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"# Portfolio Optimization using Reverse Quantum Annealing"
]
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"## Introduction\n",
"\n",
"This chapter presents the utilization of Reverse Quantum Annealing for resolving portfolio optimization issues through the utilization of OpenJij. Reverse Quantum Annealing is an approach that amalgamates classical optimization methodologies with quantum annealing. The chapter is structured in the following manner: We will elaborate on the methods of resolving portfolio optimization problems through classical algorithms, standard quantum annealing, and reverse quantum annealing. Subsequently, we contrast the outcomes obtained from these techniques. Throughout the chapter, we will describe the implementation of quantum annealing via OpenJij and accentuate any potential limitations or caveats of the numerical experiments.\n",
"\n",
"*Note: Note: Execution of this content requires OpenJij version 0.4.9 or higher. If necessary, please execute the following command to update OpenJij prior to proceeding with this notebook.*\n",
"\n",
"```bash\n",
"pip install -U openjij\n",
"```"
]
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"## Portfolio Optimization\n",
"\n",
" In the realm of asset management, investors strive to achieve substantial returns while minimizing risk as much as feasible. \n",
" Consequently, a prevalent approach is to construct a diversified investment portfolio by integrating assets with moderate returns but minimal (or no) risk and assets with substantial expected returns but also substantial risk. \n",
"\n",
" In this scenario, an optimal portfolio must be chosen in order to achieve the maximal profit for a given level of risk or to minimize the risk while obtaining the same profit.\n",
" One of the most widely utilized methodologies currently is the Modern Portfolio Theory proposed by Markowitz.\n",
" This method takes into account the interdependencies among the stocks comprising the portfolio and aims to minimize their covariance [1].\n",
"\n",
" $$\n",
" \\min \\sum_{i=1}^{N}\\sum_{j=1}^{N}w_{i}w_{j}\\sigma_{ij}; \\quad \\sum_{i=1}^{N}W_{i}=1; \\quad \\sum_{i=1}^{N}W_{i}\\mu_{i}=R\n",
" $$\n",
"\n",
" $W_i, \\sigma_{ij}, \\mu_i$, and $R$ denote the weight of each stock in the portfolio, the covariance among the stocks, the expected return of each stock, and the total return of the portfolio, respectively.\n",
"\n",
" Here, the Sharpe ratio is a widely-utilized metric for assessing the performance of a portfolio.\n",
"\n",
" ### Sharpe Ratio\n",
"\n",
" The Sharpe ratio, proposed by William Sharpe in 1966 [3], is a metric for evaluating the efficiency of an investment, applied to both individual stocks and portfolios. It is defined as follows\n",
"\n",
" $$\n",
" S = \\frac{\\bar{r}-r_0}{\\sigma}\n",
" $$\n",
"\n",
" Here, $\\bar{r}$ represents the average rate of return over a specified time period, typically calculated using the mean of monthly or annual returns. \n",
" $r_0$ is the rate of return in the risk-free context, usually represented by the interest rate of a stable government bond. \n",
" $\\sigma$ denotes volatility, which is the degree of fluctuation in asset values. \n",
"\n",
" The calculation of the Sharpe ratio varies depending on the situation, and the methodologies for determining return and volatility may include using simple returns calculated from asset price $P$ as $r=P(t+1)/P(t) - 1$, or log returns calculated as $r=log[P(t+1)/P(t)]$. \n",
" Also volatility can be determined from price changes or from the rate of return. \n",
" For a more comprehensive examination of these methodologies, please refer to literature and resources about financial engineering and market analysis.\n",
"\n",
" ### Portfolio Evaluation and Optimization\n",
"\n",
" As per the definition of the Sharpe ratio, a high value connotes high returns or low risk (volatility). \n",
" Among portfolios constructed from a given set of stocks, the combination that attains the highest Sharpe ratio can be considered as the combination that yields the highest returns per a unit of risk. \n",
" Thus, the problem of portfolio optimization can be rephrased as the problem of maximizing the Sharpe ratio under a given constraint. \n",
"\n",
" In practice, this optimization process involves identifying stocks and determining the proportion of investment allocated to each stock. \n",
" In other words, it is a combinatorial optimization problem that involves determining the selection of stocks and the weight assigned to each stock. \n",
" For simplicity, this tutorial will adopt a strategy in which each stock is assigned an equal weight, as per the referenced paper [2]. \n",
" We select $N$ stocks out of a total of $M$ stocks and find the combination that maximizes the Sharpe ratio. \n",
" Then, the problem can be formulated into the QUBO form as follows.\n",
"\n",
" $$\n",
" \\mathcal{O}(\\boldsymbol{q})=\\sum_{i=1}^{N}a_{i}q_{i}+\\sum_{i=1}^{N}\\sum_{j=i+1}^{N}b_{ij}q_{i}q_{j}\n",
" $$\n",
"\n",
" Here, $q_{i}$ is a binary variable that denotes the selection of each stock, where a value of $1$ indicates inclusion in the portfolio and a value of $0$ indicates non-inclusion. \n",
" $a_i$ is the score of attractiveness, derived from the performance of the individual stock, and $b_{ij}$ represents the fines or bonuses as determined by the pairwise correlation between stocks. \n",
"\n",
" The specific values of $A_i$ and $B_{ij}$ are established in accordance with the Table 1 below."
]
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" "
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" The $a_i$ groups in this table are criteria established by the portfolio's creators, with stocks ordered by their attractiveness.\n",
" The table displays the groups formed when they are ranked and divided equally. \n",
" The attractiveness criterion can also incorporate factors such as a high rate of return, but for this tutorial, we simply use the order of individual stocks based on the Sharpe ratio. \n",
" $B_{ij}$ is determined by the value of the component $\\rho_{ij}$ of the correlation matrix obtained from the time series of log returns. \n",
"\n",
" By performing quantum annealing using this QUBO, we should be able to obtain the optimal portfolio. \n",
" If multiple stocks are selected, a constraint on the number of stocks can be added. \n",
" However, as described in the referenced paper [2], when constraints are added to the QUBO using this method, the large interaction (penalty) introduced can also affect the annealing performance and the final results obtained. \n",
" In a real-world scenario, the number of stocks in the optimal portfolio is unknown, thus, this tutorial performs the same optimization without any restriction on the number of stocks."
]
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"## Portfolio Optimization with Reverse Quantum Annealing\n",
"\n",
"The problem of portfolio optimization in the real world is to select a subset of stocks from a market with a vast array of options. \n",
"Additionally, due to the huge number of possible stock combinations, it is likely that there exist numerous local minima, which correspond portfolios with Sharpe ratios that are quite close to the maximum. \n",
"Conventional algorithms, when trapped in the trough of such an energy landscape, need a significant amount of time and resources to escape. \n",
"To circumvent the above issue and solve portfolio optimization problems more efficiently, computational methods such as quantum annealing, which can handle a large number of correlations and are less prone to getting trapped in local minima, are more effective. \n",
"\n",
"However, as demonstrated in the reference paper [2], when only simple forward annealing is used, the time required to reach the optimal solution increases dramatically as the number of issues increases. \n",
"This is because the difference in energy between the optimal solution and local minima with a Sharpe ratio close to the optimal solution is small. \n",
"Due to a high potential barrier between these levels with almost no energy change, transition from local minima to optimal require a longer time.\n",
"Furthermore, in actual quantum annealing machines, the system may be excited by thermal noise or other factors during standard annealing, resulting in a deviation from the intended time evolution and a final solution that is not truly optimal obtained.\n",
"\n",
"### Reverse Quantum Annealing\n",
"\n",
"One of the proposed methods for addressing the challenges associated with using quantum annealing in portfolio optimization is reverse quantum annealing. \n",
"As the name implies, this approach involves conducting quantum annealing in a manner that incorporates a step in the opposite direction of conventional forward annealing. \n",
"The time-dependent Hamiltonian of standard forward annealing is represented as\n",
"\n",
"$$\n",
"\\mathcal{H}_{\\mathrm{QA}}(t)=A[t]\\sum_{i=1}^N\\sigma_{i}^{\\mathrm{x}}+B[t]\\mathcal{H}_{\\chi-\\mathrm{Ising}}\n",
"$$\n",
"\n",
"where $A[t]$ is the magnitude of the transverse magnetic field applied to the system during annealing, and $B[t]$ represents the amplitude of the problem Hamiltonian $\\mathcal{H}_{\\chi-\\mathrm{Ising}}$, respectively. \n",
"As depicted in the following figure a), in the case of forward annealing, $A[t]$ is gradually decreased as the annealing progresses, and concurrently, $B[t]$ is made dominant.\n",
"At the completion of annealing, $A[t] = 0$."
]
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" "
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"In contrast, reverse annealing starts from $A[t]=0, B[t]=1$, as depicted in Figure b).\n",
"In this method, $B[t]$ is initially decreased, in contrast to the standard annealing.\n",
"This is referred to as the reverse phase.\n",
"In this phase, the system's energy is inversely increased, making it easier to tunnel the potential barrier between A and B, as illustrated in c).\n",
"After $A[t]$ and $B[t]$ reach a specific value, the system is kept in the same state and allowed to wait for a while. \n",
"This is referred to as the pause phase.\n",
"During this phase, a high energy state is maintained, increasing the likelihood of thermal hopping. \n",
"The potential barrier on the right side of B is also easily overcome.\n",
"This suggests that the possibility of escaping from the initial local minimum and reaching a near-optimal solution is increased. \n",
"Finally, the optimal solution is attained by conducting standard annealing in the forward phase, which once again makes $A[t]$ smaller and $B[t]$ larger.\n",
"In this protocol, the performance of the final solution may also be impacted by the value at which $A[t], B[t]$ is stopped in the reverse phase, the duration of each phase, etc."
]
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"### Portfolio Optimization Procedure with Reverse Quantum Annealing\n",
"\n",
"From the previous discussion, reverse annealing requires a reverse phase initial state.\n",
"While it can be used randomly generated initial states, it is predicted that the efficacy of the optimal solution search will be enhanced when a specific local minumu state is implemented.\n",
"The reference paper [2] employs the output generated by a conventional algorithm.\n",
"This tutorial will follow the method outlined in the reference paper [2], which entails the following steps. \n",
"\n",
"* Generation of data for stocks to be optimizaed\n",
"* Implementation of a classical algorithm and examination of its results\n",
"* Search for an optimal solution through standard forward annealing\n",
"* Search for an optimal solution through reverse quantum annealing\n",
"* Exploration of parameters for reverse quantum annealing"
]
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"## Generation of stock data and implementation of classical algorithms\n",
"\n",
"### Generation of stock data to be optimized\n",
"\n",
"We generate a chart of stocks by Brownian motion using the given initial values according to the method in reference paper [2]."
]
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"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import random\n",
"\n",
"#Magic numbers to generate assets\n",
"rho = 0.1 # input uniform correlation\n",
"mu = 0.075 # expected value\n",
"sigma = 0.15 # volatility/standard error\n",
"r0 = 0.015 # no risk return"
]
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"The motion of the chart at each time, as outlined in Appendix A of reference paper [2], is derived from the motion at the preceding time, as follows:\n",
"\n",
"$$\n",
"S(t_{n+1})=S(t_n)\\exp(\\mu-\\frac{1}{2}\\sigma^2)\\Delta t + \\sigma Z_n\\sqrt{\\Delta t}\n",
"$$\n",
"\n",
"where $Z_n$ is the multivariate normal distribution following the uniform correlation matrix ρ, constructed via the Cholesky decomposition. \n",
"\n",
"We shall now implement and run this equation, and plot the chart to observe its appearance. \n",
"By beginning with the same initial value and examining the 12-month trend, we can discern the overall behavior to spread out.\n",
"Additionally, we can observe certain stocks note any significant increases or decreases."
]
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# generate correlated normal probability variables, Zn\n",
"def createZvariables(N, rho):\n",
" rho_mat = np.full((N,N), rho)\n",
" rho_mat[range(N), range(N)] = 1.0\n",
" rho_chole = np.linalg.cholesky(rho_mat)\n",
" zNs_temp = np.random.normal(0, 1, (10000, N))\n",
" zNs = zNs_temp @ rho_chole\n",
" return zNs\n",
"\n",
"# generate Brownian motion of the chart\n",
"def GetNextSt(St, mu, sigma, zN):\n",
" Deltat = 1\n",
" scale = np.exp((mu-0.5*sigma*sigma)*Deltat + sigma*zN*np.sqrt(Deltat))\n",
" NextSt = St * scale\n",
" return NextSt\n",
"\n",
"Nassets = 48 # the number of stocks\n",
"chart = list()\n",
"ZList = list()\n",
"Zvariables = createZvariables(Nassets, rho)\n",
"Zlabels = random.sample([x for x in range(10000)], 12) #Z variable shuffle\n",
"\n",
"for label in Zlabels:\n",
" ZList.append(Zvariables[label])\n",
"\n",
"for iasset in range(Nassets):\n",
" chart_asset = [1.0] # initial value: 1.0 at relative price\n",
"\n",
" # simulate 12 steps (12 months)\n",
" for month in range(12):\n",
" chart_asset.append(GetNextSt(chart_asset[month], mu, sigma, ZList[month][iasset]))\n",
"\n",
" chart.append(chart_asset)\n",
" #print(chart_asset) # display specific values for each stocks\n",
" plt.plot(list(range(13)), chart_asset)\n",
"\n",
"plt.xlabel(\"Month\", loc=\"right\")\n",
"plt.ylabel(\"Relative Price\", loc=\"top\")\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, the Sharpe Ratio is calculated for each stock. \n",
"Utilizing the realized Sharpe Ratio, we evaluate the earlier outcome. \n",
"Following its definition, we determine the average return exceeded the risk-free rate of return, $\\overline{r}$ and the standard deviation of the excess return rate $\\sigma$. \n",
"As plot of the chart , when the number of stocks is limited, there is a significant bias due to chance and existence of correlation among the stocks in generation condition.\n",
"Therefore, we mitigate their impact by generating 100 iterations and assessing the average Shape ratio.\n",
"Consequently, we can see that the average Sharpe ratio of the stocks is $0.4$. \n",
"Additionally, when the definition of the Sharpe ratio calculation is changed, the Sharpe ratio will naturally vary, but it will generally remain within the range of $0.40 \\pm 0.05$."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SubSet 0 average Sharpe Ratio: 0.3837906264586552\n",
"Average Sharpe Ratio of all generated: 0.3837906264586552\n",
"SubSet 1 average Sharpe Ratio: 0.28337786315793195\n",
"Average Sharpe Ratio of all generated: 0.3335842448082936\n",
"SubSet 2 average Sharpe Ratio: 0.27848598101975913\n",
"Average Sharpe Ratio of all generated: 0.31521815687878213\n",
"SubSet 3 average Sharpe Ratio: 0.374543783028112\n",
"Average Sharpe Ratio of all generated: 0.3300495634161146\n",
"SubSet 4 average Sharpe Ratio: 0.5717125711998081\n",
"Average Sharpe Ratio of all generated: 0.37838216497285326\n",
"SubSet 5 average Sharpe Ratio: 0.283219918751404\n",
"Average Sharpe Ratio of all generated: 0.36252179060261175\n",
"SubSet 6 average Sharpe Ratio: 0.46652989369562214\n",
"Average Sharpe Ratio of all generated: 0.37738009104447034\n",
"SubSet 7 average Sharpe Ratio: 0.4514577533529913\n",
"Average Sharpe Ratio of all generated: 0.38663979883303545\n",
"SubSet 8 average Sharpe Ratio: 0.18780237065172986\n",
"Average Sharpe Ratio of all generated: 0.3645467512573348\n",
"SubSet 9 average Sharpe Ratio: 0.4376817861761366\n",
"Average Sharpe Ratio of all generated: 0.371860254749215\n",
"SubSet 10 average Sharpe Ratio: 0.2864499313298963\n",
"Average Sharpe Ratio of all generated: 0.3640956798929133\n",
"SubSet 11 average Sharpe Ratio: 0.4473544635772649\n",
"Average Sharpe Ratio of all generated: 0.3710339118666093\n",
"SubSet 12 average Sharpe Ratio: 0.33794006342623756\n",
"Average Sharpe Ratio of all generated: 0.3684882312173499\n",
"SubSet 13 average Sharpe Ratio: 0.494046978181512\n",
"Average Sharpe Ratio of all generated: 0.37745671314336143\n",
"SubSet 14 average Sharpe Ratio: 0.5478917540762928\n",
"Average Sharpe Ratio of all generated: 0.3888190492055569\n",
"SubSet 15 average Sharpe Ratio: 0.4727096558748867\n",
"Average Sharpe Ratio of all generated: 0.39406221212239\n",
"SubSet 16 average Sharpe Ratio: 0.41998204748920837\n",
"Average Sharpe Ratio of all generated: 0.39558690832043814\n",
"SubSet 17 average Sharpe Ratio: 0.33066338717184823\n",
"Average Sharpe Ratio of all generated: 0.39198004603440534\n",
"SubSet 18 average Sharpe Ratio: 0.44297415887450636\n",
"Average Sharpe Ratio of all generated: 0.3946639467102001\n",
"SubSet 19 average Sharpe Ratio: 0.48142545808164855\n",
"Average Sharpe Ratio of all generated: 0.3990020222787726\n",
"SubSet 20 average Sharpe Ratio: 0.44547458948872704\n",
"Average Sharpe Ratio of all generated: 0.4012150016697228\n",
"SubSet 21 average Sharpe Ratio: 0.6674429161967423\n",
"Average Sharpe Ratio of all generated: 0.41331627051186004\n",
"SubSet 22 average Sharpe Ratio: 0.5653388170821128\n",
"Average Sharpe Ratio of all generated: 0.4199259464496971\n",
"SubSet 23 average Sharpe Ratio: 0.46874456573691264\n",
"Average Sharpe Ratio of all generated: 0.42196005558666444\n",
"SubSet 24 average Sharpe Ratio: 0.5153540143088683\n",
"Average Sharpe Ratio of all generated: 0.4256958139355526\n",
"SubSet 25 average Sharpe Ratio: 0.4601719230807883\n",
"Average Sharpe Ratio of all generated: 0.42702181813344625\n",
"SubSet 26 average Sharpe Ratio: 0.4162585497593574\n",
"Average Sharpe Ratio of all generated: 0.42662317856403553\n",
"SubSet 27 average Sharpe Ratio: 0.3252729369224568\n",
"Average Sharpe Ratio of all generated: 0.4230035270768363\n",
"SubSet 28 average Sharpe Ratio: 0.30070437675349765\n",
"Average Sharpe Ratio of all generated: 0.41878631499672114\n",
"SubSet 29 average Sharpe Ratio: 0.5441639109919798\n",
"Average Sharpe Ratio of all generated: 0.4229655681965631\n",
"SubSet 30 average Sharpe Ratio: 0.4693717636668237\n",
"Average Sharpe Ratio of all generated: 0.4244625422439908\n",
"SubSet 31 average Sharpe Ratio: 0.4051177822606303\n",
"Average Sharpe Ratio of all generated: 0.4238580184945108\n",
"SubSet 32 average Sharpe Ratio: 0.47089043167137207\n",
"Average Sharpe Ratio of all generated: 0.4252832431362339\n",
"SubSet 33 average Sharpe Ratio: 0.3537211353255551\n",
"Average Sharpe Ratio of all generated: 0.4231784752594492\n",
"SubSet 34 average Sharpe Ratio: 0.39885911862875273\n",
"Average Sharpe Ratio of all generated: 0.4224836364985722\n",
"SubSet 35 average Sharpe Ratio: 0.3907199794270468\n",
"Average Sharpe Ratio of all generated: 0.4216013126910298\n",
"SubSet 36 average Sharpe Ratio: 0.29880957926648966\n",
"Average Sharpe Ratio of all generated: 0.41828261719306925\n",
"SubSet 37 average Sharpe Ratio: 0.35924331280081473\n",
"Average Sharpe Ratio of all generated: 0.4167289512880099\n",
"SubSet 38 average Sharpe Ratio: 0.3785175688544557\n",
"Average Sharpe Ratio of all generated: 0.4157491722512521\n",
"SubSet 39 average Sharpe Ratio: 0.3410829237532271\n",
"Average Sharpe Ratio of all generated: 0.41388251603880144\n",
"SubSet 40 average Sharpe Ratio: 0.3412379619110964\n",
"Average Sharpe Ratio of all generated: 0.41211069764544284\n",
"SubSet 41 average Sharpe Ratio: 0.37596173215174317\n",
"Average Sharpe Ratio of all generated: 0.41125000799083095\n",
"SubSet 42 average Sharpe Ratio: 0.37550594801023696\n",
"Average Sharpe Ratio of all generated: 0.4104187507819799\n",
"SubSet 43 average Sharpe Ratio: 0.370701017353332\n",
"Average Sharpe Ratio of all generated: 0.40951607502223797\n",
"SubSet 44 average Sharpe Ratio: 0.5422038575483876\n",
"Average Sharpe Ratio of all generated: 0.4124646924117079\n",
"SubSet 45 average Sharpe Ratio: 0.46108825968677425\n",
"Average Sharpe Ratio of all generated: 0.413521726482905\n",
"SubSet 46 average Sharpe Ratio: 0.38076948950092876\n",
"Average Sharpe Ratio of all generated: 0.4128248703769055\n",
"SubSet 47 average Sharpe Ratio: 0.34627640689318245\n",
"Average Sharpe Ratio of all generated: 0.41143844405432795\n",
"SubSet 48 average Sharpe Ratio: 0.3952960697555263\n",
"Average Sharpe Ratio of all generated: 0.41110900784414833\n",
"SubSet 49 average Sharpe Ratio: 0.28506773270728536\n",
"Average Sharpe Ratio of all generated: 0.4085881823414111\n",
"SubSet 50 average Sharpe Ratio: 0.3963776322093146\n",
"Average Sharpe Ratio of all generated: 0.4083487597898014\n",
"SubSet 51 average Sharpe Ratio: 0.4536906032013206\n",
"Average Sharpe Ratio of all generated: 0.40922071831694595\n",
"SubSet 52 average Sharpe Ratio: 0.394130802881091\n",
"Average Sharpe Ratio of all generated: 0.4089360029313638\n",
"SubSet 53 average Sharpe Ratio: 0.3262246625182274\n",
"Average Sharpe Ratio of all generated: 0.40740431144223166\n",
"SubSet 54 average Sharpe Ratio: 0.268200185930846\n",
"Average Sharpe Ratio of all generated: 0.40487332734202464\n",
"SubSet 55 average Sharpe Ratio: 0.3271516074660816\n",
"Average Sharpe Ratio of all generated: 0.4034854394870971\n",
"SubSet 56 average Sharpe Ratio: 0.4794549258218106\n",
"Average Sharpe Ratio of all generated: 0.4048182374929692\n",
"SubSet 57 average Sharpe Ratio: 0.3353115738077523\n",
"Average Sharpe Ratio of all generated: 0.4036198467397758\n",
"SubSet 58 average Sharpe Ratio: 0.4357417729466151\n",
"Average Sharpe Ratio of all generated: 0.40416428616701033\n",
"SubSet 59 average Sharpe Ratio: 0.2860753193968998\n",
"Average Sharpe Ratio of all generated: 0.4021961367208418\n",
"SubSet 60 average Sharpe Ratio: 0.4888277907771767\n",
"Average Sharpe Ratio of all generated: 0.40361632777094564\n",
"SubSet 61 average Sharpe Ratio: 0.38642505209070754\n",
"Average Sharpe Ratio of all generated: 0.4033390491309418\n",
"SubSet 62 average Sharpe Ratio: 0.419203026663775\n",
"Average Sharpe Ratio of all generated: 0.4035908582981297\n",
"SubSet 63 average Sharpe Ratio: 0.4064042217237336\n",
"Average Sharpe Ratio of all generated: 0.4036348171016547\n",
"SubSet 64 average Sharpe Ratio: 0.2621499104223904\n",
"Average Sharpe Ratio of all generated: 0.40145812622966603\n",
"SubSet 65 average Sharpe Ratio: 0.4214448462597817\n",
"Average Sharpe Ratio of all generated: 0.40176095532103145\n",
"SubSet 66 average Sharpe Ratio: 0.4536807280653825\n",
"Average Sharpe Ratio of all generated: 0.4025358773022904\n",
"SubSet 67 average Sharpe Ratio: 0.3994350159625511\n",
"Average Sharpe Ratio of all generated: 0.40249027640023544\n",
"SubSet 68 average Sharpe Ratio: 0.2074788955902935\n",
"Average Sharpe Ratio of all generated: 0.39966402450443916\n",
"SubSet 69 average Sharpe Ratio: 0.25847640950346884\n",
"Average Sharpe Ratio of all generated: 0.39764705857585386\n",
"SubSet 70 average Sharpe Ratio: 0.4107695542112892\n",
"Average Sharpe Ratio of all generated: 0.3978318824580431\n",
"SubSet 71 average Sharpe Ratio: 0.4302086339099597\n",
"Average Sharpe Ratio of all generated: 0.39828155956154193\n",
"SubSet 72 average Sharpe Ratio: 0.3664952076659213\n",
"Average Sharpe Ratio of all generated: 0.3978461300835197\n",
"SubSet 73 average Sharpe Ratio: 0.495948541293731\n",
"Average Sharpe Ratio of all generated: 0.3991718383431172\n",
"SubSet 74 average Sharpe Ratio: 0.2827655419464653\n",
"Average Sharpe Ratio of all generated: 0.3976197543911619\n",
"SubSet 75 average Sharpe Ratio: 0.2889523870240499\n",
"Average Sharpe Ratio of all generated: 0.3961899206100157\n",
"SubSet 76 average Sharpe Ratio: 0.4510107029003185\n",
"Average Sharpe Ratio of all generated: 0.39690187882157807\n",
"SubSet 77 average Sharpe Ratio: 0.1684038166762066\n",
"Average Sharpe Ratio of all generated: 0.39397241648638104\n",
"SubSet 78 average Sharpe Ratio: 0.34641769390890054\n",
"Average Sharpe Ratio of all generated: 0.39337045797274206\n",
"SubSet 79 average Sharpe Ratio: 0.45200142223181966\n",
"Average Sharpe Ratio of all generated: 0.39410334502598054\n",
"SubSet 80 average Sharpe Ratio: 0.4592047796571303\n",
"Average Sharpe Ratio of all generated: 0.39490706644117995\n",
"SubSet 81 average Sharpe Ratio: 0.5162445717934961\n",
"Average Sharpe Ratio of all generated: 0.3963867921162082\n",
"SubSet 82 average Sharpe Ratio: 0.41913313098513294\n",
"Average Sharpe Ratio of all generated: 0.3966608443917374\n",
"SubSet 83 average Sharpe Ratio: 0.3663473596483265\n",
"Average Sharpe Ratio of all generated: 0.3962999695733635\n",
"SubSet 84 average Sharpe Ratio: 0.309630370953619\n",
"Average Sharpe Ratio of all generated: 0.3952803272366606\n",
"SubSet 85 average Sharpe Ratio: 0.3359489506631254\n",
"Average Sharpe Ratio of all generated: 0.39459042750906137\n",
"SubSet 86 average Sharpe Ratio: 0.30935185614171384\n",
"Average Sharpe Ratio of all generated: 0.39361067381518383\n",
"SubSet 87 average Sharpe Ratio: 0.46643547509617234\n",
"Average Sharpe Ratio of all generated: 0.39443822837519504\n",
"SubSet 88 average Sharpe Ratio: 0.308046516600548\n",
"Average Sharpe Ratio of all generated: 0.3934675349844687\n",
"SubSet 89 average Sharpe Ratio: 0.37110569346733596\n",
"Average Sharpe Ratio of all generated: 0.3932190700787227\n",
"SubSet 90 average Sharpe Ratio: 0.5000341721589078\n",
"Average Sharpe Ratio of all generated: 0.3943928624092742\n",
"SubSet 91 average Sharpe Ratio: 0.487759088435703\n",
"Average Sharpe Ratio of all generated: 0.3954077126921701\n",
"SubSet 92 average Sharpe Ratio: 0.5033508426937997\n",
"Average Sharpe Ratio of all generated: 0.39656839150939194\n",
"SubSet 93 average Sharpe Ratio: 0.3271445745622307\n",
"Average Sharpe Ratio of all generated: 0.39582984026527324\n",
"SubSet 94 average Sharpe Ratio: 0.4549143343062583\n",
"Average Sharpe Ratio of all generated: 0.3964517823078099\n",
"SubSet 95 average Sharpe Ratio: 0.3722912365571014\n",
"Average Sharpe Ratio of all generated: 0.39620010995624005\n",
"SubSet 96 average Sharpe Ratio: 0.4432285521249588\n",
"Average Sharpe Ratio of all generated: 0.3966849392569485\n",
"SubSet 97 average Sharpe Ratio: 0.377793048966472\n",
"Average Sharpe Ratio of all generated: 0.39649216486622935\n",
"SubSet 98 average Sharpe Ratio: 0.26566843812112745\n",
"Average Sharpe Ratio of all generated: 0.3951707130809253\n",
"SubSet 99 average Sharpe Ratio: 0.4162440004376693\n",
"Average Sharpe Ratio of all generated: 0.39538144595449276\n"
]
}
],
"source": [
"# function for generating assets\n",
"def CreateAssets(Nassets): \n",
" chart = list()\n",
" ZList = list()\n",
" Zvariables = createZvariables(Nassets, rho)\n",
" Zlabels = random.sample([x for x in range(10000)], 12)\n",
" for label in Zlabels:\n",
" ZList.append(Zvariables[label])\n",
" for iasset in range(Nassets):\n",
" chart_asset = [1.0]\n",
" for month in range(12):\n",
" chart_asset.append(GetNextSt(chart_asset[month], mu, sigma, ZList[month][iasset]))\n",
" chart.append(chart_asset)\n",
" return chart\n",
"\n",
"# function for computing standard Sharpe ratio\n",
"def CalculateSharpeRatio(asset):\n",
" monthly_return = list()\n",
" for month in range(12):\n",
" valueChange = asset[month+1]/asset[month] - 1.0 - r0\n",
" monthly_return.append(valueChange)\n",
"\n",
" annualized_excess_return = np.mean(monthly_return)\n",
" volatility = np.std(monthly_return, ddof=1)\n",
"\n",
" return(annualized_excess_return/volatility)\n",
"\n",
"# function for computing Sharpe ratio based on log-return\n",
"def CalculateSharpeRatio_log(asset):\n",
" monthly_log_return = list()\n",
" for month in range(12):\n",
" valueChange = np.log(asset[month+1]/asset[month])\n",
" monthly_log_return.append(valueChange)\n",
" mean_log_return = np.mean(monthly_log_return)\n",
" volatility = np.std(monthly_log_return, ddof=1)\n",
"\n",
" return (mean_log_return-r0)/volatility\n",
"\n",
"# function for computing Sharpe ratio with a slightly different definition\n",
"def CalculateSharpeRatio_2(asset):\n",
" monthly_log_return = list()\n",
" monthly_return = list()\n",
" for month in range(11):\n",
" log_valueChange = np.log(asset[month+1]/asset[month])\n",
" monthly_log_return.append(log_valueChange)\n",
" valueChange = asset[month+1]/asset[month] - 1.0\n",
" monthly_return.append(valueChange)\n",
" annualized_excess_return = np.mean(monthly_return) - r0\n",
" volatility = np.std(monthly_log_return, ddof=1)\n",
"\n",
" return (annualized_excess_return/volatility)\n",
"\n",
"allmean = 0\n",
"for ntry in range(100): # multiple execution to eliminate the effect of correlations that are not in the same set\n",
" Chart = CreateAssets(48) # create a specified number of assets\n",
" mean_SR = 0.0\n",
" n = 0.\n",
" for asset in Chart:\n",
" assetSR = CalculateSharpeRatio(asset) # choose the way of computation of Sharpe ratio\n",
" #assetSR = CalculateSharpeRatio_log(asset)\n",
" #assetSR = CalculateSharpeRatio_2(asset)\n",
" mean_SR = ((mean_SR*n)+assetSR) / (n+1) # average of Shape ratio\n",
" n+=1\n",
" print(\"SubSet \"+ str(ntry)+ \" average Sharpe Ratio: \" + str(mean_SR))\n",
" allmean = ((allmean*ntry)+mean_SR) / (ntry+1)\n",
" print(\"Average Sharpe Ratio of all generated: \"+ str(allmean))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Search with Classical Algorithms\n",
"\n",
"The subsequent step is to prepare the QUBO matrix and implement the functions required for the classical algorithm.\n",
"Here, the pairwise correlation matrix is computed with logarithmic returns, as following the paper."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import heapq\n",
"import pandas as pd\n",
"import copy\n",
"\n",
"#Attractiveness Coversion\n",
"def SRBucket(SR_list):\n",
" Buckets=sorted(SR_list)\n",
" Buckets.reverse()\n",
" GroupedList = list(np.array_split(Buckets,11))\n",
" for i in range(len(SR_list)):\n",
" if SR_list[i] in GroupedList[0]: SR_list[i]=15\n",
" elif SR_list[i] in GroupedList[1]: SR_list[i]=12\n",
" elif SR_list[i] in GroupedList[2]: SR_list[i]=9\n",
" elif SR_list[i] in GroupedList[3]: SR_list[i]=6\n",
" elif SR_list[i] in GroupedList[4]: SR_list[i]=3\n",
" elif SR_list[i] in GroupedList[5]: SR_list[i]=0\n",
" elif SR_list[i] in GroupedList[6]: SR_list[i]=-3\n",
" elif SR_list[i] in GroupedList[7]: SR_list[i]=-6\n",
" elif SR_list[i] in GroupedList[8]: SR_list[i]=-9\n",
" elif SR_list[i] in GroupedList[9]: SR_list[i]=-12\n",
" elif SR_list[i] in GroupedList[10]: SR_list[i]=-15\n",
"\n",
"#Penalty/Reward Conversion \n",
"def CorrelationBucket(Corr):\n",
" for i in range(len(Corr)):\n",
" for j in range(len(Corr)):\n",
" if Corr[i][j] >= -1.00 and Corr[i][j] < -0.25: Corr[i][j] = -5\n",
" elif Corr[i][j] >= -0.25 and Corr[i][j] < -0.15: Corr[i][j] = -3\n",
" elif Corr[i][j] >= -0.15 and Corr[i][j] < -0.05: Corr[i][j] = -1\n",
" elif Corr[i][j] >= -0.05 and Corr[i][j] < 0.05: Corr[i][j] = 0\n",
" elif Corr[i][j] >= 0.05 and Corr[i][j] < 0.15: Corr[i][j] = 1\n",
" elif Corr[i][j] >= 0.15 and Corr[i][j] < 0.25: Corr[i][j] = 3\n",
" elif Corr[i][j] >= 0.25 and Corr[i][j] < 1.00: Corr[i][j] = 5\n",
"\n",
"#Ising component for classical algorithms\n",
"def hi(SR_list, Corr, i):\n",
" h = 0.5*SR_list[i] + np.sum(Corr[i])\n",
" return h\n",
"\n",
"def jij(Corr, i, j):\n",
" return 1./4.*Corr[i][j]\n",
"\n",
"#Create Pairwise Correlation Matrix\n",
"def CreateCorrMat(Chart):\n",
" assets = list()\n",
" for iasset in range(len(Chart)):\n",
" returns = list()\n",
" for month in range(12):\n",
" log_return = np.log(Chart[iasset][month+1]/Chart[iasset][month])\n",
" returns.append(log_return)\n",
" assets.append(returns)\n",
" Chart_pd = pd.DataFrame(assets).T\n",
" pairwise_corr = Chart_pd.corr(method='pearson')\n",
" return pairwise_corr\n",
"\n",
"#Initial state for Greedy Search and Genetic Algorithm\n",
"def GenerateRandomSolution(Nassets):\n",
" Solution = np.random.randint(2, size=Nassets)\n",
" for i in range(Nassets):\n",
" Solution[i] = 2*Solution[i] - 1\n",
" return Solution\n",
"\n",
"# compute Sharpe ratio from obtained portfolio\n",
"def EvaluateSolution(Solution,Chart):\n",
" selected_assets = list()\n",
" for i in range(len(Solution)):\n",
" if Solution[i] == 1:\n",
" selected_assets.append(Chart[i])\n",
" portfolioChart = np.mean(selected_assets, axis=0)\n",
" portfolioSR = CalculateSharpeRatio(portfolioChart)\n",
" return portfolioSR\n",
"\n",
"# introduce mutations to make next generation in genetic algorithm\n",
"def CreateDescendant(Ancestor, Ndescendants, MaxMutation):\n",
" n = 0\n",
" index_list = range(len(Ancestor))\n",
" Descendants = list()\n",
" while n < Ndescendants:\n",
" Nmutaion = np.random.randint(MaxMutation)\n",
" Place_to_change = np.random.choice(index_list, size=Nmutaion, replace=False)\n",
" Descendant = list()\n",
" for place in Place_to_change:\n",
" Descendant = copy.deepcopy(Ancestor)\n",
" Descendant[place] = Ancestor[place] * -1\n",
" Descendants.append(Descendant)\n",
" n += 1\n",
" return Descendants"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# regenerate set of assets\n",
"# we use this set of assets from here\n",
"Nassets = 48\n",
"\n",
"Chart = CreateAssets(Nassets)\n",
"PairwiseCorrMat = CreateCorrMat(Chart)\n",
"SR_list = list()\n",
"\n",
"for asset in Chart:\n",
" SR_list.append(CalculateSharpeRatio(asset))\n",
"\n",
"# convert from Bucket\n",
"SRBucket(SR_list)\n",
"CorrelationBucket(PairwiseCorrMat)\n",
"\n",
"#print(PairwiseCorrMat) # display pairwise correlation matrix"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Greedy Method\n",
"\n",
"First, we conduct a greedy search algorithm.\n",
"Commencing from a randomly generated initial state, we select stocks that are likely to increase the Sharpe ratio of the portfolio, by examining their impact on overall performance. \n",
"By iterating, we can observe that the algorithm converges from a random initial state to a particular state. \n",
"\n",
"After execution, we compare the initial state with the state obtained by the greedy method. \n",
"The reference of comparison is the Sharpe Ratio of the portfolio. \n",
"In this tutorial, the calculation is based on the scenario where all stocks have the same weight, thus the average chart of the selected stocks is used to calculate the Sharpe ratio.\n",
"We can also observe that if we reset the set of stocks by running the previous code block multiple times, the results of the greedy method may be inferior to the initial state or remain almost unchanged. \n",
"\n",
"There also appear final states where the final returns are inferior to the initial state, but the Sharpe Ratio is larger. \n",
"Comparing these final states, we can see that the portfolio with a larger Sharpe ratio has a smoother chart and smaller fluctuations (less risky)."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Initial random selection:\n",
"[ 1 1 1 -1 -1 -1 -1 1 1 1 -1 1 1 1 -1 -1 1 1 -1 1 1 -1 -1 1\n",
" 1 -1 -1 -1 -1 -1 1 1 -1 1 1 1 -1 1 1 1 -1 -1 1 -1 -1 -1 -1 -1] 3.018178347830132\n",
"\n",
"Selection After Greedy Search:\n",
"[ 1 -1 -1 -1 -1 -1 -1 1 -1 -1 -1 -1 -1 1 -1 -1 1 1 1 1 1 1 1 1\n",
" -1 1 -1 -1 -1 -1 1 -1 1 -1 1 -1 -1 1 1 -1 1 1 1 1 -1 1 -1 1] 4.45844050991915\n",
"\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Greedy Search\n",
"\n",
"# generate initial state\n",
"Solution = GenerateRandomSolution(Nassets)\n",
"print(\"Initial random selection:\")\n",
"print(Solution, EvaluateSolution(Solution, Chart))\n",
"print(\"\")\n",
"\n",
"selected_charts = list()\n",
"for i in range(Nassets):\n",
" if Solution[i] == 1:\n",
" selected_charts.append(Chart[i])\n",
"portfolioChart = np.mean(selected_charts, axis=0)\n",
"\n",
"# initialize energy based on initial state\n",
"Energies = list()\n",
"for iasset in range(Nassets):\n",
" h = hi(SR_list, PairwiseCorrMat, iasset)\n",
" energyTuple = [-1*abs(h), h , iasset]\n",
" Energies.append(energyTuple)\n",
"\n",
"# execute greedy search\n",
"NGreedyLoop = 10\n",
"for i in range(NGreedyLoop):\n",
" heapq.heapify(Energies)\n",
"\n",
" ntry = 0\n",
" #print(Energies) # display energy change\n",
" while(ntry < len(Energies)):\n",
" x, e, i = heapq.heappop(Energies)\n",
" if e > 0:\n",
" Solution[i] = -1.\n",
" else:\n",
" Solution[i] = 1.\n",
" for ie in Energies:\n",
" n = ie[2]\n",
" ie[1] = ie[1] + Solution[i]*(jij(PairwiseCorrMat, i, n) + jij(PairwiseCorrMat, n, i))\n",
" ie[0] = -ie[1]\n",
" ntry+=1\n",
"\n",
"\n",
"# output of greedy search \n",
"print(\"Selection After Greedy Search:\")\n",
"print(Solution, EvaluateSolution(Solution, Chart))\n",
"print(\"\")\n",
"\n",
"selected_charts2 = list()\n",
"for i in range(Nassets):\n",
" if Solution[i] == 1:\n",
" selected_charts2.append(Chart[i])\n",
"portfolioChart2 = np.mean(selected_charts2, axis=0)\n",
"\n",
"plt.plot(list(range(13)), portfolioChart,color=\"r\",label=\"Before Greedy Search\")\n",
"plt.plot(list(range(13)), portfolioChart2,color=\"b\",label=\"After Greedy Search\")\n",
"plt.xlabel(\"Month\", loc=\"right\")\n",
"plt.ylabel(\"Portofolio Asset Amount\", loc=\"top\")\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Genetic Algorithm\n",
"\n",
"An alternate classical algorithm to the greedy method is the genetic algorithm.\n",
"It selects the most optimal solution from a number of randomly generated portfolios and generates the next iteration of portfolios based on that optimal solution.\n",
"The subsequent step of portfolios is generated through mutations that introduce random modifications to the previous step portfolios, and through crossover which exchanges genetic traits between portfolios.\n",
"Given the relatively small number of stocks in this scenario, we only consider mutations and abstain from genetic crossover.\n",
"By comparing the results, it is evident that the performance of the final computed generation surpasses that of the initial one.\n",
"As the number of iterations attempted here is limited, performance may not improve or the improvement may be trivial.\n",
"However, it is also apparent that, in general, the output is more stable than that of the greedy method.\n",
"\n",
"Note: Increasing the number of genetic pairs, the number of offspring, and the number of mutations may result in an increase in computational complexity, causing the calculation to not be completed. \n",
"Therefore, please adjust the settings according to your execution environment."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best Gene 1st generation:\n",
"[ 1 -1 -1 -1 -1 -1 -1 1 -1 1 1 1 -1 -1 1 -1 -1 -1 1 1 1 1 1 -1\n",
" 1 1 1 1 -1 1 -1 -1 1 -1 -1 1 -1 1 -1 1 -1 1 1 1 -1 -1 1 1] 3.1009991529339853\n",
"\n",
"Best Gene last generation:\n",
"[ 1 1 -1 -1 -1 1 -1 1 1 -1 -1 -1 -1 -1 -1 1 1 -1 -1 -1 1 1 1 1\n",
" -1 1 1 1 1 1 1 -1 1 -1 1 -1 -1 -1 1 -1 1 1 -1 1 1 1 -1 1] 4.126525652941457\n",
"\n"
]
},
{
"data": {
"image/png": 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MXF1dyZIlC9OnT8fT05MbN27www8/vPS8TwwePJhu3brh4eFBnTp1CAsLY9++ffR88heXEEKYIj4ePvsMbt2CQoVg7lztTkdmkS6jflLB1dVVzZw5M9H35syZo5ydnVPVvskDit8Q7dq1U4Dx4ejoqMqVK6dWrFiRYL/AwEDVtm1blTVrVmVtba3y5s2rOnfubPw8EhtQrNfr1eDBg1XOnDmVpaWlKlGiRIKBpk8GsR47duyFuBYtWqRKliyprKyslKurq6pcufILA4afd+fOHdWjRw/l4+OjLC0tlYODg3rvvffU6NGjVUREhHE/QK1ateqF4zdt2qQqVqyobG1tlZOTk3rvvffU9OnTje+Hhoaqnj17qhw5cihLS0uVO3du1bp1a3Xjxg3jPsOHD1dZs2ZVDg4Oql27dqpfv34JBhQ/8b///U+Zm5urO3fuvPSaLl++rDp37qwKFiyobG1tlYuLiypXrpyaM2dOgv0uXLigGjVqpFxcXJStra3y9fVVffr0MQ4C37p1qypcuLCytrZWfn5+aufOnQk+h5f9LKZOnaoKFSqkLC0tlaenp+rZs+dLP0tnZ+cX4nviTf5dEUKkgX79tAHE9vZKnTnzWk5pyoBinVImLqaSMDEC0qb3RK/X8+eff9KuXTuOHTtGkSJFXthn7ty5dOrUiZw5c2IwGChdujQjRoxIspcHtN6MZwehhoaGkjt3bkJCQl64NRMdHc3Vq1fx8fHBxsYm1dck3n4dO3YkODj4nVsTRn5XhHiH+ftD06ba8+XLoVmz13La0NBQnJ2dE/3+fl6KZkvNnz+f4sWLY2tri62tLX5+fixYsCBFwZ46dQoHBwesra3p1q0bq1atSjSxAShUqBCzZ89mzZo1LFy4EIPBQMWKFbl161aS7Y8cORJnZ2fjI3fu3CmKU4hnhYSEsHfvXhYvXiy3doQQ745z56B9e+35t9++tsTGVCb33Pz+++/873//o0ePHsYBlHv37mXSpEkMGzaMr7/+2qQAYmNjuXHjBiEhIaxYsYKZM2eya9euJBOcZ8XFxVG4cGFatmzJzz//nOg+0nMj0kPVqlU5dOgQXbt2ZezYsRkdzmsnvytCvIPCwuC99+D8eahaFbZuhUQmP6QXU3puTE5ufHx8GDJkSIKZJADz5s1j8ODBXL161fSIn1GjRg3y5cvHtGnTkrV/s2bNsLCwYMmSJcna/2UfjvyDLUTyyO+KEO8YpbReGn9/yJkT/v0XsmV7rSGk622pwMBAKlas+ML2ihUrEhgYaGpzLzAYDC8s1JYUvV7PqVOnjGuACCGEECId/PablthYWsKKFa89sTGVyclN/vz5Wb58+Qvbly1bRoECBUxqq3///uzevZtr165x6tQp+vfvz86dO43rorRt25b+/fsb9x86dChbtmzhypUrHD16lDZt2nD9+nU6depk6mUIIYQQIjn+/hueLDsxfjyUL5+x8SSDyTfLhgwZQosWLdi9e7dxzM2+ffvYvn17oknPywQFBdG2bVsCAwNxdnbGz8+PzZs3U7NmTUBbUt7M7Gn+9fDhQzp37szdu3dxdXWlTJky7N+/P1njc4QQQghhops3tfVsDAZo1w66dXvlIbduQY4cWjWGjJKiqeD//vsvY8eONdYWKly4MN9++y2lSpVK8wDTmoy5ESL15HdFiHdATAxUrqyVWChZEvbvh1eUczl0COrWhVatYNy4tF3Xz5QxNyka5lymTBkWLlyYouCEEEII8Qbo3VvLVlxdYeXKVyY2mzdr1RgiIrQ8KDIy40ozprjTKCgoiNOnT3Py5MkED5F5KaXo0qULbm5u6HQ6jh8/ntEhZZj27du/UErkbXHt2rV3/ucrhEilOXNg2jSt62XxYvDxeenuixZBvXpaYlOzpjZMJyNrTpuc3Pz7778UK1YMT09P/Pz8KFmypPHxJtyWetv9888/mJubU7du3Rfe27RpE3PnzmX9+vUEBgZSrFgxdDodq1evTteYLl26RIcOHciTJw/W1tbkzJmT6tWrs2jRIuLj49P13Olp165dfPTRR7i5uWFnZ0eBAgVo167dCxW6hRDijXL0KHz5pfZ8yBCoXfulu48dC23aaOWmWraE9evB0fE1xPkSJt+W6tChAwULFmTWrFlky5ZNCldmMrNmzaJnz57MmjWLO3fukCNHDuN7ly9fxtPTM9Gp/KkVFxeHpaXlC9sPHTpEjRo1KFq0KJMmTcLX1xeAI0eOMGnSJIoVK0aJEiVMajMzOHv2LLVr16Znz55MmDABW1tbLl68iL+/P3q9Pt3Oq5RCr9cnWjVcCCFS7cEDaNxYG29Trx4MGJDkrkppk6h+/VV73bs3/P57xg4kNjK1cJWDg4O6ePGiqYdlGm9r4UyllAoLC1MODg7q/PnzqkWLFmr48OHG954vrOnl5aW8vLxe2PbE6tWrValSpZS1tbXy8fFRgwcPVnFxccb3ATV58mRVv359ZWdnpwYNGvRCPAaDQRUuXFiVKVNG6fX6RGN+UhDyScHHpUuXqsqVKytra2tj0cYZM2YoX19fZW1trQoVKqQmTZqUoI0bN26oZs2aKWdnZ+Xq6qo+/fRTdfXqVeP78fHx6uuvv1bOzs7Kzc1Nfffdd6pt27aqQYMGSiml5s2bp9zc3FR0dHSCdhs0aKDatGmTaNxjx45V3t7eib73rD179qgPPvhA2djYqFy5cqmePXuq8PBw4/vz589XZcqUUQ4ODipbtmyqZcuW6t69e8b3d+zYoQD1119/qdKlSytLS0u1Y8cOpdfr1S+//KLy5cunrKysVO7cudWwYcMSfJb+/v6qatWqytbWVvn5+an9+/e/Mt7ketN/V4QQiYiPV+rjj7WCmPnyKfXwYZK7xsYq1a6dtisoNWqUUo//OU83phTONDm5adCgwQuVpt8kpiY3BoNS4eEZ8zD1f5RZs2apsmXLKqWUWrduncqXL58xeXj06JEaOnSoypUrlwoMDFRBQUEqKChIAWrOnDnGbUoptXv3buXk5KTmzp2rLl++rLZs2aK8vb3V4MGDjecClIeHh5o9e7a6fPmyun79+gvxHD16VAFqyZIlr4z9yReyt7e38vf3V1euXFF37txRCxcuVJ6ensZt/v7+ys3NTc2dO1cppVRsbKwqXLiw6tChgzp58qQ6e/asatWqlSpUqJCKiYlRSin1yy+/KFdXV+Xv76/Onj2rOnbsqBwdHY3JTWRkpHJ2dlbLly83xnPv3j1lYWGh/v7770TjXbJkibK2tla7du1K8pouXbqk7O3t1dixY9WFCxfUvn37VKlSpVT79u0T/Mz++usvdfnyZfXPP/+oChUqqDp16hjff5Lc+Pn5qS1btqhLly6pBw8eqH79+ilXV1c1d+5cdenSJbVnzx41Y8aMBJ+lr6+vWr9+vQoICFBNmzZVXl5eCRLU1JDkRoi30IABWqZia6vUiRNJ7hYertQnn2i7mpsrNXt2wvcN6ZTlpGtyExwcrD755BM1ePBgtWLFCrVmzZoEj8zO1OQmPPxpZvq6H8/8gZ8sFStWVOPGjVNKKRUXF6eyZs2qduzYYXx/7NixCXpnlNKSlFWrViXYVr16dTVixIgE2xYsWKA8PT0THNenT5+XxrN06VIFqKNHjxq33bt3T9nb2xsfT3phnnwhP4n/iXz58qnFixcn2Pbzzz+rChUqGOMqVKhQgl+mmJgYZWtrqzZv3qyUUsrT01P9+uuvxvfj4uJUrly5jMmNUkp9+eWXCZKKMWPGqLx58yb5SxofH6/at2+vAJU9e3bVsGFD9ccffyT4/6pjx46qS5cuCY7bs2ePMjMzSzIpOHz4sAJUWFiYUuppcrN69WrjPqGhocra2tqYzDzvyWc5c+ZM47YzZ84oQJ07dy7RY0wlyY0Qb5k1a55++SxcmORu9+8rVb780xxo3bqE74fHhKtKsyqpNefTPh9I1+Rm7dq1ytnZWel0uhceZmZmKQr4dXpbk5vz588rCwuLBLc0unfvnuC2SnKTm6xZsyobG5sESYiNjY0CVEREhPG4hS/5BVAq8eQmPj5eXbx4UV28eFHlzJlTjR07Vin19At57969z3z24QpQtra2CWKxtrZWHh4eSiml+vbtq8zNzRO8b29vr3Q6nZo8ebJ69OiRAl7oYWnYsGGC5Obo0aPK3Nxc3bp1SymlVPHixdXQoUNfen1KKXXr1i01f/581b17d+Xp6aly5cql7ty5o5RSqmzZssrKyipBXHZ2dgpQZ8+eVUopdeTIEVWvXj2VO3du5eDgYHz/zJkzSqmnyc2TuJRS6uDBgwpQV65cSTSmJ5/loUOHjNv++++/RD+HlJLkRoi3yIULSjk5aV88PXsmudv160r5+mq7uboqtW/fi/t0WN1BMRiVc0xOFREbkaZhmpLcmDwqsWfPnrRp04b//e9/ZMvktSXSgp0dhIdn3LmTa9asWcTHxycYQKyUwtramokTJ+Ls7JzstsLDwxkyZAiNGzd+4b1nF2yzf8U8vyflOAICAowz6czNzcmfPz9AooNin20z/PEHP2PGDN5///0E+5mbmxv3KVOmDIsWLXqhLXd395fG96xSpUpRokQJ5s+fz8cff8yZM2fYsGHDK4/LmTMnn3/+OZ9//jk///wzBQsWZOrUqQwZMoTw8HC6du1Kr169XjguT548REREUKtWLWrVqsWiRYtwd3fnxo0b1KpV64UZV89+LravWGviiWcHYz8Z+G8wGJJ1rBDiHRERoQ0gDg2FSpW0GlKJOHMGatWC27chVy5tTZvniwMsPb2U2cdno0PHgkYLsLM04UssjZmc3Dx48ICvv/76nUhsQJvin5Fz9ZMjPj6e+fPnM2bMGD7++OME7zVs2JAlS5bQLYklsy0tLV+Y3VO6dGkCAgKMSUhKlSpVCl9fX3777TeaN2+eoJRGcmTLlo0cOXJw5coVY72x55UuXZply5bh4eGR5IqVnp6eHDx4kMqVKwPa5/Xvv/9SunTpBPt16tSJcePGcfv2bWrUqEHu3LlNitfV1RVPT08iIiKMsZ09ezbJz/HUqVM8ePCAUaNGGc915MiRV56nQIEC2Nrasn37dqmrJoRIOaWgUyc4fRqyZ4c//wQrqxd227dPmzj16BEULqwlNs//83jl4RW6ru8KwIAPB1DNp9pruICkmTxhq3HjxuzYsSM9YhEptH79eh4+fEjHjh0pVqxYgkeTJk2YNWtWksd6e3uzfft27t69y8OHDwH46aefmD9/PkOGDOHMmTOcO3eOpUuXMnDgQJPi0ul0zJkzh4CAACpVqsTatWu5ePEiZ8+eZerUqQQHBxt7YJIyZMgQRo4cyYQJE7hw4QKnTp1izpw5/P777wC0bt2arFmz0qBBA/bs2cPVq1fZuXMnvXr14tatWwD07t2bUaNGsXr1as6fP89XX33Fo0ePXjhXq1atuHXrFjNmzKBDhw4vjWvatGl8+eWXbNmyhcuXL3PmzBm+//57zpw5Q/369QH4/vvv2b9/Pz169OD48eNcvHiRNWvW0KNHD0DrvbGysuKPP/7gypUrrF27lp9//vmVn6uNjQ3ff/89/fr1Y/78+Vy+fJkDBw689OcshBAvmDABli4FCwtYvhw8PV/YZd06qFFDS2wqVIC9e19MbOL0cbTyb0VoTCgVc1dkUNVBryf+lzH1ntewYcNU1qxZVbt27dRvv/2mxo8fn+CR2b2NU8Hr1aunPvnkk0TfezI+48SJE4mOuVm7dq3Knz+/srCwSPDepk2bVMWKFZWtra1ycnJS7733npo+fbrxfRIZq5OUgIAA1a5dO5UrVy5lYWGhnJ2dVeXKldW0adOMs3eejBM5duzYC8cvWrRIlSxZUllZWSlXV1dVuXJltXLlSuP7gYGBqm3btipr1qzK2tpa5c2bV3Xu3Nn4M46Li1O9e/dWTk5OysXFRX3zzTcJpoI/6/PPP090Wvjzjh49qtq0aaN8fHyUtbW1ypIli6pcubJau3Ztgv0OHTqkatasqRwcHJS9vb3y8/NLMEV/8eLFytvbW1lbW6sKFSqotWvXJvgcnoy5efjclEy9Xq+GDRumvLy8lKWlpcqTJ49xEHhin+XDhw8VkGCAeWq8qb8rQojHdu9WysJCG0Dz3ESOJ2bN0mZDgVJ16yoVkcQQmu+3fq8YjHIZ5aKuPbyWbiGbMubG5MKZPi9Zglmn03HlypWU5lmvhRTOFC9TvXp1ihYtyoQJEzI6lExNfleEeIPduQOlS8O9e9qSwosWJahwqRSMGgU//qi9bt8epk+HxNZU3Xp5Kx8v1IZDrGi2giZFmqRb2OlaOPPq1aspDkyIzOrhw4fs3LmTnTt3Mnny5IwORwgh0kdsLDRrpiU2xYrBjBkJEhuDAb7+WrtjBdoKxCNGJF7dOygiiLar2wLQtUzXdE1sTJVmiySfO3eOvn37plVzQrxWpUqVon379vzyyy8UKlQoo8MRQoj00bevVrLbyUmr9P3MjJmYGGjV6mliM3YsjByZeGJjUAbarW7H3fC7FHUvyu+1fn9NF5A8qSpQExERwdKlS5k1axYHDhygSJEi/JbENDIhMrNr165ldAhCCJG+Fi6EP/54+vzxch0AYWHajPBt27TbT/PmaXeskjLuwDg2XdqEjYUNS5suzdBp34lJUc/Nvn376NChA9myZaNLly5UrFiRs2fPcvr06bSOTwghhBCpdeIEdOmiPR84EB7P6gQICoKqVbXExt5eq+r9ssTm3zv/8sO2HwAYW2ssxTyKpWPgKZPs5CYoKIhff/0VX19fmjZtiouLCzt37sTMzIwOHToYqz0LIYQQIhN5+FDrlomK0lbiGzzY+NaVK9rafUePQtassHMnPLdcWgJhMWF85v8ZcYY4GhduTNcyXdM9/JRI9m0pLy8vmjZtyvjx46lZs6bJC7IJIYQQ4jUzGKBtWy2L8fbWZkY9Xl/s+HGoXVsbW+ztrS3OV7Dgy5vr/ld3Lv13idxOuZlRf4Zx9fPMJtkZipeXF3v37mX37t1cuHAhPWMSQgghRFoYNky7z2RjA/7+kCULADt2QOXKWmLj56eNMX5VYrPgxAIWnFyAmc6MxU0W42br9houIGWSndycP3+ehQsXEhgYSLly5ShTpgxjx44FyLSZmxBCCPHO2rjx6S2oKVO0tW2AFSu0HpuwMKhSBXbvTnRx4gQuPrjIlxu+BGBwlcF8kOeDdAw89Uy6t1SpUiVmz55NYGAg3bp1488//0Sv1/PVV18xY8YMgoOD0ytOIYQQQiTXlSvavG6loGtXbSU+tByneXNtuZvGjWHTJnhVXeVYfSyf+X9GRFwEVbyq8OOHP6Z//KmUooEzDg4OdO7cmf3793PmzBnKlCnDwIEDE1SkFuJdNnjwYEqWLJnRYQgh3kWRkdCkiVYQ6v33Yfx4lIJBg+Crr7R8p1s3rZxUchYY77+tP0cDj+Jm68bCxgsxN3t5TcDMINWjggsXLsxvv/3G7du3WbZsWVrEJFJg9+7d1K9fnxw5cqDT6Vi9erVJx1etWpU+ffoka99Lly7RoUMH8uTJg7W1NTlz5qR69eosWrSI+Ph404M3UWxsLKNHj6Z06dLY29vj7OxMiRIlGDhwIHfu3En38z8vsc+7b9++bN++/bXHIoR4xykFX36pjRZ2d4cVK9BbWNOtGwwdqu0yeDBMnmwcV/xSGy9u5PcD2gJ9cxrMIZdTrnQLPS2l2ZQnCwsLGjdunFbNCRNFRERQokQJJk2alK7nOXToEKVLl+bcuXNMmjSJ06dPs3PnTjp16sSUKVM4c+ZMup4/JiaGmjVrMmLECNq3b8/u3bs5deoUEyZM4P79+/zxZIGqDObg4ECWxwP3hBDitZkyBebPBzMzWLqU6Ky5aNZMqw1lZqa9PWhQ4qsOPy8wLJB2q9sB0KNcDz4t9Gk6B5+G0q18Zyb1NlYFfx5JVOyeNGmSyp8/v7K2tlYeHh6qSZMmSiml2rVrp4AEj6tXr75wvMFgUIULF1ZlypRRer0+0XMbDAbj8xs3bqhmzZopZ2dn5erqqj799NME7bZr1041aNBAjR49WmXPnl25ubmpr776SsXGxiZ5bSNHjlRmZmbq6NGjrzy/Xq9XI0aMUN7e3srGxkb5+fmpP//80/j+k4rb27ZtU2XKlFG2traqQoUK6vz58wnaXL16tSpVqpSytrZWPj4+avDgwcZq5l5eXgk+tyeV1QcNGqRKlCiRoJ1Zs2apIkWKKCsrK5U9e3bVvXv3JK8zs3tbfleEeKvs36+UpaVWxvvXX9XDh0pVrqy9tLJSyt8/+U3pDXpVY34NxWBUiSklVFRcxv+um1IVPFXlF94FSiki4yIz5Nx2lnZpNhPtyJEj9OrViwULFlCxYkX+++8/9uzZA8D48eO5cOECxYoVY+jjfkt3d/cX2jh+/Djnzp1jyZIlSa5z9CTeuLg4atWqRYUKFdizZw8WFhYMGzaM2rVrc/LkSaysrADYsWMHnp6e7Nixg0uXLtGiRQtKlixJ586dE21/yZIl1KxZk1KlSr30/AAjR45k4cKFTJ06lQIFCrB7927atGmDu7s7VapUMe43YMAAxowZg7u7O926daNDhw7s27cPgD179tC2bVsmTJjAhx9+yOXLl+nyeJXPQYMGcfjwYTw8PJgzZw61a9fGPIl+3ilTpvDNN98watQo6tSpQ0hIiPEcQgiRavfuQdOmEBcHTZtyp1VfaleGU6e0MlJr12ozo5Lr132/su3KNuws7VjadCk2FskYnJOJSHLzCpFxkTiMdMiQc4f3D8feyv7VOybDjRs3sLe3p169ejg6OuLl5WVMEJydnbGyssLOzo7s2bMn2caT9Y2eLSwZFBRE3rx5ja9//fVXvvrqK5YtW4bBYGDmzJnGhGPOnDnGla0/frwEpqurKxMnTsTc3BxfX1/q1q3L9u3bk0xuLly4QNWqVRNsa9SoEVu3bgXAz8+P/fv3ExMTw4gRI9i2bRsVKlQAIG/evOzdu5dp06YlSG6GDx9ufP3DDz9Qt25doqOjsbGxYciQIfzwww+0a9fO2MbPP/9Mv379GDRokDEJdHFxeelnN2zYML799lt69+5t3FauXLkk9xdCiGSLj4cWLeDOHfD15UL/OXxcScf165A9uzYjqkSJ5Dd34NYBBv49EIA/6vyBb9Y3rwKByWNuOnToQFhY2AvbIyIi6NChQ5oEJdJezZo18fLyIm/evHz++ecsWrSIyMjU90hlyZKF48ePc/z4cVxcXIiNjQXgxIkTXLp0CUdHRxwcHHBwcMDNzY3o6GguX75sPL5o0aIJejs8PT0JCgoyKYbJkydz/PhxOnToYLymS5cuERkZSc2aNY3nd3BwYP78+QnOD1pC9Oz5AWMMJ06cYOjQoQna6Ny5M4GBgcn+/IKCgrhz5w7Vq1c36bqEECJZfvgBdu0CBwcODdlIpVoOXL+u1cXcv9+0xCYkOoSW/i3RKz0tirbgi5JfpF/c6cjknpt58+YxatQoHB0dE2yPiopi/vz5zJ49O82CywzsLO0I7x+eYedOK46Ojhw9epSdO3eyZcsWfvrpJwYPHszhw4dxcXFJVhsFHleQDQgIMPb6mJubkz9/fkAbVP5EeHg4ZcqUYdGiRS+08+wtL0tLywTv6XQ6DAbDS2MICAhIsO1JQuLm9nS1zPBw7We2YcMGcubMmWB/a2vrBK+fjeFJL9OTGMLDwxkyZEiig+VtkjOHErC1tU3WfkIIYbLly2HMGAA299lIkw7eRERA2bLw11/ahKnkUkrRdX1Xrj26ho+LD9PqTXtjF+lNdnITGhqKUgqlFGFhYQn+Ydfr9fz11194eHikS5AZSafTpdmtoYxmYWFBjRo1qFGjBoMGDcLFxYW///6bxo0bY2VlhV6vf+nxpUqVwtfXl99++43mzZu/tL5Y6dKlWbZsGR4eHjg5OaXZNbRs2ZKBAwdy7NixJMfdABQpUgRra2tu3LiR4BaUqUqXLk1AQIAxgUuMpaXlSz87R0dHvL292b59O9WqVUtxLEIIkcCZM/D4jsmiuotpP+oD4uOhZk2t0sJzfRCvNOf4HJadWYaFmQVLmizB2eYVq/tlYslOblxcXNDpdOh0OgomUoBCp9MxZMiQNA1OJF94eDiXLl0yvr569SrHjx/Hzc2NPHnysH79eq5cuULlypVxdXXlr7/+wmAwGMfPeHt7c/DgQa5du2a8hfR88qLT6ZgzZw41a9akUqVK9O/fn8KFCxMXF8fu3bsJDg423mJq3bo1o0ePpkGDBgwdOpRcuXJx/fp1Vq5cSb9+/ciVK2VrJXz99dds2LCB6tWrM2jQID788ENcXV25cOECGzduNJ7f0dGRvn378vXXX2MwGPjggw+Mg3idnJyMY2he5aeffqJevXrkyZOHpk2bYmZmxokTJzh9+jTDhg0zfnbbt2+nUqVKWFtb4+rq+kI7gwcPplu3bnh4eFCnTh3CwsLYt28fPXv2TNHnIIR4x4WFaQv1RUQwNv8kvtnQEoCWLWHuXHg8ZyPZzgWfo+dG7d+jn6v9zPu53k/jgF+z5E7B2rlzp9qxY4fS6XRq5cqVaufOncbH/v371e3bt1M8vet1elungj+Z1vz8o127dkoppfbs2aOqVKmiXF1dla2trfLz81PLli0zHh8QEKDKly+vbG1tk5wK/uy+7dq1U7ly5VIWFhbK2dlZVa5cWU2bNs04RVoppQIDA1Xbtm1V1qxZlbW1tcqbN6/q3Lmz8bN/MhX8Wb1791ZVqlR56bVGR0erUaNGqRIlSihbW1tlbW2tfH191ddff61u3Lhh3M9gMKhx48apQoUKKUtLS+Xu7q5q1aqldu3aleAze/jwofGYY8eOvXD9mzZtUhUrVlS2trbKyclJvffee2r69OnG99euXavy58+vLCwsXjoVfOrUqcZYPD09Vc+ePV96nZnZm/y7IsQbz2BQqnlzZQDVz2GS0lbuU6pPH6WSWKXjpaLiopTfFD/FYFSN+TWU3pCCRl4DU6aC65RSypRk6Pr16+TJk+eNvQ8XGhqKs7MzISEhL9wuiY6O5urVq/j4+CR7PIUQ7yL5XREiA/3xB6pXL7roZjJTdQRg1Cjo1y95i/M9r9fGXvxx6A/c7dw50e0Eno6vqKKZQV72/f08k2dLeXl5sXfvXtq0aUPFihW5ffs2AAsWLGDv3r0pi1gIIYQQr3bwIHz7LQMYzkzVEXNzmD0bvv8+ZYnN2oC1/HFIW9l9XsN5mTaxMZXJyY2/vz+1atXC1taWo0ePEhMTA0BISAgjRoxI8wCFEEIIATx4AM2aMTGuCyPRKnPPmAFfpHC29q3QW3yxRjv4m/LfUKdAnbSKNMOZnNwMGzaMqVOnMmPGjARTaCtVqsTRo0fTNDghhBBCAAYDtGmD/81y9GICAD//nPLERm/Q02ZlG/6L+o8ynmUYWWNkGgab8Uxe5yYgIIDKlSu/sN3Z2ZlHjx6lRUxCCCGEeNaIEezZFE5rVqEwo1s3GDAgFc3tGcGu67twsHJgSZMlWJmbOL0qkzO55yZ79uwJphw/sXfv3gTL8AshhBAiDWzbxpn/LeVT1hKDDQ0bwsSJKRtjA7D3xl4G7xoMwORPJlMgS4E0CzWzMDm56dy5M7179+bgwYPodDru3LnDokWL6Nu3L19++WV6xCiEEEK8m27f5maLvtRmI49wpWJFWLwYkqjR+0oPox7Syr8VBmXgc7/P+bzE52kbbyZh8m2pH374AYPBQPXq1YmMjKRy5cpYW1vTt29fWZBMCCGESCtxcTxq2ok6/y3kFrnxLWRg3TozUlrRRSlFp3WduBl6k/xu+Zn0yaS0jTcTMTm50el0DBgwgO+++45Lly4RHh5OkSJFcHDImMrZQgghxNsout9PNDjwA2coRg6PeDZttuCZEnomm/bvNFaeW4mlmSVLmyzF0drE+gxvEJNvSz1hZWVFkSJF8PX1Zdu2bZw7dy4t4xJCCCHeWfoVq/h8XGl2UwUnuzg2brXAyyvl7Z0OOs3Xm78GYFSNUZTJUSaNIs2cTE5umjdvzsSJEwGtEni5cuVo3rw5fn5++Pv7p3mAQryNdDodq1evzugwhBCZkLp0ma9b32MFzbA0i2f1ekv8/FLeXmRcJJ+t+Izo+Gjq5K9Dn/J90izWzMrk5Gb37t18+OGHAKxatQqDwcCjR4+YMGGCsZCgeP3at29Pw4YN06XtnTt3otPpkjXVXynFjBkzqFChAk5OTjg4OFC0aFF69+6d6Cy79HDs2DFatGiBp6cn1tbWeHl5Ua9ePdatW4eJ1UZSbfDgwZQsWfKF7YGBgdSp8/YsmCWESCNRUfxaeT1/xHYDYP48qFYtdU1+s/kbzgSfIbtDduY2nIuZLsU3bd4YJl9hSEgIbo9v+m3atIkmTZpgZ2dH3bp1uXjxYpoHKN4cSilatWpFr169+OSTT9iyZQtnz55l1qxZ2NjYvJbkd82aNZQvX57w8HDmzZvHuXPn2LRpE40aNWLgwIGEhISkewzJkT17dqytrTM6DCFEJrOgzmJ+COwNwO8/PeKzNiYPjU3A/6w/0/6dhg4dCxotwMPeIy3CzPxMrcpZoEABtWzZMhUeHq7c3d3V9u3blVJKHT9+XGXJksXU5l67t7UqeGIVtp81ZswYVaxYMWVnZ6dy5cqlvvzySxUWFmZ8/9q1a6pevXrKxcVF2dnZqSJFiqgNGzaoq1evJllp/HlLlixRgFqzZk2i7xsMhgSvZ8yYoXx9fZW1tbUqVKiQmjRpkvG9J+f19/dXVatWNVYy379/f5LXGB4errJkyaIaNWqU5D7PxnDq1ClVu3ZtZW9vrzw8PFSbNm1UcHCw8f0qVaqonj17qu+++065urqqbNmyqUGDBiVo7+HDh6pjx44qa9asytHRUVWrVk0dP35cKaXUnDlzXvjs5syZo5RSClCrVq0ytnPz5k312WefKVdXV2VnZ6fKlCmjDhw4kOR1ZLQ3+XdFiMxqc98tyoJYBUp92/Rqqtu79vCachnlohiM+mHrD6kPMIOZUhXc5JSwT58+tG7dGgcHB7y8vKhatSqg3a4qXrx4GqRbmYtSCoMhMkPObWZml2bV183MzJgwYQI+Pj5cuXKFr776in79+jF58mQAunfvTmxsLLt378be3p6zZ8/i4OBA7ty58ff3p0mTJgQEBODk5IRtEvMQlyxZQqFChfj0008Tff/Za1m0aBE//fQTEydOpFSpUhw7dozOnTtjb29Pu3btjPsNGDCA3377jQIFCjBgwABatmzJpUuXsLB48X/dLVu28ODBA/r165fk5/AkhkePHvHRRx/RqVMnxo4dS1RUFN9//z3Nmzfn77//Nu4/b948vvnmGw4ePMg///xD+/btqVSpEjVr1gSgWbNm2NrasnHjRpydnZk2bRrVq1fnwoULtGjRgtOnT7Np0ya2bdsGaCt5Py88PJwqVaqQM2dO1q5dS/bs2Tl69CgGgyHJ6xBCvF2OLrtIk9/KE48lrYqf4tdlqfs+jTfE03plax5FP+L9nO8ztNrQNIr0zWBycvPVV1/x3nvvcfPmTWrWrImZmXZnK2/evG/lmBuDIZI9ezJmmvuHH4Zjbm6fJm316dPH+Nzb25thw4bRrVs3Y3Jz48YNmjRpYkxQn11t+sltSA8PD1xcXJI8x4ULFyhUqNAL5505cyYALi4u3Lp1C4BBgwYxZswYGjduDICPjw9nz55l2rRpCZKbvn37UrduXQCGDBlC0aJFuXTpEr6+vomeH0gQw+HDh6n2zA3rpUuXUq9ePWNS9Wyx19mzZ5M7d24uXLhAwYIFAfDz82PQoEEAFChQgIkTJ7J9+3Zq1qzJ3r17OXToEEFBQcZbTL/99hurV69mxYoVdOnSBQcHBywsLMiePXuSn9vixYsJDg7m8OHDxs86f/78Se4vhHi7XDkRRp3WroTjSHW3Y8w5VAKzVA6LGbprKPtu7sPJ2oklTZZgaW756oPeIim6mVe2bFnKli0LgF6v59SpU1SsWBFXV9c0DU6knW3btjFy5EjOnz9PaGgo8fHxREdHExkZiZ2dHb169eLLL79ky5Yt1KhRgyZNmuCXmuH5jw0YMIAePXqwcuVKYyIRERHB5cuX6dixI507dzbuGx8f/0LPxrMxeHp6AhAUFJRocpMYPz8/jh8/DmjJSXx8PAAnTpxgx44dia7PdPny5QTJzbM8PT0JCgoythEeHk6WLFkS7BMVFcXly5eTFR/A8ePHKVWqlDGxEUK8O4KDFLU+CCdI70kJyzOsPJIHK5vUZTY7r+1k2G6ts2F6ven4uPqkRahvlBTdlipevDgdO3ZEr9dTpUoV9u/fj52dHevXrzfepnpbmJnZ8eGH4Rl27rRw7do16tWrx5dffsnw4cNxc3Nj7969dOzYkdjYWOzs7OjUqRO1atViw4YNbNmyhZEjRzJmzBiTVp0uUKAAAQEBCba5u7vj7u6Oh8fTQWzh4drnOWPGDN5///0E+5s/t6b4s5Xnn9xSSup2TYECWn2UgIAAypcvD4C1tXWivSDh4eHUr1+fX3755YX3niRRz5//SQxPzh8eHo6npyc7d+58oY2X9XA9L6nbfEKIt1tEBNR77x6Xwj3x4hobV0bj5JPl1Qe+xP3I+7Re2RqFomOpjrQo1iKNon2zmJzcrFixgjZt2gCwbt06rl69yvnz51mwYAEDBgxg3759aR5kRtLpdGl2ayij/PvvvxgMBsaMGWO8jbh8+fIX9sudOzfdunWjW7du9O/fnxkzZtCzZ0+srLRqsXq9/qXnadmyJa1atWLNmjU0aNAgyf2yZctGjhw5uHLlCq1bt07FlSX08ccf4+bmxi+//MKqVateum/p0qXx9/fH29s70fE7yVG6dGnu3r2LhYUF3t7eie5jZWX1ys/Nz8+PmTNn8t9//0nvjRDviPh4aPHxQw5dz44bD9j8424867VNVZtKKTqs6cCdsDv4ZvVlfO3xaRTtm8fkvq/79+8bxw/89ddfNGvWjIIFC9KhQwdOnTqV5gGK5AsJCeH48eMJHjdv3iR//vzExcXxxx9/cOXKFRYsWMDUqVMTHNunTx82b97M1atXOXr0KDt27KBw4cIAeHl5odPpWL9+PcHBwcael+d99tlnNG3alM8++4yhQ4dy8OBBrl27xq5du1i2bFmCXpkhQ4YwcuRIJkyYwIULFzh16hRz5szh999/T/H1Ozg4MHPmTDZs2EDdunXZvHkzV65c4eTJk/z666/A056h7t27899//9GyZUsOHz7M5cuX2bx5M1988cUrk5EnatSoQYUKFWjYsCFbtmzh2rVr7N+/nwEDBnDkyBFAG9909epVjh8/zv3794mJiXmhnZYtW5I9e3YaNmzIvn37uHLlCv7+/vzzzz8p/iyEEJmXUtC1XTQb9rtiQxTrP/qdQsNSX8By4qGJrLuwDmtza5Y2WYq91Zv9h3mqmDoVK0+ePGrz5s0qPj5e5c6dW61fv14ppdTp06eVi4uLqc29dm/zVHCem3YMqI4dOyqllPr999+Vp6ensrW1VbVq1VLz589XgHr48KFSSqkePXqofPnyKWtra+Xu7q4+//xzdf/+fWP7Q4cOVdmzZ1c6nS7JqeBKKaXX69XUqVPV+++/r+zt7ZWVlZXKmzev6ty5szp79myCfRctWqRKliyprKyslKurq6pcubJauXKlUurpVPBjx44Z93/48KEC1I4dO176WRw+fFg1bdpUeXh4KAsLC5UlSxZVq1YttXTp0gRTwS9cuKAaNWqkXFxclK2trfL19VV9+vQx7lOlShXVu3fvBG03aNAgwfWHhoaqnj17qhw5cihLS0uVO3du1bp1a3Xjxg2llFLR0dGqSZMmysXF5aVTwa9du6aaNGminJyclJ2dnSpbtqw6ePDgS68zI73JvytCZLT/DTQoUMqMeLXGs6tSyZja/CrHAo8pq5+tFINRfxz8Iw2izHxMmQpucnIzaNAg5ezsrHx9fVWePHlUdHS0UkqpWbNmqfLly5vU1uTJk1Xx4sWVo6OjcnR0VOXLl1d//fXXS49Zvny5KlSokLK2tlbFihVTGzZsMOmcb2tyI8TrJL8rQqTM1KlKaX03Sk2z7K7UyZOpbjM8JlwV+qOQYjDq0yWfvrCm2NvClOTG5NtSgwcPZubMmXTp0oV9+/YZp8Cam5vTv39/k9rKlSsXo0aN4t9//+XIkSN89NFHNGjQgDNnziS6//79+2nZsiUdO3bk2LFjNGzYkIYNG3L69GlTL0MIIYR4rdasga++0krA/MQQuswoB2mwPlyvjb0IeBBATseczP50dpqtj/Ym0ymVNsV2Hj16xMKFC+nRo0eq2nFzc2P06NF07NjxhfdatGhBREQE69evN24rX748JUuWfGEMSVJCQ0NxdnYmJCQEJyenBO9FR0dz9epVfHx8sLGxSdV1CPE2k98VIUyzfz9U/0gRHaOjEzOY3vEQupkzUt3u0tNLaenfEh06drTbQRXvKmkQbeb0su/v56W6etb27dtp1aoVnp6exsXOUkKv17N06VIiIiKoUKFCovv8888/1KhRI8G2WrVqvXTgZUxMDKGhoQkeQgghxOty/jzUr68lNnVZz5QS09D9MSHV7V55eIUu67oAMLDywLc6sTFVipKbmzdvMnToUHx8fPj444/R6XSsWrWKu3fvmtzWqVOncHBwwNramm7durFq1SqKFCmS6L53794lW7ZsCbZly5btpecdOXIkzs7Oxkfu3LlNjlEIIYRIiTt3oFYt+O8/He9xkGVOXbDwXwapXN8qJj6Gz1Z8RlhsGB/k+YCfqvyURhG/HZKd3MTFxfHnn39Sq1YtChUqxPHjxxk9ejRmZmYMGDCA2rVrv7DgWXI8aevgwYN8+eWXtGvXjrNnz5rcTlL69+9PSEiI8XHz5s1XHpNGd+qEeGvJ74gQrxYSAnXqwI0bUIALrKce9nMnQb58qW77681fc/jOYVxtXFnUeBEWZqmrHv62SfankTNnTnx9fWnTpg1Lly41llpo2bJlqgKwsrIyriBbpkwZDh8+zPjx45k2bdoL+2bPnp179+4l2Hbv3r2X1u2xtrY2Dnp+lSfJWWRkpKwaK8RLREZqxWRT8geNEO+CmBho1AhOnoRsuntsVrVw/7adtjGVFpxYwJQjU9ChY1HjReRxzpMGEb9dkp3cxMfHo9PpHq/Ya/7qA1LIYDAkutAZQIUKFdi+fXuCIpBbt25NcoyOqczNzXFxcTHWDrKzS7uq3EK8DZRSREZGEhQUhIuLS7r+WyDEm8pggPbtYccOcDCLYKOhNj6VcsLIkalu++S9k3Rd3xWAn6r8RJ0CdVLdZlqLjb2PpWWWDP3+THZyc+fOHfz9/Zk1axa9e/emTp06tGnTJlXB9+/fnzp16pAnTx7CwsJYvHgxO3fuZPPmzQC0bduWnDlzMvLx/xC9e/emSpUqjBkzhrp167J06VKOHDnC9OnTUxzD8570Aj1JcIQQL3JxcXlpj6kQ77LvvoOlS8FCF89KQ0NKud+GZccglT2dIdEhNFnehKj4KGrlq8X/Kv8vjSJOO+Hhpzh5sg6enl/g4/NzhsWR7OTGxsaG1q1b07p1ay5fvsycOXPo1asX8fHxDB8+nPbt2/PRRx+Z9JdcUFAQbdu2JTAwEGdnZ/z8/Ni8eTM1a9YE4MaNG8ZaSAAVK1Zk8eLFDBw4kB9//JECBQqwevVqihUrZsIlv5xOp8PT0xMPDw/i4uLSrF0h3haWlpbSYyNEEn7/XXsAzFHtqanbDku2Qs6cqWpXKUX7Ne259N8l8jjnYVHjRZibZa7fw4cPd3D6dCP0+hCCg/3Jk+eHDKvNmKp1bgwGA5s3b2bWrFmsW7cOR0dH7t+/n5bxpTlT5skLIYQQybVkCbRqpT3/xWIA/eJHwM8/w8CBqW77132/8v2277Eyt2LvF3spl7NcqttMS/fuLeX8+XYoFYuz84cUK7YGS0vXND2HKd/fqRpebWZmRp06dahTpw7BwcEsWLAgNc0JIYQQb6Tt26FdO+15L5d5fPdoBNSuDT/+mOq2d17bSf/tWgWAP+r8kakSG6UUt279zuXLfQFwd2+Kr+8CzM0zdnHPNFuh+E0hPTdCCCHS0okT8OGHEBYGzXLtZ+mtDzDLnQuOHoWsWVPV9u3Q25SeXpqgiCDalWjHnAZzMs1EF6X0XLr0LbdvjwcgZ87e5M//OzpdqtcHTtRr67kRQggh3mXXrmlr2YSFQZV8t5h/+SPMLC1g+fJUJzZx+jiar2hOUEQQJbKVYHLdyZkmsdHrozl//nOCg1cAkC/fGHLn/iaDo3pKkhshhBAiBR480O48BQZCsbyRrL5WEhtiYMwEKF8+1e1/t/U79t/cj7O1M/7N/bGztEuDqFMvLu4/Tp9uSEjIHnQ6K3x955Et22cZHVYCktwIIYQQJoqMhPr1ISAAcuXQszGyCi76B9C8OaSygDTAstPLGH9Qu90zv9F88rmlflXjtBAdfYOTJ2sTGXkOc3NnihVbjatr1YwO6wWpSm6eDNfJLN1kQgghRHqLj4eWLeGff8DFRbHJ+0ty7T8ChQrBzJmQyu/Es8Fn6bi2IwD9P+jPp4U+TYuwUy08/AQnT9YhNjYQK6uc+PltwsEh7ZZiSUspGvUzf/58ihcvjq2tLba2tvj5+clMKSGEEG89paB7d1i7FqytYW3jeRTdP0MrhLliBTg6pqr9sJgwmixvQkRcBB/5fMTQakPTKPLU+e+/bRw79iGxsYHY2xejdOkDmTaxgRT03Pz+++/873//o0ePHlSqVAmAvXv30q1bN+7fv8/XX3+d5kEKIYQQmcGwYTB9utY5s/j7E3z4cwftjalTIZULyiql6Li2I+fvnyenY06WNFmSKQpi3r27kICAL1AqHheXqhQtugpLS5eMDuulTP7U/vjjD6ZMmULbtm2N2z799FOKFi3K4MGDJbkRQgjxVpo1C376SXv+x9CHNB5fQ+vK6dwZnvlOTKnxB8fz59k/sTSz5M9mf+Jh75HqNlNDKcWNG79w9aq2xo6Hx2f4+s7FzCx5xagzksnJTWBgIBUrVnxhe8WKFQkMDEyToIQQQojMZMMG6KrVq6R/Pz3d/6oL9+9DqVIwYUKq2997Yy/fbf0OgN9r/U6F3GlTEDqllNJz8WJv7tyZBEDu3H3Jm/eXdFvDJq2ZHGX+/PlZvnz5C9uXLVtGgQIF0iQoIYQQIrPYvRuaNQO9XluFeHjsd9poYmdn+PNPsEndarx3w+/S/M/mxBviaVmsJd3LdU+jyFNGr4/izJlmjxMbHfnzjyNfvtFvTGIDKei5GTJkCC1atGD37t3GMTf79u1j+/btiSY9QgghxJvK3x9at4aYGKhVC2Z8sgpdi7Ham/PmQb7UTdGON8Tz2YrPCAwPpKh7UWbUn5GhM5Dj4h5w6lR9QkP/QaezpnDhhXh4NM2weFLK5OSmSZMmHDx4kLFjx7J69WoAChcuzKFDhyhVqlRaxyeEEEJkiMmTtSVrlIKGDWHx0EtYftBee/O776BBg1Sf48ftP7Lr+i4crRzxb+6PvVXGVNEGiIq6ysmTdYiKCsDCwoVixdbi4vJhhsWTGlJbSgghhHiGUloh7xEjtNddu8Kk36Iwr1QeTp6EDz6Av/8GS8tUnWfluZU0Wd4EgBXNVtCkSJPUhp5iYWFHOXnyE+Li7mFtnQc/v43Y2xfJsHgSk+a1pUJDQ40NhYaGvnRfSRiEEEK8qeLitGRmzhzt9dChWqKj69RDS2w8PGDZslQnNhceXKD96vYAfFvh2wxNbP77bzNnzjRFrw/H3r4Efn5/YW2dI8PiSQvJSm5cXV0JDAzEw8MDFxeXRO8HKqXQ6XTo9fo0D1IIIYRIbxERWvWEv/4CMzOYNg06dUJbdXj2bG3j4sWQI3Vf/BGxETRZ3oSw2DAqe1VmVI1RaXMBKRAYOJcLFzo/XsOmOsWKrcTC4s3vpEhWcvP333/j5uYGwI4dO9I1ICGEEOJ1Cw6GevXg0CFtseFly7TaUfzzj7YkMWjdONWrp+o8Sim6rO/C6aDTZHfIztImSzNkoT6lFNevD+fatf8BkC1bGwoVmoWZmdVrjyU9JOsTrVKlSqLPhRBCiDfd1avaTKiLF8HNTVvTpnx54M4daNIEYmOhcWPo3z/V55p8eDKLTy3GXGfO8qbL8XT0TP0FmMhgiOfixe4EBk4HIE+eH/DxGfFW1YlMVnJz8uTJZDfo5+eX4mCEEEKI1+nYMfjkE7h7F7y8YNMm8PVFm/vdpAkEBkLRojB3rnZbKhUO3DrA15u1Vfx/rfkrH3q9/plIen0EZ8+25MGDdYCOAgX+IGfOjF1XJz0kK7kpWbIkOp2OV02skjE3Qggh3hTbtmkdMmFh4OcHGzc+Hk7zpDrmgQPg4gKrV6e6IGZwRDDN/mxGnCGOpkWa8nX511+qKDY2mFOn6hMWdhAzMxsKF16Mu3uj1x7H65Cs5Obq1avpHYcQQgjx2ixZoq02HBcH1arBqlXagsMATJmiFZIyM4OlSyF//lSdS2/Q09K/JbdCb1EoSyFmfTrrtd8Cioq6zMmTtYmKuoSFhRvFi6/D2fnFUkpvi2QlN15eXukdhxBCCPFa/P47fPut9rx5c5g/H6yf1ILcvRt699aejxqlDcZJpZ92/MT2q9uxs7TDv7k/TtavdzZSaOhhTp2qS1xcMDY23vj5bcLOrtBrjeF1S9EQ7cuXLzNu3DjOnTsHQJEiRejduzf5UrkMtRBCCJFeDAbo1w/GjNFe9+6tJTrGoTQ3b0LTphAfD599Bn37pvqc6wLWMWKvthrgzPozKepRNNVtmuLBgw2cOdMcgyESB4dSFC/+F9bW2V9rDBnB5NFRmzdvpkiRIhw6dAg/Pz/8/Pw4ePAgRYsWZevWrekRoxBCCJEqsbHw+edPE5tff4WxY59JbKKioFEjbU54yZLabalU3jq6/N9lPl/1OQA93+tJy+ItU9WeqQIDZ3HqVAMMhkhcXWtRsuSudyKxgRSUXyhVqhS1atVi1KiEiw798MMPbNmyhaNHj6ZpgGlNyi8IIcS7JTRUm/i0bRtYWGjr8X3++TM7KAVt28LChZA1Kxw+DN7eqTpnVFwUFWZV4MS9E1TIVYGd7XdiZf561pBRSnHt2hCuXx8CQLZs7ShUaAZmZqlbVTmjmfL9bXLPzblz5+jYseML2zt06MDZs2dNbU4IIYRIN3fvQtWqWmJjb6+tYZMgsQEYP15LbMzNYfnyVCc2Sim++usrTtw7gbudO8ubLX9tiY3BEEdAQGdjYuPlNRBf3zlvfGJjKpOTG3d3d44fP/7C9uPHj+Ph4ZEWMQkhhBCpdvEiVKyorWXj4QE7d8LHHz+30/btT8fW/P67NnUqlWYencnc43Mx05mxtOlScjnlSnWbyREfH87p0w24e3cWYEbBglPx8fn5rVqcL7lMHlDcuXNnunTpwpUrV6hYUZtGtm/fPn755Re++eabNA9QCCGEMNWhQ1C3Lty/D/nywebN2n8TuHpVmy6l12vzwnv2TPV5j9w5Qo+NPQAY/tFwPvL5KNVtJkds7D1OnqxLePi/mJnZUqTIMrJmrf9azp0ZmTzmRinFuHHjGDNmDHfu3AEgR44cfPfdd/Tq1SvTZ4gy5kYIId5uGzdqk54iI6FsWe1W1As3FiIitG6dkyehXDltCriNTarO+yDyAWWml+F6yHU+LfQpq1qswkyXulWNkyMy8gInT9YhOvoKlpZZKV58PU5O76f7eV83U76/k5XcrF27ljp16mD5XIn3sLAwABxTuXLj6yTJjRBCvL3mztUqeev12hI1K1aAg8NzOymlTfVevlzLev79F3Kl7taR3qCn3pJ6bLq0iXyu+TjS5QguNi6pajM5QkIOcOpUPeLjH2Bjk/fxGjYF0v28GSHNBxQ3atSIR48eAWBubk5QUBCgJTVvUmIjhBDi7aQUjBwJX3yhJTaffw7r1iWS2IA2D3z5crC0BH//VCc2AMN2D2PTpU3YWtji39z/tSQ29++v48SJj4iPf4CjY1lKl97/1iY2pkpWcuPu7s6BAwcA7bZUZr/1JIQQ4t2h12vDZX78UXv9/fcwb56Wu7xg48an1b3/+AM++CDV5990aRNDdmmzk6bWm0qJ7CVS3ear3L49idOnG2IwROHm9gklS+7Eyipbup/3TZGsAcXdunWjQYMG6HQ6dDod2bMnvQiQFM4UQgjxukRHQ5s2WgeMTgfjxkGvXknsfPEitGypdfN06QJdu6b6/NceXaP1ytYoFF3LdKVtibapbvNllDJw5coP3Lw5GgBPz04UKDAFM7MUFRx4ayV7QPH58+e5dOkSn376KXPmzMHFxSXR/Ro0aJCW8aU5GXMjhBBvh0ePoEEDbSywlRUsWKBNfkpUWBi8/z6cO6cNJP7772cKSqVMdHw0H8z+gH8D/6VsjrLs/WIv1hapa/Nl9Ppozp9vR3DwcgB8fIaTJ0//d+Zuiinf38lO9Xx9ffH19WXQoEE0a9YMOzu7VAcqhBBCpMStW1CnDpw+DU5OsGaNtlhfogwGbQXic+cgRw5tlHEqExuA3ht782/gv7jZurGi2Yp0TWzi4v7j9OkGhITsRaezpFCh2WTP3ibdzvemM7kfa9CgQQAEBwcTEBAAQKFChXB3d0/byIQQQohEnD0LtWtrdS49PWHTJvDze8kBw4bB6tVa987KldpBqTT3+FymH52ODh2LGy/Gy8Ur1W0mJSrqCidPfkJUVADm5s4UK7YKV9fULzb4NjN5An5kZCQdOnQgR44cVK5cmcqVK5MjRw46duxIZGRkesQohBBCALBvnzYG+OZNKFQI/vnnFYnN2rXw+I9ypk7Vbk2l0vG7x/lyw5cADK46mFr5a6W6zaSEhh7m6NEKREUFYG2dm9Kl90likwwmJzdff/01u3btYu3atTx69IhHjx6xZs0adu3axbfffpseMQohhBCsXg01asDDh1ChgpboeL2sw+TcOW20MWjTqb74ItUxPIx6SJPlTYiOj6ZO/joMrDww1W0m5f79tRw/XpW4uCAcHEpRuvQB7O2Lptv53iYmr1CcNWtWVqxYQdXnbm7u2LGD5s2bExwcnJbxpTkZUCyEEG+eadPgq6+04TP168PSpfDSoZ+PHsF772kzpKpUga1bk5gbnnwGZaDh0oasu7AOL2cvjnY9iputW6raTMrt25O4eLEXYMDNrTZFiizHwuLdXlcuXauCR0ZGki3bi3PpPTw85LaUEEKINKWUdlepWzctsencWRs289LERq+HVq20xCZPHvjzz1QnNgC/7P2FdRfWYW1ujX9z/3RJbJQycPlyPy5e7AEY8PTsRLFia9/5xMZUJic3FSpUYNCgQURHRxu3RUVFMWTIECpUqJCmwQkhhHh3xcdry9EMHaq9HjRI68GxeNVUmJ9+0hbrs7WFVasgDSa8bL+ynYE7tFtQEz+ZSJkcZVLd5vP0+mjOnm1pXMPGx2c4BQtOx8ws9YnZu8bk2VLjxo2jdu3a5MqVixIltFUYT5w4gY2NDZs3b07zAIUQQrx7IiO18k/r1oGZGUyZoiU6r/TnnzBihPZ85kwoXTrVsdwIucFn/p9hUAa+KPkFHUt1THWbz5Op3mnL5DE3oN2aWrRoEefPnwegcOHCtG7dGltb2zQPMK3JmBshhMjcHjyAevXgwAGtUPfSpdpifa908qQ20jgyEvr2hdGjUx3L7dDbVJ1XlUv/XaJk9pLs77AfW8u0/a6Tqd7Jk+ZVwZ+1e/duKlasiMVz/YLx8fHs37+fypUrmx7xayTJjRBCZF7Xr2vVvAMCwNVV67mpVCkZBz54AOXKwdWrULMm/PVXMu5fvVxgWCBV51XlwoMLeLt4s6v9LvI450lVm88LDT3MqVP1iIsLwto6N35+G2VGVBLSdUBxtWrV+O+//17YHhISQrVqkmkKIYRImfPntcoIAQGQO7c21TtZiU18vHYP6+pVyJtX6+pJZWJzL/we1edX58KDC+RxzsOOdjvSPLGRqd7px+SfflJVwR88eIC9vX2aBCWEEOLdcvq0tobNvXtQtChs3gw5cybz4B9+gG3btClUq1eDW+pmMQVHBFNjQQ3O3T9HTsec/N32b7xdvFPV5vNkqnf6SnZy07hxYwB0Oh3t27fH+pm6HHq9npMnT1KxYsW0j1AIIcRb7cQJLbG5fx9KltSWpMmaNZkHL1oEY8Zoz+fNg+LFUxXLg8gH1FhQg9NBp/F08GRHux3kc8uXqjaflXhV78kyIyqNJTu5cXZ2BrSeG0dHxwSDh62srChfvjydO3dO+wiFEEK8tf79Vxsi8/AhlC2r9dgku+Pl6FHo1El7PmAANG2aqlgeRj2k5oKanLx3kmz22djRbgcFshRIVZvPeterer9OyU5u5syZw5Oxx3/88QcODg7pFpQQQoi338GD2uDhkBBtktPGjfD47+hXCwqChg0hOhrq1oUhQ1IVy6PoR3y88GOO3T2Gu507f7f7m0JZC6WqzWfJVO/Xy6QBxUopFi1aRGBgYHrFI4QQ4h2wd6/WYxMSAh9+qPXYJDuxiYuDZs206pkFC8LChWBunuJYQmNCqb2wNkfuHCGLbRa2t91OEfciKW7veVFRVzh6tCIhIXsxN3fGz2+zJDbpzKTkxszMjAIFCvDgwYP0ikcIIcRbbudOqF0bwsKgWjWtx8bRlLG033wDu3drB61eDS4uKY4lLCaMOovqcPD2QVxtXNnWdhvFs6Vu3M6zpKp3xjB5KvioUaP47rvvOH36dHrEI4QQ4i22bRt88glERMDHH8P69WDSRNvZs2HiRO35woVQuHCKY4mIjaDu4rrsv7kfFxsXtrXdRsnsJVPc3vMSTvUuKVO9XyOTp4K3bduWyMhISpQogZWV1QurEie2Bo4QQgjx11/QuDHExGjDZFas0FYgTraDB+HLL7XnQ4fCp5+mOJbIuEjqL6nPnht7cLJ2YkubLZT2TH2phidkqnfGSlFtKSGEEMIUa9Zow2Ti4rRxwMuWgZWVCQ0EBmqZUWwsNGqkzY5Koai4KBosbcCOaztwsHJgU+tNlMtZLsXtPUumemcOJic37dq1S484hBBCvKVWrICWLbWFhJs31+4mWZryXR8TA02awJ07UKSItp6NmcmjKgCIjo+m8fLGbLuyDXtLeza23kiF3BVS1NbzZKp35pGi/zv0ej3+/v4MGzaMYcOGsWrVKvR6vcntjBw5knLlyuHo6IiHhwcNGzYkICDgpcfMnTsXnU6X4GFjUr+mEEKI12XJEq0yQnw8tG6trblnUmKjFPToAf/8ow0cXrPGxNHHT8XqY2m6vCmbLm3C1sKWDa028EGeD1LU1vPi4v7j5MmaBAcvR6ezxNd3AV5eP0pik0FM7rm5dOkSn3zyCbdv36ZQIW0NgJEjR5I7d242bNhAvnzJX8lx165ddO/enXLlyhEfH8+PP/7Ixx9/zNmzZ19aysHJySlBEiT/8wghROYzbx506AAGA7RvDzNnpmDG9rRp2oFmZlqmlD9/imKJ08fR/M/mbLi4ARsLG9a3Wk8V7yopaut5UtU78zE5uenVqxf58uXjwIEDuD1eRvLBgwe0adOGXr16sWHDhmS3tWnTpgSv586di4eHB//+++9Lq4vrdDqyZ89uauhCCCFek5kzoUsXreOlSxeYMiUFd5L27IGePbXnI0dq88dTIE4fR0v/lqwJWIO1uTVrPlvDRz4fpait50lV78zJ5ORm165dCRIbgCxZsjBq1CgqJat8a9JCQkIAErSdmPDwcLy8vDAYDJQuXZoRI0ZQtGji/zPFxMQQExNjfB0aGpqqGIUQQrzc5MnQvbv2vEcPmDABTO5gv3VLK6cQHw8tWsB336UolnhDPJ+v+hz/c/5YmVuxqsUqPs73cYraet79+2s5e7YlBkMkDg4lKV58A9bWOdKkbZE6Jo+5sba2Jiws7IXt4eHhWJk09D0hg8FAnz59qFSpEsWKFUtyv0KFCjF79mzWrFnDwoULMRgMVKxYkVu3biW6/8iRI3F2djY+cufOneIYhRBCvNy4cU8Tm2++SWFiExWlzYgKCoISJWDWrBQ0AnqDnvar27PszDIszSxZ0WwFdQrUMbmdxNy+PYnTpxthMETi5labkiV3S2KTmSgTff7556po0aLqwIEDymAwKIPBoP755x9VrFgx1a5dO1ObM+rWrZvy8vJSN2/eNOm42NhYlS9fPjVw4MBE34+OjlYhISHGx82bNxWgQkJCUhyrEEKIF/3yi1LajSil+vdXymBIQSMGg1Jt22qNZMmi1NWrKYpFb9CrdqvaKQajLIZaqFXnVqWonRfD06tLl75TO3agduxAnT/fSen1sWnStni5kJCQZH9/m3xbasKECbRr144KFSpg+XjIe3x8PJ9++injx49PUYLVo0cP1q9fz+7du8mVK5dJx1paWlKqVCkuXbqU6PvW1tZYW1unKC4hhBDJ8/PP8NNP2vNBg7RHiuZ6TJgA8+drI4+XLQNvb5ObMCgDXdZ1Yd6JeZjrzFnSZAkNfRumIJiEXpzqPYw8eWRGVGZkcnLj4uLCmjVruHTpEufOnQOgcOHC5E/BCHalFD179mTVqlXs3LkTHx8fk9vQ6/WcOnWKTz75xORjhRBCpI5SWlIzbJj2evhw+PHHFDa2bJl2Lwvgt9+gevUUxKP4asNXzDo2CzOdGQsbL6RpkaYpDOgpqer9Zkl2cmMwGBg9ejRr164lNjaW6tWrM2jQoBfKL5iie/fuLF68mDVr1uDo6Mjdu3cBcHZ2Nrbbtm1bcubMyciRIwEYOnQo5cuXJ3/+/Dx69IjRo0dz/fp1OnXqlOI4hBBCmE4p+OEH+PVX7fXo0dC3bwobW7cO2rTR5o136QK9e6cgHkXPjT2Z9u80dOiY13AenxX7LIUBPRURcY7TpxvJVO83SLKTm+HDhzN48GBq1KiBra0t48ePJygoiNmzZ6f45FOmTAGgatWqCbbPmTOH9u3bA3Djxg3Mnpk/+PDhQzp37szdu3dxdXWlTJky7N+/nyJF0q48vRBCiJdTCr7+Gp6MRhg/Hnr1SmFj27ZptRmerPQ3ebLJ97SUUny9+WsmHZ6EDh2zG8ymjV/qelaUMnDr1jiuXPkRpWJkqvcbRKeUUsnZsUCBAvTt25euXbsCsG3bNurWrUtUVFSC5COzCw0NxdnZmZCQEJycnDI6HCGEeOMYDNoU78d/nzJ1Kjz+ajDdvn1aefDISG2G1PLlYGHaiAmlFP229uO3f34DYEb9GXQqnbre/KioK5w//wUhIbsBcHWtha/vHKytPVPVrkg5U76/k/1/0I0bNxKMa6lRowY6nY47d+6YPAhYCCHEm8lg0BKZmTO1zpWZM7VViFPk33/hk0+0xKZ2bW0F4hQkNgP+HmBMbKbUnZKqxEYpRWDgdC5d+haDIQIzM3vy5/8dT8/OMnD4DZLs/4vi4+NfqOFkaWlJXFxcmgclhBAi89HrtURm/nxtteF587RhMily+rTWYxMaClWqgL8/pGBm6+Cdgxm5VxuT+UedP+hWtlsKA4Lo6FsEBHTk4cMtADg7V8bXdw62tnlT3KbIGMlObpRStG/fPsG06ujoaLp165agDtTKlSvTNkIhhBAZLj4e2rbVOlfMzbUCmC1apLCxixehRg347z94/31tMLGdncnN/LzrZ4buHgrA2Fpj6fFejxSFo5Ti3r2FXLzYE70+BDMzG3x8RpIrVy90ujdn2IV4KtnJTbt27V7Y1ibFKbsQQog3RWwstGqlda5YWsLSpdC4cQobu35dm+J97562+vDGjSmq8j1q7yh+2qktrPNrjV/pU75PisKJjQ3iwoWu3L+/GgBHx/fw9Z2Hvb1vitoTmUOyk5s5c+akZxxCCCEyoZgYaN4c1q4FKytYsQLq109hY4GBWmJz8yYUKgRbtoCrq8nN/Lb/N/pv7w/AiI9G8F2llNWdCg5eyYULXYmLu49OZ4m39yBy5/4eMzOTl4ATmYz8BIUQQiQqKgqaNNE6V2xsYNWqFBfmhvv3tVtRly+Djw9s3w4eHiY3M+7AOL7bqiUzQ6oOof+H/U1uIy7uIRcv9iQoaBEA9vbF8fWdj6NjSZPbEpmTJDdCCCFeEBkJDRpoS9DY2mrDYlKwYLDm0SNt8PDZs5Azp5bY5MxpcjOTDk3i681fAzDww4H8VOUnk9t48GAjAQGdiI29A5iRJ88PeHv/hJmZlOl5m0hyI4QQIoHwcO3W086dYG8PGzZoE5pS3FjdunDsGLi7a9lSCkrtTDsyjR4btQHDP1T6gaHVhpp0fHx8GJcvf0tg4AwAbG0LUrjwfJyc3jc5FpH5SXIjhBDCKDRUW3pm3z5wctJuSVWsmMLGoqK07p/9+7WxNdu2ga/pA3VnHZ1Ftw3aFO9vK3zLiOojTFpz5tGjXZw/357o6GsA5MzZm7x5R2BubvoMLfFmkORGCCEEoN09qlULDh0CFxfYvBneey+FjcXGaiUV/v4bHBxg0ybw8zO5mXnH59F5XWcAer/fm9E1Ryc7sdHro7h69Udu3RoHgLW1F76+c6Qu1DtAkhshhBA8eKANizl6FNzcYOtWKF06hY3Fx2ur+23YoA3Y2bAhRVnSopOL+GLNFygU3ct1Z2ytsclObEJDD3LuXDuiogIA8PTsTL58v2FhIWV33gWS3AghxDsuOFibyHTy5NNhMSnoZNEYDNCpE/z5p7YozqpVULmyyc0sO72MtqvbolB0Kd2FCXUmJCuxMRhiuXZtCDdujAIMWFl5UqjQTLJk+eSVx4q3hyQ3QgjxDrt7V5sFdfYsZM+uTWQqUiSFjSkFPXtqdRnMzWHZMu0+l4n8z/rTemVrDMpAh5IdmFJvCmbJWCk4PPwE5861JSLiJAAeHq0oUOAPLC3dTI5BvNkkuRFCiHfU7dvw0Udw4YI2M/vvv6FgwRQ2phR8/z1MnqxV1Jw3T6vybaLV51fzmf9n6JWetiXaMuPTGa9MbAyGeG7e/JVr1wajVBwWFlkoWHAqHh5NU3gx4k0nyY0QQryDrl6FmjW1NfXy5NESm3z5UtHgsGEwerT2fNo0aN3apMNj9bEM2jGIX/b9gkLRqngrZn86+5WJTUTEec6fb0dY2CEAsmRpQKFC07CyypaiyxBvB0luhBDiHaIUzJwJ33yjLUHj46MlNt7eqWj099/hp8cL6o0dC507m3R4wP0AWq9szb+B/wLQuXRnJtedjLmZeZLHKGXg1q0JXL3aH4MhGnNzZwoUmEC2bJ+bNE1cvJ0kuRFCiHfEzZvaWN8tW7TXFStqw2Jy5UpFo1Onwrffas+HDYM+fZJ9qFKKaf9O45vN3xAVH4WrjSsz6s+gSZEmLz0uKuoq589/QUjILgBcXWtSqNAsbGxyp/QqxFtGkhshhHjLKQVz5sDXX2uL9NnYwPDh0Lu3Nu43xRYsgK++0p7/8AP8+GOyDw2OCKbj2o6su7AOgOo+1ZnXcB45nZIuy6CUIjBwJpcvf4NeH46ZmR358v1GjhzdpLdGJCDJjRBCvMVu39buEm3cqL1+/32YOzdFCwUn5O8P7dtrmVOPHjBihDaQOBk2XtzIF2u+4F7EPazMrRhZfSR9yvd56fiamJjbBAR05r//tAtxdv4AX9+52NqmZqCQeFtJciOEEG8hpbSOlV69ICQErKzg55+1O0ip6q0BLVNq2VJb0+aLL2D8+GQlNlFxUfTb2o+JhycCUNS9KIsaL6JE9hIvuQ5FUNBiLl7sQXz8I3Q6a/LmHU6uXH3Q6VJ7IeJtJcmNEEK8ZQIDoWtXrZI3QNmy2szsFK9f86ydO6FxY4iLgxYtYMYMMHv1GjTH7x6nlX8rzt0/B2ilFEZWH4mtpW2Sx8TGBnPhwpfcv+8PgINDGQoXno+9fVpciHibSXIjhBBvCaVgyRLtLtHDh9oCwYMHQ79+YJEW/9ofOAD16kF0tFY2fMGCV3YDGZSBMfvHMODvAcQZ4sjukJ25DeZSK//LF/cLDl7NhQtdiIsLRqezwMvrJ/Lk+QEzM8s0uBDxtpPkRggh3gL37sGXX2rVDkCrCzV3LhQvnkYnOH4c6tSBiAitVsPy5Vr29BI3Q27SbnU7dlzbAUBD34bMqD+DrHZZkzwmLu4Rly714t69BQDY2xfD13c+jo6l0uhCxLtAkhshhHjDLVsG3btrxS8tLLQlZ3744ZW5R/KdO6et+PfoEVSqBKtXa1OuXmL5meV0Xd+VR9GPsLO0Y3zt8XQs1THJWU1KKe7fX8XFiz2Jjb0DmJE793f4+AzBzMw6jS5EvCskuRFCiDdUcLCW1Pz5p/a6RAmtt6ZkyTQ8yeXLWvGp+/ehTBmtwre9fZK7h8aE0nNjT+afmA9AuRzlWNR4EQWyFEjymOjoG1y82IMHD7RBQra2+fH1nYezc8U0vBDxLpHkRggh3kD+/tptqOBgbdjLgAHaw8oqDU9y86aW2AQGQrFisHkzODsnufv+m/tps7INVx9dxUxnRv8P+jOoyiAszRPvQjIY4rl9ewJXr/6EwRCBTmdJ7tz98PIagLl50gONhXgVSW6EEOIN8uCBVnh7yRLtdbFiWm9NmTJpfKJ797SxNdevQ/78sHUrZMmS6K5x+jh+3v0zw/cMx6AMeDl7sbDxQj7I80GSzYeGHuHChS6Ehx8DwMmpEoUKTcPevmgaX4h4F0lyI4QQb4g1a7Qp3vfuabOvf/hBG19jndZDUv77Txtjc+GCVlVz+3bInj3RXS/9d4k2K9tw8PZBANr4tWFinYk42yTewxMfH8bVqwO5fXsiYMDCwoW8eUfj6dkB3SuKZAqRXJLcCCFEJvfff1qphIULtdeFC2vr1pQrlw4nCw2F2rXh1Cktodm+XUtwnqOUYvax2fTe1JuIuAicrZ2ZWm8qnxX7LMmmg4NXc/FiD2JjbwPg4dGK/Pl/lwreIs1JciOEEJnY+vXQpYs27MXMDPr2hSFDXjlZKWUiIrR1bA4f1m5Bbdum3ZJ6zoPIB3Re15lV57V551W8qjC/0XzyOL+YBAFER9/k4sWePHiwBgAbm7wULDgFN7eP0+EihJDkRgghMqVHj7RCl3Pnaq8LFdKely+fTieMiYFGjWDPHm3Q8JYtUPTF8S9bL2+l3ep2BIYHYmlmybCPhvFthW8xN3txMT+l9Ny+PZGrVwei14ej01mQO/d3eHn9TwYMi3QlyY0QQmQymzZBp05a0UudDr75RqsLZZte+cCTUgpbt2rTvP/6S1sF8BnR8dH039afcQfHAeCb1ZdFjRdR2rN0Ig1CWNi/BAR0JTz8XwCcnCpSsOA0HByKpdNFCPGUJDdCCJFJhIZqhS1nztRe58+v9dZUqpSOJ9XroV07bbSytTWsXQsVE64vc+reKVqvbM2poFMAfFX2K0Z/PBo7S7sXmouPD+fatf9x69YEng4Y/gVPz04yYFi8NpLcCCFEJrBtG3TooC0tA9oA4hEjwO7F/CHtGAza9KslS7Sljf394aOPnr6tDEw4OIEftv1AjD4GD3sPZn86m7oF6yba3P37a7l4sQcxMdpFeHi0JF++37G2TnymlRDpRZIbIYTIQGFh8N13MG2a9jpvXpg9G6pUSecTK6UN6pk1SxupvHgx1H2atNwJu0P71e3ZemUrAHUL1GXWp7PI5vDizKbo6FtcutSL+/e1AcY2Nj6PBwy/vDimEOlFkhshhMggf/+t9dZcv6697t4dRo0CB4d0PnF0tNY1NH269nr2bGjWzPj2qnOr6LyuMw+iHmBrYcuYj8fQrWy3F+pCaQOGJ3H16oBnBgz3fTxgOD27nIR4OUluhBDiNQsP1xbgmzRJe+3treUX1aq9hpNfuaIlMkePaqOVJ03SxtwA4bHh9N7Ym9nHZwNQKnspFjVeRGH3wi80ExZ2jAsXuhAWdgQAJ6cKjwcMp1UZciFSTpIbIYR4jXbvhi++0HIMgG7d4NdfwdHxNZx81Srt5CEh2jo2CxdqC/YBB28dpPXK1lx+eBkdOvpV6sfQakOxMk9YrEobMDyIW7fGAQbMzZ3Jm3cUOXJ0kQHDItOQ5EYIIV6DyEj48UeYMEEb7pI7tzbcpWbN13Dy2Fitq2jsWO11xYqwdCnkzk28IZ6Re0YyZNcQ9EpPLqdcLGi0gKreVV9o5v799Vy82J2YmBsAuLu3IH/+sVhbe76GixAi+SS5EUKIdLZvn9ZhcvGi9rpTJ/jtt5cW2E47N25oa9gcOKC97ttXm4ZlacnVh1dps6oN+2/uB6BF0RZMqTsFV1vXBE3ExNzm4sXe3L/vD4CNjTcFCkwmS5Y6r+EChDCdJDdCCJFOlIKJE6FPH23Wdc6c2ho2j+8Epb+//oLPP9eKU7m4aIvmNGiAUopZR2fyzeZvCIsNw8naiUmfTKJ18dYJBg1rA4ancPXqj+j1YYA5uXN/i7f3IBkwLDI1SW6EECIdxMVBr14wdar2ulUrbeyui8trOHl8vFYufORI7XXZsrB8Ofj4cOHBBbqs68Ku67sA+CDPByxotABvF+8ETYSFHefCha6EhR0CwNHxfQoVmo6Dg99ruAAhUkeSGyGESGMPH2oTkrZv1yYk/fKLdjfouZnU6SMwEFq2hF1a8kL37jBmDLEWOkbvHs7Pu38mRh+DnaUdP1f7md7v905QF0qvj+DatcHcvDkW0GNu7vTMgOEX60cJkRlJciOEEGno4kWtsPaFC1qZpsWL4dNPX9PJ//5bS2yCgrTFcmbOhBYtOHjrIJ3WdeJ00GkAPs73MVPrTsXH1SfB4Q8e/MWFC18RE6MtvOPu3oz8+cdhbZ3jNV2AEGlDkhshhEgjO3ZAkyZaz03u3LBuHZQo8RpObDDA8OEweLD2vHhxWLGCMC9PBmzsxcRDE1EostplZWytsS+MrYmJucOlS30IDv4TAGtrLwoWnESWLImXWRAis5PkRggh0sCMGfDVV9pwl/ffh9WrIfvrKKkUHAxt2sCWLdrrjh1hwgQ23NrBl5NrcDNUq/P0ud/n/F7rd7LaZTUeqpSeO3emceVKf/T6ULQBw1/j7T0Yc3P71xC8EOlDkhshhEgFvV4bTzNunPa6ZUtt/Rpb29dw8n37tGnet29rJ5wyhXtNatP7rw4sO7MMAB8XH6bWm8rH+T5OcGh4+CkCAjoTFnYQAEfH9yhYcBqOjiVfQ+BCpC9JboQQIoVCQ7Vk5q+/tNdDh8LAga9h4LBSMGaMtjCfXg+FCqH+/JM58YfpO6kwD6MfYqYz45vy3zC46mDsrZ72wuj10Vy//jM3b/6KUvGYmzuSN+9IcuToJgOGxVtDkhshhEiBa9egfn04fRpsbGDePGje/DWc+OFDrRbUunXa61atuDSqH1139OHvq38DWk2oGfVnUCZHmecO3cmFC12IitJWE8yatREFCvyBtXXO1xC4EK+PJDdCCGGiffugUSNtuIunJ6xZA+XKvYYTHz6sZVDXroGVFXHjxzKmaAhD5pcnOj4aWwtbhlQdwtcVvsbC7Ok/73FxD7l8+Tvu3p0FgJWVJwUKTMLdvdFrCFqI10+SGyGEMMGCBVr5hNhYKFUK1q6FXLnS+aRKaSsAfvONtjpg3rwcnjGYzhfGcOLvEwDUyFuDqXWnks8t3zOHKYKDV3DxYk/i4u4B4OnZlbx5R2Fp6ZLOQQuRcSS5EUKIZDAYtPE0Txb9bdwY5s/X1rJJV6Gh0LmztsIwEN6kPv9rm4sJe9tjUAbcbN0YW2ssn/t9nmB6d3T0TS5e7M6DB9rtKzs7XwoWnI6Ly4fpHLAQGU+SGyGEeIWICK1E06pV2usff4SffwYzs3Q+8YkT2lLHFy+ChQWbRnSgm+Vmrh/TEpZWxVsxttZYPOw9jIcoZeDOnSlcufIDen04Op0lefL0x8vrR8zMrNM5YCEyB0luhBDiJW7d0lYYPnYMrKy0RX8//zydT6oUzJ4NPXpAdDRBBXLwdd9iLA6cDoCXsxdT6k6hToGEVbkjIs4QENCZ0NB/AHByqkChQjOwty+azgELkbmk998dLzVy5EjKlSuHo6MjHh4eNGzYkICAgFce9+eff+Lr64uNjQ3FixfnryfzMIUQIg0dPgzvvaclNu7uWnWDdE9sIiKgfXvo1AkVHc28tn4U7hDF4sAtmOnM6PN+H05/dTpBYmMwxHD16k8cOVKK0NB/MDd3pECBiZQqtVcSG/FOytDkZteuXXTv3p0DBw6wdetW4uLi+Pjjj4mIiEjymP3799OyZUs6duzIsWPHaNiwIQ0bNuT06dOvMXIhxNtu+XKoXFmrQ1msGBw6BJUqpfNJz53Tsqn587mcRcfHQ/LTPu9J/ot5iF82Pw50PMDY2mNxsHIwHvLo0R4OHy7B9es/o1QcWbLUp1y5s+TM2R2dLkP/iRciw+iUUiqjg3giODgYDw8Pdu3aReXKlRPdp0WLFkRERLB+/XrjtvLly1OyZEmmTp36ynOEhobi7OxMSEgITk5OaRa7EOLtoJQ2nmbQIO113bpa8ct0/+di0SLo2pX4qAh+/9iBwRXjiDLEYGNhw6Aqg/i2wrdYmlsad4+PD+Hy5e8JDJwGgKVlNgoU+AN396YJBhYL8bYw5fs7U425CQkJAcDNzS3Jff755x+++eabBNtq1arF6tWrE90/JiaGmJgY4+vQ0NDUByqEeCtFRWmlmZYs0V5//TWMHg3m6blwb3Q09O4N06dz1BM6fenIMYcwMEA172pMqzeNAlkKJDgkOHglFy/2IDY2EABPz07kzfsrlpau6RioEG+OTJPcGAwG+vTpQ6VKlShWrFiS+929e5ds2bIl2JYtWzbu3r2b6P4jR45kyJAhaRqrEOLtc/cuNGwIBw+ChQVMnqzNwE5Xly5Bs2ZEnDnOoI9hbAUdBl0YrjaujPl4DO1Ltn+hevfFiz24f1+btmVrW4CCBafj6lo1nQMV4s2SaZKb7t27c/r0afbu3Zum7fbv3z9BT09oaCi5c+dO03MIId5sJ05opRRu3gRXV/D3h2rV0vmk/v7QoQNb3EPp1sOMq84GQNGiaAvG1x5PNoenf8Rp07unc+XK9+j1oeh0FuTO3Q8vr/9hbm6TzoEK8ebJFMlNjx49WL9+Pbt37ybXK5b6zJ49O/fu3Uuw7d69e2TPnj3R/a2trbG2lrUdhBCJW7sWWrXSJikVLAjr10OBAq8+LsViY6FfP+7PGM83tWBBCQADuZ1yM6XuFOoWrJtg94iIc1y40IWQEO0PP0fH9yhUaAYODn7pGKQQb7YMHUqvlKJHjx6sWrWKv//+Gx8fn1ceU6FCBbZv355g29atW6lQoUJ6hSmEeAspBb/+qt2KioiAGjXgwIF0TmyuX0d9+AELd4yncHctsdGho9d7vTjz1ZkEiY3BEMu1a0M5cqQkISF7MTOzJ3/+8ZQuvV8SGyFeIUN7brp3787ixYtZs2YNjo6OxnEzzs7O2NraAtC2bVty5szJyMdrnvfu3ZsqVaowZswY6taty9KlSzly5AjTp0/PsOsQQrxZYmOhWzeYM0d7/eWXMH48WFq+/LhU2bCBq91b8eWHoWzOr20q5lGMGfVnUD5X+QS7hoTsJyCgM5GRZwFwc/uEggUnY2PjlY4BCvH2yNDkZsqUKQBUrVo1wfY5c+bQvn17AG7cuIHZM2ucV6xYkcWLFzNw4EB+/PFHChQowOrVq186CFkIIZ64f1+rC7Vnj1Y+Yfx46N4d0mX2dFwcHDlC/NLFTDg8kf+1hkgrsDaz4n9VfuK7St9hZW5l3D0+PpQrV/pz584UQGFp6U7+/BPw8Ggh07uFMEGmWufmdZB1boR4d509qw0cvnJFW7dm+XKoVSsNTxAfD//+Czt2wM6dRB3Yw3LvSMZWgBOPhwVWyf0h0xvMpGCWggkOvX9/LRcufEVs7G0AsmdvT758v2FpmSUNAxTizfXGrnMjhBDpZdMmaNFCK7KdNy+sWwdFiqSy0fh4rTbD42SGPXsgPJyALDCtLMztBg+1O+w4m9szus5YOpbuiNkzKwfHxARy6VIvgoNXAGBjk49Chabh6lo9lcEJ8e6S5EYI8VZTCiZOhD59wGCADz+ElSsha9YUNKbXw/HjCZOZxwuDxpnBGl+YUsGCv3PHGw/xcvaiS5kudC7dGXd792fiUgQGzuLy5b7o9SGAOblz98Xb+yfMze1Sc8lCvPMkuRFCvLXi4rTFfx8P7+OLL7TnyV4dQq+HkyefJjO7d8PjldSfuJHbiemfZGNWjrvcVWFAPDp01C1Yly/LfkmtfLUwN0u4xHFk5AUCAroQErILAAeHMhQqNANHx1Kpu2AhBCDJjRDiLfXwITRvDtu2aYOFf/kF+vZ9xcBhgwFOnXqazOzaBY8eJdzHyQl95Q/Z/KEnU5wC+CtoHwYVCgqy2WejU+lOdC7dGS+XF2c2GQyx3Lw5mmvXfkapGMzM7PDx+ZmcOXthZib/HAuRVuS3SQjx1rl4URs4HBAA9vZa4ctPP01kR4MBTp/WEpknycx//yXcx9FRu5dVrRr3KhRntv4I04/N5NqjDRCl7fKRz0d0K9ONhr4NExS3fFZo6EECAjoREXEaAFfXjylYcCq2tq9e30sIYRpJboQQb5UdO6BJE63nJndubeBwiRKP31QKzpzREpkdO7Rk5sGDhA04OGjJTNWqULUqqlQpdt3ex9QjU1n594/EGeIAcLVxpX3J9nQt05VCWQslGU9sbBDXrw/j9u2JgMLCIgv5848jW7bWMr1biHQiyY0Q4q3w4IE2cHjYMG0S0/vvw+pViuwPz8HknU+TmeDghAfa28MHH2jJTLVqULo0WFryMOoh80/MZ+r0dpy/f964e/lc5elWphvNizbH1tI2yXhiY+9z8+Zobt+eiMEQCUC2bJ+TL9/vWFmlZDSzECK5JLkRQrzRzp+HceNg/nyIenybqGXZi8zKOQTbklshKCjhAba2CZOZsmWNSxMrpThy5whTjkxh6emlRMVrDdpb2tPGrw1dy3SllOfLB/3GxT3g5s0x3L79B3p9OACOjmXx8RmJm1uNtLx0IUQSJLkRQrxxlIK//4axY2HDhqfbS9ud59vIobQ8sgTdkccbbWygUqWnyUy5cmBllaC9iNgIFp9azNR/p3I08Khxe3GP4nxZ9kta+7XGyfrli4bFxT3k1q3fuXVrPHp9GAAODqXw9h5Cliz15BaUEK+RJDdCiDdGTAwsWaIlNSdPatt0OsWn7gf4Juh7Pozcg87aGipWe5rMvPdeknO/TwedZuqRqSw4uYDQGG29Gmtza5oXbU63st2okKvCK5OSuLhH3Lo1llu3xqHXa23Y25fAx2cIWbJ8KkmNEBlAkhshRKZ3/z5MnaqNqbl3T9tmZ2ugQ57t9A74ivxBl8DCArp2h//9D7JlS7KtmPgY/M/5M+XIFPbe2Gvcnt8tP93KdKNdyXZktXv1mJj4+BBu3RrPzZu/P16ED+zti+PtPZisWRuie2YVYiHE6yXJjRAi0zp37ul4muhobVtOTz298m+k84GOuAY8Hk/TooU2kjh//iTbuvzfZab/O53Zx2dzP/I+AOY6cxr4NuDLsl/ykc9HCcoiJCU+Pozbtydw8+YY4uMfAmBnVxRv78G4uzeWpEaITECSGyFEpqKUtvDe2LGwcePT7WVL6/mmwHqa/tUByz2P16L56CNtdb6yZRNtK94Qz/oL65l6ZCqbL282bs/llIvOpTvTqXQncjjmSFZc8fHh3L79Bzdv/kZ8vHZ+O7vCeHsPwt29mSQ1QmQiktwIITKF6Oin42lOndK26XTQsIGBbwqsp9KCbuiOBmpvlCypJTU1aya65PDt0NvMPDqTGUdncDtMq7KtQ0et/LX4suyXfFLgEyySuSKwXh/B7duTuHlzNHFxWo+PrW0hvL1/wsOjBTqd+StaEEK8bpLcCCEyVFCQVu9p8uSns7bt7aFjB0WvwlvJN74XrA7Q3vD2huHD4bPPwCxhT0mcPo4tl7cw69gs1gasRa/0ALjbudOhVAe6lOlCXte8yY5Lr4/kzp0p3LjxC3Fx2to4trb58fIaRLZsLSWpESITk+RGCJEhzpzRemkWLtRmQYG2onCvXtCp8D5chvWFPw5ob2TNqg0U7to1wcwngzKw/+Z+Fp9azPIzy3kQ9XS14cpelelWphuNCzfG2iK5lTJBr4/izp2pj5MabfSyjU0+vL3/h4dHa6kBJcQbQH5LhRCvjVKwZYuW1Gx+OgSGcuXgm2+gSaHTWP7UH75br71hZwfffqtVvHR6us7MqXunWHxqMUtOL+F6yHXj9mz22fis2Gd0Lt2Zoh5FTYpNr48mMHA6N26MIjZWu/1lY+ODl9f/yJatDWZmideMEkJkPpLcCCHSXXS01kMzbpzWYwPaXaVGjeDrr6FirhvoBv0EreZrGZC5OXTpovXWeHoCcP3RdZacXsLiU4s5FXTK2LajlSNNijShVbFWVPOpluyxNE8YDDEEBs7k+vURxMbeAcDa2gsvr4Fkz95Okhoh3kCS3Agh0s29e0/H0zwp6eTgAJ06abeffJz/g5Ej4Y8/nt6batZMm9ZdsCD3I+/z5+EpLD69OMGaNFbmVtQtUJdWxVtRt0Ddl9Z4SorBEEtg4Gxu3BhOTMwtAKytcz9OatpjZmb1ihaEEJmVJDdCiDR3+vTT8TSxsdq2PHkej6fpBM5WUTBhgpbYhGgL4FG1KvzyCxEli7I2YC2LFn/D5subiTfEA9psp6reVWldvDWNCzfG1dY1RbEZDLHcvTuX69eHExNzAwArq5x4eQ3A07MDZmbJH58jhMicJLkRQqQJg0EbRzN2LGzd+nT7++9r42kaNwYL4mHePBg0CG5rU7Tx8yNu5HC25tex6PR4Vm9bTWRcpPH40p6laVWsFZ8V+4ycTjlTEV8c9+7N5/r1YURHXwPAyioHefL0x9OzE+bmNiluWwiRuUhyI4RIlagorYdm7FhtRWHQxtM0bqwlNRUqoI2jWbsW+vc37mTIk5t/BrZjcY4HLD/zBfcP3ze2mc81H62Kt6JlsZYUdi+cqvgMhnju3VvwOKm5AoCVVfbHSU0XSWqEeAtJciOESJG7d7WxNFOmaLWfABwdn46n8fZ+vOPevfD997B/PwCn8zuxuEM5Fttc5PqdYaCN4cXD3oPPin5Gq+KteC/ne6kuOGkwxBMUtJjr138mKuoSAJaWHuTJ8wM5cnTD3Nz0cTpCiDeDJDdCCJPo9TBmDPz009MxwF5e0Ls3dOz4zIztM2fgxx9h7VpuOMOSqhYsruzGSbMgiN0OseBg5UDjwo1pXbw1H/l8ZPJMp8QopScoaCnXrg0lKuoCAJaW7uTJ8z05cnyJubldqs8hhMjcJLkRQiTbpUvQvj3s26e9Ll9eW4amYUOtKDcAN2/C4ME8WDaHPwsrFn8Be7wA4oEgLM0s+aTAJ7Qq3or6BeunaKZTYuLjwwkOXsbNm78RGXkeAAuLLOTJ04+cObtjbm6fJucRQmR+ktwIIV5JKZg6VVtLLzJSm849bhx06PBMaaeHD4kYNZR1WyexyDeOTd9A/OMKBTp0VPGuQqtirWhapGmKZzq9GJciLOwIgYEzCQpajF4fDoCFhRu5c/clZ84eWFg4psm5hBBvDkluhBAvdeuWlsQ8mQFVtSrMmfN0TE1ceCjbJn7N4uMLWJUvjogGT48tmb0krYu3pkXRFuR2zp1mMcXFPeTevUUEBs4kIuKEcbutbQE8PTuTI0dXLCycXtKCEOJtJsmNECJRSmmzoHr21JaisbGBUaO012ZmcPDGfhb8+T+WB+8k2NYAjyc15bXOTqv3OtKyeCuKuBdJw3gUISG7CQycSXDwCgyGaADMzGxwd2+Kp2cnnJ0rp3ogshDizSfJjRDiBcHB0K0brFypvS5XDubPB19fiImP4dsFbZl0bbn2pi24R5nRwqMarZsM4f08FdM0wYiNvcfdu/MIDJxJVNRF43Z7ez88PTuTLVtrLC3T5jaXEOLtIMmNECKB1au1sk7Bwdog4UGD4IcftOc3Hl2n2eSqHIq7BkCr81Z8XrItNb4bi4WdQ5rFoJSe//7bSmDgDB48WItS2irF5uYOeHi0xNOzM46OZaWXRgiRKEluhBAAPHqkTeeeP197XayY9rxUKe31ltNraLW8BQ/MY3CNggW33qPupI3g5pZmMURH3+Du3TkEBs42lkYAcHIqj6dnJ9zdW2BhkXZJlBDi7STJjRCCrVu1QcO3bmnjab77DoYMAWtrMCgDw1b0ZPCZyShzKHMHVuTrj/fI4c9MlUo5gyGOBw/WERg4k//+2wQoACwsXMmWrS2enh1xcCie6vMIId4dktwI8Q6LiNAWD540SXudL5/WW1Oxovb6QeQD2kysxqaoU6CDrufsGPfVOmwqf5Tqc0dGXiQwcCZ3784lLi7IuN3FpRqenp3JmrWRlEYQQqSIJDdCvKP274d27bSF+QC++gp+/RXsH691d/jKHprOqcMNiwhs42Dq1aK0/WMHuLun+Jx6fRT376/kzp0ZhITsMm63tMyGp+cXZM/eETu7/Km5LCGEkORGiHdNTIw2SHj0aK2Sd86cMHs2fPyx9r5Siml/DaX3wSHEWijyPwD/rF/hN38CmJun6Jzh4ScJDJzJvXsLiY9/+HirGW5udfD07ESWLHUxM7NMmwsUQrzzJLkR4h1y/Di0bQunTmmvP/8cJkwAFxftdURsBN0m1WFh6B4wh0ZXrJnTahnOtRok1WSS4uPDCApaRmDgDMLCDhm3W1t74enZkezZ22Njk3YL+wkhxBOS3AjxDoiPh19+0QYJx8Vpd5amTYNGjZ7ucyHwNE0mV+G0xX+YG2DUZR++/WUPupw5k30erRzCoce9NEswGCIA0OksyZq1AZ6enf/f3n1HR1XtbRz/TtqkkIQESJMEgiBIlSIIqFhAVC6KXqUICgZRNChNmgiKSL+o1wYKQrxeEUERLK9KBIRLkSIGDUJoMaEEAqYSUmfO+8eBaJRQNGEmw/NZi7U8/bfPwuFZ5+yzN0FBt2Kx/LUnQCIiF0LhRsTFJSWZT2u2nH54cs895jxRISG/7fPx2jk8HD+EXE87YbnwobUvN8bF/W42zHMrLs7g2LH/np4O4afS9T4+DQkPf4SwsIfw8go5xxlERCqOwo2Ii7Lb4fXXza+hCgogMBBeew369fvtC+5iWzFj37qfl46vAE+48ZAHi+9cQPg9D573/IZhkJW1lrS0eRw//jGGUQicmQ7hfsLDBxEYeL0G2hORS07hRsQFpaTAww/DmjXmcpcu8M47EPm7Li5HMlLo9UpH1rsfBmDUgXCmPv8/PKKvPO/5MzLi2bt3CPn5e0rX+fm1ICJiECEhffH0rF6RzRERuSgKNyIuxDDMGbuHDYPcXPD1Nb+KevzxsuPtfbt1Kb0+6Uu6tZiAAoiz/YN75n0MXl7nPH9JyUkOHBjNkSNzAHB39yck5AHCwx/B37+1ntKIiFNQuBFxEUePwqBB8Pnn5nKHDvDuu1D/d8PGGIbBzLhHeOaXBdit0Py4Gx91+DcNHhhy3vNnZa1j9+6HKSg4AEBERCz16k3Dw8O/MpojIvKXKdyIuIClS82nM7/+aj58mTwZRo4sOyxNVt6vDJjVkRWWJHCDh1KDmDNqLb6Nzj21gc2WT3LyeA4degUwsFqjaNRoAUFBt1Zqm0RE/iqFG5EqLCMDhgyBDz4wl6+5xpw+odkf8krCzlXc91539vvk41UCr528gUGvf43Fx+ec58/J2cyuXf3Jz08CICxsIPXrv4SHR0AltEZEpGIo3IhUUV9+CQMHQlqa+YRm3DiYMOHP3WYWfjiWJxJnUOADdbMsfNT0BVoPfPac57bbC/nll0mkps4A7Hh5hdOw4Txq1OhWeQ0SEakgCjciVUxurvnKad48c7lhQ/NpTdu2ZffLL8zjyZk38Y59G3jAnUeq8d7jKwm+pv15zp/A7t0PlY5XExLSlwYNXsXTM7gymiMiUuEUbkSqkHXrYMAASE42l4cNg6lT4Y9vlw4c+J775t7CD345WAyYnHEN42avw61a+Z1/7fZiUlOnk5LyAoZRgqdnLa66ai61at1bae0REakMCjciVUBBAYwfDy+/bH7uXacOxMXBTTf9ed/PPvsXD20aTZafQc1T8EHkcDo/N7vst+B/kJf3M7t39yc3dxsANWvey1VXzdGowiJSJSnciDi5LVvMpzW7dpnLAwfCSy9BwB/69JbYipk4606mFX4DVrjuuJWl/T6l9nW3lXtuw7Bx8OBLJCdPwDAK8fCoToMGrxMS8oDGrBGRKkvhRsRJHT4Mzzxj9qcBCAuD+fOh21n69Kan7aPP7A6s9j8OwJO/1udfkzfhFVSz3POfOrWX3bsHkJOzEYDg4Dtp2HAeVmtEhbdFRORSUrgRcTJ5efCvf8HMmXDqlLnuwQfNV1I1avx5/w3fLKRn/CCO+NvwK4L5Qf3pPXFhua+hDMPO4cNvcuDAaOz2fNzd/alf/2XCwmL0tEZEXILCjYiTsNvh/ffNT7oPm9M90bGj+Qrqj19CARh2O//+d29GZS6lxBeuzvLk4+7vcfUtvcq9RkFBCrt3x5CVtRqA6tVvoVGjBXh716mMJomIOITCjYgTWL8ehg+HbWZ/XurWhRkz4P77z/4AJjcjjYFTr2Opfyq4Q+9fI5j3zCaqhUWd9fyGYZCW9g7794/AZsvFzc2XK6+cSUTE41gsbpXXMBERB1C4EXGg5GQYPRo++shc9vc3+9kMGwbe3mc/ZuemT/nnR/eTFFCEpw1me9/NkJc/xvL7uRZ+p7DwCElJj5CR8SUAAQEdadQoDl/f+mfdX0SkqlO4EXGA7GxzfJpXXoGiInBzg0cegRdegNDQ8o97/83HefTwXE4FQO2Tbizt9AbX/WPwWfc1DIP09EXs3TuEkpIsLBYr0dEvEhk5HIvl7EFIRMQVOPR59Lp16+jevTsRERFYLBaWL19+zv2//fZbLBbLn/4cPXr00hQs8jeVlMDcudCggdlhuKgIOneGhAR4663yg01hbhZDRjWh3/G5nPKCzpnBbB/yU7nBpqgonZ07/8muXf0oKcnC378NbdpsJyrqaQUbEXF5Dn1yk5eXR4sWLYiJieHeey98FNSkpCQCfjfIR0iIBhoT57dypTltQmKiudywoflVVLdu5xxfj9QfvuX+uG5sCTY/nXqWG3l+Vjzunl5n3f/48Y/Zs2cwxcUnsFg8qFPnOaKixuDm5lnRTRIRcUoODTd33HEHd9xxx0UfFxISQvXq1S9o38LCQgoLC0uXc3JyLvp6In/Hrl3w9NPwf/9nLgcHw/PPw+DB4HmOvHE4aSsz34nhba9ECoIhqMDCey0n063n+LPuX1ycwd69T5KevggAP79mNGr0H/z9r6nYBomIOLkq+ZnENddcQ3h4OF26dGHDhg3n3HfatGkEBgaW/omMjLxEVcrl7tdf4cknoVkzM9h4eJgdhffuNdeXF2xS924jdlxz6v23La/6JVLgCdfnBLF9wKZyg82vv37B1q1NTwcbN6KinqF1660KNiJyWapSHYrDw8OZO3cubdq0obCwkPnz53PTTTexefNmWrVqddZjxo0bx4gRI0qXc3JyFHCkUhUVwRtvmJ2Ds7LMdXfdBbNmwVVXlX9c8oHvmbYghji3Hyk+/aXUDVkBTOz0HLfePfysA+yVlOSwb99wjh5dAICPT0OuvvpdAgLaVXCrRESqjioVbho2bEjDhg1Llzt06MD+/ft5+eWXee+99856jNVqxWq1XqoS5TJmGLBiBYwaBfv2metatDAH4bvllvKP25u8jalxA3mPH7Gdfppzy68BTOw0kU73jii3Q05m5ip2746hsDAVsFC79nCio1/E3d3nrPuLiFwuqlS4OZu2bduyfv16R5chl7mEBBgxAtasMZdDQ2HKFHPCy3KGn2FX8lam/OcRPrD/iP30C+Kux/yZcOMEOvZ6utxQY7PlsX//GI4ceQMAb+96NGoUR/XqN1Rso0REqqgqH24SEhIIDw93dBlymUpLg2efhYULzSc3Vqv5RdTYseaAfGeT+MsWXvzvIJaU/IhhAdzgH0f8mXDjs7SdOOqcn05lZa1n9+4BFBTsByAi4nHq1ZuJh0e1SmidiEjV5NBwc/LkSfadeX4PJCcnk5CQQHBwMFFRUYwbN47Dhw/zn9PTIr/yyitER0fTpEkTCgoKmD9/PqtXr2blypWOaoJcpvLzzddN06aZE10C9O4N06dDnXKmaUpI2czk/z7KspIfzRUW6HGwGs9eP47WE8aaI/mVw2YrIDn5WQ4degkwsFpr07DhAoKDu1Rsw0REXIBDw822bdu4+eabS5fPdPzt378/cXFxpKWlkZqaWrq9qKiIkSNHcvjwYXx9fWnevDnffPNNmXOIVCbDgA8+MJ/MHDxorrvuOjPotG9/9mO2/rKRyR8M5rOinwCwGHBfih/PdhhL8/Fjzc+oziE7eyNJSY9w6tQuAMLCHqZ+/Zfx8AissHaJiLgSi2EYhqOLuJRycnIIDAwkOzu7zECAIuezaZM5ueXmzeZyZKQ5uWXv3md/k7Tpl/8x+cNYviwwQ42bHXof8GV8+9E0HvTMOQe5MQyD7Ox1pKRMITMzHgBPz1AaNpxHzZrdK7xtIiLO7mL+/a7yfW5EKltKCowZAx9+aC5XqwbjxplBx+csHyatO7CGyR89yTf5OwFwt0Pfvd480+5pGj7zrNkxpxyGYZCR8TUpKS+Sk3NmDCd3wsL6c+WVM/H0rFHBrRMRcT0KNyLlyM01+9S89BIUFppPZ2Ji4MUXISys7L6GYbDmwCpeWDaUtad+BsDDBv13Wxl37XCunD8BfH3LvZZh2DlxYgUpKVM4efJ7ACwWL8LDBxIZORofn7qV1UwREZejcCPyBzab+fXTs8/CsWPmuptvNkPONdeU3dcwDFbu+5rJK0awIc/sE+Npg4E7vRjTeih1F0w0H/WUw24v4fjxJaSkTOXUKfNJj5ubLxERg4mMHInVGlEZTRQRcWkKNyK/s3q1OV7Njh3mcv365uSWd91Vtl+NYRj8354veOGzp9mSlwSAtQQG/eTJ6GtiiVzwPASW3+HXbi/i2LH3SE2dTn6++cWgu3sAV1zxJLVrD8XLq1ZlNVFExOUp3IhgjlczbBgsWWIuV68Ozz0HTzwBXr+bfNtu2Pk06VMmfzGa7Sf3AuBTDIMTPBjVbDDh7zwPNcrvF2Oz5ZOW9g4HD86ksND83MrDowaRkcOJiIjF07N6pbRPRORyonAjlzW7Hd5+2/y0OzvbHE348cfNWbt/n1Hshp2Pf/6YF78ax48nzQH0/Iogdrs7I5sMImTBJAgJKfc6JSW5HDkyl4MHZ1NcbL7r8vIKIzJyFOHhj2oQPhGRCqRwI5etxER49FHzE2+Aa681g87v+9XY7DaW7FzCiyvH8/PJZAD8C+HJbW4MbziAmu9Mhojy+8UUF2dy+PBrHDr0b0pKMgCwWqOIihpLWNjDuLt7V1bzREQuWwo3ctnJz4fJk81ZuktKzP6+U6ear6DOzANVYi9h0U+LmPLNRPacTAEgsACGbbYwtH4/guZNLn8oYqCoKJ1Dh17m8OE3sNlyAfDxaUBU1DOEhvbFza38MW5EROTvUbiRy8rKleZrpwMHzOV77oFXX4Xatc3lIlsR7+14j6mrJ3Egz+wTE3wKRnxnYUh0LwLnvQhXXlnu+QsLD5OaOou0tLex2/MB8PNrRlTUM4SE3I/FUs4smiIiUmEUbuSycOyY+RXUokXmcu3a8PrrcPfd5vLuE7v5MPFDFm6bR0reYQBq5cHIjfBE1L34vzUFGjUq9/z5+QdITZ3B0aNxGEYRAP7+11KnzrPUqPEPLJby540SEZGKpXAjLs1uhwULYPRoyMw056Z88knztdSvtl+Ysf5DFv+4iITjP5YeE3oSRm+Ax8L/gd+bU6B583LPn5e3i9TUaRw7tgiwARAYeCN16ownKKgLlnPM8C0iIpVD4UZc1q5d8Nhj8L//mcstW8KUV4+wx2Mpty3+gO+ObC7d18MGXfdDr0S4r/Zt+Lw6Bdq0KffcubkJpKZO4fjxjwFzeragoK7UqTOe6tVvqMxmiYjIeSjciMspKDA7CE+fDsXF4FvzBN2eXsbxkA/otmotxukw4maHm3+B3olwT2E9atz3IEzsAw0blnvu7OxNpKRMISPji9J1NWv2ICpqPAEB5YchERG5dBRuxKWsXg2DB8Pe1BxovJxatywmMzCepQUlkGru0yHVDDT3nwghrEc/eKsPtG599qm9MUcjzsr6lpSUF8nKWn16rRshIb2IihpHtWrNLk3jRETkgijciEs4cQKGPn2KRds+h1aLodf/gUchx09vb3XEDDQ9DwZQp2tPmP4A3Hjjb99+n4U5Q/eXpKRMISdnIwAWiwehoQ8RFTUWX98Gl6BlIiJysRRupEorKC5k7LyVzFm/mKLoFRCdV7qt0XHokwi99nrR8PoeMPoBuP12sFrPeU5zhu5PTs/Q/QMAFouV8PBHiIoahbd3+ePbiIiI4yncSJVTYi9hTfIa3tqwmBV7llHimQWnu8lEZFrpn1hI75/daNaiC5aBfaFHD/D3P/95S05y4sQnpKZO49Qpc4ZvNzc/rrjicWrXHoHVGl55jRIRkQqjcCNVgt2ws/HgRhYnLmZp4hLS80+/cPIEcsO4PvEKpicm0KFOKywP9IVF959zricAw7CRm/s9mZnxZGTEk5OzEcMoBsDdPZDatZ+idu2heHqWPxGmiIg4H4UbcVqGYfB92vcsTlzMh4kfcij30G8bT9WAnffTNjGa931WU7//TTD3I6hb95znzM//hczMlWRmxpOZuYqSkswy27296xIePogrrojFwyOw4hslIiKVTuFGnE5ieiKLExezOHEx+zP3l673LPCheHdP+KkPISnNeLXbWnp+2hRL89HlnqukJJvMzDWlgSY/f1+Z7e7uAQQF3UJQUBeCgm7Dx+dKDbwnIlLFKdyIU9iXsY8PEz9k8c7FJKYnlq73KYYWSVH8nDiJnH29ocSbx+4+yrQtoQQF9/nTeez2YnJzt5CREU9m5kpycrZwZuRgkzsBAdcRHNyFoKAu+Pu3xc1N/xuIiLgS/aqLwxzMPsiSnUtYvHMx245sK13vaYM79sItiSGs2PcOawr+AUDjqw3engcdO4aV7msYBvn5e0v7zWRlrS6dhfsMH5+rCArqQnBwF6pXv0mvm0REXJzCjVxShmHw9f6vmbVxFquTV5eud7fDrQfMsWju3O/LO7XfYuy+3hQUe2C1wsSJ8PTTFry8oLj4VzIzV50ONCspLEwtcw0Pj2CCgjqXBhp9ui0icnlRuJFLosRewtKdS5mxfjo70n+bpPKGFOjzE/xzF4S0u4UNXYdx64o72bnLHFyvc2d4881CatbcyKFD8WRmxpOb+z1n5nMCsFg8CQy8/nS/mS74+7fEYil/cD4REXFtCjdSqfKL81mYsJB/rZtG8knzaye/InhsGzy1Geo0aAMPPEDW7b0Z/O9w3poBYNCy5U4mTlxJvXrxpKWt5fDhU2XO6+fXtDTMVK9+I+7ufpe+cSIi4pQUbqRSZOZn8uamV/n3xpc4bssBoGYeDN0MT/xSi+A+MfDqwxhXNWTJEpjY4yhRUf9l7Nh4brjhG3x9jwCQkWGez9MztLQTcFBQZ6zWCEc1TUREnJzCjVSowzmHefnz8by1ZxEnLeaAeHUzYeQmiKnZBd+hg6F7d2xuJSQl/Y/PZs6nZs2VvPXWj2XO4+bmTWBgp9JA4+fXTJ9oi4jIBVG4kQqxO3U7s5YM5b3cDRS7GWCBZsdg7M/B9LwpFo+lj0BUFHl5u9j380iOH38XD48c2rX77Rx+fi0JDr6N4OAuBAR0xN3d23ENEhGRKkvhRv6WLd+8y/RVk1huTcawAG5wYwqMKbmOO3o9i+W127Fb7BxNX8HOVQNwd18DgIcHHD9+BYcOdeXmm7vQuPGteHnVcmxjRETEJSjcyEUzsrJYGTeBGfviWFPrJJx+wHL3QV/G1HuI9lOfg7AwCgsPs3PHZI4ffxurNQ13d7DZ3Ni48S727HmCO+64lWHD3NDbJhERqUgKN3JhDIOSDf/jo8UTmGH/HwmhBtQCDxv0y41m1C3P0njCAAyLhWPpq9n+ZSxW6wrc3GxYrZCREcrq1YMICHiUvn0jadLE0Q0SERFXpXAj53biBPn/eYe4b1/hX9FHOXD6zZFfsYVBfjcwos9rRNZtTnFxFpu3vkZ6+hz8/ZPw8TH327HjRpKTn6Bjx3uYPdsLq9VxTRERkcuDwo38md0Oa9aQ9c4bvJn2Kf9uYyO9tbmphs3K0KseJPbe6QT71iAtbTvLlw/C1/d9vLzy8feHvDx/Nm16iMDAwfTs2ZQ6GiBYREQuIYUb+U1aGsTFcWTRW7wcnsJbbSC3obmpjlswI28cQ0z7WLzd3Vm/fgnHjs0hJOQ7qlc39zlwoBkHDz5B+/Z9mTTJH3cNEiwiIg6gcHO5s9ngq69g/nz2bPiUWdfZ+U8PKDr9N6Op/5WM6fw8vZr0Iu3wQVZ8NImAgAVUq/YrISFQXOzJjh33ERDwBD16dCQkRL2DRUTEsRRuLlcpKbBgASxYwFb7IWZcD8uewPycG7j+ivaMvXE8Xep25ZtvvuK/399NnTpfERFhzul0/Hgkhw8Ppl27gYwcGaovnkRExGko3FxOiovhs89g3jyMr78ivh7MuAVW1/ttl+5XdWdMxzHUzG/A2m8XsCIollq1UoiONrfv2dOVgIAn6NatG/7+eu8kIiLOR+HmcrB3L8yfD3Fx2I6n81FjmPEo/BBubvZw8+CBZg/wZKtRHPgum++Xv8nVVy/lqqvM6RNyc4NJT4/h2msf49FH6zuwISIiIuencOPKtm+HSZPg008p8IB3W8Csvu7sD7QB4Ovpy6BWg7it2mPs2ryOnzL7Eh39IyEh5uFHjrQlIOAJOnfuic+Zb7tFREScnMKNK/rhBzPUrFhBljfMvcHCKzd4csyrCLBRw6cGg5o/SfjBLmRv/QCjVTtat84FoKjIm4yMB2jd+nFuuqmNY9shIiLyFyjcuJIdO+D552H5cg4GwCtd4e12Hpx0KwGKiAyIpEetYfjvqUnongU0b/48NDAPzcpqgL//E3Tq1B+rNciBjRAREfl7FG5cwY8/mk9qli3jx1CYdQ8sbm6hxGIAJTQMakL7gkEEHUqnY9QsatxyFAC73Y2cnLtp2fIJoqJuwWJxc2w7REREKoDCTVX2008waRLGxx+zOhpm9oOVpf19DVr430Tz9Fto4PYDHTqMxN3d7GuTnx+Kv/+jtG49CB+fSIeVLyIiUhkUbqqixER44QVKPl7K0sYw67Hfvnxys7hxveftNM8N48bGX1Or1belhxUUdKJJkye44ooeuLl5OaZ2ERGRSqZwU5X8/DNMmsTJ5Ut4pyW8/BSkVDc3+bt7083jetr65dKy2f+VHlJUFERgYD+aNn0MPz9NxS0iIq5P4aYq2LULXniBo58v5rW2MGc4ZJ7+MvuaatW5zb0+NzRIoprfNwAYhoWiotto2jSGsLC7cHf3dmDxIiIil5bCjTPbvRsmTyZp5SJmt4f/DINCDwj0hD5BNekS5EV02BFgGwCnTtUlLCyGxo374+0d5dDSRUREHEXhxhnt2QMvvMCG9YuY1d7g01iwWODaYOhWPZjrwnPw9DgBQHGxN3b7P2nVKoaaNW/SF08iInLZU7hxJnv3Yp/8Aiu2vc+sDgabHoYIbxgYDrfV8KaWXwGQAUBOThvq1YuhYcM+eHpWd2jZIiIizkThxhns20fBi8/zn52LmH2dQWof6FQLXgm10CLIOL1TAfn5NfDw6Ee7djEEBDR3aMkiIiLOSuHGkfbvJ2PqBN7cv5hXrzWo2Qe6h8HNIeDnAWBgt7uRnd2Vxo1jaNCgO25uVkdXLSIi4tQUbhzhwAGSp4/hpUMfs7Qt3NjBYGYY1PX7bZfs7HpUqxZDhw798fGp7bhaRUREqhiFm0spOZnvZw5nasb/kdaxmNu7wH9rgMfpPsBFRT7k5NxHmzYx1KlzozoHi4iI/AUKN5eAkZzMV7Mf5xW3jUS1z6VPKNT83dul9PS2hIYO5Oabe+HpGei4QkVERFyAQx8NrFu3ju7duxMREYHFYmH58uXnPebbb7+lVatWWK1W6tevT1xcXKXX+VcVHdjLnKc602dpc/Z2+Zpx9+bSN8oMNrl51TlxYjhXXfUTPXtuplOnRxVsREREKoBDn9zk5eXRokULYmJiuPfee8+7f3JyMt26dWPw4MG8//77rFq1ikceeYTw8HC6du16CSq+MJlJicxaOBjj6m3ccFchg0/fZZvdwsG0m2lQN5Y7b/8H7u6a30lERKSiWQzDMM6/W+WzWCx88skn9OjRo9x9xowZwxdffEFiYmLput69e5OVlcVXX311QdfJyckhMDCQ7OxsAgIC/m7ZZWxfv5KPNo2g4dU/U6fab7f1aFYwtqJYut7yGDVrXlGh1xQREbkcXMy/31Wqz82mTZvo3LlzmXVdu3Zl2LBh5R5TWFhIYWFh6XJOTk6l1Db75b5c02IRt11rLueXWEj6pTVtm06j1923YrFYKuW6IiIiUlaV+hzn6NGjhIaGllkXGhpKTk4O+fn5Zz1m2rRpBAYGlv6JjIyslNo6dxgEwO7jfvyw8wHaX5vBsEe20uG6zgo2IiIil1CVCjd/xbhx48jOzi79c/DgwUq5Tot2N+FtX8bg+08yPPZ9qgdWr5TriIiIyLlVqddSYWFhHDt2rMy6Y8eOERAQgI+Pz1mPsVqtWK2XZlTfjp3vuSTXERERkfJVqSc37du3Z9WqVWXWxcfH0759ewdVJCIiIs7GoeHm5MmTJCQkkJCQAJifeickJJCamgqYr5Qeeuih0v0HDx7MgQMHGD16NLt37+bNN99kyZIlDB8+3BHli4iIiBNyaLjZtm0bLVu2pGXLlgCMGDGCli1bMnHiRADS0tJKgw5AdHQ0X3zxBfHx8bRo0YLZs2czf/58pxrjRkRERBzLaca5uVQqc5wbERERqRwX8+93lepzIyIiInI+CjciIiLiUhRuRERExKUo3IiIiIhLUbgRERERl6JwIyIiIi5F4UZERERcisKNiIiIuBSFGxEREXEpVWpW8IpwZkDmnJwcB1ciIiIiF+rMv9sXMrHCZRducnNzAYiMjHRwJSIiInKxcnNzCQwMPOc+l93cUna7nSNHjuDv74/FYqnQc+fk5BAZGcnBgwc1b9V56F5dON2rC6d7deF0ry6O7teFq6x7ZRgGubm5RERE4OZ27l41l92TGzc3N2rXrl2p1wgICNBf/guke3XhdK8unO7VhdO9uji6XxeuMu7V+Z7YnKEOxSIiIuJSFG5ERETEpSjcVCCr1cpzzz2H1Wp1dClOT/fqwuleXTjdqwune3VxdL8unDPcq8uuQ7GIiIi4Nj25EREREZeicCMiIiIuReFGREREXIrCjYiIiLgUhZsK8sYbb1C3bl28vb1p164dW7ZscXRJTmnatGlce+21+Pv7ExISQo8ePUhKSnJ0WU5v+vTpWCwWhg0b5uhSnNbhw4fp168fNWrUwMfHh2bNmrFt2zZHl+V0bDYbEyZMIDo6Gh8fH6688komT558QfP1uLp169bRvXt3IiIisFgsLF++vMx2wzCYOHEi4eHh+Pj40LlzZ/bu3euYYh3sXPequLiYMWPG0KxZM/z8/IiIiOChhx7iyJEjl6w+hZsK8OGHHzJixAiee+45tm/fTosWLejatSvp6emOLs3prF27ltjYWL777jvi4+MpLi7mtttuIy8vz9GlOa2tW7fy1ltv0bx5c0eX4rQyMzPp2LEjnp6efPnll/z888/Mnj2boKAgR5fmdGbMmMGcOXN4/fXX2bVrFzNmzGDmzJm89tprji7N4fLy8mjRogVvvPHGWbfPnDmTV199lblz57J582b8/Pzo2rUrBQUFl7hSxzvXvTp16hTbt29nwoQJbN++nWXLlpGUlMRdd9116Qo05G9r27atERsbW7pss9mMiIgIY9q0aQ6sqmpIT083AGPt2rWOLsUp5ebmGg0aNDDi4+ONTp06GUOHDnV0SU5pzJgxxvXXX+/oMqqEbt26GTExMWXW3XvvvUbfvn0dVJFzAoxPPvmkdNlutxthYWHGrFmzStdlZWUZVqvV+OCDDxxQofP44706my1bthiAkZKScklq0pObv6moqIjvv/+ezp07l65zc3Ojc+fObNq0yYGVVQ3Z2dkABAcHO7gS5xQbG0u3bt3K/P2SP/v0009p06YN999/PyEhIbRs2ZJ58+Y5uiyn1KFDB1atWsWePXsA2LFjB+vXr+eOO+5wcGXOLTk5maNHj5b5fzEwMJB27drpt/4CZGdnY7FYqF69+iW53mU3cWZFO3HiBDabjdDQ0DLrQ0ND2b17t4OqqhrsdjvDhg2jY8eONG3a1NHlOJ3Fixezfft2tm7d6uhSnN6BAweYM2cOI0aM4JlnnmHr1q089dRTeHl50b9/f0eX51TGjh1LTk4OjRo1wt3dHZvNxpQpU+jbt6+jS3NqR48eBTjrb/2ZbXJ2BQUFjBkzhj59+lyySUcVbsRhYmNjSUxMZP369Y4uxekcPHiQoUOHEh8fj7e3t6PLcXp2u502bdowdepUAFq2bEliYiJz585VuPmDJUuW8P7777No0SKaNGlCQkICw4YNIyIiQvdKKlxxcTE9e/bEMAzmzJlzya6r11J/U82aNXF3d+fYsWNl1h87doywsDAHVeX8hgwZwueff86aNWuoXbu2o8txOt9//z3p6em0atUKDw8PPDw8WLt2La+++ioeHh7YbDZHl+hUwsPDady4cZl1V199NampqQ6qyHmNGjWKsWPH0rt3b5o1a8aDDz7I8OHDmTZtmqNLc2pnfs/1W3/hzgSblJQU4uPjL9lTG1C4+du8vLxo3bo1q1atKl1nt9tZtWoV7du3d2BlzskwDIYMGcInn3zC6tWriY6OdnRJTunWW2/lp59+IiEhofRPmzZt6Nu3LwkJCbi7uzu6RKfSsWPHPw0psGfPHurUqeOgipzXqVOncHMr+9Pv7u6O3W53UEVVQ3R0NGFhYWV+63Nycti8ebN+68/iTLDZu3cv33zzDTVq1Lik19drqQowYsQI+vfvT5s2bWjbti2vvPIKeXl5PPzww44uzenExsayaNEiVqxYgb+/f+m76sDAQHx8fBxcnfPw9/f/Uz8kPz8/atSoof5JZzF8+HA6dOjA1KlT6dmzJ1u2bOHtt9/m7bffdnRpTqd79+5MmTKFqKgomjRpwg8//MBLL71ETEyMo0tzuJMnT7Jv377S5eTkZBISEggODiYqKophw4bx4osv0qBBA6Kjo5kwYQIRERH06NHDcUU7yLnuVXh4OPfddx/bt2/n888/x2azlf7WBwcH4+XlVfkFXpJvsi4Dr732mhEVFWV4eXkZbdu2Nb777jtHl+SUgLP+WbhwoaNLc3r6FPzcPvvsM6Np06aG1Wo1GjVqZLz99tuOLskp5eTkGEOHDjWioqIMb29vo169esb48eONwsJCR5fmcGvWrDnr71P//v0NwzA/B58wYYIRGhpqWK1W49ZbbzWSkpIcW7SDnOteJScnl/tbv2bNmktSn8UwNCyliIiIuA71uRERERGXonAjIiIiLkXhRkRERFyKwo2IiIi4FIUbERERcSkKNyIiIuJSFG5ERETEpSjciIiIiEtRuBERERGnYLFYWL58+d8+j8KNiIjIZW7AgAFYLBYGDx78p22xsbFYLBYGDBhQYdd7/vnnueaaayrsfH+kcCMiIiJERkayePFi8vPzS9cVFBSwaNEioqKiHFjZxVO4EREREVq1akVkZCTLli0rXbds2TKioqJo2bJl6brCwkKeeuopQkJC8Pb25vrrr2fr1q2l27/99lssFgurVq2iTZs2+Pr60qFDB5KSkgCIi4tj0qRJ7NixA4vFgsViIS4urvT4EydOcM899+Dr60uDBg349NNPL7otCjciIiICQExMDAsXLixdXrBgAQ8//HCZfUaPHs3HH3/Mu+++y/bt26lfvz5du3YlIyOjzH7jx49n9uzZbNu2DQ8PD2JiYgDo1asXI0eOpEmTJqSlpZGWlkavXr1Kj5s0aRI9e/bkxx9/5M4776Rv375/Ovf5KNyIiIgIAP369WP9+vWkpKSQkpLChg0b6NevX+n2vLw85syZw6xZs7jjjjto3Lgx8+bNw8fHh3feeafMuaZMmUKnTp1o3LgxY8eOZePGjRQUFODj40O1atXw8PAgLCyMsLAwfHx8So8bMGAAffr0oX79+kydOpWTJ0+yZcuWi2qHx9+7DSIiIuIqatWqRbdu3YiLi8MwDLp160bNmjVLt+/fv5/i4mI6duxYus7T05O2bduya9euMudq3rx56X+Hh4cDkJ6eft7+O78/zs/Pj4CAANLT0y+qHQo3IiIiUiomJoYhQ4YA8MYbb/zl83h6epb+t8ViAcBut1/UcWeOvZDjfk+vpURERKTU7bffTlFREcXFxXTt2rXMtiuvvBIvLy82bNhQuq64uJitW7fSuHHjC76Gl5cXNputwmr+Iz25ERERkVLu7u6lr5jc3d3LbPPz8+Pxxx9n1KhRBAcHExUVxcyZMzl16hQDBw684GvUrVuX5ORkEhISqF27Nv7+/lit1gprg8KNiIiIlBEQEFDutunTp2O323nwwQfJzc2lTZs2fP311wQFBV3w+f/5z3+ybNkybr75ZrKysli4cGGFDhJoMQzDqLCziYiIiDiY+tyIiIiIS1G4EREREZeicCMiIiIuReFGREREXIrCjYiIiLgUhRsRERFxKQo3IiIi4lIUbkRERMSlKNyIiIiIS1G4EREREZeicCMiIiIu5f8B9rE/Wl/KYh8AAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Genetic Algorithm\n",
"Ngenes = 10 # the number of pairs of genes\n",
"NGenerations = 5 # the number of generations\n",
"# initialize randomly\n",
"Genes = list()\n",
"for i in range(Ngenes):\n",
" gene = GenerateRandomSolution(Nassets)\n",
" geneSR = EvaluateSolution(gene, Chart)\n",
" Genes.append([geneSR, gene])\n",
"Genes = sorted(Genes,reverse=True)\n",
"\n",
"# get the best portfolio in first generation\n",
"print(\"Best Gene 1st generation:\")\n",
"print(Genes[0][1], EvaluateSolution(Genes[0][1], Chart))\n",
"print(\"\")\n",
"\n",
"selected_charts3 = list()\n",
"for i in range(Nassets):\n",
" if Genes[0][1][i] == 1:\n",
" selected_charts3.append(Chart[i])\n",
"portfolioChart3 = np.mean(selected_charts3, axis=0)\n",
"\n",
"\n",
"# execute genetic algorithm\n",
"K_best = 5 # the number of top genes which are extracted\n",
"Ndescendants = 2 # the number of offspring\n",
"MaxMutation = 2 # the maximum number of mutations\n",
"for iIter in range(NGenerations):\n",
" selected_Genes = Genes[:K_best]\n",
" for gene in selected_Genes:\n",
" Descendants = CreateDescendant(gene[1], Ndescendants, MaxMutation)\n",
" for Descendant in Descendants:\n",
" DescendantSR = EvaluateSolution(Descendant, Chart)\n",
" selected_Genes.append([DescendantSR, Descendant])\n",
" selected_Genes = sorted(selected_Genes, key=lambda x: x[0], reverse=True)\n",
" selected_Genes = copy.deepcopy(selected_Genes[:K_best])\n",
"\n",
"# get the best portfolio in the final generation\n",
"print(\"Best Gene last generation:\")\n",
"print(selected_Genes[0][1], EvaluateSolution(selected_Genes[0][1], Chart))\n",
"print(\"\")\n",
"selected_charts4 = list()\n",
"for i in range(Nassets):\n",
" if selected_Genes[0][1][i] == 1:\n",
" selected_charts4.append(Chart[i])\n",
"portfolioChart4 = np.mean(selected_charts4, axis=0)\n",
"\n",
"# make a comparison plot\n",
"plt.plot(list(range(13)), portfolioChart,color=\"r\",label=\"Before Greedy Search\")\n",
"plt.plot(list(range(13)), portfolioChart2,color=\"b\",label=\"After Greedy Search\")\n",
"plt.plot(list(range(13)), portfolioChart3,color=\"g\",label=\"1st Gen Genetic\")\n",
"plt.plot(list(range(13)), portfolioChart4,color=\"y\",label=\"Last Gen Genetic\")\n",
"plt.xlabel(\"Month\", loc=\"right\")\n",
"plt.ylabel(\"Portofolio Asset Amount\", loc=\"top\")\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Implementation of quantum annealing method using OpenJij\n",
"\n",
"### Method for quantum annealing\n",
"\n",
"To solve the optimization problem in reverse quantum annealing, we will translate the classical algorithm's spin-form results into the formulation used in quantum annealing."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 1, 1, 0, 1, 1, 1, 1, 0, 1, 0, 1]\n"
]
}
],
"source": [
"def ConvertSolutionToQuboState(solution):\n",
" output = list()\n",
" for i in range(len(solution)):\n",
" if solution[i] == 1:\n",
" output.append(1)\n",
" else: output.append(0)\n",
" return output\n",
"\n",
"QA_init_state = ConvertSolutionToQuboState(Solution) # use the result from greedy search as an initial state\n",
"#QA_init_state = ConvertSolutionToQuboState(selected_Genes[0][1]) # use the best portfolio in the final generation of genetic algorithm as an initial state\n",
"#QA_init_state = GenerateRandomSolution(Nassets) # use random initial state\n",
"print(QA_init_state)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### For forward annealing\n",
"\n",
"Initially, we will execute Forward Annealing.\n",
"We construct a QUBO matrix incorporating the stocks' attractiveness and the pairwise correlations of penalties and rewards.\n",
"In this following, we perform our computations through Simulated Quantum Annealing (SQA), which emulates quantum annealing on a classical computer.\n",
"The enhancement in the final rate of return varies based on the case, yet we can observe that the charts demonstrate greater stability than the results procured by the greedy method."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
},
{
"data": {
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OeeVy4TfXWrq6utTT06M1a9aM/qyxsVErV67Url27yvKex0NnDgA45y1cuFCNjY2jr87OzpLm09PTI0lqaWkZ8/OWlpbRtsnAMDsAILbyEUugnp62u7tb6XR69OfJpB1trTQV25nPWDqgRGr8mwXMMqcR8p5nwsrZellTt5So0eblyP9k3b+b7f/4xJtD27wcuVW2UrLLJEp+idQoZvaE55rTXXaGdsjJLVvzlqRcc/hdsN42k5ND17LwY8krYerlyK319ubf6GTBrVKgkp1DH5zvlE91lm3dWuQ9f8LLa3t5bBllfr3nS0TZZtm2aIOr/Uvs9mR7JrRt8OV0aFthyP5OKKdfHyovdXpJSqfTYzrzUrW2tkqSent7NX/+rx4S0Nvbq8suuyzy/MNM+EioxFvyAQCoBG1tbWptbdWOHTtGf5bNZrVnzx51dHRM2nIn3JlX4i35AIBzU0HVkV8Tdfz4ce3fv1/79++XVLzpbf/+/Tp06JCqqqp0yy236FOf+pS+853v6Pnnn9d73vMeLViwQNddd1153/yvmfAweyXekg8AODflgyrlIwyzlzLts88+q1WrVo3+e8uWLZKkjRs36v7779cHP/hBnThxQn/+53+uTCajt7zlLXr00UdVW1tb8np6ynrN3Lslf7zOPJfLjYkAZLOTd30VAICorrzySgVB+H0UVVVVuv3223X77beftXUqazStlFvyOzs7x8QBFi60b/QCAOC0cuXM427Kc+Zbt27VwMDA6Ku7u3uqVwkAEBPBq1XTSn0F06TQSlmH2Uu5JT+ZTMYuzwcAqAx5VSlfQrGUX59+OihrZ/7rt+Sf7rxP35J/0003TWheqe+klagZ/2YBr1a0xa3d7WTFo9Qtbuiy/wLMLw5v8+qsWzlySbpo6SuhbYezdrbS295WPl6yc8sJp253yqn1nGsKn35wfcacVhHrX1vPDcg12fvaq73d+Fz4H7jJVRlz2sF2s9nNqVvH2rFa+1iJkuf2nkeQPGCvt/XZPG5OGa0Ou2Qfa8eMPPaZLNuqpe49S8HLkXvPJDhq7O/EUPh6VRltmBwT7syPHz+ul156afTfp2/JnzVrlhYtWjR6S/7rXvc6tbW16aMf/eik35IPADg3FQJFuu5d8J4XFBMT7swr8ZZ8AMC56fS17yjTTwcT7swr8ZZ8AADOZRX7bHYAADwFVakQ4Sa2KNNWEjpzAEBsTcUT4CrR9LhYAADAOaxiz8wz7VJ1yD1zIxHKkEaJlkWVdyJFFjdS58R6rPjZog8MmtO+eHOr2e5GipxYnaWvzX7fVqwnl2kyp6139kfCiIdJ0sCy4dC29D47bjTDKHEqSYPzw6eP+lSGfK19+27iiabQtprwJknSjGUZs90qm2m1SX4E0hKlnK0k5Zrs+VtfpDX93jmTvT/ydeHt3nonnK+7rFMGOGHUx7Jibfnwj0bZcQNcUcV25gAAeAqKWM98mlwznx5/kgAAcA7jzBwAEFtBxLvZg2lyZk5nDgCIraiVz6ZL1TQ6cwBAbHEDXNH0eBcAAJzDODMHAMQWw+xFFduZN70oJcKioQfCM6P9S+w8qVfyz8ttWgbn23nR1BF73lZJTS9HnvoXuzykVcbUy5F7vJKa1vv28rvznBKPVknNQpMddp3nbDMv/2uVKfXKr1pZbklqNkq/eiVOPVbpSsl+HoL3heEehxFKoA4udhZuGGm1j4Wk8Z0i2c8UkKR6o22oLWdOm+4qvfyq9+yKKKV2JWmgLfx9546ET5vPnb0Okse5FjHMDgBAzFXsmTkAAB6G2YvozAEAsUVnXsQwOwAAMceZOQAgtjgzL6IzBwDEFp15EcPsAADEXMWemeeaqpRIjv8Xk5XHdrOqETO6Fq/O9KCcPLax7l4u+ejy8G0i2bWgvW3m5ciDC+yiybmT4UtPZsxJXXP2hf9V3bfantbK3kv++062Z0Lb/Nx/+LSSdNSo7Z1w1svLVFc79cytdbdy/ZIkZ5tax6FXz9za15K9P6szM81pPfN+aGfBB9eHfwa8LLdXUzxfa3zfRcj1S9LAMjsDX9vlfatNvUDRsuLOER0bFduZAwDgYZi9iM4cABBbdOZFXDMHACDmODMHAMQWZ+ZFdOYAgNiiMy9imB0AgJjjzBwAEFtBUKUgwtl1lGkrScV25tlLc6quG38j1zeFZzq9bHBUiZPhO96rW+wlXU891xS+XGfaKFnxZLuTDXbqsFs5ckla9AeHQtsOZ+1scZ9Tj9niZYOzbXaGttmppd5vPDfA3iK+mv7wQTPvOPOywekINeLdrPdis9nMknvHcLa/yZ658flpyNiTerl/j/X58o6F4Wb7GRHWNu9fYs/bOo4kKT9kf0asYy3p5OfPFuqZFzHMDgBAzFXsmTkAAB5ugCuiMwcAxBbXzIsYZgcAIOY4MwcAxBbD7EV05gCA2GKYvahiO/PkfyaVSI4ffRhsDg95NXgxqiZ7ufk6O7ZjRTVm9tgxj7xTetIqXTnDiOOdCStS5/G2mVfG1IqfLfrAoDntz97nlSENj9XlmqcuOpNrjvYFYW3TYaecpxddS3fZx2mhaSS0zYvzJZ1SvYn54Z8BL1bqxTOtyF3farssbKOz3vlVGWfppU87xyljas7b+U7xYqdpZ9nZk+H7O9kfvuz88NkrLBpEPDOfLp0518wBAIi5ij0zBwDAE0gKIgwEnL0xhMlFZw4AiK2CqlTFE+AYZgcAIO44MwcAxBZ3sxfRmQMAYqsQVKmKnDnD7AAAxF3FnpnPWDqgRGpo/Eaj1KGXifbKDTZ02X/fDCo8o9t8wF523+rw/K5kl+yMmplOGZnQvja7zOg8p2Smxypj6uXI/2Tdv5vt//Dc5aFtXnrXy2MPG88zkOw89kCrvex5Tr63f0n4No9a1tIrm2mXjrWPBS/PbZUvTjhZ7yjcZ0A4WXCrPLEkyXg+hZef90qkWiVpPSnnOPOeh+CVy60EQRDxbvbKf4tnpGI7cwAAPFwzL2KYHQCAM/Txj39cVVVVY17t7e1TvVqcmQMA4msqzsx/53d+Rz/4wQ9G/z1jxtR3pVO/BgAAlKhcd7Nns9kxP08mk0qG1AeZMWOGWludG2POMobZAQCxdfoGuCgvSVq4cKEaGxtHX52dnaHL/NnPfqYFCxbowgsv1Lvf/W4dOnToLL3bcJyZAwDOed3d3Uqnf1XhMeysfOXKlbr//vt18cUX68iRI/rEJz6h3/u939NPfvITNTQ0nK3VfQ06cwBAbBXPrqNcMy/+fzqdHtOZh1m3bt3ofy9dulQrV67UBRdcoH/6p3/SjTfeWPJ6RFWxnfnJQw2qrq0dt61g5IOrnVrPc/Z5O90LHYZPn22zp7Tzu1K2LXzeXibay9HmmsLn7a2Xl3P1t2k4r96ylSOXpBnJfGjboFE7W/Lft5fHbnguPPvv17+2l506Er5NB5bZx4LHe9+D68P3iZcF97dpeHsyQs1wScoZ65ZsjzZv7/NnvW9re0qSDthZcOvz5eX6jy73vg/NZvMzYH1284M5abs973KZ6mhaU1OTfvu3f1svvfRSpPlExTVzAABKdPz4cf385z/X/Pnzp3Q96MwBALEVlOE1EX/zN3+jnTt36uWXX9bTTz+tt7/97UokEnrXu95VlvdTqoodZgcAwHO2h9lfeeUVvetd79Ivf/lLzZ07V295y1u0e/duzZ07t+R1KAc6cwAAztD27WfpZoAJojMHAMRXKWPlvzn9NEBnDgCIr4jD7JomhVYqtjOfvb9KiZrxN3K2LTwSNGNZxp7xvmglAc3IkVMm0Z23UUaxtssugeqVKhxcnwlfr0yTOW2hyY6/9K02myOVdvXKmFrxM6986j/pLc7cbcfawsvpJpyylzkn9tZ8IPx9efHL1OKs2T64PrwMqceL3GWdz0CUiJhXSjQfYX94ak+WHmn1ypB68TIrdhr1WPC+D0daw9ctZcUUcyHlqycBJVCLuJsdAICYq9gzcwAAPFP90JhKQWcOAIivoCrade9p0pkzzA4AQMxxZg4AiC1ugCuiMwcAxBc5c0kMswMAEHsVe2Y++EdZJVLjlx20VnrwZbse7XEn01nfVHoG18u4J528aX5VeEnB45k6c9ohp/yqjOnrnezwPGe9vRKP1nMBPFFKT3o58uACe1/X1tnHipV7bj5gTupmi/taw9u8Y9QrU5rsn7xTEet5BpK9bt56pZxlH10e3ubtD5/3HIfSy8Z68rXhy67pt8/HUk6O3CtvbH2+ji4Pz/UXhsLbyo272YsmdGbe2dmpN73pTWpoaNC8efN03XXX6eDBg2N+Z2hoSJs2bdLs2bNVX1+vDRs2qLe3t6wrDQDAqLNVMq2CTagz37lzpzZt2qTdu3fr8ccf18jIiK6++mqdOHFi9HduvfVWPfLII3rwwQe1c+dOHT58WOvXry/7igMAgKIJDbM/+uijY/59//33a968edq7d69+//d/XwMDA7r33nv1wAMPaPXq4jM+77vvPr3+9a/X7t27dcUVV5RvzQEA5zyG2Ysi3QA3MFC8TjRr1ixJ0t69ezUyMqI1a9aM/k57e7sWLVqkXbt2jTuPXC6nbDY75gUAwBmJMsQ+jYbaS+7MC4WCbrnlFr35zW/WJZdcIknq6elRTU2NmpqaxvxuS0uLenp6xp1PZ2enGhsbR18LFy4sdZUAAOecqjK84q/kznzTpk36yU9+ErlQ+9atWzUwMDD66u7ujjQ/AADONSVF0zZv3qzvfve7euqpp3T++eeP/ry1tVXDw8PKZDJjzs57e3vV2jp+1iaZTCqZLD26BAA4h/HQGEkT7MyDINDNN9+shx56SE8++aTa2saGm1esWKGZM2dqx44d2rBhgyTp4MGDOnTokDo6Osq31obEkD1kkjBqA0uSIuTMo/Ky5Bar5rEn8Zz3x5R9tHt1ppudWuuW4Wa7XnO/Uxfc4uXIg91NZnvKOFT6l5Se35X87L5lMnPkUU3mulmZ61yzPe3gfHu9vJy69XyLmiZ7Wo/1nZavi7Y9ve/LbFt4e2px+DGaH7SfD1FWdOaSJtiZb9q0SQ888IC+/e1vq6GhYfQ6eGNjo+rq6tTY2Kgbb7xRW7Zs0axZs5ROp3XzzTero6ODO9kBAJgkE+rM7777bknSlVdeOebn9913n66//npJ0uc//3lVV1drw4YNyuVyWrt2rb7yla+UZWUBABiDEqiSShhm99TW1mrbtm3atm1bySsFAMCZoGpaEYVWAACIuYottAIAgIsb4CTRmQMA4oxr5pIYZgcAIPYq9sw89Z20EjW147ZZ2Uc5uctku53f9TLTVm3hhi77byOv1vPMCPWxc832X5fH2sLrCw8ss/PWjU4OPdmeMdv7ZW9TS6FpxGxvMNbNes+Sv6+tHPmZzN8yuN6uQZByasjb8y49ox512R5r3bznLHjZ/OHm8P2Rr4t29uV9vqyx2qE2O3Ptva++1eGfzyjTSlJ1xn6Og/m90xV+nOSHh8z5llNVUHxFmX46qNjOHAAAF9fMJdGZAwDijGvmkrhmDgBA7HFmDgCIL4bZJdGZAwDijM5cEsPsAADEXizPzNNGSU0ztqYzKNfpRMAka/72n3h9TvTGCol4cSMvTpRrCv+7Lb3PK8eZibTslNHmRX4GWs1m5VdlQtsSEfe1V8bUsvgRO1J3/L+VHv/yjvGoH2ovzmRpfKLJbLfifLVGCVPJPw5rngtfthVbk/xSoAPL7HiZVYI45ZZVtj9/9cb0uWY7NupFz7w4bbYtvM0qv1o4e8k0zsxfFcvOHAAASdzN/iqG2QEAiDnOzAEAscUT4IrozAEA8cU1c0kMswMAEHt05gAAxBzD7ACA2KpSxGvmZVuTqRXLzjxKDtbKbErSYHvJs/aX7f2CsW5eeUg5OfQhY/oZy+xtknCyw17+N4p5bjnO8Ixubok9pXcceeUlrTKmUXLkkp0l9zLTMvLWkjRjWcZsr+2ys8sWK/cv2dl/732lnWPh6PLw6b08dbLf7g2O1tp5bas08uDLaXPaweX2sq1t1uysd36VXWr3mOx1s8zZF36M5kv/ip44ommSGGYHACD2YnlmDgCAJO5mfxWdOQAgvujMJTHMDgBA7HFmDgCILZ4AV0RnDgCIL4bZJTHMDgBA7FXsmfngH2WVSI1fQ7jayG0Wmuw60lFZ9dCT7XbW26ulbqk96WQhnax443Ph2eHB+Xae2suyHnVytDVGnepkxpzUrSmeOhK+XZoPOPXlnVrpUWvIW7ya5Itufzq0LfNnHc7cnVONLm+9w6fvd7L7Xsa9uctaN3ubuMs2ePl37xi2MtWSvW7WMSrZNd4lO8N+dLk5qeY4x+hx51kLVp126/ORH8xJ2+11KxvOzCVxZg4AiLHT18yjvEqxbds2LV68WLW1tVq5cqV+9KMflfeNTRCdOQAAE/Ctb31LW7Zs0cc+9jHt27dPl156qdauXau+vr4pWyc6cwBAfJ1+nGuU1wTdeeedet/73qcbbrhBS5Ys0T333KNUKqWvf/3rk/AGzwydOQAgvoIyvCRls9kxr1xu/Hu2hoeHtXfvXq1Zs2b0Z9XV1VqzZo127do1Ge/wjNCZAwBiq1zXzBcuXKjGxsbRV2dn57jLO3r0qPL5vFpaWsb8vKWlRT09PZP9dkNV7N3sAACcLd3d3Uqnf5VqSCZLrx44FSq2Mx/+j7Sqa2vHbUsZETAv/pVyy1racSQvfmZpPmC3e8u2eO87aURzvEPWKwtrlWiUpKG28YerJGk4Y5eWtGJtkjSwLHze1c68vXK4UXjRM6/cpxU/O+qUzEwttsteepE66zhsdqb1ooS55vDtYu1LKVpJWq+Mb4PZKmXb7PZkeya07Vht6dFNSUobcT7vWPB429Q6jq3SroWhoZLXacLKFE1Lp9NjOvMwc+bMUSKRUG9v75if9/b2qrXVybtOIobZAQDxFXWIfYJ/CNTU1GjFihXasWPH6M8KhYJ27Nihjg7vGRCTp2LPzAEAqERbtmzRxo0b9cY3vlGXX3657rrrLp04cUI33HDDlK0TnTkAIL6m4Alw73jHO/SLX/xCt912m3p6enTZZZfp0Ucffc1NcWcTnTkAIL6m6HGumzdv1ubNmyMsuLy4Zg4AQMxxZg4AiC3qmRdxZg4AQMxV7Jl504tSIiQCmT3ZFDpdclnGnO9RL/PplHC0MtO1XXZi28uqRtkZbobdyYpHMdJql1G0tou1PSUpP2TnYC1e3trLHied0q9WHtvdl85xZl3I896Xlf+VpJxTStQ6ir1nISSc92WVIq03p5Sybfbny9rmXglU71jwHM/UhbbVe7n/fXZ238p61/TbzzMYXJ+xl+08NyBfF34cWmVh88NVOmTOGeVWsZ05AAAu6plLojMHAMQY18yL6MwBAPE2TTrkKLgBDgCAmOPMHAAQX1wzl0RnDgCIMa6ZFzHMDgBAzMXyzNyq79vXFp73lKJnPvN14blna70kP6Nr1ST3cuRWnWhv3vlae70TQ/a8q53pre2S7rJz5P1OJtqqxzy43q5X7uXIJ9MM53kI6grfX1422MuR/79/8lWz/ZYv/GVom5fX9p4bICOP7XLmXW3k661MtOTXYU+225/dmcbnK/GcnY/vW22/r/qm8OPYrU2/zGxW32r7GRHWsnXAXvZZwzC7pJh25gAASAyzn8YwOwAAMceZOQAgvhhml0RnDgCIMzpzSQyzAwAQe5yZAwBiixvgiujMAQDxxTC7pAruzHNNVUokx8+GDs4P3/pmLlJ+LtOqHVwUvuyjy+2josGpmZxvK4S2Da638/FWjlyyc7JeLWcvW+xtU2u7FJpGzGmtHLnkZ/cnk/W+vfyuVeO9KHybee/Zm7OVI5ekli8+Hdr2UtsV5rTznDy3dSx4ddo9g5mZ4W3ONhtx8u95p0b8HOM5EF6OvNHJoSf7rWcpRDv+vc/X0eXGNrU+10OBtL3k1ZoYOnNJXDMHACD2KvbMHAAAD9fMi+jMAQDxxTC7JIbZAQCIPc7MAQCxxTB7EZ05ACC+GGaXVMGdeTITKFEz/lZO9odPd7TWjpCccqJnXhlTK7qWOmLP+5gRPZPsUqPHnehMo7dsY7vUNJmTugeJF8mzyk9m20qPaEl2rM6L1FUyq/Rrs1f20okredvFip9dtPQVc9rMvoVme0NX+JW9waHS45WSH3O0eBEtrxSvFUWsNiJzkpRrsuc9sCx83vX2pC7vfVlxQfOzl+MK7tk2oS1+9913a+nSpUqn00qn0+ro6ND3vve90fahoSFt2rRJs2fPVn19vTZs2KDe3t6yrzQAAJJ+dWYe5TUNTKgzP//883XHHXdo7969evbZZ7V69Wq97W1v0wsvvCBJuvXWW/XII4/owQcf1M6dO3X48GGtX79+UlYcAICqMrymgwkNs1977bVj/v3pT39ad999t3bv3q3zzz9f9957rx544AGtXr1aknTffffp9a9/vXbv3q0rrrCfHAUAAEpT8oWNfD6v7du368SJE+ro6NDevXs1MjKiNWvWjP5Oe3u7Fi1apF27doXOJ5fLKZvNjnkBAHBGGGaXVEJn/vzzz6u+vl7JZFJ/+Zd/qYceekhLlixRT0+Pampq1NTUNOb3W1pa1NPTEzq/zs5ONTY2jr4WLrRvoAEA4LTT0bQor+lgwp35xRdfrP3792vPnj266aabtHHjRh04YFQZcGzdulUDAwOjr+7u7pLnBQA4x3BmLqmEaFpNTY0uuugiSdKKFSv0zDPP6Atf+ILe8Y53aHh4WJlMZszZeW9vr1pbW0Pnl0wmlUx68SQAABAmcs68UCgol8tpxYoVmjlzpnbs2KENGzZIkg4ePKhDhw6po6NjwvPNtEvVteO3meU8nVKgM5ZlzPajzXZO3fozbrjZntLKkUtSvjZ83l4O1iuzaGVdvW3ilTiVk2seXBzelnTKr3qlRK3tkn3Onvfg+ozZHkVjxLKyMta9f4mTvXfe91CbfaxYZUy9HHn9/2fvr77VZrPJzddb5VXdUp/RTs+s0svesr3jcKbxnebNO9dsf+ckneNw0Cj9mjBKUReGzvLp7jQ5u45iQp351q1btW7dOi1atEjHjh3TAw88oCeffFKPPfaYGhsbdeONN2rLli2aNWuW0um0br75ZnV0dHAnOwBgUvA416IJdeZ9fX16z3veoyNHjqixsVFLly7VY489pj/8wz+UJH3+859XdXW1NmzYoFwup7Vr1+orX/nKpKw4AAAomlBnfu+995rttbW12rZtm7Zt2xZppQAAOCM8m11SBT+bHQAAD8PsRTwNHwCAmOPMHAAQXwyzS6IzBwDEGMPsRRXbmTe9KCXCIpQHwnOXOac+b87JodecdLLgdeF7vtl5EJ5XZ9rNcxu8HLqVo7WypJKd35WklNlaelZVsvO7ktS/JPx9J9sz5rRWPWZJSvbb62btT7d2vXMcNneFL9vLDrsZ9kyd2WwdK1Y9csnPkXetDb+J9g17/oc5rbWvPd7zCjyNzzkPtupqCm06utw+FuY4n/tTbdb+to9R71g45TyTYI5xHJrLjba5UYKK7cwBAHAxzC6JzhwAEGd05pLozAEAMcY18yKiaQAAxBxn5gCA+GKYXRKdOQAgxqqCQFVB6T1ylGkrSSw7cysS5FVG96IYaSeK0W9E37wyig1OFMoqbZk6YseRBp2IV2pxNnxaJ5pmTRt1ei8q6MbHvBiWNa0TPfMcNyJetf32FazhZjuuJIXv74FldgnTemfOHvNYGSo9PinZ8bMFb7eznS993q6+GOU4s8oqS1J+lR2RtGKlyX77s+t9b8zZF96WNWNr/he8931nfdda27Qw5CwYZRfLzhwAAEkMs7+KG+AAALF1+m72KK/JsnjxYlVVVY153XHHHZOyLM7MAQCYJLfffrve9773jf67oaFhUpZDZw4AiK8yDbNns2PvuUgmk0omvbuwfA0NDWptbY08Hw/D7ACA2CrXMPvChQvV2Ng4+urs7CzL+t1xxx2aPXu2li1bps997nM6depUWeb7mzgzBwCc87q7u5VO/yqZU46z8r/+67/W8uXLNWvWLD399NPaunWrjhw5ojvvvDPyvH8TnTkAIL7KNMyeTqfHdOZhPvzhD+szn/mM+Ts//elP1d7eri1btoz+bOnSpaqpqdFf/MVfqLOzsyx/LPy6iu3Mc01VSiTHz1BamU4vd+nlKj12mVN72X2r7XywVcY022ZO6ubQk0bZWLeE6WK7fc4+e9nZ/qbQtoSz7Ci8bLH3vj3W/hpcnzGnTTtlL63nGXjlbrNtzpdEm30cWrw8drP7vsLX3cuRe8dZzihDOuJk88v7tTqWtS+jTu+V+Y0yb8neLvna8O/SwlnMe53tZ7N/4AMf0PXXX2/+zoUXXjjuz1euXKlTp07p5Zdf1sUXXzyxBTsqtjMHAMB1lnPmc+fO1dy5c0ta1P79+1VdXa158+aVNL2FzhwAgDLbtWuX9uzZo1WrVqmhoUG7du3Srbfeqj/90z9Vc3Nz2ZdHZw4AiLVKLGOaTCa1fft2ffzjH1cul1NbW5tuvfXWMdfRy4nOHAAQX0FQfEWZfhIsX75cu3fvnpR5j4ecOQAAMceZOQAgts723eyVis4cABBfVE2TFNPOvG/1cGhbfZNdd3hwWbnX5szNdHLPVu3gIaN2tiR55YO97RKFtd6SJKOGfNTcf86od55vs2uGH11uz7smQk3yGuM9F5ft1TMPN7jeri/vfairnfrzg5mZoW2FphF7Wqc2t8WqRy7ZOXJJOmV8RLzj/5Szv7zj1PpOqu2yU+z2syvseufWMzckP0fuPZ8i3x7elhgKn7bKaMPkiGVnDgCAJFUViq8o008HdOYAgPhimF0Sd7MDABB7nJkDAGKLu9mL6MwBAPFVoQ+NOdvozAEAscWZeVHFdubHFxdUXTv+bYaNz4VHPfKrokWwBp3YTiRGyUBJOu7EzyzVRpxIko4bbTN77JKaI63hsZszWXZDJrzNivRI/rpZJSATThTQiwTlnFoI+brw+I0VW5Okhi77dpX8qkxoW8KI43nTSn4pUTdqaEg55Vmt/e2VrPXKmFrxswVvt3e2V35VXfY2i1IOV132+7b2l1fyeaTVKf16wN5fpUY/z2YJVBRVbGcOAICLu9kl0ZkDAGKMYfYiomkAAMQcZ+YAgPjibnZJdOYAgBhjmL2IYXYAAGKOM3MAQHxxN7ukCu7M6xYdUyI1fiZ1oMnIYztZbS+3PMfJHkfhlSOc42R0LVaZRMnOweaa7ayql0X1WDnbxoiZ6ck0OL/0T7lVHlKSkv32vI8azzto8JbtbNP+JfayR4zPkHUcSf5xaEm22/l2u5CoXcbUy5G/a9X/Ntv/oelys93aLl6ZUm+bWTnzfJ09rVd+1evJBoxsv5Xrzw/a+fZyYpi9iGF2AABirmLPzAEAcBWC4ivK9NMAnTkAIL64Zi6JzhwAEGNVinjNvGxrMrW4Zg4AQMxxZg4AiC+eACeJzhwAEGNE04oqtjNPfSetRE3tuG2DRi7Tq9U8mby8dj6kPvuvlF63OMpdHLkmu31gmV1z3MseW7wcuZUdlqShtvA8a+3JaNvMr3cePn8rnytJR2vtGvB2DWt7vTxenjtvZNy9ZyV4Gp8Lzz3nV4Xnls9EusvYn049ci9H3rX2XrP9t3tuCm1LOMdharG9P7L9TaFt3nfKSKv92Z2xzN7m9Uab9dnM54bM+aL8KrYzBwDAxd3skujMAQAxVhUEqopw3TvKtJWEu9kBAIg5zswBAPFVePUVZfppgM4cABBbDLMXMcwOAEDMcWYOAIgv7maXVMGdea6pSolkWD6z9K3v1Q5OLc6a7bkXw2sTj7Ta2WKvtnDf6tJqB0uSnDy2VVPcOwisrGlx3va6WdvM5dRrtjPu9rSD6+1876CRt/bmP7PHzt7na+11s/LcyfaMOe1xox65JM109sccI1/ft9rOLbvHaVdTaJNX99tjrZv3LASv3cqRS9LCx8OX/fK19jMFvM+u9SwF7zib47yvKJ/dVCZ8uvzZK2fOE+BeVbGdOQAAHp4AV8Q1cwAAYo4zcwBAfDHMLonOHAAQY1WF4ivK9NMBw+wAAMQcZ+YAgPhimF1STDvzhq7wAYVcsze1veO8WE+1ESnyYiJWxEQ6g1iPIZmx248ZMauafnuAxltvq6ylJKWMNq8Eqhdrs+JlXtQp8UST2V5jN5vbJeXsSy/2ljoSXjbzWK09bb0Tr0w4+8uKSFZn7JhVyolCHV0ePqaZ7LdLhXrlV63opxXNlM7gWHHKmFrxs/Yv9ZjTHn3zfLM9Xxe+Ta3jRLK3tyTNcd639dn1v2vPEnLmkiIOs99xxx2qqqrSLbfcMvqzoaEhbdq0SbNnz1Z9fb02bNig3t7eqOsJAABClNyZP/PMM/rqV7+qpUuXjvn5rbfeqkceeUQPPvigdu7cqcOHD2v9+vWRVxQAgN90+tnsUV7TQUmd+fHjx/Xud79bX/va19Tc/KuxloGBAd1777268847tXr1aq1YsUL33Xefnn76ae3evbtsKw0AgKRfXTOP8poGSurMN23apGuuuUZr1qwZ8/O9e/dqZGRkzM/b29u1aNEi7dq1a9x55XI5ZbPZMS8AAHDmJnwD3Pbt27Vv3z4988wzr2nr6elRTU2Nmpqaxvy8paVFPT3j3wTS2dmpT3ziExNdDQAAijewRcmKT48T84mdmXd3d+v973+//uEf/kG1tbVlWYGtW7dqYGBg9NXd3V2W+QIApj+umRdN6Mx879696uvr0/Lly0d/ls/n9dRTT+nLX/6yHnvsMQ0PDyuTyYw5O+/t7VVra+u480wmk0om7agMAADjChQxZ162NZlSE+rMr7rqKj3//PNjfnbDDTeovb1dH/rQh7Rw4ULNnDlTO3bs0IYNGyRJBw8e1KFDh9TR0TGhFTvZGoRmukdaw8sNepnnOfvsXGa2rfQ/LIab7bEeb92k8PZkv33EWdlgKVqp0HSXnR3OtpnN5naJknOVJB0In94r1xmVvU2d0pNOKd5jbeHbzHsuQGqfvU29Y8U6TnNN5qRuntva3155Yk+zUbpVXfY28Usj2+VyrTKmXo78xAL7OylfG34sDCyzj3HvuQBeGWCL9UyOwsmzWQMV0gSH2RsaGnTJJZeMeZ133nmaPXu2LrnkEjU2NurGG2/Uli1b9MQTT2jv3r264YYb1NHRoSuuuGKy3gMA4FxVwXezf/rTn9bv/u7vKpVKveZestMOHTqka665RqlUSvPmzdPf/u3f6tSpUxNeVtmfAPf5z39e1dXV2rBhg3K5nNauXauvfOUr5V4MAADFm9/swQ1/+kkyPDysP/7jP1ZHR4fuvffe17Tn83ldc801am1t1dNPP60jR47oPe95j2bOnKm/+7u/m9CyInfmTz755Jh/19bWatu2bdq2bVvUWQMAEFunk1r333//uO3f//73deDAAf3gBz9QS0uLLrvsMn3yk5/Uhz70IX384x9XTY19ue7XUTUNABBb5bqb/Tefd5LLTf51/127dukNb3iDWlpaRn+2du1aZbNZvfDCCxOaF505ACC+ynTNfOHChWpsbBx9dXZ2Tvqq9/T0jOnIJY3+O+zZLGHozAEA57zu7u4xzzzZunXruL/34Q9/WFVVVebrxRdfPMtrH9MSqAAASCpbPfN0Oq102i4vLEkf+MAHdP3115u/c+GFF57RoltbW/WjH/1ozM9OVxkNezZLmIrtzKuHqpQIxr9FsdnI9/YvsXdqflXpeVHJyUw7GXYvg2vV7h60o6pO5lnKtoWvW74uWjTDysFK/naxePlfa95effm8UZtekhJD9npbOXavNn3CqdNurVu6y15va19L/rol+8O3m5drnum8r1PGus3ZZ07q1jO3jhXvGHSfP9HfZLZbte2teuSS//n5+TvuCW277I6/Mqf1ngugxXbzKeP7cJ5xHOaHC3rFWXTZlKkzP1Nz587V3LlzS1/er+no6NCnP/1p9fX1ad68eZKkxx9/XOl0WkuWOAf8b6jYzhwAgDg7dOiQ/uu//kuHDh1SPp/X/v37JUkXXXSR6uvrdfXVV2vJkiX6sz/7M332s59VT0+PPvKRj2jTpk0TfjIqnTkAIL4qOGd+22236Rvf+Mbov5ctWyZJeuKJJ3TllVcqkUjou9/9rm666SZ1dHTovPPO08aNG3X77bdPeFl05gCA2IpaLGUyC63cf//9oRnz0y644AL927/9W+Rl0ZkDAOLrLF8zr1RE0wAAiDnOzAEA8VUIpKoIZ9eF6XFmXrGd+YylA0qkhsZvNMoZmmUQJbNkpuSX82zoCh/MyDXb06YilPv0IlrZNnuQxYoz5ZqdEoyrMma7976sSJEXD/NY8TCv/KNXStSL7FlxwFyzfSdqs1PS9uhyq82etqbf3p/e/rLKYtabU0opJyJpldv1InXJ9oy9bON9efP29rUXH7NikKkj9rK9uJ8VP/tv3z1sTvt//3SB2W7FYSUpb0Rx++vC31ch5Kt7UjDMLolhdgAAYq9iz8wBAPBFrUk+Pc7M6cwBAPHFMLskhtkBAIg9zswBAPFVCBRpqJy72QEAmGJBofiKMv00wDA7AAAxV7Fn5qnvpJWoqZ3wdFZGVrJL+kl+eckoZRatTLRk56K9TLTHynon7IqYGsrUme2Dbu45fN2T7fb+8jLRR5eHb7PU4qw97332vD1RMu75Vfa6zXHet8UrtTu4rORZu6I8syDql5F1jI+0hpcolaTaLvu5ACOt9md3jpGvP7rcPvPzjhWrjKmXI9+w/n+Z7Y//P28x2wfXhx+n1mczb2+u8uIGOEkV3JkDAODimrkkOnMAQJxxZi6Ja+YAAMQeZ+YAgPgKFPHMvGxrMqXozAEA8cUwuySG2QEAiD3OzAEA8VUoSIrw4JfC9HhoTMV25pl2qTokZp44GZ5lTTv5XK9euZVVlewsuTetlye1c+r2UJC3bKvOu7dNGp+zM7gDy+wMb34oPIPr7S8vtzxnn9Ho5Mi9uuCJIXvZ1v606t5L0jGlzfbjRobdqqMu+dl873kH1vy94yxp5Mgl+zkP3jMevGVbdcOTB0qvsy5JM5bZD2MYXB/e7j0zwHs2hhaHN3n1yL0cedP13Wb70R+fH9pmPV+iMBRI281Zlw/D7JIYZgcAIPYq9swcAAAXZ+aS6MwBAHHGE+AkMcwOAEDscWYOAIitICgoiFDGNMq0lYTOHAAQX0EQbaica+YAAEyxIOI1czrzydX0opQIiYZa9Zr72uza2zN77LyplceW7NxzvtYervFqklt1j71pk+0Ze9614bnmxJA5qQba7FyyVwt6qC08h549aU8bJXvs1aD28trZNjtnHiW777GOU2+98nX2NqtvsjPTUWrED75s5+fnGPvTy1vbR4qUbw9vyz3RZE7rPSuh3lm2lfdOOdN6rGx+vtn+zrHqkUt2jlyS6nrCv3dOtk6P4enpomI7cwAAXIWCVBXhDwuumQMAMMUYZpdENA0AgNjjzBwAEFtBoaAgwjA70TQAAKYaw+ySGGYHACD2KvbMfPCPskqk7LjIeLzomccri2mV3MyvsmMgKackZ3+dHTmyeJEgq5ynG8c74oWCbEmjhGqyP9pfxcn28DhTyokjWVFASUotdkpTdoXvTy8eZpe7tWNabvzLmbcOOCU5jc9Awtmmifml70+vnGe+tvSStfk2e197cT0rHiZJqUx4W67ZnFTHM3acdp4R5/O+M7xyuNa+luz4mXWc5YerdMiccxkVAqmKM/OK7cwBAHAFgaQo0bTp0ZkzzA4AQMxxZg4AiK2gECiIMMweTJMzczpzAEB8BQVFG2YnmgYAwJTizLyIa+YAAMRcxZ2Zn/4rKT848ViaJBWGnBJg3vTOwwfyw0Ycw1nn/LC9bgWrOWdHUApD9lBRlRXbsYuLKe8sO4r8cLS/is1tnvO2t73NouxPc1/qDLa5sWzvGLeO0TNRGArfJ/mc/fe/Na1kv29vm3mfTesYdz/X3r52jqV8aV9XkqTCSe84Cz9Oox5n3v6y5218p4wUV+xsnPWeCnKRhspPaaSMazN1qoIKG2N45ZVXtHDhwqleDQBARN3d3Tr/fLvMaqmGhobU1tamnp6eyPNqbW1VV1eXamtry7BmU6PiOvNCoaDDhw+roaFBVVVVymazWrhwobq7u5VO2w/LQBHbbOLYZhPHNpu4c2WbBUGgY8eOacGCBaqunryruUNDQxoedoYfzkBNTU2sO3KpAofZq6urx/1LLp1OT+uDfzKwzSaObTZxbLOJOxe2WWOj/fS5cqitrY19J1wu3AAHAEDM0ZkDABBzFd+ZJ5NJfexjH1MyGa3Yx7mEbTZxbLOJY5tNHNsMk6XiboADAAATU/Fn5gAAwEZnDgBAzNGZAwAQc3TmAADEHJ05AAAxV/Gd+bZt27R48WLV1tZq5cqV+tGPfjTVq1QxnnrqKV177bVasGCBqqqq9PDDD49pD4JAt912m+bPn6+6ujqtWbNGP/vZz6ZmZStAZ2en3vSmN6mhoUHz5s3Tddddp4MHD475naGhIW3atEmzZ89WfX29NmzYoN7e3ila48pw9913a+nSpaNPLevo6ND3vve90Xa2me2OO+5QVVWVbrnlltGfsc1QbhXdmX/rW9/Sli1b9LGPfUz79u3TpZdeqrVr16qvr2+qV60inDhxQpdeeqm2bds2bvtnP/tZffGLX9Q999yjPXv26LzzztPatWs1FLGyXFzt3LlTmzZt0u7du/X4449rZGREV199tU6cODH6O7feeqseeeQRPfjgg9q5c6cOHz6s9evXT+FaT73zzz9fd9xxh/bu3atnn31Wq1ev1tve9ja98MILkthmlmeeeUZf/epXtXTp0jE/Z5uh7IIKdvnllwebNm0a/Xc+nw8WLFgQdHZ2TuFaVSZJwUMPPTT670KhELS2tgaf+9znRn+WyWSCZDIZ/OM//uMUrGHl6evrCyQFO3fuDIKguH1mzpwZPPjgg6O/89Of/jSQFOzatWuqVrMiNTc3B3//93/PNjMcO3YseN3rXhc8/vjjwR/8wR8E73//+4Mg4DjD5KjYM/Ph4WHt3btXa9asGf1ZdXW11qxZo127dk3hmsVDV1eXenp6xmy/xsZGrVy5ku33qoGBAUnSrFmzJEl79+7VyMjImG3W3t6uRYsWsc1elc/ntX37dp04cUIdHR1sM8OmTZt0zTXXjNk2EscZJkfFVU077ejRo8rn82ppaRnz85aWFr344otTtFbxcbrG73jbrxz1f+OuUCjolltu0Zvf/GZdcsklkorbrKamRk1NTWN+l20mPf/88+ro6NDQ0JDq6+v10EMPacmSJdq/fz/bbBzbt2/Xvn379Mwzz7ymjeMMk6FiO3NgMm3atEk/+clP9O///u9TvSqxcPHFF2v//v0aGBjQP//zP2vjxo3auXPnVK9WReru7tb73/9+Pf7445TnxFlTscPsc+bMUSKReM0dnr29vWptbZ2itYqP09uI7fdamzdv1ne/+1098cQTOv/880d/3traquHhYWUymTG/zzaTampqdNFFF2nFihXq7OzUpZdeqi984Qtss3Hs3btXfX19Wr58uWbMmKEZM2Zo586d+uIXv6gZM2aopaWFbYayq9jOvKamRitWrNCOHTtGf1YoFLRjxw51dHRM4ZrFQ1tbm1pbW8dsv2w2qz179pyz2y8IAm3evFkPPfSQfvjDH6qtrW1M+4oVKzRz5swx2+zgwYM6dOjQObvNwhQKBeVyObbZOK666io9//zz2r9//+jrjW98o9797neP/jfbDOVW0cPsW7Zs0caNG/XGN75Rl19+ue666y6dOHFCN9xww1SvWkU4fvy4XnrppdF/d3V1af/+/Zo1a5YWLVqkW265RZ/61Kf0ute9Tm1tbfroRz+qBQsW6Lrrrpu6lZ5CmzZt0gMPPKBvf/vbamhoGL0+2djYqLq6OjU2NurGG2/Uli1bNGvWLKXTad18883q6OjQFVdcMcVrP3W2bt2qdevWadGiRTp27JgeeOABPfnkk3rsscfYZuNoaGgYvQ/jtPPOO0+zZ88e/TnbDGU31bfTe770pS8FixYtCmpqaoLLL7882L1791SvUsV44oknAkmveW3cuDEIgmI87aMf/WjQ0tISJJPJ4KqrrgoOHjw4tSs9hcbbVpKC++67b/R3Tp48GfzVX/1V0NzcHKRSqeDtb397cOTIkalb6Qrw3ve+N7jggguCmpqaYO7cucFVV10VfP/73x9tZ5v5fj2aFgRsM5Qf9cwBAIi5ir1mDgAAzgydOQAAMUdnDgBAzNGZAwAQc3TmAADEHJ05AAAxR2cOAEDM0ZkDABBzdOYAAMQcnTkAADFHZw4AQMz9/7OQWC490xcRAAAAAElFTkSuQmCC",
"text/plain": [
""
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},
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"[1 0 0 0 0 1 0 1 0 0 0 0 0 1 1 0 1 1 0 0 1 1 1 1 1 1 1 0 0 1 1 0 1 1 1 0 1\n",
" 1 0 1 1 1 1 1 0 1 1 1] 3.7873836272238077\n"
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uXDnatWvH6NGjs/Ta8rsiRB62fDm0aaOfL10KbdtmyWUjIyNxd3dP8/v7Xha33ICeyK9SpUo4OTnh5ORE5cqVmTdv3mMVe+jQIVxcXHB0dKRPnz6sWLEizWADEBQUxMyZM1m1ahXz58/HZDJRp04dLl269MDzjx8/Hnd3d/MjMDDwseoUwtrOnz/PtGnTOHHiBIcOHaJv376cPXuWjh07Wrs0IURecewYdOumn7/7bpYFG0tZ3HLz5Zdf8vHHH/P222+bOxBv376d7777jjFjxvDOO+9YVEBiYiIXLlwgIiKCZcuWMX36dLZu3frAgHO3pKQkypUrR4cOHR74f67SciNyi4sXL/Laa69x+PBhlFJUrFiRCRMmmDsYZyX5XREiD4qKgqeeguPHoUED+OMPSGOQRWaxpOXG4nBTvHhxRo0add9MxHPmzGHkyJGcPXvW8orv0rhxY0qWLMmPP/6YruPbtm2LnZ0dixYtStfxD/tw5B9sIdJHfleEyGOU0q00y5dD4cLw33+QxX1eM/W2VGhoKHXq1Llv/+1Vjp+UyWRK1dLyMEajkUOHDlnckVkIIYQQFvjiCx1s7O1h2bIsDzaWsjjclCpViqVLl963f8mSJZQuXdqicw0fPpxt27Zx7tw5Dh06xPDhw9myZQudOnUCoEuXLgwfPtx8/KeffsqGDRs4c+YMe/fupXPnzpw/f55evXpZ+mMIIYQQIj02bYLb01t89RU884x160kHi2+WjRo1ivbt27Nt2zZzn5sdO3awcePGNEPPw4SHh9OlSxdCQ0Nxd3encuXKrF+/3ryg4YULF1LNw3Lz5k169+5NWFgYnp6e1KhRg507d6arf44QQgghLHTxop7PxmSCrl3hnqVy0nLpEvj769UYrOWxhoL/999/TJ48mWPHjgF6htl3332XatWqZXiBGU363Ajx5OR3RYg8ICEB6tXTSyxUrQo7d8IjJmbdswdatICOHWHKlIyd18+SPjeP1c25Ro0azJ8//7GKE0IIIUQOMHCgTiuennqivkcEm/Xr9WoMMTE6B8XG6jn+rOGxG43Cw8M5fPgwBw8eTPUQOd/IkSPx8fHBYDDct3ZTXjVy5MhcvYaT/FkLIVKZNQt+/FE3vSxcCMWLP/TwBQvgxRd1sGnSRHfTsVawgccIN7enmPfz86Ny5cpUrVrV/MgJt6Vyq27dumEwGMyPggUL0rx5c4sD57Fjxxg1ahQ//vgjoaGhD1zENDOFhYUxcOBASpUqRb58+fDx8aFu3bpMnTqV2NjYLK8noxw4cICXXnoJb29v8uXLR7FixWjfvj3h4eHWLk0IIe7YuxduL4EzahSkLJr8IJMnQ+fOermpDh1gzRpwdc2COh/C4ttSPXr0oEyZMsyYMcP8f/cie2jevDmzZs0CdED46KOPePHFF7lw4UK6z3H69GkAWrVq9UR/tklJSdjb21v8vjNnzlC3bl08PDwYN24clSpVwtHRkUOHDvHTTz9RuHBhXnrppQy9Zla4evUqjRo14sUXX2T9+vV4eHhw7tw5Vq9eTUxMTKZeOzt/LkKIbOb6dXjlFd3f5sUX9RpSD6CUHkT1+ed6e+BA+PJL63YkNlMWcnFxUSdPnrT0bdlGRESEAlRERMR9r8XFxamjR4+quLg4K1T2ZLp27apatWqVat9ff/2lABUeHm7ed+HCBdW2bVvl7u6uPD091UsvvaTOnj2rlFJqxIgRCkj1UEopo9GoRo0apQoXLqwcHBxUlSpV1Nq1a83nPHv2rALU4sWLVb169ZSjo6OaNWuWUkqpadOmqbJlyypHR0cVFBSkvvvuu4f+HM2aNVMBAQEqOjo6zddNJpP5OaC+//571bJlS5U/f341YsQIpZRSK1euVNWqVVOOjo6qePHiauTIkSopKcn8vps3b6qePXuqQoUKKVdXV9WwYUO1f//+VNcZP3688vb2Vi4uLqpHjx5q2LBhqkqVKkoppbZu3ars7OxUaGhoqvcMHDhQPfvss2nWvWLFCmVnZ5eqjrQcOnRINW/eXDk7Oytvb2/VuXNndfXqVfPra9euVXXr1lXu7u6qQIECqkWLFurUqVPm1x/2ZzFjxgxVvnx55eDgoHx9fVW/fv1SfZbTpk1TrVu3Vk5OTqpUqVJq1apVD6wzJ/+uCCEeIDlZqaZNlQKlSpZU6ubNBx6amKhU1676UFBqwgSl7vrnOVM87Pv7XhaHm1atWqlly5Y9VmHZgcXhxmRSKjraOg8L/qbcG26ioqLUm2++qUqVKqWMRqNSSqnExERVrlw51aNHD3Xw4EF19OhR1bFjRxUUFKQSEhJUVFSUmjVrlgJUaGio+cv7yy+/VG5ubmrRokXq+PHjaujQocre3l6dOHFCKXXnC7VYsWJq+fLl6syZMyokJETNnz9f+fn5mfctX75cFShQQM2ePTvNn+HatWvKYDCo8ePHp+tnBpS3t7eaOXOmOn36tDp//rzatm2bcnNzU7Nnz1anT59WGzZsUMWKFVMjR440v69x48aqZcuW6p9//lEnTpxQ7777ripYsKC6fv26UkqpJUuWKEdHRzV9+nR1/Phx9eGHHypXV1dzuFFKqTJlyqjPP//cvJ2YmKgKFSqkZs6cmWatu3btUoBaunRpqoB2t5s3byovLy81fPhwdezYMbV3717VpEkT1bBhQ/Mxy5YtU8uXL1cnT55U+/btUy1btlSVKlUy/xk/6M/i+++/V/ny5VNTpkxRwcHBas+ePWry5MmpPsuAgAC1cOFCdfLkSTVgwADl4uJi/kzuJeFGiFzoww91UnFyUurAgQceFh2t1Asv6ENtbZV6wD97GS5Tw83Vq1fVCy+8oEaOHKmWLVumVq1aleqR3VkcbqKj70TTrH48oPUiLV27dlW2trbK2dlZOTs7K0D5+fmp//77z3zMvHnzVFBQUKov14SEBOXk5KTWr1+vlNItDPc26Pn7+6uxY8em2lerVi311ltvKaXufKFOmTIl1TElS5ZUCxcuTLVv9OjRqnbt2mn+DH///bcC1C+//JJqf8GCBc0/19ChQ837ATVo0KBUxzZq1EiNGzcu1b558+YpPz8/pZRuzXJzc1Px8fH31frjjz8qpZSqXbu2+We77emnn04Vbj777DNVrlw58/by5cuVi4vLA1uclFLqgw8+UHZ2dqpAgQKqefPm6vPPP1dhYWHm10ePHq2aNm2a6j0XL15UgAoODk7znFevXlWAOnTokFLqwX8W/v7+6sMPP3xgbYD66KOPzNvR0dEKSNVCdzcJN0LkMqtW3fnumT//gYddu6bUM8/cyUC//pp1JVoSbizuc7Nr1y527NjB2rVr73vNYDBgNBotPaXIIA0bNmTq1KmAnvDw+++/5/nnn2fPnj0ULVqUAwcOcOrUKVzv6ekVHx9v7mtzr8jISEJCQswTNt5Wt25dDhw4kGpfzZo1zc9jYmI4ffo0PXv2pHfv3ub9ycnJuLu7W/Rz7dmzB5PJRKdOne5bmuPua4LutLtjxw7Gjh1r3mc0GomPjyc2NpYDBw4QHR1NwYIFU70vLi7O/BkcO3aMPvdMVFW7dm02b95s3u7WrRsfffQRf//9N8888wyzZ8+mXbt2OD9keMDYsWMZPHgwmzZtYvfu3fzwww+MGzeObdu2UalSJQ4cOMDmzZtxcXG5772nT5+mTJkynDx5kk8++YTdu3dz7do1TCYToCe8rFixYpqfS3h4OCEhITRq1OiBtQFUrlzZ/NzZ2Rk3Nzfp7CxEXnDyJLz+un7evz+krBJwrwsXoFkzvW6mp6fuOJzGakzZgsXhpn///nTu3JmPP/4Yn2y+tkSGyJ8foqOtd20LODs7U6pUKfP29OnTcXd3Z9q0aYwZM4bo6Ghq1KjBggUL7nuvl5fXE5d79xd7dMpnNm3aNJ5++ulUx9na2qb5/lKlSmEwGAgODk61v0SJEgA4pTHHwr1hIjo6mlGjRvHKK6/cd2y+fPmIjo7Gz8+PLVu23Pe6h4dHmnWlxdvbm5YtWzJr1iyKFy/O2rVr0zznvQoWLEjbtm1p27Yt48aNo1q1anzxxRfMmTOH6OhoWrZsyWeffXbf+26vn9ayZUuKFi3KtGnT8Pf3x2QyUbFiRRITE1Mdf/fnktbnlpZ7Ox0bDAZzeBJC5FIxMboDcWQk1K2r15BKw5EjOthcvgwBAXpOm+y8OIDF4eb69eu88847eSPYgB7jb83B+k/AYDBgY2NDXFwcANWrV2fJkiV4e3s/cnbH29zc3PD392fHjh3Ur1/fvH/Hjh089dRTD3yfj48P/v7+nDlzxrxW2KMULFiQJk2a8O2339K/f/+HtoI8SPXq1QkODk4V8u59PSwsDDs7O4oVK5bmMeXKlWP37t106dLFvO/vv/++77hevXrRoUMHAgICKFmy5H2tW4/i4OBAyZIlzaOlqlevzvLlyylWrBh2dvf/al6/fp3g4GCmTZvG//73PwC2b9/+yOu4urpSrFgxNm7cSMOGDS2qUQiRiykFvXrB4cPg6ws//wwODvcdtmOHHjh16xaUK6eDTWBg1pdrCYsHbL3yyiupmudF9pGQkEBYWBhhYWEcO3aM/v37m1sDADp16kShQoVo1aoVf/31F2fPnmXLli0MGDCAS5cuPfC87733Hp999hlLliwhODiY999/n/379zNw4MCH1jNq1CjGjx/P119/zYkTJzh06BCzZs3iyy+/fOB7vv/+e5KTk6lZsyZLlizh2LFjBAcHM3/+fI4fP/7AVp/bPvnkE+bOncuoUaM4cuQIx44dY/HixXz00UcANG7cmNq1a9O6dWs2bNjAuXPn2LlzJx9++CH//vsvAAMHDmTmzJnMmjWLEydOMGLECI4cOXLftZo1a4abmxtjxoyhe/fuD61rzZo1dO7cmTVr1nDixAmCg4P54osv+P3332nVqhUA/fr148aNG3To0IF//vmH06dPs379erp3747RaMTT05OCBQvy008/cerUKTZt2sTgwYMfet3bRo4cyaRJk/j66685efIke/fu5ZtvvknXe4UQudTXX8PixWBnB0uXQkoL8d1+/RUaN9bBpnZt2L49+wcbwPKh4GPGjFGFChVSXbt2VV988YX66quvUj2yu9w8FJy7hnC7urqqWrVq3TeyLTQ0VHXp0kUVKlRIOTo6qhIlSqjevXubP4+0OhQbjUY1cuRIVbhwYWVvb//AoeD79u27r64FCxaoqlWrKgcHB+Xp6anq1at3X4fhe4WEhKi3335bFS9eXNnb2ysXFxf11FNPqYkTJ6qYmBjzcYBasWLFfe9ft26dqlOnjnJyclJubm7qqaeeUj/99JP59cjISNW/f3/l7++v7O3tVWBgoOrUqZO6cOGC+ZixY8eqQoUKKRcXF9W1a1c1dOjQVB2Kb/v444+Vra2tCgkJeejPdPr0adW7d29VpkwZ5eTkpDw8PFStWrXMw7RvO3HihHr55ZeVh4eHcnJyUmXLllWDBg0ydwL/448/VLly5ZSjo6OqXLmy2rJlS6rP4WF/Fj/88IMKCgpS9vb2ys/PT/Xv3/+hn6W7u/t99d2Wk39XhBBKqW3blLKz0z2D7xmAcNuMGXo0FCjVooVSd/3zaxWWdCi2eOHM4g+ZgtlgMHDmzJnHS1lZRBbOFBmpZ8+eXL16ldWrV1u7lCwlvytC5GAhIVC9Oly5oqcUXrAg1QqXSsGECfDBB3q7Wzf46Sew9lygmbpw5tmzZx+7MCFyi4iICA4dOsTChQvzXLARQuRgiYnQtq0ONhUrwrRpqYKNyQTvvKPvWIGegXjcuIxd3TsrZNgkyceOHWPIkCEZdTohsrVWrVrRtGlT+vTpQ5MmTaxdjhBCpM+QIXrJbjc3vdL3XQM3EhKgY8c7wWbyZBg/PucFG3iMlpu7xcTEsHjxYmbMmMHff/9N+fLl+eIBw8iEyE3SM+xbCCGylfnz4fZAgvnzoXRp80tRUXpE+J9/6ttPc+boO1Y51WO13OzYsYMePXrg4+PDG2+8QZ06dTh69CiHDx/O6PqEEEII8aQOHIA33tDPP/oIUkbRAoSHQ4MGOtg4O+vJ+XJysAELwk14eDiff/45ZcuWpU2bNnh4eLBlyxZsbGzo0aMHZcuWzcw6hRBCCPE4bt7UzTJxcXomvpEjzS+dOaPn7tu7FwoVgi1boGlTq1WaYdJ9W6po0aK0adOGr776iiZNmmCTLdY0F0IIIcQDmUzQpYtOMcWK6ZFRKfOF7d8PzZvrvsXFiunJ+cqUsWaxGSfdCaVo0aJs376dbdu2ceLEicysSQghhBAZYcwYfZ8pXz5YvhxS1tXbvBnq1dPBpnJl3cc4twQbsCDcHD9+nPnz5xMaGkqtWrWoUaMGkydPBvT8NkIIIYTIRtauvXMLaupUPbcNsGyZbrGJioL69WHbtjQnJ87RLLq3VLduXWbOnEloaCh9+vTh559/xmg08tZbbzFt2jSuXr2aWXUKIYQQIr3OnNHjupWCN9/UM/GhM067dnq6m1degXXrwN3duqVmhsfqOOPi4kLv3r3ZuXMnR44coUaNGnz00Uf4+/tndH0iAymleOONNyhQoAAGg4H9+/dbuySr6datG61bt7Z2GZni3Llzef7PV4g8LTYWXn1VLwj19NPw1VcoBSNGwFtv6bzTp49eTiq3TjD+xL2Cy5UrxxdffMHly5dZsmRJRtQknsCuXbuwtbWlRYsW9722bt06Zs+ezZo1awgNDaVixYoYDAZWrlyZqTWdOnWKHj16UKRIERwdHSlcuDCNGjViwYIFJCcnZ+q1M9PWrVt57rnnKFCgAPnz56d06dJ07dqVxMREa5cmhMirlIK+fXVvYS8vWLYMo50jffrAp5/qQ0aOhO+/N/crzpUybMiTnZ0dr7zySkadTjymGTNm0L9/f7Zt20ZISEiq106fPo2fnx916tTB19cXO7snmsMxlaSkpDT379mzh+rVq3Ps2DG+++47Dh8+zJYtW+jVqxdTp05Nc7XtR50zOzh69CjNmzenZs2abNu2jUOHDvHNN9/g4OCA0WjMtOsqpXJ0IBRCZLKpU2HuXLCxgcWLiS8UQNu2em0oGxv98ogROXPWYYtk8iKe2U5uXRVcKaWioqKUi4uLOn78uGrfvr0aO3as+bV7Vw0vWrSoKlq06H37blu5cqWqVq2acnR0VMWLF1cjR45USUlJ5tcB9f3336uWLVuq/PnzqxEjRtxXj8lkUuXKlVM1atRQRqMxzZpvr3Z9ezXrxYsXq3r16ilHR0fzitTTpk1TZcuWVY6OjiooKEh99913qc5x4cIF1bZtW+Xu7q48PT3VSy+9pM6ePWt+PTk5Wb3zzjvK3d1dFShQQL333nuqS5cuqlWrVkoppebMmaMKFCig4uPjU523VatWqnPnzmnWPXnyZFWsWLE0X7vbX3/9pZ599lmVL18+FRAQoPr376+io6PNr8+dO1fVqFFDubi4KB8fH9WhQwd15coV8+ubN29WgPr9999V9erVlb29vdq8ebMyGo3qs88+UyVLllQODg4qMDBQjRkzJtVnuXz5ctWgQQPl5OSkKleurHbu3PnIetMrp/+uCJEr7dyplL29Xsb788/VzZtK1aunNx0clFq+3NoFPhlLVgWXcHOXtP7BNpmUio62ziPlez/dZsyYoWrWrKmUUurXX39VJUuWNIeHW7duqU8//VQFBASo0NBQFR4ersLDwxWgZs2aZd6nlFLbtm1Tbm5uavbs2er06dNqw4YNqlixYmrkyJHmawHK29tbzZw5U50+fVqdP3/+vnr27t2rALVo0aJH1n77C7lYsWJq+fLl6syZMyokJETNnz9f+fn5mfctX75cFShQQM2ePVsppVRiYqIqV66c6tGjhzp48KA6evSo6tixowoKClIJCQlKKaU+++wz5enpqZYvX66OHj2qevbsqVxdXc3hJjY2Vrm7u6ulS5ea67ly5Yqys7NTmzZtSrPeRYsWKUdHR7V169YH/kynTp1Szs7OavLkyerEiRNqx44dqlq1aqpbt26p/sx+//13dfr0abVr1y5Vu3Zt9fzzz5tfvx1uKleurDZs2KBOnTqlrl+/roYOHao8PT3V7Nmz1alTp9Rff/2lpk2bluqzLFu2rFqzZo0KDg5Wbdq0UUWLFk0VUJ+EhBshspmwMKX8/XWSadNGXb5kUpUq6U03N6W2bLF2gU9Ows1DWBpuoqP1Xw5rPO76H/x0qVOnjpoyZYpSSqmkpCRVqFAhtXnzZvPrkydPTtU6o5QOKStWrEi1r1GjRmrcuHGp9s2bN0/5+fmlet+gQYMeWs/ixYsVoPbu3Wved+XKFeXs7Gx+3G6Fuf2FfLv+20qWLKkWLlyYat/o0aNV7dq1zXUFBQWZQ5xSSiUkJCgnJye1fv16pZRSfn5+6vPPPze/npSUpAICAszhRiml+vbtmypUTJo0SZUoUSLVee+WnJysunXrpgDl6+urWrdurb755ptUf6969uyp3njjjVTv++uvv5SNjc0DQ8E///yjABUVFaWUuhNuVq5caT4mMjJSOTo6msPMvW5/ltOnTzfvO3LkiALUsWPH0nyPpSTcCJGNJCUpVb++/uIoW1YF/xelihbVm76+Su3fb+0CM4Yl4cbiPjc9evQgKirqvv0xMTH06NHD0tOJDBIcHMyePXvokLIgiJ2dHe3bt2fGjBkWn+vAgQN8+umnuLi4mB+9e/cmNDSU2NhY83E1a9a0+NwFCxZk//797N+/Hw8Pj/s63959zpiYGE6fPk3Pnj1T1TJmzBhOnz5trvXUqVO4urqaXy9QoADx8fGcPn2aiIgIQkNDefrpp83ntbOzu6/23r17s2HDBi5fvgzA7Nmz6dat2wPncLK1tWXWrFlcunSJzz//nMKFCzNu3DgqVKhAaGioubbZs2enqr1Zs2aYTCbOnj0LwH///UfLli0pUqQIrq6u1K9fH4ALFy488HM5duwYCQkJNGrU6KGfdeXKlc3P/VImsQgPD3/oe4QQOdD778PWreDiwp5Ra6nbzIXz5/W6mDt3QpUq1i4w61nco3TOnDlMmDABV1fXVPvj4uKYO3cuM2fOzLDisoP8+SE62nrXTq8ZM2aQnJycaji+UgpHR0e+/fZb3C2YyCA6OppRo0al2UE8313jBp2dnR96ntIpK84GBwdTrVo1QIeCUqVKAaTZofnuc0anfPDTpk1LFU5un+f2MTVq1GDBggX3ncvLy+uh9d2tWrVqVKlShblz59K0aVOOHDnCb7/99sj3FS5cmNdff53XX3+d0aNHU6ZMGX744QdGjRpFdHQ0b775JgMGDLjvfUWKFCEmJoZmzZrRrFkzFixYgJeXFxcuXKBZs2b3hb67PxcnJ6d0/Uz29vbm57dDmslkStd7hRA5xNKlMGkSAOsHreXVHsWIiYGaNeH33/WAqbwo3eEmMjISpW9jERUVlepLzmg08vvvv+Pt7Z0pRVqTwaBXSc3OkpOTmTt3LpMmTaLpPSuetW7dmkWLFtGnT58032tvb3/f6J7q1asTHBxsDiGPq1q1apQtW5YvvviCdu3aWbwemY+PD/7+/pw5c4ZOnTqleUz16tVZsmQJ3t7euLm5pXmMn58fu3fvpl69eoD+vP777z+qp8zWeVuvXr2YMmUKly9fpnHjxgQGBlpUr6enJ35+fsTExJhrO3r06AM/x0OHDnH9+nUmTJhgvta///77yOuULl0aJycnNm7cSK9evSyqUQiRixw5Ail3TBa0WEi3Cc+SnAxNmuiVFu5pg8hT0h1uPDw8MBgMGAwGyqSxAIXBYGDUqFEZWpxInzVr1nDz5k169ux5XwvNq6++yowZMx4YbooVK8bGjRupW7cujo6OeHp68sknn/Diiy9SpEgR2rRpg42NDQcOHODw4cOMGTMm3XUZDAZmzZpFkyZNqFu3LsOHD6dcuXIkJSWxbds2rl69am6BeZBRo0YxYMAA3N3dad68OQkJCfz777/cvHmTwYMH06lTJyZOnEirVq349NNPCQgI4Pz58/zyyy8MHTqUgIAABg4cyIQJEyhdujRly5blyy+/5NatW/ddq2PHjgwZMoRp06Yxd+7ch9b1448/sn//fl5++WVKlixJfHw8c+fO5ciRI3zzzTcADBs2jGeeeYa3336bXr164ezszNGjR/njjz/49ttvKVKkCA4ODnzzzTf06dOHw4cPM3r06Ed+rvny5WPYsGEMHToUBwcH6taty9WrVzly5Ag9e/Z85PuFELlAVJSeqC8mhsmlvmPwb7pLQocOMHs2ODhYtzyrS29Hni1btqjNmzcrg8GgfvnlF7VlyxbzY+fOnery5cuP30soC+XGoeAvvviieuGFF9J8bffu3QpQBw4cSLND8erVq1WpUqWUnZ1dqtfWrVun6tSpo5ycnJSbm5t66qmn1E8//WR+nTQ6Ij9IcHCw6tq1qwoICFB2dnbK3d1d1atXT/3444/m0Tu3O8Hu27fvvvcvWLBAVa1aVTk4OChPT09Vr1499csvv5hfDw0NVV26dFGFChVSjo6OqkSJEqp3797mP+OkpCQ1cOBA5ebmpjw8PNTgwYNTDQW/2+uvv57msPB77d27V3Xu3FkVL15cOTo6qoIFC6p69eqp1atXpzpuz549qkmTJsrFxUU5OzurypUrpxqiv3DhQlWsWDHl6OioateurVavXp3qc7jdofjmzZupzms0GtWYMWNU0aJFlb29vSpSpIi5E3han+XNmzcVkKqD+ZPIqb8rQuQKJpNS7dopE6ihLt+ZB6EMGqTUA2bdyBUs6VBsUEopS8LQ+fPnKVKkSI5dLDMyMhJ3d3ciIiLuu40RHx/P2bNnKV68eKrbbiLvaNSoERUqVODrr7+2dinZmvyuCGFF33yDGjCANwzTma50a+2ECTB0aO6enO9h39/3sni0VNGiRdm+fTudO3emTp065tEl8+bNY/v27Y9XsRBWdvPmTVasWMGWLVvo16+ftcsRQoi07d4N777Lh4xluuqJrS3MnAnDhuXuYGMpi8PN8uXLadasGU5OTuzdu5eEhAQAIiIiGDduXIYXKERWqFatGt26deOzzz4jKCjI2uUIIcT9rl+Htm35NukNxvMBANOmQffuVq4rG7I43IwZM4YffviBadOmpRpqWrduXfbu3ZuhxQmRVc6dO0dERARDhgyxdilCCHE/kwk6d2b5xVoMQN82Hz1ags2DWDzPTXBwsHlI7d3c3d3THIEihBBCiCc0bhx/rYumEytQ2NCnD3z4obWLyr4sbrnx9fXl1KlT9+3fvn07JUqUyJCirM3CPtZC5DnyOyJEFvrzT458vJiXWE0C+WjdGr79VvrYPIzF4aZ3794MHDiQ3bt3YzAYCAkJYcGCBQwZMoS+fftmRo1Z5vZttruXGBBC3O/278jdt6aFEJng8mUuth9Cc9ZyC0/q1IGFC+ERU4TleRbflnr//fcxmUw0atSI2NhY6tWrh6OjI0OGDKF///6ZUWOWsbW1xcPDw7z+Tv78+XPskHchMoNSitjYWMLDw/Hw8HjkJIxCiCeQlMStNr14/sZ8LhFI2SATv/5qQzpXYMnTLJ7n5rbExEROnTpFdHQ05cuXx8XFJaNryxSPGievlCIsLEz6DwnxEB4eHvj6+kr4FyITxb8znGZTmrON+vh7J7Nzjx1Fi1q7KuuxZJ4bi1tubnNwcKB8+fJERkby559/EhQURLly5R73dNmGwWDAz88Pb29vkpKSrF2OENmOvb29tNgIkcmMy1bw+pTqbKM+bvmTWPuHfZ4ONpayONy0a9eOevXq8fbbbxMXF0etWrU4e/YsSikWL17Mq6++mhl1ZjlbW1v5B1wIIUSWU6dO806nKyyjD/Y2yaxcY0/lytauKmexuEPxtm3b+N///gfAihUrMJlM3Lp1i6+//tqiRRWFEEIIcY+4OD6vt4ZvEvVix3PnQMOGVq4pB7I43ERERFCgQAEA1q1bx6uvvkr+/Plp0aIFJ0+ezPAChRBCiLxi3vMLeT90IABffnKL1zo/du+RPM3icBMYGMiuXbuIiYlh3bp1NG3aFNBr88gCekIIIcTj2fDeH/TY2gWAd9uc451RHtYtKAezOBIOGjSITp064eLiQtGiRWnQoAGgb1dVqlQpo+sTQgghcr29S07y6hfPkIw9HSsd4vMl8n36JB5rKPi///7LxYsXadKkiXkI+G+//YaHhwd169bN8CIzkiVDyYQQQojMduZAFLVrJBBuLESjAvv4/XIVHPJZfGMl17Pk+/ux57m5zWg0cujQIYoWLYqnp+eTnCpLSLgRQgiRXVwNV9QpGcapaD+q2B9hW7AvbsULWrusbMmS72+Lo+GgQYOYMWMGoINN/fr1qV69OoGBgWzZsuWxChZCCCHympgYePGpK5yK9qMo51j7S7wEmwxicbhZtmwZVapUAeDXX3/l7NmzHD9+nHfeeYcPZYlSIYQQ4pGSk6F905vsOe9LAa6z/oNt+L1Yw9pl5RoWh5tr167h6+sLwO+//07btm0pU6YMPXr04NChQxleoBBCCJGbKAVvdo3nt52e5COONc99SdCY161dVq5icbjx8fHh6NGjGI1G1q1bR5MmTQC9SrDM6CuEEEI83IhPFDMX5sMGI0v83qH2imEg67RlKIvDTffu3WnXrh0VK1bEYDDQuHFjAHbv3k3ZsmUtOtfUqVOpXLkybm5uuLm5Ubt2bdauXfvQ9/z888+ULVuWfPnyUalSJX7//XdLfwQhhBDCKn78EUaP0UFmqv1AXlrfD2RwS4azONyMHDmS6dOn88Ybb7Bjxw4cHR0BvRbT8OHDLTpXQEAAEyZM4L///uPff//lueeeo1WrVhw5ciTN43fu3EmHDh3o2bMn+/bto3Xr1rRu3ZrDhw9b+mMIIYQQWWrVKnjrLT1A+RNG8ca0WiDzw2WKJx4KftutW7eYP38+b7/99hOdp0CBAkycOJGePXve91r79u2JiYlhzZo15n3PPPMMVatW5YcffkjX+WUouBBCiKy2cyc0ek4Rn2CgF9P4qeceDNOnWbusHCVTh4Lfa+PGjXTs2BE/Pz9GjBjx2OcxGo0sXryYmJgYateuneYxu3btMt8Gu61Zs2bs2rXrgedNSEggMjIy1UMIIYTIKsePQ8uWOti0YA1Tq/yI4ZuvrV1WrvZY4ebixYt8+umnFC9enKZNm2IwGFixYgVhYWEWn+vQoUO4uLjg6OhInz59WLFiBeXLl0/z2LCwMHx8fFLt8/Hxeeh1x48fj7u7u/kRGBhocY1CCCHE4wgJgWbN4MYNA0+xmyVub2C3fAk4OVm7tFwt3eEmKSmJn3/+mWbNmhEUFMT+/fuZOHEiNjY2fPjhhzRv3hx7e3uLC7h9rt27d9O3b1+6du3K0aNHLT7PgwwfPpyIiAjz4+LFixl2biGEEOJBIiLg+efhwgUozQnW8CLOs7+DkiWtXVqul+6FMwsXLkzZsmXp3LkzixcvNi+10KFDhycqwMHBgVKlSgFQo0YN/vnnH7766it+/PHH+4719fXlypUrqfZduXLFPO9OWhwdHc2dnoUQQoiskJAAL78MBw+Cj+EK61UzvN7tqneKTJfulpvk5GQMBgMGgyFT57MxmUwkJCSk+Vrt2rXZuHFjqn1//PHHA/voCCGEEFnNZIJu3WDzZnCxiWGtak7xuoVh/Hhrl5ZnpLvlJiQkhOXLlzNjxgwGDhzI888/T+fOnTE8wcRDw4cP5/nnn6dIkSJERUWxcOFCtmzZwvr16wHo0qULhQsXZnzKX4iBAwdSv359Jk2aRIsWLVi8eDH//vsvP/3002PXIIQQQmSk996DxYvBzpDML6bWVPO6DEv2wWN03RCPJ90tN/ny5aNTp05s2rSJQ4cOUa5cOQYMGEBycjJjx47ljz/+wGg0WnTx8PBwunTpQlBQEI0aNeKff/5h/fr15lmPL1y4QGhoqPn4OnXqsHDhQn766SeqVKnCsmXLWLlyJRUrVrToukIIIURm+PJL/QCYpbrRxLARFi2CwoWtW1ge80Tz3JhMJtavX8+MGTP49ddfcXV15dq1axlZX4aTeW6EEEJkhkWLoGNH/fwzuw8ZmjwORo+Gjz6ybmG5hCXf3+m+LZUWGxsbnn/+eZ5//nmuXr3KvHnznuR0QgghRI60cSN07aqfD/CYw3u3xkHz5vDBB9YtLI/KsBmKcwppuRFCCJGRDhyA//0PoqKgbcBOFl96FpvAANi7FwoVsnZ5uUaWzlAshBBC5FXnzum5bKKioH7JS8y99Bw29nawdKkEGyt6ottSQgghRF51/bq+8xQaChVLxLLyXFXykQCTvoZnnrF2eXmatNwIIYQQFoqNhZYtITgYAvyNrI2tj4fxOrRrB0+4gLR4ck8UbpRS5LEuO0IIIfK45GTo0AF27QIPD8W6Yn0JCPsXgoJg+nR4gvnfRMZ4rHAzd+5cKlWqhJOTE05OTlSuXFlGSgkhhMj1lIJ+/WD1anB0hNWvzKHCzml6Icxly8DV1dolCh6jz82XX37Jxx9/zNtvv03dunUB2L59O3369OHatWu88847GV6kEEIIkR2MGQM//aQbZxYOO8D/RvfQL/zwA8iEsgBsvXWLmq6uOGfiUk2PYvFQ8OLFizNq1Ci6dOmSav+cOXMYOXIkZ8+ezdACM5oMBRdCCPE4ZsyAXr30829H36TfV2Xg2jXo3VsnHsGS8HA6HzvGcx4erK5UCUebjOvam6lDwUNDQ6lTp859++vUqZNqqQQhhBAit/jtN3jzTf18+FAj/X5voYNNtWrw9dfWLS6bmB4SQoejR0lWCm8HB6zXbvMY4aZUqVIsXbr0vv1LliyhdOnSGVKUEEIIkV1s2wZt24LRqGchHpv4nu5N7O4OP/8M+fJZu0Srm3zxIr1PnEABffz9mVO2LHYZ2GpjKYv73IwaNYr27duzbds2c5+bHTt2sHHjxjRDjxBCCJFTLV8OnTpBQgI0awbTXliBof1k/eKcOVCypHULtDKlFJ+eP8/Ic+cAGBoYyIQSJTBYecSYxeHm1VdfZffu3UyePJmVK1cCUK5cOfbs2UO1atUyuj4hhBDCKr7/Xk9ZoxS0bg0LPz2F/bPd9IvvvQetWlmzPKtTSjHk9Gm+vHQJgLHFizO8SBGrBxuQtaWsXY4QQohsRim9kPe4cXr7zTfhuy/isK37DBw8CM8+C5s2gb29dQu1IqNS9DlxgukpfW2/LlWK/gEBmXrNDF8VPDIy0nyiyMjIhx4rgUEIIUROlZSkw8ysWXr700910DH0elsHG29vWLIkTwebJJOJLsePszg8HBtgRlAQ3fz8rF1WKukKN56enoSGhuLt7Y2Hh0eaTU5KKQwGA0ajMcOLFEIIITJbTIxePeH338HGBn78MWXo9/TpMHOm3rlwIfj7W7tUq4k3Gml39Ci/Xr+OvcHAwnLlaOPtbe2y7pOucLNp0yYKFCgAwObNmzO1ICGEECKrXb0KL74Ie/boyYaXLNFrR7Frl56SGHQzTqNGVq3TmqKTk2l1+DCbbt0in40Nv1SowPMFC1q7rDRJnxshhBB52tmzeiTUyZNQoICe0+aZZ4CQEKhZUy/7/coreti3FYc3W9PNpCReOHSIvyMjcbW15ddKlajv4ZGlNWR4n5uDBw+m++KVK1dO97FCCCGENe3bBy+8AGFhULQorFsHZcuix36/+qoONhUqwOzZeTbYXElMpOmBAxyMiaGAnR3rKlemVjZvHEhXuKlatSoGg+GRK4BLnxshhBA5xZ9/6gaZqCioXBnWrk3pTnN7dcy//wYPD1i5Ms8uiHkxPp7GBw5wIi4OH3t7/qxShYouLtYu65HSFW6y+3pRQgghhCUWLdKzDSclQcOGsGKFnnAYgKlT9UJSNjaweDGUKmXVWq3lVGwsjQ4c4EJCAkUcHfmzShVK589v7bLSJV3hpmjRopldhxBCCJElvvwS3n1XP2/XDubOBUfHlBe3bYOBA/XzCRN0Z5w86HB0NE0OHiQsMZEyTk78WaUKgTlomQmLZygGOH36NFOmTOHYsWMAlC9fnoEDB1Iyj09DLYQQIvsymWDoUJg0SW8PHKiDjrkrzcWL0KYNJCfDa6/BkCFWq9Wa/omMpPnBg9xITqaKszPrq1TBx8HB2mVZxOLeUevXr6d8+fLs2bOHypUrU7lyZXbv3k2FChX4448/MqNGIYQQ4okkJsLrr98JNp9/DpMn3xVs4uLg5Zf1mPCqVfVtqWywjEBW23rrFs8dOMCN5GSecXNjc9WqOS7YwGMMBa9WrRrNmjVjwoQJqfa///77bNiwgb1792ZogRlNhoILIUTeEhmpBz79+SfY2en5+F5//a4DlIIuXWD+fChUCP75B4oVs1a5VrP2+nVeOXKEeJOJ5zw8WFWxIi52j3WDJ1NY8v1tccvNsWPH6Nmz5337e/TowdGjRy09nRBCCJFpwsKgQQMdbJyd9Rw2qYINwFdf6WBjawtLl+bJYPNzeDitDh8m3mTixYIF+a1SpWwVbCxlcbjx8vJi//799+3fv38/3tlwCmYhhBB508mTUKeOnsvG2xu2bIGmTe85aOPGO31rvvxSD53KY2aFhvLa0aMkKcVr3t78UqEC+WxtrV3WE7E4lvXu3Zs33niDM2fOUKdOHQB27NjBZ599xuDBgzO8QCGEEMJSe/ZAixZw7RqULAnr1+v/pnL2rB4uZTTqceH9+1ulVmv6+tIlBp46BUAvPz9+KFMG21zQ18jiPjdKKaZMmcKkSZMICQkBwN/fn/fee48BAwakuahmdiJ9boQQIndbu1YPeoqN1asn/PabbrlJJSZGN+scPAi1aukh4DloqPOTUkox7sIFPkqZx25wQABflCyZrb/DLfn+Tle4Wb16Nc8//zz29yzxHhUVBYBrDpq5UcKNEELkXrNn65W8jUY9Rc2yZXDfhLpK6aHeS5fq1PPffxAQYI1yrUIpxbAzZ5h48SIAI4sV45OiRbN1sIFM6FD88ssvc+vWLQBsbW0JDw8HdKjJScFGCCFE7qQUjB8P3bvrYPP66/Drr2kEG9DjwJcuBXt7WL48TwUbk1K8dfKkOdhMKlmSEcWKZftgY6l0hRsvLy/+/vtvQCe+3PYhCCGEyLmMRt1d5oMP9PawYTBnjs4u91m7FoYP18+/+QaefTbL6rS2ZJOJrseP80NICAbgpzJlGBwYaO2yMkW6OhT36dOHVq1aYTAYMBgM+Pr6PvBYWThTCCFEVomPh86ddQOMwQBTpsCAAQ84+ORJ6NBBN/O88Qa8+WZWlmpVCSYTrx09yspr17AzGJhXtiyv+fhYu6xMk+4OxcePH+fUqVO89NJLzJo1Cw8PjzSPa9WqVUbWl+Gkz40QQuQOt25Bq1a6L7CDA8ybpwc/pSkqCp5+Go4d0x2JN226a0Gp3C3GaOTlw4f54+ZNHA0Gfq5QgZaFClm7LItZ8v2d7qHgZcuWpWzZsowYMYK2bduSP4esDCqEECL3uXQJnn8eDh8GNzdYtUpP1pcmk0nPQHzsGPj7617GeSTY3EpKosWhQ+yMjMTZxobVlSrxnKentcvKdBbPczNixAgArl69SnBwMABBQUF4eXllbGVCCCFEGo4ehebN9TqXfn6wbh1UrvyQN4wZAytX6uadX37Rb8oDriYm0uzgQfZFR+NhZ8faSpV4xt3d2mVlCYtnKI6NjaVHjx74+/tTr1496tWrh7+/Pz179iQ2NjYzahRCCCEA2LFD9wG+eBGCgmDXrkcEm9WrIeV/yvnhB31rKg+4nJBAvf372Rcdjbe9PVuqVs0zwQYeI9y88847bN26ldWrV3Pr1i1u3brFqlWr2Lp1K++++25m1CiEEEKwciU0bgw3b0Lt2jroFC36kDccO6Z7G4MeTtW9e1aUaXVn4uL43759HI+NJcDRkW3VqlElzTHxuZfFMxQXKlSIZcuW0eCem5ubN2+mXbt2XL16NSPry3DSoVgIIXKeH3+Et97S3WdatoTFi+GhXT9v3YKnntIjpOrXhz/+eMDY8NzlaEwMjQ8cIDQxkZL58rGxalWK5pKZlzN1VfDY2Fh80hg+5u3tLbelhBBCZCil9F2lPn10sOndW3ebeWiwMRqhY0cdbIoUgZ9/zhPB5r+oKOrt20doYiIVnZ35q1q1XBNsLGVxuKlduzYjRowgPj7evC8uLo5Ro0ZRu3btDC1OCCFE3pWcrKej+fRTvT1ihG7BsXvUUJhPPtGT9Tk5wYoVkAcGvPx16xbP7d/P9eRkarm6sqVqVfzyyIiwtFg8WmrKlCk0b96cgIAAqlSpAsCBAwfIly8f69evz/AChRBC5D2xsXr5p19/BRsbmDpVB51H+vlnGDdOP58+HapXz9Q6s4MNN27Q+vBh4kwm6rm782ulSrg9MgHmbhb3uQF9a2rBggUcP34cgHLlytGpUyecnJwyvMCMJn1uhBAie7t+HV58Ef7+Wy/UvXixnqzvkQ4e1D2NY2NhyBCYODHTa7W2FVev8trRoyQqxfMFCrCsQgXy29pau6xMkeGrgt9t27Zt1KlTB7t7UmFycjI7d+6kXr16llechSTcCCFE9nX+vF7NOzgYPD11y03duul44/XrUKsWnD0LTZrA77+n4/5VzjY3LIwex49jBNp4ebGgXDkcbCzubZJjZGqH4oYNG3Ljxo379kdERNCwYUNLTyeEEEIAcPy4XhkhOBgCA/VQ73QFm+RkfQ/r7FkoUUI39eTiYKOUYsL583RNCTbdfH1ZlMuDjaUs/tN/0Krg169fx9nZOUOKEkIIkbccPqznsLlyBSpUgPXroXDhdL75/ffhzz/1EKqVK6FAgcws1aqMSjHw5Em+CwkBYHBAABNLlsQmje/lvCzd4eaVV14BwGAw0K1bNxzv6oVtNBo5ePAgderUyfgKhRBC5GoHDuhgc+0aVK2qp6RJ97qOCxbApEn6+Zw5UKlSZpVpdXFGI52OHWPFtWsYgC9LlmRQYKC1y8qW0h1u3FOmbVZK4erqmqrzsIODA8888wy9e/fO+AqFEELkWv/9p7vI3LwJNWvqFpt0N7zs3Qu9eunnH34IbdpkWp3Wdj0piZdSFsB0MBiYX64cbb29rV1WtpXucDNr1ixu9z3+5ptvcMljUzkLIYTIWLt3687DERF6kNPatZDu5Y/Cw6F1a4iPhxYtYNSozCzVqs7FxdH84EGC4+LwsLNjVcWK1PPwsHZZ2ZpFvY+UUixYsIDQ0NDMqkcIIUQesH27brGJiID//U+32KQ72CQlQdu2evXMMmVg/nzIpcOf90VFUXvfPoLj4gh0dGR7tWoSbNLBonBjY2ND6dKluX79embVI4QQIpfbsgWaN4eoKGjYULfYuLpacILBg2HbNv2mlSshl37Zb7hxg3r79xOWmEglZ2d2Va9OBRm4ky4WjxubMGEC7733HocPH86MeoQQQuRif/4JL7wAMTHQtCmsWQMWfV/PnAnffqufz58P5cplSp3WNjcsjBaHDhFtNPKchwd/VatG4Ty8nIKlLB4K3qVLF2JjY6lSpQoODg73zUqc1hw4QgghxO+/wyuvQEKC7iazbJmegTjddu+Gvn31808/hZdeypQ6rUkpxfgLF/jw7FkAOnp7M6tsWZnDxkKPtbaUEEIIYYlVq3Q3maQk3Q94yRJwcLDgBKGhOhklJsLLL+vRUbmMUSnePnmSH1LmsHkvMJAJJUrIHDaPweJw07Vr18yoQwghRC61bBl06KAnEm7XTt9Nsre34AQJCfDqqxASAuXL6/lscllLRqzRSMejR1l1/ToG4KtSpegfEGDtsnKsx/rbYTQaWb58OWPGjGHMmDGsWLECo9Fo8XnGjx9PrVq1cHV1xdvbm9atWxMcHPzQ98yePRuDwZDqkc+idk0hhBBZZdEivTJCcjJ06qTn3LMo2CgFb78Nu3bpjsOrVlnY+zj7u5aYSKMDB1h1/TqOBgM/V6ggweYJWdxyc+rUKV544QUuX75MUFAQoENKYGAgv/32GyVLlkz3ubZu3Uq/fv2oVasWycnJfPDBBzRt2pSjR48+dCkHNze3VCEoreUghBBCWNecOdCjB5hM0K0bTJ/+GCO2f/xRv9HGRielUqUyo1SrOZMyh83JuDg87exYXbEiz+bS0V9ZyeJwM2DAAEqWLMnff/9NgZRpJK9fv07nzp0ZMGAAv/32W7rPtW7dulTbs2fPxtvbm//++++hq4sbDAZ8fX0tLV0IIUQWmT4d3nhDN7y88QZMnfoYd5L++gv699fPx4/X48dzkf+ionjh4EHCk5Io4ujIusqVKSdDvTOExeFm69atqYINQMGCBZkwYQJ107V864NFREQApDp3WqKjoylatCgmk4nq1aszbtw4KlSokOaxCQkJJCQkmLcjIyOfqEYhhBAP9/330K+ffv722/D112BxA/ulS3o5heRkaN8e3nsvw+u0pnXXr9PmyBFiTCaqODvze+XK+MtQ7wxjcZ8bR0dHoqKi7tsfHR2Ng0Vd31MzmUwMGjSIunXrUrFixQceFxQUxMyZM1m1ahXz58/HZDJRp04dLl26lObx48ePx93d3fwIlEXGhBAi00yZcifYDB78mMEmLk6PiAoPhypVYMaMxzhJ9jU7NJQXDx0ixmSisacn26pVk2CTwQzq9oJR6dSlSxf27t3LjBkzeOqppwDYvXs3vXv3pkaNGsyePfuxCunbty9r165l+/btBFjQkSopKYly5crRoUMHRo8efd/rabXcBAYGEhERgZub22PVKoQQ4n6ffw7Dhunnw4fD2LGPkUmU0h105s6FggXh33+hWLEMrtQ6lFKMPX+ej8+dA6Czjw8zgoJkDpt0ioyMxN3dPV3f3xbflvr666/p2rUrtWvXxj6ly3tycjIvvfQSX3311WMV/Pbbb7NmzRq2bdtmUbABsLe3p1q1apw6dSrN1x0dHXGURCyEEJlq9Gj45BP9fMQI/Xisxpavv9bBxtZWT4aTS4JNsslEv5Mn+Sllbcb3ixRhXPHiMiAmk1gcbjw8PFi1ahWnTp3i2LFjAJQrV45Sj9GDXSlF//79WbFiBVu2bKF48eIWn8NoNHLo0CFeeOEFi98rhBDiySilQ82YMXp77Fj44IPHPNmSJfpeFsAXX0CjRhlSo7XFGI28dvQoa1LmsPmmdGn6FS5s7bJytXSHG5PJxMSJE1m9ejWJiYk0atSIESNG3Lf8giX69evHwoULWbVqFa6uroSFhQHg7u5uPm+XLl0oXLgw48ePB+DTTz/lmWeeoVSpUty6dYuJEydy/vx5evXq9dh1CCGEsJxS8P77+nYUwMSJMGTIY57s11+hc2c9bvyNN2DgwAyr05quJibS8tAhdkdFkc/GhoXlyvGyl5e1y8r10h1uxo4dy8iRI2ncuDFOTk589dVXhIeHM3PmzMe++NSpUwFo0KBBqv2zZs2iW7duAFy4cAGbu+5H3rx5k969exMWFoanpyc1atRg586dlC9f/rHrEEIIYRml4J134HZvhK++ggEDHvNkf/6p12a4PdPf99/nig7Ep1PmsDkVF0cBOzt+rVSJOu7u1i4rT0h3h+LSpUszZMgQ3nzzTQD+/PNPWrRoQVxcXKrwkd1Z0iFJCCHE/UwmPcQ75f9P+eEHSPlqsNyOHXp58NhYPUJq6VKws7jHRLbzT2QkLQ4d4mpSEsXy5WNtpUqUlTlsnogl39/pTiUXLlxI1a+lcePGGAwGQlIW+BJCCJH7mUw6yEydqhtXZsx4gmDz33/wwgs62DRvrmcgzgXB5vfr12mwfz9Xk5Ko5uLCrmrVJNhksXT/LUpOTr5vDSd7e3uSkpIyvCghhBDZj9Gol1OYO1fPNjxnju4m81gOH9YtNpGRUL8+LF8OuWBk64zQUN4MDsYINPX0ZFmFCrjmgsCW06T7E1dK0a1bt1TDquPj4+nTp0+qdaB++eWXjK1QCCGE1SUnQ5cuunHF1lYvgNm+/WOe7ORJaNwYbtyAp5/WnYnz58/QerOaUopPz59nZMocNl18fJgeFIR9Duq2kZukO9x07dr1vn2dHzuyCyGEyCkSE6FjR924Ym8PixfDK6885snOn9dDvK9c0bMPr12b41f5TjaZ6HvyJNNT5rD5sEgRRsscNlaV7nAza9aszKxDCCFENpSQAO3awerV4OAAy5ZBy5aPebLQUB1sLl6EoCDYsAE8PTO03qwWYzTS/sgRfrtxAxvgu9Kl6SNz2Fid3AgUQgiRprg4ePVV3biSLx+sWPEEC3Nfu6ZvRZ0+DcWLw8aN4O2dofVmtfDERF48dIh/oqJwsrFhcfnyvFSokLXLEki4EUIIkYbYWGjVSk9B4+Sku8U89oTBt27pzsNHj0LhwjrY5PDWjVOxsTQ/eJDT8fEUTJnDprbMYZNtSLgRQgiRSnS0vvW0ZQs4O8Nvv+kBTY99shYtYN8+8PLSaekxltrJTvZERvJiyhw2xfPlY13lypTJ4R2icxsJN0IIIcwiI/XUMzt2gJubviVVp85jniwuTjf/7Nyp+9b8+SeULZuh9Wa1Ndeu0f7oUWJNJmq4uPBb5cr4ODhYuyxxDwk3QgghAH33qFkz2LMHPDxg/Xp46qnHPFliol5SYdMmcHGBdeugcuUMrDbrTQsJoc+JE5iA5gUK8HP58rjIHDbZkgzAF0IIwfXruk/Nnj1QoIDuFvPYwSY5Wc/u99tvusPOb789wcmsTynFiLNneSMl2HT39WV1xYoSbLIx+ZMRQog87upVPZDp4ME73WIeu5HFZIJeveDnn/WkOCtWQL16GVpvVroYH88bJ06w7sYNAD4uWpRRxYrJHDbZnIQbIYTIw8LCdIvN0aPg66tbbMqXf8yTKQX9++t1GWxtYckSfZ8rB1JKMTMsjMGnThFpNOJoMPBN6dL09ve3dmkiHSTcCCFEHnX5Mjz3HJw4oUdmb9oEZco85smUgmHD4Pvv9Yqac+boVb5zoAvx8fQODmbDzZsAPOPmxqygIFn8MgeRcCOEEHnQ2bPQpImeU69IER1sSpZ8ghOOGQMTJ+rnP/4InTplSJ1ZSSnFjNBQBp8+TZTRSD4bG8YUL86ggABs5TZUjiLhRggh8hClYPp0GDxYT0FTvLgONsWKPcFJv/wSPvlEP588GXr3zohSs9SF+Hh6BQfzR0prTW03N2aVLUuQzF+TI0m4EUKIPOLiRd3Xd8MGvV2nju4WExDwBCf94Qd49139fMwYGDToScvMUkoppoWGMuSu1pqxxYszUFprcjQJN0IIkcspBbNmwTvv6En68uWDsWNh4EDd7/exzZsHb72ln7//PnzwQYbUm1XOp7TW/JnSWlPXzY2ZZcvKbMO5gIQbIYTIxS5f1neJ1q7V208/DbNnZ8BEwcuXQ7duOjm9/TaMG6c7EucASil+DAnhvTNniDYacbKxYVzx4vSX1ppcQ8KNEELkQkrphpUBAyAiAhwcYPRofQfpiVprQCelDh30nDbdu8NXX+WYYHM2Lo5ewcFsunULgGfd3ZkZFERpaa3JVSTcCCFELhMaCm++qVfyBqhZU4/Mfuz5a+62ZQu88gokJUH79jBtGthk/8nuTUrxQ0gIQ0+fJsZkwsnGhvElStC/cGFsckgwE+kn4UYIIXIJpWDRIn2X6OZNPUHwyJEwdChkyEoBf/8NL74I8fF62fB58zKgGSjznY2Lo2dwMJtTWmv+l9JaU0paa3ItCTdCCJELXLkCffvq1Q4AqlfXfWsqVcqgC+zfD88/DzExeq2GpUt1esrGTEoxNSSEYSmtNfltbJhQogT9pLUm15NwI4QQOdySJdCvn1780s5OTznz/vsZmD2OHdMz/t26BXXrwsqVeshVNnY6Lo6ex4+zNSICgPru7swoW5aSTk5WrkxkBQk3QgiRQ129qkPNzz/r7SpVdGtN1aoZeJHTp/XiU9euQY0aeoXvbLwMgUkpvrt8mffPnCE2pbXm85Il6evvL601eYiEGyGEyIGWL9e3oa5e1d1ePvxQPxwcMvAiFy/qYBMaChUrwvr14O6egRfIWKdiY+kZHMy2lNaaBh4ezAgKooS01uQ5Em6EECIHuX5dL7y9aJHerlhRt9bUqJHBF7pyRfetOX8eSpWCP/6AggUz+CIZw6QU36a01sSZTDjb2DCxZEnelNaaPEvCjRBC5BCrVukh3leu6NHX77+v+9c4OmbwhW7c0H1sTpzQq2pu3Ai+vhl8kYxxMqW15q+U1pqGKa01xaW1Jk+TcCOEENncjRt6qYT58/V2uXJ63ppatTLhYpGR0Lw5HDqkA83GjTrgZDNGpfjm0iU+OHuWOJMJF1tbJpYowRvSWiOQcCOEENnamjXwxhu624uNDQwZAqNGZdJgpZgYPY/NP//oW1B//qlvSWUzJ2Jj6XH8ODsiIwFo5OHB9KAgiklrjUgh4UYIIbKhW7f0QpezZ+vtoCD9/JlnMumCCQnw8svw11+60/CGDVChQiZd7PEYleKrS5f48OxZ4lNaayaVLElvPz8M0loj7iLhRgghspl166BXL73opcEAgwfrdaEyrWHi9lIKf/yhh3n//rueBTAbCY6Npfvx4+xKaa1p4unJtKAgimbz+XaEdUi4EUKIbCIyUi9sOX263i5VSrfW1K2biRc1GqFrV91b2dERVq+GOnUy8YKWMSrF5IsX+fjcOeJNJlxTWmt6SWuNeAgJN0IIkQ38+Sf06KGnlgHdgXjcOMjU5Y9MJj38atEiPbXx8uXw3HOZeEHLHI+JoXtwMH+ntNY0TWmtKSKtNeIRJNwIIYQVRUXBe+/Bjz/q7RIlYOZMqF8/ky+slO7UM2OG7qm8cCG0aJHJF00fo1J8efEiH589S4JSuNna8mWpUvTw9ZXWGpEuEm6EEMJKNm3SrTXnz+vtfv1gwgRwccnkC8fH66ahn37S2zNnQtu2mXzR9DkWE0P348fZHRUFQPMCBfipTBkCpbVGWEDCjRBCZLHoaD0B33ff6e1ixXS+aNgwCy5+5owOMnv36t7K332n+9xkA0vCw+l+/DhxJhNutrZMKVWKbtJaIx6DhBshhMhC27ZB9+46YwD06QOffw6urllw8RUr9MUjIvQ8NvPn6wn7rMyoFB+fPcv4CxcAaOzpyaygIAKktUY8Jgk3QgiRBWJj4YMP4OuvdXeXwEDd3aVJkyy4eGKibiqaPFlv16kDixfrIqwsIjmZjkeP8vuNGwC8FxjI+BIlsJXWGvEEJNwIIUQm27FDN5icPKm3e/WCL77IogW2L1zQc9j8/bfeHjJED8Oyt8+Ciz/c8ZgYWh0+zIm4OPLZ2DAjKIiOPj7WLkvkAhJuhBAikygF334LgwbpUdeFC+s5bLLsTtDvv8Prr+vFqTw89KQ5rVpl0cUfbs21a3Q6doxIo5FAR0dWVKxIjSy5NyfyAhtrFyCEELlRUhK89RYMGKCDTceOcPhwFgWb5GR9D6xFCx1satbUHYizQbBRSjHu/HleOnyYSKOR/7m782+NGhJsRIaSlhshhMhgN2/qAUkbN+oBSZ99pu8GZUk3ktBQ6NABtm7V2/36waRJevZhK4sxGul+/Dg/X70KQF9/f6aUKoWDjfx/tshYEm6EECIDnTypF9Y+cUIv07RwIbz0UhZdfNMmHWzCw/VkOdOn6/422cDZuDhaHz7MwZgY7A0Gvitdmt7+/tYuS+RSEm6EECKDbN4Mr76qW24CA+HXX6FKlSy4sMkEY8fCyJH6eaVKsGwZlCmTBRd/tE03b9LuyBGuJyfjY2/P8ooVqZslvalFXiXhRgghMsC0abqPTXIyPP00rFwJvr5ZcOGrV6FzZ9iwQW/37KnHm2fqolTpo5Tim8uXGXzqFEagpqsrKypUkPlrRKaTcCOEEE/AaNT9aaZM0dsdOuj5a5ycsuDiO3bo206XL+sLTp2abWYbjjca6XvyJLPDwgB43ceHH8uUwcnW1sqVibxAwo0QQjymyEgdZn7/XW9/+il89FEWdBxWSncSfv99na6CgvRtqIoVM/nC6ROSkMDLhw+zJyoKG+CLkiUZFBAgyyiILCPhRgghHsO5c9CypR7enS8fzJkD7dplwYVv3tStM7/+qrc7dtRLimf6apvpsysigleOHCEsMRFPOzuWli9P4wIFrF2WyGMk3AghhIV27ICXX9bdXfz8YNUqqFUrCy78zz86QZ07Bw4Oum/NG29k0RjzR5sZGkrfEydIVIqKzs6srFiRkllyf06I1GRyASGEsMC8efDcczrYVKsGe/ZkQbC5PdVx3bo62JQoAbt2wZtvZotgk2Qy0f/kSXoGB5OoFK8UKsSuatUk2AirkXAjhBDpYDLpSX+7dNHrUL7yCvz1FwQEZPKFIyPhtdegf3897fHLL+vZhqtXz+QLp8/VxESaHjzIt5cvA/BpsWL8XKECLnZyY0BYj/ztE0KIR4iJ0Us0rVihtz/4AEaPhkyfWPfAAT3V8cmTYGcHEyfCwIHZorUGYH9UFK0PH+Z8QgIutrbML1eOVoUKWbssISTcCCHEw1y6pGcY3rdPd3OZPl0HnUylFMycCW+/DfHxekbApUvhmWcy+cLptyQ8nO7HjxNnMlHKyYlVFStS3tnZ2mUJAVj5ttT48eOpVasWrq6ueHt707p1a4KDgx/5vp9//pmyZcuSL18+KlWqxO+3x2EKIUQG+ucfeOopHWy8vPTqBpkebGJioFs36NVLB5sXXtAFZJNgY1SK4WfO8NrRo8SZTDTz9GRP9eoSbES2YtVws3XrVvr168fff//NH3/8QVJSEk2bNiUmJuaB79m5cycdOnSgZ8+e7Nu3j9atW9O6dWsOHz6chZULIXK7pUuhXj29DmXFirrjcN26mXzRY8d0mpo7V9/zGjdOD/kuWDCTL5w+t5KSaHnoEBMuXADgvcBAfqtcGU97eytXJkRqBqWUsnYRt129ehVvb2+2bt1KvXr10jymffv2xMTEsGbNGvO+Z555hqpVq/LDDz888hqRkZG4u7sTERGBm5tbhtUuhMgdlNL9aUaM0NstWujFLzP9n4sFC/Top5gYvW7D4sVQv34mXzT9jsfE0OrwYU7ExZHPxoYZQUF09PGxdlkiD7Hk+ztbjZaKiIgAoMBDJnzatWsXjRs3TrWvWbNm7Nq1K83jExISiIyMTPUQQoi0xMVBp053gs077+g5bDI12MTH61DTubMONo0awf792SrYrLl2jaf37uVEXByBjo7sqFZNgo3I1rJNuDGZTAwaNIi6detS8SFTiIeFheFzzy+Vj48PYSnrl9xr/PjxuLu7mx+BgYEZWrcQIncIC4OGDWHRIj0w6aef4MsvIVOXQjp1CmrX1hczGOCTT2D9esgmwUEpxdjz53np8GEijUb+5+7OvzVqUN3V1dqlCfFQ2Wa0VL9+/Th8+DDbt2/P0PMOHz6cwYMHm7cjIyMl4AghUjlwQC+lcPEieHrC8uU66GSq5cuhRw89j02hQvq2VNOmmXzR9ItOTqZ7cDDLrl4FoK+/P1NKlcIh08e/C/HkskW4efvtt1mzZg3btm0j4BEzYvn6+nLlypVU+65cuYKvr2+axzs6OuLo6JhhtQohcpfVq/XyTDExUKYMrFkDpUtn4gUTE2HoUPjqK71dty4sWQKFC2fiRS1zNi6O1ocPczAmBnuDge9Kl6a3v7+1yxIi3awawZVSvP3226xYsYJNmzZRvHjxR76ndu3abNy4MdW+P/74g9q1a2dWmUKIXEgp+PxzaN1aB5vGjeHvvzM52Jw/D//7351gM3QobN6crYLNpps3qfXffxyMicHH3p7NVatKsBE5jlVbbvr168fChQtZtWoVrq6u5n4z7u7uOKWsSdKlSxcKFy7M+PHjARg4cCD169dn0qRJtGjRgsWLF/Pvv//y008/We3nEELkLImJ0KcPzJqlt/v21XkjU0c0//abniTn5k3w8NDLiL/0UiZe0DJKKb6+fJl3T53CCNR0dWVFhQoE5Mtn7dKEsJhVw83UqVMBaNCgQar9s2bNolu3bgBcuHABm7vu8dapU4eFCxfy0Ucf8cEHH1C6dGlWrlz50E7IQghx27Vrd9aFsrHRoaZfv0xa0SApCf79Vw/r/vprva9WLT2JTrFimXDBxxNvNNLnxAnmpNzyf93Hhx/LlMEpU3tTC5F5stU8N1lB5rkRIu86elR3HD5zRg/vXroUmjXLwAskJ8N//+lbTVu2wPbt+p7Xbf376/WhslE/wJCEBF4+fJg9UVHYAJNKlmRgQACGbLJ+lRC3WfL9nS06FAshRGZbtw7at9eDk0qU0BP/li//hCdNTtZLI9wOM3/9BdHRqY8pWFDPWdOtm05W2ciuiAheOXKEsMREPO3sWFq+PI0fMs+YEDmFhBshRK6mFHz7LQwaBCaT7s/7yy969LXFjEY9wd7dYebeiUE9PXWYadgQGjTQazdks+HTVxMT+erSJSZevEiiUlR0dmZlxYqUTOnrKEROJ+FGCJFrJSXBwIGQ0r2P7t3183TfFTIa4eDBO2Fm2zZImUndzMNDL0J1O8xUrpztwsxtZ+PimHTxIjPCwog3mQB4pVAh5pQti4udfB2I3EP+NgshcqWbN6FdO/jzT91Z+LPPYMiQR3QcNpng0KE7YWbrVrh1K/Uxbm6pw0yVKpk8jfGTOxgdzWcXLrAkPBxjyr5arq68X6QILxcqJP1rRK4j4UYIkeucPKm7twQHg7OzXvgyzVHXJhMcPqyDzO0wc+NG6mNcXfW9rNthplq1bB9mQA/t3hYRwWcXLrD2rp+pmacnw4oUoYGHh4QakWtJuBFC5CqbN8Orr+qWm8BA3XG4SpWUF5WCI0d0kNm8WYeZ69dTn8DFRYeZBg30o3p1vdhUDmFSitXXrvHZxYv8ndIfyAZo5+3N0MBAqsm6UCIPyDm/sUII8RDXr+uOw2PG6EFMTz8NK1cofG8eg++33AkzKWslmTk7w7PP6iDTsKEOM5k6m1/mSDSZWHjlCp9dvMjx2FgAHA0Guvv5MSQwUDoLizxFwo0QIkc7fhymTIG5cyEuTu/rUPMkMwqPwqnqHxAenvoNTk6pw0zNmjkyzNwWlZzMtNBQJl+6xKWEBADcbW15q3BhBgYE4OPgYOUKhch6Em6EEDmOUrBpE0yerFc1uK16/uO8G/spHf5dhOHflJ358unFKW+HmVq1IBd84V9NTOTry5f57vJlbiYnA+Dn4MDggADe8PfHLQfdShMio8nffiFEjpGQAIsW6VBz8KDeZzAoXvL6m8Hhw/hf7F8YHB2hTsM7Yeapp7LVjMBP6vZw7plhYcSlDOcu4+TEe4GBvO7ri2M2HYYuRFaScCOEyPauXYMfftB9alKWPyK/k4keRTYyMPgtSoWf0p1+3+wHH38MPj7WLTgTPGg497AiRWhdqBC2MvJJCDMJN0KIbOvYsTv9aeLj9b7CfkYGlFpL77974hmc0p+mfXvdk7hUKavVmhmUUvwVEcGEe4ZzN00Zzt1QhnMLkSYJN0KIbEUpPfHe5Mmwdu2d/TWrGxlceg1tfu+B/V8pX/TPPadn56tZ0zrFZhKTUvx6/ToTLlxINZy7rZcXQ4sUoboM5xbioSTcCCGyhfj4O/1pDh3S+wwGaN3KxODSa6g7rw+GvaH6hapVdahp0uQRUw7nLLeHc39+8SLH7hnO/W5AAKXy57dyhULkDBJuhBBWFR6u13v6/vs7o7adnaFnD8WAcn9Q8qsBsDJYv1CsGIwdC6+9lm3Xb3oc0SnDub+8azi3m60t/QoXZkDhwvjmog7RQmQFCTdCCKs4ckS30syfr0dBgZ5ReMAA6FVuBx5jhsA3f+sXChXSHYXffDNXjXy6mpjIN5cv8+1dw7l9U4ZzvynDuYV4bPKbI4TIMkrBhg061Kxff2d/rVoweDC8GnQY+0+Gw3tr9Av588O77+oVL93crFN0JjgXF8ekS5eYERpqHs5d+vZwbh8f8uWAtauEyM4k3AghMl18vG6hmTJFt9iAvqv08svwzjtQJ+AChhGfQMe5OgHZ2sIbb+jWGj8/q9aekQ5GR/P5hQssvms4d82U1bllOLcQGUfCjRAi01y5cqc/ze0lnVxcoFcvffupuPsNGD8evvnmzr2ptm31sO4yZaxXeAb769YtJly4wO93DedukjKc+zkZzi1EhpNwI4TIcIcP3+lPk5io9xUpktKfphe4O8TB11/rYBMRoQ9o0ECPgHrqKavVnZGUUmy6dYvR586xNeVntAHapAznriHDuYXINBJuhBAZwmTS/WgmT4Y//riz/+mndX+aV14BO5JhzhwYMQIuX9YHVK6sQ02zZrliWLdSig03b/LpuXPsTJmjxt5goLuvL+8FBspwbiGygIQbIcQTiYvTLTSTJ+sZhUH3p3nlFR1qatdG96NZvRqGD79zUJEi+vZTp065Yli3Uorfrl/n0/Pn+ScqCtBz1Lzh78/QwEAC8uWzcoVC5B0SboQQjyUsTPelmTpVr/0E4Op6pz9NsWIpB27fDsOGwc6dertAAfjoI+jbV6/YncOZlGLVtWuMPn+efdHRADjZ2NDH35/3AgPxy0VD14XIKSTcCCEsYjTCpEnwySd3+gAXLQoDB0LPnneN2D5yBD74QLfYADg56aFRQ4eCu7tVas9IRqVYfvUqY86f51BMDADONjb0K1yYdwMD8XZwsHKFQuRdEm6EEOl26hR06wY7dujtZ57R09C0bq0X5Qbg4kUYORJmz9YdcWxtdeoZMQL8/a1Sd0YyKsWS8HDGnD9vXiLB1daWAYULMygggEISaoSwOgk3QohHUgp++EHPpRcbq4dzT5kCPXrc1Qf45k2YMEGPgrq9hPcrr+jlEsqWtVbpGSbZZGJBeDjjzp/nRFwcAB52dgwsXJiBAQF42ttbuUIhxG0SboQQD3Xpkg4xt0dANWgAs2bd1acmLg6+/RbGjYNbt/S+//0PPv9cN+3kcIkmE/OuXGHc+fOcSQltBezsGBwYyNuFC+MuSyQIke3Ib6UQIk1K6VFQ/fvrqWjy5dMNM/37pwxuMhph7lzd+ebSJf2mihX1QS+8kOOHdSeYTMwKDWX8hQtcSOlc5GVvz5DAQPr6++MqoUaIbEt+O4UQ97l6Ffr0gV9+0du1aukcY767tHcvdOlyZy2FwEAYPRo6d9Z9bHKwOKOR6aGhfHbhApdTZiD0dXDgvcBA3vT3xzmH/3xC5AUSboQQqaxcqZd1unpVdxIeMQLefz+lw7BS8NNPemhUQgJ4esKHH0K/fjl+WHeM0ciPISFMvHiRsJRQU9jBgWFFitDLzw8nCTVC5BgSboQQgO4uM3CgbqEBfYdp7lyoVi3lgOhoePNNWLhQb7dsqUdEFShghWozTnRyMt+HhPDFxYtcTUoCoIijI8OLFKG7nx+OuWCCQSHyGgk3Qgj++EN3Gr50Sfenee89GDUKzPPPHT6sF7Q8flzfdpowQY8Bz8H9aiKSk/n28mUmX7zI9eRkAIrny8cHRYrQxdcXBwk1QuRYEm6EyMNiYvTkwd99p7dLltStNXXq3HXQ3Lm6A05cHBQuDEuWQN26Vqk3I9xMSuLry5eZcukSt1JCTWknJz4sWpSO3t7YS6gRIseTcCNEHrVzJ3TtqifmA3jrLT1629k55YC4OD00asYMvd2kCSxYAF5eVqn3SV1PSmLyxYt8c/kykUYjAOXy5+ejokVp5+WFnYQaIXINCTdC5DEJCbqT8MSJegLhwoVh5kxo2vSug06c0LehDh7Ut55GjdJLKeTATrXhiYlMuniR7y5fJsZkAqCiszMfFy3Kq15e2ObgW2tCiLRJuBEiD9m/X4/gPnRIb7/+up5Q2MPjroOWLtWrX0ZFgbe37kDcqJEVqn0yoQkJTLx4kR9CQohLCTVVXVz4pGhRWhUqhI2EGiFyLQk3QuQBycnw2We6ASYpSd9Z+vFHePnluw5KSNDrK3z7rd6uVw8WLcpx60Fdio/n84sX+SkkhASlAKjl6sonRYvSomBBDBJqhMj1JNwIkcsFB+vWmj179PbLL+t1ory97zro3Dlo1w7++UdvDx8On35612qY2VeiycTeqCj+iojgr4gI1t+4QWJKqKnt5sYnRYvSrEABCTVC5CHZ/18uIcRjMZl0I8ywYXodS3d3+OYbPYlwqu/51at1z+Jbt/SkfPPmQYsW1ir7kaKTk/k7MtIcZv6OjDTfdrqtnrs7nxQrxnMeHhJqhMiDJNwIkQudPw/du8PmzXq7SRM96Ckw8K6DkpL07MITJ+rtp5/Ww7yLFs3yeh/mWmIi21OCzF8REeyNisJ4zzEF7ex41t2d/3l40NDDg+qurlapVQiRPUi4ESIXUUqv2D1okO4PnD+/zi59+97TWnP5Mrz2GmzfrrcHDdKdchwcrFB1aufj4/nr1i1zmDkWG3vfMUUcHflfSpj5n7s7ZfPnlw7CQggzCTdC5BJhYdC7N6xZo7fr1IE5c6BUqXsO3LABOnWCa9fAzU2PA3/11SyvF8CkFMdiY1OFmYspK3DfrXz+/KnCTJEcvo6VECJzSbgRIhf4+WfdOnP9um58GT1ar46Qaloao1F3Eh49WjfxVK2q33hf+sk8SSYTe6OjzWFme0QEN1JmCb7NFqjh6moOM3Xd3CiUDVqUhBA5h4QbIXKwGzfg7bf1iG3QeWXuXKhU6Z4Dr1zRrTUbN+rtN9+EKVMyfSXvGKNRd/5NCTN/R0YSe0/nXycbG2q7uZnDzDNubjjnwMkChRDZh4QbIXKotWuhZ08IDdUtNMOHw8cfp9FtZts23b8mNFSvrfDjjzroZILrSUm6829KmNkbHU1yyrDs2wrc7vybEmaqu7jIek5CiAwl4UaIHCYqSt9ymjZNbwcF6daap56650CTSS8W9eGH+nn58rBsGZQrl2G1XIiP131lUsLM0TQ6/wbe7vybEmbKSedfIUQmk3AjRA6ybRt06wZnz+rtQYNg3DhwcrrnwOvX9cx9v/+ut19/HaZOvWtVzMdnUop5V64w5vx5TsXF3fd62fz5qXdXmCkqnX+FEFlMwo0QOUB8vG6AmTxZ9wUuWhRmz4YGDdI4ePduPdvwhQu6T8033+j7VxnQWrLl5k3ePX2avdHRgO78W+125193d551d8dLOv8KIaxMwo0Q2dyePbq15tgxvd2zJ3z5pR7FnYpSehXM997TE/SVKqVvQ1Wp8sQ1nIyNZeiZM6y8dg0AN1tbPipalD7+/rjmgCUahBB5i/yrJEQ2dfkyfPCB7k8D4OsL06c/YGWEiAjo0QN++UVvt2mjpyS+LwFZ5mZSEqPPn+fby5dJUgpb4E1/f0YWKyYtNEKIbEvCjRDZTEwMfPGF7gt8u3/u66/rW1IFC6bxhn37oG1bOH0a7O1h0iQ9PvwJbkMlmUxMDQlh1Llz5nloXihQgIklS1I+A/rtCCFEZpJwI0Q2YTLBggV6SPfly3pf3br6FtR9I6FA34aaNg0GDICEBN0RZ+nSBxycPkopfr1+nfdOn+ZESmfhis7OTCpZkqYFCjz2eYUQIitJuBEiG9i+Hd55B/79V28XK6aXemrb9gENMNHR0KePTkMAL76o11p4ggCyPyqKwadPs/nWLQC87e0ZXbw4PXx9sZN5aIQQOYiEGyGs6OxZGDpU9/sFcHXV/WwGDXrI5MFHj+o+NceO6dn7xo/XE988ZgAJSUjg47NnmRUWhgIcDQYGBwbyfpEiuElnYSFEDiT/cglhBRERen6aKVMgMVHnkl699NJPPj4PeeO8ebrFJjYW/P1h8WL43/8eq4ZYo5FJFy/y2YULxKQsidDB25vxJUrI3DRCiBzNqm3N27Zto2XLlvj7+2MwGFi5cuVDj9+yZQsGg+G+R1hYWNYULMQTSk6GH36A0qV1h+HERGjcGPbv16siPDDYxMXpJb+7dNHBpnFj3ZH4MYKNSSnmhYVRZvduPjl3jhiTidpubuyqVo2F5ctLsBFC5HhWbbmJiYmhSpUq9OjRg1deeSXd7wsODsbtriGu3t7emVGeEBlqwwZ99+jwYb0dFKRHRbVo8YiBTSdO6En5DhzQB44YAR99dM+S3+mz7dYtBp86xX8pk/AVdXTks5IlaeflhUGWRBBC5BJWDTfPP/88zz//vMXv8/b2xsPDI13HJiQkkJCQYN6OjIy0+HpCPIljx2DIkDsrIRQoACNH6rtL9vYPeeOlSzBmjJ6vJjkZvLxg4ULdamOh03FxDD19ml9SJuFztbXlw6JFGVi4MPlkBW4hRC6TI4dAVK1aFT8/P5o0acKOHTseeuz48eNxd3c3PwIDA7OoSpHXXb8O/ftDpUo62NjZ6Y7CJ0/q/Q8MNmFhMHCgnmH4xx91sGneXN+7sjDY3EpKYsipU5Tbs4dfrl3DBujj78+pp59mWJEiEmyEELlSjgo3fn5+/PDDDyxfvpzly5cTGBhIgwYN2Lt37wPfM3z4cCIiIsyPixcvZmHFIi9KTNQT7pUqBd9+C0YjvPQSHDmi9z9wtPa1a3roVIkSehmFhASoVw+2boW1a3UH4nRKMpn49tIlSu3ezaRLl0hSimaenhyoWZOpZcrgLbMLCyFysRw1WiooKIigoCDzdp06dTh9+jSTJ09m3rx5ab7H0dERR0fHrCpR5GFKwapVemmnU6f0vipV9CR8zz33kDfevKlnFf7qKz1/DcAzz8Do0dCokUUzDSul+O36dYacPk1wyiR85fPnZ1LJkjRPc3pjIYTIfXJUuEnLU089xfbt261dhsjj9u+HwYNh82a97eMDY8fqBS8feOcnMlIHmkmT9NhwgGrVdKh54QWLl084EB3Nu6dOsTFlEj4ve3s+LVaMXn5+MgmfECJPyfHhZv/+/fj5+Vm7DJFHhYbqgUuzZumWG0dHPSLq/ff1hHxpiomB777TUxDfuKH3VayoJ7lp3driUBOWkMDH584xIzQUBTgYDLwTEMDwokVxl0n4hBB5kFX/5YuOjubU7fZ74OzZs+zfv58CBQpQpEgRhg8fzuXLl5mbsizylClTKF68OBUqVCA+Pp7p06ezadMmNmzYYK0fQeRRcXH6dtP48TqrALz2GkyYoJd4SlN8vJ7kZvx4CA/X+4KC9NCpdu0snmE4zmjky0uXGH/+vHkSvvZeXowvUYLiTk6P94MJIUQuYNVw8++//9KwYUPz9uDBgwHo2rUrs2fPJjQ0lAsXLphfT0xM5N133+Xy5cvkz5+fypUr8+eff6Y6hxCZSSlYtEi3zNzum/7MMzro1K79gDclJurh3GPH3lkRs3hxPV9Np056GJUFTEqxKDyc4WfOcDFlmoOnXF2ZXKoUddzdH/MnE0KI3MOglFLWLiIrRUZG4u7uTkRERKqJAIV4lF279OKWu3fr7cBAfWfptdcecCcpORnmztW3m86fv/Omjz/WnXEeOslN2nZERDD41Cn2REUBUMTRkQklStDe2xsbmYRPCJGLWfL9LTfkhXiE8+dh2DBYskRvu7jA8OE66KR598do1M07o0bdGTbl6wsffqiXUHiM0Xtn4uJ4/8wZfr56Vddga8sHRYowKCAAJ5mrRgghUpFwI8QDREXp7jFffqmnnDEYoEcPPWmwr28abzCZYPlyfbvp2DG9r1AhfQ+rb1/In9/iGo7HxPBdSAg/hYSQqBQ2QE8/Pz4tVgxfmeJACCHSJOFGiHsYjXr000cfwZUrel/DhjrkVK2axhuUgl9/hU8+0es/AXh66glv+vfXTT0WSDKZWHXtGlNDQtiUMqwboLGnJ5NKlqSyhecTQoi8RsKNEHfZtEnPV3M7o5QqpRe3fOmlNPrVKAXr1+tQ888/ep+rqz7BO++AhZ17LyckMC0khJ9CQwlNTAT0FOIvFixI/8KFaeTpKYtbCiFEOki4EQI9X82gQbB0qd728NB3l956C9JcqWDzZt0x+PbaZvnzw4ABeoVMC2YCVkqx8eZNpoaEsOraNYwp+33s7enl58cb/v4UyZfvCX4yIYTIeyTciDzNZIKfftLdYiIi9GzCffvqqWfSzCg7duhQc3sq4nz5dAIaNgy8vdN93ZtJScwJC2NqSAgnUpZJAKjn7s5bhQvzcqFCOMiswkII8Vgk3Ig86/BheOMNPcQboFYtHXTS7Ffz77861Kxbp7ft7fWbP/jAogUt/4uK4vvLl1kUHk5cysR7rra2dPHxoY+/PxWlP40QQjwxCTciz4mL08s3TZyop6JxcYFx43QDzH2jqg8e1H1qVq3S27a20L277m38wKmI77me0ciS8HCmhoSY56cBqOTszFv+/nTy8cFVlkkQQogMI/+iijxlwwZ92+nMGb398svw9dcQEHDPgceO6U43P/+st21soHNnHXRKlkzXtU7FxvJDSAgzw8K4mZwM6HWf2nh58VbhwtRxc5MOwkIIkQkk3Ig84coVPYhp4UK9HRAA334LrVrdc+CpU3ryvYULdYccgPbtdSecsmUfeZ1kk4nfbtzg+8uX2XDzpnl/UUdH+vj708PPD+80eygLIYTIKBJuRK5mMsHMmTB0KNy8qRtg+vfXt6XMq3ZHRcHKlXpW4Q0b9EQ3oFfoHjUKKld+5HXCEhKYHhrKj6GhXEpZ78kAPF+gAG8VLkzzAgWwlVYaIYTIEhJuRK517Bi8+Sb89ZferlZNdxiuWRM95fCqdbqF5tdfdUec255/Xq8HVbPmQ8+vlGJbRATfX77ML9eukZyyTFshe3t6+vrypr+/rM4thBBWIOFG5Drx8bqD8IQJkJQEzs66pab/W0bsdm6D3gth2TK4a/ZfSpeGjh2hQwcICnro+SOSk5mXMoz7aGyseX8dNzf6+vvTxsuLfLLekxBCWI2EG5GrbNoEffrAyZN6+8UXFd++eZiim2dDicUQEnLnYD8/HWY6dIAaNR6wtPcdB6KjmXr5MvOvXCEmpT+Os40NnXx86OvvT1XzfS4hhBDWJOFG5ArXrsG778LcuXrbzyuZbxr+wiv7PsbQ8sSdAz08oE0b3UpTr14aY79TSzCZWHb1Kt9fvszOyEjz/nL58/OWvz+v+/riLsO4hRAiW5F/lUWOphTMmaNXPbh+HQwGxVuFfmbs1d64L00JI/ny6cWhOnaE5s0hHatpn42L48eQEGaEhXEtKQkAO4OBVwoV4q3Chann7i7DuIUQIpuScCNyrOBg6NMriS3b7QGozAF+VG/yzNXdukWmSXMdaFq3vmto1IMZlWJdyjDutTduoFL2Bzg68qafHz39/PBLRzASQghhXRJuRI6TcDOWz948w9jlQSSa7HEilpGM5B0mY1/nKej4LbRtm+61nk7ExjI7LIy5YWFcTlmNG6Cppyd9/f15sWBB7GSdJyGEyDEk3IicITkZ/vyTbZP/480/2nBcVQSgOWv5PuhrinerD6+dhGLF0nW6qORkll69yqzQUHbc1ZemgJ0d3Xx96ePvT+n8+TPjJxFCCJHJJNyI7EspvarlwoXcWLyBodeHMoMPAfCxucpXLf+k3acVMVRem67TmZRi261bzAoLY9nVq8SmjHiyAZoXKEB3X19aFiqEo7TSCCFEjibhRmQ/hw/ryfUWLUKdO8dCOvIO27mKvs30Zqswxs/0wbNAh3Sd7kJ8PHPCwpgdFsaZ+Hjz/jJOTvTw8+N1Hx/8pS+NEELkGhJuRPZw7pxe/mDhQh1ugNOUoK/tn/xhbARA+XKKn6YZqFvX95GnizMaWXHtGrPCwth486a5c7CrrS3tvb3p7utLbVm4UgghciUJN8J6wsP1qtsLF8LOnebdifbOfFHqB0afeo34JDscHfVi3EOGGHjYmpNKKfZERTErNJTF4eFE3F4jCmjo4UF3X19e8fLCWWYPFkKIXE3CjchaSUmwZg1Mnw7r199ZpNJggIYN2VFrEG+ueoEjx3QAadwYpk6FUqUefMqwhATmXbnC7LCwVMshFHV0pJuvL119fWWNJyGEyEMk3IisceqUDjSzZ8OVK3f216wJHTtyq/lrvP+VHz9+pnd7ecHkyXqamrTuHCWaTPx2/TqzwsL4/fp1brfR5LOxoY2XF919fWng4YGN3HYSQog8R8KNyDzx8bBiBUybBps339nv4wPdukH37qgyQSxdCgMb3sk8PXrA559DwYL3n/JgdDSzwsKYf+WKeeZggGfc3Oju60t7b29ZDkEIIfI4+RYQGe/IEd1KM3cu3Lih9xkM0KwZ9O4NLVuCvT1nz8JbL8C6dfqQoCD48UeoXz/16W4kJbHwyhVmhYWxNzravN/XwYEuPj508/WlnLNzFv1wQgghsjsJNyJjxMTA0qW6lWbXrjv7AwKgZ0/dHFOkCKBbaH76CcaPh7g4cHCADz+EYcPuLPtkVIoNN24wKyyMVdeukaj0eCd7g4GXChaku58fzTw9ZeZgIYQQ95FwI57Mf//pVpqFC+H2TL+2trp1pndv3Vpja0tyMqz/TR+6Zo2ecBigQQP44QfdagN3lkKYExZGyF1LIVR1caG7ry8dvb0p9LAhU0IIIfI8CTfCchEROsxMmwb79t3ZX7Ik9Oql+9P46rlozpyBmTNh1iwICblz6DPPQP/+0KEDRBuTmRGa9lIInXx86O7rS7V0LHwphBBCgIQbkV63l0KYNk3ffro95NrBAV55RbfSNGgANjbEx8MvC3Urzd39iAsWhC5d9F2qcuX1UgjdjstSCEIIITKWhBvxcNeuwbx5OqkcPXpnf/nyOtC8/rp5WNOBA/qw+fPh1i19mMEATZroBp2WLRUHEqOYFR7Osr+vcj4hwXw6WQpBCCFERpFwI+5nMukml2nT9FDu231fnJygfXsdamrXBoOBiAhY9IMONf/9d+cURYpA9+7QtZsi1DOSZVev8u6+q1y8K9DIUghCCCEyg4QbcUdoqJ5kb8YMOH36zv7q1XWg6dAB3N1RCv76SweaZcv0iCcAe3to3Rp69FQ41YzglxtX+V/IVS6fu9Mx2MXWlhcLFqStlxfNCxQgvyyFIIQQIoNJuMnrjEY90cz06fDrr3eWQ3Bzg06d9P2k6tUBCAuDOT/o7HPy5J1TVKgA3XsoSr0UyZ8qnB5XrxJ66E6gcbW15aWCBWnj5UWzAgVwkkAjhBAiE0m4yavOn9fDmGbOhEuX7uyvU0e30rRtC87OJCfD2l91oFmz5k72cXGBdu0V1dtFcbhoGBOvXeXKpTszBrvZ2tKqUCHaennRxNOTfBJohBBCZBEJN3lJUpJunZk2TS9amTIxXqphTBUqAHopqJkz9V2q0NA7p3imtqJuhxhu1g3h17irzExKgpTXPezsaF2oEG28vGjs6SkjnYQQQliFhJu84OTJO4tWhoff2f/cc7qV5uWXwdGRuDhYPl+30mzZcuewQoUU9dvHY3g+jC0eIfydlAQp09EUSAk0bb28eM7TEwcJNEIIIaxMwk1utncvjBoFq1ff2efrq4cx9eypJ91Dz8M3fTosWKDn5wMwGBQ1nkvC7aWr7Kt0juWGlFtOSVDI3p6XU1poGnp4YC+BRgghRDYi4SY32rdPh5pVq/S2jQ00b65baVq0AHt7bt2Chd/rUHP3JMPegUb8W93gTINz/Fswxrzfy96eVwoVoq23N/Xd3WVNJyGEENmWhJvc5MABGDkSVq7U2zY20LEjfPQRBAWhFGzdqgPN8uUQH68Ps3NQFG4UydXGFwivep3wlNziY2/Pq15etPHyop6HB7YyD40QQogcQMJNbnDwoG6p+eUXvW0w6DlpPv4YypYlJATmjL9/+hr30vHEN79MQqNQzrvrlSz9HBx41cuLtl5e1HV3l0AjhBAix5Fwk5MdOqRDzfLlettggNdeg48/Jrl0Odatg2nD4Lff7gzhtnM2wnPhJD8fQkTZKDBAYQcH2ngVpo2XF3Xc3bGRQCOEECIHk3CTEx0+DJ9+Cj//rLcNBmjXDj75hPPO5ZkxQw/jvnz5zltsKkVgeiGU5Prh4GQi0NGRNl4BtPXy4mk3Nwk0Qgghcg0JNznJ0aO6pebnn+/MUdOuHUnDP2H16QpMGwwbNiiU0kHF4J6EahoGLUIxFY2lqKMjbb11C81Trq6ylpMQQohcScJNTnDsmG6pWbLkTqhp04ZT3ccyfVsZZjW7e/oaA1S/CS1CUM9eo7CLPR18fGjvVZYaEmiEEELkARJusrPjx2H0aFi0yBxq4lu/xopnPmPa+iJsbnHXsZ6J8HwovBCKW5Ek2nh50cmnMvVllJMQQog8RsJNdnTihG6pWbQITCYAjjbqzzTfj5mzthA3V6aEFYOCp25Ai1Ds6tyghbcnnXxK8GLBgrI4pRBCiDxLwk12cvKkbqlZsABMJmJx4ufqE/jJ2IOdG13uHOcVDy+EwfOhPFsmH528vWnrHURBe3vr1S6EEEJkExJusoNTp3SomT8fTCb2U4Wfio1j3rWmRO9N+SOyUVD7OrQIIahBPF38fejoXZViTk7WrV0IIYTIZiTcWNPp0zBmDMybR5TRicX04Af3IeyNCIJzKcf4xcELoXi1vM7rFTzp5FOcai4u0jFYCCGEeAAJN9Zw5gyMGYOaM5d/TNWZxlQW2nYm1ugEEYCdCZ69Rr6XrtCuqR2v+/nQ0LO4dAwWQggh0kHCTVY6exbGjuXW7JXMN77GNP7jIFX0a0YgMBabFqE0ei2BnuUK0bJgefJLx2AhhBDCIhJussK5c6gxY9k++yTTjd35ma+JI79+zd4EDcKp0C6Svs2dae8dSCEHB+vWK4QQQuRgNta8+LZt22jZsiX+/v4YDAZW3l7N+iG2bNlC9erVcXR0pFSpUsyePTvT63xs589ztctgJpX8jgoz3qGecQtz6aqDTfFovAafY/g/lzi1yp3DvcrQL6CwBBshhBDiCVm15SYmJoYqVarQo0cPXnnllUcef/bsWVq0aEGfPn1YsGABGzdupFevXvj5+dGsWbMsqDh9TOcu8OtbS1m4rggr1XgScQTAxiEJhyY3eKlrIu82daeWW1HpGCyEEEJkMINSt+fzty6DwcCKFSto3br1A48ZNmwYv/32G4cPHzbve+2117h16xbr1q1L13UiIyNxd3cnIiICNze3Jy07lcN/n2PaW3v4bV91TlPKvN81MJxyPYwM7eZIqyIe2NlYtcFMCCGEyHEs+f7OUX1udu3aRePGjVPta9asGYMGDXrgexISEkhISDBvR0ZGZkptE/pt5OPv65FMOwDy20RTuv4l2g73YtBzBXGWjsFCCCFElshRTQhhYWH4+Pik2ufj40NkZCRxcXFpvmf8+PG4u7ubH4GBgZlS24vdywBQ2fkAb731D4evObB/U1k+bCLBRgghhMhKOarl5nEMHz6cwYMHm7cjIyMzJeBUrBnI35tOUaNhlQw/txBCCCHSL0eFG19fX65cuZJq35UrV3Bzc8PpAcsQODo64ujomBXlUaNhqUcfJIQQQohMlaNuS9WuXZuNGzem2vfHH39Qu3ZtK1UkhBBCiOzGquEmOjqa/fv3s3//fkAP9d6/fz8XLlwA9C2lLl26mI/v06cPZ86cYejQoRw/fpzvv/+epUuX8s4771ijfCGEEEJkQ1YNN//++y/VqlWjWrVqAAwePJhq1arxySefABAaGmoOOgDFixfnt99+448//qBKlSpMmjSJ6dOnZ6s5boQQQghhXdlmnpuskpnz3AghhBAic1jy/Z2j+twIIYQQQjyKhBshhBBC5CoSboQQQgiRq0i4EUIIIUSuIuFGCCGEELmKhBshhBBC5CoSboQQQgiRq0i4EUIIIUSuIuFGCCGEELlKjloVPCPcnpA5MjLSypUIIYQQIr1uf2+nZ2GFPBduoqKiAAgMDLRyJUIIIYSwVFRUFO7u7g89Js+tLWUymQgJCcHV1RWDwZCh546MjCQwMJCLFy/KulWPIJ9V+slnlX7yWaWffFaWkc8r/TLrs1JKERUVhb+/PzY2D+9Vk+dabmxsbAgICMjUa7i5uclf/nSSzyr95LNKP/ms0k8+K8vI55V+mfFZParF5jbpUCyEEEKIXEXCjRBCCCFyFQk3GcjR0ZERI0bg6Oho7VKyPfms0k8+q/STzyr95LOyjHxe6ZcdPqs816FYCCGEELmbtNwIIYQQIleRcCOEEEKIXEXCjRBCCCFyFQk3QgghhMhVJNxkkO+++45ixYqRL18+nn76afbs2WPtkrKl8ePHU6tWLVxdXfH29qZ169YEBwdbu6xsb8KECRgMBgYNGmTtUrKty5cv/7+9u49p6urjAP69thRqRSc4KY12QyVxIDpcgxFMjJGIjmjcnDgDCnT/zJQIsihEgy9RUDEa40tQjML+GL4kw5eZGIOMseBUKl3dzBTdRpiJL42ZisLQpj3PH0+8WZU5fOThXOv3kzTpPafn3O+9gZNfem9bZGVlITIyEkajEQkJCbh48aLsWJrj8/lQUlKCmJgYGI1GjB49GuvXr+/V7/UEu++//x6zZ8+GxWKBoig4duxYQL8QAqtXr0Z0dDSMRiNSU1Nx/fp1OWEle9G58nq9KCoqQkJCAkwmEywWCxYvXoybN2/2Wz4WN33g8OHDKCwsxJo1a+ByuTBhwgSkpaXB4/HIjqY5jY2NcDgcOH/+POrq6uD1ejFjxgx0dnbKjqZZTqcTe/fuxfjx42VH0ax79+4hJSUFISEhOHXqFH755Rds3boVQ4cOlR1NczZv3oyKigrs2rULV65cwebNm1FeXo6dO3fKjiZdZ2cnJkyYgN27d/fYX15ejh07dmDPnj24cOECTCYT0tLS0N3d3c9J5XvRuerq6oLL5UJJSQlcLhdqa2vR2tqKOXPm9F9AQa8sKSlJOBwOddvn8wmLxSI2btwoMdXrwePxCACisbFRdhRNevjwoYiNjRV1dXVi6tSpIj8/X3YkTSoqKhJTpkyRHeO1kJ6eLux2e0Dbxx9/LDIzMyUl0iYA4ujRo+q23+8XZrNZbNmyRW27f/++CA0NFQcPHpSQUDuePVc9aW5uFgBEe3t7v2TiOzev6MmTJ2hpaUFqaqraNmDAAKSmpuLcuXMSk70eHjx4AACIiIiQnESbHA4H0tPTA/6+6HknTpyAzWbD/PnzMXz4cCQmJmLfvn2yY2lScnIy6uvrce3aNQDApUuX0NTUhFmzZklOpm1tbW24fft2wP/ikCFDMGnSJK71vfDgwQMoioK33nqrX/b3xv1wZl+7e/cufD4foqKiAtqjoqJw9epVSaleD36/HwUFBUhJScG4ceNkx9GcQ4cOweVywel0yo6ieb///jsqKipQWFiIlStXwul0YunSpTAYDMjOzpYdT1OKi4vR0dGBsWPHQqfTwefzobS0FJmZmbKjadrt27cBoMe1/mkf9ay7uxtFRUVYuHBhv/3oKIsbksbhcODy5ctoamqSHUVzbty4gfz8fNTV1SEsLEx2HM3z+/2w2WwoKysDACQmJuLy5cvYs2cPi5tnHDlyBF999RVqamoQHx8Pt9uNgoICWCwWnivqc16vFxkZGRBCoKKiot/2y8tSr2jYsGHQ6XS4c+dOQPudO3dgNpslpdK+vLw8nDx5Eg0NDRgxYoTsOJrT0tICj8eDiRMnQq/XQ6/Xo7GxETt27IBer4fP55MdUVOio6MRFxcX0Pbee+/hjz/+kJRIu5YvX47i4mJ8+umnSEhIwKJFi7Bs2TJs3LhRdjRNe7qec63vvaeFTXt7O+rq6vrtXRuAxc0rMxgM+OCDD1BfX6+2+f1+1NfXY/LkyRKTaZMQAnl5eTh69Ci+/fZbxMTEyI6kSdOnT8fPP/8Mt9utPmw2GzIzM+F2u6HT6WRH1JSUlJTnvlLg2rVreOeddyQl0q6uri4MGBC49Ot0Ovj9fkmJXg8xMTEwm80Ba31HRwcuXLjAtb4HTwub69ev48yZM4iMjOzX/fOyVB8oLCxEdnY2bDYbkpKSsH37dnR2diI3N1d2NM1xOByoqanB8ePHER4erl6rHjJkCIxGo+R02hEeHv7cfUgmkwmRkZG8P6kHy5YtQ3JyMsrKypCRkYHm5mZUVlaisrJSdjTNmT17NkpLS2G1WhEfH48ff/wR27Ztg91ulx1NukePHuHXX39Vt9va2uB2uxEREQGr1YqCggJs2LABsbGxiImJQUlJCSwWC+bOnSsvtCQvOlfR0dH45JNP4HK5cPLkSfh8PnWtj4iIgMFg+P8H7JfPZL0Bdu7cKaxWqzAYDCIpKUmcP39ediRNAtDjo6qqSnY0zeNHwV/sm2++EePGjROhoaFi7NixorKyUnYkTero6BD5+fnCarWKsLAwMWrUKLFq1Srx+PFj2dGka2ho6HF9ys7OFkL89+PgJSUlIioqSoSGhorp06eL1tZWuaEledG5amtr+8e1vqGhoV/yKULwaymJiIgoePCeGyIiIgoqLG6IiIgoqLC4ISIioqDC4oaIiIiCCosbIiIiCiosboiIiCiosLghIiKioMLihoiIiIIKixsiIiLSBEVRcOzYsVeeh8UNERHRGy4nJweKouDzzz9/rs/hcEBRFOTk5PTZ/tauXYv333+/z+Z7FosbIiIiwsiRI3Ho0CH89ddfalt3dzdqampgtVolJnt5LG6IiIgIEydOxMiRI1FbW6u21dbWwmq1IjExUW17/Pgxli5diuHDhyMsLAxTpkyB0+lU+7/77jsoioL6+nrYbDYMHDgQycnJaG1tBQBUV1dj3bp1uHTpEhRFgaIoqK6uVsffvXsXH330EQYOHIjY2FicOHHipY+FxQ0REREBAOx2O6qqqtTtAwcOIDc3N+A1K1aswNdff40vv/wSLpcLY8aMQVpaGv7888+A161atQpbt27FxYsXodfrYbfbAQALFizAF198gfj4eNy6dQu3bt3CggUL1HHr1q1DRkYGfvrpJ3z44YfIzMx8bu5/w+KGiIiIAABZWVloampCe3s72tvbcfbsWWRlZan9nZ2dqKiowJYtWzBr1izExcVh3759MBqN2L9/f8BcpaWlmDp1KuLi4lBcXIwffvgB3d3dMBqNGDRoEPR6PcxmM8xmM4xGozouJycHCxcuxJgxY1BWVoZHjx6hubn5pY5D/2qngYiIiILF22+/jfT0dFRXV0MIgfT0dAwbNkzt/+233+D1epGSkqK2hYSEICkpCVeuXAmYa/z48erz6OhoAIDH4/nX+3f+Ps5kMmHw4MHweDwvdRwsboiIiEhlt9uRl5cHANi9e/f/PE9ISIj6XFEUAIDf73+pcU/H9mbc3/GyFBEREalmzpyJJ0+ewOv1Ii0tLaBv9OjRMBgMOHv2rNrm9XrhdDoRFxfX630YDAb4fL4+y/wsvnNDREREKp1Op15i0ul0AX0mkwlLlizB8uXLERERAavVivLycnR1deGzzz7r9T7effddtLW1we12Y8SIEQgPD0doaGifHQOLGyIiIgowePDgf+zbtGkT/H4/Fi1ahIcPH8Jms+H06dMYOnRor+efN28eamtrMW3aNNy/fx9VVVV9+iWBihBC9NlsRERERJLxnhsiIiIKKixuiIiIKKiwuCEiIqKgwuKGiIiIggqLGyIiIgoqLG6IiIgoqLC4ISIioqDC4oaIiIiCCosbIiIiCiosboiIiCiosLghIiKioPIfassJoirTfQkAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from openjij import SQASampler\n",
"sampler = SQASampler()\n",
"\n",
"QUBO = np.random.rand(Nassets**2).reshape(Nassets, Nassets)\n",
"for i in range(Nassets):\n",
" for j in range(Nassets):\n",
" QUBO[i][j] = PairwiseCorrMat[i][j]\n",
"for i in range(Nassets):\n",
" QUBO[i][i] = QUBO[i][i] + SR_list[i]\n",
"\n",
"print(type(QUBO))\n",
"import matplotlib.pyplot as plt\n",
"plt.imshow(QUBO)\n",
"plt.colorbar()\n",
"plt.show()\n",
"\n",
"sampleset_FQA = sampler.sample_qubo(QUBO,num_reads=10)\n",
"print(sampleset_FQA.record)\n",
"print(sampleset_FQA.record[0][0], EvaluateSolution(sampleset_FQA.record[0][0], Chart))\n",
"selected_charts = list()\n",
"for i in range(Nassets):\n",
" if sampleset_FQA.record[0][0][i]:\n",
" selected_charts.append(Chart[i])\n",
"portfolioChart_FQA = np.mean(selected_charts, axis=0)\n",
"plt.plot(list(range(13)), portfolioChart_FQA, color=\"c\", label=\"Forward Annealing\")\n",
"plt.plot(list(range(13)), portfolioChart,color=\"r\",label=\"Before Greedy Search\")\n",
"plt.plot(list(range(13)), portfolioChart2,color=\"b\",label=\"After Greedy Search\")\n",
"plt.xlabel(\"Month\", loc=\"right\")\n",
"plt.ylabel(\"Portofolio Asset Amount\", loc=\"top\")\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### For reverse quantum annealing\n",
"\n",
"In reverse annealing, we input the state generated from the classical algorithm as the initial state before annealing. \n",
"The first step is to set up the annealing schedule. \n",
"In this tutorial, using OpenJij, the SQA Hamiltonian is defined as follows:\n",
"\n",
"$$\n",
"\\mathcal{H}_{\\mathrm{SQA}}(s) = s\\mathcal{H}_{p}-(1-s)\\sum_{i}\\sigma_{i}^{x}, 0\\leq x\\leq 1\n",
"$$\n",
"\n",
"where $\\mathcal{H}_{p}$ is the problem Hamiltonian that we seek to obtain the optimal solution for, and $s$ and $1-s$ correspond to $B[t]$ and $A[t]$ in reference paper [2] respectively.\n",
"The value of $s$ can be set by adding supplementary arguments to `sample_qubo`.\n",
"\n",
"```python\n",
"sample_qubo(QUBO, num_reads=10)\n",
"```\n",
"\n",
"We can modify the previous section's `sample_qubo` to input the initial state settings and updates as follows: \n",
"\n",
"```python\n",
"sample_qubo(QUBO, schedule = user_schedule, initial_state = user_initial_state, num_reads=10, reinitialize_state = False)\n",
"```\n",
"\n",
"where the schedule refers to the annealing schedule.\n",
"It has the following structure: ```[0]``` component represents the value of $s$, reflecting the transverse magnetic field's intensity during annealing; \n",
"```[1]``` component is the inverse temperature $\\beta$, with a larger value denoting a lower temperature, facilitating the attainment of the ground state (default value of $\\beta = 5$); \n",
"and ```[2]``` component denotes the number of quantum Monte Carlo simulation steps, enabling us to alter the length of each schedule. \n",
"\n",
"The initial state should be assigned to the `initial_state` argument. \n",
"If the `reinitialize_state` option is set to `False`, the previous step's annealing output is designated as the next step's annealing initial state in the iteration.\n",
"In the sample script above, commencing from the classical algorithm's prepared initial state, RQA would execute ten times. \n",
"The default of the optional argument, `True`, reset the initial state every time it runs; \n",
"if we want to execute RQA once and contrast the results multiple times, we set `reinitialize_state = True`. \n",
"\n",
"Now, let's fabricate a schedule for reverse annealing.\n",
"Since OpenJij sampler performs quantum Monte Carlo with a given $s$ and $\\beta$ over a specified number of MC steps, we need to create a schedule in which $s$ and $\\beta$ gradually change by linking short constants to facilitate RQA's functionality.\n",
"Here, we focus on the change in $s$ and plot it to observe an inverted trapezoidal schedule.\n",
"The horizontal axis represents the quantum Monte Carlo method's number of Monte Carlo steps.\n",
"By rewriting the schedule creation function's contents, we can generate any schedule shapes."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def ScheduleFunction(x, RQAschedule):\n",
" for step in RQAschedule:\n",
" length = step[2]\n",
" if x - length > 0:\n",
" x = x-length\n",
" continue\n",
" else:\n",
" s = step[0]\n",
" return s\n",
"\n",
"\n",
"def ConvertScheduleToPlot(RQAschedule):\n",
" TotalLength = np.sum(RQAschedule, axis=0)[2]\n",
" x = np.arange(0, TotalLength+1)\n",
" s = [ScheduleFunction(n, RQAschedule) for n in x]\n",
" plt.plot(x, s ,label=\"s\")\n",
" plt.xlabel(\"MC step\", loc=\"right\")\n",
" plt.ylabel(\"$s$, progress of quantum annealing\", loc=\"top\")\n",
" plt.legend()\n",
" plt.show()\n",
"\n",
"#Create RQA schedule\n",
"RQAschedule = []\n",
"NReverseStep = 50\n",
"NPauseStep = 50\n",
"NForwardStep = 50\n",
"NMCStep = 20\n",
"TargetS = 0.38\n",
"ReverseStep = (1.0 - TargetS) / NReverseStep\n",
"ForwardStep = (1.0 - TargetS) / NForwardStep\n",
"beta = 5.\n",
"#Reverse Step\n",
"for i in range(NReverseStep):\n",
" step_sche = [1.0-i*ReverseStep, beta, NMCStep]\n",
" RQAschedule.append(step_sche) \n",
"\n",
"#Pause Step\n",
"RQAschedule.append([TargetS, beta, NPauseStep*NMCStep])\n",
"\n",
"#Forward Step\n",
"for i in range(NForwardStep):\n",
" step_sche = [TargetS+(i+1)*ForwardStep, beta, NMCStep]\n",
" RQAschedule.append(step_sche)\n",
"\n",
"#Plot Annealing Schedule\n",
"ConvertScheduleToPlot(RQAschedule)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's execute the RQA utilizing the `sample_qubo` function in conjunction with the schedule and initial conditions set up thus far.\n",
"Simultaneously, we compare the outcomes of the greedy method, forward annealing, and RQA.\n",
"The results indicate that the setup in this tutorial frequently yields the same optimal solution as forward annealing, owing to the constraints imposed by the size of the set of assets."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[([1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1], -397., 1)\n",
" ([1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1], -397., 1)\n",
" ([1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1], -397., 1)\n",
" ([1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1], -397., 1)\n",
" ([1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1], -397., 1)\n",
" ([1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1], -397., 1)\n",
" ([1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1], -397., 1)\n",
" ([1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1], -397., 1)\n",
" ([1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1], -397., 1)\n",
" ([1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1], -397., 1)]\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Forward Quantum Annealing Result:\n",
"[1 0 0 0 0 1 0 1 0 0 0 0 0 1 1 0 1 1 0 0 1 1 1 1 1 1 1 0 0 1 1 0 1 1 1 0 1\n",
" 1 0 1 1 1 1 1 0 1 1 1] 3.7873836272238077\n",
"Reverse Quantum Annealing Result:\n",
"[1 0 0 0 0 1 0 1 0 0 0 0 0 1 1 0 1 1 0 0 1 1 1 1 1 1 1 0 0 1 1 0 1 1 1 0 1\n",
" 1 0 1 1 1 1 1 0 1 1 1] 3.7873836272238077\n"
]
}
],
"source": [
"# prepare initial state \n",
"init_state = QA_init_state\n",
"\n",
"#Reverse Annealing\n",
"sampleset_RQA = sampler.sample_qubo(QUBO, schedule=RQAschedule, initial_state = init_state, num_reads=10, reinitialize_state=False)\n",
"print(sampleset_RQA.record)\n",
"\n",
"# compare charts\n",
"selected_charts = list()\n",
"for i in range(Nassets):\n",
" if sampleset_RQA.record[0][0][i]:\n",
" selected_charts.append(Chart[i])\n",
"portfolioChart_RQA = np.mean(selected_charts, axis=0)\n",
"plt.plot(list(range(13)), portfolioChart_FQA, color=\"c\", label=\"Forward Annealing\")\n",
"plt.plot(list(range(13)), portfolioChart_RQA, color=\"m\", label=\"Reverse Annealing\")\n",
"plt.plot(list(range(13)), portfolioChart,color=\"r\",label=\"Before Greedy Search\")\n",
"plt.plot(list(range(13)), portfolioChart2,color=\"b\",label=\"After Greedy Search\")\n",
"plt.xlabel(\"Month\", loc=\"right\")\n",
"plt.ylabel(\"Portofolio Asset Amount\", loc=\"top\")\n",
"plt.legend()\n",
"plt.show()\n",
"# compare the results\n",
"print(\"Forward Quantum Annealing Result:\")\n",
"print(sampleset_FQA.record[0][0], EvaluateSolution(sampleset_FQA.record[0][0], Chart))\n",
"print(\"Reverse Quantum Annealing Result:\")\n",
"print(sampleset_RQA.record[0][0], EvaluateSolution(sampleset_RQA.record[0][0], Chart))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Checking reverse quantum annealing\n",
"\n",
"Since the final output alone fails to provide insight into the behavior of RQA, we dissect the phase and observe its behavior.\n",
"Initially, we investigate the reverse phase.\n",
"Similarly, an annealing schedule is set up and annealing is carried out using the designated schedule and initial state.\n",
"Here, for clarity, we have altered the $s$ value and inverse temperature at which the reverse phase terminates.\n",
"Additionally, annealing is arranged to commence from the same initial state on each occasion, as opposed to undergoing iteration.\n",
"The results show that the reverse phase process ascends from the previously attained solution to a higher energy state.\n",
"Furthermore, as the solution stays in a different state during each execution, we can deduce that the solution differs at a higher energy level."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[([1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1], -397., 1)\n",
" ([1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1], -380., 1)\n",
" ([1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1], -397., 1)\n",
" ([1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1], -390., 1)\n",
" ([1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 0, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 1, 0, 1, 0, 1], -374., 1)\n",
" ([1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1], -389., 1)\n",
" ([1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1], -387., 1)\n",
" ([1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1], -391., 1)\n",
" ([1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1], -397., 1)\n",
" ([1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1], -372., 1)]\n"
]
}
],
"source": [
"#Create RQA schedule\n",
"RQAschedule = []\n",
"NReverseStep = 50\n",
"TargetS = 0.15 # return to more random state よりランダムな状態に戻す\n",
"ReverseStep = (1.0 - TargetS) / NReverseStep\n",
"beta = 5.0\n",
"MC_step = 20\n",
"#Reverse Step\n",
"for i in range(NReverseStep):\n",
" step_sche = [1.0-i*ReverseStep, beta, MC_step]\n",
" RQAschedule.append(step_sche) \n",
"\n",
"ConvertScheduleToPlot(RQAschedule)\n",
"init_state = QA_init_state \n",
" \n",
"\n",
"sampleset_RQA_Reverse = sampler.sample_qubo(QUBO, schedule=RQAschedule, initial_state = init_state, num_reads=10, reinitialize_state=True) #毎回同じ初期状態からアニーリング\n",
"for state in sampleset_RQA_Reverse.record:\n",
" selected_charts = list()\n",
" for i in range(Nassets):\n",
" if state[0][i]:\n",
" selected_charts.append(Chart[i])\n",
" portfolioChart = np.mean(selected_charts, axis=0)\n",
" plt.plot(list(range(13)), portfolioChart, label=(\"Energy=\"+str(state[1])))\n",
"\n",
"plt.xlabel(\"Month\", loc=\"right\")\n",
"plt.ylabel(\"Portofolio Asset Amount\", loc=\"top\")\n",
"plt.legend()\n",
"plt.show()\n",
"print(sampleset_RQA_Reverse.record)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, we add a pause phase.\n",
"After the addition of the pause phase, annealing is performed similarly, and the results are evaluated.\n",
"As the addition of this phase is tantamount to extending the number of MC steps of the final stage of the reverse phase described above in terms of implementation, the results are as dispersed as those obtained in the reverse phase-only scenario depicted previously."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[([1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1], -336., 1)\n",
" ([1, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 1, 1, 1], -342., 1)\n",
" ([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1], -342., 1)\n",
" ([1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 0, 1], -326., 1)\n",
" ([0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1], -334., 1)\n",
" ([0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1, 1, 0, 1, 1, 1], -316., 1)\n",
" ([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1, 0, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1], -322., 1)\n",
" ([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 1, 0, 1, 0, 1], -322., 1)\n",
" ([1, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1], -328., 1)\n",
" ([1, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 1, 1, 0, 0, 0, 1, 1, 1], -312., 1)]\n"
]
}
],
"source": [
"#Create Pause Step\n",
"NPauseStep = 50\n",
"TargetS = 0.15 # return to more random state \n",
"beta = 1.0 # allow for easier thermal hopping at higher temperatures\n",
"MC_step = 20\n",
"step_sche = [TargetS, beta, MC_step*NPauseStep]\n",
"RQAschedule.append(step_sche)\n",
"\n",
"#print(RQAschedule)\n",
"ConvertScheduleToPlot(RQAschedule)\n",
"init_state = QA_init_state \n",
"\n",
"sampleset_RQA_Reverse_Pause = sampler.sample_qubo(QUBO, schedule=RQAschedule, initial_state = init_state, num_reads=10, reinitialize_state=True) # execute annealing from the same initial state every time \n",
"for state in sampleset_RQA_Reverse_Pause.record:\n",
" selected_charts = list()\n",
" for i in range(Nassets):\n",
" if state[0][i]:\n",
" selected_charts.append(Chart[i])\n",
" portfolioChart = np.mean(selected_charts, axis=0)\n",
" plt.plot(list(range(13)), portfolioChart, label=(\"Energy=\"+str(state[1])))\n",
"\n",
"plt.xlabel(\"Month\", loc=\"right\")\n",
"plt.ylabel(\"Portofolio Asset Amount\", loc=\"top\")\n",
"plt.legend()\n",
"plt.show()\n",
"print(sampleset_RQA_Reverse_Pause.record)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally, we incorporate a forward phase and execute annealing.\n",
"This configuration is set up under conditions of slightly relaxed temperature and magnetic field relative to the previous sample.\n",
"As a result, we can observe that the known optimal solution through quantum annealing is obtained for this particular set of stocks.\n",
"Similar to the first example in the RQA section, we can observe that the optimal solution is obtained by RQA. \n",
"\n",
"Since the conditions are slightly lenient, the solutions do not converge, and we can see the presence of multiple sub-optimal solutions with comparable energies.\n",
"Among these solutions, we can also detect the presence of a portfolio whose final return outperforms the optimal solution obtained through forward annealing in certain cases and whose profile is relatively smooth.\n",
"A closer examination of that portfolio details reveals that the substantial returns were achieved through a combination of specific stocks exhibiting substantial appreciation rates and stocks with relatively low volatility that possess inverse correlations.\n",
"Although such a portfolio may be desirable in actual investment scenarios, the \"Shape ratio is maximized\" condition set up in this tutorial resulted in a relatively modest portfolio Sharpe ratio, which was deemed suboptimal through quantum annealing."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[([1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1], -397., 1)\n",
" ([1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1], -397., 1)\n",
" ([1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1], -397., 1)\n",
" ([1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1], -397., 1)\n",
" ([1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1], -397., 1)\n",
" ([1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1], -397., 1)\n",
" ([1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1], -397., 1)\n",
" ([1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1], -397., 1)\n",
" ([1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1], -397., 1)\n",
" ([1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1], -397., 1)]\n"
]
}
],
"source": [
"#Create Forward Step\n",
"NForwardStep = 50\n",
"TargetS = 0.15 # return to more random state \n",
"ForwardStep = (1.0 - TargetS) / NForwardStep\n",
"beta = 5.0 # allow for easier thermal hopping at higher temperatures\n",
"MC_step = 20\n",
"\n",
"#Forward Step\n",
"for i in range(NForwardStep):\n",
" step_sche = [TargetS+(i+1)*ForwardStep, beta, MC_step]\n",
" RQAschedule.append(step_sche)\n",
"\n",
"ConvertScheduleToPlot(RQAschedule)\n",
"init_state = QA_init_state \n",
"\n",
"sampleset_RQA_Reverse_Pause_Forward = sampler.sample_qubo(QUBO, schedule=RQAschedule, initial_state = init_state, num_reads=10, reinitialize_state=True) # execute annealing from the same initial state every time \n",
"for state in sampleset_RQA_Reverse_Pause_Forward.record:\n",
" selected_charts = list()\n",
" for i in range(Nassets):\n",
" if state[0][i]:\n",
" selected_charts.append(Chart[i])\n",
" portfolioChart = np.mean(selected_charts, axis=0)\n",
" plt.plot(list(range(13)), portfolioChart, label=(\"Energy=\"+str(state[1])))\n",
"\n",
"plt.xlabel(\"Month\", loc=\"right\")\n",
"plt.ylabel(\"Portofolio Asset Amount\", loc=\"top\")\n",
"plt.legend()\n",
"plt.show()\n",
"print(sampleset_RQA_Reverse_Pause_Forward.record)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Parameter search for specifying RQA schedule\n",
"\n",
"Examining the effects of the parameters in separate phases reveals that results vary based on the values of $s$ and $\\beta$, as well as the number of steps in the Quantum Monte Carlo method. \n",
"From this perception, to achieve optimal performance with reverse annealing, it is necessary to determine appropriate values for these parameters. \n",
"\n",
"#### In reverse phase\n",
"\n",
"Initially, we consider their impact on the reverse phase.\n",
"We start by analyzing the effect of $s$, which represents the degree of quantum annealing.\n",
"The transverse magnetic field intensity represented by $s$ must be set to an optimal value to allow for dispersion beyond the potential barrier around the local solution reached through initial annealing. \n",
"Results show that for $s \\leq 0.20$, thermal fluctuations become dominant and variations increase, so a finer scan around $s \\sim 0.2$ is expected to yield the optimal value. "
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for TargetS in reversed(np.arange(0.05, 1.0, 0.05)):\n",
" #Create RQA schedule\n",
" RQAschedule = []\n",
" NReverseStep = 50\n",
" ReverseStep = (1.0 - TargetS) / NReverseStep\n",
" beta = 5.0\n",
" MC_step = 20\n",
" #Reverse Step\n",
" #for i in range(NReverseStep):\n",
" for i in range(NReverseStep):\n",
" step_sche = [1.0-i*ReverseStep, beta, MC_step]\n",
" RQAschedule.append(step_sche) \n",
"\n",
" init_state = QA_init_state \n",
"\n",
"\n",
" sampleset_RQA_Reverse = sampler.sample_qubo(QUBO, schedule=RQAschedule, initial_state = init_state, num_reads=10, reinitialize_state=True) # execute annealing from the same initial state every time \n",
" for state in sampleset_RQA_Reverse.record:\n",
" selected_charts = list()\n",
" for i in range(Nassets):\n",
" if state[0][i]:\n",
" selected_charts.append(Chart[i])\n",
" portfolioChart = np.mean(selected_charts, axis=0)\n",
" plt.plot(list(range(13)), portfolioChart, label=(\"Energy=\"+str(state[1])))\n",
" \n",
" plt.xlabel(\"Month\", loc=\"right\")\n",
" plt.ylabel(\"Portofolio Asset Amount\", loc=\"top\")\n",
" plt.text(0.2,1.4, \"Target s=\"+'{:.2f}'.format(TargetS))\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, we consider the effect of $\\beta$.\n",
"$\\beta = \\frac{1}{k_\\mathrm{B} T}$ represents the inverse temperature, where a larger $\\beta$ means that the system is cooler.\n",
"In other words, the larger $\\beta$ is, the more easily the overall state reaches to the ground state and behaves more likely an \"annealed\" state.\n",
"For a constant transverse magnetic field, as $\\beta$ increases, the effectiveness of the transverse magnetic field decreases and begins to resemble that of a large $s$.\n",
"For more details on this effect in OpenJij, please refer to this [Qiita article](https://qiita.com/ground0state/items/0f61c3efc7f12fd96d05). \n",
"\n",
"It is acknowledged that the effect change by the typical scale of energy present within the QUBO matrix.\n",
"In this tutorial, the typical value of the QUBO matrix roughly equates to $5$, thus we expect the variation to occur around $\\beta=5.0$."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 1, 'Number of entries')"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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qLCxMmZmZWrBgQcDqBAAAZy+/59mZNGmSoqKi6vw21tmsvs/pA4HEPDsA0Dj1/f72+2ms6upqvfrqq/rggw/Us2dPtWzZ0qf9mWee8b9aAACAJuJ32Pnqq690xRVXSPrlZuJf83dSQQAAgKbmd9hZvXp1U9QBAADQJBr86HlxcbFWrlypn3/+WdIvv2MFAAAQavwOOwcOHFDfvn11ySWX6JZbbtHevXslSdnZ2Zo8eXLACwQAAGgMv8POpEmT1KxZM5WWlio6Otq7fujQoVqxYkVAiwMAAGgsv+/Zef/997Vy5UpdcMEFPusvvvhiff/99wErDAAAIBD8Htk5cuSIz4jOCQcPHuTHNQEAQMjxO+xce+21eu2117yvLRaLamtrNXfuXN14440BLQ4AAKCx/L6MNXfuXPXt21ebN29WVVWVHnroIW3dulUHDx7UJ5980hQ1AgAANJjfIzuXXXaZvv32W11zzTUaNGiQjhw5oiFDhujzzz9Xx44dm6JGAACABvN7ZEeSbDabHnnkkUDXAgAAEHANCjuHDh3SK6+8om3btkmSUlJSNGrUKMXFxQW0OAAAgMby+zLWunXr1L59ey1YsECHDh3SoUOHtGDBAnXo0EHr1q1rihoBAAAazO+RnZycHA0dOlQvvfSSwsPDJUk1NTW6//77lZOToy1btgS8SAAAgIbye2SnuLhYkydP9gYdSQoPD1dubq6Ki4sDWhwAAEBj+R12rrjiCu+9Or+2bds2XX755QEpCgAAIFDqdRnryy+/9P79wAMPaMKECSouLlafPn0kSRs2bNALL7ygOXPmNE2VAAAADWQxDMM4XaewsDBZLBadrqvFYlFNTU3AijtTPB6PbDab3G63rFZrsMvBOaL91HeDXUKD7JqTEewSAEBS/b+/6zWyU1JSErDCAAAAzqR6hZ127do1dR0AAABNokGTCpaVlenjjz/Wvn37VFtb69P2wAMPBKQwAACAQPA77OTn5+vee+9VZGSkWrduLYvF4m2zWCyEHQAAEFL8DjuPPvqopk+frry8PIWF+f3kOgAAwBnld9g5evSo7rzzToIOADShs/FpPZ7UQ6jyO7FkZ2dr2bJlTVELAABAwPk9sjN79mwNHDhQK1asUNeuXdWsWTOf9meeeSZgxQEAADRWg8LOypUr1alTJ0mqc4MyAABAKPE77Dz99NN69dVXNXLkyCYoBwAC72y8/wVA4Ph9z05UVJSuvvrqpqgFAAAg4PwOOxMmTNBzzz3XFLUAAAAEnN+XsTZt2qQPP/xQy5cv16WXXlrnBuW///3vASsOAACgsfwOO7GxsRoyZEhT1AIAABBwfoedRYsWNUUdAAAATYJpkAEAgKn5PbLToUOH35xP57vvvmtUQQAAAIHkd9iZOHGiz+vjx4/r888/14oVKzRlypRA1QUAABAQfoedCRMmnHT9Cy+8oM2bNze6IAAAgECyGIZhBGJD3333nbp37y6PxxOIzZ1RHo9HNptNbrdbVqs12OXgHMGsvjAbfvUcZ1p9v78DdoPyX//6V8XFxfn1nt///veyWCw+S+fOnb3tx44dU05Ojlq3bq2YmBhlZmaqvLzcZxulpaXKyMhQdHS04uPjNWXKFFVXVwfkmAAAwNnP78tYPXr08LlB2TAMuVwu7d+/Xy+++KLfBVx66aX64IMP/q+giP8radKkSXr33Xe1bNky2Ww2jRs3TkOGDNEnn3wiSaqpqVFGRobsdrvWr1+vvXv3asSIEWrWrJlmzZrldy0AAMB8/A47gwcP9nkdFhamNm3a6IYbbvAZlal3ARERstvtdda73W698sorWrJkiW666SZJv8zx06VLF23YsEF9+vTR+++/r6+//loffPCBEhIS1L17dz3++ON6+OGH9fvf/16RkZF+1wMAAMzF77AzY8aMgBawY8cOJSYmqnnz5nI4HJo9e7aSk5NVWFio48ePKy0tzdu3c+fOSk5OltPpVJ8+feR0OtW1a1clJCR4+6Snp2vs2LHaunWrevTocdJ9VlZWqrKy0vv6bLzPCAAA1E9QJxVMTU1Vfn6+VqxYoZdeekklJSW69tpr9dNPP8nlcikyMlKxsbE+70lISJDL5ZIkuVwun6Bzov1E26nMnj1bNpvNuyQlJQX2wAAAQMio98hOWFjYb04mKEkWi8Wvm4MHDBjg/btbt25KTU1Vu3bt9Je//EUtWrSo93b8lZeXp9zcXO9rj8dD4AEAwKTqHXbeeuutU7Y5nU4tWLBAtbW1jSomNjZWl1xyiYqLi3XzzTerqqpKFRUVPqM75eXl3nt87Ha7Nm3a5LONE09rnew+oBOioqIUFRXVqFoBAMDZod6XsQYNGlRn6dy5s/Lz8/WHP/xBt99+u7Zv396oYg4fPqydO3eqbdu26tmzp5o1a6aCggJv+/bt21VaWiqHwyFJcjgc2rJli/bt2+fts2rVKlmtVqWkpDSqFgAAYA4NumenrKxM99xzj7p27arq6moVFRVp8eLFateunV/befDBB7V27Vrt2rVL69ev17//+78rPDxcd911l2w2m7Kzs5Wbm6vVq1ersLBQo0aNksPhUJ8+fSRJ/fr1U0pKioYPH64vvvhCK1eu1LRp05STk8PIDQAAkOTn01hut1uzZs3Sc889p+7du6ugoEDXXnttg3e+Z88e3XXXXTpw4IDatGmja665Rhs2bFCbNm0kSc8++6zCwsKUmZmpyspKpaen+8zlEx4eruXLl2vs2LFyOBxq2bKlsrKyNHPmzAbXBAAAzKXePxcxd+5cPfXUU7Lb7Zo1a5YGDRrU1LWdMfxcBIKBn4uA2fBzETjT6vv9Xe+wExYWphYtWigtLU3h4eGn7Pf3v//d/2qDjLCDYCDswGwIOzjT6vv9Xe/LWCNGjDjto+cAAAChpt5hJz8/vwnLAAAAaBpBnUEZAACgqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqYVM2JkzZ44sFosmTpzoXXfs2DHl5OSodevWiomJUWZmpsrLy33eV1paqoyMDEVHRys+Pl5TpkxRdXX1Ga4eAACEqpAIO59++qn+67/+S926dfNZP2nSJL3zzjtatmyZ1q5dq7KyMg0ZMsTbXlNTo4yMDFVVVWn9+vVavHix8vPzNX369DN9CAAAIEQFPewcPnxYw4YN08svv6zzzjvPu97tduuVV17RM888o5tuukk9e/bUokWLtH79em3YsEGS9P777+vrr7/W//zP/6h79+4aMGCAHn/8cb3wwguqqqoK1iEBAIAQEvSwk5OTo4yMDKWlpfmsLyws1PHjx33Wd+7cWcnJyXI6nZIkp9Oprl27KiEhwdsnPT1dHo9HW7duPeU+Kysr5fF4fBYAAGBOEcHc+ZtvvqnPPvtMn376aZ02l8ulyMhIxcbG+qxPSEiQy+Xy9vl10DnRfqLtVGbPnq3HHnuskdUDAICzQdBGdnbv3q0JEybo9ddfV/Pmzc/ovvPy8uR2u73L7t27z+j+AQDAmRO0sFNYWKh9+/bpiiuuUEREhCIiIrR27VotWLBAERERSkhIUFVVlSoqKnzeV15eLrvdLkmy2+11ns468fpEn5OJioqS1Wr1WQAAgDkFLez07dtXW7ZsUVFRkXfp1auXhg0b5v27WbNmKigo8L5n+/btKi0tlcPhkCQ5HA5t2bJF+/bt8/ZZtWqVrFarUlJSzvgxAQCA0BO0e3ZatWqlyy67zGddy5Yt1bp1a+/67Oxs5ebmKi4uTlarVePHj5fD4VCfPn0kSf369VNKSoqGDx+uuXPnyuVyadq0acrJyVFUVNQZPyYAABB6gnqD8uk8++yzCgsLU2ZmpiorK5Wenq4XX3zR2x4eHq7ly5dr7NixcjgcatmypbKysjRz5swgVg0AAEKJxTAMI9hFBJvH45HNZpPb7eb+HZwx7ae+G+wSgIDaNScj2CXgHFPf7++gz7MDAADQlAg7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1IIadl566SV169ZNVqtVVqtVDodD7733nrf92LFjysnJUevWrRUTE6PMzEyVl5f7bKO0tFQZGRmKjo5WfHy8pkyZourq6jN9KAAAIEQFNexccMEFmjNnjgoLC7V582bddNNNGjRokLZu3SpJmjRpkt555x0tW7ZMa9euVVlZmYYMGeJ9f01NjTIyMlRVVaX169dr8eLFys/P1/Tp04N1SAAAIMRYDMMwgl3Er8XFxWnevHm67bbb1KZNGy1ZskS33XabJOmbb75Rly5d5HQ61adPH7333nsaOHCgysrKlJCQIElauHChHn74Ye3fv1+RkZEn3UdlZaUqKyu9rz0ej5KSkuR2u2W1Wpv+IAFJ7ae+G+wSgIDaNScj2CXgHOPxeGSz2U77/R0y9+zU1NTozTff1JEjR+RwOFRYWKjjx48rLS3N26dz585KTk6W0+mUJDmdTnXt2tUbdCQpPT1dHo/HOzp0MrNnz5bNZvMuSUlJTXdgAAAgqIIedrZs2aKYmBhFRUXpvvvu01tvvaWUlBS5XC5FRkYqNjbWp39CQoJcLpckyeVy+QSdE+0n2k4lLy9Pbrfbu+zevTuwBwUAAEJGRLAL6NSpk4qKiuR2u/XXv/5VWVlZWrt2bZPuMyoqSlFRUU26DwAAEBqCHnYiIyN10UUXSZJ69uypTz/9VH/84x81dOhQVVVVqaKiwmd0p7y8XHa7XZJkt9u1adMmn+2deFrrRB8AAHBuC/plrH9VW1uryspK9ezZU82aNVNBQYG3bfv27SotLZXD4ZAkORwObdmyRfv27fP2WbVqlaxWq1JSUs547QAAIPQEdWQnLy9PAwYMUHJysn766SctWbJEa9as0cqVK2Wz2ZSdna3c3FzFxcXJarVq/Pjxcjgc6tOnjySpX79+SklJ0fDhwzV37ly5XC5NmzZNOTk5XKYCAACSghx29u3bpxEjRmjv3r2y2Wzq1q2bVq5cqZtvvlmS9OyzzyosLEyZmZmqrKxUenq6XnzxRe/7w8PDtXz5co0dO1YOh0MtW7ZUVlaWZs6cGaxDAgAAISbk5tkJhvo+pw8EEvPswGyYZwdn2lk3zw4AAEBTIOwAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTC2rYmT17tq688kq1atVK8fHxGjx4sLZv3+7T59ixY8rJyVHr1q0VExOjzMxMlZeX+/QpLS1VRkaGoqOjFR8frylTpqi6uvpMHgoAAAhRQQ07a9euVU5OjjZs2KBVq1bp+PHj6tevn44cOeLtM2nSJL3zzjtatmyZ1q5dq7KyMg0ZMsTbXlNTo4yMDFVVVWn9+vVavHix8vPzNX369GAcEgAACDEWwzCMYBdxwv79+xUfH6+1a9fquuuuk9vtVps2bbRkyRLddtttkqRvvvlGXbp0kdPpVJ8+ffTee+9p4MCBKisrU0JCgiRp4cKFevjhh7V//35FRkaedr8ej0c2m01ut1tWq7VJjxE4of3Ud4NdAhBQu+ZkBLsEnGPq+/0dUvfsuN1uSVJcXJwkqbCwUMePH1daWpq3T+fOnZWcnCyn0ylJcjqd6tq1qzfoSFJ6ero8Ho+2bt160v1UVlbK4/H4LAAAwJxCJuzU1tZq4sSJuvrqq3XZZZdJklwulyIjIxUbG+vTNyEhQS6Xy9vn10HnRPuJtpOZPXu2bDabd0lKSgrw0QAAgFARMmEnJydHX331ld58880m31deXp7cbrd32b17d5PvEwAABEdEsAuQpHHjxmn58uVat26dLrjgAu96u92uqqoqVVRU+IzulJeXy263e/ts2rTJZ3snntY60edfRUVFKSoqKsBHAQAAQlFQR3YMw9C4ceP01ltv6cMPP1SHDh182nv27KlmzZqpoKDAu2779u0qLS2Vw+GQJDkcDm3ZskX79u3z9lm1apWsVqtSUlLOzIEAAICQFdSRnZycHC1ZskT/+7//q1atWnnvsbHZbGrRooVsNpuys7OVm5uruLg4Wa1WjR8/Xg6HQ3369JEk9evXTykpKRo+fLjmzp0rl8uladOmKScnh9EbAAAQ3LDz0ksvSZJuuOEGn/WLFi3SyJEjJUnPPvuswsLClJmZqcrKSqWnp+vFF1/09g0PD9fy5cs1duxYORwOtWzZUllZWZo5c+aZOgwAABDCQmqenWBhnh0EA/PswGyYZwdn2lk5zw4AAECgEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpBTXsrFu3TrfeeqsSExNlsVj09ttv+7QbhqHp06erbdu2atGihdLS0rRjxw6fPgcPHtSwYcNktVoVGxur7OxsHT58+AweBQAACGVBDTtHjhzR5ZdfrhdeeOGk7XPnztWCBQu0cOFCbdy4US1btlR6erqOHTvm7TNs2DBt3bpVq1at0vLly7Vu3TqNGTPmTB0CAAAIcRHB3PmAAQM0YMCAk7YZhqH58+dr2rRpGjRokCTptddeU0JCgt5++23deeed2rZtm1asWKFPP/1UvXr1kiQ999xzuuWWW/SHP/xBiYmJJ912ZWWlKisrva89Hk+AjwwAAISKkL1np6SkRC6XS2lpad51NptNqampcjqdkiSn06nY2Fhv0JGktLQ0hYWFaePGjafc9uzZs2Wz2bxLUlJS0x0IAAAIqpANOy6XS5KUkJDgsz4hIcHb5nK5FB8f79MeERGhuLg4b5+TycvLk9vt9i67d+8OcPUAACBUBPUyVrBERUUpKioq2GUAAIAzIGRHdux2uySpvLzcZ315ebm3zW63a9++fT7t1dXVOnjwoLcPAAA4t4Vs2OnQoYPsdrsKCgq86zwejzZu3CiHwyFJcjgcqqioUGFhobfPhx9+qNraWqWmpp7xmgEAQOgJ6mWsw4cPq7i42Pu6pKRERUVFiouLU3JysiZOnKgnnnhCF198sTp06KBHH31UiYmJGjx4sCSpS5cu6t+/v+655x4tXLhQx48f17hx43TnnXee8kksAABwbglq2Nm8ebNuvPFG7+vc3FxJUlZWlvLz8/XQQw/pyJEjGjNmjCoqKnTNNddoxYoVat68ufc9r7/+usaNG6e+ffsqLCxMmZmZWrBgwRk/FgAAEJoshmEYwS4i2Dwej2w2m9xut6xWa7DLwTmi/dR3g10CEFC75mQEuwScY+r7/R2y9+wAAAAEAmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYWkSwCwAAAPXXfuq7wS7Bb7vmZAR1/6YZ2XnhhRfUvn17NW/eXKmpqdq0aVOwSwIAACHAFCM7S5cuVW5urhYuXKjU1FTNnz9f6enp2r59u+Lj44NdHgCcE87GEQecGyyGYRjBLqKxUlNTdeWVV+r555+XJNXW1iopKUnjx4/X1KlTT/t+j8cjm80mt9stq9Ua0Nr4jx8AcK5rqstY9f3+PutHdqqqqlRYWKi8vDzvurCwMKWlpcnpdJ70PZWVlaqsrPS+drvdkn45aYFWW3k04NsEAOBs0hTfr7/e7unGbc76sPPjjz+qpqZGCQkJPusTEhL0zTffnPQ9s2fP1mOPPVZnfVJSUpPUCADAucw2v2m3/9NPP8lms52y/awPOw2Rl5en3Nxc7+va2lodPHhQrVu3lsVi8enr8XiUlJSk3bt3B/wSl9lwruqPc+Ufzlf9ca7qj3NVf6F6rgzD0E8//aTExMTf7HfWh53zzz9f4eHhKi8v91lfXl4uu91+0vdERUUpKirKZ11sbOxv7sdqtYbU/8ChjHNVf5wr/3C+6o9zVX+cq/oLxXP1WyM6J5z1j55HRkaqZ8+eKigo8K6rra1VQUGBHA5HECsDAACh4Kwf2ZGk3NxcZWVlqVevXurdu7fmz5+vI0eOaNSoUcEuDQAABJkpws7QoUO1f/9+TZ8+XS6XS927d9eKFSvq3LTcEFFRUZoxY0ady16oi3NVf5wr/3C+6o9zVX+cq/o728+VKebZAQAAOJWz/p4dAACA30LYAQAApkbYAQAApkbYAQAApkbY+Q1PPvmkrrrqKkVHR59y0kGLxVJnefPNN89soSGgPueqtLRUGRkZio6OVnx8vKZMmaLq6uozW2iIat++fZ3P0Zw5c4JdVkh44YUX1L59ezVv3lypqanatGlTsEsKOb///e/rfH46d+4c7LJCxrp163TrrbcqMTFRFotFb7/9tk+7YRiaPn262rZtqxYtWigtLU07duwITrFBdrpzNXLkyDqftf79+wenWD8Qdn5DVVWVbr/9do0dO/Y3+y1atEh79+71LoMHDz4zBYaQ052rmpoaZWRkqKqqSuvXr9fixYuVn5+v6dOnn+FKQ9fMmTN9Pkfjx48PdklBt3TpUuXm5mrGjBn67LPPdPnllys9PV379u0Ldmkh59JLL/X5/Hz88cfBLilkHDlyRJdffrleeOGFk7bPnTtXCxYs0MKFC7Vx40a1bNlS6enpOnbs2BmuNPhOd64kqX///j6ftTfeeOMMVthABk5r0aJFhs1mO2mbJOOtt946o/WEslOdq3/+859GWFiY4XK5vOteeuklw2q1GpWVlWewwtDUrl0749lnnw12GSGnd+/eRk5Ojvd1TU2NkZiYaMyePTuIVYWeGTNmGJdffnmwyzgr/Ou/2bW1tYbdbjfmzZvnXVdRUWFERUUZb7zxRhAqDB0n+37LysoyBg0aFJR6GoORnQDIycnR+eefr969e+vVV1897U/Nn4ucTqe6du3qM9Fjenq6PB6Ptm7dGsTKQsecOXPUunVr9ejRQ/PmzTvnL/FVVVWpsLBQaWlp3nVhYWFKS0uT0+kMYmWhaceOHUpMTNSFF16oYcOGqbS0NNglnRVKSkrkcrl8Pmc2m02pqal8zk5hzZo1io+PV6dOnTR27FgdOHAg2CWdlilmUA6mmTNn6qabblJ0dLTef/993X///Tp8+LAeeOCBYJcWUlwuV50ZrU+8drlcwSgppDzwwAO64oorFBcXp/Xr1ysvL0979+7VM888E+zSgubHH39UTU3NST8333zzTZCqCk2pqanKz89Xp06dtHfvXj322GO69tpr9dVXX6lVq1bBLi+knfj352SfM/5tqqt///4aMmSIOnTooJ07d+r//b//pwEDBsjpdCo8PDzY5Z3SORd2pk6dqqeeeuo3+2zbtq3eN/c9+uij3r979OihI0eOaN68eaYIO4E+V+caf85fbm6ud123bt0UGRmpe++9V7Nnzz5rp2fHmTNgwADv3926dVNqaqratWunv/zlL8rOzg5iZTCbO++80/t3165d1a1bN3Xs2FFr1qxR3759g1jZbzvnws7kyZM1cuTI3+xz4YUXNnj7qampevzxx1VZWXnWf0kF8lzZ7fY6T9GUl5d728yoMecvNTVV1dXV2rVrlzp16tQE1YW+888/X+Hh4d7PyQnl5eWm/cwESmxsrC655BIVFxcHu5SQd+KzVF5errZt23rXl5eXq3v37kGq6uxx4YUX6vzzz1dxcTFhJ5S0adNGbdq0abLtFxUV6bzzzjvrg44U2HPlcDj05JNPat++fYqPj5ckrVq1SlarVSkpKQHZR6hpzPkrKipSWFiY91ydiyIjI9WzZ08VFBR4n3Csra1VQUGBxo0bF9ziQtzhw4e1c+dODR8+PNilhLwOHTrIbreroKDAG248Ho82btx42idxIe3Zs0cHDhzwCYqh6JwLO/4oLS3VwYMHVVpaqpqaGhUVFUmSLrroIsXExOidd95ReXm5+vTpo+bNm2vVqlWaNWuWHnzwweAWHgSnO1f9+vVTSkqKhg8frrlz58rlcmnatGnKyckxRTBsDKfTqY0bN+rGG29Uq1at5HQ6NWnSJN19990677zzgl1eUOXm5iorK0u9evVS7969NX/+fB05ckSjRo0Kdmkh5cEHH9Stt96qdu3aqaysTDNmzFB4eLjuuuuuYJcWEg4fPuwzylVSUqKioiLFxcUpOTlZEydO1BNPPKGLL75YHTp00KOPPqrExMRzchqR3zpXcXFxeuyxx5SZmSm73a6dO3fqoYce0kUXXaT09PQgVl0PwX4cLJRlZWUZkuosq1evNgzDMN577z2je/fuRkxMjNGyZUvj8ssvNxYuXGjU1NQEt/AgON25MgzD2LVrlzFgwACjRYsWxvnnn29MnjzZOH78ePCKDhGFhYVGamqqYbPZjObNmxtdunQxZs2aZRw7dizYpYWE5557zkhOTjYiIyON3r17Gxs2bAh2SSFn6NChRtu2bY3IyEjjd7/7nTF06FCjuLg42GWFjNWrV5/036esrCzDMH55/PzRRx81EhISjKioKKNv377G9u3bg1t0kPzWuTp69KjRr18/o02bNkazZs2Mdu3aGffcc4/PlCKhymIYPCcNAADMi3l2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AABoAjfccIMmTpwYtP3v2rVLFovF+/M95zLCDgAAv3Lrrbeqf//+J2376KOPZLFY9OWXX57hqvyXlJSkvXv36rLLLmv0tpYvX67rr79erVq1UnR0tK688krl5+f79FmzZo0sFosqKirqvL99+/aaP3++97XFYvEuERERSk5OVm5uriorK33et3v3bo0ePVqJiYmKjIxUu3btNGHCBB04cMCv+gk7AAD8SnZ2tlatWqU9e/bUaVu0aJF69eqlbt26BaEy/4SHh8tutysionG/+f3cc89p0KBBuvrqq7Vx40Z9+eWXuvPOO3Xfffc16oevFy1apL1796qkpEQvvvii/vznP+uJJ57wtn/33Xfq1auXduzYoTfeeEPFxcVauHChCgoK5HA4dPDgwXrvi7ADAMCvDBw4UG3atKkzcnH48GEtW7ZM2dnZOnDggO666y797ne/U3R0tLp27ao33njjN7drsVj09ttv+6yLjY312c/u3bt1xx13KDY2VnFxcRo0aJB27drlbV+zZo169+6tli1bKjY2VldffbW+//77k+7vXy9jnRh5KSgoUK9evRQdHa2rrrpK27dvP2XNu3fv1uTJkzVx4kTNmjVLKSkpuuiiizR58mTNmzdPTz/9tDZu3Pibx30qsbGxstvtSkpK0sCBAzVo0CB99tln3vacnBxFRkbq/fff1/XXX6/k5GQNGDBAH3zwgX744Qc98sgj9d4XYQcAgF+JiIjQiBEjlJ+fr1//VvayZctUU1Oju+66S8eOHVPPnj317rvv6quvvtKYMWM0fPhwbdq0qcH7PX78uNLT09WqVSt99NFH+uSTTxQTE6P+/furqqpK1dXVGjx4sK6//np9+eWXcjqdGjNmjCwWi1/7eeSRR/T0009r8+bNioiI0OjRo0/Z969//auOHz9+0hGce++9VzExMacNefXx7bff6sMPP1Rqaqok6eDBg1q5cqXuv/9+tWjRwqev3W7XsGHDtHTpUtX3t8wbN7YFAIAJjR49WvPmzdPatWt1ww03SPrlsktmZqZsNptsNptPABg/frxWrlypv/zlL+rdu3eD9rl06VLV1tbqT3/6kzfALFq0SLGxsVqzZo169eolt9utgQMHqmPHjpKkLl26+L2fJ598Utdff70kaerUqcrIyNCxY8fUvHnzOn2//fZb2Ww2tW3btk5bZGSkLrzwQn377bd+1yBJd911l8LDw1VdXa3KykoNHDhQeXl5kqQdO3bIMIxTHl+XLl106NAh7d+/X/Hx8afdFyM7AAD8i86dO+uqq67Sq6++KkkqLi7WRx99pOzsbElSTU2NHn/8cXXt2lVxcXGKiYnRypUrVVpa2uB9fvHFFyouLlarVq0UExOjmJgYxcXF6dixY9q5c6fi4uI0cuRIpaen69Zbb9Uf//hH7d271+/9/Pp+oxMhZt++fQ2uOzIyskHve/bZZ1VUVKQvvvhCy5cv17fffqvhw4f79KnvyM3pEHYAADiJ7Oxs/e1vf9NPP/2kRYsWqWPHjt4RkXnz5umPf/yjHn74Ya1evVpFRUVKT09XVVXVKbdnsVjqfHkfP37c+/fhw4fVs2dPFRUV+Szffvut/uM//kPSLyM9TqdTV111lZYuXapLLrlEGzZs8Ou4mjVr5lOTJNXW1p6078UXXyy3262ysrI6bVVVVdq5c6cuueQSSZLVapUkud3uOn0rKipks9l81tntdl100UXq1KmTMjIy9Nhjj2np0qUqLi7WRRddJIvFom3btp20rm3btum8885TmzZt6nHEhB0AAE7qjjvuUFhYmJYsWaLXXntNo0eP9oaDTz75RIMGDdLdd9+tyy+/vF6Xc9q0aeMzErNjxw4dPXrU+/qKK67Qjh07FB8fr4suushn+XVQ6NGjh/Ly8rR+/XpddtllWrJkSYCP/P/cdtttioiI0NNPP12nbeHChTp69KhGjBgh6ZdgFBYWpsLCQp9+3333ndxutzcUnUp4eLgk6eeff1br1q11880368UXX9TPP//s08/lcun111/X0KFD632/EmEHAICTiImJ0dChQ5WXl6e9e/dq5MiR3raLL75Yq1at0vr167Vt2zbde++9Ki8v/83t3XTTTXr++ef1+eefa/Pmzbrvvvt8RlmGDRum888/X4MGDdJHH32kkpISrVmzRg888ID27NmjkpIS5eXlyel06vvvv9f777+vHTt2NOi+nfpKTk7W3LlzNX/+fD3yyCP65ptvtHPnTj3zzDN66KGH9MQTT3jn8WnVqpX+8z//U5MnT9Y//vEPlZSUaN26dRo2bJj69Omjq666ymfbFRUVcrlcKisr09q1azVz5kxdcskl3uN5/vnnVVlZqfT0dK1bt067d+/WihUrdPPNN+t3v/udnnzyyfofiAEAAE5q/fr1hiTjlltu8Vl/4MABY9CgQUZMTIwRHx9vTJs2zRgxYoQxaNAgb5/rr7/emDBhgvf1Dz/8YPTr189o2bKlcfHFFxv//Oc/DZvNZixatMjbZ+/evcaIESOM888/34iKijIuvPBC45577jHcbrfhcrmMwYMHG23btjUiIyONdu3aGdOnTzdqampOWntJSYkhyfj8888NwzCM1atXG5KMQ4cOeft8/vnnhiSjpKTkN8/D22+/bVx77bVGy5YtDUmGJOONN96o0+/nn382ZsyYYXTu3Nlo0aKF0aFDB2PMmDHG/v37ffqd2IYkw2KxGG3btjWGDh1q7Ny506ffrl27jKysLCMhIcFo1qyZkZSUZIwfP9748ccff7Pef2X5/3cKAABwWgcPHlTfvn1ltVr13nvvKTo6OtglnRaXsQAAQL3FxcXpgw8+UN++feV0OoNdTr0wsgMAAEyNkR0AAGBqhB0AAGBqhB0AAGBqhB0AAGBqhB0AAGBqhB0AAGBqhB0AAGBqhB0AAGBqhB0AAGBq/x+6FoCK2X8iigAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.hist((QUBO).flatten())\n",
"plt.xlabel(\"Values in QUBO\", loc=\"right\")\n",
"plt.ylabel(\"Number of entries\", loc=\"top\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We generate a logarithmic array of $\\beta$ and implement a Reverse Phase with all parameters fixed, excluding $s$.\n",
"As expected, the dispersion of the final state becomes minimal around $\\beta=5$, and for higher values of $\\beta$, we observe that the states converge to a few states."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for beta in [0.1,0.5,1.0,2.5,5.0,10.0,20.0,50.0]:\n",
" #Create RQA schedule\n",
" RQAschedule = []\n",
" NReverseStep = 50\n",
" TargetS = 0.18\n",
" ReverseStep = (1.0 - TargetS) / NReverseStep\n",
" MC_step = 20\n",
" #Reverse Step\n",
" #for i in range(NReverseStep):\n",
" for i in range(NReverseStep):\n",
" step_sche = [1.0-i*ReverseStep, beta, MC_step]\n",
" RQAschedule.append(step_sche) \n",
"\n",
" init_state = QA_init_state \n",
"\n",
"\n",
" sampleset_RQA_Reverse = sampler.sample_qubo(QUBO, schedule=RQAschedule, initial_state = init_state, num_reads=10, reinitialize_state=True) # execute annealing from the same initial state every time \n",
" for state in sampleset_RQA_Reverse.record:\n",
" selected_charts = list()\n",
" for i in range(Nassets):\n",
" if state[0][i]:\n",
" selected_charts.append(Chart[i])\n",
" portfolioChart = np.mean(selected_charts, axis=0)\n",
" plt.plot(list(range(13)), portfolioChart, label=(\"Energy=\"+str(state[1])))\n",
" \n",
" plt.xlabel(\"Month\", loc=\"right\")\n",
" plt.ylabel(\"Portofolio Asset Amount\", loc=\"top\")\n",
" plt.text(0.2,1.8, \"beta =\"+'{:.2f}'.format(beta))\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, we analyze the impact of schedule partitioning.\n",
"Here we examine extreme cases, such as the step function, as well as the scenario of a gradual alteration achieved by dividing the schedule into smaller segments.\n",
"As the results indicate, the state does not significantly change when the number of divisions is limited, whereas an increase in the number of divisions leads to noticeable variation.\n",
"Additionally, a substantial increase in the number of divisions only increases the computational time and trivial differences in the outcomes.\n",
"For the portfolio optimization problem addressed in this tutorial, approximately $50$ is found to not pose a problem."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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umkaB/dWZM2eYO3cu33//PZmZmZSWllZVbVYjo8CEEELUWUYDzB8I8b/zq90AzB0PodOZyDrXhrYdX6Bh+1v+/Ro1VLWMAruapk2b8sEHH5CQkFBu/h4hhBBC1DBKwc9TIf53LmqbUNL6jGWyw/RgQgIfrNXhp7KqbCiXjY0N99xzT1VdTgghhBBV7eC3cHgBxWYbTkS4oHfIw1DkjDmxN7cMurm+w2UsuxBCCHEziN1rGfIOrA/sg7NXLGazlsyDXRk66fIlp+o6CUBCCCFEXZeTYJns0GxkldMw3Br9MdnhsU7cN/1jNDfh3H433ycWQgghbialxZYRXwWp/GbXC/tWe9FoICcugkGPfY6t3c25TmalA9DYsWPJy8u7bH9BQQFjx46tkqKEEEIIUQWUgvVTIOEQKdoAMprFY2troDDXixYtZ+Do5m7tCq2m0gHou+++o6io6LL9RUVFLFiwoEqKEkIIIUQV+P0bOLoQNFp+q98AR9d0Skv1aLMfpkm7m2fE15VUeI7r3NxclFIopcjLy8Pe3r7sPZPJxM8//4yPT92fOEkIIYSoFS5sg40vArDMbRCeQXtQCrJP9ub+KROtXJz1VTgAubu7o9Fo0Gg0NGnS5LL3NRoNM2fOrNLihBBCCHENUk7/f6dn23txb7ELgOzzHbl/yqdWLq5mqHAA2rZtG0op7rjjDpYvX46np2fZe3Z2doSGhhIQEFAtRQohhBCigvKSYfEIMOSy3/ZO7NoeQqs1k58WyoCH5lq7uhqjwgHotttuAyA6OpqQkBBZAFUIIYSoaUoKYPF9kBNHqr4RyQ0zcLbPx1DkSsMGb+PoXLcXOK2MSneCDg0NZffu3Tz00EN06dKFhIQEAL7//nt2795d5QUKIYQQogLMJlg+DpKOohzqscs7BGeveEwmHaXJD9GiY2drV1ijVDoALV++nL59++Lg4MDhw4cxGAwA5OTk8M4771R5gUIIIYSogE2vQOR60OlZZtcD9wbHAcg63Zshj06xcnE1T6UD0FtvvcXXX3/NnDlzsLW1LdvftWtXDh8+XKXFCSGEEKIC9v8P9n0JwHL7+/FouQeA7Kj23Df5C2tWVmNVuA/QnyIjI+nRo8dl+93c3MjOzq6KmoQQQghRUZEbYeMLAOzwHodTww1otWbyUhrQ/4F5Vi6u5qp0C5Cfnx9RUVGX7d+9ezcNGjSokqKEEEIIUQGJR+GnR0CZiQ4ZSV7wDmztiinKq0fzlu9Lp+d/UOkANG7cOCZPnsz+/fvRaDQkJiayaNEipk6dypNPPlkdNQohhBDi73LiLSO+SgspDu7BcafzODhnUlrigE3eYzRu0cbaFdZolX4E9uKLL2I2m7nzzjspLCykR48e6PV6pk6dytNPP10dNQohhBDir4pzYdEIyE8Gn2asVw64e5/GbNaSdbw3I59/3NoV1ngapZS6lhNLSkqIiooiPz+fZs2a4ezsXNW1WU1ubi5ubm7k5OTg6upq7XKEEEKI/2cqtUx0eGErOPuyzO5OPFtsAiDtcDfue24eGm2lH/DUCZX5/r7mn5CdnR3NmjUjIiKCX3/9lTNnzlzrpYQQQghREX+u7n5hK9g6stphOO7NfgUg60IrBj32yU0bfiqr0j+lESNG8PnnnwOWFeA7duzIiBEjaNWqFcuXL6/yAoUQQgjxhz2fwuHvAA17Qp5F33C1ZcRXaiitWk3Dyd3D2hXWGpUOQDt37qR79+4ArFy5ErPZTHZ2Np999hlvvfVWlRcohBBCCODUSvh1BgBx7aaT5foTtnZFFOV7ossYQJNOXaxcYO1S6QCUk5NTthDqxo0buffee3F0dGTgwIGcP3++ygsUQgghbnpxB2DFEwAUt3mMQwVbcHDJoLTEnvS97RjwxDPWra8WqnQACg4OZu/evRQUFLBx40b69OkDQFZWFvb29lVeoBBCCHFTy7wIP9wPJgOED2B9WiIuvhcwm7Wk7m7H0GdmorOp9KBuqzErxfLkTMzXNgarylQ6AD3zzDM8+OCDBAUFERAQwO233w5YHo21bNmyqusTQgghbl6FmZbh7oUZ4N+GZWneuDc8AEDGkQ7c0v8x3H39rFxkxRnNislnLzHhzCVmRCVYtZZKR8annnqKW265hbi4OHr37o32j97mDRo0kD5AQgghRFUxGmDpQ5BxHlyDWK1649Z0AQDZF1vg4dKZiK63WbnIiisxm5lw+hJr07LRaaCtq3Vnqb6mNrMOHTrQoUMHAEwmEydOnKBLly54eEjvcyGEEOK6KQVrnobYPWDnwt7QZ7Bz/AydzkR+WghZJ/0YPLv2THZYbDIz7lQMmzNysdVo+G/zUAZ4u1u1pmt6BDZ37lzAEn5uu+022rVrR3BwMNu3b6/UtWbNmkXHjh1xcXHBx8eHoUOHEhkZ+Y/nzJ8/H41GU+71975HSilee+01/P39cXBwoFevXtJBWwghRO2xfRYcXwoaHXHd3iddNxc7fSHFBe5c+sWLIc++iG0t6XdbYDIx6sRFNmfkYq/V8F3LMKuHH7iGAPTTTz/RunVrANauXUt0dDRnz57l2Wef5eWXX67UtXbs2MGECRPYt28fmzdvprS0lD59+lBQUPCP57m6upKUlFT2io2NLff+e++9x2effcbXX3/N/v37cXJyom/fvhQXF1fuwwohhBA32tHFsONdAAx93udQ/Hc4uqZRWqonfmMjut03Gu/QMCsXWTG5RhMjj11kZ1Y+jjoti1o14I56NWOFhUo/AktPT8fPz9Lh6ueff2b48OE0adKEsWPH8umnn1bqWhs3biy3PX/+fHx8fDh06BA9evS46nkajaashr9TSvHJJ5/wyiuvMGTIEAAWLFiAr68vq1at4v77769UjUIIIcQNE70T1kyy/Lnbs6w7vhX3xucxmzWk7GqLX1hT2vQZaN0aKyir1Mj9xy5wLK8IVxstP7RqSHu3mrM6faVbgHx9fTl9+jQmk4mNGzfSu3dvAAoLC9HpdNdVTE5ODkDZPENXk5+fT2hoKMHBwQwZMoRTp06VvRcdHU1ycjK9evUq2+fm5kanTp3Yu3fvFa9nMBjIzc0t9xJCCCFuqLRIS6dncyk0v4dlp7Nxb7wPgMzjHTBk2tFn/GQ0Go2VC/13aSWl3HMkimN5RXja6ljeplGNCj9wDQHokUceYcSIEbRo0QKNRlMWNPbv309ERMQ1F2I2m3nmmWfo2rUrLVq0uOpx4eHhfPvtt6xevZqFCxdiNpvp0qUL8fHxACQnJwOWoPZXvr6+Ze/93axZs3Bzcyt7BQcHX/PnEEIIISotPw0WDYfiHAjuxOqc5rg1/RmAnJjmJBwoZMDTU3BwdrFyof8usbiEoYejOFNQjI+dDSvbNqali6O1y7pMpR+Bvf7667Ro0YK4uDiGDx+OXq8HQKfTMX369GsuZMKECZw8eZLdu3f/43GdO3emc+fOZdtdunShadOm/Pe//+XNN9+8pntPnz6d5557rmw7NzdXQpAQQogbo7TIMtFhdix4hLHX/zHseMsy4is9iOhNZroMe5CgpldvHKgpYosMDDt6gbjiEgL1tvzUphFhjnprl3VF1zQMftiwYZftGzJkCAsXLrymIiZOnMi6devYuXMnQUFBlTrX1taWtm3bEhUVBVDWNyglJQV/f/+y41JSUmjTps0Vr6HX68uCnBBCCHHDmM2w4nFIOAj27iTd8RnpUS/g6FZAcYEbsRs8CWoaTqd7Rli70n91vqCYEccukGQopb6DHcvaNCLY3s7aZV1VpR+B/d2WLVt44IEH8Pf3Z8aMGZU6VynFxIkTWblyJVu3biUsrPK92v+ch+jPsBMWFoafnx9btmwpOyY3N5f9+/eXazkSQgghrO7X1+DMGtDZYbhnPvuPz8bRLRVjqR0Jm5qg0zkw4OmpaLXX18e2up3OL2LokSiSDKU0cbRnddvGNTr8wDUGoLi4ON544w3CwsLo06cPGo2GlStXXrWPzdVMmDCBhQsXsnjxYlxcXEhOTiY5OZmioqKyY0aNGlXu0dobb7zBpk2buHjxIocPH+ahhx4iNjaWxx57DLCMEHvmmWd46623WLNmDSdOnGDUqFEEBAQwdOjQa/m4QgghRNX7fS789h/Ln4d8wbqt83Dxj0QpDSm725GXmk+/Jyfj4ull3Tr/xZHcQu45EkVGqZEWzg6saNsIX72ttcv6VxV+BFZaWsqqVav45ptv2LVrF/369eP9999n5MiRvPzyyzRr1qzSN//qq68AytYT+9O8efMYM2YMAJcuXSpbbgMsi66OGzeO5ORkPDw8aN++Pb/99lu5+z///PMUFBTw+OOPk52dTbdu3di4caMs1iqEEKJmOL8Zfp5q+XPPl1m2Yz8ezfYAkHGiI2nncmjbfxAN23eyYpH/bl92Pg8dv0i+yUx7V0cWt2qAm23tWJhVo1TFlmP18fEhIiKChx56iOHDh5cte2Fra8uxY8euKQDVVLm5ubi5uZGTk4Ora82YsEkIIUQdkXwCvu0HJfnQ5kHWZoejD/wSnc5IzqVmRG9Q+NRvyMi3PsDGtua2pOzIzGPMiYsUmRVd3J1Z0DIMZxvrPqqrzPd3hR+BGY3GsqUnrne+HyGEEOKmlJNgWd29JB/CevC72yB0Pt+i0xkpyAwk+hew1dszcPLzNTr8bErP4eHjlvDT09OFha0aWD38VFaFA1BiYiKPP/44P/zwA35+ftx7772sXLmyVkzIJIQQQlidIQ9+uA/yEsErnOQe75Gc9RZ6+3yKC12J2+ADZsWdjz6JZ0Cgtau9qtWpWYw9GU2JUgzwcmN+yzAcddc9puqGq3DF9vb2PPjgg2zdupUTJ07QtGlTJk2ahNFo5O2332bz5s2YTKbqrFUIIYSonUxG+Gms5fGXkzeG4QvZu3saju7JGI12pOxsTXF+MU273U6zHndYu9qrWpqUyZOnYjEquMfXg/81r49eW/vCD1zjKLCGDRvy1ltvERsby/r16zEYDNx1112Xzb4shBBC3PSUgo0vwPlNYGMPI5eydsU7uAaeQSkN6Qe7kRWbjruvP70ee6rGPlmZl5DO5LOXMAMP+nvyn6Yh2GhrZq0VcV1dtbVaLf3796d///6kpaXx/fffV1VdQgghRN2w9wv4/RtAA/fMYdnKpXg02wVA1pnOJB9LQquzYeDk57FzqHlLRgB8eSmVNy4kAvBYkBdvNgqssUGtoqpsrJq3t3e55SSEEEKIm96ZtbDpFcuf+7zJ+oNxuIavQaOB3PhmxO/LA6D7A6Pxa9jYioVemVKKD2NS+CDGMs/fpBAfpjfwr/XhB6pgJmghhBBCXEH8IVg+DlDQ4VGOmFugqTcHG5tSCrICyDwSgLnUSFib9rQfMMTa1V5GKcWbF5LKws+LYX681DCgToQfkAAkhBBCVL2sGMuIL2MRNO5DWvvniEt5Db1DHoYiFwxRPclOTMDJ3YN+Tz2LpoZ1JDYrxUvnE/gyLhWANxoF8Ex9PytXVbVqx3SNQgghRG1RlGWZ66cgDfxaYhj0FbtXjcU1KBGj0ZbCqKFcOnwQNBr6T5yCo5u7tSsux6QUz52NY2lyJhrgvfAgHg6o2ctxXIvrCkB/TiJdV5rDhBBCiOtiLIGlD0N6JLgEwAM/snbh83hEnEIpyDkzkJQjpwHoNHQ4oS3bWLfevyk1KyaeiWV1ajZa4LOmIQzz87R2WdXimtrcFixYQMuWLXFwcMDBwYFWrVrJCDAhhBA3N6Vg3TMQswvsnOHBH1m24D+4h+8EIDuyO8ZUKCkqxL9JBJ2HPWDdev+m2GTmsVPRrE7Nxlaj4X/N69fZ8APX0AL00Ucf8eqrrzJx4kS6du0KwO7duxk/fjzp6ek8++yzVV6kEEIIUePt/ACOLgKNFobPZ8PW33BtsgqNRpGX0Ix6zt05HLUSvaMTA5+ehs6m5vRCKTSZeeRENDuy8tBrNcxtEUavenV7LcxK//T/85//8NVXXzFq1KiyfYMHD6Z58+a8/vrrEoCEEELcfI7+ANvesvx5wPscz3LA7Po1djYlFGb7Uz9oElu+/hSAPk88jZtPzZk4OM9o4uHjF9mXU4CjTsuClmF083CxdlnVrtIBKCkpiS5duly2v0uXLiQlJVVJUUIIIUStcfh7WPO05c+dJ5IZNpiY7cNw8szFUOxMPcdp7P3hOwBa9epHk1u7WbHY8rJKjTxw7CJH8gpx0WlZ3LohHd2crF3WDVHpPkCNGjXixx9/vGz/0qVLady45k3iJIQQQlSbA3NgzURAQftHoPeb7Fj3BE6eCZhMNphSx5J0+BCFOdnUCwrh9tHjrF1xmbSSUu49EsWRvEI8bHT81LbRTRN+4BpagGbOnMl9993Hzp07y/oA7dmzhy1btlwxGAkhhBB10p7PYPOrlj/f+hT0fYefvhyHR9PjlhFfZwdRv34wOzdsxsbWjrueeQFbO711a/5DkqGEEUcvcL7QgLedDT+2bkhTZwdrl3VDVboF6N5772X//v14eXmxatUqVq1ahZeXFwcOHODuu++ujhqFEEKImkMp2PHe/4ef7lMs4eeLV3CP2A5AzvmudOs/jt1/PPrqOeZxvIJDrVRweZeKDAw9HMX5QgMBeltWtW1004UfuMZ5gNq3b8/ChQuruhYhhBCiZlMKtrwBuz+ybN/xCvSYxqYfv8Wl8QrLiK/ECHrf9yk/zpiG2WSiya3daHlnX+vW/YcLhcUMP3qBREMpofZ2LGvTkBCHmtEqdaNVKADl5ubi6upa9ud/8udxQgghRJ2iFGycDvu/smz3eRu6TGTdd/9B5/M/7GxLKMzxpWP3z9n1/TfkpCTj6u1D78cn1ogJg8/kFzHi2AXSSow0dtTzY5uG+OvtrF2W1VQoAHl4eJCUlISPjw/u7u5X/EUqpdBoNJhMpiovUgghhLAqsxnWPwuH5lu2B34IHR9j+Zev49xoKTY2JRTle+Dl9gpZF6M4u2cHGq2WgZOmYe/kbNXSAY7lFXL/0QtkGU00d7ZnSeuGeNvZWrssq6pQANq6dSuenpbZILdt21atBQkhhBA1iskIqyfA8SWWSQ4Hfw5tH2TZZ8/h3mwtWq3ZMtdP8AcE+Aey8KVnAOg64iECmjS1bu3Agex8Hjx+kTyTmXaujixu1QB325ozCaO1VOgncNttt13xz0IIIUSdZiqF5Y/B6VWg0cE9/4OWw1j2xTg8mm9Do1Hkpzagfaf/4hcYxOKXn8NoMBDSojW3DBlm7erZlZnHqBPRFJnN3OrmxMJWDXC20Vm7rBqhQgHo+PHjFb5gq1atrrkYIYQQosYoLYZlY+DcBtDawvD5GBr0Zt2ckXg2PQBAbnwLeg39HhdXV7Z8+zVpl2JwcHWj/8QpaLTXtNxmlVmXms2EM7EYzIrbPVz4tmUYjjrr1lSTVCgAtWnTBo1GU7b6+9VIHyAhhBB1QkkhLH0QLmwFG3u4bxE5Xu3YunQE7g1PApB9oRN3jZqHXq8ncu9ujv6yDoD+Tz2Ls4d1FxGdE5fGa1EJKKC/lxtfNw9Fb+VAVtNUKABFR0dXdx1CCCFEzWDIg8X3Q+xusHWCkT8Qrwnm0KYRuAZFo5SGrLM9GT5hDkopDq1fxY7vvwWg/V13E9a2g9VKNyvFGxcS+TouDYAxgV683TgQXQ0YhVbTVCgAhYbWjMmbhBBCiGpVlA2LhkH876B3hQeXcTzZSGz8wzh7J2M2a8k+PYjhkz7CWFrKlrlfcnLbZgBa9OxN95GjrVa6wWxm8plLrErNBuDlBv5MDPGpEUPwa6Jr6gZ+4cIFPvnkE86cOQNAs2bNmDx5Mg0bNqzS4oQQQogbpiADvh8KycfB3h0eXsnOY9HkmWbh6J6FsdSO/Iv3M3zSDApzslnz0TsknD2NRqPltocfpd2AwVYLGzmlRsacjGZvdgG2Gg0fRwQzzM+6j+FqukoHoF9++YXBgwfTpk2bcmuBNW/enLVr19K7d+8qL1IIIYSoVnkplvCTehocvWDUan7+dRcaz6+wdyqgxOCIKfUJ7n1yImmx0ax6/01y01Kxc3DkrmdeIKxNe6uVnlBcwgPHLxJZUIyzTsu8FmF093SxWj21hUb9W8/mv2nbti19+/Zl9uzZ5fa/+OKLbNq0icOHD1dpgdaQm5uLm5sbOTk5MrO1EELUdTkJsGAwZESBiz+MWsPK5UtxDFuMjW0JxQXuOPMCtw0aQdTv+/j5Px9QaijG3c+fodNeo15QsNVKP5NfxAPHL5JkKMXPzpZFrRvQ/CZc1+tPlfn+rnQAsre358SJEzRu3Ljc/nPnztGqVSuKi4srX3ENIwFICCFuElkx8N1gyI4Ft2AYvYZli77ELWINOp2Jwhxfgv1m0/rW7hxYtYzdS78HpQhp0Yq7np2Og7P1Wlp2Z+XxyIlo8kxmmjjas7h1A4Lsb96lLaBy39+VfgTm7e3N0aNHLwtAR48excfHp7KXE0IIIawjPcrS8pObAB5hMHotyxa+hUezLZYJDtPq07b91wSEhLLh8w85s3s7AG36DuT2UePQ2VhvNuUVKVlMPnOJUqW41c2J+S3DZHbnSqr0T2vcuHE8/vjjXLx4kS5dugCWPkDvvvsuzz33XJUXKIQQQlS5lNOwYAgUpIJXOIb7f2Td0ul4NtsLQG5CM+646zt0wNKZL5IcdQ6NVssdj4ynTZ8BVitbKcXnl1J5+2ISAIN93PksIgR7meCw0ir9CEwpxSeffMKHH35IYmIiAAEBAUybNo1JkybVieF28ghMCCHqsKRjsGAoFGWCb0vy7v6OXzdOxTXEsupB9oWO3DXqO7IT4lj1/pvkZ2Zg7+TMoOemE9KitdXKNinFK+cTmJeQDsATQd7MaBSAtg5871aVynx/VygyrlmzhtLSUsAy2/Ozzz5LfHw8OTk55OTkEB8fz+TJkysdfmbNmkXHjh1xcXHBx8eHoUOHEhkZ+Y/nzJkzh+7du+Ph4YGHhwe9evXiwIED5Y4ZM2YMGo2m3Ktfv36Vqk0IIUQdFPc7zB9kCT8B7Ujs9TVbtj2Ja8hxlILMM7dz77glxBw+wJIZL5CfmYFnYDAPvPORVcNPkcnMuJMxzEtIRwPMbBTAzMaBEn6uQ4UC0N133012djYAOp2O1NRUAFxcXHBxufYOYDt27GDChAns27ePzZs3U1paSp8+fSgoKLjqOdu3b2fkyJFs27aNvXv3EhwcTJ8+fUhISCh3XL9+/UhKSip7/fDDD9dcpxBCiDogZo9lqLshB0I6c7r1DA4efxIX3wuYzVoyT9/FsCfnsOfHRaz75F2MJQbC2rTngbc+wMMvwGplZ5YaGX40ip/Tc7DTaPhv8/o8ESx9bq9XhfoAeXt7s2/fPgYNGoRSqsoec23cuLHc9vz58/Hx8eHQoUP06NHjiucsWrSo3PY333zD8uXL2bJlC6NGjSrbr9fr8fPzq5I6hRBC1HIXtsIPD4CxCMJ6sMdnDFkp03DyyMRotCXv/HDuHvcyaz+Zzfn9vwGWZS16PDgGrdZ6q6fHFhl44NhFLhQZcLPRMb9lGJ3dna1WT11SoQA0fvx4hgwZUvY46Z+CxfUshpqTkwOAp2fFZ68sLCyktLT0snO2b9+Oj48PHh4e3HHHHbz11lvUq1fvitcwGAwYDIay7dzc3GuoXgghRI0UuQF+HAWmEmjchw3qDpR6AwfnfEoMDpQmP0af+x7khxnPkxZzEa3Oht7jJtCip3Un9j2WV8hDxy+SVmIkUG+Z4yfC6ead46eqVbgT9NmzZ4mKimLw4MHMmzcPd3f3Kx43ZMiQayrEbDYzePBgsrOz2b17d4XPe+qpp/jll184deoU9vb2ACxZsgRHR0fCwsK4cOECL730Es7Ozuzduxed7vIk//rrrzNz5szL9ksnaCGEqOVOrYTlj4HZCE0HsTK7KQ71F2Fra6C40A174zSaNmvD6g/epjAnGwdXN4ZMeZnAiGZWLXtrRi6PnYqh0GSmmZM9i1s3xE9va9WaaoNqnQhx5syZTJs2DUdHx+sq8u+efPJJNmzYwO7duwkKCqrQObNnz+a9995j+/bttGrV6qrHXbx4kYYNG/Lrr79y5513Xvb+lVqAgoODJQAJIURtdmwprBoPygwth7Ms0QO3iNWWCQ5zfQjwfBt7pdj8v/9gMhrxDqnP0Odfw9Xbuv1rfkjKYGpkHCYF3T2c+bZFGC421nsMV5tU60SIM2bMACAtLa1sxFZ4eDje3t7XUKrFxIkTWbduHTt37qxw+Pnggw+YPXs2v/766z+GH4AGDRrg5eVFVFTUFQOQXq9Hr9dfU+1CCCFqoEPzYe0zgIK2D7EszoxHs5WWCQ7TQ2nZ+nPiD+5n+5rlADTqeCv9J07Bzt56j5iUUnwUk8L7MckADPP14KOIYOy0MsdPdah0ACosLGTixIl8//33Zf19dDodo0aN4j//+U+lWoaUUjz99NOsXLmS7du3ExYWVqHz3nvvPd5++21++eUXOnTo8K/Hx8fHk5GRgb+/f4VrE0IIUUvt+xo2vgCAoc1Y1iVl4NlsDwB5iRHcetsX7F38HRcP/w5Ap7vvo+uIB9FYMWgYzYoXz8WzMCkDgKdDfHipgX+dmFuvpqr0b/vZZ59lx44drFmzhuzsbLKzs1m9ejU7duxgypQplbrWhAkTWLhwIYsXL8bFxYXk5GSSk5MpKioqO2bUqFFMnz69bPvdd9/l1Vdf5dtvv6V+/fpl5+Tn5wOQn5/PtGnT2LdvHzExMWzZsoUhQ4bQqFEj+vbtW9mPK4QQojbZ/XFZ+Clu/xTrsy7h3sQSfnKi29Plti/Z+Ml7XDz8OzpbWwY8PZVu9z9s1fBTYDIx5mQ0C5My0AKzmgTxcsMACT/VrNJ9gLy8vPjpp5+4/fbby+3ftm0bI0aMIC0treI3v8ovd968eYwZMwaA22+/nfr16zN//nwA6tevT2xs7GXnzJgxg9dff52ioiKGDh3KkSNHyM7OJiAggD59+vDmm2/i6+tbobpkJmghhKhllILts2DHuwCktZnEnsIDuPhFAZB1tgedbn+ONR/NojgvFycPT4ZMfRn/RuHWrJq0klIeOn6RY3lF2Gs1fN2sPv283axaU21WrX2ACgsLrxgkfHx8KCwsrNS1KpK9tm/fXm47JibmH493cHDgl19+qVQdQgghajGlYPNr8NtnAFxo+gynjNtw8UvAbNaSfbo/4c0H8NNbr2A2mfBt0Jgh017GxdPLqmVfLDQw8tgFYotL8LTVsaBlAzq4OVm1pptJpdv8OnfuzIwZMyguLi7bV1RUxMyZM+ncuXOVFieEEEL8I7MZfp5WFn4Oh03mjP0GnDwTMBltyDk7gnquzdn8v88xm0yEd+7Ofa/Psnr4OZxTwF2HzxFbXEKIvR1r2zWW8HODVboF6JNPPqFfv34EBQXRurVlXZRjx45hb28vLS9CCCFuHLMJ1k6GI98DGrb5TaDIaw0ODnmUlthTfGkU5ORzZNdaALqOeIhO99xn9b41v6TnMP5UDEVmRWsXBxa2aoC3nczxc6NVOgC1bNmS8+fPs2jRIs6ePQvAyJEjefDBB3FwkBkqhRBC3AAmo2WOnxPLQKNlncdj2NRfhd6uGEORK2SOI/P0MbKSErDR6xkwYQqNO3WxdtV8l5DO9HPxmIE7PV35X/NQnGSOH6uodADauXMnXbp0Ydy4ceX2G41Gdu7cedU1vIQQQogqYSyB5WPhzFrQ2rDC9UGcm65BpzNSlOuNQ/HjnNn2C4aCAlzqeTP0+Vfxqd/AqiUrpZgdncynsSkAPODvyXtNgrHRykgva6l0AOrZsydJSUn4+JSfKTMnJ4eePXte11pgQgghxD8yGmDpw3D+F9DZsdz1Hlyb/4xWqyjICMah6AGObViFMpvxbxLBkCkv4+TuYdWSS8xmpkTGsSw5C4Cp9f2YUt/X6o/ibnaVDkBXWw0+IyMDJyfpwCWEEKKamE2w/FFL+LFxYHm9PriH/wpAXlI4Npk9Ob57DQDNb7uTXuMmYmNr3b41eUYTj52MYUdWHjoNvB8ezAP+V16YW9xYFQ5A99xzD2CZu2fMmDHllo4wmUwcP36cLl2s/3xVCCFEHaQUrHsGzqylGHt+DuiGe/0/JjiMaYMhpiGJkTtAo6HHg4/Q4a67rd7CkmywzPFzMr8IR52WOc3rc2c9mVuupqhwAHJzs0zMpJTCxcWlXIdnOzs7br311sv6BQkhhBBVYstMOLyAHLMj28Lb4uZ/BICsyC5kn7YjJ/U0dg4ODJz0PA3adbRysXCuoJiRxy6QYCjFy9aGha0a0Ma1ahcRF9enwgFo3rx5ZRMX/uc//8HZ2bnaihJCCCHK7PkMdn+MwaRlW3hbXPwjMZs1ZJ68g9SjWZQUZeHm68fQaa/iFRxq7WrZn53P6BPRZBtNNHDQ80PrBoQ6yILbNU2lJkJUSrFo0SKSkpKqqx4hhBDi/x3+Hja/CsD6+nfiEhCJUhoyjvQmfl8SJUVFBDVrwQNvfVgjws+61GxGHLtAttFEB1dH1rZrLOGnhqpUANJqtTRu3JiMjIzqqkcIIYSwOLMO1k4CYIXPINzCLI+90o91JeFgHChFqzv7MezlN3F0tf76WXPi0hh3KgaDWdHfy40f2zSinl2lxxqJG6TSS2HMnj2badOmcfLkyeqoRwghhIDonfDTWFBmVrjfi1vEXgAyz9xCwv4MNFotdzzyBL3GTUBnY/2RXlPPxvFqVAIKGBPoxTct6uOos94K8+LfVTqajho1isLCQlq3bo2dnd1lsz9nZmZWWXFCCCFuQolH4IcHwGRgtfNwXFtuByAnuhWXduahs7Fh8NSXadDW+p2dt2bkMi0yjgRDKQAvN/BnYoiP1UegiX93TWuBCSGEENUi/TwsvBdK8vjZ4W4cWu9Eo1HkJjbh4qYSdDob7np2utXDT3apkRlRiSxNtvyjP9Tejg8jgunm4WLVukTFVToAjR49ujrqEEIIcbPLSYDv74bCDLbpB6Brsx+dzkR+eggX19ug1WgYOGkajTp0smqZv6Tn8HxkHCklRjTAuCBvXmjgh5NO1vSqTa6pd5bJZGLVqlWcOXMGgObNmzN48GB08ssXQghxLQozLeEnJ47f7W6juM1J7GxLKMzxJXqtGygT/Sc8S5Nbu1mtxIwSI6+cj2dlajYAjRz1fBwRQkc3WQWhNqp0AIqKimLAgAEkJCQQHh4OwKxZswgODmb9+vU0bNiwyosUQghRhxnyYdEwSI/krG07UlvFY68vpLjAg9g1/phKDPQZP4mm3XtapTylFGvSsnnpXAIZpUa0wFMhPkyt74e9dHSutSr9m5s0aRINGzYkLi6Ow4cPc/jwYS5dukRYWBiTJk2qjhqFEELUVUYDLH0IEg6RoGvA+ebF2DvmUFLsxKX1DTAUGrhz7JO07NnHKuWlGkp59GQMT5yKJaPUSISTPevbN+GVhgESfmq5SrcA7dixg3379uHp6Vm2r169esyePZuuXbtWaXFCCCHqMLMJVjwOF7eRranHwQg3nF3jKC3VE/9Lcwqz8rh91GO06TvwhpemlGJZShavnU8g22jCRgOTQ32ZHOqLnVaCT11Q6QCk1+vJy8u7bH9+fj52dnZVUpQQQog6TilYPwVOr6JY6dneJByXeucwmWxI2taG3ORcut0/ivYDh97w0hKLS5gWGc+WzFwAWjk78HHTEJo7O/zLmaI2qXSMveuuu3j88cfZv38/SimUUuzbt4/x48czePDg6qhRCCFEXbP1LTg0D4NJw4b63XHxO4fZrCFlTwcyo3O59d6RdLp7xA0tSSnFwsQMbjtwli2ZudhpNLzUwJ+f2zeR8FMHVboF6LPPPmP06NF07twZW1vL7JtGo5HBgwfz6aefVnmBQggh6pi9X8CuDwBYFzgQ99B9AKQfuoXUMzl0HHwvXYY/cENLii0yMDUyjl1Z+QC0d3Xk44gQmjjZ39A6xI1T6QDk7u7O6tWriYqKKhsG37RpUxo1alTlxQkhhKhjjv4Av7wEwHKPe3FvsgOAjJMdSDycS9v+g+j+wJgbNpOyWSnmJaTz9sUkCk1mHLQaXmzgz2NB3uhkNuc6rcIByGw28/7777NmzRpKSkq48847mTFjxmVLYQghhBBXFLkBVk8AYKXrfbi12ApA1oWWxO0poFWvfvQc/fgNCz8XCot57mwc+3MKALjVzYmPI0IIc5TV228GFe4D9Pbbb/PSSy/h7OxMYGAgn376KRMmTKjO2oQQQtQVMXtg2RhQJtY53YdTy+2WJS7imxDzaynNb+tFr0efuiHhx6QUX15K5c7fI9mfU4CjTsusJkGsaNtIws9NRKOUUhU5sHHjxkydOpUnnngCgF9//ZWBAwdSVFSEto4NCczNzcXNzY2cnBxcXV2tXY4QQtRuScdh/kAw5PKr0z2YWu/DxqaEvLRQLqx0JLxzDwY8PQWttvpXEzhbUMSzZ+I4klcIwG0eLrwfHkSIgwSfuqAy398VfgR26dIlBgwYULbdq1cvNBoNiYmJBAUFXXu1Qggh6q6MC7DwHjDkstdxAKUtfsfOpoSCbD9i1rrQuGMn+k94rtrDT6lZ8cWlFD6KSaFEKVxttLzeKJCRfp6ycvtNqsIByGg0Ym9fvje8ra0tpaWlVV6UEEKIOiA3Cb4fCgVpnHToQWazs9jriyjK9yBmrQ+hLdswcPI0dDbXtCxlhZ3MK+SZs3GczC8CoHc9V94LD8JfL3PX3cwq/F+dUooxY8ag1/9/M2FxcTHjx4/Hyen/F4JbsWJF1VYohBCi9inMtLT8ZF/ikkNrYsLTcHDMxVDszKV1DQhoFM6gZ6ejs7GtthIMZjOfxKTwn0spGBV42Oh4q3Eg9/h6SKuPqHgAGj169GX7HnrooSotRgghRB1QUgCL74PU02TaN+BoQw1OrmmUluiJ39CUeoH1GTL1ZWyqcfWAw7kFPHMmjnOFxQDc5e3GrCZBeNtVX+AStUuFA9C8efOqsw4hhBB1gbEEfhwF8Qco0NVjZ4gPLp5RmIw2JG5tg4t7IHe/MANbffVMMFhkMvN+dDJfx6ViBrxsbZjVJIhBPu7Vcj9Re1Xvg1chhBA3D7MZVo2HqF8xaBzZFNwaV7/jmM1aUnZ3wE7nwz3TX8fOvnrmj9ufnc+zZ+O4WGQA4F5fD95oFEg9O/mqE5eT/yqEEEJcP6Vgw/NwcjlobVnn2xP3kP0oBWm/34Iq9mTYa2+gd3T692tVUoHRxDsXk/g2IR0F+NnZ8l54EH283Kr8XqLukAAkhBDi+m2fDb/PATT85DEYj8Z/LHFxogMl6W6MmPEWDs4uVX7bXZl5PBcZR1xxCQAP+Hsyo2EAbrby9Sb+mVVnMJw1axYdO3bExcUFHx8fhg4dSmRk5L+et2zZMiIiIrC3t6dly5b8/PPP5d5XSvHaa6/h7++Pg4MDvXr14vz589X1MYQQ4ua2/7+wYzYAK9zvx73ZTgCyzremIMad4a++jaNr1bbG5BpNTIuMY/ixC8QVlxCot2Vp64Z8FBEi4UdUiFUD0I4dO5gwYQL79u1j8+bNlJaW0qdPHwoKCq56zm+//cbIkSN59NFHOXLkCEOHDmXo0KGcPHmy7Jj33nuPzz77jK+//pr9+/fj5ORE3759KS4uvhEfSwghbh7Hf7Q8+gJWuzyES4staDSKnLgIMk9Ywo+Tu0eV3nJLRi63HzjL94kZAIwJ9GLHLRHc5ln1LUyi7qrwUhg3QlpaGj4+PuzYsYMePXpc8Zj77ruPgoIC1q1bV7bv1ltvpU2bNnz99dcopQgICGDKlClMnToVgJycHHx9fZk/fz7333//Zdc0GAwYDIay7dzcXIKDg2UpDCGE+CfnNsGSkWA2stH1QTQttmJjU0peSn2SdwYzcua7uPn4VtntSsxm3ryQyJz4dADqO9jxUXgIXTycq+weonarzFIYNWoRr5ycHAA8PT2veszevXvp1atXuX19+/Zl7969AERHR5OcnFzuGDc3Nzp16lR2zN/NmjULNze3sldwcPD1fhQhhKjbLu2zDHc3G9nlNhya7cTGppSCLH+SdwRy34x3qjT8xBWXMORwVFn4eTzIm60dIyT8iGtWYwKQ2WzmmWeeoWvXrrRo0eKqxyUnJ+PrW/4vla+vL8nJyWXv/7nvasf83fTp08nJySl7xcXFXc9HEUKIui35JCweAcYijroNIq/JQWztiijK8yTx11CGv/I2Hn4BVXa7Tek59P49kiN5hbjb6FjQMow3GgfiqKsxX2GiFqoxPcUmTJjAyZMn2b179w2/t16vL7fEhxBCiKvIjLYscVGcwwWP24mvfw4HhzwMRS7Ebwrn3hffpF5Q1bSiG82K2dFJfH4pFYA2Lo78r3morNwuqkSNiM8TJ05k3bp1bNu27V9Xlvfz8yMlJaXcvpSUFPz8/Mre/3Pf1Y4RQghxDfJSLIub5qeQ6taOU0GZOLhkUFpiT+LmFtw95XW8Q8Oq5FZJhhKGHY0qCz+PBnqxpl0jCT+iylg1ACmlmDhxIitXrmTr1q2Ehf37X5zOnTuzZcuWcvs2b95M586dAQgLC8PPz6/cMbm5uezfv7/sGCGEEJVUlG1p+cmKocA5lL3+tjh5JGI02pK0tS0DnnoF3waNquRWOzLz6PX7OfblFOCs0/K/5vV5u0kQdtoa8W92UUdY9RHYhAkTWLx4MatXr8bFxaWsj46bmxsODpap0keNGkVgYCCzZs0CYPLkydx22218+OGHDBw4kCVLlnDw4EH+97//AaDRaHjmmWd46623aNy4MWFhYbz66qsEBAQwdOhQq3xOIYSo1UoK4Yf7IeUkBnsfNnmH4epz0rLExa6O9H7kBQKaRFz3bUxK8VFMMh/FpKCA5s72zGkeRgNHafURVc+qAeirr74C4Pbbby+3f968eYwZMwaAS5cuof1L6u/SpQuLFy/mlVde4aWXXqJx48asWrWqXMfp559/noKCAh5//HGys7Pp1q0bGzduxN6+ehbfE0KIOstUCsvGwKW9oHdjnWcH3IMPWJa42H8Lt42YQlDTqw9cqai0klKeOh3Lrqx8AB4OqMcbjQJxkI7OoprUqHmAaorKzCMghBB11p+Lmx5fCjYO/OTRH4+mllme04925JaeUwlr2+G6b7M3O5/xp2JIKTHioNXyfngQw/yuPh2KEFdTme/vGjMKTAghRA1SUgA/P28JP1obljvfjXvEJgAyI9vQvvsz1x1+zErxxaVUZkcnYVLQ2FHPNy3CCHeS1npR/SQACSGEKC96F6yZCFkxAKx0eQjXFj+j0UBObFOaNptAo463XtctMkuNPH36ElsycwEY5uvBu+FBOOl011u9EBUiAUgIIYSFIR9+nQG/f2PZdgtmrd1gnBovR6s1k5fcgPpBE2hx2x3XdZtDOQU8fiqGBEMpeq2GdxoH8YC/JxqNpgo+hBAVIwFICCEEXNxhafXJvmTZ7jCWTXlNsfX4FJ2NkYLMQLwdHqNd7/7XfAulFHPi03jjQiJGBWEOdsxpXp8WLo5V9CGEqDgJQEIIcTMz5MHm1+Dgt5Zt9xAM/T5mzeafcG3yMba2JRTmeuFQ9DBdH77vmm+TazTx7NlLrE+zrPk4yNudjyKCcbGRR17COiQACSHEzerCNljzNOT8sf5hx3H8ktMYw6mZeDZPBKAw1wuSh9N7/Lhrvs3xvELGnYwhtrgEW42G1xsFMDbQSx55CauSACSEEDeb4lzY9Aoc/s6y7R5Kerd32HHoB1wbrsZJa8ZksiH7bBsaNxtL26F9r+k2Sim+T8zg1agEDGZFkL0tc5qH0dZVHnkJ65MAJIQQN5OoX2HNZMiNt2zf8gQrYpywS3wd98ZZAOSnB2GI6crQSa9iZ+9wTbcpMJqYdi6eFSmWa/ap58qnTUPwsJWvHVEzyH+JQghxMyjOgV9ehiPfW7Y9wjjXfConE5bhGn4SjQZKS+zJPtGBHve8SsCIa1/X60x+EY+fiuF8oQGdBl5uEMCTwd7yyEvUKBKAhBCirju3CdZOhrxEQAO3PsmPZwtwKX0Xt+BCAHLjm+Csu4f7pj52XUFlaVImL56Lo8is8Nfb8t9modzi7lxFH0SIqiMBSAgh6qqiLEurz9FFlm3PhuzxfoT07NXUaxUNQHGhKzknOnPv5A/QO15735xCk5mXz8fzQ1ImALd7uPB5s1C87ORrRtRM8l+mEELURZEbYd0zkJcEaChuN561sSm41vsCZ5tSzGYNuRdbEdFqCs2nd72uW0UVFjPuZAxnCorRAlPD/Jgc6otOHnmJGkwCkBBC1CWFmbBxOhxfYtmu15i12oFg2oxn8xTLITk+FMf2ZtjkmdfdL2dVShZTIuMoMJnxtrPhq2ahdPNwud5PIUS1kwAkhBB1xdn1sO5ZyE8BjZak8Mf4LTcG1waL0GoVRqMtOWc7cseI9/C62/+6bmUwm5kRlcj8hHQAOrs78XWz+vjqbavikwhR7SQACSFEbVeYCRuehxPLLNte4SwrvhVH519x97EsNpqXWh8n9QAjJj163beLLTIw7lQMx/OKAJgc6su0+n7YaOWRl6g9JAAJIURtdnoNrH8OCtJAo+Ww32hiHc/h2Ww9ACUGB3JP92DEc19UyTD0jWk5TDobS67RjIeNjs+bhXJnPdfrvq4QN5oEICGEqI0K0uHnaXBqBQCFbk1Ya26JW+hmXO2KAci51IxGTZ+n/5Tu1327UrPirYuJ/DcuDYAOro78t3l9Au3trvvaQliDBCAhhKhtTq2C9VOgMB00On5xvJ/iwNN4ee0AoLjAnaLo/gyb9FaV3C6huIQnTsVwMNcyZ9ATwd680iAAW3nkJWoxCUBCCFFb5KfBz1Ph9CoAUhxastMpGLfwLTjrjJjNWnKiOtBjyIf4DAqokltuzchl4plYMktNuNpo+SQihAHe7lVybSGsSWvtAsTlxowZg0ajYfbs2eX2r1q1qtwz/O3bt6PRaMpe3t7eDBgwgBMnTtzokqtFWloaTz75JCEhIej1evz8/Ojbty979uwpO0aj0bBq1SrrFfkP3n77bbp06YKjoyPu7u5XPOavv78/X0uWLPnH62ZmZvLggw/i6uqKu7s7jz76KPn5+eWOOX78ON27d8fe3p7g4GDee++9qvpYwhqUgpPL4ctOcHoVJo0tP+mG83tECZ7NDqDTGSnI8qc06TmGjf8BH//rDz/5RhOvRyXwwPGLZJaaaOXswOYO4RJ+RJ0hLUA1lL29Pe+++y5PPPEEHh4e/3hsZGQkrq6uJCYmMm3aNAYOHEhUVBR2dtZ7Nl9aWoqt7fUNh7333nspKSnhu+++o0GDBqSkpLBlyxYyMjKqqMrqVVJSwvDhw+ncuTNz58696nHz5s2jX79+ZdtXC0t/evDBB0lKSmLz5s2UlpbyyCOP8Pjjj7N48WIAcnNz6dOnD7169eLrr7/mxIkTjB07Fnd3dx5//PEq+WziBspPtXRyPrMWgKPaTlwIdMS9/nY0GoWx1I6cc90YNPZTHJyuf5V1s1L8mJzJOxeTSC0xAjAm0IvXGwZgr5N/M4s6RInL5OTkKEDl5ORY5f6jR49Wd911l4qIiFDTpk0r279y5Ur111/Ztm3bFKCysrLK9q1Zs0YB6tixY2X7du3apbp166bs7e1VUFCQevrpp1V+fr5SSqnp06erW2655bIaWrVqpWbOnFm2PWfOHBUREaH0er0KDw9XX3zxRdl70dHRClBLlixRPXr0UHq9Xs2bN0/FxMSou+66S7m7uytHR0fVrFkztX79+rLzTpw4ofr166ecnJyUj4+Peuihh1RaWppSSqmsrCwFqO3bt1/15xQaGqqAsldoaGjZe6tWrVJt27ZVer1ehYWFqddff12VlpaWvQ+oL7/8UvXr10/Z29ursLAwtWzZsqve63rMmzdPubm5XfE9QK1cubLC1zp9+rQC1O+//162b8OGDUqj0aiEhASllFJffvml8vDwUAaDoeyYF154QYWHh19T/cJKzGalji9TanaoUjNcVf4rvuqHt0ar9etbqV+3NFC/bmmgVi7qo37b8nOV3fL37HzV5/ezynfrEeW79Yi6de8ptSktu8quL0R1q8z3twSgK6gJAWjIkCFqxYoVyt7eXsXFxSml/j0AZWdnqwceeEAB6syZM0oppaKiopSTk5P6+OOP1blz59SePXtU27Zt1ZgxY5RSSp08eVIBKioqquy6f+47f/68UkqphQsXKn9/f7V8+XJ18eJFtXz5cuXp6anmz5+vlPr/AFS/fv2yYxITE9XAgQNV79691fHjx9WFCxfU2rVr1Y4dO5RSloDj7e2tpk+frs6cOaMOHz6sevfurXr27KmUUqq0tFQ5OzurZ555RhUXF1/x55SamqoANW/ePJWUlKRSU1OVUkrt3LlTubq6qvnz56sLFy6oTZs2qfr166vXX3+97FxA1atXT82ZM0dFRkaqV155Rel0OnX69Omr/l7efvtt5eTk9I+v2NjYy877twAUEBCg6tWrpzp27Kjmzp2rzGbzVWuYO3eucnd3L7evtLRU6XQ6tWLFCqWUUg8//LAaMmRIuWO2bt2qAJWZmXnVa4saJDdJqcUjlZrhqkyvuaqfXxyiVizqXRZ81q9vqX78ZEqV3S6x2KAmnIopCz4NdxxTX8SmKIPJVGX3EOJGkAB0nWpKAFJKqVtvvVWNHTtWKXX1APTnl++fLSGDBw8uO+bRRx9Vjz/+eLnr79q1S2m1WlVUVKSUUqp169bqjTfeKHt/+vTpqlOnTmXbDRs2VIsXLy53jTfffFN17txZKfX/AeiTTz4pd0zLli3LhY6/n9+nT59y++Li4hSgIiMjlVJK/fTTT8rDw0PZ29urLl26qOnTp5dr2VLqyi0od955p3rnnXfK7fv++++Vv79/ufPGjx9f7phOnTqpJ5988or1KqVURkaGOn/+/D++/trK9Kd/CkBvvPGG2r17tzp8+LCaPXu20uv16tNPP71qDW+//bZq0qTJZfu9vb3Vl19+qZRSqnfv3pf9zk+dOqWAfwx4ogYwm5U6ukSpWSFKzXBVF6fVV0s+eEBt3Bihft3SQG3+taFaPvdudeHUqSq5XZHRpD6JTlZhO44p361HlN/WI+qZM7Eq1VBSJdcX4karzPe39AGq4d59913uuOMOpk6detVjdu3ahaOjI/v27eOdd97h66+/Lnvv2LFjHD9+nEWLFpXtU0phNpuJjo6madOmPPjgg3z77be8+uqrKKX44YcfeO655wAoKCjgwoULPProo4wbN67sGkajETc3t3J1dOjQodz2pEmTePLJJ9m0aRO9evXi3nvvpVWrVmV1bdu2DWdn58s+z4ULF2jSpAn33nsvAwcOZNeuXezbt48NGzbw3nvv8c033zBmzJir/jyOHTvGnj17ePvtt8v2mUwmiouLKSwsxPGPFa87d+5c7rzOnTtz9OjRq17X09MTT0/Pq75/LV599dWyP7dt25aCggLef/99Jk2aVKX3EbVAbpJlGYtzGygw2rK+tB/2nRLw8tgHQFFePYyp93LPuBeu+1ZKKX5Oz+H1qETiiksA6OjqxJuNA2njev39iISoDSQA1XA9evSgb9++TJ8+/apf+mFhYbi7uxMeHk5qair33XcfO3fuBCA/P58nnnjiil+oISEhAIwcOZIXXniBw4cPU1RURFxcHPfdd1/Z+QBz5syhU6dO5c7X6XTltp2cnMptP/bYY/Tt25f169ezadMmZs2axYcffsjTTz9Nfn4+gwYN4t13372sLn///1+jyN7ent69e9O7d29effVVHnvsMWbMmPGPASg/P5+ZM2dyzz33XPaevb39Vc/7N++88w7vvPPOPx5z+vTpsp/rtejUqRNvvvkmBoMBvV5/2ft+fn6kpqaW22c0GsnMzMTPz6/smJSUlHLH/Ln95zGiBlEKTvwEP0/BXJTDvuwwEiMa4dH4MFqtGZNJR25UZ3rf/zFuHtcfwM/kF/Hq+QR2Z1v+bvvrbXm1YQB3+7hXyUzRQtQWEoBqgdmzZ9OmTRvCw8P/9dgJEyYwa9YsVq5cyd133027du04ffo0jRo1uuo5QUFB3HbbbSxatIiioiJ69+6Nj48PAL6+vgQEBHDx4kUefPDBStceHBzM+PHjGT9+PNOnT2fOnDk8/fTTtGvXjuXLl1O/fn1sbCr+n2GzZs3KDXu3tbXFZDKVO6Zdu3ZERkb+42cG2LdvH6NGjSq33bZt26seP378eEaMGPGP1wwIuL7hx0ePHsXDw+OK4QcsrVTZ2dkcOnSI9u3bA7B161bMZnNZQO3cuTMvv/xyuZF4mzdvJjw8/F9HFIobrDDTMsLr1EoSC13YZncXbndG4uF8BID8jGCcbR5n2JMPXPetMkuNvBedzIKEdMyAXqvhqWAfJob64PS3f8wIcVOo7udxtVFN6gP0p4cffljZ29v/6ygwpZR6/vnnVcuWLZXZbFbHjh1TDg4OasKECerIkSPq3LlzatWqVWrChAnlzpkzZ44KCAhQXl5e6vvvv7/sPQcHB/Xpp5+qyMhIdfz4cfXtt9+qDz/8UCn1/32Ajhw5Uu68yZMnq40bN6qLFy+qQ4cOqU6dOqkRI0YopZRKSEhQ3t7eatiwYerAgQMqKipKbdy4UY0ZM0YZjUaVnp6uevbsqb7//nt17NgxdfHiRfXjjz8qX1/fsj5RSinVuHFj9eSTT6qkpKSyDr4bN25UNjY26vXXX1cnT55Up0+fVj/88IN6+eWXy84DlJeXl5o7d66KjIxUr732mtJqtepUFfWtUEqp2NhYdeTIETVz5kzl7Oysjhw5oo4cOaLy8vKUUpYRe3PmzFEnTpxQ58+fV19++aVydHRUr732Wtk19u/fr8LDw1V8fHzZvn79+qm2bduq/fv3q927d6vGjRurkSNHlr2fnZ2tfH191cMPP6xOnjyplixZohwdHdV///vfKvtsogqc/1WpD8JV6atuau2EHmr5twPV5l8tnZw3bGimln464aoDACqj1GRW38SlqvCdx8s6OT964qKKLbz+awtR00gn6OtUEwNQdHS0srOzq1AAunTpkrKxsVFLly5VSil14MAB1bt3b+Xs7KycnJxUq1at1Ntvv13unKysLKXX65Wjo2PZF/RfLVq0SLVp00bZ2dkpDw8P1aNHj7JRR1cLQBMnTlQNGzZUer1eeXt7q4cfflilp6eXvX/u3Dl19913K3d3d+Xg4KAiIiLUM888o8xmsyouLlYvvviiateunXJzc1OOjo4qPDxcvfLKK6qwsLDsGmvWrFGNGjVSNjY25YbBb9y4UXXp0kU5ODgoV1dXdcstt6j//e9/Ze8D6osvvlC9e/dWer1e1a9fv+znVVVGjx5dbpj+n69t27YppSzD19u0aVP2e2ndurX6+uuvlekvI2/+/B1HR0eX7cvIyFAjR45Uzs7OytXVVT3yyCOX/c6OHTumunXrpvR6vQoMDFSzZ8+u0s8mroOhQKn1U5Wa4apSX/BTC2c8oNavb1k2wmvFgoHqyG87quRWOzNyVY/9Z8qCT8/9Z9TuzNwqubYQNVFlvr81Sil1o1udarrc3Fzc3NzIycnB1VVWOa6LNBoNK1euZOjQodYuRdxMEg7DisdR6efZmt2MnHYeuAVHAmAocqEw5i6GTbj+9btiigzMjEpkQ3oOAJ62Ol4I8+dB/3rYyPpdog6rzPe39AESQojqZjLC7o9gx7vkGbSssxuEe9/juNlbOrTnXGpFm1vepsHAZtd1m3yjic9iU/g6Lo0SpdBp4JFAL6bU98PDVv53L8Rfyd8IIYSoThkXYMXjkHCQvbmNSWrtg0/wXsDS6lMQM5jhE964rluYleKnlCzevpBIyh/LV9zm4cIbjQMJd7r2kY9C1GUSgMRNSZ78imqnFByaB7+8jKHYwCrbu3DtdQI3e8sjr6pq9TmcU8ArUQkczi0EoL6DHTMbBdKnnqsMaxfiH1h1ZbudO3cyaNAgAgICKrSq95+rpP/91bx587JjXn/99cvej4iIqOZPIoQQf5GXAotHwLpnOZLty/rGt+LVbR929gUYilzIPPMg94xZSYNm1x5+UgylTDoTy4DD5zmcW4iTTssrDfzZcUsEfb3cJPwI8S+s2gJUUFBA69atGTt27BUnrfu7Tz/9lNmzZ5dtG41GWrduzfDhw8sd17x5c3799dey7crMMyOEENfl9BpYOxlTYRYrbO7CuedfWn1iW9Ku22zqD7z2f5QVm8zMiU/jk9gUCkxmAO7z8+SlBv746m2r5CMIcTOwajLo378//fv3r/Dxbm5u5ZZfWLVqFVlZWTzyyCPljrOxsZEZb4UQN1ZxDmx4EY4t5lRRKJHNm+EZZFnGwlDkQmH0IIZNfPOaL6+U4pf0XGZEJRD7x/IV7VwdeatxIO1cnf7lbCHE39XqppG5c+fSq1cvQkNDy+0/f/48AQEB2Nvb07lzZ2bNmvWPyxMYDAYMBkPZdm5ubrXVLISog2L2wMrxqOxLrLAdiONtJ3GzPwtUTavP2YIiXjufwM4sy/IVfna2vNLQn3t8PdDKoy4hrkmtDUCJiYls2LCBxYsXl9vfqVMn5s+fT3h4OElJScycOZPu3btz8uRJXFxcrnitWbNmMXPmzBtRthCiLjEaYOtb8Nt/OF8SxMmIbrgH7Qf+GOF1cSDDn377Xy5ydVmlRj6ITmZ+YjomZVm+YnywD5NCfHCykeUrhLgeNWYixMpOTPfnwpqJiYnY2dld9bjs7GxCQ0P56KOPePTRR694zJVagIKDg2UiRCHE1SWftAxvTz3FKtuB6NuexM6+ALC0+rTt8g5h4dfWydloVixMyuC96CQySy1r3Q30duO1hgGEOlx5nTghxE0wEaJSim+//ZaHH374H8MPgLu7O02aNCEqKuqqx+j1+qsuPimEEOWYTbD3c9j6FheKvTge3g3Xv7T65Ef1Z8TkWdd8+d1Zebx6PoEzBcUARDjZ82ajQLp7XrkFWwhxbWplANqxYwdRUVFXbdH5q/z8fC5cuMDDDz98AyoTQtRpWbGw6kmI3cNq24HYdT2J6599fWJa0PrWt2g4sOU1XTq2yMAbFxJZn2ZZvsLdRsfzYX6MCvCS5SuEqAZWDUD5+fnlWmaio6M5evQonp6ehISEMH36dBISEliwYEG58+bOnUunTp1o0aLFZdecOnUqgwYNIjQ0lMTERGbMmIFOp2PkyJHV/nmEEHWUUnBsCfw8jYuFzhxr8tdWH1fyz/VmxLPvXdOli0xm/nMphS8upWIwW5avGB3gxdQwPzxl+Qohqo1V/3YdPHiQnj17lm0/99xzAIwePZr58+eTlJTEpUuXyp2Tk5PD8uXL+fTTT694zfj4eEaOHElGRgbe3t5069aNffv24e3tXX0fRAhRdxVkwLrJcGYta/QDse1SvtWnefvXCB/YvtKXVUqxMT2H16ISiftjWHs3d2febBxIU2eHKv0IQojL1ZhO0DWJrAYvhADg3CZYPYHoXBuONm6Aa5Al+BiKXMk905P7pnx4TTMuXyw08PL5eLZl5gEQqLdlZqNABnrLDM5CXI863wlaCCGqVUkBbHoFDn7LWv1AbLqcwFV/FqUgN7YFTVtMp+nAWyt92QKTic9iU/nqUiolSmGn0fBkiA+TQn1w0smwdiFuJAlAQgjxV/EHYcXjRKcVcaxJN1wC/7+vT87J7tw39WO0lQwrSinWp+UwIyqBBEMpAD09XXircSANHWW1diGsQQKQEEIAmEph5/uw8wPW6vth0+UELn+2+sS0oEHYRAa80LvSl40qLOblcwnsyLI87gqyt+XNRoH0kwVLhbAqCUBCCJF2DlY+TnRcCseadC5r9SkudCXn2K0Me+5D7BwcK3XJAqOJj2NT+G9cGqVKoddqeCrYh6dDfXHUaavjUwghKkECkBDi5qUUHJgDm19lrU0vbLpklLX65MS0INB7NANfvqeSl1SsScvm9ahEkv543NWrnitvNQ6kvsziLESNIQFICHFzyk2C1U8Rfe4sx5p0wCXQsnJ7caErWYc7MnTiLJw961XqkpEFxbx8Lp7d2ZZFS0Ps7XircSB9vNyqvHwhxPWRACSEuPmcXAHrnmUt3bDpYvOXVp/meNgPZcArY9BoK/6YKt9o4oOYZL6JT8OowF6r4ekQX54K8cFBHncJUSNJABJC3ByMBojaAke+J/r0UY41aVGu1Sfz97b0f/Q1vELqV/iSSilWpmYzMyqBlBIjAP28XJnZKFAWLRWihpMAJISou8wmiN0DJ5bB6dWkFWj4za0Hdn9r9bE33M7IV57Gxta2wpc+k1/ES+fj2ZttWQE+zMGOtxoHcWc9mTxViNpAApAQom5RChKPwImf4NQK4rOMHHLvDKEROHjF4qz7DbC0+mTsb8VtI54ltGWbCl8+12ji/egkvk1Ix6TAQathcqgv44N9sJfHXULUGhKAhBB1Q/p5S+g5sYyoVCMn67VGExSIY+tLOGt/KzvMUOxEYVwjyGzB8Bem4eDsUqHLK6VYlpLFmxcSSfvjcddAbzdebxRIsL1dtXwkIUT1kQAkhKi9chLg1Ao4sYzT8UVEeoWjC3DBoVkCLn8JPcWFrhQlhZJ30RkPzwha33YHjTp2rvBEhKfyi5h+Lp4DOZbHXQ0d9LzdJJDbPeVxlxC1lQQgIUTtUpgJp1fDiZ84HJNLrHcIugAzjo0ycdXsLTusKN+D4sQQ8mPcCW5yCy07dybwkWbobCrezyen1Mi70cnMT0jHDDhotTxX35fHg73RV2KUmBCi5pEAJISo+UoKIHIDnPiJvecySfKth61/Jo6hqbiSWHZYYa4XxQkhFCV70/zWPoQN7ohnQGClb2dWiqXJmbx1IYmMUsvjrsE+7sxoGECgPO4Sok6QACSEqJlMpXBhK4bDS9h7LoNMXwfs/C/i0CMTNy4Alv7OhTl+FMcHYcoNpn2voYT2aYve0emab3s8r5Dp5+I5lFsIQGNHPe80DqK7Z8X6CgkhagcJQEKImsNshkt7MRxewvZTSRT4KfT+0dh3y+HPuZSV0lCQGUBxQhC2qimd7xqB39DGlZq48EqySo3MvpjEgsQMFOCk0zKlvh+PBXlhJ4+7hKhzJAAJIaxLKUg+TvHBpWw5HovBrxB7v4vou+aXhR6zWUthRhDFCcG4uXfijiH34VLPq0pub1aKxUmZvHMxkcxSEwB3+7jzWqMA/PXyuEuIukoCkBDCOjIukL1vIduPRmEOzMbBNxr7zkXY//G2yWRDYXowxQkhBDXuz+13D8bWrmpnVz6Sa3ncdTTP8rgr3MmedxoH0tVDHncJUddJABJC3Dh5ySRsnce+02fQBqbj4BuDS2dD2dtGoy2FqaEYkuvTosuDNO/VvcJD1Ssjo8TIrItJLEqyPO5y1mmZFubH2EBvbLVVfz8hRM0jAUgIUa1UYSZn1vyXU7FnsA1MwcEnFvdOpWXvl5bqKUoJw5DWgM5DJhDaJ6Ja6jApxan8IrZn5vHVpVSyjJbHXcN8PXitYQA++ooPjxdC1H4SgIQQ1SLmt/Uc2LMUu6BEHL3i8PQxlr1XYnCgKKUBpdlN6PPQC3h4eVf5/f8MPL9l5fNbdj77cvLJNZrL3m/mZM+sJkF0cneu8nsLIWo+CUBCiCq3/qPnMTfYQb326WX7DMXOFCc3xFzUkoFjXsDBybFK72lSitP5Rey5SuABcNFp6eTuTD8vN+7388RGHncJcdOSACSEqDLm0lJ++vBx3Nruw8a2hNJSPQWXmqOjI/1HTUavr7pOzH8Gnt+y/wg82QXk/PFY60/OOi23ujvT5Y9XC2cHCT1CCEACkBCiiiScPca+Xa9T75bjABTm+ODMZPqNu79Krm/+s4VHAo8QogpIABJCXLfNcz+myH057g2TAMiJbUn3/l/j7ed3zdc0X6GFJ/sKgaeTmzNdPCyBp6UEHiFEBUkAEkJcM7PZxI+zn8K93R6c7IowGW3IOXUHw5/9qvLXUoozBcXsycqTwCOEqHYSgIQQ1yQjKZFtK5/Bq9NhNBpFUb4ntlkPMfzZyRU6/8/A8+corb3Z+ZcFHiedlk5uTnRxd6arh4sEHiFElZEAJISotJ0rFpNl/B8eEXEA5CZE0P6W9wgJb37Vc8xKcbag+P9HaWXnl83F86e/Bp4uHs60cnaUwCOEqBYSgIQQFabMZn58/zlcWm7D2T4fk0lH7umuDJv0Lfxtxmb1Z+DJzue3LEsLjwQeIURNIQFICFEhORnp/LJwMp7tD6DVmjEUuWKOHsCwyW9fdmyRycxzZy+xMjW73H7Hvz7ScnempYujLD0hhLAKCUBCiH/1+5YNJKR8TL2WFwDIT21ARMAkwicOuuzYFEMpY05EcySvEBsNdPdwkcAjhKhxJAAJIa5KKcWPH7+Cc+MNuPjlYDZryD3bibtGfYLe9fLlK07kFTL6RDSJhlI8bHR806K+rKwuhKiRJAAJIa7IUFjIyq+exLPVXnQ6EyUGR0pPdefe5z4Hrfay4zekZfPU6UsUmc00dtSzoGUDwhyrbuZnIYSoShKAhBCXObN/D2fOvoN327MA5GcEE6Luou3UqZcdq5Ti80upvH3RMgni7R4u/Ld5KG628r8XIUTNdfk/426gnTt3MmjQIAICAtBoNKxateofj9++fTsajeayV3JycrnjvvjiC+rXr4+9vT2dOnXiwIED1fgphKg7lFKs+OwtLiQ/i1vwWZSCnPMduKP1LNqOuDz8GMxmJp29VBZ+xgZ6sbBVAwk/Qogaz6oBqKCggNatW/PFF19U6rzIyEiSkpLKXj4+PmXvLV26lOeee44ZM2Zw+PBhWrduTd++fUlNTa3q8oWoU0qLi1ny3jicIhbi4JJBaYmegt+7c8+Dn+PSpPNlx6eVlDL86AWWJWeh08CsJkG80yRIhrELIWoFq/4zrX///vTv37/S5/n4+ODu7n7F9z766CPGjRvHI488AsDXX3/N+vXr+fbbb3nxxReveI7BYMBgMJRt5+bmVromIWqzmFNHObT3dXw6ngCgMNsXn8TWdJr6KdjYXXb8mfwiHj5xkfjiUtxsdMxpXp8entLZWQhRe1i1BehatWnTBn9/f3r37s2ePXvK9peUlHDo0CF69epVtk+r1dKrVy/27t171evNmjULNze3sldwcHC11i9ETbJuziccj5yAewNL+MmNbk039/vpNPGrK4afzek53HX4PPHFpYQ52LG+fWMJP0KIWqdWBSB/f3++/vprli9fzvLlywkODub222/n8OHDAKSnp2MymfD19S13nq+v72X9hP5q+vTp5OTklL3i4uKq9XMIURMYS0pYPOtJbILn4OSejNFoS96hrtx953N43DHpsuOVUnx9KZVRJ6IpMJnp6u7Mz+2b0MjR3grVCyHE9alVPRXDw8MJDw8v2+7SpQsXLlzg448/5vvvv7/m6+r1evR6Ga4rbh7JMRfZveEFfG45jEYDRXn1cD8dSt8n3wL3kMuOLzGbmX4unkVJmQA85F+PWU2CZFJDIUStVasC0JXccsst7N69GwAvLy90Oh0pKSnljklJScHPz88a5QlR42xe9A2FtgvxCP9jIdP4pnQu9cRvyldg53TZ8ZmlRh49Gc3e7AK0wOuNAhgX5I1GI+FHCFF71apHYFdy9OhR/P39AbCzs6N9+/Zs2bKl7H2z2cyWLVvo3PnyUSxC3ExMRiOLZz2N0eMznL3iLAuZHu3M3fVvw2/sd1cMP+cLihlw6Bx7swtw1mlZ0KoBjwf7SPgRQtR6Vm0Bys/PJyoqqmw7Ojqao0eP4unpSUhICNOnTychIYEFCxYA8MknnxAWFkbz5s0pLi7mm2++YevWrWzatKnsGs899xyjR4+mQ4cO3HLLLXzyyScUFBSUjQoT4maUnhjP1uXT8O74O1qtorjQDYdDIdx93wMQMeCK52zPzOXxUzHkGs2E2NuxoFUYEU4ON7hyIYSoHlYNQAcPHqRnz55l28899xwAo0ePZv78+SQlJXHp0qWy90tKSpgyZQoJCQk4OjrSqlUrfv3113LXuO+++0hLS+O1114jOTmZNm3asHHjxss6Rgtxs9izZhlpBf+lXvNoAPKSG9I2rojQJ2eBT9MrnjM3Po3XohIwKejk5sTcFmF42dX6J+ZCCFFGo5RS1i6ipsnNzcXNzY2cnBxcXV2tXY4Q18RsNvHjey/g0mIL9o65mM1a8s7cwkDHXPQjvwNHz8vOKTUrXo1KYH5COgAj/Dx4PzwY/RXW/hJCiJqmMt/f8k86Ieqgguws1s2dhGf7/ZaFTIud0B1qzD0dQ6H3G6C7/K9+dqmRx0/FsDMrHw3wcgN/JoRIfx8hRN0kAUiIOubI1k3ExH+MV9tzAOSnB9P0VC5N7r4X2jxwxXMuFhoYdeIiUYUGHHVavmwaSj9vtxtZthBC3FASgISoI5TZzE8fv4ZDo19wDcpEKQ2559szIPsY9uMWQlCHK563OyuPx07GkG00Eai3ZUGrBjR3ls7OQoi6TQKQEHVAUV4uq76cjGfbvdjYlFJaYo/xcEvu8U6Fp7aBq/8Vz/s+MZ3p5+IxKmjn6sj8FmH46G1vcPVCCHHjSQASohYzm0xs+/F7sotW4NPxFAAF2f7UP2qiVVt3uGs+2F6+VIVJKWZGJfK/+DQA7vH14KPwYOx10tlZCHFzkAAkRC2klOLY1s1EHp+PW9PjuPsWAZB7sQ29L+3Cuf8MuPUpuEIH5jyjiSdOxbA1Mw+AF8L8eCbUVzo7CyFuKhKAhKhlYk8cZffqT3FrdQKv1lkAFBe6Yj7ZjLvZBaN+gEZ3XvncIgMPH4/mXGExDloNnzUNZZCP+w2sXgghagYJQELUEslR59j03Ue4tTyLXxfLOl7GUjsKzrflzuRtuPnbwf3boF7DK56/PzufR05Gk1lqws/Olvktw2jj6ngjP4IQQtQYEoCEqOEy4uPYOPdTHOqfIeD2SDQahdmsJf9SS1pejKKR407o9wJ0Gn/F/j4AS5IymBYZT6lStHJx4LuWYfjr7W7wJxFCiJpDApAQNVRueipbFszBaH8E784n0NkYAchLaYjfWTO9NVvhllFwxyvg7HPFa5iV4u2LSXxxKRWAu7zd+KxpKI7S2VkIcZOTACREDVOYm8NvPy4iLWM37i1PYmdf8Md+b2xPhjDU+AuEdYe+O8G/1VWvU2A0MeFMLBvTcwF4NtSXaWF+aKWzsxBCSAASoqYoKSrk4LpVnD+2Ac8O5/BpYFmPy1DsTMmZVvTPXofeqxj6LIKIgVcc4fWn+OISRp+4yKn8YvRaDR9HhHCPr8eN+ihCCFHjSQASwsqMJSUc27yBo7/+RL1bEgm6I8ay32hLwYW2dE/8DW/H7dD/DbjlcbDR/+P1DuUUMOZkNGklRrztbJjfIoz2bk7V/0GEEKIWkQAkhJWYTSZO79zK3pWL8GydScjAM2i1ZpTSkB/fjCZRSTSz2QidxsDtL4Gz979ec0VKFs+evYTBrGjubM93LRsQZC+dnYUQ4u8kAAlxgymliDqwl51LvsMlLJuQgcexsS0BID89BI8zDgxVO6DRbdBvPvg2/9drmpXi/ehkPo5NAaCvlytfNg3FyUZXnR9FCCFqLQlAQtxAsSeOsnPxfLROqfjdeQZ7R0sH5aJ8TzSnGjPEsB48G0LfJdCk3z/28/lTdKGBNy4ksiE9B4AJIT683MBfOjsLIcQ/kAAkxA2QHHWOXUsWkJd7Ea9bY3FyTwagtMSB4rNt6JO+EUenFOj7DnQcBzb//tjqTH4R/7mUyqqULMyArUbD++FB3O9fr5o/jRBC1H4SgISoRhkJcexZ+j2J54/i2zWH0IAoAEwmHQXRbeh46TBBtj9D57Fw+3Rw+vfwcji3gM9iU8qGtwPc6enK8w38aO0iMzsLIURFSAASohrkpqey96cfOLd3B/5dFQ3uOYVOZwIgLzGC0HPZ9NH+AuF3WFp9fJr+4/WUUuzJzuez2BR2ZuUDoAHu8nZncqgPLST4CCFEpUgAEqIKFebmcGDVjxzd9DP+7fQ0HhmJrV0xAAVZATidrMdQtQ28G0PfZdC49z/281FKsTkjl89iUziYWwiAjQbu9fXk6VAfGjleeekLIYQQ/0wCkBBV4M9JDA+tX4l7fTsajYjDwfnPldrdMJ1uRr+8tdg5ucPt70LHR0Fne9XrmZRibWo2n8WmcLrAEqD0Wg0P+NfjqRAfgmVouxBCXBcJQEJcB2NpKcc3/8y+FUvRuypCBqbiXC8egNJSPUXn2nJHylbcbGOg8xNw+4vg6HnV65WYzfyUksXnsalcLDIA4KTTMibQiyeCvPHRXz00CSGEqDgJQEJcA7PZxOmd2/ht2SKMpXn4dS/ENejcX1Zqb0Xr6LM00K2Dpn2gz1vgHX7V6xWZzCxKyuCrS6kkGEoB8LDR8ViQN48GeeFuK39VhRCiKsn/VYWoBKUUUb/vZfeS78lJTSSwiy1ujf5/pfb8lIb4nTXRW/Mr+IZD3+XQuNdVr5dnNDE/IZ3/xqWRXmq5hq+dDeODfRgVUE8mMhRCiGoiAUiIClBKEXPsML/9uJCkC+cIbO+GX6/ov6zU7oPtySCGGDeBowf0/ADaj7lqP5+MEiPfxKcxNyGNXKMZgGB7OyaG+HCfnyf2Ou2N+mhCCHFTkgAkxL+4dPI4e35cSGLkabybuBE+Mh1H17PA31Zqtz0Htz4Ftz0PDldeeT3JUMLXl9JYkJhBkdkSfBo76pkU6stQHw9stTJ7sxBC3AgSgIS4ioSzp9nz40LiTh2nXgM3Gg/PwcnzDPDnSu3t6J64B2/dGmjaz9LPx6vxFa8VW2Tg80upLE3KpEQpAFo5OzC5vi/9vdxk2QohhLjBJAAJ8TfJF86z58eFxBw9hGeIK43uzcfZyxJ8zGYt+fHNibgYR1PtevBrCv3mQcM7rnitswVF/Cc2lZV/LFcBcKubE5NDfbnd0wWNBB8hhLAKCUBC/CEtNpo9Py7iwsF9uAe60HBoES6+luCjlIa8hGaEXsiit2YbONeDnh9Bu9Ggu/yv0dHcQj6LTeHnPxYoBejp6cLkUF9udXe+YZ9JCCHElUkAEje9jPhL/LZsMef27cbVz4UGQ0pw8T2ARgNKQX5SOH7nS+il2QH2rtDxOeg6GRzcy11HKcXebMs6Xduz8gDLchUDvN2YHOpLK1muQgghagwJQOKmlZWcyN6ffuDM7u0413OkwV1GXAJ+R6Ox9NHJS2lEvUgdvdgDTl7Q+TXo+BjYu5W7jlKKLZl5fBabwoEcy6gwnQbu8fXg6RBfmjjJchVCCFHTSAASN52c1BT2rVjCqR1bcHCzJ6y/GZfAQ2i1luCTnxaGy1lHhqod4BoEXd+Dtg+DXfkWHJNSrE/L4bPYFE7mFwGW5Sru9/NkQogPIQ76G/7ZhBBCVIwEIHHTyMtMZ/+KHzmxdRN6ZxtCeytcQ46g1Vq6JxdkhOBwxoMh5i1QrxF0+wJajgCb8utulZoVy1My+fxSKlGFluUqHHVaRgfUY3ywD76yXIUQQtR4Vp1tbefOnQwaNIiAgAA0Gg2rVq36x+NXrFhB79698fb2xtXVlc6dO/PLL7+UO+b1119Ho9GUe0VERFTjpxA1XUF2Ftu+m8PcSeM4+9sWQnpCo+HHca9/Gq3WTEFWAKW/tWfwqcP09kmD4d/BhAPQ9qFy4Se71Mh/41K5dd9pnjkbR1ShAXcbHVPq+3KoczNmNAqU8COEELWEVVuACgoKaN26NWPHjuWee+751+N37txJ7969eeedd3B3d2fevHkMGjSI/fv307Zt27Ljmjdvzq+//lq2bWMjDV03o6K8XH5fs5wjv6xDozMT1F2DS9gpbGwsa20V5vigPVOffkU/YxfmDN2XQ6M74W9D04/kFvJdQjqrUrMoNlsek3n/sVzF6IB6OMtyFUIIUetYNRn079+f/v37V/j4Tz75pNz2O++8w+rVq1m7dm25AGRjY4Ofn19VlSlqmeKCfA6tX8Xhn1ejTKUEdLbBteFZbGxLACjK80KdbUTf/HXYRQRBt40Q2rncNQpNZlalZjE/IZ3jeUVl+5s72zMm0Ithvp44yHIVQghRa9XqphGz2UxeXh6enp7l9p8/f56AgADs7e3p3Lkzs2bNIiQk5KrXMRgMGAyGsu3c3Nxqq1lUn5KiQg5vWMvBdSswlhQT0EmPa+Nz2NpZfrfFBR6YzkbQJ/dn7Fs1hW47wb91uWtEFRazICGDpcmZ5BhNANhpNAz2cWdMoBftXR1l8kIhhKgDanUA+uCDD8jPz2fEiBFl+zp16sT8+fMJDw8nKSmJmTNn0r17d06ePImLi8sVrzNr1ixmzpx5o8oWVazUUMzRX9ZzYM1ySgrzCbjFAdfwC9jpLS03xYWulEa2oHfOZpzad4KuB8Cr0f+fb1b8kp7Dd4np7MrKL9sfYm/HqIB63O9fDy+7Wv1XRQghxN9olPpjYSIr02g0rFy5kqFDh1bo+MWLFzNu3DhWr15Nr169rnpcdnY2oaGhfPTRRzz66KNXPOZKLUDBwcHk5OTg6upaqc8hbhxjSQnHt2xk/8ofKczLIbCDM65NT6H/Y4V2Q7EzJZEt6ZWzA+dOD0KXieAWVHZ+kqGEhYkZLErMJLnE0i9IC/Sq58qYQC9u93SRNbqEEKIWyc3Nxc3NrULf37Xyn7VLlizhscceY9myZf8YfgDc3d1p0qQJUVFRVz1Gr9ej18ucLbWFyVjKyW2/sm/lUvIz0wlo60poi3j0DpZHlyUGR4rPt6Zn9j7cu4bDrZ9YJjLEMmnh7qx85iemszE9B9Mf8d/L1oYHA+rxUEA9gu3trnJnIYQQdUWtC0A//PADY8eOZcmSJQwcOPBfj8/Pz+fChQs8/PDDN6A6UZ3MJhOnd25l7/Il5KQlE9DanaD+Sdg7WdbrKi2xpyiqDV1zTuLTox10/KJs1ubsUiM/JmfyXUIGF4r+v7XvVjcnxgR6McDbDTutdGoWQoibhVUDUH5+frmWmejoaI4ePYqnpychISFMnz6dhIQEFixYAFgee40ePZpPP/2UTp06kZycDICDgwNubpYvuqlTpzJo0CBCQ0NJTExkxowZ6HQ6Ro4ceeM/oKgSZrOJyN92sfenxWQmJeDf3B3/3qk4uJwFwFhqR+HFNnTMvkjQnbdD22/A1gGwLEr6XWI6q1KyKPpjCLuzTstwP09GBdSjqbODtT6WEEIIK7JqADp48CA9e/Ys237uuecAGD16NPPnzycpKYlLly6Vvf+///0Po9HIhAkTmDBhQtn+P48HiI+PZ+TIkWRkZODt7U23bt3Yt28f3t7eN+ZDiSqjzGbO/76X335cRHp8LL4R7oTfloGj2x/Bx2hLYUxrWmWn07DPIGg5HHS2FJrMrE7K4LuEDI7mFZZdr5mTZQj7Pb4eMnePEELc5GpMJ+iapDKdqETVM5tMnNu3mwNrlpMWcxGvxm54tIvByd3S4mcy2VAQ25Km2UVEDHgCIu4CrZYLfxnCnv2XIeyD/hjC3kGGsAshRJ1W5ztBi7qptLiYE9s2cWj9anLTUvAMc6XRsFyc61n6+JjNWvIvtaRBto7Wg8dDwzswKvglI4fvEtLZ+Zch7MF/DGEfKUPYhRBCXIF8MwirK8jO4ugv6zj6y3qKCvLwb+GOb89snDz+EnwSmhGS6UrveydCSCeSDaUsiklhYVIGSQbLEHYNliHsowO96Onpgk5ae4QQQlyFBCBhNZmJCRxat5JTO7cAZvzbO+DcOAl7R0sfH7NZQ0FSBD7pvvQe+QzKtwW7s/OZdzK63BD2erY2POjvyUMB9QhxkOkMhBBC/DsJQOKGS4g8w8G1y4k6uB8HVz1B3TU41z+Pra1leLrRaEdhXHMCi/3off+z5LiGMic5i+8OnCWq8P+HsHf6yxB2vQxhF0IIUQkSgMQNocxmLhw6wO9rV5AYeRr3ABcaDDDiHHAWrdYMgKHIheLolrQLaUX9h8ZzrETHcwnprDx5qmwIu5NOyzBfD8YEeskQdiGEENdMApCoVsaSEk7v2srBdavITIzDN8KdRsPyyjo2AxTm+GKMbkqv3vej6dOTVWk5PHEikWN/WYW9qZM9owO9GCZD2IUQQlQBCUCiWhTl53Fs088c2biW4vxc/Ns54dMzBQdnS/8epTQUpDZAl9iEQY9N57jWgzcTM1i+9zQFJkuLkJ1Gw0BvN8YEenGLm5MMYRdCCFFlJACJKpWblsqh9as4sXUTWhuFbwcNzmEXy1ZmN5lsKIhvjoe5NXc+OI1VmUX0PZ/Osby0sms0dNDzUEA9hvt5yhB2IYQQ1UK+XUSVSIm+wMG1K4jcuwtnL0eC7ijGOfAcOp1lQsISgyOFMa1p1mQwpcPuYmFiBo8eiCrX2jPA242HA+rRxd1ZWnuEEEJUKwlA4poppYg9foTf164g9sQRvBu702BoPs5ep/gzvxTl1cMQ04oOg6awq7UPzySmc+zgubJrSGuPEEIIa5BvHFFpJqORyL27OLh2BWlxMQS0diF8ZDqOrmfLjslPD8Wc1IaQB19haUQBz8dnUWCKA8D2j7490tojhBDCWiQAiQorKSrk+JZfOPzzGooLsvHrYEuz22Oxsy8AwGTSUZAYgYY7yO/9MN8npnPsxP8vZtvgj9aeEdLaI4QQwsrkW0j8q/ysTI5sWMOxzT9j4wDe7YtxDj6HjY1lCYrSEnsKY1tjbPIIB2+NYHlKFgWR5Vt7HgqoR1dp7RFCCFFDSAASV5URH8fBdSs4s2sbbkGOBPXOwtk3Go3GMilhcYE72ZduIbvHM6zxwjJvT2IGIK09Qgghajb5ZhLlKKVIOHuK39cs5+KR3/Fr4UqDe9Nwck8uO6YgM4iorL4kdBnJarc88tMtQ9yltUcIIURtIQFIAGA2m4j6fR8HVy8jNS4G//Z6mj6cgN7h/1dkz0hpwSHbERxv0I5j9YogNQeQ1h4hhBC1j3xb3eRMRiOndvzK7yuXYCgpxKdDKU1vi8TGtgQAY6kdZ1N6cyhgBL8Fu5JvMkNeEbZ/mbdHWnuEEELUNhKAblJms4mze3ayd8k80JfieWsWzn4XyhYmzSnyZnf2cI6G9uJ0sKXPDyYzYQ52PBTgxX3S2iOEEKIWk2+wm4xSivMHfuO3Rd9gtjdQr3syLj6xZe+fzevIttK7OeIdQYGjglIlrT1CCCHqHAlANwmlFDFHD7F74f8w2xXg0S0BZy/LUPUipWd73j3s0vci1tXdcoJZSWuPEEKIOku+1W4CcaeOs3PBl5js8nDvEouTRxIAycqPnwtH8pvjrRS5Wf5TkNYeIYQQNwMJQHVY0vlIds7/nFK7TNxujcbRLQUzGo6Z2/BzyQhO2TdBOVsCTn0HOx4O8GKEnwfedrZWrlwIIYSoXhKA6qDUmIvsmvcZxbapuN1yAQeXdIqw5xc1gF9MQ0ix9QIHy7F3eLrwaJA3PT1d0EprjxBCiJuEBKA6JCMhjp1zP6PILgHX9udwd84iGX9+VI+ykzsp1upBC846Lff7e/JIoBcNHe2tXbYQQghxw0kAqgNyUpPZMfcTCm1icWkXibNjLsdpwy9qAse1beGPhp1GjnrGBnoxws8TZxuddYsWQgghrEgCUC2Wn5nB9m8+pMDmIi6tzuDkYGY7PdlEf1I0/qCxZJ8767nyWJAXPTzkMZcQQggBEoD+r727D2rqzPcA/j0EEkIKVFQSUohSda/FVxThKt5xXampZexY24ouKEq7szpYeXEUrIMvt0V8GbtWpVhtK84drTpTtFa3dmmKuloVlMbKFdFWLrpVQFchGHlrcu4frplSUUMLOYfN9zPDDOc5b9/zDJz85jwn53RL9yz1KNq6Dlavy/AdcgEtqh74BNPxd/weTcL9m3t8FR74Y1BPzAnuhb5qlcSJiYiI5IUFUDfSZL2Lrz9YC6uqHJrB5ahShuFvWIjzwnDHMgN8VHg9uDde0/aAhsNcRERE7WIB1A20NDWi8IMcNCovQBj0fzjtFY1CJN0f5sL9Ya6JvfzwxjO9MbYHn91DRET0JCyAZOynlhb87f1sNPqcR/1z9fja83n8HQvR/K9hLj8PAfHP9MLsZ3qhD4e5iIiInMYCSIZsP/2EL3L/G42a7/D9YA2+8piC/xWGOub/ztsLf+qjxVRtD2gUHOYiIiLqKBZAMmK32/DXTStQ9/RFnBkcApMwDzcFLQBAEO2YGOCHP/XR8hUVREREvxELIBkQ7XYc3LgcVYH/wInBYfhGWIhm4f4DCn1+asYsgx6v99EixFspcVIiIqJ/Dx5S7vzYsWOYPHky9Ho9BEHA/v37n7jOkSNHMGLECKhUKvTv3x/5+fkPLZObm4u+ffvC29sbUVFRKC4u7vzwnUAURRRseAsrChbhL0N/h3eCUlDk8TyaBW8803gHa/oFoewPo7DiP0JY/BAREXUiSa8AWa1WDBs2DElJSZg6deoTl6+srERsbCzmzp2LnTt3wmQy4Y033kBQUBCMRiMAYM+ePUhPT8eWLVsQFRWFDRs2wGg0oqKiAoGBgV19SE77n43L8E0fFY4NHY9/Cr0BAB6iDcMs17Hs9+Pxn/4aDnMRERF1EUEURVHqEAAgCAL27duHKVOmPHKZjIwMHDp0CGVlZY626dOno66uDocPHwYAREVFYdSoUdi8eTMAwG63IyQkBG+++SYyMzOdymKxWODv74/6+nr4+fn9+oNqx3t5q3CsTwCKvcPRKtz/5pbGbsV/3f4Hsie/jGd4pYeIiOhX6cjnd7e6B+jkyZOIiYlp02Y0GpGamgoAaGlpwdmzZ7FkyRLHfA8PD8TExODkyZOP3G5zczOam5sd0xaLpXOD/0v8vjyYBr7omA5p/RETbt3EirhZ8FZIOhpJRETkVrpVAVRdXQ2tVtumTavVwmKxoLGxEXfu3IHNZmt3mYsXLz5yuzk5OVi5cmWXZP650H/WwcPfhvDGMjx/uxEpCX/mMBcREZEEeNkBwJIlS1BfX+/4uXbtWpfsJ/OPKfjL9WIcik1E6sy5LH6IiIgk0q2uAOl0OtTU1LRpq6mpgZ+fH9RqNRQKBRQKRbvL6HS6R25XpVJBper6Jyk/5eODuIR5Xb4fIiIierxudQVo9OjRMJlMbdoKCwsxevRoAIBSqcTIkSPbLGO322EymRzLEBEREUlaAN29exdmsxlmsxnA/a+5m81mXL16FcD9oalZs2Y5lp87dy6uXLmCxYsX4+LFi3j//fexd+9epKWlOZZJT0/Htm3bsGPHDpSXl2PevHmwWq2YM2eOS4+NiIiI5EvSIbAzZ85g/Pjxjun09HQAQGJiIvLz83Hjxg1HMQQAoaGhOHToENLS0vDee+8hODgYH374oeMZQAAQFxeHmzdvYtmyZaiursbw4cNx+PDhh26MJiIiIvclm+cAyUlXPgeIiIiIukZHPr+71T1ARERERJ2BBRARERG5HRZARERE5HZYABEREZHbYQFEREREbocFEBEREbkdFkBERETkdlgAERERkdthAURERERup1u9Dd5VHjwc22KxSJyEiIiInPXgc9uZl1ywAGpHQ0MDACAkJETiJERERNRRDQ0N8Pf3f+wyfBdYO+x2O65fvw5fX18IgtCp27ZYLAgJCcG1a9f4nrEnYF85j33lPPaV89hXzmNfOa8r+0oURTQ0NECv18PD4/F3+fAKUDs8PDwQHBzcpfvw8/PjP4mT2FfOY185j33lPPaV89hXzuuqvnrSlZ8HeBM0ERERuR0WQEREROR2WAC5mEqlwvLly6FSqaSOInvsK+exr5zHvnIe+8p57CvnyaWveBM0ERERuR1eASIiIiK3wwKIiIiI3A4LICIiInI7LICIiIjI7bAAcqHc3Fz07dsX3t7eiIqKQnFxsdSRZCcnJwejRo2Cr68vAgMDMWXKFFRUVEgdq1tYvXo1BEFAamqq1FFk68cff0RCQgJ69uwJtVqNIUOG4MyZM1LHkh2bzYasrCyEhoZCrVajX79+ePvtt516v9K/u2PHjmHy5MnQ6/UQBAH79+9vM18URSxbtgxBQUFQq9WIiYnB5cuXpQkrscf1VWtrKzIyMjBkyBBoNBro9XrMmjUL169fd1k+FkAusmfPHqSnp2P58uUoLS3FsGHDYDQaUVtbK3U0WTl69CiSk5Nx6tQpFBYWorW1FRMnToTVapU6mqyVlJTggw8+wNChQ6WOIlt37txBdHQ0vLy88MUXX+DChQtYv349evToIXU02VmzZg3y8vKwefNmlJeXY82aNVi7di02bdokdTTJWa1WDBs2DLm5ue3OX7t2LTZu3IgtW7bg9OnT0Gg0MBqNaGpqcnFS6T2ur+7du4fS0lJkZWWhtLQUBQUFqKiowEsvveS6gCK5RGRkpJicnOyYttlsol6vF3NyciRMJX+1tbUiAPHo0aNSR5GthoYGccCAAWJhYaE4btw4MSUlRepIspSRkSGOHTtW6hjdQmxsrJiUlNSmberUqWJ8fLxEieQJgLhv3z7HtN1uF3U6nbhu3TpHW11dnahSqcRPPvlEgoTy8cu+ak9xcbEIQKyqqnJJJl4BcoGWlhacPXsWMTExjjYPDw/ExMTg5MmTEiaTv/r6egBAQECAxEnkKzk5GbGxsW3+vuhhBw4cQEREBF577TUEBgYiPDwc27ZtkzqWLI0ZMwYmkwmXLl0CAJw7dw7Hjx/HpEmTJE4mb5WVlaiurm7zv+jv74+oqCie651QX18PQRDw9NNPu2R/fBmqC9y6dQs2mw1arbZNu1arxcWLFyVKJX92ux2pqamIjo7G4MGDpY4jS7t370ZpaSlKSkqkjiJ7V65cQV5eHtLT0/HWW2+hpKQECxYsgFKpRGJiotTxZCUzMxMWiwUDBw6EQqGAzWZDdnY24uPjpY4ma9XV1QDQ7rn+wTxqX1NTEzIyMjBjxgyXvUyWBRDJVnJyMsrKynD8+HGpo8jStWvXkJKSgsLCQnh7e0sdR/bsdjsiIiKwatUqAEB4eDjKysqwZcsWFkC/sHfvXuzcuRO7du3CoEGDYDabkZqaCr1ez76iTtfa2opp06ZBFEXk5eW5bL8cAnOBXr16QaFQoKampk17TU0NdDqdRKnkbf78+Th48CCKiooQHBwsdRxZOnv2LGprazFixAh4enrC09MTR48excaNG+Hp6QmbzSZ1RFkJCgpCWFhYm7bnnnsOV69elSiRfC1atAiZmZmYPn06hgwZgpkzZyItLQ05OTlSR5O1B+dznuud96D4qaqqQmFhocuu/gAsgFxCqVRi5MiRMJlMjja73Q6TyYTRo0dLmEx+RFHE/PnzsW/fPnz99dcIDQ2VOpJsTZgwAefPn4fZbHb8REREID4+HmazGQqFQuqIshIdHf3QIxUuXbqEPn36SJRIvu7duwcPj7YfDwqFAna7XaJE3UNoaCh0Ol2bc73FYsHp06d5rm/Hg+Ln8uXL+Oqrr9CzZ0+X7p9DYC6Snp6OxMREREREIDIyEhs2bIDVasWcOXOkjiYrycnJ2LVrFz777DP4+vo6xs39/f2hVqslTicvvr6+D90bpdFo0LNnT94z1Y60tDSMGTMGq1atwrRp01BcXIytW7di69atUkeTncmTJyM7OxsGgwGDBg3Ct99+i3fffRdJSUlSR5Pc3bt38f333zumKysrYTabERAQAIPBgNTUVLzzzjsYMGAAQkNDkZWVBb1ejylTpkgXWiKP66ugoCC8+uqrKC0txcGDB2Gz2Rzn+4CAACiVyq4P6JLvmpEoiqK4adMm0WAwiEqlUoyMjBRPnToldSTZAdDuz/bt26WO1i3wa/CP9/nnn4uDBw8WVSqVOHDgQHHr1q1SR5Ili8UipqSkiAaDQfT29hafffZZcenSpWJzc7PU0SRXVFTU7jkqMTFRFMX7X4XPysoStVqtqFKpxAkTJogVFRXShpbI4/qqsrLykef7oqIil+QTRJGP9iQiIiL3wnuAiIiIyO2wACIiIiK3wwKIiIiI3A4LICIiInI7LICIiIjI7bAAIiIiIrfDAoiIiIjcDgsgIiIicjssgIiIiKjbEAQB+/fv/83bYQFERERETzR79mwIgoC5c+c+NC85ORmCIGD27Nmdtr8VK1Zg+PDhnba9X2IBRERERE4JCQnB7t270djY6GhramrCrl27YDAYJEzWcSyAiIiIyCkjRoxASEgICgoKHG0FBQUwGAwIDw93tDU3N2PBggUIDAyEt7c3xo4di5KSEsf8I0eOQBAEmEwmREREwMfHB2PGjEFFRQUAID8/HytXrsS5c+cgCAIEQUB+fr5j/Vu3buHll1+Gj48PBgwYgAMHDnT4WFgAERERkdOSkpKwfft2x/THH3+MOXPmtFlm8eLF+PTTT7Fjxw6Ulpaif//+MBqNuH37dpvlli5divXr1+PMmTPw9PREUlISACAuLg4LFy7EoEGDcOPGDdy4cQNxcXGO9VauXIlp06bhu+++w4svvoj4+PiHtv0kLICIiIjIaQkJCTh+/DiqqqpQVVWFEydOICEhwTHfarUiLy8P69atw6RJkxAWFoZt27ZBrVbjo48+arOt7OxsjBs3DmFhYcjMzMQ333yDpqYmqNVqPPXUU/D09IROp4NOp4NarXasN3v2bMyYMQP9+/fHqlWrcPfuXRQXF3foODx/WzcQERGRO+nduzdiY2ORn58PURQRGxuLXr16Oeb/8MMPaG1tRXR0tKPNy8sLkZGRKC8vb7OtoUOHOn4PCgoCANTW1j7xfqKfr6fRaODn54fa2toOHQcLICIiIuqQpKQkzJ8/HwCQm5v7q7fj5eXl+F0QBACA3W7v0HoP1nVmvZ/jEBgRERF1yAsvvICWlha0trbCaDS2mdevXz8olUqcOHHC0dba2oqSkhKEhYU5vQ+lUgmbzdZpmX+JV4CIiIioQxQKhWM4S6FQtJmn0Wgwb948LFq0CAEBATAYDFi7di3u3buH119/3el99O3bF5WVlTCbzQgODoavry9UKlWnHQMLICIiIuowPz+/R85bvXo17HY7Zs6ciYaGBkRERODLL79Ejx49nN7+K6+8goKCAowfPx51dXXYvn17pz5oURBFUey0rRERERF1A7wHiIiIiNwOCyAiIiJyOyyAiIiIyO2wACIiIiK3wwKIiIiI3A4LICIiInI7LICIiIjI7bAAIiIiIrfDAoiIiIjcDgsgIiIicjssgIiIiMjt/D8yg98VbOw9PAAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for NReverseStep in [1,2,5,10,15,20,50,100,500,1000]:\n",
" #Create RQA schedule\n",
" RQAschedule = []\n",
" TargetS = 0.18\n",
" ReverseStep = (1.0 - TargetS) / NReverseStep\n",
" beta = 5.0\n",
" MC_step = 20\n",
" #Reverse Step\n",
" #for i in range(NReverseStep):\n",
" for i in range(NReverseStep):\n",
" step_sche = [1.0-i*ReverseStep, beta, MC_step]\n",
" RQAschedule.append(step_sche) \n",
"\n",
" init_state = QA_init_state \n",
"\n",
"\n",
" sampleset_RQA_Reverse = sampler.sample_qubo(QUBO, schedule=RQAschedule, initial_state = init_state, num_reads=10, reinitialize_state=True) # execute annealing from the same initial state every time \n",
" for state in sampleset_RQA_Reverse.record:\n",
" selected_charts = list()\n",
" for i in range(Nassets):\n",
" if state[0][i]:\n",
" selected_charts.append(Chart[i])\n",
" portfolioChart = np.mean(selected_charts, axis=0)\n",
" plt.plot(list(range(13)), portfolioChart, label=(\"Energy=\"+str(state[1])))\n",
" plt.xlabel(\"Month\", loc=\"right\")\n",
" plt.ylabel(\"Portofolio Asset Amount\", loc=\"top\")\n",
" plt.text(0.2,1.8, \"NReverseStep =\"+'{:.2f}'.format(NReverseStep))\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Also, with regards to MC steps, it is determined that its impact on the final result is negligible unless the product of (number of divisions)x(MC steps) is excessively small.\n",
"In the case of the default setting with `SQASampler()`, about $1000$ should work."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### For pause phase\n",
"\n",
"As already explained, the pause phase is an extension of the final step of the reverse phase, behaves similarly to the reverse phase when altering $s$ and $\\beta$ of the overall annealing.\n",
"Also, since the steps of the pause phase is equivalent to the extension of the final step, its impact on the reverse phase is expected to be limited, even if it is changed. \n",
"\n",
"However, modifying only $\\beta$ during the pause phase resembles classical annealing with incomplete quantum annealing.\n",
"Here we examine the effect of changing the system temperature from $\\beta=5.0$ to a gradual target $\\beta$.\n",
"We obtain the results that are similar to the final state when annealing is performed at a different $\\beta$ in reverse phase."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for beta in [0.1,0.5,1.0,2.5,5.0,10.0,20.0,50.0]:\n",
" #Create RQA schedule\n",
" RQAschedule = []\n",
" NReverseStep = 50\n",
" TargetS = 0.18\n",
" ReverseStep = (1.0 - TargetS) / NReverseStep\n",
" MC_step = 20\n",
" #Reverse Step\n",
" #for i in range(NReverseStep):\n",
" for i in range(NReverseStep):\n",
" step_sche = [1.0-i*ReverseStep, 5.0, MC_step]\n",
" RQAschedule.append(step_sche) \n",
" \n",
" #Pause Phase\n",
" NPauseStep = 50\n",
" betaStep = (5.0-beta) / NPauseStep\n",
" for i in range(NReverseStep):\n",
" step_sche = [TargetS, 5.0-i*betaStep, MC_step]\n",
" RQAschedule.append(step_sche) \n",
"\n",
" init_state = QA_init_state \n",
"\n",
"\n",
" sampleset_RQA_Reverse_Pause = sampler.sample_qubo(QUBO, schedule=RQAschedule, initial_state = init_state, num_reads=10, reinitialize_state=True) # execute annealing from the same initial state every time \n",
" for state in sampleset_RQA_Reverse_Pause.record:\n",
" selected_charts = list()\n",
" for i in range(Nassets):\n",
" if state[0][i]:\n",
" selected_charts.append(Chart[i])\n",
" portfolioChart = np.mean(selected_charts, axis=0)\n",
" plt.plot(list(range(13)), portfolioChart, label=(\"Energy=\"+str(state[1])))\n",
" \n",
" plt.xlabel(\"Month\", loc=\"right\")\n",
" plt.ylabel(\"Portofolio Asset Amount\", loc=\"top\")\n",
" plt.text(0.2,1.8, \"Target beta =\"+'{:.2f}'.format(beta))\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### For forward phase\n",
"\n",
"The forward phase is the stage in which standard quantum annealing is executed, starting from the states acquired through the reverse and pause Phases.\n",
"The conditions for the parameters in this phase we have to consider are essentially equivalent to those required for standard annealing to work correctly.\n",
"We examine $\\beta$ and the number of division steps in the same way as reverse and pause phases , we find that even with a modest number of divisions and $\\beta$, the results converged to the optimal solution. \n",
"\n",
"An example script is shown below.\n",
"In the reverse phase and pause phase, we employ the settings obtained from previous investigations, with only the forward phase undergoing annealing with a coarse resolution and small $\\beta$."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Create RQA schedule\n",
"RQAschedule = []\n",
"NReverseStep = 50\n",
"TargetS = 0.18\n",
"ReverseStep = (1.0 - TargetS) / NReverseStep\n",
"MC_step = 20\n",
"#Reverse Step\n",
"#for i in range(NReverseStep):\n",
"for i in range(NReverseStep):\n",
" step_sche = [1.0-i*ReverseStep, 5.0, MC_step]\n",
" RQAschedule.append(step_sche) \n",
" \n",
"#Pause Phase\n",
"NPauseStep = 50\n",
"step_sche = [TargetS, 5.0, MC_step*NPauseStep]\n",
"RQAschedule.append(step_sche) \n",
"\n",
"#Forward Phase\n",
"NForwardStep = 5\n",
"ForwardStep = (1.0 - TargetS) / NForwardStep\n",
"for i in range(NForwardStep):\n",
" step_sche = [TargetS+(i+1)*ForwardStep, 2.5, MC_step]\n",
" RQAschedule.append(step_sche)\n",
"\n",
"init_state = QA_init_state \n",
"\n",
"sampleset_RQA_Reverse_Pause_Forward = sampler.sample_qubo(QUBO, schedule=RQAschedule, initial_state = init_state, num_reads=10, reinitialize_state=True) # execute annealing from the same initial state every time \n",
"for state in sampleset_RQA_Reverse_Pause_Forward.record:\n",
" selected_charts = list()\n",
" for i in range(Nassets):\n",
" if state[0][i]:\n",
" selected_charts.append(Chart[i])\n",
" portfolioChart = np.mean(selected_charts, axis=0)\n",
" plt.plot(list(range(13)), portfolioChart, label=(\"Energy=\"+str(state[1])))\n",
"\n",
"plt.xlabel(\"Month\", loc=\"right\")\n",
"plt.ylabel(\"Portofolio Asset Amount\", loc=\"top\")\n",
"plt.text(0.2,1.8, \"NForwardStep =\"+'{:.2f}'.format(NForwardStep))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Concluding remarks\n",
"\n",
"We implemented reverse quantum annealing utilizing OpenJij to solve a portfolio optimization problem.\n",
"In this tutorial, we elucidated the RQA problem formulation, the procedure for specifying the schedule, and the parameters to take into account when performing RQA.\n",
"We showed that the RQA method can be used to obtain the correct optimal solution. \n",
"\n",
"Similar methods can be employed to discover a better solution for other difficult problem with numerous suboptimal solutions close to the optimal one. \n",
"If we only obtain a predicament with local minimum through standard quantum annealing, attempting RQA in this manner may assist in resolving the predicament. \n",
"\n",
"Additionally, there were some aspects of RQA that we did not discuss in this tutorial, such as the effect of the schedule from a linear function to a nonlinear form, yet we can be easily implemented it by modifying the code in this treatise. \n",
"If you are interested, please give it a try."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Appendix A: if the simulation results are not good...\n",
"\n",
"The script in this tutorial to generate a stock set is not guaranteed to yield an \"admirable\" set of stocks. \n",
"Therefore, there exists the possibility of experimenting with sets that possess a biased distribution in certain instances. \n",
"In such situations, the genetic algorithm calculation might experience an extended execution time or RQA might not converge with parameters such as $s$ or $\\beta$ that were utilized by default in this tutorial. \n",
"In such cases, we might consider regenerating the stock set or manually adjusting the RQA parameters to reach the optimal resolution."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Appendix B: Executing RQA on the D-Wave machine\n",
"\n",
"RQA can also be performed on D-Wave machines by using the method described in this tutorial.\n",
"We show a sample script below.\n",
"The schedule settings and other arguments differ based on the implementation and the discrepancy between the simulation and the actual machine, however, the implementation is fundamentally the same. \n",
"For more details, please refer to the documentation on the official D-Wave website.\n",
"Moreover, the difference in outcomes between standard annealing and RQA is more likely to become apparent on an actual device, given that the effects of noise and the like are more likely to be observed."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from dwave.system import DWaveSampler, EmbeddingComposite\n",
"\n",
"token = '*** your user token ***'\n",
"endpoint = '*** your dwave endpoint***' #'https://cloud.dwavesys.com/sapi/' as defaults\n",
"\n",
"dw_sampler = DWaveSampler(solver='Advantage_system4.1', token=token) #Choose your dwave machine/simulator\n",
"sampler = EmbeddingComposite(dw_sampler)\n",
"\n",
"Nassets = 48\n",
"\n",
"\n",
"# RQA schedule\n",
"timing = (0,1,2,3) # start and end time of each phase \n",
"Ratio = (1.0,0.38,0.38,1.0) # value of s when each phase changes\n",
"schedule = list(zip(timing,Ratio)) # put them together in a schedule \n",
"plt.plot(timing,Ratio)\n",
"plt.show()\n",
"\n",
"#Create QUBO\n",
"QUBO = np.random.rand(Nassets**2).reshape(Nassets, Nassets)\n",
"for i in range(Nassets):\n",
" for j in range(Nassets):\n",
" QUBO[i][j] = PairwiseCorrMat[i][j]\n",
"for i in range(Nassets):\n",
" QUBO[i][i] = QUBO[i][i] + SR_list[i]\n",
"\n",
"import matplotlib.pyplot as plt\n",
"plt.imshow(QUBO)\n",
"plt.colorbar()\n",
"plt.show()\n",
"\n",
"#FQA\n",
"sampleset = sampler.sample_qubo(QUBO,num_reads=10)\n",
"print(sampleset.record)\n",
"\n",
"min_forword = 0\n",
"for result in sampleset.record:\n",
" if result[1] < min_forword:\n",
" min_forword = result[1]\n",
" best_forword = result[0]\n",
"selected_charts = list()\n",
"for i in range(Nassets):\n",
" if best_forword[i]:\n",
" selected_charts.append(Chart[i])\n",
"portfolioChart_FQA = np.mean(selected_charts, axis=0)\n",
"plt.plot(list(range(13)), portfolioChart_FQA,color=\"r\",label=\"Forward Annealing\")\n",
"\n",
"#RQA\n",
"sampleset_RQA = sampler.sample_qubo(QUBO,num_reads=10, anneal_schedule=schedule, initial_state = QA_init_state)\n",
"print(sampleset_RQA.record)\n",
"\n",
"min_RQA = 0\n",
"for result in sampleset_RQA.record:\n",
" if result[1] < min_RQA:\n",
" min_RQA = result[1]\n",
" best_RQA = result[0]\n",
"selected_charts = list()\n",
"for i in range(Nassets):\n",
" if best_RQA[i]:\n",
" selected_charts.append(Chart[i])\n",
"portfolioChart_RQA = np.mean(selected_charts, axis=0)\n",
"plt.plot(list(range(13)), portfolioChart_RQA,color=\"b\",label=\"Reverse Annealing\")\n",
"plt.xlabel(\"Month\", loc=\"right\")\n",
"plt.ylabel(\"Portofolio Asset Amount\", loc=\"top\")\n",
"plt.legend()\n",
"plt.show()\n"
]
},
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"cell_type": "markdown",
"metadata": {},
"source": [
"## References\n",
"\n",
"1. Harry Markowitz, \"Portfolio selection\", The journal of finance, 7(1):77–91 (1952)\n",
"2. [Davide Venturelli, Alexei Kondratyev, \"Reverse Quantum Annealing Approach to Portfolio Optimization Problems\", Quantum Machine Intelligence volume 1, pages17–30 (2019)](https://link.springer.com/article/10.1007/s42484-019-00001-w)\n",
"3. Sharpe, William F., “Mutual fund performance”, The Journal of Business 39 (1), 119-138 (1966)"
]
}
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