From 9a6e54ba6bb928dcf9bea04cdcbb6e648fb295b9 Mon Sep 17 00:00:00 2001 From: Harriet Howard Date: Tue, 25 Feb 2025 13:59:33 +0000 Subject: [PATCH 1/7] edit plot_dataset to have parameters argument --- src/qcodes/dataset/plotting.py | 49 ++++++++++++++++++++++++++++++---- 1 file changed, 44 insertions(+), 5 deletions(-) diff --git a/src/qcodes/dataset/plotting.py b/src/qcodes/dataset/plotting.py index 2f509072ca9..6a0d0d5689a 100644 --- a/src/qcodes/dataset/plotting.py +++ b/src/qcodes/dataset/plotting.py @@ -101,6 +101,7 @@ def plot_dataset( cutoff_percentile: tuple[float, float] | float | None = None, complex_plot_type: Literal["real_and_imag", "mag_and_phase"] = "real_and_imag", complex_plot_phase: Literal["radians", "degrees"] = "radians", + parameters: list[str] | str | None = None, **kwargs: Any, ) -> AxesTupleList: """ @@ -150,6 +151,8 @@ def plot_dataset( complex_plot_phase: Format of phase for plotting complex-valued data, either ``"radians"`` or ``"degrees"``. Applicable only for the cases where the dataset contains complex numbers + parameters: Optional names of dependent parameters to plot in the case + that the plotting of all is not desired **kwargs: Keyword arguments passed to the plotting function. Returns: @@ -206,7 +209,10 @@ def plot_dataset( alldata, conversion=complex_plot_type, degrees=degrees ) - nplots = len(alldata) + if isinstance(parameters, str): + parameters = [parameters] + + nplots = len(alldata) if parameters is None else len(parameters) if isinstance(axes, matplotlib.axes.Axes): axeslist = [axes] @@ -229,15 +235,46 @@ def plot_dataset( f"Provided arguments: {subplots_kwargs}" ) if len(axeslist) != nplots: - raise RuntimeError( - f"Trying to make {nplots} plots, but" - f"received {len(axeslist)} axes objects." - ) + if parameters is not None: + raise RuntimeError( + f"Trying to plot {len(parameters)} parameters " + f"but received {len(axeslist)} axes objects. " + ) + else: + raise RuntimeError( + f"Trying to make {nplots} plots, but" + f"received {len(axeslist)} axes objects." + ) if colorbars is None: colorbars = len(axeslist) * [None] new_colorbars: list[Colorbar | None] = [] + if parameters == None: + log.debug("No data specified - plotting all.") + + else: + # validate parameters + dependents = [] + for i in range(len(dataset.dependent_parameters)): + dependents.append(dataset.dependent_parameters[i].name) + for param in parameters: + if param not in dependents: + raise ValueError( + f"Invalid parameter(s) given. Received {parameters} " + f"but can only accept elements from {dependents}. " + ) + + log.debug(f"Plotting data for {parameters}.") + + for i, data in enumerate(alldata): + if len(data) == 2: # 1D PLOTTING + if data[1]['name'] not in parameters: + alldata.pop(i) + elif len(data) == 3: # 2D PLOTTING + if data[2]['name'] not in parameters: + alldata.pop(i) + for data, ax, colorbar in zip(alldata, axeslist, colorbars): if len(data) == 2: # 1D PLOTTING log.debug(f"Doing a 1D plot with kwargs: {kwargs}") @@ -383,6 +420,7 @@ def plot_by_id( cutoff_percentile: tuple[float, float] | float | None = None, complex_plot_type: Literal["real_and_imag", "mag_and_phase"] = "real_and_imag", complex_plot_phase: Literal["radians", "degrees"] = "radians", + parameters: list[str] | str | None = None, **kwargs: Any, ) -> AxesTupleList: """ @@ -403,6 +441,7 @@ def plot_by_id( cutoff_percentile, complex_plot_type, complex_plot_phase, + parameters, **kwargs, ) From 79b15bdf1414d300364101f144b1268f6b59e44a Mon Sep 17 00:00:00 2001 From: Harriet Howard Date: Mon, 3 Mar 2025 13:04:55 +0000 Subject: [PATCH 2/7] add example to offline plotting tutorial notebook --- .../DataSet/Offline Plotting Tutorial.ipynb | 217 ++++++++++-------- src/qcodes/dataset/plotting.py | 6 +- 2 files changed, 118 insertions(+), 105 deletions(-) diff --git a/docs/examples/DataSet/Offline Plotting Tutorial.ipynb b/docs/examples/DataSet/Offline Plotting Tutorial.ipynb index a347f62f972..4ca55ffd8bf 100644 --- a/docs/examples/DataSet/Offline Plotting Tutorial.ipynb +++ b/docs/examples/DataSet/Offline Plotting Tutorial.ipynb @@ -99,7 +99,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Starting experimental run with id: 743\n" + "Starting experimental run with id: 4. \n" ] } ], @@ -147,14 +147,12 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkIAAAHHCAYAAABTMjf2AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAcBdJREFUeJzt3Qd0VNXWB/Cd3ntPSAi9N+mCIEVAUFRUxIYIivoQFdTnw6dSLKio+Gyon4Co8GiCoj4VUKRI770ECAmkkd77fGvvmXszk96n/X9r3Uyf3LlzZ+6effY5x0aj0WgIAAAAwArZGnsFAAAAAIwFgRAAAABYLQRCAAAAYLUQCAEAAIDVQiAEAAAAVguBEAAAAFgtBEIAAABgtRAIAQAAgNVCIAQAAABWC4EQWJ2vv/6abGxsKDo6mqxRcXEx/fOf/6Tw8HCytbWlO++8U67Pzs6mxx57jIKDg2X7PPfcc7KN+DxvM8W8efPkOnPx119/yfryaXMwt+1jqngb8ra0RGPHjqXHH3/c2KthUe/76dOnyd7enk6ePFnnxyIQquZAqSy8ccPCwmjKlCl07do1MgXp6elyEPv999/l8saNG8nJyYkKCgqqfdybb74pr6lr164NPrBUtaxevbrezw1lPvvsM4MApLEsW7aMFi1aRPfccw+tWLGCZs2aJde/9dZb8v+eeuop+vbbb+nhhx8ma/e///2v0i/l3Nxcub65giswTbt375b9gL+Pa+vvv/+mzZs300svvdSk62ZtOnfuTOPGjaPXXnutzo+1b5I1shALFiygVq1aUX5+Pu3du1cOErt27ZKI09nZ2ajrtn//fjnt37+/nO7Zs4d69eolwVBVrl69Kgc7Nze3RlmHZ555hvr27Vvh+oEDB5Ip4wP8pEmTqt1WphII+fv7SwDemP78808J7BcvXlzh+gEDBtDcuXPV6yrLmr3yyiv0r3/9i6wlEPr0008rBEMcCM2fP1/O33zzzVa7fZpSXl6e/Ag19UCI9wP+jHp7e9fqMfwjZMSIEdS2bdsmXz9r8+STT0q27eLFi9SmTZtaP8609zIju/XWW6lPnz5ynpsM+KD0zjvv0KZNm2jixIlGD4Q6dOigfvg4EFKCoqq88MILcqArKSmh5OTkBq/DTTfdJFkFc5GTkyNBoJ2dnSzWKikpqdIvbb6ef1XVhA9Opn6AMiZsn/orLS2lwsJC+aFp7B+bTYE/Y7/88gt9/vnnxl4VizRy5Ejy8fGRTDcnMmoLTWN1PPAzjjYV/Guw/C9Cxr8QIiMj1ctKrcV7771HX375pUSrnJHgjMqBAwdq9f8zMjIkgOGFA58ePXrI+cTERDp06BB17NhRLvP9ytuxYwetX7+ePvzwQ2ouy5cvl9fMTTH6OCvF1/Ov7fLbhrMULVu2JBcXFxo6dGil7b1nz56VAMzX11e+LDlY5eC0subN7du30z/+8Q8KDAykFi1aGNymn+3g9+q2226Tpg5+Pv7/3bp1U5s+NmzYIJf5//Xu3ZuOHDnSoPXi9Pjs2bMpICBAgrO77rqLrl+/brA+p06dkvVXmhwr28/KB3rPP/+81P7wvsWBMm9TjUZjsJ23bdsmz608r9LUefnyZfmSVq6vqoaqshoYvvz000/TDz/8IM2u/P+7dOlCv/32W4XHc/Py1KlTKSgoSL1f+X2kNpT3jJsZevbsKducAzl+r2pj3bp18l7ye80/ch566CGDpm/+DHM2SHl9+tuF3zfG2QDleiVr1NDto+yD/Hr4e+KLL76od91RTfskH5j5tfC+pewnLCoqSvbL++67T72O78Przt81N954o2w3zphXdlDnJnrOLHLWg18r75Ncl1a+6V7ZLitXrpTtwfdVtkn5WhFlG5w/f17eKy8vL1n3V199VdY9NjaW7rjjDvL09JQ6t/fff7/B61Xd+8Xr8+KLL8p53g41fW4Yf764Ro8P2PX5XtDPFivbKzQ0lGbMmFGhee7ChQt09913y7bg956//zgTrn984O/o4cOHy/cjPxd/fpYsWVLh/zX0+5E/S+7u7nTp0iUaPXq0vDZebw5W9Pe7qtT2O8PBwUH20x9//JHqRAMVLF++nN8ZzYEDBwyu/+STT+T6JUuWqNcNHTpUlvIeeeQRTcuWLdXLly9flsf26tVL07ZtW80777yjeffddzX+/v6aFi1aaAoLC2tcL/4//Bw1LeXXp7i4WNO9e3fNE088oT5Ply5dNPW1bds2+T/Lli3TXL9+vcJSWlqq3ve2227TeHl5aWJiYuTy8ePHNY6Ojppp06ZV2DbdunXTREZGyraZP3++xtfXVxMQEKBJSEhQ73vy5El5vs6dO8v9+D0ZMmSIxsbGRrNhw4YK7yHfj1/vxx9/rHn77bcNbuP/q+D3qkOHDpqQkBDNvHnzNIsXL9aEhYVp3N3dNd99950mIiJCHs8L/39+D0tKSuq9XrwfDB8+XNbr+eef19jZ2WkmTpyo3m/jxo2yX3Ts2FHz7bffyrJ58+Yq3xPe5vx8/P8ee+wx+f+33367/K/nnntO7pOdnS3Pw8/Jz608L29fPuV9sWfPnur1fH/lveH1VsydO1eu08eXe/ToIdvv9ddf13z44Yea1q1ba1xdXTXJycnq/fh/8f8ODw/XLFiwQD5L48ePl8fzNq8Lfs/at2+v8fb21vzrX//SfPDBB7IP2draGmwrZX/l0/LvQ9++feX/8uNdXFxk/0tLS5P77N69W3PLLbfI/ZRtomwXXm++/q677lKvP3bsWIO3z+HDhzVOTk6yHryvvfnmm5rQ0FB5bF2/rmu7T65bt06e+z//+Y9c5v160KBBmqCgIIN1488Rr0tgYKDm6aef1nz00UeawYMHy2OXLl2q3o8fP2rUKHltvO998cUXcn97e3vNHXfcUWG7dOrUST7n/Jn/9NNPNUeOHFFv422pULYr76P333+/5rPPPtOMGzdOruP3nj+/Tz31lFzP68/Xb9++vd7rVdP7xe83r4ey7+rvH1Xhz6afn1+F62v7vaC/HUaOHCn349fA9+N9WTmOFBQUaFq1aiXv1xtvvKH56quvZPvyfaKjo9Xn4stTpkyR9efn4u3Dz837ir6Gfj/y8dDZ2VnTrl07zcMPPyzPz8cG/l+vvvpqhW2v/77X9TuDXy9/B2RkZGhqC4FQJZSdcuvWrXJgj42N1axfv14+rPwlxZfrGwjxhyA1NVW9/scff5Trf/rppxrX6+DBg5otW7bIlwU/hndAvsw7Mu8kfJ4Xvp8+3ul450xKSmrUQKiqJT4+Xr0vn+eAhg8o/OHkDzp/aPR3UmXb8IHo6tWr6vX79u2T62fNmqVeN2LECDnY5efnGwQBN954o3zIyr+H/EXNgaC+qgIhvo4Pforff/9dXa8rV66o1/MXaPkDa13Xi7/E9ANGfo38ZZaenq5ex+9RZftWZX744Qd5Xv4S0HfPPffIgS8qKkq9rqr3n7cBH1j01SUQ4gBX///wgYKv5y9YBQfA/GWqf4BlkyZNkn00Nze3Vq9XWV9+/u+//169jvcrfn7ez6oKhPhgwQfzrl27avLy8tT7/fzzz3K/1157Tb1uxowZlQYg/L1Q/gu7MbYPB698sL127Zp63YULF+RgXddAqLb7JOMDOv/f8+fPaxYtWiT/i/epyn6Ivf/+++p1/JnmwIS3p3IQ5mCAD0Q7d+40ePznn38uj//7778Ntgvf99SpUxXWv6pAaPr06ep1/NnmgyTv48oPHcbBLH9u+XtYUdf1qs37pWwr/e+S6vD3Ue/evStcX9vvBf4O5/XigEU/0FB+pPOPU8bBJF/mILc6lX3eRo8eLUGfvoZ+P/L7wNfNnDlTvY5fJ3/f8Ovhz1NV73tdvzNWrVolz8HHj9pC01g1OH3JKUpOn3J6mdN5nFZWmljqg1PN3IZZvrmNU4Y14ZQjrxOnVjmt+OCDD8plTp1y8R2f54Xvp0hJSZEqek4fK+n8xsLPu2XLlgoLp+EVnJbl5gW+nl/r0aNHJaXJ6evyuBs3F/Eq+vXrJ3VPShNaamqqFPRyfVZWVpbaTMivkdOtnAou36uPu6jWth6I08L6hd5KzRWnjiMiIipcr7xn9Vmv6dOnGzR18Lbh2q0rV65QffA24tfJBez6uKmMv1t+/fVXamq87+kXKHbv3l3eZ2U78Xp8//33dPvtt8t5ZTvxwtuJU/aHDx+u0//kzwE3Hyj4/02ePFlS8wkJCZU+5uDBg9IkxE2m+nUo3OOEm5e5+cIY24ff/61bt8rngF+XgptxuF6xLuq6T37yySfS1MTfc/xdwR0KuJmpPK59euKJJ9TLjo6Ocpm3JzeZKU2OnTp1UpvqlYU/R4ybZvVxE3htatMUXK+p4H2em2p4f5o2bZp6PdfAcdOw/vdqXderpverPnj763//l1fT9wLvH1xDxUNbcK9h/e85Xjdl3+X3knGvYi7srwo3cZUvveD3g19j+RKL+n4/6uPmxvLNj/x6+HVVpj7fGcr2rUsdLCr6qsEH8Pbt28vG5oM319k0tKeR/g6j/6alpaVV+zge44V7rzEOKrjomd9oLi7cuXMnvfHGG3KZvxj0P2jcg4UDk5kzZ1Jj4zbh8m3dleF26e+++04+pPxB56CtMu3atatwHW//tWvXqnUL/GHgL2peKsNfyPrBFLfd1/e9Ub5MOBCu7HrlPavPetV3P6gKf1HywdPDw8Pgev7iV25vauVfk/K6lNfEATvXMXCNHC9Vbae64CChfO0M7zOMazU4EC9P2RZ8oCyPD5LcM9QY24dfO/eUqqw3UV17GNV1n+TviI8++ojuvfdeqcPg85Xhfax8r1P97c3fSxxknTlzpsofXuXf47p8Rqv6nHJAy3Ve5a/nwENR1/Wq6f2qr+pqYmr6Xqhq3+WAtHXr1urtvE251uiDDz6Q+isOqMaPH6/WVim4Jmnu3LlSc1o+YOLjnv596/v9qODAjdexqn2nMvX5zlC2b11q6hAIVYMzEkqvMf6VNnjwYHrggQfo3LlzUvilbOzKdmyO4itTVXaipoIxjpy5El6fflEoZwJ44UJjZafiDz7vPFwgHRcXp96XA6qioiK5H/+K0M/gNAX+MuJf4cqgVxy86f+aqS1+nNL7jX8NVKb8AUP/F09NqnpvanrP6rNe9d0PTFlttxN/GT/yyCOV3pd/dVuq5nzP67NPKmOS8QGMh9qobXfwyv43/0jig3Blyh846/IZrWo71mbb1nW9muL98vPzqzaQasz/ycXiXKTMhcPcoYCPDwsXLpShYLhVgzv98I/Sjh07yjbh188BFWeXudOKsg/VtG5NuV/X5ztD2b7lA+PqIBCqJX6zeScaNmyYpJGVcUI4Yq8sBdjYv8C5ZwPvDNyzh7Mq33zzDYWEhEi2hHdcZeA9/S8VTn3zjqQESeXxr4Znn322yXuScY8GTs/z9pszZ478P/61Uh4HbuVxDxGl953ya4J7BtQmE9Vcmmq96vKLhgNgTi/zdtbPCnGvIeV2Y+Nf4rxu/COhsbaTkvnQ31a8zzD9Xpv6lG3BP2iUZhEFX6e/rap6D5pi5GjuucOZDX5N5VV2XWPuk9wb6quvvpLvGc4g8EFn3759FYYB4B9UyjAUVW1vbk46duyYHGRNaYTtplivuj4PBx3c1FNf+vuufnaFm5f42FD+vebAjxduGeAxjwYNGiS9/LgF4aeffpLecps2bTLI9pRvImwsfCziY6WSBarNZ7U+3xm8HfiHtv7/qQlqhOqAu+VxlogP5EozFX+4+GCj38WRP2yccmxM3D7LOwJ/MXHwxUERX87MzJRMlVIfxDu6grt98ojT5Rfuesg7Pp/Xb1dvCtxlf82aNfT2229L8MjNZPyhVD4A+rirqn7dAo+VxF/GSn0EHyj4PeDuxPHx8RUeX1k30+bQVOvFB5vajljLg4jxlwUH6fr4lx1/Wde1xqSpfkxwd14+EFQ2LEJ9thMfmHk/VvDngX8kcHf6yprFGGd5+T3jA4J+t2muo+KmE64VUigH/PLvg6ura6XXN3T78GeYPwf6GVwOgupa41WXfZJfA9fd8HcbD23BARHXXfD58rg+kZ9T/wDMl/mApdQmcl0Sf47/7//+r8LjuemPAyljaIr1qmr/qArX2HDGor51Rrx/cNaGmy71My5Lly6Vpixl3+XPAb9X+jgg4gBB2eeVTI5G73n4ObhLfVPR/37i/8uXOVivqlyiPt8ZXKvGxzj9Zr2aICNURzxuBLejcwaGR7HksQ04rcjpZw4quL2Sv2D5jeCdsbFxgMXt8MovEY7yOf1dGU4NKvNI6VMyQOVv43ExeFwU/kVQ05g1jGuTlICwfKqSF94WPF0DZ9GUIjne8fn5OWXLtRj6TWScquegjh/DH1ZeT04l869U/botvg9/qLlAkH8V8ThK3MbN6XwOQo2hKdaLDyw8pgf/euNtwwe38hkMBRcT8nb+97//LU2ePMYUp8M5Lc6FlXUZZbUpcUDM7z8XVPJ24gCfC3v5wMsZLT5fF/yrjz93PBYX17ZwLR9v9+q+zPmLlwdGffTRR6Uw9P7775fH/Oc//5FfpsqUI0w5uHNGlT/j/MXMwTxnXnndOcjndeDmZf7h0ZCpa5TPIL9v/IOGPwdKcMvPyx0NmmKf5KwwN1/z9ufXN2bMGAmMeL/jgmnel/RrhHjb8T7Gr5tfP68XN8HzdmVcaM2Zav5+5PeaXwu/Dv7ByNdzE5xSctCcmmK9lP2DP3e8X/A24M9iVaP3c6DCP2Z5W3Nmv6444OSsOn9P8/vEdT+cHeJxhXhMOv6BzLhQnr9z+VjF7xMHRTxtjhJYsFGjRklQdfvtt0vBO9ehcpDI3zOVBc8NxdlOzjxytpE//xzcc93oyy+/XG1Hnrp8Z3DJhzJ2XJ3Uun+ZFalqHCHGXRbbtGkji9Itm7uxc3dD7gbIXUm5W2FV3ee5u2V5VXXDrQyPAcPjWjDual7Velanqu7TPG4Fd0M9c+ZMg7rPK69lwoQJGg8PD4NxK/SHDOCxTcpvG+6ay0MB8DAFN910kzo2i76LFy9qJk+erAkODtY4ODjIeBY8JgUPcVCb97Cq7vPlu44zvh93odZX1XvZkPWqbKwbHj+D14m3YWXjQ5WXlZUl3W157BD+/9xFmtdRvztuU3afL7+dlOfU78LMEhMT5b78PvN68vbirt5ffvllta+vqvXlzxuPk8X7DH8+yncZrmzbsjVr1kg3e34cD/Hw4IMPGgzfwPgzzl1+eegM/mzov27uSsxdoflzr7/fN3T7/PHHH7Je/Lz8PcNjwPBnk8dhqaua9knls6jfJZ5lZmbKuvFYOkq3eGW/4eE5Bg4cKOvD9yk/5gzjx/Dnm+/P29fHx0e2FY9loz90RlXbpbru8/pdrRlvPzc3twqPr2w/b+h6VfZ+8fcxb1fuml+brvQ8Bg7v7/rq8r3AeJvzvs7vKY/3xOMnKeNfsUuXLmmmTp0q+w+/T7x/Dxs2TIaE0bdp0yb57PB9lDHcuAt+Y38/Ku8R74/KWE683vye6g8DUNXxsLbfGb/++qs8noecqAsb3T8GkNQ4t0FzN9PmxL8uuV6J5+CpKrsFUB5nbzhT8vPPP5Ol4+wtjwZeWR1dc+EsMfdMrc/s3mCYSedtyZmoynrKWqIpU6ZImQRnnZr6c8KtJfrN5bWBGiEQ3IzHqfK6zM8CAI2P61X0cfDDHSJq01wNpo+7snOz1LvvvmvsVbEoZ86ckR9Fr7/+ep0fixohENyNvvx8OwDGwAWQVQ0/wbiuoamHfDAmruXhX9DKuDBcJ8avWamV44LW8sFSeVUVioNpaI4BTq1Np06dKhSI1xYCIQAwKVz0Wd3wE1zgrEz2aIm4CPa///2vjIzNA7hyTyPuwaU0o3Bxc/kxxcpDxQNA7aFGCABMCveMrC7jwcNH6E8jY214UFL97vWVMaVxtgBMHQIhAAAAsFoolgYAAACrhRqhaoYD5/QzD+9tSsPEAwAAQNW4oYunG+IBQGszryUCoSpwEFR+Ej4AAAAwD7GxsTLBbE0QCFVBmbiSNyR3LQcAAADzGBePExn6E1BXB4FQFZTmMA6CEAgBAACYl9qWtaBYGgAAAKwWAiEAAACwWgiEAAAAwGohEAIAAACrhUAIAAAArBYCIQAAALBaCIQAAADAaiEQAgAAAKuFQAgAAACsFgIhAAAAsFoIhAAAAMBqIRACAAAAq4VACAAAAJqFRqOh/KISMiUIhAAAAKBZPL3qCA1c+AedTcgkU4FACAAAAJrFnksplJZbRM+tPmoymSEEQgAAANDkSks1lJ5bKOfPJmTRe7+fI1OAQAgAAACaXFZ+MZVqyi5/tesynbiaQcZmb+wVAAAAAMuXpssGuTra0QP9IijS3426hnkae7UQCAEAAEDTS88rklMfV0d65bbOZCrQNAYAAADNlhHydnUgU4JACAAAABq9MHrZrst0Jr6sm7xSKI1ACAAAACza9gvXacHPp+mRZfspt7BYrkvL0TaNebs6kilBIAQAAACN6vL1HDlNyiqgpTsvG2SEfJARAgAAAEsWl56nnv9ixyVKzi4wKJY2JQiEAAAAoFHFZ+Sr57MLimnF7mgZUZqhaQwAAAAs2jVdRmhwW385PROfVVYs7YKmMQAAALCCprEBrX3l9Gpartp93scNgVCDzJs3j2xsbAyWjh07qrfn5+fTjBkzyM/Pj9zd3enuu++mxMREo64zAACAtSgoLpEiada/tZ+cxqTmotdYY+rSpQvFx8ery65du9TbZs2aRT/99BOtW7eOtm/fTnFxcTRhwgSjri8AAIC1SMzQBkGO9rbULcyLbGyIcgtLKD4jzySLpc1yig17e3sKDg6ucH1GRgYtXbqUVq1aRcOHD5frli9fTp06daK9e/fSgAEDjLC2AAAAliUhI58CPJzIztamwm1xuoAnzNuFnB3sKNjTWYqnlQlXUSPUCC5cuEChoaHUunVrevDBBykmJkauP3ToEBUVFdHIkSPV+3KzWUREBO3Zs8eIawwAAGAZDl1JowEL/6BXfzxZbX1QqLeznIb7uKq3cXbIE4FQw/Tv35++/vpr+u2332jJkiV0+fJluummmygrK4sSEhLI0dGRvL29DR4TFBQkt1WnoKCAMjMzDRYAAAAwpEybse9SClUbCHm5yGm4b1kg5OXiUGkWyZjMrmns1ltvVc93795dAqOWLVvS2rVrycVFu9HrY+HChTR//vxGWksAAADLlKEbGPFKSi4VlZSSg51hTuVaunYMoVBvJRAqOzabWn2QWWaEyuPsT/v27SkqKkrqhgoLCyk9Pd3gPtxrrLKaIn1z5syRGiNliY2NbeI1BwAAMD+Z+dpAqLhUI73BqsoIcY0Qi9DLCJnahKsWEQhlZ2fTxYsXKSQkhHr37k0ODg70xx9/qLefO3dOaogGDhxY7fM4OTmRp6enwQIAAACGMnUZIXZJN6eYPqV3WIiuRsggEDKx+iCzbBp74YUX6Pbbb5fmMO4aP3fuXLKzs6P777+fvLy8aNq0aTR79mzy9fWVYGbmzJkSBKHHGAAAQOM1jbGL17PpFgoihUajoWtpSrF0xRohU2waM7tA6OrVqxL0pKSkUEBAAA0ePFi6xvN5tnjxYrK1tZWBFLkAevTo0fTZZ58Ze7UBAADM1s/H4yg1p5AmD4w0DISSsg3ux7flFJYYFEsHuDuRk70tFRSXmtxgimYZCK1evbra252dnenTTz+VBQAAABqmuKSUZq89RoXFpTSmSzBl5hWrt11KNmwa23YuSU4j/VzJxdFOztva2lALHxe6eD2HfFAjBAAAAKY8WerDS/fRX7qAhl3PLpAgiCVmFhhkhKKSsqU5TLHh8DU5vbNXmMHztvJ3k1M/dycyNWaXEQIAAICmsfZALO28kEwuDnZ0c4dAuS5O1x2eJecYBkJ8npvMOMDh0aZ3RSXL9RN6tTB43mdHtJdaoXHdQsjUIBACAAAAcexqukEXef1eYOx6VgFl6W7jYCmvqESaxzgQ+uHoNeLkUN9IH4rwKyuQZt1aeMliitA0BgAAAMRNXMdidYGQXh1QvF5GKCYlV50zrLsusOGCaX7s+kNX5fLdNxhmg0wdAiEAAAAgHik6LVeb7ckqKKowiSq7lKztJca9wLqGeakF0n+dvy71Qm6OdjS2u+k1f1UHgRAAAACQ0izGsvLLMkJc+1N+AEWeM+y+vuEyiervpxJp/qZTcv39/SLI09n0eoZVB4EQAAAA0JEYw0BI6Q0WpxcIRadoAyGeQb59kIdaFB2dkkv2tjY0dXArMjcIhAAAAICO6uqDWEmphnJ1AyPG6+YOY/lFpWpGiM26pR056iZdHd8jVB1N2pwgEAIAALBy+UUldDou0+A6zgrx+EE8jlB5SiDUwseVXrq1I3UM9qBnRrQjc4Tu8wAAAFbsw63n6evd0VRYwlNgaAOc9Nwi6UJfVFIqXeLL83QuCx+mDW4li7lCRggAAMCKnEvIojd/OU3puYWyfLj1ggQ+/u6O9M/RHdViZx4vKCFTWx8U6OFUaUbIEiAjBAAAYEU+2RZFPx2LoyBPZ+rd0kcNdHb/azjZ29nSyn1X5LrM/GLK1I0izVNk5BQUqxOqWlIghIwQAACAFUnQjQt0ITFb7QXGgQ4HQcxD1+zFNULxuh5jXAStP08Y9xqzFAiEAAAArEhydqGcXryeTdHJuQaTojKlaYyzQUqPsWAvZ/Jzd7TIQAhNYwAAAFYkOatADYTCfLTd3Vv6lQVCHmqNULE6hlAoB0JuZRkhNI0BAACAWXaTzyrQjhrN02kcjkmT8638yyZJLWsaK1JHlQ7xciE/t7KMEAIhAAAAMDvJ5cYEik3Nq5ARUpq9uPu8MvN8iHe5pjEzm0ajOgiEAAAArKw+qLyWfq4VxghKyS5U7x/qZVgs7aUbb8gSIBACAACwsvogfUGeTuTqaF+haex8YpacOjvYykCLPM6QAk1jAAAAYPZNYyxSr1lMv1iaJ1JV6oNsbGzUYmk7Wxtyc7QjS4FACAAAwMoCoQjfsqawVnpd5/Xrf3jiVRbi5ax2oWecGeLAyFKg+zwAAICVUGp++rfypZhUbcZHv1Bav2lMwRkh1jbQnV67rTO1CjC8v7lDIAQAAGAllJnkO4V4SsCTlV9s0HW+skAo1FubCWJTzXhy1aqgaQwAAMDKiqX9PZxofI9QKZTuE+lrcJ/yo0YrGSFLhYwQAACAldUIcZ3Pm3d1ozfu7Fqh3qdi01hZRsgSISMEAABgZTVCAboxgWwqKXp2srcjR/uy8IAHU7RkCIQAAACsQGFxKWXkFcl5/cERK6MMqmgNTWMIhAAAAKxASk6BOg6Qdw0DInrqutDzeEH6QZElQiAEAABgBZKztM1iPHmqrW314wB56IKfEG/tYIqWzLLDPAAAAKDfTyXQBd2UGf41NIvpjy5t6YXSDIEQAACAGfnhyDW6lp5HM4a1rdX9d164Tk98e0i9zF3na+KhZISsIBAyu6axhQsXUt++fcnDw4MCAwPpzjvvpHPnzhnc5+abb5ZUnv7y5JNPGm2dAQAAGgNPe/GvDcdp0e/nKEY3F1hNtp+7bnA5xLPm4MZPN8FquI/hYIuWyOwyQtu3b6cZM2ZIMFRcXEwvv/wyjRo1ik6fPk1ubmXDfj/++OO0YMEC9bKrq+W/mQAAYNkSM/Mpv6hUzsdl5FGEX83Htr2XU+R05vC2VFhSSpP6RtT4mGmDW5Oboz1N6lfzfc2d2QVCv/32m8Hlr7/+WjJDhw4doiFDhhgEPsHBwUZYQwAAgKahzA/GknSjRFcnI7eITsVlyvmHB7SkwFpkg5SJWOeM7UTWwOyaxsrLyMiQU19fwyHCV65cSf7+/tS1a1eaM2cO5eZWn0IsKCigzMxMgwUAAMCUxOoHQpn5Nd5/f3QqaTRErQPcah0EWRuzywjpKy0tpeeee44GDRokAY/igQceoJYtW1JoaCgdP36cXnrpJakj2rBhQ7W1R/Pnz2+mNQcAAGhYIHS9FhmhPRe1zWIDWvs16XqZM7MOhLhW6OTJk7Rr1y6D66dPn66e79atG4WEhNCIESPo4sWL1KZNm0qfi7NGs2fPVi9zRig8PLwJ1x4AAKBpm8b2XtIGQgMRCFleIPT000/Tzz//TDt27KAWLVpUe9/+/fvLaVRUVJWBkJOTkywAAACmKjYtTz2flFV901h6biGdSdCWefRvbVg+AmYcCGk0Gpo5cyZt3LiR/vrrL2rVqlWNjzl69KiccmYIAADAIjJCmWUZodJSDW06Fkdf7bpEl67n0NonBspYQ1wf1DbQnQI9UB9kMYEQN4etWrWKfvzxRxlLKCEhQa738vIiFxcXaf7i28eOHUt+fn5SIzRr1izpUda9e3djrz4AAEC95BWWGNQF6TeN/eePC7Io1hyIJXs77dQYA5ANsqxeY0uWLJGeYjxoImd4lGXNmjVyu6OjI23dulXGFurYsSM9//zzdPfdd9NPP/1k7FUHAACot6tp2myQgy7A4Znk84tK5Pol2y/KdSM7BcnpH2cS1ULpga39jbbO5sAsm8aqwwXOPOgiAACAOeMAZ9rXB+nxIa3pnt4t1GaxdoEeFHU9mwqLSyVD9N7mc3KeMz+fPNCLei7YTHEZ+bIw1AdZWEYIAADAGvx2MoHOJWbRkr+i5LISCEX4ulKAbuLU7eev049H44gniH9lXGdydrCjm9oFqM/RPsi9VpOsWjMEQgAAACYoQZfRuXg9h+Iz8ig2VdtjjKfVCPTUBjff7b0ip6M6B1HXMC85P7JToPocGD+oZgiEAAAATFC8LhBif0elUExqjpwP93WlQN0M8mcTsuT05g5lwc/wjkGSIWIYP6hmCIQAAABMEGeBFD8evUY7LyTL+c4hnhW6ww9qU1YQHeDhRA/1b0m9IrzppvZlzWRgIcXSAAAA1pYRUoKgnuHedEOEN+2O0l5m4b4uFWahf/3OsmmnoHoIhAAAAExEVFIWlfIkqf5u6jhBtjYk17Gnh7UlGxsbtUaofDYI6g6BEAAAgJHxdBjv/HaWVh+IJWd7O/pp5iAqKdWQva2NFDzvikqmjsEeNEJXCK3fNHZjWwRCDYFACAAAwMhm/veI2vyVV1RCW88kyfkgT2eaNriVTJfx2u2dJRuk1AEpbmyDguiGQCAEAABgRGk5hZLxUcb9OZ+YTX/qAqFgL2ca1jFQFn0dgj1oaPsAaunninGCGgiBEAAAgBFxEMSTJnAQNKZrCJ1PvECHYtLUQKgyDna2tGJqv2ZeU8uE7vMAAABGtPPCdTkd0i5AusYzrg9ioVUEQtB4kBECAABoIkUlpZK9qW7+zB3ntc1iPOZPKz83g9uDvVyafB2tHTJCAAAATeCzv6Koy9zf6XBMmmR4Hl66jx78ai9l5hep97mQlE0JmfnkZG9L/Vv5UgsfF/JwKstRICPU9BAIAQAANIFtZ5NkVvjNpxLpQlKW9ArjqTIeW3GQYlNzZVDE/2y9IPft18pXJky1tbWhTrrmsepqhKDxoGkMAACgCVxL006RceJaugyQqNh/OZVuenebwX1HdgpSz3cO9aT90alyPtQbTWNNDYEQAABAA3Cdz6Lfz8lEqFMGtVJrg7jJix2/mkEtdbU/PObPsdh0GSuIg5wbInzo5g4BdHuPUPX5OoV4yCkPpoiu8U0PgRAAAEADHIlNp8/+uigzvk/o3YI8nR0oISNfnRYjK7+YfjuZIOcf7N+Slk3pS3a2NlUWUfeK8JHTSH83uR80LQRCAAAADbDjvLb7O48FdOhKGg3rEEhXdc1iitScQjnt3sJLaoGq0z7Ig5ZP6SuF09D0UCwNAADQCIGQUv/DeEqM8nzdHGsd3PBI0u2CtE1k0LQQCAEAANRTRm4RHY1NVy8fUAIhXUbIzbEs+8PZIGWuMDAdCIQAAADq6e+LyVIL5OPqIJePXU2n/KISupaeK5dH6PUG697C22jrCVVDIAQAAFAHHOiUbxa7q1cL6TVWVKKRDJHSNDakfQC56rJCPVp4GWmNoToIhAAAACrBgx5GJWUbzBL/j5WHqNNrv9G6g7FUXFJK285pZ4kf0t6f+rbyVZvHlGLpcB8XenF0B+keP7idv5FeCVQHvcYAAAAqyfrc9dnflFtYQrteGi4jRN/x6S5KzCyQ2z/Ycp4c7W3lsp+bIw1o7UdXUnLpl+PxtOPCdYpP144hFObjQv1b+9Gjg4z8gqBKyAgBAACU8+fZJErOLpRA6EB0Kn1/+KoEPRG+ruTv7kjxGfn0740n5b4PDmgpXeJHdAqUcX8ORKdRYUmpnA/2xBQZpg6BEAAAQDk/Hr2mnuexgfbpeoM9OiiSptwYKeezC4rJ0c6WHhoQIZdb+LjS2G4h6uM4CLKvZuZ5MA14hwAAAPRk5BXRtrNlYwPtu5RCh3Rzf/Vv5SejQ7voBkXk2p9Aj7KszxNDWqvnuVkMTB8CIQAAAD2/n0yQpi1uAmPHrmZQTmEJeTrbU4dgD/Jxc6TnR7WndoHu9PTwtgaP7RrmRYPa+sn5Fpgw1SwgEAIAANDhnmAr912R89wEpj/pab9WvurcX4/d1Jq2zB5KrfRmlVe8dlsXuqmdPz00sGUzrjnUFwIhAAAAnSV/XZQMkLuTPd3TO5x6t/Q2CIRqg7NG307rLzPLg+mz6EDo008/pcjISHJ2dqb+/fvT/v37jb1KAABgoo7EpNGHf1yQ8/PHd6FgL2fq07Is+OH6ILA8FhsIrVmzhmbPnk1z586lw4cPU48ePWj06NGUlKQd/AoAAEBx8Xo2PbbiIJWUamhc9xCacEOYQRbIw8meuoR6GnktoSnYaDQaDVkgzgD17duXPvnkE7lcWlpK4eHhNHPmTPrXv/5V4+MzMzPJy8uLMjIyyNMTOz8AgDnLLSym03GZ1CvCR+p8jsWmU05BsQx2eDQ2jWauOkJxGfnUNcyTVj0+gDydtXOHsW/3XpHxg4a2DzDqa4Daqevx2yJHli4sLKRDhw7RnDlz1OtsbW1p5MiRtGfPnkofU1BQIIv+hgSA2uHfU+Vn1eZf1pl5RcRXe7s6ShHq4q3nZVbu3i19qF2QB3k429PuqBTaH51K/GgHe1tysrOVEXsdyp3a2dhQTmGxPGdmfpHM6cSPJw1RZn4xlWo0coDjugx+fp4egddhZOcg8nXT9v4Byw920nOLKMjTWS1qZpeTc2jaigN06XoO3djGj3qGe9OS7ReJ0wDerg7yGNYmwI1WPNrPIAhiDw9A0bMls8hAKDk5mUpKSigoqGzWX8aXz549W+ljFi5cSPPnz2+mNQQwPxxUcG+aY7EZlJCZR73CfaiFjwst/zuaYtNyqU+krxxIikpK6VRcJp24mkHFPC23TEgZJlMW/HoyQS7/cDSuydZzy+lEg8v2G22k1iM5u0DqPV6/s6v09OEpEzjA4vXiAfN4oswLiVlykJw8MJJs9Q6kCn5t2fnFcvAsH/iB8fDIz+9vPifvIwfI9rY2NLxjIC2+ryedvJZBj39zUIJltvtiiiyMC6I5COK3emKfcHphdAfy0+slBtbBIpvG4uLiKCwsjHbv3k0DBw5Ur//nP/9J27dvp3379tUqI8RNaWgaA2sLdjhg4F/UymX+iuDRcdcfukovrDvWoOfXjsLbki4kZUnGJiWnkLqGesnUBC6OdlRUXCrjt/DBrKCYT0slYOFTJQPEY7l4ODvIL/6s/GLJOPEveHs7GwlSeJ6ns/FZ1NLPVUb+5aCs/Do42dtSVkExuTnaUYlGQ/lFpQb3GdkpkMZ0DaH03EJqE+BOeUUl0pvoxLUMuZ0Dvs8f6i1ZLTAu3j/HfLiTziVmyWXeL3i/ZZ1DPKX2h/elXhHe9NKYjvT6z6clQ/T6HV3pth4hdCg6TQY+bOlXsRs8mCc0jRGRv78/2dnZUWKi4S9DvhwcHFzpY5ycnGQBsEbXswrkAPHXuST55fzKuE6SFZn05R66lp5HPz09mFbvj5H7jusWQje29aPt565TTGqujKw7pF2ANG+lZBeQrY0NRfq7Ub9IXwrxdpa6jNd+PCkHn08euIGGNHGdxdTBrQwu8+zhabmF5GxvR+/8dpZ2RSVLsMV4kDwW6OEkk2Zy5ujr3dG09UySLFW5eD2H7vpst0y30D7Ig9yc7KSZhbML/L9Scwols3BLpyCK8HNt0tdrDYEOv0+cvanM6fhMCYI4u/fLzMHUOsBdMkPcFMa3KYEt73s8H9jPMwdLYMTn2Y1tMSO8tbPIjJBSLN2vXz/6+OOP1WLpiIgIevrpp1EsDVaLm4GUA4CCC0YnfblXzXYwzphwr5n/7o+VywNb+9GeSynya3vPv4ZTYD0mkuQaIWPPu8Rfd2fis8jBzkYGykvPK5Laotb+bmpT1/Gr6fTe5vNUWqohTxd7OpuQJZmnSX3DZWoFW1uSwlpl7qmaOOrqnpwcbMnPzYn+OaYDjeikbbY/HJNGz689Ru2D3OnD+3pJVqwyMSm55O5sb3W1Tvx+PfndIfrjTBLNvb0zPTwwUrYFvy9cd8be+Pk0fbXrMo3tFkyfPdhbfSy/j7PXHpNeX9wVnmvNwDpk1vH4bbGBEHeff+SRR+iLL76QgOjDDz+ktWvXSo1Q+dqhyiAQAkvCQcjLG0/QhsPX6NXbOtMjepNGPr3qMP117rocZJc8eAN9/GeUZE0qc0vnIPq/yX3I2nFT3bqDV6W3EWe6lKY1rh3i7ejt4kAXkrIlWFKaaRQcbz02uBW5OtpLwS43/TE+YHMmjpv3Nhy5JkXlfHC/lJwjdVhBnk70v2dusugaFs4+8rZz02V/uLfWqz9oZ3hnHDCeT8wmPzdHWjG1H3UM9qABC/+U5lzeL3n/BMhEIFSGu84vWrSIEhISqGfPnvTRRx9Jpqg2EAiBOeGDbVJWPnm7OKpZhYSMfLp7yW7J7vh7ONF+XQaDC0M/vv8GOSC/9b8zdDUtT+7z3+kDpMdVdHIOjfpwhxygh3UIIHdnB/rpmLa4edmUPjS8Iw42tcXZNu7hVlBUKs0x3+yJppX7tE2MCp6X6nhshtQs1YSbeDiQ5QwJZ7P465trW0K9tL2k4jPyJXDq09KnyZsgq8LrpN/0xDi7lltUQheTsiVw5KZTnpn9lxPxdDk5W7qm8/7JzZHhvi60ZvpA6QF2+8d/S32WkpHUx+P6DG7nLwX4HHzunTNCsm8AmQiEGgcCITCX2p63fz1L284lSV0K4yLhtU8MlFoXLvDVLxLu28qH/o4yPKCEebvQBxN7yHgqig2Hr9LPx+Pprbu6UXFpKY37aJfU0fz23BCDbslQd7xtuWcbH7S7t/CW+ay4Z9PcTackeOWmumEdAql1gButORgrAenjN7WmN385o9Y21cbITkE0uK2fZFe4voa/6Pn5OQDmfcTJ3o5yC0soMTNfZltvG+guReD2trZyH6714lNuMrTVu8xBN9dCFZdoJAPGTX4sJbtQmlc5e3UmPpM6BHlIETK/tqSsso4otcH7JO/PShC08rH+9PupBAnah3cKpDnfn5CaNMXUQa3otds71+l/gOXKRCDUOBAIgTlY+L8z9MWOS3KeD1LKp/mOnqG080KyHEymDW4lB657ereQ8XUe/Xq/BEPchXxU5yCaOaJdlYWoiozcInKwt5HmHDDOGE1f7bxEb/xyRt7nQW385f3joIkzLBwQc+83X1dHCvJyltnTlaELTAlnbni9uYCdg68e4d40oLWvBDi87rd2C6YX1x2XJjLWv5UvfXx/rwo1aXmFJbT2YKw07Qa4O8lI0EpzGkAmAqHGgUAIzMGoxdulZoJrS7juh8fCuffzskFDuclkxz+HGRQp8y96rkPxcjUcNA5MG39Vc/NRqLcLhftW3xPtfGIWfbf3imRpOFjgJjr+oudecSUlGrqSmivNVc4OthTg4SSBMO9HPB4UHxH4f3EcpSHdqe4yB16cGeI6Hh6ugIMZbgbjx3CQE+rtTGO7hdBt3ULp2NV06UHH01Jw852rox25ONhJUMf/m5sCvVwq7oNXUnLo/c3nZeBDHtunsvGcAKqDQKiRIBACU8e/mge9/ac0Wxx5dZQa2MxYdZh+OR4v518c3YFmDGtr5DUFADDd4zcqywDMAP+C5rF4Ji/bL13gGY/5w7jAWT+789LojlL8zL/A7+sbbrR1BgAwB2hUBTAD720+R9/suaIGQDzq8baz1+XysI6BBvflAfx+mjlY5u7isXIAAKBqyAgBmLhV+2LoM73eX3+eTaKC4hLafVE71k9lM2LzaMeY/gEAoGYIhABMFJfvfbDlvAyEyAbrpgLYdu66ZIO46zN3aediVAAAqB8EQgAmiAdHnLbiIH30xwW5/I+b29BXj/SRSUK5q/SrP2pH273rhjDMgg4A0AAIhACMYNeFZBrz4Q6ZD6l8Fuj7Q1dp9OId0gTGgyC+PaEb/XNMRxmpl0fSZRwMcTH0E0PaGOkVAABYBgRCAM2Ae3rN/+kU/Xj0mlxe9vdlmcxz6a7LBvNXTf36AD2/7hil5RZRpxBPKXqe1C9Cvc9wvcJoHjfI2ibhBABobOg1BtCIOFPz2V9RdCw2nd6f2FNG0WXzNp2i1QdiZeC6W7uG0EHd9AA7zl+XAQ552go+z/U/3PX9uZHtZUTo8nMncQ8xHgSPM0U87QIAADQMAiGARnIqLkNGdeYiZvbf/TH08thOtPHIVQmCGI/yu+5QLGXmayfY5MwPN4/1ivCRySPZpL7h9NTNlTd5BXo4048zBkuwhGwQAEDDoWkMoJGs3h8rQRDPis2OxKRJk9hrP5ySy57O2us/+TPK4HHbz1+XZjGeiJPd2i2k2v/TIdhDZu8GAICGQyAE0Eh4Hij2pC6bc/xqBu25lCJzKgV5OtG/x3WS6+Mz8uW0hY+LnP517jrtuZgi8zb5uztS30hfo70GAABrg0AIoBGk5RTSucQsOc8TRXL2hyejXLpTWww9uG0ADW1vOAL0M8PbySlPTvnFDu2Aibd0DpZ6IQAAaB4IhAAawQFd8XPbQHeZzbtnhI9c3hWlHf35pnb+MvN3+yB3ucxD/4zpFiw9w3ja47+jUuT6W7sGG+01AABYIwRCAI3YLNavlbZZq1e4t8Htg3SjQt/UTjsdRsdgT/J0dqBF93Sn+/uFU79IX5rQK4xubOPX7OsOAGDN0GsMoBHs12WE+iuBUERZINQx2EOyROyB/hEyaeqjgyLlctcwL1o4obtR1hkAABAIAdQa9wDj8Xtsy9XwcJf4U3GZcl4pdO6plxFS5ghjbQLc6Y/nb262dQYAgOohEAKohZ+Px9HM/x4hOxsbivBzpYf6t5TsDk97cTQmXQZF5F5god7anmDero6SCeLRo3kQRAAAME0IhABqwPN/8dg/XNRcrNHQpes5tODn0/Tt3iu06elBdPyadr6wHuXqgj55oBedT8xW64MAAMD0IBACqMHBK2mS2eGpLX56ejAdiE6jRb+fpcvJObTjfDKdvJYh9+sW5mXwuLaBHrIAAIDpQq8xgBp8u+eKnN7RI4zaBXlIk9j4HqFqt/mT1zIrDYQAAMD0IRACqKZJbHdUMv16Ml4uPzywpXpbX13vsD/PJlFMaq6c7xLqaaQ1BQCA+kLTGEAleO6v6d8clNngGY/zw13dFUrvMCUICvd1kQJpAACw4EAoPT2dNm7cSDt37qQrV65Qbm4uBQQEUK9evWj06NF04403Nt2aAjQjzvRwEORobyuzwT8zQjsdhiLI05kifF3VQAjNYgAAFtw0FhcXR4899hiFhITQG2+8QXl5edSzZ08aMWIEtWjRgrZt20a33HILde7cmdasWdP0aw3QxDYcviqnj94YSQvu6Er+7toBEfX1idROo8G6hCIQAgCw2IwQZ3weeeQROnTokAQ7leHg6IcffqAPP/yQYmNj6YUXXmjsdQVotglUOSPEJtzQosr7cXPZhsPX5DwyQgAAFhwInT59mvz8qp8DycXFhe6//35ZUlK0E0gCmOvgiUUlGil+7hBcdff3Pro6IaZfPwQAABbWNMZB0M8//0ylpaW1etKagiYAU7bhiDbLc1evsGrv1ybAjZ4b2Y5eHtuRfN1QKA0AYNHd5++8804KDw+nf//73xQVFUXGUFRURC+99BJ169aN3NzcKDQ0lCZPniw1TPoiIyPJxsbGYHn77beNss5gXkpLNXTiqnaAxFGdg6u9L+9Xz41sT9OHtGmmtQMAAKMFQpcvX6YnnniCVq9eTR06dKChQ4fSt99+K7VBzYV7qR0+fJheffVVOd2wYQOdO3eOxo8fX+G+CxYsoPj4eHWZOXNms60nmK+03EIqLtXI+WAvZ2OvDgAAmEogxNmg1157jS5evEhbt26VrMtTTz0lPcmefPJJOnDgQNOuKRF5eXnRli1baOLEiRKMDRgwgD755BMp4o6JiTG4r4eHBwUHB6sLZ5AAapKUVSCn3NTFXecBAMCy1eubftiwYbRixQrJtCxatIhOnDghQUmPHj2ouWVkZEgThbe34YSX3BTGtUrc443Xsbi4uNnXDZp+5OeUbG3gUhcZuUU06O0/6YlvD1YZCAV6VOwuDwAAlqdBI0tz1oXHEuLBFc+ePSu9y5pTfn6+1AxxTzVPz7LpDZ555hm64YYbyNfXl3bv3k1z5syRoO2DDz6o8rkKCgpkUWRmauePAtO1eMt5+ujPKFoxtR8NbR9Q68ftuZRC19LzZIlJyaUIP1f1tqTMfDkNQCAEAGAV6pUR4rqgb775hm6++WZq166d1A3Nnj2boqOjG3XlVq5cSe7u7urCI1rrF05zExlnBZYsWWLwOF4XXrfu3btLs937779PH3/8sUGgU97ChQul6U1ZuCkQTNsJ3azvv+nmAqv949LV87+dipfu8je8voV2nL+ulxFCfRAAgDWoU0Zo7969tGzZMlq7di0VFhbShAkTpF6Im8qaAhdB9+/fX70cFhZmEARxJurPP/80yAZVhp+Dm8Y4UOPaospw1ogDKP2MEIIh05ZdoG3u3HcptU6PO67rFcY2HYujxMwCSs0plMlVnezt5PpAT2SEAACsQa0DIR5Rmntocc0NZ08eeOAByZw0JW5640WfEgRduHBBpvaozZhFR48eJVtbWwoMDKzyPk5OTrKA+cguKJHTS8k50qQV6FlzFocziEomiZ28VtYEejk5Rx0PCDVCAADWodaB0MiRI+m///2vUQqi9YOge+65R7rO8wCPJSUllJCQILdxPZCjoyPt2bOH9u3bJ1kqDqL48qxZs+ihhx4iH5+yuaHA/GUXFKnn911Opdt7hNb4mNjUPErPLSJHO1vqGOJhkB2KTs6l4hJt13k0jQEAWIdaB0IfffQRGdu1a9do06ZNcp4nfdXH2SGuC+KsDtcszZs3T2qCWrVqJYGQfrMXWIbs/LKegPsup9QqEDquqw/qFOIh9+dAKNjTmRIy82Up0WgDoSA0jQEAWIVaBUJjxoyRwIK7yFcnKyuLPvvsMylsnjFjBjU2HruImzaqw73FuJYJLF+OrmmsLnVCSgaoWwsvemhAS6kzGtM1mO77Yi9l5BXRdRRLAwBYlVoFQvfeey/dfffdUhN0++23U58+fWR6C2dnZ0pLS5Nu87t27aL//e9/NG7cOBm3B6ApFRSXUGFJ2dx3F5KyZUwhP/fqMznHr2ozQt1beJOzg51MkcEi/d3oWGxZbzIUSwMAWIdaBULTpk2TGpt169bRmjVr6Msvv5SBDBkPZsiF1KNHj5bRpTt16tTU6wxg0CzWLtBdAqFdUck0qK0/3bNktwQ670/sQQ52tgbBk1Ic3b2FYaF/Kz9XNRDycLaXIAkAACxfrWuEuPaGgyFeGAdCPJ4Q99pycHBoynUEqLJZzNXRjoZ3CpRAaNvZJErKLKDolFxZbGyIFk/sSba2NnLfbWevS1MY1/+0CzTsjcgZIQV6jAEAWI96T6bEzWQ8hxeCIDCGLF2PMTcnexreQTsswl/nr8u4QIofj8bR5GX71UzPhsNX5fTOXmFkpwuOFK0MAiHUBwEAWAvMKglm3TTm4WRPvVv6kKezvXSL5zGCOMZ57bbOZG9rI81ld3z6N73z21nadi5JHnP3DS0qPF+kn14ghPogAACrgUAIzFJOoTYQcne2J3s7WxqqywqxAa39aOrgVvTH80Ppzp7aLvVL/rpIRSUa6hbmRe2DDJvFKgRCaBoDALAaCITAbMSm5tLAhX/Qot/PUpYuI+TmqC1zG96xbNLVcd1D5LSlnxt9OKkXvTi6bFqVCTdop2kpz8vVgXxctc28aBoDALAeDZp9HqA5rT0YS/EZ+fTbyQQK9XZRM0JsaPtAcrLXxvVjugQbPG7GsLbk4+pIey+l0L19qp4/rm2gOx2ITlOfGwAALF+9AqH09HRav349Xbx4kV588UWZ3oKnvQgKClInRgVoTDyQ5i8ntLPMp+QUUk5BWY0Q4znC1jwxUM5XNpbQA/0jZKnOy2M70ZbTiTSiU9Vz0gEAgJUHQsePH5d5x7jXGM/m/vjjj0sgtGHDBoqJiaFvvvmmadYUrBp3j790PUfOc1F0Wm6RQUaI9Qz3btD/6BXhIwsAAFiPOtcI8ZxdU6ZMkdnfeWRpxdixY2nHjh2NvX4A4tcT2sl1FTEpuWr3eQAAgGYLhHj06CeeeKLC9dwkpswED9DYfj2pbRZTXEnVZofcEQgBAEBzBkI8wnRmpnaaAn3nz5+ngICynjsAjSUpK5/OJmTJ+EBhukLm6ORcdToMAACAZguExo8fTwsWLKCioiJ1rjGuDXrppZdkYlaAxnY1LU9Ogz2d1RGgeaoM5qbrPg8AANAsgdD7779P2dnZFBgYKHONDR06lNq2bUseHh705ptv1mslAKqTkJEvpyHeLuTn7mhwm36xNAAAQF3V+SjCvcW2bNlCu3btkh5kHBTdcMMN0pMMoCnEpWszQiFezuRfrmu80n0eAACgPup9FBk8eLAsAE2NB1FUAiEfN8OMEHqNAQBAQ9T5KPLRRx9Vej3XCnF3em4mGzJkCNnZ2TVoxQAqNI15uVToJYamMQAAaIg6H0UWL15M169fp9zcXPLx0Q4+l5aWRq6uruTu7k5JSUnUunVr2rZtG4WHVz2dAUBtxWVom8ZCvZ3JUTeNhgJNYwAA0KzF0m+99Rb17dtXBlRMSUmRhbvO9+/fn/7zn/9ID7Lg4GCaNWtWg1YMQBGfrs0IBXu5kJ+bYY0QMkIAANAQdT6KvPLKK/T9999TmzZt1Ou4Oey9996T7vOXLl2id999F13poVEUl5TKOEIs1MuZCktK1dt4XCEXBzTBAgBAM2aE4uPjqbhYO4aLPr5OGVk6NDSUsrKyGrBaYE1OxWWoPcPKS8oqoFINkb2tjfQY0+81xoXSXJsGAADQbIHQsGHDZIqNI0eOqNfx+aeeeoqGDx8ul0+cOEGtWrWq90qBdSgp1dCi38/SuI920QP/t7fS+8Tr6oOCPJ3J1taGnB3s1IJp1AcBAECzB0JLly6V2eZ79+4t023w0qdPH7mOb2NcNM0DLwJU51/fH6dPt12U89EpuWoTWGVd57lQWqEMqoiu8wAA0FB1PpJwITQPqHj27FkpkmYdOnSQRT9rBFCdopJSWn/4qprZySooptNxmeTb1pEOXkmjPi19yN7OVi2U5q7zCm4eu5KSi0JpAABosHofSTp27CgLQH0kZxeQRlf7M6RDAP1yPJ5Ox2fK8u5v5+iZEe1o9i3t1a7zIfoZId2giph5HgAAGqpeR5KrV6/Spk2bpKt8YWGhwW0ffPBBg1cKrGeQxEAPJ+oa6iWB0Jn4LIpJyZHr1x+MpedGtCsbTNFTv2lMWzCNQAgAABqqzkeSP/74Q2ag50ETuXmsa9euFB0dTRqNRuYcA6iNxMwCOQ3ycqbOoZ5yfv/lFOklxuIy8ulQTJqcKhOuKgI8tIGQB5rGAACguYul58yZQy+88IL0DOMpNXhModjYWJmF/t57723o+oCVUAqjgzycqXOIpxoccXOZ4ssdlygqUTsMQ6hejdCdPUNpRMdAuq9vRHOvNgAAWHsgdObMGZo8ebKct7e3p7y8POkltmDBAnrnnXeaYh3BAiVm6gIhTyfJ8ChZHtYx2ENOt5xOpJzCEuoa5qlmjVjrAHdaOqUv9W6pneIFAACg2QIhNzc3tS4oJCSELl7Udn9mycnJ9V4RsM6msUBd7U8nXVaIvTCqA/nqCqK5h9iXD/chOx5GGgAAwNiB0IABA2jXrl1yfuzYsfT888/Tm2++SVOnTpXbmtqUKVNkNGH9ZcyYMQb3SU1NpQcffJA8PT3J29ubpk2bRtnZ2U2+blCfjJA2EFKaxxztbOnGtn709LC2FOnnSl9O7k2hevVBAAAAjanO1abcK0wJKubPny/n16xZQ+3atWu2HmMc+Cxfvly9zIM66uMgiKcC4fGOioqK6NFHH6Xp06fTqlWrmmX9oPaBULAuEOrXyoc+3040qK0fuTra09TBrWQBAAAwqUCIe4vpN5N9/vnn1Nw48OGBHauqYfrtt9/owIEDMuI1+/jjjyV7xRPD8jxoYEK9xjy1QeywDoG0Ymo/6qJXCwQAAGByTWMcCKWkpFS4Pj093SBIakp//fUXBQYGymjWPMeZ/vrs2bNHmsOUIIiNHDmSbG1tad++fVU+Z0FBAWVmZhos0Li2nUui0Yt30P7LqZSRV2RQI8RNnEPbBxhMqgoAAGBygRCPGVRSUlJpIHHt2jVqjmaxb775RsYz4l5q27dvp1tvvVVdp4SEBAmS9HHvNp4LjW+rysKFC8nLy0tdwsPDm/y1WBMeZ2rh/87QucQseue3s3Kds4MteWIsIAAAMKJaH4V4JGnF77//LsGCgoMQDkwiIyMbdeVWrlwpM90rfv31V5o0aZJ6uVu3btS9e3dq06aNZIlGjBhR7//F4yPNnj1bvcwZIQRDjYfnDzufqK0tO3QlTa0P4kwQAACAyQdCd955p5zygeuRRx4xuM3BwUGCoMaecZ5HsO7fv796OSwsrMJ9uDnO39+foqKiJBDi2qGkpCSD+xQXF0tPsqrqipS6o/JF19B4Vu2LqXCd0iwGAABg8oFQaWmpnLZq1UoKkTn4aGoeHh6y1DTvGdcI8ZhGbODAgVKvdOjQIerdu7dc9+eff8r66wdV0LR2XUimguISGtEpiFJzCumXE/FyfQsfF7qalmfQdR4AAMBsaoQuX77cLEFQZbir/osvvkh79+6VWiVujrvjjjuobdu2NHr0aLlPp06dpI7o8ccfp/3799Pff/9NTz/9tDSpocdY88gtLKapKw7QtBUHad+lFPpi+0UqLC6VEaIfGVjWfBqkN5o0AACAyWaEPvroo1o/4TPPPENNxc7Ojo4fP04rVqyQrA8HNqNGjaLXX3/doFmLa4s4+OGmMu4tdvfdd9fpNUDDXEzKkcCHzV57jBJ0YwbNGtneYHBEZIQAAMAsAqHFixfX6sm4fqgpAyEXFxcp1K4J9xDD4InGcyFJO1Equ5aubQYb1z1Emsm495i/uyMlZxdSoG4MIQAAAJMOhLg5DKA6HOCk5BTKOEAXkrIN6oG4i/zc2zurwTLPJfbT8Tga1tFwmAMAAIDmZt/Qgx9DF2j45M8oen/Lefq/yX3ogq6b/OM3tZZZ5Vv6uVKgR1kz2KR+EbIAAACYXbE04wENeQwfbqrihcfy+fbbbxt/7cBsnIzLkNNNx+IoStc01i7IncZ2C6EuoWVjTgEAAJj9pKuvvvqqFCMPGjRIruPZ6J988klKTk6mWbNmNcV6gonLKdCO7L3zwnXK1E2f0S6w+qEPAAAAzC4Q4glMlyxZQpMnTzYY+LBLly40b948BEJWKqugWE7Tc7VBkLergxRFAwAAWFTTWHx8PN14440Vrufr+DawTjm6QEjRLtAdtWMAAGB5gRAPXrh27doK169Zs4batWvXWOsFZh4ItUWzGAAAWGLT2Pz58+m+++6jHTt2qDVCPHozj/JcWYAE1iG7kowQAACAxWSETp48Kac8SvO+fftkmo0ffvhBFj7P01ncddddTbmuYKJ4GAUlI8RjBrHOoZ5GXisAAIBGzAhxF/m+ffvSY489JvN2fffdd7V9KFi4vKISKtUOKSXjCF1OzqH+rXyNvVoAAACNlxHavn279Ax7/vnnZab3KVOm0M6dO2v7cLCCZjGuje7XylcGS0ShNAAAWFQgdNNNN9GyZcukZxh3oedpN4YOHUrt27end955hxISEpp2TcFkZedrAyF3R3sEQAAAYNm9xtzc3OjRRx+VDNH58+fp3nvvpU8//ZQiIiJkPCGw3sEU3ZwaNGMLAACAeUyxod+V/uWXX6ZXXnmFPDw86Jdffmm8NQOTL5Defv46xabmqk1jbk52xl4tAACA5gmEuPs81wkFBwfTiy++SBMmTJBu9GAdNh65Ro8s208vrDum9hhzd3Yw9moBAADUSZ3aMuLi4ujrr7+WJSoqSkaT/uijj2jixInSZAbWgTNAb/96Vs5Hp+SoGSF3ZIQAAMBSA6Fbb72Vtm7dKmMG8TxjU6dOpQ4dOjTt2oFJ+nRbFCVlFcj51JzCsqYxR9QIAQCAean1kcvBwYHWr19Pt912G9nZ4Ze/tcotLKaluy6rl4tKNJSYmS/n3VEsDQAAZqbWR65NmzY17ZqAWYhLz6PC4lLycLan4hKNDKZ4JSVXbnPXjSoNAABgFb3GwDrsupBMM1YdpuTsAkrK1DaJBXk6k6+bo5yPSdUGQug+DwAA5gaBEFSa9Rm6aBst+euiWhP0y/F4+vVEvFobFOjhRH7u2kDoapouI4RACAAAzAwCIahg3+UUae5aezBWLkddz5bTa+n5aj0QB0JKRig5u1BO3RxROwYAAOYFP+GhgtScIjm9kpJDSVn5dF2XBYrPyKOiklI5H+jpTLa2htNpYBwhAAAwNwiEoIK0HG2Gh2eU33wq0aDJTJllnjNCPLq0PowjBAAA5gaBEFSQmqsNhNhvJ8sm041Lzydb3aSqnBHirvP6UCwNAADmBkcuqDIjxPZcSlHPc32QvZ0uEPJwovxC7WSrCgRCAABgbnDkggp4tGhFidIWRkTFpRp1zCAOhLLytSNKKzwQCAEAgJlBrzEQ5xKyaPfFZDmfptc0VhVuGlN6jSmQEQIAAHODQAjElOX76aGv9knzl9JrTF+Yt4t6nrvJ85hBfgiEAADAzCEQApk0NT4jX3qEXbyeTem6jJC9rns8Bz69IrwNskHMVzegogLjCAEAgLkxu0DIxsam0mXRokXqfSIjIyvc/vbbbxt1vU1ZfHqeev58QpbUArFuLbzktE2gu0FGKMDDSa0JctAVTzs72JK9ndntTgAAYOXMri0jPj7e4PKvv/5K06ZNo7vvvtvg+gULFtDjjz+uXvbw8Gi2dTQ3cRna0aLZybhMNbvTLcyLjsSkU2t/NwrVC4S4UJpxgMl1QomZBeTuhMEUAQDA/JhdIBQcHGxw+ccff6Rhw4ZR69atDa7nwKf8faHmjNApXSDk4+ZI9/YOl8v394ugjLyyuqFAD23TGPN1c9IFQmgWAwAA82PWbRmJiYn0yy+/SEaoPG4K8/Pzo169ekmzWXGxYVfv8goKCigzM9NgscaM0IXELDnlTA83jX3/1I3Uv7WfQUYoyFObEWJKwTQKpQEAwByZ9dFrxYoVkvmZMGGCwfXPPPMM3XDDDeTr60u7d++mOXPmSJPaBx98UOVzLVy4kObPn0/WiKfOUCj1QT6uhoXQIV5lWaBAvUCIM0cMgRAAAJgjk84IrVy5ktzd3dVl586dBrcvW7aMHnzwQXJ2LjtIs9mzZ9PNN99M3bt3pyeffJLef/99+vjjjyXrUxUOljIyMtQlNlY787o14MlUyys/RhBfdrK3rdA0pmSEMJgiAACYI5M+eo0fP5769++vXg4LC1PPc1B07tw5WrNmTY3Pw8/BTWPR0dHUoUOHSu/j5OQkizWKTy9rGlOUzwhxYTQ3kR2KTqWOwWWF52gaAwAAc2bSRy9u9qqqt9fSpUupd+/e1KNHjxqf5+jRo2Rra0uBgYFNsJbmjWeQj6s0I1SxF9jyKX0pr6hEBlNUjOkaTH+eS6IJN5QFqQAAAObCpAOhqnAh87p166TJq7w9e/bQvn37pCcZB1F8edasWfTQQw+Rj4+PUdbXlKXnFlF+UamcbxfoTheSsg1qf/TZ2doYBEHymCAP2viPQc20tgAAAI3LLAOh1atXSybj/vvvr3AbN2/x7fPmzZOaoFatWkkgxHVDUJGSDfJ3d6SWfm5qIORbrmkMAADAEpllIDR9+nRZKsO9xfbu3dvs62Tu9UEhXi4U5l1WBF1ZRggAAMDSmHSvMWi+HmPcPV5/rKDyvcYAAAAsEQIhK6cMpshBkH4gVL7XGAAAgCVCIGTllOk1tBmhsqYxb1fMHQYAAJbPLGuEoPHEKTVC3i7UJsBdZpHneiEHzCQPAABWAIGQlYtNy5XTCF9X8nZ1pN+eHYLBEQEAwGrgiGfF8otKKCEzXw2EWKS/m5HXCgAAoPmg/cOKXUvPI42GZJBEH9QEAQCAFUIgZMViUrTNYuG+rjKXGAAAgLVBIGRlcgqKaeGvZ+jE1QyKSVXqg8q6zQMAAFgT1AhZmS92XKIvtl+iw1fSqHsLb4P6IAAAAGuDQMgKLP/7Ml3PKqBZt7SndQdj5bpjVzPI1VH79iMQAgAAa4VAyMIVl5TSG7+coZJSDZ1NyKJ43UjShcWltPtislojBAAAYI1QI2ThMvKKJAhif55NMritqER7PTJCAABgrRAIWbj0vKIK103qG66e585iYT4olgYAAOuEQMgKMkKMxwlqH+ROd9/Qgu7TC4RCPJ3Jyd7OiGsIAABgPKgRsnAZudpAiLM+P8+8Sa0PcrK3pYLiUmqBZjEAALBiyAhZuPS8Qjn1dnFUr3O0t6Ue4eg6DwAAgEDISjJCXuWm0BjXLUROb2zjZ5T1AgAAMAVoGrOSYmkvF8NAaPLAljSycxCFejkbac0AAACMD4GQhUvXZYS8ywVCPLdYmDd6iwEAgHVD05iFy9RlhLwxuzwAAEAFyAhZkKikLPrHysPSGyzQw4neubt7lU1jAAAAgEDIovxwJI7OJ2bL+SspufTDkWuUnqvtNeal12sMAAAAtNA0ZkFOxmXIqVIAfS09Xx1QEU1jAAAAFSEQsiCn4jLl9JbOQXIal56nBkJoGgMAAKgIgZCFSMrMp+tZBWRrQzS8kzYQupaeV9ZrDBkhAACAClAjZGHZoNYB7tQ20F3Ox6blkkY7wbzByNIAAACghYyQhTilqw/qGupJQR5OkhlSgiBHO1tydsBbDQAAUB6OjhaWEeoS6kX2drYU7Fk2YjRPr8EDKAIAAIAhBEIW1mOsS6inOtu8ovyo0gAAAGCCgdCGDRto1KhR5OfnJxmMo0ePVrhPfn4+zZgxQ+7j7u5Od999NyUmJhrcJyYmhsaNG0eurq4UGBhIL774IhUXF5MlT6wam5qnZoRYqN70GegxBgAAYAaBUE5ODg0ePJjeeeedKu8za9Ys+umnn2jdunW0fft2iouLowkTJqi3l5SUSBBUWFhIu3fvphUrVtDXX39Nr732GlmqfZdT5DTc10WdZV4/EEKPMQAAADPoNfbwww/LaXR0dKW3Z2Rk0NKlS2nVqlU0fPhwuW758uXUqVMn2rt3Lw0YMIA2b95Mp0+fpq1bt1JQUBD17NmTXn/9dXrppZdo3rx55Ohoeb2n1h68Kqe3dg1Rr9OfUBWjSgMAAJhBRqgmhw4doqKiIho5cqR6XceOHSkiIoL27Nkjl/m0W7duEgQpRo8eTZmZmXTq1Kkqn7ugoEDuo7+Yg8TMfNp2LknOT+wTXkUghIwQAACA2QdCCQkJktHx9vY2uJ6DHr5NuY9+EKTcrtxWlYULF5KXl5e6hIeXBRWmbP2hq1RSqqG+kT7q+EEMTWMAAAAmHAitXLlSip2VZefOnWRMc+bMkaY3ZYmNjSVTp9FoaM0B7Xre1zfC4LZQ77Lu8wiEAAAATKxGaPz48dS/f3/1clhYWI2PCQ4OliLo9PR0g6wQ9xrj25T77N+/3+BxSq8y5T6VcXJyksXU5ReV0JGYdOrfylfmEYtJzZXrb+1q+No8nB3I09meMvOL0TQGAABgahkhDw8Patu2rbq4uJQ15VSld+/e5ODgQH/88Yd63blz56S7/MCBA+Uyn544cYKSkrR1M2zLli3k6elJnTt3JnPGGaDp3x6i+/9vL20+nUjpuglV3RztyM2pYkzbyt9NTgM9yrJDAAAAYKK9xlJTUyWo4S7xSpCjZHJ44dqdadOm0ezZs8nX11eCm5kzZ0rwwz3GGI9DxAEP90B79913pS7olVdekbGHzCHjUx0Ofnacvy7nLyVnU7CXNsCpKuPz5l3d6NCVNMkeAQAAgIkXS2/atIl69eol4wCxSZMmyeXPP/9cvc/ixYvptttuk4EUhwwZIgESD8SosLOzo59//llOOUB66KGHaPLkybRgwQIyZ9wk9sYvpw0GUeSmMeZZRSDUNcyLHrkxkmx54jEAAACowEbD7S1QAXef5wwUF05z5snYVu2LoZc3nlAv39cnnAa186dn/ntEMj5rntA2DQIAAFizzDoev00qIwRVi07JkVMXBzs5Tc8rVDNCKIYGAACoHwRCZiI9t1BOW/q56i4XUSYCIQAAgAZBIGQm0nKLDHqCcTYIGSEAAICGQSBkZhmhSF0gxBkhLphmCIQAAADqB4GQuWWE/Nwq1ghh5GgAAIB6QSBkJjgDpF8jlF9USklZ+XIeGSEAAID6QSBkBniEA6VprIWvK9npxgWKSc2rdhwhAAAAqB4CITOQXVBMxaXa4Z58XR3JWxf4JGcXyCkyQgAAAPWDQMiMmsWc7G3JxdGuQk0QAiEAAID6QSBkBtJ0zWI+ro5yqmSEFAiEAAAA6geBkBllhLx1mSBvXUCk8HRGIAQAAFAfCITMKCOkBkJ6GSCecsPRHm8jAABAfeAIakYZIaVpTL9GCM1iAAAA9YdAyKwyQkqNUFnTGAIhAACA+kMgZFYZIaVGCBkhAACAxoBAyAwogymWFUuXBT8YTBEAAKD+EAiZ0TxjStOYfhYIGSEAAID6QyBkRhkhdRwhve7zCIQAAADqD4GQGUjPK1cjhIwQAABAo0AgZAbScsr1GjMolrY32noBAACYOwRCJq64pJQy84sNMkIezg5ko52AvsK8YwAAAFB7CIRMXIauWUy/GczO1kadVgNNYwAAAPWHQMhMeox5ONuTvV3Z2xXi5SynwZ4uRls3AAAAc4cCEzPrMaZ4794edDYhizqFeBhpzQAAAMwfAiETL5J+45czcj7M2zDz0zXMSxYAAACoPwRCJqqkVEMPLd1Hp+IypZfYnLEdjb1KAAAAFgeBkImKSsqWIMjFwY7WPjGQ2gehCQwAAKCxoVjaREWn5MhpuyB3BEEAAABNBIGQibqiC4Ra+rkZe1UAAAAsFgIhExWdkiunkX6uxl4VAAAAi2VSgdCGDRto1KhR5OfnRzY2NnT06FGD21NTU2nmzJnUoUMHcnFxoYiICHrmmWcoIyPD4H782PLL6tWryZxEJ2szQpHICAEAAFhHsXROTg4NHjyYJk6cSI8//niF2+Pi4mR57733qHPnznTlyhV68skn5br169cb3Hf58uU0ZswY9bK3tzcZW2mphrZfuE5Z+cU0uksQOdnbVXnfK0pGyB8ZIQAAAKsIhB5++GE5jY6OrvT2rl270vfff69ebtOmDb355pv00EMPUXFxMdnb2xsEPsHBwWRKeH6wx1YclK7xe+eMoGCvygOh/KISisvIk/OoEQIAALCSprH64GYxT09PgyCIzZgxg/z9/alfv360bNky0mg0ZGzcROfupF3PrPyyOcTKu5qWS7y6Hk725OdmOKI0AAAAWGhGqK6Sk5Pp9ddfp+nTpxtcv2DBAho+fDi5urrS5s2b6R//+AdlZ2dLPVFVCgoKZFFkZmY2yTrznGE8kaoyo3xlopO1zWIt/V0leAIAAAALywitXLmS3N3d1WXnzp11ejwHKuPGjZNaoXnz5hnc9uqrr9KgQYOoV69e9NJLL9E///lPWrRoUbXPt3DhQvLy8lKX8PBwagoeulnjswuqCYTQdR4AAMCyA6Hx48dLrzBl6dOnT60fm5WVJYXQHh4etHHjRnJw0AYXVenfvz9dvXrVIONT3pw5c6SZTVliY2OpqTJCNTWNKYEQus4DAABYaNMYBzG81BVngkaPHk1OTk60adMmcnZ2rvExHGj5+PjIY6rCt1V3e2PxVAOh4pp7jCEjBAAAYD01QjxOUExMjHSHZ+fOnZNT7v3FCwdBPM5Qbm4ufffdd3JZqeUJCAggOzs7+umnnygxMZEGDBggQdKWLVvorbfeohdeeIFMQW2KpdWMkD8CIQAAAKsJhDjD8+ijj6qXJ02aJKdz586VOqDDhw/Tvn375Lq2bdsaPPby5csUGRkpzWSffvopzZo1S3qK8f0++OCDSsclMgalRqiqjBCPNZSQkS/nw7xdmnXdAAAArI1JBUJTpkyRpSo333xzjd3guXZIfyBFU1NWI1R5IJSaW0hFJRoZcyjAo+mb6gAAAKyZ2Y8jZG6UjFBmFU1jiZnabJCfmxM52OHtAQAAaEo40hopI5RdRUZICYSCvZANAgAAaGoIhEysaSwxU9vFP8ij5t5wAAAA0DAIhJqZp1IsXVB505hSKB3khUAIAACgqSEQambulWSECopL6NcT8TLZalKWLhBCRggAAMC6eo1Za9PYh1sv0JK/LtJzI9uVNY15okYIAACgqSEQMto4QkXqUAA/HdMOIHkwOo1ScwrlPJrGAAAAmh4CISNlhHisoILiUopKyqaraXly3Zn4shnv0TQGAADQ9BAINTN3R3sZLJGTQdw8tvlUgnpbii4bxIKREQIAAGhyKJZuZra2NhIMKc1jv59KrHAfRztb8nHVNqEBAABA00EgZMTmsRPXMuhcYhbZ29rQTe381dsDPZ3IhtNGAAAA0KQQCBmxC/2W09psUJ9IHxrQ2k+9PcgTzWIAAADNAYGQEXuOHY1Nl9NOIZ7UOcRTvR1d5wEAAJoHAiEjNo0pvcXaBLhLMKRARggAAKB5IBAyYkZIwYEQZ4GUAmkEQgAAAM0DgZARM0KKNoFuUhzdI9xbLkf6uRppzQAAAKwLxhEyciDE5wPctTVBr9/RlXZfTKYRnYKMuHYAAADWA4GQEWegV5rFlK7y4b6udJ9vhBHXDAAAwLqgacwI3J3sDQIhAAAAMA4EQkZuGuP6IAAAADAOBEJG7jXW2h8ZIQAAAGNBIGTkjFBbZIQAAACMBoGQEQMhO1sbivBFIAQAAGAs6DVmBG0D3WXMIJ5Ww9EesSgAAICxIBAyAid7O/pxxiBjrwYAAIDVQzoCAAAArBYCIQAAALBaCIQAAADAaiEQAgAAAKuFQAgAAACsFgIhAAAAsFomFQht2LCBRo0aRX5+fjIj+9GjRyvc5+abb5bb9Jcnn3zS4D4xMTE0btw4cnV1pcDAQHrxxRepuLi4GV8JAAAAmAOTGkcoJyeHBg8eTBMnTqTHH3+8yvvxbQsWLFAvc8CjKCkpkSAoODiYdu/eTfHx8TR58mRycHCgt956q8lfAwAAAJgPkwqEHn74YTmNjo6u9n4c+HCgU5nNmzfT6dOnaevWrRQUFEQ9e/ak119/nV566SWaN28eOTo6Nsm6AwAAgPkxqaax2lq5ciX5+/tT165dac6cOZSbm6vetmfPHurWrZsEQYrRo0dTZmYmnTp1qsrnLCgokPvoLwAAAGDZTCojVBsPPPAAtWzZkkJDQ+n48eOS6Tl37pzUF7GEhASDIIgpl/m2qixcuJDmz5/fxGsPAAAApsTWmFkdd3d3ddm5c2etHjd9+nTJ8HDW58EHH6RvvvmGNm7cSBcvXmzQ+nBmKSMjQ11iY2Mb9HwAAABg+oyWERo/fjz1799fvRwWFlav51GeIyoqitq0aSO1Q/v37ze4T2JiopxWVVfEnJycZAEAAADrYbRAyMPDQ5aGUrrYh4SEyOnAgQPpzTffpKSkJOk6z7Zs2UKenp7UuXPnBv8/AAAAsBwmVSOUmpoqYwDFxcXJZa79UTI5vHDz16pVq2js2LEy1hDXCM2aNYuGDBlC3bt3l/vyOEQc8HAPtHfffVfqgl555RWaMWNGnTI+Go1GTlE0DQAAYD6U47ZyHK+RxoQsX76c17rCMnfuXLk9JiZGM2TIEI2vr6/GyclJ07ZtW82LL76oycjIMHie6Ohoza233qpxcXHR+Pv7a55//nlNUVFRndYlNja20nXBggULFixYsJDJL3wcrw0b/tO0sZl5Ki0tlcwUN9/x6NXmFAmHh4dLsTc3B1oyvFbLZU2vF6/VclnT6800odfKYU1WVpb0Lre1tTWvpjFTwhuvRYsWZK54RzT2zthc8FotlzW9XrxWy2VNr9fTRF6rl5eXZQ+oCAAAANAYEAgBAACA1UIgZGG4Z9zcuXOtYkwkvFbLZU2vF6/VclnT63Uy49eKYmkAAACwWsgIAQAAgNVCIAQAAABWC4EQAAAAWC0EQgAAAGC1EAhZmHnz5lHHjh3Jzc2NfHx8aOTIkbRv3z6yNEVFRfTSSy9Rt27d5LXyCKKTJ09W56mzNBs2bJB59HiOPR7pXJls2BJ9+umnFBkZSc7OztS/f3/av38/WaIdO3bQ7bffLvsuv6c//PADWaqFCxdS3759ZaR+ngz7zjvvVOeStDRLliyRuS+VgQV5IvBff/2VrMHbb78t+/Jzzz1H5gSBkIVp3749ffLJJ3TixAnatWuXHFD4AHr9+nWyJLm5uXT48GF69dVX5ZQDBf5iHT9+PFminJwcGjx4ML3zzjtkydasWUOzZ8+Wbrj8vvbo0YNGjx5NSUlJZInvKb8+Dvws3fbt22Xi671799KWLVvkhwx/L/E2sDQ8IwEHBIcOHaKDBw/S8OHD6Y477qBTp06RJTtw4AB98cUX6gToZqVOM5GC2eEJaflt3rp1q8bS7d+/X17rlStXNJbq8uXL8hqPHDmisUT9+vXTzJgxQ71cUlKiCQ0N1SxcuFBjyfg93bhxo8ZaJCUlyWvevn27xhr4+PhovvrqK42lysrK0rRr106zZcsWzdChQzXPPvusxpwgI2TBCgsL6csvv5Q5V/iXp6XLyMiQtKy3t7exVwXqub/yr2huztWf848v79mzx6jrBo3/WWW+vr5kyUpKSmj16tWS+eImMks1Y8YMGjdunMFn15xg0lUL9PPPP9OkSZOk+SgkJERS0f7+/mTJ8vPzpWbo/vvvN4kJ/6DukpOT5cARFBRkcD1fPnv2rNHWCxpXaWmp1JAMGjSIunbtSpaISxM48OHvJXd3d9q4cSN17tyZLNHq1aulGZubxswVMkJmbOXKlfIhU5adO3fK9cOGDZNi2t27d9OYMWNo4sSJZl9jUdVrZVxvwK+RWxi4UNHcVfdaASwhe3Dy5Ek5gFqqDh06yHcwd1R56qmn6JFHHqHTp0+TpYmNjaVnn31WvrO4c4O5whQbZiwrK4sSExPVy2FhYeTi4lLhfu3ataOpU6fSnDlzyNJeqxIEXbp0if7880/pVWXJ72t0dDS1atWKjhw5Qj179iRLaxpzdXWl9evXS68iBR9E0tPT6ccffyRLxU26nDXQf92W6Omnn5b3kXvM8X5sLbjJqE2bNlJMbEl++OEHuuuuu8jOzk69jrO6vD9zs3ZBQYHBbaYKTWNmjLui8lKbVDTvkJb2WpUg6MKFC7Rt2zaLCILq8r5aGkdHR+rduzf98ccfakDA+y5f5gMomC/+vT1z5kwJ9v766y+rCoIs5Tu4MiNGjJBmQH2PPvqoDOHCpQrmEAQxBEIWhAvy3nzzTelCzrVBXHPBXXOvXbtG9957L1kSDoLuueceaZvmmij+FZKQkKAWYPJB1ZKkpqZSTEyMOk6SMgZLcHCwLJaCu85zBqhPnz7Ur18/+vDDD2W/5i9XS5OdnU1RUVHq5cuXL0tzCu+/ERERZGnNYatWrZJsEAf5ymeVO3JUlsU2Z5x5v/XWW+U95Owuv24O/n7//XeyNB4eHhXqvHhcN/5Ralb1X8butgaNJy8vT3PXXXdJd2NHR0dNSEiIZvz48dKt3FK7kVe2bNu2TWNpli9fXulrnTt3rsbSfPzxx5qIiAjZh7k7/d69ezWWiPfTyt7TRx55RGNpqvqs8n5taaZOnapp2bKl7L8BAQGaESNGaDZv3qyxFkPNsPs8aoQAAADAaqHXGAAAAFgtBEIAAABgtRAIAQAAgNVCIAQAAABWC4EQAAAAWC0EQgAAAGC1EAgBAACA1UIgBAAmLzIyUkaZNmVLly6lUaNG1ekxPPp7YGAgXb16tcnWCwCqh0AIAJrM7bffTmPGjKn0tp07d8rkjMePH6/z8/LjeMJHU5Gfn0+vvvoqzZ07Vy7zvFqdOnWq9L48VQrPwbRp0yby9/enyZMnq48DgOaHQAgAmsy0adNoy5YtlWY8li9fLnOKde/enczd+vXrydPTkwYNGqS+7rNnz9Lu3bsr3Pfrr7+WLNDYsWPlMs+jtnLlSplPDgCaHwIhAGgyt912GwUEBMjBv/yEo+vWrZOAgX3//ffUpUsXcnJykmaw999/v8rn5NvZXXfdJZkh5fLFixfpjjvuoKCgIHJ3d6e+ffvS1q1bDR4bHx9P48aNk4k+eQZ0nhCzfLNbeno6PfbYY7LeHNwMHz6cjh07Vu3rXL16tWS/FD179qQbbriBli1bZnA/ntGItwVPLGtvr53zml93aGiozMwOAM0PgRAANBk+2HPTDx/89ac15CCopKSE7r//fjp06BBNnDiRJk2aRCdOnKB58+ZJM1P54Elx4MABNaPEgY1ymYMrzrL88ccfdOTIEWmS4+CEm6IUvC5xcXEyGzgHX19++SUlJSUZPP+9994r1/3666+ybhzQjBgxotqMza5duyS7pY+DvLVr11JOTo56Hf9fnmV+6tSpBvft16+fNBUCgBEYe9ZXALBsZ86ckZnGebZ1xU033aR56KGH5PwDDzygueWWWwwe8+KLL2o6d+6sXubZvBcvXqxe5ufbuHFjjf+7S5cuMpu9/nocOHBAvf3ChQtynfLcO3fu1Hh6emry8/MNnqdNmzaaL774otL/kZaWJs+xY8eOCtc7OzsbzLD+8MMPawYPHlzhOWbNmqW5+eaba3w9AND4kBECgCbVsWNHuvHGG9VmoqioKMl+KM1iZ86cUWtrFHz5woULkjWqLc4IvfDCC1Kk7O3tLc1j/NxKRujcuXOSoeIMj6Jt27bk4+OjXuYmMH4ePz8/ebyycBaHm94qk5eXJ6fOzs4G1/M6TJgwQX3dmZmZkoVSXrc+bqrLzc2t9WsFgMajbaQGAGhCfPDnnlSffvqpNGm1adOGhg4d2qj/g4MgLsx+7733JMDh4OKee+6hwsLCWj8HB0EhISHShFUeBzaV4aCJa5XS0tIqfd3crMbB37Zt26S3GDe9lcfNblyTBADNDxkhAGhyXANka2srxcnffPON1Mhw8MA4g/P3338b3J8vt2/fXgKHyjg4OFTIFvFjpkyZIkXU3bp1o+DgYIqOjlZv79ChAxUXF0v9kIIDFP0AhrNFCQkJkjniYEp/4a7ulXF0dKTOnTvT6dOnK9w2bNgwKcrm4I8XroNyc3OrcL+TJ09Sr169qtmCANBUEAgBQJPj5qX77ruP5syZIwXOHLAonn/+eSlwfv311+n8+fO0YsUK+uSTTyTDUxXu6cWP4aBFCWTatWtHGzZsoKNHj0oT1wMPPEClpaUGTXQjR46k6dOn0/79+yUg4vOcOVKCMr594MCBdOedd9LmzZslkOIu8P/+97/p4MGDVa7P6NGjpWC6PH5eDvqWLFlCe/bsqbRZjJvEuCi7roMxAkAjaYK6IwCACnbv3i1FxWPHjq1w2/r166U42sHBQRMREaFZtGiRwe3li6U3bdqkadu2rcbe3l5uY5cvX9YMGzZM4+LiogkPD9d88sknmqFDh2qeffZZ9XFxcXGaW2+9VePk5CSPW7VqlSYwMFDz+eefq/fJzMzUzJw5UxMaGirrw8/14IMPamJiYqp8badOnZL/m56eXuG22NhYja2trRRuV4bXoUOHDjVuPwBoGjb8p7GCKgAAc8IDPYaHh8t4Q1zL0xBc+8NNa5z1qosBAwbQM888IxksAGh+aBoDAKvx559/ytQW3AuMm7y4Zoeb2YYMGdLg5160aJE0AdZ1rjHuWcbjKQGAcSAjBABW4/fff5eapEuXLpGHh4d06+dRpVu2bGnsVQMAI0EgBAAAAFYLTWMAAABgtRAIAQAAgNVCIAQAAABWC4EQAAAAWC0EQgAAAGC1EAgBAACA1UIgBAAAAFYLgRAAAABYLQRCAAAAQNbq/wHBQx0LEgznMwAAAABJRU5ErkJggg==", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -205,7 +203,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Starting experimental run with id: 744\n" + "Starting experimental run with id: 5. \n" ] } ], @@ -233,7 +231,8 @@ { "data": { "text/plain": [ - "([], [None])" + "([],\n", + " [None])" ] }, "execution_count": 8, @@ -242,14 +241,12 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -275,7 +272,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Starting experimental run with id: 745\n" + "Starting experimental run with id: 6. \n" ] } ], @@ -309,26 +306,22 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZgAAAEWCAYAAABbgYH9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3dd3wVZfb48c9JJUBCCy0hEHrvoVvAguiqqCsq9rbu2l11betv3dV1XXf1a9kVey9g7x0VlSa9d0IIoYYSEiA95/fHTNxrTLmB3Ds3uef9es0ruVPPzJ07Z555Zp4RVcUYY4ypaxFeB2CMMaZhsgRjjDEmICzBGGOMCQhLMMYYYwLCEowxxpiAsARjjDEmICzBhCkReUpE/p/XcdSWiMSJyMcisl9E3nb7/V1EdovIDhFJFREVkSh32OcicomH8c4QkSvrcH718ns7HCJyl4g853UcVRGR34vIo17HUVfc3003P8YbICKz/Zqpqga0AzKAfOAAsAN4CWgahOVeA9zv/v8DMMBn2FNuPOVdIZBXyTy6AwXAaz79xgJlFaa/xM+YKpv2ADAq0NsjVDrgr77b8zCmvwiYB0S5n1Pc/auN+zkV0PLhXnfADOBKP8b7VdzApcBMr9ch3Dp/tjsQA2wBkr2Otw7XW4Fufo77GXBaTeMFqwRzmqo2BQYBg4E7g7DMocBCEYkAegOrygeo6h9UtWl5B0wF3q5kHk8A8yvpv813elV9uRZxVZy2qarOqcX0R0xEIoO5vDrWCVinqiU+n/eo6i4PYzJ1rLwEGsImAmtUdavXgXjkdeD3NY4VhKyYAZzg8/lfwKc+n2fgc4ZHhbMHnKz6B2A9sA/noC9+LHcpzsGnNzCvmvGaAHnAsRX6nwe8RYUzbpxSSNZhbosqpwVaAlm4ZwVAU2ADcLH7+SWcktfXbrzfA518pu/lDtsLrAXO8Rn2EvAkzlnHQeAEt9/ffeMCbgN2AduBM4BTgHXuPO/ymV8EcAewEdjjbqeW7rBU9zu7BMgEdgN/dodNAIqAYpyS29IqtkVvd7/IAVYCp7v9/1Zh+t/jlF7KS4UvUaEk4Lt/le9bwEPuvrQJONlnuc2A59313wr8HYis4Tu9FJgF/AfYD6wBjq9s/3a3293AZnc7vwI0c4dlunH/XKrFKT2Xup9zfL7Lit/bLT7f22U+y24FfAzk4pwo/R0/SkRUsS/hnLUvAa53P0e66/4X9/NfgXeAN3H20UXAQJ/5JgHvAtnutr/BZ1j5tK+58V6Jz2/P53u9DKfksA/nuDAMWIazr/y3wnpcDqx2x/2SX/5eKj2u4Ox7v9rulWyjF4C7fT6Xx/er/d4dHgs8Cmxzu0eBWHdYIvCJuw57gR+BCHdY+e8sD+ck+cxK9r1H3GnTgdFu/y3uPnFJheNAdceQn0swbrwPueuy050uzmfcZJzfXmy1+9LhHChreVDNwE0wQAdgOfBYZT9A34NAhZX+BGgOdMTZOSdUsaxYd0Pvd3eQHOAQziWwHN8v3Geai90vRnz6JeAcWFOoPMEUuRt9k/vlNvFzW4ylmuQEjMe5jNgGeBZ4p8LOkQcc467nY+XbCSdJbsH58UUBQ3B28L4+0+4HxuAc5Brx6wNVCfAXIBr4nbud3wDigb44P7ou7vg3AXPd7zMWeBqYWuGH9iwQBwx0t39vnwNJlZfI3OVvAO7COaAd5653z8qmr7hNqTnBFLvrFwlcjfNjF3f4B+66NHG/g3nA72v4Ti91t90f3djPdbd1y0qWf7m7bl1wTiDeA16tLO7Kfgs+32XF7+1ed9mn4OzvLdzh09yuMdAHZx+p6dJPTftSP5wDcm/gz+5+EOnz3RQDZ7vx3IrzG4nG2e8W4uxjMe42SAdOqjDtGe64cVSeYJ7C2X/H4+yTH7jfVTLOAfVYd/wz3G3d212Pu4HZ/hxXKtvulWyn+cCkSva7qvb7e91t1QZoDcwG7nOHPeCuV7TbHc3/9slJOIk5AmffOgi0r7DvXYazP/8dJyE8gfO7HI/z22la0zHEZ5uUJ5hHgY9wTnzjcU5UHqiwDXLxqXqodDvVJlkcToeTYA64K6bAN0Bzn+EzqDnBHOXz+S3gjhqWeSXwiPv/V8Dwasb9BvhrhX6PAbdXcUBrh/NjjQA649TvPO3nthiLc7adU6Fr4jPOf3CS8DagVYUDyzSfz01xkmiKu+P9WGFZTwP3+Ez7Sg0Hqnz+d6CId7f7CJ/xFwJnuP+v5pdn6e1xDg5R/O+H1sFn+DzgvMq2ZyXb6GicJBvh029q+XdUyfcxltolmA0+4zZ2x20HtMU5IPiepU0GvqvhO70UnyTls74XVbL8b4BrfMbrWcl2q22Cya8wzS5gJM4Bpxg3MbvDaizB1LQvuZ9vwSmp7QO6+/T/KzDX53METqnqaGAEkFlhvncCL/pM+0OF4T9/1z7bJ9ln+B7gXJ/P7wI3uf9/DlxRIZZDuGfsVHNcqWy7V7Kd1uNzokvN+/1G4BSfYScBGe7/9wIf4kf9B04JcqJPnOt9hvV3Y2hbYRsN8tl3Kj2G+GyTbjgluYNAV59xRwGbKsSyFTimuniDdZ3zDFWdLiLH4pwVJ+IcWP21w+f/Qzgb5ldEZBrOZZgmQIGIXO6OO1xE1qnq8ArjpwDH4pzRlvcbhHMJaXBly1DVHT7xbBKR24BP8ed6pGObqnaoZvgzwHXAP1R1T4VhW3ziOCAie3HObjoBI0TEd5tGAa9WNm0V9qhqqft/vvt3p8/wfP633TsB74tImc/wUpyDdDm/vrNKJAFbVNV33ptxzlDrws9xqeohEcGNrSXO2eN2tx84B6WathvAVnV/ca7NOOtRUZI7zHe8KH653Wprj/6vPgr+t61bu/P2jd+fdfFnX3oZuB94V1XXV5jedx8tE5EsnPVWIKnCfCNxLgfVJr6K+2R1++hjIvKwz3DB2Y/Kv4PD3UfBSa7xlfSvap6Vfffl+8i/cZLpV+6+94yq/hNARC4GbsZJYLjzS/SZT8X1R1Wr2iZQ9THEd9u3xjn5WujzWxCc78tXPDUcx4Nakaaq34vISzjX9s5wex/EWZly7Y5g/ue5lfo7cM6qT8Upxl5YxSQX4xSb0336jcX5MjN9Dj6RItJHVYdUtlicjX/E3Mr3p3GuzV8tIi+q6gafUVJ8xi0/KG7D2Tm+V9UTq5m9VjOstrYAl6vqrIoDRCS1hmlrimMbkCIiET5JpiPOJctA2oJTgkmscMD2R7KIiE+S6YhzeaGibTgHPnzGK8E5SFSWQI/kO8t2592B/227lKpH/5k/+9IUnMtLJ4nIUao602eY7z4a4S5/mxvLJlXtXs1863ofvV9VXz+Maf2JYxnQoxbzLP/uV7qfO7r9UNU8nFLhLSLSF/hORObjXOJ7FjgemKOqpSKyhCM73lR1DPG1Gycx9dUqbmIQkSScS51rq1uYF8/BPAqc6JYUwCnynSUijd17sK84wvn3Bja6Z+NDgAXVjHsxTrHR1zNAV5w73gbhXBv9FKdIi4iMFZGO4kgB/olTvMUd/pKbRA/HXe7fy3GS8CsV7vg6RUSOEpEY4D7gJ1XdgvNj7yEiF4lItNsNE5HehxlHTZ4C7heRTgAi0lpEJvo57U4g1T34VOYnnJOO29z1GAuchlOXEDCquh3ncurDIpIgIhEi0tUtddekDXCDG+8knH3ws0rGmwr8UUQ6uz/ufwBvugktG+fyaRef8XcCHdzvu7brU4pTx/NX97fVC2d/r0m1+5KIXIRzh+alwA3Ay+66lBsqIme5d4HdhJO05+JcLsoVkdvdZ5kiRaSfiAyr7br56SngTveAjYg0c78bf/iz3T/Dufrhr6nA3e5vJRGnLuo1N7ZTRaSbOGe0uThXA0pxrsQozr6BiFyGUwd2JKo6hvzMPbF7FnhERNq4y04WkZN8RhsLfKuqhdUtLOgJRlWzcc7Qyx8We4T/VZq/jHP725EYinP3CjgJZmFlI4nIKJyzq1/cnqyqh1R1R3mHU39U4MZdPs85OAfB2cAKnB9auRScOzuqkiQiByp0vxWRoThF4Yvdg8ODODvXHT7TvgHcg3OnyVDgAjfmPJwKvfNwzkZ2uNPHVhPHkXgM5wz9KxHJwzmAjPBz2vLtvUdEFlUcqKpFwOnAyThnUlNwtsmaI466ZhfjnJWtwrkE8g5OSbgmP+E8M7Ub59LR2ZVc3gTnzqNXcertNuFUUl8Pzn7nTjtLRHJEZCTwLc4Z7w4R2X0Y63Mdzp1xO9zlTsU54Fepun1JRDrinCBerKoHVPUNnBO4R3xm8SFOPc4+nGeWzlLVYnefPg3npG0TzrZ6zo2vzqnq+27c00QkF+d3erKfk/uz3T8Gerln8v74O862WoZTx7rI7QfOvjMd51gzB5iiqjNUdRXwsNtvJ04dS3XHFn9UegypxO04Jai57vabjlNnWO4CnCRerfI7FUwdcM8KluLcWVFcx/N+Cacy++66nK85MiJyKU4l/lFex1ITEXkQaKeqlwRo/n/Fqaiu6pJ0gyIiVwF9VPUmr2PxR10dQ0SkP0490aiaxg31h5nqFffsO1CXpYypFfeyWAzOGfMwnMvPddZsTbhT1We8jsELqroc566yGllbZMbUQJz2vype1jwgIjVeIvBYPE49zEGc23AfBj4UkaOrWJ8DnkZrGhy7RGaMMSYgrARjjDEmIOplHUxiYqKmpqZ6HYYxxtQbCxcu3K2qrYO5zHqZYFJTU1mwoLrHW4wxxvgSkc01j1W37BKZMcaYgLAEY4wxJiAswRhjjAkISzDGGGMCwhKMMcaYgAiJBCMiE0RkrYhsEJE7ap7CGGNMqPM8wbjN0T+B09JpH2CyiPTxNipjjDFHKhSegxmO8xrbdPj5rZQTcZpMNyakFJWUsX1/Pltz8snNLyY3v4TcgmIKikt/MV6j6EgS4qJJaBRNs7hokpvH0b55I6IjPT+nMyZoQiHBJPPL13VmUcm7Rdymsa8C6NixY3AiM2GruLSMdTvzWLUtl1Xbc1m1LZfMvYfYkVvA4TbfFyHQLqERnVo1oU9SAn2TEuiTlEC31k2JssRjGqBQSDCVvf7zVz9ht2nsZwDS0tKshU5Tp0rLlGVZOcxJ38Pc9L0syNjLoSKnVBIXHUnPdvGM7ppIhxZxdGgRR3LzOJo3jiEhLoqEuGgaRUVS/vpyVcgvLnVKOAXF7DtYzLacfLL2HSJrXz4bsw/w2tzNFJY4b4SOj41iWOeWjOzSklFdEumblEBERJ28hdsYT4VCgsnil+8KL3+HtzEBVVBcyuyNu/lq5U6mr97J7gNFAPRo25Szh3YgLbUlfZMSSG3VhMhaHvBjoiJoFhdd5fCS0jIy9hxkxdZc5mfsZW76Hr5dswuAtgmxnNinLeP7tGNkl1bERFnpxtRPnjfX7767ex1wPLAVmA+cr6orq5omLS1NrS0yczhUlUWZObyzMItPlm4jr7CEprFRjOvVhhP7tGV011YkNg3Um6artyuvgFkbdvP1qp3MWJvNoaJSmsVFc/rAJCaldaB/cjNErGRjDo+ILFTVtKAu0+sEAyAip+C86zsSeEFV769ufEswprb25xfz5vxMps3bQvrug8RFR3Jy/3acPjCJUV1bERsV6XWIv1BQXMrM9bv5aOk2vly5g8KSMnq0bcrk4R2ZlJZC09hQuPhg6pOwTTC1ZQnG+Cs9+wAvzc7gnYVZHCoqZVhqCyalpXBK//b15iC9P7+YT5dt580FW1i6JYf42CjOGZbCpaNTSWnZ2OvwTD1hCcZPlmBMTdbtzOOxb9bz2fLtREdEcNrAJC4bk0q/5GZeh3ZEFmfu48VZGXy2fDtlqpwxKJnrjutGl9ZNvQ7NhDhLMH6yBGOqst5NLJ8u307j6EguGZ3KpWNSaRPfyOvQ6tT2/fm8MHMTr87dTFFJGWcMTuaG47qTmtjE69BMiLIE4ydLMKai7LxCHpm+jmnzMomLjuTSMalceVQXWjSJ8Tq0gMrOK+SZHzby6tzNlJQqF47sxI3Hd2/w621qzxKMnyzBmHIFxaW8MGsTU77bSEFxKReN6sT1x3WnZZgdYHflFfDY9PVMnZdJ09gobji+OxePSrVbnM3PLMH4yRKMAZi5fjd//mA5m/cc4sQ+bbnz5F5hXxexdkcef/90FT+u3023Nk154Kz+DEtt6XVYJgRYgvGTJZjwtvtAIfd/upr3F2+lc2IT7pvYj6O6J3odVkj5ds1O/t8HK9mak895w1K48+TeNGtc9YOfpuHzIsHUj/s0jcF5SPKjpdu456OVHCws4YbjunHNuG40ig6tZ1hCwXG92jLy5lY8Nn09z83cxPTVO7n/zP6c1Led16GZMGIlGFMv7DtYxN0fruDTZdsZ3LE5//rtALq3jfc6rHph5bb93PbOMlZuy+W3Qzpwz+l9SGhkpZlwYyUYYyoxY+0ubntnGfsOFfGnk3ry+2O6WOvDtdA3qRnvXzOG/367nidmbGRu+h4emjSQUV1beR2aaeDsV2pCVnFpGQ98tppLX5xPi8YxfHDtGK4d182Sy2GIiYrg5vE9eecPo4iJiuD85+byyNfrKC2rf1cwTP1hv1QTkrbm5HPu03N4+od0LhrZiQ+vG0PfpPr9FH4oGNyxBZ/ecBRnDe7AY9+s58LnfmJXXoHXYZkGyhKMCTnfrd3Fbx7/kXU7D/Df8wdz3xn9rCK/DjWOieLhcwby77MHsHjLPk55bCZzNu7xOizTAFmCMSFDVXlyxkYuf2k+7ZvF8fH1R3HqgCSvw2qwJqWl8NF1R9EsLooLn/+Jl2dnUB9v+jGhyxKMCQn5RaXcOG0JD36xht/0b897V4+ms7WrFXA92sbzwbVjGNezNfd8tJI73l1OYUmp12GZBsLuIjOe27G/gCtfmc/KbbncNqEnVx/b1V6sFUTxjaJ55qI0Hpm+jv98u4EN2Qd4+qKhnr14zTQcVoIxnlqzI5czp8wiY/chnrs4jWvGdrPk4oGICOGW8T154vwhrNy2n7OmzCY9+4DXYZl6zhKM8czM9buZ9OQcylR56/ejOL53W69DCnu/GdCeqb8bycHCEs56cjYLMvZ6HZKpxyzBGE+8uzCLS1+cR1LzON6/Zgx9khK8Dsm4BndswXvXjKZF4xjOf+4nPlu+3euQTD1lCcYE3QszN3HL20sZ3rklb189iqTmcV6HZCro1KoJ7149mn5JCVz7xiKmzsv0OiRTD1mCMUGjqvz32/Xc+8kqTurblhcvG2ZtYoWwlk1ieP3KkRzTvTV3vrecZ39I9zokU89YgjFBoao8+MVaHvpqHWcNTuaJ84cQG2UPT4a6uJhInr04jd/0b8/9n63m/75aa8/KGL/Zbcom4MrKlHs+WsmrczdzwYiO3DexHxERdqdYfRETFcHjkwfTNDaKx7/dwMGiUu7+TW+728/UyBKMCaiyMuX2d5fx9sIsrjqmC3ee3MsOTPVQZITwz9/2Jy4mkudnbiIyQuy7NDWyBGMCRlX58wfLeXthFjce352bTuhuB6R6TES457Q+lKnyzA/pRIhw+4Se9p2aKlmCMQGhqvzt41VMnbeF68Z1448n9vA6JFMHRIS/nd6X0jLlqe83EhkBt463JGMqZwnG1DlV5Z+fr+Gl2RlceVRnbhlvyaUhERHum9iPMlWe+G4jkSLcPL6n12GZEGQJxtS5R6av//k9Ln+2yuAGKSJCuP+M/pSVwePfbiA2OpJrx3XzOiwTYizBmDr15IyNPP7Nes5NS+Fvp/e15NKARUQID5zVn8KSUv795VpaNolh8vCOXodlQoglGFNn3lqwhQe/WMPEQUn846z+dityGIiIEP49aSA5+cX8+f3ltGgcw4R+7bwOy4QIe9DS1Inv1uzizveWc3T3RP599kAiLbmEjejICKZcMISBKc25Ydpiezum+ZklGHPElmzJ4ZrXF9G7fTxPXjiUmCjbrcJN45goXrx0GJ1aNuaqVxawctt+r0MyIcDTI4GIjBWR/SKyxO3+4mU8pvbSsw9w+UvzaR0fy4uXDqdprF11DVfNG8fwyhXDiW8UxSUvzCdzzyGvQzIeC4VTzR9VdZDb3et1MMZ/u/IKuPiFeQC8fPlwWsfbGxDDXftmcbxyxQhKysq47KV57M8v9jok46FQSDCmHsovKuXKlxew50ARL146jM6JTbwOyYSIbm2a8tSFQ8nce4hrX19EcWmZ1yEZj4RCghklIktF5HMR6VvVSCJylYgsEJEF2dnZwYzPVKCq3PrOUpZv3c/jkwczMKW51yGZEDOySyv+cWZ/Zm7YzT0frbQWmMOU1wlmEdBJVQcC/wE+qGpEVX1GVdNUNa1169ZBC9D82mPfrOfTZdu5fUIvTuxjrzk2lZuUlsLVY7vyxk+ZPD9zk9fhGA8EPcGIyLXllfpAU1U9AKCqnwHRIpIY7JiM/z5dtp1Hp6/nrCHJ/P6YLl6HY0Lcn8b35OR+7bj/s9VMX7XT63BMkAU9wajqE+WV+kCZuI96i8hwNx67iT5ELcvK4Za3l5DWqQUPnNXfntI3NYqIEP7vnEH0T27GDdMWs3p7rtchmSDy+hLZ2cAKEVkKPA6cp3axNiTtzC3gd68soFWTWJ66aKi9jdL4LS4mkucuTiO+URS/f3Uh+w/ZnWXhwtMEo6r/VdW+qjpQVUeq6mwv4zGVKyop4w+vLSSvoITnLkkjsandjmxqp01CI6ZcMJTt+/O58c3FlJXZeWQ48LoEY+qB+z9dxeLMHB6aNJDe7RO8DsfUU0M7teCe0/oyY202j05f53U4JggswZhqfbB4Ky/P2cyVR3XmlP7tvQ7H1HMXjOjIOWkdePzbDXy1cofX4ZgAswRjqrR6ey53vLeM4Z1bcvvJvbwOxzQAIsK9E/sxoEMzbn5rKRuzD3gdkgkgSzCmUvvzi7n6tYUkNIrmv+cPJjrSdhVTNxpFR/7cKOrvX13IwcISr0MyAWJHDfMrZWXKrW8vJWtfPk9cMIQ28Y28Dsk0MMnN4/jv+YNJzz7A//tghT3p30BZgjG/8tzMdL5etZO7TunNsNSWXodjGqjRXRO58fgevLd4K+8szPI6HBMAlmDMLyzZksO/vljLyf3acdmYVK/DMQ3cdcd1Y1SXVvzlw5Ws35nndTimjlmCMT/LLSjmhqmLaZvQiH+eNcCe1DcBFxkhPHbeIBrHRHLtG4vILyr1OiRThyzBGMBpIfnP769ga04+j08eRLPG0V6HZMJEm4RGPHLuINbtPMDfPl7pdTimDlmCMQC8vSCLj5du4+YTezC0k9W7mOA6pkdrrhnblWnzt/Dhkq1eh2PqiCUYw4Zdedzz0UpGd23FH47t6nU4JkzdfGIP0jq14K73ltvrlhsISzBhrqC4lOveWExcTCSPnDuIyAirdzHeiIqM4LHJg4mIEP741hJK7E2Y9Z4lmDD30JdrWbMjj4cnDaRtgj3vYryV3DyO+yb2Y+HmfTz1/UavwzFHyBJMGJuzcQ/Pz9rERSM7Ma5XG6/DMQaAiYOSOHVAex6dvp5lWTleh2OOgCWYMJVbUMytby8ltVUT7jzF2hkzoUNEuP+M/iQ2jeWmN5fYrcv1mCWYMHXvx6vYvj+fh88ZSOOYKK/DMeYXmjWO5uFzBpKefZAHPl/tdTjmMFmCCUNfrtzBOwuzuHZcN4Z0bOF1OMZUaky3RK44qjOvzNnMjLW7vA7HHAZLMGFm94FC7npvOX2TErj+uO5eh2NMtf50Uk96to3nT+8ss1ct10OWYMKIqnLHu8vJKyzhkXMHERNlX78JbY2iI3n4nIHsO1jEvZ+s8jocU0t2hAkj7y/eyvTVO7ntpJ70aBvvdTjG+KVfcjOuHtuVdxdl8e2anV6HY2rBEkyYyM4r5N5PVjG0UwsuH9PZ63CMqZXrjutGj7ZNueu9FeQW2KWy+sISTJi456MVHCos5cHfDiDCntY39UxsVCT/Pnsgu/IKuP8Tu6usvrAEEwa+WLGdz5bv4MYTutOtTVOvwzHmsAxMac5Vx3TlzQVb+GFdttfhGD9Ygmngcg4VcfcHK+nTPoGrjunidTjGHJGbTuhO19ZNuOPdZeTZpbKQZwmmgfv7p6vZd6iIf509gOhI+7pN/dYoOpJ/TxrIjtwCHvh8jdfhmBrYEacB+35dNu8szOIPx3ahX3Izr8Mxpk4M6ejcqPLGT5ksyNjrdTimGpZgGqiDhSXc9d5yurZuYg9Umgbnjyf2ILl5HHe+t5yiEmvWP1RZgmmgHvtmPVtz8nnwtwNoFB3pdTjG1KkmsVHcO7Ev63cd4Nkf070Ox1ShxgQjIh1E5FYR+VBE5ovIDyIyRUR+IyKWoELQqm25PD9zE5OHp5CWaq8/Ng3T8b3bckr/djz+zXoydh/0OhxTiWoThIi8CLwAFAEPApOBa4DpwARgpogcE+ggjf/KypQ/f7Cc5nHR3D7BmuE3Dds9p/UlOjKCuz9Ygap6HY6poKYSyMOqOl5VH1fV2aq6QVVXqOp7qno9MBbYVtNCRKSXiMwRkUIRubXCsAkislZENojIHYe/KgZg2vwtLM7M4c+/6U3zxjFeh2NMQLVNaMRtE3oyc8NuPlxS46HIBFm1CUZVV1TWX0RSRORPqlqkqhv8WM5e4AbgoQrziQSeAE4G+gCTRaSPX5GbX8nOK+Sfn69mZJeWnDk42etwjAmKC0Z0YlBKc+77ZBU5h4q8Dsf48LsORUQSReRqEfkBmAG09XdaVd2lqvOBik9GDQc2qGq6qhYB04CJ/s7X/NI/PltNfnEpfz+jPyLWHIwJD5ERwj/O7E9OfjH/tGdjQkpNdTDxInKxiHwBzAO6AV1Utauq3lrdtH5KBrb4fM5y+1UWy1UiskBEFmRnWzMRFc3esJv3F2/lD8d2teZgTNjpk5TA5WNSeXPBFpZsyfE6HOOqqQSzC7gCuB/oqqq34FT415XKTrMrralT1WdUNU1V01q3bl2HIdR/RSVl3P3BCjq1asy147p5HY4xnrjh+O60bhrLXz5cQVmZVfiHgpoSzF1AI+BJ4E4R6ervjEXkWhFZ4nZJVYyWBaT4fO6AHzcNmF96YdYm0ncf5K+n97VnXkzYim8UzV2n9GZZ1h40cSkAABu/SURBVH7eXLCl5glMwNVUyf+Iqo4ATscpbXwAJInI7SLSo4Zpn1DVQW5XVdKYD3QXkc4iEgOcB3xU+9UIXztzC/jPN+s5oXcbxvVs43U4xnhq4qAkhqe25F9frLEK/xDgVyW/Wwl/v6r2B4YBzYDP/V2IiLQTkSzgZuBuEckSkQRVLQGuA74EVgNvqerKWq9FGPvn52soLlP+36l2850xIsLfJvZlf34xD3+1zutwwl5UdQNFRLTC00uquhxYjnP5rNJxKlLVHTiXvyob9hnwWW2CNo4FGXt5f/FWrhvXjU6tmngdjjEhoXf7BC4elcorczI4d1iKNfTqoZpKMN+JyPUi0tG3p4jEiMhxIvIycEngwjNVKS1T7vloJe2bNeKacX5XjRkTFv54Yg9aNI6xCn+P1ZRgJgClwFQR2SYiq0QkHViP02zMI6r6UoBjNJWYNj+TldtyueuU3jSOqbYgakzYaeY2lbQoM4f3Fm/1OpywVe2RSVULgCnAFBGJBhKBfFW1G809lHOoiIe+XMuIzi05dUB7r8MxJiSdPbQDr8/L5F9frOHkfu1oEmsnYsHm95P8qlqsqtstuXjv/75ex/78Yv56el97Yt+YKkRECH85tTe78gp5+vuNXocTlqy5/Xpm/c48Xv8pkwtGdKJ3+wSvwzEmpA3t5JTyn/4hna05+V6HE3YswdQz//hsNY1jIvnjidU+hmSMcd1xci8U+NcX1k5ZsPmVYETkQX/6mcD6cX02363N5vrjutGyiTXFb4w/OrRozO+O7syHS7axOHOf1+GEFX9LMCdW0u/kugzEVK+0TLn/09WktIzjktGpXodjTL1y9dhutI6P5b5PVtmLyYKoptaUrxaR5UBPEVnm020ClgUnRAPwzsItrNmRxx0TehMbZe2NGVMbTWOjuHV8DxZl5vDxsu1ehxM2airBvAGchtM+2Gk+3VBVvTDAsRnXwcISHvpqHUM7teCU/u28DseYeunsoSn0aZ/Ag5+voaC41OtwwkJNjV3uV9UMVZ2M0/JxMU5z+k0rPt1vAufp7zeSnVfIn3/T225LNuYwRUYId5/am605+Tw/c5PX4YQFfyv5rwN2Al8Dn7rdJwGMy7i278/nmR/TOW1gEkM6tvA6HGPqtdFdEzmhdxuemrGRvQetteVA87eS/yagp6r2VdX+bjcgkIEZx0NfrqNM4baTenodijENwm0TenGwqIQnvtvgdSgNnr8JZguwP5CBmF9bsyOX9xZncdnoVFJaNvY6HGMahB5t4zl7aAdenbOZLXsPeR1Og+ZvgkkHZojInSJyc3kXyMAM/OuLtcTHRnH1WGst2Zi69McTeyACD3+11utQGjR/E0wmTv1LDBDv05kAmbdpL9+u2cXVY7vRvLE9VGlMXWrfLI7LxnTmgyXbWLHVLs4Eil/Ni6rq3wBEpImqHgxsSEZV+efnq2mbEMul9lClMQFx9diuTJufyYNfrOHVK0Z4HU6D5O9dZKNEZBXOa40RkYEiMiWgkYWxr1ftZFFmDjed0IO4GHuo0phAaBYXzXXjuvHj+t3MXL/b63AaJH8vkT0KnATsAVDVpcAxgQoqnJWWKf/+ci1dWjdh0tBK3zJtjKkjF47sRHLzOP75xWp782UA1OZ9MFsq9LJHYQPg3UVZrN91gD+N70lUpDV2bUwgNYqO5JbxPVixNZdPllsTMnXN79uURWQ0oCISIyK34l4uM3WnoLiUR79ex8CU5kzoZ03CGBMMZwxKpmfbeB79eh0lpWVeh9Og+Jtg/gBcCyTjNBkzyP1s6tCrczazbX8Bt0/oaU3CGBMkERHCH0/sQfrug7y3eKvX4TQoNd5FJiKRwEWqekEQ4glbBwpLmDJjA0d3T2R010SvwzEmrJzUty0DOjTjsenrmTgoyVosryM1lmBUtRSYGIRYwtpLszax71Axt4y3JmGMCTYR4ZbxPdmak89b8ytWN5vD5e8lslki8l8ROVpEhpR3AY0sjOzPL+aZH9I5oXcbBqU09zocY8LSMd0TGZbagv98u4H8IruHqS74m2BGA32Be4GH3e6hQAUVbp6fuYncghL+eGIPr0MxJmyJCLeO78muvEJenZvhdTgNgj91MBHAk6r6VhDiCTv7DhbxwsxNnNyvHX2TmnkdjjFhbUSXVhzdPZEnZ2zk/BGdaBrrV2Mnpgr+1MGUAdcFIZaw9PQP6RwsstKLMaHilvE92XeomBfspWRHzN9LZF+LyK0ikiIiLcu7gEYWBrLzCnl5dganD0yiR1trO9SYUDAopTkn9mnLsz+kk3PIXkp2JPxNMJfjPPfyA7DQ7RYEKqhw8dT3GyksKeXG47t7HYoxxsfNJ/Ygr7DESjFHyK8Eo6qdK+m6BDq4hmxnbgGvzd3MWUM60KV1U6/DMcb46N0+gQl92/HirAz2Hyr2Opx6y9/WlC+urPN3ISLSS0TmiEih28yM77AMEVkuIktEJGxKRU/O2EhpmVrpxZgQdcPx3ckrLOH5WVaKOVz+3iIxzOf/RsDxwCLgFT+n3wvcAJxRxfBxqho27WXvyi3gjXmZnD20g70K2ZgQ1ScpgZP6tuXFWZu44qjONIuL9jqkesffS2TX+3S/AwbjvN3SL6q6S1XnA1bWxLlzrLRMuWZsN69DMcZU44bju5NXUMKLVoo5LIfbHvwhoK6u7SjwlYgsFJGrqhpJRK4SkQUisiA7O7uOFh182XmFvP7TZs4YlEzHVlZ6MSaU9U1qxol92vLCzE3kFtj5cW35WwfzsYh85HafAGuBD+sohjGqOgQ4GbhWRCp9kZmqPqOqaaqa1rp16zpadPA992M6RSVlXDuuq9ehGGP8cOPx3cktKOGlWRleh1Lv+FsH49ssTAmwWVWzqptARK4Ffud+PEVVt1U2Xnl/Vd0lIu8Dw3Fuh25w9h4s4tW5mzl9YJLdOWZMPdEvuRkn9G7L8zM3cdmYVOIbWV2Mv6otwYhINxEZo6rf+3SzgM4iUu0puKo+oaqD3K7S5CIiTUQkvvx/YDyw4jDXJeQ9PzOd/OJSrjvO6l6MqU9uPL47+/OLeXl2hteh1Cs1XSJ7FMirpH++O8wvItJORLKAm4G7RSRLRBKAtsBMEVkKzAM+VdUv/J1vfZJzqIiXZ2/mlP7t6dbGnto3pj7p36EZx/dqw7M/buJAYYnX4dQbNSWYVFVdVrGnqi4AUv1diKruUNUOqpqgqs3d/3NVNV1VB7pdX1W9v5bx1xsvzMrgQGEJ11vpxZh66Qa3FPP63M1eh1Jv1JRgGlUzLK4uA2nIcguKeXHWJib0bUevdgleh2OMOQwDU5pzdPdEnv1xEwXF9r4Yf9SUYOaLyO8q9hSRK3DaIzN+eGV2BnkFJVb3Ykw9d83Ybuw+UMjbC6u9x8m4arqL7CbgfRG5gP8llDSchyzPDGRgDUV+USkvzspgXM/W9Eu2970YU5+N7NKSIR2b8/T3GzlvWArRkYf7KGF4qHbrqOpOVR0N/A3IcLu/qeooVd0R+PDqv7cXbmHPwSKutqf2jan3RIRrx3Uja18+Hy+t9OZY48Ov52BU9TvguwDH0uAUl5bx9PfpDO3UgmGpLbwOxxhTB47r1YZe7eKZMmMjZwxKJiJCvA4pZFn5LoA+WbaNrTn5XH1sV0RsJzSmIRARrhnXjQ27DvDVqp1ehxPSLMEESFmZ8uSMjfRsG89xvdp4HY4xpg79pn97Uls1ZsqMDaiq1+GELEswAfLd2l2s23mAP4ztYkVoYxqYyAjhD8d2ZVnWfmZuCJs3jdSaJZgAUFWmzNhIcvM4Th2Q5HU4xpgAOHNIMu0SGvHfbzd4HUrIsgQTAPMz9rFw8z5+f2wXu43RmAYqNiqSK4/uzE+b9rI4c5/X4YQkO/oFwJMzNtCqSQyThqZ4HYoxJoAmD+9IQqMonvkh3etQQpIlmDq2ensu363N5rIxqcTFRHodjjEmgJrERnHhyE58sXIHGbsPeh1OyLEEU8eenLGRJjGRXDQy1etQjDFBcOnoVKIjInh+pr1WuSJLMHUoc88hPlm2jQtHdqJZY3spkTHhoE1CI84YnMTbC7ew92CR1+GEFEswdejZH9OJiojg8qM6ex2KMSaIrjqmCwXFZbwyJ8PrUEKKJZg6knOoiLcXbmHioCTaJlT3lgNjTEPTrU08x/dqwytzNpNfZE35l7MEU0de/ymTguIyrjy6i9ehGGM8cNUxXdh7sIh3FllT/uUswdSBwpJSXpqdwdHdE+nZzl6HbEw4Gt65JQNTmvPcj+mUllnzMWAJpk58vHQ72XmF/M5KL8aELRHhqqO7sHnPIb5eZW8zAUswR0xVee7HdHq2jefo7oleh2OM8dCEfu3o2LIxT/+Qbo1gYgnmiM3csJs1O/K44ujO1iS/MWEuMkK48ujOLM7MYcFmaz7GEswReu7HTbSOj2XiIGvU0hgDk4am0KJxNE9/b83HWII5Aut25vH9umwuGdWJ2ChrFsYYA3ExkVw0KpXpq3eyMfuA1+F4yhLMEXjux3QaRUdwwYhOXodijAkhF43sRExkBC/PzvA6FE9ZgjlMu/IK+GDxNs4e2oEWTWK8DscYE0Jax8dy2sAk3lmYxf78Yq/D8YwlmMP02pzNFJeVcfkYaxbGGPNrl41J5VBRKW/N3+J1KJ6xBHMY8otKeXXuZo7v1ZYurZt6HY4xJgT1S27G8M4teWl2BiWlZV6H4wlLMIfhvcVZ7DtUzO+OttKLMaZql4/pzNacfKav3ul1KJ6wBFNLqsqLszLol5zA8M4tvQ7HGBPCTuzTlg4t4nhhZobXoXjCEkwtzdqwhw27DnDZaHuw0hhTvcgI4dLRqczL2MuKrfu9DifogpJgROQCEVnmdrNFZKDPsAkislZENojIHcGI50i8NHsTiU1jOHVge69DMcbUA5PSUmgcE8kLs8LvjZfBKsFsAo5V1QHAfcAzACISCTwBnAz0ASaLSJ8gxVRrmXsO8c2aXUwe3tEerDTG+KVZXDSThnbg46Xb2JVX4HU4QRWUBKOqs1W1vGGeuUAH9//hwAZVTVfVImAaMDEYMR2OV+ZkECliD1YaY2rlktGpFJcqr8/N9DqUoPKiDuYK4HP3/2TA9ybxLLffr4jIVSKyQEQWZGdnBzjEXztYWMKbC7YwoV872jWzN1YaY/zXpXVTjuvVhtd/2kxhSfi88TKoCUZExuEkmNvLe1UyWqVtXKvqM6qapqpprVu3DlSIVXp/8VbyCkq4bExq0JdtjKn/LhuTyu4DRXy8dLvXoQRNwBKMiFwrIkvcLklEBgDPARNVdY87WhaQ4jNZB2BboGI6XKrKy7OdW5OHdGzhdTjGmHroqG6JdG/TlBdmbgqbd8UELMGo6hOqOkhVBwFRwHvARaq6zme0+UB3EeksIjHAecBHgYrpcM3euIf1uw5wqd2abIw5TCLCZWM6s2p7LvM27fU6nKAI1iWyvwCtgCluiWYBgKqWANcBXwKrgbdUdWWQYvLbi7MyaNUkhlMH2K3JxpjDd+bgZOIbRfHq3M1ehxIUUcFYiKpeCVxZxbDPgM+CEcfh2LL3EN+s2cm1Y7vRKNpuTTbGHL64mEgmDU3hlTkZ7MotoE1Cw75hyJ7kr8ErczKIEOHCkXZrsjHmyF00qhMlZcq0MGhl2RJMNQ4VlfDmfLs12RhTdzonNuHo7om88VNmg29l2RJMNd5fvJXcghIuG53qdSjGmAbk4lGp7Mgt4OtVDbuVZUswVVBVXp2zmb5JCQztZLcmG2PqznG92pDcPK7BV/ZbgqnCgs37WLMjj4tGdrJbk40xdSoyQjh/REdmb9zDhl15XocTMJZgqvDa3M3EN4ri9EFJXodijGmAzh2WQkxkBK/OabilGEswldhzoJDPl+/gt0M60DgmKHdyG2PCTGLTWE7p3453F23lYGGJ1+EEhCWYSry9MIui0jIuGNHR61CMMQ3YRaNSOVBYwvuLt3odSkBYgqmgrEx546dMhnduSfe28V6HY4xpwIZ0bE7fpARem7u5QbZPZgmmgh/WZ5O595A9WGmMCTgR4eJRnVizI4/5GftqnqCesQRTwWtzM0lsGsOEvu28DsUYEwZOH5hMQqMoXpmT4XUodc4SjI+tOfl8u2Yn56SlEBNlm8YYE3hxMZFMSkvhixU7Gtwrle0o6mPavEwUmDzcKveNMcFz4UinfbK3Glj7ZJZgXMWlZUybv4VxPduQ0rKx1+EYY8JI58QmjOnWiqnztlBW1nAq+y3BuL5auZPsvEK7NdkY44nJwzuyNSefHzfs9jqUOmMJxvXa3M0kN49jbM82XodijAlD4/u0o1WTGKb+lOl1KHXGEgywYdcB5qTv4fwRHYmMsHbHjDHBFxMVwdlDO/D16p3sym0Ylf2WYIA3fsokOlI4Jy3F61CMMWHsvOEdKS1T3l6Y5XUodSLsE0xBcSnvLspifN92tI6P9TocY0wY65zYhNFdWzF1XmaDqOwP+wTzxYod7M8v5ny7NdkYEwImD+9I1r6GUdkf9glm2vxMOrZszKgurbwOxRhjOKlvw6nsD+sEs2n3Qeam7+XcYSlEWOW+MSYElFf2T28Alf1hnWDenL+FyAjh7KEdvA7FGGN+du6wFEoaQGV/2CaY4tIy3lmYxbiebWib0MjrcIwx5mddWjdlVJf6X9kftgnmm9W72H2gkMnD7dZkY0zoOX+EU9k/sx5X9odtgpk2P5O2CbEc26O116EYY8yvjO/blpZNYpg6r/5W9odlgtmak8/367I5Jy2FqMiw3ATGmBAXGxXpPNm/ame9bcY/LI+uby/Ygir25L4xJqSdV17Zv6B+VvaHXYIpdd+5cHT3RGuW3xgT0rq0bsqIzi3dk+L6V9kfdgnmx/XZbNtfwHnD7Ml9Y0zoO3dYChl7DvHTpr1eh1JrYZdgps3bQssmMZzQx5rlN8aEvpP7tSc+Noo36+HbLoOSYETkAhFZ5nazRWSgz7AMEVkuIktEZEEg48jOK2T66p38dkgysVGRgVyUMcbUibiYSCYOTuKz5dvZn1/sdTi1EqwSzCbgWFUdANwHPFNh+DhVHaSqaYEM4t1FWZSUKecOs8p9Y0z9cW5aRwpLyvhoyVavQ6mVoCQYVZ2tqvvcj3OBoLfNoqq8OX8Lw1Jb0K1NfLAXb4wxh61fcgK92yfw5oL6dZnMizqYK4DPfT4r8JWILBSRq6qaSESuEpEFIrIgOzu71gs9VFTKiM4tuXhUaq2nNcYYL4kIl41OZVBKcwpLSr0Ox28SzFvfRGQcMAU4SlX3uP2SVHWbiLQBvgauV9UfqptPWlqaLlgQ0OoaY4xpUERkYaCrISoKWAlGRK51K+6XiEiSiAwAngMmlicXAFXd5v7dBbwPDA9UTMYYY4InYAlGVZ9wK+4HAVHAe8BFqrqufBwRaSIi8eX/A+OBFYGKyRhjTPBEBWk5fwFaAVNEBKDELaq1Bd53+0UBb6jqF0GKyRhjTAAFJcGo6pXAlZX0TwcG/noKY4wx9V3YPclvjDEmOCzBGGOMCQhLMMYYYwLCEowxxpiACOqDlnVFRLKBzV7HUUuJQP19ufbhsXUOD7bO9UMnVQ3qO+LrZYKpj0RkQbCfovWarXN4sHU2VbFLZMYYYwLCEowxxpiAsAQTPBXfgRMObJ3Dg62zqZTVwRhjjAkIK8EYY4wJCEswxhhjAsISTBCJyDARKRWRs72OJdBE5AIRWeZ2s0WkQTdqKiITRGStiGwQkTu8jifQRCRFRL4TkdUislJEbvQ6pmARkUgRWSwin3gdS6izBBMkIhIJPAh86XUsQbIJOFZVBwD30YArRd3v9gngZKAPMFlE+ngbVcCVALeoam9gJHBtGKxzuRuB1V4HUR9Yggme64F3gV1eBxIMqjpbVfe5H+cCHbyMJ8CGAxtUNV1Vi4BpwESPYwooVd2uqovc//NwDrjJ3kYVeCLSAfgNztt5TQ0swQSBiCQDZwJPeR2LR64APvc6iABKBrb4fM4iDA625UQkFRgM/ORtJEHxKHAbUOZ1IPWBJZjgeBS4XVVLvQ4k2ERkHE6Cud3rWAJIKukXFvf/i0hTnJL5Taqa63U8gSQipwK7VHWh17HUF8F6ZXLYEZFrgd+5H5sB09xXQycCp4hIiap+4FV8gVBhnU/BWdfngJNVdY9ngQVeFpDi87kDsM2jWIJGRKJxksvrqvqe1/EEwRjgdBE5BWgEJIjIa6p6ocdxhSx70DLIROQl4BNVfcfrWAJJRDoC3wIXq+psr+MJJBGJAtYBxwNbgfnA+aq60tPAAkics6WXgb2qepPX8QSbiIwFblXVU72OJZRZCcYEyl+AVsAUt+RW0lBbn1XVEhG5DucOwUjghYacXFxjgIuA5SKyxO13l6p+5mFMJsRYCcYYY0xAWCW/McaYgLAEY4wxJiAswRhjjAkISzDGGGMCwhKMMcaYgLAEYxo0EZkhIidV6HeTiEypZppUEVnh/j/IfbAu4ETkURE5RkT+KiIPVBg2SERWu/9PF5EWwYjJmCNhCcY0dFOB8yr0O8/t749BOK0SBJSItARGquoPOLGdW2GU84A33P9fBa4JdEzGHClLMKahewc4VURi4eeGGZOAmeL4t4isEJHlIvKLg7qIxAD3AueKyBIROVdEhrvvt1ns/u3pjttYRN5y33/zpoj8JCJp7rDxIjJHRBaJyNtu+10VnQ18AaCqa4EcERnhM/wcnFaaAT4CJtfN5jEmcCzBmAbNbQNtHjDB7XUe8KY6TxifhVNCGQicAPxbRNr7TFuE0yLBm6o6SFXfBNYAx6jqYHfYP9zRrwH2+bz/ZiiAiCQCdwMnqOoQYAFwcyWhjgF8G1H8ueQlIiOBPaq63o1rHxArIq0Oe8MYEwSWYEw48L1M5nt57ChgqqqWqupO4HtgWA3zaga87dbRPAL09ZnXNABVXQEsc/uPxHkJ2Sy3SZVLgE6VzLc9kO3zeRpwtohEUPklvV04JTFjQpa1RWbCwQfA/4nIECCu/EVZVN7Mfk3uA75T1TPdy20zapiXAF+rak2XtPJxWugFQFW3iEgGcCzwW2BUhfEbudMYE7KsBGMaPFU9gJMIXuCXJYEfcOpXIkWkNXAMzuU0X3lAvM/nZjgtJgNc6tN/Jk49Ce6rg/u7/ecCY0SkmzussYj0qCTM1UC3Cv2m4pSSNqpqVnlPtyXjdkBGpStsTIiwBGPCxVScupZpPv3ex7mUtRTn1QK3qeqOCtN9B/Qpr+QH/gU8ICKzcFpOLjcFaC0iy3BerrYM2K+q2TiJaKo7bC7Qq5L4PgXGVuj3Ns4luGkV+g8F5qpqSU0rbYyXrDVlY+qAiEQC0apaICJdgW+AHu6NAv7OYyZwqqrm1DDeY8BHqvrNEQVtTIBZHYwxdaMx8J37lkcBrq5NcnHdAnQEqk0wwApLLqY+sBKMMcaYgLA6GGOMMQFhCcYYY0xAWIIxxhgTEJZgjDHGBIQlGGOMMQHx/wEz2M3zeP/vDwAAAABJRU5ErkJggg==", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -350,14 +343,12 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -366,6 +357,44 @@ "axes, cbaxes = plot_dataset(dataset, axes=[ax, ax])" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Alternatively, we might want to only create the plot for one dependent parameter, rather than all. To do this, we can pass the parameters argument to `plot_dataset` specifying which parameters to plot. Parameters are specified by the name that was assigned when they were registered to the measurement. For example:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "([],\n", + " [None])" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjoAAAHHCAYAAAC2rPKaAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAaChJREFUeJzt3QV8U1f7B/Cn7kJLXSjaIsXdbbgMGYOhG2wwf8eUuf4ZYz7Yxt53wAQ2BsM3dMBwt2GFUnd3b/P/PCe9WVpaaFO5yc3v+/kEkjRNn9zc3PvknOecY6JSqVQEAAAAoECmcgcAAAAA0FCQ6AAAAIBiIdEBAAAAxUKiAwAAAIqFRAcAAAAUC4kOAAAAKBYSHQAAAFAsJDoAAACgWEh0AAAAQLGQ6ICirF27lkxMTCgiIoKMUUlJCb300kvk5+dHpqamdP/994v7c3JyaMGCBeTp6Sm2z3/+8x+xjfg6bzPJ22+/Le4zFIcOHRLx8v+NwdC2j77ibcjbUonGjBlDjz76qNxhKOp9v3btGpmbm9OVK1d0+rumxnoilC688Xx8fGjevHkUGxtL+iAjI0OcpPbs2SNub9myhaysrKiwsLDKx58/f54mTJhALi4uZGtrSx06dKAvv/yyTieO6i6//vprnV4bqH399dcVEoz6snr1alq+fDlNnTqVfvjhB3ruuefE/f/3f/8n/t7jjz9OP/30E82ePZuM3Z9//lnlQTcvL0/c31jJE+in48ePi/2Aj8c1dezYMdq7dy+9/PLLDRqbsWnXrh2NHTuW3nzzTZ1+35yM1LvvvkvNmzengoICOnnypDgJHD16VGSM1tbWssZ2+vRp8X+vXr3E/ydOnKAuXbqIZKcy/lCNHz9e/PyNN94ge3t7un37NsXExNQphmeeeYZ69Ohxx/19+vQhfcYn8OnTp1e5rfQt0WnatKlIsOvTgQMHROL+2Wef3XF/79696a233tLcV1Wr1+uvv06vvPIKGUuis3LlyjuSHU503nnnHXF98ODBRrt9GlJ+fr74kqnviQ7vB/wZdXZ2rtHv8JeMYcOGUatWrRo8PmOzaNEi0VrG57eWLVvW6nf1e09rQKNHj6bu3buL69ykzyedZcuW0fbt22natGmyJzqBgYGaDxcnOlLSoy0rK4vmzJkjMt1NmzaJVqD6MmDAANEqYChyc3PJzs6OzMzMxMVYJSUlVXlQ5vv5W9G98MlH309AcsL20V1ZWRkVFRWJL5Jyf5lsCPwZ++OPP+jbb7+VOxRFGj58ODVp0kS0VHNDRW0YXdfV3U7sjLNFCX+bq/yNjnGGHxAQoLkt1Tp8/PHH9N1334lsk1sUuEXkzJkzNfr7mZmZlJKSIi6c2HTq1ElcT0xMpHPnzlFQUJC4zY+TrF+/Xvz8gw8+EEkOn+z5YNIY1qxZI14zd5Vo4y4Svp+/LVfeNtzK0KxZM7KxsaFBgwZV2d9648YNkWBxNxwfDDkZ5eSzqu7Hv//+m5544glyd3cnX1/fCj/Tbq3g92rcuHGiK4Kfj/9+cHCwpmti8+bN4jb/vW7dutGFCxfqFBc3Xy9evJjc3NxE8jVp0iRKTk6uEM/Vq1dF/FKXYFX7mTZ+b59//nlRe8P7FifCvE1VKlWF7Xzw4EHx3NLzSl2R4eHh4iAs3V9dDVNVNSh8+6mnnqKtW7eKblH+++3bt6fdu3ff8fvc/fvII4+Qh4eH5nGV95GakN4zbrHs3Lmz2OacqPF7VRMbN24U7yW/1/wlZtasWRW6pvkzzK050uvT3i78vjH+Ni/dL7X61HX7SPsgvx4+TqxatUrnup977ZN84uXXwvuWtJ+w0NBQsV8++OCDmvv4MRw7H2v69u0rthu3eFd10uYudG4Z5FYLfq28T3JdWOWudWm7rFu3TmwPfqy0TSrXakjb4ObNm+K9cnJyErFzKzXHHh0dTRMnTiRHR0dRZ/bJJ5/UOa67vV8cz4svviiu83a41+eG8eeLa+T4hKzLcUG7tVfaXt7e3vTkk0/e0X1269YtmjJlitgW/N7z8Y9bsrXPD3yMHjp0qDg+8nPx5+ebb7654+/V9fjInyXuSQgLC6ORI0eK18ZxczKivd9Vp6bHDAsLC7Gfbtu2jWpNZWTWrFnDW1515syZCvevWLFC3P/NN99o7hs0aJC4VDZ37lxVs2bNNLfDw8PF73bp0kXVqlUr1bJly1QfffSRqmnTpipfX19VUVHRPePiv8PPca+LdjxTpkxROTo6qvbt26dq06aN+LmdnZ1q0aJFqvz8fJ22z8GDB8XzrF69WpWcnHzHpaysTPPYcePGqZycnFRRUVHi9uXLl1WWlpaq+fPn37FtgoODVQEBAWLbvPPOOyoXFxeVm5ubKiEhQfPYK1euiOdr166deBy/JwMHDlSZmJioNm/efMd7yI/j7fHVV1+pPvzwwwo/478r4fcqMDBQ5eXlpXr77bdVn332mcrHx0dlb2+v+vnnn1X+/v7i9/nCf5/fw9LSUp3j4v1g6NChIq7nn39eZWZmppo2bZrmcVu2bBH7RVBQkOqnn34Sl71791b7nvA25+fjv7dgwQLx98ePHy/+1n/+8x/xmJycHPE8/Jz83NLz8vbl/3lf7Ny5s+Z+frz03nDckrfeekvcp41vd+rUSWy/9957T/X555+rWrRoobK1tVWlpKRoHsd/i/+2n5+f6t133xWfpQkTJojf521eG/ye8T7t7OyseuWVV1Sffvqp2IdMTU0rbCtpf+X/K78PPXr0EH+Xf9/Gxkbsf+np6eIxx48fV913333icdI2kbYLx833T5o0SXP/pUuX6rx9zp8/r7KyshJx8L72wQcfqLy9vcXv1vZQXNN9cuPGjeK5v/jiC3Gb9+t+/fqpPDw8KsTGnyOOxd3dXfXUU0+pvvzyS1X//v3F737//feax/HvjxgxQrw23vdWrVolHm9ubq6aOHHiHdulbdu24nPOn/mVK1eqLly4oPkZb0uJtF15H50xY4bq66+/Vo0dO1bcx+89f34ff/xxcT/Hz/f//fffOsd1r/eL32+OQ9p3tfeP6vBn09XV9Y77a3pc0N4Ow4cPF4/j18CP431ZOo8UFhaqmjdvLt6v999/X/W///1PbF9+TEREhOa5+Pa8efNE/PxcvH34uXlf0VbX4yOfD62trVWtW7dWzZ49Wzw/nxv4b73xxht3bHvt9722xwx+vXwMyMzMVNWG0SY6+/fvFyfu6Oho1aZNm8SHkQ9CfFvXRId38rS0NM3927ZtE/fv2LHjnnGdPXtWJCx8MODf4R2Mb/OOyjsBX+cLP07SsWNH8eHky9NPP636/fffxf/8+9OnT9dp+0gnjuou8fHxmsfydU5Y+ITBHz7+IPOHQnsnlLYNn2hiYmI09586dUrc/9xzz2nuGzZsmDiZFRQUVDjJ9+3bV3yIKr+HfCAuKSmpEH91iQ7fxyc3yZ49ezRxRUZGau7nA2TlE2dt4+KDlHZCyK+RD1YZGRma+9q3b1/lvlWVrVu3iuflD7m2qVOnihNbaGio5j5+Tn7uyngb8IlDW20SHU5gtf8Onwj4fj6ASjjB5YOl9gmU8b7IB8i8vLwavV4pXn5+3qclvF/x8/N+Vl2iwycDPll36NChQrK/c+dO8bg333xTc9+TTz5ZZYLBx4XKB+T62D6cnPJnNTY2VnPfrVu3xMm4tolOTfdJxids/rs3b95ULV++XPwt3qeq+qL1ySefaO7jzzQnHrw9pZMsn+z5RHPkyJEKv//tt9+K3z927FiF7cKPvXr16h3xV5foPPbYY5r7+LPNJ0Hex6UvMoyTVf7c8nFYUtu4avJ+SdtK+1hyN3w86tat2x331/S4kJSUJOLihEQ7kZC+hPOXT8bJIt/mJPZuqvq8jRw5UiR12up6fOT3ge/jc4+EXycfb/j18Oepuve9tseM9evXi+fg80dtGG3XFTcvchMiN29y8y83t3Gzr9QFogtuCuY+xMrdYdykdy/cJMgxcdMnN/vNnDlT3OamTS5u4+t84cdJeMgwF05ynQ6Pspo8ebL4f+HChWJ0FDdv6oqr2/ft23fHhZvJJdxsys3/fD+/1osXL4omR25eroyHOXORrKRnz56i7kjq4kpLSxMFs1wflZ2drenGS01NFc2h/Foqj4rjIZw1rcfhZlvtQmqp5ombdv39/e+4X3rPdInrscceq9AVwdumtLSUIiMjSRe8jfh1coG4Nu7K4mPHrl27qKHxvqddANixY0fxPkvbieP4/fffRWE8X5e2E194O3GTOo8OrA3+HHDzvoT/Hu/r3HSekJBQ5e+cPXtWdNlwl6Z2HQjXsXH3L3cvyLF9+P3fv3+/+Bzw65JwNwvXC9ZGbffJFStWiK4gPs5xVxAX7HM3UGVce8THDomlpaW4zduTu7SkLsG2bdtqutKlC3+OGHedauMu6prUhkm4XlLC+zx3pfD+NH/+fM39XIPGXbfax9XaxnWv90sXvP21j/+V3eu4wPsH1zDx1A/a9ZZ8nOPYpH2X30vGo3L5+F8d7oKqXBoxaNAg8Rq1u7jqcnzUxt2BlbsH+fXw66qKLscMafvyY2rDaKvq+ATdpk0bsTH55Hz48OE6j9TR3iG035T09PS7/h4nLDz6i3HSwKNj+I3kepsjR47Q+++/L27zB1/7gyTtyDNmzKjwfA899JDo++dan9atW+v0WrhPtnJfc1W4X/jnn38WH0L+IHNSVpWq4uDt/9tvv2nqBnhn5wMxX6rCB1ztZIn7znV9b6SDBSe6Vd0vvWe6xKXrflAdPhDyydHBwaHC/Xxgl37e0Cq/Jul1Sa+JE3KuI+AaNb5Ut51qg5OAyrUrvM8wrpXgRLsyaVvwibAyPgnyyEo5tg+/dh5pVNVonNqO0KntPslfTvgL0AMPPCDqIKqbeoL3Mf7CV9325uMSJ1HXr1/X1DFV9Xe11eYzWt3nlBNWrrOqfD8nFpLaxnWv90tXd6tJuddxobp9lxPOFi1aaH7O25RrfT799FNR/8QJE08vItU2SbgmiGuWTpw4cUdCxOc97cfqenyUcGLGMVa371RFl2OGtH1rW9NmtIkOtyhIo674W1b//v1FghASEiIKq6SNWdWOy1l4VaprXbhXQRZnvlxJrk276JK/yfOFC3m1dxo+MHHhKR+8tHHxGavrh7Ym+GDD36KlSZ04OdNl9JdURP3CCy+IbL4qlU8I2t9Y7qW69+Ze75kucem6H+izmm4nPtjOnTu3ysfyt2alasz3XJd9UpqTi48JPPVETYdLV/W3+UsQn2SrUvnEWJvPaHXbsSbbtrZxNcT75erqetdjbn3+TS7G5iJgLszlgn0+PyxdulRMlcK9Ejyohr90cnL/6aefitfPCRO3DvOgkMqDVnQ9PtaFLscMaftWTnzvxWgTncpvJu8kQ4YMEc280jwZnHFX1URX39+geWQAv9k8MoZbRX788Ufy8vISrR28Y0oTy1U+aHA3FrcAcTO19reAuLg48X91327qE48I4OZz3n5Lliyhzz//XHzbqKyqbjQeYSGNXpO+DXBlfU1akhpLQ8VVm28knOBy8y9vZ+1WHR51I/1cbryvcWz8JaC+tpPUcqG9rXifYdqjHrVJ24K/sEjdFhK+T3tbVfceNMTMx/zlg1sm+DVVVtV99blP8mii//3vf+I4wy0AfFI5derUHcPk+bghTdNQ3fbm7p5Lly6Jk6g+zRDdEHHV9nk4qeCuGF1p77varSPc/cPnhsrvNSd2fOG5nXjOn379+olRctwDsGPHDjHajMsx/LVaayp34dUXTlr4XCm14tTks6rLMYO3A3+R1v47NWG0NTqV8bA1buXhE7XUjcQfHj6ZaA8B5A8TNwnWJ+4f5TeaDzycXHHSw7d5nhxuaZLqc3hH1ibN9/P9999XuJ8Pavxc9xqyXFc8d8+GDRvoww8/FMkhd2Pxh07awbXxUE7tugGeK4gPtlJ9Ap8IOF7ucouPj7/j96sahtkYGiouPpnUdMZVniSLDwachGvjb2Z8MK5tjUdDfVng4a58oK9q2gBdthOfeHlWcAl/HvhLAA83r6rbinErLb9nfMDXHlbMdUzctcG1OhLphF75feDZxau6v67bhz/D/DmQvohISU5ta6xqs0/ya+C6Fz628dQPfGzguge+XhnXB/Jzap9g+TafkKTaQD7m8Of4v//97x2/z11znCjJoSHiqm7/qA7XuHCLg651Prx/cKsLdy1qt5jw8Z27mqR9lz8H/F5p44SHEwBpn5daYrSfJzMzUww5byjaxyf+u3ybk/Hqyhl0OWZwrRgPP9fudqsJtOho4XkTuB+bW1B4FkYe28/Nftw8zMVw3F/IB1De0Lyz1TdOoLgfXPomwVk6N09Xh2dD5hi5xoh3fC4047kPuDCPW1e0ix55XgieF4Qz+pokQFwbJCV8lZsS+cLbgpcT4FYwqQiNd2x+fm5S5VoI7S4sbkrnpI1/hz+MnFByUy9/y9Sum+LH8IeWC/D4Ww3PE8R9zNzczkmmHBoiLj5x8JwW/O2Ltw2fvCq3QEi4WI+382uvvSa6LnmOJW6u5mZrLlys7SyhDYUTXn7/uWCRtxMn8Fw4yydWbpHi67XB39r4c8dzUXH3LO/nvN3vdrDmAytP/Pnwww+LzwPXr/HvfPHFF+KbpbQkBpNO3tzsz59xPvByss4tpxw7J/EcA9e48HwrfKkL/gzy+8ZfWPhzICWv/LxcyN8Q++Szzz4rupd5+/PrGzVqlEh8eL/jgmTelyR8vOBtx/sYv25+/RwX10/wdmVcyMwtzXx85PeaXwu/Dv5CyPdzF5lUEtCYGiIuaf/gzx3vF7wN+LNYuY5JwokIf8Hkbc0t87XFCSUft/k4ze8T191w6w7Pq8NzsvEXYMaF6HzM5XMVv0987OdlXaTEgY0YMUIkTRzvwoULRR0oJ4F8nKkqOa4rbq3klkNuLeTPPyfvXLf56quv3rVnoTbHjOLiYs3cabWmMjLVzaPDeEhfy5YtxUUatszDvHk4Hg+T46GWPOyuuuHlPByxsuqGqVaF50DheR0YD8WuLk5tPOyT5z7geCwsLMQcB1XNP8DzNvAwzevXr9dpeLn0WiZPnqxycHCoMG+D9pB6ntuj8rbhoas8VJ6H8Q8YMEAzN4m227dvq+bMmaPy9PQUr4fnc+A5GXgKgJq8h9UNL688tJrx43iIsbbq3su6xFXVXC88fwTHxNuw8vxIVcnOzhbDUXnuDP77PISYY9QertqQw8srbyfpObWH+LLExETxWH6fOU7eXjwU+rvvvrvr66suXv688TQKvM/w56PykNqqti3bsGGDGIbOv8dTIMycObPC9AaMP+M8JJanluDPhvbr5qG2PFSYP/fa+31dt89ff/0l4uLn5eMMz4HCn02eh6S27rVPSp9F7SHjLCsrS8TGc8lIw8al/Yanr+jTp4+Ihx9Tec4Vxr/Dn29+PG/fJk2aiG3Fc7loTy1R3Xa52/By7aHIjLcfzw1WWVX7eV3jqur94uMxb1ceul6ToeY8Bwzv79pqc1xgvM15X+f3lOc74vmDpPmfWFhYmOqRRx4R+w+/T7x/DxkyREyZom379u3is2Ntba2Zw4yHqNf38VF6j3h/lOYy4rj5PdUeJl/d+bCmx4xdu3aJ3+cpGWrLpPyPg8Jx0zX3AXNrT2Pib4c8SoDXgLlb6xSANm594ZaOnTt3ktLxYAgeVFCX6SDqilt5eWSnrqtDw78t4bwtuSVJ1xGvhmbevHmijIFbjRr6c8K9Hdrd2TWFGh0jwN1s3JRd2/VBAKB+cb2INk5ueMBBQ9fTQePgod7cbfTRRx/JHYqiXL9+XXzpee+993T6fdToGAGebKryei8AcuACw+qmZ2BcV6A9KaXScC0NfwOW5kXhOi1+zVKtGheMVk6GKquuEBv0Q2NM4Gls2rZte0cBdm0g0QGARsNFlXebnkEqqFcqLjL95ZdfxMzOPEEpj9ThEVBSNwcXD1eeU6syVBsA1A5qdACg0fDIwru1WPD0CtrLnBgbnnRTe/h5VfRpnikAQ4BEBwAAABQLxcgAAACgWEZZo8PTVXPzME8/rU/TmAMAAED1uBOKl8PhCS5ruq6iUSY6nORUXuQNAAAADEN0dLRYwLQmjDLRkRZG5A3FQ68BAADAMOaF44YK7QWO78UoEx2pu4qTHCQ6AAAAhqU2ZScoRgYAAADFQqIDAAAAioVEBwAAABQLiQ4AAAAoFhIdAAAAUCwkOgAAAKBYSHQAAABAsZDoAAAAgGIh0QEAAADFQqIDAAAAimWwic7KlSspICCArK2tqVevXnT69Gm5QwIAAAA9Y5CJzoYNG2jx4sX01ltv0fnz56lTp040cuRISkpKkjs0AAAA0CMmKpVKRQaGW3B69OhBK1asELfLysrEaqZPP/00vfLKKzVa/dTJyYkyMzOxqCeAgeNDWF5RKRUUl1JpmYpKVSoqUxFZmJmQtYUZWZubieu1WQQQAPSTLudvg1u9vKioiM6dO0dLlizR3GdqakrDhw+nEydOVPk7hYWF4qK9oQBA/5WVqSg2I59uJ+dQWHIuxWXkU3xWASVmFlBSdiFlFRRTdkGJSHDuhhMdFztLcrGzoqb2luThaE3+Lrbi4udiS6097MnR2qLRXhcANB6DS3RSUlKotLSUPDw8KtzPt2/cuFHl7yxdupTeeeedRooQAHRNam4mZdPl6Ey6HJtB/8RkUkhiNhUUl9X4ObjRxszEhExNTKio9N/fKy5VUWJWobhUx8fZhoI8HaidtyN1bdaEuvo1ISdbJD8Ahs7gEh1dcOsP1/Rot+hwVxcAyNvldDMxh46FptDJsFQ6FZ5GmfnFdzzO0syUApraUoum9uTnYkOeTjbk5WRNHo5W5GRjQQ7WfDEnGwuzCt1T/PyFJWVUWFxGOUUllJZTRKm5hZSaU0TxmfkUlZYnLpGpeRSfWSBajvjy141/a/3aeNhTr+auNLCNG/Vp6Ur2VkZxyARQFIP71DZt2pTMzMwoMTGxwv1829PTs8rfsbKyEhcAkFdRSZlIav66nigSipj0/Ao/t7U0o46+TtTR15mCfZyog48T+TWxIXOz2o+b4KRH1OhYmImWGW6xqU5mXjHdSMiiGwnZdDkmk85HpVN4Sq5IxPjy08lIMjc1ES09I9p50Mj2nqLLCwD0n8EWI/fs2ZO++uorTTGyv78/PfXUUyhGBtAzXD9zKiyVtl+Ko11XEiq02liam1Kv5i6itaR3C1eR3FjokNQ0hNScQjobmU5Hb6XQkVvJFJGaV+HnHOuYYC+6v4s3eTlVn0QBQP3R5fxtkIkODy+fO3curVq1SiQ8n3/+Of3222+iRqdy7U5VkOgANLyo1DzacDaKNp2LqVAb09Teioa3dadhbT2oXytXsrU0N5jXc+BGokjWzkSkiZFdjHvL+rdqSlO6+tKoDp6iBQkAGobRJDqMh5YvX76cEhISqHPnzvTll1+Klp6aQKID0DBKSsto37VEWncqio6Gpmju51qa0R08aUInb+rVwpXMTA17qHdKTiHtvZpIWy/E0umINM39zrYWNK27H83q1Yz8XdG1BVDfjCrRqQskOgD1K7ugmDaciaY1xyJEQa92S8eMnv40vK2H6KZSIm7p+f18jGi50n7tQwPd6dGBLUTXHObwAagfSHRqCIkOQP3Vsfz3SDj9fDKScgpLxH1NbC3ooV7+NL2Hv1EV7HIt0oEbSfTjiQg6cuvf1qwu/s60aFBLuq+tB5kaeEsWgNyQ6NQQEh2AuknKLqD/Hg6jn09GUX5xqbivlbs9ze/fnCZ18TH6OpWw5Bz6/mg4bTwXI0aasdbu9rT4vjZixBYSHgDdINGpISQ6ALrhEVOr/r5Nq4+Fayby4+HgTw9tTcOC3HECryQ5u5DWHAsXw9N5BmfW3ttRJDxDg9zRpQVQS0h0agiJDkDt8DpS3D214mAoZeQVa7pknh3Wmga1ccMJuwYJIrfwfH8kjHKL1C1gPZu70Btj21Gwr5Pc4QEYDCQ6NYREB6Bm+PCw91oivf/HNYpOy9d0wbw0KkgMEUeCUztpuUW06vBtWnssQszazCZ39aEXRwZiLh6AGkCiU0NIdADuLTQpm97ZcU1TWMtLLjx/X6A4MesyUzH8ixcnXb4nhLZciBW3efmKZ4a1FjVOSh2dBlAfkOjUEBIdgLt3U3114Bat+juMSspUYq2pxwa2oMcHtyQ7rPVUry5FZ9B7O6+JGZilgu73JnYQM0UDwJ2Q6NQQEh2AqvGMvy//fpnCknPFbe6eemNcO2rmaid3aIrFh+DN52Pp//68Tqm5ReK+qd18xXbniRYB4F9IdGoIiQ7AnRP+fbQ7RIwOYm4OVqJlgZc0gMbBC4su33tDzCrNR2VPR2taOiWYhgS6yx0agN5AolNDSHQA/vX3zWRa8vtlisssELcf7O5Hr45pK1b8hsZ3LjKNXth4WayezqZ196XXx7UjR2u8HwBZSHRqBokOgLoWZ9nuG2LZBubvYktLJwdTv1ZN5Q7N6OUXldLHe0PEfEV8hPZysqYPp3QUQ/kBjFkWEp2aQaIDxu5WYjY9/csFupGQLW7P6xtAL40KNJiVxI3F6fA0enHTJYpMzRO3F/RvLob2Y2QWGKssJDo1g0QHjBV/3H8+FUXv77wm5nFxtbOkjx/oREOCUAeir/KKSmjZrhv0wwl1/VQnXyda8VBXo1pHDECCRKeGkOiAsRa7vrDpEu27lihuD2zjRh8/0JHcHazlDg1qYO/VBHpx02Uxy7KDtTktm9KRxgR7yR0WQKNColNDSHTA2FyPz6KFP52jqLQ8MS/Oy6OD6OG+AVibysDEZuTT0+vP0/moDHF7du9m9NrYtka/iCoYjywdzt/o6AVQuG0XY2nS18dEkuPbxIY2P9FXzMCLJMfw+Djb0IaFfcTkjYynA3hw1QlKKB8xBwB3QqIDoFDFpWX07o5r9OyvF8VK49xVtfPp/tTBB4tIGjILbpEbFURrH+5BTWwt6FJMJo1fcZTOlc+uDAAVIdEBUKDk7EKa9b9TYngye2pIK1ozrwc521rKHRrUk8GB7rT9qf4U5Okg3u8Z352k385Gyx0WgN5BogOgMDcTs+n+lcfoVHga2VuZ07ezutELIwPJDF1VisMjr35/vC+Nau9JRaVl9NKmy/T29quiNQ8A1JDoACjI0VspNOXr46JotXlTO9r6ZD8s46BwvNDq1zO70nPD24jba49H0NzVp8XoLABAogOgGL+diaZ5a05TdmEJ9Qxwoc2P9xWrYYPycWH5s8Nb06rZ3cjO0oyO306lad+eoLiMfLlDA5AdEh0AA1dWpqKPdt+gl36/TCVlKprY2Zt+WtCTmtihHsfYjGzvSb8t6kPuDlYUkphNk78+TjcSsuQOC0BWSHQADFhhSSk9u+EifX3otrj9zNBW9PmDncnKHPOqGKv23k5iCgFuzUvIKqAHvjlBx2+nyB0WgGyQ6AAY8NIAC344SzsuxZG5qQktn9qRFo8IJBMTFB0bO98mtrRpUR/RhcldmVyzw/MpARgjJDoABrqcAw8fP3IrhWwtzWjNwz3oge5+cocFeoSnEvhxfk8aE+xJxaUqMZ/S90fV0w0AGBMkOgAGJim7gB787oRYBsDR2px+XtCLBrR2kzss0EO8NMSKGV3p4X4B4vZ7O6/RigO35A4LoFEh0QEwINFpeWI0zY2EbHJzsBKFp139m8gdFuj5iKw3x7Wj/wxvLW5/vPcmLd9zQ6xkD2AMkOgAGIjQpBx64NsTFJGqXrNq48I+FOSJRWnh3rhu6z/D29CS0UHi9sqDt+ndndeQ7IBRQKIDYABCk7Jp+ncnxSgaHk2zaVFfCmhqJ3dYYGAWDmpJ701sL66vORZBr275h0rLkOyAsiHRATCAlpzp352ilJxCauvlSL8t7EOeTtZyhwUGanafADFCj1cE+eV0NL2w8RKSHVA0JDoAeux2cg7N+O9JkeTw4o3rFvQiF0wECHXEI/S+mN5FTEuw5UIsvfz7ZTHxJIASIdEB0FNhnOR8d1KsTM1JzvpHeyPJgXozvpM3fTmji1jsddO5GHp92xXU7IAiIdEB0EPhKbmiJSepPMlBSw40hDHBXvTptE7Ec0yuPxVF7+xAgTIoDxIdAD0cQs4tOYlZhRTooU5yXO2t5A4LFGpiZx9aNqWjZuXzD3dh6DkoCxIdAD3C3VSzvz8lRle1drendY8iyYGGN627H30wqYO4vupwGH2276bcIQHUGyQ6AHoiM7+Y5qw+rZknh2c8bookBxrJzF7N6K3x7cT1Lw+E0qq/1QvFAhg6JDoAeiC/qJQW/HCGrsdnieTm5/m9yMMRQ8ihcT3crzm9PEo9qeDSXTdEkTKAoUOiAyCzopIyenzdOToTkS7Wrvppfk9MBgiyeXxwS3p0QHNxnYedH7iRKHdIAHWCRAdARjx3CU/YdigkmawtTGn1vB5iUkAAOS0Z3ZYmd/EREwk+se48nYtMkzskAJ0h0QGQ0ft/XKftl+LExG3fzupG3QNc5A4JQCwEumxqRxoc6EYFxWX0yNqzdCsxW+6wAHSCRAdAJmuOhdPqY+Hi+ifTOtHgQHe5QwLQsDAzpa9ndqXOfs6aQvm4jHy5wwKoNSQ6ADLYczVBrB7NuPiT5zIB0De2lua0Zl4PaulmR/GZBTR39WnKKiiWOyyAWkGiA9DILkZn0LO/XiCek+2hXv60aFALuUMCqFYTO0v6cX4vcnewoltJOfTkuvNUXFomd1gANYZEB6ARRaXm0fy1Z0Tdw5BAN3p3Qnsy4fn3AfSYj7MNfT+3B9lYmNGRWyn01varmD0ZDAYSHYBGkpFXRPPWnqbU3CJq7+1IKx7qSuZm+AiCYQj2daIvpnfWrIv1/VF1fRmAvsNRFqCR5spZ+NM5CkvOJW8nazGM3M7KXO6wAGplRHtPem1MW3H9gz+v096rCXKHBHBPSHQAGhg38XNT/6nwNHKwMqc1D/fErMdgsOb3by5qy7jn6tlfL9KV2Ey5QwK4KyQ6AA3s55OR9MvpKNHk/+WMLhTo6SB3SAA645qydya0pwGtm1J+cSnN/+EMJWYVyB0WQLWQ6AA0oOO3U+idHf8OIx8ShLlyQBlz7Kyc2ZXaeNhTYlah6JYtLCmVOyyAKiHRAWjAEVY8FLekTEX3d/amhQMxjByUw9Hagv47pzs52ViIKRPe3IqRWKCfkOgANICcwhJ69MezlJ5XTB19nejDKR0xjBwUp5mrneiONTUh2nA2mn4+FSV3SAB3QKID0AALdS7ecJFCErPJzcGKvpvdnawtzOQOC6BBDGrjRi+NChLX39l+lU6HYwFQ0C9IdADq2cqDobT3WiJZmpnSqtndyNMJI6xA2bhbdlxHL9FN+8S6cxSfiTWxQH8g0QGoR0duJdOn+2+K6+/f34G6+jeROySABsfdsh9N7UhBng6UklMkipMLilGcDPoBiQ5APYnNyKdnflGvYTWjpx9N6+End0gAjboAKBcnO9ta0OWYTHpj6xW5QwIQkOgA1AMeWvvEuvOi+LiDjyO9Nb693CEBNDo/F1ta+VBXUZy88VwM/XY2Wu6QAAwv0Zk3b55oJtW+jBo1Su6wwMh98Md1uhSdIYbafjOzG4qPwWj1a9WUnhveRlx/c9sVupGQJXdIYOQMLtFhnNjEx8drLr/88ovcIYER23ohln48ESmuf/5gZ/GtFsCYPTmkFQ1s40YFxWWipZOnWwCQi0EmOlZWVuTp6am5NGmCgk+QR0hCNi3Z/I+4/szQVpj5GIBPLKYmIun3dLQWC9nyZwSTCYJcDDLROXToELm7u1NgYCA9/vjjlJqaetfHFxYWUlZWVoULQF3lFZWIobS83g+v+/NseXM9ABC52FnSypldyNzUhHZcihNrvgHIwdQQu61+/PFH+uuvv2jZsmX0999/0+jRo6m0tPqhjEuXLiUnJyfNxc8Po2Gg7t7efpVuJ+eSh6OV+PZqxhWYAKDRrZkLvTJaPZngezuv0+WYDLlDAiNkotLj9sR169bRwoULNbd37dpFAwYMqPCYsLAwatmyJe3fv5+GDRtWbYsOXyTcosPJTmZmJjk6OjbgKwCl2nYxlp799aJYkXz9gt7Up6Wr3CEB6CU+xfC8OjyJpm8TG/rjmQGiaB9AF3z+5gaL2py/9bpFZ8KECXTx4kXNpXv37nc8pkWLFtS0aVMKDQ29a00PbxDtC4CuIlNz6bUt6jlCnh7aGkkOwF3wyNjlD3QiPxcbiknPp9e3XkG9DjQqvU50HBwcqFWrVpqLjY3NHY+JiYkRNTpeXl6yxAjGpaikjJ7+5YIYRdIzwEUUIAPA3XELzhfTu4juXa7X+f18rNwhgRHR60SnspycHHrxxRfp5MmTFBERIep0Jk6cKJKgkSNHyh0eGIHle26IWV/5wP359M5kbmZQHyEA2fByKIvv+3d+nfCUXLlDAiNhUEdpMzMzunz5sujSatOmDc2fP5+6detGR44cEd1TAA3pYEgS/fdIuLi+fGpH8na+s4URAKq3aFBL6t3ChfKKSunZXy+IFlIAoy5G1qdiJjBuSdkFNPrzI5SaW0Tz+gbQ2xOwxAOALnhl81GfH6HM/GKR+EijsgCMshgZQB/wd4GXN10WSU5bL0ccmAHqwMvJhpZNCRbXVx2+TcdCU+QOCRQOiQ7APaw7FUUHQ5LJ0tyUvpjeGetYAdTRqA5eNKOnP3F/wnMbLlJabpHcIYGCIdEBuIuw5ByxYCd7eVQQtfFwkDskAEV4c1w7aulmR0nZhbRk82UMOYcGg0QHoBolpWX03G+XxBIPfVu60sN9A+QOCUAxbCzN6MsZXcjCzIT2XE2kLRcw5BwaBhIdgGqsPHibLkVnkIO1OX38QCexUCEA1J/23k707LDW4vpb269SXEa+3CGBAiHRAagCJzhfHrglrr9/fwcMJQdoIDzyqrOfM2UXlNBLmy5TWRm6sKB+IdEBqCS/qFQUSJaWqWhcRy+a0Mlb7pAAFIsn3fxkWieytjClo6Ep9PMprHIO9QuJDkAlH+66TmEpueTpaC1ac3itHgBoOC3d7OmVUeppG/7vz+uYNRnqFRIdAC0nw1LphxPqb5QfTe1IzraWcocEYBTm9AkQRf8FxWX0/G/qFlWA+oBEB6BcXpG6RoDN6OlHA9u4yR0SgNHgYn9e5dzBypzOR2WIyQQB6gMSHYByy/eEUFRaHnk7WdOrY9rKHQ6A0fFxtqE3x7cT1z/bd5NuJmbLHRIoABIdACI6HZ5Ga49HiOtLp3QkB2sLuUMCMEpTu/nSsCB3Ki5ViRZWdGFBXSHRAaPHo6xe2nRJTEc/rbsvDUKXFYBsuPj/g0nBogvrYnQGrTkWLndIYOCQ6IDR+2RvCEWk5olRVq+NVTebA4B8PLn7eKy6+/hj/nxiFBbUARIdMGrnItPo+/JvjEsnB5OTDbqsAPTB9B5+mlFYr2zGRIKgOyQ6YLQKikvpxU28mCDRlK6+NCTIXe6QAECrC+vDyR3JxsKMToal0S9nouQOCQwUEh0wWisPhlJYci65OViJlZQBQL/4u9rSCyMDxfWlf97AWligEyQ6YJRCErLpm0PqeTrendCenGzRZQWgj+b1DaCu/s6UU1hCr235h1TcBAtQC0h0wOhwX/+SzZeppExFw9t60KgOnnKHBADVMDM1EbOUW5qZ0sGQZNp2MU7ukMDAINEBo7PudJSYedXO0ozendgea1kB6LlW7g709NBW4vp7O69RRl6R3CGBAUGiA0YlIbOAPtp1Q1x/cWQgeTvbyB0SANTAwkEtqZW7PaXmFtGy3erPMEBNINEBo/L29quUXVhCnfycaXafALnDAYAasjQ3pf+bFCyu/3I6ms5EpMkdEhgIJDpgNPZcTaDdVxPI3JSHrQaLvn8AMBw9m7vQg939xHUuTC4qKZM7JDAASHTAKGQXFNNb266K648ObEFtvRzlDgkAdLBkTBC52lnSzcQc+u+RMLnDAQOARAeMwid7b1JCVgE1c7WlZ4e1ljscANCRs60lvT5OvTzEl3/doqjUPLlDAj2HRAcU72pcJv14Qr0y+XsTO5C1hZncIQFAHdzf2Yf6tXKlwpIyen3bFcytA3eFRAcUP2fOG1uvEC+TMzbYiwZiZXIAg8dTQvCXFi5QPnwzmXZcjpc7JNBjSHRA0TadixFz5thammmauwHA8LVws6cnB/87tw7X4QFUBYkOKBZPKvZh+Xwb/xnemrycMGcOgJIsGtyCmje1o+TsQvpi/y25wwE9hUQHFOujPSGUlltEbTzs6eF+zeUOBwDqmZW5Gb01Xr0g75rjEXQzMVvukEAPIdEBRboUnUG/nI4S19+d2IEszLCrAyjR4EB3GtHOg0rLVPQmCpOhCjj6g+LwAe/1rXzAI5rUxYd6t3CVOyQAaEBvjGtHVuamdDIsDYXJcAckOqA4609H0T+xmeRgZS4mFwMAZfNzsaUnh6gLkz/44xrlFJbIHRLoESQ6oCjpuUX08Z4Qcf35EW3I3cFa7pAAoBE8NrAF+bvYUmJWIX31FwqT4V9IdEBRPt13kzLziynI04Fm9W4mdzgA0Eh4IlCpMPn7o+EUmpQjd0igJ5DogGJcj8+idacixfW3xrcncxQgAxiVYW09aFiQO5WUqejt7VdRmAwCzgSgCHxAe3fHNTED8phgT+rTEgXIAMaIv+TwjMlHQ1Noz9UEucMBPYBEBxRh95UEOhGWKkZeLBmNGZABjJW/qy0tHNhCXP/gz+tUUFwqd0ggMyQ6YPD4QPb+H9fFdT7A8QgMADBeiwa1JA9HK4pOy6c1x9QL+oLxQqIDBu+/h8MoNiOfvJysadHglnKHAwAys7Myp5dGqqeWWHkwlJKyC+QOCWSERAcMWnxmPn196La4vmRMW7K1NJc7JADQAzxZaCdfJzGnzid7bsodDsgIiQ4YtA933aD84lLqEdCExnf0kjscANATpqYm9Gb5cPPfzkXTldhMuUMCmSDRAYN1LjKNtl2MIxMT9UgLE74CAFCuWzMXmtDJWywH8+7OaxhubqSQ6IBB4gPWezvVBcjTuvlRBx8nuUMCAD308uggsrYwpdPhaWJ0JhgfJDpgkHZejqeL0Rlka2lGz49sI3c4AKCnfJxt6LGB6kEKGG5unJDogMEpLCmlZbtvaIaRYj0rALibRYNakKejNcWk54vlIcC4INEBg/PD8QhxwOJ5MhYMaC53OACg53g05sujA8X1bw7dptScQrlDgkaERAcMSlpuEX11IFRcf2FEIIaTA0CNTOzkQx18HMVw8y+xurlRQaIDBoUPUNkFJdTWy5Emd/WVOxwAMKDh5q+WLw+z7lQUhSVjdXNjgUQHDAYfmH4+qV6d/PWxbcnMFMPJAaDm+rZqSkMC3cTq5sv3hMgdDjQSJDpgMLgAmQ9QfKDq16qp3OEAgAF6ZXRb4u9Iu64kiLm4QPmQ6IBBOBWWSnuuJooD1KtjsDo5AOgm0NOBHujmJ65/8Md1TCJoBJDogN7jA9H/7VIPJ5/e059aezjIHRIAGLDFI9qQjYUZnY/KwCSCRgCJDug9bmK+VD454HPDMTkgANSNh6M1PVo+NQV3iReXlskdEjQgJDqg10pKy+jj8qLBBQNakJuDldwhAYACPDaoJTW1t6SI1DxafypK7nCgASHRAb3229kYCkvJJRc7S803MACAurK3Mqdny1uIvxDTVhTLHRIYQ6KzefNmGjFiBLm6uoqVqC9evHjHYwoKCujJJ58Uj7G3t6cpU6ZQYmKiLPFCw8ovKqXP998U158a0oocrC3kDgkAFGR6Dz9q4WYnJiL97xEsDaFUepXo5ObmUv/+/WnZsmXVPua5556jHTt20MaNG+nvv/+muLg4mjx5cqPGCY1jzfFwSsouJN8mNjSzt7/c4QCAwliYmYoZ1tn3R8KwNIRC1Xr+/IyMDNqyZQsdOXKEIiMjKS8vj9zc3KhLly40cuRI6tu3r87BzJ49W/wfERFR5c8zMzPp+++/p/Xr19PQoUPFfWvWrKG2bdvSyZMnqXfv3jr/bdAvGXlFYk0atvi+NmRlbiZ3SACgQKM7eFKwjxP9E5tJKw/epjfHt5M7JJCrRYdbThYsWEBeXl70/vvvU35+PnXu3JmGDRtGvr6+dPDgQbrvvvuoXbt2tGHDBmoI586do+LiYho+fLjmvqCgIPL396cTJ05U+3uFhYWUlZVV4QL6jZMcXuohyNOBJnb2kTscAFAoLpN4caS6VYdnXo9Jz5M7JJCrRYdbbObOnSuSDU5mqsLJz9atW+nzzz+n6OhoeuGFF+ozVkpISCBLS0tydnaucL+Hh4f4WXWWLl1K77zzTr3GAg0nPjOf1h5Xt+q9PCoISz0AQIMa0Lop9WnhSifCUumL/bdo+QOd5A4J5GjRuXbtGn300UfVJjnMxsaGZsyYIVpXHn744bs+37p160QxsXThrrCGsmTJEtHtJV04CQP99fm+W1RYUkY9m7vQ4EA3ucMBAGNo1RmlbtX5/XwMhSZlyx0SyJHo8CineykrK6OdO3fW6PETJkwQo6qkS/fu3e/5/J6enlRUVCTqhLTxqCv+WXWsrKzI0dGxwgX0U2hSDm08p05EXxkdJA5AAAANrat/ExrRzoPKVESf7FWP9gRlqJdRV6GhofTqq6+KWp1JkybV6HccHByoVatWmgu3Bt1Lt27dyMLCgv766y/NfSEhIRQVFUV9+vSp02sA/fDZ/pviQHNfOw9x4AEAaCwvjAwk/m4lzcYORp7ocD3Ojz/+SAMHDqTAwEA6fvw4vfnmmxQTE6NzMGlpaaJ1h7vJpCSGb0v1N05OTjR//nxavHixKH7meiHuIuMkByOuDN+1uCz643K8ONA8PwJLPQBA42rj4UCTuqgHPywvn5EdjDDROXPmDC1cuFB0FXHR8cSJE0X3wtdff02LFi0ShcG62r59uyh6Hjt2rLg9ffp0cfvbb7/VPOazzz6jcePGiYkCOcniOHiiQTB8n+5TNxeP6+hNQZ7oXgSAxsfr6VmYmdDR0BQ6FpoidzhQD0xUtVijvmPHjmJo9kMPPUQzZ86k9u3bi/u5O+nSpUt3LVTWJ/wauHWIC5NRr6MfLkZn0P0rjxEPsNq3eBC1dLOXOyQAMFJvb78qRn528XemzY/3Ra2ggZ+/a9Wiw11J3IoyZMgQg0lqwDB8slfdTDy5qy+SHACQ1RNDWpK1hSldiMqgQzeT5Q4H6qhWiU5YWJiox3n88cdF4THPk3PhwgVku1Anp8JS6citFDI3NaFnh7WWOxwAMHLuDtY0p0+AuP7ZvptUi44PMPREx8fHh1577TUxyuqnn34SRcL9+vWjkpISWrt2Ld28iSF5UDt8AJGGcj7Yw4/8XGzlDgkAgBYObEG2lmZ0OSaT9l9PkjsckGPUFa819fPPP1N8fDytWLGCDhw4IJZj4DoegJrigr/TEWlkaW5KTw1tJXc4AACCq70Vze0boBkoUcbzXoBxzqPDRUFPPPEEnT17ls6fP0+DBw+un8jAKFpzPi5vzZnVqxl5Od17LiUAgMby2IAWZG9lTtfjs2jP1eqXGQIjmDBQwot8fvnll/X5lKBgf11PEpNy2ViY0eODW8odDgBABU3sLOmRfgH/TmaKVh1lJzqjRo2ikydP3vNx2dnZtGzZMlq5cmVdYwOFt+bwgYNx87Cbg5XcIQEA3GH+gBbkYG1ONxNzaOc/8XKHAw25evkDDzwgJunjrqrx48eLtam8vb3J2tqa0tPTxWzGR48epT///FNM+Ld8+XJd4gEjwcV9V+OyyM7SjB4b2ELucAAAquRkY0GPDmgh6nQ+33+TxgZ7kRlP+AXKS3R46YVZs2bRxo0bacOGDfTdd9+JCXsYDy/neXVGjhwpZk5u27ZtQ8YMCmjN4QMGm9M3gFzsLOUOCQCgWg/3C6DVx8IpLDmXtl2MFfN9gUJnRq6MEx1e84pXKufZkQ0FZkaW1/5ribTgx7Ni6ObRl4ci0QEAvff1oVD6aHcINXO1pb8WDyJzs3otcQV9mRm5Mv5jvNaUISU5IC/Oq7/465a4zhNyIckBAEMwt/x4FZmaR9svxckdDtQCUlJoVAdDkuif2Ewx0urRAc3lDgcAoEbsrMxpQfkxa8WBUCrFCCyDgUQHGrk2R2rNaSYm5AIAMBTcCu1sa0FhKbm08zJadQwFEh1oNIdCksV06qI1ByOtAMDA8OSB8/v926qDeXUMAxIdaLzWnPLanNl9mlFTtOYAgAGa2y9AzKtzKymHdmO2ZOUmOi1atKDU1NQ77s/IyBA/A6js75vJYhZkawtTMScFAIAhcrS2oIfLW3W+/OsWWnWUmuhERERQaWnpHfcXFhZSbGxsfcQFCq3Nmd27GWZBBgCDxstCcDfWjYRs2nc9Ue5woL4mDGTbt2/XXN+zZ48YXi7hxOevv/6igAD1uiAAkmOhqXQxOoOszE3psYFY0woADJuzrSXN7duMVh68TV8duEUj2nmIiXNBAYnO/fffL/7nN3Tu3LkVfsZz6XCS88knn9RvhGDwVhxUt+bM6OmP1hwAUIT5/VvQmmMRdCU2S0ybMTTIQ+6QoD66rsrKysTF39+fkpKSNLf5wt1WISEhNG7cuNo8JSjcucg0OhmWRhZmJrRwEGpzAEAZePJA7opnX/wVKrroQUE1OuHh4dS0adP6jwYUh4dgsildfcnLyUbucAAA6s2CAS3EAAseaHH4Vorc4UB9dF1p43ocvkgtO9pWr16t69OCglyJzaSDIcnEC/0uGoTaHABQFu6Kf6hnM7Hg58qDoTSojZvcIUF9tei88847NGLECJHopKSkUHp6eoULgLQIHhvfyZsCmtrJHQ4AQL17bGAL0TV/OjyNzkakyR0O1FeLzrfffktr166l2bNn6/LrYARCk3Jo1xX1ZFpPDG4ldzgAAA3C08ladM3/eiaavj50m1bPc5E7JKiPFp2ioiLq27evLr8KRuKbQ7eJa/Pua+dBgZ4OcocDANBgFg5qKbroD9xIomtxWXKHA/WR6CxYsIDWr1+vy6+CEYhOy6OtF9UTRz41BK05AKBszZva0ZhgL3H9m79vyx0O1EfXVUFBAX333Xe0f/9+6tixo5hDR9unn36qy9OCQqw6fJtKy1Q0oHVT6uTnLHc4AAANjrvod16Opz8ux9Hz97VBXaKhJzqXL1+mzp07i+tXrlyp8DPMDmnckrIK6LezMeL6k2jNAQAj0c7bkYYEuomRpvxlb+nkjnKHBHVJdA4ePKjLr4ER+P5oOBWVlFH3Zk2oV3MU5QGA8eAvd5zobDoXQ88OayMKlcFAa3QkoaGhYs2r/Px8cRszQxq3rIJiWncqSlx/YkhLtO4BgFHpHuBCPQNcqLhURf87EiZ3OFCXRCc1NZWGDRtGbdq0oTFjxlB8fLy4f/78+fT888/r8pSgAOtORlFOYQkFejjQkEB3ucMBAGh0/CWP8Ze+9NwiucMBXROd5557ThQgR0VFka2treb+Bx98kHbv3l2f8YGBKCwpFbODShNooTUHAIwRz47c3tuR8otLac3xCLnDAV0Tnb1799KyZcvI19e3wv2tW7emyMjI+ooNDMjWC7GUnF1IXk7WYiZkAABjxF/ypElSfzgeQbmFJXKHZPR0SnRyc3MrtORI0tLSyMrKqj7iAgNSVqaiVYfV/dHz+zcnS/M6lX4BABi0UR08KcDVljLzi+m3s9Fyh2P0dDojDRgwgH788ccKGSwv7PnRRx/RkCFD6jM+MAD7ridSWHIuOVib0/Se/nKHAwAgKzNTE5o/oIVmJGpJacWFr8EAhpdzQsPFyGfPnhXLQbz00kt09epV0aJz7Nix+o8S9BaPtPu2fCbQ2b2bkb2VTrsUAICiPNDNlz7bd5Ni0vPFun/o0jewFp0OHTrQzZs3qX///jRx4kTRlTV58mS6cOECtWyprjgH43A2Mp0uRGWQpZkpzesXIHc4AAB6wdrCjOb0aSauf3c4DNOvyKjWX7+Li4tp1KhRYgXz1157rWGiAoOxqrw1Z0o3H3J3wORYAAASbuXmBY7/ic2kE2Gp1LdlU7lDMkq1btHhYeW8BATAzcRs2n89iXgk+aPl/dEAAKDmam9FD3T31bTqgAF1Xc2aNYu+//77+o8GDIr0wR3ZzpNauNnLHQ4AgN5Z0J/nFSM6FJJMIQnZcodjlHSqHC0pKaHVq1eL1cu7detGdnYVV2nF6uXKF5+ZT9suxorrCwehNQcAoCq8ivmo9p6iIJm/HH4yrZPcIRkdnRIdXrG8a9eu4joXJWvDjLjGYc2xCLGeS8/mLtTFv4nc4QAA6C2eLZ4Tne2XYunFkYFY7FPfE53S0lJ65513KDg4mJo0wQnOGPEkWOvLF+9chNYcAIC74i+DvNjn6Yg0WnM8nJaMbit3SEal1jU6ZmZmNGLECMrIyGiYiEDvrTsVKRbvbONhT4PbYPFOAICatOqw9SejKLugWO5wjIrO8+iEhaGC3BgVlZTR2mPqhep4pJWpKboqAQDuZWiQO7V0s6PswhL69TSWhdD7ROf999+nF154gXbu3Enx8fGUlZVV4QLKtfNyHCVlF5K7gxVN7OwjdzgAAAaBvxRK03CsPhZOxVgWQr+LkceMGSP+nzBhQoXiY575kW9zHQ8oD7+/vG4L4xk/sXgnAEDN3d/Fhz7ee5PiMwtox6U4mtxVPccO6GGic/DgwfqPBPTeqfA0uhqXRVbmpvRQL/XU5gAAUPNlIR7uF0DL94SIoeaTuvhgpLK+JjqDBg2q/0hA70mtOfwtxMXOUu5wAAAMzqxezWjlwVC6kZBNx0JTqX9rLAuhl4nO4cOH7/rzgQMH6hoP6KmIlFzafz1RXJ/fH4t3AgDowsnWQqxs/sOJSFpzLByJjr4mOoMHD77jPu3mN9ToKM/a4xHEi+8ODnSjVu4OcocDAGCw5vVrLhKdv24kUXhKLjVvWnF1AahfOlWTpqenV7gkJSXR7t27qUePHrR37956DhH0YYLA386qh0PO799c7nAAAAwaJzbDgtRzkK09pi4JAD1r0XFycrrjvvvuu48sLS1p8eLFdO7cufqIDfTEr6ejKK+olAI9HKh/KzSzAgDU1SP9m4sWnY3nYmjxiEBysrGQOyTFqtfxwR4eHhQSElKfTwkyKyktox+OqycIfKR/AEYIAADUg74tXcWXR/4S+dsZTCCody06ly9fvmN+FZ448MMPP6TOnTvXV2ygB3ghurjMAnK1s8QEgQAA9YS/NPKXx5d//0fUQPKwc3MzzE2mN4kOJzP8JnGCo6137960evXq+ooN9GhI+czezcQcEAAAUD/4y+Oy3SEUm5FP+64l0uhgL7lDUiSd0sfw8HCx1hX/z5fIyEjKy8uj48ePU1BQkM7BbN68WSwY6urqKhKpixcvVjnii3+mfVm0aJHOfxOqdy4ynS5GZ5ClmSnN7o0JAgEA6hN/eZzZy1+zLAToUYtOs2YNc9LLzc2l/v3707Rp0+jRRx+t9nH8s3fffVdz29bWtkHiMXary1tzJnb2JjcHK7nDAQBQnFm9m9G3f9+mMxHpdDkmgzr6OssdknG36Bw4cIDatWtX5cKdmZmZ1L59ezpy5IjOwcyePZvefPNNGj58+F0fx4mNp6en5uLo6Kjz34SqRafl0a4r8eL6/AEYUg4A0BA8HK1pXEdvcX3NMfXAD5Ax0fn8889Fa0pViQUPOV+4cCF9+umn1NDWrVtHTZs2pQ4dOtCSJUtEtxnULx5pVaYi6tfKlYI8kUgCADSUR/qpv0zuvBxHiVkFcodj3InOpUuXaNSoUdX+nOtrGnoOnYceeoh+/vlnsbAoJzk//fQTzZo1666/U1hYKFqhtC9QvdzCEtpQPtwREwQCADSsYF8n6hHQhIpLVfTzyUi5wzHuRCcxMZEsLKqf1Mjc3JySk5Nr3Cpjb2+vudS0y+uxxx6jkSNHUnBwMM2cOZN+/PFH2rJlC92+fbva31m6dKlocZIufn5+Nfpbxmrz+RjKLiwRs3cObqOevRMAABq+VWfdqSgqKMYySrIlOj4+PnTlypW7zq/j5VWz4XETJkwQo6qkS/fu3UkXvXr1Ev+HhoZW+xhu+eEaIukSHY3JmarDUwbwGixsTp9mZGqKCQIBABrafe08yMfZhtJyi2jbxVi5wzHeRGfMmDH0xhtvUEHBnX2I+fn59NZbb9G4ceNq9FwODg7UqlUrzcXGxoZ0IQ1Bv1uCZWVlJeqKtC9QteO3Uyk0KYdsLc1oSjdfucMBADAKPFngvL4B4vrqoxF3zFMHjTS8/PXXXxdz3bRp04aeeuopCgwMFPffuHGDVq5cKVYtf+2113QOJi0tjaKioiguLk7clpaTkEZXcffU+vXrRcLFc+1wC9Jzzz1HAwcOpI4dO+r8d+Ff0nIPU7r6kqM11l4BAGgs03r40Wf7b1JIYrb40tkPaws2fosOr2XFkwJKo50mTZokLq+++qq47+jRo+Ixutq+fTt16dKFxo4dK25Pnz5d3P7222/FbV40dP/+/aLomScmfP7552nKlCm0Y8cOnf8m/CsmPY/2X08U1+f2xQSBAACNiRf2nFreki596YS6M1Hp2D6Wnp4u6mL411u3bk1NmjQhQ8Gjrrgomet10I31rw933RATV/GQ8nULessdDgCA0QlNyqbhnx4mLo888vJQUbcDdTt/67yCGCc2PXr0oJ49expUkgNV4yr/X89Eietz+6j7iQEAoHG1cncQK5vzPGbrMNS8XmCpVBC2X4qjjLxi8e1hWFvdux8BAKBueMQr+/VMNIaa1wMkOqAeUl7eHzy7TzMyw5ByAADZDG/rQV5O1mKo+Z//qJfiAd0h0QE6H5VOV+OyyMrclB7sjskUAQDkHmourWr+Y/m8ZqA7JDpAa49HalYpb2JnKXc4AABGb3pPf7I0M6WL0RliVXPQHRIdI5eUVUC7yptG56AIGQBALzS1t6IxwZ7iOlp16gaJjpHjdVVKylTUvVkT6uDjJHc4AABQbnb5l08eLML1OqAbJDpGrKikjNafVg8pn1M+9TgAAOiHrv7O1MHHURyrfzuLNRp1hUTHiO26Ek/J2YXk7mBFozuom0gBAEA/mJiY0Jze6i+hP52IpFKeXAdqDYmOEZP6fWf2akYWZtgVAAD0zYTO3uRsa0GxGfl08EaS3OEYJJzdjNSV2Ew6F5lOFmYmNKMXhpQDAOgjawszmlY+7ccPJ7D+lS6Q6BipdafUrTmjOniRu4O13OEAAEA1ZvVqRia89tWtFApLzpE7HIODRMcIZRUU07aLceL6rPJJqQAAQD/5u9rSkEB3cf3nk+oBJFBzSHSM0LYLsZRXVEqt3e2pZ3MXucMBAIB74OV52MZz0ZRXVCJ3OAYFiY4RrmslfSPgKca5qh8AAPTboNZu1MzVlrILSmjLhVi5wzEoSHSMDBcghyRmk7WFKU3q6it3OAAAUAOmpiY0u7e6VYe/rPKXVqgZJDpGOBMym9DJm5xsLOQOBwAAamhqN1+yNDel6/FZYg0sqBkkOkaEpxD/47J6XatZ5d8MAADAMDjbWtLYYC9xfX35l1a4NyQ6RmTTuWgqKi2jYB8n6ujrLHc4AABQS1xbyXZcjqPM/GK5wzEISHSMRFmZSvMNQPqgAACAYenWrAm18bCnguIy2oqi5BpBomMkjt1OoYjUPHKwMhdTigMAgOHhkbIP9fTXTPyKouR7Q6JjJNaVDymf3NWHbC3N5Q4HAAB0xCNmeeTszcQcMZIW7g6JjhFIzCqgfdcTxfWZKEIGADBoPGJ2fEd1yzyKku8NiY4R+PV0NJWWqahngAu18XCQOxwAAKijh8prLXf+E08ZeUVyh6PXkOgoXElpGf16prwIuTeKkAEAlKCznzO183KkopIy2nQuRu5w9BoSHYU7GJJM8ZkF5GJnSaM6eModDgAA1FdRcnmrzvrTmCn5bpDoKNzPJyPF/w909yUrczO5wwEAgHoysbM32VqaUVhyLp0KT5M7HL2FREfBolLz6PCtZHFdGo4IAADK4GBtQRM7+1RY3gfuhERHwbg2h1szB7RuSs1c7eQOBwAA6pk0AezuK/GUmlModzh6CYmOQhWXltHG8gI1tOYAAChTB7GkjxMVl6pQlFwNJDoKdfBGEiVnF1JTe0sa1tZD7nAAAKCBW3V+OR0llvuBipDoKNSvZ6LF/1O6+ZKlOd5mAAClGt/JWyzvw8v8HL+dKnc4egdnQAWKz8ynQyFJ4vqD3f3kDgcAABoQL+tzfxd1UfL60+qRtvAvJDoKtPFsDHHrZc/mLtTCzV7ucAAAoIFJc+rsvZpIKShKrgCJjsJw/+yG8m6rGT3RmgMAYAzaejlSJ18nKilT0ZbzsXKHo1eQ6CjMsdspFJuRT47W5jS6g5fc4QAAQCN5sIe/1tQiKEqWINFR4AKebFIXH7K2wEzIAADGYnwnL7KxMKPbybl0Pipd7nD0BhIdBeHJovZeS6iQ2QMAgPHMlDy2o7olXyphACQ6irL5fKyYNIonj2rn7Sh3OAAA0Mge7KGuzdx5OZ5yCkvkDkcvINFRCO6P5X5ZNh2tOQAARql7sybUws2O8opKaeelOLnD0QtIdBTibGS66Jfl/lnupwUAAONjYmKimT9NmjjW2CHRUVgR8riOXqKfFgAAjNPkrr5kbmpCF6MzKCQhm4wdEh0FyCoopj/+UTdRTscCngAARs3NwYqGtXUX1zegVQeJjhJsuxhHBcVl1Nrdnrr6O8sdDgAAyEyq1dxyIYYKS0rJmCHRUYANUhFyT3/RPwsAAMZtYBs38nS0pvS8Ytp3LZGMGRIdA3clNpOuxGaRpZmpmCQQAADAzNSEHujuK64be/cVEh0DJw0pH9Heg1zsLOUOBwAA9MQD3dSjr46GplBMeh4ZKyQ6BqyguFTU5zDMnQMAANr8XW2pXytX4mWvNp6NIWOFRMeA7bmaQNkFJeTjbEN9W7rKHQ4AAOiZaeVz6mw8G02lZca50CcSHQO26Zw6Q5/S1YdMTVGEDAAAFY1s70lONhYUl1kgurCMERIdAxWXka/ZaaeW98MCAABos7Yw0wxUkUboGhskOgZq8/kY0e/aq7mL6IcFAAC420Kf+64lUmpOIRkbJDoGuoCn1G01tZt6+CAAAEBV2no5UrCPExWXqmi7ES70iUTHQBfwjEjNI1tLMxoTjAU8AQDg7qaWfymWviQbEyQ6Boir59nYYC+yszKXOxwAANBzEzp5k4WZCV2Ny6Lr8VlkTJDoGJi8ohL643K8uP5A+bBBAACAu2liZ0nD23qI678bWauO3iQ6xcXF9PLLL1NwcDDZ2dmRt7c3zZkzh+LiKvYnpqWl0cyZM8nR0ZGcnZ1p/vz5lJOTQ8biz38SKLeolJq52lKPgCZyhwMAAAbWfbX1YiwVl5aRsdCbRCcvL4/Onz9Pb7zxhvh/8+bNFBISQhMmTKjwOE5yrl69Svv27aOdO3fS4cOH6bHHHiNjsemcuttqaldfLOAJAAC1Wuizqb0VpeQU0d8hyWQsTFQ8hEdPnTlzhnr27EmRkZHk7+9P169fp3bt2on7u3fvLh6ze/duGjNmDMXExIhWoJrIysoiJycnyszMFC1DhiIqNY8GLj9InN8ce3koeTvbyB0SAAAYkA/+uEb/PRJOo9p70rezu8kdTq3pcv7WmxadqvAL4VYL7qJiJ06cENelJIcNHz6cTE1N6dSpU6R0m86r+1X7t2qKJAcAAGptSnn31V83Eiktt4iMgd4mOgUFBaJmZ8aMGZqsLSEhgdzd3Ss8ztzcnFxcXMTPqlNYWCiyQO2LoSkrU2kKyDB3DgAA6CLIU2tOnYuxZAxkS3TWrVtH9vb2msuRI0cqFCZPmzZNTIz3zTff1PlvLV26VDR1SRc/P8MbrXQyLJViM/LJwdpcrF0CAABQpzl1zhvH6CvZEh0uMr548aLmInVHSUkO1+VwwbF2H5ynpyclJSVVeJ6SkhIxEot/Vp0lS5aIbjDpEh2tLug1JBvLW3PGd/IWa5cAAADUZU6dK7FZdCPB8Ho4DCbRcXBwoFatWmkuNjY2miTn1q1btH//fnJ1da3wO3369KGMjAw6d+6c5r4DBw5QWVkZ9erVq9q/ZWVlJRIm7YshySoopl1XyufOQbcVAADUcU6dYUHGM6eO3tTocJIzdepUOnv2rOjWKi0tFXU3fCkqUhdMtW3blkaNGkWPPvoonT59mo4dO0ZPPfUUTZ8+vcYjrgzRn5fjqaC4jFq521NnP3VhNgAAQF27r7ZciFP8nDp6k+jExsbS9u3bxTDxzp07k5eXl+Zy/PhxzeM4CQoKCqJhw4aJYeX9+/en7777jpRM6rbiHRNz5wAAQF0NCuQ5dSwpJaeQDt9U9pw6erNQUkBAgCg+vhceYbV+/XoyFuEpuXQuMp1MTYgmd/GROxwAAFAACzNTur+zD/3vaLhY6HNY+fIQSqQ3LTpQtS0X1MP/BrR2I3dHa7nDAQAAhc2ps/96IqUreE4dJDp6jFu4tlxQd1tN7orWHAAAqD9tvRypg4+jek6dSxXXlVQSJDp67GxkOkWn5ZO9lTmNaIe5cwAAoH5N7Vo+p46CR18h0dFjm8sncxrVwZNsLDF3DgAA1K8JnX3EnDr/xGYqdk4dJDp6qqC4lHZeVs+dg24rAABoCC52ljQ0yL1CTajSINHRUwduJFF2QQl5O1lT7+YVJ04EAACoL5O6qLuvtl2Io9Kye49+NjRIdPS82+r+Lj5kymPLAQAAGsCQIDdysrGghKwCsa6i0iDR0UOpOYV0KEQ9gRO6rQAAoCFZmZvR2I5eiu2+QqKjh3ZciqOSMhV19HWiVu4OcocDAAAKN7l8Qtpd/8RTflEpKQkSHT0kZdSTMBMyAAA0gm7NmpCfiw3lFpXS3msJpCRIdPRMaFIOXYrJJDNTExrfSbkLlQIAgP4wMTGhSZ3VX663Kqz7ComOnpFmQh7chhdcs5I7HAAAMBL3l/ciHL6VQsnZhaQUSHT0SFmZirZeUE/DPQlFyAAA0IhauNlTJz9nMcR852XlLAmBREePnApPo9iMfHKwNqfhCl5JFgAA9NOkzt6KG32FREcPu63GBnuRtQWWfAAAgMY1vpO3qBG9HJMpakaVAImOnuDhfH/+o650x2grAACQg6u9FQ1q46aoomQkOnpi3/VEyiksId8mNtQjwEXucAAAwEhNKv+yzd1XXDtq6JDo6Ikt5Us+8A6GJR8AAEAu97XzIHsrc1EzeiYijQwdEh09wMP4eDgfQ7cVAADIydrCjEZ38BTXt140/O4rJDp6gIfx8XA+HtbHw/sAAADkNKl8ipOdl+OpoNiwl4RAoqMHtl1Uz1dwf/mwPgAAADn1bu5KXk7WlF1QQgdvJJEhQ6Ijs8jUXLoYnUFcljOuIxIdAACQn6mpCU0sXxJis4GPvkKioyetOf1aNSU3Byz5AAAA+mFSec3ooZAkSs8tIkOFREdGKpVKU+glZc4AAAD6INDTgdp5OVJxqWEvCYFER0ZX47IoLDmXLM1NaWR7LPkAAAD62aqzrbz3wRAh0ZHR9kvqHWd4W3dysLaQOxwAAIA7loQwMSE6G5lOMel5ZIiQ6MiEZ5vcXp4ho9sKAAD0kaeTNfVqrp6tf8eleDJESHRkXKk8IatArFQ+OFC9rggAAIC+mdDJp0IvhKFBoiOT7ZfURchjOniRlTlWKgcAAP00uoMnWZiZ0PX4LLqVmE2GBomODApL/l2pfCImCQQAAD3WxM6SBrZ2M9hWHSQ6Mjh8M4Uy84vJw9GKerVwlTscAACAu5pQ/qWcR1/x1CiGBImODKS5c8Z39CYzrFQOAAAGsKK5jYUZRaXl0aWYTDIkSHQaWU5hCe2/liiuY7QVAAAYAltLc5HsMGnEsKFAotPI9l5NoMKSMmrR1I46+DjKHQ4AAECNTOik7r7acTmOSssMp/sKiU4jk2aX5P5OE56FCQAAwAAMbONGTjYWlJxdSKfCUslQINFpRCk5hXQ0NEVcR7cVAAAYEktzUxoT7GlwS0Ig0WlEf1yOF819nXydqHlTO7nDAQAA0GnywF1X4sVUKYYAiU4j2lY+2moCWnMAAMAA9WzuIqZGySooob9DkskQINFpJFGpeXQ+KoN4NPn4jl5yhwMAAFBrPCUKT41iSJMHItFpJFylzvq2bErujtZyhwMAAFCnyQP3X0+k3MIS0ndIdBrJjvLMd3wntOYAAIDhCvZR15kWFJfRvvJ54fQZEp1GEJqUTTcSssnc1IRGtldXrAMAABgiExMTzZw6Uu2pPkOi0wh2XIrXzEHgbGspdzgAAAD10n115FYKpeUWkT5DotPAePGzneX1OeNQhAwAAArQ0s1ezO5fUqaiP/9Rf5nXV0h0Gtj1+Gy6nZwrJlqS1gkBAAAwdBM6GcboKyQ6DUxqzRncxo0crC3kDgcAAKBejCsfZn4mIo0SswpIXyHRafBuK3WT3vjyzBcAAEAJvJ1tqHuzJqRSqWf+11dIdBrQ5ZhMikrLIxsLMxrW1l3ucAAAAOqVVHsq9V7oIyQ6DUh644e2dSdbS3O5wwEAAKhXY4K9yMSExMz/sRn5pI+Q6DSQsjKVpilPmi4bAABASdwdralngIu4/oeetuog0WkgF6LTKS6zgOytzGlwoJvc4QAAADSIceU1qFJNqr5BotPAkwTykHJrCzO5wwEAAGgQozt4igWruS41MjWX9A0SnQZQyt1W5RMoYZJAAABQsqb2VmLBan1t1UGi0wBOh6dRcnYhOVqb04DW6LYCAABjGX0VT/oGiU4D2FFekDWqg6eYERkAAEDJRnXwFAtXX4/PotvJOaRPcBauZyWlZbT7SkKFWSMBAACUzNnWkvq3Lu++Kq9R1RdIdOrZ8dupYiVXFztL6tvSVe5wAAAAGoX05V7fJg/Um0SnuLiYXn75ZQoODiY7Ozvy9vamOXPmUFxcxQ0WEBBAJiYmFS4ffvgh6Ysd5YubcRW6uZnebF4AAIAGNaK9B1mamdKtpBwKScgmfaE3Z+K8vDw6f/48vfHGG+L/zZs3U0hICE2YMOGOx7777rsUHx+vuTz99NOkD4pKymjPVXRbAQCA8XG0tqCBbdz0rlVHb9YlcHJyon379lW4b8WKFdSzZ0+Kiooif39/zf0ODg7k6elJ+ubIrWTKKighNwcr6tlcPVMkAACAsRjfyYv2X08Uo68W39dG9LrITW9adKqSmZkpNpKzs3OF+7mrytXVlbp06ULLly+nkpKSuz5PYWEhZWVlVbg0BGlY3dhgLzLj2ZMAAACMyLC2HmRlbkrhKbl0Na5hzrUG26JTWUFBgajZmTFjBjk6Omruf+aZZ6hr167k4uJCx48fpyVLlojuq08//bTa51q6dCm98847DR5zTmGJWNyMM1oAAABjY29lTkOD3OlUeBrFpOdTBx8nuUMiE5VKpZLjD69bt44WLlyoub1r1y4aMGCApjB5ypQpFBMTQ4cOHaqQ6FS2evVq8Tw5OTlkZWVVbYsOXyTcouPn5ydajO723LpIyioQs0SaokUHAACMUGpOITnZWDTIgBw+f3OpS23O37K16HCRca9evTS3fXx8NEnOtGnTKDIykg4cOHDPF8LPwV1XERERFBgYWOVjOAGqLglqiJVcAQAAjJWrfeOcb2tKtkSHC4r5ok1Kcm7dukUHDx4UdTj3cvHiRTI1NSV3d/cGjBYAAAAMkd7U6HCSM3XqVDG0fOfOnVRaWkoJCeqh2lyPY2lpSSdOnKBTp07RkCFDRJLEt5977jmaNWsWNWnSRO6XAAAAAHpGthqdyrjrqXnz5lX+jFt3Bg8eLJKgJ554gm7cuCFqbvjxs2fPpsWLF9eqa0qXPj4AAACQly7nb71JdBoTEh0AAADjOH/r9Tw6AAAAAHWBRAcAAAAUC4kOAAAAKBYSHQAAAFAsJDoAAACgWEh0AAAAQLGQ6AAAAIBiIdEBAAAAxUKiAwAAAIqlN2tdNSZpMmieYREAAAAMg3Ters2iDkaZ6GRnZ4v//fz85A4FAAAAdDiP81IQNWGUa12VlZVRXFycWAHdxMSEjD075oQvOjoa6341MGzrxoHt3DiwnRsHtnNFnLJwkuPt7U2mpjWrvjHKFh3eOL6+vnKHoVf4A4QPUePAtm4c2M6NA9u5cWA7/6umLTkSFCMDAACAYiHRAQAAAMVComPkrKys6K233hL/Q8PCtm4c2M6NA9u5cWA7151RFiMDAACAcUCLDgAAACgWEh0AAABQLCQ6AAAAoFhIdAAAAECxkOiAxqJFi8RM0Z9//rncoShKcXExvfzyyxQcHEx2dnZiRs85c+aI2bmhfq1cuZICAgLI2tqaevXqRadPn5Y7JMVZunQp9ejRQ8ws7+7uTvfffz+FhITIHZaiffjhh+LY/J///EfuUAwSEh0QtmzZQidPnhQnYahfeXl5dP78eXrjjTfE/5s3bxYnhgkTJsgdmqJs2LCBFi9eLIbi8nbu1KkTjRw5kpKSkuQOTVH+/vtvevLJJ8XxYt++fSKRHzFiBOXm5sodmiKdOXOGVq1aRR07dpQ7FIOF4eVAsbGx4tvvnj17aOzYseJbA745NPzBq2fPnhQZGUn+/v5yh6MIvA9zS8OKFSs0a9rxGkFPP/00vfLKK3KHp1jJycmiZYcToIEDB8odjqLk5ORQ165d6euvv6b333+fOnfujBZ3HaBFx8jxyWD27Nn04osvUvv27eUOx2hkZmaKpmhnZ2e5Q1GEoqIiOnfuHA0fPrzCmnZ8+8SJE7LGZgz7MnNxcZE7FMXhljP+8qm9X0PtGeWinvCvZcuWkbm5OT3zzDNyh2I0CgoKRM3OjBkzsEhfPUlJSaHS0lLy8PCocD/fvnHjhmxxGcMXJW797devH3Xo0EHucBTl119/FV2w3PoLdYMWHSOybt06sre311y4qfmLL76gtWvXitYFaJjtfOTIEc3PuJ5h2rRpxD3G33zzjaxxAtRHi8OVK1fESRnqT3R0ND377LPiWMKF9VA3qNExItnZ2ZSYmKi5vXHjRnrttddEE7+EvxXzba5tiIiIkClSZW1nHx8fsrGx0SQ5YWFhdODAAXJ1dZU1TqV1Xdna2tKmTZvEKCDJ3LlzKSMjg7Zt2yZrfEr01FNPie16+PBhat68udzhKMrWrVtp0qRJZGZmVuHYzF9I+fhcWFhY4Wdwd0h0jFhqairFx8dXuI9HqXDNzsMPP0yBgYGyxaY0UpJz69YtOnjwILm5uckdkiKLkbnA+6uvvtJ0q3ChN5+QUYxcf/iUwQXePFLz0KFD1Lp1a7lDUuSXJR6ooI2PyUFBQaLbG92EtYMaHSPGLQqVWxUsLCzI09MTSU49JzlTp04V/e07d+4U38wSEhI0BZyWlpZyh6gIPLScW3C6d+8uEh4encJDnvkEAfXbXbV+/XrRmsNz6Uj7spOTk2i5hLrj7Vo5meE5uPh4jSSn9pDoADTC8P3t27eL6zw8VBu37gwePFimyJTlwQcfFEOd33zzTXHy5W29e/fuOwqUoW6k2rLK++2aNWto3rx5MkUFUD10XQEAAIBiYdQVAAAAKBYSHQAAAFAsJDoAAACgWEh0AAAAQLGQ6AAAAIBiIdEBAAAAxUKiAwAAAIqFRAcAZBUQECBmMdZn33//PY0YMaLWK6q7u7tTTExMg8UFAPeGRAcAdDJ+/HgaNWpUlT/jFdt5AcLLly/X+nn593hRQ31RUFBAb7zxBr311lviNq/z1LZt2yofGxUVJRZb5JmwmzZtSnPmzNH8HgDIA4kOAOhk/vz5tG/fvipbLHg5AF5zqmPHjmToeEV0R0dH6tevn+Z137hxg44fP37HY9euXStaccaMGSNu8zpb69ato7S0tEaPGwDUkOgAgE7GjRsnVmHnk7u2nJwc2rhxo0gI2O+//07t27cnKysr0U31ySefVPuc/HM2adIk0bIj3b59+zZNnDhRrFtlb29PPXr0oP3791f43fj4eBo7dqxYWLJ58+Zi4cnK3WIZGRm0YMECETcnL0OHDqVLly7d9XX++uuvovVKwmtode3alVavXl3hcbyaDm8LXljU3Fy9jCC/bm9vb7HSNwDIA4kOAOiET+bcNcMnd+0l8zjJ4RXaZ8yYQefOnaNp06bR9OnT6Z9//qG3335bdANVTo4kZ86c0bQIceIi3ebkiVtJ/vrrL7pw4YLoMuPkg7uKJBxLXFwcHTp0SCRX3333HSUlJVV4/gceeEDct2vXLhEbJyzDhg27a4vL0aNHReuUNk7ifvvtN7E6uoT/bnh4OD3yyCMVHssrqXNXHgDIhBf1BADQxfXr1znDUR08eFBz34ABA1SzZs0S1x966CHVfffdV+F3XnzxRVW7du00t5s1a6b67LPPNLf5+bZs2XLPv92+fXvVV199VSGOM2fOaH5+69YtcZ/03EeOHFE5OjqqCgoKKjxPy5YtVatWraryb6Snp4vnOHz48B33W1tbq9asWaO5b/bs2ar+/fvf8RzPPfecavDgwfd8PQDQMNCiAwA6CwoKor59+2q6cUJDQ0XrhdRtdf36dU1ti4Rv37p1S7T61BS36LzwwguiCNjZ2Vl0X/FzSy06ISEhooWJW2gkrVq1oiZNmmhucxcVP4+rq6v4fenCrTDcNVaV/Px88b+1tXWF+zmGyZMna153VlaWaEWSXrc27krLy8ur8WsFgPql7kgGANARn9x5JNLKlStFl1PLli1p0KBB9fo3OMnhwuePP/5YJDCcPEydOpWKiopq/Byc5Hh5eYkupso4cakKJ0VcK5Senl7l6+ZuL07uDh48KEZbcddYZdwtxjVBACAPtOgAQJ1wDY6pqako/v3xxx9FjQonB4xbYI4dO1bh8Xy7TZs2IjGoioWFxR2tPfw78+bNE0XKwcHB5OnpSREREZqfBwYGUklJiajfkXACop2gcGtPQkKCaPnhZEn7wkPBq2JpaUnt2rWja9eu3fGzIUOGiKJnTu74wnVIdnZ2dzzuypUr1KVLl7tsQQBoSEh0AKBOuPvnwQcfpCVLlogCYk5IJM8//7woIH7vvffo5s2b9MMPP9CKFStEC011eKQU/w4nJVKi0rp1a9q8eTNdvHhRdEE99NBDVFZWVqELbfjw4fTYY4/R6dOnRcLD17nlR0q6+Od9+vSh+++/n/bu3SsSJR4i/tprr9HZs2erjWfkyJGiILkyfl5O6r755hs6ceJEld1W3GXFRc+1nWwQAOpRA9X+AIAROX78uCjaHTNmzB0/27Rpkyg+trCwUPn7+6uWL19e4eeVi5G3b9+uatWqlcrc3Fz8jIWHh6uGDBmisrGxUfn5+alWrFihGjRokOrZZ5/V/F5cXJxq9OjRKisrK/F769evV7m7u6u+/fZbzWOysrJUTz/9tMrb21vEw881c+ZMVVRUVLWv7erVq+LvZmRk3PGz6OholampqSiMrgrHEBgYeM/tBwANx4T/qc/ECQBAH/BEhn5+fmK+Ha6lqQuuveGuL261qo3evXvTM888I1qgAEAe6LoCAEU4cOCAWHqBR1FxlxTXzHA32MCBA+v83MuXLxdddLVd64pHZvF8QgAgH7ToAIAi7NmzR9QEhYWFkYODgxj2zrMiN2vWTO7QAEBGSHQAAABAsdB1BQAAAIqFRAcAAAAUC4kOAAAAKBYSHQAAAFAsJDoAAACgWEh0AAAAQLGQ6AAAAIBiIdEBAAAAxUKiAwAAAKRU/w/uupLNxSw7qQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_dataset(dataset, parameters='y2')" + ] + }, { "cell_type": "markdown", "metadata": { @@ -379,14 +408,14 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Starting experimental run with id: 746\n" + "Starting experimental run with id: 7. \n" ] } ], @@ -412,19 +441,17 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -441,7 +468,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -471,19 +498,17 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -503,19 +528,17 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -537,19 +560,17 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -569,14 +590,14 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Starting experimental run with id: 747\n" + "Starting experimental run with id: 8. \n" ] } ], @@ -595,19 +616,17 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -627,14 +646,14 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Starting experimental run with id: 748\n" + "Starting experimental run with id: 9. \n" ] } ], @@ -675,19 +694,17 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -713,19 +730,17 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -742,15 +757,15 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Starting experimental run with id: 749\n", - "Starting experimental run with id: 750\n" + "Starting experimental run with id: 10. \n", + "Starting experimental run with id: 11. \n" ] } ], @@ -801,7 +816,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -810,7 +825,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -826,7 +841,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -835,7 +850,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -860,14 +875,14 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Starting experimental run with id: 751\n" + "Starting experimental run with id: 12. \n" ] } ], @@ -900,26 +915,25 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Wall time: 1 s\n" + "CPU times: total: 344 ms\n", + "Wall time: 1.55 s\n" ] }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZUAAAEWCAYAAACufwpNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOy9ebgsVXX3/1nn3Msgg6CozIKG+HOIQSVi1ERMnCeM+kYMimgUUdGoMTHGN+KYGONERMUrouKAE0rQ4KxIHBCQF0ccceACEUFlkOme0+v3x67dvap77VPVVdX3VFX3ep5+urqq9v7Ut3rt2msPVSWqysIWtrCFLWxhTdjSeh/Awha2sIUtrD+2qFQWtrCFLWxhjdmiUlnYwha2sIU1ZotKZWELW9jCFtaYLSqVhS1sYQtbWGO2qFQWtrCFLWxhjdmiUumoicg/i8iJ630c05oEe5eI/FZEzsnWPVNEfiUi14rILUVEReQPsm0niMi/rOPxvltEXtVgfp3836qYiBwuIp9d7+NImYg8SEROW+/jaMpE5Oci8oAS+91GRC4UkW1ncRyFlUp2oNdnBf5/s0K24ywOZoz7LBF5dbZ8lojc1Ww7ITue+LlRRK4x288UkRvM9h+abXuIyOkicml28dpvimPaL0tz7djn8c2oLm+q+q+q+rStzRWRI0XkKzWyuC/wQGBvVb2niGwE3gA8SFV3VNUr7c6qerSqvrIGb6uZrQyz34eIyGa7z3r9b+thqvp+VX3Q1uZ65z1h/wq8ZtbH0zZT1V8BXwKOmkX+ZVsqj1TVHYEDgbsBL57FwYzZPYBvisgScEfg+3FDdqHZMX6AU4CPjKU/xuxzB7N+AHwaeGyNY9vF8lX1QzXymtpEZMPW5DVstwV+rqq/z37fBtgO+N76HdLCmra2+6iI/Alwc1U9e72PZZ3s/cAzZpKzqq75AX4OPMD8fi3w3+b3mcDTzO8jga+Y3wocDfwY+C3wFkBKcL9FuADdEThnjf12AK4B7pc6pkS6Ddmx7Vd0LCbNflmaDc62bYALgOdkv5eBrwIvzX6/DPgo8KHseM8H/tik3xM4Ffg18DPguWZbTPs+4Grgadm6940d11OAi7PzfDTwJ8C3gd8Bx48d71OBC7N9PwPctug/y/6LG4BV4Frgd4nztCdwOvAb4CfA07P1fzuW/hTg9xnvWuCLhv8H2fK7gVdly4cAm4G/By4HLgOeYrjbAq8Dfgn8CjgB2L7gP415/jNwBcHfDzfbh/zs99MzTb/JNO6ZrT8rO+7fZ1qeDFxPCGKuzT57Jv63J2fHfAXwEsPaHnhP9h9cCPwjsLmEn67lS2cArze/PwScZMruV4E3A1cBPwD+0ux7c+Cd2Xm/BHgVsDyW9o3ZuXkV/rXgWQS/ugZ4JXB74OsEv/4wsI3Z/xGEMvU74GvAXceuSy8k+PdVmY7tCNeDifPunKOXAieOrUteqwgB+P8FfkHwvZMJlRIZ933AldmxngvcJtv2lOy/uwa4CHiG43v/yMifHw08DPhRdh7/2bkOpK4hPye7VmfH+0/AT7Pj+jBwi7Hr33WYct/UZ6pKBdgb+A5wnNl+JsWVyieBXYB9CY7+kARr2+xPuYpw4fldJvzGbPklTpojsj9Lxo7p14RC+lXgECddo5VKtv0umTPeEXgJcDajQvcyYAvwOGAjoUD8LFteAr5JcPRtgNtlmh48lvbR2b7b41+cTiA4+IMIF+/TgFsDe2VOe79s/0cTLox3zM7D/wW+VuY/G/9/E+fhy8Bbs2M5MEv/lwn/mDinrF2prACvyM7bwzL/2DXb/ibChf4WwE7AJ4B/KzjWmOcbCP53P0LFcAeH/xcEn7p7tu+bgbO847YXjTGe97+9I/tP/5jg63fMtr8mO5e7Esret8fzc/QU+dLumS/8BXB4tm0n89+sAM/Pzu/jCWXxFtn204C3Ey7ctwbOIbtImrTPIfjU9s5/rdn/szNw50zrF7JjvDmhN+LJ2b53z47zYEKA9mTCtWhbc106h1CB3oJw4T46dd6d8/QR4B/G1q3l908llJnbATsCHwPem217BsHXbpYd6z2AnbNtDydUnELwreuAu4/53kuz8/30jPkBgv/emVCOb1d0DXGu1c8jXH/2Jvjq24FTxvR+G3hU2etf6etkiQvpzwm1/TXZSf8Coftnmkrlvub3h4F/KmA+DXhjtvxZ4J5r7PsF4GVj6w7O/pRtM2e8Brj92D51KpXfjX3uaPb5e0KE91vggLGLydljhf8y4M+y4/3lGOvFwLtM2rPGtr+MyYvTXmb7lcDjze9Tgedly58C/nbsWIZRy1r/2fj/65yjfQgBwU5m3b8B7074Rzz2spXK9WP7Xg7ci1Bof2//Z+BPgZ8V/KeHEAr2DmN6/8XhvxN4rdlvR0Ih32/8uE3eZSqVvc32c4DDsuVhZWDKRdHFck1fyn4/htCivWLsfz4SuJR8gHYO8CRCN+WNmJYf8ATgSybtOHf8v1bgPub3N4EXmd+vB96ULb8NeOVYfj9kFBj9HHii2fZa4ITUeXfO0+fIKqGx40v5/ReAZ5ltd8j++w2ECifXklqDexrwd2P+HAPPnbJjOHjsHD3a+I57DTHnJFYqF5JvZe4Rj9es+ypwRNExT/sp2+/5aFX9vIjcj1CL7ka4mJa1/zXL1xEK44SJyAeBhxAioRtE5KnZvvcUkR+p6j3H9t+HUPs/3a5X1W+Yn+8RkScQoto3T3HMa9luqrqS2PYe4NXAqar647FtF5tjHGSDiXsSHGlPEbHndBn4Hy/tGvYrs3y98zue99sCx4nI6812IbRofpH9LvWfObYn8BtVvcas+wVwUMn0RXbl2LmPx3YrQqT4TRGJ24RwHovstzoa44FwvHs6++1J6HIAQFWvFZErCeft52UFOJY613uS/9/L+MBtKfalTwLHAz9U1fFJF5dodsXJLJ6L2xKi48vM+V2qcHxFPrq70fFkEXmO2b4N+f9l/Lx5/1nKfku4iI/bWv/FL8y2XxAqlNsA7yUEUx8UkV0IXWEvUdUtIvJQ4FjgDwnn62aE3p5oV6rqarZ8ffadKreQvoaM222Bj4vIwKxbzY73kuz3Tkx3HS9lU00pVtUvEyK315nVvyecqGi7U9FU9TBCU/a3hCboEYQm2y7jFUpmRxC6bS4qyppwgdka9lZCoX2wiNx3bNs+cSGbgLA3ITK8mBBR72I+O6nqw0xapTm7mNBtYXnbq+rXSqQtOo5LgVuIiC2w+zJy5FnZFYQCeGej6eYaJnIU2a4isoP5vS9Bx7hdSiisAGRpbklaW93/7DKCj0TbJ7WjsTK+9GpCJLtHFnBZ20tMrcHoXFxMaKnsZvLdWVXvbPZt2kdfPabjZqp6Som0ZY7j24QLfVnL/feE87IC/EpVt6jqy1X1TsC9CWNBR2RTdk8lXC9vo6q7EMa06lyLUteQcbsYeOjY+dtOVS/J0m4A/oAwdt2oVblP5U3AA0XkwOz3BcBjRORm2XTKv615THcEfprV3ncHzltj3yMIldzQRGQXEXmwiGwnIhtE5HDgzwmD0XGf7QhdYwDbZr/jtpeJyJlVDlxEnkToTz0SeC6hlWQvavcQkcdkf+jzCIX0bEIXw9Ui8iIR2V5ElkXkLtkMlVnYCcCLReTO2XHfXET+T8m0vwL2FpFtvI2qejGhK+Dfsv/grgSfeH8Dx500VR0QxibeKCK3BhCRvUTkwSWzeLmIbCMif0a4KIzPJoTQSn+KiByYXTD+FfiGqv482/4rQp875vctReTm0ysCQvfLi0VkVxHZCzimRJo1fUlE/pwweHxE9nlzlne0WwPPFZGNmU/cEThDVS8jdEW/XkR2FpElEbl91nsxC3sHcLSIHCzBdhCRh48FKykrc97PIPRylLVTgOeLyP5Zmf5X4EOquiIi9xeRPxKRZcKEgy2EVsE2hOvMr4GVrNVSd4p16hoybicArxaR2wKIyK1E5FCz/Z6EWZi/cNLWsqkrFVX9NWHmQ7wh7Y3ATYQ/8j3Uv3jcg1EXw90JfYoTJiJ/Sqilxwv/RsLMkzhQ/xxC990PzT7XE8aJIIx/XG+27UPoa1zLfjd2n8oLRGRfQoV7hKpeq6ofIFSIbzTp/osw+PlbQj/1Y7IoZxV4JGFQ+2fZcZ9IGLxs3FT148C/E5rrVwPfBR5aMvkXCdN//1dErkjs8wTCeMGlwMeBY1X1c7UOupy9iDCYenam6/OEvu8i+1/Cf3IpwX+PVtUfjO+kql8g+P2phFbE7YHDzC4vIwQSvxORv87yOAW4KFs3TfcMhAkJmwk+8XnCzJ8b10qwli+JyM6EsnuMql6SdX29E3iXaZ18AzggS/dq4HE6unfoCMKF8vuE8/VRQl9946aq5xG6tY/PWD8hBGtl0haed1U9H7hKRA4ueUgnEbq5ziKc1xsI1xYIvTMfJVQoFxImV7wv6wJ+LiE4+C3wN4SJCnXMvYY4+x2XsT4r4R6+swnjbdEOJ1Q8jVucLrewzETkAsIA15WFO0+X78sIg7hPbDLfhdUzETmEcAHYu2jf9TYReSZhEH8mrQMROZIw6Wa827aXJiIPIgy+P3q9j6WMNXUNyVryXwbupqo3NHFs1lp9g9J6mKoeWLzXwhY2exORPQjdaV8ntB7+nhC5L6wBU9XPErr05spU9XJCt+ZMrBPP/hKRk0TkchH5bmL7ISJylYhckH1eurWPcWHtNQnP2xp/tM61IvKp9T62AtuGcH/BNYRux/8C3ioi+yb0XJt1wy5sYetmnej+ygYXrwVOVtW7ONsPAV6oqo/Y2se2sIUtbGELG1knWiqqehbhkQULW9jCFrawFlufxlT+VES+RZjB80JVXfMBhdvtsp3uuEeY7XvtTWF2sa6YOtY24JbDj40bR/fc7bLNaMLYLktheTsZpV9ldM/RtYNw/91vV0a3QkRmjuswU9zITHEjM8Vtu1aPabke03JdZoLbe601fcly+641VW6u/MGVV6jqrahhD77/Dnrlb1aLdwS++e0bP6OqD6nDWy/rS6VyPuERI9eKyMMIj0I4YHwnETmK7HHPO+y+Aw9/T5i2/fWL9wPgpl9tP9x3aWV0f9Jg5+Cce+01aiwdute3R8s7hfuHDtg4uiXl2sFoUsWXb9gFgI9eMbrtJDIt12OmuJGZ4kZmitt2rR7Tcj2m5XrMedVa15fmSWuq3Jx88Em17+e48jernPOZckNey3v8eLe6vPWyXlQqqnq1WT5DRN4qIrup6hVj+20CNgHc8o630oFmBaDCsNJqwU2xAyfTIa8ic724XWHmuD0/vznuQutMuDmtDZgCAwaF+3XdelGpiMjuhMclqIjckzBWVHifyWDc0XIFZnLZOtlAR03nm7KhqS3mkVSrxkkH2fYJ3jgrwfe4N5nhMI87MNtdbsu1ekzL9ZhJ7rxrrelLltt3rYXMGqYoW7Rc91eXrROVioicQnii524SHqB2LOHOeVT1BMKjoJ8pIiuEu+MP0604rW1YYHIFYrS82nDEY5kp7iyYlrveWmfNtNy+ay3ypa3JXW+ts/KlEWfRUmmFqer4Q+/Gtx/PlDeFKU7zVkw9VOBbqybiik1r6zCrpk5bjVFeymEjt4Q/R65tznvcVRtxedyWa/WYlusxk9yF1jW5Rb5kuX3XWsisYYrm9PXVOlGptMU0F+WMlqMjrurAbB+ZbfI3xbXO73FnwbTcWWv1mJY76/NruX3XWuRLTXLbrrUus8hSY0Z9srmuVCYcKNH1nouIMrMR15Zs+UZGz3W7wUQkN+myzxvjFjEtd4vJy+NGZpLbcq0e03I9ZpI771pr+pLl9l1rIbOGKfkxo77a/FYqKrWatzbtyGFt091GSQVdBxW4+cI5yR002IxfD60e03I95qy4fdda5EuW23etTTLd41hUKnNmKR9y1ttm9Jbs5YI3GSe1EdFqUcTjcRPHErlbzAsNPW4lZmL9emj1mJZbmzkFt/Naa/pSk9y2ay1k1jAlX5H11ea2UglzxjMPHDadzXbrW46j2ijmBt0IwI25dSPn3RK7DmxGuW6CckzLjcwUd4ttxnvclmv1mJbrMXNch1mV23mtNX3JcvuuNVluGjBFF91fc2fJ2STOjVFMRlT5OfB+4ViTW8C0XBtRedzSzBLc9dDqMS23ErMit/ta6/nSVNyOay1k1jGF1f7XKfNdqcToRTLntFGWFERcWwaeQxqHNc7pTccUUyBisiKm5eYL3yQ3NTWyK1o9puV6TMv1mFW5ndda05cst+9aZzulOD+7ra82t5WKe5/KkgkjrMM6M0rszJAbNLyu/feD0Wvbr9PR8o2DjVmahJNGbgHTcm8w+XvcyExyW67VY1qux0xy51xrXV+y3L5rLWTWMil8XEwfbG4rFWvDYYZE37s4fmCd44bMEW1/rXVez5FyXcNOf7THtHndMLCsSW7Kebui1WNabhVmVW7Xtdb1pWm4Xdc6y4t+GKhfVCq9tokmtY18TDtVlryIa+QcsUltndQ247cMNkykyUVUMf8Cps3DNuM9bmQmuS3X6jEt12PadC6zIrfrWuv6kuX2XWuq3DRh4T6VRaUyFzZ0VOOwsmQLz2SaFWdAMRf5mIjIG/zLFY5suYhpuanCEbmpAceuaPWYlluFWZXbda11fWkabte1znSgntnc+9I2m9tKRRET/YR1NspRrMMOsv3MvHbzMp/rBtvmviFfOG50o7zRsUSux0xxLcvj3phsqXRDq8e0yx7Tcj3mvGqt60vzpDVVbpqwRUtljmxpGGXZpvPIOZcKmvHDvvdEf60X/Szloqy4vDbTcnMsh5uKuLqi1WPm+JWY1bhd11rXl6bjdlvrLFsqiuRml/XV5rpSiTc3yfBCa7faZnY6LYwc0UY+1jlXBpM3jkmucJRj2jxs/h53xUSEHrftWj2m5XpMm85nVuN2XmtNX7LcvmtNlZumbNH91WfTycG/pWXz1FLTzl7OmtQ2SrLOd302NfGa1dELeKzz+l0Ho7wi12OmuNeb6ZAeN9391Q2tHtNyPablesx51VrXl+ZJ62y7vyQ3EaGvNr+VirHlpckLrYhfeKJZh7txNZzGG2V0OlM3WY0zLbeIabmRmeJ6TMttu1aPablVmFW5Xdda15em4XZda6rcNGEKuScK9NXmtlJRnJaKcUhz42/OkaOt2EdoZ9HNdSYKsoVn2HWQivKy5SKm5dqIyuPmmvFeS6XlWj2m5XpMu95jVuV2XWtdX7LcvmtNlZumrEsD9SKyA3CD6nTvQJ7bSgVGTrOU9cdusM1p41DLwyjMNqdHheP61dGA3zC9vclrdfJu5CXT9xy5HjPF9ZiWe4PZ7nHbrrUK0+brMVPcvmut60uW23etqXLThKnKTJ+CXNdEZAk4DDgc+BPgRmBbEfk1cAawSVV/XJTPXFcq0WJ0Yx3SBjy2nzaadbibBpOn0RaOlYJmfOQWMS3XY1qux7TctmudBXO9uOutta4vTcPtutZUuWnKmhr8F5F9gJOB3QlT3zap6nE1s/0S8HngxcB3VcOrMUXkFsD9gdeIyMdV9X1rZdKaSkVETgIeAVyuqndxth8OvCj7eS3wTFX9Vrbt58A1wCqwoqoHFfHy96lkF1rjkPZVpMtOP611vpsGk4Nv+Wb82g/ji9wipuV6TMuwEaHHbbvWKky73mPOitt2rXV9yXL7rjVVbpqwMFDf2CV3Bfh7VT1fRHYCvikin1PV79fI8wGqumV8par+BjgVOFVE/KaesdZUKsC7geMJta9nPwPup6q/FZGHApuAg832+6vqFVXAsW8255CO8+b6cG3EtTrZ35wrHE70Y/MachMFxuNGZoqbiri6otVj2vWVmAlu37XW9aWpuB3XOsuWSpMD9ap6GXBZtnyNiFwI7AVUrlRshSIi9wUOUNV3icitgB1V9WdepTNuralUVPUsEdlvje1fMz/PBvauz8yiG+fO6iJzI5rEcFbcnoviEnf+luXmoiiHa7d73LZrTUaMJbXWPb+5fHuutYhp9+m71lS5acpWy+e5m4icZ35vUtVN3o7ZdfNuwDdqHdwov2OBg4A7AO8CNgLvA+5TJn1rKpUp7W+BT5nfCnxWgpe9fY2TfxRwFMC2t95puD4O/qX6Yz3nsgNuZV+8YwcZ7bLHTTl05E7zsh+P23atVZiWVcRsktt2rbP2pWm4XdXahE15R/0VZbrxRWRHQtfU81T16jrHZ+yvCJXU+QCqemnWxVbKOlepiMj9CZXKfc3q+2TCbw18TkR+oKpnjafNKptNADvdYXeNg2bLEpxzQ8Eg32oiyorrUw49dH6Tf2SmuF7+qWPxuLkC53DbrjWlv6zWIqZl9F1rXV/KcXuuNVVumrJBg91r2fjGqcD7VfVjjWUMN6mqZkF6nFpc2jpVqYjIXYETgYeq6pVxvapemn1fLiIfB+4JTFQq1lRHjrZtNotku+UVd9/Yz3qDddhVM99+JZzG1YEdxByl37gU2tnbbhxFPtuamSse1/btetzITHEjM8Vtu1aPabke03KLmJbbd611fcly+641VW6aMIXGnv0l4W7PdwIXquobGsl0ZB8WkbcDu4jI04GnAu8om7gzlYqI7At8DHiSqv7IrN8BWMoGq3YAHgS8Ypq844CejXzsIJ/X92ojnuicK2YQ0KZfcvp+7brILWJari0QHtdj2vVt1+oxLbcKsyq381pr+tI03K5rTZWbJkyRJh9YeR/gScB3ROSCbN0/q+oZdTNW1deJyAOBqwnjKi9V1c+VTd+aSkVETgEOIQxQbQaOJQwQoaonAC8Fbgm8NXskQ5w6fBvg49m6DcAHVPXTZZix+bshdgnlmtYj7xzeeGUcTo3vRedcMVGYbVgvOdMtc6xhl9QkM8W1BcLjLpkC53HbrtVjWq7HtFyPmeL2XWtdX7LcvmtNlZsmTJXGbn5U1a+QfHxmI/l/DihdkVhrTaWiqk8o2P404GnO+ouAP56eKBMXle2WR7Pl8tMRJx3BOseWleCoqyvGSe3Ux+XJqak2/8gtYlpuZKa4kZnitl2rx7Rcj2m5HrMqt+ta6/qS5fZda6rcNGMykycfN20icg1MzFK4CjiPcG/MRWulb02lsp426hIaRVkbTRTk3TBlm9GD1bA8sE5q7vy1/cjjTMstYlpuZKa4HtNy267VY1puFWZVbte11vWlabhd15oqN02Y0lxLZcb2BuBS4AOE1tBhhDv3fwicROhRStpcVyrDJnXW5N2Y6CaJzex8c3rknBpnCRmHtfW8N8ff9gdvdLoObNPe46qdxeJwU/Ptu6LVY+a4DtOm85gpbt+11vUly+271pnfp9KNpxQ/RFXtjeWbRORsVX2FiPxzUeK5rlSiDR+yaGd+LI1mlly/NDn6Zx1uGP2YKEdN57EOJp0z92C8OLOmgGm5NuLyuB7Tctuu1WUabhVmZW7Htdb1pWm4XdeaKjdNmH00VMttICJ/DXw0+/04s61wJsPcVirKZD+tLRB2eaMT0dpmvEbn3GLWmVb4YHVyjr7NK7I8ZoqrtpnucAdmu8dtu1aXabge03I9Zorbd611fcly+641VW6aMAW2NPfsr1na4cBxwFsJh3028EQR2R44pihxJxTO2pYkdgnZPlrTjHein4F9ccQwoh05oXVHde6hWhLbjF/NfaeYOW4u4prkekzLbbtWl2mWqzArczuuta4vTcPtutZUuWnGpPXvUxGRZeBQVX1kYpevFOUxv5WKjqYZxogmdfFZdlp8dk10xCXjpPntsT96tM5GUV6B9Jg2X+v8Htc24z1u27V6TMv1mJbrMatyu661ri9Zbt+1pspNExZ6R9o9pqKqqyJyKPDGqnnMb6UCw+l9sZ/WNqe3WxpNV/SiH+t8EmeurPiDnHFw0E4ntH3DkVvEtFyxM1ccrh2Q9Lht1+oxc1yHabkesyq361rr+pLl9l1rqtw0ZW1vqWT2VRE5HvgQ8Pu4UlXPL5N4riuVaMPoPdcf7Ee30XIzQ7LoJ7ebrB3x5CKuYX/w2swc10RcHjcVZXVFq8fMcSswq3K7rrWuL03D7brWplsn48fQ9pZKZvfOvl9h1inwF2USz22loowcLfbT2qbzRhk5rPcIh5zzxSjI9seuTm7X3CDnaOfI9ZhJro34PG6uGT/JbbtWj5njOkzL9Zgpbt+11vYls0/vtSbKTRMWBuobe0zLzExV718n/dxWKtbiy35SUZYbcZlmcnTOXHPaOHxuPvwY0+ZfqqWScW2B8Lge03LbrtVj5rnTM6tyu661ri9Nw+261lS5acba/Y56ayLycODOwHZxnaq+Ip1iZHNcqUzOGbdRVm7AMRfSBLMRl8SI1vizLpmIKNs3NUUxcouYlis24nK49rl4HrftWj2m5XrMFHfetdb1Jcvtu9YiZh3TGeQ5CxORE4CbAfcnPBX+ccA5ZdPPcaUysuELgOxzhxLOObRcMz58WYfMjRcW3MQVuYVMy7URl8ctuPmx9VodpuVWYVbl9l5rkS9Nwe281hne/AiduaP+3qp6VxH5tqq+XEReT3hCfCmb60plfFBu2XjcUm55cvQu17ccLz7GYXMBifq8cW4R03Lt+4Ncrto0aWYZ7npo9ZiW6zFT3HnXWtuXDLf3WguYdaxDd9Rfn31fJyJ7AlcC+5dNPOeVythAvfGybYq6omwzPt64ZaIs+7Kh6PvJQc5suZBpuGJv3PK4tsB4A/Vt1+owLddjWq7HrMrtutbavmS4vdeaKDdN2aAbLZVPisguwH8QXimshG6wUjbXlcq4paKc6MjJh80N+2tHq2zTmgLn9Li28LjcXN+0w63AtNz11uoxLbcu03L7rrW2LzXIbb3WGbYkVGHLoP2Viqq+Mls8VUQ+CWynqleVTT+3lYrq2pHIUiriGWYwWhzuapN4TfuiQjLFmIokWMNxgCkirlZqTRR+HP5Caz1ukS/ZffqudRrmtBa6v9pfqQCIyL2B/cjqCBFBVU8uk3ZuKxWYnIlhm87LFDipuTNWvIjWSZ7qT43cYuaIK6mIqyS3/Vr9WUDiFP4i7kLr2ty6vmS586C1jnXhjnoReS9we+ACRnfwKLCoVGZq3iwW67CJ5ca4A9bIjAgAACAASURBVGedYc2Eabmz1pqYJYSjb6G1JrfAlxrltlxro0znEJqqqETkJOARwOWqehdn+yHAfwE/y1Z9rOx9JsBBwJ1Uq01V6E2lUnSSPZv2lKUcwnPIXN7D/uTpeGtxU4VvyMj1JzfDtKz11uoxq3LnXWuhLxlu77XWZK5tjXZ/vRs4nrVbD/+jqo+okPd3CW96vKxC2v5UKpQ7ya5V+qMdh0s2p519KztXWW6iQHRGa+L43W6S9Ti/TXIXWtujdYYtFaCxh1Sq6lkisl8jmWUmIp8gnIGdgO+LyDnAjYb5qDL59KZSqXKSpx2Iy0U+06QdRmHVHKoSNxeFTc9dd60VmFW5C63lub3XWpO5ZtYKWwaln/21m4icZ35vUtVNUyL/VES+RXjf/AtV9XsF+79uyvxd602lUsZE5CjgKIANt7r5cH2MHuxzeeydr150lG+mj32PLztmI5bILWLmuClWSW7btbrMFL8kszK341pn7UuW21etTdiUNz9eoaoH1cCdD9xWVa8VkYcBpwEHrHl8ql8GEJH9gctU9Ybs9/bAbcqCuzG/rSFT1U2qepCqHrS88w6oylTRyEBl+JnGRMMn8qq0kKblRmZV7nprrcK03CrMhdZibt+11i03hceElPrUNVW9WlWvzZbPADaKyG4lk3+E/JSG1WxdKZurlsq4xeBkNXMa+1hq+y7pGBElb9wqGdHaVasmr8j1mCmupFglua3XmhhQLYpox/9Ty0xx+6511r5kuX3V2oQps5mm7JmI7A78SlVVRO5JaEBcWTL5BlW9Kf5Q1ZtEZJuy7LmuVKINnKa7dd5ZvAFu4DTdZ8203L5r9ZjrxV1vrbP2Jcvtq9amrKnZXyJyCnAIYexlM3AssBFAVU8gPFn4mSKyQniW12FTTBH+tYg8SlVPz1iHAleUPbbeVCreSVbVdyYT6CiSGYx9Q/4ZPTH6qeywziDnwFn2mJW5iQHHedHqMVPcvmutzTTc3mud6UC9sNJQpaKqTyjYfjxhNmwVOxp4f/ZKYYDNwJPKJu5NpVJ0ktey6Hy26Z5vWoflwtkkklheg2m5HnNW3NZrTRVoGfuegpni9l3rrH3JcvuqtSnrwlOKVfWnwL1EZEdAVPWaadL3plKpZFlUEv9o+wiFXMSTba8duZgoyDpX5HrMWXH7rtVjprh91zprX7LcvmptwrbmmEoTFgf6p7W5rlSi060MJqOcwojW5uNFWc6ydfKVwWT+pVoq48wU1wZpDrfzWhP88f90Lda8aK3tS2a591oT5aYp61KlUtXmulKJFvs5bxxsHK6zr0WNjpx0MqdlX+Q7tm81cj1mkptgleV2XWsVZorbd62z9iXL7avWJqxDL+mqZXNdqeh495dx2HwUNNm0di0VBY3xxvOKXI85K27ntSZ2G/9PLTPF7bvWWfuS5fZVa1PW9tlpACLybOD9qvq77PeuwBNU9a1l0s91pRItOt+Ng9HpyEVcGiPatfPJTexwoiDrTtbhI9djVuXa8uRxO681EWXGRY+Z4vZda11fsty+a02VmyZMFVY68JIu4Omq+pb4Q1V/KyJPBxaVylqmmH5aJ8qyDhuf15OKMry+dy9IyvVHO1GWx0xxU33DZbld15oKQsf/U8tMcfuudda+ZLl91dqUdaT7a0lEJN7XIiLLwOLmx0JThp4UowdbIJbNrbc3ZY66mooystU28nEjvtwgp+0b3pBkJrkJlhfxedyua01F1OP/qWWmuH3XWtuXLLfvWhPlpgnr0JjKZ4APi8gJhCvl0cCnyyae30rFWHTUm6yTmvmEowFdP/1wkNH6cKpwjDEt12OmuLlBRo+b8N3eaK3ATHH7rrW2L03B7bzWGV/zZ9H6mYG9CHgG8EzCGfkscGLZxHNdqUSnGw4yGodcsoXDe0aUNefi4zenR8u5QcaM6zGT3EThKMvtutZ0N0mameL2Xeusfcly+6q1KevCQL2qDoC3ZZ+pba4rlWixmXzD6miKom2m3rC6IbffuHlRVr5pHbzTupPNK3I9ZoqbiihH3QijEuFxu67VY1qux0xx+661ri9Zbt+1pspNE6ba7jEVEfmwqv61iHwHJm/9VNW7lslnviuVGP0Mu4SW3d1ikzsZuWT9ubpkHMbzHRvl5Zrxk1zbzHe5pu+6CrfzWlNlc+w/TTEtt+9aZ+1LjXJbqrUZk/T4XTvs77LvKq8gHtp8VyqZrQ6CR9206l98tqw6N8nlnDP/Pb68FjPF3bJq+4YnuSlWWW7rtTrMFL8K03L7rnXWvjQVt6Nam7I2j6mo6mXZ9y/q5DPHlcro5Tuxb/a6lVFzOnfnbtakTj7OIxaI5cl1uWWT3vYHR67HTHFz+TvcXCFxuF3XmrwgjP2nlpni9l1rXV/KLfdca6rcNGFdefaXiDwG+Hfg1oQ2nACqqjuXST/HlQrD5u1gMOmwNqKITVYdJByioD94GJ3Zu5EHk4XTYya5BX3fubcROdyua3WZhusxU9y+a63tS5bbd62JctOIKTMZ/J+BvRZ4pKpeWCXxfFcqma2sLmXfxklNf+uo793vg40OmYry3KmRq0tmeTnJTHFt4XO5ietkZ7Q6TMutwkxx+661ti9Nwe281hk3JLow+4vwxshKFQrMc6WiI6cbZI64xTik7buNjjzVYx+cwpF7wZFhRa7HrMy1hdfhdl5r4uIz/p9aZorbd621fclwe681UW6aMG3/QH2080TkQ8BpwI1xpap+rEzi+a1UYKJJfdOW0ekQ0wzespI9zmPVdwhdLvDepbW7DiLXY6a4pZkJbt+1eswUt+9aazMtt+9aE+WmKetI99fOwHXAg8w6BRaVSlkbjjMYh7SFYxhd2O5eG8RE3x2MVuX7htNMy3WZKa4tLx43EWR1RavLNNwqzCS351pr+9IU3M5rnXHvVJtnf0VT1afUSd+qSkVEHgIcBywDJ6rqa8a2vxG4f/bzZsCtVXWXbNsq8J1s2y9V9VEliABo5oiDgX91Gaxm+6Ucwul795/wOlqpxvmHXIeZ5Cb6hv2nrU5yO6/VYVquy0xw+661ri9Zbt+1pspNE6a6hq9NaSJyEuF+kstV9S6NZDrKe2/gzcB9CFXzV4C/U9XNZdK3plLJnoT5FuCBwGbgXBE5XVW/H/dR1eeb/Z8D3M1kcb2qHliFPViJFxf/foYY8eRmk8ikc0qiQOSa1GPMJNe2wh2uTeJyHabltl6rw7Tc2kzD7b3Wur7UJLftWhPlpilrcErxu4HjgZObytDYu4APAP8n+/3EbN0DyyRuTaUC3BP4iapeBCAiHwQOBb6f2P8JwLG1iGMXFRtF2Gb8cH3CIST2oojvkEPnTTh8zN9lJrhiW/kON9fN4HD7rtVjJrk911qXmeP2XGuq3DRlTY2pqOpZIrJfM7lN2K1U9V3m97tF5HllE7epUtkLuNj83gwc7O0oIrcF9ge+aFZvJyLnASvAa1T1NCfdUcBRAMu33GW0YXhxMauKmr65zZrlX2bfMabhFjJzeY0O1uWmsuqKVoeZ5JZkVuX2X2sBcwpu57U21pCYNEVys9cKbLfsehZtk6pumsFheXaFiDwROCX7/QTgyrKJ21SpuC6U2Pcw4KOqumrW7auql4rI7YAvish3VPWnuczCn7IJYNv999ZhQYj9sDbysQ4bW+525siSs1x0IbcDg6sysd1jJrkFA5q5DDxu27V6zBTX0eoxU9y+a63tSzaTvmtNlJumbIqGyhWqelDzR1DKnkroWnsj4ZC/lq0rZW2qVDYD+5jfewOXJvY9DHi2XaGql2bfF4nImYTxlp9OJo0JGBWE2KRe9UvUqL/XRDm2bzY+wdUOAhrn1OicZmK82P5eh5vv753kWpbHVVsgPG7LtXpMu+wyDbeIabl911rXl3LcnmtNlZtGTMe659pr15ab6ORbmyqVc4EDRGR/4BJCxfE34zuJyB2AXYGvm3W7Atep6o0ishth1sJrS5OdC20u4orOt2wdYtI5bWRk08dJKrkoxSkcLjPBzRUOh2snxrjc1mv1C3/kesxcqsTFZx611vUly+271mS5acpmkmnj9g0RuQA4Cfh0fK1wWWtNpaKqKyJyDOFVlsvASar6PRF5BXCeqp6e7foE4INjQu8IvF1EBoSZ6K+xs8bSzPAtWXSyZDvTvIhi4J/bOPi3lIt8bDM7PhfJrDIR0ZCbimIcrh1wdLkmJPS4XdfqMS3XZaa4c6610JcMt/daE+WmKWtwSvEpwCGEsZfNwLGq+s5GMoc/BB5A1g2W3V3/blX9UZnEralUAFT1DOCMsXUvHfv9Mifd14A/qsqVbJqibPEHAaPD6gY/ol1aDp6+vDxwtvp39oqZGjnkOswUd8mwPG7qLvHuaJ1kWm4lZoLbe601fWkqbse1pspNE6bkb96slZfqExrJyM9bgc8BnxOR+wPvA54lIt8C/klVv75W+tqViohsR7gJ58+APYHrge8C/62q36ub/0wtBifx2zanTUQ0cJ7Qai02qa2TWufxpmPaZn7kuswE1zbjPW5qamRftLpMk95jJrk911rXl3Lcnmud6ZRiJd2Sa5GJyC0J96Y8CfgV8BzgdOBA4COEmbdJq1WpiMjLgEcCZwLfAC4HtiM0n16TVTh/r6rfrsOZmQ1ntGQOZZrTtnAMW8S5m6nMYubIy0t2lM9EPN7UFFt4VtdgJrj2fgCXm5qG0xWtDjPPdZiW6zCT3J5rre1Lltt3raly05B15NlfXwfeCzx67C7680TkhKLEdVsq53rdUZm9QURuDexbkzFzi865tGLWWX+TGIWZPlizOTrnxg0jL5dV08xfmjzNtkBErsdMcW2B8Lge03LbrtVjWm4VZorbe601fWkabte1pspNY9aNSuUOqcF5Vf33osS1zqCq/vf4OhFZAnZU1atV9XJC66WVNuwKilGOjXzsIGDiKR/DzbGbxEY5pmkdo6Nc091GdKv572mYKa6NyDxu57U6TMv1mFW5ndda05cst+9aU+WmGZOuTCk+QEReCOyHqSNU9S/KJG6kWhaRDwBHA6vAN4Gbi8gbVPU/msh/5uZ1CXlNa+tk1vm8bhJ756znR17XQaqbxuEmm/GRm/Ldrmh1mDluBWaK23ettX1pCm7ntc76mt+NlspHgBOAEwnX9KmsqbbenVT1ahE5nDB760WEyqW9lYoy/IPj1MSlLaPN1mE1nqXEzI04NXHb5VF7/EZzaoeObBzKToeMXJeZ4NrpkB7XFh6P23WtLtNwPWaS23OtdX0px+251lS5acSU9Kur22Urqvq2qombqlQ2ishG4NHA8aq6RZIPEWqLiRn8y9akmtbDu4n9nGLEYyOfZXNr7vBMJB4B4XZJ2b5ph5tjOdzc2Xe4XdfqMi3XYSa5Pdda15dy3J5rTZabxqzt10UAPiEizwI+Tv7Nj78pk7ipSuXtwM+BbwFnZQ98vKqhvGduo2m2o3W2ZbzqXIitvy7FOfAmytlgds5FP2NMy/WYKe6SOQKP6zEtt+1aPablVmGmuH3XWteXpuF2XWuq3DRm3ej+enL2/Q9mnQK3K5O4sUpFVf8z/hCRXxJaLe22scG/XJTjRbcJh4iNsg2mRK14TyNNDXLG5URE7c63NwFPFW7XtbpMk95lprg91zprX8ot91RrY9aBSkVVJ+5DEZFtyqZvqlL5mIgcqqqxk3J34JPAPRrKf7bmOKSdrhj7cfMDf6PF2IzexnT4Dsxzh9zoxyl8HjPFtU13j5uMuLqi1WFabhVmitt3rXV9aRpu17XOtKWidOLmx2gSxjDuT3gG4yOB25RJ11SlchrwURF5LOFJw6cDL2wo79nZWPSTc0gb8Qz73hMDujLZTWKX3buRTeEYXtw8ZoKbYsXl5B31PdHqMg039YyoudRa05dy3J5r7cpLumZpInIwoSL5K+AWhCfC/8OaiYw1Uqmo6juy5tFphLnNz8iex9UJc+fADya3p7tJnItPgUd68/2T0yHdZnyicJTkdl1rFWaS23Ots/alHKunWhuzFs/+EpFXA38N/JLwgq74MN/3TJNP3ce0vMD+JLRSLgDuJSL3UtU31Ml/5hb9yO0SMhFTvLfDRkHGvEFG2187dF7rt27XwSQzxU0NqEau3e5xu67VZVpusptk/rTW9aXcPj3Xmiw3Ddms5wHUtKOAHwJvAz6pqjdIhf7Aui2VncZ+fzyxvn2mDJvHoyjLFggmllNR0GiWUKJADNP4Dh+5hRG14eZnsUzPbb1Wh2m5LtNwPWaK23ets/Yly+2r1kZMmUlF1aDtDjyI8HqRN4nIl4DtRWSDGS8vtLqPaXl5nfStseyPThaIQX6/lKUKhFvZF3UdDPx9y3KTAca8aC3oJskt91xrXeY03K5rne2UYmm+omrQstezfwr4lHn6/M2AS0TkC6o68dJEz+p2f20C/lNVv+ts2wF4PHCjqr6/DmdWNj6+kI6CMkdI+Nuw7z0xB36cN8lag5ng5vqGK3C7rjV58SusNOdP66x9yS73VWtj1u6WytBU9Qbgo4QJWDsTBu1LWd3ur7cCLxWRPyK8Q+XXhEffHwDsTHgdZSsrFGAUtRc47Ph+Zcwd+LMFsuBCn9q3KW7XtSYHVp3jn3utM/Yly+qr1sYsMX7XBhORJwIfUNXcUarq1cB7ROT2wB6q+pW18qnb/XUB8NcisiNwELAH4SVdF6rqD+vkvVVNx76ZrhkdLdkfvBbTLFdhVub2XavDrMrtvNZZ+5JZ7q3WJkxpdfcXcEvg/4nINwnPboyNhD8A7gdcAfxTUSaNvDtTVa9V1TNV9RRVPa3pCkVEHiIiPxSRn4jIhCgROVJEfi0iF2Sfp00F0PAR80En1+eSqAw/lczL31mX4la2jmidBXNetc7al+ZCa0MmWu5TKq+Gr4uqehxwd8J04lsBf5n9vgR4kqo+VlV/XHRcrXpHvWcisgy8BXggsBk4V0ROV9Xvj+36IVU9phIjLpg7k/J9w9lyRaf0nDn/4DpNMytyUwVoXrR6zCS351rrMqfhdl3rzCuekhVGkc3qupgN1n8u+1Sy1lcqwD2Bn6jqRQAi8kHgUGD85E1tw4hAx34X7W/SVOKNpV8Pbuu1Vix8XvqF1sT2hdby6dtnM7su1rVGKxUR2UFVf99knsBewMXm92bgYGe/x4rInwM/Ap6vqheP7yAiRxFu8GF5110nc0g5bIFzxehmYKKcgYmpBkXRj3ehL8lMccsyq3LXW2sVZlVu57XW9KVpuF3XWsisaVNUVLuJyHnm9yZV3WR+N3ZdbNqaevPjvQlvCdsR2FdE/pjwqJZnNZG9s278r/kEcIqq3igiRwPvASZefZn9KZsAtt13Hx3eUBULRNHMlRzVcciiAmFvHLP5F81ccbgDhz8Nt/1aE/qKCv/Yf5pjprg91zprX8pxe6q1EVOmeUzLFap60BrbG7su5jINr4N/nKp+uOyBjlsjA/XAG4EHA1cCqOq3gD9vKO/NhMe/RNsbuNTuoKpXqmp8mcw7KPN0ZDWfsqaJj2MDleFHNev+rcJMcRM2zqzMbblWj6lNMudJa8LmUWvtclPlmKY4TmMzuS5m04krjU1Ha6z7S1UvHnvb49TvNk7YucABIrI/YRbCYYQnaA5NRPZQ1cuyn48CLmyIXcqGTfdEZDOLwb9c093Jf1YDjguts+Wuh9Yi5npx+8K01uA4zSyvi58TkRcCHwKGwxlb+82PF2ddYJo9rfi5NHRhV9UVETkG+AywDJykqt8TkfgEzdOB54rIo4AV4DfAkeUyH/susFTTejV7wc/KYHm4zr70Z+ioyab59NxVk7/HzRWOCtx11+owLddl2nQ1z6/l9l1rkS/luD3Xmiw3TVlDec70ughPzb6fPXbkW/XNj0cDxxEGjzYDnx07oFqmqmcAZ4yte6lZfjHw4qZ4gN9jmTuA0Q7DAd1Ef21pPyoTJGWs3ICjw53Kd9uo1WFaViVmRW7ftRb50lTcjmudRT2SP44Gs5rRddF78+M01tT7VK4ADm8ir61pEzdITTHCZF+2E5vRK7koaDLiSjV9q3Bt093j2sLjcduu1WNaViqiXWgtx7TcIl+y3L5rLWLWsWlubFxPE5GbAS8A9lXVo0TkAOAOqvrJMumbmv21P/Acwgu6hnmq6qOayH89LNcKLphnsepcfHL9tSUdqZBp8lpNFI4hdwrnbaVWh2m5VZhVuV3XWtuXpuB2XuusL/otfkmXsXcRHtNy7+z3ZuAjhFfEF1qTrxN+J2EKW4sfmTZm0YFk7BvIv1fUSzvaPux7N6HTFtNfO/CehivOchHTcHN9ww53kHpaa1e0OkzLdZmW6zErcvuutciXctyea02Wm4asCy0V4Paq+ngReQKAql4vUubiFKypSuUGVf3PhvLaejbe/ZWKsuKy2d86R3REG/lY59W4nOo68KIsu+xwrfN7XDXrPG7btXpMy3WZCe7ca63pSzluz7UWMWtbNyqVm0Rke7KjzZ5OfOPaSUbWVKVynIgcSxigH8JV9fyG8t86Zitj4/3qVdLGOWI/rI2ycoUjFqgibhHTcG3fr8e1fdduTm3X6jAt12MmuXOuta4vWW7ftRYy61hHxlSAY4FPA/uIyPuB+1B+5lhjlcofAU8i3K1p761d8+7N9TQ7aDaMsmyQsmx3djKwEc9q1nRfHSXakou4wr5LtkDZKCsGgUVMw43MFFfN8Xnc1mt1mJbrMS3XY1bldl5rTV+y3L5rTZWbxqwDlYqqfk5EzgfuRTijf5dNxiplTVUqfwXcTlVvaii/rWPRQ52m+zQDjsNZQsZh7fLQUW1GTv7TDNTnZrE4XB0kMuuK1tQsoYzlMm1mJfTNi9a6vpTj9lxrstw0ZNKdEef7AfclnLmNwMfLJmyqUvkWsAtweUP5rYvlIp8lp/BYH7MRW+aIqyaDwRR9s8Moz2MmuNb5XW5JZpK73lodpuVWYSa5fdda15em4HZeawdaErM2EXkr4cVcp2SrniEiD1DVUvceNlWp3Ab4gYicS35Mpd1TijX3lewmcefD21ksK1nTfcU0p83ysMlvC5TNyuk6SM7Bj7NYEqzhcmIWS2e0OkzLcpkG5jGrcruutbYvWW7ftc549ldHKq37AXdR1ThQ/x7gO2UTN1WpHNtQPutjsbyYKEvty36cVrBtxsY3OtvmtJ1lkmtSO3lGbhHTcu1bpD2uyzT5tl2rx7TcKsyq3M5rrelL03C7rjVZbpqw7gzU/xDYF/hF9nsf4NtlEzd1R/2Xm8hna9vwDx5eaEfbUsueDbtJBn6BjNFPzqFyhaM6M8k12z1u17V6zBzXYVbldl1rbV8y3N5rTZWbpqzFlYqIfIJwhDcHLhSRc7LfBwNfK5tPrUpFRL6iqvcVkWvIny4BVFV3rpP/1jJvjrsuy+R2Y/n59lmBWB3tODBRkDc4583nL2Jaru179ripAcGuaPWYlluFWZXbda11fWkabte1znwgvcWVCvC6JjKp21LZAUBVd2rgWLa+jbdUUtMhYxRk19lm+koW0W4ZZaDGYYnLqSjPmw5pozCHG5lJruV7LZW2a3WYlusyLddjJri911rXlyy371pT5aYBE9o9+2u8x0lEdqZCHVG3Uml3vbuWOfepmHuhcm8v8wcczXJ0WBNl5R5W43QdWIeP3EKm5drC6XETzfjOaHWYOa7DtFyPWZXbda21fcns03uts+z+6siYSvba9VcC1xPOjBDO4O3KpK9bqdxaRF6Q2qiqb6iZ/9YxJ8rJvanUa8abHcSJcuyA4JIXnTgRXRHTciUR0UWuy7Tclmt1mYZbhVmZ23GtdX1pGm7XtSbLTVPWgUoF+AfgztPc8GitbqWyTHgvfeKvbLnF6CcWCOOk9mkPw+jHrMs1Y2OT2iSSgbNsozxbIJbWYKa4K3blJMvyPW7btbpMk9BlGq7HTHJ7rrWuL+WWe641VW4as25UKj8FrquauG6lcpmqvqJmHutn4/20tj82UXhGK61Dhp1tf22+nT7Gs0zDLWSafMVM3XS5uZDR4bZdq8PMcT2m5SYi2nnUWtuXLLfvWlPlpiHrQvcX4cVeXxORb5C/7/C5ZRLXrVS62UIZt+hPpo82F1EVRLS5JnVcp/6+40zLdZkJrse03OSAYEe0zoKZ5PZda01fmobbda1zPvsr2tuBLxJueJz6jNStVP6yZvqcichDCK8lXgZOVNXXjG1/AfA0wjuXfw08VVV/kW1bZXTX5y/L3M0v49GNnU1ioyC7Pqa1hWMlrvObzpJFRJKK4mL+BUzLjcwUV0wU5nJbrtVj5rgO03JdZkVu17XW9SXL7bvWVLlpxLTZSqvoelnDVlQ1OVZeZLUqFVX9TZ301kRkGXgL8EDCm8bOFZHTVfX7Zrf/BxykqteJyDOB1wKPz7Zdr6oHVmEPW9zWIQub8ebYY/STcJjC+faRW6r7a4yZ4Bbep9J2rR4zwS3NrMrtuNa6vjQVt+Nau9JSKXm9rGpfymaAfYJ891ep631Tj2lpwu4J/ERVLwIQkQ8ChwLDk6SqXzL7nw08sRFyjHLMqtx/73T3WudbWnW2JzPLM+1mj5niRmaSm3Lejmj1mLntFZgpbu+11vWlKbid1zrj7qkGWz+F18sa9jfZ94vNOmUrTSlu0vYCLja/NxMeD5CyvwU+ZX5vJyLnEbrGXqOqp40nyGrfowA23HzX4fqhQyeinKInYEvmqNMMMOUc2uGWZVbl9l1rEXMabte1ztqXtiZ3vbQ2ZuUrld2y61m0Taq6yfye9npZ2lR1/zrp21SpeP+x+xeIyBOBgwhP04y2r6peKiK3A74oIt9R1Z/mMgt/yiaA7fbaR8dnlAwSFx8vusg1kweT+7mPsEgMInrcVEQz5Nq+aY9rIzaH23atHtPum3xchzP4Pu9aa/uSYfRea6rcNGHKNJXKFap60BrbS18vpzUROcJbr6onl0nfgg28ygAAIABJREFUpkplM+FpmNH2Bi4d30lEHgC8BLifqtr+vkuz74tE5EzgboT51r7pyKmGzmmb1vYvixeXRIEYNqltf7FFOY+wyBWI2CXlMFNc24z3uKlHk3RGa6KbZNg37jHNBo+Z4vZea01fynF7rrXU21crmtBo91ep62VF+xOzvB1hQtb5QOcqlXOBA0Rkf+AS4DBGfXsAiMjdCNPdHqKql5v1uwLXqeqNIrIb4Z3Kry1Njg5b4FCSiHKGTWrrxE765IW+4FWoHtc246tw267VZVpuIr178VtonWBabl1fynH7qrUha7BSKbxeVjVVfY79LSI3B95bNn1rKhVVXRGRY4DPEOZ1nKSq3xORVwDnqerpwH8Q7uD/iIS7YePU4TsCbxeRASF+eU2pWRBjM0Z02fzjuaZv5nG56YhmOU49tQ5rnX+MZ5k5rsdMcHNTIx1ubhKLw2271uTU08j1mIbrMlPc3mut50s5bs+1pspNY9ZQnqnrZTO5T9h1wAFld25NpQKgqmcAZ4yte6lZfkAi3deAP6oMjv3FyafZBk/Q3DMozK6Zcy4lCqQb8XjbHWaKawuEx01GWV3Rmohol5yLT2lmgtt7rTV9aSpux7XOonWSswYrKu962YSZ96pAqK7vBHy4bPpWVSpb3cYHB20UZJwzd5PUcN1oOT6EbslEQTaiGu6bGgSNrYcCps3LPvjO4+b6kz1uy7V6TMt1mYbrMatyu661ri/luD3Xmio3jZgZx2252feqrAC/UNXNZRPPbaWSGzSLEauNcnIO62TgNOOXtvhpBhuz/axD5Vg6kSY588RpxnvcyExxW6810U0SuR4zx3WYVbld11rXlyy371qT5aYp60ClUvdNvnNbqVjTYdM30fc+bJqPoiDrcLEZLat+GJfru53c7PdH55rmk1zbdPe4HtNy267VY+a4VZgpbt+11vSlqbgd15oqN03ZzO/Yb8BE5DHAvwO3Jou/ofybfOe7Uok+5XQJJftmYxJvuqJtThuH955rlO97LsfMcVPN+GWnG8Djtlxrcppv7CbxmJab6CaZR611fSnH7bnWWT/6viPdX68FHqmqF1ZJPN+VSjRvkM/27Xp+mou4NPsercvNVvSiE2/AuIhpuEsmyvK4RU8pbr1Wh2m5VZhVuV3XWteXpuF2XetMWxLKTCqqGdivqlYoMM+Vihk086bZilnW5cxTjcPmmvGx7/0mk96c2ZXVyaa/NzXSZSa4NsryuCvmwXket+1aPablekybLjX1dB611vUly+271lS5acy6UamcJyIfAk4j/0DJj5VJPL+VCkz+wammdUHENXpY3WjlwCTyZs643CKmySP/YL5JbuEslrZrdZiW6zJT3HnXWtOXcvv0XOssZ38Jnen+2plwb8qDzDoFFpVKaYtR1JL1eJ3YnktiN2fOaQf+cs3wggIx5BYw7S45lsctKPxt1+oxc/wqzIrczmut60vTcLuudcYXffvmybaaqj6lTvr5rlTi/ztsG482SWLq4tCcAb+lLb7DDCOi1HPFY39wEdNwc814h2ujMJfbdq2JAdXSWh1mVW7Xtdb1pRy351qT5aYJU7rS/VXL5rtSyWz0hFITuRjn9O6n8l57aiOfpaVEM36caTIrYlpu/rWsk9zCl3S1XGvqtbKRW4VZldt1rXV9aRpu17XOespvR7q/atlcVyrjf7BYJ00479ByhSMrUMYhNRfxpLOx3EKmzcs0o12u0zPgMUtx10Orw7Rcj5nKau611vUlu2/ftRYwa9uiUpkvs1GW2Oc5lIy4llZGaXRpaWJ7EbeIabm5AUeHW5ZZhrseWlMRbeRWYVbldl5rTV+ahtt1rYuWSjAReThwZ8Kj7wFQ1VeUSTvflUr8g2XsG1jKOeykJ3jN6FxzeouNiGIU5E93jMtFTMtNDThGbm5A0OO2XGuqm2LYTeIxLddhVuV2XWtdX8pxe641WW6asg5UKiJyAnAz4P7AicDjgHPKpp/fSkWZ+IMl4bDJ9HFXb5aQnUOvk2lcbhkfjhFXahZLvF9AJ9O4zDLc9dDqMHN8j5ngLrSuzS3ypRy351qLmLVMZ98Sasjurap3FZFvq+rLReT1lJxODPNcqXiW66O13u/s6zmfjXJs323R84SG/dEFTMuyfIdbllmKux5aU4U7siowK3O7rrWmL03D7brWWT77S6Ar3V/XZ9/XiciewJXA/mUTz3WlMrxLN7asrZPmdkynhdE0RDF9tN4sltzdyLYXIRbIAqbNw0599Liptxl2RavHtNzULKHx/9Qyq3I7r7WmL1lu37Wmyk1jpp2oVT4pIrsQXop4PqEqPrFs4rmuVGo1b52IS4zDqHWeuNyEPzkRl8vN8RtimuWZa01EtJHrMmfE7b3WIl+y3L5rbZLpWBdaKqr6ymzxVBH5JLCdql5VNv18VypjJokoyN3XON9weTAKc2RgZrEUOJI4rYciruV73LLMMtz10OoyDbcKszK351qLfGkabte1zvSir3RioB5ARO4N7EdWR4gIqnpymbS9qlRE5CHAcYR3Np+oqq9Zc3/NfxdaKsqKTercc4MmI55cd/M0zuVFz3Y+v8dNsDqj1WNabiKinPo/HUs/j1oLfcnu23etVfWVtC4M1IvIe4HbAxcwekONAvNVqYjIMvAW4IHAZuBcETldVb8/c/jQ4U1zeuZ9szb/Se7MIq6WaJ0503B7r7XAl7Ymd721zrp7qulKRUSEEEg/jPAQyCNV9XxnvzOBPRgNwj9IVS9PZHsQcCfN9UWWt95UKsA9gZ+o6kUAIvJB4FAgXamMnbLCU1gUxaSa9gneenLbrjVZuL1ujALuQqufZqG1mtbKppQ46KntocAB2edg4G3Zt2eHq+p5JfL8LrA7cFmVA+pTpbIXcLH5vZmxkysiRwFHAWzcadfRBtdhZc3tYzvnv9dabpqZWp6qcHZQawVmZW7Xtdb1pSm4ndc649lZM2gJHQqcnLUqzhaRXURkD1WtVCFkthvwfRE5h/z7VB5VJnGfKpWiWfGo6iZgE8D2t9lHJ1sqkkiYAXRyXW59wmGLbhyLXI+Z4ubXTXKLbuJqvdak/snCv9A6ycxtrulLqWP1uF3XWsSsbeXz3E1EbKtiU3b9GjcvmN4Lv5XxLhFZBU4FXrVG99bLSh+lY32qVDYD+5jfewOXpnYW/FqorFWJOJp46MN6cLvCXC/uQutsmevFbfohLVPe/HiFqh5UMttx8yiHq+olIrIToVJ5EomBd1X9cumjdGypeJfO2LnAASKyv4hsAxwGnF4moWj2Z6sMP2o+w/VVTZn4myPTcl1mVa6yJrfvWj3mvGqtzbRcY73Umig3jZgqMij3WctE5NkicoGIXEAInAuDaVW9JPu+BvgAYQw6lf+9RORcEblWRG4SkVURubqszN60VFR1RUSOAT5DmFJ8kqp+b+1E8TtruttHYZsXMwwbiXWbxrn0Jv/42G+POSNu67VWLdRj/6llJrk91zprX7Lc3mptyhrIU1XfQpjpGp8mfEw2Melg4Krx8RQR2QDsoqpXiMhG4BHA59dAHE8Iyj9CmAl2BGEiQCnrTaUCoKpnAGdMnzCmTxSIzGEbHWTLdec6BcIUzllwe6/VYaa4vdc6Y1+y3N5qbchmcExnEKYT/4QwpfgpQ5bIBap6ILAt8JmsQlkmVCjvWCtTVf2JiCyr6iphLOZrZQ+oV5XKtDYxeGgd1ruzt8gh8rf4pnnjecULfepu4llwu67VYebySuQ5j1pn7ktmubdamzAl/xDLJrIMg+3PTmw7MPv+PXCPKbK9LhtCuEBEXksY9N+hbOK5rlSGM0KyZvTAFAgdmMeVxuhnGiddg2eZlusyZ8Ttu1aPmeT2XeuMfcly+6q1MWth68mxJxHG248Bnk8Ys3ls2cTzXalEc6P3SedMPaLCHROcxmGHUZ5fIDxuchyyLLflWmfBTHF7r3XWvmSWe6u1IWtjl5y17Mkkr1bVJwI3AC+fNo/5rlTGHd0OMlonG+T3nzCn6Z5LHxcTDh+5LjPFTTTdh3nYMuJxO67VZZr0HjPJ7bvWur5kuX3Xmig3TVnRzK71NlVdFZFbicg2qnpTlTzmu1KJFguEfe5Q7r0OYbkoysgViKLJ2rZAxOcOOcxZcTuvtQIzxe271ln7kuX2VmsTpnSl++vnwFdF5HTg93Glqr6hTOL5rVTUNMljgVgxfbSm83apMKLNvpdTUVC2KtEfHbkuM8W1EZXDzb3MyOF2XqvDtFyPmeT2XGtdX7LcvmtNlZsmTIDks83aZZdmnyVgp2kTz2+lAk7312iTrNpmvOT2n8gmOuSScfIlcXY0+eea8WswE1wbZVXidlyryzTpPWaS23ets/Ylw+2r1sasA4++V9WXA2R336uqXjtN+vmuVKLFP9o6pHXYgsdia4x4bBO6YLpizrki12GmuGqjLI+bGnjsi9YqzAS371pr+9I03K5rnfGAfRdaKiJyF+C9wC2y31cARxTeTJ7ZXFcq403qJTsb0rSTZXW4cmi5WSQx4F02kY9x3qKug8h1mSmuDcgcblH3V9u1ekzL9ZiW6zGT3J5rretLdt++a51l91eHxlQ2AS9Q1S8BiMghhJsl710m8VxXKtGGzmOa7rnXkxYM6Mamc65A2Oa0E/zk8sq4HjPFtfm73ETA1RetVZgpbu+11vWlKbid1zrThkrxc71aYjvECgVAVc8UkcXNj6VsbHwhF+WYZnCMiFJvbYvRTc5h7XJcTPYHp5kpro2oPG4uInT7vs26Dmp1mZbrMRPcvmut60u5fXquNVlumrIOdH8BF4nIvxC6wACeCPysbOK5rlRiJBMdcWnFOJl9r4N9S7NnMcqyzekNNuKajIit80euy0xxbZTlcU3h9rhd1+oxLddjJrk911rblwy391oT5aYR03QA0zJ7KuGmx48R2m5nYZ4pVmRzXakMzYvebd9w0YBu5puprgP3Ll434ppkprhqBhk9bvLO4Z5orcb0uX3XWteXpuN2W2udtwOUsg60VFT1t8Bzq6af30rFDJoNLy6JKMKNaG0zethNYtYtOfsmBjk9bjLiiqxcM95ZTjTjO6PVYVqWyzTpi5g5bs+11vYly+271pl3f80gz4ZMRN6kqs8TkU8weaQK/AZ4u6qevVY+81upGBMvevcuxEUDuslBwDQzx00V2KIBR3fA0z/WvmitxExw+661ri9Nxe241lS5acpk0Or+rziG8rrE9t2Ak4A7rZXJfFcq0RHjOMMWs8k4l6xkC4mpp0OH3Jhw2JiXLXC2b3jLGswEN1f4HG6ucDjctmv1mJbrMg3XYya5Pdda15dy3J5rTZWbRkzzx9Q2U9VvZt9fTu0jIoXPA5vvSiUzL3r3IqKiWUKD3GMfLGCyo7Yo/9SxjDOT3NR7KfqitQKzzLF43K5rre1LU3A7r3WGNz8K2pWbHw8A/o3QItkurlfV26nqJ4rSz22lIoyax8MbAk2Uk4u4YoFJdZMsZ982MnIGHJM3jq2kmSluZKa4hTc/dlxrakDXvUluzrXW9SXL7bvWmd78CHRhoB54F3As8Ebg/oSZX6Vr21ZUKiIiwHGE12JeBxypqueP7XMzwjuTbw+sAp9Q1X/Kth0J/AdwSbb78ap6YiF4vPvLNs2tc3kRrdOMzwVGdntR10FsmjvMFNc24z1uYfdX27UmukmGXI9puB4zxe271rq+lOP2XOtMu7+gK5XK9qr6BRERVf0F8DIR+R9CRVNorahUgIcCB2Sfg4G3Zd/j9jpV/VL2qssviMhDVfVT2bYPqeoxVeBD58vdTOVsT3WTDB0xUZk7q3MOvzq5X26714zPDSh6gMShzIlWl5ni9lxrbeY03K5rnV3v10zGVETk/yO0LO4OvERVU4Ps09gNIrIE/FhEjiEE67cum7gtlcqhwMnZ+5bPFpFdRGQPVb0s7qCq1wFfypZvEpHzgb3rQGV4w5TTd5vbL/8NYwOOzoyR3PZh14G9MawcM8VNzVIZbs8146fnrrfWKkzL9Zgpbt+11vUlu9x3raly05TNYPbXbwj3lDy6wTyfB9wsy/eVwF8ATy6buC2Vyl7Axeb35mzdZd7OIrIL8EhCl1m0x4rInwM/Ap6vqhc76Y4CjgLYZoddh83bpdVsYXU8RTkbZP20UlQ4jY8OmRW5A9M37HFTj5uYF611mZbbd61FzBy351pn+5gWbbz7S1UvBy4XkYc3mOe52eK1THEnfbS2VCpe+OGefRHZAJwC/KeqXpSt/gRwiqreKCJHA+8h1K75DFU3EZ7AyQ677TPMf9hkLvq/E1HW8L0bqWTRkRKDnFW4ufdCrMVMcVuu1WOmknta655fy+271iJmjttzraly04gp01Qqu4nIeeb3puz6NTPL3vSYNFV9VJl81q1SEZFnA0/Pfp4L7GM2701485hnm4Afq+qb4gpVvdJsfwfw76WOYWzwL/lcnswPbZRjrfBu3OzJqUvmCaVFUx9tXh636M5j+7RWj9t5rQ7TcguZJq/ea63rS4bbe62JctOYle/9ukJVD2r+ANa0PyX0GJ0CfIOKI0zrVqmo6luAtwBkTbdjROSDhAH6q+x4SjQReRVwc+BpY+vt+MujgAunOZbhNNtVP0oZTle0UY512IL+2qElCsSQ6zCT3IK+6SJu27V6zGm4LjPB7bvWWftSjttTrU1ZE+M0YwH5w1Q1FYBPa7sDDwSeAPwN8N+EHqBSL+eK1pburzMI04l/QphSPOzHE5ELVPVAEdkbeAnwA+D8zGHi1OHnisijgBXCwNWRpahj/bRLN5kozPz3A+cRDuo4bK6/tqDLyRaIyPWYKa4tnB431U3QFa0e03JT90t4fe/zrrWuL+W4Pdc6VfdaFWugUrEBeZOmqqvAp4FPi8i2hMrlTBF5haq+uWw+rahUsllfz05sOzD73kyiOaaqLwZeXJU/vHdjxb/4RBskHmE6LDA2CrNBlBPx5Obbr0wWyCJu/mmrk1yPabmd11qBmeLOu9YiX5qG23WtqXLTiKnCarOzv0Rkd+A8YGdgICLPA+6kqldXzG9b4OGECmU/4D8Jj8Avba2oVNbLRmMqWfRuHcr2HQ/7e20Y5URhqRunhtMxzSobcUWux0xwk0+TjbvmpkZOcluv1WHmlh2m5brMFLfnWmv7kuH2Xmui3DRmzc/++l9q3loRTUTeA9wF+BTwclX9bpV85rpSGTWps++bRlFE/rWfwfvsYyFy2SznvwH/IYW5rgOznHE9Zoqbe9yEw01PKc4zU9zWa/WYhusxU9z+a63nSzluz7XO+ZsfnwT8HvhDwpBCXC+EDqWdy2Qy35VKZtEhxTanbcS1HNvGfvq4OuewxjmXnAHBXP6x68BjJrh2lcf1mJbRda1VmEluz7XW9aVpuF3Xmio3jZiSa8m1zVSbefD//FYqOjk4J6a/0/bXxleNpu68xukmyfXmel0HuaetDpLMJDfRjJeJBZ/bdq0e03I9pk3vMVPcvmut7UvmR++1zrT7S8k9xbKnNr+VCgzDlhjx5JrTK2Z5Y/A+SUQZ7oCuOMu2QJrCN+w6cJgpbnLAUca+E9zOa/WYhusxU9y+a63tS3a571pn2f2lND5Q30ab70ols1GXkHHS1VWzHNvmfnr34mO3O5OL8s34QZqZ4CYLxxpMy+27Vo+Z5PZca13mNNyua128o76+zW2lItgmdXahtQXCOqzTX+xFVFPNnMndmbyaZCa5hj/V7K+uaE1ErKVnCTnMFLfvWmv7ktmn91o7NvurjTa3lYq1OE3RTlfEFo7syaLpd5ln39YhrfOuwcwtO8wUN39j1yQ35bp90VqJmeD2XWtdX5qK23Gts73k66JS6b3p2AV2i4l8tozmI8rKxvCd6A4dOqp1WC/i0kSByLgeM8XNRVkeN9c37HA7rtVlmg0eM8Xtu9bavmS5fdeaKDeNmALNP/q+dTbflUq06LArZhL8itNlkpoO6HWTDCa3e8wc12OmuKlm/GByu8ftvNYqzBS351pr+9I03K5rXYyp1La5rlQm7tK1UcTAOGxcn+omcS4+3rsaUncjD/P3mAlu6mVHpbkd15p674d35/Xca521L1lGT7U2Y7qY/dVrU4ZONxzQ27JltD3XjPfuFjY2vPiMtqt5gbZ3N3Iur8h1mElurnBMclN3BvdFq8s0XJeZ4PZda11fynF7rnWmd9Qr6OI+lTmx4dsQzR9uZpYMu4xSTubNLClqRufeYDdIMpPc1CyastyOa63ETHB7r3XWvmS5fdXalLX4jvqmbK4rleHd5dERbdN51Vku6CZJ3rgVZ7bYu4Ft32rkeswEVwtYuamRHrfrWhP8if/UMlPcvmut60tmufdaE+WmMVuMqcyJRedcGTXddcU247NBwJRDOFGW5MIkJwyyBSJjecwkNxFljbiJ0KsnWqswU9y+a63vS+W53dc6wyaL6mL2V+8t+lH8n23TNNeMH+T3S1mRP1oft3lFrsecFbfvWj1mitt3rbP2Jcvtq9ambNFSmQ+LEY2aAqG5x00McvulMxotFvXR2rwiy2POitt1rVWYKW7ftc7alyyrr1qbMc0dc19triuVYYs3Ol+uv9Yse85ZIeDItezVyb+I2SS37VorBnQT/+n48jxqnbUv2eW+am3ClMVA/XqbhLfEHEd4f/11wJGqer6z35nAHsD12aoHqerla2aumIIwOXNFvVksRQ6Rm8TvhD7JQcbJKC95IWyK23WtHtPm5TCT3L5rnbUvGW5vtTZliynF624PBQ7IPgcDb8u+PTtcVc+rRImTgHI3TtnlGThXDjU8gNkyDbf3Wj3menHXW+uMfSnH7avWBkwBXbRU1t0OBU5WVQXOFpFdRGQPVb2sicwnmre2v3YwGZHlApsi33C2J9PEcQ6HOTNuy7VWYSbTzbvWWfuS4c6F1qqmumiptMD2Ai42vzdn67xK5V0isgqcCrwqq4jWtqGjOwXCi7iKskyN9unYt2HmuKkorwpX/eV50eoyU9y+a63LtNy+a02Um6ZsHgbqpcy1d71MRP4b+DdV/Ur2+wvAP6rqN8f220tVLxGRnQiVyvtU9WQnv6OAo7KfdwB+COwGXDFDGW2yhdZ+2kLr7O22qnqrOhmIyKcJx1/GrlDVh9ThrZe1rlIRkWcDT89+ngt8UVVPybb9EDhkre4vETkSOEhVjynJO09VD6p31N2whdZ+2kLrwtpkiWeCrp+p6ltU9UBVPRA4DThCgt0LuGq8QhGRDSKyW7a8EXgE8N2tfuALW9jCFraw1o+pnEGYTvwTwpTip8QNInJBVvFsC3wmq1CWgc8D71iHY13Ywha2sLm3Vlcq2WD7sxPbDsy+fw/cowZmU420XbOF1n7aQuvCWmOtG1NZ2MIWtrCFdddaN6aysIUtbGEL664tKpWFLWxhC1tYYzb3lYqI/ImIrIrI49b7WGZlInK4iHw7+3xNRP54vY9pViYiD/n/27vTECurOI7j31/TYlJJqZBpFhQtRqVWZkyYUbTYELSQU7RBr7IiyaiIiEhIKmh5kfRCpGiZmWwjWmmZCjONSNOJabESsk0xK4NCJn69OGfidrnOWN1nnjt3/p83c5/zLPyfO8P9zznnPv8j6TNJ6yXdUnY8RZF0oKRuSb2SPpF0fdkxFU1Si6TVkl4sO5awYyM6qUhqAe4GXis7loJ9DZxi+xhgIU062Zl/nw+RasZNAS6WNKXcqArTByywfSQwE7imie+13/VAb9lBhIGN6KQCXEd6An/gisbDnO0VtrfmzZXApDLjKdAMYL3tr2xvBzpJ9eOaju3v+yt2295G+rCdWG5UxZE0CTgHWFJ2LGFgIzapSJoInAc8XHYsQ+wq4JWygyjIjmrFNTVJBwPTgFXlRlKoB4CbGHw9x1CyEZtUSH+kN9tu/gpvmaRTSUnl5rJjKUitaohN/Z15SXuRetvzbf9adjxFkNQGbKqu+RcaU0M//FhvVXXFxgCdaR0wxgFzJPXZfr6s+Oqp6l7nkO5xCXC27S2lBVasjcCBFduTgO9KiqVwuYrEM8ATtp8tO54CtQLnSpoDjAL2kfS47UtLjivUEA8/ApIeAV60/XTZsRRB0mTgLeBy2yvKjqcoknYFPgdOA74lFSS9xPYnpQZWgLwq6qPAT7bnlx3PUJE0G7jRdlvZsYTaRlRPZQS7HRgLLM49s75mrPRqu0/StaRv87UAS5sxoWStwGXAOklrctuttl8uMaYQoqcSQgihfkbyRH0IIYQ6i6QSQgihbiKphBBCqJtIKiGEEOomkkoIIYS6iaQSGpqktyWdWdU2X9LiAc45WFJPfj01PzRXOEkPSJol6Q5Ji6r2TZXUm1+/IWnfoYgphKEWSSU0ug6gvaqtPbfvjKmkigKFkrQfMNP2u6TY5lYd0g48mV8/BswrOqYQyhBJJTS6p4E2SXvA38UTDwCWK7lXUo+kdZL+8UEuaXfgTmCupDWS5kqakdeUWZ1/Hp6PHS3pqbzmTJekVZKOz/vOkPS+pI8kLcv1tqpdCLwKYPsz4GdJJ1bsv4hUNRngBeDi+rw9ITSWSCqhoeU6ZR8AZ+WmdqDL6and80k9kWOB04F7JU2oOHc7qZpAl+2ptruAT4FZtqflfXflw+cBWyvWnDkOQNI44DbgdNvTgQ+BG2qE2gpUFjz8u4claSawxfYXOa6twB6Sxv7nNyaEBhVJJQwHlUNglUNfJwMdtv+0/SPwDnDCINcaAyzLcy73A0dVXKsTwHYPsDa3zyQt+PVeLodyBXBQjetOADZXbHcCF0rahdrDdZtIPa4QmkrU/grDwfPAfZKmA3v2L05F7VL3g1kIdNs+Lw+lvT3ItQS8bnuw4arfSRV0AbD9jaQNwCnABcBJVcePyueE0FSipxIanu3fSB/+S/nnf/zvkuZLWiSNB2aRhsoqbQP2rtgeQ6pgDHBlRfty0rxpDqDOAAAA/UlEQVQHeVneo3P7SqBV0qF532hJh9UIsxc4tKqtg9Qb+tL2xv7GXGF4f2BDzRsOYRiLpBKGiw7S3ElnRdtzpGGqj0ml/W+y/UPVed3AlP6JeuAeYJGk90iVjPstBsZLWktaxGwt8IvtzaTk05H3rQSOqBHfS8DsqrZlpOG1zqr244CVtvsGu+kQhpuoUhwCIKkF2M32H5IOAd4EDsuT/Tt7jeVAm+2fBznuQeAF22/+r6BDaEAxpxJCMhrozqspCrj63ySUbAEwGRgwqQA9kVBCs4qeSgghhLqJOZUQQgh1E0klhBBC3URSCSGEUDeRVEIIIdRNJJUQQgh18xeyldGP+7EOyAAAAABJRU5ErkJggg==", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -931,26 +945,25 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Wall time: 8.26 s\n" + "CPU times: total: 1.98 s\n", + "Wall time: 2.07 s\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -977,7 +990,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.4" + "version": "3.11.9" }, "toc": { "base_numbering": 1, diff --git a/src/qcodes/dataset/plotting.py b/src/qcodes/dataset/plotting.py index 6a0d0d5689a..5ffd0785d31 100644 --- a/src/qcodes/dataset/plotting.py +++ b/src/qcodes/dataset/plotting.py @@ -105,7 +105,7 @@ def plot_dataset( **kwargs: Any, ) -> AxesTupleList: """ - Construct all plots for a given dataset + Construct plots for a given dataset Implemented so far: @@ -151,8 +151,8 @@ def plot_dataset( complex_plot_phase: Format of phase for plotting complex-valued data, either ``"radians"`` or ``"degrees"``. Applicable only for the cases where the dataset contains complex numbers - parameters: Optional names of dependent parameters to plot in the case - that the plotting of all is not desired + parameters: Names of dependent parameters to plot if the plotting of + all is not desired **kwargs: Keyword arguments passed to the plotting function. Returns: From c7957c26a23fd4d6484545ecf0ce41f56bb61025 Mon Sep 17 00:00:00 2001 From: Harriet Howard Date: Mon, 3 Mar 2025 14:15:32 +0000 Subject: [PATCH 3/7] add changelog entry --- docs/changes/newsfragments/6931.improved | 4 ++++ 1 file changed, 4 insertions(+) create mode 100644 docs/changes/newsfragments/6931.improved diff --git a/docs/changes/newsfragments/6931.improved b/docs/changes/newsfragments/6931.improved new file mode 100644 index 00000000000..18ff4aa7cf9 --- /dev/null +++ b/docs/changes/newsfragments/6931.improved @@ -0,0 +1,4 @@ +Added 'parameters' argument to the 'plot_dataset' (and 'plot_by_id') +functions. This enables a choice of which dependent parameters to plot +(in the case that the plotting of all dependent parameters is not +desired). \ No newline at end of file From d66fa084e3cca46b3d70f20dcefb3e2dea99550a Mon Sep 17 00:00:00 2001 From: harrietoxinst Date: Thu, 6 Mar 2025 09:28:46 +0000 Subject: [PATCH 4/7] Update src/qcodes/dataset/plotting.py Co-authored-by: Jens Hedegaard Nielsen --- src/qcodes/dataset/plotting.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/qcodes/dataset/plotting.py b/src/qcodes/dataset/plotting.py index 5ffd0785d31..c0a387d7a6c 100644 --- a/src/qcodes/dataset/plotting.py +++ b/src/qcodes/dataset/plotting.py @@ -101,7 +101,7 @@ def plot_dataset( cutoff_percentile: tuple[float, float] | float | None = None, complex_plot_type: Literal["real_and_imag", "mag_and_phase"] = "real_and_imag", complex_plot_phase: Literal["radians", "degrees"] = "radians", - parameters: list[str] | str | None = None, + parameters: Sequence[str] | str | None = None, **kwargs: Any, ) -> AxesTupleList: """ From fa647c5fb2ffbd916c566d6881eba33090ed8015 Mon Sep 17 00:00:00 2001 From: Harriet Howard Date: Thu, 6 Mar 2025 09:36:56 +0000 Subject: [PATCH 5/7] fix trailing whitespace and cond is None errors for pre commit check --- src/qcodes/dataset/plotting.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/qcodes/dataset/plotting.py b/src/qcodes/dataset/plotting.py index c0a387d7a6c..be5b25f8cad 100644 --- a/src/qcodes/dataset/plotting.py +++ b/src/qcodes/dataset/plotting.py @@ -151,7 +151,7 @@ def plot_dataset( complex_plot_phase: Format of phase for plotting complex-valued data, either ``"radians"`` or ``"degrees"``. Applicable only for the cases where the dataset contains complex numbers - parameters: Names of dependent parameters to plot if the plotting of + parameters: Names of dependent parameters to plot if the plotting of all is not desired **kwargs: Keyword arguments passed to the plotting function. @@ -250,7 +250,7 @@ def plot_dataset( colorbars = len(axeslist) * [None] new_colorbars: list[Colorbar | None] = [] - if parameters == None: + if parameters is None: log.debug("No data specified - plotting all.") else: From 668d4c1908e6de19472c023bdf0158f3129449cb Mon Sep 17 00:00:00 2001 From: Harriet Howard Date: Thu, 6 Mar 2025 12:05:36 +0000 Subject: [PATCH 6/7] fix all remaining errors after running pre-commit hooks --- src/qcodes/dataset/plotting.py | 40 +++++++++++++++++----------------- 1 file changed, 20 insertions(+), 20 deletions(-) diff --git a/src/qcodes/dataset/plotting.py b/src/qcodes/dataset/plotting.py index be5b25f8cad..5c67f66ce9a 100644 --- a/src/qcodes/dataset/plotting.py +++ b/src/qcodes/dataset/plotting.py @@ -101,7 +101,7 @@ def plot_dataset( cutoff_percentile: tuple[float, float] | float | None = None, complex_plot_type: Literal["real_and_imag", "mag_and_phase"] = "real_and_imag", complex_plot_phase: Literal["radians", "degrees"] = "radians", - parameters: Sequence[str] | str | None = None, + parameters: Sequence[str] | str | None = None, **kwargs: Any, ) -> AxesTupleList: """ @@ -209,10 +209,10 @@ def plot_dataset( alldata, conversion=complex_plot_type, degrees=degrees ) - if isinstance(parameters, str): + if isinstance(parameters, str): parameters = [parameters] - nplots = len(alldata) if parameters is None else len(parameters) + nplots = len(alldata) if parameters is None else len(parameters) if isinstance(axes, matplotlib.axes.Axes): axeslist = [axes] @@ -235,7 +235,7 @@ def plot_dataset( f"Provided arguments: {subplots_kwargs}" ) if len(axeslist) != nplots: - if parameters is not None: + if parameters is not None: raise RuntimeError( f"Trying to plot {len(parameters)} parameters " f"but received {len(axeslist)} axes objects. " @@ -252,28 +252,28 @@ def plot_dataset( if parameters is None: log.debug("No data specified - plotting all.") - - else: - # validate parameters - dependents = [] - for i in range(len(dataset.dependent_parameters)): - dependents.append(dataset.dependent_parameters[i].name) - for param in parameters: - if param not in dependents: + + else: + # validate parameters + dependents = [] + for i in range(len(dataset.dependent_parameters)): + dependents.append(dataset.dependent_parameters[i].name) + for param in parameters: + if param not in dependents: raise ValueError( f"Invalid parameter(s) given. Received {parameters} " f"but can only accept elements from {dependents}. " - ) + ) log.debug(f"Plotting data for {parameters}.") - - for i, data in enumerate(alldata): - if len(data) == 2: # 1D PLOTTING - if data[1]['name'] not in parameters: + + for i, data in enumerate(alldata): + if len(data) == 2: # 1D PLOTTING + if data[1]["name"] not in parameters: + alldata.pop(i) + elif len(data) == 3: # 2D PLOTTING + if data[2]["name"] not in parameters: alldata.pop(i) - elif len(data) == 3: # 2D PLOTTING - if data[2]['name'] not in parameters: - alldata.pop(i) for data, ax, colorbar in zip(alldata, axeslist, colorbars): if len(data) == 2: # 1D PLOTTING From e67857deeb13cce4842cf26260dad9a9fa78ab0f Mon Sep 17 00:00:00 2001 From: Harriet Howard Date: Thu, 6 Mar 2025 14:44:42 +0000 Subject: [PATCH 7/7] fix errors --- docs/changes/newsfragments/6931.improved | 8 ++++---- docs/examples/DataSet/Offline Plotting Tutorial.ipynb | 4 ++-- src/qcodes/dataset/plotting.py | 2 +- 3 files changed, 7 insertions(+), 7 deletions(-) diff --git a/docs/changes/newsfragments/6931.improved b/docs/changes/newsfragments/6931.improved index 18ff4aa7cf9..fd841667c82 100644 --- a/docs/changes/newsfragments/6931.improved +++ b/docs/changes/newsfragments/6931.improved @@ -1,4 +1,4 @@ -Added 'parameters' argument to the 'plot_dataset' (and 'plot_by_id') -functions. This enables a choice of which dependent parameters to plot -(in the case that the plotting of all dependent parameters is not -desired). \ No newline at end of file +Added 'parameters' argument to the 'plot_dataset' (and 'plot_by_id') +functions. This enables a choice of which dependent parameters to plot +(in the case that the plotting of all dependent parameters is not +desired). diff --git a/docs/examples/DataSet/Offline Plotting Tutorial.ipynb b/docs/examples/DataSet/Offline Plotting Tutorial.ipynb index 4ca55ffd8bf..cd500c7ba32 100644 --- a/docs/examples/DataSet/Offline Plotting Tutorial.ipynb +++ b/docs/examples/DataSet/Offline Plotting Tutorial.ipynb @@ -392,7 +392,7 @@ } ], "source": [ - "plot_dataset(dataset, parameters='y2')" + "plot_dataset(dataset, parameters=\"y2\")" ] }, { @@ -498,7 +498,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": {}, "outputs": [ { diff --git a/src/qcodes/dataset/plotting.py b/src/qcodes/dataset/plotting.py index 5c67f66ce9a..df11eb55d35 100644 --- a/src/qcodes/dataset/plotting.py +++ b/src/qcodes/dataset/plotting.py @@ -420,7 +420,7 @@ def plot_by_id( cutoff_percentile: tuple[float, float] | float | None = None, complex_plot_type: Literal["real_and_imag", "mag_and_phase"] = "real_and_imag", complex_plot_phase: Literal["radians", "degrees"] = "radians", - parameters: list[str] | str | None = None, + parameters: Sequence[str] | str | None = None, **kwargs: Any, ) -> AxesTupleList: """