQsX+PPPP+nVqxdbtmwhJCQkU+cqUqQIgwcPZvr06bRs2ZImTZrg6enJP//8Q2BgIO+88w4TJkxI89guXbqwefNmevfuTevWrXF3dweSEsyKFSume01bW1uWLl1K27ZtmTlzJqtXr8bPz4/IyEg2bdpEdHQ0bdq0ISAgIOtvThbdvn2bGTNmMGPGDLy8vKhRowZubm5cu3aNQ4cOERoaCsCYMWNo1apVimMzuv+SJUvy888/06VLF0aOHMlHH31E1apVKVGiBOHh4Rw7doxTp07RoEEDevfunSq2l19+mdmzZ7Nq1SoaNGjAjRs32Lx5M7GxsXTq1IlXXnnlkb8/IiIiInmZcnzl+MrxRSQ7qZguIgVG//798fHxYePGjezZs4e///6by5cvY2VlhaenJz179qRPnz60bds2p0OlQYMGbN26lYCAAHbv3s25c+eoUKEC06dP5+WXX053hfj0TJs2jerVq/Pll1+yf/9+Dh48SLVq1Vi8eDHdu3dPN9F+5ZVXiIyM5LvvvmP16tXmr3P27t37nok2QL169Th48CBTpkxhzZo1rFixAltbW2rVqkWfPn146aWX0vxK6sP27rvv0rBhQzZu3Mj+/fs5cOAAV69exdbWllKlStGuXTteeuklGjZsmOrYzNx/06ZNOXr0KDNmzGDVqlXs27ePmJgYihUrRunSpenduzddunRJM7YGDRowcOBAAgICWL9+Pbdu3cLX15f+/fszZMgQTCbTo3tjRERERPIB5fjK8ZXji0h2MhlaQlhERCRbvfjii8yfP5+5c+fy4osv5nQ4IiIiIiLygJTjixQMmjNdRERERERERERERCQDKqaLiIiIiIiIiIiIiGRAxXQRERERERERERERkQxoznQRERERERERERERkQxoZLqIiIiIiIiIiIiISAZUTBcRERERERERERERyYCK6SIiIiIiIiIiIiIiGVAxXUREREREREREREQkAyqmi4iIiIiIiIiIiIhkQMV0EREREREREREREZEMqJguIiIiIiIiIiIiIpIBFdNFRERERERERERERDKgYrqIiIiIiIiIiIiISAb+D+AJ8f7tNKC2AAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "from scml.scml2020.world import is_system_agent\n",
-    "fig, (profit, score) = plt.subplots(1, 2)\n",
-    "snames = sorted(world.non_system_agent_names)\n",
-    "for name in snames:    \n",
-    "    profit.plot(100.0 * (np.asarray(world.stats[f'balance_{name}'])/world.stats[f'balance_{name}'][0] - 1.0), label=name)\n",
-    "    score.plot(100 * np.asarray(world.stats[f'score_{name}']), label=name)\n",
-    "profit.set(xlabel='Simulation Step', ylabel='Player Profit Ignoring Inventory (%)')\n",
-    "profit.legend(loc='lower left')\n",
-    "score.set(xlabel='Simulation Step', ylabel='Player Score (%)')\n",
-    "fig.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "id": "interesting-section",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:33.979990Z",
-     "iopub.status.busy": "2022-02-16T09:17:33.923089Z",
-     "iopub.status.idle": "2022-02-16T09:17:34.315161Z",
-     "shell.execute_reply": "2022-02-16T09:17:34.315833Z"
-    },
-    "papermill": {
-     "duration": 0.659889,
-     "end_time": "2022-02-16T09:17:34.316081",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:33.656192",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "from scml.scml2020.world import is_system_agent\n",
-    "fig, (profit, score) = plt.subplots(1, 2)\n",
-    "snames = sorted(world.non_system_agent_names)\n",
-    "for name in snames:    \n",
-    "    profit.plot((np.asarray(world.stats[f'balance_{name}'])), label=name)\n",
-    "    score.plot(np.asarray(world.stats[f'score_{name}'])*(world.stats[f'balance_{name}'][0]), label=name)\n",
-    "profit.set(xlabel='Simulation Step', ylabel='Player Balance ($)')\n",
-    "profit.legend(loc='lower left')\n",
-    "score.set(xlabel='Simulation Step', ylabel='Player Score Unnormalized ($)')\n",
-    "fig.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "nutritional-township",
-   "metadata": {
-    "papermill": {
-     "duration": 0.158559,
-     "end_time": "2022-02-16T09:17:34.621624",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:34.463065",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "or just look at the end of the game"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "id": "distinguished-thumbnail",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:35.079988Z",
-     "iopub.status.busy": "2022-02-16T09:17:35.062297Z",
-     "iopub.status.idle": "2022-02-16T09:17:35.404122Z",
-     "shell.execute_reply": "2022-02-16T09:17:35.403358Z"
-    },
-    "papermill": {
-     "duration": 0.57278,
-     "end_time": "2022-02-16T09:17:35.404392",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:34.831612",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, (score, profit) = plt.subplots(1, 2)\n",
-    "final_scores = [100 * world.stats[f\"score_{_}\"][-1] \n",
-    "                for _ in world.non_system_agent_names]\n",
-    "final_profits = [100 * world.stats[f\"balance_{_}\"][-1] / world.stats[f\"balance_{_}\"][0] - 100 \n",
-    "                 for _ in world.non_system_agent_names]\n",
-    "plt.setp(score.xaxis.get_majorticklabels(), rotation=45)\n",
-    "plt.setp(profit.xaxis.get_majorticklabels(), rotation=45)\n",
-    "score.bar(world.non_system_agent_names, final_scores)\n",
-    "profit.bar(world.non_system_agent_names, final_profits)\n",
-    "score.set(ylabel=\"Final Score (%)\")\n",
-    "profit.set(ylabel=\"Final Profit (%)\")\n",
-    "\n",
-    "fig.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "id": "similar-trinity",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:35.802805Z",
-     "iopub.status.busy": "2022-02-16T09:17:35.799412Z",
-     "iopub.status.idle": "2022-02-16T09:17:36.208802Z",
-     "shell.execute_reply": "2022-02-16T09:17:36.209432Z"
-    },
-    "papermill": {
-     "duration": 0.651141,
-     "end_time": "2022-02-16T09:17:36.209722",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:35.558581",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, (score, profit) = plt.subplots(1, 2)\n",
-    "final_scores = [world.stats[f\"score_{_}\"][-1] * (world.stats[f\"balance_{_}\"][0]) \n",
-    "                for _ in world.non_system_agent_names]\n",
-    "final_profits = [world.stats[f\"balance_{_}\"][-1] \n",
-    "                 for _ in world.non_system_agent_names]\n",
-    "plt.setp(score.xaxis.get_majorticklabels(), rotation=45)\n",
-    "plt.setp(profit.xaxis.get_majorticklabels(), rotation=45)\n",
-    "score.bar(world.non_system_agent_names, final_scores)\n",
-    "profit.bar(world.non_system_agent_names, final_profits)\n",
-    "score.set(ylabel=\"Final Unnormalized Score ($)\")\n",
-    "profit.set(ylabel=\"Final Balance  ($)\")\n",
-    "\n",
-    "fig.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "norwegian-jumping",
-   "metadata": {
-    "papermill": {
-     "duration": 0.178375,
-     "end_time": "2022-02-16T09:17:36.563019",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:36.384644",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "You can inspect what happened in the simulation by plotting different output statistics. For example, we can see how did the trading price of different products change over the simulation time."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "id": "devoted-advertiser",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:37.038204Z",
-     "iopub.status.busy": "2022-02-16T09:17:37.036968Z",
-     "iopub.status.idle": "2022-02-16T09:17:37.622127Z",
-     "shell.execute_reply": "2022-02-16T09:17:37.621102Z"
-    },
-    "papermill": {
-     "duration": 0.853073,
-     "end_time": "2022-02-16T09:17:37.622430",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:36.769357",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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7/HaUK8qNnMayyMpl2JW4C8A/7wdtSCVSvBD6AoB/itXaUD332VbPwsHGQb19YNBAeDp44nbRbRxNParVsXUx854MTxAENLJX/tt3NTvFyGnIErCQTkREREREZME4I10/Onh3QBvPNiiVl2Ln9Z31fr5CVKgLf6PajGpQn3Wq3oDAAcoiavFtHEk9Yuw4FuW3xN8gK5ch2C0Y3Xy6NehYw1oNg63EFhezL+LS3Uv1fn56YTqOpR0DoGzp8yA7qR2GtVLOcv/+2vda5dPFzHsyDn8XPwBAan66kZOQJWAhnYiIiIiIyEKVyctwr+QeABbSdU0QBPUs3B/if4BCVNTr+X9m/Im0wjS42rpWakNBumUrtcXwkOEA/ulHTw0niqL6z3NE6IgG/yKosWNjDAwaCEC76/Rj/I8QIaK7b3cEuwdX2T+i9QgIEHDy1kkk5yfX69iychl+vfErgIbNvCfjaOUZAAAolN9BjqzMyGnI3LGQTkREREREZKFUbV3spfbwsPcwbhgL9HTzp+Fs64zk/GScunWqXs9VFQuHthoKJ1snfcSj+0aEKouop26dQlJekrHjWIS4O3GIz4mHg9QBz7Z6VifHVLXh2XNzT73aJZXLy/FTwk+VjvEwfxd/9PTvCaD+7WN+S/wNRRVFOpl5T4YX7K4spEtsc3A1s8DIacjcsZBORERERERkoVRtXZo6NWXrED1wsnXCv1r8C0D9inO3Cm9V24aCdM/PxQ+9m/UGAGyL174HN/1D9YugIc2HwN3eXSfH7NikI1p5tEKJvEQ9A7wuDqYcxL2Se2ji2AR9AvpUO05VZN95fSdKKkrqdOwHZ96/2PpFfh81Q77OvgBUhfR8I6chc8dCOhERERERkYVif3T9UxXnDqceRpYsq07P+THhRyhEBbr4dEELjxb6jEf3qVpy/Hz9ZxRXFBs5jXnLKcnBvqR9AKqfAa4NQRDUx9sWvw2iKNbpeapC9/Ohz8NGYlPtuJ7+PeHn7If8snx1/to8OPN+aMuhdXoOmRZ/F38AgGCbi2uckU4NxEI6ERERERGRhVK1dmEhXX9aNWqFTk06QS7K1e0lalKu+KcNBfstG04Pvx7wd/FHflk+9t7ca+w4Zm3H9R0oV5SjXeN2CPMK0+mxn2nxDBxtHHEz7yZOZ56udfz1nOs4m3UWUkGK50Oer3GsVCLFiNYjANT9EyT6mHlPhuXropqRno8rmfeMnIbMHQvpREREREREFurB1i6kP6PajAKgXPCwXFFe49jfU37H3eK78HL0Qv+A/oaIR1AWUV8IfQFA/Xtk0z8UogI/XPsBgG5no6u42Lmo2yXVZdFRVauePgF90NS59u9zw1oNg43EBn/f/RuXsy/XOFZfM+/JsBrZN4K91AEAkJCdBoWibp90INKEhXQiIiIiIiILpWo1whnp+jUgcAA8HTxxu/g2jqYerXGsqjg4PGQ4bKW2hohH96mKqBezL+JS9iVjxzFLf2b8ibTCNLjaumJI8BC9vIbqkxq/p/yOO0V3qh1XVF6EX278Uuk5tWns2BgDAwcCqP0XKvqceU+GIwgC/Fz8AACluIu0HLZ2Iu2ZZCE9PT0dn3/+OQYNGoTAwEDY2dnBx8cHzz//PE6dqroS+rx58yAIQrVfSUlJhj8JIiIiIiIiI2NrF8OwldpieMhwADXPok3MTcTpzNOQCBKMCB1hqHh0X2PHxhgYVLciKmmm+vs9tNVQONk66eU1Wnu2Rrh3OCrECmxP2F7tuN9u/gZZuQxBbkHo7tu9zsdXFd1339yNgjLNPbP1PfOeDMv/fiFdYpvLBUepQapfhcGIVqxYgSVLlqBly5YYNGgQvL29kZCQgJ07d2Lnzp3YsmULRo6s+o3s1VdfRXBwcJXtHh4e+g9NRERERERkYtjaxXBeCH0Bay+sxclbJ5Gcn4wgt6AqY1RtKHo3681fbhjJqNajsOfmHuxO3I0ZnWfAzc7N2JHMxq3CWziWdgyA/vv7v9j6RcTeicWP8T9iQvsJVRYRFUVR/cuQEaEjIBHqPk/0saaPoZVHK1zPvY5fbvyCl9q+VGXMgzPvn2z+ZMNOhoxOveCoXQ6uZRZg0CP8/kvaMclCeteuXXHkyBFERERU2v7HH3+gf//+eOutt/Dcc8/B3t6+0v5x48ahT58+BkxKRERERERkmkoqSpBTmgOAM9INwd/FH72a9cKxtGPYdm0bZnaZWWl/UXkRfrmubEPBGa7G07FJR3UR9dcbv2osopJmPyb8CIWoQFefrmjh3kKvrzUoeBA+Pv0xsoqycCztGPoF9qu0/++7f+Pqvauwl9rjuVbP1evYgiBgROgILPprEbZd24YxbcZAEIRKY1Qz759t9SwcbRwbdC5kfL7O9xcctcnB1SzNn0IgqguTbO0yfPjwKkV0AOjVqxf69u2LnJwcXLhwwQjJiIiIiIiIzMPtotsAAEcbR866NRBVgXzn9Z0oqSiptG9v0l4UlBegmUszPOH3hDHiEZRFVNV12nptK0SRCw/WRbm8HNvjlW1W9D0bHQDspfYY1moYAM1teFTbBgcPhru9e72P/6+W/4KjjSMS8xJxJutMpX0Pzrwf0ZotmCzBwzPSibRlkoX0mtjaKhdjsbGpOpn+2LFjWLJkCT755BPs3LkThYWFho5HRERERERkEh5s6/LwbEvSjx5+PeDv4o/8snzsS9qn3i6KIr6/+j0AZRGyPm0oSPeeafEMHG0ccTPvJk5nnjZ2HLNwKPUQskuy4eXoVWV2uL6MCB0BAQJiMmKQmp+q3p5bkou9N/cC0P7THa52rni6xdMAqhbqDTnzngzD1+X+jHTbHNy8K0NphdzIichcmdW/3ikpKTh48CB8fX3Rvn37Kvvnzp2L9957D++++y6GDRuGgIAAbNy4sdbjlpaWIj8/v9IXEREREZE1GTVqFGJiYowdg3Qos+h+Id2Z/dENRSqR4oXQFwBUXnT04t2LuHLvCuwkdvVuQ0G652LngmdaPAOg5sVh6R+qYvPwkOGwldga5DUD3ALwhL/y0xuq9QUA5Sc+yhRlaOvZFu29qtaG6kpVhD+YfBB3i+8CMPzMezIM1Yx0iU0+5IoKXL/NibekHbMppJeXl2Ps2LEoLS3FkiVLIJVK1fs6dOiAdevWITExEcXFxbh58yZWrFgBQRAwbtw4/PLLLzUee9GiRXB3d1d/BQQE6Pt0iIiIiIhMyrZt29C7d2906tQJa9euRUlJSe1PIpOWJcsCAPg4sT+6IQ1rNQw2EhtcuHsBl7MvA/inWDsoeBAaOTQyZjy6T1VE/T3ld9wpumPkNKYtMTcRpzNPQyJIMCLUsK1ORob+0y6pVF4KhahQF9VfbP1igz5t08azDR71fhQVYgV+SvgJgHFm3pP+eTp4wk5iBwgiBNs8tnchrZlFIV2hUGDcuHE4duwYJk6ciLFjx1baP2zYMIwfPx7NmzeHg4MDgoODMXXqVPzwww8AgPfff7/G48+aNQt5eXnqr9TU1BrHExERERFZmsWLFyMoKAixsbF444034O/vj5kzZ+LmzZvGjkZaUrd24Yx0g2rs2BgDgwYCUM7izSvNw96khrWhIN1r7dkaHbw7VCqikmaqwnXvZr0NvnCx6jVzS3OxP2k/TmacRGpBKlxsXfBU86cafHzVe/LH+B8hV8iNMvOe9E8iSODn4qf8f1v2SSftmXwhXaFQ4LXXXsOWLVvw8ssvIyoqqs7P7d+/P1q2bIkLFy7U2K7F3t4ebm5ulb6IiIiIiKzJu+++ixs3buCXX37BwIEDkZubi08//RQhISH417/+hX379tV+EDIpqtYuhi58WbtVsavgIHUAAOy+uRvfXvkWpfJShDYKxclbJ7EqdpWRExKgvE7ejt4AgB/if0CFokK9Lyouyqqv06rYVYiKU9ZeisqL8Mt15af8R7YeafA/m9V/r0aQaxAA5Sc7VJ/uGNpyKDZe3tjgLEl5SbCX2uOW7BY2Xt5Yaea9tf89sDS+zso+6YJtDq6wkE5aanAhPS8vDwcPHsR3332HP//8UxeZ1BQKBcaPH48NGzZg9OjRiI6OhkRSv8heXl4AgKKiIp1mIyIiIiKyNIIg4JlnnsHevXsRHx+Pt99+G25ubvjtt9/w1FNPITQ0FF988QXXFDITbO1iHBJBgh3Xd8DTwRPFFcXqgqSvsy9Wxq7kQqMmQiJIcDDlIBykDsgqysKxtGMAlEV0a79OEkGClbErERUXhT0396CgvADNXJrhwt0LBv+zkQgSnMo8BQkkiLsTh8OphwEAIkSdZLGT2qFUXgoAWHZ2GQAgolkEdl7fafV/DyzNPzPSc3Etk/cxpB2tvyMUFBRgwoQJaNKkCQYPHoyXX34Za9asUe9fs2YN/Pz8cOrUKa2Oryqib9y4ESNHjsSmTZsq9UWvC5lMhkuXLsHZ2VldUCciIiIiotq1bNkSn332GdLT07F69Wo8+uijuH79OqZPnw5/f39MnjwZ165dM3ZMqgFnpBvHpA6TMCV8Cu6V3AOgLPjZSmxxNO0opoRPwaQOk4yckIB/rlOJXLkexLZr29RFdGu/Tqo/m5WxK/Fl7JcAgEC3QKyKXWXwPxtVFgUUAJTvJz9nP3x39TudZJnUYRJebvuy+tgA4GLrwr8HFujB1i5Z+aXILSozciIyR1oV0ouLi9GnTx+sW7cOjRo1wpNPPglRFCuNeeaZZ5CVlYWdO3fW+/iqdi4bN27EiBEjsHnz5mqL6AUFBYiPj9eYceLEiSgoKMCLL74IGxubeucgIiIiIrJ2jo6OaNasGXx9lR+JFkURMpkMUVFRCAsLw9SpU1FeXm7klPSw4opi5JXmAWCPdGOY1GESJrafqH5crihnUc4EPVhEjcmIYfH0AW8++iZ6+vfE3eK7AIA/M/402p/NpA6T8Fyr59SPM2QZOs0S2TUSAa4B6se/Jv7KvwcWSFVId3BUzka/yvYupAWtqsufffYZzp8/j9GjR+Prr7+Gs7NzlZYrPj4+aNu2LQ4fPlzv48+fPx8bNmyAi4sLQkNDsWDBgipjnnvuOYSHhyM7Oxtt2rRBly5d0LZtW/j4+CArKwsHDx5EWloa2rdvj08++USb0yQiIiIislp5eXlYu3YtvvrqKyQmJkIURbRq1QpTp07F4MGDsWnTJqxatQpfffUVHBwcsHTpUmNHpgeoFhp1snGCq62rkdNYp2mdpmHdxXWQi3LYSGxYlDNRkV0j8e2VbyFChFSQ8joBKJOXYcHJBTiefly9zVZia9Q/m/lPzMfP139Wf8JD11kW91qMl3a/BMD450r64eesLKTb2OcAAK5lFqB7i8bGjERmSKtC+tatW+Hj44O1a9fCwcGh2nGhoaH466+/6n38pKQkAEBhYSEWLlyocUxwcDDCw8Ph6emJyZMn46+//sLu3buRk5MDR0dHtG3bFtOmTcPUqVPh6OhY7wxERERERNYoLi4OK1euxJYtW1BcXAxRFDFgwAD83//9H5566ikIggAAWLBgAaZMmYLHHnsM33//PQvpJiar6H5/dGcf9TUjw4qKi4JclMNWYotyRTmi4qJYnDNBUXFR6pYeclFu9dfpTtEdvH3kbfx9528IENSFa2P/HV7992q9ZvkzQ7nmnymcK+mHakZ6GXIAKDgjnbSiVSH9xo0bGDhwYI1FdABwcnLC3bt363386OhoREdH12msm5sbvvzyy3q/BhERERER/WPr1q348ssv8eeff0IURTg5OeGNN97AtGnT0LZtW43P8fX1xYABA7BlyxYDp6XaqGakN3ViWxdjeLjXtuoxABbnTIjquvT074nj6cfR3K25VV+nC3cu4O3Db+N28W3YSe1QJi8zib/D+n4/8f1qHbwdvWEjsUGFogKCTT4XHCWtaFVIl0qldeqDmJaWBmdnZ21egoiIiIiIDGj06NEAgKCgIEyZMgUTJkyAh4dHrc/z8/NDQEBArePIsFSFdC40aniaFqxU/ZfFOdPx4HUKbxKO4+nHUSFWqBfZBKzrOv1y4xd88OcHKFOUoZF9I+SU5pjE32F9v5/4frUeUokUPk4+SCtMg8Q2B/FZXhBFkZ/aonrRqpDesmVLxMXFoaKiotpFPAsLC/H333+jXbt2DQpIRERERET616tXL7z99tt49tlnq6x/VJPFixdj8eLFekxG2niwtQsZlkJUaFyoUPVYISqMEYse8uB1yi7OBgCkFaThlXavqPdbgwpFBT498yk2X9kMAOgT0Act3VvCwcbBJP4O6/v9xPerdfF38UdaYRps7HNRmFuBtJxiBHg6GTsWmRGtCulDhw7FggULsGDBAsybN0/jmAULFiAvLw/Dhg1rSD4iIiIiIjKAo0ePGjsC6RBbuxjP5PDJ1e7jzFbT8eB1auzYGJ4OnrhXcg83cm9Y3HVaFbsKEkFS5bxyS3Ix+rfRSCtMA6D8+/lWh7cgEar/Zaqh/2z0/X7i+9W6+Lr4AgAae8iQkatccJSFdKqPuk81ecA777wDf39/fPjhh3juuefUPRGzsrLw008/YdSoUfjkk08QHByMSZP4jYeIiIiIyNS1aNECkZGRtY6bNWsWWrZsaYBE1BBs7UJUPyGNQgAACbkJRk6iexJBgpWxKxEVF6XelpCTgKd3PK2cnSuxwWd9PsOU8Ck1FtGJzJ1qwVFXZ+VCo9eyuOAo1Y9WM9I9PDywd+9eDB06FL/88gt+/fVXCIKAvXv3Yu/evRBFEUFBQfj111/ZI52IiIiIyAwkJSXhzp07tY67e/cukpKS9B+IGoStXYjqJ8QjBKdunUJ8Tryxo+jcwz2/QzxC8J9j/0GFogKudq6IHhKN0EahxoxIZBB+zspCusQuFwBwNZOFdKofrQrpANCuXTtcvHgR0dHR2L17NxITE6FQKBAQEIAnn3wSb7zxBpyc+PEIIiIiIiJLUlJSUu06SWQaisqLUFCmLA6wtQtR3agKyQk5ljcjHVAW00WI6mI6ADRzaYbvnv4OHg4exgtGZECqGemluAsAuHor35hxyAw16A7YwcEBkyZNYvsWIiIiIiIrIJfLcebMGXh7exs7CtVA1dbFxdYFLnYuRk5DZB7UrV1yEiCKIgRBMHIi3ZKVy3A1+6r6sUSQ4Ndhv8JGwl+MkvVQFdJzy24DUCDxrgylFXLY20iNG4zMBr9jEhERERFZqX79+lV6vHfv3irbVCoqKpCQkIDbt29jzJgxhohHWsosYn90ovpq6dESAgTklOYguyQbXo5exo6kM6n5qZh2eBqu514HAEgFKeSiHGsurOGCmmRVmjo1hVSQolxRDlfnEhTInHDjtgzt/NyMHY3MhFaF9EuXLmH79u3417/+hY4dO2occ+7cOezatQsvvvgi2rRp06CQRERERESke0eOHFH/vyAIyMzMRGZmZo3P6dy5MxYtWqTnZNQQWTJlf3S2dSGqO0cbRwS6BSI5PxnxOfEWU0j/M+NPzDw6E/llyhYWL4S8gLlPzEVUXJS6zQuL6WQtbCQ2aOLUBLdktxDUtBQXE51wLSufhXSqM60K6atWrcLq1asxfvz4asd4eXnhgw8+wL179/D5559rm4+IiIiIiPTk8OHDAABRFNGvXz8MGTIEkZGRGsfa2dmhWbNmCAgIMGRE0oKqtQtnpBPVT4hHCJLzk5GQk4An/J4wdpwGEUURmy5vwqdnP4VCVAAAxj0yDjM6zwBQdQFSFtPJWvi5+OGW7Ba8PWQAGnHBUaoXrQrpR44cwaOPPlrjTXRgYCA6dOiAQ4cOaR2OiIiIiIj0JyIiotL/9+nTp9I2Xdu8eTP++OMPnD17FhcuXEBZWRnWr1+PcePGVRk7b948fPDBB9Ue6+bNmwgODtZbVnOWVXR/RrozZ6QT1UdIoxAcTDlo9guOlspLMf/EfPxy4xcAQOtGrdE3oC+mdJxSaZyqeK4qtBNZAz9nP5zFWTg7Kwvo11hIp3rQqpCelpaGgQMH1jquRYsW+P3337V5CSIiIiIiMiDV7HR9ev/995GcnAwvLy/4+voiOTm51ue8+uqrGgvmHh4eug9oIdQz0p04I52oPtQLjuaabyE9S5aFtw+/jYvZFyEVpJjZZSbGtBlT7eKpnIlO1ka14KhgmwOAhXSqH60K6RUVFZBIJLWOk0gkKCkp0eYliIiIiIjIwqxZswYhISEICgrC4sWLMWvWrFqfM27cOPTp00f/4SyIqpDOGelE9RPioSyk38i9AblCDqlEauREmq2KXQWJIKlSBI+9HYs3D7yJoooiuNu7Y2nEUnT37W6klESmyd/FHwBQIt4FANzKK0FeUTncnWyNGYvMhFaF9ICAAJw+fbrWcadPn4afn582L0FERERERHo0f/58AMDUqVPh6empflwXgiBg9uzZ9X7NAQMG1Ps5VH+q1i7skU5UPwGuAXCQOqBEXoLUglQEuwcbO5JGEkFSpbf5joQdmHdiHhSiAp4Ontj81GYEuHJNC6KH+br4AgCyim/B38MR6bnFuJZVgK7NPY2cjMyBVoX0fv36YfXq1Vi1ahUmT56sccxXX32F5ORkTJgwoUEBiYiIiIhI9+bNmwdBEDBq1Ch4enqqH4uiWO1zVPu1LaRr49ixYzh16hQkEglCQkIwYMAAuLi4GOS1zVFhWSEKywsBsLULUX1JJVK08GiBy9mXkZCbYLKF9AcXClWICuSV5mHL1S0AgBbuLfDd09/BydbJmBGJTJa/s3JG+q3CWwjzcVEW0jPzWUinOtGqkP7OO+9g/fr1mDZtGhISEjBx4kS0bt0aAHDt2jV88803+PLLL2FnZ4fp06frNDARERERETXcnDlzIAgCvLy8Kj02NXPnzq302MPDA1988QVeeeWVGp9XWlqK0tJS9eP8/Hy95DM1qrYurnauLKQRaSHEI0RZSM9JwMCg2teGM5YHi+kqXX264ptB30Ai1N6Kl8ha+Tj7QICAEnkJgpuIwFXgKvukUx1pVUgPCQnB2rVrMX78eCxfvhzLly+vtF8URdjY2OCbb75BmzZtdBKUiIiIiIh0Z968eTU+NrYOHTpg3bp16NOnD3x9fZGZmYldu3Zhzpw5GDduHDw8PDB06NBqn79o0SJ88MEHBkxsGtjWhahh1AuO5pj+gqNvPPqGupAuFaRYO3itkRMRmT5bqS28nbxxu+g2vDxkALjgKNWd1r+mHDNmDE6cOIGhQ4fCyckJoihCFEU4Ojri2WefxZ9//omxY8fqMisREREREVmJYcOGYfz48WjevDkcHBwQHByMqVOn4ocffgAAvP/++zU+f9asWcjLy1N/paamGiK20almpLOtC5F21IX0XNMvpC/5a4n6/+WiHFFxUUZMQ2Q+/JyV6zk6OSk/rXYts6DG1nZEKg36vE+nTp2wY8cO5OXlISsrC1lZWcjPz8eOHTvQuXNnXWUkIiIiIiI9a9GiBSIjI2sdN2vWLLRs2dIAiTTr378/WrZsiQsXLtTYrsXe3h5ubm6VvqxBZpGykN7UuamRkxCZp9BGoQCAlPwUFJUXGTlN9aLiotR90Tt4d8CU8ClYGbuSxXSiOvBzURbS5ZJ7sJEIKCitQHpusZFTkTnQSeMsiUQCb29veHt7QyJhLy4iIiIiInOTlJSEO3fu1Dru7t27SEpK0n+gGqj6uhcVmW6Ry1iyZPdbu3BGOpFWGjs0RiP7RhAhIjEv0dhxNIqKi8LK2JV41OtRAMAjjR/BpA6TWEwnqiNVIT2r6BZaeisXMGd7F6oLVr2JiIiIiKjOSkpKYGOj1VJLOiGTyXDp0iU4OzurC+r0D3VrF/ZIJ9KKIAjqWemm2iddISowJXyKelHRMK8wAFAX0xWiwpjxiEyeqpCeIctAax9XAFxwlOqmTnfA8+fPBwBMnToVnp6e6sd1IQgCZs+erV06IiIiIiIyGXK5HGfOnIG3t7deX6egoAC3bt1CaGhope3FxcWYOHEiCgoKMH78eKMW9E0VW7sQNVxIoxCcyjyF+Jx4Y0fRaHL4ZFQoKrD2gnJx0UcaP6LeN6nDJGPFIjIbqh7pGYUZGOjril/iOCOd6qZOd57z5s2DIAgYNWoUPD091Y9rasSv2s9COhERERGRaerXr1+lx3v37q2yTaWiogIJCQm4ffs2xowZo9XrrVmzBsePHwcAXLhwQb3tyJEjAICePXtiwoQJyM7ORps2bdClSxe0bdsWPj4+yMrKwsGDB5GWlob27dvjk08+0SqDJRNFkYuNEumAOSw4eiP3BkrkJXC2dUawe7Cx4xCZFfWM9MIMtA5laxequzoV0ufMmQNBENQfnVQ9JiIiIiIi86UqYAPKiTCZmZnIzMys8TmdO3fGokWLtHq948ePY8OGDZW2xcTEICYmRv14woQJ8PT0xOTJk/HXX39h9+7dyMnJgaOjI9q2bYtp06Zh6tSpcHR01CqDJSsoL0BxhXKxNM5IJ9JeiMf9QrqJtnYBgMvZlwEA7Rq3U7d4IaK68XX2BQAUVRTBv7Fy2407hSirUMDOhu8nql6dZ6TX9JiIiIiIiMzP4cOHAShnMvfr1w9DhgxBZGSkxrF2dnZo1qwZAgICtH696OhoREdH1zrOzc0NX375pdavY61Us9Hd7d3haMNfNBBpq6VHSwgQcK/kHrKLs9HYsbGxI1Vx8e5FAJXbuhBR3TjYOKCxQ2Nkl2RDLsmGq4MNCkoqkHi3EG183Iwdj0yYVk0Fjx07BqlUih49eug6DxERERERGUhERESl/+/Tp0+lbWRe2NaFSDecbJ3QzLUZUgtSkZCbYJqF9Oz7hXQvFtKJtOHv4o/skmxkyjLRuqkrziTn4FpmAQvpVCOtPq/Qp08f9j0nIiIiIrIghw8fxrvvvmvsGNQAWUVZAAAfZxbSiRrKlNu7lMnL1AuhckY6kXZ8XZTtXdIL09HaxxUAcJV90qkWWhXSGzVqBD8/P11nISIiIiIiIi2pZ6SzkE7UYOoFR02wkB6fE48KRQU87D3QzKWZseMQmSXVgqO3ZLfQ5n4hnQuOUm20au0SHh6OhATT+8eEiIiIiIi0J5fL8eOPP+LgwYNIT09HSUmJxnGCIODQoUMGTke1URXSmzpxoVGihjLlQvqlu5cAKGejC4Jg5DRE5snPWVlITy9MR9/mynYuLKRTbbQqpE+bNg3Dhg3Db7/9hqefflrXmYiIiIiIyMDy8vIwePBgnD59GqIo1jiWhRvTxNYuRLqjKqTfyLsBhaiARNDqA/16oeqP3q5xOyMnITJfqhnpGYUZaN1UOSM9PbcY+SXlcHOwNWY0MmFaFdI7duyIqVOnYtiwYRg3bhyef/55BAcHw9FR88rwgYGBDQpJRERERET6NXv2bPz111/w9/fHv//9b7Rt2xZublxwy5xkyVhIJ9KVQNdA2EnsUFxRjLSCNAS6mU5d41K2ckZ6mFeYkZMQmS/VjPQMWQbcnWzh6+6AW3kliM8sQOdgTyOnI1OlVSG9efPmAABRFLF27VqsXbu22rGCIKCiokK7dEREREREZBA7d+6Eh4cHTp48CX9/f2PHoXoSRZGtXYh0yEZig5YeLXHl3hUk5CSYTCG9qLwIN3JvAOBCo0QNoZqRXlBWgKUHYtHaxxW38kpw5YFC+vJDCZArRLwzMFT9vFWxqyARJJjUYVKVY0bFRUEhKjA5fLJhToIMTqtCekBAAD/OSURERERkQbKysjBo0CAW0c1Uflk+SuTKnvZNnVlIJ9KFkEYhuHLvCuJz4tE/qL+x4wAArt67CoWogLejN9/rRA3gZOsED3sP5JbmYtXxM+jkq2yVdC0zH4CyiP7ZgXhMf6CIDgASQYKVsSsBoFIxPSouCitjV2JK+BQDnQEZg1aF9KSkJB3HICIiIiIiY2ratCkcHByMHYO0pJqN7ungCXupvZHTEFmG0EbKAlpCruksOKpq6/KIF2ejEzWUn4sfcktzMayLI7YfzwGgXHD0wSL6tP4hlZ6jKp4/WEx/sIiuaaY6WQ6tCulERERERGRZ/vWvf2HHjh0oLy+HrS0X2TI3bOtCpHshHsoCWkKO6RTSL95VLjTKti5EDefn7IfL2ZfRqSXgVBGETSeTcTopB6eTcjQW0VUmdZiEwrJCrIxdiai4KMhFOYvoVqJey04fOXIEkydPxlNPPYVhw4bhgw8+QHp6ur6yERERERGRgXzwwQewsbHBW2+9hZKSEmPHoXrKKlIuNMpWD0S6E9JIWURLKUhBSYVpfF+8nH0ZABcaJdIFVZ/0jMIMzH6mnXq7jUSotoiuooACACAX5bCV2LKIbiXqPCP9nXfewfLlywEoF7IRBAG//PILPv30U/zyyy/o06ePvjISEREREZGerVq1CoMGDcL69etx4MAB9O/fH4GBgZBIqs69EQQBs2fPNkJKqo5qRrqPk4+RkxBZDi9HL3UP5Rt5N4w+Czy/LB9J+UkAOCOdSBdUhfRbsluIOnpDvb1CIWL5oYRqi+klFSXYdm2b+nG5ohxRcVEspluBOhXSd+3ahS+++AIA0KJFC4SHhyM/Px+nTp1CQUEBxowZg5s3b8Lenr34iIiIiIjM0bx58yAIAkRRRGpqKqKjo6uMUe1nId30qFu7cEY6kc4IgoCQRiE4nXkaCTkJRi9eq2aj+7v4o5FDI6NmIbIEfs7KQvr5jET89Hc8xj0RhOg/kyEA+OxAPABoLKZH/hGJUnmp+nHvZr01LkBKlqdOhfSvv/4agiBg1qxZmD9/vnpWyq1bt/DMM88gNjYWv/76K1544QW9hiUiIiIiIv2YO3eusSNQA6hau/g4c0Y6kS6FePxTSDe2S3fvLzTK2ehEOqGakX67+Ja6J/rVzAKcTLyHbs09NRbTo+Ki8HvK7wCAJo5NcLv4NhxtHDElfAqL6VagToX0M2fOoEWLFliwYEGl7b6+vli2bBn69OmDs2fPspBORERERGSmWEg3b2ztQqQfqj7pJlFIz75fSPdiIZ1IF1SFdIlNESb09gcAvNw9CCcT7yHxrgz/1z8EcoVY6Tmqf29tJbaI7BqJGUdn4EzmGXzS+xMAgEJUGPAMyNDqVEjPzs5Gz549Ne7r3LkzAODevXu6S0VERERERER1IooiFxsl0hN1IT3XBArp92ekhzXmQqNEuuBq5wpXO1cUlBUgozADrRq1wqB2PvByscedglKENnXF04/6VnqOCGVhfWDQQEQERMBOYofskmwk5SdxJroVqLpykAbl5eVwcXHRuM/JyUk9RlfS09Px+eefY9CgQQgMDISdnR18fHzw/PPP49SpUxqfk5+fj+nTpyMoKAj29vYIDg7GzJkzUVhYqLNcREREREREpia3NFfdq7WpEwvpRLrUyqMVAOBu8V3klOQYLce9knvIkGUAANo2bmu0HESWRtUnXfX+srORYFSXAADA5pPJlcbml+Vjd+JuAMDI1iNhL7XHo96PAgDOZJ0xVGQyojrNSDe0FStWYMmSJWjZsiUGDRoEb29vJCQkYOfOndi5cye2bNmCkSNHqsfLZDJEREQgNjYWgwYNwujRo3H+/HksXboUR48exbFjx+Dg4GDEMyIiIiIiMg+lpaU4fPgwrl27hvz8fIiiWGUMFxs1LaqPmTd2aAw7qZ2R0xBZFmdbZ/i7+CO9MB0JOQno6tvVKDlUs9GD3YLhaudqlAxElsjPxQ/Xcq4hozBDvW10t0CsOnIdJxKzcf12AVo1Ub7nfr3xK0rkJWjl0Qodm3QEAHT26YwzWWdwJvMMRoSOMMo5kOHUuZAeGxuL+fPna7V/zpw59QrVtWtXHDlyBBEREZW2//HHH+jfvz/eeustPPfcc7C3twcAfPzxx4iNjUVkZCQWL16sHv/ee+9hyZIlWLZsGWbNmlWvDERERERE1mbHjh148803kZ2dXe0YURRZSDcx6v7oXGiUSC9CGoUoC+m5xiukX8y+CAAI82JbFyJdUvVJV81IBwB/D0f0a9MUB69kYfPJFMwb+ghEUcTWa1sBKGejC4IAAOjcVNny+kzmGfU9ElmuOhfS4+LiEBcXp9X++hbShw8frnF7r1690LdvX+zfvx8XLlxA586dIYoi1qxZAxcXlyo387Nnz8bKlSuxZs0aFtKJiIiIiGpw5swZ9ac+R40ahUuXLuHChQt47733kJCQgAMHDiA/Px+vv/46mjVrZuS09CB1f3S2dSHSixCPEBxJPWLUBUdVM9IfacyFRol0Sd3a5YEZ6QDwcvdAHLyShe3n0vDukNa4mH0ON/NuwtHGEc+0eEY97lHvR2EjscHt4ttILUhFoFugQfOTYdWpkN67d2+T+Y2Kra0tAMDGRhk9ISEBGRkZGDx4MJydnSuNdXZ2Ro8ePbBv3z6kpqYiICDA4HmJiIiIiMzB0qVLIZfLsWPHDgwdOhTjx4/HhQsXsHDhQgDAnTt38Morr2DPnj04f/68kdPSgzgjnUi/Qj1DAcBohXRRFHEp+/5Co5yRTqRTqhnptwpvVdreO8QbgZ5OSLlXhF/jMvCXTDkb/V8t/gUXu3/WkXS0cUR7r/Y4f/s8zmSdYSHdwtWpkH7kyBE9x6iblJQUHDx4EL6+vmjfvj0AZSEdAEJCQjQ+JyQkBPv27UNCQkK1hfTS0lKUlpaqH+fn5+s4ORERERGRaYuJiUG7du0wdOhQjfu9vb3x/fffIzg4GB988AG+/PJLAyek6mQWsZBOpE+hHvcL6bkJUIgKSASJQV8/qygLd4vvQipI0dqztUFfm8jSqQrp6YXplbZLJALGdAvE4j1XEX3qAjLdfgcAvNj6xSrH6Ny0s7KQnnkGw0M0d9kgy2DY7/4NUF5ejrFjx6K0tBRLliyBVCoFAOTl5QEA3N3dNT7Pzc2t0jhNFi1aBHd3d/UXZ64TERERkbW5c+cO2rRpo36s+gRoSUmJepu7uzsiIiKwe/dug+ej6mXJ2NqFSJ8C3QJhJ7FDcUUx0gvSa3+Cjqlmo7f0aAlHG0eDvz6RJfN38QcAZJdko6SipNK+EY81g51UghvFh1AhViDcO1zjL7PUfdKzzug/MBmVWRTSFQoFxo0bh2PHjmHixIkYO3asTo8/a9Ys5OXlqb9SU1N1enwiIiIiIlPn6uqKiooK9WPVRJWMjMo9Q21tbZGZmWnQbFQztnYh0i8biQ1aeLQAAMTnxhv89VX90dnWhUj33Ozc4GTjBAC4Javc3qWxiz2eDGsC20Z/AdA8Gx0AwpuEQypIcUt2q8rMdrIsJl9IVygUeO2117Blyxa8/PLLiIqKqrRfdYNf3YxzVZuW6masA4C9vT3c3NwqfRERERERWZNmzZpVmlCimp1++PBh9bby8nKcPHkSTZty5rOpUIgK9WKjLKQT6U+Ih7KdrDH6pKtmpHOhUSLdEwRB3d7l4QVHAaB9aAYktnkQ5U7o1qSvxmM42TrhES/l+/NMJmelWzKTLqQrFAqMHz8eGzZswOjRoxEdHQ2JpHJkVW90Va/0h9XWQ52IiIiIiICePXvi0qVL6gkqTz/9NGxsbDB9+nSsXLkSv/76K4YPH46MjAz06tXLyGlJ5V7JPZQryiFAgLeTt7HjEFmskEb1K6Svil2FqLgojfui4qKwKnZVnY7z4EKjqkIdEemWupAuq1pIP31vFwCgPLczfom9Xe0x2N7FOphsIV1VRN+4cSNGjhyJTZs2qfuiPygkJAR+fn6IiYmBTCartE8mkyEmJgbNmzdn33MiIiIioho899xzaNasGY4ePQoA8PX1xX//+18UFBRg2rRpeO655/Dbb7/Bw8MDCxYsMHJaUlHNRvdy9IKtxNbIaYgsl7qQnlu3QrpEkGBl7MoqxfSouCisjF1Z5wVL0wrSkFeaB1uJrXrRUyLSLT9nzTPSU/NT8WfGnwCAspxu2HIqBaIoajyGupDOGekWzSQL6ap2Lhs3bsSIESOwefNmjUV0QPkRjAkTJqCwsBAffvhhpX0ffvghCgsLMXHiREPEJiIiIiIyW/3790dCQgKGDh2q3jZ37lz8+OOPePHFFzFgwABMmzYNZ8+eRWBgoBGT0oPYH53IMFStXVLyU1AqL611/KQOkzAlfEqlYrqqiD4lfAomdZhUp9dVzUZv3ag1bKX8ZRmRPlTX2uWH+B8AAN19n4CT0ASJd2X480a2xmN0bNIREkGCtMI09b/NZHlsjB1Ak/nz52PDhg1wcXFBaGioxhkvzz33HMLDwwEA7777Ln7++WcsWbIE58+fR6dOnXDu3Dns378fXbp0wdtvv23YEyAiIiIishDDhw/H8OHDjR2DqqH6Yb2pE/vWE+lTE6cmcLNzQ35ZPhJzE9G2cdtanzOpwyRkyjLVxXS5KK9XER0ALt69CIBtXYj0SVMhvVReih3XdwAAxrQZhaZFXth8MgWbTyajRyuvKsdwsXNBW8+2uJR9CWeyzuCZFs8YJjwZlEkW0pOSkgAAhYWFWLhwocYxwcHB6kK6s7Mzjh49innz5mH79u04fPgwfH19MWPGDMydOxeOjo4GSk5ERERERGQ4XGiUyDAEQUBIoxCczTqLhNyEOhXSt8dvx883fgYAyEU5bCQ29SqiA1xolMgQ1K1dHuiRvj9pP3JLc+Hj7IPezXrD106GzSdTsP9yFrLyS9DUzaHKcTo37awspGeykG6pTLK1S3R0NERRrPFr3LhxlZ7j7u6OZcuWISUlBWVlZUhOTsbSpUvh6upqnJMgIiIiIiLSM7Z2ITIcVXuX2hYcLVeUY+HJhZh3Yh4qFBXq7RWKimoXINVErpDjcvZlAECYV5gWiYmoLlQz0u8U3UG5vBwAsPXaVgDACyEvQCqRoo2PG7oEN4JcIeL7v1I1HqezDxcctXQmOSOdiIiIiIgMq0WLFnUeKwgCbty4occ0VFdZMuWMdLZ2IdI/9YKjNRTS75Xcw3+O/genM0+rt73c9mX8EP8DSuWlWBm7EgDqNDM9KT8JRRVFcLRxRHP35g1MT0TV8XTwhIPUASXyEmTKMlFUUYS4O3GwEWzwfOjz6nEvdw/C6aQcfPdXCqb0bQkbaeX5yZ2adoIAAcn5ybhTdAfeTt6GPhXSM61mpEul0jp9OTg4oFmzZhg2bBh++eUXXWcnIiIiIiIdSUpKqvUrOTlZ/f/a2Lx5M95880107twZ9vb2EAQB0dHR1Y7Pz8/H9OnTERQUBHt7ewQHB2PmzJkoLCzU7iQtEFu7EBlOaKNQANUX0q/eu4rRu0bjdOZp2EqUC4NOCZ+CyK6ReOPRNwAAjjaOlRYgrYmqrUtbz7awkXAeJJG+CIIAXxdfAEC6LF09G71fYD94Of7TD31ImA8aO9shM78EB6/crnIcNzs3tPZsDYCz0i2VVoX02tquqL7KysqQkZGBn3/+GcOGDcPEiRN1nZ+IiIiIiHTg5s2bGr9u3LiB33//HdOnT4eNjQ3mzJmDxMRErV7j/fffx9dff43k5GT4+vrWOFYmkyEiIgLLli1DmzZt8M4776B169ZYunQp+vXrh5KSEq0yWBKFqGAhnciAWnm0AgDcLr6NvNK8Svv2Je3DK3teQYYsAwGuARjeanilhUXHPTIOzd2bo7iiGGGNw6AQFbW+HhcaJTIcVZ/0hJwE7ErcBQAY2XpkpTH2NlKM6BwAAPj2VLLG43Ruer+9SyYL6ZZIq0K6QqFAZGQknJ2d8Z///Afnz59HTk4OcnNzERsbi5kzZ8LFxQUzZ85ESkoKoqOj0bhxY6xbtw7btm3T9TkQEREREVEDBQUFafxq3rw5+vTpg6VLl2Lz5s1YsGCB1oX0NWvWICkpCXfu3MGkSTW3Nfj4448RGxuLyMhI7Nu3D4sXL8a+ffsQGRmJ06dPY9myZVplsCTZxdmoUFRAIkgqzZgjIv1wsXOBv4s/ACA+Jx6A8hday88tx3+O/gfFFcV4wu8JfPf0d3j/8fcrtW+xk9rh/W7vA1DONO/l36vW1+NCo0SGo+qTHn0pGsUVxWju3hxdfLpUGfdSt0AIAvBHwl3cvCursl9dSOeMdIukVSF906ZNWLp0Kfbs2YOPP/4YHTp0gLu7O9zc3PDoo49iyZIl2LNnDz777DMcOnQIr7zyCnbs2AFRFLFu3TpdnwMRERERERnAiBEj0LZtWyxatEir5w8YMABBQUG1jhNFEWvWrIGLiwtmz55dad/s2bPh4uKCNWvWaJXBkqhmo3s5erHtA5GerYpdhai4KPWCo/E58SgoK8C036fhmwvfAFDOOl/ZfyXc7d01HqOrb1f8q8W/IELEhyc/rLQQ6cPKFeW4du8aAC40SqRPqve2qpB+u0jZsmVk65FY/fdqrIpdVWn8j2fTEOzpBADY8tCs9OWHEvDXVQ8AQGJeIrKLs7XKoklUXFSVLGR4WhXSV6xYgZ49e6Jnz57VjunRowd69uyJL7/8Uv24Q4cOOH/+vHZJiYiIiIjI6Nq2bYvTp0/XPrABEhISkJGRgR49esDZ2bnSPmdnZ/To0QOJiYlITU3Vaw5TlynLBMC2LkSGIBEkWBm7EgVlBQCAP9L+wEu7X8LRtKMAgAGBAzCj84xaf6k1o/MMuNq54sq9K+o+zJrcyL2BUnkpXG1dEeAaoLsTIaJKVO/ty9mX1dscbRxxt/guVsauhESoXDqVSgTczC4CAPxwNg0l5XIAyiL6Zwfi4Wzjpl6Y+GzWWa2yPFxMj4qL0piFDE+rK3DlyhX4+/vXOs7Pzw9Xr15VP27ZsiVyc3O1eUkiIiIiIjIB6enpKCsr0+trJCQoF/ILCQnRuF+1XTXOWqkL6U4spBPp26QOkzAlfArO3lYWxmIyYnAz7yYAYEToCCzrW7d2U40dG+Odx94BAKw4vwJZsiyN41T90dt5tWPxjEiPVO/tA8kH1NuC3YKx5sKaSuscqEzrH4K3ByjvQ3KLyvHb37fURfTpA0MxrX+I1u1dVFlWxq7EF+e+wMW7F9VFdE1ZyPC0+m5sY2ODixcv1jru0qVLsLH557excrm8yowSIiIiIiIyD5s3b8aJEyfQrl07vb5OXp5yET93d83tEdzc3CqN06S0tBT5+fmVviyNqrVLU+emRk5CZB0mdZiE0W1GV9o2/pHxmPP4nHod5/mQ5/Go96OQlcvw8emPNY5RLzTK/uhEejepwySMf2S8+vGVe1dqLFy/PSAUPVo1BgD854e4SkV0oGF90id1mIS3OryFNRfWYPRvo1lENzFaNdLr1q0bDhw4gJUrV2LKlCkax6xatQp///03Bg0apN6WkpKCpk15k0dEREREZGpee+21avcVFBTg6tWruHz5MgRBwP/93/8ZMJl2Fi1ahA8++MDYMfSKM9KJDG9W11nYem0rFKICthJbTO88vd7HkAgSzOk+ByN3jcT+5P04nn4cPf0rt85VtZlgf3Qiw5jeeTo2XN6gfm/XVrj+cnQndPzwAEQo272oiugA8FjTxwAACTkJyC3JhYeDR72yuNm5VXr88C/wyHi0KqS///77OHjwIKZNm4bvv/8eY8aMQXBwMARBQFJSEr777jscP34cUqkU//vf/wAAWVlZiIuLq/EGnYiIiIiIjCM6OrrWMW5ubvjggw/w8ssv6zWLaiZ6dTPOVbPLq5uxDgCzZs3C9On/FLjy8/MREGBZfYbZI53I8Fb/vVpdaCtXlCMqLkqrmaKtPVvjpbYvYePljVh4ciF2PLsDDjYOAIBSeSkScpStq8Ias5BOZAhRcVH1em9vOvnPQqNyhYiFv13G/55WfmKvsWNjtHBvgcS8RJzNOov+Qf3rnCNLloXPzn5WadubB97E9898X88zIn3QqpDes2dPbN68GW+88QZiYmLw559/VtoviiKcnJywevVq9OrVCwBQVlaGtWvXonv37g1PTUREREREOrV+/fpq99nZ2cHf3x9du3aFg4OD3rPU1gO9th7qAGBvbw97e3vdhzMhbO1CZFgP9ypWPQagVTF9cvhk7Evah7TCNHxz4Rv8u+O/AQDX7l1DhVgBTwdP/qKMyADq+95W9UR/Z0AI/ki4izPJOfjmj5twdbCt1N4lMS8RZ7LO1KuQ/uaBN1GuKEdTp6b4qOdHeH3/67iUfQnz/pyHeU/M08n5kva0KqQDwKhRoxAREYG1a9fi6NGjSEtLAwD4+/ujd+/eeP311ystSBoQEIBXX3214YmJiIiIiEjnTOlePSQkBH5+foiJiYFMJqu0zpJMJkNMTAyaN29ucTPM60OukON20W0AbO1CZAiaFvxT/VfbYrqzrTNmdZ2Ft4+8jXUX1+HpFk+jhXuLSv3RBUHQ4VkQ0cPq+95+eGHRwWE+eGb5cVQoRHx2IB6AckHSzj6dsS1+W736pM/6YxZu5N2AAAEr+69Ea8/WGNpyKH658Qu2J2xHE6cmmBw+WVenTlpo0NLPvr6+eP/993HgwAFcuXIFV65cwcGDBzFnzpxKRXQiIiIiIqK6EgQBEyZMQGFhIT788MNK+z788EMUFhZi4sSJRkpnGu4W34VclEMqSOHl6GXsOEQWTyEqNC74N6nDJEwJnwKFqNDquP0C+6F3s96oUFRgwckFEEURl7IvAQAe8eJCo0T6Vt/3tlwhVlpYtI2PG17v1RwA4Opgg9JyOYB/Fhy9du8a8kqrXxxdpaSiBEdTjwIAxrYbi9aerQEAMzrPUPdMj7sdp+1pko5oPSOdiIiIiIgsy+XLl3HmzBncuXMHcrkc3t7e6NixI8LDw3Vy/DVr1uD48eMAgAsXLqi3HTlyBICyheSECRMAAO+++y5+/vlnLFmyBOfPn0enTp1w7tw57N+/H126dMHbb7+tk0zmZFXsKkgECSZ1mKRu6+Lt5A2pRKru7cqZakT6UdN7S5u2LiqCICDAJQA2gg1OZ57GrsRduHRXWUgPaxzG9zaRntX3vf3OwNAq2/6vfwh2xd1Cem4xVGV3bydvBLkFITk/Gedvn0efgD415vjmwjcoKC9AU6emlTJ5Onhi+mPTMe/EPMTeiUWmLFPd8mnZgfgqC52qLD+UALlCrJS3vuMfvO942MPfm+oz1pw1aEY6ERERERGZv+joaISGhqJ9+/YYP3483n33XcyaNQsTJkzAY489hlatWtXYQ72ujh8/jg0bNmDDhg04d+4cACAmJka9TVVkBwBnZ2ccPXoUb7/9Nq5cuYJPP/0UV69exYwZM3Do0CE4Ojo2OI+5kQgSrIxdiai4qH8WGnXyUX8sXSLwxzsic+Th4IEKsQIA8MnpT5CYlwgAOJt1lu9tIjPgZGeDeUOVnyD55lgi4rMKAPwzK/1MZs3tXRLzErHu4joAwKyus+Bs61xp/7CQYejg3QFFFUX4+PTH6u1SiYDPDsRj+aHKa8qo2s9IJZVbQ9V3/IP3HQ/SdN9Rn7HmTOsZ6SkpKVi0aBEOHjyI9PR0lJaWahwnCAIqKiq0DkhERERERPpRXl6OMWPG4KeffoIoigCUC4t6enpCFEXcu3cP5eXlSExMxIQJE/Dnn3/iq6++go2N8seIrKwsHDt2DCNGjKjT60VHRyM6OrrO+dzd3bFs2TIsW7as3udmiR7s2drDrwcAoLC8sEpvVyIyL5M6TIJCocBXf3+FnNIcAMr+6esvred7m8hMDGzXFAPbNcWBy1l4f8dFbH2zOzr7dMb2hO019kkXRRELTi5AhaICvZv1Rr/AflXGSAQJZnefjZG7RuJA8gEcSzuG3s16q2eWP9ib/eEe7g+q73hNveI19ZSv71hzJoiqO+Z6uHr1Knr06IHc3FzU5ekKhXa9wowlPz8f7u7uyMvLg5ubm7HjEBEREZGO8D6vstdffx3r16+Hra0t3nrrLbzyyivo0KEDpFIpAEAulyM2NhYbNmzA6tWrUVFRgalTp+KLL75AamoqBgwYgJdeeglz5swx8pnUzpKuveoHUxVL+gGVyJrNiZmDHdd3qB/zvU1kXtJzizHg06MoLpfjkxceRa+2thj440BIBAliRsXAxc6lynN+vfEr/nv8v3CQOmDHszvQzLVZtcf/9MyniL4UDX8Xf+x4dgccbZSfzlMVwwUAIgBfdwf4ujtUe5xbeSW4lVcCqUSo0vNdk8WnFuPbq99CgAARInycfNDUuanGsVmyLGQWZarHGur7mKHu87SaV/+///0POTk5GDRoEE6ePIm8vDwoFIpqv4iIiIiIyLScOHEC69evR5MmTXDq1Cl8/vnn6NSpk7qIDgBSqRSPPfYYli9fjpMnT6Jx48ZYtWoVtm7dit69e+P69etwdnau4VVIHyZ1mAQByo9fSwUpC21EFmJ+j/nq9gd8bxOZH38PR7w9QFmQ/mj3FdjDE81cmkEhKnD+9vkq4/NK87D0zFIAwJsd3qyxiA4Ab3V4Cz7OPkgvTMfXf3+t3j6soz8AZREdUBbKz6XkVvt1K68EgHLhVDuppMYiOgCUKkrvH1/5CplFmYi7E6fxK7MoUz3WEr+PadXa5ejRowgMDMTPP/8MOzs7XWciIiIiIiI9W7t2LQRBwIYNG+q0mGjHjh2xceNGPPXUUxgzZgxEUcTIkSOtctFPY4uKi1L/MCsX5YiKi7K4H1SJrJFqQT4biQ0qFBV8bxOZodd6NsdP59JxLasAi/dcRWffzki7noYzWWfQq1mvSmO/OPcF7pXcQ0v3lni13au1HtvJ1gnvdX0Pbx9+G9GXovFMi2fQ0qMlZu+8CADqGelDO/jhmUd9qz3OzvPp2H1RWfAukyuw/FBCtcV0hajA7sTdAJS/4JOLcjzV/CkMDh6scfy+pH3YfXO3eqylfR/TakZ6UVERunbtyiI6EREREZGZOnr0KEJCQjB4sOYfhDQZMmQIQkKUP2i9/vrr2LJlS6UZ7KR/qrYuthJbAMCYNmM0Lu5FROblwV7C58eex5TwKXxvE5khW6kEC4eFAQC2nklFY2lbAKjSJz3uThx+iP8BAPB+9/dhK7Wt0/H7BfRDn2Z9UKGowIcnP8QXB+NxJP4OAOB/T7fF9IGh+CUuA1czCzDoEZ8qX1czC7D7YibspMqS8LgngjQuQKry4YkPUVRRBFuJLf566S9MCZ+C3Td3Iz4nHv0C+1X6is+Jx+6buzElfApiX4m1yO9jWs1Ib9GiBWQyma6zEBERERGRgdy6dQtPPfVUvZ/XoUMHXL9+Hd98840eUlFNVIW21x55DesurYMAATM6z0Ajh0aVFvciIvOiaUE+TQv3EZF56BzsiVFdAvD96VT8esoR8AAu3b2EovIiONk6KYvgJz4EADzb8ll09ulc52MLgoBZ3WbhVOYpnM06i+MZ30MQHoMoAoPa+SCwsROAyguKqjy4sOjei5m4fCsfvUK84elsr3F8VFwUfkz4EQDQL7Af7KR21X5vspbvY1rNSB87diyOHTuGO3fu6DqPdTm8CDj6seZ9Rz9W7jfUeFPKwuzMzuy6G29KWZid2U1tvCllYfbqj016IwgCRFGsfeBDRFGEo6OjHhJRbRSiAlPCp6BvYF8AQFPnpuofaqeET4FC5PpUROZI9d5+uMjE9zaR+Yoc0gaezna4ccsOrlJvyEU5Ym/HAgC2XNmCaznX4G7vjumdp9f72H4ufnjz0TcBAK5+eyFKZGjd1FVdRJ/WPwTTB4ZCrqh8n/fgwqJB98cmZxdVO14hKtDIvhEAoG9AX/V2Td+brOX7mFaF9BkzZuDxxx/Hk08+iYsXL+o6k/WQSIHDC6v+MHn0Y+V2idRw400pC7MzO7PzXE0tC7ObR3ZrOldTyqLv7KQ3vr6+iIuLq/fz4uLi4Otbfd9N0p/J4ZMxqcMkpBakAgACXAPU+yZ1mITJ4ZONFY2IGkD13taE720i89TI2Q6znmwDAMjLUf57fSbrDDJlmfgy9ksAwPTHpsPTwVOr47/yyCto5dEKFSiAvfc+DGzXtNL+af1D8M7A0Erb3rlfRAegLrqn3CuqdvwzLZ5BTmkObASbKv3dH/7eZC3fx7Rq7TJo0CCUl5fj3LlzCA8PR2BgIAIDAyGRVK3LC4KAQ4cONTioRYp4V/nfwwsBeRnQ8x3g+DLg2CdA75nA41OAsgda6Dw+RTlOH+P1eWxmZ3ZTG29KWXiuzG5q400pC8/VerL/+SVw5COg7//+uT8ivevduzfWr1+PPXv24Mknn6zTc3777Tdcv34dr732mp7TUU3SCtIAVC6kExERkWl54bFmWHzyC8jEEkigLKTfzLuJ4opihHuH45cLl7Hj70vY9Pzseh/bVmKLtp7tcD33Ouwa/YUg/9sAWqv3qxYvrq6AHeTpDABIzpZp3A8Ah1MPAwAe83kMbnZu9c5oiQRRi89zaiqYV/sCggC5XF7flzCq/Px8uLu7Iy8vD25uBviL8vsC5Q+aRERERNbKQEV0g9/nmbBTp07h8ccfh7e3N/bu3YuOHTvWOP7cuXMYPHgw7t27h5iYGHTv3t1ASXXDkq79f//4L35N/BX/1+n/MKH9BGPHISIiomq8uHU+rpT8AAAQIECECKkgRWunQbgs24PH3EYhetj/tDp25KFPsTstGgAQ4hGCrf/aCluJrcZ+5Q+LuX4XL605hRbezvh9Rh+NY17d8yrO3T6H97q+h5favqRVRkMx1H2eVjPSDx8+rOsc1q3nOyykExERkfWS2nEmuhF069YN48ePx/r16/H444/jrbfewtixYxEeHq6eOKNQKHD+/Hls3LgRq1evRnl5OV555RWzK6JbGlVrl2auzYychIiIiGqybeQc9FlTgmzbXyFCOZfZyzakwUV0AJDmD0Lp3Zuw9zqKhNwEfHv5W5TIS2otogNAoKeytUvqvSLIFSKkEqHS/pySHMTeiQVQuT+6tdOqkB4REaHrHNbtT2VvJEjtlB9x7j1TWVyvjuqj0voYr89jMzuzm9p4U8rCc2V2UxtvSll4rtaR/ejHLKYbQVRUFHJycrBz504sX74cy5cvh52dHTw9lf067927h7KyMgDKRUaHDh2Kr7/+2piRCdDYI52IiIhM055XPkTX6DOA/S2IIpBVdrXBRXSFQsShK1koy38SnUMqcCEnBp+e/RQAai2iA4CfhyNspQLK5SJu5RWjWSOnSvuPpR2DQlSgdaPW8HPx0zqnxRGpiry8PBGAmJeXp/8XO7JEFOe6Kf+r6bEhx5tSFmZndmbnuZpaFmY3j+zWdK6mlEXf2XXIoPd5ZuTrr78WW7RoIQqCoPGrefPm4urVq40ds0Es5drLymRiWHSYGBYdJuaVmve5EBERWYsvYw6Jj6xX/vv9yLoODT5ebEqOGBS5S2w3e49YVFYmto9uL4ZFh4kdNtT92H0+OSwGRe4SYxLuVNn3f7//nxgWHSZ+ef7LBmc1BEPd57GQroHBbrKr+6HRGNtNKQuzm8d2U8piTdmt6VxNKQuzW+Z2U8rC7NVv1zFLKabqS1xcnLhu3TpxyZIl4pIlS8S1a9eKsbGxxo6lE5Zy7a9mXxXDosPEHt/1MHYUIiIiqqNXti9QF9HDosPEV39a0KDjfbL3qhgUuUt8a/MZ8avYr9S/ZA+LDhNXxa6qW6a1p8SgyF3illPJlbYXlxeLXTZ3EcOiw8RLdy81KKehGOo+r06tXV577TUIgoCPPvoITZs2xWuvvVbnGe+CIGDt2rX1nilvFRRyzQtrqR4r5IYbb0pZmJ3ZmV13400pC7Mzu6mNN6UszF79scmgHn30UTz66KPGjkE1SCtIAwAEuLCtCxERkTkYt2MhzhV8D+/yoUi8/gS8mx3DWXyPcTugdXuXA5ezAAC2jQ9hZewmvNH+DXx79VvIymVYFbsKAoRa27sENVa2c0nOLqq0/dStUyiuKIaPsw/aerbVKp+lEkRRFGsbJJFIIAgCrly5gtDQUPXiQ3V6AUGAXG5ePxAZaqVXIiIiIjIs3udZL0u59tEXo/Hp2U/xZPCT+DjiY2PHISIiohqM27EQZ/O/x2Nuo7Cw73T0WvI7FCLQreNZXC75Qate6SnZRej9yWHYex+CndcBdU/0hScX4vtr36OFewsk5iXW2it9zR+JWPDbFTzV3gerXnpMvX3en/OwPWE7RrUehf91176PuyEZ6j6vTjPS169fDwDw9fWt9JiIiIiIiIgMR7XQaDPXZkZOQkRERLWRKxSViuX92jTBwSu38YjTC3C0k0KuUNT7mPsvZwIA/D0c8OIDxfKRrUfi+2vfIzk/GePajYNCrPnYQY2dAVSeka4QFTiSegQA0Dewb72zWbo6FdJfffXVGh8TERERERGR/qkK6YFugUZOQkRERLXZ9PzsSo9f6h6Eg1du48ezqTj13/fgaCet9zFVbV1eaj0Rr3dort7eqlErdGrSCedun4OjrSMmh0+u8TjB91u7pGQXQRRFCIKAv+/8jeySbLjYuqBL0y71zmbp6t6jhYiIiIiIiIwqpSAFABDgyh7pRERE5iYixBsBno7IL6nAr3EZ9X5+jqwMp5PuAQAGtWtaZf+oNqMAANvjt6NcUV7jsQI8lYX0gtIK5BQpxx5OPQwA6OnfE7ZS23rns3QspBMREREREZmBckU5MmXKj3OzkE5ERGR+JBIBY7oGAQA2n0qu9/N/v3obChFo4+OqLoQ/aEDgAHg6eOJ28W0cTT1a47EcbKXwcXMAACRnywD8U0jvG8C2LprUqbXL/PnztX4BQRAwe/bs2gcSERERERFRtW4V3oJclMNB6gBvR29jxyEiIiItvNi5GZYdiMffaXn4Oy0XjzbzqPNzD15RtnUZqGE2OgDYSm0xPGQ41lxYg63XtmJA0IAajxfY2AmZ+SVIuVeERu55uJl3EzaCDXo261nnTNakToX0efPmQRAEiKJYabsgCDU+T9Vfh4V0IiIiIiKihnlwodHafhYjIiIi09TYxR5PtffBztgMbD6ZjI9f8KjT80rK5TgafwdA9YV0AHgh9AWsvbAWJ2+dRHJ+MoLcgqodG+TphL9u3kNydhFybGIAAJ19OsPNzq3uJ2RF6lRInzt3bpVtN2/exMaNG+Hg4IBBgwaheXNlc/ukpCTs378fJSUlePXVVxEcHKzTwERERERERNbowUI6ERERma+XuwdhZ2wGfonLwP+eagd3p9r7kZ+4kY2iMjl83BzQ3t+92nH+Lv7o1awXjqUdw7Zr2zCzy8xqxwbdX3A0ObsId8vY1qU2WhXSU1NT0alTJzz33HP46quv0LRp5d+C3L59G5MmTcJvv/2GM2fO6C4tERERERHpREpKSoOeHxgYqKMkVFeqQjr7oxMREZm3x4IaoY2PK65mFuDHc2l4vWfzWp+z/7KyrcuAdk1q/WTayNYjcSztGHZe34l/d/w3HGwcNI4LbOwMAEi8l4nEklgALKTXpE6F9IfNnj0btra22LJlCxwcql6IJk2aYMuWLWjRogVmz56NDRs2NDgoERERERHpTnBwsNbtQQRBQEVFhY4TUW1YSCciIrIMgiDgpe5BmL3zIr49lYzXetR8X6ZQiA/0R/ep9fg9/HrA38Uf6YXp2Ju0F8+1ek7juKD7C5YmF5+BwlGBtp5t4eviW/8TshISbZ60f/9+9O7dW2MRXcXBwQG9evXCgQMHtA5HRERERET6ERgYqPFLFEX1l5ubG9zc3NSPVc8LCGAh1xhYSCciIrIcwzr6w9lOisQ7Mpy4kV3j2Li0XNwpKIWLvQ26t/Cs9dhSiRQvhL4AANh2bVu141StXYps/wbA2ei10aqQfu/ePRQXF9c6rqSkBDk5Odq8BDZv3ow333wTnTt3hr29PQRBQHR0tMaxqsVQq/tKSkrSKgMRERERkaVKSkrCzZs31V83btxA586d4eXlhWXLluHevXvIyclRf33++efw8vJC586dcePGDWPHtzqiKCK9MB0AC+lERESWwMXeBsM6+QMANp9KrnHsgfttXSJCvWFvI63T8Ye1GgYbiQ0u3L2Ay9mXNY7xcLKDq6MCNs4JAIA+AX3qmN46adXaJTAwEIcPH0ZWVlaV/ugqmZmZOHz4sNazVd5//30kJyfDy8sLvr6+SE6u+S8UgGoXN/Xw8NAqAxERERGRtVi2bBl+/fVXnDlzBmFhYZX2ubu7Y9q0aejXrx8ee+wxfPrpp5g5s/qFq0j37hbfRXFFMSSCBH7OfsaOQ0RERDrwcvcgbD6Zgv2XsnA7vwRN3DR3/1AV0ge201yH1aSxY2MMDBqIPTf3YNu1bZj3xDyN45o0ScFtSTka2TVBG8829T4Ha6LVjPQxY8agsLAQ/fv319i65eDBgxg4cCBkMhnGjBmjVbA1a9YgKSkJd+7cwaRJk+r0nHHjxmHevHlVvlhIJyIiIiKqWXR0NCIiIqoU0R8UFhaGPn36cA0kI1C1dfF19oWt1NbIaYiIiEgX2vi4oXNQI1QoRHx/OlXjmKS7MiTcLoRUIqBv6yb1Ov6o1qMAALtv7kZ+Wb7GMRJn5Wz1AIcuWq+fYy20KqS/99576NatGy5fvowhQ4agadOm6NatG7p164amTZti8ODBuHTpErp27Yr33ntPq2ADBgxAUFCQVs8lIiIiIqL6uXHjBry8vGod17hxYyQmJhogET1IVUhv5trMyEmIiIhIl17urqx/bjmVggq5osp+1SKj3Zp7wt2pfr9M79ikI1p5tEJxRTF+vfFrlf1yhRy5QhwAwFn+aH2jWx2tCukODg74/fffMWPGDLi4uODOnTs4ffo0Tp8+jTt37sDZ2RnTp0/HoUOHalyQVNeOHTuGJUuW4JNPPsHOnTtRWFhosNcmIiIiIjJnzs7O+Ouvv9SLimoiiiJOnz4NZ2dnAyYjgAuNEhERWaon2/vA09kOmfklOHT1dpX9+7Vo66IiCAJGth4JQLno6MP3eRfuXkCJIg+i3AFFeZzQXButeqQDgKOjIz755BN8+OGHOHfuHNLS0gAA/v7+eOyxxwxaQFeZO3dupcceHh744osv8Morr9T4vNLSUpSWlqof5+dr/qgDEREREZGl6tOnD3766SfMnDkTS5YsgVRaeSEruVyO9957Dzdu3MDzzz9vpJTWi4V0IiIiy2RvI8WIzs2w+mgiNp9MxuBHfNT77snKcCbpHgDtCukA8EyLZ/DZ2c+QmJeIM1ln0MWni3rf76m/AwAqClsjtbSsAWdhHbQupKs4ODjgiSee0EUWrXXo0AHr1q1Dnz594Ovri8zMTOzatQtz5szBuHHj4OHhgaFDh1b7/EWLFuGDDz4wYGIiIiIiItMyf/587N27F8uWLcOPP/6IF198Ec2bNwcAJCUlYdu2bUhJSYGzszPvnY0grUA5cYmFdCIiIsvzUtcgfH0sEX8k3EXSXRmCvZSf/vv96m0oRKCtrxuaNXLS6tgudi54psUz+CH+B2y9trVSIf1wymEAQEVBO6TLilEhV8BGqlUDE6vQ4EK6KRg2bFilx8HBwZg6dSratm2LgQMH4v3336+xkD5r1ixMnz5d/Tg/Px8BAbxBJSIiIiLr0bZtW+zZswdjxoxBSkoKPv3000r7RVGEv78/vv32W7Rr185IKa0XZ6QTERFZrsDGTogI9caRa3ew5a8U/PeptgCAA5czAWg/G11lZOuR+CH+BxxKPoS7xXfh5eiFm3k3kZSfBBuJDSSlbVCmEJGRW4LAxtoV7K1BgwvpV69exbVr15Cfn19tP8XaWqvoS//+/dGyZUtcuHAB+fn5cHNz0zjO3t4e9vb2Bk5HRERERGRaevbsiYSEBGzfvh1Hjhyp1L4xIiICL7zwgkFbOAYHByM5OVnjvoiICBw5csRgWYypoKwAOaU5AFhIJyIislQvdwvCkWt3sO1MKqYPDAUAHIu/CwAY2LZhhfTWnq0R7h2O2Dux+CnhJ7zx6Bs4nKqcjd6laRfcuO2JG3dkSL4nYyG9BloX0k+ePIk33ngDly5dqnaMKIoQBMFohXQA8PLywvXr11FUVFRtIZ2IiIiIiJTs7e0xZswYjBkzxthRAADu7u54++23q2wPDg42eBZjUc1G93TwhLMtF3olIiKyRH3bNIG/hyPSc4vx29+34OFki+JyOXzdHRDm3/Ca5outX0TsnVj8EP8DXg97Xd3WpW9gX8gznJWF9Owi9App8EtZLK0K6fHx8Rg4cCBkMhkef/xxZGVl4ebNmxg1ahQSEhIQGxsLuVyOYcOGGbV4LZPJcOnSJTg7O8PLy8toOYiIiIiISDseHh6YN2+esWMYFdu6EBERWb7lhxIQ3NgJ6bnF2HwqGa2bugIABrRtihW/X4dcIeKd+zPVtXEz7yYcpA7IlGVi5/WdiLsTBwDoG9AXO//+GnZe95Byr4VOzsVSadU9fsmSJZDJZFi1ahViYmLQq1cvAMC3336Lv/76C+fPn0d4eDgSEhLw5Zdf6jTwwwoKChAfH19le3FxMSZOnIiCggK8+OKLsLGxiHbwRERERERkZVhIJyIisnxSiYCYG9mQCMD5lFz8EpcBAJCVVeCzA/GQSoQGHd9OaocSeQkAYMnpJRAhoq1nW+y8vhOXi38AIEFytqyhp2HRtKouHz58GC1btsSkSZM07n/kkUewa9cutGrVCgsXLsRHH31U79dYs2YNjh8/DgC4cOGCepuqD2LPnj0xYcIEZGdno02bNujSpQvatm0LHx8fZGVl4eDBg0hLS0P79u3xySefaHOaREREREQWq0UL7WccCYKAGzdu6DBN9UpLSxEdHY2MjAy4ubmhS5cu6Natm0Fe21SkFSh71bOQTkREZLmm9Vf2VPnsgHLCcFGZHHZSCX46l47pA0PV+7U1qcMk5JXmYfOVzSiuKAYAuNq5YmXsSjzVbBy2XmmDZJuihp2EhdOqkH7r1i0MGTJE/VgqlQIAysrKYGdnBwDw9fVFREQEfvrpJ60K6cePH8eGDRsqbYuJiUFMTIz68YQJE+Dp6YnJkyfjr7/+wu7du5GTkwNHR0e0bdsW06ZNw9SpU+Ho6KjNaRIRERERWaykpCStnysIDZsRVR+ZmZkYP358pW1dunTBd999h5YtW1b7vNLSUpSWlqof5+fn6y2jvnFGOhERkXWY1j8EqTlF+OGM8pfoZXKFToroKpFdI3Es7RhSClIAAH9l/oUp4VMw0O9lbD1wFCn3itRrXlJVWhXSHR0dK7VKcXVV9uzJyspCQMA/N3dubm5ITU3VKlh0dDSio6NrHefm5qb39jFERERERJbm5s2bxo5Qq/Hjx6NXr14ICwuDi4sL4uPj8dlnn2HTpk3o378/Lly4oP5Z5GGLFi3CBx98YODE+sFCOhERkfX4+PlH8eOZNIgAbCSCzoroKu92eRdTf58KALCV2GJSh0korZBDEJSz4O8WlsHb1V6nr2kptCqk+/v7IyUlRf24VatWAIATJ06oC+miKOLcuXNo1KiRDmISEREREZEuBQUFGTtCrebOnVvpcXh4ODZu3AgA2LRpE7755htMnz5d43NnzZpVaV9+fn6lST/mokxehkxZJgCgmWszI6chIiIifVvx+3WIUPZMr1CIWH4oQafF9Cv3rgAAbCQ2KFeUIyouCpM6TIKfuyPSc4uRck/GQno1tFpstFu3brh8+TKKi5X9dFRtXt555x389ttvuHDhAt566y3cuHEDXbp00V1aIiIiIiKyem+++SYAVGr7+DB7e3u4ublV+jJH6YXpECHC0cYRjR0aGzsOERER6dHyQwn47EA8pg8MxY2PnsL0gaH47EA8lh9K0Mnxo+KisDJ2JaaET8H5secxJXwKVsauRFRcFAI9nQAAydnsk14drWakP/XUU9iwYQN27dqFESNGoGXLlnjjjTewevVqDB06FIByRrq9vT0WLFig08BERERERKRfGRkZOHr0KNLT0wEoP5Hau3dv+Pv7GzmZkpeXFwBAJpMZOYn+PdjWhf1KiYiILNeDRXTVDPSHFyBtyMz0B4vokzpMAgD1f1fGrkSo6wsAOrOQXgOtCunDhw9HeXl5pW0rV65ESEgIfvjhB9y7dw9t27bFf//7XzzyyCM6CUpERERERPqVl5eHqVOn4vvvv4dCoai0TyKRYPTo0VixYgXc3d2NlFDp1KlTAIDg4GCj5jAE9kcnIiKyDnKFqHFhUdVjuUJs0PEVoqJSEV1F9fjUzbsAgJR7LKRXR6tCuiYSiQTTp0+vtkchERERERGZrpKSEgwYMADnzp2DKIro0KEDWrZsCQBITExEbGwsvv32W1y9ehV//PEH7O312zvz6tWrCAwMhJOTU5XtkZGRAIAxY8boNYMpSCtIA8BCOhERkaV7Z2Botft00SN9cvjkavdN6jAJAcItHD55DsnZlv+JP21pVUh/7bXX4OXlhY8//ljXeYiIiIiIyAhWrFiBs2fPolOnTvj666/RqVOnSvvPnz+PN998E2fPnsWKFSvwn//8R695vv/+e3z22Wfo3bs3goKC4OzsjPj4eOzevRvl5eWYNWsWevfurdcMpoAz0omIiMgQghorJy9wRnr1tCqkb968Gc8++6yusxARERERkZFs3boVbm5u2LdvHxo3rrqoZceOHbF79260atUK33//vd4L6X379sWVK1dw/vx5/PHHHygqKoKXlxeeeuopTJ48GYMGDdLr65sKVSG9mWszIychIiIiSxZ4v5B+t7AMhaUVcLHXWSMTi6HVn4iPjw8XuiEiIiIisiDx8fHo37+/xiK6ipeXF/r27YuDBw/qPU9ERAQiIiL0/jqmTCEq2NqFiIiIDMLNwRaNnGyRU1SO5GwZHvEz7po4pkiizZMGDhyImJiYKguOEhERERGReZLL5bC1ta11nK2tbZWFSEk/bhfdRpmiDDaCDXydfY0dh4iIiCxcYGNnAEBKNtu7aKJVIX3evHkoLS3FxIkTUVBQoOtMRERERERkYM2bN8exY8dQXFxc7Zji4mIcO3YMzZs3N2Ay66Vq6+Lr4gsbCT9eTURERPoV5Kls75LMPukaaXU3tn79egwZMgQbN27Eb7/9hgEDBiA4OBiOjo5VxgqCgNmzZzc4KBERERER6c/QoUOxePFivPTSS1i9ejW8vb0r7b9z5w7efPNN3LlzBxMmTDBSSuvChUaJiIjIkFQLjiZzRrpGdSqk9+vXD0OGDMG7774LQDkjXdUjPTs7G1u3bq3yHEEQIIoiC+lERERERGZg5syZ2LJlC37++WccOHAAQ4YMUc88T0xMxN69e1FcXIygoCC9LzRKSiykExERkSEF3p+RnnJPZuQkpqlOhfQjR44gODhY/XjOnDlcbJSIiIiIyII0atQIhw8fxujRo/HXX39h+/bt6nt+URQBAN26dcOWLVvg4eFhxKTWg4V0IiIiMqRgL2WPdM5I10yr1i7z5s3TcQwiIiIiIjK25s2b4+TJk4iJicGRI0eQnp4OAPD390efPn3Qo0cPIye0LiykExERkSGpeqRn5BajrEIBOxutlte0WFyxhoiIiIiIKunRoweL5iaAhXQiIiIyJG9XezjaSlFcLkd6bjGa35+hTkr8tQIREREREZGJySvNQ0FZAQCgmWszI6chIiIiayAIgrpPenI2+6Q/jIV0IiIiIiKqoqKiAp9++il69eqFtm3bYuDAgVi3bp2xY1kN1Wx0b0dvONo4GjkNERERWYvAxqoFR9kn/WF1LqRv2LABUqm03l82NuweQ0RERERkan766Sc0adIE//vf/6rsUygUePrpp/Huu+8iJiYG165dw6FDhzBx4kSMGzfO8GGtENu6EBERkTEEqWeks5D+sDoX0kVR1PqLiIiIiIhMy+HDh5GdnY0XXnihyr5vvvkGBw4cgCiKGDp0KL788ku8++67cHR0xKZNm7B//34jJLYuqkI627oQERGRIQU1ZiG9OnWeLj5kyBBERkbqMwsRERERERnIqVOn4Ovri44dO1bZt3r1agiCgFGjRuHbb79Vb+/atSteeOEFbNq0CYMGDTJkXKvDGelERERkDIGNlQuMptxjj/SH1bmQ7uPjg4iICH1mISIiIiIiA7l16xbCw8OrbL979y5iY2MhCAJmzpxZad/w4cMRHByMU6dOGSil9WIhnYiIiIxB1dol5V4RRFGEIAhGTmQ6uNgoEREREZEVunv3Lho1alRl++nTpwEA3t7eGgvt7dq1Q0ZGhr7jWT0W0omIiMgY/Bs5QioRUFKuwO2CUmPHMSkspBMRERERWSGpVIo7d+5U2X7u3DkAQKdOnTQ+z8PDAxUVFXrNZu1KKkpwu+g2ABbSiYiIyLBspRL4eTgAYJ/0h7GQTkRERERkhYKCgnDu3DmUlZVV2n7o0CEIgoBu3bppfN7du3fRtGlTQ0S0WumF6QAAF1sXeNh7GDcMERERWZ0gT2Wf9ORs9kl/EAvpRERERERWqG/fvsjOzsbs2bPV2w4fPoyjR48CAJ5++mmNzzt//jz8/PwMktFaPdjWhX1JiYiIyNACGyv7pHNGemV1KqQrFAqsW7dO31mIiIiIiMhA3n77bdjZ2WHp0qUICAhAp06dMHjwYABAt27d0Llz5yrPOXHiBO7cuVPtbHXSDVUhvZlrMyMnISIiImukWnA0+R4L6Q/ijHQiIiIiIivUqlUrfPvtt3B2dkZ6ejpiY2NRUVEBPz8/bNiwQeNzVq9eDQDo37+/IaNaHS40SkRERMYUdH9Gegpbu1RiY+wARERERERkHMOHD0fPnj2xa9cuZGVlITAwEM899xycnZ01ju/atSs6duyIfv36GTipdUkpSAHAQjoREREZR6CqRzpnpFfCQjoRERERkRVr0qQJXnvttTqNnTx5sp7TEACkFaQBYCGdiIiIjEPVIz23qBx5xeVwd7Q1ciLTwNYuREREREREJkKukCO9MB0AC+lERERkHC72NvBysQMApHDBUTUW0omIiIiIiExEZlEmKhQVsJXYoqlTU2PHISIiIisV1FjV3oV90lVYSCciIiIiIjIRqoVG/V38IZVIjZyGiIiIrFWQp7K9SzJnpKuxkE5ERERERGQiVIV0tnUhIiIiY1L1SWdrl3+wkE5ERERERGQiWEgnIiIiUxB0v5DO1i7/YCGdiIiIiIjIRKQVpAFgIZ2IiIiMK9BT2SOdM9L/wUI6ERERERGRieCMdCIiIjIFqhnpt/JLUFohN3Ia08BCOhERERERkQkQRZGFdCIiIjIJjZ3t4GwnhSgCqfeKjR3HJLCQTkREREREZAJySnMgK5dBgAB/V39jxyEiIiIrJggCAhvfb+/CPukAWEgnIiIiIiIyCarZ6E2cmsBeam/kNERERGTtgjzvLzjKPukAWEgnIiIiIiIyCWzrQkRERKZE1SedhXQlFtKJiIiIiIhMAAvpREREZEoC7xfSU+6xkA6YcCF98+bNePPNN9G5c2fY29tDEARER0dXOz4/Px/Tp09HUFAQ7O3tERwcjJkzZ6KwsNBwoYmIiIiISKdOnz6Np556Ch4eHnB2dkb37t2xbds2Y8fSi7SCNAAspBMREZFpCPJU9khPzmaPdACwMXaA6rz//vtITk6Gl5cXfH19kZycXO1YmUyGiIgIxMbGYtCgQRg9ejTOnz+PpUuX4ujRozh27BgcHBwMmJ6IiIiIiBrq8OHDGDx4MBwcHDBq1Ci4urpi+/btGDlyJFJTUzFjxgxjR9QpzkgnIiIiU6Jq7ZJ6rxhyhQipRDByIuMy2Rnpa9asQVJSEu7cuYNJkybVOPbjjz9GbGwsIiMjsW/fPixevBj79u1DZGQkTp8+jWXLlhkodf0sOxCP5YcSNO5bfigByw7EG2y8KWVhdmZndt2NN6UszM7spjbelLIwe/XHJutVUVGBiRMnQiKR4NixY/j666/x6aefIi4uDqGhofjvf/9b42QbY1m1YzSifn5Z476on1/Gqh2jqx2fkp8C4J9CepXxhxcBRz/W/MJHP1buf5ApjTelLPoeb0pZmJ3ZTW28KWVhdmY3tfGmlAXAibX/QerOebCRCCiTK5CZX/LPvvWROLH2P5XGnlgfqfHQD481ZyZbSB8wYACCgoJqHSeKItasWQMXFxfMnj270r7Zs2fDxcUFa9as0VfMBpFKBHym4YfJ5YcS8NmB+Cq/5dHneFPKwuzMzuw8V1PLwuzmkd2aztWUsug7O1mv33//HTdu3MCYMWMQHh6u3u7u7o7//ve/KCsrw4YNG4wXsBoSiRQrc+OqFNOjfn4ZK3PjIJFINY5fsXM0skuyAQDNXJtpHi+RAocXVv0h+OjHyu0PHdukxptSFp4rs5vaeFPKwnNldlMbb0pZrPBcn0hZjXfsdgL4p73LifWReDw5qkr2x5OjqhTTNY41Z6IZWLRokQhAXL9+fZV9165dEwGIgwcP1vjcwYMHiwDElJSUOr9eXl6eCEDMy8vTNnKdfXEwXgyK3CUu3XdVlJWWi0v3Xa30+OGvh/frcrw+j83szG5q400pC8+V2U1tvCll4blaR/bPD1wTgyJ3iV8cjNf7vZch7/OoYWbNmiUCEL/77rsq+27duiUCEPv161fn4xny2n+18yUxLDpM/OqnUaJYWih+9dOoSo8f/lLtD4sOE5/Y8kTN4w99KIpz3ZT/1fTYlMebUhaeK7Ob2nhTysJzZXZTG29KWazsXE+ueUcU57qJX/z3FXFbzBX145Nr3ql2rGrfn2tniuJcN/HPde/q/d7LUPd5giiKotGq+HW0ePFizJo1C+vXr8e4ceMq7fvtt9/wzDPPYOrUqVixYkWV5/773//Gl19+iUOHDqFfv34aj19aWorS0lL14/z8fAQEBCAvLw9ubm46PRdNPt1/DSt+v6731yEiIiIyVdMHhmJa/xC9v05+fj7c3d0Ndp9H2hsxYgR+/PFHnDlzBo899liV/a6urmjUqBFSUlI0Pt/Y9/hLtj+PzYXxgCgCggA3uRxuCkW14+9JJCiSSiGIIkRBwJScXEzKzdd7TiIiIiJ9ORE0CY+PX6L31zHUPb7Jtnapq7y8PADKj3hqovrDU43TZNGiRXB3d1d/BQQYdnGft/q0NOjrEREREZkSW6lgkCI6mZe63Oeb8j3+iIj5yv8RlO2K8qVSpNnaVvtVJFV+5FkUBNiKIovoREREZNbKRBuDFNENycbYAUzBrFmzMH36dPVj1WwVQ/nmWCIA5Q+R5XIR/+7Xqsbi+ldHbmDF79f1Ml6fx2Z2Zje18aaUhefK7KY23pSy8FytI/vyQwksppNOGfsef/cfCwAANqKICkHA884tMOyJ/1Y7fsefH2G7LBG2oohyQUBUh6cw6elq1no6vgw49gkgtQPkZUDvmUDPd6oPY0rjTSkLz5XZTW28KWXhuTK7qY03pSxWdq6nNs1Gt9S1KBNtYCdU4FCTV9B48Hsax2bvW4z+tzeqx55YH2lZxXS9No7RkZp6pO/atUsEIE6dOlXjc6dOnSoCEA8dOlTn1zNGj3RVT9CHHxtyvCllYXZmZ3aeq6llYXbzyG5N52pKWfSdXZfYI918vPDCCyIA8cyZMxr3u7i4iAEBAXU+nlF6pO98SePjBo0/skTZy/TIEs2PTXm8KWXhuTK7qY03pSw8V2Y3tfGmlMXKzvXPde9W6nP+8GNtx+qaoe7zzL6Qbs6LjVb3Q6MxtptSFmY3j+2mlMWaslvTuZpSFma3zO2mlIXZDVdMZyHdfJjrYqPVFcF1sr26H3bNYbspZeG5MrupbTelLDxXZje17aaUxcrOtbpCuKbt9RmrD4a6zzP71i4hISHw8/NDTEwMZDIZnJ2d1ftkMhliYmLQvHlzg/dErAu5QtS4sJbqsVwhGmy8KWVhdmZndp6rqWVhdvPIbk3nakpZ9J2drFdERAQWLVqE/fv3Y9SoUZX27du3Tz3G1CgUckzx6IBJz26utH3Ss5uBn1+GQiHXfrxCDvT9HxDxbuUXVT1+6NgmNd6Usuh7vCllYXZmN7XxppSF2Znd1MabUpb7jzUtFvr4+CU4sb5q9jqPNWOCKIom/9PK4sWLMWvWLKxfvx7jxo2rsn/u3LmYP38+IiMjsXjxYvX29957D0uWLMFHH32EWbNm1fn1DLXSKxEREREZFu/zzEdFRQVat26N9PR0nDx5EuHh4QCUi5B27doVSUlJuHbtGoKDg+t0PF57IiIiIstkqPs8ky2kr1mzBsePHwcAXLhwAefOnUOPHj3QqlUrAEDPnj0xYcIEAMqZ5z169EBcXBwGDRqETp064dy5c9i/fz+6dOmCo0ePwtHRsc6vzZtsIiIiIsvE+zzzcvjwYQwePBgODg4YNWoUXF1dsX37diQnJ2Pp0qWYMWNGnY/Fa09ERERkmQx1n2eyrV2OHz+ODRs2VNoWExODmJgY9WNVId3Z2RlHjx7FvHnzsH37dhw+fBi+vr6YMWMG5s6dW68iOhERERERmYa+ffvi+PHjmDt3LrZu3Yry8nK0b98eS5YswciRI40dj4iIiIisiMnOSDcmzlYhIiIisky8z7NevPZERERElsnqZ6Qbk+p3C/n5+UZOQkRERES6pLq/41wS68N7fCIiIiLLZKh7fBbSNSgoKAAABAQEGDkJEREREelDQUEB3N3djR2DDIj3+ERERESWTd/3+GztooFCoUBGRgZcXV0hCIJBXjM/Px8BAQFITU3lR00tCK+r5eE1tUy8rpaJ19Xy6OKaiqKIgoIC+Pn5QSKR6DghmTLe45Ou8LpaHl5Ty8Tranl4TS2TOd3jc0a6BhKJBM2aNTPKa7u5ufGbgQXidbU8vKaWidfVMvG6Wp6GXlPORLdOvMcnXeN1tTy8ppaJ19Xy8JpaJnO4x+c0HCIiIiIiIiIiIiKiGrCQTkRERERERERERERUAxbSTYS9vT3mzp0Le3t7Y0chHeJ1tTy8ppaJ19Uy8bpaHl5TMjf8O2uZeF0tD6+pZeJ1tTy8ppbJnK4rFxslIiIiIiIiIiIiIqoBZ6QTEREREREREREREdWAhXQiIiIiIiIiIiIiohqwkE5EREREREREREREVAMW0omIiIiIiIiIiIiIasBCupGdPn0aTz31FDw8PODs7Izu3btj27Ztxo5Ftdi8eTPefPNNdO7cGfb29hAEAdHR0dWOz8/Px/Tp0xEUFAR7e3sEBwdj5syZKCwsNFxoqlF6ejo+//xzDBo0CIGBgbCzs4OPjw+ef/55nDp1SuNzeF1NX0lJCaZPn47evXvDz88PDg4O8PHxQY8ePbB+/XqUl5dXeQ6vq3lasmQJBEGAIAg4efJklf28rqYvODhYfQ0f/urTp0+V8aWlpZg/fz5CQkLg4OAAPz8/vPHGG7h9+7bhwxM9hPf45on3+JaH9/iWiff41oP3+ObP0u7xBVEURWOHsFaHDx/G4MGD4eDggFGjRsHV1RXbt29HcnIyli5dihkzZhg7IlUjODgYycnJ8PLygrOzM5KTk7F+/XqMGzeuyliZTIaePXsiNjYWgwYNQseOHXH+/Hns378fXbp0wbFjx+Dg4GD4k6BK3nvvPSxZsgQtW7ZEnz594O3tjYSEBOzcuROiKGLLli0YOXKkejyvq3m4e/cuAgIC0LVrV4SGhsLb2xs5OTnYs2cPkpOTMWjQIOzZswcSifL3yryu5unixYvo3LkzbGxsIJPJcOLECXTv3l29n9fVPAQHByM3Nxdvv/22xn0P/hurUCjw1FNPYd++fejevTsiIiKQkJCAHTt2oHnz5jh58iS8vb0NF57oAbzHN1+8x7c8vMe3TLzHtw68x7cMFnePL5JRlJeXiy1bthTt7e3F8+fPq7fn5uaKoaGhop2dnZiUlGS8gFSjAwcOqK/PokWLRADi+vXrNY6dM2eOCECMjIystD0yMlIEIH700Uf6jkt1sH37dvHIkSNVth87dky0tbUVGzVqJJaUlKi387qaB7lcLpaWllbZXl5eLvbp00cEIO7atUu9ndfV/JSVlYmdOnUSu3XrJr788ssiAPHEiROVxvC6moegoCAxKCioTmPXrVsnAhBHjx4tKhQK9favvvpKBCC+8cYbekpJVDPe45s33uNbHt7jWybe41s+3uNbDku7x2ch3Uj27dsnAhDHjx9fZV90dLQIQPzggw+MkIzqq6abbIVCIfr5+YkuLi5iYWFhpX2FhYWii4uL2KJFCwMlJW0NGjRIBCCePn1aFEVeV0vxxRdfiADEzz//XBRFXldzNXfuXNHe3l68dOmS+Oqrr1a5yeZ1NR/1ucl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-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, axs = plt.subplots(2, 2)\n",
-    "for ax, key in zip(axs.flatten().tolist(), [\"trading_price\", \"sold_quantity\", \"unit_price\"]):\n",
-    "    for p in range(world.n_products):\n",
-    "        ax.plot(world.stats[f\"{key}_{p}\"], marker=\"x\", label=f\"Product {p}\")\n",
-    "        ax.set_ylabel(key.replace(\"_\", \" \").title())\n",
-    "        ax.legend().set_visible(False)\n",
-    "axs[-1, 0].legend(bbox_to_anchor=(1, -.5), ncol=3)\n",
-    "fig.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "id": "stainless-inflation",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:38.010752Z",
-     "iopub.status.busy": "2022-02-16T09:17:38.009608Z",
-     "iopub.status.idle": "2022-02-16T09:17:38.460612Z",
-     "shell.execute_reply": "2022-02-16T09:17:38.461341Z"
-    },
-    "papermill": {
-     "duration": 0.634999,
-     "end_time": "2022-02-16T09:17:38.461629",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:37.826630",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, axs = plt.subplots(1, 2)\n",
-    "for ax, key in zip(axs.flatten().tolist(), [\"spot_market_quantity\", \"spot_market_loss\"]):\n",
-    "    for a in world.non_system_agent_names:\n",
-    "        ax.plot(world.stats[f\"{key}_{a}\"], marker=\"x\", label=f\"{a}\")\n",
-    "        ax.set_ylabel(key.replace(\"_\", \" \").title())\n",
-    "        ax.legend().set_visible(False)\n",
-    "axs[0].legend(bbox_to_anchor=(1, -.2), ncol=4)\n",
-    "fig.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "missing-mission",
-   "metadata": {
-    "papermill": {
-     "duration": 0.220483,
-     "end_time": "2022-02-16T09:17:38.853329",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:38.632846",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "You can dig futher to understand what happened during this siumulation. For example, let's see some of the contracts that were signed:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "id": "quick-peace",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:39.213451Z",
-     "iopub.status.busy": "2022-02-16T09:17:39.209064Z",
-     "iopub.status.idle": "2022-02-16T09:17:39.222186Z",
-     "shell.execute_reply": "2022-02-16T09:17:39.222842Z"
-    },
-    "papermill": {
-     "duration": 0.190349,
-     "end_time": "2022-02-16T09:17:39.223076",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:39.032727",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "# create a view with only signed contracts\n",
-    "contracts = world.contracts_df\n",
-    "signed = contracts.loc[contracts.signed_at>=0, :]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "id": "subject-aspect",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:39.574758Z",
-     "iopub.status.busy": "2022-02-16T09:17:39.573769Z",
-     "iopub.status.idle": "2022-02-16T09:17:39.595618Z",
-     "shell.execute_reply": "2022-02-16T09:17:39.602124Z"
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seller_namebuyer_namedelivery_timequantityunit_pricesigned_atexecutedbreachednullifiederred
4902MAD@1BUYER168270TrueFalseFalseFalse
314SELLER01SRO@0258105TrueFalseFalseFalse
20103SRO@1BUYER137270TrueFalseFalseFalse
69SELLER01SRO@037100TrueFalseFalseFalse
205SELLER01SRO@007100TrueFalseFalseFalse
387SELLER01SRO@03171011TrueFalseFalseFalse
5803SRO@1BUYER176270TrueFalseFalseFalse
7602MAD@1BUYER146270TrueFalseFalseFalse
11303SRO@1BUYER26270TrueFalseFalseFalse
21803SRO@1BUYER146270TrueFalseFalseFalse
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-      "text/plain": [
-       "    seller_name buyer_name  delivery_time  quantity  unit_price  signed_at  \\\n",
-       "49      02MAD@1      BUYER             16         8          27          0   \n",
-       "314      SELLER    01SRO@0             25         8          10          5   \n",
-       "201     03SRO@1      BUYER             13         7          27          0   \n",
-       "69       SELLER    01SRO@0              3         7          10          0   \n",
-       "205      SELLER    01SRO@0              0         7          10          0   \n",
-       "387      SELLER    01SRO@0             31         7          10         11   \n",
-       "58      03SRO@1      BUYER             17         6          27          0   \n",
-       "76      02MAD@1      BUYER             14         6          27          0   \n",
-       "113     03SRO@1      BUYER              2         6          27          0   \n",
-       "218     03SRO@1      BUYER             14         6          27          0   \n",
-       "\n",
-       "     executed  breached  nullified  erred  \n",
-       "49       True     False      False  False  \n",
-       "314      True     False      False  False  \n",
-       "201      True     False      False  False  \n",
-       "69       True     False      False  False  \n",
-       "205      True     False      False  False  \n",
-       "387      True     False      False  False  \n",
-       "58       True     False      False  False  \n",
-       "76       True     False      False  False  \n",
-       "113      True     False      False  False  \n",
-       "218      True     False      False  False  "
-      ]
-     },
-     "execution_count": 27,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "fields = [\"seller_name\", \"buyer_name\", \"delivery_time\", \"quantity\", \"unit_price\",\n",
-    "          \"signed_at\", \"executed\", \"breached\", \"nullified\", \"erred\"]\n",
-    "signed[fields].sort_values([\"quantity\", \"unit_price\"], ascending=False).head(10)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "cheap-montana",
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-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "Let's check some of the contracts that were fully executed"
-   ]
-  },
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-   "execution_count": 28,
-   "id": "express-heather",
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seller_namebuyer_namedelivery_timequantityunit_pricesigned_atexecutedbreachednullifiederred
4902MAD@1BUYER168270TrueFalseFalseFalse
314SELLER01SRO@0258105TrueFalseFalseFalse
20103SRO@1BUYER137270TrueFalseFalseFalse
69SELLER01SRO@037100TrueFalseFalseFalse
205SELLER01SRO@007100TrueFalseFalseFalse
387SELLER01SRO@03171011TrueFalseFalseFalse
5803SRO@1BUYER176270TrueFalseFalseFalse
7602MAD@1BUYER146270TrueFalseFalseFalse
11303SRO@1BUYER26270TrueFalseFalseFalse
21803SRO@1BUYER146270TrueFalseFalseFalse
\n",
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-       "    seller_name buyer_name  delivery_time  quantity  unit_price  signed_at  \\\n",
-       "49      02MAD@1      BUYER             16         8          27          0   \n",
-       "314      SELLER    01SRO@0             25         8          10          5   \n",
-       "201     03SRO@1      BUYER             13         7          27          0   \n",
-       "69       SELLER    01SRO@0              3         7          10          0   \n",
-       "205      SELLER    01SRO@0              0         7          10          0   \n",
-       "387      SELLER    01SRO@0             31         7          10         11   \n",
-       "58      03SRO@1      BUYER             17         6          27          0   \n",
-       "76      02MAD@1      BUYER             14         6          27          0   \n",
-       "113     03SRO@1      BUYER              2         6          27          0   \n",
-       "218     03SRO@1      BUYER             14         6          27          0   \n",
-       "\n",
-       "     executed  breached  nullified  erred  \n",
-       "49       True     False      False  False  \n",
-       "314      True     False      False  False  \n",
-       "201      True     False      False  False  \n",
-       "69       True     False      False  False  \n",
-       "205      True     False      False  False  \n",
-       "387      True     False      False  False  \n",
-       "58       True     False      False  False  \n",
-       "76       True     False      False  False  \n",
-       "113      True     False      False  False  \n",
-       "218      True     False      False  False  "
-      ]
-     },
-     "execution_count": 28,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "signed.loc[signed.executed, fields].sort_values([\"quantity\", \"unit_price\"], ascending=False).head(10)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "id": "broadband-macro",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:40.869872Z",
-     "iopub.status.busy": "2022-02-16T09:17:40.868714Z",
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-     "start_time": "2022-02-16T09:17:40.562262",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "
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seller_namebuyer_namedelivery_timequantityunit_pricesigned_atbreaches
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-      "text/plain": [
-       "Empty DataFrame\n",
-       "Columns: [seller_name, buyer_name, delivery_time, quantity, unit_price, signed_at, breaches]\n",
-       "Index: []"
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-     },
-     "execution_count": 29,
-     "metadata": {},
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-   "source": [
-    "signed.loc[signed.breached, fields[:-4] + [\"breaches\"]].sort_values([\"quantity\", \"unit_price\"], ascending=False).head(10)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "broken-bobby",
-   "metadata": {
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-   "source": [
-    "We can now see how does the singning day affect delivery day, product and quantity"
-   ]
-  },
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-   "execution_count": 30,
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-    {
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rL85ZY3aYA3GTB7W2qU3xuNfuu8GmNsXjHOnn/eGdbGpTPO6jR7vY1KZ4nL39fD6mm03xxeMcaeOq83dVG3uvgauus6vaVKXr7Kp/z57898mRz7729uPpn68pkgMAqp2LuQWa+sXPGvreTk394ucSNywpzs/HS6O7R1g91ujuEfLzYTi1VW7upZ9Onjlzxuz+M2fOyMvLS76+ts0AcZS3l0Ext116s3b5+7TC5zG3tZZ3We/iKqnqfv4AUFkUFsiXLVum++67T8uXLy9zHfLLRUZGKisrSwkJCaX2rV27VpLUo0ePEvGStG7dOovxhTEVbfPswXbH1fDzVt/WDazG923dQDX8/ncdAwN81K6x9UJ+u8ZBCgz4331THOknuKavwupZnxUaVq+GgmsWm+Eb6Kf6gdZn39YP9FPdYjH29lM/yF9BAebvCVMoKMBH9YP8/9enA21cdf6uamPvNXDVdXZVm6p0nV3179mT/z458tnX3n48/fM1n+oBANXK6GW7de20NVr+3TFtTTqr5d8d07XT1mj0st1m46MHtdZjPSJKfePtZZAe6xGhaBu/PcclXbt2lSS9+uqrpX7G/c477+jEiRPq3Lmz/P39zTV3qgFtQvX2Qx3U8LKfSjYMDtDbD3XQgDahFZ6DO1X38wcAT1e4xMqyZcv0z3/+UytWrLBaID979qx+++03nT17tsT2Rx99VJI0derUoi+rpUu/7tq0aZP69eunsLD/zcW+9957FRwcrHnz5unEiRNF20+cOKH58+crJCREd911l7NOs0wpZRTKze1fOKyjxcJN39YNtHBYx1Lbvxrb3WIhql3jIH01trtT+tn8bC+LhbWwejW0+dlepbbvntLXYmGxfqCfdk/pW+5+fortb7GwGBTgo59i+5fa7kgbV52/q9rYew1cdZ1d1aYqXWdX/Xv25L9Pjnz2tbcfT/58bTCZTGXcV7T6SU9PV3BwsNLS0sr1U24AgGcZvWy31ieetrjf0psFScrNN2r5jhQdPX9BYXVramjncIe/4a7O40xBQYF69eqlLVu2qEGDBrr99ttVp04d7dmzRxs3blSNGjW0adMmdepU9s8XnXUdC4wm7Uo+r9MZ2WpQ+9ISI9VpBnV1P38AsMadY3ZsbKymT5+uwMBAPfnkk/LxKV3wufPOO9W+ffsS8TExMYqNjS0RN3r0aC1atEjXXXedBg8erFOnTmnlypUKDAzUjh071LJlyxLxK1as0NChQ1W/fn3dd999kqSVK1fq7NmzWrlypf75z3/adS7OuI6RUXE6Wux5mMqeaX4xt0Az4xOVcu6CwuvV1ORBrUvMnDQnMztfE1bu1bE/L6rpFTX02n03lJih6ax+0i7kaeSSXTqZlq1GwQF6f3inEjNOzTmfmav7F2zX6YxcNajtp48e7VJixq0z+jmTnqO73tqm81l5qlvLV5+P6VZixq2z2rjq/F3Vxt5r4Krr7Ko2Vek6u+rfsyf/fXLks6+9/Tjz87XknHGGIrkZ1bl4AQBV1cXcAl07bU2ZcftnDCjzTUN5VfdxJicnR6+99po+/vhjHThwQLm5ubryyivVs2dPTZ48Wddee61Nx6nu1xEAUPHcOdYMHz5cS5cutRqzePFiDR8+XJL1IrnRaNT8+fO1YMECHTp0SIGBgerTp49efPFFNW/e3Oyx16xZo5kzZ2rPnj0yGAy68cYbNWXKFPXp08fuc2HMBgBUJIrkFYQBHACqnqlf/Kzl3x0rM27oLU31/J1tKzQXxhnn4DoCACoaY41zcB0BABXJGeMMa5IDAKqFlHMXnBoHAAAAAACqBorkAIBqIbxeTafGAQAAAACAqoEiOQCgWphs412ybY0DAAAAAABVA0VyAEC1UMPPW31bN7Aa07d1gwq/aScAAAAAAPAsFMkBAJVa2oU83f1WgjrP2qC730pQ2oU8i7ELh3W0WCjv27qBFg7rWFFpAgAAAAAAD+Xj7gQAAHBU5L836ui5i0XPT6Vl6/oZ6xRWr4Y2P9vLbJuFwzrqYm6BZsYnKuXcBYXXq6nJg1ozgxwAAAAAgGqKIjkAoFK6vEBe3NFzFxX5740WC+U1/Lz1/J1tKzI9AAAAAABQSbDcCgCg0km7kGexQF7o6LmLVpdeAQAAAAAAkCiSAwAqoZFLdjk1DgAAAAAAVF8UyQEAlc7JtGynxgEAAAAAgOqLIjkAoNJpFBzg1DgAAAAAAFB9USQHAFQ67w/v5NQ4AAAAAABQffm4OwEAAAqdz8zV/Qu263RGrhrU9tNHj3ZR3UC/UnHBNX0VVq+G1Zt3htWroeCavhWZLgAAAAAAqAIokgMAPELHF9brTGZu0fO/LuapwwvrVT/QT7un9C0Vv/nZXor890azhfKwejW0+dleFZovAAAAAACoGiiSAwDc7vICeXFnMnPV8YX1FgvlaRfyNHLJLp1My1aj4AC9P7wTM8gBAAAAAIDNKJIDANzqfGauxQJ5oTOZuTqfmWtx6ZVPx3StqPQAAAAAAEAVx407AQBudf+C7U6NAwAAAAAAsAdFcgCAW53OsD6L3N44AAAAAAAAe1AkBwC4VYPapZdQKU8cAAAAAACAPSiSAwDc6qNHuzg1DgAAAAAAwB4UyQEAblU30E/1zdyQs7j6gX5mb9oJAAAAAABQXhTJAQAV4nxmrvq9ukntp69Tv1c36Xym5TXFd0/pa7FQXj/QT7un9K2oNAEAAAAAQDXn4+4EAABVT8cX1utMsaL4Xxfz1OGF9VYL3run9NX5zFzdv2C7TmfkqkFtP330aBdmkAMAAAAAgApFkRwA4FSXF8iLO5OZq44vrLdYKK8b6Kd1E2+twOwAAAAAAABKYrkVAIDTnM/MtVggL3QmM9fq0isAAAAAAACuRJEcAOA09y/Y7tQ4AAAAAACAikaRHADgNKczbJshbmscAAAAAABARaNIDgBwmga1bbvJpq1xAAAAAAAAFY0iOQDAaT56tItT4wAAAAAAACoaRXIAgNPUDfRT/UDrs8TrB/qpbhkxAAAAAAAArkKRHABQpvOZuer36ia1n75O/V7dpPOZltcU3z2lr8VCef1AP+2e0rei0gQAAAAAALCbj7sTAAB4to4vrNeZYkXxvy7mqcML660WvHdP6avzmbm6f8F2nc7IVYPafvro0S7MIAcAAAAAAB6HIjkAwKLLC+TFncnMVccX1lsslNcN9NO6ibdWYHYAAAAAAADlx3IrAACzzmfmWiyQFzqTmWt16RUAAAAAAABPR5EcAGDW/Qu2OzUOAAAAAADAE1EkBwCYdTrDthnitsYBAAAAAAB4IorkAACzGtS27SabtsYBAAAAAAB4IorkAACzPnq0i1PjAAAAAAAAPBFFcgCohlL/ytZNz69Ty3/F66bn1yn1r+xSMXUD/VQ/0Pos8fqBfqpbRgwAAAAcs2LFCj322GO66aab5O/vL4PBoCVLlth1jFtvvVUGg8HqY/ny5SXahIeHW4y99dZbnXeCAAB4CB93JwAAcK1rp67WxTxj0fOzWXm6ZfYG1fD10v7nB5aI3T2lrzq+sF5nMkuvO14/0E+7p/St8HwBAACqqylTpujo0aMKCQlRaGiojh49avcxhg8fbrawnZeXp1mzZsnLy0u9e/cutT84OFhPPfVUqe3h4eF25wAAgKejSA4A1cjlBfLiLuYZde3U1WYL5eczc3X/gu06nZGrBrX99NGjXZhBDgAAUMEWLVqkFi1aKCwsTLNnz1Z0dLTdxxg+fLjZ7Z9++qlMJpMGDRqkRo0aldpfp04dxcbG2t0fAACVEUVyAKgmUv/KtlggL3Qxz6jUv7LVsE5Aie11A/20buKtFZgdAAAALtenT58KO/Z7770nSRo1alSF9QEAQGVBkRwAqokh87bYHPf91H4VnA0AAADc5cSJE1q7dq1CQ0M1ePBgszE5OTlasmSJTp48qaCgIHXs2FE333yzizMFAMA1KJIDQDWRnp3v1DgAAABUTosXL5bRaNTDDz8sHx/zZYHU1FSNGDGixLaOHTvqP//5j5o3b271+Dk5OcrJySl6np6eXv6kAQCoQF7uTgAA4BpBAbZ9L2prHAAAACofk8mkxYsXS7K81MqIESO0YcMG/fHHH8rKytLevXs1dOhQ7d69W71791ZGRobVPmbNmqXg4OCiR5MmTZx+HgAAOBNFcgCoJr4e18OpcYAjlixZIoPBYPXRu3dvd6cJAECVtXHjRiUnJysyMlJXX3212ZiYmBj16tVLDRo0UM2aNdW+fXstW7ZMQ4cO1dGjR7Vw4UKrfURHRystLa3ocfz48Yo4FQAAnIbpggBQTTSsE6Aavl5Wb95Zw9er1E07AWdq3769YmJizO7773//q19//VX9+/d3cVYAAFQfhTfsfOSRR+xu+9hjj2n58uVKSEjQxIkTLcb5+/vL39/f4RwBAHA1iuQAUMmdSc/RXW9t0/msPNWt5avPx3RT/SDzH0r2Pz9Q105dbbZQXsPXS/ufH1jR6aKaa9++vdq3b19qe25urubPny8fHx89/PDDLs3pYm6BZsYnKuXcBYXXq6nJg1qrhp+3S3NA5VNgNGlX8nmdzshWg9oB6hRRV95eBnenBQBW/fnnn/r8889Vp04d3XPPPXa3DwkJkSRlZWU5OzUAANyKIjkAVGLtYteWuNHmhb8K1HHmNwoK8NFPseZn4+5/fqBS/8rWkHlblJ6dr6AAH309rgczyOFWX3zxhc6dO6c777xTV155pcv6Hb1st9Ynni56vjVJWv7dMfVt3UALh3V0WR6oXNb8ckrTVyXqVFp20bbQ4ADF3NZaA9qEujEzALBuxYoVys7O1qhRoxQQYP97v507d0qSwsPDnZwZAADuxZrkAFBJXV4gLy49O1/tYtdabNuwToC+n9pPB18cpO+n9qNADrdbtGiRJMd++u2oywvkxa1PPK3Ry3a7LBdUHmt+OaXHV+wpUSCXpNS0bD2+Yo/W/HLKTZkBqO7Onj2r3377TWfPnrU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-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, ax = plt.subplots(1, 3)\n",
-    "for i, x in enumerate([\"delivery_time\", \"quantity\", \"product_index\"]):\n",
-    "    ax[i].scatter(signed.signed_at, signed[x])\n",
-    "    ax[i].set(ylabel=x.replace(\"_\", \" \").title(), xlabel=\"Signing Day\")\n",
-    "fig.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "id": "favorite-sitting",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:42.757005Z",
-     "iopub.status.busy": "2022-02-16T09:17:42.752953Z",
-     "iopub.status.idle": "2022-02-16T09:17:43.328544Z",
-     "shell.execute_reply": "2022-02-16T09:17:43.329464Z"
-    },
-    "papermill": {
-     "duration": 0.811941,
-     "end_time": "2022-02-16T09:17:43.329709",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:42.517768",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, ax = plt.subplots(1, 3)\n",
-    "for i, x in enumerate([\"delivery_time\", \"unit_price\", \"product_index\"]):\n",
-    "    ax[i].scatter(signed.quantity, signed[x])\n",
-    "    ax[i].set(ylabel=x.replace(\"_\", \" \").title(), xlabel=\"Quantity\")\n",
-    "fig.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "tutorial-judges",
-   "metadata": {
-    "papermill": {
-     "duration": 0.192929,
-     "end_time": "2022-02-16T09:17:43.752905",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:43.559976",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "Did any agents go bankrupt and when?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "id": "classified-antique",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:44.269470Z",
-     "iopub.status.busy": "2022-02-16T09:17:44.268346Z",
-     "iopub.status.idle": "2022-02-16T09:17:44.271912Z",
-     "shell.execute_reply": "2022-02-16T09:17:44.272952Z"
-    },
-    "papermill": {
-     "duration": 0.295466,
-     "end_time": "2022-02-16T09:17:44.273332",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:43.977866",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{'00MAD@0': 'No', '01SRO@0': 'No', '02MAD@1': 'No', '03SRO@1': 'No'}\n"
-     ]
-    }
-   ],
-   "source": [
-    "bankruptcy = {a: np.nonzero(stats[f\"bankrupt_{a}\"].values)[0]\n",
-    "        for a in world.non_system_agent_names}\n",
-    "pprint({k: \"No\" if len(v)<1 else f\"at: {v[0]}\" for k, v in bankruptcy.items()})"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "listed-toolbox",
-   "metadata": {
-    "papermill": {
-     "duration": 0.46096,
-     "end_time": "2022-02-16T09:17:44.937317",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:44.476357",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "You can see what happened during this simulation by drawing graphs at different steps.\n",
-    "The meaning of different edge colors can be drawn as follows:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 33,
-   "id": "chubby-channel",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:45.654721Z",
-     "iopub.status.busy": "2022-02-16T09:17:45.651869Z",
-     "iopub.status.idle": "2022-02-16T09:17:45.898756Z",
-     "shell.execute_reply": "2022-02-16T09:17:45.899568Z"
-    },
-    "papermill": {
-     "duration": 0.662536,
-     "end_time": "2022-02-16T09:17:45.902550",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:45.240014",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "from negmas import show_edge_colors\n",
-    "show_edge_colors()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "accompanied-cleaners",
-   "metadata": {
-    "papermill": {
-     "duration": 0.210479,
-     "end_time": "2022-02-16T09:17:46.362804",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:46.152325",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "You can see what happened in this world in a series of graphs using the `draw` method"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 34,
-   "id": "arabic-badge",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:46.879325Z",
-     "iopub.status.busy": "2022-02-16T09:17:46.878318Z",
-     "iopub.status.idle": "2022-02-16T09:17:49.658080Z",
-     "shell.execute_reply": "2022-02-16T09:17:49.659285Z"
-    },
-    "papermill": {
-     "duration": 3.038648,
-     "end_time": "2022-02-16T09:17:49.659840",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:46.621192",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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7u7s6dOigQ4cO5ao+FC05aVMff/yxWrVqJR8fH7m5ualmzZp67bXXdOPGjXT7y0mbkqSHm7bWKx1rWd2mQn/4lz6Y/Z1+2B+c4TYZyWmbCgkJ0dtvv60OHTrI09NTJpNJ27Zty3E9AAAAtmCLeybJPq7vJO6ZkHvcM2WOeybAdqwaxkqSvv/+e7300kvpxpKV7o496+TkpPnz5+vFF1/Mdl90yQbuz3PPPaeVK1fqtddeU82aNbVw4ULt379fW7duVZs2bSRJQ4YM0Q8//KAmTZooODhYjo6OGT5peP78eTVv3lzFihXT0KFDVa1aNYWEhOjQoUPasGGDEhISdDkyTo9//qcuLXpTyTevq2S7wZIkc3yMbp/cpqSQc/JqPUCl2g1Ks+87EVcUuvwdpcRFy8P/cblUqClzwm3dPrFNd8IuatS4VzVnxheZHuemTZs0Z84cbdmyRTdv3pSjo6P8/PzUr18/vfrqqypfvny6bcxms9q2bauAgABNmjRJ3t7emj17ti5fvqyDBw+qZk2e4kB6OWlTffv2lY+Pj+rUqSNPT0+dOnVK8+bNU9myZXXkyBG5u7tLylmbku6ON1u7cSslRYXkWZsq1aqvAn5ZnOl4tPfTprZt26YOHTqoZs2a8vb21p49e7R161a1b98+r95+oEjh+he5xTkD3J+CvmeS7Of6jnsm3A/umbhnAgpSjq+BjTxw8OBBo1evXoaHh4dhMpkMk8lkuLu7G7169TL279+f4/1ER0cbkozo6Oi8CAsoEv766y9DkvGf//zHsiw+Pt6oUaOG0bp1a8uyq1evGklJSYZhGEa3bt2MqlWrZri/MWPGGE5OTkZQUFC6daGhoYZhGMYL3+w1qv/zF8O1Sn3D2dvXqPr2esvLd+LPhqNXWcPkUszwfXPN/5ZPWm04+1Q1TM6uRvlB/5d2mzfXGO51HzMkGcuXL09X761bt4y+ffsaJpPJ6Nq1qzFjxgxj/fr1xo8//mi89957Rs2aNY2SJUsaK1euTLftDz/8YEgyVqxYYVkWFhZmlCxZ0njuuedy9iajSMlpm8rIypUrDUnGsmXLLMty0qYM4267cvP1z7M2VbxuW0OS0Wbkv9PVa02biomJMSIiIgzDMIwVK1YYkoytW7dm+74CyBjXv0XH9u3bjf79+xuVKlUyXFxcjKFDh1rWbdy40fjHP/5hhISEZLsfzhkg92xxz2QY9nN9xz1TWpMnTzYkpXnVrl3bsj4+Pt4YM2aMUbp0acPd3d3o06ePcf36dRtGXPC4Z+KeCShoOb0GtmoYq1RNmjTRqlWrFB0drdDQUIWGhiomJkarVq1Ss2bN8qIKAJlYuXKlHB0dNXLkSMsyNzc3DRs2THv27NHly5clSRUrVpSzs3O2+7tw4YIqV66sqlWrpltXtmxZnQuN1Y7z4ZlOAGZycpFrhZoykuKVEhdtWR53Zpfu3Lgkr1b95FqxdtptHBxVustYObi665//ei/NuuTkZD399NPav3+//vrrL/36668aN26cunXrpv79+2vKlCk6efKk/vGPf2jgwIH65Zdf0r0/5cqVU58+fSzLfHx8NGDAAK1Zs0aJiYnZvicoWnLapjKSOtTBzZs3Lcuya1OSLO3KyKCz5f22qTJdxsnB1V17f/pa58NiLeusbVOenp4qXbp0pu8BACC9Dz/8UO3bt9fKlSt17do13blzJ81nfokSJTR16lT9/PPPNowSKLwK+p5Jsq/rO+6Z0qtXr55CQkIsr507d1rWTZgwQevWrdOKFSv0559/6tq1a2neu6KAeybumYAHVZ4kOyw7c3CQj4+PfHx85OCQp7sGkInDhw+rVq1a6bpwtWjRQpJ05MiRXO2vatWqunz5srZs2ZLh+qV/BcvRwZTlPpKjwySZ5ODqblkWd36fJMmjfqcMt3Fwc1fxWq108dxZnT9/3rL8k08+0ZkzZ7R37141b95c0t1u1rdv37b8fPPmTb355pv64osvNHToUMXG/u8i5fDhw2rSpEm6z6QWLVooLi5OZ8/e36RmKLxy06YMw1B4eLiuX7+uHTt2aPz48XJ0dEzTPTm7NiVl367ut00Vq9lKyRFXNH3V/27OrG1TAIDc2bBhg9577z1VqlRJP/74o0JDQ9OVadGihXx8fLR+/XobRAgUfgV9zyTZ5vpux44d8vDwUFJSEvdMVnJyclL58uUtL29vb0lSdHS05s+fr//+97/q2LGjmjZtqgULFmj37t3au3evjaMuOPl1z/Tjjz9mWif3TAByIs8yEidPntQ333yjTz75RGvXrrUsN5vNSkpKyqtqAPxNSEiIKlSokG556rJr167lan/jx4+Xi4uLOnXqpMaNG+u1117TmjVrFBcXJ0naeiYsTa8OwzArJS5aKXHRuhNxRVFbv1XS9XMqVqOZHJxdLeXuhF+WydVdTiXKZlq3s4+fJOnUqVOS7o7H99lnn+mrr76yHM+8efPk7e0tDw8P1a9fX6tXr5aPj48k6eWXX1blypW1fPnyfHt/UPjl5pwJDQ2Vj4+PKlSooMcee0zBwcH6/vvvVadOHUuZ7NqUlLZd5WWbcil7t01t+evu5JJ50aYAALnz5ZdfytXVVRs2bFC/fv0sn7F/17BhQ507d66AowOKhoK+Z5IK/vpuwoQJ+uGHH/Tjjz/qo48+4p7JSufOnVPFihVVvXp1Pf/88woOvjuJ9cGDB3Xnzh09/vjjlrJ16tSRr6+v9uzZY6twC1x+3DM5ODjomWeeUdWqVTV8+HCbtynumQD75GTtDi5fvqyXXnpJW7dutSwbPHiwevToIenuB8KYMWO0ceNGdeqUcSYVwP2Lj4+Xq6truuVubm6W9blRr149HTlyRP/+97+1fv16HTlyRF9++aU8PDz08dT/KDiySpryyRFXdGX682mWFXuopco8NT7NMiMpXg4uxbKs2+R6d/2NiChJ0saNG1W6dGnL58mhQ4c0atQoDRs2TN26ddOxY8c0YsSINPvo2bOntm3bZlme1+8PCr/cnDOlS5fWpk2blJCQoMOHD+vnn3/WrVu30myXVZv673//q+cGvaTgyP9dxOdHmwoNj9LtxOQ8aVMAgNzZv3+/WrRooXr16mVZzsfHR7t37y6gqICipSDvmQry+u7mrXh9NWuWHB0ddfv2bZlMJl27dk3z5s3jnskKLVu21MKFC1W7dm2FhIRoypQpatu2rY4fP67r16/LxcVFJUuWTLNNuXLldP36ddsEbAP5cc/0z3/+U6tWrdLZs2c1f/58zZ8/X+7u7vr888+5ZwKQY1YlOyIjI9WuXTsFBQWpfv36euyxxzR79uw0ZQYMGKBx48Zp7dq1JDuAfFCsWLEMx1BNSEiwrM+tWrVqacmSJUpJSdHJkye1fv16TZs2TePHvqyyz36oYtUaWco6liinMl1fkQyzkqOuK3rPDzLHR8vk5JJmnyaXYkqJjsmyXiPx7gVRnO6Ok3vw4EG1a9dOJtPdrqrffPON2rdvr3nz5kmSevXqpZSUFE2ZMsWyj3LlyqUZTzU/3h8Ubrk5Z1xcXCxPdT399NPq1KmTHn30UZUtW1ZPP/20pVxmbWrkyJEyeZaVcc+/4/xoUyaX4gqKuJ0nbQoAkDu3b99W+fLlsy0XHR0ts9lcABEBRU9B3jMV5PXd5M9m6tDmX+Xr62u5vjt06JCqV6+uevXqKSgoSJ6enmrevLl+//13ffHFF5Kk48ePKyAgwPK7k5OTDh06ZPk91cmTJyVJv/32m4KCgnL9Hj3I2rZtq6ZNm2a4rmvXrpafGzRooJYtW6pq1ar68ccf7+tcMQxDX3755X3H+iCKi4vT+fPn050zqQmfzJL3np6eeuyxxyxze9z7IICjo6P69Okjs9msGzdu6OzZs9q1a5dGjhypQ+cuy3Bs+b+y3DMByIRVyY6pU6cqKChIEydO1NSpU2UymdIlO0qVKiV/f38aPZBPKlSooKtXr6ZbHhISIunuJHv3y9HRUf7+/vL391fr1q3VoUMH3T6xLU2yw8HZ9X+/+0mulesqZMGruvnnYpXuPMpSztm7iu6EXVRydFimXUiTbgRJkqpUryVJioiISBN/UFCQZbzMVKljgqa6fPmyypQpY/m9QoUKlvfiXnnx/qBwsqZNPfLII6pQoYKWLl2aJtmRKqM2tfbnH6Qa/3sqKT/alLN3FSUlm/OkTQEAcqdcuXJp5iPLzJkzZ1SlSpVsywHIvYK+Zyqo67sUI1pxcXHy9PS0rL9586YqVqyYJrmTOhRP6rLw8PA0CSBPT0/dvHkzXUIoMjJSUubJInuWkpKS47IlS5ZUrVq1dP78eXXu3FlJSUm6efNmmt4doaGhWSa2C9v75+Hhoejo6HTHFRERISnrc6ZixYry9PTU/v379dBDD1mWp0487uDgoHLlyqlcuXKqXLmyFi1apL92bpPa/S/ZwT0TgMxYlexYs2aNqlWrpk8//dSS8cxI9erVtWvXLmuqApCJRo0aaevWrYqJiUkzOdhff/1lWZ8XmjVrJklKuRWZZTmXsn5yr9dBsUc2yKtFb8sFRfEazRV38k/dOr5FJR99Nt125sQ4xZ/bK6cylS0XPF5eXoqOjraUKV++vC5cuJBmu4sXL1p+TkhI0JIlS/Tee+9ZljVq1Eg7duyQ2WxOM+HeX3/9peLFi6tWrVo5fQtQRFjbphISEtKct5lJbVORN8KkGpmXy4s25VyqolycHPKkTQEAcqdNmzZavny5du3apUcffTTDMuvXr9f58+c1atSoDNcDsE5B3zMV1PXd0CE9FXZqn4KDg2UymWQYhjw8POTq6qq33nrLst3MmTO1cOFCvfXWW0pISNDs2bP13nvvadiwYZKkAwcOaMeOHZo0aVKae6aRI0eqePHi+vTTTzMcsqiouHXrli5cuKAXX3xRTZs2lbOzszZv3qy+fftKupusDg4OVuvWrTPc3mQypfl7FAbh4eH6/PPP9fLLL6dpUx9//LEk6cMPP8wygT916lRVrFgxzfvy1VdfKSwszHIuly9fXj179tSiRYtU3NVFWX0TwT0TgFRWTVB+6dIlNWnSJM0/w4y4uLhYnggAkLf69eunlJQUzZ0717IsMTFRCxYsUMuWLXP9hOCOHTt0586ddMt//fVXSZJz6UrZ7sOrVV8pJUUx+1dblhWv86icvX0Vs3elEkPSTr5pGGZF/D5L5oRbKvnoc6pWxl2SVLduXcsNiCT17t1bq1at0qxZs3Tp0iX9+uuvloupHTt26IknnlCpUqX0wgsvWLbp16+fQkND9fPPP1uWhYeHa8WKFerevXuRvmhHxnLSpm7fvp1msrxUP/30k6Kioiw3ulL2bapBvbrK/HGBu6xtUyZJ1cq450mbAgDkzhtvvCGTyaQ+ffpo9erVSk5OTrP+t99+0/Dhw+Xs7KxXXnnFRlEChVtB3zMV1PVd7Yql1aVLFyUlJalt27ZydnZW3bp1tWXLFu6ZrDBx4kT9+eefCgoK0u7du9W7d285OjrqueeeU4kSJTRs2DC9/vrr2rp1qw4ePKiXXnpJrVu3VqtWrWwdeoHJj3um1KEcy5Urp4EDB2rkyJE6e/asJO6ZAOScyUjtJ3YfSpUqpRYtWuj333+3LHNwcNCQIUP07bffWpa1adNGZ8+eVVhYWJb7i4mJUYkSJRQdHZ0mMwwgawMGDNCqVas0YcIEPfTQQ1q0aJH27dunzZs367HHHpMkHT16VGvXrpUkfffddwoNDdUbb7whSWrYsKG6d+8u6e68AwcPHlSfPn3UoEEDSXfHfV28eLGKFy+uGiNnKEwlJEnXl74tc3yMKg6f/feQFLZiihKCj6nSmG/lWOxue74Tflmhy99RSnysPBo8LpfyNWUk3NLtk38qKfSCvFr0VqP+r+jPiR0kSVevXlW1atW0b98+NW7cWJI0ZswYffXVV5Kk4sWLa8qUKZYnkPr166dZs2bJ29vbEkdKSoratGmj48ePa9KkSfL29tbs2bMVHBys/fv3q3bt2nn7x0ChkF2bOnLkiB5//HE988wzqlOnjhwcHHTgwAF99913qly5sg4cOGDpxpxdmzpw4ICGrAzSpci4fGlTpToOU9UyxfXnxA550qaku09qSdKJEye0fPlyDR06VH5+fpKkd999Nx/+IkDhxfVv0fDll1/q9ddfl3R3aI/4+Hh5eHjIZDIpNjZWhmFo+vTpGjduXLb74pwB7k9B3jPZ6vquTp06OnHihObNm2f5Epp7ptx79tlntX37dkVERMjHx0dt2rTRRx99pBo17nbXSUhI0BtvvKFly5YpMTFRXbp00ezZs3M0P1Nhktf3TPv27VPnzp3Vtm1bmUymB6JNcc8EPDhyeg1sVbKjdevWOn/+vIKCguTufvdJ7L8nO8LDw+Xn56eWLVvqjz/+yJOgAaSVkJCgf/3rX/ruu+8UFRWlBg0a6N///re6dOliKbNw4UK99NJLGW4/ePBgLVy4UNLdicS+//57/fnnn7p8+bLi4uJUoUIFdezYUf/617+0+Hi8lvx1SSlmI8uLjITgYwr9/h8q8ehzKtn2f+PVpsRFK3rPCsWf/0vJMeFycHKRS4Wa8mzaXZ61W+nFllX1fo//TVI2ZMgQnT59Wtu3b5eLy93Jxi5evKhr166pfv36cnNz05EjR1S3bl2VKFEiw+OLiorSpEmTtHr1asXHx6t58+b67LPP0jxJAtwruzYVHh6ud955R9u3b9fly5d1584dVa1aVd26ddM777yT5kI3uzZVvXp1vb/2hJb8dUlXl7yVp22qeM2WcnQwpWlXedGmshq60orLCqBI4vq36Pj99981efJk7d+/P81nZYMGDfThhx9mONdTRjhngPtTkPdM9nh9xz0Tcot7Ju6ZgIJUIMmO//u//9OkSZM0YsQIffXVV3JwcEiX7HjppZe0ePFizZkzRyNGjMiToAHYzrnQWHX+Ynu+7f+PCY/pobL/m2AvPDxcTZs2Vf369bVs2bIMPxtSUlK0atUq9evXL9/iAvJTQbYr2hTwYOH6t+iJiIhQYGCgzGazqlSpYpk4OKc4ZwD7wPUdkLdoU0DRltNrYKsmKB87dqwWLVqkb775xtKFU5IuXLig//73v1qxYoX27dunRo0aaciQIdZUBeABUbOcp9o+5K3dFyOUYs67pxEcHUx6pHqZNIkOSfL29tamTZvUrVs31axZU+PGjVPnzp1VsWJFxcTEaOfOnZo5c6auX7+uFi1ayNfXN89iAgpKQbYr2hQA2FaZMmUsw3YAKLy4vgPyFm0KQE5Y1bNDkkJCQtS/f3/t3r1bJpNJhmFYumoZhqHmzZtr9erVOXpiiaeUAPtwOTJOj3/+pxKTzXm2T1cnB/0xoZ2qlC6e4frY2Fj95z//0TfffKOQkBDLck9PTz3//PN67733cv1kJPAgKeh2RZsCHgxc/xZ+iYmJCg0NValSpeTp6ZlhmdjYWEVFRal8+fKW4TIywzkD2A+u74C8RZsCiq4CGcbqXr///rt++eUXXbx40dIlu2vXrurZs2eW49TdT9AAbG/5/mC9/fOxPNvf1D7+eqZ59k9DGIah8+fP6/r16/Ly8lLdunWz/VIAsAeGYWj6Lwf0+a6wPNtnTtoVbQqwLa5/C79p06bpH//4h/744w916NAhwzJbt27V448/rs8++0wTJkzIcn+cM4B9scV9E9d3KMxm/35E07ZdzbP90aYA+1DgyY68wIU7YF9mbj2nzzaetXo/k56orbEdHsqDiAD7ZBiGzp07p5CQEO2JKaE5u62/eKddAfaB69/Cr23btrp06ZKCg4OzLFelShXVqFFD27Zty7Ic5wxgf/Lqvqmp81VNeOJhNWzYMNOeYkBhZBiGLl26pG3btunSpUu64FZT229mPDF4bnDPBNiPApmzA0DRNq5DTXl7uGry2hNKNhu5GjfT0cEkJweTPuhRL0c9OoDCyjAMXbhwQSEhIapdu7balS+vauVL064AoJA4f/68GjZsmG25evXq6dixvHv6G8CDIy/um570iVHpqBBt3hyizZs3q2rVqvL399fDDz+sYsWK5WP0gG0YhqHr16/r2LFjOnr0qG7fvm1Z999hT+iPwDjumQCkQ7IDgFWebe6rR2t465+rjmnH+XA5OpiyvNBIXf9I9TL6uLd/pnN0AEWBYRi6ePGirl69qpo1a6p8+fKSaFcAUJhERkbK29s723Le3t6KiIgogIgA2IK113cud2I1Z85py/rg4GBdunRJv/76q/r06aN69eoVxGEABWbhwoUKDg6Wg4ODzOb/zdFRqVIleXt761lvcc8EIJ1cJTuqV68uk8mkP/74Q35+fqpevXqOtzWZTCpevLhq166toUOH6qmnnsp1sAAeTFVKF9eSYS11LjRWS/8K1tazYQqOiNO9lxkmSb5liqtDrbJ6oZWvHipLt2sgKChIV65c0UMPPaSKFSumWUe7AoDCoXTp0goMDMy2XGBgIMNSAYWcNdd3hlHMMnzH3d8NmUwmOTo6qnTp0gV/MEA+K1++vIKDg9MkOiSpQYMGlp+5ZwLwd7mas8PBwUEmk0mnTp1SrVq15ODgcH+VmkyaP3++hgwZkmY5488ChcftxGQFRdxWUrJZLk4OqlbGXe6udCYDUl26dElBQUGqXr26qlSpkqNtaFdA4cP1b+H39NNP6/fff9fhw4dVv379DMucOHFCDRs2VOfOnbVhw4Ys98c5AxQuubm+27Rpk/bu3Zvmy9+hQ4fm+FoSsCeGYWj58uU6ezbtfDcTJkzI8v8f90xA4ZQvc3akPpFUqVKlNL/nVFxcnPbs2aOXX35Zn3/+ebpkB4DCw93VSfUqWj9hGFAYBQcHKygoSNWqVcvVzSntCgDsz9ChQ/Xrr7+qV69eWrlypRo1apRm/ZEjR9SvXz8ZhsH9EVAE5eb6rm7dutq9e7dMJpNMJpPMZrN++eUXjRw58r4fRgUeVJcvX9a5c+dkMpmU+px2hQoVsk30c88EFG25SnZUrVo1y99zom7duvr555+1efPmXG8LAIC9u3LligIDA+Xr63tf/0cBAPalT58+6t27t1atWqWmTZuqadOmqlOnjiTp9OnTOnjwoAzDUM+ePfXMM8/YOFoAD7JKlSrJ3d1dKSkpGjJkiHbu3Knjx49r/vz5GjZsGAkPFBpXrlzRokWLZDKZNGzYMJ08eVK7du1ibhoA2bJJP67evXvLx8fHFlUDAGAz165d04ULF1SlShVVq1bN1uEAAArIDz/8oLfeekuzZs3SgQMHdODAAcs6FxcXvfzyy5o2bZoNIwRgD0wmkwYNGiRXV1eVKFFCffv2VUpKik6dOqWFCxdq6NChtg4RsFpISIgWLFggSRoyZIgqVqyoChUqqEaNGgzZBiBbuZqzIzOGYWjDhg3avXu3bty4oZYtW1r+yd64cUNRUVGqUaOGHB0ds9wP488CAAqrkJAQnT17VpUqVVKNGjVkMplsHRKABwDXv0XLjRs3tHXrVl26dEmS5Ovrq44dO+bqQTDOGQB/9/333+vcuXOqVq2aBg8ebOtwgPsWGhqqefPmyWw2a9CgQTwgBsAiX+bsyEhAQICeeeYZnTt3ToZhyGQy6c6dO5Zkx6ZNm/Tiiy9q9erV6t69u7XVAQBgd65fv66zZ8+qYsWKJDoAoAjz8fHRgAEDbB0GgEJm4MCBWrx4sQIDA7V06VI9//zztg4JyLXw8HBLouOFF14g0QHgvlg1oOOVK1f0+OOP6+zZs+rataumTZumv3cU6dWrl5ydnbVmzRqrAgUAwB6FhYXpzJkzKl++vB566CESHQAAAMhzgwYNkq+vr86fP6/ly5fbOhwgVyIjI/X1118rJSVFzz77rKpXr27rkADYKauSHR9//LEiIiL0xRdfaP369Zo4cWK6MsWLF1fDhg21f/9+a6oCAMDu3LhxQ6dOnVK5cuVUq1YtEh0AUAQtW7ZM1atX12+//ZZpmd9++03Vq1fXypUrCzAyAIXN4MGDVbFiRZ05c4bPE9iN6OhozZkzR8nJyRowYIBq1apl65AA2DGrkh2//fab6tSpo/Hjx2dZrlq1agoJCbGmKgAA7EpERIROnTolHx8f1a5dm0QHABRRy5Yt082bN9WxY8dMy3To0EFRUVFaunRpAUYGoLBxcHDQsGHDVL58eZ04cUKrV6+2dUhAlmJiYjR79mzduXNHffr0Ud26dW0dEgA7Z1Wy49q1a/L398+2nMlkUkxMjDVVAQBgNyIjI3XixAmVKVNGderUIdEBAEXY0aNH1aBBA7m4uGRaxtXVVQ0bNlRAQEABRgagMHJwcNCIESPk4+OjgIAArVu3ztYhARm6deuWZs+eraSkJPXs2TNH3y8CQHasSna4u7vrxo0b2ZYLDAxU6dKlrakKAAC7EBUVpRMnTqhUqVKqW7euHBys+lcLALBz169fV6VKlbItV6lSJV2/fr0AIgJQ2Dk4OGj06NEqU6aMDh06pA0bNtg6JCCNuLg4zZo1S4mJierWrZsaNWpk65AAFBJWfQPj7++vgwcPKjw8PNMyly5dUkBAgJo2bWpNVQAAPPBu3ryp48ePq0SJEqpXrx6JDgCAihcvroiIiGzLRUREZNn7AwByw8HBQS+//LJKliypffv2adOmTbYOCZAkJSQkaNasWUpISNCTTz6pZs2a2TokAIWIVd/CvPDCC4qNjdXw4cMVFxeXbn1SUpLGjBmjO3fu6IUXXrCmKgAAHmgxMTE6fvy4vLy8SHQAACzq1aunXbt2KTIyMtMykZGR2rlzp+rUqVOAkQEo7BwdHTV27Fh5eXlp9+7d2rp1q61DQhGXlJSkWbNmKS4uTo8//rhatmxp65AAFDJWfRPz0ksvqV27dlq7dq3q1KmjkSNHSpICAgI0fvx41apVSxs2bFCnTp30zDPP5EnAAAA8aGJjY3X06FG5u7urfv36cnR0tHVIAIAHRN++fXX79m298MILGT4gFh8frxdffFHx8fHq16+fDSIEUJg5OTlp7Nix8vDw0Pbt27Vjxw5bh4QiKjk5WTNnztStW7fUvn17Pfroo7YOCUAhZDIMw7BmB7du3dKoUaO0fPlyZbSrvn37asGCBfLw8Mh2XzExMSpRooSio6Pl5eVlTVgAABSIW7duKSAgQMWKFVODBg3k5ORk65AA2BGufwu/+Ph4NWvWTKdPn1aFChU0cOBASw+O06dPa9myZbp27Zpq166tAwcOqHjx4lnuj3MGwP1ISkrS9OnTdfv2bXXu3FmPPPKIrUNCEZKa6IiOjlbbtm3VsWNHW4cEwM7k9BrY6mRHqtOnT+vXX3/VxYsXZTabVaVKFXXt2jVXkwxx4Q4AsCe3b99WQECAXF1d1bBhQxIdAHKN69+i4cqVK+rdu7cOHjwok8mUZp1hGGrcuLFWrVolX1/fbPfFOQPgfiUkJGj69OmKj49X165d1aJFC1uHhCLAbDZr1qxZioyMVOvWrfXEE0/YOiQAdqhAkh0ffPCBPD09NWHChPvdRRpcuAMA7EVcXJyOHDkiFxcXNWzYUM7OzrYOCYAd4vq36DAMQ+vWrdNvv/2mS5cuSZJ8fX315JNPqkePHumSIJnhnAFgjbi4OM2YMUMJCQnq3r27mjRpYuuQUIiZzWZ99dVXCg8PV/PmzfXUU0/ZOiQAdqpAkh1OTk56+umntXr16vvdRRpcuAMA7EF8fLyOHDkiJycnNWzYUC4uLrYOCYCd4voXucU5A8Bat27d0syZM5WYmKhevXqpYcOGtg4JhZDZbNbXX3+tsLAwNW7cWD169LB1SADsWE6vga2aoLxs2bIqVqyYNbsAAMCuJCQkKCAgQI6OjiQ6AAAAYHc8PDw0ZswYOTs7a/Xq1Tpx4oStQ0IhYzab9c033ygsLEz+/v4kOgAUGKuSHW3bttW+ffvyKhYAAB5oqYkOk8lEogMAAAB2y8vLy5LwWLlypU6fPm3rkFBImM1mLViwQCEhIXr44YfVp08fW4cEoAixKtnx3nvv6dq1a3r33XeVR/OcAwDwQEpMTNTRo0dlGIYaNmwoV1dXW4cEALATd+7c0f/93/+pVatWKlWqlBwdHTN8OTk52TpUAEVIyZIlNXr0aDk5OenHH3/UuXPnbB0SCoElS5boypUrqlWrlvr372/rcAAUMVZdTR88eFCDBg3SJ598op9++km9evVStWrVMh3aatCgQdZUBwCATSQlJeno0aNKSUlRo0aN5ObmZuuQAAB2IjExUZ06ddKePXuyfUCMB8gAFLTSpUtr5MiR+vrrr7Vs2TK9+OKL8vPzs3VYsFPfffedgoKCVL16dT333HO2DgdAEWTVBOUODg4ymUyWi3KTyZRl+ZSUlCzXM9keAOBBc+fOHQUEBOjOnTtq2LChihcvbuuQABQiXP8WftOmTdPbb7+tLl26aPr06froo4+0ZMkSJSQk6Ny5c1qyZIm++OILvfnmm5oyZUq2++OcAZAfQkNDNXfuXBmGoSFDhsjX19fWIcHOLF++XGfOnFHVqlU1ZMgQW4cDoJDJ6TWwVT07Bg0alG2CAwAAe3Xnzh0dPXpUSUlJJDoAAPdlxYoV8vT01PLly1WiRAnL/ZOzs7MefvhhffLJJ3rkkUfUq1cv+fv7q1+/fjaOGEBRVK5cOQ0bNkzz58/XokWLNHToUFWqVMnWYcFOrFixQmfOnFGlSpUY1QWATVnVsyOv8ZQSAOBBkZycrKNHjyo+Pl4NGzaUh4eHrUMCUAhx/Vv4lShRQi1bttTGjRslSUOHDtWiRYuUlJQkR0dHS7lmzZrJ3d1df/75Z5b745wBkJ+Cg4O1cOFCmUwmDR8+XBUqVLB1SHjA/fzzzzp27JjKly+vESNGyMHBqumBASBDOb0G5hMIAIC/SUlJ0bFjxxQfH68GDRqQ6AAA3Lc7d+7Ix8fH8nvq/IYxMTFpytWuXVvHjh0r0NgA4O98fX01aNAgGYah+fPnKywszNYh4QG2du1aHTt2TGXLliXRAeCBkOefQmfPntX27dvzercAABSI1ETH7du35e/vL09PT1uHBACwY+XLl1dISIjl99SnpE+dOpWm3LVr17Kd4xAACkK1atX0/PPPy2w2a+7cuYqIiLB1SHgAbdiwQYcPH1aZMmU0atQoEh0AHgh5/kn0ySefqEOHDnm9WwAA8p3ZbNaJEycUGxsrf39/hgcBAFitbt26On/+vOX3Rx55RIZhaNq0aTKbzZKkP//8Uzt27FDt2rVtFSYApFGjRg0988wzSklJ0Zw5c3Tz5k1bh4QHyMaNG7Vv3z6VKlVKY8aMIdEB4IHBpxEAAPpfoiM6Olr+/v4qUaKErUMCABQCXbp00ZUrV7Rv3z5JUvv27fXwww9r3bp1qlSpkpo2barOnTvLMAyNGTPGxtECwP/Url1b/fv3V3JysmbPnp1u+D0UTVu2bNGePXtUokQJEh0AHjh8IgEAijyz2ayTJ08qKipK9erVU8mSJW0dEgCgkBg4cKCWLFliSaI7ODho9erVql+/vkJDQ3X48GEZhqHx48dryJAhtg0WAP7m4YcfVp8+fXTnzh3NmjVLt27dsnVIsKHt27drx44d8vT01JgxY+Tk5GTrkAAgDT6VAABFmmEYOn36tCIjI1WvXj2VLl3a1iEBAAoRb29vPf/882mWPfTQQwoICNCZM2cUGRmpWrVqqUyZMjaKEACy5u/vr+TkZK1du1azZs3SK6+8ouLFi9s6LBSwXbt2aevWrXJ3d9e4cePk4uJi65AAIB16dgAAiqzUREd4eLgefvhhvmgCABSo2rVrq3Xr1vz/AfDAa9y4sZ566iklJCRo5syZSkhIsHVIKED79u3TH3/8oeLFi5PoAPBAy/NkR5s2bTRo0KC83i0AAHnKMAydOXNGYWFhqlu3rry9vW0dEgCgiDh79qy2b99u6zAAIFeaN2+uLl26KD4+XjNmzCDhUUQcPHhQGzZskJubm8aOHSs3NzdbhwQAmcrzZMewYcO0YMGCvN4tAAB5xjAMnTt3TqGhoapTp458fHxsHRIAoAj55JNP1KFDB1uHAQC51qpVK3Xq1ElxcXGaNWuWkpKSbB0S8lFAQIDWr18vV1dXjR07luHLADzw8nUYq+joaBmGkZ9VAACQK4Zh6MKFCwoJCVHt2rVVrlw5W4cEAAAA2I02bdqoXbt2unXrlmbNmqXk5GRbh4R8cPz4ca1evVouLi4aM2aMPDw8bB0SAGTLqmTH8ePHNX36dJ09ezbN8q1bt8rPz0+lS5dW2bJltXDhQmuqAQAgTxiGoYsXL+rq1auqWbOmypcvb+uQAAAAALvTvn17Pfroo4qJiSHhUQidOnVKP/30k5ydnTVmzBh5eXnZOiQAyBGrkh3Tp0/X66+/rmLFilmWRUREqFevXrp06ZIMw1BERISGDx+uw4cPWx0sAADWCAoK0pUrV/TQQw+pYsWKtg4HAAAAsFuPP/64WrVqpZs3b+qrr76S2Wy2dUjIA+fOndOKFSvk5OSk0aNHq0SJErYOCQByzKpkx65du1SvXj1VqVLFsmzJkiWKjY3VqFGjdPPmTS1evFhms1kzZsywOlgAAO7XpUuXFBwcrOrVq6tSpUq2DgcAAACwe126dFGzZs0UGRlJwqMQuHjxopYtWyYHBweNGjVKpUuXtnVIAJArViU7QkND5evrm2bZpk2b5OjoqA8//FBeXl564YUX1LhxY+3Zs8eqQAEAuF/BwcEKCgpStWrV0iToAQCwhTZt2mjQoEG2DgMA8kS3bt3UqFEjhYeHa+7cuSQ87FRwcLC+++47mUwmjRgxQt7e3rYOCQByzapkR0xMTLrubH/99ZcaNWqkMmXKWJbVrFlTV69etaYqAADuy5UrVxQYGChfX19VrVrV1uEAAKBhw4ZpwYIFtg4DAPJMz549Vb9+fYWGhmr+/PkkPOzMlStXtGjRIplMJg0bNkzlypWzdUgAcF+sSnZ4eXmlSWKcOnVKkZGReuSRR9KVNZlM1lQFAECuXbt2TRcuXFCVKlVUrVo1W4cDAEA60dHRMgzD1mEAgNX69u2runXr6tq1a1q4cKGtw0EOhYSEWBLwQ4YMYW5DAHbNqmRHo0aNtHv3bp0/f16SNH/+fJlMJrVr1y5NucDAQFWoUMGaqgAAyJWQkBCdO3dOlSpVkp+fH0l3AIBNHD9+XNOnT9fZs2fTLN+6dav8/PxUunRplS1bli8GARQKAwYMUM2aNXX58mUtXrzY1uEgG6k9cQzD0IsvvsiQvwDsnlXJjlGjRunOnTtq2rSpGjdurM8//1xly5ZVt27dLGViY2N15MgR1a9f3+pgAQDIidDQUJ09e1YVK1ZUjRo1SHQAAGxm+vTpev3111WsWDHLsoiICPXq1UuXLl2SYRiKiIjQ8OHDdfjwYRtGCgB5Y+DAgfLz81NgYKCWLl1q63CQifDwcM2bN09ms1nPP/88PeEBFApWJTv69++v999/X8nJyQoICFDVqlW1YsUKubq6Wsr8+OOPunPnTrreHgAA5IewsDCdPn1a5cuX10MPPUSiAwBgU7t27VK9evXSPC27ZMkSxcbGatSoUbp586YWL14ss9msGTNm2DBSAMg7gwYNkq+vr86fP6/ly5fbOhz8TVRUlL7++mulpKTomWeeUY0aNWwdEgDkCZORBwPEJiUlKSYmRt7e3unWBQcHKyoqSjVq1JCHh0eW+0md8Dw6OlpeXl7WhgUAKGLCw8N14sQJlStXTrVr1ybRAeCBx/Vv4eft7a3WrVtr3bp1lmXdunXTxo0bdf36dZUpU0aS1LRpU8XFxenUqVNZ7o9zBoC9MJvNmj9/vq5du6Z69eqpX79+tg4JujtX1KxZs3Tnzh0NGDBAdevWtXVIAJCtnF4DW9WzIzg4WJGRkXJxcckw0SFJvr6+8vX1VWRkpDVVAQCQpYiICJ08eVI+Pj4kOgAAD4zUG7N7/fXXX2rUqJEl0SFJNWvW1NWrVws6PADINw4ODho2bJjKly+vEydOaPXq1bYOqciLiYnR7NmzdefOHfXp04dEB4BCx6pkh5+fnyZNmpRtuTfffFPVq1e3pioAADIVGRmpEydOqEyZMqpTpw6JDgDAA8PLyytNEuPUqVOKjIzUI488kq4s/78AFDYODg4aMWKEfHx8FBAQkKaXGwrW7du3NXv2bCUlJalHjx7y9/e3dUgAkOesSnYYhqGcjoKVB6NlAQCQTlRUlE6cOKFSpUqpbt26cnCw6l8bAAB5qlGjRtq9e7fOnz8vSZo/f75MJlO6OQ0DAwNVoUIFW4QIAPnKwcFBo0ePVpkyZXTo0CFt2LDB1iEVOfHx8Zo5c6YSExPVrVs3NW7c2NYhAUC+KJBvhGJjY+Xi4lIQVQEAipCbN2/q+PHjKlGihOrVq0eiAwDwwBk1apTu3Lmjpk2bqnHjxvr8889VtmxZdevWzVImNjZWR44cUf369W0YKQDkn9SER8mSJbVv3z5t2rTJ1iEVGQkJCZo5c6YSEhL05JNPqlmzZrYOCQDyTb5+K2Q2m3Xs2DFt2bJFvr6++VkVAKCIiYmJ0fHjx+Xl5UWiAwDwwOrfv7/ef/99JScnKyAgQFWrVtWKFSvk6upqKfPjjz/qzp076Xp7AEBh4uTkpLFjx8rLy0u7d+/W1q1bbR1SoZeUlKRZs2YpLi5Ojz/+uFq2bGnrkAAgX5mMXI4v5ejoaPnZMIwcjyv75ptv6pNPPsmyTE5nVQcAFG2xsbEKCAiQu7u7GjRokOZ/EwDYE65/i46kpCTFxMTI29s73brg4GBFRUWpRo0a8vDwyHI/nDMA7F1SUpJmzJihW7duqWPHjmrbtq2tQyqUkpOTNX36dMXGxqp9+/Yk1AHYtZxeA+f6MdjUeTpSEx33/v73l5OTk6pVq6Y33nhDU6ZMseqAAACQpFu3buno0aMqXry4/P39SXQAAB5owcHBioyMlIuLS4aJDkny9fWVr6+vIiMjCzg6ACh4Li4ueuWVV+Tu7q4tW7Zoz549tg6p0ElOTtbMmTMVGxurtm3bkugAUGTkOtlhNpstL8MwNGTIkDTL7n0lJibqwoULmjZtGnN2AACsdvv2bR09elRubm5q0KCBnJycbB0SAABZ8vPz06RJk7It9+abb6p69eoFEBEA2J6Li4vGjRunYsWKaePGjdq/f7+tQyo0zGazvvrqK0VHR6t169bq2LGjrUMCgAJj1QDnkydPVq9evfIoFAAAMhcXF6eAgAC5uLiQ6AAA2I3UXu85LQsARYWbm5vGjRsnNzc3/frrrzp06JCtQ7J7qYmOyMhINW/eXE888YStQwKAAmV1sqNHjx55FQsAABmKj49XQECAnJ2d1aBBAzk7O9s6JAAA8lRsbCy94QEUOcWLF9fYsWPl4uKidevWKSAgwNYh2S2z2ayvv/5a4eHhaty4sZ566ilbhwQABc6qZEdKSopiYmKUnJycZnl8fLymTJmi3r17a8KECbp27ZpVQQIAiq6EhAQFBATI0dFRDRs25IsgAEChYjabdezYMW3ZskW+vr62DgcACpyHh4fGjh0rZ2dnrV69WidOnLB1SHbHbDbrm2++UVhYmPz9/XkwGUCRZVWy44MPPlCpUqXSTCZlGIbat2+vDz74QGvWrNH06dPVunVrRUVFWR0sAKBoSUxMVEBAgEwmE4kOAIDdcHR0tLwkadGiRWmW3ftydnZWo0aNFBERoT59+tg4cgCwDS8vL40ZM0bOzs5auXKlzpw5Y+uQ7IbZbNaCBQsUEhKihx9+mP8lAIo0q5IdmzdvVvny5dW2bVvLsnXr1mn//v2qWbOmvvjiCz3xxBO6cuWK5s2bZ3WwAICiIzXRYRiGGjZsKFdXV1uHBABAjqTO02EYhkwmU5rf//5ycnJStWrV9MYbb2jKlCm2Dh0AbKZkyZIaPXq0nJyc9MMPP+jcuXO2DskuLFmyRFeuXFHNmjXVv39/W4cDADZlVbIjMDBQderUSbNszZo1MplMWrp0qcaPH69169bJx8dHK1eutCpQAEDRkZSUpKNHjyolJUUNGzaUm5ubrUMCACDHzGaz5WUYhoYMGZJm2b2vxMREXbhwQdOmTaMHI4Air3Tp0ho5cqQcHBy0bNkyBQYG2jqkB9p3332noKAgVa9eXQMHDrR1OABgc1YlOyIiIlS+fPk0y3bt2qVKlSqpadOmkiQnJye1atVKwcHB1lQFACgi7ty5o6NHjyo5OVkNGzZUsWLFbB0SAAD3bfLkyerVq5etwwAAu+Hj46MRI0bIZDJpyZIlfJ+UieXLl+vChQuqWrWqXnzxRVuHAwAPBKuSHU5OTrp9+7bl96ioKJ07d06PPvpomnKenp6Kjo62pioAQBGQmuhISkpSgwYNVLx4cVuHBACAVSZPnsxEsQCQS+XKldOwYcNkMpm0aNEiXb161dYhPVBWrFihM2fOqFKlSho0aJCtwwGAB4ZVyY7q1atr7969MpvNkqT169fLMAy1adMmTbmwsDD5+PhYUxUAoJBLTk7WsWPHlJCQoAYNGsjd3d3WIQEAYLWUlBTFxMQoOTk5zfL4+HhNmTJFvXv31oQJE3Tt2jUbRQgAD6aKFStq8ODBMgxD3377rUJCQmwd0gNh1apVOnnypMqXL6+hQ4fKwcGqr/YAoFCx6hOxR48eCgsLU8+ePfXll1/qrbfekqOjo7p3724pYxiGDh8+LD8/P6uDBQAUTikpKTp27Jji4+PVoEEDeXh42DokAADyxAcffKBSpUppz549lmWGYah9+/b64IMPtGbNGk2fPl2tW7dWVFSUDSMFgAePr6+vBg0aJMMwNH/+fIWFhdk6JJtau3atjh49qrJly2rEiBEkOgDgb6z6VHzzzTdVr149/fLLL5owYYKuX7+uSZMmydfX11Jm586dCg8PT9fbAwAA6X+Jjtu3b8vf31+enp62DgkAgDyzefNmlS9fXm3btrUsW7dunfbv36+aNWvqiy++0BNPPKErV65o3rx5NowUAB5M1apV08CBA2U2mzV37lxFRETYOiSb2LBhgw4fPqwyZcpo1KhRJDoAIANWfTJ6eXlp3759WrRokaZNm6atW7fq448/TlMmIiJCr776qp555hmrAgUAFD5ms1knTpxQbGys/P395eXlZeuQAADIU4GBgapTp06aZWvWrJHJZNLSpUs1fvx4rVu3Tj4+Plq5cqWNogSAB9tDDz2kZ555RikpKZozZ45u3rxp65AK1MaNG7Vv3z6VKlVKY8aMIdEBAJkwGYZh2DqIVDExMSpRooSio6P5wgsACrnURMfNmzfl7++vkiVL2jokAChwXP8Wfm5uburbt6+WLl1qWVanTh3FxcUpODjYsqxXr17au3evrl+/nuX+OGcAFGUnT57UihUr5OzsrHHjxhWJz8EtW7Zox44dKlGihMaNGycnJydbhwQABS6n18B5mgpOSkpSSEiIIiMj83K3AIBCxmw26+TJk4qKilK9evVIdAAACi0nJyfdvn3b8ntUVJTOnTunRx99NE05T09PRUdHF3R4AGBXHn74YfXp00d37tzRrFmzdOvWLVuHlK+2b9+uHTt2yNPTU2PGjCHRAQDZyJNkx3fffacWLVrI3d1dlStX1sSJEy3rVq1apYEDByowMDAvqgIA2DnDMHT69GlFRkaqXr16Kl26tK1DAgAg31SvXl179+6V2WyWJK1fv16GYaSb0zAsLEw+Pj62CBEA7Iq/v7969OihpKQkzZo1S3FxcbYOKV/s2rVLW7dulbu7u8aNGycXFxdbhwQADzyrkx3Dhw/X4MGDdeDAARUrVkx/HxWrVq1aWr58uX766SdrqwIA2LnUREd4eLgefvhhlSlTxtYhAQCQr3r06KGwsDD17NlTX375pd566y05Ojqqe/fuljKGYejw4cPy8/OzYaQAYD8aN26sp556SgkJCZo5c6YSEhJsHVKe2rdvn/744w8VK1aMRAcA5IJVyY6lS5fq22+/Vf369bV///4Mu13Xq1dPlStX1oYNG6ypCgBg5wzD0NmzZxUWFqa6devK29vb1iEBAJDv3nzzTdWrV0+//PKLJkyYoOvXr2vSpEny9fW1lNm5c6fCw8PT9fYAAGSuefPmeuKJJxQfH68ZM2YoMTHR1iHliYMHD2rDhg1yc3PTuHHj5ObmZuuQAMBuWDXY39y5c+Xh4aH169erSpUqmZbz9/fXqVOnrKkKAGDHDMPQuXPndP36ddWpU4dhOgAARYaXl5f27dunlStXKjQ0VM2bN1e7du3SlImIiNCrr76qZ555xkZRAoB9at26tVJSUrR582bNnDlTr7zyil33gggICND69evl6uqqsWPHqnjx4rYOCQDsilXJjoCAALVs2TLLRIcklS5dWqGhodZUBQCwU4Zh6MKFCwoJCVGtWrVUrlw5W4cEAECBKlasmF588cVM1/fq1Uu9evUquIAAoBBp06aNkpOT9eeff2rWrFl65ZVX7HIi7+PHj2v16tVycXHRmDFj5OHhYeuQAMDuWDWMVWJiokqUKJFtuRs3bsjR0dGaqgAAdsgwDF28eFFXr15VzZo1VaFCBVuHBACATSUlJSkkJESRkZG2DgUACo327dvr0UcfVUxMjGbNmqXk5GRbh5Qrp06d0k8//SRnZ2e9/PLL8vLysnVIAGCXrEp2VKpUKdvhqQzD0MmTJ5lsDwCKoKCgIF25ckU1atRQxYoVbR0OAAA2891336lFixZyd3dX5cqVNXHiRMu6VatWaeDAgQoMDLRhhABg3x5//HG1atVKN2/e1FdffSWz2WzrkHLk3LlzWrFihZycnDR69GiVLFnS1iEBgN2yKtnRqVMnnT59WmvWrMm0zJIlS3TlyhV17tzZmqoAAHbm0qVLCg4OVvXq1VW5cmVbhwMAgM0MHz5cgwcP1oEDB1SsWDEZhpFmfa1atbR8+XL99NNPNooQAAqHLl26qFmzZoqMjLSLhMfFixe1bNkyOTg4aNSoUSpdurStQwIAu2ZVsmPixIlydXXVwIED9cUXX+jatWuWdZGRkZozZ47GjBkjd3d3jR8/3upgAQD2ITg4WEFBQapWrVq28zoBAFCYLV26VN9++63q16+v/fv3Kzo6Ol2ZevXqqXLlytqwYYMNIgSAwqVbt25q1KiRwsPDNXfu3Ac24REcHKzvvvtOJpNJI0aMkLe3t61DAgC7Z1Wyo2bNmlq0aJHMZrPeeOMNValSRSaTSYsWLZKPj4/Gjh2r5ORkLVy4UL6+vnkVMwDgAXblyhUFBgbK19dXVatWtXU4AADY1Ny5c+Xh4aH169eradOmMplMGZbz9/dnGCsAyCM9e/ZU/fr1FRoaqvnz5z9wCY8rV65o0aJFMplMGjZsmMqVK2frkACgULAq2SFJ/fv31/79+9W/f395enrKMAwZhiE3Nzd1795de/bsUd++ffMiVgDAA+7atWu6cOGCqlSpomrVqtk6HAAAbC4gIEAtW7bMtqdj6dKlFRoaWkBRAUDh17dvX9WtW1fXrl3TwoULbR2ORUhIiBYsWCBJGjJkCHMbAkAecsqLndSvX1/Lly+XYRiKiIiQ2WyWt7e3HByszqUAAOxESEiIzp07p0qVKsnPzy/TJ1cBAChKEhMTVaJEiWzL3bhxQ46OjgUQEQAUHQMGDND333+vc+fOafHixRo0aJBN4wkLC9P8+fNlGIYGDRrEkL8AkMfyNBthMpnk7e2tsmXLkugAgCIkNDRUZ8+eVcWKFVWjRg0SHQAA/H+VKlXSqVOnsixjGIZOnjwpPz+/AooKAIqOgQMHys/PT4GBgVq6dKnN4oiIiLDMIfL888/TEx4A8gEZCQCAVcLCwnT69GmVL19eDz30EIkOAADu0alTJ50+fVpr1qzJtMySJUt05coVde7cuQAjA4CiI7UXxfnz5/XDDz8UeP1RUVGaM2eOUlJS9Mwzz6hGjRoFHgMAFAVWDWM1dOjQHJc1mUyaP3++NdUBAB4w4eHhOnXqlMqVK6datWqR6AAA4G8mTpyoJUuWaODAgfroo480YMAAy7rIyEj9+OOPmjhxotzd3TV+/HgbRgoAhduQIUM0f/58nT59Wj/99FOBzS8bHR2tr776SsnJyerfv79q165dIPUCQFFkMgzDuN+NsxuqKvVLL8MwZDKZlJKSkmX5mJgYlShRQtHR0fLy8rrfsAAABSAiIkInTpyQt7e36tatS6IDAO4D179Fw4oVKzRo0CAlJSVluN7Z2VlLly7N0RdvnDMAcP/MZrPmzZun69evq1GjRurZs2e+1hcTE6NZs2YpKSlJffr0kb+/f77WBwCFVU6vga3q2bFgwYIMl5vNZl26dEm//vqrDhw4oNdee00NGza0pioAwAMkMjJSJ06cUJkyZVSnTh0SHQAAZKF///6qW7euPvzwQ/3222+KiYmRJBUrVkydO3fW5MmT1bhxYxtHCQCFn4ODg0aMGKE5c+boyJEjcnR01NNPP50vdcXFxWn27NlKSkpSjx49SHQAQAGwqmdHTrz55puaN2+eDh06lO2EezylBAAPvqioKB0/flwlS5ZUvXr1su3lBwDIHNe/RY9hGIqIiJDZbJa3t3eu/49yzgCA9cxms2bNmqXIyEi1aNFCXbt2zdP9JyQkaPr06YqPj1e3bt3UrFmzPN0/ABQ1Ob0GzvdvqD7++GN5enrqvffey++qAAD57ObNmzp+/LhKlChBogMAgPtgMpnk7e2tsmXL8n8UAGzEwcFBL7/8skqWLKl9+/Zp06ZNebbvhIQEzZgxQ/Hx8erSpQuJDgAoQPl+de3k5KQmTZrojz/+yO+qAAD5KCYmRsePH5eXlxeJDgAAAAB2zcnJSWPHjpWXl5cOHjyY6bxKuWEYhk6fPq24uDg9/vjjatWqVR5ECgDIKavm7Mip+Ph4RUVFFURVAIB8EBsbq6NHj8rd3V3169eXo6OjrUMCAMAuDB06NMdlTSaT5s+fn4/RAADulZrwSElJkbOzc57ss2HDhipXrpwqVKiQJ/sDAORcvic7Tp06pZ07d6pKlSr5XRUAIB/cunVLR48eVfHixeXv70+iAwCAXFi4cGGW600mk6S7TwOT7ACAgufi4mL5DLaWyWSSYRgkOgDARqxKdixevDjTdbGxsTp16pSWLFmihIT/x959R0V1dW0Af2aGDgJSFQRBUcQCduwlGitq7C322FAT31hiEk1MTPuiaRrLa8VGTOzGaKJJUIxdERRUioAUQXqvU74/eJmIdGfgMvD81mIt594z925wzszZs+89Jw/Tpk1T5VRERCSA7Oxs3L9/H3p6enB1dYWWVq3cEEhERFRv7Nu3r8ztcrkcT58+xblz53Dnzh0sX74cbm5utRwdEREBqFKh4969e8jOzkZSUhJGjhwJLS2tMp+njqIJERG9GpFCoVC86pPFYnGFb+LFhx4zZgx++eWXSm8JrOqq6kREVPNycnLg7+8PHR0duLm5qe22biIi+hfHvwQAq1evxq5du+Dn5wdHR8cK2/I1Q0RU+/bt24e1a9fCzs4OwcHBsLe3x4oVKzBhwgQYGBgIHR4RUb1X1TGwSsWO2bNnl1vs0NHRga2tLQYPHoxevXpV6XgcuBMR1Q25ubnw9/eHlpYW3NzcoKOjI3RIRET1Ese/BABSqRQtWrRA//79cfDgwQrb8jVDRFS7Ll++jEmTJmHnzp3o27cvjI2N4e7ujqdPn8LT0xMrVqyAiYmJ0GESEdVrVR0DqzQfSWXzzxIRkebJy8tDQEAAJBIJCx1ERES1QEtLC507d8aff/4pdChERPQSPz8/9OzZE6NGjUJeXp5yUfP3338fFy5cgJWVFTw9PSEWi4UOlYioweM7MRERKeXn5yMgIAAikYiFDiIiolqUm5uL1NRUocMgIqIXKBQKhIWFITY2FmKxWDllVWpqKjw8PGBra4vNmzcjNzdX4EiJiAhgsYOIiP6nuNChUCjg5uYGXV1doUMiIiJqEB49eoR//vkHdnZ2QodCREQAIiIi8OzZM4hEIkybNg0PHjzA2rVr8fjxY3h5eWHVqlWYO3cujh8/jszMTJw5c0bokImICCpOY/Xpp5++8nNFIhHWrVunyumJiEhNCgoKcP/+fchkMnTs2BF6enpCh0RERFQvHDhwoNx9mZmZePToEQ4ePIi8vDxMmzatFiMjIqKyBAQEoH///pg6dSpWrVqF3r1744cffsB7772Hw4cPIzMzE15eXujduzdSU1Oho6MDqVQqdNhERAQVix3r168vd4HyF724BrpIJIJCoWCxg4iojigsLMT9+/chlUrh5uYGfX19oUMiIiKqN2bPnl1hzlScK40ZMwZr166trbCIiKgcAQEByMzMRFhYGH744QesXLkSCxcuxNixYxEXFwdDQ0M4OTkBKLo7vkmTJjA3Nxc4aiIiAlQsdnz00UeIjIzEgQMHoKenhyFDhsDR0REAEBkZiQsXLiAvLw+zZs2Cg4ODOuIlIiI1Ki50FBQUwM3NTTkHLREREanHzJkzyy126OjowNbWFoMHD0avXr1qOTIiIipLly5d4OHhgT59+uDgwYMoLCzE2rVrYWNjAysrKwBFeVRKSgreeustyGQyDBs2TOCoiYgIULHYMW/ePHTu3BlvvPEGtm/fDmtr6xL7ExISsGjRIvz222+4c+cO7O3tVQqWiIjURyqV4sGDB8jLy4ObmxsMDQ2FDomIiKje8fLyEjoEIiKqIrlcDolEgoiICPz0008wNDTEvn378NVXX+G3337DmDFj8O233+LatWvYtm0bnj17hmvXrkEs5pK4RER1gUrFjnXr1kFbWxve3t5lzu9uZWUFb29vtGjRAuvWrcP+/ftVOR0REamJTCbDgwcPkJOTAzc3NxgZGQkdEhERERERkaDEYjHatGkDBwcHhIaGwtPTE/r6+nj33XchkUjw+uuvAwD69euHzMxMDB48mOsdEhHVISqVni9cuIB+/fpV+Maup6eHvn374uLFi6qcioiI1KS40JGdnQ1XV1c0atRI6JCIiIiIiIjqjIKCAvzzzz8AgDNnzkBXVxdNmzbF6dOncfv2bYhEInh4eLDQQURUx6h0Z0dKSgpyc3MrbZeXl4fU1FRVTkVERGogl8sRFBSEzMxMuLq6wtjYWOiQiIiI6rVPP/30lZ8rEomwbt06NUZDREQVUSgUEIlEGDFiBGQyGWbOnIn79+8jICAAf/31Fz744AOYmJigc+fOkEgkQodLREQvUanYYW9vDx8fHzx//rzUeh3F4uPj4ePjAzs7O1VORUREKioudKSnp6NDhw4wMTEROiQiIqJ6b/369eUuUP4ihUKh/LdIJFJ+4cZiBxFR7Sl+v7azs8P48eNhZ2eHc+fOwdraGtOmTYOhoSH69u3LQgcRUR2lUrFj2rRp+PTTTzFo0CB89913yrkLi/3555/4z3/+g+zsbEybNk2lQImI6NXJ5XI8fPgQqampaN++PUxNTYUOiYiIqEH46KOPEBkZiQMHDkBPTw9DhgyBo6MjACAyMhIXLlxAXl4eZs2aBQcHB2GDJSIiAMDw4cPx448/ol+/fmjXrp2yAD1mzBihQyMiogqIFC9eQlRNeXl5GDhwIG7evAmRSAQLCwvlAD0yMhJJSUlQKBRwd3eHj49PpXMZZmRkwMTEBOnp6ZxahYhITRQKBR49eoSkpCS0a9cO5ubmQodERET/w/Fv/RcdHY3OnTujb9++2L59e6k74hMSErBo0SL8888/uHPnDuzt7Ss8Hl8zRES1Qy6XQyxWaalbIiJSk6qOgVV619bT08Pff/+NFStWwMjICImJibh9+zZu376NxMREGBoa4t1338Vff/3FRZuIiASgUCjw+PFjJCUloW3btix0EBER1bJ169ZBW1sb3t7eZU79a2VlBW9vb2hpaXHKKiIigSgUCrx8LfCrFjrKOhYREdUOlaaxAgB9fX1s3LgRGzZsgJ+fH2JiYgAAtra26NKlC4scREQCUSgUCAkJQUJCAtq2bQsLCwuhQyIiImpwLly4gH79+lWYF+np6aFv3764ePFiLUZGREQAcPfuXRQUFKBHjx7K6apelUKhQGFhIfbu3Yu5c+dCR0dHjZESEVFlVC52FNPT00OvXr3UdTgiIlKBQqFAaGgo4uPj0aZNG1haWgodEhERUYOUkpKC3NzcStvl5eUhNTW1FiIiIqJiAQEBOHv2LHR1ddG5c2fo6uqqdDyRSIR79+7h+fPn2LJlC5YtW8aCBxFRLVLr5INhYWG4fv06QkJC1HlYIiKqBoVCgSdPniAuLg6tW7cuc8oMIiIiqh329vbw8fHB8+fPy20THx8PHx8f2NnZ1WJkREQNW2BgIE6dOgUdHR14enqqXOgo5u7ujv79+yMrKwtbt26FVCpVy3GJiKhyKhc7ZDIZPvvsMzRp0gTOzs7o06cPvvrqK+X+w4cPo1evXggKClL1VEREVAmFQoHw8HDExsaiVatWaNq0qdAhERERNWjTpk1DVlYWBg0aVOY0VX/++Sdef/11ZGdnY9q0aQJESETU8Dx69AjHjx+HtrY2Fi9eXOFit69iwIAB6N27NzIyMljwICKqRSoVO2QyGTw8PPDxxx8jNTUVLi4upRZh6t27N27cuIETJ06oFCgREVUuMjISMTExaNmyJWxsbIQOh4iIqMFbs2YN3N3d8fDhQwwbNgzW1tZwd3eHu7s7rK2tMXToUAQFBaF79+5Ys2aN0OESEdV7oaGhOHr0KLS0tLBo0SKYmprWyHkGDx6MHj16IC0tDdu3b4dcLq+R8xAR0b9UKnbs2LEDf/zxBwYOHIiIiAgEBgaWauPg4ICWLVviwoULqpyKiIgq8fTpU0RFRaFFixZo1qyZ0OEQERERitY2/Pvvv7FixQoYGRkhMTERt2/fxu3bt5GYmAhDQ0O8++67+OuvvypcxJyIiFQXHh6On376CWKxGAsWLICZmVmNnm/o0KHo2rUrUlJSWPAgIqoFKi1Qvn//fpiZmeHo0aNo3Lhxue1cXFwQEBCgyqmIiKgCUVFRiIyMhIODA+f7JiIiqmP09fWxceNGbNiwAX5+foiJiQEA2NraokuXLixyEBHVgqioKBw6dAgikQjz58+HpaVlrZx35MiRkEql8Pf3x86dO7FgwQKIxWpdQpeIiP5HpWLH48eP0adPnwoLHQBgYmKChIQEVU5FRETliImJQUREBOzt7dG8eXOhwyEiIqJy6OnpoVevXkKHQUTU4MTExGD//v0QiUSYN28erK2ta/X8Y8aMgVQqRWBgIPbs2YN58+ax4EFEVANUXrNDV1e30nZxcXFVakdERNXz7NkzPHnyBHZ2dnBwcBA6HCIiIqpEWFgYrl+/jpCQEKFDISJqEOLi4rBv3z4AwOzZswVb23D8+PFo06YNnj17Bi8vL0FiICKq71QqdjRv3hz379+vsE1hYSECAwPRqlUrVU5FREQviYuLQ2hoKGxtbeHo6AiRSCR0SERERFQGmUyGzz77DE2aNIGzszP69OmDr776Srn/8OHD6NWrF4KCggSMkoio/klISMCePXugUCgwY8YMwaf8nTx5MpycnBAdHY0DBw4IGgsRUX2kUrFj2LBhiIyMxM6dO8tts2XLFiQmJmLkyJGqnIqIiF7w/PlzhISEwMbGBi1btmShg4iIqI6SyWTw8PDAxx9/jNTUVLi4uEChUJRo07t3b9y4cQMnTpwQKEoiovonOTkZO3fuhFwux/Tp0+vMnfDTp0+Ho6MjIiIicPjwYaHDISKqV1QqdqxatQomJibw9PTE8uXLce3aNQBAdnY2/Pz8sGbNGqxZswYWFhZYunSpWgImImroEhIS8PjxYzRp0gROTk4sdBAREdVhO3bswB9//IGBAwciIiICgYGBpdo4ODigZcuWuHDhggAREhHVP6mpqdixYwdkMhkmT56Mli1bCh1SCTNnzoSdnR3CwsLw888/Cx0OEVG9oVKxo2nTpjh16hRMTU2xefNm9O3bFyKRCMeOHUO3bt3w9ddfw8jICMePH4eFhYW6YiYiarCSkpLw6NEjWFtbo3Xr1ix0EBER1XH79++HmZkZjh49WuE88S4uLoiKiqrFyIiI6qf09HRs374dUqkUEydOhLOzs9Ahlal4/ZDHjx/j+PHjQodDRFQvqFTsAIB+/fohKCgIq1evRrt27aCvrw9dXV04OTnh7bffxoMHD9CnTx91xEpE1KAlJyfj4cOHsLS0hLOzMwsdREREGuDx48fo3r07GjduXGE7ExMTJCQk1FJURET1U2ZmJrZt24bCwkKMGzcObdu2FTqkconFYsybNw9NmjRBYGAgTp8+LXRIREQaT0uVJ0dFRUEkEsHOzg5fffVViUX2iIhIfVJSUhAUFARzc3O0adOGhQ4iIiINIZPJoKurW2m7uLi4KrUjIqKy5eTkYOvWrSgoKMDo0aPRoUMHoUOqlFgsxvz587Fjxw74+/tDIpHAw8ND6LCIiDSWSnd2ODg4YMqUKeqKhYiIypCamoqgoCA0btwYLi4uEItVvimPiIiIaknz5s1x//79CtsUFhYiMDAQrVq1qqWoiIjql7y8PPz444/Iz8/HyJEj0alTJ6FDqjKxWIxFixbBzMwMd+/exe+//y50SEREGkulb8yMjY3h6OiorliIiOglaWlpCAwMhImJCdq1a8dCBxERkYYZNmwYIiMjsXPnznLbbNmyBYmJiRg5cmQtRkZEVD/k5eVhy5YtyM3NxdChQ9G1a1ehQ6o2sViMxYsXw9TUFDdv3sSff/4pdEhERBpJpW/N2rZti+joaHXFQkREL8jIyEBgYCCMjY1Z6CAiItJQq1atgomJCTw9PbF8+XJcu3YNAJCdnQ0/Pz+sWbMGa9asgYWFBZYuXSpwtEREmqWgoABbt25FTk4OBg8ejB49eggd0ivT0tLCkiVLYGxsjKtXr8LHx0fokIiINI5K35zNnz8fV69exe3bt9UVDxERoWhhvfv378PQ0BDt27eHRCIROiQiIiJ6BU2bNsWpU6dgamqKzZs3o2/fvhCJRDh27Bi6deuGr7/+GkZGRjh+/DgsLCyEDpeISGNIpVL8+OOPyMrKQv/+/dG7d2+hQ1JZccHDyMgIvr6+uHLlitAhERFpFJWKHXPmzIGnpyeGDBmCL774AsHBwcjPz1dXbEREDVJWVhbu378PAwMDdOjQgYUOIiIiDdevXz8EBQVh9erVaNeuHfT19aGrqwsnJye8/fbbePDgAfr06SN0mEREGqO40JGZmYk+ffpgwIABQoekNjo6Oli2bBkMDAzw999/4/r160KHRESkMUQKhULxqk+uzhdwIpEIUqm0wjYZGRkwMTFBeno6jI2NXzUsIiKNlZ2djYCAAOjq6sLNzQ1aWlpCh0RERDWI49/6LyoqCiKRCHZ2dmo5Hl8zRNTQyeVybN26FSkpKejRoweGDh0qdEg1Ii8vD5s3b0Zubi5GjBiBbt26CR0SEZFgqjoGVunODoVCUeUfuVyuyqmIiOq9nJwcBAQEQEdHB66urix0EBER1QMODg6YMmWK0GEQEdULcrkc27dvR0pKCrp161ZvCx0AoKenh6VLl0JPTw/nzp2Dn5+f0CEREdV5KhU75HJ5tX6IiKhsubm5CAgIgLa2NlxdXaGtrS10SERERKQGxsbGcHR0FDoMIiKNJ5fLsXPnTiQlJaFTp04YMWKE0CHVOAMDAyxZsgQ6Ojr49ddfERAQIHRIRER1mkrFDiIiUl1eXh4CAgIgkUjg5uYGHR0doUMiIiIiNWnbti2io6OFDoOISKPJ5XLs3r0bz58/R4cOHTB69GihQ6o1RkZGWLJkCbS1tXHq1CkEBQUJHRIRUZ3FYgcRkYDy8/MREBAAkUjEQgcREVE9NH/+fFy9ehW3b98WOhQiIo0kl8uxb98+xMXFoW3bthg3bpzQIdU6Y2NjeHp6QktLC8eOHUNwcLDQIRER1UlqL3asWrUKLVu2VPdhiYjqneJCh0KhgJubG3R1dYUOiYiIiNRszpw58PT0xJAhQ/DFF18gODgY+fn5QodFRKQxDh48iJiYGLRq1QoTJ04UOhzBmJqaYtGiRdDS0sLPP/+MsLAwoUMiIqpz1F7sSEpKQmRkpLoPS0RUrxQUFOD+/fuQyWRwc3ODnp6e0CERERFRDZBIJNi6dSsyMjKwbt06tG3bFgYGBpBIJKV+tLS0hA6XiKhOOXToECIjI9GiRQtMmzZN6HAEZ25ujvnz50MsFsPb2xsRERFCh0REVKdwGisiolpWWFiI+/fvQyqVws3NDfr6+kKHRERERDVEoVBU+UculwsdLhFRnXHkyBE8efIE9vb2mDFjhtDh1BlWVlZ46623IBKJcPDgQURFRQkdEhFRncFiBxFRLSoudBQUFMDV1RUGBgZCh0REREQ1SC6XV+uHiIigXJfC1tYWs2bNEjqcOqdJkyaYN28eRCIR9u/fj9jYWKFDIiKqE1jsICKqJVKpFA8ePEBeXh5cXV1haGgodEhERERERER1ysmTJxEUFIQmTZpg7ty5EIv51VVZbGxsMGvWLCgUCuzduxdxcXFCh0REJDi1f2IU34JNRET/kslkePDgAXJycuDq6gojIyOhQyIiIiIiIqpTfv31V9y/fx+WlpbKtSmofPb29pg5cyYUCgX27NmDxMREoUMiIhKU2j81vLy8ePs1EdELigsd2dnZcHV1RaNGjYQOiYiIiAS0atUqtGzZUugwiIjqlPPnz8PPzw/m5uZYtGgRCx1V5ODggGnTpkEul2Pnzp1ITk4WOiQiIsHwk4OIqAbJ5XIEBQUhMzMTHTp0gLGxsdAhERERkcCSkpIQGRkpdBhERHXGxYsXcevWLTRu3Bienp4sdFSTk5MTJk+eDKlUih07diAtLU3okIiIBMFPDyKiGlJc6EhPT0eHDh1gYmIidEhERERERER1io+PD65duwZjY2MWOlTg7OyMiRMnQiqVYtu2bcjIyBA6JCKiWqfyJ0hUVBQWL16MVq1awcDAABKJpMwfLS0tdcRLRKQR5HI5Hj58iNTUVLRr1w6mpqZCh0RERERERFSn+Pr6wtfXF0ZGRliyZAm/O1JR27ZtMW7cOBQWFmLr1q3IysoSOiQiolql0qfI48eP0bt3b6SlpVW6KDkXLSeihkKhUODx48dISUlBu3btYGZmJnRIREREREREdcq1a9fg4+MDQ0NDLFu2DDo6OkKHVC906NABhYWF+PXXX7F161YsW7YMBgYGQodFRFQrVLqz48MPP0RqaiqGDBmCGzduID09HXK5vNwfIqL6rrjQkZSUhLZt28Lc3FzokIiIiKiOUSgUvBiMiBq0W7du4eLFi9DX18fSpUtZ6FCzzp07Y8SIEcjLy8OPP/6IvLw8oUMiIqoVIoUKo2wLCwsYGRkhJCRELR9MGRkZMDExQXp6OhfxJSKNo1AoEBISgvj4eLRt2xaWlpZCh0RERHUcx79UXXzNEJGmu3v3Ls6ePQs9PT3edVDDrl+/jgsXLsDAwADvvPMOi0pEpLGqOgZW6c6OnJwcdO/enW+WRNTgKRQKhIaGIj4+Hm3atGGhg4iIiIiI6CUBAQE4e/YsdHV1sWTJEhY6aljPnj3x2muvIScnB1u2bEFBQYHQIRER1SiVih0tWrRAdna2umIhItJICoUCT548QVxcHFq3bg1ra2uhQyIiIiIiIqpTAgMDcerUKejo6MDT0xNGRkZCh9Qg9O3bF/369UNWVha2bt0KqVQqdEhERDVGpWLHjBkz4Ovri8TERHXFQ0SkURQKBcLDwxEbG4tWrVqhadOmQodEREREdUxUVBQWL16MVq1awcDAABKJpMwfLS0toUMlIqoRjx49wvHjx6GtrY3FixdzGr5aNnDgQPTu3RsZGRkseBBRvaZSsWPFihXo2bMnhg8fjsDAQHXFRESkMSIjIxETE4OWLVvCxsZG6HCIiIiojnn8+DE6deqEnTt34smTJ8jLy1MuUP7yj1wuFzpcIiK1Cw0NxdGjR6GlpYVFixbB1NRU6JAapMGDB8Pd3R1paWnYvn07P3OIqF5S6dKhIUOGoLCwEH5+fujYsSPs7e1hb28Psbh0DUUkEuGvv/5S5XRERHXK06dPERUVhRYtWqBZs2ZCh0NERER10IcffojU1FQMHToUn3zyCVxcXNCoUSOhwyIiqhXh4eH46aefIBaLsWDBApiZmQkdUoM2bNgwyGQy3LlzBzt27MCiRYvK/A6PiEhTiRQKheJVn1ydN0SRSASZTFZhm6quqk5EJLSoqChERETAwcEBzZs3FzocIiLSUBz/1n8WFhYwMjJCSEgIdHR0VD4eXzNEpCmioqLg5eUFkUiEBQsWcG3DOuT06dPw9/eHtbU1FixYwIIHEdV5VR0Dq3Rnh4+PjypPJyLSSDExMYiIiIC9vT0LHURERFShnJwcvPbaa2opdBARaYqYmBjs378fIpEI8+bNY6GjjhkzZgykUikCAwOxZ88ezJs3jwUPIqoXVCp29O/fX11xEBFphGfPnuHJkyews7ODg4OD0OEQERFRHdeiRQtkZ2cLHQYRUa2Ji4vDvn37oFAoMGfOHK5tWEeNHz8eUqkUjx8/hpeXF+bOnSt0SEREKmPZloioiuLi4hAaGgpbW1s4OjpCJBIJHRIRERHVcTNmzICvry8SExOFDoWIqMYlJCRgz549UCgUmDlzJuzs7IQOiSowefJkODk5ITo6GgcOHBA6HCIilam0ZseLnj17hsuXLyM2NhYAYGtri379+sHW1rbKx+D8s0RUVz1//hyPHz+GjY0NnJycWOggIiK14Pi3/pNKpRgxYgRSUlLg5eWF9u3bq3Q8vmaIqK5KSkrCjh07IJfLMX36dLRs2VLokKiKDhw4gIiICDg5OWH69OlCh0NEVEqtrNkBAOnp6Vi6dCmOHDkCuVxeYp9YLMbUqVOxZcsWmJiYqHoqIiJBJCQk4PHjx2jSpAkLHURERFQtQ4YMQWFhIfz8/NCxY0fY29vD3t6+zLnRRSIR/vrrLwGiJCJSTWpqKv773/9CJpNhypQpLHRomJkzZ2Lv3r0ICwvDzz//jMmTJwsdEhHRK1Hpzo68vDz07dsXfn5+UCgUcHNzU36ghYeHw9/fHyKRCF26dMGVK1egq6tb4fF4lRIR1TVJSUkICgqCtbU1nJ2dWeggIiK14vi3/qvOgq8ikQgymazCNnzNEFFdk56ejq1bt6KwsBATJ05E27ZthQ6JXoFcLseePXvw7NkztG/fHuPHjxc6JCIipVq5s2PLli24e/cuOnfujJ07d6Jz584l9t+7dw8LFy7E3bt3sWXLFqxcuVKV0xER1ark5GQ8fPgQlpaWLHQQERHRK/Hx8RE6BCKiGpOZmYlt27ahsLAQ48aNY6FDg4nFYsybNw+7du1CYGAgtLS0MGbMGKHDIiKqFpXu7OjatSvCwsLw5MkTmJubl9kmKSkJTk5OcHJywp07dyo8Hq9SIqK6IiUlBYGBgTA3N4eLi0u1rsokIiKqKo5/qbr4miGiuiInJwebN29Gfn4+Ro8ejU6dOgkdEqmBXC7Hjh07kJiYiC5dusDDw0PokIiIqjwGVunbu5CQEAwcOLDcQgcAWFhYYODAgQgODlblVEREtSY1NRVBQUFo3LgxCx1EREREREQvycvLw48//oj8/HyMHDmShY56RCwWY9GiRTAzM8Pdu3fx+++/Cx0SEVGVqTSNlUwmg7a2dqXttLW1Sy1eTkRUF6WnpyMwMBAmJiZo164dCx1ERESkNs+ePcPly5cRGxsLALC1tUW/fv1ga2srcGRERFWXl5eHLVu2IDc3F0OHDkXXrl2FDonUTCwWY/Hixdi6dStu3rwJLS0tDB48WOiwiIgqpVKxw9HREb6+vsjNzYW+vn6ZbXJzc+Hr6wtHR0dVTkVEVOMyMjLw4MEDGBsbs9BBREREapOeno6lS5fiyJEjpS4CE4vFmDp1KrZs2QITExOBIiQiqpqCggJs3boVOTk5GDx4MHr06CF0SFRDtLS0sGTJEmzZsgVXr16FRCLBwIEDhQ6LiKhCKn2TN3r0aCQkJGD69OlITEwstT8xMVG574033lDlVERENSozMxP379+HoaEh2rdvD4lEInRIREREVA/k5eVh8ODB8Pb2hkwmg6urK8aOHYuxY8fCzc0NMpkMhw8fxuuvv478/HyhwyUiKpdUKsWPP/6IrKws9O/fH7179xY6JKphxQUPIyMj+Pr64sqVK0KHRERUIZUWKE9NTUWnTp0QHR0NAwMDDBs2THkHR3h4OH7//Xfk5uaiefPm8PPzg6mpaYXH42J7RCSErKwsBAQEQF9fH66urtDSUummNyIioirj+Lf+27hxI9577z107twZO3fuROfOnUvsv3fvHhYuXIi7d+/i//7v/7By5coKj8fXDBEJobjQkZ6ejj59+mDQoEFCh0S1KD8/H5s3b0ZOTg6GDBmCnj17Ch0SETUwVR0Dq1TsAICIiAhMnToVt27dKjqgSAQAKD6su7s7vL29qzSNFQfuRFTbsrOzERAQAF1dXbi5ubHQQUREtYrj3/qva9euCAsLw5MnT2Bubl5mm6SkJDg5OcHJyQl37typ8Hh8zRBRbZPL5di6dStSUlLQo0cPDB06VOiQSAB5eXnYvHkzcnNzMWLECHTr1k3okIioAanqGFjlb/UcHR1x48YNXL16FZcuXSqx2N6AAQN4WyMR1Vk5OTkICAiAjo4O7+ggIiKiGhESEoJBgwaVW+gAAAsLCwwcOBB//vlnLUZGRFQ5uVyO7du3IyUlBd26dWOhowHT09PD0qVLsWXLFpw7dw4SiaTU3YpEREJT2zd7vXv3ZmGDiDRGbm4uAgICoK2tDVdXV2hrawsdEhEREdVDMpmsSuMMbW3tUouXExEJSS6X47///S+SkpLQsWNHjBgxQuiQSGAGBgbKRct//fVXSCQSuLm5CR0WEZGSSguUExFpory8PAQEBCgHZjo6OkKHRERERPWUo6MjfH19kZubW26b3Nxc+Pr6VmnqXyKi2iCXy7F7924kJCSgQ4cOGDNmjNAhUR1hZGSEJUuWQFtbG6dOnUJQUJDQIRERKbHYQUQNSn5+PgICAiASiVjoICIioho3evRoJCQkYPr06UhMTCy1PzExUbnvjTfeqP0AiYheolAo4OXlhbi4OLi4uGDcuHFCh0R1jLGxMTw9PaGlpYVjx44hODhY6JCIiABUc4FyiUQCkUiEhw8fonXr1pBIJFU/kUgEqVRaYRsutkdENam40CGXy9GxY0fo6ekJHRIRETVwHP/Wf6mpqejUqROio6NhYGCAYcOGKe/gCA8Px++//47c3Fw0b94cfn5+MDU1rfB4fM0QUU3bv38/IiMj0apVK0ybNk3ocKgOS05Oxo4dOyCTyTBt2jQ4OTkJHRIR1VM1skC5QqHAi7WRatRJqtWWiEjdCgoKcP/+fchkMhY6iIiIqNY0btwYPj4+mDp1Km7duoXjx49DJBIB+DdHcnd3h7e3d6WFDiKimnb48GFERkaiRYsWLHRQpczNzTF//nzs3LkT3t7emDFjBqdkJCJBVevOjprGq5SIqCYUFhYiICAAhYWFcHNzg4GBgdAhERERAeD4t6G5evUqLl26hNjYWACAra0tBgwYgN69e1f5GHzNEFFNOXLkCIKDg2Fvb485c+YIHQ5pkPj4eOzatQsKhQKzZ8+Gvb290CERUT1T1TEwix1EVK9JpVIEBAQgPz8fbm5uMDQ0FDokIiIiJY5/qbr4miGimnDs2DEEBQXB1tYWc+fOhVjMJV6pemJjY7F3714AwNy5c2FraytwRERUn1R1DKzSp9eBAwdw7dq1StvduHEDBw4cUOVURETVJpVKcf/+feTl5cHV1ZWFDiIiIiIiopecPHkSQUFBaNKkCQsd9MpsbW0xa9YsKBQK7N27F3FxcUKHREQNkEqfYLNnz8bu3bsrbbdnzx7eAklEtUomk+HBgwfIycmBq6srjIyMhA6JiIiIiIioTvn1119x//59WFpaYv78+Sx0kErs7e0xY8YMKBQK7NmzB4mJiUKHREQNTK18itWhmbKIqAEoLnRkZ2fD1dUVjRo1EjokIiIiaiAkEgm0tLQQEhKifFzVHy0tLYGjJ6KG5Pz58/Dz84O5uTkWLVrEQgephaOjI6ZNmwa5XI6dO3ciOTlZ6JCIqAGplU+yhIQELghMRLVCLpcjKCgImZmZ6NChA+eyJiIiolqlUCggl8tLPK7qz4vPIyKqSRcvXsStW7dgamoKT09PFjpIrZycnDB58mRIpVLs2LEDaWlpQodERA1EtS8d8vX1LfE4Pj6+1LZiUqkUQUFBuHDhAjp06PBqERIRVVFxoSM9PR3t27eHiYmJ0CERERFRA/NywYIFDCKqa3x8fHDt2jUYGxtjyZIlLHRQjXB2dsaECRNw7NgxbNu2DUuXLuXFiERU46pd7BgwYABEIpHy8R9//IE//vijwucoFAosXry4+tEREVWRXC7Hw4cPkZqaivbt26Nx48ZCh0RERERERFSn+Pr6wtfXF0ZGRliyZAmnz6Ma1a5dO8hkMpw8eRJbt27FsmXLuJ4mEdWoan+q9evXT1nsuHz5MqysrNCmTZsy2+ro6KBZs2YYP348RowYoVqkRETlUCgUePz4MVJSUtCuXTuYmZkJHRIRERERAODAgQNwcnJCr169Kmx348YNhISEYObMmbUUGRE1NNeuXYOPjw8MDQ2xbNky6OjoCB0SNQCurq6QSqX49ddflQUPTnVPRDVFpFBh9XCxWIzZs2dj7969agkmIyMDJiYmSE9P561tRFQlxYWOxMREtG3bFhYWFkKHREREVGUc/9Z/Vc2Z5s+fj71790Imk1XYjq8ZInoVt27dwvnz56Gvr4+3334benp6QodEDczt27dx7tw5vgaJ6JVUdQys0sSMPj4+eO+991Q5BBHRK1MoFAgJCUFCQgJcXFxY6CAiIiKNpcI1aEREFbp79y7Onz8PPT09LF26lF8ykyC6deuGIUOGIDc3F1u2bEFBQYHQIRFRPaRSsaN///5wdnZWVyxERFWmUCgQGhqK+Ph4tGnTBpaWlkKHRERERPTKEhISOK0HEaldQEAAzp49C11dXSxZsoTvMySonj174rXXXkNOTg4LHkRUI9S6ElV6ejoyMjLKvSrJ3t5enacjogZKoVDgyZMniIuLQ+vWrWFtbS10SERERERKvr6+JR7Hx8eX2lZMKpUiKCgIFy5cQIcOHWojPCJqIAIDA3Hq1Cno6OjA09OTC0NTndC3b1/IZDJcvnxZuYaHlpZav54kogZM5XeT1NRUfPTRRzh69CgSExPLbScSiSCVSlU9HRE1cAqFAuHh4YiNjUWrVq3QtGlToUMiIiIiKmHAgAEQiUTKx3/88Qf++OOPCp+jUCiwePHimg6NiBqIR48e4fjx49DW1sbixYu5xg/VKQMGDIBUKsXVq1exdetWLFmyhAUPIlILld5J0tPT0aNHD4SFhUEikUBfXx85OTlo2rQp4uPjoVAoIBKJeEcHEalNZGQkYmJi0LJlS9jY2AgdDhEREVEp/fr1UxY7Ll++DCsrK7Rp06bMtjo6OmjWrBnGjx+PESNG1GaYRFRPhYaG4ujRo9DS0sKiRYtgamoqdEhEpQwePBhSqRQ3b97E9u3bsWTJEojFKs22T0SkWrFj48aNCA0NxaxZs7Bt2zYsXrwYBw8eRGxsLHJycnDw4EF88MEH6N+/P7y8vNQUMhE1VE+fPkVUVBRatGiBZs2aCR0OERERUZkuXbqk/LdYLMbw4cOxd+9e4QIiogYjPDwcP/30E8RiMRYsWAAzMzOhQyIq17BhwyCVSnH37l3s2LEDixYtYsGDiFSiUrHjzJkzsLCwwPbt26Gnp1fiVm0DAwMsXLgQbm5u6NOnD3r16oUFCxaoHDARNUxRUVGIjIyEg4MD7OzshA6HiIiIqEp8fHzQpEkTocMgogYgKioKhw4dgkgkwvz582FpaSl0SESV8vDwgEwmg7+/P3bt2oX58+ez4EFEr0yld4/w8HB06dIFenp6AKAsdshkMmWbHj16oGfPntizZ48qpyKiBiwmJgYRERGwt7dH8+bNhQ6HiIiIqMr69+8PZ2dnocMgonouNjYW+/fvh0gkwrx582BtbS10SERVNmbMGLRv3x7x8fHYs2cP5HK50CERkYZSefWfxo0bK/9tYGAAoGjRcgsLC+V2e3t7nD17VtVTEVED9OzZMzx58gTNmjWDg4OD0OEQERERqSQ9PR0ZGRlQKBRl7ud6h0RUXXFxcdi7dy8UCgXmzJnDtQ1JI40fPx5SqRSPHz+Gl5cX5s6dK3RIRKSBVLqzw8bGBrGxscrHxQPz+/fvl2gXHh4OLS2V6ypE1MDExcUhNDQUtra2aNGiRYmp8oiIiIg0RWpqKpYtW4YmTZrAzMwMDg4OcHR0LPXTokULoUMlIg2TkJCAPXv2QKFQYObMmZzylzTa5MmT4eTkhOjoaBw4cEDocIhIA6lU7OjQoQOCg4OVj/v27QuFQoGPP/4YmZmZAIBDhw7h5s2baNu2rWqRElG9lpubC39/f2RlZQEAnj9/jpCQENjY2KBly5YsdBAREZFGSk9PR48ePbBt2zakpKRAX18fCoVCuY5H8R0e9vb2/JKSiCp1/vx5/P3331AoFEhKSsLOnTshl8sxffp03glP9cL06dPh6OiIiIgIHD58GACQlpaG/fv3l7jgmoioLCoVO4YNG4aEhAT4+PgAAHr27InevXvj6tWrMDMzg7m5OWbNmgWRSITVq1erJWAiqp/i4+ORnp4Of39/PH36FI8fP0aTJk3g5OTEQgcRERFprI0bNyI0NBQzZ85Eeno6JkyYAJFIhNjYWGRmZmL79u0wNTVF//79ERERIXS4RFSH5eTk4Pbt27hy5QpOnjyJHTt2QCaTYfLkyWjZsqXQ4RGpTfFdSmFhYThw4AD27NmDyMhI3LlzR+jQiKiOU6nYMXXqVFy5cgWtW7dWbjtx4gQ8PDwAFN2ubWpqim+//RajRo1SLVIiqtcSExMBADKZDJGRkWjcuDFat27NQgcRERFptDNnzsDCwgLbt2+Hvr5+ibGNgYEBFi5ciN9++w2HDh3Czp07BYyUiOq6kJAQ5d1gDx48gEwmw4QJE+Ds7CxwZETqN3v2bFhZWSEiIkI5A8SjR4+4eDkRVUilhTSMjIzQu3fvEtssLS1x5swZ5OTkID09HdbW1hCLVaqp1IrsfCkik7NRIJVDR0sMB3NDGOpynRGiV1WdPpWTk4Pc3NwS29LT05Geng5TU9NaiJZIM/Cziki92KeoNoSHh6Nv377Q09MDAGWxQyaTQSKRAAB69OiBnj17Ys+ePViwYIFgsVaGfYZI/arTrx4+fAiRSKQseABFBRAXFxeN+N6FqDqSkpKQkZFRYlt+fj6ePn0KR0fHcp/Hzyoi9dOkflVjURkYGMDAwKCmDq8Woc8zcfhmFHyCExCVkgPFC/tEAOzNDDDQ2QrT3e3RyrqRUGESaYxX7VNJSUmljiWXy/HgwQP07t2bA3dq0PhZRaRe7FMkhMaNGyv/XZwjpaamwsLCQrnd3t4eZ8+erfXYKsM+Q6R+r9KvCgoK8OTJkxKFDgC4f/8+bG1t0b1799r7BYhqwZEjR5CXl1dq+6NHj0oVO/hZRaR+mtqvRIqXPykFlJGRARMTE6Snp8PY2LjGzhOdkoMPTj7AlbAkSMQiyOTl/wmK9/d1ssAXYzvAzqxuF3CIhKBqn7p582apQYyxsTFsbGxgbW1d0+ET1Un8rCJSr7rap2pr/EvCad26NZo2bYrLly8DAL7++mu8//77uHjxIl577TVlu549eyIkJATJyckVHo85E5HmUqVfJUeF4PTp0wCgvLvDwMAAHTp0QJ8+fWBkZFRbvwZRrQgJCcGtW7cQHh5eosinpaWFDz74ACKRiJ9VRDWgrvarqo6Bq1XsOHDgAABg7NixaNSokfJxVc2cObPC/bUxcD9yOwofnwmCVK6o8D/rZRKxCFpiET4Z3Q5TutnXSGxEmkjVPrVuhDPsCqIBAIaGhrC2toaVlRV0dXVrKmSiOo+fVUTqVZf7FIsd9d/48eNx9epVxMfHAwCuX7+O3r17o3fv3jh37hwaNWqEQ4cOYebMmejduzeuXLlS4fGYMxFpJlX7VQ/tKLRQxEMikcDV1RUdOnRA8+bNeRc81XvZ2dl4+PAhAgICEBsbCwAYOHAgnuk78LOKSM3q8hiwRoodYrEYIpEIjx49QuvWrZWPq0omk6kl6Ff1o08oNl0IUfk4K4e0xtKBrdQQEZFmU1efmtfVEv8Z2pZXIxGBn1VE6lbX+xSLHfXfrl27sHDhQvz1118YOHAgAKBv3764evUqJBIJjI2NkZaWBgA4deoURo0aVeHxmDMRaR519avRDiJ899ZQ5Xo/RA1NcnIyfvrpJ/gk6OJuoY3Kx+NnFdG/6voYsKpj4GpdAjBz5kzMnDkTJiYmJR5X9ae6Hjx4gAkTJqB58+bQ09ODra0tXn/9dWzZskXZxsHBASKRqMyfYcOGKdtNmP8fLHutNWQ56eWeL+/pfTz9ygPZj/+pMK5lr7Uu95yLFi1Stps9e3aJfbq6umjdujU++uijMucdJNIkR25HqeVNEAD23EnEb49S1HIsIk2mzn616UIIfr4dpZZjEQnFy8ur1FjLysoKAwcOxPnz55XtIiMjIRKJsGnTphLPL+5T6TdP4OlXHpCmPUdhWjyiNo1H4umvyzxn9iNfPP3KA5l3i9ZOSDr7HZ5+5VHm+K94wWkAuHTpUol9EokEVlZWmDBhAh49elQDfx3SFFOnTsWVK1fQunVr5bYTJ07Aw8MDQNHaHaampvj2228rLXSUhTkTUd2mzvHdmUgFjvnFquVYRJrI3NwcZt081FLoAJgzUf2gas4EFH1Wrdvwlco5U1l5U23nTNVaoNzLy6vCx+p07do1DBw4EPb29pg/fz6aNGmC6Oho3LhxAz/88AOWLVumbNuxY0esWLGi1DFsbIre/KJTcuATnKDW+AwcO+GL1UtgblRyqp0XkxgA0NXVxe7duwEA6enpOH36NDZs2IAnT57g8OHDao2JGp78/Hx89NFHOHjwIFJTU+Hq6orPPvsMr7/+eol2165dw+rVq+Hn5wdjY2NMmjQJX3zxRYk7Kby8vDBnzhwAwJUrV9CnT58Sx1AoFLC3t0dMTAxeGzIMMd3fLhWPPC8L0VtmALJC2Ly1HdoWdqXaJJ39DtmBfykfi7T1IDEwwVunnJD2nifmz5xS5VuxpVIpCgoKlAt9VmbPnj3YtGkTIiIiYGdnh7fffrvEewlRZX0qJycH+/btw+nTp/HgwQNkZWXByckJCxYswIIFC0pcZXfp0iXlFbwHDx7Em2++Wep8vXv3xrVr19CuXTuc972Fj88EldivkMsQu20OZFkpsJq4Hvotu5Y6RtqVw0i/+pPysUhLF2IDY+hYOuCdwN7osvMjODVtXOp5ZZHL5cjNzYWhoWGlbX/++Wf8+uuvuHnzJsLCwtC/f39cunSpSuchqq5PP/0Ujo6OUCgUeP78Oby8vDBixAj8+uuvyi+MXxadklOqTwGAtmkTmPSZirRLXsh1HQx9x87KffL8HKT+tRs6Ns4w6jzi3ydJtGE+/G1oS0RYM6yNcvxX1pW1b7/9Nrp164bCwkLcv38fO3bswKVLlxAYGIgmTZqo+JcgTWRkZITevXuX2GZpaYkzZ84gJycH6enpsLa2fqWpaJgzEVVOqJxp5MiR2H7gl1KfRarkTDpNWuI/oQPQY8f7aG5RtbvimTNRTRAqb2rdxgWY8E2p/arkTfOOOyJm2RwsXTCnytNpM2+iuuhVciag7LxJlZwJQIm8qbZzpmoVO2rT559/DhMTE9y+fRumpqYl9iUklByE29ralvlmWOyDkw9QjWnGqkTLzBZ3tNvj4JvuFbfT0ioRm6enJ3r16oWffvoJ3377LRdfJpXMnj0bx44dw/Lly9GqVSvlG5mPj49y4O3v749BgwbBxcUF3377LWJiYrBp0yaEhoaWqPAW09PTg7e3d6mB++XLlxETEwNdXV0Ex2dCt4xOlf34H4hEIogNGyPr4SU07jej7MBfeANUSPMhzUhEXtgtLJozHUf278Lp06fLvSUtNjYW3377LU6fPq1cqKxx48Z4/fXXsXjxYgwYMKDM5/33v//FokWLMH78eLz77ru4cuUK3n77beTk5OC9994r709MDUxlfSo8PBzLli3DoEGD8O6778LY2Bh//PEHPD09cePGDezfv7/UMYv71MufU5GRkbh27ZryKocPTj6A9KV+lff0PmRZKZCYWCP74aUyB+3FzIZ6QqStD4WsELLMZORF+OH52e/RrftZ3L/2N+zsSifSQNEVxT/88AOOHz+OR48eQSaToVGjRujbty/mz5+PN954o8znbd++HXfv3kW3bt0qXUyXSFXDhw9H167/vv7nzZsHa2tr/PTTT+UO3MvqU8WMu49FdtAlpPyxHU3n/QixdlFim3b5AGQ56bCa9AlEon+/eBaJJTBqPxASsQh3tM0rHP/17dsXEyZMUD52dnbG4sWLceDAAaxevbpavzfVfwYGBlX+ArIszJmIKidUzgSU/VmkSs6UG3oTcce/gHvg7wi55cOcqRZ89dVXeP/99/HOO+/g+++/BwDEx8dj1apVuHjxIjIzM+Hs7IwPP/wQ48ePFzbYWiRU3vQ8Ix/mZXxYqZQ3Rfph5duLcWD3dpw9e5Z5E2msV8mZgPLzplfNmQBUmjfVZM6kUrHjtddew7BhwyoNYtOmTTh37hz+/vvvKh/7yZMnaNeuXalBOwBYWVlV+TihzzNxJSwJ1ViapEoUCgWuhCUhLCETTlaNqvw8kUiEPn364MaNGwgPD+fAnV7ZrVu3cOTIEWzcuBErV64EUDS1XPv27bF69Wpcu3YNAPDBBx+gcePGuHTpknIw7ODggPnz5+PChQsYMmRIieOOGDECR48exebNm6Gl9e9bhLe3N7p06YL454lIyS6AVVnFjqBL0G/RFRITS+QElT9wf/ENUKnfDKRfP4pLl/Zj/vz5+Pnnn0s9z8vLC56enrC1tcXUqVPRsWNH6OrqIioqCmfPnsWgQYMwa9Ys/Pe//4W2trbyebm5ufjwww8xcuRIHDt2DAAwf/58yOVybNiwAQsWLEDjxlW78p3qr6r0qSZNmuDBgwdo166d8nkLFy7E3LlzsW/fPqxbtw5OTk4ljjtixAicOXMGSUlJsLCwUG739vaGtbU1WrVqheeJybgSllQqpuwgH+hYt4Rhh0FIu3wA8oI8iHX0SrUDAAPn3pAYmPy7oc9UZAX5IPnsdxj1xjj4371d6jnnz5/H9OnToa+vj6lTp2LdunUwNDREXFwc/vjjD0yaNAmvv/46jhw5gkaNSn7WHTx4ELa2thCLxWjfvn3lf2AiNTI1NYW+vn6Jz6kXFY//yiMSS2A+bCniD61G+rWf0bj/TOTHhyHz3jkYu4+DjpVjmc+Tyas//uvbty+AorEtkboxZyKqmFA5U1JSErLzpQgsc3z36jlT4//lTM8v78fUGXPw2+njpZ7HnEl9bt++jf/+979wdXUtsX3mzJlIS0vDmTNnYGFhAW9vb0yaNAl37txBp06dBIq29giVNzVzaIH7T2JhWuZ3EarnTYG/fYeJEyfixo0bpZ7DvIk0UWU5E1Bx3vSqORNQ/bxJnTlT9e+VfsGlS5fw+PHjStsFBwfj8uXL1Tp28+bNcffuXQQGBlbatrCwEElJSaV+cnNzcfhmFCTiqi+iXlUKaSGQl4GdFwJKnLOgoKDS50ZGRgJAgxsokHodO3YMEokECxYsUG7T09PDvHnzcP36dURHRyMjIwMXL17Em2++WeKqn5kzZ8LIyAi//PJLqeNOnToVycnJuHjxonJbQUEBjh07hmnTpiGrQApRGV1Kmp6A/OggGLTtB0OXfpCmP0deTPXm2zPrPQktO/bC0aNHERJScl7b3bt3Y968eVi/fj0eP36MDRs2YPz48fDw8ICnpyfOnTuHq1ev4u+//y61RpCPjw+Sk5Ph6elZYvuSJUuQnZ2N3377rVpxUv1UlT5lYWFRYsBebOzYsQBQ5hyTY8aMga6uLo4ePVpie3FSJJFIkJZbWOqzSl6Yj5yQ60V9qk1fKKQFyA0tPfCuiFG7gWjkNgQBfndK9GkA+OOPPzBq1CjMnj0bT548waZNmzBp0iSMHDkSb731Fo4ePYqAgAA8e/YMHh4epT7f7OzsXmnKFaJXkZ6ejqSkJCQmJiIoKAiLFy9GVlZWuVepV2X8p2vbBo06DUfGzRMoSIhEyu8/QsvECia9p5bZXpaTXrSOwQvjv4yMjEpj57iv4Tlw4AAOHDiAzMzMEo+r+lMdzJmIKiZUzgQAsWm5pfqVOnImk54Toe/YGed+PcmcqQZlZWVh+vTp2LVrV6n3oWvXrmHZsmXo3r07WrRogbVr18LU1BR3794VKNraJVTelJRdCKD0Z5U68iaTDq+h4+vjcfPmTeZNpLGqmzMBledNr5ozvZg31XbOVCu9rbCwsNode+XKlcjJyUHHjh3Rq1cvvPfee7hw4QIKCwtLtb1w4QIsLS1L/fzwww/wCU6ATN33YwPIun8BT7+fho0z+pY454kTJ0q1LR7UP3nyBN988w2OHz+O9u3bw9nZWe1xUcNx7949tG7dutSty927dwdQdCv2gwcPIJVKS9zGBgA6Ojro2LEj7t27V+q4Dg4O6NmzJ3766d+5LM+fP4/09HRMmTIFeYUylHXRX/YjX4h09KDfsht0bZyhZdoU2Q8vVet3kskV0GrTHwqFosQAIywsDEuXLsWePXuwevVq5Xx/WVlZkMvlAIre1Dt16gRfX1/8+eefJe4MKf49X/47dOnSBWKxuMy/AzU8VelT5YmPjweAElcgFTMwMMCYMWNK9KmAgAAEBQUpk+HsfGmpz6rcsJtQFOTB0KUfJEaNoWffvtp9CgAM2hVdEXjhwgXltrS0NEyfPh1r167Ft99+q5xKKycnBzKZDEBR/2revDn+/vtvPH/+HN999121z02kLoMHD4alpSWsrKzQvn17eHl5Ye/evaXmWy9W1fGfaf9ZkBgY47n3+yiID4PZkMXK27NfpCjMQ8zm6YjZPL3E+G/SpEml2mZmZiIpKUl5pd/y5cshEoka1NQWDd3s2bMxZ84cxMXFlXhc1Z/qYM5EVDGhciYASM4qKNWv1JEzAf8b372UMwUFBcHT0xMTJ07ElClTmDOpaMmSJRg5ciQGDx5cal+vXr3w888/IyUlBXK5HEeOHEFeXl6504PVNzWVNxXfCbJ3717lnYYv5k1pOYUASn9WqSNvkskVkLUsmpaOeRNpqurmTEDV8qZXyZlezJtqO2eqlTU7Hjx4AHNz82o95/XXX8f169fx5Zdf4o8//sD169fx9ddfw9LSErt378bo0aOVbd3d3fHZZ5+VOoaNvSP+u6/yO09ehX6rHmjUxQMiALtndIWeTtFAokOHDiXaZWdnw9LSssS2Pn36YP/+/RCVdXk8URXFxcWhadOmpbYXb3v27Bny8/NLbHu53ZUrV8o89rRp0/D+++8jNzcX+vr6OHz4MPr37w9jcytIZQrolPGc7KBLMGjlrnzDM3Dpiyz/32E2eAFE4tKLEZUnQ78o1hdvXfv8888xfPhwzJ49G0DR3WLTp0/H3bt3YWxsjLVr1+K3337D7NmzMXv2bKxbtw6bN2/G5MmTART9rSQSSanpHHR0dGBubo5nz55VOT6qv6rSp8pSUFCA77//Ho6OjujWrVuZbaZNm4ZRo0YhOjoadnZ2OHz4MFq0aIEePXpAJlegUCYv9ZzsQB/oNnOBlnHRZ4iBSz+kXNgOWU56yduuK6Fj2RwAEBwaptz2ww8/wMHBAevWrQMAPH/+HNOnT8dff/0FPT09eHp6IikpCY6Ojli/fj2+/vpreHp6Nti5mkl4W7duVS5o/Pz5cxw6dAhvvfUWGjVqhHHjxpVom5UvRVRKTpWOK9Y1QOPBC5B06isYuPSFfosuZbYTaenAcsJH/z5G0fivmU3pqXXmzp1b4rGlpSUOHjxY7vsD1T8zZ86ESCSCiYlJicc1gTkTUcWEyJlsbGygUAC5hTK8PHGHunKm4vHd45BQ5OXl4ebNm3j33XfRsmVLuLi4IDU1Fbm5ucyZXtGRI0fg5+eH27dLTwMLAL/88gsmT54Mc3NzaGlpwcDAACdPniw1LVN9VVN5U1paGpycnODt7Y2vv/4a48ePx6FDh9CiRQu079QVeYWyMo+rrrwpRadoXPfidxHMm0iTVCdnAqqeN71qzgQU5U0f/2doqbY1mTNVu9jxcjD//PNPqW3FpFIpHj58CH9//xID7arq1q0bTpw4gYKCAgQEBODkyZP47rvvMGHCBPj7+6Nt27YAiirCZVXbg56ll1HzVQ+tRubQd+gIAHDs2APtbMp+A9XT08Ovv/4KAIiJicHXX3+NhIQE6Ovr11Bk1FDk5uYqF757UfGVBrm5ucjNzQWActsV73/ZpEmTsHz5cpw9exbDhg3D2bNnsXnzZjxNzi6zfUFCBAoTI2Haf5Zym2Hbfsi4/gtyw/1g4FT1NyvR/+bVLJ76QSaT4dSpU8orAOVyOaZMmQKpVIpDhw5BoVDgyy+/RGRkpLIY8sYbb+Ddd99FXl6e8vfU0SmrRFPx34Ealqr0qbIsXboUDx8+xG+//VbuXJhDhgyBmZkZjhw5gpUrV+LIkSPKqQPypKUH7bLcDORG3IPZoLeU2wyceyPlwg7kPLqCRl3KX1zsZSKdos+bxJQ05bajR49ixYoVyiv+FixYgJCQEOzatQsmJib44YcfcO/ePaxatQoAMGzYMCQlJSE0NBStWrWq8rmJ1KV79+4lrjSdOnUqOnXqhKVLl5ZabO9pcnb5478yvjTVbVL0mtZpUsFrWyRWjvuKlTf+++ijj9C3b19kZWXh5MmTOHLkCKcuaGC8vLwqfKxuzJmIyidEzgQAUnnpC1lqIme67f8AmzZtQmFhIR4+fKgsXISHh+P999+HVCrFhg0bAAA7duzAs2fPMGDAAPj5+aFly5a4efMmrl+/Dl1dXcTExEBLSwt+fn6lzicWixEXF1fmPk3VvHnzMi/KjY6OxjvvvIOLFy8qXycvW7duHdLS0vDnn3/CwsICp06dwqRJk3DlypVSxVygaP2i+nRnTFpaGkxNTUu9HmJiYgAAoaGhZb5WPvvsMzx8+BA//PAD7t+/r9xePB1bQUEBWrZsCX19ffz111/Izc3F7t27MXLkSNx+GFFmLDWRNxV/FwEwbyLNUp2cCaggb1JjzgQAxs1KP6cmc6ZqFzteHKyLRCKEhYUhLCys/CcAsLGxweeff17t4Irp6OigW7du6NatG1q3bo05c+bg6NGj+Pjjjyt8XoG09ACjJlR0HolEUiKpGDp0KNq0aYOFCxfizJkztREe1VP6+vrKq5BelJeXp9xfnCCW1668BNLS0hKDBw+Gt7e38vbMCRMmICKj7Nd6dpAPRNp60DZtgsLUoqs4RFo6kJhYI/vhpWoN3BUFRfEXL+oVFhaGzMxM9OvXDwBw584dBAQEICIiAs2bF13R1Lt3b7Rs2VJ5DGtra8hkMqSkpMDGxgb6+vrlzg1d0d+BGpaq9KmXbdy4Ebt27cKGDRswYsSIco+tra2NiRMnwtvbG927d0d0dLRyCquypoXLeXQFkEuhbd1S2acAQNemNbIfXqrWoF1RUJSg6xsYASh6PwgKCsLAgUXTWyUkJODMmTO4fPmysp8NGTIE9vb2ymPo6OigcePGSExM5KCd6gSxWIyBAwfihx9+QGhoqPLLitzc3DLHZYrCor4t0tIute9VlTf+69Chg3Ls98YbbyAnJwfz589Hnz59YGdnp7bzE72MORNRaULkTEBZE+3UTM6Ul1+ozHvy8/OV+dG5c+cQHByM5cuXK6faGTVqFH744Qf4+/tDJBJBKpVCJpPh2LFjMDY2xrNnz1BQUKAsPL4oMzMTycnJZe7TVGPGjCmz2HH37l0kJCSgc+fOym0ymQy+vr748ccfERwcjB9//BGBgYHKNSnc3Nxw5coVbN26FTt27CjzfPXpb1dQUIBnz56V+p0SEhIAFM3E8PK+q1ev4uLFixg4cCBSU1NL7I+IKCpk5ObmQiKRoF27dnjw4AFsbW2RlpYGExMTHD91usxYaiJvKv4ugnkTabqKciag9NisJnKmss4D1GzOVO1ix759+wAUVabnzp2LPn36YN68eWW21dHRQbNmzdCjRw9oa6vnD1VcoSqeA7ciOlq1cxVddc7TtGlT/Oc//8Enn3yCGzduoEePHjUYGdVnTZs2RWxsbKntxX3DxsYGZmZmJba93M7Gxqbc40+bNg3z589HfHw8hg8fDlNTU+jkpJdqp1AokP3QF4rCPDzbvbjU/tycNMgLciHWqVpBoSDxKQAobwFOTk6GlZWV8kqKyMhIWFpaKgfyAODo6Fhizs/o6GiIxWKYmpoCKPpbyWQyJCQklLgtu6CgAMnJyRX+HajhqEqfepGXlxfee+89LFq0CGvXrq30+NOmTcOOHTuwfv16uLm5Ka+0LWt2juygSwCA54dWlXmswrR4aJs2qfScwL99yqFFCwBFferF36d4IbAXbxc1MTEpMUd6fn4+EhISqj0lJVFNkkqlAIrmSW7Tpg0MDAwQHByMcWWMywpTYiDS1oVY37jUvldV1fHfV199hZMnT+Lzzz8v9wsQqt9ee+01DBs2DKtXr66w3aZNm3Du3Dn8/fffKp+TORNRESFyJqD0Eso1lTM5u7hAR0cHOTk5MDQ0VF4Va2FhAXNz8xILSAPAwYMH0b17d4wdOxZPnz6FWCzG9OnToa+vj5SUFNy+fRuDBg0qMeYrKCjAp59+ii5dupQ577qmKmsaJgAYNGgQHjx4UGLbnDlz0KZNG7z33nvIySma8uXlK5AlEolybZSy1Ke/3R9//IHnz5+X+p2uX78OABg+fLiyQAAAJ0+exJ9//onJkyeXWYC/desW9u/fDwMDAwBFX4LeuXMHly5dQrNmzTBjxgxIjZpg9779pZ5bE3nTi99FAMybSLOVlzMBpcdmNZEzlXWesqgzZ6p2sWPWrH9vuVy/fj169OhRYpu6+Pj4YMCAAaXmaD137hwAVGmhOgdzQ4hQ9lUV6iL633mqY9myZdi4cSO++uornDp1qkbiovqvY8eO8PHxQUZGRomFwW7evKncb2xsDC0tLdy5c6fEQKSgoAD+/v4VDrjGjh2LhQsX4saNG8qF68p6redHPYAsMwkmfadD27xk9VWel4WU339ETsgNGLUfWOq5ZckO+hsikUi5gJKxsTEyMjKU+5s0aYLk5GTlrbNA0W20KSkpyja7du1Cr169lIOljh07Aii6K+TFq+/v3LkDuVyu3E8NW1X6VLHTp0/jrbfewrhx47B169YqHb9Pnz6wt7fHpUuX8H//93/K7XpaJednLkyLR37sIzTq7AFd+/YlD6JQIOnsN8gOugTT3lOqdN7sIB8AwLhRIwFA+bulp6fD0tISTZoUDf6fPHmC9u2LzieVShEVFaU8xt69e2Fra6uc/5NIaIWFhbhw4QJ0dHTg4uICiUSCIUOG4Ndff8Xajz8tMf6TpicgN+wW9Bw6VWs+9IpUZ/zXsmVLjB8/Hl5eXli/fr2yz1HDcenSJTg4OFTaLjg4GJcvX67WsZkzEVVMiJwJALRe+iK8JnImQIQPVi5H29ZO+Pnnn3Ho0CHl/latWiEtLQ1NmzYtkTOlp6fDxsYGLi4u8PLyQq9evZR3MAwZMgSbN29GRkYG+vTpozzWtWvXIJfLMWjQILi4uFQpPk3WqFEj5Zi4mKGhIczNzdG+fXsUFhbCyckJCxcuxKZNm2Bubo5Tp07h4sWLOHv2bJnHFIlE9epv17t3b3z33XewtbUt0a9OnjwJoOguouIrs0+fPo2PPvoI48aNg7e3d5nT1Dx//hwAlBdJ29vbw9zcHJGRkfi///s/9OjRA9n50lLPq6m8aejQovUFmDeRpqsoZ4qKioKDtY1yDFgTORNQ9TGgOnMmlRYoL65q1oRly5YhJycHY8eORZs2bVBQUIBr167h559/hoODA+bMmaNsGxsbW+KDvZiRkRHszUzw9IXFVjJun4JIq+RcnCKRGCa9/h3A5ARfQ2FyTOnjdRikXPCoMOUZsgJ9YGGkg5NHU5VtrK2tK1zlHgDMzc0xZ84cbNu2DY8ePapXH3pUeyZMmIBNmzZh586dWLlyJYCiqwj27dsHd3d35eBi8ODBOHToENatW6e8HfPgwYPIysrCxIkTyz2+kZERtm/fjsjISIwaNQoAYKirBS1JyWQ6O+gSRNp6MHEfD5FW6XUxMm6eQPbDS1UauKdfP4q8iHuYMmWK8pbPFi1aQCqVIjAwEO3bt0e3bt3QpEkTzJw5E19++SVEIhHWrFkDuVyOmJgYrF27Ft9//z3++usv5XFfe+01mJmZYfv27SWKHdu3b4eBgQFGjhxZaWxU/1W1T/n6+mLKlCno168fDh8+XOV5JUUiETZv3ox79+5hxowZyu0SsQjakn+PUXx1knGP8crPnBdlBVxA9sOqDdqzgy4hK+ACjJu3hcfwIQCK+nazZs1w8+ZNeHh4wM7ODl26dMH8+fOxZcsWmJiYYOPGjUhISEBSUhK+/fZbvP/++1wklgR1/vx5PH5ctIByQkICvL29ERoaijVr1igT0S+++AI9evRAn57dYeA6FNm6ZpCmP0eW/x+ASITG/V/94hyFXIasQB/l4xfHf2PHjoWhYcUD+FWrVuGXX37B999/j6+++uqV46D6rbCwsNpzFTNnIqqYEDkTUHTnrr72v18W1UTOZNlxINzaFfWLcePG4a233kLLli2RlpaGvn37MmeqIdra2jh37hzWrFmDUaNGISsrC05OTti/f3+F09rWJzWVN5mbm8PR0REDBgxAp06dSuRNhrpa0NOWIOeFJXRqIm/q2bMnBg0aBIB5E2me6uRMnTt3xoIFC6Adko/ncdE1kjMB/+ZNtZkzqVTseFl8fLxyQSJbW9tybwusik2bNuHo0aM4d+4cdu7ciYKCAtjb28PT0xNr165VXp0AAP7+/iW+OCrWvHlzzN78Gw7efKrclnH9aOmTvTxwf+RbZkx69h2Ub6B5kfeQF3kPyQBmHPm3Tf/+/SsduAPAu+++ix07duD//u//anzRQqqf3N3dMXHiRLz//vtISEhQDrAiIyOxZ88eZbvPP/8cvXr1Qv/+/bFgwQLExMTgm2++wZAhQzBs2LAKz1HWXVt62hIU/u9zWyEtRE7wVeg5dCxz0A4ABq3ckXHnDGTZaZAYmhY974U3QIWsALL0BOSE3kRhYiQcOnTHzp07/32+gQEGDhyI3bt34/vvv4e+vj727t2LSZMmKa+mmDp1Knr37o1169bBxcUF586dK3E1kr6+PjZs2IAlS5Zg4sSJGDp0KK5cuYJDhw7h888/V966Tg1bVfrU06dPMXr0aIhEIkyYMAFHj5b8THF1dYWrq2u55xgzZgzGjBlTaruhrhYkYhFkcgWyH16CtlWLMgfsAKDfqjtSL/4X+fFh0G3ipNyeE3wVIm19QFYIaVYy8iLuIT/mIXSsHDHv4y0ljuHh4YHdu3fDw8MDIpEIu3fvxogRI5S3ZA8cOBDjx4/H1q1bYWdnh/3792PKlJJJgq+vL3x9iz4vExMTkZ2djc8++wwA0K9fP+U8tkTq8NFHHyn/raenhzZt2mD79u1YuHChcruLiwtu3ryJ9evX4+zvvyM7Mx1ivUbQc+gI0z5TS11JWy2yQiSf/Ub58MXxX0RERKUD965du2LAgAHYvn073n//fZiYlL1IMzVsDx48qPa0F8yZiComVM4EAOZGOpCJRZAWFKg9Z9Jr7op57/37RVBxznTnzh18//33AMCcSY0uXbpU4nGrVq1w/PhxYYKpA2oqb+rataty3Rt7e/tSeZOpgTZyMv4tIqg7b7J2dC4VJ/Mm0iTVzZn27NmDpOQUiHSNaiRnAv7Nm2ozZxIpFGUtjVo9e/bswcaNGxEaGlpie+vWrbFq1SrMnTu3SsfJyMiAiYkJ0tPTS9wKp4rQ55l4/fuyB+Lq8Od/+sHJqlGNHZ+oInl5eVi3bh0OHTqE1NRUuLq6YsOGDcrbLov9888/eO+99+Dn54dGjRph0qRJ+PLLL5VXLQFF6w/MmTMHt2/fVs7zXJZmds2RomsNq4kfIyf4GhJPfgHz4W/DyG1I2TFGPcBz7/fRePACGHcdjaSz3yE78N8riETauhAbmEK3SUsYuPTH1e3voXWTkm9oly5dUg62u3fvDqBokbyAgABYW1ujVatWuH//PoyMjNDif+sSlGXXrl345ptvEBERATs7OyxduhTvvPMOr7ogpcr61KVLl0rMP/uyjz/+GOvXry/R9ujRo8pBe1kGDBiAZ/EJKBi7EfnxYYj3Wg6TXlNg2u/NMttL0xMQu30uGnUbA7NB85F25TDSr/6k3C/S0oFY3xg6Vo4wcO4Fw7YD8NeqQSU+q8LCwuDi4oKjR4/ijTfeUP7ufn5+MDY2Rvv27REcHAyFQgFnZ+cy+8j69evxySefVPp3IBKCJo3/amL8S8J7Mf/x8vKCk5NTiS8VXySVSvHw4UPcu3cPo0ePVk4DUh7mTETVI0TO5ODgAMdWbRDRdVmN5EwGzj3x17sDSvQr5kxUm4TIm9x79cW90CjYvLWtRvKmyzvWop2dRYljMG+i+k6TxoBVHQOrXOyYP38+9u7di+LDFFf7i+fPF4lEmDt3Lnbt2qW2oKtrxp6buBaeDJlcfTPRSsQi9GphjoPz3NV2TCJNIUSfWrJkCY4dO4aTJ0+iV69eZba5cuUKWrZsyQXHSSPVdr/auHEjPvnkExw+fLjMu00AIDAwECKRCO3atVNbTES1RVPGfyx21E8vTtUhEolQlZTLxsYGFy5cQNu2bStsx5yJSHPUdr9izkT1nRCfVcybqL7TlDFgVcfA1ZsU9iVHjx7Fnj17YGpqik2bNiE1NRVJSUlISkpCWloavvnmGzRu3Bh79+7FsWPHVDmVSr4Y2wFaYvVehaAlFuGLsR3UekwiTSFEn/rhhx8watQo9O3bF2+++SZ+/fVXhIWFISIiAmfPnsWUKVMwcODASq+GJKqrartfrVq1CitWrMDYsWMxatQo/PLLLwgODsbTp0/x559/YuHChejSpQv279+v1piIagvHfySkffv2Yd++fcqLwvr06aPc9vLP4cOHcfnyZURERFRa6KhJ7DNE6lfb/Yo5E9V3QnxWMW+i+q6+jQFVurNj8ODB8PX1xY0bN9C5c+cy29y7dw/u7u7o378/Ll68WOHxavLKtiO3o7DmxAO1He//xnXA5G72ajsekaYRqk+dPn0aX3zxBW7fvq28SlIkEqFv37746KOPlIuJEWkiIfrVlStXsH79ely+fBkymUy5vVOnTnj//fcrXJSTqK7ThPEf7+yo/xwcHDBp0iR8/fXXajkecyYizSJEv2LORPWZUJ9VzJuoPtOEMWCtTGNlbm6Ozp07V1rEeP311+Hn54fk5OQK29V0svejTyg2XQhR+TirhjhjyUCnyhsS1XNC9qnExESEh4dDLpfDyckJlpZlL0pGpGmE6ldpaWkICwtDfn4+HB0dObUB1Rt1ffzHYgdVF3MmIs0jVL9izkT1lZCfVcybqL6q62PAqo6BtVQ5SXZ2NqysrCptZ2VlhezsbFVOpRZLB7aChZEuPj4TBKlcUa25yCRiEbTEInw6uh2vTiL6HyH7lKWlJQfrVC8J1a9MTU0rXGiTSFNx/Ed1TXx8PGJiYgAAtra2aNq0qcARlcQ+Q6R+QvUr5kxUXwn5WcW8ieqr+jIGVOnODgcHBxgYGODhw4cVtmvbti2ys7Px9OnTCtvV1pVt0Sk5+ODkA1wJS4JELKrwP694f18nC3wxtgPszAxqLC4iTcU+RaR+7FdE6lVX+xTv7Gg49uzZg40bNyI0NLTE9tatW2PVqlWYO3dulY7DnIlIc7FfEakX+xSR+tXVflUr01jNmTMHBw4cwOeff441a9aU2ebLL7/E2rVrMWvWLOzdu1ctQatL6PNMHL4ZBZ+QBEQl5+DFP4QIgL25AQa2tsKbPezhZNWoxuMh0nTsU0Tqx35FpF51rU+x2NEwzJ8/X7lYOQCYmZkBAFJSUgAUzaU/d+5c7Nq1q9JjMWci0nzsV0TqxT5FpH51rV/VSrEjODgYnTp1Qn5+Prp27YqZM2fC0dERABAeHo79+/fDz88Penp68PPzg7Ozs1qCrgnZ+VJEJmejQCqHjpYYDuaGMNRVaZYvogaNfYpI/diviNSrLvQpFjvqv6NHj2Ly5Mlo3LgxPvzwQ8ybNw8mJiYAiv7/9+zZg88//xypqan4+eefMWHChAqPx5yJqH5hvyJSL/YpIvWrC/2qVoodAPDbb79h+vTpyMjIgEgkKrFPoVDA2NgYhw8fxsiRI9UWNBERERFRfcDxb/03ePBg+Pr64saNG+jcuXOZbe7duwd3d3f0798fFy9erPB4fM0QERERUUNTKwuUA8DIkSMREhKCnTt34vLly4iNjQVQtNjegAEDMH/+/CotYk5ERERERFTf3Lt3D/379y+30AEAnTp1Qv/+/eHn51eLkRERERER1S9qud/EysoKa9euxdq1a9VxOCIiIiIionohOzu7Shd/WVlZITs7uxYiIiIiIiKqn8RCB0BERERERFRfNWnSBPfu3au03b1792BtbV0LERERERER1U8sdhAREREREdWQgQMHIjg4GF999VW5bb788ksEBwdj0KBBtRgZEREREVH9otIC5S1atKhSOx0dHVhYWKBbt26YOXMmOnXqVGY7LrZHRERERA0Jx7/1X3BwMDp16oT8/Hx07doVM2fOhKOjIwAgPDwc+/fvh5+fH/T09ODn5wdnZ+cKj8fXDBERERE1NFUdA6tU7BCLi24MEYlEKO8wL+8Ti8VYv359met7cOBORERERA0Jx78Nw2+//Ybp06cjIyMDIpGoxD6FQgFjY2McPnwYI0eOrPRYfM0QERERUUNT1TGwStNYRUREYPXq1RCJRJgwYQJOnjyJe/fuwd/fH6dOncLEiRMhFouxcuVK+Pr6Yv369dDR0cHHH3+MixcvqnJqIiIiIiIijTBy5EiEhITg008/xWuvvQZnZ2c4Ozvjtddew4YNGxASElKlQgcREREREZVPpTs7zp07h1GjRuGXX37B+PHjy2xz4sQJTJw4EadPn4aHhwfOnDmDN954A2PGjMHJkydLtOVVSkRERETUkHD8S9XF1wwRERERNTS1Mo3VgAEDkJeXhxs3blTYrkePHtDV1cXly5cBAC4uLsjIyEBsbGyJdunp6TA1NUV0dDQH7kRERERU72VkZMDOzg5paWkwMTEROhzSAMyZiIiIiKihqWrepKXKSfz9/eHh4VFpOycnJ5w9e1b52NnZGb///nupdpmZmQAAOzs7VcIiIiIiItIomZmZLHZQlTBnIiIiIqKGqrK8SaVih1wuR3h4eKXtwsPDIZfLlY+1tbWhp6dXqp2NjQ2io6PRqFGjUgv3ERERERHVNwqFApmZmbCxsRE6FKohLVq0qFI7HR0dWFhYoFu3bpg5cyY6depUZjvmTERERETU0FQ1b1JpGqu+ffvi2rVrOHnyJEaPHl1mm+I1Ovr06QNfX18ARdNaJScnIzQ09FVPTUREREREVOeJxWIAgEgkQnmp18v7xGIx1q9fj7Vr19ZKjERERERE9YFYlSevXLkSCoUCEyZMwIwZM3D+/Hk8evQIjx8/xu+//46ZM2diwoQJEIlEWLFiBQAgLS0N9+7dQ48ePdTyCxAREREREdVVERERWL16NUQiESZMmICTJ0/i3r178Pf3x6lTpzBx4kSIxWKsXLkSvr6+WL9+PXR0dPDxxx/j4sWLQodPRERERKQxVLqzAwC+/vprfPjhhyWmqSqmUCggFovx2WefYc2aNQCAsLAwHD58GMOGDYO7u7sqpyYiIiIiIqrTzp07h1GjRuGXX37B+PHjy2xz4sQJTJw4EadPn4aHh4fy7vgxY8bg5MmTtRwxEREREZFmUrnYARQtVL5lyxb4+voiJiYGAGBra4t+/fph6dKl6Ny5s8qBEhERERERaZoBAwYgLy8PN27cqLBdjx49oKuri8uXLwMAXFxckJGRgdjY2NoIk4iIiIhI46m0QHmxjh07Ys+ePeo4FBERERERUb3h7+8PDw+PSts5OTnh7NmzysfOzs74/fffazI0IiIiIqJ6RaU1O4iIiIiIiKh8crkc4eHhlbYLDw8vMTWwtrY29PT0ajI0IiIiIqJ6RS3FDoVCgXPnzmHt2rVYuHAh9u7dq9yXmJiIkJAQyGQydZyKiIiIiIhIY7i5ueHmzZs4c+ZMuW3OnDmDGzduoGPHjspt0dHRsLS0rIUIiYiIiIjqB5WnsQoICMDkyZMRGhoKhUIBkUiEwsJCzJ07FwBw8eJFzJgxA6dOncKoUaNUDpiIiIiIiEhTrFy5EmPHjsWECRMwefJkTJs2DQ4ODhCJRIiMjIS3tzeOHDkCkUiEFStWAADS0tJw7949TJo0SeDoiYiIiIg0h0oLlMfExKBTp05ITk7GiBEjMGDAAKxevRqzZ89W3t2Rk5MDMzMzvPnmm9i9e7faAiciIiIiItIEX3/9NT788MMS01QVUygUEIvF+Oyzz7BmzRoAQFhYGA4fPoxhw4bB3d29tsMlIiIiItJIKhU7PD09sWPHDnz//fd4++23AQBisbhEsQMA3N3dkZeXh4CAANUjJiIiIiIi0jD+/v7YsmULfH19ERMTAwCwtbVFv379sHTpUnTu3FngCImIiIiINJtKxY4WLVpAT08PDx8+VG4rq9gxefJk+Pj4ICEhQbVoiYiIiIiIiIiIiIiIXqLSAuXPnj1Dhw4dKm0nEomQkZGhyqmIiIiIiIiIiIiIiIjKpNIC5YaGhkhMTKy0XUREBMzMzFQ5FRERERERkcZSKBQ4f/48rl27hsTERLi7u2Pu3LkAgMTERKSmpqJly5aQSCQCR0pEREREpJlUurOjQ4cOuHv3LpKSkspt8/TpUwQEBKBLly6qnIqIiIiIiEgjBQQEwMXFBaNGjcIXX3yB3bt3459//lHuv3jxIlxcXHDu3DkBoyQiIiIi0mwqFTvefPNNZGZm4q233kJOTk6p/QUFBfD09ERhYSHefPNNVU5FRERERESkcWJiYjB48GCEhIRg+PDh+Prrr/HysolvvPEGtLW1cfr0aYGiJCIiIiLSfCoVO+bMmYP+/fvjzJkzaNOmDRYsWACg6Mqlt99+G61bt8b58+cxaNAgTJ48WS0BExERERERaYovvvgCycnJ+P7773H27FmsXLmyVBsDAwO4ubnh9u3bAkRIRERERFQ/iBQvX1ZUTVlZWVi4cCGOHDlS6golABg/fjz27dsHIyMjVU5DRERERESkcVq0aAE9PT08fPhQuU0sFmP27NnYu3evctvkyZPh4+ODhIQEIcIkIiIiItJ4Ki1QDgBGRkY4fPgw1q1bh3PnziE8PBxyuRx2dnYYPnw4OnbsqIYwiYiIiIiINM+zZ88wZsyYStuJRCJkZGTUQkRERERERPWTysWOYm3atEGbNm3UdTgiIiIiIiKNZ2hoiMTExErbRUREwMzMrBYiIiIiIiKqn1Ras4OIiIiIiIjK16FDB9y9exdJSUnltnn69CkCAgLQpUuXWoyMiIiIiKh+UdudHbGxsYiNjUVeXl65bfr166eu0xEREREREdV5b775Jnx9ffHWW2/B29sbBgYGJfYXFBTA09MThYWFePPNNwWKkoiIiIhI86m8QPnp06exZs0ahISEVHwikQhSqVSVUxEREREREWkUmUyGwYMH4/Lly2jWrBmGDRuG3bt3o1OnTujduzfOnDmDqKgoDB48GBcuXBA6XCIiIiIijaVSseP8+fMYNWoU5HI5TExM0KJFCxgbG5fb3sfH51VPRUREREREpJGysrKwcOFCHDlyBGWlX+PHj8e+fftgZGQkQHRERERERPWDSsWOPn364Nq1a1i/fj3WrFkDHR0ddcZGRERERERUbzx+/Bjnzp1DeHg45HI57OzsMHz4cHTs2FHo0IiIiIiINJ5KxQ4jIyO0bt0afn5+6oyJiIiIiIiIiIiIiIioysSqPFkikaBNmzbqioWIiIiIiIiIiIiIiKjatFR5squrK2JiYtQVCxERERERUb0VGxuL2NhY5OXlldumX79+tRgREREREVH9odI0VsePH8ekSZNw8+ZNdO3aVZ1xERERERER1QunT5/GmjVrEBISUmE7kUgEqVRaS1EREREREdUvKt3ZMX78eKxbtw5Dhw7Fhg0b4OHhAXt7e3XFRkREREREpNHOnz+P8ePHQy6Xw8TEBC1atICxsbHQYRERERER1Tsq3dkhkUiqfiJepURERERERA1Mnz59cO3aNaxfvx5r1qyBjo6O0CEREREREdVLKhU7xOLqrW8ul8tf9VREREREREQax8jICK1bt4afn5/QoRARERER1WsqTWPF4gUREREREVH5JBIJ2rRpI3QYRERERET1XvVuzSAiIiIiIqIqc3V1RUxMjNBhEBERERHVeyx2EBERERER1ZDly5fj6tWruHPnjtChEBERERHVayx2EBERERER1ZDx48dj3bp1GDp0KLZt24aoqCihQyIiIiIiqpdUWqCciIiIiIiIyieRSKrcViQSQSqV1mA0RERERET1l0oLlBMREREREVH5qnNtGa9DIyIiIiJ6dbyzg4iIiIiIiIiIiIiINBrX7CAiIiIiIiIiIiIiIo3GYgcREREREREREREREWk0FjuIiIiIiIiIiIiIiEijsdhBREREREREREREREQajcUOIiIiIiIiIiIiIiLSaCx2EBERERERERERERGRRmOxg4iIiIiIiIiIiIiINBqLHUREREREREREREREpNFY7CAiIiIiIiIiIiIiIo3GYgcREREREREREREREWk0FjuIiIiIiIiIiIiIiEijsdhBREREREREREREREQaTUvoAF4kl8vx7NkzNGrUCCKRSOhwiIiIiIhqlEKhQGZmJmxsbCAW8zokqhxzJiIiIiJqaKqaN9WpYsezZ89gZ2cndBhERERERLUqOjoazZo1EzoM0gDMmYiIiIiooaosb6pTxY5GjRoBKAra2NhY4GiIiIiIiGpWRkYG7OzslONgosowZyIiIiKihqaqeVOdKnYU34ZtbGzMgTsRERERNRicjoiqijkTERERETVUleVNnBiYiIiIiIiIiIiIiIg0GosdRERERERERERERESk0VjsICIiIiIiIiIiIiIijcZiBxERERERERERERERaTQWO4iIiIiIiIiIiIiISKOx2EFERERERERERERERBqNxQ4iIiIiIiIiIiIiItJoWkIHQET1U3a+FJHJ2SiQyqGjJYaDuSEMdfmWQ6QK9isiIiKi+oXjOyL1Yp8iatjY24lIbUKfZ+LwzSj4BCcgKiUHihf2iQDYmxlgoLMVprvbo5V1I6HCJNIo7FdERERE9QvHd0TqxT5FRMVECoVCUXmz2pGRkQETExOkp6fD2NhY6HCIqIqiU3LwwckHuBKWBIlYBJm8/LeV4v19nSzwxdgOsDMzqMVIiTQH+xVRw8DxL1UXXzNEmovjOyL1Yp8iajiqOgZmsYOIVHLkdhQ+PhMEqVxR4cDiZRKxCFpiET4Z3Q5TutnXYIREmof9iqjh4PiXqouvGSLNxPEdkXqxTxE1LFUdA3MaKyJ6ZT/6hGLThZBXeq7sfwOSNSceICkrH0sHtlJzdESaif2KiIiIqH7h+I5IvdiniKg8YqEDICLV5efn47333oONjQ309fXh7u6Oixcvlmhz4cIFzJs3D+3bt4dEIoGDg0O5x4uMjMScOXPQsmVL6OnpoUmTJujXrx8+/vhjZZsjt6OwctY4PP3KQ/kTtWkcnu1Ziozbp6FQyMs8tiw3A6l/70XszoV4unEsor+fglXzJmP1t/uq9TtnZ2dDJpNVqW1aWhoWLFgAS0tLGBoaYuDAgfDz86vW+ahhqUqf+uKLL9CjRw9YWlpCT08PrVq1wvLly5GYmFjqeFXpUwDQtktPLHuttcp96vnP6/DptkP4+XZUlX/nqvapuLg4rFmzBgMHDkSjRo0gEolw6dKlKp+HiIiISAhC5EyAZozvAOZMVH3MmcrHnIlIOJzGiqgemDp1Ko4dO4bly5ejVatW8PLywu3bt+Hj44M+ffoAAGbPno2ff/4ZnTt3RlRUFCQSCSIjI0sdKywsDN26dYO+vj7mzp0LBwcHxMXFwc/PD+fPn0deXh6iU3Iw+LvLeLp/NaRp8TDtPwsAIM/NQPbDSyiIC4Vxz0lo3H9miWMXJsfg+ZEPIctJh1GHwdBp2gryvGxkB11CYUI4Fi59Bzu2fF/u73nx4kXs2LEDf//9N9LS0iCRSODo6IgJEybgnXfeQZMmTUo9Ry6Xo2/fvggICMCqVatgYWGBbdu2ITo6Gnfv3kWrVryKg0qrSp8aP348LC0t0aZNGzRq1AiPHj3Crl27YGVlBX9/fxgaGgKoWp8Ciuabde7UAwWpcWrrU417jEfAbwfKnY/2VfrUpUuXMHDgQLRq1QoWFha4fv06fHx8MGDAAHX9+YkaFI5/qbr4miF6NbWdMwGaM75jzkSvgjkTcyai2sQ1O4gaiFu3bsHd3R0bN27EypUrAQB5eXlo3749rKyscO3aNQDAs2fPYGlpCW1tbXh4eCAwMLDMgfuSJUuwc+dOhIWFoXnz5iX2JSQkwMrKCjP23MS18GTEHnwP8twM2Ly1TdlGIS1A7M5FkOdlwm75EYjEkqLtMinivN6BNC0e1lO/gK6N87/PkcuQ/Os3yH7kiyNHjmDy5MklzpudnY1Zs2bhxIkTGDZsGEaMGAFHR0fk5OQgMDAQP/30ExITE7F7926MHz++xHN/+eUXTJ48GUePHsWECRMAAImJiWjdujWGDx8Ob2/vV/zLU31V1T5VluPHj2PChAn46aefMGXKFABV61MAMGPPTRz7dD5kOelq6VNJv25CzqMr6LNgA678d22J86rSpzIzM1FYWAgzMzMcO3YMEydO5MCdSAUc/1J18TVDVH1C5EyA5ozvmDOVtH79enzyyScltjk7O+Px48cAil47K1aswJEjR5Cfn4+hQ4di27ZtsLa2FiJcQTBnYs5EVNtqZM2OuXPnvnJAIpEIe/bseeXnE1HZjh07BolEggULFii36enpYd68efjggw8QHR0NOzs72NjYVOl4T548QbNmzUoNMADAysoKoc8zcSUsqdzni7R0oNu0FXKCr0KWkw4tIzMAQE7wVRQmPoVJ3+klBhgAIBJLYDZ0CXLD7+KDdR+VKHZIpVJ4eHggPDwcN2/eRLdu3Uo8d+LEiVi3bh2+/fZbTJs2DSdOnMDIkSNL/H2sra0xbtw45TZLS0tMmjQJhw4dQn5+PnR1dav0t6GGoap9qizFUx2kpaUpt1XWpwAo+1VZ1x+8ap8yH7oUeeF+uHH8vwjb8A6crBoBUL1PNWrUqLw/HREREVGdVNs5E6BZ4zvmTKW1a9cOf/75p/Kxlta/X5/95z//wW+//YajR4/CxMQES5cuxbhx43D16lUhQhUEcybmTER1VbWKHV5eXmVuF4lEAFDqDefF7Sx2ENWMe/fuoXXr1qWqmt27dwcA+Pv7lzvIKEvz5s3x559/4u+//8Zrr71Wav/hm1GQiEWQycu/KUyangBABLGuoXJbTtgtAIBR+0FlPkesZwiD1j0Q/uAvhIWFwcnJCQDw5ZdfIjg4GHfv3kXTpk0BFN1mnZubC0NDQ8jlcqSlpWH16tVo1KgR5s6di7CwMOXg4t69e+jcuTPE4pJLFHXv3h07d+5ESEgIOnToUOW/D9V/1elTCoUCycnJkEqlCA0NxZo1ayCRSEpcsVNZnwL+7VfledU+pd+qB7ID/8Lmk/9g88LhAFTvU0RERESaprZzJkCY8d033uexLTAfH9hnoqWlIXMmFWhpaZU5PVF6ejr27NkDb29v5f/9vn374OLighs3bqBHjx61HaogaiJnunjxT7z56W58tWwamjUuPaUUcyYiqopqLVC+b9++Uj+enp5QKBSwtrbG22+/je+++w7fffcd3nnnHTRt2hQKhQKenp7Yu3dvTf0ORA1aXFyc8sP3RcXbnj17Vq3jvf3229DR0cGgQYPQqVMnLF++HKdPn0ZOTg4AwCc4oUShQ6GQQ5aTDllOOgqTY5DqsxcF8aHQb9kVYu1/r/4pTIqGSNcQWiZW5Z5b29IRAPDo0SMARbeobdq0Cdu3b1f+Prt27YKFhQWMjIzQvn17nDp1CpaWlgCAxYsXo1mzZjhy5EiN/X2o/qvOa+b58+ewtLRE06ZN0a9fP0RFRcHb2xtt2rRRtqmsTwEl+5U6+5SOVVGf+vtm0eKS6uhTRERERJqmtnMmoPbGd+np6fjq642wHr4E7/8eA5/gRHyzZTtzJhWFhobCxsYGLVq0wPTp0xEVVbSI9d27d1FYWIjBgwcr27Zp0wb29va4fv26UOHWuprImSDRwuGP56OlSwd083gTew7/wpyJiKqtWnd2zJo1q8TjwMBALF68GJ6envjmm29K3db4f//3f1ixYgX27t2LhQsXqh4tEZWSm5tb5i3Fenp6yv3V0a5dO/j7+2PDhg04e/Ys/P398cMPP8DIyAhf/N9GRKWUvOJJmhyDmM3TS2zTd3KH+Yi3S2xTFORCrKNf4blFukX7E5NTAQAXLlyAmZkZRo8eDQDw8/PDwoULMW/ePIwcORIPHjzA/PnzSxxjzJgxuHTpknK7uv8+VP9V5zVjZmaGixcvIi8vD/fu3cOJEyeQlZVV4nkV9alvv/0WU2fOQVTKv4P4muhTz5NSkZ0vVUufIiIiItI0tZkz1eb47udbT/HZj17IlxggzdINAJAfH4adB9Zgxqw5GDJsGB4GBeGt/43j0nMKAABDR3jg4p9/Y9L0WcrfXyTRUu5Xxo2idQ+S0jJK7dN0utpi6GmX/ZWYu7s7vLy84OzsjLi4OHzyySfo27cvAgMDER8fDx0dHZiampZ4jrW1NeLj48s8nkKhQEZuobp/BUFl5+RAoqVd6nVRqCi6pjolPVO5T6JnhFO/nkNefh7uBwTg19OnkJCcVuK5zRxbwX3FLtz/dR9yw27hzm+H8dZvh7FYzwAfbfgSixYtZM5ERFVSrWLHy9avX4+mTZti8+bNpW53BAAdHR388MMPOHfuHNavX4/jx4+rcjoiKoO+vj7y8/NLbc/Ly1Pur67WrVvj4MGDkMlkePjwIc6ePYuvv/4aby9ZDKspn0HfoaOyrcTEGubDlwEKOaSp8Ui//jPkuekQaemUOKZIRx+y9IwKz6vIL0oycqANoOiqmf79+yunxNu9ezcGDBiAXbt2AQDeeOMNyGSyEovHWVtb459//lE+rom/D9Vv1XnN6OjoKK/q8vDwwKBBg9C7d29YWVnBw8ND2a68PrVgwQKIGllB8cLHcU30KZGOASKTs9XSp4iIiIg0TW3mTLU5vnvvRCBSQwOhZ9ceChSN77LuX4COXQdcth6Hy/cAoBvkLkOBqz/B7dOLAIBM/2TkBAcrHyskOjhyIwJ//u9xsdwntwEA7x5/hA/vlZ5WSJN9MKINFvRrWea+4cOHK//t6uoKd3d3NG/eHL/88ssrvVYUCij/1vXFs0wZ4oPjSv1eBUlFd8Bs+jsS/015+XfWAdANeR2MsMxzIT79KxYGTt1f2G8GC48VUMhlKEyORm7YLWTcPI51q97BljuZ0HfsqGzJnImIyqNSscPX1xeDBw8us9BRTCwWw93dvcTCTkSkPk2bNkVsbGyp7XFxcQBQ5UX2yiKRSNChQwd06NABPXv2xMCBA5EddKlEsUOsrfvvY0dAt5kL4va9g7TLB2D2+r93dGlb2KEwIRzS9IRybyEtSIwEANi1aA0ASE5OLhF/ZGRkqYXBiucELRYdHQ1zc3Pl46ZNmyr/Fi9Sx9+H6idV+lSvXr3QtGlTHD58uESxo1hZferMiZ+Blv9elVQTfUrbwg4FUrla+hQRERGRpqntnKm2xndNTfSQnJupXIwZAKTpz9GiTQeMc7dXbgvT6oOfr/6EN/+37dKTAqQ2s8bY/z3eZmEFM+1cTHnhOQDgn3kHvwEY06sdrJqX3Kfp2jY1rrzR/5iamqJ169YICwvD66+/joKCAqSlpZW4u+P58+dlrvEBABBB+bevL7zP2yAzJaHU7xVx/xm8AQzq7IzW3cr5nd3t8cO5r2H5/BbGTp+g3Hz2fhzScgshEkugY+kAHUsHNLJvi+hDa+CQehfPXyh2MGciovKoVOzIzMxEampqpe1SU1NLTetBROrRsWNH+Pj4ICMjo8TiYDdv3lTuV4euXbsCAGRZKRW207FyhGG7gcj0Pw/j7mOVAwqDlt2Q8/AysgL/hmnvKaWeJ8/PQW7oDWiZN1MuTm5sbIz09HRlmyZNmuDJkyclnhceHq78d15eHg4ePIiPPvpIua1jx464cuUK5HJ5icLszZs3YWBggNatW1f1T0ANhKp9Ki8vr8TrtjzFfSolMQEo+6IyAOrpU9qNbaCjJVZLnyIiooodOHBApefPnDlTTZEQUbHazplqa3y3e1ZXfB/jjFth8cgQAWKRCBLDxjCRpuKzsf8uKP5j7GX8DOCzsR2KxnfL/8BHH32Eef9rE+zdHVeuXMGnY9qVyJkWnN8CAwMDbFnsUeY0YA1FVlYWnjx5ghkzZqBLly7Q1tbGX3/9hfHjxwMAgoODERUVhZ49e5b5fLFIVOL/oz7Iv9YH3333HVYPal6iT33x6FcAwDeL31AuUF6WbfOkaN6o5N/l9tNUpP1vui9LI128PbgVRrTpA4tDa6BdUPHdGcyZiKhYtRYof5mTkxMuXbqEkJCQctsEBwfDx8cHLVtW8ElPRK9swoQJkMlk2Llzp3Jbfn4+9u3bB3d39woHGGW5cuUKCgtLzyd67tw5AIC2mW2lxzDuMR6QyZBx+5Rym0Gb3tC2sEfGjWPIjwst0V6hkCP5j62Q52XBtPdUOJgbAgBcXFyUCQgAjB07FidPnsTWrVvx9OlTnDt3Dl988YUy7iFDhqBx48Z48803lc+ZMGECnj9/jhMnTii3JSUl4ejRoxg1alSDHrRT2arSp7Kzs0ssllfs+PHjSE1NVSa6QOV9yrWdy/8mHSifqn1KBMDB3FAtfYqIiCo2e/ZszJkzp9o/xc8jIvWr7ZypNsd3PTq7Qjv5Cf5eMQCj3Wxg1Lonbl36nTmTClauXInLly8jMjIS165dw9ixYyGRSDB16lSYmJhg3rx5ePfdd+Hj44O7d+9izpw56NmzJ3r06CF06LWmJnImcz0JLI10seGN9vhnzUDM6NEcf134AwBzJiKqOpFCoVC86pO///57vPvuu2jSpAk++eQTTJ8+HQYGRfM45uTkwNvbG+vXr0dcXBy++eYbLF++vMLjZWRkwMTEBOnp6SUqw0RUsUmTJuHkyZP4z3/+AycnJ+zfvx+3bt3CX3/9hX79+gEA7t+/jzNnzgAADh06hOfPn2PFihUAADc3N4waNQpA0boDd+/exbhx4+Dq6gqgaEGuAwcOwMDAAC0XbEECTAAA8YfXQJ6bAZu3tpWKKeHoJ8iLegBbz72Q6Bf158KkaDw/8iFkuZkwch0MnSatoMjLQvbDyyh4/gTG3cei48RluLxyIAAgNjYWDg4OuHXrFjp16gQA8PT0xPbt2wEABgYG+OSTT7Bq1SqIxWJMmDABW7duhYWFhTIOmUyGPn36IDAwEKtWrYKFhQW2bduGqKgo3L59G87Ozur9z6B6obI+5e/vj8GDB2Py5Mlo06YNxGIx7ty5g0OHDqFZs2a4c+eO8jbmyvrUnTt3MPtYJJ6m5NRIn2r82jw0NzfA5ZUD1dKnAOCzzz4DAAQFBeHIkSOYO3cuHB0dAQBr166tgf8RovqL49/6Z/bs2cp5voulpqYqx2Gurq7K98zIyEjcv38fADBq1Cg0btwY+/btq/D4fM0QvZrazJmEHN/lFcrwn7eXYseOHQCYM72KKVOmwNfXF8nJybC0tESfPn3w+eefKy/izcvLw4oVK/DTTz8hPz8fQ4cOxbZt28qfxqqeqomc6Y2xY9HRzQ1A3elTAHMmorqgqmNglYodMpkMEyZMwOnTp5UD+uLOnZSUBABQKBQYPXo0Tpw4UeHaHtUJmohKysvLw7p163Do0CGkpqbC1dUVGzZswNChQ5VtvLy8yr1acNasWfDy8gIAXLt2Dd7e3rh8+TKio6ORk5ODpk2b4rXXXsO6detwIDAXB28+hUyuqHCQkRf1AM+934dJ76kw7fvvfLWynHSkXz+K3LCbkGYkQaylA52mrdCoyyg0cu6BGe7NsX50O2X72bNn4/Hjx/D19YWOTtFiY+Hh4Xj27Bnat28PPT09+Pv7w8XFBSYmJmX+fqmpqVi1ahVOnTqF3NxcdOvWDZs2bSpxJQnRiyrrU0lJSfjwww/h6+uL6OhoFBYWonnz5hg5ciQ+/PDDEgPdyvpUixYtsP5MEA7efIrYg++ptU8ZtHKHRCwq0a/U0ade/hLvRSoMK4gaJI5/67/U1FR0794dFhYW2LFjB9z+9yVOsYCAAHh6eiIxMRE3btyAmZlZOUcqwtcM0aupzZxJE8d3zJmoupgzMWciqk21UuwAijrotm3b8P3335eaw65FixZYvnw5lixZUmEnr27QRCSc0OeZeP173xo7/p//6Qcnq0bKx0lJSejSpQvat2+Pn376qcz3BplMhpMnT2LChAml9hFpgtrsV+xTRHULx7/137Jly+Dt7Y0nT56UWMz2RampqWjZsiWmTZuGH3/8scLj8TVDpBk4viNSL/Ypooat1oodL3r27BliYmIAALa2trC1rXxu/xdx4E6kGWbsuYlr4cmQydV3NYJELEKvFuY4OM+91L6QkBCMHDkSGRkZWLp0KV5//XXY2NggIyMD//zzD3788UfEx8fDz88P9vb2aouJqDbVZr9inyKqOzj+rf+aN2+Orl274vjx4xW2Gz9+PO7cuYOnT59W2I6vGSLNwfEdkXqxTxE1XIIUO1TFgTuRZohOycHg7y4jXypX2zF1tcT48z/9YWdmUOb+zMxMbNy4Ebt370ZcXJxye6NGjTB9+nR89NFHaNq0qdriIapttd2v2KeI6gaOf+s/PT09jBo1CkePHq2w3YQJE/Dbb78hNze3wnZ8zRBpDo7viNSLfYqo4ar1Ykd6ejpu376NxMRENG/eHL169ar2MThwJ9IcR25HYc2JB2o73v+N64DJ3Sq/GkKhUCAsLAzx8fEwNjaGi4uLcg5NIk0mTc3Dni038WVultqOWZV+xT5FJCyOf+s/BwcHZGVlITIyEkZGRmW2yczMhKOjIwwNxgoHTQABAABJREFUDXlnB1E9I0TexPEd1Ve5+YUYt+M6HsVnqu2Y7FNEmqGqY+CKVwyvgszMTLz11luwsrLC0KFD8eabb2L37t3K/bt374aNjQ1u3ryp6qmIqA6Z0s0eK4e0VsuxVg1xrlKhAyha5KtVq1bo27cv3NzcOMCgekGWno/EXQ8wWs8A7/ZrqZZjVrVfsU8REdWsN954AykpKRg1ahSCg4NL7Q8JCcEbb7yB1NRUjB07VoAIiagmqTNvggL4/s9QbLsUhuiUnHKbcXxH9YlUJodvSCJW/OKPth9fwKO4THS0M1XLsZkzEdU/Kt3ZkZubiz59+uDevXuwsrJC165dce7cOcyePRt79+4FAMTHx8PW1harV6/Gl19+WeHxeJUSkeY5cjsKH58JglSuqNa8mRKxCFpiET4d3a7KhQ6i+kiWWYDE/96HQiqH5QJXaJnpsV8RNSAc/9Z/qampcHd3R1hYGMRiMTp37gxHR0cAQGRk5P+zd99hTV19HMC/N4Gw9xBFEDe49xbc27qto1Uc1FardXa8tXba9m1drW1tVdxbW/cegNY9EBUUB+7BJmxCkvv+wWsqZZvAZXw/z8PzmOTk3i+Ym5yT373n4MqVK9BoNKhVqxbOnz8POzu7fLfH1wxR2aRv/65zHSccCo0EAAgARACNq9pgUFNXDGvhBgsTo+IJTiSRsGeJ2HLxEfZcfYaEtEzd/XKZgPCve2HHlSccMxFVIIXtA+v1abho0SIEBwdj5MiRWL58OSwsLCCTZb9YxMXFBV5eXggICNBnV0RUSo1o6Y72NR3xn53XcepuDOQyId+OxsvH29VwwLeDGua5RgdRRaBJViF6xXVoVRo4T8oqdAA8roiIyhM7Ozv8/fffmDJlCnbu3IlLly7h0qVLuscFQcDgwYPx66+/FljoIKKyS9/+naWJEQ6HHYUoZhU6ACDkiRIhT5TQiMCEDtVL5hchKiET113Es4T0bPcJAAY3dYWRXMYxExHlSq8rOxo1aoSYmBhERETA1DTrCxqZTJbtyg4AGDx4MC5cuIAnT57kuz2epURUtt2JTMLG848QcDsKj2JT8eqbiwDA3cEcnes446027qjlbCVVTKJSQZOSiZgV16FJVsFpUiMYO+Xe2eZxRVS+sf9bsTx58gQnT57UjYtcXV3h7e0NNze3Qm+Drxmisu91+3dv/nEWF+7H6doLAtDKwx6rx7WEuYJXdlD5cvpuDMatvgiVJvti5P5jW6CrV6Vs93HMRFT+lciVHffu3UP37t11hY68mJubIyYmRp9dEVEZULuSFb54oz6+QH2kZKjxIDYFKrUWCiMZPBwseGk10f9p09SIWXUDmqQMOL2Td6ED4HFFRFSeVK1aFaNGjZI6BhFJ7HX7d30bVcaF+3G626IIzO5Zh4UOKpfa13JECw87nLkXq7vP1FiG9rUcc7TlmImIXtLraJfL5cjMzCyw3ZMnT2BhYaHProiojLEwMUL9KjZSxyAqdbTpWYUOdVw6nPwawrhS4T8feVwREZV9KpUKsbGxMDExgb29vdRxiEhiRenf9ajngnm7QwEATd1sEfI4AaNWnMfu99ujXmX2Eal8mb0tBGfuxcLDwRyRielIy9Sii6czTI3l+T6PYyaiik1WcJO81axZEyEhIVCr1Xm2SU5OxrVr1+Dl5aXProiIiMo8bYYGMWtCkRmVCqcJDaCoYil1JCIiKiEbNmxAq1atYGFhgapVq2L27Nm6x3bu3IlRo0bh/v37EiYkotLOxcYUXTyd0b9RZWyd1BYbJraGRiti4C9ncDcySep4RAbzn53XsOPKE9R2tsSJWT7Y8k5bVLYx5YLiRFQgvYodb7zxBp4/f45vvvkmzzbffPMNlEolBg0apM+uiIiIyjStSoPYtaHIfJYCxwkNoKjKuWKJiCqKiRMnYuzYsbh06RLMzMzw72UT69Spgy1btuDPP/+UKCERlRWrfFti6ahmUBjJ0K6WI1b5tkSmVou+S//Gw9gUqeMR6e3LvaHYdP4xqjta4OC0jpDJZGjsZouzn3SFTx0nqeMRUSmnV7FjxowZcHV1xddff42BAwdi06ZNAIDIyEj89ddfGDFiBH788Ud4eHjg3XffNUhgIiKiskbM1CJ2fRhUj5PgOL4+TNy5oCwRUUWxceNGrFq1Cg0aNMDFixehVCpztKlfvz6qVq2KgwcPSpCQiMqyTnWd8cdbzaFSa9FrySk8jk+VOhLRa/vuwE2sPv0A7nZmODzdG0ZGen1tSUQVkF7vGra2tjh06BCqV6+OPXv24O2334YgCDh06BCGDRuGbdu2wd3dHXv37uWaHUREVCGJai1iN95Exv1EOIytDxMPzh9LRFSRLF++HJaWlti3bx+aN28OQRBybdewYUNOY0VEr6VHfRcsHdkU6Zka9Fx8Ei+U6VJHIiqyRUfC8cfJCFS2McWRGd5QsNBBRK9BrwXKAaBevXq4ceMG1qxZgwMHDiAiIgJarRZubm7o3bs33nnnHZibmxsiKxERUZkiarSI3XwL6Xfi4Ti2Pkxr2UodiYiISlhISAhat24NNze3fNvZ29sjMjKyhFIRUXnTr3EVqNRazNwegm6LghAw2wdOVqZSxyIqlF8D7uLnE3fhbGWC47N8YKrQ++tKIqqgDPLuYWpqinfffZdTVREREf2fqBERtzUc6bfi4PCWF0zr2EkdiYiIJJCRkQEbm4Kv6ouOjoZcLi+BRERUXg1uXhUZGi0++es6ui4MQtCczrCzUEgdiyhfK07dw4+Hw+FgocCJWZ1gzkIHEelBr2vC1q1bhzNnzhTY7ty5c1i3bp0+uyIiIiozRK2I+B23kXYjBg4jPWHm5SB1JCIikoirqytu3ryZbxtRFBEWFobq1auXUCoiKq9GtnLHVwPqIzFdjS4LA6FMVUkdiShP684+wPz9t2BrbowTs3xgacpCBxHpR69ih6+vL1auXFlgO39/f4wbN06fXREREZUJolZE/F93kHo1CvZvesKsgaPUkYiISEJdu3bFrVu3sHv37jzbrF+/Hk+ePEH37t1LMBkRlVdj2nrg0z6eiE/NRJeFQUhOV0sdiSiHrRcfYd7uUFibGiFgVifYmPMqJCLSX4ms9iOKYknshoiISFKiKCJhzz2kXo6E3bA6MG/sJHUkIiKS2OzZs2FiYoJRo0ZhyZIlePbsme6xuLg4/P7775g8eTIsLCwwbdo0CZMSUXni510Ts3vUQWyKCl0XBiJVxYIHlR47rzzFR39eh6WJHMdn+XC6NSIymBIpdkRFRXGRciIiKtdEUYRyXwRSzj2H3eDasGhWSepIRERUCtSuXRtr166FVqvFrFmz4ObmBkEQsHbtWjg5OWHKlClQq9VYs2YN3N3dpY5LROXI+11qY1qXWohMykC3RUHIyNRIHYkI+0KeYea2qzBXyHF0hg+crEyljkRE5UiRJ8M7efJkttsvXrzIcd9LarUaoaGhOHLkCBo2bPh6CYmIiEo5URSReOgBkk8/g+2AmrBo6SJ1JCIiKkWGDRsGLy8vfPPNNzh06BASExMBAGZmZujevTs+//xzNG3aVOKURFQezexRFxlqLf44GYHui4NwfGYnGBuVyHmvRDkcC3uBqZuDYWIsw+EZ3qhsayZ1JCIqZwSxiHNMyWQyCIIAIOvLnZf/zo8oili5ciXGjx+fb7vExETY2NhAqVTC2tq6KLGIiIgkozz6EEnHH8GmXw1YdXCVOg4RlSHs/1Y8oigiNjYWWq0Wjo6OkMmK9qUjXzNE9Dq+2BOKNWceoIajBY5M94YRCx5UwoLCozBuzUUYy2U4PL0jPBwtpY5ERGVIYfvARb6yw9vbW1fgCAoKgrOzMzw9PXNtq1AoULVqVQwZMgR9+vQp6q6IiIhKvcQTj5B0/BGse3mw0EFERDk8evQIlpaWsLe3BwAIggBHR8cc7eLj45GUlMSprIioWHzxRn2o1BpsuvAYfZaewqEPOha52Er0us7cjcG4NRdhJJNh39QOLHQQUbEpcrEjMDBQ92+ZTIbevXtj1apVhsxERERUJiSdfILEIw9h3c0d1p3cpI5DRESlUPXq1eHr6wt/f/9823344YdYvXo11GouIkxExePbwY2QodbizytP0X/paeyd2p4FDyp2lx7E4W3/C5ALAnZNaYfalaykjkRE5ViRix2vCggIgIsL5yUnIqKKJ+n0UygP3IdVZzdYdeVZuERElDtRFFHYmYOLOMMwEVGRLRzeBBlqLfZde47By87ir/fasuBBxSbkcTzeXH4OggD8+V471KtiI3UkIirn9PpE8/HxQd26dQ2VhYiIqExIPv8cyr0RsPR2hXWPaoVav4qIiCg/SUlJUCgUUscgogrgl1HN0KNeJVx9nIARK85LHYfKqbBnSgxZdhYQgS3vtEEjN1upIxFRBaBXsePQoUPo0qULTpw4kWeb48ePo0uXLjh69Kg+uyIiIioVUi69QMLOu7BsVwU2vauz0EFERHrRarW4fv06Tpw4wfU6iKjELB/TAj51nHDhfhze9mfBgwzrdmQSBvx6GlpRxMaJrdHCw17qSERUQehV7Fi9ejUuXLiAli1b5tmmVatWOH/+PNasWaPProiIiCSXGhyF+D/vwKK1C2z612Chg4iIciWXy3U/ALB27dps9736Y2xsjCZNmiA2NhaDBw+WODkRVSRrx7dC2xoOOHUnBhPWXJQ6DpUT96OT0X/p39BoRaz2bYk2NR2kjkREFYhexY5Lly6hSZMmsLLKe3EhKysrNG3aFBcuXNBnV0RERJJKvRaNuG3hMG9WCbYDarHQQUREeXq5TocoihAEIdvtf/8YGRnBw8MDs2bNwpdffil1dCKqYDb5tUaLanY4fisK766/JHUcKuMex6ei98+noFJrsfzt5vCp6yx1JCKqYPQqdjx//rxQl1q7ubnh+fPn+uyKiIhIMmmhsYjbEg7zxk6wG1IbgoyFDiIiyptWq9X9iKIIX1/fbPe9+pORkYF79+7hhx9+4JodRFTiBEHAtklt0KiqDQ6FRuKDLcFSR6Iy6nlCGnouPomMTC1+HdUM3eq5SB2JiCogvYodCoUCSUlJBbZLTk6GTKbXroiIiCSRdisOsZtuwqy+A+yG1WWhg4iIiuTzzz/HwIEDpY5BRJQnmUyGXZPbwauyFXZffYYPd4RIHYnKmKjEdHRfHIRUlQaL32yCPo0qSx2JiCoovSoQtWvXxunTp5Gamppnm9TUVJw+fRo1atTQZ1dEREQlLv1OPGI3hMG0rj3sR9SFIGehg4iIiiYwMBA7duyQOgYRUb5kMhn2T+2AWs6W2HbpCT7bdV3qSFRGxCWr0G1REJIzNPjvkIYY2NRV6khEVIHpVezo378/EhIS8P7770MUxRyPi6KIqVOnQqlUYsCAAfrsioiIqERlRCQgdl0YTGvawmGUJwQ5r1AkIqKiO3v2LFQqldQxiIgKJJPJcGhaR3g4mGP9uUf4Zl+Y1JGolFOmqtBlUSAS09X4ekB9vNmy4KnuiYiKk5E+T542bRqWL1+OtWvX4tq1axg/fjw8PT0BALdu3cKqVasQHBwMFxcXfPDBBwYJTEREVNwyHigRsyYUimrWcHirHgQjFjqIiOj1VK1aFRkZGVLHICIqFCMjGY7M8EGXhYFY+fd9KIxk+LCXp9SxqBRKTlejy8IgJKRmYm5fL7zd1kPqSERE+hU7bG1tsX//fvTv3x9XrlxBcHD2haxEUUTVqlWxZ88e2Nvb6xWUiIioJKgeJyFmdSiMXa3gMKYeBGMWOoiI6PX169cPGzZsQEpKCiwsLKSOQ0RUIIWRDMdmeKPzwiD8FngPCiMZpnerI3UsKkVSVWp0WRiI2BQVPuxZFxM7cup6Iiod9P4Gp3Hjxrh16xYWL16Mnj17wtPTE56enujRowcWL16MmzdvokmTJgaISkREVLxUT5MR7X8dxi4WcPStD5lCLnUkIiIq4z7//HPY2Nhg8ODBePjwodRxiIgKxVRhhOOzfOBkZYIlx+7gt8C7UkeiUiJdpUbXhUGISsrA9K61MblzLakjERHpCGJui21IJDExETY2NlAqlbC2tpY6DhERVSCq5ymIWXENcntTOE1sCJmpXhc/EhEVCvu/5d/48eMRExODffv2QaFQoGnTpvDw8ICZmVmOtoIgwN/fP9/t8TVDRCUpKT0TPj8GIi5FhXn96mF8h+pSRyIJqdRadF0YiMfxaXjXpwY+7u0ldSQiqiAK2wdmsYOIiCq8zMgURC+/DrmNIqvQYW4sdSQiqiDY/y3/ZDIZBEFAYYZdgiBAo9Hk24avGSIqacpUFXx+DERCWia+GVAfb3FthgpJrdai+5Ig3I9Jxfj21TGvfz2pIxFRBVLYPrBBTltNTEzEhg0bcObMGURHR6Nr16748MMPAQC3b9/GgwcP4O3tDVNTU0PsjoiIyGAyo1MRvfI65FbGcJzAQgcRERnW6tWrpY5ARKQXG3MFTszqBJ8FAZi7OxQKYzmGt3CTOhaVIK1Wi94/n8L9mFS81dqdhQ4iKrX0LnYcOXIEo0aNQnx8PERRhCAIcHV11T0eHh6OgQMHYvPmzRg+fLi+uyMiIjIYdWwaYlZch8zMCI4TG0JuwUIHEREZ1tixY6WOQESkN3tLBY7P9EHnhYH4cMc1KOQyDGzqWvATqczTarXou/Rv3IlKxrDmVfHNoIZSRyIiypNeC5TfvHkTgwYNglKpxHvvvYetW7fmuDy7Z8+eMDc3x+7du/UKSkREZEjq+HREr7gOQSGH08RGkFsqpI5ERERERFRqOVub4sgMb5gbyzFj61UcvPFc6khUzLRaLQb9dgY3nyfhjcZV8OOwxlJHIiLKl17Fjm+//Rbp6enYunUrfvnlFwwbNixHG4VCgSZNmiAkJESfXRERERmMRpmB6BXXAZkAR7+GkFuz0EFEREREVBBXW3Mcnu4NE2MZJm+4guM3I6WORMXozeXnEPJEiV71K+HnkU2ljkNEVCC9prEKCAhA48aNMXjw4HzbVa1aFWFhYfrsioiIyCA0SaqsQodWhNM7jWBkYyJ1JCIiqgCeP3+O3bt3Izw8HImJibkuWC4IAvz9/SVIR0RUeG4O5jgwrSN6/3QKfusuYc24VvCu4yR1LDKw0SvO4eKDeHSu64Tf324hdRwiokLRq9gRHR2NDh06FNhOrVYjJSVFn10RERHpTZOcVejQqjRwntQIRvamUkciIqIKYOnSpZgzZw4yMzN1970sdgiCoLvNYgcRlRU1nCyxd2oH9P35FHxXX8BmvzZoXcNB6lhkIONWX8Dpe7FoX9MBq8e1kjoOEVGh6TWNlY2NDZ4+fVpgu4iICDg7O+uzKyIiIr1oUzMR438D2tRMOPk1hJGDmdSRiIioAjh+/Dg++OADmJqa4uOPP0bbtm0BAH/88QdmzZoFDw8PAMD06dOxatUqCZMSERVNnUpW2D2lPWSCgFErzuPywzipI5EBTFp3CQHh0WjpYYeNfm2kjkNEVCR6FTuaNWuGy5cv49GjR3m2uXHjBkJCQtC6dWt9dkVERPTatGlqRPvfgCYxA05+DWHsZC51JCIiqiB++uknCIKAw4cPY/78+ahduzYAwM/PDz/++CPCwsIwduxYrFq1Ch07dpQ4LRFR0dSrYoM/32sLCMCbf5zDtScJUkciPUzbHIzDYZFoXNUGW99hoYOIyh69ih0TJ05Eeno6Ro4ciRcvXuR4PCYmBhMnToQoipg4caI+uyIiInot2gw1YlbfgDouHY4TGsK4koXUkYiIqAK5cOECmjVrlufJXyYmJli2bBlMTU3x1VdflXA6IiL9NXazw2a/1hBFYMiyMwh7rpQ6Er2GOdtDsCfkGepVtsLOye0gk+n1lSERkST0eucaOnQohg0bhrNnz6JmzZro0aMHAOD06dN44403UKNGDVy4cAGjRo1Cz549DRKYiIiosLQqDWJWhyIzMhVOExpAUcVS6khERFTBxMfHo2bNmrrbxsbGAIC0tDTdfSYmJujYsSOOHz9e4vmIiAyhVXUHrJ/QChqtiIG/nMHdyCSpI1ERfLrzOrZffoLazpbYN7UDCx1EVGbp/e61adMmfPLJJwCAY8eOAQDu3LmDffv2QaVSYdasWVizZo2+uyEiIioSrUqD2DWhyHyWAscJDaCoaiV1JCIiqoDs7e2RkpKiu21nZwcAOaYC1mg0iI2NLdFsRESG1K6WI1b5tkSmVou+S//Gw9iUgp9Ekvtqbyg2nn+E6o4WODitIwsdRFSmGem7Ablcjvnz52P27NkICAhAREQEtFot3Nzc0LVrVy5MTkREJU7M1CJ2fRhUj5PgOL4BTNytpY5EREQVlLu7Ox4/fqy73aBBA4iiiH379qFu3boAgOTkZJw6dQpVq1aVKiYRkUF0quuMP95qjknrL6PXklM4MtMbbnZcL6+0+u/BW1h1+gHc7MxweLo3jIxY6CCisk3vYsdLdnZ2GDx4sKE2R0RE9FpEtRaxG28i434iHH3rw6S6jdSRiIioAvPx8cHixYsRGRmJSpUqoW/fvrCwsMB//vMfvHjxAu7u7li7di3i4uIwYsQIqeMSEemtR30XLB3ZFFM3B6Pn4pMImN0JlaxNpY5F/7L4aDiWBd1DZRtTHJ3hDQULHURUDvCdjIiIyg1Ro0Xs5ltIvxMPxzH1YFrLVupIRERUwQ0bNgydOnXC1atXAWRNa7Vo0SKo1WosWrQI06dPx5UrV1CtWjV8+eWX0oYlIjKQfo2rYMGwRkhVadB1YRBiktOljkSv+DXgLn46fhfOViY4PssHpgqDnQtNRCQpQRRFsbCNX84r6+rqCrlcnmOe2Xx3JAgwNzeHg4NDnm0SExNhY2MDpVIJa2tOOUJERIUnakTEbb2FtNBYOLzlBTOvvD9viIhKC/Z/K64rV65g+/btiIuLg5eXF8aNGwcbm4KvRuRrhojKks0XHuGTv67DxswIQXM6w9ZcIXWkCm/lqQh8s/8mHCwUCJrTGZamLHQQUelX2D5wkd7RPDw8IJPJEBYWhjp16sDDwwOCIBQpmL29PcaNG4f58+fD2Ni4SM8lIiLKjagVEb/jNtJuxMBhFAsdRERU+jVr1gzNmjWTOgYRUbEa2codKrUWn+8JRecFgQic3Qk2LHhIZt3ZB/hm/03YmhvjxCwfFjqIqNwp0ruau7s7BEHQFSle3i6s1NRUREdHY+HChZDL5fjuu++KlpaIiOhfRK2I+L/uIPVqFOxHeMKsgaPUkYiIiHS++uorNGnSBG+88Ua+7fbu3Yvg4GDMmzevhJIREZWMse08oFJrMP/ALXRdGIRAXk0gia0XH2He7lBYmxrhxEwWnYiofCrSNFaGEBERgdatW8Pc3BwPHz7M9hgvySYioqIQRREJu+8h5fxz2A2rA4tmlaSORERUJOz/ln8ymQy+vr5YtWpVvu38/PywatUqaDSafNvxNUNEZdUvJ+5gwZHbqGRlgoA5nWDOdSJKzM4rTzFj21VYmshxYlYnOHPBeCIqYwrbBy7xBcpr1KiBTp064fnz5yW9ayIiKkdEUYRyXwRSzj2H3eDaLHQQEVGZptVqizxFMBFRWfJ+l9qY2qUWIpMy0G3RSWRk5l/cJcPYF/IMM7ddhblCjqMzfFjoIKJyrcSLHQAwffp0rFixQopdExFROSCKIhIPPUDy6WewHVATFi1dpI5ERESkl8ePH8PS0lLqGERExWpWj7qY5F0DzxLS0H1xEDLVWqkjlWvHwl5g6uZgmBjLcHiGNyrbmkkdiYioWBnkmsF79+7hjz/+wJkzZxAdHY0BAwbghx9+AACcP38eISEhePPNN2FjYwMAaN++Pdq3b2+IXRMRUQWUeOwRkoKewKZfDVi2rSJ1HCIiomzWrVuX7fbdu3dz3PeSWq1GaGgoAgIC0LZt25KIR0QkqU/6eCFDrcWaMw/Qc8lJHJnuDSMjSc7FLdeCwqPwzvrLUBjJcHBaR7jZmUsdiYio2Old7Fi7di3effddZGRkAAAEQUBMTIzu8dTUVLz33ntQKBTw9fXVd3dERFTBJQY8QtLxR7Du5QGrDq5SxyEiIsrB19c325RUp0+fxunTp/NsL4oiZDIZZs+eXRLxiIgk98Ub9aFSa7DpwmP0WXoKhz7oCJmMBQ9DOXM3BuPWXISRTIa9UzuguhOvHCSiikGvYse5c+cwceJEmJub4+uvv4aPjw9at26drY2Pjw9sbGywd+9eFjuIiEgvSSefIPHwQ1h3c4d1Jzep4xAREeVqzJgxumLH2rVrUbNmzTyvbFcoFKhatSoGDhyIhg0blmRMIiJJfTu4ETLUWvx55Sn6Lz2NvVPbs+BhAJcexOFt/wuQCwJ2TWmHOpWspI5ERFRi9Cp2/PDDDxBFEfv370eHDh1ybSOTydCkSROEhYXpsysiIqrgkk4/hfLAfVh1doNVV3ep4xAREeVpzZo1un+vXbsWHTp0wKpVq6QLRERUSi0c3gQZai32XXuOwcvO4q/32rLgoYeQx/EYsfwcBAH48712qFfFRupIREQlSq9ix+nTp9GqVas8Cx0vubi44MqVK/rsioiIKrDk88+h3BsBy46usO5RLdvUIERERKXZ/fv3ufA4EVE+fhnVDCr1JRwJi8SIFeexbRLXL3odYc+UGPr7WYgisHVSGzRys5U6EhFRidOrXJ6QkAB394LPrk1LS4NKpdJnV0REVEGlXHqBhJ13YdmuCmz6VGehg4iIypRq1arBwcEhz8eVSiVEUSzBREREpc/yMS3gU8cJF+7H4W3/81LHKXPuRCZh4K9noNGK2DChNVp42EsdiYhIEnoVOxwcHPDw4cMC2929excuLi767IqIiCqg1OAoxP95BxatXWDTvwYLHUREVObcuHEDP//8M27fvp3t/oCAAFSvXh329vZwdnbONvUVEVFFtHZ8K7St4YBTd2IwYc1FqeOUGfejk9Fv6d9Qa7VY5dsSbWvlXWAnIirv9Cp2tGnTBpcuXUJoaGiebU6fPo3Q0NACp7oiIiJ6Veq1aMRtC4d5s0qwHVCLhQ4iIiqTfv75Z8ycORNmZma6+2JjYzFw4EA8fPgQoigiNjYWEydORHBwsIRJiYikt3FiKzSvZovjt6Lw3obLUscp9R7Hp6L3z6egUmux/O3m6FTXWepIRESS0qvYMWXKFGg0GgwZMgRXr17N8fjNmzcxfvx4CIKAyZMn67MrIiKqQNJCYxG3JRzmjZ1gN6Q2BBkLHUREVDadPn0a9evXh5ubm+6+9evXIykpCZMmTUJCQgLWrVsHrVaLpUuXSpiUiEh6MpkM2ye1RSNXGxy88QLTt1yVOlKp9TwhDT0Xn0RGpha/jmqGbvU4owoRkV7Fjq5du2LmzJm4ffs2mjdvjjp16kAQBBw+fBiNGjVCw4YNcefOHcyZMwdt2rQxVGYiIirH0m7FIXbTTZjVd4DdsLosdBARUZkWGRmZY53Do0ePQi6X45tvvoG1tTXeeustNG3aFGfPnpUoJRFR6SGTybBrSjt4VbbCrqtP8eGOEKkjlTpRienovvgkUlUaLH6zCfo0qix1JCKiUkGvYgcALFiwAH/88QdcXFxw9+5diKKI58+f48aNG7C3t8fSpUvx/fffGyIrERGVc+l34hG7IQymde1hP6IuBDkLHUREVLYlJibCxsYm233nz59HkyZNsi1cXrt2bTx9+rSk4xERlUoymQz7p3ZALSdLbLv0BJ/tuiF1pFIjLlmFbouCkJyhxn+HNMTApq5SRyIiKjWMDLERPz8/3RyzERER0Gq1cHNzQ8uWLWFkZJBdEBFROZcRkYDYdWEwrWkLh1GeEOR61+OJiIgkZ21tna2IcfPmTcTFxWH06NE52nJ9KiKif8hkMhz6oCO6LQ7C+nMPYWIsw9y+9aSOJSllqgpdFgUiMV2NrwbUx5st3Qt+EhFRBaJXJaJLly6oWrUq1q1bB0EQ0KxZMzRr1sxQ2YiIqILIeKBEzJpQKKpZw+GtehCMWOggIqLyoUmTJjh16hTu3r2LWrVqwd/fH4IgwMfHJ1u7+/fvo3JlTkNCRPQqIyMZjszwQZeFgVh56j4Uchk+7OUpdSxJJKer0WVhEBJSM/FpX0+MaeshdSQiolJHr2+Tzpw5A5VKZagsRERUAakeJyFmdSiMXa3gMKYeBGMWOoiIqPyYNGkSMjMz0bx5czRt2hSLFy+Gs7Mz+vbtq2uTlJSEq1evokGDBhImJSIqnRRGMhyb4Q0XG1P8FngPS47dljpSiUtVqdFlYSBiU1SY07Mu/DrWlDoSEVGppNc3SlWrVkVGRoahshARUQWjepqMaP8bMHaxgKNvfcgUcqkjERERGdSwYcPwxRdfQK1WIyQkBNWqVcP27dthYmKia7Nt2zZkZmbmuNqDiIiymCqMcGKWD5wsTbDk2B0sC7wndaQSk65So+vCIEQlZeCDrrUwpXMtqSMREZVaehU7+vXrh1OnTiElJcVQeYiIqIJQPU9BjP91GDmawnFcfchMWOggIqLyad68eYiPj0dUVBQiIiLQoUOHbI93794dwcHBGDdunEQJiYhKP3OFEU7M9oG9hQL/PXQLq/6+L3WkYqdSa9F98Uk8V6ZjkncNzOheV+pIRESlml7Fjs8//xw2NjYYPHgwHj58aKhMRERUzmVGpiBm5XXIbU3gNL4BZKZ6LSFFRERU6ikUCjg6Oub6mLu7Oxo3bgxLS8sSTkVEVLZYmRojYJYPbM2M8dW+MGw4+0DqSMVGrdai55IgPI5Pw/j2Hvikj5fUkYiISj29vl2aNWsW6tevj3379qFu3bpo2rQpPDw8YGZmlqOtIAjw9/fXZ3dERFQOZEanInrldcitjOE4oSFk5sZSRyIiIipRu3fvRkhICObNmyd1FCKiMsfGXIETszrBZ0EA5u4OhcJYjuEt3KSOZVBarRa9fz6F+zGpGN3aHfP615c6EhFRmSCIoii+7pNlMhkEQUBhNiEIAjQaTb5tEhMTYWNjA6VSCWtr69eNRUREpZQ6Ng3Rf1yDYCKH06RGkFsqpI5ERCQp9n8rpnHjxmHdunUFjo9yw9cMEVGWqMR0dF4YiJQMDZa82QQDm7pKHckgtFot+i79GzefJ2FY86r4cVhjqSMREUmusH1gva7sWL16tT5PJyKiCkQdn47oFdchKORw8mOhg4iIiIiIXp+ztSmOzPBGt4UnMWPrVZgYy9C7QWWpY+lFq9Vi0G9ncPN5Et5oXIWFDiKiItKr2DF27FhD5SAionJMo8xA9IrrgEyAo19DyK1Z6CAiIiIiIv242prjyHRvdF8ShMkbrmDl2Bbo6lVJ6liv7c3l5xDyRIle9Svh55FNpY5DRFTm6LVAORERUUE0SaqsQodWhNPEhjCyMZE6EhERERERlRNuDubYP60jFEYy+K27hFN3oqWO9FpGrziHiw/i0bmuE35/u4XUcYiIyiSDFzt2796Nr776ytCbJSKiMkiTnFXo0Ko0cPJrCCN7U6kjERERERFROVPTyRJ7p3aAXCZg7KoLOB8RK3WkIhm/+gJO34tF+5oOWD2uldRxiIjKLIMXO3bt2oUvv/zS0JslIqIyRpuaiRj/G9CmZmYVOhzMpI5ERERUKkycOBGrVq2SOgYRUblSp5IVdk1pD5kgYNSK87j8MF7qSIUyaf0lnAiPRksPO2z0ayN1HCKiMo3TWBERkcFp09SI9r8BTWIGnPwawtjJXOpIREREpUb79u25/iERUTGoX8UGO95tCwjAm3+cxbUnCVJHyte0zcE4HBqJxlVtsPUdFjqIiPTFYgcRERmUNkONmNU3oI5Lh+OEhjCuZCF1JCIiolLp/v372L17N65evSp1FCKicqOJux02+7WGKIoYsuwMwp4rpY6UqznbQ7An5BnqVbbCzsntIJPxKzoiIn3xnZSIiAxGq9IgZnUoMiNT4TShARRVLKWOREREJKk9e/Zg8ODBuHDhQrb7f/jhB9SpUweDBw9G8+bNMX78eIkSEhGVP62qO2DdhNbQaEUM/OUM7kYmSR0pm093Xsf2y09Q29kS+6Z2YKGDiMhA+G5KREQGIWZqELs2FJnPUuA4oQEUVa2kjkRERCS5devW4dChQ/Dy8tLdd+vWLXzyyScQRRGNGzeGubk51q5di71790qYlIiofGlfyxH+Y1siU6tF36V/42FsitSRAABf7Q3FxvOPUN3RHAendWShg4jIgAz+jsrF9oiIKh4xU4uYdWFQPUqC47j6MHG3ljoSERFRqRAcHIzGjRvDyuqfkwA2btwIAPjtt99w5coVXLx4EXK5HMuXL5cqJhFRudTZ0xm/v9UcKrUWvZacwuP4VEnz/PfgLaw6/QBudmY4PN0HRkYsdBARGZLB31W52B4RUcUiqrWI3XgTGfcT4TC2Pkyq20gdiYiIqNSIiYmBq6trtvsCAwNhZmYGX19fAICnpyc6dOiA0NBQCRISEZVvPeu74OeRTZCeqUHPxScRmZguSY7FR8OxLOgeKtuY4ugMbyhY6CAiMrhie2flYntEROWfqNEidvMtpN+Jh+OYejCtZSt1JCIiolIlPT0dcrlcd1uj0eDKlSto3bo1FAqF7v4qVargxYsXUkQkIir3+jd2xYJhjZCq0qDrwiDEJJdswePXgLv46fhdOFuZ4PgsH5gqjEp0/0REFYVexQ4utkdEVHGJGhFxW8ORfjMODqO9YFrHTupIREREpY6zszPu3Lmju33u3DmkpaWhffv22dqlpaXBwsKipOMREVUYQ5q74bvBDZGcoUbXhUFISFWVyH5XnorAj4fDYW+hwPFZPjBnoYOIqNjoVezgYntERBWTqBURv+M20m7EwGGUJ8zqOUgdiYiIqFRq164dQkJCsGXLFiiVSnz77bcQBAHdunXL1u7mzZuoUqWKRCmJiCqGka3c8eUb9aFMU6PzgkAoi7ngsf7sA3yz/yZszY0RMMsHVqbGxbo/IqKKTq9iBxfbIyKqeEStiPi/7iD1ahTs3/SEWQNHqSMRERGVWh999BGMjIwwevRo2Nvb4+DBg2jWrBm8vb11bR4/foxbt26hZcuWEiYlIqoYxrbzwKd9PBGfmomuC4OQnK4ulv1svfgIn+0OhbWpEU7M7AQbc0XBTyIiIr3oVezgYntERBWLKIpI2HMPqZcjYTesDswbO0kdiYiIqFRr1qwZDhw4AB8fH3h5ecHX1xf79u3L1mbbtm2wsbFB165dJUpJRFSx+HnXxOwedRCTokLXhYFIVRm24LHzylN89Od1WJrIcWymD+wtWeggIioJek0UmNdie23atMmx2N65c+f02RUREUlMFEUo90Ug5dxz2A2pDYtmlaSOREREVCZ07do130LGrFmzMGvWrBJMRERE73epjQy1FktP3EW3RScRNLsTjI30OicYAHD4xnPM3HYV5go5js7wgbO1qQHSEhFRYehV7OBie0REFYMoikg89ADJp5/BdkBNWLR0kToSERERERGRXmb1qAuVWovopAwYyQWIoghBEF57e6IoooWHPRwsFdg5pT0q25oZMC0RERVEr2JHu3btsGPHDmzZsgW9e/fmYntEROVU4rFHSAp6Apt+NWDZlu/nRERERERUPnzSxwuiKAKAXoWOl8+3t1Dg/H+6Qi7T/yoRIiIqGr3eebnYHhFR+ZcY8AhJxx/BupcHrDq4FvwEIiIiyubRo0d47733ULt2bZibm0Mul+f6Y2Sk17loRET0mgRBKLDQERwcjL///hu7du1CZmamrkCS27ZY6CAikoZevemXi+3Nnz8fUVFRaNWqFb777rtsbbjYHhFR2ZV08gkSDz+EdTd3WHdykzoOERFRmXPr1i20b98eCQkJeX4x9lJBjxMRkTRWr16NuXPnws3NDeHh4XB3d8esWbMwdOhQmJubSx2PiIj+TxBLUY86MTERNjY2UCqVsLa2ljoOEVGFlnz6KRL2RsCqsxuse1TT+5JuIiLKif3f8m/IkCHYuXMnevbsiS+//BJeXl6wsrJ67e3xNUNEVLKCgoIwfPhwLF++HB07doS1tTVat26Nhw8fYvLkyZg1axZsbGykjklEVK4Vtg/M6+qIiCiH5PPPkbA3ApYdXVnoICIi0kNQUBDc3d2xe/dutGrVSq9CBxERlbwrV66gbdu26N+/P0xNTWFkZIQpU6ZALpfjyJEjWL9+PbRardQxiYgILHYQEdG/pFx6gYSdd2HZrgps+lRnoYOIiEgPqampaNWqFRQKhdRRiIioiERRxN27d/H06VPIZDLdlFXx8fHo168fXF1d8fPPPyMtLU3ipEREBBig2MHF9oiIyo/U4CjE/3kHFq1cYNO/BgsdREREeqpRowZSUlKkjkFEREVw//59PHv2DIIgYNSoUbh+/Trmzp2LW7duYc2aNZgzZw7Gjx+PP//8E0lJSdizZ4/UkYmICHouUM7F9oiIyo/Ua9GI2xYO82aVYDuwFgsdREREBvD222/jm2++QXR0NJycnKSOQ0REBQgJCYGPjw9GjhyJOXPmoH379vjpp5/w0UcfYePGjUhKSsKaNWvQvn17xMfHQ6FQQK1WSx2biIig55Udn376KeLj49GjRw+cO3cOSqUSWq02zx8iIiqd0kJjEbclHGaNnWA3pDYEGQsdREREhjBr1iy0bdsWvXv3xo0bN6SOQ0REBQgJCUFSUhLu3r2Ln376CY8fP8akSZNw+/Zt7Nq1C+fOncOYMWMAABkZGXBxcYGDg4PEqYmICNDzyo5XF9vjHLRERGVT2q04xG66CbP6DrAfVpeFDiIiIgPq0aMHMjMzceXKFTRp0gTu7u5wd3eHTJbzvDNBEHD8+HEJUhIR0UvNmzdHv3790KFDB6xfvx6ZmZmYO3cuqlSpAmdnZwBAZmYm4uLiMHHiRGg0GvTq1Uvi1EREBOhZ7EhNTUWXLl1Y6CAiKqPS78QjdkMYTOvaw35EXQhyFjqIiIgMKTAwUPdvrVaLBw8e4MGDB7m25RSSRETS0mq1kMvluH//PjZv3gwLCwusXr0a33//Pfbv348BAwZg0aJFOHPmDH777Tc8e/YMZ86cybWATUREJU+vYgcX2yMiKrsyIhIQuy4MpjVt4TDKE4KcHXQiIiJDCwgIkDoCEREVkkwmg6enJzw8PHDnzh1MnjwZZmZmmDlzJuRyObp37w4A8Pb2RlJSErp16wZTU1OJUxMR0Ut6FTu42B4RUdmU8UCJmDWhUFSzhsNb9SAYsdBBRERUHHx8fKSOQERERaRSqfD333+jcePG2LNnD0xMTODk5ITdu3fD0dERLVu2RL9+/aSOSURE/6LXt1tcbI+IqOxRPU5CzOpQGLtawWFMPQjGLHQQERERERGJoggA6NOnDzQaDcaMGYNr164hJCQEn3zyCQ4dOoQdO3ZAo9FInJSIiHKj15UdXGyPiKhsUT1NRrT/DRi7WMDRtz5kCrnUkYiIiCqMZ8+eISgoCE+fPgUAuLq6wtvbG66urhInIyIi4J+1k9zc3DBkyBC4ubnhwIEDqFSpEkaNGgULCwt07NgRcjnHUUREpZEgvixbv4aiLMAkCEKBle/ExETY2NhAqVTC2tr6dWMREVEuMl+kIHr5NcjtTeE0sSFkpnrVu4mIyADY/60YlEol3n//fWzZsgVarTbbYzKZDCNHjsTSpUthY2NT4Lb4miEiKn7p6elYtWoVvL290aBBA4iiqCuEEBFRyStsH1ivb7q42B4RUdmQGZWK6BXXIbc1gdP4Bix0EBERlZD09HR069YNV65cgSiKaNy4MWrWrAkAiIiIwNWrV7Fx40bcunULp06dgomJicSJiYjI1NQU7777ru4kXxY6iIjKBr2+7eJie0REpV9mdCqiV1yD3MoYjhMaQmZuLHUkIiKiCmPp0qW4fPkymjVrhuXLl6NZs2bZHg8ODsakSZNw+fJlLF26FLNnz5YoKRFRxZXblRtFmc2EiIhKB75zExGVY+rYNMSsuA6ZqREcJzaE3IKFDiIiopK0detWWFtb4/DhwzkKHQDQtGlTHDhwAFZWVtiyZYsECYmIKjatVguNVoQes7znEJWYbrBtERFR4RlsHhMutkdEVLqo49MRveI6BGMZnPwaQm6pkDoSERFRhXP79m107doVDg4OebZxdHRE586dcezYsRJMRkREWq0Wg5adQYZKi33TOsBIrv90VSduRmHC2ov47a1m6N2gsgFSEhFRYeld7DDkYntERGQYGmUGoldcB2QCHP0aQW7N+b+JiIikoNFoYGxc8JWVxsbGOcZTRERUvEYsP4eQx0r0rFcJRnLDTH5S29kSJsYyTN5wBSvHtkBXr0oG2S4RERVMr3fyl4vtbdq0CRqNBo0aNcKgQYMwaNAgNG7cGBqNBhs3bkT37t2RkZFhqMxERJQPTZIqq9ChEeE0sSGMbFnoICIikkr16tVx8uRJpKWl5dkmLS0NJ0+eRPXq1UswGRFRxTZ6xTlceBCPznWd8MeYFgbbrpuDOfZP6wiFkQx+6y7h1J1og22biIjyp1ex4+Vie02bNsWlS5cQHByMHTt2YMeOHbhy5QouX76M5s2b6xbbIyKi4qVJzip0aFUaOL3TEEb2plJHIiIiqtDeeOMNREVFYfTo0YiOzvmFV3R0tO6xgQMHlnxAIqIKaPzqCzh9Lxbtajpg9bhWBt9+TSdL7J3aAXKZgLGrLuB8RKzB90FERDkJoh4rMLVo0QJ3797FvXv38pyDNiYmBrVq1UKtWrVw6dKlfLeXmJgIGxsbKJVKWFtbv24sIqIKSZuaiegV16FJUsFpUiMYO5lLHYmIiArA/m/5Fx8fj6ZNm+Lx48cwNzdHr169dFdwRERE4NChQ0hLS0O1atVw5coV2Nra5rs9vmaIiPQzaf0lHA6NREsPO2x/t12x7uvGUyUG/noaoghse7ctmlezK9b9ERGVV4XtA+u1ZgcX2yMiKh20aWpE+9+AJjEDTu+w0EFERFRa2NnZISAgACNHjsSFCxfw559/QhCyFsB9ed5Z69atsWnTpgILHUREpJ9pm4NxODQSjavaYOs7bYp9fw1cbbD93bYY+vtZvPnHWfw1uR0aVbUt9v0SEVVUehU7uNgeEZH0tBlqxKy+AXVcOpz8GsK4koXUkYiIiOgV1atXx7lz53D69GkEBgbi6dOnAABXV1d06tQJ7du3lzghEVH5N2d7CPaEPEO9ylbYObkdZDLDLEhekKbudtjs1xojl5/DkGVnsPv99qhX2aZE9k1EVNHoNY1VgwYNEBMTg/v378PMzCzXNmlpaahevTocHR1x48aNfLfHS7KJiIpGq9IgZtUNZD5PgZNfQyiqWkkdiYiIioD9XyoqvmaIiIpu7s7r2HD+EWo7W+Lw9I4lVuh41em7MXjb/zyMZDIcmNYBtSpx7EZEVFiF7QPr9e7OxfaIiKQjZmoQuzYUmc9S4DihAQsdRERERERE//LVvlBsOP8I1R3NcXCaNIUOAGhfyxH+Y1siU6tF36V/42FsiiQ5iIjKM72u7OBie0RE0hAztYhZHwbVfSUcxzeASXVeBk1EVBax/0tFxdcMEVHh/ffgLSwLugc3OzMcn9UJCiNpCh2vOhz6Au+uvwxTYzmOzfKGqy3XWyQiKkhh+8B6FTsA4P79+7rF9gDkudjeyyKIIUITEVVkolqL2A03kX43AY6+9WFay1bqSERE9JrY/y1/5HI5BEFAWFgY6tSpA7lcXujnCoIAtVqdbxu+ZoiICmfx0XD8dPwuKtuYImCWD0wVei1ba1B7Q55i2uarMFPIETC7EypZm0odiYioVCtsH1jvd3outkdEVHJEjRaxm28h/U48HMey0EFERFTaiKKIV88nK8q5ZXqeh0ZERP/3a8Bd/HT8LpytTHC8lBU6AKB/Y1eo1FrM2n4N3RYGIWCODxwtWfAgItKXwd7t27dvz8IGEVExEjUi4raGI/1mHBze8oJpHTupIxEREdG/aLXafG8TEVHx8j8VgR8Ph8PeQoHjs3xgXsoKHS8Nae4GlVrEJzuvo+vCIATN6Qxbc4XUsYiIyjTpJyskIqICiVoR8TtuI+1GDBxGecKsnoPUkYiIiIiIiEqVDWcf4Ov9N2FrboyAWT6wMjWWOlK+RrZ2x5dv1IcyTY3OCwKhTFVJHYmIqExjsYOIqJQTtSLi/7qD1KtRsH+zLswaOEodiYiIiApp3bp1OHPmTIHtzp07h3Xr1pVAIiKi8mnrxUeYuzsU1qZGODGzE2zKyFUSY9t54NM+nohPzUTXhUFITs9/7SYiIspbkYodcrkcRkZGuH37tu52YX+MjErnZYNERKWZKIpI2HMPqZcjYTesDswbO0sdiYiIiIrA19cXK1euLLCdv78/xo0bVwKJiIjKn13BT/HRn9dhaSLHsZk+sLcsG4WOl/y8a2J2jzqISVGh68JApKpY8CAieh1FKnaIophtztmXi+8V5odz1RIRFY0oilDui0DKueewG1wbFs0qSR2JiIiIigkXJyciej0Hrj3HjK1XYa6Q4+gMHzhbl82Fvt/vUhvvd66FyKQMdFt0Eio1v0cjIiqqIhU7tFottFot6tSpk+12YX+IiKhwRFFE4qEHSD79DLYDasKipYvUkYiIiKgYRUVFwdzcXOoYRERlyrGwF5iy6QpMjGU4PN0blW3NpI6kl9k962KSd3U8S0hDt0WBULPgQURUJJxbioioFEo89ghJQU9g068GLNtWkToOERERFcHJkyez3X7x4kWO+15Sq9UIDQ3FkSNH0LBhw5KIR0RULgSFR+Gd9ZehMJLh4LSOcLMvHwXjT/rUQ7paxNozD9BjyUkcme4NIyMuuUtEVBh6FTvWrVuHWrVqoV27dvm2O3fuHG7fvo0xY8boszsiogohMeARko4/gnUvD1h1cJU6DhERERVRp06dIAiC7vbhw4dx+PDhfJ8jiiLee++94o5GRFQunL0Xg3FrLsJIJsPeqR1Q3clS6kgG9eUb9aHK1GDzxcfos/QUDn3QETIZCx5ERAXRq9jh6+sLX1/fAosd/v7+WLVqFYsdREQFSDr5BImHH8K6mzusO7lJHYeIiIheg7e3t67YERQUBGdnZ3h6eubaVqFQoGrVqhgyZAj69OlTkjGJiMqkSw/i8NbKC5AJAnZNaYc6laykjlQsvhvSCBlqLf4Kfor+v5zG3vfbs+BBRFSAEpnGiovtEREVLPn0UygP3IdVZzdYdXWXOg4RERG9psDAQN2/ZTIZevfujVWrVkkXiIionAh5HI8Ry89BEIA/32uLelVspI5UrBa92QQqjRb7rj3HkN/P4s9327LgQUSUjxIpdnCxPSKi/CWff46EvRGw7OgK6x7Vsk19QURERGVXQEAAXFxcpI5BRFTmhT1TYujvZyGKwNZJbdDYzU7qSCXil1HNkKG+hKNhkRi54jy2TmordSQiolKryMUOLrZHRGRYKZcikbDzLizbVYFNn+osdBAREZUjPj4+UkcgIirz7kYmYeCvZ6DRitgwoTVaeNhLHalErRjTAmNXXUDQ7Wi87X8e6ye0ljoSEVGpVORiBxfbIyIynNTgKMT/eRsWrVxg078GCx1ERETlnFKpRGJiYp5T/bq7cypLIqJX3Y9ORt+lfyNTq8Vq35ZoV8tR6kiSWDu+FUYuP4dTd2Iwcc1FrPRtKXUkIqJSp8jFDi62R0RkGKnXohG3LRzmzSrBdmAtFjqIiIjKqfj4eMybNw/bt29HdHR0nu0EQYBarS7BZEREpdvj+FT0/vkUVGot/ni7OTrVdZY6kqQ2TmyFYX+cxbFbUXhvw2Use6u51JGIiEqVIhc7uNgeEZH+0kJjEbclHGaNnWA3pDYEGQsdRERE5ZFSqUSbNm1w9+5dyOVymJmZITU1FZUrV8aLFy8giiIEQeAVHURE//I8IQ09F59ERqYWS0c2RY/6XP9IJpNh+6S2GPDraRy88QLTt1zFkhFNpI5FRFRqyPR5ckBAAD766CNDZSEiqhDSbsUhdtNNmNV3gP2wuix0EBERlWM//vgj7ty5gzFjxkCpVGLo0KEQBAFPnz5FUlISli1bBltbW/j4+OD+/ftSxyUiKhWiEtPRffFJpKo0WDS8Cfo1riJ1pFJDJpNh95T28HKxwq6rT/HhjhCpIxERlRp6FTt8fHxQt25dQ2UhIir30u/EI3ZDGEzr2sN+RF0IchY6iIiIyrM9e/bA0dERy5Ytg5mZWbZpK83NzTFp0iTs378fGzZswPLlyyVMSkRUOsQlq9BtURCSM9T4fkhDDGrmKnWkUkcmk2H/tA6o6WSJbZee4LNdN6SORERUKuhV7Pg3pVKJx48f49GjR7n+EBFVZBkRCYhdFwbTmrZwGOUJQW7Qt2AiIiIqhSIiItC8eXOYmpoCgK7YodFodG3atGmDtm3bwt/fX5KMRESlhTJVhS6LApGYrsZXA+pjREtO8ZcXmUyGwx90RDUHc6w/9xDf7A+TOhIRkeSKvGbHv3GxPSKigmU8UCJmTSgU1azh8FY9CEYsdBAREVUUdnZ2un+bm5sDyBpHOTo66u53d3fHvn37SjwbEVFpkZyuRpeFQUhIzcSnfT0xpq2H1JFKPSMjGY7O8EGXhYFYeeo+FHIZPuzlKXUsIiLJ6PVt28vF9n777TfExcXBzMwMoijCxSVr0ShRFAFkddzd3Nz0T0tEVAapHichZnUojF2t4DCmHgRjFjqIiIgqiipVquDp06e62y8XIr927Vq2dhERETAy0vtcNCKiMilVpUaXhYGITVFhTs+68OtYU+pIZYbCSIZjM7zhYm2C3wLv4afjt6WOREQkGb2+ceNie0RE+VM9TUa0/w0Yu1jA0bc+ZAq51JGIiIioBDVs2BDh4eG62x07doQoivj888+RlJQEANiwYQPOnz+PevXqSRWTiEgy6So1ui4MQlRSBj7oWgtTOteSOlKZY6owwonZneBoaYLFR+/g98B7UkciIpKEXsUOLrZHRJS3zBcpiPG/DiNHUziOqw+ZCQsdREREFU2vXr0QFRWFgIAAAEDbtm3Rvn17nD59Gvb29nBwcMDYsWMhCAI+/PBDidMSEZUslVqL7otP4rkyHZO8a2BG97pSRyqzzBVGCJjtA3sLBb4/dAur/uZJx0RU8ehV7OBie0REucuMSkX0iuuQ25rAaXwDyEw5LQUREVFFNHLkSJw6dQp16tTR3ffXX3+hX79+ALLW7rC1tcWiRYvQv39/qWISEZU4tVqLnkuC8Dg+DePbe+CTPl5SRyrzrEyNcWKWD2zNjPHVvjBsPP9Q6khERCVK72/fuNgeEVF2mTFpWYUOK2M4TmgImbmx1JGIiIhIIpaWlmjfvn22+5ycnLBnzx6kpqZCqVSiUqVKkMm4phcRVRxarRZ9lp7C/ZhUjG7tjnn960sdqdywNVfgxKxO8FkQgE933oCJXIahLbiOLhFVDHr1qLnYHhFRdurYNMSsuAaZqRyOExtCbsFCBxEREeXO3NwclStXZqGDiCoUrVaLfkv/xu3IZAxrXhXzBzWUOlK5Y2+pwPGZPrAwkWP2jmvYffVpwU8iIioH9OpVc7E9IqJ/qOPTEb3iOgQjGZz8GkJuqZA6EhERERERUamh1WoxaNkZhD1PQv/GlfHjsMZSRyq3nK1NcWSGN8yM5Zi+5SoO3ngudSQiomKn1+UWvXr1ws6dOxEQEIDOnTvnWGzP2toaCQkJXGyPiMo9jTID0SuuAzIBjn6NILc2kToSERERSWDdunUAgEGDBsHKykp3u7DGjBlTHLGIiEqFEcvPIeSxEj3rVcLSkc2kjlPuudqa48h0b3RfEoTJG67A37cFunhWkjoWEVGxEURRFF/3ycnJyQgJCYGHhwdcXV0BANHR0ZgwYQIOHjwIjUYDOzs7zJs3Dx988EGB20tMTISNjQ2USiWsra1fNxYRUYnSJKkQ/cc1iJlaOE1qBCN7U6kjERFRGcH+b/kjk8kgCAJu3ryJOnXq6G4XlkajyfdxvmaIqKx6a+U5/H03Fp3qOmHNuFZSx6lQ7kUno89Pp5Cp0WLt+FboWNtJ6khEREVS2D6wXld2cLE9IqroNMkqRK+4Dq1KA+d3WOggIiKq6MaMGQNBEGBjY5PtNhFRRTZ+zQX8fTcW7Wo6sNAhgZpOltg7tQP6/nwKY1ddwGa/Nmhdw0HqWEREBqfXlR2GxrOUiKgs0aZmInrFdWiSVHCa1AjGTuZSRyIiojKG/V8qKr5miKiseXf9JRwKjUSLanbY8V47qeNUaDeeKjHw19MQRWDbu23RvJqd1JGIiAqlsH1gXnJBRPQatGlqRPvfgCYxA05+DVnoICIiIiIi+pdpW4JxKDQSjaraYNukNlLHqfAauNpg+7ttAQF484+zuPYkQepIREQGVaRprLjYHhERoM1QI2b1Dajj0rMKHZUspI5EREREpVSXLl3Qq1cvfPjhh/m2W7BgAQ4cOIATJ06UUDIiouI1Z3sI9lx9Bq/KVtg1uR2nOC8lmrrbYbNfa4xcfg5Dlp3B7vfbo15lG6ljEREZRJGKHb6+vhAEAW3atIGVlZXudmGx2EFEZZ1WpUHM6lBkRqbCya8hFFUspY5EREREpVhgYCA8PDwKbBceHo6goKDiD0REVALm7ryO7ZefoLazJfZP7cBCRynTqroD1o5vhTGrLmDgL2dwYFoH1KpkJXUsIiK9FanYwcX2iKgiEzM1iF0bisxnKXCc2ACKquwMEhERkWFkZmbyy0AiKhe+2huGDecfobqjOQ5O68j3tlKqQ20nrBzbEhPWXkTfpX/jyAxvVHPgrAVEVLYVqdixZs2afG8TEZVXYqYWMetvQvUoCY7jG8DEnQuCEhERkeFcv34dDg4OUscgItLLfw/ewqrT9+FmZ4bD031gZMRCR2nWxdMZv49ujnc3XEavJadwbJY3XG25HiURlV1FKnYQEVVEolqL2I03kRGhhKNvfZhU53ymRERElLfx48dnu/3333/nuO8ltVqNsLAwXL16FW+88UZJxCMiKhaLj4ZjWdA9VLYxxdEZ3lCw0FEm9Gzggp9HNsW0zcHovugkAmZ3QiVrU6ljERG9FkEURfF1n2zoxfYSExNhY2MDpVIJa2ueNU1E0hM1WsRtuoW0W3FwHFsfpnXspI5ERETlCPu/5dOrU7YIgoDCDLmqVKmCI0eOoF69evm242uGiEqjXwPu4sfD4XC2MkHgnE4wV/Dc2rLmz8uPMWv7NViZGCFgjg8cLVnwIKLSo7B9YL0+fbjYHhGVZ6JGRNy220i7GQeHt7xY6CAiIqJCWb16NQBAFEWMHz8eHTp0wIQJE3Jtq1AoULVqVbRp0wbGxsYlGZOIyCD8T0Xgx8PhsLdQ4PgsHxY6yqghzd2g0oj45K/r6LowCEFzOsPWXCF1LCKiIimRTyAutkdEZY2oFRG/4zbSrkfDYZQXzOpxDm0iIiIqnLFjx+r+/cUXX6BNmzbZ7iMiKi82nH2Ar/ffhK25MQJm+cDKlEXbsmxkK3dkZGrxxd5QdF4QiKA5nWFtxv9TIio7SqTYwcX2iKgsEbUi4v+6g9SrUbAfURdmDRyljkRERERl1IMHD6SOQERULLZefIS5u0NhbWqEEzM7wYZXAZQLvu09oFJr8O3BW+iyMBCBszvD0pRX6xBR2VDkdysutkdE5ZkoikjYcw+plyNhN7QOzBs7Sx2JiIiIypEXL17gyZMnAABXV1dUrlxZ4kREREW3K/gpPvrzOixN5Dg20wf2lix0lCfv+NSESqPFgiO30XVhIAK4DgsRlRFFXqCci+0RUXkliiKU+yKQfPoZ7AbXhkUrF6kjERFROcf+b8Xh7++PH3/8EXfu3Ml2f506dTBnzpw8TyD7N75miEhqB649x5RNV2CmkOP4TB9UtjWTOhIVkwWHw/FLwF1UsTVD4OxOUBhxinoikkaxLVDOxfaIqDwSRRGJhx4g+fQz2A6oyUIHERERGYyfnx9WrVqlO1HM3t4eABAXF4fw8HD4+fnh7NmzWLFihZQxiYgKdCzsBaZsugITYxkOT/dmoaOcm92zLjI1Gvxx8j66LQrEiZmdYMSCBxGVYkW+suNVHh4eGD58OH744QeDhOFZSkQkFeXRh0g6/gg2/WrAqoOr1HGIiKiCYP+3/Nu+fTvefPNN2NnZ4dNPP8WECRNgY2MDIOv/39/fH/Pnz0d8fDy2bt2KoUOH5rs9vmaISCpB4VEYt+YijOUyHPqgI6o7WUodiUrI53tCsfbMA9RwtMCR6d4seBBRiStsH1ivYoehseNORFJIDHiExMMPYd3LA9ad3KSOQ0REFQj7v+Vft27dcPLkSZw7dw7NmjXLtU1wcDBat24NHx8fHD16NN/t8TVDRFI4ezcWo/3PwUgmw75pHVCnkpXUkaiEffLnNWy++Bh1Klni0Acds01zT0RU3ArbBzboO9OLFy9w6dIlXLp0Cc+fPzfkpomIikXSySdZhY5u7ix0EBERkcEFBwfDx8cnz0IHADRt2hQ+Pj64cuVKCSYjIiqcSw/i8Jb/ecgEAbumtGOho4L6bkgjDG7qituRyej/y2lotVqpIxER5WCQYoe/vz88PT3h6uqK1q1bo3Xr1qhatSq8vLywatUqQ+yCiMjgkk8/hfLAfVh1doNVV3ep4xAREVE5lJKSAmdn5wLbOTs7IyUlpQQSEREV3rXHCRix/BwEAfjzvbaoV8VG6kgkoUVvNkG/hi4IfZaIIb+fZcGDiEodvYsdfn5+eOedd3D79m2Iogg7OzvY2dlBFEXdYnt+fn6GyEpEZDDJ558jYW8ELDu6wrpHNQiCIHUkIiIiKodcXFwQHBxcYLvg4GBUqlSpBBIRERVO2DMlhvx+BqIIbHmnDRq72UkdiUqBX0Y3R/d6lRD8KAEjV5yXOg4RUTZ6FTu2b98Of39/2NraYsGCBYiPj0dMTAxiYmKQkJCAhQsXws7ODqtWrcKOHTsMlZmISC8plyKRsPMuLNtVgU2f6ix0EBERUbHp3LkzwsPD8f333+fZ5rvvvkN4eDi6du1agsmIiPJ2NzIJA389A41WxPoJrdDCw17qSFSKrBjTAj51nHD+fhze9mfBg4hKD70WKOdie0RU1qRejULc1nBYtHSB7aBaLHQQEZGk2P8t/8LDw9G0aVNkZGSgRYsWGDNmDKpXrw4AiIiIwNq1a3HlyhWYmpriypUrqFu3br7b42uGiIrb/ehk9PrpFFQaLVb7tkSnugVPxUcV04jl53AuIhbdvJyxcmxLqeMQUTlW2D6wXsUOBwcHNGvWrMAiRvfu3XHlyhXExsbm244ddyIqTqnXohG35RbMm1aC3ZDaEGQsdBARkbTY/60Y9u/fj9GjRyMxMTHHiRaiKMLa2hobN25E3759C9wWXzNEVJwex6ei+6IgZGRq8cfbzdGjvovUkagU02q1GPr7WVx5lIA+DV3w2+jmUkcionKqsH1gI312wsX2iKisSAuNRdyWcJg1cmKhg4iIiEpU3759cfv2bSxfvhxBQUF4+vQpAMDV1RWdOnWCn59focZVRETF6XlCGnouPomMTC2WjmzKQgcVSCaTYce7bTHg19M4cP0Fpm+5iiUjmkgdi4gqML2u7PDw8IC5uTnCwsLybVevXj2kpKTg4cOH+bbjWUpEVBzSbsUhdn0YzOo5wH6EJwQ5Cx1ERFQ6sP9LRcXXDBEVh6jEdHRZGITkDDUWD2+CQc1cpY5EZYhWq0Wfn//GrRdJeLNFVfx3aGOpIxFROVPYPrBeC5RzsT0iKu3S78QjdkMYTOvYwX5EXRY6iIiIiIiIXhGXrEK3RVmFju8GN2Shg4pMJpNh/9QOqOlkga2XnuCzXTekjkREFZReV3ZwsT0iKs0yIhIQszoUJjVs4PB2PQhGetV3iYiIDI79XyoqvmaIyJCUqSr4LAhEQmomvhpQH2PaekgdicowtVqLrouD8DA2FRM7VsfcvvWkjkRE5USJrNlRt25dbN++HaNHj8bFixdx6dKlbI+/utheQYUOIiJDynigRMyaUCiqWcPhLRY6iIiISBo1atQoVDuFQgFHR0e0bNkSY8aMQdOmTYs5GRFVdMnpanRZGISE1Ex82seThQ7Sm5GRDEdn+KDLwkCsPHUfCrkMH/bylDoWEVUgel3Z8VJUVJRBFtvjWUpEZAiqx0mIXnkdxlUs4TiuPmQKudSRiIiIcsX+b/knk2WdcCEIAvIaev37MZlMhi+++AJz587N0ZavGSIyhFSVGp1+DERUUgZm96yL9zvXkjoSlSPpKjU6LQjEi8QMzOheGx90rSN1JCIq4wrbBzZIscNQ2HEnIn2pniYjesV1GFcyh+P4BpCZsNBBRESlF/u/5d/Dhw+xbNkyLFiwAIMHD8bo0aPh4eEBQRDw4MEDbNy4EX/99RdmzJiBN954AydOnMD333+PjIwMHDp0CN27d8+2Pb5miEhf6So1Oi8MwnNlOqZ1rYWZ3TkTBxleqkoNnx8CEZ2cgY97eeLdTjWljkREZViJTGNFRFSaZL5IQYz/dRg5mmZd0cFCBxEREUksNDQUP/74I7Zt24YhQ4Zke6xRo0Z444038Ndff2HYsGHw9vbGvHnz0KRJEwwcOBC//fZbjmIHEZE+VGotui8+iefKdEzyrsFCBxUbc4URTsz2gc+Pgfj+0C0ojGQY36G61LGIqJzjlR1EVC5kRqUi+o9rkNso4DSxIWTmxlJHIiIiKhD7v+Vfp06dkJ6ejnPnzuXbrk2bNjAxMUFQUBAAwMvLC4mJibppgl/ia4aIXpdarUX3JSdxPyYF49t7YF7/+lJHogogIVWFTj8GIiEtE/MHNcDo1tWkjkREZVCJXNnBxfaIqDTIjElD9IrrkFsZw3ECCx1ERERUely9ehX9+vUrsF2tWrWwb98+3e26devi0KFDxRmNiCoQrVaLPktP4X5MCka3dmehg0qMrbkCJ2Z1gs+CAHy68wZM5DIMbeEmdSwiKqf0KnY8ePAAQOEW27t9+zbOnDmDpUuX5rnYHhFRUanj0hGz4hpkpnI4TmwIuQULHURERFR6aLVaREREFNguIiICWq1Wd9vY2BimpqbFGY2IKgitVot+S0/jdmQyhjWvivmDGkodiSoYe0sFjs/0QeeFgZi94xqMjWQY0MRV6lhEVA7J9Hny/fv38eGHH0IQBAwdOhQ7d+5EcHAwrl69il27dmHYsGGQyWSYPXs2Tp48iS+++AIKhQKff/45jh49aqjfgYgqKHVCOqKXX4NgJIOTX0PILRVSRyIiIiLKpnHjxjh//jz27NmTZ5s9e/bg3LlzaNKkie6+x48fw8nJqQQSElF5ptVqMXjZWYQ9T0T/xpXx47DGUkeiCsrZ2hRHZnjDzFiO6Vuu4uCN51JHIqJySK9ix8vF9rZu3Ypt27ZhwIABaNy4sW6hva1bt2Lr1q1YuHAhEhISMG/ePGzZsgWiKOK3334z1O9ARBWQRpmB6BXXAZkAR79GkFubSB2JiIiIKIfZs2dDFEUMHToUb7/9Ng4ePIibN2/i1q1bOHToEMaMGYOhQ4dCEATMmjULAJCQkIDg4GC0adNG4vREVNaNWH4eVx8noGe9Slg6spnUcaiCc7U1x5Hp3jAxkmHyxis4cStS6khEVM7otUA5F9sjIiloklSI/uMaxEwtnCY1gpE9p3ggIqKyif3fiuGHH37Ap59+mm2aqpdEUYRMJsM333yDjz/+GABw9+5dbNy4Eb169ULr1q2ztedrhogK662V5/D33Vh0quuENeNaSR2HSOdedDL6/HQKmRot1o5vhY61eSUjEeWvsH1gva7suHr1KmrVqlVgu1q1aiEkJER3u27duoiNjdVn10RUQWmSVYhecR1alQZOfg1Z6CAiIqJS78MPP8TFixfh6+uLGjVqQKFQQKFQoHr16vD19cWFCxd0hQ4ga/z0+eef5yh0EBEV1vg1F/D33Vi0q+nAQgeVOjWdLLHn/faQywSMXXUB5yP4HSERGYZeC5RzsT0iKkna1EzE+N+ANjUTTu80gpGjmdSRiIiIiAqlSZMm8Pf3lzoGEVUAk9Zfwolb0WhRzQ6b/DgdHpVOdV2ssXNyewz89TRGrTyPbZPaonk1O6ljEVEZp9eVHVxsj4hKijZNjWj/G9AkZsBpYkMYO5tLHYmIiIiIiKhUmbYlGIdDI9Goqg22TWKhg0q3Bq422P5uWwDAm3+cxbUnCdIGIqIyT69iBxfbI6KSoM1QI2b1Dajj0uE4oSGMXSykjkRERERUJKIo4sCBA5g7dy4mTZqEVatW6R6Ljo7G7du3odFoJExIRGXdnO0h2HP1GbwqW2HX5HaQyfT6yoeoRDR1t8Omia0hiiKGLDuDsOdKqSMRURmm1zRWAwYMwPfff49PP/0UmzZtwqZNm7I9/nKxvfnz52PAgAEAgJiYGPznP/9Br1699Nk1EVUQWpUGMatDkRmZCie/hlBUsZQ6EhEREVGRhISE4M0338SdO3cgiiIEQUBmZibGjx8PADh69Cjefvtt7Nq1C/3795c4LRGVRXN3Xsf2y09Qy9kS+6d2YKGDypTWNRywbkIrvO1/AQN/OYMD0zqgViUrqWMRURmk96cfF9sjouIiZmoQuzYUmc9S4DihARRV2dkhIiKisuXJkyfo1q0bbt++jd69e+OHH36AKIrZ2gwcOBDGxsbYvXu3RCmJqCz7am8YNpx/BA8Hcxya1pGFDiqT2tdygv/YlsjUatF36d94GJsidSQiKoP0urLjJS62R0SGoI5Lh5G9KQBAzNQiZv1NqB4lwXF8A5i4W0ucjoiIiKjovv32W8TGxmLJkiWYNm0agKwTxl5lbm6Oxo0b4+LFi1JEJKIyJCY5A+YKOcwVWV/n/PfgLaw6fR9udmY4MsMHRkYsdFDZ1dnTGb+/1Rzvrr+MXktO4dgsb7jaZq3X+SQ+Fa62ZhAEQeKURFSa8VOQiEqFtJuxePHDRSiPPYQ2U4PYjTeREaGEw9j6MKluI3U8IiIiotdy6NAheHp66godefHw8MDz589LKBURlUUv1zToveQUXijTseTobSwLuofKNqY4OsMbChY6qBzoWd8FP49sivRMDbovOonIxHRsufAIHf8bgE0XHkkdj4hKOYNc2SGKIg4ePIgzZ84gOjoarVu31s0/Gx0djfj4eNSsWRNyudwQuyOicij1WjQAIOnYI6RejYImLh2Ovg1gWstW2mBEREREenj27Jlu/cL8CIKAxMTEEkhERGVVeGQSHsamQgDQY3EQEtPVcLYywfFZPjBVGOTrHaJSoX/jKlCpNZi1/Rq8fwhAhloLANhz9RlGt64mcToiKs30LvuHhITAy8sL/fv3x7fffouVK1fi77//1j1+9OhReHl54cCBA/ruiojKKVGjRXponO62JiYdpp72MKltK10oIiIiIgOwsLBAdHR0ge3u378Pe3v7EkhERGXVoRsvIBcAEUBiuhqCAKwd31I3pRVReTKkuRv6NnTRFToA4OKDOMSnqCRMRUSlnV7FjvK02F5Khhqhz5QIfhSP0GdKpGSopY5EVKYV5ZjKiFBCVGmy3ZceFoeEPfeKOyZRmcLPKiLD4jFFJaFhw4a4fPkyYmJi8mzz8OFDhISEoHnz5iWYrOh4zBAZXlGOq33XnkPzylcuMkHAmFUX8Sg2tQSSEpWsP4LuYf/1F9nu04rAsZuR+T6Pn1VEhleWjiu9yv9lfbG9O5FJ2Hj+EQLCo/AoLhWvlmkEAO725uhc1xmjW7ujdiUrqWISlRmve0ylXv/X4F8AIAKpV6Nh27cGBM49SxUYP6uIDIvHFJW0t956CydPnsTEiROxadMmmJubZ3tcpVJh8uTJyMzMxFtvvSVRyrzxmCEyvNc5rh7GpuBuVHKObUUnZeD0vRi4O7iXTHiiErLt0mMAgFwmQKP95yjZG/IMw1q4ZWvLzyoiwyurx5Ug/vtSjCKoUaMGTE1NERYWprtPJpPB19cXq1at0t335ptvIiAgAFFRUfluLzExETY2NlAqlbC2tn7dWAV6HJeK/+y8jlN3Y3K8af7by8c71nLEt4Maws3ePM+2RBWVPsdUVVszPJ13Bnh5aaoAmNS0hXlTZ5jVd4DMlJdkU8XEzyoiwyqtx1RJ9X9JOhqNBt26dUNQUBCqVq2KXr16YeXKlWjatCnat2+PPXv24NGjR+jWrRuOHDlS4PY4ZiIqu/Q5rhYcCcfuq890j1eyNsHgZlXxRuMq8HSxgiAIJfErEJWYNJUGJ25FYWfwUwSGR0H9yvFy5bNusLcw4WcVUTEorcdVYfvAehU7TE1NMWDAAGzdulV3X27FjhEjRmDXrl1IT083SGh9bLn4CJ/vCYVaK+b7n/VvcpkAI5mAL9+ojxEtecYE0Uv6HlOf96wL731PIbczgZV3VZg1dITcUlGMiYlKP35WERlWaT6mWOyoGJKTkzFp0iRs2bIlx7S/ADBkyBCsXr0alpaWBW6LYyaiskmf40ouCMjUaCGKwNBmrhjZ2h3N3O1Y4KAKQ5mWicOhL/DTsTt4mpCG9rUc0LdhFXy5j59VRIZUmvuAhe0D63XKdFlbbO+XgDtYcOT2az1X8///5I//uo6Y5Ay837m2gdMRlT2GOKb+s/8mZnWvjald6xg4HVHZxM8qIsPiMUWlgaWlJTZu3IjPPvsMBw4cQEREBLRaLdzc3NC7d280adJE6og6PGaIDE/v4+r/k4dM6VwTc3p6GjIaUZlgY2aM4S3cMLyFG/Zfe4apm4Nx+l7sa22Ln1VEuSsvfUC9JsIv7sX2rl+/jqFDh6JatWowNTWFq6srunfvjqVLl+raeHh4QBCEXH969eqlazfUbwamdqkDTaoyz/2lP7yGh9/3Q8qtv/PNNbVLnTz3+e677+ra+fr6ZnvMxMQEderUwbx58wq8yoWoMDIyMvDRRx+hSpUqMDMzQ+vWrXH06NEc7c6cOYMOHTrA3NwcLi4umDZtGpKTs8/3umbNGt1r9e+/cx4DoijCzc0NgiCgX79+2HLxUY43QW16Mh7+OAgPv++HzJjHuWaO2bcYD7/vp/t5tHAoZg7xRuuuffDnn39Cq9UW+vdXq9VITS38Ynz+/v7w8vKCqakpateune29hAgo+JhKTU3Fr7/+ih49eqBy5cqwsrJC06ZNsWzZMmg0mmzbCgwM1B1TGzZsyHV/7du3hyAIaNCgAQDkOK5ErQZPfhmDh9/3Q9q9S7luI+HUxuzH1IIhePLbOHzoNxrvzVuAjIyMQv/+Wq0WKSkphWq7detWvPXWW6hduzYEQUCnTp0KvR+iwnr1s+nlj7OzMzp37oyDBw/q2j148ACCIGDBggXZnv/ymFKe/wsPv+8HdUIkMhNe4NGCIYje/UOu+0y5eRIPv++HpMv7APzzuZVb/8/U1FT3vFePeUEQIJfL4ezsjKFDh+LmzZvF8NehssjT0xMzZ87EL7/8gt9++w2ffPKJ3oUOjpmI8iflmAnI2b973THT02UT8MUHEzDzv79zzESSk3LclJShxr+PgNcdN00f2B7NO3bD6tWrOW6iMkvfMROQ9Vn12dff6z1mym3cVNJjJr2u7CjOxfbOnDmDzp07w93dHX5+fnBxccHjx49x7tw5/PTTT5g6daqubZMmTTBr1qwc26hSpQqArLnGAsLzXy+kqMyrN8W3H06Bg6VJtvvr1Ml+drqJiQlWrlwJAFAqldi9eze+/vpr3Lt3Dxs3bjRoJqp4fH19sWPHDkyfPh21a9fGmjVr0KdPHwQEBKBDhw4AgKtXr6Jr167w8vLCokWL8OTJEyxYsAB37tzJ9qb3kqmpKTZt2qR7/ktBQUF48uQJTExMkJapwed7QnM8N+XW3xAEATILOySHBcLO++3cg8uN4dB7GgBAVGdAnRiNqzcuYOjQoejUqRN2796d5yVpT58+xaJFi7B7925ERERAFEXY2dmhe/fueO+99/LsOPzxxx949913MWTIEMycOROnTp3CtGnTkJqaio8++iivPzFVMAUdUxEREZg6dSq6du2KmTNnwtraGocPH8bkyZNx7tw5rF27Nsc2Xx5T//4cfPDgAc6cOaP74H8cl5rjuEp/eA2a5DjIbSohJSwQZjVb5JndvudkCMZmEDWZ0CTFIv3+Ffz+9RwE/bUWhw8egJubW67Pi4+Px08//YQ///wTN2/ehEajgZWVFTp27Ag/Pz8MHDgw1+ctW7YMly9fRsuWLREb+3pnVREV1ldffYXq1atDFEVERkbqjs29e/fqvkz6t9yOKQAwtnWBTYeRSAhcg7RG3WBWvZnuMW1GKuKPr4SiSl1YNuvzz5P+/7llLBfwcS9PXf9PLpfn2P60adPQsmVLZGZm4tq1a/j9998RGBiIGzduwMXFRc+/BFF2HDMRFUyqMROQ+2eRPmOmtDvnsfjj93Bu32Yc2r+XYyaSjFTjpkyNNtf+nT7jprAHVzB+/HgsWbIE+/bt47iJyqzXGTMBuX9W6TNmApBt3FTSYya9ih3jxo3Dxo0bsWfPHnh6eurOCgoJCcG0adOyLbb35ptvFmnb8+fPh42NDS5evAhbW9tsj/17oXNXV9d8iyn/2XkdRZhmrFCM7F1xybgB1r/VOv92RkbZsk2ePBnt2rXD5s2bsWjRIlSqVMmwwajCuHDhArZs2YIff/wRs2fPBgCMGTMGDRo0wIcffogzZ84AAP7zn//Azs4OgYGBus6wh4cH/Pz8cOTIEfTo0SPbdvv06YPt27fj559/hpHRP28RmzZtQvPmzRETE4PwF0kwyeWgSgkNhFmNFpDbOCE1NO+OuyCTw7JB52z3yTuNgfWt/Qj86zf4+fllWwvopTVr1mDy5MlwdXXFyJEj0aRJE5iYmODRo0fYt28funbtirFjx+KPP/6AsbGx7nlpaWn49NNP0bdvX+zYsQMA4OfnB61Wi6+//hrvvPMO7OzsCvybU/lWmGPKxcUF169fR/369XXPmzRpEsaPH4/Vq1fjs88+Q61atbJtt0+fPtizZw9iYmLg6Oiou3/Tpk2oVKkSateujfj4ePxn5/Vsi+4BQEpoABSVasKiYVckBK2DVpUOmcIUuTGv2x5yc5t/7ugwEqlhgbi1dxGGDRuGc+fO5XjOwYMHMXr0aJiZmWHkyJH47LPPYGFhgefPn+Pw4cMYPnw4unfvji1btsDKyirbc9evXw9XV1fIZDLdlSlExaV3795o0eKfQeuECRNQqVIlbN68Oc+Oe27H1EvWrQYhJTQQcYeXofKEXyAzzvpSKiFoHTSpSjgP/xKC8M8F0C8/t+QyAZeMHfLt/3Xs2BFDhw7V3a5bty7ee+89rFu3Dh9++GGRfm8qf54+fYqnT5/me8WCt7d3obfHMRNR/qQcMwG5fxbpM2ay834bSee242zgWo6ZSsj333+PTz75BB988AGWLFkCAHjx4gXmzJmDo0ePIikpCXXr1sWnn36KIUOGSBu2hEg5broe8QwOuX4X8frjJrn3KFSOuoizq77iuInKtNcZMwF5j5ted8wEoMBxU3GOmfSaxkoul2Pv3r0YOXIknj59qjsbJzg4GL/88gsePXqEIUOG4K+//irytu/du4f69evn6LQDgLOzc6G3cycyCafuxuS6EKA+RFHEqbsxuBuVVKTnCYKADh06QBRFREREGDQTVSw7duyAXC7HO++8o7vP1NQUEyZMwNmzZ/H48WMkJibi6NGjeOutt7Kd9TNmzBhYWlpi27ZtObY7cuRIxMbGZrsEVaVSYceOHRg1ahTUGhFxKaocCxWplVHIeBwK83resPDyhloZifQnhb8ETaMVEV+nDzp06oLt27fj9u3sU2StXLkSEyZMwBdffIFbt27h66+/xpAhQ9CvXz9MnjwZBw4cwOnTp3HixAmMGTMm23MDAgIQGxuLyZMnZ7t/ypQpSElJwf79+wudk8qvwhxTjo6O2TrsLw0aNAgAcr3scsCAATAxMcH27duz3b9p0yYMHz4ccrkcKrUWp+7GZDuutJkZSL19NuuY8uwIUa1C2p2cHe/8mNfrBIvGPXD+/Pkc0zUcPnwY/fv3h6+vL+7du4cFCxZg+PDh6Nu3LyZOnIjt27cjJCQEz549Q79+/aBSqbI9383NDTKZXt0Iotdma2sLMzOzbF8wvepl/y+vRfUEmRwOvd6HWhkJ5ZmsL4oyXtxFUvABWLcaBIVz9Vyfp9EWvf/XsWNHAFl9W6q4du/eDS8vL7i7u6Nt27bo3Llzrj9dunQp0nY5ZiLKn1RjJgBIyVDn+CzSd8wEAFZthsG0elOOmUrAxYsX8ccff6BRo0bZ7h8zZgzCw8OxZ88eXL9+HYMHD8bw4cMRHBwsUdKSJdW4SaUBUlXqHP07fcdNGq2IJ44tMGz0WI6bqFwpaMwE5D9uet0xE1D0cZMhx0x6H20vF9sLDQ3FggULMHnyZLz77ruYP38+rly5gu3bt8PS0rLI261WrRouX76MGzduFNg2MzMTMTExOX7S0tKw8fwjyGXC6/xq+RLVmUB6IpYfCcm2z3+/qeXmwYMHAFAhz4ogwwkODkadOnVyXLrcqlUrAFmXYl+/fh1qtTpbZRcAFAoFmjRpkmtnzMPDA23btsXmzZt19x08eBBKpRIjRoxAskoNIZdDKuXmSQgKU5jVbAmTKnVhZFsZKWGBRfqd5DIBTk27QxTFbB2Mu3fv4v3334e/vz8+/PBD3SVwycnJuvlqlUolmjZtipMnT+LYsWPZznJ6+Xv+++/QvHlzyGSyCtMppfwV5pjKy4sXLwAg2xlIL5mbm2PAgAHZjqmQkBCEhobqBsMJaZk5PqvS7p6HqEqHhZc35JZ2MHVvUORjCgCsG2Z9cXbkyBHdfQkJCRg9ejTmzp2LRYsW6abSSk1N1c2hm5ycjGrVquHEiROIjIzE4sWLi7xvIkNRKpWIiYlBdHQ0QkND8d577yE5OTnPs9QL0/8zcfWEVdPeSDz/F1RRDxB36BcY2TjDpv3IXNtrUpVZ6xi80v9LTEwsMDv7fXTw4EEMGTIE4eHhsLa2RpMmTeDt7Z3rz8uBXmFxzESUP6nGTADwNCEtx3FliDETAFg17JLnmOnjb5dg2oxZHDPpKTk5GaNHj8aKFStyvA+dOXMGU6dORatWrVCjRg3MnTsXtra2uHz5skRpS1ZxjZuUmTJ07dk3z3FTZFI6gJyfVYYYN8llAszrZZ2RznETlVVFHTMBBY+bXnfM9Oq4qaTHTHpNY/UqT09PeHp6GmpzmD17Nnr37o0mTZqgVatW6NixI7p27YrOnTtnu9QSyHojcnJyyrGN7777DgHy1nme1aeP5GtHkHztCH4E8OMr92/evFnXuXnp5SWsSqUSu3btwp9//okGDRqgbt26Bs9FFcfz589RuXLlHPe/vO/Zs2e6Bbbyanfq1Klctz1q1Ch88sknSEtLg5mZGTZu3AgfHx9UqVIF6ZkayHI5pFJCA2Feu7XusjZzr45IvnoI9t3egSDLOT9fbjRaEQ9FBwDZq7nz589H79694evrCwAIDw/H6NGjcfnyZVhbW2Pu3LnYv38/fH194evri88++ww///yzbvq858+f6xY9epVCoYCDgwOePXtWqHxUvhXmmMqNSqXCkiVLUL16dbRs2TLXNqNGjUL//v3x+PFjuLm5YePGjahRowbatGkDIOvMP/N/T3FwIwAmVb1gZJ31+Wbu5Y24I8ugSVVmn66qAHIHdwDZj6mffvoJHh4e+OyzzwAAkZGRGD16NI4fPw5TU1NMnjwZMTExqF69Or744gv88MMPmDx5MudqJsl069Yt220TExOsWrUK3bt3z7V9QHhUofp/tj5jkXr7LCI3fQJtehKch3+p+xx7lZiZjic/j9bdftn/69mzJw4dOpStbVJSEmJiYnTzz06fPh2CIFSYqS0op/nz50Or1eKLL77Axx9/DIVCYbBtc8xElD+pxkwAEJusglUuU1jpO2YCACOHagD+6d+pNVr4zfwPLGq2wMb4GmgTFok6pkkcM+lhypQp6Nu3L7p164Zvvvkm22Pt2rXD1q1b0bdvX9ja2mLbtm1IT0+vMAtPF9e4ae2Z+3gs80LU39sRdOUmfJp5ZRs3JaRmAshlCisDjJs0WhHhmbYAOG6isquoYyagcOOm1x0zAVn9v2slPGYyWLHD0Lp3746zZ8/iu+++w+HDh3H27Fn88MMPcHJywsqVK/HGG2/o2rZu3TrHhw8AVHGvjj9W3yqWfGa128CqeT8IAFa+3QKmiqyOScOGDbO1S0lJyTGo6NChA9auXQsht9PjiQopLS1Nt/Ddq16eaZCWloa0tDQAyLPdy8f/bfjw4Zg+fTr27duHXr16Yd++ffj555+RnKGGWiPi30N0VdR9ZEY/gK3PWN19FvW8kXh2G9IirsC8Vu5fAOcm8v+RkpKyLnXTaDTYtWuXbjo8rVaLESNGQK1WY8OGDRBFEd999x0ePHigK4YMHDgQM2fORHp6uu73zOuLhfz+DlSxFOaYys3777+PsLAw7N+/P8/LQ3v06AF7e3ts2bIFs2fPxpYtW3RTB2i0IjI12mztNWmJSLsfDPuuE3X3mddtj7gjvyP15ilYNc97vs1/ExRmAIAE5T9nU2zfvh2zZv1zxt8777yD27dvY8WKFbCxscFPP/2E4OBgzJkzBwDQq1cvxMTE4M6dO6hdu3ah901kKL/++qtuQePIyEhs2LABEydOhJWVFQYPHpytbXKGGo/iUgu1XZmJOey6vYOYXd/D3KsjzGo0z7WdYKSA09B5/9xGVv+vapWc6wiMHz8+220nJyesX78+z2IolX9Xr15FkyZNMG/evIIbFxHHTET5k2LMBACiCKRlavDqzP2GHDMJ/1+LIDZeiR2Xn2DR4Zs4f+QAnAZ9CgBIV6kxwpdjpte1ZcsWXLlyBRcvXsz18W3btuHNN9+Eg4MDjIyMYG5ujp07d+ZYg6K8Kq5xU6ZGhKlHU8hMrTBo1o8YMWEKdm3ajPG+Y5GcoUZ6pibHcww5bnqanPWF78vvIgCOm6hsKcqYCSj8uOl1x0xA1rjp8xk9c7QtzjGTwYodhl5sDwBatmyJv/76CyqVCiEhIdi5cycWL16MoUOH4urVq6hXrx6ArMvf/l29AoDQZ8pcar6GYWTlADOPJgCA6k3aoH6V3KvFpqam2Lt3LwDgyZMn+OGHHxAVFQUzM7NiSkYVhZmZme4spFe9PAbNzMx0r7O82uX1OnRyckK3bt2wadMm3eWZQ4cOxcPYlFzbp4QGQDA2hbGtCzLjs87iEIwUkNtUQkpYYJE67lpVVv6Xi3rdvXsXSUlJuvePS5cuISQkBPfv30e1allnNLVv3x41a9bUbaNSpUrQaDSIi4tDlSpVYGZmlud0Cfn9HahiKcwx9W8//vgjVqxYga+//hp9+vTJc9vGxsYYNmwYNm3ahFatWuHx48e6KazS1Tk77ak3TwFaNYwr1dQdUwBgUqUOUsICi9RpF1VZgw2ZyT/vB6GhoejcOesy7aioKOzZswdBQUG646xHjx5wd3fXbUOhUMDOzg7R0dHstJMkWrVqlW1ajZEjR6Jp06Z4//33cyy29zA2Je/+Xy5fmpq4ZL2mFS75vLYFma7f91Je/b958+ahY8eOSE5Oxs6dO7FlyxbO01zByeVyg14B/28cMxHlTYoxEwCotdoc7Q05ZhL/P2baHRqLoO0hyIx9Aq0qDSZuWWskfL5qD26GhKDtJ5ux6oULAMBmwGdI/X4Ufjh0C+tjg6BVq6DRaNDt2/0wsXFE+K04pGdkoOvCoBz7exGXhLMPk3J9rKz6qFdd9KjvkuP+x48f44MPPsDRo0d1X97/22effYaEhAQcO3YMjo6O2LVrF4YPH45Tp07lKOYCWesXdVt00uC/g1QiU7SIvxOZ4/WQ8uIBAOD3vx9jryb7Yw8DtuDe/hWo3ms8Ft60wMKb/zwef/cqACAqMQMmLkYwr9seyWFB+OtAHUQ+fYLt8dUQtTX3adQMOW7S/n/c9PK7CI6bqKwpypgJyGfcZMAxEwBYV835nOIcM+ld7Ni9ezc+/vjjHAtj/ZsgCFCr1a+1D4VCgZYtW6Jly5aoU6cOxo0bh+3bt+Pzzz/P93kqdc4ORnHIbz9yuTzboKJnz57w9PTEpEmTsGfPnpKIR+VU5cqV8fTp0xz3P3/+HABQpUoV2NvbZ7vv3+1eXmKdm1GjRsHPzw8vXrxA7969YWtri/uJ8TnaiaKIlLCTEDPT8WzlezkeT0tNgFaVBpmicINVVfRDANCdFRMbGwtnZ2fdmRQPHjyAk5OTrtABANWrV8825+fjx48hk8l0i3VWrlwZGo0GUVFR2S7LVqlUiI2NzffvQBVHYY6pV61ZswYfffQR3n33XcydO7fA7Y8aNQq///47vvjiCzRu3Fj35VNua8GmhAYCACI3zMl1W5kJL2Bsm3NwlpuXx5Sre9biYbGxsdl+n5dzY756BoWNjU22aUMyMjIQFRUFBweHQu2TqLjJZDJ07twZP/30E+7cuaN7baalpeXaLxMzs77AEoyMczz2uvLq/zVs2FDX9xs4cCBSU1Ph5+eHDh06wM3NzWD7p7KjUaNGePLkSbHvh2MmopykGDMBOSfaKa4xk9w2K5smLQlyC1vdVFhxL55Cbm6DeJkN4hP+f5a93BZyM2vEp2ZCTEiDKu4ZIMgQrZJDlpCGDIU1RK0Wj54+h5GF7T/ZNZnITE1EpoktniWUn6s7UlU5TzgCgMuXLyMqKgrNmjXT3afRaHDy5En88ssvCA8Pxy+//IIbN27oFuBu3LgxTp06hV9//RW///57rtstT3870dwOKQnROX6nlOdZxYZkuVW2xxJCjuLF/j9g26wPTFoMy/m85KwTEzX/LxJa1PNB8tWDSDi9CcbO1ZFpXQV3opJzzVIc46ZXv4sAOG6isiu/MROQs29WHGOm3PYDFO+YSa9ix8vF9rRaLWxsbFCjRo0cCxQZ2ssKVW4dkX9TGJXMWXRF2U/lypUxY8YMfPnllzh37pxuvnaiomrSpAkCAgKQmJiY7bg7f/687nFra2sYGRnh0qVLGD58uK6NSqXC1atXs933b4MGDcKkSZNw7tw53cJ1ub3WMx5dhyYpBjYdR8PYIfsbkjY9GXGHfkHq7XOwbNC5UL9XSugJCIKgm1PQ2to622JGLi4uiI2NRUJCgm4wkZCQgLi4OF2bFStWoF27djA3N9f9LYCsq0JePfv+0qVL0Gq1usepYivMMfXS7t27MXHiRAwePBi//vprobbfoUMHuLu7IzAwEP/973919//7pInMhBfIeHoTVs36wcS9QfYHRREx+xYiJTQQtu2zz3Wel5TQAACAd+esjsTL302pVMLJyQkuLlmd/3v37qFBg6z9qdVqPHr0SLeNVatWwdXVVXdJLFFp8PIkmuTkZHh6esLc3Bzh4eEYnMtnVWbcEwjGJpCZGa6fWtj+3/fff4+dO3di/vz5eX4BQuXb9OnTMXz4cFy6dCnHwr/FhWMmoixSjJmAnEsoF8eYCRCwdM5Y3E6zhP/eh9Bm/DMVyZQ+zfHl3iScndUm25jJ8btkfDe4IXx9e+Gjjz7CmfbtcOr7gQCA/fs16Be4Dj91s0afPr102zpz5gzaf6fFT1MG4u23e6G869q1K65fv57tvnHjxsHT0xMfffQRUlOz/s7/PgNZLpfrFoL/N0EQcPPr8vO3m5N+HIsXL8b5Oe2yHVfffnsFnwI4u2CC7svK3bt3Y8h3P2HIkMHYtm1brmduBwaaovMGoLKtGZQATN3qQ27thIxH1zHmg/9g1fw+uPUiEc1/zv684ho39eyZNeUOx01UHuQ1ZgJy9s2KY8yU235yY8gxk14921cX24uMjMTly5cREBCQ509RBAQEQMzldNcDBw4AQKEWqvNwsMjRyTA04f/7KYqpU6fC3Nwc33//ffGEogph6NCh0Gg0WL58ue6+jIwMrF69Gq1bt4abmxtsbGzQrVs3bNiwIdu8k+vXr0dycjKGDRuW5/YtLS2xbNkyfPHFF+jfvz+A3F/rKaGBEIxNYdN6CCw8O2T7sWrSC0Z2VZASFlio30l5djvS7wdjyNDhuks+a9SoAbVajRs3bgDIOovCxcUFY8aMQWhoKMLCwjBmzBhotVo8efIEc+fOxZIlS/Ddd9/pttulSxfY29tj2bJl2fa3bNkymJubo2/fvoXKR+VbYY4pADh58iRGjBgBb29vbNy4sdCXWgqCgJ9//hmff/453n77bd39pkbZF6N8eXaSdZucx5SFV0eYujUs9DGVEhqI5JAjMHH1xIiBWYU+S0tLVK1aVTfId3NzQ/PmzeHn54dLly7hzp07mDx5MqKiohATE4NFixZh+vTp+OGHHzhvOpUamZmZOHLkCBQKBby8vCCXy9GjRw/s3bsX8pTYbP0/tTIKaXcvwNSjaZEWf81PUfp/NWvWxJAhQ7BmzRq8ePHCIPunsmXIkCH47LPP0LNnT/z222/ZvhTRF8dMRPmTYswEAEb/6h8Wx5jJwqsjBng3xxdv1MfJr0dABi00sf8/M71+Y46ZXpOVlRUaNGiQ7cfCwgIODg5o0KABPD09UatWLUyaNAkXLlzAvXv3sHDhQhw9ehQDBw6UOn6JKK5x08tHqzlY4MMvvsdn8+bh+4/eh1wm5PldBGDYcVPrNm3QtWtXABw3UdmX35jp0aNH2fqAxTFmAgrfBzTkmEmvKzuKc7G9qVOnIjU1FYMGDYKnpydUKhXOnDmDrVu3wsPDA+PGjdO1ffr0KTZs2JBjG5aWlnC3t8HDVxZbSby4C4JR9oWUBEEGm3b/nK2RGn4GmbE5LzW3bNgVRtZZC+dlxj1D8o0AOFoqsHP7P1P7VKpUKd9V7gHAwcEB48aNw2+//YabN2/Cy8urgL8GUU6tW7fGsGHD8MknnyAqKgq1atXC2rVr8eDBA/j7++vazZ8/H+3atYOPjw/eeecdPHnyBAsXLkSPHj3Qq1f+Z5eMHTs2220LEyMYyf/50BbVmUgNPw1TjyYQjHJfzM68dmskXtoDTUoC5P+/HFrUapB8I6sAKmpU0CijkHrnPDKjH8CmZhOs8l/xz/PNzdG5c2esXLkSS5YsgZmZGVatWoXhw4frzqYYOXIk2rdvj88++wxeXl44cOAAOnTooNuGmZkZvv76a0yZMgXDhg1Dz549cerUKWzYsAHz58/XXbpOFVthjqmHDx/ijTfegCAIGDp0KLZv355tG40aNUKjRo3y3MeAAQMwYMCAbPfJZQKM5f90/FPCAmHsXEP3efNvZrVbIf7oH8h4cRcmLv8sgpgafhqCsRmgyYQ6ORbp94OR8SQMxs7V0WTcl7Aw+ecjv1+/fli5ciX69esHQRCwcuVK9OnTR3dJdufOnTFkyBD8+uuvcHNzw9q1azFiRPYzok6ePImTJ7PmHo6OjkZKSopu4Vtvb+8ir9NFlJ+DBw/i1q2sBZSjoqKwadMm3LlzBx9//LHurLtvv/0Wbdq0QYe2rWDeqCdSTOyhVkYi+ephQBBg5zM2v13k69XPLQDZ+n+DBg2ChUX+Hfg5c+Zg27ZtWLJkCb+4rYBeTsUJZI1xpk6dmmfbok79yzETUf6kGDMBWVfumhlnHfvFMWYycW+ExqM+1PXvqrvYo3vXLnAzDkPz3j3Rs7EbHDhmKhbGxsY4cOAAPv74Y/Tv3x/Jycm611V+a/iVJ8U1bhrQ1BXNOzVFn4aVIZdlv8rJwsQIpsZypL4yA5ahx00WlWvizx07sm2D4yYqS4oyZmrWrBneeecdGN/OQOTzx8UyZgL+GTeV5JhJr2JHcS62t2DBAmzfvh0HDhzA8uXLoVKp4O7ujsmTJ2Pu3Lm6SzGBrKLLq2fJvlStWjX4/rwf688/1N2XeHZ7jnb4d8f9Zu4LR5m6N9S9iaY/CEb6g2DEAnh7yz9tfHx8Cuy4A8DMmTPx+++/47///S/WrFlTYHui3Kxbtw6fffYZ1q9fj/j4eDRq1Aj79u3L9mHZrFkzHDt2DB999BFmzJgBKysrTJgwIdtZPEVhaixH5v/rHWn3LkKbkQLzWq3ybG9WqxUSL+xEys2TsG7xRtadmkzE7lsIAFmXyJnbwsSlJuw6jsK7b4/QLQj20kcffYSePXti1KhRaNWqFXr06IHHjx8jJCQElSpVQu3atXHt2jVYWlqiRo0aueaYPHkyjI2NsXDhQuzZswdubm5YvHgxPvjgg9f6O1D5VNAxdf/+fSiVSgDAlClTcjz/888/z7fYkRcLEyPIZQJSn92BOvYJbNrlfam1ea3WiD/6B1JCA7J12uMO/wYga6FLmZk1FM7V4dDnA1g36IxeLWtl28asWbPg5eWFXbt2YeDAgWjSpAkiIiJw5coVWFtbo0GDBggPD8fXX3+NunXr5npm0okTJ/Dll19mu++zzz7T/R3YaSdDevXEGlNTU3h6emLZsmWYNGmS7n4vLy+cP38eX3zxBfYdOoSUJCVkplYw9WgC2w4jc0wbUiSvfG4ByNb/u3//foEd9xYtWqBTp05YtmwZPvnkE9jY5L5IM5VPuV15YYi2AMdMRIUhxZgJABwsFdDIBCQZeMxk034krLzaoXsjj2zbeDlmmug7BvYWNTlmMqDAwMBst2vXro0///xTmjClRHGMmxq42qB/47zXyLE1N0ZqYta4JOPFXYOOm5z6Tsc748bA1dU12zY4bqKypKhjJn9/f8TExkEwsSyWMRPwz7ipJMdMgljUHvUrOnbsCEEQdBVKfSUmJsLGxgZKpdJga3/ciUxC9yWGyZebYzO8UcvZquCGROWEVMfUlClTsGPHDuzcuRPt2rXL9bmnTp1CzZo1ueA4lTlSHFc//vgjvvzyS2zcuDHH1SYv3bhxA4Ig6BZfJCorylL/rzj6v1S+ccxEVDZIcVxxzETlmVSfVRw3UXlWlvqAhe0D67Vmx/Tp03H69GlcunRJn80Uq9qVrNCxliPkMsPOlyeXCehYy5GddqpwpDqmfvrpJ/Tv3x8dO3bEW2+9hb179+Lu3bu4f/8+9u3bhxEjRqBz587YuXOnQXMRlQQpjqs5c+Zg1qxZGDRoEPr3749t27YhPDwcDx8+xLFjxzBp0iQ0b94ca9euNWgmopLA/h9R0fCYITI8KY4rjpmoPJPqs4rjJirPymMfUK8rOwDgiy++wNKlS/H111//j737jori+tsA/mxh6R1RUBCwd01ssWJHsSJWEruxJFF/STSWGGOJGjWJJZbYG2osIIjYYo/G2I3GTgeR3vuW9w8jb4gFcJcdln0+53CS3b0784Bz4c5+Z+5F79694ezs/M7bKqsr26KSs9H1p/PIkys1tk1DqRi//a8jnGxMNLZNIl0hZJ8KCAjA4sWLce3atcKpHkQiEdq3b49vvvmmcDExIl0jVL+6ePEivv32W5w/fx4KhaLw+WbNmmHWrFlvXZSTqDzTlfEf7+yg0uI5E5HuEKpf8ZyJKioh/1bxvIkqKl0ZA5Z0DKxWsePfi+0VpySL7ZXlyd6+a5GY6XdXY9v73qsRhrR498IOka4Tuk8lJCQgNDQUSqUSNWvWRKVKr1+UjEiXCNmvUlNT8fTpU+Tl5cHV1ZVTG1CFIPTfqpJgsYNKi+dMRLpFyH7FcyaqiIT+W8XzJqqIhO5XJVHSMbBaC5SX5WJ7mja0hTMSM/Ow4uRjtbc1vXsdDtpJ7wndpypVqsTBOlU4QvYrKysrNG/eXO39EpUnQv+tItI17DNEmidkv+I5E1VEQv+t4nkTVURC9ytNUqvYoVRq7vYWbfi0Uy3YmRliXuDfkCtVUChLXoCRiEWQikVY0LcBB+1E/2CfItI89isizWKfIiod9hkizWO/ItIs9ikizaso/UrtNTs0SVu38UclZ2O2/11cfJoIiVj01n+8l6+3r2mHxQMacb5ZotdgnyLSPPYrIs0qr32K01hRafGciUh3sV8RaRb7FJHmldd+pZU1OzRN2yd7T+Iy4PtnJM4+jkdkUjb+/YMQAXC2NUGn2vb4sLWzIKvHE+ka9ikizWO/ItKs8tanWOyg0uI5E5HuY78i0iz2KSLNK2/9isWOUsrKkyM8KQv5ciVkUjFcbE1haqjWLF9Eeo19ikjz2K+INKs89CkWO6i0eM5EVLGwXxFpFvsUkeaVh37FYgcRERERUTnH8S+VFo8ZIiIiItI3JR0Di7WYiYiIiIiIiIiIiIiISONY7CAiIiIiIiIiIiIiIp3GYgcREREREREREREREek0FjuIiIiIiIiIiIiIiEinsdhBREREREREREREREQ6jcUOIiIiIiIiIiIiIiLSaSx2EBERERERERERERGRTpMKHeDfVCoVACA9PV3gJEREREREZe/luPflOJioODxnIiIiIiJ9U9LzpnJV7MjIyAAAODk5CZyEiIiIiEh7MjIyYGlpKXQM0gE8ZyIiIiIifVXceZNIVY4uI1MqlXj27BnMzc0hEomEjkNEREREVKZUKhUyMjLg6OgIsZgzzFLxeM5ERERERPqmpOdN5arYQUREREREREREREREVFq8fIyIiIiIiIiIiIiIiHQaix1ERERERERERERERKTTWOwgIiIiIiIiIiIiIiKdxmIHERERERERERERERHpNBY7iIiIiIiIiIiIiIhIp7HYQUREREREREREREREOo3FDiIiIiIiIiIiIiIi0mksdhARERERERERERERkU5jsYOIiIiIiIiIiIiIiHQaix1ERERERERERERERKTTWOwgIiIiIiIiIiIiIiKdxmIHERERERERERERERHpNBY7iIiIiIiIiIiIiIhIp7HYQUREREREREREREREOo3FDiIiIiIiIiIiIiIi0mksdhARERERERERERERkU5jsYOIiIiIiIiIiIiIiHQaix1ERERERERERERERKTTWOwgIiIiIiIiIiIiIiKdxmIHERERERERERERERHpNBY7iIiIiIiIiIiIiIhIp7HYQUREREREREREREREOo3FDiIiIiIiIiIiIiIi0mksdhARERERERERERERkU5jsYOIiIiIiIiIiIiIiHQaix1ERERERERERERERKTTWOwgIiIiIiIiIiIiIiKdxmIHERERERERERERERHpNBY7iIiIiIiIiIiIiIhIp7HYQUREREREREREREREOo3FDiIiIiIiIiIiIiIi0mksdhARERERERERERERkU5jsYOIiIiIiIiIiIiIiHQaix1ERERERERERERERKTTWOwgIiIiIiIiIiIiIiKdxmIHERERERERERERERHpNBY7iIiIiIiIiIiIiIhIp7HYQUREREREREREREREOo3FDiIiIiIiIiIiIiIi0mksdhARERERERERERERkU5jsYOIiIiIiIiIiIiIiHQaix1ERERERERERERERKTTWOwgIiIiIiIiIiIiIiKdxmIHERERERERERERERHpNBY7iIiIiIiIiIiIiIhIp7HYQUREREREREREREREOo3FDiIiIiIiIiIiIiIi0mksdhARERERERERERERkU5jsYOIiIiIiIiIiIiIiHSaVOgA/6ZUKvHs2TOYm5tDJBIJHYeIiIiIqEypVCpkZGTA0dERYjGvQ6Li8ZyJiIiIiPRNSc+bylWx49mzZ3BychI6BhERERGRVkVFRaFatWpCxyAdwHMmIiIiItJXxZ03latih7m5OYAXoS0sLAROQ0RERERUttLT0+Hk5FQ4DiYqDs+ZiIiIiEjflPS8qVwVO17ehm1hYcGBOxERERHpDU5HRCXFcyYiIiIi0lfFnTdxYmAiIiIiIiIiIiIiItJpLHYQEREREREREREREZFOY7GDiIiIiIiIiIiIiIh0GosdRERERERERERERESk01jsICIiIiIiIiIiIiIincZiBxERERERERERERER6TQWO4iIiIiIiIiIiIiISKdJhQ5ARBVTVp4c4UlZyJcrIZOK4WJrClND/sohUgf7FREREZH+4RiQiP2AiEqGvxWISGOexGXA989InH0Uj8jkbKj+9ZoIgLONCTrVsYdPK2fUqmwuVEwincJ+RURERKR/OAYkYj8gotITqVQqVfHNtCM9PR2WlpZIS0uDhYWF0HGIqISikrMx2/8uLj5NhEQsgkL55l8rL19vX9MOiwc0gpONiRaTEukO9isi/cDxL5UWjxmiio1jQCL2AyJ6VUnHwCx2EJFa9l2LxLzAvyFXqt46APkviVgEqViE+X0bYGgL5zJMSKR72K+I9AfHv1RaPGaIKi6OAYnYD4jo9Uo6BuY0VkT0zn4++wQrTj5+p/cq/hm4zPS7i8TMPHzaqZaG0xHpJvYrIiIiIv3DMSAR+wERqU8sdAAi0k37rkW+8yDkv1acfIxfr0VqZFtEuoz9ioiIiEj/cAxIxH5ARJrBYgdRBZCXl4evvvoKjo6OMDY2RqtWrXDq1KkibU6ePImxY8eiYcOGkEgkcHFxeeP2wsPDMXr0aNSoUQNGRkaoUqUKOnTogHnz5gF4MX/mvMC/8dx3JiKW9i78ilzhhWdbPkX6tQCoVMrXbluRk46UM1sRs3ECIpYPQNTKoYj7dS4+/2EropKzS/w9Z2VlQaFQlKhtamoqPv74Y1SqVAmmpqbo1KkTbt68WeJ9kf4pSZ9avHgxWrdujUqVKsHIyAi1atXCtGnTkJCQ8Mr2iutTwIt+Nca7t8b6VPbTq/gm8O8S96uS9qnY2FjMnDkTnTp1grm5OUQiEc6dO1eifRARERGVdzy3ejueW+kHbZ8P6VI/4PkQUfnGYgdRBTBq1Cj8+OOP8PHxwapVqyCRSNCrVy/8/vvvhW327NmDPXv2wNLSEo6Ojm/c1tOnT9GsWTOcOHECw4YNw88//4xPPvkEtra2+P777wEAs/3vQv7P3JkSczvY9v4Ctr2/gFXHkRBJDZByehNSL+x+ZdsFSdGI3foZ0m8Ewsi5EWy6T4TFB4OhyErDs1/no8fwj9/6fZ46dQoDBw6EtbU1zMzMYGhoiFq1amHWrFl4/vz5a9+jVCrh6emJPXv24NNPP8WyZcsQHx8Pd3d3PHnypNifrS5TKBSYO3cuXF1dYWxsjBo1amDhwoX491JNmZmZ+PTTT1GtWjUYGxujfv362LBhQ+HrycnJ+Oyzz1CnTh0YGxvD2dkZU6ZMQVpamhDfktaUpE/duHEDTZs2xZw5c7B27Vr069cP27ZtQ5s2bZCVlVXYriR9CnjRr1TQXJ9KOLgAcac2Y7b/3Td+n+/Spx49eoTvv/8eMTExaNSo0Tv8dImIiIjKL55b8dyKtH8+pEv9gOdDROUbFygn0nFXr15Fq1atsHz5cnz55ZcAgNzcXDRs2BD29va4fPkyAODZs2eoVKkSDAwM0Lt3b9y7dw/h4eGvbO+TTz7Bxo0b8fTpU1SvXr3Ia/Hx8UhTGaPbygsAgOe+M6HMSYfjuHWFbVTyfMRsnAhlbgacpu2DSCx58bxCjtjtUyFPfY7KwxbD0LHO/79HqUDikRXIfnARK3/Zhqkfjyqy36ysLIwcORJ+fn7w8PBAr1694OrqiuzsbNy7dw979+5FQkICNm/ejIEDBxZ57/79+zFkyBAcOHAA3t7eAICEhATUrl0bPXv2xJ49e97hp64bFi9ejB9//BE7duxAgwYNcP36dYwePRrfffcdpkyZAgD4+OOPcebMGWzevBkuLi44efIkJk+eDD8/P/Tt2xf37t3DvHnzMGrUKNSvXx8RERGYOHEiGjdujIMHDwr8HZaNkvap1zl06BC8vb2xd+9eDB06FEDxfcre3h5P4jLQbeWFMulTdv1m4I+NX6OmvXnh6+r0qYyMDBQUFMDGxgYHDx7EoEGDcPbsWbi7u7/bD5xIz3H8S6XFY4ao7PDciudWpP3zIV3rBzwfIhJGScfAvLODSMcdPHgQEokEH3/8/1csGBkZYezYsfjjjz8QFRUFAHB0dISBgUGx2wsJCUG1atVeGYQAgL29PXz/jIRELHrj+0VSGQwdakGVnwNF9v9f/Z/96BIKEiJg0dq7yCAEAERiCWx7fAqxkSkWLVxQ5DW5XI7evXvj2rVruHz6NIKDg/Hpp5/C09MTgwYNwvz583H//n3MmjULw4cPx9GjR1/5+VSuXBleXl6Fz1WqVAmDBw9GQEAA8vLyiv2Z6KrLly+jX79+8PT0hIuLC7y9vdG9e3dcvXq1SJuRI0fC3d0dLi4u+Pjjj9GkSZPCNg0bNsShQ4fQp08f1KhRA507d8Z3332HI0eOQC6XC/WtlamS9qnXeTmFQWpqauFzISEhqObo+MY+BeCt/UqtPmVoirTf92D3lf+fr/bfferPP/8sdZ8yNzeHjY3NG38GRERERLpKn86t3mUcqM/nVvqkTM6HKlA/4PkQUfnGYgeRjrt16xZq1679SlWzZcuWAIDbt2+XanvVq1dHVFQUzpw589rXzz6Kh0L59hvC5GnxAEQQG5oWPpf99MWH52YNu7z2PWIjUxjXbI3E6DA8ffq08PnFixbhwe3b8LWvDLslSwG8uH365W2xSqUSqampmDFjBlauXIkxY8YgIyOj8P23bt3Ce++9B7G46K+7li1bIjs7G48fa2YBtPKoTZs2OH36dOH3eOfOHfz+++/o2bNnkTaBgYGIiYmBSqXC2bNn8fjxY3Tv3v2N231ZRZdKpWX+PQihNH1KpVIhMTERz58/x8WLFzFlyhRIJJIiV/VUs7BAVGQk9nTthqx/FZr+rbh+9c59qlZrFCRFI/jyrcLnlyxZgkePHuHKlSto0aIFgNL1KSIiIqKKqqKfW6k7DtTncyt9ounzoYrWD4iofGOxg0jHxcbGwsHB4ZXnXz737NmzUm1vypQpkMlk6NKlC5o1a4Zp06YhICAA2dnZyMyTI/I/C3ypVEoostOgyE5DQVI0Us5uRf7zJzCu0RxiA8PCdgWJURAZmkJqaf/GfcvsXQEAt/66B2V+PsI3b8byRYvwtYkpbDMyoEhLw6ZNm2BnZwczMzM0bNgQhw8fRqVKlQAAkyZNQrVq1bBv374y+/nokpkzZ2Lo0KGoW7cuDAwMCv89fXx8CtusWbMG9evXR7Vq1SCTyeDh4YG1a9eiQ4cOr91mYmIiFi5cWOQqn4qmNMdMXFwcKlWqBAcHB3To0AGRkZHYs2cP6tatW9hmQv8BMBCJ4HP6NzTv0AFj6tbDr8uXIzv7RV/6b78qiz4V8fQxsvLkSE9Px4oVK7B+/frC76e0fYqIiIiooqqo51YANDIO1OdzK32i6fOhitYPiKh8q5iX5RLpkZycHBgaGr7yvJGRUeHrpdGgQQPcvn0bCxcuRFBQEG7fvo1Vq1bBzMwMX37zHVSoUaS9PCka0at9ijxnXLMVbHtNKfKcKj8HYpnxW/ctMnzx+s3V69Ho23k4npQIS7EYnc3MAAD3kpIw4eOPMbRhQ3Ru2w4PkxIx9p8P7qP/9zkAoJPMEME//Iie9x+8+P6zs1Fw/Xrh6y9lRL2Y1ifq57WIPn6ixD+f8sasW1dY9er12tf2798PX19f7Nmzp/Dfddq0aXB0dMTIkSMBvCh2XLlyBYGBgahevTouXLiATz75BI6OjujatWuR7aWnp8PT0xP169fHt99++9p9qlQqxHz+hUa/R23LiI6GfVbWK8dMSloqACB2z15EP3wEAMhXKLDHywt5cgXuJcTj+NOniNy8GdF/XCl8X6WkJPi5uGJ9UiLOZ2Zi26OH2DZjBkxmzsR8T0+0Hz4eqn9de1AWfUqRn43wpCw8uHwKNjY26Nu3LwDg5s2bmDBhAsaOHQtPT0/cvXsX48ePL7KNfv364dy5c688T0RERFTRVMRzq9BnCQCAkydPqj0O1PTPh8qn0vw729jY4NSpU8jNzcWtW7fg5+eHzMzMIu+raP2AiMo3FjuIdJyxsfFr50bNzc0tfL20ateujV27dkGhUOD+/fsICgrCsmXL8O2MqbAfugjGLk0L20osK8O252eASgl5ynOk/fErlDlpEEllRbYpkhlDkZb+1v2q8v4ZNMXGQyXKx9+5uWhhbAyR6MX8nQeTEtHSxARzC+TAkydoCyDH1BTrcnORcewYAMAsNQXxGRmFjw0BZEVEFD5+KeWfAZjq9i1kPHlS6p9ReSFzdgbeUOyYPn164d0dANCoUSNERERgyZIlGDlyJHJycjB79mz4+/vD09MTANC4cWPcvn0bK1asKFLsyMjIgIeHB8zNzeHv7//WOYr/+7PWNbKcHGQXFLzyfSS/7GePHiIjLq7w+ab//LcVgPeMjeFz6hRM7z+A+z9FOgBwkcnwvYMjFCoVQvLzcC4zC1uTkzD9yBHMj0kBus8sbFsWfUosM0G+XIkbN26gY8eOhX1q8+bNcHd3x6ZNmwAA/fv3h0KhwPz58wu3UblyZfz+++/F/tyIiIiIdF1FPLcyNH4x7Y8mxoFl8fOh8qc0/84ymazwvLF3797o0qUL2rZtC3t7e/Tu3buwXUXqB0RUvrHYQaTjHBwcEBMT88rzsbGxAF4snveuJBIJGjVqhEaNGuGDDz5Ap06dkPX3uSIDEbGB4f8/dgUMq9VD7LapSD2/EzbdJhS2M7BzQkF8KORp8W+8zTQ/IRwA0G7dOlR68hfS5n6NSv/6UP2ZSoWOn36Ket9/X/icZ3Aw1nl6ot7DF3dyyL/+Gs4hIai3dy8AoGqtWsipVQv1goOL7Ovyli3AuHFoHRyMeo0aveuPqFzLzs5+ZT5diUQCpVIJACgoKEBBQcFb2wAv7ujo0aMHDA0NERgYWHhFz+uIRKLCfwtd5dKtG2JiYlDv/v0izz87fRro2hXvb9qEen36vPa99QB86eiIC+3bYdI/x2DWlT8ROWoUgBc/29qGRmjUqDG6uXeE5xdf4FZN5yLbKIs+ZWDnBJlUjKSkpCK/E8LDwwvnqX3p5Vy8L0VFRcHW1va12yciole5ubm983tFIhFCQkI0mIaISqMinlvVqVsPADQyDnRwcCj8WfybJn4+VH6o0w/atGkDBwcH+Pr6Fil2vFQR+gERlW9cs4NIxzVt2hSPHz9GenrRKxr+/PPPwtc1oXnz5gAARWbyW9vJ7F1h2qATMm4f+2cRsRdMarwYQGTee/2iZMq8bOQ8uQID22pwb9cCdhMnoNqwYZA3aAjxP1fI2xnIXvkAIDQ0tPD/c3NzsWvXriJ3JDRt2hQ3b94s8uE98OLnY2Jigtq1axf3reusPn364LvvvsPRo0cRHh4Of39//PjjjxgwYAAAwMLCAh07dsT06dNx7tw5hIWFYfv27di5c2dhm/T0dHTv3h1ZWVnYsmUL0tPT8fz5czx//hwKhULIb6/MqNuncnNzkZaW9trXDGvWRLV1a+EacBgd/ln3JDMlEaK3bE/dPiW1rQaZtSNcbE1hYWFRJFuVKlVK3aeIiOjtwsPDX/sVERFRoteISDgV8dyqQ/MXF3ZpYhyoz+dW+qQsz4f+TVf7ARGVbyx2EOk4b29vKBQKbNy4sfC5vLw8bNu2Da1atYKTk1Optnfx4kUUFBS88nzwP3dG2Di6FLsNi9YDAYUC6dcOFz5nUrctDOyckX7lIPJii04bpVIpkXRiLZS5majhMQqmhi9uOmvQpAn+yspEzXNnUWnaNPQf0B/+/v5Yu3YtIiIiEBwcjMWLFxfm7t69O6ytrfHhhx8Wbtvb2xtxcXHw8/MrfC4xMREHDhxAnz59XjsXaUWxZs0aeHt7Y/LkyahXrx6+/PJLTJgwAQsXLixss2/fPrRo0QI+Pj6oX78+li5diu+++w4TJ04E8GIO0z///BN3795FzZo14eDgUPgVFRUl1LdWpkrSp7KysgoXGP+3Q4cOISUlpXDgDgDXkpNg7OFRWOQw79wZIpGosE/Vr1cXzjYmb82kTp+yajsMzrYmMDWUol69eoUnKQAwYMCAUvcpIiJ6u7CwsFe+Pv/8xTpQ/fr1g5+fH27duoVbt27B398f/fv3BwB8/vnnRT5gISLtq8jnVpoYB+rzuZU+0fT5UEXrB0RUvolUKpVK6BAvpaenw9LSEmlpabCwsBA6DpHOGDx4MPz9/fG///0PNWvWxI4dO3D16lWcPn0aHTp0AAD89ddfCAwMBADs3r0bcXFx+OKLFwtJN2nSBH3+mZand+/euHHjBry8vNC4cWMALz7w3rlzJ0xMTPDh0j0ICldAoVThue9MKHPS4Thu3SuZ4g/MR27kXVSdvBUS4xf9uSAxCnH75kCRkwGzxl0hq1ILqtxMZN0/j/y4EFi2GoBpsxfi274NAAAxMTFwcXHB1atX0axZMwDA5MmTsX79egCAiYkJ5s+fj+nTp0MsFsPb2xtr166FnZ1dYQ6FQoF27drh3r17mD59Ouzs7LBu3TpERkbi2rVrqFOnjsb/PUj3Fdenbt++ja5du2LIkCGoW7cuxGIxrl+/jt27d6NatWq4fv164a3OxfWp69evY8fdbOz6MwIxu77SaJ+yaDkAdl3H4aNW1fFt3wYa6VMAsGjRIgDA33//jX379mHMmDFwdXUFAHz99ddl8C9CVHFx/FvxBQYGYsCAAdi9ezeGDRv22jb79u2Dj48PDh06VFj8eBMeM0Rli+dWPLci7Z4P6Vo/AHg+RCSEko6BWewgqgByc3Mxd+5c7N69GykpKWjcuDEWLlyIHj16FLbZvn07Ro8e/dr3jxw5Etu3bwcAXL58GXv27MH58+cRFRWF7OxsODg4oHPnzpg7dy4UppXQbeUFAHjrQCQ38i7i9syCZdthsGrvU/i8IjsNaX8cQM7TPyFPT4RYKoPMoRbM3+8Dk1qt8Nv/OqCmvXlh+1GjRuHhw4e4cOECZLIXC5KFhobi2bNnaNiwIYyMjHD79m3Uq1cPlpaWr/3+UlJSMH36dBw+fBg5OTlo0aIFVqxYUeRqE6J/K65PJSYmYs6cObhw4QKioqJQUFCA6tWrw9PTE3PmzCkyGC6uT7m5ueFJXAa6rbxQJn0KQJF+pYk+9XJBv9cpR8MKIp3A8W/F16FDB+Tl5RW5kvR1WrVqBZlMhosXL761HY8ZorLFcyueW5F2z4d0sR/wfIhI+1jsIKIy89GWP3E5NAkKpeZ+fUjEIrRxs8Wusa2KPJ+YmIj3338fDRs2xN69e1/7u0GhUMDf3x/e3t4ay0OkbdrqV+xTROULx78Vn5WVFXr37o3du3e/td2HH36II0eOFDvPOY8ZooqF51ZE7AdEVLySjoG5ZgcRldriAY0gFb9tSeXSk4pFWDyg0SvP29nZ4dSpU3j8+DFq1aqFhQsX4sqVK4iMjMS9e/ewYcMGNGnSBBMnTkRkZKRGMxFpk7b6FfsUEZF2KZXKVxY/fZ2QkBBeDUqkh3huRcR+QESaw2IHEZWak40J5v8z56WmLOjbAE5vWKS5du3auHnzJiZMmID169fjgw8+QPXq1dGoUSPMmDED7du3x927d+Hs7KzRTETa5GRjgpnOco1u8039in2KiEh7mjVrhqtXr8Lf3/+NbQ4fPow///yzcP5wItIfPLciYj8gIs3hNFZE9M5+PvsEK04+Vns7Ix8cx+S2zrD7+GNI3jAn5ksqlQpPnz7F8+fPYWFhgXr16hXOs0mkq/JCQvBs5kzk3r2HAJ+Z2JBtV/ybijG9ex180qlmse3Yp4iExfFvxRcUFIS+fftCIpFg8ODB8PHxKVzENDw8HL6+vti/fz8UCgUCAgLQu3fvt26PxwxRxRObGYv+OzYgLrql2tsq6RgQ4DiQyh9NfcbQun489n446q1ra7zEfkCkG8pkzY6dO3eqFWrEiBFvfZ0DdyLds+9aJOYF/g25UlWq+TUlYhGkYhHmflAZ73/+z+JiYjHMOnSAZd8+MOvUCWJj4zJKTSS8gmfPkB4cjNTDAch/+hQAIDI3R50/r+DXG9Fq9asFfRtgSAtehUSkCzj+1Q8//fQTZsyYAaVS+cprKpUKEokES5YswZdfflnstnjMEFUc95PuY+/DvTj89DAAYGz1LVh/OoljQNJr6n7G4Ox6Bc8lfrCUWWJy08noXaM3LGT8e0mk68qk2CEWi0tUFf0vlUoFkUgEhULx1nYcuBPppqjkbMz2v4uLTxMhEYveOiB5+Xr7mnZYPKARnGxMEDZkKHLv3HnRQCwGlEqIDA1h2a8vqnzzDURSqZa+E6Kylx8ejmdfzUTOnTuAWAT8q79UWbwY1l4DAKjfr4hIN3D8qz/u3r2L1atX4/z584iOjgYAVK1aFR07dsRnn32GJk2alGg7PGaIdFt2QTaOhR3Dvof78DDlYeHzNSxr4HD/wxwDEkG9cyGlJAG9D///XZIGYgP0cu2FwXUGo5Fdo3f6XJOIhFcmxY5Ro169BSwlJQWBgYEAgMaNGxe5Jfuvv/4CAPTp0wfW1tbYtm2bRkITUfn0JC4Dvn9G4uzjeEQmZePfv1xEAJxtTdCptj0+bO2Mmvbmha+lHDiA53O/eWV7Bs5OqHH8OERiLi9EFUfO7dsIH+4D/PfqXpEIta/88cpUbu/ar4hIN3D8S6XFY4ZId6XkpqC3f2+k56dDBBFU/xrZzWk1B0PrDi18zDEg0bv3g+4HuyM2K7bwsUQkgUKlgE89H8xsOVN73wARaUyZFDv+KyUlBS1btoSdnR02bNjwytVId+7cweTJk5GQkIArV67AxsZGI6GJqPzLypMjPCkL+XIlZFIxXGxNYWr4+js05ElJeNKuPfCvX0dSBwe4/LoPBvb22opMpDUZp08j+tPP/v+YF4lg0roVqhdzUUBp+hUR6QaOf6m0eMwQ6S6FUoFPz3yKSzGXihQ6AOBI/yNwsXR57fs4BiQqXT9YdGURDj4+CIXqxQwzIoggEUnwo/uP6OTcSZuxiUhDSjoGVuuv4zfffIPk5GRcu3YNVlZWr7zepEkTBAUFoUaNGvjmm2/w888/q7M7ItIhpoZSNHB8+2LjL0ltbWHcrClybt4qnMZKnpQEVU5OGackEkZ+aFiR4h4AWPToUez7StOviIiofFGpVDh27BguX76MhIQEtGrVCmPGjAEAJCQkICUlBTVq1IBEIhE4KRGVFYlYgjWd18DnqA/uJ98vfL6ScSVUt6j+xvdxDEhUun7Q2qE1fn30a+FjFVT4wf0HFjqI9IBac8MEBgbC3d39tYWOl6ytrdGpUyccOXJEnV0RUQX38oNewxo14LB0CVBQgNB+/ZEfEyNwMiLNStq5E/E//ACJtTWq/rwGIpkMAGDWubPAyYiIqKzcuXMH9erVQ58+fbB48WJs3rwZv//+e+Hrp06dQr169RAcHCxgSiLShuDQYNxPvg9jqXHhc+2qtuM6AkQa1KJKC4jwok+Zy15MbzX/j/nIlecKGYuItECtYkdcXBzEJZhLXyQSIT4+Xp1dEVEFZzlgAOwmT0L1XTth1b8/HH/4Aaq8PIT26YuCOP7+oIohed+viF+8BGJLS7gdC4ZF165w3r4dVb6ZyynbiIgqqOjoaHTt2hWPHz9Gz549sWzZMvx3JuH+/fvDwMAAAQEBAqUkIm24+vwqvr70NUykJjgx8AQWtl0IiUiCTk682pxIkywNLdHMvhlqWNXA4X6H8Vmzz5Ccm4xBRwZB+d+1E4moQlFrzQ4XFxdkZmYiPDwcZmZmr22TkZEBV1dXmJqaIiIi4q3b4/yzRPRvqYcDEDtzJsRmZqhx4jiktrZCRyJ6Z6n+/oidNZvHMxEVwfFvxTd58mRs2LABK1euxJQpUwAAYrEYo0aNwtatWwvbtWrVCrm5ubhz585bt8djhkg3haeFY0DgAEAFHOp7CG5WbgCAHHlOkbs8iEgz8hR5MBAbQCx6cZH2N5e+gf9Tf7R2aI1N3TcJnI6ISqukY2C17uzo378/kpOT0adPHzx69OiV1x8/foz+/fsjJSUFAwYMUGdXRKSHrPr3Q5WFC6DMzERIz16Qp6YKHYnonaQFBb0odJiYwO3oURY6iIj0yPHjx1G3bt3CQsebuLi4IDY2VkupiEibUnNTMSRoCBRKBX7p+kthoQMACx1EZcRQYlhY6ACABW0XoGWVlrgSewXzLs0TMBkRlSW1FiifN28egoODcf78eTRo0ADvvfceXF1dAQDh4eG4efMmFAoFatasiXnz+IuEiErPetAgqPLyEbdoEUI9esLt5AlIeRUj6ZD0EyfxbPoMiIyN4Xo0CAaVOV0VEZE+efbsGfr161dsO5FIhPT0dC0kIiJtypfnwyvQC9nybCxssxAtHVsKHYlIb23qtgn9AvrB76kfnMydMK7xOKEjEZGGqXVnh7W1NX7//XcMHDgQAHD9+nUcOHAABw4cwLVr16BUKuHl5YWLFy/C2tpaI4GJSP/YfOgD+xnToUhNRWjPXlBmZQkdiahEMs6fR8y0aRDJZHALDIDMwUHoSEREpGWmpqZISEgotl1YWBhsbGy0kIiItEWpVGLo0aFIyEnAxMYT0b9Wf6EjEek1sViMA30OwNrQGqturUJwaLDQkYhIw9S6swMA7O3tceDAAURHR+PChQuIjo4GAFStWhUdOnSAk5OT2iGJiGzHjIEyLx+Jq1YhpGcv1Dh+DGITE6FjEb1R5qVLiJ40GSIDA7ge9oeMfw+JiPRSo0aNcOPGDSQmJsLOzu61bSIiInDnzh1069ZNy+mIqCx9euZTPEl9Ak9XT3zS7BOh4xARACOpEfz6+qGnX0/MvDgTDqYOaFa5mdCxiEhD1C52vFStWjUMHz5cU5sjInpFpUkTocrLQ9KGDQjx7I0aJ45DLJMJHYvoFVnXriFq/MeARAKXgwdg+M8Uj0REpH8+/PBDXLhwAePGjcOePXtg8p+LNfLz8zF58mQUFBTgww8/FCglEWnad1e+w8WYi2hWqRmWdlgqdBwi+hc7Ezv4evpi8JHBGHtyLAL6BcDJghenEVUEak1j9V/5+fmIjY1FcnKyJjdLRFTIftpU2IwdA3lsLEI9e0MplwsdiaiI7Fu3EDlqNCAWw2XfPhjVri10JCIiEtDo0aPRsWNHBAYGom7duvj4448BAHfu3MGUKVNQu3ZtHDt2DF26dMGQIUMETktEmrDz753Y92gfnMydsN1ju9BxiOg1alvXxtouayFXyjEoaBDS87luFlFFoJFix+7du9GyZUuYmpqiWrVq+PLLLwtf8/f3x/DhwxEWFqaJXRERofL06bD+0AcFUVEI69OXBQ8qN3Lu/Y2Ij0YAAKr77oZxg/oCJyIiIqFJJBIcOXIEw4YNQ0xMDDZv3gwAuHXrFn7++WdERkZi4MCB8PPzEzgpEWnCqYhTWH59OSxlljjY5yDEYo1eY0pEGtS2alvMbT0XWQVZGBAwAHIlP1sg0nVqT2M1btw4bNu2DSqVCmZmZsjMzCzyeu3atbFv3z689957RYogRETqqPL111Dm5SPtwAGEDRgA14AAnkiQoHIfPUL4sGGAUgnnHdth0qSJ0JGIiKicMDMzg6+vL+bOnYvg4GCEhoZCqVTCyckJPXv2RNOmTYWOSEQacDfhLr48/yUMJYY41PcQTAy4xiBReTeoziA8y3yGzfc2Y9jRYTjQ54DQkYhIDWoVO3x9fbF161Y0atQIW7duxXvvvQeJRFKkTYMGDVCtWjUcO3aMxQ4i0ijHhQugys9HekAAwr294XKQV06RMHJDQhA+aDCgUMB582aYtmghdCQiIiqH6tati7p16wodg4jKwLPMZxh1fBREEGFXz12obFpZ6EhEVEJT35+KqMwonAg/gc9Of4Y1XdYIHYmI3pFanwpu3LgRZmZmCAoKwvvvvw+RSPTado0aNeI0VkRUJqp+vxTmPT2Qd/8BIoYNg1KpFDoS6Zn8iAiEew2EqqAA1davg2mbD4SORERERERalJmfCe8j3shX5mNVp1WoZ1tP6EhEVEorOq5AY7vGOBd9DkuvLhU6DhG9I7Xu7Lhz5w5atWoFJyent7azsbFBXFycOrsiInqjaj/9hKj8fGSePoPIESPhsnuX0JFIT+THxiK0/wCo8vNRdfUqmHfsKHQkIiISWGRkpFrvd3Z21lASItIGuVIOr0AvZORnYHar2ejoxPEgka7a0XMHPP094fvAF05mTvCp7yN0JCIqJbWKHXl5ebC0tCy2XUJCwivTWxERaZLT2rWIHD8eWRd/R8SYsai+dYvQkaiCK4iLR6hnb6hycuD4wwpYdOsmdCQiIioHXFxc3njHe3FEIhHkci6OSqRLPjr2EWKzYvFR/Y8wrO4woeMQkRqkYin8+/ij26FuWHptKRxMHdC5emehYxFRKag1jVXVqlXx4MGDt7ZRqVS4f/8+XF1d1dkVEVGxnDdtgkmrlsi+fBlREycJHYcqMHlSEkI9PaHKzobD0iWw9PQUOhIREZUTzs7Or/1SqVSFXxYWFrCwsCh8/PJ9xd0xT0Tly+fnPse9xHvo7NQZM1rMEDoOEWmAicwEB/schEwiw//O/w/3k+4LHYmISkGtYkeXLl3w8OFDBAQEvLHNrl27EB0djW684pWItMBp2zYYN2uGzHPnED1lqtBxqAKSp6YipGcvKDMzUWX+t7Dq31/oSEREVI6Eh4cjLCys8CskJATNmzeHnZ0dfvrpJyQnJyMlJaXwa+XKlbCzs0Pz5s0REhIidHwiKqGfrv+EUxGnUM+mHlZ1XiV0HCLSIAczB2zvsR0AMOLYCMRlcWp+Il2hVrHjyy+/hKGhIYYPH46VK1fi2bNnha8lJydjw4YNmDx5MkxNTTFlyhS1wxIRFUcsFsPZdzeMGjRAxsmTiJnOK6xIc+SZmQjt2QvK9HRUnjMb1kOGCB2JiIjKuZ9++glHjhzBmTNnMHXqVFhZWRW+ZmlpiSlTpuD06dMIDAzEDz/8IFxQIiqx/Y/2Y+vfW1HFpAr2eO4ROg4RlYFGlRrhh44/IE+Rh4GBA5Gdny10JCIqAZHq5X3T7+jAgQMYMWIE8vPzX/u6gYEBfH19MXDgwGK3lZ6eDktLS6SlpcHCwkKdWESk55RKJcIHeCHv0SNYDhwIx+8WCR2JdJwyKwtPu/eAIikJ9tO/hO3YsUJHIqIKgOPfiq9Ro0ZwdHTEiRMn3tquR48eiImJwb17997ajscMkbAuRl/EJ6c/gamBKU54n4CFjP2QqCLbdX8Xll1bhmpm1XB0wFGIxWpdN05E76ikY2C1e+igQYNw7do1DBo0CObm5oXzzhoZGaFPnz74448/SlToICLSJLFYDBd/P8jc3JB26BBiFywUOhLpMGVuLkJ69oIiKQl2U6ew0EFERCUWEhICOzu7YtvZ2toiNDRUC4mI6F09Tn6Mz858BqlYiv199rPQQaQHPqr/EYbXHY7ozGiMPD5S6DhEVAypJjbSsGFD7Nu3DyqVCklJSVAqlbCzs2O1k4gEJRaL4RoYgNBenkjdswdimQyVZ34ldCzSMcr8fIT07AV5fDxsJ05EpUmThI5EREQ6xNTUFFevXoVKpYJIJHptG5VKhWvXrsHU1FTL6YiopBKzE+ET7AOVSoWtHlvhZO4kdCQi0pJZrWYhOiMaF2Iu4KsLX+H7Dt8LHYmI3kCj1QiRSAQ7OzvY29uz0EFE5YJYKoVb0BFIHR2RvH074n/8SehIpEOUcjlCPXtDHhsLm9GjYT+Ni94TEVHpuLu7IzQ0FNOnT4dCoXjldYVCgRkzZiAkJATu7u7aD0hExcqWZ8Mr0Au5ilx83+F7NLVvKnQkItKyNZ3XoLZ1bQSHBWP1zdVCxyGiN1B7zQ5N4vyzRFRWlLm5COnhAXlcHOw++wyVPpksdCQq55RyOcL69EV+WBisfHzgMPdroSMRUQXE8W/F9+DBA7Rs2RLZ2dlwcnLC4MGD4erqCgAIDw/H/v37ERkZCRMTE/z555+oX7/+W7fHY4ZIu5RKJfoG9EVEegSmvTcNYxtxOlMifZUvz4eHnwcSchIwv818eNXyEjoSkd4o6Ri4VMWOBQsWvHMgkUiEuXPnvrUNB+5EVJaU2dkvFphOTIT9F1/Advw4oSNROaVUKhHerz/ynjyBpbc3HBdxzRciKhsc/+qH33//HcOHD0d0dPQrU1mpVCpUrVoVvr6+6NChQ7Hb4jFDpF1jjo/Btbhr8K7tjXkfzBM6DhEJLDU3FR5+HsguyMYv3X7BB44fCB2JSC+USbFDLBZDJBKhNDeDvGwvEolee9v2u4QmInpX8sxMhHbrDkVKCuxnz4LtiBFCR6JyRqlUItx7EPLu34dF3z6oumyZ0JGIqALj+Fd/5OXl4dChQzh37hyio6MBAFWrVkXHjh3h7e0NIyOjEm2HxwyR9sz9fS4OhxzGBw4fYGP3jULHIaJyIiItAv0D+wMq4ECfA6hpXVPoSEQVXpkUO+bPn69WqHnz3n4VBAfuRKQN8rQ0hHTvAWVaGip/Ow82Q4cKHYnKCaVSiYhhw5F75w7MPTxQbSXXeCGissXxL5UWjxki7dhwZwPW3l4LN0s3+Pf157qkRFTE9efXMebEGBhJjHBs4DHYGtsKHYmoQiuTYkdZ48CdiLRFnpyMkB4eUGZkwGHxd7Dy4lybBIR/NAI5167BrHNnOK1bK3QcItIDHP9SafGYISp7R0KOYPbvs2FrZIsTA0/AUGoodCQiKoeCQoMw6+Is2BjZ4MTAEzCSluwuTSIqvZKOgXlpAhHpJamNDWocDYLY1BSxs+cg9cgRoSORwCLHjkPOtWswbduWhQ4iIiIiPXX9+XXM+X0OjKXG8Ovrx0IHEb1Rb7fe+LTpp0jOTcbgoMFQKpVCRyLSeyx2EJHektrbwzXoCETGxoid8RXST5wUOhIJJGrSZGRdugSTFi3gvGWz0HGIiKgCkUgkJf6SSqVCxyXSaxFpERh/ajwkIgn2ee6DjbGN0JGIqJyb0GQC+tfoj7C0MEz4bYLQcYj0XqlG0xcuXAAAtGzZEkZGRoWPS6pDhw6lak9EVNZkDg5wCwxAaJ8+iJk2DaJ162DeyV3oWKRF0VOnIfPsWRg3bQqnHduFjkNERBVMaWYNLkczDBPpndTcVAwJGgKFUoFN3TbBzcpN6EhEpCMWtluImKwYXIm9gnmX52F+G/XWPCaid1eqNTvEYjFEIhEePHiA2rVrFz4u0Y5EIsjl8re24fyzRCSUvLAwhPXrD5VcDqdNG2HWtq3QkUgLYqbPQPqRIzBq0ADVD+znwpNEpHUc/+ovlUqFiIgIBAUFYd68eZgyZQrmzZtX7Pt4zBBpXr48Hx5+HkjIScCCNgswoNYAoSMRkY5RKpXoF9AP4enhmPreVIxrNE7oSEQVSknHwKW6s6NDhw4QiUQwMTEp8piISNcZurrCxe8QwgZ4IWr8x3DesR2mLVoIHYvK0LOv5yL9yBEY1q7NQgcREWmdSCSCi4sLPv30UzRs2BBdu3ZFw4YNMXDgQKGjEekVpVKJoUeHIiEnARMaT2Chg4jeiVgsxoE+B9D9YHesurkKVc2qoqdrT6FjEemdUt3ZUdZ4lRIRCS3n7/sIHzIEUKlQffcumDRrJnQkKgOxCxch1dcXMldXuB4JhJhzpBORQDj+pZdatGgBmUyGS5cuvbUdjxkizfrkt09wIeYCern2wvcdvhc6DhHpuMTsRPT064l8RT62e2xHs8r8TIFIE0o6BuZlrERE/2LcoD6q++4GAER8NAI59+4JnIg0Le77ZUj19YWBkxMLHUREVG64ubnh7t27Qscg0iuLryzGhZgLaFqpKQsdRKQRdiZ28PX0hUgkwtiTYxGVHiV0JCK9wmIHEdF/mDRpAucdOwClEuHDhiP34UOhI5GGxK9cieRt2yB1dITb0SAWOoiIqNx48uQJFygn0qKdf+/E3kd7Uc2sGnZ47BA6DhFVILWta2Ntl7WQK+UYHDQY6fnpQkci0hsaLXakpaUhKioKkZGRr/0iItIVps3fh/PmzYBCgfDBQ5AbEiJ0JFJTwvr1SNrwC6T29qgRfBRimUzoSERERJDL5fjuu+9w+/ZtNOP0mURacSriFJZfXw5LmSUO9TnEtduISOPaVm2Lua3nIrMgE14BXpAr5UJHItILal/SmpKSgm+++QYHDhxAQkLCG9uJRCLI5ezYRKQ7TNt8gGrr1yF64iSEew2EW2AAZNWrCx2L3kHSli1IXLUaEltb1DgWDLGRkdCRiIhIT3Tu3PmNr2VkZCA0NBSpqakQi8WYPXu2FpMR6ae7CXfx5fkvYSgxxKG+h2AiMxE6EhFVUIPqDEJ0ZjS23tuK4UeHY3+f/UJHIqrw1Cp2pKWloXXr1nj69CkkEgmMjY2RnZ0NBwcHPH/+HCqVCiKRCM7OzprKS0SkVeYdO6Lq6lWImTIVof0HwC34KGQODkLHolJI3rUL8ctXQGJtDbcTxyE2NRU6EhER6ZFz584V26ZWrVpYunQpPDw8yj4QkR6LzYzFqBOjIIIIO3vuRGXTykJHIqIK7n/v/w/RGdE4GXESU05Pweouq4WORFShqXWv5vLly/HkyROMGDECaWlp8Pb2hkgkQkxMDDIyMrB+/XpYWVmhY8eOCAsL01RmIiKtsujWDY4//ABVbi5CPXujIC5e6EhUQim//oq47xZDbGkJt2PBkJqZCR2JiIj0zNmzZ9/4denSJYSHh+PRo0cYMGCA0FGJKrTs/GwMPDIQ+Yp8rOy0EvVt6wsdiYj0xA/uP6CRXSOcjT6L769+L3QcogpNrTs7AgMDYWdnh/Xr18PIyAgikajwNRMTE0yYMAFNmjRBu3bt0KZNG3z88cdqByYiEoJlr55Q5ecjduZMhHp6osaJ45Da2godi94i1d8fz+d9C7GZGWoEH4XUykroSEREpIc6duwodAQivSdXyjHgyABk5GdgVstZcHdyFzoSEemZnT13wtPfE7sf7EY1s2rwqe8jdCSiCkmtOztCQ0Px/vvvw+ifuc9fFjsUCkVhm9atW+ODDz7Ali1b1NkVEZHgrPr3Q5UF86HMzERIz16Qp6YKHYneIC0oCLGzZkNsYgK3o0dZmCIiIiLSYyOOjcCzzGf4qP5HGF5vuNBxiEgPScVS+Pfxh4XMAkuvLcW5yHNCRyKqkNQqdgCAtbV14f+bmLxY2CslJaVIG2dnZzx8+FDdXRERCc568GBU/vprKNPTEdqzF+QZGUJHov9IP3ESz6bPgMjYGK5Hg2BQ2V7oSEREREQkkC/OfYG7iXfRyakTZrSYIXQcItJjJjITHOxzEDKJDNPOTcP9pPtCRyKqcNSaxsrR0RExMTGFj18uRP7XX3+hc+fOhc+HhoZCKlVrV0RE5YbNhz5Q5echftlyhHr0RM2TJ7jodTmRcf48YqZNg0gmg1vAYS4mT0REWvfv86DSEolEOH36tAbTEOm3n278hJMRJ1HPph5Wd+aiwEQkPAczB2zvsR0fHvsQI46NwNEBR1HZtLLQsYgqDLUqEI0aNcKlS5cKH7dv3x4qlQrz5s1DixYtYG5ujt27d+PPP/9E27Zt1Q5LRFRe2I4ZA2VePhJXrUJIz16ocfwYxP/c3UbCyLx0CdGTJkNkYADXw/6Q/VOAJyIi0qZz586983v/vQYiEannwKMD2HpvKyqbVMYezz1CxyEiKtSoUiP80PEH/O/c/zAwcCBODjwJExk/TyDSBLWKHR4eHvD398fZs2fRqVMnfPDBB2jbti0uXboEGxsbWFhYIDU1FSKRCDNm8HZRIqpYKk2aCFVeHpI2bECIZ2/UOHEcYplM6Fh6KevaNUSN/xiQSOBy8AAMXV2FjkRERHrq7NmzQkcg0nuXYi5h4ZWFMDMwg18/P0jFnGmCiMqXrtW7Ynrz6Vh+fTkGHhmIowOOQixWe7UBIr0nUqlUqnd9c2ZmJu7cuQMXFxdUrVoVAJCQkICxY8fi2LFjUCgUsLa2xjfffIOpU6cWu7309HRYWloiLS0NFhYW7xqLiEir4pYvR/KWrTBwcoLbsWCIOW2fVmXfuoWIDz8CRCK4/PorjBvUFzoSEVGJcfxLpcVjhujtHqc8xuAjgyEWiRHQPwBO5k5CRyIieqPFVxZj76O9aFqpKXb12iV0HKJyq6RjYLWKHW+TnZ2NtLQ0VK5cucSVSQ7ciUhXPV+0CCm7fSFzdYXrkUAWPLQk5+/7CB8yBFCpUH2PL0yaNBE6EhFRqXD8S6XFY4bozRKzE9HTryfyFfnY7rEdzSo3EzoSEVGxJv82GRdjLqKXay983+F7oeMQlUslHQOX6v4oNzc3fPXVV4WPd+7cicuXL7+2rYmJCRwcHHgLFhHphSpffw3LQYOQHxaG8AFeUCqVQkeq8HIfP0b40KGAUgnn7dtY6CAionIpJSUFFy5cQExMzBvbxMTE4MKFC0hNTdVeMKIKJleeC69AL+QqcrG0w1IWOohIZ/zc+WfUtq6N4LBgrLm1Rug4RDqtVJWI8PBwJCQkFD4eNWoUNm/erPFQRES6yHHhAlj064e8J08Q7j2IBY8ylBcWhnDvQYBCAefNm2HaooXQkYiIiF5r1apV6NSpE2JjY9/YJjY2Fp06dcLatWu1mIyo4lAqlRh0ZBBS8lIw9b2p6OnaU+hIREQlJhaLsbfXXlQyroSNf22E/xN/oSMR6axSFTtkMhmys7PLKgsRkc6r+v1SmHt4IO/+fUQMG86CRxnIj4hAWP8BUBUUoNr6dTBt84HQkYiIiN4oODgYbm5uaN68+RvbNG/eHK6urggKCtJiMqKKY9ypcQhPD4d3LW+MazRO6DhERKUmk8rg19cPplJTzLs8D1eeXRE6EpFOKlWxw9nZGRcuXEBoaGhZ5SEi0nnVVv4Es86dkXvnDiJHjhI6ToWSHxuL0P4DoMrPR9XVq2DesaPQkYiIiN4qPDwcderUKbZd3bp1ERYWpoVERBXL3N/n4trza2jt0Brz2swTOg4R0TuzMrLCr71/hUQswaTfJiE0lZ+/EpVWqYod3t7eeP78OWrVqgWJRAIA2LFjByQSSbFfUi7WS0R6xGndWpi2a4eca9cQOZZXl2lCQVw8wjx7Q5WTA8cVy2HRrZvQkYiIiIr1cjHF4lhYWHDNDqJS+uXOLzgcchhulm74pesvQschIlJbdcvq2NRtExQqBYYeHYrk3GShIxHplFIVO7799lt8+eWXcHZ2BgCIRCKoVKoSfXEqFyLSN86bN8GkVUtkXbqEqEmThY6j0+RJSQj19IQyOxsOS5fA0tNT6EhEREQlUqlSJTx8+LDYdo8ePYKNjY0WEhFVDEGhQfj59s+wNbLFr71/hVhcqo83iIjKreZVmuO7dt8hR54DrwAv5MpzhY5EpDNKvWbHsmXLEBYWBoVCAZVKhVGjRkGpVJboi4hI3zht2wbjZs2QefYsoqdOEzqOTpKnpiKkVy8oMzNR5dtvYdW/v9CRiIiISqx169a4ffs2Lly48MY2Fy9exK1bt9C6dWstJiPSXdefX8fsi7NhLDXGob6HYCQ1EjoSEZFG9anRB580/QRJuUkYEjSEn6sSlZBalz44OzvDzs5OU1mIiCocsVgMZ9/dMGrQABknTiBm+gyhI+kUeWYmQnv2gjItHZXnzIb10CFCRyIiIiqVSZMmQaVSwdvbGwEBAa+8HhAQAG9vb4hEIkycOFGAhES6JSItAuNPjYdEJMGeXntga2wrdCQiojIxsclE9K/RH6FpoZj4G8cIRCUhUqlUKqFDvPRyPtu0tDRYWFgIHYeISGOUSiXCB3gh79EjWHp7w3HRQqEjlXvKrCw87d4DiqQk2H/5BWzHce0TIqp4OP7VD1OmTMHPP/8MkUgEOzu7wgXLHz9+jISEBKhUKkyaNAlr164tdls8ZkifpeamwuOQB7Ll2djYbSNaO/JuKCKq+MYcH4NrcdfgXcsb89rMEzoOkSBKOgbW+KSWAQEBWLBggaY3S0Sk08RiMVz8/SBzc0PawYOIXcBix9soc3MR0rMXFElJsJvyGQsdRESk01avXo1Vq1bB1tYWCQkJ+P333/H7778jPj4etra2+Omnn0pU6CDSZ/nyfHgFeiFLnoVv23zLQgcR6Y3N3TejukV1HHxyEJvvbhY6DlG5pvE7O0aPHo2dO3dCoVCU+r28SomIKjqlXI7QXp4oiIyEzahRqDzzK6EjlTvK/HyE9PCAPDYWthMnwn7aVKEjERGVGY5/9YtCocCNGzcQEREB4MW0wM2bN4dEIinxNnjMkD5SKpUYFDQIj1Me4+PGH+OzZp8JHYmISKuy5dnwOOiBlLwULOuwDD1dewodiUirSjoGlmoxExGR3hNLpXALOoIQj55I3r4dIpkM9p//T+hY5YZSLkeoZ2/IY2NhM3o0Cx1ERFShSCQStGzZEi1bthQ6CpFO+ezMZ3ic8hi9XHux0EFEeslEagK/vn7o6dcTMy/MhIOJA5pWbip0LKJyR+PTWBER0duJZTLUCD4KaeXKSNq4EQlr1wkdqVxQyuUI69MXBVFRsPLxQeWvuJg7ERERkb5b8ucSXIi5gKaVmuL7Dt8LHYeISDB2Jnbw9fSFSCTCmJNjEJURJXQkonKHd3YQEQlAbGSEGseC8bR7DySuWQOxTAbb8fq7LsXLBdzzw8Jg6e0Nh7lfCx2JiIhIo549e4azZ88iJiYGubm5r20jEokwd+5cLScjKr923d+FPQ/3oJpZNezw2CF0HCIiwdW2ro2fu/yMyb9NxuAjg3HC+wQsZJzWkuglFjuIiAQiNjGB2/FjCO3WHfE//AAYymA7YoTQsbROqVQiYtBg5D15Aou+feC4iIu3ExFRxfL555/j559/LlzX8L/LJopEIqhUKhY7iP7lt4jfsOzaMljKLHGozyGIxZyYgogIANpVbYevW3+NhVcWwivAC8cHHodUzI94iYAyKHaMGzcO7u7umt4sEVGFJDUzg9uxYIT08ED84iUQyQxhM3SI0LG0RqlUInK4D3L//hvmHh6oumyZ0JGIiIg06scff8TKlSshEonQo0cP1KtXjwuLExXjXsI9fHH+CxhKDHGo7yGYyEyEjkREVK4MrjMYMRkx2Pr3Vgw/Ohz7++wXOhJRuSBS/feyIgGVdFV1IqKKRp6cjJAeHlBmZMBhyWJYDRggdCStiBgxEtlXr8Ksc2c4rVsrdBwiIq3j+Lfia9CgAZ48eYKTJ09q5KIwHjNU0cVmxqL34d6QK+XY67kX9W3rCx2JiKjc+uLcFzgZcRKdnDphdefVQschKjMlHQOX2X2gYWFhCAgIwO3bt8tqF0REFYbUxgY1jgZBbGqK2FmzkRYUJHSkMhc5bjyyr16Fadu2LHQQEVGFFRISgnbt2vHud6ISyM7PhvcRb+Qr8rHKfRULHURExfjB/Qc0tGuIs1FnsewaZ0ogUqvYERgYCC8vL1y9erXI88uWLUPt2rXh5eWF999/H2PGjFErJBGRPpDa28M16AhExsZ4Nn0G0k+cFDpSmYma/Amyfv8dJi1awHnLZqHjEBERlRlzc3M4ODgIHYOo3JMr5RhwZADS89Mxs8VMuDu7Cx2JiEgn7Oq5C46mjth1fxf2PNgjdBwiQalV7Ni5cyeOHz+OevXqFT738OFDzJo1CyqVCk2aNIGJiQl27NiBI0eOqB2WiKiikzk4wC0wACJDGWKmTUPG+fNCR9K46Gn/Q+aZMzBu2hROO7YLHYeIiKhMtW/fHnfu3BE6BlG5N/LYSDzLfIYP630In/o+QschItIZUrEUh/oegrnMHEuuLsG5yHNCRyISjFrFjlu3bqFJkyYwNzcvfM7X1xcAsG7dOty8eRPXrl2DRCLBxo0b1UtKRKQnZE5OcPX3h8jAANGTJiPz0iWhI2lMzIwZyDh+HEb168N5jy/E4jKbTZGIiKhc+Oabb/D06VNs3sw7GYne5MvzX+KvxL/gXs0dX7X8Sug4REQ6x0xmhoN9DkImlmHauWm4n3Rf6EhEgpCq8+bExEQ0a9asyHPnzp2DsbExRo0aBQCoW7cu2rVrh7///ludXRER6RVDV1e4+B1C2AAvRI3/GM47tsO0RQuhY6nl2ddzkR54BIa1a6P6wQMsdBARkV5IT0/H559/jgkTJuDkyZPo3bs3nJ2d3/h3sEOHDlpOSCSsn278hBPhJ1DXpi7WdFkjdBwiIp3laOaI7R7b8eGxDzHi2AgcHXAUlU0rCx2LSKvUKnbk5uZCIpEUPlYoFLh58yZat24NmUxW+LyjoyOuXLmizq6IiPSOUc2acNm3D+FDhiBy1GhU370LJv8pMOuK2IWLkHbwIGT/FHFY6CAiIn3h7u4OkUgElUqFQ4cO4dChQ29sKxKJIJfLtZiOSFgHHh3A1ntbUdmkMvZ67hU6DhGRzmtUqRFWdFyBz899joGBA3HS+yRMDEyEjkWkNWoVO+zt7fHkyZPCx1euXEFOTg7atm1bpF1OTg5MTU3V2RURkV4yblAf1X13I2K4DyI+GgGXX/fBuEEDoWOVStz3y5Dq6wsDJye4HgmEWKrWnx4iIiKd0qFDB4hEIqFjEJU7l2IuYeGVhTAzMINfPz9IxRwjEhFpQrfq3TC9+XQsv74cAwMH4uiAo7zgkPSGWqOJNm3a4ODBg9i3bx969uyJxYsXQyQSoWvXrkXaPXjwAI6OjmoFJSLSVyZNmsB5xw5EjhiB8KHD4HrwAIzq1BE6VonEr1yJ5G3bIHV0hNvRIBY6iIhI75w7d07oCETlzuOUx/jk9CeQiqXY33s/LGQWQkciIqpQRjQYgeiMaOx9tBejTozCzp47hY5EpBVqlfW++uorSKVS+Pj4wMbGBseOHcN7771XZJ7ZqKgoPHz4EC10fK55IiIhmTZ/H86bNwMKBcIHDUZuSIjQkYqVsH49kjb8Aqm9PWoEH4X4X9MbEhEREZF+SsxOhM9RHyhVSmzpvgVOFk5CRyIiqpBmt56N9lXb41b8Lcy8OFPoOERaoVax47333kNwcDA6duyIevXqYdSoUQgKCirSZv/+/bC0tESXLl3UCkpEpO9M23yAauvXQVVQgHCvgciPiBA60hslbdmCxFWrIbG1RY1jwRAbGQkdiYiIiIgElivPhVegF3IVufi+/fdoVlk316MjItIVP3f+GbWsauFo6FH8fOtnoeMQlTmRSqVSCR3ipfT0dFhaWiItLQ0WFryNlYjoddJPnULMlKkQGRnBLfgoZA4OQkcqInnXLsR9txgSa2u4nToJqZmZ0JGIiMotjn/1x4MHD7Bq1SqcPXsWMTExAICqVauic+fOmDJlCurVq1ei7fCYIV2lVCrRL6AfwtPDMbXZVIxrPE7oSEREeiFfng8PPw8k5CRgQZsFGFBrgNCRiEqtpGNgrk5DRKRjLLp1g+MPK6DKzUWoZ28UxMULHalQyq+/Iu67xRBbWsDtWDALHURERAC2b9+OZs2aYdOmTXjy5Amys7ORnZ2NJ0+e4JdffkGzZs2wY8cOoWMSlanxp8YjPD0cXrW8WOggItIimVQGv75+MJGaYN7lebjy7IrQkYjKDIsdREQ6yLJXLzgsWQJVdjZCPT0hT0oSOhJS/f3xfN63EJuZoUZwMKRWVkJHIiIiEtyNGzcwfvx45Ofnw9PTE/7+/vjrr7/w119/4fDhw+jTpw/y8/Mxfvx4XL9+Xei4RGVi7u9zcfX5VbSu0hrz28wXOg4Rkd6xMrLC/t77IRFLMOm3SQhNDRU6ElGZULvYERkZiUmTJqFWrVowMTGBRCJ57ZdUKtVEXiIi+odV/36osmA+lJmZCOnZC/LUVMGypAUHI3bWbIhNTOB29CiktraCZSEiIipPli9fDqVSiS1btiAwMBD9+vVDw4YN0bBhQ/Tt2xcBAQHYunUr5HI5fvjhB6HjEmncxr824nDIYbhauuKXbr8IHYeISG9Vt6yOTd02QaFSYOjRoUjJTRE6EpHGqbVmx8OHD9G2bVukpqaiJJtRKpVvfZ3zzxIRlV7y7t2IW/SdYGtklPc1RIiIyjOOfyu+qlWrokqVKrhx48Zb2zVv3hyxsbGF63m8CY8Z0iVBoUGYdXEWbIxscGLgCRhJjYSORESk946EHMHs32fD1sgWxwce5+9m0glaWbNjzpw5SElJQffu3XHlyhWkpaVBqVS+8YuIiDTP5sMPYT9jOhQpKQjt4QFlVpbW9p1x/vyLQodMBreAwyx0EBER/UdiYmKJFh+vW7cuEhMTtZCISDtuxN3A7IuzYSwxhl9fP36YRkRUTvSp0QefNPkESblJGBo0lJ/ZUoWiVrHj/PnzcHZ2RkBAAFq2bAlzc3NN5SIiolKwHTMGdlOnQpGUhJCevaDMzS3zfWZdvozoSZMhMjCA62F/yJydy3yfREREusbKygqRkZHFtouMjISlpaUWEhGVvYSsBIw7OQ4SkQR7PPfA1phTnBIRlScTm05Evxr9EJIWgkmnJwkdh0hj1Cp2ZGdno2XLlpDJZJrKQ0RE76jSpImwnTgR8vh4JGz4pUTTC74rlUqFhI2bAIkELgcPwNDVtcz2RUREpMtatGiBy5cv48yZM29sc+bMGVy6dAmtWrXSYjKisqFSqWBnYofBtQdjfdf1qGldU+hIRET0GovaLUJrh9aY0WJGidqX5WcMRJqi1podDRs2RPXq1XH06FGNhOH8s0RE6ks/exbm7u4AAJFI9No2eXl5MDQ0fOM2lEolxOI318NVKhWgUiE/MhKGLi7qxCUi0msc/1Z8J06cQM+ePWFsbIxPPvkEI0eOhOs/FwmEhoZi+/btWL9+PXJzc3Hs2DF07979rdvjMUO64OXHDG8aixIRUflQ0t/Xz58/x7Vr19C1a1cYGxtrIxpREVpZs+Ojjz7ChQsXkJCQoM5miIhIgyw6dQLw5sFKTk7OWwsdAIqds1MkEgEiEQsdRERExejRowfmzJmDnJwc/PDDD2jcuDHMzc1hbm6OJk2a4KeffkJOTg6+/vrrYgsdRLpCJBKx0EFEpANK+vv68uXLWLNmDYYOHaqFVETvTq07O+RyOXr16oXk5GRs374dDRs2VCsMr1IiIhLW6tWrcefOHTx9+hS9evWCl5cXatWqJXQsIqIKi+Nf/XH8+HGsWLECly9fRu4/a2sZGhqiXbt2+OKLL+Dh4VGi7fCYIaGpVCoWMoiI9NBff/2FFi1awNvbG76+vkLHIT1T0jGwVJ2ddO/eHQUFBbh58yaaNm0KZ2dnODs7v3bqE5FIhNOnT6uzOyIiUkNaWtpbFz795ptvsHHjRowfPx5Vq1bFvHnz4O/vj88//xyDBw/WYlIiIqKKx8PDAx4eHlAoFEhKSgIA2NraQiKRCJyMqORycnIwY8YMfPrpp6hTp47QcYiIqIzJ5XJIpS8+Pt60aROkUikaNWqEzMxMmJmZCZyO6FVqFTvOnTtX+P9KpRLh4eEIDw9/bVte+UFEJJzo6GhUq1btja9fu3YN+/btw+HDh9G6dWsAQJcuXdCpUyf89NNPyM7OxqhRo7SUloiIqOKSSCSwt7cXOgbRO5k6dSo2b96MK1euYOPGjWjWrFmR13nXBxFRxVFQUAADAwMAgJeXF06dOoUNGzZgwIABLHRQuaVWsePs2bOaykFERGUkJyfnrYUO4MWC5QYGBnB1dUV+fj4kEgmcnZ3RunVriEQibN++HT169ICDg4OWUhMREVUMKSkpuHv3LmrUqIGqVau+tk1MTAxCQkLQuHFjWFlZaTcgUSl07twZBQUFSEtLQ9euXbFnzx706NEDwIvxZHHrwhERUfn2smitUChgYGAAuVyODh06ICIiAnv37kW3bt2K/K7PysqCqampgImJilKr2NGxY0dN5SAiojJibGxcbBuRSIQHDx7g4cOHhb/bd+/eDUtLSyxZsgRt2rTBr7/+imnTppVxWiIioopl1apVWLhwIf788883FjtiY2PRqVMnLFiwAHPmzNFyQqKSMzc3x927d3HmzBlMmDABXl5eOHToEM6cOQMrKyvMnDnztdNaExGRbvDz80N0dDSmTp2K+Ph4tG3bFjKZDPv27UObNm2KTL/54MEDbNmyBf369UP79u0FTE30/9QqdhARke66e/cu3NzcYGpqirZt22LSpEno1q0bvL29kZWVhRMnTuDkyZNo2rQpPvzwQ9y6dQvAi2kLeRJLRERUMsHBwXBzc0Pz5s3f2KZ58+ZwdXVFUFAQix1UrnXt2hWrV6+GSqXC3r17sXDhQnh6ekIsFuPKlSscIxIR6TgzMzP873//Q0pKCjZs2IDatWtj9erVaNy48Wt/x5ubm8Pb2xtHjhxBy5YtBUhMVJTGRiLPnj3D3r17sWLFCqxYsQJ79+5FTEyMpjZPREQatGnTJvTu3Rvnzp1Dfn4+gBcLlK9atQpZWVmwsbHBtWvX0KFDB6hUKmRmZhbemsqTWCIiopILDw8v0ULOdevWRVhYmBYSEb07Q0ND5OTk4MCBAwAAR0dHSKVSKJVK+Pv7Izc3V+CERESkjh49emDz5s1YsGABqlevjh07dqBp06av/RygXr16mD17Nj777DP0798fsbGxAiQmKkrtOzvS0tLw6aefYt++fVAqlUVeE4vFGDZsGNasWQNLS0t1d0VERBqwf/9+TJs2DZs2bUKXLl0gk8kAAJUrV8akSZMwZswYSCQSSKUv/kTExsbi77//xtixY4WMTUREpJPS09NLdC5kYWGB1NTUsg9EVEKXL1+GQqEonJrk5d29zZs3R0FBAW7cuIGJEydi+/btMDIywqBBg/Ds2TNs3ryZF8cQEemwMWPGIC4uDvPmzUNCQgJcXV0L1/IAXqwL+ujRIzRt2hQGBgaYPn06zp49i927d2P69OkCpyd9p1axIzc3F127dsXNmzehUqnQpEkT1KhRAwAQGhqK27dvw9fXFw8fPsTFixe5WBkRkYBUKhXy8vKwe/duzJkzB8OHD0doaCguXryIBw8eoF27dmjdujXs7OygUqmQlpaGK1euYObMmXBwcMCUKVOE/haIiIh0TqVKlfDw4cNi2z169Ag2NjZaSERUvFu3bqFLly7YtWtX4XMvCxi9evXC5MmT8fTpU8yfPx8+Pj4AgN9++w0qlYqFDiKiCmDWrFl48uQJli5dil9//RUSiQQikQgqlQr5+fn45JNP0LFjRyxevBiGhobIyspCSkqK0LGJ1Ct2rFmzBjdu3MB7772HjRs34r333ivy+q1btzBhwgTcuHEDa9aswZdffqlWWCIiencikQhyuRyPHz/GrFmzEBcXh06dOqFRo0a4d+8efvvtNzg6OmLDhg1wdHSEQqHAxYsX0aZNG6xdu1bo+ERERDqpdevW8PPzw4ULF9ChQ4fXtrl48SJu3bqF/v37azcc0Ws8f/4cnTt3xieffAJvb+9XXnd1dUWVKlXg4+ODWbNmFT7fuXNnbcYkIqIytnXrVjx8+BDx8fEICAjA+PHjYWBgAEtLS3z77bfo2bMnnj17hufPn+PGjRtYtGiR0JGJIFKpVKp3fXPz5s3x9OlThISEwNbW9rVtEhMTUbNmTdSsWRPXr19/6/Ze3uKdlpYGCwuLd41FRERv0aVLF/Tt2xe3bt2CmZkZli1bBhMTE/j6+mLTpk1o37495s+fD7FYjKysrMK1OoiISPM4/q34zpw5g65du8LOzg6bNm1Cv379irweEBCAjz/+GImJiTh27Bi6d+/+1u3xmKGypFQqUbNmTbRv3x47duxAfn4+fvnlF/z111/IzMzEhAkT4O7ujoSEBFhaWhZOh0pERBXXkiVLEBwcjBMnTsDExAQFBQVQqVTw8vLC+++/j5SUFHh6eqJLly6QSCR49OgRTp48ydkhSKNKOgZW6/7Sx48fo1OnTm8sdACAnZ0dOnXqhEePHqmzKyIi0gC5XA4XFxccOnQI0dHRcHd3h4mJCQDAx8cHTZs2xZEjRyCXywGAhQ4iIiI1de7cGZ9++ikSExPh5eWFypUro0OHDujQoQOqVKkCLy8vJCQkYOLEicUWOojK2tq1axEXF4f69esDAIYOHYo9e/YgJiYGUVFR8Pb2xooVK2BjYwMDAwOB0xIRkTZMmzYNiYmJhetxGBgYQCaTITw8HFZWVli9ejV69OgBqVQKkUgES0tLTJs2DbNnzxY4OekjtaaxUigUJRrgGBgYvLJ4ORERlb3Q0FDcv38fBgYGqF27NlxdXbFs2TK0adMGT548Qdu2bTFw4MDChcY6duyIu3fvQi6X80o9IiIiDVm9ejVq1aqFhQsXIiEhAQkJCYWv2dnZYc6cOZg6daqACYleGDhwIKKiohAUFIRffvkFlSpVwv79+1GtWjVIJBJ88803mDt3Lnr06IFGjRoJHZeIiLTA2NgYwcHBaN++PfLz89G4cWNcvnwZcrkc3bp1K9JWpVLBwcEBV65cgbu7O5ycnDBp0iSBkpM+Umsaq4YNGyIxMRFhYWEwNjZ+bZucnBy4urrCzs4O9+7de+v2eEs2EZHmXLp0CR999BFMTEyQlpYGd3d3LF++HFWqVMHDhw/Rv39/pKenY8mSJejVqxcMDAwwdOhQWFlZYd++fcVuX6lUcgFKIiI1cfyrXxQKBW7cuIGIiAgAgLOzM5o3bw6JRFLibfCYobKWmZmJH374AefOncPMmTPRo0cPqFSqwotjKleujPnz52PixIkCJyUiIm26e/cu1qxZgzNnzsDBwQHe3t4YO3YszMzMirR7+Tfj2LFj6N27N44fP/5KUYSotEo6Blbrzo6+ffti6dKl8PHxKbzq498SEhIwYcIEJCQkYNy4cersioiISuHBgwfo27cvvvjiC0yaNAmHDx/G3LlzkZeXBwCoW7cuzp07By8vLyxZsgTTpk1DnTp1kJubi6CgoGK3L5fLkZOTA3Nz87L+VoiIiCoMiUSCli1bomXLlkJHISp0/fp12NnZwcXFBQBgZmaGuXPnom3btmjatCkAQCQSQaVS4fnz53B2dkblypWFC0xERIJo1KgR1q9fj4yMDJibm0MkEkEsFhdeCPnyvy+L4+7u7ujXrx969OiBJ0+eoEaNGgJ/B6QP1LqzIyUlBc2aNUNUVBRMTEzg4eEBV1dXAC+mTjl+/DhycnJQvXp13Lx5E1ZWVm/dHq9SIiLSjIULF+LWrVvw8/MrfK579+4YNmwYpFIpXFxc0L59e8jlcly6dAlhYWGwtbWFh4dHsdMTKpVKPH/+HMeOHcPYsWPL+lshIqrQOP7VT48fP8bz58/RoUOHUr+Xxwxp0oEDBzBkyBD4+Phg/vz5cHNze2v75cuX45dffsHFixfh4OCgpZRERFQeqVQqKJXKV+5QDQwMxOXLl7F582ZUqVIFYrEY69evR9u2bQVKShWBVu7ssLa2xtmzZzFs2DBcvXoVhw4dKqzevayhtGrVCnv27Cm20EFERJojl8sRGhqKqKgoODk5YcaMGTh79ixyc3NRUFCAkJAQrFu3Dt7e3ujYsSM6duxY4u2mpaVh5cqVWLZsWRl/F0RERBXTkiVLsHPnTigUCqGjkB57+vQpFi5ciBEjRiAwMBCxsbFYuXIlGjZs+ErbK1eu4PTp01i6dCkCAgJY6CAi0nMvp6p6Wei4fPkybt26hfXr1yMnJwdisRhfffUVWrZsWeLPG4g0Qa1iBwC4urriypUruHTpEs6dO4eYmBgAQNWqVeHu7s6qHRGRAHr06FE4P2adOnXg7++P48ePo1OnTnj+/Dlmz56NnTt3wsPDAyYmJiVae0OhUCA/Px+2traFhY5/z99MRERERLrj6dOnaNy4MRYvXoxFixahTZs2GDFiBNatW4cWLVoUuVI3Pj4ehw4dwvbt29G5c2cBUxMRUXkgEomQnZ2NlStX4saNGzh79izs7OzQqlUrjBo1Cg0aNECVKlUK23PNT9IWtYsdL7Vt25aFDSKicqJNmzb4+eefcffuXdy9excjR45Ely5dAACOjo6oUqUKQkNDS1zoUKlUyMjIwKFDhwqnrmKhg4iIiEh3ubu7w9bWFo6OjgBerPnWvn17DB06FL/88gs6d+4MAwMDPHnyBC1atMDp06dhbW0tcGoiIiovTExMEB0djcjISOzYsQOurq5F7g7892cGLHSQtvBIIyKqoFq2bImxY8eiatWqyMjIgFKpLHwtPj4e1atXL9H0GXK5HBkZGZg6dSp69+5d+DwLHURERES6y8jICC1atAAA5Ofnw9TUFDdv3kT9+vUxbNgw+Pv74+rVq/Dw8EBQUBALHURE9Ip169bh2rVr6NOnT2Gh4+VnD/zMgISgsTs7iIiofGrXrh2WL1+OtWvXws7ODn/88QeOHj2Ka9euFbsYuUqlgkqlwm+//YbVq1fD0tJSS6mJiIiISFtkMhnkcjmkUimCg4Px8ccfY+TIkZBKpWjfvj3Gjx8vdEQiIirH/j1NFe/iICGVqtghkUggEolw//591K5du8gcnsURiUSQy+WlDkhEROr54IMPsGHDBnz55ZcwMDCAk5MTLl26BGdn52LfKxKJYGBgAC8vLy0kJSIi0g/t2rUTOgLRK6RSKRQKBSQSCTZu3Ag/Pz+0bNkSwcHBQkcjIqJyjgUOKi9KVex4eYXvvx+X5r1ERKQd/11Pw8vLC+3bt4dCoYCJiQksLCw0vg8iIiIqmbFjxxaugUVUnkgkEuTm5mLYsGEQiUQIDAwUOhIRERFRiZWq7KZUKqFUKlG7du0ij0v6RUREZS/n3t8AXi0yV6pUCVWqVNFYoUOVm4ucx4/V3hYREZE+S0tL44VhpHX/vZDx30QiETp06IC//voLUilnviYionfHMQ5pG+8xIiKqQOJXrkK4tzfSy3q6AaUSIb08ET7QG7kseBAREb3RvXv3sHr1ajz+z9/Ls2fPwtXVFTY2NrC3t8f27duFCUh6R66UY0jQEGTkZ7z2QyhDQ0NMmzYNDg4OAqQjIqKK4uXfmIOPD2Lrva0CpyF9oVaxY+fOnbh8+XKx7a5cuYKdO3eqsysiIipGwvr1SNqwAVJ7e5h37lymU0yJJBI4fvcdoFAg3HsQ8sLCymxfREREumz16tX4/PPPYWxsXPhcUlIS+vfvj4iICKhUKiQlJWHcuHG4deuWgElJHyiVSgwLGoYHyQ+w+8HuN44XOVUpERGpSyQSoUBZgFU3V+GnGz/hRNgJoSORHlCr2DFq1Chs3ry52HZbtmzB6NGj1dkVERG9RdKWLUhctRoSW1vUOBYM8b8+UCkrpm0+QLX166AqKEBY/wHIj4go830SERHpmkuXLqFBgwZwcnIqfG7Xrl3IyMjAhAkTkJqaip07d0KpVGLNmjUCJiV9MPXsVDxMeYieLj0xuelkoeMQEVEFJ5PI4N/XH0YSI8y4MAN34u8IHYkqOK1MY8X52YiIyk7yrl2IX74CEmtruJ04DrGpqdb2bd6xI6quXgVVfj5C+w9Afmys1vZNRESkC+Li4uDs7FzkuVOnTkEikWDRokWwsLDAhx9+iGbNmuGPP/4QKCXpg6V/LsW56HNoYtcEyzouEzoOERHpCTsTO/j28oVIJMLoE6MRlREldCSqwLRS7IiPj4eJiYk2dkVEpFdSfv0Vcd8thtjCAm7HgiE1M9N6Botu3eD4wwqocnMR5tkbBXHxWs9ARERUXqWnp8PS0rLIc3/++SeaNm0KW1vbwudq1aqFmJgYbccjPbH7/m74PvRFVbOq2NmTU0wTEZF21bapjTWd10CulGPwkcHIzM8UOhJVUNLSvuHChQtFHj9//vyV516Sy+X4+++/cfLkSTRq1OjdEhIR0Wul+vvj+bxvITYzQ41jwZBaWQmWxbJXL6jyCxA7cyZCPT1R48RxSP/1AQ4REZG+srCwKFLEePDgAZKTk+Hj4/NKW66TQGXhTMQZfH/te1jILODXxw9isVaueSQiIiqifbX2mNN6DhZdWYQBAQNwbOAxSMWl/mia6K1KfUS5u7sXGYSfOHECJ068fYEZlUqFSZMmlT4dERG9VlpwMGJnzYbYxARuR4+Wi8KCVf9+UOXl4vm8bxHSsxdqnDwhaAGGiIioPGjatCkuXryIp0+fombNmtiyZQtEIhE6duxYpF1YWBgcHBwESkkV1d+Jf+N/5/8HmUSGg30OwkTGGReIiEg4Q+oMQUxGDLb9vQ0fBn+Ifb33CR2JKphSFzs6dOhQWOw4f/487O3tUbdu3de2lclkqFatGgYOHIhevXqpl5SIiAAA6adO4dkXX0JkbAzXo0EwqGwvdKRC1kOGQJWfj7jvFiO0Zy+4nTopyNRaRERE5cWECRNw5swZvP/++3Bzc8Nff/0Fe3t7eHp6FrbJyMjA7du30adPHwGTUkXzPPM5RhwfAQDY6bETDmYsphERkfA+b/45ojKi8Fvkb5h2dhpWdlopdCSqQEpd7Dh37lzh/4vFYvTs2RNbt27VZCYiInqDjPPnETNlKkQyGdwO+0NWDq8AtfnoI6jy8xG/fAVCe3ig5skTWl00nYiIqDwZNGgQHjx4gO+//x537tyBi4sLdu7cCUNDw8I2+/fvR0FBwSt3exC9q+z8bAw8MhD5inyscl+FBnYNhI5ERERU6KdOP2FY0DCcjjyNFddW4MsWXwodiSoIkUqlUr3rm8+fP48qVaqgTp06GgnzcvG+tLQ0WFhYaGSbREQVRdblPxA5bhxEUilcAw7D0NVV6EhvlbB+PRJXrYbU3h41Tp6A2MhI6EhEROUOx7/6Iz8/H+np6bCzs3vltcjISKSkpKBGjRowK+aOSB4zVBylUole/r0QkxmDr1p8hQ/rfyh0JCIiolfIlXL08uuF2KxYzGk1B0PrDhU6EpVjJR0Dq7UyWceOHTVW6CAiojfLun4DkePGARIJXA4eKPeFDgCoNGkSbCdOhDw+HiE9e0GZny90JCIiIq2LjIxEcnIyZDLZawsdAODs7AxnZ2ckJydrOR1VRCOPj0RMZgx86vqw0EFEROWWVCyFX18/mMvM8d2f3+F89HmhI1EFoFax47/S0tIQFRWFyMjI134REVHpZd+5g8iRIwGxGC779sKodm2hI5WY/bSpsBkzGvLYWIR69oZSLhc6EhERkVa5urpi+vTpxbabMWMG3NzctJCIKrIZ52fgdsJtdKzWETNbzRQ6DhER0VuZycxwoM8ByMQyTD0zFY+SHwkdiXSc2sWOlJQUfPbZZ6hSpQpsbGzg4uICV1fXV744cCciKr2cv+8jwufFFXnVd++CcQPdm2+58owZsPLxQUFUFML69GXBg4iI9IpKpUJJZw5WY4ZhIqy6sQrHwo+hjnUdrO60Wug4REREJVLVrCq2eWyDCir4BPsgPjte6Eikw9QqdqSlpaF169ZYt24dkpOTYWxsDJVKhSpVqgD4/8G6s7MznJyc1E9LRKRHch8/RvjQoYBSCeft22DStKnQkd6Zw9yvYTloEPLDwhA+wAtKpVLoSEREROVKRkYGZDKZ0DFIRx16fAib722GvYk99vTaA7FYo5M4EBERlanGlRpjRccVyFPkYWDgQGTLs4WORDpKrRHQ8uXL8eTJE4wYMQJpaWnw9vaGSCRCTEwMMjIysH79elhZWaFjx44ICwvTVGYiogovLywM4d6DAIUCzps3wbRFC6Ejqc1x4QJY9OuHvCdPEDFoMAseREREeLGY9N27d3HmzBk4OzsLHYd00OVnlzH/j/kwNTDFoT6HIJOyaEZERLqnW/Vu+OL9L5CalwrvQG9+ZkDvRK1iR2BgIOzs7LB+/XoYGxtDJBIVvmZiYoIJEybg6NGj2L17NzZu3Kh2WCIifZAfGYmw/gOgKihAtXVrYdqmjdCRNKbq90th7uGB3L//RuRwHw5eiIioQpJIJIVfALBjx44iz/37y8DAAE2bNkVSUhK8vLwETk665mnKU0z+bTKkYikO9D4AKyMroSMRERG9s1ENR2FonaGIyojCmJNjhI5DOkitYkdoaCjef/99GBkZAUBhsUOhUBS2ad26NT744ANs2bJFnV0REemF/NhYhPbrD1V+PqquWgVzd3ehI2lctZU/waxzZ+Tcvo2oUaOFjkNERKRxL9fpUKlUEIlERR7/90sqlcLFxQVffPEF5s+fL3R00iFJOUkYfnQ4lColNnXfBCcLTh1NRES6b07rOWjr2BY34m5g1sVZQschHaP2RJ7W1taF/29iYgLgxaLl/+bs7IyHDx+quysiogqtIC4eYZ69ocrJgePyZbDo3k3oSGXGad1amLZrh+yrVxE5dpzQcYiIiDRKqVQWfqlUKowaNarIc//+ysvLQ0hICJYtW8Y1O6jEcuW58Ar0Qo4iB0vbL8X7ld8XOhIREZHGrOuyDjWtaiIoNAjrbq8TOg7pELWKHY6OjoiJiSl8/HKO2b/++qtIu9DQUEilUnV2RURUocmTkhDq6QlldjYcliyGZe/eQkcqc86bN8GkZUtkXbqEqEmThY5DRERUJubNm4d+/foJHYMqEKVSicFBg5Gcm4zPmn2GXm69hI5ERESkUWKxGL96/go7Yzusv7MegU8DhY5EOkKtYkejRo3w6NGjwsft27eHSqXCvHnzkJGRAQDYvXs3/vzzT9SvX1+9pEREFZQ8NRUhvXpBmZmJyt9+C6sBA4SOpDVO27fBuGlTZJ49i+ip04SOQ0REpHEsdpCmTfhtAsLSwjCg5gB83PhjoeMQERGVCZlUBr++fjCRmuDrS1/jauxVoSORDlCr2OHh4YH4+HicPXsWAPDBBx+gbdu2uHTpEmxsbGBra4uRI0dCJBJhxowZGglMRFSRyDMzEdqzF5Rp6ag8ZzZshg4ROpJWicViOO/xhVGDBsg4cQIx0/m3goiIKpb79+9jwYIFuHXr1hvb3Lx5EwsWLODUv1SseZfm4UrsFbSs0hIL2i4QOg4REVGZsjayxr7e+yARS14U+1PDhI5E5ZxaxY5hw4bh4sWLqF27duFzfn5+6P3P9CspKSmwsrLCjz/+iD59+qiXlIioglFmZSHUoycUKSmw/+IL2Hz0kdCRBCEWi1H9wH4Y1q6N9CNH8OzruUJHIiIi0pi1a9diwYIFsLOze2MbOzs7zJ8/Hxs2bNBiMtI1m//aDL+nfnCxcMGmbpuEjkNERKQVrpau+KXbL1AoFRh6dChSclOKfxPpLZFKpVKVxYazs7ORlpaGypUrQywuWU0lPT0dlpaWSEtLg4WFRVnEIiIqF5S5uQjp3gPy+HjYffYZKn3CNSuUcjnC+vRFflgYrHx84DD3a6EjERGVOY5/K74GDRrA0NAQN2/efGu79957DwUFBbh79+5b2/GY0U/BocH46uJXsDa0xknvkzCSGgkdiYiISKsCnwZizqU5sDOyw4mBJyCTyoSORFpU0jGwWnd2vI2JiQkcHBxKXOggItIXyvx8hPTyhDw+HrYTJ7DQ8Q+xVArXI4EwcHJCqq8v4r5fJnQkIiIitUVHR8PNza3Ydm5uboiJidFCItI1t+JuYebFmTCSGMGvrx8LHUREpJf61uyLSU0mITE3EYOPDoZSqRQ6EpVDrEQQEWmRUi5HaO8+kD97BptRo2A/bZrQkcoVsVQKt6NBkDo6InnbNsSvXCl0JCIiIrXI5fISXQAmFouRm5urhUSkS6LSozD25FiIRWL4evrCzuTN06ERERFVdJObTkYftz4ISQ3B5NO8cJReJS1N4507dwIABgwYAHNz88LHJTVixIhStSciqkiUSiXC+vZDQWQkrIYPR+WZXwkdqVwSy2SoEXwUId17IGnDLxAZGqLSpElCxyIiInonTk5OuHbtWrHtrl27BkdHRy0kIl2Rnp+OQUGDIFfKsb7retS2rl38m4iIiCq4xe0X41nWM1x6dgkLryzE3NZc95P+X6mKHaNGjYJIJELr1q1hbm5e+LikWOwgIn2lVCoR3n8A8kNDYentDYdv+Mf4bcRGRqhx/Biedu+BxFWrIZbJYDt2rNCxiIiISq1z58745ZdfsG7dOkye/PorENevX4+IiAiMGzdOy+movJIr5RgQMABZBVmY13oe2lZtK3QkIiKicmNr963oc7gP9j/aj2pm1TC64WihI1E5Uapix4gRIyASiWBpaVnkMRERvZlSqUTEoMHIe/wYFn36wHHRQqEj6QSxiQncjh9DaLfuiF++AiKZDDYffSR0LCIiolL53//+h23btmHKlCl48uQJxo8fjzp16gAAHj16hE2bNuHnn3+GTCbD559/LnBaKi+GHR2G+Ox4jGs4Dt51vIWOQ0REVK6IxWIc6HsAPQ72wI83foSjqSN6uPYQOhaVAyKVSqUSOsRLJV1VnYhIVyiVSkQO90HO7dsw9/BAtZU/CR1J58hTUxHSwwPKtDRUmf8trIcMEToSEZHGcPyrH/bs2YPRo0dDLpe/8ppKpYJUKsWWLVvwUQmK+jxmKr7PTn+Gc9Hn0MOlB1Z0XCF0HCIionIrPjsevfx6oUBZgF09d6FxpcZCR6IyUtIxMBcoJyIqQ1GjRiPn9m2YderEQsc7klpZocaxYIjNzPB83rdI9fcXOhIREVGpDB8+HH/88Qf69u0LExMTqFQqqFQqGBsbo1+/frh8+XKJCh1U8S29uhTnos+hsV1jFjqIiIiKYW9iD99evhBBhNHHRyM6M1roSCQwtYodnTt3xrJly4ptt2LFCnTu3FmdXRER6ZzIceORffUqTNu0gdP6dULH0WlSGxu4HT0KsYkJYmfNRtrRo0JHIiIiKpX33nsP/v7+SEtLQ1xcHOLi4pCeng5/f380b95c6HhUDvje94XvA184mjliR88dQschIiLSCXVs6mB159UoUBZgUOAgZOZnCh2JBKRWsePcuXN4+PBhse0ePXqE8+fPq7MrIiKdEjX5E2T9/juMmzeH89YtQsepEAwq28P1aBBExsZ49uV0pJ88JXQkIiKiUhOLxahUqRIqVaoEsZg32tMLZyPPYum1pbCQWcC/jz+k4lItr0lERKTXOlTrgDmt5yCzIBNeAV6QK1+dOpT0g1ZG1wUFBRzIE5HeiJ72P2SeOQOjJk3gvJNX5WmSzMEBboEBEMlkiJk6FRkspBMREZGOu590H9POTYNMIsPBPgdhIjMROhIREZHOGVJnCEY2GInY7Fh8FMzpQfWVVi4XuXv3LmxtbbWxKyIiQcXMmIGM48dhWL8+qu/dw0JvGZA5OcH1sD/C+vVH9KTJcNq0EWZt2wodi4iI6K1iY2MREBCAR48eIT09HSqV6pU2IpEIW7bwjlB9EpcVhxHHRgAAdnjsgIOZg8CJiIiIdNeXzb9ETEYMfov8Df87+z/81Ilrp+qbUhc7xowZU+Tx77///spzL8nlcty/fx+3b99G37593y0hEZGOePb1XKQHHoFhrVpwOXiAhY4yZOjqCpeDBxA20BtR4z+G847tMG3RQuhYREREr7VmzRpMnz4dBQUFhc+9LHaIRKLCxyx26Jfs/GwMDByIPEUefnL/CQ3tGgodiYiISOf91OknDA0ait8if8MP13/AF82/EDoSaZFI9bpLit7i3x/eiUSi116R9F+Ojo44efIk6tev/9Z26enpsLS0RFpaGiwsLEoTi4hIUM8XLULKbl/IXF3heiQQYinnWdaGnL/vI3zIEEClQvXdu2DSrJnQkYiISoXj34rv9OnT6NatGywsLPDJJ5/g/Pnz+OOPP7BhwwY8fvwYfn5+CA8Px9SpU9GkSROMHDnyrdvjMVMxKJVKePp7IjozGjNazMBH9TndBhERkabIlXL0OtQLsdmxmNNqDobWHSp0JFJTScfApS527NjxYv55lUqFMWPGoF27dhg7duxr28pkMlSrVg2tW7eGgYGBxkITEZUncd8vQ/K2bTBwcoLbsWAWOrQs+84dRAz3AUQiuPz6K4wbvL2wTkRUnnD8W/H17dsXR48exeXLl9GqVSuMHj0aO3fuhEKhAADk5eVh0qRJ8PPzw82bN+Hm5vbW7fGYqRg+Cv4ItxNuY3jd4ZjVapbQcYiIiCqczPxMdDvYDVkFWfi5y8/oUK2D0JFIDWVW7Pg3FxcXDB48GMuWLXvXTRTBgTsR6Zr4lauQtGEDpA4OqHHiOMQymdCR9FLWtWuIHDkKkEjgeuggjGrXFjoSEVGJcPxb8VWpUgVOTk64du0aALxS7ABeFDyqV68ODw8PbN++/a3b4zGj+7668BWCw4LRoWoHrO26Vug4REREFVZMZgz6+veFQqXAr71/RR2bOkJHondU0jGwWhPKh4eHa6zQQUSkaxLWr39R6LC3R42jQSx0CMi0RQs4b94MKBQI9x6EvLAwoSMREREBAFJSUlCjRo3Cxy/veM/JySl8ztDQEO3bt8fp06e1no+0a83NNQgOC0Yd6zpY03mN0HGIiIgqtKpmVbHNYxtUKhV8gn0Qnx0vdCQqYxpdPff58+e4fv06rl+/jtjYWE1umoioXEnasgWJq1ZDYmuLGseCITYxETqS3jNt8wGqrV8HVUEBwvoPQH5EhNCRiIiIYGNjg6ysrMLH1tbWAIDIyMgi7RQKBZKSkrSajbTL74kfNt7diErGlbCn154i62ESERFR2WhcqTGWdVyGPEUeBgYORLY8W+hIVIY0MrrasmUL6tati6pVq6JVq1Zo1aoVqlWrhnr16mHr1q2a2AURUbmRvNsX8ctXQGJtDbcTxyE2NRU6Ev3DvGNHVF29Cqr8fIT2H4B8Ft6JiEhgzs7OiIqKKnzcsGFDqFQqBAUFFT6XmZmJixcvolq1akJEJC3449kf+PbytzA1MIVfXz/IpLwjmIiISFt6uPTA5+9/jtS8VAwKHASlUil0JCojahc7xo8fj48//hiPHz+GSqWCtbU1rK2toVKp8OjRI4wfPx7jx4/XRFYiIsGl/Por4hYtgtjCAm7HgiE1MxM6Ev2HRbducFyxHKqcHIR59kZBHG9TJSIi4XTs2BF///034uLiAACenp4wNTXF7NmzMX36dKxZswbu7u5ITk5Gjx49BE5LZeFpylNM/m0yJGIJfvX8FVZGVkJHIiIi0jujG47G4DqDEZkRiTEnxwgdh8qIWsWOAwcOYMuWLbCyssKKFSuQkpKCxMREJCYmIjU1FT/88AOsra2xdetWHDx4UFOZiYgEkep/GM/nfQuxmRlqHAuG1MpK6Ej0BpaennBYsgTK7GyEenpCzmlBiIhIIIMGDYK7uztu374N4MW0Vj/++CPkcjl+/PFHTJs2DTdv3kT16tUxf/58YcOSxiXlJGH40eFQqBTY3G0zqltWFzoSERGR3prbei7aOLbBjbgbmH1xttBxqAyIVCqV6l3f3LVrV1y4cAFXrlzBe++999o2t27dQqtWrdCxY0ecOnXqrdsr6arqRETalhYcjGeffwGxiQncjh2DQWV7oSNRCaT8+uuLApWFBWqcPMECFRGVOxz/6q+bN2/iwIEDSE5ORr169TB69GhYWloW+z4eM7ojV56LHod6IDk3GUvaL0Fvt95CRyIiItJ7SqUSXke8EJIagklNJmFy08lCR6ISKOkYWK1ih62tLd57771iixjdunXDzZs3i11wjwN3IiqP0k+dQsyUqRAZGsIt+Chkjo5CR6JSSN61C3HfLX6xxsqpk5x6jIjKFY5/qbR4zOgGpVKJAYEDEJoWik+bfooJTSYIHYmIiIj+kS/PRw+/HkjMScR3bb9D35p9hY5ExSjpGFitaayysgrqEVkAAQAASURBVLJgb1/81c329vbIyspSZ1dERILIOH/+RaFDJoNbwGEWOnSQzUcfwX76l1CkpCC0hweU/HtERERa5ObmBg8PD6FjkJZN/G0iQtNC0b9GfxY6iIiIyhmZVAa/vn4wkZrg60tf42rsVaEjkYaoVeyoUqUKbt26VWy7W7duoXLlyursiohI67Iu/4HoSZMhMjCAq78fZNU5x7Kush07FnZTp0CRlISQnr2gzM0VOhIREemJuLg42NjYCB2DtOjby9/ij9g/0KJKCyxst1DoOERERPQa1kbW2Nd7HyRiCSb8NgFhaWFCRyINUKvY0alTJzx69AhLly59Y5slS5bg0aNH6NKlizq7IiLSqqzrNxA5bhwgkcDl4AEYurkJHYnUVGnSJNhOnAh5fPyLgkd+vtCRiIhID1SvXh3p6elCxyAt2Xx3Mw49OQQXCxds7rZZ6DhERET0Fq6Wrvilyy9QKBUYGjQUKbkpQkciNam1ZsejR4/QrFkz5OXloXnz5hgxYgRcXV0BAKGhodixYwdu3rwJIyMj3Lx5E3Xq1Hnr9jj/LBGVB9l37iBiuA8gEsFl314YN2wodCTSoLjvlyF52zYYODnB7VgwxFKp0JGISI9x/FvxffPNN1i5ciVCQkJQqVIltbfHY6b8OhZ2DDMuzIC1oTVOep+EkdRI6EhERERUAgFPA/D1pa9hZ2yHE14nIJPKhI5E/6GVBcoB4OjRo/Dx8UF6ejpEIlGR11QqFSwsLODr6wtPT0+NhSYiKis5f99H+JAhgEqF6rt3waRZM6EjURmIXbgIqb6+kLm6wvVIIAseRCQYjn8rvpycHLi7uyM/Px9r165FmzZt1Noej5ny6VbcLYw6PgoyiQzHvI7BzsRO6EhERERUCutur8P6O+tR06omDvU5BLFYrQmRSMO0VuwAgPj4eGzcuBHnz59HTEwMAKBq1apwd3fH+PHjS7SIeWlCExGVhdzHjxE20BtQKOC8YztMW7QQOhKVoWdfz0XawYMwrFULLgGHOZAhIkFw/Fvxde7cGbm5ubhy5QpEIhHs7e3h4uICY2PjV9qKRCKcPn36rdvjMVP+RKVHoV9APyhVSuzvsx+1rWsLHYmIiIjewayLsxAUGoR2Vdthfdf1Qsehf9FqsUNTOHAnIqHkhYUhrF9/qORyOG3aCLO2bYWORFoQM2MG0gOPwKhBA1Q/sJ8FDyLSOo5/K77S/G0RiURQKBRvbcNjpnxJz09Hj4M9kFWQhfVd16NtVY4hiYiIdNnI/2PvvqOjqNo4jn93E5KQAKEldAglFOkd6QjSi0BAQAVEUcGGCooiTWyvoIIFUEFAunSkCUoXCL1Kh5DQAgHSE5Ls7vvHykpMgJDCZpPf55wckpk7M88uc3fvnWfm3rX92H9tP09XeJoPG3xo73DkHyltA2vcDhHJ9uKCgjj/VFcs8fEUnzxZiY5spNgXX2CJiydi3ToC+zxDyXlzlfAQEZF0tWnTJnuHIBkkwZxAtxXdiIyPZFSDUUp0iIiIZAEz2syg4/KOLDy5kOK5itO/Sn97hyQPQckOEcnW4q5c4VznLlji4ig2cSK5WzS3d0jyiBWf+DVBg24TuWkTQf2fp9Qvs+wdkoiIZCHNmjWzdwiSQfqs7kNwdDADqgygR4Ue9g5HRERE0oHRaGRx58W0WdyGL/d9SdFcRWnt09reYUkKpSnZUaZMmRSVc3FxoWDBgtStW5e+fftSUxP+ikgmEB98jfMdO2GJiaHohPHkaaMvr+yqxJTJBL44kKjt2wl84UVKTp9m75BERCSL2Lp1K4ULF6Z8+fvP43D69GmuXLlC06ZNH1FkkhZv/PkGx28ep3Wp1rxV+y17hyMiIiLpyN3ZnSWdl9B+aXuGbR1GYY/CVPOqZu+wJAXSNGfHnaE+DAYD99rNf9cZjUbGjBnDhx8mHfNM48+KyKOScOMGZ9u0xRwZSZFPPyFvt272DkkygYDn+hKzZw+5nniCEpO/t3c4IpINqP2b9RmNRp5//nmmT59+33IDBw7k559/1pwdDuB/u//HnONzqFqwKvM6zLN3OCIiIpJBTtw4Qa/VvXAyOLGy60qK5Spm75CyrZS2gdM0MPn58+d59913MRgM+Pn5sWzZMg4cOMDBgwdZvnw5PXr0wGg0MnToULZu3cqYMWNwcXFh9OjRbNiwIS2HFhFJtYTQUM62b485MpJCY8Yo0SE2JWfNxK1GDSI3buTiEN2lKSIi6SMN95dJJjPv+DzmHJ9D0VxF+aXdL/YOR0RERDJQxQIVmdRiEnHmOHqs7EFkXKS9Q5IHSFOy49ixY4wfP56FCxfy66+/0qVLF6pXr061atXo3LkzCxcuZOHChXz55ZeEhoYyatQoFixYgMViYfLkyen1GkREUiwhMpJz7dpjDgvH+4P3yd/raXuHJJmI0Wik1Ly5uFWuTMS6dVwa9q69QxIRkWzi1q1buLm52TsMuY/NgZv5bPdn5HHJw7JOy3A2agpMERGRrK5ZiWaMqD+CiPgIuq3sRoI5wd4hyX2kaRir5s2bExsby65du+5brkGDBri6urJlyxYAKlWqRHh4OJcuXUpUTo9ki0hGMkdFcaZNW0whIXi/8w4FBr5o75AkkzKbzQQ81ZXbp07h6edH0Y/H2TskEcmi1P7NmgIDA22/+/j44Ofnx4QJE5Itm5CQwLFjx3jmmWfw8fHh8OHD9923zhn7+PvG3/RZ3QcnoxOrnlpFkVxF7B2SiIiIPEIT9k5g1rFZVClQhfkd59s7nGwnpW3gNN2KcvDgQTp27PjAcuXKlWPVqlW2vytUqMC6devScmgRkYdijo3lbLv2mEJCKPj660p0yH0ZjUZ8li7hfKfOhC1ejMHVlSIjk841JSIikhwfHx8MBoPt7yVLlrBkyZL7bmOxWHj22WczOjRJheCoYPqu7YsFCzPbzFSiQ0REJBsaWmcoFyMu8mfgn7y16S2+bvG1vUOSZKQp2WE2mzl37twDy507dw6z2Wz7O0eOHHpEW0QeGXNcHGfbdyDh2jUKvPIyXq8OtndI4gCMzs6U/m0l59q1J3TuXIwuLhR6T8NaiYjIg5UsWdKW7AgMDMTd3Z2CBQsmW9bFxYXixYvTvXt3Bg0a9CjDlBSIjoum+8ru3Dbd5uvmX1PVq6q9QxIRERE7mdhiIk//9jR/BP7BV3u/4u06b9s7JPmPNCU7qlevzo4dO1i5ciWdO3dOtszKlSvZtWsXjRs3ti0LCgrCy8srLYcWEUkRc0IC5zp2IuHyZfL374/3kCH2DkkciNHZmTKrV3G2bTtuzpiBwdVF55CIiDxQQECA7Xej0UiPHj34+eef7ReQpIrZbKb7b90Jiwvj3brv0qpUK3uHJCIiInY2t8Nc2i1px4xjMyieuzg9K/S0d0hylzRNUD506FAsFgt+fn4899xzrF27luPHj3PixAnWrVtH37598fPzw2Aw8M477wAQGhrKgQMHaNCgQbq8ABGRezGbzZzv3IX4wEDy9ulDoeHv2TskcUBGFxfKrlmNs7c3N6b+wPUpU+wdkoiIOJAZM2bwwgsv2DsMSYX+v/fnYuRFelfozXOPPWfvcERERCQTcDY6s7TLUnLlyMXHuz5m28Vt9g5J7pKmCcoBvvjiC0aMGJFomKo7LBYLRqORjz/+mOHDhwNw5swZ5s6dS9u2balfv36i8ppsT0TSS6IJprt3p+gnH9s7JHFw5qgozrRug+nGDbyHDaWALlyJSDpQ+1cels6ZR+O9re+x5vwamhZryvetvrd3OCIiIpLJBEUE8dTypzBZTPza8VfK5y9v75CytJS2gdOc7ADrROXffvstW7du5eLFiwAUK1aMpk2b8tprr1GrVq10DVpE5H7MZjMXevQk9tgx8nTqRLHxX9g7JMkiEiIjOfdka0y3blFoxAfkf053eYpI2qj9m72YTCZu3LhBbGzsPcuULFnyvvvQOZPxvjvwHT8c/oHy+cqzqOMijMY0DYggIiIiWdSha4fou7YvLk4urOm2Bi93TduQUR5psiO9qOEuImllNpsJfOZZYg4cIHebNhSfNNHeIUkWkxAaytk2bTCHhVN47BjyPf20vUMSEQem9m/2sGfPHkaNGsWWLVu4ffv2PcsZDAYSEhLuuy+dMxlr2elljNoxCq+cXqzrtg4XZxd7hyQiIiKZ2O/nf2fo1qHkdc3L736/4+7sbu+QsqSUtoHTNEG5iEhmE/T888QcOECu5s2V6JAM4Zw3L2XXrOFsm7ZcHT0Gg4sLebt2tXdYIiKSSe3atYsnnnjC9jRHvnz5lKTIpHZd3sXoHaPxcPZgaeelSnSIiIjIA7Up3YZLUZf4et/X9FjZg9+e+k1PhdpRuiQ7LBYLa9euZceOHVy/fp369eszYMAAAK5fv86tW7coW7YsTk5O6XE4EZFkBb44kGj/3bg3bEiJqZpEWjKOc4EClFm9mnPt2nHl/Q8wuLjg2aGDvcMSEZFMaPTo0cTGxjJgwAA++eQTChUqZO+QJBlnQ88y6I9BOBmdWNhxIXnd8to7JBEREXEQA6oM4GLERRadWsQL619gRtsZ9g4p20pzmunQoUNUqlSJTp068emnnzJt2jS2b99uW79hwwYqVarEmjVr0nooEZF7Chr8KlHbt5OzTh1K/Tzd3uFINpCjkDelV6/CkDMnl4cOI3z9BnuHJCIimZC/vz8VKlTgp59+UqIjk7oZe5Peq3tjspj46cmfKOVZyt4hiYiIiIMZ9fgoGhZtyN7gvYzYPsLe4WRbaUp2XLx4kVatWnHq1CnatWvHF198wX+nAHnqqafIkSMHK1asSFOgIiL3cnHIW0Ru3Ihb9eqU/GWWvcORbMSlSBHKLF+GwcWFS2++ScSWLfYOSUREMpmEhARq1KiBwWCwdyiSjNiEWLqt6EZMQgyfNP6EOoXr2DskERERcVBTWk6hrGdZVp5dyZSDGnHEHtKU7Pj000+5ceMGEydOZNWqVQwdOjRJGXd3d6pXr86ePXvScigRkWRdevddItatw/WxSpSaP0/jIsoj51KqFKWXL8OQIwcXBw0m8q+/7B2SiIhkIhUrViQkJMTeYUgyzGYzT696mhuxN3i1xqt0KtvJ3iGJiIiIAzMajfza8VcKuBVg8qHJrDyz0t4hZTtpuiq4bt06KlasyBtvvHHfcj4+Ply5ciUthxIRSeLyhyMJX/kbrr6++CxerESH2I1r6dL4LF4ETk4EDXyJKCX4RUTkHy+99BLbtm3j7Nmz9g5F/uOVP1/hXNg5nir7FK9Uf8Xe4YiIiEgW4OLswrIuy3B3dufDvz5k99Xd9g4pW0nTlcHLly9TtWrVB5YzGAyEh4en5VAiIolc/fhjwhYvxqV0aXyWLVWiQ+zOrXx5fBYsAKORwP7PE33ggL1DEhGRTOCll16id+/ePPnkk6xZswaTyWTvkAQYu2MsOy/vpG6huoxrPM7e4YiIiEgWks8tH/M7zMfJ4MTLG17mfNh5e4eUbaTp6qCHhwfXr19/YLnz58+TP3/+tBxKRMQm+H9fcGvOXHKUKEHp31ZidHa2d0giAOSs/Bil5s4B4MJzfYk59redIxIREXsrU6YMW7ZsISAggE6dOuHu7o6Pjw9lypRJ8lO2bFl7h5stTDsyjcWnF1MqTymmtZ5m73BEREQkCyqTtww/tPoBk9lEr1W9CI0NtXdI2UKakh1Vq1Zl37599x2D9sKFCxw6dIjatWun5VAiIgBcmziJmzNm4FykCGVWr1KiQzId9+rVKTlzBpjNBPTqReypU/YOSURE7CggIICAgAAALBYL8fHxBAYG2pb/90cy1trza5m0fxL5XPPxa6df9XSwiIiIZJh6ResxrtE4ohOi6bayG3EJcfYOKctLU8vu2WefJSIighdffJHo6Ogk6+Pi4hg8eDDx8fE8++yzaTmUiAjXp0zhxtSpOHt7U3b1KowuLvYOSSRZHnXrUnLaNDCZCPDrwe3zemRVRCS7On/+fIp/zp07Z+9ws7SDwQcZvnU4bk5uLO28FHdnd3uHJCIiIllcl3JdeKX6K1yPuU6v1b0wm832DilLM1gsFktqNzaZTLRq1YotW7ZQvHhx2rZty7Rp06hZsyaNGjVi5cqVBAYG0qpVK9avX//A/YWHh+Pp6UlYWBh58uRJbVgikgXdmD6da+Mn4FSgAOXW/47Rw8PeIYk8UMSWLVx8ZRAGFxfKrFyBS6lS9g5JRDIZtX/lYemcSZ2giCC6LO+C2WLm106/Uj5feXuHJCIiItnI8G3DWX1uNU2KNWFyq8n2DsfhpLQNnKYnO5ycnPjtt9/o3bs3ly5dYto063inBw4c4LvvviMwMJDu3buzdOnStBxGRLK5m3PmWhMdefNS5vd1SnSIw8jdrBnFvpmEJS6Oc091Je7KFXuHJCIiku2Ex4XT87eeJJgT+K7ld0p0iIiIyCP3eZPPqeldk22XtvHJrk/sHU6WlaYnO+524sQJ1qxZw7lz5zCbzZQoUYJ27dpRo0aNFO9DdymJyH/dWriQq6PHYMyTh7Lrf8c5b157hyTy0MJWreLy0GEY3d0ps3YtOQp52zskEckk1P7NXnbt2sWmTZu4dOkSAMWKFaNFixY0aNAgxfvQOfNwEswJtF3SluDoYEY1GEWPCj3sHZKIiIhkU2azmY7LOxIUEcTQ2kPpV6WfvUNyGCltA6fbzL4VK1akYsWK6bU7ERFCl6+wJjpy5aLs2jVKdIjD8uzYEUt8PFfe/4BzHTpQ9vd1OBcoYO+wRETkEQkMDOSZZ55hx44dgHWicgCDwQBAo0aNmDNnDiVLlrRbjFlFTEIMbk5utve2z+o+BEcHM6DyACU6RERExK6MRiOLOy+m9eLWTNg3gSK5itDapzUAt023cTY442R0snOUji1Nw1iJiKQXU3g417/5BlNoKABha9Zw5f33Mbi7U2b1al0YFoeXt2tXCo0ZgzkykrPt25Pwz7kevf8AN+fNs29wIiKSYUJDQ2nRogV//fUXrq6udO7cmbfffpu3336bLl264Orqyvbt22nZsiVhYWH2DtehxZvjabukLa/++SrR8dG8sfENjt88TutSrXmrzlv2Dk9EREQEd2d3lnZeiquTK8O2DuPw9cPsvbqXZgubMf3odHuH5/DS7cmOS5cucenSJWJjY+9ZpmnTpul1OBHJYsKWLSNk8hQiNvxBvgHPc/WDERhcXSnz20oN+SNZRv5eT0N8HMGffMq5du0pPO4jLr/9Dpa4OHK3akUOb53rIiJZzZdffsn58+dp3749P/74I0WLFk20/urVqwwcOJA1a9bw5Zdf8tFHH9kpUsd35PoRbsbeZPul7bRb2o6bsTepUrAKXzb/0t6hiYiIiNh4u3szp90ceq3uRd+1fbFYLJgxsz5gPS9Ve8ne4Tm0NM/ZsWLFCoYPH86pU6fufyCDgYSEhPuW0fizItlXQJ8+xOw/AEYjmM3g4kLZ31biUqqUvUMTSXc3fprGtS/vuvBiMFB49Cjy9eplv6BExC7U/s36qlSpwvXr1zl//jzu7u7JlomOjqZ06dJ4eXlx9OjR++5P58y9TT44mR8P/4jJYgLAyeDE0s5LKZO3jJ0jExEREUnMYrEwZscYlp5ZaltmwMC2XtvwdPW0Y2SZ0yOZs2Pt2rV0794ds9mMp6cnZcqUUYNbRB5awo0bxBw4aP3DbAbAuUABDG457ReUSAZyKe0DBgPcdb9B+O+/K9khIpIFnT9/ng4dOtwz0QHg7u5Os2bNWL169SOMLOv569JftkQHWC8iPLv2WWa0mUGF/BXsGJmIiIhIYl/v+zpRogPAggX/K/62eTzk4aUp2fHJJ59gNpsZM2YMw4cPx8XFJb3ieuSibicQcCOKuAQzLs5GfAp44OGabqN8iWQ7D1OnIjZuTHTRFyDhyhUuPPcsZdetw2DU9EKSdcQcPMjFN95MfM5bLETv8scUFoaT573v4NB3lUj6Up2SR8HJyYn4+PgHlktISMCoNk8SKa2nkXGRHAk5kmiZwWAgIi6CYzeOKdkhDk3fVyKqB5K1WCwWtl7cCoDRYMRsMdvW7bqy657JDtWDB0vTu3Hw4EFq1KjBqFGj0iueR+p0cARz/QPZdPIagTejuftSqwEomd+dFhW8eaZ+SXwL5bZXmCIOI7V1KnTxkn8L/jOMlcHVFY8GDZIkQUQcnVPevOSsWpWYQ4f+HbYNwGIh/M+N5OvWNVF5fVeJpC/VKXnUfH192bx5M6GhoeTNmzfZMjdv3mTTpk2UL1/+0QaXSaWmnv4Z+CeWu0rmdsmNn68f3ct3p1QeDYsqjkffVyKqB5J1GQwGFndezJaLW1hwYgH+V/xt7Zjfzv7GqMf/vdauevBw0jRnh6enJx06dGDevHnpEsyjGn826GY0Hyw7wrYzITgZDZjM934L7qxvUq4gn3atSon89378XCS7Skud8goN5nz79v+sdCJX06Z4du5ErubNMebUMFaSdcVfvkz42rWELV/B7dOnATDkzk0F/10YjEZ9V4mks8xapzT/Qtb3+eef88EHH/D444/z448/Urly5UTrjxw5wssvv4y/vz+fffYZ77777n33l5XPmdTW07GdK9L/z07cun2L0nlK80r1V2hVqhUuTo478oBkX5n1+0rkUVI9kOzmYsRFlpxewoyjMzBZTHzW5DOq531C9eAuKW0DpynZ0aRJEwwGA1u3bk3tLhJ5FA33BXsCGb3yGAlmy31Pkv9yMhpwNhoY27kyveqWzJDYRBxRWuvU4HN/0PrQevL360fBl1/CKYt12kVS4va5c1x+bzixR45Q4KWX2Niku76rRNJRZm7/ZeUL12IVExNDw4YNOXToEEajkZo1a1K6dGkAzp07x8GDBzGbzdSoUYMdO3bg5uZ23/1l1XMmLfXUYDDj4r2cj9q2xa+8XwZGKZKxMvP3lcijonog2VlsQiyv/fkau04Zib/WVfXgLo8k2bFkyRJ69uyJv78/derUSe1ubDK64f7dptNMWH8qzfsZ2ro8r7XwTYeIRBxbetWpt+p682a3uukQkYhjC1u5kilHQpkaWSDN+9J3lYhVZm//ZdUL15LYrVu3GDRoEIsXL8ZsNidaZzQa6dGjB99//z358+d/4L6y4jmT2eupyKOgeiCieiACMOnPE3z9x9k07yer1YOUtoHTNANe9+7dGTlyJG3atGHy5MkEBgamZXdJHDlyBD8/P0qVKoWbmxvFihXjySef5Ntvv7WV8fHxwWAwJPvTtm1bWzm/gW/x+hPlMUWH3fN4sRcOc+HzjkSd2H7fuF5/ovw9j/nKK6/YyvXv3z/ROldXV8qXL8+oUaOIjY1NwzsjYnX79m3ee+89ihYtSs6cOalfvz4bNmxIUm7Hjh00btwYd3d3ChcuzBtvvEFkZGSiMjNnzrSdq9u3J60DFouFEiVKYDAY6NixIwv2BCZphJhjI7kwvisXPu9IfEhQsjGHrPqaC593tP0EfunH0AGdqN+yPUuWLElyAeB+EhISiI6OTnH56dOnU6lSJdzc3PD19U30WSICD65T0dHRfP/997Ru3ZoiRYqQO3duatasyZQpUzCZTIn2tXnzZludmjNnTrLHa9SoEQaDgSpVqgCwtkiNRIkOi9nExe/6cuHzjsSc3ZvsPkK3zU1cpyZ05+Lk53l34DMMGjWB27dvp/j1m81moqKiUlR24cKFPPvss/j6+mIwGGjevHmKjyOSUnd/N9358fb2pkWLFqxdu9ZWLiAgAIPBwIQJExJtf+e7Ksx/KRc+70hCaDDxoVcJnNCd6yu+SPaYUce3cuHzjkTsWwX8+72VXPvv7jvw767zBoMBJycnvL298fPz4/jx4xnw7ogjyZcvHwsWLOD8+fPMnj2bzz//nM8//5zZs2dz/vx55s+fn6JER2aSXn21BXsC+XDkaC583jHNfbUJ60/d83jqq8mDZJW+1Vtdm6hvJalmz/5QcvUgtf2hIU81onaTVsyYMUP9IXmk0qP/8vUfZ9V/SYM0TVDu5ORk+/3111/n9ddfv2dZg8FAQkJCive9Y8cOWrRoQcmSJRk4cCCFCxcmKCiIXbt2MWnSpETHqlGjBu+8806SfRQtWhSwjvW36eS1FB87JdxL1+TTd1+lQC7XRMv/O6mgq6sr06ZNAyAsLIwVK1Ywbtw4zp49y9y5c9M1Jsl++vfvz+LFixkyZAi+vr7MnDmT9u3bs2nTJho3bgzAwYMHadmyJZUqVeKrr77i4sWLTJgwgdOnTyf6oL3Dzc2NefPm2ba/Y8uWLVy8eBFXV1di4k2MXnksybZRJ7ZjMBgweuQj8u/N5Gv6XPKBO+WgQLs3ALAk3CYh/DoHj+7Gz8+P5s2bs2LFintmaS9dusRXX33FihUrOHfuHBaLhXz58vHkk08yaNCgezYwfvjhB1555RW6d+/O22+/zbZt23jjjTeIjo7mvffeu9dbLNnMg+rUuXPneP3112nZsiVvv/02efLk4ffff2fw4MHs2rWLWbNmJdnnnTr17LPPJloeEBCQaLiSoJvRSepV7IXDmCJv4uRZiKi/N5Oz7L2foszfZjCGHDmxmOIxRdwg9vx+po4bxpals/h97RpKlCiR7Ha3bt1i0qRJLFmyhOPHj2MymcidOzdNmjRh4MCBPPXUU8luN2XKFPbt20fdunW5cePG/d5WkTT76KOPKF26NBaLheDgYFvd/O233+jYsWOy2yRXpwBy5C2MZ+PehG6eSUy1VuQsXcu2znw7mlt/TsOlaAVy1Wr/70b/fG/lcDIwvG1FW/vv7rbwHW+88QZ169YlPj6ew4cPM3XqVDZv3szRo0cpXLhwGt8JcXQlSpTgmWeesXcYaZZefbV71dO0atL8CV564fkky9VXk/tR30p9K7FffyjeZE62HqSlP/R3wH4GDBjAxIkTWbVqlfpD8kip/2I/aUp2PMwIWA87WtYnn3yCp6cne/bsIW/evInWXbuWOHFRrFixJB+ad/tg2REeYnizFHHOX4y9Oaow+9n69y/n7JwotsGDB9OwYUPmz5/PV199RaFChdI3MMk2du/ezYIFCxg/fjxDhw4FoG/fvlSpUoV3332XHTt2APDBBx+QL18+Nm/ebGvk+vj4MHDgQNavX0/r1q0T7bd9+/YsWrSIb775Bmfnfz8i5s2bR+3atQkJCeHk1Qhck6lUUcc2k7NMHZw8vYg+du8GucHoRK4qLRItc2relzwnVrN56WQGDhzIwoULk2w3c+ZMBg8eTLFixejduzc1atTA1dWVwMBAVq1aRcuWLenXrx8//PADOXLksG0XExPDiBEj6NChA4sXLwZg4MCBmM1mxo0bx0svvUS+fPke+J47GpPJxJgxY5gzZw5Xr16laNGi9O/fnw8//BCDwWArd/z4cd577z22bNlCQkICjz32GEuWLKFkycTjO1osFtq3b8+6detYtmzZPRt9jioldapw4cIcOXIk0eSyL7/8MgMGDGDGjBmMHDmScuXKJdpv+/btWblyJSEhIRQsWNC2fN68eRQqVAhfX19u3brFB8uOkPCfehV1bBMuhcriUbUloVt+wRwXi9El+bHc3Ss0wsnd898FjXsT/fdmTvz2FT169GDXrl1Jtlm7di3PPPMMOXPmpHfv3owcORIPDw+uXLnC77//Ts+ePXnyySdZsGABuXPnTrTt7NmzKVasGEaj0fZkikhGadeuXaIhU1944QUKFSrE/Pnz79lZSK5O3ZGnXleijm3m5u9TKPLCdxhzWBv/oVt+wRQdhnfPsRgM/z4Afed7y8loYG+OAvdt/zVp0gQ/v3/nDKhQoQKDBg3il19+eeDE05I1zZ8/nxEjRjB58uRET57fbd26dQwePJgvvvgi0fmTWaVXX+256f73rKdpEWzIf9/+4R3qq8HWrVsZP348+/bt48qVK0naeGPGjGHBggUEBQXh4uJC7dq1+eSTT6hfP/Hn4OrVq/noo484fPgwbm5uNGvWjOXLlz/aF5MG6lupbyX27Q8dOXeZAsnWg9T3h5ya9qHItT3s/Pkj9YdS4EHfB/3790+SzGrTpg3r1q1Lsq/bt29Tv359Dh06xIEDB6hRo0YGR5/5qP9iP2kaxspsNj/Uz8M4e/YslStXTtJ4BvD29k7xfk4HR7DtTMhDJ1sexGKxsO1MCGeuRTzUdgaDgcaNG2OxWDh37ly6xiTZy+LFi3FycuKll16yLXNzc+OFF15g586dBAUFER4ezoYNG3j22WcT3c3Tt29fcuXKxa+//ppkv7179+bGjRuJHlWNi4tj8eLF9OnThwSThZtRcUkmSEoIu8btoGO4P9YUj0pNSQgLJvZiyh97M5kt3CrfnsbNn2DRokWcOpX48dVp06bxwgsvMGbMGE6cOMG4cePo3r07HTt2ZPDgwaxZs4a//vqLjRs30rdv30Tbbtq0iRs3bjB48OBEy1999VWioqJYvXp1iuN0JP/73/+YMmUK3333HcePH+d///sfX3zxRaJHzM+ePUvjxo2pWLEimzdv5vDhw4wcOTLZyVEnTpyYKEmS1aSkThUsWDBRw/6Orl27AiT7qGeXLl1wdXVl0aJFiZbPmzePnj174uTkRFyCmW1nQhLVK3P8baJP7bTWqYpNsCTEEXM6aQP9ftwfa45H9db4+/snGYbh999/p1OnTvTv35+zZ88yYcIEevbsSYcOHXjxxRdZtGgRhw4d4vLly3Ts2JG4uLhE25coUQKjMU3NCJFUy5s3Lzlz5kx04ehud9p/95rMz2B0okDb10gICyZsh/UC0O2rZ4g4sIY89bri4l062e1M5odv/zVp0gSwft5K9jR//nxCQ0N54okn7lmmRYsW3Lp1y2GeJkiPvtqD6mlaXAmLeeh+GmTPvlpUVBTVq1fn+++/T3Z9+fLl+e677zhy5Ajbt2/Hx8eH1q1bc/36dVuZJUuW8Nxzz/H8889z6NAh/vrrL/r06fOoXkK6UN9KfSuxX38ozgTRcQlJ6kFa+0Mms4WLBevQ45l+6g+lwIO+DwDatm3LlStXbD/z589Ptty7775rG21HrNR/eXQyba0sVaoU+/bt4+jRow8sGx8fT0hISJKfmJgY5voH4mRM/4tzloR4iA3nx/WHEh3zvx9+yQkICADQ3Q6SJgcOHKB8+fJJHkmuV68eYH3E+siRIyQkJCTKJgO4uLhQo0YNDhw4kGS/Pj4+PP7444m+tNauXUtYWBi9evUiMi6B5K53Rx3fisHFjZxl6+JatALOeYsQ9ffmh3pNTkYDXjWfxGKxJGqInDx0iNcGDeLrp3vx7rvv2h67i4yMtCVSw8LCqFmzJlu3buWPP/5IdPfSndf53/ehdu3aGI3GZN+HrGDHjh106dKFDh064OPjg5+fH61bt2b37t22MiNGjKB9+/Z88cUX1KxZk7Jly9K5c+ckFyoOHjzIl19+yc8///yoX8Yjk5I6dS9Xr14FSHSn0h2uZjNPlijBnClTbIn3Q4cOcezYMduFgNCY+CTfVTFn/LHExeJRqSlOufLhVrLKQ9cpgDxVrRfX1q9fb1sWGhrKM888w4cffshXX31lS25FR0fbxtqNjIykVKlSbNy4keDgYL7++uuHPrZIegkLCyMkJITr169z7NgxBg0aRGRk5D3v3E5J+8+1WEVy12xHuP9S4q4FcHPddzh7euPZqHey5U3RYdb5BO5q/4WHhz8wdrX75PDhw1SrVg0XF5d7lnF1daV69eocOnToEUaWeunRV5u59VSG9NMAMMUn6aeFhIQQFh3GrGOzGL9n/D03zW51tl27dnz88ce2C5X/1adPH1q1akWZMmWoXLkyX331FeHh4Rw+fBiwzvPw5ptvMn78eF555RXKly/PY489Rs+ePR/ly0izjOpb3cx5k+JVivPTrJ9sy+zdtzpz5gyvvfYa06dPV99KEsmo/pC7uztdunRJdI3h7v5QcEQskLQipEd/yMlowP0x65NPd/eHbty8QY/ePWjwXAM+/eJT9Yd48PcBWNsrhQsXtv0k9125du1a1q9fn2Quiuzmv/2XPgP6EBEZQYOODZItr/5L+sm0yY6hQ4cSHR1NjRo1aNiwIe+99x7r168nPj4+Sdn169fj5eWV5GfSpElsOnktQ+4Wijy8ngsT+zD+uSaJjrl06dIkZe80rs+ePcuXX37JkiVLqFKlChUqVEj3uCT7uHLlCkWKFEmy/M6yy5cvc+XKlUTL/lvu8uXLye67T58+LF++nJiYGADmzp1Ls2bNKFq0KLHxJpJ7UCrq2GbcfevbHqVzr9SE6OPbsJhNSQvfg8ls4YLFOjnz2bNnMUVGEjL1B95v2ZLGbm60+SerfPLkSerUqUPu3LnJly8f48ePtzWeSpYsyciRI/nmm29s+71y5YptoqW7ubi4UKBAgXu+D46uYcOG/Pnnn7Y7uQ4dOsT27dtp164dYH06b/Xq1ZQvX542bdrg7e1N/fr1kww5EB0dTZ8+ffj+++8dcrzGlEpJnUpOXFwcEydOpHTp0tStWzfJ+vjLV2gTEcnOI0f4q3UbIjZuZM6cOZQpU4YGDawNnajbSe9kijq6CdfilXDO4wWAe6WmxJw/cN/JW5PjVMA6HNndd2VMmjQJHx8fRo4cCUBwcDCtWrXCw8ODXLly8c477/Dqq6/yxRdfkC9fviRPBIk8aq1atcLLywtvb2+qVKnCzJkz+fnnn3nyySeTLZ/S9l/eZv1wcs9D8Lz3ibt6hvytB9m+x+5miY/l4jfPcPGbZxK1/5K7mBcREUFISIht+IMhQ4ZgMBjo3r37w79wyRKuXr1KsWLFHliuWLFitotFmV169NXmzZiaIf00gIhD65P007y8vKj3Xj0m7J3A3OP/PkGjvlrKxcXF8eOPP+Lp6Un16tUB2L9/P5cuXcJoNFKzZk2KFClCu3btUpQIy0wyqm+1P3g/CdUTWLFiBe9seIfzYeft1re645NPPqFdu3b0798fUN9K/pVR/SGwXmPYvn07QUFBgPUaw53+UGh0PJDMEFbp0B8ymS2cjM8L/HONwWxi1blVNBjcgHjPeEKbhnI56rL6Qym0efNmvL29bcMc/XeukuDgYAYOHMjs2bNxd3e3U5SZw3/7L0vmLaHogKJMjp7MC7+/wLGQxHNzqP+SftI0Z0dGevLJJ9m5cyefffYZv//+Ozt37uSLL77Ay8uLadOm0blzZ1vZ+vXr8/HHHyfZR9GSpflhxokMiS+nbwNy1+6IAZj2XB3cXKx3Q1StWjVRuaioKLy8vBIta9y4MbNmzcrSw8FIxouJicHVNekH2p07EmJiYmzJinuVu7P+v3r27MmQIUNYtWoVbdu2ZdWqVXzzzTdE3k4gwWThv/clxl07T/z1API262db5vFYU8J3/krMuf24l0u+wZOc4H9Cur57N2eatyA+MpI/b91i0j8XCcxmM7169SIhIYE5c+ZgsVj47LPPCAgIsDXYn3rqKd5++21iY2Ntr/Ned1Pe731wdMOHDyc8PJyKFSvi5OSEyWTik08+sU2Meu3aNSIjI/n888/5+OOP+d///se6devo1q0bmzZtolmzZgC89dZbNGzYkC5dutjz5WS4lNSp5Lz22mv8/fffrF69+p6PpDb08MDTyYnlhw+Rf9Bg5gYG8kz3blgsFkxmC/GmxEM9mmLCiTl/gPwtX7Qtc6/QiJvrpxJ9fBu5ayc/xmdyDC45AQgN+/cOjkWLFvHOO+/Y7uR76aWXOHXqFD/99BOenp5MmjSJAwcOMGzYMMD6uHJISAinT5/G19c3xccWSS/ff/+9bWLh4OBg5syZw4svvkju3Lnp1q1borKRtxMIvBmdov0aXd3J1+olQpZ/jnulJuQsUzvZcgZnF7z8Rv37N9b2X/GiScfzHzBgQKK/vby8mD179j07/5L1ubu7p2ji0hs3btz36Y/MJK19tZg4E4NXXSbpFJnpI6dvA/LU7sj3z1TF/+p21pxbQ3RCNMbiie/1U18tZVatWkWvXr2Ijo6mSJEibNiwwXb39p3hvsaMGcNXX32Fj48PX375Jc2bN+fUqVPkz5/fnqGnWEb2rfLXz8+V+VdYsmIJ686u49TKU4wbP+6R9q0iIqzDl5hMJpYvX267SVN9K7lbRvaHWrduTf78+VmwYAFDhw5lwYIF9O3bl8jbCcTGJ03ipWd/6FKk9QLy+Wvn6bS8E0ERQQRtD6Jg24IY/rmTXv2hB2vbti3dunWjdOnSnD17lg8++IB27dqxc+dOnJycsFgs9O/fn1deeYU6derYng7Irv7bfxn/w3gOzTiE0c3Ivrr72H5kOwCXIi+p/5LOMm2yA6Bu3bosXbqUuLg4Dh06xLJly/j666/x8/Pj4MGDPPbYY4D1MblWrVol2f7Y5bBkcsPpwzl3AXL61ACgdI0GVC7qmWw5Nzc3fvvtNwAuXrzIF198wbVr18iZM2cGRSbZRc6cObl9+3aS5bGxsbb1d86ze5W713no5eVFq1atmDdvnu0xTj8/Py7ciEq2fNSxTRhyuJEjb2Hib1nv9jA4u+DkWYiovzc/VIPcHGeN3+nvvzF7FyIw7jZRZjN1crpjDgtjUekyHAq8wPoyZSk2ztpxnhgXR5voaC6//z7HP/8fcWYzJpMJ/ypV8HbOQWzwVeJiYjhesVLS2C9fJj40NNl1jqDAyy/j/daQZNf9+uuvzJ07l3nz5lG5cmUOHjzIkCFDKFq0KP369bM9pt6lSxfeeustAGrUqMGOHTuYOnUqzZo1Y+XKlWzcuDHFj6NbLBZOVHosXV7bo2a8eJGbV68mORfO/FN/Qj//nONTf0i0bvrNG/x0/TpvFCxI6bff4fjb79jWXYi21peQ778jR+48tMmVm9VhYVRzdeNKbAxN/9rBiccqE3b1Gjh7JNpv9PFtYE4gR6GytjoF4Fq0PFF/b36oxr0lztopMbr++3lw7NgxWrSwPs597do1Vq5cyZYtW2jatClg7YzcPUG9i4sL+fLl4/r169m2cS/2Va9evUTDZfTu3ZuaNWvy2muvJZng78KNqHu3/5K5eOla2HpOuxS+z7ltMNrafXfcq/03atQomjRpQmRkJMuWLWPBggVZajxneXiVK1fmr7/+4ubNm/e88Hvz5k22b9/uUBOcpqWvduxyGE7btmdYbM65C+DmU4ORlybh5HYFQwUDHvz7XWuymFhxZgWGHAZKDSkFQPzNeELWhrD7zG7a/9aeHHlz3Gv3Dudw38NpSt60aNGCgwcPEhISwk8//UTPnj3x9/fH29vb1p4cMWKE7Q7QGTNmULx4cRYtWsTLL7+cZH8/HP6B7w58l+p4MsKl25cIDgim6qzENy/GXrL2TcYfHI9TLmt6rtfyXngcT9x2CzwRSDTRtu1vbb8FwB+Bf5CzdE5yPZaLmztvknA7AZPJxC9OvzBn5uZkY8mIvtWdiZXPnDlDRESErc23d+9eDh06xPnz5ylVyloXGjVqRNmyZW37KFSoECaTiZs3b1K0aFFy5sx5z+G779fHlMwvJdcY/mv8+PH89NNPjBs3jvbt299z3zly5KBHjx7MmzePevXqERQURJ8+fe55jSE9+0Pmf/pD52LPkRCRgDnezO1Lt/GoaK3HHX7pwImVJyj9fmkm5ZgE0WB6xkTs/lgmH5zMkllLADC5mWg7qy3uvkmfWDgTeobzCeeTfIZkNn/4/YG3u3eqvhN69epl+71q1apUq1aNsmXLsnnzZlq2bMm3335LREQE77//for2Z7FYWH9hPUO3DH3oWDKzO5//X137ipwe/9YZy/MW3ALcuDLnCrlr/DvZ/YITC9gw8zgWXk9+h+q/PLRMney4w8XFhbp161K3bl3Kly/P888/z6JFixg9evR9t4tLeLhJ0VPrfsdxcnJK1Lhv06YNFStW5OWXX2blypWPIjzJoooUKcKlS5eSLL/zeHXRokVtHeo7y/5b7n4TRvXp04eBAwdy9epV2rVrR968eTkffitJOYvFQtTfW7HEx3J52qAk62OiQzHHxWB0SVmjN+76BQBK/tOQCjWZyO/kjJPBADlycLNsGQqEXKfiXXcMVgLy/zAVt6rVyF25MudDQzGeOU3Rtu3ImSMHxXb7Y9qxg9vNmlHwrkcp40wmQk+dpJivL7mbNktRfJmNS4Xy91w3bNgwhg8fbmuUVK1alQsXLvDZZ5/Rr18/ChYsiLOzs+1ixB2VKlVi+3brBYiNGzdy9uzZJBOQdu/enSZNmrB58+Ykx839zzBZjqbI0iVcjYxMEn9UYCAEnKdU/frkLvNvx+/XY8f46uQJnq1ajWEtWybZn3tQEAQF4VLOF4KD6ZAnDwvDQvk+JIQKrq6UL1yYPG3b4LRwMVxPPG5m1LHNAATPGZZsrPGhV8mRN2VDit2pU8VKWicsu3N38Z36f+eOm7vv2vD09Ew0fMft27e5du0aBQoUSNExRTKa0WikRYsWTJo0idOnT9vOzZiYmGTbZZZ4a8fd4Jx+Fy/v1f6rWrWqre331FNPER0dzcCBA2ncuDElSpRIt+OL4+jevTt//fUXzz77LIsXL04yrENMTAzPPfccMTEx+Pn52SnK1EtNX+1R9dNqFKzD6ZgNxJpiEy03YKBYrmJEOUXRvcO/QzREto9kRt8ZxP8aT8dPU34hLavz8PCgXLlylCtXjgYNGuDr68v06dN5//33bcPb3N2edHV1pUyZMgQGBia7vzKeZWjj0+aRxJ5S4YXDiQyJTBLXhRsXOMMZ6lWoh1tuNxawgMoulangk3iYswWxC3Ar5Gbb/ujxo1ziEoXcCxFBBJ4NPLk84zIJYQnkrpqbMoXLUD/f04wl8Q1FGdW3KleuHGBtB3p7e9ue7g0ICMDLy8uW6AAoXbp0onkXgoKCMBqNtv5AkSJFMJlMXLt2LdFQVnFxcdy4cUOTEjuwlFxjuNvMmTN57733eOWVV/jwww8fuP8+ffowdepUxowZQ/Xq1Xnsscc4EJj0GgNkTH8oV5FcAJgirU+SOOezXhKtRCVOcIJOzTuRw/XftuKtUrconbc0DX0akhCXwLGIYzSr0Iz8JZPeuHAlxxVyuuXMdJ9t/+Xm7JZu+ypTpgwFCxbkzJkztGzZko0bN7Jz584kTwfVqVOHZ555hlmzZiXZR2H3wpn+PXtYdz7/GxRpQGGff8/RoPAgrla8yo0NN4gLjsPJw/o57G5xp1OZrswPSLwf9V9SzyGSHXe7c1dfchdv/8vF+dFkoR7mOEWKFOGtt95i7Nix7Nq1yzZeu8jDqlGjBps2bSI8PDzRBGL+/v629Xny5MHZ2Zm9e/cmGpcvLi6OgwcP3nfiwK5du/Lyyy+za9cu24R0yZ3rtwOPYIoIwbPJM+QokPhD0Bwbyc113xF9ahe5qrRI0euKOrYRg8HAM+vX43XoEHm+GE/kP+N6Gt3dqfzee9z6/XdyjR5la3CHhoYS+u035O/Tm+L9+/Pte+/RsFEjfL+zjqnZbPVqxnfsyOUunalx190mO3bswPztNzQZMoTizz2XovgcSXR0dJJsvJOTk+0OvDsXJ06ePJmozKlTp2wdnuHDh/Piiy8mWl+1alW+/vprOnXqlOSYBoOB4l9/lZ4v45Gp7+zE119/TZ6xYxLVqXOffgpLl9Dqu+8o/s8X/YoVK3j322/o1r07s379Ndm7Hrw2b4Yli8nTpg388gu1PTwo4uzM7phoxr32GhX+GfPV+fcNiZId8aFXuX3pOLlrdcS15H/u8LVYCFn1JVHHNpO3US9SIurYJgCatrA2Xu68trCwMLy8vGzzsJw9e9Z2R3FCQkKiCxQ///wzxYoVsz2GK5IZJCQkANbJIytWrIi7uzsnT56kWzLfVfE3L2LI4YoxZ54k61Irpe2/zz//nGXLlvHJJ58wderUdDu+OI6XX36Zn376id9//53y5cvTp08fKlasCMCJEyeYP38+ly9fpkKFCgwePNjO0aZNSvtqj6qfNuLx9yhfeCyrzq5i8qHJXI2yzoliNBipVbgWAU4BTGiWeALVwocLM3bsWPxc/dRXuwez2Wy7+7t27dq4urpy8uRJGjduDFgnpQ8ICEh0Af1uT5Z6kidLJT/nkr0YWhj4+uuvGVVzVKJ24Kd/fcpiFvPNs9+QJ08eFr+1mErRlfii2Re2MnFxcfxw/gd69uxpO59mnp/J7/xO1YJV2cEO8tbJy+VZl4k5G8PEWRN5qdtLHLscxlgS39GcUX2rO3Nc5cmTJ9HktIULF+bGjRuEhoYm6lvdvHnTVuann36iYcOGtkRtjRo1AOtTIXffyb93717MZrNtvTielFxjuGPFihW8+OKLdOvWje+//z5F+2/cuDElS5Zk8+bN/O9//wOS/z7IqP7QrDdn4VLRhYk7JnKSk1iiLZAH3m7xNstYxsCiAxP1h+bcmkNrn9aMaTaGKVOmULxYcaY/Oz3ZpyLWeayjYN6CSb5TsrKLFy9y48YNW9L7m2++STRs5eXLl2nTpg0LFy6kfv36SbY3GAxU965Ode/qjyzmR+HO5/+Q2kMSPZm+8MRC/jD/AYA51kyH+h0IdA/k8RyP82zlXszfmPiJV/VfUi/TPpOyadMmLMnM1LVmzRqAFE0Y51PAg4weadXwz3Eexuuvv467uzuff/55xgQl2YKfnx8mk4kff/zRtuz27dvMmDGD+vXrU6JECTw9PWnVqhVz5syxjdMKMHv2bCIjI+nRo8c9958rVy6mTJnCmDFjbBe1kzvXo45txpDDDc/63fGo2DjRT+4abXHOV5Sovzen6DWF7VxE7PkDdPfrSYXKlcnfpw/NN2/C7OzMWTc3nDw9qVu3LoULF6Zv374cO3aMv//+m759+2I2m7l48SIffvghEydO5LPPPrPt94knniB//vxMmTIl0fGmTJmCu7s7HTp0SFF8jqZTp0588sknrF69moCAAJYtW8ZXX31F165dbWWGDRvGwoUL+emnnzhz5gzfffcdv/32m+1iS+HChalSpUqiH4CSJUtSunRpu7yujJKSOgWwdetWevXqRdOmTZk7d+4DH+80ulvvvPOoXZuvP/2U0aNH88IHH9jWuzknHrH8zl1MeRokrVMelZrgVqJqiutU1LHNRB5aj2uxivR6ytoZzZUrF8WLF7d1WkqUKEHt2rUZOHAge/fu5fTp0wwePJhr164REhLCV199xZAhQ/jiiy80frlkGvHx8axfvx4XFxcqVaqEk5MTrVu35rfffsMp6kai9l9C2DVizuzGzacmBmP6zBDwMO2/smXL0r17d2bOnOkwk09L+sqZMye///47tWrV4vLly3z55ZcMHDiQgQMH8uWXX3Lp0iVq1KjBunXrHGYyz7T21R5lPy2HMQddfbuyptsaPmr4EYU9CpPH5d4XDrJbXy0yMpKDBw9y8OBBAM6fP8/BgwcJDAwkKiqKDz74gF27dnHhwgX27dvHgAEDuHTpkq0fkSdPHl555RVGjx7N+vXrOXnyJIMGWZ9IuF9fI7PJqL6Vh4sHTgYn+lTrw8RvJzJmzBie62G9yepR9q3uDENapkwZEhISbBPIq28ld8uo/tAdBoOBb775htGjR/Pcc/evB5C+/aH6DRrQqlUrmhZvypIeS/Aq4kX+6/kxYsS3tK/6Q9z/+yAyMpJhw4axa9cuAgIC+PPPP+nSpQvlypWjTRvrkxklS5ZMdN3gzo1yZcuWpXjx4vZ6WZmGu9GdyKOROOVwYvELi5nYciJtWrdR/yUDZNonO15//XWio6Pp2rUrFStWJC4ujh07drBw4UJ8fHx4/vnnbWUvXbrEnDlzkuwjV65clMzvyYW7JnkJ37Mcg3PiR6oMBiOeDf+9wz365A7ib1xMur+qLXHOY53ALv7mZSKPbqJgLheWLfr3sbtChQrZ7pq4lwIFCvD8888zefJkjh8/TqVKjjlXgNhX/fr16dGjB++//z7Xrl2jXLlyzJo1i4CAAKZPn24r98knn9CwYUOaNWvGSy+9xMWLF/nyyy9p3bo1bdu2ve8x+vXrl+hvD1dnnJ3+/Qi2JMQTffIv3HxqYHBOfpI6d9/6hO9diSkqFCePvNbtzCYij1rvrrCY4jCFXSP6tD/x1wPwLFuDn6f/ZNs+V968tGjZkg3lytHuk09wypmTn3/+mZ49e9ouvPfu3ZtGjRoxcuRIKlWqxJo1a2x3loH1IsO4ceN49dVX6dGjB23atGHbtm3MmTOHTz75xGEmTnxY3377LSNHjrQ11IoWLcrLL7/MqFH/TlLVtWtXpk6dymeffcYbb7xBhQoVWLJkSaL3L7tISZ26cOECnTt3xmAw4Ofnx6JFixLto1q1alSrVi3RMpfixfH9azvOBQqQ3P2NTkYDOZz+7SBE/b2ZHN5lbN83/5XTtx63NvzA7atncC1czrY8+uRfGHLkBFM8CZE3iD1/gNsX/yaHd2lqPD8WD9d/v/I7duzItGnT6NixIwaDgWnTptG+fXvbUFYtWrSge/fufP/995QoUYJZs2YlGqMVrJ2crVu3AnD9+nWioqJsd/I0bdrUNha0SHpYu3YtJ06cAKzzzMybN4/Tp08zfPhw252Hn376KQ0aNKDx4/Vwr9aGKNf8JIQFE3nwdzAYyNes3/0OcV93f28Bidp/Xbt2xcPj/h2HYcOG8euvvzJx4sRscwFVEitevDi7d+/mt99+Y926dVy48M+wnSVL0rZtW9t3i6NIj76a++XzRBWtlWhZevbVXAP+StRPA2tfbU23NUTHR/PmujeTfW3Zra+2d+9e2zxeAG+//TZg7QdMnTqVEydOMGvWLEJCQihQoAB169Zl27ZtVK5c2bbN+PHjcXZ2tg3HVr9+fTZu3Ei+fPke+etJrYzqW/n5+jGm5hhyu+SG/zwoZI++lbu7Oy1atGDatGlMnDiRnOpbyV0yqj90ty5dutClSxfb3x6uzrjlcCL6rrnP07s/5FGkLEsWL7aVMxgMdO/SnSuHr7Di/RUUyFlA/SHu/30wZcoUDh8+zKxZswgNDaVo0aK0bt2acePGJTupvSTff4kLjmP48OHULFUTUP8lw1gykbCwMAtgCQsLs6xdu9YyYMAAS8WKFS25cuWyuLi4WMqVK2d5/fXXLcHBwbZtSpUqZQGS/SlVqpRl9IqjljIfrLZ4Nup9z3IYjJZSw1dZCvX+9N5lwFLomf9ZSg1fdd8yzZo1s8XWr18/i4eHR7Kv9ezZsxYnJydLv379MvhdlawsJibGMnToUEvhwoUtrq6ulrp161rWrVuXpNy2bdssDRs2tLi5uVm8vLwsr776qiU8PDxRmRkzZlgAy549e+57TE/vohb3cnUtpYavsnh1/cACWAq0e8NSaviqZH8K9fnMAljytXrJUmr4KotHlZaJ6owhh6vFybOQxb1CQ4t3tw8so5YdTnLMTZs2WVxcXCz+/v62ZeHh4ZZt27ZZTp06ZbFYLJZDhw5Zzp49e9/Yf/zxR0uFChUsLi4ulrJly1q+/vpri9lsvu82kr08qE5t2rTpvt8Bo0ePTlJ20aJF9z1ms2bNLF4ly1nKfLDaUrj/RAtg8WzY6551qtigny2AJXfdLpZSw1cl+X4zOLtYnHIXtOQsW9dSoP2bltLvLreMXnE00TFPnz5tcXZ2tixbtizRa//rr78sR44csVgsFsuJEycsx48fv2cdGT16dIreB5G0uPPddPePm5ubpUaNGpYpU6YkOT+PHz9uefrppy0envktGJ0sRve8FvdKTS1FB065d516ZboFsORtMSDZ9f/93vrvz/nz5y0Wy4PrfPPmzS158uSxhIaGJlp+d/tXJCUywzmTHn01T++iljIfrE72u0x9NbEH9a3UtxL79IdKValjyVGwlKXU8FXp3h/y6jDEMmLx/iTHVH9IMkp26L/YS0rbwAaLJZnnj+0kPDwcT09PwsLCEo0PmBangyN4cuLWdNlXcv54qynlvHNn2P5FMht71alXX32VxYsXs2zZMho2bJjsttu2baNs2bKaFE8cjj3q1fjx4xk7dixz585NdHfV3Y4ePYrBYEh096aII3Ck9l9GtH8la8sq54wj1VORjKK+lYj96oH6Q5KZqF30YCltA2faOTvSi2+h3DQpVxAnY/o+Fu5kNNCkXEGHP1FEHpa96tSkSZPo1KkTTZo04dlnn+W3337jzJkznD9/nlWrVtGrVy9atGjBsmXL0jUukUfBHvVq2LBhvPPOO3Tt2pVOnTrx66+/cvLkSS5cuMAff/zByy+/TO3atZk1a1a6xiTyKKj9J5L5qZ6KqG8lAvarB+oPSWaidlH6yfJPdgAE3Yym1ddbuJ1gTrd9ujob+eOtZpTI7xiTCIqkJ3vWqRUrVvDpp5+yZ88e28SYBoOBJk2aMGrUKFq2bJluMYk8SvaqV9u2bWPMmDFs2bIFk8lkW16zZk3ef/99h5pcVORujtL+yyp36cujk5XOGUeppyIZSX0rEfvWA/WHJLNQu+j+UtoGzhbJDoAFewIZvvRIuu3vf92q8nTdkum2PxFHY+86df36dc6dO4fZbKZcuXJ4eSU/eZmII7FnvQoNDeXMmTPcvn2b0qVLa8gCyRLs/V2VElnpwrU8GlntnHGEeiqS0exdD9S3kszA3vVA/SHJDOxdDzKzlLaBnR9hTHbVq25JQiJvM2H9qTTva1jrClnmRBFJLXvXKS8vLzXCJcuxZ73KmzcvderUSfNxRTITe39XiciDqZ6K2L8eqG8lmYG964H6Q5IZ2LseZAXZJtkB8FoLXwrmcmX0ymMkmC2YzCl/qMXJaMDZaOCjzpWz5YkikhzVKZH0p3olkr5Up0QyP9VTEdUDEVA9EAHVg7TKNsNY3S3oZjQfLDvCtjMhOBkN9z1p7qxvUq4gn3atmiXGOBNJb6pTIulP9UokfWXWOpXVhiSSjJeVz5nMWk9FHiXVAxHVAxFQPfgvzdmRAqeDI5jrH8imU9cIvBHN3W+EAShZwJ0W5b15tkHJbDVrvUhqqU6JpD/VK5H0ldnqVFa+cC0ZIzucM5mtnorYg+qBiOqBCKge3KFkx0OKup1AwI0o4hLMuDgb8SnggYdrthrlSyRdqU6JpD/VK5H0lRnqVHa4cC3pK7udM5mhnorYm+qBiOqBCGTveqBkh4iIiIhIJqf2rzwsnTMiIiIikt2ktA1sfIQxiYiIiIiIiIiIiIiIpDslO0RERERERERERERExKEp2SEiIiIiIiIiIiIiIg5NyQ4REREREREREREREXFoSnaIiIiIiIiIiIiIiIhDU7JDREREREREREREREQcmpIdIiIiIiIiIiIiIiLi0JztHcDdLBYLAOHh4XaOREREREQk491p995pB4s8iPpMIiIiIpLdpLTflKmSHREREQCUKFHCzpGIiIiIiDw6EREReHp62jsMcQDqM4mIiIhIdvWgfpPBkoluIzObzVy+fJncuXNjMBjsHY6IiIiISIayWCxERERQtGhRjEaNMCsPpj6TiIiIiGQ3Ke03Zapkh4iIiIiIiIiIiIiIyMPS7WMiIiIiIiIiIiIiIuLQlOwQERERERERERERERGHpmSHiIiIiIiIiIiIiIg4NCU7RERERERERERERETEoSnZISIiIiIiIiIiIiIiDk3JDhERERERERERERERcWhKdoiIiIiIiIiIiIiIiENTskNERERERERERERERByakh0iIiIiIiIiIiIiIuLQlOwQERERERERERERERGHpmSHiIiIiIiIiIiIiIg4NCU7RERERERERERERETEoSnZISIiIiIiIiIiIiIiDk3JDhERERERERERERERcWhKdoiIiIiIiIiIiIiIiENTskNERERERERERERERByakh0iIiIiIiIiIiIiIuLQlOwQERERERERERERERGHpmSHiIiIiIiIiIiIiIg4NCU7RERERERERERERETEoSnZISIiIiIiIiIiIiIiDk3JDhERERERERERERERcWhKdoiIiIiIiIiIiIiIiENTskNERERERERERERERByakh0iIiIiIiIiIiIiIuLQlOwQERERERERERERERGHpmSHiIiIiIiIiIiIiIg4NCU7RERERERERERERETEoSnZISIiIiIiIiIiIiIiDk3JDhERERERERERERERcWhKdoiIiIiIiIiIiIiIiENTskNERERERERERERERByakh0iIiIiIiIiIiIiIuLQlOwQERERERERERERERGHpmSHiIiIiIiIiIiIiIg4NCU7RERERERERERERETEoSnZISIiIiIiIiIiIiIiDk3JDhERERERERERERERcWhKdoiIiIiIiIiIiIiIiENTskNERERERERERERERByakh0iIiIiIiIiIiIiIuLQlOwQERERERERERERERGHpmSHiIiIiIiIiIiIiIg4NCU7RERERERERERERETEoSnZISIiIiIiIiIiIiIiDk3JDhERERERERERERERcWhKdoiIiIiIiIiIiIiIiENTskNERERERERERERERByakh0iIiIiIiIiIiIiIuLQnO0dwN3MZjOXL18md+7cGAwGe4cjIiIiIpKhLBYLERERFC1aFKNR9yHJg6nPJCIiIiLZTUr7TZkq2XH58mVKlChh7zBERERERB6poKAgihcvbu8wxAGozyQiIiIi2dWD+k2ZKtmRO3duwBp0njx57ByNiNzPxZvRjF31NzvP3cDJaMBkttyz7J31j5cpwOiOj1E8v/sjjFQk81I9EpHw8HBKlChhaweLPIj6TCIiIiKS3aS032SwWCz3vrLyiIWHh+Pp6UlYWJga7iKZ2II9gYxeeYwEs+W+F2f/y8lowNloYGznyvSqWzIDIxTJ/FSPRATU/pWHp3NGRERERLKblLaBM9WTHSKS+X236TQT1p9K1bamfy7qDl96hJDI27zWwjedoxNxDKpHIiIiIiIiIiLpS7Mgijig27dv895771G0aFFy5sxJ/fr12bBhQ6Iy69ev54UXXqBKlSo4OTnh4+Nzz/0FBATw/PPPU7ZsWdzc3ChcuDBNmzZl9OjRico9VvtxXn+iPBc+78iFzzsSOKEbl6e/RvieFVgs5mT3bYoJ59bGn7n048tcGN+VoIm9CF44ko8mz2HhnsAUv+aoqChMJlOKyoaGhvLSSy/h5eWFh4cHLVq0YP/+/Sk+lmQPKalHn376KQ0aNMDLyws3Nzd8fX0ZMmQI169fT7K/rFSPrly5wvDhw2nRooVtAtzNmzen+DgiIiIiIiIiIo+ahrEScUC9e/dm8eLFDBkyBF9fX2bOnMmePXvYtGkTjRs3BqB///4sXLiQWrVqERgYiJOTEwEBAUn2debMGerWrUvOnDkZMGAAPj4+XLlyhf3797N27VpiY2MBCLoZTYWaDYi7dYW8zfoBYI4JJ+rvzcRdOU2ex3uSr1nfRPuOv3GR4AUjMEWHkatqK1yK+GKOjSLq2Gbir50jX4PuHFr9CyXuMffAhg0bmDp1Khs3biQ0NBQnJydKly6Nn58fb775JoULF06yjdlspkmTJhw6dIhhw4ZRsGBBJk+eTFBQEPv27cPXV3fBi1VK6lH37t3x8vKiYsWK5M6dm+PHj/PTTz/h7e3NwYMH8fDwALJePdq8eTMtWrTA19eXggULsnPnTjZt2kTz5s3T6+0XkX+o/SsPS+eMiIiIiGQ3KW0DK9kh4mB2795N/fr1GT9+PEOHDgUgNjaWKlWq4O3tzY4dOwC4fPkyXl5e5MiRg44dO3L06NFkkx2vvvoqP/74I2fOnKFUqVKJ1l27dg1vb28Anpvuz+KPBmKKDqPoi5NtZSwJcVz68RXMsRGUGLIAg9HJutyUwJWZb5IQepVCvT/FtWiFf7cxmwj5bQLRx7fR+KVxbPvhw0THjYqKol+/fixdupS2bdvSvn17SpcuTXR0NEePHmX+/Plcv36dadOm0b1790Tb/vrrrzz99NMsWrQIPz8/AK5fv0758uVp164d8+bNS83bLllMSutRcpYsWYKfnx/z58+nV69eQNarRxEREcTHx5M/f34WL15Mjx49lOwQySBq/8rD0jkjIiIiItlNStvAGsZKxMEsXrwYJycnXnrpJdsyNzc3XnjhBXbu3ElQUBAARYsWJUeOHA/c39mzZylevHiSC7SA7QLt6eAItp0JIbncqMHZBdcivljiYjBFh9mWR5/8i/jrF8jTwC/RBVoAg9GJAm1ew+jqwa4lP3DmWoRtXUJCAh07dmTPnj34+/uzZs0aXnvtNTp06ECPHj0YO3Ysf//9N++//z59+vRh9erVSd6fQoUK0a1bN9syLy8vevbsyYoVK7h9+/YD3xPJ+lJaj5JzZ0i40NBQ27KsVo9y585N/vz57/keiIiIiIiIiIhkNkp2iDiYAwcOUL58+SRZzHr16gFw8ODBh9pfqVKlCAoKYuPGjfcsM9c/ECej4Z7rE8KuAQaMrh62ZdFndgOQq0rLZLcxunmQ07cBCTcu8s2y7bbln332GSdPnmTXrl3UrVsXsA5NFRUVZfs9NDSUd999l4kTJzJgwAAiIv69yHvgwAFq1aqF0Zj4461evXpER0dz6lTqJoWWrOVh6pHFYiEkJISrV6+ybds23njjDZycnBI95ZDV6pGIiIiIiIiIiKNRskPEwVy5coUiRYokWX5n2eXLlx9qf2+88QYuLi60bNmSmjVrMmTIEFasWEF0dLStzKaT1zCZrXejWyxmTNFhmKLDiL9xkVubfibu6mlylq2DMYerbZv4kCAMrh44e3rf89gu3qUB2OhvnTw8PDycCRMmMGXKFNvr+emnnyhYsCC5cuWiSpUqLF++HC8vLwAGDRpE8eLFWbBgQYa9P5I1Pcx5EhwcjJeXF0WKFKFp06YEBgYyb948KlasaCuT1eqRiIiIiIiIiIijcbZ3ACLycGJiYnB1dU2y3M3Nzbb+YVSuXJmDBw8ybtw4Vq1axcGDB5k0aRK5cuXiq6++onff5wm8+e8F24QbF7n4zTOJ9pGzXH0KtH8j0TJLXAxGl5z3PbbB1bo+OOQWUbcTWL9+Pfnz56dz584A7N+/n5dffpkXXniBDh06cOTIEQYOHJhoH126dGHz5s225en9/kjW9DDnSf78+dmwYQOxsbEcOHCApUuXEhkZmWi7rFaPRERERCTziLqdQMCNKOISzLg4G/Ep4IGHqy7nSPaieiAiKaFPBREHkzNnzmTnnYiNjbWtf1jly5dn9uzZmEwm/v77b1atWsUXX3zBSy+9hCG3N5a7PiqcPAtRoN3rYDGTcOsqYTsXYo4Jw+DskmifBpecmMLC73tcy+2Yf8q6E3Ajin379tGsWTMMButQP9OmTaN58+b89NNPADz11FOYTCbGjh1r20ehQoXYvv3f4Xsy4v2RrOdhzhMXFxdatWoFQMeOHWnZsiWNGjXC29ubjh072splpXokIiIiIvZ1OjiCuf6BbDp5jcCb0dw965sBKJnfnRYVvHmmfkl8C+W2V5giGUr1QEQelpIdIg6mSJEiXLp0KcnyK1euANaJyVPLycmJqlWrUrVqVR5//HFatGjByqULoey/d6Abc7iS06eG9Y/S4Fq8EldmvEnoll/I/+TLtnI5CpYg/to5EsKu3XMInrjrAbaycQlmbty4kSj+gIAA23wDd9yZU+GOoKAgChQoYPu7SJEitvfibunx/kjWkZZ61LBhQ4oUKcLcuXMTJTvuyAr1SERERETsI+hmNB8sO8K2MyE4GQ22YVDvZgEu3Ixmtv8FZu4MoEm5gnzatSol8rs/+oBFMoDqgYiklubsEHEwNWrU4NSpU4SHJ77b29/f37Y+PdSpUweAm9ev3beci3dpPCq3IOLg2n8mWLZyL2u9uBp5NPkJm823o4k5vQvnAsXJka8oLs5G8uTJQ1hYmK1M4cKFOXv2bKLtzp07Z/s9NjaW2bNn2+66B+vr379/P2azOdF2/v7+uLu7U758+fu+Hske0lqPYmNjE52r9+Ko9UhEREREHr0FewJp9fUWdpy7AZDsBd673Vm/49wNWn29hQV7AjM8RpGMpnogImmhZIeIg/Hz88NkMvHjjz/alt2+fZsZM2ZQv359SpQo8VD727ZtG/Hx8UmWr1mzBoBqlStheMA+8jToDiYT4XuW25a5V2xEjoIlCd+1mNtXTicqb7GYufH795hjI8nbqDcGwKeAB5UqVbJdbAbo2rUry5Yt4/vvv+fChQusWbOGTz/91BZ369atyZcvH88++6xtGz8/P4KDg1m6dKltWUhICIsWLaJTp07JztMg2U9K6lFUVFSiCcbvWLJkCbdu3bIlMiDr1SMRERERebS+23Sa4UuPcDvB/MCLu/9lMlu4nWBm+NIjfLfp9IM3EMmkVA9EJK0MFovl4T49MlB4eDienp6EhYWRJ08ee4cjkmn17NmTZcuW8dZbb1GuXDlmzZrF7t27+fPPP2natCkAhw8fZuXKlQDMmTOH4OBg3nnnHQCqV69Op06dAOscBPv27aNbt25Uq1YNsE5o/Msvv+Du7s7evXvpvziACzejuTp3OOaYcIq+ODlJTNcWjSU28AjFBv+MU05r/Y0PCSJ4wQhMMRHkqtYKl8K+WGIjifp7C3HBZ8lTryv5nniBUgXc2TK0BZcuXcLHx4fdu3dTs2ZNAAYPHsyUKVMAcHd3Z+zYsQwbNgyj0Yifnx/ff/89BQsWtMVhMplo3LgxR48eZdiwYRQsWJDJkycTGBjInj17qFChQkb8l4gDelA9OnjwIK1ateLpp5+mYsWKGI1G9u7dy5w5cyhevDh79+61Df2U1eoRwMcffwzAsWPHWLBgAQMGDKB06dIAfPjhhxnwPyKSPan9Kw9L54xIxrp9+zajRo1i9uzZ3Lp1i2rVqvHxxx/z5JNP2sqsX7+ehQsX4u/vz/HjxylRogQBAQHJ7i8gIICxY8eydetWLl26RN68eSlfvjwtWrSwzaG2YE8g/bt34HbQUdt2BmcXnPMVJVe1J8ldpxMGQ9J7VU0x4YTvXEz0GX8Swq5hzOGKSxFfXn/tdb54+/kUv+aoqCjc3NxwcnJ6YNnQ0FDeffddli1bRnR0NPXq1ePLL7+kVq1aKT6eZH4pqQeffvopK1eu5OzZs0RERFCiRAk6dOjAiBEj8PLySrS/rFQPrly5wqRJk/D392fv3r1ERkayadMmmjdvnuJjicjDS2kbWMkOEQcUGxvLyJEjmTNnjq3hMW7cONq0aWMrM3PmTJ5/Pvkv9n79+jFz5kwAduzYwbx589iyZQtBQUFER0dTpEgRnnjiCUaOHEmZMmUYs/IYs/0vcGn2e/e8SBsbeITgee/j2ag3eZv8OzeBKTqMsJ2LiDnjT0J4CEZnF1yK+JK7difcfevjZDTwXP1SjOlcGYD+/ftz4sQJtm7diouLdbLmc+fOcfnyZapUqYKbmxsHDx6kUqVKeHp6Jvv6bt26xbBhw1i+fDkxMTHUrVuXCRMmJLoTX+RB9SgkJIQRI0awdetWgoKCiI+Pp1SpUrYG/N3JgaxYj+5McJ6cTNR0EHF4av/Kw9I5I5KxevfuzeLFixkyZAi+vr7MnDmTPXv2sGnTJho3bgxY21oLFy6kVq1aBAYG4uTklGyy48yZM9StW5ecOXMyYMAAfHx8uHLlCvv372ft2rXExsYSdDOaVl9v4cKsd0kIvUreZv0AMMeEE/X3ZuKunCbP4z3J16xvon3H37hovSEmOoxcVVvhUsQXc2wUUcc2E3/tHC+/9iZTv514z9e5YcMGpk6dysaNGwkNDcXJyYnSpUvj5+fHm2++SeHChZNsYzabadKkCYcOHUp0Y1lQUBD79u3D19c39W+8ZCopqQfdu3fHy8uLihUrkjt3bo4fP85PP/2Et7c3Bw8exMPDA8h69WDz5s20aNECX19fChYsyM6dO5XsEHkElOwQkXRzOjiCJyduzbD9//FWU8p55wasF5hr165NlSpVmD9/frKfBSaTiWXLluHn55dhMYmkN9UjEUmO2r/ysHTOiGSc3bt3U79+fcaPH8/QoUMB6w0yVapUwdvbmx07dgBw+fJlvLy8yJEjBx07duTo0aPJJjteffVVfvzxR86cOUOpUqUSrbt27Rre3t48N92fHeduJHtDjCUhjks/voI5NoISQxZgMFrvOLeYErgy800SQq9SqPenuBb99+l1i9nEjd++JOr4VhYsWMDTTz+d6LhRUVH069ePpUuX0rZtW9q3b0/p0qWJjo7m6NGjzJ8/n+vXrzNt2jS6d++eaNtff/2Vp59+mkWLFtnakNevX6d8+fK0a9eOefPmpfKdl8wkpfUgOUuWLMHPz4/58+fTq1cvIOvVg4iICOLj48mfPz+LFy+mR48eSnaIPAIpbQNrzg4ReSDfQrlpUq4gTsYHzTrwcJyMBpqUK2i7QAtQsGBBNmzYwKlTp/D19WXcuHHs2rWLwMBAjh49ytSpU6levTqvvPIKgYGaeEwch+qRiIiISOa2ePFinJyceOmll2zL3NzceOGFF9i5cydBQUEAFC1alBw5cjxwf2fPnqV48eJJLvACeHt7czo4gm1nQu45N4HB2QXXIr5Y4mIwRYfZlkef/Iv46xfI08Av0QVeAIPRifxtXsXo6sEHI0clWpeQkEDHjh3Zs2cP/v7+rFmzhtdee40OHTrQo0cPxo4dy99//837779Pnz59WL16dZL3p1ChQnTr1s22zMvLi549e7JixQpu3779wPdEMr+U1oPk+Pj4ANbhzu7IavUgd+7c5M+f/57vgYjYl5IdIpIin3atinM6X6R1Nhr4tGvVJMvLly/P/v37efnll5kyZQqPP/44pUqVomrVqrz77rs0adKEI0eOULJkyXSNRySjqR6JiIiIZF4HDhygfPnySe4YrVevHgAHDx58qP2VKlWKoKAgNm7cmOz6uf6BD7wRJiHsGmDA6OphWxZ9ZjcAuaq0THYbo5sH7uUbcO70Kc6cOWNb/tlnn3Hy5El27dpF3bp1AevQVFFRUbbf78zJMXHiRAYMGEBERIRt+wMHDlCrVi2MxsSXkurVq0d0dDSnTp2672sRx/Aw9cBisRASEsLVq1fZtm0bb7zxBk5OTomecshq9UBEMjclO0QkRUrkd2fsP/MBpJePOlemRH73ZNflzp2bjz76iEuXLnHq1Cm2bt3KwYMHCQkJYcqUKRQpUiRdYxF5FFSPRERERDKvK1euJNs+urPs8uXLD7W/N954AxcXF1q2bEnNmjUZMmQIK1asIDo6GoBNJ68lupvdYjFjig7DFB1G/I2L3Nr0M3FXT5OzbB2MOVxt5eJDgjC4euDs6X3PY+fwKg3A8ePHAevwHxMmTEjUBvzpp58oWLAguXLlokqVKixfvtw2sfSgQYMoXrw4CxYsyLD3RzKnh/l/Dg4OxsvLiyJFitC0aVMCAwOZN28eFStWtJXJavVARDI3Z3sHICKOo1fdkoRE3mbC+rTfsTOsdQWervvgO8oNBgO+vr6a7E6yDNUjERERkcwpJiYGV1fXJMvd3Nxs6x9G5cqVOXjwIOPGjWPVqlUcPHiQSZMmkStXLj7933gCb5ZIVD7hxkUufvNMomU5y9WnQPs3Ei2zxMVgdMl532MbXK3rr9+4BcD69evJnz8/nTt3BrA9AfzCCy/QoUMHjhw5wsCBAxPto0uXLmzevNm2PL3fH8mcHub/OX/+/GzYsIHY2FgOHDjA0qVLiYyMTLRdVqsHIpK5KdkhIg/ltRa+FMzlyuiVx0gwW+45rmZynIwGnI0GPupcOUUXaEWyKtUjERERkcwnZ86cyc47ERsba1v/sMqXL8/s2bMxmUz8/fffrFq1ii+++II3Xh2Ed6+PyelTw1bWybMQBdq9DhYzCbeuErZzIeaYMAzOLon2aXDJiSks/L7Htdy2XpCOxjq3yL59+2jWrBkGg3W4oGnTptG8eXN++uknAJ566ilMJhNjx4617aNQoUJs377d9ndGvD+S+TzM/7OLiwutWrUCoGPHjrRs2ZJGjRrh7e1Nx44dbeWyUj0QkcxNw1iJyEPrVbckf7zVjIZlCgA8cHzNO+sblinAH2810wVaEVSPRERERDKbIkWKcOXKlSTL7ywrWrRoqvft5ORE1apVef/991m2bBkAUcc2JypjzOFKTp8a5Cxdi9y12uPdYwy3L58idMsvicrlKFgCy+2of+YxSF7c9QAASpQpD8CNGzcSxR8QEGCbr+COO3My3BEUFESBAgVsf2fk+yOZR1r+nxs2bEiRIkWYO3dusuuzQj0QkcxNyQ4RSZUS+d2Z/UJ9NgxpynP1S1GqgDv/vVRrAEoVcOe5+qX4462mzH6h/j3nFhDJjlSPRERERDKPGjVqcOrUKcLDE98t7u/vb1ufHurUqQOAKfLmfcu5eJfGo3ILIg6uTXRB172s9eJs5NHkJ3w2344m5vQunAsUp1y5cgDkyZOHsLAwW5nChQtz9uzZRNudO3fO9ntsbCyzZ8+23bUP1te/f/9+zGZzou38/f1xd3enfPny93094hjSWg9iY2MTnWv34qj1QEQyNyU7RCRNfAvlZkznymwZ2oKjY9qw+vXGLBvUkNWvN+bomDZsGdqCMZ0rU847t71DFcm0VI9ERERE7M/Pzw+TycSPP/5oW3b79m1mzJhB/fr1KVGixH22Tmrbtm3Ex8cnWb5mzRoAcuQv9sB95GnQHUwmwvcsty1zr9iIHAVLEr5rMbevnE5U3mIxc+P37zHHRpK3UW98CngAUKlSJdvFaoCuXbuybNkyvv/+ey5cuMCaNWv49NNPbXG3bt2afPny8eyzz9q28fPzIzg4mKVLl9qWhYSEsGjRIjp16pTsPA/ieFJSD6KiomwTjN9tyZIl3Lp1y5bIgKxXD0QkczNYLJaUDxSewcLDw/H09CQsLIw8efLYOxwRERERkQyl9q88LJ0zIhmrZ8+eLFu2jLfeeoty5coxa9Ysdu/ezZ9//knTpk0BOHz4MCtXrgRgzpw5BAcH88477wBQvXp1OnXqBFjnMNi3bx/dunWjWrVqgHVC5F9++QV3d3fKvvQt1/AE4Orc4Zhjwin64uQkMV1bNJbYwCMUG/wzTjmt9T4+JIjgBSMwxUSQq1orXAr7YomNJOrvLcQFnyVPva7U6PE6W4a2AODSpUv4+Piwe/duatasCcDgwYOZMmUKAO7u7owdO5Zhw4ZhNBrx8/Pj+++/p2DBgrY4TCYTjRs35ujRowwbNoyCBQsyefJkAgMD2bNnDxUqVEjf/wyxmwfVg4MHD9KqVSuefvppKlasiNFoZO/evcyZM4fixYuzd+9e29BPWa0eAHz88ccAHDt2jAULFjBgwABKly4NwIcffpiu/xciYpXSNrCSHSIiIiIidqL2rzwsnTMiGSs2NpaRI0cyZ84cbt26RbVq1Rg3bhxt2rSxlZk5cybPP/98stv369ePmTNnArBjxw7mzZvHli1bCAoKIjo6miJFivDEE08wcuRIfjkaw2z/C5jMlvte5I0NPELwvPfxbNSbvE2esS03RYcRtnMRMWf8SQgPwejsgksRX3LX7kTuCg14rn4pxnSubCvfv39/Tpw4wdatW3FxsU72fO7cOS5fvkyVKlVwc3Pj4MGDVKpUCU9Pz2Rf361btxg2bBjLly8nJiaGunXrMmHChER38ovje1A9CAkJYcSIEWzdupWgoCDi4+MpVaoUHTp0YMSIEYmSA1mxHtyZ4Dw5megyq0iWku7Jjo8++ijVwRgMBkaOHPnAcmq4i4iIiEh2ovavPCydMyJZx+ngCJ6cuDXD9v/HW00TDYMaEhJC7dq1qVKlCvPnz0/2M8RkMrFs2TL8/PwyLC6Ru6keiEhKpHuyw2g0YjAYkmQo75fNBGtG02AwYDKZ0i1oEREREZGsQO1feVg6Z0Syluem+7Pj3A1M5vS7G9zJaKBhmQLMfqF+knWnTp2iQ4cOhIeH89prr/Hkk09StGhRwsPD2b59O9999x1Xr15l//79lCxZMt1iErkf1QMReZB0T3aMHTs2ybLz58/zyy+/4ObmRuvWrW3j0wUEBLB+/XpiY2Pp27cvPj4+jB49Ot2CFhERERHJCtT+lYelc0Ykawm6GU2rr7dwO8Gcbvt0dTbyx1vNKJHfPdn1ERERjB8/nmnTpnHlyhXb8ty5c/PMM88watQoihQpkm7xiDyI6oGIPEiGz9kRFBRErVq1aNKkCVOmTKFQoUKJ1l+7do1XXnmF7du3s3fv3hRlQtVwFxEREZHsRO1feVg6Z0SyngV7Ahm+9Ei67e9/3arydN0HX4OxWCycOXOGq1evkidPHipVqmSbw0DkUVM9EJH7SWkb2JjaA4wcOZIcOXIwb968JIkOAG9vb+bNm4ezs3OK5usQEREREREREclOoqPhjx9KEratfLrsb1jrCim6wAvWYcl9fX1p0qQJ1atX1wVesatedUsytHX61IPY3RUodlv1QCQ7SnWyY/369TRt2hQ3N7d7lnFzc6NJkyZs2LAhtYcREREREREREclSjh6F116DAgVg+nQI3+nLuE5VcXU24mS8/9yo/+VkNODqbOR/3aryaotyGRSxSMZ7rYUvn3dLWz2onVCV4I3laNIEqleHH3+EiIgMClhEMp1UJztu3rxJTEzMA8vFxsZy69at1B5GRERERERERCRLWLAA6teHqlVh6lSIjbUu79MHnmtYkj/eakbDMgUAHnix9876hmUK8MdbzVL8RIdIZtarbtrqwS9jSmL4Z5PDh+GVV6BQIXj5ZTh7NkNDF5FMwDm1G5YsWZJNmzYRHByc7DBWAFevXmXTpk2UKFEi1QGKiIiIiIiIiDi6a9egd+9//zaZ/v29e3frvyXyuzP7hfqcDo5grn8gm05dI/BGNHdPtmoAShZwp0V5b55tUJJy3rkfRfgij0xa60GjRrB9u/V3iwViYv59wmPevEf6UkTkEUt1sqNPnz589NFHtGzZkq+//ponn3wy0fo//viDt956i6ioKPr06ZPmQEVEREREREREHJW3N8yfD889BwkJ/y43GKB588RlfQvlZkznyoyhMlG3Ewi4EUVcghkXZyM+BTzwcE315RwRh5HaetCmDezc+W9C0WCwDmn19dePMHgRsQuDxWKxPLhYUrGxsbRo0QJ/f38MBgMFCxbEx8cHgICAAEJCQrBYLNSvX59Nmzbdd26PO1I6q7qIiIiISFag9q88LJ0zIo7NbAYfHwgKsl6AtVigTh3Ys8fekYlkHbt2weOPJ142dap1KCsRcUwpbQOnes4ONzc3Nm7cyDvvvEOuXLm4fv06e/bsYc+ePVy/fh0PDw/efvtt/vzzzxQlOkREREREREREsrInn7QmOrp2tc4jANC2rX1jEslq6tQBDw/r7889Z/190CD480/7xiUiGS/VT3bcLTY2lv3793Px4kUAihUrRu3atR86yaG7lEREREQkO1H7Vx6WzhkRx/XiizB9OrRsCX/8AZcuwXvvwZgxUK6cvaMTyVq++sr69NSQIXDqFFStal1+6BBUqmTX0EQkFVLaBk6XZEd6UcNdRERERLITtX/lYemcEXFMn3wCH34IFSvCsWNgTPU4GyKSGps3wxNPgLs7BARAwYL2jkhEHkaGD2P1X2fOnGHnzp2cOnUqvXYpIiIiIiIiIuLQ5s61Jjq8veHAASU6ROyheXOYOROioqBKFYiNtXdEIpIR0vQVazKZ+PjjjylcuDAVKlSgcePGfP7557b1c+fOpWHDhhw7dizNgYqIiIiIiIiIOJLt26FvX+vd5EeOgKY0FbGfvn1h7FgIDrbO62E22zsiEUlvqU52mEwmOnbsyOjRo7l16xaVKlXivyNiNWrUiF27drF06dI0ByoiIiIiIiIi4ijOnrXOz2E0wu7d1ic7RMS+Ro2Cfv2sw8m1a2fvaEQkvTmndsOpU6fy+++/88QTT/DLL79QtGhRjP95FtPHx4eyZcuyfv16Ro4cmeZgRUREREREMrOtW7emafumTZumUyQiYk+hoVCzJsTHw/r1ULmyvSMSkTtmzrTO27F+PbzyCkydau+IRCS9pDrZMWvWLPLnz8+iRYvIly/fPctVqlSJQ4cOpfYwIiIiIiIiDqN58+YYDIZUbWswGEhISEjniETkUYuPt84JEBEB06ZBq1b2jkhE/mvjRqhYEX74AcqUgXfftXdEIpIeUp3sOHHiBI0bN75vogPA09OTa9eupfYwIiIiIiIiDqNp06ZJkh1xcXHs3LkTsPaPfHx8ALhw4QKhoaEYDAYaNGiAi4vLow5XRNKZ2Qz16sGlS/DBB/DCC/aOSESSYzTCwYNQqhS89x74+EDPnvaOSkTSKtXJDpPJhKur6wPLXblyJUXlREREREREHN3mzZsT/R0bG0vLli0pW7YsEyZMoEuXLonWr1y5kmHDhgGwdu3aRxWmiGSQp56yXkDt1Qs++cTe0YjI/bi7w5Ej1ic7eveGEiXg8cftHZWIpEWqJygvVaoUhw8fvm+Z+Ph4jh49iq+vb2oPIyIiIiIi4rA+/vhjDh06xKZNm5IkOgA6d+7MH3/8waFDhxg3bpwdIhSR9PLmm/Dbb9CwIcyfb+9oRCQlCheGXbusT3q0aAHnz9s7IhFJi1QnO9q2bUtAQAA//vjjPct8++23XL9+nQ4dOqT2MCIiIiIiIg7r119/pUWLFhQvXvyeZUqUKMETTzzBr7/++ggjE5H0NGkSfPMNlC4N27bZOxoReRjVqsHKlRAXBzVrQni4vSMSkdRKdbJj2LBheHp6MnjwYIYMGcKOHTsAiIqKYv/+/QwfPpzhw4dTsGBBXnvttXQLWERERERExFEEBQXh4eHxwHLu7u5cvHjxEUQkIultxQp46y3Inx8OH7beIS4ijqVdO5g8GcLCoEoVSEiwd0QikhoGi8ViSe3GW7dupVu3bty8eTPJJHwWi4W8efOycuVKGjdunKL9hYeH4+npSVhYGHny5EltWCIiIiIiDkHt36yvaNGiGI1Gzp07d88JyOPi4ihTpgxms5nLly/fd386Z0Qyl717oUEDyJEDTp2yjvkvIo7r3Xdh/HioXdtav0Ukc0hpGzhN9xs0bdqUY8eO8e6771K5cmVy5syJq6sr5cqV44033uDIkSMpTnSIiIiIiIhkNW3btuXKlSv079+fW7duJVkfGhrK888/z5UrV2jXrp0dIhSR1AoKgiZNrL9v365Eh0hW8MUX0L077NsH3brZOxoReVhperIjvekuJRERERHJTtT+zfouXrxI7dq1CQkJwcPDg7Zt21K6dGkAAgICWLduHZGRkXh5ebF37977zu0BOmdEMovISChZEm7dguXLoUsXe0ckIumpXj3YswfeeQcmTLB3NCKS0jaw8yOMSUREREREJFspXrw4W7ZsoW/fvuzdu5fFixfbhgC+c99ZrVq1mD179gMTHSKSOZjN1gmNb92CiROV6BDJinbsgLJl4csvoXRpePVVe0ckIimhZIeIiIiIiEgGqlixIrt372bHjh1s3rzZNhF5sWLFaNasmYb+FXEwjRvD+fPw5pvWHxHJepyd4cgRKFUKXn/d+m/HjvaOSkQeJMXJjgEDBqT6IAaDgenTp6d6exEREREREUfXsGFDGjZsaO8wRCQNeveGnTuhUyfrUx0iknXlyQMHD0KFCvDUU9YJy2vUsHNQInJfKZ6zw2hM/VzmBoMBk8n0wHIaf1ZEREREshO1f+Vh6ZwRsZ8PPoDPPrNe7Ny3D9JwmUREHIi/PzRsCK6ucOYMFC1q74hEsp90n7NjxowZ6RKYiIiIiIhIdrNt2za+/fZbduzYwfXr13n22WdtT79v2LCBTZs28cYbb1C4cGE7RyoiyZk2zZroKFYMdu9WokMkO6lfH379Ffz8rPP1BAaCu7u9oxKR5KQ42dGvX7+MjENERERERCRL+vjjjxk9ejR3P1R/9++enp7873//o3jx4gwePNgeIYrIfWzYAC+9ZB3S5sgRyJHD3hGJyKPWvTtMmABDh1oTHqdOKekpkhmpWoqIiIiIiGSQtWvXMmrUKIoVK8avv/5KcHBwkjL16tXDy8uLVatW2SFCEbmfY8egfXtrgmP/fsiXz94RiYi9vPMODB4MZ89C8+b2jkZEkpPiJztERERERETk4UyaNAlXV1fWrl1L5cqV71muevXqnD59+hFGJiIPcu2adfgasxk2bYKyZe0dkYjY2/ffw7lzsG4dPPcczJ5t74hE5G4pTnb88ssvaTpQ375907S9iIiIiIiIo9mzZw/16tW7b6IDwMvLix07djyiqETkQWJjoWpViIqCefOgcWN7RyQimcXq1VCjBsyZA2XKwNix9o5IRO5IcbKjf//+GAyGVB9IyQ4REREREcluoqKiUjTpeFhYGGaz+RFEJCIPYjZDzZrWJzs++QR697Z3RCKSmRiNsHcvlCoFH31kTXhoqmORzCHFyY6+ffumKdkhIiIiIiKS3RQqVIgzZ848sNzJkycpUaLEI4hIRB6kdWs4cQJeeAE++MDe0YhIZuTiAkePgo8PPP88lCgBTzxh76hEJMXJjpkzZ2ZgGCIiIiIiIllP48aNWbBgAX/99ReNGjVKtsyqVas4c+YML7/88iOOTkT+68UX4c8/rRctp02zdzQikpkVKGB9wqNqVWjbFg4dgkqV7B2VSPZmtHcAIiIiIiIiWdU777yDwWCgW7duLF++nISEhETr161bx4svvkiOHDl4/fXX7RSliAB89hlMnw4VK8KGDfaORkQcQYUKsH49JCRA3boQEmLviESyt3RLdsTFxXHlyhVu3ryZXrsUERERERFxaLVq1eLLL78kJCSE7t27kzdvXgwGA0uWLCFv3rx06NCBa9eu8eWXX/LYY4/ZO1yRbGv+fOuQVV5ecOCAdUx+EZGUaN4cZs6EqCjrUx5xcfaOSCT7SvPX95w5c6hXrx4eHh4UL16coUOH2tYtW7aMPn36cP78+bQeRkRERERExCG9+eabrFmzhrp16xITE4PFYiEiIoLw8HCqVq3KypUree211+wdpki2tX07PPssuLvDkSPg5mbviETE0fTtC2PGwNWrUKsWmM32jkgke0rxnB3JefHFF5kxYwYWi4VcuXIRGRmZaH358uVZsGABtWrVSpQEERERERERyU7atGlDmzZtuHHjBufPn8dsNlOiRAmKFCli79BEsrWzZ6FlS+uTHP7+UKiQvSMSEUc1ejScOwe//ALt28O6dfaOSCT7SfWTHXPnzuXnn3+mSpUq7Nmzh7CwsCRlKleuTPHixVm7dm2aghQREREREckKChQoQJ06dahXr54SHSJ2FhpqvQM7Ph5Wr4YqVewdkYg4ulmzoGlT+P13GDTI3tGIZD+pTnb8+OOP5MqVi1WrVlG7dm0MBkOy5apWraphrEREREREREQk00hIsCY3wsPhhx+gdWt7RyQiWcWmTeDrC1Onwvjx9o5GJHtJ9TBWhw4don79+pQoUeK+5fLnz09wcHBqDyMiIiIiIuLw/P39+eOPP7h06RKxsbHJljEYDEyfPv0RRyaSPdWrB5cuWSclHzjQ3tGISFZiNMLBg1CqFLz7rvXfnj3tHZVI9pDqZMft27fx9PR8YLnr16/j5OSU2sOIiIiIiIg4rLi4OHr37s3y5csBsFgs9yyrZIfIo9GlCxw4AE8/DZ98Yu9oRCQrcneHw4ehbFno3RtKlIDHH7d3VCJZX6qTHcWKFeP48eP3LWOxWPj7778pXbp0ag8jIiIiIiLisMaNG8eyZcvw8PDgueeeo1KlSuTJk8feYYlkW2++CStXWi86Llhg72hEJCsrUgR27YLataFFCzh+HHSJVCRjpTrZ0bJlS6ZNm8aKFSvo0qVLsmVmz57NxYsX6alntUREREREJBuaP38+7u7u+Pv789hjj9k7HJFs7ZtvrD8+PrBtm72jEZHsoFo1WLECOnaEmjUhMBB0z4NIxkn1BOVDhw7F1dWVPn36MHHiRC5fvmxbd/PmTaZOncrgwYPx8PDgjTfeSJdgRUREREREHMnFixdp1KiREh0idrZiBQwZAvnywZEjoNG2ReRRad8evv8ewsKgShVISLB3RCJZV6qTHb6+vsyaNQuz2cw777xDiRIlMBgMzJo1Cy8vL1599VUSEhKYOXMmJUuWTM+YRUREREREHEK+fPnInz+/vcMQydb274fu3cHV1TppcK5c9o5IRLKbQYNg2DAICtLcHSIZKdXJDoAePXqwZ88eevToQe7cubFYLFgsFtzc3OjUqRM7d+6ke/fu6RWriIiIiIiIQ2nVqhX+/v73nZhcRDLOxYvQqJH1923bQPdiioi9fPGFNfG6d6/1XxFJf2lKdgBUqVKFBQsWcOvWLa5du8bVq1eJiIhg+fLl1KxZMz1iFBERERERcUjjxo3j5s2bjBkzxt6hiGQ7kZFQvTrExsLixVCnjr0jEpHs7s5n0dKl1ic9RCR9pXqC8v8yGAwULFgwvXYnIiIiIiLi8LZu3crzzz/Pxx9/zLp16+jQoQMlS5bEaEz+vrO+ffs+4ghFsiaz2ZrouHkTvv4annrK3hGJiFjt3Ally8KECVC6NAwebO+IRLIOgyWVz1PfunWLI0eOULZsWYoVK5ZsmUuXLnH27FmqVatG3rx5H7jP8PBwPD09CQsLI0+ePKkJS0RERETEYaj9m/UZjUYMBoNtGCuDwXDf8iaT6b7rdc6IpEyjRrBjB7z+Onzzjb2jERFJLDzcOqxeeDisWmWdxFxE7i2lbeBUP9kxadIkxo0bh7+//z2THVeuXKFFixZ89NFHjBgxIrWHEhERERERcUh9+/Z9YIJDRNJXnz7WREfHjkp0iEjmlCcPHDoEFSpA586wb5/1aTQRSZtUP9lRr149bt26xenTp+9brly5cnh5ebFz584H7lN3KYmIiIhIdqL2rzwsnTMi9zdiBHz6qfWi4f79cI8R40REMgV/f2jYEFxd4cwZKFrU3hGJZE4pbQOn+ms/ICCAChUqPLBcxYoVOX/+fGoPIyIiIiIiIiLyQNOnWxMdRYvC7t1KdIhI5le/PixcCDExUK0aREfbOyIRx5bqr/472ZQHyZMnD6Ghoak9jIiIiIiIiIjIfW3YAAMHQu7ccOQIuLjYOyIRkZTx87NOVn7jhvWpNLPZ3hGJOK5Uz9nh5eXFiRMnHlju5MmT5M+fP7WHERERERERcVi//PJLisq5uLhQsGBBatWqpf6TyEM6dsw6uW+OHNahq1SFRMTRvPMOnD0LU6ZAixawZYu9IxJxTKlOdjRo0IClS5eydetWmjZtmmyZbdu2ceDAAZ566qnUHkZERERERMRh9e/f/6EmKDcajXTq1Ilvv/2WYsWKZWBkIlnDtWvWYWDMZti4EcqVs3dEIiKpM3kynD8P69ZB376QwvslROQuqR7GatCgQVgsFvz8/FixYkWS9StWrMDPzw+DwcArr7ySpiBFREREREQcUd++fenSpQsWiwWAatWq0blzZ7p06UL16tVt5Tp16kSLFi3IkycPy5cvp0mTJty6dcteYYs4hNhYqFoVoqKsFwWbNLF3RCIiabN6NVSpArNnw5gx9o5GxPEYLHda3anwxhtv8N1332EwGChYsKBtwvJTp05x/fp1LBYLgwYN4vvvv0/R/lI6q7qIiIiISFag9m/WFxYWRoMGDfDy8mLKlClUrlw50fq///6bQYMGERwczK5duzAYDPTt25dVq1YxYsQIPvroo0Tldc6IWJnNULkynDgBH38MI0bYOyIRkfQRFwelSsHVqzBzJvTrZ++IROwvpW3gNCU7AL799lvGjRtHSEhIouUFCxZkxIgRvPnmmynelxruIiIiIpKdqP2b9b311lvMnj2bc+fO3fP/OCwsjLJly/LMM88wadIkrl+/TtmyZSlbtiwHDhxIVFbnjIjVk0/CH3/AgAEwfbq9oxERSV8hIVC6tPXJtT//tM7jIZKdPbJkB4DJZGLfvn1cuHABgJIlS1KnTh2cnJweaj9quIuIiIhIdqL2b9bn4+ND7dq1WbJkyX3Lde/enX379hEQEABAs2bNOHDgAOHh4YnK6ZwRgYEDYdo068W/jRvtHY2ISMY4edI6VB/A4cNQsaJ94xGxp5S2gVM9QfndnJycqFevHvXq1UuP3YmIiIiIiGQJV69exWh88FSJBoOB4OBg29/FihXD398/I0MTcUiffWZNdFSoYH2yQ0Qkq6pQAdavhyeegLp1rZOXFyxo76hEMrdUT1AuIiIiIiIi91eoUCE2b95MZGTkPctERkayZcsWvL29bctu3LhBvnz5HkWIIg5j4UL44APw8oKDByEFeUQREYfWvDnMmAGRkdanPOLi7B2RSOaW5ic7Ll++zKZNm7h06RKxsbHJljEYDIwcOTKthxIREREREXEoXbp04bvvvuOpp55iypQp+Pr6Jlp/5swZBg0axM2bN+ndu7dt+fHjxylbtuyjDlck0/rrL+jTB9zdrcO5uLnZOyIRkUejXz/rUx1jx0Lt2nDokJK9IveSpjk73n77bb777jtMJhMA/92VwWDAYrFgMBhsZe5H48+KiIiISHai9m/Wd/PmTerVq8e5c+dwcnKiVq1a+Pj4YDAYCAgIYN++fZhMJkqXLs3u3bspUKAAe/bsoX79+owcOZKxY8cm2p/OGcmOzp6Fxx4DsxkOHIAqVewdkYjIo9e3L8yeDW3bwtq19o5G5NHK8Dk7vvrqKyZOnIjBYKBNmzZUqlRJjW0REREREZG75M+fn+3btzN48GBWrFjBnj172LNnj229wWCgc+fOTJkyhQIFCgBQt25dzGazvUIWyVRCQ6FWLYiPt17cU6JDRLKrX36BgABYtw4GD4bJk+0dkUjmk+pkx/Tp03F2dmb9+vU0b948HUMSERERERHJOgoXLszSpUsJDAxk27ZtXLx4EbBOQt6kSRNKlSpl5whFMqeEBGtyIzwcfvgB2rSxd0QiIva1ebN14vIpU6B0aRg2zN4RiWQuqU52nD17lsaNGyvRISIiIiIikgIlS5bkmWeesXcYIg6jXj24dAmGD4eXXrJ3NCIi9mc0WufsKFkS3n3XmvDw87N3VCKZR6qns8mdOzdFihRJz1hERERERERERHjqKev8HD17wmef2TsaEZHMw90dDh+GnDnh6afB39/eEYlkHql+sqNJkyYcOnQoPWMRERERERFxaIGBgYB1iConJyfb3ylVsmTJjAhLxKG89RasWAENGsDChfaORkQk8ylaFHbsgDp1oFkzOHkSNCqmSBqSHaNGjaJBgwZMmzaNF198MT1jEhERERERcUg+Pj4YjUb+/vtvypcvj4+PDwaDIUXbGgwGEhISMjhCkczt229h4kTw8YFt2+wdjYhI5lWjBqxcCR07QvXqEBgIefLYOyoR+0p1siM8PJy3336bl19+mfXr19OxY0dKliyJ0Zj8yFhNmzZNdZAiIiIiIiKOoGTJkhgMBnLkyJHobxF5sJUr4c03IV8+OHIEnFN9xUJEJHto3x6++w5efRWqVoWzZ/XZKdmbwWKxWFKzodFoxGAwYLFYHth4T+kdSuHh4Xh6ehIWFkYepSJFREREJItT+1cels4Zyar277dOSJ4jh3U4Fo3oJiKScsOGwYQJ1mGt9uyxdzQi6S+lbeBU5/qaNm2qO5REREREREREJE0uXoRGjay/b92qRIeIyMMaPx7OnYOlS6F7d/7P3n3H13T/cRx/3ewEiRU7iYQYtWKrHXurGrWqVFFKlyodalWHWVrVFi2toiilqNGSUqv23oLYkkhCErLu74/7y61IQkS4ucn7+Xjch9xzvuecT677zf3e8/kOfv3V0hGJWEa6kx0BAQEZGIaIiIiIiIiIZDe3b5vmmr9zx3STrnp1S0ckImKdfv3VNLJj2TLTSI+JEy0dkcjTl/ICGyIiIiIiIvLYwsLCOHjwIDdv3kyy/dq1a/Tp04fKlSvToUMHDh48aKEIRSwnIcGU6AgNhalToUMHS0ckImLdduwADw/TlFYzZ1o6GpGnT8kOERERERGRJ+TTTz+lcuXKBAYGmrfFxsZSt25dfvzxRw4cOMCKFSvw9/fn8uXLFoxU5OmrX9807cqQIfDmm5aORkTE+tnZweHD4OZmWrR8zRpLRyTydKV7Gqt7RUZGcvr0aSIiIkhtvfP69etnxKVERERERESsxqZNm/Dy8qJKlSrmbUuWLOHMmTPUrl2bd999l99//505c+bw9ddf8/HHH1swWpGnp0cP2LoVWreG6dMtHY2ISNbh6goHDkDp0tC+PezZAxUrWjoqkafjsZIdZ8+e5Y033mDt2rUkJCSkWs5gMBAXF/c4lxIREREREbE6QUFBVLzvDsOqVaswGAx8//33lCpVinbt2vHnn3+yevVqJTskWxg5EhYsMN18W7nS0tGIiGQ9Xl4QEAB16kCtWnD6NBQpYumoRJ68dE9jdeXKFZ599llWr15NwYIFcXd3x2g0UqtWLfLly2ce4fHss89Sr169DAtYRERERETEWoSGhuLu7p5k2/bt2/Hx8aFUqVLmbVWqVCEoKOhphyfy1M2ZAx9/bLrptmsX2GhybRGRJ6JWLVi0CKKjTcnlqChLRyTy5KW7WfHZZ59x48YN3n//fS5evEjLli0xGAxs3bqV69ev88cff+Dl5YWzszMbNmzIyJhFRERERESsgqOjI2FhYebnV69e5fz589StWzdJOWdnZ6Kjo59ydCJP119/Qb9+kCsXHDoEDg6WjkhEJGvr3BkmTICQEPDzgwdMzCOSJaQ72bFu3TqKFi3KmDFjUtzfvHlz/vjjDzZv3szkyZPTHaCIiIiIiIi1KlWqFFu3biXq/90ply1bhsFgSJbsuHz5MgUKFLBEiCJPxdGj0KIF2Nub5o/Pm9fSEYmIZA/DhsGrr8KpU+Dvb+loRJ6sdCc7Lly4gJ+fH7a2tqYT/X/s6b1rc5QuXZp69eqxYMGCxwxTRERERETE+rzwwguEh4fToEED3nrrLUaMGIGjoyPt2rUzl4mLi2Pv3r34+vpaMFKRJ+f6dahRw9SjeMMG0FtdROTpmjkTmjeHzZvhpZcsHY3Ik5PuZIe9vT05cuQwP0/8OTg4OEm5AgUKcPbs2fReRkRERERExGq98cYbNGrUiD179jBt2jSio6OZOHFiknU8NmzYQEREhNY6lCzpzh2oUAEiI2HePKhf39IRiYhkT2vWQLly8OOPkMpEPSJWzy69BxYpUiTJAnre3t4A7N69mzZt2pi3HzlyBBcXl8cIUURERERExDo5ODiwYcMG/vnnH65du0aVKlXw8fFJUsbJyYmpU6cmGe0hkhUkJECVKqaRHePGQc+elo5IRCT7srGBvXvBywtGjwZvb+jVy9JRiWSsdCc7qlatypo1a4iLi8POzo7GjRtjNBoZMWIE3t7eeHp68uWXX3Lo0CGaNGmSkTGLiIiIiIhYDYPB8MBRG/7+/vhrEm3Jglq0gGPHoE8f+PBDS0cjIiIODnDokCnR0bs3eHpCw4aWjkok46R7GqsWLVoQFhbG2rVrAahYsSLPPfccR48epWLFiuTOnZuRI0diY2PDqFGjMixgERERERERa3by5Ek2b95s6TBEnqj+/U3rczRsCN9/b+loREQkUf78sGsX2NlBs2Zw4oSlIxLJOOlOdnTt2pWgoCAa3pP+mz9/PoMHD6ZAgQLY2dlRoUIFlixZQp06dTIiVhEREREREav36aefaiSHZGlnz8KsWVCqFPz1l6WjERGR+5UpA2vXQlwcvPwyGI0PP8aYlkIiFpbuaazs7OwoWrRokm0uLi5Mnz6d6dOnP3ZgIiIiIiIiImJ9fHxM01d5eZnmiBcRkcynUaP/RuA9zNWrV9m1axdNmjTB2dn5iccmkl5qdoiIiIiIiIhIhipdGnQ/TEQkc2vc2JSUNhgeXG7btm18+eWXdO3a9ekEJpJO6U523Lx5k82bN3Pp0qVUy1y6dInNmzcTFhaW3suIiIiIiIiISCaR1mlMHnbjTEREMoe0/L1+/vnnmTRpEmvXrqVHjx5PPiiRdEp3smPatGn4+/tz5cqVVMtcuXIFf39/ZsyYkd7LiIiIiIiIiEgmEB0dzeuvv84JrWYrIpItxMXFmX+eNWuWeY3m27dvWzAqkdSlO9mxZs0afHx8qFatWqplqlWrhre3N6tWrUrvZURERERERLKUunXr0qtXL0uHIfLI3njjDWbMmEHPnj3Zt29fsv1avFZEJOuIjY3Fzs603PPzzz/P3Llz+eabbxg8eDA5c+a0cHQiKUv3AuXnzp2jRo0aDy1XpkwZdu/end7LiIiIiIiIZCl9+/alb9++lg5D5JE1atSI2NhYwsPDadKkCQsWLKB58+YA3L17F0dHRwtHKCIij8NoNGIwGIiPj8fe3p64uDjq16/P+fPnWbhwIU2bNk3ytz4yMpIcOXJYMGKRpNI9siMiIgI3N7eHlnN1ddWaHSIiIiIiIikIDw9Xb3ixGrly5eLQoUPMnTuXZs2a8fzzz7N27VreffddJk+eTEJCgqVDFBGRx7Bs2TKmTZuGra0t169fp2zZsoSHh7No0SJatmyZJNFx7NgxRo0axZYtWywYsUhS6U52uLu7c/z48YeWO3HiBHnz5k3vZURERERERKzW4cOHmT59OidPnkyyfdOmTXh7e5M3b14KFCjA3LlzLROgyCNo0qQJ+fLlw2g0snDhQkaMGEHr1q2ZOnUqzZs3x8Ym3bcYREQkE8iZMydvvfUWo0ePpmLFihQuXJiff/6ZOnXqYGtrm6x8rly56NSpE//++68FohVJLt0tkVq1arF//342b96capktW7awb98+atWqld7LiIiIiIiIWK3p06fz9ttv4+zsbN4WEhLCc889x/nz5zEajYSEhPDKK6+kuAaCSGbi6OhIdHQ0S5YsAaBIkSLY2dmRkJDA8uXLuXPnjoUjFBGRx9G8eXNmz57N2LFj8fLyYt68efj5+aWYzC5btizvv/8+Q4YM4bnnnuPKlSsWiFgkqXQnOwYOHIjRaKRTp06sWLEi2f4VK1bQqVMnDAYDr7766mMFKSIiIiIiYo22bt1KuXLl8PDwMG/76aefuHXrFgMGDCAsLIwff/yRhIQEvvzySwtGKpLUtm3bkkxNkjhFVbVq1YiNjWXPnj28+uqrfP/99yxevJhPPvmEQYMGaSorEREr9/LLLzN+/Hj27dvHjRs3AJJMuRkdHc3+/fsBsLe3Z9iwYZQtW5b58+dbIlyRJNK9QHmjRo0YPHgwX331Fc8//zz58+endOnSAJw8eZIbN25gNBoZOHAgzZo1y7CARURERERErMW1a9d49tlnk2zbsGEDtra2fPzxx7i6utKzZ0+mTp3K9u3bLRSlSFL79u2jcePG/PTTT+Ztib16W7VqxaBBgzh9+jRjxoyhR48eAPz5558YjUZNZSUikgW89957nDp1is8++4xffvkFW1tbDAYDRqORmJgYXnvtNRo0aMAnn3yCo6MjkZGR3Lx509Jhi6Q/2QGmIdm+vr6MGzeOGzdumLN9APnz5+eDDz7gjTfeeOwgRURERERErFFERARubm5Jtu3cuRM/Pz/y5ctn3ubr68uaNWuedngiyVy9epVGjRrx2muv0alTp2T7vb29KVSoED169OC9994zb2/UqNHTDFNERJ6w77//nuPHj3P9+nVWrFhBv379sLe3x83NjdGjR9OyZUsuX77M1atX2bNnDx9//LGlQxZ5vGQHwJAhQxg0aBB79uzh/PnzAHh6elKtWrUUF64RERERERHJLlxdXbl06ZL5+bFjxwgNDTX3hr+XwWB4mqGJJJOQkEDt2rVp164dkyZNIiYmhm+//ZaDBw9y+/ZtBgwYQMOGDfn1119xc3PDzu6xbymIiEgmVqZMGT799FPWrFlD7969sbe3JzY2lgYNGtCiRQu8vLxwdXXlrbfeomHDhhiNRk6cOMH69et5/fXXLR2+ZEMZMr7U1taWGjVq0LlzZzp37kzNmjWV6BARERERkWzPz8+Pbdu2cfr0aQDmzJmDwWCgQYMGScoFBgZSuHBhS4QoYjZjxgyuXbvGM888A0DXrl1ZsGABly5dIigoiE6dOjFp0iTy5s2Lvb29haMVEZGn4c033yQ4OJhhw4YBpnU6HBwcOHfuHLlz52b69Ok0b94cOzs7DAYDbm5uvPnmm7z//vsWjlyyowzthnHy5EmuXr1K/fr1M/K0IiIiIiIiVmnAgAFs3LiRqlWr4uPjw8GDBylQoACtW7c2l7l16xb79++nbdu2FoxUBDp27EhQUBCrVq3i22+/xd3dncWLF1OsWDFsbW356KOPGDlyJM2bN6dChQqWDldERJ4CZ2dn1qxZQ7169YiJiaFixYps27aNuLg4mjZtmqSs0WikcOHC7Nixg4YNG+Lh4cHAgQMtFLlkRxm6ctinn36Kv79/Rp5SRERERETEanXu3JnRo0cTFxfHgQMH8PLyYsmSJTg6OprLLF682DwlhIglFSlShI8++ogmTZrg5eXF2LFj8fLyMi86PnbsWFxdXdm6dauFIxURkafJ29ubP/74A4PBwLRp07h48SIDBw6kePHiScolLmJeo0YNfv31VwYPHsyGDRssE7RkS5pgU0RERERE5An66KOPGDFiBBEREeTPnz/Z/qZNm7Jv3z5KlChhgegku9u9ezf58+c337DKmTMnI0eOpE6dOvj5+QH/3by6evUqnp6eFCxY0HIBi4iIRVSoUIGZM2dy69YtcuXKhcFgwMbGhoSEhCT/Jq5B1rBhQ9q3b0/z5s05deqU2jnyVGToyA4RERERERH5z4ULFwgNDcXBwSHFRAeAp6cnnp6ehIaGPuXoJLtbsmQJNWrUYOTIkZw9e9a83cbGhiZNmiR5zxoMBubPn8/NmzepVauWJcIVERELs7W1JXfu3Nja2mIwGIiPjzeP/kv8d+XKlYwYMQIPDw9OnjxJ+fLluXr1qiXDlmxEIztERERERESeEG9vb3r37s2cOXMeWO7dd9/lhx9+IC4u7ilFJtnd6dOnGTduHL169WLlypVcuXKFL774gvLlyycru2PHDv766y8+++wzVqxYQeHChS0QsYiIZBZGoxGDwYCtrS0A27ZtY9++fcycOZPo6GhsbGwYPnw4NWrU0DSd8lQp2SEiIiIiIvKEGI1GjEZjmsuKPC2nT5+mYsWKfPLJJ3z88cfUrl2bXr168fXXX1O9enXzDSyA69ev8+uvvzJ37lwaNWpkwahFRCQzMBgMREVF8cUXX7Bnzx42bdpE/vz5qVmzJr1796ZcuXIUKlTIXD5xiiuRJy1Dkx1169bNyNOJiIiIiIhkC7du3cLBwcHSYUg20rBhQ/Lly0eRIkUAOHbsGPXq1aNr1658++23NGrUCHt7e06dOkX16tX566+/yJMnj4WjFhGRzMLFxYWLFy9y4cIF5s2bh7e3d5LRgYmjPwAlOuSpydB3Wt++ffnhhx8y8pQiIiIiIiJZVkJCAocOHWLjxo14enpaOhzJRpycnKhevToAMTEx5MiRg7179/LMM8/QrVs3li9fzr///kuLFi1YtWqVEh0iIpLM119/za5du2jbtq050ZGQkABgTnSIPE1PLK0WHh6uYdgiIiIiIpLt2Nramh8A8+bNS7Lt3oe9vT1+fn6EhITw/PPPWzhyya4cHBzM68WsWbOGTp068dJLL9G4cWNKly5Nv379LByhiIhkZokJDtAoDrGsdL/7Dh8+zPTp0zl58mSS7Zs2bcLb25u8efNSoEAB5s6d+7gxioiIiIiIWI3EdToSp2+49/n9Dzs7O4oXL87QoUMZM2aMpUOXbMzOzo74+HgAvvvuO3LkyEG9evVYs2aNhSMTEZHMTgkOySzS/U6cPn06b7/9Ns7OzuZtISEhPPfcc5w/fx6j0UhISAivvPIK+/bty5BgRUREREREMruEhATzw2g00rt37yTb7n3cvXuXM2fOMGHCBK3ZIRZna2vLnTt36NChAwaDgZUrV1o6JBEREZE0S3eyY+vWrZQrVw4PDw/ztp9++olbt24xYMAAwsLC+PHHH0lISODLL7/MkGBFRERERESsyahRo2jfvr2lwxBJM4PBQP369Tl48CB2dnaWDkdERKycVjmQp8lgTOfCGvnz5+fZZ5/l999/N29r3bo169ev5+rVq+TLlw+AqlWrEhUVxbFjxx56zoiICNzc3AgPD8fV1TU9YYmIiIiIWA21f+VR6T0jGeHaNShY0HQDKqX1YxOnYBMREXkcRiMkJJge9vaWjkasWVrbwOke2ZF4gXvt3LkTPz8/c6IDwNfXl0uXLqX3MiIiIiIiIlbr6NGjjB079oFT++7du5exY8dy/PjxpxiZZFfbt0ORIjBvXupllOgQEZGMEB8PNWpA1aqmhIfIk5buZIerq2uSJMaxY8cIDQ2ldu3aycqqoSQiIiIiItnRjBkzGDt2LPnz50+1TP78+RkzZgzffPPNU4xMsqPAQGjYEGxsoEqVlEd1iIiIZBQ7OyhbFg4dgjZtLB2NZAfpTnb4+fmxbds2Tp8+DcCcOXMwGAw0aNAgSbnAwEAKFy78eFGKiIiIiIhYoYCAACpWrJhkrcP7eXp6UqlSJf7666+nGJlkN2FhULkyxMbCypVQoYKlIxIRkexg/nyoWxf++ANee83S0UhWl+5kx4ABA4iNjaVq1apUrlyZqVOnUqBAAVq3bm0uc+vWLfbv30/58uUzJFgRERERERFrcvHiRXx8fB5azsfHR9P/yhMTFwcVK0J4OMycCS1bWjoiERHJTv7+G0qUgK+/hsmTLR2NZGXpTnZ07tyZ0aNHExcXx4EDB/Dy8mLJkiU4OjqayyxevJjY2Nhkoz1ERERERESyg7i4OGxsHv61y8bGhjt37jyFiCQ7qlULgoLg3XdhwABLRyMiItmNjQ0cPAh588I778Cvv1o6IsmqDEaj0fg4J4iJiSEiIiLFOWgvXLjAzZs3KVGiBDlz5nzoudK6qrqIiIiISFag9m/WV6ZMGe7evUtgYOADy3l7e2Nra2ueJjg1es/Io+rQAX77DTp1giVLLB2NiIhkZ5cvQ8mScPcu7NgB1atbOiKxFmltA6d7ZMeFCxcIDQ3FwcEh1cX2PD098fT0JDQ0NL2XERERERERsVqNGjXiwoULfP3116mWmTlzJufPn6dRo0ZPMTLJDoYONSU6atRQokNERCyvSBHYtg0MBqhXD86ft3REktWkO9nh7e3NsGHDHlru3XffTdMctSIiIiIiIlnNW2+9hYODA6+//jpvvfUWR48eJT4+nvj4eI4ePcpbb73F66+/joODA2+//balw5Us5KuvYMoU8PKCrVstHY2IiIiJn58pER8TY/o5IsLCAUmWku5kh9FoJK0zYD3mTFkiIiIiIiJWydfXlzlz5mBra8v06dOpUKECDg4OODg4UKFCBaZNm4bBYGDWrFmUKVPG0uFKFrFqFbz+OuTObZoj3c7O0hGJiIj8p00bmD4dwsKgYkWIi7N0RJJVpDvZkVa3bt3CwcHhSV9GREREREQkU+revTvbt2+nXbt2uLi4mDuOOTs70759e7Zt28aLL75o6TAli9i7F557DhwcYP9+0NIuIiKSGQ0eDG+/bZrKqk4dS0cjWcUT69+RkJDAkSNH2LhxI56enk/qMiIiIiIiIplelSpVWL58OQkJCYSEhACQL18+bGyeeP8zyUYuXYK6dcFohL//Nk1hJSIikllNngxnz5qmtercWetLyeN7pJa1ra2t+QEwb968JNvufdjb2+Pn50dISAjPP//8EwleRERERETEmtjY2ODu7o67u7sSHZKhoqKgUiWIjobFi6FmTUtHJCIi8nDLl0PVqrB0KQwfbuloxNo90siOe9feMBgMD1yLw97enmLFitGxY0fGjBmT/ghFREREREREJFUJCaY5z0NCTL1kO3a0dEQiIiJpt2MH+PjAhAmmfwcMsHREYq0eKdmRkJBg/tnGxobevXvz/fffZ3hQIiIiIiIiWcmVK1dYsWIFJ06cICIiIsWOYwaDgTlz5lggOrF2DRrAmTMwaJBp/nMRERFrYmcHBw9C8eIwcCB4ekLLlpaOSqxRutfsGDVqFH5+fhkYioiIiIiISNbz5ZdfMmzYMGJjY83bEpMdBoPB/FzJDkmPnj3hn39MN4VmzLB0NCIiIumTOzfs2wdlykC7drBnj2nUosijSPcksaNGjaJ9+/YZGYuIiIiIiEiW8tdff/HGG2/g5OTEiBEjePbZZwH49ttvGTp0KMWLFwfgzTff1Kh5eWQffQQ//wwVKsCqVZaORkRE5PF4e0NAgGl6xmefhatXLR2RWJt0JzuOHj3K2LFj2bdvX6pl9u7dy9ixYzl+/Hh6LyMiIiIiImK1pk2bhsFgYN26dYwfPx5fX18A+vXrx8SJEzl69CgvvfQS33//PfXq1bNwtGJNfvgBxo2DwoVh927QevciIpIVPPssLFgAUVGmZH5UlKUjEmuS7ubQjBkzGDt2LPnz50+1TP78+RkzZgzffPNNei8jIiIiIiJitf7991+qVKlCzZo1U9zv6OjIzJkzcXJyYuzYsU85OrFWf/0FfftCzpxw+DA4OFg6IhERkYzzwgvw6acQHAyVK5tGeoikRbqTHQEBAVSsWBEPD49Uy3h6elKpUiX++uuv9F5GRERERETEat28eZMSJUqYn9vb2wMQHR1t3ubo6Ei9evX0vUnS5Ngx0/ocdnamER1581o6IhERkYw3YgQMGAAnT0LjxpaORqxFupMdFy9exMfH56HlfHx8uHTpUnovIyIiIiIiYrXy5s1LZGSk+XmePHkAuHDhQpJy8fHxhISEPNXYxPoEB0P16hAXB+vXQ+nSlo5IRETkyfnmG2ja1LSOR58+lo5GrEG6kx1xcXHYpGFSUBsbG+7cuZPey4iIiIiIiFgtT09PgoKCzM/Lly+P0Whk1T2rSd++fZstW7ZQrFgxS4QoVuLOHShfHiIjYe5caNjQ0hGJiIg8eWvXwjPPmD77NOOnPIxdeg/08PBg165dDy23a9cuihQpkt7LiIiIiIiIWK0GDRowdepUrl27RsGCBWndujU5cuTg/fff5+rVq3h6ejJv3jxCQ0Pp2rWrpcOVTCohAapVg2vXYMwY6NXL0hGJiIg8HTY2sGcPFC8Oo0aBjw/07GnpqCSzSvfIjkaNGnHhwgW+/vrrVMvMnDmT8+fP06hRo/ReRkRERERExGp17tyZhg0bsn//fsA0rdWUKVOIi4tjypQpvPnmm+zduxcvLy/GjBlj2WAl02rZEo4cgZdego8+snQ0IiIiT5eTExw8CDlymD4LN2+2dESSWRmMRqMxPQeeOnWKihUrEhsby5AhQ+jXrx+l/z9h6IkTJ5g1axZfffUVtra27N+/nzJlyjz0nBEREbi5uREeHo6rq2t6whIRERERsRpq/2Zfe/fuZcmSJYSGhlK2bFn69OmDm5vbQ4/Teyb7efVV+PZbaNDANGe5iIhIdnXsGFSqZPr5yBHw9bVsPPL0pLUNnO5kB8CCBQvo06cPcXFxyfYZjUbs7OyYM2cOL774YoYGLSIiIiKSFaj9K49K75nsZcIEGD7cdDPn+HHTVB4iIiLZ2V9/mRYtz5EDzp+HvHktHZE8DWltAz9WU6l79+5s376ddu3a4eLigtFoxGg04uzsTPv27dm2bVuaEx0iIiIiIiJZjY+PDy1atLB0GGKFFi82JTry54f9+5XoEBERAWjcGObMgdu3oXx5iImxdESSmaR7gfJEVapUYfny5SQkJBASEgJAvnz5sFFLTEREREREsrlr165Rq1YtS4chVmb7dujWDZyd4dAhcHGxdEQiIiKZR58+EBgI48ZBtWrqFCD/ybC3gY2NDe7u7ri7uyvRISIiIiIiAnh5eREREWHpMMSKBAaCv7/pps2OHVCokKUjEhERyXzGjoXu3U2dAtq2tXQ0klkoKyEiIiIiIvKEdOrUic2bN3Pjxg1LhyJWICICKlc2TcmxciVUrGjpiERERDKvn3+GOnVgzRoYMsTS0Uhm8NjTWF25coUVK1Zw4sQJIiIiSGm9c4PBwJw5cx73UiIiIiIiIlblvffeY926dTRr1owZM2ZQu3ZtS4ckmVRcnGnu8fBw+OYbaNnS0hGJiIhkfps3g68vfPUVeHvD229bOiKxpMdKdnz55ZcMGzaM2NhY87bEZIfBYDA/V7JDRERERESyo9atW2Nra8uBAweoV68eBQoUoHjx4jg7OycrazAY+OuvvywQpWQGtWpBUBC8+y4MGGDpaERERKyDjQ0cOABeXjB0qOnfjh0tHZVYSrqTHX/99RdvvPEGrq6uDB06lL///pvt27fz7bffcvLkSZYtW8a5c+d48803qVSpUkbGLCIiIiIiYhUCAgLMPxuNRq5du8a1a9dSLJvYYUyyn+efhz17oFMn+PxzS0cjIiJiXXLmNCU8SpWCLl1Ma15Vr27pqMQS0p3smDZtGgaDgXXr1lGzZk369OnD9u3b6devHwAff/wxAwcO5Pvvv2fv3r0ZFrCIiIiIiIi12LRpk6VDkExu6FBYvtx0U2bJEktHIyIiYp2KFYN//oEaNaBePTh5Ejw9LR2VPG3pTnb8+++/VKlShZo1a6a439HRkZkzZ7JmzRrGjh3L3Llz03spERERERERq9SgQQNLhyCZ2IwZMGWK6WbMtm2WjkZERMS6VakCy5bBc89BpUpw4QLkymXpqORpsknvgTdv3qREiRLm5/b29gBER0ebtzk6OlKvXj3NOysiIiIiItnS5s2bOXny5EPLnTp1is2bNz+FiCSzWLUKhgyB3Lnh0CGwe6wVNUVERASgXTuYNg3CwqBCBYiLs3RE8jSlO9mRN29eIiMjzc/z5MkDwIULF5KUi4+PJyQkJL2XERERERERsVoNGzbk8zQswjBhwgT8/f2fQkSSGezfb+p16uBg+tnV1cIBiYiIZCFDhsBbb8H581C3rqWjkacp3ckOT09PgoKCzM/Lly+P0Whk1apV5m23b99my5YtFCtW7PGiFBERERERsVJGo9HSIUgmcvky1K4NRiP8/Td4eVk6IhERkaxnyhRo3x527jQtWi7ZQ7qTHQ0aNODIkSNcu3YNgNatW5MjRw7ef/99hg0bxpdffknDhg0JDQ2lefPmGRawiIiIiIhIVnPz5k2cnJwsHYY8YVFRULEiREfD4sWQyhKYIiIikgF++820jseSJTB8uKWjkach3bOCdu7cmX379rF//36aN29O3rx5mTJlCq+++ipTpkwBTD2YihcvzpgxYzIsYBERERERkczs/ql9b9++nWxbori4OI4cOcL69euTrIkoWU9CginRERICkyZBx46WjkhERCTr27kTvL1hwgTw8YEBAywdkTxJBmMGj6neu3cvS5YsITQ0lLJly9KnTx/c3NzSdGxERARubm6Eh4fjqklLRURERCSLU/s3a7KxscFgMACmDmCJPz+I0Wjks88+4913331gOb1nrFf9+rBlCwwaBDNmWDoaERGR7CMszDRt5K1bsHo1tGxp6YjkUaW1DZzukR2pqVKlClWqVMno04qIiIiIiFgFT09Pc4LjwoULuLi4kD9//hTLOjg4UKxYMTp27MjAgQOfZpjyFL34oinR0aKFEh0iIiJPW+7csHcvPPMMtGtn+rlCBUtHJU9CupMdPj4+lCpVirVr12ZkPCIiIiIiIlbt3Llz5p9tbGzo3Lkz33//veUCEosaNQrmzzfdVFm92tLRiIiIZE8lSsDGjaaRlrVqwZkzUKiQpaOSjJbuBcqvXbtG3rx5MzIWERERERGRLOWHH36gb9++lg5DLGTePBg7FgoXht27wSbd38BFRETkcdWpAwsWQFSUaR2tO3csHZFktHSP7PDy8iIiIiIjYxEREREREclSXnrpJUuHIBaycSP06QM5c8Lhw+DgYOmIRERE5IUXIDAQ3nsPKlWCY8fUGSErSXeyo1OnTnzxxRfcuHEDd3f3jIxJREREREQky4mPjyckJIQ7D+hG6Onp+RQjkifl2DHT+hx2dqYRHZoUQUREJPMYMQLOnoVZs6BJE1MHBcka0p23eu+99yhbtizNmjVj27ZtGRmTiIiIiIhIlrFr1y5atmxJrly5KFy4MN7e3ik+fHx8LB2qZIDgYKheHeLiYP16KF3a0hGJiIjI/b77zpTo2LTJNBJTsoZ0j+xo3bo1tra2HDhwgHr16lGgQAGKFy+Os7NzsrIGg4G//vrrsQIVERERERGxNjt27KBRo0bm0Rx58uTB1dXVwlHJkxITY1qIPDLStF5Hw4aWjkhERERSs24dlC8Pc+eaFjD/8ENLRySPK93JjoCAAPPPRqORa9euce3atRTLGgyG9F5GRERERETEao0aNYo7d+7w8ssvM378eAoWLGjpkOQJSUiAKlXg6lUYPRp69bJ0RCIiIvIgNjawdy8ULw4jR4K3N/ToYemo5HGkO9mxadOmjIxDREREREQky9m5cyelS5dm1qxZ6gSWxbVqBUeOmJIco0ZZOhoRERFJCycnOHgQfHxMn+EeHlC/vqWjkvRKd7KjQYMGGRmHiIiIiIhIlhMXF4efn58SHVncq6+apsKoX980fZWIiIhYjwIFYOdO8PODpk3h8GHw9bV0VJIe6V6gfPPmzZw8efKh5U6dOsXmzZvTexkRERERERGrVaZMGYKDgy0dhjxBEybAt9+abopoAgQRERHrVK4crF0LsbFQtSqEhlo6IkmPdCc7GjZsyOeff/7QchMmTMDf3z+9lxEREREREbFa/fv3Z8uWLZw5c8bSocgTsHgxDB8O+fPD/v2mub9FRETEOjVuDLNmwa1bpoXLY2IsHZE8qsdqihmNxoyKQ0REREREJMvp378/3bp1o2nTpqxZs4b4+HhLhyQZZPt26NYNnJ1Nc327uFg6IhEREXlcffvCBx/AlStQvTokJFg6InkU6V6zI61u3ryJk5PTk76MiIiIiIhIpuPj4wPAuXPnaNu2LXZ2dhQuXBibFIYAGAwGjQCxEoGB4O9vGsmxYwcULmzpiERERCSjfPyx6bN+wQJo1w5WrbJ0RJJWj5TsuHDhQpLnt2/fTrYtUVxcHEeOHGH9+vWUKFEi/RGKiIiIiIhYqXPnzpl/NhqNxMbGpvodSouYW4eICKhc2TS1xerVULGipSMSERGRjPbzz3DunOmzfsgQ+PJLS0ckafFIyY7ixYsnaYD/+uuv/Prrrw88xmg00rNnz/RFJyIiIiIiYsUCAwMtHYJkoLg40xze4eHw9dfQsqWlIxIREZEnZcsW8PWFr74CHx946y1LRyQP80jJDk9PT3Oy48KFC7i4uJA/f/4Uyzo4OFCsWDE6duzIwIEDHz9SERERERERK+Pl5WXpECQDPfssBAXBsGGgr7kiIiJZm40NHDgAXl7w9tumf59/3tJRyYM8UrLj3iHYNjY2dO7cme+//z6jYxIRERERERHJVJ5/Hnbvho4dYcIES0cjIiIiT0POnKaEh68vdOkC27ebFi6XzCndC5T/8MMPlCxZMiNjERERERERybJ27NjBpk2buHTpEgBFixbF39+fWrVqWTgyeZhhw2D5cqhWDZYutXQ0IiIi8jQVKwZbt0KNGlC/Ppw4AZ6elo5KUpLuZMdLL72UkXGIiIiIiIhkSRcuXKBHjx5s27YNMK1rCP8tSF6nTh3mz5+Pp741Z0pffw2TJpluamzfbuloRERExBKqVIFly+C558DPDy5cMI36kMwl3cmOe8XHxxMSEsKdO3dSLaOGu4iIiIiIZDdhYWH4+/sTGBiIk5MTzZs3p0SJEgCcPXuWtWvX8s8//9C4cWN2796Nm5ubhSOWe61ZA4MHg5sbHDoEdhnyDVpERESsUbt28MUX8MYbUKECnDqltkFm81j/Hbt27eKjjz7i77//5u7du6mWMxgMxMXFPc6lRERERERErM7kyZMJDAykVatWfPfddxQpUiTJ/qtXr9KvXz/WrFnD5MmTGTt2rIUilfsdOGC6qeHgYPrZ1dXSEYmIiIilvf46BAaakh716mnUZ2ZjMCaOoX5EO3bsoFGjRubRHHny5MH1Aa2/wMDAh54zIiICNzc3wsPDH3guEREREZGsQO3frK98+fLcuHGDwMBAXFxcUiwTFRWFt7c37u7uHD58+IHn03vm6bh8GUqWhLt3Yds2qFnT0hGJiIhIZtK+PaxcaVq0/JdfLB1N1pfWNnC6R3aMGjWKO3fu8PLLLzN+/HgKFiyY3lOJiIiIiIhkSYGBgbRu3TrVRAeAi4sLDRo0YPXq1U8xMklNVBRUrAjR0bBkiRIdIiIiktyKFaZ1PBYvBh8f+PRTS0ckADbpPXDnzp2ULl2aWbNmKdEhIiIiIiKSAltbW2JjYx9aLi4uDhubdH89kwySkACVKkFIiGlR8k6dLB2RiIiIZFb//gvFisFnn8F331k6GoHHSHbExcXh5+eHwWDIyHhERERERESyDF9fXwICAggLC0u1TGhoKJs2baJUqVJPLzBJkb8/nD4NAwfC0KGWjkZEREQyMzs7OHTItK7Xq6/CunWWjkjSnewoU6YMwcHBGRmLiIiIiIhIltK5c2fCw8Np3bo1R44cSbb/0KFDtGnThoiICF544QULRCiJevWCzZuhRQv4+mtLRyMiIiLWIHdu2LsX7O2hTRt4yPJr8oSle4Hy7777jtdff50jR45QokSJDAlGi+2JiIiISHai9m/WFx0dTe3atTlw4AA2NjZUrlwZb29vAM6ePcv+/ftJSEjAz8+Pbdu24eTk9MDz6T3zZIweDWPGQPnycOAAaEYxEREReRT//AMNGoCTE5w5A4UKWTqirCWtbeB0N+H69+9Pt27daNq0KWvWrCE+Pj69pxIREREREcmSnJ2d2bhxI126dAFgz549LF26lKVLl7J3714AXnjhBf7888+HJjrkyZg3z5ToKFQI9uxRokNEREQeXd268PPPEBUFFSvCnTuWjih7skvvgT4+PgCcO3eOtm3bYmdnR+HChVNcVM9gMHDmzJn0RykiIiIiImKl8uTJw6JFiwgKCmLz5s1cunQJgKJFi1K/fn08PDwsHGH2tXEj9OkDOXOa5tx2cLB0RCIiImKtunaFwEB4/33w84OjR9WJ4mlLd7Lj3Llz5p+NRiOxsbFcuHAhxbJaxFxERERERLI7Dw8PevToYekw5P+OHzetz2FnB7t3Q/78lo5IRERErN1778HZszB7NjRpYupYIU9PunNLgYGBaX6cPXs2I2MWERERERGxCgsXLsTHx4e1a9emWmbt2rX4+PiwdOnSpxhZ9hYcDNWrQ1wcrF8PpUtbOiIRERHJKmbNgsaNYdMmePllS0eTvaR7ZIeXl1dGxiEiIiIiIpLlLFy4kLCwMBo1apRqGX9/f27evMnPP/9Mp06dnmJ02VNMDFSoALdvw9y50LChpSMSERGRrGb9eihXDn74AUqUgA8+sHRE2YNmDRMREREREXlCDh48SMWKFXF4wGIQjo6OVKpUiQMHDjzFyLKnhASoUgWuXoVRo+CllywdkYiIiGRFNjawbx8UKAAffmhavFyevHSP7LjXjh072LRpU5KF9vz9/alVq1ZGnF5ERERERMQqXb16lTp16jy0XNGiRfn333+fQkTZW+vWcOQIvPgijB5t6WhEREQkK3NygkOHwMcHevUCLy+oW9fSUWVtj5XsuHDhAj169GDbtm2AaaFy+G9B8jp16jB//nw8PT0fM0wRERERERHr4+LiQkhIyEPLhYSEPHD0hzy+QYNg7VqoVw9+/NHS0YiIiEh2UKAA7NwJfn6mdTwOHwZfX0tHlXWlO9kRFhaGv78/gYGBODk50bx5c0qUKAHA2bNnWbt2Lf/88w+NGzdm9+7duLm5ZVjQIiIiIiIi1qBcuXJs3bqV0NBQ8ubNm2KZ0NBQ/vnnH8qXL/+Uo8s+Jk6EmTOhZEkICLB0NCIiIpKdlCsHf/wBzZpB1apw7hyk0iyUx5TuNTsmT55MYGAgrVq14vTp0yxfvpxJkyYxadIkli1bxtmzZ2ndujVnz55l8uTJGRmziIiIiIiIVejYsSORkZH07NmTqKioZPujo6N58cUXiY6O1uLkT8jSpfDuu5AvHxw4YJpDW0RERORpatIEZs2CW7egQgWIibF0RFmTwZg499QjKl++PDdu3CAwMBAXF5cUy0RFReHt7Y27uzuHDx9+6DkjIiJwc3MjPDwcV1fX9IQlIiIiImI11P7N+qKjo6lWrRrHjx+ncOHCdO/enTJlygBw/PhxFi5cyOXLlyldujS7d+9O9btVIr1nHs3OnVC7Njg6wunTUKSIpSMSERGR7OyDD+CTT6BSJdi7V50w0iqtbeB0T2MVGBhI69atH9gYd3FxoUGDBqxevTq9lxEREREREbFazs7OrFu3jg4dOrBnz55ko96NRiOVK1dm+fLlD010yMMtXQoVK0KpUnD+PDRoAAYDbNumRIeIiIhY3vjxcPYsLFoE7dvD77+D0QiLF0P16qbFzCX90p3ssLW1JTY29qHl4uLisFGKSkREREREsqlixYrx77//8vvvv7N27VrOnz8PgKenJy1atKBdu3YYDAYLR2n9goOhSxfIlct0A6FbN9MUEatWmRYFFREREckMFi6ECxdMbZTBgyEuDr79Fnr1gnnzLB2ddUt3ssPX15eAgADCwsLInTt3imVCQ0PZtGkTpUqVSu9lRERERERErJ7BYKBdu3a0a9fO0qFkWRs3mnpG3roFrVqZts2Y8d/PIiIiIpnFli2mURwzZvy3be1aU1tGfWDSL91DLjp37kx4eDitW7fmyJEjyfYfOnSINm3aEBERwQsvvPBYQYqIiIiIiIg8yIYNYGdnukmQSIt/ioiISGYUHAz3jx+4fh2OH7dIOFlGukd2vPHGG/zyyy9s376dSpUqUblyZby9vQE4e/Ys+/fvJyEhAT8/P15//fUMC1hERERERESyh8i7cZwLiSQmLgEHOxuK58tBDseUv8auXWuaBuJeb70Frq7w8stPIViRJ+RR6oFIVqV6IFmJ0Qj+/nD0aPJ9GzZA2bIpH6d68HDpfjWcnZ3ZuHEjAwcOZOnSpezZs4c9e/aY99vY2PDCCy8wY8YMnJycMiRYERERERERydpOXbvFzzsvsOnEdS6ERnHPQA0MgGdeF/xLF6BHTU98C+YCTAt9Xrz4XzlbW4iPh2efhapVn2r4IhkiPfVAJKtRPZCsymAwrc/x+edw86bpeeLI1BUr4N5xA6oHj8ZgNN47yDd9goKC2Lx5M5cuXQKgaNGi1K9fHw8Pj0c6T0REBG5uboSHh+Pq6vq4YYmIiIiIZGpq/8qjysrvmaDQKN5ffogtp4OxtTEQn5D6V9XE/fVK5ueTDhX44E0XfvrJtC9nTtNIjgED4JlnnlLwIhnkceqBR16XpxipyJOjeiDZRUwMLF8OX38Nmzf/t/32bQi9q3pwr7S2gTMk2ZFRsnLDXURERETkfmr/yqPKqu+ZRbsuMGrlEeISjA/8Mn8/WxsDtgYDwevKcfuAJ9OmQe/e4Oz85GIVeVIepx7Y2RgY064cXat7PsEIRZ481QPJrk6ehFdfhU2boFG/C1wsqHpwr7S2gdO9QPnChQvx8fFh7dq1qZZZu3YtPj4+LF26NL2XERERERERkSzsq02nGLHsEHfjEh7pCz1AfIKRmPgEXJscYvxvpxg4UIkOsU6PWw/uxiUwYtkhvtp06glFKPLkqR5IdlaqFGzcCP2nneJMPtWD9HqsZEdYWBiNGjVKtYy/vz83b97k559/Tu9lREREREREJJM5dOgQnTp1wsvLCycnJ4oWLUrTpk358ssvzWWKFy+OwWBI8dGiRQvA1IP3w5GjOP9ZG+KjwlO93p3zBzn/WRsij/+TapkZW06mej2DwcCrr75qLtu7d+8k+xwdHSlVqhQfffQRd+7cyYBXSCTtFu26wKT1JzPkXJPWn+SXXRcy5FwiT5PqgWQFc+fOTdb+KFCgAP7+/vzxxx/mcufOncNgMDBp0qQkxy/adYF1V04SvnMZ5z9rQ1zYNWLDrnJhUkdurJiQ4jUjj23m/GdtuLVnFQDBq6Zy/rM2DGlUKlks966rHRAQkGSfra0tBQoUoFOnThw7duwJvDpPR7oXKD948CAVK1bEwcEh1TKOjo5UqlSJAwcOpPcyIiIiIiIikols27YNf39/PD096devH4UKFSIoKIgdO3Ywbdo0hgwZYi7r5+fH0KFDk52jSJEiBIVGMWrlkQyPr17DRvTv2yfZ9lKlSiV57ujoyOzZswEIDw9nxYoVjBs3jjNnzqjDXjZ09+5dPvroI3766Sdu3rxJxYoV+fjjj2natGmSctu2bePdd99l7969uLq60qVLFz755BNy5sxpLjN37lz69DG9B7ds2ULdunWTnMNoNOLp6cnFixdp1KwFF2u8zv0S7twm6MsXIT6WIq/MxD5/8jVRg1dNJfLwX+bnBnsnbF3ceOW3koQNH0S/Xl2xsUlbH9e4uDhiYmJwcUnbPO9z5sxh0qRJBAYG4uHhweuvv56k7ot1elg9iIqK4ocffmDFihUcOnSI27dvU7JkSfr370///v2xtbU1nysgIAB/f38AfvrpJ3r27JnsenXq1GHbtm2UKlMWOk1Ott+YEM+lr/sQfzuUAp1H41yiWrIyYVt+JnzrQvNzg50jNi6u9P3Vm4tD+jC4fx8cHR3T9PsnJCQQHR1Njhw5Hlr2l19+4ffff2fnzp2cPn2aBg0aEBAQkKbrSNY3duxYvL29MRqNXLt2jblz59KqVSt+//132rRpk+IxqbWL7HMXwq1uN8IC5hJdsQnO3lXM+xLuRnHzr9k4FClNziqt/jvI1p58LV/H3tbAiBZlyJfTVAfuraOJXn/9dapXr05sbCwHDx7km2++ISAggMOHD1OoUKHHfCWevnSP7Lh69SpFixZ9aLmiRYty9erV9F5GREREREREMpHx48fj5ubGrl27+PDDD3nllVcYM2YM69atY9u2bUnKFi1alJ49eyZ7NGrUiPeXHyLuEadnSItrhrwpXrNGjRpJytnZ2Zn3vfbaa6xbt45atWqxcOFCrl27luFxZUabN2+mbdu2FClSBIPBwG+//ZZk/+jRoylTpgw5cuQgT548NGnShJ07dyY7z+rVq6lZsybOzs7kyZOH55577un8Ahmod+/eTJkyhR49ejBt2jRsbW1p1aoV//zz32ii/fv307hxY6KiopgyZQqvvPIK3333HZ07d07xnE5OTixYsCDZ9r///puLFy/i6OjIiau3UqwHkcf/MfW0zZGH20cDUg/c1p58bYaSr81Q8jR+BZdyDYkJvcyrfXrQuHFjIiIiUj300qVLDB06lJIlS+Lg4ECOHDnImzcvL7zwwgNv2n777be88sorlCtXji+//JJnn32W119/nc8//zz1OMUqPKwenD17liFDhmA0Gnn77beZNGkS3t7eDBo0iJdffjnFc6ZWD86dO8e2bdtwcnLiWsTdFOvBnfMHib8diq1bQSIfVA+AvM0HmepB0wHkrNiMuOhbvPP6QGrUqEFQUFCqx928eZPRo0dToUIFHBwcyJkzJ66urrRu3TrZ38R7zZw5kxUrVuDh4UGePHkeGJs1eNDnQWxsLMOHD6dChQrkyJGDIkWK0KtXLy5fvpzsPFnh8yAjtGzZkp49e/Liiy/yzjvvsGXLFuzt7Vm4cGGqxzyoXeRaowP27sUJXTeThNi75u1hf/9IfFQ4+VoMxmD47za/wcaWnOX9cSnnz2778ub2Trdu3ZKdu169evTs2ZM+ffowdepUpk6dSkhICD/++ONjvAKWk+5kh4uLCyEhIQ8tFxIS8sDRHyIiIiIiImI9zpw5Q7ly5cidO3eyfQUKFEjTOU5du8WW08GPPBd1WlwJj+b09VuPfJzBYKBu3boYjUbOnj2b4XFlRpGRkVSqVIkZM2akuL9UqVJ89dVXHDp0iH/++YfixYvTrFkzbty4YS7z66+/8uKLL9KnTx8OHDjA1q1b6d69+9P6FTLEv//+y6JFi/j000+ZOHEi/fv3Z+PGjXh5efHuu++ay73//vvkyZOHgIAAXn31VT7++GO++uor1q5dy/r165Odt1WrVixZsoS4uLgk2xcsWEDVqlXJ716Q0MiYFOtB5JEAnH2q4fJMfaKOBKQae+INrZzl/cnl14I89V+k8MtfkrvBSwQEBNCvX78Uj5s7dy6+vr6sXLmSbt26sWTJEn7//Xc+/vhjbt26RePGjXn55ZeJjY1Nclx0dDQffPABrVu3ZunSpfTr148ff/yRHj16MG7cOG7evPmgl1oysbTUg0KFCnHo0CE2bNjAsGHDGDBgAMuWLaNPnz78+OOPnD59Otl5W7VqxYYNGwgODk6yfcGCBRQsWJBylSoTFROXSj3YhEPBErhWb0/UyR0kxKQ+zaBL6TqmelCpGbnrdqNQz4nkazuUw4cPp5qQ/OOPPyhRogSzZs2iefPmLFiwgFWrVjFlyhRcXFzo0qULrVu35tat5J8pP/30E+Hh4WzcuJEiRYo88LW1Bg/6PIiKimLv3r2MHDmSvXv3smzZMk6cOEG7du2SlMsKnwdPSu7cuXF2dsbOLuVJlh7WLjLY2JKvxWDiwq8Rvu0XAO5ePc2tfWtwrdEBhwLeKR4Xn2Bky+ngR2oX1atXDzC196xRupMd5cqVY+vWrYSGhqZaJjQ0lH/++YcyZcqk9zIiIiIiIiKSiXh5ebFnzx4OHz780LKxsbEEBwcne8zdfBJbG8OTCTA+lu/WH0h2zZiYGBIS4EFLcpw7dw4gS/TSTYuWLVvy8ccf06FDhxT3d+/enSZNmuDj40O5cuWYMmUKERERHDx4EDBNffTGG28wceJEXn31VUqVKsUzzzxDly5dnuav8diWLl2Kra0t/fv3N29zcnKib9++bN++naCgICIiItiwYQM9e/bE1dXVXK5Xr17kzJmTxYsXJzvvCy90IyQkhA0bNpi3xcTEsHTpUrp3787tmDgMKVSDuPDr3A06gssz9clRtj5x4de4c/HR5k/PW6cLJfxqs2TJEk6eTLoOwuzZs+nbty+jR4/m+PHjjBs3jo4dO9KmTRsGDRrEmjVr2Lp1Kxs3bqRXr15Jjt20aRMhISEMGjQoyfbXXnuNyMhIVq9e/UhxSuaRlnqQP39+ypUrl+zYxL8hKc3z3759exwdHVmyZEmS7QsWLKBLly4ER8YCyStCQuxdok5uN9WDMvUwxsUQfWrHI/1ObhUa4de0Izt37kxSDwHWrVtH27Zt6d27N2fOnGHSpEnm5MYrr7zCkiVLOHDgAJcvX6ZNmzbExMQkOd7DwyPN08RZgwd9Hri5ubFhwwa6dOlC6dKlqVWrFl999RV79uzhwgXT2ihZ5fMgo4SHhxMcHMyNGzc4cuQIr746kNu3b6c4nRvAzzsvPLRd5Fi0DLkqtyRi5zJirp8jdO1X2LkVwK1O8tEaAPFR4ab10O5EmNtFDxrtl8ja20LprpUdO3YkMjKSnj17EhUVlWx/dHQ0L774ItHR0XTq1OmxghQREREREZHM4Z133iEqKgo/Pz9q167N8OHDWb9+fbIe4ADr16/H3d092WPBD988kVEdALcOrGfii/WSXXP48GWULw/e93R+TEyEnDlzhsmTJ/Prr79Svnx5Spcu/URis2YxMTF89913uLm5UalSJQD27t3LpUuXsLGxoXLlyhQuXJiWLVumKRGWmezbt49SpUolSWIA5qnP9u/fz6FDh4iLi6NataRrBjg4OODn58e+ffuSnXfDhuIYDM8yfPhCEifG+OOPPwgPD6dr167ciY3HmEI1iDy2GYODE84lquNYpDR2uQs/dAqf+8UnGLEr0wCj0ZjkJu/p06cZPHgwc+bM4d133zXP33779m0SEhIA0026ypUrs3nzZv78809++eWXJK8VkOx1qFq1KjY2Nim+DmId0lIPUpM4fX3+/PmT7XNxcaF9+/ZJpu85cOAAR44coXv37oRFxQLJK0L06Z0YY+6Qo2x9bHPmwcmzfLrqQXwJ05o5946++uOPMNq06UFCwoe8++4U86LNUVFRxMfHA6Y64eXlxcaNG7l27RpTp059pGtndeHh4RgMBvMoz6zyeZBRmjRpgru7OwUKFKB8+fL88MNc4Ht++aUpgYHJy286cT1N7aLcDV7C1sWVawveI+bqafI2G4iNffI1aYyxd7g4vQcXp/fg/Bfdze2ilJJPt27dIjg4mCtXrrBu3TrefPNNDAYDHTt2TMdvbnnpXqB8wIABzJo1i3Xr1lGqVCm6d+9uHsFx/PhxFi5cyOXLlyldunSyjH9mFHk3jnMhkcTEJeBgZ0PxfDnI4Zjul0ckW1I9Enl8qkcij0/1SOTJatq0Kdu3b+fTTz9l3bp1bN++nQkTJuDu7s7s2bOTTGtRs2ZNPv744yTHR8fEM2jVZZIvkZkxnH1r4Vq1DbNfrIaDnS1bt8LcufDFFxUASJxBIjIyEnd39yTH1q1bl3nz5mFIqbt9NrVq1Sq6du1KVFQUhQsXZsOGDeYbmonTfY0ePZopU6ZQvHhxJk+eTMOGDTl58iR58+a1ZOhpduXKFQoXLpxse+K2y5cvc/fu3STb7i+3ZcuWZNtDQyEhoTuHDr2Hh0c0b7/tzOHDP9OgQQNc8xUgLt5ISpN+Rx4JwMW3pvkGlkvZetzev5a8TfpjsEl7zYlwNsV671Qk48ePp2XLlvTu3RuAEydO0KNHD/bs2YOrqysffvghq1evpnfv3vTu3ZuRI0cyffp0XnjhBfNrZWtrm2zKOgcHB/Lly5fiHP5iHdJSD1ISExPDF198gbe3N9WrV0+xTPfu3Wnbti1BQUF4eHjw888/4+PjQ/nK1bgTG5/iMZGHN+FYrCx2rqa/0y5l6xO6fibxUeHYuril+fcKdSgImOrBP//AyJEQEDANKA6MJCwMDIZr9OjRg7/++gsnJycGDRpEcHAw3t7ejB49mgkTJjBo0CCGDx+e5utmZXfu3GH48OF069bNnBzLKp8HGWXGjBmUKlUKgGvXrvHJJ/M5evQVfvghF3PnPs+9eYTbd+O4EJp8IEFKbBxdyNOkP8G/fYZL2Xo4+1RNsZzBzgH3Th/99xyY/WI1ihUpmKzs/evtuLu789NPP6VanzO7dH/rc3Z2Zt26dXTo0IE9e/YwefLkJPuNRiOVK1dm+fLluLi4PHagT8Kpa7f4eecFNp24zoXQqCR5ZAPgmdcF/9IF6FHTE9+CuSwVpkimpnok8vhUj0Qen+qRyNNVvXp1li1bRkxMDAcOHGD58uVMnTqVTp06sX//fp555hnA1Mu3SZMmSY49cjkc2y3/pHTaDGGXKx9Oxf34/tdabFrmRlhY0v3x8bBjB9jaOtGq1e8A3L59kf37J3Do0HXGjHEmR44nFt5TN2MGKU6VlFb+/v7s37+f4OBgZs2aRZcuXdi5cycFChQwjwT44IMPzD1Af/jhB4oVK8aSJUsYMGBAsvP98Qf8/nv643kSgoKiuXXLkfv7aUZEmHp7//hjNE5O0QB88YUj968ve+CAE6Gh0ebjjx83/btvHxgMXTAa3yQ6ehXjx7cAVlG8+HSmzYlMMZaY64HE3jhH7gYvmbfleKY+EdsXE312Ly4l037zyeBgij9xvYH4+Hh+++03li1bBkBCQgJdu3YlLi6O+fPnYzQa+fTTTzl37pw5GfLcc8/x9ttvc+fOHZycnIiOjk51XdbE/WKdoqOjcXRM3kM8cdRDav+3gwcP5ujRo6xevTrV9QiaNWtG3rx5WbRoEe+88w6LFi2iV69enA9JuR7ER0cQHbiPvI1fMW9zKV2H0PXfEHVsC7mqtknz72VwcAZg9epbLF+e+PdwCTAUsGXMGNixoz/BwSdp0GAWjo5uLFgwjeDgffj5DeP6dYiPb8HVq8F0736K3Ll9k13j8mW4eZNkf0Mym0mT4HFv0cbGxtKlSxeMRiMzZ840b3/UzwOj0fS38ssvHy+ezCbx7//GjTU4fPi/EXB583YDKpOQMBhoQ+LMhxMnQmhCZApjm/4vhQ9wx0Km96BDoeTvxf+Os8G5uF+STd5+tShXJHmi8KOPPqJevXrcvn2b5cuXs2jRIqueou2xurgVK1aMf//9l99//521a9dy/vx5ADw9PWnRogXt2rXLlD1igkKjeH/5IbacDsbWxpDiMCEjcD40ip92nmfu9nPUK5mfTzpUwCNv5kzciDxtqkcij0/1SOTxqR6JWJaDgwPVq1enevXqlCpVij59+rBkyRJGjRqV6jExcQlPJbbVfyQQE5Z8u9EIJ04A2PL77/cmYpoDZfjxxwHAyqcR4lPx1VePl+zIkSMHJUuWpGTJktSqVQtfX1/mzJnDe++9Z+7xnZjcAnB0dMTHx8c8j/v99uyBe+6PZRLORETcTSEu0wIv27Y5A6YbpsuW3U3h+DuAc7LjTVOVuANNgAVAFBDPuXOdGPtxyvUg8sgmDPZO2OcuROxNU096g50Dtm4FiTwa8EjJDuP/F3POlcuU5D99+jS3bt2ifv36AOzevZsDBw4QGBiIl5cXAHXq1KFEiRLmcxQsWJD4+HhCQ0MpUqQIzs7OydYuML8Kd+7g7Oyc5vgkc3F2djaPYLrXnf8vdJTS/+3EiROZNWsW48aNo1WrVqme297ens6dO7NgwQJq1KhBUFAQ3bt3524qnwdRx7ZAQhz2BUuY6wGAY5FSRB4NeKRkhzHGlKSJiTHVA6PxLnAE8Adg0aLrmP7m/83ff9f//1HNAE9274bduwEcgDwsXHgDSPkG882bmfFvW1Ljxz9esiMx0XH+/Hk2btyYZMqz9HweXLqU+V+z9Pr11/u32GB6z00DTgH5ALh+PZrJXyRQ+KWkpY2xprposLPPsJhSa39VqFDB3DHlueeeIyoqin79+lG3bl08PDwy7PpPy2OP5zcYDLRr1y7JUOXMbNGuC4xaeYS4/38Rfth8aIn7t50NocnUvxnTrhxdq3s+8ThFMjPVI5HHp3ok8vhUj0Qyl8Q5/K9cufLAcg52T6e34NrVNqz7xdRrNDoa89oItrbQpQusXAkXL957RGE+++wtPv98DOvX76B69VpPJc4nLaP7HyYkJJhviFatWhVHR0dOnDhB3bqmefFjY2M5d+6c+eb5/YYOhcGDMzamx9WhQ2GuXLnEjvvWPv777ys89xwsWFCEPHny0rIlfP/9Fe5fv7dlyytERxchIMD0fMECeO01aNvWNJIlLq470A+4irt7S5YsyY2rVzjVKyU9j9FoJPLoZoyxd7g8e2CyOKOjwkiIicbGIW0JhZgbpg6pJUuWBCAkJIQCBQqY1+k4d+4c7u7uSf6vvL29k6y7EBQUhI2NjXle/sKFCxMfH8/169eTTGUVExNDSEgIRYoUSVNskvkULlyYS5cuJdue+Df9/v/buXPnMnz4cF599VU+/PDDh56/e/fufPPNN4wePZpKlSrxzDPPcORyeIplI48EAHBt/rAU98eGXcU+d6GHXhP+qwcNG5bk6FG4fv3/C+hg+n2+//4cL78Mly9X5798jhuNG5emaVMYMQLu3r1LkSLX2bEjH74p5DqefRby5YNVq9IUksXctxzLI0lMdJw6dYpNmzaRL1++JPvT83nQoIEpSZSVJP7937gRKlf+b/ucOfDOO3EAGAy3MRrLYGPjQp06J/hing3Pf5f0PLGhFzHYO2Lj/Bj/afdJa/vrs88+Y/ny5YwfP55vvvkmw67/tGSryYu/2nSKSetPpuvY+AQj8QlGRiw7RPDtuwz2f8BQIZEsTPVI5PGpHok8PtUjEcvZtGkTDRs2TDaKf82aNQAPXdy7eL4cGEhpOdqMYwBqPJMD/89g+HCYNs00fUdkpOnmf+IsPP+/f2s2bNgQvvxyIjNmfMZvv/32BCPMHG7fvs3p06fNzwMDA9m/fz958+YlX758jB8/nnbt2lG4cGGCg4OZMWMGly5donPnzgC4urry6quvMmrUKDw8PPDy8mLixIkA5jL3c3aGzNb5v1o1P6ZO3YSNTUSSnspHjuwEoG5dP1xdXbGzs+PYsd306fPfAq8xMTEcPryfLl26mN9PiT2n7e0hLg6gAzY2A0hI2MFXX/1CgwYQeTf5XGl3Lxwi/lYwbvV6YJ8vaW/ahDu3CV37FVEnd5CzvH+afq/IIxsxGAw0bdoUMP1/RUREmPcXKlSIkJAQwsLCzMmMsLAwQkNDzWVmzZpF7dq1zdOT+/n5AaZRIff25N+9ezcJCQnm/WJ9/Pz82LRpExERSevBzp07zfsTrVixgldeeYXnn3+eGTNmpOn8devWxdPTk4CAAD7//HPA9Hlwv9iwq9y9dIxcVdrg6Fk+6U6jkeBVk4k8EkDuOl3TdN3II5sA+PDD5tStC19/7crbbwOEA+54eZmSJiEhZyhf3nS9uLg4Ll26gJOT6XNi5szvKVq0KNWqlUoxgWxra1oP6v7PFGvyoM+DwoUL06lTJ/bu3cuqVauIj483L0qfN29eHBwcHvnzwGAw/Y205tcsJYl//3PlSvq7OTrGAusBBypWLMunn9ry3XfN2Ljxd1zixiZpF8WFXyf69L84Fa/8SOs0PYiBlOtbSkqUKEHHjh2ZO3cuo0ePplChtCUWM4tMPQHXoUOH6NSpE15eXjg5OVG0aFGaNm3Kl/dM6Fa8eHEMBkOKjxYtWpjLder3FkMalSI+KuWsMcCd8wc5/1kbIo8/eP7YIY1KpXrNV1991Vyud+/eSfY5OjpSqlQpPvroI/MwQJFHcffuXYYPH24ePlyzZk02bNiQrNy2bduoW7cuLi4uFCpUiNdff53bt28nKTN37lzze/Off5K/541GIx4eHhgMBtq0MQ0RXbTrQpIbSwl3bnN+YgfOf9aG2OCgFGMOXjWV85+1MT8uTO7EpZl9GT6wN29//o15Xse0iIuLIyoqbYs2AcyZM4eyZcvi5OSEr69vkr8dkn09rB5FRUUxY8YMmjVrRuHChcmVKxeVK1dm5syZxMcnXTwvICDAXI/mz5+f4vXq1KmDwWAwN5zvr0fGhHguftWL85+1IfrM7hTPEbbl56T1aFJHLn7dh3f79WDgR5NSHG6emoSEBCIjU54b936//PILPXv2xNfXF4PBQMOGDdN8HZHU3Pv5k/goUKAA/v7+/PHHH+Zy586dw2AwMGnSpGTnWLTrAiPHfcb5z9oQF3aN2LCrXJjUkRsrJqR4zchjmzn/WRtu7TF1t7v3s+n+dl3ivNSQtI4bDAbzgqydOnXi2LFjGfzKiFiPIUOGUKJECYYOHcqsWbOYMWMGPXr04P3336d48eL06dPHXPbSpUvMnz8/yWP5kkW4XN6b7LwRu34jbOuiJI/wbYuTlIk6sS1ZmbCti4iLuGEuExt6GcdzW1m+ZBHz589n9er5lCw5nx9/3MBHH0GvXqn/bvny5aNPnz6sXLkyW9Tz3bt3U7lyZSr/v/vp22+/TeXKlfnoo4+wtbXl+PHjdOzYkVKlStG2bVtCQkLYsmUL5cqVM59j4sSJdO3alRdffJHq1aubpzfJkyePpX6tR9apUyfi4+P57rv/utbevXuXH374gZo1a+Lh4YGbmxtNmjRh/vz55jUwAH766Sdu376d4s28GjWga1fYvTsn338/k9GjR9O2bVsAcjjaYWeb9K5p5JEADPZOuNXsSI4ydZM8cvm1wC5PESKPBqTpdwrfvoQ7gft44YUX8P1/V3QfHx/i4uI4fPgwYFp7p1ChQvTq1YsjR45w9OhRevXqRUJCAhcvXuTDDz/kiy++4NNPPzWft1GjRuTNmzfJXP0AM2fOxMXFhdatW6cpPsl80lIPADZv3kzXrl2pX78+P//8c5rn9jcYDEyfPp1Ro0bx4osvAqZ64GSf9GZu4qgO11rJ60GOsvVw8qiQ5noQeSSA2wfW8+yzz9K4cWMcHeGtt3JStGgxBg7cSdu2UKOGB1WrVqVfv37s3r2bU6dOMWjQIK5fv05wcDBTpkzhzTffZMKECZlyqv6M8qDPg0uXLrFy5UouXryIn58fhQsXNj+2bdtmPkdW+DzIKH/88Ye53TNlyhS+/vpZ4BSdO7/Nvn2utGwJn3zyCQB1n61B/M4F3Nq/lpt/z+PK3DfBYCBPg5ceeI0HMSbEc/vwJvPj3nZRWu4HDBs2jLt37/LFF1+kOwZLybQjO7Zt24a/vz+enp7069ePQoUKERQUxI4dO5g2bRpDhgwxl/Xz82Po0KHJzpE4xC4oNIpNJ65naHwu3pX55N3XyJcz6eJNpUqVSvLc0dGR2bNnAxAeHs6KFSsYN24cZ86c4eeff87QmCTr6927N0uXLuXNN9/E19eXuXPn0qpVKzZt2mQeJrh//34aN25M2bJlmTJlChcvXmTSpEmcOnUqyU2kRE5OTixYsMB8fKK///6bixcvmhcoCwqNYtTKI0nKRB7/B4PBgE2OPNw+GkCe+i+mHLitPflavg6AMe4ucRE3iD61k6kjBrJj1ULWrv49Sc+Re126dIkpU6awYsUKzp49i9FoJE+ePDRt2pSBAwemevP122+/5dVXX6Vjx468/fbbbNmyhddff52oqCiGDx+e6mssWd/D6tHZs2cZMmQIjRs35u2338bV1ZV169YxaNAgduzYwbx585KdM7Ee9ezZM8n2c+fOsW3bNvPN05Tq0Z3zB4m/HWqeh9m5RDVSk7f5IAz2zhjjY4m/FcKdwL18M24Yfy+bx7o/1qQ6n+bNmzeZNm0av/76K8eOHSM+Pp5cuXJRr149+vXrx3PPPZficTNnzmTPnj1Ur16dkJCQFMuIpNfYsWPx9vbGaDRy7do1c138/fffzUn2lKRUj+xzF8KtbjfCAuYSXbEJzt5VzPsS7kZx86/ZOBQpTc4q98wlfc9nk72tgREtypAvp6N5ao97vf7661SvXp3Y2FgOHjzIN998Q0BAAIcPH7a6nk4iGWHSpEksWbKENWvW8N133xETE4OnpyeDBg3iww8/NPcQB1PbNPGm1r3cChQh3yuzkkw/F7F9SfKLGWxwq/1fL/qoY5tTjMnJswJ2ru4A3Dm3jxPn9vHioqRlGjRoQECAqYf7/9deTtHbb7/NN998w+eff87cuXNTL5gFNGzYEKMx9TE2iQtZP4i9vT2TJk1KMTltLWrWrEnnzp157733uH79OiVLlmTevHmcO3eOOXPmmMuNHz+e2rVr06BBA/r378/FixeZPHkyzZo1S9LZMlHjxqaRRQBVqya/aeVkb0vs/++dGuNiiTqxFafifhjsUl4A3MW3JhG7VxIfGYZtjtym4/5/QwvAGB9DfPh1ok7tJPbGOYpXqJHkxrWLiwv+/v7Mnj2bL774AmdnZ77//nu6dOli7pjTrVs36tSpw8iRIylbtixr1qxJ8l3R2dmZcePG8dprr9G5c2eaN2/Oli1bmD9/PuPHjydv3rxpf+ElU0lLPTh//rx5fd5OnTqxZEnSv9sVK1akYsWKqV6jffv2tG/fPsm23C72REX8l0SIPBqAfQEf89/0+zn71uDmhm+5e/U0joVKmrdHndiKwd4Z4mOJux3CncB93L14lILepZPF2bZtGy5fns3KlW0AA7Nnz6ZVq1ZUr25aE8ff35+OHTsyY8YMPDw8mDdvHl27Jh1JsnnzZjZvNn0m3bhxg8jISD7++GMA6tevb14bx1o87PPgQfsSZYXPg4zy0UcfmX92cnKiTJkyzJw5kwEDBphHB5UtW5adO3cyevRoVq1dS+StcGyccuFU3I/cdbslG+H3SOJjCVk12fw0BMztosDAQHLkePAoj2rVqtGwYUNmzpzJe++9h5tb8oXNM6tMm+wYP348bm5u7Nq1K0ljGeD69aSJi6JFiya7wXSv95cf4iFTOD8yu7xF2W1fnp961nxwOTu7JLENGjSI2rVrs3DhQqZMmULBggUzNjDJsv79918WLVrExIkTeeeddwDo1asX5cuX59133zVn099//33y5MlDQECAOYFQvHhx+vXrx/r162nWrFmS87Zq1YolS5Ywffp07Oz++5OwYMECqlatSnBwsOm8yw+Z50RPFHkkAGefati6uRN1JPVkh8HGNtlQ6zz1X+TWjiVsD5hHv379+OWXX5IdN3fuXAYNGkTRokXp1q0bfn5+ODo6cuHCBVatWkXjxo156aWX+Pbbb7G3/2/RpujoaD744ANat27N0qVLAejXrx8JCQmMGzeO/v37Z8ueBZK2elSoUCEOHTqUpMfigAEDePnll/nhhx8YOXKked7jRK1atWLlypUEBwcnmeN4wYIFFCxYEF9fX27evJlKPdqEQ8ES5KjQmLC/fyQh5g42Dk6kxKV0HWxd7mlk1O1G1NEAjv8+hc6dO7Pj/ommMfUo6dGjB87OznTr1o2RI0eSI0cOrly5wrp16+jSpQtNmzZl0aJF5sUrE/30008ULVoUGxsb8xfg7OTTTz9l2bJlHD9+HGdnZ2rXrs3nn3+eZHqWq1evMmzYMDZs2MCtW7coXbo0H3zwAR07drRg5NahZcuW5vn9Afr27UvBggVZuHDhA5MdKdUjANcaHYg8EkDoupkU7vsVNvamZH3Y3z8SHxVOgS5jMBj+63l472eTrY2B3fb5Um3X1atXj06dOpmfly5dmoEDB/Ljjz/y7rvvPtovLpIFtGjRIsUbu/c7d+5cqvtOXbtF0y9MN4ly1+tB7no9HnguJ6+KeI14+GToiWX+fKs+JQvkSrXc3LlzU01kJPZ+l+zlxx9/ZOTIkfz000/cvHmTihUrsmrVqiQ3LKtUqcKff/7J8OHDeeutt8iVKxd9+/ZNMvLhUeR0sCP0/x9p0Wd2kXA3EpeSNVIt71yyBhH/Lify2GZcq/1/3dR7bmgZ7B2xccmNY6ESuNXpxrqZw5O174YPH07z5s3p3r07NWrUoFmzZgQFBXHgwAFzu/XgwYPkzJkTHx+fFOMYNGgQ9vb2TJ48mZUrV+Lh4cHUqVN544030vU6SObxsHoQGBhIeLhpxpTXXnst2fGjRo16YLIjJQVzOXH5qqki3L16mriQi7jVTn2KKpeSNbm54Vsij2xKkuwIXfc1AAY7B2ycXXEo4E2+Vm/w1zcfUrRo/iTnGDp0KGXLluW3337jueeew8/Pj7Nnz7J3715cXV0pX748J06cYNy4cZQuXTrFER0bN25kzJgxSbaNHDnS/DpYW7JDMkbv3r3p/aAeFfcpU6YMixYtStIuehi73AUf2CbK3+Yt8rd5K8m2lNpFD0twbdq0KU3xZDaZdhqrM2fOUK5cuWSJDiDJIlgPc+raLbacDk5TBvJRGI1GtpwO5vT1Ww8vfA+DwUDdunUxGo2cPXs2Q2OSrG3p0qXY2trSv39/8zYnJyf69u3L9u3bCQoKIiIigg0bNtCzZ88kIyV69epFzpw5Wbx4cbLzduvWjZCQkCTT+MTExLB06VK6d+8OQOTdOLacDk7S8y4u/Dp3g47g8kx9cpStT1z4Ne5cfLSh/rlqdcbJuzJLlizh5Mmk867Pnj2bvn37Mnr0aI4fP864cePo2LEjbdq0YdCgQaxZs4atW7eyceNGet03F8GmTZsICQlh0KBBSba/9tprREZGsnr16keKU7KOtNSj/PnzJ0l0JOrw/5UoU5rSon379jg6OibrMbRgwQK6dOmCra0tMXEJyepRQuxdok5uN9WjMvUwxsUQfSp5wuJBXJ5pSI5Kzdi5c2eyae3WrVtH27Zt6d27N2fOnGHSpEl06dKF1q1b88orr7BkyRIOHDjA5cuXadOmDTExMUmO9/DwSPOw9Kzo77//5rXXXmPHjh1s2LCB2NhYmjVrlmTYb69evThx4gQrV67k0KFDPP/883Tp0oV9+/ZZMHLrlDt3bpydnZMk3u+X2K5LaSFyg40t+VoMJi78GuHbTAn0u1dPc2vfGlxrdMChgHeq541PeLR2Xb169QBTe1VE0se3YC7qlcyPrU3GTglia2OgXsn8D0x0iKTEycmJiRMncuXKFe7cucO///5L8+bNk5WrW7cuW7duJTo6muvXr/PVV18lSyj07t0bo9GYJKmfkotB5+n43pfY2hhwKV0brxGryFmpWarlnTwr4DVilTnRkb/NW3iNWGV+eA79lWID51Co4we0aNOeUoWS98Rt2LAhr7zyCm3btjV3mMuVKxd169Y1T3dVsWJFLl26xOXLl1ONpV+/fhw/fpy7d+9y+vRp3nzzzSw9xU928bB6kHhzNLXH6NGjk5W9t8NISnZu28ILny3G1saAY6GSeI1YRe76qXdotnMrgNeIVeRt3A8wJcyT1IN3llHstbkUfmE0LZ/vRjmP/MnOUbJkST755BN69uzJihUrzL977dq1zZ28SpcuTVxcHEePHk0xjtGjR6fpdRBJC7WLMk6mvYPh5eXFnj17zHNJPkhsbCzBwcHJHtHR0fy880KGv1HANMSUOxF8t/5Akmvef6MoJYk9nNSzXB7Fvn37KFWqVLLpnmrUMPX82b9/P4cOHSIuLi5Zo9rBwQE/P78Ub74VL16cZ599loULF5q3/fHHH4SHh5uHaV4Ki05WjyKPbcbg4IRzieo4FimNXe7CaZ438165KjTCaDQmuUl7+vRpBg8ezJw5c3j33XfNU4rcvn3bvMZHeHg4lStXZvPmzfz5559JRoYk/p73vw5Vq1bFxsZGNyGzsbTUo9QkLsB278iNRC4uLrRv3z5JPTpw4ABHjhwxJw3DomOT1aPo0zsxxtwhR9n62ObMg5Nn+XTVI9cKjQBYv369eVtYWBg9uvfgwxYfMmXEFPNUWlFRUea1R27fvo2XlxcbN27k2rVrTJ069ZGvnZWtXbuW3r17U65cOSpVqsTcuXO5cOECe/bsMZfZtm0bQ4YMoUaNGvj4+Jinb7m3jKQsPDyc4OBgbty4wZEjRxjYfyC3b92mZ7PUv9w+rF3nWLQMuSq3JGLnMmKunyN07VfYuRXArU63FMvHR4WbH4ntunsXbk2N2nIiGeOTDhWwy+DvanY2Bj7pUCFDzynyJFmiHkybNo22bdtSr149evbsye+//87p06cJDAxk1apVdO3aFX9/f5YvX56hcYmkxhL1YNiwYQwdOpQOHTrQtm1bFi9ezIkTJzh//jx//vknAwYMoGrVqilOYyzyJKhdlDEybbLjnXfeISoqCj8/P2rXrs3w4cNZv349sbGxycquX78ed3f3ZI9p06ax6cT1FHv/Pa7bB9dz/ovuTHyxXpJrpjSnaWIi5MyZM0yePJlff/2V8uXLJ5kGQ+Rhrly5QuHChZNtT9x2+fJlrly5kmTb/eVS65nTvXt3fvvtN6KjowH4+eefadCggXndm5DbMcnqUeSRAFx8a5qnCXEpW4+oY1swJiRdwPlh7PJ5AUl7x44fP56WLVuah/6dOHGCatWqkStXLvLkycPEiRPNN5Y9PT0ZOXIk06dPNx9/5coV8yKy93JwcCBfvnwP7KEkWVta6lFKYmJi+OKLL/D29jbP43q/7t27888//xAUFASY6pGPjw+1atUCTCOkktWjw5twLFbWPB+tS9n6RAfuM914fQS2+TyBe+rRTZj23DSKhxVn5OqR8Btcu3aNJk2akCNHDnLmzMnQoUN57bXXmDBhAnny5GHChAl8+eWXj3Td7CZxyP69c1HXrl2bX375hdDQUBISEli0aBF37tzRYu5p0KRJE9zd3SlQoADly5dn7ry5fG/8nqa9m8IgIIXqmJZ2Xe4GL2Hr4sq1Be8Rc/U0eZsNNH9W3csYe4eL03uYH4ntui5duiQre+vWLYKDg83TvyX2XtV0ZSKPxyOvC2PaJR9N+TjGtiuHR16XDD2nyJNkiXpgZ2fH7NmzWbZsGadOnaJ9+/b4+vri4+NDu3btzJ93KU1TJPIkWOrzYMyYMfz9999ERUXRvXt3ypQpQ/HixWnatCm7du1i/vz5TJgwIUPjEkmN2kUZI9Ou2dG0aVO2b9/Op59+yrp169i+fTsTJkzA3d2d2bNn065dO3PZmjVrmhcBulcRT2++/eH4E4nP2bcWuaq2wQDMfrEaTg6mnucVKiTNlkVGRuLunnRRpbp16zJv3jwN8ZRHEh0dbV4s/F6JvbWjo6PNyYrUyiXuv1+XLl148803WbVqFS1atGDVqlXm5IHRCNGx8dw74C3meiCxN86Ru8F/i+zleKY+EdsXE312Ly4lU74ZnBLD/9cmuBlmuokYHx/Pb7/9Zk4cJiQk0LVrV+Li4pg/fz5Go5FPP/2Uc+fOmZMhzz33HG+//TZ37twx/54ODikv6veg10GyvrTUo5QMHjyYo0ePsnr16lSn2GnWrBl58+Zl0aJFvPPOOyxatMg8xVp8gpHY+IQk5eOjI4gO3Efexq+Yt7mUrkPo+m+IOraFXFVTX7PgfgYHZwDCQiJgFDAZlkQuYShDscUWEqB///6cPHmSWbNm4ebmxrRp09i3bx/Dhg0DTPOvBwcHc+rUKfMUBvKfhIQE3nzzTerUqZNk/ZLFixfzwgsvkC9fPuzs7HBxcWH58uXJ1nWR5GbMmEGpUqUAUzJu/vT5vPLvK+SKy8Xz3z0Pieuphpn+uX03jguhUQ89r42jC3ma9Cf4t89wKVsPZ5+qKZYz2Dng3umjpNuAUW8ln7Lk5ZdfTvLc3d2dn376KdXkp4ikXdfqngTfvsuk9ScfXvghhjUrzQvVPTMgKpGny1L1IHGx6Bs3bnD27FkSEhIoWbJksnsYIk+DpepBvXr1+OuvvwgLC+P06dPcvXsXb29vc+dPkadJ7aLHl2mTHQDVq1dn2bJlxMTEcODAAZYvX87UqVPp1KkT+/fv55lnngFMU4o0adIk2fFHLoeT8WM6TOxy5cO5uB8A3n61KFck5VXpnZyc+P333wG4ePEiEyZM4Pr16zg7Oz+hyCSrcnZ25u7du8m237lzx7w/8X2VWrnU3nfu7u40adKEBQsWmKe4SZxXMy4hIVn5yCObMNg7YZ+7ELE3TV1vDXYO2LoVJPJowCMlO4wxpvgT7Ew3m0+fPs2tW7fMi3nt3r2bAwcOEBgYiJeXaRRInTp1KFGihPkcBQsWJD4+ntDQUIoUKYKzs3OqU8o96HWQrC8t9eh+EydOZNasWYwbN45WrVqlem57e3s6d+7MggULqFGjBkFBQeYprO7EJR/xFHVsCyTEYV+whLkeATgWKUXk0YBHSnYYY0xJGpudzrAZ7nKXIxzBH9Piy9ffus7KOyv5O+ff1B9mqlvNjM3wjPKEz4Bp4IADeWLycKPKDXztUkh2RGC6E5zVZu0pD2x5eLHXXnuNw4cP888//yTZPnLkSMLCwvjzzz/Jnz8/v/32G126dGHLli3JOkAA8B7wTYZEbr3+XwVrDK9BNbv/phvsFtONylRmMINpE3/P+3888AOcrxOJsQTJpdB5xLGQ6T3sUOgBiTuDjbktdy/XYsmP+eijj6hXrx63b99m+fLlLFq0KFuvZyOS0Qb7+5I/pyOjVh4hLsH4SCPzbW0M2NkYGNuuXLb8Qi9ZhyXrQeJMFSKWZsl6kDt37oeusyPyNKhd9HgydbIjkYODA9WrV6d69eqUKlWKPn36sGTJEkaNGvXA42Likt+kfRIedB1bW9skiZjmzZtTpkwZBgwYwMqVK59GeJJFFC5cmEuXLiXbnjh1VZEiRcxTqyRuu7/cg3omdO/enX79+nH16lVatmxJ7ty5AZIlDI1GI5FHN2OMvcPl2QOTnSc6KoyEmGhsHNKWUIi5cd4Uv6dp4diQkBAKFChgXqfj3LlzuLu7mxMdAN7e3knWTQgKCsLGxsYcc+HChYmPj+f69etJprKKiYkhJCREPTSysbTUo3vNnTuX4cOH8+qrr/Lhhx8+9Pzdu3fnm2++YfTo0VSqVMmclDem0DaJPBIAwLX5w1I8V2zYVexzF3roNeG/elTU3hvuQgghpt8H0+9zzuEc3IHqeaubJ7B0w43S0aXBCcgNd413uR52nXxu+cA+hYtEYjo2d5pCsh45H15k8ODBrFq1is2bN1OsWDHz9jNnzvDVV19x+PBh86L2lSpVYsuWLcyYMYNvvkkhq+FM1nsNH9UtIBrIBdwz0Mrmjg3+Uf5MYxqnOEU+8gEQTTTkg5hCSdtbxlhT1sRgl9IbNv1SatdVqFDB3J577rnniIqKol+/ftStWxcPD48Mvb5IdtW1uid1SuTn/eWH2HI6GFsbwwO/3Cfur+2Tj086VMh2UzRI1qR6IKJ6IAKqB4/DKpId90rMsqZ0M/d+DnZPp8fdo1yncOHCvPXWW4wZM4YdO3aY53IXeRg/Pz82bdpEREREksWVd+7cad7v6uqKnZ0du3fvTjLneExMDPv3709xHvJEHTp0YMCAAezYsSPJYt/395e9e+EQ8beCcavXA/t8SW/wJNy5Tejar4g6uYOc5f3T9HtFHtkIGKjX0LTAsqura5LFYQsVKkRISAhhYWHmZEZYWBihoaHmMrNmzaJ27dq4uLiYXwswjQq5tyf+7t27SUhIMO+X7Cct9SjRihUreOWVV3j++eeZMWNGms5ft25dPD09CQgI4PPPPzdvv7/jeWzYVe5eOkauKm1w9CyfdKfRSPCqyUQeCSB3na5pum7kkU0A1P+2CUSC6yhXuALhhOOOO4WGF4IP4MzqM+YpmOLi4rhQ7AK8CoyG72d+T9FPi1LqfKnkFR9MIyDyAwFpCilLMBqNDBkyhOXLlxMQEIC3t3eS/VFRpimV7u/hb2trS0IKo+IA+Oj/j+xsLtAHWAnc23luE8Q1igPgtuE2ZXKVwSXahRMdTsAv4HDZBu5ZViY29CIGe0dsnF3JSGlp13322WcsX76c8ePHp5zUEpF08cjrwk99a3Lq2i1+3nmBTSevcyEkKknnGwPgmc8F/1IF6FnLk5IFcqV2OhGrpHogonogAqoH6ZVpkx2bNm2iYcOGyda1WLNmDUCaFvcuni8HBpL3TM9Ihv9f51EMGTKEiRMn8tlnn/Hbb789kbgk6+nUqROTJk3iu+++45133gFM01X98MMP1KxZ09yztEmTJsyfP5+RI0eSK5fpj9xPP/3E7du36dy5c6rnz5kzJzNnzuTcuXO0bdvWvN3uvpt4kUcCMNg74VazIwa75OtiROxcRuTRgDQlO8K3L+FO4D5ylK1Pg+oVAfDx8SEuLo7Dhw9Tvnx5qlevTqFChejVqxeffvopBoOBESNGkJCQwMWLF/nwww/54osv+Ouvv8znbdSoEXnz5mXmzJlJkh0zZ87ExcWF1q1bPzQ2yZrSWo82b95M165dqV+/Pj///HOap6sxGAxMnz6dffv28eKLL5q3O9nZJimXOKrDtVZH8+Lk97p9YD2RR9OW7Ig8EsDtA+txLFqGrh1bgSPkfCknxQoVY6dhJ21C2+BRwIOqVavSr18/vvzyS9zc3Jg4cSLXr18nODiYKVOm8N5772k9qfu89tprLFiwgBUrVpArVy6uXr0KgJubG87OzpQpU4aSJUsyYMAAJk2aRL58+fjtt9/YsGEDq1atsnD01ifWEMt61uOAA2VHlsX2HVua9WrG72t/58KFCxQvWMTcrosLv0706X9xKl4Zg43tw06dZmlt15UoUYKOHTsyd+5cRo8eTaFCaRuFJSJp41swF6PblWM05Yi8G8e5kEhi4hJwsLOheL4c5HDMtF9jRTKM6oGI6oEIqB48qkz7agwZMoSoqCg6dOhAmTJliImJYdu2bfzyyy8UL16cPn36mMteunSJ+fPnJztHzpw58czrxvl7FrOM2PUbBruki9MaDDa41f6vx3vUiW3EhlxMfr4Kjc03pWJDL3P78Cby53Rg+ZKb5jIFCxakadOmD/zd8uXLR58+ffj66685duwYZcuWfcirIQI1a9akc+fOvPfee1y/fp2SJUsyb948zp07x5w5c8zlxo8fT+3atWnQoAH9+/fn4sWLTJ48mWbNmtGiRYsHXuOll15Kts1gAGd7040kY1wsUSe24lTcL8VEB4CLb00idq8kPjIM2xy5TcclxHP7sKnnuTE+hvjw60Sd2knsjXM4elakUvd3zX+cXVxc8Pf3Z/bs2XzxxRc4Ozvz/fff06VLF3OP9G7dulGnTh1GjhxJ2bJlWbNmDXXr1jXH4OzszLhx43jttdfo3LkzzZs3Z8uWLcyfP5/x48ebp/uS7Cct9ej8+fO0a9cOg8FAp06dWLJkSZJzVKxYkYoVK6Z6jcSFHu9la2PA3va/hEnk0QDsC/ikmOgAcPatwc0N33L36mkcC/230HXUia0Y7J0hPpa42yHcCdzH3YtHsS/gjV+fMf81chygzQttmH1pNm36tcHQwMDsarNp1aqVeUFlf39/OnbsyIwZM/Dw8GDevHl07Zo0ubJ582Y2b94MwI0bN4iMjOTjjz8GoH79+ua1dbKqmTNnAtCwYcMk23/44Qd69+6Nvb09a9asYcSIEbRt25bbt2+b31MPWt9FTP744w+OHz8OwPXr11mwYAGnOMWIt0fgOsY0WuOTTz6hVq1aVKlShf79+2N/8i7XrgRxe/86MBjI0yD551Za3fvZlCixXdehQwdy5Hhw0mPYsGEsXryYL774gs8++yzdcYjIg+VwtEt1fUSR7EL1QET1QARUD9Ii0yY7Jk2axJIlS1izZg3fffcdMTExeHp6MmjQID788EPzdDYA+/fvT9KDNpGXlxe9p6/mp53nzdsiti9JVo77kx3HNqcYk5NnBfONqTvn9nHn3D5CgBcX/VemQYMGD012ALz99tt88803fP7558ydO/eh5UUAfvzxR0aOHMlPP/3EzZs3qVixIqtWrUpyw7FKlSr8+eefDB8+nLfeeotcuXLRt29fPv3003RfN19OB+JtDNw6s4uEu5G4lKyRalnnkjWI+Hc5kcc241qtnWljfCwhqyYDmKYcccmNY6ESuNXpRq6ytWlasXiScwwfPpzmzZvTvXt3atSoQbNmzQgKCuLAgQMULFgQX19fDh48SM6cOfHx8UkxjkGDBmFvb8/kyZNZuXIlHh4eTJ06lTfeeCPdr4NkDQ+rR4GBgYSHhwOmnv33GzVq1AOTHanJ4WiHrY2BqMuniAu5iFvt1EdtuJSsyc0N3xJ5ZFOSZEfouq8BMNg5YOPsikMBb/K1egPX8v60qF4yyTmGDh1K2bJl+e3l33jO9Tn8/Pw4e/Yse/fuxdXVlfLly3PixAnGjRtH6dKlUxzRsXHjRsaMGZNk28iRI82vQ1ZPdhhTWmzlPr6+vvz6669PIZqs56OP/pvPy8nJiTJlyjBz5kwGDBhg3l62bFl27tzJ6NGjmTNnDsEhoRgcc+JU3I/cdbslm07xkdzz2ZQosV0XGBj40GRHtWrVaNiwITNnzuS9997DzU1fOkRERERERCzJYEzLN/mnJCIiAjc3N8LDw5PMpf44Tl27RdMvUk5eZIQ/36qv+dAky7NEPXrttddYunQpy5cvp3bt2iket2XLFkqUKKEFx8UqWKIeTZw4kTFjxvDzzz8nG22S6PDhwxgMBvMC2yKZWVZs1z2J9q9kbXrPiIiIiEh2k9Y28NNZwduCfAvmol7J/NjaZOwc5LY2BuqVzK9Eh2QLlqhH06ZNo23bttSrV4+ePXvy+++/c/r0aQIDA1m1ahVdu3bF39+f5cuXZ2hMIk+KJerRsGHDGDp0KB06dKBt27YsXryYEydOcP78ef78808GDBhA1apVmTdvXobGJPKkqF0nIiIiIiIiqcnyyQ6ATzpUwC6DvxTb2Rj4pEOFDD2nSGb2tOuRnZ0ds2fPZtmyZZw6dYr27dvj6+uLj48P7dq148qVK6xbty7FaYZEMitLfB6NGTOGv//+m6ioKLp3706ZMmUoXrw4TZs2ZdeuXcyfP58JEyZkaEwiT5LadSIiIiIiIpKSLD+NVaJFuy4wYtmhDDvf589X4IXqnhl2PhFrYMl6dOPGDc6ePUtCQgIlS5bE3T3lhZ1FMjtL1qOwsDBOnz7N3bt38fb21hRwYrWyUrtOUxLJo9J7RkRERESym7S2gTPtAuUZrWt1T4Jv32XS+pOPfa5hzUor0SHZkiXrkbu7uxIckiVYsh7lzp2batWqPfZ1RSxN7ToRERERERG5X7ZJdgAM9vclf05HRq08QlyCkfiEtA9qsbUxYGdjYGy7cvpCLNma6pHI41M9Enl8qkciIiIiIiJyr0w1jVV4eDi5c+cmKCjoiQ7JvhgaxZhVR9l+NgRbG8MDvxwn7n/WJx+j2jxDsbwuTywuEWuieiTy+FSPRB6ftdejiIgIPDw8CAsLw83NzdLhiBV4Wt+ZREREREQyi7R+b8pUyY6LFy/i4eFh6TBERERERJ6qoKAgihUrZukwxAroO5OIiIiIZFcP+96UqZIdCQkJXL58mVy5cmEwGCwdjoiIiIjIE2U0Grl16xZFihTBxsbG0uGIFdB3JhERERHJbtL6vSlTJTtEREREREREREREREQelbqPiYiIiIiIiIiIiIiIVVOyQ0RERERERERERERErJqSHSIiIiIiIiIiIiIiYtWU7BAREREREREREREREaumZIeIiIiIiIiIiIiIiFg1JTtERERERERERERERMSqKdkhIiIiIiIiIiIiIiJWTckOERERERERERERERGxakp2iIiIiIiIiIiIiIiIVVOyQ0RERERERERERERErJqSHSIiIiIiIiIiIiIiYtWU7BAREREREREREREREaumZIeIiIiIiIiIiIiIiFg1JTtERERERERERERERMSqKdkhIiIiIiIiIiIiIiJWTckOERERERERERERERGxakp2iIiIiIiIiIiIiIiIVVOyQ0RERERERERERERErJqSHSIiIiIiIiIiIiIiYtWU7BAREREREREREREREaumZIeIiIiIiIiIiIiIiFg1JTtERERERERERERERMSqKdkhIiIiIiIiIiIiIiJWTckOERERERERERERERGxakp2iIiIiIiIiIiIiIiIVVOyQ0RERERERERERERErJqSHSIiIiIiIiIiIiIiYtWU7BAREREREREREREREaumZIeIiIiIiIiIiIiIiFg1JTtERERERERERERERMSqKdkhIiIiIiIiIiIiIiJWTckOERERERERERERERGxakp2iIiIiIiIiIiIiIiIVVOyQ0RERERERERERERErJqSHSIiIiIiIiIiIiIiYtWU7BAREREREREREREREaumZIeIiIiIiIiIiIiIiFg1JTtERERERERERERERMSqKdkhIiIiIiIiIiIiIiJWTckOERERERERERERERGxakp2iIiIiIiIiIiIiIiIVVOyQ0RERERERERERERErJqSHSIiIiIiIiIiIiIiYtWU7BAREREREREREREREaumZIeIiIiIiIiIiIiIiFg1JTtERERERERERERERMSqKdkhIiIiIiIiIiIiIiJWTckOERE/FAzPAACuQ0lEQVQRERERERERERGxakp2iIiIiIiIiIiIiIiIVbOzdAD3SkhI4PLly+TKlQuDwWDpcEREREREniij0citW7coUqQINjbqhyQPp+9MIiIiIpLdpPV7U6ZKdly+fBkPDw9LhyEiIiIi8lQFBQVRrFgxS4chVkDfmUREREQku3rY96ZMlezIlSsXYAra1dXVwtGIyKM6c/0Wi3dfZPOpG1y8GY3xnn0GoFgeZ+r7utOlWjFKFMhlqTBFrIrqlUjWFhERgYeHh7kdLPIw+s4kIiIiItlNWr83GYxGo/GBJZ6iiIgI3NzcCA8PV8NdxIoEhUbx/vJDbDkdjK2NgfiE1P+sJO6vVzI/n3SogEdel6cYqYj1UL0SyR7U/pVHpfeMiIiIiGQ3aW0Da2JgEXksi3ZdoMnUv9l2NgTggTdk792/7WwITab+zaJdF554jCLWRvVKREREREREROTRZKpprETEuny16RST1p9M17HxCUbiE4yMWHaI4Nt3Gezvm8HRiVgn1SsRERERERERkUenkR0iWcDdu3cZPnw4RYoUwdnZmZo1a7Jhw4YkZdavX0/fvn0pX748tra2FC9ePNXznTt3jj59+lCiRAmcnJwoVKgQ9evXZ9SoUeYyi3Zd4J2Xnuf8Z23MjwuTnufynMFE7FqB0ZiQ4rnjoyO4ufF7Ln03gPMTOxD0RVeG9X2Bd6f88Ei/c2RkJPHx8WkqGxYWRv/+/XF3dydHjhz4+/uzd+/eR7qeZC9pqVOffPIJtWrVwt3dHScnJ3x9fXnzzTe5ceNGsvOlpU4BPFP1WYY0KvXYderaLyMZ+/V8fnmEER5prVNXrlxhxIgR+Pv7kytXLgwGAwEBAWm+joiIiIiIiIjIk6A1O0SygG7durF06VLefPNNfH19mTt3Lrt27WLTpk3UrVsXgN69e/PLL79QpUoVLly4gK2tLefOnUt2rtOnT1O9enWcnZ15+eWXKV68OFeuXGHv3r388ccf3Llzh6DQKJpM/Zvz894lLuwquRu8BEBCdASRRwOIuXIK12e7kKdBryTnjg25yLVFHxAfFU7OCk1wKOxLwp1IIo8EEHv9LAMGv8E3X36R6u+5YcMGvvnmGzZu3EhYWBi2trZ4e3vTqVMn3njjDQoVKpTsmISEBOrVq8eBAwcYNmwY+fPn5+uvvyYoKIg9e/bg66ue75JcWupUx44dcXd3p0yZMuTKlYtjx44xa9YsChQowP79+8mRIweQtjoFpjU6SleuRczNKxlWp/LU6siB1T+muoZHeupUQEAA/v7++Pr6kj9/frZv386mTZto2LBhRr38ItmK2r/yqPSeEREREZHsJq1tYCU7RKzcv//+S82aNZk4cSLvvPMOAHfu3KF8+fIUKFCAbdu2AXD58mXc3d2xt7enTZs2HD58OMVkx2uvvcZ3333H6dOn8fLySrLv+vXrFChQgBfn7GTb2RAu/TSchOgIirzytbmMMS6GS9+9SsKdW3i8uQiDja1pe3wcV+a+QVzYVQp2+wTHIqX/OyYhnpDfJxN5bDOLFi3ihRdeSHLdyMhIXnrpJZYtW0aLFi1o1aoV3t7eREVFcfjwYRYuXMiNGzeYPXs2HTt2THLs4sWLeeGFF1iyZAmdOnUC4MaNG5QqVYqWLVuyYMGCdL7yklWltU6l5Ndff6VTp04sXLiQrl27AmmrUwAvztnJ0rH9iI8Kz5A6Ffz7JKKObaFu/3Fs+fbDJNd9nDp169YtYmNjyZs3L0uXLqVz585Kdog8BrV/5VHpPSMiIiIi2Y0WKBfJJpYuXYqtrS39+/c3b3NycqJv375s376doKAgAIoUKYK9vf1Dz3fmzBmKFSuW7KYsQIECBTh17RZbTgenumCywc4Bx8K+GGOiiY8KN2+POrGV2Bvnca3VKclNWQCDjS15m7+GjWMO3h/5UZJ9cXFxtGnThl27drFz507WrFnD4MGDad26NZ07d2bMmDEcPXqU9957j+7du7N69epkr0/BggV5/vnnzdvc3d3p0qULK1as4O7duw99TSR7SWudSkni9HBhYWHmbQ+rU4C5XqXU/yC9dSpf88HYOOb4H3v3HRXF9bcB/NmlI0URESw0BTUCYsGKFXuLBTWW2HsvUZMYu9HElth772KPsStWFFFBsIIiRQUURDrCsvv+4cv+JPSlDLs8n3M4CTN3Zh6Wve5lvjNzce/4Frz6ECdfV9A+pa+vDyMjo2xfAyIiIiIiIiIiIbDYQaTkvL29YWtrm6mq2bBhQwCAj49PvvZnYWGB0NBQXLt2Lcv1BzxDoCYW5bgPScwHACKItcrIlyW+ug8A0LNzyXIbsXYZ6No2RmCAP169eiVfvmzZMrx8+RL37t2Dk5MTgK+PpkpISJD//+fPnzFr1iz8/fffGD58OOLi/ndi19vbG/Xq1YNYnPGfu4YNGyIxMRH+/opNBE2qKz99SiaTITIyEuHh4bh16xYmT54MNTW1DHc55NangNz7laJ9SsemMSRRb7H25G358oL2KSIiIiIiIiKikojFDiIlFxYWBjMzs0zL05e9f/8+X/ubPHkyNDU14eLigrp162Lq1Kk4ffo0EhMTAQDuLz9kuKtDJpMiLTEGaYkxSI16i2j3nUgJD4BOtQYQa2jJ26VGhkKkVQbqhibZHlujghUA4Pnz5wC+3qK2cuVKbNq0Sf7zbNu2DcbGxtDT04OdnR1OnTqFChUqAADGjRuHKlWq4PDhw0X2+pDqy897JiIiAhUqVICZmRlatGiBkJAQHDx4EDVr1pS3ya1PARn7VWH2KU2Tr33qmucjAIXTp4iIiIiIiIiISiJ1oQMQUcEkJSVBS0sr03JtbW35+vyoXbs2fHx8sHjxYpw9exY+Pj5Ys2YN9PT0sPTPFQj5VDVDe0nUW7xdOzDDMp3qjVC+8+QMy2QpSRBr6uR4bJHW1/Ufo6IBAJcuXYKRkRG6d+8OAHj06BHGjBmDESNGoEuXLvDz88OoUaMy7OP777/H9evX5csL+/Uh1Zef94yRkREuX76M5ORkeHt748SJE4iPj8+wXU59avXq1eg/eBhCPv2v8FEUfSoiMhoJXySF0qeIiIiIqHglfJEgKCoBKRIpNNXFsCxfBmW0eDqHShf2AyLKC/6rQKTkdHR0spx3Ijk5Wb4+v2xtbbFv3z6kpaXh2bNnOHv2LJYvX47JE8bB5Icl0LF0lLdVM6yI8p0mATIpJNHhiLl7BNKkGIjUNTPsU6Spg7SY2ByPK/vy9SRyIr7OLfLw4UO0bNkSItHXx/ts374drVq1wrZt2wAAPXr0QFpaGhYuXCjfR8WKFXH79v8e2VMUrw+ptvy8ZzQ1NdG2bVsAQNeuXeHi4oJmzZrBxMQEXbt2lbfLrk+NHj0aIn0TyL75OC6KPiXS1EVQVEKh9CkiIiIiKnoBEXE44BkC95cfEPIpEd/O7CYCYG6ki9Y1TDCwkTlsKuoLFZOoSLEfEFF+sdhBpOTMzMzw7t27TMvDwsIAfJ2YXFFqamqwt7eHvb09mjRpgtatWyPh6fUMxQ6xhtb/vrcCtKrUQtiuKfh8Yy+M2o2Rt9MwrorUD4GQxHzI9rE7KR+DAABVrW0BAFFRURnyBwUFyecYSJc+j0K60NBQlC9fXv69mZmZ/LX4VmG8PqSaCtKnmjZtCjMzMxw4cCBDsSNdVn3qzIkjQLX/3clRFH1Kw7gqUiTSQulTRERERFR0Qj8l4teTfrj1KhJqYlGGRwinkwEI/pSIfZ7B2H03CM2rG2NpT3tUNdIt/sBERYD9gIgUxTk7iJSco6Mj/P39ERub8QpvT09P+frC0KBBAwBAWvynHNtpmlihTO3WiPM5//+TKn+lW+3rCdX4J1lP0iz9koikgHtQL18F1atXBwAYGBggJiZG3sbU1BSvX7/OsF1gYKD8/5OTk7Fv3z75lfbA15//0aNHkEqlGbbz9PSErq4ubG1tc/x5qPQpaJ9KTk7O8L7NTnqf+vTxQ47tCqNPaZSrBE11caH0KSIiIiIqGoe9QtD2rxvwCIwCgCxP8H4rfb1HYBTa/nUDh71CijwjUVFjPyCigmCxg0jJubq6Ii0tDVu3bpUv+/LlC3bt2oVGjRqhatWqOWyd2a1bt5Camppp+blz5wAAGkaVc92HQePeQFoaYr1OyZfp1mwGDWNzxN47hi9hARnay2RSRF3cAGlyPMo26w/L8mUAALVq1ZKfYAaAnj174uTJk9iwYQOCg4Nx7tw5LF26VJ67ffv2KFeuHAYNGiTfxtXVFREREThx4oR8WWRkJNzc3NCtW7cs52ag0i0vfSohISHDBOPpjh8/jujoaHkhA8i9TznUrgVRLpkK2qdEACzLlymUPkVEREREhW+9ewB+PuGHLxJprid3/ytNKsMXiRQ/n/DDeveA3DcgKqHYD4iooEQymSx//3oUodjYWBgaGiImJgYGBgZCxyFSGn379sXJkycxbdo0VK9eHXv27MH9+/dx9epVtGjRAgDg6+uLM2fOAAD279+PiIgIzJgxAwBQp04ddOvWDcDXeQcePnyIXr16wcHBAcDXSYz37t0LXV1dVBu9Dh9gCAAIP/AzpEmxqDRyY6ZMH9wWIjnED5XH74Saztf+nBoZiojDc5CWFAc9h7bQNLWBLDkeCc9uICXiNQwa9oRjn0m48VNrAMC7d+9gaWmJ+/fvo27dugCA8ePHY9OmTQAAXV1dLFy4EDNnzoRYLIarqys2bNgAY2NjeY60tDQ4OzvjyZMnmDlzJoyNjbFx40aEhITAy8sLNWrUKNxfBqmE3PqUj48P2rZti379+qFmzZoQi8V48OAB9u/fjypVquDBgwfyRz/l1qcePHiAoceCEPwpsUj6VLk2I2BRXhc3fmpdKH0KAJYsWQIAePr0KQ4fPozhw4fDysoKAPDbb78VwW+ESHVx/Ev5xfcMUdH68uUL5s2bh3379iE6OhoODg5YsmQJ2rVrJ29z6dIlHDlyBJ6ennj+/DmqVq2KoKCgLPcXFBSEhQsX4ubNm3j37h3Kli0LW1tbtG7dWj5P2mGvEAzt3QVfQp/ItxOpa0K9XCXoObSDfoNuEIkyX6ualhSL2LvHkPjKE5KYDxBraEHTzAaTJk7C8unD8vwzJyQkQFtbG2pqarm2/fz5M2bNmoWTJ08iMTERDRs2xKpVq1CvXr08H49Kvrz0g6VLl+LMmTN4/fo14uLiULVqVXTp0gVz5sxBhQoVMuxPlfpBWFgY1qxZA09PTzx48ADx8fFwd3dHq1at8nwsIsq/vI6BWewgUgHJycmYO3cu9u/fLx+ILF68GB06dJC32b17N4YNy/qDfsiQIdi9ezcAwMPDAwcPHsSNGzcQGhqKxMREmJmZoU2bNpg7dy72PknCPs9gpEllOZ6YTQ7xQ8TBX2DYrD/KNv/ffARpiTGIueuGpFeekMRGQqyuCU0zG+jX7wb9Go3xYyMLLOheW95+6NChePHiBW7evAlNza8TNAcGBuL9+/ews7ODtrY2fHx8UKtWLRgaGmb580VHR2PmzJk4deoUkpKS4OTkhJUrV2a4+p7oW7n1qcjISMyZMwc3b95EaGgoUlNTYWFhIR/cf1scyK1PWVtbY8GZp9jnGYx3+2YXap/StWkENbEoQ78qjD6VPsF5VkrQsIJIKXD8S/nF9wxR0erfvz+OHTuGqVOnwsbGBrt374aXlxfc3d3h7OwM4Ot46siRI6hXrx5CQkKgpqaWZbHj1atXcHJygo6ODoYPHw5LS0uEhYXh0aNHOH/+PJKTkxH6KRFt/7qB4D2zIPkcjrIthwAApEmxSHh2HSlhATBo0hflWg7OsO/UqLdfL3pJjIGefVtomtlAmpyAhKfXkfohEGMmTsHmdX9n+3NevnwZmzdvxrVr1/D582eoqanBysoKrq6umDJlCkxNTTNtI5VK0bx5czx+/DjDhWShoaF4+PAhbGxsFH/hqUTJSz/o3bs3KlSogJo1a0JfXx/Pnz/Htm3bYGJiAh8fH5Qp8/WJDarWD65fv47WrVvDxsYGxsbGuHv3LosdRMWAxQ4iKhIBEXFo9/fNItv/lWktUN1EX/59ZGQk6tevDzs7Oxw6dCjLfxvS0tJw8uRJuLq6FlkuoqJUnP2KfYqoZOH4l/KL7xmionP//n00atQIK1aswE8//QTg60UwdnZ2MDExgYeHBwDg/fv3qFChAjQ0NNC1a1c8efIky2LHhAkTsHXrVrx69QoWFhYZ1n348AEmJib4cYcnPAKjsrzoRSZJwbutYyFNjkPVqYchEn+94lyWJkHY7imQfA5Hxf5LoVXpf3ery6RpiPpnFRKe38Thw4fRr1+/DMdNSEjAkCFDcOLECXTs2BGdO3eGlZUVEhMT8eTJExw6dAgfP37E9u3b0bt37wzbHj16FP369YObm5t8nPjx40fY2tqiU6dOOHjwoIKvPJUkee0HWTl+/DhcXV1x6NAh/PDDDwBUrx/ExcUhNTUVRkZGOHbsGPr06cNiB1ExyOsYmHN2EFG+2FTUR/PqxlAT5zbLQP6oiUVoXt04Q6EDAIyNjXH58mX4+/vDxsYGixcvxr179xASEoInT55g8+bNqFOnDsaOHYuQEE5ERsqpOPsV+xQRERFR1o4dOwY1NTWMHj1avkxbWxsjRozA3bt3ERoaCgCoVKkSNDQ0ct3f69evUaVKlUwneAHAxMQEARFxuPUqMtu5CUTqmtAys4EsJQlpiTHy5Ykv7yD1YzAMGrtmOMELACKxGow6TIBYqwx+nTsvwzqJRIKuXbvCy8sLnp6eOHfuHCZOnIguXbqgT58+WLhwIZ49e4ZffvkFAwYMwL///pvp9alYsSJ69eolX1ahQgX07dsXp0+fxpcvX3J9Tajky2s/yIqlpSWAr487S6dq/UBfXx9GRkbZvgZEJCwWO4go35b2tId6IZ+UVReLsLSnfZbrbG1t8ejRI4wZMwabNm1CkyZNYGFhAXt7e8yaNQvNmzeHn58fzM3NCzUTUXEqzn7FPkVERESUmbe3N2xtbTNdMdqwYUMAgI+PT772Z2FhgdDQUFy7di3L9Qc8Q3K92EUS8wGACGKtMvJlia/uAwD07Fyy3EasXQa6to0RGOCPV69eyZcvW7YML1++xL179+Dk5ATg66OpEhIS5P+fPifH33//jeHDhyMuLk6+vbe3N+rVqwexOOOppIYNGyIxMRH+/v45/iykHPLTD2QyGSIjIxEeHo5bt25h8uTJUFNTy3CXg6r1AyIq2VjsIKJ8q2qki4XfzKtRGBZ1r42qRrrZrtfX18eiRYvw7t07+Pv74+bNm/Dx8UFkZCQ2bdoEMzOzQs1DVNyKu1+xTxERERFlFBYWluUYKH3Z+/fv87W/yZMnQ1NTEy4uLqhbty6mTp2K06dPIzExEQDg/vJDhqvZZTIp0hJjkJYYg9Sot4h234mU8ADoVGsAsYaWvF1qZChEWmWgbmiS7bE1KlgBAJ4/fw7g6+M/Vq5cmWGct23bNhgbG0NPTw92dnY4deqUfGLpcePGoUqVKjh8+HCRvT5UMuXn9xwREYEKFSrAzMwMLVq0QEhICA4ePIiaNWvK26haPyCikk1d6ABEpJx+cDJHZPwXrLxU8Kt3ZravgX5OebuCXCQSwcbGhpPfkUoSol+xTxERERF9lZSUBC0trUzLtbW15evzo3bt2vDx8cHixYtx9uxZ+Pj4YM2aNdDT08PSP1cg5FPVDO0lUW/xdu3ADMt0qjdC+c6TMyyTpSRBrKmT47FFWl/Xf4yKBgBcunQJRkZG6N69OwDI7/IdMWIEunTpAj8/P4waNSrDPr7//ntcv35dvrywXx8qmfLzezYyMsLly5eRnJwMb29vnDhxAvHx8Rm2U7V+QEQlG4sdRKSwia1tYKynhflnnkIilWX7jM2sqIlFUBeLsKh77TwXOohKA/YrIiIiImHo6OhkOe9EcnKyfH1+2draYt++fUhLS8OzZ89w9uxZLF++HJMnjIPJD0ugY+kob6tmWBHlO00CZFJIosMRc/cIpEkxEKlrZtinSFMHaTGxOR5X9uXrCelEfJ1b5OHDh2jZsiVEoq+PC9q+fTtatWqFbdu2AQB69OiBtLQ0LFy4UL6PihUr4vbt2/Lvi+L1oZInP79nTU1NtG3bFgDQtWtXuLi4oFmzZjAxMUHXrl3l7VSpHxBRycbHWBFRgfzgZI4r01qiqXV5AMj1WZvp65tal8eVaS15QpYoC+xXRERERMXPzMwMYWFhmZanL6tUqZLC+1ZTU4O9vT1++eUXnDx5EgCQ8PR6hjZiDS3oWDpCx6oe9Ot1hkmfBfjy3h+fb+zN0E7DuCpkXxL+fx6DrKV8DAIAVLW2BQBERUVlyB8UFCSfryBd+pwM6UJDQ1G+fHn590X5+lDJUZDfc9OmTWFmZoYDBw5kuV4V+gERlWwsdhBRgVU10sW+EY1weWoL/NjIAhbldfHfU7MiABbldfFjIwtcmdYC+0Y0ynGODqLSjv2KiIiIqHg5OjrC398fsbEZrxb39PSUry8MDRo0AACkxX/KsZ2miRXK1G6NOJ/zGU7o6lb7enI2/knWEz5LvyQiKeAe1MtXQfXq1QEABgYGiImJkbcxNTXF69evM2wXGBgo///k5GTs27dPftU+8PXnf/ToEaRSaYbtPD09oaurC1tb2xx/HlIOBe0HycnJGd5r2VHWfkBEJRuLHURUaGwq6mNB99q48VNrPFnQAf9OcsbJcU3x7yRnPFnQATd+ao0F3Wujuom+0FGJlAb7FREREVHxcHV1RVpaGrZu3Spf9uXLF+zatQuNGjVC1apVc9g6s1u3biE1NTXT8nPnzgEANIwq57oPg8a9gbQ0xHqdki/TrdkMGsbmiL13DF/CAjK0l8mkiLq4AdLkeJRt1h+W5csAAGrVqiU/WQ0APXv2xMmTJ7FhwwYEBwfj3LlzWLp0qTx3+/btUa5cOQwaNEi+jaurKyIiInDixAn5ssjISLi5uaFbt25ZzvNAyicv/SAhIUE+wfi3jh8/jujoaHkhA1C9fkBEJZtIJpPl/WHgRSw2NhaGhoaIiYmBgYGB0HGIiIiIiIoUx7+UX3zPEBWtvn374uTJk5g2bRqqV6+OPXv24P79+7h69SpatGgBAPD19cWZM2cAAPv370dERARmzJgBAKhTpw66desG4OscBg8fPkSvXr3g4OAA4OuEyHv37oWuri6qjV6HDzAEAIQf+BnSpFhUGrkxU6YPbguRHOKHyuN3Qk3na79PjQxFxOE5SEuKg55DW2ia2kCWHI+EZzeQEvEaBg17wrHPJNz4qTUA4N27d7C0tMT9+/dRt25dAMD48eOxadMmAICuri4WLlyImTNnQiwWw9XVFRs2bICxsbE8R1paGpydnfHkyRPMnDkTxsbG2LhxI0JCQuDl5YUaNWoU7i+DBJNbP/Dx8UHbtm3Rr18/1KxZE2KxGA8ePMD+/ftRpUoVPHjwQP7oJ1XrBwCwZMkSAMDTp09x+PBhDB8+HFZWVgCA3377rVB/F0T0VV7HwCx2EBEREREJhONfyi++Z4iKVnJyMubOnYv9+/cjOjoaDg4OWLx4MTp06CBvs3v3bgwbNizL7YcMGYLdu3cDADw8PHDw4EHcuHEDoaGhSExMhJmZGdq0aYO5c+di75Mk7PMMRppUluNJ3uQQP0Qc/AWGzfqjbPOB8uVpiTGIueuGpFeekMRGQqyuCU0zG+jX7wb9Go3xYyMLLOheW95+6NChePHiBW7evAlNza+TPQcGBuL9+/ews7ODtrY2fHx8UKtWLRgaGmb580VHR2PmzJk4deoUkpKS4OTkhJUrV2a4kp+UX279IDIyEnPmzMHNmzcRGhqK1NRUWFhYoEuXLpgzZ06G4oAq9oP0Cc6zUoJOsxKpFBY7iIiIiIhKOI5/Kb/4niFSHQERcWj3980i2/+VaS0yPOo0MjIS9evXh52dHQ4dOpTlvyFpaWk4efIkXF1diywX0bfYD4goL/I6BlbP6w6HDx+ucBiRSIQdO3YovD0RERERERERkSqxqaiP5tWN4REYhTRp4V2HqiYWoal1+UxzuhkbG+Py5cvo0qULbGxsMHHiRLRr1w6VKlVCbGwsbt++jfXr1yM8PBwNGzaEubl5oWUiyg77AREVpjzf2SEWZz2XefqtW//dzbfLRSIR0tLScj0Gr1IiIiIiotKE41/VU9QXifE9Q6RaQj8lou1fN/BFIi20fWqpi3FlWktUNdLNcn1cXBxWrFiB7du3IywsTL5cX18fAwcOxLx582BmZlZoeYhyw35ARLkp9MdY7dmzJ9MyLy8vbNy4Eaampujbt698Mp6goCC4ubnh/fv3GD9+PJycnDBkyJBCC01EREREpAo4/lU9RX2RGN8zRKrn0P0Q/HLSr9D292cve/Rzyv1qdJlMhlevXiE8PBwGBgaoVauWfA4DouJ22CsEP59gPyCirBX5nB1PnjxBw4YNMXz4cKxatQpaWloZ1qekpGDGjBnYuXMn7t27B3t7+0ILTURERESkCjj+VT1FfZEY3zNEqiM5ORnHjx/H+PHjgdodUa7l4ALvc2b7GpjQunohpCMqfuvdA7Dykn+B9xN9Yw+aGyVi6dKlcHBwKIRkRCS0Ii92uLq6wtvbGwEBAdlevSSVSmFjYwNHR0ccP3680EITEREREakCjn9VX2FfJMb3DJHye/nyJbZs2YKdO3ciJiYGAGBkZIQNF7wx/8xTSKSyfM1doCYWQV0swqLutfN0JTtRSXbYK6RA/aCPlQy/j+giX96gQQNMmDABffv2ha5u1o+0IqKSL69j4KyrFHlw8+ZNNGrUKNtCB/D1Fu5GjRrh1q1bih6GiIiIiIhIaS1YsABmZmZYu3ZtpkIHAGhqamLNmjUwNTXFggULij8gERWb+Ph4uLi4oGbNmli7dq280AEA06dPxw9O5rgyrSWaWpcH8PXkbU7S1ze1Lo8r01qy0EEqoaD9YNHQjtDX/9+k5I8ePcKwYcNgamqKLVu2FF1wIioR1BXdMC4uDtHR0bm2i46ORnx8vKKHISIiIiIiUlo3b95E27Zt83SR2JUrV4oxGREVN5FIhICAgCzn52nXrh0AoKqRLvaNaISAiDgc8AyBu/8HhEQl4tvr20UAzMvrorWtCQY1Nkd1E30QqZKC9oMuXbrg6NGjkEqlkEq/TnoeFxeHqKio4v1BiKjYKVzsqF69Oq5fvw5/f3/Y2tpm2ebly5dwd3eHjY2NwgGJiIiIiIiUFS8SI6J0ZcqUwf379+Hs7IzXr1/Ll+vp6aF+/foZ2tpU1MeC7rWxALWR8EWCoKgEpEik0FQXw7J8GZTRUvh0DpHSULQftGvXDocPH86w7M8//8TMmTOLIzYRCUjhx1iNGDECX758QatWrbBt2zYkJibK1yUmJmL79u1wcXFBamoqRowYUShhiYiIiIiIlMm3F4llJ/0isWrVqhVjMiISQnR0NIKDgyESieRfLi4uUFNTy3abMlrqqF3JEHXNy6F2JUMWOqhUyk8/aNu2LQDI+xgAnDt3Tv7/RKS6FC52TJo0Cd9//z3Cw8MxduxY6Ovro2LFiqhYsSL09fUxZswYvH//Ht26dcPkyZMLMzMREREREZFS4EViRJQuMjISTk5OkEqluHLlCoYOHQqZTIaOHTsKHY1IpZibm8Pa2hplypTB1atX0aFDB9y4cQNDhw4VOhoRFTGRTCaT5d4sazKZDBs3bsTff/+d4RZMALC2tsbUqVMxYcKEPFdO8zqrOhERERGRKuD4V/WlpaXB1dUVp0+flv9dZGxsDODriU/g699V3bt3x4kTJ3Kc2wPge4ZIWSUnJ8PS0hIRERHYv38/Bg4cCJlMBnd3dzRv3hwaGhpCRyRSKS9evIC2tjYsLS0hlUrh4OCAp0+fYsGCBZg/f77Q8Ygon/I6Bi5QseNb79+/x9u3bwEAlStXRuXKlfO9Dw7ciYiIiKg04fi3dCjMi8T4niFSPlKpFHZ2dnj+/DkWL16M3377TehIRKVOSkoKLCwsEB4ejj179mDw4MFCRyKifCj2Ykdh4MCdiIiIiEoTjn9Ln4JeJMb3DJHy6dChAy5duoRhw4Zh586dQschKrUiIyNhZWWFhIQEXLt2Da1atRI6EhHlUV7HwIUyq1VMTAy8vLzw8eNHWFhYoGnTpoWxWyIiIiIiIpVSqVIlVKpUSegYRFRMxowZg0uXLqF169YsdBAJzNjYGF5eXnBwcED79u3h5+eHGjVqCB2LiAqRwhOUA0BcXBxGjhwJExMTdOjQAYMGDcL27dvl67dv345KlSrB09OzwEGJiIiIiIiUWUxMDK5cuYJDhw7Bw8ND6DhEVMT++OMPbN26Fba2trhy5YrQcYgIQM2aNXHhwgVIJBI0aNAAUVFRQkciokKkcLEjKSkJrVq1ws6dO1GuXDl06tQJ/30iVteuXREREYFTp04VNCcREREREZFS4kViRKXPkSNH8Msvv6BChQrw8fGBWFyga02JqBC1adMGu3btQnx8POzt7ZGSkiJ0JCIqJAp/2q5evRre3t7o378/Xr9+jbNnz2ZqY2pqilq1asHd3b1AIYmIiIiIiJQRLxIjKn3u3r2LAQMGQFdXF76+vtDR0RE6EhH9x5AhQzBv3jyEhYWhQYMGkEqlQkciokKgcLHjyJEjMDU1xY4dO1CmTJls29na2son4CMiIiIiIipNeJEYUeny5s0btGrVCmKxGJ6enjA1NRU6EhFlY+HChRg0aBD8/PzQtWtXoeMQUSFQuNjx+vVrNGzYENra2jm209XVRWRkpKKHISIiIiIiUlq8SIyo9Pj8+TPq1q2L1NRUnD17FnZ2dkJHIqJc7Nu3D87Ozjh//jwmTJggdBwiKiCFix1qampITU3Ntd3bt29zHNQTERERERGpKl4kRlQ6SCQSODg4ICYmBps3b0aHDh2EjkREeXTjxg1Uq1YNGzduxKpVq4SOQ0QFoHCxo1q1anj8+DEkEkm2beLj4+Hr64tatWopehgiIiIiIiKlxYvEiEqHxo0bIzQ0FLNnz8bo0aOFjkNE+SAWi+Hr64vy5cvjp59+wvHjx4WOREQKUrjY0b17d4SFhWHJkiXZtlmyZAliYmLQs2dPRQ9DRERERESktHiRGJHq69mzJx4+fIg+ffrgjz/+EDoOESlAV1cXvr6+0NHRQd++fXH//n2hIxGRAhQudkybNg2VK1fG4sWL0aNHDxw8eBAAEBERgRMnTuCHH37AihUrYGlpibFjxxZaYCIiIiIiImXBi8SIVNuMGTNw6tQpNGrUCEePHhU6DhEVQKVKleDh4QGRSIQWLVogODhY6EhElE8imUwmU3TjZ8+eoXv37ggMDIRIJMqwTiaTwcLCAv/++y++++67PO0vNjYWhoaGiImJgYGBgaKxiIiIiIiUAse/qu/z589wcHDAu3fv0K1bN/Tt2xeDBg1Cp06dMGLECBw9ehRubm6wtLSEr69vro+y4nuGqORYv349Jk2aBAsLC7x69Qrq6upCRyKiQnD27Fl0794dhoaGCA4O5uctUQmQ1zFwgYodAJCcnIzdu3fj3LlzCAwMhFQqRdWqVdGpUyeMHj0aurq6hR6aiIiIiEgVcPxbOhTmRWJ8zxCVDDwZSqTaNm7ciAkTJrCYSVRCFFuxozBx4E5EREREpQnHv6VHYV0kxvcMkfAePXqEhg0bQkNDAy9fvoS5ubnQkYioCPz0009YtWoVGjZsCE9PT6HjEJVqLHYQEREREZVwHP9SfvE9QySst2/fwtbWFikpKbh79y6cnJyEjkRERahXr144efIkXF1d4ebmJnQcolIrr2NghScoJyIiIiIiopzt3bsXHh4euba7d+8e9u7dWwyJiEhRiYmJqFOnDpKSknD06FEWOohKgRMnTqB+/fo4duwYZs+eLXQcIspFgYodISEhGDduHGxsbKCrqws1NbUsv/hcOyIiIiIiKo2GDh2K7du359pux44dGDZsWDEkIiJFSKVSODg44NOnT1i1ahV69eoldCQiKib37t1D1apVsXz5cmzZskXoOESUA4WrEC9evECzZs3w+fNn5PYkrBL0pCwiIiIiIqISh38zEZVsLVu2xOvXrzFx4kRMnz5d6DhEVIzU1dXh6+sLS0tLjBs3Dubm5ujUqZPQsYgoCwrf2TFnzhxER0ejffv2uHfvHmJiYiCVSrP9IiIiIiIioqx9+PAhz5OUE1HxGjRoEG7fvo3OnTtj3bp1QschIgGULVsW3t7e0NTURPfu3eHr6yt0JCLKgsJ3dty4cQPm5uY4ffo0NDU1CzMTERERERGR0rp582aG78PDwzMtSyeRSPD06VNcunQJ9vb2xRGPiPJh3rx5OHDgAOzt7fHPP/8IHYeIBGRlZQV3d3c4OzujSZMmeP36NUxNTYWORUTfULjYkZiYiDZt2rDQQURERERE9I1WrVpBJBLJv7948SIuXryY4zYymQzjxo0r6mhElA+7du3C4sWLYWZmhgcPHkAsLtC0p0SkApo0aYJDhw6hX79+sLe3R3BwMO/MJCpBFC52WFtbIyEhoTCzEBERERERKb0WLVrIix03btyAiYkJatasmWVbTU1NVKlSBb1790bnzp2LMyYR5eDq1asYMWIE9PX18eTJE17oSURyffv2RVBQEGbPng1HR0e8ePGCxVCiEkLhYsePP/6IJUuW4OPHj6hQoUJhZiIiIiIiIlJa169fl/+/WCxGp06dsHPnTuECEVG+PH/+HJ06dYK6ujoePnwIIyMjoSMRUQkza9YsBAYGYsuWLXBxcYG7u7vQkYgIBZigfMaMGWjSpAk6deqEJ0+eFGYmIiIiIiIileDu7o7Zs2cLHYOI8igyMhJOTk5IS0vDlStXYGNjI3QkIiqhNm/ejPbt2+P69esYNmyY0HGICPm4s6NNmzaZlqWmpuLRo0dwdHSEubk5zM3Ns7xtSyQS4erVqwVLSkREREREpGRatmwpdAQiyqPk5GTY2dkhISEB+/btQ4sWLYSOREQl3Pnz52Fvb4/du3fDysoK8+bNEzoSUamW52LHt7di/5dUKkVQUBCCgoKyXP/t5HxERERERESlRUhISL7am5ubF1ESIsqJVCpF/fr1ERERgYULF2LQoEFCRyIiJSAWi/Ho0SNYWFhg/vz5sLKywo8//ih0LKJSK8/FDj57joiIiIiIKH8sLS3zfPGXSCSCRCIp4kRElJVOnTrh2bNnGDp0KK/MJqJ80dLSwpMnT2BpaYmhQ4fC3Nycd3YSCSTPxQ52UiIiIiIiovwxNzfPstghlUoRFhYmL25YWFgUdzQi+n9jx47FpUuX0KpVK+zatUvoOESkhIyNjeHl5YU6deqgXbt2ePr0Kef8IRKAwhOUExERERERUc6CgoLw5s2bTF/BwcFITEzEmTNnYGFhgdatW+PNmzdCxyUqdZYvX44tW7bA1taWc40SUYHUqlULFy5cgEQiQb169fDp0yehIxGVOgoXO0JDQ7F37168fPky2zYvXrzA3r178fbtW0UPQ0REREREpJLU1dXRtWtXnDp1CgcOHMDWrVuFjkRUqhw9ehSzZ8+GsbExvL29IRbzelAiKpg2bdpgx44diI+Ph52dHVJSUoSORFSqKPxJvm7dOgwbNgwymSzbNjKZDEOHDsXGjRsVPQwREREREZFKq1OnDho0aIDNmzcLHYWo1Lh79y769+8PHR0d+Pn5QVdXV+hIRKQihg0bhrlz5yIsLAwNGjSAVCoVOhJRqaFwsePSpUuoVasWatasmW2bWrVq4bvvvsOFCxcUPQwREREREZHKq1y5Mvz9/YWOQVQqvHnzBq1bt4ZYLMa9e/dgamoqdCQiUjGLFi3CwIED4efnh27dugkdh6jUKNBjrKpXr55ru+rVqyM0NFTRwxAREREREak0mUwGX19faGhoCB2FSOXFxMSgbt26SElJwZkzZ+Dg4CB0JCJSUfv370ezZs1w7tw5TJw4Ueg4RKWCwsWOxMRE6Ojo5NpOR0cHcXFxih6GiIiIiIhIZUVGRmLcuHEICAhA48aNhY5DpNIkEgns7e0RExODTZs2oVOnTkJHIiIVd/PmTVSrVg0bNmzA6tWrhY5DpPLUFd3QzMwMPj4+ubZ7/PgxTExMFD0MERERERGR0rK2ts52XVxcHD59+gSZTAZNTU0sXLiwGJMRlT6NGzdGaGgoZs2ahTFjxggdh4hKAbFYjMePH8Pc3BwzZsyAhYUFevfuLXQsIpWl8J0dzZs3h7+/P44fP55tmxMnTuDFixdo0aKFoochIiIiIiJSWkFBQdl+RUVFQUNDA23btsXNmzfRsGFDoeMSqaxevXrh4cOHcHV1xZ9//il0HCIqRcqUKYPHjx9DR0cHffv2hZeXl9CRiFSWwnd2TJkyBQcOHMDgwYPx9u1bDB8+HPr6+gC+XqG0c+dOzJkzB2KxGJMnTy60wERERERERMrizZs32a7T1NREhQoVoK6u8J9lRJQHM2bMwMmTJ9GwYUO4ubkJHYeISqEqVarg9u3baNiwofwCcnNzc6FjEakckUwmkym68YoVKzB79myIRCKIxWKYmZkBAMLCwiCVSiGTybB06VL8/PPPedpfbGwsDA0NERMTAwMDA0VjEREREREpBY5/Kb/4niHKn/Xr12PSpEmwsLDAq1evWFwkIkH9888/+P7772FoaIjg4GB+lhPlUV7HwAo/xgoAZs6ciVOnTsHBwQFpaWl4+/Yt3r59i7S0NDg4OODEiRN5LnQQERERERERERWWs2fPYvLkyShbtix8fX1Z6CAiwXXr1g1r167F58+f4eDgAIlEInQkIpVSoGIHAHTv3h3e3t4ICwuDp6cnPD09ERYWBm9vb/To0aMQIhIRERERESmnu3fvYvjw4fDw8Mi2zZ07dzB8+HDcv3+/GJMRqTYfHx/06NEDmpqa8PHx4dXTRFRiTJw4EdOnT0dwcDCcnZ2FjkOkUgrtsoaKFSuiYsWKhbU7IiIiIiIipbd161YcOnQIy5cvz7aNra0tDhw4AHV1dU5STlQI3r9/j6ZNm0Imk+HGjRuwsLAQOhIRUQarVq1CYGAgTp06hb59++Lo0aNCRyJSCQW+s4OIiIiIiIiy5uHhAUdHRxgbG2fbpkKFCqhbty5u3bpVjMmIVFNiYiIcHByQlJSEo0ePolGjRkJHIiLK0smTJ1GvXj24ublh9uzZQschUgkFvrPjy5cvcHd3x8uXLxEbG4us5jsXiUSYO3duQQ9FRERERESkVN69e4e6devm2s7CwgIXLlwohkREqksqlcLBwQFRUVFYuXIlevfuLXQkIqIceXp6wtraGsuXL4e1tTXGjBkjdCQipVagYsfJkycxZswYREVFZdtGJpOx2EFERERERKWSWCxGSkpKru1SU1M5SSlRAbVq1QqvX7/G+PHjMWPGDKHjEBHlSl1dHb6+vrC0tMS4ceNgbm6OTp06CR2LSGkp/BirBw8eoF+/fvj8+TN++OEH2NvbAwB+/vln9O7dWz7514gRIzBv3rzCSUtERERERKRELC0tcffu3RwLGRKJBHfv3uW8AkQFMGjQINy6dQudOnXChg0bhI5DRJRnZcuWhbe3NzQ0NNC9e3f4+voKHYlIaSlc7Fi5ciXS0tJw7NgxHDhwQH5r9u+//46jR4/C398f7du3x/nz5zF+/PhCC0xERERERKQsOnTogA8fPmDBggXZtlm4cCE+fPiAjh07Fl8wIhUyb948HDhwAPb29jh79qzQcYiI8s3Kygru7u6QSqVo0qQJwsPDhY5EpJQULnbcuXMH3333Hbp3757l+goVKuDw4cNISEjAwoULFQ5IRERERESkrKZNmwZDQ0MsW7YMPXv2xLlz5xAYGIjAwECcO3cOPXv2xNKlS6Gvr4/p06cLHZdI6ezZsweLFy+GmZkZHjx4ALFY4dMcRESCatq0KQ4ePIjExEQ4ODggKSlJ6EhESkfhOTs+fvyIxo0b/29H6l93lZycDG1tbQCAoaEhWrZsiXPnzhUwJhERERERkfKpVKkS3Nzc0Lt3b5w+fRpnzpzJsF4mk0FfXx9ubm6oUqWKQCmJlNO1a9cwbNgw6Onp4cmTJ9DU1BQ6EhFRgfTr1w9v3rzBL7/8AkdHRzx//pxFXKJ8ULi36OvrZ3jurKGhIQDg/fv3GdppaGjw1isiIiIiIiq1XFxc8OTJE0yZMgU1atSAtrY2tLW1YWtriylTpuDJkydo166d0DGJlMrz58/RsWNHqKur48GDBzAyMhI6EhFRofj5558xatQo+Pv7o23btkLHIVIqCt/ZUaVKFYSGhsq/r1mzJgDA3d0d1tbWAIDU1FTcu3cPFStWLGBMIiIiIiIi5VWlShX89ddfQscgUgmRkZFwcnKCRCLBtWvXUKNGDaEjEREVqq1btyIoKAiXL1/GsGHDsGvXLqEjESkFhe/scHZ2xtOnTxETEwMA6NKlC9TV1TF9+nRs2LAB//zzD3r16oX379+jefPmhRaYiIiIiIiIiEqnlJQU2NvbIyEhAbt370arVq2EjkREVCQuXLiAWrVqYffu3ViyZInQcYiUgsLFjh49eqBKlSq4ceMGAMDMzAy//vor4uLiMHnyZPTo0QP//vsvypYtyw5JRERERESlmkwmw7lz5/Dbb79hzJgx2Llzp3zdx48f4e/vj7S0NAETEpV8UqkU9erVQ3h4OBYsWIDBgwcLHYmIqMiIxWI8evQIFStWxNy5c7F//36hIxGVeAo/xsrFxQUBAQEZls2fPx/29vZwc3PDp0+fUKtWLUydOhXm5uYFDkpERERERKSMHj9+jH79+iEgIAAymQwikQipqakYPnw4AODy5cv48ccfcerUKXTr1k3gtEQlV+fOnfH06VMMGTIE8+fPFzoOEVGR09bWhq+vL6ytrTFkyBCYm5ujRYsWQsciKrEULnZkp1evXujVq1dh75aIiIiIiEjpvH37Fm3btkVUVBQ6d+6MVq1aYdasWRna9OjRAxoaGjh9+jSLHUTZGDt2LC5evIiWLVti9+7dQschIio2JiYmuH//PhwdHdGuXTs8efIENjY2QsciKpEUfowVERERERER5Wzp0qWIiorC33//jbNnz+Knn37K1EZXVxd16tSBl5eXAAmJSr7ly5djy5YtsLGxwbVr14SOQ0RU7L777jucP38eqampqF+/Pj59+iR0JKISqcDFjtjYWGzcuBGDBg1Chw4dsHz5cvm6ly9f4tKlS0hOTi7oYYiIiIiIiJTOhQsXULNmTUyePDnHdpaWlggLCyumVETK4+jRo5g9ezaMjY3h4+MDsZjXbBJR6eTi4oJt27YhLi4OdnZ2SElJEToSUYlToMdYXbp0CQMGDEB0dLT82bOVK1eWr/f390ePHj1w6NAh9O3bt8BhiYiIiIiIlMn79+/x/fff59pOJBIhNja2GBIRKY+7d++if//+0NHRgZ+fH3R1dYWOREQkqBEjRiAoKAhLliyBk5MTvL29WQQm+obCveH58+fo2bMnYmJiMG7cOBw5cgQymSxDmw4dOkBXVxenT58ucFAiIiIiIiJlU6ZMGXz8+DHXdm/evIGRkVExJCJSDm/evEHr1q0hFotx7949mJqaCh2JiKhEWLx4MQYMGABfX190795d6DhEJYrCxY6lS5ciOTkZR44cwfr169GnT59MbTQ1NeHo6IjHjx8XKCQREREREZEysre3x8OHDxEZGZltm+DgYDx+/Bj169cvxmREJVdsbCzq1q2LlJQUnDlzBg4ODkJHIiIqUQ4cOIBmzZrh33//xaRJk4SOQ1RiKFzscHd3R506ddCrV68c21WpUoXPniUiIiIiolJp0KBBiIuLw8iRI5GYmJhpfUpKCsaPH4/U1FQMGjRIgIREJYtEIoGdnR1iYmKwYcMGdOrUSehIREQl0s2bN2FtbY3169dj9erVQschKhEULnZ8/PgRtra2ubaTSCRISEhQ9DBERERERERKa9iwYWjZsiXOnDmDmjVrYvTo0QCAx48fY/LkybC1tcX58+fh4uKCfv36CZyWSHhNmjRBaGgoZs6ciXHjxgkdh4ioxBKLxXj8+DGMjIwwY8YMnDhxQuhIRIJTuNhhaGiId+/e5douMDAQJiYmih6GiIiIiIhIaampqeGff/5B//798e7dO2zfvh0A4O3tjfXr1yMkJAS9e/fmCQoiAL169cKDBw/Qu3dvLF++XOg4REQlnp6eHh4/fgxtbW307dsXXl5eQkciEpS6ohvWq1cPN2/eREhICMzNzbNs8+TJEzx+/Bg9e/ZUOCAREREREZEy09PTw4EDBzB37lycO3cOgYGBkEqlqFq1Kjp16gRHR0ehIxIJbubMmTh58iScnJxw7NgxoeMQESmNKlWq4M6dO2jYsCFatGiBly9fZnuulkjVKVzsGDlyJC5duoT+/fvj+PHjMDU1zbA+MjISI0eOhEwmw8iRIwsclIiIiIiISJnVrFkTNWvWFDoGUYmzceNGrFy5Eubm5vDw8BA6DhGR0qlXrx5OnDiBHj16wNHRESEhIdDT0xM6FlGxU/gxVq6urujTpw/u3r2LatWqoX379gCAO3fuoHv37rC2tsb9+/cxYMAAdOjQodACExERERERKYsVK1bkqV1MTAxcXV2LOA1RyXPu3DlMnDgRZcuWhZ+fH9TVFb4mk4ioVOvevTvWrFmD6Oho2NvbQyKRCB2JqNgpXOwAgIMHD+KXX34BAFy5cgUAEBAQgLNnzyIlJQUzZszA7t27CxySiIiIiIhIGc2ePRvff/89Pn/+nG2bhw8fon79+jh58mTxBSMqAXx8fNC9e3doamrCx8cHBgYGQkciIlJqkyZNwrRp0xAUFARnZ2eh4xAVO5FMJpMVdCfR0dFwd3fP8OxZFxeXfE9MHhsbC0NDQ8TExHCQQ0REREQqj+Nf1VezZk34+/vD0tISR44cgZOTU4b169evx8yZM/Hlyxe4urri6NGjOe6P7xlSFe/fv0f16tXx5csXeHh4oFGjRkJHIiJSGT169MDp06fRp0+fXMcWRMogr2NghYsdw4cPh7GxMZYvX65wyP/iwJ2IiIiIShOOf1VfQkICRo0ahcOHD0NTUxN//vknpkyZgri4OAwfPhwnTpyApqYmVq5ciQkTJuS6P75nSBUkJibC3NwcUVFROHbsGHr37i10JCIilVOvXj14e3vj559/xrJly4SOQ1QgeR0DK/wYq/379+PNmzeKbk5ERERERKTyypQpg4MHD2Ljxo0AgOnTp6Nbt26oW7cujh8/Dmtra3h4eOSp0EGkCqRSKerUqYOoqCisXLmShQ4ioiJy//59VKlSBX/88Qe2bt0qdByiYqFwscPU1BQikagwsxAREREREamksWPH4t69ezAwMMC5c+fw5s0bdO3aFY8ePULdunWFjkdUbFq1aoVXr15h/PjxmDFjhtBxiIhUlrq6Ovz8/GBgYICxY8fi4sWLQkciKnIKFzvatWuHO3fuIDU1tTDzEBERERERqZyEhAQsX74cMTExkMlkkMlkePDgAR4+fCh0NKJiM3jwYNy6dQsdO3bEhg0bhI5DRKTyypYti0ePHkFDQwNdu3bFkydPhI5EVKQULnYsWLAAX758wahRoxAXF1eYmYiIiIiIiFSGr68v6tevj8OHD8Pa2hp37tzBmDFjEB4ejnbt2mHx4sVCRyQqcgsWLMC+fftgZ2eHf//9V+g4RESlRrVq1XDt2jVIpVI0atQI4eHhQkciKjIKT1C+aNEi+Pv74+DBgyhfvjzatm0LS0tL6OjoZD6ISIS5c+fmuk9OtkdEREREpQnHv6pv69atmDZtGpKSktCrVy/s3LlT/rs+fPgwxowZg/j4eLi4uGD//v0wMTHJcX98z5Ay2rNnD4YOHQpTU1MEBwdDU1NT6EhERKXOkSNH8MMPP6BChQoICQmBtra20JGI8iyvY2CFix1isRgikQg5bZ6+XiQSIS0trdBCExERERGpAo5/VZ9YLIaGhgaWL1+OKVOmZFrv7++PPn36wM/PD2ZmZnj37l2O++N7hpTNtWvX0LZtW5QpUwZv3ryBsbGx0JGIiEqtZcuW4ddff0WNGjXw7NkziMUKP/SHqFjldQysrugB5s2bxwnKiYiIiIiIcmBubg43Nzc4OTllud7W1hb379/HxIkTsXPnzmJOR1S0nj9/jo4dO0JdXR0PHjxgoYOISGC//PIL3rx5g23btqFt27a4du2a0JGICpXCxY4FCxYUYgwiIiIiIiLV4+3tjXLlyuXYRktLC9u2bUPr1q2LKRVR0YuMjETDhg0hkUhw7do11KhRQ+hIRESEr4/YfPPmDa5cuYLhw4fzYgtSKbxXiYiIiIiIqIjkVuj41oABA4owCVHxSUlJgb29PeLj47Fr1y60atVK6EhERPSNixcvombNmti1axd+//13oeMQFZpCK3aEh4fjwYMH8PLyQlhYWGHtloiIiIiISOm9fv0as2bNgrOzM2rUqIFZs2bJ13l6emLr1q2IiYkRMCFR4ZDJZJBKpTAxMcGCBQswZMgQoSMREdF/iMVieHt7w8TEBOXLl89xTuZ0Ck77TFSsFH6MVbpt27Zh1apVCAgIyLDcxsYG06ZNw5gxYwp6CCIiIiIiIqW1Z88ejB07Fl++fAEAiEQiREZGytcnJiZi3Lhx0NTUxNChQwVKSVQ4RCIRtLS04O3tzYlviYhKMG1tbYSEhEBLSyvXQkZ4eDi8vLzQtm1b6OjoFFNCovxTeOQhlUrRr18/jB07Fv7+/pDJZDAyMoKRkRFkMhn8/f0xfvx49OnTB1KptDAzExERERERKYV79+5h5MiR0NTUxPLly+Hp6ZnphELLli1haGiIf/75R6CURIVLJBKx0EFEpAS0tLQAfP13OyceHh5Yt24dfvjhh+KIRaQwhUcf69evh5ubG4yNjbFu3TrExsbi48eP+PjxI2JjY7F+/XqYmJjgxIkTWL9+fWFmJiIiIiIiUgrLly+HTCbDv//+i59++glOTk6Z2ojFYjg6OuLZs2cCJCTKHz7GhIio9OnVqxdWrlyJCxcuYODAgULHIcqWwsWOHTt2QEtLC9evX8eECROgp6cnX6enp4fx48fj2rVr0NDQwPbt2wslLBERERERkTK5c+cOGjZsCGdn5xzbmZqacu5DKvGSkpIwefJkvHz5UugoRERUDCQSifz/t23bBnV1ddjb2yM+Pl7AVETZU7jYERAQgFatWqFWrVrZtqlVqxZat26NV69eKXoYIiIiIiIipfX582eYm5vn2i4pKQkpKSnFkIhIcVOmTMGGDRswaNAgeHt7Z1rPuz6IiFRHamoq1NW/Tvfcq1cv7N69G5s3b8bEiRMzXPROVJIoPEG5np4eypUrl2u7cuXKsQMQEREREVGpVL58eQQHB+fa7tWrVzA1NS2GRESKa9OmDVJTUxETE4O2bdvi4MGD6NChAwDgy5cv8me/ExGRcpLJZBCJREhLS4OGhgYkEglatGiB4OBgHDp0CO3atcvwb31CQgLKlCkjYGKijBS+s8PZ2Rmenp45Tj4ulUrh6emJpk2bKnoYIiIiIiIipdW4cWM8ePAAT58+zbbNnTt38PTp01wfdUUkNH19ffj5+WH37t1o3749evXqhQsXLmDWrFlYtWpVjucHiIio5Dtx4gTWrFkDNTU1fPjwAbVq1UJMTAwOHz6MTp06ZSh0PH/+HPPnz8etW7cETEyUkcLFjgULFiAsLAxTp07N8nbr1NRUTJ06FeHh4Vi4cGGBQhIRERERESmjCRMmIC0tDb1794aPj0+m9c+fP8fw4cMhEokwfvz44g9IlA9t27ZF+fLlIZPJcOjQIfz888/o0qUL/vrrL3To0AFiscKnGIiIqATQ09PDtGnTsGDBAjg4OMDMzAwHDhxAs2bNoKamlqm9vr4+XF1dcf/+fQHSEmWW58dY7d27N9OyYcOGYcOGDThx4gT69u0LKysrAMCbN2/g5uaG9+/fY+zYsXj8+DHq1KlTeKmJiIiIiIiUgIuLC6ZPn47Vq1ejfv36qFatGkQiES5evAgHBwc8e/YMUqkUs2bNQuPGjYWOS5QjLS0tJCUlwc3NDSNHjkSlSpWgrq4OiUSCkydPonbt2tDW1hY6JhERKahDhw7Yvn07Ro4cCScnJ+zZs0d+vve/atWqhV9//RVqamro0aMHHj58CDMzs2JOTJSRSJbHGcTEYjFEIlGm5emb/3fdf5enpaXleozY2FgYGhoiJiYGBgYGeYlFRERERKS0OP4tPbZt2ya/O/5bxsbGmD9/PiZMmJCn/fA9Q8XFw8MDaWlpaN68OYCvj6kWi8WYPn06bGxs0LBhQzRu3Bi7d++GtrY2+vTpg6FDh2L79u28w4OISMktW7YM8+fPx+3bt9GwYUP5XB4AkJSUhJcvX8LR0RHA1zmbOnfujI4dO2LmzJkCpiZVltcxcJ7v7Bg8eHCWxQ4iIiIiIiLK2ahRozBy5Eh4e3sjMDAQUqkUVatWhZOTE9TV8/xnGVGx8Pb2houLC/bt2ydfll7A6Ny5M8aPH49Xr15h4cKFGDhwIADgypUrkMlkLHQQEamAX375BQEBAfjjjz9w5MgRqKmpQSQSQSaTISUlBRMmTEDLli2xdOlSaGlpISEhAdHR0ULHJsr7nR3FgVcpEREREVFpwvEv5RffM1TUwsPDUatWLYwYMQIrV67MtP7169cYNmwYXFxcMGfOHBbriIhU2IsXL6Cvr4/Tp09j1KhR0NDQAABcvnwZnTp1wqBBgxAeHo6rV6/i/PnzaNu2rcCJSVXldQzMSy6IiIiIiIiKkb+/P27evCl0DKJMpFIpmjZtiu7du2PlypVISUnBunXrMGrUKPTv3x/Xr19HtWrVcPz4cfzyyy8sdBARqbiaNWti7969OHToEFJTUwEAqampaNmyJTp27AgLCwvY2tri7NmzaNWqFWQyGV68eIG1a9cKnJxKq0ItdnDQTkRERERElLNly5ahdevWQscgymTDhg2IiIjAd999BwD44YcfcPDgQbx79w6hoaFwdXXFypUrYWRkJL+6l4iIVNvUqVMRGRkpn49DQ0MDmpqaCAoKQtmyZbF27Vp06NAB6urqEIlEMDQ0xNSpU/Hrr78KnJxKo0K9DGPZsmXYu3dvniYjJyIiIiIiIqKSo3fv3ggNDcXZs2exZcsWVKhQAUePHkWVKlWgpqaGefPmYe7cuejQoQPs7e2FjktERMVAR0cH586dQ/PmzZGSkgIHBwd4eHhAIpGgXbt2GdrKZDKYmZnh3r17aNWqFapWrYpx48YJlJxKIz7GioiIiIiIiIhQqVIlzJs3D23btoWFhQUWLVoECwsL+aTjixYtgoGBAe7cuSNwUiIiKk5WVlY4f/48RCIR1qxZg7dv32LcuHGwtLTM0C59EvOGDRvi+PHjmDhxIi5fvixMaCqV+IBNIiIiIiIiolLqwYMHMDY2lp+w0tPTw9y5c9GsWTM4OjoC+N/Jq/DwcJibm6NixYrCBSYiIkHY29tj06ZNiIuLg76+PkQiEcRiMaRSaYb/ikQiAECrVq3w/fffo0OHDggICEC1atUE/gmoNOCdHURERERERESlkJubGxo2bIi5c+ciMDBQvlwsFqNt27YwNjaWLxOJRNi/fz+io6PRuHFjIeISEZHA1NTUULZsWaipqUEkEiEtLU1+91/6f8+cOYOff/4ZVatWhb+/P+zs7BAeHi5kbCpFeGcHERERERFRMXJ2dhY6AhFevXqFxYsXY/DgwThz5gzCwsLw999/w87OLlPbe/fu4erVq/jjjz9w+vRpmJmZCZCYiIhKCplMBpFIBDU1NQCAh4cHvL29sWnTJiQlJUEsFmP27Nlo2LAhWrZsKXBaKk0KtdjBQTsREREREVHORowYgREjRggdg0q5V69ewcHBAUuXLsWSJUvQtGlTDB48GBs3boSTk5P8BBYAfPjwAcePH8fu3bvRpk0bAVMTEVFJIBKJkJiYiL///hsPHz6Eu7s7jI2N0ahRIwwdOhS1a9eGqampvH36I66IippIJpPJhA6RLjY2FoaGhoiJiYGBgYHQcYiIiIiIihTHv5T+u09/vnVu+J6hwpKcnAw/Pz84OTkBABISEtC8eXN8+vQJW7ZsQZs2baChoYGAgADo6elBW1sb5cqVEzg1ERGVJOPHj4eXlxfmzZsHKyurDHcHpt/9QVQY8joGLrKSWkxMDEpQHYWIiIiIiKjYPXnyBGvXroW/v3+G5e7u7rCysoKRkRFMTEywe/duYQJSqaWtrS0vdKSkpKBMmTJ49OgRvvvuO/Tv3x8nT57E/fv30bFjR5w9e5aFDiIiymTjxo3w8vJCt27d5IUOqVQKACx0kCAULnZw0E5ERERERJSztWvXYvr06dDR0ZEvi4qKQo8ePRAcHAyZTIaoqCiMHDkS3t7eAial0kxTUxMSiQQAcO7cObi6umLIkCFwcXFBjRo1MGrUKIETEhFRSZZe4ADAx1WRoBR+93HQTkRERERElLM7d+6gdu3aqFq1qnzZvn37EBcXhzFjxuDz58/Yu3cvpFIp1q1bJ2BSKu3U1dWRlpYGANi6dSvKlCmD5s2b49y5cwInIyKiko4FDiopFH4nctBORERERESUs4iICJibm2dYdvnyZaipqWHJkiUwMDDAoEGDULduXdy9e1eglERfqampITk5GT179oRIJMKZM2eEjkRERESUZwoXOzhoJyIiIiIiyln6ZIrf8vT0hKOjI8qXLy9fZmNjg3fv3hV3PCqlZDJZtnNsikQitGjRAr6+vlBXVy/mZEREpGo4pzMVJ4WLHRy0ExERERER5czAwCDD30PPnz/Hp0+f0LRp00xtOZEnFZclS5ZAKpVmeQJKS0sLU6dOhZmZmQDJiIhI1fj7++P27dtCx6BSQuFiBwftREREREREOXN0dISHhwdevXoFANixYwdEIhFatmyZod2bN294cpmKxfjx4zFv3jyMHTs227/V+Tc8EREVhvj4eNjZ2cHFxQWvX78WOg6VAgoXOzhoJyIiIiIiytmYMWOQmpqK+vXro27duvjrr79gYmKCLl26yNvExcXBx8cHdnZ2Aial0mDlypXYtGkTqlevji1btggdh4iIVJyenh7OnTuH1NRU1K1bF9HR0UJHIhWncLGDg3YiIiIiIqKc9enTBwsWLIBEIsHjx49hYWEBNzc3aGlpydscPXoUqampmS4cIypMx44dw8yZM1G+fHk8fvwYYrHCpwOIiIjyrF27dti2bRvi4uJgZ2eHlJQUoSORClN4dMNBOxERERERUe7mzZuH6OhofPjwAYGBgXB2ds6wvl27dvD29sawYcMESkiqztPTE/369YOOjg58fX2hq6srdCQiIipFRowYgV9//RXv379Hw4YNIZVKhY5EKkoky2pGsnxISUlBbGwsjI2NM60LCQlBdHQ0qlWrBj09vVz3lT7peUxMDAwMDAoSi4iIiIioxOP4V/WFhIRAT08PRkZGObaLjo5GXFwczM3Nc2zH9wzlV3BwMGrUqAGJRIIHDx7A0dFR6EhERFRK9e/fH4cPH0bXrl3xzz//CB2HlEhex8AK39kREhKCT58+QVNTM8tCBwCYm5vD3Nwcnz59UvQwRERERERESsvKygozZ87Mtd2sWbNgbW1dDImoNImNjYWjoyNSUlJw6tQpFjqIiEhQhw4dQpMmTXD27FlMnjxZ6DikghQudnDQTkRERERElDOZTIa83kxfwJvuiTKQSCSwt7fH58+fsX79enTt2lXoSERERLh9+zasrKywbt06/P3330LHIRWjcLGDg3YiIiIiIqLCERcXB01NTaFjkApp2rQpQkJC8NNPP2H8+PFCxyEiIgIAiMVi+Pr6oly5cpg2bRpOnz4tdCRSIQoXO/KKg3YiIiIiIqKsSaVS+Pn54dq1a7nO10GUV66urvDy8kLPnj2xYsUKoeMQERFloKenBx8fH2hra6N379548OCB0JFIRRRZsYODdiIiIiIiKo3U1NTkXwCwZ8+eDMu+/dLQ0ICjoyOioqLQq1cvgZOTKpg1axaOHz+O+vXr48SJE0LHISIiypK5uTlu3boFAGjevDlCQkIETkSqIF/FDg7aiYiIiIiIcpb+yF+ZTAaRSJTh+/9+qaurw9LSEjNmzMDChQuFjk5KbtOmTVixYgWqVq2Ke/fuCR2HiIgoRw0aNMDx48eRnJwMR0dHxMfHCx2JlFy+ih0ctBMREREREeVMKpXKv2QyGYYOHZph2bdfX758wevXr7F8+XI+/pcK5Pz585gwYQIMDQ3x5MkTqKurCx2JiIgoV99//z3+/vtvREdHw8HBAVKpVOhIpMTyNfr59s0mFosxdOhQ7Ny5s9BDERERERERqYL58+fD0dFR6Bik4nx9fdG9e3doamrC29sbBgYGQkciIiLKsylTpiAwMBBr166Fs7MzPDw8hI5ESkrhSz04aCciIiIiIsrZ/PnzhY5AKu79+/do3LgxpFIpbt68CSsrK6EjERER5duaNWsQGBiIs2fPon///jh06JDQkUgJKTxB+fz58/H9998XZhYiIiIiIiKV8uzZMyxatAje3t7Ztnn06BEWLVqEFy9eFGMyUgWJiYmoU6cOkpKScOjQITRp0kToSERERAo7ffo0HB0dcfjwYfz6669CxyElpHCxg4N2IiIiIiKinG3YsAGLFi2CsbFxtm2MjY2xcOFCbN68uRiTkbKTSqVwdHREZGQk/vzzT/Tt21foSERERAUiFovh6emJypUrY9myZdi+fbvQkUjJKFzs4KCdiIiIiIgoZ9evX4eDgwOqVq2abRtzc3PUqVMHV69eLcZkpOzatGmDgIAAjBkzBrNmzRI6DhERUaHQ1NTEkydPYGBggNGjR+PSpUtCRyIlonCxg4N2IiIiIiKinL19+xbW1ta5trO2tsa7d++KIRGpgqFDh+LGjRto3749Ly4kIiKVU7ZsWTx69AgaGhro0qULnj59KnQkUhIKFzs4aCciIiIiIsqZRCKBWJz7n11isRjJycnFkIiU3cKFC7Fnzx7Url0b58+fFzoOERFRkahWrRquXr0KqVSKRo0a4cOHD0JHIiWgcLGDg3YiIiIiIqKcVa1aFV5eXrm28/LyQqVKlYohESmzvXv3YsGCBTA1NcWjR4/y9Dc5ERGRsnJ2dsb+/fuRkJAAe3t7nmOmXCk8MuKgnYiIiIiIKGdt2rRBSEgINm7cmG2bTZs2ITg4GG3atCnGZKRsrl+/jqFDh6JMmTLw8/ODpqam0JGIiIiKXP/+/bFkyRJ8+PABdevWhVQqFToSlWAKFzs4aCciIiIiIsrZtGnToKmpicmTJ2PatGl49uwZ0tLSkJaWhmfPnmHatGmYPHkyNDU1MX36dKHjUgn18uVLtG/fHurq6vDy8oKxsbHQkYiIiIrNnDlzMGLECLx48QLt27cXOg6VYCKZTCZTZMOAgAA4ODggNTUVkyZNwqhRo1CjRg0AXwdi27Ztw/r166GmpgYfHx/UrFkz133GxsbC0NAQMTExMDAwUCQWEREREZHS4Pi3dDh48CCGDRsGiUSSaZ1MJoO6ujp27NiBH3/8Mdd98T1T+kRFRcHS0hIJCQm4cuUKLyYkIqJSy8XFBdeuXcOIESOwfft2oeNQMcrrGFjhOztsbGywY8cOqKmpYe3atbC3t4empiY0NTVhb2+PNWvWQCQSYdu2bXkqdBAREREREamiAQMG4O7du+jevTt0dXUhk8kgk8mgo6OD77//Hh4eHnkqdFDpk5KSAnt7e8THx2PXrl0sdBARUal2+fJl1KxZEzt27MDSpUuFjkMlkMJ3dqR79OgRFi9ejCtXriAhIQEAoKuri3bt2mHOnDlo0KBBnvfFq5SIiIiIqDTh+Lf0kUqliIqKAgCUL18+3xNM8z1TekilUjg6OsLPzw9z587FokWLhI5EREQkuOTkZJibm+Pjx484ePAg+vfvL3QkKgZ5HQMXuNiRrqCDdoADdyIiIiIqXTj+pfzie6b06Ny5M86fP4+BAwdi//79QschIiIqMSIiImBtbY3k5GTcuHEDzs7OQkeiIlbkj7HKtCOxGBUqVECFChUUKnQQERERERERETBhwgScP38ezs7OLHQQERH9R8WKFeHp6QmxWAwXFxe8fv1a6EhUQqgLHYCIiIiIiEjVhYWF4fTp03j58iViY2OR1Q32IpEIO3bsECAdlSSrVq3Cxo0bUa1aNdy4cUPoOERERCWSnZ0dzp49i06dOqFevXoIDg5G2bJlhY5FAitwsYODdiIiIiIiouytW7cOM2fORGpqqnxZ+t9NIpFI/j3/bqLjx4/jp59+gpGREXx9ffnUBCIiohx06NABW7duxahRo2BnZ4egoCCoq/Pa/tKsQL99DtqJiIiIiIiyd/XqVUyZMgUGBgaYMWMGbty4gbt372LLli3w9/fHiRMnEBQUhKlTp6JOnTpCxyUB3b9/H3379oWOjg78/Pygq6srdCQiIqISb+TIkQgMDMSyZcvg5OSER48eyc9LU+mj8GUi6YN2bW1t/Pzzz2jSpAkAYMuWLZgxYwYsLS0BAFOnTsXOnTsLJSwREREREZEyWbNmDUQiES5evIjff/8dNjY2AIBRo0ZhxYoVePbsGYYMGYKdO3eiefPmAqcloQQHB6NFixYQiUTw8PBApUqVhI5ERESkNJYuXYp+/frBx8cHPXr0EDoOCUjhYgcH7URERERERDm7f/8+6tWrh0aNGmW5XktLC5s2bYK2tjYWLVpUzOmoJIiNjYWjoyNSUlJw6tQpODo6Ch2JiIhI6Rw+fBiNGzfGmTNnMGXKFKHjkEAULnZw0E5ERERERJSz6OhoVKtWTf69hoYGACApKUm+TEtLC82bN8fVq1eLPR8JSyKRwN7eHp8/f8b69evRtWtXoSMREREprdu3b8PS0hJr167FmjVrhI5DAlC42MFBOxERERERUc6MjIyQkJAg/75cuXIAgJCQkAzt0tLSEBUVVazZSHjNmjVDSEgIpk+fjvHjxwsdh4iISKmpqanBz88P5cqVw7Rp03D69GmhI1ExU7jYwUE7ERERERFRzszNzREaGir/3s7ODjKZDGfPnpUvi4+Px61bt1ClShUhIpJA+vTpg/v376NHjx5YtWqV0HGIiIhUgp6eHnx8fKClpYXevXvjwYMHQkeiYqRwsYODdiIiIiIiopy1bNkST58+RUREBACgS5cuKFOmDH799VfMnDkT69atQ6tWrfDp0yd06NBB4LRUXGbPno1jx46hfv36OHnypNBxiIiIVIq5uTlu3boFAGjevDnevn0rcCIqLgoXOzhoJyIiIiIiylmfPn3QqlUr+Pj4APh6h/zq1ashkUiwevVqTJ06FY8ePYKFhQUWLlwobFgqFlu2bMHy5ctRtWpV3Lt3T+g4REREKqlBgwY4duwYkpOTUadOHcTHxwsdiYqBSCaTyRTZ0MvLC7/++it++ukneTFj27ZtGDt2rLyNTCaDpaUlHjx4ACMjo1z3GRsbC0NDQ8TExMDAwECRWERERERESoPj39Lr0aNHcHNzw6dPn1CrVi0MGzYMhoaGuW7H94xyO3/+PLp06QIDAwMEBQWhbNmyQkciIiJSaX///TemTZsGKysrvHr1CmKxwtf+k4DyOgZWuNiRHUUH7QAH7kRERERUunD8S/nF94zy8vX1Rf369aGmpobnz5/DyspK6EhERESlwuTJk7Fu3To0bdoUd+7cEToOKSCvY2D1wj5wvXr1UK9evcLeLRERERERkdKxtraGra0tLly4IHQUElB4eDiaNGkCqVSKmzdvstBBRERUjNauXYs3b97g7Nmz6N+/Pw4dOiR0JCoiCt+3Y21tjY4dOxZmFiIiIiIiIpUSERGRp0f6kupKTEyEvb09EhMTcfDgQTRp0kToSERERKXO6dOnUadOHRw+fBhz5swROg4VEYWLHRy0ExERERER5czCwgKxsbFCxyCBSKVSODo6IjIyEn/88Qf69esndCQiIqJSSSwW4/79+6hUqRKWLl2K7du3Cx2JioDCxQ4O2omIiIiIiHLm6uqKmzdv4uPHj0JHIQG4uLggICAAY8aMwezZs4WOQ0REVKppamrCz88P+vr6GD16NC5fvix0JCpkChc7OGgnIiIiIiLK2S+//IJatWqhffv28PDwEDoOFaOhQ4fi+vXraN++PTZv3ix0HCIiIgJgZGSEhw8fQkNDA507d8bTp0+FjkSFSCSTyWSKbJiUlIRWrVohJSUFGzZsQNOmTQscJq+zqhMRERERqQKOf1VfmzZtkJycjHv37kEkEsHExASWlpbQ0dHJ1FYkEuHq1as57o/vGeWwaNEizJ8/H9999x38/PwgFit8nSEREREVgVu3bqFVq1bQ0dFBYGAgTExMhI5EOcjrGFjhYkdhD9rzE5qIiIiISBVw/Kv68nOSWyQSIS0tLcc2fM+UfPv27cPgwYNRsWJFBAUFQVtbW+hIRERElIUDBw5g0KBBMDExQXBwMD+zS7C8joHVFT3A9evX5f8vk8kQERGBiIiILNuKRCJFD0NERERERKS03N3dhY5AxejGjRsYOnQoypQpgydPnvCkCRERUQk2cOBABAUF4bfffkPdunXx9OlT3o2p5BQudnDQTkRERERElLOWLVsKHYGKSUBAANq1awc1NTV4eXnB2NhY6EhERESUizlz5uD169fYtWsXOnTowEnLlZzCxQ4O2omIiIiIiHJ28+ZNmJqawtbWNsd2AQEBCAsLQ4sWLYopGRWmT58+oV69epBIJLh8+TJq1aoldCQiIiLKo507dyIoKAhXrlzBqFGjsG3bNqEjkYIUvi/n5s2b8Pf3z7VdQEAAbt68qehhiIiIiIiIlFarVq3w559/5tpu+fLlaN26dTEkosKWkpICOzs7xMfHY8eOHXBxcRE6EhEREeXTlStXUKNGDWzfvh3Lli0TOg4pSOFiBwftREREREREuZPJZEJHoCIilUrRoEEDhIWFYe7cuRg2bJjQkYiIiEgBYrEYPj4+qFChAn799VccOnRI6EikgALNuMJBOxERERERUcFFR0dzMmsl1K1bN/j5+WHAgAFYtGiR0HGIiIioALS1teHr6wtdXV0MGjQId+7cEToS5ZPCc3bkFQftRERERERUmoSEhGT4Pj4+PtOydBKJBE+fPsWlS5dQrVq14ohHhWTixIk4d+4cmjVrhgMHDggdh4iIiAqBqakpPD09UbduXbRp0wbPnj3jGE2J5KvYwUE7ERERERFRziwtLSESieTfHz9+HMePH89xG5lMhkGDBhV1NCokq1evxoYNG2Btbc05KomIiFSMnZ0dzp49i06dOqFevXoIDg5G2bJlhY5FeZCvYgcH7URERERERDkzNzeX/90UEhICXV1dGBsbZ9lWU1MTVapUQe/evTFu3LjijEkKOn78OGbMmAEjIyM8fvwYYnGBng5NREREJVCHDh2wefNmjBkzBnZ2dggKCoK6epE/JIkKKF+/IQ7aiYiIiIiIchYUFCT/f7FYjD59+mDnzp3CBaJC4+Xlhb59+0JHRwePHz+Gnp6e0JGIiIioiIwePRpv3rzBH3/8gYYNG+LRo0dCR6Jc5KvYwUE7ERERERFR3u3atQvVq1cXOgYVgpCQEDRv3hwikQi3b99GlSpVhI5ERERERWzZsmV4/fo13Nzc0KNHD5w6dUroSJQDhe+94aCdiIiIiIgoZ0OGDBE6AhWC2NhY1KlTBykpKTh9+jTq1asndCQiIiIqJkePHkXjxo1x+vRpTJs2DX/99ZfQkSgbChc7OGgnIiIiIiLKu7S0NERFRSE5OTnbNubm5sWYiPJCIpHAwcEBnz9/xrp169CtWzehIxEREVExu337NmxsbPD333/D2toakyZNEjoSZaFQZlXhoJ2IiIiIiChrXl5emDdvHm7cuIEvX75k204kEkEikRRjMsoLZ2dnBAcHY9q0aZg4caLQcYiIiEgA6urq8PPzg7m5OaZMmQILCwt0795d6Fj0HwUqdnDQTkRERERElL179+6hTZs28gvDypUrBwMDA4FTUV717dsXnp6e6NGjB1avXi10HCIiIhKQnp4efHx8UKNGDfTq1Qv379/noy1LGIWLHRy0ExERERER5Wz+/PlITk7G8OHD8fvvv6NixYpCR6I8mj17Ntzc3FCvXj2cPHlS6DhERERUApibm+PmzZto0qQJmjVrhoCAAFSpUkXoWPT/FC52cNBORERERESUM09PT9SoUQPbtm2DSCQSOg7l0ZYtW7B8+XJUrVoVnp6eQschIiKiEsTJyQlubm7o1asX6tSpg+DgYOjp6QkdiwCIFd3w20E7Cx1ERERERESZSSQSODo6stChRM6fP49x48bBwMAAvr6+UFcvlKkuiYiISIX07NkTq1evxqdPn1CnTh1IpVKhIxEKUOzgoJ2IiIiIiChnNWvWRGRkpNAxKI98fX3RvXt3aGhowNvbG2XLlhU6EhEREZVQ06ZNw8SJExEYGIjmzZsLHYdQgGIHB+1EREREREQ5Gz16NG7duoXXr18LHYVyER4ejiZNmkAqlcLd3R3W1tZCRyIiIqISbt26dejSpQs8PDwwYMAAoeOUegoXOzhoJyIiIiIiytno0aPRv39/tGvXDufOnUNaWprQkSgLSUlJcHBwQGJiIg4ePIimTZsKHYmIiIiUxJkzZ+Dg4IBDhw7ht99+EzpOqabww0dHjx6Nu3fvol27dli/fj06dOgANTW1wsxGRERERESk1NLvDggKCkK3bt2grq4OMzMziMWZrzsTiUS8mEwAUqkUjo6O+PjxI5YtW4Z+/foJHYmIiIiUiFgshpeXF6ysrPD777/DysoKI0aMEDpWqaRwsYODdiIiIiIiopwFBQXJ/18mkyE1NRUhISFZtuV8iMJwcXGBv78/Ro0ahZ9//lnoOERERKSENDU14efnB0tLS4waNQoWFhZo27at0LFKHYWLHRy0ExERERER5ezNmzdCR6AcDBs2DNevX0e7du2wdetWoeMQERGREjMyMsLDhw9Ru3ZtdOrUCT4+Pqhdu7bQsUoVhYsdHLQTERERERHlzMLCQugIlI0lS5Zg9+7dqFWrFi5cuCB0HCIiIlIBNjY2uHLlClq3bo1GjRohMDAQJiYmQscqNRQudnDQTkRERERERMpo//79mDt3LipWrIhHjx5l+ThmIiIiIkW0aNECe/bswY8//gh7e3sEBwdDW1tb6FilgsLFDiIiIiIiIsq7e/fuwd3dHe/evQMAVK5cGa1bt0bjxo0FTla63Lx5E0OGDEGZMmXg6+vLkw9ERERU6AYNGoQ3b95g3rx5qFu3Lp4+fcqLK4pBoRQ7OGgnIiIiIiLKWkhICAYOHAgPDw8AX+c8BP43t2GzZs2wf/9+mJubC5axtAgICEC7du2gpqaG+/fv87ESREREVGTmzp2LN2/eYNeuXejQoQMuX74sdCSVV6BiBwftRERERERE2fv8+TNat26NN2/eQFtbGx06dEC1atUAAIGBgbhw4QJu374NFxcXPHjwAIaGhgInVl2fPn1C/fr1kZqaisuXL+O7774TOhIRERGpuJ07d+LNmze4cuUKRo8eja1btwodSaUpXOzgoJ2IiIiIiChnq1atwps3b9C5c2ds3boVlSpVyrA+PDwco0aNwrlz57Bq1SosWrRIoKSqLSUlBXZ2doiLi8P27dvh4uIidCQiIiIqJa5evYpatWph27ZtsLKywi+//CJ0JJWl8IPCvh20v3r1CidPnsTKlSuxcuVKnDhxAoGBgejSpQsCAwOxatWqwsxMRERERESkFE6ePIkKFSrg6NGjmQodAGBqaoojR47A2NgYJ06cECCh6pNKpXByckJYWBh+++03jBgxQuhIREREVIqIxWL4+PigQoUK+PXXX3HkyBGhI6kshYsdHLQTERERERHl7M2bN2jZsiV0dXWzbaOrq4uWLVvizZs3xZis9OjevTt8fX0xYMAALF68WOg4REREVArp6OjA19cXurq6GDBgAO7cuSN0JJWkcLGDg3YiIiIiIqKcqampITU1Ndd2EokEYrHCf55RNiZNmoR///0XTZs2xYEDB4SOQ0RERKWYqakpPD09IRaL0aZNG7x+/VroSCpH4dE0B+1EREREREQ5s7GxwfXr1/H58+ds23z69Anu7u6wtbUtvmAqSCaToUuXLlixYgVkMhlWr16N9evXw9raGrdu3RI6HhERERHs7Ozwzz//IDU1FfXq1cPnz58RFhaGdu3a8fFWhUDhKgQH7URERERERDnr06cPYmJi0KVLFzx9+jTTej8/P3Tt2hWxsbHo16+fAAlVx7Nnz3Du3DnMmjULHTt2xIwZM2BkZITHjx/zAjwiIiIqMTp27IjNmzcjNjYWNWvWRIMGDXDlyhVs2bJF6GhKT+ERHwftREREREREOZsyZQrq1KmDu3fvok6dOnByckLfvn3Rt29fNGjQAHXr1sW9e/dQp04dTJ48Wei4Su3KlSsQiUQAgEuXLkEsFuPevXvQ09MTOBkRERFRRqNHj8aAAQMQERGB9+/fAwBu376NpKQkgZMpN5FMJpMpsmFSUhKaNm0qv0qmbt26sLKyAgAEBgbCx8cHUqkUjo6O8PDwgLa2dq77jI2NhaGhIWJiYmBgYKBILCIiIiIipcHxb+kQHR2NcePG4dixY5BKpRnWicVi9OnTBxs2bICRkVGu++J7JnudO3fGhQsXkP4nrkgkQv369XH+/HkYGxsLnI6IiIjof44dO4YBAwZkmibiypUrcHFxEShVyZXXMbDCxQ6gcAft+QlNRERERKQKOP4tXUJDQ3Hz5k28e/cOAFC5cmW0aNECVatWzfM+Stt7JuGLBEFRCUiRSKGpLoZl+TIoo6WeqV1qair09fXx5csX+TKRSASZTIY///wTs2bNKs7YRIUqr/2ASJWxH5AqkclkqFSpEsLDwzMsF4lEmDVrFv74448styvN/aBYih3pCmPQDpS+gTsRERERlW4c/1J+lYb3TEBEHA54hsD95QeEfErEt3+wigCYG+midQ0TDGxkDpuK+gCA69evo3Xr1gC+XngnlUpRv359TJgwAf3798/TkwaIShJF+gGRqmE/IFUWEBCAjRs3YufOnYiNjZUvr1SpkvwcO8B+kK5Yix2FpTQM3ImIiIiI0nH8q/oOHTqEOXPmYOPGjejYsWOWbS5cuIDx48dj+fLlcHV1zXF/qvyeCf2UiF9P+uHWq0ioiUVIk2b/p2r6+ubVjbG0pz3aN6uPFy9eQF1dHSNGjMDYsWPh6OhYfOGJCklB+kFVI91iTEpUdNgPqDRJSkrCsWPHsHbtWjx48AAA4OXlhYrW37EffCOvY2CFJyg/dOgQrK2tceHChWzbXLhwAdbW1jh27JiihyEiIiIiIlJahw4dwufPn9GmTZts27Ru3RrR0dE4cOBAMSYrWQ57haDtXzfgERgFADn+Qf/teo/AKLReeQ1vNc3h4uKC6OhobN68mYUOUkoF6Qdt/7qBw14hRZ6RqKixH1Bpo6Ojgx9//BFeXl64fPkyypcvj96zVrEfKKhAxQ4O2omIiIiIiLLn6+sLBwcHaGpqZttGS0sLderUwePHj4sxWcmx3j0AP5/wwxeJNNc/5v8rTSqDRCZC+c6T0WPOJujp6RVRSqKiVdB+8EUixc8n/LDePaCIEhIVPfYDKu3atm2LadsvQtRoEPuBghQudnDQTkRERERElLPw8HBUrlw513aVK1fONEllSebn5wdXV1dYWFhAW1sblStXRrt27bBu3Tp5G0tLS4hEoiy/0h/pddgrBL/NnY/gP7oiLTEm2+MlB/si+I+uSHhxO9s2Ky/5Z3s8kUiEsWPHytsOHTo0wzotLS3Y2tpi3rx5SE5OLoRXiJTNly9fMHv2bFSqVAk6Ojpo1KgRLl++nKmdh4cHnJ2doaurC1NTU0yePBnx8fEZ2uzevVv+3rp9O/N7ViaToWrVqhCJROjatSsOe4Vg5SX/DG2kyfEIXtETwX90RWpkaJaZI8/+heA/usq/Qla5YlrP5mjk0hnHjx+HVCrN888vkUiQmJiY5/Y7duxArVq1oK2tDRsbmwx9n5RXbv0gMTERGzZsQPv27WFmZgZ9fX3UrVsXmzZtQlpaWoZ9Xb9+Xd4P9u/fn+XxmjVrBpFIBDs7uyz7gUyahrfrByP4j65Iev0gy318vnUgYz9Y2RtTezRD/eZtsWvXLnz58iXPP79UKkVCQkKe2h45cgSDBg2CjY0NRCIRWrVqlefjkOr69t//9C8TExO0bt0a58+fl7cLCgqCSCTCypUrM2x/2CsE2zzDEeN5AsF/dIXkcwRSP4cjZGVvfDy9PMtjJjy/ieA/uiLu4VkA//tsmNTGNlOWb+cw+7aPikQiqKmpwcTEBK6urnj+/HkRvDrFQ+Hp2sPDw9GsWbNc21WuXBn3799X9DBERERERERKS1dXF1FRUbm2i4qKyvFCspLEw8MDrVu3hrm5OUaNGgVTU1OEhobi3r17WLNmDSZNmiRv6+joiBkzZmTaR6VKlRD6KRHzzzwt9HzNW7XB6BHDMi23tbXN8L2Wlha2b98OAIiJicHp06exePFivH79mk8nKIWGDh2KY8eOYerUqbCxscHu3bvRuXNnuLu7w9nZGQDg4+MDFxcX1KpVC6tXr8bbt2+xcuVKBAQEZDiJlU5bWxsHDx6Ub5/uxo0bePv2LbS0tJCUmpZlP0h4cRsikQjiMuUQ/+w6yrX4Mevgahoo32kyAEAm+QJJ7Ef4PLkPV1dXtGrVCqdPn8722ebv3r3D6tWrcfr0aQQGBkImk6FcuXJo164dxo0bl+3J2y1btmDs2LHo3bs3pk+fjlu3bmHy5MlITEzE7Nmzs3uJSQnk1g8CAwMxadIkuLi4YPr06TAwMMDFixcxfvx43Lt3D3v27Mm0z/R+MGjQoAzLg4KC4OHhAW1tbaSmSbPsB8nBvkiL/wQ1w4pIeHYdOtUaZJvdqMN4iDR0IEtLRVpcFJ4FPcLw4cPx999/4+zZs6hatWqW20VHR2PNmjU4fvw4nj9/jrS0NOjr66N58+YYNWoUevTokeV2mzZtwsOHD+Hk5JSnz3kqXRYtWgQrKyvIZDJERETI+9I///yDrl27ZrlNduMijbKmMHTuj8/XdyPJoS10rOrJ10m/JCL66nZoVqoBvXqd/7fR/382aKiJ8HPHmiivp/V1sZpapv1PnjwZTk5OSE1Nha+vLzZv3ozr16/jyZMnMDU1LeArUfwULnao4qCdiIiIiIioMNWuXRt37tzBp0+fYGRklGWbT58+4fbt27CzsyvmdIr5/fffYWhoCC8vL5QtWzbDug8fPmT4vnLlyplOcKX7cYcnJPl8PENeRIiMsj3mt9TV1TO0Gz9+PJo2bYpDhw5h9erVqFixYqFnK2lu3ryJFStW4OHDhwgLC8PJkycznNhbsGABDh8+jNDQUGhqaqJ+/fr4/fff0ahRowz7+ffff7Fo0SL4+vpCW1sbLVu2xKlTp4r3hymA+/fv4/Dhw1ixYgV++uknAMDgwYNhZ2eHWbNmwcPDAwDw66+/oly5crh+/bq8gGBpaYlRo0bh0qVLaN++fYb9du7cGW5ubli7di3U1f93+uXgwYOoX78+IiMj8TI8DlpZ9IOEp9ehY90AaoYVkPg0+2KHSKwGPbvWGZaptRoMgxf/4vqJjRg1ahSOHDmSabvdu3dj/PjxqFy5Mvr37w9HR0doaWkhJCQEZ8+ehYuLC4YMGYItW7ZAQ0NDvl1SUhLmzJmDLl26yOdnHTVqFKRSKRYvXozRo0ejXLlyub7mVPLkpR+YmprCz88PtWvXlm83ZswYDB8+HLt27cLcuXNRvXr1DPvt3Lkzzpw5g8jISBgbG8uXHzx4EBUrVoSNjQ38At+jfJb9wB2aFauhjL0LPt/YC2lKMsSa2pnaAYBujWZQ0zWUf6/WYgDMPnjh7s5F6NOnD+7du5dpm/Pnz2PgwIHQ0dFB//79MXfuXJQpUwZhYWG4ePEi+vbti3bt2uHw4cPQ19fPsO2+fftQuXJliMVipfn8zklOnwepqan47bffcO7cOQQGBsLQ0BBt27bFH3/8gUqVKmXYj7J/HhSWTp06oUGD/xXnRowYgYoVK+LQoUPZFjt+PemX7bjIoGFPJDy9jk8XN8FsxHqINb4WLz7f2Iu0xBiY9F0Ikeh/D3BK/2xQE4vwQKM89g1qlOV+AaB58+ZwdXWVf1+jRg2MGzcOe/fuxaxZs/L1c5cECj/G6ttBe3bSB+01a9ZU9DBERERERERKq3fv3khISMCgQYOyfERMUlISfvzxRyQlJWX4Q7Mke/36NWrXrp2p0AEAJiYmedpHQEQcbr2KzPezqPMiLCYJrz7E5Xs7kUgEZ2dnyGQyBAYGFnqukighIQF16tTBhg0bslxva2uL9evXw8/PD7dv34alpSXat2+Pjx8/ytscP34cP/74I4YNG4bHjx/jzp07GDBgQHH9CIXi2LFjUFNTw+jRo+XLtLW1MWLECNy9exehoaGIjY3F5cuXMWjQoAx3SgwePBh6eno4evRopv32798fUVFRGR4DlJKSgmPHjmHAgAGQpMnwKSElUz+QxHzAl9Cn0P2uBcrUagFJTASS3+b9kSJpUhmibTvDuVUbuLm5wd8/46OBtm/fjhEjRmDBggV48eIFFi9ejN69e6Nr164YP348zp07hzt37uDatWsYPHhwhm3d3d0RFRWF8ePHZ1g+YcIEJCQk4N9//81zTipZ8tIPjI2NMxQ60vXs2RMAsnz0zffffw8tLS24ubllWH7w4EH07dsXKWlAYookUz+Qpn5Bov/dr/2gZnPIJClICshcsMhOmlSGt8YN0GfgEHh6emZ6LN3FixfRrVs3DB06FK9fv8bKlSvRt29fdOnSBSNHjoSbmxseP36M9+/fo2vXrkhJScmwfdWqVSEWK3xatcTJ6fMgMTERjx49wty5c/Ho0SOcOHECL1++RPfu3TO0U4XPg6JStmxZ6OjoZCh8fyu3cZFIrIbyHSdCEhOBGI+vBewv4a8Q530OBg17QtPEKsvt0qQy3HoVma9xUfPmzQF8He8pI4V7pSoO2omIiIiIiArTmDFjUKtWLVy8eBG2traYNWsWdu7ciZ07d2LWrFmwtbXFhQsXUKNGjUwnD0sqCwsLPHz4EE+ePMm1bWpqKiIjIzN97b7pDzWxqGgCpqVi66XHmY6ZkpICLy8vHD9+PNtNg4KCAKDUXJneqVMnLFmyRH6i8r8GDBiAtm3bwtraGrVr18bq1asRGxsLX19fAF/neZgyZQpWrFiBsWPHwtbWFt999x369u1bnD9GgXl7e8PW1jbT454aNmwI4Ovjq/z8/CCRSDJcqQsAmpqacHR0hLe3d6b9ymQyVK9ePcNj0c6fP4+YmBj88MMPiE+RQJRFN0h4fhMiTW3oVHOCVqUaUC9rhoRn1/P1M6mJRahQtx1kMlmGk7yvXr3CxIkTsWPHDsyaNUv+SJP4+Hj5HB8xMTGoW7cubt68iStXrmS4MyT95/zv61C/fn2IxeIsXwdSDnnpB9lJn3Pq2zs30unq6uL777/HoUOH5MseP36Mp0+fYsCAAYiISwaQuSMkvfKELCUZZWq1gJpeOWib2ynUD3S/+3rn06VLl+TLP3/+jP79+6NTp05YtWqVfB6DxMRE+dwj8fHxsLCwwLVr1xAREYG//vorX8dWNjl9HhgaGuLy5cvo27cvatSogcaNG2P9+vV4+PAhQkJCAKjO50FhiYmJQWRkJD5+/IinT59i6NChiIuLy/bz9oBnSK7jIq3KNaFftxNiPU8g5UMQPl1YD3VDExg2659l+7TEmK/zoSXHysdFsbGxuWZX9rGQwo+xGjNmDLZt2yYftA8YMEB+B8eLFy9w6NAhvH//XqkG7URERERERIVJR0cHFy9eRM+ePfHw4UOsWrUqw3qZTIa6devi5MmT0NXVFShl/vz000/o1KkTHB0d0bBhQzRv3hwuLi5o3bp1hsfdAF9PLlWoUCHTPiw7jYSsTo8iyRf3+BJW/HgJK/6z3MHBAb6+vtDU1ET//l9PDERGRgL4elLi1KlTOH78OOzs7FCjRo0iyabMUlJSsHXrVhgaGqJOnToAgEePHuHdu3cQi8WoW7cuwsPD4ejoiBUrVijVY13CwsJgZmaWaXn6svfv38snOc6u3a1btzItP3r0KAICAvDq1Ss0btwYo0ePxoEDB9CyZUtUqlQJyalpEGdxEW/C0+vQtWkkf0yJbq3miPe5AKO2oyESZ37eelbSpDIEy8oDyHh17u+//45OnTph6NChAICXL19i4MCBePjwIQwMDPDbb7/h33//xdChQzF06FDMnTsXa9euRb9+/eSvVfoktt/S1NRE+fLl8f79+zzlo5InL/0gKykpKfj7779hZWUFJyenLNsMGDAA3bp1Q2hoKKpWrYoDBw7A2toajRs3xufEVABZPMLqiTu0qtSCusHXzxDdWi3w6dImpCXGZHhcVU7SpDK8TC0L4H/94PXr13B1dUV0dDTOnj2LgIAAGBoaYuDAgbh69Sq0tbUxfvx4REZGwsrKCgsWLMDy5csxfvx4zknzjZiYGIhEIvldnqryeVBY2rZtm+F7dXV1yGQyDB48GDNnzsT333+fYb37yw95utu1bMshSPS/i4iDv0CaHAeTvgvlnxXfkqUm4+3agfLvV/z/V4cOHXDhwoUMbePi4hAZGSmfs2Pq1KkQiUTo3bt33n/gEkThYoeqDdoTvkgQFJWAFIkUmupiWJYvgzJaCr88RKUe+xRR4WO/Iipc7FNUXKpUqYL79+/jn3/+wYULFxAcHAwAMDc3R8eOHdG9e3eIsrq8u4Rq164d7t69i2XLluHixYu4e/culi9fjgoVKmD79u0ZHmvRqFEjLFmyJMP2SSlpGH/2PfJ2yjb/dGwaw6B+V2z/sQGC37zC7t278eDBA/mdKOlXryckJGQqxDg7O2PPnj1K9fsoamfPnsUPP/yAxMREmJmZ4fLly/Krt9Mf97VgwQKsXr0alpaWWLVqFVq1agV/f/9s56kpaZKSkqCllflkUfrV3klJSUhKSgKAbNulr/+WVCqFWCyGVCrFpEmTsHTpUkRGRmLt2rWI/yKBJE2G/85wmvLhDVI/BqFsyyHyZWW+a4HYu0eRFPgIutWzPpmclYj/jxQX9/XxJWlpaTh16hROnDghz/fDDz9AIpFg//79kMlkWLZsGYKCguTFkB49emD69OlITk6W/5zZzcua3etAyiEv/SArEydOxLNnz/Dvv/9m+4ie9u3bw8jICIcPH8ZPP/2Ew4cPY/DgwYj/IkFyalqm9mlJsUh64w0jl5HyZbo1muHTpc1IfH4L+vWznvMgK+/iv55A/vDhA4YPH449e/bIPweAr/1g9OjR8Pf3x7Zt22BoaIg1a9bA29sbM2fOBAB07NgRkZGRCAgIgI2NTZ6PraqSk5Mxe/Zs9O/fX34nkKp8HhSWDRs2wNbWFgAQERGBpUuX4tmzZ4iLi5MX0ICvr2X8FwlCPmV+alJWxFq6KNd2NCJP/QHdWs2hY10/y3YidU1UcJ33v+8BbP+xAapUyjwf2fDhwzN8X6FCBezbty/b4mVJV6C/5pR90B4QEYcDniFwf/kBIZ8SM9SRRQDMjXTRuoYJBjYyh01F/ex2Q0T/j32KqPCxXxEVLvYpEopIJEL37t0zPd9aWTk5OeHEiRNISUnB48ePcfLkSfz1119wdXWFj48PvvvuOwBfH2ny36sbn76Pgdqt20WWTV2/PLQtHTFw/HTEBj+TL08/uSWRSOSPU9HT05OvS05OhoeHB+rVq6dSz2GPjIws0M/TunVr+Pj4IDIyEtu2bUPfvn3h6ekJExMT+Ws6Z84c+RWgu3btQpUqVeDm5oYxY8Zk2t/KlSuxdOlShfMUhZiYGISEhGQ6GZf+OJs5c+bIz224uLhkuoMpPj4eEolEvn36XSBnzpzJcFI1LCwMADBu3DhsPnw2yywJT90h0tCGRllTpEZ/vZJepK4JNcOKSHh2PV/FDmlKMgDIJ1Z+9eoV4uLi0KJFCwDAgwcP8PjxY7x58wYWFhYAgGbNmqFatWryfVSsWBFpaWn49OkTKlWqBB0dnUxzF6RLTk6Gjo5OnvNRyaKjoyN/734rOTlZvv6/VqxYgW3btmHx4sXo3LlztvvW0NBAnz59cPDgQTRs2BChoaEYMGAAgqMSsmyf+PwWIJVAo2I1eT8AAK1Ktkh4dj1fxQ5pytcizZ07d3Dnzp1M652cnBAfHw89PT35ZMwymQyJiYn4888/sXbtWgBf72CpX79+lgWdmJgYiMXiEn9CPzAwMMv5tvIjNTUVffv2hUwmw6ZNm+TL8/t5IJPJcOPGDfTq1atAeUqa9D70888/Z3ivpPcj4OtrFR8fDwCYO3cu9v5zDbI2M7LeYRbn1bVMvxbcNE1zKLyJxNCxdMywyMqxMWpXynxX1Lx589C8eXPEx8fj5MmTOHz4sFKPgwp86ZoyDtpDPyXi15N+uPUqEmpiUZa3CckABH9KxD7PYOy+G4Tm1Y2xtKc9qhqV/LtUiIob+xRR4WO/Iipc7FNERUNTUxNOTk5wcnKCra0thg0bBjc3N8yfPz/bbVIk0mzXFSadMvrI7snUGhoaSE1NzXBiKi0tDe/fv0dKSkqWj95SVgW9ALFMmTKoXr06qlevjsaNG8PGxgY7duzAL7/8In+8TXpxC/h654O1tbX8Oe7/pampKT/5XlIkJSVBIpFkypWcnIzY2Fjo6upCTU0NCQkJ0NLSQpkyZTK0S0xMhLq6unx7kUiExMREaGhoQCKRZDqehoYGypbPPLeBTCZDwrObkKUm4/32cZlzJn6GNCUJYs28FRRSPn69ILV69eoAgKioKJiYmMjn6QgKCkKFChXkhQ4AsLKyyjDvQmhoKMRisfwEqZmZGdLS0vDhw4cMj7JKSUlBVFQUKlWqlKdsVPKYmZnh3bt3mZanF+n++7vdvXs3Zs+ejbFjx+K3337Ldf8DBgzA5s2bsWDBAtSpUwffffcdvEOis2yb8PQ6ACBi/8ws16d+DodGWdNcjwn8rx9kR0tLC/Hx8ShbtmyGE7yJiYnyf69kMhmio6Ohp6eXqdgJfC14isXiEvdv238V9PMgvdARHByMa9euZZjfRZHPg2//3VQV6f/+6+rqZrpTKqu7o0QiEfQNyyHqP8tlqV+LJiL1zO83RWU3/rK3t5dfmNKjRw8kJiZi1KhRcHZ2RtWqVQvt+MWl1N2nf9grBPPPPIXk///Aze15aOnrPQKj0PavG1jYvTZ+cDIv8pxEyoJ9iqjwsV8RFS72KaLikT5hcfqJsexoqhfP1YJXL1+EVuJHLFmyBPv27YNIJEJaWhrU1dXh6uqKY8eOyZ9OkG7BggVYuHAhjhw5gsaNGxdLTmUjlUrlV67Wr18fWlpaePnyJZydnQF8PRkWFBSU4QT6tyZPnozJkycXW968mDlzJv766y/4+fllOHm3dOlSzJkzB48ePYKBgQGMjY0xfPhw+eNHgK8n+cuXL4++fftix44dAL6eBB42bBg6deqEU6dOQSaTQSb7+tkyY8YMLF++HM/D41Cn1vkMOb6E+CEtLhKGzQdCo3zGE0zS5Hh8urAeif73oGfXOk8/V8LTaxCJRGjXrh0AwMDAIMPktKampoiKisLnz5/lxYzPnz/j06dP8jbbtm1D06ZN5Y8nd3R0BPD1rpBvr+R/8OABpFKpfD0pH0dHR7i7uyM2NjZDP/D09JSvT3f69GmMHDkSvXr1woYNG/K0f2dnZ5ibm+P69ev4888/AWT9eZD6ORxf3j2Hfr2u0DL/z1wPMhkiz65CwtPrKNvshzwdN+GpOwDg2LFjuH//PtasWZPhDpajR4/CxcUF58+fl88tIZFIUKVKFYwdOxYLFizApk2bsGzZMgQHB2dZMLCzs4OxsTGuX7+ep0zKKL3QERAQAHd3d5QvXz7D+vx+HohEIjg7O2f6HFZ26f/+nz17Vj4uAoBN/9fenYdFVfaPH3/PsG+CEq6BqGCQy0Mp4qOikmvmEop+kdQyU1Ozcs9+mpq5L6k9pRUaJviYmLiQPpqJQqmkJZaoCAoKLiCoIIus8/uDODLOoFijqHxe19V1xZkz59wz13w89zmf+/7cq1drrWldt25drl+/Tv/+/ZmxbA2vfKY947XwegoqEzPUFjUwlMr2vxYuXEhYWBjz5s1jzZo1Bjv/o/Lkzkn5G/4TEc8HW/8kv6ikUou+lFdcoiG/qIQPtv7JfyLiH1ILhXiySEwJYXgSV0IYlsSUEIYXERGhPLgtb9euXQD3Xdzb2d6Kh13sWPXXeVxcXAgKCiIuLo4hQ4agVqsrrCkPMH78eCwtLVm4cOFDbuHjITs7m5iYGGJiYgBITEwkJiaGixcvkpOTw4cffsiRI0e4cOECv/32G2+++SaXLl1i4MCBQOnD87fffptZs2axd+9e4uLiGDOmdEZC2T5PAj8/P4qLi/nqq6+Ubfn5+XzzzTd4eXnh6OiIra0tXbt2JTg4WFkDA2DDhg1kZ2fr/bxGRkaUlJTw/PPPM378eGbNmsXcuXNRq0vXibpbTuwBVCbm2HoNwMqtg9Z/Nh49Ma5Zn5xTByr1mTIPh3I78TgD/AYpaww0btyYoqIiZf0aT09P6taty7Bhw4iNjeXUqVMMGzaMkpISUlJSmDFjBitWrGDBggXKcV966SVq1aqlVb4GSh/kWVpa8sorr1SqfeLxU5k4AIiMjMTf35+OHTsSEhJS6XI3KpWKVatWMWvWLIYOHQpQYRwA1GirGwdW7t6YO7aodBzkxB4g+8RevNq2ZcCAASxatIjk5GRsbGyUGRqOjo60atWKkSNHcuzYMeLj4xk7dixpaWmkp6ezfPly3n//fRYvXvxYl+r/p+51PSgsLMTPz49jx44REhJCcXExV69e5erVq0pZu6flevAoLF++nKSkJHr16sWuXbswysnQ6hcVZaaRl/Ar5s4voFIbZoWzsn5RZTRp0oQBAwYQFBTE1atXDXL+R+mxntnx559/MmfOHI4ePUpqair29vY8//zz9O3bl/HjxwPg7OxcYRaw/ArzfiMn8H3gCp59NwQjS936ZAC3L/xB6n8/5JlXP8DKrUOF7Rr/UlPGV/Da6NGjlazXG2+8wfr165XXTE1NadiwIf7+/nz44YfKIk9C/F35+fl89NFHbNiwgRs3btCyZUs++eQTZeROmUOHDjF16lRlRNKgQYOYP3++UqMY7mSfAaKiopRMfBmNRoOTkxMpKSm88sorDJn1BUv3ntXap+R2NsmfDYXiQuq/tRqTZ3Snu6WHf0rOyZ+Uv1Um5kxYbcuGVi8ydewIfH19K91ZKioqoqCgQBlldD9r165l6dKlJCYm4ujoyLvvvqv8WyIE3D+mcnNz+eabb9i+fTt//vkn2dnZuLi4MGrUKEaNGqWUBAA4cOAAPj6lo+42bNjAkCFDdM7Xvn17Dh06RLNmzTh58iSbjl7UiitNSTGXvhhOcfZ1ag+cjUWT1jrHuBkVQuYv/1X+VhmbobaswdRQZ2IDBrHi/43Xu9CgPiUlJeTl5emUZtDnu+++Y+fOnURHR5OQkECnTp2e6pFMomqUvzaVcXBwoFmzZkydOpWXX34ZKC3D0ahRI5YsWcLkyZOVfctiKjN6Kzcj1tHg7bVo0HAlcBwWrl449Juqc86c05Gkb19MrW5vY9Oqt3LdGr8Qnf6fmZmZUn+3fMwDqNVq7O3t6dixI3PnzsXd3d1A34oQVW/8+PHk5ubi6+uLm5sbBQUFHDp0iO+++w5nZ2etuL106RLBwcE6x7C8nEhO/Re1tmUd3YbKWPuapVKpsW03SPk7N+4QhRkpOsezbtEF4xqlpacKr1/GLOkXwkK1y6O89tprzJgxg+TkZK37tPLs7e0ZPnw4X3zxBadPn37qY/fYsWNa/3ZNnDgRgNdff501a9Zw5swZ1q9fT3p6Ovb29nh6ehIVFUWzZs2U9yxZsgRjY2OGDh1KXl4eXl5e7N+/n5o1az7yz/N3eXl5MXDgQKZPn05aWhouLi6sX7+epKQkZbYGwLx582jXrh2dOnVi1KhRpKSksGzZMrp3707Pnj11jjt06FBGjhxJly5ddO5xrMyMMTa683hLU1RIbtwvmDt7oDLWvwC4pasXWcd2UJxzEyMru9L3lRSTfbJ05LqmuIDizDRy46MpvJaEbRMP1q39+s77LS3x8fEhMDCQFStWYGFhwbp16xg0aJAyon3w4MG0b9+emTNn4u7uzq5du7TuDS0sLJg7dy7jxo1j4MCB9OjRg6ioKIKDg5k3b95jv2aBqFhl4uDChQvK+rx+fn6EhoZqHaNly5a0bNmywnP069ePfv36KX9bmRljbmJEbrnqPjmnDmBSu7Hyb/rdLFzbcOPHL8m/moBZXRdle27cL6hMLKC4kKLsDG4nHic/5RRW9Zrw/ZYtyn4ODg689tprJCUlMXr0aFxcXAgMDKRXr17Kgsw+Pj4MGDCAzz//HEdHR9avX4+/v/ZMksjISCIjIwG4du0aOTk5fPLJJwB07NhRWRvnSXGv68Hs2bPZsWMHgM7srYiICDp37gw8HdcDQ9m9ezdnzpwBIC0tjQ0bNgAwefJkJkyYAJTOHmzbti0d/t0Gy5Y9yDGrRVFmKtkxe0Cloman1//2+ctfGwCesTZV+kW+vr73veefMmUKmzdvZsWKFU/cAJDHNtlx6NAhfHx8cHJyYuTIkdStW5fk5GSOHDnCypUrtR5Qenh4MGmS7kIuZfUEk6/nEhGXZtD2WTZ6gflTx2Fvrd0Zb9q0qdbfZmZmBAYGAqULFm3fvp25c+dy7tw5QkJCDNomUf288cYbbNmyhffffx9XV1eCgoLo1asXERERSoc0JiaGLl264O7uzvLly0lJSWHp0qXEx8eze/dunWOam5uzceNGnWTHwYMHSUlJwczMjLzCYmbtiNV5b86Zn1GpVKitapJ96gA1Ow7V33AjE+xfLp26rinKpyjrGjEnf8XPz4/OnTuzfft2rWmz5V26dInly5ezfft2zp8/j0ajoWbNmnTr1o0xY8YoF9m7ffnll7z99tsMGDCAiRMnEhUVxbvvvktubi7Tpk2r6CsW1cz9Yur8+fOMHz+eLl26MHHiRGrUqMGePXsYO3YsR44c0fvgpCym7k52JCUlcejQISXxnXw9Vyeubl/4g+Ls68qClPqSHWVq9RiLysQCTXEhxbcyuJ34O2vmTuHg1vXs2b2rwlqbN27cYOXKlXz//fecPn2a4uJibGxs8Pb2ZuTIkbz66qt637d69Wp+++03PD09yci4u8KoEIb18ccf06hRIzQaDampqUps7ty5k9699S9QqS+mAEzs6mLbYTA3DwSR17IrFo3uPGwtyc/lxk+BmNZ/DusXyy2y+dd1y8RIxQc93ZT+X/kEZ5l3330XT09PCgsL+eOPP1izZg0HDhzg5MmT1K1budrSQjzuli5dSmhoKLt27eKrr76ioKAAJycnxo4dy4wZM7QWP42JiVFG8JZnW7s+9m99rTXjKutwqM5+3J3sOB2pt03mTi2UB2O3k44Tl3ScoZu09ylLzJc9wKvIxIkTWbNmDYsWLSIoKKjC/Z4GnTt31jtLp8zWrVvvewwTExOWLl3K0qVLDdm0R+7bb79l5syZWoNewsPDtR5Yvvjii+zbt49p06YxYcIEbGxsGDFihNbMh/Lq1aunVcbkbuYmRhT+le/IO3eUkvwcLF3aVLi/hUsbsn4NI+d0JDVa/7VuanEhGeHLAEpLnljaYVa3CTW9A3h7qL9OPfxp06bRo0cPAgICaNOmDd27dyc5OZkTJ05Qp04dXF1d+eOPP7C2tqZx48Z62zF27FhMTExYtmwZO3bswNHRkU8//ZT33nuvwraLJ8P94iAxMZHMzEwAxo0bp/P+WbNm3TPZoY+dpQm5WaWBkH81gaKMFGzbVVyiytLFixs/fklObIRWsuP6ni8AUBmboraogWntRji88j6jhg+jQYMGWseYNGkS7u7ujB49GpVKhYeHB+fPn1cGiDZv3py4uDjmzp3Lc889p3dGx/79+5kzZ47WtpkzZyrfw5OW7Ljf9eBer5V5Wq4HhvDRRx8p/29ubo6bmxurV6/WWqjd3d2d6OhoZs+eTfj//kfOrUzU5jaYO3tg12GwTjnDB1Lu2gCQAUq/KDEx8b7JjtatW9O5c2dWr17N9OnTsbXVP3HgcaTSVObX+ohkZWVha2tLZmYmgwcP5ujRo5w9e1arswxoLYTl7OxM8+bNCQ8Pr/C4Q9dGEx60ips/bzTIzI4LC3tTo1Vv+o6ZwYYRXhXuV/bQLDs7W9mm0Who164d0dHRXLlyhTp16lT4fiHu5ddff8XLy0trFOvt27dp3rw5tWvX5tChQwD06tWLmJgYzpw5oyQQAgMDGTlyJHv27KF79+7AndGz/fv3JzIykitXrmhN8R81ahS///476enpFNk+i1nvD3XKgVwN+QAjixoY2TqQd/YIDcas5W7p4Z+SG/cLTpO2aG03UquoceYHYrZ+waBBg/juu+903hsUFMTYsWNp0KAB/v7+eHh4YGZmxsWLFwkPD2fPnj28/vrrfPnll1qLhuXl5eHo6Ejbtm21/q0YMmQI27ZtIzk5uVqONBDaKhNT6enppKamao1mBHjzzTf55ptviI+PVxaALBvl3b9/f3bs2MGVK1e0FnucP38+q1atwtXVlRs3bvDChLUcOp+hFVfp4cspvHYBqxZduHnwW54dH4zaVHtWYNnMDn3Xt9xTB0jfuZw2bTw5cuSIzmfevXs3r732GhYWFgwePJg2bdpgZWXFlStX2LNnD9u3b6dbt25s2rRJ50Y5OTmZBg0aoFarq0WNWlE1yq5NR48e1XpYdOPGDerUqcPAgQMJCQnRO7Nj6NpoJabKz+wwtquDpqSYK9+8h6Ywn3oj/oPapDR5cX3vGm7F7KbeGyswrd0I0L5uGalVtGtsr7f/VxbzoaGh+Pn5KdvXrFnDmDFjWLRoEVOn6s4kKd//rSjRL0R5T8tvJj71Ft1W6E9cGMK+CR1xqf10LXoqnj5VFQfjxo1jy5YthIWF0a5dO73vjYqKokmTJrLguHjoqioOlixZwpw5cwgJCdGabVLeyZMnUalUOvd/Qhia9Ivur7J94Md2zY5z587RrFkznUQHoCQ6KiM+9RZRCemVykA+CI1GQ1RCOglpt+6/czllC/BoNBrOnz9v0DaJ6mXLli0YGRkxatQoZZu5uTkjRozg8OHDJCcnk5WVxY8//siQIUO0/iEYNmwY1tbWbN68Wee4gwcPJiMjgx9//FHZVlBQwJYtWwgICKCoWMP1nAKdREdRZhr5ybFYPt8RK/eOFGWmcjvldKU/T3GJhhtNe9Gh80uEhoZy9qx2iazAwEBGjBjB7NmzOXPmDHPnzmXAgAH07t2bsWPHsmvXLn755Rf279/PsGHDtN4bERFBRkaG1mJQUNrJz8nJ4Ycffqh0O8XTqzIx9cwzz+jt6Pr6+gJw+rTub75fv36YmZnpTPHeuHEjgwYNwsjIiIKiEqIS0rXiqqQwn9yzh0tjys0bTVEBefG6CYt7sXy+M1b/6k50dLRWTAPs2bOHPn368MYbb3Du3DmWLl3KoEGDeOWVV3jrrbcIDQ3lxIkTXL58md69eyu1WMs4OjpWuuScEIZmZ2eHhYVFhXX3y/p/Fa3RoVIbYd/zHYoyU8k8VJpcz7+awK3ju6jRxldJdNytuOTB+3/e3t5Aad9WCHGHax0bvF2ewUht2PrnRmoV3i7PPPE39KJ6qKo4WLlyJX369MHb25shQ4awc+dOEhISSExMJDw8HH9/f3x8fAgLCzNou4TQp6riYMqUKUyaNAlfX1/69OnD5s2biYuL48KFC+zbt4/Ro0fTqlWre84EFMJQpF9kOI/tU4qGDRvy22+/KQtn3UthYSHp6ek6/+Xl5RESfdHgPxQorafJ7Sy+2ntC65x3PwzSJykpCUBGkot/5Pjx4zRt2lQnm9mmTem055iYGP7880+Kiop0pk6bmpri4eHB8ePHdY7r7OzMv//9b/773ztrAOzevZvMzEz8/f3JLihC35pcOacjUZmaY9HEE7P6z2FsV6/Si4aVMVKrcHihGxqNRuvBbEJCAu+88w5r165l6tSpStmQ7OxsSkpKgNIycS+88AKRkZHs27dPa2ZI2ee8+3to1aoVarVa7/cgqp/KxFRFyhbtKj9zo4ylpSX9+vXTiqkTJ04QGxtLQEAAADfzCnWuVXkJ0WgKbmPl3hEj65qYOzV/4JgCqNHiJQD27t2rbLt586ZSt3z58uVKKa3c3FyKi4uB0vhq2LAh+/fvJzU1lU8//fSBzy2EoWRmZpKens61a9eIjY1lzJgxZGdn610LB6hU/8+sgRs2L7xMVvRWCtKSuP6//2BsWxvb9oP17l+cm0lxbqZW/y8rK+u+bZd+nxAVm+/bAmMD36sZq1XM921h0GMK8TBVRRwYGxsTGBjI1q1biY+Pp1+/fri6utK4cWP69u2rzPLVV6ZIiIehqq4Hc+bM4eDBg+Tm5hIQEICbmxvOzs5069aNo0ePEhwczOLFiw3aLiEqIv0iw3hskx2TJ08mNzcXDw8P2rVrx7Rp09i7dy+FhYU6++7duxcHBwed/1auXElEXFqFo/r+iew/9nJhRQBLhnprnVNfTdOyRMi5c+dYtmwZ33//Pc2bN+e5554zeLtE9XHlyhXq1auns71s2+XLl7ly5YrWtrv3u3z5st5jBwQEsG3bNvLySlcJCwkJoVOnTtSvX5/bhcXomyiVE3sAS1cvpRSIpbs3uaej0JQUV/ozFZdouKCxB7RHwM6bN4+XX36ZN954A4C4uDhat26NjY0NNWvWZMmSJcrDZCcnJ2bOnMmqVauU91+5cgUjIyOdWWGmpqbY29tX+D2I6qUyMaVPQUEBK1asoFGjRsqCdncLCAjg559/Jjk5GSiNqcaNG9O2bVsAcvKLdK5VOScjMHvWXak/bunekbzE46UPWx+Akb0ToB1TK1euxNnZWakpm5qaSteuXbGyssLa2ppJkyYxbtw4Fi9eTM2aNVm8eDGfffbZA51XCEPq2rUrDg4O1K5dm+bNmxMUFMS6devo1q2b3v0r2/+z6/Q6RpY1SN04nYKrCdTqPka5jpWnKbxNyqrXSFn1mlb/b9CgQTr73rp1i/T0dOVB0fvvv49KpWLAgAEP/sGFeMo51rJkTl/Dlgb5uG8zHGtZGvSYQjxMVRkH/fr1Izo6mtTUVI4cOcKhQ4dITU3l4MGDdOnSxaBtEuJeqjIOvL29+emnn0hPT+fo0aP8/PPPXLp0id9//52BAwcatE1C3Iv0iwzjsV2gvFu3bhw+fJgFCxawZ88eDh8+zOLFi3FwcCAwMJC+ffsq+3p5efHJJ5/oHKO+UyO+/ObMQ2mfhWtbbFr1RgUEDm2NuWnpSPMWLbSzZTk5OTg4OGht69ChA+vXr9e7wJEQlZWXl4eZme4DmbIR2nl5eUqyoqL9yl6/26BBg3j//fcJDw+nZ8+ehIeHs2rVKrLziygq1mB61/4FaYkUXkvCrtPryjar5zuSdXgzeed/x9JF/wNgfVL/atKtW6UlQoqLi9m2bZuSSCwpKcHf35+ioiKCg4PRaDQsWLCApKQkJRny6quvMnHiRG7fvq18TlPTu1t9/+9BVC+ViSl93nnnHU6dOsUPP/xQYUmd7t27U6tWLTZt2sTkyZPZtGmTUm6tuERDYXGJ1v7FeVnkJR6nVpe3lG2Wz7Xn+t415J6OwqaV/gWZ9VGZWgBwM/POCPTQ0FAmTZqkzJIaNWoUZ8+e5euvv8bW1paVK1dy/PhxpkyZAkDPnj1JT08nPj4eV1fXSp9bCEP5/PPPadq0KVCanAsODuatt97CxsaG/v37a+2bnV/Exeu5lTqu2sySml1Hkb5tIZbu3lg0bqV3P5WxKQ5+dxYZLOv/PVtfd+21N998U+tvBwcHNmzYUGEyVIjqzt/TifTsfJbuPXv/ne9jSvfn+D9PJwO0SohHq6rjoGzwphBVqarjwM7OTqcahBCPWlXHwdPgsU12AHh6erJ161YKCgo4ceIEYWFhfPrpp/j5+RETE8Pzzz8PlJYN6dq1q877Yy9n8rBWXze2scfC2QOARh5taVZf/6Ln5ubm7Ny5E4CUlBQWL15MWloaFhYWD6llorqwsLAgPz9fZ/vt27eV18t+ZxXtV9Hv0MHBga5du7Jx40alrI2fnx8XMnL07p8TG4HKxBwTu7oU3igd/a4yNsXItg45pw48ULKjpKC0/WWLISckJHDr1i06duwIwLFjxzhx4gSJiYk0bNgQgPbt29OkSRPlGHXq1KG4uJjr169Tv359LCwsKiwxd6/vQVQvlYmpuy1ZsoSvv/6auXPn0qtXrwqPbWJiwsCBA9m4cSNt2rQhOTlZKWF1u0h39lPu6SgoKcKkThMlpgDM6jcl59SBB0p2aApKkzRqszv/HsTGxuLj4wNAWloaO3bs4ODBg0qcde/eHSenO50iU1NTatasybVr1yTZIapEmzZttG4+Bw8ezAsvvMA777xD797a8XAhI6fi/p+egSZmdUt/06Z17/HbVqmVfl+Zivp/H330Ed7e3mRnZxMWFsamTZtkfRsh7uMdH1eesTZj1o5Yiko0DzQz30itwlit4uO+zarlDb14ekgcCCFxIARIHPxTj3Wyo4ypqSmenp54enrStGlThg8fTmhoKLNmzbrn+wqKSu75uqHc6zxGRkZaiZgePXrg5ubG6NGj2bFjx6NonnhK1atXj0uXLulsLytdVb9+fWrVqqW17e796tevX+HxAwICGDlyJFevXuXll1/Gzs6OxKwbOvtpNBpyTkWiKbzN5cAxOq/n5d6kpCAPtWnlEgoF1y4A4OLiAkBGRga1a9dWRqAnJSXh4OCgJDoAGjVqpLVWQnJyMmq1Gjs7O6D0uyouLiYtLU2rlFVBQQEZGRn3/B5E9VGZmCovKCiIadOm8fbbbzNjxoz7Hj8gIIA1a9Ywe/Zs/vWvfykJ+4rKwgGkBk/Re6zCm1cxsat733PCnZhq4FS64HJGRobW5ylbT6D8qHNbW1utUov5+fmkpaVhb29fqXMK8bCp1Wp8fHxYuXIl8fHxym8zLy9Pb79MU1iayFQZmxisDRX1/1q0aKH0/V599VVyc3MZOXIkHTp0wNHR0WDnF+Jp4+/pRPsmz/Bh2J9EJaRjpFbd8+a+7PV2je2Z79ui2pVoEE8niQMhJA6EAImDf+KJSHaUVzaqT9/D27uZGj+aUXQPcp569eoxYcIE5syZw5EjR5R67UI8KA8PDyIiIsjKytJaUDk6Olp5vUaNGhgbG3Ps2DGtuuIFBQXExMTorTVextfXl9GjR3PkyBFlsW99v/X8i39SfCsdW+/XMLHXfohTcjub6//7D7lnj2Dd3KdSnysndj8qlUqpw16jRg2tBWDr1q1LRkYGN2/eVJIZN2/e5Pr168o+X3/9Ne3atcPS0lL5LqB0Vkj50ffHjh2jpKREeV1Ub5WJqTLbt2/nrbfeon///nz++eeVOn6HDh1wcnLiwIEDLFq0SNl+90DzwptXyb90GpsXe2Pm1Fz7RY2G9PBl5MQewK69f6XOmxMbAUBHn9KHr2WfLTMzEwcHB+rWLU2anDt3jubNS89XVFTExYsXlWOsW7eOBg0aKGWEhHgcFBUVAZCdnY2bmxuWlpbExcXRX8+1qvB6CioTM9QWNXRe+7sq2/9buHAhYWFhzJs3jzVr1hjs/EI8jRxrWbJhhBfxqbcIib5IxNk0Lmbkas3WUgFO9pb4NK3NkLZOuNS2qarmCvFQSBwIIXEgBEgc/F2PbbIjIiKCzp0766xrsWvXLoBKLe7tbG+FCh5aKSso/VE521s90HvGjx/PkiVLWLhwIdu2bXso7RJPPz8/P5YuXcpXX33F5MmTgdLR19988w1eXl7K6NGuXbsSHBzMzJkzldJQGzZsIDs7+56LbVlbW7N69WqSkpLo06cPoP+3nhN7AJWJObZeA1AZ666LkRW9lZxTByqV7Mg8HMrtxOP4Dfw/pVRO48aNKSoq4uTJkzRv3hxPT0/q1q3LsGHDWLBgASqVig8++ICSkhJSUlKYMWMGK1as4KefflKO+9JLL1GrVi1Wr16tlexYvXo1lpaWvPLKK/dtm3j6VTamIiMj8ff3p2PHjoSEhFS6PI1KpWLVqlUcP36coUOHKtvNjY209iub1VGj7QBlcfLysk/sJedU5ZIdObEHyD6xF7MGbvi/Wvrbt7a25tlnnyU6OprevXvj6OhIq1atGDlyJJ999hm2trYsWbKEtLQ00tPTWb58OdOnT5e1psRjpbCwkL1792Jqaoq7uztGRkZ0796dnTt3MmPWx1r9v6LMNPISfsXc+QVUaqN7HbbSHqT/16RJEwYMGEBQUBCzZ89WEoxCiIq51rFhdt9mzKYZOflFJGXkUFBUgqmxGmd7K6zMHtvbWCEMRuJACIkDIUDi4EE9tt/G+PHjyc3NxdfXFzc3NwoKCjh06BDfffcdzs7ODB8+XNn30qVLBAcH6xzD2toap1q2XCi3SGXW0W2ojLUXoFWp1Ni2uzPCPTfuEIUZKbrHa9FFefBUeP0y2ScjeMbalLDQO6V96tSpo4xIr4i9vT3Dhw/niy++4PTp07i7u9/n2xBCl5eXFwMHDmT69OmkpaXh4uLC+vXrSUpKYu3atcp+8+bNo127dnTq1IlRo0aRkpLCsmXL6N69Oz179rznOV5//XWtv63MjDE2uvOwU1NUSG7cL5g7e+hNdABYunqRdWwHxTk3MbKyK31fSTHZJ0tHm2uKCyjOTCM3PprCa0nYNvFg3dqv77zf0hIfHx8CAwNZsWIFFhYWrFu3jkGDBimj0AcPHkz79u2ZOXMm7u7u7Nq1iw4dOijHsLCwYO7cuYwbN46BAwfSo0cPoqKiCA4OZt68eUq5L1G9VSamLly4QN++fVGpVPj5+REaGqp1jJYtW9KyZcsKz9GvXz/69euntc1IrcLE6E7CJOfUAUxqN9ab6ACwcG3DjR+/JP9qAmZ1XZTtuXG/oDKxgOJCirIzuJ14nPyUU5jUboTH8DlaHaDevXsTGBhI7969UalUBAYG0qtXL6WUlY+PDwMGDODzzz/H0dGR9evX4++vnVyJjIwkMjISgGvXrpGTk8Mnn3wCQMeOHZX1P4QwhN27d3PmzBmgdJ2ZjRs3Eh8fzwcffKDMVpo/fz5t27alw7/bYNmyBzlmtSjKTCU7Zg+oVNTs9Pq9TnFP5a9bgFb/z9fXFyureyc+pkyZwubNm1mxYgULFy782+0QojqyMjOucH1EIaoLiQMhJA6EAImDynhskx1Lly4lNDSUXbt28dVXX1FQUICTkxNjx45lxowZSvkagJiYGK1RsmUaNmzIG6t+YEP0BWVb1uFQnf24O9lxOlJvm8ydWigPn24nHed20nEygKGb7uzTqVOn+yY7ACZOnMiaNWtYtGgRQUFB991fCH2+/fZbZs6cyYYNG7hx4wYtW7YkPDxc6yHjiy++yL59+5g2bRoTJkzAxsaGESNGsGDBgr91TnMTIwr/ynfknTtKSX4Oli5tKtzfwqUNWb+GkXM6khqt+5ZuLC4kI3wZQGlZEUs7zOo2oaZ3AG8P9VdmoJSZNm0aPXr0ICAggDZt2tC9e3eSk5M5ceIEderUwdXVlT/++ANra2saN26stx1jx47FxMSEZcuWsWPHDhwdHfn000957733/tb3IJ5O94upxMREMjMzARg3bpzO+2fNmnXPZEdFrMyMMVKryL0cT1FGCrbtKp61YenixY0fvyQnNkIr2XF9zxcAqIxNUVvUwLR2I+x7vUeN5j709HTROsakSZNwd3dn27ZtvPrqq3h4eHD+/Hl+//13atSoQfPmzYmLi2Pu3Lk899xzemd07N+/nzlz5mhtmzlzpvI9SLJDGNJHH32k/L+5uTlubm6sXr2a0aNHK9vd3d2Jjo5m9uzZhP/vf+TcykRtboO5swd2HQbrlFp8IOWuW4BW/y8xMfG+yY7WrVvTuXNnVq9ezfTp07G1lRsUIYQQQgghhDA0lUajb2nUqpGVlYWtrS2ZmZla9dL/ifjUW3RboT95YQj7JnSUemiiWqmqmBo3bhxbtmwhLCyMdu3a6X1vVFQUTZo0kQXHxROnKuJqyZIlzJkzh5CQEJ3ZJmVOnjyJSqWiWbNmD61tQjwMT1L/72H0f8XTTX4zQgghhBCiuqlsH/jRrOBdhVzr2ODt8gxGasPWGTdSq/B2eUYSHaLaqaqYWrlyJX369MHb25shQ4awc+dOEhISSExMJDw8HH9/f3x8fAgLCzNou4R4FKoirqZMmcKkSZPw9fWlT58+bN68mbi4OC5cuMC+ffsYPXo0rVq1Yv369QZtkxCPgvT/hBBCCCGEEKL6eeqTHQDzfVtgbOCbXWO1ivm+LQx6TCGeFFURU8bGxgQGBrJ161bi4+Pp168frq6uNG7cmL59+3LlyhX27Nmjt7SQEE+CqoirOXPmcPDgQXJzcwkICMDNzQ1nZ2e6devG0aNHCQ4OZvHixQZtkxCPivT/hBBCCCGEEKJ6eerLWJXZdPQiH2z902DHW9S/Bf/n6WSw4wnxpKnqmLp27Rrnz5+npKQEFxcXHBz0L+YsxJOkKuPq5s2bJCQkkJ+fT6NGjaQcnHgqVPW1qjKkJJF4UPKbEUIIIYQQ1U1l+8CP7QLlhubv6UR6dj5L9579x8ea0v05SXSIaq+qY8rBwUESHOKpU5VxZWdnR+vWrf/xeYV4nFT1tUoIIYQQQgghxKNTbZIdAO/4uPKMtRmzdsRSVKKhuKTyk1qM1CqM1So+7ttMbnSF+IvElBCGJ3ElhGFJTAkhhBBCCCFE9fBYlbHKzMzEzs6O5OTkhzolO+V6LnPCT3H4fAZGatU9b3rLXv93Y3tm9X6eZ2tZPrR2CfGkkpgSwvAkroQwrMc1prKysnB0dOTmzZvY2to+tPOIp8ejumcSQgghhBDicVHZ+6bHKtmRkpKCo6NjVTdDCCGEEEKIRyo5OZlnn322qpshngByzySEEEIIIaqr+903PVbJjpKSEi5fvoyNjQ0qlaqqmyOEEEIIIcRDpdFouHXrFvXr10etVld1c8QTQO6ZhBBCCCFEdVPZ+6bHKtkhhBBCCCGEEEIIIYQQQgjxoGT4mBBCCCGEEEIIIYQQQgghnmiS7BBCCCGEEEIIIYQQQgghxBNNkh1CCCGEEEIIIYQQQgghhHiiSbJDCCGEEEIIIYQQQgghhBBPNEl2CCGEEEIIIYQQQgghhBDiiSbJDiGEEEIIIYQQQgghhBBCPNEk2SGEEEIIIYQQQgghhBBCiCfa/wfWAweU3vBgNgAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "world.draw(steps=(0, world.n_steps), together=False, ncols=2, figsize=(20, 20))\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "informational-peripheral",
-   "metadata": {
-    "papermill": {
-     "duration": 0.187688,
-     "end_time": "2022-02-16T09:17:50.020743",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:49.833055",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "You can also run a simple animation to see what happens at every step (you need to download the jupyter notebook and execute it to see the animation) :"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "id": "gothic-actress",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:17:50.646282Z",
-     "iopub.status.busy": "2022-02-16T09:17:50.639486Z",
-     "iopub.status.idle": "2022-02-16T09:21:13.138213Z",
-     "shell.execute_reply": "2022-02-16T09:21:13.142757Z"
-    },
-    "papermill": {
-     "duration": 202.817036,
-     "end_time": "2022-02-16T09:21:13.151092",
-     "exception": false,
-     "start_time": "2022-02-16T09:17:50.334056",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[]"
-      ]
-     },
-     "execution_count": 35,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "world.save_gif(\"run.gif\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "affected-danger",
-   "metadata": {
-    "papermill": {
-     "duration": 0.327053,
-     "end_time": "2022-02-16T09:21:13.854522",
-     "exception": false,
-     "start_time": "2022-02-16T09:21:13.527469",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "then show the animation"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 36,
-   "id": "necessary-canon",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:21:14.484168Z",
-     "iopub.status.busy": "2022-02-16T09:21:14.481576Z",
-     "iopub.status.idle": "2022-02-16T09:21:14.489828Z",
-     "shell.execute_reply": "2022-02-16T09:21:14.488589Z"
-    },
-    "papermill": {
-     "duration": 0.296983,
-     "end_time": "2022-02-16T09:21:14.490193",
-     "exception": false,
-     "start_time": "2022-02-16T09:21:14.193210",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       ""
-      ],
-      "text/plain": [
-       ""
-      ]
-     },
-     "execution_count": 36,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "from IPython.display import HTML\n",
-    "HTML('')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "proprietary-duration",
-   "metadata": {
-    "papermill": {
-     "duration": 0.258152,
-     "end_time": "2022-02-16T09:21:15.018207",
-     "exception": false,
-     "start_time": "2022-02-16T09:21:14.760055",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "## Running a tournament\n",
-    "    \n",
-    "Now that you can run simple world simulations, let's try to run a complete tournament and see its results.\n",
-    "Let's start by running a standard tournament (in which each agent is represented by a single factory). Running a collusion tournament will be exactly the same with the only difference that `anac2023_std` will be replaced with `anac2023_collusion`.Running a one-shot tournament (new in 2021) similarily just requires a change from `anac2023_std` to `anac2023_oneshot`\n",
-    "\n",
-    "Note that in the real competition we use thousands of configurations  and longer simulation steps (e.g. 50 $\\le$ n_steps $\\le$ 500). "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 37,
-   "id": "norwegian-rabbit",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:21:15.584552Z",
-     "iopub.status.busy": "2022-02-16T09:21:15.578966Z",
-     "iopub.status.idle": "2022-02-16T09:21:15.589261Z",
-     "shell.execute_reply": "2022-02-16T09:21:15.588252Z"
-    },
-    "papermill": {
-     "duration": 0.310478,
-     "end_time": "2022-02-16T09:21:15.589544",
-     "exception": false,
-     "start_time": "2022-02-16T09:21:15.279066",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "from scml.utils import anac2023_std\n",
-    "pd.options.display.float_format = '{:,.2f}'.format\n",
-    "def shorten_names(results):\n",
-    "    # just make agent types more readable\n",
-    "    results.score_stats.agent_type = results.score_stats.agent_type.str.split(\".\").str[-1]\n",
-    "    results.kstest.a = results.kstest.a.str.split(\".\").str[-1]\n",
-    "    results.kstest.b = results.kstest.b.str.split(\".\").str[-1]\n",
-    "    results.total_scores.agent_type = results.total_scores.agent_type.str.split(\".\").str[-1]\n",
-    "    results.scores.agent_type = results.scores.agent_type.str.split(\".\").str[-1]\n",
-    "    results.winners = [_.split(\".\")[-1] for _ in results.winners]\n",
-    "    return results"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 38,
-   "id": "shared-virtue",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:21:16.078881Z",
-     "iopub.status.busy": "2022-02-16T09:21:16.068106Z",
-     "iopub.status.idle": "2022-02-16T09:24:04.610390Z",
-     "shell.execute_reply": "2022-02-16T09:24:04.611319Z"
-    },
-    "papermill": {
-     "duration": 168.814637,
-     "end_time": "2022-02-16T09:24:04.611531",
-     "exception": false,
-     "start_time": "2022-02-16T09:21:15.796894",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "tournament_types = [\n",
-    "    DecentralizingAgent, MarketAwareDecentralizingAgent, SyncRandomOneShotAgent\n",
-    "]\n",
-    "# may take a long time\n",
-    "results = anac2023_std(\n",
-    "    competitors=tournament_types,  \n",
-    "    n_configs=5, # number of different configurations to generate \n",
-    "    n_runs_per_world=1, # number of times to repeat every simulation (with agent assignment)\n",
-    "    n_steps = 10, # number of days (simulation steps) per simulation\n",
-    "    print_exceptions=True,\n",
-    ") \n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 39,
-   "id": "vocational-presence",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:24:05.532076Z",
-     "iopub.status.busy": "2022-02-16T09:24:05.529700Z",
-     "iopub.status.idle": "2022-02-16T09:24:05.535155Z",
-     "shell.execute_reply": "2022-02-16T09:24:05.535898Z"
-    },
-    "papermill": {
-     "duration": 0.623914,
-     "end_time": "2022-02-16T09:24:05.536320",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:04.912406",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "results = shorten_names(results)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "dangerous-killer",
-   "metadata": {
-    "papermill": {
-     "duration": 0.276093,
-     "end_time": "2022-02-16T09:24:06.094758",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:05.818665",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "Who was the winner?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 40,
-   "id": "essential-woman",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:24:06.681541Z",
-     "iopub.status.busy": "2022-02-16T09:24:06.677790Z",
-     "iopub.status.idle": "2022-02-16T09:24:06.689907Z",
-     "shell.execute_reply": "2022-02-16T09:24:06.684719Z"
-    },
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-     "duration": 0.261088,
-     "end_time": "2022-02-16T09:24:06.690519",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:06.429431",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['DecentralizingAgent']"
-      ]
-     },
-     "execution_count": 40,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "results.winners"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "pursuant-chemistry",
-   "metadata": {
-    "papermill": {
-     "duration": 0.353751,
-     "end_time": "2022-02-16T09:24:07.324685",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:06.970934",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "How many simulations were actually run?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 41,
-   "id": "sized-ethics",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:24:07.846022Z",
-     "iopub.status.busy": "2022-02-16T09:24:07.844309Z",
-     "iopub.status.idle": "2022-02-16T09:24:07.853749Z",
-     "shell.execute_reply": "2022-02-16T09:24:07.852820Z"
-    },
-    "papermill": {
-     "duration": 0.28963,
-     "end_time": "2022-02-16T09:24:07.854074",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:07.564444",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "15"
-      ]
-     },
-     "execution_count": 41,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "len(results.scores.run_id.unique())"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "addressed-encoding",
-   "metadata": {
-    "papermill": {
-     "duration": 0.229011,
-     "end_time": "2022-02-16T09:24:08.360945",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:08.131934",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "The total number of simulations $n_{s}$ will be $n_t \\times n_c \\times n_r$ where $n_t$ is the number of competitor agent types, $n_c$ is the number of configurations, and $n_r$ is the number of runs per configuration\n",
-    "\n",
-    "\n",
-    "We can also see the scores that every agent type got"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 42,
-   "id": "lyric-shade",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:24:09.906325Z",
-     "iopub.status.busy": "2022-02-16T09:24:09.904462Z",
-     "iopub.status.idle": "2022-02-16T09:24:09.915523Z",
-     "shell.execute_reply": "2022-02-16T09:24:09.914109Z"
-    },
-    "papermill": {
-     "duration": 0.599767,
-     "end_time": "2022-02-16T09:24:09.916926",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:09.317159",
-     "status": "completed"
-    },
-    "tags": []
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agent_typecountmeanstdmin25%median75%max
0SyncRandomOneShotAgent15.00-0.700.83-3.28-0.70-0.53-0.24-0.12
1DecentralizingAgent15.00-0.090.12-0.38-0.15-0.09-0.010.08
2MarketAwareDecentralizingAgent15.00-0.110.10-0.36-0.14-0.07-0.06-0.01
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-       "                       agent_type  count  mean  std   min   25%  median   75%  \\\n",
-       "0          SyncRandomOneShotAgent  15.00 -0.70 0.83 -3.28 -0.70   -0.53 -0.24   \n",
-       "1             DecentralizingAgent  15.00 -0.09 0.12 -0.38 -0.15   -0.09 -0.01   \n",
-       "2  MarketAwareDecentralizingAgent  15.00 -0.11 0.10 -0.36 -0.14   -0.07 -0.06   \n",
-       "\n",
-       "    max  \n",
-       "0 -0.12  \n",
-       "1  0.08  \n",
-       "2 -0.01  "
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-     },
-     "execution_count": 42,
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-    "results.score_stats"
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-   "metadata": {
-    "papermill": {
-     "duration": 0.36615,
-     "end_time": "2022-02-16T09:24:10.767981",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:10.401831",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "You can also do statistical significance testing using ttest or kstest (with multi-comparison correction)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
-   "id": "saving-hopkins",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:24:11.611654Z",
-     "iopub.status.busy": "2022-02-16T09:24:11.608649Z",
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-     "start_time": "2022-02-16T09:24:11.139642",
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abtpn_an_bn_effective
0SyncRandomOneShotAgentMarketAwareDecentralizingAgent0.730.00151515
1SyncRandomOneShotAgentDecentralizingAgent0.670.00151515
2MarketAwareDecentralizingAgentDecentralizingAgent0.330.39151515
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-       "                                a                               b    t    p  \\\n",
-       "0          SyncRandomOneShotAgent  MarketAwareDecentralizingAgent 0.73 0.00   \n",
-       "1          SyncRandomOneShotAgent             DecentralizingAgent 0.67 0.00   \n",
-       "2  MarketAwareDecentralizingAgent             DecentralizingAgent 0.33 0.39   \n",
-       "\n",
-       "   n_a  n_b  n_effective  \n",
-       "0   15   15           15  \n",
-       "1   15   15           15  \n",
-       "2   15   15           15  "
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-     },
-     "execution_count": 43,
-     "metadata": {},
-     "output_type": "execute_result"
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-    "results.kstest"
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-   "id": "casual-disney",
-   "metadata": {
-    "papermill": {
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-     "exception": false,
-     "start_time": "2022-02-16T09:24:11.960440",
-     "status": "completed"
-    },
-    "tags": []
-   },
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-    "see the total score"
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-   "cell_type": "code",
-   "execution_count": 44,
-   "id": "finite-qatar",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:24:12.755458Z",
-     "iopub.status.busy": "2022-02-16T09:24:12.753114Z",
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agent_typescore
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1MarketAwareDecentralizingAgent-0.11
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-       "                       agent_type  score\n",
-       "0             DecentralizingAgent  -0.09\n",
-       "1  MarketAwareDecentralizingAgent  -0.11\n",
-       "2          SyncRandomOneShotAgent  -0.70"
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-     "execution_count": 44,
-     "metadata": {},
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-   "source": [
-    "results.total_scores"
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-   "cell_type": "markdown",
-   "id": "juvenile-export",
-   "metadata": {
-    "papermill": {
-     "duration": 0.266178,
-     "end_time": "2022-02-16T09:24:13.432861",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:13.166683",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "or the aggregated statistics of the world. For example, let's draw the activity level for different simulations."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 45,
-   "id": "subject-single",
-   "metadata": {
-    "execution": {
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-     "status": "completed"
-    },
-    "tags": []
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-    {
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-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.errorbar(range(len(results.agg_stats)),\n",
-    "             results.agg_stats.activity_level_mean, \n",
-    "             np.sqrt(results.agg_stats.activity_level_var)\n",
-    "             )\n",
-    "plt.xlabel(\"Simulation Number\")\n",
-    "plt.ylabel(\"Activity Level\")\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "promotional-estonia",
-   "metadata": {
-    "papermill": {
-     "duration": 0.412535,
-     "end_time": "2022-02-16T09:24:15.173973",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:14.761438",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "We can even get the scores of every agent belonging to every agent type at every simulation"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 46,
-   "id": "instrumental-coach",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:24:15.838627Z",
-     "iopub.status.busy": "2022-02-16T09:24:15.836222Z",
-     "iopub.status.idle": "2022-02-16T09:24:15.852660Z",
-     "shell.execute_reply": "2022-02-16T09:24:15.849616Z"
-    },
-    "papermill": {
-     "duration": 0.297165,
-     "end_time": "2022-02-16T09:24:15.854447",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:15.557282",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "
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-       "    \n",
-       "  \n",
-       "
agent_nameagent_typescore
002SRO@1SyncRandomOneShotAgent-3.28
103MAD@1MarketAwareDecentralizingAgent-0.08
207De@2DecentralizingAgent-0.26
300De@0DecentralizingAgent-0.13
403SRO@1SyncRandomOneShotAgent-0.59
\n",
-       "
"
-      ],
-      "text/plain": [
-       "  agent_name                      agent_type  score\n",
-       "0    02SRO@1          SyncRandomOneShotAgent  -3.28\n",
-       "1    03MAD@1  MarketAwareDecentralizingAgent  -0.08\n",
-       "2     07De@2             DecentralizingAgent  -0.26\n",
-       "3     00De@0             DecentralizingAgent  -0.13\n",
-       "4    03SRO@1          SyncRandomOneShotAgent  -0.59"
-      ]
-     },
-     "execution_count": 46,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "results.scores.loc[:, [\"agent_name\", \"agent_type\", \"score\"]].head()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ranging-teacher",
-   "metadata": {
-    "papermill": {
-     "duration": 0.324085,
-     "end_time": "2022-02-16T09:24:16.439529",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:16.115444",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "Let's see how did the location at the production graph affect the score of each type."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 47,
-   "id": "touched-congress",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:24:17.060897Z",
-     "iopub.status.busy": "2022-02-16T09:24:17.059243Z",
-     "iopub.status.idle": "2022-02-16T09:24:17.503329Z",
-     "shell.execute_reply": "2022-02-16T09:24:17.504194Z"
-    },
-    "papermill": {
-     "duration": 0.757685,
-     "end_time": "2022-02-16T09:24:17.504467",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:16.746782",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "results.scores[\"level\"] = results.scores.agent_name.str.split(\"@\", expand=True).loc[:, 1]\n",
-    "results.scores = results.scores.sort_values(\"level\")\n",
-    "sns.lineplot(data=results.scores[[\"agent_type\", \"level\", \"score\"]], \n",
-    "             x=\"level\", y=\"score\", hue=\"agent_type\", ci=None)\n",
-    "plt.plot([0.0] * len(results.scores[\"level\"].unique()), \"b--\")\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "freelance-meditation",
-   "metadata": {
-    "papermill": {
-     "duration": 0.237286,
-     "end_time": "2022-02-16T09:24:17.978904",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:17.741618",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "## Running a One-Shot tournament\n",
-    "    \n",
-    "In 2021, a new track was introduced to the SCM league called the SCML-OneShot track which simplified the problem in order to focus research efforts on the core many-to-many concurrent negotiation challeng. You can run a tournament for this track with the latest settings in almost the same way as we did with standard/collusion tournaments using `anac2023_oneshot`\n",
-    "\n",
-    "Note that in the real competition we use thousands of configurations  and longer simulation steps (e.g. 50 $\\le$ n_steps $\\le$ 500). "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 48,
-   "id": "regular-microwave",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:24:18.573701Z",
-     "iopub.status.busy": "2022-02-16T09:24:18.567899Z",
-     "iopub.status.idle": "2022-02-16T09:24:18.576662Z",
-     "shell.execute_reply": "2022-02-16T09:24:18.570735Z"
-    },
-    "papermill": {
-     "duration": 0.313745,
-     "end_time": "2022-02-16T09:24:18.577294",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:18.263549",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "from scml.utils import anac2023_oneshot"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 49,
-   "id": "governmental-boating",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:24:19.171009Z",
-     "iopub.status.busy": "2022-02-16T09:24:19.163275Z",
-     "iopub.status.idle": "2022-02-16T09:25:45.215911Z",
-     "shell.execute_reply": "2022-02-16T09:25:45.217086Z"
-    },
-    "papermill": {
-     "duration": 86.403057,
-     "end_time": "2022-02-16T09:25:45.217399",
-     "exception": false,
-     "start_time": "2022-02-16T09:24:18.814342",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "tournament_types = [RandomOneShotAgent, SyncRandomOneShotAgent, GreedyOneShotAgent, GreedySingleAgreementAgent]\n",
-    "# may take a long time\n",
-    "results = anac2023_oneshot(\n",
-    "    competitors=tournament_types,  \n",
-    "    n_configs=5, # number of different configurations to generate \n",
-    "    n_runs_per_world=1, # number of times to repeat every simulation (with agent assignment)\n",
-    "    n_steps = 10, # number of days (simulation steps) per simulation\n",
-    "    print_exceptions=True,\n",
-    ") \n",
-    "results = shorten_names(results)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "satisfactory-converter",
-   "metadata": {
-    "papermill": {
-     "duration": 0.379291,
-     "end_time": "2022-02-16T09:25:45.828059",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:45.448768",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "Who was the winner?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 50,
-   "id": "pressed-collins",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:25:46.997344Z",
-     "iopub.status.busy": "2022-02-16T09:25:46.994979Z",
-     "iopub.status.idle": "2022-02-16T09:25:47.003959Z",
-     "shell.execute_reply": "2022-02-16T09:25:46.999556Z"
-    },
-    "papermill": {
-     "duration": 0.697992,
-     "end_time": "2022-02-16T09:25:47.004218",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:46.306226",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['GreedyOneShotAgent']"
-      ]
-     },
-     "execution_count": 50,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "results.winners"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "muslim-astronomy",
-   "metadata": {
-    "papermill": {
-     "duration": 0.80645,
-     "end_time": "2022-02-16T09:25:48.183078",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:47.376628",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "How many simulations were actually run?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 51,
-   "id": "attended-attempt",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:25:49.672803Z",
-     "iopub.status.busy": "2022-02-16T09:25:49.660773Z",
-     "iopub.status.idle": "2022-02-16T09:25:49.679029Z",
-     "shell.execute_reply": "2022-02-16T09:25:49.668028Z"
-    },
-    "papermill": {
-     "duration": 1.093841,
-     "end_time": "2022-02-16T09:25:49.680158",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:48.586317",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "20"
-      ]
-     },
-     "execution_count": 51,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "len(results.scores.run_id.unique())"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "advanced-plant",
-   "metadata": {
-    "papermill": {
-     "duration": 0.536699,
-     "end_time": "2022-02-16T09:25:50.592150",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:50.055451",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "The total number of simulations $n_{s}$ will be $n_t \\times n_c \\times n_r$ where $n_t$ is the number of competitor agent types, $n_c$ is the number of configurations, and $n_r$ is the number of runs per configuration\n",
-    "\n",
-    "\n",
-    "We can also see the scores that every agent type got"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 52,
-   "id": "collaborative-geography",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:25:51.320978Z",
-     "iopub.status.busy": "2022-02-16T09:25:51.319698Z",
-     "iopub.status.idle": "2022-02-16T09:25:51.324003Z",
-     "shell.execute_reply": "2022-02-16T09:25:51.325139Z"
-    },
-    "papermill": {
-     "duration": 0.332568,
-     "end_time": "2022-02-16T09:25:51.325434",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:50.992866",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "
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-       "\n",
-       "\n",
-       "  \n",
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agent_typecountmeanstdmin25%median75%max
0GreedyOneShotAgent20.000.760.210.360.630.790.911.06
1GreedySingleAgreementAgent20.000.710.100.580.650.700.760.96
2RandomOneShotAgent20.000.760.150.420.660.770.871.00
3SyncRandomOneShotAgent20.000.760.140.450.670.750.841.01
\n",
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-      ],
-      "text/plain": [
-       "                   agent_type  count  mean  std  min  25%  median  75%  max\n",
-       "0          GreedyOneShotAgent  20.00  0.76 0.21 0.36 0.63    0.79 0.91 1.06\n",
-       "1  GreedySingleAgreementAgent  20.00  0.71 0.10 0.58 0.65    0.70 0.76 0.96\n",
-       "2          RandomOneShotAgent  20.00  0.76 0.15 0.42 0.66    0.77 0.87 1.00\n",
-       "3      SyncRandomOneShotAgent  20.00  0.76 0.14 0.45 0.67    0.75 0.84 1.01"
-      ]
-     },
-     "execution_count": 52,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "results.score_stats"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "coordinated-blink",
-   "metadata": {
-    "papermill": {
-     "duration": 0.306131,
-     "end_time": "2022-02-16T09:25:52.007135",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:51.701004",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "You can also do statistical significance testing using ttest or kstest (with multi-comparison correction)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 53,
-   "id": "consistent-banks",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:25:52.671173Z",
-     "iopub.status.busy": "2022-02-16T09:25:52.668055Z",
-     "iopub.status.idle": "2022-02-16T09:25:52.678943Z",
-     "shell.execute_reply": "2022-02-16T09:25:52.676943Z"
-    },
-    "papermill": {
-     "duration": 0.367402,
-     "end_time": "2022-02-16T09:25:52.680299",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:52.312897",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
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abtpn_an_bn_effective
0GreedyOneShotAgentGreedySingleAgreementAgent0.350.17202020
1GreedyOneShotAgentSyncRandomOneShotAgent0.150.98202020
2GreedyOneShotAgentRandomOneShotAgent0.250.57202020
3GreedySingleAgreementAgentSyncRandomOneShotAgent0.250.57202020
4GreedySingleAgreementAgentRandomOneShotAgent0.350.17202020
5SyncRandomOneShotAgentRandomOneShotAgent0.150.98202020
\n",
-       "
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-      ],
-      "text/plain": [
-       "                            a                           b    t    p  n_a  n_b  \\\n",
-       "0          GreedyOneShotAgent  GreedySingleAgreementAgent 0.35 0.17   20   20   \n",
-       "1          GreedyOneShotAgent      SyncRandomOneShotAgent 0.15 0.98   20   20   \n",
-       "2          GreedyOneShotAgent          RandomOneShotAgent 0.25 0.57   20   20   \n",
-       "3  GreedySingleAgreementAgent      SyncRandomOneShotAgent 0.25 0.57   20   20   \n",
-       "4  GreedySingleAgreementAgent          RandomOneShotAgent 0.35 0.17   20   20   \n",
-       "5      SyncRandomOneShotAgent          RandomOneShotAgent 0.15 0.98   20   20   \n",
-       "\n",
-       "   n_effective  \n",
-       "0           20  \n",
-       "1           20  \n",
-       "2           20  \n",
-       "3           20  \n",
-       "4           20  \n",
-       "5           20  "
-      ]
-     },
-     "execution_count": 53,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "results.kstest"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "outdoor-helen",
-   "metadata": {
-    "papermill": {
-     "duration": 0.2739,
-     "end_time": "2022-02-16T09:25:53.287914",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:53.014014",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "see the total score"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 54,
-   "id": "partial-bleeding",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:25:53.972934Z",
-     "iopub.status.busy": "2022-02-16T09:25:53.971959Z",
-     "iopub.status.idle": "2022-02-16T09:25:53.977504Z",
-     "shell.execute_reply": "2022-02-16T09:25:53.978214Z"
-    },
-    "papermill": {
-     "duration": 0.38157,
-     "end_time": "2022-02-16T09:25:53.978477",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:53.596907",
-     "status": "completed"
-    },
-    "tags": []
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-   "outputs": [
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agent_typescore
0GreedyOneShotAgent0.76
1SyncRandomOneShotAgent0.76
2RandomOneShotAgent0.76
3GreedySingleAgreementAgent0.71
\n",
-       "
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-      ],
-      "text/plain": [
-       "                   agent_type  score\n",
-       "0          GreedyOneShotAgent   0.76\n",
-       "1      SyncRandomOneShotAgent   0.76\n",
-       "2          RandomOneShotAgent   0.76\n",
-       "3  GreedySingleAgreementAgent   0.71"
-      ]
-     },
-     "execution_count": 54,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "results.total_scores"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "superior-request",
-   "metadata": {
-    "papermill": {
-     "duration": 0.263517,
-     "end_time": "2022-02-16T09:25:54.488169",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:54.224652",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "We can even get the scores of every agent belonging to every agent type at every simulation"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 55,
-   "id": "existing-pricing",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:25:55.269186Z",
-     "iopub.status.busy": "2022-02-16T09:25:55.265267Z",
-     "iopub.status.idle": "2022-02-16T09:25:55.280326Z",
-     "shell.execute_reply": "2022-02-16T09:25:55.271796Z"
-    },
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-     "duration": 0.431191,
-     "end_time": "2022-02-16T09:25:55.280635",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:54.849444",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
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agent_nameagent_typescore
000Gr@0GreedyOneShotAgent0.72
101GSA@0GreedySingleAgreementAgent0.59
202Sy@0SyncRandomOneShotAgent0.91
303Ra@0RandomOneShotAgent0.79
400GSA@0GreedySingleAgreementAgent0.68
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-      ],
-      "text/plain": [
-       "  agent_name                  agent_type  score\n",
-       "0     00Gr@0          GreedyOneShotAgent   0.72\n",
-       "1    01GSA@0  GreedySingleAgreementAgent   0.59\n",
-       "2     02Sy@0      SyncRandomOneShotAgent   0.91\n",
-       "3     03Ra@0          RandomOneShotAgent   0.79\n",
-       "4    00GSA@0  GreedySingleAgreementAgent   0.68"
-      ]
-     },
-     "execution_count": 55,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "results.scores.loc[:, [\"agent_name\", \"agent_type\", \"score\"]].head()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ready-orbit",
-   "metadata": {
-    "papermill": {
-     "duration": 0.303132,
-     "end_time": "2022-02-16T09:25:55.982655",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:55.679523",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "Let's see how did the location at the production graph affect the score of each type."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 57,
-   "id": "meaningful-namibia",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-02-16T09:25:56.755435Z",
-     "iopub.status.busy": "2022-02-16T09:25:56.747172Z",
-     "iopub.status.idle": "2022-02-16T09:25:57.436309Z",
-     "shell.execute_reply": "2022-02-16T09:25:57.437610Z"
-    },
-    "papermill": {
-     "duration": 1.119077,
-     "end_time": "2022-02-16T09:25:57.438214",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:56.319137",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
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-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "results.scores[\"level\"] = results.scores.agent_name.str.split(\"@\", expand=True).loc[:, 1]\n",
-    "results.scores = results.scores.sort_values(\"level\")\n",
-    "sns.lineplot(data=results.scores[[\"agent_type\", \"level\", \"score\"]], \n",
-    "             x=\"level\", y=\"score\", hue=\"agent_type\")\n",
-    "# plt.plot([0.0] * len(results.scores[\"level\"].unique()), \"b--\")\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "funded-semiconductor",
-   "metadata": {
-    "cell_style": "center",
-    "papermill": {
-     "duration": 0.395989,
-     "end_time": "2022-02-16T09:25:58.177859",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:57.781870",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "Now that you can run simulations and complete tournaments, let's see how are we going to develop a new agent for the SCML2023 league $\\rightarrow$"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "analyzed-trading",
-   "metadata": {
-    "papermill": {
-     "duration": 0.379654,
-     "end_time": "2022-02-16T09:25:58.804432",
-     "exception": false,
-     "start_time": "2022-02-16T09:25:58.424778",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "celltoolbar": "Tags",
-  "kernelspec": {
-   "display_name": "scml",
-   "language": "python",
-   "name": "scml"
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-  "language_info": {
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-    "name": "ipython",
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-  "papermill": {
-   "default_parameters": {},
-   "duration": 540.812939,
-   "end_time": "2022-02-16T09:26:02.642361",
-   "environment_variables": {},
-   "exception": null,
-   "input_path": "/Users/yasser/code/projects/scml/notebooks/tutorials/01.run_scml2020.ipynb",
-   "output_path": "/Users/yasser/code/projects/scml/notebooks/tutorials/01.run_scml2020.ipynb",
-   "parameters": {},
-   "start_time": "2022-02-16T09:17:01.829422",
-   "version": "2.3.4"
-  },
-  "toc": {
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-   "toc_position": {},
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+    "cells": [
+        {
+            "cell_type": "code",
+            "execution_count": 1,
+            "id": "formed-honey",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:04.093563Z",
+                    "iopub.status.busy": "2022-02-16T09:17:04.092532Z",
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+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:04.023470",
+                    "status": "completed"
+                },
+                "tags": [
+                    "remove_cell"
+                ]
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            ""
+                        ],
+                        "text/plain": [
+                            ""
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "%matplotlib inline\n",
+                "import warnings\n",
+                "warnings.filterwarnings('ignore')\n",
+                "# setup disply parameters\n",
+                "from matplotlib import pylab as plt\n",
+                "import seaborn as sns\n",
+                "from matplotlib.ticker import StrMethodFormatter\n",
+                "float_formatter = StrMethodFormatter('{x:0.03f}')\n",
+                "from IPython.core.display import display, HTML\n",
+                "display(HTML(\"\"))\n",
+                "SMALL_SIZE = 14\n",
+                "MEDIUM_SIZE = 16\n",
+                "BIGGER_SIZE = 20\n",
+                "\n",
+                "plt.rc('font', size=SMALL_SIZE)          # controls default text sizes\n",
+                "plt.rc('axes', titlesize=SMALL_SIZE)     # fontsize of the axes title\n",
+                "plt.rc('axes', labelsize=MEDIUM_SIZE)    # fontsize of the x and y labels\n",
+                "plt.rc('xtick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+                "plt.rc('ytick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+                "plt.rc('legend', fontsize=SMALL_SIZE)    # legend fontsize\n",
+                "plt.rc('figure', titlesize=BIGGER_SIZE)  # fontsize of the figure title\n",
+                "plt.rc('figure', figsize=(18, 6)) # set figure size\n",
+                "plt.rc(\"animation\", html=\"html5\")\n",
+                "import random\n",
+                "random.seed(345)\n",
+                "import numpy as np\n",
+                "np.random.seed(345)"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 2,
+            "id": "moving-telephone",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:06.136981Z",
+                    "iopub.status.busy": "2022-02-16T09:17:06.135121Z",
+                    "iopub.status.idle": "2022-02-16T09:17:06.139491Z",
+                    "shell.execute_reply": "2022-02-16T09:17:06.140620Z"
+                },
+                "papermill": {
+                    "duration": 0.088934,
+                    "end_time": "2022-02-16T09:17:06.140860",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:06.051926",
+                    "status": "completed"
+                },
+                "tags": [
+                    "remove_cell"
+                ]
+            },
+            "outputs": [],
+            "source": [
+                "import pandas as pd\n",
+                "import numpy as np\n",
+                "from time import sleep\n",
+                "from pprint import pprint"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 3,
+            "id": "traditional-mauritius",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:06.264971Z",
+                    "iopub.status.busy": "2022-02-16T09:17:06.263828Z",
+                    "iopub.status.idle": "2022-02-16T09:17:06.357919Z",
+                    "shell.execute_reply": "2022-02-16T09:17:06.343757Z"
+                },
+                "papermill": {
+                    "duration": 0.160027,
+                    "end_time": "2022-02-16T09:17:06.358192",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:06.198165",
+                    "status": "completed"
+                },
+                "tags": [
+                    "remove_cell"
+                ]
+            },
+            "outputs": [],
+            "source": [
+                "%%capture\n",
+                "from tqdm import tqdm_notebook as tqdm\n",
+                "tqdm().pandas()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "unable-bulgaria",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.065939,
+                    "end_time": "2022-02-16T09:17:06.501888",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:06.435949",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "## What is SCM and SCML?\n",
+                "\n",
+                "The Supply Chain Management (SCM) world simulates a supply chain consisting of multiple factories that buy\n",
+                "and sell products from one another. The factories are represented by autonomous\n",
+                "agents that act as factory managers. Agents are given some target quantity to\n",
+                "either buy or sell and they negotiate with other agents to secure the needed\n",
+                "supplies or sales. Their goal is to turn a profit,\n",
+                "and the agent with the highest profit (averaged over multiple simulations) wins.\n",
+                "\n",
+                "The Supply Chain Management League ([SCML](https://scml.cs.brown.edu)) is a\n",
+                "part of the International Automated Negotiating Agents Competition\n",
+                "([ANAC](http://web.tuat.ac.jp/~katfuji/ANAC2021/)) since 2019. SCML runs in the \n",
+                "SCM world.\n",
+                "\n",
+                "The league is built using [NegMAS](https://negmas.readthedocs.io/en/latest) which provides\n",
+                "tools for building multiagent systems in which negotiations are embedded within\n",
+                "world simulations.\n",
+                "\n",
+                "There are two different yet related games in SCML each represented by a\n",
+                "[NegMAS](https://negmas.readthedocs.io/en/latest)\n",
+                "[*World*](https://negmas.readthedocs.io/en/latest/api/negmas.situated.World.html) class:\n",
+                "\n",
+                "- **[SCML2023World](https://scml.readthedocs.io/en/latest/api/scml.scml2020.SCML2021World.html)**\n",
+                "  A world representing the *complete* SCML game described\n",
+                "  [here](http://www.yasserm.com/scml/scml2021.pdf) in which the agent is\n",
+                "  responsible of defining its own utility function, with who to negotiate,\n",
+                "  negotiation agendas to propose, production schedule, etc. This form of the\n",
+                "  SCM world is more representative of real-world trading with a combination of\n",
+                "  long-term planning, negotiation, and production scheduling.\n",
+                "\n",
+                "- **[SCML2023OneShotWorld](https://scml.readthedocs.io/en/latest/api/scml.oneshot.SCML2020OneShotWorld.html)**\n",
+                "  A simpler form of the SCM world in which agents do not need to consider\n",
+                "  long-term planning or production scheduling described\n",
+                "  [here](http://www.yasserm.com/scml/scml2021oneshot.pdf). This form was\n",
+                "  introduced in *2021*.\n",
+                "\n",
+                "\n",
+                "You can use the SCM world simulation in your own development and research as you\n",
+                "see fit but it is primarily intended for the SCM league (SCML) of the ANAC competition.\n",
+                "SCML has three tracks:\n",
+                "\n",
+                "1. **Standard track** based on the **SCML2023World** full game simulation. In\n",
+                "   the standard track, a single instance of each agent type exists in the\n",
+                "   world. This precludes any possibility of *collusion* between agent\n",
+                "   instances of the same type and focuses on business operation of a single\n",
+                "   factory.\n",
+                "2. **Collusion track** based on the **SCML2023World** full game simulation. In\n",
+                "   the collusion track,  *multiple* instances of each agent type exist in the\n",
+                "   world. This opens the possibility for these agents instances to **collude**\n",
+                "   in order to corner the market and get higher profits that what each of them\n",
+                "   can get on its own. In this track, collusion is not considered a form of\n",
+                "   *cheating* but is encouraged.\n",
+                "3. **OneShot track** based on the simpler **SCML2023OneShotWorld** game simulation.\n",
+                "   In the OneShot track, a single instance of each agent type exists in the world\n",
+                "   precluding any possibility of collusion. The focus here is on negotiation with\n",
+                "   less focus on long-term planning as discussed earlier. This track was introduced\n",
+                "   for the first time in *2021*.\n",
+                "\n",
+                "The SCML competition has two versions:\n",
+                "\n",
+                "- **Online Competition** Participants to this competition can submit their\n",
+                "  agents as long as the competition is running (March 15th 2021 to July 1st\n",
+                "  2021). The system runs tournaments between the latest version of all\n",
+                "  submitted agents for each track periodically and maintains a leader-board\n",
+                "  showing the top agents updated at least weekly. Participants in this competition\n",
+                "  will get the chance to observe how their agents behave against agents submitted\n",
+                "  by other competitors and receive feedback about any exceptions or error caused\n",
+                "  by their agents.\n",
+                "\n",
+                "- **Official Competition** The final version of each agent submitted to the\n",
+                "  online competition (and registered before July 1st, 2021) is entered into the\n",
+                "  official SCM league which will run as part of the ANAC 2021 competition in\n",
+                "  conjunction with [IJCAI 2021](https://ijcai-21.org/). The winners will be\n",
+                "  announced during the as part of the official program of IJCAI 2021.\n",
+                "\n",
+                "## A (not very) brief introduction to NegMAS\n",
+                "\n",
+                "The SCM world is built using [NegMAS](https://negmas.readthedocs.io/en/latest/). This\n",
+                "section provides a very short introduction of it to help you understand the\n",
+                "terms used in this document. Please refer to [NegMAS\n",
+                "documetnation](https://negmas.readthedocs.io/en/latest/) for full description and\n",
+                "details as well as tutorials and other goodies.\n",
+                "\n",
+                "This image shows the main components of a simulation in a NegMAS world:\n",
+                "![NegMAS world](world.png)\n",
+                "\n",
+                "The simulation is run using a **World** object which defines what happens in\n",
+                "every simulation **step**, provides a **BulletinBoard** object containing all\n",
+                "public information about the game, calls various callbacks defined in the\n",
+                "**Agent** object representing each agent in the environment, takes care of\n",
+                "running negotiations and keeps track of agreement signing and the resulting\n",
+                "**Contract**s.  The **World** object also controls logging, event management,\n",
+                "serialization, visualization, etc. Refer to the\n",
+                "[World](https://negmas.readthedocs.io/en/latest/api/negmas.situated.World.html)\n",
+                "documentation for more details (you need to do that only if you are\n",
+                "implementing new world simulations).\n",
+                "\n",
+                "The designer of the game implements a **World** class by overriding few\n",
+                "abstract methods in the base **World** class. This is how the\n",
+                "**SCML2019World**, **SCML2020World**, **SCML2021World**, **SCML2023World**, **SCML2020OneShotWorld** and\n",
+                "**SCML2023OneShotWorld** were created. As a participant in SCML, you *never*\n",
+                "need to interact directly with the **World** object.\n",
+                "\n",
+                "The logic of an agent is NegMAS is implemented in an **Agent** object. The\n",
+                "designer of the simulation, should provide a base class for its specific world\n",
+                "inherited from NegMAS's **Agent** class. For SCML, this base class is called\n",
+                "**OneShotAgent** for the OneShot game (to go with the SCML2020OneShotWorld),\n",
+                "and **SCML2020Agent** for the full game (to go with the SCML2020World and\n",
+                "SCML20201World). Refer to the\n",
+                "[Agent](https://negmas.readthedocs.io/en/latest/api/negmas.situated.Agent.html)\n",
+                "documentation for more details about general NegMAS agents. Full information\n",
+                "about the **OneShotAgent** and **SCML2020Agent** classes can be found\n",
+                "[here](https://scml.readthedocs.io/en/latest/api/scml.scml2020.SCML2020Agent.html) and\n",
+                "[here](https://scml.readthedocs.io/en/latest/api/scml.oneshot.OneShotAgent.html) respectively.\n",
+                "\n",
+                " As a participant in SCML, you\n",
+                "only need to develop an Agent class inherited from the\n",
+                "appropriate base class depending on the track.\n",
+                "\n",
+                "So now we have the **World** and the **Agent** objects, and we already said\n",
+                "that the agent does not directly interact with the world. How does these two\n",
+                "agents interact then?\n",
+                "\n",
+                "- When the **World** wants to interact with the **Agent**, it calls some method\n",
+                "  in it. For example, to instruct the agent to *initialize* itself, the world\n",
+                "  calls the **init()** method defined by the **Agent**. To inform the agent\n",
+                "  that a negotiation it is involved in is concluded with success, the **World**\n",
+                "  calls the method **on_negotiation_success()** defined by the agent.\n",
+                "- When the **Agent** wants to interact with the **World**, it accesses an\n",
+                "  interface object called an **AgentWorldInterface** or **AWI** for short which\n",
+                "  provides all the services available to the **Agent**. For example, to request\n",
+                "  a negotiation with another agent, the **Agent** object needs to call\n",
+                "  **request_negotiation()** defined in the **AWI**.\n",
+                "\n",
+                "The world designer usually defines an AWI for its world that inherits NegMAS's\n",
+                "**AgentWorldInterface** class and provides any special services for agents\n",
+                "interacting in this world. You can find all the  services available to your agent\n",
+                "through the AgentWorldInterface\n",
+                "[here](https://negmas.readthedocs.io/en/latest/api/negmas.situated.AgentWorldInterface.html).\n",
+                "These methods and properties are still available for your agent in SCML. Nevertheless,\n",
+                "in many cases, more convenient ways to access some of the information (e.g. the\n",
+                "bulletin board) is provided in the specific AWIs implemented in the SCML package\n",
+                "to be described now.\n",
+                "\n",
+                "For SCML, there are -- as you may already expect -- two AWIs.  The first is\n",
+                "called **OneShotAWI** and is defined in *scml.scml2020* to go with\n",
+                "*SCML2023World* and *SCML2020Agent* and the second is defined in *scml.oneshot*\n",
+                "to go with *SCML2023OneShotWorld* and *OneShotAgent*.  An earlier version is\n",
+                "also defined in *scml.scml2019* which is a *discontinued* form of the game used\n",
+                "in ANAC 2019 competition. You can find all the services provided by these AWIs\n",
+                "[here](https://scml.readthedocs.io/en/latest/api/scml.oneshot.OneShotAWI.html)\n",
+                "for the OneShot game (OneShot track) and\n",
+                "[here](https://scml.readthedocs.io/en/latest/api/scml.scml2020.AWI.html) for\n",
+                "the full game (Standard and Collusion tracks).\n",
+                "\n",
+                "Now that we know how worlds and agents work and interact, we can look at how\n",
+                "negotiation is managed in NegMAS.\n",
+                "\n",
+                "A negotiation is controlled by a **Mechanism** object which implements the\n",
+                "negotiation protocol (e.g. the alternating offers protocol). NegMAS provides\n",
+                "several mediated and unmediated negotiation protocols (as well as auction\n",
+                "mechanisms). The specific **Mechanism** that is used in SCML is the\n",
+                "**SAOMechanism** which implements the bargaining protocol.\n",
+                "\n",
+                "Negotiation strategies are implemented in a **Negotiator** object which usually\n",
+                "inherits some base negotiator-class corresponding to the mechanism(s) it supports.\n",
+                "The specific base class of all negotiators in SCML is **SAONegotiator**.\n",
+                "\n",
+                "The interaction between **Mechanism** and **Negotiator** objects mirrors the\n",
+                "interaction between **World** and **Agent** objects. **Mechanism** objects call\n",
+                "methods in **Negotiator** objects directly but **Negotiator** objects can only\n",
+                "access services provided by the **Mechanism** object through a\n",
+                "**NegotiatorMechanismInterface** (AMI).  Note that it is an AMI not a NMI (for\n",
+                "historical reasons). You can find more details about the general NegMAS AMI\n",
+                "[here](https://negmas.readthedocs.io/en/latest/api/negmas.common.NegotiatorMechanismInterface.html).\n",
+                "\n",
+                "Each specific **Mechanism** defines a corresponding specific\n",
+                "**NegotiatorMechanismInterface** class (in the same way that **World** classes\n",
+                "define their own AWI). The **SAOMechanism** used in SCML defines **SAONMI** for\n",
+                "this purpose (Details are\n",
+                "[here](https://negmas.readthedocs.io/en/latest/api/negmas.sao.SAONMI.html?highlight=saoami#negmas.sao.SAONMI)).\n",
+                "\n",
+                "To negotiate effectively, negotiators employ a **UtilityFunction** to represent\n",
+                "their preferences over different possible **Outcome**s of the negotiation\n",
+                "(where an outcome is a full assignment of values to all negotiated **Issue**s).\n",
+                "NegMAS provides an extensive set of utility function, and issue types. Please\n",
+                "refer to NegMAS [overview](https://negmas.readthedocs.io/en/latest/overview.html) and\n",
+                "[tutorials](https://negmas.readthedocs.io/en/latest/tutorials.html) for more details.\n",
+                "NegMAS also provides some basic **SAONegotiator**s for the **SAOMechanism**\n",
+                "(Check the class diagram\n",
+                "[here](https://negmas.readthedocs.io/en/latest/modules/sao.html)).  Moreover, you can\n",
+                "access almost all [Genius](http://ii.tudelft.nl/genius/) using NegMAS's\n",
+                "[GeniusNegotiator](https://negmas.readthedocs.io/en/latest/api/negmas.genius.GeniusNegotiator.html)\n",
+                "including all finalists and winners of all past ANAC competitions.\n",
+                "\n",
+                "Now we understand how agents interact with worlds through AWIs and negotiators\n",
+                "interact with mechanisms through AMIs. We know that the general simulation is\n",
+                "controlled by the world while each negotiation is controlled by a mechanism\n",
+                "within that world. **We need now to connect these two triplets of objects**\n",
+                "\n",
+                "As the figure above shows: **Negotiator** objects can be created and controlled\n",
+                "by **Agent** objects for the purpose of negotiating with other **Agent**\n",
+                "objects. The standard flow of operations is something like this:\n",
+                "\n",
+                "1. **Agent** A uses its AWI to *request_negotiation()* with Agent B passing a\n",
+                "   **Negotiator** to be used in this negotiation. Usually Agent A will also\n",
+                "   create a **UtilityFunction** and attach it to the **Negotiator** it just\n",
+                "   created (by setting its *ufun* attribute).\n",
+                "2. The **World** calls Agent B's *respond_to_negotiation_request()* asking it\n",
+                "   to provide its own **Negotiator** to negotiate with Agent A's Negotiator. It\n",
+                "   can also just reject the negotiation request by returning no negotiators.\n",
+                "3. The **World** will then create a **Mechanism** and ask both **Negotiator**s\n",
+                "   to *join* it.  If all goes well, the negotiation starts (at a time defined\n",
+                "   by the simulation rules) and runs until either an agreement or disagreement\n",
+                "   is reached.\n",
+                "4. The **World** class will then inform **Agent**s A and B about the results of\n",
+                "   the negotiation using their *on_negotiation_success* and\n",
+                "   *on_negotiation_failure* callbacks. \n",
+                "5. Successful negotiations lead to **Agreement**s but are still not binding in\n",
+                "   general until signed by all agents involved (A and B in this case).\n",
+                "   **Agent**'s '*sign_all_contracts* is used for this.\n",
+                "6. Signed agreements become *Contract*s and are executed (as specified in the\n",
+                "   simulation rules) by the **World**.\n",
+                "\n",
+                "The full SCML game uses this complete flow. The OneShot game simplifies things\n",
+                "by automatically requesting all negotiations, accepting all requests and\n",
+                "signing all contracts. \n",
+                "\n",
+                "When negotiations are independent, these are all the objects needed.\n",
+                "Nevertheless, in many cases, including the SCM case, negotiations are\n",
+                "inter-dependent. This means that what is *good* in one negotiation depends on\n",
+                "other concurrently running negotiations (or on expectations of future\n",
+                "negotiations). NegMAS provides two ways to support this case shown in the\n",
+                "following figure:\n",
+                "\n",
+                "![controllers](controllers.jpg)\n",
+                "\n",
+                "1. Let **Negotiator**s use **UtilityFunction**s that depend on some common\n",
+                "   state. That is what is happening in the left two negotiations. Because you\n",
+                "   define your own utility functions in the full SCML game (standard and\n",
+                "   collusion tracks), this is one possible way to orchestrate the behavior of\n",
+                "   your negotiators.\n",
+                "2. Have multiple **Negotiator**s be controlled by a single **Controller**\n",
+                "   object with its own utility function that depends on what is happening on\n",
+                "   all the negotiations controlled. This is what is happening in the two\n",
+                "   negotiations on the right. This is also possible in the full SCML game\n",
+                "   (standard and collusion tracks) and is the only method available in the\n",
+                "   OneShot game (OneShot track).\n",
+                "\n",
+                "The **Negotiator**s connected to a controller lost their autonomy and just pass \n",
+                "control to their *owning* **Controller**. \n",
+                "\n",
+                "This concludes our introduction to NegMAS and different objects you need to know \n",
+                "about to develop your agent.\n",
+                "\n",
+                "In summary, you will need to develop an **SCML2020Agent** or **OneShotAgent** \n",
+                "depending on the track. This agent uses an **AWI** or **OneShotAWI** to access \n",
+                "sense and act in the world. All negotiations are controlled by **SAONegotiator**s \n",
+                "that may optionally be grouped and controlled centrally by **Controller** objects. \n",
+                "The preferences of these negotiators and controllers are defined using **UtilityFunction**\n",
+                "objects. \n",
+                "\n",
+                "\n",
+                "\n"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "bottom-calendar",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.1362,
+                    "end_time": "2022-02-16T09:17:06.727223",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:06.591023",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "## A brief introduction to SCM\n",
+                "\n",
+                "\n",
+                "Here we only provide a 10,000-feet birds-eye view of the two games used in SCML 2023's three tracks. Each section provides pointers to more information.\n",
+                "\n",
+                "### The Oneshot game (OneShot)\n",
+                "\n",
+                "An overview of the SCML-OneShot game is available [here](http://www.yasserm.com/scml/overview_oneshot.pdf) and a full description for the details-savy person is available [here](http://www.yasserm.com/scml/scml2021oneshot.pdf).\n",
+                "\n",
+                "![oneshot](situation_oneshot_wide.jpg)\n",
+                "\n",
+                "The game runs in a world in which factories can run manufacturing processes to convert products into other products. There are exactly 3 products and 2 processes as shown in the figure. Each agent controls exactly one factory.\n",
+                "\n",
+                "The agents that receive the raw material and generate the intermediate product are called  𝐿0  agents (level zero) and the agents. receiving the intermediate product and generate the final product are called  𝐿1  factories (level 1). The product type consumed by the factory controlled by an agent is called its input product and the product it produces is called its output product.\n",
+                "\n",
+                "Every day (simulation step), each  𝐿0  factory receives one exogenous contract specifying a quantity and a unit price (supplies) for this day and each  𝐿1  factory receives one exogenous contract specifying a quantity and a unit price of the final product (sales) for the same day. Production and transporation are assumed to take no time.\n",
+                "\n",
+                "𝐿0  and  𝐿1  agents need to negotiate together to secure intermediate product contracts in order to use their supplies (for  𝐿0  agents) or satisfy their sale obligations (for  𝐿1  agents). All products that remain unsold at the end of the day perish (i.e. has no value). Moreover, agents pay a disposal cost for any input products they buy and never sell and pay a shortfall penalty for any sales they cannot satisfy.\n",
+                "\n",
+                "Your goal as an agent designer is to maximize your overall profit over the simulation time.\n",
+                "\n",
+                "### The Full game (Standard/Collusion Tracks)\n",
+                "An overview of the SCML-Standard/Collusion game is available [here](http://www.yasserm.com/scml/overview.pdf) and a full description for the details-savy person is available [here](http://www.yasserm.com/scml/scml2021.pdf). \n",
+                "\n",
+                "![oneshot](situation.jpg)\n",
+                "\n",
+                "The game runs in a world similar to the one-shot game world but with few differences (that make a lot of difference):\n",
+                "\n",
+                "- The production graph is **depth is not limited to 2** processes. This means that some agents (in the middle) will have NO exogenous contracts and their goal will still be to match inputs and outputs but without being forced to either a specific supply or sales contract.\n",
+                "- Each agent (in the first and last production layers) can have **multiple exogenous agreements**. \n",
+                "- **Agreements are not binding until signed into contracts**. Each agent will have a chance to either sign or not sign (cancel) any agreement at the end of the simulated day (including exogenous agreements). This has two major implications:\n",
+                "    1. The good news is that the **agent can choose** some input contracts and some output contracts to maximize its profit after all agreements are conducting ensuring that there are no other agreements (on that day) that may affect expected utility.\n",
+                "    2. The bad news is that other agents have the same capability which means that an **agent cannot trust that an agreeement** it got and even signed will end up becoming binding as a contract.\n",
+                "- **Production takes one step** which means that you can sell today products that you bought yesterday or earlier but not today.\n",
+                "- **Products do not perish** and are **valued at some fraction** of their trading prices at the end of the simulation. This means that it makes sense in some cases for agents to pile stock (storage size is infinite and there is no storage or disposal cost). For example, if for some reason an agent believes that its input product will become more expesive over time, it makes sense for it to buy and accomulate input products early and then sell them when the price of the output product is at its max. \n",
+                "- **Delivery time becomes an important negotiation issue**. In the OneShot case seen earlier, buying, producing, selling and perishing happen in the same day (simulation step) which means that delivery time is obviously the same day. In this full game case, delivery time will usually be sometime in the future and it can theoretically be any day in the future up to the last simulated day.\n",
+                "- Agents **decide their negotiation agendas and partners**. This means that the system does not limit the price ranges for negotiation neither does it limit the quantity range or the delivery time range. This means that agents have to decide good ranges for themselves and have to be careful that the negotiation agenda offered by other agents may be so biased against them. In the OneShot game, none of this is possible because the system decides the negotiation agenda and they are always around the trding prices and with maximum quantities not exceeded the production capacity of agents.\n",
+                "- There is **no disposal cost** (products are never disposed of) or storage cost. Moreover, there is **no pre-defined shortfall penalty**. Instead the system simulates a **spot market** and forces agents with shortfalls to buy the remaining items they could not produce from that spot market. This mechanism is similar to predefined shortfall penalties with one major difference. **The more an agent buys from the spot market, the more it needs to pay (per unit)** in the future to buy from it again. This introduces a timing effect on failure to honor sell contracts through production. In the OneShot game, failing to honor a sell contract in the first step of the simulation and in the last step do not have much difference (assuming trading prices stayed the same). In this full game, failure to honor sell contracts early in the simulation will lead to higher spot market prices for that agent which will hurt it later in the game if it ever needed to buy from the spot market again.\n",
+                "- Finally, the fact that agents can have contracts with delivery dates in the future, **complicates bankruptcy processing**. When an agent goes bankrupt (i.e. its balance becomes negative), it is liquidated by selling everything in its inventory in the spot market and using the proceeds to pay **compensation** for agents with future contracts with it. None of this is needed in the OneShot game because agents do not have future contracts and going bankrupt does not prevent partners with contracts at the same step from getting the products they agreed upon at the agreed upon price.\n",
+                "- The only **difference between the *standard* and *collusion* tracks** in SCML is that in the former, there is a single instantiation of each competitor's agent class (type) in the world while there are multiple instances of it in the later. This means that agents of the same class (that can find themselves easily by sharing class level attributes for example) can try to **collude together to corner the market** and increase their aggregated profits above what each of them could have achieved on its own in the *collusion* track. "
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "supreme-privilege",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.081915,
+                    "end_time": "2022-02-16T09:17:06.882879",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:06.800964",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "## Run a session of the SCML world (2023)\n",
+                "\n",
+                "The SCML world (Supply Chain Management League) runs on top of `NegMAS`.\n",
+                "\n",
+                "In this tutorial, you will test a run of this world.\n",
+                "\n",
+                "Firstly, let's import everything from the SCML app\n",
+                "\n",
+                "**Note that the 2023 standard and collusion leagues are almost the same as 2020 versions with minor changes in the configuration and available data to the agent which will be explained later**. All agents developed for SCML2020, SCML2021, and SCML2022 run with no modification in SCML2023's standard and collusion leagues. Moreover, agents devleoped for SCML-OneShot run normally in SCML2023 worlds."
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 4,
+            "id": "detected-toilet",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:07.017296Z",
+                    "iopub.status.busy": "2022-02-16T09:17:07.016213Z",
+                    "iopub.status.idle": "2022-02-16T09:17:09.067994Z",
+                    "shell.execute_reply": "2022-02-16T09:17:09.067257Z"
+                },
+                "papermill": {
+                    "duration": 2.126006,
+                    "end_time": "2022-02-16T09:17:09.068211",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:06.942205",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [],
+            "source": [
+                "from scml.scml2020 import *\n",
+                "from scml.oneshot import *"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "sized-might",
+            "metadata": {
+                "cell_style": "center",
+                "papermill": {
+                    "duration": 0.071737,
+                    "end_time": "2022-02-16T09:17:09.206733",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:09.134996",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "There are several ways to create an SCML world. One of the simplest is to use the `generate` method of the `SCML2023World` class. This will create a dict that can be passed to the `SCML2023World` constructor as keyword arguments. \n",
+                "\n",
+                "Here we explicitly set `construct_graphs` to True which slows the simulation yet allows us to see graph representations of what is happening in the world. \n"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 5,
+            "id": "changed-allah",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:09.366385Z",
+                    "iopub.status.busy": "2022-02-16T09:17:09.365327Z",
+                    "iopub.status.idle": "2022-02-16T09:17:09.368991Z",
+                    "shell.execute_reply": "2022-02-16T09:17:09.368122Z"
+                },
+                "papermill": {
+                    "duration": 0.090292,
+                    "end_time": "2022-02-16T09:17:09.369214",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:09.278922",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [],
+            "source": [
+                "agent_types = [DecentralizingAgent, \n",
+                "               MarketAwareDecentralizingAgent,\n",
+                "              SyncRandomOneShotAgent]"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "considered-rendering",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.082782,
+                    "end_time": "2022-02-16T09:17:09.508491",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:09.425709",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "Notice that we have a one-shot agent in the mix. Even though one-shot agents are designed for `SCML2020OneShot` and `SCML2023OneShot` worlds, they can run with no modification in `SCML2020`, `SCML2021`, `SCML2023` worlds."
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 6,
+            "id": "dynamic-breath",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:09.729352Z",
+                    "iopub.status.busy": "2022-02-16T09:17:09.725910Z",
+                    "iopub.status.idle": "2022-02-16T09:17:09.812572Z",
+                    "shell.execute_reply": "2022-02-16T09:17:09.813413Z"
+                },
+                "papermill": {
+                    "duration": 0.216177,
+                    "end_time": "2022-02-16T09:17:09.817261",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:09.601084",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [],
+            "source": [
+                "world = SCML2023World(\n",
+                "    **SCML2023World.generate(\n",
+                "        agent_types=agent_types,\n",
+                "        n_steps=50\n",
+                "    ), \n",
+                "    construct_graphs=True,\n",
+                ")"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "black-meeting",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.072335,
+                    "end_time": "2022-02-16T09:17:09.950753",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:09.878418",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "Let's draw a graph to see what is in this world"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 7,
+            "id": "settled-inclusion",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:10.171080Z",
+                    "iopub.status.busy": "2022-02-16T09:17:10.166706Z",
+                    "iopub.status.idle": "2022-02-16T09:17:10.454786Z",
+                    "shell.execute_reply": "2022-02-16T09:17:10.455615Z"
+                },
+                "papermill": {
+                    "duration": 0.417836,
+                    "end_time": "2022-02-16T09:17:10.455988",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:10.038152",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "_, _ = world.draw()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "elementary-chicken",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.119778,
+                    "end_time": "2022-02-16T09:17:10.669667",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:10.549889",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "*If you want to just test your installation (and do not care whether you get an accurate indicator of agent performance), you can set the number of steps to a small value (e.g. n_steps=10).*\n",
+                "\n",
+                "Now you can run this world simulation by just calling `run`. "
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 8,
+            "id": "restricted-millennium",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:10.883053Z",
+                    "iopub.status.busy": "2022-02-16T09:17:10.881899Z",
+                    "iopub.status.idle": "2022-02-16T09:17:22.834656Z",
+                    "shell.execute_reply": "2022-02-16T09:17:22.834042Z"
+                },
+                "papermill": {
+                    "duration": 12.051621,
+                    "end_time": "2022-02-16T09:17:22.834859",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:10.783238",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            "
\n"
+                        ],
+                        "text/plain": [
+                            "\u001b[?25l"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                },
+                {
+                    "data": {
+                        "application/vnd.jupyter.widget-view+json": {
+                            "model_id": "5e3340978a044b9cbdfd8433c70c1c08",
+                            "version_major": 2,
+                            "version_minor": 0
+                        },
+                        "text/plain": [
+                            "Output()"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                },
+                {
+                    "data": {
+                        "text/html": [
+                            "
\n",
+                            "
\n"
+                        ],
+                        "text/plain": [
+                            "\n",
+                            "\u001b[?25h"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "world.run_with_progress() # may take few minutes"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "elder-techno",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.144816,
+                    "end_time": "2022-02-16T09:17:23.108322",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:22.963506",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "Let's see what happened in this run. Firstly, how many negotiations were conducted over time"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 9,
+            "id": "understood-dylan",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:23.422747Z",
+                    "iopub.status.busy": "2022-02-16T09:17:23.414911Z",
+                    "iopub.status.idle": "2022-02-16T09:17:23.621063Z",
+                    "shell.execute_reply": "2022-02-16T09:17:23.621882Z"
+                },
+                "papermill": {
+                    "duration": 0.397858,
+                    "end_time": "2022-02-16T09:17:23.622141",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:23.224283",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "plt.plot(world.stats['n_negotiations'])\n",
+                "plt.xlabel('Simulation Step')\n",
+                "plt.ylabel('N. Negotiations')\n",
+                "plt.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "turned-lingerie",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.132605,
+                    "end_time": "2022-02-16T09:17:23.895835",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:23.763230",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "It is clear that many negotiations happened at the beginning of the simulation with smaller number later. That is expected as the agents at the first and last production layer receive more exogenous contracts in the beginning.\n",
+                "\n",
+                "Several other market statistics are available:"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 10,
+            "id": "single-survey",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:24.173056Z",
+                    "iopub.status.busy": "2022-02-16T09:17:24.170919Z",
+                    "iopub.status.idle": "2022-02-16T09:17:24.177194Z",
+                    "shell.execute_reply": "2022-02-16T09:17:24.178280Z"
+                },
+                "papermill": {
+                    "duration": 0.152415,
+                    "end_time": "2022-02-16T09:17:24.178554",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:24.026139",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "name": "stdout",
+                    "output_type": "stream",
+                    "text": [
+                        "['n_contracts_nullified_now',\n",
+                        " 'n_bankrupt',\n",
+                        " 'trading_price_0',\n",
+                        " 'sold_quantity_0',\n",
+                        " 'unit_price_0',\n",
+                        " 'trading_price_1',\n",
+                        " 'sold_quantity_1',\n",
+                        " 'unit_price_1',\n",
+                        " 'trading_price_2',\n",
+                        " 'sold_quantity_2',\n",
+                        " 'unit_price_2',\n",
+                        " 'productivity',\n",
+                        " 'market_size',\n",
+                        " 'production_failures',\n",
+                        " 'bankruptcy',\n",
+                        " 'n_registered_negotiations_before',\n",
+                        " 'n_contracts_executed',\n",
+                        " 'n_contracts_erred',\n",
+                        " 'n_contracts_nullified',\n",
+                        " 'n_contracts_cancelled',\n",
+                        " 'n_contracts_dropped',\n",
+                        " 'n_breaches',\n",
+                        " 'breach_level',\n",
+                        " 'n_contracts_signed',\n",
+                        " 'n_contracts_concluded',\n",
+                        " 'n_negotiations',\n",
+                        " 'n_negotiation_rounds_successful',\n",
+                        " 'n_negotiation_rounds_failed',\n",
+                        " 'n_negotiation_successful',\n",
+                        " 'n_negotiation_failed',\n",
+                        " 'n_registered_negotiations_after',\n",
+                        " 'activity_level',\n",
+                        " 'step_time',\n",
+                        " 'total_time']\n"
+                    ]
+                }
+            ],
+            "source": [
+                "pprint(list(_ for _ in world.stats.keys() if \"@\" not in _  ))"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "planned-quest",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.148815,
+                    "end_time": "2022-02-16T09:17:24.460530",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:24.311715",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "Let's start by seeing how long did each step take (note that `stats` access the stats as a Dict[str, List] but `stats_df` access the same data as a pandas dataframe."
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 11,
+            "id": "signed-highlight",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:24.835645Z",
+                    "iopub.status.busy": "2022-02-16T09:17:24.832848Z",
+                    "iopub.status.idle": "2022-02-16T09:17:25.215376Z",
+                    "shell.execute_reply": "2022-02-16T09:17:25.217269Z"
+                },
+                "papermill": {
+                    "duration": 0.611522,
+                    "end_time": "2022-02-16T09:17:25.217575",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:24.606053",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "plt.bar(range(world.n_steps), world.stats_df['step_time'])\n",
+                "plt.xlabel('Simulation Step')\n",
+                "plt.ylabel('Time (s)')\n",
+                "plt.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "coordinate-progressive",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.175412,
+                    "end_time": "2022-02-16T09:17:25.557891",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:25.382479",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "There are statistics specific for each agent that all have \"_{agent_name}\". Lets check what is available for the winner agent:"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 12,
+            "id": "overall-image",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:25.923392Z",
+                    "iopub.status.busy": "2022-02-16T09:17:25.922045Z",
+                    "iopub.status.idle": "2022-02-16T09:17:25.925839Z",
+                    "shell.execute_reply": "2022-02-16T09:17:25.926637Z"
+                },
+                "papermill": {
+                    "duration": 0.179379,
+                    "end_time": "2022-02-16T09:17:25.927094",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:25.747715",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "name": "stdout",
+                    "output_type": "stream",
+                    "text": [
+                        "['spot_market_quantity_00MAD@0',\n",
+                        " 'spot_market_loss_00MAD@0',\n",
+                        " 'balance_00MAD@0',\n",
+                        " 'inventory_00MAD@0_input',\n",
+                        " 'inventory_00MAD@0_output',\n",
+                        " 'productivity_00MAD@0',\n",
+                        " 'assets_00MAD@0',\n",
+                        " 'bankrupt_00MAD@0',\n",
+                        " 'score_00MAD@0']\n"
+                    ]
+                }
+            ],
+            "source": [
+                "winner = world.winners[0]\n",
+                "pprint(list(_ for _ in world.stats.keys() if winner.name in _ ))"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "aggregate-router",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.158983,
+                    "end_time": "2022-02-16T09:17:26.266865",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:26.107882",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "The convension is that agent names has the form {ind}{Type}{process} where **ind** is a unique index, **Type** is a shortened version of the agent's type name, and **process** is the process the agnet can run. Note that the agent's input product has the same number as its process and its output product has the next number (i.e. an agent that runs process 1, has input product 1 and output product 2).\n",
+                "\n",
+                "We can see that 8 pieces of information are available (for each time-step of the simulation):\n",
+                "\n",
+                "- **bankrupt** If true, the agent is bankrupt.\n",
+                "- **balance** The money the agent has in its wallet (account).\n",
+                "- **inventory (input)** The number of units of the agent's input product available in its inventory (by the end of the simulation step).\n",
+                "- **inventory (output)** The number of units of the agent's output product available in its inventory (by the end of the simulation step).\n",
+                "- **assets** The value of the agent's assets (input and output products in inventory) evaluated at the trading price\n",
+                "- **spot market quantity** The quantity bought by this agent from the spot market (of its output product on this step). This can only happen as a result of a product-breach.\n",
+                "- **spot market loss** The spot market price for the agent. This value will go up the more the agent buys from the spot market and will be used to calculate the price for this agent at future steps. This way agents that depend on the spot market instead of negotiation get punished.\n",
+                "- **productivity** The fraction of the agent's production lines that were active at a given time-step.\n",
+                "- **score** The score of the agent according to the evaluation rule of ANAC SCML 2020\n",
+                "\n",
+                "Let's see how did our agent do"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 13,
+            "id": "english-conspiracy",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:26.583192Z",
+                    "iopub.status.busy": "2022-02-16T09:17:26.581889Z",
+                    "iopub.status.idle": "2022-02-16T09:17:26.586528Z",
+                    "shell.execute_reply": "2022-02-16T09:17:26.587389Z"
+                },
+                "papermill": {
+                    "duration": 0.156035,
+                    "end_time": "2022-02-16T09:17:26.587664",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:26.431629",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "name": "stdout",
+                    "output_type": "stream",
+                    "text": [
+                        "{'assets_00MAD@0': (102.0, 7038.0),\n",
+                        " 'balance_00MAD@0': (15066, 10170),\n",
+                        " 'bankrupt_00MAD@0': (False, False),\n",
+                        " 'inventory_00MAD@0_input': (0, 0),\n",
+                        " 'inventory_00MAD@0_output': (6, 414),\n",
+                        " 'productivity_00MAD@0': (0.6, 0.0),\n",
+                        " 'score_00MAD@0': (0.9978401123075383, 0.8509677492201495),\n",
+                        " 'spot_market_loss_00MAD@0': (0.3, 0.3),\n",
+                        " 'spot_market_quantity_00MAD@0': (0, 0)}\n"
+                    ]
+                }
+            ],
+            "source": [
+                "#show the first and last value of each of the agent statistics\n",
+                "pprint({k:(v[0], v[-1]) for k, v in world.stats.items() if winner.name in k })"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 14,
+            "id": "executive-announcement",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:26.922841Z",
+                    "iopub.status.busy": "2022-02-16T09:17:26.907253Z",
+                    "iopub.status.idle": "2022-02-16T09:17:27.798891Z",
+                    "shell.execute_reply": "2022-02-16T09:17:27.800050Z"
+                },
+                "papermill": {
+                    "duration": 1.03416,
+                    "end_time": "2022-02-16T09:17:27.800313",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:26.766153",
+                    "status": "completed"
+                },
+                "scrolled": true,
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "stats = pd.DataFrame(data=world.stats)\n",
+                "fig, axs = plt.subplots(2, 3)\n",
+                "for ax, key in zip(axs.flatten().tolist(), [\"score\", \"balance\", \"assets\", \"productivity\", \n",
+                "                         \"spot_market_quantity\", \"spot_market_loss\"]):\n",
+                "    ax.plot(stats[f\"{key}_{winner}\"])\n",
+                "    ax.set(ylabel=key)\n",
+                "fig.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "south-fleece",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.141012,
+                    "end_time": "2022-02-16T09:17:28.071770",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:27.930758",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "We can for example check the activity level of this world (defined as the total amount of money transferred due to trade)"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 15,
+            "id": "cooperative-million",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:28.417703Z",
+                    "iopub.status.busy": "2022-02-16T09:17:28.416668Z",
+                    "iopub.status.idle": "2022-02-16T09:17:28.635497Z",
+                    "shell.execute_reply": "2022-02-16T09:17:28.634696Z"
+                },
+                "papermill": {
+                    "duration": 0.402552,
+                    "end_time": "2022-02-16T09:17:28.635821",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:28.233269",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "plt.plot(world.stats['activity_level'])\n",
+                "plt.xlabel('Simulation Step')\n",
+                "plt.ylabel('Activitiy Level ($)\\nTotal Money Transferred')\n",
+                "plt.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "cordless-telling",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.191478,
+                    "end_time": "2022-02-16T09:17:29.001379",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:28.809901",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "We can see a picture of contracting in this world as follows:"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 16,
+            "id": "miniature-anchor",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:29.351624Z",
+                    "iopub.status.busy": "2022-02-16T09:17:29.291637Z",
+                    "iopub.status.idle": "2022-02-16T09:17:29.640303Z",
+                    "shell.execute_reply": "2022-02-16T09:17:29.641812Z"
+                },
+                "papermill": {
+                    "duration": 0.497909,
+                    "end_time": "2022-02-16T09:17:29.642155",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:29.144246",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "plt.plot(world.stats['n_contracts_concluded'], label='Concluded Contracts')\n",
+                "plt.plot(world.stats['n_contracts_cancelled'], label='Cancelled Contracts') \n",
+                "plt.plot(world.stats['n_contracts_signed'], label='Signed Contracts') \n",
+                "plt.plot(world.stats['n_contracts_executed'], label='Executed Contracts')\n",
+                "plt.legend()\n",
+                "plt.xlabel('Simulation Step')\n",
+                "plt.ylabel('N. Contracts')\n",
+                "plt.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "hazardous-optimization",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.157174,
+                    "end_time": "2022-02-16T09:17:29.963399",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:29.806225",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "We can also check the breaches that happened"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 17,
+            "id": "twelve-toyota",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:30.464340Z",
+                    "iopub.status.busy": "2022-02-16T09:17:30.462803Z",
+                    "iopub.status.idle": "2022-02-16T09:17:30.631135Z",
+                    "shell.execute_reply": "2022-02-16T09:17:30.632416Z"
+                },
+                "papermill": {
+                    "duration": 0.506566,
+                    "end_time": "2022-02-16T09:17:30.634177",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:30.127611",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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yqNHW7V/84hcZMWJEfv3rX2fKlCn56U9/miR57733cs899+SOO+7InXfemXbt2uXYY49dqwVXR1lZWZJPj6tZkaZNm1b1WZM5PttvZWbOnJmTTjopDRs2zK9//evP7ZskFRUVqaioqPpcXl6+yjEAAAAAAGwYahTKb7rppnnkkUfygx/8IPfff38eeOCBFAqFPPLII3nkkUdSLBbTtm3bPPDAA+vkTPn1xZw5c9KnT5/8+9//zs0335xOnTqtcsyFF16Yc889twTVAQAAAABQajU+5HyHHXbI888/nxtvvDF/+9vf8vrrr6eysjKtW7fOd77znQwaNCibbLLJ2qy12pbubl/ZLvby8vJsttlmazzHZ/v9pzlz5mTffffNCy+8kKuvvjqHHXZYtWofOnRoBg8evMx9WrduXa2xAAAAAACs39bozaMNGjTIscceu06OqPk8nz3vfbfddlumbdasWZk3b166dOnyuXN06NAhderUWemZ8Z93bv3SQP65557L7373uxxzzDHVrr1+/fqpX79+tfsDAAAAALDhqNGLXufMmbO261irunfvniR59NFHl2sbOXLkMn1WpmHDhunSpUteeeWVzJgxY5m2YrGYxx57LI0aNcruu+++TNtnA/krr7wyxx9//Jo8CgAAAAAAtUiNQvltttkmP/3pT/Pwww+nsrJybde0xvbdd9906NAhf/7znzNlypSq62VlZbnggguy8cYb54gjjqi6/u677+bll19e7qiaQYMGJfn0SJlisVh1/dprr83rr7+e//qv/0rDhg2rrn/wwQfZb7/98txzz+WKK67ICSec8AU9IQAAAAAAG6JC8bNpczXVr18/ixYtSqFQSIsWLdK/f/8MGDAg22233RdRY42MHj06vXv3ToMGDdKvX780adIkd999d2bMmJFLL700Q4YMqeo7YMCA3HTTTRkxYkQGDBhQdb2ysjJ9+vTJyJEj07Vr13Tv3j2vvfZa7rnnnrRr1y4TJkxI8+bNq/r36NEjY8eOzfbbb5++ffuusK5TTjklm266abWfo7y8PM2aNUtZWVmaNm262t8HAAAAAAC+eNXNcmsUyn/wwQe59dZbM2LEiEyZMiWFQiFJ8s1vfjMDBw7MT3/60zRu3Ljm1a8lzzzzTIYNG5ann346ixYtyk477ZTBgwcvF5ivLJRPkoqKilx00UX505/+lJkzZ2bzzTfP9773vZx33nn5yle+skzfdu3aLXfUzX9644030q5du2o/g1AeAAAAAGD994WG8p/1z3/+MzfccEP+/Oc/5/3330+hUEjDhg1z0EEH5cgjj1zl2e18PqE8AAAAAMD6r2Sh/FKLFy/O/fffnxtvvDGPPPJIFi9enEKhkPbt2+e1115bG7f4UhLKAwAAAACs/6qb5dboRa8rUrdu3fzkJz/J/fffn7feeisnnnhiisVi3njjjbV1CwAAAAAA2KDVXZuTVVRU5J577smNN96Yxx9/fG1ODQAAAAAAG7y1EspPmDAhI0aMyB133JGysrIUi8Vsuumm6devXwYOHLg2bgEAAAAAABu8Gofy7777bv70pz/lxhtvzCuvvJJisZhCoZCePXtm4MCB+clPfpL69euvzVoBAAAAAGCDVqNQvk+fPnnsscdSWVmZYrGYdu3aZcCAARkwYEDatGmztmsEAAAAAIBaoUah/COPPJKGDRvmJz/5SQYOHJh99tlnbdcFAAAAAAC1To1C+WuuuSb9+vVL06ZN13Y9AAAAAABQa9UolB80aNDargMAAAAAAGq9Gr/oNUmKxWIefvjhPP3005k9e3b23HPPDBw4MEkye/bszJ07N1/96lez0UYbrZViAQAAAABgQ1bjUP65555L3759M3Xq1BSLxRQKhSxatKgqlH/sscdy+OGH569//Wu+//3vr7WCAQAAAABgQ1WnJoPeeuut7Lfffnn11Vfzne98J5dcckmKxeIyfX70ox+lXr16ue+++9ZKoQAAAAAAsKGrUSh/wQUXZM6cOfntb3+bBx98ML/85S+X67PJJpvkG9/4RiZOnLjGRQIAAAAAQG1Qo1D+kUceyfbbb5+TTjrpc/u1a9cu7777bo0KAwAAAACA2qZGofw777yTnXbaaZX9CoVCysvLa3ILAAAAAACodWoUyjdq1CizZ89eZb833ngjm2++eU1uAQAAAAAAtU6NQvmddtop//jHP/L++++vtM+MGTPy3HPPZbfddqtxcQAAAAAAUJvUKJQ/7LDD8tFHH+Xoo4/Oxx9/vFz7woULc/zxx2fRokU57LDD1rhIAAAAAACoDerWZNCRRx6ZW2+9Nffff3+23377HHDAAUmS5557LieddFLuv//+vPnmm9lvv/3St2/ftVowAAAAAABsqArFYrFYk4Hz5s3LMccck9tuuy0rmuLAAw/MiBEj0rhx4zUu8susvLw8zZo1S1lZWZo2bbquywEAAAAAYAWqm+XWOJRf6uWXX87f/va3vP7666msrEzr1q3zne98J507d16Tafn/CeUBAAAAANZ/1c1ya3R8zWdtv/322X777VfY9vDDD2f27Nk54ogj1vQ2AAAAAACwwavRi16ra/jw4TnyyCO/yFsAAAAAAMAG4wsN5QEAAAAAgP9HKA8AAAAAACUilAcAAAAAgBIRygMAAAAAQIkI5QEAAAAAoESE8gAAAAAAUCJ1q9Np+PDhNZr8rbfeqtE4AAAAAACojQrFYrG4qk516tRJoVBY7cmLxWIKhUKWLFlSo+JIysvL06xZs5SVlaVp06bruhwAAAAAAFagullutXbKf/vb365RKA8AAAAAAPw/1Qrlx4wZ8wWXAQAAAAAAtZ8XvQIAAAAAQIkI5QEAAAAAoESE8gAAAAAAUCJCeQAAAAAAKBGhPAAAAAAAlIhQHgAAAAAASkQoDwAAAAAAJSKUBwAAAACAEhHKAwAAAABAidRd0wmWLFmSOXPmZMGCBSvt06ZNmzW9DQAAAAAAbPBqHMpPnDgxZ599dsaOHZuKioqV9isUClm8eHFNbwMAAAAAALVGjUL58ePHp2fPnlW74zfbbLM0bdp0rRYGAAAAAAC1TY1C+WHDhmXBggUZOHBgzj///HzlK19Z23UBAAAAAECtU6NQfsKECenUqVP++Mc/plAorO2aAAAAAACgVqpTk0GLFy9O586dBfIAAAAAALAaahTKb7/99nn//ffXdi0AAAAAAFCr1SiUHzRoUP7+979n2rRpa7seAAAAAACotWocyh9yyCHZf//987e//S1LlixZ23UBAAAAAECtU60XvXbo0GGF16dPn57vf//7qVu3brbeeuvUqbN8xl8oFOyoBwAAAACAVDOUnz59+krbisViFi1alDfffHOF7V4GCwAAAAAAn6pWKP/GG2980XUAAAAAAECtV61Qvm3btl90HQAAAAAAUOvV6EWvAAAAAADA6qtRKP/CCy9k+PDhmTx58kr7TJo0KcOHD8/LL79c4+IAAAAAAKA2qVEo//vf/z7Dhw/PlltuudI+W265Zc4999xcc801NS4OAAAAAABqkxqF8mPGjMnOO++c1q1br7RPmzZt8o1vfCOjRo2qcXEAAAAAAFCb1CiUf+utt9KhQ4dV9uvQoUPefvvtmtwCAAAAAABqnRqF8osXL06dOqseWqdOnSxYsKAmtwAAAAAAgFqnRqF869atM3HixFX2mzhxYlq2bFmTWwAAAAAAQK1To1C+Z8+eefPNN/P73/9+pX2uvvrqzJgxIz179qxxcQAAAAAAUJvUKJT/xS9+kY033jgnnXRSfvGLX+TFF1/MkiVLsmTJkrz44ov5xS9+kZNOOikbb7xxBg8evLZrBgAAAACADVKhWCwWazLwz3/+c4488sgsXrx4ubZisZi6devm+uuvz+GHH77GRX6ZlZeXp1mzZikrK0vTpk3XdTkAAAAAAKxAdbPcGu2UT5JDDz0048aNyw9+8INssskmKRaLKRaLadiwYX74wx/m6aefFsgDAAAAAMBn1Hin/GdVVlZmzpw5SZItttgiderUOOvnP9gpDwAAAACw/qtullt3bdysTp06ad68+dqYCgAAAAAAai1b2gEAAAAAoETWaKf8u+++m/vuuy+vvPJKysvLs6KTcAqFQq6//vo1uU2NTZw4McOGDcvTTz+dRYsWZaeddsrgwYPz05/+tNpzVFRU5OKLL86f/vSnzJw5M5tvvnm+973v5bzzzstWW221wjG33nprrrjiirzwwgvZeOON061btwwfPjy77rrr2no0AAAAAAA2QDU+U/7KK6/MqaeemkWLFlVdWzpVoVCo+lwoFLJkyZK1UOrqGT16dHr37p0GDRqkX79+adKkSe6+++7MmDEjl156aYYMGbLKOSorK9OnT5+MHDkyXbt2Tffu3TN16tTce++9ad++fcaPH7/csT3nn39+zjzzzLRt2zYHHnhgPvroo9x2221ZuHBhRo0alW7duq3WczhTHgAAAABg/VfdLLdGofyoUaOy//77p2nTpvn5z3+esWPHZty4cbnmmmvy6quv5p577sn06dNz8skn5xvf+Eb69++/Rg+zuhYvXpztt98+b731VsaPH5/OnTsnScrKytKlS5dMnz49r776atq2bfu584wYMSIDBw7MIYcckltvvbXqhw3XXHNNjjvuuAwaNCjXXnttVf+pU6dmhx12SIcOHfLMM8+kWbNmSZIpU6aka9eu6dChQ55//vnVehGuUB4AAAAAYP1X3Sy3RmfKX3HFFSkUChk5cmTOP//8dOzYMUnys5/9LP/zP/+TF198Mf37988NN9yQvffeu2ZPsAYef/zxTJs2LYceemhVIJ8kzZo1yxlnnJGFCxfmpptuWuU8f/zjH5MkF154YVUgnyTHHHNMOnTokFtvvTWffPJJ1fURI0Zk8eLF+e///u+qQD5JOnfunEMOOSQvvfRSnnzyybXwhAAAAAAAbIhqFMo/88wz2XXXXbPnnnuusL1+/fq5+uqr06BBgwwfPnyNCqyJMWPGJEl69eq1XFvv3r2TJGPHjv3cORYsWJAJEyakU6dOy+2oLxQK2X///TN//vw8++yza/W+AAAAAADUXjV60evcuXPTo0ePqs/16tVLknzyySdp2LBhkk+D+b333jujRo1a8ypX09SpU5Okagf/Z7Vo0SKNGzeu6rMy06ZNS2Vl5Qrn+OzcU6dOrfrXAFOnTk3jxo3TokWLz+3PqhWLxXyyqPTvIgAAAAAA1kzDehstc/IIy6pRKL/55ptn/vz5VZ8322yzJMmbb76ZTp06VV1fsmRJ5syZs4Ylrr6ysrIkWeYImc9q2rRpVZ81meOz/Zb+91ZbbVXt/itSUVGRioqKqs/l5eWf27+2+mTRkuxw9sh1XQYAAAAAsJpeHN47m2xco+j5S6FGx9e0adMmM2fOrPq84447plgs5sEHH6y6Nm/evPz9739Pq1at1rzKL5ELL7wwzZo1q/pq3br1ui4JAAAAAIC1pEY/rujevXsuv/zyvPfee/nKV76S7373u2nUqFHOOOOMzJo1K23atMlNN92UDz74IP369VvbNa/S0t3tK9uVXl5eXrW7f03m+Gy/pf+9Ov1XZOjQoRk8ePAy476MwXzDehvlxeG913UZAAAAAMBqalhvo3VdwnqtRqH8wQcfnMmTJ2fKlCnp3bt3Nt9881x22WU59thjc9lllyX59Ezwdu3a5dxzz12rBVfHZ89v32233ZZpmzVrVubNm5cuXbp87hwdOnRInTp1VnoG/IrOre/YsWPGjRuXWbNmLXeu/Oedc/9Z9evXT/369T+3z5dBoVDwT1wAAAAAgFqnRsfX7LHHHnnsscfSu/f/28n8s5/9LBMnTsyvfvWrHH300bnssssyefLkbL755mut2Orq3r17kuTRRx9drm3kyJHL9FmZhg0bpkuXLnnllVcyY8aMZdqKxWIee+yxNGrUKLvvvvtavS8AAAAAALVXoVgsFtd1EWvb4sWL06lTp7z99tsZP358OnfunOTTo2i6dOmS6dOn55VXXkm7du2SJO+++27Kysqy9dZbL3O8zIgRIzJw4MAccsghufXWW6veGHzNNdfkuOOOy6BBg3LttddW9X/11Vfz9a9/PR06dMgzzzxTNdeUKVPStWvXdOjQIc8//3zq1Kn+z0LKy8urjsVZ+rJYAAAAAADWL9XNcmtlKJ8ko0ePTu/evdOgQYP069cvTZo0yd13350ZM2bk0ksvzZAhQ6r6DhgwIDfddFNGjBiRAQMGVF2vrKxMnz59MnLkyHTt2jXdu3fPa6+9lnvuuSft2rXLhAkT0rx582Xue/755+fMM89M27Ztc+CBB+ajjz7KbbfdloULF2bUqFHp1q3baj2HUB4AAAAAYP1X3Sy3RsfXLDVt2rT86le/yl577ZVOnTrlV7/6VVXbhAkT8oc//GGlLz79ou2zzz558skn061bt9x+++25+uqr85WvfCW33XbbMoH856lTp07uu+++nHPOOZk9e3Yuv/zyPPXUUznqqKMybty45QL5JPnv//7v3HLLLWnevHmuvvrq3HHHHdl7773z9NNPr3YgDwAAAABA7VLjnfI33XRTjj322FRUVHw6UaGQ/v3754Ybbkjy6U71/fbbL9dff/0yu89ZPXbKAwAAAACs/77QnfLjx4/P0UcfnY033jiXXHJJJkyYkP/M9rt3755mzZrlgQceqMktAAAAAACg1qlbk0GXXHJJisViHnrooey1114r7FOnTp107tw5L7744hoVCAAAAAAAtUWNdso/9dRT6dKly0oD+aVatGiRd999t0aFAQAAAABAbVOjUP7DDz9MmzZtVtnvk08+ycKFC2tyCwAAAAAAqHVqFMpvscUWmTFjxir7vfbaa2nRokVNbgEAAAAAALVOjUL5rl275tlnn80LL7yw0j5PPfVUXnjhhVUecQMAAAAAAF8WNQrlf/7zn2fJkiU58MADM2XKlOXaX3rppQwcODCFQiHHH3/8mtYIAAAAAAC1Qo1C+X333TeDBw/Oq6++mt122y3bbbddCoVCRo4cmZ133jk77bRTpk6dmlNPPTVdu3Zd2zUDAAAAAMAGqUahfJJceumlufbaa9OiRYu89tprKRaLeffdd/P8889n8803z5VXXpmLLrpobdYKAAAAAAAbtEKxWCyuyQTFYjGTJ0/O66+/nsrKyrRu3Tp77LFH6tatu7Zq/FIrLy9Ps2bNUlZWlqZNm67rcgAAAAAAWIHqZrk1Ss579uyZVq1a5eabb06hUMiuu+6aXXfdtcbFAgAAAADAl0GNjq95+umns3DhwrVdCwAAAAAA1Go1CuVbtWqVioqKtV0LAAAAAADUajUK5b/3ve/l73//e+bPn7+26wEAAAAAgFqrRqH8sGHD0qxZs/zkJz/JjBkz1nZNAAAAAABQK9XoRa9DhgzJ17/+9Tz44IPp1KlTdtlll7Rr1y4NGzZcrm+hUMj111+/xoUCAAAAAMCGrlAsFourO6hOnTopFAqpztBCoZAlS5bUqDiS8vLyNGvWLGVlZWnatOm6LgcAAAAAgBWobpZbo53yI0aMqHFhAAAAAADwZVWjUL5///5ruw4AAAAAAKj1avSiVwAAAAAAYPUJ5QEAAAAAoERWK5T/4IMP8sADD+Tee+/Nq6++ukzbPffckz333DNNmzZNy5Ytc/zxx2fu3LlrtVgAAAAAANiQFYrFYrE6Ha+99toMHjw4CxYsqLrWr1+/3HLLLbnxxhtz9NFH57NTFQqFdO7cOePHj0+9evXWfuVfEtV9Yy8AAAAAAOtOdbPcau2UHzduXI4//vh88sknqVOnTjbffPMUi8XcdtttufLKK3Pqqadmk002yeDBg3PVVVflF7/4RTbZZJNMmTIlf/jDH9baQwEAAAAAwIasWqH8FVdckWKxmMGDB2fevHmZPXt2XnvttXzjG9/IsGHDMnfu3IwePTqXXnppjj/++PzmN7/JqFGjUiwWc+edd37RzwAAAAAAABuEah1f07Zt22y00UaZNm1aCoVC1fXHH388++23X7p06ZLx48cvN65r166ZNm1aZs+evXar/hJxfA0AAAAAwPpvrR5f895776Vz587LBPJJsvvuuydJ2rdvv8Jx7dq1S1lZWXVrBgAAAACAWq1aofzChQuz6aabLnd9adrfsGHDFY5r2LBhlixZUvPqAAAAAACgFqlWKA8AAAAAAKw5oTwAAAAAAJRI3ep2fOSRR9KzZ8/VanvppZdqXhkAAAAAANQy1Q7lZ82alVmzZq1223++HBYAAAAAAL6sqhXKDxs27IuuAwAAAAAAar1CsVgsrusiWLny8vI0a9YsZWVladq06bouBwAAAACAFahulutFrwAAAAAAUCJCeQAAAAAAKBGhPAAAAAAAlIhQHgAAAAAASkQoDwAAAAAAJSKUBwAAAACAEhHKAwAAAABAiQjlAQAAAACgRITyAAAAAABQInWr0+nNN99co5u0adNmjcYDAAAAAEBtUK1Qvl27dikUCjW6QaFQyOLFi2s0FgAAAAAAapNqhfJt2rSpcSgPAAAAAAB8qlqh/PTp07/gMgAAAAAAoPbzolcAAAAAACgRoTwAAAAAAJSIUB4AAAAAAEqkxqH8okWL8pvf/CZdu3bNZpttlo022miFX3XrVuvYegAAAAAAqPVqlJhXVFRk3333zbhx41IsFj+376raAQAAAADgy6JGO+WvuOKKPP300+nVq1deeeWVHHHEESkUCqmoqMjzzz+f0047LfXr189ZZ52VysrKtV0zAAAAAABskGq0U/7OO+9MkyZNctttt6VZs2YpFApJknr16mWHHXbIhRdemG9961v50Y9+lJ122ikHHXTQWi0aAAAAAAA2RDXaKf/qq69mzz33TLNmzZKkKpRfsmRJVZ/vf//72WWXXXLllVeuhTIBAAAAAGDDV6NQftGiRWnevHnV54YNGyZJysvLl+nXqVOn/Otf/1qD8gAAAAAAoPaoUSjfokWLvPvuu1Wft9566yTJSy+9tEy/d955Z5nd8wAAAAAA8GVWo1D+a1/7Wl577bWqz9/61rdSLBZzySWXVL3YdezYsfn73/+eTp06rZ1KAQAAAABgA1ejUL53795566238swzzyRJevTokR122CEPPPBAttlmm+y2227Zf//9UywWc/zxx6/VggEAAAAAYENVtyaDDj300GyxxRZVL3qtU6dO/vrXv+bAAw/Mv/71r7z33nvZaKONctJJJ2XAgAFrs14AAAAAANhgFYrFYnFtTvjKK6/kgw8+yHbbbZcttthibU79pVReXp5mzZqlrKwsTZs2XdflAAAAAACwAtXNcmu0U/7zOEMeAAAAAABWrEZnynfo0CGnnXbaKvsNHTo0X/3qV2tyCwAAAAAAqHVqFMpPnz49s2fPXmW/999/P9OnT6/JLQAAAAAAoNapUShfXQsWLEjdumv9hBwAAAAAANggfWGh/JIlS/Lss8+mefPmX9QtAAAAAABgg1Ltbew9e/Zc5vMjjzyy3LWlFi9enKlTp+bf//53Dj300DWrEAAAAAAAaolCsVgsVqdjnTr/b1N9oVBIdYbtvvvuueeee9KqVauaV/glV15enmbNmqWsrCxNmzZd1+UAAAAAALAC1c1yq71TfvTo0UmSYrGYnj175oADDshpp522wr4bb7xxWrVqldatW69m2QAAAAAAUHtVO5Tv3r37Mv/do0ePZa6tb8rLy3POOefk7rvvzqxZs7L11lvn4IMPzrBhw9K4cePVmmvkyJG54IILMmnSpBQKhey2224588wzs++++y7Tb86cObn77rvz4IMP5vnnn8/bb7+dJk2aZI899sgpp5yS3r17r81HBAAAAABgA1Pt42s2JPPnz89ee+2VKVOmpFevXtlll10yefLkPProo9ljjz3yxBNPpEGDBtWa65Zbbsnhhx+e5s2bp2/fvkmS22+/Pe+//37uuOOOHHTQQVV9r7nmmhx33HFp2bJl9t1332yzzTZ56623cvfdd+eTTz7JJZdcklNPPXW1nsXxNQAAAAAA67/qZrlrHMovXLgw//jHP/L2228nSbbZZpvstttu2Xjjjddk2jUybNiwDB8+PKeddlouuuiiquunn356Lr744lxwwQUZOnToKueZO3duOnTokLp162by5MlVZ+O/9dZb2WWXXZIkr7/+epo0aZIkefzxxzN//vx897vfXeYM/ldeeSV77rlnPv7440yfPj0tW7as9rMI5QEAAAAA1n/VzXLrrLRlFRYvXpyzzjorW221Vfbaa6/07ds3ffv2zV577ZWtttoqZ599dhYvXlzT6WusWCzmuuuuS+PGjXPWWWct03bWWWelcePGue6666o115133pkPP/wwJ5544jIvq23VqlVOOOGEvP/++7n33nurrvfs2TPf//73lwnkk6RTp07p27dvFi1alKeffnoNng4AAAAAgA1ZjUL5ysrK/OAHP8gFF1yQ8vLybLrpptlll12yyy67ZNNNN015eXnOP//8/PCHP0xlZeXarvlzTZ06Ne+88066deuWRo0aLdPWqFGjdOvWLa+//npmzpy5yrnGjBmTJOnVq9dybUvPhx87dmy16qpXr16SpG7dah/jDwAAAABALVOjUP66667LI488krZt2+auu+7KnDlz8uyzz+bZZ5+tetlp27Zt88gjj+T6669f2zV/rqlTpyZJOnbsuML2pdeX9qvpXKszT3l5ee666640aNAge++99yr7AwAAAABQO9UolL/55pvTsGHDPP744/nJT36yXPuPf/zjjBo1KvXr189NN920xkWujrKysiRJs2bNVti+9Cyfpf1qOtfqzHPsscfmvffeyxlnnJEtttjic/tWVFSkvLx8mS8AAAAAAGqHGp2l8vzzz6dHjx5p167dSvu0b98+PXv2zJNPPlmjwoYMGZKKiopq9z/55JNXujt+XRo6dGj+8pe/5IADDsgZZ5yxyv4XXnhhzj333BJUBgAAAABAqdUolK+oqFjpTvTPatKkyWoF65917bXXZv78+dXuf9BBB6Vjx45Vda1sB/vSnefVqf+zc/3nDvfqzHPWWWfloosuSs+ePXPPPfdko402WuU9hw4dmsGDBy9zn9atW69yHAAAAAAA678ahfKtW7fOuHHjsmTJkpUGzUuWLMn48ePTqlWrGhU2b968Go1b1Vnvqzpz/j/nevbZZzN16tTlQvlVzXPWWWflvPPOS48ePfLAAw+kYcOG1aq/fv36qV+/frX6AgAAAACwYanRmfK9e/fOm2++mZNPPjmLFi1arn3hwoU56aST8uabb+Y73/nOGhe5Ojp27JiWLVvmqaeeWm6n/fz58/PUU0+lffv21dp93r179yTJo48+ulzbyJEjl+nzWUsD+e7du+ehhx7KJptsUpNHAQAAAACglikUi8Xiqjr17NkzBxxwQH71q18lSd5+++3svPPO+fDDD9OyZcv069cv7du3T5K8/vrruf322/POO+9k8803z5QpU7LNNtt8sU/xH4YNG5bhw4fntNNOy0UXXVR1/fTTT8/FF1+cCy64IEOHDq26/vHHH+fNN9/MJptskjZt2lRdnzt3btq3b5969epl8uTJVbv+33rrreyyyy5JPn3eJk2aVI05++yz8+tf/zp77713Hn744TRq1GiNnqW8vDzNmjVLWVlZ1ctlAQAAAABYv1Q3y61WKF+nTp0MGDAgN9xwQ9W1iRMn5uCDD86bb76ZQqGwTP9isZg2bdrkrrvuyu67774Gj1Ez8+fPT7du3fLcc8+lV69e2XXXXTNp0qQ8+uij2WOPPTJ27NhljpMZM2ZM9tlnn3Tv3j1jxoxZZq5bbrklhx9+eJo3b56+ffsmSW6//fa8//77uf3223PwwQdX9b3xxhtz5JFHpm7dujn55JPTuHHj5Wrr0aNHevToUe1nEcoDAAAAAKz/qpvl1uhM+STZY4898uqrr+bOO+/MmDFj8vbbbydJttlmm/To0SMHH3xwNt5445pOv0YaNWqUsWPH5pxzzsndd9+d0aNHZ+utt86QIUMybNiwap/vniSHHXZYttxyy1xwwQUZMWJECoVCdtttt5x55pnZb7/9luk7ffr0JMnixYvzm9/8ZqVzrk4oDwAAAABA7VHjnfKUhp3yAAAAAADrv+pmuTV60SsAAAAAALD6hPIAAAAAAFAi1T6+5j9f5lrtGxQKWbx4cY3G4vgaAAAAAIANwVp/0Ws1snsAAAAAAOBzVDuUP+CAA3Laaad9kbUAAAAAAECtVu1QvkWLFunevfsXWQsAAAAAANRqXvQKAAAAAAAlIpQHAAAAAIASEcoDAAAAAECJCOUBAAAAAKBEqvWi18rKyi+6DgAAAAAAqPXslAcAAAAAgBIRygMAAAAAQIkI5QEAAAAAoESE8gAAAAAAUCJCeQAAAAAAKBGhPAAAAAAAlIhQHgAAAAAASkQoDwAAAAAAJSKUBwAAAACAEhHKAwAAAABAiQjlAQAAAACgRITyAAAAAABQIkJ5AAAAAAAoEaE8AAAAAACUiFAeAAAAAABKRCgPAAAAAAAlIpQHAAAAAIASEcoDAAAAAECJCOUBAAAAAKBEhPIAAAAAAFAiQnkAAAAAACgRoTwAAAAAAJSIUB4AAAAAAEpEKA8AAAAAACUilAcAAAAAgBIRygMAAAAAQIkI5QEAAAAAoESE8gAAAAAAUCJCeQAAAAAAKBGhPAAAAAAAlIhQHgAAAAAASkQoDwAAAAAAJSKUBwAAAACAEhHKAwAAAABAiQjlAQAAAACgRITyAAAAAABQIkJ5AAAAAAAoEaE8AAAAAACUiFAeAAAAAABKRCgPAAAAAAAlIpQHAAAAAIASEcoDAAAAAECJCOUBAAAAAKBEhPIAAAAAAFAiQnkAAAAAACgRoTwAAAAAAJSIUB4AAAAAAEpEKA8AAAAAACUilAcAAAAAgBIRygMAAAAAQIkI5QEAAAAAoESE8gAAAAAAUCJCeQAAAAAAKBGhPAAAAAAAlIhQHgAAAAAASkQoDwAAAAAAJSKUBwAAAACAEhHKAwAAAABAidTaUL68vDyDBw9O27ZtU79+/bRr1y6nnnpq5s2bt9pzjRw5Mt27d0+TJk3StGnT7LPPPhk1alS1xt5+++0pFAopFAq57bbbVvveAAAAAADUHrUylJ8/f366d++eyy+/PNtvv31+8YtfpFOnTrn00kvTs2fPLFiwoNpz3XLLLTnggAPy0ksvZcCAAenfv39eeOGF7L///rnrrrs+d+ysWbPy85//PI0aNVrTRwIAAAAAoBaolaH8JZdckilTpuS0007LyJEjc9FFF2XkyJE57bTTMnHixFx++eXVmmfu3Lk58cQTs+WWW2bSpEm58sorc+WVV2bSpEnZYostctxxx+Wjjz5a6fhBgwalSZMmOfbYY9fWowEAAAAAsAGrdaF8sVjMddddl8aNG+ess85apu2ss85K48aNc91111VrrjvvvDMffvhhTjzxxLRq1arqeqtWrXLCCSfk/fffz7333rvCsTfeeGMeeOCBqloAAAAAAKDWhfJTp07NO++8k27dui13bEyjRo3SrVu3vP7665k5c+Yq5xozZkySpFevXsu19e7dO0kyduzY5dpmzpyZU045JYMGDcq+++5bg6cAAAAAAKA2qpWhfJJ07Nhxhe1Lry/tV9O5VjZPsVjMUUcdlaZNm+bSSy+tfuEAAAAAANR6ddd1AWtbWVlZkqRZs2YrbG/atOky/Wo618rmueaaa/LYY4/lkUceSZMmTapf+P+voqIiFRUVVZ/Ly8tXew4AAAAAANZP620oP2TIkGXC6VU5+eSTV7o7vlRef/31nHrqqRk4cGDV8Tar68ILL8y55567lisDAAAAAGB9sN6G8tdee23mz59f7f4HHXRQOnbsWLWrfWU74ZfuPF/ZTvrP+uxcW2yxxSrnOeqoo7Lpppvmsssuq3bd/2no0KEZPHjwMvdp3bp1jecDAAAAAGD9sd6eKT9v3rwUi8Vqf/Xo0SPJqs+MX9WZ85/1eXOtaJ7Jkyfn7bffzqabbppCoVD1tXTn+yGHHJJCoZDf/va3K71n/fr107Rp02W+AAAAAACoHdbbnfI11bFjx7Rs2TJPPfVU5s+fn0aNGlW1zZ8/P0899VTat29frd3n3bt3z1/+8pc8+uij6dq16zJtI0eOrOqz1BFHHJGPP/54uXkmTZqUyZMnZ5999kmHDh2y44471vTxAAAAAADYgBWKxWJxXRextg0bNizDhw/Paaedlosuuqjq+umnn56LL744F1xwQYYOHVp1/eOPP86bb76ZTTbZJG3atKm6Pnfu3LRv3z716tXL5MmT06pVqyTJW2+9lV122SXJp+fIr+qFruecc07OPffc/OUvf0m/fv1W61nKy8vTrFmzlJWV2TUPAAAAALCeqm6WW+t2yifJr371q9x33325+OKLM3ny5Oy6666ZNGlSHn300eyxxx455ZRTlun/zDPPZJ999kn37t0zZsyYquubbbZZrrrqqhx++OHZdddd07dv3yTJ7bffnjlz5uT2229fZSAPAAAAAABLrbdnyq+JRo0aZezYsTnllFPy0ksv5Te/+U1efvnlDBkyJKNGjUrDhg2rPddhhx2Whx9+ONtvv31GjBiRG2+8MTvssEMeffTRHHzwwV/gUwAAAAAAUNvUyuNrahPH1wAAAAAArP+qm+XWyp3yAAAAAACwPhLKAwAAAABAiQjlAQAAAACgRITyAAAAAABQIkJ5AAAAAAAoEaE8AAAAAACUiFAeAAAAAABKRCgPAAAAAAAlIpQHAAAAAIASEcoDAAAAAECJCOUBAAAAAKBEhPIAAAAAAFAiQnkAAAAAACgRoTwAAAAAAJSIUB4AAAAAAEpEKA8AAAAAACUilAcAAAAAgBIRygMAAAAAQIkI5QEAAAAAoESE8gAAAAAAUCJCeQAAAAAAKBGhPAAAAAAAlIhQHgAAAAAASkQoDwAAAAAAJSKUBwAAAACAEhHKAwAAAABAiQjlAQAAAACgRITyAAAAAABQIkJ5AAAAAAAoEaE8AAAAAACUiFAeAAAAAABKRCgPAAAAAAAlIpQHAAAAAIASEcoDAAAAAECJCOUBAAAAAKBEhPIAAAAAAFAiQnkAAAAAACgRoTwAAAAAAJSIUB4AAAAAAEpEKA8AAAAAACUilAcAAAAAgBIRygMAAAAAQIkI5QEAAAAAoESE8gAAAAAAUCJCeQAAAAAAKBGhPAAAAAAAlIhQHgAAAAAASkQoDwAAAAAAJSKUBwAAAACAEhHKAwAAAABAiQjlAQAAAACgRITyAAAAAABQIkJ5AAAAAAAoEaE8AAAAAACUSN11XQCfr1gsJknKy8vXcSUAAAAAAKzM0gx3aaa7MkL59dxHH32UJGnduvU6rgQAAAAAgFX56KOP0qxZs5W2F4qriu1ZpyorK/POO++kSZMmKRQK67qckiovL0/r1q0zc+bMNG3adF2XA6wj1gIgsRYAn7IWANYBIFl/14JisZiPPvooLVu2TJ06Kz853k759VydOnXSqlWrdV3GOtW0adP16g8XsG5YC4DEWgB8yloAWAeAZP1cCz5vh/xSXvQKAAAAAAAlIpQHAAAAAIASEcqz3qpfv36GDRuW+vXrr+tSgHXIWgAk1gLgU9YCwDoAJBv+WuBFrwAAAAAAUCJ2ygMAAAAAQIkI5QEAAAAAoESE8gAAAAAAUCJCeQAAAAAAKBGhPOudiRMnpk+fPtl0003TqFGjdO3aNXfccce6Lgv4Atxyyy055phjsvvuu6d+/fopFAq58cYbV9q/vLw8gwcPTtu2bVO/fv20a9cup556aubNm1e6ooG16u23385vf/vb9OrVK23atMnGG2+cFi1a5MADD8yECRNWOMZaALXPggULMnjw4Hz7299Oy5Yt06BBg7Ro0SLdunXLiBEjsmjRouXGWAvgy+Hiiy9OoVBIoVDI+PHjl2u3FkDt065du6o/9//51aNHj+X6V1RUZPjw4enYsWMaNGiQli1bZtCgQfn3v/9d+uKrqVAsFovrughYavTo0endu3caNGiQfv36pUmTJrn77rszY8aMXHrppRkyZMi6LhFYi9q1a5cZM2Zkyy23TKNGjTJjxoyMGDEiAwYMWK7v/Pnzs9dee2XKlCnp1atXdtlll0yePDmPPvpo9thjjzzxxBNp0KBB6R8CWCOnn356Lr744nz1q19Njx490rx580ydOjV//etfUywW8+c//zl9+/at6m8tgNrp/fffT+vWrdOlS5dst912ad68eebOnZuHH344M2bMSK9evfLwww+nTp1P95VZC+DL4fnnn8/uu++eunXrZv78+Rk3bly6du1a1W4tgNqpXbt2+fDDD3PKKaessO2zmUFlZWX69OmTkSNHpmvXrunevXumTp2ae++9N+3bt8/48ePTvHnz0hVfXUVYTyxatKj41a9+tVi/fv3i5MmTq65/+OGHxe2226648cYbF6dPn77uCgTWuscee6zqz/WFF15YTFIcMWLECvueffbZxSTF0047bZnrp512WjFJ8YILLviiywW+AHfffXdxzJgxy11/4oknivXq1StuttlmxQULFlRdtxZA7bRkyZJiRUXFctcXLVpU7NGjRzFJ8cEHH6y6bi2A2m/hwoXFXXfdtbjnnnsWDzvssGKS4rhx45bpYy2A2qlt27bFtm3bVqvvDTfcUExSPOSQQ4qVlZVV16+++upikuKgQYO+oCrXjJ3yrDceffTR9O7dO0ceeWRuuOGGZdpuuummDBgwIOeee27OPvvsdVQh8EW66KKLMnTo0BXulC8Wi2nVqlXKy8sza9asNGrUqKpt/vz5adGiRbbaaqtMmzatxFUDX6TevXvn0UcfzcSJE7P77rtbC+BL6n//939z8skn57e//W1OPvlkawF8SZxzzjm56KKLMmnSpFxyySW56aabltkpby2A2qtdu3ZJkunTp6+y77e+9a2MGzcu06dPT9u2bauuF4vFbLvttnnvvfcye/bsNGzY8AuqtmacKc96Y8yYMUmSXr16LdfWu3fvJMnYsWNLWRKwnpg6dWreeeeddOvWbZm/bCdJo0aN0q1bt7z++uuZOXPmOqoQ+CLUq1cvSVK3bt0k1gL4MqqsrMwjjzySJNlxxx2TWAvgy2DSpEk5//zzM2zYsOywww4r7GMtgNqtoqIiN954Yy644IJcddVVK3zf1IIFCzJhwoR06tRpmUA+SQqFQvbff//Mnz8/zz77bKnKrjahPOuNqVOnJkk6duy4XFuLFi3SuHHjqj7Al8vnrQ+fvW6NgNrjzTffzP/93/9l6623zk477ZTEWgBfBgsXLsw555yTYcOG5YQTTsjXv/71PPzwwznyyCOz7777JrEWQG1XUVGRI444Ip07d86vfvWrlfazFkDtNmvWrBx55JH57//+75x44onp2rVrunTpssy/fpk2bVoqKys3yHWg7rouAJYqKytLkjRr1myF7U2bNq3qA3y5VGd9+Gw/YMO2aNGiHH744amoqMjFF1+cjTbaKIm1AL4MFi5cmHPPPbfqc6FQyC9/+ctceOGFVdesBVC7nX322Zk6dWr+8Y9/VP0dYEWsBVB7HXnkkdl7772z4447pnHjxnn11Vdz2WWX5U9/+lP23Xff/Otf/0qTJk026HXATnkAANYblZWVGTBgQJ544on87Gc/y+GHH76uSwJKqHHjxikWi1myZElmzpyZ3/3ud7nuuuvSo0ePlJeXr+vygC/YuHHjcumll+bMM8+sOrIK+PIZNmxYevbsma222iqbbLJJOnfunJtvvjmHH354ZsyYkT/+8Y/rusQ1JpRnvbH0p1or++lVeXn5Sn/yBdRu1VkfPtsP2DBVVlZm4MCB+fOf/5zDDjss11xzzTLt1gL48qhTp05atWqV4447Ln/4wx/y1FNP5fzzz09iLYDaavHixenfv3923nnnnH766avsby2AL59jjjkmSfLUU08l2bDXAcfXsN747DlPu+222zJts2bNyrx589KlS5d1URqwjq3qHLhVnScJrP8qKytz5JFH5uabb84hhxySG2+8MXXqLLt/xFoAX069evVKkowZMyaJtQBqq3nz5lX9+d14441X2Oeb3/xmkuTee++tegGstQC+PLbccsskyfz585MkHTp0SJ06dTbIdUAoz3qje/fuufDCC/Poo4+mX79+y7SNHDmyqg/w5dOxY8e0bNkyTz31VObPn59GjRpVtc2fPz9PPfVU2rdvn9atW6/DKoGa+mwg37dv3/zpT39a4Rmy1gL4cnrnnXeSJPXq1UtiLYDaqn79+jnqqKNW2PbEE09k6tSp+cEPfpDmzZunXbt21gL4EpowYUKSpF27dkmShg0bpkuXLhk/fnxmzJiRtm3bVvUtFot57LHH0qhRo+y+++7rotzP5fga1hv77rtvOnTokD//+c+ZMmVK1fWysrJccMEF2XjjjXPEEUesuwKBdaZQKOToo4/OvHnz8utf/3qZtl//+teZN29efvazn62j6oA1sfTImptvvjkHH3xwbrnllpW+1M1aALXXiy++mI8//ni56x9//HEGDx6cJOnTp08SawHUVg0bNsx11123wq9vfetbSZKhQ4fmuuuuS+fOna0FUEu9/PLLK/w7wcsvv5zTTjstSXLooYdWXR80aFCST9eHYrFYdf3aa6/N66+/nv/6r/9Kw4YNv+CqV1+h+NlqYR0bPXp0evfunQYNGqRfv35p0qRJ7r777syYMSOXXnpphgwZsq5LBNai6667Lk8++WSS5F//+lcmTZqUbt26Zdttt02S7LXXXjn66KOTfLrbpVu3bnnuuefSq1ev7Lrrrpk0aVIeffTR7LHHHhk7dux6+T+0wOc755xzcu6556Zx48Y5+eSTU7fu8v+Q80c/+lE6d+6cxFoAtdU555yTyy67LHvttVfatWuXpk2b5u23387DDz+cOXPmZO+9987IkSOr/nxbC+DLZcCAAbnpppsybty4dO3ateq6tQBqn6V/J/j2t7+dtm3bplGjRnn11Vfzt7/9LYsWLcrQoUNzwQUXVPWvrKxMnz59MnLkyHTt2jXdu3fPa6+9lnvuuSft2rXLhAkT0rx583X4RCsmlGe988wzz2TYsGF5+umns2jRouy0004ZPHhw+vbtu65LA9aypX+5Xpn+/fvnxhtvrPpcVlaWc845J3fffXdmzZqVrbfeOgcffHCGDRuWJk2alKBiYG1b1TqQJCNGjMiAAQOqPlsLoPZ59tln84c//CFPP/103n777cybNy/NmjXLzjvvnH79+mXgwIHL/dDOWgBfHisL5RNrAdQ2Y8eOze9///tMnjw57733Xj7++ONsueWW2XPPPXP88cdXvWvmsyoqKnLRRRflT3/6U2bOnJnNN9883/ve93LeeeflK1/5yjp4ilUTygMAAAAAQIk4Ux4AAAAAAEpEKA8AAAAAACUilAcAAAAAgBIRygMAAAAAQIkI5QEAAAAAoESE8gAAAAAAUCJCeQAAAAAAKBGhPAAAAAAAlIhQHgAAVmHq1Kk54YQTssMOO6RRo0Zp0KBBWrVqlT322CMnnHBC7r777uXG9OjRI4VCIWPGjCl9wauh1HVOnz49hUIh7dq1K8n91sSkSZMycODAbLvttmnYsGE22WSTtG3bNt26dcsvf/nLPPbYY+u6RAAANkB113UBAACwPrvnnnty6KGHpqKiIltssUW6deuW5s2bZ+7cuZkyZUp+97vf5bbbbsuBBx64rktdL7Rr1y4zZszIG2+8sUEE7ytz5ZVX5pRTTkllZWW22Wab7LPPPtlss80ye/bsTJo0KU8//XTGjBmT/ffff5lxteX5AQD44gjlAQBgJd577730798/FRUVGTJkSM4777w0aNBgmT7/+Mc/ctdddy039uabb87HH3+cNm3alKrcDcI222yTl156KfXq1VvXpazUP//5z6pA/vLLL8+JJ56YjTbaqKq9srIyTz75ZJ588sl1WCUAABsqoTwAAKzEgw8+mHnz5qVly5a59NJLV9hnt912y2677bbcdWH8itWrVy/bb7/9ui7jc915552prKzMN7/5zZxyyinLtdepUyff/va38+1vf7v0xQEAsMFzpjwAAKzEe++9lyRp3rz5ao9d2VntAwYMSKFQyI033phXXnklffv2zVZbbZVGjRpljz32yH333VfVd8KECfnBD36Q5s2bp2HDhvnmN7+ZUaNGLXev6pzT3q5duxQKhUyfPr1a9c+ePTv/+7//mz59+qR9+/Zp2LBhmjZtmt133z0XX3xxFixYsEz/G2+8MYVCITNmzEiStG/fPoVCoepr6fdhVbW+9dZbOfHEE9OxY8c0aNAgzZo1S7du3XLttddmyZIly/Vfet8BAwZk/vz5GTp0aLbddtvUr18/LVq0SP/+/fP2229X65mXWvrrvtVWW1V7THWff6l33nkngwcPzte+9rVssskmadKkSfbYY49cddVVWbx48XLzf/b3zXPPPZef/OQnVb8vdt5551xxxRUr/P4AALD+sVMeAABWYulu9+effz6jRo3Kvvvuu9bmnjRpUk444YS0atUq++67b2bMmJFx48blxz/+ce64447UrVs3P/3pT7Pjjjtm3333zcsvv5zx48fngAMOyOjRo7PXXnuttVpWZOTIkTn55JOzzTbbZNttt03Xrl0ze/bsTJgwIaeffnruu+++jB49OvXr10+SbLvttunfv3/uuuuuzJ8/PwceeGAaN25cNV+LFi1Wec+JEyfmgAMOyAcffJA2bdrkRz/6UcrKyjJmzJg8/fTTuffee3P//fdn4403Xm5sWVlZvvWtb+XNN9/M3nvvnR133DHjxo3LzTffnLFjx+a5555Ls2bNqvXsS3/dR40aleeffz477rjjKseszvM/8cQT+dGPfpS5c+emXbt22X///VNRUZFnnnkmJ554Yh544IE8+OCDKzzi55lnnslxxx2XFi1aZN99983cuXMzZsyYnHLKKXnyySdzxx13pFAoVOs5AQBYR4oAAMAKffTRR8VtttmmmKRYKBSKPXr0KP76178uPvTQQ8V///vfnzu2e/fuxSTF0aNHL3O9f//+xSTFJMXzzjuvWFlZWdX2v//7v8UkxVatWhU322yz4s0337zM2FNOOaWYpLjffvstc/2NN94oJim2bdt2pfW0bdu2mKT4xhtvVKvOF198sThu3Ljl5vnggw+KvXr1KiYpXnLJJdW+z6pqXbBgQdXYY489trhw4cKqtmnTphXbtWtXTFI844wzlhk3YsSIqu9n7969i2VlZcvU2rlz52KS4gUXXLDCelbkzTffLDZp0qSYpFi3bt1inz59ihdffHHxscceK3744YefO3ZVz//uu+8Wt9hii2KhUCj+/ve/Ly5ZsqSq7f333y/27NmzmKR47rnnLjPus79vjj/++OKiRYuq2p5//vli8+bNi0mK11xzTbWfEwCAdcPxNQAAsBKNGzfOqFGjsueee6ZYLGbMmDE566yz8t3vfjdbbbVVdtlll1xzzTU1OjakS5cuOeOMM5bZ1Xzcccdl8803z1tvvZX99tsvhx9++DJjzjzzzCSf7rRetGjRmj3cKnzta19L165dl7u+2Wab5corr0zy6dnra8udd96ZGTNmpGXLlvntb3+7zC7xDh06VJ3pf+WVVy53dE6SNGrUKCNGjEjTpk2XqfX0009Pkvzf//1ftWtp3bp1Hn300Wy//fZZvHhx/va3v+W0007L/vvvn8033zzdunXL7bffXqPn/O1vf5s5c+bk5z//eY477rjUqfP//i/ZFltskZtvvjn16tXLVVddlWKxuNz4rbfeOr/5zW9St+7/+0fPX//613P22WcnSX7zm9/UqC4AAErH8TUAAPA5OnXqlPHjx+eZZ57JQw89lAkTJmTSpEmZPXt2pkyZkuOOOy533313HnrooRUeq7Iy3/nOd5Y7ZqRu3bpp3759Pvjgg/Tp02e5MVtssUU233zzfPDBB5kzZ061joRZE0uWLKk6Oubdd9/NJ598kmKxWBUWv/LKK2vtXkvPXO/Xr1/VkTif9ZOf/CSbbbZZ5s6dm3/84x/p1q3bMu277757tt566+XGfe1rX0uS1T5XvmvXrnnhhRcyduzYPPLII5k4cWImTZqUsrKyPP3003n66afz8MMP58Ybb1yteR966KEkSd++fVfYvs0226Rjx4558cUXM3Xq1Gy33XbLtP/0pz9NgwYNlhvXv3//nHjiiZk6dWreeeedtGzZcrXqAgCgdITyAABQDV26dEmXLl2SJMViMZMnT87//M//5Lbbbsv//d//5Yorrsipp55a7fmWnlv+n5aeQ76y9iZNmuSDDz5Y4W7xtWnq1Kn58Y9/nBdeeGGlfcrLy9fa/ZaG5u3bt19he6FQSPv27TN37twVBuwr+34t3Tlfk+9XnTp1ss8++2SfffZJ8ukPKcaNG5fhw4fnsccey0033ZTvfve7Ofjgg6s95+uvv54k2XvvvVfZd/bs2cuF8iv7/jRp0iRbbLFF5syZk7feeksoDwCwHhPKAwDAaioUCtl1113zl7/8JR9//HHuv//+/PWvf12tUP6zx5bUpH11VVZWrlb/gw46KC+88EK+973v5Ve/+lV22GGHNG3aNPXq1cvChQtXuJt9XVrb368V2WijjbLXXnvl4YcfTpcuXTJp0qT89a9/Xa1Qfumvw0EHHZRGjRp9bt8tttiiRnWu6NgbAADWH0J5AABYA7169cr999+f999/f53VsPTYnI8++miF7YsWLcq7775b7flefvnl/POf/8xWW22Ve++9d5nzy5NPd9Gvbdtss02S/7eTfEXeeOONZfquKxtttFF69uyZSZMmrfave+vWrTN16tScdtpp2X333Vf73ku/B//po48+ypw5c5IkrVq1Wu15AQAoHS96BQCAlajOjuM333wzyboNQps3b56NN944H3zwQf79738v1z5y5MgsXry42vN98MEHSZKWLVsuF8gnyS233LLSsUt/QLA690uSHj16JEluv/32FR41c++992bu3Llp0qRJdtttt9Wae3Wtya/7qp7/O9/5TpLkjjvuqFFtd955ZyoqKpa7/qc//SlJsu22267zH1oAAPD5hPIAALASv//979O/f/88/fTTy7UVi8Xcc889ueqqq5J8+oLSdaVevXr59re/nSQ588wzlzmq5rnnnssJJ5ywWvNtt9122WijjfKvf/2r6gWsSz3wwAO5/PLLVzp2aUj9eWfRr8jBBx+cNm3a5J133sngwYOXCbXfeOONDBkyJEly4oknrvBFp2vTf//3f+fEE0/MP//5z+XaFi9enGuvvTZ33XVXkuV/3Vf1/Keeemo23XTTXHbZZfnNb36ThQsXLtfnjTfeWOkPPt5555388pe/zJIlS6quvfTSSxk+fHiS5Be/+EU1nhAAgHXJ8TUAALASixYtys0335ybb745zZs3zy677JItt9wyH374YV588cVMnz49SXLYYYflqKOOWqe1nnfeeXniiSfyxz/+MWPHjs3OO++ct99+O88++2wOPfTQjBkzJjNmzKjWXFtuuWVOOOGEXHHFFdl3332z9957p2XLlnnllVcyadKknHnmmTnvvPNWOPbAAw/M6NGjc9hhh6VXr17ZbLPNknwaRnfq1Gml96xfv37uuuuuHHDAAbn66qvzt7/9LV27ds1HH32Uxx9/PAsWLEjv3r0zbNiw1f/mrKaPP/44V111Va666qpss802+cY3vpFNN900c+bMyXPPPZdZs2YlSYYOHZr9999/mbGrev5WrVrlvvvuy4EHHphf/vKXueSSS7Ljjjtm6623TllZWV566aVMmzYte+65Zw477LDlajv22GNz3XXX5aGHHsqee+6ZuXPnZvTo0Vm4cGF+/OMf57jjjvvCvz8AAKwZoTwAAKzEUUcdlfbt22fUqFGZMGFCXnzxxbz33nupW7duWrZsmUMOOSRHHHFEDjjggHVdavbcc8+MHTs2w4YNy/jx4zNz5sxst912ueKKK3Lsscemffv2qzXf5Zdfnp133jm///3v849//CNTpkzJTjvtlNtuuy19+/ZdaSh/3HHH5aOPPsott9ySv/3tb1VH0Rx22GGfG8onyR577JEpU6bk4osvzsMPP5x777039evXzy677JIjjjgiRx999AqP01nbzjrrrHzzm9/MqFGj8o9//COTJ0/O7NmzU79+/bRu3Tp9+vTJ0UcfnW9+85vLja3O83/729/OCy+8kKuuuioPPfRQJk6cmIqKimy11VZp06ZNDjvssBx44IErrG3PPffMoEGDMmzYsDz22GOZN29eOnbsmKOOOionnnhiCoXCF/eNAQBgrSgUq3NgIgAAAOvMgAEDctNNN2XEiBEZMGDAui4HAIA14Ex5AAAAAAAoEaE8AAAAAACUiFAeAAAAAABKxJnyAAAAAABQInbKAwAAAABAiQjlAQAAAACgRITyAAAAAABQIkJ5AAAAAAAoEaE8AAAAAACUiFAeAAAAAABKRCgPAAAAAAAlIpQHAAAAAIASEcoDAAAAAECJ/H8yuoLtfhSTogAAAABJRU5ErkJggg==\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "plt.plot(world.stats['breach_level'])\n",
+                "plt.xlabel('Simulation Step')\n",
+                "plt.ylabel('Total Breach Level')\n",
+                "plt.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "regulated-inflation",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.131098,
+                    "end_time": "2022-02-16T09:17:30.938955",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:30.807857",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "Notice that there can be multiple winners"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 18,
+            "id": "apart-wayne",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:31.244344Z",
+                    "iopub.status.busy": "2022-02-16T09:17:31.243199Z",
+                    "iopub.status.idle": "2022-02-16T09:17:31.247428Z",
+                    "shell.execute_reply": "2022-02-16T09:17:31.248192Z"
+                },
+                "papermill": {
+                    "duration": 0.167989,
+                    "end_time": "2022-02-16T09:17:31.248513",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:31.080524",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "name": "stdout",
+                    "output_type": "stream",
+                    "text": [
+                        "[00MAD@0] of type ['marketawaredecentralizing'] won at [85.09677492201494]%\n"
+                    ]
+                }
+            ],
+            "source": [
+                "winner_profits = [100 * world.scores()[_.id] for _ in world.winners]\n",
+                "winner_types = [_.short_type_name for _ in world.winners]\n",
+                "print(f\"{world.winners} of type {winner_types} won at {winner_profits}%\")"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "significant-circle",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.139271,
+                    "end_time": "2022-02-16T09:17:31.554280",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:31.415009",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "Let's check how did the first winner's inventory changes over time:"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 19,
+            "id": "encouraging-spyware",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:31.981374Z",
+                    "iopub.status.busy": "2022-02-16T09:17:31.939931Z",
+                    "iopub.status.idle": "2022-02-16T09:17:32.381040Z",
+                    "shell.execute_reply": "2022-02-16T09:17:32.381813Z"
+                },
+                "papermill": {
+                    "duration": 0.647991,
+                    "end_time": "2022-02-16T09:17:32.382092",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:31.734101",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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gRp/JiRMniIqKSne8eHHrvwwz+7mkPnoaGhp61/jN/vxERCQbXfsbFnf6X+G8yavQZ4MK55LG4sWLSUhI4Pnnn8+w9YnFYmHgwIFcu3aNSZMmpTk3adIkrl27xqBBg9IcHzx4MGDtmZ2QkGA7vmnTJsLDwwkMDKRy5f9tXtWtWze8vLyYMWMGp06dsh0/deoUM2fOxNvbO8PCvuQtyvGV44uISC64fALmBf23cG6B1mOgxzIVzjOQb4rn06ZNw2KxYLFY2LVrV7rzsbGxDBs2jMqVK+Pi4oKvry9vvfUW165dy/D9UlJSmDFjBrVr18bV1ZVSpUrRo0cPjh07ltO3Itnku+++s60iSjV58mSuXLlC7969basuPD09qVGjBtu3b+fIkSO2uVevXmXUqFEZvneJEiUAMkxIc0PTpk2pWrUqmzZt4rvvvktz7p133uHixYv06NEDZ2dnAJo1a4afnx9ff/0127dvt801DIPRo0dnmOD6+/sDsGDBgjTHV61aRURERLr5L774Io6OjowZM4YTJ06kOWcYBtHR0bax2Z+fiIhkk5M/wqwWcHwbOLtbV5sHTQZHJ7Mjkzzm888/BzJu2ZLq7bff5uGHH2batGkEBQUxatQogoKCmDZtGv7+/gwdOjTN/FatWjFw4EC2bt1K/fr1GTFiBL1796ZTp06UKFGCGTNmpJlfvHhxZs6cyYULF6hfvz6vvfYar732GvXr1+fixYv8+9//xsPDI9vvXbKXcnzl+CIiksMOfwezA+DMz+BaAnqtgRZvgUkbcud1+eIZwt9++43x48fj5uZGXFxcuvNxcXEEBATw888/ExgYSI8ePdi/fz/vv/8+ERERbN26laJF0+4M+8ILLzB37lxq1qzJkCFDiI6OZsWKFYSGhrJr165c74coWffEE0/w5JNP0qVLF3x9fdm1axdhYWFUrVqViRMnppk7fPhwBg8eTJMmTejatSspKSls2rTJllzeqnXr1qxatYpnnnmGdu3aUbRoUR5++GGefPLJ3Lg1HBwcWLBgAUFBQbRv356uXbtSuXJldu7cSXh4OFWrVmXq1Klp5s+ePZv27dvTtm1bunfvTvny5fn+++85c+YMderU4ZdffklzjY4dO1K1alUWLFhAVFQU9erV49ChQ3z//fe0b9+eb775Js382rVr8/HHHzNkyBBq1qxJp06dqFy5MmfPnmXr1q106NCBjz/+GLD+smuxWBg9ejQHDx7Ey8uLYsWK8eqrr+b4ZyciItnAMODHWRD6f5CSBN41oPsSKFXd7MgkD9q9eze//fYbjRo1onbt2red5+bmRkREBMHBwaxevZqwsDDKlSvH8OHDGT9+PK6uruleM2vWLGrXrs3s2bOZPn067u7udO7cmcmTJ1O1atV0859//nm8vb2ZMmUK8+fPx2Kx0KBBA8aMGUPbtm2z9b4lZyjHV44vIiI5JCUFIqZZ/2BA+frQbREUq3jXlxZqRh6XkJBg1K9f33jkkUeM559/3gCMnTt3ppkzbtw4AzBGjBiR5viIESMMwJgyZUqa499//70BGC1atDDi4+Ntx7/55hsDMAIDA7MUY0xMjAEYMTExd5x348YN4/fffzdu3LiRpfcvKCIjIw3ACAoKSnO8T58+BmBERkame8348eMNwAgLC7Mdmz9/vgEY8+fPN9atW2f4+/sbrq6uRsmSJY2+ffsaZ86cyfD6n376qVGtWjXDycnJqFSpkjFu3DgjISHBAIyAgIA0cxMTE423337bqFSpklGkSBEDMPr06XPXewwICDCA28aQ2ftO9csvvxhdunQxvL29DScnJ6Ny5crG66+/bpw/fz7D+Vu3bjVatGhhuLq6GiVKlDC6du1qnDhxwhbXrSIjI41OnToZHh4ehpubm9GmTRvjp59+yvBzTxUWFmY88cQTRokSJQxnZ2fDx8fHeOaZZ4wdO3akmbdgwQKjdu3ahouLiwEYlStXvutnkh0K+8+ZiMg9u3nVMFb2M4zxntY/K/pajxVSmc3zpOBRjp85yvHTUo6fMwr7z5mIyD2Lu2gYi5/+X46/4Q3DSLxpdlSmyUqObzEMw8iFGr3dgoODmTp1Kvv27eO9995j4cKF7Ny507YJkGEY+Pj4EBsby9mzZ9NtPlS2bFlKly7N0aNHbcd79uzJ0qVLiYiISLf5UKtWrQgPD+fEiRNUqlQpUzHGxsbi5eVFTExMhrvJp7p58yaRkZH4+fmlWwkvmbdgwQL69evH/Pnz6du3r9nhSB6jnzMRkXtw/i9Y0QvO/wEORSDwHXjkRchg47vCIrN5nhQ8yvFzl3J8uRP9nImI3IPT+2BFH4g5CUVc4cmP4eFnzY7KVFnJ8fN0M5t9+/YxefJkxo8fz0MPPZThnMOHDxMdHU3Tpk3TFM7B+mho06ZNOXbsWJq+bOHh4bZztwoKCgLIsB+ciIiISIF1cB3MaWUtnHuUg74bofFLhbpwLiIiIiKSbxkG7Jlv3Rg05iSUqAIDvyv0hfOsyrPF8/j4eHr37k3dunV5++23bzvv8OHDALftUZ56PHVeXFwcZ86cwc/Pz7Zb+J3m3y622NjYNH9ERERE8qXkRAj5P1jZBxKugW9zeGErVGpsdmQiIiIiImKPxBuw/hX4eigkJ0CNDjAoDMrWMjuyfCfPbhg6btw4Dh8+zN69ezMscqeKiYkBwMvLK8PzqUvvU+dldX5G3n33XSZMmHCXOxARERHJ466ehZX94OQP1nHT16H1OHDMsymiiIiIiIjcyaVjsLw3nPsVLA7QZhw8+jo45Nk11HlanvzUdu7cyfvvv8+YMWOoVSvv/Y3IqFGjiImJsf35Z0sYyXl9+/bFMAz1QhQREbkXJ36AWS2shXNnD+i+BB6bqMK5iJhCOb6IiEg2+HMTzGppLZzf5w291kGzN1Q4vwd57rejpKQk+vTpQ506dRg5cuRd56euIL/dSvHUliqp87I6PyMuLi64uLjcNTYRERGRPMcwYOensHkcGMlQ+iHothi87zc7MhERERERsUdKMoRNhm0fWMc+/tB1IXhVMDeuAiDPFc+vXbtm6zfu7Oyc4ZwmTZoAsHbtWttGorfrUX5rT3Q3NzfKlStHZGQkycnJ6VrC3K2HuoiIiEi+lJQAv6+HHz+D03utx2p3hSeng7PbnV8rIiIiIiJ5T8J1+HUl/Pgf+Pt367FGL0DgO1Ak47qqZE2eK567uLgwYMCADM9t3bqVw4cP89RTT1GqVCl8fX2pVq0a5cuXZ8eOHcTFxeHm9r9f/uLi4tixYwd+fn5UrFjRdjwgIIBly5axY8cOWrRokeYaISEhAOmOi4iIiORL1/6GvQvgp8/h2lnrMUcXCJoM/gPBYjE1PBERERERyaKYU/DTXGuef+Oy9ZizOzzxMdTpamZkBU6eK567uroyd+7cDM/17duXw4cPM2rUKBo3bmw7PnDgQCZOnMikSZOYOnWq7fikSZO4du0ao0ePTvM+gwcPZtmyZYwdO5bNmzfbVrhv2rSJ8PBwAgMDqVy5cg7cnYiIiEguif7ZugLlt9WQnGA95l4GGg6Ahv3AvbSp4YmIiIiISBYYBpzcZc3xD22wtmAE8KoEjQZB/V7gWtzcGAugPFc8t8fbb7/N+vXrmTZtGvv376d+/frs27eP0NBQ/P39GTp0aJr5rVq1YuDAgcydO5f69evToUMHzpw5w/LlyylRogQzZsww50ZERERE7kVyojWR/nEWRO363/EKDeCRl+Chjnp8U0REREQkP0m8CQfXwK7P4Owv/zvu2xweeRFqtAMHx9u/Xu5JgSieu7m5ERERQXBwMKtXryYsLIxy5coxfPhwxo8fj6ura7rXzJo1i9q1azN79mymT5+Ou7s7nTt3ZvLkyVStWtWEuxARERGxU9xF2LfA2pol9rT1mEMRqNnZmlD7NDQ1PBERERERyaLYM7Dnc9gzH65fsB4rUhTqdLP2NS9by9z4CgmLYRiG2UHkd7GxsXh5eRETE4Onp+dt5928eZPIyEj8/PwoWrRoLkYoUnjo50xECpWUZNj5KYRNgaQb1mP3eUPD/tY/nuXMja8AyGyeJwWPcnyRvEM/ZyJSqCQlQMQ02PExpCRZj3lWsO5XVL8PuJU0NbyCICs5foFYeS4iIiJS6Fw+DmtfgpM/WMdl60Djl6Dm0+CkwoKIiIiISL7z9yFYM/h/7VkqNobGL8IDT4Kjyrhm0KcuIiIikp8YBuxfDN+OgoRr4OwOj78L9XqBxWJ2dCIiIiIiklUpKbDrU9gyCZLjwbUEPPER1OxkdmSFnoPZAYhI/rBgwQIsFgsLFiwwOxQRkcLr2t+wtAd89Zq1cF6pCby4Her3VuFcRESyTDm+iEgecPkELHwSQsdYC+fVAuHlnSqc5xEqnospwsLC6N69OxUrVsTFxYUSJUrQrFkzPvroI27evJkt1+jbty8Wi4Xjx49ny/tllb2JaOrr/vnH1dWVBx54gGHDhnHhwoWcCTiPOX78OBaLhb59+5odiohI3nBoA/y7Mfy1CRyd4bGJ0HcjlPAzOzIREUA5fmZepxxfOb6IiI1hwP4l8FlTOLEdnNzgyenQcwV4lDU7OvkvtW2RXJWUlMQrr7zC7NmzcXNzo127dtx///3ExMQQGhrKsGHD+M9//sPGjRu5//77zQ7XVG3atKFZs2YAnD9/npCQED766CPWrFnD3r17KVlSG0SIiBQKN2Ng00g48KV1XKYWdJ4FZWuZG5eIyH8px8885fgiIgLAtfOw4XX4c6N1XLExdP4MSlQxNy5JR8VzyVWjRo1i9uzZ+Pv7s3btWipUqGA7l5yczMSJE5k4cSKPP/44+/btu+uOtwVZ27ZtGTlypG2cmJhIUFAQYWFhzJgxg+DgYPOCExGR3BG5Fda9DDFRYHGApq9Dy1FQxMXsyEREbJTjZ55yfBER4Y+N8NUQuH4BHJyg9f/Bo0PAwdHsyCQDatsiueavv/7iww8/pESJEmzYsCFNUg3g6OjIhAkT6NmzJ0ePHuX9999Pc95isdCyZcsM39vX1xdfX98044ULFwLg5+dnezTyn69PHZ86dYoePXrg7e3NfffdR9OmTfnuu+/SXaNly5ZYbtNP9tbHR/v27Uu/fv0A6NevX5rHM+3l5OTECy+8AMBPP/0EQHh4OBaLheDgYH744QcCAwMpVqxYmuvExcUxfvx4HnjgAYoWLUqJEiXo0KEDO3bsyPA6ly5d4sUXX6RMmTLcd999tl+CMvLP69/qTo9k/v333wwfPpwaNWrg6upKiRIleOSRR2zf+YIFC/Dzs7YhWLhwYZrPLzw8PLMfmYhI/pV4A74dbe19GBMFxX2h3yZoG6zCuYjkKcrxleOnUo4vInIXN2OtC2OW9bQWzkvXhMFh0OwNFc7zMK08l1yzcOFCUlJSGDx4MGXKlLntvLFjx/Lll18yb948Jk6caNe1hg4dyoIFCzhw4ACvv/46xYoVA0iTfANcvnyZpk2bUqpUKQYOHMj58+dZvnw5jz/+OKtWraJTp052Xb9Tp05cuXKF9evX07FjR+rWrWvX+9zOrQn6Dz/8wJQpU2jVqhWDBw/m5MmTANy8eZPWrVuze/du6tevz9ChQzl37hzLly8nJCSEpUuX0rVrV9v7XL9+nZYtW/Lrr7/SpEkTAgICiIqKonv37gQGBmZL7H/++SetWrXizJkzNGvWjE6dOhEXF8fBgweZMmUKb775JnXr1uX1119n+vTpPPzww2m+h1u/QxGRAufSMeumoOf/sI4b9IPAd8DF3dy4REQyoBw/+yjHFxEpwM7+Ckt7QsxJwGJ9orTVaC2MyQdUPM8rDAMSr5sdxd053Qd2rqz44YcfAGufvzt54IEHKF++PKdPnyYqKoqKFStm+VpDhw7l559/5sCBAwwdOvS2ydgvv/xCz549WbJkiS1Zff311/H392fw4MEEBQXh6uqa5ev/M7Hu1KlTtmyIk5SUxOzZswFo1KhRmnObN29m3rx5tpUwqd577z12797Nc889x+LFi233OGTIEBo3bszgwYN5/PHH8fDwsM3/9ddfGTRokO1aAL169eLxxx+/53sAeP755zlz5gyzZ89m0KBBac6dOnUKgLp16zJ06FCmT59O3bp19fiqiBQeJ3+EZT3g+kVwLwNPzYTq2VPYEBET5Icc/x7ye1COf6+U44uIFAJ/hcKqfpBwDYpVtu5fVLmJ2VFJJql4nlckXocp5c2O4u5GR4Ozm10vPXv2LECmEuWKFSsSHR3NmTNn7EqsM8vR0ZEpU6akWeVRp04devXqxeeff84333zDM888k2PXv5PvvvuOmzdvAnDx4kVCQkI4fPgwfn5+vPrqq2nm1q9fP11SDdaVQE5OTkydOjXNPdarV48+ffowZ84c1q1bR69evQBYtGgRzs7O6VYDBQUF0aZNG7Zs2XJP97R792727NlDixYt0iXVAD4+Pvf0/iIi+dpva2Dti5AcD+XrQY/l4HH7VZwikg/khxz/HvJ7UI6fVcrxRUQKmZ/mwjdvgZECfgHQbRG4FjM7KskC9TyXQq1SpUpUrlw53fHmzZsDsH///twOyWbLli1MmDCBCRMmMGfOHBwcHBg2bBi7d++mRIkSaeb6+/une31sbCzHjh3j/vvvzzBhbdWqFQA///yzbX5kZCT3338/ZcuWTTc/9TO5F7t37wbItsdDRUQKBMOAbR9aV6Mkx0ONDtB3owrnIiJ2Uo6vHF9ExHQpKRDyf7BxuLVwXvd5eG6VCuf5kFae5xVO91lXfeR1TvfZ/dKyZcvyxx9/EBUVRY0aNe44NyoqCoBy5crZfb3MuF1fxtTjMTExOXr9O3n33XcZOXJkpuZmdB+xsbG3PQf/+2xT56X+b+nSpTN9jaxK/Txv3UhKRKTQSk6EjcNg3yLruPHL1v7m2jBIpGDIDzn+PeT3oBw/q5Tji4gUAgnXYe1gOLTBOm49Bpq/eU9t0sQ8Kp7nFRbLPT0umR88+uijhIeHs2XLFtq2bXvbeX/88QfR0dFUqFAhzeOcFouFpKSkDF8TExODl5dXlmM6d+7cHY//8z0dHKwPaiQlJVGkSNofHTMTcEi/uRCAp6cncPt7TH3ENnVe6v/+/fffGc7P6H3++ZncKqPPJHVTp9OnT2d4DRGRQuVmDKzoA8fCwOIAj0+DRwabHZWIZCfl+DbK8bNOOb6ISD507W9Y+iyc3guOztDpM6jdxeyo5B6obYvkmt69e+Pg4MCcOXM4f/78bedNnjwZgP79+6c5Xrx48QwTsuPHj3PlypV0xx0drav2kpOTb3utkydPcuLEiXTHt23bBlj7Bv7z+pA+KUxJSeHAgQN2XT8neXp6UqVKFY4cOZLh5xYeHg5YN+5Jne/n58eRI0dsSfc/pX4m/3S7zwQyfhw2dROk0NDQu8Zv9ucnIpKjrkTBvMethXMnN3h2qQrnIpIvKcfPXcrxRUTysL//gLltrIVz1+LQ+ysVzgsAFc8l19SoUYPXX3+dixcv8uSTT3LmzJk051NSUpg0aRJLliyhatWqvPnmm2nO+/v7c/z4cSIiImzHEhISGDZsWIbXS+0ZmPp4aEaSk5MZPXo0hmHYjv3yyy8sXryYUqVK0b59+zTXB1iwYEGa9/jwww+JjIy06/o5rU+fPiQmJjJq1Kh097hgwQK8vLzo1KmT7XivXr1ISEhg3Lhxad4nNDQ0w42EatSogYeHB1999RWXLl2yHT937hzvvPNOuvn+/v74+/uzdetW5syZk+78PxP04sWLY7FYTP38RERyRPR+a1L99+/gXhb6fQM1Hjc7KhERuyjHz33K8UVE8qBjEfB5IFw5CSWqwMAtULmJ2VFJNlDbFslV7733HjExMcybN49q1arRoUMHqlatSmxsLKGhoRw+fJhq1arxzTff2B4xTDVs2DBCQ0Np3749PXr04L777mPz5s0UK1Ysw76JrVu35v3332fw4ME888wzuLm5UblyZduu8wB16tRh+/bt+Pv707ZtW86fP8/y5ctJSkpi9uzZuLq62ub269eP9957j+DgYH7++WeqVq3Knj17+O233wgICEiT8AM0adIEV1dXPv74Yy5fvkypUqUAGDNmTHZ+pHf09ttvs3HjRhYvXsyhQ4do06YNf//9t+0e58yZg4eHR5r5a9asYc6cORw8eJAWLVoQFRXFihUr6NChAxs3bkzz/s7Ozrz22mtMmTKF+vXr07FjR65evcqGDRsICAjg6NGj6WL64osvaNmyJYMHD2bx4sU0adKEmzdvcvDgQfbv38/FixcBcHd3tyXhvXr1olq1ajg4ONCrV68MN4ASEckX/tgIqwdC4nUoXROeWwFe6Td8ExHJT5TjK8dXji8ihdr+L2DDEEhJgoqN4dkvwa2k2VFJdjHknsXExBiAERMTc8d5N27cMH7//Xfjxo0buRRZ3rV582aja9euRvny5Q0nJyejWLFiRpMmTYwPPvjAuH79+m1ft3LlSqN27dqGs7OzUbZsWeO1114zrl69alSuXNmoXLlyuvnvvfeeUa1aNcPJyckAjICAANu51HFUVJTRvXt3o0SJEkbRokWNJk2aGKGhoRle/+effzbatGlj3HfffYanp6fRsWNH4/Dhw0afPn0MwIiMjEwzf+PGjYa/v7/h6upqAEZmfuTmz59vAMa7775717lhYWEGYIwfP/62c65du2aMHTvWqF69uuHs7GwUK1bMaNeunbFt27YM51+8eNEYPHiwUapUKaNo0aJGgwYNjDVr1tjimj9/fpr5ycnJRnBwsFGxYkXD2dnZqF69ujF9+nTj2LFjBmD06dMn3TXOnj1rvP7660aVKlUMZ2dno0SJEsYjjzxifPjhh2nm/fnnn0b79u2NYsWKGRaLxQCMsLCwO34m+jkTkTxr578NY7yXYYz3NIzFTxvGjTvnDZI3ZDbPk4JHOX7WKce/PeX4/6McX0QKjJQUw9gyyZrfj/c0jJX9DSNB/57KD7KS41sM4x/PeYldYmNj8fLyIiYmJt1Kin+6efMmkZGR+Pn5UbRo0VyMUDJisVgICAiw9QWUgkE/ZyKS5yQnwrej4Kf/PsreoB+0fx8c9QBgfpDZPE8KHuX4+ZNy/IJJP2cikuckXIevXoPfVlnHzd+EVv8HDuqQnR9kJcfXb20iIiIiOSX2DKzsA1E/WsePTYJHXwOLxdy4RERERETEPhePwvJe8PdBcCgCT06Hes+bHZXkEBXPRURERHJC5DZY1Q/izoOLF3T+DzzQ/u6vExERERGRvOmPjbD2RYiPBbfS0HU++DYzOyrJQSqei4iIiGQnw4AfPoHvJoCRDGVqQbdFULKq2ZGJiIiIiIg9kpMg7B3Y/pF1XLExdF0Anuk3t5aCRcVzKbTU7l9ERLLdzRhY9zL88bV1/HAP6PAhON9nblwiIoWEcnwREcl2187D6v4QudU6bvwyPDYRHJ3MjUtyhYrnIiIiItnh3O+w/Hm4dBQcnaHdNOvmoOpvLiIiIiKSP0XthhV94Go0OLlBx5lQ62mzo5JcpOK5iIiIyL36ZQVseB0Sr4OnD3RfBBUamB2ViIiIiIjYwzBg92wIGQ0pSeBdHbovgVI1zI5McpmK5yIiIiL2SkqwJtQ/zbGOq7SCZz4Ht5LmxiUiIiIiIvZJiIOvhsBvq6zjhzpZV5y7eJgalphDxXMTqA+fSM7Rz5eI5JqYU9ZHOE/vsY5bvA0tR4KDo7lxiYgplIOI5Bz9fIlIrrlwGJb3gvOHwKEIPDYJGr+kVoyFmIrnucjR0frLdGJiIq6uriZHI1IwJSYmAv/7eRMRyRFHtsCaQXD9IhT1gqfnQPUgs6MSERMoxxfJecrxRSRX/LbGuuI84Sq4l4GuC6FyE7OjEpPZVTy/cuUKISEhbNmyhX379nHu3DkuX75M8eLFKVOmDA0aNKB169YEBQVRrFixbA45/3JycsLFxYWYmBg8PDyw6G+tRLKVYRjExMTg4uKCk5N2vRaRHJBwHTaP+1+blrK1odtiKOFnblwiYhrl+CI5Szm+iOS4G1fgm7fg1xXWceWm0GU+eJQxNSzJG7JUPP/111+ZPn06S5cu5ebNm+kenbp+/TqnT59m3759zJ07l6JFi9KzZ09ee+016tSpk62B51fe3t6cPn2aU6dO4eXlhZOTkxJskXtkGAaJiYnExMRw7do1KlSoYHZIIlIQndoDa1+Ai0esY/+BEPgOOGmlqUhhpxxfJPspxxeRXHE0DNa/ArGnweIAzYZZWzE66i/rxMpiZKJ52N9//82oUaNYuHAhKSkpeHt707JlSx599FFq1qxJyZIl8fT0JCYmhosXL/Lbb7/xww8/sHXrVi5cuICDgwN9+/ZlypQplC5dOjfuK1fFxsbi5eVFTEwMnp6emZp/4cIF4uPjcyE6kcLDxcUFb2/vTP0ciohkWnIiRLwH2z4AIxk8ykHHT+H+NmZHJrkgq3meFBzK8UXyBuX4IpIjEq7Dd8Gwe5Z1XKIKdJ4FFRuZGpbkjqzkeZkqnnt5eXH16lWeeOIJBgwYQIcOHShS5O6L1pOSktiwYQPz5s1j48aNeHl5cfny5czfST5h7y9ViYmJJCcn52BkIoWHo6OjHuMUkez39x+wdjCcOWAd1+4K7f8FrsXNjUtyjYrnhZdyfBHzKccXkRxxei+seQEuHraOGw6AwEng7GZuXJJrspLnZaptS6NGjZg6dSoNGjTIUiBFihShc+fOdO7cmZ9++onRo0dn6fUFnZOTkxIBERGRvCglBX78j3U1SnI8FC0GT3wEtZ42OzKRTNM+ReZQji8iIpJHJSfC1vdh67+sT5S6l4VOn8L9bc2OTPIwh8xM2rx5c5YL57fy9/dn8+bN9/QeIiIiIjnuShQsegpCRlkL5/e3hZd3qXAu+cavv/7KwIEDqVChAj179mTu3Lns27eP06dPp9mjaM6cOfTs2ZMKFSowaNAgfvnlF7uvuXbtWh577DFKlixJ0aJF8fPzo0ePHkRFRaWZFxsby7Bhw6hcuTIuLi74+vry1ltvce3atQzfNyUlhRkzZlC7dm1cXV0pVaoUPXr04NixY7eNJSQkhICAADw8PPD09KRVq1Zs2bLF7nsTERGRAuD8X/D5YxAx1Vo4r/k0vLxThXO5q0y1bZE70+O8IiIiBYBhwIFlsOltiI8Fp/usG4I27A/a+K/Qyk95nhn7FBmGwYsvvsjs2bOpWrUqQUFBeHh4EB0dTUREBF988QXNmjUDIC4ujmbNmvHzzz8TGBhIvXr12L9/P6Ghofj7+7N161aKFi2a5v0HDRrE3LlzqVmzJh06dCA6OpoVK1bg7u7Orl27qFatWpr5S5YsoVevXpQqVYru3bsDsHz5ci5cuMCKFSvo0qVLpj/P/PTdi4iIyG2kpMDu2fDdeEi6CUW9oMOHUDvzOYEUPNne81zuTIm1iIhIPnftb9g4DA5tsI59/K0bBpWsam5cYrr8lOeZsU/R9OnTGTp0KC+//DKffPIJjo6O6d47NYbx48czceJERowYwdSpU21zRo4cybRp05gyZQqjRo2yHQ8LC6N169a0aNGCzZs34+zsDMCmTZto3749gYGBhISE2OZfvnyZKlWqUKRIEfbv34+Pjw8Ap06dol69egAcO3YMDw+PTN1bfvruRUREJAOXT8BXr0FkhHVctTV0/BQ8y5sbl5gu14rnN2/eZM+ePURHR3Pz5s3bzuvdu7e9l8gXlFiLiIjkU8lJsOdz+P4d62pzhyLQchQ0HQqOmdoaRgq4/JTnPfbYY3btU/RPqfsUZabd4o0bN6hQoQLFixfnzz//vGOh3jAMfHx8iI2N5ezZs7i5/W9Drri4OMqWLUvp0qU5evSo7XjPnj1ZunQpERERtGjRIs37tWrVivDwcE6cOEGlSpUAmD17Ni+88AITJkxg3LhxaeZPmDCB4OBgFi5cmOnfTfLTdy8iIiL/kBQPP3wCWz+ApBtQxNW6Iaj/QD1RKkAObBiakX/9619MmTKF2NjYu84t6MVzERERyYeidltXm5/91TouVxee+gTKPWxqWCL2yo79hbKyT1FoaCiXL1+mX79+JCcn89VXX/HXX39RrFgx2rZty/3332+be/jwYaKjowkKCkpTOAdwc3OjadOmhISEEBUVRcWKFQEIDw+3nbtVUFAQ4eHhRERE0KtXL9t8gMDAwAznBwcHExERod9NRERECrIjW+Cbt+DSf/9CvnIzeHI6eN9/59eJ3IZdxfOZM2cyYsQIAGrXrk21atUy/fijiIiIiKniLlh7Hu5fYh0XLQZtxkGDvuDgeKdXisg/7N27FwBHR0fq1KnDX3/9ZTvn4ODAG2+8wfvvvw9Yi+dAuh7lqapVq0ZISAiHDx+mYsWKxMXFcebMGWrVqpWuFcw/3yf1fe92jYzmi4iISAEScxpCRsHv661j9zIQONna21yrzeUe2F08L1KkCKtXr+bJJ5/M7phEREREsl9KMuxdAFsmws0r1mP1noe2E8DN28zIRPKlv//+G4APP/yQ+vXrs3v3bh588EH279/P4MGD+eCDD6hatSovvfQSMTExgLUve0ZSH5dNnZfV+Xd7TUbzbxUfH098fLxtnJknbEVERMRkSQmw698Q8R4kxoHFER55AVqOtG4OKnKP7CqeHz9+nBYtWqhwLiIiIvnD6b2wcThE77eOy9SGDh9ApUfMjUvEBFevXiUiIoKbN2/SqFEjW8/wrEpJSQHA2dmZdevWUb68dfOt5s2bs3LlSh5++GE++OADXnrppWyLPSe9++67TJgwwewwREREJLMit8LGN+HCn9ZxpSbQ/n0oW8vcuKRAsat4Xrp0aUqVKpXdsYiIiIhkr+uXrCvN9y4ADHDxhNZjoOEAbQgqBdahQ4fYuXMn9evXp27dumnOhYWF0bVrVy5fvgxY26uMGDGCd955J8vXSV3h3bBhQ1vhPFWtWrWoUqUKR44c4cqVK7a5t1v5nbrKO3VeVuff+pqSJUvedf6tRo0axbBhw9K8JrX/uoiIiOQhsWcgdAz8tso6vs/buiHowz3UokWynYM9L2rXrh07d+60rTYRERERyVMMA/YthhkNYO98wIA6z8Kre6yPcapwLgXYJ598wqBBg7h69Wqa41evXuXZZ5/l0qVL1KlThyeeeAJnZ2feffddVq1aleXr1KhRA4BixYpleD71+I0bN+7ac/zWfuVubm6UK1eOyMhIkpOT7zr/n/+c0TXu1nMdwMXFBU9PzzR/REREJA9JSYadn8JMf2vh3OIA/oPgtb1Qt6cK55Ij7Cqejx8/noSEBIYMGUJCQkJ2xyQiIiJiv/irsLIvfPUq3LgEpR+Cvt/A07PAo4zZ0YnkuB9//JEKFSrQvHnzNMe/+OILzp8/T5cuXdi3bx/r169n8+bNWCwWZs2aleXrtGrVCrCudL9VYmIiR44cwc3NjVKlSlGtWjXKly/Pjh07iIuLSzM3Li6OHTt24Ofnl2ald0BAgO3crUJCQgBo0aJFmvkAoaGht52fOkdERETymbiLsOQZCBkNCVehQkMYFAYd3gfXYmZHJwWYXcuuypcvz/bt23nqqaeoUaMGrVq1olKlSjg4pK/FWywWxo4de8+BioiIiNzV33/Ail5w4S9wcII2Y6Hxy+DoZHZkIrnm9OnTNG7cON3xkJAQLBYLo0ePxvLflVmPPvoobdq0Yc+ePVm+TtWqVQkMDCQ0NJS5c+cycOBA27mpU6dy5coVnn/+eYoUsf7KMXDgQCZOnMikSZOYOnWqbe6kSZO4du0ao0ePTvP+gwcPZtmyZYwdO5bNmzfj7OwMwKZNmwgPDycwMJDKlSvb5nfr1o0RI0YwY8YM+vfvj4+PDwCnTp1i5syZeHt707lz5yzfp4iIiJjs1F5Y0RtiT4HTfRA0Ber3gQzqkCLZzWIYhpHVFxmGwdChQ/n0009v27rFYrFgGAYWiyXDRy0LktjYWLy8vIiJidHjnSIiImb5bTWsfw0S48CjPHRbCBUbmR2V5HP5Kc+bOHGi7X9r1arF008/neb8zJkzuXTpEmPGjEmz6OXbb79l9+7djBs3znbsn/98J0ePHuXRRx/l77//pkOHDjzwwAPs37+f77//nsqVK7Nr1y7Kli0LWFeYN23alAMHDhAYGEj9+vXZt28foaGh+Pv7ExERgaura5r3HzRoEHPnzqVmzZp06NCBM2fOsHz5ctzd3dm5cyfVq1dPM3/JkiX06tWLUqVK0b17dwCWL1/OhQsXWL58OV27ds3kp5m/vnsREZECyTBgz+ewaSSkJELJ+6HbYijzkNmRST6XlTzPrpXn//rXv5gxYwZFihThiSeeoFq1ari7u9sVrIiIiMg9SU6E0LHw42fWsW9z6DIf3LW5uRQukZGRgHWhS1xcnG0M1n7nFy5coHLlypw4cSLN6+Lj49O83pKFfqFVq1Zlz549jBs3jm+//ZbQ0FDKli3LK6+8wrhx4yhdurRtrpubGxEREQQHB7N69WrCwsIoV64cw4cPZ/z48ekK5wCzZs2idu3azJ49m+nTp+Pu7k7nzp2ZPHkyVatWTTf/+eefx9vbmylTpjB//nwsFgsNGjRgzJgxtG3bNtP3JSIiIiZLuA5fvwG/LLOOH3wSOv4biuovtCV32bXyvHr16kRHR7Nt2zbq1auXE3HlK1qVIiIiYpLYM9b+5lG7rONmb0CrMdoQVLJNfszzSpYsia+vL3v37rUdW7NmDV26dGHEiBG8++67aeaPHDmShQsXcubMmdwONU/Lj9+9iIhIgXDxqLVNy7nfwOIIbYPh0de0Iahkm6zkeXY1B4qKiqJ58+YqnIuIiIh5IrfBrObWwrmLJzz7pTWxVuFcCrkGDRrw888/M2fOHAAuX77M5MmTsVgsPPnkk+nm//LLL1SoUCG3wxQRERFJ74+NMLultXDuVgr6fAVNh6hwLqaxq3hetmxZPDw8sjsWERERkbszDNgxHRZ1hLjzUKYWDA6HBzqYHZlInjBs2DAMw+DFF1+kZMmSlCtXjv3799OsWTMeffTRNHOvXLlCeHg4/v7+JkUrIiIiAiQnwXfBsKwnxMdCxcbwwjbwbWZ2ZFLI2VU879y5M9u2bePmzZvZHY+IiIjI7d2MgeXPw+ZxYCRDnWdhwGYomb73sUhh9fjjj7NgwQLKlCnD5cuXSUxMJDAwkBUrVqSbO336dG7evEnnzp1NiFREREQEuHYelnSG7R9Zx41fhr5fg2c5c+MSwc6e57GxsTRp0oTq1aszZ84cvL29cyK2fEP9EEVERHLBud+thfNLR8HBCdpNhYYD9Ain5Kj8nuedO3eO++6777ZPjZ49e5b4+HgqVaqUpY1CC4P8/t2LiIjkC1G7YUUfuBoNTm7QcQbUesbsqKSAy0qeZ1dT0KFDh1KjRg3WrVvH999/T4MGDahUqRIODukXslssFj7//HN7LiMiIiJi9VcIrOwHiXHg6QPdFoFPA7OjEsnzypQpc8fzZcuWzaVIRERERG5xYDmsfwVSEsG7OnRbDKUfMDsqkTTsWnnu4OCAxWIhMy+1WCwkJyfbFVx+oVUpIiIiOWj3HNj0Nhgp4NcCuiwAt5JmRyWFhPK8wkvfvYiISA4xDIiYBuHvWscPPgmdPgMX7a8ouSPHV57Pnz/frsBEREREMi0lGULHwq5PreN6z8MTH4Ojk6lhieRVN27cwNXVNc+8j4iIiEg6SQmwYQgcWGodN30d2gRDBt0sRPICu4rnffr0ye44RERERP4nIQ7WDIY/vraO24yDZsPU31zkDqpWrcq4ceMYNGgQjo6OWX59UlISs2bNYvLkyURHR+dAhCIiIlKo3bgMy3vB8W1gcYQOH0DDfmZHJXJH+msdERERyVuunoMFHayFc0cXeOZzaD5chXORuyhfvjwvv/wyvr6+jBkzhsOHD2fqdX/++SejRo3C19eX1157jQoVKuRwpCIiIlLoXIqEuY9ZC+fOHvDcChXOJV+wq+f5P/3+++/88MMPnD9/npo1a/LUU08BkJKSQlJSEs7OztkSaF6mfogiIiLZ5O9D8EU3iDkJriWgx1Ko1NjsqKQQy095nmEYzJ07lzFjxnD+/HksFgs+Pj40adKEBx98kJIlS+Lp6UlsbCwXL17k999/Z+fOnZw+fRrDMChVqhSTJ09mwIABWPSXVfnquxcREcnTon6Cpc/C9QvgWQF6roCytcyOSgqxHO95DhAVFUW/fv0ICwuzHevTp4+teD5nzhxefvllQkNDadOmjb2XERERkcLiWDgs7w3xMVCiKjy3EkpWNTsqkXzDYrEwaNAgevXqxeLFi5k5cya//vorUVFRGRbDU9fQ1KlTh1dffZXnnntOvc5FREQkex1cB2tfgKSbULaOtXDuWc7sqEQyza7i+aVLlwgICOD48ePUqlWLFi1a8O9//zvNnG7duvHqq6/y1VdfqXguIiIid7ZvMXw9FFKSoNKj8OwXcF8Js6MSyZeKFi3KoEGDGDRoEMePH+f7779n//79nDt3jpiYGIoVK0bp0qWpX78+rVq1wtfX1+yQRUREpKAxDPjhE9g8zjqu3g6emQsu7ubGJZJFdhXPp02bxvHjx3nzzTeZNm0aFoslXfG8ePHi1K5dm+3bt2dLoCIiIlIApaRA2Duw7QPruHZX6PgpFHExNy6RAsLX15f+/fubHYaIiIgUJslJ8M2bsHe+ddzoBXj8XXDI+obmImazq3i+fv16fH19mTp16h37IVapUoUdO3bYHZyIiIgUYIk3Yf3L8Ntq67jF29BqtDYGFRERERHJr27Gwsq+cHQLYIHHp0LjF82OSsRudhXPT5w4QYcOHXBwcLjjPGdnZy5dumRXYCIiIlKAnf8L1gyCMz+DQxF48hOo95zZUYmIiIiIiL1O77P2N7/wFzjdB898Dg+0NzsqkXtiV/G8aNGiXL169a7zTp48iZeXlz2XEBERkYIoJQV2z4Lvgq2bBhUtBt0WQZUAsyMTERERERF7JCfCtg9h63vWPYw8ykGPpVC+ntmRidwzu4rnDzzwAPv27SMuLg43N7cM51y4cIEDBw7wyCOP3FOAIiIiUkBcibK2aYncah1XbQMdZ4JneXPjEhERERER+1w4DGsGQ/Q+67hmZ+jwIdxXwty4RLLJnfuu3EaXLl24ePEiw4YNIyUlJcM5b731FtevX6d79+73FKCIiIjkc4YBB5bBZ49aC+dO90GHD+D51Sqci4iIiIjkRykp8OMs+E8za+G8qJe1TUvXBSqcS4Fi18rzV155hYULFzJ37lz27t3L008/DcDRo0f58MMPWblyJbt376Zu3br07ds3O+MVERGR/CTuInz9OhzaYB1XaAhPz4aSVc2NS0RERERE7BNzCta/AsfCreOqraHjp1oYIwWS3T3PQ0JC6Nq1Kz/88AP79+8HYPv27Wzfvh3DMPD392fdunU4OTlla8AiIiKST/z5LXz1GsT9bd0UtOVIaPoGONqVfoiIiIiIiJkMA35dCRvfhPgYKOIKgZPAfyBYLGZHJ5Ij7P7ttVy5cmzfvp2QkBA2btzIsWPHSElJoWLFirRr146OHTti0Q+OiIhI4RN/FUJGw75F1nGpB6DzLChf19SwRERERETETtcvwddD4ff11nGFBtYc37uaqWGJ5LR7XvoVFBREUFBQdsQiIiIi+d2JnbD2BbhyArBAk1eg9VhwKmp2ZCKFXkJCAhcvXsTFxYUSJdSLVERERDLpr1D46lW4ds76RGnACGg2TE+USqFg14ahEydO5KuvvrrrvA0bNjBx4kR7LiEiIiL5iWHAtg9gfjtr4dyrIvTZAEGTVTgXMdmSJUto1KgRbm5u+Pj48Oabb9rOrV27lp49exIZGWlihCIiIpInpSRDyP/Bl12thXPv6jBgMwS8rcK5FBp2Fc+Dg4NZt27dXed99dVXTJgwwZ5LiIiISH6RnGjtbb5lImDAwz3hpR3g19zsyEQKvYEDB9KnTx/27NmDq6srhmGkOV+9enWWLVvG6tWrTYpQRERE8qSE67CiN+ycaR0/8hK8sBUq1Dc3LpFcZlfxPLNSUlLU91xERKQgu3EFljwD+xeDxQHa/Qs6fwZFvcyOTKTQ++KLL5g3bx61atXip59+IiYmJt2cmjVr4uPjw6ZNm0yIUERERPKkq+dgQQf442twdIZnPod2U8HJ1ezIRHJdjj5jERUVhbu7e05eQkRERMxy5SR80RXO/wFObtBlHtR43OyoROS/Zs+ejbu7O19//TUVK1a87bzatWtz6NChXIxMRERE8qy/D8EX3SDmJLgWh2eXQuUmZkclYppMF88XLVqUZnzkyJF0x1IlJSVx8OBBwsLCaNJEP2AiIiIFzul98GV3iPsb3MtCz+VQvq7ZUYnIPxw4cIBHHnnkjoVzgBIlSnDu3LlcikpERETyrGPhsLw3xMdAiSrw3CooWdXsqERMlenied++fdO0YNmxYwc7duy47XzDMHBwcEizIZGIiIgUAH9shFUDIOkGlK4Jz60ALx+zoxKRW8THx+PldfcWSufPn8fR0TEXIhIREZE8a99i+HoopCRBxcbw7JfgVtLsqERMl+niee/evW3F84ULF1K1alWaNm2a4VxnZ2d8fHzo1KkTtWvXzp5IRURExFyGAbs+g5DRgAH3t4Uu86Gop9mRiUgGKlSocNd2LIZh8Pvvv+Pn55dLUYmIiEieYhjw/Tuw7X3ruFYX6PgpOBU1Ny6RPCLTxfMFCxbY/nnhwoU0a9aMefPm5URMIiIiktckJ0HIKNg92zpu0A/avw+OObp9iojcgzZt2jB37lzWr19Px44dM5yzePFiTp06Rbdu3XI5OhERETFd4k1Y/wr8tso6bv4mtPo/cHAwNy6RPMSu33gjIyO1EaiIiEhhEX8NVg+Av761jh+bBI++Bv9o5yYiec+bb77J4sWL6dmzJ5MnT05TIL906RIrVqzgzTffxM3NjSFDhpgYqYiIiOS6uIuw/Dk4uRMcisCT06He82ZHJZLnWAzDMMwOIr+LjY3Fy8uLmJgYPD316LqIiBQgsWfgy25w9hcoUhSeng0PZbyCVaQgyu953sqVK+nduzcJCQkZnndycuKLL77gmWeeyeXI8r78/t2LiIjc1sWj8EUXuHQMXLyg+yKo0tLsqERyTVbyvEytPD958iRg7Zvo6OhoG2dWpUqVsjRfRERETJaSAr+vhdCxEHsa7vOGHsugor/ZkYlIFnTt2pUHH3yQd955h2+//ZbY2FgAXF1deeyxxxg/fjz16tUzOUoRERHJFcmJ8POX8F0w3LgEXpXguZVQ+gGzIxPJszJVPPf19cXBwYHff/+d6tWr4+vra9s89G4sFgtJSUn3FKSIiIjkEsOAP7+B7yfD3wetx7yrW5Pq4r6mhiYi9qlVqxbLli3DMAwuXrxISkoK3t7eOKifqYiISOGQkgy/rYbwd62rzQHK17cujvEoY25sInlcpornlSpVwmKx4OTklGYsIiIiBYRhwNHv4ft3IHqf9ZiLl7W3eeOXwEV7nYjkdxaLBW9vb7PDEBERkdxiGHBoA4RNgfOHrMfu84bmw6Fhf3Aqam58IvlApornx48fv+NYRERE8rETP1iL5id2WMdObtD4RWjyKtxXwtzYREREREQkawwDjnwH30+CMwesx4p6QdPXodELWhgjkgWZKp6LiIhIAXR6r7U9y9Et1rGjC/gPhGZvgHspc2MTkXvWv3//TM+1WCx8/vnnORiNiIiI5IrIbdaFMVG7rGNnd2j8MjR5BVyLmRqaSH6k4rmIiEhhc+6gtWj+50br2KEI1O8Nzd8ErwrmxiYi2WbBggV3PJ/ahtEwDBXPRURE8ruon6wrzSMjrOMiRaHRIGg6FNzUtk3EXpkqnt+4cQNXV9d7vlh2vY+IiIjY4fol+HYk/LICMMDiAHWehYC3oYSf2dGJSDabP39+hsdTUlI4ceIE33zzDXv27GHo0KE8/PDDuRydiIiIZIvYaNj45j8WxjhBgz7WhTGe5cyNTaQAyFTxvGrVqowbN45Bgwbh6OiY5YskJSUxa9YsJk+eTHR09F3n37x5k9GjR7Nnzx6OHDnCpUuXKFasGFWrVmXgwIE8//zzts1LU8XGxhIcHMzq1as5e/Ys5cqVo2vXrowfPx539/S9nFJSUvj000+ZPXs2R44cwd3dnbZt2zJ58mSqVKmS5XsUERHJ0/4Kha9ehWvnrOOanaHlKChVw9y4RCTH9OnT547ng4ODefvtt5kzZw779u3LpahEREQk2/y6CjYOg5sx1oUxdXtCi7eheGWzIxMpMCyGYRh3m9SwYUP27dtHhQoV6NOnD3369KFatWp3ffM///yTBQsWsHjxYqKjo2nQoAE//fTTXV934cIFKlasSKNGjahevTqlSpXi8uXLbNq0iRMnThAYGMimTZtwcHAAIC4ujmbNmvHzzz8TGBhIvXr12L9/P6Ghofj7+7N161aKFk27g/CgQYOYO3cuNWvWpEOHDkRHR7NixQrc3d3ZtWtXpu4vVWxsLF5eXsTExODp6Znp14mIiOS4+GsQ+n+wd4F17F0DOn0GPg1MDUskvyjoeV5SUhJVqlQhICCAxYsXmx1OnlLQv3sREcnHrl+CjcPh4BrruHw96PQfKP2AuXGJ5BNZyfMyVTw3DIO5c+cyZswYzp8/j8ViwcfHhyZNmvDggw9SsmRJPD09iY2N5eLFi/z+++/s3LmT06dPYxgGpUqVYvLkyQwYMMDWW/FOUlJSSEpKwtnZOc3xpKQkHnvsMcLDw/n666/p0KEDAOPHj2fixImMGDGCqVOn2uaPHDmSadOmMWXKFEaNGmU7HhYWRuvWrWnRogWbN2+2XWfTpk20b9+ewMBAQkJC7hpnKiXWIiKSJ538Eda+AJcjrePGL0ObceCkFmoimVUY8rxOnTrx448/cubMGbNDyVMKw3cvIiL50OHvYP0rcO0sWBytLRibDwdHp7u/VkSAHCiep7p58yaLFy9m5syZ/Prrr9Y3yKAYnvqWderU4dVXX+W5557Ltl7nn3zyCa+//joff/wxr7/+OoZh4OPjQ2xsLGfPnsXNzc02Ny4ujrJly1K6dGmOHj1qO96zZ0+WLl1KREQELVq0SPP+rVq1Ijw8nBMnTlCpUqVMxaTEWkRE8pSkeAh/F3ZMByMFPH2g82fg1+LurxWRNApDnhcUFERERAQ3b940O5Q8pTB89yIiko8kxEHoGNgzzzr2rg6dZ0GF+ubGJZIPZSXPy1TP81RFixZl0KBBDBo0iOPHj/P999+zf/9+zp07R0xMDMWKFaN06dLUr1+fVq1a4evrey/3kU5KSgrffvstALVq1QLg8OHDREdHExQUlKZwDuDm5kbTpk0JCQkhKiqKihUrAhAeHm47d6ugoCDCw8OJiIigV69e2Rq/iIhIjjt3ENYMhnO/WccP94B206Col7lxiUiedOjQIbZv327Lk0VERCQPitptzfFTnyh95EVoG6wnSkVyQZaK5//k6+tL//79szOWdBISEpgyZQqGYXDx4kW2bNnCH3/8Qb9+/WjTpg1gLZ4Dt+1RXq1aNUJCQjh8+DAVK1YkLi6OM2fOUKtWrQw3P019n9T3zUh8fDzx8fG2cWxsrN33KCIiki1SkmHnTPj+HUhOgPtKwhMfw0NPmR2ZiJhk0aJFtz139epVDh06xOLFi7l58yY9e/bMxchEREQkU5ISIGIqbP/ov0+UVoBO/4YqLc2OTKTQsLt4nhsSEhKYMGGCbWyxWHjzzTd59913bcdiYmIA8PLKeEVd6tL71HlZnZ+Rd999N01cIiIiprp8HNa+BCd/sI6rt4OnPgH30qaGJSLm6tu37x33G0pttdixY0fGjBlj1zV8fX05ceJEhucCAgIIDw9Pcyw+Pp5p06axePFioqKiKFGiBE888QTvvPMOpUtn/O+sL774gunTp3Pw4EGcnZ1p2rQpEydOpH79jB9T/+mnnxg/fjw//PADiYmJ1K5dm2HDhtGtWze77lFERMQU536HtYPhrLVtMnWetT5R6lrM1LBECps8XTx3d3fHMAxSUlKIjo5mw4YNjB49mp07d/LNN9+Y1ntw1KhRDBs2zDaOjY3Vo64iIpL7UlJg73zYPA4SroGzOzw+Feo9D5nYoFtECrbevXvftnju7OxMhQoVaNu2LY8++ug9XcfLy4uhQ4emO35rC8eUlBQ6duxISEgIjRs35plnnuHw4cPMnTuXLVu2sGvXLkqVKpXmNZMnT2bMmDFUrlyZF198katXr7Js2TIeffRRtmzZkq4NY1hYGEFBQRQtWpRnn30WDw8PVq9eTffu3YmKimL48OH3dK8iIiI5LjkRdn4KYZOtT5S6loAnP4aHOpodmUihlKeL56kcHBzw8fHhpZdewtvbm27dujF58mSmTZtmW0F+u5XiqS1VUudldX5GXFxccHFxse9mREREssPpfbBxOETvs44rPWrdFLS4r6lhiUjesWDBgly5TrFixQgODr7rvIULFxISEkKPHj344osvbIX9//znP7z00kuMGTOGWbNm2eYfPnyY4OBgqlevzu7du235+csvv0zjxo0ZNGgQv/32Gw4ODgAkJSUxaNAgHBwc2Lp1K3Xr1gVg3LhxNGrUiNGjR9OlSxcqV66cvR+AiIhIdoncBt+8Cef/sI6rPw5PfgIeZcyNS6QQczA7gKwKDAwEsD0Cerce5bf2RHdzc6NcuXJERkaSnJx81/kiIiJ5yvVL8PUbMKe1tXDu4gmPT4O+X6twLiJ52pw5cwBrC8R/roh/4YUXqFKlCl988QU3btywHZ8/fz5JSUn83//9X5qFLXXr1qVHjx62zU5Tff/99xw9epSePXvaCudgXRQzevRoEhISWLhwYQ7eoYiIiJ2unoXVg2DhE9bC+X0loeO/occyFc5FTJbviufR0dEAODk5AdYid/ny5dmxYwdxcXFp5sbFxbFjxw78/PzStFUJCAiwnbtVSEgIAC1atMipWxAREcm6lBTYvwRmNoQ98wAD6nSHV3+Cxi+CQ/pNsEVEckN8fDwLFixgypQpzJw5kx9//DHdnJs3b/Ljjz9So0aNdCu/LRYLjz32GHFxcezZs8d2PHWxTOrimX8KCgoCICIiwu75IiIipktOgl2fwUx/+HUFYIGGA+C1vVDvObViFMkD8mTblt9//x1fX1/uu+++NMevX79u6zXevn17wJpsDxw4kIkTJzJp0iSmTp1qmz9p0iSuXbvG6NGj07zP4MGDWbZsGWPHjmXz5s04OzsDsGnTJsLDwwkMDNTjnCIiknec+cX6+GbUfwtSpR6EDu+DbzNz4xKRPGXRokX39PrevXvb9bqzZ8/Sr1+/NMf8/f1ZunQpVatWBeDo0aOkpKTc9unOfz5N2rx5c9s/u7u7U7Zs2TvOT3WnJ0jLli2Lu7v7bZ9WBetfAsTHx9vGqe0cRUREcsTJXdY2jOd+s44rNIAOH0D5eubGJSJp5Mni+YoVK/jwww9p1qwZvr6+eHp6cvr0aTZt2sTFixdp3rw5b7zxhm3+22+/zfr165k2bRr79++nfv367Nu3j9DQUPz9/dNtYNSqVSsGDhzI3LlzqV+/Ph06dODMmTMsX76cEiVKMGPGjFy+YxERkQzcuAJhU+CnOWCkWDcEbTkSHnkRHJ3Mjk5E8pi+ffvedoPQzLCneN6vXz+aN29OrVq1cHd356+//uLDDz9k8eLFtGnThl9//RUPDw/bfkO321fI09MTSLsvUUxMDKVLl87S/Ltd43b7HoG1ncyECRNue15ERCRbXDsPm8fBgS+tY9fi0DYY6vUGh3zXIEKkwMuTxfMnnniC6OhofvjhB3bu3Mm1a9fw8vKiTp06PPvss/Tv358iRf4XupubGxEREQQHB7N69WrCwsIoV64cw4cPZ/z48bi6uqa7xqxZs6hduzazZ89m+vTpuLu707lzZyZPnmxbISMiImIKw4BflkPoWIj723qs5tMQNBk8y5sbm4jkWb17976n4rk9xo8fn2Zct25d2wr4xYsXM2fOHNuTo3ndqFGj0sQaGxubpvWjiIjIPUlJtrZf3DIJ4v/7l7n1+0Cb8eBW0tzYROS2sqV4npCQwMWLF3FxcaFEiRL3/H4NGzakYcOGWXqNl5cXH330ER999FGm5js4ODBkyBCGDBliT4giIiI54/yfsGEonPzBOi5ZDdr/C6q2MjUsEcn7FixYYHYINi+88AKLFy9mx44dDBs2zLYa/HYrv1NbpPxz1biXl1eW59/tGsWLF79tzC4uLri4uNz2vIiIiN1O74MNr8PZX6zjcg9Dhw/BJ2u1LxHJfff0PMiSJUto1KgRbm5u+Pj48Oabb9rOrV27lp49exIZGXnPQYqIiBR4KSnWzYJmtbAWzp3us65CeekHFc5FJN/x9vYGIC4uDoAqVarg4OBw257jGfUrr1atGteuXePs2bOZnv/Pc/909uxZrl27dtue6yIiIjkiORHCp8LcttbCeVEvaP8+DApT4Vwkn7C7eD5w4ED69OnDnj17cHV1xTCMNOerV6/OsmXLWL169T0HKSIiUqBdiYLFHeHbkZB0E6q2gVd2Q/NhUMTZ7OhERLLsxx+tGxz7+voC4OrqSqNGjfjzzz85ceJEmrmGYbB582bc3NzSPH0aEBAAQGhoaLr3DwkJSTPHnvkiIiI56vxf8HkghL8LRjLU7Ayv7oVGg8DB0ezoRCST7Cqef/HFF8ybN49atWrx008/ZfhoZM2aNfHx8WHTpk33HKSIiEiBZBhwYBl89ihEbrWuNu/wATy/Goqpz66IZJ+4uDgOHDjAtm3b2Lp1a4Z/suqPP/7g+vXrGR4fMWIEAD179rQdHzx4MGDtLf7PhTezZs3i2LFjPPfcc2n2KurXrx9FihRh8uTJaX7f+Pnnn1m6dCkPPvggzZo1sx1v06YNVapU4csvv+Tnn3+2HY+JiWHKlCk4OzvbtSmqiIhIlqSkwI+zYFZziN5nXW3+zOfQdQG4lzI7OhHJIrt6ns+ePRt3d3e+/vrrO26iU7t2bQ4dOmR3cCIiIgVW3EX4+nU4tME69vGHzrOgpDatFpHsc+zYMV5//XW+/fZbUlJSbjvPYrGQlJSUpfdetmwZH374IS1atKBy5cq4ubnx119/8c0335CYmMioUaNo0aKFbX6fPn1Yvnw5S5cuJTIykoCAAI4cOcKaNWvw8/PjnXfeSfP+1atXJzg4mDFjxvDwww/zzDPPcPXqVZYtWwbAnDlzcHD431qgIkWKMHfuXIKCgmjRogXPPvssHh4erF69mhMnTvD+++/bVsKLiIjkiJhTsP4VOBZuHVdtDR0/Bc/ypoYlIvazq3h+4MABHnnkkbvuPl+iRAnOnTtnV2AiIiIF1p/fwlevQdzf4FAEWo6Epm+AY7bs4y0iAsCZM2do0qQJ58+fp3z58iQlJfH333/TpEkTDh8+zIULF7BYLDRp0gQnJ6csv3+rVq04dOgQ+/fvZ9u2bVy/fh1vb2/at2/Pyy+/TGBgYJr5Dg4OrF+/nqlTp7J48WI++ugjSpQowYABA3jnnXcoVSr9arz/+7//w9fXl48//pjPPvsMZ2dnmjdvzqRJk6hfv36GMW3fvp3x48ezfPlyEhMTqV27NtOmTaN79+5ZvkcREZFMMQz4dSVsfBPiY6CIKwROAv+BYLGYHZ2I3AO7fkuPj49Ps7P97Zw/fx5HR/VxEhERASD+KoSMhn2LrONSD8DTs6Hcw+bGJSIF0tSpUzl//jyjR4/mnXfeoV+/fixatIgdO3YA1j7gL730Eq6urna1WgwICMhyD3EXFxfGjx/P+PHjM/2a5557jueeey7T8xs1aqTWkSIiknviLsLGN+D39dZxhQbQeTZ4329uXCKSLezqeV6hQoW7tmMxDIPff/8dPz8/uwITEREpUE7shM+a/rdwboEmr8LgCBXORSTHhISEUKFCBSZMmJDh+aCgIDZt2sTWrVv54IMPcjk6ERGRAuCvEPisibVw7lAEWv0f9A9V4VykALGreN6mTRv++OMP1q9ff9s5ixcv5tSpUzz22GN2ByciIpLvJd6AzeNgfju4cgK8KkGfDRA0GZyKmh2diBRgJ0+epG7durYnQVP7g/+zt3mNGjVo3rw5X375pSkxioiI5Es3Y2HD6/BlN7h2DrxrwMDvIOBttWIUKWDsKp6/+eabuLi40LNnTz7++GOio6Nt5y5dusR//vMfXn75Zdzc3BgyZEi2BSsiIpKv/BUK/24MO6YDBtR9Dl7aAX7NzY5MRAoBJycn3NzcbOPUf75w4UKaeaVLl+bYsWO5GpuIiEi+ZBjw6yqY6Q97F1iPNX4ZXoiA8vVMDU1EcoZdxfNq1aqxcOFCUlJSGD58OBUrVsRisbBw4UJKlSrFK6+8QlJSEgsWLKBSpUrZHbOIiEjedvkELO0JX3aFy8fBozw8+yV0+jcU9TQ7OhEpJMqXL09UVJRtnNpOcc+ePWnmHTx4kPvuuy9XYxMREcl3/v4DFj4JqwfAtbNQoor1idLH3wUnV7OjE5EcYlfxHKBr16789NNPdO3aFQ8PDwzDwDAMihYtypNPPsnOnTt55plnsjNWERGRvC0pHrb+Cz59BP7caO17+OgQePUneKCD2dGJSCHToEEDDh06ZGvT0qZNGwzDYOTIkRw8eJCrV68yZcoUfv31Vx5+WPsviIiIZCj+mrUN43+awvFtUKQotBoDL+0EvxZmRyciOeyeGjHVqlWLZcuWYRgGFy9eJCUlBW9vb1s/RRERkULjyBb45i24dNQ69m0O7f8FpR80Ny4RKbQef/xxvvzyS7799lueeOIJ6tSpQ6dOnVi3bh116tSxzXNwcGD8+PEmRioiIpIHGYZ1I9CQ0RB72nqsRnvrSvPivqaGJiK5J1t2MbBYLHh7e2fHW4mIiOQvMaesCfXv/91E270MBE6G2l3AYjE3NhEpVBISEnB2draNn332WVq1aoWXl5ft2JIlSxg5ciQrV67k0qVLPPjgg4wfP56mTZuaEbKIiEjedOEIbHoLjn5vHRerDO3egxqPmxuXiOQ6i2EYhtlB5HexsbF4eXkRExODp6d62YqIFApJCbDrU4h4DxKvg8URHnkRWo5UX3ORAiQ/5Xne3t48//zz9O/fP83KcrFPfvruRUQkmyRch20fwA+fQHICOLpAs6HQ7A31NRcpQLKS59m18rx///6Zmufs7Iy3tzcNGzakffv2aVbCiIiI5FuRW2Hjm3DhT+u4UhNo/z6UrWVuXCJSqF26dIkZM2YwY8YM6tevz4ABA+jZs6cKvyIiIpnxxzewaQTEnLSO738M2k2DklXNjUtETGXXyvPUnuaW/z6Ofutb3HrcYrFQpkwZFi5cyGOPPXZPAedFWpUiIlJIpCRD2BTY9r517FYKHpsEDz+rFi0iBVR+yvPWrl3LvHnzCAkJISkpCYvFQtGiRXnmmWfo168frVq1MjvEfCU/ffciInIPkuLh21Gw53Pr2KsiPD4VHuigHF+kgMpKnmdX8XzhwoXs3buXmTNnUqFCBbp06YKvry8Wi4Xjx4+zevVqoqKieOWVVyhTpgzff/894eHhuLq6snfvXh544AG7by4vUmItIlIIxF2E1QPgWJh13KAvtJ0ArsXMjEpEclh+zPPOnTvHwoULWbBgAX/88QdgXczi5+dH//796dOnDxUqVDA5yrwvP373IiKSRVeiYGUfOL3XOn50iLUNo7ObuXGJSI7K8eL5oUOH8Pf3Z/DgwUybNg0nJ6c05xMTExk5ciSzZs1i9+7dPPTQQwQHBzNx4kQGDhzI7Nmzs3rJPE2JtYhIAXdqL6zoDbGnwOk+eHI61OlmdlQikgvye563c+dO5s2bx4oVK7h69SoWiwUHBwcCAwMZMGAATz31FEWK2NXJscDL79+9iIjcxdEwWNUfblyCosXg6TlQPdDsqEQkF+R48bxbt27s37+fv/76y9ai5VaGYVC9enXq1q3LypUrSUxMxNfXF1dXV44cOZLVS+ZpSqxFRAoow7A+vrlpJKQkQsn7odtiKPOQ2ZGJSC4pKHnejRs3WLFiBfPmzWP79u0YhoHFYqFkyZL07t2bfv36UbNmTbPDzFMKyncvIiK3SEmB7R/A95MBA8rWge6Lobiv2ZGJSC7JSp7nYM8FIiIi8Pf3v23hHKyPhvr7+7N161YAnJycqF27NtHR0fZcUkREJHclXIe1L8LG4dbC+YNPwqAwFc5FJF9ydXWlT58+REREcPjwYUaPHk2FChW4cOECH330EQ8//LDZIYqIiOS8G5dhWU/4/h3AgHq9YMBmFc5F5LbsekYzNjaWy5cv33XelStXuHr1qm1cvHjxOxbcRURE8oSLR61tWs79BhYHaBts7X+o/4aJSAFQpUoVxo4dS/Xq1Xnrrbc4f/682SGJiIjkvDO/wIpecPk4OLpAh/ehfm+zoxKRPM6u4nnVqlUJDw/nyJEj3H///RnOOXz4MGFhYWnOnzlzhpIlS9oXqYiISG74Y6N1xXl8LLiVgi7zwa+52VGJiGSL3bt3M3/+fJYtW0ZsbCyGYeDo6EiHDh3MDk1ERCTn7P8CNg6DpJtQrJK1FWP5umZHJSL5gF1tW/r160d8fDwtW7bk888/5/r167ZzN27cYN68ebRu3ZqEhAT69u0LWDcRPXDgAHXq1MmWwEVERLJVchJ8F2x9jDM+Fio2hhe2qXAuIvne+fPn+fDDD6lduzZNmjRh9uzZxMTEcP/99/Puu+8SFRXFunXrzA5TREQk+yXehA2vw/qXrYXzaoEwOEKFcxHJNLtWng8dOpTw8HA2btzI4MGDGTx4MN7e3lgsFttjn4Zh0L59e4YOHQrA77//Tt26dXnuueeyLXgREZFsce08rO4PkdZ9Omj8Mjw2ERydzI1LRMROKSkpbNy4kXnz5vHNN9+QlJSEYRi4urrSpUsXBgwYQIsWLcwOU0REJOdcOWltxRi9H7BAq9HQ/E1wsGsdqYgUUnYVzx0dHfnqq6+YMWMGn3zyCceOHUvTK9HX15chQ4YwZMgQHP77L6WHH36YsLCw7IlaREQku0T9ZE2qr0aDkxt0nAG1njE7KhERu/zxxx/MmzePJUuWcO7cOQzDAKBBgwYMHDiQHj164OnpaXKUIiIiOezId7B6oHWDUNcS8MxcuL+N2VGJSD5kV/EcwGKx2Arkp0+f5tSpUwBUqFABHx+fbAtQREQkRxgG7J4DIaMhJRFKVoPuS6D0A2ZHJiJil0cffZQff/wRsD4FWqJECZ577jkGDBig1okiIlI4pKTA1n9B+LuAAeXrQbdF1j7nIiJ2sLt4/k8VKlSgQoUK2fFWIiIiOS8hztr78NeV1vFDHaHjp+DiYW5cIiL3YNeuXVgsFlq3bs2AAQN4+umncXZ2NjssERGR3HH9EqwZDEc2W8cN+kG7aVDExdy4RCRfy5biuYiISL5x4Qgsfx7OHwKLIwROsvY4t1jMjkxE5J6MHTuWfv364evra3YoIiIiuSt6PyzvDTEnoUhReOIjqNvT7KhEpAC4p+J5fHw8YWFh/Pnnn8TGxtp6Kv6TxWJh7Nix93IZERGR7PH7V7DuZUi4Cu5loOsCqPyo2VGJiGSLCRMmmB2CiIhI7tu7EL55C5LjobgfdF8MZWubHZWIFBB2F8/Xrl3LCy+8wMWLF287xzAMFc9FRMR8yUmwJRh+mGEdV24KXeaDRxlTwxIRERERETsl3oBv3oT9S6zj6u2g83/AtZipYYlIwWJX8XzPnj10794dgGeffZaDBw/y66+/MnLkSA4fPszmzZuJjY1lwIAB2jxURETMdfUcrOoHJ3ZYx4++Bm3Gg6OTuXGJiIiIiIh9LkXCit5w9hewOEDrMdD0DXBwMDsyESlg7Cqev//++yQnJ7N27Vqeeuop+vXrx6+//srkyZMBOH/+PL1792bTpk3s378/WwMWERHJtBM7YWVfuHYWnD2g06fWzUFFRERERCR/+isE1gyCmzFwX0noMg+qtDQ7KhEpoOz6K7kdO3bw0EMP8dRTT2V4vlSpUixbtoy4uDj1XhQRkdxnGLDzU1jQwVo4L/UADA5T4VxEREREJL9KSYbvJ8OX3ayF8woN4YWtKpyLSI6ya+X5+fPnady48f/epIj1bW7evEnRokUB8PLyIiAggG+++SYbwhQREcmk+Kvw1WtwcK11XKsLPDkdXNzNjUtEREREROwTdxHWDISj31vH/oMgaAoUcTY3LhEp8Owqnnt4eJCUlGQbe3l5ARAdHU2VKlVsx52cnDh79uw9higiIpJJ5/+E5b3gwp/gUMSaUDcaDBaL2ZGJiIiIiIg9Tu+FFX0gJgqKuMJTn0CdbmZHJSKFhF1tW3x8fIiKirKNH3jgAQDCwsJsxxITE9m1axdlypS5xxBFREQy4bc1MKe1tXDuUR76bYJHXlDhXEQKrT/++MPsEEREROxnGLBnHsx73Fo4L1EVBm1R4VxEcpVdxfNmzZpx8OBBYmJiAOjQoQNFihRh2LBhfPrpp2zYsIGnn36a6Ohomjdvnq0Bi4iIpJGcCN+OglX9IOEa+Da39j6s2MjsyERETFWzZk0ee+wx1q9fj2EYZocjIiKSeQnXYd1L8PUbkJwADzxh3cOoTE2zIxORQsau4nmnTp3w8fEhIiICgHLlyjF69GiuXr3KkCFD6NSpExs3bqRYsWK888472RqwiIiITewZWPAE7Pq3ddx0KPRaB+6lzIxKRCRPKFasGFu2bOHpp5/Gz8+PadOmcfHiRbPDEhERubOLR+Hzx+DAUrA4QNsJ0H0JFPUyOzIRKYQsRjYuQ1mzZg0rV67k0qVLPPjggwwdOhRfX9/sevs8KzY2Fi8vL2JiYvD09DQ7HBGRwuH4dljZD+L+BhdP6PQZPPiE2VGJSAGTn/O8+Ph4vvzySz799FP27duHxWLBxcWF7t2788orr9CwYUOzQ8zT8vN3LyKSb/3xDax9EeJjwK0UdJkPfupoICLZKyt5XrYWzwsrJdYiIrnIMOCHGfBdMBjJULomdF8MJauaHZmIFEAFJc/78ccfmTlzJqtWrSI+Ph6LxUKjRo149dVX6datG05OTmaHmOcUlO9eRCRfSEmGsMmw7QPruOIj0HUBeJY3NSwRKZiykufZ1baldevW9O7d267gRERE7HYzFlb0hs1jrYXzOt1h4GYVzkVE7uKRRx5h8eLFREVFMXnyZHx8fPjxxx/p3bs3FStWZOzYsZw+fdrsMEVEpDCKuwCLO/+vcP7Ii9DnaxXORSRPsKt4/sMPP5CQkJDdsYiIiNze34dgTis49BU4OEGHD6DzLHB2MzsyEZF8w9vbm1GjRhEZGcnIkSMxDIPz588zZcoU/Pz86NWrF8ePHzc7TBERKSyifoJZLSAyApzc4JnPod00KOJsdmQiIoCdxXMfHx/i4+OzOxYREZGMHdoAc1rDxSPgWQH6fwv+A8FiMTsyEZF8JSEhgcWLF/Poo48ybdo0AEqXLk23bt1wcXHhiy++oE6dOuzYscPkSEVEpMDbtwjmt4PY01CyGgzaArW7mB2ViEgadhXPn3jiCbZt20ZcXFx2xyMiIvI/qf3Nl/eCxOvgFwAvbAUfbXInIpIVUVFRjB49mooVK9K3b192795N/fr1WbRoESdPnmTp0qWcOnWKt956i2vXrjFixAizQxYRkYIqJQW+mwBfvQYpifDgUzDoeyj9oNmRiYikY9eGoZcvX6Zhw4bcf//9zJ49m8qVK+dEbPmGNhMSEckByUmw6W3Y87l17D8QHp8GjkXMjUtECpX8nudt2bKFmTNn8vXXX5OcnEyRIkV4+umnGTJkCI8++miGr2nbti27du3i2rVruRxt3pLfv3sRkTwp8SasewkOrrGOA0ZAy1F6olREclVW8jy7KhDDhw+nZs2afP3119SoUYN69erh6+uLq6trurkWi4XPP//cnsuIiEhhFX8VVvaDI5sBCwS+A01eUVItIpIFDz30EH/++SeGYVCyZEkGDx7Myy+/TIUKFe74Ol9fX8LCwnIpShERKTTiLsCynhD1o3UPo6c+gbo9zY5KROSO7Fp57uDggMViITMvtVgsJCcn2xVcfqFVKSIi2Sg2Gr7oBud+hSKu8MwcePBJs6MSkUIqP+d5Dg4O1K5dmyFDhvDcc89RtGjRTL1u586d/PXXX/Tp0yeHI8zb8vN3LyKS51w4Al90gcuR4OIFzy4BvxZmRyUihVSOrzyfP3++XYGJiIjc0dlfrYXzq9HgVgp6LAefBmZHJSKSL33//fe0bNkyy69r0qQJTZo0yf6ARESkcDrxg3XF+Y3LUKwSPLcKStUwOyoRkUyxq3he2FehiIhIDvgrFFb1g4Rr4F0DnlsJxQv3nhoiIvdi4sSJzJ8/n4ULF5odioiIFFa/rID1r0ByAlRoAD2WgXtps6MSEck0B7MDEBER4ae5sLS7tXDu1wIGhKpwLiJyj3744Qfi4+PNDkNERAojw4CI92DNIGvh/MGnoM/XKpyLSL5j18rzf0pISGDv3r2cPn0agAoVKtCgQQOcnZ3vOTgRESngUlJg81jYOdM6rvscPPExFNF/Q0RE7pWPj4+K5yIikvuSEmDD63DgS+v40deg7URw0PpNEcl/7P43V1JSEmPHjqV06dI0a9aM7t270717d5o1a0bp0qUZN24cSUlJ2RmriIgUJAnXYUWv/xXOW4+Bjp+qcC4ikk2eeOIJtm3bRlxcXK5dc9q0aVgsFiwWC7t27Up3PjY2lmHDhlG5cmVcXFzw9fXlrbfe4tq1axm+X0pKCjNmzKB27dq4urpSqlQpevTowbFjx24bQ0hICAEBAXh4eODp6UmrVq3YsmVLtt2jiIjcwY3LsORpa+Hc4ggdPoTAd1Q4F5F8y2IYhpHVF6WkpPDEE08QEhKCYRgUL14cPz8/ACIjI7l8+TIWi4XHH3+cDRs24FDA/yWZlR1aRUQEiDkNy5+H6H3g6AydPoPaXcyOSkQknfyc512+fJmGDRty//33M3v2bCpXztl2WL/99hsNGzakSJEixMXFsXPnTho3bmw7HxcXR7Nmzfj5558JDAykXr167N+/n9DQUPz9/dm6dStFixZN856DBg1i7ty51KxZkw4dOhAdHc2KFStwd3dn165dVKtWLc38JUuW0KtXL0qVKkX37t0BWL58ORcuXGDFihV06ZL5/9bk5+9eRMQUF45YNwa98Cc4u0PXhVCtrdlRiYikk5U8z67i+ezZs3nxxRfx9fXl/fff5+mnn05zfu3atQwfPpwTJ07wn//8h0GDBmX1EvmKEmsRkSw4FgGr+sP1C+BaHJ5dCpWbmB2ViEiG8nOe179/fy5cuMDXX3+Ns7Mz9erVw9fXF1dX13RzLRYLn3/+ud3XSkxMpHHjxjg5OVGtWjWWLFmSrng+fvx4Jk6cyIgRI5g6dart+MiRI5k2bRpTpkxh1KhRtuNhYWG0bt2aFi1asHnzZltbyE2bNtG+fXsCAwMJCQmxzb98+TJVqlShSJEi7N+/Hx8fHwBOnTpFvXr1ADh27BgeHh6Zuqf8/N2LiOS637+CdS9DwlXwKA/PrYCytc2OSkQkQzlePG/WrBn79+/n4MGD+Pr6ZjgnMjKSmjVrUr9+fbZv357VS+QrSqxFRDIhJQV2fAzfTwIjBcrUhu6LoEQVsyMTEbmt/JznOTg4YLFYyEy6b7FYSE5OtvtawcHBTJ06lX379vHee++xcOHCNMVzwzDw8fEhNjaWs2fP4ubmZnttXFwcZcuWpXTp0hw9etR2vGfPnixdupSIiAhatGiR5nqtWrUiPDycEydOUKlSJcC6wOeFF15gwoQJjBs3Ls38CRMmEBwczMKFC+ndu3em7ik/f/ciIrkmOQm2TIAfPrGOKzWBrgvAo6ypYYmI3ElW8jy7Ngz97bffaNmy5W0L5wB+fn60bt26wBfORUQkE25cgXUvwZ/fWMd1n4MOH4BT+tWPIiKSPebPn58r19m3bx+TJ09m4sSJPPTQQxnOOXz4MNHR0QQFBaUpnAO4ubnRtGlTQkJCiIqKomLFigCEh4fbzt0qKCiI8PBwIiIi6NWrl20+QGBgYIbzg4ODiYiIyHTxXERE7uLqOesTpSf+W/dp8iq0DQZHJ1PDEhHJTnYVz+Pj4/Hy8rrrPA8PD+Lj4+25hIiIFBRnf7P2N78cae1v3v5fUL8PWCxmRyYiUqD16dMnx68RHx9P7969qVu3Lm+//fZt5x0+fBggXY/yVNWqVSMkJITDhw9TsWJF4uLiOHPmDLVq1cLR0THD+f9837tdI6P5Gd3LP393iY2Nve1cEZFC7+QuWNEHrp219jfvOBNqdjY7KhGRbGdX8bxixYrs3LmT5OTkDJNZgOTkZHbt2mXrNSgiIoXQgWWwYSgk3QCvStBtIVSob3ZUIiKSTcaNG8fhw4fZu3fvbX8vAIiJiQG47QKc1MdlU+dldf7dXpPR/Fu9++67TJgw4bbnRUQEMAz48T8QOgZSksC7BnRfAqWqmx2ZiEiOcLDnRUFBQZw8eZLXX3+dxMTEdOcTEhIYMmQIJ0+epF27dvccpIiI5DNJ8fD1G7D2BWvhvGobeCFChXMREZMkJCSwc+dOVq1axapVq9i5cycJCQn39J47d+7k/fffZ8yYMdSqVSubIjXPqFGjiImJsf2JiooyOyQRkbwl/pq1Tcu3I62F85pPw6DvVTgXkQLNrpXnI0eO5Msvv+Szzz5j/fr1PPvss/j5+QHWHeyXL19OdHQ0JUqUYMSIEdkasIiI5HFXomBlHzi9F7BAwAgIeBscbr8iUUREckZSUhITJkxgxowZXL16Nc05Dw8PhgwZwrhx4yhSJGu/FiQlJdGnTx/q1KnDyJEj7zo/dTX47VZ+p7ZISZ2X1fm3vqZkyZJ3nX8rFxcXXFxc7nwjIiKF1fm/rK0YL/wJDkUgcDI88oJaMYpIgWdX8bxChQp8++23dO3alZMnT/Lhhx+mOW8YBpUqVWLVqlVUqFAhWwIVEZF84MgWWD0QblyCosXgmblQ7TGzoxIRKZRSUlJ46qmnCAkJwTAMihcvblvwEhkZyeXLl5k8eTJ79+5lw4YNODhk/qHUa9eu2fqHOzs7ZzinSZMmAKxdu9a2kejteo7f2q/czc2NcuXKERkZmWGryIz6m1erVo09e/Zw+PDhdMXzu/VcFxGROzi4Fta/CgnXwKMcdF0AlRqbHZWISK6wq3gO4O/vz19//cXKlSsJDw/n9OnTgLWw3rJlS7p27XrbRFpERAqY5CTY9gGEvwsYUK4udFsExSubHZmISKE1d+5cvv32W3x9fXn//fd5+umn05xfu3Ytw4cP59tvv+Xzzz9n0KBBmX5vFxcXBgwYkOG5rVu3cvjwYZ566ilKlSqFr68v1apVo3z58uzYsYO4uDjc3Nxs8+Pi4tixYwd+fn5UrFjRdjwgIIBly5axY8cOWrRokeYaISEhAGmOBwQEsHTpUkJDQ2ncuHGG8wMCAjJ9jyIihV7iTdgyAXb92zr2bQ5d5oF7aXPjEhHJRRbDMAyzg8jvYmNj8fLyIiYmxrYZkYhIoXHxqLW3+amfrOP6vaHdv8CpqLlxiYhkg/yc5zVr1oz9+/dz8OBBfH19M5wTGRlJzZo1qV+/Ptu3b8+W6/bt25eFCxeyc+fONEXs8ePHM3HiREaMGMHUqVNtx0eOHMm0adOYMmUKo0aNsh0PCwujdevWtGjRgs2bN9sW5mzatIn27dsTGBhoK4oDXL58GT8/P5ycnNi/fz8+Pj4AnDp1inr16gHWFpMeHh6Zuo/8/N2LiNyzM79Yc/y/f7eOm74OrceBo91rMEVE8oys5Hl2/Vtv4sSJ1K1bl6eeeuqO8zZs2MD+/fsZN26cPZcREZG8zDDgp7mweRwkXgcXT2j/L3j4WbMjExER4LfffqNly5a3LZwD+Pn50bp162wrnN/J22+/zfr165k2bRr79++nfv367Nu3j9DQUPz9/Rk6dGia+a1atWLgwIHMnTuX+vXr06FDB86cOcPy5cspUaIEM2bMSDO/ePHizJw5k169elG/fn26d+8OwPLly7l48SLLly/PdOFcRKTQSk6CHR9D+FRISQS3UvDUDKjRzuzIRERMkfnGhv8QHBzMunXr7jrvq6++YsKECfZcQkRE8rLYaFjyDHzzprVw7tcCXvpBhXMRkTwkPj7+jhtkpvLw8CA+Pj7H43FzcyMiIoKhQ4dy6NAhPvjgA/744w+GDx/Oli1bcHV1TfeaWbNmMX36dACmT5/ON998Q+fOndm9ezfVq1dPN//5559n06ZNPPDAA8yfP58FCxbw0EMPERoaSteuXXP8HkVE8rWLR2F+O/h+krVw/sAT8PIuFc5FpFCzq22Lg4MDffv2Zd68eXecN2DAABYuXEhSUpLdAeYHeqRTRAqVX1fBxuFw8woUKQptg6HRC5CFjeZERPKL/JznVa9encTERI4cOZJuw81UycnJ3H///RQpUuS2m3kWVvn5uxcRyRLDgD3zIHSMdWGMswe0fw8e7gEWi9nRiYhku6zkeTla6YiKisLd3T0nLyEiIrnl+iVY1R9WD7AWzsvVhRe2QuOXVDgXEcmDgoKCOHnyJK+//jqJiYnpzickJDBkyBBOnjxJu3ZaVSgiUihdPQtfdIWNw6yFc9/m8PIPULenCuciImSh5/miRYvSjI8cOZLuWKqkpCQOHjxIWFgYTZo0ubcIRUTEfEe+g/WvwtUzYHGEFm9Ci7fA0cnsyERE5DZGjhzJl19+yWeffcb69et59tln8fPzA6wbZy5fvpzo6GhKlCjBiBEjTI5WRERy3W9rrEXzG5fB0QXajodHtDBGROSfMt22xcHBAct//9bRMAzbP9+OYRg4ODiwZs2au24smt/pkU4RKbAS4qwbgv401zoueT90ng0+DcyNS0Qkl+T3PO+nn36ia9eunDx5Ml3+bhgGlSpVYtWqVTRs2NCkCPOu/P7di4jc1o3L8M1b8OtK67hsHXh6NpR+0Ny4RERySVbyvEyvPO/du7ct4V64cCFVq1aladOmGc51dnbGx8eHTp06Ubt27SyELiIiecbpfbB6IFw6ah03GgxtJ4DzfebGJSIimebv789ff/3FypUrCQ8P5/Tp0wBUqFCBli1b0rVrV5ydnU2OUkREck3kVljzAlyNBosDNB8OLd6GIvpvgYhIRnJ0w9DCQqtSRKTAObQBVg+CpBvgUR46fQpVW5sdlYhIrlOeV3jpuxeRAmffIvj6DUhJghJVofMsqOhvdlQiIrkuR1ae/1NkZKQ2AhURKYgMA3bOhNCxgAH3PwbPzAHX4mZHJiIiWTRx4kTq1q171xaKGzZsYP/+/YwbNy6XIhMRkVyVkgLfT4LtH1rHtbvCk9PB2c3cuERE8gG7doGoXLkyJUuWzO5YRETETMlJsHE4hI4BDPAfCD2WqXAuIpJPBQcHs27durvO++qrr5gwYULOByQiIrkv8SasHvC/wnnACHh6jgrnIiKZlKniuWEYXL9+nfj4+AzPx8bG8tprr1GxYkVcXV2pVq0a48aN4+bNm9karIiI5JD4q7D0WdjzOWCBwMnQ/n1wtOsBJRERyUdSUlLSbSYqIiIFQNwFWPQUHFwDDk7Q6TNoNRr073wRkUzLVPF80aJFeHh4MH78+HTnbt68SUBAAP/+9785ffo08fHxHD16lMmTJ9OpU6fsjldERLJbzGmY1w6ObIYirtB9MTz6qpJqEZFCIioqSi0ZRUQKmguHYW5biPoRinpBrzVQt6fZUYmI5DuZWlK4Y8cOAPr375/u3CeffMKBAwdwcHDgtddeIzAwkBMnTjBhwgQ2b97M6tWreeaZZ7I3ahERyR5nfoEvu8HVM+BWCnosB58GZkclIiJ2WrRoUZrxkSNH0h1LlZSUxMGDBwkLC6NJkya5EZ6IiOSG4ztgWU/4f/buOzyKcn3j+HfTQxot1EACGAQBDyAgEiQ0EwULRaogRcCD7XjAhoo0aR47liNGmohUFUUxASRBqijlWDFSQi+hJCSQuvP7Y8n+DAmQhCST3dyf6+KCd+ad3XuZoE+ezLyTdg4qBsMDyyDwRrNTiYg4pAI1z3/88UdCQkJo2LBhnn1z5szBYrHw6KOP8uabb9q3N27cmM6dO7No0SI1z0VEyqI/Y2DZUMhMhcBGMHApVAo2O5WIiFyHoUOH5lqCZdOmTfYLYfJjGAYuLi489dRTpRFPRERK2v+WwspHITsDareyPcPIN9DsVCIiDqtAzfMTJ07QunXrPNuPHDnCn3/+icVi4ZFHHsm1r2PHjjRq1IgdO3YUT1IRESk+P3wIq58Bwwr1wqHvAvCuaHYqERG5Tg8++KC9eT5//nwaNGhAWFhYvnM9PDwICgqiR48eNGvWrDRjiohIcTMM2PAfWD/VNm58L/SaDe7e5uYSEXFwBWqeJyYm5rsO4o8//ghA7dq1ufHGvLcANWzYkDVr1lxnRBERKTZWK6wZD1vesY2bD4K73wA3D3NziYhIsZg3b579z/Pnz6d9+/bMmTPHvEAiIlLysjLgq3/B7kW2cbsnoOskcCnQY+5EROQqCtQ89/T05MSJE3m25zTPW7Zsme9xPj4+1xFNRESKVcYF+Gwk/LHKNu48Hm4fqweDiog4qf379+tBoCIizu7iWVgyGA58DxZX6P4qtMr7vDoRESmaAjXPGzRowA8//EBKSkquAjwmJgaLxXLFBwwdP36c6tWrF09SEREpupST8Gl/OPITuHpAj/eh2f1mpxIRkRIUHKznWIiIOLWzB+CTPpD4J3j4QZ95ENrV7FQiIk6lQM3zyMhIXnnlFR555BE++OADvL29WbBgAdu3b8disXDvvffmOcZqtbJjxw6tnygiYraTf9iK6qSD4F0J+n8Kwfn/0FNERJxPeno6P/74I0eOHCEtLe2K8x588MFSTCUiItfl8I+wqB9cSAS/WvDAUqih/ouISHErUPP8ySefZPbs2XzyyScsWbIEX19fzp07h8Vi4a677qJx48Z5jvnuu+9ISkq64gOKRESkFOyLhSUPQnoSVK4PDyyHKg3MTiUiIqXk7bffZuLEiSQlJV1zrprnIiIO4reV8NkoyEqDGjfDwCXgX8vsVCIiTqlAzfMaNWqwatUq+vbty9GjRzl79iwALVq04KOPPsr3mHfffReALl26FFNUEREplJ2fwFdPgDUL6rSF/ovAp4rZqUREpJR8/PHHPPnkkwA0atSIxo0b4+/vb24oEREpOsOAzbNgzUuAAaGRcP8c8NTzLURESkqBmucA7dq1Y9++fWzcuJETJ05Qt25d2rVrh+UKD5obPnw4Q4cOpUOHDsUWVkRECsAwYP1U2PAf27jp/XDfu+DuZW4uEREpVW+++SYWi4W5c+fqqnIREUeXnQXfPAU/zbWNW4+EO2eAa4HbOiIiUgSF+q+sh4cHnTt3LtDce+65p0iBRETkOmSlw8pH4edltvHtT0GnF8DFxdxcIiJS6n7//Xfatm2rxrmIiKNLS4blw+CvtYAFIqdB29FwhYsZRUSk+OhHlCIizuLCGVg8EA5uARc3uOctaDHI7FQiImISLy8vQkJCzI4hIiLXI+mw7cGgJ34BN2/oHQWN7zY7lYhIuVEmL0U8cuQIb775JhEREdStWxcPDw9q1KhB79692bZtW77HJCcnM2bMGIKDg/H09CQkJISnn36alJSUfOdbrVZmzZpFs2bN8Pb2JjAwkAEDBrBv376S/GgiIiXj9F6I6mprnHv6w6AVapyLiJRzrVq1Ij4+3uwYIiJSVMd222r8E7+ATzUY9rUa5yIipaxMNs9nzZrFv//9b/bt20dERARjx46lffv2rFy5knbt2rFkyZJc81NTUwkPD+eNN96gUaNG/Pvf/+bGG2/k1VdfpXPnzqSlpeV5j4cffpgnnngCwzB44oknuPPOO/nss89o3bq1vskQEceSsMVWVJ/ZCwF14aEYqN/R7FQiImKycePG8dNPP7F69Wqzo4iISGH9GQ1z7oLzxyCwEYxYC7VvMTuViEi5UyaXbWnTpg2xsbGEh4fn2v7999/TpUsXRo8eTY8ePfD09ATglVdeYdeuXTz77LPMmDHDPv+5555j5syZvPHGG4wbN86+ff369URFRdGhQwfWrFmDh4cHAAMHDqRbt2489thjREdHl8InFRG5Tj8vhy9GQ3YG1GoJAxaDX3WzU4mISBnQoEEDXnzxRXr27MkTTzzB3XffTd26dXG5wnMw6tatW8oJRUQkXz98CKufAcNquyimz3zwrmh2KhGRcsliGIZhdojCiIyMJCYmhu3bt9OqVSsMwyAoKIjk5GSOHz+Oj4+PfW5qaio1atSgWrVq7N2717594MCBfPrpp8TFxdGhQ4dcr9+pUydiY2NJSEgo8DcQycnJBAQEkJSUhL+/f/F8UBGRqzEM2Pg6rJtsGze6G3p9CB4VzM0lIuJkHLnOc3FxwWKxYBgGlms8VM5isZCVlVVKyRyDI597EXFQ1myIGQ9b37WNWwyCu98EV3dTY4mIOJvC1Hll8srzq3F3t/1Pw83NFj0+Pp6jR48SGRmZq3EO4OPjQ1hYGNHR0Rw6dIg6deoAEBsba993ucjISGJjY4mLi2Pw4MEl/GlERIogOxNW/Rt2fmwbt30UIqaAi6u5uUREpEypW7fuNZvmIiJSRmSkwmej4I9VtnHn8XD7WNB/x0VETOVQzfODBw+ydu1aatasSbNmzQDs65OHhobme0xoaCjR0dHEx8dTp04dUlNTOXbsGE2bNsXVNW+jKed1rrbueXp6Ounp6fZxcnJykT+TiEihXDwHSx+E/XFgcYG7XoE2I81OJSIiZdCBAwfMjiAiIgVx/gR82g+O7gRXT+jxHjS73+xUIiJCGX1gaH4yMzMZPHgw6enpzJw50974TkpKAiAgICDf43Iuvc+ZV9j5+Zk+fToBAQH2XzlXtIuIlKhzB2FOpK1x7u5jW99cjXMREREREcd18neI6mprnHtXhiFfqnEuIlKGOETz3Gq1MnToUDZs2MDIkSNNX05l3LhxJCUl2X8dOnTI1DwiUg4c2QEfdoFTf4BfTRi+GhpGmp1KRERERESKal8sfBQJSQehcgMYsRbqtjU7lYiI/E2Blm2pX79+kd/AYrHkelhnYVmtVoYPH86iRYsYNGgQ//3vf3Ptz7mC/EpXiucsqZIzr7Dz8+Pp6Ymnp2chPoWIyHX442tY/hBkXYTqTWHgUgiobXYqERFxEN9//z2zZs1i8+bNnDp1ikGDBvHRRx8BsGbNGtavX88TTzxBjRo1TE4qIlKO7PgYVj0J1iyoexv0XwQVKpudSkRELlOg5vn1rJd4PQ8pslqtDBs2jAULFjBgwADmzZuHi0vui+WvtUb55Wui+/j4ULNmTfbv3092dnaedc+vtYa6iEipMQzY+j5EPw8YcENX6DMPPP3MTiYiIg7i5ZdfZsKECRiGYd/29z8HBAQwc+ZMgoKCeOSRR8yIKCJSvhgGfPcyfP+qbdz0frjvXXD3MjeXiIjkq0DN8/3795d0jjz+3jjv168fH3/88RUf8FmrVi02bdpEamoqPj4+9n2pqals2rSJevXq5VqXPDw8nMWLF7Np0yY6dOiQ6/Wio6MB8mwXESlV2VkQPQ5+mG0btxoOd/0HXB3qOc8iImKi1atX89JLLxEUFMTrr79OeHg41atXzzWnTZs2BAYGsmrVKjXPRURKWmYarHwUflluG3d4Gjq9ANdx0aGIiJSsAnVhgoODSzpHLjlLtSxYsIA+ffqwcOHCfBvnYLuyfcSIEUyePJkpU6YwY8YM+74pU6aQkpLC888/n+uYUaNGsXjxYsaPH8+aNWvw8PAAbN9gxMbGEhERUeqfWUTELj0FVjwEf34LWCBiCtz2mIpqEREplLfeegtPT09Wr15NkyZNrjjvH//4xxXv4hQRkWKSehqWPAAHt4CLG9zzFrQYZHYqERG5hjJ5CePkyZOZP38+vr6+NGzYkJdffjnPnB49etC8eXMAnnnmGVauXMnMmTPZuXMnLVu2ZMeOHcTExNC6dWuefPLJXMd26tSJESNGEBUVRcuWLenevTvHjh1jyZIlVK5cmVmzZpXCpxQRyUfyMVjUF47/D9y8oNdsuOk+s1OJiIgD2r59O23atLlq4xwgMDCQzZs3l1IqEZFy6PRe+OR+OLMPPAOg38dQP9zsVCIiUgBlsnmes8Z6SkoKU6dOzXdOSEiIvXnu4+NDXFwcEydOZMWKFaxfv56aNWsyduxYJkyYgLe3d57jP/jgA5o1a8bs2bN566238PX1pWfPnkydOpUGDRqU1EcTEbmy47/YGufJR8AnEAYshqBWZqcSEREHlZqaWqCHgCYlJWG1WkshkYhIOZSwBRYPhItnoGJdGLgMqjUyO5WIiBSQxfj7E4MK6ccff2T58uXs2bOH5ORk8nspi8XCunXrritkWZecnExAQABJSUn4+/ubHUdEHNFfa2HpUMg4D1UbwgPLoFKI2alERMo9R67zgoODqVq1Kj/99JN9m4uLC0OHDmXOnDn2bQ0bNsTFxYU//vjDjJhlliOfexEpI35eDl+MhuwMqNUSBi4B32pmpxIRKfcKU+cV+crzp556ijfeeMPeMLdYLLma5zlji9boFRG5uh/nwNdPgZENIbfbbuP0rmR2KhERcXDt27dn8eLFbNq0ibCwsHznrFq1ir/++ouHH364lNOJiDgxw4DvX4PvptjGje6GXh+CRwVzc4mISKG5FOWgZcuW8frrr1O7dm0++OADIiIiAIiOjuadd97htttuwzAMnnvuOb777rtiDSwi4jSsVogZD6v+bWuc/2MgDPpMjXMRESkWY8eOxWKx0KtXL7744guysrJy7f/2228ZMWIE7u7uPP744yalFBFxMtmZ8OVj/984v+0x6LtAjXMREQdVpOb57NmzcXV1Zd26dYwcOZKaNWsCcMcdd/DII4+wadMmXnjhBV5//XUCAgKKNbCIiFPIvAjLhsDmt23jTi9Aj/fAzcPcXCIi4jRatmzJa6+9RmJiIr1796ZixYpYLBZWrFhBxYoV6d69OydPnuS1117jpptuMjuuiIjju3gOFvaGnQvB4gLdX4PIqeDianYyEREpoiI1z3fu3Mmtt95KaGjoFedMmjSJmjVr8vLLLxc5nIiIU0o5BfPuht+/BFcP2y2c4c+AlrkSEZFi9q9//YtvvvmG1q1bc/HiRQzD4Pz58yQnJ9OsWTO+/PJLHnvsMbNjiog4vrMJMCcS9seBhy8MWAKtR5idSkRErlOR1jw/f/48devWtY89PGxXSqakpODr6wvYHkZ06623EhcXVwwxRUScxKk98EkfOJdgW56l3ycQkv86tCIiIsUhMjKSyMhITp8+zf79+7FardSpU8d+96iIiFynIz/Bov6QehL8atkeDFrzZrNTiYhIMShS8zwwMJBz587Zx1WrVgXgwIEDNG3a1L49NTWV5OTk60soIuIs9m+AJYMgLQkq1YMHlkPVG8xOJSIi5USVKlWoUqWK2TFERJzL71/BipGQdRGqN7M1zgNqm51KRESKSZGWbQkJCSEhIcE+btGiBYZhsGjRIvu248ePExcXR3Bw8PWnFBFxdLsWwce9bI3zOrfCiLVqnIuISInq3bs333zzDVar1ewoIiLOxzBg8zuwZLCtcX7DHTB8tRrnIiJOpkjN8y5duvDHH39w4MABAO666y4qV67MzJkz6dOnD2PHjuXWW28lNTWV3r17F2deERHHYhiwfhp8MRqsmdCkJzz4JfhUNTuZiIg4uc8//5x77rmHoKAgnnvuOfbs2WN2JBER55CdBd88BTEvAAa0eggGLAZPP7OTiYhIMStS87x///4MHz6cQ4cOAeDj48PcuXPx8vJixYoVvPHGGxw6dIiWLVsybty4Yg0sIuIw0lNgxUMQN9M2bj8Ges8Bdy9zc4mISLnw9ttv07x5c44fP84rr7zCTTfdRFhYGFFRUZw/f/66Xz8tLY0xY8bQoUMHatWqhZeXFzVq1CAsLIy5c+eSmZmZ55jk5GTGjBlDcHAwnp6ehISE8PTTT5OSkpLve1itVmbNmkWzZs3w9vYmMDCQAQMGsG/fvivmio6OJjw8HD8/P/z9/enUqRPr1q277s8rIgLAhTOwqC9sjwIsEDEVur8GrkVaFVdERMo4i2EYRnG92NGjR/nqq684c+YMjRs35p577sHV1bW4Xr7MSk5OJiAggKSkJPz9/c2OIyJlwak/YelgOPUHuLhB99fhliFmpxIRkUJyhjrv559/Zs6cOSxatIhTp05hsVjw9vamd+/eDB06lE6dOhXpdRMTE6lTpw5t2rShYcOGBAYGcvbsWVavXk1CQgIRERGsXr0aFxfb9Tqpqam0b9+eXbt2ERERQYsWLdi5cycxMTG0bt2aDRs24OWV+wfMI0eOJCoqiiZNmtC9e3eOHj3K0qVL8fX1ZevWrYSGhuaav3DhQgYPHkxgYCD9+vUDYMmSJSQmJrJ06VLuv//+An8+Zzj3IlLMju6EJQ9C0kFw84Zes+Gme81OJSIihVSYOq9Ym+fllQprEcnlt5XwxSOQkQK+NaDPPAi+zexUIiJSBM5U52VlZfHVV18xd+5cvv32W7KysrBYLISEhDB06FDGjx9fqNezWq1kZWXh4eGR533uuOMOYmNjWbVqFd27dwdgwoQJTJ48mWeffZYZM2bY5z/33HPMnDmTadOm5bprdf369XTu3JkOHTqwZs0a+/usXr2abt26ERERQXR0tH3+2bNnqV+/Pm5ubuzcuZOgoCAADh8+TIsWLQDYt28ffn4FW1bBmc69iBSDn+bblmrJzoBK9aDfx1CjmdmpRESkCApT5xVp2Zbhw4czZ86ca86bN28ew4cPL8pbiIg4nuwsiH4Blj5oa5wHt4eHN6hxLiIiZYKbmxs9e/bkyy+/5PDhw7z66qvcdNNN7N+/n4kTJxb69VxcXPI0zv/+PgB//fUXAIZhEBUVha+vb54m/fjx4/H19SUqKirX9g8//BCAKVOm5Hqfu+66i44dOxITE8PBgwft25ctW8a5c+d4/PHH7Y1zgKCgIB577DESExP5/PPPC/05RaScy7wIKx+Fr56wNc4b3gWjYtU4FxEpJ4rUPJ83bx4bN2685rxNmzYxf/78oryFiIhjOX8CFtwLW96xjds9Dg+uBL/q5uYSERHJR0BAADVr1qRGjRrF/tpWq5Vvv/0WgKZNmwIQHx/P0aNHCQsLw8fHJ9d8Hx8fwsLC2Ldvn/2ZSgCxsbH2fZeLjIwEIC4uLtd8gIiIiALNFxG5pjP74aMI2LkQLC7Q5SXovwi8K5qdTERESkmJPtEiOzvbvsahiIjTStgMy4ZCygnw8IMe72ntQxERKZO2bt3KvHnzWLJkCcnJyRiGQaVKlRgwYECRXzMjI4Np06ZhGAanT59m3bp1/PHHHwwbNowuXboAtuY5kGeN8hyhoaFER0cTHx9PnTp1SE1N5dixYzRt2jTfZyjlvE7O617rPfKbLyJyVXu+hc9HQVoSVKgK938E9TuanUpEREpZiTbP4+PjCQgIKMm3EBExj2HA1vcgZjwY2RDY2Lb2YdX8GwMiIiJmOHbsGAsWLGD+/Pns2bMHwzBwcXGha9euDB8+nB49euDp6Vnk18/IyGDSpEn2scVi4amnnmL69On2bUlJSQBX/N4gZ63JnHmFnX+tY/Kbf7n09HTS09Pt4+Tk5CvOFREnZs2G2Omw4T+2cVBr6DMfAmqbm0tERExR4Ob55MmTc4137dqVZ1uOrKwsfv31VzZv3kzXrl2vL6GISFmUfh6+fBx+vbR2arM+cM9b4OFz9eNERERKydKlS5k3bx5r1qzBarViGAb169dn6NChDBkyhDp16hTL+/j6+mIYBlarlaNHj/LVV1/x/PPPs2XLFr755huHedjm9OnTc/0QQETKodTT8NkI2PudbdxmFERMBbe8z3cQEZHyocDN84kTJ2KxWDAMA7A1z3ft2nXVY3x8fHjppZeuK6CISJlzag8sGQSJf4KLO0ROgzYjwWIxO5mIiIhd//79AahQoQK9e/dm2LBhdOzYscTez8XFhaCgIEaPHk3VqlXp27cvU6dOZebMmfarwa905XfOVd458wo7//JjqlSpcs35lxs3bhxjxozJdUxx/YBBRBzA4Z9g6YOQfBjcK9gujLm5r9mpRETEZAVunr/00kv25vnkyZNp3rw59913X75zPTw8CAoKIjIykmrVqhVbWBERUxkG7F4MX4+FzFTwqwV950OdNmYnExERyePWW29l+PDh9O/fHz8/v1J975yHduY8xPNaa45fvl65j48PNWvWZP/+/WRnZ+dZ9zy/9c1DQ0P58ccfiY+Pz9M8v9aa6wCenp7XtXyNiDgoqxV++ADWvATZGVDlBuj7MVS/yexkIiJSBhTqyvMcOc3zCRMmlEQmEZGyJzURVj0Jv39lG9frAL3ngG+gqbFERESuZMuWLaa999GjRwFwd3cHbE3rWrVqsWnTJlJTU/Hx+f9lzlJTU9m0aRP16tXLdaV3eHg4ixcvZtOmTXTo0CHX60dHRwPk2h4eHs6nn35KTEwMbdu2zXd+eHh4MX5KEXF4SYfhi0dgf5xt3Ohu6PE+eDnGclMiIlLyXIpykNVqZc6cOcWdRUSkbNqzGt5ra2ucu7hDl5dg0OdqnIuISLn222+/ceHChTzbL1y4YF/+pFu3boDtIaIjRowgJSWFKVOm5Jo/ZcoUUlJSGDlyZK7to0aNAmD8+PFkZGTYt69evZrY2FgiIiIIDg62b+/bty8BAQHMmjWLw4cP27cfPnyYd955h6pVq9KzZ8/r/NQi4hRy7ih9r52tce5eAbq/Bv0WqnEuIiK5WIycRcyvg2EYnD59GoDKlSvj4lKknrzDSk5OJiAggKSkJId5IJKIFED6efh2HOz82DYObAy9ZkPNm83NJSIipcYZ6ryjR4+yfv16jhw5QlpaWr5zLBYL48ePL9TrTpw4kddff5327dsTEhKCv78/R44cYfXq1Zw+fZrbb7+d6OhovL29AdsV5mFhYezevZuIiAhatmzJjh07iImJoXXr1sTFxdnn5hg5ciRRUVE0adKE7t27c+zYMZYsWYKvry9btmyhYcOGueYvXLiQwYMHExgYSL9+/QBYsmQJiYmJLFmyhD59+hT48znDuReRfKSevnRH6Ze2ce1Wthq/SgNTY4mISOkpTJ13Xc3zdevW8Z///Ifvv//eXoh7eXnRoUMHnnrqKbp06VLUl3YoKqxFnFDCZvj8YTh3ELBAu8eg04vg7mV2MhERKUWOXueNGTOGd955h+zsbMB20cvf5TzTyGKx2OcU1I8//sjs2bPZvHkzR44cISUlhYCAAG6++Wb69+/P8OHDcXPLvUpkUlISEydOZMWKFRw/fpyaNWvSp08fJkyYkO+67FarlXfeeYfZs2fz119/4evrS9euXZk6dSoNGuTf6Pr222+ZNm0aO3bswGKxcMstt/Diiy/StWvXQn0+Rz/3IpKPP6Nh5WOQehJc3KDjcxD2b3At8Iq2IiLiBEqleT558mQmTZqUpwC3v7DFwqRJk3jxxReL8vIORYW1iBPJSofvXobNswADAupCz/chpL3ZyURExASOXOe9/vrrPPXUU1gsFiIjI2ncuPFVP4OeZ5SbI597EblM+nmIfgF2zLeNAxtBzw+gVnNTY4mIiDkKU+cV6cera9euZeLEiXh4eDBq1Cgeeugh+5Uf+/bt46OPPmL27NlMmDCBdu3a0blz56K8jYhI6Tr+M3w2Ck7+Zhu3GASR07XuoYiIOKSPPvoINzc3YmJi6Nixo9lxRETMkbDl0h2lCYAFbnsUOo/XHaUiIlIgRWqev/3221gsFlauXElkZGSufTfffDNvvfUW3bt356677uKtt95S81xEyjZrNmx6C9ZPA2smVKgK974NjbqbnUxERKTI9u7dS/v27dU4F5HyKSsd1k+FTW9jv6O0x3tQ73azk4mIiAMpUvN827ZttGvXLk/j/O8iIiJo164dW7ZsKXI4EZESd+4QrBgBh7baxo3uhrvfBN9AU2OJiIhcLz8/P2rWrGl2DBGR0ndqDywfDid+sY2bPwB3ztAdpSIiUmhFap6fO3eO4ODga84LDg7mhx9+KMpbiIiUvL/W2RrnF8+Ahx/cNROaDwSLxexkIiIi1+32229n9+7dZscQESldv3wGXz4OGSm2O0rveQsa3212KhERcVAuRTmoatWq/PHHH9ec98cff1C1atWivIWISMmxWiHuP7Cwt61xXrM5jN4ILR5Q41xERJzGSy+9xF9//UVUVJTZUURESl52Jnw7DpYPszXOQ26HR7aocS4iItelSFeeh4WFsWLFChYtWsTAgQPznfPJJ5+wY8cO+vTpc10BRUSK1cWz8NnDEB9tG7ccAne9ogcGiYiI00lOTmbMmDE8/PDDxMTEcPfdd1O3bl1cXPK/fqZDhw6lnFBEpJgkH4NlQ/9/KcawJ20PBXUtUstDRETEzmIYhnGtSZMnT6Z58+bce++9AGzfvp3bbrsNgF69ejFkyBDq1asHwL59+5g3bx5ffPEFFouFzZs307p16xL8COZLTk4mICCApKQk/P21hppImXVsNywZDOcSwNUT7n4dWgwyO5WIiJRhjlznubi4YLFYMAwDyzXurLJYLGRlZZVSMsfgyOdepFw5sBGWDYPUk+DpDz3e19XmIiJyVYWp8wr0Y9iJEycydOhQe/O8devWvP/++zz66KMsX76cFStW5JpvGAZubm68++67Tt84FxEHseNj+HosZKdDxWDo9zHU/IfZqUREREpMhw4drtk0FxFxWIYBm2fB2olgZEO1m6DfQqjSwOxkIiLiRIp8D9PIkSO57bbbePPNN4mLi+PIkSMA1K5dm44dO/Kvf/2Lpk2bFltQEZEiyUyD1U/DjgW2cWgk9PoAvCuZm0tERKSExcbGmh1BRKRkpCXDykfh9y9t45v7wd1vgIePublERMTpXNcCYE2bNtUDiESk7Dp7AJY+aFuuBQt0egFuHwtXWOtVRERERETKuJO/w5JBcPovcHGHO6dD6xGgO21ERKQE6OkZIuKc4tfAihGQdg68K0PvKLihi9mpRERERESkqH5eDl8+DpkXwL829JkPdbRUrIiIlBw1z0XEuVitEDfT9gsDarWEvgugYh2zk4mIiJSogwcPXtfxdevWLaYkIiLFLCsDYl6EHz6wjet3hN4fgU9VU2OJiIjzK3Dz/Ntvv6Vz586FfgOLxcK6desKfZyISKFdOAOfjYS/1trGrYbDnTPAzdPcXCIiIqWgXr16RT7WYrGQlZVVjGlERIpJ0hFYNhQO/2Ab3z7Wthyji6upsUREpHwocPP8xIkTHD9+vNBvYNG6YyJSGo7sgKVDIOkguHnB3W9C8wFmpxIRESk1hmGYcqyISInZFwfLh8OFRPAMgJ7/hUbdzE4lIiLlSIGb5//4xz+47777SjKLiEjhGQb8NA9WPwPZGVCpHvT7GGo0MzuZiIhIqdq/f7/ZEUREiodhwKY3Yd1kMKxQvRn0WwCV65udTEREypkCN8+bN2/OhAkTSjKLiEjhZF6Er8fCrk9s4xu7QY/3wbuiqbFERETMEBwcbHYEEZHrl5YEn4+GPV/bxv8YCN1fA48K5uYSEZFySQ8MFRHHdGYfLHkQTvwMFhfoPB7CngQXF7OTiYiIiIhIURz/BZYOttX6rh5w1ytwy1DQcrAiImISNc9FxPHs+RY+GwXpSVChKtz/EdTvaHYqEREREREpqt2L4asnIesiBNSBvvOh9i1mpxIRkXJOzXMRcRzWbFg/Db5/1TYOag195kNAbXNziYiIiIhI0WSlw7fj4MePbOMGXaB3FFSobG4uERER1DwXEUeRmggrHoJ9sbZxm4ch4mVw8zA1loiIiIiIFNG5Q7BsCBz5yTYOf9b2y8XV3FwiIiKXFKh5vn79emrUqFHSWURE8ndoOywbCsmHwb0C3PM23NzH7FQiIiIiIlJUf62DFSPg4hnwqgi9PoSGEWanEhERyaVAzfPw8PCSziEikld2Jmz4D2x4FYxsqHID9P0Yqt9kdjIRERERESmKzIuwdiJs+69tXPMf0HcBVAoxM5WIiEi+tGyLiJRNp/bYHgp6bJdt3PR+uPsN8PI3NZaIiIiIiBTRkZ/g839C4p+2cauHIHIauHuZm0tEROQK1DwXkbLFaoUfPrBdjZKVZruF8+7XoWlvs5OJiIiIiEhRZGfC969B3Cu2O0p9a8B970JoV7OTiYiIXJWa5yJSdpw7BCsfgf0bbOMGXWxFtX9Nc3OJiIg4mbi4OHbt2kVwcDD33nsvLi4uZkcSEWd16k/4/GE4usM2btITur8OFSqbm0tERKQAVCWLiPkMA3Yvhvfb2Rrn7hWg+2swaIUa5yIiIkU0b948WrZsycaNG3Ntf/zxx+ncuTNjxoyhd+/e3HnnnWRnZ5uUUkScltUK2z6AD263Nc69AqD3R9BnnhrnIiLiMNQ8FxFzpZ6GpYNtV6OkJ0NQa/jnRmg9AiwWs9OJiIg4rOXLl7N3715at25t3/bjjz/y7rvv4uXlxX333Uft2rVZt24dixcvNjGpiDidpMOwsCesfsa2FGODzvDIVmh2v9nJRERECkXNcxExz55v4b228PtX4OIGnV+EYd9ClQZmJxMREXF4v/zyC82aNcPT09O+bfHixVgsFj7++GM+++wzfvjhB7y8vJgzZ46JSUXEaRgG/G8pvNcO9sWCmzd0exUGfQb+tcxOJyIiUmjFvua51k8UkWtKT4Ho52HHfNs4sBH0mg01/2FuLhERESdy+vRp2rZtm2vbhg0b8Pf3p0ePHgDUqFGD22+/nd9//92EhCLiVC6cgVVPwm8rbePat0DP2VD1BlNjiYiIXI8idba1fqKIFFnSEZgTealxboHbHoNRcWqci4iIFLPMzMxctXh6ejq7d++mXbt2uS5wCQwM5OTJk2ZEFBFnkRgPH3ayNc5d3KDTCzA8Ro1zERFxeEVqnmv9RBEpkmP/g6gucOIX8KkGQ76CyKng7mV2MhEREadTq1Ytfv31V/s4Li6OzMxM2rVrl2tecnIyAQEBpR1PRJzFgY0Q1RXOHoCKwTBiLYQ/A67FfqO7iIhIqStS81zrJ4pIof0ZA3PuhPPHbMu0jFgL9W43O5WIiIjT6tixI3v27GHGjBns3r2bCRMmYLFYuPPOO3PN++WXXwgKCjIppYg4tN1LYEEPSDsHtVvBiHVQq4XZqURERIpNkZrnp0+fzlNgX2n9xL/++uu6Q4qIg/vhQ/i0H2SmQr1wGB4NlYLNTiUiIuLUnn/+eXx9fXnhhRdo2bIl27Zto2vXrtxyyy32OX/++Sf79+/Psza6iMhVGQbEzoTPR4E1ExrfC0NXgW+g2clERESKVZHuo7rS+oldu3bNs35iXFzc9acUEcdkzYY1L8GWd2zj5oPg7jfAzcPcXCIiIuXADTfcwObNm3nttdc4efIkbdq04emnn841Z926dfzjH/+ge/fuJqUUEYeTlQFf/Qt2L7KN2z0BXSeBS5GuzRMRESnTitQ81/qJInJNGRfgs5HwxyrbuPN4uH0sWCzm5hIRESlHmjRpctVlFEePHs3o0aNLMZGIOLSLZ2HJYDjwPVhcofur0Gq42alERERKTJF+NKz1E0XkqlJOwvy7bY1zVw/o/RF0eEqNcxERERERR3VmP3wUYWuce/jBwKVqnIuIiNMrUvNc6yeKyBWd/AM+7AJHfgLvyvDgl9DsfrNTiYiIiIhIUR3aDlFdIfFP8K8Nw7+F0K5mpxIRESlxRVq2Resniki+9sXCkgchPQkqN4AHlkGVBmanEhERKRfq16+fZ5vFYmHv3r0mpBERp/HrF/D5w5CVBjVutl1x7l/T7FQiIiKlwmIYhmF2CEeXs7Z7UlIS/v7+ZscRMcfOhbYHB1mzoO5t0H8RVKhsdioREZHr4kh1nssVHtZntVpLOYlzcKRzL1IiDAM2vw1rXrKNG95pW47R09fcXCIiItepMHVeka48FxGxy86ENRNg67u2cdP74b53wd3L3FwiIiLljJrkIlJsMi7A12Ng96e2cZtRcOcMcHE1N5eIiEgpU/NcRIou+RgsGwqHttrGHZ6GTi/owaAiIiIiIo7q9F5Y+iCc+AUsLhA5DdqONjuViIiIKQrUPNf6iSKSx4GNsGwYpJ4ET3/o+V9opGcciIiIlBWdO3cmKCiIBQsWmB1FRBzFH1/D5/+E9GTwCYT750K9281OJSIiYpoCNc8PHDhQwjFExGEYBmyeBWsngpEN1ZpAv4/1YFAREZEyZvPmzfTo0cPsGCLiCLKzYP3LsPEN27jOrdBnHvjXMjWWiIiI2QrUPNf6iSICQFoyrHwEfv/KNr65P9z9BnhUMDeXiIiI5BEUFER6errZMUSkrEs5BSuGw/4NtvGtoyFiCri6m5tLRESkDNCa5yJSMCd+gyWD4MxecHGHu2ZAq4e0vrmIiEgZdffdd7Nw4UJSU1Px8fExO46IlEWHttvWNz9/FNx94N63odn9ZqcSEREpM1yKclDnzp158MEHizuLiJRV/1sGUV1sjXP/IBgeDa1HqHEuIiJShk2YMIGAgAB69epFQkJCsb/+kSNHePPNN4mIiKBu3bp4eHhQo0YNevfuzbZt2/I9Jjk5mTFjxhAcHIynpychISE8/fTTpKSk5DvfarUya9YsmjVrhre3N4GBgQwYMIB9+/ZdMVd0dDTh4eH4+fnh7+9Pp06dWLduXbF8ZhGnYRiwbTbMvcvWOK/aEEZ+p8a5iIjIZSyGYRiFPcjLy4sePXqwePHiksjkcJKTkwkICCApKQl/f3+z44gUn6wMiHkBfphtG9fvBL0/Ap8q5uYSEREpJY5c5w0fPpzExERWrVqFh4cHLVq0ICQkBG9v7zxzLRYLH330UaFe/7nnnmPmzJk0aNCAjh07EhgYSHx8PF988QWGYbBo0SL69etnn5+amkr79u3ZtWsXERERtGjRgp07dxITE0Pr1q3ZsGEDXl5eud5j5MiRREVF0aRJE7p3787Ro0dZunQpvr6+bN26ldDQ0FzzFy5cyODBgwkMDLS/95IlS0hMTGTp0qXcf3/BG4OOfO5FriojFb76F/y8zDa+6T64713w9DM3l4iISCkpTJ1XpOb5DTfcQLNmzfj888+LHNKZqLAWp5R0BJYNgcPbbeMOT0PHceDiam4uERGRUuTIdZ6LiwsWi4WClPsWi4Xs7OxCvf5nn31GlSpVCA8Pz7X9+++/p0uXLvj6+nLs2DE8PT0B25XwkydP5tlnn2XGjBn2+TlN+GnTpjFu3Dj79vXr19O5c2c6dOjAmjVr8PDwAGD16tV069aNiIgIoqOj7fPPnj1L/fr1cXNzY+fOnQQFBQFw+PBhWrRoAcC+ffvw8ytYg9CRz73IFSX+ZVuK8dTvYHGFOybDbY/qjlIRESlXSrx5/uSTT7Jw4UISEhK0fiIqrMUJHdoOiwdA6inwCoCes+HGO81OJSIiUuocuc6bP39+oeYPGTKk2N47MjKSmJgYtm/fTqtWrTAMg6CgIJKTkzl+/Hiu7yFSU1OpUaMG1apVY+/evfbtAwcO5NNPPyUuLo4OHTrkev1OnToRGxtLQkICdevWBWD27Nk8/PDDTJo0iZdeeinX/EmTJjFx4kTmz59f4OUnHfnci+Trr7WwbBikJ4NvdegzD4LbmZ1KRESk1BWmzivSA0MnTJjAV199Ra9evZg9ezbBwcFFCioiZdCvX8DnD0NWGlRvBv0+hsr1zE4lIiIihVSczfDCcnd3B8DNzfbtRnx8PEePHiUyMjLPxTc+Pj6EhYURHR3NoUOHqFOnDgCxsbH2fZeLjIwkNjaWuLg4Bg8ebJ8PEBERke/8iRMnEhcXp2c3Sfn041z4eiwY2VD3Nlvj3K+G2alERETKvCI1z8eOHUuTJk1YtWoVN954Y7GvnygiJjAM2Pw2rLl0pVbDO23rm3v6mptLREREHMrBgwdZu3YtNWvWpFmzZoCteQ7kWaM8R2hoKNHR0cTHx1OnTh1SU1M5duwYTZs2xdU175JxOa+T87rXeo/85l8uPT2d9PR0+zg5Ofmqn1PEIVitsG4ibHrLNr65P9w7C9w8TI0lIiLiKIrUPJ83bx6WS2uiZWRksG3bNrZt25bvXDXPRRxAdhZ88xT8NNc2bjMK7pyh9c1FREScxG+//cbmzZs5deoUTZo04d577wXAarWSlZVlX0/8emVmZjJ48GDS09OZOXOmvfGdlJQEQEBAQL7H5dwumzOvsPOvdUx+8y83ffp0Jk2adMX9Ig4n86LtjtLfVtrGHcdB+LNa31xERKQQitQ8nzt3bnHnEBGzpCXDsqGwdx1ggTunQ9vRZqcSERGRYnDo0CGGDRvG+vXr7duGDBlib55/+OGHPPLII8TExNClS5frei+r1crQoUPZsGEDI0eOtC+n4ijGjRvHmDFj7OPk5GT7EjIiDic1ET7tD4e3g4s73Pcu/KOf2alEREQcTpGa52aunygixSjpMCzqByd+AfcK0DsKGnU3O5WIiIgUgzNnzhAeHs6BAwdo2rQpHTp04L333ss1p2/fvjz22GN8+eWX19U8t1qtDB8+nEWLFjFo0CD++9//5tqfczX4la78zlkiJWdeYedffkyVKlWuOf9ynp6eeHp6XnG/iMM49Scs6gNnD4BXRej/CYS0NzuViIiIQ3IxO4CImOTYbojqamuc+1SDoV+rcS4iIuJEZs6cyYEDB3jqqafYvXs377zzTp45lSpVolmzZmzcuLHI72O1Whk2bBjz589nwIABzJs3DxeX3N9mXGvN8cvXK/fx8aFmzZrs37+f7Ozsa86/1ntca811EadxYCN8dIetcV4pBEasVeNcRETkOlx38/y3334jKiqK6dOn8+WXX9q3W61WMjIyrvflRaQk7PkW5twF549BYGMYuQ5qtzQ7lYiIiBSjlStXEhISwowZM+zPK8pP/fr1OXr0aJHeI6dxvmDBAvr168fHH398xQd81qpVi02bNpGampprX2pqKps2baJevXq5lkkJDw+377tcdHQ0AB06dMg1HyAmJuaK83PmiDil3YthQQ9IOwdBrWHEOqiqHxiJiIhcjyI3zw8dOkTXrl1p1qwZDz/8MC+++CJffPGFff+HH36It7c369atK46cIlJcts2GxQMgMxXqd4SHoqFiXbNTiYiISDFLSEigZcuWea4Cv5yHhwdnzpwp9OvnLNWyYMEC+vTpw8KFC/NtnANYLBZGjBhBSkoKU6ZMybVvypQppKSkMHLkyFzbR40aBcD48eNzXZSzevVqYmNjiYiIIDg42L69b9++BAQEMGvWLA4fPmzffvjwYd555x2qVq1Kz549C/05Rco8w4D1020PB7Vmwk09YMhX4FPV7GQiIiIOr0hrnpfm+okiUkys2RDzImy99G+1xWC4+w1wdTc3l4iIiJQILy8vzp8/f815Bw8evOpa4FcyefJk5s+fj6+vLw0bNuTll1/OM6dHjx40b94cgGeeeYaVK1cyc+ZMdu7cScuWLdmxYwcxMTG0bt2aJ598MtexnTp1YsSIEURFRdGyZUu6d+/OsWPHWLJkCZUrV2bWrFm55leqVIl33nmHwYMH07JlS/r1sz0cccmSJZw+fZolS5bg5+dX6M8pUqZlpcOXT8D/FtvGYU9ClwlwjR+aiYiISMEUqXn+9/UTZ86cicViydM8L471E0WkmGSkwmej4I9VtnGXl6D9GLjKLdwiIiLi2Bo1asSOHTtITU3Fx8cn3zmJiYns3r2bW2+9tdCvf+DAAQBSUlKYOnVqvnNCQkLszXMfHx/i4uKYOHEiK1asYP369dSsWZOxY8cyYcIEvL298xz/wQcf0KxZM2bPns1bb72Fr68vPXv2ZOrUqTRo0CDP/EGDBlG1alWmTZvG3LlzsVgs3HLLLbz44ot07dq10J9RpEy7cAaWDIaEjWBxhbtfh1uGmp1KRETEqVgMwzAKe1CjRo3IyMjgr7/+st8G6uLiwtChQ5kzZ4593v3338+mTZs4duxY8SUug5KTkwkICCApKQl/f3+z44jkdv4EfNoPju4EV0/o+T407W12KhEREYfgyHXea6+9xtNPP83IkSN5//33cXFxyVOz56xX/t///jfPsinlnSOfeykHzuyHT/rA6Xjw8IO+8+AG/YBIRESkIApT5xXpyvOEhAS6d+9eYusnikgxOfm7rahOOgTelWHAp1C3rdmpREREpBQ8+uijzJ8/n6ioKH766Sd69eoFwN69e3n99ddZtmwZP/zwA82bN2fo0KHmhhWRgju0HT7tDxcSwT8IHlgK1ZuYnUpERMQpFal5XtLrJ4pIMdi7HpY+COnJULkBPLAMquS9vVlERESck5eXF9HR0fTp04fNmzezc+dOADZu3MjGjRsxDIPWrVvzxRdf4O6uZ6CIOIRfP4fP/wlZaVDzHzBgCfjXNDuViIiI0ypS87yk108Ukeu042NY9SRYs6BuO+j/CVSobHYqERERKWU1a9Zk48aNREdH8/XXX7Nv3z6sVit16tThrrvu4r777sOiZ6CIlH2GAZvegrUTbOOGd0HvKPD0NTeXiIiIkyvSI7jvv/9+Tp8+zZgxY7BarfnOefrpp7lw4YL9KfeFtXDhQh5++GFatWqFp6cnFouFefPmXXF+cnIyY8aMITg4GE9PT0JCQnj66adJSUnJd77VamXWrFk0a9YMb29vAgMDGTBgAPv27StSXpEywWqFtZPgy8dsjfNmfeDBL9Q4FxERKeciIyN5++23WbVqFd988w0ffPABPXr0UONcxBFkZ9oujMlpnLd52HZxjBrnIiIiJa5IV56XxvqJL774IgkJCVStWpWaNWuSkJBwxbmpqamEh4eza9cuIiIiGDBgADt37uTVV18lLi6ODRs24OXlleuYhx9+mKioKJo0acITTzzB0aNHWbp0KTExMWzdupXQ0NAi5RYxTWYafDEafv3MNu7wDHR6HvRNsYiIiIiIY0pLhmVDYO93gAXunAFt/2l2KhERkXKjyGuel/T6iVFRUYSGhhIcHMyMGTMYN27cFee+8sor7Nq1i2effZYZM2bYtz/33HPMnDmTN954I9fx69evJyoqig4dOrBmzRo8PDwAGDhwIN26deOxxx4jOjq6SLlFTJF6GhYPgEPbwMUN7nkbWjxgdioREREpI7Kzszl9+jRpaWlXnFO3bt1STCQi15R0GD7pCyd/BfcK0PsjaNTN7FQiIiLlisUwDON6XqA01k/MaZ7PnTs3z5XshmEQFBREcnIyx48fz7UGe2pqKjVq1KBatWrs3bvXvn3gwIF8+umnxMXF0aFDh1yv16lTJ2JjY0lISCjwNxDJyckEBASQlJSEv79/0T+oSFEk/gWf3A9n94NnAPT7GOqHm51KRETEKTh6nbd9+3Zeeukl4uLiSE9Pv+I8i8VCVlZWKSYr+xz93IuDO7oTFvWHlOPgWx0GLoFaLcxOJSIi4hQKU+cV6crzv4uMjCQyMvJ6X6bI4uPjOXr0KJGRkXkeXurj40NYWBjR0dEcOnSIOnXqABAbG2vfd7nIyEhiY2OJi4tj8ODBpfIZRIosYTMsHggXz0LFuvDAcgi80exUIiIiUgZs3bqVzp072682r1SpkprAIo5gz2pYPhwyL0BgY3hgGVSsY3YqERGRcum6m+dmi4+PB7jiGuWhoaFER0cTHx9PnTp1SE1N5dixYzRt2hRXV9d85//9dfOTnp6e68qd5OTk6/kIIkXzv2Ww8hHIzoDat8CAxeBbzexUIiIiUkZMmDCBtLQ0hg8fztSpU6levbrZkUTkWrZ9AN8+B4YV6neCvvPBK8DsVCIiIuXWdTfPzV4/MSkpCYCAgPwLipyra3LmFXZ+fqZPn86kSZOKFljkehkGbHgV1r9sGze+B3rOBo8K5uYSERGRMmXbtm3ceOONfPjhh8W2nKKIlBBrNkS/ANvet41bPgjdXwfXoj1DTERERIpHkZvn5Xn9xHHjxjFmzBj7ODk52b4kjEiJysqAVU/Crk9s43aPQ9fJ4OJiaiwREREpe7KysmjevLka5yJlXUYqrBgBe76xjbtMgPb/Bv3bFRERMV2Rmudlaf3EnCvIr3SleM6SKjnzCjs/P56ennh6ehYtsEhRXTwHSwfD/g1gcYFu/4HWI8xOJSIiImVUo0aNSExMNDuGiFzN+eOwqB8c2wWuntDzv9C0l9mpRERE5JIiNc/L0vqJ11qj/PI10X18fKhZsyb79+8nOzs7z7rn11pDXcQUZw/AJ30hcQ94+EKfeRB6h9mpREREpAwbNWoUTzzxBHv37qVBgwZmxxGRy534DRb1haRDUKEK9P8U6t5qdioRERH5myKt9fD39RPNfvBQaGgotWrVYtOmTaSmpubal5qayqZNm6hXr16uZVXCw8Pt+y4XHR0NQIcOHUo2uEhBHf4RorraGud+tWD4t2qci4iIyDWNGjWKAQMGcMcdd/DNN9+QnZ1tdiQRyfHXOpgTaWucV7kBRqxV41xERKQMKlLzvCytn2ixWBgxYgQpKSlMmTIl174pU6aQkpLCyJEjc20fNWoUAOPHjycjI8O+ffXq1cTGxhIREUFwcHDJhxe5lt++hHndIfUU1GgGI9fZfhcRERG5hvr16xMXF8eBAwe45557qFChAiEhIdSvXz/PL12ZLlKKfpoPn/SB9GSo2w4eWgOV65udSkRERPJhMQzDKOxBrVq1olKlSqxZs6YkMgEQFRXFxo0bAfj555/ZsWMHYWFh3HDDDQC0b9+eESNs6z2npqYSFhbG7t27iYiIoGXLluzYsYOYmBhat25NXFwc3t7euV5/5MiRREVF0aRJE7p3786xY8dYsmQJvr6+bNmyhYYNGxY4a3JyMgEBASQlJZm29rs4GcOALe9AzHjAgNAIuH8OePqZnUxERKRcceQ6z6UQDxS3WCy6Mv0yjnzupYyyWuG7KbDxddu4WV+47x1w0/O0RERESlNh6rwirXleGusnbty4kfnz5+fatmnTplxLreQ0z318fIiLi2PixImsWLGC9evXU7NmTcaOHcuECRPyNM4BPvjgA5o1a8bs2bN566238PX1pWfPnkydOlVX3oi5srNg9TPw40e2cesRcOdMcC3SP1cREREpp/bv3292BBHJkZkGX4yGXz+zjcOfhY7joAzczS0iIiJXVqQrzwGGDRtGXFwc77zzDpGRkXkevFme6KoUKTbp52HZMPhrDWCBiJfhtkdVVIuIiJhEdV75pXMvxSY1ERYPhEPbwMUd7n0bmg80O5WIiEi5VeJXntevb1uPLWf9RDc3N2rWrJnvraEWi4W9e/cW5W1Eypfko/BJXzjxM7h5Q+8PofE9ZqcSEREREZGiSvwLPrkfzu4HrwDotxDqdTA7lYiIiBRQkZrnBw4csP/ZMAwyMzM5ePBgvnPLwkNFRcq8Y/+DRX3h/DHwCYQBSyDoFrNTiYiIiIhIUR3YZLviPO0cVAyGB5ZB4I1mpxIREZFCKFLzXOsnihSjP2Ng+TDISIHARjBwKVQKNjuViIiIOIGDBw8yffp01q5dy5EjR0hPT893nsViISsrq5TTiTix/y2FlY9CdgbUbgUDFoNvoNmpREREpJCK1DwPDlZjT6RYbI+Cb54Gwwr1wqHvAvCuaHYqERERcQJ//PEHYWFhnDt3jms95qiIj0ESkcsZBmz4D6yfahs3vhd6zQZ3b3NziYiISJHkXaRcREqe1QrRL8DXY22N8+aD4IHlapyLiIhIsXnhhRc4e/YsERERbN26laSkJKxW6xV/ich1ysqALx75/8Z5uyegz3w1zkVERBxYka48F5HrkHEBPhsJf6yyjTu/CLc/BXo+gIiIiBSjuLg46taty8qVK/Hw8DA7johzu3gWlgyGA9+DxRW6vwqthpudSkRERK5Tka88P3jwIKNHjyY0NJQKFSrg6uqa7y83N/XnRexSTsL8u22Nc1cP6P0RdHhajXMREREpdhcuXKBNmzZqnIuUtLMH4KMIW+Pcw8/2DCM1zkVERJxCkTrbWj9RpAhO/gGf9IGkg+BdCfp/CsG3mZ1KREREnFT9+vVJTU01O4aIczv8IyzqBxcSwb+2rXFeo6nZqURERKSYFOnKc62fKFJI+2JtV6MkHYTK9WHEOjXORUREpEQNHjyYDRs2cOrUKbOjiDin31bCvO62xnmNm2HEWjXORUREnEyRmud/Xz+xTZs2+Pn5FXcuEeexcyEs7A3pSVCnLTy0Fqo0MDuViIiIOLmxY8dy2223cdddd/HLL7+YHUfEeRgGbHoblg6BrDQIjYRhq8G/ltnJREREpJgVadmWCxcu0LlzZ62fKHI1hgHfvQzfv2obN+0N970H7l7m5hIREZFyISIigszMTHbs2EHz5s2pW7cudevWxcUl7/UzFouFdevWmZBSxMFkZ8Hqp+HHObZx65Fw5wxw1bO+REREnFGR/g+v9RNFriEzDVY+Cr8st41vHwudXoR8vlkVERERKQmxsbH2P1utVg4cOMCBAwfynWvRw8tFri0tGZYPg7/WAhaInAZtR4P+/YiIiDitIjXPBw8ezMsvv8ypU6cIDAws7kwiju3CGVg8EA5uARc3uPtNaDnY7FQiIiJSzqxfv97sCCLOI+mw7cGgJ34BN2/oHQWN7zY7lYiIiJSwIjXPx44dy7p167jrrruYN28eTZvqoSgiAJzeC5/0gTN7wdMf+i6ABp3MTiUiIiLlUHh4uNkRRJzDsd22xvn5Y+BTDQYugdotzU4lIiIipaBIzXOtnyiSj4QttivOL56BgLrwwFKo1tjsVCIiIiIiUlR/RsOyYZCZCoGNbTV+xbpmpxIREZFSUqTmudZPFLnMz8vhi9GQnQG1WsKAxeBX3exUIiIiIiJSVD98CKufAcMK9Tva7ir1CjA7lYiIiJSiIjXPtX6iyCWGAd+/Bt9NsY0b3Q29PgSPCubmEhERkXJn+PDhWCwWpk2bRvXq1Rk+fHiBj7VYLHz00UclmE7EgVizIWY8bH3XNm4xyPYcI1d3U2OJiIhI6bMYhmGYHcLRJScnExAQQFJSEv7+/mbHkdKSnQmrnoSdC23j2x6DOyaDi6upsURERKT4OFKd5+LigsVi4ffff6dhw4b5Lql4JRaLhezs7BJM53gc6dxLMcpIhc9GwR+rbOMuL0H7MaA7qkVERJxGYeq8Il15LlLuXTwHSx+E/XFgcYG7XoE2I81OJSIiIuXY3LlzAahZs2ausYgU0PkT8Gk/OLoTXD2hx3vQ7H6zU4mIiIiJ1DwXKaxzB+GTPnDqD3D3gT5zoWGk2alERESknBsyZMhVxyJyFSd/t9X4SYfAuzIM+BTqtjU7lYiIiJisQM1zrZ8ocsmRn2BRf0g9CX41YeASqPkPs1OJiIiIsH//furVq2d2DBHHs3e97a7S9GSo3AAeWAZVGpidSkRERMqAAq15rvUTr07rIZYTv6+CFSMg6yJUbwoDl0JAbbNTiYiISAlypDrP1dWVunXr0rFjRzp16kSnTp2oU6eO2bEcliOde7kOOz62PcfImgV1b4P+i6BCZbNTiYiISAkq9jXPtX6ilGuGAVvfg+gXAANu6Ar3zwUvfRMlIiIiZYdhGCQkJDB//nwWLFgAQL169eyN9E6dOtnreZFyz2qF9S/D96/Zxk3vh/veBXcvc3OJiIhImVKgK8/l6nRVihPLzoJvn4PtH9rGrYbDXf8BVz0uQEREpDxwpDovMTGR2NhYYmNjWb9+Pb///rt9n8ViASA0NNTeSO/YsSPVqlUzK26Z50jnXgopMw1WPgK/rLCNOzwNnV6AS/9ORERExLkVps4rUPNc6ydenQprJ5WeAsuHQ3w0YIGIKXDbYyqqRUREyhFHrvNOnjyZq5m+Z88e+76cZnrjxo3tzfRevXqZFbVMcuRzL1eRehoWD4RDW8HFDe55C1oMMjuViIiIlKJib55r/cSrU2HthJKPwaK+cPx/4OYFvWbDTfeZnUpERERKmTPVeSdOnCA2NpbvvvuOuLg4/vzzT8DWSLdYLGRlZZmcsGxxpnMvl5zeC5/cD2f2gWcA9PsY6oebnUpERERKWbE3z//+gNCcq1S0fuL/U2HtZI7/DIv6QfIR8AmEAYshqJXZqURERMQEzlrnJSQk8Mknn/D6669z5swZLBYL2dnZZscqU5z13JdbCVtg8QC4eBYq1oWBy6BaI7NTiYiIiAkKU+e5XHXvJSdPnmTp0qU88sgjNGrUCMMw2LdvHx999BGDBw8mKCiIRo0aMXr0aJYuXcrJkyeL5YOIlLr4tTDnTlvjvOqNMGKtGuciIiLi8A4dOsTHH3/MQw89RP369alfvz7jx4/nzJkzVK5cmXvvvbfQr7lw4UIefvhhWrVqhaenJxaLhXnz5l1xfnJyMmPGjCE4OBhPT09CQkJ4+umnSUlJyXe+1Wpl1qxZNGvWDG9vbwIDAxkwYAD79u274ntER0cTHh6On58f/v7+dOrUiXXr1hX6s4mT+Xk5LLjX1jivfQuMWKfGuYiIiBRIkR4YqvUTc9NVKU7ixznw9VNgZEPI7bbbOL0rmZ1KRERETOSodd6RI0fstXpsbCz79+8HwDAMAgMD6dChA+Hh4YSHh9OsWbMivUdISAgJCQlUrVoVHx8fEhISmDt3LkOHDs0zNzU1lfbt27Nr1y4iIiJo0aIFO3fuJCYmhtatW7Nhwwa8vLxyHTNy5EiioqJo0qQJ3bt35+jRoyxduhRfX1+2bt1KaGhorvkLFy5k8ODBBAYG0q9fPwCWLFlCYmIiS5cu5f777y/U53PUcy9/Yxjw/avw3cu2ceN7oOds8Khgbi4RERExVbEv23It5X39RBXWDs5qhbUvweZZtvE/BtoeHOTmYW4uERERMZ0j1XmLFi2yX+Cyd+9ecsr8GjVq2Bvl4eHhNG7cuFjeb+3atYSGhhIcHMyMGTMYN27cFZvnEyZMYPLkyTz77LPMmDHDvv25555j5syZTJs2jXHjxtm3r1+/ns6dO9OhQwfWrFmDh4etLlu9ejXdunUjIiKC6Oho+/yzZ89Sv3593Nzc2LlzJ0FBQQAcPnyYFi1aALBv3z78/PwK/Pkc6dxLPrIyYNW/YddC2/i2x+COKeBSoJuvRURExIkV+7It11K9enX69evHBx98QHR0NC+//DKVK1fGMAyKoTcvUnIyL8KyIf/fOO/0AvR4T41zERERcTiDBg3io48+Ij09nYEDBzJ79mz27NnD0aNH+fTTT/nnP/9ZbI1zgK5duxIcHHzNeYZhEBUVha+vL+PHj8+1b/z48fj6+hIVFZVr+4cffgjAlClT7I1zgLvuuouOHTsSExPDwYMH7duXLVvGuXPnePzxx+2Nc4CgoCAee+wxEhMT+fzzz4v0OcUBXTwHn/S2Nc4tLtD9NYicqsa5iIiIFNp1Vw8lsX6iSKk4/jN82AV+/xJcPaDXhxD+DFxaekhERETE0RiGQXp6OhkZGWRmZpKZmWl2JOLj4zl69ChhYWH4+Pjk2ufj40NYWBj79u3j0KFD9u2xsbH2fZeLjIwEIC4uLtd8gIiIiALNFyd2cCvMDof9G8DDFwYsgdYjzE4lIiIiDsqtsAdca/3EXr16Xff6iSIlypoNm96C9dPAmgkVqkLfBRCS95szEREREUfx8ccf22v0ZcuWsXz5coBca5x37NiRJk2alGqu+Ph4gDxrlOcIDQ0lOjqa+Ph46tSpQ2pqKseOHaNp06a4urrmO//vr3ut98hvfn7S09NJT0+3j5OTk686X8qYrHRbfb/pLcCAgDrQfxHUvNnsZCIiIuLACtQ8v9r6iX379i329RNFSsyZffD5aDi01Ta+sbttfXPfQHNziYiIiFynBx54gAceeACwrfWdc8FLXFwcy5cvZ/ny5VgsFqpUqUKHDh3o2LEjHTt2pGnTpiWaKykpCYCAgIB89+esM5kzr7Dzr3VMfvPzM336dCZNmnTVOVJGHf8FPn8YTvxiGzd/AO6cDl75fw2JiIiIFFSBmueDBg3CYrEQFBTEwIED7c3yK109IlLmGAb8NA+iX4DMVPDwg7tmQvOBWqZFREREnE5QUBCDBg1i0KBBgG2pxb/fPfrZZ5/x2WefYbFYqFy5MuHh4fYr1curcePGMWbMGPs4OTmZOnXqmJhIrsmabXt20fqpkJ0BFarYLoxpfI/ZyURERMRJFHjZlrK4fqJIgZw/Dl8+DvExtnFwe9tDQStd+wFXIiIiIs6gTp06DB48mMGDBwO2ZvrChQt57bXXOH36dIk+TDPnavArXfmdszxKzrzCzr/8mCpVqlxzfn48PT3x9PS86hwpQ87shy9Gw8EttnHDu+Det8G3mrm5RERExKkUqHleVtdPFLmmX7+AVf+Gi2fA1RO6vARtHwGX635WroiIiIhDOXHiBOvXr7f/2rt3b6m877XWHL98vXIfHx9q1qzJ/v37yc7OzrPueX7rm4eGhvLjjz8SHx+fp3l+rTXXxcEYBuxYANHPQ0aK7aGgd86AFoN0R6mIiIgUuwI1z8vq+okiV3TxHHzzNPy81DaucTP0mg3VtC6/iIiIlA+nTp2y1+3r16/nzz//BLA/vwigcePGdOrUiU6dOpVYjtDQUGrVqsWmTZtITU3Fx8fHvi81NZVNmzZRr169XEukhIeHs3jxYjZt2kSHDh1yvV50dDRAru3h4eF8+umnxMTE0LZt23znh4eHF/tnk1J2/gR89QT8+a1tHBx26Y7SEFNjiYiIiPMq8LItObR+opR5e9fDykch+QhYXKD9GAh/Ftw8zE4mIiIiUmJOnz5NXFycvVn++++/2/flNMxDQ0PtzfKOHTtSvXr1Es9lsVgYMWIEkydPZsqUKcyYMcO+b8qUKaSkpPD888/nOmbUqFEsXryY8ePHs2bNGjw8bHXc6tWriY2NJSIiguDg/1+Cr2/fvjz77LPMmjWL4cOHExQUBNgu/HnnnXeoWrUqPXv2LPHPKiXot5Xw1ZOX7ij1gM7j4bZHwcX1moeKiIiIFJXF+PulJ8Xg7+snnjlzBovFQnZ2dnG+RZmTnJxMQEAASUlJ+Pv7mx2n/EpNhLUTYefHtnHl+tBzNtRpbWosERERcVyOVOe5ubnZm+Q5v9erV8/eLO/UqRO1atUqtveLiopi48aNAPz888/s2LGDsLAwbrjhBgDat2/PiBEjANsV5mFhYezevZuIiAhatmzJjh07iImJoXXr1sTFxeHt7Z3r9UeOHElUVBRNmjShe/fuHDt2jCVLluDr68uWLVto2LBhrvkLFy5k8ODBBAYG0q9fPwCWLFlCYmIiS5YsoU+fPoX6fI507p1a0hGIHmdrngNUb2a7o7T6TebmEhEREYdVmDqvWJrnV1o/0TAMNc+l5FmzYcd8WDsJ0s7ZtrV6CCKmgIfPVQ8VERERuRpHqvNcXFyoU6dOrmZ53bp1S+z9hg4dyvz586+4f8iQIcybN88+TkpKYuLEiaxYsYLjx49Ts2ZN+vTpw4QJE/Dz88tzvNVq5Z133mH27Nn89ddf+Pr60rVrV6ZOnUqDBg3yfc9vv/2WadOmsWPHDiwWC7fccgsvvvgiXbt2LfTnc6Rz75SyMmDrexD3CmSm2u4oDXsSOo7THaUiIiJyXUq8eV7Y9RN79+5d2LdwKCqsTXTkJ/h6LBzdaRtXbwbdX4O6t5qbS0RERJyCI9V5+/bto379+mbHcBqOdO6dzv4N8PVTkLjHNq7TFrq/CjWamZtLREREnEJh6rwCrXleVtdPlHLswhlYNxl+mgcY4OkPnV+0XXHuWuil/EVEREQcnhrn4vCSj0HMi/DLpWdmVahqu5v05v7g4mJuNhERESmXCtRlrF69eqmunyhyRVYr7FoIaybYHhYEtmL6jsngpx/YiIiIiIg4nOws+OEDWD8dMs7blmhp9RB0fgG8K5mdTkRERMqxAjXPrVZrqa6fKJKvY7ttt28e/sE2DmxsW6IlJMzcXCIiIiIiUjQJW2zLMJ781Tau3cpW49dqbmosEREREShg8/yvv/7SbaBinovnYP1U2B4FhhU8fG0PCrr1YXB1NzudiIiIiIgUVspJWPMS7P7UNvauDHdMguaDtESLiIiIlBkFap6rcS6mMAzYvRjWjIfUU7ZtTXtDxFTwr2luNhERERERKTxrNmz/CL57GdKTAAvcMgS6TIAKlc1OJyIiIpKLnqwoZdOJX223bx7cYhtXbQjd/gP1O5oaS0REREREiujQD7Ya//j/bOOazaH76xB0i6mxRERERK5EzXMpW9KSIXY6bPsAjGxwrwDhz0DbR8HNw+x0IiIiIiJSWKmJsHYC7FxoG3tVhC4vwS1DwcXVzGQiIiIiV6XmuZQNhgE/L4eYFyDlhG1b43vhzukQEGRuNhERERERKTxrNuyYD2snQdo527YWg6DrJPCpamo0ERERkYJQ81zMd/IP+OYpOPC9bVy5AXR7BW7oam4uEREREREpmiM/2ZZoObrTNq7eDLq/BnVvNTeXiIiISCGoeS7mSU+BuJmw9T2wZoGbF9z+FIQ9AW6eZqcTEREREZHCunAG1k2Gn+YBBnj6Q+cXodVD4KpvP0VERMSxqHqR0mcY8NsX8O3zcP6obduN3eDOGVAp2NRoIiIiIiJSBFYr7FoIaybAxTO2bTf3hzsmg191c7OJiIiIFJGa51K6ko7Al4/D3nW2ccVguOsVuPFOc3OJiIiIiEjRnN4LX4yGQ9ts48DGtiVaQsLMzSUiIiJyndQ8l9KR80DQb8ZCWhK4ekL7f0P7J8Hd2+x0IiIiIiJSWIYB26NgzUuQeQE8fKHjOLj1YXB1NzudiIiIyHVT81xK3oUzsOrftqVaAGq1hF6zoWqoqbFERERERKSIko/Cykdh73e2cb0OcN97ULGOublEREREipGa51Ky4tfYiuqUE2BxhfBn4faxeliQiIiIiIij+nk5fD0W0s6Bmxd0nQRtRoGLi9nJRERERIqVOphSMtJTIOZF+GmubVy1IfT8AGq3NDeXiIiIiIgUzYUztqb5r5/ZxjWb2+4oDbzR1FgiIiIiJUXNcyl+B7fB5w/D2f228a2joesErW0uIiIiIuKo4tdeuqP0uO2O0g5PQ4entLa5iIiIODU1z6X4ZGVA7HTY9CYYVvAPgh7vQf1ws5OJiIiIiEhRZKRCzHj48SPbuEoo9PoAat9ibi4RERGRUqDmuRSPE7/BZ6PgxM+28T8GwJ0zwLuiqbFERERERKSIDm2Hz0fBmX228a3/hC4TwKOCublERERESoma53J9rNmw5V34bgpkZ4B3ZbjnTbjpPrOTiYiIiIhIUWRlQNxM2Pj6pTtKa8N970KDTmYnExERESlVap5L0Z09AF88AgmbbOOGd8I9b4NfdVNjiYiIiIhIEZ383XZH6fH/2cY394O7XtEdpSIiIlIuqXkuhWcYsHMhfPscZKSAhy9EToWWQ8BiMTudiIiIiIgUltUKW9+DdZMhOx28K8Hdb0CTnmYnExERETGNmudSOCkn4at/wZ5vbOO6t0GP96FyPXNziYiIiIhI0ZxNuHRH6UbbODQC7p0FfjXMzSUiIiJiMjXPpeB+/8rWOL9wGlw9oNML0O5xcHE1O5mIiIiIiBSWYcCuT2D1c5BxHtx9bHeU3jJUd5SKiIiIoOa5FERakq2g3r3INq7eFHp+ADWamptLRERERESKJuXUpTtKv7aN69wKPf8Lleubm0tERESkDFHzXK5u/wbbLZxJhwALhP0LOj0Pbp5mJxMRERERkaL442v48gm4kAgu7rb6PuxfuqNURERE5DJqnkv+Mi/Cuimw9V3buFII9PgvBN9maiwRERERESmitGT4dhzsWmgbV7vJdkdpzZvNzSUiIiJSRql5Lnnt3wDfPA2n/rCNWw6xrX3o6WduLhERERERKTzDgD2rYfWzkHQQsNieXdT5Rd1RKiIiInIVap7L/zu0Hb6bbGueA/hUg/vegYaR5uYSEREREZHCMwzYFwvfvQxHfrRtq1jXdrV5cDtTo4mIiIg4AjXPBY7thu+mQny0beziDrcMhY7jwKeKqdFERERERKQIDm61LcOYsNE2dq8AbUZBh6d0R6mIiIhIAal5Xp6d2gPrp8JvK21jiys0Hwjhz9iuSBEREREREcdydKftSvO/1trGrh7Q6iFo/2/wq25uNhEREREHo+Z5eXRmP8TOgJ+XgmEFLNDsfgh/DqreYHY6EREREREprBO/2S6M+WOVbeziBi0GQYenISDI3GwiIiIiDkrN8/Ik6QhseAV2LgRrlm1bo7uh0/NQvYm52UREREREpPBO74XY6fDzcsAALHBzP+j4LFSub3Y6EREREYem5nl5kHHBduvm9ijITrdtu6ErdHoBarc0N5uIiIiIiBTexXOwZjzs/ASMbNu2m+6Djs9DtUamRhMRERFxFmqeO7uUk/Bpfzjyk20cHAadX4TgdubmEhERERGRojl7AD7pC4l7bOPQSOj8AtT8h6mxRERERJyNmufO7NQe+OR+OHcQvCtBz9kQegdYLGYnExERERGRojj8o+3imNRT4FcL7p8DwbeZnUpERETEKal57qz2b4AlgyAtybbW4cBlehioiIiIiIgj++1L+GwkZKVBjWYwcCn41zI7lYiIiIjTUvPcGe1aBF8+bnsoaJ1bof+n4FPF7FQiIiIiIlIUhgFb3oGY8YABoRG2K849/cxOJiIiIuLU1Dx3JoYB66fBhlds4ya9oMf74O5lbi4RERERESma7CxY/Qz8+JFt3Hok3DkDXPWtnIiIiEhJU8XlLLLSYeWj8PMy2/j2sdDpRXBxMTeXiIiIiIgUTfp5WDYM/loDWCByKrR9RM8wEhERESklap47gwtnYPEDcHAzuLjB3W9AywfNTiUiIiIiIkWVdAQW9YMTP4ObN/T+EBrfY3YqERERkXJFzXNHd3ovLOoLp/8CT3/ouwAadDI7lYiIiIiIFNWx/9lq/PPHwCcQBiyBoFvMTiUiIiJS7qh57sgOboPFA+DCaQioAw8sg2qNzU4lIiIiIiJF9WcMLBsKmakQ2AgGLoVKwWanEhERESmX1Dx3VL+sgM9HQ3Y61GphuxrFr7rZqUREREREpKh++ND2cFDDCvXCbXeVelc0O5WIiIhIuVWunya5fft2unXrRsWKFfHx8aFt27YsXbrU7FjXdmAjLB9ua5zf2B2Gfq3GuYiIiIgIDlzj//o5fPOUrXHefBA8sFyNcxERERGTldsrz9evX09kZCReXl70798fPz8/VqxYQb9+/Th06BBjx441O+KV1W0HTXuDb3WIeBlcXM1OJMXg0JkL7Dh4lvQsa4GPcbVYqOzjQRVfD6r4elLFxwMvd309iIiISPnk0DV+o7uhficICYPbnwKLxexEIiIiIuWexTAMw+wQpS0rK4tGjRpx+PBhtm7dSvPmzQFISkqiTZs2HDhwgD///JPg4IKtLZicnExAQABJSUn4+/uXYPK/sWarae7gTp5PY8ve02z+6zSb9yVy6MzFYnldP0+3XM30Kr6eVPX1oIqPB3UqV6BVSGUCvN2L5b1EREScnSl1nhSJanwRERERKYjC1Hnl8srz7777jr179zJs2DB7UQ0QEBDA888/z9ChQ5k/fz4vvfSSeSGvRUW1wzl3IYOt+86wZW8im/eeJv5kSq79bi4WmtYOoFKFgje2s6wGZ1IzOJ2SwenUdDKzDc6nZ3E+PYsDpy/ke4yLBZrVDuC2BlVp16AKrUMq4+2hrydHk201OHjmAvEnznMxM7vE3sfTzYUbqvkSUsUHN9dyvdKXiIiUcarxpSwwDIPjyWnsO5XKvlMp7D2VyuGzF8i2FvyaNReLhQqebvh6uuLj4YaPpxu+nrbffTxd7X/O+b2qrwd+Xro4RkREpCSUy+Z5bGwsABEREXn2RUZGAhAXF1eakcRJGIZBakY2p1PSSUxJ59T5dHYePMfmvaf55WgSf7/Pw2KBm2r6E3ZDVW671MT29Sz6P0nDMEi+mEViarqtmZ6STmKq7ffTKRkkpqSz5/h59iWmsvtwErsPJ/HfuL24u1poUbcS7RpUoV2DqjSvUxEPt+JvkmbnNPov5TuflkmAt4ftqnhfTyp6u+PiotuTL5fzDdie4+f588R59hxPYc+JZOJPpBRqiZ/r5eHqQv1AH26s4UfD6n7cWN2PG2v4Ubuid4mdN6vVIOliJqdT00lMyeDchQx8Pd0v3VnhQeUKHmroi4iInWp8KU0p6VnsP5XKvkRbg3zfqRT2J6ayPzGVCxkld2HDlVT19aR+oA8NAn2oX9WX+oE+1A/0pU4lb9VLZVy21eB0ajonk9M5kZzGiWTb95FZ1pKr9d1dXajm50l1fy+q+dt+r1zBQ9+PiYjko1w2z+Pj4wEIDQ3Ns69GjRr4+vra55RFGVlWvvvjhNkxyq0LGdm2ZvTfmtSnL139nZiSftWG5g3VfC81qatwa70qVPLxKLZcFouFgAruBFRwp0HglecdS7poWy5m72k2/5XI0aQ0fth/hh/2n+HNtfF4u7vSKqQSYTdUJbhyhQIvt2k14NyFTPvfR+Klpn1Os/zMhQyutkiUq4uFShVszfSqvp62BqmP7feqvh74e7mXi6U/DQNOnk9nz4nz/Hn8PHtOnOd8Wla+cz3dXAit7luiy/CkpGURfzKFCxnZ/HH8PH8cP59rv4+HK6GXmukNa/hRK8CrwOfJMOB8Wlaef0unztt+P5OacdWrtCwWqFTB49LyRJeWKLq0VFEVXw8qenug7xVFnFNodT8aBPqaHUPKGEev8VPSs9gYf8rsGOWSYUBGtpWU9CxS07NISc8m1f7nrEt/zrb9OSOLlLQsTqdmXPH1XF0sBFeuYG9gB1epgEchipJsq+2CnMsz2HNl5M2VeOninR/2n8n1Wu6uFupWrkD9QFtDvUFVX/y9C94GsBq2739y/11cOUt6lpUKHq6Xrox3vXS1vBu+9ivo/7bN0w1PN5dyU+Mnp2Vy4m8N8pPn0ziRnEZiytVr3tLi5mKhmp8n1fy9qO7vSTW/S7/7e+Hn6VaoGv9iZnaurxP710hG7n9fqRlZXMyw4uXu8re7K/K/6yLna8fb3bVcfM2IlEdNawcQVKmC2THyKJfN86SkJMB2C2d+/P397XPyk56eTnp6un2cnJxcvAGv4WJGNv9cuKNU31MKx9vdlap+HlT28aRhNV/CbrAtkVLN38vsaNQM8KZXyyB6tQzCMAwSTl+wNdL3JrJl72lOp2bwfXwi38cnFvt7/73Z6evlZruqOCWDpIuZZFsNe9EP56/5WuWJq4uF+lV9aFjjUpP60lXfdStXwLUUrg6xWg2OnLvInydszXPbFfDn2XsqhdSMbHYdOseuQ+dK7P39vdyo6utJQAV3UtOzcv0w5sylJnv8yRJ7exEpg569sxGjO6p5Lrk5eo1/PClNNb6DqeLjYWuQ/+1K7/qBPtStXAH3UvwJ/vm0TNsyMYkpl5aLSWXvqRQOnE4lLdPK3lOp7D2VWmp5pPBcLLa7B6pfalwH+nni6VZyyzilZWZz8vz/N/JPp6aTZTU4mpTG0aS0EntfEZGrebXPP7j/FjXPncL06dOZNGmSae/v4gKtgiuZ9v7lnae7i+3K6L9dFf3/f7b9XsHDMf5pWSwWQqr6EFLVh4G31sUwDPacOM/mv06zZd9pzl7lipr8VKzgbv+7+P8HlXpec5mNjCwrZy9kXGqe/22pmb9dkXylq6+dUYC3OzfW8LMvkVI/0KdEi+drcXGxUKdyBepUrkCXxtXt2zOzrSScTrUtJXM8mT+On+dMIb9mfL3cqOJz6Wvlsn9LVX09qeTjnu9nv3wZoMvvdEhMySDp4tXvdhARx1UjwNPsCOKEzK7xvdxdVOObyN3VJdfVrb65rnjNu954rQBvAgrxrKKS5Oflzj/qVOQfdSrm2m61GhxNumhff33fpWVlLhZiWRmLBbw9rn4l8N+3ebi6cDEznyuO87uiPyOL9MzSW4bQbL5eblT/29XcOY3y6v5eVPExdznCzGwriSnp9ivjT15qqp9ITuPE+XQupBfuezEvd1d8rvJv6e9fO97urvYr1fO9Wv2yOx0K8/UrIo6lim/xrc5QnCyGUf5aC3369GH58uX8+OOP3HLLLXn2+/n5UalSJQ4ePJjv8fldlVKnTp0CPaFVRERERBxHcnIyAQEBqvMcgGp8ERERESmIwtT45XI12Jx1EPNb8/D48eOkpKTku1ZiDk9PT/z9/XP9EhERERER86jGFxEREZHiVi6b5+Hh4QDExMTk2RcdHZ1rjoiIiIiIlH2q8UVERESkuJXLZVuysrK48cYbOXLkCFu3bqV58+aA7SFDbdq04cCBA+zZs4eQkJACvZ5u5xURERFxTqrzHIdqfBEREREpiMLUeY7xVMNi5ubmRlRUFJGRkXTo0IH+/fvj5+fHihUrSEhI4NVXXy1wUS0iIiIiIuZTjS8iIiIixa1cNs8BOnXqxMaNG5kwYQJLliwhMzOTZs2aMXPmTPr162d2PBERERERKSTV+CIiIiJSnMrlsi3FTbd0ioiIiDgn1Xnll869iIiIiHMqTJ1XLh8YKiIiIiIiIiIiIiJyNWqei4iIiIiIiIiIiIhcRs1zEREREREREREREZHLqHkuIiIiIiIiIiIiInIZNc9FRERERERERERERC6j5rmIiIiIiIiIiIiIyGXUPBcRERERERERERERuYya5yIiIiIiIiIiIiIil1HzXERERERERERERETkMmqei4iIiIiIiIiIiIhcRs1zEREREREREREREZHLqHkuIiIiIiIiIiIiInIZN7MDOAPDMABITk42OYmIiIiIFKec+i6n3pPyQzW+iIiIiHMqTI2v5nkxOH/+PAB16tQxOYmIiIiIlITz588TEBBgdgwpRarxRURERJxbQWp8i6HLaK6b1Wrl6NGj+Pn5YbFYSuU9k5OTqVOnDocOHcLf379U3lNKns6r89E5dU46r85J59X5FMc5NQyD8+fPU6tWLVxctOJheaIaX4qLzqvz0Tl1Tjqvzkfn1DmVdo2vK8+LgYuLC0FBQaa8t7+/v/4D4IR0Xp2Pzqlz0nl1Tjqvzud6z6muOC+fVONLcdN5dT46p85J59X56Jw6p9Kq8XX5jIiIiIiIiIiIiIjIZdQ8FxERERERERERERG5jJrnDsrT05MJEybg6elpdhQpRjqvzkfn1DnpvDonnVfno3MqjkZfs85J59X56Jw6J51X56Nz6pxK+7zqgaEiIiIiIiIiIiIiIpfRleciIiIiIiIiIiIiIpdR81xERERERERERERE5DJqnouIiIiIiIiIiIiIXEbNcxERERERERERERGRy6h57mC2b99Ot27dqFixIj4+PrRt25alS5eaHUuuYeHChTz88MO0atUKT09PLBYL8+bNu+L85ORkxowZQ3BwMJ6enoSEhPD000+TkpJSeqHlqo4cOcKbb75JREQEdevWxcPDgxo1atC7d2+2bduW7zE6r2VfWloaY8aMoUOHDtSqVQsvLy9q1KhBWFgYc+fOJTMzM88xOq+OaebMmVgsFiwWC1u3bs2zX+e17AsJCbGfw8t/dezYMc/89PR0Jk+eTGhoKF5eXtSqVYtRo0Zx8uTJ0g8vchnV+I5JNb7zUY3vnFTjlx+q8R1fWazxLYZhGMX2alKi1q9fT2RkJF5eXvTv3x8/Pz9WrFhBQkICr776KmPHjjU7olxBSEgICQkJVK1aFR8fHxISEpg7dy5Dhw7NMzc1NZX27duza9cuIiIiaNGiBTt37iQmJobWrVuzYcMGvLy8Sv9DSC7PPfccM2fOpEGDBnTs2JHAwEDi4+P54osvMAyDRYsW0a9fP/t8nVfHkJiYSJ06dWjTpg0NGzYkMDCQs2fPsnr1ahISEoiIiGD16tW4uNh+9qzz6ph++eUXWrVqhZubG6mpqWzZsoW2bdva9+u8OoaQkBDOnTvHk08+me++v/8/1mq10q1bN6Kjo2nbti3h4eHEx8fz+eefU69ePbZu3UpgYGDphRf5G9X4jks1vvNRje+cVOOXD6rxnUOZrPENcQiZmZlGgwYNDE9PT2Pnzp327efOnTMaNmxoeHh4GAcOHDAvoFzVmjVr7Odn+vTpBmDMnTs337kvvfSSARjPPvtsru3PPvusARjTpk0r6bhSACtWrDBiY2PzbN+wYYPh7u5uVKpUyUhLS7Nv13l1DNnZ2UZ6enqe7ZmZmUbHjh0NwFi1apV9u86r48nIyDBatmxp3HrrrcagQYMMwNiyZUuuOTqvjiE4ONgIDg4u0Nw5c+YYgDFgwADDarXat7///vsGYIwaNaqEUopcnWp8x6Ya3/moxndOqvGdn2p851EWa3w1zx1EdHS0ARjDhg3Ls2/evHkGYEyaNMmEZFJYVyusrVarUatWLcPX19dISUnJtS8lJcXw9fU16tevX0pJpagiIiIMwNi+fbthGDqvzuKtt94yAOPNN980DEPn1VFNmDDB8PT0NH799VdjyJAheQprnVfHUZjC+rbbbjOAPE1Iq9Vq1K9f3/Dx8TEuXLhQAilFrk41vvNQje/8VOM7J9X4zkE1vvMoizW+1jx3ELGxsQBERETk2RcZGQlAXFxcaUaSEhAfH8/Ro0cJCwvDx8cn1z4fHx/CwsLYt28fhw4dMimhFIS7uzsAbm5ugM6rM7BarXz77bcANG3aFNB5dUQ7duxg6tSpTJgwgZtuuinfOTqvjiU9PZ158+Yxbdo03nnnnXzXo01LS2Pbtm3ceOONBAcH59pnsVi44447SE1N5ccffyyt2CJ2qvHLB/2/xTmoxnc+qvGdg2p851PWanw1zx1EfHw8AKGhoXn21ahRA19fX/sccVxXO89/365zXXYdPHiQtWvXUrNmTZo1awbovDqijIwMJk6cyIQJE3jsscdo0qQJq1evZtiwYXTp0gXQeXU06enpPPjggzRv3pxnnnnmivN0Xh3L8ePHGTZsGC+88AKPP/44bdu2pU2bNuzdu9c+Z+/evVitVp1TKZNU45cP+n+L41ON7xxU4zsf1fjOqazV+G7X/QpSKpKSkgAICAjId7+/v799jjiugpznv8+TsiUzM5PBgweTnp7OzJkzcXV1BXReHVFGRgaTJk2yjy0WC0899RTTp0+3b9N5dSwvvfQS8fHx/PTTT/Z/m/nReXUcw4YN4/bbb6dp06b4+vry559/8vrrr/Pxxx/TpUsXfv75Z/z8/HROpUxTjV8+6L9Djk01vvNQje98VOM7n7JY4+vKcxGRYmC1Whk6dCgbNmxg5MiRDB482OxIch18fX0xDIPs7GwOHTrEu+++S1RUFB07diQ5OdnseFJIW7Zs4dVXX+XFF1+035Irjm/ChAl07tyZatWqUaFCBZo3b86CBQsYPHgwCQkJfPjhh2ZHFBERB6ca37moxncuqvGdU1ms8dU8dxA5P0m50k9MkpOTr/jTFnEcBTnPf58nZYPVamX48OEsWrSIQYMG8d///jfXfp1Xx+Xi4kJQUBCjR49m9uzZbNq0ialTpwI6r44iKyuLIUOGcPPNN/Pcc89dc77Oq+N7+OGHAdi0aROgcyplm2r88kH/HXJMqvGdl2p8x6cav/wxs8bXsi0O4u9r9dxyyy259h0/fpyUlBTatGljRjQpRtdak+la63RJ6bNarQwbNowFCxYwYMAA5s2bh4tL7p9L6rw6h5yHueU83E3n1TGkpKTYz4WHh0e+c2677TYAPv/8c/tDhnReHVfVqlUBSE1NBaB+/fq4uLjonEqZpBq/fFDN4HhU45cfqvEdk2r88sfMGl/NcwcRHh7O9OnTiYmJoX///rn2RUdH2+eIYwsNDaVWrVps2rSJ1NTUXE+BTk1NZdOmTdSrV486deqYmFJy/L2o7tevHx9//HG+66zpvDqHo0ePAuDu7g7ovDoKT09PHnrooXz3bdiwgfj4eO69914CAwMJCQnReXUC27ZtAyAkJAQAb29v2rRpw9atW0lISCA4ONg+1zAM1qxZg4+PD61atTIjrpRzqvHLB/2/xbGoxi9fVOM7JtX45Y+pNb4hDiEzM9OoX7++4enpaezcudO+/dy5c0bDhg0NDw8PY//+/ablk4KbPn26ARhz587Nd/9LL71kAMazzz6ba/uzzz5rAMa0adNKIaVcS3Z2tjFkyBADMPr06WNkZmZedb7Oq2P49ddfjdTU1DzbU1NTjTvvvNMAjKlTp9q367w6tpx/w1u2bMm1Xee17Pv999/z/bf6+++/GzVq1DAAIy4uzr59zpw5BmAMGDDAsFqt9u3vv/++ARijRo0qldwil1ON7zxU4zsH1fjOSTV++aIa33GV1RrfYhiGcf0teCkN69evJzIyEi8vL/r374+fnx8rVqwgISGBV199lbFjx5odUa4gKiqKjRs3AvDzzz+zY8cOwsLCuOGGGwBo3749I0aMAGw/9QwLC2P37t1ERETQsmVLduzYQUxMDK1btyYuLg5vb2/TPovYTJw4kUmTJuHr68u//vUv3Nzy3sjTo0cPmjdvDui8OoqJEyfy+uuv0759e0JCQvD39+fIkSOsXr2a06dPc/vttxMdHW0/Vzqvjm3o0KHMnz+fLVu20LZtW/t2ndeyL+ffaocOHQgODsbHx4c///yTb775hszMTMaNG8e0adPs861WK926dSM6Opq2bdsSHh7OX3/9xWeffUZISAjbtm0jMDDQxE8k5ZlqfMelGt/5qMZ3TqrxyxfV+I6rzNb4xdKCl1Kzbds248477zT8/f0Nb29vo02bNsbixYvNjiXXkPOTzyv9GjJkSK75586dM5588kmjTp06hru7u1G3bl1j7NixRnJysjkfQPK41jklnyuPdF7Lvu3btxsjR440mjRpYlSsWNFwc3MzqlSpYnTq1Mn44IMP8r36SOfVcV3pqhTD0Hkt62JjY42+ffsaoaGhhr+/v+Hm5mbUqFHDuO+++4zo6Oh8j0lLSzMmTpxoNGjQwPDw8DBq1KhhjBgxwjh+/HgppxfJSzW+Y1KN73xU4zsn1fjli2p8x1VWa3xdeS4iIiIiIiIiIiIichmXa08RERERERERERERESlf1DwXEREREREREREREbmMmuciIiIiIiIiIiIiIpdR81xERERERERERERE5DJqnouIiIiIiIiIiIiIXEbNcxERERERERERERGRy6h5LiIiIiIiIiIiIiJyGTXPRUREREREREREREQuo+a5iDi9+Ph4HnvsMW666SZ8fHzw8vIiKCiI1q1b89hjj7FixYo8x3Ts2BGLxUJsbGzpBy6E0s554MABLBYLISEhpfJ+12PHjh0MHz6cG264AW9vbypUqEBwcDBhYWE89dRTrFmzxuyIIiIiIlJEqvGLj2p8EZErczM7gIhISfrss88YOHAg6enpVKlShbCwMAIDAzl79iy7du3i3XffZfHixfTu3dvsqGVCSEgICQkJ7N+/3yGK5yuZNWsWTz75JFarldq1a9OpUycqVarEqVOn2LFjB5s3byY2NpY77rgj13HO8vlFREREnJlq/MJxlhpXNb6ImEHNcxFxWidOnGDIkCGkp6czduxYXn75Zby8vHLN+emnn1i+fHmeYxcsWMCFCxeoW7duacV1CLVr1+b333/H3d3d7ChX9L///c9eVL/xxhs8/vjjuLq62vdbrVY2btzIxo0bTUwpIiIiIkWhGr/4qcYXEbkyNc9FxGmtWrWKlJQUatWqxauvvprvnFtuuYVbbrklz3YV1Plzd3enUaNGZse4qmXLlmG1Wrntttt48skn8+x3cXGhQ4cOdOjQofTDiYiIiMh1UY1f/FTji4hcmdY8FxGndeLECQACAwMLfeyV1hkcOnQoFouFefPmsWfPHvr160e1atXw8fGhdevWrFy50j5327Zt3HvvvQQGBuLt7c1tt93GunXr8rxXQdYYDAkJwWKxcODAgQLlP3XqFG+//TbdunWjXr16eHt74+/vT6tWrZg5cyZpaWm55s+bNw+LxUJCQgIA9erVw2Kx2H/l/D1cK+vhw4d5/PHHCQ0NxcvLi4CAAMLCwvjggw/Izs7OMz/nfYcOHUpqairjxo3jhhtuwNPTkxo1ajBkyBCOHDlSoM+cI+e8V6tWrcDHFPTz5zh69ChjxoyhcePGVKhQAT8/P1q3bs0777xDVlZWntf/+9fN7t276dWrl/3r4uabb+att97K9+9HRERERHJTja8av6BU44tIcdCV5yLitHKuLPnll19Yt24dXbp0KbbX3rFjB4899hhBQUF06dKFhIQEtmzZQs+ePVm6dClubm707duXpk2b0qVLF/744w+2bt3KnXfeyfr162nfvn2xZclPdHQ0//rXv6hduzY33HADbdu25dSpU2zbto3nnnuOlStXsn79ejw9PQG44YYbGDJkCMuXLyc1NZXevXvj6+trf70aNWpc8z23b9/OnXfeyZkzZ6hbty49evQgKSmJ2NhYNm/ezOeff86XX36Jh4dHnmOTkpJo164dBw8e5Pbbb6dp06Zs2bKFBQsWEBcXx+7duwkICCjQZ8857+vWreOXX36hadOm1zymMJ9/w4YN9OjRg7NnzxISEsIdd9xBeno6P/zwA48//jhfffUVq1atyve21x9++IHRo0dTo0YNunTpwtmzZ4mNjeXJJ59k48aNLF26FIvFUqDPKSIiIlIeqcZXja8aX0RKlSEi4qTOnz9v1K5d2wAMi8VidOzY0ZgyZYrx9ddfGydPnrzqseHh4QZgrF+/Ptf2IUOGGIABGC+//LJhtVrt+95++20DMIKCgoxKlSoZCxYsyHXsk08+aQBG165dc23fv3+/ARjBwcFXzBMcHGwAxv79+wuU87fffjO2bNmS53XOnDljREREGIDxyiuvFPh9rpU1LS3Nfuw///lPIyMjw75v7969RkhIiAEYzz//fK7j5s6da//7jIyMNJKSknJlbd68uQEY06ZNyzdPfg4ePGj4+fkZgOHm5mZ069bNmDlzprFmzRrj3LlzVz32Wp//2LFjRpUqVQyLxWK89957RnZ2tn1fYmKi0blzZwMwJk2alOu4v3/dPPLII0ZmZqZ93y+//GIEBgYagPHf//63wJ9TREREpDxSja8aXzW+iJQmNc9FxKn98ccfxq233movav7+q3nz5sb7779vZGVl5TnuWoV1mzZtchXVhmEYmZmZRuXKlQ3A6NOnT57XTExMNADDw8MjV+FZEoX11ezZs8cAjNatWxf4fa6V9eOPPzYAo1atWkZaWlqe45YvX24Ahp+fn3Hx4kX79pzC2sfHxzh69Gie4xYvXmwARufOnQv8+QzDMLZs2WI0atQozzl3cXEx2rVrZyxevDjf4671+Z999lkDMB577LF89x8+fNhwd3c3AgMDc3195Hzd1KxZM9fnzzFr1iwDMEJDQwv1OUVERETKI9X4eanGV40vIiVDy7aIiFO78cYb2bp1Kz/88ANff/0127ZtY8eOHZw6dYpdu3YxevRoVqxYwddff53vrYZXctddd+W59c7NzY169epx5swZunXrlueYKlWqULlyZc6cOcPp06cLdJvk9cjOzrbfTnns2DEuXryIYfuhKQB79uwptvfKWS+wf//+9ttE/65Xr15UqlSJs2fP8tNPPxEWFpZrf6tWrahZs2ae4xo3bgxQ6DUR27Zty6+//kpcXBzffvst27dvZ8eOHSQlJbF582Y2b97M6tWrmTdvXqFe9+uvvwagX79++e6vXbs2oaGh/Pbbb8THx9OwYcNc+/v27YuXl1ee44YMGcLjjz9OfHw8R48epVatWoXKJSIiIlKeqMZXja8aX0RKi5rnIlIutGnThjZt2gBgGAY7d+7kP//5D4sXL2bt2rW89dZbPP300wV+vZw19y6Xs4belfb7+flx5syZPA/zKW7x8fH07NmTX3/99YpzkpOTi+39cgrfevXq5bvfYrFQr149zp49m2+RfKW/L39/f4Ai/X25uLjQqVMnOnXqBNi+0diyZQuTJ09mzZo1zJ8/n+7du9OnT58Cv+a+ffsAuP32268599SpU3kK6yv9/fj5+VGlShVOnz7N4cOHVViLiIiIFIBq/LxU46vGF5Hipea5iJQ7FouFli1b8umnn3LhwgW+/PJLvvjii0IV1i4uLte1v7CsVmuh5t9///38+uuv3H333TzzzDPcdNNN+Pv74+7uTkZGRr5XjpipuP++8uPq6kr79u1ZvXo1bdq0YceOHXzxxReFKqxzzsP999+Pj4/PVedWqVKlSDlzrhoSkf9r7/5CmnrjOI5/RGtXgYEKzT8glN2UIRXLiySKzLqTEVIcTJiEgruwjIiMQXhTUCIMIwoi8yJLGioaEWZ2EUVpaqSFxLTI/qrFIvJP2EVoeLbVVq39fvZ+Xe7sec7znAPjs+/2nAcAgNCR8cn4ZHwAkUDxHMA/LTc3V83NzXr37l3UxjC7lNTn8wU8PjU1pZcvX4bc3+PHj9XX16ekpCR5PB7Fxc3/qB8cHPz1wQaRnJws6fu/NgLxer3z3hstsbGx2rx5s7q7u8O+76mpqRocHNTBgwe1bt26sM89ew3MfD6fRkdHJUkpKSlh9wsAAIDvyPh/Bhk/NGR8YGGL/M+AABAlofy6/+zZM0nRDTOJiYlavHixxsbG9ObNG7/j165d0/T0dMj9jY2NSZKsVqtfqJak+vr6oG1nQ34455OkTZs2SZIaGhoCLr/0eDwaHx/XkiVLtHbt2rD6Dtfv3PefzX/79u2SpEuXLv3S2C5fvqyJiQm/1y9cuCBJWr58edS/eAAAAPyXkfHJ+MGQ8QFEAsVzAAtWbW2t9uzZo9u3b/sdm5mZ0ZUrV+R2uyV92wQnWhYtWqScnBxJUmVl5bzlm729vSorKwurv4yMDMXGxurhw4dzm/zMamlpUXV1ddC2s0HzR89RDGTnzp1KS0vTyMiI9u3bNy+Yer1e7d+/X5LkdDoDbqbzJx0+fFhOp1N9fX1+x6anp3X69Gk1NjZK8r/vP5v/gQMHFB8fr5MnT+rEiROanJz0e4/X6w365WVkZEQVFRX68uXL3GsDAwM6evSoJKm8vDyEGQIAAPy7yPhkfDMyPoBI4rEtABasqakp1dXVqa6uTomJicrKylJCQoLev3+v/v5+DQ0NSZIMw5DD4YjqWKuqqnTr1i2dOXNGnZ2dyszM1IsXL3T//n3t3r1bN2/e1PDwcEh9JSQkqKysTDU1NdqyZYs2btwoq9WqJ0+eqLu7W5WVlaqqqgrY1m63q6OjQ4ZhKDc3V0uXLpX0LVCuXLky6DktFosaGxuVl5enU6dOqa2tTRs2bJDP59ONGzf0+fNnbdu2TS6XK/yLE6ZPnz7J7XbL7XYrOTlZa9asUXx8vEZHR9Xb26tXr15Jkg4dOqStW7fOa/uz+aekpKipqUl2u10VFRU6fvy4Vq1apWXLlunDhw8aGBjQ06dPZbPZZBiG39hKSkp09uxZtba2ymazaXx8XB0dHZqcnFR+fr5KS0sjfn0AAAD+z8j4ZHwyPoC/ieI5gAXL4XAoPT1d7e3tunv3rvr7+/X69WvFxcXJarVq165dKiwsVF5eXrSHKpvNps7OTrlcLt25c0fPnz9XRkaGampqVFJSEnQH92Cqq6uVmZmp2tpadXV1qaenR6tXr9bFixdVUFAQNFiXlpbK5/Opvr5ebW1tc8szDcP4YbCWpPXr16unp0fHjh3T1atX5fF4ZLFYlJWVpcLCQhUXFwdcYvqnHTlyRNnZ2Wpvb1dXV5cePHigt2/fymKxKDU1VTt27FBxcbGys7P92oYy/5ycHD169Ehut1utra26d++eJiYmlJSUpLS0NBmGIbvdHnBsNptNe/fulcvl0vXr1/Xx40etWLFCDodDTqdTMTExkbswAAAACwAZn4xPxgfwN8XMsOUvAAARVVRUpPPnz+vcuXMqKiqK9nAAAAAA/CYyPvBv4JnnAAAAAAAAAACYUDwHAAAAAAAAAMCE4jkAAAAAAAAAACY88xwAAAAAAAAAABP+eQ4AAAAAAAAAgAnFcwAAAAAAAAAATCieAwAAAAAAAABgQvEcAAAAAAAAAAATiucAAAAAAAAAAJhQPAcAAAAAAAAAwITiOQAAAAAAAAAAJhTPAQAAAAAAAAAwoXgOAAAAAAAAAIDJV27tlcq80pxcAAAAAElFTkSuQmCC\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "# find the keys in stats for the input and output inventory\n",
+                "in_key = [_ for _ in world.stats.keys() if _.startswith(f'inventory_{winner}_input')][0]\n",
+                "out_key = [_ for _ in world.stats.keys() if _.startswith(f'inventory_{winner}_output')][0]\n",
+                "\n",
+                "# find input and output product indices\n",
+                "input_product, output_product = winner.awi.my_input_product, winner.awi.my_output_product\n",
+                "# draw\n",
+                "fig, (quantity, value) = plt.subplots(1, 2)\n",
+                "quantity.plot(world.stats[in_key], label=f\"Input Product\")\n",
+                "quantity.plot(world.stats[out_key], label=f\"Output Product\")\n",
+                "quantity.set(xlabel='Simulation Step', ylabel='Winner\\'s Total Storage (item)')\n",
+                "quantity.legend()\n",
+                "value.plot(np.array(world.stats[in_key]) * np.array(world.stats[f\"trading_price_{input_product}\"])\n",
+                "              , label=f\"Input Product\")\n",
+                "value.plot(np.array(world.stats[out_key]) * np.array(world.stats[f\"trading_price_{output_product}\"])\n",
+                "              , label=f\"Output Product\")\n",
+                "value.set(xlabel='Simulation Step', ylabel='Winner\\'s Inventory Value ($)')\n",
+                "value.legend()\n",
+                "fig.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "beginning-doctor",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.179399,
+                    "end_time": "2022-02-16T09:17:32.707522",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:32.528123",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "We can actually check what happens to ALL competitors:"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 20,
+            "id": "opponent-negotiation",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:33.145292Z",
+                    "iopub.status.busy": "2022-02-16T09:17:33.144341Z",
+                    "iopub.status.idle": "2022-02-16T09:17:33.488576Z",
+                    "shell.execute_reply": "2022-02-16T09:17:33.489325Z"
+                },
+                "papermill": {
+                    "duration": 0.600038,
+                    "end_time": "2022-02-16T09:17:33.489621",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:32.889583",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "from scml.scml2020.world import is_system_agent\n",
+                "fig, (profit, score) = plt.subplots(1, 2)\n",
+                "snames = sorted(world.non_system_agent_names)\n",
+                "for name in snames:    \n",
+                "    profit.plot(100.0 * (np.asarray(world.stats[f'balance_{name}'])/world.stats[f'balance_{name}'][0] - 1.0), label=name)\n",
+                "    score.plot(100 * np.asarray(world.stats[f'score_{name}']), label=name)\n",
+                "profit.set(xlabel='Simulation Step', ylabel='Player Profit Ignoring Inventory (%)')\n",
+                "profit.legend(loc='lower left')\n",
+                "score.set(xlabel='Simulation Step', ylabel='Player Score (%)')\n",
+                "fig.show()"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 21,
+            "id": "interesting-section",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:33.979990Z",
+                    "iopub.status.busy": "2022-02-16T09:17:33.923089Z",
+                    "iopub.status.idle": "2022-02-16T09:17:34.315161Z",
+                    "shell.execute_reply": "2022-02-16T09:17:34.315833Z"
+                },
+                "papermill": {
+                    "duration": 0.659889,
+                    "end_time": "2022-02-16T09:17:34.316081",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:33.656192",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "from scml.scml2020.world import is_system_agent\n",
+                "fig, (profit, score) = plt.subplots(1, 2)\n",
+                "snames = sorted(world.non_system_agent_names)\n",
+                "for name in snames:    \n",
+                "    profit.plot((np.asarray(world.stats[f'balance_{name}'])), label=name)\n",
+                "    score.plot(np.asarray(world.stats[f'score_{name}'])*(world.stats[f'balance_{name}'][0]), label=name)\n",
+                "profit.set(xlabel='Simulation Step', ylabel='Player Balance ($)')\n",
+                "profit.legend(loc='lower left')\n",
+                "score.set(xlabel='Simulation Step', ylabel='Player Score Unnormalized ($)')\n",
+                "fig.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "nutritional-township",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.158559,
+                    "end_time": "2022-02-16T09:17:34.621624",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:34.463065",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "or just look at the end of the game"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 22,
+            "id": "distinguished-thumbnail",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:35.079988Z",
+                    "iopub.status.busy": "2022-02-16T09:17:35.062297Z",
+                    "iopub.status.idle": "2022-02-16T09:17:35.404122Z",
+                    "shell.execute_reply": "2022-02-16T09:17:35.403358Z"
+                },
+                "papermill": {
+                    "duration": 0.57278,
+                    "end_time": "2022-02-16T09:17:35.404392",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:34.831612",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "fig, (score, profit) = plt.subplots(1, 2)\n",
+                "final_scores = [100 * world.stats[f\"score_{_}\"][-1] \n",
+                "                for _ in world.non_system_agent_names]\n",
+                "final_profits = [100 * world.stats[f\"balance_{_}\"][-1] / world.stats[f\"balance_{_}\"][0] - 100 \n",
+                "                 for _ in world.non_system_agent_names]\n",
+                "plt.setp(score.xaxis.get_majorticklabels(), rotation=45)\n",
+                "plt.setp(profit.xaxis.get_majorticklabels(), rotation=45)\n",
+                "score.bar(world.non_system_agent_names, final_scores)\n",
+                "profit.bar(world.non_system_agent_names, final_profits)\n",
+                "score.set(ylabel=\"Final Score (%)\")\n",
+                "profit.set(ylabel=\"Final Profit (%)\")\n",
+                "\n",
+                "fig.show()"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 23,
+            "id": "similar-trinity",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:35.802805Z",
+                    "iopub.status.busy": "2022-02-16T09:17:35.799412Z",
+                    "iopub.status.idle": "2022-02-16T09:17:36.208802Z",
+                    "shell.execute_reply": "2022-02-16T09:17:36.209432Z"
+                },
+                "papermill": {
+                    "duration": 0.651141,
+                    "end_time": "2022-02-16T09:17:36.209722",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:35.558581",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "fig, (score, profit) = plt.subplots(1, 2)\n",
+                "final_scores = [world.stats[f\"score_{_}\"][-1] * (world.stats[f\"balance_{_}\"][0]) \n",
+                "                for _ in world.non_system_agent_names]\n",
+                "final_profits = [world.stats[f\"balance_{_}\"][-1] \n",
+                "                 for _ in world.non_system_agent_names]\n",
+                "plt.setp(score.xaxis.get_majorticklabels(), rotation=45)\n",
+                "plt.setp(profit.xaxis.get_majorticklabels(), rotation=45)\n",
+                "score.bar(world.non_system_agent_names, final_scores)\n",
+                "profit.bar(world.non_system_agent_names, final_profits)\n",
+                "score.set(ylabel=\"Final Unnormalized Score ($)\")\n",
+                "profit.set(ylabel=\"Final Balance  ($)\")\n",
+                "\n",
+                "fig.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "norwegian-jumping",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.178375,
+                    "end_time": "2022-02-16T09:17:36.563019",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:36.384644",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "You can inspect what happened in the simulation by plotting different output statistics. For example, we can see how did the trading price of different products change over the simulation time."
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 24,
+            "id": "devoted-advertiser",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:37.038204Z",
+                    "iopub.status.busy": "2022-02-16T09:17:37.036968Z",
+                    "iopub.status.idle": "2022-02-16T09:17:37.622127Z",
+                    "shell.execute_reply": "2022-02-16T09:17:37.621102Z"
+                },
+                "papermill": {
+                    "duration": 0.853073,
+                    "end_time": "2022-02-16T09:17:37.622430",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:36.769357",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "fig, axs = plt.subplots(2, 2)\n",
+                "for ax, key in zip(axs.flatten().tolist(), [\"trading_price\", \"sold_quantity\", \"unit_price\"]):\n",
+                "    for p in range(world.n_products):\n",
+                "        ax.plot(world.stats[f\"{key}_{p}\"], marker=\"x\", label=f\"Product {p}\")\n",
+                "        ax.set_ylabel(key.replace(\"_\", \" \").title())\n",
+                "        ax.legend().set_visible(False)\n",
+                "axs[-1, 0].legend(bbox_to_anchor=(1, -.5), ncol=3)\n",
+                "fig.show()"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 25,
+            "id": "stainless-inflation",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:38.010752Z",
+                    "iopub.status.busy": "2022-02-16T09:17:38.009608Z",
+                    "iopub.status.idle": "2022-02-16T09:17:38.460612Z",
+                    "shell.execute_reply": "2022-02-16T09:17:38.461341Z"
+                },
+                "papermill": {
+                    "duration": 0.634999,
+                    "end_time": "2022-02-16T09:17:38.461629",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:37.826630",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "fig, axs = plt.subplots(1, 2)\n",
+                "for ax, key in zip(axs.flatten().tolist(), [\"spot_market_quantity\", \"spot_market_loss\"]):\n",
+                "    for a in world.non_system_agent_names:\n",
+                "        ax.plot(world.stats[f\"{key}_{a}\"], marker=\"x\", label=f\"{a}\")\n",
+                "        ax.set_ylabel(key.replace(\"_\", \" \").title())\n",
+                "        ax.legend().set_visible(False)\n",
+                "axs[0].legend(bbox_to_anchor=(1, -.2), ncol=4)\n",
+                "fig.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "missing-mission",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.220483,
+                    "end_time": "2022-02-16T09:17:38.853329",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:38.632846",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "You can dig futher to understand what happened during this siumulation. For example, let's see some of the contracts that were signed:"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 26,
+            "id": "quick-peace",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:39.213451Z",
+                    "iopub.status.busy": "2022-02-16T09:17:39.209064Z",
+                    "iopub.status.idle": "2022-02-16T09:17:39.222186Z",
+                    "shell.execute_reply": "2022-02-16T09:17:39.222842Z"
+                },
+                "papermill": {
+                    "duration": 0.190349,
+                    "end_time": "2022-02-16T09:17:39.223076",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:39.032727",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [],
+            "source": [
+                "# create a view with only signed contracts\n",
+                "contracts = world.contracts_df\n",
+                "signed = contracts.loc[contracts.signed_at>=0, :]"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 27,
+            "id": "subject-aspect",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:39.574758Z",
+                    "iopub.status.busy": "2022-02-16T09:17:39.573769Z",
+                    "iopub.status.idle": "2022-02-16T09:17:39.595618Z",
+                    "shell.execute_reply": "2022-02-16T09:17:39.602124Z"
+                },
+                "papermill": {
+                    "duration": 0.228247,
+                    "end_time": "2022-02-16T09:17:39.607842",
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+                    "start_time": "2022-02-16T09:17:39.379595",
+                    "status": "completed"
+                },
+                "scrolled": true,
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
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+                            "      \n",
+                            "      \n",
+                            "    \n",
+                            "  \n",
+                            "
seller_namebuyer_namedelivery_timequantityunit_pricesigned_atexecutedbreachednullifiederred
4902MAD@1BUYER168270TrueFalseFalseFalse
314SELLER01SRO@0258105TrueFalseFalseFalse
20103SRO@1BUYER137270TrueFalseFalseFalse
69SELLER01SRO@037100TrueFalseFalseFalse
205SELLER01SRO@007100TrueFalseFalseFalse
387SELLER01SRO@03171011TrueFalseFalseFalse
5803SRO@1BUYER176270TrueFalseFalseFalse
7602MAD@1BUYER146270TrueFalseFalseFalse
11303SRO@1BUYER26270TrueFalseFalseFalse
21803SRO@1BUYER146270TrueFalseFalseFalse
\n",
+                            "
"
+                        ],
+                        "text/plain": [
+                            "    seller_name buyer_name  delivery_time  quantity  unit_price  signed_at  \\\n",
+                            "49      02MAD@1      BUYER             16         8          27          0   \n",
+                            "314      SELLER    01SRO@0             25         8          10          5   \n",
+                            "201     03SRO@1      BUYER             13         7          27          0   \n",
+                            "69       SELLER    01SRO@0              3         7          10          0   \n",
+                            "205      SELLER    01SRO@0              0         7          10          0   \n",
+                            "387      SELLER    01SRO@0             31         7          10         11   \n",
+                            "58      03SRO@1      BUYER             17         6          27          0   \n",
+                            "76      02MAD@1      BUYER             14         6          27          0   \n",
+                            "113     03SRO@1      BUYER              2         6          27          0   \n",
+                            "218     03SRO@1      BUYER             14         6          27          0   \n",
+                            "\n",
+                            "     executed  breached  nullified  erred  \n",
+                            "49       True     False      False  False  \n",
+                            "314      True     False      False  False  \n",
+                            "201      True     False      False  False  \n",
+                            "69       True     False      False  False  \n",
+                            "205      True     False      False  False  \n",
+                            "387      True     False      False  False  \n",
+                            "58       True     False      False  False  \n",
+                            "76       True     False      False  False  \n",
+                            "113      True     False      False  False  \n",
+                            "218      True     False      False  False  "
+                        ]
+                    },
+                    "execution_count": 27,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "fields = [\"seller_name\", \"buyer_name\", \"delivery_time\", \"quantity\", \"unit_price\",\n",
+                "          \"signed_at\", \"executed\", \"breached\", \"nullified\", \"erred\"]\n",
+                "signed[fields].sort_values([\"quantity\", \"unit_price\"], ascending=False).head(10)"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "cheap-montana",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.191433,
+                    "end_time": "2022-02-16T09:17:40.019585",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:39.828152",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "Let's check some of the contracts that were fully executed"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 28,
+            "id": "express-heather",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:40.371626Z",
+                    "iopub.status.busy": "2022-02-16T09:17:40.369064Z",
+                    "iopub.status.idle": "2022-02-16T09:17:40.387871Z",
+                    "shell.execute_reply": "2022-02-16T09:17:40.388858Z"
+                },
+                "papermill": {
+                    "duration": 0.201587,
+                    "end_time": "2022-02-16T09:17:40.389608",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:40.188021",
+                    "status": "completed"
+                },
+                "scrolled": true,
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            "
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+                            "      \n",
+                            "      \n",
+                            "    \n",
+                            "  \n",
+                            "
seller_namebuyer_namedelivery_timequantityunit_pricesigned_atexecutedbreachednullifiederred
4902MAD@1BUYER168270TrueFalseFalseFalse
314SELLER01SRO@0258105TrueFalseFalseFalse
20103SRO@1BUYER137270TrueFalseFalseFalse
69SELLER01SRO@037100TrueFalseFalseFalse
205SELLER01SRO@007100TrueFalseFalseFalse
387SELLER01SRO@03171011TrueFalseFalseFalse
5803SRO@1BUYER176270TrueFalseFalseFalse
7602MAD@1BUYER146270TrueFalseFalseFalse
11303SRO@1BUYER26270TrueFalseFalseFalse
21803SRO@1BUYER146270TrueFalseFalseFalse
\n",
+                            "
"
+                        ],
+                        "text/plain": [
+                            "    seller_name buyer_name  delivery_time  quantity  unit_price  signed_at  \\\n",
+                            "49      02MAD@1      BUYER             16         8          27          0   \n",
+                            "314      SELLER    01SRO@0             25         8          10          5   \n",
+                            "201     03SRO@1      BUYER             13         7          27          0   \n",
+                            "69       SELLER    01SRO@0              3         7          10          0   \n",
+                            "205      SELLER    01SRO@0              0         7          10          0   \n",
+                            "387      SELLER    01SRO@0             31         7          10         11   \n",
+                            "58      03SRO@1      BUYER             17         6          27          0   \n",
+                            "76      02MAD@1      BUYER             14         6          27          0   \n",
+                            "113     03SRO@1      BUYER              2         6          27          0   \n",
+                            "218     03SRO@1      BUYER             14         6          27          0   \n",
+                            "\n",
+                            "     executed  breached  nullified  erred  \n",
+                            "49       True     False      False  False  \n",
+                            "314      True     False      False  False  \n",
+                            "201      True     False      False  False  \n",
+                            "69       True     False      False  False  \n",
+                            "205      True     False      False  False  \n",
+                            "387      True     False      False  False  \n",
+                            "58       True     False      False  False  \n",
+                            "76       True     False      False  False  \n",
+                            "113      True     False      False  False  \n",
+                            "218      True     False      False  False  "
+                        ]
+                    },
+                    "execution_count": 28,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "signed.loc[signed.executed, fields].sort_values([\"quantity\", \"unit_price\"], ascending=False).head(10)"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 29,
+            "id": "broadband-macro",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:40.869872Z",
+                    "iopub.status.busy": "2022-02-16T09:17:40.868714Z",
+                    "iopub.status.idle": "2022-02-16T09:17:40.872705Z",
+                    "shell.execute_reply": "2022-02-16T09:17:40.873370Z"
+                },
+                "papermill": {
+                    "duration": 0.315659,
+                    "end_time": "2022-02-16T09:17:40.877921",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:40.562262",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            "
\n",
+                            "\n",
+                            "\n",
+                            "  \n",
+                            "    \n",
+                            "      \n",
+                            "      \n",
+                            "      \n",
+                            "      \n",
+                            "      \n",
+                            "      \n",
+                            "      \n",
+                            "      \n",
+                            "    \n",
+                            "  \n",
+                            "  \n",
+                            "  \n",
+                            "
seller_namebuyer_namedelivery_timequantityunit_pricesigned_atbreaches
\n",
+                            "
"
+                        ],
+                        "text/plain": [
+                            "Empty DataFrame\n",
+                            "Columns: [seller_name, buyer_name, delivery_time, quantity, unit_price, signed_at, breaches]\n",
+                            "Index: []"
+                        ]
+                    },
+                    "execution_count": 29,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "signed.loc[signed.breached, fields[:-4] + [\"breaches\"]].sort_values([\"quantity\", \"unit_price\"], ascending=False).head(10)"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "broken-bobby",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.159731,
+                    "end_time": "2022-02-16T09:17:41.201301",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:41.041570",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "We can now see how does the singning day affect delivery day, product and quantity"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 30,
+            "id": "nervous-comparison",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:41.532702Z",
+                    "iopub.status.busy": "2022-02-16T09:17:41.531705Z",
+                    "iopub.status.idle": "2022-02-16T09:17:42.327653Z",
+                    "shell.execute_reply": "2022-02-16T09:17:42.328438Z"
+                },
+                "papermill": {
+                    "duration": 0.975806,
+                    "end_time": "2022-02-16T09:17:42.328710",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:41.352904",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "fig, ax = plt.subplots(1, 3)\n",
+                "for i, x in enumerate([\"delivery_time\", \"quantity\", \"product_index\"]):\n",
+                "    ax[i].scatter(signed.signed_at, signed[x])\n",
+                "    ax[i].set(ylabel=x.replace(\"_\", \" \").title(), xlabel=\"Signing Day\")\n",
+                "fig.show()"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 31,
+            "id": "favorite-sitting",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:42.757005Z",
+                    "iopub.status.busy": "2022-02-16T09:17:42.752953Z",
+                    "iopub.status.idle": "2022-02-16T09:17:43.328544Z",
+                    "shell.execute_reply": "2022-02-16T09:17:43.329464Z"
+                },
+                "papermill": {
+                    "duration": 0.811941,
+                    "end_time": "2022-02-16T09:17:43.329709",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:42.517768",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "fig, ax = plt.subplots(1, 3)\n",
+                "for i, x in enumerate([\"delivery_time\", \"unit_price\", \"product_index\"]):\n",
+                "    ax[i].scatter(signed.quantity, signed[x])\n",
+                "    ax[i].set(ylabel=x.replace(\"_\", \" \").title(), xlabel=\"Quantity\")\n",
+                "fig.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "tutorial-judges",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.192929,
+                    "end_time": "2022-02-16T09:17:43.752905",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:43.559976",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "Did any agents go bankrupt and when?"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 32,
+            "id": "classified-antique",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:44.269470Z",
+                    "iopub.status.busy": "2022-02-16T09:17:44.268346Z",
+                    "iopub.status.idle": "2022-02-16T09:17:44.271912Z",
+                    "shell.execute_reply": "2022-02-16T09:17:44.272952Z"
+                },
+                "papermill": {
+                    "duration": 0.295466,
+                    "end_time": "2022-02-16T09:17:44.273332",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:43.977866",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "name": "stdout",
+                    "output_type": "stream",
+                    "text": [
+                        "{'00MAD@0': 'No', '01SRO@0': 'No', '02MAD@1': 'No', '03SRO@1': 'No'}\n"
+                    ]
+                }
+            ],
+            "source": [
+                "bankruptcy = {a: np.nonzero(stats[f\"bankrupt_{a}\"].values)[0]\n",
+                "        for a in world.non_system_agent_names}\n",
+                "pprint({k: \"No\" if len(v)<1 else f\"at: {v[0]}\" for k, v in bankruptcy.items()})"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "listed-toolbox",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.46096,
+                    "end_time": "2022-02-16T09:17:44.937317",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:44.476357",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "You can see what happened during this simulation by drawing graphs at different steps.\n",
+                "The meaning of different edge colors can be drawn as follows:"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 33,
+            "id": "chubby-channel",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:45.654721Z",
+                    "iopub.status.busy": "2022-02-16T09:17:45.651869Z",
+                    "iopub.status.idle": "2022-02-16T09:17:45.898756Z",
+                    "shell.execute_reply": "2022-02-16T09:17:45.899568Z"
+                },
+                "papermill": {
+                    "duration": 0.662536,
+                    "end_time": "2022-02-16T09:17:45.902550",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:45.240014",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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zc5POIIvTWLFiBSpWrCiNUxZ0nYdjx44BKEiQ/vzzT4W6HR0d0ahRIyloiywtLRX+F28nVEWsv3///grrGihYRs2aNcOYMWNKMOeKSmM9t2zZEteuXcOJEydQv359rd/d9vfff+P+/fuwtLTE2LFjUalSJWmYpaUlOnfujOrVq2Pr1q24fv063NzcULNmTWmcixcvSgli37590bp1a4X6bWxs4OLionDm3tTUVGEcY2NjlVdsgYJkWDzYateuHT744AOF4fXq1YOLiwu2bt2KuLg4nDp1CiNHjpSGP378GMHBwQAAV1dXDBkyRFo2VlZWGDBgAExMTPDPP/9otbxKivGD8UPE+FE63vT4sX79epXf165dG127doWLiwsWL16MZcuWKd1xEBcXh6+//hoA0L17dxw+fFhhH1yhQgU0a9YMkyZNUribJT8/Hx9//DFyc3NRo0YNBAcHo1atWtJwR0dH1K1bF0OHDlW6C+brr79GbGws6tati+DgYIXfj6OjI5YuXYqGDRti3Lhx+OGHHzBlyhTUqFFDaf4yMzNRq1YtnD9/XtqeK1eujJkzZ6JBgwYYOHAgYmJisGbNGvzvf/8DULCezM3NpXVvZmamdr2Vl98Gr6ySWitWrJAONOSNGjUKQMGtDPJnVMVbtz744AOlAw1R9erVMWXKFADAH3/8oTBs69atAIBGjRph/PjxSmXNzc01np25dOkSIiIiAAA+Pj4KOwdRq1atpIOYvXv3Kt3y8F8wNjbGsGHDABRcBSkLpbksrK2tsWjRIqXvZTKZdKAcFham83MJFStWlAJKYYGBgbh+/TqMjY2xbt06tWdnxVuAbty4gfDwcOn7Q4cOSfO3dOlShbPHopkzZ6oMFqVF13kQE6Bq1aqVSfvE+qtXr14m9YtKYz1369YNAJCSkqLx+dXCQkNDARRc+ZJPVOXVq1dPeu5P/A0BBUH90qVLAIAGDRooJarySnr1ICIiAtnZ2bC0tET37t3V1t21a1cABc8Typ9Rj4iIkG61lD+gkNe9e3dYWFiUqH3FwfhRNhg/VGP8KPC6xw91xG3p77//RnZ2tsKwdevWITc3F6ampti8ebPak4UAFK6Q/vXXX4iKigIArFy5UiFR1VTu6dOnUp8JS5YsUfn7AYCPP/4Y9erVQ05Ojsbb1+fOnSslqvIGDBiALl26AECJ34FbXn4bTFZJpXr16qFevXoqhzVo0ED6W/6hcjFwenp64unTp2o/TZs2BVBwYPXq1SsABQeCf//9N4CC2+TUXSnx9PRUe4ZI/mz0gAED1M7b4MGDARQ8YyFOsyxcuHABY8aMQePGjWFrawsjIyPp4XbxLLK4Iyxtpbks3NzcYGdnp3KYuC3k5OQU2WlKUTw9PVXu6IB/t63mzZvD1tZW7bbl6OiIypUrA4DCFZSLFy8CKDiDKn/7izwTExN4eXnpNA+a6DoPrVq1AlBwBnvVqlV49uxZqbZPrH/z5s3Yvn279NssbaWxni0sLKQrSA8ePNBqumlpaXj8+DEAwNnZGS9fvlT7qVq1qlLdKSkp0q2nLVq0KNnMF0F81rJ27drIz89X2z75RFu+jWLnKE5OTgq3FsuztLSEu7t7mbRfxPihO8aP4mH8eP3jR0xMDL766iupAyBjY2PpNyHuF/Ly8nD37l2FcqdPnwZQsI0UJ2kSy9nY2BTrdWjBwcFSwty5c2e16+rZs2do2bIlAGi846Nv375qh4ntunXrVol+Q+Xlt8HbgEklTWff5G8zEs/qP336VDpomjFjBmbMmFHkNPLz85GWloZq1aohMzNTOpBs2LCh2jJGRkaoX78+wsLClIaJZ+mdnJxQoUIFtXWIOzUASp2klJYvv/xSuqVNE3GeS1tpLovibgtAwcGLul71zMzMVB5UyPdiWZj4DF5YWBhsbW3VjidPvpc8scfCRo0aabxltHHjxlrVXRK6zsPIkSOxZs0a/PPPP/j8888xc+ZMdOzYEV26dIGHhwc6deqk0/OkX3zxBTZv3oyEhASMHDkSkyZNQufOndG5c2d4enri7bffVlp2hrCeC59FV0e+59Jff/212HWnp6dLfzs5OWlVvrjENt6+fVvrZ3zk2yie4VZ31VjUuHFj/PXXXyVrpBYYP3TD+KH//QrjR/GUdfzYuXMnxowZo1Xv0YV/F2LyKiaG2hLLNWnSpFgdgMl3bqftlWxVvfoCBbcMiydPVRG3OUEQcO/ePTg6OmrdTqD8/DZ4ZZVU0nanJd5yVtKgKfZuJn+Wz9raWmMZdWfGxaseRT2jI/+DLE6HE9ratm2bdKDRtWtX7Nq1C7du3UJqaqr0cLv4MHrhXulKS2kui+JuC0DBMrC1tVX5UXVLGKD8fIy8kmxf8j3nidtXSbet0qDrPJiamiIwMBCzZs1ClSpV8OLFC5w+fRq+vr7w8PBAzZo1sWrVqhK/msTBwQGhoaGYNGkS7O3tkZWVhaNHj2L27Nlo37496tevr3TrpSGs58LPCqkjvyxLUrf8lQJ1V3B0VVptLKp9ZbmdA4wfumD8MIz9CuNH8ZRl/Lh79y4++ugjPH/+HPXr18e6detw9epVPHr0CE+ePEFWVhauX78ujV84JojbprbJmK7ldF1X8oqzzRXudE4b5eW3wSurVCrkN8Tffvut2A/Sy2/oRd2eou4HKbahqB+s/PDi7oS0IXYE0KlTJ5w6dUrlc1vqziaWFkNZFqVFnJ8uXbrg7NmzxS4vbl8l3bYAaN2Jj7rkSdd5AAA7OzssXrwYixYtwrVr13Dx4kUEBgbi6NGjSEpKwueff47ExEQsW7asRPU7OTlh7dq1WLVqFa5cuYLg4GAEBATgxIkTiImJwYgRI5CZmYlPP/20RPUXRdtlJN+JirbkE7jPP/+82Geg5cuX1S3S4jRatmxZrNvOCpcvqn0lOagpS4wf/2L8KH2MHwXKa/zYvHkzXr16BXt7e1y8eFG6HVWepmeebW1tkZGRUeyTS+I2Xdxy4rqSyWTIzc1V+RvWVnG2uZIkhIbw29AGr6xSqbC3t5duF4qJiSl2eQcHB+mde5qew8nPz9f4QnQASEpK0njvvnzX/mK366VJfHnyoEGD1O6k5M8ClgV9Lwtvb28IgqDyo+ll5+rUrVsXQMm2LeDf5XH79m2NZ44jIyPVDpPvlEbdrUg5OTkKt5vK03Ue5MlkMrRs2RKTJk3Crl27kJCQIHW08OOPP+LJkyc61W9iYoL27dtj2rRpOHz4MGJiYqTbeObPny8tQ0Nbz5rIJ6clebZH/nZIdS+A15XYxpI+vyc+p6puGxRp2s71gfHjX4wfhrdfYfwontKOH+JvomvXrioTVUDzb6J+/foK9WhLLHfz5k2t7+AB/l1XgiAovPO5JDIyMpCcnKx2uLjNyWQy6VU1xWEIvw1tMFmlUiP2Xrlnzx7k5+cXq6xMJpPeceXv7692vMDAQLVnaORfTL5v3z61dezZswfAvztUeeJrJnS5vUq8RUJdHdnZ2Spfbl24Dbq0ozSWhSERt63ExETp1RzF0bFjRwAFzx0GBQWpHCc3NxdHjhxRW4f8c4rq3u8ZFBSk9nYeXedBE0dHR3zxxRcACg54CncwIT5vU9LtqUaNGlLPn48ePSqzXlDLchlVqVJFOotc+CXt2qhcubJUXr43RG2JiYemgC4eOCQmJpZoGYu9VSYlJakt//z58xJfmSlLjB8FGD9KH+OHZoYeP4r6TQDKvYPLE3uPP336tNYd8smXe/r0qcbfXGFdunSR7nLZtWuX1uXU0TRtcZirq6vS3ULa7I8M4behDSarVGrEnV1kZGSR71RS1WOb2PV4ZGSkyg5QXr58qfHF6m3btkXz5s0BFNwmqOoM5bVr16TnfQYOHKjUY6bYPfjDhw81tl8TsaMHdT/OGTNmIC0tTW15R0dH6ZahkrajNJaFIenRo4fUmcf48eMVOrtRRb6DAwDo06ePNH8zZ85UeZvksmXLcP/+fbV1tmrVStr5b9++XWn4y5cvMXv27DKbh8L/Fyb/eyrczb0223VRZz7F+s3MzMrslr/iLqOiriDKk09o/vnnnyJ7Un3x4oXC7V8ymQzt2rUDUHCwqSlhVXVwID5Tp+mWspYtW8LKygr5+fk4ePBgka/zKDz/zZs3l/Ydf/31l8rE+OTJk2V+G2lJMH4UYPwofYwf5Tt+iL+JixcvqpzvnTt3Su95VWXixIkwMTHBq1evMHbsWI2PSchfQe3evTsaNWoEoKDTM03rV76cvb09xo4dCwBYtGgRrly5orYcUPAaL013MCxcuFDlb37fvn3SiUdvb2+l4dqsN0P4bWiDySqVmvbt20u9OC5evBjvvfceDh06hMTERDx+/Bj37t3DiRMnMGvWLNSrV0+pt8Phw4ejTZs2AIBPP/0UPj4+iI6ORlpaGs6ePYvu3bsjLCxMY9fjq1evhpGRERISEvDOO+9g//79SE5ORmJiIjZu3AhPT0+8fPkSdnZ2WLJkiVJ5cfp3797Fhg0bkJKSgtzcXOTm5mp9tl/szj8wMBCjRo1CWFgY0tLSEBoaiqFDh2LdunVwdXVVW97Kykq6ZWbNmjWIiIjA8+fPpXZoS9dlYUiMjIzg5+cHCwsLXL9+HS1btsSqVauk7tofPXqES5cu4eeff4anpyfatm2rUN7S0hILFy4EUPAetu7du+PcuXNIS0vDrVu38OWXX2Lu3LnSLS2q2NvbS13I//DDD1i6dCkSExORmpqKv/76C+7u7oiOjpZuRyzteZgwYQKaN2+ORYsWISgoCA8fPkR6ejpu3ryJxYsXS+8Y7NChg9LtQOJ27efnh5CQEDx79kxpe+rZsyc6dOiAlStXIiQkBI8ePUJqairCwsIwc+ZM/PzzzwAKDkyL0zNicWi7jEJDQ7Flyxb88ssvxarfzc0NtWrVgiAI+PPPP3HkyBHEx8fj6dOneP78OVJTU3Hjxg0cPHgQK1euVOrhtGPHjtIVkgMHDuDw4cNISEhAdnY2nj59ivj4eAQEBOC3335TmrbYK2R4eDgSExPx6tUr5OXlKSS2ZmZm0jYWGxuLDRs24J9//kFaWhqeP3+OrKws3Lt3DxcuXMAvv/yCnTt3KkzD3t4eHTp0AFDwKoOdO3fi/v37yM7OxsOHD7Fv3z78888/GrdzfWH8KMD4UfoYP8p3/BB/E2lpaejZsycCAwORkpIindgaNWqUxt+Es7Oz9J7Q48ePo0OHDti9ezcSExORkZGBmzdvYuPGjejUqZPCa5uMjIywadMmmJiYICEhAW3btsXq1atx584dZGZmIi4uDvv27cPQoUOVfgOLFi1CgwYN8PTpU3Tu3BmzZs1CaGgoUlNTkZaWhps3b2L79u0YNmwYnJ2dlU6+iRwcHJCVlYXOnTvj8OHDSElJQVxcHJYtW4YRI0YAKLgjR3ydlTxxvR08eBABAQF48uSJtN7EE5mG8NvQiqAnZ86c4UeHT1kZPXq0AEBwd3dXO05sbKwAQAAgBAYGKgzLy8sTvv76a8HIyEgaR93niy++UKo7Li5OcHZ2Vjm+kZGRsH79eqFLly4CAGHs2LEq2/f7778Lpqamaqfr6OgoBAUFqSybnZ0tuLi4qCzn4+Mjjbd582bp+8KysrKEli1bqp3+gAEDhE2bNqktLwiCsG7dOrXl5YnLSr5tpbUs3N3dBQDC6NGjVQ4XBEEIDAyU6oqNjVU7niZFzYO8c+fOCU5OTkVuW46OjirLT5o0SW2Zzp07Cxs2bNC4XuLi4oRq1aqpLG9raysEBAQUOT8lnQdxfWj61K1bV4iOjlaa5tGjR9WWEdebut+d/Oett94SUlJSilxPqpTFerawsBB8fX0VPuJvz9nZWWmYr6+vMHPmTKFBgwZF1g1AGDZsmFL5GTNmCDVr1tRYzt7eXqnciBEj1I7/+eefK4w7ZMgQwczMrMj2OTk5KU3nm2++ERo1aqS2TNOmTQUfHx9pGZUmxg/GDxHjhzLGj5LHj7Fjx6qtt1GjRkJwcLDa/YrI19e3yH2LqrJHjhwRbG1tNZZTtb4SExOF9u3bF7lcAAhhYWEKZeX30fv371cbD6pUqSLcuHFD5fyGh4er/f0Wnk99/zaKwiurVKqMjIywcOFC3LhxA5999hmaNWsGOzs7GBsbw9HREW3btsXkyZNx/PhxLF++XKm8s7MzwsPDMXPmTNSvXx/m5uaoXLkyvLy8EBAQgAkTJkjPHKm7lWTUqFG4ceMGJk6ciPr168PS0hLW1tZo3rw5Zs+ejaioKIVncuRZWloiKCgIn3zyCerWrQtzc/NiLwMbGxsEBQVJVwBMTU1RoUIFdOrUCZs2bcKePXuK7B1u4sSJ+P3339G5c2c4ODiUuDc5XZaFIercuTOio6Px448/wtPTE1WqVIGJiQmsrKzQoEEDDBw4EOvXr1fbicratWuxe/duuLu7w87ODtbW1mjRogWWLFmCgICAIl/54ezsjNDQUHzyySeoWbMmTE1NUaNGDYwePRpXrlyBp6dnmc2Dn58fNmzYgMGDB6Np06aoUKECTExMULFiRXTp0gU//PADIiIiUK9ePaVp9uzZE0eOHEGPHj1QqVIlla+TOH78OH766Sf06dMHjRs3hr29PUxMTFC1alV0794dGzduxN9//13kOzxLQ1HLyNXVFV5eXvjss8+KXbelpSVGjBiBUaNGoXnz5nBwcICJiQmMjIxgY2MDZ2dndOnSBRMmTFD5bjgbGxt8/PHHGDBgABo0aABra2sYGRnB2toa1apVQ8eOHTFs2DClcg0aNMCHH36IevXqwcrKSmPvoE2aNMG0adPg6emJWrVqwdLSEkZGRjAzM0OlSpXQvHlz9O/fX2WvucbGxhg2bBh69+6NGjVqwNTUFObm5qhRowa8vLwwaNCgYi+z/wrjB+NHWWL8KL/xY+PGjdiwYQPeeustWFpawsbGBs2bN4evry8uX76s1buvfXx8EBYWhvHjx0vbs62tLRo3bowhQ4Zgz5490jOY8nr16oW7d+9i7ty5aN26Nezt7WFhYYE6deqge/fuWLt2LaZOnapUrkaNGrh48SJ2796NgQMHombNmjA3N5f2x927d8eiRYsQFRWl8R2w/fr1w8WLFzF48GA4OTnBzMwMLi4umDp1KiIiItCkSROV5Vq0aIEzZ86gb9++cHJy0nhFW9+/jaLIBKGEL1XSkSF28FCeuLu767sJeuPo6IjMzEwsX74c06dP13dz6DWyZcsWKQHQ066RtKDp1TX79+9HeHg4XFxcVD7HQwUHbW8qxg8qK4wfVFp8fX0xb948ODs7Iy4uTt/N0TteWaVyJSgoSOpJ7q233tJvY4jI4IidEul6JpdeP4wfRETlD5NVMigZGRlqz0g+f/5c6oDDycmpXN1+RET/DbE3Q0PunZTKBuMHEdHrh8kqGZSDBw+iTZs2WL9+vdQbWUJCAnbt2gU3NzeEhoYCAL799tsy65GUiMqX3NxcPHnyBBcvXkRSUhKAf193QG8Oxg8iotcP99ZkcMLCwjBp0iS1w6dMmYKJEyf+hy0iIkN28uRJhISESP9Xr15dej8evVkYP4iIXi9MVsmgvP/++1i+fDlOnjyJO3fuIDk5GTk5OahatSo6duyICRMmwMPDQ9/NJCIDI5PJpJ4du3btWuIeUKn8YvwgInr9sDfgcupN7g2YiN5smnoDpqK9yb0BExFR+cJTz0RERERERGRwmKwSERERERGRwWGySkRERERERAaHySoREREREREZHCarREREREREZHD01htwXl6ePib72jA2NtZ3E4iI9OLVq1f6bkK5ZmZmpu8mEBERaUVvySoRERERERGROrwNmIiIiIiIiAwOk1UiIiIiIiIyOExWiYiIiIiIyOAwWSUiIiIiIiKDw2SViIiIiIiIDA6TVSIiIiIiIjI4TFaJiIiIiIjI4DBZJSIiIiIiIoNjoq8J57/K09ekXwtGZsb6bgIRkV5kv8rVdxPKNSszvYV+IiKiYpEJgiDoY8KJs4L0MdnXRs0lnfXdBCIivXCZ5a/vJpRrcUt66bsJREREWuFtwERERERERGRwmKwSERERERGRwWGySkRERERERAaHySoREREREREZHCarREREREREZHCYrBIREREREZHBYbJKREREREREBofJKhERERERERkcJqtERERERERkcJisEhERERERkcFhskpEREREREQGh8kqERERERERGRwmq0RERERERGRwmKwSERERERGRwWGySkRERERERAaHySoREREREREZHCarREREREREZHCYrBIREREREZHBYbJKREREREREBofJKlEJbNmyBTKZDDKZTK/tcHFxgUwmg6+vr17b8ToT1/OWLVv03RSDxe2QSHuMH/Q6iouLk7brM2fO6Ls59Bphskokx9vbGzKZDB4eHnprA3f4VBRDOdglon8xfrzefH19IZPJ4OLiou+mSAxhmyMqa0xWiYiIiIiIyOCY6LsBROWRt7c3vL299d0MxMXF6bsJrz1BEPTdBCJ6jTB+EBFpj1dWiYiIiIiIyOAwWSUFhZ9/uHTpEgYPHoxq1arBwsIC9erVw/Tp05GRkaGxnpCQEHh7e6Nu3bqwsrKCnZ0d2rRpg4ULFyIrK0tj2SdPnmDOnDlo1KgRLCws4OTkhL59+yIoKAgA4OHhAZlMpvHMdHR0ND799FM0bNgQVlZWsLW1RYsWLTBnzhykpqYqjS8+A+jn5wcAOHv2rPTcj/iR74SiqGcG79+/j3Xr1sHLywu1atWCubk5bGxs4OrqismTJyM6OlplORcXF9SpU0f6v2vXrkrtKDx+UR1kFHdZiAov55MnT6Jnz56oXLkyLCws4Orqivnz5+P58+dq63j06BFmzZqFVq1awc7ODmZmZqhWrRpatmyJ8ePH48CBA2rLanLmzBlpecTFxSElJQX/+9//0LhxY1hbW0MmkyEzM1OhTEm3SW06WEpPT4evry/efvttODo6wsLCAi4uLvD29sa1a9eKnJ/09HQsWLAAHTp0QKVKlaTynp6eWLJkCR49egTg3+fRxowZo9Q+8aPu2aW//voLQ4cORe3atWFhYQFHR0e88847WLVqFV69eqWxfcnJyfjss89Qp04dWFhYoEaNGhg+fDiuXr1a5LzRm4Pxg/FDZMjxo7h1i/Fm3rx5AID4+Hil5Vp4e7p27RoWLlyILl26oHLlyjA1NYWjoyPat2+PhQsXKsUneYWfjQ0PD8dHH32E2rVrw8zMDK1atSr2NifKycnBL7/8gu7du6Nq1aowMzND1apV0bt3bxw6dKjI5Xb16lUMGTIEVatWhaWlJerXr48vv/wSycnJRZYlKineBkxqbdu2DR9//DFycnKk72JiYrBixQocO3YMwcHBsLe3VyiTn5+PadOmYfXq1Ur1Xb16FVevXsWmTZtw/PhxNGrUSGmchIQEuLu7IzY2Vvru0aNHOHToEPz9/bF27doi271161aMHTtWod0AEBERgYiICKxfvx6HDh1Cp06diqyrpJo1a6YUjF69eoXIyEhERkZi8+bN2LFjB/r06VNmbQBKb1ksWbIEc+bMUbglNjIyEj4+PggICEBAQABMTBR3JxEREejatSvS0tIUvk9KSkJSUhKuXbuGXbt2aQza2oiKisKYMWPw4MEDlcN13SaLcvLkSQwZMkRpPuLj4+Hn54etW7dizZo1mDRpksryx44dw4cffqiyfHx8PAIDA/HixYsS99j5/PlzfPTRR9izZ4/C9y9fvsTFixdx8eJFbN68GceOHYOTk5NS+evXr8PT0xMpKSnSdw8ePMCOHTuwf/9+7Ny5s0Ttotcb40fJMX6Ubfwo69gUHh6OVq1aKX2fmZmJ0NBQhIaGYtOmTThx4gQaNGigsa69e/dixIgRePnyZYnaIi8uLg5eXl64ceOGwvfJyck4cuQIjhw5glGjRuG3335TWh8AsH37dnh7eyM3N1f67u7du1i5ciV27dolJc5EpY1XVkmlO3fuYNy4cfD09MTZs2eRmpqKO3fuYNq0aQCAW7duYeHChUrlZsyYgdWrV8PY2BhTpkxBSEgIUlNTkZiYiK1bt8LZ2VnaYT59+lShbF5eHgYMGIDY2FiYmJhg7ty5iIqKQmpqKgIDA+Hm5oapU6eqPasMFJxd9Pb2Rk5ODurXr4/du3cjKSkJ9+7dw/r161GhQgVkZGSgV69eiI+Pl8qNHDkSWVlZGDFiBACgU6dOyMrKUvjMmTNH6+XXtGlTLFiwAKdOncLNmzeRmpqKqKgo7N69G25ubnj+/DlGjhyJxMREhXI3b95UCCRHjx5Vaoe2SrosVNUzZ84cDB8+HKGhoUhLS8ONGzfw4YcfAgDOnTuHDRs2KJWbOHEi0tLSUKVKFfzyyy+IiopCeno6Hjx4gKCgICxYsAANGzbUen7UEQ+I169fj/j4eDx69AiHDx+GhYUFAN22yaJcvnwZXl5eyMzMhJubG/bt24fExESkpaXhwoUL6Nu3L/Lz8zF58mQcP35cqfyFCxfQp08fZGZmomrVqvjpp59w+/ZtpKen4+7du9ixYwcGDhwoHTg4OzsjKysL69evl+oovH0cO3ZMYRojRozAnj17YGFhgblz5yIsLAxpaWmIi4vD2rVrUaFCBYSFhWHQoEHIy8tTKPvs2TP07t0bKSkpsLS0xNKlSxETE4NHjx7hwIEDcHZ2hre3Nx4/flys5UavN8YPxg/5egwtfhS37s6dOyMrKwuzZ88GANSuXVtpucrPg0wmw7vvvos1a9bg/PnzuHv3LlJTUxEREYFVq1ahdu3aiIuLw7BhwzT2iZCRkQFvb280btwYhw4dwqNHj3Dv3j0sXry42Nvc48eP4enpiRs3bqBmzZpYt24d7ty5g/T0dFy/fh1fffUVjI2NsXXrVnzzzTdKbQkPD5cS1dq1a2PHjh1ISkpCfHw8Vq9ejaysLIwbN65E64OoKDJBT72HJM4K0sdkXxs1l3Quk3q9vb2ls2N9+vTB/v37YWSkeE5j0KBB2Lt3L6pUqSLdnggU3PLVrl07AMDu3bsxaNAgpfofPHiA1q1bIzk5GUuXLsVXX30lDdu+fTtGjhwJAFi/fj0mTJigUPbly5fo1KkTLl++DAAYPXq00q2ZLVq0QEREBGrWrIkrV66gSpUqCsPDwsLg5uaGly9fYujQodixY4fK+Xd3d9fY7f+WLVukWzGL+xPKy8tD165dERQUhK+//lrpoC0uLk66lSswMFBjl/QuLi6Ij4+Hj4+P0pU3XZeFh4cHzp49CwCYPHky1qxZozBcEAS0a9cOly9fxttvv43Q0FBp2JMnT6SrJgcPHiz1KwBnzpxB165dAQAWFha4cuUKmjRpojSertskAOnWuc2bNyvc6iUIAlq0aIHr16+jb9++2Lt3L4yNjZXq/+ijj7B161Y0bdoUERERUn35+flwdXVFVFQUatSogeDgYNSqVUvl/Obm5iqc6dZ2+9uzZw8GDx4MMzMzBAYGomPHjkrjXL9+HW+//TZevHiBnTt3YsiQIdKwJUuWSAdoqtZjcnIy2rRpg/v37wOAyu2wLLjM8i/zabzO4pb0KpN6GT8YP0SGGj90qdvX1xfz5s2TTpqUVFJSEpo0aYKMjAycPHkS7777rsrpAECTJk0QEhICGxsblXVpu81NmTIFP//8M+rWrYvg4GCl9QkAmzZtwrhx42BqaorY2FjUqFFDGvb+++/jr7/+goODA8LCwuDs7KxQNigoCB4eHsjPzwdQ9LZHVBy8skpqrVixQulAAwBGjRoFoOBAVf6Mqnjr1gcffKDyQAMAqlevjilTpgAA/vjjD4VhW7duBQA0atQI48ePVyprbm6OxYsXq23vpUuXEBERAaDgoFnVzrhVq1bSQczevXt1vgW1JIyNjTFs2DAAQEBAQJlMozSXhbW1NRYtWqT0vUwmkw4Ow8LCFG4Vk79CV7169RLPhzbGjRunMlEFdN8mNQkMDMT169dhbGyMdevWqUxUAeC7774DANy4cQPh4eHS93/99ReioqIAACtXrlSbqAJQeUuWNlatWgWgYBmpSlSBglsOxaschedfTDy6du2q8qCuSpUq+Prrr0vUNnq9MX6UDcYP3fyXsUkdJycnKUEtah3Onz9fbaKqradPn2Lz5s0ACk5AqlqfQMFdSvXq1UNOTg52794tff/w4UOcPHkSAPDFF18oJapAwdVndb9bIl0xWSWV6tWrh3r16qkcJv+MhfyZcXGn6+npiadPn6r9NG3aFEDBcyNixy6CIODvv/8GAHh5eanteMLT01Ptjvv8+fPS3wMGDFA7b4MHDwZQcLVKnGZZuHDhAsaMGYPGjRvD1tYWRkZGUscHkydPBgApWSltpbks3NzcYGdnp3KYuC3k5OQodJri6OiI2rVrAwCmTp2qkKSVtp49e6odpss2WRSx7ubNm8PW1lZt3Y6OjqhcuTIASFd1AOD06dMAABsbG/Tv37/4M16E7OxsaZ16eHhonP/mzZsrtS89PR2RkZEAgH79+qmdTlm0nco3xg/dMX6UTfz4r2JTfn4+/vzzT/Tr1w+1a9eGpaWlQudHYjKoaR3KZDK89957OrclODgY2dnZAAqSSnW/rWfPnqFly5YAFGPB33//LV0xZSwgfWAHS6RStWrV1A6zsrKS/hZ78nv69KnUwc2MGTMwY8aMIqeRn5+PtLQ0VKtWDZmZmdJzb5qeQzEyMkL9+vURFhamNEw8S+/k5IQKFSqorUM82AGAe/fuFdnOkvjyyy+xcuXKIscrq2f9SnNZFHdbEP3www8YMmQI/v77b7Rq1Qp169aFu7s7unTpgh49eqg8q/38+XOl5yZFYi+/hcn3filP122yKLdv3wZQcFXA1ta2yPEBKHRSdPfuXQAFt3mV9MqpJjExMdLVCvlbe7Vtn/xVr8aNG6st4+TkBHt7ez63ShLGD90wfpRt/ChJ3cWRlZUFLy8vnDt3rshxNa3DypUr63xVFfg3VgGa14c8+Vggf8uzpligaRiRLnhllVRSd0tjYeLzNiUNmmIPd8+ePZO+s7a21lhG3c5b7HCjqJ27fGJRnA4ntLVt2zbpQKNr167YtWsXbt26hdTUVKnjg3Xr1gGA2sCqq9JcFsXdFkSDBg3CqVOn4OHhASMjI8TExGDz5s0YM2YMatWqBS8vL9y5c0ehTM+ePWFra6vyo64TD0tLS5Xf67pNFqUk9cvXLS5vbRPd4ipJ++SvKpfGb5LeTIwfJcf4UaAs40dJ6i6OL774AufOnYNMJsO4ceNw/PhxxMbGIj09XVqH4qMX8j3rFqYuthWXrrFK/H2ZmJjAzMxMbRnGASorvLJKpUJ+J/Xbb78pvAdSG/IHGPIHHqqo67FVbENRPbrKDy+LREHsqbVTp044deqUyue2Xrx4UerTlWcoy8LT0xOenp5IT0/HxYsXceHCBfj7+yMiIgL+/v4IDg5GWFiYxuc1S0rXbVLb+rt06SJ1JFIc4vIuiwNeQHH+T58+LXVIpa3S+E0SaYPx41+MH/8qy/hRVnU/e/YM27ZtAwDMnj1b6rNA1Xj/FXF9ymQy5ObmqtymNBF/X7m5uXj16pXahJVxgMoKr6xSqbC3t5duF4qJiSl2eQcHB6mHPk3PcOTn52t8ITpQ0NOeppfOy3ftr6qjAF1du3YNQMHZW3VB4fr166U+XXmGsixEFSpUgJeXFxYvXiy9w87IyAjp6ekKvUSeOXMGgiCo/IjzpC1dt8mi1K1bV6e669evD6DgdROazq6XlLOzs7T9laSN8tuD+OyqKklJSbwFmHTC+PEvxg9lZRk/tK1bW7dv35auSmp6/KKs16E8MVYJgqDwDmJtyS87TbFA0zAiXTBZpVLTvXt3AAWvyxAfxteWTCaDm5sbAMDfX/1rKQIDA9WevZN/Mfm+ffvU1rFnzx4ABbe0tG/fXmGYqakpAN1urxIDlbo6srOzceDAAbXlxTbo0o7SWBZlafDgwVKnPmUZ4HTZJrWtOzExEcHBwcUu361bNwAFZ6M1bQ+qaLONODg44O233wYA7Nq1q9jtq1ChgvQMkqb2FbftRKowfhRg/ChaWcYPTXVrs37lb59VN15oaKjUZ4GutGlTly5dpKuhJYkFbm5u0vO+jAWkD0xWqdR88cUXAAp28HPnztU4bl5entLOWuzGPjIyEr/++qtSmZcvX2p8sXrbtm2lIDNv3jykpqYqjXPt2jXpeZ+BAwfCwcFBYXjFihUBFHTVXlJihz9HjhxROXzGjBlIS0tTW97R0VEKDCVtR2ksC12kpqZqnMcXL15I7+YUl3lZ0HWb1KRHjx5SByPjx49Henq6xvHlO7kACg7OGzVqBKCgQxVxeahS+Mqr/DLTtI18+eWXAIATJ07gl19+0di+Fy9eKD0XPHr0aAAFB/mHDh1SKpOSkqL0nkeikmD8KMD4UbbxQ5e6xf9TU1PV3g0jfxXy8OHDSsOzs7Px6aefFqvNmmizzdnb22Ps2LEAgEWLFuHKlSsa60xOTla4ol6tWjX06NEDQMFr1lT1HxEUFKTwuhui0sRklUpN+/btpV4cFy9ejPfeew+HDh1CYmIiHj9+jHv37uHEiROYNWsW6tWrp9Tb4fDhw9GmTRsAwKeffgofHx9ER0cjLS0NZ8+eRffu3REWFqbwourCVq9eDSMjIyQkJOCdd97B/v37kZycjMTERGzcuBGenp54+fIl7OzssGTJEqXy4vTv3r2LDRs2ICUlBbm5ucjNzdX6bL/YnX9gYCBGjRqFsLAwpKWlITQ0FEOHDsW6devg6uqqtryVlZV0RWvNmjWIiIjA8+fPpXZoS9dloYvr16+jVq1aGDlyJHbs2IHbt28jIyMDiYmJOHbsGHr06CEdAA0dOrRUpy1P121SEyMjI/j5+cHCwgLXr19Hy5YtsWrVKty6dQsZGRl49OgRLl26hJ9//hmenp5o27atUvlNmzbBxMQECQkJaNu2LVavXo07d+4gMzMTcXFx2LdvH4YOHaq0flq1aiXdIujr64uEhATk5OQgNzdX4Qz7kCFDpO1xwoQJGDZsGE6ePImHDx8iMzMTMTExOHLkCD777DM4OzsrHWxMnTpVOvgaNmwYvv/+e8TFxSElJQUHDx5Ep06d8OzZs1I9UKU3E+NHAcaPso0futQtrt8XL15g/vz5SEpKUlq/1apVk65ML1q0CIsWLUJ0dDRSUlJw9OhRdOrUCVevXpVOVOpK221u0aJFaNCgAZ4+fYrOnTtj1qxZCA0NlZL3mzdvYvv27Rg2bBicnZ2VTgYtWbIEJiYmyMzMRJcuXbBr1y48evQICQkJWLNmDby8vKRXAhGVNnawRKVq6dKl0svXT5w4gRMnTqgdt/BD+sbGxti3bx/c3d0RHx+P+fPnY/78+dJwIyMjrF27Fn/88Qfu37+v8nUf7u7u2LJlC8aOHYuoqCiV74hzdHTEoUOHVD7D0rt3b7i4uCAuLg4TJ07ExIkTpWE+Pj7w9fUtchnMnDkThw8fRnh4OLZt2yZ1tiAaMGAAevXqJZ3pVOWzzz7DpEmTEBISghYtWigMK9xrojq6LgtdPX/+HNu3b8f27dtVDpfJZJg7d26pvEdOE122yaK89dZbOHHiBIYMGYLExER8/vnnasd1dHRU+u6dd97BgQMHMHz4cCQlJeGzzz5TWbbwwamTkxMGDx6MnTt3YtOmTdi0aZM0zN3dHWfOnJH+37p1K2xtbfHbb79h586d2Llzp9o2Fp5/a2trHDp0CN26dUNKSgq++uorfPXVVwrj79q1C59//jkyMzPV1kukDcYPxg9RWcaPktbdrl07uLm54e+//8aCBQuwYMECadjo0aOxZcsWAMC6devQuXNnZGZm4uuvv8bXX3+tUPfy5ctx7do1pbttSkLbbc7BwQGBgYEYOHAgQkJCsHTpUixdulRtvfK3kwMFJ0i3bNkCb29v3Lt3TymRr169On799Ve8++67Os8TUWG8skqlysjICAsXLsSNGzfw2WefoVmzZrCzs4OxsTEcHR3Rtm1bTJ48GcePH8fy5cuVyjs7OyM8PBwzZ85E/fr1YW5ujsqVK8PLywsBAQGYMGGC9MyRut4HR40ahRs3bmDixImoX78+LC0tYW1tjebNm2P27NmIiopSeCZHnqWlJYKCgvDJJ5+gbt26MDc3L/YysLGxQVBQkHQFwNTUFBUqVECnTp2wadMm7Nmzp8je+CZOnIjff/8dnTt3hoODQ7F77xPpsix00bFjR5w8eRIzZ87EO++8A2dnZ5ibm8PS0hINGjSAt7c3goODFQ4my4qu22RROnfujOjoaPz444/w9PRElSpVYGJiAisrKzRo0AADBw7E+vXr1Xbs0qtXL9y9exdz585F69atYW9vDwsLC9SpUwfdu3fH2rVrMXXqVKVyW7Zsga+vL1q0aKHwvsLCzM3NsWnTJoSEhGDcuHFo2LAhbGxsYGJigkqVKqFDhw6YPn06zp8/rzJZbt68Oa5fv44pU6bA2dkZZmZmUrJ88eJF9O3bt9jLjEgVxg/GD6Bs44eudR89ehRffvklGjduDAsLC5XjNGvWDJcvX8aoUaPg5OQEU1NTVKtWDf369cPp06elxzNKQ3G2uRo1auDixYvYvXs3Bg4ciJo1a8Lc3Bzm5uaoUaMGunfvjkWLFiEqKgotW7ZUKj9ixAiEhoZi0KBBqFy5MszNzVGnTh1MnToVV65cQb169UptvojkyQRtT7OVssRZQfqY7Guj5pLO+m6C3jg6OiIzMxPLly/H9OnT9d0ces2Jz3/5+fnho48+0nNrCABcZqnvRIeKFrekl76boDeMH0RE5QuvrFK5EhQUJN1u+NZbb+m3MfTay87Olv7mC8+JyjfGDyKi8ofJKhmUjIwMtc/UPH/+XOqAw8nJqUxuPyKSd+fOHenvsngui4hKD+MHEdHrh8kqGZSDBw+iTZs2WL9+vdSrakJCAnbt2gU3NzeEhoYCAL799luVHWQQlYanT5/i+vXr0sFtpUqVlDoqISLDwvhBRPT64d6aDE5YWBgmTZqkdviUKVMUerwjKm01a9bE48ePpf+/+eYbHtwSlQOMH0RErxcefZFBef/997F8+XKcPHkSd+7cQXJyMnJyclC1alV07NgREyZMgIeHh76bSW8AS0tLNGnSBFOmTIG3t7e+m0NERWD8ICJ6/bA34HLqTe4NmIjebOwNWDdvcm/ARERUvvCZVSIiIiIiIjI4TFaJiIiIiIjI4DBZJSIiIiIiIoPDZJWIiIiIiIgMDpNVIiIiIiIiMjh66w04/1WePib72jAyM9Z3E4iI9CL7Va6+m1CuWZnxrXVERFQ+6C1ZJSIiIiIiIlKHtwETERERERGRwWGySkRERERERAaHySoREREREREZHCarREREREREZHCYrBIREREREZHBYbJKREREREREBofJKhERERERERkcvb0ZPD87W1+Tfi0YWVnpuwlERHqRncP4oQsrU8YPIiIqH2SCIAj6mPCtxq76mOxrwzXylr6bQESkF839muu7CeVaxOgIfTeBiIhIK7wNmIiIiIiIiAwOk1UiIiIiIiIyOExWiYiIiIiIyOAwWSUiIiIiIiKDw2SViIiIiIiIDA6TVSIiIiIiIjI4TFaJiIiIiIjI4DBZJSIiIiIiIoPDZJWIiIiIiIgMDpNVIiIiIiIiMjhMVomIiIiIiMjgMFklIiIiIiIig8NklYiIiIiIiAwOk1UiIiIiIiIyOExWiYiIiIiIyOAwWSUiIiIiIiKDw2SViIiIiIiIDA6TVSIiIiIiIjI4TFaJiIiIiIjI4DBZJSqBLVu2QCaTQSaT6bUdLi4ukMlk8PX11Ws79CUyMhIjR45E7dq1YWZmJq2TzMzMUqlfrG/Lli1Kw7y9vSGTyeDh4VEq0yoJTe0jIsPE+EH0rzNnzki/h7i4OL20wcPDAzKZDN7e3nqZPmnGZJVIjiEkIHFxcdKO+8yZM3prh6GLj49Hhw4dsH37diQkJCAnJ0ffTSKiNxjjBxFR6WOySkTl0rp165CZmQkrKyscOnQIycnJyMrKQlZWFhwcHPTdPCIiIiLSkYm+G0BUHnl7exvE7SL6umXGEERERAAAevTogd69e5fJNARBKJN6iejNxfhBRKQ9XlklonIpOzsbAGBvb6/nlhARERFRWWCySgoKP3Nz6dIlDB48GNWqVYOFhQXq1auH6dOnIyMjQ2M9ISEh8Pb2Rt26dWFlZQU7Ozu0adMGCxcuRFZWlsayT548wZw5c9CoUSNYWFjAyckJffv2RVBQEADtHoSPjo7Gp59+ioYNG8LKygq2trZo0aIF5syZg9TUVKXxxQ4v/Pz8AABnz56VnvsRP/KdUBTVQcb9+/exbt06eHl5oVatWjA3N4eNjQ1cXV0xefJkREdHqyzn4uKCOnXqSP937dpVqR2Fxy+qg4ziLgtR4eV88uRJ9OzZE5UrV4aFhQVcXV0xf/58PH/+XG0djx49wqxZs9CqVSvY2dnBzMwM1apVQ8uWLTF+/HgcOHBAbVl1Cj+P5efnp7B85DsbSk1NhZ+fHwYNGoQ6derAwsICVlZWqFevHsaMGYOrV69qNa2SdmAkCAJ27tyJPn36oHr16jAzM0PFihXRrVs3+Pn5IT8/X2P5mJgYjBkzBjVq1ICFhQWcnZ3xySef4O7duyVqD1FZYvxg/BAZavzQpW5tth1tOwsKDQ3F2LFj0bBhQ9jY2MDOzg5NmzbFsGHDsHv3buTl5aksl5iYiJkzZ6JNmzZwdHSEpaUl6tevj549e2L16tV48uSJynLPnj3DDz/8gM6dO6NSpUowNzdHjRo1MGTIEOm3oYmu5U+fPo1evXqhYsWKsLKyQpMmTeDj44OnT58WWVaky34hKysLc+fOlfYLVatWRe/evflcdznB24BJrW3btuHjjz9W6LgmJiYGK1aswLFjxxAcHKx0VSs/Px/Tpk3D6tWrleq7evUqrl69ik2bNuH48eNo1KiR0jgJCQlwd3dHbGys9N2jR49w6NAh+Pv7Y+3atUW2e+vWrRg7dqxShzsRERGIiIjA+vXrcejQIXTq1KnIukqqWbNmSj3Svnr1CpGRkYiMjMTmzZuxY8cO9OnTp8zaAJTesliyZAnmzJmjcFtsZGQkfHx8EBAQgICAAJiYKO5OIiIi0LVrV6SlpSl8n5SUhKSkJFy7dg27du0qtZ57VenevTvCwsKUvo+JiUFMTAy2bt2KNWvWYOLEiaU+7bS0NAwYMADnzp1T+D49PR2nT5/G6dOnsX37duzbtw82NjZK5U+fPo3evXtLV5AB4N69e/j111+xe/du/PXXX6XeZqLSwvhRcowfZRs/9BmbcnNz8fnnn6vcFm/evImbN29i586diI2NhYuLi8LwzZs3Y9KkSXj58qXC93fv3sXdu3dx/Phx2NraKiXTYWFh6N27NxITExW+f/DgAXbv3o3du3dj1qxZWLx4sco261p+yZIlmD17tsJ3t27dwvz587Fnzx4sWLBAZTmRrvuF+/fvw8PDQ+EkT3JyMo4cOYKjR49izZo1GqdP+scrq6TSnTt3MG7cOHh6euLs2bNITU3FnTt3MG3aNAAFO5qFCxcqlZsxYwZWr14NY2NjTJkyBSEhIUhNTUViYiK2bt0KZ2dnxMXFwcvLS+mMWl5eHgYMGIDY2FiYmJhg7ty5iIqKQmpqKgIDA+Hm5oapU6eqPasMFJzR9vb2Rk5ODurXr4/du3cjKSkJ9+7dw/r161GhQgVkZGSgV69eiI+Pl8qNHDkSWVlZGDFiBACgU6dOUmc94mfOnDlaL7+mTZtiwYIFOHXqFG7evInU1FRERUVh9+7dcHNzw/PnzzFy5Eilnf/Nmzdx48YN6f+jR48qtUNbJV0WquqZM2cOhg8fjtDQUKSlpeHGjRv48MMPAQDnzp3Dhg0blMpNnDgRaWlpqFKlCn755RdERUUhPT0dDx48QFBQEBYsWICGDRtqPT8icTmIB0gjRoxQWD4jR46UxnVxccGcOXNw7NgxREREICUlBTExMfD398f777+PvLw8TJ06Ff/880+x26FJTk4OPvjgA5w7dw6Ojo74/vvvcfPmTaSnpyMqKgqLFy+GpaUlTp48iU8++USp/IMHDzBgwABkZ2ejQoUK2LBhAxITE/HgwQP8/vvvsLS0xLBhw0q1zUSlhfGD8UO+HkOKH2Vdd1E+++wzKVH18PDAkSNH8ODBA6SmpuLKlStYvnw5mjZtqlRu586d+Pjjj/Hy5UvUrVsXmzZtQkxMDNLT03H79m1s2bIFPXr0ULp6Hh8fD09PTyQmJsLV1RVbt25FXFwc0tPTceXKFYwdOxZAQUKpaj3oWt7f319KVJs1awZ/f38kJycjOjoa8+fPR3R0NKZPn65xmemyX8jPz8fAgQMRHR0NY2NjzJo1C5GRkUhJScGpU6fQtm1bfP7557hz547GNpB+yQQ99SByq7GrPib72nCNvFUm9Xp7e0u3MvXp0wf79++HkZHiOY1BgwZh7969qFKlCh49eiR9f+nSJbRr1w4AsHv3bgwaNEip/gcPHqB169ZITk7G0qVL8dVXX0nDtm/fLiUa69evx4QJExTKvnz5Ep06dcLly5cBAKNHj1a6PbNFixaIiIhAzZo1ceXKFVSpUkVheFhYGNzc3PDy5UsMHToUO3bsUDn/7u7uGm8P2bJlC8aMGQOg+J3w5OXloWvXrggKCsLXX3+tdNAWFxcn3coVGBio8TUILi4uiI+Ph4+Pj9KtXLouCw8PD5w9exYAMHnyZKWzj4IgoF27drh8+TLefvtthIaGSsOePHkiXTU5ePBgmVwBENunajvQ1ocffog///wTI0aMwLZt25SGi4F/8+bNSmerNW0ry5cvx//+9z9UqFABwcHBKg98Tp06he7duwMouL1J/O0ABQdTGzZsgKmpKYKDg/HWW28plI2KikKbNm3w7Nkzte17nTX3a67vJpRrEaMjyqRexg/GD5Ghxg9d6tYm5pw5cwZdu3YFAKWro+fPn0fnzp0BFGwrv/32m8pbwQVBQH5+PoyNjQEUnKB1dnZGRkYGWrZsiTNnzqjt8T43N1fhKrWXlxf8/f3Rrl07BAYGwsrKSqnMN998g4ULF6JSpUq4d+8eLC0tS628q6srIiMjUbduXVy5ckWp3fK/W1XLTNf9wo4dOzB8+HAAwE8//YTPPvtMoWx2djY6duyI8PBwAKr3C6R/vLJKaq1YsULpQAMARo0aBaDgNgr5M6riLRoffPCByh0KAFSvXh1TpkwBAPzxxx8Kw7Zu3QoAaNSoEcaPH69U1tzcXO1tJkDBTk3sIdbHx0cpuAJAq1atpIOYvXv3luktqOoYGxtLV8UCAgLKZBqluSysra2xaNEipe9lMpkUZMLCwhRuFZN/3qZ69eolno+yJra/tNeD+FuYNWuW2jP07777Ljw9PQEo/hZyc3Ol/0eOHKmUqAJAw4YNMXny5FJtM1FpYvwoG4wfutFnbBK38UqVKuHnn39W+8yyTCaTElWg4JZ68TnvjRs3anw1m3yievfuXRw9ehQAsGbNGpWJJgDMmTMH1tbWSE1NVXi8RNfyISEhiIyMBFCwHalq94gRIxRO1Bam635BPHlWr149aRx5VlZWGvcLZBiYrJJK9erVQ7169VQOa9CggfS3/JlxMXB6enri6dOnaj/iLS4RERF49eoVgIIziX///TeAgjN56nbinp6eKp/vAwrOWooGDBigdt4GDx4MoCApEKdZFi5cuIAxY8agcePGsLW1hZGRkdTxgphoREVFlcm0S3NZuLm5wc7OTuUwcVvIyclR6DTF0dERtWvXBgBMnTpVOmupD9euXcPkyZPRokUL2NnZKayHXr16ASh4Vqk4t8hpcufOHdy7dw8A4O7urvG30KJFCwCQrvYABb8LsS39+vVTO53+/fuXSnuJShvjh+4YP8omfugzNp0+fRoAMHDgQLWJn6ZyjRo1wttvv12scoIgoEKFCnB1dVX7m8rLy0Pjxo0BKMYiXctfvHgRQEHyrekKtqZYput+ITg4GEDBnR6qTp4BBa+/K876oP8eO1gilapVq6Z2mPyPWuzJ7+nTp3jw4AGAgucLZsyYUeQ08vPzkZaWhmrVqiEzMxOPHz8GAI3PihgZGaF+/foqO80Rz9I7OTmhQoUKauuQfx5ETCpK25dffomVK1cWOZ44z6WtNJdFcbcF0Q8//IAhQ4bg77//RqtWrVC3bl24u7ujS5cu6NGjh8qz2s+fP1fbC6K1tbXag1B1VqxYga+++kptnfIeP34MW1vbYtWvyu3bt6W/27dvr1WZlJQU6W/5HiTFAwBVNA0j0ifGD90wfpRt/ChJ3bp68uSJ1Htyy5Yti1VW7P29uOXEWJSenq51bJOPRbqWF2OZk5OTxqvB6mJZae4XNMVLY2NjNGjQQK8n1UkzXlklleRvQdFEfN6mpEFT7NVOfPYOKAgqmqg7My4+WK9uuEh+p1taV9Pkbdu2TTrQ6Nq1K3bt2oVbt24hNTVV6uRi3bp1AKBVElUSpbksirstiAYNGoRTp07Bw8MDRkZGiImJwebNmzFmzBjUqlULXl5eSp0a9OzZE7a2tio/mjrxUOX8+fOYPn068vLy0Lp1a/j5+eH69etISUmR1oO/v780fm5ubrHqV6ckvwX53h21/S0UtW6J9IXxo+QYPwqUZfwoSd26kl8+xT0pKpYtbjldY1FpxbKS/iYNYb9AhoFXVqlUyP/Qf/vtN6nzCG3J70jkdzCqqHsvl9iGot7bJT+8NK6kFbZ+/XoABT1Cnjp1SuWtJy9evCj16cozlGXh6ekJT09PpKen4+LFi7hw4QL8/f0REREBf39/BAcHIywsDLVq1Sr1aYvroW7durh48SIsLCyUxhFvFypN8r+FmJgYhfceakPb30Jx3k9HZMgYP/7F+PGvsowfJalbmzt71J301OUkh1i2uOXE9Vi7du1in+wtjfLi71LX3ySgv/0CGQZeWaVSYW9vL90uFBMTU+zyDg4OUg99mp7Dyc/P1/hCdKDg+UNNL52X79rf2dm52G0tyrVr1wAUnL1V94zE9evXS3268gxlWYgqVKgALy8vLF68WHqHnZGREdLT0xV6iTxz5gwEQVD5KfzOuaKI66FPnz4qE1WgbNZD3bp1pb9L8luQn0+xcwpVNA0jKk8YP/7F+KGsLOOHtnUDkOJI4VuW5T18+FDl93Z2dqhcuTKAf9exturXr1+icmIsevjwocY2l1V5+e1I01VSdbGsNPcLmuJlXl4eX11j4JisUqkRX8OxZ88e5OfnF6usTCaDm5sbACjcmllYYGCg2jNg8i8m37dvn9o69uzZA6Cg17zCzxSampoC0O32KvEWFHV1ZGdn48CBA2rLi23QpR2lsSzK0uDBg9G8ecHrR8oq6SpqPQiCoPS6hdLQrFkzODk5AQB27dpV7PLNmzeXzqRr2k40DSMqbxg/CjB+FK0s44emusX9uqbE5uTJk2qHdevWDUBB78nFSf7EcpGRkQodGBXl3XffBVDQgVVJ4oWu5Tt27AigINYePHhQ7Xia6tZ1v9ChQwcAwOHDh9WWP3nyJLKzs4tVN/23mKxSqfniiy8AFOxQ586dq3HcvLw8qdMAkdiNfWRkJH799VelMi9fvtT4YvW2bdtKQWbevHlSZwbyrl27Jj3vM3DgQKWH/itWrAhA/dlRbYi3fR45ckTl8BkzZiAtLU1teUdHR+l2o5K2ozSWhS5SU1M1zuOLFy9w//59AP8u89ImrocTJ06ovN132bJlClcGSotMJpN+C5s2bZK6/lfnyZMnCuvZxMQEH374IYCC59euXLmiVCYqKkrprD9Recb4UYDxo2zjhy51iz3xhoWFqYwdoaGhGk+Aiq9OSUlJwdSpU9W+Y1cQBIUTDSNGjICjoyMAYPz48RqvUsrfhuzq6oqePXsCAKZPn67QeZ8qcXFxCs+c6lq+ffv2aNSoEYCC7UjV643++OMPhISEqK1T1/3C6NGjAQDR0dEqY2Z2djZmzZqlsV7SPyarVGrat28v9da2ePFivPfeezh06BASExPx+PFj3Lt3DydOnMCsWbNQr149pd4Ohw8fjjZt2gAAPv30U/j4+CA6OhppaWk4e/YsunfvjrCwMNSoUUNtG1avXg0jIyMkJCTgnXfewf79+5GcnIzExERs3LgRnp6eePnyJezs7LBkyRKl8uL07969iw0bNiAlJQW5ubnIzc3V+qye2J1/YGAgRo0ahbCwMKSlpSE0NBRDhw7FunXr4Orqqra8lZWV1HPdmjVrEBERgefPn0vt0Jauy0IX169fR61atTBy5Ejs2LEDt2/fRkZGBhITE3Hs2DH06NFDOgAaOnRoqU5bJK6H27dvo2/fvggJCUFqaqr0KptZs2ZpXA+6mDZtGjp27Ii8vDz06dMHkyZNQlBQEJKTk5GRkYGoqCjs2bMHY8eORa1atXDhwgWF8t9++y3s7e2Rk5ODHj16YOPGjXjw4AGSkpKwbds2eHh4SLeUEb0OGD8KMH6UbfzQpe7BgwfDysoKgiCgX79++Ouvv5Ceno64uDj89NNP6NGjh8bnZ9955x1MmjQJQMGJzHfffRdHjx5FUlIS0tPTER4ejp9++gktW7ZEQkKCVM7GxkZ6lvnq1ato27YttmzZgri4OGRmZuLOnTvYvn07PvjgA2zfvl1hmuvWrUOlSpXw8OFDvPXWW/juu+8QHh6O9PR0pKSkIDw8HJs2bUKfPn1Qv359pedidS3/ww8/ACi4jbdLly44duwYUlNTERMTg4ULF2LMmDEaH/HRdb8wZMgQ6ar/l19+iTlz5uDOnTtIS0tDQEAAunbtips3bxr0++CJHSxRKVu6dKn08vUTJ07gxIkTasc1MzNT+N/Y2Bj79u2Du7s74uPjMX/+fMyfP18abmRkhLVr1+KPP/7A/fv3FV5+LXJ3d8eWLVswduxYREVFqXxHnKOjIw4dOqRyB9m7d2+4uLggLi4OEydOxMSJE6VhPj4+8PX1LXIZzJw5E4cPH0Z4eDi2bduGbdu2KQwfMGAAevXqhbFjx6qt47PPPsOkSZMQEhIivYtTpO5sbGG6LgtdPX/+HNu3b1cKniKZTIa5c+fivffeK/VpA4C3tzd27dqFEydO4Pjx4zh+/LjC8I4dO2LOnDnw8vIq9WmbmZnB398fI0eOhL+/P9avXy8dbKgbX1716tWxb98+9O7dG+np6Rg/frzCcHt7e+zbt0+6xYnodcD4wfghKsv4UdK6K1eujJUrV2LChAmIjo7G+++/rzDczc0NX3/9NXr37q122qtWrUJeXh5++eUXnD59WnqHalGGDBmCJ0+eYPLkyYiOjlbb2dCQIUMU/nd2dsbZs2fRv39/REVFYe7cuWqvUBobGyv13qxr+V69emHx4sWYPXs2IiIi8MEHHygMd3V1xcKFCzFw4EC1867LfsHIyAh79+6Fh4cHoqOjsXjxYixevFgaLpPJsGbNGuzatUt6TQ4ZHl5ZpVJlZGSEhQsX4saNG/jss8/QrFkz2NnZwdjYGI6Ojmjbti0mT56M48ePY/ny5UrlnZ2dER4ejpkzZ6J+/fowNzdH5cqV4eXlhYCAAEyYMEF65khd74OjRo3CjRs3MHHiRNSvXx+WlpawtrZG8+bNMXv2bERFRSk8kyPP0tISQUFB+OSTT1C3bl2Ym5sXexnY2NggKChIOtNnamqKChUqoFOnTti0aRP27NmjtuMM0cSJE/H777+jc+fOcHBwKHJ8dXRZFrro2LEjTp48iZkzZ+Kdd96Bs7MzzM3NYWlpiQYNGsDb2xvBwcEKB5OlzdjYGEeOHMHixYvRpEkTmJubw97eHm3btsUPP/yAM2fOFNmdvS4cHBxw5MgRnDhxAiNGjECdOnVgaWkJU1NTODk5wd3dHXPnzsXVq1dVvjDd09MT165dg7e3N6pXrw4zMzPUqlULY8aMwaVLl6Rn9IheF4wfjB9A2cYPXeseP348jh49Ck9PT9jb28PS0hLNmjXDkiVLcPbs2SJfgWJiYoINGzYgKCgII0eOhLOzMywsLODg4ICmTZvC29sbx44dQ+3atZXKjhs3Drdv38a0adPQtGlT2NjYwMrKCvXr10fv3r3h5+eHQYMGKZVr0qQJIiIisGnTJvTq1QvVqlWDmZkZLCws4OLiAi8vL6xcuRLx8fHS7calWX7WrFkICAhAz5494ejoCEtLSzRq1Ahz5sxBSEiIxnf5ArrvF2rUqIF//vkHc+bMQcOGDaX9wgcffICTJ0/i008/1Th90j+ZoO1ptlJ2q3HZ3H73pnCNvKXvJuiNo6MjMjMzsXz5ckyfPl3fzSGi/1hzv+b6bkK5FjE6Qt9N0BvGDyKi8oVXVqlcCQoKkh7Sf+utt/TbGCIiKjcYP4iIyh8mq2RQMjIy1D5T8/z5c+lBeycnpzK5/YiIiMonxg8iotcPk1UyKAcPHkSbNm2wfv163Lp1CxkZGUhISMCuXbvg5uaG0NBQAAW9parqIIOIiN5MjB9ERK8f7q3J4ISFhUndu6syZcoUhV4WiYiIAMYPIqLXDZNVMijvv/8+li9fjpMnT+LOnTtITk5GTk4Oqlatio4dO2LChAnw8PDQdzOJiMjAMH4QEb1+2BtwOfUm9wZMRG829gasmze5N2AiIipf+MwqERERERERGRwmq0RERERERGRwmKwSERERERGRwWGySkRERERERAaHySoREREREREZHL31Bpyfna2Pyb42jKys9N0EIiK9yM5h/NCFlSnjBxERlQ96S1aJiIiIiIiI1OFtwERERERERGRwmKwSERERERGRwWGySkRERERERAaHySoREREREREZHCarREREREREZHCYrBIREREREZHBYbJKREREREREBofJKhERERERERkcE31NODsnW1+Tfi1YmVrpuwlERPrxTN8NKOes9d0AIiIi7cgEQRD0MeHmfs31MdnXRsToCH03gYhIP2T6bkA5p5eoT0REVHy8DZiIiIiIiIgMDpNVIiIiIiIiMjhMVomIiIiIiMjgMFklIiIiIiIig8NklYiIiIiIiAwOk1UiIiIiIiIyOExWiYiIiIiIyOAwWSUiIiIiIiKDw2SViIiIiIiIDA6TVSIiIiIiIjI4TFaJiIiIiIjI4DBZJSIiIiIiIoPDZJWIiIiIiIgMDpNVIiIiIiIiMjhMVomIiIiIiMjgMFklIiIiIiIig8NklYiIiIiIiAwOk1UiIiIiIiIyOExWiYiIiIiIyOAwWSUiAuDt7Q2ZTAYPDw+9tcHX1xcymQwuLi56a4NMJoNMJsOWLVv01gYiojeJpvhz5swZab8cFxf3n7cNMIz4SG8uJqv0WnBxcYFMJoOvr6++m6IzDw8PyGQyeHt767spRESvPcYPIiLDxWSViIiIiIiIDA6TVSIiIiIiIjI4TFaJiIiIiIjI4DBZJZWys7OxcuVKdO3aFVWrVoW5uTlq1aqFTp064ZtvvkFsbKxSmcePH2P+/Pl46623YG9vD0tLS9StWxdjx47FjRs31E6rcKcyt2/fxpgxY1CzZk1pup988gkSExOVyooP/cfHxwMA5s2bJ3VEIH7OnDkjjV/4eZ6DBw/i/fffh5OTE4yNjTFt2jRp3NTUVPj5+WHQoEGoU6cOLCwsYGVlhXr16mHMmDG4evWqVssyNDQUY8eORcOGDWFjYwM7Ozs0bdoUw4YNw+7du5GXl6ewHM6ePQsA8PPzU5qXwp3enD17FsOGDYOLiwssLCxgY2ODOnXqoEuXLpg3bx4iIyO1aqM6JdkOAP1sC4VFRkZi6tSpaNq0Kezt7WFtbY1GjRqhX79+2Lx5M168eKH1ctC246OiOicSBAEbN25E+/btYWtrCwcHB3To0AGbNm2CIAhatUUQBOzcuRN9+vRB9erVYWZmhooVK6Jbt27w8/NDfn6+xvIxMTEYM2YMatSoAQsLCzg7O+OTTz7B3bt3tZo+UVEYPxg/gJJtB9euXcPChQvRpUsXVK5cGaampnB0dET79u2xcOFCZGZmqp2eIcSP9PR0+Pr64u2334ajoyMsLCzg4uICb29vXLt2TavlVlK3bt3Cp59+ikaNGsHGxgbW1tZo2rQpZs6cieTkZI1lX716he+//x4tWrSAlZUVKlWqhG7dumH//v1l2mYibZjouwFkeC5fvox+/frh/v37Ct8nJiYiMTERFy5cQEJCgkLgCwsLQ8+ePZGUlKRQJjY2FrGxsfDz88PKlSsxdepUjdM+deoU+vfvj6dPnypM99dff4W/vz+Cg4Ph7Oys+0wC+N///ofly5erHd69e3eEhYUpfR8TE4OYmBhs3boVa9aswcSJE1WWz83Nxeeff461a9cqDbt58yZu3ryJnTt3IjY2tkS9vy5atAhff/21wncvX77Es2fPEBcXh6CgIGRkZODHH38sdt1AybYDwDC2he+++w4+Pj7SgZwoKioKUVFROHjwIOrUqfOf9myYk5ODQYMG4dChQwrf//333/j7778REBCAhg0baqwjLS0NAwYMwLlz5xS+T09Px+nTp3H69Gls374d+/btg42NjVL506dPo3fv3sjOzpa+u3fvHn799Vfs3r0bf/31lw5zSMT4IWL8KP52EB4ejlatWinVlZmZidDQUISGhmLTpk04ceIEGjRooHH6+ogfJ0+exJAhQ5QS6vj4ePj5+UnrfNKkSRrbXhJLly7F119/rdRmcVv59ddfcfjwYXTs2FGp7JMnT9CjRw+EhIRI3z1//lyKKbNmzSr19hIVB6+skoI7d+6gW7duuH//PmxtbbFgwQJEREQgPT0d8fHxOHjwILy9vWFhYSGVSUlJwfvvv4+kpCTY2tpi5cqViI2NRXJyMg4fPoxmzZohLy8Pn332mcazdJmZmRgyZAhcXV1x7NgxJCcnIz4+HosWLYKRkREePnyIGTNmKJTZsGEDsrKyULt2bQDA7NmzkZWVpfDp3Lmz0rROnjyJ5cuXY9CgQbh48SJSU1Nx69YtDBkyRBrHxcUFc+bMwbFjxxAREYGUlBTExMTA398f77//PvLy8jB16lT8888/Kufns88+kw40PDw8cOTIETx48ACpqam4cuUKli9fjqZNm0rjz5kzB1lZWejUqRMAYMSIEUrzMnLkSAAFZ32/+eYbAAUHRSdOnMC9e/eQkZGB6Oho7N+/H2PHjlWZsGijJNsBoN9tQbRs2TLMnTsXeXl5aNWqFXbu3Il79+4hLS0NERERWLt2Ldzc3Eq0XHQxZ84cKVHt378/QkJCkJqain/++QejRo3Cn3/+CT8/P7Xlc3Jy8MEHH+DcuXNwdHTE999/j5s3byI9PR1RUVFYvHgxLC0tcfLkSXzyySdK5R88eIABAwYgOzsbFSpUwIYNG5CYmIgHDx7g999/h6WlJYYNG1Zm80+vP8YPxg+g5PFDJpPh3XffxZo1a3D+/HncvXsXqampiIiIwKpVq1C7dm3ExcVh2LBhGu9E0Uf8uHz5Mry8vJCZmQk3Nzfs27cPiYmJSEtLw4ULF9C3b1/k5+dj8uTJOH78eImWqzqrVq3CrFmzkJeXhw8//BBnz55FcnIyHj16hP3796N58+ZIT09Hnz59lE4eAMDYsWOlRPWTTz5BeHg4UlNTceHCBbz//vtYsmSJdMWeSC8EPWm2pRk/OnzKSrdu3QQAgo2NjRAeHq52vJycHOnvKVOmCAAEIyMj4dy5c0rjZmRkCA0bNhQACDVr1lQoKwiC4OPjIwAQAAht27YVnj9/rlTH9OnTBQCCqampkJmZqTTc2dlZACD4+PhonD93d3dpWh999JHGcYsyfPhwAYAwYsQIpWFBQUHSdLy9vYX8/HyVdeTn5wu5ubkq2zh69Gi10/7pp58EAELVqlWFV69e6TQfqpRkOxAE/W8LsbGxgomJiQBA6N69u/DixQut2z569GgBgODu7q40rtguZ2dntfUJgiC1ffPmzQrfJyQkCMbGxgIAYcCAASq3h3HjxknlVU3n+++/FwAIFSpUEG7fvq1y+idPnpTqCAkJURg2YcIEabldvnxZqezt27cFa2trtfNgUMCPTp8ywvihPcYP5X1wUR4+fCg4OjoKAISTJ08qDddX/MjPzxeaNWsmABD69u2rtE5Eo0aNEgAITZs2VVqnmuJPYGCgNF+xsbEKwxITEwVzc3MBgLB8+XKV083KyhJcXV0FAMKkSZMUhgUHB0t1f/HFF0plc3Nzhffee08aR1X7iMoar6yS5NatWwgICAAAfPvtt2jRooXacU1MCu4gz83Nxe+//w4AGD58uMqz0A4ODliyZAmAgttwNN1quGTJEqWzrQAwatQoAAVXl1TdWlVcJiYmWLZsmU51iGepxWUmb/Xq1QCASpUq4eeff4ZMJlNZh0wmg7GxcbGnLd7qU6lSJZiamha7vCYl2Q4Aw9gW1q1bh9zcXJiammLz5s0wNzfXqu1lbfv27cjLy4NMJsOKFStUbg/Lli1TOb8icZuaNWuW2tuF3333XXh6egIA/vjjD+n73Nxc6f+RI0firbfeUirbsGFDTJ48WfuZIpLD+FE8jB/F3wc7OTnh3XffBaB6ucn7L+NHYGAgrl+/DmNjY6xbt07tOvnuu+8AADdu3EB4eLjG9mtrw4YNePnyJZo2bYovv/xS5Tg2NjaYPXs2AGDHjh0KV6XFu3nEK+CFGRsbY+XKlaXSVqKSYrJKktOnT0t/izv0okRERODJkycAgIEDB6odz8vLC5aWlgCAoKAgleOYm5vD3d1d5TD551MePXqkVds0ad26NapWrVrkeNeuXcPkyZPRokUL2NnZwcjISOqsolevXgCApKQkZGVlKZQTl+XAgQNhZWWlc3sLE5/ruXHjBr7++mtkZGSUWt0l2Q4Aw9gWxLZ7enqiRo0aWre9rF28eBFAwXpT95yUo6Oj2nm+c+cO7t27BwBwd3fH06dP1X7Eg8PLly9L5SMiIqRttF+/fmrb2b9//2LPGxHA+KEK44f28UOUn5+PP//8E/369UPt2rVhaWmp0EnU7t27ARQ8P6rOfx0/xMS5efPmsLW1VbtvdnR0ROXKlQEo7p91IU7b09MTz549UzvtJk2aAAAyMjIUOtMTY9O7774La2trldNwdXVFo0aNSqW9RCXBDpZIIu7AqlSpAicnJ63KiL0oApB2hqqYmpqiQYMGuHbtmnTQXVjlypXVnmmVD9jPnz/Xqm2a1KlTp8hxVqxYga+++kqpwwJVHj9+DFtbWwAFnRWkpqYCAFq2bKlbQ9Xo2rUrevfujcOHD2PRokVYtmwZ2rVrhy5dusDd3R1du3ZVOissCAKePXumsj5jY2PpYLAk2wFgGNuC2PayWu4lFRcXBwBo3LixxvEaN26s8srR7du3pb/bt2+v1TRTUlKUpl9UG4pqH5E6jB+KGD+KFz8AICsrC15eXkodyKny+PFjtcP+6/gh7p/DwsKk9VgU+f2zLsRpr169Wroir82069evD6B4sUk+DhH9l3hllSTi2V1td7YAFHraK6ozBrHewmeRRdreziR/C0tJiYFVnfPnz2P69OnIy8tD69at4efnh+vXryMlJUXqrMLf318aPzc3V/pbfv6KsyyLa8+ePVi8eDGcnZ2Rm5uLixcvYsmSJejZsyecnJzg4+ODV69eSePHx8fD1tZW5adnz55K7S9u2w1hWyhp28uaeJCn7sy1SN1y03Rgps7Lly+Vpl9UG0raoQoR48e/GD9K1vYvvvgC586dg0wmw7hx43D8+HHExsYiPT1dWm4ffvghAMVlVth/HT903T/rorRiQ0ljE9F/gVdWSVLUwYAq8jsw+QMPVcThhpZIqLJ+/XoAQN26dXHx4kWVz77IB3J58vNXnGVZXGZmZpg1axZmzZqFyMhIBAcH48yZMzhy5AjS09Mxf/583Lp1C7t27SpWvSXZDgDD2BZsbW2RkZFR6std3TNj8jQdPIkHAuquTIjULTf5ZRsTE6PVlR1V0y+qDUWtNyJ1GD/+xfhR/LY/e/YM27ZtA1DQK7P4fKeq8cpKSeOHuB136dLlP+8118bGBpmZmfj2228xb968Ype3trbGkydPShybiP4LvLJKEvG2kOTkZKX33akj/363W7duqR0vNzdXesaktN5zV5bEl3f36dNHbac3169fV/m9nZ2d9FxKWb8EXNS4cWOMGTMGfn5+SExMlF6hsHv3bmm9uLi4qO0fVP7F9yXZDsT6RfraFsS2l/ZyF7cBTbcQPnz4UO0wcdlERkZqnI664XXr1pX+jomJ0ViHpukX1Yai2kekDuPHvxg/ih8/bt++LV3xk38FUGHqlltpKGn8EPfPJdk360rXaesam4j+C0xWSSL2IgpAOsNZlObNm8Pe3h4AsHfvXrXj+fv7Swf64nvgSpPYo6E2zwdpQwya6uoTBAE7duxQW75bt24ACpZJcZ+R0nVeLC0tpZ7/gOIHmZJsB4BhbAvicj99+jQePHhQavWKz16lpKQovfBddPLkSbXlxRexh4WFKTynJy8jI0PtWflmzZpJbSjulQ7g344/AODAgQNqx9M0jEgTxo9/MX4UKE78kL81VV3bQ0NDFToHKm0ljR/du3cHUNBbdXBwcJm0rahpHz16tERXP8XYdOrUKbVXV2/dusXnVUmvmKySpHHjxlK38AsWLNB4BlO85dHY2BgfffQRAODPP/+UepaT9+TJE8ycORMAULNmTbz33nul3XRUrFgRgOarW8Uh3mZ54sQJlbdrLVu2DDdu3FBbfsqUKQAKkpupU6eqfU5KEASlwKzNvNy5cwf5+flqh8sHdLE+bZVkOwAMY1uYOHEiTExM8OrVK4wdO1btrXaF216Ut99+G0DB+vrzzz+VhmdkZKjs9l80YsQIGBsbQxAETJ8+XeX2MHPmTLx48UJleZlMhi+++AIAsGnTJhw9elRje588eaKw/ZiYmEjPem3btg1XrlxRKhMVFYU1a9ZorJdIHcaPfzF+FD9+yF9lP3z4sNK42dnZ+PTTT4vVluIqafzo0aMHmjZtCgAYP3480tPTNU6nNBO/yZMnw8zMDOnp6Zg0aVKRJykK96I8evRoAAW3bX/zzTdK4+fl5al9JQ7Rf4XJKilYt24d7Ozs8OTJE3Tq1AmLFi3CzZs3kZmZicTERPj7+2PcuHGYOnWqVOabb75B1apVkZeXh549e2LVqlWIj49HSkoKjh49is6dO0s751WrVpXJ+y3btGkDADh48CACAgLw5MkT5ObmIjc3t0QdagwePBhAQVDp27cvQkJCkJqaKr2KYNasWXB1dVVb/p133sGkSZMAFCQX7777Lo4ePYqkpCSkp6cjPDwcP/30E1q2bImEhASV83L+/Hns27cPGRkZSvPy3XffoUGDBpg7dy4CAgKQmJiIjIwMREVF4eeff8Ynn3wCAKhduzY6dOhQ7PkvyXYA6H9bcHZ2lp51On78ODp06IDdu3dLy+fmzZvYuHEjOnXqhPPnz2tdb5MmTdC2bVsAwIwZM7Bx40Y8evQIjx49wt69e9GhQwcYGanfndasWVNKNvfu3YuBAwfi0qVLSE9PR1hYGD766CNs3LhR4YCtsGnTpqFjx47Iy8tDnz59MGnSJAQFBSE5OVla93v27MHYsWNRq1YtXLhwQaH8t99+C3t7e+Tk5KBHjx7YuHEjHjx4gKSkJGzbtg0eHh7S7YdEJcH4UYDxo/jbQbVq1aSr5osWLcKiRYsQHR0tbQedOnXC1atXy/QVKiWNH0ZGRvDz84OFhQWuX7+Oli1bYtWqVbh16xYyMjLw6NEjXLp0CT///DM8PT2lWFIaatWqhRUrVgAoOBHZsWNH7NixA3FxcdLyPnPmDObPn48mTZooJZ5ubm4YNGgQAGDlypWYMGECIiIikJ6ejuDgYPTu3RvHjx/XGJuIypygJ822NONHh09ZCgkJEZycnAQAaj+jR49WKHP16lWNZYyNjYVVq1apnJ6Pj48AQHB2dtbYLrGuzZs3Kw0LDw8XTE1NVU47MDBQGs/d3V1l+wvLzc0VevTooXZ+OnbsKBw5ckT6PzY2VqmOnJwcYfz48RqXo6qyDx48EBwcHFSOK8776NGji6y3UqVKQkhIiMb51KQk24Eg6H9bEARB8PX1FYyMjDS2XX67EIR/l6m7u7vKOi9fvizY2tqqrMvJyUmIiIjQ2K5Xr14Jffr0UdueoUOHFjn/GRkZQq9evYpc9wCEgwcPKpUPCAgQrKysVI5vb28vBAcHF7lsDYLap+f40epThhg/GD8EoWTbQUREhNq2y2Qy4YcfftC4n9Zn/BAEQTh37lyR8wxAcHR0VCqrab4CAwM1biuCIAhr1qwRzMzMipx2//79lco+fvxYaN++vdoyX331VZHxkags8coqKWnXrh2ioqKwZMkSdOjQAY6OjjAzM0OtWrXQpUsXfP/990o99bVq1QqRkZHw9fVF69atYWtrC3Nzc9SpUwcff/wxwsLClK7ClaYWLVrgzJkz6Nu3L5ycnHQ++25sbIwjR45g8eLFaNKkCczNzWFvb4+2bdvihx9+wJkzZ4rs6t3ExAQbNmxAUFAQRo4cCWdnZ1hYWMDBwQFNmzaFt7c3jh07htq1ayuUq1atGi5cuIAPP/wQNWvWlJ5Bkrd06VL8/vvvGDVqFFq2bIkqVarAxMQEDg4OaN++PebNm4fIyEi0a9euxMugJNsBoP9tAQB8fHwQFhaG8ePHo379+rC0tIStrS0aN26MIUOGYM+ePdKzOtp66623EBoaimHDhqFKlSowMzODi4sLpkyZgqtXr6JZs2Yay5uamuLAgQP45Zdf0K5dO1hbW8POzg7t2rXD+vXrVd5eXJiDgwOOHDmCEydOYMSIEahTpw4sLS1hamoKJycnuLu7Y+7cubh69Sr69OmjVN7T0xPXrl2Dt7c3qlevLq3PMWPG4NKlS3BzcyvWMiEqjPGD8QMo2XbQrFkzXL58GaNGjYKTkxNMTU1RrVo19OvXD6dPn/7Pbkctafzo3LkzoqOj8eOPP8LT01NarlZWVmjQoAEGDhyI9evXIzo6utTbPHnyZERHR2PWrFl466234OjoCGNjY9jZ2aFFixYYO3Ys9u7dq/JZaTs7O5w7dw5Lly5F8+bNYWFhgQoVKsDDwwO7du3C0qVLS729RMUhE4RSeOlYCTT3a66Pyb42IkZH6LsJRET6UfSbhEgTvUR9IiKi4uOVVSIiIiIiIjI4TFaJiIiIiIjI4DBZJSIiIiIiIoPDZJWIiIiIiIgMDpNVIiIiIiIiMjhMVomIiIiIiMjgMFklIiIiIiIig8NklYiIiIiIiAwOk1UiIiIiIiIyOExWiYiIiIiIyOAwWSUiIiIiIiKDIxMEQdDHhLNzsvUx2deGlamVvptARKQfz/TdgHLOWt8NICIi0o7eklUiIiIiIiIidXgbMBERERERERkcJqtERERERERkcJisEhERERERkcFhskpEREREREQGh8kqERERERERGRwmq0RERERERGRwmKwSERERERGRwTHR14Sf8aXuOrHmS92J6I3FAKIbBhAiIiofZIIgCHqZsEwfU3196GetEREZAgYQ3TCAEBFR+cDbgImIiIiIiMjgMFklIiIiIiIig8NklYiIiIiIiAwOk1UiIiIiIiIyOExWiYiIiIiIyOAwWSUiIiIiIiKDw2SViIiIiIiIDA6TVSIiIiIiIjI4TFaJiIiIiIjI4DBZJSIiIiIiIoPDZJWIiIiIiIgMDpNVIiIiIiIiMjhMVomIiIiIiMjgMFklIiIiIiIig8NklYiIiIiIiAwOk1UiIiIiIiIyOExWiYiIiIiIyOAwWSUiIiIiIiKDw2SViIiIiIiIDA6TVSIqNS4uLpDJZPD19dV3U/TmzJkzkMlkkMlkiIuL03dziIjeOL6+vpDJZHBxcVEaFhcXJ+2jz5w5ozTcw8MDMpkM3t7eaus/fvw43n//fVSuXBnGxsaQyWRo1aqVVvX/FzTNP1F5w2SVXguvU5KkTaAkIqLSwfhBxXHgwAH07NkTf/31F1JTU5Gfn6/vJhG91pisEhERERFpYcmSJQCApk2bIjQ0FBkZGcjKykJwcLCeW0b0ejLRdwOI6PXB216JiKg8K+rW3YiICADAJ598grfffltpuIuLCwRBKIumEb2ReGWViIiIiEgL2dnZAAB7e3s9t4TozcBklVTKzs7GypUr0bVrV1StWhXm5uaoVasWOnXqhG+++QaxsbFKZR4/foz58+fjrbfegr29PSwtLVG3bl2MHTsWN27cUDutwh0B3L59G2PGjEHNmjWl6X7yySdITExUKuvt7Q2ZTIb4+HgAwLx586SODVR1cFD4eZ6DBw/i/fffh5OTE4yNjTFt2jRp3NTUVPj5+WHQoEGoU6cOLCwsYGVlhXr16mHMmDG4evWqVssyNDQUY8eORcOGDWFjYwM7Ozs0bdoUw4YNw+7du5GXl6ewHM6ePQsA8PPzU5qXLVu2KNR99uxZDBs2DC4uLrCwsICNjQ3q1KmDLl26YN68eYiMjNSqjaqUpG5tnv06deoUevbsiYoVK8La2hpNmzbF/PnzkZ2drbFzosKdVrx8+RJLly5FixYtYG1tDQcHB3Tr1g3Hjh0rct6ePXuGH374AZ07d0alSpVgbm6OGjVqYMiQIQgKCiqy/OnTp9GrVy9UrFgRVlZWaNKkCXx8fPD06dMiyxK97hg/3uz4IS5XDw8PAMClS5cwePBgVKtWDRYWFqhXrx6mT5+OjIwMleW17aSurJ7PVVWvfJtEY8aMUVi+Ylu17WApISEB//vf/9CiRQtpm2/QoAEmT56s8jciTxAEbNy4Ee3bt4etrS0cHBzQoUMHbNq0iVd16fUj6AnAjy6fsnTp0iWhRo0aAgC1n9GjRyuUuXr1quDk5KR2fGNjY2HVqlUqp+fj4yMAEJydnYWTJ08KNjY2KuuoVq2aEBcXp1B29OjRGtsJQAgMDJTGd3d3l9o/Y8YMpXE///xzadxWrVpprNfY2FhYt26d2uWYk5MjfPrpp0W2LzY2VmE5aPps3rxZqv+7774rcnz5+SmOktbt7OwsABB8fHxU1rtgwQK19TVv3lzYv3+/0nIRxcbGSsMOHToktGvXTm1dGzZsUDtvV69eFWrWrKlx3mbNmqW2/OLFi9WWa9KkibB3716180ClBfzo9Ck7jB8F3uT4IS5Xd3d3YevWrYKpqanK+l1dXYXMzEyl8oGBgVrtQ+XXR2Hy20Vh8rFEfv1qqle+TUWti6LqFwRB2Lp1q2BhYaG2LktLS2H//v0qy7569Uro06eP2rLDhw/XOP9E5U0Zpz0aJmwACV95/pSVqKgowc7OTgAg2NraCgsWLBAiIiKE9PR0IT4+Xjh48KDg7e0tTJgwQSqTnJwsVK1aVSqzcuVKITY2VkhOThYOHz4sNGvWTNqJ7tu3T2ma4k7V3t5ecHR0FN5++23h2LFjQnJyshAfHy8sWrRIMDIyEgAIgwYNUij74sULISsrS6hdu7YAQJg9e7aQlZWl8MnNzZXGF4NQ9erVpfouXrwopKamCrdu3RIuXLggjduvXz9hzpw5wrFjx4SIiAghJSVFiImJEfz9/YX3339fACCYmJgIV65cUbksJ02aJM23h4eHcOTIEeHBgwdCamqqcOXKFWH58uVC06ZNpQD38uVLISsrS+jUqZMAQBgxYoTSvOTk5AiCIAi3bt2Slkn37t2FEydOCPfu3RMyMjKE6OhoYf/+/cLYsWOFr7/+utjbgC51a0pWDx48KC2PVq1aCcePHxdSUlKEu3fvCosXLxYsLCyEunXrqj1IkT8AqFOnjmBnZyesXLlSiImJEVJTU4WjR49K5a2srIRHjx4ptSEuLk5wdHQUxAOlrVu3CnFxcUJ6erpw5coVYezYsdI01q9fr1T+yJEj0vBmzZoJ/v7+QnJyshAdHS3Mnz9fMDMzE1xcXNTOA5UWfSd75f1TNhg/GD8E4d9ktXr16oK5ubnw3nvvCWfPnhVSU1OFO3fuCNOmTZPmbcaMGUrlDTFZzc3NlZajfIyQX775+fla1X/gwAFp+Pvvvy8cP35cePjwoZCSkiKcPHlS6Ny5swBAMDc3F8LCwpTKy58o6d+/vxASEiKkpqYK//zzjzBq1CgBgBSHmKzS66AM054iJmwACV95/pSVbt26CQAEGxsbITw8XO14YtATBEGYMmWKAEAwMjISzp07pzRuRkaG0LBhQwGAULNmTYWygqB4Rrht27bC8+fPleqYPn26AEAwNTVVeSa2qCt6IjEIARA++ugjjeMWZfjw4dJBQWFBQUHSdLy9vaUgVlh+fr7CwZB8G1UFYNFPP/0kABCqVq0qvHr1Sqf5KM26Na0HcRto2LCh8PjxY6Xhe/bskZZZUcmqiYmJEBwcrFTHtWvXpHF+/vlnpeG9evUSAAjt2rUTnj17pnIe5s6dKwAQKlWqJGRnZysMa9y4sQBAqFu3rpCRkaFUdtu2bRrngUqLvpO98v4pG4wf2ntd44cgKF6x7tOnj5CXl6c0zsCBAwUAQpUqVZSGGWKyKk8sK3+lWtv6s7OzhcqVKwsAhClTpqgsn5OTI3h4eAgAhJ49eyoMS0hIEIyNjQUAwoABA1RuG+PGjZOmz2SVXgd8ZpUkt27dQkBAAADg22+/RYsWLdSOa2JS0JF0bm4ufv/9dwDA8OHD0blzZ6VxHRwcpK7eExMT8ddff6mtd8mSJbCwsFD6ftSoUQCAnJwchIWFaTdDGpiYmGDZsmU61TFy5EgAkJaZvNWrVwMAKlWqhJ9//lnhORd5MpkMxsbGxZ62+JxSpUqVYGpqWuzy/3Xdf//9N6KiogAUPFtlZ2enNM7AgQPxzjvvaFXfsGHD4ObmpvR98+bNpRezX7p0SWHY3bt3cfToUQDAmjVrYGVlpbLuOXPmwNraGqmpqQrbakhIiPQMl4+PDxwcHJTKjhgxAu3atdNqHoheJ4wfxfO6xo/CVqxYASMj5UNNcZ0kJydLzwy/Cf7880+kpKSgQoUK+P7771WOY2Jigvnz5wMAjh8/rvBs7/bt25GXlweZTIYVK1ao3DaWLVum8ndAVF4xWSXJ6dOnpb/FQFKUiIgIPHnyBEBBsqGOl5cXLC0tAUBtBzbm5uZwd3dXOaxBgwbS348ePdKqbZq0bt0aVatWLXK8a9euYfLkyWjRogXs7OxgZGQkdZzQq1cvAEBSUhKysrIUyonLcuDAgWqTIl2ICdmNGzfw9ddfq+2owlDqvnjxIgAoLDdV+vbtq1V97733ntph4rZSeDs5ffo0BEFAhQoV4OrqiqdPn6r85OXloXHjxgCAy5cvq5yHPn36qJ1+//79tZoHotcJ44eyNzF+yKtXrx7q1aunclhpr5PyQjw50blzZ+Tm5qqNQ2IMEgQBV65ckcqLcahVq1ZwdnZWOQ1HR0e1vwWi8ojJKknu3r0LAKhSpQqcnJy0KiN/RrRJkyZqxzM1NZWC071791SOU7lyZemMe2HyAfv58+datU2TOnXqFDnOihUr0KZNG6xduxYRERHIysqCIAgqx338+LH095MnT5CamgoAaNmypc5tVaVr167o3bs3AGDRokWoUqUK3nnnHcyePRvHjx/Hy5cvlcoIgqA2MMov05LUXRRxO3FyclJ5VVXUsGFDreqrVq2a2mHitlJ4O7l9+zYAID09Hba2tho/4sFBSkqKVF7s6dHJyUnlVVWReJBB9CZh/FD0psYPedrsp4HSWSflhRiHDh48qDEGValSRSqjKg4VFWcYh+h1wmSVJOLZXVtbW63LyL+qw8bGRuO4Yr2FzyKLtL2dSV3ALw7xLL0658+fx/Tp05GXl4fWrVvDz88P169fR0pKCrKyspCVlQV/f39p/NzcXOlv+fkrzrIsrj179mDx4sVwdnZGbm4uLl68iCVLlqBnz55wcnKCj48PXr16JY0fHx+vNjD27NlTp7qL8uzZMwCAtbW1xvGK2oZE2mwrhbcT+QNCbckftJX2PBC9Thg//vWmxw/Rf7lOygvGIaLiU30akt5IRR0MqCK/QyzqHZPi8LIMwKVl/fr1AIC6devi4sWLKp//UJesyc9fcZZlcZmZmWHWrFmYNWsWIiMjERwcjDNnzuDIkSNIT0/H/PnzcevWLezatUvvdYuBVQy06pTle0rFbbV27dolekbKEOaByFAxfvzrTY8fulL3jG5h8kl+eSFu8x999BH8/PyKXZ5xiN5EvLJKkvr16wMo6PAgKSlJqzLii9iBgg421MnNzZU62FH3nIUhuXbtGgCgT58+ajsquH79usrv7ezsULlyZYV6ylrjxo0xZswY+Pn5ITExEUOGDAEA7N69W1ovLi4uarsH1fTicm3qLoq4zlU9nyVP3EbKQt26dQEADx8+LNFtZ+K2npSUpPHsuNgJE9GbhPHjX4wfupFfZpr21Q8fPizV6f4XxDgUExNTovLib6aoOMM4RK8TJqsk8fT0lP7etm2bVmWaN28Oe3t7AMDevXvVjufv7y8FnU6dOunQStXEHg3FXg51Jd52o64+QRCwY8cOteW7desGoGCZFDcx0nVeLC0tMXv2bOn/0gxaJa27Y8eOAAqWm/ztb4UdOnRItwZq8O677wIo6BH0wIEDxS4vPw8HDx5UO15J6iYq7xg//sX4oRv5Z57v3Lmjcpy7d++WOOHTp+7duwMo6CFf3fPXmohxKCwsTO0dQhkZGTh79mzJG0lkYJiskqRx48bSAf2CBQvUnvkF/r39xtjYGB999BGAgi7ZxZ7q5D158gQzZ84EANSsWVNjT64lVbFiRQCld6ZV7EDjxIkTKm/XWrZsGW7cuKG2/JQpUwAUdIwwdepUtc/kCIKgdFChzbzcuXMH+fn5aoeLnZ3I16etsqi7ffv20pWXefPmqbxFaf/+/Th//nyx2locrq6u0rNV06dPlzqqUCcuLk7hWaH27dujUaNGAArmITMzU6nMH3/8gZCQkFJrM1F5wfjxrzc5fpQGZ2dnqYOh7du3Kw3Pz8/HjBkz/utmlYpRo0ahUqVKyM3NxZgxY4o8GSF2yCQaMWIEjI2NIQgCpk+frnLbmDlzJl68eFGq7SbSJyarpGDdunWws7PDkydP0KlTJyxatAg3b95EZmYmEhMT4e/vj3HjxmHq1KlSmW+++QZVq1ZFXl4eevbsiVWrViE+Ph4pKSk4evQoOnfuLO1wV61apbbHRl20adMGQEEPewEBAXjy5Alyc3ORm5tbos4bBg8eDKAgUPTt2xchISFITU2VXkUwa9YsuLq6qi3/zjvvYNKkSQCATZs24d1338XRo0eRlJSE9PR0hIeH46effkLLli2RkJCgcl7Onz+Pffv2ISMjQ2levvvuOzRo0ABz585FQEAAEhMTkZGRgaioKPz888/45JNPABQ8n9mhQ4dizXtZ1C2TyaT3EkZGRsLd3R0nTpxAWloa4uLisGzZMowYMUK6RaqsrFu3DpUqVcLDhw/x1ltv4bvvvkN4eDjS09ORkpKC8PBwbNq0CX369EH9+vWVbln+4YcfABTcwtWlSxccO3YMqampiImJwcKFCzFmzBiFWxuJ3iSMHwXe5PhRWsSTGLt27cKMGTMQExOD9PR0BAUFoVevXjh27Bhq1Kihl7bpwtraGr/99htkMhlOnz6NNm3aYNOmTYiOjkZmZiYePnyIixcvYvny5WjXrp3SK51q1qyJL774AkDBlfeBAwfi0qVLSE9PR1hYGD766CNs3LiRcYheL4KeAPzo8ilLISEhgpOTkwBA7Wf06NEKZa5evaqxjLGxsbBq1SqV0/Px8REACM7OzhrbJda1efNmpWHh4eGCqampymkHBgZK47m7u6tsf2G5ublCjx491M5Px44dhSNHjkj/x8bGKtWRk5MjjB8/XuNyVFX2wYMHgoODg8pxxXkfPXp0kfVWqlRJCAkJ0TifquhSt7OzswBA8PHxUVm3r6+v2jqbNWsm7N27V/o/ISFBoWxsbKzKdaqu/e7u7iqH37hxQ2jYsGGR82hsbCykp6crlV+8eLHaMq6urgrzoGq7oNKg9vE5frT6lB3Gjzc7fsjXr24fLAhF788zMzMFV1dXlW0zNTUVtm/frnF9aNouipp2UetZ07akTf2CIAh79+4VbG1ti1wPrVu3Vir76tUroU+fPmrLDB06VOvfBVF5wCurpKRdu3aIiorCkiVL0KFDBzg6OsLMzAy1atVCly5d8P333+O7775TKNOqVStERkbC19cXrVu3hq2tLczNzVGnTh18/PHHCAsLUzibXtpatGiBM2fOoG/fvnByctL57LuxsTGOHDmCxYsXo0mTJjA3N4e9vT3atm2LH374AWfOnCmy63gTExNs2LABQUFBGDlyJJydnWFhYQEHBwc0bdoU3t7eOHbsGGrXrq1Qrlq1arhw4QI+/PBD1KxZU3oGSd7SpUvx+++/Y9SoUWjZsiWqVKkCExMTODg4oH379pg3bx4iIyPRrl27Ys97Wdbt4+ODv/76C++99x4cHBxgaWmJxo0b45tvvkFwcLDCvJZVr59NmjRBREQENm3ahF69eqFatWowMzODhYUFXFxc4OXlhZUrVyI+Ph6Ojo5K5WfNmoWAgAD07NkTjo6OsLS0RKNGjTBnzhyEhISgQoUKZdJuovKA8ePNjh+lxd7eHhcuXMD06dNRt25dmJmZoUqVKhg0aBCCg4Px4Ycf6q1tpWHAgAGIjY3FwoUL8c4776BixYowMTGBjY0NXF1dMWLECGzduhXnzp1TKmtqaooDBw7gl19+Qbt27WBtbQ07Ozu0a9cO69evx59//qmHOSIqOzJBEAS9TFi7nslJDf2sNaKy9eOPP+KLL76Ara0tHj9+rPUrDOhNw+1CNwwgRERUPvDKKhEZjMOHDwMoeO6KiSoRERHRm43JKhH9Z9LT09UO27t3L06fPg3g3w5KiIiIiOjNxduAyyneBkzlkaurKzw8PDBo0CA0bdoUZmZmiI2NxY4dO/Djjz8iNzcXderUQURERJHPdNGbjAFENwwgRERUPjBZLaeYrFJ55OLiovZF5kBB5yDHjx9HixYt/sNWUfnDAKIbBhAiIiofmKyWU0xWqTw6duwYDh06hODgYOmdgTY2NmjQoAF69+6NqVOnwt7eXt/NJIPHAKIbBhAiIiofmKyWU0xWiejNxQCiGwYQIiIqH9jBEhERERERERkcJqtERERERERkcJisEhERERERkcFhskpEREREREQGh8kqERERERERGRwTfU346VN9TZmIiMo3BhAiIqI3gd5eXUNERERERESkDm8DJiIiIiIiIoPDZJWIiIiIiIgMDpNVIiIiIiIiMjhMVun/7d15WFXV4v/xDzIrAhoKOIGa5pCaZVpdc7Y0h+pqZqmJmZWZQ1/LzCG1ckgrSyuza9coveXQYIrmjJGUlVecErEEldQAcURTwPX7g9/Zl+M5h0E0jvV+Pc95HuSstfdaex9Z57OHtQEAAADA7RBWAQAAAABuh7AKAAAAAHA7hFUAAAAAgNshrAIAAAAA3I5Xaa3YZF8orVX/JXh4+5R2EwCgVPyRxfhREn7lGD8AANcGD2OMKY0Vp80ZWxqr/cuoPHhyaTcBAEpFV4+XS7sJ17QVZnxpNwEAgCLhMmAAAAAAgNshrAIAAAAA3A5hFQAAAADgdgirAAAAAAC3Q1gFAAAAALgdwioAAAAAwO0QVgEAAAAAboewCgAAAABwO4RVAAAAAIDbIawCAAAAANwOYRUAAAAA4HYIqwAAAAAAt0NYBQAAAAC4HcIqAAAAAMDtEFYBAAAAAG6HsAoAAAAAcDuEVQAAAACA2yGsAgAAAADcDmEVAAAAAOB2CKsA8P9FRkbKw8NDEydOLO2mAMA1KSoqSh4eHmrTpk1pN8VtXStjjYeHhzw8PPThhx+WdlPwN0ZYxV/CtfKHvyjatGkjDw8PRUVFlXZTAOAvj/EDANwXYRUAAAAA4HYIqwAAAAAAt0NYBQAAAAC4HcIqnDp79qxmzpyptm3bKjQ0VL6+vqpevbpatmyp8ePHKzk52aHOyZMn9dJLL+mWW25RUFCQ/P39VatWLQ0cOFC7d+92ua6JEyfKw8NDkZGRkqS9e/dqwIABqlatmrXeQYMGKTU11aGubSKHAwcOSJImTZpkTQhge8XGxlrlL72fZ9myZerUqZPCwsLk6empESNGWGUzMjIUHR2tnj17qmbNmvLz81PZsmVVu3ZtDRgwQNu2bSvStvzhhx80cOBA1a1bVwEBAQoMDFTDhg3Vu3dvLVmyRLm5uXbbYdOmTZKk6Ohoh75cOsnBpk2b1Lt3b0VGRsrPz08BAQGqWbOmWrVqpUmTJikxMbFIbXQlKytLr7/+uu68806FhITI19dXVatWVa9evRQXF+ey3qUTbHzzzTfq0aOHqlatKi8vL913332SpA8//NDqmyQlJyfrqaeeUu3ateXn56fg4GCHZa9evVoPPvigatSoIT8/P1WoUEH/+Mc/NGvWLF24cKHA/qSlpWnYsGHW/qxataoeeuihIu9LAIVj/GD8yC82NlbdunVTaGio/P39Va9ePY0fP15nzpxxWj4lJcVu+2dlZemll15SkyZNFBgYKA8PDyUkJNjV2bNnj5566indcMMNCggIULly5dSwYUM9//zzSktLc9m2P3s/ubJ48WK1bt1aFSpUUNmyZdW0aVPNmjWr0HrGGC1atEjdu3dXlSpV5OPjo+uuu07t27dXdHS0Ll68WGD9/fv3a8CAAapatar8/PwUERGhQYMG6ddffy1Sv4E/g1dpNwDu56efftJ9992n3377ze73qampSk1N1ebNm3Xo0CG7gS8hIUGdO3fW0aNH7eokJycrOTlZ0dHRmjlzpoYOHVrgutetW6f777/fbhBLTU3VvHnzFBMTo++++04REREl76Sk5557Tq+99prL9zt27OgwIEp5f9z379+vjz/+WG+//baefPJJp/VzcnI0fPhwvfvuuw7v/fzzz/r555+1aNEiJScnW1+0imPKlCkaO3as3e/Onz+vrKwspaSkKC4uTsePH9ebb75Z7GVLefu0W7duDl/yDh8+rCVLlmjJkiUaPXq0pk6dWuByZs+erREjRhQ6aG7evFldunTRyZMnrd/5+flZP587d06PPPKIli5dalfv/Pnzio+PV3x8vObPn69Vq1YpLCzMYfm7du1Su3btlJ6ebteXTz/9VF988YUWLVpUYPsAFI7xI8/fffyweffddzV06FC7v/979+7VK6+8osWLFys2Nlbh4eEu62dkZKhZs2YFBudXX31VY8eOdQh2tu00b948LV++XHfccYdDXXfYT4MHD9Z7771n97uEhAQNHz5cW7Zs0cKFC53WO3bsmP75z3/qm2++sft9ZmamNmzYoA0bNmjhwoX6/PPPFRAQ4FB/w4YN6tatm86ePWv97uDBg5o3b56WLFmi1atXO10v8GfjzCrs7Nu3T+3bt9dvv/2m8uXL6+WXX9bOnTuVmZmpAwcOaNmyZYqKirILEenp6erUqZOOHj2q8uXLa+bMmUpOTlZaWpqWL1+uG2+8Ubm5uRo2bJi++OILl+s+ceKEevXqpfr162vVqlVKS0vTgQMHNGXKFJUpU0ZHjhzRs88+a1dn7ty5On36tGrUqCFJeuGFF3T69Gm715133umwrrVr1+q1115Tz549FR8fr4yMDO3Zs0e9evWyykRGRmrMmDFatWqVdu7cqfT0dO3fv18xMTHq1KmTcnNzNXToUP33v/912p9hw4ZZA1ibNm20YsUKHT58WBkZGdq6datee+01NWzY0Co/ZswYnT59Wi1btpQk9enTx6Evffv2lSQlJiZq/PjxkvIG2zVr1ujgwYM6fvy4fvnlF33xxRcaOHCg0wGqKA4cOKB27dopNTVV9evX18cff6yUlBRlZmZq69atGjhwoCRp2rRpmjt3rsvlJCYm6plnnlGrVq20fv16paen69dff9WwYcMcyj744IOqWLGi/vOf/+i3337T4cOH9dFHH1nv9+nTR0uXLpWfn5/GjRunhIQEHTt2TCkpKXr33XdVsWJFJSQkqGfPng5fWrKystStWzelp6fL399fr776qvbv36/ff/9dX375pSIiIhQVFWUXlAEUD+MH40d++/bt04gRI9S8eXPr739iYqKef/55lSlTRklJSerZs6eMMS6XMWLECB06dEjTp0/Xvn37lJ6erg0bNqhKlSqSpFmzZmn06NHKzc3Vww8/rE2bNiktLU2///67vvjiCzVq1EiZmZnq3r27wwEU6c/fT5f66KOPNHfuXA0bNkzbt2/XsWPHtHXrVnXo0EGS9J///EcxMTEO9bKzs3XPPffom2++UYUKFTRjxgz9/PPPyszMVFJSkqZOnSp/f3+tXbtWgwYNcqh/+PBh/fOf/9TZs2dVsWJFzZ07V6mpqda46+/vr969e7tsN/Bn8jAF/ZW4itLmjC28EFyqPHjyVVluhw4dtH79egUEBGjz5s1q3Lix03I5OTny8so7MT906FC9/fbbKlOmjGJjYx0G9xMnTqhFixZKSkpStWrVlJycbNWV8i5fmjRpkiSpWbNmiouLs/syI0nPPvusXn/9dXl7eys9PV1BQUF270dGRurAgQOaMGFCgY8faNOmjXWZ1COPPKLo6OiibRgnHn74YX3yySfq06ePFixYYPfet99+a22HqKgo/fvf/7Yudc3PGKOLFy/K09PToY39+/d3+WyzWbNmafjw4QoNDdWhQ4fk7e192f1wpmvXroqJiVHz5s21ceNGlS1b1qHM+PHj9corrygkJEQHDx6Uv7+/9V5UVJS1bdu1a6fVq1fb7XObDz/8UAMGDJAkVa5cWdu3b3d6VnTp0qV64IEH5OPjo40bNzo9Qr5r1y7deuut+uOPP7Ro0SK7L47Tpk3TCy+8ICnv0r3u3bvb1U1LS9PNN99sfZkp7HOE0tXV4+XSbsI1bYUZf1WWy/hRdH/l8SP/3/+bb75Zmzdvdtgnb7zxhkaOHCkp7xLYBx54wHovJSVFNWvWlJT3nM+1a9eqffv2Duv57bffVLt2bZ0/f16vvfaatbz8zpw5o+bNm2vPnj0aPHiw0zOgBbla+8n2mZOkGTNmOBxIOXfunOrWravU1FQ98MADWrx4sd37r732mp577jlVrFhR3333nerWreuw3nXr1qljx46SpC1btqh58+bWe08++aTmzp0rb29vfffdd7rlllvs6iYlJenmm29WVlaWJGn+/Pk8DgmlhjOrsOzZs0fr16+XJL344osuv2hIsr4s5OTkWGe/HnroIadHoYODgzVt2jRJeZdkFXRpybRp0xwGNUnq16+fpLyjic4u2SkuLy8vTZ8+vUTLsB2ltm2z/GbPni1JCgkJ0TvvvON0AJPyBuL8A1hR2c4choSEXPEvGr/++qtWrlwpSXr77bedBlUp70h+uXLllJGRUeA+nT59utOgeqlRo0Y5DapS3pcrSXrsscecBlVJuvHGG/Xwww9LyjsanZ/ti1Pbtm0dgqqUF5QvvSQOQNExfhTPX3X8uNTUqVOd7pMRI0ZYgdRVqJakLl26OA2qUt6Z8fPnz6thw4b6v//7P6dlAgICrAOVn376aYFncZ252vspIiLCadv9/f3Vs2dPSdKPP/7oct2jR492GlSlvINH7dq1k2Q/Jubk5Fj/7tu3r0NQlaS6detqyJAhTpcL/NkIq7Bs2LDB+tk2uBdm586dOnXqlCSpR48eLst17drVOvPmamIeX19ftW7d2ul7derUsX7+/fffi9S2gjRt2lShoaGFltuxY4eGDBmixo0bKzAwUGXKlLEmfujSpYsk6ejRozp9+rRdPdu27NGjh8uwVxI33XSTJGn37t0aO3asjh8/fsWWvWHDBhljVLFiRdWvX19nzpxx+srNzVW9evUk5d2n5kylSpWcDoTOdO7c2envz549q++//15S3lkDV+05c+aMGjVq5NCezMxM634n28ROztx///1FaicAR4wfjv6O40d+AQEBLoNmmTJlrAOH8fHxLkOkq3FB+l+AbNeunbKyslyOCw0aNJAkHT9+3OnEQaW5nzp06KAyZZx/Fbd9bi/9zO7bt08HDx6UJLVu3brAMdF20Cj/mLhz506rL4yJuBYwwRIstj/ilStXdnmG61K2y1gkWQOCM97e3qpTp4527Nhh/ZG9VKVKlVyegcs/EJw7d65IbSuI7YhuQd544w2NGjWq0Nn4pLyZLMuXLy9JOnXqlDIyMiRJTZo0KVlDXWjbtq26deum5cuXa8qUKZo+fbqaN2+uVq1aqXXr1mrbtq18fX3t6hhjrEt6LuXp6Wl9Gdy7d6+kvJBn61Nh8k9alF9RtnNhZffv36/s7GxJsru0t6jtyf8ZtYVrZ8LCwhQUFMR9q8BlYPyw93cdP/KrU6dOgWd+bX+PT5w4oVOnTjlcni0VvK1tY9Xs2bOtM42FSU9P1/XXX2/9u7T3U0GTS9k+t5d+Zm39lqQWLVoUaT35x8SUlBTr54LGxILeA/5MnFmFxXakragBRZLdrIuFTcZgW+6lRydtino505W4zdrZwJrft99+q5EjRyo3N1dNmzZVdHS0du3apfT0dGuyivyTHuTk5Fg/5+9fcbZlcS1dulRTp05VRESEcnJyFB8fr2nTpqlz584KCwvThAkT7B7lcuDAAZUvX97pK//R68sJa+fPn3f6+8K2c1HKXk578vc7/xescuXKFVivpBOKAH9XjB//83ceP/Irzt9bV4+xKWhbl3Sscof9dDmXcZe030UdExkP4S44swpLYV8GnCnKYHPp+1dzAL5SbNPI16pVS/Hx8U7vuXH1TM/8/SvOtiwuHx8fjR49WqNHj1ZiYqK+++47xcbGasWKFcrMzNRLL72kPXv2OEzMUBjbPq1Ro4bdmY/Skv8ztmHDBrVt27ZY9fMPxq7ODNgU9hkG4Bzjx//8nceP/Irz9/ZyglFAQIBOnDihF1980Zpkqziuhf3kTP5ttX///mJdwSQVfUxkPIS74MwqLLZLY9LS0hyed+dK/ueG7dmzx2W5nJwcJSUlSdIVe87d1bRjxw5JUvfu3Z0OYFLe7LPOBAYGqlKlSnbLudrq1aunAQMGKDo6WqmpqdblskuWLLH2S2RkpIwxTl/5H3xfq1YtSdKRI0euyCVzJRUREWHd07N///7Lqm9T0LP6jh49yiXAwGVi/Pifv/P4kd++ffsKvLzW9vc4ODhYgYGBxW63bay6nHFBuvb2k42t39Ll9T3//7uCxsSC3gP+TIRVWGyzxklymKLdlUaNGln3mXz22Wcuy8XExFjBx/YcuCvJNqNhUe47KQrbJTOulmeM0aeffuqyvm1Sic8++6zYga+kffH397dmP5SKP+DYnu+WnZ2tL7/88rLacCUFBwfr1ltvlaTLOspfsWJF696bgvrjDn0FrlWMH//zdx4/8jtz5ozTWXQl6eLFi/rqq68kSXfccYfLmXQLYnssy8qVKy/rLGBp7qeSuPHGG637wi9nTGzUqJF1ZpgxEdcCwios9erVs4LKyy+/7PKIovS/ezc8PT31yCOPSJI++eQTxcfHO5Q9deqUnn/+eUlStWrVdPfdd1/ppuu6666TlHc28EqwXVazZs0ap5cBTZ8+Xbt373ZZ/+mnn5aUN6nB0KFDXd4nZYxxGCiL0pd9+/bp4sWLLt/PP+OhbXlFVb9+fesepJEjR9pNxuBMSkqKy3tWrxTb1P5r1qzR+++/X2DZP/74w+Hy5f79+0uSNm7caH1Byi89PV2vvPLKFWot8PfD+PE/f+fx41IvvPCC/vjjD4ffv/nmm0pOTpaky35+55AhQ+Tj46PMzEwNHjy40IBuOztvU5r7qSQ8PDz0zDPPSJI++OAD61Fzrpw6dcru8+Dl5WU95m3BggXaunWrQ52kpCS9/fbbV6zNQEkQVmFnzpw5CgwM1KlTp9SyZUtNmTJFP//8s06cOKHU1FTFxMToscce09ChQ60648ePV2hoqHJzc9W5c2fNmjVLBw4cUHp6ulauXKk777zTmr1u1qxZRXrmZnHdfPPNkqRly5Zp/fr1OnXqlHJycpSTk3NZE2rYHlC+d+9e3XvvvdqyZYsyMjKsKe5Hjx6t+vXru6z/j3/8Q4MHD5aUN5h06NBBK1eu1NGjR5WZmant27frrbfeUpMmTXTo0CGnffn222/1+eef6/jx4w59mTx5surUqaNx48Zp/fr1Sk1N1fHjx5WUlKR33nlHgwYNkpR33+ntt99e7P7PmTNHISEhOnLkiG655RZNnjxZ27dvV2ZmptLT07V9+3Z98MEH6t69u66//vqrfs9Or169rH3yxBNPqHfv3lq7dq2OHDmiEydOaP/+/VqxYoWGDRumiIgILVmyxK7+0KFDrUufevfurRkzZiglJUXp6elatmyZWrZsqaysLAUHB1/VfgB/ZYwfef7u44dNlSpVtHPnTrVr104bN27UsWPHlJSUpBdeeEHPPfecpLyzqrbniRZX9erV9cYbb0jKC1133HGHPv30U6WkpFifudjYWL300ktq0KCBw/NMS3M/ldSIESN0xx13KDc3V927d9fgwYMVFxentLQ0a18uXbpUAwcOVPXq1bV582a7+i+++KKCgoKUnZ2tu+66S//61790+PBhHT16VAsWLFCbNm2sy5yB0sYES7Bz/fXXa+3atbr33nt19OhRjR07VmPHjnUoZztTJeU9MuDrr79W586ddfToUQ0fPlzDhw+3K+/p6amZM2deted2Pfnkk5o3b54yMjKso/s2GzduVJs2bYq1vKioKC1evFhr1qzR119/ra+//tru/TvuuENjxoxR165dXS5j1qxZys3N1fvvv68NGzbYPYewIP369dPUqVN14sQJh2cPzp8/3zoKvX//fk2ePFmTJ092upyQkBAtWbLksh76HhERoU2bNun+++9XUlKSxo0bp3Hjxjkt6+npeVkzGhbXxx9/rPLly+vf//63Fi1apEWLFrks6+PjY/fvcuXK6auvvlL79u2Vnp6uUaNGadSoUXblFy9erOHDh+vEiRNXqwvAXxrjR56/+/hhU6dOHY0ZM0ZDhw61u0zcpm7dulq6dOllXQJsM2TIEEl5V9/88MMPeuihh1yWvfRRLKW5n0rKx8dHMTEx6tu3r2JiYvTee+9ZE0a5Kp9flSpV9Pnnn6tbt27KzMzU448/bvd+UFCQPv/88xIdrACuFM6swkHz5s2VlJSkadOm6fbbb1eFChXk4+Oj6tWrq1WrVpoxY4bDAHfTTTcpMTFREydOVNOmTVW+fHn5+vqqZs2aevTRR5WQkGB3NP1Ka9y4sWJjY3XvvfcqLCysxEffPT09tWLFCk2dOlUNGjSQr6+vgoKC1KxZM73++uuKjY0tdFp+Ly8vzZ07V3Fxcerbt68iIiLk5+en4OBgNWzYUFFRUVq1apVq1KhhVy88PFybN2/Www8/rGrVqjn9svDqq6/qo48+Ur9+/dSkSRNVrlxZXl5eCg4OVosWLTRp0iQlJiaqefPml70NGjRooJ07d+qDDz5Qly5dFB4eLh8fH/n5+SkyMlJdu3bVzJkzdeDAAVWoUOGy11NUvr6++uCDD7RlyxY99thjqlu3rgICAuTl5aWQkBDdfvvtGjlypL799lsNGzbMoX6jRo20a9cuPf3004qIiJCPj4/CwsL0wAMPKD4+Xvfee+9V7wPwV8f4wfiR35AhQ7R27Vrdc889qlSpknx9fVW3bl2NHTtWW7duLfA5o8VZxy+//KLRo0frlltuUYUKFeTp6anAwEA1btxYAwcO1GeffeZw/2lp7qcrITg4WCtWrNCaNWvUp08f1axZU/7+/vL29lZYWJhat26tcePGadu2berevbtD/Xbt2mnHjh2KiopSlSpVrP+nAwYM0I8//qjbbrvtircZuBwe5ko8dOwypM1xPNqKoqs82PnRUAD4q+vq8XJpN+GatsKML+0mAABQJJxZBQAAAAC4HcIqAAAAAMDtEFYBAAAAAG6HsAoAAAAAcDuEVQAAAACA2yGsAgAAAADcDmEVAAAAAOB2CKsAAAAAALdDWAUAAAAAuB3CKgAAAADA7RBWAQAAAABux8MYY0pjxSb7Qmms9i/Dw9untJsAAKXijyzGj5LwK8f4AQC4NpRaWAUAAAAAwBUuAwYAAAAAuB3CKgAAAADA7RBWAQAAAABuh7AKAAAAAHA7hFUAAAAAgNshrAIAAAAA3A5hFQAAAADgdrxKa8VZWVmlteq/hHLlypV2EwAAAADgqvEwxphSWbGHR2ms9i+jlHYbAAAAAPwpuAwYAAAAAOB2CKsAAAAAALdDWAUAAAAAuB3CKgAAAADA7RBWAQAAAABuh7AKAAAAAHA7hFUAAAAAgNshrAIAAAAA3A5hFQAAAADgdgirAAAAAAC3Q1gFAAAAALgdwioAAAAAwO0QVgEAAAAAboewCgAAAABwO4RVAAAAAIDbIawCAAAAANwOYRUAAAAA4HYIqwAAAAAAt0NYBQAAAAC4HcIqAPzFpKSkyMPDQx4eHoqNjS3t5gAAAFwWwir+EiIjI+Xh4aGJEyeWdlNKrE2bNvLw8FBUVFRpNwXFEBUVJQ8PD7Vp06a0mwIAAPCXQFgFAAAAALgdwioAAAAAwO0QVgEAAAAAboewCqfOnj2rmTNnqm3btgoNDZWvr6+qV6+uli1bavz48UpOTnaoc/LkSb300ku65ZZbFBQUJH9/f9WqVUsDBw7U7t27Xa5r4sSJ8vDwUGRkpCRp7969GjBggKpVq2atd9CgQUpNTXWoa7tP8MCBA5KkSZMmWRPLOJtg5tL7QZctW6ZOnTopLCxMnp6eGjFihFU2IyND0dHR6tmzp2rWrCk/Pz+VLVtWtWvX1oABA7Rt27YibcsffvhBAwcOVN26dRUQEKDAwEA1bNhQvXv31pIlS5Sbm2u3HTZt2iRJio6OdujLhx9+aLfsTZs2qXfv3oqMjJSfn58CAgJUs2ZNtWrVSpMmTVJiYmKR2uhKVlaWXn/9dd15550KCQmRr6+vqlatql69eikuLs6h/KlTp1SzZk15eHioWbNmys7OdrrcxYsXW32aM2eOw/vZ2dl6//331bFjR4WGhsrHx0ehoaHq1q2bvvrqq0LbnZ2drQ8++ED33HOPwsPD5evrq/DwcLVo0UIjR47Url277Mp/+OGHVnsK4uzeaFvd6OhoSXn75NL95uxe6pL2cdu2berVq5dCQ0Pl7++v66+/Xv/3f/+ntLS0QusCAABcE0wpkcSrBK+r6ccffzRVq1YtcP39+/e3q7Nt2zYTFhbmsrynp6eZNWuW0/VNmDDBSDIRERFm7dq1JiAgwOkywsPDTUpKil3d/v37F7qtNm7caJVv3bq11f5nn33Woezw4cOtsjfddFOBy/X09DRz5sxxuR2zs7PNU089VWj7kpOT7bZDQa/58+dby588eXKh5fP3p7i2bdtmqlWrVuDyR48e7VAvLi7OlClTxuX7hw4dMhUqVDCSTJcuXRzeT05ONg0bNixwvf369TPZ2dlO2/3LL7+YBg0aFFi/devWdnXmz59fpP9bERERRpKZMGGC07quXvnLX4k+LliwwHh5eTmtV7VqVbNu3Tqnn38AAIBrCWH1Gn1dLUlJSSYwMNBIMuXLlzcvv/yy2blzp8nMzDQHDhwwy5YtM1FRUeaJJ56w6qSlpZnQ0FCrzsyZM01ycrJJS0szy5cvNzfeeKPV7s8//9xhnbaQFhQUZCpUqGBuvfVWs2rVKpOWlmYOHDhgpkyZYoWfnj172tX9448/zOnTp02NGjWMJPPCCy+Y06dP271ycnKs8rawWqVKFWt58fHxJiMjw+zZs8ds3rzZKnvfffeZMWPGmFWrVpmdO3ea9PR0s3//fhMTE2M6depkJBkvLy+zdetWp9ty8ODBVr/btGljVqxYYQ4fPmwyMjLM1q1bzWuvvWYaNmxohdXz58+b06dPm5YtWxpJpk+fPg59sYWXPXv2WNukY8eOZs2aNebgwYPm+PHj5pdffjFffPGFGThwoBk7duxlfQ5SUlKsQFm/fn3z8ccfm5SUFJOZmWm2bt1qBg4caPXtvffec6g/ZswYI8mUKVPGbNq0yfr9xYsXTbt27YwkU7lyZfP777/b1Ttx4oSpWbOmkWSqVatm5syZY/bt22cyMzPNrl27zKhRo4ynp6eRnAfh9PR0U716dSPJ+Pj4mGeffdb89NNPJiMjw/z2229m9erV5umnnzbdunWzq1eSsJqdnW1Onz5t+vTpYySZli1bOuy38+fPX7E+JiQkWEG1Ro0a5tNPPzVHjx41Bw4cMLNnzzaBgYEmMjKSsAoAAK55hNVr9HW1tG/f3kgyAQEBZvv27S7L5T/j8/TTT1vB5JtvvnEoe/z4cVO3bl3ry/mlZ4vyn1Fs1qyZOXfunMMyRo4caSQZb29vc+LECYf3nYUIZ2xhVZJ55JFHCixbmIceesgKlZeKi4uz1hMVFWUuXrzodBkXL160C9P523jp2ev83nrrLSPJhIaGmgsXLpSoH8506dLFSDLNmzc3WVlZTsuMGzfOSDIhISHm7Nmzdu9duHDBNGvWzApUtn02Y8YMa7ssX77cYZlDhgwxkkytWrUcgqzNvHnzrM9Camqq3Xu2EO3p6WnWrFnjsn+XfgZLElZtbGf5Lz1re6mS9vHuu+82kkxwcLDDlQbGGPPNN99YBzIIqwAA4FrGPauw7NmzR+vXr5ckvfjii2rcuLHLsl5eXpKknJwcffTRR5Kkhx56SHfeeadD2eDgYE2bNk2SlJqaqtWrV7tc7rRp0+Tn5+fw+379+knKu88vISGhaB0qgJeXl6ZPn16iZfTt21eSrG2W3+zZsyVJISEheuedd1zeC+nh4SFPT89ir9t2n2tISIi8vb2LXb8gv/76q1auXClJevvtt1W2bFmn5caMGaNy5copIyPDYZ96e3tr4cKFKlu2rA4ePKjBgwdrx44dGjdunCTpiSeeUNeuXe3qnDlzRvPnz5eU9zmoXLmy0/U++uijql27trKzs7VkyRLr9ydPntTHH39sLb9jx44u+2j7/P7ZStrHI0eOaO3atZKkZ555RhEREQ5177zzTvXs2fMqtB4AAODPRViFZcOGDdbPtnBYmJ07d+rUqVOSpB49ergs17VrV/n7+0uS04l5JMnX11etW7d2+l6dOnWsn3///fcita0gTZs2VWhoaKHlduzYoSFDhqhx48YKDAxUmTJlrElzunTpIkk6evSoTp8+bVfPti179OjhMuyVxE033SRJ2r17t8aOHavjx49fsWVv2LBBxhhVrFhR9evX15kzZ5y+cnNzVa9ePUnSTz/95LCcunXr6o033pAkffLJJ+rQoYPOnz+vG264wfp9ft99953Onj0rKS9wuVpvVlaWmjRp4rDeb7/9VhcuXJBU9M/vn62kffz+++918eJFSdJ9993ncj3333//1esEAADAn6R0Ti/ALf3666+SpMqVKyssLKxIdWyz8EpSgwYNXJbz9vZWnTp1tGPHDh08eNBpmUqVKrk845U/8J07d65IbStIzZo1Cy3zxhtvaNSoUdZZzIKcPHlS5cuXl5Q3I25GRoYkWYHjSmvbtq26deum5cuXa8qUKZo+fbqaN2+uVq1aqXXr1mrbtq18fX3t6hhjlJWV5XR5np6e1sGEvXv3SpIyMzOtPhUmPT3d6e+feOIJxcTEaPny5UpPT5e3t7cWLFjgNMDb1itJ4eHhxV6v7fMrXb3tXlIl7WNKSor1s+1AgTMFvQcAAHCt4MwqLLazg0UNKFLeZY02AQEBBZa1LffSs5A2Rb0c1hhTxNa5Zgtmrnz77bcaOXKkcnNz1bRpU0VHR2vXrl1KT0/X6dOndfr0acXExFjlc3JyrJ/z968427K4li5dqqlTpyoiIkI5OTmKj4/XtGnT1LlzZ4WFhWnChAnWmUYp78BC+fLlnb46d+5slTt58mSx23L+/HmX7zVr1sz6uX79+rr55pudlivpem3bPX/wdjcl7aPtYIOXl5d8fHxc1ins/yIAAMC1gDOrsBQWJp3J/6U4f3B1xvb+1QxwV8p7770nSapVq5bi4+Od3kebPwjml79/xdmWxeXj46PRo0dr9OjRSkxM1HfffafY2FitWLFCmZmZeumll7Rnzx4tXry4WMu17dMaNWrYnTm/HFu3btUrr7xi/XvHjh2aMWOGnn/+eZfr9fDwUE5OjsqUKd6xNNt2z83N1blz54oVWAt7vqpN/oMSl6OkfSxXrpzVjgsXLrgMrIX9XwQAALgWcGYVluuvv16SlJaWpqNHjxapTmRkpPXznj17XJbLyclRUlKSJDmdFMbd7NixQ5LUvXt3p0FVknbt2uX094GBgapUqZLdcq62evXqacCAAYqOjlZqaqp69eolSVqyZIm1XyIjI2XyZgB3eMXGxlrLqlWrlqS8yXxKcsn1uXPn1LdvX2VnZ6thw4YaOHCgpLzJu7Zt2+ZQ3rZeY4ySk5OLvT7b51cq/nbPv49d9Tk7O9u6vPtylbSP+f+/JSYmuixX0HsAAADXCsIqLO3atbN+XrBgQZHqNGrUSEFBQZKkzz77zGW5mJgYKwS0bNmyBK10zjYjblHuLy0K26WXrpZnjNGnn37qsn779u0l5W2T4ga+kvbF399fL7zwgvXv4gaXDh06SMoLZ19++eVltUGSRo4cqcTERPn4+GjhwoWaNWuWbrjhBl24cEF9+/Z12C6tWrWyzhQW92ywJP3jH/+w7tO1zQpcVPnv0d63b5/TMnFxcQVe7lyU/VbSPt52223WWeCC9k1J9hsAAIC7IKzCUq9ePSuovPzyyy7PHEr/uxzS09NTjzzyiKS8GV/j4+Mdyp46dcq67LNatWq6++67r3TTdd1110nKOxt4JdgmYFqzZo3Ty32nT5+u3bt3u6z/9NNPS8qbHGfo0KEu77M1xjiEm6L0Zd++fdassM7kn2zItryiql+/vnUP68iRI+0m9XEmJSXFIcStXLlSc+bMkSS98soratKkicqWLauFCxfK29tbP//8s8OlwEFBQdbZ1ylTpmjr1q0FrjctLc1uFuSgoCBrFuC5c+fazW59qUsv573pppussLlw4UKH8ufPn7c7AOBMUfZbSfsYHh6uu+66S5I0c+ZMp5dpx8XF2T3uBgAA4JpVGg93NXnf3HmV4HW17Nu3zwQGBhpJJigoyEyePNns3r3bHD9+3Bw6dMisWLHCDBw40Dz55JNWnbS0NBMaGmokmcDAQPPWW2+ZlJQUk5aWZmJiYkzjxo2tdn/++ecO65wwYYKRZCIiIgpsm20Z8+fPd3hv8ODBRpIJCQkx69atMydPnjTZ2dkmOzvbXLx40SrXunVrI8n079+/wHXNmzfPWl+nTp3M999/b9LT08327dvNU089ZSSZ+vXrW2WSk5NdtkmSadeunYmJiTFHjhwxx44dMwkJCebNN980jRo1cqj76quvGknG19fXfPbZZyYzM9OhL/379ze1atUyY8eONevWrTOHDh0ymZmZZu/evebtt982FSpUMJJMjRo1zIULFwrsqzMpKSkmJCTESDIVK1Y0r7zyiklISDDHjh0zaWlpJiEhwcybN89069bNeHp6mvT0dKtu/s9DmzZtTG5urt2yJ0+ebCQZDw8Ps3r1arv3jh8/burUqWMkGX9/f/P888+bLVu2mPT0dJORkWF2795tFixYYB588EHj5+dnfvzxR7v6GRkZpnr16tb2GzVqlPnvf/9rjh07Zg4fPmzWrVtnhg8fbrp37+7Q5549expJxtPT00ybNs0cOnTIpKenm6+//tq0aNHCVKxY0QQFBRlJZsKECQ71Fy1aZO3v9957z6SlpVn7Lf82KGkft23bZry8vKz9u2jRInP06FFz8OBBM3v2bBMYGGgiIyOttmzcuLGoux0AAMCtEFav0dfVtGXLFhMWFlbg+i8Ne9u2bSuwjqenp5k1a5bT9V2JsLp9+3bj7e3tdN35v6wXNazm5OSYu+66y2V/7rjjDrNixYoCw2p2drZ5/PHHC92Xl9Y9fPiwCQ4OdlrW1vf+/fsXutyQkBCzZcuWAvtZkN27d5u6desWuh5PT0+TmZlp1evevbuRZIKDg83Bgwcdlpubm2tatmxpJJnw8HCTkZFh935qaqpp0aJFkf4fJCQkOCx/37595oYbbiiwXuvWrR3qpaSkmPDwcKfly5cvb9avX28iIiKM5Dysnj171i4k5n9dWr6kfVywYIEVWC99ValSxaxbt87p5x8AAOBawmXAcNC8eXMlJSVp2rRpuv3221WhQgX5+PioevXqatWqlWbMmKHJkyfb1bnpppuUmJioiRMnqmnTpipfvrx8fX1Vs2ZNPfroo0pISNDQoUOvWpsbN26s2NhY3XvvvQoLC3P5vNai8vT01IoVKzR16lQ1aNBAvr6+CgoKUrNmzfT6668rNjbWmpnVFS8vL82dO1dxcXHq27evIiIi5Ofnp+DgYDVs2FBRUVFatWqVatSoYVcvPDxcmzdv1sMPP6xq1apZl6fm9+qrr+qjjz5Sv3791KRJE1WuXFleXl4KDg5WixYtNGnSJCUmJqp58+aXvQ0aNGignTt36oMPPlCXLl0UHh4uHx8f+fn5KTIyUl27drUuRa1QoYIk6f3339dXX30lSXr33XdVvXp1h+WWKVNGH3/8sQIDA3XkyBE9/vjjdu9XrVpV8fHxWrJkiXr06KFq1arJ19dXvr6+qlq1qjp27KgpU6YoKSnJ6fNUr7/+eu3YsUPvvvuu2rVrp5CQEHl7e6tKlSq67bbbNHHiRP3rX/9yqBcREaEffvhBgwYNsrZ71apV1b9/f23dutXunm5n/P39FRcXp0GDBqlWrVoOz7m9kn3s06ePfvjhB/Xs2VOVKlWy/q8NHTpUW7duVe3atQtsKwAAwLXAw5gr8NDKy1lxER8VAedKabcBAAAAwJ+CM6sAAAAAALdDWAUAAAAAuB3CKgAAAADA7RBWAQAAAABuh7AKAAAAAHA7hFUAAAAAgNshrAIAAAAA3A5hFQAAAADgdgirAAAAAAC3Q1gFAAAAALgdwioAAAAAwO14ldaKz5w5U1qrBgAAAAC4OQ9jjCntRgAAAAAAkB+XAQMAAAAA3A5hFQAAAADgdgirAAAAAAC3Q1gFAAAAALgdwioAAAAAwO0QVgEAAAAAboewCgAAAABwO4RVAAAAAIDbIawCAAAAANwOYRUAAAAA4HYIqwAAAAAAt0NYBQAAAAC4HcIqAAAAAMDtEFYBAAAAAG6HsAoAAAAAcDuEVQAAAACA2yGsAgAAAADcDmEVAAAAAOB2CKsAAAAAALdDWAUAAAAAuB3CKgAAAADA7RBWAQAAAABuh7AKAAAAAHA7hFUAAAAAgNshrAIAAAAA3A5hFQAAAADgdgirAAAAAAC3Q1gFAAAAALgdwioAAAAAwO0QVgEAAAAAboewCgAAAABwO4RVAAAAAIDbIawCAAAAANwOYRUAAAAA4HYIqwAAAAAAt0NYBQAAAAC4HcIqAAAAAMDtEFYBAAAAAG6HsAoAAAAAcDuEVQAAAACA2yGsAgAAAADcDmEVAAAAAOB2CKsAAAAAALdDWAUAAAAAuB3CKgAAAADA7RBWAQAAAABuh7AKAAAAAHA7hFUAAAAAgNshrAIAAAAA3A5hFQAAAADgdgirAAAAAAC38/8AiIfkke4E/woAAAAASUVORK5CYII=\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "from negmas import show_edge_colors\n",
+                "show_edge_colors()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "accompanied-cleaners",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.210479,
+                    "end_time": "2022-02-16T09:17:46.362804",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:46.152325",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "You can see what happened in this world in a series of graphs using the `draw` method"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 34,
+            "id": "arabic-badge",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:46.879325Z",
+                    "iopub.status.busy": "2022-02-16T09:17:46.878318Z",
+                    "iopub.status.idle": "2022-02-16T09:17:49.658080Z",
+                    "shell.execute_reply": "2022-02-16T09:17:49.659285Z"
+                },
+                "papermill": {
+                    "duration": 3.038648,
+                    "end_time": "2022-02-16T09:17:49.659840",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:46.621192",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "world.draw(steps=(0, world.n_steps), together=False, ncols=2, figsize=(20, 20))\n",
+                "plt.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "informational-peripheral",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.187688,
+                    "end_time": "2022-02-16T09:17:50.020743",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:49.833055",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "You can also run a simple animation to see what happens at every step (you need to download the jupyter notebook and execute it to see the animation) :"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 35,
+            "id": "gothic-actress",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:17:50.646282Z",
+                    "iopub.status.busy": "2022-02-16T09:17:50.639486Z",
+                    "iopub.status.idle": "2022-02-16T09:21:13.138213Z",
+                    "shell.execute_reply": "2022-02-16T09:21:13.142757Z"
+                },
+                "papermill": {
+                    "duration": 202.817036,
+                    "end_time": "2022-02-16T09:21:13.151092",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:17:50.334056",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/plain": [
+                            "[]"
+                        ]
+                    },
+                    "execution_count": 35,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "world.save_gif(\"run.gif\")"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "affected-danger",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.327053,
+                    "end_time": "2022-02-16T09:21:13.854522",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:21:13.527469",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "then show the animation"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 36,
+            "id": "necessary-canon",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:21:14.484168Z",
+                    "iopub.status.busy": "2022-02-16T09:21:14.481576Z",
+                    "iopub.status.idle": "2022-02-16T09:21:14.489828Z",
+                    "shell.execute_reply": "2022-02-16T09:21:14.488589Z"
+                },
+                "papermill": {
+                    "duration": 0.296983,
+                    "end_time": "2022-02-16T09:21:14.490193",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:21:14.193210",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            ""
+                        ],
+                        "text/plain": [
+                            ""
+                        ]
+                    },
+                    "execution_count": 36,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "from IPython.display import HTML\n",
+                "HTML('')"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "proprietary-duration",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.258152,
+                    "end_time": "2022-02-16T09:21:15.018207",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:21:14.760055",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "## Running a tournament\n",
+                "    \n",
+                "Now that you can run simple world simulations, let's try to run a complete tournament and see its results.\n",
+                "Let's start by running a standard tournament (in which each agent is represented by a single factory). Running a collusion tournament will be exactly the same with the only difference that `anac2023_std` will be replaced with `anac2023_collusion`.Running a one-shot tournament (new in 2021) similarily just requires a change from `anac2023_std` to `anac2023_oneshot`\n",
+                "\n",
+                "Note that in the real competition we use thousands of configurations  and longer simulation steps (e.g. 50 $\\le$ n_steps $\\le$ 500). "
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 37,
+            "id": "norwegian-rabbit",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:21:15.584552Z",
+                    "iopub.status.busy": "2022-02-16T09:21:15.578966Z",
+                    "iopub.status.idle": "2022-02-16T09:21:15.589261Z",
+                    "shell.execute_reply": "2022-02-16T09:21:15.588252Z"
+                },
+                "papermill": {
+                    "duration": 0.310478,
+                    "end_time": "2022-02-16T09:21:15.589544",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:21:15.279066",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [],
+            "source": [
+                "from scml.utils import anac2023_std\n",
+                "pd.options.display.float_format = '{:,.2f}'.format\n",
+                "def shorten_names(results):\n",
+                "    # just make agent types more readable\n",
+                "    results.score_stats.agent_type = results.score_stats.agent_type.str.split(\".\").str[-1]\n",
+                "    results.kstest.a = results.kstest.a.str.split(\".\").str[-1]\n",
+                "    results.kstest.b = results.kstest.b.str.split(\".\").str[-1]\n",
+                "    results.total_scores.agent_type = results.total_scores.agent_type.str.split(\".\").str[-1]\n",
+                "    results.scores.agent_type = results.scores.agent_type.str.split(\".\").str[-1]\n",
+                "    results.winners = [_.split(\".\")[-1] for _ in results.winners]\n",
+                "    return results"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 38,
+            "id": "shared-virtue",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:21:16.078881Z",
+                    "iopub.status.busy": "2022-02-16T09:21:16.068106Z",
+                    "iopub.status.idle": "2022-02-16T09:24:04.610390Z",
+                    "shell.execute_reply": "2022-02-16T09:24:04.611319Z"
+                },
+                "papermill": {
+                    "duration": 168.814637,
+                    "end_time": "2022-02-16T09:24:04.611531",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:21:15.796894",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [],
+            "source": [
+                "tournament_types = [\n",
+                "    DecentralizingAgent, MarketAwareDecentralizingAgent, SyncRandomOneShotAgent\n",
+                "]\n",
+                "# may take a long time\n",
+                "results = anac2023_std(\n",
+                "    competitors=tournament_types,  \n",
+                "    n_configs=5, # number of different configurations to generate \n",
+                "    n_runs_per_world=1, # number of times to repeat every simulation (with agent assignment)\n",
+                "    n_steps = 10, # number of days (simulation steps) per simulation\n",
+                "    print_exceptions=True,\n",
+                ") \n"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 39,
+            "id": "vocational-presence",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:24:05.532076Z",
+                    "iopub.status.busy": "2022-02-16T09:24:05.529700Z",
+                    "iopub.status.idle": "2022-02-16T09:24:05.535155Z",
+                    "shell.execute_reply": "2022-02-16T09:24:05.535898Z"
+                },
+                "papermill": {
+                    "duration": 0.623914,
+                    "end_time": "2022-02-16T09:24:05.536320",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:04.912406",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [],
+            "source": [
+                "results = shorten_names(results)"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "dangerous-killer",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.276093,
+                    "end_time": "2022-02-16T09:24:06.094758",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:05.818665",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "Who was the winner?"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 40,
+            "id": "essential-woman",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:24:06.681541Z",
+                    "iopub.status.busy": "2022-02-16T09:24:06.677790Z",
+                    "iopub.status.idle": "2022-02-16T09:24:06.689907Z",
+                    "shell.execute_reply": "2022-02-16T09:24:06.684719Z"
+                },
+                "papermill": {
+                    "duration": 0.261088,
+                    "end_time": "2022-02-16T09:24:06.690519",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:06.429431",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/plain": [
+                            "['DecentralizingAgent']"
+                        ]
+                    },
+                    "execution_count": 40,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "results.winners"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "pursuant-chemistry",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.353751,
+                    "end_time": "2022-02-16T09:24:07.324685",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:06.970934",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "How many simulations were actually run?"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 41,
+            "id": "sized-ethics",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:24:07.846022Z",
+                    "iopub.status.busy": "2022-02-16T09:24:07.844309Z",
+                    "iopub.status.idle": "2022-02-16T09:24:07.853749Z",
+                    "shell.execute_reply": "2022-02-16T09:24:07.852820Z"
+                },
+                "papermill": {
+                    "duration": 0.28963,
+                    "end_time": "2022-02-16T09:24:07.854074",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:07.564444",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/plain": [
+                            "15"
+                        ]
+                    },
+                    "execution_count": 41,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "len(results.scores.run_id.unique())"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "addressed-encoding",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.229011,
+                    "end_time": "2022-02-16T09:24:08.360945",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:08.131934",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "The total number of simulations $n_{s}$ will be $n_t \\times n_c \\times n_r$ where $n_t$ is the number of competitor agent types, $n_c$ is the number of configurations, and $n_r$ is the number of runs per configuration\n",
+                "\n",
+                "\n",
+                "We can also see the scores that every agent type got"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 42,
+            "id": "lyric-shade",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:24:09.906325Z",
+                    "iopub.status.busy": "2022-02-16T09:24:09.904462Z",
+                    "iopub.status.idle": "2022-02-16T09:24:09.915523Z",
+                    "shell.execute_reply": "2022-02-16T09:24:09.914109Z"
+                },
+                "papermill": {
+                    "duration": 0.599767,
+                    "end_time": "2022-02-16T09:24:09.916926",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:09.317159",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            "
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+                            "\n",
+                            "\n",
+                            "  \n",
+                            "    \n",
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+                            "      \n",
+                            "      \n",
+                            "    \n",
+                            "  \n",
+                            "
agent_typecountmeanstdmin25%median75%max
0SyncRandomOneShotAgent15.00-0.700.83-3.28-0.70-0.53-0.24-0.12
1DecentralizingAgent15.00-0.090.12-0.38-0.15-0.09-0.010.08
2MarketAwareDecentralizingAgent15.00-0.110.10-0.36-0.14-0.07-0.06-0.01
\n",
+                            "
"
+                        ],
+                        "text/plain": [
+                            "                       agent_type  count  mean  std   min   25%  median   75%  \\\n",
+                            "0          SyncRandomOneShotAgent  15.00 -0.70 0.83 -3.28 -0.70   -0.53 -0.24   \n",
+                            "1             DecentralizingAgent  15.00 -0.09 0.12 -0.38 -0.15   -0.09 -0.01   \n",
+                            "2  MarketAwareDecentralizingAgent  15.00 -0.11 0.10 -0.36 -0.14   -0.07 -0.06   \n",
+                            "\n",
+                            "    max  \n",
+                            "0 -0.12  \n",
+                            "1  0.08  \n",
+                            "2 -0.01  "
+                        ]
+                    },
+                    "execution_count": 42,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "results.score_stats"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "three-mason",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.36615,
+                    "end_time": "2022-02-16T09:24:10.767981",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:10.401831",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "You can also do statistical significance testing using ttest or kstest (with multi-comparison correction)"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 43,
+            "id": "saving-hopkins",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:24:11.611654Z",
+                    "iopub.status.busy": "2022-02-16T09:24:11.608649Z",
+                    "iopub.status.idle": "2022-02-16T09:24:11.615134Z",
+                    "shell.execute_reply": "2022-02-16T09:24:11.610283Z"
+                },
+                "papermill": {
+                    "duration": 0.4765,
+                    "end_time": "2022-02-16T09:24:11.616142",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:11.139642",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            "
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+                            "\n",
+                            "\n",
+                            "  \n",
+                            "    \n",
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+                            "      \n",
+                            "      \n",
+                            "      \n",
+                            "    \n",
+                            "  \n",
+                            "
abtpn_an_bn_effective
0SyncRandomOneShotAgentMarketAwareDecentralizingAgent0.730.00151515
1SyncRandomOneShotAgentDecentralizingAgent0.670.00151515
2MarketAwareDecentralizingAgentDecentralizingAgent0.330.39151515
\n",
+                            "
"
+                        ],
+                        "text/plain": [
+                            "                                a                               b    t    p  \\\n",
+                            "0          SyncRandomOneShotAgent  MarketAwareDecentralizingAgent 0.73 0.00   \n",
+                            "1          SyncRandomOneShotAgent             DecentralizingAgent 0.67 0.00   \n",
+                            "2  MarketAwareDecentralizingAgent             DecentralizingAgent 0.33 0.39   \n",
+                            "\n",
+                            "   n_a  n_b  n_effective  \n",
+                            "0   15   15           15  \n",
+                            "1   15   15           15  \n",
+                            "2   15   15           15  "
+                        ]
+                    },
+                    "execution_count": 43,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "results.kstest"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "casual-disney",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.206087,
+                    "end_time": "2022-02-16T09:24:12.166527",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:11.960440",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "see the total score"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 44,
+            "id": "finite-qatar",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:24:12.755458Z",
+                    "iopub.status.busy": "2022-02-16T09:24:12.753114Z",
+                    "iopub.status.idle": "2022-02-16T09:24:12.758219Z",
+                    "shell.execute_reply": "2022-02-16T09:24:12.753985Z"
+                },
+                "papermill": {
+                    "duration": 0.291487,
+                    "end_time": "2022-02-16T09:24:12.759452",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:12.467965",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            "
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+                            "\n",
+                            "\n",
+                            "  \n",
+                            "    \n",
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+                            "    \n",
+                            "      \n",
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+                            "      \n",
+                            "    \n",
+                            "    \n",
+                            "      \n",
+                            "      \n",
+                            "      \n",
+                            "    \n",
+                            "  \n",
+                            "
agent_typescore
0DecentralizingAgent-0.09
1MarketAwareDecentralizingAgent-0.11
2SyncRandomOneShotAgent-0.70
\n",
+                            "
"
+                        ],
+                        "text/plain": [
+                            "                       agent_type  score\n",
+                            "0             DecentralizingAgent  -0.09\n",
+                            "1  MarketAwareDecentralizingAgent  -0.11\n",
+                            "2          SyncRandomOneShotAgent  -0.70"
+                        ]
+                    },
+                    "execution_count": 44,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "results.total_scores"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "juvenile-export",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.266178,
+                    "end_time": "2022-02-16T09:24:13.432861",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:13.166683",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "or the aggregated statistics of the world. For example, let's draw the activity level for different simulations."
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 45,
+            "id": "subject-single",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:24:14.088388Z",
+                    "iopub.status.busy": "2022-02-16T09:24:14.081146Z",
+                    "iopub.status.idle": "2022-02-16T09:24:14.448642Z",
+                    "shell.execute_reply": "2022-02-16T09:24:14.450544Z"
+                },
+                "papermill": {
+                    "duration": 0.738406,
+                    "end_time": "2022-02-16T09:24:14.452004",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:13.713598",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "plt.errorbar(range(len(results.agg_stats)),\n",
+                "             results.agg_stats.activity_level_mean, \n",
+                "             np.sqrt(results.agg_stats.activity_level_var)\n",
+                "             )\n",
+                "plt.xlabel(\"Simulation Number\")\n",
+                "plt.ylabel(\"Activity Level\")\n",
+                "plt.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "promotional-estonia",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.412535,
+                    "end_time": "2022-02-16T09:24:15.173973",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:14.761438",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "We can even get the scores of every agent belonging to every agent type at every simulation"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 46,
+            "id": "instrumental-coach",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:24:15.838627Z",
+                    "iopub.status.busy": "2022-02-16T09:24:15.836222Z",
+                    "iopub.status.idle": "2022-02-16T09:24:15.852660Z",
+                    "shell.execute_reply": "2022-02-16T09:24:15.849616Z"
+                },
+                "papermill": {
+                    "duration": 0.297165,
+                    "end_time": "2022-02-16T09:24:15.854447",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:15.557282",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            "
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+                            "      \n",
+                            "    \n",
+                            "  \n",
+                            "
agent_nameagent_typescore
002SRO@1SyncRandomOneShotAgent-3.28
103MAD@1MarketAwareDecentralizingAgent-0.08
207De@2DecentralizingAgent-0.26
300De@0DecentralizingAgent-0.13
403SRO@1SyncRandomOneShotAgent-0.59
\n",
+                            "
"
+                        ],
+                        "text/plain": [
+                            "  agent_name                      agent_type  score\n",
+                            "0    02SRO@1          SyncRandomOneShotAgent  -3.28\n",
+                            "1    03MAD@1  MarketAwareDecentralizingAgent  -0.08\n",
+                            "2     07De@2             DecentralizingAgent  -0.26\n",
+                            "3     00De@0             DecentralizingAgent  -0.13\n",
+                            "4    03SRO@1          SyncRandomOneShotAgent  -0.59"
+                        ]
+                    },
+                    "execution_count": 46,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "results.scores.loc[:, [\"agent_name\", \"agent_type\", \"score\"]].head()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "ranging-teacher",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.324085,
+                    "end_time": "2022-02-16T09:24:16.439529",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:16.115444",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "Let's see how did the location at the production graph affect the score of each type."
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 47,
+            "id": "touched-congress",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:24:17.060897Z",
+                    "iopub.status.busy": "2022-02-16T09:24:17.059243Z",
+                    "iopub.status.idle": "2022-02-16T09:24:17.503329Z",
+                    "shell.execute_reply": "2022-02-16T09:24:17.504194Z"
+                },
+                "papermill": {
+                    "duration": 0.757685,
+                    "end_time": "2022-02-16T09:24:17.504467",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:16.746782",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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\n",
+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "results.scores[\"level\"] = results.scores.agent_name.str.split(\"@\", expand=True).loc[:, 1]\n",
+                "results.scores = results.scores.sort_values(\"level\")\n",
+                "sns.lineplot(data=results.scores[[\"agent_type\", \"level\", \"score\"]], \n",
+                "             x=\"level\", y=\"score\", hue=\"agent_type\", ci=None)\n",
+                "plt.plot([0.0] * len(results.scores[\"level\"].unique()), \"b--\")\n",
+                "plt.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "freelance-meditation",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.237286,
+                    "end_time": "2022-02-16T09:24:17.978904",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:17.741618",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "## Running a One-Shot tournament\n",
+                "    \n",
+                "In 2021, a new track was introduced to the SCM league called the SCML-OneShot track which simplified the problem in order to focus research efforts on the core many-to-many concurrent negotiation challeng. You can run a tournament for this track with the latest settings in almost the same way as we did with standard/collusion tournaments using `anac2023_oneshot`\n",
+                "\n",
+                "Note that in the real competition we use thousands of configurations  and longer simulation steps (e.g. 50 $\\le$ n_steps $\\le$ 500). "
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 48,
+            "id": "regular-microwave",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:24:18.573701Z",
+                    "iopub.status.busy": "2022-02-16T09:24:18.567899Z",
+                    "iopub.status.idle": "2022-02-16T09:24:18.576662Z",
+                    "shell.execute_reply": "2022-02-16T09:24:18.570735Z"
+                },
+                "papermill": {
+                    "duration": 0.313745,
+                    "end_time": "2022-02-16T09:24:18.577294",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:18.263549",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [],
+            "source": [
+                "from scml.utils import anac2023_oneshot"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 49,
+            "id": "governmental-boating",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:24:19.171009Z",
+                    "iopub.status.busy": "2022-02-16T09:24:19.163275Z",
+                    "iopub.status.idle": "2022-02-16T09:25:45.215911Z",
+                    "shell.execute_reply": "2022-02-16T09:25:45.217086Z"
+                },
+                "papermill": {
+                    "duration": 86.403057,
+                    "end_time": "2022-02-16T09:25:45.217399",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:24:18.814342",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [],
+            "source": [
+                "tournament_types = [RandomOneShotAgent, SyncRandomOneShotAgent, GreedyOneShotAgent, GreedySingleAgreementAgent]\n",
+                "# may take a long time\n",
+                "results = anac2023_oneshot(\n",
+                "    competitors=tournament_types,  \n",
+                "    n_configs=5, # number of different configurations to generate \n",
+                "    n_runs_per_world=1, # number of times to repeat every simulation (with agent assignment)\n",
+                "    n_steps = 10, # number of days (simulation steps) per simulation\n",
+                "    print_exceptions=True,\n",
+                ") \n",
+                "results = shorten_names(results)"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "satisfactory-converter",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.379291,
+                    "end_time": "2022-02-16T09:25:45.828059",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:45.448768",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "Who was the winner?"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 50,
+            "id": "pressed-collins",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:25:46.997344Z",
+                    "iopub.status.busy": "2022-02-16T09:25:46.994979Z",
+                    "iopub.status.idle": "2022-02-16T09:25:47.003959Z",
+                    "shell.execute_reply": "2022-02-16T09:25:46.999556Z"
+                },
+                "papermill": {
+                    "duration": 0.697992,
+                    "end_time": "2022-02-16T09:25:47.004218",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:46.306226",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/plain": [
+                            "['GreedyOneShotAgent']"
+                        ]
+                    },
+                    "execution_count": 50,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "results.winners"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "muslim-astronomy",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.80645,
+                    "end_time": "2022-02-16T09:25:48.183078",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:47.376628",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "How many simulations were actually run?"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 51,
+            "id": "attended-attempt",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:25:49.672803Z",
+                    "iopub.status.busy": "2022-02-16T09:25:49.660773Z",
+                    "iopub.status.idle": "2022-02-16T09:25:49.679029Z",
+                    "shell.execute_reply": "2022-02-16T09:25:49.668028Z"
+                },
+                "papermill": {
+                    "duration": 1.093841,
+                    "end_time": "2022-02-16T09:25:49.680158",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:48.586317",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/plain": [
+                            "20"
+                        ]
+                    },
+                    "execution_count": 51,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "len(results.scores.run_id.unique())"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "advanced-plant",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.536699,
+                    "end_time": "2022-02-16T09:25:50.592150",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:50.055451",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "The total number of simulations $n_{s}$ will be $n_t \\times n_c \\times n_r$ where $n_t$ is the number of competitor agent types, $n_c$ is the number of configurations, and $n_r$ is the number of runs per configuration\n",
+                "\n",
+                "\n",
+                "We can also see the scores that every agent type got"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 52,
+            "id": "collaborative-geography",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:25:51.320978Z",
+                    "iopub.status.busy": "2022-02-16T09:25:51.319698Z",
+                    "iopub.status.idle": "2022-02-16T09:25:51.324003Z",
+                    "shell.execute_reply": "2022-02-16T09:25:51.325139Z"
+                },
+                "papermill": {
+                    "duration": 0.332568,
+                    "end_time": "2022-02-16T09:25:51.325434",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:50.992866",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            "
\n",
+                            "\n",
+                            "\n",
+                            "  \n",
+                            "    \n",
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+                            "  \n",
+                            "
agent_typecountmeanstdmin25%median75%max
0GreedyOneShotAgent20.000.760.210.360.630.790.911.06
1GreedySingleAgreementAgent20.000.710.100.580.650.700.760.96
2RandomOneShotAgent20.000.760.150.420.660.770.871.00
3SyncRandomOneShotAgent20.000.760.140.450.670.750.841.01
\n",
+                            "
"
+                        ],
+                        "text/plain": [
+                            "                   agent_type  count  mean  std  min  25%  median  75%  max\n",
+                            "0          GreedyOneShotAgent  20.00  0.76 0.21 0.36 0.63    0.79 0.91 1.06\n",
+                            "1  GreedySingleAgreementAgent  20.00  0.71 0.10 0.58 0.65    0.70 0.76 0.96\n",
+                            "2          RandomOneShotAgent  20.00  0.76 0.15 0.42 0.66    0.77 0.87 1.00\n",
+                            "3      SyncRandomOneShotAgent  20.00  0.76 0.14 0.45 0.67    0.75 0.84 1.01"
+                        ]
+                    },
+                    "execution_count": 52,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "results.score_stats"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "coordinated-blink",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.306131,
+                    "end_time": "2022-02-16T09:25:52.007135",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:51.701004",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "You can also do statistical significance testing using ttest or kstest (with multi-comparison correction)"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 53,
+            "id": "consistent-banks",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:25:52.671173Z",
+                    "iopub.status.busy": "2022-02-16T09:25:52.668055Z",
+                    "iopub.status.idle": "2022-02-16T09:25:52.678943Z",
+                    "shell.execute_reply": "2022-02-16T09:25:52.676943Z"
+                },
+                "papermill": {
+                    "duration": 0.367402,
+                    "end_time": "2022-02-16T09:25:52.680299",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:52.312897",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            "
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+                            "    \n",
+                            "  \n",
+                            "
abtpn_an_bn_effective
0GreedyOneShotAgentGreedySingleAgreementAgent0.350.17202020
1GreedyOneShotAgentSyncRandomOneShotAgent0.150.98202020
2GreedyOneShotAgentRandomOneShotAgent0.250.57202020
3GreedySingleAgreementAgentSyncRandomOneShotAgent0.250.57202020
4GreedySingleAgreementAgentRandomOneShotAgent0.350.17202020
5SyncRandomOneShotAgentRandomOneShotAgent0.150.98202020
\n",
+                            "
"
+                        ],
+                        "text/plain": [
+                            "                            a                           b    t    p  n_a  n_b  \\\n",
+                            "0          GreedyOneShotAgent  GreedySingleAgreementAgent 0.35 0.17   20   20   \n",
+                            "1          GreedyOneShotAgent      SyncRandomOneShotAgent 0.15 0.98   20   20   \n",
+                            "2          GreedyOneShotAgent          RandomOneShotAgent 0.25 0.57   20   20   \n",
+                            "3  GreedySingleAgreementAgent      SyncRandomOneShotAgent 0.25 0.57   20   20   \n",
+                            "4  GreedySingleAgreementAgent          RandomOneShotAgent 0.35 0.17   20   20   \n",
+                            "5      SyncRandomOneShotAgent          RandomOneShotAgent 0.15 0.98   20   20   \n",
+                            "\n",
+                            "   n_effective  \n",
+                            "0           20  \n",
+                            "1           20  \n",
+                            "2           20  \n",
+                            "3           20  \n",
+                            "4           20  \n",
+                            "5           20  "
+                        ]
+                    },
+                    "execution_count": 53,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "results.kstest"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "outdoor-helen",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.2739,
+                    "end_time": "2022-02-16T09:25:53.287914",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:53.014014",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "see the total score"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 54,
+            "id": "partial-bleeding",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:25:53.972934Z",
+                    "iopub.status.busy": "2022-02-16T09:25:53.971959Z",
+                    "iopub.status.idle": "2022-02-16T09:25:53.977504Z",
+                    "shell.execute_reply": "2022-02-16T09:25:53.978214Z"
+                },
+                "papermill": {
+                    "duration": 0.38157,
+                    "end_time": "2022-02-16T09:25:53.978477",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:53.596907",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            "
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+                            "\n",
+                            "\n",
+                            "  \n",
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+                            "    \n",
+                            "  \n",
+                            "
agent_typescore
0GreedyOneShotAgent0.76
1SyncRandomOneShotAgent0.76
2RandomOneShotAgent0.76
3GreedySingleAgreementAgent0.71
\n",
+                            "
"
+                        ],
+                        "text/plain": [
+                            "                   agent_type  score\n",
+                            "0          GreedyOneShotAgent   0.76\n",
+                            "1      SyncRandomOneShotAgent   0.76\n",
+                            "2          RandomOneShotAgent   0.76\n",
+                            "3  GreedySingleAgreementAgent   0.71"
+                        ]
+                    },
+                    "execution_count": 54,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "results.total_scores"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "superior-request",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.263517,
+                    "end_time": "2022-02-16T09:25:54.488169",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:54.224652",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "We can even get the scores of every agent belonging to every agent type at every simulation"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 55,
+            "id": "existing-pricing",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:25:55.269186Z",
+                    "iopub.status.busy": "2022-02-16T09:25:55.265267Z",
+                    "iopub.status.idle": "2022-02-16T09:25:55.280326Z",
+                    "shell.execute_reply": "2022-02-16T09:25:55.271796Z"
+                },
+                "papermill": {
+                    "duration": 0.431191,
+                    "end_time": "2022-02-16T09:25:55.280635",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:54.849444",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            "
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+                            "\n",
+                            "\n",
+                            "  \n",
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+                            "    \n",
+                            "  \n",
+                            "
agent_nameagent_typescore
000Gr@0GreedyOneShotAgent0.72
101GSA@0GreedySingleAgreementAgent0.59
202Sy@0SyncRandomOneShotAgent0.91
303Ra@0RandomOneShotAgent0.79
400GSA@0GreedySingleAgreementAgent0.68
\n",
+                            "
"
+                        ],
+                        "text/plain": [
+                            "  agent_name                  agent_type  score\n",
+                            "0     00Gr@0          GreedyOneShotAgent   0.72\n",
+                            "1    01GSA@0  GreedySingleAgreementAgent   0.59\n",
+                            "2     02Sy@0      SyncRandomOneShotAgent   0.91\n",
+                            "3     03Ra@0          RandomOneShotAgent   0.79\n",
+                            "4    00GSA@0  GreedySingleAgreementAgent   0.68"
+                        ]
+                    },
+                    "execution_count": 55,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "results.scores.loc[:, [\"agent_name\", \"agent_type\", \"score\"]].head()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "ready-orbit",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.303132,
+                    "end_time": "2022-02-16T09:25:55.982655",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:55.679523",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "Let's see how did the location at the production graph affect the score of each type."
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 57,
+            "id": "meaningful-namibia",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:25:56.755435Z",
+                    "iopub.status.busy": "2022-02-16T09:25:56.747172Z",
+                    "iopub.status.idle": "2022-02-16T09:25:57.436309Z",
+                    "shell.execute_reply": "2022-02-16T09:25:57.437610Z"
+                },
+                "papermill": {
+                    "duration": 1.119077,
+                    "end_time": "2022-02-16T09:25:57.438214",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:56.319137",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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+                        "text/plain": [
+                            "
"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "results.scores[\"level\"] = results.scores.agent_name.str.split(\"@\", expand=True).loc[:, 1]\n",
+                "results.scores = results.scores.sort_values(\"level\")\n",
+                "sns.lineplot(data=results.scores[[\"agent_type\", \"level\", \"score\"]], \n",
+                "             x=\"level\", y=\"score\", hue=\"agent_type\")\n",
+                "# plt.plot([0.0] * len(results.scores[\"level\"].unique()), \"b--\")\n",
+                "plt.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "funded-semiconductor",
+            "metadata": {
+                "cell_style": "center",
+                "papermill": {
+                    "duration": 0.395989,
+                    "end_time": "2022-02-16T09:25:58.177859",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:57.781870",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "Now that you can run simulations and complete tournaments, let's see how are we going to develop a new agent for the SCML2023 league $\\rightarrow$"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": null,
+            "id": "analyzed-trading",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.379654,
+                    "end_time": "2022-02-16T09:25:58.804432",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:25:58.424778",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [],
+            "source": []
+        }
+    ],
+    "metadata": {
+        "celltoolbar": "Tags",
+        "kernelspec": {
+            "display_name": "scml",
+            "language": "python",
+            "name": "scml"
+        },
+        "language_info": {
+            "codemirror_mode": {
+                "name": "ipython",
+                "version": 3
+            },
+            "file_extension": ".py",
+            "mimetype": "text/x-python",
+            "name": "python",
+            "nbconvert_exporter": "python",
+            "pygments_lexer": "ipython3",
+            "version": "3.11.1"
+        },
+        "latex_envs": {
+            "LaTeX_envs_menu_present": true,
+            "autoclose": false,
+            "autocomplete": true,
+            "bibliofile": "biblio.bib",
+            "cite_by": "apalike",
+            "current_citInitial": 1,
+            "eqLabelWithNumbers": true,
+            "eqNumInitial": 1,
+            "hotkeys": {
+                "equation": "Ctrl-E",
+                "itemize": "Ctrl-I"
+            },
+            "labels_anchors": false,
+            "latex_user_defs": false,
+            "report_style_numbering": false,
+            "user_envs_cfg": false
+        },
+        "papermill": {
+            "default_parameters": {},
+            "duration": 540.812939,
+            "end_time": "2022-02-16T09:26:02.642361",
+            "environment_variables": {},
+            "exception": null,
+            "input_path": "/Users/yasser/code/projects/scml/notebooks/tutorials/01.run_scml2020.ipynb",
+            "output_path": "/Users/yasser/code/projects/scml/notebooks/tutorials/01.run_scml2020.ipynb",
+            "parameters": {},
+            "start_time": "2022-02-16T09:17:01.829422",
+            "version": "2.3.4"
+        },
+        "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": false
+        },
+        "varInspector": {
+            "cols": {
+                "lenName": 16,
+                "lenType": 16,
+                "lenVar": 40
+            },
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diff --git a/notebooks/tutorials/02.develop_agent_scml2020_oneshot.ipynb b/notebooks/tutorials/02.develop_agent_scml2020_oneshot.ipynb
index d28274e7..8fedce8a 100644
--- a/notebooks/tutorials/02.develop_agent_scml2020_oneshot.ipynb
+++ b/notebooks/tutorials/02.develop_agent_scml2020_oneshot.ipynb
@@ -646,17 +646,17 @@
     "\n",
     "#### Your AWI\n",
     "\n",
-    "As described in the [previous tutorial](http://www.yasserm.com/scml/scml2020docs/tutorials/01.run_scml2020.html), your agent can sense and act in the simulation by accessing methods and properties of its AWI which is accessible at any time as:\n",
+    "As described in the [previous tutorial](https://scml.readthedocs.io/en/latest/tutorials/01.run_scml2020.html), your agent can sense and act in the simulation by accessing methods and properties of its AWI which is accessible at any time as:\n",
     "\n",
     "```python\n",
     "self.awi\n",
     "```\n",
     "\n",
-    "You can see all of these methods and properties specific for the **OneShotAWI** and its descendents [here](http://www.yasserm.com/scml/scml2020docs/api/scml.oneshot.OneShotAWI.html).\n",
+    "You can see all of these methods and properties specific for the **OneShotAWI** and its descendents [here](https://scml.readthedocs.io/en/latest/api/scml.oneshot.OneShotAWI.html).\n",
     "\n",
     "#### Your ufun\n",
     "\n",
-    "The Oneshot game has the advantage that it is possible at the end of each simulation step (day) to calculate **exactly** the profit you will be getting for the set of contracts you have (either through negotiation or as exogenous contracts). We provide a utility function class ([OneShotUtilityFunction](http://www.yasserm.com/scml/scml2020docs/api/scml.oneshot.OneShotUFun.html) which can be used normally as any NegMAS [UtilityFunction](http://www.yasserm.com/negmas/api/negmas.preferences.UtilityFunction.html). This ufun is available to your all the time (a new one is created for each simulation step) and is accessible as:\n",
+    "The Oneshot game has the advantage that it is possible at the end of each simulation step (day) to calculate **exactly** the profit you will be getting for the set of contracts you have (either through negotiation or as exogenous contracts). We provide a utility function class ([OneShotUtilityFunction](https://scml.readthedocs.io/en/latest/api/scml.oneshot.OneShotUFun.html) which can be used normally as any NegMAS [UtilityFunction](http://www.yasserm.com/negmas/api/negmas.preferences.UtilityFunction.html). This ufun is available to your all the time (a new one is created for each simulation step) and is accessible as:\n",
     "\n",
     "```python\n",
     "self.ufun\n",
diff --git a/notebooks/tutorials/03.develop_agent_scml2020.ipynb b/notebooks/tutorials/03.develop_agent_scml2020.ipynb
index f6fadd9c..16eb90d9 100644
--- a/notebooks/tutorials/03.develop_agent_scml2020.ipynb
+++ b/notebooks/tutorials/03.develop_agent_scml2020.ipynb
@@ -382,13 +382,13 @@
    "source": [
     "#### Your AWI\n",
     "\n",
-    "As described in the [previous tutorial](http://www.yasserm.com/scml/scml2020docs/tutorials/01.run_scml2020.html), your agent can sense and act in the simulation by accessing methods and properties of its AWI which is accessible at any time as:\n",
+    "As described in the [previous tutorial](https://scml.readthedocs.io/en/latest/tutorials/01.run_scml2020.html), your agent can sense and act in the simulation by accessing methods and properties of its AWI which is accessible at any time as:\n",
     "\n",
     "```python\n",
     "self.awi\n",
     "```\n",
     "\n",
-    "You can see all of these methods and properties specific for the **OneShotAWI** and its descendents [here](http://www.yasserm.com/scml/scml2020docs/api/scml.scml2020.AWI.html). \n",
+    "You can see all of these methods and properties specific for the **OneShotAWI** and its descendents [here](https://scml.readthedocs.io/en/latest/api/scml.scml2020.AWI.html). \n",
     "\n",
     "### Agent Anatomy\n",
     "\n",
diff --git a/notebooks/tutorials/04.experiments.ipynb b/notebooks/tutorials/04.experiments.ipynb
index e24b9602..886d0b30 100644
--- a/notebooks/tutorials/04.experiments.ipynb
+++ b/notebooks/tutorials/04.experiments.ipynb
@@ -880,7 +880,7 @@
             "source": [
                 "### Controlling other aspects of the simulation\n",
                 "\n",
-                "You can control other aspects of the simulation by passing specific paramters to the [generate()](http://www.yasserm.com/scml/scml2020docs/api/scml.oneshot.SCML2020OneShotWorld.html?scml.oneshot.SCML2020OneShotWorld.generate#scml.oneshot.SCML2020OneShotWorld.generate) method or the [World constructor](http://www.yasserm.com/scml/scml2020docs/api/scml.oneshot.SCML2020OneShotWorld.html?) directly. \n",
+                "You can control other aspects of the simulation by passing specific paramters to the [generate()](https://scml.readthedocs.io/en/latest/api/scml.oneshot.SCML2020OneShotWorld.html?scml.oneshot.SCML2020OneShotWorld.generate#scml.oneshot.SCML2020OneShotWorld.generate) method or the [World constructor](https://scml.readthedocs.io/en/latest/api/scml.oneshot.SCML2020OneShotWorld.html?) directly. \n",
                 "\n",
                 "Here is an example in which we use `generate()` and fix the inital balance of all agents to $1000$ while fixing the production cost of everyone to $20$, increasing the number of production lines to $20$, and setting the number of simulation steps (days) to $40$ while making all negotiations go for $100$ steps instead of $20$ keeping the number of negotiation steps per day at $101$ which means that negotiations are still guaranteed to finish within the same day in which they are started. This configuration is very different than the one used by default in the official competition but you can decide to test it:"
             ]
@@ -1199,7 +1199,7 @@
             "source": [
                 "### Controlling Profiles\n",
                 "\n",
-                "In the previous example, we used `generae()` to do our bidding instead of directly calling the world constructore. Why? The main reason is that `generate()` creates profiles and exogenous contracts compatible with our settings so that it is possible --- in principly --- to make money in the generated world. Moreover, this is controllable by its parameters (see `profit_*` parameters [here](http://www.yasserm.com/scml/scml2020docs/api/scml.oneshot.SCML2020OneShotWorld.html?scml.oneshot.SCML2020OneShotWorld.generate#scml.oneshot.SCML2020OneShotWorld.generate)). We can push things a little further by controlling the profile of each agent independently (which in this case is just its production cost). We will generate a world in which agents have costs from $1$ to $7$.\n"
+                "In the previous example, we used `generae()` to do our bidding instead of directly calling the world constructore. Why? The main reason is that `generate()` creates profiles and exogenous contracts compatible with our settings so that it is possible --- in principly --- to make money in the generated world. Moreover, this is controllable by its parameters (see `profit_*` parameters [here](https://scml.readthedocs.io/en/latest/api/scml.oneshot.SCML2020OneShotWorld.html?scml.oneshot.SCML2020OneShotWorld.generate#scml.oneshot.SCML2020OneShotWorld.generate)). We can push things a little further by controlling the profile of each agent independently (which in this case is just its production cost). We will generate a world in which agents have costs from $1$ to $7$.\n"
             ]
         },
         {
@@ -1547,7 +1547,7 @@
             "source": [
                 "You can confirm for yourself that this is exactly what we expected.\n",
                 "\n",
-                "Let's first discuss the profile. In `SCML2021World`, an agent's profile consists of the production cost **per line per product**. You can see the full definition [here](http://www.yasserm.com/scml/scml2020docs/api/scml.scml2020.FactoryProfile.html). That is why we needed to create a 2D array of costs.\n",
+                "Let's first discuss the profile. In `SCML2021World`, an agent's profile consists of the production cost **per line per product**. You can see the full definition [here](https://scml.readthedocs.io/en/latest/api/scml.scml2020.FactoryProfile.html). That is why we needed to create a 2D array of costs.\n",
                 "\n",
                 "Exogenous contract structure is self explanatory. You have to specify the product, delivery time, quantity, and unit price. Moreover, you have to specify the time at which this contract is revealed to its agent (which must be before or at the delivery time step). The one thing you should be careful about is setting the *buyer* to $-1$ for exogenous sales and the *seller* to $-1$ for exogenous supplies. You can in principle have exogenous contracts in the middle of the chain but we do not do that usually.\n",
                 "\n",
diff --git a/notebooks/tutorials/06.ideas.ipynb b/notebooks/tutorials/06.ideas.ipynb
index b2e22d18..60043e14 100644
--- a/notebooks/tutorials/06.ideas.ipynb
+++ b/notebooks/tutorials/06.ideas.ipynb
@@ -1,491 +1,491 @@
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+            "metadata": {
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+                    "iopub.execute_input": "2022-02-16T09:27:25.444203Z",
+                    "iopub.status.busy": "2022-02-16T09:27:25.443113Z",
+                    "iopub.status.idle": "2022-02-16T09:27:27.988768Z",
+                    "shell.execute_reply": "2022-02-16T09:27:27.989862Z"
+                },
+                "papermill": {
+                    "duration": 2.577094,
+                    "end_time": "2022-02-16T09:27:27.990242",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:27:25.413148",
+                    "status": "completed"
+                },
+                "tags": [
+                    "remove_cell"
+                ]
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            ""
+                        ],
+                        "text/plain": [
+                            ""
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "%matplotlib inline\n",
+                "import warnings\n",
+                "warnings.filterwarnings('ignore')\n",
+                "# setup disply parameters\n",
+                "from matplotlib import pylab as plt\n",
+                "import seaborn as sns\n",
+                "from matplotlib.ticker import StrMethodFormatter\n",
+                "float_formatter = StrMethodFormatter('{x:0.03f}')\n",
+                "from IPython.core.display import display, HTML\n",
+                "display(HTML(\"\"))\n",
+                "SMALL_SIZE = 14\n",
+                "MEDIUM_SIZE = 16\n",
+                "BIGGER_SIZE = 20\n",
+                "\n",
+                "plt.rc('font', size=SMALL_SIZE)          # controls default text sizes\n",
+                "plt.rc('axes', titlesize=SMALL_SIZE)     # fontsize of the axes title\n",
+                "plt.rc('axes', labelsize=MEDIUM_SIZE)    # fontsize of the x and y labels\n",
+                "plt.rc('xtick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+                "plt.rc('ytick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+                "plt.rc('legend', fontsize=SMALL_SIZE)    # legend fontsize\n",
+                "plt.rc('figure', titlesize=BIGGER_SIZE)  # fontsize of the figure title\n",
+                "plt.rc('figure', figsize=(18, 6)) # set figure size\n",
+                "plt.rc(\"animation\", html=\"html5\")\n"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "compressed-closure",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.019826,
+                    "end_time": "2022-02-16T09:27:28.025675",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:27:28.005849",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "## Ideas for developing your agent (Standard)\n",
+                "\n",
+                "This section of the tutorials will discuss some possible ideas for developing your agent. It is completely optional to read this but it may provide some directions that help you in your quest. We will assume that you are using the component based approach discussed in the second tutorial.\n",
+                "\n",
+                "Let's start by reminding ourselves of the agent decomposition used by built in agents (check this [video](https://youtu.be/3xwR-aPZSb0) explains the main components in details).\n"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 2,
+            "id": "ahead-remedy",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:27:28.067485Z",
+                    "iopub.status.busy": "2022-02-16T09:27:28.064550Z",
+                    "iopub.status.idle": "2022-02-16T09:27:28.071235Z",
+                    "shell.execute_reply": "2022-02-16T09:27:28.072408Z"
+                },
+                "papermill": {
+                    "duration": 0.031534,
+                    "end_time": "2022-02-16T09:27:28.074141",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:27:28.042607",
+                    "status": "completed"
+                },
+                "run_control": {
+                    "marked": true
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            ""
+                        ],
+                        "text/plain": [
+                            ""
+                        ]
+                    },
+                    "execution_count": 2,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "from IPython.display import HTML\n",
+                "HTML('')"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "northern-cooler",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.015035,
+                    "end_time": "2022-02-16T09:27:28.104634",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:27:28.089599",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "The three main components of an agent in this decomposition are the trading strategy, negotiation control strategy and production strategy. \n",
+                "\n",
+                "The trading strategy decides what should the agent buy and sell (the *trading schedule*) and the negotiation control strategy takes that as input and uses it to drive negotiations in order to carry out this plan. The production strategy controls the factory by deciding how many items to produce at every time step (based on existing inventory and the trading schedule).\n",
+                "\n",
+                "We will discuss ideas for improving each one of these three components separately.\n",
+                "\n",
+                "Before diving into these ideas, it is important to note that the overall performance of the agent does not come from having one perfect component but from harmony between all the components constituting it. For example, a trading strategy that generates a perfect trading schedule is useless without a negotiation control strategy capable of achieving that schedule. "
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "automotive-capability",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.014874,
+                    "end_time": "2022-02-16T09:27:28.134588",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:27:28.119714",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "### Trading Strategy\n",
+                "Representing the planning department of a company, the trading strategy seems like the obvious target of improvement. \n",
+                "This figure shows the outputs of the trading strategy and the three examples implemented in the `scml` package."
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 3,
+            "id": "changed-lecture",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:27:28.175372Z",
+                    "iopub.status.busy": "2022-02-16T09:27:28.170515Z",
+                    "iopub.status.idle": "2022-02-16T09:27:28.184444Z",
+                    "shell.execute_reply": "2022-02-16T09:27:28.183149Z"
+                },
+                "papermill": {
+                    "duration": 0.035967,
+                    "end_time": "2022-02-16T09:27:28.184691",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:27:28.148724",
+                    "status": "completed"
+                },
+                "run_control": {
+                    "marked": true
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            ""
+                        ],
+                        "text/plain": [
+                            ""
+                        ]
+                    },
+                    "execution_count": 3,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "from IPython.display import HTML\n",
+                "HTML('')"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "heated-southwest",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.016291,
+                    "end_time": "2022-02-16T09:27:28.219449",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:27:28.203158",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "The best trading strategy used by the built-in agents is the `PredictionBasedTradingStrategy` and we will focus on it as it seems the most amenable to improvement.\n",
+                "\n",
+                "This trading strategy uses two components, a `TradePredictionStrategy` that predicts the amount of trade on the input and output products of the agent as a function of the simulation step, and an `ERPredictionStrategy` predicting the quantity that will actually be executed from a contract. These predictions are both set to constants for the built-in component. This immediately suggests the following ideas\n",
+                "\n",
+                "#### IDEA 1: Improve trade prediction\n",
+                "The only `TradePredictionStrategy` implemented in `scml` is the `FixedTradePredictionStrategy` which predicts trade at a fixed amount in every product at every step (currently set to half the number of lines: $5$). This can definitely be improved.\n",
+                "\n",
+                "1. Train a regressor (e.g. a [scikit-learn](https://scikit-learn.org/stable/user_guide.html) regressor) on many worlds to receive the product number and the fraction of the simulation steps passed and predict the amount of trade and use this regressor in real time (or store its results in a table that you can [load in real time](https://scml.readthedocs.io/en/latest/faq.html#how-can-i-access-a-data-file-in-my-package)).\n",
+                "2. Improve the regressor using incremental learning in real time during world simulation. This may not be very effective in short simulations but we will simulate up to $200$ steps so it may improve performance.\n",
+                "\n",
+                "#### IDEA 2: Improve execution rate prediction\n",
+                "The only `ERPredictionStrategy` implemented in the system is the `FixedERPredictionStrategy` which will expect that half of the quantity in any contract will be executed. This can easily be improved using several approaches.\n",
+                "\n",
+                "1. Use the financial reports of your suppliers and consumers to predict the possibility that they will breach contracts in the future. Again you can train a regressor that receives few past financial reports and predicts future behavior using simulations against a variety of agents (including your own!) and then load it in real time. \n",
+                "2. Use more general market conditions for prediction of actual trade amount and base your prediction of the contract execution rate on that.\n",
+                "\n",
+                "#### IDEA3: Improve the logic of the trading strategy\n",
+                "The `PredictionBasedTradingStrategy` just uses the `TradePredictionStrategy` and `ERPredictionStrategy` directly for deciding trade but that need not be the optimal thing to do. It may be possible to change that logic of the trading strategy itself to add a higher level of control over the outputs of these base prediction strategies. "
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "broadband-venezuela",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.019551,
+                    "end_time": "2022-02-16T09:27:28.257622",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:27:28.238071",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "### Negotiation Manager\n",
+                "This is a *negotiation* competition and it seems fit to focus our efforts on negotiation. Moreover, as we indicated earlier, having the perfect trade schedule coming out from the trading strategy is useless for the agent if it cannot negotiate effectively to achieve that schedule.\n",
+                "\n",
+                "The negotiation control strategy consists of two main components:\n",
+                "\n",
+                "* **Negotiation Manager** responsible of requesting negotiations as needed and responding to such requests\n",
+                "* **Negotiation Algorithm** which can be implemented using one or more `negmas` [SAOController](https://negmas.readthedocs.io/en/latest/modules/sao.html?highlight=Controller#module-negmas.sao) or directly using `negmas` [SAONegotiator](https://negmas.readthedocs.io/en/latest/modules/sao.html?highlight=Negotiator#module-negmas.sao). This [video](https://youtu.be/10Rjl3ikaDU) describes available controllers and negotiators and of course you can - and should - design your own.\n",
+                "\n",
+                "This figure shows the two inputs you need to define for any negotiation manager: `target_quantity` and `acceptable_unit_price`. Their names are self-descriptive. "
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 4,
+            "id": "radical-usage",
+            "metadata": {
+                "execution": {
+                    "iopub.execute_input": "2022-02-16T09:27:28.304647Z",
+                    "iopub.status.busy": "2022-02-16T09:27:28.303345Z",
+                    "iopub.status.idle": "2022-02-16T09:27:28.311530Z",
+                    "shell.execute_reply": "2022-02-16T09:27:28.310748Z"
+                },
+                "papermill": {
+                    "duration": 0.030676,
+                    "end_time": "2022-02-16T09:27:28.312013",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:27:28.281337",
+                    "status": "completed"
+                },
+                "run_control": {
+                    "marked": true
+                },
+                "tags": []
+            },
+            "outputs": [
+                {
+                    "data": {
+                        "text/html": [
+                            ""
+                        ],
+                        "text/plain": [
+                            ""
+                        ]
+                    },
+                    "execution_count": 4,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "from IPython.display import HTML\n",
+                "HTML('')"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "visible-entrance",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.015622,
+                    "end_time": "2022-02-16T09:27:28.347664",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:27:28.332042",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "Built-in negotiation managers are intentionally pretty basic. It may be that this is the point of improvement that has the highest probability of leading to winning agents (that may not be true though as the trading strategy seems as important). Here are some ideas for improving the negotiation control strategy\n",
+                "\n",
+                "#### IDEA 4: Improve the negotiation manager\n",
+                "The negotiation manager responsible of starting and accepting negotiations in `scml` is extremely basic. \n",
+                "\n",
+                "1. It uses a target quantity that is set directly as the difference between needs and secured quantity and it does not take into account in any way running negotiations. You can access running negotiations using `self.negotiations` and standing negotiation requests using `self.negotiation_requests`. \n",
+                "2. It always negotiates with everybody. You can use financial reports to decide whom to negotiate with.\n",
+                "3. It uses fixed ranges for negotiation issues. You can try to dynamically decide the ranges allowed for negotiation issues based on market conditions. For example, you can set the range of prices based on your estimate of the current trading price of products.\n",
+                "\n",
+                "#### IDEA 5 Improve signing strategy\n",
+                "Deciding what to sign is not strictly a part of the negotiation strategy but it needs to be implemented to respond to `sign_all_contracts`. Currently, it is handled by the trading strategy but you can override that by providing your own `SigningStrategy` that overrides `sign_all_contracts`. \n",
+                "\n",
+                "All negotiations in a single simulation step run in parallel. This means that the negotiation manager is prone to over-contracting. This can then be corrected using a `SigningStrategy` that intelligently decides what to sign. \n",
+                "\n",
+                "\n"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "broke-stocks",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.030015,
+                    "end_time": "2022-02-16T09:27:28.399169",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:27:28.369154",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "### Negotiation Algorithm\n",
+                "All built in negotiations are conducted using either simple negotiation algorithm (e.g. time-based strategy, naive tit-for-tat implementation, ...) or a simple `negmas` built in controller. None of the adequately handles the two main challenges: concurrent negotiations within a single simulation step and taking into account future negotiation opportunities. \n",
+                "\n",
+                "#### IDEA 6: Improve concurrent negotiation control\n",
+                "The `StepController` is the negotiation algorithm used by the `StepNegotiationManager` employed by the `DecentralizingAgent` (the top built-in agent). It instantiates one controller to handle buying and another to handle selling *for each simulation step*. These controllers rely heavily on the `SAOSyncController` of `negmas` using a time-based meta-negotiation strategy. That is a very simple algorithm that is not expected to effectively handle concurrent negotiations. Try to find a way to either *coordinate* the behavior of multiple autonomous negotiators each simulation step or to centrally *control* these negotiators to achieve the preset target. \n",
+                "\n",
+                "#### IDEA 7: Improve sequential negotiation control\n",
+                "Agents in SCML negotiate repeatedly. This means that the utility of any offer in any negotiation does not only depend on current market conditions but also in expected future negotiations. Built-in agents side step the need to take that into account during negotiation by having a trading strategy and a negotiation manager set their targets for them rendering negotiations in every simulation step independent from future negotiations (given the targets). This is clearly a simplistic heuristic. Try to find a way to take future negotiations into account when designing your agent. One way to do that is to have them affect the utility function used by your controller/negotiator.\n",
+                "\n",
+                "#### IDEA 8: Improve the utility functions used\n",
+                "The `IndependentNegotiationManager` uses linear independent utility functions with a simple time-base negotiation (`AspirationNegotiator`) for all of its negotiations. The other two negotiation managers employ controllers that define their utilities linearly using some built-in fixed weights for price and quantity. That is obviously suboptimal. \n",
+                "1. Try to improve the utility function used by either the negotiators or the controller (depending on the negotiation manager you use) to achieve higher expected utilities.\n",
+                "2. Try to take the identity of the agent you are negotiating with into account in your utility calculations. A contract with a *trustworthy* agent has more utility than one with a *non-trustworthy* agent. You can use the financial reports of agents to judge their *trustworthiness*."
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "recognized-american",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.030693,
+                    "end_time": "2022-02-16T09:27:28.499961",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:27:28.469268",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "### Production Strategy\n",
+                "That is the simplest of the three components. There are two main production strategies in `scml` as described earlier in the second tutorial: supply based or demand based production strategies. \n",
+                "\n",
+                "#### IDEA 9: Base production decisions on trading prices (as well as contracts).\n",
+                "Given that disposal cost is zero and storage capacity is infinite, it seems that the only optimization you can do is to avoid over production. Production has cost so over production may not be a good idea. On the other hand, the inventory is valued in SCML 2020 at half the trading price which means that it may be a good idea to convert inputs to outputs (even if you do not sell that output) if the difference in trading prices at the end of simulation offsets your production costs. Try creating a production strategy that takes this effect into account switching between supply based and demand based production using a estimate of the final trading prices of its input and output products."
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "structured-employer",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.021512,
+                    "end_time": "2022-02-16T09:27:28.546266",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:27:28.524754",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "source": [
+                "## Ideas for developing you agent (OneShot)\n",
+                "The one shot game is simpler than the standard game but it is still a challenging problem. Here are some ideas that you can use for your agent:\n",
+                "\n",
+                "### IDEA 10: Learn the acceptance strategy of your partners\n",
+                "You negotiate with the same partners (suppliers, and consumers) repeatedly. Moreover, each supplier/consumer is driven partially by a stable set of variables (e.g. exogenous contract's mean quantity, production cost, disposal cost, and delivery cost). This means that you can learn what kinds of agreements will each one of them be able to accept over time and adjust your negotiation behavior specifically to each of them.\n",
+                "\n",
+                "### IDEA 11: Predict future market conditions\n",
+                "The trading prices are public information this year. This means you should be able to extrapolate future market conditions and use this to adapt your behavior. Even though your profits in every step are independent from the future, your concession strategy may depend on your expectation about the future of the market.\n",
+                "\n",
+                "\n",
+                "\n",
+                "## Final Remarks\n",
+                "The ideas presented above are, by no means, exclusive or comprehensive. You can combine them and add new ones or you may like any of them. The main reason we present these ideas is to *challenge you to come with better ones*. \n"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": null,
+            "id": "allied-cotton",
+            "metadata": {
+                "papermill": {
+                    "duration": 0.031989,
+                    "end_time": "2022-02-16T09:27:28.607341",
+                    "exception": false,
+                    "start_time": "2022-02-16T09:27:28.575352",
+                    "status": "completed"
+                },
+                "tags": []
+            },
+            "outputs": [],
+            "source": []
+        }
+    ],
+    "metadata": {
+        "celltoolbar": "Tags",
+        "kernelspec": {
+            "display_name": "scml",
+            "language": "python",
+            "name": "scml"
+        },
+        "language_info": {
+            "codemirror_mode": {
+                "name": "ipython",
+                "version": 3
+            },
+            "file_extension": ".py",
+            "mimetype": "text/x-python",
+            "name": "python",
+            "nbconvert_exporter": "python",
+            "pygments_lexer": "ipython3",
+            "version": "3.11.1"
+        },
+        "papermill": {
+            "default_parameters": {},
+            "duration": 5.690863,
+            "end_time": "2022-02-16T09:27:29.145139",
+            "environment_variables": {},
+            "exception": null,
+            "input_path": "/Users/yasser/code/projects/scml/notebooks/tutorials/06.ideas.ipynb",
+            "output_path": "/Users/yasser/code/projects/scml/notebooks/tutorials/06.ideas.ipynb",
+            "parameters": {},
+            "start_time": "2022-02-16T09:27:23.454276",
+            "version": "2.3.4"
+        },
+        "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": false
+        }
     },
-    "papermill": {
-     "duration": 2.577094,
-     "end_time": "2022-02-16T09:27:27.990242",
-     "exception": false,
-     "start_time": "2022-02-16T09:27:25.413148",
-     "status": "completed"
-    },
-    "tags": [
-     "remove_cell"
-    ]
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       ""
-      ],
-      "text/plain": [
-       ""
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%matplotlib inline\n",
-    "import warnings\n",
-    "warnings.filterwarnings('ignore')\n",
-    "# setup disply parameters\n",
-    "from matplotlib import pylab as plt\n",
-    "import seaborn as sns\n",
-    "from matplotlib.ticker import StrMethodFormatter\n",
-    "float_formatter = StrMethodFormatter('{x:0.03f}')\n",
-    "from IPython.core.display import display, HTML\n",
-    "display(HTML(\"\"))\n",
-    "SMALL_SIZE = 14\n",
-    "MEDIUM_SIZE = 16\n",
-    "BIGGER_SIZE = 20\n",
-    "\n",
-    "plt.rc('font', size=SMALL_SIZE)          # controls default text sizes\n",
-    "plt.rc('axes', titlesize=SMALL_SIZE)     # fontsize of the axes title\n",
-    "plt.rc('axes', labelsize=MEDIUM_SIZE)    # fontsize of the x and y labels\n",
-    "plt.rc('xtick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
-    "plt.rc('ytick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
-    "plt.rc('legend', fontsize=SMALL_SIZE)    # legend fontsize\n",
-    "plt.rc('figure', titlesize=BIGGER_SIZE)  # fontsize of the figure title\n",
-    "plt.rc('figure', figsize=(18, 6)) # set figure size\n",
-    "plt.rc(\"animation\", html=\"html5\")\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "compressed-closure",
-   "metadata": {
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-   "source": [
-    "## Ideas for developing your agent (Standard)\n",
-    "\n",
-    "This section of the tutorials will discuss some possible ideas for developing your agent. It is completely optional to read this but it may provide some directions that help you in your quest. We will assume that you are using the component based approach discussed in the second tutorial.\n",
-    "\n",
-    "Let's start by reminding ourselves of the agent decomposition used by built in agents (check this [video](https://youtu.be/3xwR-aPZSb0) explains the main components in details).\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "ahead-remedy",
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-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "from IPython.display import HTML\n",
-    "HTML('')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "northern-cooler",
-   "metadata": {
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-    "The three main components of an agent in this decomposition are the trading strategy, negotiation control strategy and production strategy. \n",
-    "\n",
-    "The trading strategy decides what should the agent buy and sell (the *trading schedule*) and the negotiation control strategy takes that as input and uses it to drive negotiations in order to carry out this plan. The production strategy controls the factory by deciding how many items to produce at every time step (based on existing inventory and the trading schedule).\n",
-    "\n",
-    "We will discuss ideas for improving each one of these three components separately.\n",
-    "\n",
-    "Before diving into these ideas, it is important to note that the overall performance of the agent does not come from having one perfect component but from harmony between all the components constituting it. For example, a trading strategy that generates a perfect trading schedule is useless without a negotiation control strategy capable of achieving that schedule. "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "automotive-capability",
-   "metadata": {
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-   "source": [
-    "### Trading Strategy\n",
-    "Representing the planning department of a company, the trading strategy seems like the obvious target of improvement. \n",
-    "This figure shows the outputs of the trading strategy and the three examples implemented in the `scml` package."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "changed-lecture",
-   "metadata": {
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-       ""
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-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
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-   ],
-   "source": [
-    "from IPython.display import HTML\n",
-    "HTML('')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "heated-southwest",
-   "metadata": {
-    "papermill": {
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-    "The best trading strategy used by the built-in agents is the `PredictionBasedTradingStrategy` and we will focus on it as it seems the most amenable to improvement.\n",
-    "\n",
-    "This trading strategy uses two components, a `TradePredictionStrategy` that predicts the amount of trade on the input and output products of the agent as a function of the simulation step, and an `ERPredictionStrategy` predicting the quantity that will actually be executed from a contract. These predictions are both set to constants for the built-in component. This immediately suggests the following ideas\n",
-    "\n",
-    "#### IDEA 1: Improve trade prediction\n",
-    "The only `TradePredictionStrategy` implemented in `scml` is the `FixedTradePredictionStrategy` which predicts trade at a fixed amount in every product at every step (currently set to half the number of lines: $5$). This can definitely be improved.\n",
-    "\n",
-    "1. Train a regressor (e.g. a [scikit-learn](https://scikit-learn.org/stable/user_guide.html) regressor) on many worlds to receive the product number and the fraction of the simulation steps passed and predict the amount of trade and use this regressor in real time (or store its results in a table that you can [load in real time](http://www.yasserm.com/scml/scml2020docs/faq.html#how-can-i-access-a-data-file-in-my-package)).\n",
-    "2. Improve the regressor using incremental learning in real time during world simulation. This may not be very effective in short simulations but we will simulate up to $200$ steps so it may improve performance.\n",
-    "\n",
-    "#### IDEA 2: Improve execution rate prediction\n",
-    "The only `ERPredictionStrategy` implemented in the system is the `FixedERPredictionStrategy` which will expect that half of the quantity in any contract will be executed. This can easily be improved using several approaches.\n",
-    "\n",
-    "1. Use the financial reports of your suppliers and consumers to predict the possibility that they will breach contracts in the future. Again you can train a regressor that receives few past financial reports and predicts future behavior using simulations against a variety of agents (including your own!) and then load it in real time. \n",
-    "2. Use more general market conditions for prediction of actual trade amount and base your prediction of the contract execution rate on that.\n",
-    "\n",
-    "#### IDEA3: Improve the logic of the trading strategy\n",
-    "The `PredictionBasedTradingStrategy` just uses the `TradePredictionStrategy` and `ERPredictionStrategy` directly for deciding trade but that need not be the optimal thing to do. It may be possible to change that logic of the trading strategy itself to add a higher level of control over the outputs of these base prediction strategies. "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "broadband-venezuela",
-   "metadata": {
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-     "status": "completed"
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-   "source": [
-    "### Negotiation Manager\n",
-    "This is a *negotiation* competition and it seems fit to focus our efforts on negotiation. Moreover, as we indicated earlier, having the perfect trade schedule coming out from the trading strategy is useless for the agent if it cannot negotiate effectively to achieve that schedule.\n",
-    "\n",
-    "The negotiation control strategy consists of two main components:\n",
-    "\n",
-    "* **Negotiation Manager** responsible of requesting negotiations as needed and responding to such requests\n",
-    "* **Negotiation Algorithm** which can be implemented using one or more `negmas` [SAOController](http://yasserm.com/negmas/modules/sao.html?highlight=Controller#module-negmas.sao) or directly using `negmas` [SAONegotiator](http://yasserm.com/negmas/modules/sao.html?highlight=Negotiator#module-negmas.sao). This [video](https://youtu.be/10Rjl3ikaDU) describes available controllers and negotiators and of course you can - and should - design your own.\n",
-    "\n",
-    "This figure shows the two inputs you need to define for any negotiation manager: `target_quantity` and `acceptable_unit_price`. Their names are self-descriptive. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
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-    "from IPython.display import HTML\n",
-    "HTML('')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "visible-entrance",
-   "metadata": {
-    "papermill": {
-     "duration": 0.015622,
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-   "source": [
-    "Built-in negotiation managers are intentionally pretty basic. It may be that this is the point of improvement that has the highest probability of leading to winning agents (that may not be true though as the trading strategy seems as important). Here are some ideas for improving the negotiation control strategy\n",
-    "\n",
-    "#### IDEA 4: Improve the negotiation manager\n",
-    "The negotiation manager responsible of starting and accepting negotiations in `scml` is extremely basic. \n",
-    "\n",
-    "1. It uses a target quantity that is set directly as the difference between needs and secured quantity and it does not take into account in any way running negotiations. You can access running negotiations using `self.negotiations` and standing negotiation requests using `self.negotiation_requests`. \n",
-    "2. It always negotiates with everybody. You can use financial reports to decide whom to negotiate with.\n",
-    "3. It uses fixed ranges for negotiation issues. You can try to dynamically decide the ranges allowed for negotiation issues based on market conditions. For example, you can set the range of prices based on your estimate of the current trading price of products.\n",
-    "\n",
-    "#### IDEA 5 Improve signing strategy\n",
-    "Deciding what to sign is not strictly a part of the negotiation strategy but it needs to be implemented to respond to `sign_all_contracts`. Currently, it is handled by the trading strategy but you can override that by providing your own `SigningStrategy` that overrides `sign_all_contracts`. \n",
-    "\n",
-    "All negotiations in a single simulation step run in parallel. This means that the negotiation manager is prone to over-contracting. This can then be corrected using a `SigningStrategy` that intelligently decides what to sign. \n",
-    "\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "broke-stocks",
-   "metadata": {
-    "papermill": {
-     "duration": 0.030015,
-     "end_time": "2022-02-16T09:27:28.399169",
-     "exception": false,
-     "start_time": "2022-02-16T09:27:28.369154",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "### Negotiation Algorithm\n",
-    "All built in negotiations are conducted using either simple negotiation algorithm (e.g. time-based strategy, naive tit-for-tat implementation, ...) or a simple `negmas` built in controller. None of the adequately handles the two main challenges: concurrent negotiations within a single simulation step and taking into account future negotiation opportunities. \n",
-    "\n",
-    "#### IDEA 6: Improve concurrent negotiation control\n",
-    "The `StepController` is the negotiation algorithm used by the `StepNegotiationManager` employed by the `DecentralizingAgent` (the top built-in agent). It instantiates one controller to handle buying and another to handle selling *for each simulation step*. These controllers rely heavily on the `SAOSyncController` of `negmas` using a time-based meta-negotiation strategy. That is a very simple algorithm that is not expected to effectively handle concurrent negotiations. Try to find a way to either *coordinate* the behavior of multiple autonomous negotiators each simulation step or to centrally *control* these negotiators to achieve the preset target. \n",
-    "\n",
-    "#### IDEA 7: Improve sequential negotiation control\n",
-    "Agents in SCML negotiate repeatedly. This means that the utility of any offer in any negotiation does not only depend on current market conditions but also in expected future negotiations. Built-in agents side step the need to take that into account during negotiation by having a trading strategy and a negotiation manager set their targets for them rendering negotiations in every simulation step independent from future negotiations (given the targets). This is clearly a simplistic heuristic. Try to find a way to take future negotiations into account when designing your agent. One way to do that is to have them affect the utility function used by your controller/negotiator.\n",
-    "\n",
-    "#### IDEA 8: Improve the utility functions used\n",
-    "The `IndependentNegotiationManager` uses linear independent utility functions with a simple time-base negotiation (`AspirationNegotiator`) for all of its negotiations. The other two negotiation managers employ controllers that define their utilities linearly using some built-in fixed weights for price and quantity. That is obviously suboptimal. \n",
-    "1. Try to improve the utility function used by either the negotiators or the controller (depending on the negotiation manager you use) to achieve higher expected utilities.\n",
-    "2. Try to take the identity of the agent you are negotiating with into account in your utility calculations. A contract with a *trustworthy* agent has more utility than one with a *non-trustworthy* agent. You can use the financial reports of agents to judge their *trustworthiness*."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "recognized-american",
-   "metadata": {
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-     "duration": 0.030693,
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-     "status": "completed"
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-   "source": [
-    "### Production Strategy\n",
-    "That is the simplest of the three components. There are two main production strategies in `scml` as described earlier in the second tutorial: supply based or demand based production strategies. \n",
-    "\n",
-    "#### IDEA 9: Base production decisions on trading prices (as well as contracts).\n",
-    "Given that disposal cost is zero and storage capacity is infinite, it seems that the only optimization you can do is to avoid over production. Production has cost so over production may not be a good idea. On the other hand, the inventory is valued in SCML 2020 at half the trading price which means that it may be a good idea to convert inputs to outputs (even if you do not sell that output) if the difference in trading prices at the end of simulation offsets your production costs. Try creating a production strategy that takes this effect into account switching between supply based and demand based production using a estimate of the final trading prices of its input and output products."
-   ]
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-  {
-   "cell_type": "markdown",
-   "id": "structured-employer",
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-   "source": [
-    "## Ideas for developing you agent (OneShot)\n",
-    "The one shot game is simpler than the standard game but it is still a challenging problem. Here are some ideas that you can use for your agent:\n",
-    "\n",
-    "### IDEA 10: Learn the acceptance strategy of your partners\n",
-    "You negotiate with the same partners (suppliers, and consumers) repeatedly. Moreover, each supplier/consumer is driven partially by a stable set of variables (e.g. exogenous contract's mean quantity, production cost, disposal cost, and delivery cost). This means that you can learn what kinds of agreements will each one of them be able to accept over time and adjust your negotiation behavior specifically to each of them.\n",
-    "\n",
-    "### IDEA 11: Predict future market conditions\n",
-    "The trading prices are public information this year. This means you should be able to extrapolate future market conditions and use this to adapt your behavior. Even though your profits in every step are independent from the future, your concession strategy may depend on your expectation about the future of the market.\n",
-    "\n",
-    "\n",
-    "\n",
-    "## Final Remarks\n",
-    "The ideas presented above are, by no means, exclusive or comprehensive. You can combine them and add new ones or you may like any of them. The main reason we present these ideas is to *challenge you to come with better ones*. \n"
-   ]
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